diff --git a/debian/changelog b/debian/changelog index ae9ebfbb4..16b9ac40b 100644 --- a/debian/changelog +++ b/debian/changelog @@ -1,3 +1,7 @@ + [Graeme Weatherill] + * Adds module for ground motion intensity conversion equations (GMICEs) + * Implements Worden et al., (2012) GMICE + [Michele Simionato] * Added a `parallel.Computer` base class * Changed the default distance from filtering from Rjb to Rrup diff --git a/doc/sphinx/gmice.rst b/doc/sphinx/gmice.rst new file mode 100644 index 000000000..63ce5ed81 --- /dev/null +++ b/doc/sphinx/gmice.rst @@ -0,0 +1,21 @@ +===================================================== +Ground Motion Intensity Conversion Equations (GMICES) +===================================================== + +.. automodule:: openquake.hazardlib.gmice + + +---------------------------------------------- +Worden, Gerstenberger, Rhoades and Wald (2012) +---------------------------------------------- + +.. automodule:: openquake.hazardlib.gmice.worden_2012 + :members: + + +-------------------------- +Abstract base distribution +-------------------------- + +.. automodule:: openquake.hazardlib.gmice.base + :members: diff --git a/doc/sphinx/index.rst b/doc/sphinx/index.rst index 90e5ad406..0b1c43483 100644 --- a/doc/sphinx/index.rst +++ b/doc/sphinx/index.rst @@ -11,3 +11,4 @@ Internal structure openquake.baselib openquake.hazardlib + gmice diff --git a/openquake/hazardlib/gmice/__init__.py b/openquake/hazardlib/gmice/__init__.py new file mode 100644 index 000000000..f88b9b293 --- /dev/null +++ b/openquake/hazardlib/gmice/__init__.py @@ -0,0 +1,47 @@ +# -*- coding: utf-8 -*- +# vim: tabstop=4 shiftwidth=4 softtabstop=4 +# +# Copyright (C) 2012-2016 GEM Foundation +# +# OpenQuake is free software: you can redistribute it and/or modify it +# under the terms of the GNU Affero General Public License as published +# by the Free Software Foundation, either version 3 of the License, or +# (at your option) any later version. +# +# OpenQuake is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU Affero General Public License for more details. +# +# You should have received a copy of the GNU Affero General Public License +# along with OpenQuake. If not, see . + +""" +Package :mod:`openquake.hazardlib.gmice` contains base and specific +implementations of ground motion intensity conversion equations. See +:mod:`openquake.hazardlib.gmice.base`. +""" +import os +import inspect +import importlib +from collections import OrderedDict +from openquake.hazardlib.gsim.base import ( + GMPE, IPE, GroundShakingIntensityModel) + + +def get_available_gsims(): + ''' + Return an ordered dictionary with the available GSIM classes, keyed + by class name. + ''' + gmices = {} + for fname in os.listdir(os.path.dirname(__file__)): + if fname.endswith('.py'): + modname, _ext = os.path.splitext(fname) + mod = importlib.import_module( + 'openquake.hazardlib.gmice.' + modname) + for cls in mod.__dict__.values(): + if inspect.isclass(cls) and issubclass(cls, GMICE) and \ + cls not in (GroundShakingIntensityModel, GMPE, IPE): + gmices[cls.__name__] = cls + return OrderedDict((k, gmices[k]) for k in sorted(gmices)) diff --git a/openquake/hazardlib/gmice/base.py b/openquake/hazardlib/gmice/base.py new file mode 100644 index 000000000..ed7e981c5 --- /dev/null +++ b/openquake/hazardlib/gmice/base.py @@ -0,0 +1,153 @@ +# -*- coding: utf-8 -*- +# vim: tabstop=4 shiftwidth=4 softtabstop=4 +# +# Copyright (C) 2012-2016 GEM Foundation +# +# OpenQuake is free software: you can redistribute it and/or modify it +# under the terms of the GNU Affero General Public License as published +# by the Free Software Foundation, either version 3 of the License, or +# (at your option) any later version. +# +# OpenQuake is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU Affero General Public License for more details. +# +# You should have received a copy of the GNU Affero General Public License +# along with OpenQuake. If not, see . + +""" +Module :mod:`openquake.hazardlib.gmice.base` defines base classes for +different kinds of :class:`ground motion intensity conversion equations +`. +""" +import abc +import numpy as np +from openquake.hazardlib.imt import MMI +from openquake.hazardlib.gsim.base import GMPE, IPE + +class GMICE(GMPE): + """ + Base class for a type of model known as a Ground Motion Intensity + Conversion Equation (GMIC). These models represent imt-specific + equations to convert between macroseismic intensity and known + ground motion parameters. + + The majority of GMICEs are derived from regression models that are applied + in both directions: + GM -> Macroseismic Intensity + Macroseismic Intensity -> GM + + The base class contains several key methods to apply the conversions. + """ + # Defines the range of intensity values for which the GMICE applies + INTENSITY_RANGE = (0.0, 12.0) # Defaulting to full range + + # Shakemap requires a "pretty" source name (e.g. Worden et al., (2012)) + SOURCE_NAME = "" + + # Shakemap requires a scale + SCALE = "" + + def get_mean_and_stddevs(self, sites, rup, dists, imt, stddev_types): + """ + Doesn't function in this case but is an abstract method of the GMPE + class - so this is over-ridden to raise a not implemented error + """ + raise NotImplementedError("Method 'get_mean_and_stddevs' not " + "available in GMICE object") + + @abc.abstractmethod + def get_mean_intensity_and_stddevs(self, imls, sites, rup, dists, imt, + stddev_types): + """ + Convert to macroseismic intensity from engineering ground motion + parameters + + Method must be implemented by subclasses + + :param imls: + Vector (or array) of ground motion intensity measure levels. + :param sites: + Instance of :class:`openquake.hazardlib.gsim.base.SitesContext` + with parameters of sites collection assigned to respective values + as numpy arrays. Only those attributes that are listed in class' + :attr:`openquake.hazardlib.gsim.base.GroundShakingIntensityModel.REQUIRES_SITES_PARAMETERS` + set are available. + :param rup: + Instance of :class:`openquake.hazardlib.gsim.base.RuptureContext` + with parameters of a rupture assigned to respective values. Only + those attributes that are listed in class' + :attr:`openquake.hazardlib.gsim.base.GroundShakingIntensityModel.REQUIRES_RUPTURE_PARAMETERS` + set are available. + :param dists: + Instance of :class:`openquake.hazardlib.gsim.base.DistancesContext` + with values of distance measures between the rupture and each site + of the collection assigned to respective values as numpy arrays. + Only those attributes that are listed in class' + :attr:`openquake.hazardlib.gsim.base.GroundShakingIntensityModel.REQUIRES_DISTANCES` set are + available. + :param imt: + An instance (not a class) of intensity measure type. + See :mod:`openquake.hazardlib.imt`. + :param stddev_types: + List of standard deviation types, constants from + :class:`openquake.hazardlib.const.StdDev`. + Method result value should include + standard deviation values for each of types in this list. + :returns: + Method should return a tuple of two items. The first item is + the numpy array of floats representing the output (converted) + macroseismic intensity values. The second item is a list of + numpy arrays corresponding to each of the standard deviation + types + """ + + @abc.abstractmethod + def get_mean_gm_and_stddevs(self, imls, sites, rup, dists, imt, + stddev_types): + """ + Convert from macroseismic intensity to engineering ground motion + parameters + + :param imls: + Vector (or array) of macroseismic intensity measure levels. + :returns: + Method should return a tuple of two items. The first item is + the numpy array of floats representing the output (converted) + ground motion values. The second item is a list of + numpy arrays corresponding to each of the standard deviation + types + """ + + def get_mean_intensity_and_stddevs_from_gmpe(self, gmpe, sites, rup, dists, + imt, stddev_types): + """ + Same as the ordinary method but fed with the GMPE instead + + :param gmpe: + Ground motion prediction equation as subclass of :class: + `openquake.hazardlib.gsim.base.GMPE` + """ + imls, _ = gmpe.get_mean_and_stddevs(sites, rup, dists, imt, + stddev_types) + return self.get_mean_intensity_and_stddevs(np.exp(imls), sites, + rup, dists, + imt, stddev_types) + + def get_mean_gm_and_stddevs_from_ipe(self, ipe, sites, rup, dists, imt, + stddev_types, mmi_imt=MMI()): + """ + Same as the ordinary method but fed with the intensity predicution + equation instead + + :param ipe: + Macroseismic intensity prediction equation as subclass of :class: + `openquake.hazardlib.gsim.base.IPE` + """ + # Verify that in this case the IMT is macroseismic intensity + assert isinstance(ipe, IPE) + imls, _ = ipe.get_mean_and_stddevs(sites, rup, dists, mmi_imt, + stddev_types) + return self.get_mean_gm_and_stddevs(imls, sites, rup, dists, imt, + stddev_types) diff --git a/openquake/hazardlib/gmice/worden_2012.py b/openquake/hazardlib/gmice/worden_2012.py new file mode 100644 index 000000000..0daa11b1c --- /dev/null +++ b/openquake/hazardlib/gmice/worden_2012.py @@ -0,0 +1,292 @@ +# -*- coding: utf-8 -*- +# vim: tabstop=4 shiftwidth=4 softtabstop=4 +# +# Copyright (C) 2012-2016 GEM Foundation +# +# OpenQuake is free software: you can redistribute it and/or modify it +# under the terms of the GNU Affero General Public License as published +# by the Free Software Foundation, either version 3 of the License, or +# (at your option) any later version. +# +# OpenQuake is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU Affero General Public License for more details. +# +# You should have received a copy of the GNU Affero General Public License +# along with OpenQuake. If not, see . + +import numpy as np +from scipy.constants import g + +from openquake.hazardlib import const +from openquake.hazardlib.imt import MMI, PGA, PGV, SA +from openquake.hazardlib.gmice.base import GMICE +from openquake.hazardlib.gsim.base import CoeffsTable + +class WordenEtAl2012(GMICE): + """ + Implements the GMICE of Worden et al. 2012: + Worden, C. B., Gerstenberger, M. C., Rhoades, D. A. and Wald, D. J., 2012, + Probabilistic Relationship between Ground-Motion Parameters and Modified + Mercalli Intensity in California, Bulletin of the Seismological Society + of America, 102(1), 204 - 221 + + Two alternative formulations are provided by the source. The implementation + here does not consider magnitude or distance within the intensity + conversion. + """ + #: Supported tectonic region type is stable continental crust, + #: given that the equations have been derived for central and eastern + #: north America + DEFINED_FOR_TECTONIC_REGION_TYPE = const.TRT.ACTIVE_SHALLOW_CRUST + + #: Supported intensity measure types are spectral acceleration, + #: and peak ground acceleration + DEFINED_FOR_INTENSITY_MEASURE_TYPES = set([ + MMI, + PGA, + PGV, + SA, + ]) + + #: Supported intensity measure component is the geometric mean of + #two : horizontal components + #:attr:`~openquake.hazardlib.const.IMC.AVERAGE_HORIZONTAL`, + DEFINED_FOR_INTENSITY_MEASURE_COMPONENT = const.IMC.AVERAGE_HORIZONTAL + + #: Supported standard deviation type is only total. + DEFINED_FOR_STANDARD_DEVIATION_TYPES = set([ + const.StdDev.TOTAL + ]) + + #: No site parameters required + REQUIRES_SITES_PARAMETERS = set(()) + + #: No rupture parameters required + REQUIRES_RUPTURE_PARAMETERS = set(()) + + #: No distance parameters required + REQUIRES_DISTANCES = set(()) + + #: Intensity range MMI 1 to 10 + INTENSITY_RANGE = (1.0, 10.0) + + #: Source Name + SOURCE_NAME = "Worden et al. (2012)" + + #: Scale + SCALE = 'scale_wgrw12.ps' + + def get_mean_intensity_and_stddevs(self, imls, sites, rup, dists, imt, + stddev_types): + """ + Implements equation 3 of Worden et al. + """ + C = self.COEFFS[imt] + C2 = self.COEFFS2[imt] + # OpenQuake returns accelerations in terms of g + if isinstance(imt, (PGA, SA)): + # Convert from g to cm/s^2 + mmi = self.get_mean_mmi(C, C2, np.log10(imls * (100.0 * g))) + else: + mmi = self.get_mean_mmi(C, C2, np.log10(imls)) + stddevs = self.get_stddev_mmi(C, stddev_types, imls.shape) + return mmi, stddevs + + def get_mean_mmi(self, C, C2, log_imls): + """ + Return the expected macroseismic intensity from the ground motion + input, as defined in equation 3 of Worden et al. (2012) + """ + mmi = C["c1"] + C["c2"] * log_imls + idx = log_imls < C2["t1"] + if np.any(idx): + mmi[idx] = C2["c1"] + C2["c2"] * log_imls[idx] + idx = log_imls >= C["t1"] + if np.any(idx): + mmi[idx] = C["c3"] + C["c4"] * log_imls[idx] + return np.clip(mmi, 1.0, 10.0) + + def get_stddev_mmi(self, C, stddev_types, imls_shape): + """ + Returns the total standard deviation in natural log units + N. B. It is assumed the standard deviation is in common log units + """ + stddevs = [] + for stddev_type in stddev_types: + if stddev_type == const.StdDev.TOTAL: + stddevs.append(np.log(10.0 ** (C["sigMMI"] + + np.zeros(imls_shape)))) + return stddevs + + def get_mean_gm_and_stddevs(self, imls, sites, rup, dists, imt, + stddev_types): + """ + Convert from macroseismic intensity to engineering ground motion + parameters + """ + C = self.COEFFS[imt] + C2 = self.COEFFS2[imt] + g_m = self.get_mean_gm(C, C2, imls) + # If IMT is PGA or SA + if isinstance(imt, (PGA, SA)): + # Convert units from cm/s^2 to g + g_m = np.log(g_m / (100.0 * g)) + else: + g_m = np.log(g_m) + stddevs = self.get_stddev_gm(C, stddev_types, imls.shape) + return g_m, stddevs + + def get_mean_gm(self, C, C2, mmi): + """ + Returns the expected ground motion from the macroseismic intensity + input, as defined in equation 4 of Worden et al. (2012) + """ + logy = (mmi - C["c1"]) / C["c2"] + idx = mmi < C2["t2"] + if np.any(idx): + logy[idx] = (mmi[idx] - C2["c1"]) / C2["c2"] + idx = mmi >= C["t2"] + if np.any(idx): + logy[idx] = (mmi[idx] - C['c3']) / C["c4"] + return 10.0 ** logy + + def get_stddev_gm(self, C, stddev_types, imls_shape): + """ + Returns the standard devation of ground motion (in log units) + as given in Table 2 of Worden et al. (2012) + """ + stddevs = [] + for stddev_type in stddev_types: + if stddev_type == const.StdDev.TOTAL: + stddevs.append(np.log(10.0 ** (C["siglogy"] + + np.zeros(imls_shape)))) + return stddevs + + # This will interpolate coefficients - which may not be the author's + # original intention. + # The coefficients for standard deviation are taken from Table 2, + # whilst the coefficients for the remaining terms are from Table 1 + # In the original shakemap implementation the standard deviations for the + # version considering magnitude and distance are applied to both GMICEs + COEFFS = CoeffsTable(sa_damping=5, table=""" + imt c1 c2 c3 c4 t1 t2 sigMMI siglogy + pga 1.78 1.55 -1.60 3.70 1.57 4.22 0.66 0.35 + pgv 3.78 1.47 2.89 3.16 0.53 4.56 0.63 0.38 + 0.3 1.26 1.69 -4.15 4.14 2.21 4.99 0.82 0.44 + 1.0 2.50 1.51 0.20 2.90 1.65 4.98 0.75 0.47 + 3.0 3.81 1.17 1.99 3.01 0.99 4.96 0.89 0.64 + """) + + COEFFS2 = CoeffsTable(sa_damping=5, table=""" + imt c1 c2 t1 t2 + pga 1.71 2.08 0.14 2.0 + pgv 4.62 2.17 -1.21 2.0 + 0.3 1.15 1.92 0.44 2.0 + 1.0 2.71 2.17 -0.33 2.0 + 3.0 7.35 3.45 -1.55 2.0 + """) + + +class WordenEtAl2012MagDist(WordenEtAl2012): + """ + Adaptation of the model of Worden et al. (2012) to account for the + magnitude and distance dependence of the residuals. + """ + #: rupture magnitude required + REQUIRES_RUPTURE_PARAMETERS = set(("mag",)) + + #: rupture distance required + REQUIRES_DISTANCES = set(("rrup",)) + + #: Source Name + SOURCE_NAME = "Worden et al. (2012) [Magnitude & Distance Dependent]" + + + def get_mean_intensity_and_stddevs(self, imls, sites, rup, dists, imt, + stddev_types): + """ + Converts a set of ground motion levels to macroseismic intensity + """ + C = self.COEFFS[imt] + C2 = self.COEFFS2[imt] + # Clip the magnitudes between 3.0 and 7.3 + mag = np.clip(rup.mag, 3.0, 7.3) + # Clip the distances between 10 km and 300 km + rrup = np.clip(dists.rrup, 10., 300.) + if isinstance(imt, (PGA, SA)): + # Convert from g to cm/s^2 + mmi = self.get_mean_mmi(C, C2, np.log10(imls * (100.0 * g)), + mag, rrup) + else: + mmi = self.get_mean_mmi(C, C2, np.log10(imls), mag, rrup) + stddevs = self.get_stddev_mmi(C, stddev_types, imls.shape) + return mmi, stddevs + + def get_mean_mmi(self, C, C2, log_imls, mag, rrup): + """ + Returns the mean macroseismic intensity from ground motion, as defined + in equation 6 of Worden et al. (2012) + """ + mmi = C["c5"] + C["c6"] * np.log10(rrup) + C["c7"] * mag + idx = log_imls <= C2["t1"] + if np.any(idx): + mmi[idx] += (C2["c1"] + (C2["c2"] * log_imls[idx])) + idx = np.logical_and(log_imls > C2["t1"], log_imls <= C["t1"]) + if np.any(idx): + mmi[idx] += (C["c1"] + (C["c2"] * log_imls[idx])) + idx = log_imls > C["t1"] + if np.any(idx): + mmi[idx] += (C["c3"] + C["c4"] * log_imls[idx]) + return np.clip(mmi, 1.0, 10.0) + + def get_mean_gm_and_stddevs(self, imls, sites, rup, dists, imt, + stddev_types): + """ + Convert from macroseismic intensity to engineering ground motion + parameters + """ + C = self.COEFFS[imt] + C2 = self.COEFFS2[imt] + # Clip the magnitudes between 3.0 and 7.3 + mag = np.clip(rup.mag, 3.0, 7.3) + # Clip the distances between 10 km and 300 km + rrup = np.clip(dists.rrup, 10., 300.) + g_m = self.get_mean_gm(C, C2,imls, mag, rrup) + # If IMT is PGA or SA + if isinstance(imt, (PGA, SA)): + # Convert units from cm/s^2 to g + g_m = np.log(g_m / (100.0 * g)) + else: + g_m = np.log(g_m) + stddevs = self.get_stddev_gm(C, stddev_types, imls.shape) + return g_m, stddevs + + def get_mean_gm(self, C, C2, mmi, mag, rrup): + """ + Returns the expected ground motion from the macroseismic intensity, + as defined in equation 7 or Worden et al. (2012) + """ + logy = mmi - (C["c5"] + C["c6"] * np.log10(rrup) + C["c7"] * mag) + + idx = mmi < C2["t2"] + if np.any(idx): + logy[idx] = (logy[idx] - C2["c1"]) / C2["c2"] + idx = np.logical_and(mmi >= C2["t2"], mmi < C["t2"]) + if np.any(idx): + logy[idx] = (logy[idx] - C["c1"]) / C["c2"] + idx = mmi >= C["t2"] + if np.any(idx): + logy[idx] = (logy[idx] - C["c3"]) / C["c4"] + + return 10.0 ** logy + + COEFFS = CoeffsTable(sa_damping=5, table=""" + imt c1 c2 c3 c4 c5 c6 c7 t1 t2 sigMMI siglogy + pga 1.78 1.55 -1.60 3.70 -0.91 1.02 -0.17 1.57 4.22 0.66 0.35 + pgv 3.78 1.47 2.89 3.16 0.90 0.00 -0.18 0.53 4.56 0.63 0.38 + 0.3 1.26 1.69 -4.15 4.14 -1.05 0.60 0.00 2.21 4.99 0.82 0.44 + 1.0 2.50 1.51 0.20 2.90 2.27 -0.49 -0.29 1.65 4.98 0.75 0.47 + 3.0 3.81 1.17 1.99 3.01 1.91 -0.57 -0.21 0.99 4.96 0.89 0.64 + """) diff --git a/openquake/hazardlib/tests/gmice/__init__.py b/openquake/hazardlib/tests/gmice/__init__.py new file mode 100644 index 000000000..0750f34cd --- /dev/null +++ b/openquake/hazardlib/tests/gmice/__init__.py @@ -0,0 +1,18 @@ +# -*- coding: utf-8 -*- +# vim: tabstop=4 shiftwidth=4 softtabstop=4 +# +# Copyright (C) 2012-2016 GEM Foundation +# +# OpenQuake is free software: you can redistribute it and/or modify it +# under the terms of the GNU Affero General Public License as published +# by the Free Software Foundation, either version 3 of the License, or +# (at your option) any later version. +# +# OpenQuake is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU Affero General Public License for more details. +# +# You should have received a copy of the GNU Affero General Public License +# along with OpenQuake. If not, see . + diff --git a/openquake/hazardlib/tests/gmice/base_gmice_test.py b/openquake/hazardlib/tests/gmice/base_gmice_test.py new file mode 100644 index 000000000..ffc482cc7 --- /dev/null +++ b/openquake/hazardlib/tests/gmice/base_gmice_test.py @@ -0,0 +1,145 @@ +# -*- coding: utf-8 -*- +# vim: tabstop=4 shiftwidth=4 softtabstop=4 +# +# Copyright (C) 2012-2016 GEM Foundation +# +# OpenQuake is free software: you can redistribute it and/or modify it +# under the terms of the GNU Affero General Public License as published +# by the Free Software Foundation, either version 3 of the License, or +# (at your option) any later version. +# +# OpenQuake is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU Affero General Public License for more details. +# +# You should have received a copy of the GNU Affero General Public License +# along with OpenQuake. If not, see . + +import unittest +import numpy as np +from openquake.hazardlib.gsim.base import (SitesContext, + DistancesContext, + RuptureContext) +from openquake.hazardlib import const +from openquake.hazardlib.imt import PGA, MMI +# Needs a test GMPE from an active shallow region with a magnitude and rrup +# dependence and as little else as possible! +from openquake.hazardlib.gsim.cauzzi_2014 import CauzziEtAl2014NoSOF +from openquake.hazardlib.gsim.allen_2012_ipe import AllenEtAl2012 +from openquake.hazardlib.gmice.base import GMICE +from openquake.hazardlib.gmice.worden_2012 import WordenEtAl2012 + + +class FakeGMICE(GMICE): + DEFINED_FOR_TECTONIC_REGION_TYPE = None + DEFINED_FOR_INTENSITY_MEASURE_TYPES = set() + DEFINED_FOR_INTENSITY_MEASURE_COMPONENT = None + DEFINED_FOR_STANDARD_DEVIATION_TYPES = set() + REQUIRES_SITES_PARAMETERS = set() + REQUIRES_RUPTURE_PARAMETERS = set() + REQUIRES_DISTANCES = set() + INTENSITY_RANGE = (0, 12) + SOURCE_NAME = "A Fake GMICE" + SCALE = "Something" + + + def get_mean_intensity_and_stddevs(self, imls, sites, rup, dists, + imt, stddev_types): + pass + + def get_mean_gm_and_stddevs(self, imls, sites, rup, dists, imt, + stddev_types): + pass + +class BaseGMICETestCase(unittest.TestCase): + """ + General set of tests for the :class: openquake.hazardlib.gmice.base.GMICE + """ + def setUp(self): + + self.gmice_class = WordenEtAl2012 + self.gmice = self.gmice_class() + self.rctx = RuptureContext() + self.rctx.mag = 6.0 + self.dctx = DistancesContext() + self.dctx.rrup = np.array([5.0, 10.0, 20.0, 50.0, 100.0]) + self.sctx = SitesContext() + self.sctx.vs30 = 760.0 * np.ones_like(self.dctx.rrup) + self.imt = PGA() + self.stddevs = [const.StdDev.TOTAL] + + def _assert_value_error(self, func, error, **kwargs): + with self.assertRaises(ValueError) as ar: + func(**kwargs) + self.assertEqual(str(ar.exception), error) + + def test_correct_property_constructions(self): + dummy_gmice = FakeGMICE() + self.assertEqual(dummy_gmice.SCALE, "Something") + self.assertEqual(dummy_gmice.SOURCE_NAME, "A Fake GMICE") + self.assertEqual(dummy_gmice.INTENSITY_RANGE, (0, 12)) + + + def test_compare_gm_to_mmi_gsim(self): + """ + Compare Ground Motion to Intensity Conversions using the GMPE + approach and the normal approach + """ + # Get some ground motion levels from GMPE + gmpe = CauzziEtAl2014NoSOF() + imls, _ = gmpe.get_mean_and_stddevs(self.sctx, self.rctx, self.dctx, + self.imt, self.stddevs) + # Get MMIs from intensity measure levels + mmis_imls, _ = self.gmice.get_mean_intensity_and_stddevs(np.exp(imls), + self.sctx, + self.rctx, + self.dctx, + self.imt, + self.stddevs) + # Get MMIs from the GMPE + mmis_gmpe, _ = self.gmice.get_mean_intensity_and_stddevs_from_gmpe( + gmpe, + self.sctx, + self.rctx, + self.dctx, + self.imt, + self.stddevs) + # Check that the results are equal + np.testing.assert_array_almost_equal(mmis_imls, mmis_gmpe, 7) + + def test_compare_mmi_to_gm_ipe(self): + """ + Compare MMI to ground motion conversion using an IPE approach + """ + # Get some intensity measure levels from an IPE + ipe = AllenEtAl2012() + mmis, _ = ipe.get_mean_and_stddevs(self.sctx, self.rctx, self.dctx, + MMI(), self.stddevs) + # Get ground motion levels (PGA) from GMICE + gmls, _ = self.gmice.get_mean_gm_and_stddevs(mmis, self.sctx, + self.rctx, self.dctx, + self.imt, self.stddevs) + gmls_ipe, _ = self.gmice.get_mean_gm_and_stddevs_from_ipe(ipe, + self.sctx, + self.rctx, + self.dctx, + self.imt, + self.stddevs) + np.testing.assert_array_almost_equal(gmls, gmls_ipe, 7) + + def test_call_to_get_mean_and_stddevs(self): + """ + The method get_mean_and_stddevs is turned off for GMICEs - check + that the Not Implemented Error is raised + """ + with self.assertRaises(NotImplementedError) as nie: + _ = self.gmice.get_mean_and_stddevs(self.sctx, + self.rctx, + self.dctx, + self.imt, + self.stddevs) + self.assertEqual( + str(nie.exception), + "Method 'get_mean_and_stddevs' not available in GMICE object") + diff --git a/openquake/hazardlib/tests/gmice/check_gmice.py b/openquake/hazardlib/tests/gmice/check_gmice.py new file mode 100644 index 000000000..9b7a6904d --- /dev/null +++ b/openquake/hazardlib/tests/gmice/check_gmice.py @@ -0,0 +1,448 @@ +# -*- coding: utf-8 -*- +# vim: tabstop=4 shiftwidth=4 softtabstop=4 +# +# Copyright (C) 2012-2016 GEM Foundation +# +# OpenQuake is free software: you can redistribute it and/or modify it +# under the terms of the GNU Affero General Public License as published +# by the Free Software Foundation, either version 3 of the License, or +# (at your option) any later version. +# +# OpenQuake is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU Affero General Public License for more details. +# +# You should have received a copy of the GNU Affero General Public License +# along with OpenQuake. If not, see . + +""" +Check GMPE/IPE class versus data file in CSV format by calculating standard +deviation and/or mean value and comparing the result to the expected value. +""" +from __future__ import print_function +from __future__ import division +import csv +import math +import sys +import time +import copy + +import numpy + +from openquake.hazardlib import const +from openquake.hazardlib.gmice.base import GMICE +from openquake.hazardlib.gsim.base import (SitesContext, RuptureContext, + DistancesContext) +from openquake.hazardlib.imt import PGA, PGV, PGD, SA, CAV, MMI + + +def _get_imt(param, damping): + """ + Given a parameter string and a damping level returns an instance of + an OpenQuake intensity measure + """ + if param == 'pga': + return PGA() + elif param == 'pgv': + return PGV() + elif param == 'pgd': + return PGD() + elif param == 'cav': + return CAV() + elif param in ['mmi', 'ems', 'msk']: + # At the moment MMI operates as a generic intensity. OpenQuake doesn't + # really need to care what type of intensity scale it refers to + # but let's assume the user might - so we present a veneer of + # flexibility by allowing EMS and MSK as equivalent key words to + # describe intensity + return MMI() + else: + period = float(param) + assert damping is not None + return SA(period, damping) + + +def check_gmice(gmice_cls, datafile, max_discrep_percentage, debug=False): + """ + Test GSIM against the data file and return test result. + + :param gmice_cls: + A subclass of either :class:`~openquake.hazardlib.gsim.base.GMPE` + or :class:`~openquake.hazardlib.gsim.base.IPE` to test. + :param datafile: + A file object containing test data in csv format. + :param max_discrep_percentage: + The maximum discrepancy in percentage points. The check fails + if expected value diverges from actual by more than that. + :param debug: + If ``True`` the execution will stop immediately if there is an error + and a message pointing to a line with a test that failed will show up. + If ``False`` the GSIM is executed in a vectorized way (if possible) + and all the tests are executed even if there are errors. + + :returns: + A tuple of two elements: a number of errors and a string representing + statistics about the test run. + """ + gsim = gmice_cls() + + ctxs = [] + errors = 0 + linenum = 1 + discrepancies = [] + started = time.time() + for testcase in _parse_csv(datafile, debug): + linenum += 1 + (sctx, rctx, dctx, stddev_types, input_levels, expected_results, + result_type, test_type) = testcase + # make a copy of the original context objects so that they can then + # be compared againts the context objects after the + # 'get_mean_and_stddevs' method has been called + orig_sctx = copy.deepcopy(sctx) + orig_rctx = copy.deepcopy(rctx) + orig_dctx = copy.deepcopy(dctx) + for imt, expected_result in expected_results.items(): + if test_type == "INTENSITY": + mean, stddevs = gsim.get_mean_intensity_and_stddevs( + input_levels[imt], sctx, rctx, dctx, imt, stddev_types) + if result_type == "MEAN": + # For IPEs it is the values, not the logarithms returned + result = mean + else: + [result] = stddevs + elif test_type == "GROUND MOTION": + mean, stddevs = gsim.get_mean_gm_and_stddevs( + input_levels[MMI()], sctx, rctx, dctx, imt, stddev_types) + if result_type == "MEAN": + result = numpy.exp(mean) + else: + [result] = stddevs + + ctxs.append( + (orig_sctx == sctx) and (orig_rctx == rctx) and + (orig_dctx == dctx) + ) + if not numpy.all(ctxs) and debug: + msg = 'file %r line %r imt %r. Context object ' \ + 'has changed after get_mean_and_stddevs has been ' \ + 'called' % (datafile.name, linenum, imt) + print(msg, file=sys.stderr) + break + + assert (isinstance(result, numpy.ndarray) or + isinstance(result, numpy.float64) or + isinstance(result, float)), \ + '%s is %s instead of numpy.ndarray, numpy.float64 or float' % \ + (result_type, type(result)) + + discrep_percentage = numpy.abs( + result / expected_result * 100 - 100 + ) + discrepancies.extend(discrep_percentage) + errors += (discrep_percentage > max_discrep_percentage).sum() + if errors and debug: + msg = 'file %r line %r imt %r: expected %s %f != %f ' \ + '(delta %.4f%%)' % ( + datafile.name, linenum, imt, result_type.lower(), + expected_result[0], result[0], discrep_percentage[0] + ) + print(msg, file=sys.stderr) + break + + if debug and (errors or not numpy.all(ctxs)): + break + return ( + errors, + _format_stats(time.time() - started, discrepancies, errors, ctxs), + sctx, rctx, dctx, ctxs + ) + + +def _format_stats(time_spent, discrepancies, errors, ctxs): + """ + Format a GMICE test statistics. + + :param time_spent: + The amount of time spent doing checks, in seconds + :param discrepancies: + A list of discrepancy percentage values, one for each check. + :param errors: + Number of tests that failed. + :param ctxs: + list of boolean values indicating if context objectes have been + changed by call to the method ``get_mean_and_stddevs`` + :returns: + A string with human-readable statistics. + """ + max_discrep = max(discrepancies) + total_checks = len(discrepancies) + successes = total_checks - errors + avg_discrep = sum(discrepancies) / float(total_checks) + success_rate = successes / float(total_checks) * 100 + stddev = math.sqrt(1.0 / total_checks * sum((avg_discrep - discrep) ** 2 + for discrep in discrepancies)) + + yes_no = {False: 'yes', True: 'no'} + # NB: on a windows virtual machine the clock can be buggy and + # the time spent can be zero: Daniele has seen that + checks_per_sec = (total_checks / time_spent) if time_spent else '?' + stats = '''\ +total of %d checks done, %d were successful and %d failed. +%.1f seconds spent, avg rate is %s checks per seconds. +success rate = %.1f%% +average discrepancy = %.4f%% +maximum discrepancy = %.4f%% +standard deviation = %.4f%% +context objects changed = %s''' + successes = total_checks - errors + stats %= (total_checks, successes, errors, + time_spent, checks_per_sec, + success_rate, + avg_discrep, + max_discrep, + stddev, + yes_no[numpy.all(ctxs)]) + return stats + + +def _parse_csv(datafile, debug): + """ + Parse a data file in csv format and generate everything needed to exercise + GMICE and check the result. + + :param datafile: + File-like object to read csv from. + :param debug: + If ``False``, parser will try to combine several subsequent rows from + the data file into one vectorized call. + :returns: + A generator of tuples of :func:`_parse_csv_line` result format. + """ + reader = iter(csv.reader(datafile)) + headers = [param_name.lower() for param_name in next(reader)] + sctx, rctx, dctx, stddev_types, input_levels, expected_results,\ + result_type, test_type = _parse_csv_line(headers, next(reader)) + sattrs = [slot for slot in SitesContext._slots_ if hasattr(sctx, slot)] + dattrs = [slot for slot in DistancesContext._slots_ + if hasattr(dctx, slot)] + for line in reader: + (sctx2, rctx2, dctx2, stddev_types2, input_levels2, expected_results2, + result_type2, test_type2) = _parse_csv_line(headers, line) + if not debug \ + and stddev_types2 == stddev_types \ + and result_type2 == result_type \ + and all(getattr(rctx2, slot, None) == getattr(rctx, slot, None) + for slot in RuptureContext._slots_): + for slot in sattrs: + setattr(sctx, slot, numpy.hstack((getattr(sctx, slot), + getattr(sctx2, slot)))) + for slot in dattrs: + setattr(dctx, slot, numpy.hstack((getattr(dctx, slot), + getattr(dctx2, slot)))) + for imt in expected_results: + expected_results[imt] = numpy.hstack((expected_results[imt], + expected_results2[imt])) + for imt in input_levels: + input_levels[imt] = numpy.hstack((input_levels[imt], + input_levels2[imt])) + else: + yield sctx, rctx, dctx, stddev_types, input_levels, \ + expected_results, result_type, test_type + (sctx, rctx, dctx, stddev_types, input_levels, expected_results, + result_type, test_type) = (sctx2, rctx2, dctx2, stddev_types2, + input_levels2, expected_results2, result_type2, test_type2) + yield sctx, rctx, dctx, stddev_types, input_levels, expected_results,\ + result_type, test_type + + +def _parse_csv_line(headers, values): + """ + Parse a single line from data file. + + :param headers: + A list of header names, the strings from the first line of csv file. + :param values: + A list of values of a single row to parse. + :returns: + A tuple of the following values (in specified order): + + sctx + An instance of :class:`openquake.hazardlib.gsim.base.SitesContext` + with attributes populated by the information from in row in a form + of single-element numpy arrays. + rctx + An instance of + :class:`openquake.hazardlib.gsim.base.RuptureContext`. + dctx + An instance of + :class:`openquake.hazardlib.gsim.base.DistancesContext`. + stddev_types + An empty list, if the ``result_type`` column says "MEAN" + for that row, otherwise it is a list with one item -- + a requested standard deviation type. + input_levels: + A dictionarry mapping IMT-objects to one-element arrays of + input values for conversion. These represent the input + macroseismic intensity of ground motion level. + expected_results + A dictionary mapping IMT-objects to one-element arrays of expected + result values. Those results represent either standard deviation + or mean value of corresponding IMT depending on ``result_type``. + result_type + A string literal, one of ``'STDDEV'`` or ``'MEAN'``. Value + is taken from column ``result_type``. + test_type + A string literal, one of ``'INTENSITY'`` or ``'GROUND MOTION'`` + indicating whether the test will be converting ground motion to + intensity or vice-versa. + """ + rctx = RuptureContext() + sctx = SitesContext() + dctx = DistancesContext() + expected_results = {} + input_levels = {} + stddev_types = result_type = damping = None + # Determine the type of test: GML to MMI or MMI to GML + result_type, test_type = values[headers.index("result_type")].split("|") + # Determine the result type (mean or a standard deviation type + result_type = result_type.upper() + test_type = test_type.upper() + if not test_type in ["INTENSITY", "GROUND MOTION"]: + raise ValueError("Unrecognised test type %s" % test_type) + if result_type == "MEAN": + # the row defines expected exponents of mean values + stddev_types = [] + result_type = 'MEAN' + elif "_STDDEV" in result_type: + # the row defines expected stddev results + stddev_types = [getattr(const.StdDev, result_type[:-len('_STDDEV')])] + result_type = 'STDDEV' + else: + raise ValueError("Result type %s not recognised" % result_type) + # Determine the test type + for param, value in zip(headers, values): + if param == 'result_type': + continue + elif param == 'damping': + damping = float(value) + elif param.startswith('site_'): + # value is sites context object attribute + if (param == 'site_vs30measured') or (param == 'site_backarc'): + value = float(value) != 0 + else: + value = float(value) + setattr(sctx, param[len('site_'):], numpy.array([value])) + elif param.startswith('dist_'): + # value is a distance measure + value = float(value) + setattr(dctx, param[len('dist_'):], numpy.array([value])) + elif param.startswith('rup_'): + # value is a rupture context attribute + value = float(value) + setattr(rctx, param[len('rup_'):], value) + elif param == 'component_type': + pass + elif "|" in param: + # Expected output type + if test_type == "INTENSITY": + imt_param, _ = param.split("|") + elif test_type == "GROUND MOTION": + _, imt_param = param.split("|") + imt = _get_imt(imt_param, damping) + value = float(value) + expected_results[imt] = numpy.array([value]) + else: + value = float(value) + imt = _get_imt(param, damping) + input_levels[imt] = numpy.array([value]) + + # value is the expected result (of result_type type) + +# if param == 'pga': +# imt = PGA() +# elif param == 'pgv': +# imt = PGV() +# elif param == 'pgd': +# imt = PGD() +# elif param == 'cav': +# imt = CAV() +# elif param == 'mmi': +# imt = MMI() +# else: +# period = float(param) +# assert damping is not None +# imt = SA(period, damping) +# +# expected_results[imt] = numpy.array([value]) + + assert result_type is not None + return sctx, rctx, dctx, stddev_types, input_levels, expected_results,\ + result_type, test_type + + +if __name__ == '__main__': + import argparse + + def gsim_by_import_path(import_path): + if not '.' in import_path: + raise argparse.ArgumentTypeError( + '%r is not well-formed import path' % import_path + ) + module_name, class_name = import_path.rsplit('.', 1) + try: + module = __import__(module_name, fromlist=[class_name]) + except ImportError: + raise argparse.ArgumentTypeError( + 'can not import module %r, make sure ' + 'it is in your $PYTHONPATH' % module_name + ) + if not hasattr(module, class_name): + raise argparse.ArgumentTypeError( + "module %r doesn't export name %r" % (module_name, class_name) + ) + gmice_class = getattr(module, class_name) + if not isinstance(gmice_class, type) \ + or not issubclass(gsim_class, GMICE): + raise argparse.ArgumentTypeError( + "%r is not subclass of " + "openquake.hazardlib.gmice.base.GMICE" + % import_path + ) + return gsim_class + + parser = argparse.ArgumentParser(description=' '.join(__doc__.split())) + parser.add_argument('gmice', type=gsim_by_import_path, + help='an import path of the ground motion intensity ' + 'conversion equation class in a form ' + '"package.module.ClassName".') + parser.add_argument('datafile', type=argparse.FileType('r'), + help='test data file in a csv format. use "-" for ' + 'reading from standard input') + parser.add_argument('-p', '--max-discrepancy', type=float, metavar='prcnt', + help='the maximum discrepancy allowed for result ' + 'value to be considered matching, expressed ' + 'in percentage points. default value is 0.5.', + nargs='?', default=0.5, dest='max_discrep_percentage') + dbg_group = parser.add_mutually_exclusive_group() + dbg_group.add_argument('-d', '--debug', required=False, + action='store_true', + help='run unvectorized, stop on first error ' + 'and print information about line containing ' + 'failing test') + dbg_group.add_argument('-q', '--quiet', action='store_true', + help="don't print stats at the end. use exit " + "code to determine if test succeeded.") + + args = parser.parse_args() + + errors, stats, _, _, _, _ = check_gmice( + gmice_cls=args.gmice, datafile=args.datafile, + max_discrep_percentage=args.max_discrep_percentage, + debug=args.debug + ) + if not args.quiet: + print(stats, file=sys.stderr) + if errors: + exit(127) + diff --git a/openquake/hazardlib/tests/gmice/data/wgrw12/WORDEN2012MR_GMLS_MMI_MEAN.csv b/openquake/hazardlib/tests/gmice/data/wgrw12/WORDEN2012MR_GMLS_MMI_MEAN.csv new file mode 100644 index 000000000..7c381b4e7 --- /dev/null +++ b/openquake/hazardlib/tests/gmice/data/wgrw12/WORDEN2012MR_GMLS_MMI_MEAN.csv @@ -0,0 +1,301 @@ +rup_mag,dist_rrup,result_type,damping,pgv,pga,0.3,1.0,3.0,pgv|mmi,pga|mmi,0.3|mmi,1.0|mmi,3.0|mmi +5.0,5.0,MEAN|INTENSITY,5.0,1.00000000e-03,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.00000000,1.00000000,1.00000000,1.00000000,2.93017355 +5.0,5.0,MEAN|INTENSITY,5.0,2.06913808e-03,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.00000000,1.00000000,1.00000000,1.32716399,3.17648934 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+7.0,100.0,MEAN|INTENSITY,5.0,1.43844989e+00,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.29939886e-02,3.65210526,3.43338781,3.27814542,3.42917135,4.61728858 +7.0,100.0,MEAN|INTENSITY,5.0,2.97635144e+00,2.10993365e-02,2.10993365e-02,2.10993365e-02,2.10993365e-02,4.11631579,3.75970360,3.63393489,3.74706609,5.25097279 +7.0,100.0,MEAN|INTENSITY,5.0,6.15848211e+00,3.42606118e-02,3.42606118e-02,3.42606118e-02,3.42606118e-02,5.02473684,4.08601939,3.98972436,4.06496082,5.88465701 +7.0,100.0,MEAN|INTENSITY,5.0,1.27427499e+01,5.56315845e-02,5.56315845e-02,5.56315845e-02,5.56315845e-02,6.02263158,4.76686462,4.34551384,4.49727227,6.51834122 +7.0,100.0,MEAN|INTENSITY,5.0,2.63665090e+01,9.03332729e-02,9.03332729e-02,9.03332729e-02,9.03332729e-02,7.02052632,5.54581199,4.70130331,5.10779858,7.15202543 +7.0,100.0,MEAN|INTENSITY,5.0,5.45559478e+01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.46681067e-01,8.01842105,6.32475935,5.05709279,5.71832490,7.78570964 +7.0,100.0,MEAN|INTENSITY,5.0,1.12883789e+02,2.38177305e-01,2.38177305e-01,2.38177305e-01,2.38177305e-01,9.01631579,7.10370672,5.80587725,6.32885121,8.41939385 +7.0,100.0,MEAN|INTENSITY,5.0,2.33572147e+02,3.86746768e-01,3.86746768e-01,3.86746768e-01,3.86746768e-01,10.00000000,7.88265409,6.67745620,6.93937753,9.05307806 +7.0,100.0,MEAN|INTENSITY,5.0,4.83293024e+02,6.27990406e-01,6.27990406e-01,6.27990406e-01,6.27990406e-01,10.00000000,8.66160146,7.54903515,7.54990385,9.68676227 +7.0,100.0,MEAN|INTENSITY,5.0,1.00000000e+03,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.01971621e+00,10.00000000,9.44054883,8.42061409,8.16043016,10.00000000 diff --git a/openquake/hazardlib/tests/gmice/data/wgrw12/WORDEN2012MR_GMLS_MMI_TOTAL_STDDEV.csv b/openquake/hazardlib/tests/gmice/data/wgrw12/WORDEN2012MR_GMLS_MMI_TOTAL_STDDEV.csv new file mode 100644 index 000000000..75925fd3c --- /dev/null +++ b/openquake/hazardlib/tests/gmice/data/wgrw12/WORDEN2012MR_GMLS_MMI_TOTAL_STDDEV.csv @@ -0,0 +1,301 @@ +rup_mag,dist_rrup,result_type,damping,pgv,pga,0.3,1.0,3.0,pgv|mmi,pga|mmi,0.3|mmi,1.0|mmi,3.0|mmi +5.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e-03,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,2.06913808e-03,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,4.28133240e-03,2.68863567e-04,2.68863567e-04,2.68863567e-04,2.68863567e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,8.85866790e-03,4.36574406e-04,4.36574406e-04,4.36574406e-04,4.36574406e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,1.83298071e-02,7.08899365e-04,7.08899365e-04,7.08899365e-04,7.08899365e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,3.79269019e-02,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,7.84759970e-02,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,1.62377674e-01,3.03503382e-03,3.03503382e-03,3.03503382e-03,3.03503382e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,3.35981829e-01,4.92821732e-03,4.92821732e-03,4.92821732e-03,4.92821732e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,6.95192796e-01,8.00232465e-03,8.00232465e-03,8.00232465e-03,8.00232465e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,1.43844989e+00,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,2.97635144e+00,2.10993365e-02,2.10993365e-02,2.10993365e-02,2.10993365e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,6.15848211e+00,3.42606118e-02,3.42606118e-02,3.42606118e-02,3.42606118e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,1.27427499e+01,5.56315845e-02,5.56315845e-02,5.56315845e-02,5.56315845e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,2.63665090e+01,9.03332729e-02,9.03332729e-02,9.03332729e-02,9.03332729e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,5.45559478e+01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,1.12883789e+02,2.38177305e-01,2.38177305e-01,2.38177305e-01,2.38177305e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,2.33572147e+02,3.86746768e-01,3.86746768e-01,3.86746768e-01,3.86746768e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,4.83293024e+02,6.27990406e-01,6.27990406e-01,6.27990406e-01,6.27990406e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e+03,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e-03,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,2.06913808e-03,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,4.28133240e-03,2.68863567e-04,2.68863567e-04,2.68863567e-04,2.68863567e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,8.85866790e-03,4.36574406e-04,4.36574406e-04,4.36574406e-04,4.36574406e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,1.83298071e-02,7.08899365e-04,7.08899365e-04,7.08899365e-04,7.08899365e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,3.79269019e-02,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,7.84759970e-02,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,1.62377674e-01,3.03503382e-03,3.03503382e-03,3.03503382e-03,3.03503382e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,3.35981829e-01,4.92821732e-03,4.92821732e-03,4.92821732e-03,4.92821732e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,6.95192796e-01,8.00232465e-03,8.00232465e-03,8.00232465e-03,8.00232465e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,1.43844989e+00,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,2.97635144e+00,2.10993365e-02,2.10993365e-02,2.10993365e-02,2.10993365e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,6.15848211e+00,3.42606118e-02,3.42606118e-02,3.42606118e-02,3.42606118e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,1.27427499e+01,5.56315845e-02,5.56315845e-02,5.56315845e-02,5.56315845e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,2.63665090e+01,9.03332729e-02,9.03332729e-02,9.03332729e-02,9.03332729e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,5.45559478e+01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,1.12883789e+02,2.38177305e-01,2.38177305e-01,2.38177305e-01,2.38177305e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,2.33572147e+02,3.86746768e-01,3.86746768e-01,3.86746768e-01,3.86746768e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,4.83293024e+02,6.27990406e-01,6.27990406e-01,6.27990406e-01,6.27990406e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e+03,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e-03,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,2.06913808e-03,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,4.28133240e-03,2.68863567e-04,2.68863567e-04,2.68863567e-04,2.68863567e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,8.85866790e-03,4.36574406e-04,4.36574406e-04,4.36574406e-04,4.36574406e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,1.83298071e-02,7.08899365e-04,7.08899365e-04,7.08899365e-04,7.08899365e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,3.79269019e-02,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,7.84759970e-02,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,1.62377674e-01,3.03503382e-03,3.03503382e-03,3.03503382e-03,3.03503382e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,3.35981829e-01,4.92821732e-03,4.92821732e-03,4.92821732e-03,4.92821732e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,6.95192796e-01,8.00232465e-03,8.00232465e-03,8.00232465e-03,8.00232465e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,1.43844989e+00,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,2.97635144e+00,2.10993365e-02,2.10993365e-02,2.10993365e-02,2.10993365e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,6.15848211e+00,3.42606118e-02,3.42606118e-02,3.42606118e-02,3.42606118e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,1.27427499e+01,5.56315845e-02,5.56315845e-02,5.56315845e-02,5.56315845e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,2.63665090e+01,9.03332729e-02,9.03332729e-02,9.03332729e-02,9.03332729e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,5.45559478e+01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,1.12883789e+02,2.38177305e-01,2.38177305e-01,2.38177305e-01,2.38177305e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,2.33572147e+02,3.86746768e-01,3.86746768e-01,3.86746768e-01,3.86746768e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,4.83293024e+02,6.27990406e-01,6.27990406e-01,6.27990406e-01,6.27990406e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e+03,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e-03,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,2.06913808e-03,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,4.28133240e-03,2.68863567e-04,2.68863567e-04,2.68863567e-04,2.68863567e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,8.85866790e-03,4.36574406e-04,4.36574406e-04,4.36574406e-04,4.36574406e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,1.83298071e-02,7.08899365e-04,7.08899365e-04,7.08899365e-04,7.08899365e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,3.79269019e-02,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,7.84759970e-02,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,1.62377674e-01,3.03503382e-03,3.03503382e-03,3.03503382e-03,3.03503382e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,3.35981829e-01,4.92821732e-03,4.92821732e-03,4.92821732e-03,4.92821732e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,6.95192796e-01,8.00232465e-03,8.00232465e-03,8.00232465e-03,8.00232465e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,1.43844989e+00,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,2.97635144e+00,2.10993365e-02,2.10993365e-02,2.10993365e-02,2.10993365e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,6.15848211e+00,3.42606118e-02,3.42606118e-02,3.42606118e-02,3.42606118e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,1.27427499e+01,5.56315845e-02,5.56315845e-02,5.56315845e-02,5.56315845e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,2.63665090e+01,9.03332729e-02,9.03332729e-02,9.03332729e-02,9.03332729e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,5.45559478e+01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,1.12883789e+02,2.38177305e-01,2.38177305e-01,2.38177305e-01,2.38177305e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,2.33572147e+02,3.86746768e-01,3.86746768e-01,3.86746768e-01,3.86746768e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,4.83293024e+02,6.27990406e-01,6.27990406e-01,6.27990406e-01,6.27990406e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e+03,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e-03,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,2.06913808e-03,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,4.28133240e-03,2.68863567e-04,2.68863567e-04,2.68863567e-04,2.68863567e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,8.85866790e-03,4.36574406e-04,4.36574406e-04,4.36574406e-04,4.36574406e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,1.83298071e-02,7.08899365e-04,7.08899365e-04,7.08899365e-04,7.08899365e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,3.79269019e-02,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,7.84759970e-02,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,1.62377674e-01,3.03503382e-03,3.03503382e-03,3.03503382e-03,3.03503382e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,3.35981829e-01,4.92821732e-03,4.92821732e-03,4.92821732e-03,4.92821732e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,6.95192796e-01,8.00232465e-03,8.00232465e-03,8.00232465e-03,8.00232465e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,1.43844989e+00,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,2.97635144e+00,2.10993365e-02,2.10993365e-02,2.10993365e-02,2.10993365e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,6.15848211e+00,3.42606118e-02,3.42606118e-02,3.42606118e-02,3.42606118e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,1.27427499e+01,5.56315845e-02,5.56315845e-02,5.56315845e-02,5.56315845e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,2.63665090e+01,9.03332729e-02,9.03332729e-02,9.03332729e-02,9.03332729e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,5.45559478e+01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,1.12883789e+02,2.38177305e-01,2.38177305e-01,2.38177305e-01,2.38177305e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,2.33572147e+02,3.86746768e-01,3.86746768e-01,3.86746768e-01,3.86746768e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,4.83293024e+02,6.27990406e-01,6.27990406e-01,6.27990406e-01,6.27990406e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +5.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e+03,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e-03,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,2.06913808e-03,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,4.28133240e-03,2.68863567e-04,2.68863567e-04,2.68863567e-04,2.68863567e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,8.85866790e-03,4.36574406e-04,4.36574406e-04,4.36574406e-04,4.36574406e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,1.83298071e-02,7.08899365e-04,7.08899365e-04,7.08899365e-04,7.08899365e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,3.79269019e-02,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,7.84759970e-02,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,1.62377674e-01,3.03503382e-03,3.03503382e-03,3.03503382e-03,3.03503382e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,3.35981829e-01,4.92821732e-03,4.92821732e-03,4.92821732e-03,4.92821732e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,6.95192796e-01,8.00232465e-03,8.00232465e-03,8.00232465e-03,8.00232465e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,1.43844989e+00,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,2.97635144e+00,2.10993365e-02,2.10993365e-02,2.10993365e-02,2.10993365e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,6.15848211e+00,3.42606118e-02,3.42606118e-02,3.42606118e-02,3.42606118e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,1.27427499e+01,5.56315845e-02,5.56315845e-02,5.56315845e-02,5.56315845e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,2.63665090e+01,9.03332729e-02,9.03332729e-02,9.03332729e-02,9.03332729e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,5.45559478e+01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,1.12883789e+02,2.38177305e-01,2.38177305e-01,2.38177305e-01,2.38177305e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,2.33572147e+02,3.86746768e-01,3.86746768e-01,3.86746768e-01,3.86746768e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,4.83293024e+02,6.27990406e-01,6.27990406e-01,6.27990406e-01,6.27990406e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e+03,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e-03,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,2.06913808e-03,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,4.28133240e-03,2.68863567e-04,2.68863567e-04,2.68863567e-04,2.68863567e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,8.85866790e-03,4.36574406e-04,4.36574406e-04,4.36574406e-04,4.36574406e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,1.83298071e-02,7.08899365e-04,7.08899365e-04,7.08899365e-04,7.08899365e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,3.79269019e-02,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,7.84759970e-02,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,1.62377674e-01,3.03503382e-03,3.03503382e-03,3.03503382e-03,3.03503382e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,3.35981829e-01,4.92821732e-03,4.92821732e-03,4.92821732e-03,4.92821732e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,6.95192796e-01,8.00232465e-03,8.00232465e-03,8.00232465e-03,8.00232465e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,1.43844989e+00,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,2.97635144e+00,2.10993365e-02,2.10993365e-02,2.10993365e-02,2.10993365e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,6.15848211e+00,3.42606118e-02,3.42606118e-02,3.42606118e-02,3.42606118e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,1.27427499e+01,5.56315845e-02,5.56315845e-02,5.56315845e-02,5.56315845e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,2.63665090e+01,9.03332729e-02,9.03332729e-02,9.03332729e-02,9.03332729e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,5.45559478e+01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,1.12883789e+02,2.38177305e-01,2.38177305e-01,2.38177305e-01,2.38177305e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,2.33572147e+02,3.86746768e-01,3.86746768e-01,3.86746768e-01,3.86746768e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,4.83293024e+02,6.27990406e-01,6.27990406e-01,6.27990406e-01,6.27990406e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e+03,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e-03,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,2.06913808e-03,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,4.28133240e-03,2.68863567e-04,2.68863567e-04,2.68863567e-04,2.68863567e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,8.85866790e-03,4.36574406e-04,4.36574406e-04,4.36574406e-04,4.36574406e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,1.83298071e-02,7.08899365e-04,7.08899365e-04,7.08899365e-04,7.08899365e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,3.79269019e-02,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,7.84759970e-02,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,1.62377674e-01,3.03503382e-03,3.03503382e-03,3.03503382e-03,3.03503382e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,3.35981829e-01,4.92821732e-03,4.92821732e-03,4.92821732e-03,4.92821732e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,6.95192796e-01,8.00232465e-03,8.00232465e-03,8.00232465e-03,8.00232465e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,1.43844989e+00,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,2.97635144e+00,2.10993365e-02,2.10993365e-02,2.10993365e-02,2.10993365e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,6.15848211e+00,3.42606118e-02,3.42606118e-02,3.42606118e-02,3.42606118e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,1.27427499e+01,5.56315845e-02,5.56315845e-02,5.56315845e-02,5.56315845e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,2.63665090e+01,9.03332729e-02,9.03332729e-02,9.03332729e-02,9.03332729e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,5.45559478e+01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,1.12883789e+02,2.38177305e-01,2.38177305e-01,2.38177305e-01,2.38177305e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,2.33572147e+02,3.86746768e-01,3.86746768e-01,3.86746768e-01,3.86746768e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,4.83293024e+02,6.27990406e-01,6.27990406e-01,6.27990406e-01,6.27990406e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e+03,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e-03,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,2.06913808e-03,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,4.28133240e-03,2.68863567e-04,2.68863567e-04,2.68863567e-04,2.68863567e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,8.85866790e-03,4.36574406e-04,4.36574406e-04,4.36574406e-04,4.36574406e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,1.83298071e-02,7.08899365e-04,7.08899365e-04,7.08899365e-04,7.08899365e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,3.79269019e-02,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,7.84759970e-02,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,1.62377674e-01,3.03503382e-03,3.03503382e-03,3.03503382e-03,3.03503382e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,3.35981829e-01,4.92821732e-03,4.92821732e-03,4.92821732e-03,4.92821732e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,6.95192796e-01,8.00232465e-03,8.00232465e-03,8.00232465e-03,8.00232465e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,1.43844989e+00,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,2.97635144e+00,2.10993365e-02,2.10993365e-02,2.10993365e-02,2.10993365e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,6.15848211e+00,3.42606118e-02,3.42606118e-02,3.42606118e-02,3.42606118e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,1.27427499e+01,5.56315845e-02,5.56315845e-02,5.56315845e-02,5.56315845e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,2.63665090e+01,9.03332729e-02,9.03332729e-02,9.03332729e-02,9.03332729e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,5.45559478e+01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,1.12883789e+02,2.38177305e-01,2.38177305e-01,2.38177305e-01,2.38177305e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,2.33572147e+02,3.86746768e-01,3.86746768e-01,3.86746768e-01,3.86746768e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,4.83293024e+02,6.27990406e-01,6.27990406e-01,6.27990406e-01,6.27990406e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e+03,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e-03,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,2.06913808e-03,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,4.28133240e-03,2.68863567e-04,2.68863567e-04,2.68863567e-04,2.68863567e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,8.85866790e-03,4.36574406e-04,4.36574406e-04,4.36574406e-04,4.36574406e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,1.83298071e-02,7.08899365e-04,7.08899365e-04,7.08899365e-04,7.08899365e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,3.79269019e-02,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,7.84759970e-02,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,1.62377674e-01,3.03503382e-03,3.03503382e-03,3.03503382e-03,3.03503382e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,3.35981829e-01,4.92821732e-03,4.92821732e-03,4.92821732e-03,4.92821732e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,6.95192796e-01,8.00232465e-03,8.00232465e-03,8.00232465e-03,8.00232465e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,1.43844989e+00,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,2.97635144e+00,2.10993365e-02,2.10993365e-02,2.10993365e-02,2.10993365e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,6.15848211e+00,3.42606118e-02,3.42606118e-02,3.42606118e-02,3.42606118e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,1.27427499e+01,5.56315845e-02,5.56315845e-02,5.56315845e-02,5.56315845e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,2.63665090e+01,9.03332729e-02,9.03332729e-02,9.03332729e-02,9.03332729e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,5.45559478e+01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,1.12883789e+02,2.38177305e-01,2.38177305e-01,2.38177305e-01,2.38177305e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,2.33572147e+02,3.86746768e-01,3.86746768e-01,3.86746768e-01,3.86746768e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,4.83293024e+02,6.27990406e-01,6.27990406e-01,6.27990406e-01,6.27990406e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +6.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e+03,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e-03,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,2.06913808e-03,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,4.28133240e-03,2.68863567e-04,2.68863567e-04,2.68863567e-04,2.68863567e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,8.85866790e-03,4.36574406e-04,4.36574406e-04,4.36574406e-04,4.36574406e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,1.83298071e-02,7.08899365e-04,7.08899365e-04,7.08899365e-04,7.08899365e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,3.79269019e-02,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,7.84759970e-02,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,1.62377674e-01,3.03503382e-03,3.03503382e-03,3.03503382e-03,3.03503382e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,3.35981829e-01,4.92821732e-03,4.92821732e-03,4.92821732e-03,4.92821732e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,6.95192796e-01,8.00232465e-03,8.00232465e-03,8.00232465e-03,8.00232465e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,1.43844989e+00,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,2.97635144e+00,2.10993365e-02,2.10993365e-02,2.10993365e-02,2.10993365e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,6.15848211e+00,3.42606118e-02,3.42606118e-02,3.42606118e-02,3.42606118e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,1.27427499e+01,5.56315845e-02,5.56315845e-02,5.56315845e-02,5.56315845e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,2.63665090e+01,9.03332729e-02,9.03332729e-02,9.03332729e-02,9.03332729e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,5.45559478e+01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,1.12883789e+02,2.38177305e-01,2.38177305e-01,2.38177305e-01,2.38177305e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,2.33572147e+02,3.86746768e-01,3.86746768e-01,3.86746768e-01,3.86746768e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,4.83293024e+02,6.27990406e-01,6.27990406e-01,6.27990406e-01,6.27990406e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,5.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e+03,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e-03,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,2.06913808e-03,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,4.28133240e-03,2.68863567e-04,2.68863567e-04,2.68863567e-04,2.68863567e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,8.85866790e-03,4.36574406e-04,4.36574406e-04,4.36574406e-04,4.36574406e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,1.83298071e-02,7.08899365e-04,7.08899365e-04,7.08899365e-04,7.08899365e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,3.79269019e-02,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,7.84759970e-02,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,1.62377674e-01,3.03503382e-03,3.03503382e-03,3.03503382e-03,3.03503382e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,3.35981829e-01,4.92821732e-03,4.92821732e-03,4.92821732e-03,4.92821732e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,6.95192796e-01,8.00232465e-03,8.00232465e-03,8.00232465e-03,8.00232465e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,1.43844989e+00,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,2.97635144e+00,2.10993365e-02,2.10993365e-02,2.10993365e-02,2.10993365e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,6.15848211e+00,3.42606118e-02,3.42606118e-02,3.42606118e-02,3.42606118e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,1.27427499e+01,5.56315845e-02,5.56315845e-02,5.56315845e-02,5.56315845e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,2.63665090e+01,9.03332729e-02,9.03332729e-02,9.03332729e-02,9.03332729e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,5.45559478e+01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,1.12883789e+02,2.38177305e-01,2.38177305e-01,2.38177305e-01,2.38177305e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,2.33572147e+02,3.86746768e-01,3.86746768e-01,3.86746768e-01,3.86746768e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,4.83293024e+02,6.27990406e-01,6.27990406e-01,6.27990406e-01,6.27990406e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,10.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e+03,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e-03,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,2.06913808e-03,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,4.28133240e-03,2.68863567e-04,2.68863567e-04,2.68863567e-04,2.68863567e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,8.85866790e-03,4.36574406e-04,4.36574406e-04,4.36574406e-04,4.36574406e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,1.83298071e-02,7.08899365e-04,7.08899365e-04,7.08899365e-04,7.08899365e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,3.79269019e-02,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,7.84759970e-02,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,1.62377674e-01,3.03503382e-03,3.03503382e-03,3.03503382e-03,3.03503382e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,3.35981829e-01,4.92821732e-03,4.92821732e-03,4.92821732e-03,4.92821732e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,6.95192796e-01,8.00232465e-03,8.00232465e-03,8.00232465e-03,8.00232465e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,1.43844989e+00,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,2.97635144e+00,2.10993365e-02,2.10993365e-02,2.10993365e-02,2.10993365e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,6.15848211e+00,3.42606118e-02,3.42606118e-02,3.42606118e-02,3.42606118e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,1.27427499e+01,5.56315845e-02,5.56315845e-02,5.56315845e-02,5.56315845e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,2.63665090e+01,9.03332729e-02,9.03332729e-02,9.03332729e-02,9.03332729e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,5.45559478e+01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,1.12883789e+02,2.38177305e-01,2.38177305e-01,2.38177305e-01,2.38177305e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,2.33572147e+02,3.86746768e-01,3.86746768e-01,3.86746768e-01,3.86746768e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,4.83293024e+02,6.27990406e-01,6.27990406e-01,6.27990406e-01,6.27990406e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,20.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e+03,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e-03,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,2.06913808e-03,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,4.28133240e-03,2.68863567e-04,2.68863567e-04,2.68863567e-04,2.68863567e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,8.85866790e-03,4.36574406e-04,4.36574406e-04,4.36574406e-04,4.36574406e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,1.83298071e-02,7.08899365e-04,7.08899365e-04,7.08899365e-04,7.08899365e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,3.79269019e-02,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,7.84759970e-02,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,1.62377674e-01,3.03503382e-03,3.03503382e-03,3.03503382e-03,3.03503382e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,3.35981829e-01,4.92821732e-03,4.92821732e-03,4.92821732e-03,4.92821732e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,6.95192796e-01,8.00232465e-03,8.00232465e-03,8.00232465e-03,8.00232465e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,1.43844989e+00,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,2.97635144e+00,2.10993365e-02,2.10993365e-02,2.10993365e-02,2.10993365e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,6.15848211e+00,3.42606118e-02,3.42606118e-02,3.42606118e-02,3.42606118e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,1.27427499e+01,5.56315845e-02,5.56315845e-02,5.56315845e-02,5.56315845e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,2.63665090e+01,9.03332729e-02,9.03332729e-02,9.03332729e-02,9.03332729e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,5.45559478e+01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,1.12883789e+02,2.38177305e-01,2.38177305e-01,2.38177305e-01,2.38177305e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,2.33572147e+02,3.86746768e-01,3.86746768e-01,3.86746768e-01,3.86746768e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,4.83293024e+02,6.27990406e-01,6.27990406e-01,6.27990406e-01,6.27990406e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,50.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e+03,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e-03,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.01971621e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,2.06913808e-03,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.65579147e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,4.28133240e-03,2.68863567e-04,2.68863567e-04,2.68863567e-04,2.68863567e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,8.85866790e-03,4.36574406e-04,4.36574406e-04,4.36574406e-04,4.36574406e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,1.83298071e-02,7.08899365e-04,7.08899365e-04,7.08899365e-04,7.08899365e-04,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,3.79269019e-02,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.15109430e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,7.84759970e-02,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.86912015e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,1.62377674e-01,3.03503382e-03,3.03503382e-03,3.03503382e-03,3.03503382e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,3.35981829e-01,4.92821732e-03,4.92821732e-03,4.92821732e-03,4.92821732e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,6.95192796e-01,8.00232465e-03,8.00232465e-03,8.00232465e-03,8.00232465e-03,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,1.43844989e+00,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.29939886e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,2.97635144e+00,2.10993365e-02,2.10993365e-02,2.10993365e-02,2.10993365e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,6.15848211e+00,3.42606118e-02,3.42606118e-02,3.42606118e-02,3.42606118e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,1.27427499e+01,5.56315845e-02,5.56315845e-02,5.56315845e-02,5.56315845e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,2.63665090e+01,9.03332729e-02,9.03332729e-02,9.03332729e-02,9.03332729e-02,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,5.45559478e+01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.46681067e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,1.12883789e+02,2.38177305e-01,2.38177305e-01,2.38177305e-01,2.38177305e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,2.33572147e+02,3.86746768e-01,3.86746768e-01,3.86746768e-01,3.86746768e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,4.83293024e+02,6.27990406e-01,6.27990406e-01,6.27990406e-01,6.27990406e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +7.0,100.0,TOTAL_STDDEV|INTENSITY,5.0,1.00000000e+03,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 diff --git a/openquake/hazardlib/tests/gmice/data/wgrw12/WORDEN2012MR_MMI_GMLS_MEAN.csv b/openquake/hazardlib/tests/gmice/data/wgrw12/WORDEN2012MR_MMI_GMLS_MEAN.csv new file mode 100644 index 000000000..c095474d1 --- /dev/null +++ b/openquake/hazardlib/tests/gmice/data/wgrw12/WORDEN2012MR_MMI_GMLS_MEAN.csv @@ -0,0 +1,196 @@ +rup_mag,dist_rrup,result_type,damping,mmi,mmi|pgv,mmi|pga,mmi|0.3,mmi|1.0,mmi|3.0 +5.0,5.0,MEAN|GROUND MOTION,5.0,0.50,1.26293933e-02,6.05856057e-04,8.01981455e-04,6.88373400e-05,8.68491906e-06 +5.0,5.0,MEAN|GROUND MOTION,5.0,1.00,2.14682792e-02,1.05378999e-03,1.46076715e-03,1.17014270e-04,1.21253229e-05 +5.0,5.0,MEAN|GROUND MOTION,5.0,2.00,6.15340707e-02,4.24312505e-03,5.15790103e-03,2.87516067e-04,1.63477956e-05 +5.0,5.0,MEAN|GROUND MOTION,5.0,3.00,2.94705170e-01,1.87433460e-02,2.01460070e-02,1.32103333e-03,1.16993047e-04 +5.0,5.0,MEAN|GROUND MOTION,5.0,4.00,1.41143169e+00,8.27958201e-02,7.86873568e-02,6.06967489e-03,8.37261087e-04 +5.0,5.0,MEAN|GROUND MOTION,5.0,5.00,4.65287643e+00,9.82007436e-02,2.12408344e-01,3.54576789e-02,8.16555066e-03 +5.0,5.0,MEAN|GROUND MOTION,5.0,6.00,9.64222397e+00,1.82972173e-01,3.70439651e-01,7.84400549e-02,1.75473440e-02 +5.0,5.0,MEAN|GROUND MOTION,5.0,7.00,1.99817220e+01,3.40922227e-01,6.46045878e-01,1.73526367e-01,3.77083305e-02 +5.0,5.0,MEAN|GROUND MOTION,5.0,8.00,4.14084150e+01,6.35222082e-01,1.12670249e+00,3.83877857e-01,8.10332427e-02 +5.0,5.0,MEAN|GROUND MOTION,5.0,9.00,8.58112649e+01,1.18357520e+00,1.96496648e+00,8.49220849e-01,1.74136228e-01 +5.0,5.0,MEAN|GROUND MOTION,5.0,10.00,1.77827941e+02,2.20529213e+00,3.42689692e+00,1.87866020e+00,3.74209704e-01 +5.0,5.0,MEAN|GROUND MOTION,5.0,11.00,3.68515446e+02,4.10900243e+00,5.97650015e+00,4.15600269e+00,8.04157209e-01 +5.0,5.0,MEAN|GROUND MOTION,5.0,12.00,7.63679957e+02,7.65608362e+00,1.04230022e+01,9.19397686e+00,1.72809205e+00 +5.0,10.0,MEAN|GROUND MOTION,5.0,0.50,1.26293933e-02,6.05856057e-04,8.01981455e-04,6.88373400e-05,8.68491906e-06 +5.0,10.0,MEAN|GROUND MOTION,5.0,1.00,2.14682792e-02,1.05378999e-03,1.46076715e-03,1.17014270e-04,1.21253229e-05 +5.0,10.0,MEAN|GROUND MOTION,5.0,2.00,6.15340707e-02,4.24312505e-03,5.15790103e-03,2.87516067e-04,1.63477956e-05 +5.0,10.0,MEAN|GROUND MOTION,5.0,3.00,2.94705170e-01,1.87433460e-02,2.01460070e-02,1.32103333e-03,1.16993047e-04 +5.0,10.0,MEAN|GROUND MOTION,5.0,4.00,1.41143169e+00,8.27958201e-02,7.86873568e-02,6.06967489e-03,8.37261087e-04 +5.0,10.0,MEAN|GROUND MOTION,5.0,5.00,4.65287643e+00,9.82007436e-02,2.12408344e-01,3.54576789e-02,8.16555066e-03 +5.0,10.0,MEAN|GROUND MOTION,5.0,6.00,9.64222397e+00,1.82972173e-01,3.70439651e-01,7.84400549e-02,1.75473440e-02 +5.0,10.0,MEAN|GROUND MOTION,5.0,7.00,1.99817220e+01,3.40922227e-01,6.46045878e-01,1.73526367e-01,3.77083305e-02 +5.0,10.0,MEAN|GROUND MOTION,5.0,8.00,4.14084150e+01,6.35222082e-01,1.12670249e+00,3.83877857e-01,8.10332427e-02 +5.0,10.0,MEAN|GROUND MOTION,5.0,9.00,8.58112649e+01,1.18357520e+00,1.96496648e+00,8.49220849e-01,1.74136228e-01 +5.0,10.0,MEAN|GROUND MOTION,5.0,10.00,1.77827941e+02,2.20529213e+00,3.42689692e+00,1.87866020e+00,3.74209704e-01 +5.0,10.0,MEAN|GROUND MOTION,5.0,11.00,3.68515446e+02,4.10900243e+00,5.97650015e+00,4.15600269e+00,8.04157209e-01 +5.0,10.0,MEAN|GROUND MOTION,5.0,12.00,7.63679957e+02,7.65608362e+00,1.04230022e+01,9.19397686e+00,1.72809205e+00 +5.0,20.0,MEAN|GROUND MOTION,5.0,0.50,1.26293933e-02,4.31269729e-04,6.45791690e-04,8.05005032e-05,9.73870400e-06 +5.0,20.0,MEAN|GROUND MOTION,5.0,1.00,2.14682792e-02,7.50124916e-04,1.17627568e-03,1.36840087e-04,1.35965493e-05 +5.0,20.0,MEAN|GROUND MOTION,5.0,2.00,6.15340707e-02,2.68898682e-03,4.03272353e-03,3.60037178e-04,2.29147349e-05 +5.0,20.0,MEAN|GROUND MOTION,5.0,3.00,2.94705170e-01,1.18781817e-02,1.57512283e-02,1.65424185e-03,1.63989368e-04 +5.0,20.0,MEAN|GROUND MOTION,5.0,4.00,1.41143169e+00,5.24700229e-02,6.15219939e-02,7.60064870e-03,1.17359039e-03 +5.0,20.0,MEAN|GROUND MOTION,5.0,5.00,4.65287643e+00,8.11200349e-02,1.92107375e-01,3.98633683e-02,9.31088919e-03 +5.0,20.0,MEAN|GROUND MOTION,5.0,6.00,9.64222397e+00,1.51146606e-01,3.35034808e-01,8.81863927e-02,2.00086170e-02 +5.0,20.0,MEAN|GROUND MOTION,5.0,7.00,1.99817220e+01,2.81623356e-01,5.84299916e-01,1.95087375e-01,4.29974782e-02 +5.0,20.0,MEAN|GROUND MOTION,5.0,8.00,4.14084150e+01,5.24733679e-01,1.01901768e+00,4.31575468e-01,9.23993463e-02 +5.0,20.0,MEAN|GROUND MOTION,5.0,9.00,8.58112649e+01,9.77708093e-01,1.77716443e+00,9.54738282e-01,1.98561394e-01 +5.0,20.0,MEAN|GROUND MOTION,5.0,10.00,1.77827941e+02,1.82171100e+00,3.09937057e+00,2.11208758e+00,4.26698117e-01 +5.0,20.0,MEAN|GROUND MOTION,5.0,11.00,3.68515446e+02,3.39429630e+00,5.40529498e+00,4.67239455e+00,9.16952079e-01 +5.0,20.0,MEAN|GROUND MOTION,5.0,12.00,7.63679957e+02,6.32441006e+00,9.42682170e+00,1.03363474e+01,1.97048237e+00 +5.0,50.0,MEAN|GROUND MOTION,5.0,0.50,1.26293933e-02,2.75172682e-04,4.84993814e-04,9.90047466e-05,1.13304661e-05 +5.0,50.0,MEAN|GROUND MOTION,5.0,1.00,2.14682792e-02,4.78618998e-04,8.83390788e-04,1.68294826e-04,1.58188647e-05 +5.0,50.0,MEAN|GROUND MOTION,5.0,2.00,6.15340707e-02,1.47135840e-03,2.91284901e-03,4.84708013e-04,3.58082458e-05 +5.0,50.0,MEAN|GROUND MOTION,5.0,3.00,2.94705170e-01,6.49949724e-03,1.13771622e-02,2.22705968e-03,2.56261817e-04 +5.0,50.0,MEAN|GROUND MOTION,5.0,4.00,1.41143169e+00,2.87105197e-02,4.44375315e-02,1.02325414e-02,1.83393845e-03 +5.0,50.0,MEAN|GROUND MOTION,5.0,5.00,4.65287643e+00,6.30123604e-02,1.68217654e-01,4.65384732e-02,1.10751233e-02 +5.0,50.0,MEAN|GROUND MOTION,5.0,6.00,9.64222397e+00,1.17407548e-01,2.93371192e-01,1.02953169e-01,2.37998644e-02 +5.0,50.0,MEAN|GROUND MOTION,5.0,7.00,1.99817220e+01,2.18759181e-01,5.11638667e-01,2.27754677e-01,5.11446717e-02 +5.0,50.0,MEAN|GROUND MOTION,5.0,8.00,4.14084150e+01,4.07602237e-01,8.92296630e-01,5.03842606e-01,1.09907242e-01 +5.0,50.0,MEAN|GROUND MOTION,5.0,9.00,8.58112649e+01,7.59463365e-01,1.55616322e+00,1.11460882e+00,2.36184951e-01 +5.0,50.0,MEAN|GROUND MOTION,5.0,10.00,1.77827941e+02,1.41506731e+00,2.71394499e+00,2.46575579e+00,5.07549187e-01 +5.0,50.0,MEAN|GROUND MOTION,5.0,11.00,3.68515446e+02,2.63661895e+00,4.73311366e+00,5.45478514e+00,1.09069683e+00 +5.0,50.0,MEAN|GROUND MOTION,5.0,12.00,7.63679957e+02,4.91267054e+00,8.25453908e+00,1.20671645e+01,2.34385080e+00 +5.0,100.0,MEAN|GROUND MOTION,5.0,0.50,1.26293933e-02,1.95877629e-04,3.90538925e-04,1.15779197e-04,1.27052486e-05 +5.0,100.0,MEAN|GROUND MOTION,5.0,1.00,2.14682792e-02,3.40697898e-04,7.11346162e-04,1.96809147e-04,1.77382472e-05 +5.0,100.0,MEAN|GROUND MOTION,5.0,2.00,6.15340707e-02,9.32440901e-04,2.27742151e-03,6.06967489e-04,5.01924835e-05 +5.0,100.0,MEAN|GROUND MOTION,5.0,3.00,2.94705170e-01,4.11891287e-03,8.89527533e-03,2.78879817e-03,3.59202656e-04 +5.0,100.0,MEAN|GROUND MOTION,5.0,4.00,1.41143169e+00,1.81946580e-02,3.47436444e-02,1.28135286e-02,2.57063487e-03 +5.0,100.0,MEAN|GROUND MOTION,5.0,5.00,4.65287643e+00,5.20522013e-02,1.52140219e-01,5.23209740e-02,1.26285721e-02 +5.0,100.0,MEAN|GROUND MOTION,5.0,6.00,9.64222397e+00,9.69860721e-02,2.65332183e-01,1.15745311e-01,2.71381452e-02 +5.0,100.0,MEAN|GROUND MOTION,5.0,7.00,1.99817220e+01,1.80708941e-01,4.62738701e-01,2.56053663e-01,5.83184638e-02 +5.0,100.0,MEAN|GROUND MOTION,5.0,8.00,4.14084150e+01,3.36705268e-01,8.07015205e-01,5.66446084e-01,1.25323348e-01 +5.0,100.0,MEAN|GROUND MOTION,5.0,9.00,8.58112649e+01,6.27364849e-01,1.40743262e+00,1.25310126e+00,2.69313363e-01 +5.0,100.0,MEAN|GROUND MOTION,5.0,10.00,1.77827941e+02,1.16893524e+00,2.45455916e+00,2.77213101e+00,5.78740422e-01 +5.0,100.0,MEAN|GROUND MOTION,5.0,11.00,3.68515446e+02,2.17801428e+00,4.28074540e+00,6.13255338e+00,1.24368309e+00 +5.0,100.0,MEAN|GROUND MOTION,5.0,12.00,7.63679957e+02,4.05817707e+00,7.46560988e+00,1.35665345e+01,2.67261034e+00 +6.0,5.0,MEAN|GROUND MOTION,5.0,0.50,1.52873355e-02,7.31307830e-04,8.01981455e-04,9.36406960e-05,9.99160693e-06 +6.0,5.0,MEAN|GROUND MOTION,5.0,1.00,2.59864254e-02,1.27199334e-03,1.46076715e-03,1.59176657e-04,1.39496360e-05 +6.0,5.0,MEAN|GROUND MOTION,5.0,2.00,8.15764169e-02,5.46214532e-03,5.15790103e-03,4.47419696e-04,2.47141898e-05 +6.0,5.0,MEAN|GROUND MOTION,5.0,3.00,3.90693994e-01,2.41281787e-02,2.01460070e-02,2.05573322e-03,1.76867172e-04 +6.0,5.0,MEAN|GROUND MOTION,5.0,4.00,1.87115103e+00,1.06582482e-01,7.86873568e-02,9.44535771e-03,1.26575044e-03 +6.0,5.0,MEAN|GROUND MOTION,5.0,5.00,5.30497748e+00,1.09159295e-01,2.12408344e-01,4.46385730e-02,9.58854961e-03 +6.0,5.0,MEAN|GROUND MOTION,5.0,6.00,1.09935825e+01,2.03390654e-01,3.70439651e-01,9.87501785e-02,2.06052948e-02 +6.0,5.0,MEAN|GROUND MOTION,5.0,7.00,2.27821621e+01,3.78966886e-01,6.46045878e-01,2.18456754e-01,4.42797078e-02 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MOTION,5.0,3.00,3.90693994e-01,2.41281787e-02,2.01460070e-02,2.05573322e-03,1.76867172e-04 +6.0,10.0,MEAN|GROUND MOTION,5.0,4.00,1.87115103e+00,1.06582482e-01,7.86873568e-02,9.44535771e-03,1.26575044e-03 +6.0,10.0,MEAN|GROUND MOTION,5.0,5.00,5.30497748e+00,1.09159295e-01,2.12408344e-01,4.46385730e-02,9.58854961e-03 +6.0,10.0,MEAN|GROUND MOTION,5.0,6.00,1.09935825e+01,2.03390654e-01,3.70439651e-01,9.87501785e-02,2.06052948e-02 +6.0,10.0,MEAN|GROUND MOTION,5.0,7.00,2.27821621e+01,3.78966886e-01,6.46045878e-01,2.18456754e-01,4.42797078e-02 +6.0,10.0,MEAN|GROUND MOTION,5.0,8.00,4.72118081e+01,7.06108652e-01,1.12670249e+00,4.83273589e-01,9.51547912e-02 +6.0,10.0,MEAN|GROUND MOTION,5.0,9.00,9.78377213e+01,1.31565434e+00,1.96496648e+00,1.06910571e+00,2.04482701e-01 +6.0,10.0,MEAN|GROUND MOTION,5.0,10.00,2.02750543e+02,2.45138810e+00,3.42689692e+00,2.36509306e+00,4.39422699e-01 +6.0,10.0,MEAN|GROUND MOTION,5.0,11.00,4.20162919e+02,4.56753984e+00,5.97650015e+00,5.23209740e+00,9.44296546e-01 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MOTION,5.0,7.00,2.27821621e+01,3.13050654e-01,5.84299916e-01,2.45600453e-01,5.04905878e-02 +6.0,20.0,MEAN|GROUND MOTION,5.0,8.00,4.72118081e+01,5.83290477e-01,1.01901768e+00,5.43321324e-01,1.08501650e-01 +6.0,20.0,MEAN|GROUND MOTION,5.0,9.00,9.78377213e+01,1.08681383e+00,1.77716443e+00,1.20194428e+00,2.33164406e-01 +6.0,20.0,MEAN|GROUND MOTION,5.0,10.00,2.02750543e+02,2.02500186e+00,3.09937057e+00,2.65896073e+00,5.01058193e-01 +6.0,20.0,MEAN|GROUND MOTION,5.0,11.00,4.20162919e+02,3.77307725e+00,5.40529498e+00,5.88219624e+00,1.07674802e+00 +6.0,20.0,MEAN|GROUND MOTION,5.0,12.00,8.70709770e+02,7.03017226e+00,9.42682170e+00,1.30126903e+01,2.31387554e+00 +6.0,50.0,MEAN|GROUND MOTION,5.0,0.50,1.52873355e-02,3.32151399e-04,4.84993814e-04,1.34677972e-04,1.30351893e-05 +6.0,50.0,MEAN|GROUND MOTION,5.0,1.00,2.59864254e-02,5.77724389e-04,8.83390788e-04,2.28934538e-04,1.81988891e-05 +6.0,50.0,MEAN|GROUND MOTION,5.0,2.00,8.15764169e-02,1.89406942e-03,2.91284901e-03,7.54281020e-04,5.41340133e-05 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MOTION,5.0,11.00,4.20162919e+02,2.93084814e+00,4.73311366e+00,6.86716763e+00,1.28077102e+00 +6.0,50.0,MEAN|GROUND MOTION,5.0,12.00,8.70709770e+02,5.46089198e+00,8.25453908e+00,1.51916601e+01,2.75231036e+00 +6.0,100.0,MEAN|GROUND MOTION,5.0,0.50,1.52873355e-02,2.36437091e-04,3.90538925e-04,1.57496564e-04,1.46168144e-05 +6.0,100.0,MEAN|GROUND MOTION,5.0,1.00,2.59864254e-02,4.11244614e-04,7.11346162e-04,2.67723092e-04,2.04070519e-05 +6.0,100.0,MEAN|GROUND MOTION,5.0,2.00,8.15764169e-02,1.20032468e-03,2.27742151e-03,9.44535771e-04,7.58797453e-05 +6.0,100.0,MEAN|GROUND MOTION,5.0,3.00,3.90693994e-01,5.30224785e-03,8.89527533e-03,4.33980350e-03,5.43033621e-04 +6.0,100.0,MEAN|GROUND MOTION,5.0,4.00,1.87115103e+00,2.34218565e-02,3.47436444e-02,1.99398424e-02,3.88622171e-03 +6.0,100.0,MEAN|GROUND MOTION,5.0,5.00,5.30497748e+00,5.78608816e-02,1.52140219e-01,6.58682037e-02,1.48293355e-02 +6.0,100.0,MEAN|GROUND MOTION,5.0,6.00,1.09935825e+01,1.07809074e-01,2.65332183e-01,1.45714713e-01,3.18674713e-02 +6.0,100.0,MEAN|GROUND MOTION,5.0,7.00,2.27821621e+01,2.00874860e-01,4.62738701e-01,3.22352463e-01,6.84815399e-02 +6.0,100.0,MEAN|GROUND MOTION,5.0,8.00,4.72118081e+01,3.74279342e-01,8.07015205e-01,7.13113370e-01,1.47163271e-01 +6.0,100.0,MEAN|GROUND MOTION,5.0,9.00,9.78377213e+01,6.97374604e-01,1.40743262e+00,1.57756101e+00,3.16246221e-01 +6.0,100.0,MEAN|GROUND MOTION,5.0,10.00,2.02750543e+02,1.29938066e+00,2.45455916e+00,3.48990617e+00,6.79596695e-01 +6.0,100.0,MEAN|GROUND MOTION,5.0,11.00,4.20162919e+02,2.42106622e+00,4.28074540e+00,7.72042729e+00,1.46041798e+00 +6.0,100.0,MEAN|GROUND MOTION,5.0,12.00,8.70709770e+02,4.51104271e+00,7.46560988e+00,1.70792550e+01,3.13836235e+00 +7.0,5.0,MEAN|GROUND MOTION,5.0,0.50,1.85046598e-02,8.82736313e-04,8.01981455e-04,1.27381156e-04,1.14948923e-05 +7.0,5.0,MEAN|GROUND MOTION,5.0,1.00,3.14554464e-02,1.53537904e-03,1.46076715e-03,2.16530926e-04,1.60484259e-05 +7.0,5.0,MEAN|GROUND MOTION,5.0,2.00,1.08146783e-01,7.03138163e-03,5.15790103e-03,6.96254602e-04,3.73622960e-05 +7.0,5.0,MEAN|GROUND MOTION,5.0,3.00,5.17947468e-01,3.10600364e-02,2.01460070e-02,3.19904047e-03,2.67383382e-04 +7.0,5.0,MEAN|GROUND MOTION,5.0,4.00,2.48060619e+00,1.37202887e-01,7.86873568e-02,1.46984449e-02,1.91352996e-03 +7.0,5.0,MEAN|GROUND MOTION,5.0,5.00,6.04847054e+00,1.21340748e-01,2.12408344e-01,5.61966339e-02,1.12595326e-02 +7.0,5.0,MEAN|GROUND MOTION,5.0,6.00,1.25343341e+01,2.26087701e-01,3.70439651e-01,1.24319109e-01,2.41961504e-02 +7.0,5.0,MEAN|GROUND MOTION,5.0,7.00,2.59750841e+01,4.21257076e-01,6.46045878e-01,2.75020758e-01,5.19962698e-02 +7.0,5.0,MEAN|GROUND MOTION,5.0,8.00,5.38285472e+01,7.84905693e-01,1.12670249e+00,6.08405402e-01,1.11737282e-01 +7.0,5.0,MEAN|GROUND MOTION,5.0,9.00,1.11549687e+02,1.46247264e+00,1.96496648e+00,1.34592434e+00,2.40117612e-01 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MOTION,5.0,5.00,6.04847054e+00,1.21340748e-01,2.12408344e-01,5.61966339e-02,1.12595326e-02 +7.0,10.0,MEAN|GROUND MOTION,5.0,6.00,1.25343341e+01,2.26087701e-01,3.70439651e-01,1.24319109e-01,2.41961504e-02 +7.0,10.0,MEAN|GROUND MOTION,5.0,7.00,2.59750841e+01,4.21257076e-01,6.46045878e-01,2.75020758e-01,5.19962698e-02 +7.0,10.0,MEAN|GROUND MOTION,5.0,8.00,5.38285472e+01,7.84905693e-01,1.12670249e+00,6.08405402e-01,1.11737282e-01 +7.0,10.0,MEAN|GROUND MOTION,5.0,9.00,1.11549687e+02,1.46247264e+00,1.96496648e+00,1.34592434e+00,2.40117612e-01 +7.0,10.0,MEAN|GROUND MOTION,5.0,10.00,2.31166049e+02,2.72494675e+00,3.42689692e+00,2.97747576e+00,5.16000271e-01 +7.0,10.0,MEAN|GROUND MOTION,5.0,11.00,4.79048789e+02,5.07724698e+00,5.97650015e+00,6.58682037e+00,1.10885777e+00 +7.0,10.0,MEAN|GROUND MOTION,5.0,12.00,9.92739822e+02,9.46016171e+00,1.04230022e+01,1.45714713e+01,2.38287772e+00 +7.0,20.0,MEAN|GROUND MOTION,5.0,0.50,1.85046598e-02,6.28362869e-04,6.45791690e-04,1.48963443e-04,1.28896254e-05 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MOTION,5.0,9.00,1.11549687e+02,1.20809504e+00,1.77716443e+00,1.51315820e+00,2.73797637e-01 +7.0,20.0,MEAN|GROUND MOTION,5.0,10.00,2.31166049e+02,2.25097863e+00,3.09937057e+00,3.34743323e+00,5.88376895e-01 +7.0,20.0,MEAN|GROUND MOTION,5.0,11.00,4.79048789e+02,4.19412763e+00,5.40529498e+00,7.40524632e+00,1.26439137e+00 +7.0,20.0,MEAN|GROUND MOTION,5.0,12.00,9.92739822e+02,7.81469284e+00,9.42682170e+00,1.63820066e+01,2.71711135e+00 +7.0,50.0,MEAN|GROUND MOTION,5.0,0.50,1.85046598e-02,4.00928432e-04,4.84993814e-04,1.83204916e-04,1.49963962e-05 +7.0,50.0,MEAN|GROUND MOTION,5.0,1.00,3.14554464e-02,6.97351069e-04,8.83390788e-04,3.11423850e-04,2.09369995e-05 +7.0,50.0,MEAN|GROUND MOTION,5.0,2.00,1.08146783e-01,2.43822237e-03,2.91284901e-03,1.17377853e-03,8.18384518e-05 +7.0,50.0,MEAN|GROUND MOTION,5.0,3.00,5.17947468e-01,1.07704687e-02,1.13771622e-02,5.39309183e-03,5.85677122e-04 +7.0,50.0,MEAN|GROUND MOTION,5.0,4.00,2.48060619e+00,4.75768728e-02,4.44375315e-02,2.47793249e-02,4.19140005e-03 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MOTION,5.0,0.50,1.85046598e-02,2.85395011e-04,3.90538925e-04,2.14245465e-04,1.68159844e-05 +7.0,100.0,MEAN|GROUND MOTION,5.0,1.00,3.14554464e-02,4.96399108e-04,7.11346162e-04,3.64188631e-04,2.34773910e-05 +7.0,100.0,MEAN|GROUND MOTION,5.0,2.00,1.08146783e-01,1.54516960e-03,2.27742151e-03,1.46984449e-03,1.14713107e-04 +7.0,100.0,MEAN|GROUND MOTION,5.0,3.00,5.17947468e-01,6.82554673e-03,8.89527533e-03,6.75340890e-03,8.20944691e-04 +7.0,100.0,MEAN|GROUND MOTION,5.0,4.00,2.48060619e+00,3.01507927e-02,3.47436444e-02,3.10294945e-02,5.87509310e-03 +7.0,100.0,MEAN|GROUND MOTION,5.0,5.00,6.04847054e+00,6.43177721e-02,1.52140219e-01,8.29231555e-02,1.74136228e-02 +7.0,100.0,MEAN|GROUND MOTION,5.0,6.00,1.25343341e+01,1.19839852e-01,2.65332183e-01,1.83443956e-01,3.74209704e-02 +7.0,100.0,MEAN|GROUND MOTION,5.0,7.00,2.59750841e+01,2.23291162e-01,4.62738701e-01,4.05817707e-01,8.04157209e-02 +7.0,100.0,MEAN|GROUND MOTION,5.0,8.00,5.38285472e+01,4.16046433e-01,8.07015205e-01,8.97756543e-01,1.72809205e-01 +7.0,100.0,MEAN|GROUND MOTION,5.0,9.00,1.11549687e+02,7.75196983e-01,1.40743262e+00,1.98603165e+00,3.71358002e-01 +7.0,100.0,MEAN|GROUND MOTION,5.0,10.00,2.31166049e+02,1.44438292e+00,2.45455916e+00,4.39353157e+00,7.98029049e-01 +7.0,100.0,MEAN|GROUND MOTION,5.0,11.00,4.79048789e+02,2.69124115e+00,4.28074540e+00,9.71944211e+00,1.71492296e+00 +7.0,100.0,MEAN|GROUND MOTION,5.0,12.00,9.92739822e+02,5.01444514e+00,7.46560988e+00,2.15015082e+01,3.68528032e+00 diff --git a/openquake/hazardlib/tests/gmice/data/wgrw12/WORDEN2012MR_MMI_GMLS_TOTAL_STDDEV.csv b/openquake/hazardlib/tests/gmice/data/wgrw12/WORDEN2012MR_MMI_GMLS_TOTAL_STDDEV.csv new file mode 100644 index 000000000..b15777fb6 --- /dev/null +++ b/openquake/hazardlib/tests/gmice/data/wgrw12/WORDEN2012MR_MMI_GMLS_TOTAL_STDDEV.csv @@ -0,0 +1,196 @@ +rup_mag,dist_rrup,result_type,damping,mmi,mmi|pgv,mmi|pga,mmi|0.3,mmi|1.0,mmi|3.0 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+5.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,3.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,4.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,5.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,6.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,7.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,8.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,9.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,10.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,11.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,12.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,0.50,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,1.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,2.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,3.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,4.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,5.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,6.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,7.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,8.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,9.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,10.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,11.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,12.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,0.50,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,1.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,2.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,3.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,4.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,5.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,6.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,7.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,8.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,9.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,10.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,11.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +5.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,12.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,0.50,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,1.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,2.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,3.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,4.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,5.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,6.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,7.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,8.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,9.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,10.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,11.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,12.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,0.50,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,1.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,2.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,3.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,4.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,5.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,6.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,7.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,8.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,9.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,10.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,11.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,12.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,0.50,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,1.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,2.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,3.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,4.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,5.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,6.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,7.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,8.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,9.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,10.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,11.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,12.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,0.50,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,1.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,2.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,3.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,4.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,5.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,6.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,7.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,8.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,9.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,10.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,11.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,50.0,TOTAL_STDDEV|GROUND MOTION,5.0,12.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,0.50,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,1.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,2.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,3.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,4.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,5.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,6.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,7.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,8.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,9.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,10.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,11.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +6.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,12.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,0.50,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,1.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,2.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,3.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,4.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,5.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,6.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,7.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,8.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,9.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,10.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,11.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,5.0,TOTAL_STDDEV|GROUND MOTION,5.0,12.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,0.50,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,1.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,2.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,3.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,4.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,5.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,6.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,7.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,8.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,9.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,10.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,11.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,10.0,TOTAL_STDDEV|GROUND MOTION,5.0,12.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,0.50,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,1.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,2.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,3.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,4.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,20.0,TOTAL_STDDEV|GROUND MOTION,5.0,5.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 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MOTION,5.0,8.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,9.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,10.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,11.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +7.0,100.0,TOTAL_STDDEV|GROUND MOTION,5.0,12.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 diff --git a/openquake/hazardlib/tests/gmice/data/wgrw12/WORDEN2012_GMLS_MMI_MEAN.csv b/openquake/hazardlib/tests/gmice/data/wgrw12/WORDEN2012_GMLS_MMI_MEAN.csv new file mode 100644 index 000000000..49942906b --- /dev/null +++ b/openquake/hazardlib/tests/gmice/data/wgrw12/WORDEN2012_GMLS_MMI_MEAN.csv @@ -0,0 +1,101 @@ +result_type,damping,pgv,pga,0.3,1.0,3.0,pgv|mmi,pga|mmi,0.3|mmi,1.0|mmi,3.0|mmi 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+TOTAL_STDDEV|INTENSITY,5.0,2.47707636e+02,4.02197087e-01,4.02197087e-01,4.02197087e-01,4.02197087e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +TOTAL_STDDEV|INTENSITY,5.0,2.84803587e+02,4.41410806e-01,4.41410806e-01,4.41410806e-01,4.41410806e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +TOTAL_STDDEV|INTENSITY,5.0,3.27454916e+02,4.84447815e-01,4.84447815e-01,4.84447815e-01,4.84447815e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +TOTAL_STDDEV|INTENSITY,5.0,3.76493581e+02,5.31680879e-01,5.31680879e-01,5.31680879e-01,5.31680879e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +TOTAL_STDDEV|INTENSITY,5.0,4.32876128e+02,5.83519108e-01,5.83519108e-01,5.83519108e-01,5.83519108e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +TOTAL_STDDEV|INTENSITY,5.0,4.97702356e+02,6.40411501e-01,6.40411501e-01,6.40411501e-01,6.40411501e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +TOTAL_STDDEV|INTENSITY,5.0,5.72236766e+02,7.02850831e-01,7.02850831e-01,7.02850831e-01,7.02850831e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +TOTAL_STDDEV|INTENSITY,5.0,6.57933225e+02,7.71377920e-01,7.71377920e-01,7.71377920e-01,7.71377920e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +TOTAL_STDDEV|INTENSITY,5.0,7.56463328e+02,8.46586315e-01,8.46586315e-01,8.46586315e-01,8.46586315e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +TOTAL_STDDEV|INTENSITY,5.0,8.69749003e+02,9.29127435e-01,9.29127435e-01,9.29127435e-01,9.29127435e-01,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 +TOTAL_STDDEV|INTENSITY,5.0,1.00000000e+03,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.01971621e+00,1.45062861,1.51970616,1.88811978,1.72693882,2.04930073 diff --git a/openquake/hazardlib/tests/gmice/data/wgrw12/WORDEN2012_MMI_GMLS_MEAN.csv b/openquake/hazardlib/tests/gmice/data/wgrw12/WORDEN2012_MMI_GMLS_MEAN.csv new file mode 100644 index 000000000..23c571d63 --- /dev/null +++ b/openquake/hazardlib/tests/gmice/data/wgrw12/WORDEN2012_MMI_GMLS_MEAN.csv @@ -0,0 +1,14 @@ +result_type,damping,mmi,mmi|pgv,mmi|pga,mmi|0.3,mmi|1.0,mmi|3.0 +MEAN|GROUND MOTION,5.0,0.50,1.26293933e-02,2.67054699e-04,4.67508300e-04,9.77007309e-05,1.05395907e-05 +MEAN|GROUND MOTION,5.0,1.00,2.14682792e-02,4.64499059e-04,8.51541842e-04,1.66078173e-04,1.47146956e-05 +MEAN|GROUND MOTION,5.0,2.00,6.15340707e-02,1.41340452e-03,2.79383539e-03,4.75559832e-04,2.89282689e-05 +MEAN|GROUND MOTION,5.0,3.00,2.94705170e-01,6.24349498e-03,1.09123124e-02,2.18502706e-03,2.07025242e-04 +MEAN|GROUND MOTION,5.0,4.00,1.41143169e+00,2.75796695e-02,4.26218963e-02,1.00394166e-02,1.48157675e-03 +MEAN|GROUND MOTION,5.0,5.00,4.65287643e+00,6.19604804e-02,1.65377309e-01,4.60790383e-02,1.01936799e-02 +MEAN|GROUND MOTION,5.0,6.00,9.64222397e+00,1.15447637e-01,2.88417637e-01,1.01936799e-01,2.19056884e-02 +MEAN|GROUND MOTION,5.0,7.00,1.99817220e+01,2.15107383e-01,5.02999679e-01,2.25506248e-01,4.70741861e-02 +MEAN|GROUND MOTION,5.0,8.00,4.14084150e+01,4.00798038e-01,8.77230254e-01,4.98868595e-01,1.01159980e-01 +MEAN|GROUND MOTION,5.0,9.00,8.58112649e+01,7.46785467e-01,1.52988750e+00,1.10360523e+00,2.17387540e-01 +MEAN|GROUND MOTION,5.0,10.00,1.77827941e+02,1.39144527e+00,2.66812019e+00,2.44141348e+00,4.67154526e-01 +MEAN|GROUND MOTION,5.0,11.00,3.68515446e+02,2.59260526e+00,4.65319532e+00,5.40093466e+00,1.00389080e+00 +MEAN|GROUND MOTION,5.0,12.00,7.63679957e+02,4.83066219e+00,8.11516167e+00,1.19480357e+01,2.15730916e+00 diff --git a/openquake/hazardlib/tests/gmice/data/wgrw12/WORDEN2012_MMI_GMLS_TOTAL_STDDEV.csv b/openquake/hazardlib/tests/gmice/data/wgrw12/WORDEN2012_MMI_GMLS_TOTAL_STDDEV.csv new file mode 100644 index 000000000..791a5b734 --- /dev/null +++ b/openquake/hazardlib/tests/gmice/data/wgrw12/WORDEN2012_MMI_GMLS_TOTAL_STDDEV.csv @@ -0,0 +1,14 @@ +result_type,damping,mmi,mmi|pgv,mmi|pga,mmi|0.3,mmi|1.0,mmi|3.0 +TOTAL_STDDEV|GROUND MOTION,5.0,0.50,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +TOTAL_STDDEV|GROUND MOTION,5.0,1.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +TOTAL_STDDEV|GROUND MOTION,5.0,2.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +TOTAL_STDDEV|GROUND MOTION,5.0,3.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +TOTAL_STDDEV|GROUND MOTION,5.0,4.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +TOTAL_STDDEV|GROUND MOTION,5.0,5.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +TOTAL_STDDEV|GROUND MOTION,5.0,6.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +TOTAL_STDDEV|GROUND MOTION,5.0,7.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +TOTAL_STDDEV|GROUND MOTION,5.0,8.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +TOTAL_STDDEV|GROUND MOTION,5.0,9.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +TOTAL_STDDEV|GROUND MOTION,5.0,10.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +TOTAL_STDDEV|GROUND MOTION,5.0,11.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 +TOTAL_STDDEV|GROUND MOTION,5.0,12.00,0.87498234,0.80590478,1.01313744,1.08221499,1.47365446 diff --git a/openquake/hazardlib/tests/gmice/utils.py b/openquake/hazardlib/tests/gmice/utils.py new file mode 100644 index 000000000..1fb72da4e --- /dev/null +++ b/openquake/hazardlib/tests/gmice/utils.py @@ -0,0 +1,73 @@ +# -*- coding: utf-8 -*- +# vim: tabstop=4 shiftwidth=4 softtabstop=4 +# +# Copyright (C) 2013-2016 GEM Foundation +# +# OpenQuake is free software: you can redistribute it and/or modify it +# under the terms of the GNU Affero General Public License as published +# by the Free Software Foundation, either version 3 of the License, or +# (at your option) any later version. +# +# OpenQuake is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU Affero General Public License for more details. +# +# You should have received a copy of the GNU Affero General Public License +# along with OpenQuake. If not, see . + +from __future__ import print_function +# The Hazard Library +# Copyright (C) 2012-2016 GEM Foundation +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the GNU Affero General Public License as +# published by the Free Software Foundation, either version 3 of the +# License, or (at your option) any later version. +# +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU Affero General Public License for more details. +# +# You should have received a copy of the GNU Affero General Public License +# along with this program. If not, see . +import unittest +import os +import inspect +import numpy + +from openquake.hazardlib.tests.gmice.check_gmice import check_gmice + + +class BaseGMICETestCase(unittest.TestCase): + BASE_DATA_PATH = os.path.join(os.path.dirname(__file__), 'data') + GMICE_CLASS = None + + def get_context_attributes(self, ctx): + att = inspect.getmembers(ctx, lambda a: not inspect.isroutine(a)) + att = [ + k for k, v in att if not ('_abc' in k) + and not ((k.startswith('_') and k.endswith('_'))) + ] + return set(att) + + def check(self, filename, max_discrep_percentage): + gsim = self.GMICE_CLASS() + filename = os.path.join(self.BASE_DATA_PATH, filename) + errors, stats, sctx, rctx, dctx, ctxs = check_gmice( + gsim.__class__, open(filename), max_discrep_percentage) + s_att = self.get_context_attributes(sctx) + r_att = self.get_context_attributes(rctx) + d_att = self.get_context_attributes(dctx) + self.assertEqual(gsim.REQUIRES_SITES_PARAMETERS, s_att) + self.assertEqual(gsim.REQUIRES_RUPTURE_PARAMETERS, r_att) + self.assertEqual(gsim.REQUIRES_DISTANCES, d_att) + self.assertTrue( + numpy.all(ctxs), + msg='Contexts objects have been changed by method ' + 'get_mean_and_stddevs') + if errors: + raise AssertionError(stats) + print() + print(stats) diff --git a/openquake/hazardlib/tests/gmice/worden_2012_test.py b/openquake/hazardlib/tests/gmice/worden_2012_test.py new file mode 100644 index 000000000..537a97fb6 --- /dev/null +++ b/openquake/hazardlib/tests/gmice/worden_2012_test.py @@ -0,0 +1,65 @@ +# The Hazard Library +# Copyright (C) 2013-2016 GEM Foundation +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the GNU Affero General Public License as +# published by the Free Software Foundation, either version 3 of the +# License, or (at your option) any later version. +# +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# GNU Affero General Public License for more details. +# +# You should have received a copy of the GNU Affero General Public License +# along with this program. If not, see . +""" +Implements the tests for the Worden et al (2012) GMICE + +Test data generated from original Shakemap implementation +""" + + +from openquake.hazardlib.gmice.worden_2012 import (WordenEtAl2012, + WordenEtAl2012MagDist) +from openquake.hazardlib.tests.gmice.utils import BaseGMICETestCase + +class WordenEtAl2012TestCase(BaseGMICETestCase): + GMICE_CLASS = WordenEtAl2012 + + def test_mean_gmls_to_mmi(self): + self.check("wgrw12/WORDEN2012_GMLS_MMI_MEAN.csv", + max_discrep_percentage=0.1) + + def test_stddev_gmls_to_mmi(self): + self.check("wgrw12/WORDEN2012_GMLS_MMI_TOTAL_STDDEV.csv", + max_discrep_percentage=0.1) + + def test_mean_mmi_to_gmls(self): + self.check("wgrw12/WORDEN2012_MMI_GMLS_MEAN.csv", + max_discrep_percentage=0.1) + + def test_stddev_mmi_to_gmls(self): + self.check("wgrw12/WORDEN2012_MMI_GMLS_TOTAL_STDDEV.csv", + max_discrep_percentage=0.1) + + +class WordenEtAl2012MagDistTestCase(BaseGMICETestCase): + GMICE_CLASS = WordenEtAl2012MagDist + + def test_mean_gmls_to_mmi(self): + self.check("wgrw12/WORDEN2012MR_GMLS_MMI_MEAN.csv", + max_discrep_percentage=0.1) + + def test_stddev_gmls_to_mmi(self): + self.check("wgrw12/WORDEN2012MR_GMLS_MMI_TOTAL_STDDEV.csv", + max_discrep_percentage=0.1) + + def test_mean_mmi_to_gmls(self): + self.check("wgrw12/WORDEN2012MR_MMI_GMLS_MEAN.csv", + max_discrep_percentage=0.1) + + def test_stddev_mmi_to_gmls(self): + self.check("wgrw12/WORDEN2012MR_MMI_GMLS_TOTAL_STDDEV.csv", + max_discrep_percentage=0.1) +