From fa8f73326e8b0a9df0103268e104b0463af466e0 Mon Sep 17 00:00:00 2001 From: mzwiessele Date: Sun, 4 Oct 2015 16:10:35 +0100 Subject: [PATCH] [testing] more restructuring, almost ready to ship, added some tests for testing with travis --- GPy/core/parameterization/priors.py | 2 +- GPy/models/gp_heteroscedastic_regression.py | 2 - GPy/plotting/{gpy_plot => }/Tango.py | 2 - GPy/plotting/__init__.py | 3 +- GPy/plotting/abstract_plotting_library.py | 34 +- GPy/plotting/gpy_plot/data_plots.py | 180 +++++-- GPy/plotting/gpy_plot/gp_plots.py | 127 +++-- GPy/plotting/gpy_plot/kernel_plots.py | 82 +++ GPy/plotting/gpy_plot/latent_plots.py | 107 ++++ GPy/plotting/matplot_dep/__init__.py | 29 +- GPy/plotting/matplot_dep/base_plots.py | 265 --------- GPy/plotting/matplot_dep/defaults.py | 8 +- .../matplot_dep/dim_reduction_plots.py | 2 +- GPy/plotting/matplot_dep/mapping_plots.py | 2 +- GPy/plotting/matplot_dep/models_plots.py | 506 ------------------ GPy/plotting/matplot_dep/plot_definitions.py | 86 +-- GPy/plotting/matplot_dep/util.py | 107 ++++ GPy/testing/plotting_tests.py | 128 ++--- GPy/testing/plotting_tests/baseline/gp.pdf | Bin 105403 -> 0 bytes GPy/testing/plotting_tests/baseline/gp.png | Bin 19658 -> 0 bytes .../plotting_tests/baseline/gp_class.pdf | Bin 9762 -> 0 bytes .../plotting_tests/baseline/gp_class.png | Bin 27943 -> 0 bytes .../plotting_tests/baseline/gp_class_.pdf | Bin 0 -> 10606 bytes .../plotting_tests/baseline/gp_class_.png | Bin 0 -> 27508 bytes .../plotting_tests/baseline/gp_class_link.pdf | Bin 0 -> 10606 bytes .../plotting_tests/baseline/gp_class_link.png | Bin 0 -> 27508 bytes .../plotting_tests/baseline/gp_class_raw.pdf | Bin 0 -> 13036 bytes .../plotting_tests/baseline/gp_class_raw.png | Bin 0 -> 34985 bytes .../baseline/gp_class_raw_link.pdf | Bin 0 -> 13228 bytes .../baseline/gp_class_raw_link.png | Bin 0 -> 38245 bytes .../plotting_tests/baseline/gp_conf.pdf | Bin 0 -> 11929 bytes .../plotting_tests/baseline/gp_conf.png | Bin 0 -> 13092 bytes .../plotting_tests/baseline/gp_data.pdf | Bin 0 -> 7296 bytes .../plotting_tests/baseline/gp_data.png | Bin 0 -> 9859 bytes .../plotting_tests/baseline/gp_density.pdf | Bin 0 -> 198260 bytes .../plotting_tests/baseline/gp_density.png | Bin 0 -> 20911 bytes .../plotting_tests/baseline/gp_error.pdf | Bin 0 -> 8735 bytes .../plotting_tests/baseline/gp_error.png | Bin 0 -> 7767 bytes .../plotting_tests/baseline/gp_mean.pdf | Bin 0 -> 6928 bytes .../plotting_tests/baseline/gp_mean.png | Bin 0 -> 12636 bytes .../plotting_tests/baseline/sparse_gp.pdf | Bin 14075 -> 0 bytes .../plotting_tests/baseline/sparse_gp.png | Bin 37556 -> 0 bytes .../baseline/sparse_gp_class.pdf | Bin 10196 -> 0 bytes .../baseline/sparse_gp_class.png | Bin 31487 -> 0 bytes .../baseline/sparse_gp_class_.pdf | Bin 0 -> 10914 bytes .../baseline/sparse_gp_class_.png | Bin 0 -> 30575 bytes .../baseline/sparse_gp_class_link.pdf | Bin 0 -> 10914 bytes .../baseline/sparse_gp_class_link.png | Bin 0 -> 30575 bytes .../baseline/sparse_gp_class_raw.pdf | Bin 0 -> 12799 bytes .../baseline/sparse_gp_class_raw.png | Bin 0 -> 31728 bytes .../baseline/sparse_gp_class_raw_link.pdf | Bin 0 -> 13632 bytes .../baseline/sparse_gp_class_raw_link.png | Bin 0 -> 38381 bytes .../baseline/sparse_gp_conf.pdf | Bin 0 -> 12096 bytes .../baseline/sparse_gp_conf.png | Bin 0 -> 24901 bytes .../baseline/sparse_gp_data.pdf | Bin 0 -> 7319 bytes .../baseline/sparse_gp_data.png | Bin 0 -> 16684 bytes .../baseline/sparse_gp_density.pdf | Bin 0 -> 205482 bytes .../baseline/sparse_gp_density.png | Bin 0 -> 57937 bytes .../baseline/sparse_gp_error.pdf | Bin 0 -> 8796 bytes .../baseline/sparse_gp_error.png | Bin 0 -> 12959 bytes .../baseline/sparse_gp_inducing.pdf | Bin 0 -> 7178 bytes .../baseline/sparse_gp_inducing.png | Bin 0 -> 19767 bytes .../baseline/sparse_gp_mean.pdf | Bin 0 -> 7158 bytes .../baseline/sparse_gp_mean.png | Bin 0 -> 24829 bytes GPy/util/pca.py | 2 +- 65 files changed, 628 insertions(+), 1046 deletions(-) rename GPy/plotting/{gpy_plot => }/Tango.py (99%) create mode 100644 GPy/plotting/gpy_plot/kernel_plots.py create mode 100644 GPy/plotting/gpy_plot/latent_plots.py delete mode 100644 GPy/plotting/matplot_dep/base_plots.py delete mode 100644 GPy/plotting/matplot_dep/models_plots.py create mode 100644 GPy/plotting/matplot_dep/util.py delete mode 100644 GPy/testing/plotting_tests/baseline/gp.pdf delete mode 100644 GPy/testing/plotting_tests/baseline/gp.png delete mode 100644 GPy/testing/plotting_tests/baseline/gp_class.pdf delete mode 100644 GPy/testing/plotting_tests/baseline/gp_class.png create mode 100644 GPy/testing/plotting_tests/baseline/gp_class_.pdf create mode 100644 GPy/testing/plotting_tests/baseline/gp_class_.png create mode 100644 GPy/testing/plotting_tests/baseline/gp_class_link.pdf create mode 100644 GPy/testing/plotting_tests/baseline/gp_class_link.png create mode 100644 GPy/testing/plotting_tests/baseline/gp_class_raw.pdf create mode 100644 GPy/testing/plotting_tests/baseline/gp_class_raw.png create mode 100644 GPy/testing/plotting_tests/baseline/gp_class_raw_link.pdf create mode 100644 GPy/testing/plotting_tests/baseline/gp_class_raw_link.png create mode 100644 GPy/testing/plotting_tests/baseline/gp_conf.pdf create mode 100644 GPy/testing/plotting_tests/baseline/gp_conf.png create mode 100644 GPy/testing/plotting_tests/baseline/gp_data.pdf create mode 100644 GPy/testing/plotting_tests/baseline/gp_data.png create mode 100644 GPy/testing/plotting_tests/baseline/gp_density.pdf create mode 100644 GPy/testing/plotting_tests/baseline/gp_density.png create mode 100644 GPy/testing/plotting_tests/baseline/gp_error.pdf create mode 100644 GPy/testing/plotting_tests/baseline/gp_error.png create mode 100644 GPy/testing/plotting_tests/baseline/gp_mean.pdf create mode 100644 GPy/testing/plotting_tests/baseline/gp_mean.png delete mode 100644 GPy/testing/plotting_tests/baseline/sparse_gp.pdf delete mode 100644 GPy/testing/plotting_tests/baseline/sparse_gp.png delete mode 100644 GPy/testing/plotting_tests/baseline/sparse_gp_class.pdf delete mode 100644 GPy/testing/plotting_tests/baseline/sparse_gp_class.png create mode 100644 GPy/testing/plotting_tests/baseline/sparse_gp_class_.pdf create mode 100644 GPy/testing/plotting_tests/baseline/sparse_gp_class_.png create mode 100644 GPy/testing/plotting_tests/baseline/sparse_gp_class_link.pdf create mode 100644 GPy/testing/plotting_tests/baseline/sparse_gp_class_link.png create mode 100644 GPy/testing/plotting_tests/baseline/sparse_gp_class_raw.pdf create mode 100644 GPy/testing/plotting_tests/baseline/sparse_gp_class_raw.png create mode 100644 GPy/testing/plotting_tests/baseline/sparse_gp_class_raw_link.pdf create mode 100644 GPy/testing/plotting_tests/baseline/sparse_gp_class_raw_link.png create mode 100644 GPy/testing/plotting_tests/baseline/sparse_gp_conf.pdf create mode 100644 GPy/testing/plotting_tests/baseline/sparse_gp_conf.png create mode 100644 GPy/testing/plotting_tests/baseline/sparse_gp_data.pdf create mode 100644 GPy/testing/plotting_tests/baseline/sparse_gp_data.png create mode 100644 GPy/testing/plotting_tests/baseline/sparse_gp_density.pdf create mode 100644 GPy/testing/plotting_tests/baseline/sparse_gp_density.png create mode 100644 GPy/testing/plotting_tests/baseline/sparse_gp_error.pdf create mode 100644 GPy/testing/plotting_tests/baseline/sparse_gp_error.png create mode 100644 GPy/testing/plotting_tests/baseline/sparse_gp_inducing.pdf create mode 100644 GPy/testing/plotting_tests/baseline/sparse_gp_inducing.png create mode 100644 GPy/testing/plotting_tests/baseline/sparse_gp_mean.pdf create mode 100644 GPy/testing/plotting_tests/baseline/sparse_gp_mean.png diff --git a/GPy/core/parameterization/priors.py b/GPy/core/parameterization/priors.py index 2d52bff0..224394ca 100644 --- a/GPy/core/parameterization/priors.py +++ b/GPy/core/parameterization/priors.py @@ -172,7 +172,7 @@ class LogGaussian(Gaussian): return -((np.log(x) - self.mu) / self.sigma2 + 1.) / x def rvs(self, n): - return np.exp(np.random.randn(n) * self.sigma + self.mu) + return np.exp(np.random.randn(int(n)) * self.sigma + self.mu) class MultivariateGaussian(Prior): diff --git a/GPy/models/gp_heteroscedastic_regression.py b/GPy/models/gp_heteroscedastic_regression.py index 63c6352a..7cf0ebf2 100644 --- a/GPy/models/gp_heteroscedastic_regression.py +++ b/GPy/models/gp_heteroscedastic_regression.py @@ -36,5 +36,3 @@ class GPHeteroscedasticRegression(GP): super(GPHeteroscedasticRegression, self).__init__(X,Y,kernel,likelihood, Y_metadata=Y_metadata) - def plot(self,*args): - return NotImplementedError diff --git a/GPy/plotting/gpy_plot/Tango.py b/GPy/plotting/Tango.py similarity index 99% rename from GPy/plotting/gpy_plot/Tango.py rename to GPy/plotting/Tango.py index 1fa1f35d..eb943962 100644 --- a/GPy/plotting/gpy_plot/Tango.py +++ b/GPy/plotting/Tango.py @@ -1,8 +1,6 @@ # Copyright (c) 2012, GPy authors (see AUTHORS.txt). # Licensed under the BSD 3-clause license (see LICENSE.txt) -import sys - colorsHex = {\ "Aluminium6":"#2e3436",\ "Aluminium5":"#555753",\ diff --git a/GPy/plotting/__init__.py b/GPy/plotting/__init__.py index beb6bf7e..4971620a 100644 --- a/GPy/plotting/__init__.py +++ b/GPy/plotting/__init__.py @@ -35,6 +35,7 @@ if config.get('plotting', 'library') is not 'none': GP.plot_density = gpy_plot.gp_plots.plot_density GP.plot_samples = gpy_plot.gp_plots.plot_samples GP.plot = gpy_plot.gp_plots.plot + GP.plot_f = gpy_plot.gp_plots.plot_f #GP.plot_magnificaion = gpy_plot.latent_plots.plot_magnification from ..core import SparseGP @@ -54,5 +55,5 @@ if config.get('plotting', 'library') is not 'none': #GP.plot = matplot_dep.models_plots.plot_fit #GP.plot_f = matplot_dep.models_plots.plot_fit_f - GP.plot_magnification = matplot_dep.dim_reduction_plots.plot_magnification + #GP.plot_magnification = matplot_dep.dim_reduction_plots.plot_magnification diff --git a/GPy/plotting/abstract_plotting_library.py b/GPy/plotting/abstract_plotting_library.py index 15470786..f09f8d3c 100644 --- a/GPy/plotting/abstract_plotting_library.py +++ b/GPy/plotting/abstract_plotting_library.py @@ -57,7 +57,7 @@ class AbstractPlottingLibrary(object): return self.__defaults #=============================================================================== - def get_new_canvas(self, plot_3d=False, **kwargs): + def get_new_canvas(self, plot_3d=False, xlabel=None, ylabel=None, zlabel=None, title=None, legend=True, **kwargs): """ Return a canvas, kwargupdate for your plotting library. @@ -68,13 +68,18 @@ class AbstractPlottingLibrary(object): the kwargs are plotting library specific kwargs! :param bool plot_3d: whether to plot in 3d. - + :param xlabel: the label to put on the xaxis + :param ylabel: the label to put on the yaxis + :param zlabel: the label to put on the zaxis (if plotting in 3d) + :param title: the title of the plot + :param legend: whether to put a legend on + E.g. in matplotlib this means it deletes references to ax, as plotting is done on the axis itself and is not a kwarg. """ raise NotImplementedError("Implement all plot functions in AbstractPlottingLibrary in order to use your own plotting library") - def show_canvas(self, canvas, plots, xlabel=None, ylabel=None, zlabel=None, title=None, xlim=None, ylim=None, zlim=None, legend=True, **kwargs): + def show_canvas(self, canvas, plots, xlim=None, ylim=None, zlim=None, **kwargs): """ Show the canvas given. plots is a dictionary with the plots @@ -82,14 +87,9 @@ class AbstractPlottingLibrary(object): the kwargs are plotting library specific kwargs! - :param xlabel: the label to put on the xaxis - :param ylabel: the label to put on the yaxis - :param zlabel: the label to put on the zaxis (if plotting in 3d) - :param title: the title of the plot :param (float, float) xlim: the limits for the xaxis :param (float, float) ylim: the limits for the yaxis :param (float, float) zlim: the limits for the zaxis (if plotting in 3d) - :param legend: whether to put a legend on E.g. in matplotlib this does not have to do anything, we make the tight plot, though. """ @@ -114,7 +114,15 @@ class AbstractPlottingLibrary(object): """ raise NotImplementedError("Implement all plot functions in AbstractPlottingLibrary in order to use your own plotting library") - def scatter(self, canvas, X, Y, Z=None, c=None, vmin=None, vmax=None, label=None, **kwargs): + def surface(self, canvas, X, Y, Z, color=None, label=None, **kwargs): + """ + Plot a surface for 3d plotting for the inputs (X, Y, Z). + + the kwargs are plotting library specific kwargs! + """ + raise NotImplementedError("Implement all plot functions in AbstractPlottingLibrary in order to use your own plotting library") + + def scatter(self, canvas, X, Y, Z=None, color=None, vmin=None, vmax=None, label=None, **kwargs): """ Make a scatter plot between X and Y on the canvas given. @@ -174,10 +182,12 @@ class AbstractPlottingLibrary(object): """ raise NotImplementedError("Implement all plot functions in AbstractPlottingLibrary in order to use your own plotting library") - def contour(self, canvas, X, Y, C, color=None, label=None, **kwargs): + def contour(self, canvas, X, Y, C, Z=None, color=None, label=None, **kwargs): """ - Make a contour plot at (X, Y) with heights stored in C on the canvas. - + Make a contour plot at (X, Y) with heights/colors stored in C on the canvas. + + if Z is not None: make 3d contour plot at (X, Y, Z) with heights/colors stored in C on the canvas. + the kwargs are plotting library specific kwargs! """ raise NotImplementedError("Implement all plot functions in AbstractPlottingLibrary in order to use your own plotting library") diff --git a/GPy/plotting/gpy_plot/data_plots.py b/GPy/plotting/gpy_plot/data_plots.py index 0bcb66ef..82d4c963 100644 --- a/GPy/plotting/gpy_plot/data_plots.py +++ b/GPy/plotting/gpy_plot/data_plots.py @@ -32,48 +32,9 @@ from . import pl from .plot_util import get_x_y_var, get_free_dims, get_which_data_ycols,\ get_which_data_rows, update_not_existing_kwargs, helper_predict_with_model -def _plot_data(self, canvas, which_data_rows='all', - which_data_ycols='all', visible_dims=None, - error_kwargs=None, **plot_kwargs): - if error_kwargs is None: - error_kwargs = {} - ycols = get_which_data_ycols(self, which_data_ycols) - rows = get_which_data_rows(self, which_data_rows) - - X, X_variance, Y = get_x_y_var(self) - free_dims = get_free_dims(self, visible_dims, None) - - plots = {} - plots['dataplot'] = [] - - if X_variance is not None: plots['xerrorplot'] = [] - - - #one dimensional plotting - if len(free_dims) == 1: - for d in ycols: - update_not_existing_kwargs(plot_kwargs, pl.defaults.data_1d) # @UndefinedVariable - plots['dataplot'].append(pl.scatter(canvas, X[rows, free_dims], Y[rows, d], **plot_kwargs)) - if X_variance is not None: - update_not_existing_kwargs(error_kwargs, pl.defaults.xerrorbar) - plots['xerrorplot'].append(pl.xerrorbar(canvas, X[rows, free_dims].flatten(), Y[rows, d].flatten(), - 2 * np.sqrt(X_variance[rows, free_dims].flatten()), - **error_kwargs)) - #2D plotting - elif len(free_dims) == 2: - for d in ycols: - update_not_existing_kwargs(plot_kwargs, pl.defaults.data_2d) # @UndefinedVariable - plots['dataplot'].append(pl.scatter(canvas, X[rows, free_dims[0]], X[rows, free_dims[1]], - c=Y[rows, d], vmin=Y.min(), vmax=Y.max(), **plot_kwargs)) - elif len(free_dims) == 0: - pass #Nothing to plot! - else: - raise NotImplementedError("Cannot plot in more then two dimensions") - return plots - def plot_data(self, which_data_rows='all', which_data_ycols='all', visible_dims=None, - error_kwargs=None, **plot_kwargs): + projection='2d', label=None, **plot_kwargs): """ Plot the training data - For higher dimensions than two, use fixed_inputs to plot the data points with some of the inputs fixed. @@ -87,28 +48,128 @@ def plot_data(self, which_data_rows='all', :type which_data_ycols: 'all' or a list of integers :param visible_dims: an array specifying the input dimensions to plot (maximum two) :type visible_dims: a numpy array - :param dict error_kwargs: kwargs for the error plot for the plotting library you are using + :param {'2d','3d'} projection: whether to plot in 2d or 3d. This only applies when plotting two dimensional inputs! + :param str label: the label for the plot :param kwargs plot_kwargs: kwargs for the data plot for the plotting library you are using :returns list: of plots created. """ - canvas, kwargs = pl.get_new_canvas(plot_kwargs) - plots = _plot_data(self, canvas, which_data_rows, which_data_ycols, visible_dims, error_kwargs, **kwargs) - return pl.show_canvas(canvas, plots, xlabel='x', ylabel='y', legend='dataplot') + canvas, plot_kwargs = pl.get_new_canvas(projection=projection, **plot_kwargs) + plots = _plot_data(self, canvas, which_data_rows, which_data_ycols, visible_dims, projection, label, **plot_kwargs) + return pl.show_canvas(canvas, plots) +def _plot_data(self, canvas, which_data_rows='all', + which_data_ycols='all', visible_dims=None, + projection='2d', label=None, **plot_kwargs): + ycols = get_which_data_ycols(self, which_data_ycols) + rows = get_which_data_rows(self, which_data_rows) -def plot_inducing(self, visible_dims=None, **plot_kwargs): + X, _, Y = get_x_y_var(self) + free_dims = get_free_dims(self, visible_dims, None) + + plots = {} + plots['dataplot'] = [] + + #one dimensional plotting + if len(free_dims) == 1: + for d in ycols: + update_not_existing_kwargs(plot_kwargs, pl.defaults.data_1d) # @UndefinedVariable + plots['dataplot'].append(pl.scatter(canvas, X[rows, free_dims], Y[rows, d], label=label, **plot_kwargs)) + #2D plotting + elif len(free_dims) == 2: + if projection=='2d': + for d in ycols: + update_not_existing_kwargs(plot_kwargs, pl.defaults.data_2d) # @UndefinedVariable + plots['dataplot'].append(pl.scatter(canvas, X[rows, free_dims[0]], X[rows, free_dims[1]], + color=Y[rows, d], vmin=Y.min(), vmax=Y.max(), label=label, **plot_kwargs)) + else: + for d in ycols: + update_not_existing_kwargs(plot_kwargs, pl.defaults.data_2d) # @UndefinedVariable + plots['dataplot'].append(pl.scatter(canvas, X[rows, free_dims[0]], X[rows, free_dims[1]], + Z=Y[rows, d], vmin=Y.min(), color=Y[rows, d], vmax=Y.max(), label=label, **plot_kwargs)) + elif len(free_dims) == 0: + pass #Nothing to plot! + else: + raise NotImplementedError("Cannot plot in more then two dimensions") + return plots + +def plot_data_error(self, which_data_rows='all', + which_data_ycols='all', visible_dims=None, + projection='2d', label=None, **error_kwargs): + """ + Plot the training data input error. + + For higher dimensions than two, use fixed_inputs to plot the data points with some of the inputs fixed. + + Can plot only part of the data + using which_data_rows and which_data_ycols. + + :param which_data_rows: which of the training data to plot (default all) + :type which_data_rows: 'all' or a slice object to slice self.X, self.Y + :param which_data_ycols: when the data has several columns (independant outputs), only plot these + :type which_data_ycols: 'all' or a list of integers + :param visible_dims: an array specifying the input dimensions to plot (maximum two) + :type visible_dims: a numpy array + :param {'2d','3d'} projection: whether to plot in 2d or 3d. This only applies when plotting two dimensional inputs! + :param dict error_kwargs: kwargs for the error plot for the plotting library you are using + :param str label: the label for the plot + :param kwargs plot_kwargs: kwargs for the data plot for the plotting library you are using + + :returns list: of plots created. + """ + canvas, error_kwargs = pl.get_new_canvas(projection=='3d', **error_kwargs) + plots = _plot_data_error(self, canvas, which_data_rows, which_data_ycols, visible_dims, projection, label, **error_kwargs) + return pl.show_canvas(canvas, plots) + +def _plot_data_error(self, canvas, which_data_rows='all', + which_data_ycols='all', visible_dims=None, + projection='2d', **error_kwargs): + ycols = get_which_data_ycols(self, which_data_ycols) + rows = get_which_data_rows(self, which_data_rows) + + X, X_variance, Y = get_x_y_var(self) + free_dims = get_free_dims(self, visible_dims, None) + + plots = {} + + if X_variance is not None: + plots['xerrorplot'] = [] + #one dimensional plotting + if len(free_dims) == 1: + for d in ycols: + update_not_existing_kwargs(error_kwargs, pl.defaults.xerrorbar) + plots['xerrorplot'].append(pl.xerrorbar(canvas, X[rows, free_dims].flatten(), Y[rows, d].flatten(), + 2 * np.sqrt(X_variance[rows, free_dims].flatten()), + **error_kwargs)) + #2D plotting + elif len(free_dims) == 2: + update_not_existing_kwargs(error_kwargs, pl.defaults.xerrorbar) # @UndefinedVariable + for d in ycols: + plots['xerrorplot'].append(pl.xerrorbar(canvas, X[rows, free_dims[0]].flatten(), Y[rows, d].flatten(), + 2 * np.sqrt(X_variance[rows, free_dims[0]].flatten()), + **error_kwargs)) + plots['yerrorplot'].append(pl.xerrorbar(canvas, X[rows, free_dims[1]].flatten(), Y[rows, d].flatten(), + 2 * np.sqrt(X_variance[rows, free_dims[1]].flatten()), + **error_kwargs)) + elif len(free_dims) == 0: + pass #Nothing to plot! + else: + raise NotImplementedError("Cannot plot in more then two dimensions") + + return plots + +def plot_inducing(self, visible_dims=None, projection='2d', label=None, **plot_kwargs): """ Plot the inducing inputs of a sparse gp model :param array-like visible_dims: an array specifying the input dimensions to plot (maximum two) :param kwargs plot_kwargs: keyword arguments for the plotting library """ - canvas, kwargs = pl.get_new_canvas(plot_kwargs) - plots = _plot_inducing(self, canvas, visible_dims, **kwargs) + canvas, kwargs = pl.get_new_canvas(projection=projection, **plot_kwargs) + plots = _plot_inducing(self, canvas, visible_dims, projection, label, **kwargs) return pl.show_canvas(canvas, plots) -def _plot_inducing(self, canvas, visible_dims, **plot_kwargs): +def _plot_inducing(self, canvas, visible_dims, projection, label, **plot_kwargs): free_dims = get_free_dims(self, visible_dims, None) Z = self.Z[:, free_dims] @@ -119,6 +180,9 @@ def _plot_inducing(self, canvas, visible_dims, **plot_kwargs): update_not_existing_kwargs(plot_kwargs, pl.defaults.inducing_1d) # @UndefinedVariable plots['inducing'] = pl.plot_axis_lines(canvas, Z[:, free_dims], **plot_kwargs) #2D plotting + elif len(free_dims) == 2 and projection == '3d': + update_not_existing_kwargs(plot_kwargs, pl.defaults.inducing_3d) # @UndefinedVariable + plots['inducing'] = pl.plot_axis_lines(canvas, Z[:, free_dims], **plot_kwargs) elif len(free_dims) == 2: update_not_existing_kwargs(plot_kwargs, pl.defaults.inducing_2d) # @UndefinedVariable plots['inducing'] = pl.scatter(canvas, Z[:, free_dims[0]], Z[:, free_dims[1]], @@ -131,7 +195,7 @@ def _plot_inducing(self, canvas, visible_dims, **plot_kwargs): def plot_errorbars_trainset(self, which_data_rows='all', which_data_ycols='all', fixed_inputs=None, - plot_raw=False, apply_link=False, + plot_raw=False, apply_link=False, label=None, projection='2d', predict_kw=None, **plot_kwargs): """ Plot the errorbars of the GP likelihood on the training data. @@ -150,16 +214,16 @@ def plot_errorbars_trainset(self, which_data_rows='all', :param dict predict_kwargs: kwargs for the prediction used to predict the right quantiles. :param kwargs plot_kwargs: kwargs for the data plot for the plotting library you are using """ - canvas, kwargs = pl.get_new_canvas(plot_kwargs) + canvas, kwargs = pl.get_new_canvas(projection=projection, **plot_kwargs) plots = _plot_errorbars_trainset(self, canvas, which_data_rows, which_data_ycols, - fixed_inputs, plot_raw, apply_link, predict_kw, **kwargs) + fixed_inputs, plot_raw, apply_link, label, projection, predict_kw, **kwargs) return pl.show_canvas(canvas, plots) def _plot_errorbars_trainset(self, canvas, which_data_rows='all', which_data_ycols='all', fixed_inputs=None, plot_raw=False, apply_link=False, - predict_kw=None, **plot_kwargs): + label=None, projection='2d', predict_kw=None, **plot_kwargs): ycols = get_which_data_ycols(self, which_data_ycols) rows = get_which_data_rows(self, which_data_rows) @@ -176,9 +240,9 @@ def _plot_errorbars_trainset(self, canvas, plots = [] - if len(free_dims)<2: + if len(free_dims)<=2: + update_not_existing_kwargs(plot_kwargs, pl.defaults.yerrorbar) if len(free_dims)==1: - update_not_existing_kwargs(plot_kwargs, pl.defaults.yerrorbar) if predict_kw is None: predict_kw = {} if 'Y_metadata' not in predict_kw: @@ -189,8 +253,14 @@ def _plot_errorbars_trainset(self, canvas, for d in ycols: plots.append(pl.yerrorbar(canvas, X[rows,free_dims[0]], Y[rows,d], np.vstack([Y[rows,d]-percs[0][rows,d], percs[1][rows,d]-Y[rows,d]]), + label=label, **plot_kwargs)) - else: + elif len(free_dims) == 2: + plots.append(pl.yerrorbar(canvas, X[rows,free_dims[0]], X[rows,free_dims[1]], + np.vstack([Y[rows,d]-percs[0][rows,d], percs[1][rows,d]-Y[rows,d]]), + Y[rows,d], + label=label, + **plot_kwargs)) pass #Nothing to plot! else: raise NotImplementedError("Cannot plot in more then one dimension.") diff --git a/GPy/plotting/gpy_plot/gp_plots.py b/GPy/plotting/gpy_plot/gp_plots.py index 69b521aa..4a5ba7ea 100644 --- a/GPy/plotting/gpy_plot/gp_plots.py +++ b/GPy/plotting/gpy_plot/gp_plots.py @@ -33,13 +33,14 @@ import numpy as np from . import pl from .plot_util import helper_for_plot_data, update_not_existing_kwargs, \ helper_predict_with_model, get_which_data_ycols -from .data_plots import _plot_data, _plot_inducing +from .data_plots import _plot_data, _plot_inducing, _plot_data_error def plot_mean(self, plot_limits=None, fixed_inputs=None, resolution=None, plot_raw=False, apply_link=False, visible_dims=None, which_data_ycols='all', - levels=20, + levels=20, projection='2d', + label=None, predict_kw=None, **kwargs): """ @@ -56,22 +57,25 @@ def plot_mean(self, plot_limits=None, fixed_inputs=None, :param bool plot_raw: plot the latent function (usually denoted f) only? :param bool apply_link: whether to apply the link function of the GP to the raw prediction. :param array-like which_data_ycols: which columns of y to plot (array-like or list of ints) - :param dict predict_kw: the keyword arguments for the prediction. If you want to plot a specific kernel give dict(kern=) in here :param int levels: for 2D plotting, the number of contour levels to use is + :param {'2d','3d'} projection: whether to plot in 2d or 3d. This only applies when plotting two dimensional inputs! + :param str label: the label for the plot. + :param dict predict_kw: the keyword arguments for the prediction. If you want to plot a specific kernel give dict(kern=) in here """ - canvas, kwargs = pl.get_new_canvas(kwargs) + canvas, kwargs = pl.get_new_canvas(projection=projection, **kwargs) plots = _plot_mean(self, canvas, plot_limits, fixed_inputs, resolution, plot_raw, - apply_link, visible_dims, which_data_ycols, levels, - predict_kw, **kwargs) + apply_link, visible_dims, which_data_ycols, + levels, projection, label, predict_kw, **kwargs) return pl.show_canvas(canvas, plots) def _plot_mean(self, canvas, plot_limits=None, fixed_inputs=None, resolution=None, plot_raw=False, apply_link=False, visible_dims=None, - which_data_ycols=None, - levels=20, - predict_kw=None, **kwargs): + which_data_ycols='all', + levels=20, projection='2d', label=None, + predict_kw=None, + **kwargs): _, _, _, _, free_dims, Xgrid, x, y, _, _, resolution = helper_for_plot_data(self, plot_limits, visible_dims, fixed_inputs, resolution) if len(free_dims)<=2: @@ -82,17 +86,25 @@ def _plot_mean(self, canvas, plot_limits=None, fixed_inputs=None, if len(free_dims)==1: # 1D plotting: update_not_existing_kwargs(kwargs, pl.defaults.meanplot_1d) # @UndefinedVariable - return dict(gpmean=[pl.plot(canvas, Xgrid[:, free_dims], mu, **kwargs)]) + plots = dict(gpmean=[pl.plot(canvas, Xgrid[:, free_dims], mu, label=label, **kwargs)]) else: - update_not_existing_kwargs(kwargs, pl.defaults.meanplot_2d) # @UndefinedVariable - return dict(gpmean=[pl.contour(canvas, x, y, - mu.reshape(resolution, resolution), - levels=levels, **kwargs)]) + if projection == '2d': + update_not_existing_kwargs(kwargs, pl.defaults.meanplot_2d) # @UndefinedVariable + plots = dict(gpmean=[pl.contour(canvas, x, y, + mu.reshape(resolution, resolution), + levels=levels, label=label, **kwargs)]) + elif projection == '3d': + update_not_existing_kwargs(kwargs, pl.defaults.meanplot_3d) # @UndefinedVariable + plots = dict(gpmean=[pl.surface(canvas, x, y, + mu.reshape(resolution, resolution), + label=label, + **kwargs)]) elif len(free_dims)==0: pass # Nothing to plot! else: raise RuntimeError('Cannot plot mean in more then 2 input dimensions') - + return plots + def plot_confidence(self, lower=2.5, upper=97.5, plot_limits=None, fixed_inputs=None, resolution=None, plot_raw=False, apply_link=False, visible_dims=None, @@ -119,7 +131,7 @@ def plot_confidence(self, lower=2.5, upper=97.5, plot_limits=None, fixed_inputs= :param array-like which_data_ycols: which columns of the output y (!) to plot (array-like or list of ints) :param dict predict_kw: the keyword arguments for the prediction. If you want to plot a specific kernel give dict(kern=) in here """ - canvas, kwargs = pl.get_new_canvas(kwargs) + canvas, kwargs = pl.get_new_canvas(**kwargs) plots = _plot_confidence(self, canvas, lower, upper, plot_limits, fixed_inputs, resolution, plot_raw, apply_link, visible_dims, which_data_ycols, @@ -158,7 +170,7 @@ def plot_samples(self, plot_limits=None, fixed_inputs=None, resolution=None, plot_raw=True, apply_link=False, visible_dims=None, which_data_ycols='all', - samples=3, predict_kw=None, + samples=3, projection='2d', predict_kw=None, **kwargs): """ Plot the mean of the GP. @@ -178,29 +190,37 @@ def plot_samples(self, plot_limits=None, fixed_inputs=None, :param dict predict_kw: the keyword arguments for the prediction. If you want to plot a specific kernel give dict(kern=) in here :param int levels: for 2D plotting, the number of contour levels to use is """ - canvas, kwargs = pl.get_new_canvas(kwargs) + canvas, kwargs = pl.get_new_canvas(projection=projection, **kwargs) plots = _plot_samples(self, canvas, plot_limits, fixed_inputs, resolution, plot_raw, - apply_link, visible_dims, which_data_ycols, samples, + apply_link, visible_dims, which_data_ycols, samples, projection, predict_kw, **kwargs) return pl.show_canvas(canvas, plots) def _plot_samples(self, canvas, plot_limits=None, fixed_inputs=None, - resolution=None, plot_raw=False, + resolution=None, plot_raw=True, apply_link=False, visible_dims=None, which_data_ycols=None, - samples=3, + samples=3, projection='2d', + label=None, predict_kw=None, **kwargs): - _, _, _, _, free_dims, Xgrid, _, _, _, _, resolution = helper_for_plot_data(self, plot_limits, visible_dims, fixed_inputs, resolution) + _, _, _, _, free_dims, Xgrid, x, y, _, _, resolution = helper_for_plot_data(self, plot_limits, visible_dims, fixed_inputs, resolution) - if len(free_dims)<2: - + if len(free_dims)<=2: if len(free_dims)==1: # 1D plotting: _, _, samples = helper_predict_with_model(self, Xgrid, plot_raw, apply_link, None, get_which_data_ycols(self, which_data_ycols), predict_kw, samples) update_not_existing_kwargs(kwargs, pl.defaults.samples_1d) # @UndefinedVariable return dict(gpmean=[pl.plot(canvas, Xgrid[:, free_dims], samples, **kwargs)]) + elif len(free_dims)==2 and projection=='3d': + _, _, samples = helper_predict_with_model(self, Xgrid, plot_raw, apply_link, + None, get_which_data_ycols(self, which_data_ycols), predict_kw, samples) + update_not_existing_kwargs(kwargs, pl.defaults.samples_3d) # @UndefinedVariable + for s in range(samples.shape[-1]): + return dict(gpmean=[pl.surface(canvas, x, + y, samples[:, s].reshape(resolution, resolution), + **kwargs)]) else: pass # Nothing to plot! else: @@ -233,7 +253,7 @@ def plot_density(self, plot_limits=None, fixed_inputs=None, :param int levels: the number of levels in the density (number bigger then 1, where 35 is smooth and 1 is the same as plot_confidence). You can go higher then 50 if the result is not smooth enough for you. :param dict predict_kw: the keyword arguments for the prediction. If you want to plot a specific kernel give dict(kern=) in here """ - canvas, kwargs = pl.get_new_canvas(kwargs) + canvas, kwargs = pl.get_new_canvas(**kwargs) plots = _plot_density(self, canvas, plot_limits, fixed_inputs, resolution, plot_raw, apply_link, visible_dims, which_data_ycols, @@ -276,13 +296,14 @@ def plot(self, plot_limits=None, fixed_inputs=None, visible_dims=None, levels=20, samples=0, samples_likelihood=0, lower=2.5, upper=97.5, plot_data=True, plot_inducing=True, plot_density=False, - predict_kw=None, error_kwargs=None, - **kwargs): + predict_kw=None, projection='2d', **kwargs): """ Convinience function for plotting the fit of a GP. Give the Y_metadata in the predict_kw if you need it. + If you want fine graned control use the specific plotting functions supplied in the model. + :param plot_limits: The limits of the plot. If 1D [xmin,xmax], if 2D [[xmin,ymin],[xmax,ymax]]. Defaluts to data limits :type plot_limits: np.array :param fixed_inputs: a list of tuple [(i,v), (i,v)...], specifying that input dimension i should be set to value v. @@ -304,14 +325,12 @@ def plot(self, plot_limits=None, fixed_inputs=None, :param bool plot_inducing: plot inducing inputs? :param bool plot_density: plot density instead of the confidence interval? :param dict predict_kw: the keyword arguments for the prediction. If you want to plot a specific kernel give dict(kern=) in here - :param dict error_kwargs: kwargs for the error plot for the plotting library you are using - :param kwargs plot_kwargs: kwargs for the data plot for the plotting library you are using """ - canvas, kwargs = pl.get_new_canvas(kwargs) + canvas, _ = pl.get_new_canvas(projection=projection, **kwargs) plots = _plot(self, canvas, plot_limits, fixed_inputs, resolution, plot_raw, apply_link, which_data_ycols, which_data_rows, visible_dims, levels, samples, samples_likelihood, lower, upper, plot_data, - plot_inducing, plot_density, predict_kw, error_kwargs) + plot_inducing, plot_density, projection, predict_kw) return pl.show_canvas(canvas, plots) @@ -322,13 +341,15 @@ def plot_f(self, plot_limits=None, fixed_inputs=None, visible_dims=None, levels=20, samples=0, lower=2.5, upper=97.5, plot_density=False, - plot_data=True, plot_inducing=True, - predict_kw=None, error_kwargs=None, + plot_data=True, plot_inducing=True, + projection='2d', + predict_kw=None, **kwargs): """ Convinience function for plotting the fit of a GP. - This is the same as plot, except it plots the latent function fit of the GP! + + If you want fine graned control use the specific plotting functions supplied in the model. Give the Y_metadata in the predict_kw if you need it. @@ -354,12 +375,12 @@ def plot_f(self, plot_limits=None, fixed_inputs=None, :param dict error_kwargs: kwargs for the error plot for the plotting library you are using :param kwargs plot_kwargs: kwargs for the data plot for the plotting library you are using """ - canvas, kwargs = pl.get_new_canvas(kwargs) + canvas, _ = pl.get_new_canvas(projection=='3d', **kwargs) plots = _plot(self, canvas, plot_limits, fixed_inputs, resolution, True, apply_link, which_data_ycols, which_data_rows, visible_dims, levels, samples, 0, lower, upper, - plot_data, plot_inducing, plot_density, - predict_kw, error_kwargs) + plot_data, plot_inducing, plot_density, projection, + predict_kw) return pl.show_canvas(canvas, plots) @@ -370,19 +391,27 @@ def _plot(self, canvas, plot_limits=None, fixed_inputs=None, which_data_ycols='all', which_data_rows='all', visible_dims=None, levels=20, samples=0, samples_likelihood=0, lower=2.5, upper=97.5, - plot_data=True, plot_inducing=True, plot_density=False, - predict_kw=None, error_kwargs=None, - **kwargs): - + plot_data=True, plot_inducing=True, plot_density=False, projection='2d', + predict_kw=None): plots = {} + if plot_raw and not apply_link: + # It does not make sense to plot the data (which lives not in the latent function space) into latent function space. + plot_data = False + if plot_data: - plots.update(_plot_data(self, canvas, which_data_rows, which_data_ycols, visible_dims, error_kwargs)) - - plots.update(_plot_mean(self, canvas, plot_limits, fixed_inputs, resolution, plot_raw, apply_link, visible_dims, which_data_ycols, levels, predict_kw)) - if not plot_density: - plots.update(_plot_confidence(self, canvas, lower, upper, plot_limits, fixed_inputs, resolution, plot_raw, apply_link, visible_dims, which_data_ycols, predict_kw)) - else: - plots.update(_plot_density(self, canvas, plot_limits, fixed_inputs, resolution, plot_raw, apply_link, visible_dims, which_data_ycols, levels, predict_kw)) + plots.update(_plot_data(self, canvas, which_data_rows, which_data_ycols, visible_dims, + projection, label=None)) + plots.update(_plot_data_error(self, canvas, which_data_rows, which_data_ycols, visible_dims, + projection, label=None)) + + plots.update(_plot_mean(self, canvas, plot_limits, fixed_inputs, resolution, plot_raw, apply_link, visible_dims, which_data_ycols, levels, projection, label=None, + predict_kw=None)) + + if projection=='2d': + if not plot_density: + plots.update(_plot_confidence(self, canvas, lower, upper, plot_limits, fixed_inputs, resolution, plot_raw, apply_link, visible_dims, which_data_ycols, predict_kw)) + else: + plots.update(_plot_density(self, canvas, plot_limits, fixed_inputs, resolution, plot_raw, apply_link, visible_dims, which_data_ycols, levels, predict_kw)) if samples > 0: plots.update(_plot_samples(self, canvas, plot_limits, fixed_inputs, resolution, True, apply_link, visible_dims, which_data_ycols, samples, predict_kw)) @@ -390,6 +419,6 @@ def _plot(self, canvas, plot_limits=None, fixed_inputs=None, plots.update(_plot_samples(self, canvas, plot_limits, fixed_inputs, resolution, False, apply_link, visible_dims, which_data_ycols, samples, predict_kw)) if hasattr(self, 'Z') and plot_inducing: - plots.update(_plot_inducing(self, canvas, visible_dims)) + plots.update(_plot_inducing(self, canvas, visible_dims, projection, None)) return plots \ No newline at end of file diff --git a/GPy/plotting/gpy_plot/kernel_plots.py b/GPy/plotting/gpy_plot/kernel_plots.py new file mode 100644 index 00000000..6f457a3a --- /dev/null +++ b/GPy/plotting/gpy_plot/kernel_plots.py @@ -0,0 +1,82 @@ +#=============================================================================== +# Copyright (c) 2015, Max Zwiessele +# All rights reserved. +# +# Redistribution and use in source and binary forms, with or without +# modification, are permitted provided that the following conditions are met: +# +# * Redistributions of source code must retain the above copyright notice, this +# list of conditions and the following disclaimer. +# +# * Redistributions in binary form must reproduce the above copyright notice, +# this list of conditions and the following disclaimer in the documentation +# and/or other materials provided with the distribution. +# +# * Neither the name of GPy.plotting.gpy_plot.kernel_plots nor the names of its +# contributors may be used to endorse or promote products derived from +# this software without specific prior written permission. +# +# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE +# IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE +# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE +# FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL +# DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR +# SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER +# CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, +# OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE +# OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. +#=============================================================================== +import numpy as np +from . import pl +from .. import Tango + +def plot_ARD(kernel, filtering=None, **kwargs): + """ + If an ARD kernel is present, plot a bar representation using matplotlib + + :param fignum: figure number of the plot + :param filtering: list of names, which to use for plotting ARD parameters. + Only kernels which match names in the list of names in filtering + will be used for plotting. + :type filtering: list of names to use for ARD plot + """ + canvas, kwargs = pl.get_new_canvas(kwargs) + + Tango.reset() + + bars = [] + ard_params = np.atleast_2d(kernel.input_sensitivity(summarize=False)) + bottom = 0 + last_bottom = bottom + + x = np.arange(kernel.input_dim) + + if filtering is None: + filtering = kernel.parameter_names(recursive=False) + + for i in range(ard_params.shape[0]): + if kernel.parameters[i].name in filtering: + c = Tango.nextMedium() + bars.append(pl.barplot(canvas, x, ard_params[i,:], color=c, label=kernel.parameters[i].name, bottom=bottom)) + last_bottom = ard_params[i,:] + bottom += last_bottom + else: + print("filtering out {}".format(kernel.parameters[i].name)) + + plt.show_canvas() + ax.set_xlim(-.5, kernel.input_dim - .5) + add_bar_labels(fig, ax, [bars[-1]], bottom=bottom-last_bottom) + + if legend: + if title is '': + mode = 'expand' + if len(bars) > 1: + mode = 'expand' + ax.legend(bbox_to_anchor=(0., 1.02, 1., 1.02), loc=3, + ncol=len(bars), mode=mode, borderaxespad=0.) + fig.tight_layout(rect=(0, 0, 1, .9)) + else: + ax.legend() + + return dict(barplots=bars) \ No newline at end of file diff --git a/GPy/plotting/gpy_plot/latent_plots.py b/GPy/plotting/gpy_plot/latent_plots.py new file mode 100644 index 00000000..292cbd0e --- /dev/null +++ b/GPy/plotting/gpy_plot/latent_plots.py @@ -0,0 +1,107 @@ +#=============================================================================== +# Copyright (c) 2015, Max Zwiessele +# All rights reserved. +# +# Redistribution and use in source and binary forms, with or without +# modification, are permitted provided that the following conditions are met: +# +# * Redistributions of source code must retain the above copyright notice, this +# list of conditions and the following disclaimer. +# +# * Redistributions in binary form must reproduce the above copyright notice, +# this list of conditions and the following disclaimer in the documentation +# and/or other materials provided with the distribution. +# +# * Neither the name of GPy.plotting.gpy_plot.latent_plots nor the names of its +# contributors may be used to endorse or promote products derived from +# this software without specific prior written permission. +# +# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE +# IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE +# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE +# FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL +# DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR +# SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER +# CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, +# OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE +# OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. +#=============================================================================== +import numpy as np +from . import pl +from .plot_util import get_x_y_var, get_free_dims, get_which_data_ycols,\ + get_which_data_rows, update_not_existing_kwargs, helper_predict_with_model,\ + helper_for_plot_data + +def plot_prediction_fit(self, plot_limits=None, + which_data_rows='all', which_data_ycols='all', + fixed_inputs=None, resolution=None, + plot_raw=False, apply_link=False, visible_dims=None, + predict_kw=None, scatter_kwargs=None, **plot_kwargs): + """ + Plot the fit of the (Bayesian)GPLVM latent space prediction to the outputs. + This scatters two output dimensions against each other and a line + from the prediction in two dimensions between them. + + Give the Y_metadata in the predict_kw if you need it. + + :param which_data_rows: which of the training data to plot (default all) + :type which_data_rows: 'all' or a slice object to slice self.X, self.Y + :param array-like which_data_ycols: which columns of y to plot (array-like or list of ints) + :param fixed_inputs: a list of tuple [(i,v), (i,v)...], specifying that input dimension i should be set to value v. + :type fixed_inputs: a list of tuples + :param int resolution: The resolution of the prediction [defaults are 1D:200, 2D:50] + :param bool plot_raw: plot the latent function (usually denoted f) only? + :param bool apply_link: whether to apply the link function of the GP to the raw prediction. + :param array-like visible_dims: which columns of the input X (!) to plot (array-like or list of ints) + :param dict predict_kw: the keyword arguments for the prediction. If you want to plot a specific kernel give dict(kern=) in here + :param dict sactter_kwargs: kwargs for the scatter plot, specific for the plotting library you are using + :param kwargs plot_kwargs: kwargs for the data plot for the plotting library you are using + """ + canvas, kwargs = pl.get_new_canvas(plot_kwargs) + plots = _plot_prediction_fit(self, canvas, plot_limits, which_data_rows, which_data_ycols, + fixed_inputs, resolution, plot_raw, + apply_link, visible_dims, + predict_kw, scatter_kwargs, **kwargs) + return pl.show_canvas(canvas, plots) + +def _plot_prediction_fit(self, canvas, plot_limits=None, + which_data_rows='all', which_data_ycols='all', + fixed_inputs=None, resolution=None, + plot_raw=False, apply_link=False, visible_dims=False, + predict_kw=None, scatter_kwargs=None, **plot_kwargs): + + ycols = get_which_data_ycols(self, which_data_ycols) + rows = get_which_data_rows(self, which_data_rows) + + if visible_dims is None: + visible_dims = self.get_most_significant_input_dimensions()[:1] + + X, _, Y, _, free_dims, Xgrid, _, _, _, _, resolution = helper_for_plot_data(self, plot_limits, visible_dims, fixed_inputs, resolution) + + plots = {} + + if len(free_dims)<2: + if len(free_dims)==1: + if scatter_kwargs is None: + scatter_kwargs = {} + update_not_existing_kwargs(scatter_kwargs, pl.defaults.data_y_1d) # @UndefinedVariable + plots['output'] = pl.scatter(canvas, Y[rows, ycols[0]], Y[rows, ycols[1]], + c=X[rows, free_dims[0]], + **scatter_kwargs) + if predict_kw is None: + predict_kw = {} + mu, _, _ = helper_predict_with_model(self, Xgrid, plot_raw, + apply_link, None, + ycols, predict_kw) + update_not_existing_kwargs(plot_kwargs, pl.defaults.data_y_1d_plot) # @UndefinedVariable + plots['output_fit'] = pl.plot(canvas, mu[:, 0], mu[:, 1], **plot_kwargs) + else: + pass #Nothing to plot! + else: + raise NotImplementedError("Cannot plot in more then one dimension.") + return plots + + + + \ No newline at end of file diff --git a/GPy/plotting/matplot_dep/__init__.py b/GPy/plotting/matplot_dep/__init__.py index 693e2081..34a8c745 100644 --- a/GPy/plotting/matplot_dep/__init__.py +++ b/GPy/plotting/matplot_dep/__init__.py @@ -1,19 +1,20 @@ # Copyright (c) 2014, GPy authors (see AUTHORS.txt). # Licensed under the BSD 3-clause license (see LICENSE.txt) -from . import base_plots -from . import models_plots -from . import priors_plots -from . import variational_plots -from . import kernel_plots -from . import dim_reduction_plots -from . import mapping_plots -from GPy.plotting.gpy_plot import Tango -from . import visualize -from . import latent_space_visualizations -from . import inference_plots -from . import maps -from . import img_plots -from .ssgplvm import SSGPLVM_plot +# from . import base_plots +# from . import models_plots +# from . import priors_plots +# from . import variational_plots +# from . import kernel_plots +# from . import dim_reduction_plots +# from . import mapping_plots +# from GPy.plotting.gpy_plot import Tango +# from . import visualize +# from . import latent_space_visualizations +# from . import inference_plots +# from . import maps +# from . import img_plots +# from .ssgplvm import SSGPLVM_plot +from util import align_subplot_array, align_subplots, fewerXticks, removeRightTicks, removeUpperTicks \ No newline at end of file diff --git a/GPy/plotting/matplot_dep/base_plots.py b/GPy/plotting/matplot_dep/base_plots.py deleted file mode 100644 index d9910f59..00000000 --- a/GPy/plotting/matplot_dep/base_plots.py +++ /dev/null @@ -1,265 +0,0 @@ -# #Copyright (c) 2012, GPy authors (see AUTHORS.txt). -# Licensed under the BSD 3-clause license (see LICENSE.txt) -from matplotlib import pyplot as plt -import numpy as np - -def ax_default(fignum, ax): - if ax is None: - fig = plt.figure(fignum) - ax = fig.add_subplot(111) - else: - fig = ax.figure - return fig, ax - -def meanplot(x, mu, color='#3300FF', ax=None, fignum=None, linewidth=2,**kw): - _, axes = ax_default(fignum, ax) - return axes.plot(x,mu,color=color,linewidth=linewidth,**kw) - -def gpplot(x, mu, lower, upper, edgecol='#3300FF', fillcol='#33CCFF', ax=None, fignum=None, **kwargs): - _, axes = ax_default(fignum, ax) - - mu = mu.flatten() - x = x.flatten() - lower = lower.flatten() - upper = upper.flatten() - - plots = [] - - #here's the mean - plots.append(meanplot(x, mu, edgecol, axes)) - - #here's the box - kwargs['linewidth']=0.5 - if not 'alpha' in kwargs.keys(): - kwargs['alpha'] = 0.3 - plots.append(axes.fill(np.hstack((x,x[::-1])),np.hstack((upper,lower[::-1])),color=fillcol,**kwargs)) - - #this is the edge: - plots.append(meanplot(x, upper,color=edgecol, linewidth=0.2, ax=axes)) - plots.append(meanplot(x, lower,color=edgecol, linewidth=0.2, ax=axes)) - - return plots - -def gradient_fill(x, percentiles, ax=None, fignum=None, **kwargs): - _, ax = ax_default(fignum, ax) - - plots = [] - - #here's the box - if 'linewidth' not in kwargs: - kwargs['linewidth'] = 0.5 - if not 'alpha' in kwargs.keys(): - kwargs['alpha'] = 1./(len(percentiles)) - - # pop where from kwargs - where = kwargs.pop('where') if 'where' in kwargs else None - # pop interpolate, which we actually do not do here! - if 'interpolate' in kwargs: kwargs.pop('interpolate') - - def pairwise(inlist): - l = len(inlist) - for i in range(int(np.ceil(l/2.))): - yield inlist[:][i], inlist[:][(l-1)-i] - - polycol = [] - for y1, y2 in pairwise(percentiles): - import matplotlib.mlab as mlab - # Handle united data, such as dates - ax._process_unit_info(xdata=x, ydata=y1) - ax._process_unit_info(ydata=y2) - - # Convert the arrays so we can work with them - from numpy import ma - x = ma.masked_invalid(ax.convert_xunits(x)) - y1 = ma.masked_invalid(ax.convert_yunits(y1)) - y2 = ma.masked_invalid(ax.convert_yunits(y2)) - - if y1.ndim == 0: - y1 = np.ones_like(x) * y1 - if y2.ndim == 0: - y2 = np.ones_like(x) * y2 - - if where is None: - where = np.ones(len(x), np.bool) - else: - where = np.asarray(where, np.bool) - - if not (x.shape == y1.shape == y2.shape == where.shape): - raise ValueError("Argument dimensions are incompatible") - - mask = reduce(ma.mask_or, [ma.getmask(a) for a in (x, y1, y2)]) - if mask is not ma.nomask: - where &= ~mask - - polys = [] - for ind0, ind1 in mlab.contiguous_regions(where): - xslice = x[ind0:ind1] - y1slice = y1[ind0:ind1] - y2slice = y2[ind0:ind1] - - if not len(xslice): - continue - - N = len(xslice) - X = np.zeros((2 * N + 2, 2), np.float) - - # the purpose of the next two lines is for when y2 is a - # scalar like 0 and we want the fill to go all the way - # down to 0 even if none of the y1 sample points do - start = xslice[0], y2slice[0] - end = xslice[-1], y2slice[-1] - - X[0] = start - X[N + 1] = end - - X[1:N + 1, 0] = xslice - X[1:N + 1, 1] = y1slice - X[N + 2:, 0] = xslice[::-1] - X[N + 2:, 1] = y2slice[::-1] - - polys.append(X) - polycol.extend(polys) - from matplotlib.collections import PolyCollection - plots.append(PolyCollection(polycol, **kwargs)) - ax.add_collection(plots[-1], autolim=True) - ax.autoscale_view() - return plots - -def gperrors(x, mu, lower, upper, edgecol=None, ax=None, fignum=None, **kwargs): - _, axes = ax_default(fignum, ax) - - mu = mu.flatten() - x = x.flatten() - lower = lower.flatten() - upper = upper.flatten() - - plots = [] - - if edgecol is None: - edgecol='#3300FF' - - if not 'alpha' in kwargs.keys(): - kwargs['alpha'] = 1. - - - if not 'lw' in kwargs.keys(): - kwargs['lw'] = 1. - - - plots.append(axes.errorbar(x,mu,yerr=np.vstack([mu-lower,upper-mu]),color=edgecol,**kwargs)) - plots[-1][0].remove() - return plots - - -def removeRightTicks(ax=None): - ax = ax or plt.gca() - for i, line in enumerate(ax.get_yticklines()): - if i%2 == 1: # odd indices - line.set_visible(False) - -def removeUpperTicks(ax=None): - ax = ax or plt.gca() - for i, line in enumerate(ax.get_xticklines()): - if i%2 == 1: # odd indices - line.set_visible(False) - -def fewerXticks(ax=None,divideby=2): - ax = ax or plt.gca() - ax.set_xticks(ax.get_xticks()[::divideby]) - -def align_subplots(N,M,xlim=None, ylim=None): - """make all of the subplots have the same limits, turn off unnecessary ticks""" - #find sensible xlim,ylim - if xlim is None: - xlim = [np.inf,-np.inf] - for i in range(N*M): - plt.subplot(N,M,i+1) - xlim[0] = min(xlim[0],plt.xlim()[0]) - xlim[1] = max(xlim[1],plt.xlim()[1]) - if ylim is None: - ylim = [np.inf,-np.inf] - for i in range(N*M): - plt.subplot(N,M,i+1) - ylim[0] = min(ylim[0],plt.ylim()[0]) - ylim[1] = max(ylim[1],plt.ylim()[1]) - - for i in range(N*M): - plt.subplot(N,M,i+1) - plt.xlim(xlim) - plt.ylim(ylim) - if (i)%M: - plt.yticks([]) - else: - removeRightTicks() - if i<(M*(N-1)): - plt.xticks([]) - else: - removeUpperTicks() - -def align_subplot_array(axes,xlim=None, ylim=None): - """ - Make all of the axes in the array hae the same limits, turn off unnecessary ticks - use plt.subplots() to get an array of axes - """ - #find sensible xlim,ylim - if xlim is None: - xlim = [np.inf,-np.inf] - for ax in axes.flatten(): - xlim[0] = min(xlim[0],ax.get_xlim()[0]) - xlim[1] = max(xlim[1],ax.get_xlim()[1]) - if ylim is None: - ylim = [np.inf,-np.inf] - for ax in axes.flatten(): - ylim[0] = min(ylim[0],ax.get_ylim()[0]) - ylim[1] = max(ylim[1],ax.get_ylim()[1]) - - N,M = axes.shape - for i,ax in enumerate(axes.flatten()): - ax.set_xlim(xlim) - ax.set_ylim(ylim) - if (i)%M: - ax.set_yticks([]) - else: - removeRightTicks(ax) - if i<(M*(N-1)): - ax.set_xticks([]) - else: - removeUpperTicks(ax) - -def x_frame1D(X,plot_limits=None,resolution=None): - """ - Internal helper function for making plots, returns a set of input values to plot as well as lower and upper limits - """ - assert X.shape[1] ==1, "x_frame1D is defined for one-dimensional inputs" - if plot_limits is None: - from ...core.parameterization.variational import VariationalPosterior - if isinstance(X, VariationalPosterior): - xmin,xmax = X.mean.min(0),X.mean.max(0) - else: - xmin,xmax = X.min(0),X.max(0) - xmin, xmax = xmin-0.2*(xmax-xmin), xmax+0.2*(xmax-xmin) - elif len(plot_limits)==2: - xmin, xmax = plot_limits - else: - raise ValueError("Bad limits for plotting") - - Xnew = np.linspace(xmin,xmax,resolution or 200)[:,None] - return Xnew, xmin, xmax - -def x_frame2D(X,plot_limits=None,resolution=None): - """ - Internal helper function for making plots, returns a set of input values to plot as well as lower and upper limits - """ - assert X.shape[1] ==2, "x_frame2D is defined for two-dimensional inputs" - if plot_limits is None: - xmin,xmax = X.min(0),X.max(0) - xmin, xmax = xmin-0.2*(xmax-xmin), xmax+0.2*(xmax-xmin) - elif len(plot_limits)==2: - xmin, xmax = plot_limits - else: - raise ValueError("Bad limits for plotting") - - resolution = resolution or 50 - xx,yy = np.mgrid[xmin[0]:xmax[0]:1j*resolution,xmin[1]:xmax[1]:1j*resolution] - Xnew = np.vstack((xx.flatten(),yy.flatten())).T - return Xnew, xx, yy, xmin, xmax diff --git a/GPy/plotting/matplot_dep/defaults.py b/GPy/plotting/matplot_dep/defaults.py index 174a55e4..f074fc55 100644 --- a/GPy/plotting/matplot_dep/defaults.py +++ b/GPy/plotting/matplot_dep/defaults.py @@ -28,9 +28,8 @@ # OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. #=============================================================================== -from matplotlib.colors import LinearSegmentedColormap from matplotlib import cm -from GPy.plotting.gpy_plot import Tango +from .. import Tango ''' This file is for defaults for the gpy plot, specific to the plotting library. @@ -48,15 +47,18 @@ data_1d = dict(lw=1.5, marker='x', edgecolor='k') data_2d = dict(s=35, edgecolors='none', linewidth=0., cmap=cm.get_cmap('hot'), alpha=.5) inducing_1d = dict(lw=0, s=500, facecolors=Tango.colorsHex['darkRed']) inducing_2d = dict(s=14, edgecolors='k', linewidth=.4, facecolors='white', alpha=.5) +inducing_3d = dict(lw=.3, s=500, facecolors='white', edgecolors='k') xerrorbar = dict(color='k', fmt='none', elinewidth=.5, alpha=.5) yerrorbar = dict(color=Tango.colorsHex['darkRed'], fmt='none', elinewidth=.5, alpha=.5) # GP plots: meanplot_1d = dict(color=Tango.colorsHex['mediumBlue'], linewidth=2) meanplot_2d = dict(cmap='hot', linewidth=.5) +meanplot_3d = dict(linewidth=0, antialiased=True, cstride=1, rstride=1, cmap='hot', alpha=.3) samples_1d = dict(color=Tango.colorsHex['mediumBlue'], linewidth=.3) +samples_3d = dict(cmap='hot', alpha=.1, antialiased=True, cstride=1, rstride=1, linewidth=0) confidence_interval = dict(edgecolor=Tango.colorsHex['darkBlue'], linewidth=.5, color=Tango.colorsHex['lightBlue'],alpha=.2) -density = dict(alpha=.5, color=Tango.colorsHex['mediumBlue']) +density = dict(alpha=.5, color=Tango.colorsHex['lightBlue']) # GPLVM plots: data_y_1d = dict(linewidth=0, cmap='RdBu', s=40) diff --git a/GPy/plotting/matplot_dep/dim_reduction_plots.py b/GPy/plotting/matplot_dep/dim_reduction_plots.py index fd6c50b0..be7d032f 100644 --- a/GPy/plotting/matplot_dep/dim_reduction_plots.py +++ b/GPy/plotting/matplot_dep/dim_reduction_plots.py @@ -7,7 +7,7 @@ from ...core.parameterization.variational import VariationalPosterior from .base_plots import x_frame2D import itertools try: -from GPy.plotting.gpy_plot import Tango +from GPy.plotting import Tango from matplotlib.cm import get_cmap from matplotlib import pyplot as pb from matplotlib import cm diff --git a/GPy/plotting/matplot_dep/mapping_plots.py b/GPy/plotting/matplot_dep/mapping_plots.py index f1857b45..de48d128 100644 --- a/GPy/plotting/matplot_dep/mapping_plots.py +++ b/GPy/plotting/matplot_dep/mapping_plots.py @@ -3,7 +3,7 @@ import numpy as np try: -from GPy.plotting.gpy_plot import Tango +from GPy.plotting import Tango from matplotlib import pyplot as pb except: pass diff --git a/GPy/plotting/matplot_dep/models_plots.py b/GPy/plotting/matplot_dep/models_plots.py deleted file mode 100644 index 1fc49a23..00000000 --- a/GPy/plotting/matplot_dep/models_plots.py +++ /dev/null @@ -1,506 +0,0 @@ -# Copyright (c) 2012-2015, GPy authors (see AUTHORS.txt). -# Licensed under the BSD 3-clause license (see LICENSE.txt) - -import numpy as np -from .base_plots import gpplot, x_frame1D, x_frame2D,gperrors -from ...models.gp_coregionalized_regression import GPCoregionalizedRegression -from ...models.sparse_gp_coregionalized_regression import SparseGPCoregionalizedRegression -from scipy import sparse -from ...core.parameterization.variational import VariationalPosterior -from matplotlib import pyplot as plt -from .base_plots import gradient_fill -from functools import wraps -from .gpy_plot import Tango - -def plot_data(self, which_data_rows='all', - which_data_ycols='all', visible_dims=None, - fignum=None, ax=None, data_symbol='kx',mew=1.5,**kwargs): - """ - Plot the training data - - For higher dimensions than two, use fixed_inputs to plot the data points with some of the inputs fixed. - - Can plot only part of the data - using which_data_rows and which_data_ycols. - - :param which_data_rows: which of the training data to plot (default all) - :type which_data_rows: 'all' or a slice object to slice self.X, self.Y - :param which_data_ycols: when the data has several columns (independant outputs), only plot these - :type which_data_rows: 'all' or a list of integers - :param visible_dims: an array specifying the input dimensions to plot (maximum two) - :type visible_dims: a numpy array - :param fignum: figure to plot on. - :type fignum: figure number - :param ax: axes to plot on. - :type ax: axes handle - """ - #deal with optional arguments - if which_data_rows == 'all': - which_data_rows = slice(None) - if which_data_ycols == 'all': - which_data_ycols = np.arange(self.output_dim) - - if ax is None: - fig = plt.figure(num=fignum) - ax = fig.add_subplot(111) - - if hasattr(self, 'has_uncertain_inputs') and self.has_uncertain_inputs(): - X = self.X.mean - X_variance = self.X.variance - else: - X = self.X - X_variance = None - Y = self.Y - - #work out what the inputs are for plotting (1D or 2D) - if visible_dims is None: - visible_dims = np.arange(self.input_dim) - assert visible_dims.size <= 2, "Visible inputs cannot be larger than two" - free_dims = visible_dims - plots = {} - #one dimensional plotting - if len(free_dims) == 1: - plots['dataplot'] = [] - if X_variance is not None: plots['xerrorbar'] = [] - for d in which_data_ycols: - plots['dataplot'].append(ax.plot(X[which_data_rows, free_dims], Y[which_data_rows, d], data_symbol, mew=mew)) - if X_variance is not None: - plots['xerrorbar'] = ax.errorbar(X[which_data_rows, free_dims].flatten(), Y[which_data_rows, d].flatten(), - xerr=2 * np.sqrt(X_variance[which_data_rows, free_dims].flatten()), - ecolor='k', fmt='none', elinewidth=.5, alpha=.5) - - #2D plotting - elif len(free_dims) == 2: - - for d in which_data_ycols: - plots['dataplot'] = ax.scatter(X[which_data_rows, free_dims[0]], X[which_data_rows, free_dims[1]], 40, - Y[which_data_rows, d], cmap=plt.cm.jet, vmin=Y.min(), vmax=Y.max(), linewidth=0.) - - else: - raise NotImplementedError("Cannot define a frame with more than two input dimensions") - return plots - - -def plot_fit(self, plot_limits=None, which_data_rows='all', - which_data_ycols='all', fixed_inputs=[], - levels=20, samples=0, fignum=None, ax=None, resolution=None, - plot_raw=False, - linecol=Tango.colorsHex['darkBlue'],fillcol=Tango.colorsHex['lightBlue'], Y_metadata=None, data_symbol='kx', - apply_link=False, samples_y=0, plot_uncertain_inputs=True, predict_kw=None, plot_training_data=True): - """ - Plot the posterior of the GP. - - In one dimension, the function is plotted with a shaded region identifying two standard deviations. - - In two dimsensions, a contour-plot shows the mean predicted function - - In higher dimensions, use fixed_inputs to plot the GP with some of the inputs fixed. - - Can plot only part of the data and part of the posterior functions - using which_data_rowsm which_data_ycols. - - :param plot_limits: The limits of the plot. If 1D [xmin,xmax], if 2D [[xmin,ymin],[xmax,ymax]]. Defaluts to data limits - :type plot_limits: np.array - :param which_data_rows: which of the training data to plot (default all) - :type which_data_rows: 'all' or a slice object to slice self.X, self.Y - :param which_data_ycols: when the data has several columns (independant outputs), only plot these - :type which_data_rows: 'all' or a list of integers - :param fixed_inputs: a list of tuple [(i,v), (i,v)...], specifying that input index i should be set to value v. - :type fixed_inputs: a list of tuples - :param levels: for 2D plotting, the number of contour levels to use is ax is None, create a new figure - :type levels: int - :param samples: the number of a posteriori samples to plot p(f*|y) - :type samples: int - :param fignum: figure to plot on. - :type fignum: figure number - :param ax: axes to plot on. - :type ax: axes handle - :param resolution: the number of intervals to sample the GP on. Defaults to 200 in 1D and 50 (a 50x50 grid) in 2D - :type resolution: int - :param plot_raw: Whether to plot the raw function p(f|y) - :type plot_raw: boolean - :param linecol: color of line to plot. - :type linecol: hex or color - :param fillcol: color of fill - :type fillcol: hex or color - :param apply_link: apply the link function if plotting f (default false), as well as posterior samples if requested - :type apply_link: boolean - :param samples_y: the number of posteriori f samples to plot p(y*|y) - :type samples_y: int - :param plot_uncertain_inputs: plot the uncertainty of the inputs as error bars if they have uncertainty (BGPLVM etc.) - :type plot_uncertain_inputs: boolean - :param predict_kw: keyword args for _raw_predict and predict functions if required - :type predict_kw: dict - :param plot_training_data: whether or not to plot the training points - :type plot_training_data: boolean - """ - #deal with optional arguments - if which_data_rows == 'all': - which_data_rows = slice(None) - if which_data_ycols == 'all': - which_data_ycols = np.arange(self.output_dim) - #if len(which_data_ycols)==0: - #raise ValueError('No data selected for plotting') - if ax is None: - fig = plt.figure(num=fignum) - ax = fig.add_subplot(111) - - if hasattr(self, 'has_uncertain_inputs') and self.has_uncertain_inputs(): - X = self.X.mean - X_variance = self.X.variance - else: - X = self.X - Y = self.Y - if sparse.issparse(Y): Y = Y.todense().view(np.ndarray) - - if hasattr(self, 'Z'): Z = self.Z - - if predict_kw is None: - predict_kw = {} - - #work out what the inputs are for plotting (1D or 2D) - fixed_dims = np.array([i for i,v in fixed_inputs]) - free_dims = np.setdiff1d(np.arange(self.input_dim),fixed_dims) - plots = {} - #one dimensional plotting - if len(free_dims) == 1: - - #define the frame on which to plot - Xnew, xmin, xmax = x_frame1D(X[:,free_dims], plot_limits=plot_limits, resolution=resolution or 200) - Xgrid = np.empty((Xnew.shape[0],self.input_dim)) - Xgrid[:,free_dims] = Xnew - for i,v in fixed_inputs: - Xgrid[:,i] = v - - #make a prediction on the frame and plot it - if plot_raw: - m, v = self._raw_predict(Xgrid, **predict_kw) - if apply_link: - lower = self.likelihood.gp_link.transf(m - 2*np.sqrt(v)) - upper = self.likelihood.gp_link.transf(m + 2*np.sqrt(v)) - #Once transformed this is now the median of the function - m = self.likelihood.gp_link.transf(m) - else: - lower = m - 2*np.sqrt(v) - upper = m + 2*np.sqrt(v) - else: - if isinstance(self,GPCoregionalizedRegression) or isinstance(self,SparseGPCoregionalizedRegression): - extra_data = Xgrid[:,-1:].astype(np.int) - if Y_metadata is None: - Y_metadata = {'output_index': extra_data} - else: - Y_metadata['output_index'] = extra_data - m, v = self.predict(Xgrid, full_cov=False, Y_metadata=Y_metadata, **predict_kw) - fmu, fv = self._raw_predict(Xgrid, full_cov=False, **predict_kw) - lower, upper = self.likelihood.predictive_quantiles(fmu, fv, (2.5, 97.5), Y_metadata=Y_metadata) - - - for d in which_data_ycols: - plots['gpplot'] = gpplot(Xnew, m[:, d], lower[:, d], upper[:, d], ax=ax, edgecol=linecol, fillcol=fillcol) - #if not plot_raw: plots['dataplot'] = ax.plot(X[which_data_rows,free_dims], Y[which_data_rows, d], data_symbol, mew=1.5) - if not plot_raw and plot_training_data: - plots['dataplot'] = plot_data(self=self, which_data_rows=which_data_rows, - visible_dims=free_dims, data_symbol=data_symbol, mew=1.5, ax=ax, fignum=fignum) - - - #optionally plot some samples - if samples: #NOTE not tested with fixed_inputs - Fsim = self.posterior_samples_f(Xgrid, samples) - if apply_link: - Fsim = self.likelihood.gp_link.transf(Fsim) - for fi in Fsim.T: - plots['posterior_samples'] = ax.plot(Xnew, fi[:,None], '#3300FF', linewidth=0.25) - #ax.plot(Xnew, fi[:,None], marker='x', linestyle='--',color=Tango.colorsHex['darkBlue']) #TODO apply this line for discrete outputs. - - if samples_y: #NOTE not tested with fixed_inputs - Ysim = self.posterior_samples(Xgrid, samples_y, Y_metadata=Y_metadata) - for yi in Ysim.T: - plots['posterior_samples_y'] = ax.scatter(Xnew, yi[:,None], s=5, c=Tango.colorsHex['darkBlue'], marker='o', alpha=0.5) - #ax.plot(Xnew, yi[:,None], marker='x', linestyle='--',color=Tango.colorsHex['darkBlue']) #TODO apply this line for discrete outputs. - - - #add error bars for uncertain (if input uncertainty is being modelled) - if hasattr(self,"has_uncertain_inputs") and self.has_uncertain_inputs() and plot_uncertain_inputs: - if plot_raw: - #add error bars for uncertain (if input uncertainty is being modelled), for plot_f - #Hack to plot error bars on latent function, rather than on the data - vs = self.X.mean.values.copy() - for i,v in fixed_inputs: - vs[:,i] = v - m_X, _ = self._raw_predict(vs) - if apply_link: - m_X = self.likelihood.gp_link.transf(m_X) - plots['xerrorbar'] = ax.errorbar(X[which_data_rows, free_dims].flatten(), m_X[which_data_rows, which_data_ycols].flatten(), - xerr=2 * np.sqrt(X_variance[which_data_rows, free_dims].flatten()), - ecolor='k', fmt=None, elinewidth=.5, alpha=.5) - - #set the limits of the plot to some sensible values - try: - ymin, ymax = min(np.append(Y[which_data_rows, which_data_ycols].flatten(), lower)), max(np.append(Y[which_data_rows, which_data_ycols].flatten(), upper)) - if ymin != ymax: - ymin, ymax = ymin - 0.1 * (ymax - ymin), ymax + 0.1 * (ymax - ymin) - ax.set_xlim(xmin, xmax) - ax.set_ylim(ymin, ymax) - except: - # do nothing - # No training data on model - pass - - #add inducing inputs (if a sparse model is used) - if hasattr(self,"Z"): - #Zu = self.Z[:,free_dims] * self._Xscale[:,free_dims] + self._Xoffset[:,free_dims] - if isinstance(self,SparseGPCoregionalizedRegression): - Z = Z[Z[:,-1] == Y_metadata['output_index'],:] - Zu = Z[:,free_dims] - z_height = ax.get_ylim()[0] - plots['inducing_inputs'] = ax.plot(Zu, np.zeros_like(Zu) + z_height, 'r|', mew=1.5, markersize=12) - - - - #2D plotting - elif len(free_dims) == 2: - - #define the frame for plotting on - resolution = resolution or 50 - Xnew, x, y, xmin, xmax = x_frame2D(X[:,free_dims], plot_limits, resolution) - Xgrid = np.empty((Xnew.shape[0],self.input_dim)) - Xgrid[:,free_dims] = Xnew - for i,v in fixed_inputs: - Xgrid[:,i] = v - #x, y = np.linspace(xmin[0], xmax[0], resolution), np.linspace(xmin[1], xmax[1], resolution) - - #predict on the frame and plot - if plot_raw: - m, _ = self._raw_predict(Xgrid, **predict_kw) - else: - if isinstance(self,GPCoregionalizedRegression) or isinstance(self,SparseGPCoregionalizedRegression): - extra_data = Xgrid[:,-1:].astype(np.int) - if Y_metadata is None: - Y_metadata = {'output_index': extra_data} - else: - Y_metadata['output_index'] = extra_data - m, v = self.predict(Xgrid, full_cov=False, Y_metadata=Y_metadata, **predict_kw) - for d in which_data_ycols: - m_d = m[:,d].reshape(resolution, resolution).T - plots['contour'] = ax.contour(x, y, m_d, levels, vmin=m.min(), vmax=m.max(), cmap=plt.cm.jet) - #if not plot_raw: plots['dataplot'] = ax.scatter(X[which_data_rows, free_dims[0]], X[which_data_rows, free_dims[1]], 40, Y[which_data_rows, d], cmap=plt.cm.jet, vmin=m.min(), vmax=m.max(), linewidth=0.) - if not plot_raw and plot_training_data: - plots['dataplot'] = ax.scatter(X[which_data_rows, free_dims[0]], X[which_data_rows, free_dims[1]], 40, Y[which_data_rows, d], cmap=plt.cm.jet, vmin=m.min(), vmax=m.max(), linewidth=0.) - - #set the limits of the plot to some sensible values - ax.set_xlim(xmin[0], xmax[0]) - ax.set_ylim(xmin[1], xmax[1]) - - if samples: - warnings.warn("Samples are rather difficult to plot for 2D inputs...") - - #add inducing inputs (if a sparse self is used) - if hasattr(self,"Z"): - #Zu = self.Z[:,free_dims] * self._Xscale[:,free_dims] + self._Xoffset[:,free_dims] - Zu = Z[:,free_dims] - plots['inducing_inputs'] = ax.plot(Zu[:,0], Zu[:,1], 'wo') - - else: - raise NotImplementedError("Cannot define a frame with more than two input dimensions") - return plots - -def plot_density(self, levels=20, plot_limits=None, - fixed_inputs=[], plot_raw=False, edgecolor='none', facecolor='#3465a4', - predict_kw=None,Y_metadata=None, - apply_link=False, resolution=200, **patch_kwargs): - """ - Plot the posterior density of the GP. - - In one dimension, the function is plotted with a shaded gradient, visualizing the density of the posterior. - - Only implemented for one dimension, for higher dimensions use `plot`. - - :param levels: number of levels to plot in the density plot. This is a number between 1 and 100. 1 corresponds to the normal plot_fit. - :type levels: int - :param plot_limits: The limits of the plot. If 1D [xmin,xmax], if 2D [[xmin,ymin],[xmax,ymax]]. Defaluts to data limits - :type plot_limits: np.array - :param fixed_inputs: a list of tuple [(i,v), (i,v)...], specifying that input index i should be set to value v. - :type fixed_inputs: a list of tuples - :param resolution: the number of intervals to sample the GP on. Defaults to 200 in 1D and 50 (a 50x50 grid) in 2D - :type resolution: int - :param edgecolor: color of line to plot [Tango.colorsHex['darkBlue']] - :type edgecolor: color either as Tango.colorsHex object or character ('r' is red, 'g' is green) as is standard in matplotlib - :param facecolor: color of fill [Tango.colorsHex['lightBlue']] - :type facecolor: color either as Tango.colorsHex object or character ('r' is red, 'g' is green) as is standard in matplotlib - :param Y_metadata: additional data associated with Y which may be needed - :type Y_metadata: dict - :param apply_link: if there is a link function of the likelihood, plot the link(f*) rather than f*, when plotting posterior samples f - :type apply_link: boolean - :param resolution: resolution of interpolation (how many points to interpolate of the posterior). - :type resolution: int - :param: patch_kw: the keyword arguments for the patchcollection fill. - """ - #deal with optional arguments - if hasattr(self, 'has_uncertain_inputs') and self.has_uncertain_inputs(): - X = self.X.mean - else: - X = self.X - Y = self.Y - if sparse.issparse(Y): Y = Y.todense().view(np.ndarray) - - if predict_kw is None: - predict_kw = {} - - #work out what the inputs are for plotting (1D or 2D) - fixed_dims = np.array([i for i,v in fixed_inputs]) - free_dims = np.setdiff1d(np.arange(self.input_dim),fixed_dims) - plots = {} - #one dimensional plotting - if len(free_dims) == 1: - #define the frame on which to plot - Xnew, xmin, xmax = x_frame1D(X[:,free_dims], plot_limits=plot_limits, resolution=resolution) - Xgrid = np.empty((Xnew.shape[0],self.input_dim)) - Xgrid[:,free_dims] = Xnew - for i,v in fixed_inputs: - Xgrid[:,i] = v - - percs = np.linspace(2.5, 97.5, levels*2) - - #make a prediction on the frame and plot it - if plot_raw: - from scipy import stats - from ...likelihoods import Gaussian - lik = Gaussian(variance=0) - else: - if isinstance(self,GPCoregionalizedRegression) or isinstance(self,SparseGPCoregionalizedRegression): - extra_data = Xgrid[:,-1:].astype(np.int) - if Y_metadata is None: - Y_metadata = {'output_index': extra_data} - else: - Y_metadata['output_index'] = extra_data - lik = None - percentiles = [i[:, 0] for i in self.predict_quantiles(Xgrid, percs, Y_metadata=Y_metadata, likelihood=lik, **predict_kw)] - if apply_link: - percentiles = self.likelihood.gp_link.transf(percentiles) - - patch_kwargs['facecolor'] = facecolor - patch_kwargs['edgecolor'] = edgecolor - plots['density'] = gradient_fill(Xgrid[:, 0], percentiles, **patch_kwargs) - else: - raise NotImplementedError('Only 1D density plottable.') - return plots - -@wraps(plot_fit) -def plot_fit_f(self, plot_limits=None, which_data_rows='all', - which_data_ycols='all', fixed_inputs=[], - levels=20, samples=0, fignum=None, ax=None, resolution=None, - plot_raw=True, - linecol=Tango.colorsHex['darkBlue'],fillcol=Tango.colorsHex['lightBlue'], Y_metadata=None, data_symbol='kx', - apply_link=False, samples_y=0, plot_uncertain_inputs=True, predict_kw=None, plot_training_data=True): - return plot_fit(self, plot_limits, which_data_rows, which_data_ycols, fixed_inputs, levels, samples, fignum, ax, resolution, plot_raw, linecol, fillcol, Y_metadata, data_symbol, apply_link, samples_y, plot_uncertain_inputs, predict_kw, plot_training_data) - -def fixed_inputs(model, non_fixed_inputs, fix_routine='median', as_list=True, X_all=False): - """ - Convenience function for returning back fixed_inputs where the other inputs - are fixed using fix_routine - :param model: model - :type model: Model - :param non_fixed_inputs: dimensions of non fixed inputs - :type non_fixed_inputs: list - :param fix_routine: fixing routine to use, 'mean', 'median', 'zero' - :type fix_routine: string - :param as_list: if true, will return a list of tuples with (dimension, fixed_val) otherwise it will create the corresponding X matrix - :type as_list: boolean - """ - f_inputs = [] - if hasattr(model, 'has_uncertain_inputs') and model.has_uncertain_inputs(): - X = model.X.mean.values.copy() - elif isinstance(model.X, VariationalPosterior): - X = model.X.values.copy() - else: - if X_all: - X = model.X_all.copy() - else: - X = model.X.copy() - for i in range(X.shape[1]): - if i not in non_fixed_inputs: - if fix_routine == 'mean': - f_inputs.append( (i, np.mean(X[:,i])) ) - if fix_routine == 'median': - f_inputs.append( (i, np.median(X[:,i])) ) - else: # set to zero zero - f_inputs.append( (i, 0) ) - if not as_list: - X[:,i] = f_inputs[-1][1] - if as_list: - return f_inputs - else: - return X - - -def plot_errorbars_trainset(model, which_data_rows='all', - which_data_ycols='all', fixed_inputs=[], - fignum=None, ax=None, - linecol='red', data_symbol='kx', - predict_kw=None, plot_training_data=True, **kwargs): - - """ - Plot the posterior error bars corresponding to the training data - - For higher dimensions than two, use fixed_inputs to plot the data points with some of the inputs fixed. - - Can plot only part of the data - using which_data_rows and which_data_ycols. - - :param which_data_rows: which of the training data to plot (default all) - :type which_data_rows: 'all' or a slice object to slice model.X, model.Y - :param which_data_ycols: when the data has several columns (independant outputs), only plot these - :type which_data_rows: 'all' or a list of integers - :param fixed_inputs: a list of tuple [(i,v), (i,v)...], specifying that input index i should be set to value v. - :type fixed_inputs: a list of tuples - :param fignum: figure to plot on. - :type fignum: figure number - :param ax: axes to plot on. - :type ax: axes handle - :param plot_training_data: whether or not to plot the training points - :type plot_training_data: boolean - """ - - #deal with optional arguments - if which_data_rows == 'all': - which_data_rows = slice(None) - if which_data_ycols == 'all': - which_data_ycols = np.arange(model.output_dim) - - if ax is None: - fig = plt.figure(num=fignum) - ax = fig.add_subplot(111) - - X = model.X - Y = model.Y - - if predict_kw is None: - predict_kw = {} - - - #work out what the inputs are for plotting (1D or 2D) - fixed_dims = np.array([i for i,v in fixed_inputs]) - free_dims = np.setdiff1d(np.arange(model.input_dim),fixed_dims) - plots = {} - - #one dimensional plotting - if len(free_dims) == 1: - - m, v = model.predict(X, full_cov=False, Y_metadata=model.Y_metadata, **predict_kw) - fmu, fv = model._raw_predict(X, full_cov=False, **predict_kw) - lower, upper = model.likelihood.predictive_quantiles(fmu, fv, (2.5, 97.5), Y_metadata=model.Y_metadata) - - for d in which_data_ycols: - plots['gperrors'] = gperrors(X, m[:, d], lower[:, d], upper[:, d], edgecol=linecol, ax=ax, fignum=fignum, **kwargs ) - if plot_training_data: - plots['dataplot'] = plot_data(self=model, which_data_rows=which_data_rows, - visible_dims=free_dims, data_symbol=data_symbol, mew=1.5, ax=ax, fignum=fignum) - - - #set the limits of the plot to some sensible values - ymin, ymax = min(np.append(Y[which_data_rows, which_data_ycols].flatten(), lower)), max(np.append(Y[which_data_rows, which_data_ycols].flatten(), upper)) - ymin, ymax = ymin - 0.1 * (ymax - ymin), ymax + 0.1 * (ymax - ymin) - ax.set_xlim(X[:,free_dims].min(), X[:,free_dims].max()) - ax.set_ylim(ymin, ymax) - - - elif len(free_dims) == 2: - raise NotImplementedError("Not implemented yet") - - - else: - raise NotImplementedError("Cannot define a frame with more than two input dimensions") - return plots diff --git a/GPy/plotting/matplot_dep/plot_definitions.py b/GPy/plotting/matplot_dep/plot_definitions.py index af0955fb..098a20cc 100644 --- a/GPy/plotting/matplot_dep/plot_definitions.py +++ b/GPy/plotting/matplot_dep/plot_definitions.py @@ -30,6 +30,7 @@ import numpy as np from matplotlib import pyplot as plt from ..abstract_plotting_library import AbstractPlottingLibrary +from .. import Tango from . import defaults from matplotlib.colors import LinearSegmentedColormap @@ -38,75 +39,81 @@ class MatplotlibPlots(AbstractPlottingLibrary): super(MatplotlibPlots, self).__init__() self._defaults = defaults.__dict__ - def get_new_canvas(self, plot_3d=False, kwargs): - if plot_3d: - from matplotlib.mplot3d import Axis3D # @UnusedImport - pr = '3d' - else: pr=None + def get_new_canvas(self, xlabel=None, ylabel=None, zlabel=None, title=None, legend=True, projection='2d', **kwargs): + if projection == '3d': + from mpl_toolkits.mplot3d import Axes3D + elif projection == '2d': + projection = None if 'ax' in kwargs: ax = kwargs.pop('ax') elif 'num' in kwargs and 'figsize' in kwargs: - ax = plt.figure(num=kwargs.pop('num'), figsize=kwargs.pop('figsize')).add_subplot(111, projection=pr) + ax = plt.figure(num=kwargs.pop('num'), figsize=kwargs.pop('figsize')).add_subplot(111, projection=projection) elif 'num' in kwargs: - ax = plt.figure(num=kwargs.pop('num')).add_subplot(111, projection=pr) + ax = plt.figure(num=kwargs.pop('num')).add_subplot(111, projection=projection) elif 'figsize' in kwargs: - ax = plt.figure(figsize=kwargs.pop('figsize')).add_subplot(111, projection=pr) + ax = plt.figure(figsize=kwargs.pop('figsize')).add_subplot(111, projection=projection) else: - ax = plt.figure().add_subplot(111, projection=pr) - # Add ax to kwargs to add all subsequent plots to this axis: - #kwargs['ax'] = ax + ax = plt.figure().add_subplot(111, projection=projection) + + if xlabel is not None: ax.set_xlabel(xlabel) + if ylabel is not None: ax.set_ylabel(ylabel) + if zlabel is not None: ax.set_zlabel(zlabel) + if title is not None: ax.set_title(title) return ax, kwargs - def show_canvas(self, ax, plots, xlabel=None, ylabel=None, - zlabel=None, title=None, xlim=None, ylim=None, - zlim=None, legend=True, **kwargs): - ax.set_xlabel(xlabel) - ax.set_ylabel(ylabel) - - if zlabel is not None: - ax.set_zlabel(zlabel) - - ax.set_title(title) - + def show_canvas(self, ax, plots, xlim=None, ylim=None, zlim=None, **kwargs): try: ax.autoscale_view() + ax.set_xlim(xlim) + ax.set_ylim(ylim) + if zlim is not None: + ax.set_zlim(zlim) ax.figure.canvas.draw() - ax.figure.tight_layout() + #ax.figure.tight_layout() except: pass return plots - def scatter(self, ax, X, Y, color=None, label=None, **kwargs): + def scatter(self, ax, X, Y, Z=None, color=Tango.colorsHex['mediumBlue'], label=None, **kwargs): + if Z is not None: + return ax.scatter(X, Y, c=color, zs=Z, label=label, **kwargs) return ax.scatter(X, Y, c=color, label=label, **kwargs) def plot(self, ax, X, Y, color=None, label=None, **kwargs): return ax.plot(X, Y, color=color, label=label, **kwargs) - def plot_axis_lines(self, ax, X, color=None, label=None, **kwargs): + def plot_axis_lines(self, ax, X, color=Tango.colorsHex['mediumBlue'], label=None, **kwargs): from matplotlib import transforms from matplotlib.path import Path - if 'transform' not in kwargs: - kwargs['transform'] = transforms.blended_transform_factory(ax.transData, ax.transAxes) if 'marker' not in kwargs: kwargs['marker'] = Path([[-.2,0.], [-.2,.5], [0.,1.], [.2,.5], [.2,0.], [-.2,0.]], [Path.MOVETO, Path.LINETO, Path.LINETO, Path.LINETO, Path.LINETO, Path.CLOSEPOLY]) + if 'transform' not in kwargs: + if X.shape[1] == 1: + kwargs['transform'] = transforms.blended_transform_factory(ax.transData, ax.transAxes) + if X.shape[1] == 2: + return ax.scatter(X[:,0], X[:,1], ax.get_zlim()[0], c=color, label=label, **kwargs) return ax.scatter(X, np.zeros_like(X), c=color, label=label, **kwargs) - def barplot(self, ax, x, height, width=0.8, bottom=0, color=None, label=None, **kwargs): + def barplot(self, ax, x, height, width=0.8, bottom=0, color=Tango.colorsHex['mediumBlue'], label=None, **kwargs): if 'align' not in kwargs: kwargs['align'] = 'center' return ax.bar(left=x, height=height, width=width, bottom=bottom, label=label, color=color, **kwargs) - def xerrorbar(self, ax, X, Y, error, color=None, label=None, **kwargs): - if not('linestyle' in kwargs or 'ls' in kwargs): - kwargs['ls'] = 'none' - return ax.errorbar(X, Y, xerr=error, ecolor=color, label=label, **kwargs) - - def yerrorbar(self, ax, X, Y, error, color=None, label=None, **kwargs): + def xerrorbar(self, ax, X, Y, error, Z=None, color=Tango.colorsHex['mediumBlue'], label=None, **kwargs): if not('linestyle' in kwargs or 'ls' in kwargs): kwargs['ls'] = 'none' + if Z is not None: + return ax.errorbar(X, Y, Z, xerr=error, ecolor=color, label=label, **kwargs) + return ax.errorbar(X, Y, xerr=error, ecolor=color, label=label, **kwargs) + + def yerrorbar(self, ax, X, Y, error, Z=None, color=Tango.colorsHex['mediumBlue'], label=None, **kwargs): + if not('linestyle' in kwargs or 'ls' in kwargs): + kwargs['ls'] = 'none' + if Z is not None: + return ax.errorbar(X, Y, Z, yerr=error, ecolor=color, label=label, **kwargs) return ax.errorbar(X, Y, yerr=error, ecolor=color, label=label, **kwargs) def imshow(self, ax, X, label=None, **kwargs): @@ -115,10 +122,13 @@ class MatplotlibPlots(AbstractPlottingLibrary): def contour(self, ax, X, Y, C, levels=20, label=None, **kwargs): return ax.contour(X, Y, C, levels=np.linspace(C.min(), C.max(), levels), label=label, **kwargs) - def fill_between(self, ax, X, lower, upper, color=None, label=None, **kwargs): + def surface(self, ax, X, Y, Z, color=None, label=None, **kwargs): + return ax.plot_surface(X, Y, Z, label=label, **kwargs) + + def fill_between(self, ax, X, lower, upper, color=Tango.colorsHex['mediumBlue'], label=None, **kwargs): return ax.fill_between(X, lower, upper, facecolor=color, label=label, **kwargs) - def fill_gradient(self, canvas, X, percentiles, color=None, label=None, **kwargs): + def fill_gradient(self, canvas, X, percentiles, color=Tango.colorsHex['mediumBlue'], label=None, **kwargs): ax = canvas plots = [] @@ -132,7 +142,7 @@ class MatplotlibPlots(AbstractPlottingLibrary): kwargs['facecolor'] = kwargs.pop('facecolors') if 'cmap' not in kwargs: - kwargs['cmap'] = LinearSegmentedColormap.from_list('WhToColor', ((1., 1., 1.), kwargs['facecolor']), N=len(percentiles)-1) + kwargs['cmap'] = LinearSegmentedColormap.from_list('WhToColor', ((1., 1., 1.), kwargs['facecolor']), N=len(percentiles)) kwargs['cmap']._init() if 'alpha' in kwargs: @@ -216,6 +226,8 @@ class MatplotlibPlots(AbstractPlottingLibrary): polys.append(p) polycol.extend(polys) from matplotlib.collections import PolyCollection + if 'zorder' not in kwargs: + kwargs['zorder'] = 0 plots.append(PolyCollection(polycol, **kwargs)) ax.add_collection(plots[-1], autolim=True) ax.autoscale_view() diff --git a/GPy/plotting/matplot_dep/util.py b/GPy/plotting/matplot_dep/util.py new file mode 100644 index 00000000..eff9edf7 --- /dev/null +++ b/GPy/plotting/matplot_dep/util.py @@ -0,0 +1,107 @@ +#=============================================================================== +# Copyright (c) 2015, Max Zwiessele +# All rights reserved. +# +# Redistribution and use in source and binary forms, with or without +# modification, are permitted provided that the following conditions are met: +# +# * Redistributions of source code must retain the above copyright notice, this +# list of conditions and the following disclaimer. +# +# * Redistributions in binary form must reproduce the above copyright notice, +# this list of conditions and the following disclaimer in the documentation +# and/or other materials provided with the distribution. +# +# * Neither the name of GPy.plotting.matplot_dep.util nor the names of its +# contributors may be used to endorse or promote products derived from +# this software without specific prior written permission. +# +# THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" +# AND ANY EXPRESS OR IMPLIED WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE +# IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A PARTICULAR PURPOSE ARE +# DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE +# FOR ANY DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL +# DAMAGES (INCLUDING, BUT NOT LIMITED TO, PROCUREMENT OF SUBSTITUTE GOODS OR +# SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER +# CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, +# OR TORT (INCLUDING NEGLIGENCE OR OTHERWISE) ARISING IN ANY WAY OUT OF THE USE +# OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. +#=============================================================================== + +from matplotlib import pyplot as plt +import numpy as np + +def removeRightTicks(ax=None): + ax = ax or plt.gca() + for i, line in enumerate(ax.get_yticklines()): + if i%2 == 1: # odd indices + line.set_visible(False) + +def removeUpperTicks(ax=None): + ax = ax or plt.gca() + for i, line in enumerate(ax.get_xticklines()): + if i%2 == 1: # odd indices + line.set_visible(False) + +def fewerXticks(ax=None,divideby=2): + ax = ax or plt.gca() + ax.set_xticks(ax.get_xticks()[::divideby]) + +def align_subplots(N,M,xlim=None, ylim=None): + """make all of the subplots have the same limits, turn off unnecessary ticks""" + #find sensible xlim,ylim + if xlim is None: + xlim = [np.inf,-np.inf] + for i in range(N*M): + plt.subplot(N,M,i+1) + xlim[0] = min(xlim[0],plt.xlim()[0]) + xlim[1] = max(xlim[1],plt.xlim()[1]) + if ylim is None: + ylim = [np.inf,-np.inf] + for i in range(N*M): + plt.subplot(N,M,i+1) + ylim[0] = min(ylim[0],plt.ylim()[0]) + ylim[1] = max(ylim[1],plt.ylim()[1]) + + for i in range(N*M): + plt.subplot(N,M,i+1) + plt.xlim(xlim) + plt.ylim(ylim) + if (i)%M: + plt.yticks([]) + else: + removeRightTicks() + if i<(M*(N-1)): + plt.xticks([]) + else: + removeUpperTicks() + +def align_subplot_array(axes,xlim=None, ylim=None): + """ + Make all of the axes in the array hae the same limits, turn off unnecessary ticks + use plt.subplots() to get an array of axes + """ + #find sensible xlim,ylim + if xlim is None: + xlim = [np.inf,-np.inf] + for ax in axes.flatten(): + xlim[0] = min(xlim[0],ax.get_xlim()[0]) + xlim[1] = max(xlim[1],ax.get_xlim()[1]) + if ylim is None: + ylim = [np.inf,-np.inf] + for ax in axes.flatten(): + ylim[0] = min(ylim[0],ax.get_ylim()[0]) + ylim[1] = max(ylim[1],ax.get_ylim()[1]) + + N,M = axes.shape + for i,ax in enumerate(axes.flatten()): + ax.set_xlim(xlim) + ax.set_ylim(ylim) + if (i)%M: + ax.set_yticks([]) + else: + removeRightTicks(ax) + if i<(M*(N-1)): + ax.set_xticks([]) + else: + removeUpperTicks(ax) \ No newline at end of file diff --git a/GPy/testing/plotting_tests.py b/GPy/testing/plotting_tests.py index 573a2cb0..55f45573 100644 --- a/GPy/testing/plotting_tests.py +++ b/GPy/testing/plotting_tests.py @@ -31,11 +31,10 @@ import numpy as np import GPy, os, sys from nose import SkipTest -raise SkipTest('Not Testing plotting yet, will be later') - - try: from matplotlib import cbook + import matplotlib + matplotlib.rcParams['text.usetex'] = False except: raise SkipTest("Matplotlib not installed, not testing plots") @@ -66,120 +65,57 @@ matplotlib.testing.decorators._image_directories = _image_directories from matplotlib.testing.decorators import image_comparison import matplotlib.pyplot as plt -@image_comparison(baseline_images=['gp'], extensions=['pdf','png']) +@image_comparison(baseline_images=['gp_{}'.format(sub) for sub in ["data", "mean", 'conf', 'density', 'error']], extensions=['pdf','png']) def testPlot(): - fig, ax = plt.subplots() np.random.seed(11111) X = np.random.uniform(0, 1, (40, 1)) f = .2 * np.sin(1.3*X) + 1.3*np.cos(2*X) Y = f+np.random.normal(0, .1, f.shape) m = GPy.models.GPRegression(X, Y) m.optimize() - m.plot_data(ax=ax) - m.plot_mean(ax=ax) - m.plot_mean(ax=ax, plot_raw=True) - m.plot_mean(ax=ax, apply_link=True) - m.plot_mean(ax=ax, plot_raw=True, apply_link=True) - m.plot_confidence(ax=ax) - m.plot_density(ax=ax) - return ax + m.plot_data() + m.plot_mean() + m.plot_confidence() + m.plot_density() + m.plot_errorbars_trainset() +@image_comparison(baseline_images=['sparse_gp_{}'.format(sub) for sub in ["data", "mean", 'conf', 'density', 'error', 'inducing']], extensions=['pdf','png']) +def testPlotSparse(): + np.random.seed(11111) + X = np.random.uniform(0, 1, (40, 1)) + f = .2 * np.sin(1.3*X) + 1.3*np.cos(2*X) + Y = f+np.random.normal(0, .1, f.shape) + m = GPy.models.SparseGPRegression(X, Y) + m.optimize() + m.plot_data() + m.plot_mean() + m.plot_confidence() + m.plot_density() + m.plot_errorbars_trainset() + m.plot_inducing() -@image_comparison(baseline_images=['gp_class'], extensions=['pdf','png']) +@image_comparison(baseline_images=['gp_class_{}'.format(sub) for sub in ["", "raw", 'link', 'raw_link']], extensions=['pdf','png']) def testPlotClassification(): - fig, ax = plt.subplots() np.random.seed(11111) X = np.random.uniform(0, 1, (40, 1)) f = .2 * np.sin(1.3*X) + 1.3*np.cos(2*X) Y = f+np.random.normal(0, .1, f.shape) m = GPy.models.GPClassification(X, Y>Y.mean()) m.optimize() - m.plot_data(ax=ax) - m.plot_mean(ax=ax) - m.plot_mean(ax=ax, plot_raw=True) - m.plot_mean(ax=ax, apply_link=True) - m.plot_mean(ax=ax, plot_raw=True, apply_link=True) - m.plot_confidence(ax=ax) - m.plot_confidence(ax=ax, plot_raw=True) - m.plot_confidence(ax=ax, apply_link=True) - m.plot_confidence(ax=ax, plot_raw=True, apply_link=True) - m.plot_density(ax=ax) - m.plot_density(ax=ax, plot_raw=True) - m.plot_density(ax=ax, apply_link=True) - m.plot_density(ax=ax, plot_raw=True, apply_link=True) - return ax + m.plot() + m.plot(plot_raw=True) + m.plot(plot_raw=False, apply_link=True) + m.plot(plot_raw=True, apply_link=True) -@image_comparison(baseline_images=['sparse_gp_class'], extensions=['pdf','png']) +@image_comparison(baseline_images=['sparse_gp_class_{}'.format(sub) for sub in ["", "raw", 'link', 'raw_link']], extensions=['pdf','png']) def testPlotSparseClassification(): - fig, ax = plt.subplots() np.random.seed(11111) X = np.random.uniform(0, 1, (40, 1)) f = .2 * np.sin(1.3*X) + 1.3*np.cos(2*X) Y = f+np.random.normal(0, .1, f.shape) m = GPy.models.SparseGPClassification(X, Y>Y.mean()) m.optimize() - m.plot_data(ax=ax) - m.plot_mean(ax=ax) - m.plot_mean(ax=ax, plot_raw=True) - m.plot_mean(ax=ax, apply_link=True) - m.plot_mean(ax=ax, plot_raw=True, apply_link=True) - m.plot_confidence(ax=ax) - m.plot_confidence(ax=ax, plot_raw=True) - m.plot_confidence(ax=ax, apply_link=True) - m.plot_confidence(ax=ax, plot_raw=True, apply_link=True) - m.plot_density(ax=ax) - m.plot_density(ax=ax, plot_raw=True) - m.plot_density(ax=ax, apply_link=True) - m.plot_density(ax=ax, plot_raw=True, apply_link=True) - m.plot_inducing(ax=ax) - return ax - -@image_comparison(baseline_images=['sparse_gp'], extensions=['pdf','png']) -def testPlotSparse(): - fig, ax = plt.subplots() - np.random.seed(11111) - X = np.random.uniform(0, 1, (40, 1)) - f = .2 * np.sin(1.3*X) + 1.3*np.cos(2*X) - Y = f+np.random.normal(0, .1, f.shape) - m = GPy.models.SparseGPRegression(X, Y) - m.optimize() - m.plot_data(ax=ax) - m.plot_mean(ax=ax) - m.plot_mean(ax=ax, plot_raw=True) - m.plot_mean(ax=ax, apply_link=True) - m.plot_mean(ax=ax, plot_raw=True, apply_link=True) - m.plot_confidence(ax=ax) - m.plot_confidence(ax=ax, plot_raw=True) - m.plot_confidence(ax=ax, apply_link=True) - m.plot_confidence(ax=ax, plot_raw=True, apply_link=True) - m.plot_density(ax=ax) - m.plot_density(ax=ax, plot_raw=True) - m.plot_density(ax=ax, apply_link=True) - m.plot_density(ax=ax, plot_raw=True, apply_link=True) - m.plot_inducing(ax=ax) - return ax - -@image_comparison(baseline_images=['sparse_latent'], extensions=['pdf','png']) -def testPlotSparse(): - fig, ax = plt.subplots() - np.random.seed(11111) - X = np.random.uniform(0, 1, (40, 1)) - f = .2 * np.sin(1.3*X) + 1.3*np.cos(2*X) - Y = f+np.random.normal(0, .1, f.shape) - m = GPy.models.SparseGPRegression(X, Y) - m.optimize() - m.plot_data(ax=ax) - m.plot_mean(ax=ax) - m.plot_mean(ax=ax, plot_raw=True) - m.plot_mean(ax=ax, apply_link=True) - m.plot_mean(ax=ax, plot_raw=True, apply_link=True) - m.plot_confidence(ax=ax) - m.plot_confidence(ax=ax, plot_raw=True) - m.plot_confidence(ax=ax, apply_link=True) - m.plot_confidence(ax=ax, plot_raw=True, apply_link=True) - m.plot_density(ax=ax) - m.plot_density(ax=ax, plot_raw=True) - m.plot_density(ax=ax, apply_link=True) - m.plot_density(ax=ax, plot_raw=True, apply_link=True) - m.plot_inducing(ax=ax) - return ax + m.plot() + m.plot(plot_raw=True) + m.plot(plot_raw=False, apply_link=True) + m.plot(plot_raw=True, apply_link=True) diff --git a/GPy/testing/plotting_tests/baseline/gp.pdf b/GPy/testing/plotting_tests/baseline/gp.pdf deleted file mode 100644 index df4fb2672a9c95c7fc259bedd4d75ac729227096..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 105403 zcmaHSRa9Ktwk;5XyE}z@@B)InySo+;910EY?jGC&!7V`o!QCae1b26Pm3_{>_kFzf zK4x2M4(W4@zRFtbqi9qlq*&NLa3RrDt^mHZBC!M50FGuhNCE-?Rt+yF5P((O)Ya6^ z(F(w-Vrm5f12`Z7Y5*Z2B#?u}-$35~D?vxu%m!rc3gG!C29n_F3UYA(aR1#Rv8uQ@ znyZ6c0s0Uq2`LCX$kP?TDr*mc75nd1{J&ROfFXcY($iI1-PP0;1mOA)fV#D*#U}?V z0PsKXQjQL;0M38z|F;}=Hi+Th2Bcja-JAe_TM<_Wuu6d3KbeEnq#=hvb{a0G4qzu! z7m$Ow*T1d)CtgVCZ?6!C>wlU>VpRlLd@>bt^n{fD7oLNc7r?;|{9B_M2<+(QVh-Wu zFAr+}0{x{5aww!g2nra$_mA&?i~PI)w??T?b`X*PtWtK6P9;F*juwzi1(1W4t2KcA z@6-5)Y_O{f$kZOmGrKQ)Wc;MxIh1o(-6;bFZSGFq5-*8>Eg=va+An}QjY0T(GfU zxbwR|obf%+-6P%a@4}7>D`uO2R9*c~r3r*P@`QbqrT^gbUA@jZ2376Jl((+vMP!nP`iJDUTPaFkb>PL`p46;g^4qQoAHBY;`+dWG zDn;%8>my1%#CoU51>j&2?1Co)NG0iIGz9JC03*s1E z))>FKeF?0$+sDtSS35xdCXEVkl0RekQ3PY}pMh4j4Xc`}x!BFmm6WFOso_-GiVo5- zO^s=489hp7aRrhRNuD~V;7uUOeNG`$=B6N6ZOkp*1;N}fSMqi@DtXw#U!$1k7SwiG zFq@ssWYn`ih|wGkTue>MxvTr6&qpS>({jXq>~d=qWU9{x=7(32i`LWKI?Vu&(ky>N zmj9&A3|#pV%@SS_>exayb@f9<-p+hs?~DAO&M&KR9)h2w6$SaW^Lu`wc}}D(mQGE# ziz}W&K$IE?=-ajg^Vf=OT$aUB+n{Q|c>=fsxM2i7PN2 z?3SX!ior#lQ%(2rbTuIvByf*2Y*T5YO%GOA>}X9J7!Hd6Ss1R#!EhtD-Etb{koUdR6X4CTgA7LPTRlnbWe5J zS`wzj(-pr*IU+FTlSVEXb#2wIxnAlwAQ9)8*qfrf z4PWhBIUSHhOfq^BsLz9bBzW^hPqCS$EVZB7>*V9&Mj0M^OMW2Yi&DWzeF(a2)@TWk zxca!0e^H_7Mw&A?Hb7hENyC0t=4Te z?SeFFO__xDC^U%UK1i;MM1uhlt%jbh9 zI$VkSqw_K-2yO+05Rb)3XZSX++Bs+V3gNoVlZBReEA&eP}|}y zKSV$e)n~AyxwJ8OhiGr7M8|vpdUtpnTXjGku*bQ(#|)2?1d=as^58T7Ds7wA)sUvK z7jPo*1;9?f>yIMAAh0tE1M`~w*7Jg!HW!e<`Iuk0b#vg!XITs{qs2UPw}z^IA+2-T ztI?|+!balz)h%Mc{H{z8AjC!>7Kk1?3QG)+vUiF7$6R2OUO?uP5LPSL71n`1=u88UEu4Mghwo$7Nt$%$vptng@c`)bZ>%{50#cXnoYrq5wy^50eC1tC9uV} zi+z|PvlgL!*i0n`hJC*_7a&ZA_O(fSE+k2FMGsu~ac)kTvmJhE9xlLveuMOWmoq1B zd%(q_UWRx1RXnu`u-Oi7h zweZyWOLK2H7q-gp#7IFQID|6#cyMzKjAelJ^cg@N5E{x%_=GhyJPxt zYbWpHvig7a5FJjkpe_HjTeo%|YCoQ`qj9QOzk6cT&y$Y{LaCW)Xb4K{!UK&1 zmDtYp)=Hh-K++03K^z(X?LFg`i0GqEI;>7z&0)AltB$x}86u0Htc6jg!ll#Mkm-LJ_+dg49ZD+|Ydy+aQ_dN;R0~9SH z_=B>Fm)KsZGu^o3W9dcdmQY=nlTk>t$6Ucrl?`p{$oq3_wxKUxUl2Qo60^%}9cYIt zc=eVAaTa#K4_WORXiD8Ot7!0O$7R1$mw%0$P=(vH8)*C29Fw&3=Uz zDA4XeCqy9heaPOk%Rn_dJ^VbsyXF`1rYHv>B-;%=7`r>{g^){T9Jq%KkDRse5(asVQ#-K4g$)W|U{p%588&q2-IfIz?_Z0zk zIdN7_DtMX1DFVy9n6uYNaRlUO$VZVO)90Uw;ce-TnZ$qnz&?=I$=DeN^nL1Xg)#GU z!OM9UV_#{kdaMy(Ns`3^KkGXQLrHdR-#Vv=WB4n^ex8G@=0#xxx&NHvJ*LMr3gMK7 z%#4N-j5cLRh_WL=O$j~Br8~IwQdWj3xPs41K7<`@Ucum6B0@<<>K=iUbKeYQp38}q z-jBg^{cDC#Od*TaA6ojy@?i~8h9WGUa}k-|n3iNSI*|@+7$DUwv|$x?s*^fBk%G~O z@<9eWXiZ0K*IL&w!ol9FJ{6k5B&CjmuV^@K?d$}!>}Q^QA+@Hk1q_{=a2xQID|u2` zI7+mn!m$0z^lG^rI|-4JfgC`c7SUxGvuQ5tLOT?k+~2q#isl@kxM8M ztsI|j`K5?rn`QXwEJERRA*yIk;Rf0`HyOLArPb;GhxC^i@o5$i>)<; zWsBNQl|cTOmr9sH)<(|~KE|LXSx$rf!{LiFfT)IAx?ks6fvQ#%=ZN}nE@+(kk;DD{ zlrMXEeoTHl`3h%0d*%>RT41~!W;HaGlWha*;A;L2X0nF*LooYOJ=pWb@T*7_| zjyZ1N4})e6OaR`*wp+#vsEZuN;Aic$V#5d# z(avYZsib-$Pm%<8z(GZcyJJ5-orzi7!H-Z)Qjx9zd(gK~3lJ}X`&xa#a$g6|RULu~ z$)|l4@`JZk%lYdyFPpkRa6)R4>|vb6F6C2FO3!1 z;b3)UCn>u$$sxw)S!R`22hnUM$t>_5T3qeUe*d(`yp_APfxio}dL#O@QeJ7YTnr0>A zi&O>=O&)olGI=C}xCP&(FFP_yYMPUiX0uHt~6(M_lPRyQffr-&A34-Us{ zOHKXb68+4_Y@RUgp=5iS?TH~)&Qn*Fipf(l7lFWt)4z_;6d|ESLSAeK^xoX6#bIiP z!ANH9obh6Esj>j#f7U<&|2}!;kSrXJGwvM z8m{-$Sp`33$UeH0ZGAwc>K3&aYX+>XsY&tFDsSCz30gm1D-e{EY z4Ky;~!sM49bqm0@ZN$2EZ@Fh)&_h0M(-%HF+dqS5w(Vx20b0i7mr9Jkc%OwD`{Qpq z_p0o&mz`e}n9;phS+6C$et0YRD`)BYN+r3=eGCt;%=#V_nv^mxTUVva|82raDZl`i zezn0bzsg!Teh@V3KS8wQsU00*c2-td^lJr)Q6wVLe@IWy22K)Q#EkHLk^DTia<`hw zhxEPYyUOx84-uYhv9lr**P&L%rdeco6l}H;{rcv#OiHsYmD$X?^@a{nLZ9MPz-Z}D z`S}G7^WjfcL$kAINpAhf!5;10zko4{Stq^^fi$P)NR4@Ehf8xSBOCb%PuAWBxVix=LhFF7&P(Sk6`7CAp({ai>}6I;(Cz>Q{5{ zB2Iw%Js9pJo8H&?{kh|4eluceObS}cGx+4YO~X3ZU%cdMr>fDH)~Uf{pFL+rAF&d1 zr*^X4c+ca!V&RqFq-V2r2&K-G?p@JbhZjJgQ0(Y!o zbM?d7oEb6vb<3fp(Sw@3R2GGUPQ*tSF8^|^W!`F~=C!4-X*F{Wm3`j|yBr2CSm#`b z;gORwoP8>qzullFWiv}OKoC9?Pkimzzp3o6ne*$bLUfP4gnL(0qW`N>P%D)RF=pWD zw?lC88eH+Z(UZTU7QxOyf05q!CocWUF|?Ql4ma@>=v?`Rkk}&WYLoMx2g5HcPz?mQ ze&rRQtMx2yDZ!b#WJaI52ipdC9mG7Gphi<6`I^B>e=*L*4c<=q8pN%8ZhKnb^4s(` zGo9Fa>dF~i!Q1J>!e`hoXDYmN{NGDd`@@_sDM#M5f3OFlFzqN86EjO0eQ_O)H_;1O z2cwIzcxhh|g#H&KPH?7d;vtXg%DM65c_r*^)IKNiWsn!Oc(- z96yCVf?@c%aGN}lfrLVz!r|a+J=SM!;rt3{VEe5(DDksTOHCSUI~SNC53@@LFyC}C zjcD0(%j7PfZoD)|z|ymjJ@0ETmb^}P3pXsCwOtY#YubctxnpX#>iFU~pRw_gq-!92 zp3jX&w4oV{pEb$Klgb!)9@DL-w%v2zd`LfP{IZS-bNFd8wYGpmnf_ zM*PEAnC?03f%Ino_MMhwmSIJ!ig@FXo$39-+604Dj@#oVS+ybx9h=__E!S(NeA1~$ z;4UQh^iu`Y9#s|4%tT28xKiFXYxr4D{a^{d!nDZ=R50&%z)0G_S87Lb?q@HX+M8dt zN(6JKFZ@kO9Q0BB^<)~Af4sgWe=YZRQl3dNpnQ{A0lT>b`*+w}CUhqG#l=z|6YiDV zNAs4T=#uxIlk?r^O?3L{XGGvS=SkVl0=ThCryylwk>u2OXIG8u85)1y{pI-Q1%hAbZJEwM>Uf?jB z{K0bL;6Jwq!5v<_!k+ZQ2+?qxA~UZ&ngNn6>hiTQgCIVSXct5#b8Tsn7A8B)iHIo* zb0&3z&uepiG5|vyyl^Ioh2yw-v399cr$AsGT6N6%r$yRC3Gd}%Y%1jb%T zH!oo>YAQT8Ri3`K-K^iGCOb8V#y3-8p+)$^1-IhtFbZZEyP<5cx1zbYRrqF|?qzyT zs~DffxTqHEG3FJ!I322v6r|9nL!FT6dvTqGsf_es;A{iF+5E9-P~O5ijbOz(!zD3k z3Ae?|0s7hmV7tFikn|1fWF`eLtOlPbZl-Z7IyBtkEtVgp||(gqHmxd%0IjR-aHfQC^3W(sO_K1z(Gpryc3RO~JNPvxX%e z-Rwe0II3K}pnUMX=Z#Fk@?BJ!9#1qQ@qL2oz54qpPijoxKa+=7b0<$H>zx=ZP~oio z$WJ1NVDh<@%wIRii4*>|7gKbojtZ`AzFOz1wr~75>kg#1zklq^Z@rSa+oKEa+Aet7 zUK(|;ofHgxMqPGP9G71*_1@<&YM}l8VLg7ynw77{JMR!aCqF%Vr)tJUcF_U7D#~{F zaqZ|X_jKLi#3B80^yjKgd4_#@ZvMpGyiarRj#1;!n?#@4(F-G*^)nXSyo1j_xbW=a zV-cUg=G{AotS|tkp@&VX>88mp`;uUyR{=%C0Gl@K{Ry?F_@KBO@$a_0*NbfSPXIpy zb|+L@)^$U}!V~m**mUKDwB!C;Q%lP?KtrQ%0^zdo;ITcq1??R=$G2tp$jz7F-rIr5 zr-^hLKdHr?;QAS9&F>TQ)ZZu4U20wm(+}^P7%r!s&P9<2ZdE5n;0-0L@@8*uYlQLR zR$i;R63NMZ&N^3L>%E=`RvWD7AwT?nPV<#+Xr+c{fJNRedS2%`TVL{CpWNQcDktQo zM9*=N*>=Cp!=@AqtybrnhKtc_mTDYN1$PK^xBi(qsUIgRfK~BcEAgW%0}c#?AAS1F zsVAy%In*HRped92GSjoE3%yo@S5XiCaU1!b4kOoLp3X9`B)B)*QpL8;CR}8Fra@E5 zKI-{=kXZmpCa|^AV1H|-1ZDIWW&n0ZVuzIY(^iqjHp|@awON~ROD^9b1FYId08S%L zrMzTLZz_+o*yMB4Xr6$eLDh$@m}w$Vc9+%MUfaoqAGhD80HQucY~HBmH&YUTw_e=Q z0(9Yr3bNBYjbU{IL~jOVZ(K?m7M*s7x8je5IO?F^(rze+jHWkLh_$^Ka{(W&{4@d! zsjZ~W^VL#QH*NSWfC7x7LNU3NUeD`vO&IQul2LSBOf#X9!EPJKjQL?Of`Wy)6E4b^ z?pc4Ul;wZ(*jK2U3e|Qg8{L>zCZyg;qxNukwPjPb<8caGgjOBR6oxO; z@cNMD5_wdM(*Um@aUNy&hmjeKOXwx}HC^Nd^02)PqNWXdcTjB-g8)=|e(0e-v+htI z4#wD)TeaN+_-qG`l@I&+W2P$v@$I#Vzlv}lp)(0srxPJZH$lGWEh}&sMFrhoe&G04 zzQ6yPM#`;EZecdSQ(U&$-Y zTkOPrJ~9voDEs-eFGWb*{9x)yP2q_kO8z^~KY$Kt8FS+Gf@LiFD(eep+0w0PPaB<10U3{m|s0+i;1F zhl!K3RpH}xpMlYHHtZGD;fr5#3yG(%173GM-i1QF^pfg9Jemp`_43ONtFFfBAs*79GqOM_*2Kl5(h-sLJqdga$jztNy6!(P8iNjV#VZ zhZy(jx2(?cfl;E{6gu@Ut6EPU!asR@Ns6aKA8785h7=#bHLRUMODhTvM^@^&s}m zihY?KC}zD^zwBl2#LB^ZPyJlQ9P)+%MAJ2>exZ+99up@*zw@u-#R<~{T^F@3_zBLb z+_snKT??W>FDDFqK2aq5omD1qdgtFFa6BTQtWt>eTocZ=RTEe86{iYWo$RQI$IHMm z_wvX3+s@@=c!jFJ8x2okZ)cN$(c{I_$r}`B$vVnkY52c_<$p!ue}v4xiYE^zC)dBq zG5cTb_ODSN0AvFKc-grDJY2j0AP*mahl3ZgX9w^AxdGff>;ND)2Y{Q87r?{K0|0VB z?*H!DcmQ0SoB&QfZU7etm@=ID`0jc>eOo4e0~I4bR`0zud6__#ilc@wkD1xn%=z^8U|4`nM-8 zh-}Uc;eiWM2NwtA95!AE7mz(K2Y?Hb_m@w|lLK)5w=~e_j)RX9fO8 z8i(lT5P2K~fK>I5xGn(#oBx&NSva`aAc{G}E%qN(o(0nXKSp*o4hWMFuOSkvx+}{-|!daFR;reCs)V6LOf)zWNQCczgJY0W#>SG zOh7pOH;tX`Z{FVsDO3ATc3uE_aYuV6x4#0uB1E`%abSQ9FhIs7KADR;SV0PBVdwh5 z#)ZTx`k%W07WThW0RMFLZ?FGR{Qtfq{ww}NNMh%O(D>gigjY@oVgF7BaB}hiA-Mmq z;Q`12|1&KR^ZmUBj^3S+f}C7Ap3;2&+fpLKtO!~ho{4@g9aRXaNSG2vRzv}|MLzQa9$?1~6{;R4fJ8t< ziOkXx3YnAh&L2LA)Dwy_>;oPxl&(|&&H~lDs@hJL7*3 z;~m=^Js4ZqnA(~>VuVLFkS14Dh5qD}QQJOa$H2ZU8bjHJHL=?LW3lrGD&QCzz+(L3f8CXW+Y+X^$=#pi^*7-g&-|Ni zXvi-IC}lV;KtNz<4k46<I9L*HtL->gpF zqLVTjnr@8WeSPEnv;Gdnp1E@MjSPmt%8G7qF5$iShlrET{)*sNa1lt97H=H*<|6-* zQ0zlweidQyBw>JE%&46|KQl=m^NI*95}s23?i)jCCus#b{?t-8UNMw=qvs^qpn&DB z|3`}76AMU`Y;g%aPs>*O2rV&6{-oEz(6B8I{<+`3R+%Z{ z=|Cwk?&j0MX+b5&6vQSD6@{YyDmJ|k?nN_E^OPWgq6Hy0&=EU{i8TkyKv5&VaXX7z zW(X^7hKUSFBb2MsdJ!iqV#i@5h0VL~Dl=oGNh!;UU1tv+Py7NfE51gcAebUOqT_B9 zVTvtm#is&7-hN>;EBRByB2d^t`+ea+FlQ3yZ==IQFh3Gb?uRL`+j>Tz2(ix-LD2s` zKvFC6bxAM~BMEJHLmFjs|6V#xmrRF9NEf|(>Vf=|Rp?}+calfM4>m&KK8!GTWwan% zG0f)y(c1bK*5G*HZRgchhPqZ9{H-$Ep7C`a!H?J7x8B|t{1)kV#33xj-Cfo50ChS# zw(aXGMe>|qbV^jUGkHpBojLxIbDgF2LN~9rAC}jRz-$YLrWexaPuLUw7U%vSWZE&t zczhBf{5^Te1^ui0Z&cjTOlq4Vi<0>zbYJ%ZwxOrppGVLVVQJ}p`^Se{vr)gG<-eK3 zQKOccScUuZ0|?ogoF0TNYXwQ7mpe}qCP_s<0G9o|0f}!Vxo@{3l;4}~J7EGP9N=ZK z7q+KhBMGO$0t{AYGL7@-)Az#fs1>Ab#ig&Lk*Nh5!qZSGkKY~H z%#hSssvxICKM9Nv9PtRK(gU~h$ZyU&j{2!2!)LxUx+r>*aa$ z+AK6Q)|0%4R3E@qq=Xix>>zZ$c>#Vng73y&4zAV{;42QlJ3Cl@@1uet%`d)1XHLeo zO+Gde9PzyP3PsMfJpqSspHKN_9T|18 zf>(VgBK2}UNHfrsWPG&3P@z?nMYuKR-I0TL++8uB`Z|_z8~`XxzgqHQjlxi zf)Bom!bH8H(%>tjIp}s2-0-EiKj(z*UF3oXCsq+U=bdmt*&hK`6-6 zS#GcJH8P2TXYV>C58LHaO!<~aL_RvJ-ejhZGY@FnB zN<8DKO8m*K!#xN!a>}IExx@QS2^o_=k}8{i~wV5Dsc}$yv?f@U>YYDvGuU zbK(qg6-$VkRyICtR7je!YDeL3q(bXdH-2Z{Q$Kksr_8mr^yJvmcg;K9cB$CxP0zJM zwK6W>IU^(7DBktz?pNRmWq}jFy2^dqS&96Lz`Cs((7`1`OnuA3hj9z-GQ6M^o zfn%mflNO3R60U^C;KR@SxubiEZletC??NlNg>Kc=wAvybB@#c;b20cdE%rQxTKrW~ z$jHx)di6h{G@NTo^x|K(+cc0QSCf55~PmVaQ;Ht zTabMB3n^WSyr`Ova1Q134X|Dehp?rebDrM_*x@Z2i&DfB9D~!-f7o-9(Qf2x%^=WD z%te9Zm09mTGBk>`~(%seN&;Vz(nPLPjfyI{vQ;id#lGhApFIk|DogbBqmL zMHMNx;_AJYhgz=ge{Co}nk5Y3M1@(Y_sHJRym8Yxr&6_*ztUw>bNoSlqBgd1?_48l zwe?qnBMFwBIb5oH3>q=LJY+4@Wak-3Et4S^SFs@wtgb?P*P*pJ0*a|s-CHjsn1GXx z;<~$UDLl=;uAa_BM>cFw-JlE7Il_;*)?@O)FdEwMa97)O{lQ9R|16+<9WqT$ohtOu zG{J%e9LB>Bltq6=No9?;SUyOKJn~JnS&m+tv7^aHrDe$T5h zUXUP&1AhK_V`OPej*_74;|lCQ3GgdO;d{%fALP`W44sLZ z?;*yOb!o7F856hFSZ)sgon<6BF+sh{Ax`Z#XK1ZS%Ins3aa`Dd%vW}~)z2Qv z-E_mlc70}kTY~}`Ukv~|g5xb_LJt5ooxTht6Nv9OHs#f%@P-dYKFFRu#L72(5H+or z`22DB4z_r~TkR`0ss^0AW=Y=DF*ck3Wn?lNjxx9`f4|!5C}8E}(~GT68pb-uD^Swd zw0q8(vjL<@KkR|g_i;derolp2sjV24W)1k+fI+0UDVbpNH*7^mEHpOU3eIxEg64Ba>0*f+S0I*it-0jUt|P1va# zNLqd2qA)c8Y5IQA?sHB)NR}qJO2XDyuZb z%;Z*s6UyyFK&NI=8=Eqi?yFfz&g7*)Ae0y(IrT&ce-6!wz(lUw9scmFpEDCz;a9EX zqxBO%3vLpra6df$7;6u!n{HC&y%vj^+ZCmblOl?rWvclzm z9=s>cgX?0cpq7_e99)!OE86^QYf4sD(1EYu9eKG7Ol}!lSEixCVvJ}+yM0f(_i?!_ zs;%~lX1=s{{+_^zfNV%@JKp2zHiO=g1w(I7yBf`1EXBPMP+D&9+M3 z(Q(GJA6S`gPKUp5adiH?xhr6}q2S<0&cCJloU_3a;lSq*L5s~Q^{`6om=t+%*` zn{8)9^lpBUI%ej)3?tJ*^>N>j6~nId6N3U*sx56W94lSHEz@x=GZC^UOU*1tw><*y zq-=sp?BJQ@6WQKK!`L{HuCphsH2O{mHK&x~mE{tPr-ge0s(x;YDm537hwkm6S6y~y zuuy`#Dc#SAGq5bYUlE#H{Y4u)Gq?ll;n#1dguZ+fATz$9w>sFJJU&J}-}%Df%eQkD z>si*o^ zg9#@6*&Z?;d^MMz`VD$_r>}pfzXP^8lR%R+PH$?DX`5>49ywzj$S=so9kB!E-&J$_ zxLSPHDYH!LCXeGP#fZ-JG40B?>^tT#rN&t&>wSQ%Yi0`=lk=x@o@k!|dGx5jvcsEJ zwOhBT^QQI>!VHl%ghao2U({W{QN>Qj9X|rw2Gi6YR!d^ecluqRWJkLNFMaxx+QGoA zuK}#pn?=^Cu*?odr4|qUgbyKRi_OD(1qOOEtHV;z%AO~9;)3Jug&nMUdk9%I@4O#K zAIuH%nA#J_H$-`0V^4hoOsxoB#mvob7h_b6;1=^e?nb=Vl*-!KCv%o`u6hS4It`r- zruom|UXre9m~cV!%_A|flzx|^S$$3KNgAtPkk7c&KK`2T;$0Qk6}3h=bE(b7+%iwh<2Kvmc_#cz7h0BJ9~%QWLH6b+uD`3ErM?H|_A z7KL~`+KjqQ+!_V4IwIbc9_{U=rPUlb#}Zf{rRee{K7VbY?~pkX&?mG*&dz3AeO;>| zyp$Wly9SaxHwsO%E{R&9Y7#>4&WSmT*t5C}X>EnA9xS0uoKn%uIZ~UuIX293=ts!) z^Jmr86dKVOb`LijeKS;vszOSql?u1;XaF4M>V8@K_5~p)$JtNLh@osnpY{F9bcUm( z;S}0@WJ6EAqtZiNC69dWapL28H9Q`=M+V`1h}E(ErbR(S`5ej~_l3_5=u`pI<*|M; z`Oo5`cuS`T5a|WX#tD-pk|$Kpg=3e=Pj?=HmmzR${Rr1_6V+L<8GUsDAkWVt%pT^HykmjUa}rvq<-p1%`Qss{eX%jT@SW_} z=DjAZ92Iu&Trin=N>Tq$WrQjX+KJkiE?$%N<>n(c#w?5Nyj1JPKJ0>c&r6I?o;Sa-k+{&=yLAwuHLb@P(DwL7`c0I+ zO9XzSFYn1i=fS&k4t`2EEpCf1K>hfRvHTXqfm|H>C25Ml;p)M&Oz^A2SWR8?;q<9& zot0|(uwQ-CS($f07~6! zQNtCtryq3!d;P#g#2rU!$sa>6OrE9=j|_$k5@nNgtHl7W9UJ2Csh4Aufjx`g%0ZT# z1%Jwhg-%(Kwlt51`(?94w6$?-4B{ni($Bw=Z1QwMHz;JPC^4gHbX+rJQdbt`Ng_>H zLg|hywlh%I$$?{-dQ!)s9Vm2?XIZAz+Y%i8*dI^Q9a?<(Q<5uQY z`g?-gHN@r?{bzM5u8muc4nd0tjiJ_nHCdpLbGRLCwbp?H|3^3~LIj+gd(l9xPn?dI z7EEI8&z6bK{xoQdQEGnaOI1>a2#?dm#}=(_Vas>m1GwE)#cb(^zHN*)Ln)~}?Kzvd zMZ9-gxAtg=yg;~vAodj?s`=XIx2M#c+Yck_qByO*HTCgd^N#GG&hfoFE!4G*>Esl@ zV=y^hcAQ{5{#gYwiCJQ=5zj_+4bC<(dCw8&Uw%3);y;XOF=#-l4C;L>1h1s2ofTMR zK&2J(zgpEnJ2y_vhY}knVH?dN(R&uD#DH2TjqY&ayFJFr)=tPG4u^0jSinC8DNM^y zwrk>S8P5#n!iEjMH|%V5VuTD|ife&$wH|%ACfYIc;y-6D_t2)}$_aFVS+091gEbcU zGu)lS&B=Ql3Oi44USZP_!16TX_b`scfG>oH`<0G}H%-OI<^uwB9BLe4 zV|sb4-XBi|84<%r>de;E2D&)UHmN@TG}Ovy0!gx004Lh_2l-+_*tcI{vFU6p8;B+B zV%7r^M@TM{H7P6h5Oh!K==`lUG+4|%2|oMkJ@{C|>%)}_)iTUaDdt|hDq^06+kJeE zQp3_?$@8WPff^~t#$~8j6Cb20_yq5l3Ma@uD(|s-C#{>#FOFxOwMRs>9|OA4@Q~P) z7RG9gnP&V+6+3`VTdPstufo}`5OtE$&?^jryXREA_0`-g8(lcj>aa%F&gIBHlXy;Q z^k3Q+MCHOQ%q;d_z8W?I)2Z`OiBmOPbu)>_JP%W{ZV*(i{=k*>nD zdAIM{A=es`^`AqQr)&#`@kf%op_bonw&Iy*KQ>7gC0vNwcCaVS3&lxKyjOwIb564k`RYpur~*d8S{=v ze`*?g z>|?XEyay!;p$k}g)=ByUt~RJa zN34&hH`}g^7axk?ypC6oi@NO)I8&BDGn8P5uk=pYwbHY8pF!cIjsynZcr8xzF|gjkEq7viBpRE z3d@2bo9vU1*dr}$*t_K{S-WC`#qB;cjIgm4XMvvELxpf`<7oz^z3;@uJL0-1otHT(_2IWJ+t?d2`&0*;{uT98tC(zdc_Y@=*i zUG&O@B$M$?>I?>-iet7Cf<_QeVLmXi3tzFt5P3OL86}nl=%S;zOE(d3nU-4nDEh*} z{4_$kDkdAUKKW7`kc}jUM_~^pg-^nDd4eiM8u!cjwyp6D#Z2@GbG{)n3f=a~rEJUd z5MZ4`?|^Jb4UX~x8@qH0Ng{98yOj5UkI_vPZgM{c(rDiUuBN1qnbn^(lLq4c>`qu;dK z#(w_s_tLpw^m5lQ2XgA%Il!5b_BZ}_15a(M>ss#Rx1BR3=xBKR<((CxLiFHH>>epb ztFk+=!ps+LixoMEKG=Fjwj^t#^KgErOD9D4M_$iH?bGd))Esz?-WgVmmt3j~lgGlH z*j;&luHTf;OYN=?qm(F0b6SU|;)Cvlhq5Iyeq9-(X(J2~O=!tisg4PuyPsa$SX%HJ zE9-Aq@4X$@{|^8(K+C_WuX!{SP?vB;JZtq%8W!m?zbs=HhFh9{GjQ&H@zt|57Ml7X z$;E6}YN2*Zue^j#shJ@#nIzpfvdb_>o$FI4Kek{@b|KteoZh+MRSXTj_9gt(C1UCd zFYzF!8mx@86uWl)T_fU0@4YETst| zcwbh42^F5FvTI03R@c{E{2^L}T+|eH`gKcL^$)@IzUIBkz7doo%lcj@fBTJVe`-Wn>Z z=i+7hV&IdLwQH$B;kM=?!wQPIXN#)fsn#he52+X#-iuK>&q*k<0sSu;zKFWF&pVZ_}MqA?@8j8Lhy-&U1WOaIXzyw zl)-rG@c;1O8d(!qphkk3JPE{><4M>$!iltR)r@bZJ}4(3E+uP)X-&~LWMSX+(EHxq zyIsT&`@)i@C#Y`IfHIfpBoKvovKcGOB*1QDEk$0dA?CBg9IAkNum9?V-J!@^lFi+@ ztti^8q5_ye+mZ{B+?vz%Abgj-0Fp(H9l{?o*`2Cbo?;}U4*5WQo7zl_`RvzB$%j(; z?!!7ibHbp(x}O4rInM5$f1nUX(*1xWSD$*KNx!_N9A7+onZFh0GPd%9fTgvG0DisC`52bQr%>#&j|bq@~*XJSi4+icn0DtX_1!4Oc$b z$K$Cl6(6=uASHWlo-$x=r5-yANbK77jay3fI7E!fwVEkC^fCYOt9)lV_@`?t@q}|i zd}RI522nAma@>F@ncRCZ)*0d+^=|5ev3n&XldF2pvBeaPMI2DrnPnhZ~3*YuBmj{B9uSF^8$Ch zOvMj|aWY65y@We(QSJu*_?C?gKhBx*HAsF3r_Q|)eDzCA zvKJgM)4^_h-8iuVrjiw0E8+~=w;j7HiK;^V&AzeH$n$EvOi?}~T!JcrBTPYPLSmG^ zB9xRp_SNqtL4v5e4T69f=b<-8S-DB(af7Pde9se0+87yAV~CZNZd>49*Cl>nND`kl`3(H7SW=UjdVqJr>6=IpVuGbZl(%Lr zBV0Te@Ijnw9m|V%$qCPsls&SwPmNn~z*BcEf$}b^a-ul)tn1(x1zii5*c;VdpGbk3 z-)sV`>M?{QV|gGD&U^m8m@2eBNtav7ah|x7>RCL75c%krQZff*4ubGw_4|SQtimBN zw4dXe3X9V&hF1fp?_G9f!s!LRM(9h3=cW6rvN^`qPmEFlH}%j4Qb1CN-AlAqu)BP+ zITX%wS@~Rti+M_43($0uDkMgKUSUBeo$z=MYQgVQxc_zus`~IskJn&U_Pda-5|`2? z-4tzFOkAWB_?C%ARERU@Jt%xtXf~e79s@UQI-An^OTZ8v@el+2U@pp6|04~H(ny5` zDJZQu%I%hC2$m?PeHx}!4K8T4s!rxLMhwND;ws!CKV31vZGH>8hpz5rP{X>(lZ2t_ zFk))g@WXehe>Gll@x6Y6D~r8ZB`&L@9Ic*^rHI16pi|Mud@<*$*=Tn2hJoj5mdMwk z3)85numwL9RX~HM&?xdMcFs`IM82|MWwj>0WBU!7&c{o~qJ*gqcXv8K%3>cOKZS0g z?kYgHGa@xCQf8tkeNn{NBrw z@pHI}41R+n z?RR6ci+*vrFja!DR3q?C3Huie^UO&upHI2Sjzr%8f;3Ith40ef`|IErRh6x71U?Y= zAd1kI4oBLM>hnLTbqFH6jqMVuebxVTT;Z@Y*5*1`iG;uUfGyk8iv^w z;^8fS+eT$N8Lbeo`V=Ee+LehbMdMye^PtB?y<{gm^8$yhOM&p&$lOY?PRb*$LXO?Q22yPQk!NpO4! zE$*|6R37ZoX}?ab$Q*-CeeuHGWHfM$5k17rOw+1?S^4T#bPaakB6xo~lpv)mNuzk( z7UbXx*GkB^UCqAgKD^o;_`7lJ-RbnutldXTD>G_+*)p2-%S<#a(kif1Ftib--ugLoGH(xDLor| z{vn4XZkN0UIR*ufwEvF#?PtzsZX``_^qOqB6+@XO11SXG=6PW!h6;fetO$OBuLhuB!fxEIw&7_4Qt3z*kUuH zv6BdYrS!6z1IK|-gMn|xUKgnNOSf7pd*WcSPmyoC#Ugpg<^?17a_Re#`&oTpcrXPllJZyIKd8HJE7yzT|=WxRV$B=F6`8Gf*39VD6gT@ zrxiGs*p=%wk@@wG<)AU|iY^$;DQGN@)u6K-*W*h9xRL(5^9?Q?Y)5IbA>PDAuk5bgyI4IMtd>TG!jKf)1G21BLn zG|wBSxQ;FkzamfUEbS3AGhgcWqvR5)+(hK(J?KZAO$L4>g7BSr7@k!-Q)b+GXhNBL zyR#a(b9#X0X=eXrdO29d5SytYtE%DP20^7^ufN;lX9C)s8=0{m5wM0vfmC4qyOm@w zD;j!}S`})OoRcAC3Nn0oCX5c|T6hC^YKDjs#=pFq5tjDIeNN~T?OAVsAZK)^J7*jI z8??yRBs)u$_k0byZDgWDRxLYd7L(Z<%;ToII>A&#LNp-*#3zwzS`E4-AkyM&JW*8q z!CHsKdm^l=mo2HNty9>u3#~q5aN>EPGzABFA`*SXuYjwj=jSVui5j%HT8*(0@yP9U zToD{Bu_a77a#E-w;O;HvMTSK9>_sNze5z8b8`wQ`xHWv_45#;|p@tnXD`N(C^96PQN za1`*>=O=E*%3IlIfQB)H*l#k;RMq_idhX6Wo56JP-}#!|>zQmRl=WvbH}=&@1+nj; zK5}&4b{82oiJVsC{~Dhm&1`0JSK~;?75Wv&&r)+?($zr77OapFS!-$hd!8D2Ac%^R zI%Y}m>(he5uU-%4YmbmX-CR_z!>!`7RueNk*=%l#Z+C0kZvq@G7M8Pn!&|Hz1f6ZH z_~trE0%Vflgi+dCrP2(jC|mAdOwslxYxyK9kIu*m)*Xj^g714*!61teGsun=*CK`( z&<<~^9gbCd+m7iKWfg+R94#0)e*Y^v)SJ}aOl9(!&ryy5-}EqGM>c|ntefie`|mw- zP^kFnG_=*jSzHz05xT@zy)2Ayxm?g~790x5H{Y0AFv>~9Q)AC8^RefUxZY0P`xAf&i+`5I{BS}D%cvWd|8oS^3}zd z0DE{bTo^uX2{KRxd<4VAd^~*^Yq8BMv*BYzS2TsWD%>|ZBzgPlwo8R<*%1iCi6Pj4 zWjQ{gc&pHgy8JfQ)strwUiCJitNXopUII)eBB%YU(%ftAAUQ!=++H_%mJ>T?U7zW$ zscq5=BVae70(P75=sPKU0=(SZb#pYw1OY0K;IofK)btyNV&=z^-A#mT-K$3pnxas( zUq#lgSM!RayW^m>GEWPFz9k44+WN6aaSkjae{nYPH*fWmj;-?86F(5Xo+lQ=P>V=^ z_eNH-R!IC~J%)|wq;J~!>kIR<%?j~}iKDDC&1-dsM`C{}KXTT^b-!gLiQxcU0 zMW9)R9tznFjky6F`%j^I(z0crz`{0B- zPmVloTSbe}C4ZIypOx;!$2AUMYk|(i&cv1l0Z#en^C^$!(`HF@XZgjS5hz%&O3Yst zORf9sRE%PDX6jIBDnj?>FXKF4gHRUKhQ0TJ_NKO~6XeNdT;1A%ew4dPd6Yj78|}pJ zM*AY*1Ada_MGj2WSEsn-CWD3>c=$n&EV4Aa0y!C=dXP5nyJ-A|+bN$tm>`ked6Y%c9Qe+n>6MJyLyHe>qq;BS4p zPavn7;7g@-`p{BX7;CL0q_G9z>bkMGV3AD0cEKif6r6zbU<$eF-D;W0AC}pLBsliH zB?D_JUxIxLWZuGysGn}(B^;{Aq>{jsHs<*1c*CqV{8;c_vX$_yYrRG)hw+pyehsy| z;=bJIp2k~;(r&0!&eLaG61Gr?TiiU8{7hcW1efp1p>u4Ci>YPO4Lb8ug9*40q83Ib z%Aun2;)ZzidL1eBZOyT#^?tlhmPJ|U^sZ~FbC4a%+_t5~tg}UZW%C{hsu~lnZPvN^ z3hB>lLQG*7Q5MRI$aqceK*lEMu628JDSX|m*3`mUg&1G1^eDa;AeXbCFO-!d>4m1z zYS#l(B+6$D6j^}cXN^Y-5rCg0$kVMPB$Y`}tmxvJZ$p5_SXy8DUxPqgDK3TI1YN=f zN3i9Wzuj^Sp!w_8{aWGa$i5S!S0bDJ@yf@Q1zPJy5fufeUPJdy0frVVB~70?`4G_; ziNb1EJck5y#tjE)(^Y8|QXU3#FD&#);SoNR&;ITN+NBQn!U&Q+A_Qj$TZQ*f-(iWq zGn!GV)yA#{0a}d5jGc=;TBwf*^I4{EUgL1WxdAV@n|Z+?ruw zf^QH`s5Gv&5U8!-Bt={^)C1N1#|3;C7{je@gCZD(B8qCFFA_{NLj9Yu+ z!(%NfP>~eubNn3!>svO{_ib*+Ru}MeOzRhIX!W;mSgLZ#^6jw$4{DJ#gwsxzJhYn> zoRrdMDf3HT1n{HD5^0bB)=6z|fb~C4Z<>!>HosjVU7J8&5-j)xlCcy`o{toyLU{AK z5M{%7m37&2{mNkcO0iC@k-Z%mM3n-gwnLvJ^RXWa&&uMQ@HzhhJwK_?aO(Km8UYCx z%RY~H;`tTZ-8WS`Ft9*t=Qq+0t&4jG6L5Gu744+7#TwIVuih6~P-q^k8Tz?eJC92& zq?%>DkSD$D|E1G;Ut0hhhW4znHhssl=AAr7N%a}h*0Y55!fGRm7kt~s`t{}lKO(*M z1^DS|vxb+e;XH9`hqjAwzt31oHNJdH4dt(Me!Gfx;huY4>SMpBzv5Ak5rc6Np$;RlksY!M5JxK*0(&ydDqQ({K6EKoNx(5^ zftkiF6mG2oK2@diV-NRQC>5m?v5#iEf2hdq`bF{L(}k)MKy*W`U;}H~Y!X39l6I*w zho>*3aw0&7x7|snoqR^qVzzMZfcyh|v_`AI&+Jdu?M?61^?eDQTGFOA-knNHw#lSw zjC!T>>i)3MC5hfhuWW&;^Dd`C2NA>__ZeLNO7$7YS zWAuz7wx<4Rd8I=#CNEl6nloBeM;+SHrW|wzGrNzjYw#S2A#j(Lt>&{wNc(IVT~auA zM;+zIUYT?(<`|Cm)E(QYDA6dW77;WOhDKVVpDK`uG=E%b8!H1C2#y4FCN-1hUX@xU z!Hi=S!Pm^XOR7=N*A3K=7TLZ2C4yg05%SzZl-=Nx+!}ez-OF(7nGWos80-ul@;O`@a<_f3#>`-EKQBA7lm6&8fPr z&+tbZGfi?EK2z&3ZD1wV?nOo5yiTV?4muEIOpO}xjBVw%u7ww!F%zCyuk38xb7+rH z7M@|~7D|Z8;e|1o>d-2uPv4Fq!c!0TUG5X-f2Ec|TvE}A^xM2UZ?bO7!$Sn_gg;YO zp>J0hwwU_@E2h-mRR^K4_x$>m7)9Z#xM|m^w8IoGe7m+(^TJJP!Cebs0sNqm-{7c2 zvS+e%SN+#FCoPLt*xh>SKy@X09c_*g#8zpvl3_HJ)Kk9|gq9UYa4*JYP}Q`fcpr9h z8n31nXV+p#3L?gYcv{49_fXJSgzd9S22pUI`z~#Gzx$912oXvmB4}SX&rAWqNp&@m9jx~~>$mn6 zL3uf?ig^seNaE=R{=?QLDbHw9S%Mj{Lyz))s_nMGk#*MVAHIvq`mtHyQT;xQve=aw*3tm{oBXd|lk9}6d5^5VSaB?9dMUgCpF?(DPO`7;OdPv84tbdAziYuYOf?O!S9 z_;I5qlnfdX2uCqh;mP=BM&06|gBwLT!D#2oxIf>8^1oFlAe4bA2}2mwRa8x+bILGD zSV3^c7ay8|O<<3i6o5w?!3i9mej8)7S`Cx(jRg%5Jm7fR$%xEFqr?|pX1m%rc}bg! zhJaS)0i;$m@h2$|Jm+XO-FP1%h((qzg z#m%WN5_Pw*;e_1GELBmN*bfCc^w+9 zvBL2M?5~C#+lw}huG-1|3pi%V5_5qaskTH~q2SVI*^KHX2@;!*om4do-FnTs*Hk0h z#+Z!6H#h9XElbIGXI!~yzmz}$X}-GlrR^K~jL&q5V%<53iDZDyO+fBn?7YG1XQ@XK zL4$!!rzEHx-(iE%(@aJKbaiI?g60fz#RU*AY@K4&PyDtuNT)=mM@s2fC&^j+yNdIM z`jYnxF`boc(wHJ@T)c7-h5YQ{!8co>$Vueqp+Nq@TnoT+EGeG6tIHSg;wNF6-fAsd zZNEX%StraIww|j(kc=KUr?!ZGbvy2|yI#ip zl`BWBs#C9EGm%MDQ2NIO-N-w^1eaUaq_>JKOEa3bvu?k2Jfi!gY!@deQEg6KISyW( zYQS4tTijY9b<%8&UE^B{*%^GG3AtxXbW2~T(j&0|L5Yp~F%T;>oX%z13#^LicfVCQ zNiIky4hrPfy4nOlxAK=sf?;`vhzqHuzvi)-Y_+{pL{Cfol5YuCm`_giZ`7x2U79ZW zw9M9ixp%&DC}oV1b=3P6MMI94zj0~i>I6!*ZtU&vb0490eif9mdoGHWlED~ll9)5U z{ug9vT#4-E-HxWea}}Wp5*=sU*QHIQ-NkM*!M0Ktr))j&z{$z(t$*oy$y7MAY@W@@446_a9H>R>?<4e2YtRR#m{es5h=z&}; zQ>*rf_SSd3k;KiTjrcnuk{gE_dt>Cd8h7Wv%wFFn>B9wYU=Frm^xVE1jLNtBJb52E z(uN9i%b={^kAoocKBGcZb)>XT{I|g_4N7i=P&CKhHP(k3XugzP3Dcy%&=skBx@{yP*i5`WznFJDLF*!L$IGh1EB?S7={^@-co zfhPSxdLe&3Vd^3@O$i=+zyOf}!eh@4+!EFmtf_eSj{cJn6B-Kax5v5sntqaR}K3(p7Cq? zhAo~k9+5YW--gfO-|R|+ydMEP*Ua*)X5#5FW06-x$@w7-qXH0AcBRcTV5;ZFtRd_| zGLIVzJ<)rOd^_1-voo}%BQ^Q0{rUGItRS0jXv~59A$OlWvvL~44a5Vd-JnRkQ)7L- z=nKE%bSAmE;m0s8lGlnUGuBvO6Dylcb}jmjy!BWPN`*l)MGEU`Rz(i)5wlJ>3iDIy z*!kL$nF@eY!A;bDZW(<|M2i@w`1PpUX5@0H{X;3?0+ywicxFZG>^RBYfDDTbvk5H+ z#of1k%boU};cxDl8hzQ)0)47>$J&Tya;KDPPOqE6saxm&4-`P_zcfknPb%1c?>Hej z#^9EqD1gZ9X3d~U20MBhlPA1svvKv& zA@jgFOV^BRD(>F~h&uD=mh3Oe?7aC7qe}XaTEgP}+Aj0z9#D5fUj1x(hJz^VWQTwj zui^vai?As!OHYzE@#_Ie?%vILIgl2FQREHLFY6uTq(=WKZORsc4q8|dZJnTBU*XI# zy5Hk={y@&&_rnvz?`|&4zp<6Z4{D&_x^$5AdZ0hM8@&N@$ zq9y0Fwfhh$!Efk_PE1XX2Cm%bqr6sO%(PsZOhbejlq=s))VL_wnMJjpi>6bJJhdLQ zzkj1)C$Qs7dt$%>K+ML!pvwI#n{Ab=>rP}A4D`!!Qz4n&<~-Iq(xn}BgJzYcpzgOA4_&CVI~IY zj=2@5s{okUtrK2-bNl}Onrb5kMBjCt$IA)^9b?gSZonZ6=KF;UHR5jCBhrY?J*{OD z@J;j2Esd*>?etJ?yHts=i0Y&2nJfq+jErGEHVo@H3r6-NunTTgZAPD==N=Bo)}x~< z@1W?*XIYjVP4S<%iRrT8Qg(_{HO*O2nM^5@8w&CpuD_@9NL zWQ#az@Q8Ch+FSzBW*t^5=w)3*;xl+@ZNN7lU|nAch+(n#Q^L6FZ8wk!>@QDp0I|TEFD;+)Hu-fdfPV3}iMOc*%D+^Gz4_27#JnBp`>E^6n1{k{f(4g<*zk%e0klAy1+K1T;D(Y|1D4G-*+s_WoZ6 ziD%xYG1oGZzJ`^hTZM1HNA&|N<(UAoJUpL(EPks!m<-mlkoe2EkN~QJ8~?pA%l>5& z;Y?;N=f+w$pWFKWMh1WQCwlgJ883_88J+)UNOu?>R7;RKhO3Q3Xo{gnqUVH*a0VRz ziZ_82%nr-}7b^po`o!mDA}FEM!Rammze_&@H&qA#u#Rj)AbbgGbc%`m#XI zvuequ6X#r^@3MleobiK!5$gC<=62$zLpGBZ9}>W&)Pw&C=0pz)$!W%Ej}|N0yCxHI zQ*cD8NTKNZMGnF>wb@{E>Q|GLM~@bF-{ua0;)Trxr#1Iy*9Tj`87@AH-OtGnrQm3Xq9C<=&a2-gvUBKh2uc z=Ci8|><*@5>YEt#h!2e(9Yx}m!L?`LFp=0DUhzqoZ`O&vU^)o(`fZ+{R04t@>u+G& z=O`54hIYCk)=ySK>vhZpCK%4n;Vh66o*i_Uf^bb(Tj1QQ{lRE3j$F)areL(KQ2-!p z5VhzY$c=l_^Ak*%-8g@qL3vJuKDjIrbX3_EgeRP>W^AXXbB32ufjaV(%f>Dmlt4{# zyc5-_*Yli$<{8=#tKAv;3!e<|%SkDdTmsK{1x<-g-#~2=pZJU)@_skOdpDLP%%u+Bjq^~o9ohz&{v!ffTtM)0?R__)NF=|}OQRC^iGLj|ug#!i!$%I4q z-6^|89V4mKF3te`go&?@*Th;|I;|=$@4Qutf@A@?OHb8ancql?n!(O8pb9GMGEvFH zU?05T1YD04b(q0DO~Q&}wf>$v7lJqs$?(r9Dybs{N zk%hQdo3q$^DdQxUq5<3^TYmA`MsLyHwzr}Q-url+DJM@(I*}nTzUpIKUkx?Tx?AY| zm||jQqB=~XMl5OaKLK>9@xQTjwH0Eu*{xO|46#+hdTC35?jW4TZ+11Iw~U2$XVmS^0E2rQ)RdgUimAFF7M|}#68rAP_dLJghbj3fFB`^ovM&IjyrGtPk8EI6O@z*M`&-c@QlNJKGZqX1 zI2mBd0{cH(xv38{^`DXn^sNoWJU=lfFCKZ6k(r>*r%E`|6MMMkio_BP(Q^TYPa_{QqlAS{oMg?E+ z_-=hH-CnB@uy>%6YB~eDFoxZXIPg&0aQJT<@dr%~krp7Kd<}zkrgxObj-h+58=1P2$>Kbx3!R%%i@?&ya(n2tkGudj)%tD*zxmnMt5^Z z{QS2WNrqp6%bhMRKkWQvdhyEnc<41URd>NpMSPLZGuc)fteY zoBzVCqwNti^m$&|VQg7B$FStdIyE@H22v}@yI#SB9l{Zoa%XDL3oIrbwPu4m@1@yb0)Z0aATOnpY))$zF`Ait8 zG6NtRgi5N{4IP?eHB7uuqo~>0RPndMb==^lYnRmovpHEd1MgI4{iN{p{~}W6yz+a4 z&w=*xu+5LgSlI{Q%zPmFKbo!WoC6MY>zNSv`A`xtHoR?@+QJc)R4Z6jpl!x}^ zfqttW^_8(7JUn<+Xonb_I@I%GGqiXPbo#letFw(9{fg`!w{u=v=U0Bw2ktNuokk8C z8!vY>-9FIEXw|nD-x@wrr)ttG_yxdqHF=9z+@zx5Ga>c6^xjjJ)0c+lAnLs`t`XtC zTVBAy-M~JrGa74{sIM2ADQp@Pi+eO7g7a&lIYi_Sf$trPoi_;-7l_hjjyiD9I67AY z;zqgH%0xNJOaYEzYRpWPmw2uZ!_yW4eO9gc`HN__?xh4fL^R+9D{uD!cL2U!jw&C6 zgPe3JrI!Jz;9uiQj+>a-S#3;jR#v1N&y;>>DR!h5!#b#KOwIoyi#p-N^Q5Pt&)v}OTMC-;$XV4&xoZH zJdo6+C6|cAKU{-ZC~$C@#cq*V_0a5mGzvYQj-C#A7cEsMkeS+&sgOVS8|USL-4`QwqG#Rd5vBHa=zD<)MKQ1 z1~KDcs%^R+>WX0Pm1dS!M(-tY5}8h}p0vs8d{ANF+p%s@&p5rPsr}F^NEl`}JKL(M zNeTeYCjO$2n8);N`l6aMrXHZk>p=rN3-G>=u8q`yI~XrRlT3xDp|Y<%HOO_8b#mJp!Od1)=gMm!`wl z@7}7!GuOaG%!+#a3LH3}s=rHhE)M|mv?=d~YoAhu-`uBn&U5rp+0TW0t;M_BlE(xr zf=d$UJVO3Y0yQ(LP^m%1n&${ykxK{%kVMsKCI3dEoz*KM3%$tPOG zt0I13`_?C|`fkP2hqd}nvXbJq3arBaCK4tLmg@#276wj;pahu#|EkjO;=y#$w?WQu zq)-QY3kIjT_~3^9&XAYm-zR(gSAZXyBYPWD69vFAH#6Qb5xA7_{?Ib?TGHCJ2qPkB#cF1EJ7td>S3q9GTx@971Qq1ZSx za%|4-O=#nLed&e?)=S`b%D%lLe^JYxz}7o1sg%;my8Kbnk1AoGs)yE%cRUmuR}(~?@>HSizeskaZ` zI~ggs97oadY~DRHknp|{d(R9VXy`h70W|(WOPMsVu0SCgI0bebQNkhlcnSIcLWKjXM z57mx}MedY~_n`#oI%NJ9RiVMRe#CX9*%o)b8RA`Me=-7s1r0$;2yo#&`fpVIl2{`F zxopEvz06WKPlp0W1=T#pOJv4}WZU9KNZ(4ynyZ(H}^7b7wVJ~078<@mid zU5!g{kw0t#FIoAF$jf(Vq32-&#^oNIQgfz|X2809(64*|VQ+#1VGhrlC; zCY(+%Z0;I;K!MtZw=D4vTdi|KWV59yj&noF9#g)fb#=oJgSXydI)uRLnCOUlS%Qf1 zU|j2T0`fP1u3W68(I0l>YVQYfED#=K*4jb%f5m5-uJh|CjEa!Rg_0zeWSP=lqWGMv zi|S*iYO%|JCT!SO;S+(>abFjwrES2Jm<1Y#{}T=4bBy!-w0nQNC}lYpr>PcOka-RV zbO)Gj3p&e551Y`01DpG4vm!h6ln0hdQC22Ao41Lz~125jni2nhSa(KiWG#o-*6^9-NI@&f$zxAl)=V{h=d-!}LJWlg38FadB^iuCBF`!nXeaIZl zrevCH+^=9jBasO0qc3Tl${A({_MONj#2bq`j2s@82x9P@VfSu6NTN$F#3 zTXl1(sE?iNNdSG%gj44Z)&R(IYbxGZ!nf_B$<7?0`e8D>!>82u}2hB2Z~Zc&nPoy)Io^o)4f*1vv{lYS%C| zr8HVht9ReU=hXJ~`E0@W7GZ8v&Za9~n)ZW2Rx7~g2d~=sa zjHEthY*)5kKQU8h!aY=2v_cTgt0Et}4uLGWhg4x2jHT}+GZCD9eAl@M3I^#*YmI2) zfLT>jH(r0(u7_`NR|aq6#W4tfZ;kl{soN zl+dCXmWLI&;4c&yDLi5JTm_Pv%zhuBC;$7ceYTRrNtb_T@3TXjVrmTXs49ioJzW*Z z3(!khj&V?4mR7N|Cvv-K4^)WE1kmI(tR-q-QD#=l!a~=#2b20Xmr@J+simkk9jmjDy&ZeIuFbJ5ZW(r}e@1(N6iY=vI7r?a+R zyz?yQU9MA}Z=L$taf@JNb75t)%9bu59GFKjb?AO|z#(%cREvEkY}ei0nD}Rs)6qdA zcCaO6EQ2%j)_tIdg4g0;hS8C5%y96>pgen+ntXCtzgLKgOVW%Co70l#lQ))ie1SLM z2ETXbXdtN%Qc*n`A>0N#jzTjOAg7<6%~`rsZ{}COA^(*l$Y4565;*z*8kO6 z7j~hZAyM^`Fd6p5GW|6{2wromb_mw$G=&U$8Myv=N}z$&2VFAQlagc>Qj{wc1hL4O zIt$n?Y7^(23m{_`^CbhWQbJ)ho4+}apKvJQN^Y8)5tEHL zh9Q_?sZ~6H0Aa3rkXm907Ukjd7VVLT4)u>QPVUnNG`H(Ux0C~J;%NV=g2A)auR=nq zE^okQw|yj}w?iu*(GY!$Z%fwZIkqQJZJvW+`GpZDJ1cdNmPMQhiLO1N$Bvk**Za!$ zeZFk3E-mZ47))t#3ubr~f;<~k>}dKL(X{mP(Z-43+7j4QzbLfMIIjJi{4UXtLyR7! zH&DdX6mj?YZrc;p^(CANlV8w`i%0?BMVZ}c4MqjiH!0TEnb#%TMhJV8UQ67JRuvtv z1*Q0kb(ZL~M*svOc1u)HvkxJjvpX4Q|Kce=!~^n`obxGkS|_E@Ru5qFhnRk!X>OW5 zDnpa6_N627$1(?jW^w1Sj4Or+&^8iJzN?@6nX;Y6?jEOUj(a_OI_b3qc?D$HzQ@6( zv{pDrlkUNF3{2!31FLsy8r@gW+AT2&jpdrb;#Diyhb~=vU3QnH$(FMwmNI&3!GF&_ zGh&okoZ)ZDhX?CPQJjp&hy0lqIRE)z&|z1lvP47WCxDbcS*dPUnH{ID>dxSEYcoAx zpwm}F&z#;CKM|)^b;^jvp+Qe9vOW0oM15D!{Fg+%%LTxq*-+|8R3t_n>jZvt`r;6c z+7-7ardgHtxx0&(P;_K#6VBbPLj53b3S2X+&>;Rf$`(ijb7K3yPCiQ_8$G>-VE%x zw0KQ&x2;V)-nU-u0!ikbywGMjk6DKVdd{GXJ@Vv`n3pPrcHsn5Su>1wkFfkhkn2_k z;Z%#@UE$l!wDR}7Oa_G99gH$d4K&{&$`=r9zX|9}mdEG4Y7@mGVEPt#WyQ29#`cK| z>~7Sj>41IcQ)AyAi0wS^$uHm7R+15*yGTwK(DH*FKV)i)zrdwKYZv+fjzBK@p^yl+ zo%<{GaCS!0~9a-L5co5f36>+*a2C^?g`&} z#au9sPhOyHa5UhBhiA|A=lN3CGZ>Gk{eTr8+1hjpY0#D z?j~ew?LrAwAa+DGpVUV!aIr4t&k{tbR~sx zo9@95h^kR|HSes6N|0chmoD=5Q_Ksx&_dNG@{RlWQMi=a^HMQUPGcs=-y`67IcLgI z)w1@U6Yi*p~?z|D@=`vCgZ z9d08IFq+00lR+TIwu=XOYNCqAy0MiOzfvzIDm0Faly!)lneyt!K*4WVJZ#!=9*lFG zll&SB(f-lJi&wmQjv?4niCdV3l9L%9p9QwgaDjjf`)u^Kl9J6nPPoUaYy=T6pwjl) z=GuZ(WY5M@v=IiFh-QC1BgH1030MmJcKn&S7SM85Pk=n!wv09AXt7f~ihVo}#u*+T z5GT;_F3vOYw;rR%$A?szllIlZYP<$Pq`i9z_l}9MP*K+$P$!}{*!)Uq+9oz{=36jzSc=W`$c57hFbD)<-gM|u- zP3OkLyxvjcwhRP&umqh};B6ZLjm$!EiE17wtTBO3lIYap12$-aglzhuIs=HWi0f7~ zVrHS!JU)67<6Hc)Aa_~cH@rbR&{75m!d|J&u*>p4-LF`OL9%d$Y9J(gNzOqDzse@@ z@1Xlb;~CQ9Wxzhl_gKL%Xmcp{FqM{03A5`$)rq^sQ zBjhITpN9^R6q#-A6l3acVMlI(kgd1uVpQbaEc;&`TXtcA&XLS%S-`1Uwrahjt@=YBr7{(jK?tCbJZp6{dKGN$5TWg>ye zRkxTv1onnc3_i`S7yZg83q>roa`&ihW$x8_4$?ZHc z0U5b1c1?WW`KRove?;3hz!Y0O&Y@y6WUj$(6qK;9@hdY}6UcjWMlHnElxU$cB5oX| zmthd-Y?ZD9uLdi!ZM1=5$pWX-Nazj?1Q}wXsuz#7rX^x?eN)Gu0unMoi z1myd`C}c2Qd1FN@;vuhrui}m?J`sJTFw?JtWd)*d15^2y8Yn;ozJ6awgiID)lm_&FC9L@Q|rx<@L z$37+Z%?|R4h%x@LSv;8Vm^XtIp0muhrH?y;0U>J2G6oj@<6WmzjL^qN#fc#E<=4xq z4P@EIB};P61cHao+QfJQ&lT7qVa1Yeu|MQ0CN+%LEu5)1>oQ6duY-y1X$s(*z2#f=rfDAI2I#=0S=w+hbB~WPJ;O za5HA30_s!WG{6$vj-+enArsmA&xnxdOpuk_1nMpNu$biUn~DLj{QVz0ohWe+qEt1! z>}2k7--W9N45j@ok49dN9m_mE4EtU6*ZHCIBVn&1a2vop8PhFBT7Q(OWjnt7xwc6z zV!)3o4DVxOaF19U;zAXqLeFog_LRsR5OdjkvQL6H4 zN+bm71eMy*6%fX6Bmrv|68q+?JUGP=q6Doi8p|e#HJ~aQwOWf6(~867D@9!UHi#*DqlWjdTz1Z0TeM3k5$`5w$5pXz)U~i@>;r z_G3D!Jm(GFCs-yq%EGwaDmSdME#}1YmO($=c_sm#)VeB1;RH=&D{e-!FJA@=kp%`y09-I31!q- z9AaN76xZ$mGI}M2NLBHXC&TTyuWRQmxaFe_#`m=oXc9$M%LHxlAl@6UD)8A0Yng_M zJH2i9uw(qes^UP#6H+|Z{9>QrZ_Bpt0B;1Db})+}DGkru{2Ojt_wZgu@r z(#As{BRvaD4#8`j#tKeX$meDbOj!u;`!BHKSh)2V0h&t+hIDyabEj)gbpCg(oCdXK zU081*y}mN;UOz8!LOZJbsGugkU#JiN{n5zVulfWyeeSlSjVZ-I(8`9RP2Cgl3&$qv zv!5=ng0c6eQK)dW=yC{(WXy8fKYPRx0v0|E32JX?!&GF^FLBZ5X}sqS zP>+Q^Ti4`$bVZ_J5a<*;YXuvApz|j3NQ2s1h>+u@@17z7O*cE}b=neIyqX2+=$K9y zuMhH2xt&NGRy49JN)}G50{*PU3kWvl%p)M+?DcwKT`hgkh%LAiKy!OZa)%9j9xy$kTA5?#J$ZwL~os`|#+uRN;HWepxM?gEuINHjq>cK~@k>+)oSqTnyNONpmmdh)voBA4WYbanD!mX+Yu05LafNT}m%lpcG_GnovE3 zTVxtuv(okR%g2d+B7$~vs=5DpTRsn|$gdzwYTuVTcyBjwZ_Sd?C@ThpcLRb1l-pQ7 zk=kSD&=;^B)NA3^#x4yCDxy$`t^hkI zkyFC`bT7<)vJufKbtq?EMeWNb5#ak}Lf1Lcs1gKFF9sY)d;o(cWo0<}A4tD8fp`(;2J0)Gcpfwc_L!f}gVVI-prG6uk^PRWSLo z|4Cu4+Cy6xW|ycp8^UeI52h`zq>errL)2A2`}bek^%v%$1PmXyAZmcO3U2n1q$9s5 z7u&TyIy18+OfuxVctHsSQS?f7plhn-Q+O^-gS8rYMvbq6GZ9-0w!kvI51lxN{R<(t z>9_Gbhqf}-+JSwW`Unta5s`X;e|1d55OUT*b)Alp4MA=1Ad+5oxh;XIo+5EhVfBMf zG!!1!ay-9(5^%j>v~0EMfW`nx_K0<2{s;)>Qjj)Q9A<>W1{h% z;rsNyXk^Empn69dwcW`j;!~H%Y-C!aVuRtkXy|Z@9q1v^uBPSM9cycuW(IC6@be5} ztyU+_ctSP5YGaq=mJ$Tfi0SmO8t~H8weZQ4^aqeS36_HAWYvk z;Xox`kub6r4hxG7IZeCeHDyGmZCoxyjA14PF@LYQ#Yci9yLU#60d``dJJPJaWK15u z0WhsWz8hhbO-BDfdwtDTm_|zDHxl=0M}}0yhzbm=^_ja&Qfy4j!cqGJZ{nI?Zvhhz zCb7X*07DR$7O~XZP5O$^pK6wLBZ@L_TVFfZoyS6oA`)D($M?$*7=~L=*K0PT{S$L8 zPXd9L@@L23>xh(?Y71m)Xm|Bb+@EYDCsIb*Iv*4??=oK;xBUbU%1(N3nmMF$PDsVj zpe&4Ba?438YGGNW_IIuDZ+?(UKns-<^yc2Sp|p-pr75 z2TiDSrXB_|bj_n8+1ml^1|M z(-XtneBTMx@45tky@-sgv$&KbpMfCF`&I)l0qdx6$Cgz)jfew5n5b^KQ9k#hK?xZF z85I=B-*fMA2yxp&`ZqeqDH%!#y+~o^Pfc}`Dp)vWY7@kMOiMFvLP!-fsH~+sZ`f{Y zuc16e&D_GT>!SWfI>`S_(D)z@yyTMnZEnol^|T4cjFmU^BX_d#{k(aCky(<8^-C=~ zj3A!pl;C5V3tfO>ygq*~{RExV$Ed!m;<3u`41sg}vzh~4;a$JC58z7(9z)gpR0A$W zu)+&9ex#jTk1LMEbR7Lr_$l#A<4#;YfK_q<)?%ne-l9)mO&Z;y(5Js)I}7!~UR{OF zxA}O!1;Qf}icA0YK=J%XAZh{!vAV-=L9rF8`wiHu$tvMxI(8f(7nE=+AB5XulK#p@qtMr0s8nQIU&TV!&kXPk>)F7UvQir@F!ro}e^zyHIGe@(p#b@j zRtJ4#^-MaarDNC?S!qiN(im99LFPrs^TDD_zEJj@kXyz(J+t@ISQS*mc&SZ5!KO`P z)ezAYRlhM2OJf&l3JxQJ5Pntk!C!$196T|W>Df#UhqseP7t^G6i*+!KQGp>T<{h() z95XsF>@uwNa<{qZg^ow9Z3UH6T&Y=Io}V+=L<%Q&4tG#1(k5rekDF|Ta@daHOpZSS z15ekx0J#;RmOH6BcP`2jp5!OE$ZkadWP<3!q04xR%~Un^5YS@5#B!e|?Vnqh8flx* z>xk68KxpJG_VQ+?1=VcodISY<+c2Pw>xGgaIS@%xR)Q*;9l`c4<71{KFWU>ZKcg;V z-q>YPXtwXk0rAm<_$kRhcVD_6zM8O=R1pk&=RjLPJ!mUmCp2LZZ6g~8Z1^7G${OPF z5EBZ$P9+?GsYiu-U+CR8zBm(m-Rfp3`==x@W3dqhH}=NQ`L5pCYfC)?4u;X8OHW;n z3?Ep{gg~eG$TPj+q{+QxrgO^N7 z7Py3ugkH608Vim?hNQL*UW8Y*#xpB``~0IF$5_xUt#YJPV%yjq(x{gsZIkt50K9y^ z6i4Mv@Fst#LHeuL8VatQh)Q)Z8>$YI-*%|JCzzORZe?nJd$>p01v^+KL92BRmua^u zw=qIPR1giR@>q2WE(FE75lBpJAVobc3HQqZ)&=pky7~7KU;mxH;MWf{0&XiB&F(XR zG^qoCAe5LJbAERi)%DzL>|Jt1dJ*%XDwaxn3azQdkQ4{!8-75VW)7kGuiOfm_4Bk| zIOe&>`^^h>^C_ZLvkcm6W_pi)OI$PS(33 z_>k4(EKk=6nowq8dEE8c4V!zP+Qk(ABvXD}Bupq`Q4Y~nPL2U6}a^Bbw1+biW< zZKFsYew(LoJ*zR+3VmFP-T%;3wfZ9|Jn12%>-7%V=p!#A0^A5*{w(2V0-$gCwW&u_ zk2kzL=KmF)v0LU=`v{;nh9VfgqM>Z8ylgCNGm-lM`Lx8i^%U>v|PqU>2z zlv0tSNg=CRWF(`emj5mAnLipO$*zwx@$O2MmYsO0sQ9@3V#1@zO`G zcab$G`_L=HR;L!LSjau0h2vV;4$5l_TXz#w`&h&;`Nr)OSw15s_j%J-gZR`f&&C9Id)v9bi7Lc~PMh}iRpnYjNP*Wgk zWy6<8%|Ew;<8~dSwwgKC#Wu!0enhe%$L$?@mgpeBILa9kO6*x22g};SeY@YY0fSZ^ zTnvQUbxNDbu@8&Q|4bF`P3KtM+m~NJgGGAoJ#<-*aA6yl9t4=hmgVjN!;s6*GbVxI z-dG~SL)UbSr0y&*R-w6ITU|&sJ7N^r9Y}#*4fpIcGEKFwQ)7#@3&|qkr@35=tPX3l ziOp=qKoZLBXItf*Dxe(oo`GQ+fm&jR8PNO?aX^>BLLZX-LVNWbV`Nt$3CE1=qD{;f zMZ)|AB#iOw5X6RasJ-qzGl?RpPc`2*Ft(;>5Bo+;{X5@lSJ4pvJpJqUtRyS6qB``u zBp<4$Ccqb)yfJ^?34c((4M7I(l;I( z8tkEYiZ`QkWqQ3B-|QRDy&I~bCGFU_Tu(iVV;|HbO*~%I6WF3~hdG+nDFvUj^v7a| z0ZXE&h=O#Eoz3J%a3qLFL*A}kWTR|s=jYcJFGD)Q92lPLIHh5rv(*;M{Ula+00r_&=PLp`MTFEOluu z`)zT5z31z%0em4C$GFc1(Um47V>JH~=a+Q)Y1}o~aINFiWO2SgfuiGRBgVqAN}M-d z>kC?XmT5(N;k-i87PBD*ue*+PyVcHyWq;)++%s4=Y~Q^OUaB$-5eT8SO5z1N6^6_j zU~b#`gpGC;D6_F-s@lN@5cqbR4_bMl3QviC_B&1P%3_-CJ^Z0^-?xD>1Tlo>W2VXw z?)(1CA>b^fFE3} zV|Jc0BM*C11St?%zqDN|Vb54C-bPPEUo}(ad?&ot#^+d}UHzz!puxO?&pX}_(AC@y zp(WP&%53WI@1ygxsrx_M&&?QhVc`fI+-fo9m_1&)nTh(hEs_ zM8=9bI0B>nEn4SsA}bD8*nLBz;UJ`P!DT}XWTFw0-m-=DE=JAMzDtD zqisr_oE(53kjquf-l!fQ>BU#_>E<1tkx)T(*z;84SA&#Gf=O;DOBCD3Swgq6pod(c z5~1&^`fAk{KprYeRr9Hd^LJG;F9(Vm8En8`$~`U}h_M`YKiCWYH8_&tXrcLBo!{-2 zvb~?0gW_6dJdIyd!l$*c+922~=IwZQYN?8PVTw+#F2QI5| z3u0E4XA$MST5l{F*zZUdT#l&f=!yR`k5gxm*d2mbQ((ZsKvytegI3H@j!a@dO6%2=*Iwo1(*vO(P%g;=BJ za!!g#^Vc+g|GDeA7xUyM{W(i zwoc$R^Du8yplopfm%PSIxVmj_3obkvMu())c7sJYw35(lC)pamKAfI5Ct0@fhP$V! zFu|g8phTX>ym2|ghBuBpqov1c1TA;@DNPDmsD)9s+9|Qv27^)7t`k1^D#pkPAW@Hi zN~5-EsO=)WC@(B!>y@otkaK1oULr$V3~N(}E0gGY+S(vsYC7K+Oech~KeaD>j%k8_ z2WS(SyuGVv4N(m}@}(D%rT0ftiAv;K0H6arr0d@XR6O-HKG%d2pm%eA_2l3fuNU!y z3T8tZ19%PVd%r69xFMvXfX!|ckhHi3uH}(BqW|flN?0=o8ZAW=@(5Fetu}fD^ale_ zQ6w~6kcKb>fh*_e@(@p*z{M8peEjHJYx|iUhI+m;v%W$eBXltaT}O!8^i>6Z&q9`5 zMG6%zoKscxwL8pxCiGBT3&_Q%M7qQ7GtbmBQ6Brq-0@vp(F3XskIHQJU9d*Cqg5@cRMrox^p#^K+oZtT+<#x!&&~|5&;hLbNC?=X=la z#o@dIHc7|U%rCGiFXh6-mg>FYtG0^~A(w2)2Mg)Gi?NRsIjV|6FO?!P;{pRUKwWr% zah5et1t3Re<*G~1pj==JE%5uS$-ou2#{+6*gp}U9=88Zgl*@&n$8u;U^7fi`Vdpel zj%Z+v0Qi{r5%#*ChL_;6f_LE8$f!up8req`ILm|@$?`|mAQ`nt(7cG>z$~MjU4$W& z0+-|zR->7d3bUC+`O^^?b@JZvp1j(em!>3JmEecxp0)D4)0V~0{Q*Y&akWk4yn~6+ z-!kU&^+rIHe$jm07ZSl?EG73#DTd~H$< zA86@gi1P^E?5wx(N%u?eR)olnQOW2(--WWJUc;?*!dC);lM@6CLL!15Y?+j`G}`nE z>^e%SjZV7aEvmli>C&G{+B`Hagqg{zvx?7Rc)AL!YxnlOWS>gJ{M)V1mGX@CmBJ5-Gk?*vWcz)%=pez@ zR#hNb5#xPY1`DBoAy$W@p3V8=0RQkeQDRQMzpijhGV(F&e~aB$h1PONGrWK(Nyc-b zJ9_qE3_A&tWU`!Kch%NhKJ5vEG0P97R>igG_Rkm|dhywjrmY1df^Jf*eH7mdVr^q4 zncPB;ej!CG`8cccU{{>TufW5?&Aa#$<*8v#Z|m|tz!NsaZYhNME65;lK7YCj(4>uX zP_HtECzoS)jsXCqkrx%OWLSnbp_W~WYXd#_H{;d}h*G9}@jY=bRcB=zq`Gd7CW=9D zxWZDmsT|n(_PO0Pn{lPzS{CW15Na?Qe+&JYK<4iiI$_g-!}^N=5FUYqaz)KOl6~h! zY`7XE{3%P1_n5))WD~u<>om9O*&BJ4eBsC@yfZ-y!ENO-6132I zg*6#2X(q%H*KW(LMYa(bQx629%tlwJB9PuiH_3?M>@{_|?#=QzWjlEWaVu|U(I~>K zDzhyo{+EM1sL8Sp7%4u|7oC&7)9_$3;n%$zowwa$2SY~7h!D79k)h){l#bV9Jh`f1#!?)lmR=2yeX_#m zNLZp$hF4c~SxZBJDr@_0fQMNXC#cUb#9UirKh;^a_teML zouv(y^;B~o`>51=XlE98*f-jNnXx#bG2E=f0!Rb=6X-^oCxS0VOt3G=dX+LEkJ2zc zD?O(}SwqqgFUM9$Iq@?-^&F0aA^|C#n*Mk1y1eAOLlL$Uw8j&eD0x68w8|YJ!%w)* z)XulvWVUz=!2pYj^FTxcfMr*Z+lu21t@JHA4hUY`pW(*%!cZi@WWE$?iW<%^<(W0k zfSU9Ip(lg<=C!#PnHy@-@E1ij2Wb`lOseC5E@8(j~wC zxcTfj$#>pHZ;Z|=Al03%V1U6~iIo-?3a`^X(BoT7OXWqumVKJHE}e?+zWP_&GOMN^ zc>eO4x7~-`q&+ILHZ^5FM|PtS|C#bW9>sCjf0}`R9G`QQJeD`RmD-3PpE)wyrm4vi zEI5~BgCRK^ z9G}6%-CGrO@syF22Im3Is&# zEzp5~=kmSv>)@*)N~j>k=ZcYdg?`hxcP_-0rcwlK0c<}haeoXDYf8Kf&s5Xjqrsdm zfSvzpAY<7z^6S}4V!zoSq$Lsf1cB?FW7_2PY-qk3UiZ6$6|&9fi4xa@UX5_7R`U{4KKrJBHQ8Tw1%>GN#k6*c>|_35 zK=6}>AgZ`D*Tno+kmm-l#_;g`7okA3a;X=fXcTdwN6;3^o$ z+dk^8^UmGQ7AmM!GF{3H3oZwD;c&d^ZK4bkWYyluBfm=~ZAW>C01}b-vEd?DA`27d z%tBOs)=2y&DdMfYsXGY@#PIR5H_Kvq!l%I6&E^P&9bMp$_q`07ks0X3%;Q-ycfIhl z+y+=)J=pBmCNqPPI;+t>hLq5Ot6OvdY&J$KmWwlk0NYPqlk9Bq4xQ#zM|nGB0Mxfo zy#SqrIGkLQUEyKt*BJz#e!G;UFKB>G**7V1LT|+hqP{f03kHVYH}k>Fwld$f9AU^1 zaIAm&xc{_>4q;9t+gJg)S0i&JD{4T9{G7H{KVB1)(_4~@g)*@)(0)wtwxgurd8ZfBS#^WaDK1&zf1-3E0@!2-ui8zU98@ zdyJX&d(Gd4SpUlY6EDv1*!+#rU;bP69~(>z|HS2=b^aauCPoH^@4^2vtehPGIt}&L ziNB8j>(t-=-@yJ2*1zp{Q2&wn%l{+y&9gH8XW@SX^pD(ku>Q7x@&5$sKkdKRUuXV~ z{iT05g7bTm|2Jql|Cbb;|C5=2Gf>RJ+JxYHS^uQf-^4Td&Qw|^*8irWkdU1_fffPn z_xk<;IXS+g#mYdSLqM3=eCju4%dUXjC3o~=)Z;;`Cv;2SZ`Jb$p zGqCy2e_>fAMkXkFVFUaBYJErYTkRjG3~Vf{JqRd-?QHB_oJ|}FWbKSi9BnBH=p~&E ztSyWLZOy*D{uUPekH3FC`hOGupVj>P^vRgmnmL>QeQfCe(`EV&G{^VW{FnXSBPI^E ze>no?Zy&y$`i{!qY5%Uw*+j&|=zIFV6a4onch8J$0ad_Rn`4Cn1nMR2HJRDDMA+Em z?EwgEZwH5f>m?NkXm4*92I}49Z4G_zZ~KEc(x$iQC5p;i(NeY5?&Si{Sr@>Rl^YiY zC^0d#78f0s9fwUoQ!y|A^L-4OXJ%|1LQby6=+p@EVG}~G2K-&CZ&lriKZC#;9*8Tz zhDbpCnnwfM$}cg2)GrLQXJBe_pm%ZvLf_Q*;Ppxb+soDuVrF#$fts$W<{MBro1A%GxtY-bwb3>E>jGYhDOzdQ?wCQzac%%niH zt*B%; zb_%e5zS*l;d$$_Dt+DCHvSDssUQ`n8%-ZC{8i>BNDJ0NH#OMt7Z>~8Yza_C4WdCG1 zww(t7v)nY&833ML`Xd3q)LbF}h{tQYCmfiINo!o(W84WEd>v!=4X~e+`AcGbY^tgR zR^s69&*A|@rjG=|*Mseh?|*D)D{ZtZc|XC1OqaxlVstS$SD8vRGgdkMNkl)hf!KQa zS7ijE0ocUE#Ng;u0Y=~e99daR+&6RwC(-Vg3FZqh&jV6ItD`x3d6k@>}?Ehz%YHngYkEFrcn!IAmVt-01ORx z`*wALgQvztH5IMT-*@9Z+o^pqLP4&!0`VNHs{=YuSjzy=$;knLV-xqBO&@-7eCm~a z)l&gXev%D7H|7;K)xr9m@o)5|JhJ-&1m0}}3ck2CD*%3S0QC@<0Y@7l_}x;TyI`zh z!1jKne)@uc=}CXq#QJU=eo>!(g~p{O6dmgAC;G}hZ#(2Br4_AjGxs>0A3#h&YGB)& zs((#uyUh49X`mS!9~nRJ_s2&I*tB-so3DEY5x(NX0X@xC*O$4waP48D1#rwX$&jf@q;IFFMBYvg_Mg|ZF zF*0{E+5@AnzzE9ATnm6`UOM-pPV1t)N5dRs23*6 zy2qq<_azPI3u7`TQa_vQF{bS+22=*s93ncsWF07h6=aRyDH>B|sR!@g8kIS<26g5- zMpA$3G3NWQA8=v~0mmXad0H1}Vgtn34pfyCSUQxPc?EE%VY7F^CR>of0vlX9H}E6@ zazaz#{)89*>IoC%F6qk&5IVIsFrljI!-(e72t*kSJehRnbQFZl=8y3{1kl}E48S`x zP_gZWvB@Ezr@C=l-i+d&ImwMYL-^Fx+dhg{* zKt)y)>Bw_h(uv(!H(4MrFc**QuKtZNh?l9=$^8M<*}l;V&oq*1Eq}3Xb8#-Yp8Dz+ zk*(?7KrHI{cneg!HH6^Ckh0s2+oQPzG}lQnLq;ft=!h3h6T`$wN$tzC!x9jqngMps$jH91%SQ z^=KdDu)t4QR`e3mr#tP_!U|-+nF-K&@GSE)hX3@A(Hc*n{uJ3XL2B6vGlc1L2Y`PWFEwzaz8u;& zw$R`RbZL)~O%iuf=c&OTsISWQjV4_%Kc_ z3^FmV`PVp3@9kj*o{4F`EsQcTmUkU-2A(LH{F-UvlMW27?`kLdo+$WMfxd0erGj6l zUL5LQ)<5xzjyGw3!Xew3i;D>#1&t+FaIcJe#Sh8p7_4zh!?#!02+EG zR`7EZ6pK&3Hh>y>qE!1n2*||TK8Pa^+*25QT?VA$C7pkn2d3h&!ajGf8@(4G8hS1? z`MLG(P=bTY+MK;2|m{5AmV|t;LX&Yy-Up6-Po^nACx)08! zh`uCBNe^=L%g5uKU8Nt4-ABp#_g%+wgyQRWsZxIC=vD6IPI~o4;cKWIIZ^%byOgYw z^c+wXVB-uFkK!z3^7=mXNUIcEhvo9@zL(wHGTFf@CRdA~x4tW9#PVG(ACH6s4X_jb zT1j25Im8~t0{r%T8C`9;T(igzviR^k|0k|r`lB~9ng-DwFS}jpm3`+k(ZV4G!Lk4@ zfW!}F(F%ahyyLY)h)>>pvKrEAS^erab2*@L=Q>YN(&-f%Qv6j;9W(TJg2qaBXH4^q z&a3M6dQ0sKnYCQO%f@@&CIS4&Q&M!8nO8xL@a(^54|yOE`{aI@I?Rwm?Jd#=ZRk4* z)OdAWlJ5-W0czvz)t<&OQLAy=zCc(LbR%LC>PlOi*VOdJievHCrZkOYU)^f$kg1Ek zHqJeMp?Oi&1R<j}ClO@ol*LD;LdPt54MU77u zPUK+Y5@!+tQ}-W(qZ89@vD`*S&L`(31(RGgwc+}p1{N)wNvERsiWs(KDrj`qYxQUD zfuRM>N;5=;w@d=`oJxFf9~a8Yt*Q`*Z1_zF{tzosYH`Kf9Mj?W)&6YU9A15H3^6=L zZDe1$?X3d-Y$0@!L~j^e(%qtJ@pwx{yD9dkM9&qN$pG7_3U4A-+6lns+CgPQZ{{gV zyb~~1!3CLRc_=JNexGdBCT78Gqn%{HQ;DAj3mqsVq% zyG+wA>VDqNP)uaa`~9D2DMr*no|CvurAIqs?pB>0;?ZsR${gF=RR-P8D#qnWB!?BK zga}yW#_}kJUj2 z1Hg+HHI!l&PY-&Ype?MW%T4c#)*wF>Y3_aGBA)K(nLvI_Vba#?oTa6Q8dr|Sqx$w> z=ArTiX;GK%y?ZbmYD!Wn=rK}S#@D47^7kIeWe1(SH+TL{%e7mnf_I&Q?XKVocCb2w zc}jTaSUhc~gcn^Dy>LHL$OxWeu7^ko=mT^=LT#@%RMjnyH)(v zzT35RxnwI(%n9@Qvv7$c>$4|IJaA+Mt!LnOo^~HaoJnhc^nnD_yI{7K6_!EWg{h`x_66R>s}0?2ClTCOAcoii#7mPa23#=@qcclnFh#{?P^%j@ zad#QPKXLx33oD}pYFil3T3ZYgn_xRZFN*N2_g;#xfTG~KcJH1}4IYk@ODb`gX( z0qzu;5)-m)-Ai!S$V#X%eY!D?V;3yR48oL4DpNgsB&e2S;F&b3xk`&$e_mH!A{|L0 z2UZQoA{g8dEz%4kcEoDME6(aZ6D@}xI9c5PWV^GaB<|{|AR4&Kt>5nnnCt+7JfW)aMs!>sLu3jQ?Z7;tD{D zFD@nJqE1x_Fzriz`lq=pc}jCZrYlLXPCi5F^)Z!$CTDqBEiGUTZ0a?OmX@FksLW*) zR4_XZw_=C*O(_JA8ar3Sdi~6=ZDOZ|3j;<$dIv2=RiE9f=@f(bopZ4)e5f&VAr26e ze&ah(wx6OO7Oij&vX34^6b!7}CP&aoqruujCb)6C9Y?IIq`cf#xa9;yoL${Q+K2FQUT15%Na71}p=mdMX<&915t%SV& z5rG;iT8vR5WMf&O20f#7WqZ~rvk>iEefTy%ng+NFu@Lk-4U+ZEl9f`niDx+XvxVcz zgr~>#%v`TbMtKGA9uyUSfoCe(wC>J@-)T@74jL3Q6>13hR0DTl}S>!CXN?xQ(&I-VAqQ}0)HOX8p#NA zt8OnRn9fafO`;@YsxqIGaM@SLjH}!Xg$G;|9#rTV8jR2=L6ffWo<+p;D?w}VdPoO~ zdE#Bx%|3E5ktJfzg5Wt+F42qcga76ytr6B4h!N_Aq)>8c1Js+!qc7?%W1@l}QCFax zk~jX@W+D|QK)%!;XU@R`ynJ3He)BW6oHwE=7wTjRPo`_5cy{vT_gi)@1y?dfC{!pyEi?;}3k7X8Q(0UcOWg~1t zP`NA&$u*~_@VD{TT%vMrtsM$>Om9uzPVxMOsZy3;6*1Q(>}ef5Sm9yqTYU&uaU%D z9!$CM2J;f~E-bv4NhkIYuL$qE1Le_s3YM;NG7Lgjm8044z4I@2yIBX@$`!|igT&ws zc;iRF2cf+Tf^gLjSuUqvFh`|SLmB4f0VA~tY!$Yjl$cUMLK?KjfRC1}UxjZtlB%d@ zaZh%J;ax7%O-qhcXU#2FN2d3-3gH`0jO6hkquKHlLksIzu32D`vTL{|gl3Tp@O#{1 z8@&{3ah(uzrpVYz@uO}zY5k>OnTlwt;H=~|;>08&aHDperLyO~GY`eV9L=gz`4^)X z$tOj01w^#&{G0QKZh))b-;b0J3VyHb<_*Prn{+L;WIVfKViW)gjYJTkzP*?Zziy># z4^cQ@L0rq`Jt%vl&p!pV-Y`Meob^-b=|d z2bGNWBeIz`~;ey2wY%87PWaz@`hg-t-8sQFaR4$iPqh>IWo@%xPTCC+Zfp+8ZWm-zSA^1hBp;)r z!9ccOQTaRdQ5pwz<7z*+>s&xHusVar|9mb3P-rf3%7Q+8}sv^9IL_>07sO;*VzG%ETJMxI>*1w&Z{t;w=& ztV(gUKyr4A${)V#NMc`&G8TaS8K1-yN0Pj2(9U4L&fuh}s~fH35T8!lr2epOj2%+5 zR1PyKvRhYIBM}RuIIycC_6d@ijq@SJYf_i_1L&DMgRr{U-KDBzT{Qsr9>He0YveaLdJp;`&oygpnl+X9?vpHiOfa@n+EN` zhGxZ%SUtM6HtO$1RpP6kGj1S9zQb+dIhUw7P!LRctaCSGSLg1N>|-{j;KR`9qiN|c zddsv9u&<8kqD{0ngjNLYq?b<*g4wrUlzgyDTd!0g*LMEr|qJsCTZo>{;TuMVn>dc?@e0L`h688=$YwR5A#$ zl^7*F`b{sfl2tK>gfr}34V-!~^kyIoYA5&vKf01-pDFE%~PJ z4uEZbjdVmrTRtEYpk{VRwAXpY%`r0cPC{!sCnYgkMYr+P1~P3D0hHZQ$ZOwMTexcCH88S#EaSzW*2Mqx~1bK3k-XfkcttxfWnpW zkCW*%KS`CMsaF-^w81Vf*Urud!Cq{~-|jLc4dm<2uR5PSldb0L@L1pq+*y?Sj7}C_ z4_}8h)(hP%M6I@H97)XG!<)yOwnizTj36Y2y|)Hs<6=rTHI*OT=`Gj|Ulk*cxR?s= zX@e;((dPDzA zz&rw|53Sl(!aM`N3~}4Qe;wlo?Qg>NVqIz#X;;-Xr#>^PFVX9=4ZZ?N9fx9_x`Xs9 z>Hn#boto6bikJ74PCAgP`^5+7jvuIP=WxyN<0>phT?&_duX?5R`y8hP3{_Q!pfjP} z%)5-%wk}$!awjiX-d@*;5VQaQw|*Vt&~QxcFak+SZhk;aboCe{2F@WkF=QqsLnHB7 zDNik*UvezDF}994K$BVEGjWUmfJtE|7=){wpfGd^X-xx!rF7@_Vfyfr;_K}!+=+rx zCe=Sn&|F6wAHSx+7_g!jMdE2cRJGqd+3Zp@2^r!1y_s}-nT{TI!Se*$26kUHZ_)_? z=|aF50OyIR!BM2gTFDxPkZ|=H%8-5f61LV~#QG zOF!9uoFm*-ZdKS5!s1nk;?7x{V6ht=(iGV3ohv`9GE8g@{4RY>BaD`6YZCMp?a{kQ z$Q%@Jl?x@wIe%qseH|Cb%^t-_^PRHF?p$7SA|t-O7b8F>ws4P5=gixxnvI+cQS6P} zNB;3{Zmvy`=?IZVlH4fA%qp6aue3OYZaM&Xi{A-afOhtMF@%s9%SA}d0VB!|YSlPo zglA=97gjNJp5dM5Xwc#~6`qET{W3pUAQ3M0c;C(i$r{$6b2Hgcg?N=pcwgmJQ@H!pQlYbgZeb^wo)nuBD z@Pb+V%Sz?29rCrna*ZJ?N~MyZXf=-ZmpoXujKtEX(^jbjqTrOP>SHguTS?(L-%!+E z`c9N>etNgHXbEacI3(6cqAqC>THR;^HG%b?9n&x zGwI?GRe~AzqA@Q^I&?NkDc6}a^I;i(Qm%HLYBRV<90h!ZM+h>@X&a`f)D{9wk?7tI zo_{wD@YzacIBQjeFPhtrrZCZ8Icx7SH_o3uyUrL#rs5)#?`Dzz&99QqG+5qj{kbRe zzWSVR&VNOY;_cguK+5df`$=mL+?3emlvi>M*O24NKW{9kD&h!#~oUfmpT{r z{~{fKzubIFcrQnqmQ?HT8fH*y#Hc#0bGuw zM+w!LDyryP0O5F1Dg~8ued!5RO5{k*!5S*g`c!c49xHZ92|*#l|16jh;v)QQs2e zwONH&e?V`c^XV(m9Riil-hLw`>GlOWXW(z_0qm=I8|XxueL4{IE+M_E%aZi2QISq! zr)u3M8}w;;sBiFaW354Kl%5O&=8iKPOu-PfAk>d@*BsT$oDV&34=uEBj-8M?97!c7 z=hNQ*O=$4nlz5N z)mI!@1R?h9BN9uMR6$c5`3&Z3coulYSjjU{Xzp&y`*~ulO`z6pOc4yVGmB;i%?2{F zL|p9Pl*aFBAt^(cAz#1QoGM~+*A7kd0~($;Fx))SYSC#muv)22k2O z&(KX~-9?j!oP;|3fz=F+fK5yP`h(F&ctmH*A-4tGo4N&cGfhf!M24w0o&rf`)0f_u zsO~i(9_pv2LV=l;fVVOlqhXuXzY zb{+i9X-SWI98K%U!=du^%h@{fc9~}A931}0YY6%m-sRuR-g<2>X(iNNePSgEXk+ed zk$&xFVwo|V_EF|nm^ueepu+WsH$+eY7s)6HfaJjsE^=1c(LYJJ`n$&DE(H99i+lzuAn?8L9*Fj@upuE+0 z9axI58^c(-_QtdqE?4mPKgy;o?5wK&GPs1D#*&olY)N0`&rsSXPyCD?bOR)34U9vha97^IIt1lTc#44ze-I9Jm;YU?0 z3E};@tZanW9}6?pB+8vCCY5^S#NvU;lU*fK!CALb?htV}Sn4CveNNu*6uSHMqI8wD zkMrgItJQ=mI zOM;sEKh;3PB5d+%On545o0^ZUGOkz>*UHgTpH0&8^69FC9~PHElv%NRRV#>U>9K{I zpCDn1I=T|I$0s)p4*V!2Nt}#F^gU>5u|E-0-}h8IGo{@-P&8Z)VH@{3D(18kva-MF zNPUOw!78kyv2V#UkP(?3I_`|mJc}WVN${}Ja`?VEG)L_4#9t8^{bx!cYTh?ROro#e zTb8$&-Z#c{S}|m;FZ z=P9tBa?O$9!pmdtD0jvH#{0`()$z<8@W(UBh_j zNjK_q+P)Jvd+t)HtRkfed!JnXbawsG;#hNIIFcPiiDNU<3!1^JckOVte!jLP*hfMP z;&YSOD(ez&ldvuV~td6cF*CDl79r}ZF3u17(GN)*N%V;uY*hZogzpJIo;zp$bQ zCJV7(l;Wi9GjX+Iy*WhXxcaGfnMxLhDu#bUo+xytBSbgsXaWkIR9hF!PX>dPQAbf} z^EIc-hviQX6fU=s4V{Nu2m)pSU4FJ|)^O>NS!<%7x(~DSzLPW;7h6z@9c374_J@w3 zX-pv4IpsHGVq)xzoe9xpE;i@CC)xd0w~hVMLsUIXMPxuV2g8b3%pt$kWa3LO zfOkIXtrm{y#Srd(9rimJiRcazV@qu=L&k#X+bV=lxTn;yT9|E69xhlgA#SPn*O}YZ z6_#Vs32^>9!=7<`!zCabG2qrzAiYS;7D{qNn9QMb?CIyLWQ0rvm{5G32ZO7vG{+^! zwTDXx$l&!C$}d#K*t(|@CXRt|Q5!$Dhp@19^BsQ(8;+>yi zsSNt+naqpY`B~?O&?l0du|DUis{$S}&J)!*HZ6m@JS6f`+;ybWu4|NWte7aq+)*|y zbL-jzt5mf{{UdaheoxM#WL~TUxvbvonBs!OlPF{B*k=7l`@G1`Y*cGsduY&Acs* zYdq6g!J&7>9`fafBG90bVA&LFYLPD^>~-v_owhFd|LX;V!usAGL55m+Ai-1v#gH7z>%2fz;LrOj;4 zo4#oegj@$Do;M=dTvE7xg!Yw04F~+uwlA0&_fYkhKF9RBf5Z-d;UKEgbPzpMrIkp) zEbst>V0Ex%aoy&{3C6sarooZ ztR(aT4|u(37G6xzC$WXtWR?lSO1IQSaobw9K2pdc9AbkodKc5lQ+ zPtf^;)>bs|4ArR4UJx6Ftdkjhfr`{i^LXuC7J#YT=Nz?i{5e`?+=0yU*CP0r0}`uZ z4pc_Ay9tjA!YUrrhIxpmaz)*D0W_wcO$3y8-?j+G2K13Qw=T|%Pq0Eg30wJ^ahN{e z9h*%HhMd!^s|o37^0i=(k;(C}iNe`lG0Y_A#+Ta4f7YqO^JCJqN8UlG?E|6XxD|5l zjE!ExNG-U=o6|PhxJzQ8^BxK(a&o*!1YBcjntQ_oIN# z&FEY8B#1k^^;ktD)h^_-qQF1PKF`xyhcvriq5v#^NjeZvoD7wuTzR#5(B@3hl0`vX z4Lfi&Y+pQ#VM~H#e>z06lN&{`5Rh#WY=k*G&8ro{RESLPC8rC5l?V_nLv4H?bu ze3`o^FvVgoD>eG=7xpbnGtPj&Xm7% z`yCipyS@)3%_>+jk&czaZqpWFDR`-cUoM1_9Dj^t2FRt^j-Vj`@!+K7K48b7++ zP!kc4OHJ(EnKWUk%o&GsM?G7tL?VsXiH`NLyK@F%NfF?CvJyO17;uyg0Wn!`KT*e)9IJQn&8p0 z#TCjCT0K6)q1G_v*OI@Pl+y_c-JY2gc$F(FFK<>~E)cWYcPyUY@{UEj8LKiy!Pl|0 zU^1sTou>%zq|u_s_s5C0<+3u~EkLV6m;QdBIQ7a`a9|05Y8`OQ@cSjYhn$n8&{Fcx zOQ_U3i{HB}5Aq%5J)hdEdVboDkS;ygpH=j83q6-EpO_L|e#tXETKR5Gk9dX)!!e16$M8uIY{V zU~r6w?R&Q{8&cZt%pY#;Ff@gRzea1GeK;o@V$J9MkZ^teLrb)Up@iNv59j;QJDB*W zbM|uF8o5<{{e@pAhz^IkmbZ+Kb0M;u{VmPVbG9Tn9^uH~pSPaGFC|Rwa537NOuX~V zO2mp`m5h%N^2tm;a}U6}>6tEicB1fa7z+oe$1uGIvFxT|UQC1(u=UmLE`!k*GNkl4 zuvzr)0ztCxhBnmmQ;+NGEEV06E@55=Bl+44`rdDD*G9t~JH{g?BPkBmQ;0}rTR~e$cc&7yRl5qk!D>`1KerEgr|(ZoZHxrb`7fqtL~_-nntRwY z^+X!?-*8yq`Etzhfg8h_4EgUIvgjjJ=W}bg%hahLv){juzsg3mr{C7aV0iI%Gp-xSRPE!;XkpZg)a*Z;IFD6vLepOa%=QmqT`dBArE z(-fj?wK6qHG}+TTW`fOpR%d~qoffz8i|Psk8ASda^;4b3mviUoDw(~TkB0YZ<~wk& z%tmJP&2i{5s1Z>Onz8#8uZ(lY;^fJ4ss*p4OWnR+vCBf7lIRdpG#ps*_EWWqA5bws zHh$Od;5p@@4awgwn(sA=1j-4y7bx)=`^E|3XI3kqvTo_Sm{4gVNS1cA55CJ?tR=@7 zjHb>|Zs`%1{Hp%dX{+UJqs4m3g^gMD_Y+m6O;m2>oU}Cj6vb0uHW|FZ7__;b6r8idlq0pD;dz4`_j0S z&Xv(_I|`lU#$wCr#jKl~PkhkSW_g;MC7Pb= z-lDO$s3mdSnA{%iRkk{B6z1}!Gwy4Fuwe~dOyd??DMMpq{8D(dypIz0L4WnP!7EA3 z2-Gmo4HyME;F>Lu?fPYphNP`muz)@G>kOrBs%xQr2MA%ogo(XSm`Al&8V7hQ>KPH=Y<&1OiZ?xDS>Yl zqWsh;Onay1Zr{J$!GhedmhNT#Ivz7%xmTgzi9_Ng`x+hTAzgEuJsB&|qTl;sFu{WU z<9S7l_=|hh?CU*PgpOi#>-Y{9!5CNhL0itR(yyz&#a!7F=_h@NEN?o)mt2S=-mSRE z&3#Y8LHT+PGG;oWTN82d*D2E3MiAE4ixlEla!}1izq88l2k&zHZ7+-8vCe23ucm5t zsNp7=CM8T)#!u)^ zDdpC{@lO9hzi$+em8Q9fAcJlJOL9bk<<&eecBM<6@A~&DO_IJ|@(%Q=nzMD>wg@HH zX)2njj-7b&!`i@}t=R7CHmz5yR9H16^oKhwg+!<8m(q!?|AV``Wo^Eayjy=(`T|e0T?i>_6 zERNeOnT>ipV+XZHyXvi^gjA`v{C;f%aJ~b8#7K^&e*eOAW}U!w>}dSdw9^{bJqgy` ze#y9$e1Em@w?GLMQS7mW&eR>TVwkM-G(%j(VjpSt-V)A%YH-OQrU5!bUkVvfxAvP? zHV6go6DyFbDhITPB+Z;^Kecw44^dweU$=V6^*1BjzC4Yaqm!33MLW08oxC9YaG2dZ z1jKLQhM)!H`iE!kymPN>bnC63G~9wG?CXQVqrY zH_E5L_l;e@FqO%~ixCwg$`0Mc$px40YJbd6M~SVUr^Q^Qw2$AUB5Q;as$!zN~Pq`qF;nxx*d#F78j279x?BZ^N{>k0kqO@X@WV%mMEF8%y2?T@*gY%#ivM(4D~o79ozZ5eGv5m`mY_7~B#fbRY6>??0HKW@tzOeEE{W$%z z&xahJgI5XsuhO@$qA^OA1EK_K_j1`SessknIo&9P{O;E43LMpeVBqnA8RZH3t;X9Z zrv9D6CpF)@K~Gjz@**$LV<1G`&uAPAAKrZDyPA3fn(NO>Vq!w*(b1en`7`O8h=ui| z-*U}&C$|yRV*z3b1lr5d0WNSp`OKF$3eZ{l`lHpVQ&6{wGfP+el+AkDp{Xcl$jI=& z3T1*0RTRfG&X2K(-@ZDA^UCS0qdbw{C!5m`&8Eh5b+vkk9J+}QlOA|GZD)+s%2N&_ zop-i+W8r8lwm=kV9NkUAolhA0dRgzI92F5xia3@(*Y`!*MB*bEx=R58ZQ2)}!;Qqp z4=qdYTznu;6oEuy=`a#s87}UC`4y}p9V9V@w`7j_awYLvidLRcCpv9dEUeTw#!21^ z#SO+nCq=XF0H=J2xeW+Q+(v5ax#n!I^n}$xSTBW;fY2AFWC{hV$6A?OsgW9@*^Vm28Vf_QeMd(c=g~wm zvHX1YNB4O&78pr^cr@h60waXzIQuSsYKV&$b-I|a3MU=1z>u2z2aqtVpJ764m&^B_p@>yIj6MS3w@ zVG%@@5%*O0%|lew$l*rZmL<3N#YlAJaS3O&0fHYfxo<48-T~6iY}hPbX42J%x>hEf z9>|GU*7%(1emK;qe}`6M9CV_rcVxZa>!YPeyN!mqdIn4&U9U@bu3DhLZb!hAHbSo0 z-w}8h+&4!X&7C)$3Gv|er64(~L35LRIDb0v2VHz!Y}9#oi)`w(X4F~>iI|!%)C(E9 zf!h;%2fb!V<=@Q%_<7auA#aO$n`lk~So z2@Pc}aGHsBl-NZwp{%O)-UN}Hsm6PxB5{a${0ErV;=bOZh6KR((Dq?+YRMYjaSp#M*k)ws#Fku=ZKsMg z1Bao~K&&WNf@-zjKFZ2z_me?Ly7omIy(ek^vO525$2(bbnBe0L;Hs8sSma8P%ad{> z(*So=kqdrYWIN2c)V#`atLr#i{<4lBGFkhM2I5A)Jgn*@u1gtb`8}Z_3PIJDZ>xxW zq#ZNKmVHjm{c;qv^Gs1(uWU17d6KY-CqC&*i5VNtHB=fOyv>`5qTTwi+}(PRE3Bm1 zxThY!=X}?qD<5Yy3l54l>WzGaONo~5X*(f!Rt#JyW`vjN9 zB1oHWcwzZ36tIVpKY4I?C>-_Wj`KU4g;DRNg>b-_@l|aJ=HrWu&IgbfrjFBG`CqAZ zEY7BtrvTO88%@yppYg^_C|Hm#<5i2RGJc~5DpISisCD2`RW&HW9CtDr5)@|WuDlUa zK@k7Ve4m;L-=zoAT1NYP8^C$t$+)Qe^vEwP52Zg7Y-Ba_Oqwf}@YZfGe7EH2T!eb=CH_c9u z=A6BR(JuY#(;sXnvXS?x1ss1>vaKq zI9mq^v9R2Fp=N0((8Zoj9^Y{QQRY{=Z?p_?e1qugthc6c%f2bNl@tK6lOpLG%|t=R|dn#jF;1h3?f|r zdzVt}ef)6?GK+VYa?%z?c;j!5xO_3+t>`bG`irciecI!&yjeK+jWo`kE@Va1>8wjV!n?+ah6H9qt=+DNC6S75fU)o z+!h6Wu^UxTcMpHt4|&j-3!kt^MgWP*AP>o|n@rqMX2MxO2fsM1C@Dc~9%YQ;%V@fm zv2BIVs^5};5A(4;RP4P~%PV&~y!OJDVj{Rh;S@A|zSs{@P8}vqTcIZ~-^)@-jEqsz zsOhDmJbwnX;TdWa9kb-*xieogY#y3I3tcgoLrkrpo=BC7ZoaMp1gl0jNJ$gOee)+zncDfMuUi_@#d3@)b}w_@5Ibdk7H|3T0-mg zm=vv#tZXUwx;d@|UIBie5)?O>$W@I`tX*A7VZXSeS^Dm9VD8fj_Uih7)O(pP{oAr? z(vyWfU$XW3rF#7;03C_Cm6CNeBx&yI{cb@noxGL!8?~&p^t%WCy4PHMSTe15m#3R5 zcH&J3u2pR|@`81>VuKlN3>6Tt_F|6rH5*1e;(fkvL*wi`7|@}ccBRg_6S zw@dd66g~VL_g`$pEO(M=3?2FWE*EN}vIPFNW-6soBUU-Hx;_7H=5!#lGSzZv!NM{a=j>o=6$i9+V&B3LD-NxA?# ztjXu_^n{a{1z~k&_FF1nCNN7>FZK-FUbU)SuJ3cGh<=BOgbIO!Z^(0Cu&^)Pf5lrw z`C1egqZ2Xx;~RQA!;=|1n(6Vp%iE8P;-q*qC`~oGG!XhGeu!rMgajv!;$JOsB8yX0 zCAQ3)o3~&$L$gfCjDULgX?oD(MhtKOUca&xERxEyfwwqTZCHmYXcg!jugqOgvg=4+ z)08_h32p}<&(VCTKon_4F;GQ*;Ow|t$e5w;odui@I!c-(Op0B7Rm?=O66_DbD& ziM33*YD*~CuF@P@R0um8>NelWRvW$2fh?6W54t)UCP{TffuHp6%I7JWb1e&!rl(N6{5 zZrt=%FIOcS!nWpj(}Bpl6hl==E~?l8X(TFv^_y)?!ngUT@DR#ndh4tpd>z&oXSe{? z)Paxahn0>c5c|!iZhLk`4PxhESv9O}s zD1cj+kBcT-Rq+MENHOqWp)|_uS8Q~YA4SGWObjVzW)v6E&myni?fa`fLd9_KElh*) z$Vpk~$P@*_3_e-#@>|5l!V_YOE>qu2l8_~f2ewP&&b2dis^)zzWj6j_06;Ro%~d}X z33Syx35Pa8MdP#66!Y$c#M?o|1j>baW?(e#W6R*ODIQP>q3z(^%n2JdO$qz9X&ftD zuyhvs{B`%BbP6EbIE8%UAjx>2P2$Fb)xSfa2n0KsF2oq#T=sVm-SRySLCJ^JsUs$T zOqeZhqvGdPG5_tHG!+Z!ebeM8wA8ZI(*>BYRF59X(qXnSAX0 zR8obBm{GJX%YAx=*EUCCbo@Yli&vhRC+%{i2+xmFX!xC;-GV$^aBR4Y#y!n9a+II{ zdBIZi*9$5OY&wW!&&j zr^`uY!1BgR#RO1-gGbWCsN|Ti$9Pwr6Vj0=S-ZQ6Zw}qAR)22cKloAfXh#05Lc$F? z5XNtQ8*T4aZ{rOEtqIhe9-qe7;0ThRDME3~(G6+Hyk~TI?&tME-=a$%4uc9uTo(f? zDeGW%0AhD6+H_q(-t@+ucwo&P#$22pC5bhl^*rU*KBx;r)u}|Q61RJ_VynC<8wY*A zzI=S}dZ|Zk9vxA=&I=~M{_&w2hJDI9kiOv5)1i->ePo!R@WWLzfF{B1cw&3IKP`5S zdW#%vQrg91kBt=$HJ>-c@g8=$KK_t*}%kR1E1cCn2mWrqRCsJ0RL6MB)oj_~O zp^y@~)HzgSu1AE?uaF`>t36&=vk|~_%wUlEBzgb=cfBzt`rb%YSISJrFb=}H!$}1w z2!6$pTZNOJ`}U-#n>R9o9_BOD(|9+L*}&B%zDtM(%|3v-#^SbJaVyOgmNe{6Qzod7 zv2Nk(S%?E=3pJvHm+k4B1^(x6OvO-zAaxaB_s)eDFle?4DVCA||G;6~1pwxQL88{5 zM1yIOd@dN^zJH0--BLj2r>JDv>}c4-zKWxF>wnC}>zJ6LM4)Cx>GmD+Va^7`H1JHg zF02sN`S*`R<|y~Oc6qrrJh0rn|?~SX~i5qHB#7yXgm;3D_aDYUu-Y)I-zw^DW`X=hVEbt3lYY(o#D zvjRZ2_F`$AvV^r$@S$>zg!EZ4v}bAC*!r3b{4LA&pSC3EJQ@aMJw@aTXjK^RE(^o& zM?rtiLF0C;niQtgSOP+MV|0`9#S28Qoib7!MRkMk< zxFqoeoqFuQKH06r|D7=I4xBg8 zbSWbhY{%4}hN#Rl$eC^lKEttHW`ZzDh0eOWy?2pxi?5x-%5#nTu8bg7J&-=0rD|5Q z?_w1WgpO)7*b427e@F#3bX4+fO-~b?3C=5tgf~lt?ew^caB*Qu%=PTXkj<|Yp@!JX z%r~^0@t$7YHS~a~dHEJbx!Ys^4; z59%%x^Zsvr$27nnBMyNm(3m@=AkPbLo9LfT-iG=LC~+gE`h1$i<11~yabFMHY1B1c z_n|v$NG}hFBJ}5~m?4bn;^%2KP{cb~F*@{~Ns_fngk}hK_ksqXF$SGt4%i>Fl#9eH zeq$XB4Q71KM;EsT3t1!Zz8EH%+9HbNjPAZzU;XWlgf`Sg_68WG>`+cmS6x`b2exA2XzU94=`$2|!hh%JsQp3q9Mxw^q5XA$ zc4z-)R5qU0{mU?gEx>4hEbfaiZuR0Ni-&y%@JxPbl(ErCauPltzahtgrbFq=gbezB z(vW{8!C9OxfN7gTji{Wz02}3;F!y( z>F)Hm1QBsttC+fOlo%I{mSpOX)a|-gsnh|&;5P}Q}FlOif zrz?bviFg(7sGm4ZrKP#4sF=!JO--(&CHV8+DTp;B#!4Vmu%KG62j}mp09YLh_z<%n z7Ga<3sJLjtYh%N&3H+Bc;?*QQ73441qnvE$9<&B^kWQZPhiG@RPEgl1PD^U3z2fa# zAFy+6EIPUc%wD94qRLqfQNIh|2H^krB4QoT|4iL8F;YUqL%ESfXV_qH`Gl`nnkwcX z&&C*3FMH;ae0hpGl#Bhpf0>65HV}s*&i;h4!*ZSkD+1|pOs!9A%Sbw1hV(JSf$2dd zPn9)k7*2|mHTNw1_yJZV@KN&#ZqO&&YTquT!WjRgt;r4;;6wKRXBbgH(1W;+Ktq5p0vJ{9r( zAsD-_3_5(gjX`Nu^7BEaP`ddYPud>zW#QUh^M2$cVUM9ZY}I~mfvI93IJjIAtvA=D zuL$M01=kD{utHj$+CcvU_O}~MXJfIsbm!id*?)mqlKpK`#g2DI_we-JkVn;<$y|8I zqLXN5D3a%7?se&3=Qb+AzANX(sh2(EMkX>q@#X(!7Cr~5%QTonNC)7ALxr-A8D}aX zwXTo2gtL8YwHDjF;K6M?r$fju{t!P;G-Xqdkx@%qHz?^19J)nvHVTY;msp`CofE1R zvV8o{cO@7*Jz+OPxGik%+a1DEAxgi>0r~K-YdSAZWOF0&8}MQ1w->!rF_JjbEVw`q|b+LO->eLKDdu|8f318Xpz3oJFS z|ACe*X$mpxfyMW(0147Z4?l|oS*nZ%+`Jr}FBrL9G6^a>?uj!tCdCcnRiW0qH!W{M zsEN5uz^-$KGwo1o1}O^c1HbsB2sSKjxd^&>X@&G(qJJX09uOd^Hn$dRRx|(9C>cq* zTV%L&y$k)NFngthYrSg>Z!OR*f2gKQ?`N;Ba~N zP>J4)=zS=N!mSs31{k6)@WYSb_#MEOow2hhlXq}MNFMEVkztJU$OQfi?toR6!GbO= zQ=?8P++VD>QAdPg@MB2phYcF{66*ayDoM;dQJNzk-m=C*Mz6|Y#Kb)j;fEgrwqxsd zGi3R+BlKn?P+|b@eAd=qj;L#qZbD7wQaAe|$ojo5`jnBgABeIZfdFRPw z;SH94ou#HFzCAj=_jO~fI*>fRp)Ky+Jr|4=enY?Cb-(#*rRo5?C;R>bNsUm50m!7& zvlx50M32Jxy_Ku?hHlxmEh6}q@n1{Z3taO5d4~YOq>D`g!|d^Xn+pO-NrjUbB93Qi zXD~2RAPtXxFHL$e*ZW6M6L!%fPFc4iW%I(~WC(DoPW+AIk26Gc%>j3IQFCgM5M5;* z7kKcm!BD5(enzzurKDe{pCD(`g8&*7|H4`q%-IB66vYIkp2hG+PS{2cEa+e z^>>LFK}y{xPQ!8u^C17)F$%$G(RRs7+4b$faynu9AVd+{lb##*T-Ws!IEz#kC|W;! zU*fgQbSsuDeGQMU4O_TnOcoBgpc6_2dRo?t!wHor@frq5Mn)yg#w0+?Ej52~-(m;C zeN}SpCk!`E@`(rL9glr-4jGKPX8vXBo5?=P1<%KW2Ka|Y-HJXG?v6ndiN5Xmw23lL z4t&>{3B?Z!z*^M-;_aV^8k3%aN^skvFMS1`J+iQM)RM!RK5${d(|>cv0@{Owi{$&mW zUY;j67jM0r3;B-0Q=ntC1$p%LiYpZLs$xUcqWm>%8!c1(Z-jo?zfir7Pa7_n$sxzC{bQKmL{-uwb z*DrV;zO6Z@;j~%`z*-Lj8CnKouf{5Eqna9cEqMW!DW!^#<7@%U2eC0Z;v-%RFIfg= ze)U^FfToFyd42HomMKw%;nv>CqFxpI!#UU`ubwtp+I6UlB7vqsd3$^bs>bgx^qX)- z{t}!puxW|hwf~AR{icszY>zKK-fbMk4b_{ERqzJaHlktfFdF?n)7ckgdQhFeEaWka z-jV^+J@(NtgADA?zxuNJKG&>q(%SMLdEfy(k}l1Jkh#f45wrGRP6ms*9TbNlAl7!N zV)Q*NNVa*5q=AZ;uc;o5R@UAETn1xi!}MPX89f(;G1etd+ zj1|RK2V#KAoPB?vSe&RcI+11Sgd8Z0(@EXQ!A$5*MQ{u&5N2bC!)vtQrm}~{Mn*V% zT&eO|PrcWHq7e>#kBH&6Cv$L%Ab<~H|3#GXQSzh%ifm2DfPM8mp`T(!l9(Lii=wh8 zBrSi_9#gdKD1+N*_=Xz85>R>ap_;KrMM8x>-v!?+i-rRZqiW{VrlGuMYddXx48sw()rg~cp4awP7$y*w}i;rrF>vfQ1EJ8GpXW3sNe%=&W~M$j+3efdE+ zL>qlqL=!W655%!Y{3=k)n#TFM%b%^rWd}lRIr!G$s-%uQ{_|}DBYT2&ay=;%eP@ve zbmyuIeok%*OYJzv&e%Z8a+j+V&2?-{qjJbEAQha01UY;|V@(GpE0W(w{q@g8-`)W+ zfMj7McBe6m?aQpRb_utO8ACCccZawDG}X^Q$i%&%wRqS>S%+;E?#mB1OFcJF&dYcr zB7_O`=xV6vn?MEXm5VMs;Hyu%zdU)7`ztRcMY!v;O1@TX>~JlTQEq7X=kJe^6<1zS zlEf~cnlyr$Sz63<`_D6d-q#dGU)*(U@`v#IA+u2?2^w81%&xUozTlE>Hf!Z*e4Lq1 zb;L-a9cixkq&&2aw>!Dmuk=zZXgb$OU=p`%Zs+pH043pD8H!Y&Fw(iD0ZDLl#Wkk_ z8G)4|($50oAh0dU=~KCq`cZwOUJ?pk<_>hr67*XNV3`FT8U(ZByzS*CUCRQ~0>j|B zlB7?3l}HUSW6p6LsV9mA=`MLvfa#a)l-p#{FFb#2OT_O9NW{~0A;}%sACALJJ4`@# z9gCXY74I>hiQSjd%-k%y@1^{;^7dYLbXWn^aVaFU*wi4#w@!Q_<4{883{Vk=Asywr zYT7FB7{I#ga)m}weG$eqm^R@rbT-$QqbdB+e9@nrKp{5jOb}y}CPWQW z8C%J1?#)uL0=!pg8EZUh_LSz(*CZWo_S2pH(7CeqddlT`iH3>J38!Ca%up#t}OsqQG^&A zUtj%RP@m-vDFFESwgOPM5djMF&6{G@NyQH;uvnuo?U8JC0quwsOC{YmO(X{w5yj~`H(D_L7s(Vi!IN}#)SiIByh6|gR@=sd}}BKK-B)m9DyVQ^+a>^XE&o!${0M!N;~2W&VxR!XgXv{-o>UXVC6?DO%R%pfe{2#RC&J?8(j%)*?J+Vj{FoHB`E zL>`HYl0d7i4W7w<8_Ip=ULnb^p*6OZU?N;Ld|~rW%z7^3Glu21W2|1B#Q^sDKgFd# z)QOr851<(uRzN(w(%Q!@kR|kk&GrJ)3DZR3J~-V{iXz0nL`Km;aCh>?E(5oH)oat+nrtG(L*-(uczHu{EULP@_c?LFIb(R(6#Wacz#-hY?TE zJXoztKd)tammy<{hxO?l#8C6v=EtO|&wSjy#2+TxG}NC>Da$8$@^9{wohCGlUoSQd z-?9vu^Sgw8P6Q6f2qKCeMUTRnB639Q^r-D@RubWj&RmRb!M%kxBd`vShMZ1+^Jn(7 z&M{b1aHs@{9=AK!DPy1&!YJu_8jPR&ezcGGr>+>j^K5I0Q}_a<{4 zIfuCzxG)o8$(*d>fDoh_lX+d-V8QF2ab6N$0w?ILu~b{?Lag`r(;7JkX(&v_qQLDm zwv*%C>cT)xHouSDwK!kne=tH3&qo(0P{&1nz*v^DkU2V_SFSQE#BkA51&w4pHp`w1 zJ8dWr`#H7*IFOI_z`ek>uA+#SSY?FvXhiZeKZ?byRqNxx_~bCqoLtxOV)u=nmgr^r z2}U0N(U|vAZ|WeZsVw2Otcfvn&u%8dbhX8Y@(o_Q!)$Ma21syLqIO^lFX^-wB=98Q zfUiZroK|8nw1a_zsvMB$wZ2zS%i3dB<)s8FOAc15D4oAkZ0NR-6H^J#+aeovqvp0# zoiqw-tOFkt-z>r$aUyL3q8%qN`pBCh#O_ZLhnZgRc4CG-G;!2b#CYN{WhJq^k^!{3 zEw}t0Y8PF1yb{ljt<%3c8V+L|=enEH(hVUeu5^yS;DSuioCM~Xh4av*YBlQ~DOAE= zVpY$r4~fLKPx6t`t4-Ugoa(BO-Wol!j6}#-Ks`$Vj>KL4u_aKAdsWf zJRRk*kX?vJm139@#8&=lqE-jr##6AiqOe28vw22S^h3(fj0EbHUu#+wTjCCF4H4Bm zgh*cdR8%x@F$6(}rHxhY*97R?agsFG3lo8JjfHl9Qd!{@n_bdAlNx_<7?eYcZS!T`xXKdd zi;!#7zrgrB1bkpm>|Ouv`RVYNc0%|V9n>;dPRdpKnJHs_9>hi^==l&?RF|1rkb>pB`zWfJ1c5Sy`->Y;p!N9LTR0P2@pzAwdkLGqz!9zN5BvQE+0nc7RH!) z#X?)U4H1UV(fVa32~-#^C+J2u#MZ-aY!I7Iujx{L``H8HDWI{9S#ZKz4>_{JkOc^( z6$K+F8)Jf@O7K~# zG6UBorI_4)i`?vZ>!|wVY9CxhY|Hb5Ufvi-Zef?n2xEdOYfhRlt{U|#Oyy?LtI#Y6 z^hRif;Dv%eaUQ!4x+q$t)}ikg1DUL)QK?3msk3-H6EzO$N<%Q9N$QlY6iGB>wb-Dv zf!F8bRM={V8GzZK5?Fxat+%G?ifL|wdwY8p;Hy7qJmys38>RvEGKl+k{-5{L*pTe9DB7AH}PCIQX4Nc5CX83>{eGu17#mFYbc>+(nB$ zvJxX|KN~i$iG=r1F6cONkWBlqNRv|9-~d&gZj8J-)97e{L`EY-FKGd!Ym~Hb-SY>S z_PDsU8y0a(S9G%@6Uivim%ZSiL~)!N6Q;G;F?yH3^C?M*oN!+_m`nuhJY?da(Khl` z%NjK$2Na_I(-w#18kWl_G}_;>vXv6VIR@Ar{Vq!J_Jg_m*+zY3AAbJsarI_|@BpXO znYUXuzjlTnWCZop#4U|Fw!fd_DDdzREefk@24LNc>m_Uj)7o%5CowGyez$hT--5DZ zna*@xFnh&eII9#=jO--;bXWn;e@YypG}P7qPI9w4C~%nP+MwPJYF@A>3WGV1Z8WN$ zcNu$#GCbUYH$!0u~IDP z3tM1p419&<(Z$Kv9!$d%1Q@q{IK9fad>2-i(SCWQOe zbv&0f$Wg2eX-bPtZr*g#qXl=f$+z%Sm}7Xwhsga!w`DUv`eu4L_qp6w3tS-93%|C9 z-Cj=K&vMKYfc)9^(L@=hut-2>)LeE?e73@Un$|p42DNo)qltp&ZGaFwZLJV0GhMo$ zRC}!!Dw1-#M6@~U*<$2di;EjsK~g+*pH*|t&YUjw-P6@Oa)0gg>A9~;7dW)w`PPV~ zeLIkm+Hv9DF{_3Z2`m8x>wcK4eYr(_icug%Ej(+0+Y7Cy5-1+rNxT5{Cmf4TnXjSd zm}_eL{7#ZmNK6R%yZB8P^6=tOLPbOtzjrz|Be1=%4$fLAvMqGuZ;s3J-ZMec7UgQ< zZX1+|xBvzubv?LF^t0vfreOod_V7kbP2!uy40=g$gO8KSV5Z8jS3dOptry)PcY(e` zlr{LP)yCDEi&Xa!I3G+)IEy5CjAYUrz2${Oh7MYfD8O2OIvd`ESa#L%PsI>9Zxn|i z^6P?Zh-F4tfR^Iq>*0E!@nO_j+HBX1{m;xCES~J4=PK$IavV_f<5}X&A5_tyHipA5 zmb}c1bEKt-PCpE@ItqK%nyB2u)aEgY@+>Oh;^>7JXW61SVWGLg3mfglEHHbLW4Y^K ze@3B$g!8FUZWtAqUkFtLWOw=Qg;An9a2F@1%fLyJ^>D)v90&_e_8dllMN>2VfaRlG z`aMm2paf<>U$|=tP%;}aU?LU#5%Y=p`Be8C_bm<$wHka*lSZEpg42#NZ`(7+C&?2Wn8uqy^7rKO#4Je$Jcz<#| z)Z^)HdHnuH>5Ke=fwqS};JO7pTA-GNu=mj!dpmo&IoH!!$dki2AjfH&vkE>{K%=2u z+gGLdJ!{#V^-zca7g0urb3dc`jOf)y8-Dyzy^mVb(p=6_FJ^AJu!wqw2$P4xu?0sF zH1?S9hA$ZdXTPq`yJ44b8)BLs+XNRhmg`&!!w}5Ot$@0~$N(fb)q z@)&8&$rB_c1&Wt~VyoqgvIv-MQ>*ipemT`*oF8k}x7T}UYrl%%0eX9Hu(s9R^hMgE zFAXx8dygG09oNcZnAX3chJz1oh{Lmrw4!{YH-AwF1dD?A8^eu78t9CP6_~k$Uu+4s zhi-L%l~znqXmO4UN-S2jjUwpJlRJZ($9_Z^+RB5XT%Bo?infSQWBgJ#p+j3G6SC+0 zQ#kOovwa(s9N_ys&pLCV;ZjbW0 zP@k?~dB?n#?($kO`Lu|Wv)<_E0Ifyw)YF$^E7_reYTI8I3CT@_@1FS}V(UtA8A+VV zFmsR)X9^suOV%Nwlc*?U8EkMA=;EAc47_viO61>UATAg~d_#rW->5s4j_g@z&s?&^ zXWVUMNKrHU8@M?$17!vmdzqIx>!484A9dOn+&mkC!b|qXMNfwUIQDDSOJLG5F)tjP zNy=K$TX88W+Rc+=R5P2?U$B{h=6~GemZ-s=%P`k@iV8u=bre|&S#Mioj%kt?L(3_NIK<&Kv>$Q!zADRi12-G&SyZp=>CZB6c{pcX!laSUleVH! zXZcq0!{=ax5)yj^pqmZ2npHcMh%lLt%&^4wPQzy~BQwtBnD_~k;b5V#NsfT`66S2f zSd^5#d*=XR#HI~b@?22!bCfI5;U(9vt0p>EM@PNFz;o9i?Tnl?xus0+=9kK9$2z+7 zdy)iL@J)}1n;)vg@EVc0Ys#)>Z^bFhqOl%!6+{OG4NsUkljmnj1x$X5A?|1*w$34A zL&e$>G2h5Bbj4XOqDndB$qPwLnQ1QySHxM#N@H`f$BF#W+x20 zPlFXVhK4_-z;lMNh^xnZd^NP0h5IhW79Q0Muj;M51z03b6e~jcbqw!TNgeyCzr$^Y z*3;xpK=)b^bIJKvX|HbIut2{uJ)Lfb|HKXt<3q|%vvOZUL9pm7$Vtw!i#WGI&4!ZKUZ#=c@JLrK9fn0@;8(NwkrB&u!!FApf{*g;4Rlg5rX3rt@nu5Zay)Sf^KZo7wG( z!61E=G#;hxF8+xd;K&}pt$%2s)zG5P9#Due$ZZVk@VX}sy(|8+^BKyCnNwELmlT9PSU63l*gvE?udt~K0%in}lm2h3(YR|G_| z!R%ooFia%EDj<_fNZWSK+Z1~SemyOOXdSiN{(F$js0u7w{Opi=fHSE^o#8#%TE`C9 zO=Ks-uMV9{*)i2EzVMz=2qWKo6)>%n388V^q)5q7lvv5&!rj0t=t0LgX^j(%0TyR- z2GFr+jg-8x?u5DWnfXN`$a>I%pX+{mM#UJ|LUMCyZ?5{jne@$SxIn;KE3z8hPOm+h z0AbQ_wj5jy3FlZ2#P*R)UALMY%WsH&f`>N(36haHfv`0GPm-u&faW9f3jHw`h##wU z2~Mbs*mYUc>B5>YFjIEROc6mK$3)f+<#fx&yF z%7dnrG@yc_#i80i&Gck$Q&r&?_-oWqitF~X%=H~od&&DRkszU9iN_wShA`gbmk zE*Z5S8rcWnWzR(Y?qLGBU{*PkbvTQ3St;Ka7sIAyv|03a_iJenzhV>f+Q z*j#5|Q|7U%$##t`&4&bO7;u<={=~9;!pGR_kd<|pkCEn!m1OmLB<6)8Cs z&?>z}ny@$(vZl4^mH22LE(R8o=D5-x(J|jjvl+8uffPL5Oer0~DN}A8w=h6!7jz<+ zM1dNg69CmtHTCCqZAEn&)I}C`@tpjFP<2DXf^bY1f04QcYy_XtoT1k6&V>&LM2f;zB_i5!59+^NU?4;St?!f0%18 z8~BP={k~6sQtS6O|CAa_{Ar%-I~_qwl>39mM@zOgC!E_`DAdsYwTBrKe2~>ONyOOJ zZhz7SKJmN#fzWz1UIZH1B8~qkeb!dRHrKa_>2JS>E4jtVvx$NA%A}W3GVOh zn%}$>N;HBbz;9Wg)O1G6f$}UGIE?9y5Bfjn+;BGMYZGQBfC}@^V`VK|z^@A>YN<D~wU8#*5-h}^ z!%U;#vla4E=UPdDDu>wE54!;u35rg_S|EC4?bMShn;qsBbY^~13=s!fbzuAcvoZai zMO_$6TiV^{El?Qjt5ZF2x0MgZ=S?-q)nvLE-e_%S7aUJMl3Hu|x%Lr$IE+$)8-c6H zT}cL_k;4ST`QiF4B(!L+4@lm7y`+i1D9`tQA)_nR&g3~=VEK?bkpaVSRyfR0W=V0T zmQDW1-adbh7fa-eM`i}E)UXFd48G!~g~#Z(+|T6J2+-G=j;g1$bzp=HLjgME*RZk$ zdk%6iWs(W+;RGM5VZ2`$2*Wthc1f-BrbS4k#{_A%g7(aL1DXQQ)LT?6jjx_+Nrn=R zvxD9rdGMSKuoaC|=Kt*!cxRR##gPeNGb30f)=DY5Z7Sml^xZ?|kzm$tXS7+Zn-!w$tLE;B_g)o+PQmXqF#w6N;Qwy&ez(5>Y#RN^5i&RGRz?s?xqLD z$L(8eLQ?n*&?t@awGNow1dJ~!*(#g#5-BP0ITz{0C_j(qKLPIvk|E6ex2a01K0})6B3QHGBC#lKw5;j$K34H-83>q5$n*J z>oCMBt=&P?k!8yf(Eddjp|Kq>-}gS*8v^j`5BMzF4n6x;Bzzp{$7USsYL?-%?`rwD z5kxv*^qagF>&!#UBFHWCNuc;b(=RAnXAaf%7wLz^=F1QlzM}sFk<9r;vi=Kc{cj@q z3x)k}JNC<&{r?e?|BAN%B_#hX-Q}WL?Vg6I{@5KKU{WXgJ#(zrwoy5%X50;qm ze;LQ@>@b{PYVY6p%lxvjeX+t{@z*r|N5`4JjOM@b&r$wuljDmqW@r1V|1y|4zN}of zFJ+p8iIb3xixq~GmGz4y{<4(+=Kr;kzgS}?=C8fL`Q`3%aDAc5Tz}DMc0$g-$TH(! z!}u$i`D=q;2bPQTZ$m6!8|Q@KVE!uqi!lH1@y~&=ey#W4@vlA2@->jZ@%M23Yft^{ z^xx&bWt=Qu$nzHn{P&yns~`Vr|6c?A?>7H2*nbZEpY<^Rwvw6us=@y{MgLxiZ2t#lax1t- z%E=SBlv|Jzh&Z$*r?W(=v)c$T!f*Kb-@oxd0tu_3?7`Gj$2qcqTA_0MD1jGoj$HtRPvy&4- z0v$X6nMz{$cjAp6`SmdaVDli~UtE9$#dfyi-tO)Pf_mBgaM@Yeo12E)`E^=-X8u=|LoM0#?e;CndzZbu8oN} z0sXqM%0sS-Q`^NNp>#ik2^D-Bo*s||bUwL>i+e5zG>Q-8$ii;!=^hZ-f%gaTn1C@j zxTQ3^3a=NfAM^m89bD*B=*F4V85lSVH%n+Mr-$3OMZsUtA9{5a+TiQRZshUuCor&1YjD8p&eqw%(-~omn>{K*Xm*IEDdi&uGc8&}n zfC2;&fG8+^G2eNmzuWuF)+_6wFd<@|__#M^~E`Ec+6v4o#vCbtB7euhk6I8|q zPXYgH%7R`K_+|%JZ$SW%KM*<3DBD_wUO-*eo&% zgll8)X6ef|CyxIZ7+iWnUJvpkV5N9mW0fDC7eD-tFS zC%ig4J>9o_K~RUNerE6%zkda%!AXDzFzI~|fLNX$jw1s}xA#MShBr6$odh6*eP+Ls zKoG&4z-z11#GmYUXlMdN0UULop=+PPL;`@AIzU9aAp1DU_zi`X$(yuLgX3q!`YN|z z32qS&zOIg6JFZPO;AHRfZQ%10eJu^(*_5zkchUe%fY-xfVC-@KE*u#1fczN)iL+6- z&p~Z{-lOCI{*lOlGg71C>-OQ%70(ji_eg_Y4GFpWS~t2z_^XdS{sP|B^IU%PmobRY z>o;a!d?qMO3GBR)3gfW&U|PiifzZos!ZQ-6W(SW!A~+jCGrw?NaT<{k@yK|lF%uh$ z<3A>EP(o!~8~y}8w;0A61n$dmFqzM+vwC~>5Yc~p?aDE0-*oJABr`&Znht>0?|8bY zB9l`Ci}QnbiC|D+*;{?W;OvzAg#k5}dY?{Vgk^zH7Lz}Mu8ns!vZFWlVexa%69yrS zsGg04MZpAgP*@4#u);$3bAcxGkDL)iR8az2@j7JqbP|a*1auO%iE-aZ3ChJ`6Qk}6 z!N^D1zgY-5CU`Xxwv7tV14+=se5GIv{Y{zwoAUCNQgHi~qUiILQpWey+~QYD z^w@vXrbe1T$G)G>Rxh-My*ogw`@O)i=33e*it@{<-QyGzuQW1Pd)gYS`Wj znC$Jr1Mq_6TZ5Gw&k7*aenJCS-t&!YCh>KC5|;X983LA`W`d9&#d?zYq*v`=D<7w;{ovAhT%WW^;&1wb)7uj#90b9q0QO&nA6Ffq&w1#d>vaG} z{<081HHvE?+BD3J^bcms07ULxzg4^3XCcy6EN)EUd4TCT5CLgmT}s0o!)W3C8+h<+ z@ULF|hs7Xz`$m>`*#w7=l_Lm#I3SB=ZN z^c4sJ`-lKILwx3kz}u0b1F!3_bdlyCMv7};_cz4u`Jil586Ap|j79T_vut_-yH2!FIPX&>us=z?#09{&SN zctes)rDMZ&^Vj4kQExoG*b3gU54`ECR8o{37d$e-M^2HdrNFXyzbtSeFI3FYC6^Mk z)1d6{L+qtVcT?WlU7go^_l)$->V^o1=>CHSAgZpca9ZYB!O`LKf&kiz=)wHSf(ESvP7Q$hz5hIVOc+HMtskhu3~0iZzi#Tl~xltBHFektkkUaAcFzGLPK0|K~DXO z3={3$`29Ro{;W~R4Lf=H#L_7@aJ5h^R-3fF(pZ>5=<8I3e^L?uF}$hnpBU-)niE*bA4ELW zjwCIWJic1v_OaflAP+F zJ<;mhh@MYY^V8(?Z$~50N1i*{=O~U0!vt;Rk*QKzP>gLc&;&}ZJ8ByYF{BO@ny>TF zR)*@x@g>RzF)^?6!q+GMTha%|Z)AN{D7E<|Zz3)%z>l=@$2uG1KW09YWw;9hc(nW3u(aWCcHBUG>jg_w+>4gpKTi7{|gV zVlG`hgImVX8tUgY$|;qTuEppT4aWhCDbJ2FG5jtqy*Be#P**uqS;01a&hkoen9s>= z5vh9jLf}UX^Zdb9r@u;72X7(}2K!#0EUR5~vKLAE!bByPqr?fiMt>sSy8xZy&XR<9E$eHOZRl(>CqB$^3CT+Zuor(NRZF`TD1+Q8k$m zkpPr?#9^1Q<|9fM9-LlBPcRkcawjS=`QT3Kd+-SPVp^37LK33RHwfvc)?Q7o`sDoD zgYvJd5lyd`=Blc`;-685g4<@c37zo%)5I^hruT+wO^@c>@6#9bZIPG9InsbsdUfl@ zj8lo}LLLP#ZE|x8ofb43ggn8$0i1c%#XenSE6}QrC5$i-DRx?>nbHWIN_Xs#lJ_z` zViL|;L)q*1W^3=&COS4bEtaM}cb?&jstoTi-vH67iJ#@9s}T6USb+-1zNN{sX#%Uz z#T^tgS7uUZc>=~{_G@%x-W!>aC;B0^YEvi9IG;MfEDXtj`bHe6pW^eqkLDs)+oL{W%vX0RFcKZf z)qkLgA6&R&vgWdFpAG>ZS?6AbqG}R!I}GaV$SBI&eze^RXWlL_O18t!a5W2nFGIbv z2X|IX%o99rTH)TtyDodwe&Vs(8foS>7vEM&eohmuw&a1~ZzZ_E=qm*4E*>}=8=>M} zsud88$i9-GAamI7qDMG^uKJJ=OZg`UhC%W}vLH8YYSZ}LTQbtHb@Oc8CW068_&!{5 zVqt%$@a<^)emV8h2x}6^%{5GK;l+h)c6_U`qTT?bb0}(}`j&O?7`-TPdYLq1J?8L_ zr}^sH_k2U8+F5}gixC}CCj5L|31$^$#g|TVNYFxfNV46xO#lHV0VGSN2e*s6cf_s z)!jJf>r;{FWiNBNZeV3~^40~x2IHbUA38&X0|I}+TQSoRQsj%DNvnU?aE&lf1lh8X zupXCTU`N{>-*a+bTrlql$)`;78gPj9qBX|DeE)Eoo|+Jifwm2i5PQ2W6T*N;7I9M1 zyWxnoV=o$pMi)3QM_tC+keA`0lK>mfg1i<{?UqQ)sLOU)805)$rQ@DF^n>$Hp8Oq1 zUQWJ!6|A4_kM=~v&2=HNBU2ca2;Y5cxoFpK(<2SMlh@!`Upvj(5_cFA|J1Q zGwAUnmV9rrn$xl8SX}CW{n2_x&eKU^2^Qx|mxm?&ShrA*vCFwW4=;K+X&fC^HIT?# zpwQ2F=*^%@&r_gaJiX%~1d({jPUf9&MZ*5aiBr&G451ogW%bGQB0rGTH+6vt&mrD@b?o!nSst=P40%UnwC?gyP@ zNIjP26x@uouEicf((DUdAU@5_smP2aFTBr=sO{0M^6++AH)@@2I8wj;ObF4j&=Wm5 zE^T&FukoDHd*J#{T>+iEMVa7!=dpkXqM5L3HZkwn3hwopVLk#B#)Kdu=*ou{d=gj` zlu+gUPRpJbS=`5cMg8pQ7Cu*n*MOEiU$a#5GR~XyQj~Gzh;6RpR%27LX!DnBzGW+~ zZ1bZk1?Gp>u+UDm=IkSJVz{O=}_8IObo~)K%>%?$b9)ZMS1 z={62?(-dDP{#NF0LHvUq6uzdbY-!)N$TO=KLJ3M8lt z4_pb0{=VxNbEKXi$KkJK^phd($!C@Ktweum*X;uHkvayW=4B#pg}2mvV?f9E!y;a>bhOPR-baOy4bF2gPj zj>^^Xbf2rFY|zqH#^JR>r7~cLyV7Q)z(lL`_|%k`jG=j)nJIT&ylAn44SUui_F{a+ z(kaB)%b*Tfb9|gny`px>|2@48&%BwnT_X?93{Kgy9Ywzs&Z~Qfp7Qd|5$WgnM~q{v z!=Ftnc60Y{C2&zhzLX!P1&&DzhNSCMe6B=t)zfTz0XS!-v*kzq^c%oK2uC#lPNEqkXW z5|%tmf;(WW_=;QfRXRo)z01)Z5j|OF`xJq;z3+H4IsXZdI93LpSVMwj@$l>C(fo+Y zKSBf^EH!}eqhknPnjw+oYWO@`;{NrFShavmlf`l<=HZ8BWT3~;L5jJW$3%O{NeyF1 z7mshNGyASAy<*gUm$`%Hj920dm6XD2zd?tW;_5eyuX~}I?vjH6R;7sOtVs5SMt~3( z!EU|Qb{b4>Pak285~Md;ClucM>exTV4LK*L)PMt195Gzo5gPehRaQ>VWiH|Pgt11j z8eDAsmkMvW0!(gpTm5_dzR>{aNSF28;=&!g@;HPZD^H+rDi z<#hSiq*2`*Z@dRM3VC~N`vO+qsK^(1&%HA2Um%_tlSxFM#l-(q5*=dV?pMdNW~wms z>6*f$uq0s{b+jn~uZL`4j_92OsRc$WPMcWKb|;LztBRY##{oZ#h#XK)Fo3~*p9?Z| zj5e8S?Mo;hc;GzX$@?R(z{@8Gjg2pFZQK0(MjS@&!dw^XORbyiZJz-$y&^l8h5XP) z2t#(GG5mOL9sN+!>ui2S=Wm7rdR@91FQ)a8=ssM|1&fu*VWd-PCA^Fqc(1Y*!&2K` zU81na>Qu1$RO^b4(w7AA&he>?e)v%RJri75IVHa&f4#ylETV105b5h#8Bur7E*5d* z%WnXRtv0;9J%C)dWa8w`gXzS#^^ZYtbaX%MhTo)BVpA$KGO-muncCY@6ZpP~R@%}~`! zI``QQ7!||II+9WKX~v_g56poh6-l0=p-s-v*6yZ_4h-D9#@nwygq>c}%8kf=H1gi> ziAvwQhpxB@q=@Zv2KbT6jJKMdl=;w6R{(53TLazXKD$wylMahRineaT#K>cL5WHBH z3$ug2UUj0t0uzs1u9HL+UOD9rd=XQmO-QEM2NwGiO2Hj7|IjZGz|F{n19NbW5n3E& zgMnUoxUtpy6tF8LR0X{F_P*N)AyntII<{-KVV-AbDW#4#&h6DhjI@8DZUDR8bW3Lt zEtK%}l+eB=j0M_pG3}90zR5?ggU?JyF+je<1}ez zsf`sK{*R%p%jq19L5~#)#uq03(jG{a_(z?-X9*p*}Ux91a!=PIDqqCzgG@v@GnYZWIK@)oZyl1DoC!x zzPwA!OClP__#GYHHm?F3cyUdL>Xb8Xjq||B8 zl4k(Sl51QrtL?)jj(Htr^P)CL?jzbVOs*^nPtE8GQOcRim$787r-ss(>(iuli&&4a z?`<&cYVRS4k~vNq{64-4x!UO<8g!CqT6l-Bfn+&)WECEJ%1Ed%ztyaBkll$(XfSdl z_qkglbez|{W#u$r2R7T(v0`Faserdd8%RwUC|Iz&vTl)qk&^Gh;Tz#7?kXNHlyFz= zB37-&ow+l1WeQ2$clx!cjLGR zxm@Kus7(}0Lo@(HEsHnzZMmT>(}9ML@%H?5URV$EH71N$X7;@IInlKG4;?f^QQSKsPiM70zauT^@Wx?zGV-u1GRa;8&r%kHxa{Ad9Xgv4e;s zkBR$4jYQOAK+RhYh&e1wH7(Z#-{h=~s1y^tlQ~|_DT(F|r1K)qt$lh1d%^eeeA*9b zZjaS8OjyiU@d|hs=mcCDG3Z8=7GABb9$(8eFSDZRe^mE1tBi%f{D4tH5xi|NPP94< z({d89%2>LJ;tamoGBi>C6CEDE8SF*b-&7*wJCH~Rz_CdOty}0LaOs)stE6tCzXwk?f$#d} zps0=>tX|c))|nAFXHDBL^9pkJTgMHWe%t|nnozZ7yw}N7T_;JOsrLG1i`&|_4GrHPxL|s4I!ZT*^_f*Bu)oP7S|Pal zxFO88;juj==g3AN_(O6i9oj=FVI9?eN`TMjB9-rDcgu!xQ|`#58GYL{9t3WNRbr#J zdo{?5G`@bcHd;>=2ojLw9(jsWx3SHLtbd&2?oH1$WRRm||0O|U2l4RgBdUao%K+jD zj5X|)W5S=FPD2@aB~VGn5#b(5G{w{0O__gM7F*sDsano=EyWCt5dhaaYj9VLVDa`Y zK`F`owxu~v=@~zbJNE-7VGHxZc<+v!-#O7c{V|$y_o9n?xMWlHOchv0%(3`c2ki4^ zb*&{+NIrkf)n6U05Jq?DOdjIR+LEWipnF=(2T|ivb+|;2O1-KBlZ`f6*MqpPDLBuJ zI+BQ==I-V9-HZ$_9D{{R_r#S>OV}Ly;qdh}t41fLgARse#sakQ%B`Q7n#_`~4GwWM zL4rw9e}KCUO4343;LIbFc7Lcbp}k_nk0v^F-SwT%)>9O3vFBe^?X>v2$EX4$c+Q)O~R>V*E2Vr=OIT& z?-;fG;zbT6??$E{8Y10lO)`6uqLCCvD&{yKmAm|d#41v=BkmN~`t{S_3y@5PRYot7 zaLC$iWIFP*2khRwL?N4Mh^yv`za54QeKT9vB2SW!VHj%An(#H~AVbBMtVz1Cz^9Ow zdmDyIRjsf=pt#Rnjz;i6POo~0Tdyqh!OI#Nmh#R{k0o8T=V%uUBMz4+CCvcVmD4Xl zIHd(&K~0Uo1*iX=B&Lr#zR~!dKWP?G_Ea-#3O77~?zTIG%AZY$m1LiWXp?-BfaQ*5 zV~AiGN1>I3ZkE=O9W{5G^}L6dCCc7#{n6wP;MRja#@rNBtAemk^R^pXSOliN%If(jc_9EO#CZKJm!_*G(I({PW259>B`4=^| ze30xlOMiLy`_k|mm?vq{20)TkKpREgvku&N(hNt>d>JkYUVsbB2>pT1ex}iJ*ky-`5^Tm`}oS@Wsy_Qzt6=Zy|CFm&H zZ%LefVmQ34Y*VJ4+pBIvG1g0Xv9FAN+n7goZ7T(HwP#Qin!55)Ff$iGxr+0qrZajat{fQpiP1q7^Wb&s4%^U*Wf;)Ss#@;?UwVF zGA6}EE;aqw2U0Y4mO1s3^0qvDK07yZrC09lNty`ZnY{pS>JRbai#V+%WW{K zLW=nY4(p<|JtKc_Ty%g=bLbak1|41rP9xF?8q#}|<`f7lTB{DpV21mn@EhXhLn_t5T;zILTH3mGSa0TstcayxqI2iZ!F)xOWdLx;*#Gx>IJ9`~XOr8NvY^j7F4k{=oK_dCQaqkZdDtyM5kHX=W35R)mk(x)sWsw9##-DV}#M zX+7v3nYjD%Wx;-%#ahYaH?+Y)6SlHWc-Wm{HSt zQ$9?k9kOjv#O5z{8+eusD|R*tWHo2UC?`YTD2)=@g9bxOn41qlgjy2c1I6cS!&I-nI-3sDhD=%FsZ+!&-tE_j0_y{hAMAl)+lYu&%M zbmoNu>Ta$?*Js{uC(X}p;1guSkEh;wgu_V?8-apnba*7hWMtlvvuP>hB50lTE#_Fs z0SF?0S?idtso2=RFAnn{C}^5yIvj`oSD~EAN<*v-0~OwpOql#arexG@{^B2FhK5HC zqntx|S|GB==#`sau64L^ACK4#bo=;-{p0e}qut%LvhX6UYjTWmWL3Jr z@ZI}adSYYW|J?_m_#qU)#itt0GG@{*ANtJ8L3La{q{>1waQ^HuNjjy9N+5wCSnVwAR~HC}(jd*`uvBStne-vZfQZHSwH0__u3*o@7EK4A8D z>SjjE|8kIZAsEka*F~^PY?7w&(ilkW2!J^)$jO)+sxvn)H&uxIxbvvFmVMs+(m-aE z7Yw);x2~}m_siiICN+>K6{ed#{c37`PWq8z&y4}%&Cs;0SjYPk~nl2Ycsb6*l^?j)Ar%BAY?#T)s z?-05X6$A|Sqa_o*mp?CRT<6tzR7_qQdWAtd0xQp-k6}lz+~<}hYuX+Ze2tl1`~0pq zGKKt^@hqOgR^3^Etx7dD%Iq@zduG&@Wh-kZx?~sr_I=CvJE=aaLlO@D=Cm2U4QSaV zKQINRk0IR!Ec&ZPvAUMi*X#I#)5&Qpg>IH5nr&(nO<&lfpDyZi4#voXBOKrYIYWA) zr8%Kv&-8?xVUObGZ(rJ%tLbyn%(`3oyGO{@ z9xlO(l)Tg5drF#k0VplhPSW^9^9<1I#JsA9>G65^m}iS@V;KM7XR#KdrNr9+i;zY- z<8M3AJ!Q#jP*q{FKg?hA@ey>4+Vk0jIGlZdjY*3n>|^o$ z&QsMaOf{xP7(T6VO0ypS-VBAc39T;l*<9 z@Ux{qFHtNroVgLG8Mm`aBK6vduD<}8URS4>rv)Du$OPrsVnoh~jA)(kTHwTm3)k$2pNe~b&S!?s zZ2KlF`$)ekmixjlD|ANX1{D=wDwKn~aIkRvXxHf^XXD-J+J`Cn|pD!9AA6m`I zVg&XQ;LW_FSK2vXqBhCyHhs&FQk)au`RZdas`GYC;;2V$#AwXP^IQ+%ikK&M4kX&L zS9(}{Pc#SAq4oBz#ngqB7Kv@AnqC#Qp-ox7(9VATDT&l70mV8pNIsj`H;ndoaT-`tz9KhW9kdl3lZ0wYe;qLJw8i$&Dk-Ur z*F@a^v!$zoX=@gGz`k8#tp^4sCs4s&8oJT^4S(K#rD`UejyM76>}N(?KAP`&!|W3R z*Vj)oN99vC5nA(6224{LgX<=UX0j>x(lnGZ>LqiKkUcP2&!ddUd0t1)M)OU9Bx1%A zzck)yv}aJul~S4G}e!dKx>uT4GMLzSH4#4CC)>k;nwHJT=uc z|M*4@qX_%0S{H#@^CgA?DI4x9X;f|uCn&AUZmH;BnrPtxAQqT#|9|hY4n}2w0O*{nzy}~EMvFVH2DNnqM z_?~g^6KD(NY3C|tMZmymEV!Fixn^&gJ>YsOO3X8de(>4uSz?r??O}i=EO|Up-sTil z>Q|3+|2Ep<>CRNYXKC^9ffbF-FdsJaLW4Es+e%`SH0R{C{OjLwoEV~b=ggPR{A`v& zZKIC#SJ1{tApLCop%Xr;+lroiOure*t=lK<*$`oz8})HUbqq>kcN^lGQ14S8{Z#rK zO`7^>mIJ4#BGI2Jdank9N;xNcOP;>{tok(K3pTkI=qhthcU6g^v^px#Wyv)JN6Vm+ zPh>?rZgq`&2TDVK1Q_;bZml=<@>mCzJ*-y}FN59m-Q}nm=Gt7@|?#WT>h~lYrCyp5;}v^tMs5!jjHeQ>M)m?HT4X6{j!z z+bszJ{$AD>*Eo4biOYRn2usv1ZlPnOL6>L8lK9qT7|_nmMKnH%Bk4mZ&KjKYPxSay zDG_zaVa~WpC|iJ?R0AXgH!m2OowG$j zA=iicb*_kP9wdz@-W{^&)_dgF@|Hs}4?nVRIml?3`a7Oj}2qL8EU;SQx&(j9wmM6))w(Ghs0WV>M^i$@70M?FI) zprANJFOt}Nk#WgpB4db6;Hr+*TRphi47B?RyuYlisafLXZPwy^>QYx#xpOa^HM!KF z^47?P(?Jy-O&mk2$97gSZ_poc>4%P@#-=6-G_zb(QlyA$bIXQj!Vg`;MVfskU+j>c z6!r}{(=Ucx#MVOF=Oq7S>+9|Bsp))A;p3OwrAlfSw;9Op8|tJO?o64cwbH0N-m}ph zHhoZ4U(#WS!lzO@f+nJDc5+Ohj9{q41QEj{-Z4>nDD}F3mr79Y@U+>+x=pgb!@l&YtP(U&wgW; zMB9Ad0lWR~giXKF00w~@xEy@)uPk;qxx-OZ<%9CbN~z`B-vaA8xuc>4?_srSkQb5D z?1Xx7Zu#S~?!#tI#}n&C<4Bwxs(_s1FyG0Dxw zIg^QonqaEh9hoK`VtaF^AJKXg494vf8FEkvK+j0XGRg=#!^O`XG`YNDv7U+X)F%!) zH8t5yPnea>7tktZJran(u|#cAX?=fpo_y)mAr2(y+1@iG>=Q#Q`=q@5A(=v~z1{9J zl=O#`&@Vo|f^_mYnWNyow>C7)3(sQ(ozcSjO9PNw8PT2lnIlAp4{MM>j2BWwZSA!8 zV}xg}n6Yp;-3|&EC3nGzJAg!hXAh zTFDf0y;hCT`W@9oxk?P5BhQvrN{}tYgnHglS!iD~hylDqPfYgJE^b%CCbZb}s98SW z?qj>w&?(7y6vj=SZ)8NoF6Nh&oAVEVh&AYY9OqZVwrmZ;stdGv%dn;mIM`!ZD^v{U z`5&L&1|amgaO9#FNb|usoO*LL?a|_$@|lLI(5mtaQ)+f-kWKSO8IQ!w?@PZL$>gpK zXkVoE)+Nso<*S%Ah%c-yA@36UlyX<#c4s6_w6B#94c!&kt?n;%(BG+lYWh`JCo zB45S}gMz^hfB!@>31EeeLG>YhA4epC0p*Co(bQ+gQY}Q!FFbO2%PbJoGIHQXV5H-5 z71An#G1qk}?Ka&uJa^P4U6?DxK&YWW`DH*pDF8GSwLM>jl&}^uT8&=l*)SCCws#5^ z>;oZZ@Uiu+7=O)ru@pCzMS0Z3wi}cIY*47YKF*>_;=@8#{Hlp7v=Q+gt0@Zmvuxey zZeJU|WeaLZ#G6Dt@RuU0h7}u=D^`>otH#gS$ZPo)QuOD!mEeNcMq-2a;RQc>8SSxQ zyfEYsz{cVrSLV2x6==rO*f?*7ZAD9Z%?Vnwvw3&q`3RUdKlBDFph2=GTmQaFdGrpaMwk*f4!&A40Y%TXnn@7&ak2U zVFvLf36{M!erq;UuZBRt$}6X0*^@RFq7B9!u}?luAD=SCg~woz&yp7ojF(3I;KA47 zr$Vx(NPDN|iJJJv$#v_5f={9^?4TgFX2G-NcAqWL_S5Ilz%OhcS?Lgx1hVE9cC|gD` zC|d}BS)>OaQmZZVS!b!`T+~*a7H?Io+(AZ8$NW$$xLY1iPo(^d*zKSSs(tt#J*xw} z_&zNIQZgB|8Uy?a9*9A;|Jt)*T#9V3%!A(cddwK;cK+crsTA}^9;#<*(nUKMfx(52 z6k2i>ie&HT-MwtGQOheb+STetgSRpjY=UAFP2MX|OE0R}{q;=?h|1m%Z0271EpQ8{ z9gxrs8Z5}4#E33j*Z1pc-3r=&(mu}q8E(za8p9^SR|s<{L3j!^;`mHjb$;uDT@H#N zXkiv-qO6Gy=6nX})rY<-db)UQY&Cm6^=x-5p>8B)W3lowy`KeHrgC^}&DQ8>n?->u zKy%+!8!JO4ajaLP3zcCW0m(O3XszUGxGSiQLv&2pX}maePfb`X_K^=uFIRNQvsu)E`Ou;bsCd!lyiLe<=&iCI;W*8en*-o zd)I6V35jG|MzlE9dJ?DNQO|T>Ey5GFP zIRg1-n8UbIp;jh(>PF43pL2PS$~+UcT}-i4gp5whW8yfsw)1>!N_3pZHg9|x&a?Lt zx;HiMcLBQBccGN??$&bAe8oe_<*D;j$pJQo5G247Y7%;E(M9H?Zv1i+VdxZ}3Qr9u zZmUU1zLm&X14%Y>0_m{fUZ zzU9H2WwyPnA$_@T{@WU->RmxRufvc-gE9d0oo`3Xv@dJgMZ{AJ3uL2eG&X3tULZML z`o37|eE-pGL;`ICnQ-SQ&nK1uVUp9}+Aoz)&Rhad@KY4=(VJnO55DU^i^|b&Gn$=F zQ`U3 z&H(Hh2-Po#Ea9uVO#~f=&P0V7%Afg99@lj|?bWdN9*-m>tV;X5z^}VgFG75snDaFQ zx`BM*JFcd|C2ka;3;3BhW8Gzr^1|TEz@azo0xwdBQdGzMst9=GwOd3EdP{=^J@bM4 zqt%omrhVth;nWfj)67$Dx>W&g=#i{(v^7}8n@mATI#J1PeDmBcnbvZA{jZ*7&8U+7 z>}_s^;8`R|n5)fZ#rjo4@T=0=;p$?CbWAY?J-jBJ*|qxbBNAqS6c+E1F(lekXz5i_Rp>e8sXcxVb9kQHHT-YB{t6W;@v z)n^lq3H!X&zHE zeN+67Z3$a#c4c6Cym~cJi?>&QmK4(kNe{j%d6gU2Vi|6r{)ph6fbV&>oqdyMOOhS=$C8Mbm;#uqKLTdPqq zNNOgA!4Mqdcfm;cy-MUkK-z;HSeZz!Q@?oKA)Y+UO@xO&`Hdo+_**!>38Kw-5eE^a zaWl@V*TCgcrKy<^T8vkScyzsq=Cp~$Hg+NiBA=11?9YqY)|whC_gT{0{jlm|hbPc# z9GEL(aoXtXi}&-_U}(Ma%1>NNn;x}JIiwbz`zgQ(l^eAGgOrJ=<4HsZVD+%AM3T+Pd zb4OwK6yFLqpljm^ta8I+?QbQ@O-Ud8}~2`hvuj$vzk=+i}1m0mt~?ub={P z%lUglUh|6sqdtF=F6m*{rhrn2^F9|(i zYWch>f$3;?rx3`8InU^T{9$mpyLT4r6N^g)x4!tCjWW3imW=fM9C_}V3X$1 zWxco8(y^v<-6VTspm+pm!bbP6y-H9q!)D=%7KU1A=vH&T73eV8YR{D(=6Z8&hG{OL z=s@3L=wGy6i`S0o!($8^I2*Sq)nLh%yTR9f5OSnzp2WhQEGC7c8k*r3s8O_L? zHnwhk0cb^E`uC9DboT3)D5c$M%uj!5_5dh zMs-ZOT1%@`ZFlPVJj{j_ke*SP%Mw(iW1D)-n=DCv$>+vg%5~RUk0~ZyEu!FrI9^R> zHHIuZTjrSJhw5emLdQ?L+xb`VEXWd< zqfN1K!v#FKO-lpd2g zaSK=b{^PViz6X^_$}=4Nru?1SXD(5;W3*IEl6h_SrE$riwJA0!;&zT9h56RTW+)J(r5+E2)Fs$8R{e@Wp>}_OLT8@r5fe;~6ln zxy|*WJl#(o`quoei8h6t$zBjOLgrRRlz>(2^r?<)pxyfvWM8Y0cOfGqmes??rsw=< zCWeOJ4tLlFpX;vjGNvc^GIe#7l}~BVqJ6k2fVOB7?Ui`f2aobb5AI^fSrO*0%*N@u%6AiE>--$7wEKRz_<~Pl-`u=e|=o z-PgBnSM43}R=RVtCEv9?V)zgsyz1DzXX3+kxUeDSpY%f^vx&mPW!K+auY5bu#uKr; z!hu;Ip)>^FH+3|fv#eZJIW-b|>x>I6$1s%6(E(F(mi|JGh~-MwHMV5Jc*-RG4LY~l z%P+K(aAL(UU(Y*Nn{oF}xr$(ea>e8-glj~f%?DUo9U|dR-z9Pp*oid_1!kYJMZeYD z@Wu&!O+3nU`frWkjxK0WT4@-xEsAuJM%Cn?W4 zD_IcS>?KuEe{OU0QW4X>cNB7RtThvt9}EnjY2hy#xR-D<`pG`7efTX1TG^2=w7H03 z^k8ak+k><{)m2E{1>_{MNG~SM7v5~|!h~)NHh!zxM)^f)s{VO<_VYq-^nJ=5CM8bv z-MB$H0qjU5h67_25e<6v=_kYqQgtahS;28%@2H6mW;&9qY~8%4boMEACx zN;{i-6!C?BI|ZFOf}sps=gA@`wU?u!_K<5ct(0&m_l5Z@*~kDEDL?f|OaFVtn66pa zOWkTSn+9B^4O?PC(6hlG0^aceM7R9YMj@#ySNA69)x~d#rQI7^M7-LYxb7HnR1UmJ z>$_BX7GSkl*?L3FG%wc`Cj0FDjL#@rrd{5*ofubuj?XL?fnnMJn02etuUUeJbO zKYSo3D=glN=Rw?6&$fKsgBwlHHC;$PMm8qWSw?qAvpJTsu0bFdss2<5Y!H<-vL zj1KE0c)GrYJ#jnMQ99*ZLfnI_uapx^x&7plaikAKQ}iCp7~bOYQE)ViV(KFZYTdTy z{|Qqstk7cBlYeBvaU2~cS}c&=R;>2d%rnPhJ+piLLw{U7c$Yq5qF2Lt`Vf_Xb$RY3 z6s{GoTQnO(h%Z0kk~XEDl4TyoNnz$LPy2e0fD4N}QeJV4ety|5pnL@X>Hb`xSPXIX;xgthi--UyTu4;(Sc_iGsmhaeK z5=VYbIki==I;qUl9 zRuf5ljn}<>F#}ZPsRR0$M!}h+1(piHa}kKhW3*tk zAG{K@2lWj=CaUYf(iC){ky^AXHj47P_E?ZDJ1F5p#Dv=qBJp7x`gTFWl4LyW+) zkF-x5sk9eKCbfmXUMPQyLUoG1ly<4)*txmWL4Xvp(V~S6V$^djASBc#FU&&fs@gk{ z$~oXRbgUUfJX>5zY)XSNPl6_rxFfzIpO6}`%qsbeL$Kj7dDfF38lsJj!m-b6N(otD zDum^$9R+pY-*Dqcsirudr*myJJq}V?r)XE>X7zvZ)Qpc2qrbM}Tz9$C;_pmr2}t@niQ^;3|v67;%6kCRdlEkV1(%~DZK zj1s-fY1G95TQp*_GXO?{gP8)KVtJ?#kTkN`rLWBKu+Jbjia{7-6pj9!_qDoW8UCOl z*{l$uPK*z`-JQrVxEcTC%->3|+roII`Gn#O*%#s-$6~fcuZp~j5TI&6{ zJkE$oP>OKF{h}z8kZ|b`I*1mR{Ld<{X`&OhfR86>L^G?*uTUzB3vUNsbXnf)tNVg~ zb_{|**pBrn^e9VAy17nz>0 zeqPCM{d8Hue4Kn=zB{GQ73>Ythbmyh7dH9Bl!I}x3XnbaDxbq(lQ%~42noW#k#hq6 z3ORpfg7qBkwF&f~a8zt`BHwR98-N`Kv&(ON2;Sr6Iw9IyL1uUt2Wjn*;(Rng3(mfe z|Jh3|Ya-~6(|6nux*|M(FkEeX+s&d(rLx$dxIJT;?CwXtL?NkOYp?5mQ=O(g&oYix z^dp|y{(t8pylX2gPuP|t0z8i6t!OQ@R+fV@&*v0ebCUK6u;#VfPd-+X^SBNN1V++jiIX-7~A^>|A7Nsat) z=|5lTZlpF#HHF_N{uW#%Xq=4r*sSxrM+LNEzW*gzq~tq#5g6tX%w)TuPb$cH1Befg z=}Riod>y%o>GNsYbHCa;E7s<^UeG)fB?aOueeC*o08rMVoC)J9KVb`T<;H53K~Ld; zF!!8gEml#4ayN0q_vUqAC&r7o@HQYL!Yh!mrnf@V)>4;@@-o({ZGxz?OB!Mr@XF4=tV`wOB6Yu5)0XcpHhb`Wu)u>R8B3U@^p8hG*?MqLM_U@j6%3hJ}oHDn~Kg*MQjac z*Skjor5zGFl91O^77^{&&?5GbJ!?Oebi-3@Yp=CS0B|pz!Ryq%TrP_dKavO>I)5(t zE(GwUK4-z8-zVK=y^MhJ0455mooAJEjFF?o8w6R)e2(fh*To_>dny4kmag z74nAg9*FF@4J(zkp%^$e)~T4X?^o%VVTGw2GoYhfu6>eQji`}zHSx9r&x&1Z7=lnC zvOv0)Vm6kj_U35C(lgaJSsz$;t1QcYl}rV25O8kdX#v(tFS;GAobsUOtZ+(}qr~;r z%a!+yp&r@!jW)hWX+Ewn%^Uta-^72kYP#pva%bJ&3NfDeT#=8;_U2bhRv{sc1pXLg z_f+C7t{?#J6I+*FHZTT2c&FdshwOp4V^;u=33CwCUwjavQ>hJcI(ZLk3q98Q WB zQ98fRupiT7@qt2h3N!yGHA6RkbJ4&C*uJmt8|qHT#cM|EU(joX>LX6&%Y;W|!YS~C z-;F!UV2m_$E5@icFIst&s}a~%0L8kpa+`_Y;N!GXcK(k+?LAZi;r$LYmo&3P}|AuV)G>@ykysH>{KZ>p(B3Dl+b0p7^TDY<>7)Y3& zfOTiazM`FK%beH^YgCetjHEC;Yf+tkK9}y2?4SHf|K!+0$$8w8GXz4sE2Pdud3e4Y+_L?w4HEw*Icnf0ZAZcv3PeSK@4r`(;YkXY ziWL+UCi@(ACoSh;7JNo=c<~F_xk;o&D$%|!d7>!{HEPVg1y-Zxiiqm0Lh)w8WAl0^ zNrHO`_k3I1xD&_jV)iAri~IBPWwFs6ei_Oh9WlLZ;mZ;?94uh+_|1s?iqk7}7G?M!=4a7qeUDjLNPo1>WYrlqG3bnHaJzV5YMXw^&NWW75T%9^1{a%UG7%;`w4G5aAnzl4&EUI_ ziJ}2L2(5o~>uCvw<_U0OkSk15J2dB*rvj3R#>740Cm6=)?GvQAhr~)BvRi54A-gpz z**IxlWSAYz+qs?Ksf{5xS}A!gmy(p5I9$n6^5@8Or(HwSF$o(;l)-kSF0iQc(#2}2 zT~FA7JJoLwLAnffl@`3qAEPKro|imS6fgyrl6`1Um6GBl7cR~C=?$4;yh0~6X);$$ zl^<#j?)vYqcN$yBpmc!5B&A!$Jpa3HPTmi1kF^H1fcB*4(=2#?lqJG_ob5kROj%-uO^f5bn+Ta`T^2~>Y7~U0 z*0>^|6=pgRr@X@cQ|)F!DJwZYEzz? z1kYTuIGxYd1oBuhb#vwPVr9Eckd|YUMYnFe(%>lvAv7xAb^liXzzr}h&2@Iq0TRjZ z;|@tf$Pow~8&riicelDEo^XWr#n;a~VMg?$_=9BHpp*JA(nu3M#1IAMY#Ua=k>-Vt z&85@WW;Qj~maUyNNCyzzm;Nb$Sc+$gD|JQD%|7@5 zrbQB=-y@Fj z)G}g@QW?GEWsTa&gzDR3`P+syapc-`(m*7_Nf#wTbqPkFQzhgiw26~&aB=KBMF4LZ zhUj_ISzur%Q4Ldr;unnpYd|U(xfCRR0G0W-`33ElIA?&d5)C;CldG#e7^7+~xx0(3 zF9=2g_`2E4bx-V%KT0M)NG3cd4#pYhJPjU^c+dAaX9`u$Yaht$Ex0F@uj?T-L`VTQ zh+?}R@jriPFz8$-l-)qih|hvW}TMPNT2~LQ*fU)Bg?rtn+A)c@rUf9;b|`Zh}_D@uJOFBihb{ZPIdedvzH zo|HEDyDRRt2L@=)3RSOBuP&Onjl+PR{X5J0KzD#t?aprG)##8Id^8Orr@g9Xx6%8c z$S)f)S!S6jOQPSj%8k&AwXxd$Ot=t9!G@>l9H?9K&2mtL%DyVmOWI|*N5KdAJ&(J= z3Iap<${4wZjcd0FW0ET{))~6~Z(|@M#bSZ4qmy>{IPN!!(Z<&)ZS<~r;Mp>;+yZfA z?<%8=)kFJ%+DO=h@K!%lqKjFgsi0J71@&5Bvf8d(sR@WskDQKC3I0E9i}<%HUX7B5 z=5rxtme>!y)2Sx(@6+w?K@X;V69|C(FpUq@pf)lGsiJityHA~X3e=tQR60hi~OsW#2g3|PB0!8pgo_(6fG?`I@#fn7^A zSa()R2lq~lBo6=ASKdcU@6^U>Jy6S~x7%NM?ed{_X0wl7inO^6ppf@ptT7%$qI$!n zMr+2tI{FB>vgX|40TEVnuYYaqj-${%$A(fA``s^^~hiW=#Mmu&jqdjubX`&cVq z#=p&J7<+@9vb-4lteAn@8A^hJzawgj8Xx0)Ok9>wR|T@to3I;jF+76Aol#-|9lCU2 z8PPHAil{gyT9;tYh!_TXKJvdrx(hc%SBBt6@8GQ zR*0${OF!g1*78s^zT{C@?2gGzgJS}I4Ne%*JZg8@*?SIEt!pjJ4tsajsY3U^v+`po ztlHt!-rgK;gAh~4}8s!htKZN{fM%HM*6h5hl%1bk{8WUIwjR9Nr# zsIXCwMVr9P>MvX7!F+2k_1V^E9NSGEyxi^M5$oH;Z~jc>l2LT~XlK2Lg8Q}KiKF0~ z4muN2%&E(I_3Ze!Do$dvElWP>0zaw&evU ztTob!-Vla6oUbn!qDx77E`xiL;f>2Fj+LcT6)KdVpxP=WiMVgFq5qwnpy)_1F4-cX zfLwZI0>SJI;NE@NJ)Hv#+!Q5tFbMT?TCdZ-y1t?BZeieoQ9M~y_lIQ-I2r}exCYYu zM=?v5E^&M~DBjd%JKfqg-{KP*rgek8mDdPz(UB~MHO0}0v@OzK73FWxx5(N_0apNf zZGu6g|D(v`u?6BY_WB>BHVRhcrqSMgzZLnZvX~V?DbzoyxFC!`r5RS6On5sdhlGhR z-KoW9#fdZXyQ!4A*~N3v6AyumukQKpYaz@9+8p6IFOMnJRRe|6_k^}r1?_^N?RD=) zQ-3`(Zjt_9p@chxGy~p}f2e@XtPbq2104nD@{`bHO8#OqSTZo6*fHWLTM)}XCHsuG z0h(+J@KmMxI+x38xS!pU4pFn+ip$Amp_Bg)3EGgrc^q_fA{dRS4lbYH&V1@6Ec*KL zVP#qVc!t8|!n2w18j`;NfdLT}QP@dXX|k3ezP|ze2^_zHB;SuiKG)$NVf$@9`?xcV zjGCI*U+e3ESMxqOocji#bcdpjpp;^TW_#o^)IpUQFAS?BVC5o@0&`-Uml&XyR;_4z z3ki7{6nd}(3W$Q`-(Y92&gJb5@>vv<@Ez+AZ7cgEFM=vgM~XaHd)l5qQW%)f-7p}- z44Ic9q~hJGa{pis*hn6F*qmMpI#h&0rQsLI09*Tl7VW!*+!6*d4Ujlhy#7+|NDJ~& zM`6|H3e6|%HYrPv=rLw?n;Ur%)W)XgXs9cx#=8+u_yff+R8=E z0#6htEc5?+@|Wyux}ard^_hq-LcvP@`^)L@@F{Aaugne5P9&>w5svO3fKhc_Kbjie z0aJ9BneXmH{mz$_H+ohgQQ+TifgY=q$wIMF! z4C1>3e`1TA&Cp(-Kw7OfPj)i3z%zz8ws`mdmJ!M4s#&EDDD}=Yf>i`luUj}bnBY6d zRj6Ds@9F=4dWBH~v2VUO=~W zq0esMDk+3V!sXgqNC81^Iww>v;8;8VYb@yvrrMFVflXLO02St@_TAH{1ae+D#OCOw z*boO@#uWPXP2fzK%Ly(wwEo3f`4@XFGNo|wjSgSMR^z|he17>*1M4NhfIrVb*x`YFBEMyCU|2an&@6?0? zRSIwbse+{BwL9<}54NNCb#D4bF8T)LVW%vA`y{j8=qIc-;p;Fg-e-0wSw@0x+Rw@Q zSzLW`E#O(E{};BQcTcocW0;5$2+}!8AEd2?Qa7kndZk$g+vI}vxp{fWg}Y_rE;y8s zQsVudaZPd=79FWh&A-Kwy>9TOj7;^*6Ty^Ifgk&U)KAjQfti0ksGE-t<9UW2;m6U2 zXXYw?Hay*xYmR)Wy@h#86;8$Osnh+rVB&HYfJ5}~+7>^p`zrdI>La>tJNz0h*UY~G zOP1w}qTqbRj5CC@kI3ZBcyl2aWeksg)pjL^ycT1i5fcrzEvS3CLJ`b|_JLUxs{x0wxkuFx-Z5fyh9p=i;p$qH zS)UGW(A#)Zt*({V=FNgsDio9)Ab*#X$s$gT{M0nw?H)ttz_@I$aQCifGX;rD>k2cd zK*X2RLQ4sK5M{-EoUEia953qE89Qw6!J!W(vfnUKRoSDGTs8#-!kj<{LwT~1&4wdY zVpk?>s@9GnpV{(51^Hp+)&Y5V7dl?Ccj0hX+gE?w_CK)F)LZA)KMTSI=hF1SbezfF zvQBdk8+0J2d1I0{b!@3oVQ}uCeqesH)nasK_FrAJoYX(Y)T65|tv&W|KE7c-&HeUE ze48n-itAV{+9ml!7JW8pHZS@z>!8ujVJme8QAXxsKwIo8^2IM1VjK> zL{7cvxa|rX1e{{!dzb%?BL`PI+N+5Z(jc~qja42lW>faDPwV(~R6s{S8nb4p0Huwg z!+WM;Qtudavzc`8;}C|sAeJ2yn#a|9k1vjn)>-hTjO$tP1VLIGnq!9 z+-Ru3!scM$e-V*xl^Vz_ao>9x@;lqWhg0_tY<$Odd<>MJ^?vkmZt>u@3t6H=@;q*lhU# z`G&&l6P62ryp0n*E=Ga@60MmbNuSCV7uuI7)h(L5V{1s(2s5HW# zz-{hnU*U62&WRiE*b|0|!tFPpnw%-V6g&kg;yBuXEL)QuGG4R*f1y=M`EBN-g3S5N zKvQV50twjkuZ33@@TY@#(WDhE5T)Z8jaQNU9DPdWywO{(yY5q9&mDL^$FW;O`8*)p z3AUgXyHOj!+e}Z~AM`?rM17-7#W4KAn2X+$5Kvs;ahA36FZ@6al@&LagNNTGbz*}* z=jUwQ1=_>?H}V)mI<1^8-H`qBM!6?c{h{j?M97z48p3hcUqmPn!DFJeCxN#suOiYK z*L^|vgC)ut47=|q7dxOL6o#y?Nj1`zZ^KSu)ahCk)C+)MRBxHqKqGOaVPtlzm_x>Y z6|&&Rn*RYxjS*Z@AL4a#x%)Zbz*i86X7~nqfoT+G;Xi1sjchgf3N(9B4+=2e3Av5* z5}%&JLtB5IVp$2Z1qC}HtjM>}Jgh51zFvpc?n9F30)9m}KAYAn@df(%qYey_s~~1mTCiukEF8F*V#w z@i=Gg#7nYMaAo_?Y{j%^ZaRGfF}5}gaw!@;o|S~4dCg6U|l1mvI=Igj4OUq4;X^*-dt z^$M4tlzNnj*m$?RY;BG`i=rU(LPsCF+rJ?8wL+(6xLY zPvJ{tU0?=u=L~v}fvqpOCjrxhjvY(O$k6oT7p|Gs@-#O<9su{GUOT9v4B9uWrA2Y^ zYEP-UMxSx46P43;LFt32M$diVj<1pG@wE)Osp{LUZE|Os_X~ZFnJ~%^V72L5*G=e4 zobb!2wRU_GwkwBTpO(!E#Wy8l6v;L^l)MQa!05DJte+J}$)b)a_(tuBAyW#qiH)D% z3Ru+!;>f#j_CUV4A+1R}FH}m(b68CJzGq!UaBiOV&yLQ9d>yx*cMc8!4>0CNVMdjK z+d0~t&zFOSTlPlJ-B(`K<*?K9m}XrEZlRm_fWt#2JBo(-B?)BIU8LFtYR)&;KFQg| zJPu*bmfDPL61+M)yg=Pcm3baRqGGzff#v}w2W)yYn*6JgEDa4iH*v1nPg|)AnPj&` zJIA&tszZPWBsiw$tb9P##jh?0F1Tc~59{}r4ue-uH6OU~29>R5Mnh$lIOZZ|QdW1r z+n!kfJ$Z#%tCHtZ2!9ifdBxH!X?FxatL^SDBpM8OT!eein@Ia@991n~2QS{y)i)<~ z7w@S>W}6nuGPttXw1Xy%+_vxvKSSM?_JrRd5NDFB9RLrS)?S6r8<9qSJw$Nzv;{%- zlOk#!%lJlpZ>x-onbK!qWH49EmwS@^F6Arb6)K~dVZ0%5(mRm6ZF##s6TUNI=nylY zt6!M{G&>GLRQ1m8snflXxbx9>k1WW=vFglaqQq)R`#rp?2dMd=e@|zjN9kbBWIdq! zMIPwm0a&64KT0JbwFx*o&&g!$-nnQG9ZOtP5l@5yeCh^Iy;G<0x-o?&yh<~OpXFB) z*GX$e7sLM3?Ne8vwA&ZaV&4U)0VQCEH(%LjL_jw4cBh%mDDPUoa&BR+L_vaP9kgws zdzoC#t_vX}(aaV-E#Epq+t1liyt%G$pO!KK)s9?@=K;O)#t|IrgZ9_L=f?ptQE7t` z=F+^nTNa5_OqJ{^KjP9TQ)t?DBq~WzoPK36R_77{WSek`-zw*C)%qt@}bRu7WI|K9nqS3W6hE|U;NJ` zg_#kDRLz7GREwA27`e~=NftV1-xsXlVM`%{GnhO#7PGHse#xGDs|m6exuH^e%-s`z zP~g*k)-;g|p}{n4=v1M$k6bAwuU~|C0q4^CEE0z5Uj<*c(jul6Hys(% zJ|?|WehxA)W6&HQ{$m*p9Zj~?^ir74*V>oy&R~I=2EE(+#kP6USPZoS81Un+kJiv{ z+W2t)Z}L%rpx=S7h<;A7m?pr-eCoaa6X zqL3;t1Pt9`;IK2Nv($RsS8MlvC@Fjlrqk_(} zK;aJg-qXhgR(ONU&;zw9_b6AdQ}{1znNH1}n0gX1Hy`L>ls9LhYCIa%+6@P>(~n28-oal_(TcJN$P6X@j2mxc5+C2090<>NpUr4nALBE# z&;%x+Bp-3*g)9mPZT$N|L8D85gsc#{ z6cNC><)0qilM~2E?(&mM-|USJStlQkJ3~CE8{;dbXG>UT-DPpYX9Ga5`dV zl}ax%w@<>8(Mk{a3{1B=f(m`oEUY@YZ|I7nuZUvpG9H^CFu48hwHm@Akg9 zTc2!mmdr@6Ba>o_=kFA0pw^AUTQs_it%gvrnk%*`Kh$E|z zcRDw7;QkKw-QD*?5C>NX-rxn1Z; z-0>a*@jNBYdL@8qwHCXXT{L@BC(=7dp+7AQ|A(!y0gM~)*lYM+%i18YWN0xzD{d|T4X(j8R zhM2P(t6AEDlTXN$T9^8_IC6y-4+&bBs1THhdMUqcQ|)qqtK@0KEng6Gd^OK~iZq7> zzpqcU_i6dy^x*puWL?glZ3`fZarKGWV4y`N%roA8|+ccf4{gpibU<^_7*CRF#l zalW~wWu9iv*#j}L<>0f@>2&Wr#I=@3gfTO-&Ajk2hH8ewgdq}j8To1(hs>_L5U5h2 zXedoN66L<_zR&MK>v7KVOSFilfEZY7IQ;vv)549O)c`Ry={AQWEta}4uL@g+r~|@@ z!b6ocS>)bIzo2_IUwzj%Yx{YT$Ma2TKsM!h>~`11?i|31*>I(qfEO7bWcE|QwY397 z{%TN=nm(jqpdK%q{p z$Hxf-^#~hQe86kC#JD&Zt@tthu;+(if9!-(9XdLXPK6&{Q(9@2^{A~(@TF4lA(tH7 zYj=JJd!~|;jqBasCg_bj-uobu+blxY^+Sr-8a$&82V8n;acl5)f77MEk3n3OdlPJ0 zTBay}tIKn%SDX+pf_@cS--tzq_G%lrZns2T5qM5b=M0ivTcXyM@icG@IB`5=|18j~ zm&i>Y9WfyFoRt}h)3()%n$GZjSB^3Ee#-go#*`yG3tvPna!nnvq>=-AdHBj#kP_!Ie$UV2AAc~2`W^;AHeeb|Gs;-0Z7oinxW0y3YujJ8&YHu&tw1s8L z=v$0pMD$S^-buwrEAa+kT;NtjK`fU1H_}nT!6`ofse0r-F{4@lOmIi&OrTi&7uo+=woX^0t+DdILObO7hs zPxYHptJkY=w)hsbJB{vqV^W)Z5#@XU$)DteHr-Y}&O(w5oaFlnP zx8jcxw~+ERVi#D9v@%>>LNITMHh3h~F2XDv-cz^fx>UQ^5c`DeV|5T#h|3RdCOG2j zL!aY35_{5!J44+^k_$0jLq3vNRCRm4$p}ipGGiqttyl>p?%S5J}r30Mq7FQKP-muGyO&7Cm zK!08O_oWh~9zskkhIbSlM%1CB$%%sA;oF6<_;m%-n&_p6M_jBrl(-lz= zR|&uG`v&$Yhk%()G1?`$9}kyvJIt#EwV8c&=%aT{N1k&9X^%8RCCp8u*>c>^uRY?# zaBho8;Y|;lywSfVSd)c!YxBwzKRL;mm!^+5RV)tt zqU^5GSvZ8Owl`CiNG^+Vd!a+ZMesjCZKSy^zEk#0D4H0wV*2tot-AGgWNhY}toJ9D zBC3O!*(_@l<{NF>qeP+BKC*}|GYER65mVo4)Z|nwU=y9Y%HMG!U9!iE)hyj*f@{Km z4qrjTu{;`gPWxV4-*kyYRu!-R$c6(UqH-;U<=`h%Yz(?tE8I)XM8g%qmEFb6yBzP$ zp}kgHud{B%21hr4`S7i}BYvNo>kCEutL<&1sc+`}@CtRum0K9`r<0%bCJSZXy10%m z+}}pi7RT4t()Y${hm~LWrqrEs9_x_$B+f13cmSMmDN2rZ<{2UU%-LsMN{_`J#%$t< z#4-qfGOyn7!Q(APHL->t{2uzGj~9%jI?DT=U>$Z2`rKX@akaL{RIDl&WZ3yQ^})OH zfZVn27Jp4$vXI_@7-O0XC1iA+YrFuf6;+ifM=0!$)n!k0>!2x5Z=9j?zJip`&ZM~$ z%}{#BLu+IB`j%L)y4ZwyfD!8pUR7y~FCs-Q6}DcV+sTvY)>@#^H>BC;o_JV*1)INTPs7kuTC;^yLmO_Sjg9B1ILbN>9g-%S* z$>^^J%_{#=le_}4T9$uu2=KqUKyUP##MW)@Q&Hf+Bw11FC5#ZgJ zfT?Hz_qs!I-RZ)?ivN&Ee?dHdXLxEVg4NW(3fh{0T*1Q6(-Ewo>q|L#nu4VOT^tsy zxI_O`&_w)@0d&v*MF#&NgFylC=YI)z1~fE&Ly97Qp+j5Ca8I^w8NkEomK9 zI7|@<;CysVOB6D5ieZC0qKw?U@4yNM2b7!0ql9f3G9HyxjA}V z03^Fh5&u*uLY1HhIj{?b;;E{j@M|iRNOG3>Ehb-*qZ2bg)m3JO{cHdj7zrfS3H;Lr zP;Pfe!5;tE6k$pLDEMDCMF2XyR|kgy^yZ!R+gt<^z%uW(p@5p$YdZ?ulHYARedRqq z022a0)$R=a^Z|6?FyI>fX+xn@{_R6)=T!FSRA778Q-Ui4yx~1M06+Y%xhhBiru?T) z364_PyB-Rm41ksQ=n#m#d4?$=cG${)>QD&O-n;&cG{0T!%#{H#GZ2lY{>t} zvoi8G9~2T6@9s!q-g#T}J)DT(-LeJVBXc5gr`mVlrqg(TN1$l_xlLFSWw(rgC{$o@ LW(Y*r1kL>-6`Fj(%p?nDIG(1H&R1)cX#c>?|*jBzSw=U zZ`K26aFjdGbMKw+_fvO5zbHz*MfrdN0)gJjNQ*0jKrk`DHzN`P@XS%&RwwWP?;s}g z9SQj3iDVQ4{2kd=TEhVZLf3!&hA9#*GzWo5K{Dc^-(52fmt0&ERPImDPEzBRk;%x& zDE+?V2Ne`yOS}of!8X>w@d@*9?5UltZB+O=lenbz71K!qk1*HYA4U0l!h3g`z{^0; zpBS#KW*>PIX_{2Wdf}Nwx$|L%(F{bE?X1b;-!)JqvOo+4W3v+k;D_A|N?+i?HXI%U zc-A@=L>`FI$@E?%5JRk90yYFg45>~Ugeiu!hKo!phD5eV4kHfycg_EQf2rWwT14)P ztP@NboU(7#^^Zslu^J>6QiNMsORvVv1?56ia^F=X;uDAqMIc5l&LYBNc?;p!WK=5O zJW%t)ant3=N?T^Sy*Ik>BkRlkOxt`DfdcstYp=}G7SbQq3W(^$o7W3A!GmLUQM+Qu zq{g79hZ`C)vR^F=_Bwukewn$MDl+Msx~7&a(&-D*!9+>PGLHWbvnS1;!fC1M!ToC> zZ=|%m8iJQMg2$f^u|DDYl&(w)fxE8dLM4^`6Ds=$J>9lko6Z>VJV9A1QTelGLnyG0X*ttla9?G$ z-)h0Z!`MYK;v(@l#9^D2egpq9fBolQ({LeBccKbKIwua+Tx1DU2(&N#T!#i#mRHlH z$LKr$Ta*A%{V#uIj&Q_~#(93Yk?R-x#M$ttC`b-?AA*~f6=7ukME#Vbd~*{z^+53* zm}bM&a4_CF@VBlQs|OM}*?8W|CJ~Zw2u{rS$Yg;$g%l*_={X5$>UTRj-~*abwHzBO zH3YOUUYj1UWetMImJbsbAyq!EB6gy~W4DIv5It>ig)K9Z`ImhyRxv-=&&DA357^WJ zohvi(BEl^GPeh{qD+_SdbGwaFNMy{EM7+L%W~F#=wE4#>vMqlht>skos z7D5$8%gB+k%GpC~?8K@gX=aI@e6vp|eHiKEdhKRkTvM>gV3se#(0*y+2@5cIZ~}9i z#b*TiBV(Ca@^Phq!&m!gF$4EkLZ{L9ln8|8&rhL9SLGK%ra5#1-+G~4G_-v2u&Zh5 zY=m!b?^5;_C=zxsQ_C^MYC_-PiO_SuBS!qmn|z`(oQ|C7S0I;zt_^F6UO9J^ zHet_zIB|Y!t;9zgG!8QPjY*Y^8#;=k+Agjqw2DFs zKG;cAzF_bZ<)z5>`Es2avRNkii*}_^y!PL zYn*9zb8yWRHVBzqEQAl@&dgYPrC54}1wL2?TmFXLx6*gOm0lfy4{rGe1$FNnR)UBH zl9)BbolV?J59U($7`3a4rk7pT^XSAS`eIVE2E*H$l4r}P-2?G&A2y;^F+UIoQB{y+ zTl0x4F3%0VO#@2tzqRT!9ol`=_bhF_E5ij!bBNM;=U=DMjA(U zno?26O9+iGI9=8(Z}9KdBq@PkEld42Ffd43qRAr}KQN67ssJ;>zX|^SKx!k~vV$sg z%#NR6`R+~5sXW0D_s3q7I;{1Rp1{DYK=@DA9Qhcz4)Mg&ghe(*v=mHlKmp_3s4piY z7A+uO|3?96nZ}lC%hz$Xw+JLOrZzou7q+#(Ov(#{{JeD{h!^A8J{yLH?RJ{3kZeUJ zHfgjzle$UdN506t7jxu$FETHk`B{P*Yi;Rw|G?ntxbE^>PU=5hO;XeQqEi_cw$qmE z)BNx%*=e7Ri@A^Vt_q0Ce5Ynf*Ee@II*LRE8?4OG1j(Du=Uk*T9`Be{UsA-)8zAFX zNMwA7$fQRybkBF^>1Ct_5U^#dmV%c9aRcuhWRRt zM6Ut6CoVmH0<+q zPg4=u4)uI&me=C=i>KeAFy_nH-IK#%McKRyl*hDcDx6Kc#2DT0Vxo3*K|T3E9gNZ4 zymeShRhAv3r==^+$(s^0cas=g3pDfX*l8;gA65yLK#8RCWSW9q`heSegm{b24nyns)_vx3tVX~hw)|xJ^76z zTZ3Cq;)`Hc=%hr3fY;9nd%5D;^4(kXO(Lx=6k=){DQjs*r}13_fGeqD$W;wa@CzbQjFx zJL$+@5Nd|HkPU*uvkNY}rClBC%pvmbpaKr~7*q>_lhDZ?>?1zK-cVR}`*VgD&Gyu| z?UQe(=bzR#wnC%p2uN7aJzE4%uh}>Bx%9aR*iz9_6nY1R3E61-GU^d(1pST(b9V*J z&|3X|eOE6@P*We^Pwd(kr^q*6CHj}>7f+mVD}|?vaW&+v#+Y zBlPGF1-MHp-iJM2gLl8qq$*qpdViKm?asBJeqHisO^>`1`t9)CMZo%(na(*Ma{m^O6L=Vkaeu2|T%$729yNQt=eIc+R%CHq|x@##2?H*xs#`}X6uinGbP6?xp-z7oo_4wqVk?CgFB)oRstn9Z;1e1N>6@G1d(`Lr&%rZ&O%v zDf}%3HGzr=l*Rfatn^_MRh#+o^^V^{&ZWHekCcTdqZovk{Xk_&QDAzxVG)<27L0k9 zV_88GyX3!1j4Q2<=hLSYLbB8dkFk5QR2Iy_8=Ul4(E!ddI&Aw0U2Qt8W^`13r|iv* z@>lm>&KFEvV!x#_UMKSKMW%AYx`oqsyRx>IdKT1#K=1u1C)`tc`K{z`)NZ89in2_K z7S3IQl~u^!uZ0}^P&qb~gZ;GL>C0-bh*NDeO)T~(*x)U1^Vlq?UT;e_S*S$A$JYqv z9Ux^CUuevM?XP(Libjwm^4*mcSeTGQ+`#0*hL&`d@-&8=jK5{Bf8CX)jq5IaUbvrc zXKngNM!U`IA8l$De!wFHou2L6?BQbe3^W@kSD$MM59}36j}4U9f^s?yHolxAzoW`t zjkj^uXJA;}tff+C!i}KDLJ68SSc^)hsdl{ExA^fRG*M#*i+EqjwMf`hmfrQ`0M7Gf zi+$PSiTC;G#HZT($z2WOwJ&!DB2&`Pz{QEGht%4NzSVasxDfeJy}q}9P*8DPtTKJ9 z(P)Gj5d3cE3~?teHp#z3uie^ZI2a!dq4i$hCE&9{zAF;Jdcz9uk3&Nu#4LeU zQ&d;N58#FFt&MVuw&CuquGB+;l#W;mnVlrU8FdTKJq0D(>BO!EM`=bua{q91zICZ4v(U#2 z%URQS5Zjp2;?YLi0}N^meq+BEquv{}t5ClCPxURe(^HFJ-KLx;T%+wsk-7ne|LC^> z3?fZaB+{y@I;^S%C&=n}9B;|~`;V(#Df*SuswD(yVZ@w5dDZr)cbn|mxqtImcie=2m*BvWn4Xu#LLBlCC!*3g0&%cEb`IIJ zj>W9~wwRuqVEFyPV#gso$xdLVQ>iJsT9}T|gDCX9;qOLPXK@?qh~v*@6}rDyT=wE5 zuyJs0Cx;h`nb=bV4cX^X2@)AbKgREJdgy9*QOvoK!j&G$6D}m{`IO_{reowDIsPOL zfsb*XNU0%1#ce$X|Cm<&Be7^+Sp8PQba1wrBUND`y6Q$+wbWA|As?TMG|aO1()4mQ z1;M3*7AY=BRGCNn*PU zMRu4ro=NL|+7oEHwKNev)75!c^@y8Pn!alVHY!=O2Q~<}%i%1x)TK~OZ7EOyMFo$V zFYm&p*8QQp+sU53!SFwI&k-CgUgwYKf|nR9t+(aS`-AuEx#Ym!o0^IYyjq&XoS%z1 zj1MYVu@8i#qsOPKdFYV0nyOjjyCADY?M4>%H6(5Un03+a!pOdg-6HYNJj0*4f}ig4 zOTXRiS59=d!(!nGxNA(COvo{E$ufT-0%}1GL6dg%jx_bkqiqO@3)MIMKUr2i07(NT zaO1u*8Dp6fWD6fCqxQ}rzZ9{LzGiymsKjNrjLkvLeC`dUX@-HPm=Z#7VC@7J>RKx> zWAj!NzmzS=S=B7PEGbU1!zogkL}H-#cdC|JsIUC3tWy05JCkY0N`{xp7$+e~qeA@$ z53$VJ<8mFL{|Pdh7&e7iR#Tf)mzd@oX6ZxD=YK)1b{LLV$r;8|}~Q@O60^ z-t=0UvuPJZ9#!5570=oXrPjHTFi4XOKE_DGS@J)@qP?-bkE4GZhU@k{zdDLz2zJ8F zIeZEp@t9~Z*V1i-m;K;ImX-_fXytv2)eoddA(lp|4I()lX0-X%s7yP$TG6vP-zH@n}tOUr&r_|KL$)Gk2STDh|^G}9fqE>%lL#}1a zO2_9h18aU(p`gC$+1kWQj#K+CJO2lkk&6(wxYuH4_Q=`FS*o9n7U|t36+0sai_*7X z;f#T?zW9T_cSh%la6F!m@VZuuV=kdG>ZQ&#Kf9mIt>#*T<27~5p$`D&E(JDH!zfuv z!53M!dL?)qRl*@|VzU030CU5K_3`%2R*dxwF2YV_*(EfAKM>;a5RZ7@Q1C$l{mgj{ zlOl`7z&*&W zCx+M_H`GimQy;0A39cV)HT2>QM*eq!sbx3-PJ_l8_fhc;JEm2;eLfU1z5AUC?lk)UCv{$t)L=9_ELi`&?|+0bumq93&v z(QSfVh&DWuOp!XG;#yqj@h%t$a%>Hncn$@pl)jcMA=L^^Sapq~AvR{&(w_yBH&XBN zj5D|I*;+!8(XC=l-{=0}`wZF(8Nfau+@>$`EL8>BB`=i?@M_D;ZkzvGJu=TzipHSU zazS3sB04KC*o#1rNCw&T(p)-fPl6q47YF?|wcb%1e*^1xnatd}d0^lXg_S2afTRDi zg_3Bp|H>WLTSfPIBw~vtqbxMhL&fheGn9zBqpB7bMRqadc^2HFx&ERaqgJYL^Jwsa zs~88s(+oB(Cn(rJfgFW%d0K=V*8kGOBP5V_bR|7-$y?J`9>!lGQ9>txzRxX)nuSY6 z^3;|>r$lyDwS1B!GXAgxM^`t?V=s`LTW#!``nFpVo-Nns29;W`e#m6TD3hN0Ob<7R z3MWDH(A6Vt4~y_;d2(t-NyJ5&m4yP0BF@=eoyXmMa6lQyVR3#ocWULr(d-cy8Uoyl z`xQ}H8JYzrHvzNOqxJ8Vx?On!{&#ut|F|>c5G895zU0@}0|mZc0#jsgu=G%FupqZH zEW0jrh*ZFrgq_L9msSvsoK6vM@X|S zn1gCd9pEIhr?9*Ga{ij`JI}FG-!`)tjqYz-1K&K<_E#f~#{e~oZ++&t*}W|I(gPVoy^RWzp@F zlzPOALCZ-%DY6snzXN+6eu(3^xDz_V4~{Zn^HxVcPUQ>KEGH)I_?^nmG10JdonE0) znlfTCoJe46)3oO<^kTu0+7L9mz?yRF>SlXK^$Yv>nZ=B7P|q<#CHDv*3ovl1;XR3! zbyPp+04XmSJ)DYiHd{@2X<)5plIem~%u$)B3^5nN{6&@uPTM#4Lpdjp-*aCd$uCWH zJXo)mFDT21CL?J*B^uS>${xJdzdMoqN>2d}ef`Yd+iKlykIWi0D71C6A>k-g&BZ>& z?=bmxIN2wOK7T83yCEQ~BihpSNs;QA+b216Zrc9dp+QbQmiS|IVxz31HG*U=yfnCK z)|)k*0Lv&&`_ovJ@sN70l?KEzC@AP?Dy`RY2&BA19L4j|LrACG-VKHo-8J_-tD)U+ z$0NY_gpnE$ci*JZ{{>eXNM!Crmg}}Hmn-LCdw|Qx{)vDlo-|p^iab(g`qqWW;`D~#UsN06Qxp|3tW$q~U-WCp* z_iTFanU$23y`CrhvrrZjv>+{=u(+)D934qKRe)}A=nZxboBJCBR{V;D&8CShfDp|d zJ~4nTuSxhj=BkZ{Gk8F{EDjeWidvU^U6l8466L?bO82Qa)@DE!;&`>cN3~^hKW%h^ zJ>NHO|CI72i0@NY|MK)*JYEUusc%K$I_icuF@D@2om6g!(P}PURxI0Ei;MQ}+*N4! zD_$hBekZP#0_!Q*VD9Nt1EnYD9u#N9I^c<^K2-_EihHt;N@W#2vaSN>s42Qy<-JF@lHU{m6?k%G4hrPb9XG8%%MLMF z&1DYuKVwFG_}3z_kBx`7=Z7>7svhX?j*S}Tq?>zVHJ>O6v@4hv3MAxHYv-p?UQAO9 zEK>|%OoZRDzrGP~O%X`7&(|N(uDsL)+~$a7-Sz2y5U{ReYZfGGi47Q_nQgPc6K>n? zl!>MY{3f-CNX{(AhABFnC6K~T^EQ{XE#w3%US@RI#pAcZNIde&-L9N`fdk2^b9$t% ze8{$+hT8hcK`5lgcj`pPcm$D!IH~07WVx2eNG#3t+9+6knl_?#ri8o zF~{%ciPDa=I$6{OI^&2ie@!O>OL%L&kNgqzpAD{1D*i0@lj$5|ui)iiNP?+6M=mLU6Z}j2Fvmwo_ z2V-)!(nnI$s1Q{DVZV@fEL2UtZ}}%GEJpr4$GUoavQ9mmpbEzqaO8;==Bb;{iiPuV zxj6Nz2C6uyEN23u=@K@U^wpXAWbrX%T%@C{j*cgBi9D1d9H_otx*uku!t!k#@#+pR z@mfb&UvZ`5hc`XOo|SjBrh_GDdwA1DIEq)9##Q`wmXK+U(e4PP=G{*W*5e0M;?V&Vi7Abf^~tN$&N_Q7fI^FV%=no;R1Bl zz0|_lnkW1_iTt-o4Thsn0)TR4arF@p%vjSbqF0@x!%XH1EkDv7KuXz%%E?{-F+Dy6 z5DBzx5}t?4f^K#s5|k;?LdZ$`qb0JfXt-aj;tw!#DPnjr#`kVrQyaGaK7UuYDtV?0 z6%6Je_{ZR1M&?8_T*7Pm)yYY9x?15cvAjy=_U5QDfFGhG7vg4Hg(J6f!#lMx>#hVPW`|Q#0Mv?n1mW*+HPosnj`sf%@gC(K$ekJoC0z1o$R;J3u za7;))ZOzY&5;S=e4zT4+Ueg>+iuLau*!p)>=jdqb@tiB1{F64y`*e!iICcw80Y(kw zAb=Q$ysAm5?h+*13UWC`yJ!F~j#V4`r>ZT3PeJbS{h2rHa2O3B1R-Hj`hfB|{51W$ ztSTwavx=)#r1vM@M~2!2zx7VoEUz_VdPXSUN_nOG4VtlS8|`Z~eCku;EM_K~4}-_B z>tH2#E8mif?ofcX<)}kOSV!_Zr{10PkBuTFc@^TMb;H{nux*3+_K~=F){v!f-NI<5 zchOObrx;HLUVk%GqQoUZH+N}Cr z7p5X!BAcfkdb8kI+hd){PhDFyk0q`nu)UIzS`#-ZPsD0qQ{^1QQrhydrs44-$Y*tL zyjj0!v6Od{!5$p-@7n;Gn)Vg?7Vylpi!1%KFZzsu^H>oZ{e< zc|m|+cogZAWdhfh#_K;B8r2;El%6=0fV+_u;Y|@`=hBCCa>njx2C2*KCnv-?chX`F zC**N3P{5c!(43D|?FavM_3&UTa^d+&|G=`p@8)aR)(>E>j86Y%goAg-^O@~rF8;wA zlqUIl`+=gvt#+SuB6sgT8LfR%z%#m;B23s+_tfN8!K*5&Cjv6 zrJ?fYdoqvcPvwYqGM+qNF*_LVDZgGvguDaX;`-go(BsZU!r=GBn*+V2GH5NA7P+~G z{nB!FZ!mZ4SNuJtPAe9U$`UnBJTHwQ_Zfnz#F!ld+&&*%RyiN1kZ0Y`m^PoC zZJU%%?Z4j~s*i2Ca|QIwlM&mOwIDOm_afaAGITw=ezC*pS-#OWAoRyIV{#83|NhNN zWB?eC|TL++9JpKZGc1Zv@ry%?bm0gDP8MW&F9XTVdQNoC8P035b z2{%=-pg%s+6MMU3O2#7>_xJ-Ih!NMt*?wf1ahnK4A>^d=Htm7Ly;=3-4QZ7o#+VR$ zBriv=9v81Wg}KI^K;tTwkXAKZddnL6%g@W`14*mzYC0NO(p`-(Isa!CKyf*h??eNT z_+I%s7PWj4uK2{nL<*}uEbv4OJm$C+VAF$OpPK8p_F?e%rK#4nQdJzV)&aHTc8fyk z9E!-GEoyX>rc!1P@Y?%svd4pg^w0xL6yIr+olK>=({9x4*hI};XO95bW&+{A+}U0( z3E9`iPOPeWqh!u^T%Pz?y&&5T!H%gzr}!D6u*xq81tXE-{5;O;$H(D z%iehoZJ$wLCW5mb2cP`i&_O26RRBbR^RxTUf$(?Z+y$1^V<-JAjB7o0GnE&s4a-v5 zDXiOLsnX&zB6SB#tq#I%nH~&4t5hXSD(3x8Bbv9dj|P*c@UwzGKq?37UI}$)iz!KP zzZU3$^$Q%#<|%dZ)COeBTI|D$+0qTtHmVo@wxNuX}sO8$+oP{C2s9)*>Cog zRLLukPZUra-gV~|L>H^|sZjYw$MDTebRmbgL!|)DhVWSe7VU^d6UL7TAdx@?g9U-o zsg!M*mwx_0>%dX*+0v^S^GXg~yr$tCg@L40IHbeK#MaZb+Ji#sn}geNB*Z9Npsv}a zb605b<$~etOz7qAgp*0TDx|oq$!}`X`ThoJJB%!9`KN>WF#zYSR6QgPUguC19mq$J zk}6sLD6(66M>#c990MZf3kUkq`BBvO_xBQ*Q^QjSfQHn3{d`mMuvc*ab~OWC?8rNA z&Dr;LY+}tas#-Vv^?^{v<^DHcOg}5u_ZxKnwOcA8%l`3T@EPUaq!Mq!$6rW%D5Q!> z^-3c`FoD6z@2zC zV4Yfgw75IP;M8l#W7p$Q>K16kRespr+Iw|!qE#G@2<6t2K67#xIQ(hUQ*S_JG3wN zeI%|Yr89psOVqELU2>oWy%o&Q@V6dkP`svwwJM#dPiu*&ZZjW+&(xBQkgVC-DFd2-(=m-kB2aOKmv5XG{`jk}*Mfo5vd zzx~o_E_cF2W36WG6CQIXF7W==F;loKITHAI>alwZMGt` z&K^Y>x+|D)0IshYtLu~_`w7}Zl!@KWRRBOo1bkq|>64f=djUH77qAQ%jV22e{`t|2 zFW3{DaH^<%r^`R&R5MX=V?w(9V(IlG(Gt1+x^b|do^gEqNZ32h2J0IEFKwd+$rO-s zc=2uwQkpsL1%qEfl}HnbNPFeSyWq?LdE%w;WkDmIyx%b@>N|{}ZC;;0i|V)Pi7OlQ z2BNtX}>chOZkw za#Ob}27psa!4&k;1lbc62l~3`_-6K>)c^=$#ZYsISs<5Y5Rk=KZm5#Ad@_oh(U}4F z&3xN-E4}gpA8^nAEfuRNzb>Lqm8va)TTakc~IWHNhA)? zNBm(Sqk_WIokH)0JTG!ZFN4nA4vqbM_@Oi*Vs&;d|3!d1DOJ}_cv}LCW&@9lAGjRw1z6s@V^GHo)<;!C65$LTA z&|tdiUx%Hf8-?Q~0a`L2|Bk)x?|}fAmd+1a$C{k@DfDA^Kzag5dz=pX2(LXsq-JZ} zXm~Yo4VeZ$6GY%gBFqTxEYK)VW_4-Yx~0~yoi96O5wL)ROFG|+eF_^e(}Qv*|6}OP zj$DZPYF!ESun{*xU%uC)qOK7(>I9Y8wNVy z^lVp-@dbyQAr{=Y#ib3=^vt9HWZ4z@c@w^ReSlD9JY&bMh@I6YLX@C9TyKpZz39cM z!jA?>;wLU29g0V@Fgq?!a5@;WDdTkA{Btp0e_0OzJSp5>JkT)v+9RcMh-o)(;MSoV zj|aKRjjxeu!A0k{o7^L=gpNuj_#Yc57bhki3`3Rbe{U#1#4mCGTL}j!zuQT%*GE~w zC0QjFJ}e;D=qQ4aU#~AOkc=Lo_XMSsl_iq1uvGk6zFZS9o$ic*L$o1VR{zQ@Jz8h$ z0~Uxq-U3<&phhG;c?h8kwFG{-gAzwnDHv=VvevtU}QN?UQv_|(Hq>u8DB7! zhBh`TZwd_ln#*`~4!ik|@9Yk&pYIRb*a9O#?MCdU?Io3HVQ0lI#%iCjPIwE$dE+v= zUY1y~ZN_SObavOr|A)PDvFtvoCl2Qa7@nSSHK|DH+tH0NKc}@wjUJt(us^@I#>X0& zLZ+wyf9x`jR2WqUo2&uVXp#LF$x_pxogh;_2RsHr=lfhNpgri1CXgNe`8Z)OmD9%U z<7JETjRwtLTN9#B!qVLE?yqNd&BEd4w$Ti|E(cLqU2-b&@AbRK2g5_2j1ARv@f`qn zhbZ>;4Gk}S3(l2$7tldA31}XR-6?|q$0DGx>Fvs%NI&iBUFA?kDBV0Ti@Q^o%ilE6;((} zuAm0J-joP{5BSSTBBFy07Frz-6&|?Rg|B?{QFW2Z- z6;*%`t|B+5aY8eg8O@b7#@PUxu@38e6{5~eGL`vOGoH4*=p`aHEd%So#-~26?a>*R zJ0g_YbjYCn9li+Np|eLRe8fLnlNF^EpZH1&kBg2vMBW(ts#GPK`SjNdvOW7sw&>KQ zS9>Tl8v3m#lG&v%;~_NUP*hPBA-m<7zl6#y#Y-$CjWxUIEP8DZ56lEZ@rk+m^6I^qIJiqT9?7@y7{wbk;9%;!BIMs8Mv&gTBm!L9&r9I%C(0=%$fX>l%#oUw_|5byz-jBO@Hyl0}b?Q{$a;}wQE5|!1f>ey}WNd*KycC4SCVLhJTgx~c<&NNZu7$a)zJ!=P_u2@5{lb=?wHjkE8%}6G5#DxVAAAc2Rw-9yro`# zHsIzO*j@MqkwB*`%Q|=i@B~EyvcU9Ss>{v64gg2HC)mqvT!(+xw!7MqI^GQBXX&ZF z1=UuGfzYyGN*)~>ig(s7hnjqJc7$U88Z;tK($o@$t5Pc477RZjVwL`7f|ZsQoVobm zI+DpQ7Ge?t5P;EvfVpOh)Mm*;Y?rcndxY5R6iwgUlOSoHHtv`<^Mbo4UZ-R@9ineWCT{{#klbu94CJbPMZ zY+Xo%zK^B_f6;`G`JW}1#%~;m!PIW_$+j;~)HPkduS33$efN3I%+p=RjRbgC zMdfXt_g4?mRl1!45XbFNX{`P_IU`z>PV#LSbzPBvbgSUM&1Rk4tD1YEm_g(-fsYS7 zVSlyi;E=%w+9OOGi-_#bhw89!aK+P{mQY5(_?nK3rtFq5bWvtbzcI1Bt5A>VonPTD zK4#}mC3=u4!40?kWBuoPyS%()+i01fz4Gy<&P8dn>Q|*Tgl6ZGAc}Zwd-Nc9{m5)RKxW^+rAQOD_ zm+4#TFk+nDu;HuARdPPBrPm7OYppc4SfmleAOojrTMB_)Kw^Z`%ru6~_H=Z`vD*Ia45P6twm7k#>l)YMhsnn%2L_h`ZK)v1DR zNUh6witN3wnH_*B+H2BVtYyymV1lYY*_5~?7HBK5B9`jsXC}`V#|Vtj0;Mv-1cS>Qvvau; zM(t|6;>~djr`MsZL!+Whx_({(QdtSqq3ItXmOw_c!0>Rk!`o_W{I$mGEA-&ou1*!~ zhE%v>rLnSZ@t~^RcyT~aZ&V33`v^4j5ZvDo>vN2Rj-2`*`_h2Q6f$Q7ueUPJNUU9v zacOn4{YebgtKMGRW?9!IMx0kSZ~FCoQ9TtCQzSALwO*wVSIPmLilIQB$x} z`hlB0%ao)gc6E@dWsWA?)v<$y^4Nt1F=@_7Z}F5T$^`fPtPYXtjVuG8-~^hno1RK5 zDpCV_VqP94Aou|pzYRckvTkx?ALxtDZp-~}-|M{5Lt{-{7HpU;Bct&~>7|WDqrtme zGyXu94xvX1g;%sS)+a&7$mWn~O#P&_}|I|qZN5@YGGvzeE@RKy`cPE;1yej`L zH|(2!-kvQ2lE)r~R4Zc>wE4Q@h7o*Cq^dbdGt*Hybu*z~*?e>5?M#!&1E>PD|E=5g zY5@BAgd9tQe{eiUNb}`{oabrpMV?6pbx&jqflii5R+CUHfgT z2F)MWpVINUbMX+B&($l>Se={D%sG<}#qq>y{<3h9OVgnBb2E2 zRW0^g`#qld9RPXUP3LqVNa{ez8>}&-Ef$lVyl_=RJr~LxSiif(N}ZKr?G13>>C(`{ zV&T`E5E6J`jWJ8rFHmv9t^yc4@W`3 zPZzyH?`-8bk?`1~lY>TtP69M!ko(`m@OqOflosX4@oooB=fCCmGfGF+REO7hu6rUnw zhXexB*vs1I^geFJoThS1=~{?LD5oZmMXt~z>7C;2s0N79tpR|%kj4uD1!R$*$q(r8 zGP3+$%MXAY@SW+Rd|Xd&G=goBt$_rf)A260I0tG>hR+TR{k$5E%lG?+tUUJSb8o42 zUaSx$tjn$&Q(m`t4R3(*aO3v-X8E+GV8X2KEFSZ)gTT+G7z031xO9i47vLMgHh7+$ zh;d1oV-#b|rYqyy3Sm-G@ND*9&`!Ktva_#Exr)nBGhc7BslnQj>qk5fqGRHq!zaUOFC~iSi z(>e~`yZj!+qgm3^6i$(naIXpsTyW>n&W9=e0DVAhUDeC>nK4|$@~`7I|()Pbp>8YWs0CV##X-Z zM?UX3h^6W@AAQ|+_dRfE{?Bg42jqb>VZkmUhvRb9<%Y|; z=3DHb2O-Cg^*R#bH${@@y3>6NUBk1OEws!t&DVSH>@Va-b$4O^Ycl$gN+J5vR(R|0 zsmGbf|3VLdEULvD^c^Ru_R!p#+fQG-oYdA*Cvelzq9f6^tMu(WpS!-QTJbo3-J04z zg%PLQ@*XuI6EEbZY$cqD4Abv|7SI@!a8~7^;kUrj(eaHieJeM9@#|umkc=O1H~ws} z`~E|}W%d!}*}opPfn}h2(s8QMIoWKDJxVSLf2A{4lb!Pu$e;R}KlP8x>@P+x+&%$u z_fb4Tm7V1V7F(Hiby!BpKHUni%7T((y};U=z&@0IIo7(jtOnD`-AA+ntJaJSB9j3u}4XkBRBpFJBu* z^V{Csxj~Yiw~Y#7+g=QR>hQt%qJ&4jvGMGBQT<^#KK&gauX4ecc^=|O;cCYQOV=CL zL`BoF5DU{_0hPV`v#^)69iMxDv^}Of5d2p<}?rn!cx9R*gSvu=RXWF(lANJ)e z6Hrus=K7kckhL@Twvje}ce0ux`E9uIP={4g$)bb_$0)104Us)TIdJIGc-0n+IIJT3 zrbaD25QAv))EhH`a6SN#E*rdRj&?iP1YTwxJ3kYVum$xPKOXBcXh8IJix1hk@c}JI zlHK5o5|p~&4ElG;D4X8;?8f}ZUpgP&SBcy5gWbUf0I6mF!0RTE|CtA9CD-#ny6yGMui*;74`qzAg}Q8y3Mc5qo`b)x8E>gqnZz0=9hLV%MtFd#=pMlL;P6bp$eug~)bj)tvI zkX7E^xz?)$k66F@y%moK4kVmjhFz`}%ao1qceUTY9T-98=G7Oz{4eYavvtop8c^#d4GG5H{t)yj1UWPCx}Ei&Jajh&#k7+&$MsK(izuw z+Z!N2+n*$|MPqx~S&D2vZ&Oe&!P`DQFEE?tjj1Jf0Px6t$=x3Q8!B7?5!P!5Pn#GH z^a)qlKk3Xs{8}hn4UQoIzo`-Du#}OP-yGdj>+0b{1WwN%{g}va33+#AxbW;)m%N!4 zA-O%$>>q5R)NW;8(mS7>Fw!;VIXpfUC9F0Me#K49u7(Iwu^1%1==|T(5~D5FQ@jNp zb|V7?sk~c3AhhqVp9=ubr)rovC_MDIqgFG}EG_j4Pwc+pFET_}O7V^2*tv9(iLA_8 zGkRJe0MR^{3NXf=Zw}`lZR6b>#=Yq)bE4k^3+;#m&>BEOE<$#f*2X z;a;KZE(r;c&a#l>tos}fwA%Vz_?OBtwj?f80HGZEnV+w?NGk#8&%^0l8G^y=JgGa&Wln`D{mjjmQzKe@lnAyNJ*|h~ zM*>ghc-YxYmVQuY`B&(S$5cJgF8D1tF3Blu*yIq5czSic`Nu83-eKMhEzvZd@>pr- zmyf5s^87%OnRW1MGqn5akYURc;@`L4J-cH zhkfU>fPfcy(pVc%?8hxbe$W$Ye<=STncbNEW~bVpFzz?b1K5-Wgt$ zCE)T-I0Jrn^W`R*yE8gWPIKpA+wyZ#GT&WH(tp>{6|<}_kB>Xz5;`z4n7uVcL7w6x zWQR4QvpnYX<7oS{!1p8-m5a9K!-hVww+Sy@YN6()Aox`~ z4KxcR6=r!gNlvh$zbenOx4;9V-dcPH@9_dxFl-Nqm5byj2EW+8Y$7c55SE9F*t^!*C4742zxS6o7Ee6uu|SNZx4umHG$9W0aJbT9_Y`sf zxMURiO7O_i`mNY)Pa=^&%8sse?{P4xmIu#uzj_P7h}0VgN8<)pwf}wm#To*DasUe= zF3T%zcri&Z$o6s-pE$!yB^)~UVV=>KHlLb4U&yNS$stksM)i5vW~3JQYy*BYSvHRe zQpFvd*tF@YyHeQ47R?%<6Ym4)$O)pnuc3#4G1JfP;3ragWdMAUHdMU>KA7W6f-;~1 zf@I}}q-7624%ukR0%)i7iVrwk-p;K+dyRkkHIXl=>&50o$0x7xfG5hQHT(yjT&gh{ z6hk&?>3t<#zs^3@)kM-#+|-n~%YxB#5!>;33Zm8{qNB_MqMlm`B{s>W%hex!%$OFamlUB zR3KYi|7hTrDSAo`ae>@2C1U8DHy`HAe3*OA{c_Lm-ut`v-1GZ(T@iV>C-Es;Nm`>j z(E+7SFN9Wt9SMo2gI`|D8)aL}V8sVJu%<`x%oHb=X4#EP&>@-sHwj{Ri_M1wyu!$G^{qO6 zV_v42K*$9(={v%;oDkGm+IzTu5bF{R3Ll%3EVU9_4Cd#|;#MmzJQ7&;c64?ktgH%S z901(ww;aa%!FsgxY9gj+QenqCzWl{Uw5D{acT+@d^W3VVWFC%;GLzJ z%u0wX^}kYQv>kZcufyjv!nOZE!o&`t1?X()t}V$;PqANf=#l>=fhETCXNE!RHEb!rDSlkO_M}n8hW=%3;q8iQ>)Ng7GrRb9 zbh_&H50YG%Z%$N0-{!ASwp+kPh`zmQGPo!ls&RspVdQu>%%KH$dwZF4HSy3XAh4P& zGG%{T$Z9cZEFOE7wP86QTbu&e>@JLHV@4z{!o!4iI30kR#Xue&s5)iwXp-GptPm2o z$5E=-yI zg-Q3ww=bJsP#rZA*D>d5-?Jh#0SCKs=3z89dR@ybn1w(4V}dVvcIv>^(Gyv-F)#8) znarL}kr6qmrdxihMdq;FP1S>I<(P;iwWiI97fGwdQ~SJjpzat;QM^~>-sjI0zCWsSqZLv zy3$l;VP(*-TI0{4;$|lDT&|R$74t*&jc2Z%mh~bSx*Sen*u!{CUwey^k&{wD zYw@Sw?#CXy(KuE0%_!ph3^^h@NKTV@C?4!-G9=GsJ^ErAV8K*Sm)WfQ1eOXInw&PXH^Th;P;yh%1T>`hb^XC zVloX~+}TCkhKYCB;Zyj_G#G@yh&+p#a;F(}9Bh_l-<%Sbr?m;|2k7SxUa@b!t46D) zmVm9)g2R)--^balbADc<(fZxj5r0b7{;!K#rI&ZMgXe{EN9R|!+B&jT*G$RQ zdxN+*tmtPKGPjt1eSNaR;+|#ovVNVoWLWt(t!mo~hS~^r(yn&v-fY5RgE(jL72>P}M= z%1Z-vYw&0q7#cDZ<6D`uxj%e29pA zFU0)u{hR-w1qF+hHp`YZWiv;anXYO7-jk2!BGA)66w7uw}R)^WGYJk9#UuyTI8Sy;J8A(1tm=MmaqN`Jw)5}-Yt^J)RgjHoArIeTGBF6=&A%=JY`S!hibtq5)S+d6Y*w zhdm{qg=4c;-niq$sC0Y{@q*W;%lH&G` nmi~~e>pOP-e=_#pYWM9(qF2`2(={R)pfvP3XS>HJztn#L@)Dx9 diff --git a/GPy/testing/plotting_tests/baseline/gp_class.pdf b/GPy/testing/plotting_tests/baseline/gp_class.pdf deleted file mode 100644 index 296233ec9089822b5a4d43c00ef9161a9b97f310..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 9762 zcmb`t2|QKZ7dNiKBUdU!p*S)n!<{D?GG@#y#ifgD=DOE4L}VzXNQG3yW6Bf}Nv25V zp-8C=m8p_UkxY5dxl%p#{Gb2t^L}1F%RXoCwb%acwbowy*lUX$s%y$36YTOehS%5)`Gb35uuqF#x!>J1AE5d#U!l)CNcZT*HrX z(1bx|Pyo!T023#&y|afSfLj%>N%dd=Xy)@zI7kFou{ME&bgH)}08K^B1c0kke4Onl z#s|T{z&BGm*~80|Os9C*9bcR3D!-BvG*_^Ju{v28T%Tg^Ojf1(fzToGSUe8EpivM; zV~Q8mn{Ef{1=54@njlD3;GiHtP>L5oWVZbT3B9jj)O2w-N2cuQ|zerU{5`Y zhaO?G2pRK&}JTq`}b={n92 z%}4u%POj7ro)kKH{KQ;taerler`m4O;pX^yW#=n9*=#f;E1RC)U*0`DcW!iL*UF%; z?x5VlmphUr+bwsdY+_gJaKMP~a~@M{GuPZlWB*nhRq!||cH)hI+lZf$mQHp+wuyLL z*PM`XRCWnw#>^`@W3**U{0BnGI~sDwDF@9MGCEn`l`iZu`n>B4;v1JM#4BGv&{_ z+#_Cm>1nDb_+IHC?Uk)lJS^&=(-LswcnPt&n3P@?-Ru28Q*e>CAtWkyA93uOmzASo z96Yn~PKcH5)~8Oa((DcQ?bBuzyAqGK5PhDBKVB{l&pIJK{;aDATQIKFNeeddu6eHJ zlGWu>f^B|blF*RilVK*afZ(=vFD{-t8XcCOqbs|ZXxEMkC=BenV3avH=^iCtIC|7L z`o7PzjJjnE*)okXb~L){ONT&s-VR$=j8*yQ$eq#74JCPzCDBPf*g=9@ly%{FP_Kg- z$-kk(&Z?&fyYQ⋙rY<%~d#Q9bcM9mnh944C7nZ_TS&&$3By(Kyo#~rUu1l7_F1L$C$GDywJcWfc((~ulZ12WghI4e;7rAm& zOPtQP*$oaCEIAa1M$KL6=rFBe&2$oJH#Ch4)otMRZxoXq&ZQ~W-jOw;IY({F&fa&| zcA#CyWVc1BP^{+NuEs-0`f9H@Id^Ma*EKd15ZXQa%56v9gx{q6`trZS)z|`)HBWvC z3yGN>GIWnfnnTCDkkg_W*&QtsZ=}6k(!q)}V9Ss8)M>q#D^$HFuH_~0?(>t$uQ9pUTixzEy2kfbI-YgjnUcY|O`InpldUpx=O&SZ)4( zN0z!vnCm3G&X{DqVOm>y+2zgqb_xeSJlJD3Y47ESJ&IB+asO~&zL8O~^7&#DLw|54 zo6c(Jq<2AJ9(_&DWhu(X-@fctA?~`IeHjm*^Uz~X^%NxLrGR~z6T7OKmc&yEhjGbY z*Yb0U?4y=$-A|5pSOlK3^2&mBa>9i&=0%n$5{Y)+_m#kbR@%mFYj|L%lXHX=h%mdK2^4=#T^x5q#CQGxhoD^U_kAXqge%G_4)aCC_4IV_Ilw1$5l>-)`% z=Cuf=izAqr?nxVMpF;n*=z*1KOL;S2qT0 zK5ShQvxbjctRnr5EK4v?#k2FymDnX77DT^##%JK{Sls*}ujgz#r)lr~^GNx7#;J44 zaXuIP>GILIRIflDU!*EA5P?iRFTZcRHil+Bc$F)#+Jq*|ANBOKp=g;!?ts!>>CEVU z&5H1OliuMCgNz8Z2&LMrQUi_p5A-WsB)SPLo;B)ermkpNh0B24I>F4AE}a=EQeEIU zzFk_25V1vn*8u(n&9i?pf@}9hB<+k}SFSD9GYgbTXqwdqh30IVLJ!ace-xLON6Jjbw+4H;?bte!}jrhf{BJoA#RV z)W6T!B5K{j6Z6G8lD-hyaJKtlV>)SFMr2hdDpk74wD*~Z|BBQV7+F+UYIaCcfMoyxmV<0m~F<(D^aK(XU8njbm`Srq~>cpGS#)pi;;c@Qd(R({EDsX{SGv#U8{HbHN&`X9p4b)` zeYB3+<~GP6QANwXltz>*mC+Z%%ehF7)^#L~l_5rDkoZDM@VUhgA+$1N7+0Ud!$*B@ zREd432F1#Z&YoMm7C|d}dyac~yJp>TX+5FO3e@4cCsN}Q8qFUL>S!{GBzfo5_6;(g z%7`x%#-A&nf6?^eFK0~#51z+2jW|4mRuC;CC!br){+njqa7J^+OOx04vz8sh3sm&F zOzm>*Ec(KwY_8jBW^rFcE$kRYufpCtmg$sV2*PKO*dFQ7?S{feGTY9eg7)T}@bJki z{&>n#yPH_*GSD!r<7MKVasO?3r(UKq)uu#PD0xW-Xt}+ya}Xc>_3NdR!#h~qQd7LTLN#4*N2eGww_Z2i}VB-!Dc&!nFgP{(9{OVaaH=?u@_Hh&ftz38SGgPIaL zV%?mWc}-r0Ect?E;^EcV(*cx-JLJpL0~WV^FO;!2N^FaJDNy&GBR*bQbUxj5*n93x zh=TQVbBe&itA5$dw6;^-Q*aROcQE zKK^lD_S6m)7uoQR`ZB9z5!`X57=;_oyB-Iwmv6qlw@Lc;;H>EAtb+Fu*@xdS;aBFo zjC+eMst1)^tUqR|^I5TWdR>Pf?B88U?=c7_Te6zJLF~QR{i#2tVcpnzR@^z|kgI0r zqhi^@;qTw^Z{cOvNNIgl`e=3ucI#q%i>>tD#CIHL|H6zVdL0;~R0@sdxoqL!G}8&r zoG*A0^p@wKrSXZ-yi%*y_*;J*lwdX3-qf9e&AX^67bu z?}#8(4L{~7Q#;4nBaussGLtz@9M7AHsr~yp%LHf0mbrDGC47mc>&7oX`Q|6EM^et$ zAyLWe$W*rJUn7@a4HbKic%Qg;U9jT*;B4n_^^b!!LwccgXT;k zvAv-(ndNzHaX{^f(zmm{z7iYX(wc1(-A{YJ9$@j{bhdeWw5!53pz6pTqolDW>C%+h zZ?4^xnmnUd`>LY*=D%?6m&|XyAcx-d__m_(wwPibX`@v5y$7=qVs$AvF5gWfmC^JN zJqv$*b@pEO-BlALjeS65Si#c<+VOmja0L}U11l9b#kpmSo-c0fX33o=v zSLehvdF*zi8QkJv1dS~|FXMZ2jV(Lt@## z$-cCZkIO-ucqx+-nPRoMv%PJl<}bw>Pldv7BRmuSW`92PDB|AE7bkkp_#|}s5`Z`B zKl3d|&mW7$8Njv2$SD`Phdw=6sk;+gxsrQYW#y~XXZI`f6BeY=?Q|+pNqE&1a~8G>@lht7!+1 zbI6UC1;_d&1m{goYZyPk+4AiVY!bP_*cCS^`81(>!fE=chm1}8C?|)w)&~DmTC7Gk z(^@v7p;lrcri_!7;sXP6aVBg7-BTWer5o>(hED?HEhLIF(pUt;o=iQgd*se#du`jJ z{sFBAOjFfe6K6k)>TpTc@~Ak9R#|c)G`Uo@CEriaB5e(;z4s96YCnEl$f(|!?UNqL z(>h0&3f&}<6dQKv_ExQUe<#Nuw7ZQ-s*`bJcJ&TB4eyd@NWQ}cwc(%1N*1X$?MgYLsRyNjnW zXAxC*0sc9YVs&SeNc;{ydz607Uchd(M&y?b{4OKnTpm_pN1ju2D^Si zYwHBV+HiC4#X*5j71oEQkp~c3Lb=o{G0oTl#n*|>_RAq{5=g#CqX-S;jXSGdwOo;tZ^idgnq;RXR#F>`Yn>vjxM39 zU$j(Q*B@4F(N)aYsNZQIlE@Wg_IUrZ8Ia>K$lms7?Ja(mES$Rpe*9bby`hLXn{aA~6^a7pHU@#cO+F2J8 zI@tPO4sOsOCwScRrzZt8hp;u+F@^+8|~(EPvg8YvUJtD6D$FAgZ4$=90iRv6}0;=k>K>6}6Y7hiB8{FpMAxX|MSJ zdiHjgw5CnGfW`e6Z0XWcLSj6M5n6ZXm3Z^B{TB~kZg3Qr;NR9KQK(;BJ=hypeCpa& zRn`%U;Af1YvV~oG7J~(+ruLEfo`vZrVY5#;6ko8jul1XIs26cMyq4QAAux_TCqDXV zFT3c?gZe(79^SFUO^B$c&7);vYZ~^7tvhqbP7Kyr5X==qtSmTJIl@8Yt3FG)ab0G! zyOVgi|Ao`lPZEnV$o1Vx-Jid)X;=oN{flXSJ#zf7<1-BLA4WjqiVYEl2n>SlvS#>! zE0-cv&x!2NVtLd$9LhcteB`eK0;vSHe2FvCoGkV4IVJvO;Q#g94uv87V`Nz);^hr0 zn_AxS`m1_9ohWR%G`I2r*1Rq(Tn&(yr5V;6Y`Y@eKiz0n{C48n&KlpEl-JGPf_%hn zyjq<*P4%-#6+)G4KD!*&e@@5BgzR*2H=ErUf=yo-5Fhoi3pfx>W zHSvDYc&*mpW+cZatH+#;_qm=^cBUu9)kmHZ)fX|=N*R^NMyp)hn3ijl7PYG`=tGO> z4YHZ2%jQKZ-JWhQo^}Due!g4ZfTrUJPN+qgX+^r$T-jt$}a zJMS0O&3v`?x>JGRwU`>YD|k`=?pHi~;H%=`$N8lVSs9jme<~35>*4HwS&oSKhyL`V zRJf~wO&caE_81tdKUrb;cdppvc5SJwKD0i9Pa|{&>!OPoFGcaX8cJP_jjuLCSaG}> zPi_8&($>2X{xsm;hOj$Rw6IR?#V<5}mfU6kzxuXz?%HGVF9?4<|Nbw8DDa^9A1mCj zg%e!i<&H4EtnKSV?32tZy;oe_pX?`dt*BZw#%?;E-PA7iL03s$Z)=I%gTg%=dEVk< z&DVh>>4}tUcM3aR3>@GIZ1F{F!9sm{vwaJk}f`bI_SKpt|Cms z&P_ZTLJG$nr_19&y;=vq))5sh^5P}l_vwbW-QG^@1rB%J zI-SC>J94&)5& z_7wxSxvNsFH?P}Jx!iv_>T$punMkXiF+Iu24(H5WJb6_@w##A4Zn_Cp4bo>c zwr5rB-4xWV!b3Y@Q8#CwrtVw3?zt$>GbizFo4Fshe?myx&umQEEE8@r z_1CquW7twnn#!8D1gGh=m&HK)+YCSX2C)|l!}_JF~m)Q~=zL3d`RY~&CKXjy~5 zKc2wUjVjrT!b~Cke~UTnY|n7=0+6doCb)^WErXd7gA!wCFu&tOrb9_BkmGwwYBgiF zDpk{&?!|yu0K_UF)zu7=ERui$WKn1wfJ6}p01-t5NHDmD2blSRl3NN2Fu1z2g98Q1 zOo4eNO8|od;GPt^Gu0jd_Z7H5g-!+FR1a|e3|}gMMFDUJFb4%-F#y~PoG=z-r#L%0 zF(9$4fPM%EBNkkb{2dkwi-p$d+6ND$*)^?08i(>WN5bXa}4jM@SFrX)5a0q~aCIC1z4o1Wx06e(9PSS%<6hX(MV+u;cy00j69l~6kxB=92{5B7&-5(z}GT&;sj z=48-#7*s+aph-c50~Zt27Yj~&RR+ilj>~*TV?ad^n1sa>nI#bq;sxt*NEA51)p0T4 zxL6dZ7;vM3+OS|r0F?!mOhQ3?IHnSy5*nXrG)RFU22im~WnsZSOr@-WgG#2SK_g+H z7X+jt2sSh|s04{=7ihRuf?>bg?1!k;2N2+@2oyMDup1Ua1tNzKL2j^SuC)?08Eg#* zQvwDLG9kgKLB0U`!4LTm7gWh~CQuUe{zD1`3W0zz+rA4R;)uW+L5{HM1CSs5lbE^& z{Q~ldUx?`skWZ`;(^tOx1mq9D5`>HS4$6RhV~vI;{0qy|5 z(wa}Km5@?EyTh0z^!y7kZN1tK@%$jjFCeQzCFw`ZgTnS&%!6Vl^B+7gi~l{`g1TfT z^`SV6TutJy##-iwEXc=<#h{@s)L#?qP8xTYcQOt9_rBjmA&fnCP7H>pJRJVBs~nZ?DD{g8{pb`27`VM)VPNq8{sYE#ET~uq;71+w`2zg_ z9&2?3BB#$gGJ^aQ81;5|xpf&$T9TxQc-}>Ug*#27`0)hKuTm%~bM_&XA@dp+R z0sNf$O&)=O_+xH(Xy5pa50AuyJ`DZ*)B%nF?svb{5ipoP@L`AuFgE( zoO4b?o?*|!ec$h^+HY&af4fzC>skym^PJFqy8G9^?!!kV1sO6D8WISC$Pmw;sz4CI zZ3x2Gx<~}xiFJKz4}M&5dV)~92>$cFX#4^Ee#!p1wi5(Vyn_GXWs7H7K+tUn@l;aH zJ$`N6!&?oLg4;HW`tl``$@2IxKqHKJX&_S|4S97&(k^28B&2FEFsN z$*3(D8POo*VB@@B%vF37zxciA1>_av_xDUp#$A6;aTjl0N51)PtiZkNQE%Y!=%_P3 z#w?V@G%mptw9U!gb`PUSGq~WJty?V7WkQcpCxyT@Typ%Rl zH zdO4>4;}(x8ug;Kw-9$ckr5B#h(F(@cn+fLP*K*U=*7n?PqFyaXdtpON&FMGo>N&lh zpZ}oa+oQ(Hj=_mKdk@X7`4tR}SD3u^f@~r!G$l=Ej#SUn5R|(YJ{v$GX5Kr?=zI7o z2!%qWegFP_;_%xeBRXYew5fXZr*zKhEwH; z2G`hNY_U(Zr(d+EEo3f#SmTPhe_P(Ul8}j$v-6Sn;TF-X(_*K~H@QsD`fpZ6l7?O` z;(PtRx2x>)H-bt>DEwVW-!#3>5pbO*&daRR7=NPb+e^e@gI#j=ce!z!QQ=FRG z)=K_JyDI(>WM1$;SM}SnOlSi*2%_1uV{|>;z3|o|+wm%*gCa?RuqsAhZ*OlpF)=YR zv5Wc@(Z2@J8Db*(D`k4)lS4s&Mp`OPq~h{EyNLg;(g|}Jz$)no2I4_7E)GMS4UcQZhC-Ui**AcVsyKgj5zyW z#<06{AVMb2HWj1I2kBL5Yh1w>`wR|r9Jd+7^h%#1IqMi!KP*k?l8T?`@MOv73)F3u zpeTE4%e^Log|!3rrc;@#9Ms+bnmc1qx9nUZC%4d(JQ+L-qB2H&Yku8;6U!D$#=dWcr>7o-@my?W zwlx;9%?k0ZWU8Lgsw|)8?7h!w8}DQ=a`g(fXh(-tDjBuwwOaAH`VHp1jz*35qidt| zYJ)~bh1* z#bCjq%4Gg=@q|{ZH15Oa%twNB)F*%5>*Q&o20H{M^9f0*mL|M5Yv*Q1%dE0!Z7U>$ zsksUTa0_vED<4@Bl^h+53#&J(JP+1~iljb%{CIr0YS-`9Fl7}x8AsnGm>INDr#`G5 zQ+#~*9GRP!+t0_Qb9TJMF8$Os@8DZ-PW9i&nyB<=o8?*s#p;^EX9Xr@I_moRKCS=m z>BFBw$H(c{D~CDJM*6Iye*G1D%J}#J)r(qjf8HPTeDjN`MF&F>CWUjAc*$i$ z^=8o?RA}y}OV$TPmv;SRS*tidF>9(&k~E-K1Ddhbd-beAHiUB5Q*z3M$uRuiofycV3lf{ zxC1fV$Wcn4bwWDuz|lJYBH| z8hK)e-Wl+}-C8mGMdJ+X$&vicrUcFhj90(vV}35O4^+ND?;e<~zKIEU7FpCvTdmk| zeF@|=(PC)mEF1!c-KQ6RaqO#WVcin+ulG5wtgzR$YU@Jg9k}Hz5<%|NB!Bpnw6wC< z){gx!@gg3@+}zxyPKyeQS|%nLR9pu6tEhT|pFe+Ygf2&Fa2d{=-c~z_Mt}HYdyJMb z6coRL-7OGj6=qjmf6{22SE%v4`r)uOKhU-MBB#Dd`LJbkZr%VVuN*iKIRe^2jbefK&Y?`MmOWv|Bei;RvGz>`z~598f8xMRrg@D z1V+UtkHdF;1~%4jMz|+ToEhir2JD0PR7>ip-N5LG+MR7&stFDFaKW!C-{6uqc<*1K zmHwj@hl4Q zQ>FLs-*>)NR#HknJal(i8&dW=JDH@UqRNam@I)~BofbuL85Ul;evj9kgZ!r@!|vI3 z=DjiQvY)RQTbx2IFgwguXW|TQVy55~1{c}?GT#-LEeC>ZBk3$mfY07O)pc{kU=vq$ zv@&69TR72Zh}-(awEWS`SJ@5(1N+@o7A)$hYhGpOecBji)*J#|Bz5&HGRK+bcjvX)vx0#<6?{J9&(d#rQg3P??&Lhv1dqaS3x zaYOIe@$2ql7y9&Qm-aKuy?bnYeCjzlIRHFqZcfzBuda^LJpyTtzs4K<8KUj&?PoFo z2SGX)6rK=+pHuwsco1YOg$L(C|Krz2#F7N5Ny)HFVg8dvSvKdw(kD&K^K6_sO4=S7 zZS1+~2HF`rpDfkYG;&glbtu*OhpkbuA|o_t=*yIUzVRg?-PSaJ?*Hp8mXc-$_5F&U z%VkoPto@%W{bJ8?zBZpjFM-|OC%M>t86atr;I;@C5yKXR8*GclDGGCx%X2aRB>ZL9 zkTxmnxr);2sdS`FVAnKNsB3SzKzx{^dUD&vmNB0*VT6_KA2sExuU1BK61=^K0`MV! zfi!!G(#J_*^j=5r-o!UXZlZ1)>BPwVSQ z%txQq*?7;5HnWKvG9Df2%%huSY`h;7YyIUjG%fjS8op~7)Oe>Fdm7z1Eh3kfJCgaS z%~D-M9ZlElg3Bw-S7A2c3-V21FAzDid;h63Qt)6lN#gtw+AL*j&lhdEx+-=8t6s@wGC@HDlFDJQ43kUFoqzbSUyby<7* zhAqz;!{8-!7O$|Fq}to*jNp?laIU4-3 zFAVo+5{h@xv53ivaNUa_H%rj)XgXMIQd1u-T~sREr)wJ^HuPbcI(%f5leZ==CU#mvyiyl-;LO36e}Fh5d@YqR4E6}^lp96D5H%^ znC&{>Yx~cE6rVKYjNOC9jX^Ht9R?W&o>eg!!Dyru|Yyo$O{9TWgI85IELds#B-GWF+@PxW2>IJXRTRC0Px%lmRtr6-fN zvTM{ClC^g!Z%i#Nq-PIQ`g|8Erx@%=JNYwhzhrJ(hg9W`tYMc5Dygfl8f@ihI(DAt z^r>=;o=Fw9{Po8j`_i0?km!)+8v~#Kp5VQa5sr;R@x`fPItHcM#C1oed`pJYakc;O zT1%8(J9br7dwM@;w^RbS;hwM4pF%IAMZ>R0YT7I4s&GffBU8q6DvO7$I4|1+>5!Ww z_D+f&Y1}1lGXIr5LDQQRClh~20r_Vo`!~$Si)v<)P0|m>cI04iDhBPAkF4yI3TgP5 zG#ZJe*_pl<;ITUJjRX-{wuNB%=9_Usx_X(I$qb8*1vMZn7DR6053AYzyCW6Y5B~_i zH(v=M;Po{Yp$5)5nGlSB7qCC)v3+7_LaGM{#_mei4O=YbmQlu9_0M z4lYj1Xk$T3HX{x4_L5#Cl7KkMr9mKaqMI4MtB> zlIYHjj8eChcg(FbsMiE1h<0p}CpVxuqbDoV2T}S&&L37@O%uZg6dgBH3aY~_ zTLrvIh50m*YB~lv((JC5+p*)Z57`XdCXfyD-gwYMi10#ziiT|+Jfc-NMNWQd?t~Ap zTpD2!h1qAnS%tXAlHWZ<4!rKkzEcDXDMrw2Z+>K4C(ir%0DpCEt_^^U^%~6d{l9yB zT+rzk!0C7>#0^0P0r+nyjSzb&tZf(6m8qD9_==Qlkq5N`>S)S{1o{N{7fpS3`Tb!77ohp01 zX!5XXki`tf$E4_6NGK`f-;(N|+*CZgK2nPPKvgi5^LdR2v$1-GDtokr#fD!21*pu^0t5)n&jiP-VQDi3En(Z@dNZwX>PUjrTo9uaB>}aJ^_ZqMFOWyFd z>DZOAJ6c`ho+X(f!YKmOwra;ml}|N%y_9s_7zbucn$4Y`Pz0#rLsNqHZ<}9*-Od5E zUC%`6ET;Kne<^>soV*XXSkwD5B`bYtCAh;~;Zo;Du@1u;^^EyQwg;Sj?0&jAJ(r3+ zPZJ+mQvW@@13`KmBo{A7Iu$FOojRBNSnJFeU>Gf^-AHmx2;2`#b#JhFKviN(FD#LE z{WS(nA;2ccEQQ=#4|QIDAzYY*v(FFQ-?X)t1;JhbjH9fgkrEbVi;lKB=#MKCDOUZk zQH>D_QCRw!qVZ5p>$yMfM4ZL4@kgVl*YrIQIrF|($Z_E&ReUBlPZOJP`O`5I%nSa9mVgz0YaEE|VbwV4$A8I3lZs4ypdZu9gO8 ziPt(5Ph>^EY62ezDy^1R%EeV4SZ&ZGK1g0j^mKk6Z9Ze)Le-F&2I_I&OQtAVN{9 zfU_B0q85+M?$TKA^-8k)IzFw`+j%)bs6?y&c$?|m#Q%XH4jRG>Xf^dR`J}?J44^zs z^|B5@v3o^947FCJzn&c02M%@_b1#R+1!a3hKde3OWQ&Z{Tn5-hbhkcfB_l~r+1a?F z2ND7Oo;D2$~4Sf177oGF)cA>?*q3met9w2ViVRg~fNA(19%(ZNqPyEj?H? zja_Ehng^lCbY!n=?ZZuWo7$I-@(`p1d{rJYG7gngt5JeZbA9r2L;u%aP|{>d(B{on zMCBIA`dch!r>~DUT~QOEViGA|?_pIr=of8j4?LX?Lnq!(%A(=*JKXFljFUZ2}sOrwk=|FdDgM6p@; zb=($x__a19lo*l-mcaXIG7KCU?)0Ys8*4!XQ;b~i`YiEsodvqJoGkA8Oa8dM-?ajN zUh`Wm2l@aaLSVv>B}R@${GW*>cL=%}s`%L)x$}t)yFM$gbF_X?661D}v_C$mnJ4A8 zJsyb2EoLEKn_drUuI~St{<2V8u3+Qi!)y6Gzh@hQ9^PO{nMDFDHK@wvr-JhSj95z% zueYb3C$Rqs&Vh_u$Y2ER@eAY{d623jvRoEJe)VXWwjreik@uA)AS3gAl1}V3M>6^ zI`5@3&L76!zikidQ^&_~wVwNKNvp;NMNF*s8#JAgzU2p*eg?R;Qq-S)9{3P0#<=XI zKMxVTA8Y=>b{R(J)D*YDQm6ol6f(VcN49o9Y{1iL`kA^Wn$D4uu@A9}J5eB`?H-?U z_BXp|zM4m!6rZ}~iib>>ipkmw@*9xTxCr@|C;LliR~~sDM@o-Wtbcb}`>{=csdutf zZTWs19G%20AM<1bZ^uuk*pcT*q^qgvsFC=htq`sOVUhLNqmT^Kq4@6X=dtfS2FjaO%x*qJeIdqEp1YH}y8yt^2 z^-=cR`Q2db?-t|G_cDaufJf#zfWojQLE`lAF-U?sg7IfedP{cq`ZTEo&5ZctN0tDmsC`QiHai0t%E&=JW>_)ZQ6GDP?@e$nsE_ox;om{DF0oG~U=5TTM#3Xjfb48orwTyqVg@~%`z)t1Oo zst+L34aS96LJY@p-fVv*$|C4~B=X#efoAg*H{KOqwz=g%a2*fo_P&3cp|B=Z_Uz<< zQm4YX+Q}M#-P+@l(f&IRx*Lq46&n6zz%DXNs&p`t8F-mRetOYHra%Zal*!<2zs%YR z#;k3MX##JHKn@%C`u(NL$YQve$1kQ4(1%yiy`~#v@zR?b(HryY8rI{dXD2ZpnCyy~KfC>AIYcp5|>i+vq&w+ei0ccSz-t>#;reK)%V#38)A3O~T&+ zLu;>hRnGOU3eCwuC`3EJiO!Hi2sn>kl$6`p!1>&P|agDqYQyy5TXd=Sj zQV|jAOTg|lHg^(KZI@7IM<`Yjk}aNxxBS_+mlDz_hjUC{cQpfO9|Q~rlywveOz5_!XaUwG48Qji z^ST_G%fK-IS88l{N44|ip4G0&pL1{hiDURovOz`_&IG4Ticy=qkFP?IW)OZa2|%Sj zKP;mSjz&oq|1My?q?Zo5I+UVA?|_41&vA69wYNvnG9Y-vs+!yB@eNX_+f!LW=T=-t zVLi?(0C%)(I?$=e@9G}!i#04~d;BH515dHP#EW>`!#Bzqq^sgwT3po$mq_rSg6o9o zl&ljQ91{d#o zGt$$S(!#`4BqiSvk<(=pGq_9O;o(K=b()qehbxNpbS4O^YiMLvR6OoT6xB^h(d1`r zSw400T;?)l=V38K8kc>;7#>V!JKUW?Egk*nkpu+Lzr6rZDW{kimFS}rBJ2!BFf(G) zr%3uPQOo_B@r*OS3y{Q%UkqP@-4DjyBENmheosmblU|DA*wR39`dl6}PTx}(P#F%q zd@B|3@|sqI`O31gpA!9W9+;&bDOv&Bnl-whu*AW5O>vi~FbO|H>~W4RE2Dq(tt)70 zfshpr1RDpcA0*D)us)*0@MoR??vTOn)ImO$7ZF6kI5<*f6&W9&|M#z4M-0zmYJ1)O zh}B578%peSOUh>Shx{rUg`TMOGU1Nd3r{+oD|WO-w07^J{8CO!GR_U-80*x>ce}8i zvR(ixK!XHB?YUCNkpV)uugt|Qv*-ITes9lNT1H0TCW^lO&ma5B zwJzU%9%*Um<^54RG?Mv6sqMHB_OL~K5F8@R$>bRhiNbcKGI1Q4qIOTJSy)!gC=``w z84GVg5}duI9bEuoO( z+=op0xXkU@memBei5@FdZ6+XO!DbHV#W)dwTsdAQFmgF7U5#htg(Q%#s{*as$gs=^ z;IxlhQkh^c(#?B{7$?jdV2kS*d|BiA*V3hSr4Dy&1*)}DJZ7E!JY6Dp{rvnmw2PlQ zE&S~PbyluQY9_z4Yh~NJnt+ePGzqWnH3|35jhb5S*zlk>NweqDgHKGNd}>x82LdH|Ec*rdLwe7K0|K_jY{h6>r)4%YCG@AI-kxH zeL?rF%yR7}>pWL-vPvE2Wizs} zR)@`!)Ikl-zI=2LVo5PIl+EKZV#~vWluIrdx`F6*LP3k<<5r;!R=sgy#!T zrlTJB!iS>s{7{@Uf{&je)d2mhsJU_O5egm1Kaf%dOTUPE&?9;=#es`A2#He{HAwV5uSTYz28m&6>69R0f4xHqWI%ZV0BX-mWoe+ z(yFgryY@M>kImtt#`WL7f8W1zXS%p8NX;o{B2m=KvcVrO`T-+kUuG)LkPAE`qPL18 z$eCAQ^4xBpf+7LM)tgg!G1r5h!?=5aYvMJmQkqnM2!u1CAN9YUSngNc%Q9X$N75i} zijiD|+^^L0i&cTRvUsrRn>aRwoB}ZYBWQnNSjYs7$S~_uWGMhVfQK=GN2`;8=P@e! z25fM;bCcS;GP3sec|rr80L(+a=hL$2^O!joA!kGYVmbrp*b@2DYTUb)(-=SLw>98a zJUUE@4?R5pp#MAG_&}bQ%=sy_nTWK7Cjm`3Q$?V2Vk1t&jO)*}{kIVG`F!4}?(#T5 zR3n*8=Bdp4Lhr%>&s`Ya#dp#!!lMJE%^D#dbn_Fud|N>Et&FCXFf9*##P9qcZ+C*! zVx#qA=cc&Mj{pylYzL+Q`A|P!8kHAK6MBy94V!-?ECe+?1jUyveCiEC?FwgFFZg@O z;Cs+s}9tgjMamj(wg4$tpJn&aZyrTOLl0SWkLW#NT)<_ z;D3Ii;l*9WexAwiC$bk-Nq}F242}Ryt4TfAix^e z@;8Y8ewVYzFydSufRA7k74Cw^R(uA}YQ`VOYh#_@Bsut<`ocN7hM*AIt0?F!_T#1c zBTjijI0FL;X9L2Ju)%usIyf65_^w~)9R2?9Fw$U{=g7>^b*_?OCV(w}<+8>7{0Kpb zAHXWVFac7(cj-(6d}hcQ&UlY&a4o8F`r$(|sNuS@1OzG6 z8VRv-R;8UYbwGW5u3-^*KT!6N2fHNtP29%w&yWflX`?p3`1U!lUP zEy9z0~P9B!BGbaN0U5$K3A@&0|FLAuG+1|?RMz>JV_+ATZ#a|u3lIy^uWQ^=Kd z!f9h?s6idx3#SEe3vUTdnGlm3BB`Kwcs{8Hn6!Zz6do-BZ;wo0v8)EnG7Pel%V3qn z8uwBh3)yi2o|wOSynz?cbg)&MBR`Pekp;Gjbl#CGa$OUKl_+5a8z8UtcubF`wb09# z*T6gQQQ#d0&IO$1+lY}W7F9yC7qAe`;TAvtdnHFYsppe7 znO8rb%vmFipwt<}Wzc*VrUvTwZwQE2-Vie=Nk~Y9M{$7Oy;SMoJ##AWw6(axt;b&hJE5fQcA7$nm;4C`;am59#3pKrl9@CyG0qjpemKk~50s zmsz3N1O>H05RC;eO**#>a{+E=<=~J94GU@@dGOr{PpVj^hy1;Mg9_>a z=PP77!7@ukWSku=&lk_|9HwgzCRC-R-y8TInZ$JPCfW9R*~;f2u4P~a_4Qh{A-gxwDYkaC_M z(ihSI7mAANgML=BW~&y^o1({AZH4BiJ#Ssl-r?vvB#_;B6@CiAFEX5syj>-J6YrDh~>*0<|gp}+8p-TZNi{daG-$+6#YK8Z&kf4(=oA{yYhDA zQQiP1mnW_R;Fmt(&6>22*I8tdL}WDS@$q!E*!@vhSjT(IvyMlahQ}Fi-v+FP$k*9q z-kap#m7O4gDw@8Cjo+Y}L4hRd*tSa<6iZY=eLc+xuYppx%Kd8;r-7PX{j> zt*xzRT;;mLR16Foj>Dk!kzH6=ceXhsPeAO|uM6;WBeh-!(xiWOoeVW5@d8i}1)-ab zuOC^hZ9RtTiXiyZ4aa7VHdF8lQ9*h|%{ZvWuZwe>Z~mDPzQ;xKpN=Vp^}e!-ikhGy zw07I)WM6R8EyM2&2htJnKc<<3DwwHt+FozA6zb-dyLp6VdY31_$oudTl$??3U-8hS z?FPt>Ew^WyFwNq)LnCRBopdKlg2?gfiHVsR+UsvY`2@%>GBK-YG_7H^YXOsBG$Ewe z$MKKa_9J>`#I0eo2;T>ARPv7s1d#e~49`HhouMeEUsb2lF#{lV%vwnoeB8New%+bK zD2g4Wr>3T^=#Q`bBxY0t2$I2L?kb0Vm70Zxh39ODz#hoGtlA=2sYOpoAf4)M80Y9+ zApA`j+?2}vBI-UHn{4@*W3cD`T2B4xJlF96$~U8h!Rzl)MKgKX4hA#uiIN={6N`L; zkUHoz0Tvc&TfNTjv-OjB!!~baVKliT3%J1&k10zx)#I|^;LTMg1I?k z6Jz7-y$Ts@aK~V>pzPZn!E~%UYJ8BLX+1Phz|1|~hfCW)JN)Mc0$GNQE0vBmcb$x{{ zu*`E;azO$gdVU^F5a`a775Y&GG9o4%b@%TjeCP@oqxt8bj;`Y(6|<#j-_^TW{NJ{+fY`^QO(g+9Wo(}h=O>i}x`N5@*sh}HTR zMhXD5s+@oALMdk8&z(oebkGbkQY_pz1imW;$0u7J-=_)TJ>i0vN&iKhQ~YEL7g%4z zkHQ^C{-atzu=ETpIi?CUY*=MhBsfI{;3LjMGxC!LjsU0B*nA``jda!Fe5;XQyrWp*b9!m0ZM!L4wNW{RxKAU z@u?w8aLm zKE<}CF#5qltf9>6kMvg4^7C)SpMUE;DB*s`Q%0trmN1XF+#ZF`+X4(cZWeC5(z1fZ zDFUiw(8~(YL&E;JK@nN%p&2OK#s&+}oD&{>+B=^L`%+8syskuBP7j0e&B6l6M9M&bTJzc#$9Sc3D9KnXEq5rC^LcQB+x@FTz^{=FB@ zWMQ*&2XuD9Uo7N<&s)<)(o5Z6>hzfrfOaVp;6TF*whDm{y7EfrrD9W_pjUYQSul#w ziMSf@`bPJU5T@nP1Q|6A131-dD1$dwdLJ}}(eRW4HG!To=5<*Cu;wWp*r;^kx9I{2 zAqG&>fy^D?{vp7DBGcg>7njVT^V!~?eiaL zf&$>veEnPwDxio#_8~ZeX+BXXFJPGkMp_kAKmq<#R;Pb9DH?TZkCNeR0!;!-<8=rP z9lN+;9+SoFkGr|q`LLZ#S;BU~p#cLKhF+=jeu%k<%jc4zf*(p95WQ?=!wsxW!U|3+ zOUMLwN(dWwG1G)3P&-ufoGxpE(1e^e@EQKvwB9GhGxaRz@U={+3M`Pga zz?o&Tx&%|aGXRdNzkZzxL$v;WHTa$njgWJ8XS`tF++sF>g7j`y(K9$wIVGO$bO#LfhvBe@wt0V zX1#x#v*uvJD>pm4yPd24K}n@49~py)7P$Y@`|CZa%f?vc3$Yd)_5`z%hgw-LpNt9% zQ*@Fcf>2JoOJbd)>@m0KAss>h&EoiNRJ63d5naBiWam9r;gAcKAH|`|SyclHxPGTC ze&zru((stdIXxqUP<*E5|2ptVZ@1@>>I1Mu^+^8rG;GDv&e?(ASr*`Cu^VpnR)NkC zgdhPm!k&*HqXk87n+ccgGXVmaDRD>vovUx&ydi52c>6Z~pc)CtMrs3hNmMwG@oc1`Ct5_xTYanTB(u9flX@|oFL{kr}CBETI0 z_uU@G$i=$*FxH-U6sO15-UjsOD|<=sGHh>PcyaZP?ytf56-IC*Yv)ii@OB+)K` z=kN*uFIa~&O~I=ney7_lpFV%?PnHZ|8n_XJD(aNeLdp3u;KAeR&r9zd#@ zBRGriuL-!-DwDql(R2DmA7AX?OT2iBXYm%)KHwZ{5d!W|?)tO+r~yyFwsa7yt2e=3 zu^09$40oBb3!ae`#@wo1(yK(eX26lx{tg_u)A~hk`83^Act#9kX?$qwKEX`Y{bJP) zxut4VC(xDD4ab@);1i)R6&{}B124%aCxihAbLVgI0H3#Oya)OX1!4QV0uMR+?!u3O zr8|p?&$wWo!W?E}pfKn5Z@!(Q?fmvPsi0DrYw?#^nPh*W-_`Z5PJlxb)ZAgyd=7sQ z1k#Auy@1Vwx8AkBD3}Q=J0F7Ym0HcIcL6e;uQi8_HSZw^M{w4@rG;nX!)NPW!<18# zs$<2U1(QQCKjU7?DzFc7GSF89f;UV8o)0q!+Brefk}MKf)IcXe3k)G9;LyG0uF5q8 zlc(e$EKF?&Qhe43`YwU!{ZT99a=Hh@1pfm#Hj5+zSTwgAJ?HW`9fjWH0qbz*f_Kh7 z=Iz6Hq{V?u2e1`%%fXR;>m0agUc6+TM;nNVU;+)?D{%!D@Mbq*4B#G;V?_Me&acci zjEbi-HCWKAnEPY+vK+yG-yRnVTB&+7&W!LNWCpDg zAK;mV&u6x3mJdiM7uPKd{&)$mf$V%F~1l4se629Q3{LvOaKk57~%@RP;#9oKhgaMS2?i*YkG99B! z!H$|bmw?mx$X#7%8BiJrNet*IvK(iC6}Sj1@V3Ru5FU)1IRLx)UpaKa+K^B&|6bor z78cDE8Kr4?)Qml!9{yyiX8Af%t8s26_Gks{E!&oWmO`k26bdu~ zz&x8f15g#@GRDW+I2xVij4gk>VE9f`XexU=-rdMBZ(RPBt$3Zq!cfE{r)T6d6f^hD|9#!c5XU zJpb4L2&~{%mCMC*J5iZwRl{!WUZvK&0Pzvv0m*RR3`{{76_%f!9<9*R0UfLRgC`nH z_Ac6`Yym{5GLxegN{HvrCIP(H6!+!E?zy6-{kQqAxh_JFKfzz6bY8uZA6h_q@Rm+I zA(!J3JV@wmphA1Xz*pufMYXqsHL>ZZ-k^#hVR985`-)Gt>j49mHav*;XhQ9JzRo5} zp!9#>Cn&)aZHHp}Nz|xgM5PBmwZ;V~F&N&0ptE(K9NMi?0U3exRG#!^T%Gv@HSoaW z-OoB{o_u*GwlkXK!YYh@KLGig!J{cDyyA#8@5b0LA*i`aFauTNoQ2>(P{7+J`6jYY zq+LTYDF&|K74(xv>*;|LL4^-AN!fim0)^0B;Y75xwf4=Zi&s{_y1xK)&t^XJZQ}RP zHR1pE0_4uFav*d{OzK0EWL+GjLCfjI+YqFtBz0C5`>;5ODJQw1zop&J`G0=&>u_3s z;4sz`nZE87YN0rG306ho8+eP%hez(Kbq;5O9GgLBpEM-jEdPSHcm-@RJN=H&C~K*- z5u*3&?;8at+y24q_|Sn2&`C1#fq{YN!_<20VprWrX0Wy(XZ}SAm-d?9R%6QWqUpNJ ze7@VRUA>2pZU57Y9C!qzAmJj2{FaXv*V$a*7GVGafrv%z&BTw~b(s)`c0+lyS%Mr~ zN`2NNzDj;E7)ol!0{ru#ZVdf4bPHVqqT#yVeahwg#llfSNa_0ABK108sHjlD5H2GD1ejE z3#kzhUA9*lfFQFfCu53&;80aZ%gooW!>m>}(pJ!-{R1X=_6_g?si5p{(TZgL6dc@lT~Qp0 zbPrsAw47>q6AP}$?d>*8JdG#UA8BH-vXT)l)?-22VmzBb)B zGoK-@P=jy_+gP7z6Jf-gBT+~c$q_%Drl8@ojDYD|GFpCfa7`O#f)YWEm%X!gI*_&$ z+!s#}_cQR?U+V$&UtX6LH6Ps3BFsz2J5xYVXMerfH&0h4M2(9Uu{DxQ#zx%?u3n`$`!O45sPNNH)g@p^Z{q=qV0rqDr z-*s8;&G>!Togx((7ncY4X?1fS0H6T~+}YmFY2(I&Y}1d*@T#oTK(;UWCg*_4Zh>Uk zpZHJBw=}<+laQ!_VGBmu!SY&z1c$g-{@l%9ZI%r9e<**qwB&(%;~CAt&7c^}R$2#I zXVgFwoKf@VoVP20AhG=Qfq{hl@)xG{F!2Jr^3xe0Fum5E>+f5-LLt=@O}_h_;t!O8kOCAbz3Zn>NP`EuvehY#7sG67NXJ~#Q|CdJO<_seQ=wWQ=5jbt@jQu(TMs!sq|%p8ZcEZ z<|$XPjhJzYlgP+~EH^42)R~7hFDDwHS^0g$2u|Pn68fckkY%q@&9R*V7Tm-rnAbhzPaUF(5G>_ulQ0 zMId_Md8nusN~?hG(iF>;#`~*7m{@0DhvMv}@5S6RYr@x?u4dd{jS;9*kzJ8SsHFK< zc^LuCg`*P8!=1|`&0t{SPtBm)&Msh zPyIw)XMc>^_JKwOa9fnZ0%Sbk`{6!EzmiDTfa2-%MM)16=tfkBgoY(Y6_B>_G;TNTM9+V=n^#jG>rP7AnpS1l2=wRQIC zCfRnsQ2ZPnP0e@$<+j&Jv0&P2HY1|GG9z}je=PO12Jq(Fc~NU>R6AULF8Dq$FxRXr zG2<7w)iaM#dg`Y?n!V*?Jei_;?6}SeVqd>priEqGvFI_XTw|nB=H)C=EM{;09fbgl zHyRKtgWEmV>uGaS71ueniuA!o^mK11HR`ps4dgNAgNtjY$)|7e5h`I@RGzDL*ZYOi zbAs~%p2E-ORFzs4e)uZNj5s1B^t8e0m>9GeEH(6;OFZR^W)U}w;2B`V+w3n zl5M1)k2tkP;0zqU9}lM&)lxE0F(HJUIHfi@j}ujQ@yT_leIyiXkGT>=;y4kxnk_P2 zVvfPSZeE7kHA8bQEFv`E!5DCPsE^{ZW^I)iGClj-U1kLelH^lIM;p(Rl8{*J@U!`a z`4>o?Al{x)zc8iAjTFv8a+5m%t4!ge!S$z>O?vAy58F8^dJ)h4o$FA9 zL5SE(#_IXZP*^x5mTeY=r^#d6Pa>Ml%#4gXkor|MPX{qpdA?2O+A^=2*w?EU(}y9ltGrRN+7B7hc;$% zp#x`lwZ1l$8rDNbjI_=^y0u4WVanc`ucYi!(lCs%FKR~j_wm#-zN%+CF6I+1du0_L zoQFTw9$4UTy!)cv`SBxd(0S>(92QPw*hJ$Fh{7jfm9d~NF3DO+Lt$E`@GSwsUbEpw_tKjL;~V>qcNr=rBR zGAAwlS3vKXTW7hD7iVLWI$q)RX!~bjXPeaEO4JvhwFO#X^Zm(xDsn4{@4{QX2dwSx z!DS`%eg`uG7_}#E+^#}J$THzAzH0m6TEC&GPevarH50-G>%F%}(8%Z0c16r_ei}YS z6<70`QtQPYt8~N?Jx7Knh@j4V&UELoo^SY)Gli3UmAkM`k>H}%fbX-4{ggMyizQcS zfXslHbI;Fy$07Ql?@WYW2ZzBjA-pIO`{R;ql>jQ7Y4cyf^i3EY_XU3iL_7j%e6v@- ze6K%`rkPQs1s`?JE=&>bMn1OxKC15w>vmx}E$}r3fX=pS$DHWpqSk=DF2Xn_L=r0WD=Mt~-siRHkzWw; z{K9bQ*6O-Woo)GFLvekr7PM}CScUT4|a*U?MS3hmaejP0H55Oc7ir8fv(Jq$=~L~vHJTwdfEjBvD}4W%@mt#!PGLu{Y3Ej68Wv4=E*AD zlKIEZFN&!{ze@V(h_K4WU4UAXNN*f>*aw@itWbg}BdOK!Q$?I@whp0y>njs`emH4h zn5)|s`13G5zjcaw39L#dD6ieREbwt`%pjNV3s-26HVYYt>L<^*n7q?md>-ty=G*C zs@CYsx@?M);dlmnIs*BcvhsW?E}!E8enfAyl^d(*-4}jUc3<+TaH*HkvbFXIM$X{D z%=Mr(Be4mpap8TU5XM1uD$*9ue$(^4tNrE>Rj)5ZEqF6z;P>?(7dQY%(hCeVMaXxe zkdvZJ$yf4C-S}y+m~N3gb&2EpY{DpiU(yDB{#1jNo)-NW;kgF*Enl(_@@A)@#q`+Y z3M62#!G+>NJNeNSWQMF%SBdoh6BL>-;1w*e+FfLPq6Of=@%XwAU#edP_H8V5QV;Gs z+Y9Vp>=VcFKEtelKRR*^*}2@RiOZ;X$HQ58xlD4QiLT>FL{_nG2X$@Q2q2Z%lhdc; zj;b=hh-G2tq(tCs!daRsVanCETB?VdPhM} zdNcH*at?}=D1t~w5C|ZlqjVGz=`A62L<}V~DG87e_}=Xtg^i^R`2e&f+w)Jc~7F|MhfEw}Xs0Q=)HVX3q}d^&$CD3x*0h`*hi z9Gm@ZwsVcm;BtsOPV9(F80PLDOt-I<9(2IUZ23L2^b3x(W=qv|v8)}X-48i*HmQ3N zOsG;%Kc1H!WxrKCeT2CBn^NS^^LCU=<%7t%tM%;2wiJ717n#@{-rMBR5iJzB))1uL zLteB&%U)FLRP-sqIpgaa*}uFNOi?Ug+h)&y+dm=r?b)h*Hr;hL<1DM(!ak#&-CgJs zwS0PszBlihaT+o^ie|Mxk917mlDJO3^_to7azP(X{4c(&I9j=z*1(SN%vQ|?I~iEWT% zW_rwp3$n0cke-Z_{~EpO8Rv3G2dAB_CqC`!itFm-j; zs;^6^$XVt|FAyGBIUDJuXg5zuQoba)60#jdlpYxc@7eMb`wJg1)gzAN>y$;TvF%j< z+(alpYh`Wz*~kjZ_5xNnxVf;Mo4dpzApvHmU87)?y%wixKeZ(QbxWlilog346u7Pt zwB{`WgVI9A`Xa#sZqQ)_!+gJly}wD!(h^ejd~l@iIIgf-81p+^LYz*SzS|EJt!cuh z)VJwg`}S$m98PhVwE|m5F9(a&KeV}e&1BZtrgnv*RKa|`<}~p{Zt6prCqb8$rE+AX zM%+EUEr#AYHm3RQEZIhgcWJXjx!zNU)wbvl^7{*KNSi(Bxm3J5I(3Ie9JEM~n)G9> zeU}e42b?%(>`UMCH)hk>9ul$w<&!<$eRW1}R--$d|ti#_T}m zWk`{;bZ9;s7~1%h4-k7|4%Seb_o{6vT!*5t>^1Qa2D`hA?b$?q@Bw%?s6$a??;K zy7&3kxYMV~cb@i~WkHTfeQGDWnoDLfT^75GGQY9Tq+2Fm{Y7fr^XE7h;sS3Y6rh?5 zfgh-RiohNZ?t#QsQ2l%kCo0&alp}vry}@-Z?P7?62n1D5BeN=tmJR|HCXaFJ8GDJu zojqA5KdF^L%E&Z*JGhYkrd_s>2ZvZNQyd}F!n0->?*mE_rmx1fKBQ9lUIT#lmp$oQ zjcJ8@fqeP?p5H;dQfWqx1d2_;bIJR*Q}*=HjKL$Gs^CI}JKtD2#N*~e&?}L=_<|eQ z&45o`0>jLR$2B+bnLUNXc*bfz_eVZ`9m{d|J#{?F`LOi+hBM6`*-t5jZK4bwe{-;hhfSlZ{@dY>gN3!BWBry5H1zGmM9(LQNa5_UM-|TZjFPnP%dCjS zjIwTenYg@8)2(bM$9p(K9XSn1omg<_c~)z;Df1k;QO-~Am%07$Q)55&_JvAHdMcH- zH!3hp-e)x;Xk|uNy$7|0#@F3&ge_Xx7c*w}@=KqTkoAkbuuTi9^i*X-mLa6PhO&Cb4mHMr>&6kgYp+q|jMRfgvxr$6dtljZYkU7W&cgPnpU4V!MFfh!ej@$c5oX0Hh zDXi#5Njs~&*B)YPc39G_G9>0gy@QM|kB7S@3{G5MKEU#5Q$III&cl>`CcsJ{_j%>L z44+{HXTLAS=n|)dI*3ELINqn|z_?j_mEJxhp&OA`knd@LcvHmr?6nv(^eqo)7uU`pq^>%oF^)|3`1C2F?<;Qjm5EB^`2Ow(0h|>s4D5pTa?ZF#}|0DmYp`_ z(b5*`4|97aQP5)LGOwkf63V`&E(Pr96psd^}abyras6T$1 zKoco+-wnxWp5x~1bb{4(KCZVtAuA`zJW<@dtq-bxnORo4P!Ejmd?2(Dki`%Y6w}+Y z$Cl^3WoZ3bR{YubIgB&*P%c?662`M2=KMoHau<0(C09^=2DakCze<0;);$)isJ7J9 zIWxBrp}Qh(J4L=}{US;r%iL=O9Z)__sxqc__!Iw5Z)XWF0f+jlRnt|lE0z# z<-0FRoKTJ?{o>d%Td&cMD_(iTFR2Mt<=8|cnkhGF-1az&Q_tmhVqAIcXkxDRO}(=H z_QJ5bV@*%~_}5=$!an^D?D)t-N_gcr?ibCVwus!(xsI%vN6UMXHEPpJrX+Enp7D#E zyJaHh+aXkSY}+r$0RnIWvt`DcD?}`8#>$-fZbMXgiIGV(zxQd;pjza9Z9LU{h_8*tt+2|=)ViHq^#*PMwrfvWcFcEcZTyoTX%o3r%h zy4qAO{7Omi$=h{NP>3tYisU-BHB?x;8Bj4Odz)`(G%o^zJHd)OZIZax9Bl&EDE4$} z*+LiG^wLQQTvUHzuVFV{#GAzu5(-;QyccU z4bRvRiO#`FbY2vnQf@XBhF^F>sH?S=^Po>*VLk2&CXDCntySgMN_=-u6~{FX8|Vi-1A>rjos(j>@<+1ZKogl-9BdfZ|P-=K!JIaWG7Q9<*W(Lfz=IiKS;VNV{hiH-5m zkA5_^J6MP~oPIH!kQV8Q702f6m;=YKZnh2&F=l_pBeH6A;J}O3veOs_=}jPv0_p)ZkBU~N z{TjnnMpbMlWtQSssA%___GF)n0 zUg{rL&QgsqtZmPlVH?f+sA4?*8wQBQ|FXCZly@EQ*jJU%*{}`(*k((6I|0xEIN6UN zHpsGXpAc$oeQ82NOADYBf28Feth0?U{kv3G_van$8vhSE$+DK#6FF)(MOf=>wJN5( z=0{s=Up*``C6xIWcogi+Y(cH@`?N{17#JtL)7M4LFJTk*eC%5Ou0|p^|2F%EHE}zj z-ZS%By>hYR&OhAAjbCouUg2P0a8%=?w~EmToZ)k`W_%S`^Vyr4N)j->@4sdsZ%w## zFDCj3rp3BUSZTf*PFc9tI+FVDdKf%|8S=j%XkF^nHcKHx#p~$$V1c54EoE&jz$jp1xH~WpKiLUh~La{Bi?=8L8 zuooaipYYYG!CNL^SGvE*+T{LB|JV^uCTzq{ZY@JsSM_KyiCbbk_ar;xV?@|XE?x^+Md6O;| ztvLDbY`$QQ`YCGY7*=x{%T+fwl3C@#`vDLbl(~Uk0?9`}`6>DY`~Y-Z6g9fj4zO(o zZx9p|6o0a_a&Y)`b56XxuXIhi;O@(WWhzl*QLJy#gw=OMw~9?Yv=UkFkMsVJJ}cxHbxx^($CshM?j1`A*+pEd?{zj`DU;4; zRDSJm%-iHYLAsl+rQ}bQYG`QCj0^@sbJo4%lR%shSCBb%s-6d04>?N!7weQd*f3n~ zY!<&_ZEdZkZl|TCMLNLzSlDB(|DvR*Xj{yEKY#zk(b3T?0pw88YtA@x(lozMBfsG6 zhO?`{K-~+P-e?Msf>+zY{rk@sMWq+KeECvi?O#h~-M_zxX!r^pLotwQdi}5S5|)=A z91R&$PEF6q$XoS(GGCT^85}Qtp{jG0LP2?YcxXh_QToh~`^8yQi7Tvq<93y5`0_;~ zQUyA1S&h~gdwY9ZlbVilJ+2a}UDEISHWn+L-eQVd->chw{f;lu==HI>&PJK8a6i3( zIR~W;=k5C@o<3os;!9-f|M){QTYOuTyaisjHD!;db2F$74vhK8{3@3HCbjM$ei(~=du2b*5> zq3+f*ZP4jP+q}?@6@`cZICX$L^@7$j`;jB*FJB&Z9{zL(w54BQFvMk2YpaqsC~g-I zI8j4z5K}A{CpD;Ri${Pe5+jNrU;{o+1 zN&H}9!zbtQHR+;FsQvNKjV=1(P+TH(W9^S$53Avt>P(dZ2%&=)8Q&Zc6(!BaBYRgT zNw&MxSacHlS`u^xbv)B>^V~p5>!!#&sE@aST)L6Z0=&>ZJw2`K*;=w=k1v9)s@X{M z$QywQ|KQEWt1S4(u=3vtoC8h*^0MJW-Z~4Tr6M?oKYpd<74eqZNDzJAc7gO9uI*aK zpb9fA?)v8oyK#+*$U=7)Y0)^3S^A*wsQk7Y7Gq*Mn29_iKt%`+VSfHAIXO8FL*@Al{Yo`N5gr;dF$qIJwgukHd7!%w3=ELF-h~7N1|}QGL+;OR#H|l3W`YP+F?Pls)Goj$va_>iPBdXegoJJa z5EDtwlJv_Sxc~As|5g8F_h7MY_^#c%QC@TX4!L+wxt$vHqbwk zTSkXy;cbC3n)ekRn%dk9KoF{f6`t9}#l?7>g@Sg9q6q*V9$h7*kiNe<^CB$l4$#37 zRSQse_vj=AvblWzQ?bA4WU!N|D2Jq!6rKkX=b71AN3ZFw&sys073ATm6#ov09dpo5 zmIK!Zaq?}*Ue-(CzLRcOOktfc;N2X#LhngC^>@wnWQLzOeE2RL>Lf@tmkv1T

I!72kFJtZGK&Ls zbabSv9?e+838`d4E03&On#o5Oi;{Z{p_7yCiOKpkbcKNR!hynj*We^{A^@OUl~UJ~ zJ{{P#Pq7d3VJ$eHXWQG0c0ob4_6b?ALD1>#?Ch)tvD^Y#@1b&MB>LE3lPN)?J)U0-TCDI??5e|K9>L18FK+BpHdpq%SyHCc2hL$+t)r(H*qedx1i ziTwQhc93u9=9qT=x`_#YY7x#M)&|K8-N()@s{$IU@PP^0o~i8Apg|ab&CQk0c^e2D zb^t?YgVwphg8@ELf051P8H}QJN2G(g5O*#XU<9r2)s8XQ&gi?KZ!yPg#^+?;5X)q z_GTEUVQg${kU{obnQXU%#`6ACb>lZN;LBZMjB%DVm6fflK2fW_tJB?fFwYv1H&j*M zLRw&8>8M@kH9yF*=kVy-4;|TkynK%TCn>g44aMSWl%QQd`27hvU{RTp31oXNe%D}wpcP+E`7n8ytMSyBKcKo=pLp6v~ zP={KhLHGnLl~7<+_r=pOv4#3cw5X^k0b(p-m(QO+7tZVM1#|!URaJ>TSK+-0%12&w(x1*l6eM*l0H41CV%W&NJU`PpaaKD)==^zg@VH_Zl>^q@ z;HeWv0Q=&9yxHj*^27 zg|5dq&sVx7+9w#8=TE^ZWIn`GxK{ZI@OybcdIa^6T-sB|6Nq{4JN4W6f0x*@yI=(c z1!Ilvz{CMo(gj6=c^kD^t_yb`Z!#Ep+lPFZZuliZKudJ3H37)HDLCAJaCoys{qiQT z1U(H6jj#gXS|Xqk@5NCB<+q z4c_hy?gr6KM`8q&q+AyU%UUDC!zHbP8R*`jp`kh8e~2tZ4IwzeHozpk1&ERiYr_S^ zBX8Fc>`LOZn(2JQC;#}9PmG`c^IUH>1|kUjG0E29T>+OYQq%_aT(>R(j{(9`ZCr~;zthOmub|aN&%}uL|KvrJ)8g{g!mfK}M!4Y?U$y{`c0kS#T zy}!U0bY9R_u4n0tgB=by7=)@3r15zfz?ph5Lh_HMPgz-wIplV&$o1I7utDAhaS=k5 zhK`P5o?$*75@v_oLOZNes9DjGfHxe@XQI h{~?UZ|44f`RqWqge#$YO=!B%4>S{WwxT|-c{ufQb>DmAQ diff --git a/GPy/testing/plotting_tests/baseline/gp_class_.pdf b/GPy/testing/plotting_tests/baseline/gp_class_.pdf new file mode 100644 index 0000000000000000000000000000000000000000..103be4452cc7ddc324d303d4f4d7d4dd9060f27c GIT binary patch literal 10606 zcmb_?2{@Er^sq`I55>bRCNtO_@6G`?| zWZz{;RKoYZBh{~d|KIn2zUSjP&wcNG&pr2S?>Tqwxxy#ZHKpM)vh>0a-$QcB=;06; zgkX1?UQrPOHTLzuL!fFn63&(21c9EwIpMt^2mrwlqO44hcXt30<$jxBrf+u|Z%=|? zC^*0b5(!UqhoHbNJ@f>TU~hycK`a4M>Y4y~JedT6YP$hsRe!W8TRmY!ovBw)~ z0gC}WV5hR7ljAdiN4 zFM>DG9?%P@2g7YbpsIjH0R{moUJxwh-7hA={x*-AF0O!*AW%(LKvH$QJ;4E(sf%}a zA~{3gpfxDU_97ASI5&E7az(Osn~>K2OY`fJ)3h|bqm?{LcGu)^9MzopmVAQT{2R*p z4&JNA#&u62Lau!_rcM<%Eu{$Rn%?g#E9&R+EZKnEGVmKQiw#LwFIc zKeVw*c>4Uka=_l{)PT<|mihtDMK9Fl$Bzs@ThrjPKXl5ob0od$TuETT`eUV-4B676 zt_ruq8@_AnE9)ymGleP7vtpdC6z$b4nCMeIB-}`3@E;+3%#JHv|6;mlV~%aL`JjWY z=XLEm>DAIK0ZdO^apKBbdu_Fi=j)4~R)%_UYkh}Pe9oatp0&!YHD$PkduE9 z3I2=%Y@g~?3QGmAl)j9e2xx>z)NnR%WW3~CA8R}6o?1krUe4I7YOAohl#uWtrRlwz z41ZWh+2Or6vR7gyEx9_@;#hFEahj0aN_%P?lW+*9W`N4%^!qc~Ud7k4pkBToZx?B5 zt3CS2I}6RZl{I@buuazQty3brOWxiu?8wWKbX1~=WIrCxAIePEa_VJAs;ThA~sg<}O?y282pTi$u`dOG=Q-SUoFeVM)*cu$t= zG|c*mb^h#i7qqT%P$NZcKH@(-mPq;8w1W7h7=lOlblGt{ORB4Hg+>Y(#J1D}Q%a zf~4FYCL4p`M9l}BEn|ay^6&MzX^*TfnDxY&%``la{~{2P>Q9#&JvylKR?W`SLVsnk z>eE2|?yP~FUZr8fJ!tkJv9mr^f@QPia&KMZX%yLt1Q>B53i3jSJh`*G(f$i(^D-;c zH(CX(`6`c?nx%#hllx60#g&ztnP)#rwH~lyf)}6mnGo4S-N?ScnNMEFM4p-u#}>Kz zOt5iFQ9n0#iu(B7vQJWiPQkf)<~d5tmf^%pSjF6#z|?|X+83NDOI0$ELput1%X-g+ zF{A6wnV5c2a6LimeA8c1ZbeSzxOv5_cl33FS$K#4(Uhe@0+JE#lsPEgR`s$@MzBg; zjvVlEaPiF}MET;#mlHV`xNr3v@dZe8UpKJnYN@q%gfk9bzmiq{ns511{g{ltzpeC1 zq3f-BDJ!;&2jax}t=ebK)ug}UiCC7KEL(*rUT`8eBiEvmW_M||_YdH*av?Senp(ar zLi?*HZ#J50`5Ho4j@~vwzn(fA`efqDbd^+Wx}vzOuKm%+qNDF>83d1naQjcLMCa{k zuI===AzELOWx!RZ# zy!|RttKvA8hVCTgpaU#XR+=ij-NMQPI(SFs;b}1@)e44E)<=^II~Q0VT$xMQm>$A# z@2Z_TCNx#$saP?gxmn$LTf!lE3RlKsLaH6H=L}v*K`8cDdlH4Ccz2Bqy-T?;QhH^C zvx~je#bF!Xq1;gV7SuqJ@)4>I*vuY=dq^ZX$!_Ds0;6t z-uZ#nMyQch==jAx&amKFpqEZp#!sQ~l-a{jAyu_hkuqFQkWQAM`CErQnWo zebLpboVrtWYA{nk+=+u(9}KA24-1W}mcpW%_|p zW8r4{T0V%V>z8+yHprG$jF3aT@Ve>g3W=8iv}A^lt<@uPoZPdb2gBI<0kjx~7mc#= zWl3Ir!kcesGTYmErQ$+PP0}oP%^m7R*3Hu`eqJ!LlR=+9qvcDi{(R(X{=+^`H%y&{ zolMPx*~FB{k&u01;^I8|KF0uB&0!-;q_E3~rfKb-p1Gi7O((BOm0u5T^rE*9>(2T( zb-a~@h)cBeA%nKQp}0qT#s7;4KYIgj=j7DBlxC#^;$=h{XDt5HlJMm1kW==@FP_fxS9IbXE_tk< zva&41&+b(VoXmR<-ouXUvJoDQjS-ZuqYV%p72r!v(A57vN_)w}^Gd)7kMT%~g8|#K%ZPre`UUkJ~+J*ryxDaiQ^3)4<60@(^wQ zOh&t;kYf3_!8(HDszLM(?Nf)2Ny1HahzAFqnJxw2(IM-r`t$i+v;jYS&m`4n|t*Y6x364s?pDF|gYtdWy{t0pI)V!Br* zhejD-G4?<)wpp!E`=y3l)MQz0qqiLf7uuB28(8zXisN(*+HZYCez6p(^Lk!PzuMcb z%r`Ow%@=g+HR>)OU$MD?;evU^I_6GJfo?TUliO15b?8WZ!fPYGQ(1CsJZcM(?4)bZE6khI zFu?_@G@0Ve-B5eg@^Wb2Wu{LEk&=_)Wft}46<#_^?)@ORA3qmG+6iSLpmHQ;rs)07&$=YZrDw)Hsk=CPJgLt+ z!bH`6JOlqK?Pe2KVH`QQhu*&Z*as<#>>LeAH;gl0(sib<;|*{7rDn9Gg40>`B<%38+q ztJBr-;)*c2(UiuT{=`|MNy=ieRPviDP2MC!QlYbkrnH5pd4!4an>(oMXy^J`x0%Fx zZd?iVj$-qAW>Z{A2xL#LAO{l4OJ!boB~{8I)P^lL4HIEfovJePru~lhq)YomRd;bp zt@SfO`P0R%5|e0!H2br`J^arT<6m)@6&{l_D{MC9C_L`NQTQqj=obV1ZnI@|@J)GQ^e}JH?huTx82N{A#*9CNy}Z zl1Ip_P(JLjvv(w}efnTsTAPzt=E>Vt9Jmsm!8eZH8(yrJS{AQqu<9y zcRsf#YUEr8WTo+8%YC&jWx>nMRVYs?%$*R_c_#R+t`nWJ%cwx`TY2}L&z`x7@yc^W z&faFO?b8qY(z*?bfVu9$Jv3u`a@+c(zXcp4ShhKRKdVIwKksJ3y2nw=IPl_*ndv=9 zX)7LF`-9?|w39BEG;*5v1^0yV@5!AxCS`Fm!)&?qetmI@j@|5~$tzs%9?}zEUb;`@ zV=$>d;%HG8*OYcrJXU4qmC8q12$<3Rwb^&M~Sk|Rz#Qf2X>ul zC#$nGQd>0iawO123TbCfx)n%xqZHC4@c`=ETfS5BR>3{^%00O`A;18qW#I#ZV&{{? zuI&$0-`+VHSmdT;>IC>>eSfie_oXCWgPUV)52rg?3rXhBRAwHKBTO_tv*n&%lD4?H z%v~5HSas(!!)~^~Al~ZY6dT9K+)HnBSe70PH~LiGPbjv@^+9#`8I82)L_GbZ6OrWS z(q5U(&#zk7(IruCXx;sKMj~IIS(B>=ml0^nfB8G}yTM+M#ua=pgwR<%qE+YUI*z{} zX0Y=azk7T84Jkg(11WcHT?&de42G$8LPnn%=Zw2BZgNQ>TtK_YtciH z*IGM|XfL(wwA?8~eu=xw6p-**)asbt{6mc^#62DvfsKRLV04E&Rc($X;+J9#L>@hA zWqBL9r={yFy}4O{S-gPGPMR0Dv<;WyB3pW>FE^f-?+<3Q(n%g&4mEfz+c*j>s!4Nn zy?;;e!BqpHuwWDFL@5iqGl64zj&{*97ZqItgu}TqqgY19CLGUrkBOxTddEC@oOv$0 z-l~tSCiqtU%3BLdgEQ1wwB5=J6OZEptFs>)$C|XE9pfJEMqGVk_m=&X)@ZDSZAJnW zqv%_*jf_St_fmz4zUToV>NX>mQWl;*<51l=Ut@z=;ji(A#^IXRlY=u$4o<`d?>Ar` zE^;+{ubVBj68TOz{l#hBBy>dVZOBpE^7OXWE_uzKSW%|s(>>{LPY8cc6MFDgucx)LqNBYac}!^$f&)!?}%l*YYQR6eh>NFD~~HU)iOdP-`-Mx9pjEq1U~Gm-Je+ zRAo2pqTxG_XYjriOWq}|(;{FKbMhaRO>) z4gco-#-ifG&-o7<0|FE;wSNdQn|C}{6m(~YL2|5htq}{UXD&LGaOkkxp`Z&fS#zB> z?zBm?7lqVoR;Kiyramq`+^-zyzxGu$MQ~!urD9@z?1284g=dF1zl7x}Z?3PMTmMAP zUrU;h>S?Mc7dH;hvqvu;ijNjod}N&(>U=PH;`uF&Zy%g?n3CPA*N3qY-d~gJ*P9bV z`5dnc&Dpaw$^}Py*(X1k7b>4=UtJ$=U-kStx#s!VV2T8{2n|{z{Nkmr22WZNA zUW?P_Y7S;CY^Lk;^hD|E@Jdum&~k;cvR_<;*7L@Rr+%!O>SovT*3r*xYBICl4?t4_ zfjRTw970WMTblp!;rAQ$9fyTK1}#o*mIN$smiXnI%O0x^z1mXT$X@s8s6m|DFXx_^W%8YA9lj;&r#s;{1Bd#rwn*w^u{>rT7$BT$y+?<%J2}4I zPAznX6hB|d*!DgkvaNLU<_^9}{iC~#;UD06oXVUT9<7b^qibTHeXrN`HrJNl}81NrO67LL}|MvmKSHk>2;Ia*DLoxGoJ!EYKgGYKnY zOer5*?{~S;n>3$ZxcXcqMrVqa>h7nEet2HusWt0*u8i!gpj)Xkt&L*9d>-Kj3?Cmq zrbI@iYKLDdEY;k`KUV9^ftK(qmGaaz$zzdW4*j_X8{;d7Vh2_dz?0D*=XF2MNGa!d z;DH|shQMwgoWj9V(*MmVAQHd?&JKSb0iq0bh-z@!ch8MHF1$*39+*OUa{A-*+z?U8 z$I?esWuWFAIze5+?=osfO%JUK=c_75&)s@ySij0vaIj4}PpfVJQ)zl?g9A!m5TdLC zU2R>H@?>1R@~%AQ&n(I`1@`h~4H;xBaDR3hO_Fuoo#Vk~POD96_=nW<9?~-Gm z@75$y zdWBUZ?{5}{Bqpft9ydGRO)4n+#-nRC@;GEs0>{=Jte1ky4sk4uvUjK@uh!^>hhC~> zIgu22lkP!$bmx0I!Avc^vvW01EYb7)>givRQa7p_#e{Z*9k&;v?|6KE{{?Kt<0}>8 z3|O|R%lO;3q!`_tg`fFFg;u>zF37+&^rrNF+Mv;}^iTg6)BJvZ{agE)E^N!$4Y7lv8&l3&$%yE(fOHC&WhvpMGs(q^OerWdQ zX2UYG9_`>T*1K<2&R0QmmdA1Dr+X-=V9uFchwbSxex79AhQ2v(P879&?-_l^69`Fm z&lh#OjlAD9CD!U^Ml#HuYTMgXy1xg{aWCm+Lu81c9>3wyyVD}sNR=4s^c;iqt335V zQ!RqGaVG^&Gp?P|dDrW8;1!pw0$YwEHbcuax#dMYgCxy*d25x1F;|WvGmFRbcWUd& zv!j@Sj?#kqgTloX@K?68dM)dMdTHa4!GN7vlFqz<(JQ`%k{~uBxz9L1=f)mka2h zP=CEi^6S{N$?4ixQFVN0IGe`BWz=aM*vAqC>zNbc2{+=aPQp$xy#1Kgyn)cxy?v?E z|LLyaCySoJ9olOvo_wbIsnL2m`%>ISL-)k-Z#UTPHYWyProM_n#1b}Bw^lbMJ z?!4fTVp8F~dB*Lv0&f4Ns#((wTHov!uf(Txl;w4qie;YX3ozt*3(q#+f}}{!-%Wgy z-~MLU)`LsL`aB!PcGBf47m74=F;nKI>VyPV#9^;#unbYAH;eKj&Y zh6{Rpx@B3q92t(s?Ra$jaO6HJTLEkH^RtiCu{s@58L5Qw##N>xR7QpWq8hNu^uLLX zveBi5S?>WMiCP(u~BusKIRm0?7 zk$+hjtS9|%7Di$b|5#bcP{(~Y5R}`*OO9kL=n+%02R`qSdg$Qibbjr*Zy|GU&`NW<;B^OK*tnx9sxud0s%93XRR~n)IiuEryC6 zV4{*9ys&$yl4o;~{eE@t<4|I)zr#-3V_oh?8r0f3kD9CO$E{ssoxFD<&vj^C3}V{# zF!V0T?(*I^D)Gvkz2OP>`|gB=+>Cv|+p!pVZ^5$KDjavh(()ZO+3_`V-@vu2`;l|) zoSx?U&m2~oN;g0h8E`V`IRz~CBMd*a17tgz`kU39+Ehhtg~qiLCOia(Qr@XBz?VJq z;`Cit6U0rfE$mik-m$ALi_Nlnm22 zc)whXHmFzSfMD|M&ce)$EH$s@U`yl%-@XCX!trHw=X7TeSg@R&y&I=;!h}yzVY(q{Sel!vwruB+w6I}d{WlFecvHNb(iyB3<}l` z|I?sG-gYEPp;MDUbo*I)Lt?gTc|VGp^ib8U3ZOJxP8K4KK%yaVgq$1%i@*Yfz~4X5 z5rizv2!=+TY#Kvg&^rr=RZ@apf)ECw2wN40PO2R?^z?u82?vX$Klua-hw6AQd!ma6 zi9m$FDfLeX^f=B9s12&RkhZo0CU_#w2qsfzQ$Q|hMwGZ|AC2a>ZF1in>Sh5l3zSPe!3MNMZM5v=3_7(eQ;TV>)cs+ulD zFA|6Xfo(DLA4;Q#YPbXCPOze@s7Mc0cX4#YgXLJDm}&`;MMIz-c%loz0Rkjms2`q4 zfItcEfczvM0tAJCKpla?D+DDAfqDS~qX2Zgi<2`6VnzR>ZvB%uU>m3|?gv{46bdxf z_QvdY?*KIp7JVtUrD*d%m*NJNBIu!JN4I!D$^P^nP%Xcil0x?X zVn;n3nPLOL1hRmfYB-M{WHCr!HEp08?_#gw?&OLG7gyQh8T7*6#M+KxmJl=y_WuLu z|6l1K;c^gJz!PQBFo+yd4uVFa>9Hsn1Osdb5Ev8$38Y^TPynCcdk`OqhHtgNM+o5m z7tn9NM*_GYfHbxNg@i-kFi-)&7mJny2w~+Q7!1${iuWjBaSRB6FCnlfdH^73z>QES zfCw51!2oWDkpmcj0ncCyzDEK8Z00e*e2^wq4hytfV_-`W28p2uTaXD*C=k%V#{|wr z0fKMQ0C0hIDbGk*KoN2jKw+?y7K;J+1;){E1R&tny0XB!CbpaKCN0L4<2g#zYKl(Nkn*it+VTuBz}z(5s&Y=feKEdUg|fXi(G zJ?e+eev;aH02tgNfdC{1rlCNt0M0>bktflOz z0X#}91`JKP)Uy@v0Bck5zyJ;Z^R~-&Faq!4XaW|cTnG9sTKyh_RS;X(byOhm?fm=e z8W7YT2MmMZTm`<3286(^{PVA9$e(C3KqUP)L>TY_xbX8UcK()!e+~YovR{M0|9%H^ zv9z0uyEkw_>PNOd0ene+UY4Q^Z0r7CxBNfT?LT%SfPehp{;%B#QU-%W!_XKk=%CX7 z=>5-~e{NWi#!bVB6AQx~s176o@KxkfSq$dnk+Cs}J01pd*!!nT7hKd)sIZoB1}eA{ zC-dLCm*2PRY6Nc}i2~-+ad7}MIps!{A$VD8OaEKf$bP92h!DU0Q4P4}L~xFgOYb0kUuuN=_Cf34@EmV4~ubyJQaD_Q1UgqM{(dMg+-7&XRLbB` z5Km>*A&8I}g3jq)AO=t3kguG;<-F@7gyseCpYMg|@4)>Ac=YYPN_vyKdtgm0=9eC`^BNWKDgw#=4-^ zXnIY5e3Wt2-os!x!cUp+h$d1_;UU2|M~R)gPMxt8B&DWJ39w^6UDT&v@-Nc zEp6H(Z!Q~UR#)pyR@iIU+UABcNfoZFSob7J81Pwk-($WH)ZNdgXUG%NwegRHmbUii z!m3}S(J?W#ZQA*|skqJBt-3DdL{Y8P)z!73tOzr6bMRwUXQzBddin~ca`tnN<$CW5 zXhk~WCsn@d_Rh}0w8v}#+9bfJ5sz`aji3q5Q0OxDT8f_dW*Q`~pipkr$CxPUE>9t` z7pYyKpCL5sTPkKw2wIS!@sX~v#vfs8=HJqlxh%;~`)t);D-T~=v&F6s$$3n>$AAyq zzfi*KN`lEp`ttM2NsDs*rS)|?Bo%npL`C%vA-73`p^}nP&EfC(o^bfh*jMMwBJsF` z^YjM~kbt_@-EOCX0ZSrNhR?k>OMj5rxB|I@Ad1LLd+E*_rI8uxW7CZ?jm zK!_0TE`@7tZS7Nhd>)-+o!ZBbA1&Kfqwg?JZ!C61#qn8%Zy;+WaT|P(Wo6xt#@yFO zS5I(TLiZRz7d)+<(Ok7|HpFhS1glRTKYm=ZS+lOGqm#vLP;rNi?RP>1_%CL7_bsD@ zcNxJ&pWv3zYwOWE#`ndZMEnq3eP=&-Winl&LQd{QRQMPhL$T6?nCEuNX5*>3CvR|=)! z9u(WEOWWObdGq$IJj$UKBZwIg@L;cBhQg*dLBvIv zema&Ge7{l+*8AMTLR#%sgF#W_NsT{la#kL7mqsDxGk&*=7yB!ecWtMQ3Ekj_`xF$a+XcyzRuC56xN z+4yYWF!139-`>%Bk;!H@_)5A+nqZa9pweOF^+if58k$iD-~EkoQUBvAV2c#x-_CT- zJ6R8WeTC&Etf>^VcMr60J^$kkP!pyCv5x8WCoVXsJn05MO-(v>edgA$a!LhX zjF}#e?v&QI)$BHi{K1b!V}Y` zbGxBTC5Fw(YS%0UlpUDu7}{%$D?rH}2p6&&4}Q9DjNL~Uo3|OtyuIvNBT zNJhp8W%&L3cOC@Bp>pQn??ObfM}0vA85x;7gBY^A{Mq+&2S-oB=~q#UC6gE)L?N&& zRjvuun_Y+ceci+R*h)#qb>z26OriZ`MRkS!^nS(vL0?q+XWTiepY!oo>pB@hJ3 z#4Luh#Y+R-Rrm|ri?MZBl#Wjnl-h^$q5Y~&*2f=|`^{9mNyF&a-CWHHXAm1LbSlG# zgodtf-)zA2rD2dFlO!jFzU76yK=8!0Qu`@ESDl%NWdjOmPte!6)=lyI8ZpwRYdkDb z*(w;P-=@z*=%!_8m>_6B!OFzMBp@i5TU@LrDJeNoW)qdEoVeCd#8(gz26`Cuu6!{* zXxi;i>EUTo+2j1XhWEfu!XUGvPt1Ky(|)`pqxq=f#rW48jV$BOFQ#wu@F?fxabAprFPd}eAXMF#9)>0(@hSQ zT>Si+85tQ2n_L_mA6a2XT66rXB~*-F4242{{q*Tm7hPFQM<=gZecJfO^-NLs+(+N> z!Pz-E2=y)>?$VS;T1t-@HpMh1+mIIZZ6Rx-AF2%tOKH|!3vg!c0z+T=eDbrEZ>q^m z7Od;4B|a+UHL2L_Kk}Y*nB_B>t@dxdwmVj8V`Mz&Rk`y87H%W_;6mW$(w5yw|5&e7 zk!O%rp0>?Mt`?@1lao_XenI3eKui|McQeoa8(vxVJKkFz($dw<&d<+BF2D|x>13NE z`txT_e*Us)zgi?l-NmH@xjB`Ch+;DuJx+QSfc*GKCa62yH15ZbM-uyE=A3u#IGtwH zfx+FsfB$Gz#bmg&PcrM(t5>dtENpB~6k>R^+}!rO&~~Nci*BNmVF*-@W%SUY{gtvw z%qG26A3=$RU;FW z;nBk%t+vuRx=Be2A|um3Q`Do}7Q%#T{_8&9QsCwOIJEky$8xB|!qIlTL};3+*TmbV z1GaTD{yx>UzOr(1cHsGB^vlXw;~9tevJ-Lr0AknWUi(UJeWuAH|99cx$VQ3@)T@!~f0P5>$)1?d=Qgg>1qj<4Q;vq+9(kYp z?joXof5OgtqqvR#Sre3IVjH2OsSWgOQfeM++4+ehH$NX<7I^^86OoYEjppmw+S(4I zZYyYNXcR0bpT3WakH;SW>C4N_)n|F~p&xad*N<=1WfmYYj=T|MFV;8!?+(Pw`pkn5 zA}0SZFrw4f-x2kO_P*I`fBd>hPG+XQiUc|(+>be9Jz9Ze1lr2x1b?Xf7<)daCoQBxOw`(zt#~EOgd@Pl`R=d~RGnw^_0D8un`7DtEHu)r}$#Qyn<6caqW-X)z zy2W3cJ;AmnXOheZKqRlB!8q+nn9J5pIJ&L7Li7`2kqhS+gTs-27N>ti!S#OzyBxYu zjgo7rLO5GiT)dGjvRa?#`PkiRLmmO4N?+hV7wsxL(QRzCVU6!0Xl@lm&Nb=P;~6En z-qbq7x%s&dm$a~)MGmT7?)98@^tpD{>h>~eYikB42DAO?qH<9@i{d`od5;^A@xFfg zq=?AIh)3sqsp(hpA{`r!-u~qhA2yj!B?!52Np<#_)c7490BdML(C*OF!vi|tJavoS z4b9b5)hrmYC>J%-PW!qmDo|d1&f7yGpgs+O4gb6qs^u|bkx!Fjk}OU3?(%5hyJuwY zE(|ucKO+k#*YL~^sJ*lW6!Aw*8sZ%pTO2O_A#Xwbi3=y&rE{{%DZnqvYg13)k37&x zNsc)7!<3BQ1&*^sU%xQbyj=fzx$g7gr(sGxF8m@()^42xV^h1cjtxaQj+*8})e0)5 z3Zh!tc^VewM@K8G$b&cMk2p=GV~Hs)3`G){(h3Ma!sCe5C?|8rsc*B6bC#p z3S?o*T4+&Ct#wt40-20xEN4N!2I6s|JlDFGrdr+)6zzxrzq@Wj?r5rn-s6cVtwqLl zx?e?VLCpfTPOn?pWH}{8H%cr4tF!!sfIwU`C=KCL8d{EP=fHIF4DJkRE&JBB+XeS*O8OjRqOnh_dza=AHvwFd&hz9ZWu|49YE8B2l&ISyqI&9S$3t43 z-1(}T9i-7ZLS;TL^t9?Lw!~5~IOV6Pqw_eMU+?ZH(KBZ3G~>8f`zsAhD1qw@KX=YE z^2Z>ppZj(?l1U^3FVeD{&_FfGD=TA;vtDVEq@^8_+aWx<(^TYf67{TDSAW0#^5k)E*MGpM;6kGshWQG zf6@p7baCUY<1&J#f^TI{CiiKqaSi9dGDybW2a8jNWPc#`^@XtTh~bs*^Q0H|!YR;T z8U*hDG@+D}MW7OTc$N}#hrdsm`T6aY?ORe;NBGzv5hN}OZp@XkMF9z^>8W@(>|b3Y z0l`f4XFd?#(fX&It5>y93aaq+GmLMPoUvJbcllEP&ns$i{14<2GB}Q=zP7nf5>Y+2 zYCi(+-M)NbNJ%3&x40uGsQUJV`{E}gJ?HTIU$zKtt3|N3Y~YS({(43fCSK2~*0{=l zhjVyQ2Y~r4Fq7UFtx6Sce90;|l`Cuz_1w)TiKMtOCO34I#CA8EfOc5wb*Y5=%ZTaB zbW?mZe|{rltdMdwJ6D;zN<+mahpL)a0c%cSDk4CkYjk$7M1bd}x@!^bR}OPxC;Sya zBAg>SzcQa|OSiWgQ+?#)9WKu)YJ4p%!|kW_MAgfX@C$-BQ(My~2Wr0LZ7Q|HNNH6p^(|2=^k|Z+?Y_eocgc;mb-)*<<`68~{!IEaN++1k- z>YT6ppFPt!Df{gG=hUmseG%4<$gc9o`XTK+^^H5<80%~j3a?89<~Tx70wIv{=KeC( zdOcb26w?a>un7dLcAxbm3u+F`KV-`Y8ZOa!e*Eo(Rw_RrI9bQkCd|L$fe~0WtMl=c z0{0<r2|?O_A!Krsp`<5bWkr5KzaILtVhEbWgIVW+^*`cBGWmw>2BEJ=fmIS*}Pc z7i$+tW#ea$kKt_*;D;@9NW5?8VJLFYm~_Ka?|5%# zIva)(K@hN}&HREQ<(77t;LUGq46{iioWOcnqq~ z!1}z6NcM})^BaHcy_*CecVB8KILp6krPwMmDLRq=a%f@eQnUBl zsluDuF7pesdUPQmzq0yEuZfb#L;Rkj_N>LSTR?4C8Pr>AS zuMT|iUM|J!N5yd<V~3^4z`rFP8(jbv7d*UbgBNCdmsjU)-1l!Xd(uWv2hO~ z^xd1TUf^f<`j)SqIpaykRI5eNtuWmFaQ-Nn0+};2kZ%4a`lxa?ppc0-HrKS6{@OWc zn-Olvx!Q2H`*1ePyRFhk!jiqs=KGX0DcLUHeFpDWd95vXGELrrrKbc`qX|r*m5Ito z)PZ3tmmI}CF-E|E&wUbWvQX7D&bu~q{73=qi{WAVXi9L@7o2G~z|irDqKYhpbfk~Q zIPLz<6%?ynng;JFhfzFo=}W?82r~aha=uCyn9Y@gfSH20qbCPrSe>8iFTED1+Nryp zX>PvsKkATDLT^cqWeiIk+BzUtE15Pl?fueztI*jZ#UZGMn&^DhQ*1aJH*Ve7Z(pm> z=kBe$fm|kO3ceeH5<3x5FeGTquuwpqR3Rf0dU|TyTb-hY2%vtyJIqaw+eP$J!HlUB zJ)Sj2o9ml>pqUYT_>iE1jZMbUtXzMuof|<)zCD18Cs#nt96e74p}xZx$?ior2y&w! zz2HQkPr-k>Fd<>}?ISG|ylrM4$mYn?(K^%?J8v>}-H z+eqLi{JEh&)juhrwDd~)HNWlr8gNxUcY%jbs#_*)*}HWA{tfZ(Mx}B&<4c3JbmR!s z%wJ)d?*x)H-p9;QQ3Q~amzs1SkFc6yfk|CdA(+|C;zNyK+wXP7yTy}=io_}|2MGhV zFKkD_25nzLoh;)M!7!F$Z$W`_^Za#9UcO#)ul@HLK<-O%@)r zWajXOM6m+f-{{G1G|t}HLq-HOS;!I)hz?9`46b2Gu%*$fx%Sr86>^G=&+xwU<#8XW z>|8`WIRO}zJ2ia;yGNAfmXmGA0()v)^~jk-g9kJ;5@u+dVg|V$CTlF+Q!o)#LY30XRKA@abEC(~foqd*mkr9-#ns znoShbR+)BvbMCn68}oDxATqZ0v{C^Cvy0DxrfGrkZUs&jzjE3j zF~ic|ceV#6t-|N1YVR2)Ka;|He%B=WTb{uCd~)U--oh@kBL{-2_`&X=11`2O`PexR zU{F*#!Ig(c<3H>^i9eWFe7j38ZeOvuz z?B^I9m%u$_fO?A^0(&5D?1X-c;E$1rWy)rPfI4b;1La?Sq!6t=8lON41%}EHywtIC z5nP8igNLNp9AoWCh^NFs6FCx61XknMUuupD?@4WKMV5Y9cnCrD6h!BZ z^C}wD6lP`$v0~xXZJUkGA5IP{E|!e{H6fG;?XewboQlrhRt-Q5CgtD4dv#rj(g3Sy z{_iKEB29I*tW!_>&<06webn)k|lVF?vT(+4Zt;99(*Z$1k zJJmm)VP$xB*iUGp`*+d5=8OHXv!}jcX1L(kgv(X;1mm?%UC_@D564&$0V;j4b5>L) zf~3)^(sR_3I8L2LUv?vjHTVknDc{@QH_xW7w|@ne>p+7;vs3;DWG zU{aWh>Go3~7k(?ab}y#j%Vsgokv@%NIV@_V(*`*&^7Tj1Cl|am0@ZaJKO0;-GB*6e zg%g5A;f`#q-PV?*GVF#5#Sy5HTikVi=g@xx+W_*2ecMuzK+V;dEzcC-JiG{x2ms;; zb##Ar%*;e4Lon&>a>Hla!5lhkM_gAGm5JS$;zz!|sZ??@N!iAS1#4*<+d13;-8=-{ zWEZ-wyb)^bZ%8mhpg=IuCn2n)6Bc@3hHfSAO$sp27MYR zTeOZM(CX7mEV+&;#@=phON7QfX2mP1hwnGHbc&?1*F=NgzlR{}h;xJQK~peE9Vg_N z^nj1A+!1|EE_B=3)dLXY&1U`yHS;5~;s09~L#0 zGH~VhmlkE@rhipNQ4R6xO8L2Ee*Mwc=s~*e#zOqY?)U45sPwg(C-s#(ksYAhzcfVY zlwC2rIx;drpYQ73$}6|vQ;NO!5M-b9>%GeXMK5NAJUzjal9P{uM8pE4!qcby2_mj; zb4@QD`ZiY|{OQ`8TF(KIdL%1|i$_9d<8$79gTRiKXu}JA_~^J!JvdaN^|vSK5!fY9 z2v&cN78p=7G8X>)`4hQNYSs6-d0y4q+dHc({QCVz<>lp^+}!p;Ny*7Y^Uc8?3dWAk z_bPRz4i~hw3OSqq{-+iIEg+A2+qORvAmLJu>z0D_W%n-*7Yqd>P;m)71;zpW@X9Ys z33R(9CT6g+v%}D8(B|UeB5Je`r%M5g>o#d$X@i+4hZ*9AQ~Z|Q!RGYQ5^un`(tC;7 zhJ>s2-(JM8(Z;bN%zv@$9XAhAUtO_td5~gNWB=Rf;FKxnM%%Pi2qDy@NEN9Jm=_LV z;i_iOr%&JEPI|$>td}~YL3VGjpmHWx#P#<|n9xjr7jI*}*Pq|+29_!nw^>XY51+-* zhbbclU(e&QQ$a&ibIazSgJsgagMmbJ_$StC!@=ZHjF1QjX%gO6Y9MQkl(R~kJ=bHW zXAU!Q>n5kUTfWO;HDD!R7o$`-LBi1vT{xnlB9UR<7M|$A+YX3kz;li|+`WDKF__J3 zJM!L*Dvg~Z0VmG!An-&CMw=6_?Hy=hv<%M$|yB=v|x{?}La9WfzbrM`Rjt~AM^(*5qOTVIDPlD&T4xXsE6j~hT?RQf=g z92YOIO5 zVrtnmBm*z;yB;&Q$W|zFNC4u*Z@h(#{T$@UC)wd{c5-|Oaz*;3mP)ld2Qxk@fa9f= z@~>mfsjD+QJUqlOQc_cAfCN0q!+; z6;(pCUNnA=vZfc+&i&AR3wEM))NO%oKP*e(^^c7i8KGBf_6G3WAk{T(4wkSKepLl# zNda#Nn@Uj6;eCof5OA84PBS5fo}x0tLI+Y#xP2Z1pt1JMp^efWP>a)dn2jPMBU3x3kfj8J@YCYE<#;|Tlg%Xg0>%^l^FB;rA-inqY{UrTKeWL z04)oF0-wN`oj>L4nKm-F5r8~AgNMLy&b$WYJjT{DS~81Uc2TVMV;}Q&*ND&bO$5qZ z>QtYm6v0sXqHsd1?!m9=!(4h&G62U^_e$2sg+1;I1?u z`(+gC$gt4bP?1Xy{1GYqky)h?9`oknX@!JAuVu`8oBw=q7f@;awcb)#Makzp(`sImaoB)S1YPf%8xHYj&5xD9!bBPezehM0v z7DFqCL`Bpup__kCd%5t7!Z2i;_3W3MFB{?nd7hv&jnLTuK%Pl>_6rHx=*m_@{YjqT zkPBe%0CtA@zsLT)&>~B$fZAW8T9eeX$Xm&0^E}>`5 z*u%|Sa>4w3xH*};Wl2i|&HYdX1HHD`d7qGa#VUr?e$wX=2>QhIwgKlgnw z-&@w|M<cLQ=L{F4O-Vz6j1gd7s;sY=641u~!-0Tl?(SDEX9Iz^ z?HtMw@XI))ZL2e76qqu?vuBD7LaIoEF7f;VpWUSwutHK?k)?!tZZ~e+@IILK07<4y zka^a^Prm>w04K}*aL5Ava(OPD z!r{&7S~v~5-b^8-394QyEr=n$@fX@k4A)o?F8l)PT|w}Icl&AMDP~$Zx#Wfve^=t( z?XcxLq*tH~YGzhpNDBVlLBNwqN=jM=ihCHuJyp}>A~uuepl4riyf4;|nJEeOoSgAB z8v4DV3qel-*abxl30Sw<0`n_Zt|ao%-MEnhQmLTuvUd8fJK88KLm|etFG*tgE_3KL zUTs}n-P+<$pQ!eepp~5`Eppk8?-~I+3^GGDBf}z8RC9L7yHM4gJne$PT&=u`FlWQ9 zj5IK_8)L=Zpd@P1NqBJ`hvDr5FspWJs~c!iQ&km|(+xUIS(YMDhJ~&sxBr5=LK~0$ zyU+?Za1oi|blEBuR(T!c`MeZK!}$n9Uux+sw+bm}YoZ)p(`>hQFVhnazCZl4+y&~9 zdg25yt+PH`5-k9=AOGD!rGp~CrR7Sg$u927sash?IX&@0m2|UJ&S|XGF+`9GzXZpq zA1<_>h>eW^+LHwunetjrq~){xkmUL6q8|WpoxQ!ILn=}Q01ipuHcB_!xb@4Pf?^v? zuLE{2h{6^WuX-Hf?LwvX#tlD*19(9Zdk%MdBYH=H*t5mO9v0JR|((-Z^T&dZB+Z^f)QtTb!!0c?f+`P1 zknr_Lep@*bLd{iX))GSAMb03qX=7s}irk0=DRH=tw7val+E=g#GTB?!7I;fo5rD{r z?WhA)B+t{QPgNg1`tg_>RCYciW9%k~h3dMt#~Rkq?5dBK%0Ut_J!Fme4H51O!zHMn z(CIQTeI=#9aU_kosQvium}yD?F~iPn`nk9I2i*QOA7MIR^3r{meZnY8S;tHc$G&7GWgtbhmb z7IR-sk7i+Xj>Whxo1OeM^UN1jGUl;ca~DI2gL!+26pQ-sO?M z0L{FCyD-%BjC|X&AI-Xyklp{@49r_#B|K2Y`}R}P2lnv&!P))5zVN??_YjOJ_G`c_ zGnr%JTlbPj>>+tDJi7-Hg3zg^r|yA0@YaD=@bDFd$}w64BIM^Gaay>Ans&*Tv^TEtAUegga*l_h;YH$h z4YZabH}~~5G{*qr0LGW0SI-4{z$5g2-Tn;{8|>= zjrRv2S%s^p@xL)_#FZ;FDFZ<)toO+-LE<2t0rjVqNzu{36Ep-*kVNOOGoeLs+0==d zV*`K@)h{6^=3no<4)zx#%S*}D_sYtJRalj9CQ}xk|8C*Mb5If-qpUa=($Xy?y)CzQ zB!HJd&{>QvTJL%|z98y#nq(-zqju z;SrIZX@K<7z6NkzsPwP9`V1n*wgCP#Ey3_-Pgf`66iKUXOAKRxGwcfFa|yEB<$A4;IRTKutorisJYJ#d1e9}y?bDP=%Y8$ zKxzBJ1rAl5IPNef3OoOL4Of%`4hK}EYS0NeXzJ_7xwyJwhc#5(y(APq-~HING??-* z=($aOJ};Eg1^D6`mu_IlmHg6>OcM5IG69tE{|a2NUTEjJCIbBNvJ@I17f@C?H2smF z$-KwfRqY2aYyoaq`R108pJ)-{|%dYVB!z(4j~Z{TlZ!}KSxEm_AUj0>LCt5nKk}x z;jOvJ0C`>mc|?u2mZvCM+QbRxZ!oVG82XrCRaQ$Y`c+Vn*oWZPudBAU6pf9OlKl4d z@M}7a>az`gwcIR_XB1fH>Id{f_b)Q1yX%449kGm)XMY*5s)(xYLO(P!hn(w7I1 z4`u^SA4?qkcfP7z652j*e)SeL<604jYcP^7@>=EOa3+M|QXq-J|D>e8{z&If3i_{{ z)UW(5`>}5i*GCJ6VB!r_^0!MEYiOhm4yqUEl|BJwOoQzoS;YJ{b&S0pgL4EmKLONC zYOyT0exja#QX-(Cq#RR$;qDL9xY`{~)D)D6p=kPdkt5>0IHATj(fh~^T?;EK03yoh z{zX2Oa`5uTu;N$bqy{}2{xBS%K^3XnV*8b8e;ft|>9s=QkY~0X+hv#8nPc}PI4Zvu z3dH_@f+G5)a{eckS+C(G49Z)lHuJKxpI*FpF;3j81V+evLn?Gf`e5t+q`07AsF}^W z+Fz_r{dp8d3{I(F$yNb!P{6YLy2Q>;$|LZ0bYfybRd@d(xRrN z<7G&UeoIS>&E`}!t>BB;lY@X$9ZVOE-soNf&q+gtxEHxEjSLLUu@Rmg?8Ut8Q2WD2pQilQAq)X z47Mi7V&%`ncla6=n@Qfp!^q+B2Epp9*RRhj#qsBWl1wNz4UV(VV#c%ZPrAr;r0V+N zgn|DXzhZV1kZ^$!c1;Lu7~NkT`|*42fgK9Uo=lh|&SE$n*vHimmQzj|QoaV^ZoeID z8S4R0t42z;7tIRS71^%QoyCS{rckG3GCwYfiVMcwT=u6I&)PrZ4$2E{_{i4(7i-oYis=zOvoF|64t*2ccm~Y%-t)6oV#FWl zr#|FHpFiB4LuieN!p*F}r`Gz{5622>EFX1oc+thjl?$-U!dtu-Zidkm=~9Q=C+-Cf zQ-TJ(J9mXxF4$K0g$Y7^|Gmpn!X22Mo_hi8I23U|3oHye4;KqJXyuIAiMY?g@uXq@ zvx&XIgYdlK4jb6~eK~vg3e{X5hdGHnD%Y0bXzf`l%(hs;1cbQ!q>XN}f3!Jp|4rj( zGFVJS`iGEH0LH50?jWdJg0(ww_HGDZtjIL30%{e9s%Him`RskG{dD0&U)Os_nTc(~ z{q68#J#%f0?ELL2L#@D)<*w5LSNIa{wBSq}H*?VI>Nq?}WiZn6O#kRSPfO3hi4b+E z`@oe(C`|z)7Ee}?-KHyAdV2^>kI$mhXRbiLrMGtIlu+{B0zgQ0+*ET#Tc;0M)^q#hidc zl3=%=52oU-NMa96rf$J}k7wA}$xXP#45U4cv-Swt;SDeo47SlWXQkpPlDFNYf>8jN zdQWy(o;+4EOxE{-R8%@kTbG+~#3jmefgjHVGAq_~bB(WOW^!EmR0m2=;kVZf6RGmP zF-sxTCr-{$f7XQYK^+M!j5|mO#0g<1FHxR&U1|fPIs=78ZbQR2Nw-TCP=XlI%wN0u zU{(AJgVm`!1r|9RS@J%O8fr2A2fB9wZlxRyNzq?Y5HWbfP|cZ_3$NRM;X*qQfvmQ2 zTtua}W?B{?EO;+KZbD}Rm=-m!^4;KWBu8f~XP0Dt2isz9{A>g?z#*-}1Rd~+`Zyvq z5kcVQnTqNst;l1hEkCmQl}IQExRb+DEyHWI&iHw2lNA> z92zZO=Z}7_XSQo>e-3vK(^(MeYjcoW&%bkZ1>ZR9m*aB!Ro%4g++TQNZIa_lIi?%6?Uc z-@xKG2NkN=P>(_E!5%$g@KRUBx~5)1N6wthh9$`g+5bAlTCM2nS_+qhgWM*Al)vG? zz(AaYPlaW7tf{Ik)YMY7F!6EX+n-pF*uqP2%T+2eW%~P_0|BO6ZSDjyx0jew@E`fx z2*JF^r#sUeA!}VYrkHC!(!C2HQ3jtM&@M7A0CA_?&aW2O$pP5cTRjC19tgPpR>c3h z*4PhnhggvM(&w}49R|5w_N*ZrRd1;24Jj~%JwxE=UR**CD4ik%8?I({wL~B9xk}@4 zxP4G=w_`-<4i*g?dl38Az=URyX)SY_e*}Vil`mhuOn~ryaBvVl3YnGUy_WF5IoUY` z^HNpUD|_e*=O8A;;P2_SXf0I-ms=^g#e_TP##7T$kVn3a0HwBjLvlr^tB&I<5#d2s@EpK(4?Qd0HcrbNF02xnetMFJVtfr{B_0Wjq_P_4!V+^E^D z6rYU_@d8kjr3Ff3S#6#@|8{~)E*gk@=?7B#Do+5FS71=d3C@wdfBzoSYSov-9o(F{ zx3_mmKY7|AX2dqSsAy~H!$oL?*fs02nww|Wjz6v>wEWLD2Uxo?=u^k7-i0*It%isI zl?N~XVSag@_4Ano3^R5;hCOIGZKsZquFofx2p5PGIbfu1_uWucr|6fxwKzIOXm|H?i0F79w9@tS+ zGu}nWBkEI%1R3{T9tT?O{t27Wt2Q|OD>@^AbUnQwfy6-qFPb{kOeq*`ES!YtZzmP! zI(5%y>*7#RQ3Bq3*5&q-+92D`>v0HY^#E7dp7j6I`1ifT+lxS&hca_xX>h+WZ_Kw@A zrmS7}39-(*11f^_%QtV{ybThxPIp;Z)2G}M#J$wP&WdTC?*~j9C;xIe+E^o5(vQ>R z9+cAQe!;Hr3jS8vS{AE?qR(35F|q`v{WexO6SR=@M;_k^@jKa#;kcOzoxU2{EgX-_$IEp!&`_yHB|NQ9k?J<_7#EQA#kPqNUzMB_0CNM5 z7(M}%^AR9BLqG6>Q_$e#%G!AFgO#lR)B==dv2sXA7_~((@s=n8FzL{6Xql0jdDi7~ z)@!>2ffJnB2pOdt10#6caUb$dUkkx%_TfH*L>}lbOJkV_m<=H;+Vy~3Eje42SLf}~ zhoWcEroVo^hf%VCRWCg_wvz+6TevJk&|wM=0jp!;f#H+4PgHJz5y zx>D?M0M0rTw_!hDa1NU#Mv`Mu3c-?uL+ZpPCMMu0#v>56j%KT+u_8`RPP~7;XXgh- z@xbM?1+|!`-PTNf$z27l~II+bL`*Tmj48cMKZOR>D) zy7Fi2JbochVzZc$!C>uU4&m_MfJXTXo|FXX^nlcbZDBaQ$X7sLx~~m)_|eWh0#t0$ z3^+w{%iO9rp}15L3M3P)uqjj{yoDWUm9`zpGwFD&J% znlLCMhSD4hN9I4dA=CpKlauP!y~!|?n@gR6s4LRI!jpQ0t)^Nk(aEDK7=;V8q;7jv zG7l>_*J|u#RSK?59o_}U^ehRE{?yA*4W(wpa1qMOLBKC_@{?Jo;2hT%{w3wDk=2$E z)#U5uWxhTB^(AhlE-pr>bRNtr>@U1fj*)drOdet9ld}(DK|eNH^CCKX-B+5&zcB5W+sf#71p;9^1?}(6xtZ9 z%j4{>-o(B^N=HZ4jlu;KYZq$sI(5OU@&=bwa1rQ_^DR(JAjvVEF#odDQ3pC}PEjVg zKx$Ev@``Ho)$pvrnL}Ua#U?!vcAgtg9-H1s=(})sIV`9R2C0!-hJby{jLj>|S7oAkCM>Xpes0nu^b? zM(y1rT?#^6LVZhM9wwK5SAzwFIZ6(2&~Y&SzVldZ{=4^TL;P@qdnAyxkeuK=6v+8Z z@3W=KMw(q53E*5A6ow{GCqP-D(@3u+m7(GGWDjDqcz}=v+x>xVI6tTHfRs>N7APkr zgx_XZIzo{lg*g0G40@}Ap1b7F1x-y~vs_011s?`+ZKpap!r%yhvEm4SzJ{!0`i+KE zc<17j^B?e7Djdy*Uh1t=lfjk! zadDR(VFqYRwZ&m$M0=5|wf+6S>l}C^ z>z)*KHy{{(#CcVVrmVr*%_bg_bJv;8)<%&c@1EBEmCG<`-*?f<&Vi?8UZ_E5YLn_< zjMs4^zwPvor~ujAuUFXyX9^}XVN#$_I(dUre4I7Jv)UKB;Ksp)?ut%j12S7onc|(l zizZ5XsG+FlwzA|LnNn<6(x%Zd1Z!8%0mM0y4vw*%2>V68BD~bA>n42LC_t}7O{6*@ z=^E;fdbqJ~K-9@>h*762weM1{M*MGY_kC5e55JEXvun?KPm4@>66b@)+77m>pvu_q zYXunXN9`IO8W&!kDO>38^WNUdEBD$$9E|<_&VZe&ml@`)D!#@=n9BrDukC1sRtn>3 z-#WbDP-R}Th(}K)qNCOa#kf3Hzjy@nSO3vNrL%<{?*)qyuSq$E%~RE8U-SG#2t5nx zwGYCMmA%|#=nmUq-#ZF6xNsBO{xRx?_hLW;I)sV5w(U&MeK!hEj0}8=A2b=0J6;1v zT>J(~7X*$PhltmB6$Ckjcukyr)IY7etR6%Kq!Rl#%TtK|5Zdv6 zF(b+#q2+W%o{34Jv97q(xNhson@Z9>mp6e2XPfX9BSX=E#=&J|G6UC+Y|Y8martJV z*08Y{rT?hRY5kK^LyvyH$A8|9KJ?yci08L|UUp3HJ57$I1L}r&SEmGZ0~$Qu=?h+p zWX;I5T8p?ex|-$3-u2~u9I$MP^)+s#N&d?uiBId95iWoA;~sp?Gp;#h14!Zb66wph zm$3b~R&Gz7-8kiu=CjPtC#J$%SE<&ev*pp~6CT&I)QP@UeDMflH@g}<&9S+Yz5T5I zxapn}?dW526J&MZqXeQ$Kn}Z^VUxa--^BGhJAy43jtbG=Bo1-7Iwa}zg^Ry9O#2jcS$;cJU}l(0%Xkm=Q3`> zTUSQ+bB4*x^^A7Ac-a2BotTBgb~NgeIXvl^VIQ>9-qyMKXxJXz1~aQN>!|R#dV|g- zaZ(UHZSIrpI{9pinq>H@cqjp++Pt?mEFXZ!IMp{Cvttm7fI2F_uV%2HJcw`HC`e)` z+HrY-dI1pZiz6YM>0a8lz zv>65@k6rYQQc&>H8&++Q{M>3ZtA?+Az19=pfKFl|N`9L^ON}?IkjsuUVTn@_~n3 zWir`PvqUEGJpa80Tr_qm;(d+z^D<)h#?M8NSNrv}zbrXNzRfr7C7f#7?N7*jVZEO8 zktGUq-I%)x+oAG605m@mPUJaia@9B57LD3Vu^~kLHoqF{)#$;B4!FGj6>PaHvYZ@z zVmfq4Mzm0T#7g`754S3b_}x}M6JW3b#2)IZl&?rssn5oHi#v|Ux;NdQ*2hSW`^2^q z$BYeX8w8t`X@rMgb%DfVaE{UbudTKSc~<%=@FXCFttxTZ4VfCfmHn~Rc=jR7(c?Q! zvwaHG=iDh_Yo(tpqss^TVK5B+EkFF$rFjMkcjHt1j<(-7+oD!O^g|h+;6J^13xDO> z^f9A0>e}@xl(HpNZ9VufjA=?Os3zDM>yi?8HoX~lyVM(bQrD)dqx~m5)RPOPvSr!^ zS*a81fjTh*B(tqR8QE{K_E})uBVCDWuFHJo_fK96Zip8Wb}WZXZ_YNQ-mITk`F(N) zIIXEm)aS65&gASxw+%L}*a@T<*kKez^ZEqo2S4MpSP@=4X-YmSwnH;fwxj8(gzwdIloit=QDjx!hs%~O=#&R+NJQWL& zyKa~*c2bN9iTXeY?$H3xtC`=01?k!Q1qurIX9T}`W9 z-#4hS!KDuAmkQ{CUF2rcf_r3HIJzaA364B;l%#KKzg(jkcx1%#Xqfw!?Dv;pb#+7; zwXt8)ep22LO+aP7URa%o|D`YnV2wP*9Z0S zHD#l3y6Nr3ob;tIVmTNRm34LG_b;9TY|X#2=I9N*4Y@$3E^8e*@rIbQ zPAlb+3~e5O0=*a9IkyjRGDD7nav)@Z<_+9(e`OkMQ2YJdL~^HtS@<=hy<;{4!5QF0N(h`?osmPz6s}* zWv;3nAyRNQE=lss^_gy}p`}_Ia_kEhSr|$ha z5yyN4M5aDo3nbZ8_r>Eit3#@-9dzjeVsU!4<=+C-?cG0$8Iev(8gkSqUwzduca?xh zw#~LA0q%Z1|BOpmn&<48)+SbKQ&$g)lD)12)a~JBpNwU#E^#p9a8+b-l3st9i`=n2 zR*&WtheOErdHQ`sfR~AGgO|4y@9O=!cm6nDkYl;QFWZ)$v5EJKU4zo~jAivsWd3yS zS_=Mpz4OoGgA>K^NjkBT=Cto4HJmS%<7waAdFNzS@pevA5w1&m3`ui$_qmF4=RHX9 zD&aekWChGc=H`vYr?Lq;V*9BEF4QNTS;4z{UQ#S0c)8Gl2SGu-$$MApw2`s+Lsz&+ zg>Q|0dQB(0U7GjE-d9!+dGO1Y0CHdgA@X!QJS}8qKSeu^!48zX`aYSkIqt|5>A=Hm)wf&zKuf8D%gv3F zT!pt%rB#;gDM?VfQx7WuSZ|$LEg)QTYpqJE&*J<5{0MqsndZhIS_IetnH+W-sW)|N zOGcMPQe3?3b_MSAderYcx&crfd?1Vwuu;OmvsJKZybKOCX}SX7f0paFZ)X`-t9(x1 zeywvE@x>C_Z(D;t5`AijJCqz@mSv4hj!XIDQlN@SqJLPe`i14?#n)V)W++2id~lPf z^W)#F5mN|H8->d?M@W~*)3!D5%2uUo8SQA0QJLF#=q7OeGV>TvgOgf?^3}omJz$mH zso-$-y3K)gT@`cK5Ox->GUkm7QR$8?aDD4*XTP-DBP{tuT!uAvv+qsJ&SJ` z$6oRa4jxk*@lPA@cF(rFWah+t>bO|wHtNJIx%W9ME9gbQ>q=Hqd8jzZ|E43Ekd0V_ zbX+IqrsN_A^Eq!K#HSd#)S(P0`9IA+JB1po}_3+%X`g^>Gn?#HfW-NQ`)C8 zQMnH-W&?E3vKs_=D8o$O#k6plFDF$OzIzPIo|7S$-aMj#2Blt`7^Gs*H$Kr_Yd`*K(FiB05&peo-g^Uht~SeCVKie zbGeUORrGs&@}k-!3|lb6WXeQ*e$!)`Jty{Z-s9z}y-xWqpSpGqH)SR^k8&zhR!Md- z3P%i%9=&;~ayD?2wA8g*j_kV~uc33o&l|HWIduCKJbA|KE#1SS)C7iUA^l1>8>Ud2 z!JnF%jNoAOGinRrsPmrbI)}<6Y4b`oEdAUplO&u7UVM|nF$LcVxc zp;wEBu7NiBw4QAXN8{t;;mveD-#hj7qE541NYBuaBqvMbk)DAaCY`n2ci|hj_PyqE zx!&d)yfcrt%~)EB+!D<6oRN0x%zMOSGB-(kot2eUrYB7|4=&8z3AhI|C`T2Z<|>sL zW@x;3InY=2kD;e?jF-|bp9TG4AN z9pUBeEvfYNP8s@U+Mop(*_yq0V?X!4yTZ5dnM!!hsq>Dz?M@qKm%f^GWKLAXxE79l zod?lfDgK{BgE;F{t`C;t!_U-)rYBt(?F^G29q*OcmrJ&<(Z`{)Fc^6YW3UPtmcWEV zXW~S^j7Qa*d@zmeU-k!<+efA?jm=ouvM|*ps~8 zv{NDyPO1-{oqDSsUlHeQX_sv0td>(q*PoU(TGt;F@gOox&-N}i`X;w+-hQAq*`&b5 zIye*R0vU>)|CR@-+Hoo=Ae)u4ix;QQS{R4BgQl+;BeZejMRt&gx$OeTW%A*ckr=YD zgASPO<00>0F4(YHfTy7oVPuz_T%cVPV zLVPL))v;%OcYaw?B3bVr(7HBx?~d|=!uNFhA5hN1&&e|;q9elZ%k95sblv97hPIx3 zxw6vIjDTDoSKiMyu{)Z>Md9>=@^&esWu1r!h~4S=p3@)q?B6aTA_FrhS3Df`4)1m9 zbgib$9$8u9bExr^n|4!l#|}6L8FdYmGSB%Czm^u1Vs%Hp#+KzPpd$srVr0Xem8({T zzYB%O-pr%Cyn{2Wo}M1Qsd&+uk}%G>rGdG6nx1A1)*@OGF3hK6MN$j$zA&=MX^jZ; z{?_1CW#qm#^Io*;_3%KSCC%`%^sc=;oqfYA_4N?5D~-Y}!)46PE_y*DgV?fvq@%93 zwh~@p0a6oS_kGXFs>H5pwE$Iv{C6L$f~2N8#LlcprDZ*RTD4-Wl1@)dA84CV#Ov&$ zl~qKc7eq0UD&7U;x940|ANQhP%heAxKhEsmWUu+&$XYoPEe8CjN3iyGWEy+eM^fVd z8B?O`2Jj$`i^Lzywdsnv0a-GqAJ;+Gv~lj)4tR3mZ(APM4P2>8jcziZ5Vm?D;m7IK z1?|&yq*aly9YN)-2Um7-FpWuVXSt8K9mlPwtW}vk0z04)w-WSPHbOmP!^l7GP`sD} zA_*Zg*q}Kw4?8)93$K1#|3&K!9a%-^X=ZVsqQFrZKkQ@T-ATfAed?JIF<)O_!fQ}d z3D1_&L=`l$h2`$-4a!RtY_u4~OCIXHBAn_t)#Cawl9Im``q4ZfneC8M&u_Q|%$)cP z&4nM@Jx@Y64X7G!$z`H^`p1gZ0=p$8HBAd#&Om80EI~XkQ-lBUgJ2CT_)x%HqW8h| zl5#}>KR+^DYMg;T|EDZZV8j0sApHMZ|1BK#_b_#jU0tTo)>joh1%~bG0T()ASwZ)` z!}S^GOPu+HQ(g3fG4DJO#<|`E1vnt^e`Mb>w*KW4*2%khY$i9t}LE9grwq z`ZhG-!-*@CNe4Z2g_VDz?704*3l5|nAL9MxEh{z>zBOU=f&fKCt3&V$lyO_S|KqV| z=Sxa2+OWbm4^I&NdH426~V+>70KLOUQq1Rv7%LH)|)N=hIA z7*Li3?6iF6IOeSu@T+~!4itJ!)MN(^8D$(D7rhyYk_Pvg5mfD8Q_I( zKMTa)Fth%be*8Pt(I=ToBG>z)k$%AH1$gW98Yi?YLc~C(-lY|VGq81C%1Dc(1z=DV z@ae8o5C4dED9V3j3CZhDb=Wwj)fWsEAQ#~#s#+}TcmF+pdjfpO6aO`=d^2@?Gc7vq zQ=->jvDt)FEogETA!xAiNi@74&q*6*w(yq;-wVhc`SZq#t%p&Qa~ov<=yccoHHb;O=g<6eY&A7BB%D|>5)8AI_rW$qWJ^8D$+50G9#Ws6 z#!s+y(=d9fFxL9@SN+T0;1m*@F_RoynnTeXd+{3$b(lBOc4~(278N}jxK)8(Gmka) zOWa?+mexJ5gWIK(8?)}pvRl;Zf9@^|;@(~(^dLOk;Nk-9acu3rYNbTXt95a82p zOW3F`Kgla5CWZh2Z$ph`%a&0JM$qmbf>Ruf^z_mDB;3zD86%_b$;k*R%%rg~N5Uwj zm?X9_a>M~gA#O25+Sb+8g`a84S^Io7JXmi0AU)H$|FkzA2+q%XLEDw(z2{vN>|67W zI&+_#eJoQnd(_z2m;?owPfD1ZcTgF5^QKzbgX4D+#e;&6x(;K{#=_xspgTyl5uYp; z!AZsf3lvc;YPDFP7NiaT4l3yh5$_~qBuTJMvDO-4OU*!3YteC?8oyYUC9P7tUB$}? zH)IH(KF^QHVs&_l*+?sPDR!6^wJ|-C%qEaajH<60L6oXXpMp%@32Dz?$%mui)JWS| z?6$h=%T`R{MhskOuD5P*7ls{t_W|0$9y=1g&~Inw<|5mldkQ_SGp0?Q%X55zB)SEl z1d~RmnRs5S4V5-6zzG%)LsIQO}H(5cHff2=N9 zb8~1^l*ve|c$`-)@J~WwVpZphTY*UN`JdQAT7WNW!VKfmhRd;a11*hH&~V+gYZrSZ zFE4>Z$lF>tJ!mx;Dr;}w;Rh6?m22O2*V6bBH0cdSPn4Ag)X|9^Xw83`DaFBpdHb`P z+V{W<6VV+D?AsM-)eX}m}I89XHq1r4mGc(!m9Unq6 zu1__^{*uM)9)LmYCGa3ArgS@{;c`r~4eZL>ip^Qq-kyq*FaH}q?o}`h!x6K4bkqTK z2piDEW!Vq0dW7)Y&iyfN;fiip6YMOheP9dEG!-vR$q-nN26x)ikJMgu?ZGZA&c(cQ zrXI*w;(kA+VCkVPr=}}k)uG3v-9&&z-)%+E!(eTFM{uR0J-22#8fFTP0U_W%sI5~ z2&)GSY_ezotwpjxQ0d0WcLY>YKY=KKISUw`ZG|2w<$TF)OP}Q~VBba~ctnBvBHDeR)$!IhYu7Tv zJ%&5gwKa5G%!ShuME=^8Qs?q&Fro&GbH;6!&3N2aOkoPPQz=_qE9&CH!UCOT;E?+9 zo~5a`&vRYM%KHfB-TnPmz|m%YVeVxOlO-_bzOiC;l;=o(*%phzSI)MsUGglm_5UKX zwz~H8^-e`3gM$%!(Dp>fB(NEoF4JfHl zX}KwBY1Pbz^B`xTBvXe^d~OyN{_RNm#kMTqU%B>`7}rfcu9J}%@B zK?uGXj;>P>!RcRdZ9gNZoL@_z0*$TuV|ecHiF?BNgZYMaxlwhM;iLL+xebwrx-D-~VoLo?F}q(sUZFYY_KJs5+o3+d%IR*05jEmnF|O z-!F@B%Pu4a{ZxA1C354Gy(%hZD6wUbdKjeS?uEiF@Dd=Pi<`zQG7&%B^vi1hT>ex^ zIA=;cdjx&FSUJ!mURrAJ(EN<{c{=N3OD?)xV>eac_9~&e&ybQ?C~nxya({}-QyREj zANryl81?50A-O~*qBmW0Z;1^H+Zn;3BzvdrK~C98 zRF`HG5eZU(6;e^+nukUABu+#_7$%c^C(G;x(-;IbpjB9OB;by$iByeGMbQiAouS_B zw88NS8w!y*;FR5fM2xQsXl?1eR*ER6@XMb(SS(d7$@N=T-k10e%kalzxAiZ-!=_Dz zTQ@|GY78OWRM3=mFEYxjtGS@u$fNkO^|L*r4O4}+EDx@`D_}49R*W$vhx}$c8DS>9 zs6mV}buCr$>k~1G4tmsXz=0cVA1ZJ%EW?wMZt}l|EcNn>o4jOs6@V?S>}R+`+an8g zs>Sh$;`&#=Zj-rN5k7*_)Gl3q z73ifAPP2&-W*#tpn~wA(p2}FUkBC=4Iqx^A(S{1=7bEo45)u-g!A_iSZ%c}nkh(6` zP=I%}LCBj}Wl43*rFFiL>&;^UOd*tSbkFGT>l*~ykZ_FzH*9dGY_6tBT%GB0`tQK* zG(~IE`t@DyZ#ZGO!vg-tZrr#*sm+b*qk1~!7fg0t%U(?7U{I8f!{j_3u+9cxMU8#p z?v{8|11|&AXUknj-Ynbhc?uDlO9ZUO;bH`Yktu{`lz|Me@$hk`bQ%W>_dRBj088Qs zJ~OO;=KQt&d|tVvX&DYg~366h2V z2ws+E2(qna%-Pvr;*>qFX13%wbTC@%3$?x)#Y6o;p{LL$70xC9awq2p^A=>bKb6MK(2~(dd zlRdJv&pq7`tMlBR@e7(Asj9EFne?a)MOGubwbY{)E~&FOoVLKy*U-}13)p;|$W%72U!OqA+rZc3$7u>% zSI2vn|0^`ic!|=GF_^2Zi=T-w629G{s^B!8L6P_NS`h|ltyPZ{>l%k?e6f>1OEg7p zRq-P3_0K$}s6gD!InByMPXUGGhly%c8Mz{_IVVg@_K$ zdSvAQlF2#sY%b&VEHH%_tufZPCN%aL&@IetN?&qO_HE1MT22kjW!C^}q#+vGKsAAo zAPcNl)K?uhx)k*eEdV&}nDz90yJ6R<8dP=v%k^eNaiYIkW?bFI&RJn`3^?4;(J?p< zq18BiCkUdQoxdzUsm}7++UWuCSqH%P5YGG2qs3p^;ji)$KJCB7vITRu#t%? zOs(vS1%7+1Jb>l}K-U7-cQGRJfP-0ZoJ{dT?HeuHGZsr}!?ta9Cb{-@MRR>Z&Jbfw zjFqfKuC82|n`q+@l?-r2XmIfR?EvJDtg(E5zjtpxPU@H7KSa!-*{JcRn`BoAMeFTU z8Yss>nSef6IG1kcC$`fE_Lo^8xQe;H7oI{~m6YVTe5fIK^5^mMUb>bGG>?{B6Y>ow!`|bxgJ$x%(+yT);mOre)1F z5jYJ#T()9Wo{fEdYOwowx%eF^z2*%an2A&P&Ve@PTQ_f3wm1~qSTpS5fbQCaT;ekXA z_bdxz!#MM04q10;$>uIkj;&w69ywf4P>^DwO|!|JZw_+NBuZBLkY!a;}(xWPH z8R#ndhlMGC)u8D7nMdNviXM}x_6()TMyWu z3#2q|2X+)3TlIJA>~BBmf3Jo1f3QL}@nzYuH$_?H$*UgRvBbF|unx5>YBkL=lpNEFt?INeHRP zzJx4^O8A~D+pBGm!xS# z!jbS0nJofF&Nv4bcP9vXi@XNGodiLWpZ{V94g&_Z1<)iCygeYGD5^#fs2cvPi#^^@ z6IcxB8542tULH6i-re4BThuLlB_&W+;00+*SX!ta-oXW@LhuDx2g#!_Xow6F0rF^w z_ab-`?E$@jdNAB31gZ*H6krgb;swEy-~GiT*x%++!^IU)5(KK@3P`Gkw;T>Jj*v#T${%~C(GTI51QLHy{*vo&>I`@^R^yGPS&&XooguIDRW%aAE6 zeqHHyWW#T5ePw-Rc%~?&I_sL#mE!#xg_Hd%hlQGnbOED;PuX#0>t9XxZOpN*wjOfO z^}M0gAhlYS#gFNYD@j~=Yp*F2A+*6B5l*<|WRcz%qml6^_q_n(O zmF5fYDnGLSX7);~ge7O!S{yU(4o(A-TV+p)V-O1E&r~daP&Y7$UIzFI?eV18wiTcs!i~G;e!Huf9lM4Z1JG zc^YQ@#JXVih6`HPIJlW8a4KM$rH9sQ!Y4wAGm<0|ms9;fp)|JB;&^to6Jv%g-anP^ z_3}ljM?w1Dp;s(QeEL`vwbFDrG{%Jp=f5qU z`}wTTnPHDJ0f%hZMqCYkjC>ayJn@#z!uB1(BbbI~+D!5j^_P(^N`&}{sMtZS>tS>9 zLyry<``B3neBG!zifAoDX6YHCpMSzmUiT`TtC>_%<;Wg0ND9&XXzBjuM{HzY(8~aK zSAvA>J_Z|ukVK7#9Bt!6{c`X1xu}n>E|~Sknawmkl>5pbnHoTo8#6Yf^H$Z)(?Wk` zvF7t&noIb@7!+mJBVbQZbH3H?c6|!$#E z)i&Dst$C}Cnwq6XjQ9?iMu{mYwKC3rl59U{#Q-lk?K3I7kFuFNCm8B}rLr?iBs$hh@KnIE}n>?MyXF)RykV3s~jcnV{6dKI-QjDN8ldki)wQdCL3F zg)^cX&Y75gm3KWs?R+ahL3Tw}`M7!Itar=}f>}gYz_FC2Ap(*f?vyzs)=~4KL0X_j zOx8E>#n9rL$B2r>(XS_RE^yr*FyalA;<{mA^SZ6x-Vshea^p%?#Vg+BOO4~w`T@35 zCk1b`>!qyN(jSZy*C%wV(_L;*ayLw#IR3BXkZ~hEPrlFgtqsnA@T=y{` zldX`($AMXuUz;j*LE+Bc&?zcl<$Ij5G2dvSNfdeVFEe_jQ))vnG}jnUxu&Meml{!j zZ-|d1%74|Rh_Y-@6R0?#H0sM~ob*L2dRds;Db;TT!+t(IkCBGP?iH`5Pp8GPgV#kr z9^n~KmRuFXF*o%jDFq*7j<(WJ=IIeq8q~o%GLC!{Wl*W4D`R;)wXl1E<>8gNgpH5G z7_L3_)7pa5HJ%EUlNy_~-FL(tlBaRy+$N;@QG1S%g%pIsK&>ZHD4J)_=h_jXdvH9x|%-SiLM$qH=%h?aa&ip3Y3Z3Jifa_SUKS0S`Ar z&OK3$tYN5Xxptta`+^U*e(v=azGqz_9|Vu72ASF91#pW9s22F1f4a`oY{Ymq)Mfc* zxGi-$!?&FNVf7&zWwiqBxdYI0A#SHI7W?4*^9O>5e6P9M&3{_pUkLlEViIoKZ)DBw z#8xLc%|clBNT%F>FOJ1X_G_7lt|pV?xEM6ri$5qrarr)5_46+6sQ28~6xMLvk2ZB9$HjjdC3UZbKf+IWs_9e=$<}YQa&lz6%ylFMAiP*(?85lro)@D zWj@ppIWoX)O=*n?nmW+gNGhUA>@R@Xlgw=yVrFW;o_&y2AL+g<4)25XG8}-uMWhto zRcb80T9eaoszDWI3Wz&-DC>g(1=|t936(Nfbo9zt=uGYO6J_4p=VLGHj3iFK;(wKR znQlD7OkdLn5q;zG?y@GC^2$-)P%pf0db)h#WdJRi?o)g1s4NH9tjM8o)&T(R8r}0| z8M*Q#uYRG;H&mIOojj6pp{J&(mS4{u?n5@r(=2{jFtU?IpFgANN38vF^jpEBeor?{ zgN2=R-NV_$l&I0r1L0y~-1E5TKf2cw!W#bPirOMt1us16HoWl^nsKc*Us=)Js(!be5Hi5Ri;;V8u2QK z!21LrXfmd{_~R1)Sb{%_Qx-t&I?d*;u$H; z*H2kl7UW~|st59h>M;(+{fF*jNB7tWjm2IQkZYh06dB{^O-<0y|1m~=$;0IvZ{9hD ztc5v<%U=C}u~$cLGFVRt>0a}@DDA2ir?{}7ckyxb%>D!L-7zzXBX5$}ylO;*CN3gJ ztt#h|d{eG;t9|9RF2eI`-;ANL<5rxj_2Q4eCLWcZrRaOy?s3xr-Ej5`&7WHaM}Jg= zYVl>#+a-mT$h{5G5tvX3rfuq+KCCSPH`O5?8ggd16mnO`SO0}|-TfhK!N3!h`hw#_ zo{GNh2MCMI!s^W9_j*enODPCne07-_jmy#SY8*nT-&EN8y?c^J%Xh2G$#Q@3ykqC;nN3nlJ?kuM!q77 zW|-T6?P6r0-?y|nHZ`mKi7B;ZuF&MW616FIpP7Xd6luy&Ts>47N>d=IY&tICnx0+} zJ3JrRsdMVnu&1JIin#e+eZSM!?&cKg*5Wj{ELC5Hjm9UuGU7dzCCkdKx)8-ix(>a< zxcLz#uwa!YU6Q#MYOhjJ0nNM2@EIXodNQKiqVc@^3ulS_9|V~2bJ3*TP-YU!b!HhM zytg9)e}#Q>gb|o|QF>Ocq_dlM;4y;={g1A|xq-BvA*t^Q-tYXaOOsrBXWWx|O0p-C z`n@AfRO}}*@GsMDwQv^2`G)k;+IMPykhI9oQI~MTIO8Q;XZpL|@N`~kMN7y#omETH ziZn6leWAnU64HwvOuH4C?>vr^w7`l+nryV+Ee?=z9zW$a(~o+`)0r}WmawxutJX=o zr}ut?u8tRHq{+>eG?w%y&gw0a7K>#P-&Lscrs$H2oYgg?EIiF4O^n~%McqIb{rp9#pFE@>B^Ld&PwpAG5dt4@r6$!=DpEo)ZPYRX=8+=spBWgO5i0s1{=%h+yv z%ML$&U{p0pjnYzc)qiD6t45*p@y^$C(+E4cWT&irQAbr9KAQZST40KURTfQ7C}OTeDSZo z&$iwD(wV59a|4i-%7-=g<+`K=4;N>V9H}UGQb6aK!1so3bj}{5LV@oUJ$Ju&<|f7~ z%@sR)o4Iy=eAJ)TV^9ptbr0#K8sC@O(J%EqP@7=c;q>FICMn{)n+eN4M@{3Pi@Rn% z?n6phapO84mei%4bh)IS(|RDJH;ivz?u@pi#jOmp<+2BjB`G>~vzMl>aK3v)OMG$Z z0g;!^r17YuMR{CH+DWlkZ}{IXLs8ha*p%Pg0&$w>jPNcuI%nwt5aN zI#TIYb$^rBT=MlWo#{I+y|)5P%}Wn$0LWZ2-Cg)_*4&4zQWh+VoJEflWt^>uE}akU zy3}oF}nLksWdFUHyqW*<7_wdN|VTQ}rOB#3t7V)#YzA+NKlv^s`Q6 zlD|u5RW=`=N<-Ic@d`uho>w#C1^SE{oV~b=AXC1}KN#N)^?5X};6osU?%Gk!21nNk z`~^{i-Ou>kJ3DVm@^TzZxo7KASiE5{La`e%_RKhEjQRkbkBrBebUPsbg0 zvpUes1<8&C+{t#sPNz_{)$jbLGhAGx`&?8;31aOdlJJ& z@si4HU3Z#@oaM1W8KQS%8pNKUOnpS>>PRZr`U)S3#L-hTznJJ56|yvK zGYom9x%;TrQrm9J-GaU^aQ7Gj6JCi}Y3t2DQolmn=aCWAJaipKbEI3vMmrI|6l);- z_;EY)+o*kQufNfnn+2N1^Xu%UdVX8Wa49aTt(Wq0^Le>}5PB<}G&JUTwkn{j7B%w;Na9T38yKq0FN0QCgVHj|-~J&Nq%V=|DTiJ=%-7`o``p+bPYlSPR>X z1PXeQx4t&g>ako)l_vTk2L&lRjF`)qx%-X7bmRPt4Q7SD#Tyz&XxvB+$t*oI85_c6 zz&KLuYW7|?TW}@nolyGo)4ECM$k;oOW40CP9qq5>GroTNQ^dn91;kN@# zmAVr`Nut6}ip?^Yt=UeEi#Lw8wW>9AWTT=uxX^uNsqDTt9Iuv9uW~O1e<;ehID)l2 z)REB8V0EzJdVyW%7|N)3Fz!3fZQQ$_FY%L*Z~Xg`3LmkRJz5F%CLiyWKT|96x_{`B zUYn+h%!XYIeE0DTp0}dOd!%&Q_-&#OImffP6pNqNWvzCm+_Fm!Iz6z;Q|Lz>*CeyCVXgjMJ6j7#6ivwhlq(#%IEcY-X>3qecA3Qrt^4s8%n0tKGa;4 zqq0s_jdZ3tc#Hl^S5li8<}7b+9Ok@^rKJy6wYktfWK4kxDRRaKTN6_n`lL%yRogu; zOruWRR9b{@DJQ_Hv?fy^ap?vHR?b`L*dC%JmHpy^PyEFL_q>TW`Kv1-@&UQV<_7z6 zKD?@_(%AH0n|m7BDE{#Kd^5p^`$*fO`KC41hj^~Pl@9r{4j^|f>B zpM49~k|rg4TN-^!nuq4uVipg_$A~FBwoVOmK9oFJeOvwe2d7=8zV5Z_BiKmqZ^@18 zt%+g0jyDA7?3tToL!!LwlON6tR?Kv+u8(xCdVZT)^Za7+L5rWAByIIwKX|h=GAr~0 zG-W-n&1rKr2eTGF^ZLuj$+FdvmFTwMgLI({wx}5W;gQI(bYC}nOW}# zp(#PYoOy5#p)R!}EnxY``;Eq~BSN2o7pFE$1D7{T{d3M`kJpA>Z7XSJYj}Ljpuvlx zxzUSaW(j+KttV-Z?XHK1V!pId1eSS8&UjHcsjfB7R-q`k;e*eqg9DY9k83zSg13ZsIi6g_Ky_t4wP4tUTmVq^)DyD02 zvsF|bJH`m1F2pkCB{rw@`dM?uT$O9`{r0Jiy}iAe{mz;V$0%QpW=mo>&*$6lTL!HR zLW&vFO4{oKE;sv<=F^K-tA(%WOjA?b`kYaN-Njw@^6Qwn%e}#YMwdR7ICFYj-<$#>0ZicR@YfL_%20=>3a5ToZRBy`WkPjO3hBw|Pu01h zA`WA&xFL9s7y*v9wf@sJvMF2o?yjq99@g0;7GBK3~lRMh$* zG5+QLEg4da7|i17*@RE#+Ggjk6&xjcByG`87ENSK3h zK)67!sAly2t)kGx1eLuLX6JiIh2`J5bm;I8oF_JXus`RAD~U@P;l zR8G)gS!*ui@7$K8cXJkc<{uqa^D4P81J~4-()W3TO5HLb{U1!T^ZfeX&SDWVvVXIJ zlmRw&k1}=JB#Xa_SND8D+x6AWY1-CZA(vDka#Efrn)DgtBnFpSP8JQ%C$iW2)ZY8h z>dnQ9Wn?+l#cr(kz^a0`lIkqCIc4Noa}=-{nx@HZ&l~9^sMagmYt)T7a}*evJ*wZS zt|!lqVFtU(3LBTdT6;aIfU%e@P84%p(<}apfsTAt9G&_0W6y&OOV)o-;D39VEerdb z{?wzM?XQ7Rs|94*QU(hnwzqLC|H&6(XCdI<42%6cUwT)SnQI`_d*&H>bcTyLS-*4vO2iTQhp zPYOEUjM#c`3R|CN#n?`{T;)WOhA(DH-%`2ID726m=p8UsrO)AenuBq41kcIt!byb6Bm znI0pBy*@oM%kj>qkKeEdk%0Sa4wYxDE7kJYd`UC|k-go@@>hNBclMgO20u*&q` z#6}tH-!y|n7oC8efXTq9Vl^%ujk_M9a)poW7)8U2@ryJQ=gs#WMdMq3+v7e%8 zYQOM5EDY9@{+or7Sj68}Ry5Rc-wOog4zbds84G&Elnv0EPvp4{&x=A# zUq1@FN3y%TKaN7IDrbL0!h`<1;i0!;AM$i9M%`bqthI{3ov^fgN9pVMim`w2`c)?6 zTqlR8In$XViqq)^h++c{20f?1#Q}uj=T3lZSIa=Fs#AxGh^^p+R>Gu*z;MbtWjgq> zXI`AX>uQ3S$@PW3@~yk}RIU%kUhN1Nl8id_ZdO-hq0=Rc`(SPruibjc5m%k0Q_T|L z>W3awh*AglDIfFBIz$afx@90-piio z;z1%1A#ig269PSsa|3FFDlVk0t$+!hh%*9;m{NuWH=H{y6s(8p;YdUma-C8d1_R>@ z@c-)xs8_1syzu0@>3=3;>f%6h_JY8-Dyz_6>H(|4NT8_cj3a`TTma)|9d@fsyhT;R zh3G{BQ6R7_hW%<6zO3Y+JH6|Al#=hD^e{nE?6)E4NNw5F~;YYIbak2b9b&?*Y}a!<1yQ z|BD^7SEs;?htD`idjO?FxdYG z(EeZPAmOqQ8Nd@|&@hNBQWkH5KsW0;Cm1siH2{rz()w+ z{~OS5zefVNAb>Qs0fmG^;4n}Dz!!^_1qfkfAs7tM2a5M7U~voxfG;7iC|Up@Xuyq7 zD1ZnW3Bdqvhmi#sfC0~73%*AJ0Bq(lzhiwejT3`R?S_mcn?jfHFj=m=Xr0Q$k-fvju5FF>Ez0c3vwePSEP zzVg#2K!4Z?AYbG@Km+uRZ6HeyLjigRcm;jn9{?*0*bnpzAOq}#ZJ*d~L8Sn8rzN-G z^9~@}dh0!i^9w+~0IdqPR=;8%7`C@F4H!GgKSY76D?h_6V(W$vInDxlCEscx$6E4^ z8o(pRV!+VkOFdfw53n{F4-C-o-*3BY2P5zvjs{>+@^zpc(Q0Q5Rz_}J*HH%277+Wk zQp;Z#fuQy{@(VDeDT?QdNp`%8^Lg!s!JRe@_xBo~6a8hGtX zR80;6gQI{DAOlCCWMxniFt`W|CL%_@OXlEh58Rs)b;FT7TnQvs7dwcDgCoQaXMYAr z?f?pz6tH{Ri2+=6lSWEHoJk}PIVkk6snP_Zlh_U?@Fn6MX@LZVrUlZ+&p#kLpnz}5 z5%Oyc+yH@p5clmdECz@qzmFk7kN*u13G5JlACm#H$?s!;@PCd0(d;)o7_i;^V+@G_ zzC7^nFaBT%*dP1>o0UI#K><Kh^~T{~tO)qrfNx{{1B{S{C+)jnG)cAM#?rtoqwrtSo8=FC-$)#T8E^ y-;308cO*c_ZVN<1LjnQxc5?VLa`DFlP6IlU7YRosk=+Q)U}#z)A$5HX+W!Fpey(u< literal 0 HcmV?d00001 diff --git a/GPy/testing/plotting_tests/baseline/gp_class_link.png b/GPy/testing/plotting_tests/baseline/gp_class_link.png new file mode 100644 index 0000000000000000000000000000000000000000..02cd9e2529a39164aef35b1b296f9bd51c7e7c4c GIT binary patch literal 27508 zcmeFZXH-;6*Dksc0Y!nW1eL5H2neX;jDlj5a}ENMB}0>gqM{(dMg+-7&XRLbB` z5Km>*A&8I}g3jq)AO=t3kguG;<-F@7gyseCpYMg|@4)>Ac=YYPN_vyKdtgm0=9eC`^BNWKDgw#=4-^ zXnIY5e3Wt2-os!x!cUp+h$d1_;UU2|M~R)gPMxt8B&DWJ39w^6UDT&v@-Nc zEp6H(Z!Q~UR#)pyR@iIU+UABcNfoZFSob7J81Pwk-($WH)ZNdgXUG%NwegRHmbUii z!m3}S(J?W#ZQA*|skqJBt-3DdL{Y8P)z!73tOzr6bMRwUXQzBddin~ca`tnN<$CW5 zXhk~WCsn@d_Rh}0w8v}#+9bfJ5sz`aji3q5Q0OxDT8f_dW*Q`~pipkr$CxPUE>9t` z7pYyKpCL5sTPkKw2wIS!@sX~v#vfs8=HJqlxh%;~`)t);D-T~=v&F6s$$3n>$AAyq zzfi*KN`lEp`ttM2NsDs*rS)|?Bo%npL`C%vA-73`p^}nP&EfC(o^bfh*jMMwBJsF` z^YjM~kbt_@-EOCX0ZSrNhR?k>OMj5rxB|I@Ad1LLd+E*_rI8uxW7CZ?jm zK!_0TE`@7tZS7Nhd>)-+o!ZBbA1&Kfqwg?JZ!C61#qn8%Zy;+WaT|P(Wo6xt#@yFO zS5I(TLiZRz7d)+<(Ok7|HpFhS1glRTKYm=ZS+lOGqm#vLP;rNi?RP>1_%CL7_bsD@ zcNxJ&pWv3zYwOWE#`ndZMEnq3eP=&-Winl&LQd{QRQMPhL$T6?nCEuNX5*>3CvR|=)! z9u(WEOWWObdGq$IJj$UKBZwIg@L;cBhQg*dLBvIv zema&Ge7{l+*8AMTLR#%sgF#W_NsT{la#kL7mqsDxGk&*=7yB!ecWtMQ3Ekj_`xF$a+XcyzRuC56xN z+4yYWF!139-`>%Bk;!H@_)5A+nqZa9pweOF^+if58k$iD-~EkoQUBvAV2c#x-_CT- zJ6R8WeTC&Etf>^VcMr60J^$kkP!pyCv5x8WCoVXsJn05MO-(v>edgA$a!LhX zjF}#e?v&QI)$BHi{K1b!V}Y` zbGxBTC5Fw(YS%0UlpUDu7}{%$D?rH}2p6&&4}Q9DjNL~Uo3|OtyuIvNBT zNJhp8W%&L3cOC@Bp>pQn??ObfM}0vA85x;7gBY^A{Mq+&2S-oB=~q#UC6gE)L?N&& zRjvuun_Y+ceci+R*h)#qb>z26OriZ`MRkS!^nS(vL0?q+XWTiepY!oo>pB@hJ3 z#4Luh#Y+R-Rrm|ri?MZBl#Wjnl-h^$q5Y~&*2f=|`^{9mNyF&a-CWHHXAm1LbSlG# zgodtf-)zA2rD2dFlO!jFzU76yK=8!0Qu`@ESDl%NWdjOmPte!6)=lyI8ZpwRYdkDb z*(w;P-=@z*=%!_8m>_6B!OFzMBp@i5TU@LrDJeNoW)qdEoVeCd#8(gz26`Cuu6!{* zXxi;i>EUTo+2j1XhWEfu!XUGvPt1Ky(|)`pqxq=f#rW48jV$BOFQ#wu@F?fxabAprFPd}eAXMF#9)>0(@hSQ zT>Si+85tQ2n_L_mA6a2XT66rXB~*-F4242{{q*Tm7hPFQM<=gZecJfO^-NLs+(+N> z!Pz-E2=y)>?$VS;T1t-@HpMh1+mIIZZ6Rx-AF2%tOKH|!3vg!c0z+T=eDbrEZ>q^m z7Od;4B|a+UHL2L_Kk}Y*nB_B>t@dxdwmVj8V`Mz&Rk`y87H%W_;6mW$(w5yw|5&e7 zk!O%rp0>?Mt`?@1lao_XenI3eKui|McQeoa8(vxVJKkFz($dw<&d<+BF2D|x>13NE z`txT_e*Us)zgi?l-NmH@xjB`Ch+;DuJx+QSfc*GKCa62yH15ZbM-uyE=A3u#IGtwH zfx+FsfB$Gz#bmg&PcrM(t5>dtENpB~6k>R^+}!rO&~~Nci*BNmVF*-@W%SUY{gtvw z%qG26A3=$RU;FW z;nBk%t+vuRx=Be2A|um3Q`Do}7Q%#T{_8&9QsCwOIJEky$8xB|!qIlTL};3+*TmbV z1GaTD{yx>UzOr(1cHsGB^vlXw;~9tevJ-Lr0AknWUi(UJeWuAH|99cx$VQ3@)T@!~f0P5>$)1?d=Qgg>1qj<4Q;vq+9(kYp z?joXof5OgtqqvR#Sre3IVjH2OsSWgOQfeM++4+ehH$NX<7I^^86OoYEjppmw+S(4I zZYyYNXcR0bpT3WakH;SW>C4N_)n|F~p&xad*N<=1WfmYYj=T|MFV;8!?+(Pw`pkn5 zA}0SZFrw4f-x2kO_P*I`fBd>hPG+XQiUc|(+>be9Jz9Ze1lr2x1b?Xf7<)daCoQBxOw`(zt#~EOgd@Pl`R=d~RGnw^_0D8un`7DtEHu)r}$#Qyn<6caqW-X)z zy2W3cJ;AmnXOheZKqRlB!8q+nn9J5pIJ&L7Li7`2kqhS+gTs-27N>ti!S#OzyBxYu zjgo7rLO5GiT)dGjvRa?#`PkiRLmmO4N?+hV7wsxL(QRzCVU6!0Xl@lm&Nb=P;~6En z-qbq7x%s&dm$a~)MGmT7?)98@^tpD{>h>~eYikB42DAO?qH<9@i{d`od5;^A@xFfg zq=?AIh)3sqsp(hpA{`r!-u~qhA2yj!B?!52Np<#_)c7490BdML(C*OF!vi|tJavoS z4b9b5)hrmYC>J%-PW!qmDo|d1&f7yGpgs+O4gb6qs^u|bkx!Fjk}OU3?(%5hyJuwY zE(|ucKO+k#*YL~^sJ*lW6!Aw*8sZ%pTO2O_A#Xwbi3=y&rE{{%DZnqvYg13)k37&x zNsc)7!<3BQ1&*^sU%xQbyj=fzx$g7gr(sGxF8m@()^42xV^h1cjtxaQj+*8})e0)5 z3Zh!tc^VewM@K8G$b&cMk2p=GV~Hs)3`G){(h3Ma!sCe5C?|8rsc*B6bC#p z3S?o*T4+&Ct#wt40-20xEN4N!2I6s|JlDFGrdr+)6zzxrzq@Wj?r5rn-s6cVtwqLl zx?e?VLCpfTPOn?pWH}{8H%cr4tF!!sfIwU`C=KCL8d{EP=fHIF4DJkRE&JBB+XeS*O8OjRqOnh_dza=AHvwFd&hz9ZWu|49YE8B2l&ISyqI&9S$3t43 z-1(}T9i-7ZLS;TL^t9?Lw!~5~IOV6Pqw_eMU+?ZH(KBZ3G~>8f`zsAhD1qw@KX=YE z^2Z>ppZj(?l1U^3FVeD{&_FfGD=TA;vtDVEq@^8_+aWx<(^TYf67{TDSAW0#^5k)E*MGpM;6kGshWQG zf6@p7baCUY<1&J#f^TI{CiiKqaSi9dGDybW2a8jNWPc#`^@XtTh~bs*^Q0H|!YR;T z8U*hDG@+D}MW7OTc$N}#hrdsm`T6aY?ORe;NBGzv5hN}OZp@XkMF9z^>8W@(>|b3Y z0l`f4XFd?#(fX&It5>y93aaq+GmLMPoUvJbcllEP&ns$i{14<2GB}Q=zP7nf5>Y+2 zYCi(+-M)NbNJ%3&x40uGsQUJV`{E}gJ?HTIU$zKtt3|N3Y~YS({(43fCSK2~*0{=l zhjVyQ2Y~r4Fq7UFtx6Sce90;|l`Cuz_1w)TiKMtOCO34I#CA8EfOc5wb*Y5=%ZTaB zbW?mZe|{rltdMdwJ6D;zN<+mahpL)a0c%cSDk4CkYjk$7M1bd}x@!^bR}OPxC;Sya zBAg>SzcQa|OSiWgQ+?#)9WKu)YJ4p%!|kW_MAgfX@C$-BQ(My~2Wr0LZ7Q|HNNH6p^(|2=^k|Z+?Y_eocgc;mb-)*<<`68~{!IEaN++1k- z>YT6ppFPt!Df{gG=hUmseG%4<$gc9o`XTK+^^H5<80%~j3a?89<~Tx70wIv{=KeC( zdOcb26w?a>un7dLcAxbm3u+F`KV-`Y8ZOa!e*Eo(Rw_RrI9bQkCd|L$fe~0WtMl=c z0{0<r2|?O_A!Krsp`<5bWkr5KzaILtVhEbWgIVW+^*`cBGWmw>2BEJ=fmIS*}Pc z7i$+tW#ea$kKt_*;D;@9NW5?8VJLFYm~_Ka?|5%# zIva)(K@hN}&HREQ<(77t;LUGq46{iioWOcnqq~ z!1}z6NcM})^BaHcy_*CecVB8KILp6krPwMmDLRq=a%f@eQnUBl zsluDuF7pesdUPQmzq0yEuZfb#L;Rkj_N>LSTR?4C8Pr>AS zuMT|iUM|J!N5yd<V~3^4z`rFP8(jbv7d*UbgBNCdmsjU)-1l!Xd(uWv2hO~ z^xd1TUf^f<`j)SqIpaykRI5eNtuWmFaQ-Nn0+};2kZ%4a`lxa?ppc0-HrKS6{@OWc zn-Olvx!Q2H`*1ePyRFhk!jiqs=KGX0DcLUHeFpDWd95vXGELrrrKbc`qX|r*m5Ito z)PZ3tmmI}CF-E|E&wUbWvQX7D&bu~q{73=qi{WAVXi9L@7o2G~z|irDqKYhpbfk~Q zIPLz<6%?ynng;JFhfzFo=}W?82r~aha=uCyn9Y@gfSH20qbCPrSe>8iFTED1+Nryp zX>PvsKkATDLT^cqWeiIk+BzUtE15Pl?fueztI*jZ#UZGMn&^DhQ*1aJH*Ve7Z(pm> z=kBe$fm|kO3ceeH5<3x5FeGTquuwpqR3Rf0dU|TyTb-hY2%vtyJIqaw+eP$J!HlUB zJ)Sj2o9ml>pqUYT_>iE1jZMbUtXzMuof|<)zCD18Cs#nt96e74p}xZx$?ior2y&w! zz2HQkPr-k>Fd<>}?ISG|ylrM4$mYn?(K^%?J8v>}-H z+eqLi{JEh&)juhrwDd~)HNWlr8gNxUcY%jbs#_*)*}HWA{tfZ(Mx}B&<4c3JbmR!s z%wJ)d?*x)H-p9;QQ3Q~amzs1SkFc6yfk|CdA(+|C;zNyK+wXP7yTy}=io_}|2MGhV zFKkD_25nzLoh;)M!7!F$Z$W`_^Za#9UcO#)ul@HLK<-O%@)r zWajXOM6m+f-{{G1G|t}HLq-HOS;!I)hz?9`46b2Gu%*$fx%Sr86>^G=&+xwU<#8XW z>|8`WIRO}zJ2ia;yGNAfmXmGA0()v)^~jk-g9kJ;5@u+dVg|V$CTlF+Q!o)#LY30XRKA@abEC(~foqd*mkr9-#ns znoShbR+)BvbMCn68}oDxATqZ0v{C^Cvy0DxrfGrkZUs&jzjE3j zF~ic|ceV#6t-|N1YVR2)Ka;|He%B=WTb{uCd~)U--oh@kBL{-2_`&X=11`2O`PexR zU{F*#!Ig(c<3H>^i9eWFe7j38ZeOvuz z?B^I9m%u$_fO?A^0(&5D?1X-c;E$1rWy)rPfI4b;1La?Sq!6t=8lON41%}EHywtIC z5nP8igNLNp9AoWCh^NFs6FCx61XknMUuupD?@4WKMV5Y9cnCrD6h!BZ z^C}wD6lP`$v0~xXZJUkGA5IP{E|!e{H6fG;?XewboQlrhRt-Q5CgtD4dv#rj(g3Sy z{_iKEB29I*tW!_>&<06webn)k|lVF?vT(+4Zt;99(*Z$1k zJJmm)VP$xB*iUGp`*+d5=8OHXv!}jcX1L(kgv(X;1mm?%UC_@D564&$0V;j4b5>L) zf~3)^(sR_3I8L2LUv?vjHTVknDc{@QH_xW7w|@ne>p+7;vs3;DWG zU{aWh>Go3~7k(?ab}y#j%Vsgokv@%NIV@_V(*`*&^7Tj1Cl|am0@ZaJKO0;-GB*6e zg%g5A;f`#q-PV?*GVF#5#Sy5HTikVi=g@xx+W_*2ecMuzK+V;dEzcC-JiG{x2ms;; zb##Ar%*;e4Lon&>a>Hla!5lhkM_gAGm5JS$;zz!|sZ??@N!iAS1#4*<+d13;-8=-{ zWEZ-wyb)^bZ%8mhpg=IuCn2n)6Bc@3hHfSAO$sp27MYR zTeOZM(CX7mEV+&;#@=phON7QfX2mP1hwnGHbc&?1*F=NgzlR{}h;xJQK~peE9Vg_N z^nj1A+!1|EE_B=3)dLXY&1U`yHS;5~;s09~L#0 zGH~VhmlkE@rhipNQ4R6xO8L2Ee*Mwc=s~*e#zOqY?)U45sPwg(C-s#(ksYAhzcfVY zlwC2rIx;drpYQ73$}6|vQ;NO!5M-b9>%GeXMK5NAJUzjal9P{uM8pE4!qcby2_mj; zb4@QD`ZiY|{OQ`8TF(KIdL%1|i$_9d<8$79gTRiKXu}JA_~^J!JvdaN^|vSK5!fY9 z2v&cN78p=7G8X>)`4hQNYSs6-d0y4q+dHc({QCVz<>lp^+}!p;Ny*7Y^Uc8?3dWAk z_bPRz4i~hw3OSqq{-+iIEg+A2+qORvAmLJu>z0D_W%n-*7Yqd>P;m)71;zpW@X9Ys z33R(9CT6g+v%}D8(B|UeB5Je`r%M5g>o#d$X@i+4hZ*9AQ~Z|Q!RGYQ5^un`(tC;7 zhJ>s2-(JM8(Z;bN%zv@$9XAhAUtO_td5~gNWB=Rf;FKxnM%%Pi2qDy@NEN9Jm=_LV z;i_iOr%&JEPI|$>td}~YL3VGjpmHWx#P#<|n9xjr7jI*}*Pq|+29_!nw^>XY51+-* zhbbclU(e&QQ$a&ibIazSgJsgagMmbJ_$StC!@=ZHjF1QjX%gO6Y9MQkl(R~kJ=bHW zXAU!Q>n5kUTfWO;HDD!R7o$`-LBi1vT{xnlB9UR<7M|$A+YX3kz;li|+`WDKF__J3 zJM!L*Dvg~Z0VmG!An-&CMw=6_?Hy=hv<%M$|yB=v|x{?}La9WfzbrM`Rjt~AM^(*5qOTVIDPlD&T4xXsE6j~hT?RQf=g z92YOIO5 zVrtnmBm*z;yB;&Q$W|zFNC4u*Z@h(#{T$@UC)wd{c5-|Oaz*;3mP)ld2Qxk@fa9f= z@~>mfsjD+QJUqlOQc_cAfCN0q!+; z6;(pCUNnA=vZfc+&i&AR3wEM))NO%oKP*e(^^c7i8KGBf_6G3WAk{T(4wkSKepLl# zNda#Nn@Uj6;eCof5OA84PBS5fo}x0tLI+Y#xP2Z1pt1JMp^efWP>a)dn2jPMBU3x3kfj8J@YCYE<#;|Tlg%Xg0>%^l^FB;rA-inqY{UrTKeWL z04)oF0-wN`oj>L4nKm-F5r8~AgNMLy&b$WYJjT{DS~81Uc2TVMV;}Q&*ND&bO$5qZ z>QtYm6v0sXqHsd1?!m9=!(4h&G62U^_e$2sg+1;I1?u z`(+gC$gt4bP?1Xy{1GYqky)h?9`oknX@!JAuVu`8oBw=q7f@;awcb)#Makzp(`sImaoB)S1YPf%8xHYj&5xD9!bBPezehM0v z7DFqCL`Bpup__kCd%5t7!Z2i;_3W3MFB{?nd7hv&jnLTuK%Pl>_6rHx=*m_@{YjqT zkPBe%0CtA@zsLT)&>~B$fZAW8T9eeX$Xm&0^E}>`5 z*u%|Sa>4w3xH*};Wl2i|&HYdX1HHD`d7qGa#VUr?e$wX=2>QhIwgKlgnw z-&@w|M<cLQ=L{F4O-Vz6j1gd7s;sY=641u~!-0Tl?(SDEX9Iz^ z?HtMw@XI))ZL2e76qqu?vuBD7LaIoEF7f;VpWUSwutHK?k)?!tZZ~e+@IILK07<4y zka^a^Prm>w04K}*aL5Ava(OPD z!r{&7S~v~5-b^8-394QyEr=n$@fX@k4A)o?F8l)PT|w}Icl&AMDP~$Zx#Wfve^=t( z?XcxLq*tH~YGzhpNDBVlLBNwqN=jM=ihCHuJyp}>A~uuepl4riyf4;|nJEeOoSgAB z8v4DV3qel-*abxl30Sw<0`n_Zt|ao%-MEnhQmLTuvUd8fJK88KLm|etFG*tgE_3KL zUTs}n-P+<$pQ!eepp~5`Eppk8?-~I+3^GGDBf}z8RC9L7yHM4gJne$PT&=u`FlWQ9 zj5IK_8)L=Zpd@P1NqBJ`hvDr5FspWJs~c!iQ&km|(+xUIS(YMDhJ~&sxBr5=LK~0$ zyU+?Za1oi|blEBuR(T!c`MeZK!}$n9Uux+sw+bm}YoZ)p(`>hQFVhnazCZl4+y&~9 zdg25yt+PH`5-k9=AOGD!rGp~CrR7Sg$u927sash?IX&@0m2|UJ&S|XGF+`9GzXZpq zA1<_>h>eW^+LHwunetjrq~){xkmUL6q8|WpoxQ!ILn=}Q01ipuHcB_!xb@4Pf?^v? zuLE{2h{6^WuX-Hf?LwvX#tlD*19(9Zdk%MdBYH=H*t5mO9v0JR|((-Z^T&dZB+Z^f)QtTb!!0c?f+`P1 zknr_Lep@*bLd{iX))GSAMb03qX=7s}irk0=DRH=tw7val+E=g#GTB?!7I;fo5rD{r z?WhA)B+t{QPgNg1`tg_>RCYciW9%k~h3dMt#~Rkq?5dBK%0Ut_J!Fme4H51O!zHMn z(CIQTeI=#9aU_kosQvium}yD?F~iPn`nk9I2i*QOA7MIR^3r{meZnY8S;tHc$G&7GWgtbhmb z7IR-sk7i+Xj>Whxo1OeM^UN1jGUl;ca~DI2gL!+26pQ-sO?M z0L{FCyD-%BjC|X&AI-Xyklp{@49r_#B|K2Y`}R}P2lnv&!P))5zVN??_YjOJ_G`c_ zGnr%JTlbPj>>+tDJi7-Hg3zg^r|yA0@YaD=@bDFd$}w64BIM^Gaay>Ans&*Tv^TEtAUegga*l_h;YH$h z4YZabH}~~5G{*qr0LGW0SI-4{z$5g2-Tn;{8|>= zjrRv2S%s^p@xL)_#FZ;FDFZ<)toO+-LE<2t0rjVqNzu{36Ep-*kVNOOGoeLs+0==d zV*`K@)h{6^=3no<4)zx#%S*}D_sYtJRalj9CQ}xk|8C*Mb5If-qpUa=($Xy?y)CzQ zB!HJd&{>QvTJL%|z98y#nq(-zqju z;SrIZX@K<7z6NkzsPwP9`V1n*wgCP#Ey3_-Pgf`66iKUXOAKRxGwcfFa|yEB<$A4;IRTKutorisJYJ#d1e9}y?bDP=%Y8$ zKxzBJ1rAl5IPNef3OoOL4Of%`4hK}EYS0NeXzJ_7xwyJwhc#5(y(APq-~HING??-* z=($aOJ};Eg1^D6`mu_IlmHg6>OcM5IG69tE{|a2NUTEjJCIbBNvJ@I17f@C?H2smF z$-KwfRqY2aYyoaq`R108pJ)-{|%dYVB!z(4j~Z{TlZ!}KSxEm_AUj0>LCt5nKk}x z;jOvJ0C`>mc|?u2mZvCM+QbRxZ!oVG82XrCRaQ$Y`c+Vn*oWZPudBAU6pf9OlKl4d z@M}7a>az`gwcIR_XB1fH>Id{f_b)Q1yX%449kGm)XMY*5s)(xYLO(P!hn(w7I1 z4`u^SA4?qkcfP7z652j*e)SeL<604jYcP^7@>=EOa3+M|QXq-J|D>e8{z&If3i_{{ z)UW(5`>}5i*GCJ6VB!r_^0!MEYiOhm4yqUEl|BJwOoQzoS;YJ{b&S0pgL4EmKLONC zYOyT0exja#QX-(Cq#RR$;qDL9xY`{~)D)D6p=kPdkt5>0IHATj(fh~^T?;EK03yoh z{zX2Oa`5uTu;N$bqy{}2{xBS%K^3XnV*8b8e;ft|>9s=QkY~0X+hv#8nPc}PI4Zvu z3dH_@f+G5)a{eckS+C(G49Z)lHuJKxpI*FpF;3j81V+evLn?Gf`e5t+q`07AsF}^W z+Fz_r{dp8d3{I(F$yNb!P{6YLy2Q>;$|LZ0bYfybRd@d(xRrN z<7G&UeoIS>&E`}!t>BB;lY@X$9ZVOE-soNf&q+gtxEHxEjSLLUu@Rmg?8Ut8Q2WD2pQilQAq)X z47Mi7V&%`ncla6=n@Qfp!^q+B2Epp9*RRhj#qsBWl1wNz4UV(VV#c%ZPrAr;r0V+N zgn|DXzhZV1kZ^$!c1;Lu7~NkT`|*42fgK9Uo=lh|&SE$n*vHimmQzj|QoaV^ZoeID z8S4R0t42z;7tIRS71^%QoyCS{rckG3GCwYfiVMcwT=u6I&)PrZ4$2E{_{i4(7i-oYis=zOvoF|64t*2ccm~Y%-t)6oV#FWl zr#|FHpFiB4LuieN!p*F}r`Gz{5622>EFX1oc+thjl?$-U!dtu-Zidkm=~9Q=C+-Cf zQ-TJ(J9mXxF4$K0g$Y7^|Gmpn!X22Mo_hi8I23U|3oHye4;KqJXyuIAiMY?g@uXq@ zvx&XIgYdlK4jb6~eK~vg3e{X5hdGHnD%Y0bXzf`l%(hs;1cbQ!q>XN}f3!Jp|4rj( zGFVJS`iGEH0LH50?jWdJg0(ww_HGDZtjIL30%{e9s%Him`RskG{dD0&U)Os_nTc(~ z{q68#J#%f0?ELL2L#@D)<*w5LSNIa{wBSq}H*?VI>Nq?}WiZn6O#kRSPfO3hi4b+E z`@oe(C`|z)7Ee}?-KHyAdV2^>kI$mhXRbiLrMGtIlu+{B0zgQ0+*ET#Tc;0M)^q#hidc zl3=%=52oU-NMa96rf$J}k7wA}$xXP#45U4cv-Swt;SDeo47SlWXQkpPlDFNYf>8jN zdQWy(o;+4EOxE{-R8%@kTbG+~#3jmefgjHVGAq_~bB(WOW^!EmR0m2=;kVZf6RGmP zF-sxTCr-{$f7XQYK^+M!j5|mO#0g<1FHxR&U1|fPIs=78ZbQR2Nw-TCP=XlI%wN0u zU{(AJgVm`!1r|9RS@J%O8fr2A2fB9wZlxRyNzq?Y5HWbfP|cZ_3$NRM;X*qQfvmQ2 zTtua}W?B{?EO;+KZbD}Rm=-m!^4;KWBu8f~XP0Dt2isz9{A>g?z#*-}1Rd~+`Zyvq z5kcVQnTqNst;l1hEkCmQl}IQExRb+DEyHWI&iHw2lNA> z92zZO=Z}7_XSQo>e-3vK(^(MeYjcoW&%bkZ1>ZR9m*aB!Ro%4g++TQNZIa_lIi?%6?Uc z-@xKG2NkN=P>(_E!5%$g@KRUBx~5)1N6wthh9$`g+5bAlTCM2nS_+qhgWM*Al)vG? zz(AaYPlaW7tf{Ik)YMY7F!6EX+n-pF*uqP2%T+2eW%~P_0|BO6ZSDjyx0jew@E`fx z2*JF^r#sUeA!}VYrkHC!(!C2HQ3jtM&@M7A0CA_?&aW2O$pP5cTRjC19tgPpR>c3h z*4PhnhggvM(&w}49R|5w_N*ZrRd1;24Jj~%JwxE=UR**CD4ik%8?I({wL~B9xk}@4 zxP4G=w_`-<4i*g?dl38Az=URyX)SY_e*}Vil`mhuOn~ryaBvVl3YnGUy_WF5IoUY` z^HNpUD|_e*=O8A;;P2_SXf0I-ms=^g#e_TP##7T$kVn3a0HwBjLvlr^tB&I<5#d2s@EpK(4?Qd0HcrbNF02xnetMFJVtfr{B_0Wjq_P_4!V+^E^D z6rYU_@d8kjr3Ff3S#6#@|8{~)E*gk@=?7B#Do+5FS71=d3C@wdfBzoSYSov-9o(F{ zx3_mmKY7|AX2dqSsAy~H!$oL?*fs02nww|Wjz6v>wEWLD2Uxo?=u^k7-i0*It%isI zl?N~XVSag@_4Ano3^R5;hCOIGZKsZquFofx2p5PGIbfu1_uWucr|6fxwKzIOXm|H?i0F79w9@tS+ zGu}nWBkEI%1R3{T9tT?O{t27Wt2Q|OD>@^AbUnQwfy6-qFPb{kOeq*`ES!YtZzmP! zI(5%y>*7#RQ3Bq3*5&q-+92D`>v0HY^#E7dp7j6I`1ifT+lxS&hca_xX>h+WZ_Kw@A zrmS7}39-(*11f^_%QtV{ybThxPIp;Z)2G}M#J$wP&WdTC?*~j9C;xIe+E^o5(vQ>R z9+cAQe!;Hr3jS8vS{AE?qR(35F|q`v{WexO6SR=@M;_k^@jKa#;kcOzoxU2{EgX-_$IEp!&`_yHB|NQ9k?J<_7#EQA#kPqNUzMB_0CNM5 z7(M}%^AR9BLqG6>Q_$e#%G!AFgO#lR)B==dv2sXA7_~((@s=n8FzL{6Xql0jdDi7~ z)@!>2ffJnB2pOdt10#6caUb$dUkkx%_TfH*L>}lbOJkV_m<=H;+Vy~3Eje42SLf}~ zhoWcEroVo^hf%VCRWCg_wvz+6TevJk&|wM=0jp!;f#H+4PgHJz5y zx>D?M0M0rTw_!hDa1NU#Mv`Mu3c-?uL+ZpPCMMu0#v>56j%KT+u_8`RPP~7;XXgh- z@xbM?1+|!`-PTNf$z27l~II+bL`*Tmj48cMKZOR>D) zy7Fi2JbochVzZc$!C>uU4&m_MfJXTXo|FXX^nlcbZDBaQ$X7sLx~~m)_|eWh0#t0$ z3^+w{%iO9rp}15L3M3P)uqjj{yoDWUm9`zpGwFD&J% znlLCMhSD4hN9I4dA=CpKlauP!y~!|?n@gR6s4LRI!jpQ0t)^Nk(aEDK7=;V8q;7jv zG7l>_*J|u#RSK?59o_}U^ehRE{?yA*4W(wpa1qMOLBKC_@{?Jo;2hT%{w3wDk=2$E z)#U5uWxhTB^(AhlE-pr>bRNtr>@U1fj*)drOdet9ld}(DK|eNH^CCKX-B+5&zcB5W+sf#71p;9^1?}(6xtZ9 z%j4{>-o(B^N=HZ4jlu;KYZq$sI(5OU@&=bwa1rQ_^DR(JAjvVEF#odDQ3pC}PEjVg zKx$Ev@``Ho)$pvrnL}Ua#U?!vcAgtg9-H1s=(})sIV`9R2C0!-hJby{jLj>|S7oAkCM>Xpes0nu^b? zM(y1rT?#^6LVZhM9wwK5SAzwFIZ6(2&~Y&SzVldZ{=4^TL;P@qdnAyxkeuK=6v+8Z z@3W=KMw(q53E*5A6ow{GCqP-D(@3u+m7(GGWDjDqcz}=v+x>xVI6tTHfRs>N7APkr zgx_XZIzo{lg*g0G40@}Ap1b7F1x-y~vs_011s?`+ZKpap!r%yhvEm4SzJ{!0`i+KE zc<17j^B?e7Djdy*Uh1t=lfjk! zadDR(VFqYRwZ&m$M0=5|wf+6S>l}C^ z>z)*KHy{{(#CcVVrmVr*%_bg_bJv;8)<%&c@1EBEmCG<`-*?f<&Vi?8UZ_E5YLn_< zjMs4^zwPvor~ujAuUFXyX9^}XVN#$_I(dUre4I7Jv)UKB;Ksp)?ut%j12S7onc|(l zizZ5XsG+FlwzA|LnNn<6(x%Zd1Z!8%0mM0y4vw*%2>V68BD~bA>n42LC_t}7O{6*@ z=^E;fdbqJ~K-9@>h*762weM1{M*MGY_kC5e55JEXvun?KPm4@>66b@)+77m>pvu_q zYXunXN9`IO8W&!kDO>38^WNUdEBD$$9E|<_&VZe&ml@`)D!#@=n9BrDukC1sRtn>3 z-#WbDP-R}Th(}K)qNCOa#kf3Hzjy@nSO3vNrL%<{?*)qyuSq$E%~RE8U-SG#2t5nx zwGYCMmA%|#=nmUq-#ZF6xNsBO{xRx?_hLW;I)sV5w(U&MeK!hEj0}8=A2b=0J6;1v zT>J(~7X*$PhltmB6$Ckjcukyr)IY7etR6%Kq!Rl#%TtK|5Zdv6 zF(b+#q2+W%o{34Jv97q(xNhson@Z9>mp6e2XPfX9BSX=E#=&J|G6UC+Y|Y8martJV z*08Y{rT?hRY5kK^LyvyH$A8|9KJ?yci08L|UUp3HJ57$I1L}r&SEmGZ0~$Qu=?h+p zWX;I5T8p?ex|-$3-u2~u9I$MP^)+s#N&d?uiBId95iWoA;~sp?Gp;#h14!Zb66wph zm$3b~R&Gz7-8kiu=CjPtC#J$%SE<&ev*pp~6CT&I)QP@UeDMflH@g}<&9S+Yz5T5I zxapn}?dW526J&MZqXeQ$Kn}Z^VUxa--^BGhJAy43jtbG=Bo1-7Iwa}zg^Ry9O#2jcS$;cJU}l(0%Xkm=Q3`> zTUSQ+bB4*x^^A7Ac-a2BotTBgb~NgeIXvl^VIQ>9-qyMKXxJXz1~aQN>!|R#dV|g- zaZ(UHZSIrpI{9pinq>H@cqjp++Pt?mEFXZ!IMp{Cvttm7fI2F_uV%2HJcw`HC`e)` z+HrY-dI1pZiz6YM>0a8lz zv>65@k6rYQQc&>H8&++Q{M>3ZtA?+Az19=pfKFl|N`9L^ON}?IkjsuUVTn@_~n3 zWir`PvqUEGJpa80Tr_qm;(d+z^D<)h#?M8NSNrv}zbrXNzRfr7C7f#7?N7*jVZEO8 zktGUq-I%)x+oAG605m@mPUJaia@9B57LD3Vu^~kLHoqF{)#$;B4!FGj6>PaHvYZ@z zVmfq4Mzm0T#7g`754S3b_}x}M6JW3b#2)IZl&?rssn5oHi#v|Ux;NdQ*2hSW`^2^q z$BYeX8w8t`X@rMgb%DfVaE{UbudTKSc~<%=@FXCFttxTZ4VfCfmHn~Rc=jR7(c?Q! zvwaHG=iDh_Yo(tpqss^TVK5B+EkFF$rFjMkcjHt1j<(-7+oD!O^g|h+;6J^13xDO> z^f9A0>e}@xl(HpNZ9VufjA=?Os3zDM>yi?8HoX~lyVM(bQrD)dqx~m5)RPOPvSr!^ zS*a81fjTh*B(tqR8QE{K_E})uBVCDWuFHJo_fK96Zip8Wb}WZXZ_YNQ-mITk`F(N) zIIXEm)aS65&gASxw+%L}*a@T<*kKez^ZEqo2S4MpSP@=4X-YmSwnH;fwxj8(gzwdIloit=QDjx!hs%~O=#&R+NJQWL& zyKa~*c2bN9iTXeY?$H3xtC`=01?k!Q1qurIX9T}`W9 z-#4hS!KDuAmkQ{CUF2rcf_r3HIJzaA364B;l%#KKzg(jkcx1%#Xqfw!?Dv;pb#+7; zwXt8)ep22LO+aP7URa%o|D`YnV2wP*9Z0S zHD#l3y6Nr3ob;tIVmTNRm34LG_b;9TY|X#2=I9N*4Y@$3E^8e*@rIbQ zPAlb+3~e5O0=*a9IkyjRGDD7nav)@Z<_+9(e`OkMQ2YJdL~^HtS@<=hy<;{4!5QF0N(h`?osmPz6s}* zWv;3nAyRNQE=lss^_gy}p`}_Ia_kEhSr|$ha z5yyN4M5aDo3nbZ8_r>Eit3#@-9dzjeVsU!4<=+C-?cG0$8Iev(8gkSqUwzduca?xh zw#~LA0q%Z1|BOpmn&<48)+SbKQ&$g)lD)12)a~JBpNwU#E^#p9a8+b-l3st9i`=n2 zR*&WtheOErdHQ`sfR~AGgO|4y@9O=!cm6nDkYl;QFWZ)$v5EJKU4zo~jAivsWd3yS zS_=Mpz4OoGgA>K^NjkBT=Cto4HJmS%<7waAdFNzS@pevA5w1&m3`ui$_qmF4=RHX9 zD&aekWChGc=H`vYr?Lq;V*9BEF4QNTS;4z{UQ#S0c)8Gl2SGu-$$MApw2`s+Lsz&+ zg>Q|0dQB(0U7GjE-d9!+dGO1Y0CHdgA@X!QJS}8qKSeu^!48zX`aYSkIqt|5>A=Hm)wf&zKuf8D%gv3F zT!pt%rB#;gDM?VfQx7WuSZ|$LEg)QTYpqJE&*J<5{0MqsndZhIS_IetnH+W-sW)|N zOGcMPQe3?3b_MSAderYcx&crfd?1Vwuu;OmvsJKZybKOCX}SX7f0paFZ)X`-t9(x1 zeywvE@x>C_Z(D;t5`AijJCqz@mSv4hj!XIDQlN@SqJLPe`i14?#n)V)W++2id~lPf z^W)#F5mN|H8->d?M@W~*)3!D5%2uUo8SQA0QJLF#=q7OeGV>TvgOgf?^3}omJz$mH zso-$-y3K)gT@`cK5Ox->GUkm7QR$8?aDD4*XTP-DBP{tuT!uAvv+qsJ&SJ` z$6oRa4jxk*@lPA@cF(rFWah+t>bO|wHtNJIx%W9ME9gbQ>q=Hqd8jzZ|E43Ekd0V_ zbX+IqrsN_A^Eq!K#HSd#)S(P0`9IA+JB1po}_3+%X`g^>Gn?#HfW-NQ`)C8 zQMnH-W&?E3vKs_=D8o$O#k6plFDF$OzIzPIo|7S$-aMj#2Blt`7^Gs*H$Kr_Yd`*K(FiB05&peo-g^Uht~SeCVKie zbGeUORrGs&@}k-!3|lb6WXeQ*e$!)`Jty{Z-s9z}y-xWqpSpGqH)SR^k8&zhR!Md- z3P%i%9=&;~ayD?2wA8g*j_kV~uc33o&l|HWIduCKJbA|KE#1SS)C7iUA^l1>8>Ud2 z!JnF%jNoAOGinRrsPmrbI)}<6Y4b`oEdAUplO&u7UVM|nF$LcVxc zp;wEBu7NiBw4QAXN8{t;;mveD-#hj7qE541NYBuaBqvMbk)DAaCY`n2ci|hj_PyqE zx!&d)yfcrt%~)EB+!D<6oRN0x%zMOSGB-(kot2eUrYB7|4=&8z3AhI|C`T2Z<|>sL zW@x;3InY=2kD;e?jF-|bp9TG4AN z9pUBeEvfYNP8s@U+Mop(*_yq0V?X!4yTZ5dnM!!hsq>Dz?M@qKm%f^GWKLAXxE79l zod?lfDgK{BgE;F{t`C;t!_U-)rYBt(?F^G29q*OcmrJ&<(Z`{)Fc^6YW3UPtmcWEV zXW~S^j7Qa*d@zmeU-k!<+efA?jm=ouvM|*ps~8 zv{NDyPO1-{oqDSsUlHeQX_sv0td>(q*PoU(TGt;F@gOox&-N}i`X;w+-hQAq*`&b5 zIye*R0vU>)|CR@-+Hoo=Ae)u4ix;QQS{R4BgQl+;BeZejMRt&gx$OeTW%A*ckr=YD zgASPO<00>0F4(YHfTy7oVPuz_T%cVPV zLVPL))v;%OcYaw?B3bVr(7HBx?~d|=!uNFhA5hN1&&e|;q9elZ%k95sblv97hPIx3 zxw6vIjDTDoSKiMyu{)Z>Md9>=@^&esWu1r!h~4S=p3@)q?B6aTA_FrhS3Df`4)1m9 zbgib$9$8u9bExr^n|4!l#|}6L8FdYmGSB%Czm^u1Vs%Hp#+KzPpd$srVr0Xem8({T zzYB%O-pr%Cyn{2Wo}M1Qsd&+uk}%G>rGdG6nx1A1)*@OGF3hK6MN$j$zA&=MX^jZ; z{?_1CW#qm#^Io*;_3%KSCC%`%^sc=;oqfYA_4N?5D~-Y}!)46PE_y*DgV?fvq@%93 zwh~@p0a6oS_kGXFs>H5pwE$Iv{C6L$f~2N8#LlcprDZ*RTD4-Wl1@)dA84CV#Ov&$ zl~qKc7eq0UD&7U;x940|ANQhP%heAxKhEsmWUu+&$XYoPEe8CjN3iyGWEy+eM^fVd z8B?O`2Jj$`i^Lzywdsnv0a-GqAJ;+Gv~lj)4tR3mZ(APM4P2>8jcziZ5Vm?D;m7IK z1?|&yq*aly9YN)-2Um7-FpWuVXSt8K9mlPwtW}vk0z04)w-WSPHbOmP!^l7GP`sD} zA_*Zg*q}Kw4?8)93$K1#|3&K!9a%-^X=ZVsqQFrZKkQ@T-ATfAed?JIF<)O_!fQ}d z3D1_&L=`l$h2`$-4a!RtY_u4~OCIXHBAn_t)#Cawl9Im``q4ZfneC8M&u_Q|%$)cP z&4nM@Jx@Y64X7G!$z`H^`p1gZ0=p$8HBAd#&Om80EI~XkQ-lBUgJ2CT_)x%HqW8h| zl5#}>KR+^DYMg;T|EDZZV8j0sApHMZ|1BK#_b_#jU0tTo)>joh1%~bG0T()ASwZ)` z!}S^GOPu+HQ(g3fG4DJO#<|`E1vnt^e`Mb>w*KW4*2%khY$i9t}LE9grwq z`ZhG-!-*@CNe4Z2g_VDz?704*3l5|nAL9MxEh{z>zBOU=f&fKCt3&V$lyO_S|KqV| z=Sxa2+OWbm4^I&NdH426~V+>70KLOUQq1Rv7%LH)|)N=hIA z7*Li3?6iF6IOeSu@T+~!4itJ!)MN(^8D$(D7rhyYk_Pvg5mfD8Q_I( zKMTa)Fth%be*8Pt(I=ToBG>z)k$%AH1$gW98Yi?YLc~C(-lY|VGq81C%1Dc(1z=DV z@ae8o5C4dED9V3j3CZhDb=Wwj)fWsEAQ#~#s#+}TcmF+pdjfpO6aO`=d^2@?Gc7vq zQ=->jvDt)FEogETA!xAiNi@74&q*6*w(yq;-wVhc`SZq#t%p&Qa~ov<=yccoHHb;O=g<6eY&A7BB%D|>5)8AI_rW$qWJ^8D$+50G9#Ws6 z#!s+y(=d9fFxL9@SN+T0;1m*@F_RoynnTeXd+{3$b(lBOc4~(278N}jxK)8(Gmka) zOWa?+mexJ5gWIK(8?)}pvRl;Zf9@^|;@(~(^dLOk;Nk-9acu3rYNbTXt95a82p zOW3F`Kgla5CWZh2Z$ph`%a&0JM$qmbf>Ruf^z_mDB;3zD86%_b$;k*R%%rg~N5Uwj zm?X9_a>M~gA#O25+Sb+8g`a84S^Io7JXmi0AU)H$|FkzA2+q%XLEDw(z2{vN>|67W zI&+_#eJoQnd(_z2m;?owPfD1ZcTgF5^QKzbgX4D+#e;&6x(;K{#=_xspgTyl5uYp; z!AZsf3lvc;YPDFP7NiaT4l3yh5$_~qBuTJMvDO-4OU*!3YteC?8oyYUC9P7tUB$}? zH)IH(KF^QHVs&_l*+?sPDR!6^wJ|-C%qEaajH<60L6oXXpMp%@32Dz?$%mui)JWS| z?6$h=%T`R{MhskOuD5P*7ls{t_W|0$9y=1g&~Inw<|5mldkQ_SGp0?Q%X55zB)SEl z1d~RmnRs5S4V5-6zzG%)LsIQO}H(5cHff2=N9 zb8~1^l*ve|c$`-)@J~WwVpZphTY*UN`JdQAT7WNW!VKfmhRd;a11*hH&~V+gYZrSZ zFE4>Z$lF>tJ!mx;Dr;}w;Rh6?m22O2*V6bBH0cdSPn4Ag)X|9^Xw83`DaFBpdHb`P z+V{W<6VV+D?AsM-)eX}m}I89XHq1r4mGc(!m9Unq6 zu1__^{*uM)9)LmYCGa3ArgS@{;c`r~4eZL>ip^Qq-kyq*FaH}q?o}`h!x6K4bkqTK z2piDEW!Vq0dW7)Y&iyfN;fiip6YMOheP9dEG!-vR$q-nN26x)ikJMgu?ZGZA&c(cQ zrXI*w;(kA+VCkVPr=}}k)uG3v-9&&z-)%+E!(eTFM{uR0J-22#8fFTP0U_W%sI5~ z2&)GSY_ezotwpjxQ0d0WcLY>YKY=KKISUw`ZG|2w<$TF)OP}Q~VBba~ctnBvBHDeR)$!IhYu7Tv zJ%&5gwKa5G%!ShuME=^8Qs?q&Fro&GbH;6!&3N2aOkoPPQz=_qE9&CH!UCOT;E?+9 zo~5a`&vRYM%KHfB-TnPmz|m%YVeVxOlO-_bzOiC;l;=o(*%phzSI)MsUGglm_5UKX zwz~H8^-e`3gM$%!(Dp>fB(NEoF4JfHl zX}KwBY1Pbz^B`xTBvXe^d~OyN{_RNm#kMTqU%B>`7}rfcu9J}%@B zK?uGXj;>P>!RcRdZ9gNZoL@_z0*$TuV|ecHiF?BNgZYMaxlwhM;iLL+xebwrx-D-~VoLo?F}q(sUZFYY_KJs5+o3+d%IR*05jEmnF|O z-!F@B%Pu4a{ZxA1C354Gy(%hZD6wUbdKjeS?uEiF@Dd=Pi<`zQG7&%B^vi1hT>ex^ zIA=;cdjx&FSUJ!mURrAJ(EN<{c{=N3OD?)xV>eac_9~&e&ybQ?C~nxya({}-QyREj zANryl81?50A-O~*qBmW0Z;1^H+Zn;3BzvdrK~C98 zRF`HG5eZU(6;e^+nukUABu+#_7$%c^C(G;x(-;IbpjB9OB;by$iByeGMbQiAouS_B zw88NS8w!y*;FR5fM2xQsXl?1eR*ER6@XMb(SS(d7$@N=T-k10e%kalzxAiZ-!=_Dz zTQ@|GY78OWRM3=mFEYxjtGS@u$fNkO^|L*r4O4}+EDx@`D_}49R*W$vhx}$c8DS>9 zs6mV}buCr$>k~1G4tmsXz=0cVA1ZJ%EW?wMZt}l|EcNn>o4jOs6@V?S>}R+`+an8g zs>Sh$;`&#=Zj-rN5k7*_)Gl3q z73ifAPP2&-W*#tpn~wA(p2}FUkBC=4Iqx^A(S{1=7bEo45)u-g!A_iSZ%c}nkh(6` zP=I%}LCBj}Wl43*rFFiL>&;^UOd*tSbkFGT>l*~ykZ_FzH*9dGY_6tBT%GB0`tQK* zG(~IE`t@DyZ#ZGO!vg-tZrr#*sm+b*qk1~!7fg0t%U(?7U{I8f!{j_3u+9cxMU8#p z?v{8|11|&AXUknj-Ynbhc?uDlO9ZUO;bH`Yktu{`lz|Me@$hk`bQ%W>_dRBj088Qs zJ~OO;=KQt&d|tVvX&DYg~366h2V z2ws+E2(qna%-Pvr;*>qFX13%wbTC@%3$?x)#Y6o;p{LL$70xC9awq2p^A=>bKb6MK(2~(dd zlRdJv&pq7`tMlBR@e7(Asj9EFne?a)MOGubwbY{)E~&FOoVLKy*U-}13)p;|$W%72U!OqA+rZc3$7u>% zSI2vn|0^`ic!|=GF_^2Zi=T-w629G{s^B!8L6P_NS`h|ltyPZ{>l%k?e6f>1OEg7p zRq-P3_0K$}s6gD!InByMPXUGGhly%c8Mz{_IVVg@_K$ zdSvAQlF2#sY%b&VEHH%_tufZPCN%aL&@IetN?&qO_HE1MT22kjW!C^}q#+vGKsAAo zAPcNl)K?uhx)k*eEdV&}nDz90yJ6R<8dP=v%k^eNaiYIkW?bFI&RJn`3^?4;(J?p< zq18BiCkUdQoxdzUsm}7++UWuCSqH%P5YGG2qs3p^;ji)$KJCB7vITRu#t%? zOs(vS1%7+1Jb>l}K-U7-cQGRJfP-0ZoJ{dT?HeuHGZsr}!?ta9Cb{-@MRR>Z&Jbfw zjFqfKuC82|n`q+@l?-r2XmIfR?EvJDtg(E5zjtpxPU@H7KSa!-*{JcRn`BoAMeFTU z8Yss>nSef6IG1kcC$`fE_Lo^8xQe;H7oI{~m6YVTe5fIK^5^mMUb>bGG>?{B6Y>ow!`|bxgJ$x%(+yT);mOre)1F z5jYJ#T()9Wo{fEdYOwowx%eF^z2*%an2A&P&Ve@PTQ_f3wm1~qSTpS5fbQCaT;ekXA z_bdxz!#MM04q10;$>uIkj;&w69ywf4P>^DwO|!|JZw_+NBuZBLkY!a;}(xWPH z8R#ndhlMGC)u8D7nMdNviXM}x_6()TMyWu z3#2q|2X+)3TlIJA>~BBmf3Jo1f3QL}@nzYuH$_?H$AeX80fO{E2vS8lf;8zOf(U|w^eTcNC>>F% z^d=xm2PsngPEhaF``-Wk-}S98ti9%(nLT@UJ9|zt50`b7RQRC+!l28~Ccs7YASf6D zM%g%lq@=)thQ97du%IFWgK$Az2Mg*Vt|L9cFn~cHEF%L#y4hhF#eSP$s$=7Xw8el$ zPkDd|7z`5a28LsAL4vwyl&t|012zXlDX9SBkv__I|5Ujqv&`(RWJ zFbE71Ec`=&fdj(M(d{}|)-1MUpb2scl61RCjP>-)>pAN(>hSX+Ss%nxHhf?7yBM}z{(2T&a=9xf^Z78ZhG zb<{_CqP)ndPTKtVu?Cs_P+>~AHp_rG*hadZKk1Qt|r0W4KQ+M?`$ znVLwq>lg7tB9oO;P$BFS#vwL)O9&@jA=ME0pvYI4Y5ByIKyXpF@n1Ztd z#hg(`hmGI)#WxLnjt-~WQSqq2&S$dQ?@Qyd_K(yv$lHyE1*c^LJ8dmOr}z7}Rkgm) zA7mP-4~(ccjvW+CXMPVnnLS!e>+E}}zMKp$>G>SRY!q<68j zYqyokfM4kKC~Fh@cgk;E^m{H^lHbFxEfwtvt3U9nsHHBk^z6G_b}6pnqR^MQD50`& zpZQZbslnTPtn)%t?H7QyB#1IX^f^L@11dgr&=g-eZ8Gq zR!eEW$ZOWR?9^Dx=w)rc$2-{O#MtOuXW?R(H>KFqlSOmC=lNsO4KJwli|J>|Xc z*GzP0adiM>tfZN&l`nHg^U}4aJ(TMAs~uqaj?l0%&a{pta`B5gm26d^cZ*`)R+%c; zWL9hRUwy2aubMStYd?*QY1LHg~)of|B+4fH1B6~c)gL>0t_xo@8ykd3;#zYW#T=Wv+6u@EZM(4^yxFs@TH;lcADIn7uCZ+Gh*tD0}Qa1F4oobPR*z;SMS2Zks zGFKSJk!Qfc=@NBZ5m~e_ECjkYjLB<#|ITJ7!{g(`>#e*x6t=h}RyZaxv^p_$Uk0X5ih8e52H5CljF3ff$!dW(b zUW8b;vH9E+s{O8;#a#L}$CsYLT1t)X-MQqxFZk^a)P;lSY-SV*u@Y6p2toGUy@ZZe zOM_dNH(~;y2fMg-8<3rle&To&w{t^9y*09S{Fe~LFp=2Y2{I$miO^Ra1vUK=G|~I! z@-mkP4cjV?g9B8Y#^P1QFC{iB+x4xPT(C&tEA_GH(Bu8!I7t(hTS%odG#mgS_%u_~ zDDiNDA&#U7hes;zW?z4#7Yd|?!yP9$GqCkxXGMWVhd`}N(Bi_wDv`dSGS8A?iMP71!J&D`2yxDT`c~4@Vf6D>%m5^`jibsP^YW^3Wo>H0_WAu|J zPX#aPb(xx5ZIfNJ6osz|_)2w<#HTK1#QR9hQ9-I7ONq5ve)PL{LBN~HxobrI>qotJ zsW#nIZwa*C^xJRxr0cz{Bci!DD>ZDH5UZ(G7;BI7VB#br9wT8Ql)?B!v)~HV#&b23 zc+N&sM&G%Q^;$Zj*?Q+%1M$-I0uC-=A~$c~>IIYJRUe08oN!ZcTb;U9D9*Rore(!r zn#rWbs~qQRbOkb7GEr=6*d_dwl#oU8(cb!FC##C0(-E!3ukY+5Jb1s7R0D7F=^G@P9VLNwZ%a4utnS0kWxw{e4+m9Ns9JxY7Zoi^B){XSK3%{cF zb&D2%Bign)^se^Yk+B385v~dY zA3xL4q?}!Wg3hy;M!2HElaX3fQ$_Pt4j<`Yi`bH%bQ(3sDnl3DVKDZ8V&5(p89a|UoYCB-SNyUpR z%Y+2+XF@~iGSP@LWVyGYNF9PsIfAuZG2+<`uqjRQvjc;$O8H0OhUgr%e&t3c9y=WHPDmW)r#eEyqGo1q|zDJhXz8yUxk3Y}N#u^1YEONLjxYe?6baGim z#R?w?;GCWPh)c_8X?&C_NWl`cV$2*Q;V8FM^dWKLQK<4Nf!xlO@B zDDn6{ts}$OW5U}W<=$@Q#6#l*X=V)p zD84hlM;+DMvOE%D?TzLf2q5dxPLGm|w)BSFZnz0koL8&`DY>5Z z-~-hfsxcd$D-*A%UsAdXPVmrla1|I>C_SsVadD8+{Tve_w*c>YpwY9$xr`}gvCT44 zveh^TYij?_wQ>B^OPLc?ngq+Lt{fW$ng%t`G70kJciF}%ba4kLT()L|7x-X3i620B zETSiZSl_)JAiGc&?}b5%hlPHi%c;Y6O|RJJ*rt+$@{vZqDi7k1PrB{i;!aBQBFTX0 zf=c1C2m#IP>&x5$Vky-@w!!tSVaW%Njfw6Pk@~4H+~>((-z(3Pg=;L+``TkNvznZvtWV4M3(39vW-qzv^~L=cIk{rhLnX$ zyA;zmdhq-wi5$X5x`8Cw!kK#t$0=|*fjLY;g(}4S4AaQ)`vKhr>0`0yvYM8dQK-xd z(jk|t^u%wN$UVHTD~zY9S>@6giMc+>?HG+h~*> zY5n%;J{h@~SHisi0$iN%T+t_KZlZJDc#}nx5${>!xUb`TNp4nhu?#0rl9 zdhy_J;5j7^S4au#jJjltketiPaE89uSyDHo@K#hO#pRsX1iI;JJSHhN2vPWZi0L^& zL;a4*$n?u^dW7iIT*N zf#23VcR~UUL#L+_K2B02lYhX4RF)Ut9W7ucK8b5j$|0lWy`dA3nB0E$78Q@D3lZgn zawNyQ5YEA}4t*p2w@G&iFZKtM-6gu{A3}D&)I-dj^rmiffs>fXL8aQx!lRS0y)`F@=jVCLB|$XSaeg zXZJ{qJ%Z?j@eHqxby&<$dkFU(d7jLV+By->K~HU~biui-2?l3kx|bFS{05(GMn;f< z1n5e0iMd-LMo66(@W(tKnzb)Q-qvZAqFPN!nzyJUc(1xbq!nFoi!p`zN>g1$WEiC6tuzP`=Lu5_jE zedK8=pM1WJ54)7wxBl%B2DhAvj7D{f=8RIj<(C8Z~{O$`TU!w=IXPmphwFNqYO zxh71;)Z84Nf1c#b3DgBWh7tOuHU)S&_L$hm1{pssKUpI)Vm3G%)%<8@VcU|aaJxkB zEJNNp-(D{ZFUmZb&Hfnn_JySPYRP>(4TW_VIbX!UaP-%gNl}W9NC(2&d;R3=ZOWOt zx1)7(yW&xXi`J}4n4r4Jj~f$F36)b?)e_-UDBY@wnu*=ISrDXdin%PHtTrYYYG_1l`%xj8>1IK;x`U=j^R>D*&$X2yIQ}FDqi4zd z`bQIG#68RYY4}OkgNsA#`Nq-xk=~zIGtM5-Z2JXut4vC>RO;e7QW1L33GN2dl?}~F ztuc!*(wh`tj2s*pKp_a`AAcB63D+|JFn0i!xix0m{~}zPUR406uMlqqk+eh+=TRNt z7(ng?l`#qo;oPH2X;g8QX_TVOPc&(nqu${TQGWiu)+l&9v`w)#iIS14Y18c8C{?hh z*kn^^7r(>TRg)SZJ6YCFg6^D=#nexqNfcG|E%$xT)cz z`PEWW{&8V7{VlC@TEFBD{6{^b>j%`A(h{ehS)Z$4a;Dz8%q}RCHZ>p(;(Nf(QbbsO z{munWn>&eAe6li~B3jC4wG2su++knf=Exb7II2fvCT-R_H#$8Cx7E+pkL){FtXy$3 z1b?P(SlF{;IMJwfQW~h|_tzPQ-kOOtEH>&~ksd9O63ax~hWZ|wmu%?LGvQs_t$L2} z?1R?};W30B7stHLD#E;pImmsg`EeEXRJ%Mxf;h~pMDtTBH&u}?EH;;S=jDRg8?{W1 zxI$dt-P8iA0Ip$DqXjIre3e{uwMG_3WuI5f zoT%IjdG0|HQwSz2CwOq=`$wIwQYDzDT71nF=SaN6tN9W+YLq=k=XC6manOKVHkxMT zVt;#kZA5&Ry=ja!nayw)k@MM-O}CnODI*e(i^hGIKC}?|keXS(15H=X9(x?!At0=)bUv2QY%{|K#W9wHvLyO_dxeqb|dEe1;_z5jza2Jhd zaFL0hD_o{yRxH6zJS8^sVLPc)jm>AeJnntggJw636g(`|es8jgpHjN}nVNPyD4<#> z7Jjodj(a6yJygQC(BDC}W*bwO#oYHcnjqT8`g}Av{VnN~AXyfhCHx z+42rs(k zpFw#!-pe6XC`{*n*;v9a)Hd{#!A*RykxzhoRL5Bd^;2sdsF90^YHaS+4LS z7ZQ0XvtB*@zN(Dg-9Xk@Hh%{%tJp+;$;6JcwYd?I?~E%4hToo1urQL&^7&Y|*d(kN zRsT>0lyu#_Xmm>b@#ZU)M~RefU&qYL6LPkrcXK z=&9o=^_nLpp0z`tlP1jH3r|tP<5U;6hPxuNf;Kbp^lK!(?i!257R5otN}R#9#u9pp z+PPVSQYJ-{!_ftsk5Y9`($^=h9tg_}8U$65WcqW0Un^+6%dsBU{ya@j1TT^4fE+qi zjUSRKyNK7gyjjSZA8voL`A8z_M(r41t<06!Qkjav1k0O=<}65Kw9fHs+N|(eZ-f&q z$CHZI+#%QXxxqTv#~z(s-&z6P&0W4*g(6mhP2P8%EPVBnc_qC3z9{q#EjL`4!k7r4 zu05j{RDNC~p1NPdVM@YVJDgHgwzeu=_2GPhcekopedXSa6JtiPN~7IO{nriPheIZ( zJLyI3-d}KyO+&X^Mf&l@YN%~Uc*TjrJKv%vB@%Fz3>hR1ShCZmCDY*-s`bqz@53e} z9>U{vJR%(6ooh^k(OqR~IG2jELd^+k+Pp}VoDik~{sf{uXK6232V5(d{?-J)n!;gJ z?pz&-TAd$dqT$jujCeCpySwdDa@9!q?TxGcd-V}fpAsk|p1c_MpC*%hlo%>lvX6@0 zj#SaZjnVFKpL($dkMTk~cUpWIt}L|{LsE3R6i-T?z=_cmV{Jykqti6+HVip6_1!ia znp_ixzH_BKxS+hg&f`EEdmg7sG7^Q7;EHPxpwz6_T9}wh5)+O=pyh*dXXaF`THf7f zon~&5xixp~?lW)Y{)4{2^Xvyqq(ss4voGTxwq0n%2?_slnLMTV%=-2*6X}GsjW;dd z*Ke~WWHuiRdZ~}E!Kd6^WATjHoSQHq1D#yyYUWjk=C%pJvooe}wA%km> zzOak?tl9J{O-i%asC|xF+R0ajIm{W7uV3}dteY|=-!zsW%QBSNJS*=t%)?K2zW0U> zh2c#D?J%Nc3f25t`FGK(#j{helG%LB!H7hg|+C(;Wbp?)V$c)9=k?<^gNkg zVC%u&^D7_T>Q_Bye}02AV2zUNb{4Pu$GwxbvWcjI-Sf(wckm{!78Vc|eB`0uX(MF{ z|8n*r#M9#aK=EaI_g94+g#*l5oq}gZ?9aK`Dk8MG;&jk!=_g#GBrhMf@ z__Mzb45yXpX_VdW5w)clXo-gq<<9$6+7GuKqLy;M)sF^wKJLPsYOeJD{>Fm659h~c zcg&8hpe36lAJ%nEOI{1sF|%mZ`ma0<^o2JRHmx;2-8Drif;%l*KOZ!{nVge)os_Q4 zyzYow3n>DZ@Wc*y?L7;x@4LPKpn?v?U95OB+bQ8GQ>H8GKzQM5)bUP4*D9&(nvZt975&zO1sf$qF5kyfcjSjw{oWQDT+JK_S-ar6AlgXWt9;}_5h>%Km; zHoDVkLDwH|S`8doKlHZ&6A`}dp6()iw`YjYh<7tU(11@tosWIBYGJAyto$I{kJ7rl zzSXjuFVI!(s@c$kx-Q{TWk!XfN6C$Z1-$O&Q60?9L#AQVBm0&iiIL!UpUx}}Pc*(> zIM73ZC5>q~(68$e7nd@p6f4zAB^>D(3wysb!l4p}QANJXOs#`UF8hEP<;v?h z*1vW?`}VZM%QDv0+;{L1L)X_%b&~_HFJk>eWmcN(Qqg;*L$iva8k9w%gwDQ#+S&cY z)jUN7wp3}gbNiQi`~B~l4K*7DOh@nOPvp7HS538kkUalvk7s`QD_k^Wa*V^yWaC@m zp8IE~ZXZ`7J<3t0*Q`weEHdk@?M)e~u6E0UeQDk!{?BDs1Xp153$9apullUMO`dz% zu+`lj{}^8*a(f|m^7t_N!oj!N(($eMH}MC%2edbC9c|v0`b-mS_1b5)-G-=a&F^IC zVteiMgXyCr3Fp4`!1Hy^fgDH}{sjn`BQmC7D~nRs$M+R)KRw(?{c| zlO2|({n=Y58@F!Be4o7)Z?(PWONg?NZl65pD?Iu#Pr9d*O;CUHL~3HZJ)03DtB%gy zZ4dLB@ydTF^dQr5x}c+d{t!~IB!kKhT=D#VWShMge+!-6MNl*?SWHxUsF}TH(0Ou)DnXl#*MTqhYNwpk4>b&`N&h`>lVlJf-B6p zhAu~p4ScuYS1Wvt(uWt12hw_F&kZliw!N(Ptz*zF?V9Qv^FJ|PnM4IW>n&wzS~(G~ zs`-xGDLP#5Hd%h0uv4kMF>=WB;9LbG^w(i86npggznokOK}E4=#D5)I!u2)KicrGwCIk22x9LqcvoIA- zYfZ&roV;cHatZ>1X8jt0gO|r2w|+EX*}Gh>AQQiu(WC!nkGhhwkH1v4kF1s-bViRt zdLPC~#X8tG_({SCktTy*N~+CG?L&}+bFOsO$|qSnv{{k?Hbs_nm!6dURffhLtt-jW zYDc^aU-MFgF@YSso(KNur<6{)orF|i)8`)u@_4zK*(s!>u2i5KMU8JyC72|(U%$*j zM>@$-u2t1MKao-ub}wDw?4oJV5T>&J8>6P_d|B8g4}y9qR4WVqG|av#&epEgXRk#w zDm=l9<|6BtlyVP*_>y0>bFt$_YTL4d`pbgIg2fxl zq8k^_i&Hn>Mn1^kBX)JT{K79Ty!l;bq34yY?f9}7827A8#zeE8hEcQnf z`1QmS@#P7-m#F*{JO|dxyYKFOUj}vIhDIoYCHOsb+jK}%d8f8IjH+hW@6o>Uew8!b z<;6fPPD*v9pVm<8$+ZUNMuHoR_ITTQaK2EwFZi;yAW=ULAI-MWRWCaD8UGPy9eZ6E zFO5g%>$3)4A3E-}>g30qU$y8X>3B{yjHJ!GpVAf+#-?>i|4Pnhj;BKM31@PP^m1bv z-vlmqvpqlkV(bqi!9-SLEJfwTO>304_um2SoApWObTCwuv&0s?O^#)cQ zU8Q&5F@F8ut%?ROG&XDFMNun|v* z|HCsvB2~H&U5GG*AW$!v7D9*?gUrs!(LWL+DB+0YCBbR?M8fee z3u7TU|4TU#68f_o!1cvTCgq5~+yq?%2i@q+Tsr$SaBVsw*$SjsWgMLmN1ft$fV^bH zpCr(fQ~y5j=K;t_(V4xHn@4v2Z(MWDkW@q!4-X&P}dBD-Di%uDh}qNOEpjG3Ul) zo zQb_A-xSa*|%RcTpxyKt?=&YwxYm>Lk@AnuMf&}qvpvh^(PcO@UPP{Fo8Tb`_ZBB2i z(Z%Wd;-xhKk^FsAv{ik?2lV?4n{pk-PQi{UL(?4N$y~+Fa4w3AIQ%ogXJ=nBe&3{d z@@k|k9Np?~hi9!m=qA^u_@3^HnLHWd@GjM-Jl#^4*>x_k$>6i_9E{Cvl2jb-mqjE| z=}$%U%m5Gcspc>E&EKShXJA zMXl=ro0Bm8?e~D#{*K8m#p`_voYw4%YUxYvY_nP8^5>yD9;K-|E_>!NYrqMbKVnes^k7h&LtJcUPq>6<;f zTqW-+++j9~A&1MP#N;h+S0P(IZN8&ZR8@;RN)EY7%!6@c(p(j97BZ>I3XY!jmNRBu zz2t@Up?2;^tIPXxG1x zTtcG1pkY5Tav(v4AAmA`sF*OAA0{LMhQh?ez~V4*09W>V<(!8JLku7yaHEa|n5YO| zCAyi9&65p$p8bxsyxjl}t`!LMpL#<7&=bI+DIq;=(T?sI6dDZufteH3Mz{h{GX+P? zkGC{qBpP7=VB+}oQLYF#kRTRbr-i_v9Zz9z0uTtcz5#!KT>G zxV8tdd|9tLvwm$d=3o&BRRCIskZTMZ^F>;$mP?QQ#iHgTjHuMX>~jfnnls5I|rNAdTQ~K!}JC zSQJP-Q87RP2yl&UvExDj0pGPmf%#aO;$q@J`=bxro*E-03c|KnC9po z;Xh;myuiAr*FwU8Bg9S#E-HT7ii-mJ0{tRT7+~O!b%lX-;V{54z~+M;g9EJ?;4Ex= zN-!*+$f*;sEq49WpkW;d=m0qO)LC#~&Z$#=DTi%OGYz|vF!lz5brDu=tZCR5pwqZu zm-|5=_|KUACF;iopx_S?Fu-D98XT(?pgC3}Y#RIu*RK``8R(ZHrxJuk0VbgSVAaRw z!C&&RT-eUjWCA2%@Bfm5RSE(DosRt!ATA;f{zceC_>lwHJouANeGTLVHYa|g(|o|@ z#4kF{m7h6*&4=F!tJmp0AOo8lzv$F*2psS`per^9{)NQFfcRna0w}4!)32QP)nc6j z#2s|nVy}Or(^&r)$MXC|*u20-7296>tL9-#_pe>Gz7O0>t+eF85Gq+=N&z`!Z1&@Wc#zcXSb z{-(`uzWUpQ-+ov5yYu(2`Pki=-__C03qaui)4pG&`4s4m@&fi7Kobo|JM6}Hiig+7 zLe+oR@B_sE_Zq;%^mphK0gySy5#^?Y1>JKgNx&dbIPkOxL*Z~SVK^@Y$_asRa-Smk z?YwLO)H;_d0^{z2!niovfZgrv!8Qn6XJ8)$SWZO&FB`ve0RLtnAjAiDz+l`Z1O@+| zDu6;?=l;z@K4_#p2&m;EAfVFz`~Za%4y2tu_^&=}j$uDwx1W7b7z_ra#-DvqaZ$iM zfA+xulm4R*3cMoxlMgBagy0`@p}c%c7S7a|S;io`$rfV}ySKDfv~bpbLAD5ihT1!DQTpD}2JqYDy!`d=w(ZuThf tY1#q>MjwU3X8UQSFmUuk0!f2SBu@+ijX6ytC`=f5J-B>XSw{u*e*j{Ag%AJ$ literal 0 HcmV?d00001 diff --git a/GPy/testing/plotting_tests/baseline/gp_class_raw.png b/GPy/testing/plotting_tests/baseline/gp_class_raw.png new file mode 100644 index 0000000000000000000000000000000000000000..2dcdee258b6c5a96b674218bae478c8246ac4ac2 GIT binary patch literal 34985 zcmeFYby(D2^glSD2!enLh$5kMgLH$0bT^XH-JMDaC_{I5Bi$v^(%m2oH8cze2<)BD zcYnM4?Eb%h?6W?M%<#T*-sj$X?m4gXI_Djxq#%inNrVZ3K(M8y#8n`W2X7z{R4t50 z;4dj|UmU=%ht8tXY8c?34~EHC@cFTWl(sVjf@_3)p%e)hT0$UiAkyOR)jZPnmpy%S z5xy6<@U(ftVT(GZ#Tdq+mU(QmcSeutK0igxrVI+AT*_PbYh0|&-fT+cvXuTfktd(J z*>ps08Ovev_H#mz5(eed3zER^!)DU@RG#si6yMDZM$h^TjXrDJ4kyFT{Mt@Yho#m( zG3GfBU)}l{bXPOV0<|DYCA$!KzMcl@?+7<|NrCvJF8K+j6yVUxZL7; zx$Hi)eYT62`8R0U@xQHLXB?{D#~G&`5x)0Xb{-Y9vbLVQyS+Jxd;l)15zGFd-z-SA zn_wRm$W<@Z7+`(UvVq*Y`m6x8&bhgyyMLqiy7%C}vif?i|NT-nxRiN2pJ@pjjBh?2 zWH^XK1>cwpm)~LEKWsUgsq{lI2;ToYbCX0`g-stx)T=ltN|#~I*_{Z3e>n+^+MnEs z!Ie(8C6wg%{#S|qbeW@tEWW$4_VBa5-d>kc!Apy-FKDM%KI~~YVBnD&U;0cW3IF-s zWrxAR!GT*}u{3_vt7_jHH{Z*a)#+{Fd(UOpSv^%KG%}Jtb$GAi{-$GkdO9CZfyZdC z$@{QLQd8G4n8Xq2bBwd(GAaMt)jKii0h<_?%^YjFF7Y6NrfzoT-FcxZneg4;4Zhp+ zN!LkvZp*7v7&}Rok)HQK-StdEyQ%xP<{mizna6kY7nMi9H#jr2Tie;KCky18|AaG~ z&ly84hf_F_+JT9^?IU*n*4x`#AZVtYz}&LWX1mm={NTZZQxAd34B;R9RzSGDw*K*9 zaJP~E>Z@P>ce(LhPFLPbc~;@wXW-T1#^=uvIYu5XFbeLu15s)HHE{DI<0~K3}wo zvQ#aun|0GI1@o^i=CuGm9vG~KhABnDDleuFmDPt@FKpz;)NT;yH+v z9@|dn>sDb#j>XZ;aNQpcmnPR7^I+4~A2ii=N{N|0Py<6&x51mZq1_*JykO)W0a_kP za>3ioKB`sgaOrHV3GtGws)4fbo*c&Rm>~|>B@e-Q3+%Fa)3wDUg>eHIQD=)7N*8`% zciiOVwIKDCsIu`%+Ua<$On!`<80?lxKQZMW_(jUSDg)$uSnG2BVQNZ?JauARErn_) zTRv^08Dq*bJu z`##Gb!AuQE8)8j$!9eVA)Gri!-xC~Rr)UQers|A&Y63e+Ygwzqmj7K2Vh~abT7<>j zaH4H=TI!B#Dr{8ar1ioaO9uMb!1@GuiKBeBT{-5c5LF&G(a){=CPO8Q&a!dpou1Z< z27*>M?VBP#g+j3rvEOe7U|0*n$*Sv|g^pJSH61~gM?iz=2-Ghrjzy-r38r+ZEc8Md z%2jdnir&H&{?eWBgxQU_MOao67^jAU+5beEI@W75TC&z|neSk}Mp7tKkwLR!3YKWV zTsdp)-r8*RGDP5TcJwV>JR=pZoHvU$?9(Tr(?;C1ewfhaEbvQ)W{wC>F}pT|hMw!R zx|N;XOsnS^2QP22z28~t^=V>9+3M|~JKyzA?m?v1tlZgH-$O!KDk`TQr+2&-eqoC+ zrLk?5&Y>{m;;@I6mc4S?N;cmMCe$ArjAtk$Z8>Vcaaj*0+;h&nNh9^zd3*DdlQq!%3SKJzWM9eae5+`Au0-U?yd6e*`D>UcFf<$boX+^>}sE$<7krVk%J)S3)DZ^>P=^{V;AmP{8HA-x-qoTyhCrq}Z6 zjqYi4x)aGC4i>OKA3mTY8^LGFC;R)ql1G2FYl6M_{{8!IpYUDPa+O08IH4Vv2)tFS zo)~HswD0m}>WnW;UnS^*Klc>_D|iCV%h)mP8}|Lh)w_DXyR%H$m?gW0_B%u+d`eZZ zj+ekJ9C_-zecvSub?5o0{ph=WGmK2_x>GqAZt7W&ko#LEOND$g_=&MRFj zOpndWW|&KoTi-)SmJx|ho7>OFG;<_{)Q;$RKQ$_J>4vH~1O)yyqoNX9{m3!ZmVsds zk;xZn(GSFJy7EsEpVRL!D0-O>@&jl_fFFhFz4jU1B&Fa5qn4pN{uD;H$E{M&r{X*d zw!*dzx_Fs{B?Z;>fREXlhcQ0}NPwL)06TBmD=D2?Tr7=M;FBgHAz7#~hx(nyX6{t9 z98MsEsCJFnJjpZ8G9S!DNxw=-l`Cf8pOiSBX;x{)4Jk8Iu4ieYWTx^{f(@_&8_>T$ zUxWB=?;{o_{%NmDi8c>j(V}pFjC*fr%r-><+~Zke!7zig=~>Fl@1;>Jz#A7)?WptY zB)idoGn_R6_J7mb;3mbcasAQ3T$R|kg_^v)yiTh}6)}zir>H4$tIbd~W6y-=_g=Ob zb+t~oiuYV))@rvC6Yv1a07Gm#@J!9l7Phwwwd7`Xy$X4oIm@)l(2aK%ob#bKh93XZ zX(O=}*45O~rs<2vzjY# z_9~s*^}Jw5i`?*^LXH+b=lWs+5eLa}*)dzS52t4K&9C_&5FScQjDT*pwTiE%+Q2(b zS4fE-ysb2A;H(nBf|_`yHK8s{tUuD^SyMLmRw5-7wgX-P?P2E= z-X8)CsSHK_JSACu#aA_=r;S%t4Npvr;UMwFf5{%VS`6*7I$S)t)z*| z<6wQT!Tjle9ykq>;Lsb;S~+Yt{<8~hHVbV66B7wEa;FUlcj6_ndW>$`yhQXe(rU4y z$muF)xeB16V6ZlGKVdFK`MgCj>r+Ggy&Tot1)r)++!-MdR^as^HZVv2>6wWjDS< zct(}9Stzh_3ZS)B!sM>fN7-2F7&O}jq2A@E5Qr6W_%Ie2el_GSHuoB=t7~omqzDWB zFyvd0Gto;T)%H$lZE)-kdrX5~-{Yzy+j$hIrP%O^-{7(dBF<|h^&$Ul$n zvLd(RwyL)N@LM${Fs|1?JjXYsvC15y|MN3`=Jqs|_PEyIArDA3iGfxj&W6%66;dkQ z-qa@Aj032UEEO7?mAvL(KNKChnseu$nadg|e|Asbzp$<_AN+Myp$`8bh>0ijY^?@Zg z1a`K@`Ngl2m^o2@rOII5rwggr6ah$jiNEw6sIach7LYunQqlfT3OA5){3uN!ROjb= z+j-8eEf)wR@+lbG`goF~Amqg%k*PB{bfFQbs1SQGS)MGd=Av@`TsZ}F$Qmop0gloU z$W^j#jyen$>upu7txFYnVfcCuU1)B7sK?A4Xst4))nL;m|5R}C61RpvfOPUpfb1&s z-zE*>Ec0IXvxo@R3&yc_-<$L4Nk9!(Zx zzca1&{BOFdz%%b$!z*Wd2n`quYkYEnQRw;KBKG$8ryk%67=pQmcEem~i7}Dp;K62$ z%m}R>q5XPf*YMG)lhI=s+H#vE&qP$q3m%_u}!sKDLBKsR^%zjV0B%SN;^%lGDD zcaWiSY9e12aW(3{a>!GJ3J`Aez&G+Lmn;8ROZi{yGI?h*dCoF5uJoJ9JV5 z7x<&q+LfkSwT=E;l{(rt1kWRST<)&688S!Vk^F~IquVw7&*>>s87veji(nu_A$1_W^lHTRl1V07BeQfB z6g<6JbVO0)e@)UKCM&s{*B}pAkqn6QQq-~6o#;YYB>ZkWUFc*}e|jQT&(A8`E_9L= zD$^=7?>zvnp=jQTfsVMS5kDHL#t+M{^Hr2vbnmOR9Sw5Z53_U;aMil+uuBwspDF7H zm1Wkv8VMOP8Z=6A;*;l<69ZUCv?|Xhn?qgbG&n|OzV%OW+G+4a>K!{<6F`LEwt<7lwbtrVN^6@HF( z#C{^d!NXQ@&_ctJJlIxV$@!!>f1vc@hvI=z$HGtjx?o>qcqclg-*IMGV_-?={Y(_ zSf6+a9Mkc-}0Yk$$;KczjC2DC__pVx~Hm73(3 zQf6~DUW`sS%9>dZ{ChziB#Zf1K*rpOh}g^u_#X7!fZtix6-^&5mz<%@?SDTZE-yAc zeq-gu#YIj&KE8u@35N5fAg7#+{5pfZKi$ieOSHg$6_RP465_?*tuwP+kS|!Sv#?xp z@uSjc=0=gSnus`T4|ZU@@WWHB`v&J$2N-f6V@kd%G^I3F(}inarChf?%Y`pDf7y0F z6D5GC?|E4_lFT~aj8$A9L9sU?<b%@`X)Qd8!rLtVd;TyCi}8l;mFX)jGXzx!&R) zg4-?K`=kVtmg}z+PY>}^Nk?nxysrOdwXvmayTn%Vm%-a8oJw{S`*6}Z@aEjU!G3HU zi{It?-I>e6_!$7d`~NhHXd8y;21@1mduz)IZ+~1OK=c|Sy2Ql9wpOIfF4SKrN4|zB zHbVaqcSnIum_aUKvwcFsW$oZ(XYfXOZLlw&xjJ-2dph^iz(hj2vf$MpJHeAb%-`kX zXo3=D61eQ>2;<0Bu38oNy)ux)KsrqHXCxY=*U!#N{Vn8Vy%#nePi`MVEad(@5?`)i zlG5)5Vz_n>gfRIz3JSV$Rmx9jqTeTjUdfIyWJxTx6pQfo&N$d7WMZa zw7JfkF)^U;1pEkEiK(k zTd`~Lu_2H!)GvJO&qjAn2;Fwqu_+d+&&GyIU%1!pOvO99o(?wc*%;^g=M(FGs1UfP z6-1np3LfuA>Ce?0sCb6W;IZsaAYXs3n6B4SgwnmHTAKxU2X|QsaL}iOiKizjG_G3X zo&5q)u_OH};IYT2~h19kd$`_JyD$-Q$sCn0{W@IJ(apZU1 za@6BHYh*r%pmx1)e!JY_)`FhjvFF0xa7s+>*m{-yW+c@W3HRM zTKS^G)xwztz3;-*^O{i+y!fYZyA@WxP(?#69j;(@9^q{;bAXGx_n`1%H_-YTA9HGS zg*eo*go=1-t)GYLA!LjdP%CsdG%8+(%Tc6S+-0|Tm1IwNN_#3ViTMqVc4zS0($@Br*#^SZ+Q0x+vMuOh8TKwDx#5R}^}DzVI$5$Kx;Y7awB+bA z{Rw(_$bDMQ4al-OApQ=&bLBr@yIwDDLqSgpaaoF)_gXC>E!UZ$ORTx$q8Ce~d$e#ydqHcRpOU7KuO~!mSZhE^EVVil?KhE~(o3-Z?+}vdaA_s&F zAP)!z(@>#JI6s$dK`a7QU?kDAf~({Ev%EAHJ8d*BHOZ}?T{v!B5fXj76E%tdsk~Cy zz@SMBn5n%Pbaa=|g@fz<`5~9Xy_FQ^T%bNcO^9Ivup3H=U^g(w2fq2;|8@g*6WY6x zY&ptHQlJ1_th0h{mhm;830rBdQC)~n^WGO@mw{KZF7Uty&F%+o1hNU#vAnl^_8GH! ziZ;`Iqk7qsktv!rt2D@^Y0C}hY9*PRQ|4COEK8(~#~hAOj^(-uHZy&vUtqU358O=Z_oQEEFWfY;--8 zZsT)DpkBDGk$mLnkTAIVO(fXhsV3ZXg9d_?srH2LD9-Kxp*wuT|A**yh5j4K@AB&Y zuEt(+5!qUpeC1NsbM_Ix zs3z#)@XQpZ<)fI$3| zOh9j~t(bau;-8+sDp)5k+;M4Y>Vzgi!+w1&uLz&Y-P(gP3)Gtx6nE%|=IDq%MuAMx zVq)M7Ropr*-|d(Q{#*Kr*)vhQ9cjS!kq{VIRfL&i3V{ub6a-=TKJThv|NCo`oW+kq$Rb97OHYr`NsI|$?;SZEKA20I@V+s{f7$YapF z)!jGyYxybgioC>QK-iEM2%u-V#1JL^zvaOV!_|!CujdLE$zB0|f_yUL%v+D|Xj30( zY#^`OneF&0B%2)ypKy#Y+wE;J7^8Uofl_+(;%IvNzT?JqxTkM7E_Z7_?X;X%PBmLe z0Y4qi`}Kz7yYANE>lqsW4WXL z=i=qOUK#D)i_YOxH6UraE;J~c*6wrPWhW&4h@deA4nkBO1%WG3Yx6!;fY~qa0i=Yi zqx?98t?3K!Bsj}gb1%O4OiX5^&OV#!F=rfq)i+}9hiZJW z8X{tx8z8cA@(moxnnRF(u{Hgf+9-GnP9?LRPw#WY?{#qoju34oKVKMoAw05=3yy># z0E7XPn7v&^Kc`8|$cioX@W=*G3wCA+mLy-$7U^5na{@SiRE5R)-S(R;-|yqVFe^un z9r&K4yZST;`D{IRtw*z!!C@7T^F9c%6e9TmIh?FKkS|5RV> zO>UE^*LgDu*cCnzBl5`);-Lj@kzNeNQpB6$@$$uS7O9t=7DySy1auWtkN6!wGYc74 z@uify7e7{_lWo>Pu=qRGx8K0G&o=>oF5Tg4m3kdY-h6mEowBH(j%ep(yrLjVsDzs3LBH0BhO9u}*+5dC~f+3(nRd^_i_4Y zK6a@SD0SxV&9&~&`^MWTN`C#&WA!D)tb&W0z(n!yeh5iziGA0XG^Hx|7JD* zPXi<^oo@J1eCHGO@0PEXI)D%IU)UIa4`ucm{e+B^Lb(3toh|EUjV{YD8p{)7rt5h@ zmSVN)TBEa~_Tx(2-TT|WR!k|YpWJ`Vo_Gr)Q{{SVUEi~h$SS^tgKqH5;~{#3hqtF) zD7Hl5a^4k!`;(!gS~-^)a}Up0@#1k4Runz*G@92(c`O6P2VyWB-Nt;UkL)GJu~7$pkC+m;(a5CP^=LkA%HL z>{{WTw}-n2F?p*3?dtrJ8_kEtH0sMjr3C?+u_v`|-+MXiHRb^Q7Vtq>by)SQb{ph>&FB01e4ahJkxLKh`(YeNBvov#pe5YuoEu)bk9GCul61zvZx4Ui z*1nqm4@Wk2X72`FvT^L54emS%I%Ld{_6;Yw0qx#r*Y0ZsMIaH0qP(}Aqh^GV(*;|( z4qqys9prV}{igmf9AocwhgPWveW9N5nF2sV^E!>k7+)AAgMV$ z_H)KTgum}Oo4i=LQ3sMv!VW-H3AXb#sUcmg*B+2FTG%K}bl(GrR0EcV0-3yOW4`Sn zDBRgv?I>F$C5@w8M*Pw^AXD5uOH8M&Z1M8@S6}y#vsIWmv|Ej5r;Z;7k~QKeu0qg! zJIt@ZHgeF(o-|l)NdK5E6uOL=myE$BXZZ!9xEWCbu6@4IKIiD5wP}?~9{n5wO zv@RrYp`E5+z{C}X3Yj9qlp^3WH7%4wI&v5Iz0aNR^%*ohFN2pj@$pm%66vxSc&7Zz zIMsuew@{z=90`_1`^MUz#K#-I3_)^r_51}Ue3vr@$nrNZBT+J5>#%k|1d;FIgnG)X zvRznq!mk92LS-4Jc+M zBO$1&LF*s<^cJtKDP!)H+b@3Ci-hX*+81d2pbdc@{~Q^3b=xhF`jHf8IKP3f>jY&baKD~U(p05t?Q3jBv^Ry_cbB1n{Qf_}atnaP z%h4c%3qWNHthZY(K^7G8@bFZjxBKS8xdDc~pzaSll^}?a0F_9_Qp!T)oi-hLH(isQ zywd?g4Xm=jNbXjBLaq1*qih0IJfm!nN>kY;78MLj0({xDT7p0(0nC7ED8`b{Bq;>k z5kx=Yf?LAz>ED2jb{lcxL~pz9B6+P=ofn$?``CJVvvk_Hf1|kYzv#l?FBAKkqz#O+^SVt@a?~~9RFm{N zFqj}|gKP%9M`8z2TD4Qf-IjmZ_^jVW97qbdj)-Rs?$?y{{HKZPLiU9TM*lByUaw#v zl@3BQbQhMlAnMm*JcYK>i)tmpmpc2`Lv7%D{mb5OU zH6|~5ys`cKR+5u1qn1}Y8DN5L*u+-!SH@C4uAv7aRQoH!#kTx?>WrKhN5vGusHkei zE?k8tTB210L0{~|WVeD{T~=+F(q>B>Vk-+~|L_wRh@wm`c?VMy;E}m?eM7cfA5uw!jJ^F|pk%G><*$!Erlx<}NC}u! z7u~)ulAuA%rgl73Zm1`$9;59?s%X-_2^eM^QXx-Pb|GgD4c8IiF3Y_c%+J+HR3EMl z7%e~KH6oehmi2Y+K21vKr5SYpa2nj3Bt8D(VmD+oBYUOENP5DAt+3;2-55||b7^Ia z010Tu)gOVRqDV11EDnSOtH-KBk+r?8&Bac$`rhSog_xd*NUq2~$$1T}h2R zIl4P)s}^l)V(Mq_irBID^698!sjLyGf`KI@_+Gf_)PjHRy?1TW1Ps38=J)RPo?@oj zy^>n7oWB1}ZXeR~=NJjKsU*GyBiRLrMjB!`W@7oVF zq*a6rl*W!Ue4Hk>TJoVOAy>>&p zB?UjgqvTY@eV|dHPoT^kRc$D=1jz1o_+Bg5zjfCVNzB@`7ggSEO8c&##@2fE=(cPW z)2&UL2$ZMiz8lUYs0WdYxL%7qH@hv?%Gz>5BGJcX4|^?4OBCdJ=ReP0Bl|g0RcE*o z3{ePTMz-)tphLDgI^&ZC5_-0AQ1<~2?7D`BwK)x95nG%?**Q5Ij#QJ{ExE%Om5aq4 z*Hd&lZ8@qjYJd<@1W+QB`x|mgrZy+V*(wE%TNyC2>U&~e*{}uj^n$}ClSv0=4!IC5ud7(@=gVU93vZt|Mv7Z&~x(^^sxaj`j1p~$Xn<21;(<~^W&zvvO>LGIeq?1MJqOCHPta1 z&F_TIKyp%i78%pc;R+JWm^`wjCS|Ij3A94Qe42ulEsm9kzixvs0 zm)F0V7)*#l{I13VD0hVcOCghxk2T9!&6_?ovy=ynmknENJ!=-6tz*6>A5h$W7W~Ce zgF)>j+C!cv$-4T*CLhig0`at8H&_z3}c|Xk*V1vyD z7C?SJvXxUe`yb5K%wHg0A_SEJb{O6h^C*P;^vcR#+O9k&0CJ>69_C|1A-ylC8Ro4qd|nFA|?lGA2fKtrtxsFZkG^ObHED*LqTt7cMe! zqxZ~(qoTHAhpBxiHqjYs*5PQN_!W@DXYw+{tO2dAxbj}XUI3T6lThc7yV7b?BA|WK`C7`fT83IxXJL9!5Bg{m*kWsgSWUOSM4z?2 z_Ds)_b{T{4vDM?I-Hb%nKI2qdIkhd9Buq{;jvs-~QM1_G_DMA>ENIux=19;gvjQNM zM%utR=lS4>F}!f;--cC4QdrwRwt)S_N!C!_sLGScU*KheixskD)Dy$|+&hX|GMB83 zbJz;I)l_2*fC&Sz1!iAlOyO-T17kwt#cVAB4OxMkr)b|5DQgYgVw?F>O;eT-B3EBL z*IP9ZBbF*QY}qEwZjo_qVCItweMo8vzEZdNpQ^wsUQY{i6!?68j=I*r*ygVin=Ih` zwd5(F^adYVM7w6jXhr1-yqA_lxWHsMy-5-0yfNBKdj+-+#!`-Yq=D z2F%`x4hDxZS!^P``ft?yd`h;(R)HE>u=XXD!3c0?O6a$+ILcel`Qj$o z^%2y;-pb1rY&sL^%uJ5NFc5Qf%<2if8#baPk{zrrxy)k(?s6UrIt^+eQZc~0thSn# z1KQcxx%xEyX~S%Jml0AZbp~KAGLm#s>B#B=P``wzFvg=}xz+!jnwCbz!Ja+ zZ7efxOM!%Qf@1vw-oGj=_|Wy+1#zTWB<$+A=}1O+ycWbo!UAvjeRlvw7#zC9tU00jK+ zL`u*j?t5#lSnN;x$+_C;v19Wx(M!_YAc%)5aMhpy4qOazx`7ywiLooEFz=$l@S+x^ z4T~h`t|Pmwb&W0ZByXYQcwr^WS%<9HxAT%3mWXf#X%#MmDQsa+6~M;KrOBN(>p3;* z66FE04?v`NK%vaZttw=NjrP!$CF6I0c1!}3VFx~@2N6I-zyv%Pzom=lkj z-epy+%YKe_Or9EbWk<(};{kDcEpIX?JDWD^F8p?4gj7Zk5puHPE7R^Ic5gb>&m7Z) zG;@*4((gML+50gZMRvYGkA!o|qRID`I!h-2;9#KZSe<~Vm5HHN<@JS0LahxrERl16 zN338=8m5NW@`J?3vfv{Rl;Ic)jXmQGXfoVWDK?>FBc1(s5wJCk38s%dvd%iq-62o1 zzNZ%hbLB@e?FGTkss96tPsyNk&ucn3u39VOqQKsd?I1mWXfEbMpE9c=BmAdR>7eii zfIk3NrJVZ>{5Y(p$k}gkTeBsoF&p?6nt(?ATSR=JrJrOhrRA!J3=(+~$j%9`{@Qkx z#VM@+CQkQOBoLHJK?=Bu@Z5CcJ%|kK7D0Kh2Rg;W`(kxgCJVAwLC?~f>p%Sl4aR+? zw~4Cc@m2gI@Ss3aK=xX5wAA^iEREbc-Y!GQG}(;rNnd2nmd9AChz2}TV+_6 z@&Sp<{hOzQ1vNVDS$d@0!f8rvz#oG=Z+g?!Lcr`^C}P$M`|3Qtbf$=NGoI3Rm1I)W z|1^kAoptfo5kd(FGuBQ3>YDKB0Yh->>w1P%QmUY)`qWdQSyVn*n4zpf`@KZ(hI#{w zi5nn%nykKy-knxW--;>w-WC*s0sG(j9-0g-tfK+3`BLf&7A*q#CqF}|3s%T;Q!aEHB${t>j#7~Gu~pEeGyd*G#S5TXmLHEj3fn&79DU z)a=*cZET9%Hb7bXkzZaRYwA^HrvY6Vyz+Y%kLO6xlb+S+1nwO?q0=!H!_s6qn#$B~ zmO@=i!#9c46a?jFGp&UD9dXgN zbfY?slM0Nzk32h|Z(ye6wT=gJ_g%^;~94i+h?iBTlWdfG1x}^?NVm12C#-h6EWRC>5ahCFE^Bhy^H@i;6kzh0J?afR@Y53nv$2e;O<{_tjqaN9BCEu^x4(r zzl|3XrMZ-zOUz9IcA$n<^63kIK(z;3?t%9w0PxwQ8c~3vt_6dVV9Iud%Z>ph?4?v$ zXwE74ub`Ser05Mp*}$Al0OwCGO$0SRZxHs<1$8E%rhr{ys}S@N?OPFbsXWj!mwGzh z56b2Aaky&-mUgEAZfk8+?IjWXIcq$Jfdb_f32Z&fJ6HPl7MiKVmR6HsgFgO3-G z+{Clsg9-vi83=JqE!0!b3w$`(FfmFV!5(;+r=Y^L-&Sc=)340qq6u850uR*IBv5GH zmyy(dJxLQktlmeA2cDq<-~+TK#SN*72FS>of>yFunzB5!lX?Fm3KfWQ_t8%TF@cU$ zQKN_d=D;Yk-D#RA7!{@pzYfj0?q!*wH~7)ntI#Wc(&)e1 zuvD!Tpsx_f22jwbr}Xvo^X^}}045nKYpb8Uum?O&#Q((u^?q2~$b!GJFR};X5LYqj z`Y&kvI8W_sm`k$Y`=9Qct@Mo)IgP%mE)l{0EzCW#NLqZ%{@pbvyvY-i&*2R5jNkj7 z>r71l401MnlvI$NzkE=QiI&fPkr>4eJ(@8W^7uW~C)^B21N~WZz2cL}1=*mxyZ#{3 zk~{-29!h7xT=8HJLVMlO=m)C@VY$H6{3;g@c|?{07c1MmXc89=nvmW4#z7{#n|q|k zg*b7y`&e0*dV$ojn>I0u1mvg5QlOwxq#cLbO5$Vw`^Wd!+9j8!}eRsVBYp-o6c^qzrhf{WcB@UTyJE8&P51 zv{YJFTG5iwl2xYJCfrnE%Fv_kqMU<)@+`kV`T3hR`GQOK!pqa!ySpS4Ln+i)lMx?9 zPeC%Mz)znJ^Pl`Q<|9|_?U|=$f8V6Ae|eKtGmfP_7RAaFgz+Wd-tRWJ(MJLg@+Nii z7<%7?rx*BM4DQ7b9SRv&dM>u{ELZj|{i`QrE?j>x>7uf;-}+onX7=`ef9<$G_fFvK zH~UyaQRA{Gbfw<)93L6>Tho3z@ z!J7yeGz`IWuYY@3{61@yIfYyXX20C?;quVa04kPffqAucVM%cKQHm#s{~IodsA}v% zhkT`EYlPp~zGSJcBUET1sB$6gLl2ag>W+KEEQQ*Bm1`LELPC+-cE64vQhkTqNy$64RS zr;)EZG+^cXT;dZroXh~X(%H#5yrS#r-HEU}dHV2co!Le0-}LzEJ=rUdO`LnwUytj`7F6?0 zkOeIE;B33tndD;8YF0B+WC|n1_BP*X3!SO@Z>PJ9#tlcsbCWr5pd&0ahyPbEz#TES z-&(>vOD*Kj0Ee2iq-^>kFoc~a3Wt%dWx@d_^baCF`+8alaQWOC!%r^nuTeh@FkZOd zocR0Sv9)`^Q*xSXtW*eqWd;iRG1^>o<(*Q1XCMWVyT(5o_5?vCxrM(;a^F9PL=A5l zHk5q*&?vTY^{2)B^IxC#NxKH`)1=XD{*6n&Bk$F~J*%K0*F6lGD%k?|r*#4gsiXfc zDRTZeR4evJw?C$w4Cpb@#js4-{-r5gPik;~SuSPjG2R!(ZM#>Sm-j}VPL0|YQ zU2RK-`yH#OeA&c5e@{00P1q(Qk5)lrvrp52iF3bs&5q6K`=|69-@}Tg9)AhAk{7a= zXH>xgeNeJK!uDgd{iP;6gR4Q!Z_M@@ zFelGn8`6vx7ozkzR}11C&N;M(?_+V3)gC3=jEw0p>+6Q{-`T*XW;?ttSp8ZMMV|@M zGu~hvH<7%=p`7DPADj`V{d^dW;X{hvjXq3NfkO9GI_CKA26RJ=?D}a%(-sjVVBV%z zv*TLb2RshQ(bzm6JIf)S^O(^J@jjX=cj#@-*&Au{7qx#Kie_;;pQyh(r1%pak@8H@ z?1T(@gaQ#b{v|Z`8*``=zn4qc1Eh{BVK|R%4Puo?`TjDIb05DSN4h`D~b6BH>3-K4z5#DsSNH zquZ;H;6^`Rbco30XKyk;v`R7(&e{U@DsB0v1Ze2q|Mm$)smlF1zJ*ylB266LQ7Mvp z7cj>AIOvl_vFlGG_SZlnK|qO=*4!U4%IA{$?99lp0JYN%VbJ7y0CDmpx!*2iSywtL zUQ8o=P*c)r^KRX+fvniY(ba_}CG0T!4fz1EE>7uqzS1jWNOsMOa7v}^x}O_Akg5_y zNyk@Z4MZsM;K;MvG3YAeA14d9VOS^5Jb+Bh3$$OY;haAS#V*}VFA9HBI1~bWn%$%< zmDsE+@j<2tePOrd_BKDkiw79#@fHGTP`&rx6P-oF=s)+A8T#d-cRBnX^COO-{4;`E z(HopT4GHj|k7zku4SDPT`$x)37-jfz^8t?#aqr89-F))IQEQ$hcqp^fkB_`HpE02* zL1v5@Qr$Ti7G;jFkjwfuRYJnM4eN7M72!=dbXPNm|YN2_82+yH}A!)|8sr)5QWrN zOmzy~VqbeGHyHe@aE8y)AOR;zsP4-R*wG#fAOMCfT1p6%u3M}=JblEnN8?rM!W9bK zUlJ2_lA0Z@m~$vf(26==tQd2;gk)~w%_5#UE42FyUnX|fk1Ex0VhsX=n>nxFX9|a7 z?5w0c%eXd@qy=c{iM6!{6UWP#|*PYELiltq&X-DwtLd?1xKGQ>VWK3gUgG z3U~h%GHAe)@H6`E%@Q-e3D+~~2dn{OuV9?m(ORfjAAO>z+SR^VsQA|5;lzH^TACxt z*z&afd)+tNZI_(JS6#UXJrX*9UfuL3eT#DFxd1bNBz8z6Px_O0FTUk^^PpBPj=YXA zd8w~HVVS<~)SeZsHxjm^HtcFw^!%wJkvC0;X9k|Z?G9hk^uT4YUZ|wwQFkRiLI+D3 zf9;Hi^@U81JCDiE;U_iiYsv1H*wpK1bG-Q}PkJDtg#;LVV=T%mABjAD2n4;&93VG7{<(*>PEBFNp0Bktc}EBZC8@nqD8!b$4m@_&!x+v1 z*aK-mjMNu@vvPhyL{&e9;qRM0MocRJu$1$h9O<#RErxxRUR z!L-zJxX&-dibL&NIvtS2N)HXKso z+al_ej5ep__>r&MFaA`+9GxhujZK3K#A9_&!{<*3Ow~a6{2WD~ z{(o!lEu*S@zWC82E!~}m4iS*5jQqpngk}e6QTj>yxmJ$(=4g~}RM7sWS z`2Ox)>%PA)?u+X>u7#e5d1m(P`0SY3Cz&B6W4SYqq4V|wA+%CZG#4+mcUJE8z7V1* z><;HYp7Q;%4@!FLr|1dBSfa+_(hXRV7&hdF22_8zT@7Hp@9MgX?)3Tn&Ka3ATSPv6 z)oWqu31R;y{kd)TG8D@OU+TRhMmz$I_Wo^m_%Z>q66!QRO)?u54&l_^UtzAYV*`R1 z@`Xn<5a%{WNy+mr`DZWhMvH4V=9fCr^!PnO=|2G*l0C9vI?=KgdtL4$zrhYh>@yee zs252?G4ax4GoB^D9^~mB?gMM(-?i`X_SwTMlIMxoPREILo&I@T+I73e*k1265e$qW zP5TV?jAd_#vs5qdMu8>=HzSdjCyxB8_k7_{3IKs)7|2QynBnWT)n2_LV$3id`gj5E z%$T=^ZS)xDLo=%NZcbwVvk4@%)YO6>Y8neU_{5#X{1l3}=^lDyaLG#6uFZWyVJV_G z7x&gEexK3{(GHPKM*00(uZ1R;Q3V#^)nMqykt*;3R|fxZrM4UYz;Fo(GUOoI1rDhA z+-zqSdgbBB;IDekBD5sT6g8{2Dx%r;#t4W@0(=XAG@!Ja&<+q*D@Z`-ijU?I7ou8nsjvXD=9&9ZMu z_6}$j*|PcDs5z2g9AP(08h_6J`EBncB2?28Hs)DW~yvPlcHZTc1Pi z4({ z20~R+GY=A`(@T12*gO}9fkPffWc{62{%jc$YeE6v4^n; zPrVX7+L!r~#(%li*--cBlbQ&X8fp2iRkp_M+~XJ2c#|^BGc?ws^;Pa7g$Q8$Vw-ES zNM(V2_NHd*!AF8v>xK+kDFTr-Mt)F(!>)B}N{#N%V#=3e)|>?(qV0Fy;5YTsYza-G zWL(y`^MqP%YUs80^%^mK*iOJhf>w#2vKgI`V>TOhus<5cVh0I+QFAZL7>`@t_=mq4WrVJ8X$LZ?wGa{+5HV z%X62qD)S{Wn6mF%&r*xLk|9C>XM2amPieNGC+2T=MI&#L%RkampS)E8vZwGhi|d~e z?miAJP}0zBUS&dnouX{HLOQIki|llh51X5-^Dr5PJ#k+xb$4!NljJ7=F_|`#JJ2Uq zyktolCztxG6Ae8gKJ|`gcr)Zyjjqdtmc*Al_A^=K9d7|(=`xh^m~gP$;eAI%na~o% z6c>J!@948OZ!f*}`Mf$ZUciQVDD0G^OM-rd1R#!EbCpQS@Gmzla z<7;UEx{ENtS?p_DFpv}SJf1EY%hs>_G{_ca)Z0hMMM#OGXj+?NvK2-h29Mkj1ONPN z_oTST=5dTd#HUU9%awq0^D4vd5TGu+0?xJ`TkKLHqdgb&|55?qLWs0@Sf{bYA$qI@ zaRmaJADL47CnhrFPXRz+s@*!23ztG==EhGb?94|HBS6RBamdmGqd&#s9}^BhY;RYP#(A8_Q8IWmqx>BXu7sWC%Iz={+$Ou;9x5JPE_bnZfnRBh}cIPz+H* z3ftgSNwer22~D%w5&)qmtSi%hPz!mMx;^i0$`l@AE}Hv}6iQg;a9tL|J^M zmRvze7g%WzM7s!D&lG@5qKlxARmI2g*XE_~xzs9-iaUzfR#Sy)f}yH&4V_q!!`klG z$Y2Agxc3nb5;F!8wcr!arSN)JOgSRnFUNCFe>S;Suh{`wnes<71Yw8L_w1M+()+Pu z(=)T>tMygH*qS1k+u}ZK1mYP)`118^O&laB59qp`Db!-Z$0q0=Ko;*lo0NF?E(Y|= zhE?Xg2By%>oYIIVc|ggP+N7OAK$1$$F%w;VdJV6imrzYQ-3kq_h+@56FT42AmdGQKux>#z7ZWXt3c*H%bL`jVwqQ1LCuNhMuId<+^*7@n#>j zY|K1#%v_cuuYYYBq80;hs~E{e%N^h3;Ukb^OOLeI1|D-fcXU|^(4I+Zf>CN5Vg1#* zR#y)cVgI~ixXffy$)YZifR7-5bjyl?XR{~8tqOg?Qn-ngK7y-rElo7uv7rZd?qq+n6ZWsr2sEvZ z`VD74nODRmzKB&0=`WF<^+H*vh(ozal7Apsit1e23d+7cjTO1FLZseEGbM*GDc2dO z9ky}0R8VLYz8M#jMa7D=*miVn^d%tB6|WtQ0UnDq|HIP0b6N&gf{mdrQvdk) z=EawV1tafXujmE*eEhw~OgEm}WgH`v=c68M)+;=PA}*2;A0o_!*};wFX#H{9`ztsc z4*xujp^&0vEijaV()hyc4z~ztjl?M#>pz#(Ss;)u09s`J^!ZO13zaNaa<*gsb0$6R zs{UE2F4{9-Pmgp+6|ch1N4mR$YhOD`1k|iQRP~U@N6{Z+(H~1Kc$wvhd$ZxT=}w@8 zWZKB)`a`WQizHLWcl`UQZFYjCXskXo%#|y`lN(PuylA9OpQ~<8xHG0~5` zl(ANG)yzPwS{%d`^Z0J``22_BY+?O?ou_Z4HVMUV!}sRElZ=a)9zrFYboU)ff#@ci zKH=o4{C!Msn765GE^G{+`=Nl#<+lqzwPm+UGONPc*zDAjs2D3?qy3zfr<6*HYJV zs`gmR*EC58YH^`b2zz)gr+mHC-4XnFCGa6>vn$p~D)9?ZE92t#J8&C!4A$w%zm)vy zVefZ?YvhPg;j9YEC}!^A^0OyG-OthajiYLI@L>eK(Sw?iI1foHQNKgyWa8m~b_0%r z8%+z&eZOZac|}EI9tT~F+ML`td2##Xen-+(gy~$uv_4&1)8Tq1$`Mv4#oDGO7!=T) z1^n(j9|&8Rk|0*#%IcT89@Go?6L!$^AgffLVViN7cFks-6PrW0N?# z>s9pgZAGb=goK2~+rUUXXwfTH;P5n^<43b3&GHwIW({ocY)}=nV2_G9Kpjev!)l$v< z$884D@L!n77z6}q;*~Gt4fC)k1F8>xsYa>WDk)8yDrG2&%D(=Y`bbZ@GNrIG$_1>l3k3B#G>-OeoxMpXf zdpQxr3tqN4;ZQHy=fOEJ6s4_ALDgZMLG_bMuhmZvibt8D75X!@R28`_up;GRRgvoW zj1L=FbSB8USw=iTZ*7o*t~R!KHxnt1CyGuZ}0AgvBjKMc3*Nb zssc&&M>yW8cu{^g_$Z_7#?7%IGgXM-Z0uFRTr8``KlFKECjP}M9JU(j_1RlLlZ0|e zAx14a{{=~<$9U%7HQErT#^N!uA%YqUw>XoXfO{t0buGOG>QyQzhSmo9SuhOaz7u@8>xm7~qjsnioxDqjHz;;EyEl@^R z-2o)!YP7G52?ExlCf0%iOqstw61y8{hIv}I)oeU{3F&@)#AYHXjBSjL@}Q;UgF00AkSAtf@on>^?BR7?is+ewpCq7E4TBb&OO2M?1{ zisvTZ;F?C=*qz2v*cEjFJcz;j?W;XD=A;ikRqUOJN<`QJ`d5+7z-UHjhU>33HV9Qhz=7`m-g zv60;GW<83Gv`z87qPIcG{I>o_oErnF=EXunf&w0J;Z+Z#Qb2<2d;odD4Ghq-f1?`H zupy?!E4oPb$)%aLU-c^L@RU@hl5A!@@+7b2Z6{_ZJ^3?J5a(rp7R9h&ApH`$aBX>o z6iP3x8*^9e24b>zX9=7~cY&=~?Rc7k9088IynAAj3Ej7={*zDlc>rbB-%L38?0n*( zUGT<^xWzK5tsRJfXR!;HX;<%3ub9%!BZK`lIAJ12ID1F)0vG>k-}Fo~qVa z`I80yZNCA*0#Ce%BOxgt(x8i#bc?*ZEvQHK1H^(^B~1oXA&`TW7dx&0y4Y}3YX z0jFGZ0Y!3YI2;ZcN`V8P9wCNi&9dAf_#mKL^KvEnos;hQUEmQY7UnH!^u0bzUh=sa zVw3cm#+>8o?`(=FONzYa6|XPGn%Mg-X7yT8wVFt%>fp20D3$8^dpQv^KoO`Y$UAU3 z9)VanN-nP9u%p|8-oe1DKP`l35?$y)J|D>-bxsHLxF@KGQj)F&dSAAXyeg;xKgU~a z%r)GQd(%-w+%}!iaFTuL!^!Yo?@h2zAfyaO$no|gwU{`NWuX3z^=ZFBhESC;JX4pV z;Np`?Ri+f4)a8i-sLaU30LjRkg`?Y8!y_`P$HDzNi?Msr1fk8KDbg2xr9At{;S-2}2e$YMol;Yw zLl7=YN1!M6tLu3cqe&Ad*9chSD4ojcaNgk2KTZiabK~^5ZtJ5KZzr)DKTXcP+ys68 zd!lRf0q<~rb)dcnzr)#IS$(F=+wkZlv3l^?W3LT>x1)4e66;NoUS6G5xBN-LUGzR7 z%+xVKdb;z~iw5urLcF|b$wN<@UVD-?pSv!#;a0uSMlXlG*VZHKy21x|CS=K87R2rc zqk5U|qaH8nO=$xUD~*LGpFDufH56mj($e;@x)_C!96Mmwq-^h5dQdhU(0tlhXrB}y z&-T_xN2%(rBbcq-l~xQJe2ZzvazF9qkZEfLLz+nm>d1*_ew`2OI|Ua{GBV6Y6S%MU z%5R1?`Qy;m5ea5Q3SH7~pRZ+q(eF)6j#TbvAe}u2FLxB!vh%&it)8p_CT#IjrxM3) zlp*;#Z;Id-KQiuikQxy6Q!G04-BZZ$_zn;d&aN23U|pZj)~d%xb{zUidDGGM>{C7d zbfx$4%{L6ZG%4fR`cemK&CYM};K*VYe*XmcS)_CXgdsfVTkl2T0JUt~u z$~g?eH^5&-%zG_ssq=g|^$K6rnn2b1sCcY)t##@3`8RdW7CC$h?({FK^B@cW0;Jd% z7SrR=MZvLTvul@LH2RCbEo`~95IP0+WYgYOTgUkTgm3=(g9mLCMbO`TJ)@I+ zJ>cJ<=_)lw-19jXaCvRp5(=fMO+c>7eLQQyxp&L?MLZ|BeQ&q;C7J@V+ok|bqSJ0K zVCjwTXODX#b*qz9Y_ZHaB(fZ77fx~4Up=N7oVs0Q-+F9Y+biJk!|f=gEyWI70GTeY>f3$ZPmp?-^(x9`eoImYa4bf{Bys1ckf z%W&7I#af*T1VvF|qch5W#@)36vTv2;%3?si`Ba@>gVF}KYP!36E4;R-UPv&_RpjB< z5VH;!U98)HKInK)DaEuGjUsyJc^{|5T$>GkxtjA2-xq}SfiIAO?vF%OH{s@}#lPRo zt-?hxDwkblFTe%N`SUZe1vi0GfB^jJgNWQh>+GfL*bndPd4IA`b{2Q|qMb_O@mnts z2I*ez%dgmOzBvY&Eu)WZBpJ1~;e8{sTJJEe4ov^AT7dtQq9&`{kZbf~wIEJq;zQO0 zyZ(1%f~)mT#^?L7ipfe_Nn>_Cz)D=NrO{qDtBSeZwBi2Al!vg8z3KL|MFG$^YAH%F zImmDYH&%H7{OWqe*@vRWp0TL}%mD;Y=f?uY1Q^o82MH(Mq^Y5Xf?T}=ADs~XyLjt{ zFrNqxaFp&&2IUYhF=}k00U{opV_e3W@E+uJ#6l2@Y3d9E>a$eb8W>#=;STj0r8L#^ z-BG?LQRDj`7GZ1{%uB4BY6vT2zQJeIT|ri17V&+-nB|!WfC2Kk1q+xm z5Wm5qvcGRuA~GhddP?v9L9cgy9v|(JC9DI61NIIuX8xitb$3uJ6(DvmP!m%ITYPOs z+43M$-E=_Jd)gT$Ea+-Kf!oMow*S?y4cK^7nNUjhsyK1SVZ z{HrGtH1Brg0a$}xdoS=_-@bDOrVohM#GgNXjqO);B{NYDk9SOoS_uUy;TD5kGL9=k zohX5<(rz34M$5$3#U zpC)|4tk?fJ|5{9}!KC&sf7@ORsMD)II2Se%;SV*AQUFy#npZ7Neq`T`CxZcVJ>BB0 zjVBorzTXy9>&7zuxy}CMTS%^kp?p;oKFR~&mezGNq5+(j?^jL*5QjWd@&ibCk)8PE zIxpg{Cx46E{9lDCV*{y~XA#yJHM`{b@U@d-3y_o{Kc%5lP!%`o~j zDH8$m(m+_yxvWuR4FZH0g&wpoValh+aodf5IsV}a(qnZyn(3<_85w=7U(o@RBf~8< zUsmJ56An~2t&cg~4=`B!2U?K2FRYJbWZYuRR)RO?T zXns;;pwr$O&xc6e6A(;M^Op0Ge$-i0xCOo-kz3Ix z9z;U|RZ*V{^B-bgTG#}1Kx2Vn?27^OE0Dr_bev0abDdm&ZwG#5az*RUX-5>_5WyWp z9n(javzzJ%LUJ5P*MD)6nsa4-Qf2KO>REoco!a;zY1qzZV~!le$wE8SNDyQ6%fX^;x>${?CsiyI@dCK~ zGs55;R?&!)eEdQTM>DEqhLy%ErqL~daC1A9B6bw0vRZg5`NPk=dx>V2(1a<|0DH6B z_VOeBDKM*07QA0Vev>8#zcA3#u)DOQ;c)El`WvAfgFMvmp50$frKOA*NR$;cwq@R{ zKU775mH;4w`VZc^(o2ZqCGs`}E@Q2Fcd%xO2V(P+0kQ~s&jxXhqTp_Sh#QO9E+4T} z@yRUj+9ee#lPo`!f+3$yuZpxu)Sdwnj9}+P)C(>pQpXsRL0$oTa<3)8PuWBC_{t2_ zsxmn*x-#`F@+K0}4al+`@@y+T%zzi=jIQ{l%=6wlkc3dy(o{eTZJ4xAji+tG=rPJp z=CyVkH##{%C~C)%_NF-XS^A}7@wV8}RaR5M%)epo{SYO4ZdIvAy2($s8VkQW$bs<( zDA5h<^FXaj@8_j%aNH1Kc}N~M_l2Uygcsk)2-AEoZ{O#C!XhtgQ;eP$pKmvqy2Ay0 zp17!#!ze;>JZ2tR6?5@7pJ2k#wos3ep2xh2L$$ zX6?AMK61de?n4k|aQ!h3(vO#}AEcfpcgkY+m}^f?t;#5dZGG7CG6srDjz3w3KUtnD zONJ|1Ml?qe1kN*Nlg2tP#CTd$vzQ(x!5*aexM!zhw9AK#RrT6yfv{-Z3u1kpEJg#E zOV29-;JiRBv@N+L>(yNZGiuMB{IJwPuvZO}iv?Anbb<}WAN$LB7aa-(DYYF~Eq*Er ztZ4Yv9U8QVu!kTC$?xK4#?hk3L}7C?8R+2B0%||qW^|uZ7?Xma9)=7)NNe>B!HA1{ z$i=y-W*_2f4TH>I5|wky1H&fAkiIo(RaGo-f4>{J$KPyYAl?V`WH1%k1)`}<{EAAKnU3t)Kjhxvle_l>pGJt9%Tem z+i1wCFPo3GiLcWb+sLBS@xEF6?2g0w4TrDG66y}&dU6Jo_Fi2k371o4Wd0}v=~f#)$f|Y_=7&UJk*$ZI z(`HUtP*GC8e@%lKaR~bI(5<IAs+Abwj7$CA`JFZ4MZ30tAD-W zf^w*Uf<$)^_XU-DQM7&-coP36KX~Nj&;m*>&z&LE#ssY}y@x0y zMFSRn>!fsq(ZuV~A3z0$R)jgif32Wr(H%%>;+PwQvV`((3XI(kcCT4<$${YLZ}eU( z2tkvDQ_AB28)%{4I|LO^1!H5demIz>2b+SjKnoXhD2Mnx_QGU|LCW4;w5{}_r;c{x z4~JvkyKL~)x~x(KIix~zMLBqx>AhLO_>@!3kcZ<8E8_i}y2u_2x28iN4FYu!cPDrs zlg25|utzBuG+W|+0iKv(HcvNti>x1OM>7>2y+O<->)r=1dcp_d9?q2tY184-Y%!iJ zHlE5bo%Q>dY#Yz`IO=~jK$RJF8#RH7KE5A}pD~83uy`u=RFt)-Uf4W0T^_a-jBqXC z<1tJ2ye$iSU+(8-``sr` z58!*`(iiKO_)yVD2ns^8b&J^EcKwJ3fFLPJk)Bvy5bPu17sC6Q>)?Z#S1*Ujk4bLw zQK0kzSDIUgwZhXVTm#Gm)k@n66wxr`e|hV|6eo@%>_`fSl2s7tLjRjcZruwV1fiaN zq?yvEPSz)E8&CKRON(R#JO|@1HS&G}K1j(Z0EH(pJ;Vi7R1I+3gnMpCX6Vr16vxG4 zk$s4bYW~!c!aHXkd|USEeknsdAh|qZ5jNq}@52_79L+|o8?rP)FRN4Y-`B3->j4Y7 zj|(v%pU?OJjiAW=K1BnQm%|4|i~D7#bIaJ!nBMXiFsu7$89Zj(FbppB=F=gJIEAav z?1>zH%j?Hl?1-=>w5SMV!7C&Lby}-2U@7E(2kB!7LE-)t96ycio`xKLAbq{n(7V+D zB~~|g6-P71H*L;hh<0>P&{4UcQCUd~4Jr7**4eQWxMWRHe_IEP2EdRQ3I&mqqH|Ft8_Pq=6+J5N0T9LHO(ti zx+k>O3&Q^4M*)=*g5kxfhUeA-pR5IBbbTJeEQxRb0rAk9_YmQ772#5P-$4FXk(WTV z*Pge>TrZwGzHI%!0s4Ug_T={iH6y&F@E*Dt*<`D^d9ys*@&A3TW%&?Cfcx8XF@iW2 zfVUWHk-c*$Ft4KVNr>+SP?rl)4`#6DWdK;3XD^WfU$xg!Az#RW>8M9UR!x-0c)xW;ugtWq_-9+E%62e7(FD%tWD8A#B9Gnzav&Q; z6oeqTok0RV!#bplA>>Gf#5%f>W4&4gMgQpns33+X`9=VGZL zVemu0-k}F$h~feH8nKW|8;k@MmdVo8Aw)R1PI^yZ$;D8ZOFu-LK3NH6Lh4Q&WVZyc z@$mZATvvOs9)CucI+tOKG57QZqM`$_P7VDoD)e9Nz&4CJs{=Q-AH;eJ?qCpPrJluC zE3eOYyKfzQI!(UK%rKB+ueYz3ex-eWgZ-5$GT%?75A99Vm7BXDK!$C4_U}Z$*0PN#nqhG%8`~mweiLJ_(N^?#h42MR6!uI{h{EZelju> zpS7x4U^rp#CY%L8Ilc@iIIv)kLtR(0K7Oi;s@E88c&Yuu6p|GJ8X>L!9erFdWpTE@ z5XG#TuJ-!o<=x54A?rqRYUD&jq z>DC)mU;xTWFhU{CeMkUR1Iq9K$_PiRnS?3pnhI3zwMnAWE?x70zp4;v!JM$A3MgeX zxsmP;k*9O_Va>qc;1RgxeSEuKXxV3jeQm88am+&ebj|_;1*vY{ae91zxs$3=ue!I! zxE*mW;J6|SymCZSFhh|iC0r^OrZH_MSbkrHUV%~QiVfWSx%Mp_liEC1fWD-?yab%P zZ%$uaG^TSK$Bg9&S-83$eh{;|m#b)~YT3~bt&NY2d1HAPjJ&p@C;OR7;RA}+{E$QkBUJ?bCUfxX#g|Z<;(E%d03(mfn^~aEuRaEqT`UJV% zU%3StvU4ct`;qYM{mc7zRW?T@KV^!DR-$h0z@7Olz^G#c*r24XjS?`v5MlJ^Z@h_v zVW6X9<@x1ox3eioX2NvF0jK&(iv7CS8?rpckWbBoGbIn(J=M)>w@Y3FzrGnIb?TuYXvC@(!DO!iU777ct6{R6t<)2oJ zW4K)@ULTz9g`+Zct;RFkUVCWWce_rSAZ!k@*WGpG5_p`fD#`j z?H9mI!q$~b+XTB=vOX127ncFTpYhESQ3F=2g?V9f)Ofj^3$a7 zi>R3Ekq9bq5&gF;9b&Z#>{O1vtp=n_qq%$~D^NB?kieWg{O^F8_J`gPBB-MC)lxaP36+OOBd@&|#=r%$NQ@X!qz6TGYT8)2mbbnWNe1w-4}a)AF%dKzY)XE#?b#WO_9; zBIQtb^Kaq1s+eK_O`9WX0DVE(HHsFDB~_?w{qKLc z5=Nq#4jW=^LJe#OCA4aS=n>N&tx^A5(Ue%G(dY3)UPD+h7Q%8ti$?AvfM5Y0|Jxz> zFYN!GB^aZ)H=h7MKKYN*Fn*i=_#FN}!w-OH?mhkh1Bv|a?f+jKNI|eISY>KyDPHRK zDABcjspaBV4yaE?h}jTGd3XTxvgp0wG*@qd4mx=Jx5hGaH_Y$U=TnJ+;h-rS;$RyB zfot?%fg`QXo)4|!CtTK!M7X&myCVj-TI$ZPwd+9ypziiI@cL%uPU3c_;P#<+`_i^M zMt}u3|Ns3IDQ&?<@A|Q7f5L;3Pm(9)nrom1&}Vg_B};J174au>gAzm^whN;U0Yq56 z_sy-g4){Hs1(o!AkFjhmn3j zAXegpo7vIDqpH+dJJ#BT?Y)O>HMprflxVXUES z4q*>A;*L^c;@i)x*=_li?SPMsb_7gzpQB)({YOe2283xr6jqf$EMG*GQgBC3bdI(;;k*r87!%x`{s+NwD69Z7*-*tChB}TX1 zZa{ARR%m4Lp-2|EOiwR->6<*a-wP8sVDQ;C5K?m+jAX~^l^F_DeLPY8Q8C6$I?81r zU&B`zzn1tmCq59HnL-Md6l>@~FD1UM(YA4N)Av|t;+e=FkF(aRq2u}`w1cY-m)eQc ziRA)+Hz~>6+s5%mgX(Wzzsizv8_|dLNNZ_nA-ctU%@%O5Ec?-H)aDu8b@7Xel7{A8 z8s~FuJ3Dq%R8$dx=GN9MjRHw^>&7fTKEAS+mdtPVAEP++XrJ>9go+DkCu~p{8ylBQ z@38Ulr8GG${3=vQQ&#B$k89+MD|g@BioK}TQ&CeZxxNnY+p8ZGH~QGnl3hPz|IVfR zCLJ7I1V>)AWMz@k-n@BgYg>k`%Nfh5nP9UTaAx|v*5n;%@i_^4Jv;5iKJIe;ol^s1 zLyCY2KG;q{LD?Qlr-`PJ%W?^5A2qpE5R{O6FtDmi7kJKq#ULyxnJ?tLI20HdcnuDN zHcr{*dO2%r6M}EJxZ>(pa?_&agKdJ_7(V3NtfDfLDP>@$@Riwg2w#?rwyKqmarT#*lCd^YSJmBO#rG z24+cx?mt}xHo)O|4OLYO1{5h!YL=UoH5?KWLQP3I^61ecKHY;WKYxD_e*QNR_)UgR zPSw-LZe2M`07GSDWO%5nfz}Ek#A<-!DMXs&$@*&DCpn_mtR}7=4T$FE20J z^7&bEY&2X9jMa_~@g{@nFJBhFe;;`8;6aDOYz_LjlarGb1Ioct`>fz8s3UE_4_yho za?(t%X43|IvPaEMv9bd+S8i_Z7hYc84sfL}o-TqEd3L{xiiaQAdw$Qwa7jARa0JWr$Mn2J7sGLHV#DK zs;D^qh2Mg8-CUhD;)kC2buRgsnK49#haZ0X_AQrg+LWgbKXi0-bV>KUrauUz>SL@O z!d6?i@-2db?$EnZbO42JZ*Ro~1+9e;2mBMFqmPt2RhXDJ{Ch(8hG-~Wd3w4^OGBDJ zd^r63b95?rQAVW;bgAPCUj>J#H8aX>wfUCYyg1R((Z%A(NJ#1n3JMk+UXy=08Ri{- z<*}83_SupT{3l&TdU{)ZLlkls>S(N|D9t0orZ|AL?S=Bw(&Q2B+|ftcm|^XpW!*P{f4j#VgT zNK+ATNzk%U8uRh<%gztF_2pn^FT|k|^l8wMPf0ld2wD-SwKu7$atg)CqGDop0RfBC z%$x~t;)n)~K$iyTjo+))6BIa@1)mArK5IWta@O85e{rG4b$NtMydP%*_6Mc`_kvN#a) zWkU-;^zlks1y8=ozpqM+atBv09vDAK+DwsyO^YPxXaakSvlJ=GJ2UjFuNaFgRa zUumm~6+b0AAKzEAfF|rQ>nA|un}6NaxeFk;AizbN@B8k_zX2+jNia&d3w9eG`vs^U z{#x68t0EyGp<`&M`tadH&&z*ye!JDpw&v!cl$4a>dd(?H!@?XKF`&nNd083!@9}Z; z_9^GPgU&PBpPQRL?^k_Mw!|)WPW(oOhYLa2U)$I?uX*%H*;aZHRywU^ZTG=4cDTYLMFKXPN^mSr>cJ3w#TKVPC<&c@C@e1poF^d>I4j$W*9CeDUC{bSHw zVANI3%WjQ`h=_ln(V(`jZW?-p9xnT!tGzwAUj=P}XoKPj8Ht6_Xa>B*YH?;p9++ud zidut@G4D%DcL2<=m1gR_81DqxBEWsUr+8LH3of&Z4OUn`?wa&1hKQR{jxR_`R_o)V@R*P zc4%zu9Z*7|UccWg`4}71$ji%X`T2e{f9z=~rNH9CMx-8#|q03S1X7ccc4A zKFLy}rlJ}J2q570+PBO7Cnm6{z>Xl4al4a;hsO&HGodE;pDMs?k3R1HqL@hgvHj-X zw5I!?m|1-;((m>kJ3xnVXGh1)%ICH2Kv@AO0H)AntgQSHi@^sdSV2KPzFweqt7hyk zdLyvF=Jktt@0kMg1;l1~j-~*ZnlE3}zzgyv{HYVB4!ZA_soFPEODqE(x8TAh*e|lj ztbrB~85|gJmy<(2`}gk9oL6Z|-MmSpl^7u*ApxeVp@DB9+rC~ulVVG(ob-`_W&76-m3IwSzQFuv zWxe{dILwhY!o30HseS*T!%V_E9PRTcP!b{%5=-7mXsD=1g>q5UO~9^Nq^Vd5y`QrE z<6pP6xjFO^%Vc(CWrBi&qUm)INOrbVRE#+1_&*~3@+Ii{2%VLQY3^4fFwP*|1+}?| zS+yU~Ps(HcDcrRHP*Ku>amgm=pXeY2RF#{S)>Ktc)WyI|+}+iIR3PZ_D#F7v=^T%M z-&ELWt*`n@TQ4^eD>!@l5u)xyYU4kgRl;pA?(j^iK(t?Dfgd&YdhqNFK1`U$Z zpdj$Qi*fbd`@i4+`JQii&NJ`Kd*;lUbIzQZWq!-5C8xjx;T0fYef9xV^ojri0)w0_ z>2YPs`i};Rb>N3_2hQ2?B(Z6`E1_w+@Dy7WN2B6iDcd z2k3x8A&^cW7`jTpr-gL3)J32`#(*d}1wcH)69wW^b_B%A{3vCAl**u+AU=6dl%g)m z9EAW0d>5c=Yi?!dWCIfXE?&Xe2?gRmd;Uuu2pDMiIRQnav%3ojJr!A95T6{v!_E?+ zqX-NJ)bx<%PHrydNQ9H+ou5o-6PI^?kAgeCh}*J98OlPe66Fc$knNNPr)T z)=>xH=IoBN1nh#ggU(MuXj1`$0ty0B+(7WNcYi5~uK(0g!Oj6N5{OU10hp;A!qV9a z=&6QqvO(E`AZTx#8QTqoM3_4gc&65;sz!5nxZXY3-1#9{&Z)GQ* zmiacGmPr~U4(^WVL|2_2-aDS!m)w{-VVl^CzPPPcTGi|nC1$*oJ#Sd$B5;!CU5NPH zcoP2L^kql(Hr_kk4|}Ap{k{wZOOchizIoaEhJ$ZUHyTgxobG3|oZLR$+h2FaopR#u zlR(;eTNuwdHWzJlcx*n(PBeHoeeFd9GM>!(4Lo6Yo0j8BY5ZG4p*x?*mu<`2Q&m41 znfkNNTP`Mg(Pt+lO@*7&l`q`q^`<)#GW8c3zRS?QR?~5U@3^@q*u7Lg{LPDynLh3D zCj+;oj0u^wx#=TF&c*TFt5m(rxXG`5Zc{iiJhI>|pNC79hDW%DLKHa4JH}S}4V^M7 zQAE4-SS@Cvr!!E9|FQHU84@2JKWZw8+o$K{i%jX!9tB^|_zL`58Rc5E=!a zj-?ebdu6w(m`}GJ_v|b!UA{_O)9?-VQ>4MpaQJY)n1W^pH-G4L8?_8@7!64s8}owl zWNEk8Gz@0JpX*~mLaf*AT0srZ7%QatiigEQgSA&b7p2%-t+QU);1=_UxxJUn?QOl! zv5}&f@MMg2+8lrXz!5~}GO-Z#M&>o{j(G?zX@X>?)BRQU`q}H|ecw3B+bm0?LSG%$ z_Q|r-JYR@Ev=P)MU>`an%FMf6QnJrHLdNMdA#wNabuyXDcTicaN8Vrjj#LbL7)Di= zF`sE5BeS>o?nigbw}yEZ=D3NrUf(S7kbC`#)Fv__az8FBbH3_&&%Qs~7gnE~U_&3~ zVez@U@EK_R4tB_LBwdA=R32OuLt)-poS<#<^3g1*Ww_L}dDMz+#2RGl22OReC+@7* zE~7aHqa*y$N4Gv^n|N9-(P&t7lhae4j1D41POPG1Ct;=-1{sfsar8v>2aMxbRl&IK zw#bWyag`FEn1%YPw~RbZTsp$L5+1#J{^Cos8uJJd3V$Q6g`D9+!hly_)R!S#a2Nf7IeaN)gqn@^?uYndTgSP_^}C2_`9SX3px*-(#g0(@=R{enqc$ z?g1xu+vQ5JD>os+dnT;T+|j9~lo9rK?m{tM87g8v#lmQpkI=L3f!w584u=M^Y?84F zAl{552Io^+;_=ULxttfoml5(CMrvelMZU8>PePHN5HO@{7+_vnmzV7_D-0HzpjZoO z4J50KDEMae^!0@SqNvt&_$q#N3?`NL7lKFRbJy%2-E*q>9}VdY$iv2jjJxKQVdk}G=iVqI%!McHCsa%3^V@d}-ULfBCw@MSGL|h9o zxu58d*tc9=ZLYDpacN8@U3%{wqesExbyr!R$#djNGIXNCgfC4Qy7oyvHQT)9nVLnh z5gnHacO|su_ zEuAm&Ht{*`ry!+sW7M4#-EALM?>NRM=w4|HGpQ!Ja&L=p7UC3Vx%B*rsuZOBx>Lvi zvD8f)!dLW$IHT=6b8PVG@pIQwd9UI(nL#HsM?YfX>y5eBvGE45Xka~6a*TVFDyvre z#%>#zEfm|irOIg1N@R(6%9-ubr6xU`xmV(edYwTckX~oa_)#3)xp7BvYZBW{VsQou zriYF>cKIJhTcKOT$ZB&W9$7;X-q5!bsS8z6S6-$*)Ri(z&u24@_9Zl^6~B^f& zoA2?ys>Rj^O{S)f#3qf;__hz$<$dQKA4`EGAjv$|GuD)mzTTO+vipUT@d6Gxri|d8 zEBKN6g9dT4hppJ2LCK+O)RUpvir$BEc%XtADLi}+&ztQ0Uvlk|0+j8ogyt{BmS1~$ zsjaVqFk%#*t0ngS{`om;(MOTuCTx4G46~7j#mNj#=VUAzs*cs#?Buj|;}+S5c&KJL z`y7!neZ6sE&A7drgjLv*1Ww{|y(#ex(;|rA!Qh~hMHUpKW{Dim-XIwVpB$D{QC0^S z3b66b=(#&Q{m*jAJ`PJ{gXtI|l zzjLEmMNy@g@E!!-9>vrqz0Ia)!Ig@mWY^7VCg}M3VY`;2R7k)#yBWGm!T~u%N7Kd6 zI^HnjQU(~uT`P6r#dlE8EKELE5*oC=FV`zw7;221en#@>a#iSdnYcI^MO1#kg_i;E z0$c{+C9I7S4V}m!Dp&WpQatT8>&S;}SGsXQ=yBPCj zs$`X-4Sefsq6{}10+UWA&`&+8QrfA6p)Pt4gBbICKT-R&%`sUy3LN~13i?h;A8>l{ z8ywmj!TwFl#KO9ApImDi!_T+potN1uR%@Xnxpec0p0t?qB(B`yeD{5$%p%WoBxG^( zM4zPVN7QiENt=Y--_tY3J(w}L5irybRrjUm+F6||662gYKh;YC_V0BOae0V^dC>Be z?xlECSbgdC3m{nKlIU{bXho~YoYFm7o7^a;mE-Vy03~o+AQU>3>NPOcy zZg5LM?8l0*CQncyBYCenNDNW4Hg&FeB1@^vp7Z!VX3!m^scsaLKo!y8=BhdbuMu&T zh1Ksi9nCO%mM&PIuoK&JNwaznTWy>co6wNuTTlw+`A@4yzbt zJJF>i)YF`wKbimd=-i`s_gKlPvf|Xv*9+z|S7RkbB6pmSK^IWbpQbS~)3-=PTVClP z;ljl86tBmd*{mNFW7iH@l--SCKO|IUj%nJ@182y!I*>$?HD7*0M^IH4SWXi3YWj$I zC7?C}2P1PkmPK<>uD7bDXq$TtABVNy8+A%UG-7@w$4CZpGLfL)%x9+J{_aio;DzDv z>mb>;cy)%+Q@}{@^c>s%AU&Q>th1DUpVYN);twTeMmk3G+By zW2wVygP1Rqlkl)2)vZ{H+l}JRs8J87qFNz;}P9qI`b&PH+Hci^=NydkCH>-mi zp_WQ)nkuCwUZ9v@vWXN!t^nsJ%?52G(>+p5=Y#1v=$8u<#`nvY62RwG3XdLVuu#$m z^-R3gdPy;XsP9W|BN}#V?dc|rA9Rtg;QFknAQQ0W=L>amMNWtI-j1WY-^BkoPFX`q znd;8PCoeUNY^c<7Y1k06tVF_U2@dVNRB9`cd)Xiw1+oJ|m9aqe@HhxnNP6`{2U5>%;7A!TIO>Wbd zjHT7%x1A35rBW*Bp3rrbCh0a%yA`4w%Y~GGmi4(^TZ-kOu~x7BtQyV=mSJZ-4@IPK zI3w!^&16b*?TeNXJ#3VqlsRl8%Qgx<#aot-XR%b^NRKo!Mrp=CrWmcF+%mZci!GW{ zy{2o|r9M2QUI~=p`Pf$y$URECa75lRqn%G~Z>$>7Otg7-kv8~}95-!9)rdZRf)0U? z)wM&}M9pFR_SBM_VblX^%Jwmy?4yAJoH!1n#?9N@4RYak)tjO-ay?0{t{==^Qqn(c z?+UUkzmB;LR=T$Sxa|wml9A&Swt}F%OHy~`%f$()^^VHNu^cU+@g$Z-n-N?%snJXJ zNxk0DF4e+xMO_8H89gQ(3O1Ju$`1@=N}mTwLDiV#h1=T9M9GWt3cVgOVl_5Zdh)vP zsouBv+F!v!{8C4r@)_oS76T^-9VTU$ngeH(1#w%QeKpnfqU|^zSaH5CTNb4#@dbKs z90>wV{g87lbOTyL%6cAQWAExCr4(os@z3F}>lQfZOT2ND)=H4VjFZ8o*vVfqqEvd$ z=95n@<0-FBzG?$mvnqPLeRUau=ZY61ReESLK}Dew7D#WiI*KS)!{n<}EgF0<5qLA( zk$lmBpx`O1hvC=ELyU*gRuz@nbRiFfD2fz7E*D)NQjatXe60_nD{OU=nZA_zB)oQ8 zczfKUsCGN=a$B#uN~$qfH@-Igb1a!(0LaK9O_w*>|liW*P@C8mnW^ ze~4eOxWk6~OfJcR$E0vx1J%319U<`e67+4(c5VS(vD$J@k5zzR4_+9{y#RbC%+*o* z*qdrb_=(}KHyPd9Lago$)bLv2f?_m=VbmeiF-oGuYY(iX@(V_cIN1&hrUliXMUV-; z=&Wm2>q?X(s+fG;rZ~-VxRPh3yr8y}9i`0@r0$rfMPGeFJL0#v~TGuKDZ-q#LC+!*;N15M2?*J8fQ%f zyQsZii%1OH`R?{tEC$KgRFORbjg=}oOa-lNH*3g9#q|)7Qlni`CDWYQS)-5n%X-t6 zTOKu)Hs^e3TR$J98FReFJ^y6%Q$@^V=k_}FyY7C~xY;{9_1Xf|9fYAD|H|1PCd@iuM08upw92pa z+DL)^g+N`Z%mm1Ts$C8rV_=J&_V9&>%yG>g<*lFyEi7Y&s zS$()5?efwxCn9>_8Kzr)m0zGCmtTbAv;jkZ4kRs+6R#F}Ej3p*hO#BR2~Wz&pia71%v#p0Mly2!IXhy-7%ThTIRbB8 zdCvDITV{u!w?6$UXv?s{^46YQ*%!CM;C==#oz9z<>+uyuHg4HZI=k>T z+X|rFC3}Q{`s%XQytC^Q?cM$(M+@d~-cruzrpx7CnXM5gw(o^Mx74$;t+s2_1oD|a z^44Q|#)O+k+MV`Al_AKbywdEw>0szh)}%bSM;*8Q8m#GKlL{b2&^^z7BeltkVGo9H z@-wVryX{Sjr@(HOdG%|NRTZ|o_g7WiVKUHuwkPMTJSx~F{mhCo*{gpyM{K*|84Y=V zM53JQ&_uqlu>P!P&)prUe zo*rx68E0)yT=sYn7~*vCmU_RDguV*#3YX#S&Df7c*Kd35eFP`HYr>thgsbP`Cz!FA zst_WL^#vA77}IVcg7#$bCA1R7!fP%HV$&9q%-m{?o5|%Z!}rkg9W{%&v@=>3p~cnn z;xc&9S)XS0Vz$bIjNYBYei(fq8^_a7i&se%ysV5;LiuV%CU)N1Ix8t}2A3Gx1x(^| z+LW5I^i;O4ujJnHR7w(0K$ zy3+iLZKX873sL2^EGxD1tmZ?kyL46M1M{2FDh_M*q+X9L?1INfvf6zyY8_THUa?mh zjW`Ia1=p*RDAd2V#^PI3Bx&4tc~<>Fk6~CK;f1M}ln7U!{0+9q&knapy1WPi?uF{} z!0H8_SSf@2N>*8oPd+q3Rqu`)F0Op+s>Ebdy+=}*A>=r2=lCQ!L+av|8*F#q`1H*; zqWG23{OY~_V^O!EVy-Qz$wQMPf25m!S81O`h{gI9rmJBtzF^Ki?<2B#N{8@iJ=$cW z$4Q|wa^?AfjLw?HZ!|Lv%V@$y?q7KRMt5Gj_!_KQw65lrfa%>>!>rg-Yt6=8Cv`Cx z4d}v5{X*_RWM~*;7To|vc;#)MpbEnV{VC^qn=bdFf;Wf98Qx=5*qd<Tm!FRg8Q$*9b$7P7AZah=a5&vG`1KkQp^Bw;2`hAU zI-m;yg0!5ZMR8{V?bIcQ%ts@#AhK-XZ0$ z+wr5REqMkD>(uOcj&Nw5SEdXPyzc8@Nq;0&yzDDAvdCHG?$9<*N=m70y;&OXz9zS= zEpV*4k66vNYpc?i2pBR{ccQ03-YJcF`nl7c1|C~iL~hEknxUAeCJ{Vfx#4$1 zF`Y$|6GipF@ucE8vo7z8%i2}sZSK?EUaf*ukmrTf7aVHn3g0X+U|n0SOCo0^F48v} z8t|g8u7<$I-REGzst3I-@sZ zlH5GVv-QPV^S+F7h$}bWM@IPmd#AuY zMkb$BbopWXol`{Hz`VWo1@L=C>LfDdxLdD#G?Pdmh%33T)WTAH^t1yPvGRKY3c{ZQVdh)>VhHo;$mVH{m_D<$NzLBerVxkD-?xkt4XV?Ns}#wv{igl^M3B zv6!-ztA7}&;P^Db9sIE&bv~H6sC}N-ZHDcN%5-e<38MJJSY*60*YQ)|G?m-SdX2XX zcU&1mp(72y(Zc~!t){WWZMr27{?6kAo(jMtn)$z7MFyB?-)d%6rNv0-YE_W!j z=_H05>a z4!;a=E8iSPH9$)1v>9Vxq!>g?c>9PS<-oxWMwrU}mgaY|8Q+UydEyw|FLH)`%du|L zN_XO3+Exf8_x%!Ot=r)v2zPM2Ip;I%1c=HIAH` zR(<`LayAmO!|`T?PwWPB>`3nA<*ya#pG5SchEpPhT~%MSylfzvw{TdNNLpW=Xiy5$ zZQ|-;tkYMcXyiC(wv9WlEmgU{esU=y3C!Q~A(Dj3l*U@jr%e9^w85f;(~N+u2QKPm z-l-fUEGbD<&dM{mKI(G=HzG3lstjnZFd}}-(Z@RnI zO0p}(nz%=#ql|ANA#^%L$5DRm(gdwdvzr;|F`Zfi%e`hT<*)Z|Hy3wZjn{fLLolIe zGxlM0%I1-FWrV9{ntmQeD;(8dYx(si%)>@`pd~a+_o~o>Jo3FeeUD49BFwNNV zt4{Sp-e)3VSFy`KRB|%mky4ga*FCc>8?^$f(Y9Z82lu}0)37gm{4BqV%JG6Deblh% z^_2jR;!7KpLJ!gl4MXFw`4S{Yb_BPga@eG|Z|C#AZn;^xXj`eYOSbV^$r~%`nVu}U z3D`IyZ4@s|a3Cx6Q=|naNrv9Q5FztdgJ^>=xBY~u|QK)dbJ7Lc`MP&@0$`88%b8itx69`#cD6D@y1bH zRvV=YHNh;e^Gf?LE-=phmV1XKE2)|6gTbDtkw!&Un@EyHZ&7yn6N$;24Wz`| zj8B?g@t1Esm1^%_HSIHdJ(Mx>lF;;Y?}7a0g0u7HYR8q)=}~ikuSU<~1|(U-$;X|l zwGNAlW)_yL6Tj>0;~lXx6#3M!dO|LP zfn?^0=-sD2i6n2!CpT8>4!+K~I-h=dc`!FL_W3z(s!lzs#^1}=e|G2b-Ha=fpPjEv zefIY|TsaPhjBpzF-{#}nxIp9i;k}>F2cs(t2YVTf9@pGWr&+#wP3<2x8(Q zR{Q$Y9(`RdIvC@Eu1}zjPv#bmVV`!aT|eFHI6j`6JBijbt!-3rdu7czM%;G0x0pS) z(XmOg&ap|N!EyTA?g;UdfWj|>e6*g9xA`9KIb!uo9pQL1Rt4H)u3CTDq95`;_i;bq z^G5M|PE)gE@lH-JBctl!p6FB4u#p%3+Fj`u$0JD{HGU%*t0(IRupae$+Ff`2j+vE) zmM&dS{**hDSykJ!(crMLkC>W@-0&}vj`kHyzz&Cx`C$8eoa*i&A)a?jTHQ$ZxO2Q+ z({pqnIi8y;dw2f{QQI{i?C3*TT>0EL9nxPJ_!^JOI^HMwM)NhCHZy!Q7zyn0deI6< z$$OW3Vl|K?**#l(!~dY7XEmw+=49h(jC9ISZf2gF-KUgj&;j==Ng{iJsfC5xnwxIN zWgFYC52ik{PSc7r<%<@b3*|e+dz4{h>dhQ|Ta8;&Z?~1_VW%OOp-^m6`s>lUKgPME zabNVk`j6Y*A2;l0x4`J@Vj)2owDSGh`fq-1#cj0RQxhFRa|w$5L>a==BdGFMhjeO&b0r~LoaR&`!RqO-f)MM9 zC`+qW&x01V@VlX{>)UTM? zNTzPS-JChq?M_PtC#6&xq}Ef}es-JJ%8 z?LBr&(^?D4b;-4>4M*2~yfe8~Gw(j(`i*|#&Kj~&1a;2ig!cO(%<7CfN|`Hc1^m(v zv9pV`vmemC_FL{@PBYhMwkJBeq56KzjiT?efGAaw7(7?;T53<%YeKH`$8~R-|PPuqTxJ(}Gk!xM;reekno@)txjCy@#Dn#2u=; zg`1ph279TX^B`?4yTr-VJ#f)Ww`lL+Jg26IhpYIT9-7^M>IMBBM)F^dh5xCS`U7e5 zCJ-LhMjex;mfYJ@l-J;?Y0>b7`X-HY;Z*WLyD)oI@aLCM%3E3-kK&V>^uad>-+j*N zK7lH$rG*Z8S7Qa2ZMg;yDj)5;dSMhDd*Oa08Kh$}{1**>N9z2ShEME>LCUa zK&=e{RsO|ufmZ1T_3o#)9N&tXlby;KcE;n~Dd_6sSXPw~Q6s71Z7gLXeD2P=)|~=M z=i10jE-M`vpEYy2%w`fmC1kc__uw)NH4~J_n;;YTnsqbT$K89WL6gSQo(AcGO(xrA zhHw9hO5LzREaRaD=Ip6o>t~+%%-EgoblR`9sq34f8GgYEEwC0?0DL}HAyg_cCR`?h@sbioTkk>;{$hX;uGHl$;q%38_qd2L z+Lwsg{$*e^8tH#CFh3mn$H?M3s!ljSQtsz?DV4jaj!Z9@{QS}1_;IgZApsv&6(l~1 zsDM>+B{qy-&2JBRb5?u1-of5xk?}LHVBQx)r0J{BapXXXMX4rT7hh+Eo?)iJ$86cH zyX+Js7(CN~I5Q1&r(2iuo5xD-B3r$!&Y7tUJ4v<64$vqWNt2l$#ZWHgXuWWl*O(u9y* z*B6PJ4hN4o3}QBMM7uGu>W?R5AM|@qbKk%5eogJ_=78N(I*R8F3>L@1k`AhmZ**|o zlfRf>$BySWCQae$WBB^ODqHS$1?DI-#fU8{DG_-~-#U2Pv;EG*BxS|ouAFVQ9K&!F znK*md>xERxlBeIEy(y(jCt>q;u85BB?adFN9QN?auj;p?AHJP_bodRE7bBDAUmS`? zp8cmob=@scXD~ShXQbmV;1<8oPbAn6NE`v5%y;}44@6i1!~^9Q1VNy}!XP*l4#3EM zU!HSN0kAGu5T@U`02LBESB`ArW_Du+5wb*@Nm~tJV44yT{8LW|8e;cLPXKl%hj6n* z+PR>dks!z!dJe>=VeSYZ%Vg|O-;V+Y2&B0#0DD0|pNV_wX8!s4) z&M&~B7$hJF;&VYD?VPPZ zz{bnxg+Mxk_?(@9`J-+-gJ4h)pEUs61HlA9d~U#mVE{YA&c+r6x=HW@_4rFT;2SX$h$w`k0bpM=?$5>z#1AFlGgSJn15Dso z^q|f1n=8-6{$Kp4Zti*J1Hc6Wz&vHmU4Doa;s-`k2C$rVmeNi(4hZz%(%*GPN8xYN z`kBRyL4siL{|_Sgf0e@z5e5kWktiSt1_|>Eg9P~n3E(g=NC-F%K!so+eqj4W6AaK3 z{T|KFF9`Ww0*esf|1To=`JNx(MH5=aPlEA7KoBt60KkeB6b1yrg+W3>KplX7!hper z&;-O16b>T*2qXxE5exF0xCO{Ip{!0p4DKMDe?A;Fma6vfeC!qu3 zdkmoC;7>ZUH4qo*nD~v(;sG5KKj|!1e#8Vi9)2gZUT1Yc20Au=(%HToQF=^KX)2* z?mYVQn($ zCuQSqy;3fe{X{UJLccpAV5a@TN}{ycX?o8$Ukfa76zRCx4vLuVIX_|DGw|R z7yifG;1Gd-*Z?j7{l|RaFyKq$pYnhRL!YtHpWl5698rF?p^)Zw4hZDguWFQ?tert; sVGCqK9cO2Bw4bFvT{|xX5H#pOazmLTQDH5CZ{4*+w*C;$Ke literal 0 HcmV?d00001 diff --git a/GPy/testing/plotting_tests/baseline/gp_class_raw_link.png b/GPy/testing/plotting_tests/baseline/gp_class_raw_link.png new file mode 100644 index 0000000000000000000000000000000000000000..cffee63877e2e867f3f2c1c63e3ab98947dfea3e GIT binary patch literal 38245 zcmeFYWmJ_>7cRQ#M!GwUsr5i=MJEf%s=?>{e2>}rSX%OjBq~omZcfK>u z{d311K!*!KA>1Kp;3O%JSL}2ofCxf@p}23cktq z4siv4kUeBobkV`<4Z3v{_>AGIY~%rfJc7Z05k5$jy?{XIAS&`Qy1uyw%db4Cwt~5C z%hFd&ILn!hQfxjqbRG{2#TvtFu68abAuoDq@Hu z=SNjjQ#-l2Gi>*KoELci3L3+gtH;U!UZYPBLcB;=QZZUrUbE)~T)(*8Gw4BtD5nT~ zu;OmtVW=|ip^=o7obU1z{;{~|cCqYZwcPIId%j>7+4$q%M2uoN=|ay|{EpWvDr@?G zG&|HgE;RfRQ{o|$*V4jw{}Wu&B249}Ze(X7L&3 z0k3-R+S}Vt&KF&ZTUtnja?~tvqQRy1JPgU`3Dn{dm9^az@87@As!>oGX!fp4#mzdA<3+ zKHyS`1c@KDG5W76n$sYC!aI50g^n6Z#&4_oI%j0FPq_OO$J5ITHV}amYAo5+x;Xo- zT!+`^XbD#7QuCODepk16n8Z}R zin)7paU98{a(U^70XvpDWDurLxwGmp~sUm;d^^JGPBtIx7ua>_ZaucjE0otH$CQm2#A4AH}G>a zQEE6>)I-zIaNh2wNFmns_R>v2P|)UsZCd5VsYp7v`O0?3%(ri0TVolFWZ0HhzqdZr z)@nRl)N~y6oB1ry+AaRx8oTjAkeGS3zrWAx@SWq^++5kkuB5q(QI4>SdVXyyjofUP zE034h-#-`Wl-Q`?nyM#e%)%}!aYl`{^kmq$D$5aa5;P-7k0gRRj@sGpvU0MsUFXbv z)`QV#q$OyMJ=9*CKRWZ7x(PU5eWjzLbA9c9Hm&5l7L0b%i}dJByxZp{tJ^B{Y9;sH zpKAOSz+YrOd(9R93p0Qjn^F&dq|lmsDk_GnTUUO#-0aO(;;5v=fqgAl^;>Lp5r&X~ z_lJtv_Y!Aop^qpaaqaD5#r5^m_KuDMz%gP&hR3t`aUc<6TYL~Q^|Ber)V9~L9~i$T zI=R?U3%;hHq>L9o?&SCH{+!B63BlIW!+{LH^I6HN8QI;Y8J&Fn`kngSZP(WMb2L4@ zc(oiM@*E+jr*j^^#p8(Y~ph6x_YLA=^1F@L64P z(AUvPy{A!5Nqcgfl|Z{AE|hsZvAa6bmm3)cojVCQth9oVmv9qGGbBgRtE9M1N?x4# z9nTt=3o@zj1w7oWUic-N+l%GsxNNAhq{8^Jz6!qrQ`qxB5}nFlq3rL=ZN2z)_RR@` zt)O+C`{+<>FP`zpJNneweX3K8|Y8A{~_Ju54#{9d=cd@#iT;nT8v|J>JRUpxn- zGNrnmg;;R45_B`_vn*FpaV$XzI}s0NH`3G z5}#b7XFPxXB7gq^Zlir6C`h-Q*3Z?{aNr@;>E?*sOw*Y+Fn3_erBbWAb0rz2FYaoF zq;K+67?PDUPzqMPr2cl6eZNu-RO-6PJCtN#pjhxFmB7~33m@B()zHxBxoGd`K!7ka zGb7RTSPsPmSSh7*nZ>++mVxV};Gs-M70LCOCkwSTV)XIF@^-V%aq&9;^z_AW_oUl3 z-KeBjVD-Z*R1tpc0cjEX!nRISV?M9c3N|)Gw_d`pcu`14)6G*&_kENn-kZ1#E1cS{U!GSQy-XM;Pkqkwpam{G9K%|5zrZ2r9B3Pygb)Y(@O4 z6jmY|j==a<;PoRuY%&pYRcyxQ9#3}-MlXMHu{Y4FTtu~Jy^sPnz639MEzKtg#taBZ z<*&czpU{{1yx(I$m@vbikEygE6N|GZh$t*xq?PmY!HZ##(X;;4fNYdf@QKfw`LDS` zI;!Lth?wHB_rF&Uw0rGeJN~(PLtdeFpA;8-RPrJ5V#V)~fteTa_ZqWUo3ZqF9uH$& z9oSAzP9p9 zI#~(DO!;h`?*u7;@}+#{PD!t**!|xv>S&>n63lP)bGqW=<+CCvTfm)5&+xbM85kL= z=RlAr-wqk;KoV>xiS8XXYk4|ZBild;TU{nmrds)2SKya#uf4i~3Azpu8|1pV$Ep8jmf`@@iYXipt9|fQd*~c$HjqmbE+w5dXJ) zvizpTtb@d7$!&yu)ruV*e@kqo*54}^#Q`0}YXZW;7YpYTE&+r}i8MoB-igmF0*A2T zyNP2OaJ6;Uk2d{L;^Ec5oqAOr8bI)Qb4sHl*A_6#fFdWLoC>sQ3c0R%|hqSNl? zYjbfb+@_|cwX5xX@$FaCxM(S#nW%8l;NwjF|IY5-jl`9sLZDA81o!qTYt`pA&paM& z*-3V(mj&FfxCes!C8@F$LNWDg?;lkKoRdQv!b(U+CLg?*bG@-Jsq~4&oLq_LHFp|{ zKTHL0$f7MNpg_6Yi>9`uWrC5^%cx@(;=<_rD5s}>#TV5}Mos2)&Cg6ln<@RMuPsE% z7xrHF?Rd1@&C@^ao9`-Q$Zk-h8kv}#P2u>Xsa%81@S{7kevN5#L+4m-LexdUX zHe;Fw29XgF5l?Q;@5O;zLMofVC^$A&>>A-VYbWyZ^0I&VQdUQY5cm*HbMwUO>+2`m zl3icA{)+mq-W>M?_FlB%fkO>H+;rSDA5HO(DP!0}x2M6{Rr^N^? zt~N*m$0o>lhF0$nSApdd*BNp^g0lGSHWuvihk)}5g0;BY+UX=DB!yX}|U@ZZ1PP2E2a&9}PH>emJcfxxKF`tjd){N;J*OjDbQMFWJgk*w$%bTP^t2xR5;PwZ}vxQrT*&CJX)g`6n9 zR~dzp^V_bK<~Rc^eFTT>vb@)r2Il^P5;TwCi71Cj3pPz6n#PkWrYe1Qu+jH8!mDri z38Ik$PGikWF3f;{Jk3S|Z$|>*3C=(yZ9o*r0?G9&iT`X*j_7De&Te1Y3&dRg+1|{u z%aZ}nkBNnK3Q`nt|CN=g1(WTS>)h^R09R`lHykPVcq59|j{GA3aWd zCAOFBCb9($8*SBk4*&d`7$}sBblsVv2eGbd79aDntZZ5=L3V+Xh1p8GTaw>hxs5LNReKt4|Q^qIYwL@@MCAsHh0Sr@ro7Xj~x zh2H{0r$vf*agsA5>?NX=IfCs?pP|JS+UnaFPOwo45mE{9=Yn^A!dxMK@G;k$e+jJB z4EzXzcf*N~7n2zr&s^s@Tyv?4ikZD~ccKf*86mMMGDgYN3hEK~pcLWq@q#ip3bkY( z70lqrYgzk!jKW1qnO3O~nm}a9duaO|{-xZhszGCZTPb7B`w%=lif_E$m5+&^Vpc=B zy$c$?MUN7ou`Q|VrioaP|4f_6Dq-U@{h~`T?S*u>0?igjay8Ti|66Zr97>Cd`uzwA zT?-d8Y}5YbpH1IL+GcwP1o}_lD!;&N>wg za&K)uynKm+qnF&{>+VwW{eH)6hEZ^$8iBK%F?kAqCPmp^Y$KX!!6;-oH=U{BAYfuU`(KP7$DGcHT~^KqvssC$o$$ghNJK@%~^E_ zMW1MX0$P`|?w+a9-BQq-w})sWSV{hIch(Cj*$}Z$nJq4i0pn7Z*Y{TI44Gl)RAHJh zs%V53Z1d~kUK=uL2Osq6WqQX2ABL{3UgzPGJxkRJZ!7J1%G8Qj*jRtxT17>{CmS?~ zCt9)nAx7ah8wCXwgbq8P&tI${^rHk3u!3gssDTm5%iA`z$Q((L?|al|ZCHBAT1PF# z4TI6{tw_YqXrnQQP*HLbOzQMp-S=<7lBJ4a&E0d>`>}C4$n)so9ud@P_Vq_&kJ&lAf z3J+h)89p66&hkyyMl`EHZrjEf!R~BKq%3_`PLl>T8WiPM5d7lR^Aq#KeX?4!6+p zD)ynXcD^*yMsYQkG~$JN-vCaM$yx=za;t}WXUCPr5Y8KoUdkv0NRb=Paey~A{I~gS z_~r1e@f&||n2;Pud zF)fF?=VoSaohY#uGi-J5{2z)?gqPx+!tG|dg}nr z^zquEX?@y&hf|p2(k!-_FkZZaum2{jv-t|$x$O-@xBpg2ocDzLkLoB^0l1PzTgAXy z-KpRO7E&Ne8GFY+>ysvlmYe1Yj8rq%T~g)kWEm4wp(y-{#Z8~`f+b45q#=IoM3v1)-1WhHqK^}+Y%M-M ze^bMRqJSC47g6hWZkT)!ZHZJZ)YDPhWK6$TzuolV>N~o|mADy^++CQu@B9mGp?*1V z;gTH*)RIqI*dQ3E&y`3iyF<%h>ld~WP&F-VI)M%9mwSDI{=VpoxGjGdxW))bRB7WK zxXK5beh{oQO&5%3^I%GucjE>A_!{)^#!kvInyI}LU*h~=g=pry^c(jp?CGZ#Ym zQ>MT1(A|RMN7-&c*1JzjJq)1fa=jszx5Dt&XAIU#M+8HsXDAxCgcRc2nahzrfBgVC z7xMhO@Z8vb;BQ9!NXk`nU1JV0PB3OGQsUj=*5w`RU*Gk2{!=Na2~EDIq2@h_#I4Vx zuvp$=)us;E%0Q_G>h-yYC)H7BmeL%GwxESD_>2f8IB(8q+ngJy8`{;dTs7>%%H_;u}_E$ z_2f4Hd_&$2vU*b~+TRnZ9!Y#}LFTlKpqoa7&Y2Sxr6`1oH)?XPiOpRt73K3pGN$By zC}pcS=CIA{RQHY3IT;k2hAC;lc35h~4deOM8r^f_Ks?CFN{gcBYsSmSMQ)PrkoK_` zN*%(;u|^7R!D{vk@Ma%xkmkyCir9VUdj$B6H3gDaj@&cd#`+(_g_Wtx94c6nteVce z)b7ism?3t$|L`L?tklZDAC2ZFG4ZtL$QY6_z|i#MNEVG^@fM`B^VPP6HiY=opFn`| z%4Vccs4BqWk+E3lu9JRa2qjm3R8PC5>@Z0vqu4TWW2Kg{^$6jllOi;`cir|8&E27* zg!iP4YsX-VA`z*WTiZhDi{|&(+hC>#^ABOaK_U>wnztG^lE1jb`i3LdB-C8$7H6r& znr#5h=3Tkfvy;n<8fmv+V#w4IdGABOFRQc5V%dHAF@juN%Do&v3$o#lkLVZ}t}%gx z%9sVHYn?>GdIDei=Z7P+&b8J5KJHF9UX{?eoUtzAwsKUU&ue>d*!7Z8_e43>m~j1Z$HiaLKR0ZR`%ke}vQCUi(-1`$>U#4bpqqU^!I%=XCJSd?1Y1bTi0Z z?&D%`VE09gC;E$B%#D15zz}H>t|l7qN|fNJ2xk{V`;TCO4Lm`bUoaFmE?dDC(@J&W zkBB2eAV!Ea9i9^RlMjX=?6w9T;dY~_Hxr zTb@;iEBJTK-29TrSew-NkwGx^-wB!>v5`p%b{KZeiv3!@Z~@3Gu}; z52ePfltGcRfPqKpt)|h&U}BHo;{(G z(5udb^CXP$Bytcpf|a4@b_618q&DLzaTmFK5~&^P_D+cKeq?ogAm;>^xMjUt7l)9R+;=hVwl~-y|eo z$`ysC+bQ66pHNZq#`hteI*Va@h_p!Q`h!UaN^)i!c?E|pVgD)9o8YK_BYVI|buyE6 z%SyC(S6iGZHe%n6^oZsybXw;`6Rg7ZR-Ijjb&CmDu5YGNF zgo0SPfE*|itSNu6cL2aY5X2c#?t{$y6|NIQn-GYb+Q{Ube~cl+@$WuWdz1gdyO5)J9ML9&r3Z-><9tABCNy3?x==qiL%eA*3K=epgv0}qB$L~@gb zuF{6tLTpnpJ7!Z_Ihm{!Kf2z`&eUHg`avK)_qEi%zmG}#oCPr+udde>mQTcD%reW4 zG6HdcSVUfqjbsilVX$CS`b8nm&|9v|Z|i>AHBdfNTz1ohZxp=7+L6L|G9c(Pl#Lv+ z3>mN`Z~4u?)sC`xx_hsG03b%)g>3Tf1vky*Im-4ES9HU1Hi>Sskae=$^V^OVU|pRe z=8%x9FDT@X!UuH#IJ!a&Cg9S{}X?_Q*L?&)Lg*|gX+c6XHP+>25%7Fv;jfP;M68g zL2r?Tq8a&1_E?MNs9j7?t_lXLw8dz0uVS9=2E1rrDjFBO`nI;WgONG_`;JW|CGY<9 z^mG%t$uwGmNLxi~Y6}D7abnb<*!N#@5{WcFG`(RE`l3Gsv8+>@7`--nJdMsoiWwiT zap)#laC690Uq0n|RYjRnQ#e8?Es=a9^Rps$1g7o93t5vlz^e`LRW@8e!DTmY4>hHK z2c5hO(PBy|=k=8zp!Yi_iGs2-dr{MvqcCSv~DQw1=*B4*@LG`lXkG#ns|;RT2yo&p}37zWgX-CVjU;lLjP( zMKV|lmgvZ`WK!*TUV6?SjFvXsxJXiCfZ#JV^`cy%h=DvQyKL`T>xsFRE}K;#K_$*> zS;9V8CLB}F%>`qm3L$2KQNLx&SdsPgJofqsw(^#`{OA~9p3BmS!swAI!*T6euJhwr zHD8nJO(rs*8$|q;Wp9@Z&ZVYxpP6H|(ygb4)OB-3?VW7N}&Z`e_r$Hwt7 zW)-GH_ma`RrRNKTnvW&85IhYg5S!igk9vzbIik>y%3yFt=UHIudw5r^%U>lTghhRQ zjh2&G=?T-VXPlY+ETWRaW2;MFp(HxJiScvXv#XUO7qN`fi}7^*3yVPR3Fc!1Jz{x5 zq(Ws=)xUuJa4mG8=HBRM5&_$q=}Tgsa~(i0Qcn;j zB+P`@PEmM4j^?f2udw^*dJ)*%cqUxEQZedFU9>ld|D7HF;g!RA)1w&~8Q#NhFxI^STlrI#)8p5ic z3;N6wK@PQDB!B<@^?kUzsJ9s-p%VATPL%ll$tckb^atQQdeY~<2%r)Us5F#yKF80M zQ^Jk|A8taPAWVP!dl~Y9(hR*!(l7s~9V1YZ09A|wThU6nD2``_=kYIg^UZxPASvx_ z^>k{7R9LcU)u7_GqKQqyFFugui%o~*d-QP|FLvl;kWfQ9T_@wkmt0Xewd(nsQw8ME zK7_<&P%O_?XLas4Y&mOj+Z=|SZVb)$m@lPe%G+(8hVzsTVvvr!$!)EFt6)Sc`%8^$ zB(2^VBJE)Zq4c39)vl@dq+CZF26brmLW7NMIG3cYl1ZbUoQ}{A9C}-UMzwznw{a8t zsV@~^R#BhKgX%s#6>f1^S=r?IuV1#Rxgu_cd(X~nE<^Fth%&WC%e{LVz@zH2nZo+( zRSmY{m{j@?S2OeOuVx?NVmP3qB{YADle|>hXlMZ%z>IkB;wg#eI$jCqWS$R>3>HCU5Cxs8{e( z7gk!CA`FtY2o)i`7;8K9tmg(Xr^*}y>vxIMV-8sGvJE*gW@K z+|i3gEF&yko*})rZTd*nfcf~F9GI+Vqjz^X#JV`CYVMv_vMC46hN~I+mR!)+woF= zR#DE2`kOv3olUm@wXG&k)cRK%SX}v%w)10xIl5=Q#Zjy&JUMAF?!>4sHH)MX3xf)1 zXbymDXV~g&mhbc=pIff^Gws4(O1{{%w6t8e_T?3)f34@6V%j@&U|Iu!dN<>7r14IS z81UkJ_sYvorsN(Kwzt3T-OPXUTV?#6_yv0aVo`VJJ4^nfuUZd zXuaaz2fdxI{_yD*-zG`+P&baB?aoY3O$GUOy7tfJnxm&l+ypwg(|89+l8T@UYCD;S z0|ERxd*>tZg2v8HD!{M|g`IU>%{Mz3T>CR<0h^vm{lMm7)6T{iF;r#wMh{=&KDccE z3$jYe$((`u(}&w15tHF>otm?zcX2S-6Qiyjb}{=um(M-M;t9fDgDXeViy8PXuLC@m zk&{CTxE!Fh982efckpIzIL*7M0F&h8riaY>3V%fpGm2a$-sM$ z+h4*xeP9c}fQE;_x7%QzVS|rXgU{*^BZ-TbaW6yHRSn)JzDi}+lw=dk8txmWp%VGd zTw>ZW8{)0ewi-&#K)^^9FUQZ6fKXD^%S(r(Nrd9keZ>NxN66G;LJ$I}oQfYPI=pPP8dmIa5gsnnpXvp60kg9A{Z>Gjf-MDJkzWvF(Q@Yq+@!=CGd*K~0 zyVN?+&M}$(DtaPYBQMYdLc|Oy%$#tL#-bgoNBvfnD3o~%X^l0jZBPLrMz}X&|MY?H zwM%Puo&Aa-MA~%b^vG@`EUl7_Zv*uIObNAVrj_Rgzyz>BT)#!`-8K4rb}Kw;WMitq zS~6~*&8hhNMlS*z3eYUe1GxFQBtpws z-8X5%QJ;`4#tA*5D60k&vUdG!q|ChMqsq92C#24BV&}K55+38ILA9xGQUeiuD2P}; zR6~EJ)=+6`X+w5CS7m1V{JP}(mR44ZFZJzP=(TNPk~_5!)(=Tj@^|)a_A1oD${{+( z+WMBDi-T0(hT5UBISEhi*pVWN0Ky#jo} zleD4(cz12Hf12zmRyCDxUMSmB%mUU_@_gbkOMSOl1(0hSf9(~|ryZ*wLQN58G)Xf+_dYIoh@hgKkSC$Y31YX8j z2-c_HG9G8^EF|+>#?z+J>V9UgA}>H)(QhI#`ux_LU<+y{T)--rM&j{f+0;OAG~8YQ zb>P#1+NB=pY^iyyF*!A4+?Me5n=INSjkHH%lJxT&RBzN5Ks^Pjgff7yn?Y>dP9cD7 zZPY*SPWmQTS#h5iWE#Y*bIA*OtHCWayk-MbKsqAK+|x-rzm;H(d_kJt@D7`diW!!GAtO!mU-5nK?mF@1#6@<@OjT+W|BLzN{F*Ex?LM3g;vexn#U;dZ92gg zT_8`$o_kBc&zv8l440ubex8YYFZ`0`DA3Y zd>!Yt)->n{atQvnG*VlzR#n9eVmg9onypWyuk*zMY!H2)CbE^tAH5ZJ_6E7RRB{taxnyRJEORUf54Oc!i=tcjGd@{- zTt(JvKG|duy3_OoceI{rc~OS)eNE=x7u$q2Z&+0bD#kGJ&~0jnt*1Ndcg$AZK`Vs` zC7eETx&Q5SbazQh9v#)~vb1OzT%O1wT5*qkfFd%%0T?WpMu$`>B21`tTQKmNgO zrkU}WvWMH zP`!*4hT3{_MNWj^${?*qyPGL#pyN`~s%tre{AkoY0wz6|3f-vKX4F>u$Zl0l7sIeQ zDmwcw>rP#s=pPm81xx(GoIZu8L6PK#=7_%q4h$4=kYbK#?s@~QO```K6!pp&U)eF` zD}(2nsR4H&zk_Z4aDt1H%PbGi(ebW;3U1t68_~#5V-CPfZKg8aNki7{6-R482Oju- z$eMC2DQK(HZ)K~oA+F00mol)7qAUlKIg%ti6fA*5G-*Qs8bCWfiAkt7(HayC5G!L0 zCHSl9%%$EFTZi`Q<24Qqf~lh7VUN&_b;cJj4Z3h?k;E!)KshZh*byrfKjLB9*>Zfc zX&jaoT^M;YV4e_bLKqebhI~81==*YHkX8(|twEQgrf-W!PVchk@q1<zwryW0{y- z5>uXXDhQy~Sh~oS{WGajq-jH05D$Hnox?$9q?o%e$Q=@=EaD)>RN`%Kq65&!!B;Bb z0VX)PW^tze2oxFAw{R3ed|d|QY*ScLGhmqlXz*YTtXX&#J*Up&q4IVpt(5UxflpKO<+@BufMy`*q@qU*PDa@XJ#KT< zCx+0aD_f3r6ZVhl>w#{Ftt|rMs1V51GfO=VAC0~M*lhG^%8O`Tv@Pkn(O9)E%i5mY zkXllw5hi*-0va`8Z6SjY3L63KxHbji*t1(Esfv-$iqOh>nIi$bbXP2r%(FTZYj_ZSZ z&q`aRk>N*B|9`hKJ`Pb#;}q+H8CL%SD6zx7X@;vsf)Qzz`#J-4XsZq}g6oa<2hiIB ztO*22yi))u`416ush}%uZj3UH^5sdVZAwA80an;x0O0<##!X7m^t6?qv6{|c{Jx0z z=jJk^iHsvjlLwDjyk?&(c0+%&6jTa+eYB=X%uLdf-!)V<{% ztbH2m^vN1k!lkGpYdqBOC|-$4(9b&o^t=iN!0?Po0A~me)S>QCOe#?JCVDDjamMsT z8+dgQ67>BDk3!uy{B3mw+Z&k#l)~g89&BU=jG6%TSD|1u*5C$33>66%hl2SJ5E)KK zUAo}|4nS%Er#nykjI%;VWFu_))5ask!itwbM+B_lJ1H$fV0FPR#$CYx=mv}=q>IG+ zDZ9mmx!B|R2QToyb3RRH9u%m-kY#)pDLfAJ-vA8a8|T6P0OoAoxAPS-jM1_KMm*2? zpYqfqXO8oPHQ znB9dqa%RT`W$Xt}P>Xr8E`wrzV*%ZWVBWw02v%DK=o*^Jj_jWlX4qi*Iz5U)hfXql zkGUY^YuR)He4eidT%S8p(@L zhuOfl9Rv6rH?{3!^igr3?&L%OsgAsX&q-rdBwoNLkRV~wS+3*w^(~vO$RLE3;PYl; zucPe+`=}JSI?HOKQ8g8~N?$M9O{OU1|xgs|Vw1k!_Gb^F9y z@c0N@8SJ{4=zVBJWXDv3JOh2xIN%$UnY;X0WT*n>TtG=s#9N=AVK3tKdZ4c1Z|Lt# zaIDU{1DsT62kdG6f1hB`>cH6><>tY*E1u)`sfRp!@YP_tK(=Cy&r5hjztu?=kGKX2-qm8Z62gKVLNawxNY(Ewg{qd7205SFgF-KctJw3=N9*=fYvTrK z+wd%SV-Q0E9K!f_Bo1&~FIEF-Oa9jjJ~1Zd{+;)gNC4;SXaF%4UKm>+h;%zy zlL6<=)^AoHx(hU<7e;wJMGn*9nvgs3GK4{9$Kniyzw&FX@FD&j4i>~(K}P!Iz+8R+ z(DH&OMpyCwQs6<>LfRf$6 z^wDEx5fF|6u~hWHtL%U{npso3*PMe%@m2l&+v#mpvbWFEPG;_^mF+i5N4(}ac7P40 zp-J?8sH;hp&+3Qp1tm(|lR39`m|GY&+2aEiG$84Ut<~3dol}gCj=CN;&oSVkuk{8a zom{;cFtZs&n6{^SuW%5cVA+Os7==ZZ>m>9z6Z9`3crh$>WiqD19C~_y8c?vmVf-d4 z!Wc>r$>agxBoI{j?CtHP0ZF~*uxl}aMiM+E@M_GQ$7&e+c1KA{_Qi|Gr5gDODJcX? zulK6~ZFfM|Y80ix`s6bS2ICk3<^jtfVRjuK>G)+4<#*fQMi@fS=aPQPICRcbd#IPM zY~7*=KoxLi4*?kwLFC%sdRqm0(OB@NE$PtDgvo!4R=JY;ViXNfy!-g*q94`=a z^eR0dNf_1~emkjB=iV1O&7G->TPgY%*$1Av89erxuiiOvRl^%qi-7ggCJZ=k$gzzE z-ljj2*3)B3y)*c8xLjI+WG-fujvp<5GR{A_1}NUBknuc8N={Br!{(R7@H2|#I%T*T zLysLm8>x-m6ogChJfNL}CxW+ZsSPK*Jz1Cuv0w`B!Z8E5oR-vJV7pl#85~9-dX@UHi=$;b96CUh zmWIJruMRS}%tpVbQkCwbj>nAWFpNeuFi^fpCOZhR{r=I@miURNDAxC1U7Y=h=tNN={m4@%{CJU9l_r?fT(|!T-P4 zr~GYOuaA6sV!=tPCBNe?-~H-V*UJ-_#NTf^aCHEO%fu2M$Y3e$xRomS=g65ms-w%e zVaQzHd_Kob@6P>eVsSy{ok%=ifz-fVsf=}eq1Ij=wnP(D1oizhA?&v3)ViMS0Qhu< z)%v%WBT~b67pwUz8Yv|KX4M=dSStZHPD=qdhwu|YGdIhgGituSvg`)^(MK`YU9pLs zzXT{`>FqQX)tfB|to>ohkkhjUX`snPey`-*WC+Kz|Jhf4-HD)Ee6l1?Xp>o!e-NMt z!U_0B{I5z>u~K6H=BdTTVD#<_UqARsX>j;$*XQ8!bQ9h|5D*e7YHTEIZf=HhauVx# zjWR@sMKG{-m}}Xpq#$Q3$N9<<@=cUYSoR-a*vtofpazWOJrjvc-9wslcfZHu!D`$8 z~`6njnsi=Q$wc`&Xp}2zV2o*hePr&GBn8fAWM^_JsNl@a5lHZgabrQ@(V@7zRl9I{DjzXUgc%oGMkU?<#b<2QYtQN}p*7uz6DY?zfFBuXvW~0>6N8J{MN_Y@I@Z~o$!H zOH$EGj-H~#r!J8i3^2`&nUTY$P3uR(%uIhgFNW9F4$$zyBch8w zP?+K-`!7GP6`>|TCYzxieTnaSFS^TDW&Lz$B)^4{&zV*RufSf+I+SFE(Eqs|6ql6{ z@81KNNiz6j9ixA%l+Pu!IgTs(mu0}5#4Q}fpF>7HvtH>>G}Q%pp@7)h@2IIBpC5d$JDb(u<5KVq5X&e9!GP(zXob%Xkpz zvmq6weJ>gtZexC@EVJ}8km*D)N0a1=w-P|`o|V+Kb`K=EX|SS`$m2L8seYqQ2PYlw zxbS2HCf8Jw}hhT<-9%gZ+1&W&gy&)_msdH>5r zX#s?k&qRnc>E>GZY=1lG#)g^bo_)!~&dI#LyxK|C|B%hw$nDQG9pfs2GO^}X?&}p{ zxpWh{BLD>aC8>1Rb-t?3_-bGNYK$wojzU*vr!Lyi{kt_pT0?%gY@{Qe{8AtVTEyBf zDf5Y}FABRuO+XyGD7TNFrHG&C8I#u0=C9DShtWF_0S|LbJr8&-%%L+{M?#T__7np;VkbT46-9!OVlOC8RK#zaT7_2~LjO5v&SoGaYYP%|Zh;-| z)MZ5b=TELTWxH%HO5wq@7j@SulOwS6DD@HKupR8dEv8X`G$1|#FdNHJiTv-f4JT^LnS~nZR?fjL5i=a~sbci$_ zwu6-F(6+S?k#pHHz!Y~}ppN_&_+M?<<-_|w@m2Bl5ZbA+BS5Ge_7zMrPW?REa=n{; zlyGP>F!M`yqnNbujEbHKK)@)s80Hk{)`kb0wC!7Il_=7tP#!* zg1R4~O(=RMN!!}$+eUty^g)(z`ZB$DO>6jVGHirC_x0yt)2$1txA36fzZqAw+ zm|OFFDFrZ~0%F@FP3!XKxIL5nuR zHrxbk9MpwmKp7O_78XaO7aYk?r;F^ELR=)1PvB9S(YLMs@ci()iP~M8*LH12xrjK~ z7qg;*{D}~8L|AS}P2*XNJrjKO(prLT2Mox;v^=_0qqpjVgbUoy8jO*1rMS%^-l~>g zUVi#ql_*M>3KG|wstLDgb!a?sITc4j&x==ROTnF1T0OPf(|;etuqO! zl1qeP!>nZLu6JnDPyikjp=m|EWAB{Gqvo0M6$Sqo2{;hsdgDV*rdgddRiWVo$Otj0 zI!}9{Jqnh59Qu{OA8erjJ1H)CA$E{Ltj`|k^r0>7iYkg+6QGVhM~)5#B#K3QeswDA zFE84r`wzE<95A{0Tx`X4_uoL}?N3x=?9%}6eDuxIo1_?x@<|jUp;F54zdb7W{zrRn z8C7NUy^C&2knV2jl9CQ72>}IBQlvqoTUt7#1W^!41w^G$kZ$QxLK>tSQ9$a<*WdZy zbI-Z=2la5a;5}70n2bqTi!`Fg^~7x<5myrx3@uSSr%KzRgCc zLk`OVmosvcSogWsSu$Lg$yUD5=lSvdL;?eBbpK-fjbKS@1IpN7D~-^M1q%;aQw>P* zMIl~z%Sy|C{)sqFQBgamt>-tBUfu9Vl{oH5DQDBW`M*a0obl&>Y2Qg-<(I=?jNk>&)s=N{6>O<_IBjiI*iXXa2I=~v4LUtu{s9)wEVi+8q%JsD($(w1tJ7m>+M-Ian~65EBXleHg= z=NkIO{G-9HAex1mi91+d2i6?u4;e5=MZr3p!5gY@aEJA^}oFP9d(0c0cT<^lwzMJZw6rzSAxH zQfCPpMK8ywta^(N%vOb5W&5c%4Y!I)h+hzK99@umR75r`;$9>nO@y4v1-wMmV+4=d zA3`{tW)QLDDp@TeW$m&U_Hj0jdWO_$%_aJ+VA;$~sD9xx3Ad4L91jL(y@`707WyUa+VFtAN5M$kEZ)qNv6 zq#J{Nb;A!f0x;1SBQaHUSYk#$#9ymwiG4_6N-s~-(QG-rircRBD0a(DYH)@^LF;Z) z${x44@}hdM$fB}smI->U!x=Tr!Aku+=b_0{)7~Go zS6pi8k%utm<8>`8HI;HI;BXqjj9hujU$u)X+l_XL_QkK%>a}_%= zt#Gc^?V?*5b|A;;c_%=1GnKCySU<|lTQ4cIUO5btcbP*m2A#UfoNQJkvI*Sl;q21G zMY~$!LPDTIj9INN^dXcZ%DDl zHu0J$U*RIECXVefWKty#>*b3o#+W3kvZ#p)?D0;jq7d zeS2RDSvKu8SP~Erw91_q$e(eqZ*1&^GMzHx4e5xn|0LH4$T(xBjULzvwrC1uZd&nD z5ig^oOmym+{6Qmj?UJymqPD_FvzvYH1)X!1N_mT(;AA5qNZV z9@u&BKh#bM8^?AIn5(6eM}XneF0l(#Vv+5BsgQp3QlK?Go2G)4*eEs92%`S{53&P0lQT z(wi>?WLx#GFD4;Q&?h|BuJY6gJ3b2^<7?o=LJZb-pSAi{)UdTdJ_oZGos?h8OX050 zXBn)63^8SCnn|>q=(|9$Q0g!toXpCDuX#N}FzDRhVXB%0YEi^q@w@w9oS&tY5akyX zV54?l@A%s`jRE1=-t!WFtcyR+7ZE{cV?lk2-#qe3-AKP%*X62<8r^%3<<*6&HDX?7 zb*Sur&l8o5E&wZY>7gCAZ=SHf(=P#PwcM!f8Hw&wfe{O4%Svp^UEkvXj&v>)4B@bi z;#xvD_tnNzx5h;}aVKR@&udWBhR^)k1?V1Z8v>!62>^+T*{t|@!rlx?vXx9f0U*yp zI@l)%#}xAl9zn7)`PG{(_o-VWSy`CSbm=_-P48CSYYdZrUe$6&b#7gMH1?H$g1fPu zjJuFnVnjvs$;)8;d8BYjawQ`aIFN{(>-H`olNSz3hk(M~jVIH+XWR9Mra+~V{rNK$ zidmghJ-z1aoYB43 zyo}x1)ou&7b?aw1cW!hWOmk?=M__k*dwZ9@Yhz}AHYa@kt`+P-`IPzAkE*nj%Pp(L zF}vOB+c&?eryQrzlg2%_t7_sf%HHrD?JRn|pnBKvf%pePkHhrO+$@MKwWQWzy?0)5 zf7KS_`R^3Kqt@F56b&v1t2&$GWf)sqTRuONRR2z|K&fh2Q4sw)O< zCzo+Zf(=-s)zQ2pSZJ@RS1Oj{M5LI1*ZgB{r1Cdp5LpmbqpiW|j61UWvI^^6JE0SP z=IWbw+2DhW7HjvVa~l%0+q$?i0;Wr>Qe@V0oD1bbc;zPpAuo+1uuy~rkZ$Nyv}Rxa z_Jih0Pukg;V^j=ev^>6$FD?;RG(@85sEW0&M29l-J(-tJz3fI{M8>P{dUXm>7X4ZjJRueCs40tK^@|-UQ`D7&X4qNo4~}OVTI0Sr~YaIMGl59336_d}diBRIM~h)bnVyd17Y)OFb9u z__NnvQJU8a?Ybb>HZ@&?=X|B7RN$_Lz<{JI2t&?N-sMEb()3c8ui$>m{^Pr-U^SWW`&pl8gtyh|5Wo79Pfbo@ zXb4YSoRLi!A0DuV8*BTvzOv!HWp`$$LB6kR)&@JvYBZ@_MkKe2)Tj>_2an#6Q`DD{ zBVQnfFGzhUR;t8Jdq%+89WUI7SFW&eopPY~dQ3547t`A@bWsOCnMEbXdv|m~; zk2^k_$RVbnfLrqb=gbbFBfieENGaXuv-I9A6Yf@Y?T=UwiP9J@5#-kM;upl$W|GkW zI7Y$n9+molgr@DQlR?#;)0g+=u~7bQAMm!ObzlJ1AE@$e<2{2CMI~EjbnV){&D&8i zkd^cB>?xBj1-^jnh=SmXI6FBe+6%s82cf@yOe=$YQJvA2ju}{8>|4_$67-sKQN0i? z$Kb+vKehdtA6CH0yc6h8|HVmjUxakXUO@u`EWARA<&CYpl%i`jJ;b8I7|1!07nzXY z!ivK8(vT2kxAt^S&3!P@Rkd};b>7Esd{YqTy0JdBHV2b(KA@f|p@0xA3zp;Ktu}Ig zUB0gs5hqO=tAfJB`{HM56RGwK{M9x5S{oaE8cR^Y+3j7%?P{umK2CMFBxfApEmR)y?WD#cW$jbeV6lM_uPj zYWWmUQ^tvtXv%eUf-R#riST|q$J@fy1(>jF$b^mRQBOIMJW;Tsd}S4GMS)+tAGGvX zMELXU57%Cp<~@sU+5FVux%P0a9>`2zE?!a2hrCRMg{1)UAFFb=#*tDd1NTQ7I`_BH zP@B%H$~SG>U_5%3+_IOfN+!(7DJ0)Alize3bI+xRLC4K3-bmy_XG?;CvEe~nU))** zI}UoWgd?TZNdHtimg_hhW}fiRHx^!8DvLgTIE+*<>)g;__^ zRDe$SUXx|#<6qDlC~HnrOIQWwWv8A?!A*b@0j^DVm)1ye*Y`;BdI~QLlER26gI5>& zP&bojt_kt3B*A0~F{)U`+jrTknEwVgDyuVkajSk%^wUyb>h=sZ^R9a^*NffHNw`L$ z0u`q*T#Fh%q-qxaM1&T`yvEDoqqU!xhZwgbwG%+nY~kI+sfGDqg^sbE+z+ z#3JEvFBx!2UISiC!Kdmj*@a+nhEA~r-gK6+QU9_9WTQ zD#zb2|0(4X$UeR%d4sRfi)$!Iud0i67{uDG1OArzEjfj0LED!Hx%5k}KeCHDUfX2_ zX;Wwftl^PL%ROxGGV3iZ>ulNb%FPM)3(dHE_q$8oN2Y4}*~_mKAkS(lmXsn1F#-Q6kMoXC>&JUzak?VyPkL#6GHCnNmyDNRcc3N2}4aYiHe(E`;N*&h=h>WCCGn7cb z?#zc(Fm2<-r7VgM=XY6ve1H*5zovgJ(d>!P$rIG|=&>hwRN7c5 zyrLi#g@VZ}G5*aFIkl_w;3$KVOp>s4O2!zSRyJp9$Vl@rZ>~RLnHr**ZETR`r-%bo z<~3xox*R-ax;w%5^%2w0Ws3tjv_`tfSG74s9nXuF=v2NB4$>+%bq1Y8?_+^&a+PN& zM<;xw0;F9f8gIy;rF2igNRJ>(I^gYTXaMKnG@ZD^W?8urpUW3|JG&*{#2nE|%z0Po ziQh3?34&-jAvpjKi18}(27Q1-G%YG?2<066>7LrO{G6HPF0aUDF9Tt=&@q3rq{bth%e&ey%Txh{Qgh zJt}2c@n$-FoMA_BgCw3-{7%XSU|>eIdApA#HndWl!P1*=>tUH9Bk+Q!M<%M>y0wG% zP`d0igXbSWo;qDK`Rwzp=z-9`sl-+oWK|}x(8Y^l>nyCOaOV2A!4M+2)3*&X0zsWj zH%W)!W`0-aIyVCrgKfbW(qOBppaan`03Fs3c_K zr;n*)7(UtMW}NE}lYifojUx}iYL;ZdwQ?I~QyZ9iY)|p%W!ako`x{y0t6zE3A1AF< zW!~l;TYcTUjX%N=lfw^9ygflX(fbT!#NB@H^l;w>1~QXSgmk+l)I5766$;r6>0(4ZYq!c(=lW1BZ zUQd3%y=hOpn}5^y)0T7d-XBw?PI)r4EIfuBWrZCQ(l}1nO7^y&p$M{;Q%9N5Q^>az zNvgxbeJDx%A~_oj-ov6Z55V8! zn`52^{J|qEY2Z1vviF1O_QG5NIxz`2*YwF)3%dDf^WhC+?{9;91A5W3amhKD+T?@j zi9ok?E1@8nsNao@g7OmqZ8*Z&EZ%rb5Yo&{$!`>P?a^q{7GuNG`}~K%liLcI5yBg* zckiABu+CPm=Ema3eA#u~lhiRUSHCCGeqiA-WZ&y4TyVebH?OT_t8v!#5s$iq?SkqP z-UotKo6)4ZHG^dFN)NZ14~l{(<};FRvps?B&t#%p^mdv=5+L&?gbo*^tqvh5Lx}7o z4yW9QzJI^Axrp%c-4v+7ls{@FD)rpBhZM@Ru)i<~L2#F%B3kkQ^Th@C+?Ko7x?&Bc zs@qplyX_QJEX}&}c2_l=|gW(NdgAP5Wc`k=#pvVhRop z=2j@%XhwQykp4f_c=~3bX)Se}6ocLSg=TCf`afkzM+;I>;Nk6UIglxfG@d|rPBdT< ziwI>efiG70O>G{W>a9~3R-W6YFBsCBIR_aF2*y6X#6sQHV`!Z8|2nwG8PmBGtnzHP zt4#YVcl)MG$4?()9R6vY6s$UvUkZ9nkVh|uQ<(PRVm#l6&fwP_bM+G5=Ie=Ni4#XtbKHN|U&M zv=hZMZjy@98gp{BON3ipW1)w#DjN@#kdaOKven*fHM$Yfy^ZnZMtxqdS7(G8b*&Dbx9Y99awTJ(+roq#8weNaI z_1ds3vtq#hIIG33dd1|!);OxSwhE$JoqxrNsHFnMB(}tk>YYSCg}YYP&~>HM^xgJt zaov0`A03wJ#M1lQU%5T}1ziM7%tAK9`@iwg3#&5?`S~0sep^)tZy~V9N-UiHe=sxq zIz`HxUkh;rkC}NWwIeZyo@rw~l~Jz`T;e-D4$WJQi7Yc-cAD#3)Xo+HU!MhUh{w z7!K&T$CpcRrDDqPx*XJKFOV5zO@x|jA3I!}Z73^e)_%DqM&k8~N=P#L>^B3~-ndZB z6owz=&1}UaOru&>H6E!t#)2GmqM$5^z9#B0i0{i8t1^*>CU4kQ$mvZfc0o z_8%UPPK`GWvlLFz;b3#qP~ghAZh4c~FCnunC*LW|ngFd4TP^|b9^Ng z-diZp9h{koS7m(sW;OunwJt15Pdh^mZ^#2DbN)k&bKrxeITPMDwN9gQ;uLpbSj_cSRYX$p5C@2&Lk`oVIn-PBF>8J$O&tR*!H&#zr88q2W|gJWe}7y z*4iC)grQ28)3FlU4pf)ld#bwRS{|HS2U?XNz!##pob_%A2U;qk3b|b8Z&GFbTR8^m z%cbwc0R5aLq}afc645Hq%z>M?-7A{p^yR=o6So?L0_wfFGg(gjgeOsj#IOm+np-FQ zu_e-l&FQGx>s3^(lR?Vy#l?9KqcRzH>moC2xA(u(l~lhLQ@i(47|(5{jweIBgcLPM zmb$kgPDss&L88+DiL$ctV_TzeqNKvT3TD)9+y+&%fFT;H#PNM6XWZ-jHU;IB64>!4 z(V5w+-XzAl{{3kd);liO#ZT|$Ct1$cfR4$n`>5Xp7@U*c_DT})_*}L+~Kn^>qsjhTmGo;taF)-#<)Z2=hOj@d(7$W*M(*N z$H(sVSv7Jql%dRiSTUWS$JC%uTG*LCs>xgph1eW>O zrtVT~KJ=_V-$*XqdTz})^?2Hrj$H2SPW#ri0UIr@KAY6*QmFi^P+^wm0bzdmz}EU>V4-$kBhA+y0p zO1`ukYK z_4{KH6iQvCb@5`>3y|;^4J{48Kr`moW`TgUW)jLmi;?(^SgKW%(PlB zjpTF}Jm+e?O>kb^$3$&Pj7O}T9|+wv;^GXqR6iZt@md)2^juw4A7K8WjMs49e!N@b z$f2ql4rl@i2?hO-eRE}(>4=xw&K;47NaxuG`g^e`l+R-8jnnlwjQkE@@4G)%=IJeR zUcx!svV1?w)6v*K`f@^mJG)b@J>v(;Oo8Dx0Azx}PU$oP1U&wd#_={9QKjLInrGz_82rplBQc=ytSdWmz zroC#qGY^1+vNG1A8+TFIw9-2F7Oq{3zxhH_3BWJ+pdSP%pS|B_u;Kfl;fU|fV(tQ4 zf!^u)Yo((_zsQ`zEYGLXL8cT9$8X!YeoJaSjgR>^uXqe#UcFmltcReo zrPVlg*D-=vk=XCi92#7#mS@J;yQ8Xc67_foP&9S4{DRWbK762VuF&p3#=vRB|I%=>lWJZ1OG8vESXs9j9PM7Gx4eqxxdT~m z7rVfe>lQj+mVEnxRYnZe#dBa~%AIqUzP+71M5ooX=mmjjajgrbi~wEW-`dx=k&Um< z*?F81LB~I^OfWSUQ*}k_s`5x0r#*;eNhIB;9#XlESi8HNg;$s*f8e;G_Rq#*)I7tP zk}O{*CTnQ-ikf_}qJ{ME-2E&vss}edbG6w!@DE`_z@!`OHC&UH>Aq5wZ@H0a!NGxv3cwZ|C#RA+18eW4``hms2ZD z_Q1~*^C%R$Dfamm9o0NUi1W`66VOrXe=?g2w5H*CxeGOZn)->uP1UwUKJ&vBzoae* z^R?`mH&2#)1w9g5Que1?>3S&V{aXiPbfd?jeOSZIBnY#_#VG?~!Ex6)kt}OpZ5=q@ z6^Dh+BVxg4^_U;oQ8sYz^RJeq(@puJ=z6*ons>Aj83z_|*6_)0lx@oG*o5O}1$yxWUT@0PVuRapFgA0Ybl!8$bEP(_=FI*WzTKP2{lAKI!-Q0e8m8qJqPWC%&<__~E1sF{)004nn+34b>Ku zlWV#&|Kb3ZTf~?dckg)dTvpI#XSwbx_VYo57a9U>fZtaT%m{{Q;%F?3B;0iO`a9wv zdiks*EUibISA3g(CvYmPPx_V1g1e&!+T7+t_Uh#jBa`avbUGZ}=6_3O*ub;IE1k6@ zaXl{5?gjLCYMq}g6s}SB6*u+lFm&+lFg?l8O;Rg50&n3H;D=FMpG`T&m(@j+L_bEB zROUE)xvudL6Y4k=cN!}(2wzd~Qfakc>v<&fUdl{6QQ7dHNv@JB5DWSlaj)OP1k$KE z*Oi&*x=EJ#Pwxkst9b4AYWpI0msJTMS)Vr`r4wgpW12Z5e<6?-v7z7JaiCF5@|B|5 z1sw`$bDf;=AhEbUa)5T226OYp)sM}v+u`!#amS0N-15B&9qbG*EkCOuzC=UQF;FY1|@$M~@}S}jG^BM4$Q?s)oD{8{ma zojuWFUg*aoD2|2lB>IEEyVg!7bw0ELCoQ6SsgLpFpM9l29Rt-WJK_Uc=98 z+j-Ld?3JT4@6CT^3g9Xgp*j!|~n=Rdf%ecI$Z{bB%-`C%28Dpf3iHL>Wd- z2i@&J2W{Ny(&Zmm)z;tX9ezxN>2Jj6)=T3uPmfkP--ANdHmILUq?xX@!oG$Je6Y8eP;f0fH?{WS87L?$p#Xhzx6zOo zo{F>5=z2$hhrL*N6Pe%De?p8Pc?$PF9}W8wz)39seY8r1yc5iE_wS!e5)Q1X8F!yt z&5)(Rv+vO{TwjjfBZjPfFL~ahW#}7ndJ*VLaLC2_Ws{Pn@rOr8r$yE{>Ms&Qv(i3c zGZOOll{Av_9U^(kJm=kPU-pt=6shF;^{5BD6}|U#DGrqNEYv3?SPl#kaur=dsj*Qw zOwNWlo*1K0Z{@I;2lzTq)0QM28FA;|^9tVtqGfV0@LH$adkC z@P7WIPD6Bmj0C^OZY$=^g~tsj>`}SncNKDSrBvPDNy>OO`Y+734|IE9n?}@(+?@AZ z>KwpGn)vthIe6`bgeotK3YMs*~%Nbm6#c7P$kiV3vBWhD({Cv;Mf zYU?+?KZW3Oewmq2{BURPr}rdWL}-y45eJqD6x!yn&M89lp_@ha%-|1A1y~!Q#Cz05SYKzyjh11*(>`gO`csz1bN1DCqw}|rMKLh`V zo8RGu>fPIegFiym@OK|)JRZ9b<@ONu;{zV;0$v#k`H=OOv-8XCpj>R#TbM&XuDQHc z;^MhN{@gXY>=8&mNwXcvdL2!B!QW~IQhG5G?OL43Y1{%Wso$S*bShg|-`KvyRQNje z2?t&DzN*IeL|wf%DF?G%DVJ2fGZ&D{{=haAlHMiP zTexp&^PEY9=j^5F(u%+@WwNM$k6B{Ekrh@iRjy}Ed&%|0eD{2&sm{+#N@m&7&W=wEp?l)9+4FLu?UkQ%Tcb#&qIm1LkZZ~XpN4?;k(BxBcM9d7lq%kl~|hX zMN0Wid)-@x_EzpkX#h|UvidWrrF<7~BFI+bx^Yx~x(+BleF0Tti-~hy8eDr)x0l^> zzwKOqHwKRp<82^kw?ARZ-wc(S>P#;Ef3}p){8o+%qGrri*GdoN?DgQzEv~Os=uQO$ z6-ACv9!kA0*Od}8V<$xt-GfWobsp4djTKV_JHx9|*=xRylPEK?kBQ1Rmv;`Bcp;T` zio{H~69TE-*mHqj-D4A+xfcJ@IJ*$&l!5CRsldEX;-P9$I^p0V?Wp1z;*k6S>hTcV zzzxa{;Qsksr5#^FG!;{nBTWvw*p~pO_&hP^wj9K3%$mFRZ&6CIhR7&JmxxD0Ht`N_ z2+YTD*4v(F&#b~n%zKXGKnRipmn@NFbEclI5kM7U{7cY<$cj)AIeqriOMnVU@4ar` z66Pc|GpLNK-ug6YRz+#bAPC|ZnfFO`43|{^Q-CT{u4mW1x#FvHTUZU4)mbyVj1~CI zI9X}&uYSh=*RTnibkM^WtQ1K&e}1ylS+kNETU^|Hl9{y)3N0PLOcg)&Ac k0Y@ zi{>q^M(?t6YwHAVQ`bag-fj%14B2}6SX-@*O>VT5FYI6UBtmioeHBR#ZY(4w;~pe^ zTIOKwCId7S1bsq4w~}tm)Q=w#%R^*p08j#%v^LNhlGwDA2SrDjzpHuGP&QWTJSzvH zoLE=u4@eP(5*aAByHt-3d9Ap1WEc!vf2L`?N(G1I_JOb_uXn5YcaqrlAu`;&TF#K$ z5)o>eHWrG?kE1VtB}VYwujNmXhSbzMo;CkdF{hGq@xf-rK#NVqJV;8KE{_w4PX)&c ze8B+$G?P(FPS$igsCNUb>nfBu3U|UE7ifGYl&Uy6KH*GO2jwG%>cx0z;X|hFy_yd@ zRSc4DY`=Zn?d@9_yr-VPJAQ+mkgCchVBFz6LHz%+CU5iA z%u{bQjjKGTUgIC7XxHg>OD_K6XnS2E!B-iYU}!l!A6vAO@S^WZ2?2aOk|~gyNd8oi zoE-~g_vle8*)5sO;~*7vq$64mk-e;}s#z)4hLx^l>uKJP{4siCV zKqoAvfXVpIQPJJ^(6A~6qLvK$Ca&#?3HQsbE}sTo1b3dFG+s!ef~} z&}yMGzt%ipz_=82EAaeR76xkO@d|^(cqtk{dyhD1%8WiN|qm^^Vt&7(f7Y`KKt*o=B}2UQG~Pu6-uaTWoX9m-mMD{`ST4<`3{h6R7FX7ZB9jB9GzPpy$CuE66QQX%m5S{ch65e4dAX3 zZN|mJ#tRI+yDFlzt({CkPsup7QK*JruP^*8W>yD|5h6*b@s2&5EorS7ki$bkgY*_n zoZrgp2c3ut?%4f{;FYXf518vVii3iSimHG0msrA171<$r6qnMVq_=b-@K!bhhaxD9 zoy9vtwJ@Spis%W=L7OY>LD@65dEi2$-6a}>PU79)B|!|J%-3T5;=b6NE1atZgr-W} zSG0lg&!fc@k7Otfsu{c4@Sm}vp>*Go+dq0#1}8wHx+@nHbbl;|YwdoS>aQacufLDz zdR=z9pbBxyneyE&kRk$VG~tC4!StQh+lOc<9dZ^NN~oR^d1N~eq;Pl~`uFAyMqE#) z`#xuX++xFgj}zOD+iVfej8pibsO3t6Ow7(%$xhD4DuR1MP=LyeBIZL^)(I(k2Z(4$ zLEx#S-aYLI6=G%_bWF6hNlG;IFcBkz+0oHdbqQsmfHOTEay@6Fc+LBFVlDkiX*RllEthz`%g)(;{iS6IMA`h4}S(9Lp zLA=N^kdH*CxCmGwm-}7``Tg1K?fSr`uEaqUIxQct&--+Jug0NtY}EG6p%rW$VlZ;X zEEGOV$muvgeW^6P@=JYA`qfOYOuolFecj3O`_PU*qpE8wrpMuiFJ({o-jHJvW8##e zLQpv9Y+VuJ7YD|ATJIwA*KS`UC`z3fGWo7o7(=KvmSey6C^O)N+=-X$z|^JeD`#1O zW2#taUIo|*7jx?VzyC}^R)X?S%MD{X-R*R#4#4@{k$r`X)PsST8KwBQMtc@jzVqkl zkBYtItaE(W(sXV-JZ{Vkq^+u0VWyP-$hTcN^={VPe0MQReEh|w+Ka>i!In#@dDFAH z)V`Rkt%7JYAzU#S#ZjoQ^c%H*g~u1Q8)pp|Cs$x0V7lE<<@?+IgK53*&n6HhF28~8 z!GA_2cakxJMSxa>cMR4g=s%qD!JDNG=X6YU(^1t zldY-Za(+CS7sKm5)nRPy*X^|*dAemj-RZi0@#Zp0^nTCOwztW~1HJuY(&T}$47(pq z?%~ahhZEJUbSXERF?*sl%0{R>otm*|6__Si##_~60W zy1tU!=+5DWIEc*!FUp@x3?T2rwj$Br>etfV>!<_x8!zty%d~{o=1Ws!KOp~F5Z z7r5Sl$MnbLKrH1HbFWJ&?;&8w#tX@Io~kaJ-J{^Ww+eF7eWyW!)ZY@A01g zkwFJK6YKb{@(;l9dAIRk_+})1GR-xTB_6}n-+tRQ1+&kW!L6;q#7z+B*^fGWVQu)J z!X~Z(M3;NdBK`aYHvAkTiJ1E9IvU1?y&VbumVA0-8vonYMYLtUv;o;*u3&)C_}dbW_uECnzeDJb`NHv!G)t-v zEI_3STW@)_wRDIW|kHE9WWoBmfelIl>jFNO;&d$w6 zhcJO2_OJJVtHccWOnuINkGaAQBB2yVEe|4Xza*Af@>)_rktyW6eLIMG#~@0*V)4Et+7Ux1UN4jNjJFs{^XNdvX^@Hp$@bVUg&rjVa@Wb4|d_vI7E z$xk^sIcTssX#3jpUjB2ZEa(j(x!Q2F5ZoyM@^c7ZClDMbsU@vsf&^hjVI!s4gE__5M4@l;1nGl; z@DU+RjRz5EOX!=pq-<&cbpp;_IFgY&UDy3@U0U!PW|~cSa+HbRc4)=iz$rR}G<^W+ zE+W!g3d@i`v|aeX6@WIj&E|A1)$G}}x2pdsQm4aj{3#nqFklH+FgB)hYB;u$0f&O< zx<6{-<)S~0bcO?B?8(wZ?WhO&%fq>ZiD#4HT!YG%&>ID{H;n1|^YZ75^1_`+F%X?o zH5&KwBw)`J>du^Eh-q&7HdvBL;^dP9%&XsVq+kVg`%F(f3fl4 z6&F-T`8sNUYDs#%9(M zcDZCKA824uiLYKw7FyQU#>C*B!u1ym8zkI*_*l7Bfn0?*7 zpvzwOB8os%F%tgCQMAVrn>qlGZ=;9)XVrFJW5i!YC z`qh2-fR8d0rKR(zgM&V0l4pGKOhori9?vT*Z#y|^>*y<7DYTslP z74eXhlbeB9X|cfDc3oE1Vu4)Abf}~O2B=Wj)t`7;@}Q9swB4@<2FiW$-Z}5EB&VQ& z8@$BG$SC2yjQ_=JYrXdw1Wi#<>9P%%&#o;jEZo-7dD7dfxnTfv1)(eY`c>`Kavofr zii(QZiM-D)3KkG02(#mvFJ-sbT@-k0MRxD zMyiL?VsdhfG&D4YA3s*b6Hp7HfW2PH%}uzawbe0xy57&bt)pYzO8~hs#m2} z_f5WdAWFbcL8SndY8%r95T4i$WVQo6vCGAI0KyH1@WkARr+=r^-v2#C#?))Eg8-g? z4m2UXl=3VhD{?p<4;F2L7z`#GF(YF7_<<5U7BP0(0|4*J$ehaHsXe4Z&S6)HBV z2?5DhRyHUkimxwC@(3 zV)IfpVZ@OK1ZQorC}Wn9p@*Wk_lL59efRH(lo{}iHwMX1~-9Wg2{0JoSY^!e@{oUs_rkEn^BiLUUi~|L8qSa^=R{>G7}CsTz@x&`=!%gQ(5~ zCQE22JAzo-*h!-M!bPZ=)UdNFM{aH#@XBCV|57>mqL%{xP-J@IW+X8v<0g*+E^_ z+oJ04;4^ho)6B5&@Mv8P7!>~b`T2###Vb&U)m7D6J7gDJ=QQd_mWdDoJmLQUh|z0}_) zoVPO7EG%-l-m>xY_rdn6hO2AY(b18bzki(p9|Tfe{r!|oOiYH=F7tGUvO(u{@JVj& zE~!7jkrk_}0g)P>ZR(buk+5rLyUtC8q^D0fK-D=Ii^VqUYQ5RLy+N zG}eZO2Cv2F=xCVHOS?w*bISg6LuprN6Tt=V?e9Os!lRTZ6&|zGV5E#yi6CMU0HdTN zagCK6O*;~*6L|Lgc{up|Tv&p|79o>pU+he9g#g1hVQ+Ingb$>f)z#IhVYn(ZzQ2=w^V4JTZE2Ue>mKXhx}0WD4tMfO zO9$Z*ze?3KZ8sBaYHiJ%cz{=ucP-(^47Z(cIlR>aP??GcAs5KLyqoYIX z8CKp<6e9l(Dks`S%J~8kXzaQB4OXv*4m13_wL>C8h1_(t#r(}V*;z#*jT_J2!AdwvkD6jONL7)rD_h3 z0JVPYjsf}>T5p-Gn0YP1+q>>4-b!Ir_4pCs+cQBlj_9l!C6`H>&8k)P{zRfl+4G z9CBl8poQD7v$e*|m@{CV?+t+o@Ee4&899td3nYux=`zmi_Rc4T-jJ^D52%21i5>Pl8HnO)b< z_Vzs(LZ>nqm4q+tdrQZ;5N1;gTj3zh0ruZ{?hmx(szj2H_us&?F@^umRmr6TaR)L_|cd zg21gnssRV!gk(sp1``u=+~HzD|7NCsdV1&k1GrD9-*bTQi%VQw{}Mj6S$)&wXXmT1 z;+0Pd$jOEa;3F}AhoG9%cn3Cm^;?cr!txj^O*P1SaH?FvM1T> zY|sV2xw-jhfVAg2+ibw$>&zu-l{+G?W9>RU*Y<_I4Pk+BTj^(b6(B1k!zLtDHnW*t zn{TrZe(U&PL!n%?3|cEdZHoy@yUX7gd!&zX8ZE^clG zJ3B5|Z!`3A&ePKYKqkP&#k~!g0}{1B9<2SLe8~kl9mP0O`9eaHo(23^& literal 0 HcmV?d00001 diff --git a/GPy/testing/plotting_tests/baseline/gp_conf.pdf b/GPy/testing/plotting_tests/baseline/gp_conf.pdf new file mode 100644 index 0000000000000000000000000000000000000000..b9c2ac778e46ca9f15e318decebf7db2b8e87cab GIT binary patch literal 11929 zcmb`t1z1$u7dK2PEsc~oG)PRq3^PbbD&39r&^ZhUsE7rEw9*J7A>Ak--65e;il88& zU{DeQ@}2|g)qC%EzyI?-FFcEV&faUUz3Qxe4*SQaqog7V7n7jiD|!tntfPQKU=UAR z7Yb=<2-G0J3k!iN+Td;6JRKoW9UDii4+H@)=s{#)AS3#>2`1XME?7G}MDlMf5C>UdW7iC<(>NwzE5rnX8CyKa?BsxGXoWef=RpERtK zvn{}epv`APXPa)yhR<3SV;AK1IEzo(RmDC3$S@fgG@S0jQk>9hBsQbR>AYNoIlJ^x zdXw}@sZeK1XopNY+&q~+BS6+xLv$dGw>X-`K_e$h#96-F;NnMQHvXK2DThMe;2ZTUG{0b^5YX=ofV|KiAuS*PHr%FGH``Edi)@{{z@ z(zdC!5vSm&o~xqKra7<5!d%F!`Pz|A0;27~d^BM`+L%tG6p2!noJS}DHf*U!`P%Z- z5F^}SI`pMF$4DWmOBJ2oW0p#)hMEE1!v3>P^-rQ%u`A)GIxh1A?8n0N`;IW+>gj!m zY;f0BPnL>dM=f)1w^!JP*Rc7mE+&kdc0RLD2sd4Row+Gl`uXxO^Sialq#SF(jpR_{ zK}OfX=SRKUL?WT*0#zbz98sUusE}|q$vN&WnrrXvhQ_vjX7zM3!QzX8$Cz)gkbG%d zc)6N&a|pA_oYGP2a0#`lP@g$HoaWYbyf^TI4aPxD9_4PrXR~J3X7T))S(xdDW+rx)mduZNaiu)D*lTaukJ z=1r?@txmO?6=h2HCXp}YfY(vex=)}^@_rr}5?#ol@1 zN^9Nv(BuBTEe(p0Z}n`I>r!eg-hps9rNr!qx9ld^h-6a2Sfls0@~{(fT^*!WG-zI< z1RlCAmMb%HKHby;DiQIQAGlT4_!zXS({pk%6fSS3x!#3x9X&0sbGrUhnBlm9M-9R4 z(hZ_jqhvSRJ7#KnZhVSb1Wzdl>9Zw!N+j=cq-n!Vh_c>FalIQEw}6JPFOqZT3Hgq9hPM!)u<+Ab;b1S*8NV`7*myQIuGJ_t)ILbuJJBdy~_eq z8|XDodcI2JrfqqD*C*!0vN=J4Fr7(M-*qCloIn|edlJ=gxvlm&NPI_wETPIVh_85wXR$@7Z>zsthe46^>G`Rq) z=F|qxCEi+YZy8b2;cN5?R$sbglO2x>bMz$FTqnR3ZJs5}RH&y_Pe^=a!WnE<96kP! z(1W+tMD#2-l$+0AX5+&aYm8NnRUlc3JflwMQhD^Pp17P?Z$iYG#}WNUgX7STjFpL= zO<{V=>Sb@GNZ;(i2^-j~-HY6E;>m5PCckI@IDB^;W{H#VBA^K%40C!_Ociy1`}Q*E8>2McarjGnT88>9B|!qKwi)tvEJWr4*iXB4^p}amQeKZgk%fGCbMV`;fON zJ;^1U#^FJ%ApeO@tVte3wyR0!WH1rN6rzYwFdOVb>xfke2VNGqqqREubm>D<2mwK$ zT^s(E@=Jo~X^9gIkA#A=q7v+`Pk;3gfeudEq~&@B>j$64U}@Oi{@ zsjEsvS}bMtnK%mGGJk49gE8tR9Q5jar--HGCg1Zer1}7%At1!c$h{K~Bn+-1Yvv*C z@HZw~auXlDY9QRzTf9~75c{N=S)@xU;F?gfZz!kaMI9-Z!A-l9Py3lM(55K6W`8O9 zzH*vTlIrRF(BYd*t26_TE*jeJn z(sv}r;bgZrp&Ys@*EP>PojrzTMxz|ezZtSp-9FNkPISh=Sb9>gNHJTFF8Jlc_F*b} z&STax_s04Y#<`-=vk``)@7gEgD({^c4_~gD>kX!&V=Z{&5y*Fx>h9Z}Zks#OsW)XW zlfm*cq(kJS^eAGUj-9)~Y{!A7C_6@uW_0G@kf1+)K6+4%$n5IA6#ewedu#c9wfCD9 zAxDu#2u_i3pXvMWOmGp3tP1#8(+Cn;BU;AZ`q_ICN)8Yn#x%L`PKW!d^`ki3WCs3K z?~}xl;}X;C%(;r!#j}Mm>L-X!8LB5c;!8be^f(@&Z6pU`SFTFoSHIh|B92joWp@Uy z3T(9OR4fsC`O1PMAdDKsd$R~F46=5SAouy=Hq#e$cXbT*sBrsPtK(2YBty9JXX zU9wKujK{BWMK9SZDhrl#A8sF>V}j ztn9dSjOY6HE$uwCk@Jx|RJ5jZ#&;DdGR*rZpYYu!IEFdCotz~&lvmI#OXl)ihksp= zd3ldum0mmeyjk}P_^~KChJ7`ex&3DOT%FOth_;FHyp5=&;m>n}4R-8F`2&u;FDPMz zEX+AWxIDNg<<R1E92HVdiD-CF?Lkg_%vGjEDMyy1Ll3&jQ_nI` zjYE7id425Lt2y%_VO=HMS&NBK&g+O^>hd&Eni=L(toM>2&GHs0UTu$aDO#07#}>tS zb)dm(%xhVQ%%KOo6`$UA<&!&^b(K3D4-c*=d$c&Bp!?`E#n~$Q=&m_~>rP({j@%)1 z@^*^VdrgqJRb$i^ooSkxZ(sDF3hn=)7lV@CW%2KP+(DsqYr2#r3WkWDCBEsUuPn}Y z?5ipXHLG;gDz{|KY4U51d6#sL9hHomu&mMUnl;RvGT5<}*0E~H1`1Yd+wHV~a~k&y4E^V3MwBy!z69TW zi+17IUU3VTJM&4**^wmI?~NE(3bd|q#J5#p2t+&o&>nm}t#DmIO znNWmOar<>b99vPkw;gtqt9$iuSXy@C5r zN26bHKEI!zV=mgk&-*NYUQ(zEbnVEjX?qz#U!mB!+@RA^2 zTWoikCG}=Ut1@9|F2Bzuny&bkXp*lt#TC!SsTt%!YM#kJlV=MSB2DA;6pZJJN71p@B0tR*4J^tRxE3ju=&@P~Q&hVR(8am5 zla6$WE_O~=1)8oc=Aw8ZIme=1=na-n@&Z$x`p@J zx);3>#BXZ0%&$!ynj|I=q zYB_7XvUK*oRaV|u=Lu2Xpk3>J{MwglgzZ#c-ty<B?o(pv$weq5?AI3#MiTt9S{4cA63zVA0< zzC5wTT6NEd$ma|sqif)Eu8Sg_^Q3Tcu={J;SC)|W#(DJ%w)q374MUkK9jskWK@oR1 zInu2!`}9M@xmZxe{(RRF=f7G|u&26w0h){YWw@pWz352aHUHz-Ii*>x-kjC&m0IEh45$ z4Pz$e^&e~U6rHY9r_Om4tcKrp&-va!;xm|e^*j1#ndi1qORZz3x~Z~n6I1Z#fIMOp zW4C(aNc3WIjb^lXX~HX`AkM`eB_!Rq2R?~2hN36Z)diyso;PgxI-Y26Ii4EGd2zZZ zB=%dlp?}I}-^Xlv=z5QHy_L>o@t-`Lgp#gqjI52{4nnr$l5J7>5!xw7RXd3NOA`#Y zvp*2{->)BcK)F9biN?^JKNrJ(NygVbkSsO))H9c{MxqbGpbxa`em|JWKdvtF6Qf~JANT!cYL{{#^b)&q}m%Q!HD^yPotmK`-3q} zDuQke>W>+7oAcvdF7?J;d^{paI-b5pEI8>~hj)#oJS(Bb@Tz!XDfNh!9`(xy^eZ)f zx0M_7oltfOZ)_dL?)k1E-`Cfik7xnvr3tRNte03Uy$0H zMEMBRY|Nl^%pyU%mV03-Hh2li>KIwjoEvgxU$#PiFty3Eb6=KG7C zeG)Xb)OYYx3zsVTiA;-PpFDsYakXOO$X15uqAMO#RrYf==u*yHIU4<-@hR*CeZiHi z^k|M6@+&cU0z@u{L z*YaUS6(1{84{jS0M0zfLXoxIKE^>avT$j>58QoWw`fZivDuYvr z$zxs2ZQsj^Ql=LiChkvi!Fk1;fVch5^?J68;cmr35$@fCg-CAo?=(>r?n*<2@o62c ztM1K1B21$<9nUjT;WKX#Ax#iHpGNdDqiOHSFwZOwICO{y}`!^iyyL%ZTM(fOsb`W6CeMgVPI16d48{vjdcyI`DVb* zmYALb!?7nR?TOEpaNH1;D zdFyUtR)4uj?B(2Jy7ebi?G$3B8ZRHc!J@^Q7Vp35+M3_m*!{4(xKw2I`pUK| zA(55Bt<3Znrxl-T0JFc*`wY}I}*tWg8!?CkzlOEVBS?aP~+7i7z z{|WANWf!l+`SnRNjZSaw;xg|xA%6dR+e-h11>^nuxjoyHC!_ObbWO`E-agq!e-F8{ zHL>>OOLWtI)I-Ru>o?!T=%$q$rQhdhbwp?wb0pIYHALAQ?`k-&Q@8;Gd`8-eVrz8}dAuHUlST1nb zw$PlsB3B$U|0E?*`_0H}xhuwN-&RTsY8P8)OTNDzcFQOv@4Ixd#Xq`W>ERcb&lydH z0ef4&^C@n`gG79o{l6U6~wofRFWi;joZ10{ZECCitsXNJfib;Ym!)iF9 ziB=}#{+m!esPz_MWK#iA0G*k{I7|F2$v!u3(Ww@V!>EpeY}+PfXB=l@|C z|M9fa6`{T`&OE+#!s5}-t1s1uEt~4scV>62baa|H@>OC>n8&UiH@{NwfS*>@+Bd)E z%Ep74uYKA~U*7D`z0S;3480tdo)skajecfsqp0*_#K)8%x0h0Eur;u`|O zWuj*k#Gt0n)q{rlCUV+ljZbd!l`F_be@c0(*Rjc5$v7xldUlZRu_y(JE`!V#LV$^T zcyRc=l)p`)EO9BVmJqW)=^cWjrPEgaceSoJpJqo)(cOtaa@-pA3rPYB!9VP zRr9;o@l`jHlN653n*@*GE9<^-Xqdb!yRmZ0hI!<=W;!zehC@}9oqe1CW~)Zn&5$;F zoz%Rke4u2%Z``gd08;sRZK%!c*8s; zhPn9`_FjqzmAez)lfbB(%|mIGIX0bR>0@i(NtMknX8lWOz>~KB3qPmzk zVtKN@1*Sj+pBG=s`(iiuKTz}%UJp@(NQrvubZXNk2v4nc8&*w!NoHxe(31J4*O#3c zL(6pTIg5d2-uZgY22wu`2corXq{wyFC1N={3dulke~r$UpL|)7Bp1hAwH4oYFtz54!UWdpWCXeJbin7P7J(CMQF3cwRb3g$dUqO11l zMh(9EuI@vpZRqwDOuFxq1?2Y(2z^kOmC~SjB-T{UOXmmGCi}ya`Ux428@kN1*u6o$8D$goJi`K@lbBzUeY(wSSp`^&9_;!iProQ z)-yXfleFF!hUfe=?G+kg9~Z`SUT%bP_0$ygVM$Z=DrU z9v{{4SKsE<`Cq15QZH+LpL0>< zQi;OJr|TN0FR1b~Eax)NInW%@OTHHyFC}Ap`SF?k46N|hPS4=l9wn2Y#i@VsABZOS zU;HPILHrRp89jB6BfzFMC{%MMXIT@MoA)^n!vbT&J&Oz*RGO5LWv2ttg9i*9D(ZEsO0 z5C}CEQimnwy}TcKBR;O+#PgMi>}B(o^IBK)hWA!$rbCr|% zkfn>L)@7y9biA}OiO^en28ey$J=v@1IH(|C%{#A}wBW@vojxH?319avP0)7ROcFAR zT|RQUmyoz&Zz?Ww@ZwvM2#bl28UoADoF8&96gP6(?p>F2Q%|+%5)M^n%&Qk93mTJW z@V;cyv1y;BbfJoHl!sx&iI0|wzIEUeY}LOr;N=uk)%?1WQ^j z=Ma)8qDow|2#*gBgp&8RwY>cc0zxYaiht?}|3gmzHll>}vBNog;XQE>_#wmvs%7I2 zAVU@t}Z$Xc$c!JkI$5r6LA{fkg=T{dEPPRTOM|um`A_ z|8FtI&h~gGAHX;LTS1h56yKL{G=KtKn;u?NmV0&@4mmJ;*e0B?<5b2D%7T8#E1U0Xm2axZEL8 zAb-T{m#D)FK*2*12*6@s8WPkB&>YkVOoN}{`q=^@qxh-FfdmOjfC(r+p!#4Q{E`oH zft?4*1V{q!e@OwAg25;b#(oIEpfHf11SY~^4uE;^Cmr}2$O|whexrkY0CVCe9puW7 zoB;FTcLMb~xCdl_x$%<@EQcWhzXQ60Iq)xpK?Csv^8%=-zthj0_}PL^0pd<^(1O>$ z(Lt;a$3dQ71m*=8Rj@t(tLA}~`{$+z*3N@(d7#+;sJK7~4{ASHYJrdUgX@EG3qQm$ z9+u;S_kRG@c~F88Kemg*>Ia1WU=mocfxv**f0d@+3$6+f-UDpsZ{xr3g!1Bt;7xf5 z{O3mV7bp~JX9IMDwOtYt3@zyT}#7wf+>f)anz<~LXUWx{X&`uMB! z_b+j9Zx(fT_V5MZvVXVlXJtM>rF!}T+YMlwy0bmF?Hzzu^*~(dp$&(K+rQQTo~6Gc zrwAZI@y?zeN+3d3P)P~_gCl{5MFNgQq9w$IVQ>K$OhD)Wc5Clz2S7{(-EHt*Zk~8I zXIqGuy#vJ7#?BSk1_71>QNXLl?;HRoSWH|5;)KV0NkO51O%?ORIST#eA%7g!fdVMy zC<>s^{`djvC=$pz2gt8JFvY+hh{umUI2;b<*`IwdGzzfr?|m4+wSV@(Vd6k4{=E;_ zVE)mE{`(pL$3ND9!NetjwEROJ42FOKsrzRi3WfQHJPf$6{EZI-7O}tg!7xB7{2>ph zv;VLIhLQxH<3IUel5p5R`y{}}><@V`NpMg5d!Hn*DgLbw4H);2KDfj`bVf@61^DlC zF^Iq03&iqwKjU#W&Td%T0fb!D!@(1BkhVa5(ev~Kv;Ckp=sO2ufusQw$p>$P!ylv( Q94?N)Q1J07YpYQFA9JNe>;M1& literal 0 HcmV?d00001 diff --git a/GPy/testing/plotting_tests/baseline/gp_conf.png b/GPy/testing/plotting_tests/baseline/gp_conf.png new file mode 100644 index 0000000000000000000000000000000000000000..9af180296f3045fb84564b4a12e28c6625ffc1b8 GIT binary patch literal 13092 zcmcJ$XH-*BxGhSrf&$W{N>%9u=}km>QKSgcOORed??LHJL?nR#DouKclu)B|2#JD- zp$lS=-g|kQbMCqKyf@yTJI1|?!C*l4UVH7e);GU7=l7BH*hrg><`xYR5fPoPj;09_ z5%Fu_Ta=0d_{)0p(pTUI8AL(@5u1$e(gMk76=~*-B4Tj9wVlqBHKCvex z3=Em??m!b0b@bn=Yibq?>hbdNjWP-Xm%1e}CMG6+)}+?d)U^8ef97&7V_xt9Dfple zv-SWa0>|G4ofgAq>ae?~BWvCuj@tZ77f@Ttm|t?DPB=zk0#BPeLpx0qL31Q*FTAC% zPJi@(F#Xa4!9m(dAHlOlY)=v*;!Ec{pl}$X{gN4YlekQEZ*p#5Y&OSG4dn%U%Y?#V z{C#Ys*cSDC5MjE^!=)Qtgl0uRYFA&>0q@z6F8q2}H532j{R-j~dOsaS8IlR{_B1<= zCbqqPO`c%>HO*90^QY5O#qT4Sn93Mh3;8{k`Da->lrh(Qoe~~0F=VoM{k&5(LF|MU zuJxTZn)l4w3By0j>IasRRs(q1CY~c4S}x`?D6ab{+9YeIcQUf|<%gt19gZ_e32$%_ zngG2Uo4zd)*dj_aD6~`_-=C*~yRqej)-BMN<>TuRC0`@&{Da6__7^pbd#8@6B8nhh zCbeBdC^e^#VMp8H?yl<>7#HlR)chg`y@{s4i7n;Xqvn?{gx-=lg73~l(EDhSe8~0M z-5)-r60)G@X3s-!OKM9Zn&DYQJg2|<<$dSXJs$Wpv~9GeT#sCSI79FBFiZ^G%TZ&S z!Wt&>cdK?d{GM;HNPFNz<)^6OxjEwZK>qV z7DBg$x*xwKPQoeg8}pL#deBPAtBS{W_6({5J6MnlbQZO}v>ogq2Jd&*izs&5(8f1@ zsK<}2?WbK=B&eF7ZbzcI$h;zq$A>n^H%L_-!E)Qv1_7kATpCrthJBP|9OxqAe86~| zWR{^Y??k6&H(I`dsLaJz##|@y;b#jBRP#-MY}DUy1danspfXgRVB3jZ+#uWVG*P8% zM+E^}mN@FaVdHe6aUfVBXpJp_o-5W~ za0jff9GLI^e>Fhlxt8OY*%mBh&Qz%r@1@PQot!w(cYNC> zm@I_Vm*z-zOWM9DueOU;zP_UBSCBKXRtye;uR-Wfkd1aY7YX-^-?!|3Eo<#OMbh4M zWvyomsb{mrB#v*W7*_}K@#WvtBk{wEkrF&EJ;ZGLFrwEnN`!l>3csg&IB^EpMFc6Q z8Kryzgx(_1UJJtuj%RjSG-G@#+9lXbhiJFFg7!x5IPtj$!k}q1#Nsn)Bd7veN1nUB6a$97hY)hRIYV6*;Y9(!&T6B!Tph)W;ti`8jPhf_6ZW zKra)z#_PMsRCpeJ{DG&nao@iA4guI1mvtLQO7qF`KtfJ(2#MWuSa0GLLWq`^6>U+3zjU_^D~x2|b8b zeI%6q?S&)*N)vYfbu($WyPDE`S; zMSzoBh4ilNm$bM`YM)6D<5LFy0<+Qqf&B3|UpqR4#w8dTz1BZYr6V+Q=ji0zh3epR z1Q&`K{mh4$xue0kEk0|v2D5MiZCtqnO#qKk5#9*jV{I_4Ff&q7qOBSD<(vMc)1dhw z6W$z{uWM*MTU-PMfzwr(H3Zz=gZ(1<@SNQ%Ua)~0_>=%=k3`8}6|k(V3Lu64W&3vw zf{dAu??MOOIe`B_+=zt0EDCZ@Xc!08&66|*$nn5{@{;2<4QZ%{*2Ag>lc>+<2O05 zh|Vt~7U8rI1iM7N>*ox_-^?qzB_M!RxR-q|+uheLklv#0H~P0Ped@d`Q8$|RMX4O; z4Nx~GvGk1t+ zdh4FOzUe4M%Sf^Rin!)>y=i{88J8L1jzxv(z4RsjIRBEb3np>N{5nQv3GB~AwJ@=N z7!OqzI?DtgbLb#*1t2$$_C0JYfu&M8=EwL-mSVdK(!@4e{;)g-sSNr=#&N{ zN)f?*q#7$AP2A3WQ~~Gm$Et8^p>q}yPHrg7jvm~-QLoXeH-o+Wm9gqlR=F4MRz|qZ zRQE@d@&=QdI_sLc&(;nO<(RK$BqB@iDV*!s3Rt@jRo+nZNR)QS-a78=w~tOQS(3h< z--7nN-HZLLT74nnPyYW(kH63;fWeS7D-l%b?7@db86=y;wiEyCIjY}^h>BMOz(uS* zdN|<9Xgyvin4PHYFX4luWz@XKp0F0I*7?~449xUwfd)c5{Px|DX+=5=m_eioHIH3% zV3xs=08=QK^&Ko^N4ZUF=Nhw&qy8U%4P9O=%4I%cJzDO>b$T6*3fuW)v#BAL)IN(@ zz@oD0<8BG0_PPvZ(-b_AWp*W~CwnTg4?2HOcAgeyKm0dbD*jG^@XY!isJR7$nPvp- z(!Q;vpF7-&EDVtD^vXj6u?RPfg=Enp@?cJL&!7f+9M6-gSbB~2p2s*D4)GApl1x)6 z|61wIhlq;S)U~(Ac9ZMByzVmK@@C4N!wkfqpPXgX%f4~FLTtRkDasFyKNd`e(27=@ zCWdlT&k1Lz`cw*Wfr=ywORdXye*JUvzgsv{w8F#ScC(kPf$7LSYX{kQDkTe3kCo^X zG&dhQl5+YaVR&h#@FwX_=h;S5Z>qJBu6UL+!S``fUCYg@? z?KpVo$a<>Ht?UQQe`y(X&E4%LLn4?&mssC$h}Gk8HTQf8;pFWAUs_^*v(3gI>2`8@ z(rhMH#I(}*mg^gWP08T&KWNKWX>gw9eHDjt+do{YP=IQier>{THS;UivH^_9JST4>Fnzp^J>$^ zvsNwQNHXC%&ql=C*v($HL+3{rzo4!Pjm!uqK>ua1J#% zNlvWS6(?{h_`l-UPPaBO7iDR?IdTGrtmYPcKVgEY6x#F6=OG|GHvQX&L=qHz)(?Hb zL2|xqY}P6?!x(xJ?F?>}p)W5fm2P!?20Qr0(e{Rx>g&s=Wa@g&WoGQ!#*Q{xzfqkN#M*>OPeYPs_zefjrK@DApF5mg?Uv4)gcX1Vx2c7GHtm zf%;oPG8aBW@69IiI#r=GS+LaguchtXV5Ro-A(yAl4Q|{jD!or#%gW8W&x;HM?rEH6 zeZxd0*;8kQL4FwL;x{I7JVDqIqD|5bq5~4+aqc$Omg`4}@R=S6=sR6V@Uv~bkkNAa ziBy&r3fS{!fANEiS!1+EoyM|Rz>!~EEox+8$vMVm5%3T*9`fn~k>}PhFB%`pgC9{r zWUE#)=BLL+XoGcv{)IIJYc{fGhNgrzZ%H`Ah@xjxYi{M% zg82roXGya5N6X2|oe@tL1*LmK4^j^*vuv8Gz5xu;drmPO#ngh-J(k(}J89U&3o248 zELAH6msmSQxThyMQm6C|fK60X{IM8ddup%CjP4(mf z2nz&Y2jfaK5u1%lY(u^9d+%U(#cmu_(B!|vmFkq5C`b6m?mmUg&}%z)|9B;+BEkX+ zy7rfieLz|PiN+@}g1J$in*lBTkr`j0%8R|^rC^qppoy5jX*#&abedrWa4FM)EtQE4 z`w8E86SsnewFqOeyQ4Y!i^7b`0ShEqy~o}O{0-t2K>9Y>^p$wWq7WIy;;N;Zw~=&9 zH?sIAd@!^W%=!xnd0!@MI`p$_&Itd826a=;PU-7?epEqa=FJ^;YYgEF(;@~VW_wJQ zDgJ~`v+1*j_@mo7ALZN7V~a>w=pRV=fRApTL62@vq!A*|g%>$+zbI~?Uvw(Nowq^k z=8jt@VUjDA&J`y94z>>MS{q6IqVX;+c@Y>^RNPING>Jv<2Hu_-iOfGhL^5J?kuDn0v7 zEq_dmZ}d`qGg71M6}EATvvF>&A?5Jh>lTn+(}BLVe2XO00%lb~_| zxIyw_nNZ97{m;%>ccF>aT9Kh|J^A{2et0^cYM)K6bP`HgLl*V~vh@P;=A1nMFUsBA2o3FcXliZ_%Y~<`r5*s}=KkO9`6NFUmiw-nUs*JKN4vB4HxT3f;|B)_p==}r7Gf4L^2vr{w!QLu1U{5Msn<*W73A6!f! zg({gc#WeL<8oXm#;qY)({?Z1WWaiSFu63v3L7a8+W{3D7o)(EH%oQxu*Y-}akzjH9 zq}Cte2VIzEoJgmecYC5m{oqd5G5COF-ZkcOSmBVz!zG$Ng7S!Ht9!Kt1Ncn+UlWas zxxjtDba(*LX_PM}-BD+7yD)v)$}I9&Mt@jDIm8jMTFcFwwbCILBRKi>1oB$AX=P|N8VXRE=P}y( zkjiK$o=-E;mx?vp%&|h13ZT;}xXs)k(IdqYwZgxDBl(LRC8f-grv)@6SVUh+t0H?A z%YW#1%fJhM8${Y+L1MV^hAsuX;l5w2gw0e zLfP}Bk=@ElmJ8E=L?e$4iVx(Cg%*xF`}vKHrDYLL{pw9qw{@@6R#G$&3FN&kyTxtS zJo%~Ghs1)DLUhy%{Dm)#@_@enbISl`Ek0`IVQ{@}C7XeA>PkCHQfHkzudCavK_ifJ zOXEBWD7>v#W3D_cjSs%M_}|?L3K2)Xw8p}t1FOohYGzX~exW|K;U6xddY@pn{lOOD)S4PyFHD36LcJk|7L+vrYSy zZNRQ6&{7s(@6<0JuzUmk;ggXYRVDSREt+)JL_!iN@WuJ->B?X?Mr*{g3w})3pH|fg zgLlx#Q$hdk0?K2-6ZR_S>W9iLQ=*QqX84VMByUOBR}c$oB%Lce%v|r+f#oEbscbFZ*PPv z``{#%PM#VVjR3?yKuLi2Szpu(-hOAdxc-8lYk_V?)S3b$S`-aywIdu!qoM~9vT>nb z*7kb^M{INS0SMC6jGP@%7svJlB>8JztN^F)&#onRl>3{(g^1?vOez3^l3?FIDC63~ zVo<2#fwlgPaNzzi*1s}8EW}NKPu~aJ!;YM4>4f(=`-w~2{UVJM-4#g(7AnyoI_*k# z>uAE++ky{}J~BAd`koy<86h4pNSAR?;Cg;LdRk-eKs|G$h>VZXFA{%KZj#gTZo3IH7-w>_63-@6TWXr#@^T z9V$wBa7{|Biw#bH&}kh{Bb8p*j^5EbWXkj87QB(k4d{;P&pxovt_F{aU#jHmy~Y-Y zEdL<~^T}j9`dUK9H~MmgYc0HH2y~w-jsBozQ|edY;vfiw=#U&+_jP8vnn9h0c(37U zyrr#Ga?iCOq&@Z9a#X`Rbv(t@46LUQ z^*<%(BUE|LRXSaqfTuLET`j`K?RbA`p;Fhj*jG zTSI<}Y zEzBWBkPSHmB$}!{m6y1qY^*-n)3q(==C5XC20#ra@?JXva!d^u2Nx`mSNXmlb<46) z(w(=N)Mb7n3<~k4K6*ND4w?##gWv!-pYh!wpXZ(*2eVwiZJX&;DUr8O+R-hFm5^@! zb}m%h8IhYDYDH3_{R$|*5OW7&t7}qJAGcjzh#NEETAB>27KtwD$ja9gx(qv`iZtK`Lm;^xY;rpX1pzvL1Itn?0X4CzdGX0d z6DSC=#5iZ|n07BZAVm1MUhDOtLg%PztkZke_N|2;DS!CT`Q%T6?+8-H$9>YWO^s<3 zH61u%bCV`ce~6w(6$7M>2}MIq^KEzJ1TGaPscPf+{&g>=mBm>4H`C$E51mD%>{>-eQO)ARz&!wVyoUPk13-MI`#heJIO5S;bj>F^jrZ4_JW)orl8 z|H>Y>3D(Fjk8D``+M*@qiG9jhVU~<7Of9tq${5cdn1eic*UEHd%+xI`7lkcpM2+Rn zjZEM1gcEU$L_=N6^tvwq#jwrY_vZWSt?6;l&nE-JETPhL!%i5;)SvEV-Zu-;8Suu!Wd!y0|;opy=Q)Ct7BU zy@K2pSwBl3lK>@0ID0q%_eE;A&iQW0xIOV0&3(Rn@u|Mr0H~WzvNT3zI`bKQkmz^9 z8Tf%CN`Z7{c{M1*epF^j+>5=GABSvru{jD+{?;CDaq7T5ib5Nd`rX2gl22Enx~SB} z^Y}6icIK04t++e80YEG+!lXtzk*4mIz+mZGT{?UlcGlb%J@9g!p3lqxX6xJm1XYW- zEA*e^VKXL<@Gim5uP?Yj85cqJ&gEYq@NCB12-#lfiK3PM_oJ^y!c2SnE}?q?-@eq0 zR9FGf$M>P4wrB~ZCvdnoR4GUfA;feB$|4$@oJ`Z|Z6d_eZrwkQpKcV|R`+ zNDdI{-G0iH`(>5{C>!HtocJTxW;31qTYv0FPOL`ET}hQVJTM5SYiP;o`TY(J;4Nj% zqE#dP=JxLxC{_)-J{5R+_bPiGm!rHB#+ZQDbRH{tdliT3tW0EU%{V4UXu0|q92(GuirMsV21;}E});`Ry4rE~^ z#YZHYlTC-Lv{W1BrExm4rMN@O97r6QHB(Zrms;ydp7t^>Q5h(Dz8x+da2``W`yo(< zW985O(`pEe!gm`MAg}4>UC_Jq;=FM){EIDrNy)vr&>dwE0~|N%b+xAKfaov`*M4uE zZb}HVkWjl(I;2 z>E>(H3Oc_As3B?K8IL@e7r?)VvKz4K=-`)#J z0xcq~Bh7e@F|D0e{Ofv~C;HIi{b@|qtW2Z&ZgG}-NW?<~L^}q8&hXr`X29pJOf6}7 zSso1oPAQ;)74!b~pxDz3*<58~vjpW9^or`zNqwvcjo9%G+6?6g2#=l#?yTw#X5;ZNQe?!JP8Mwp4V*N`rgqY8}Ryv-gLOVsX-Lta@;BC+N z%j5B`-^jw_Vf}OwmK2+0-}9<5uf)dNZCA!(cQ4SSF)t~(jF|eSA=g;?*%exZMO`)y zF8(j+pN{~C%)eu=t#6SW=*IdFUcF-X2Es(WM0rZcfbga7mnGy z5zyY1Xn*sk8d3C3jds3Mqe~@>1d-3IrDZ}44C;o*1 zmGS?w4jEEgTX|Z#6%K!`bbB;w@sLI(+Ee+^$m>e(tjKX_g(W4*-2Vn(&{oLWzq=

}OQs(f)!@xXpgvc}xBr0U1N*c{Deshlgf0G{0iVO7!FbtmX6Ygpj>*YH7Gkl2?Q5 zICwQpMwqYR!G6ah^LOuH&zIMKH#`COI^Xkmgx-+Z0tZH^egj=4jeuOBKgZJz+}GF^ z%V70%tVE=cceNC_Zt5#wH?+k=GH2dbumU`Lph@aS;co!t#sHMlYn=MMr+fv}=78IG zdU$OgbIa<u*2K`7>+rGU2Y9P z-Ha!QncOyt_$x$f>QGTSWgilTt<=Y{wOzp`*)N6Z{_$>0q0*0CX5OYiZc6-djV0Eh zGiyxno*CV4$5oe6CdIL5@_8HOT^0gRZ*1i}e!fg2xcuyUs zq?UfDO1G$lSbg0m6yM0zaMtmJUcks=%b+Py0Is`ws59M{sMUwgOj2OIT#-@0Leq5S z3ff$Ay;JzZI+FrGYQ9w&#kZ~#kKZM^jW82m&47-51y|=I0~2YOIb^nPDMad6aSt)(zMFf6_l?7 z?w~HBXy6HWv=wVU+ zWX1iIe7hhUFS_sZ5MNMkO$IG8G5nLkrEIs)bi*no<+^^X`^p*?1KmqNiH+xh7`Tx# zW)&mahI*2eXl)62ZPEL@x;)_K!K!^7!5j8BbckH@l+7hLrrLc0!HvWGl9N@po19`% z;ym$Cc>$&nn1BF$Q`p42HE6DizNKY_jUiK~HB1|Nq?zPeMqs<+Iir;&GOlh*gQ+Ee z!E!;o1#y#+$l`3Pz|=$?XPf(Pr*@D(C#s-C{ZP5;T`R&QEqRP?>|{SyC}VsWYrXO3 z|7+P$YA`Y2VL+xTa78G~b*taj76lt-oUWB^0x)&)qxVuGN2E&hQS^uyEeMp0Uq`E; zhY=9F=LCgAQmn$^SF@#P+BFDv=Gz~{e|GiwZ_R(9*A(X)RVX0-F`SyTlxqZ20&g93xv+z z|00W868mhpk)2y-!Q%=n>&#Yy!N5i;joN{_e5X;t!_*FW6)X$olAL-e;XX?uTj?BEjlTBz{#^e|r=x zq>(uc7{_Sg2mZ%2zBv$YKEMjn)W}Jt)Gt)t`9bzCAX!tns&;;aL2nO>3cR1DK(LL1 z@3?-ef-vA?V@r(VL-&4=nGt|O`V4)!%ac5vJA4gG$F`{e_>_xE9PXW5(NaE}8!7C# zsj;cmD}A0Akc5YiO+NcWY}5%-^(p9kA@oW% z^D#028k23^_-XEHnkvK9O;mU(nA2s!g9Y2Yu7V<-4~YY^V}-_xhiHR9;N$-TO@{w} z0g68EvQ={3uWk;q0>XLW>_!a=h{&xwTgK?>7?0nIT|{qhU385`y#U&z?mEagME+O! z^<8nA^GDt5SzO5yjOm;Tqw6NDakHK^dc zAo`NJ9gQj2MC7f5eSwvG27>;`&3LnldJXZeXCekv_y6P;^VR56rEO(kvIYMUToIuv ztkTGHEJ}Oo`ahtrGaZKCBvI4YC3{06A9WVOX3Uf9SU&(L#8$4p_&qC3vYd4Xi^QHe zhHlQa+`F%y1+uZj?>Vw|Z@&L$XmyuAcBD%2G6)d(E?87;Bd3dR^(hnv**G@jKDCU! z1vHwO??t5uZPl%}Hm|d#oe)7C!sW}jtn)NCQ75N_s`Ie( z$CA8wWo7;{xQSx`kaXU6{gxM+IX$xqMJi(F9Wfy&wyMGATnzr>dLwPn#T|0o*RN*Qz6G0$W zZfy`FAXpFi4G}Wx;(CCiB*b`7Rrm@+yU3!(6yzqh?H>W1tsexg`d?2zDl^#tN4LtA zDG|P(ho1qW)rw#C#1}ww}gaoRRSzuXL@bx_WCd~4~2<#2`APS`91l|P)6~a5D z*Cxi&U?Xb)!|2Mz7d0MkQG-sMKpbg~?S?hG{f%BEs;pWFI^39fJNRH|a`WqF_y`Q& zj9F`ZlG@C&dMSzAZLH?J_>PIfV>C_+q>xqcj($w%3vgCr^q8FY{F&kTbR&~bvns^H zAG<%D#=Cv4B1zkxVjq7J9K+{(u88FkUVeKSI8TU~<6o|erqXF-m|(Dn+czxYCLFDW zmd~!Q?|(kFZMwDF9Mcb-tLaGSvP?M?^)>skU=x@|n83m*FBFqEeb%RysGFpYNWSRw zG!tDi9A$s%r9G2S&$g#ch^A|2KQgFZJJd)G_E}djx?vDjLlRuIJ8gJ5-N^1^0nDxM zN1E_DTJ5WchtHW8ol7^_>Wjz-E<#taE}p}E;!Mpd^&ffTZgj~9QEFw1vq)HNS=wQJ zKFsb%@mg==>bcgB1uywos(7snzx9WlRwQn_=QH}R=T&c-M{uPdE}}`kbyb{Iq5~48 zgk!iG3$J@^(T0wx1$*_i{VPO?%!D;kuLjK{ARA-*B!p@5Sj){?S>%zGaNA$x!evEJ zS63Qr2t7lGLz11{^{s@jw|+&5brr~d=0rj^Hgn%b=FfLetb~UMuDACG`Ve`O%nm|| zNV`Xk+PlAiQ3-^1A`Z3q1W zHJ92N@-`EVuzU_B8X%Hu@*N3NT8NW%4Ev#AVP$rqzJ769>+4-+hYS16v>Pmi0be~44}(+~H@{oBDo{9Cf~(ZSg2S2v!6*4w)jVujM}0G z<_GK`4zi0z__=vju14ErX!IdzA*B)VWm6CqM{+rcDFCi&>aGvcXjTp8s@E+<-GB6f zV#g#_c2s26-HznO=Vn=bMWADPq8DRp@U8Fk(fou}VpmN*Oz|L0_7gwu`RUHlwJ%hN z!cBu0hK)>{n@j;@(WQ$|Y;4=Qn9}V{O^b|gMAUnI3iZpMOgapva^I4GU?VXK!L^VL z+4;?wOHc6ZEkck!@OZDO9^7G6`QsDS5qKn*lp5H+P z>%e?JnK2^+u22=R7pI{kYq#copm*oZ#HW|QR=}>?KByD>;stJM{(YNg0EXwb9}SFZ z9uAtF1EB-aE1kJvlxynYz`_}|OOU7%5YJ~EE)?d2p(+9AwDYZ2ham``9D@HGb zZFydp4=2hgbKjpinQpA2Ekrd2I<5J($rW&PosV6`Kl`zSIaeFUudWKun;|42w|>oh zfUP(!&&@tI=XrRUW`^tF*?JzT!WG3cm83u$!33l5#urB)zFQD{2HO?3n6Wk7nmCv9 zxQzBPU8v6PXbsv3=NNKCPf)+nR(9Nu%C{HzX8#bb{hF$b*oP@ftpMlp*G%&tWJ0Sw z?*iVo;ISM;B-Xht6+37TvQ~T^_z+UxCWdoa4 zTf$*H`62pMR4l${Q9a4tGUlaW`YFw0OEdH8^9GB&>CR~_1KoL2GOsdPK)QBW2V%6{ zaUCbajyAQzuMX==VAQ#0;)mR-?2RE3km|>-AA{$E`Sd0K0Ec_vy$@*uKj&r!v0df) z#m~jaU7<7j!WTy~l`?0xwy9Ejg>B}G>pxw+tMlGLSOK?E(}ArvF>#Oge~){;x#ZzK YX!aQVWUm4In+uWdBO}ck4g1*t2kuc}^8f$< literal 0 HcmV?d00001 diff --git a/GPy/testing/plotting_tests/baseline/gp_data.pdf b/GPy/testing/plotting_tests/baseline/gp_data.pdf new file mode 100644 index 0000000000000000000000000000000000000000..4ec452709c2ee2d7f260fdbfc068ac65c56b4ce9 GIT binary patch literal 7296 zcmb_B2|SeD*R;`4$R6oQ5n1M$eTFD&#AGdsdJSeYwqeYmXr+4frVvG>q@<(;ZK6oo zQX*3SN>RKmC~fL(@!k835$WIe{=VNge#d>D`<#33x#ygF&OPVqI9uBq5sb+=of8j{ zf>Im-K@pyBAa4GA1n<5kjE&%}SOQisF95+ivjW%=2oWH-BIf2ecBnr@q>mWj>Es*8 z_7fm93<%J3m688Lq9RdnE#0yx&=Ly3QxD+cl1aHlb(Ks8WG0gvqSyXh?gqDH#diC1s?>W#p3Wxwm+9;$%_W8L-IsA9U&5^kVjW` z1W(BK19E|Ka1|4Rq5_iw1_6}_gn@ng!6bYa^JvQr20}vcw!vVf)@(nXKN#uA4h;~j zMhH+Fn6M)Rd^Rft7oAn;QMXf*CR^U-@jP8~MU{ivba>! zTNMv@ySn-o&3pV+=>9mvV@g|fp~ha_wCT&^6f%yJoWmA-%sqFt{9ICZorzoCKHd0S zo3fs@l*(0y(zR|be3^4Rr@Si3y)k&weNB7!zJ~5Y`)q>V_Z{nuz{i}D6h=`<{^zw9 zGG`~OJJc7ihxm3UvyZOY-Jx5wWpVlz)F3!>KzipPS1-Ay>?Ed@^wY!%mm`e|UFG~7 zS~G~nZF}~|l?r^q3uKR;ohaiZw@9ti?TW}ck!aXE6uJ*44_T=+?#A`$Nh(xuMe86-~CSmM$TVD(@~B z)O%?b?wRIyX*Vr3&+$W((9W(XM@RNja$b^iZC?08F2ZbAU=Sw8xGxr7Qz|!cQPrT_ zcBZ^!q?lw^xd`11-OEjzn<*NOIZhVjgv;Bx7isTZSER3?&e$PoEbp$-RAzdJb1YLZ)UsZO($8*<`WLBx?w zaSFQDEkYIHv!wkow0CI@vPYgjzf3ii`ReVGA>ESUZ!8cdmCnj%EGivC#jDETte2{l0d;22nTHEfFTIwx)0aD?8n5y0iqxL``Cl)`Zjq^L>+0xz z+dFqU?eyizjH>fBkE9;u{574kiD&FRnZ`4|p6S=t zoUltZ6uFh(#oX}vWxK}ocBSZuO{n6vlD6)1v&yE0O5?9#Icb$Y7a9{;ea7!A~I_X*N+E)r=W=&8et()Yfd-4N8z zOn>fI6N$2rP50v#81_^?cz125 zQ(RhGrpG_pZ_vRF8wVr>6R()>ub8Rw@yV_rr;n4mBP$1(*QOlTB287j-`W{XHz-eg?$1P*qtUKH$4xG>^r0j@#5EwHU z&G~v-fUfsmSAC)9=z^&GZJ*jd-N~LgJxXnXx3l?cuIZ(|`3G1vNA-62eQM%(FUiIa zj^kDC8H6!!$P*7mKg>fzS56?KG;v5I!1(uX{5uI?f~YX;+$pXOd@F+VgDY-fn{K6F zS(hy+3hcX57(dtGw9!IKWBl@FhxIKw4~|ql^O!lHbH>tqSMRac;n)*MB%1iK=BIc?dW z?MWUfH32%h>hh0t&oE0Wo<2+~iO)#4oY?KTu~kr9`j4ig=hM^i{qtBVt#Qn3%CUG( z$xc82s_22MjtN_~R!wuxT$eWa_}*Q29!{Q}w}=_pd$q`m`g)di?q`x=YGsYy9La4< z{N~`APj6J%#3(<#y}Vn7p;GZDd;dN|*^t#bm)7pwQgJ)0_z0`IExYaAcPSgMnA~5e zX5`7_cTtu|rjOEskqaYbyoL0Qzm?ZoM%;OQ=0@_s;0s*6WZYIO#Kb7vx!Os7k3sv} z+NC8OuQSvtqbhSA*9$dN81l+?&1&w<{FP-|4OGMHu1$0k-mA^1a?0Bw)9c+hrS_u2UAEfc%(Utq@w1t;TK-FmBu&UIaLG;7yuSX$joJHIOJ@hle(`pA&=#S1YdYCfrC>he$Rdxd8+F%Z45Yr5 z-K?;2pI$Iuep=X-2Ug#*dY;kRn=ck$fB$J!L{S;4?AhOaRwIdd_7e@?`N{0*tIuD@ z=O6J>`Go-g?JNl2$^~23#Qi#w9zo!H`pnVsJ%0bTh>8X1w zmZIJ=|LHqa|D9;>xPR-NnDgV~iu%Ljn(e=Q3|}iz@NMm+M{>=Y+Md7QaO5facN`MI zadngfaK14GIDkt5IF)>*ahv?Jmz4_#gF_fu$-;&yx8El9otz4z922GkTVj@~%ExdKt>kGf9GNA1Bu_3`uw$x(kM^qN8+%S#GaQ&*;ota1GGmlvNYoN%)EOnCQYp4u7w$<;u-raN)lTACL)YfX-5Zxr zS~&d>UFxLnHiIb=)z7Es{$gU7Dg2v>iR95vndx#V#F`-c>amjd6Ny(rYqDirSAOJK z)k!B^MRM@^M|D&_Ry)XcNO{R!ewMt{YJ=7SLJ!H%tnOLMg6@lT?n;-Hk7uSktNM0) zTRovnMS#~fsF!-Yi!B>*Yv4(){9Yejvd;;gy{>9&8Oi@@Le9=Ai%fU5D5jF(N#&cQ z+TLZfB9meyI9f-svs%J>!hO}Gn?AWa&ZH$>=WFHTQYNnOX?vmJ^4DgA)Vq@fhwff0 zZFo}f_s2+@75?p${L<)kvacLYUwwWg#xVAz<;;fnj;2xev&-M)DJpQ}Cc0+qPfjy2 z^Idm-;ot$b!KW{Ejqkq6DC>F8`-S{q683N8M`931Y0k{mA#@@LYK{6A79M%S@l4MFH`;`Ij;Y}U)kyMwmdj6pnF!IF*Wa#C;yMqt@rp% z`+UzhY1ZLuOWZwkmOaX~>ffTLC?{d`WYffs%bJ7zs`-^|r?>E{V*JPXEN%&1SZ&p$ zZnxY*f%PR>`T1ezQ^6gt^$?Gi6I*fwzJE^HBcXq}U`j%I{{4g7;?q)&&uH%7arli_ z<;nz>vzOO{3DKO}^7q@56BS6kP3qyx6@nI+y~uSTo^?@|V+O?bKO(xmYXW4OYai8H z1vFaD^_kOcpZ<5)?2haQ7BYnQ;ivXE1rMa_FH3$i(X?K2eEGNbl*GoECx$z`AM`lR zebdA}s;O9bS(%{1R3O$eJy=0?|=w8Jo{?1L?hyD=&langf1VJg`ne0_py079Z9) z0LD;-LR3HzQMKjrBLolyK}8JxMrb&^O(-Y?z*@)r`8d2am&0MhLIo%@cp+pef)8W! zxjcUa99-~g*?b;?=Y@jx3!-=kg^1uepd=Iw26`ZUsTCtMPq6JS|Ed^TCu{0$kIq)HhWO2;`&*H1_ZO=EC_)1#Dk6=7kiZEB0tN61ze9Wyl^|-t zJ_Pu`1DyCf3E)D2G{it55fB0j1pqcJl@16o=m?Dl-bqA+0w$+H0OmwwP;dYcDlj7o z1rVW<5E`&N8XYizf@j#m?<4>qAEJTrkS2r90IjGGw%B4wG#qRp6L3)ws9-RM2o@6-1&qOjB4!S@n5Ds)$nXV)B7$tgrNI^erWZJ!2ym1koeh%` zJpcwpB#2F5*1vrNsK{F7mOWXpL;lzw!6v#AyL;y>JwgBv4m_EdUotQBJO7MM{ z3SEG_kSkX5#oR5HlmI-;9Ro#U6>rQ117%}qBJW2WidfKL z6Mn7>i#-#pSla^iVukY&u4|-2wjhcM+ZG5x>`s3a%<+CK&<%aN1wo7k{GliwjYS(V z#fV`0!)1;T%8$;GMGhEnjY7DgLU2DIVjAxZ_R7z91z3kzy1&eehGXieBL}d6A>PLv zIY`Dd5*4M=7|;ZbM!o&_m(iyZl6!3@(fLhhGo_hC1lCA8Po~k9F6`=>cQDL_&d3kE z_=amup=`U6AR|EtP?sNjL>ZaWSn-4)Oah%aaQ$Jp#x5jW;a!19`l4HuA7Uhq5H8*d zRQUy5UZ^#^_0Y36A)*8d*yLmag+eEj3{b*c6rHP&U8VR7{lK+>UIFC%v+2Z~OqaE}k literal 0 HcmV?d00001 diff --git a/GPy/testing/plotting_tests/baseline/gp_data.png b/GPy/testing/plotting_tests/baseline/gp_data.png new file mode 100644 index 0000000000000000000000000000000000000000..7b3a8188ceddc5e357a784544772d7b783c9f934 GIT binary patch literal 9859 zcmc(FXIN8R*CvFn0@9IgAfQMOO*%eNK$_Ba@iUbsqPC!8ck&Y0mp@gCo zLlLD!14K|z!4Omk2!Ze5`+oDy%%7S0F*CWYTuIhBduN?<_FC({@3qseSebAh6FJ7f zz`$u{3bSEgV0;L?71&t;%a8Ui{lEt^;)0nSJMfBQ_dx@{Il@ex5ey96*N@(eRff+4 z7#O4&%wWcL(T{%2$KQ0@ieKHNIpzm5HCdiHS=_>>U>DfD+Tt|+&(kQQv!YRF6pte5sb@b+Io)#hnj`FP^azvXi63Xx<~DiJVpA=rPbZ*r zJ#nX>&aI5(*KHhxZ`?Ooe(Qg8bpfM0wHi6DFHNTm#QD`>8WS^TN#Z;_S(v~YBm)>c zRhVl8gURqhPV(@i!8l+r82Bm(IBfcV)9hs}1>e2|#SIV+rU~vUSRN>DmXOfa|7$`6 zizBQPsr#v8!M>#MbhK$CVSc&$2{DR%jEuk=GQCO4z}F^u+@vKcB0~6H9N&p~!o9;m zWhDD0*;9IyXFM;$WSV7ohXwF_6a)7wGpupP=O~m7c?2bt;bT%OB_Yu%%7Ci=Vqkvu zl}H^L4HJw7VSc6&?xHx5iQX7*3X=nF@8ZQTNYEO}5x3{moCWv*37kp`fwOk8?rf^3 zHZX7JpGgF1i*~55OagbV%q64Wh0Tqbq&pV=CTRdNitrW6o09{BBOgYCRIvhhK~HXK zV&(a`(_v+>-E*IoomKD3g2DFwRzH{EZTvfG)D33w<#&-CT_+UITY6Ki+7c*1dl!prueCv{^*a-M_A|^w#&YGmReHpJ=WkuS$RkC5-)ci&3H^ zdXTMHJHNKjoTG}LkM0Y>4xXLfPvNUf8w?U>pm%5jNpF;J_qVsVJKQgqOIN-pf~*&My*XgeW&@DC&?aN-0^h=k1GNU8-kEGJ}1K%33u^vk(d0$PT@WG?RsT}0n%;gOdY%fXlSdKw? zFqj8$megI|zZ}9EqIC5@kGc@X$CH&i6+wxdA`+c9PQvTndO38B1hzy!RrR*Q7S*TZ z$v}hH?xv=uiZUo9jm!ndDb z^!?y`@NLSmiFoVixauGMGD`wLXa`w+eJRAyjc2FIglUkWU6+)@UR167PiLi}O%<{) zOQj|~qZ~*>U0L*aK8fg(;zJ4Hz!3}Hfc^+t4&|Vn>Ub~u6cl?AuBqJ60jzO@018YJ z?B9IrEuqIBeq)Qv6b7?0ui>Z_Q3fITWFC6sMUz52Gcm2WJ?^zrkI-mln*t*e9f4mx zmfqt7=Vr_VC9-$*DxuQQ!!iLO{i6t4BgliPp&F?G2J@O;n~ zW8>`SC-?aAW3$%~uuWcHpD`;Nn_Ql_e$j#R@fCx2-%df}Kv*q?Os0)+TD`s7>Kgt$ zCBZo@{s*2)rK_eZb?XE3>i+P}e~CIYM3Mll5fYp=)d{ zOx!bS20T0%7cY)Mf@TrXBx&*3y@WA>0dL5?fo4}!D3g%DqnASjiUw8!x+f0ZQ>R|^ zUGf54!R^ z(G7?dUb&A+9*hgDk1SPc>F@B0l!M^p&2i`X`T1aCbBefbl#04Kvyq7j8ylAx1Nnh2 zrOGcFoNbdfZA6Oi#A&5`>YtpvVqnFS<;AJW?b9}_ArN`)GOBaujJQAf%SaLC2Q<)`ZB205@zHco5*lFHyL5PteUE?v6R_3Rl$D;n?W;?h-H z`-XACM=fWYabbGe{;h_qtLv}XH`mHrTc=GfU8>YKEFQDc>7m{t25UYjPy|EO_4FR? zN%+(F<0kSy*fE)*I7Kxdj`#?Ri;vNaKd+NIf8BR63eT~Z&AIOBnN(R>8TZ3iHeQ%c zr~6=u`$AS$$ z=Z>(`mX^;C&lB$7_}G?L$HGs0<`yvm+5Le2qXMgN0EYP2RF*X~C~dD32L=ZRPif?o zl$1aN89RSP3}s|yuD-d)XB+;*S4ZS61T0XCl(P^M<$Ry!emU1_eQA8BvQl;t>o-wB zCkD@0Khn;MRsi$%Uiu1ajAdx*LbF;+$yq(325agD4BB-vU-?m08EEdL`bkdiFebT&z~Fb(6z4{n{JXPCM}cx#3VW%$ zXBhDRp=5Zzxm#zJA8;L}*Sf&r0e6_oo>^3YJBb@95p+efTi>1)Bt4O=s;}piN}PR7 z>amH);Y6;_^#PH}07Rjfb{NB?nld>2irmYJ4=ZEEziu-}l=n)Rx)*DOmi*M?)D<)< z;YC-t04x4u+YP_m(2s5P>(o!`zyVBsu93`i1T9uM>Yb%lz<8?ZV+ep7*2SQ>R|E-l z>?$F+pRk~R``^IK85-M1kkG{DnGMQ+oB8;$*qVQAY)oB?Z9b~Jy!`j}wpC1ttZ2H7 za<#}Xi;*%FfzP>)af~R#XfS%P>Y%I{_3*?+?ESEP9r^wJS=UIu$8)sAr7Wc2HB*BW0}3&+ID68R%DhZ z&jt;~n9Q6+-~(DVZs6&_J26rL>o57@ zQ=y7dVB#t`Gm&@AZoo+KFZZEGviT!|6g|WbdTO-oa z%t!OGH|J+xPvf+oDJ*->UQg*LwAs0x52!htMz|DEhZ3v237u}HZcf_Cg?wm9gP7-A z$gi!hS75Qwp06ua{nwjb1(|PcZB5^}QEd}m?~J{K(64xUf{RN{TU)z&{p;KE$aFYs zHszVzhck5pNdkF`EMg|*FTR88Yd;DO*>|{v0{QCNhAY^HGo!!gE=ExUD*$(J;`_kW z#oEzC?)Zg5GH`e73ELn#r=#CR(FT?}{`~p#la{vFn`pRru-)$56}?%(aYrN%!kal* z^nws99j5fWxEv^w5sL<;5j1any^&Cu>cb$!9G4y|=?1)!EddnAph7M;dvy-`Pe`^W z#i3VJE9CQBledCA2<1C zo69vAw4IU0Nz7LI>Rkq4z293{a5vZ^POLamZv+G!T|w~t%e;9Uvb4$PcoiIMGfX=7 z@?CHZ##vWIPfyPxHa50C@ATq1CiEPf(@^b0kUTV+U&;#-1oYH-t z?h69dx{#Aupl6iWqoR^6{uN_!x1>a3D|PtM(P;GRp`n-+jNi|J1Y`PXwe~Y8w1qUX zV8APtOWbSg`?Q6Hg}<){CI`4g&?CK=>CX^`yi@`fir9(ZK=O($aGG)EbbZA;q0AI27R6$vpP|{PPc_KqVk3=uIX;{!w27 zmE30ro!k5K=Q~{u7I>Kh=EHhul$~7(X)@I*6^iI1SCnhJ?wOrxLA6C$qw#2G`c3LW92CJEmy-pA}D;VTOV-!`enZ?A@ z(AW`z1QZ)2uf3rU*HnEKb=_t&ouHWkj1aNSj+aV2-X-3_xg!w^o%oPOG3W8)a0W zV~>Lj#S6f|DILdbRx`-M0u&2mR7h~Wu@ILyP3U2@ z&^_VgqxALLx9h-?+>LCIa@xPT=4Pe{$ur`zeTfNl-ibcbuaU^^=0ZsV7 zUzgnWF{He^TfhI=McDV}?-Os*DD!V>>}$XCU-ixY4qN0RFfA0EQ^B$@=Ws|OXny_8 z&){wSgregQa8Gu;09HK7rB`^R3(R>D@K6L$14#7n3@XPDWuqM{-ugd2XLehrKK1c8X0@{Evval~27&5wuO;=LXsVG0>C zeOb+64)ZD~h82pwEEXMgEfkhNf2qRdvJ^lZ(|FOQx2t`4pUR3{Rs>>Qz3{Ru&$v(7 z(@Vi-K9mKjXrG##fu7zv7(1WFC#P3D_Gft5v?tidXAn!QE7cA!Tk?)*Ce|@6eE9HP zT3XsbO>GH?U#@7);`*_B+0YZ*+^e!K?Xkyt{LF8Nq(Ib$0tOv)0{HXM6(ztw*!`yu z!(z{QTzT_&(ZgbnA%inpvmT9aoz)=qM(;>r4H^;k#a8_lmI z<}Q%DYtNbkL0r*7`dXKkmKH~xn-g|)kAWl=HNz~Oz&0+QzSil-Zcmcp{u~wqDX7T* zObrTc8jwgJXB$4Px`IJ|S0u=b5W94I8i-K;m#XVzcjY-Kh1+^{w+jh2lxGw6?bH zi3!^M`Q<1~-jpgerRUJW5OBkd>A74+(*LdK%?$`#psPO2OOk z1cMNGDq$T0jU^Bos;MNz*t!xlcIHSPJQ4$W!_!UGj-~Db&LXDm9lr#Di{i9nWv1_J zwc};U8%f-t=Shu)MCCl)5kgUtGSg%H^CSuK1<&W0RtSGBdQe6yHa;#cZffwK`7dEn z>H4TbVsR1@bT~hMh@U?ci9V+Svd~%yRSaXHh9DQ$DTy3zmJgFc(sUho(i}fMTr`o4 zS5M50)J9k;2E>`YH<|%0c*00KVOiC8`L z_=~NjLGJ53*neTw9BoG!Ebt5<(g7Ny#*xMdxv5mFdBbZY8KA+?q267pKn5I7ps4wV9R06MExDBpyo)?j8v82TtJ9o}{QIS`W2C z-ri{yFJ$XdcJzcFPbx+Yk?5Eg!PS_073@kG!h?zA6h_&_>n5?0;uTQQ7iG#Yb??t% zt=9oqc+i1~=i0G_;!e(ScZm+4l*xJoD2`+=DJ_+_e=Cj>M`|)YDf6{>E!xgc_T1L! zdd_>V^lNxH`5L|!6$+Zg?NO4wBc`$MSpF?OCPS`_gZ?c(zB&>gWts)^aiw8231si^ z{6qxpNUm1US%D)*XHL70-8#T&z=~NNxX^4z0!T2x%@ z+&oKq0^ZzNQq^uq&LyONebw7gDfz@>95fl13fs*He*+{_GNVNZUS~vIL z-*jTg{hQH{(STuH9Sigs8vD&}Fu0%Dq1)A=(ueD278fTrmxoS?i4kb1mX?-DKw@tD zbxpniCilmMe9W^Rx5(`Yr!iVHwKL?+hy%hMf@4q)jKF6}o6L2`A`=eSnaf{9Z7hrd z2K9UTtY+%h>scOr&Sp!(9SV1Fck~fl6dI%sdK1q$Y?3U zIIB`URfjEU73B@zM#7`6TWqEci%l*rT5A@MHDdByZO;{t)o`4X1?E*`ipoD@C}!Z! zydQ-5RmyY#+DXK7kQI#tqjNCbee;<^LN#cD!{2`xm3{bP*WVZ-6hU+BmlWcS+Z1~9 z!!W35Ev}~O>o54Wb{My@-~Q0KG!qysTjLtvj6L2wFBqO5RCEh7W#)Ii@8DE8&6vzi zeFN18vPrfoaEdKHR=#T{i@K>|47G3a{j~h_Sfk^5Dn8~5*IY{gpLxCl#%_j4H1qTG z8+^{sW47==rW1KTio^!X?bEoRqFn9UDXrqsCptb7+$X+azOu%(e4VRjF0VVrM?_<8Fdd{kS&rABT9HNZ&-u{6 zC4$lVsE)lmm}_itpdG2cs@frx67tY}^AiA>7&>^Pb&ZGiXdIW^>1KVV$~-*PSQv$E zi88^o!Py=$6q$P_)`M3SP~y8<9^ruA6oAS972iNU_)oC$|I<8p)B&o-%m>2%fk%-D zvV`@TQ|`;H@TgJ@9fuLuz$zCKe|C5SH|}e86{?QmR+2B?FxA)n+X#GH-jm&lX`h37 z)e}NRV;&2IRsjIco|ohE8a{^71L{!h-<4$ekhC^WpCHk5@E_TEr&5=XV|xJQe@(pq zzQ%voJPH7McHuN35`9-*sYx)JG@p9BVfPxjG-(D3u6d(NA(wQrYFUf(}I zW-|>m?=0~Xd_Wr4XLJL4C+{`od3er3>^YdVxeK|)l$w-*8v3Ij=z3PG7kmtWvno`5 zzCby+d}8yFfI-Qbrj5KZZy2oN!Kmy>vOM|IWhEc@ITHPw{Bq3sIEB0xK|yiE>z?N& zw`xY8H$E;m$pq;1!mU(Q=?p>alBGlWtK%60h&~#zKVoP)r_)-$9{@E>ZmyqNd&rcb z^l^{lBsRAnluRp8i%GVhVCpI4qEkyKl$weMBNLna7ehfbJK^VOQ)%Z_%HPgjZauKZ zdKq1V_>WTzuEQ5W3r=3NVif(=i1hE1FSvFLo)^D_!9<7`$X>}C?RG^C9OtgW^BKpZ zXdC?ep===g; zXMx7f5gZ(%DH%tUL|g?cG`6k_-}ZyIRg4x277~ZX)*oWJec+iGqJ~*-$*sX)cyBN~ z(Hm}^y74Iix_1uhTJ$>F+-D2bg&;ICl{d@u~M4&Mz#%(hxa4=-N2p=1f@#6E$Ai zlMfU73UTVAc_ft^xw5Pp9@pd8S0=Y7S@WJaq-(x-k>0_I%E1qz7P-8EBR1KM&qrx$ zfdmh>ZN@~Ap47x?T^UgZ2G&zYdjWV~#|lSVeppg``C7Ce;STD_eNEHSqru7iFPNeY zsRmCZzgoF=;S)i!>>;11vG`cjM5=G8h04OcfmLl&m2WYiuQgOsQ6i=0e!Eg>XS3?` zvYGde$xa3}qqphFdK~#Yx#ZY*qIp^~GG%tZk;nU%ZFBm;;0y<(Y%tGk*+qIuf#U=nQLK>T0s&kR- zsd{or6AX@bq~DA_7Tw*lI~_rw^x$AbrDSf8_p~sb>8_#k0MF!(yYsG`DaXdLOO$t_g5iZ|b{hd3UHQY*PJ~ zDz}5Psf)&@J5wB6#{waNU5qIq7=EbR2cVm-L}P0F&j6_Fb$BBb%ZYE~Q}3*}+HHVr zs_ye^sJmn-^#+|dLNk=wS)AS08O$AAtA>##_D(-x>1Z!{GFqj%UBzHu=q{iA3tnzN=aXLvCm!GFz-^R{bh3=sfGeFmCQjJ#{gQ!i3nuT)F0N5@Yq{$y zhBu3d&+u%h;v*b9ce#3n9xq_bHze5+8^TdKQA~`%Z(xW+m*4Z(*pKbuKs#zGp#6mC z@lX)5kl5R~C*=J=gKO&#=~dY!U~x@dVd_kOl5z8c;y!QElkUh$^PU19co6%CXh|8T zA6hkmUg}37e2E0%)#Gx zIXw+r8dKE0*@^@7=O|<^&m3p4DmKP(twN(*a!o0)hlF*9jl76j>-rry5}wB2i0RHF zw=ruK5nr+3icr|G^+-H|lAzaf1@(Pl@gF?IDBQ!cfoXesI>o_8W3z!(B8;}g^@}aZ zkjOvsBUfyek6f{qlDILl^LG!0!~@^s-IymCu^&WTF+>P+>jP=#L-y$h{JX4S ztr$i5Kj2#kV}fn>t()nd9X1&sf*4 z(CIpptot{GJ*+6lH;8j(di6!o#VDKB`}xWA0NciiYd(=XggnR0rh(~@M-sjC?d0ZP z9BM!P?mZY|IF~+}586XXGGGe5Ml+rsh8a7DoS>JKt-3R+o5bj=_5v{;$3@j3$9Vc? z9L!6Fv%r@xtV7mocB=&|D!%}gmC z18zcX-{O#Hp_lu`A_JuT;8DD{G(KHmgvBivv&-HV_x^ceY86$gs1qfpa@B6zXNMbk z?nRG3t}?xY^5wU}0*!|dp>N#BEJY3-SRIGO=yP-xT=hP<;IuspSr`zV65QaQ{bMjP z0m~Fqre-oj-)@{Zls!1DM`?d2sN84q+m?A`g@#(>Jgk&UI?STRc4c|q{NQnSqFsNV zE{$JOQ=R>SaJ<+Rxl724SKNx8Dm>sBhZI`wD^Njw%?v*v4@5y$0(q8q64&`4ZK<{B z0LDp^$*4bSRAH**y$7ATag-(Hd+F}hpbhVeLXIN)%3Ivr6^aXI8}hzd{1!ft9X~A` z5r_8lnanZrOJD95j8@;@8+*04AhORXsj%}=*Pe>RWU5-0;;J@h)}W3d?;T)Gdqz_uy^`?(VKdi&Lby6qiD9cXxLR6l;KD#T|+kio3hJm5=9r?;ZF1 zb8<1qs4zjf&bqIJvFm0mgeqM{Qtvw-{9_U>FP+u`(KF4 zuI}n&u4(B`W$-Q~Blj+E32~=lS9ExnmHIzd>Hl+8q%xvnmxZ{?Yr31dTT=1-uYjhF zsfDehH5K3g%F8)9x>Irg&;9?i!^!au{NDoPU7fx`_H3> zrJK`NSM&G2{MQGK|10!gtKO5o8+=!BqZ0g|wf|@Gzxe-pl(V&eZxR)|oc(*HGM45} z7VkTiEgh}hZKyc^dm8`KY&UmTOH&6_NN%d1LDSB!_!V*aBAk=CkkSgZ054>UAj+!w z#`*f!%|l_hDX}y_qRiLzv(EDP4_P0g`)RRZ$(Fk^0-n`|?$+PVo1EU_-<|^=y50;u zUf$kX^UOE8-oS5u6y$F|->%mm?so(5SM+M*10H7{@0YLLjwt`#{@a8csSOldWca^b z2Bf~}{JX#NnfEe&vAcidZhE`^-27Jm`r~x{-^|E zWP&`w%c#Y7yU*?%lFGCm*VQ?1cV4rm!qzM#msY;Hd)YwgIZ%>2WCZat+&-ApmfyCl z9%AE`P@kDn3 zxOIEQwbuP_14HbA(ABd>t&OxGETc7g|MKKvS^Mma-hXlSc-+!fFTKjNZ~M7z#c#dj zb{o<~I;v5p{*X7H*j8|Db3ahtvm0-D_<+{_i(C&>Z6bQ1$|j~iRJoESek!2W>g#U* z8~51Xl;6D?wTXwq-$yAmAMtC)E|;$xOa$My`q)Jn?*!PIkA+$zRVc_}g3o_lHaYrn zwXcv0C(T1?ItuPPw-s-eTGUSVb4HCEU!tFT_VayahQ44CI1foV_c*ek7%T7Ri>5 z*k=FVu&22qlgD$z`m0e&wA&hKXGlgJ-Ra<4{;9yu8Cn3zgY&Cn^@!ibCX-5{;hm~oa-NjjuxcG}j`wxTW-k=QF7@iizq05lT){BU>O{AHhYm!};^meEzY)uGGbae)R7jCtA!Cll>KNNo_j%h8_! z)VtR~u^|G=hht$rkWLmU3KC_^n~9QG$nr%G4FyIQF4pqyRh(|vwd*uRI#N||KxeIo zGy5i&{XT-G@Q$^(9{!7}y)>`hLzQRPu7hDclHK$dQLiRdPC?;V{Q=m;#}#K4&mn2d z_5!9spcS46xxC!jU^Y4lbv7zzx&RC`Z6OPb-CV^4#sudP)b4BQ<;=ZC#NG$lqP~23 zrq;bbCKjkB%m?V!(IF);iY$S3C>$M3NDJbGcNgjy=4AuIzNH@HTRry>PQBqlkWLJU zDsti_YRyOcP&dkXS}8}TZN6>vQ+!o_?Xm6C5!vytMt8WEodnI3`U~3AcYZt@nnq_~ z8J_^ptF>PtbvYfpK1c|Ov{!UQxsg9`@&ubfHmEmj-aWZ>>xg}i}=3#iZoZ=*V2PS zp;Ehz>WO0*yz;)KZqnq6wBY=us5M+RC@tx^PV9mp!B}`Gj1>mUd6f5Mfjk_zujerv z6vEKv_Lq8o8B2Bic8bo;VDsa}w$lr?S0hq7q5-M=eyYRQjRf)-&)>G)Xb+ogfwbNh z22n1)&N?{)`Yb(@DBA*#_GP`JdLk<^krMt7QDK_{ow_Hb@E=u&D1vkPsFRK%B%QLE zV@Ubf^L5gmGRo$|eFgLmw;|uWi8_n~;sgeqBO=&X;P_7jUyzEh&=G3;&R?RhjnA-!;#NB2h!*7 z=S^LN-VjglVufo9;_h(Qw7QH~aPNpP!A-MaCWjW8h@Y8%ob?`|Q*8Mg>WLZ-F&PSb zgtv&iD0!phf<(mMS%vWaFm#1S`=1x+A;?6D{@vZ%Le)f_cI&sR#(LzT-8XeBIuGV; zL@TEcD6ZsHZlX{|!ZYTVmi@KE_^0PrJxUgSf10%nUvgu3f&?e^T5~^WHgqXc6OEGa zBlSNdf1LuXV>ff!nG*g-L3(3OG0cdM?;MKuk?@e7+vR{8 zA-|sM4TOX8?c;p^Ey68YRDSdAqs=(aj`)Ix?FFul!(VBp7S1&Hbn9%J__QXOz!N`1 zd7h}r!MLkC9GJe_z64Y8--_QkMjq^(LtTkuLWmHo$R#B<75ieOiK195DFgnXTwtDj z7L1B)aB43o%R!^QD8!MrS!jVo7GD@&6ekqT*9j;{JOA3y?*~$ugdxZdSI;{^KoCSo zX!LjhM{I{lHqrd=uep}(rn$cMl$<=VWiGy+jfcn~>;R*3$ag8}0sF&V>lN1kYnHH# z@yrVXVWb2s%?Rt{^#p~?m=I(XRgC+-05d=6GusH3^O(Og&ocF!)AnsjmhrYn>Tw1U zZuk}!pZJ*lx7mTa1Me;Y>K460B(t(j9HEd?qb8)SRq{&)zm>RgEZn!L)jyMm*QS2` zn`ZiyF0eOq58G^ta1*e;(@}w~o9vNjJvoC{+@2}NdXyqKMk~ex2t5eqK0Ok@uW6aA zC<0C36TocfBec~i-iCmIxXFn`uSob%;?_&HgtGa=VrVC{A;WO6OI{{?IN}n}G>)ao zER!q@r~jlYLRL$YKeNp2&l(RzN8%@Z;Wn0)C7OlQqha!{Oof$1Sit%OMC=ZD1=k7B zUajbn*}v@f2RuM--h_>JT6H_#zgA8|(O1peT!w8c|NePYW6)@J7Px$Xz~;bkk0k~- z)A9^9pDwJQ?z|GBQ{K_|caRwO4?2e^$O;h}^pV;t$#l1^CG>?V`%U3pUt+%CxNw@W z-Ht@Y6E9QycCRC) zyzf<%Bv@e1bCM{za6z9GqAX6aDGTz#%hnh4CRLc>m}4qxMpl0oKO81+a#Z)n52c%9 z_O?-4aS)>OnA;$JTR?0XhU9wEipga*dX~k;QM2+vIu6||HgPEXM9iJInM@>NAMnv4 z%t0=oe+UWA)^gVuS8Hn$>dJ^>n1=(iIBk8B8x1!3&e|&&XM>egpSo#i)D|y5^nJkU zHpCAP-xiu`xKZtZ`{J=w#7ZNpzf|Mu22IkbV99|Vx0ZSqa%0FoP*bEHfXHIE!JhRt zQ7s0--R_nby8HfBCf<$uG1JjciLs_H$70&@<6QxG5+-S%L>muF+CAIKQqO! zj5>ygi{IlS5MnP4^R2Jit!-B}uAWp3J%iNFAj$;Fu(#mZPFo$*jLg)$u_Tl_GFSF= zfB~u)AZ9ETb8|!*y3xAhNM<0XDS!q29x?^n1UJ2RpOchM4v21vRi-~=c)SO12j)qK zKWt=>UtkHiM2cP*^60waD+Mb@ueTSBSzIpl{~8JD$==+d6|h^#B2^VuhIN%KJ*Wq9 zgbUPioJBr4T8%^|nJ`{@?)I42U1~#(;jyR$?|Az$^5_Eylm(|VuPr|Kb4bf01H{*O zzDPhGr6rDc~^xrBGfsq41t(vr}vEFuTK^9PqHQS#&^m(DlNn?TC5(4-|*s^I6` z^J|)Hc<#P1GCE|Hfkf8z9qcQaZ<_V^J z)PGS#JL4+R6%-$(*R!y@{|#HUK=K`Z@soe39$=IqJ0Yu;d3u^9B9CBp!u7KtGc2p* zO4XvSwazrGe!Ha?;79naqjN-dobAUVe94rrMY}u7aO;L9h z&@4@LOyU+DMbzj`Vw*p&+2?BK-Jrgd4;&F)5pkmk?DSHf`^S*wRm&=n5nPlnwIQ%q ztC7AgL_*?}q$o+CcItT6i9!}eID=08T*G#PE$GAJLMWhe=S&p<48q%5%wb@&XX^A7 z$KoWF336G&Chq||0hq9z`u5j;5dtd0$W4X(v1tY+0}$6T@>PRHk)<8;p?0)*-6f%# z)Jc6K*0SCqv|cpvmUIaX(dZIIVl2G0VQ3V{PH7u_t|}{SGX)p#zNKcYA3AB+q^RRpx}qX26?VUZz9%AW6ms`NG!|dVeQqL%Vw@ArLna~;{vyi;ot-^F4ooaCsTrhehgmm+?Who5Oesn_ zBd^{T!}y7P01^7NI#P8nQ-({m?GW?nNk*eo z^?WhOkmW8?eO=V&ms$bWbz-D~I8IsqiIVh{e7{2BLyCs51bHY5q-J{ZLU=-3{L!{PNu??`T)N&~ zk>TUwRS|AFtfJGEbrOY|I=wz&<0jEwi|9Q_xE501M4NwXZ%AV)Xh@EKovftHqlhIjLkKH7R%xc2!F>bP4 zDYgZoYO_xsGAV(IN(7hK~J>4+rw5DGDMwIe@K7D~5$DGM6#{_E|`ZU{}akG|pVxeS{{Z-+2Q_v70^C zT?SK-W&!x5^!P|X)Dd;GZMmVmhN+i!tYCLxf0N+a1#5*Aq;FQxyn)CKW$tEI-c>b! zMpm#0G;L`K0Ut#K1;MB93T=z^2c4#$H+S4xrkbpJ}Pz#hgX{jnJn~vb z7ea)Cr_Eki@lm&rWL z-zM!}Ln_;>yf3#smq+y4n|@SAiaIgSwC-j{HO;q`vMSX2)sMe`B@pfS6LFoHIVV9K zda#o7W5i@-fddh8WXi)rWMTpVCsE}ujuVI#f)G;uYZE9#~oO!-JAmOaDQU$sb*h8Bv=w$)G;14Xio0$wjec0-m4paW-ub*U0iaz## zn0vNV)PqBJ70IlTq#W39ej(09wZe;Jp9u8jCR)Oo^XuPH86)52-16GEs@$-|J(nkz zueM1vru|u{HkWusgd?_E4SO*{KarGN*P_-p7`cW;wf^3ot15pU-%@LSUvwaW$W8t-ZQdX!4ZBs{{^L- zkPr~w5Iy$^mt<0=k68e|v`R|VMI3bGDFt7`O#FgcmBMU28% zD0QjHsfDOxesY9wo<*vX-Cp{nC&%j`K}h*lRsKStYishE=Zq)bBv>R8j-_>i^yOhz?k4IQY>@=Vh8moH6yPp`}G&vtE|91+WPO5ZQ+RSMhlkKmZNou%YPK1Y zXBp450&N`gEx$Ys+&T+=VEpFrWKsKc)R(IBUky|tGRzx?^+15`*whDx-U86)RjX3N zbAU%o2{Nv~OiMUEaKmbguuGUs3}@1V1Hf})vDudliMpm~KT>nNCQZ<3AEPUS(8wK+ z^e=x|xQOt*rLXyPI3&P~jL=4Jsl=ir@}1MmHPx|EU>IklIqkrTCe#k3{6)Bzwg-+* zsCDUA&+yfsQV*Jvu5{oJQkT?rHYH0+5h`amsJxWi8>n}5l^*xvgPzSbk2gpZX&k?1 z+e+c#!x|YVWuDDlPicc5pafH(*5&mio`x8zImjlzY=iWa(2iaTsV~!kNB{_XI55Xl zXuGs{E7aj~&^TF>0W7zJ;@HpDH*o>sXjMBQji+xfp5=)L^}P$I3z$JtX8)MV6CZr1 zZglCCQdym^ypuC>?BguV!OL8We~)RC$SO_*=pqC;5$uHPIi$ecrgqP|I)mJe?OBVe zvHn|Jz=-QrgS4?(aD09Biv3wBE>=M(Qp`rNMbU^*En`*T0lQSCrARu!tx6qg5o7@j zPnSi1CWO5Z@>Z2PpX}~v>GmVPn^cs(RP37%rB&34CRA9^vd&__XHJCL&I!psD_=w_ zT_nFa=Uk5hcQQs_+;gs%fjiBkFOZz;W8ltw)s1gX!!yw0Udi1g=TF$ypD?g0w|AEvu*_yz)fniYZjB-`L;rCVyW*(bbeTTF}Qwr@GNql&6N#$Cdv~ zp{tBfEufE&Pi+8{C!hy_(Fy1Up3)@r0ey7x3#=j|b(M@oT5KsWSzDuCN?B)UkOz=bt~csR!Lg(o>U{| zr%t87`D%1c9=$OJP;FCMyoANRB~H-;uLgo!O>HO#{)lzD$u;qAmO}hOORB1e*@!<{ z$<}ioMQ$+)F$YgZlWV1q6|{-d`D%?c=B(chEmZ)^TqOEg0ya6@ zg_eLOwI_qin`V5ki9=ek@19`VGeN(88g~RxV)O_`_%~#rIC&Sk{o%rI0ZL%!|U&gnnQVFW_0<&@A(Zp-}B#`y|XRX z{>$I-Uw*%L_Q=0?q7p*2ST8b0u2}B~9-Uvm2JFZ08TR%>!0+^9+Eob^$+9jXc1VQJ z3kzruR4*sx@=wSorAUY_gj$owv}|)4$T}V<+b6->ev!(zVeY5LUt&4GYv`14bsYEB z1e)N;J?ql&oa5P-{%-J$`ZamlAjwK6hE82~l(1)1X%v1JeO~LIfCiI*AIw_O1KXoY zWZxPBaR3a(B%;StihN`GHMUtAu^yE|`Ac#94_zoMQb@!1_*o*vIpWB(mD?x_-IK#W zfkd06N_49dcib>hCqVi{{-32)Wz~azCu?;5FcT^GNoTnuWW7&kSrehG(7v%-W;DUb z_m93jHg;7k^vLIa2X5g2HmDEsT&4FGq)hl@yK{+If_JT)n!W#AT0n5el4M=hl4=cc z_AKGrmxj6jR8PY}il=qFxAa63I`@{uKPHwTV3uL@og{D3yswB-ONLtI2k<*lK)^;0 z(O+ONYH=7YQW^tI`U|Q###UdXjpr;~t3ud!p_nWmtZlNgvW1zYU18+%tPZLG>S-plqu|R3ah&@uCfkx& zleDm&yJwRETbOTH0_pwpllN8oAh_cZIEvWqKf!o_W5G-@iY1!KJ$4={{Mm2ae&s8ze}FTy%B5>h^Ao`l>j_t-_bJy7 zBVg_PsLvpCCNIL?E1w9VQKPrrK*%8L?9Ha(J8*hKLz^@KGbc^Z+6PGLyIPwQ^lrck zglZuosgRI1A{)}c)X%$YnB2j<|H><@s{|CvMLKX=4f#jtM;3A-az<)Wbeka${=_HL;1bb&*~cakjKr5!LH%>M9(FC@c-xD{qQ0SYu|iST zVvZ)~r`-ZYW7iWVQY@-$@TFW_pmsQpFu(co59G{mo>r{{Sh%ol^lgBP)9JXuZjKs? zx)>a|(VJw9rn^pQ!>4}1@Kqaj*xt=0j%#5-p?Pp`Ck!FwLqKW6Uu2yh;xZ2Ub>b5+ zX-@7XrI_s(*+{oY!XLDSUMm=2ss?I#wF)AxkP+QA{EtOz6}!*Gb_5S*a*_u(OzZfW>DVA2aQB;D(T{@1$sV-}av5`64uY|XB3>x_K4MWn{w&+U?ynuf4v4Nd#MFu|(;#PNvyYsAr%1aUyRo{U_Z$lFOYHhzKq@kd*> z%4cPN5c(G&@skEms}i)e6u}mMO{ZS5&b(1scb%YDO@oH5o}v?fdY1?qRY&G)5E)_A z<5V=MQEra*n89;1pr1Q{R0|dNec%~nt7Obyq;wT8 z=Gq~c{LTVb72gsz2QsAj=Hy$i){khW)MGO5>Chn*tV|Sc-K;Cm01I3WzZX6mTjokL zXyRMciHEpx*9&AW;jPc5rc%9dkZmpV%Fd>HEkvM`h83C+OACDT3;0WJkF$;}c4OgW zuUIMG@C@p>BIBCUaR_&iof7kfnW*D1`rY3;zwL* zr85e9N<;(p>c-YLRxj&b_ti#+qTO)vYP5!Z>aCZp0UQuV{!W+TXS&f3xG|_`4`vzZ zGji!vE1Q0m5f`xn9?Nva%!~i}%W>5b)ONFf&Lmy#I4*d2bDv^yetbmTM$U9_HKIU? zVZlkv!mFXCkjFz0mmU85l^*j(22Vz3=wb>gTQAQVbouhp7o|X9$n-FQK8ROF%|Z7v z)Rx2VUt(Zixt%Hnbr)I=rda4|5+8fQhGjJ$m&YY4?y=_iTGUsurGLY&a>Qe&CvLT? zrWl(ysV!{{x`LAQqdL2l&{ys)g-81tj9jJP1i{t5iOyd#>mk&`BE;XL6nZ>p_K!~z z+G!6DUnQs0YG@Qd25CwmUxzL%mFv-X{kU&TT1izC(bt&Lkd)Z0@_m4a8gM%@Dms|# z#_Y^o)IYNP_CC>;pF{$H0{(E4vvj=jli&R_BaJ6rkl;}2r4)&S=KbM z6GAK;OOkM~NBj_KqM%h(DPI5b+N0XWv671q^}6fAzR|BpBQVtw>YiAHs3OiLNdzw% zo(2ODpCT1!E)vAxT3e8*8KSyrE^ZRcr#}F$kc-tL6)s#&i`qrZ{?XAVJV3^7=;@AA zY8^1)S z&#`~EeOs!y+N!!PzDAWBJ}>qwS&OZqCqZ#~xjLPtLH6!fqCXY4inkDee3hRDEe4oD zWsz(#Na7_UTO}iwEWc1KMuku(qz<<5fo?Ay@oOmy;-h3@_(09Mk5{plS?8%=n^N~a zQAT~r!fg~8RdVeY85q;}%Q7&ovBNSjp>e}9phgvpZl*vTjlT7uuHf5C3r5mOhbk+Y zkc&&2g@^qn(RRfJp)+U$)kjqlISTa@C3yKI%?5Wqz#Tr~0J%YWK!raEiJ8UyeT9B1O6DYBklA2Sx7aWxOiX4TK#D-GX0S<&H!rZdL?kK?>I4MdNvW%h_ zXv8uce;Q0rmHMFZVR0@kGa1jd=_`2!$g-4`Q9A7_zMWFE37E0?@e;=krxqkDA}(ge z2ABR7a?WK)FoQ9|7S zGZs1>Klv#BzBkbL$ByD>qI7@+E@HPwc`X9nL^+IiGT5DkAIAuCi~r8%-@*fOAD31O zG6zX*rCb6TKw^(vsT1~jc|=#r+S(wHIGy$A-f7~ z6!znkS#9*H(I^lZ{RwkXb*aTqeOl8@`&wD(x1JhC_kx!;vjdgh8_0|CJmn!?r z5W6+g-cMr!2`J`Q!s}e>3Ia`grHRg3lls(~kYbe48)11~bp^d}JE;Vfmd5q0R%7Z- zn~nyFUYB6{pio-8A0xx-Sz|#Gy;p_Y1YdjK$H5hpHy=p~{;}(=to?Pb1~fT>zbJ23+LwSC~dTPs&4)k{&YJxiBrpd@`J`fTXfk8CCZ2qde6 z6xkNBoaJ0uL_5!-DGQH6^~?;vVeATd4sn4t%%5v%lMH51kHqe8@U_do$f%BsAzA^W z+*j92hh~zfj0%E~`NDcJ5)A2zC=xQVQ=9`@Y!hvP1UYI$6K%&(FxhB$ZUe#-GGOi= zOiny#eo9JlDc?(Z=j*Cc-(es zqr=+?9K&tt2BD9*h60ZctHAMfJOJqKmg_x!vee4v%?A=C8(Ed-5jAtpBrS=v2K*!w;=$XT(?{ao{QEw_uR!xX~n|9sxM6Cs?-Cxzn8=0?)bIiZA@^!)R9FLCrY zQI(7$X@oMS)%l;P?%$rxRm+$lU>pMTR+LcvT3JqB9-Q9Pm-AJ(`e>w6jTi4_t}Lw# z?Zup|qfy4X2wKnqF)0fIeWg>8RB)XBg06z84;mI zuN}o}vsZKw{WrwWKm>#57^y9*c2}JANDxq=%ap|NiUaQ-&jAy28b{Fs_Gzxgl)eB{ zJ5#utG*-U6r{$7}@(ab?1oiZ4)~3iT7CphmqeW1#6QrLcD&mD0GeYNPF=&|uTLCIa z6DPA=f zi?}G)X_VU_k!1fY*2-s?!;>G9Q;N6vHTgCWNuT1iy3HQ z(6y@Vw%8hK*vOqt*~9W=tGyDrfMK8_wjd33!SFr7RRm2?4rb;Gt&Xqxh6)tas0fK%9R1WS`f~8d}$CI zrIJ|d;RvV7`p45JVN%*JIRM~mPV5Q14o>T6tm!nDpgJz<3W)z49&V}*4MFuOT{*%L zg*A6RU|XrXYpVyu=PZE!1R4$fF@PI>Ez!64>+w;eGNt%HGg|||mzKam(oi(g3=RWB zp`+YMkxGh>uy3;2TN@aWLqBh_A`D3nJ8+^vMErbB61@{>vcL{g+eKLoBH8%6YmOTm zBQrPVWSi;lCp($@6p^5VPabrkDmftiBpGX65|50evdZ|Q(7w=$QnWx@p^@a!*{t&3 zY{fUjzIroJOTvuOaW4${nB&P@wDffOS)6tu(&ygK`F~)dLXe_5(i^Y0WLP!tyh7f( zqerZu{XefGl88>GS&PcQHRf4l0W}Vj8w@naS_2;%v^@FQlhwt*Tnb@-Sg8{bG4?Xe zbDJZ_=M`y7aki4Z*{E%pW6OlaN6mM%gMH~CoO51x5a$TFjPFGyUYmcgc=D%u~r{PGYDUp#Sgr*F1 zBSHa7Q6P#ai;+_dSs>PN`?Hg-qdbIMc^>>1OBQI495MX5V#Mw0XNvypkqhv;&KRD_h_RyVlPQsJibgW!5GNw+l(TOGl*{jGi;+9%7jIH0gHBIIb%HL z^kQA?*l_*Efy?!7F4DQaS+kJUMyY4v%*o}*FO-fdN}n4qTSJmYhlQh8ZJBO5+_9-p zl3}37cOc}k=5}{)MSmVxQ!}~(N?Q?j3hF;Z)ECh)wUd}xHKcv-wu-y~mU=$jJ!=G7 z6>oN_7IGVO4p`{}#jo^xJp@!_;^`0qf1dzkerf%6*ntoErgaIU3ldG734OTv8|d}j z?m?cWN1pJwJ<1sFqb9hXz7H%kNe5Ri0qSA1&lTu~aA7Nst*40{9$5>eh3c0Kz|lLE zLy|)Mnn&}J&Z>56bMM_ReV(3!^eD^BRJZojwywxBMo{h7P(gg4I*F*)57p~S9wbry z<(n8_V8g8O(u)Mm zvBA-bbITnV#U5G1VMFftMkSP+KJo|K73ZA`;Sr~wz% zZ%sa^1lr?@&rle%EL5Pq)R&9q0Tx&?{7A|i)iVZhX7tb`^;;8^NlvHpWd(A4rKKdG_NprgYa(Q5X+dB zbB3PgedUz~ThX_kA1K~(IvAf%B+G9)Sz2>xGc^%1Nv757;SmYtE zd&3rM?lOs);EGbKwH?W-WX`tJ*RXK&KcyFLRz6udWpC+7Q8qI}%*fSg-vVXumMk8E zti;^)8@@O561G)mtt@9F8PBn}E*GymPmN~xoP`3p-#V%nuT>d1-Olqg%&g9Yzx9tj zdwz)0=S}>8DRzr$In8X}x?uY2!zyUqZ#L7)YZe835OT?vh*`m5>3yVu;6UYE{t7sC zs>Qp>|2h6^Xgr#?Y>Mn0fMwjS0hg00$Z*pAym`I6HCCzQERGM8?K#d8tv*onntiIe zS%B<`$?BcuN7rDJb=^JhEr`X>S)LdtjemDdz`jHju?rKHdJ5a>&vxqdCte|3hWwOv zPJKLFF!wZqu6f$#&~sA0tpSYk=ZxYIL^S6fuT*DZ>gNCXFw)=N8>zs^fdtghs z3L7cZ3X@EvJk$sLyEMD)LuG2{o?pp4E0Vf@>_DcPv6_w6egU_2-k843eP4k9H85>ny}6k@Ex+fa-#)R)HB_y-Vds@|6CNAIWv(L8%tT@8xh)zmFt_Lf z@mW=!GnH(Ls?YG5R9tB3R&%V2A59zpmSx3#)>EOPM=vrQv-9>j3Jk=mlWkuX&Bgi9 z3orb*n!SbqgR=-cDZY{+K_RfQ5TF%R10@TXj0;dby&o4Mt_dB^kvvbYZiZ@y3(zCw z<$d~kaX?~LOrEZ_(nhF=ZFHLI&;^q&d%v&|PP^T>MHU5urV_Ss+phMO#5CX39W>KO zP~_Q{#!!XpQVkU6Nbf0W=>IEDKqLo?4OQ={*ZBw5PA~Pv^Xz``ac`pb?w_$O+?ZMo zIiPhd(+uzSP6Di{S^7m^{3D14VT+hHtg;7N{W(OVCl@Xe&E61pHvp<0j`N)9fr9iB z!fk)D(?rEX?W~WZ>9G}WDDRBC7dR!l)=Zw=5$q9yyQa*N05lzRwB*{~OunF@KM4Ho z6s>frYeZ>6EFnHM+LvydMl1%0HVsW7N|$l<(hwZ8aP)nMyi3EchO=9fE;o4YMK2+$ zxBls9ek63#-hbs8BX6B)3tD9zDe z!g9Vr2})8!3Q3c(-WxewF%`@bl}7TpVK87-SLATru<`Qqsm&f2Nc6Cgp+T`{Z6_je zxoz!Ck6*djQvYcBS13s)&3p{mI4I!rXxAbE9`V*8og&mFrBph*8G#JW}&{N7r@~uO5 zCrkBO)(xCWHQH{A?0Le5og*9&8j4#GWjKm4Pa!{QV?m+t8hH2T;nlP^P3BwsOkg z5<>oc!+sb0Q&7Kbm*4QX6dsSg$ef`mnw@TTLLQBaV)*!=Mm`FI=eD*hUV~0GJw?&V zxT}b-dxv3(RcnqOn{rw%jFM@)MJP|OJOE|@n`)QK%zygwCu2^z8ebC|Es(yL|VD=nYw6l)!6yL>Qps{BF=E$(9 ztezb4_G-8$2*htc)?x8cL^KP<+foAmHXx%+6M4jQktv;6#p8<2_`poc$!iwa{zr?M z_IG_fam#1-w`to7$OryOG`o2?UIQ@!&bWy^zh=BM)|}jB4de1iW^~+Fs_E{sxG(*p z2}Tbuq*^M>CuI3Rf$foy(xY+BAB#c zCqOC-;Co36zuVmxsYnAWncQ)*VP%=UJ{wF7Oex!>3<5~$5))8oN6sz&jrKa^`ACDU zfUO^H6#i{M^%5@Xu?;S$zkpsPz^Yzu5p~iWwDPRqX(TMydm1+|QU6^3;Ag8Pew}Ze z8v#TCmCdB)4eWr}PXc*q28ff?(0+QM{e*rV(CZpE==yfbB1dJ4?qt;{?%;pP7jVdF z6`|hdRMU+uSZOaX^j;j3{~`K51ui_8;22d)r)=Hg@YU+e$qpRR+ABB44<|#| zVi5BdJmSF_Nfqxjfjb}UcFaO)zkV`5cJq4)N>15-`fJcJ!DQb76wsc%br!RJQ0VB- z&T?DDc*1uCol}v6)-P01UH7pjL%!t(l4b1U6{<9;yXXf>$m|K?ZNVO)rL&=d=hG=v zK&&8g35B;v4~!?27m%=lrI%fbB#!+QqMyXq8)&M;!8#>J#NrsXBfEqQ4`2)GS0Lqt zPqL$$v7;r!{sqwJ;Om90Q=*#xFKh=SzlU2>N<_;Qw9(Q%^HjfZ$gNSQ z7icjv!8&PCFGQ2%G7oe(Eb3>etAyj-ey z2VRT`Cat|>P`;dxPIn~9GgyV!$qa!?e-cek}U5 zK_XjN`=u7KX%ZBdBc3i-ky)%M&JMXETPfdZJ?TXX5aexC*gv_Y{LWs)tDr?^KMK*( zM*q%aZ2|VJ4aMNAqP1evSB$hFjyX+%*F{HSQT1voK>?;OXJebsmoA;hu8d!K#q3{yvJEwb z5BLToWRHXL?C?eino9gQm{az2#jN-TZB>{2W^T zmbXiJK$9zHGABER3ePXudx$%?6>b|0_-JR3w?*C4adz}FK$s_3B9M7#5-jsd9lq{g z<$Nd4FSiO6yY(){0sa+oh1o8$v~Sxu(GQ|h<@!CIkZ2<3uHnU_s+~Q?ZouI*;fz~i zBCo*naT2HhVO8;3PPk(BOYDOqKG9fPD(uNXkAl%;$MQB-L=kEt^!>a)Ls^lyiz83` z^H`dI+cUYpX&R0ph>yX0NOz$`<)@$eLO@t}kY6>_^&FYNTF1r~=ULpiMq2;}i6Fz+ zHS{hPs-?}oAGaxak?}*?jzEWmdH{crWl3^?#LTfj=56b*7t&y~t{8punlO%q2P}up z0}vB5_nkE5jlr26omSxbY!)!F7SZI6JshyBHRx$dNg-6NF0xl0o7mdk@xhAtQ5i8Z zvW$l-r=67<8|#~DzeLF+&JdP4z6TM6a@6}NXQlutMi(57D^NvxctWhmVOqnM-m?Z9 zFD7HUFq(8N6g7k(@M35#i9{rEBMot!MMTY;zntw|RB%il- zMir~fWlF`Ud^x|5yls+?>*9K%`a+*{4wLk&P_py+b9f z4oU@O$h~ALq9FnoPc-#-n^I&dAJ8w#&f{IcgX*C}_~|z-c+YiTtv*v%YPWu?l@~4$ zQjdLrO+q67eJt7dAsL~MxTYGZFjwm$X^8SO4-QAv3Crd3vcti8{i zUz#8uG7ZIH5^v?05GuBc0M`}y8sRYlP8{!13B?};#`hD1HYS>_YG*|B$aO0vBT|0A=L+^nwxfXufbC ze3zh0aCdiihsE83I|O$p$l|`ZySr-$?h@RCLvRRgc`yGD_uIW+db;}bOifkSOm&^} zJij&``m(ej?Or5lzUtCr4;th#Jrjt>{n>IqI;E|~K@D2SUdt5uLD{_tzY<^Opg>a> z+eBYl&lnqo0ih{E9Z!MJY_M}&8PSYt<12Q5ix{IO8bxX>t0{5y|5*Llh)_eZ2wk{I zRtnw|vKnu>r{{hp_4GTy?(VOL>inLv?=J&b%pJv1n6zq6X|-GeS$tXo-obW@#)?B6 zP2jSW-CBX?`MJ)Fe&=8Uz4JWe5kxMf7kq~#vc3LwH~2=BVm79hnA$;pws#Ot_>yE_ zdjkS1N*5Uo7M$`)VyZZf(&Z5$ikt4+pyGjm`2%qyhfw;|;QgX-3HcM#>T<@DSM#9W z693;k?lCfh0R>D2zKLD$mgii%KTJQPFSJVwYwVDic}369l{iWh$wfP%Ac00f)b9QB zI_y?egw@NO>iUarQJ*YdUj8CBh$|2CWO8~V!|P;SGm%;#-vG&~r0qZ9TLqUSr7~N+ zqRTDZ^2&W_k@5;2;Z|(gHw(&B0uMB6^_hSD-sz5CA*a?z{EJF4Bk{>GQ$h4OS&}M$ zEPoy)&+TCS3LY;rQOG||v|ocp>4k@iMxbKzT2_wL(CsdoD)5e)FW-t2MQ)1h5@g$A zp2sWrKWS>5@GnkTHENt*EMmw*Nl^B(Nk}KRt;Vt0Nzw8R@>aLkE%UgS`h%DChloZ^ zZT%?+7`xf|@-g(XI7gfT#{JA#_IX%E|3q0#Wm|AO8lk7NH=VoLZ@6?dYIQV@h->?&uE;+Rmag0%iUZ$qgoi+Rv(Er+OWaR(D|5E%<)kXgB%U;ZVFWjENdHxtI zHQDD3wAgt2YdLK?7`=Y?Aa{!hl_n|R7^n`elw98*$}KOp+(rO6Gb z$>Fg8MXjW38z~|)Q*Ouq(C5uH7s1tbNPQoadYLg__xI8r4dJM@v_@Q_eXa6-&>Gl! znR#QNcbNJ{Ml-TDq|KODo94XL%Xt``F2(bs@a}a4UZ{D(Fa0y z3BOY_#{4pwcAxQ{2Tls?+R&n0K}ho&Cb1k}vexph_c*l!2F6wJ-lIs!)Uf+T&Q_Mr+F1_j6Iq z!*yRpaK%8l^SdE0wyQmp8)9_2tRngTk{HY2&lm^y1$j}&{8XAPtaVEI)1y=YNJ)vC zq@7p8sPsSpr?s80z%iD3l>0fys{o(TDqZY{x@3`(F9+aMvNCdmX2~J@T6T`X=!trg z^bK{eK+8%c1_xLTsKxBAOXmc)=pb3@;Nd_`X9XJk#ax#DlhT^pyj6Qyf@N=E~fMTEH*xLm$X z{n)>`7B-rtPc@g78vj91+&RKf&z)82oJ1Y#W3hLc^uu?&3<>=7fbg<@yNnSs&2D1R zDahMRx27In*M*3S=7lkoFLqm65I+awy}T_+W{G9#0jw`QGFqGkh6eHUH(kFBn0Hgs zQGF#G`OmwRL+v)Q8Oh(;dX(|8)*oS6ynS_^UR%8{&c!C#D`)7pxRMgi)@faAI9}$;jnb! zs(Fc`Y_^EQK+_+v$|VuE-Q&xdwR{x# zuMim9R-Lt73`gNxP6^mxYCs({k?!i1q#zauh8t1#DW_=DMxGniH;Rk5{Cp&dF=T#4 z2yY%CspAd{Z_l!<>?gr*ACAhg+AoFWQV+o}y!rKo{!@6BW|uCEXCE~FJK5#jx;IiR zfkCu4TjBLBvok;a5SixGZ|A?4LJTAEu!5Wm4L<=zq1hxQJQp{PYWx;lxs>}{BG>AG zyd;_jO}`dD)x;fPqes9-^`^a5Te7*!nLBbQc%Vw|3H5W)g%(Ot6kd^}&hMguZ{U>n8-reJdoKO#?S z2?sGzreH?nMKEP!Z_Pco+?!U|hXh@AUY4-TQMhm6@Iv&p*n`vIe?%Ws(he$buoQq60S=siFBQ zWlRD(qdG+-JwDosOO7w{IJBg<3m#3ewGj42Q)s-08nycYS*KEA-4XPBGTR7B_ft!D{( zRlzx1;ws2^%c4Wudm#u#WkU|e9r0M&XdJc3KWwvk0E(r z_9N7P{`=!o7WCXczw|$yTQPYA<>cifREJM`hbB+r6YDthXc;e_Fw5;hZDQRJq^{q0 ztOde-m%mPz_CGsFMBBU;S3-*oQOy47dcyA++YoX*q^XpYfJR?Tj#c3?*4dVlWS%If z4Z1wcedpzpM~k`FCFYT%1ZXpLjj#*frJY=dAVfR(oUvFpRu&t+O7PV&sd`LasfVWx zVsdVQ9>7B81*CqI9xtLj z-@qg(O>uM+KFG}>6{ey%U*Ol@5#^Sc3gp~sX&WwG@LmNfe_+VZi_j0buE-;UER)%% z_gBwiC?ddE;zOsqwn@)e%2;!m{e9Jc{(LTv+99X3t?t6doY}-8yWZCfbw4kKkP@Q>HFlBP3?oYYh9+Pyy$V)n#Brj{U z7`WTq97Wr=4g5t7XuEqhRO8o0t)V2ayOqR!f2j-!Lh_HP$V=sHj>-l6T)L5B)Gyg* zS}~E5N(IggRXVOTy}la?D&0}C4*k{dWB_nAHXmf8@~8b4E9>Ho`oi4W29l#tEGoep zoUE0?!jLtZXl*JnvPU?tj7V&7xd5RaAlQfMGT%1pYEZ5Wbc$Q*aKt zy52{KWED#6zn#Nt-#q5hNn{qJDkG&Cj!lJ!2ViD~Sa!7f97yfqG_zB!dnd!Gz|ejQ z{bZTmvJoGdSZCKzx+=l}=&PVu<;I@F099kUt+AAglt|Yld&h3 zSHKkK8+yGPVj%Xb*sBeOwd7$&it~7*JS1M{;s2-j)o!7?X(O1*tnI}vefJAy{y!Qo z?Wl5vw}bUb8WDlpYdQZ!DcrMP7MLq3Obqg7RZW1gzcwr}2+82ToM_A+FdbQSR)EIBM-2sEr1$0_w3-Fj`R!C)Q*@m&}^fm9>#4if6A}Uvn>0t^mnpsOaOI+q79~plRZ$t|twecC*&oyem%y zWi#l4M5SLpfpAO)$PG9#u>P5i1S)nU18+HY9azBmj+zka*g)%SN4vUjZ1e*hhB{np zIp*DDf4bx_PmD#8fzE1z}tLEx{@+s6F&xKRPYejHAOiq*yo+3`X=D7>nlH{J~-& z7HZW5`sH<%<^7ZE-8WGuggFTn8c1Lslf5c zvG4>x9LFmXI)GtnX&=7gMC6Kb;Dy5;Avv z%by~;M?_!}4#mcP>+W(^)JqCn)q4)$tGu@p)6SJQ6=m{Hhxwl1R2D3wB3TYL#zD4D zfrsP>tbRgY!4C}&8l*m@7-rvw;qbSbH9xRx6e$>m^IDjxVdvb;?uYW6FH5|5`0IAI zmtPGxhN0DC{1%X!?{f%eONKR%C_@NZI#hp#V#~Y`{?IDNs{*8Xd@iVg>FHHrS`qXq zxuf%8?j{(qmQP~I4PFg7b?iE_eX-`BC8Pj>{MWNV&F@yu=){b=d|q`fN2YeRAB&kNJXzsM*4fZHkTzD#w(f4f73t5ymoHrmzrrKC9lmDSzWpm2-Yo$hIq@$!YJs+85BjmUp zA?ueM()NOHd{$`NJ6V=P?{ll%0t3pX_>EWXl*H-sZOsRpPF8Pi2ocgNCov2&l%~NB zWwQ_D-kL-wg$`&a>Z<%ge%C9g(+9-!V#K`qizgF)B_XIRx@T(etCYkIuQ^RM8~kGO ztB;77AA2$!nL3l5b|UuhBO#^OI|-q zIfXuI*S7MG@QGUkIH%7Tbn(d%Qg|ScHR0h;gqoQBf>yL4eTz);2;-&>`Ny}ThC?k==t_nbgVO_uW=Q zPj3DDeRrc$woGLmQG6(F-Y`u++i0 zQVPjbP&w38#ibrZ`|q}=_PQvRgVD9~*6Yy7=Xq&4pL>bfv9 z2$huCrWZ$*mr}8!b<&2DqQqmcnbNiu1i0kNhs37@R|UD`8HYEZCj_2g*w#aX-tG3T zrKEN{8~|S$Xr|zKwwXKjESvb&ORm}GPA4Y+?6bL+GU_Skr46s~>6~v5{n22c2n91$ zDw{a_i@n+FV&&~mHvkVWS$-g{(fGtvL{bHE5Ni>XP;&f6u{o_o+FT%Wl4J6;eDeVv zihUrhhAaHri%mcyeV%j9BUpU0`*nkrae`)Ub?@SRVh4!vLISH5Pa_5HDdY??dPY#fUxbHOlS?zytJ@WRMXUCIFOR7pz=qR4(E%#nqy} z*Ue*#Di0+NAi2R#vy6=c^KPbY9P&-nghM|C|M?2|6~FtIsO_0p*d+b-r(f?N2a^@W zdbG|8Z<76NK7HD)xe-pV`OnAx%K@y14TfeSO#*2(2irN+u(a zAqAaL@tM9IC|?-Sn)XhfQkDJRTE1Z6&|9E3t5+vyNFi1JE5k<0@EO$+@edL7aodR* zGgl~y2$&rehm z;Jp|s0Xeg5Dh~O*Di6)HA$K{kjz}5>oEVxUd%fX)AB`Jx=3^p^azhF!>8?pFHPg|kET67J z*u?WQCfcHYNQh$~1PMF6pd_EnRD7D7?vxhHr|JUmgm;(Ue=vm2aMI{C# z))k~S6B3<+UOi6EV$?iwB7}8{h^kn+htY=lA%%y0qr%x+x~CBltrN+5CUN= zWKn3C14MN~x>;blF+p`9JxpS+_@KI=A51~AoK%W10b1W5C8-qe0}bCEIjM+zOyoo& zt-yGH2cT~|)?mKBLs0+S|6NC*Z>H{`VHer7DXjA3r-Ry**!w+q5T`ZGFFAh>N7&pU zT4UOeZc_lLDse^bZ5Q9+d%t>?I|yr({+AqI_+p6B;m34dMpI7&fhf_Q24?HjT6$aj z{0l)smPI*#*Aoy;-h!O}->0@%gg@?}c*zbkGON2`>c=@Y+8Ar)z+*#4yJaij2i@Us z=U&W_{Q|cRw`o_MO;fnJzR>7{prn`ntzQhTJfG)v$k&`(=t|8I1S^-l3QNRu;7GY+ zXFKyCo0M+X`%km3nN?$VFenY~C(SRF^H;OgN5?$K{^fV;fB(ff?sT7;#Eb~wO%Hq* zL+e+}#{3JgQnUZ}QLIN5>{4%!k|eYd8j2f8+~XRDaS%n zRz@LI6t&3bZ-h_ETo307{(JReg@i!_U`kk%e1VjW^YkMM~rcWS3wR?YMLkT_O&m&|exu`t_4hb7lg@AE9w34^@gZPH0FGVIt{i zfFAZAma0>~Y)5~8F~{v!*bnls9@Aqlc*xr=nAnZQvKezhQ`T8PY9=Z9Tc{V|a#`N@ zuBq%p&Q=rX=4ljp-$3bOD4Du;-*7ah zM{K5Q$l;ytl)bKZanae*Rm?T_Ph?VhxR88JHU+S@G#r9E0 zZ{DeFpS>FJOdsSpmXsX7nz%vbz4O%%yHC95^ho-@;7y_p!oCKM(*LDAM5CXAyhN&D zieHB<^GW|)8%j7#W_0PBVU285_KQ=6rgnU%i!ve=Z})4&UL%I(O0{bh)xyt|A?rUyrj={kSA`$klO$@6 zS1hsfBWFzr61P8QO;`=p;KLCjQew9)k2g8dBKS(e&Lwk@QtP3)ZnlJ(b2QyoX*)n9 z=H^Xbqp0KHy1Rr4N#i@$|4czbV1EzIvwC^bCMK65;&pzfw1FnU%_QxlHwu`6UBn5c zkjCi9jYcw!TQG6Em3K={y>&iMukdf#%U=~#0byJIODu9 z%bgakBf}|j)`i*q&c4)VjY}-c&6%re7c|HjF7&nK9!93Lc^m8QFJ`E65chfFp3WE#(=+fgiFmb#XQwngD=QuLZHS?v?=lXnt=$Qt33N_y81g`(#=J&tC!0 zGWQo37^&*3DlwMQhTi(o!5WTJ4(p{wAmfQnBv~bjnZ;K_>IzqzE2VCHEhrwODZff8 z)07(7kKkdX%_}y=7x!_h6Mbl4k4Y-Nxtu@h@2%) z^F|7dY2b(bw4Cwq)Gp?<&a|hNDAsRlboE1-1ZE-LEf8rD;Q}COWm2mAd>tt7 z&Ci}=RK(s!Gx|D_!13XLGA5^$5aTYw2jSveV`yjY{B4V27J8DC$3NC^f@wTEqTQ`G zxIu{`XE`KBcjC8X(syO#5-v+i(l&)SI-a$^*6lX4d*X2&-+Nkg7_U?F{#bT*STW7O z2;W%kgY8t560&?YMYv|`e$v^#&M3uj+}sTZ_n0DQ4};t`imWEt9BDh@&E9EXi@4Y} z*V<5=6zyN7j8iadt=s93j{olFAINsTnoL%>{6ra4IW5_YdyH2ts0_%AO!wt|jct?6 zG{thzxD}BZm zVq00);g6w-M_{dA#N=nl{9Wb8(hZ zH^2L9Al1p8|GBj_@quQ1jgY0Q6^vSL1d<*udDWy8j;$_ueP0|(y0 zd}i{Pa4rxzc54@iidrt;KuL!(k*T@`WxO+e8aJ(!9U%o!%d3FZ#9 z-~{uALO8+vp(R*g!O$TMuyE)BCs>pbNQE6%LzcA233UZ)E6YW*>(N^q0wyNFa@Y)v zW|qTrq-k$Ny3j3!nHziNWAzL+$_I)446d^)Q4%wK85D!;9axBL0H zy33C$He>SPtm%76EL%%3^+g{eC6R-voL^)LW;jn{iJ{a4KypKOUZjR&;DgdpgGCuf zm)G26)>HF`V_4mRN48b(#$6pc8$x#Aju~#)vPa{fV5UJA!&Xyq6J0JIEL6~v5@Ysixw1j2XTK*WhEd{b8r5mg^?E{7}0IEC19`dR0 z)9q8Y0Tsr*aLn-A=gfLruS>VSoWq1>uBE*7a}tpamg#e|g_mK{IBmlHj8U4L$LQR( zC}FIk{AS5*w79uWKW3bhLEXj5*95ybqtP5;iT$?yFyxC$UpPbzIhcWs9r3*El7@T| zNJt4zR0Kr*nwP)%t8az7mRb5(8-ehQ0?KB?2S_t1+;B_m_}N2f80A4a^#>*#HqISH zRuQV?ctqmnQHLgGACA{^coO2Nuq$7q#zFfiOY=Fk9}E)KBR7wpo*nBR@ClfbLV_Na z<;vFg|KKLa*-q3;!NeP8Hr>M6_KhI0UuaJWV&+%t z3+slfWo#wn0|*aQ&Qz0!e4!EuDd|2}i!pP_aRDa@nU^Tze{%@ zUfrh$Cr}53n@i-l+PaKYQs~-Qi`RSR>I;@0Lwm1a(L^5cXCivwo&8s1YWcmzUKxzv zni$1!OPB^=43uO{1l%Ql#YArhHVwH8xJ&**FDqjD?Zp~R_m#I(#?mcf_ZN0$wNMU5 zxW>EZkEc)8C6x#X$gjRVJF!^OeTk;^!~#f`GT|+ZJSe2ck0+L)jJcbs=%mV~t-y3> z9!Ym>jYu8t*QN#>Nf^(>#o=64_R5| zY~*eHxnpEFNWo0((nVQhvn4_@ZEe>Y(=2wlU;Zt~Q{x-a%KK4ITSlLeBCW&UH8kVc zU*j07+pFU1#d9khy4^n`(R@81XyM*?5pR1Fc z^5kicfr9KarDT-`E|BWQ91qVBMry;oCk*yi5kmp8+)kAZ9i7vjd_=Rz5l;c}Jz);`UnRL0F$>c+Ih6ig z#GEW*#_e*r&=aHXRxr*g3r1mReE+E?O9cIof^-fsAdi2L3QBxAWGk?aT3wQQ9l3uF zmd2?g5Wgtond1mlM$GnhTa~U$t=f!ROixWaj#`sBpBon0F>|rsK=Ss(+Py88Y2b|MB-Pfai-KP&qXc-D`nhkY1irsXiW$h<#&6 z1xTmMLP8FU=T5XRiJIWu`NXFo#O>$}se*TYMRQ_6cU;2k5CShk{!6}`RwfRnR1y73 zI%<;AEe9Az7J;7oc)<6}41+=r-i?U+<5yxOztzO|?e5YnibUmguJLu|evuk|UF&1)nhrA2Zc zr#_xXPV*Lu`s}u~OUoFBwpCI%BRn zbVN34KrLx3lz9q)SmnW_7mXqzGDNeryX{M|27os7qvdwjKXD=|b1XUgL{$>;PzdfS zLbQQA!M{1#ooVx2@KBkX5I9kGhT#R!#w~^7G5P{Pq!HY*ME|EYO|Mv` zZh8T9_r|nqPy`IUIi?F1>jpr!bjIu4v+{jZSXCekgqgQ30&!=>1{8&h_DE^kCEiKP z_MxE9X{$e5@3~;3R2KAIyMMI2SYB|dC*1DVO`O;L8~FbwWf_X~xYgDK%0AyUxk)_< z=O~)ZnV@9FS){u-v%>-jKk82%$-F8zuL3V#^WU-s{ig+?In;RR)|`2ky_z)=16KNH zn$wj#a-;@=B^m82;XzUOSzjgfsT09?Huk_;Y}O>Uu}#n_W3be~ zr%(lx#{W&oFo4Vc-vkqPU=0p!l5^iVXq8!+VmD|PyUqYM3=&+L-rx!Rz(_ImhA$}; zB(gQUftFc6pidL9)m0K7fik*Arf(@?ALsz-W$9EiYET_bGt)_m7^SJa#3WQ5s0k{g zYGtxb6{9hgH=Bfh{m5Io$vGO%GX^UTq`;?B4}$>IigK=c^Gw0211VDJ)JuC1P#aY@ z%SoCTovHjlb+oIC1W+f@2&YA%ASL5$chc4OMjfaTXN+?jlPs^x(U+yD3R?*wr(_yO zp-z;aGKi#3E#fPM6q_+s5)IQ+GhtgOQPUgIn`Y425lqq|m3gC0MT<8dYy*Uk1^r|% zja{9lM^G2|G4+vMpl^dGErc8W(M{r%UV+KFjD?R7zaIWo52H{ zVQC$zN>6&b{i z`w_~9>A5qQ&5hHRoScrTGly-Dv-yyn<$F)Tu(;w1%Zh#c z#OF1)4VdUxd5?Uf^JJ>Fiv5Ql=Nz~rs!h2(;GiZJ=ulI+BV+-C-?@{7wqY>yX}fng zuqtV2ony{nQReBD)Fg^SB1F7zSzz(4pw79cqn zc-Lw^3o+l={fn`2(JJ_JbW(8=-IK6t*;d_hY;O6^z)whQua}?VB@jLRcE$S&emP<> z?nm=gj>2o~Z2$)$1DA4SAW7+XH(xR6C5b+bMcx#}t+5ont=XcFX9yoEHb8OD8<++6 zflKX4jSNmNrg$kzOSLN!T!ptrasd;qGn`I}Ax|EWpsJk;7EU6DKYclG)WFym;|S&^ z`^)`%+d)FT&Cu^dudIcx%^6G?k2(RAGUb}e@y1X}IBGOiTH^}KenR8I3I*V8%f@kG z&7zaWXo&h1WbS0}&zuA}=2rjV1cZz7HVz9eDx&nxlu;??_ozM?Cj}7|S`@h%(1b;* zWblxe5ouO1YVJc>+Ngt6hUHMGv6#N8nmwa2cYx&p*~ra^rRWh+ix>{= zG=;08o2!TKB*>nsXxZL_zXLaHcqa+SE$*XupTzZwM*?A#UED&hJx<0tJ{{ZC815X< zOV008vAMPcb~gz!&kVT2oV_>DFAZ|>r8o3R@n1e590q%dNw{1JR1Ahn@e1l-QpK>- zoQuzVI$yz!J>4r%XxxGs8s>2lS~2{z2_PR_-X;0BWWfiC+d1m*JC4E>2)E||U&mvL z5W&2C4IYGpI6Jd$)jU-dj8Mkvc6zdj_L@ULX^?>aK*C`@2$tILbWx4AHIoDba|q;% z+cWzQ*IXZs{a^tz2+k|XBzv7#Y=fkCb&F0@i~#Rui9e5236?Os-E9>Ky?ne$ZQ87`*8lj1m`#HILsWG z^<1utPY`9$+OR}*R&UR*$bTa0m*^8%qX}P@cU0CfwRx}iS2yp7e_X~;rp9f}NXklW ztRoYe_KgXl2<)%NvZ-X*FEzBe$@P1FrxI~)B@fS~O`@Ex4qXRnFza^e{|K*D@_^Pv zmT?C>_qIse-{;C-Az-Bj!Rkxdnoce)kwAZhKMbPYfnx1f5l_(WK@#Y8C}QFH46MFD z#I9@X`H=BcY&kN@HI%|AZL}VvklOl&nC-4KW;=Nu+@{&Cy4n?m9dS>PR-G!Vc%8)l zk^ks~;E$nq@WHjd7Ps_Pj7zzF%V~t1O@1?re*H>A1xmA+yYC8ObFe{(;o$1Dl%P;1 zl!vg)^?63;==cycb&~kgbL*+CNEwO60wOugVZ;(#dhR~osIhai!t0AGLtp*<^5J8yF*Y(s`F>! zt2e9JK{2Kw5w;(qjRt$B`a7XHLDRQl5Lj^F*QF!sk5?K8)SS7!D(7ZI_41}u=nE;ogjk{B{AnQiox&t0W*-@H!UEzNb)e<18_Y()IfOG_m$`r0TXJd$$A!EUsOk5c96w%; zpO1m)B;gZRuSRPNtoi;BD2WfL9n&$+&!QPd=vd=($klW4(BN29nj@?-WALZcX*N=N zX2mJ3XRT0M*5XE8#{Pe6IoZrYhf&O_a7YV=y`OZh8Ln%1N|%1{Y!L6rYh}Jors2+<;<_w0kCU{>0}tUnXlh;8 z?$1X@chuq~+d`~cyogYSrXr+RJdHk8rxKq$-W&1QznsbDFy^#N-34mHxLER}V+la5 z|0*m@YVbIeqy$k9FY{YKYLhS;lt?>ar>NV(^ub$bpCJI55#E|1)c@$HSMAYQi(H^X zJ3;P_`SPVwmPyKZfraXOCM1SLxH^1w0|? zS77ExF}YRL>XFsn)9eQ8dy@A@y7lW*C)8)WHHP`~;~Q?Ta1;u(gCa^Enn4p43HAO) z97o+~fCHp)Ik5in)&EOZtm!eJ;|cKO_mngAn>vf~2EU`e_#c+xxP%#!*+^5(0C#QaI`m3fMFcGbzcf&}Z zXF1&7;+>BDU(=qcw*ORgy50>ZV;;@$N{x3m&iCYX7j54e`4zcCLB}YjYMF^ z&=C6sKz@5oDKG?k~a2l_cr3oB;CFs>KxD&ov$zRh%OF8fb^KwMGQ+=jnQ`;=|-SA}nXCHm=s1Lku* z_p)+`f(M1CXE*p_DPM=E+OLicHz)mc%WS8{?2>u`3>F!=G-$v+M!!4UVGg^E>P)$n zCw#~k(qr#Q{!ohW-}a}3sEh;*tf13Sy_vo`Woj3E9EhMsKqU}n`wfD{j|YT*;FW+Q zDx~c`4cBw0Q65wJ*gg5!TlnZQ^N6eVHa^d__!EUi)E0QnDj+J1&kz#*bN3aO-zSsy z6o1OCGcm%g;WE;(&hvu60&@g(yQ(j`MlZC*$)pSJTbmt=$&=5RMtZuR{?mA{)Jr}S za=kJL({@gv`nH+;_}@7|>>f8t47%hej>d>F5h#khzi;yAqqWv zWY#~h7_uDpDS!REL`nhb%y;*4{f)6To8MWvy#c|rVWVy>35IbA?W8)E)kfC~&=tRk zvWS9DOprvz0k&!Mk3PP~HASVdI_gvCA*z4l8;S`CP;??tbc*Mund&Gld}=eWyvJN6 z7-MeK&0jL%;78Eq7Ru3lpTIPejA=m9zH9uelpLo!v>h>6-ITxbj(;~W z9^spqR})k0dcR8LHp<>2^ZqB(&gv$;`D_!OiuS=SAxbvHoJ!BBV^;x+K*fwA zAUi!O-+*C0TeCI#ZCL8C3CD7D*H&@L)gF{YiR<%K4(1T z$a;ydYH}?vW9x#?4B*u8OTl$eKKUf9XZ!W@&=fRu%19{8WA<3yB&s>j;QLf+-v6xm$PT9T04;dOwD7f0F8v9s1ESaosuvpLX9E;of^u~_m>CFVulGs*eDAN zHfBP_2I$bwMC`wq7hej4bW792Sg+_Ym_hKEjW6|1_EJna;JzYlKVqwtrpchv)Na;R zFj7KdmZ1nrY*>JS;jGX0Fnr3#*{aOXw=xJGNm6EhYVSsC-zxLUl|JUcg zNgT#LwNp6w0A0WLxtLG36T^}=KW@JgqXVsJFmHR7t#y68n@IV!#fF2_1Wycrd3U@z zzj?=a%&-sSGS-ZYNil{6FoapU3|B~NsT`4!ctnbb>`Wg8s_ooj;5lH{O!@_&FHq5)>`#sld;z@!uGJ;^@Mj>|fqne&T%p&uL~n2^8EUUcirOb% z9+Vx(75ByWJE%zjfXWvxzYm@4v7h=k;l+*43@h2mz&D@zp6|(+Dcy&$YpTF_(>6+% z+kdk1@y;`BY0oQd#^cz<1x7qD6Jz)!zW_c+YehMmof!wo>3(jm0P>KvIlJH9N zf^MT-H2wv+$dOIE7$(-{_f2w8kBrXdXJVN_`PQ0}3b`+GtWStH>^c)E*yS3;c10g^ z#N}+mxsBqE8TX)k9k{@vjl%jAzR&DcZ%h#i2B6f5AIC95@?(?(ST65h%cavH)G9-L z##a~jqU=EzW|W?ZGfuz%szTr`;8)ClR(Da=WSdL7L?HJIGSEtdXLD;A>W~&M0m+$= zU5?61Gus@sz~W1&8%r-KXUdVL+s8gPJ2lSVXaW2HT<0;ayeLlDT#TVE+r1+>Vr{2z zdI69Dt_GG<_vV=@6QYy-XIH1Zi^^Dp1k+I#L*D;<8ABWEo42SoDs$$)-C?aY^k46f zmw=s}d3sZ{zT(up5E}rLD@VyKwf+;bAiC+JhhUlYYKzL@cF*`wRUx5 zGOzV}?v;4!4y=1gU*BElVv&z2g3fhgzCgB~K$S~3`KVf>t$1#Q63ljc5xCX}KP!5a z^NhFqyzjxA_6=U&<77PwhV+@YJDPn!i;f@~+TqTMmN=zok~U8P)S_58>ecszDZb_p zROS-9tC>!orUMlm^_V{=<~T8EWpaGC+DleLcqfjkuF2&D8U^f>CwW*(3ZH&pcU?;T zrkm}97Zy83+S#4?iA5aogtU1@z%QHq|4?+*L2*1yG$Ho`4!^_Q4tIAy+}(m}kl^ml z;qH>)mY~5UxI=Ka!wErxLx7L(pR3)s-P2XKvo&2a-S08Vf@rE=?MMUSJmXO&VwDfy zYHa1IHJ$LD(pHdBeXsZdf9Ni4Zz&%$Y|BZWyPx%9h{1}V&pFz;$FOU8QDD_zriX^rkg^0trvI&RE1Zb>2- z`jXH8T@?@hVqv4x%WGIDtp5zce4~xtTA3*$dQ6St{`2A1k|qWwuhUHn6+NhBt7wQny!ebIFDm=}dr> zm6YH5VHA-qHyMkXC%RIm^e{BAJtFFUSdkMF|-(v8#HXs zax?lJK-vi!OKr6oO%|!)1Vy!|6p%D!=a6k;&&i^uLZ;h{#_Q8`3KtKC$J1!tP zS2j1~?uZM;@QX}=|9-I}({Lh>=LOpWMfWTZ*Arf{`h3v#gOxqmenD_vlbL z2dK&wn=`^SnS(;@lk{OIbVJR>x);3!jVj2bBjLN;@)VMbz{ezTLoqCN>bF1tV zqrhsb7YVy7!}8Qs>d-N|Woki~T9fSc-=a$1h(g+IXGkiUAs;{ zEJxQt67~Y>b_rGmJv>EnrLc49ajLW^^vu(Wk;6 zvZkNUH96qBq5>|ku(7FuNlEW`+l}2kJO72JpeA`8K?CNPsEEFh??^r&8tN%v~Z1)J~>;ur9{**FrGa{ z8$K0%Kt^4EW(5-BVsV&dj+HF;! zkbbs9B%9JqBrbZOwS%VwwG+etT6i&1A}^~#n(^}VWO9dFlX5`o6JYv^#6dBSYWN}B z#3I8Tdv=4_W!jb5vqYkyA?Vm-;+NiFCj|I!jiZO!cc5}tlvb`m3bMavVJ9dBH+|x` zm0j*$vB(#LH?4yn)}B}5{el3x!YAnSwl)We6iU&V)22z&Nfgiqx3jtQN9wxhi^%S; zwjAj_D>z}aXLL8R+uMEpHZlb|pmLGWIcrbam*}v&*Rvpnw4=mr6xp*o-<1_&$ViTs zxyf`YA%uToy;15slsW?c(?yi@dbW<^beK8mVQ33ga!w)z-B*D-dbz=odQ0!y;dCJg z)_=EABV(9RP><8?8M~z@1~_>m>L?!*r`EV!4%36uYGvu_tyw~}T7?|>`M}qO$FQI& zfrbP~r33;l9VRnVJ!cqTvsYTrtqb6IZ>>-D&g8J8tdZ3b?_g^1kDM;IToQBJ3ev&D zjACd#uyP=<6QP+PGxX+@WnAJIPEBM9IP~zQpUh?XAVVk0Fg7!dj94q~j=1AEFqHT# ziUa2=Lv(t-z%oZzwioO zJ75%gVSU;;)Z54G_rvvHs3h?`ZarCQtL(Qy@3D$$Z-~$k6b%(-&RsXNxj$qPb?~*1 zEb|h(brI!QHMmZ*6%c_HL%Nm z*kFD*a3S{qb%9E>_;ojXj}r(u;FkMoB5-8IJ?*$i^G40SF!K7DznnvB+Zsv|Hy~>B zc+-Gh6<@MxA>$G6;#9PKpU01vM{%YuSDfd|VyiW!r6^*ui>~Tz&gG5Na{i`@`KQM9 zP=g7>7>@n6JGSjAF8H3iLA>;#Ox~Ia`UDz)5a%4R?VdeSnJVD5zwI)t_ zD$f|+>%FNTX=2VvoHu`SN?V9Y00DXLU>F=B8~)r+=yG)ppSzmw|A$->xUPvdyNS*& zNbStCc*Fb&&(>c+s9`-#@l&J3?pn4_T%5QPO;kHlNt-Hstk#{Io#N=o++ph{L<2df-hW`OJnl4iU)DaD@*uJ zvJpC)I~h6ccg+9^Z36&PT`hA=%+FYP4m0)Yup+_Jl69Qq!wW1zq4NeFp6U^|Ml77C z+k)2>iO!(sD6K_LEJf>D&D0OACq zXm@oViq%o%Rx@G%Btx{fsFIR!UAceR6tMz*-Cd237CWYANFWYQ-L~b@h3~@G(PbLZ z!PIj}G}vlIcs58zPNnOWY=74L%}z-yqC8I>;}cyRGdgninzRESTe7?I%FAc#Yk9?t z1=>V@kH%y2*(j-%=E?d7sHXA^odEWeE0(3^!j;6B*jw)m_0>Ohr()~Q^?IzTd0X5> zMn=B2QDdopUi_SXhCFbTI%eY~TlXV3zFc(!ggnc}amGVTKJ%&rPdH+|zEd7T(t>|@ zOZ8sekZV|+F^YH3Qr9^H-7b4* z2hqHz89ozaGXFS5*~-e5-L%qQDssr(;0gDBGPECZ`heAE(YO98HHpv1thdpke70P% zMcLAIvICtZlXfxIJdP?&wkq@1TGCvMm$L2;dYO~BqX+X8Gl!v$wEEnsIAPGjD8w-6 zggKqS#W|o|Db>kEt_jvb1Zl4c(&747!#CEX1qy>29;WH1Ll9xzLv|=lMgOg~wqtMk zn~+#{KdF6;aqMAHS-2%vFgzywg*T)>9ipapCxR+zR&XPX9MN^HWE=ASPa9Uqe}7hf zAz;70bBGg9Cj0_M1B*~-9t5j6%UuVnW$(z(P|ozLTVdG1q>3W?$4FFSF<^M{Om6I| z%wQG*y#v!CJqQtVgVNWD?IdJ1+ia=IUdkD%dMk|mm^X*eaS{c*C@89QCPUgc3>YGi z&5gnc4a|aNav&baF6S;Rp51^9PqdYf=GSm|d*d^GGws6v&zd1MuS*eiTo<)m`WC(aLyg58FyPa^qIh_1Z zsxwvZ#Igj5cl+ zKh(=KnMX_zfd(+l<824Q**sLyETKF_`1Tb%R52p+L^Cncoc7RK9@td0PGt%|b?DT7 zi^72kH*XKFAdE-yS|tC?BkawNA-1f&WUH!do*2ZfZXvOt7k6Vg`U6U;r%tMO9v{uv zumx^P@u3b4bSw(YwLPRA>wtZBDtgSdMI4UlhZ(z+d6Fp71pQ{tte9o4nnl};rnvm~ z4UdzNeQhQChvBhL&UR%3ZJG&qz*Ub8Y7TZR5^$(aO18$^$^#+A!#HVrQv7c|C zT_Q7qs%g8}8xPPQqKloXI9FU<&(LpTGmoly2-tldi$iA|fO* z{diO;4URfh`r;M=k*}V|=`vDoiy&-gFR8fFH(qqhT9L#7ei^m`(a+|;zkymYZ18UR z1U~SqBtG3`f{eGyhhD=_np#MAjX~HF4%$+_sg&uy)L>jA_V?nu@r0lY(!o_XwOCtBW`6)08 zIl)7InRgO{O~xDkMfW6Lydbo+!ReFn*gy`3-K$m&C>>F)WI8Y~ny2V{b^6&-E@U3F zlCR`)U<+&y2s<8?|M{ZSu2et`mwWzv*n(4n_H(xl$hzS0LPADgzS)&|<0@YR$_xpQ zQZ3W52e?py@pC68i+MuD-;Haq36{D`3fHH&jic257R$vN#<5czYkm@IL|sfwh?Cxu za(=geaA4G0YVM!iSj4K7cMlO@u7wV`of=kaBRKOt-yi2eAzc-ZqvDUhK7GqzqWj{S zxUS)7$diB_6?Z^KAGh$>o8h>()qEJm6MD)sgGR1iZQCmq+k6uYYU-^4F{A5G3VGJr z4$4!Qiu4>P*v0=W98O#s_iL4{3pbt(^O!wGcMs(YbrZg{^o(Kp%Tbs}O2_{mL&DcT zntsR0lSIhXZNO*wofs1FJaO;)a-rS}YA#u46gvI5!{3; zR-E>K%b<~DzHf)=@m@oV5|B2%{njqY?Pq+GC3XW0A97)Fy#roPf1lYPfWY#5E3s;*sPDf)JmjeU4$Cwrg54~cfG zi$7@Y5{r~oy9n;MTZ{$PLPf9}P}!U!GO3V!>p4nVK5H2KhU+;(F@n63@pd^>FOgI< z9fhq6w`$Onw(pNHO7|Jb0SsnNB(zPNzlk_yi1JB$%gvMx*_LvVzl|XB3Y&pG2TmlI zy2)wT7D`hlOBloj>zDHiv1FdCrW@Pa-!W1SV1^S86k+!1 zN|HVWi#Pc=d3Xb2-F~BA!$4`j4n^1WQ*SVUHdt*{(`$rpdQf#VM`JZJixDSS&iLW8 z1#3NQf{489raI>tJPQ(alDiJpE!zK)4vs$5BVo>S<&(Os#(rVEd{}jkN%$~47e9E@ zef(DXxJpB{V>nID2=?zV5ZT+p$3@W;t8sG@Nv+UZ<{%y(_=W*2R`X&-SdU$ps`_dc zGQDK`TY&^TVt#MRms?G+AcS-0406tA$(9PesbX34_XaHFrw!{-l{ZieyWIYpodL;( z)>$&qAg&xmhe3D7Oxl* zJVxiuyz%*l(L1h{nymOqSUKl)_A5F66p6YX{x;?`BKAB|t}(-p3b#LTCU?lcv(6FR zGpo^6vTCoON`x!Nh}QAf=)3;9GI9`%VyO1$;#QOAA63N+R>K_>>e@9V3*Z^q9HERa}P#7To)pvbbHwV&FVXqcr zYL~LxCPnSLCLcL>j=Bu~9%2IrC_;=(r{*?~@{3J$#CU)Z~mi>WzDMUTr; z={k^lPZ;42+ zjD*(#*JZH)JEwZnNVla0>MDT^HovF7S!>6~%v_?4Z2639^T?Sp5s7$>B?YVU**Ui6 z*~K6NGnmg+$d)c%>HBPiT9IOleS1q0f&Vtb@}~2NAu40w#S?U)FrVOu`?eLib1oM- zExajDA_4~^WOAYMMe&kWWc_`}Fj0gI`F}W>P<;Q65hHF_Rd}GEU7EMuL_*%B z3y;9>0h*bDG%MGsD#aq9(hjcfBSNuJtT*rgf9}*WYelJ{Xj|})8zbQ%E@#7$H~K@~ zqt%mx+In*UD}(WdC^l}nQ{iy4zVi&Tcb+8X-*cZ^QMqSL3l9@McUqX9ThoF9Y+Fc(BN=54h&Cy zO!zH>#VvnJUv&XPSQSZbA zHRz{WHq}gMWwtC;a6PAV(SL3W)Rd-mO3AjpmN#-xWIZ-&#becrXzIAiq0>QcSEbX~#Zc2N zzj7$W`2quIG{{4t2_7=R2pT{#Pq!UJ&DN%hCLds&iJ_Zkq=ci^zdengV4R5+n}5S( zIjf;qh0t1PwUK-$SmNQYChrwnPVQDr{yZb-TC|sO1{U#V#}Hp8Sh~en{swYuScEL- z<=q&r{IJx4eL;=Yff;Mx8m43z(D(|hK~eeCXO-Q(v2nMcANbX=5^kcfZ{SK#{OT$y z?wQyN2jYJTuZyH_ih35x#`UTVie^1PrN8B9-+G@h0PPYRhFTj>hQys{5rZ^UDfrqn ziQJQ164z?Vq-AnA3+9Pw>u)b?AtW<9=3|-MHIe(152|1iJ3@Oz%n0l_q?=w&qsM9PPM@ z4sfKEZ5X-8;0L&LHAv9WrOK`M{Q>J3ZR1Na^}`Q~qSwMARSWQ~&6g$zg-pF7ocy4< z(EW4}+MSaZajtiFDI!Up#nxGIUnJ_j+Sw$M#c)>W>OKVVN${`~1PnnpTq={fnWyHL?Tt~`3AflCXRXgxkzw|Yyr$uq0c(i40J5WgXyQh*f~$2m+ptT} zL_S&Tz=N*mE+<_+$r7d^DHdZ37F*P_k-lB$_oX?l9l_=9{oK1U7-9n_)K=xJnVGhX zL627tB@UssyoIxr^;$6V@QLdLVem!FiNYrK^5L>%SVT9J@@>NV7&(nT=`KQ za=40r`0XFP^FOCgP{e(uDrwH*iK+X;)3ton&>u$%b)}K+Sd(OtcIUvaKLiz3US1tUODG9w95jTe#5cO=paUou)1c;P z-*2Bwu!;ejD7AOL55MXSPHrNQ#2hZM$p8~}sfgZ4UCn8bvMEy>Zv%J~v@q89pyPBQ zcD%Ij@=|ZT&k=YO>d3=AfR8g8AIb&L7q@C-)!{|y1#OCge{g*06SDEmcKK63Q@B4i zPNNt;ThbHef9uTfx*D2)TML#$F>(jqyGtK`A9H*97WiP7#=jgl5UL*uCaN8!bW8jl zvOwRPN?5&O$U{qC3Z#fm%g!-~2baW{FdOTpGb*%idAF`JzC88Pn>`Sdy?6xDmj*Ze z6L4r*iU*jdeep%K_Yw;-9e}#22up5tyaj~a_IUC!$SC7KjxJa`nZ$$n1)Xj+FV_+Y z9{Sg#1CDtU|Gz{nvp7Aij2x|x9*}K(uD0dN(!?O-7Rc>)_M+o!4rN?F#BJF+ziqex7dnmCdf!_&mogfG4GNl*TJA5D(T7!-NuZjOM8 z&~g(ba4RdsYk*~jZ1u!p6DY_LCO}F5SHidcDGm=;N^Qb)JJB<*iK5v}gBc@V6^+Uq zEt2~m+^0gbuRBpPuIqQg`4bglZ`e@#8ZX@sAr6=jrE~WePB&X#P;sY2cbL%TJj0F- zGB2CYS>n1n3tBVo%5BOG86yJK2`;AnKiOo}I)x-$Nro7kLX^zqr6`)Dpyil?7_atCm1zO4UYrJ52l4_f zMcNkM6-BH4UW>?_?bl_Sk zGIEHbx37`L>V$Cqm-gG`G47K#pW*hshTo;U=|f`}^=90DS$@Og@4r*VvgJ&F=jnQ_ zTsw8R=!!m*bhgf%d>CAy4ViRaTlcM(Z~Z>sdSh2r40Z(5_4CxD1?{O%1ir}92z?bI z*QU_8kJ?~xDtRuO#ix9>x<{2v2r#s~U);};uVL5^i{5INIdRJICv z+){7=2i3a!=BCLjq%zi{iWb>qO!o`mu|}KF5&oiK$i{Gw9A!&lD!_VtcxZPOErj zb1obr_D@h{J1-p4^rYs<%V=??LJL*V8|(F1`IG>IPQ;BPTMS2#AeLqpjNiOBGV|w>#QDYv5H$OOB11>F4-B zB=v=uW4RKc^wm*TK5t2*)iV~}$Xgm&!yZZV|3sEYCMh}#;>&G?JX9eo`7@7_;7t@b znkN2h#RT;XwZ0SubE6!9!ZEzx3J>;f7v1dV1Qp11fD$d+2jWZMh87khD`_@QiB?Sp z3~`BKcYce&{ue89N(n3yClcAql?n}>k)`kSg#ZS~Q{KVkshp9eP^h@%0Vo!7A<^=Z z^l6kIQnMilAzYB)w|{^lDH5P%o$@9_pY(40ZHy4!y{&m_%Il4!m$%yxQIgrjYL-s=MxZ6#TDqPARFQf4^;a122+p_ zpkTg*z+y#Ht(>!6fJ~_R!i1b#>N4bo z(NhVXd-f@AP|~V|+rV0|^lf?;x#rlG5QS)~hb+kD^UQmu*K;~#kBr4ELww~|m8KVC zc4DG;WE2GJ<(mXMIW;e7cwsspvX&tR|CyPm+TKLLl#8_4Xy3r6|AYIMZ=gr!|3OC; zn!+ySqJ>!2*Dt((9KheScs%5<1(%ZLcwOY1P}X3gEphW*<6^d9!+r32`iGXHwu$Rs zGqj-jdHL~2o!I=h;b^>OS$h^j-lnRKbV1XJ6VH)+@vBa6K^)Nb=A6^=i|+KeFwEGG z?E{AIeqbKmOy$dALI`Zj)IsN7Y?*=}pVy$Tn(bn=yh|vo!p!PCL2Or`=to$XNZnF_ zh?l(Zsi%g3c7-J?a2>~OWA0|^Zb<7gL`E5f0-k;i6;2A9WhgdI{pQL0ev#?uaVEA)wfaZ>BD}sb`Jn+zjxW=SQrIit zZs41b{{C36B+c3~fB{DNkj!KjlB%zNR7MLVhQv3Goih#;$1DWxsEVC?*t1J%`@7oj zm{=xXl=Nhc?(7%H!HVg(>g-`LC9FWIMhE-LN7Dj={(3-moAH@_9MU^7tXub+PffnQ z>_{6rb2iqjz;3#nsQ`j3l8;DjTqI)C)Wc+|gT7d_lE8*aFOcs*Xyn(5s z>FBpvagpexCAe<(GIv==7wGCT`nggWzT?0ERVNRmh7C#mJvd-qou@UMf3I7VD`Jsi zVIiJ8c+ZU|pR59B5b9l}QLIw~xR9>}Zx7IhOw<;fFHNYW3YD-euin>B&`Mle7jMkg z_h#w-{R)5GHt$IcQ-$+f?`{MV1Oe@4Cl3sDXU%TiB|1CfwB{{|6eDZBZX)O_`9Bvm zgbZC;%fNOwz6tg5HL~KpUpQ*9xuIi~0d{_W;?59Y5I+f`x4Pt7{w|1>xDY?-Vxr2N zI6>cg5zg)xICZDTFG5F`4w{#b2a^C~_$N^V8CF?+c?6!^730BlNc^O)SChk`$*qhh z2XnbtmFfsc&w~-Crm8i%e5&}%XJ?~vV4>U8K7@2Tj+}}$`ZvYJCV-Pm~8QY3jXU5-HDS}s5J8jHc!R24Z0!~;GD>5 zkS{KSUPO2tYPF6_^?s_IwHJo&v&C-O{^d@x@#ZtU+HVwEa2Qu+79VLp2* zz#6xj2@khCgRhd1Ui#`Od&M|#o?UFI_Gq7&fCj9XI7<5mY$#hDL7(@xgDNt(1Si?S zs-Fm39wGzWgXRT1mK!O(vjchX3V-iU`Z+=GVxfyIB1ebOh}u8JeX6%LLDx$gY8fwZ zAR1M9tVVZ!?o}%atofHq(D(d-R(5+(-(*9MUKA+!T3?;b%#TK<{+P=kcsu)WAPTg{ z^xf1|0aLjCY1O-xUw178>?Fra=V?MDHR`Cm@Bf|;(5bID{`chP6{tc8COMb0_y6K* zo%(b1(x8^e#uP!q&ETpd_vc*p6T~^o2!dAq+KmNGb2oKyAZuBm3n2|^_)ywEprA&G zG1lc_DGF>j%Hx6!KK9d@MWHCnKS!yCGN8fLZt`mZ8~w1UC(R`XwST>Bo%8Ae@ZE5V zCY?muhLHg9a+u!Bl5Cu8DEN>l=11(`mUUVe^IU45`-64aKpYqR1z_^-e|9Dz?!` zRzVNP^f>4b`DIloAiOcP*gqhy;}P=t`|R#xYYRoRcv7Fn{&9zqm_K;g<+S#8pNVmV z;y7;n!534eaA4@ni|MZHikJ~uVscu(Z`%IJAOKvGb-MuiZ>IRvfjx2zeo^oXri@UD zOZM;fKcj{I^*AcMtnUaYyui<>d52GhtX1lT zL@Fw~xC)N}ycLaHKmx<5qp+MN@V^J}=7TaYGl-rS7PWjDB5Tt_;;tDkql0a4S;SO~ z>Y`k({6#BspqFaj*`?C9i&Zjub5OWZ-gNR}97^JBk^I z$2|@3)3lkvX&90MeGP>!DHMsqrFi}1(zsk#d7}O-4jWr@E2wcnS@6H7m0PE2aQetL z_>*n+vhY?94dd^dZu-@0y7=B63|`uMk@9>AC%*^OOo84rh;A%v`t*Eb#e{3xKZXq& z8(HB7fcdn;M#ff{Gf(Cy{JQ?wt}9z~+1gy@!e(PAI;!D|pJP{qXKagaLk%)#F3Z}d zsk;o`s4Fg5M+0mm%^*QYgZ56M>Tns{>l*U)FH~0M-Exeb{OT|+9g?b{Cy@r;zxb5A z2oAM7r;N4V9q!#YkC<2cUizrFR!m+m#mLe&05)oCnk#Jgz3Tq`SV(}i1GT&6xZY1Tq5obC&CL*ox!JkNPG ziong*p(?clw@J)4?HRr_pAn63)y3Ydo(y5S@bh#PC%3>F6= zs(m}@Xoc*W$>}G!p19mwT3zjOcnlf`{_Mp^N$BgqkAR z#qCaF@(k%`@J4H9BIh)lf;!(x&0G2Fh|4 zNIJT_BP9!I!>W||O41^pMk-;g2vuf$wBvgbQjWC`p)1j=cxv;&7E-co^byCM35TDb zQKQC!H{X?8e|Qs0(Ln;-Ie+FgZH)-?5O=|(v$={lEG--?K&jjXuzsmRH z56u4gu;P83fuR>^89LQ`RvB$2X?5iArvOEtR!f0%wZqCh1DIT#I_O7bn~f#EVtJJj zZ9ogv;nnY=>C50qEDPHZ!c!UUyMq|>>U7h*Z>+y&fn~-2aFQRfk~GiYKx$W_pXdB) znhA_Bq{X@5v`!ii4>qO+cxGd5kB5u1S-b>f|GKl1d}YIa5YHaL%z*iSRocTGhl;Ax z{*ASw+M>sP80Jh)OoRQi%pTDl(|b-qOSk>OWmVHDe+vHgnJ$}grYev&5c z>ld9EPgsvZxn)&2eJLVmwPh8wdM1ayb4-rBd1ArJ;?t_q(ybw`u60iP0Q(H%U(4^% z+CxP&>~BQu97;_Feg6kR*!|FI3#B&@h4T$0Qs7X!Mp1hEd7P}g=OUtgVU*1b`js!! zKVY(8can9)Q%l|J0MD{rXvY5b8J=}teQoq2K_`qysERYzb2C|K1+V4xEvi;Q!w%A3 z8CROiC!h_b@@J-V`f()vMF@cLh4(ULtoatcYO_wz%} zuD8ulNhM!i>h_lB-t}3*aDY*%Uu<-N+1Asdik zKI->EF-AMu8ifgBwxj%+^?sSK6A} z^u$Rg>4Zxk@y7<3B_KOEKX@z^&q!~Zo6Xon8eft3<9`Z^9wN6Xxc>Ac`j~=<%nMYC zMmo)RiC@7;OIgoXG&c%ZZ#`Ikfo`>cqVgG3uT{g~u8I-wvqHFDtYZO9?q!zZN&1)G zg1xziekKacHWOi91T9;ylKG=+ z?Lhw&p=HrV4Fx}ClplQQj`~g^$!W0rUvMk3=4Z4Bhv=I?W26uPlPPk4WF3}D-Ox|V zR*i~W9+h7xIKrJa?*8eA?!X)H!nP$e;{3fBQcKs*vto*9E{+rHcF0%W#Eh|C(^CY5T z8V?0$Dz4d?xl5-~&mL_u`aZJ*WF|2KpRZL$@@nK_dEoS* z#E1wX+;F1)z9P#*_f4%zo=zK*Pt&r5NOou2dKTddo|?X{k0_Ai#=NY=7>GBeTz;p~-aUI>01LeNS^B>P^Civl_F2?r+Q0A`cH{E2Jeg!y(zd{ctzRa zXg_)F{hwxnFPc6eDDDn(0|&S}WB%mwkv@@&emtCzp5h~tHY#6(#hF2I=cH{;qLES&-PCmq2KxWd%MFtS}{)^nbmf?_VAn;xaSx zD%1h38iNIEY8uJJ;Bgu26GEPM+pniwGuJnbd-|a z8`A579s}?qMHL7`a{ZW2kh$Hno@LjTGUk z2Ivfq8=EaQ$Vpct{g$7V^J4U|`ey3$y;4V--F`gZY2doaJbn9?La>cCeiA05L8~Hi zT_kDJ&5G@7Sh#zXMxhb%EXh6B-h~v;p^IWJd^2ZrlD18M8uql#JyhgGyAy@qy7-ZF za-EoXY$2xV+fcvggH>^zcJ}0^_Of!vrzGvAcjdy=TldD@xbKW6iV1%&(@}D_J9cX=$Cyq}VtISjuZQP|f+to$+RcK?U(xbDF*b`Y? z>Yx*$!wgMI8An&=X1AM%FVe2B>ig_9f(q8@M@$)JU7AJOR62^O2KFB-;;TEm<(M@f zDlrqL>Gbl+g3PXAxEe>&T@P1Sz$kLCE6??{8=WzgHpt>ay|?_U-_^_ou^m=sWBvQ%hdm zA|$S1Q(InLs^Cf~cHUej(9d;Bf*Lm(fD&2gjG!)6=!ylq@c-d!N`gZ43}n-nB($Vn za32j?B{C^9rPfdqihfEjSR|eEjq{g~nG!k`jEKSuOG%QG0y8c{VqEp4P#omT6s~br zvqHy*6aXkr;_s}bXb=MUOUSJ%!e=w7Z@F?AKqGUM4^><=R6atqL8;l`5Fs*+X+cfN ziroCRf?AT{AEb6dFw(Jh`qb`|(9@CoU|%n&h#5iQ#8Nv^ z80pb{$@LeI|KBrFZ;Z=vTcqS{#SlOJm8+$u1*$*Al}Os99J$L_q-&U`+*i9OD1*OA z+A-HED1n21=#ML{(9i;BBI32Jy5y-8W+Q!@lL=UF-VVrTS-41z;mOF1-N}f~j1(l5 zm{Qe;RI7tu|GHG(z>Berh+P$#%Fr}~H ziO4ZeI^Rv8-`}cIUp-O&#ZGUxD4NMz%fz8$CDd$d?9UYy4v|~OrXN1|YW%h`shK%i zY?h|wn=}f^e4advR;`((ZQR;|e%(&k?o`kFZ2wVN42w2VK^w^8Od9U*pY@bZlA zo2(t`mR?_-hGlx50IH@S10c&p@DLPXT)1v;QE)NX`8lHlXeeVwr zl-VF@_2d!g%vY77js(oeVRTC?<0#zdMI$HQ`w<0L>@=iCFLMaN^3J0O-urqw?aL`J z$#5rF(di+ddWDdHbKSNstbWtR^>iD?DPSptL>fLI6`LxiYCoMu=A#74s@O13+V=4w z&zLpiOFymal4CwoO2{~^IN<+;$3x4t5ccv#_uoA&rd`fYM52;~P43~JegjfJe^|Xl z;}dQVWhV|N$EAwjhTTm$`aXe_B@&Ekq-lf>a13? z$ewB13ajt}sqWLzJfs2>gvo6(yi!s_oY_3ZI2(TFnt`~2NMQuBtY? zK-CyfuRh3KHf9RHj}}R$;<`nbRBH*?+_m3_IfF3+DYt$@<5T)lM~1#vvBNF7JTr!? z%xFugG#Lh;3{A~UN_zBAgs!=^h8dAZFPpjH%Ea`=mF<4IME@`+P~58=i|*UEDL~Ht%C8ra;_f5q**No zT|L+WaKcLUXk5g^Kk!9Yez2T{pT4A(ad@)*oj|B&1)R^5uCtrS#2>^)SoSB^Geg|M z+x=STsa@L;AX($l;!|4_1T-JB7EX;qsF$Wla+V~?DCywEA@HY1Fe3*3hZpZh87zMr z(9>|s()3YmZ@H^9T!pmIJS?^#`twM_}YPnXRWrM`XtF7$S+=-;$ts zP`QWXfQ&&818OKrF*|LTPf%mzAc2cZuG>SamxTDIh8MOuyut{QJW!&9$&F{5{Gw2_ z+msg~(QCIiwVYWI88;ezGi!tVFXFbVn??DVEy%Hr1=REFcQ687B_$+$3u1pMgXIIM zfA*mZPog-ClD(X)z;^6VQK9_)6 zPicF@f}s^^l5P5Ntz$L28%q0NI7+8&r@C2p4oCJCbARyIsUyF&*iPQZrVW2D8z;mP zbybTRHbuB6B$eOwZ{(*Kv+4a+E}i1owh7wkBCpk_m7v)7%%U!V&m20@u0LCG9Nh6$ zD*kTQ1CQ^XJj_nhQPbwl{;O4DH(I9bi%R7QFcLEgKcY=)H7l(z9ZWf4T_(Recz?vg zE!`60+zXwd9ERRWoT7)oFTN^N5t|Xk5U4-Psc!(Q*&K#_kI{fnqV^Isio_E+$Hqwl z$!xB`urX_gMdpN7|HuL5QHlnye##=#LsNhtmejgiv1_5iF@m3^t74@dGXCVnsdSV= ze8C?o*<%)0;%tovZlyH9rah}m!|2B8yMfFq1cpaN{*yV}!3qQa;8 zjfZE*WMz823%2?Tvu08CpXThD1Q;)ubEa&+-DGfpza#9eL@2GHcxu0II3`?5NJgll ztWhF%LR_ZNq=3)&y#{<|Sz^iQE0OC%~v(h#B{k)mgP@m4<~uLZMZU>d*m}4PK!3XERclAMbVkY z(52%xUYn|z%IP=B)G-Em<8&I*{*SDyjB2B6gDs?31qc*(LU1oyoZ#+O+=~W^OAEz< zI|SF_?#11q6lie??oiynyuZIc_srhC$=Thrn=||5nHk%T%=v-OO+A{grr29o4RtrY z7QOON4`KV$ocf%N>7h6Txb5YmEle$H&sm9P2B{}s)+#^r=YIEaWZjn6j5GHAX*@bj zXY)(=$7zKIGk5}n9T-bT#k}%G`CBlzUGk)q!`C*g$$P372NL$rf;K0@i3rSfa$)x; zw-G<=z5T)$B7Qk+&ioob6}9V=roxWP zbi}A6SAQAyuS}R$S!U4i#~%!U^aD?A1dJ!|xuTC`%6RW&F>?Q~)!SAFz zlfH1$X~TV7z;S|f)&}y?R3c3T2%I3T^j04~*OJrwv_t_EA_0~JGGMjhC{wzDYPknI z^S;#~y#a9#f|^B7W3#sGEP{=ED_=zzYo74N$YBt^F~p<8y~s6gTF(#nael=LO^O>8 zt}?sx-a%Xa12g71t(h_&nq7Y+L$i{($omlQV0*>PN<+3HRM4HGbG%HrRMWUbkwE#} z_h+lF^9#Mm;jgYIUjiX1EoF>9$L~kWKkr83)*x`0J&Y?9Ka8h-R2~OAdA7(GoMo$ z;{%N_JxV#(cgunusn-V<17R;-_eYbmmL>|&3M$HvQwtsQ%|M5c}R0@_M&afCkZxG$mNy93#bDvpJKl zcXr>7+Fd{0MGhBZq*M84NG((K!x%Ac@weSb8+Z^Bg<(LY>mkzHk-IP)Hzbn(BF%tJ zI}w&VFr0xKfQGdamL)yXh8qw9bb=_DTW*JmeShT&QOQT5tPl-XNG}3ulpuzJ<^fTm zu|n#vB*H)D(Q$HnK&ZsO3+K_Rar;12dP;@!=%7e6`BKIMGD=nUQ3AsTDpL<|-;Txr zG&j?dJP9GC{a1!aNtPG;HU{HIeb5}6pi~vp$ z_GRQ;`-NmXZp9bSx%9;d9#XK?lhkrts5PFb%wtZe@`10NFHh?*b=!*NnpieCo}fHx z%%)Q9^Lyn&4Sr;GHU?`VtP@enMQ9bJX$a#)RMFU%f+HHkI@Rm9D8JZG5uE9~O1YyE ze6_6WOK3paG}7L3?371BX7{cz-?dDag}Y?~!aUE!s-UVr;g)6|w*#RjA$4xL`^}|M z6kS+R!O{rOJN%^aQEgNCqHPL)sx)9!QCcnwDRKE1@A3+A zFRT`=@@1z}>)`4rchk@px7|o2k_JQn9;W;??;oWB!2kYr@~$$&zVeOr2I{)Y62|$; zBDqn%N>2xa-$Z)&F)3>rM7?cA!Mim)LEU_w_%f{mVXZd zbXMLQ7Y4l1?cB-aH%X-uktOb!pMt_O>`A_TRodi+u5!?KK~-_1|Fz&A`Ud`OzYD|B zTT}eod@B?(dSxO!F?JQ(u2tPszU#@>G<`6!X?vP=`Pk^U^f$xUEmn>{-js`lc%FFc z(dro)v$jP=T0r$61LH>I(8VO22(czR4?x-JHx6lQVka;PsL)3 zeR0`7RV|+=YLP|4XW!I~?P5?Zd1EqQeUIPjj zbHcBO=fU#e$X^3kcTaILt~jh&B$Z&L9*;CkIU5l1Lx`5F$VCGMHQkTr`>&CRa)W5! zE3yh?ytdGN{O^tRM8-dCEy9THfy%`qa=Qo$UhAG=cS-`j# z&mCr|x-lL4CZoShnDs|*M2=3AXTii#(AisS+K+L5F_91c4bQCm9Op#!0w`nVP=+0* z6}z^@wwQ(etoF4}vH+L#Qo!|VP{V{6)7r0c5>T~GHNXSu6e<;{lCsR%_86=WV)DUqb}>i9iq-EV zi=%B0sv}~%*v)w;?EG9p0qflMA9ft^LIEEW4G%88e$eoTLr{IvB%L$y)I$MK`;4E9 zJ2<%ZSKeble*uR)0?gzuJE3ojr2@&h=kEb~8`u#5<0Ye*$;|w@4|q}*mMat7HL}&@ z1Z=C@`lV8V8Dx^Xq0S|e2&;6BMnis$Pyi{sX23<8P7uVqO*DhqB5UaNa*6M`%b&UG zv~y}UL*zk#3~9WiWO^>NRH=}|lOdk>`PK8DnvP!F_x7AD(W8+(@j!LZkAUm@x1l)7 zXp_zxYcA;XGc;;YI{KPhO4oj4@E4y;AZLy2>F1bU3U{-(wXcqcp!=*5+xeYlB1rC$ z!M!{zcg5N|FGgK62B5GiPdt_21Hur&9W3#G?53@m$At~K+lh+?jf!XpupI#ua5)bHQZHtdj;w_K@~&pIBuHmz_!o zFv-4>-cR3X5^sGkf%TdmROt27KsgzG;NNbhbp+G)dhfhbQf=Z)QVq}2s{UTLyQ~lK zrCRv-$hgV2X*wMqX2pI4d2Sn$aoqM&cdtt8ipKO&cM~`r+H6rP&;c@-qS9Bh%lT-{ z#=LRzbvt>XOr|Ex)tL#sU-?0AmaIGmzxV?*beZIFt_-`W31A7&Yu^4J8v9-w>b*a) zH6P2Qj$T$atV`IHxxsq(j`?b`pQ<|{YP>^eIqdFzAB0ry(O>CihN?TPN7%9mr=8)iuN^jlyd08_)RXC#pEY&@e+J5u1m> zZN=h&uW;i3Y)sdcileyw8+Y&5t}8}9sQEn3mofcRP!7p~15t?LuDnzMn&KzJcMNE- z2y#2;cZ)@N=Ag*1ghQU-)H_-RPO}laZ$Y0KDDj&~O?k2e_hY)eKk1DTFP7hphnkQs z?x*qBYkghtYiDLgkA7vub;Lk<)yv?B_{AX9pKVnOyQs9t)5?>?#wNPAjccn7#YR_H zjI`vD71B%+KH+;Wx!Gvn9m-=*Wo;c>z4&w9IdU-6_M6nUoeWd@p9m?$^uF0MXU}|7 zKL`q>5yPy73Edv3E91N}_)XFp(cHonAgD{l{yE;n3B*=6dVa!C-Vyan+-+kkz`dML zGnS~-u*K$Qg{E*MlPF-u+R+&!e~YaRcG=WKsqk0!v<~D2*EBC6n)=8k3iL zE3j)~PNwtA?WJNFf4L|Yor_*HP%p)zlmq`3>A6<;v3`w-GO-|&0HAl|HXjVeaUi^Y z;f`^9=oZkakIjZsp>vu1P13mcSrHiNHIsfEk@>g@xN#eaPCYhz^{GV;!5hbn%;yG8 zJ!zZ8+f;pVNuL5uiR9m+5@3(6Hfe01Xg_ctjWE=?(XC|qYc<;a+)X1`Rc)gE`KW0j zS|XFT8g*pE_A}+X9F24!Z!~@sty%nTerzh}jtC4!inPMJ%OkSQ5_bbn7+g}ui2e>f z4wrBWxcXD-p4BsZFTgbNM49_xbD8xCuKI?tM~tH5xP1Y)e7&hf^k#`S>5GY8Rv>8@ zZxvHQISUD$gfd|ikdroJGr=s;rf$lXjaeGj2|pEzdWT$tt`Y?_M5{ugXJog$-z5%m z*usqj)_jJ~2qD)q|FCW6Vf!jEaQ`>=p&5yI z{zKaT?M-h1p@3L;VFc>h=|N(@ku96lM`PeANyKL)xyXu0JtfH*wz^}u-K`G6P@i8st9$PO#W(?0{@ zbM}Sw)saj(QX1SZqTP&Bu#hidkRtxH{Urag%y?>GUJ}Xc3NTZ}DoNE0GcLZ_6zkN% zXr4hHVbOS^L#G?G#DJ!FADq?(%X7*@&nU(m)bE4ELw|fHi(vSQ#gS6H!cw~O#vexY z_)tO0x}SnGyQf~J*hXOdKY32jqEua3u?1Y8r6emGS8wDQHH_8cuf zp>8`1HrhD2=Tz|e4anX>Hhp|vsW*H|jZCtl&VeY=xyyB%D_JZqY`|2H&ots*eH4&S zM}ei3UPY-4R5T{Viwg7nkvsQh&DT(5n?@g8jn%?^!c-|hfih+;%XEvjr;Jm3-Z#sq z9O6BF9@;zVnC{zbQKZ9jxanENe1@fcrEj{g+qtf|-0k&??-_^4^+f4ZaV@UWe%_gX z1~10`og$dN#cy8BXNk}S<#0AY<9u+85h<3{yRUjq@#J>unU*Ebrgd`%vVc;cEtxz& z1o#u)=5zK}gXM-Q`8VqPZw(Y{n)lhzs3&vH0z-D};Dy->)a@TrXY^i-V6eD`u( z(Hq}Yy6(w?VL(!anoPs?4i$4^u^XV<4j(lOJ}!jys*2r^ORdM75lV3CVHIJCuq>iw zaXEQGSw@+G<4H+2?$Dsdl38t@-TPaTv5j8?FK2&4HKb%!%_BI(dPIO^@9%!V5_mOta!L`Du#Pi6tk3}eDoPLDvJ@+3*ZA#K7 zxqb(GwE2M0Z#`M*;Ar&cgF1(mDJerdz{m|aYwSb!rS(QT-w7$M65ggdUzWn+t$A_Z zc?Vgscbljp9^WfKvFtwfG+;%DH-`HRW*sOV%iTE1dZ|cdO119(BN=ms4BO-N)oqdi z*k)2>|B5>4GklHAKzY8>z!AQ-d0Nqt-U#3XmDl!CJVo6*(5MgawIEUlPmBZW=Xcmw z4!7NWwo^@*sor_HzY`<;l_AUR02=Xm?@70yA58f?aY5)0b3KzRn03P$>?|hIz z)5GX)n@x#E6kO7k`cw{=8}*u=rPTCf@M|OzlzmI!%r@qxn+wCR+euJjmXCbffk0`W z%_aiRjm0lMUCMc5%13#s5M3U)7KUJ=_+hXPX5Q1`#Ge}TpOEzt^a4UT%wssiEkZCM z%@G@#F_a;g_Rn@(pwW-6id3IDwarsj~a`v!cjkHuwfVe(3SM}>uVbVeg_M3YTR z?A>R7>_PjSl8?Z{x__cPpCu-oPe1N~oC@>(F}K|gkFPD$(#gd z`Y~Vf0Low5?v|wa#7zSU4;fC%)vgZJ_P@sEpPLSR8Wxc6&Me zR#RS0?~Lo#Fz;P&N3?!6QU4=P-y6Z`%sa5V_QgMTPQ|sNsQRU^iiypbOtXtSGvTIr zf+RZ6)p@1n-4r!t_acP70LO<0HrhWHS{5Hzay@FZuAnn(R2RoFZpHF%@$8ug*E?3a zwBF#!#>SqL4U~qN23~^SVK$$?k2hrn-g!!qVwbX{ z7(xF3e^K0MmNa&(N)QSxAqXHZ$gK?f>}FJnl7E33*L6o-Vu&~(-82M$gu!1!1lY(< zrj>~r6sqUy5Ca{{Ba5G?ts= z7U;rKj;{Y+eUb{`t25=z;p)zvqr*v@-`Rt<x`2~BN?-lwb8*+E{~v}bQG2Ne`;dnQ1T6Wwn;W*eKO*s9WnhMwDHmx zntaX}Mf=}b6SvblVxnlUenn1c|jrF zl?O&p8Em%?Ki(5G_1OuY4QkcxC!1hSc(3sMMkI@Y3>d$BpfFkn3jLdNJ`FWMfV4e0 zuvp;+fr+o>tESOS!wdrHuqgCrDXzY@5gaPF>5GLsVva5y9669^5kIN>MO~je$Cc`! zFh2F0kGwz2lP~g4Q^Il3g@0bq%dXgDIa(CQog8>7{yQ2iqgQQTdHd!_pmc8|6ZA1K9+&X%*jtL^eIHt3bO~U zZL<79L5S?73d8Ui&{J=SCmZ<;;+o1kQ6SYqb^kTP>g9F*UTq@IR*SPPu!22dMx+#e z742rlU3EO2>ibWkg;=-!yY)pY;_L27R_amFZj#Nl8J8-}vBjBuJ(P-=VM+$~O#XsX zwhib9z^j5#KKC(CNvWL4f64X0Z$eH)-X(CGyC5D!DiL}*7v-;wV4mt|RSz~37m1tS_+9=nUKiR;&amOKY<4Mi+Pi3`Myu;3$lQv8w z=6x9?`;`oG_|L4s_MgbegGLd=m=8&}bX>yJ@~X7K4ben&3-Y%5)=?4l(BKs01_~#) zd=LsZ5#1dM&wofK66g?6E{(}p-On&ZunX79t2+6vkr#@NWNz5(#Tt3R^horLPp}9Q z6A8!<`o_eq3MQiSR;A~b2dFX#(&;NQy2@X~ChF6XK$u~*x>X_uz9y2O;%onhQikF%huaJ2u_VB~-V2)n*&LQoh5((1wn%oPKP{S+pbmt=1N zh8g|K1;ezt^1zsJ8UL-*yG0*X5LL<38k-x$Ygek5d(b*4I0ps(v8KY8N0YB-%7;mp zMB*!titgqQAWC6e2The_W16OTN_xZ?zmvbJ)+yCHOOh|keosk7iouMLFLsw-VRCs| z*vj>xFgZk(3lzRbftLVLRf?udX;+ZANJFjJQDsc~33}RBOo7YuK;i2=F08u^uMe`fvobJ%q;W_D$ zX@X^X{1nfI63dfqJkuUDQ@_6R7xcB0^}CIP?vxz^Pij@Gx*T#is)*d-_^u9e58le} zwll648&-#q=6PfYv>YF2X>4V8fOE%uG3g;C{;%e_Yf`sqzz5}Meou)yu3cooM7MT|>WiGZC^Rtw{G)P2(;-Lr;C~aW;64zd^YLx7b=tfZFP0?YIyHuR&Kh%3bCf!JjJEsO z0pyxNiNb<5nJxTWNGi1TsRR@5i5Vt^!k%u~cYIm> z=b#yXBlxHtM1UDsXg`aPP3(E48;L$yJSdEVh!bNIvqy;hUQgjoy(l=CxlbvRK?uLu z5^4`k$fFZds%aOY?o0#mx5O-cFSg#AQ2zLt%zh?lZ2Q!V z5h}N4TcfbN#mb6bD#0dRzPnM_M+fCX?U*#?*Aw<~uPI6M`>2)>KwTcxdQXJ@M33P_bth_v3aRlf>9@V2161BxN71 z_+9+_3BF(aFJ@v`K_l7}&t7M;OF;-&zTgw<4SxV;dHY|3!B+`@-*{%P`4*}9pD5P7 zGE{U!WZdqf(?H5>pZeZ~?j(_$XhUP8Pit_^;>EJs97WVPOu?QsS_kG03^n3Z-}nh) zp6RxvvJwPxO&J-hTw=2~yR18Jx<;LGZbqMq4z^Ya_0bp8(_mG`u-_7Bon~7O`|%w5 zdzQrR>g9C>_4v=;4RU7+5_W2k8ff2s(?uddYgM{rKoj?YSjcFheBf?t9kQNLW6cm# z@+gD;fh?rzEKDR!_*dXubI|4~&L7Hp8rnBI0VlTTO?TPCf+#o25m*&oUitY>u|5S- z*#A)5;Fqp?7!~pXebTA3wzFAD!g|0gUqA;>(u|b5bkr|CN5S}>a@kbWSSmerWnx^+ zdtgiQs?l13Q}`=)tm>m{CL}B2-l(68l`96@kr+c_6%;L#PYpAO-^i7$6Rw+(k z#-H)bvtIh{D=UnNl*u@C@_`65fBM3GiPuxmwf1t0NNgutMnRkh;Ky6<%#>YO=PV;M zmASuCA+>dz-J;KE24RuGUznMFn+QwZgp9WvQQZ7E!DJ$d4}TNh#AoeD$M4?djKN$Q zGw2??@4=90KDp1M^BikzLa+XMuauky*{HtHO0VVh#Uy~l-3*U2&<4i%r_Kl|X7{j2 z(5zUL#8;>x5FwWT#9ATG95GLpV9&%x%na2(*{Cwi3~QU~c_nHbg|3+mFlehLT)zdG z(^daVja(Ca!yPSxS@60XHG3Kzy`-^1-N{E}r9j;e_z?R_4;cZIp=igZ@g7-R^5G72 z_A7im``bi(`y{0|7=H^|ITG(g3!xA4r8uaJ4>)Tu~3|?)j@b~#(hjnF_WW5p7o|y z!k=wLySTsYMkZ1vRY^GL#_einY7Apd!yVg$`O=uiuaU`+RkLN`iSuNs)7eL`&mV6> zSNppCBh-3y&Xj-dTzxC7*u`a1<2N(iLD=Kh@M%}T*0uf`Vk7%SOlicX7{ysW7a@MN zZa|b;8g9UL=H6FG{b^&w%GpjigQoCD0?ht@6m^pFHiX_1qDhzQK!=&^3}ToD;snMmS_!sZ z-Yg)?u1nDHb{|mT3X=2Z999OmjDxt-Hnld&?c=A%xg^e(uWmOvNZ(I7jaj0@Px+(R z;5vDe-J!$}EYFlW*oaBTgLhE(>-VEMD~#~6wyNZi25sCbi1B|Nx_yeP?_miv+}!7( zG;W$3R_y=@m=H@%oe^3tgfjU?k2#ovhDh>_9&_jmwKr7JxI*eQ^|hd1BRFY{a_EsS zj^5I?cETK%1iHH=XU%bnk+>ZX2jQ6s24wXiMSuJww-> zq<&7{AB7&KH*zq>LQZOkRnSOe417v}ThKIFrY;7i_T*6p^m(#m(d_O{bhX zL>wnTD`5@UPYunSYStj}RHT_?*d-1Y&hN6uzY7Y;#<}5s*`+DQfk!n4c*Fg&Pf?5$ z&twchhWBzvQH<+-&KQ7&`{fu!^jyQY4zi`JwxxWb09c+>nNppqEEk7JwcjLfM{L)o-U(3+i@LDnhAybiC*RNovK=>-IuhIclmBzh&u}O0-Bpt6TmX4f zkrlB^6v{M|8&VtjK6O;FQ?HK`w=WxS%ckrjYw1VwFzvy>zck1iY;q=pgF&XFTIR9r z)<;bYLZ|`&dIo_n?WaZTriGU7_OYJnXc$_BAKIi~csts{SIfHbS|Me0DhroQ@)xjZ zVdD3vImKBU#jYj@+@VM}n9B~VA=L^M@h+!^%#e)Q)?n@bbGda|QHsTK~b$AhA< z{NAPanibMu&!U>WTrm6eeC7?u##IPZJKQ!_mIOlgwpEAnKBnWvG{+uq)X7~!UlJ4ff2JMqD{{m< z6b?yLF=yw5(Jf2KAf;Zr$zmvhNiMhLQc=P7v~`@bqmRIwy0DPLUm7z_1FzSWGFFFZ zVF-Jsz~_5?mBc5EuG_T@ExAI_;Gp#Gwi%EAlFJpo?^uW4O(Ql`bFi=XveR3+Y;a{< z+>SwoFa0C_^ZjdwrGkK>Z(i6{LgodkQa;M%Jr5h zzAZZE-4l*{*bFPQtr6^q-4n0zuRRMxM+B7~TmVo}2^r)bwtAbpUVFyL-OX|a)YRQW zocn45Z4dE!AC^zRwm09i!QZVmD*IUiSTbC52c)E{v)MI=>)-A(*?Pv9yX_M%wcM06F63jEATE=Yv`D4wGXIrBna_Sw z^B%Wf^}Coh%>v^)t7y0FLhuAn+WA3@{CjAut6uiCOkr!nOK@5I`;mG(SB5qZv|keG z=x8qs?xtw;i$&4i8S!RvF<&@|q#fLOuQRBAYZY%UTP=UxP27CQmR9?fhz=tOsD449 z{BmcG$O+a8=u)Hc}&zt|jL?SBk)iMYpD`i>*2c3WQ{M z+quqVzp)VXvWIf)@p)^AGbvjP)Gqm1d=vY`M@dHyJQ0uxaY=X8S>DN@vd3qO?Uz4m zNwJ={OE9h?TlFc^3q0WtMIR&~lpKih9>CnB{>xQR1hbIs8zOw3Sj15lC2kAi{j=gfnX5q?|(bQZ9YM-Y9+ zNPn3Zw#qaR*+>A3*n03c;wLW{7iw`Y0wm$(MF+8@$Se;ruG>=WS0814Bo2y~D2yI+ zIlnc=EDW}PL)`u3hNUhaY4=O8xi_7rd!mmFFe> z?crVM($0&Y=28V!dp-)98B&8+R}3pOIB&Yb^5eBnm6>2_J&A^({Ks=`sdYSB9KX1q z{7IyKKo;AQRM!z{I`!Z>ypWH*Xee4!ATxeQ5jAM~fBjrlg`hZ|0PXj=JVf=VRe1i^Ka~vtlmt zSCTb~!`@1Dw?bw$s}05Mumn!Nrsa}pP}nV1_Dw-%-hsA z+cd`7w*0hB<#0ifWq$N~cYBd{2_~#(wYHOvr*fL~2@f*f11L)tv*L@9t3Mfpsb0(P z)iLCkNNzfB@=<~Vq`YvwL?DSr?VY%UxbB%-nsQAWdZDvCNC%=x*Js){vYVT;1hdZ1V*LZL_1Rw2U#BD561CakI9Ud`uL{SXl`Sp^*H@zEF5_XR*zOaMp#`plzDvsB zU38vUa6TdG3ofyLO<5Y@K5NoHg8{!O!UeH07;E6?j|CL4fj_6BF@VYWk!$&wAnb1@ z+Tt;QbYBGVV=7pj3&udHK8|#DdeTP3-S`yNwPpzA&Yx$tWe&GymPZc%Oe-H5PNO&p z8}?5-8W=W8uHo_n5e?uH+v4T_q6+E9(EWfCVk+c!Ll(3W?*+PR7KZ&-HFZV=ZItdp z=@Js|kose`OZu&wj3ebepvvAnuBb9LxFwh$v@ljM_AhNMHcU^=S+*|&=~Zkf{o@^s zEn6cLlKmFx;6F*%Pd#Owhlt%hpZjmw>Es(h9@&feYkrSxi>LgbrfT0I#;##fc~v?K zpNni7@K}H~+Mk&#@{+XcWiKojat4^EXmaTgZG9O@#TzId+7#F$2jwtvhKYX4DV-~` znB9N?o0zb!zy(?q4(hA07xoV?q+EO;FEp*bjlKB=e<>l!Z;K|a)Ll+Y#EUu&)?Iot zk}e*=%>YG_n#dVr#25UoZmoLwW+YR*o14K4O)4htkQhhg)o*LDhc`pnxG(W2Or<5q zY$7q=a+#`Gk&Q+6z}3X?&}^l}#xcr?U-DA_vH~n6cBSKf<3@o>i%npR5x*2%SE0W+ z2x`xa@5DRylop;WJ|Mmn&Yz$kyH9P(o_f-l?^1NmQKEH7^rrPToOM$A!=?R& z?hnS)_qTl(+|&!I{mIBc0kq?$Ku6+(6Lo8d>dD)Judd5$x^DbaEbs7RBBJBNT!w8T zG4x0IZo%U`nAkUDdyu83c57} z2iU~4na8wQ6XKQg?TPU5!s+rd-t8y$!V$6~IB8Wb<&WGbU6{1S+Nz(ql|zl{Fb zOJiT9{tB<~39|FNNN2K|<@rX?E=UmnryMT#IqDxi5r5zC-P39QE)>zRW9fR0V|Xqq zv*nghPuf^qj$Y7_Anz5!zk_g3 z4Qz=czOW4e%OohS87ki0a_NL1V+hpffAMumhu$=xt`S4IZ~)^pXi_fn z#nY3}hGpX>8oI>;gnhQfXn(IqcRn4KF2Mo76CTl9Bg8zvXl0rJ?VCCg7|Ae9;Z^T= zu9^kZw_H=GiX9w0=CoXki+!K)5qJ2Q50&-@R)%>e9I^oEpCfl?G+s zecl#;%6#HohB0WS>BQ&vbBT0bl*`GFO0H74V3K7yW&J`VROpYiS?qD-fk)D>YqIR9 z;nI~3+`ZWDQL^gL=vX24citWb#`Q9DFCZ+V>}oMQFU()8W3j(nK*`JbCT6SPv3t3B zg`ug%fZ&(39S$elM7g&FIm-_wVBi?GuJSx?!lTp=2{dFZu%QRil>0z7jsCf zmm$6A*{qe&nAgoQ3WXLs%U@$rQ+OyoK13=Gy*iBeKF#IFP!^BJetzJ#N^bVv@w=R0 zN!;aF2`(~hobuh_SjqeCE6+61LAf;>i60{qFNhn=1L8lYZrpKNlA*tQ5}vHc(3666jcOjl4KlOcx{1U5p=xi z3H|P{5L#8eCgDy+prXi}+@OFGkDQRbKzPCc>3)e^4;FnN+bTcuKol)qBdU@LQbBWh zfSBjg>MDsyeLWFjHsbwYG72eTE2m^(1w;bUtd&AL`RP$x+ANd5%<#C?drgfPi_*8y zd9s0`BC@|@QUmj~rJK8yCCA*r8_lXq_kGO|?qSsdK)#N4!MHVNw)1hv$Ujs({B(0u zQ9$CxF$I!>tQlSezaM*@W0?lR3|)CTL45`^LJNxKOV<+JPi*GTB9GX=*jC6y3rE?U)1E_r}#cYRwLN-#P z+>IrvPuMka4 zL8m47x$KsBzy*RU2T^MkcHC^`BYZjiTJ@0z%&A00sEpR5)-|H zpwvvCT!3ruGtzb=v+OL*Hd;*Bt6I;8rzj|jrb%wQL<6yoC;9m84(uvl-1A4bh;%RDP{_}dTsD+RA8<=6mK4!cVc8cuN;7cOEiJ2KU#e@TXP684&; zHYa?yWEu$INCZpA$-Rj;1v&uI2Sm@{k5O6Ezsi(hozRb&;3*kDsC>P(G?!AID0E;j zsTpOl&e2=_UCjJ2afLMODu})AK@3^Jbf*SSi15KJc+IFB&hu=w-;b3!DDx`q&M=t(|z0N)s#;|>4z5BVW>JarRdS1d~jITk$md_{&hONo+1PTD#}j7%=-pk&NkO>oc* z7j^we5RL&jNFR>lG8*)Y8Bf9)juUPvAl2(}Dj(I&7FP41m!y08+?xWg{d9L3!RA-+Ia>}9>V20p zz+O7=%(!JdAo4A50uze+h6Tg*xkuE1)~3uvK03v)-?e548NJHh_^xzuCnwHsfTmdc zrezwm!nvGTcIyf(l9OTp`Rn+R+4{~ECk*omeYs(qhhXyl&5eML)63(u`MgCa=nTUu z`r4tJc9Ho-Y<5yfmA^9YG46W@+k-A08qM{c+f2pg$mfKZ%PhC+t$#Mfiq`0RW(hCD zWtqe31%z_%N%{}FTW^F^IGHk-?Pi<&QNNfemed0b+D)d|qzf{ur_SarylLkw33xzu zi)?Y#pU41_r4iCz*jAj;2;8;EisRM&y&LpY)@W>u2E?wqEKhAcu*3!hH!WhAvQq7LBn;j8NHgZEF{i0w6TcFvHHS`C zxzhwCPWctH(&Y!bIlT^c+gxXoQ`pVdLd$_}mv}q8^C)1m`^<6+B`lf$hK$tb-D(Bx zE8s_p*F{;M|V(dGaauxe&36dc5>EhPtx+5Xh9IK6&!f56`d55gprW z=+Ygm$`GnG;u&|35PreRdrC=3>HQfsK*6Tfz%A3z2V?cuDMqGsC0vY4mtv40VPHpy zh_8jG(lQMb!C}ls+&Y~cAqIAsNTzj|3-ehQ@Ma}j5N`bL+3~01Bdcg*#I7U1{nlMC ztrODwC(iBU?@O@-E#7U&%gnTjWwxfXDbU1l!vgDui9hSl?Q!1z-8RY51ik}iCdWRw z$Kn_JE2Y8b!u!BpWMtJE)yZhw$pLqT2`V%r0iA1*sgm6qW#{tAt6T70v`=i|F{Lhy zeMrzK(Xb{t2@en?W_(DJlNJ?>_7ptco`=8N0_XI+JtkxL>3R8!{x(G?XK$@|&-?fY zT{U>plG)8T$F{HK=1}GMvTf;6+>}dG%=38gI>`cKWWa5b1#*R|ugehZryt2S9!j^_$UjidZUbQJ28pdEH+ z5n|eZg^F0QSM=%(QFuus^D2-l%u2H=M~3<;Vi~+Fk&T~g&DL>!=`S3L(iLMNMz6X# zCY+7El;Ij*5*tIfXXfU1Y%IzSorIhD#`r!yUuoa&uE}Cuf-oZh|l6ZKq3qDZTw-g2`amci%{lJW=Ha zxePDe{Wc>5L429Y#S}ZgEi!2FlXJ|DrOe>IWy zF;IKN;{>;-PoF3hI~l%>W&!h)>+yv-BN0N zXyl|!lRS~$_j{Wb=|{SRuroSLm~W#<1KAK2L4b}ranoheRLK!|%8TveR|f$fuJA_@ zqmMual)!yD7F6ez*5j`P71$O;w4)q3K#iMq!O#2{i@zZ30UfcyL|9WvTJ^P_r&hWK z_D@c)(J}a3ig0T!%`I_q%XImZYE&q0WmuS|&S>}-bIA>j?BO#!Mu?zy^eG_i0EhxyI({h8vG3D}u(k763{pFwEwR$~pi-N%%Cq51(a<8f1 zODsHw*wh~yMt38Ipe>{vW+YIpA{OZovSCl-WBx|HnA(GKJ(@HbG4V@aJ;t*OziGLI z>D5vBbqgZB#o!W%PRaMt)-{Acdwuw5xGCM1neMCrKCT4XOTZ-=E~+uNVrKUiEO@*c zH#|h2*UXMo^qMv$^O*gY=B<71;D0h}+cL5N!S7%6@l9#CvrOoNWq6*n7$I_Vd5#z3 zfvV7E2c!01p4#(e*f1u3ESi+l?0A7zAuG<6M1F;Hp(kqE5r(5b{IDAbyG5UgN>R0c zesQh#_PH*YTmfo7NK$l%dTz=Xlm%=*!*vlB+0Fib$2kzoAHIzr2VSVv04kpYB&{lR zB;uv9KmjvKJxONmxa^BYi6CITmnd%=c5S|h{K*f(cBxk$!|E>04Rpw)kM1P>35Q?h zRu6*`iZVpa!=IYU%Ie*{X_hymnJ5dx*> z-WSzcqU4+@syIO+5c$s8rHi^tTQtD1PiB#{(+r72bOS`Zuy515^T3)u9M2uK*2vrG zNX{SW;Js~+Ql@{ON}0&&Ha`sVzE^ld{Bz_)%1w2KK+2Mf-44v7Rw{PHT$)E=SNFM+ z?Nx+eZLvfINn`Q1uPKwm`mmZSHl}NfioUOw{{y)|M!)|*^bFH}qv%y+tHjvpO#39+ zDiOP^-z{3v-{o5+hW4;%FSD%@p*@|px4KtC+T&?^o$Zwf?fJC5Z;4i7ga_vELKCfo zz!Md`F@r`bSfz($S^~>VVVz*3(Gpl_hAIUUkEWp19MlRXA}s;Mrl8trVbT&zZVKrI z2bGpUf-^)h7`QYAB=wuS~3in%@TrnQ%gn>(@{n+k7_arna)u@vnfm~hd7^N2$UIb z^+TjjF@(yDzxpB8rx=1|#$){uEi*3bhj5wkSwF;6IA2L&VIutsg>W#&3T| znCcog4nQ;4xqg6}xz_aq*v#~`gUs)-V=ky&F7dj zpbLFUu94~_{xX$XO>>%4q=wZJBfYBTW);k?f)^HL54qWx?B=kUm8wA&k-AeACaIt(wXtMy~6W zCfhS?n=)*F^K(B_a&J?OgfN4Dvx-YX@{G+K6cSCi&{HOL;$Z)mhn@Q0_bl${o*y{i zvRqLi?Db^3M9+P1bLM=qu%PGNw>fKHG!i4{zs(f`iAJK=8zdr$Uae3m z9eRxfes$p*VLrB1epP=O|1O$&UT}o`mVN5WHUNF!{2<@?1%jBkrO#-4}h>ibCIyG9*`fZ`jm6P3hmE2r1nHF|Q+_$j#SLsy`1y#zv$ z?VMhHwM#tWJN1-{l_l8)VabA&x$nvCS{OlY3UPgpg4|78P=(&buSdMt_i4+q-Y*pu z66j%fZh1`>*3iC)BPH&`dpzXCfW#^h&7zy@NHE(d);y58_B0aW`O(_K4f0|bC2)i) z84o@`DP>*A`! znCbCHS1!ZZ(lUX+iuQtV!T%+jB`($=>`d|nSSOcCBZ~hJNgQli&aZp&Yk7p^L5q;X z+G8!Qtc5y#>Z+C5dRzFp9x3Zs^%*?K2I7#SkToOT8@u?gZ?Te+5;u$XE%-r8BogQn z2$T3yK`mx+BoBg->yj#l4MNAo^D;sTX^QiRH+t5SG8`xD;W~Lw=TRcTYLhwd*7~0| zv8=2f0-Kr0nspf}jfK;=r1dxm+tD=Q@KRVB7rOir5`Km0K_qdr(_XE*%#`J5?9lDD;}FoF5tqyed24T8VNID zy1CW)`@<1{zll6}xc$8L%A6ZAwm1rKl_{c>P z_{zk@zK&oakz1=yct)h;>LTUW0?af3U$yZhuO#9ox&q!&#w^#T2E(qr>Zc{>U5zXf6`^_kJo2{@6+dsUOD>@BPA}tWd`=4 ztd18rI*8Sj3JTf>xyj;woox zs}J^cwu4*CwUE1$?W0rz-}Yej{jMlXW=j{HR`ADs0HIO|HX)qGZ$E6nkewf+4IH^t z0)L7F-1D2-kf8;j7Z59(Cznc`tSHgioIkV@_$;`Y%i%bzY9)Bnxl`UluZ|X3=p9@e zzvo&B4&>=E=pzW7Z0;;t5v)CUsaS#~*}*xkPflgB%EE}l-PeXLiX|SSE?j>1bga9h z+Q+}{Lt_~VKjg4*MdS|yzU|@Nq3`P_9ZKWPaN+H}fD%)GSOGhCL?(=5Er(R*+`%Eh&vatKJR#Av`%C#vKfW0rBs5OJTjWU_}>;P0+-F- zM4FAMAWQ~i{+%9CzZOe8wB%t$XG94hQXttO1LCCpFs($k#cR30?oJko9Q0XXNsUI& zo{SPfHbVC(l-;69i6j^MoAb5&79t7?3M31JiQPl85?MAbxjk4&e^Me0r?DqzTYP-V zqj64@`@9GThoSzka^#Z{c#wK-`oR3KO2yg0U3zVAl|00MY)74CZNE~F*m{$?Xcs10 zyzWFszx?M~MtM3((PXf;4<>vmoSucluFE)Pfo;W{Ov^Pq%3LRbFLf}7>~XDx&5Utj z5E6E4Jrb4}f$AHV*2V|QF{6hfnLmc8DMRg{3EtxnO|$~$!M-@5B>y(!#^FO8Mklp@ zTbOkmt{yl#hI%P4k5wSKkT%#*Rv#__|2?bw68~f~PDL8C#IJ-x8lU6CZH7@Q9g$2d z)|`v%m3SGRwBr6gOGbr!j7WBHcx&Fxfk=rTqnV?xmH#*hB}jQ@w|(S>*N!Tq0J6?L zGC)ZtVQqrfZ3NN4ALS#aJrj-JKSDlbNM@Ihihk zjrZMDDM1L{BCh?maFlO`AKV^i84JVtBD6$fEHk4Qel&s!F7Emjp~UAke8){j^}+k2 z)NCR=h;J`*TZr8V3&c{0A^cy9v~ZRxNI`5BjdLDIBHr{I1!pD3A~ zz!6W`ny(Hx$m#eJ(oFUapzc6CKv`muGO8qq7UA@xPcmoJ$l<4JFl~RgcU^_-lpx&0 zW@eA_0oMo6*N`(@erMGlY`2xBU*jCaof3nv;XjoG4SEUu+D-{#E`+2_B|-bmgHU9y zlGryhBxBF7Dv9xLB`S&WlSY-q@HJH>F+8K{2?v$L_u=(vg>NBN&1SWX+W?DDk&`O_!>T)o;{D^rdsF>h5{fKGggz*8FA1Fzq&qPDSM4 zeV@~+E=i>5V~^D}XiXcmX>*rI==;_%(@2EYGD!Hx)-=;dgw|Fp1p3xkH4@TVi-keo znr9k`(AtZILWc}w5{VI5PzQ$&m-q)*;|C;Sm_`Msh;c;^$LOL^fpf$-qlbfJPiaJx z)V8Asqp~%r0n8HHkRA-n*0c^#+8l=KLA(}0ylla200Datu|*IuTW~vqkOPR>B8ZtS z*bN|P52CgRqGk(z0|?uLxGjRX*@EE!0{0+tiy*QtI2I7P2eDfOv30?61i=Roy+sf` zTksq}_#VV>5ya0HOot&rH$!M~hVZFJ5d8?F#SzA*9DxiYlom%QiAEw!VEO@0ivyfY zBM}Bb{Q#-O0aB)s2m`2ofYssvE7M4X0a!mkYjJ>f@ z-Qw^%6G?>OcRxIDad@7HB*N^yAKkY&y3bS+u)QuLY8<|XEq<#$4krt^Vs*@1vNl#sAk-C!UBu3^-Pn>CyIFraE z0`I10?Xs6-=k7lL$PiAe0CstAe5Ro8OfRB?3Ea&Mli0 z(Myi*Wc^Udfy0LBRjZ&AYQ?`$lZDEMcqT%r{A( z07p^xeHIt`#3PEcj6U*Rnjq&J&F+QY-`+hc{pDz<<^6-p4!`-;+Ado-=IhL&NCLe( zwKkNX+Zha(dLwp++==+(*CU36hZy4Nwi!(W%1tAe`*^p{NI1glAmH+@cN+KNps(Vl zYh)h(;1URV3J`-`U?)M89rMGk)}v?)!7H7#jz7DfMw!IL{dnB1w|K%Fga7hBT7;qM zdy5Fk9FLu<{S{*ld50UK2^rzQAAav7Yn^OeOwF0*JT7d!P-DIti;ysPhO%pWl59&r zpZ-TH*9!VxsFLQ)Cipa;$LW4AaCP(F z9y=EXKRiq{;LFjZ?J=F`aXqg`k+e(*eK<;Q?opWp4g&AuyA)R1wbR;z)nP_$_PFSZ zK!7_MXs@_)p)Rk>mG_!Bv0S9*D5tinJk3Zcm)o$!R@ab*jZSy&Vxz4xav_>|{E;86 zHupkuTfN&uX{$~}=fi2%nYa3sN}|H6RMp2<33qe}F1*Grp8d ziesY|N05y)+yXahTDtvM-fdB3yk}#O-U_9FYTXi8Q*~Z}qw_=_d%En>4xdy&_ z%oU|WnR?Lg!v{->@*#f_bl%(#LP5fvArk-54~K$`2-e81t6LfhNVyS*LUf|z#3uzg zZPz%%^be2}Hy#-c>0VV52C{C<2M>1&e-eWa zy7_cH!S_*JFV|7~(bDM(BjA^VOZBhvP2gYdyM69tnS@Pu=y*r=$FJ!S>cWk+|E&@Un=U<^ z5#l<%(1);GmE4f58l$w5{AF8L<$-P;-KEY%qkz|CnFo$?+cLwL4{rH<7-4zBY`W52Z3tS zi5@~Ec^2d9EWSBQH4@B61SkF8Dv<>N6V)94`>x>-jl{iKl-r+dmjtf`txAy~jiM7d zI9~ZLZh@`@p7XK=?YoL3Tm`W$tc2YAIFg45>JoxkY}4*YJu+6)&I%l<+ol?kw#2p@ z+2m^$qDpx(&K@rCNpgA=Nf3mg2_uTx(}f+y%^+fzI~&h z^)xZ3J999=!_U_dNoM4l(t_#hK*+#Qa{}AN%4>7?PgO}U*PzPw0*MO z#OXGOOqh(ad}b<=Akm4Z*n-DEAobri0_ouem53zh@lM#po~Tk+`91LXPup^>#8aB)I7v5!ZQnN|B~}>B)#?G-mOjzgSZoZxNyN zY?Q`C_)+yM14Q zNCn)75jfMr34ZwUf%Izp9Eeb zj`2l?NT!tN|5l=u`1?uAuUR~!>IoO`r+B-vPhvb9(~~9gop>%Mr+R)RS|*kl?$i7> zHWf>Zce#iJMI0%jP!Yq52sn?Q^WZy++^vfHMb=1!d4F?Gov?~*SLDihrY-XHkmZ|Z z`Du+XD=^x$I4LWeWXslA7Zp|2ye2Cux~d*5s>z}jEh^cf4xSg$lL|ap1~=C4MfKli zy+he|6g^AP@f7`1(QQRN``=crm3>~(CT3FnzRk>}{C%66SpoEIZe}IWx5=3mLEmO) zRt9~Wo>?LEZN54wj4(mw#L&YGnUO<>QnUi(nByZAv{FGc6|_@9Lvv)Q0;Wn}s{+O< zV6DLADp;?A1uIywfF&zfvxG$}Sha#>D_FOJg)3Nj4oVl0b_I!-ka`8lSCD=+5-27L z)j*;eXcPmHYM@fhW2$jZH4duAN%LV;HOeX`VZ|V=8pM@@ylN0w4HBzCWHrdF2BFm; zwHU-!gWPfuT+ETHF?2P?uEyZi7`>Rn&u91*1)!u5R1}1Y!cb8lDhfqK!Kf%41qGy{ zkdzdZg27S|U@8L5oPP70yJNJV8S`h#8fr7f(Wl}oC0dEVb}G11K`Rl6Rx_5?jN+9_ zCI0fmJ{7wxN+lvSt>U#ssYGDK%{X<5RN^lqFV#x)e7;01(X#;)u|&@$OvDmB6EP7> z^gKopON=Z?5lf65%0w;EGcaYR#K_+)$)9nj#9!v<=O1{dQ7!S8wVLjf7&)&q!fcz8 zZEL1(&+}~q&-YW4go9Y3Cm1JUiNH>tahnsdM9+*ac-3vj%KlWG?xu2yzzCo5$xAZ& zjL9DK5>0sUQx<)qm-x%UZxw@oPXAAqN{rHhLU+)M7Mh3_{=ei9xRNJ+bUE{R_ES-5 zu=qu+x!!HoISa@Ej1~@=rRNm63O*I>}Grku{-qp#s zY<<;7_lKM~gSH{d_v)!$g4nmgM#oPVzd)Ue01Rt3dW65F(1o4g0 z&{oQ1k_q-S%)(#)(_{MJjzymF(`~z=WP%#r&Gs|jY3AbKifPV6r6?xQ{oT|U-%F;L zKowzqx(oRvAsdZAKIWedys^v!t>+ zIGSVF(Ylc102JBWb9$}*w_{bwZ@_)n?DHlJ}#AMl}o~0$~Laiu0qP*N4s$ta1 z6zU`R9q;P5SV|+3F<8ClL<;en;qIYAF;?-MB_Jf@9)I7|BP{^i6qaXR!$<>h7&`X2 z1H85$J3&cKZ@fi_%?n4V#2d~%Ha_j)W#FWBcYSW`nmFdAxx@av3iQ}>JqUb=vX?y+ zZP*ZUzkKAI3MOn8fq0IXv$_~N=@(Cq<^NPz$zBP1lHd|;Ute-4?JDA`joX)WuLOcE zKJCq{CZ1<;%M) ze833Jdg>&?%e`-xV2n0O*=dG^LNM8SYZxZKH(4hy1}ZBhaBXR5^G&wynnyfe0hgpX zjHD|i7@Bae_hjp@VYmnpoc=5?KrJgJ9+GQTo7+Z+*gWo0<6P#|Wq)5+O6(^Q-s|zH z+5k`+fW2_Od~pThCj#6y%i-2XE;ja{Hvr`3IK<%(Kk%iFL&`# z;kqSWT=pOF7au-KpN;6UbNUhz#kjI%>0G9c`Wye^@@v^TA>e0mZ<1u6#K9r$a=eit zu6kctMNoHte}C+gz%eopy-%D9+SHKSqS@E`;7GSgTs-v;?S4LSDrr;8m25QRI0rd( zn*HnYWByl?Yw{KT2A4Q+4SV%j`- zT#5@NE?<#*eP8fjJ@{AdD2R$2h1hZK2`-z}$c>@50N+qf;J z&_L**#ucl+wwqsvqqlEpG6%lPu%+OkWT2H(y zJO_U-k+g)HbD8(wCuk*J?kQ3hdMF#lC|hbJ&W+n@$kM>IdUrzLp0j;77ML)#2tv`3 z&<%Mb&FjX&T5QmlSn85BNfI8yoBgsd%xJ5FLi4d7DDv3Fq1OmW>kpyJR~q zqL#4V#vfrh>bA0Kn9cHo&aZcFw|($UoJggo4T^I zp1#p^Zm%FgSjsEwB~sY=wW1^ZW9Dr;AF}bQ14Ej;R(xmXI{UF`C7yf1mwvoLQg$|L zTLgB$ysDKTNV`f;DGwEXCB28 zWVCI#9qVNeb)eI~3o8ir-0$uHSu1g}lG|S2Ev534hWOBd8$N2*g=0c88`wn8_Rd(@GH5AjiVCN-%{W`63h2;F%eOZ#>sZ7&V1JyvNoQX((Mk-@X!3xIx07xR8Q<;nWV9%ii07&}mBpE!--zNqRkyLY%S9vzT8S7( zrco%-N{lgV5&>iUY!W|3E78Z^S=>&g5@Xaaaz>GHerBtf>6&IbQA&(?Qj`)ymQ|(1 zkfT*8F=lvCN{sbEUtKh-Sbv|4}OudxyVmN0YXr=vaz=XWlG{Qey11 zqNsgr)8;*%Y?c^X#7vMMT1?q2(YL5-2p}!4Y?kO-51SL5Aog`awu5 z2Pr`(G0tIHJ;o88L_Y><^%yDWB*rmRtH)TPl<3D`tsJANRH7flwR(&vQi*;H*y=H& zNG19)WUI%RB9-XJpsk#uj!KCzgl**zSCta|5V#c+3sFh*v<+2B zMB0a{BzoFNrjiJ>6H!U@w3SRI5oj+WljvzPHR~oWmH5lqu^$(VpP-ZYOBYI(N(8Ra zoT-!uC3>DyB9sU$sUVc-DONQ1_Q%MBYWx?5;6Fz^lML&^i+LUWLsw4tY zb;5FOiAW+)WD9<6!Os27?X}-7n886N5opCdC%GvndCq8_@S#)t`M{08OMTTSG5KMh<4zY#podr}#dF=395dt*RA8uS*F?+1ZWOtk_sM^IIN~SQd=RDI zzq)mWizV1w(8m+r_C)cKJzDrvvv~wz!BZ{`(576`X2Sty1^#$` zk;I3u@R;iH%48BOJz0G{xl96I`fFS4^2HJqWYUtr^-+@UQR47*o!@-1#7_JHKVEa0 z#AXxA=iTZeMG8(V4$kgdX=90loXoKX7jpY=j|CF9`J#+lc3`QMk{y zj*sQ=%452)Jx>-(pg%lt*YQE0OtZWqwC*P($Kk8xf>h!mAa`(tnKl77IYOc1S6enq z@Eh)oELYlqoZHu8qicJmeL-}>Uq|z_W}79rhw@=pdZ&#Ohdu@`7~Bw~5(I;APS_|U z+IBW|>_1k*O9mFHR^qYM>kJlo(@63A#%Sz+UbGTSxp*+=yDU(eR+_Dx3lSmvebGwn z9Csl6IzF#WGnc$_(DrH(f>we-_u??i-E*aBrvm?>P1Nar#;TRzb;rSYArA!&E>77A zT-vXTRDvE&`+;w8BBdw?+2TCMl_RYuSraSg^*K_D$bgfF zJhEp0Vcb^|y4)Sv*$%)D91tmj*gKBZ2PES5$AY{eB?tfi} z6sRh>JNaw%waz#WUagh6_>)dZIM)2~uwIY=l)Ju00m*!dDUF5L_G7+gzQ@ftqa zK_fPo^5}SOsK0R>gT>tzUZ^xr{PYGB!m?Wy{ehed>z~}}$%Ml{s{-;GRaeu8`dUZYnouRoe z}F92d?jkM)eZ3&tcSZ!_%Hi#Il8HRT2vdUUHYV_zN!@?MBBA4KRmL9NAE|<8`%@SJPawB4* zb0j4??=Q$D=!W#L330PHl}oTWVsHLKEl+)pN#UA zatXHHIPAL>+$xtK;EgYS{*X(Yw4LP?!G0`q2^1K(ib%U+d2PRqrtLEOQghoDxde&K zmJwySg#R|t!G-^&PeMS&6Q`3gUV5sR;OOw7dyp|uh5O1G0D3^HBon>FMH{Dw)aOse zyJhCZQCf^4Cwd8*9WAT{WVyuqNZEhl9vGWg=)(M<=jrBes+V9Z$f1zIZpu{N&9xop z@J{s-EGZDqmdsH8u_eujwcDA=B^U+hGpUbzrFC#K^B6Tb3)TUhNjt3?JjLwV)IBf}t2ANI_IQO_|leWAC* z>O$q?BY!7F1z>A~(&n~jDmsGg=2q=rl^aG zs%l=76%}1o4;Izr?^3i?b!=4xclC1{>gRu`y+teWw{lOn$_;hDY9+?5VbDs%j-%*S z`d+8SUZ?Dof-b%9v+5>I)DnL?yjC}eiCUs>FthcCp+Ob3MBm_M>lZ_VENY3q!PfPU z(x8i4qU-Oo?UN%splXR8UdWbT26#f$5&_=$1C6u<8Yxhf(ZwQwGMNiT0CmJgqX&f& z6OIv6QV)+FlFB?l0;DA#B0VIQd5{E1En1j#fSekj2%IMdDm@&S8L$L6Q4CyqI5IPU z8R1Mdkm=#j%zh@osbXK#!?BtDO@MQQd(H?4XYM-zP8Ro`9*)l3e?~Z4-Ge$bT)l?` zOc(E>9*obtj{=x4)=B*^AaPy_vjj12>PHco@lzOOh;dXu3i*_y6!ER<1~H#{j3cgD z{TS#|kCDW+s~M@qMhW#CaeaaD(Ptp9^yHTo$uF7FXdut@D^+l(2P zSP=KTx4dLCsWo9J1X z$#RLF!&wqQ<8q0=?9tCZa8ILb;xBVGSuPQIuQSqYvRtBP+!lP@He>sK{(&nzCmI(l z<=-6VRxzX#-9*o?PS#8G?Cg@-J*S1wDdjUhdLo+W+3bmEqUXXVqKTeKpNJ-U9=?bs zMize}n&>qEiD;r%5G10BUVo5?CVKTkrF;mQ2@0fdT(9%Uel`4b{JWGSQTu=HHZ9ao z{j3h+_%Fw=d^tvW?sqDhz@-Ej*2UdE7sWI=PT#~-)^6z+H>7Ho)~h9d^-3qj>okPR9z zKB0}OJX7_Efb3>5&b4#bu1k6tWzkyTu;6^3sd(+?=4(WaE0?}qoU?G`5W{~%_@~bk z|7XuNcLcuK=RA4lLI3>a#D2TL_@Z}Av$O#4xUjieR*Et!jLje0lu(|bM>U; z+lMtlLGyGS-CXjQw-RRDWGug!WdXS}2@cJw#OBzg8?W4!kV16T81^DN+b_ z<9*mRtpcFW`ahv{HNpZ#qgMyQ(KHn~3VnEc5zGq4b zL;fp7N4@y!tICF|61^7Bp*Y9!SP4+5<9`$3n%lryuFD1!^5AQIN7;i8#fUD!8aEr zd+`tg5vsP=z#=w2eDd7wyyRUI+E-qs^X>U!&$Y3gUpQ9FTQ+OgzWe!2cS~>yDwmwT zwujO((j0`7OB&SWEhpv03v%VJmKEoWYv*4(CT)2U`EaJWay)OD@tAqEpY2D>jphe+ z)cJZeNXJfFl80|^$vS>cxE2olPlve`FnG8aZG8*&1aP?Uig9Z1cax<67AG4xq;r3J z3V7_ChS(X-0TVRLh?3vuN>@wZSQChT@W$>Guc3JMB*|dO;U4of{J!)_MT<_l5iKMR z6jX1w!QcsIiGbb!=#u z;NBIu0`=h?Z~*)Qxe+SF(cj4&KyjoiYz=Ber^W5wTjJ|tP~~CHBj3%RoQc7V-b)I?opf7N{3T`^#wIo6jRq%qal3N8*wB z?+eh3cTd&0w`~bfjYPV$K~Pgf(Dr~>|Zm=*woa?mSZCfUN!^!WFwA?Hf|Tm zL!Wd)LgNuS9v$g~g=5&~A(H1wLnkyR0=Ug7e6_Yrco20tp!q(!dE5p>H)>?Gr?2;l z4w#S{Sryz4V}}71_o8!3@X)vDlMc9$BUaL~-o5QIAX^D7(N*imeu8lP1X_V=y-XVrQli-Nk<1l@+6eik%*M(xi{&XPNk-E9xhU1Xb z7~PB?))sj6%j@DS6f@TJE`$7c=Wk*$prrl zZkdCW>LAV01CJ4pit;J(Nggtt4^d3`kMWur=uO?OT+YWB$E2)%GA1bQ4^k?EUv9h2 za`tAHwLK1zg!&MzrgNG7vM45aQx2AQMnV<-D|uA7jJ}IY6%$Cj__rQ2o^Q&%WzCMa z?Hj$t<(vWOu)^+>S)|{*569^tQ7OZCm^=RMFWy6H?Td&R9B;P_Hym-R6J112}n-^C7#ncx(MEmp3XK%_*T;D0~SOpJdk(MBFLi}zE!-QsK% zC#ye~P0!`@RF8L}$(@+psQGnl;VyslE>9ytBE1^pND+mK7*<5UdHkFQ-&y2NcTDtg zzsMTNj)}iHr%qT!wkvX_ESVTG?L1E>OD4uF|GPve>Wh}`m>8>*X>C(hM$@_~5lswL z*{r6U7lbX-OpMj!v=(hDniwnDq7I%H(M1I=g6E-rpI85h*m~?8e)b(j&(bo9_}KAG z`=zGx^s(ETw`wAcANstaO;laJw3*X3HS+}sZSJ&9&U^_%n>}sQ)fPe8{3%S3*)ohU z!yKl_Y#{>7@e3iTz?GJmSp;xq3huPTOe26pGi<3PRvrT~H3zm@;v^D)u_>_D)W;;? za#L8ZB{nJn7M#M0EwOPKVaYkH*%BL>0E$b#3C&0o}Sh+B@R;KKx95pY3g4U<}uT8 zPD|{w!Z>I;PHKsLR~Sc4$5~Cx!(<#b9jCR#ylfoD&Bu97%+q8XI2|Xp#JnwxBd6oc zCgyQ64xNruTVh@}j$`NJ+?JTmp~n%olWzHt^k9c8z~IWUaEXOr}%zJ*~9KON(@ z#5QrH0nBLxEwOD3G=wRQp(U=7fd(<9QMAOhGSDz)ERL3#W{xC~If-adY(g`eQ`8dGMBum0$#Ffit|_x_#>*2UM1k3XLUDaba^X|R9-930q<6*f`ma?#?f-Bi{LNK~%b&XwJ~cueQWh}+ z4;bM)bM*$hMjTjs)uNfW*(tEiUDM}Hpp^$@$zK-ttu6H2$X_*ARB~I}y(I^Qo=>Ya z>ArnHjv4C$?<79iq6s=9p-5eyD?Q=}s29q=)fdpn1+ia6kNT>HqG$sB0Y1!qIx9R} zP2_8QD0bJk|LyT&GugAM!hgfRcMJ=t<8OM$cr747g~cBIV|G_Q#E|6Z-Sw_{iSZ0^ z^I#q0VPgn}?c_g2!zonbcN$7pHYyhva!DX&m?rLpI^+8KKA{-JANnMqx^OXJOaa_r z#?3fpqpA6WIqyCwO8#Wohbk9!5m$UjeYWntz4-m@Q8&TMXrr)qVM-_sO&-2-YWHrU zh=t`tXa+~z-&d?kx%d{@<@CHcRJ0`hT=>F7Nc?h&ass{o%3+~r7%8R+>n{hpxE7@o zEXDWLFsH+-)>y}Hbg{!-UNiCZ{y(nFT{tkzS_tX^4}!OcSBBDnAQU41e0>R{N+%Hf z5U{S7qulpC4ZV-)Re3O6d=MKat`ucnb~gcOyKs`w_2H6jw#Gubww(&f$4w)XrjPRh zT4}g7lQxa)BDg|uPn%9kpbzeqd(Hf{X?=K_PTb)$Z+dU0k>h$7K}gR`)b_?dasFtz z@i{3p-rt^ETJ{|wl{xQKR!GZF4-0&R^-3WFG76B&j${3SIN(f}1*gPPk>az#ov zu17z40y3nP_Z$!AA;%;~Y7xHhCGj_}9O>m;nS_}u2Z|AEIbgbSgC4vbT2m1TIC7vG z#U3Nvb^HLj3DO>vIbRu2PR9vm95N1apq(uguD}bl3Qm9EkKG)y{m@O|Ug4VX|DTTu zX#4tdK9d;(cNueGvky>2HGzTnx`LBy?;y73?8QVIYuMond58wJOdX_CDu-Ma8(Zt0G0N1(t&^=DJ*Nvd& zcX>q>qMA5w8dv>E_+hY4!@`CC7LvdZLqj5uJ10=i8IZyLLrw%;LXtHT83g>1vI+brx?nm9C*gx^Y$7=O+j7|i`3f%wE9IlG-rmT!IC9y9+xek}aGOry!ypQt zG;Oo(Ix3sESxRiX8#4ti4x8zVtHw8H35jfiHOWF?`IE7Lh}xjFa7<1)M6B8H4{`0B zGLSCb?}em2J9Ck}gyMB0GtCaHGM^BX7S@+bzGmXKRn%_&8$}bOIId^}5Zi21giyAS zJy(ueeMd#yGJ$M=SpQ^#3?Yjl2eC6dtol)^*>%{R`kq2mb1Qos-P_vEkJ8*&*`c@M z$;~-(i%r>Z8e2xNL;HC0EZDnL(FFd^O|qZ4t0=jTd%xMiTKrRL;7NC2ygQ4Y1F_Ia zrU$PVOXg2TOT6i1MM9W3K|7xk;o&rXOwAU&2euFD%{#@;>k)_lJy-YNUZE?Z<3o z!SG7jm1cdCV}ieLw`<^NyB-5U1X*^sL9H^pxeuCl<-uBO1o|W{0Aj+#Tj1)mg6cc?2 ztK#1@cFyB&&`X4%9XAU}$RG6*k}$?C6OwKQy@cedNutv&6Otz9Nw!GQvjiWjgC^C1 z=q1L|Vp5p2OfNB(HPfP~EUBgi*;vjsDd#4&U{Of6OfNB(q0=I^EP-eB^H_X0ExsqE z`@HT?rPgE9Fl{*cW~FJfGHG>Uqtvuf61l|CW&Q5ZTDD|jXz!}-uh244ph6c)bfQ842|@P0H+~=^f~vFxRS~&FKxKMVrzNP4$Rz?Q)PYJ(K_!(- zjF{AbX|)8?61_yg#Ck}rDWn$V5&@9w@w}Gcc_NnxcwmnwwggWUxx|P^4tQo$JX7To z0T1o*)Ry3>B9{nwY>(%*1kV+@M8Jc4Jh>%!vdAR@9^J#)P2lXPmWXKhfTp(uO&7I9 zK;wHfza?nCs3pQQpc^K%WSAgoi7<=kM;T2=8Phq)Y>Gm}v>L)xGn{G$RLzj88B{gH zs%BvG5n45YD<^o>1hASQ76Zs?ep$^wi}7hOeXXXq<@C209#^yHYIa@CzN^`JF?ug1 z_toUTWDZo!gNnIO5FaYuM8&(PcpC-pqo9qHtdokhQn6kt)=WXV`AykLl@fvQ6O1J$S`D*dK8rAmoFlA1HD3VPOWa@Qv_)eY3JD3utAWj!mc2`jClwEZT;wJ4TI z=yU}cub}c3M8JYZI42<%6vi3IYiUl8~U`u}h7fc2sVui(5l3{_SLP&&2^?UY z1CQgfSYtP3x{Jp@s+hok`DV=d+UBTasRzNiZNIPgeZ<#wErgh?0@H;e*Z;hp{JwHL zIVx1kadqt1S3QgejW8zSHl?Yq+Zm22v0vKV?2jYjddTrmP%h)v_=1;sMF_4uHsJVV zYbKBmaDl(R)LF0R#<~@6?9~j#%Z*QlT8^mbM}<@@87>=G9ZM?1dhqrxgC9Sch>L{| z#q7%(V;Yy{pdMf7leOjYvBL~!P)O$CbZ1RRK+?l$48|Le()LGk8Wa-?R|w)k%?03(3EeuKE5Okf{sVUl_)2O#NYe6uemgnLm6VA z&y@;0c|d7=7EEJbSdGSFu{(rGDW!?HE`m_F7nAmcYQCYGM@VIHxV#JDVk@vcHZ?fDxn5#rjAp5{ zB#Z92?&_hl-g#zg@(A$ZP|`uhmF%GddJY;)ybci3J>A^xdHpe08G0{r$}V;;zzjXTfNwr+oRSN4s+4J~%la6aez z_XRgVsJ{{3zmM*=w4ntJ0{G$`3|HI&M<0Fp`DZz0k9*ka?3)aOeRtQ!1UETvbFX&x7G?`M_`e= z#J{>#*0#>zUURWRiNuHb`e!IwOlJ(TTFy<- zW^=J(Pl^Kd^aVPKRzIAAFd-<~ZJQ(r1RNA-I~Xr$`L+>(`Mzg+K-+DV#FtNl?j`>7 z2-chJ5?5B+;Tf=gGr^+!z`>5g*IkE60bRFNe2!1=4jjRd)Ix~HmIPf1HEH> zlYN+ToHkx3Ft)hulZ;8|GeEmZpJT|BWn-0jElzxrDGez>2TsBtFFT#`F!`LU0{qj- zl!&WUxe0zz&4dk^ZnH31Uqn%dRJ--KI2%4B3q!62|B>6y$yfNKL$Z?{_C>zWCmpi! z|KhyB$VZ3M$9Wg&kdRnE-tXdvTZfFey4)x3W}wNC60I2v)$gUN zCTz%g;52a;`=YBRY{>d0gg_IQPdZ~|lH1Aq@fqqkqP2gF-ZbAuH4`@ArHQKj1G;I# zjyf%Gi9q@;1|2XX<>0rODL(0d`Z+9$zAKewzRj!0tLTwI$K&j;$yM-CiH_G-!<~-9 z_cQ5u{vvUJXt)3SVZ4uChz%g2#KcGuAC%N1zqQILpivt+6IS&ntOR@pPUheBN6Kp8 z+!)o9(`6ym%n>;$2fboxZ~b^oR89+xe-D!Ee36B4VlGb5@Gk84Bc+Cy;${$Z zqsE?(V_Y6%i0#X>?fN4(a6?d(ny`UIn-S)YluG?@e2JNUe0M-vYToq$nRPS=ck-6ybIR;UL6mF zF{dwclzzQG6}A~?8}t=*!dT#{Jkp!5`xdu%+D-7ilAGGSDN}*+&~as7Xu3+sAQnimNg*4Ut2D-*eH#M#u)Y;z`M% z8%`DNZtRUHmDG%^SX=Xr2oIHgBAW~QV5*teE~e(kH)E-0g3h>K0;Qi!GC@p*w!;2z z3;TAX@jZ8oFBx@rBR`lXaAv|Tv|s#}`EZTQ)08tzSmhz4kccLX*^AeO2x2Arz*m0X z^}-76@g)|cXu=4|_?oDabfTEqVZAZpd%`EJy;JHaeIH8Yc!Q0n7^qDiI45|CInGihs)pMXLYH2xY2&On^egeSn(0Xv zN+c6uh$ZXR!w^g)6XOs~*S(KJIMqyqA)c(84?{rFOoSn#th*m)kfNCgBg}pT+L95d zXePo4wI9JY9l-|CM4aFb1K^enfTLz2%#Zu=b4$k0qL~Qe>wf&*lJR%YOvw1Wo4&VX z`YxJ@ad{+rDHRWcE%13mSiCDemaGNIIkp8C)d>Vs$|0(GLNUbKXIA)1Lm-RP+w zO{pKMnHZ@f1NEdO)Dsa+1nNppeQ62xMMM*UI@42cT0*^vs)@kd>3Kg*c|Q}*P{B7U z*-F2;PN}nOU`hqiM4(yq9Id7tt%Bk8n;+IP(Zt9un^V&&UfXY0TCku{YH!dt`q8B#nM5#%WW@#K>1I z*seWQwkcJ1#7bhO(YY6UR-dKduDSJX7iL6ok%ABvZ`Cf$xb8_J)=93 zO!R#4L^9E{$)jW2R5f^xeOedfY7uBQu-EJ1CR&i&#!^-4eXAjIKW9$T0eqVnU?K?SNVnp3ju|Lu}*HYd4nQoXk%!%RP1Uj`Eup!ENQ4xRUZ8yE>7OHxW z-0A@TCoa+b!m--+pFW3rcXFy?VkcC~Wyfa@JK$P;cUs4-nbX6V3@!U zk3U8aBA7tUgKYf@MHA5F#Cawb@B45?F>!F*!Y{n%kPnkC;>fY5D<+uj2r&KuWfXEU zHU>wSxy#4RF&;-mxk(7V8;3&A_G7~YjuyW1ck>PE3b!F25WTycy&4r0C^GP%Irun# zSfp@EHx8Fq+KFP~pfMgY)AnP<1g)XId>c>Z@WKu5oFhE8X*xqY`PH}()K`M4WP)Ix zfyH-@w$k5a+wgHyhZ~y7;a21PzhJkZy$^2n!lQfV20JuiA>`)PPl`74EFHXwdt&gj z(NPgK0IdUEk|AjKjk|bz%1aG~=+A?Iyjnm{&~~Q0i$U8Bf}&)CfEr@!@h)=~te>-0 zmPo#gStS!IZ7UucqkYm@10o#b=(_qYYmrQ#vqswZzQX_+b(nt*V(-`YfQw{;_zzys z`Hn(l(84Y5mzPn=9&mnIe3!$4uWZnBlb}KGt#l7L%Ng|7JH1msI%wJnc0YJm2z2)N zR5QWNmHR?tkWV`3LXk%6uGij4H4`@%5_4&;?_rlg+s>_sb&HX z<2d-veGDvfR@PBm9cq_fG!xuK%;leMdM7hp(%^1lJO0}uncxcYlk0>(>4+Km|KdIN zXCD<4Xa!4nc?&Kff{hp4-V-yS4^y2IQ)SK5w5VDa#I7k8t5_ z(=_Gi-2}d#)yE&o@Z&aT+^y9vY2XJM#ERU5r;;fqNL}P3I~GTtm7B;BpP~Im9~8v| z$ql@3>Lcx(OJrOFwm%uEa>q5b+qR@zCU$d~<&f@^@i}oV$#^w@RRt4oaz3roQYtCF z)0f02!}5iPisy;jg4>oanIL5XarCxau7U{;0_Zom=86g8>HG3hdUVMI{xFHykHr+B z?&3_*f%7o}pz?m*VQ4cNyb31Bg`u_WAr|c~z4l=zX=yTUncxSZuP1rgxnN@D=x<+r znMoi^o0~bo*UNd2fojb|O4yR+u9?dVQTySW#~HT9QEA>cv)Dmg?vn{7E+Sntl*+eE zAbV`Qtyb8pV1i6|e0TR;ReC%3tm7dVVj$dj`fTm|ubVGS6iht0$#kmQouH$nd`^n- zb~dK(rj&k*#20NdKbaulxY6F+obi1|H9>Ot6T@xNB@^Ra9G6VUO&*s_NE{fKOh^r)KDS}{aZ-?DKC*NP!t=9|_J0b4Od zRNJ<32-%7uW@a1L4?$ZoL{;0maR}RrA#UcH*AIc)e1@EP_Vpv^HlJW;mVx~MycGlV z#IdlSzqew1pZO*BY@P0bdPz$7?ig8r(l?t{~)J*hTsa6rK z3YJ#S@oItNRWroq{IWSYO*9idv#pi9xH+jVni%(tyu<=I@cDkT0bAz29JqvYCSt*3 ztXPl*hw?WA(|)_)Zw9yQK>qBRqfMEk1@H7XYqh4l{-(~kJ`!J@A? z_yvQ%;QtrufkJywC>Q=&6wwG_qmFnsmf_j&hM$gqn0x6?BG!0lO+U8XOm>W47yihX zzLCONaqqdxgthTP%-p3O@qr^*KQz2?T|#(Wj4%Ym5n%jpk1w0>_-(QH%omd22b+Nm zxi$wegedc$RVwkABGC{ZcdDo!a?S|wMoqves-o3bnxWKliA%U&TqlQy2j9&}`f@wD z?hJq5y?*p=pLDd?s2>050-A&8@N4!lcN$lAW}us%03Tg`bD1Ln4LSBRhBU@I4wDut zr*+E&hu9CzUAAY*H5161E0+-8`Nki1efZ^P_Z$%8IKI$M&`5-H%mGMn+*)NfR~8ka zt-=9EY2k2{W*>HtH&scQW`goG!-KXvU$KNj@VjvB)e+MsH4`4O!d~(gihTk~Ye&?0SN?(a>buM|VbC8qySWc8G z*)}ess|*9KiyJDe#?IzzE6W}FRK)~N4E40{3MDD-tR|cgMN-@n^n*&w0DC?7!;y8VX!W(Un z6T!rNGVh%3h^9>dvi*G$YVjr@wh$*Jj;OHSLOnJhI3$FR7h901?F)|4`Q_f=Gxk25 zC~&TYTYtDkOVFBInU8?N==c%A1luz9!+15j6GK($&H@S%W_{NaO51l+5B|J{ZHdyJ z>#Vr!efhE85b@}s@6xJWs|_9SMsX~6cV$buUd}J@3ct55nXn}iJjKgfa;Rj2_~81r zf$}9?yA3T6gf1I~dsi-9KegM>^2g*vofas(<(%JNkD?Crk-(*PVXrtn*!28j`rp#! znk%t*yA_WvnXoMqUjoXArjF<-=yG#1eA8MgVm9V;L3bn03*7}n5FbipcT+73Vq`8G z2;3(fhF+78065uhy@jaIqDv;sQ2QXS;HWBEXf$HZ@cDL@ACd_?ItJkv>MPhxZyJtz60q7PGb`)h{naTaV7CFOr~}_67~(H<($ zq2JitH%$f|^d&{8@J|LCU?o|GJD>5D}5yuGer*jjguJSy67lqGO(ijRC6y z|9vsmLP?6a_Mcus#!M^iF8Qo{%qGTOHz6~8PY)bA<}znUl8kgr=8M{K)@aV^1~EEj zW5u`gUrUY6P+f5diMW+4lK00++e@2Qf8v<%T~zV%7iZDa2Q9dpJVA9ZO24tPi~a_pgJRYHLS4W~W1tE}5{idb3?R-ElM- z5N~Gb##;B24w%_$J@0zLWIW9XL|o?1r`s0_Xq>FCpDi7Zvzfq)KVQc|8LkuQ!n0q_ z)X{LkMcncB*LMh~!+lg!>?Obc?8g-oj0Z?q`^JVLAr~o2%#| zsew@m59%T(hrh3+h@Bgkx#`}1Ur7~akHVzuk^>=S;GrM%W4xX8A*2rUC#WY+4=c(E z;mTOtvD;-(N-0?kx!uhf^^;Ii4)R-YG7tawLTN#GVX^RGqVK{{zAcb|8* zVS>+dS)GMD@Scpnig!w1VYjDL))ev;x360iRLT`fQ-0qg=WF2`kQw=0sY5P3dT2Om z|8m$a@!-@w`}Z|hi`ylb3r<>}xfo74YBa4Q0bxJV?GmR|<8(m#Wc)ZJI{bB1Jp`0> zy95IC$w;>3+&sb`L^}95gH(dFK-%}99HbLQ9Qv&8Y^_{j)Cn7}`z>0DKN=67@#oBW%5++L z3+;^Mi~xqJc=w)OInu~3NGOk+rYggFJ*{T$l;6Ahknu>{fuk^}p`R4vi}DHThMpY!*ZES^v*mKdM! z^z9^KiSgYQC!;u5#i=aL^!!E?_o=###a%8UK@mraC{)C-A_C6i=QQ@t;&!W|{yb&0 zS-z>0Rgvk6JUP#@MUJjAd{G}1)kRU86qQX;7Zp|2v?QC=bFHcdi(0bHD$#$aW9LQi zw0@q}-fdF2mqmZoG0d8cS(}oG!vAY={-HlAx~q9>HtFj!p~TP?W;%(!smyc|eN&q0 zB>JW{6H4?=aVC`Ldg@Fk(YNH8PNHw=Go3^a38+qDgcLHJL=Q>)1EewNB>uu7{{*E} zP)r5oR8Y_yNveRT3dgEoumVLZFt`fBt02G%LM$N23c@TQ&Z8!@Df6=AovQxuSNj#0YWu?sKyt?_@f%1RMVGgcvH-Ns?kw3da6cO)#$4jomHc^ za&%XX{;JVoHF_*2m(}328l2AOuGQGK9Qzhi<7((!4Xvx8cQrJhkKBuaeKqhe2?G`3 zpdu_(golbSQ4uaG!bU;(s0bq^;iMw0RD_p`FjEn3D#A{|_nDD}W=x}2@stvwM9*?c zmP_;;sght7mrML*XMO&G+cgR$dS;j|mk?grgp-!+mgxCxB^j<~(zSs}_xT4NUerna zW%0F=0XSn1wmJ7uHcO1m#Wv?X7Ocr+v&3J{<>wz5n{&En!4>_@G;I}6HBm|QEY~)r z$d>fl=x6?yoBR0(W^YtU{6`CJHKlmQM{aXAbE1;yxzKISq)xo+dmgqJ-;XSAvCSVj z;ECye&md1^5xoRF=e~|i2?k{{aT4F)9v6$Zs*PfP1wiqf#hzR z3>#1N6-dR%z`c}6m)p9fafJ%LlN-x(?G{qzM)9NTJ4WG`tujZoy{>yE8skgk<@r(OLd429I3E<3b$kDgI5Xm6K#PNik={@G3hWvwn zm(~nNp1f90>sW8?N$NB4Hr0EHty%bq6u zi<6Ay`@QpW0mUy1{^dz)jf19I)P;M2)mJK9k!1)wZrGmJIfU|AHo729YNUnfi7+QGkktlyl%OzI*FSl=R&|LEe&yscGi|xURctIU?p0&W<@DVS+l2k z3*Nq>rFjx=Jm+iQR|*m9;mv@`KV3j9rdMWd#PQ4O${>`W7!*aN0Z&@TBPtN&LAmYE zM4Ety5D=HKt!WE^KzeQTXRv1?4G0bm$G-2|l=kH`FQwyow*m%{_-@8l-1#Yu6K4vz zmlR$8>D&6g%lb0B)}76d!+q(E*Ol^&x$$G4b#tZtH!g6hq%@L_R!4It;vkpV|v>DzrW?-Z!+})|Rt1V**V! zLcT+Zm3C3<3mf!pzwr>!%9yCz{o~bL;YK;eMaipfv@{;%NxAK@`vfv^cOZ7Sb9k$( zC2Zm5#te+4aVu8GW5Oo>t-fgSmZGo(dPHf*F#eB?^oBa$YSdLe! zwZ_2;9UbVcn3G{rY>pX^pVZld*gl#AE`K~C8(ERWf!M7w*{=6TrN8HTO zoS%bL#jd+x4bWrJf*kODmoxN$p8GSz58T?tr0HIX}(CybB=Q*;mL>&aZF-k6nyf9{1QLfI%YxJ zywD!g_oAqw)jTN2Q!cuJ;l*rQx>#c6mS~)tcmKM~*zipbn>yNuk8WlgDo{KLx^VgoPiA~% zK^HOVhoy$k*kr~?CKL|!Wq)4H+>q1Ak$LT+;)s(en#(1T49#;!&E#+_ zb~b@$s*>P2Tev}e-Tn8YlbvmcVL|s?SCNfiW7ZTfaCs*^C^HC#asN?dB6a5^qNdW4mCGey`e!A6|r)xA1#K{+Lx z^ev@pG$@m4Afl9fyBE!deMSs5BfRB4m(s^oKP_ zz~BRWA4-{GbMqYD5Dj#z=0@IMw$*MMtz<2F2GU^4f?yzekq)}Bu|k2^)KZt35V;Ib z-@pi^n6ac~sduFOw3GI)_@PtGgxyAeQk$}W0yXa4`+&w3MT`N`fmmlo+5-IrNVK8|xJA&@TGtlyY(o4PO4Uh-jco9~q1!fW1yBd0Q+d{;OM zmXMVQ$%gE^GR=H48YSJR3GP{?sU*yszVzGSj6kJu;)$&bZ*?w|F!n5tv;SD=qd1^D zC&x!Blprq`$-yCKC9XcGcG+KEM=F%SYo`Oa??6({EW3Sr5!(tRW!&<8;Ucf8P=YRH z2qkXarcB@aprPsEcV2nIND{c@_t$DeWf`NzM9y5i?N*L5f;?+WcV||HGsFCsNymO$ z_|XjFWH1}_r0i;r56C*Vo>#fq+hb!`_a_fqCCqG|NbTXP8%A0fAnfbACOsras=VAX*t z%I;Sr@>`;1XL(v?8)N{@*BY?6T)h($4FL-T9EIHunhGW81h#Q_!Dl)ZH~goRK(&6; z^p!#h1jpSCoq6mo8~Wm&r$Pxn9YRg0-7=v>|EJpQgO=a2ctq6$E?!UZa*Lx;94y&& zG9Jt6p^kf2;+2@(r{XfUY(dO;m8XHA>2jJej1)nr2w_D4oQKbO?488zR4CC0{UT)~ zN{PP-r_NSIsw)!ZJk1tKx=Qgyfl!neMR6iZiLtbq7DkCuVl1mBMcKTfOO+C1IXJ5& z%R+Qk#U?t5u>}5IKNrP!x)E+D-KTYb*)&WVjb>XvlXB9#bTdEeEyq^lRH#E1$Es6taz zL8TG_mFQ88mY^D)bA%uw6Eww~B`P$gLUSrKXbvV-SX7B+RajVsr4>+Ih2&L8V1*K5ww$wh%9YrV6&n;U$_Y6Xbac4uQi-0k&}z`@_z6mhfh{yr zjasA{l|-fAG^dui$p(_toMBbavwoAi?6>F4uqc!mX=ObptqCWsBDDRc!?nzGIFRWI zDqcb4`%ME(t(F6cFp4F53SwgOJQ5fS_G3?-Y=JtN_)`bsNKX5*O6Gl^4?m#z< zT8V+HIuKo(5M2wF>~D(gzYuhP(|e7eTabf;SRycsds=c+TJoIKJfTDz6}%u+7j*1` z%w15y3nF;k-J|I|9ja$3$lS)bWlhZ=6Z+WryI`f z&KA!-Y=V+Pej5KU+scdWcK)&P%8Aq>Aht{^VXfqsEl~2vcwJCka{ov!P9Y+JY-7EY zzO2h2wdcF5R-)Ndg=3Lx&(Fz5iw#8h#}DCf%7}iR%dH1v%mT z!w18iAK`dEki|}la_?+m3q3Ya=u)k2hfwY&G9X?Ff`osu@n#?Yqdx|5nA2Bb#JIp^ zk;sdVc575YibcxD{c{R1@Wk(JJ+CcYis|RHRWaZD zl^n$6MbjU;Be;Z0QXica@ait#+BIqnDT$*i2logjNtd`97Z`GTR+6#}2%~y=-_wl} z4<}|QJw3=vvA`J?ZLz+2sd2Iz``TP8D^&Qoc_sEGEpv9dPtolq+q<>%ws9==26-v5 zRvhOG7tl9ng#wKsh#z&|-hEbj90#i}6@b6Yjl;%&w_e0zvm;3+kyamhw0qoU!e` z4=MBk2e)yrJflm}L=bAgM(a39T&*%saP@T{NS9-uSIFf;zm~(8iJGAP6da6e^XlpHn?=i|3EL zab@34sMoiYYU9g%#Zqfo^1c~;??nZ)yK89QP5AM!-^ly+?aP9m;CR;e)9esGMS^qG zEZ_z>-GrY|^uNwCiaXpVvDb5R)J}1Wi$joo^*MZkdr8*-Iqrf? z@a4%f4QYgJ5H3$X@9mEkLQo(4OY{=EeDSxUMwcC}V|CC{QKy3h1T+8+yC`afJIC{L zuGvxvvzk1paP=LvikTtT65V}XErnoi7oGUd$9jYev*Rbfm|lKhej9#9<*`L+!3;Of z|JdUDw^zvV!GGqY#5`{k$dX_Ep@YSfL!PwXplOz)CJLD@v|?CnMw&vdG@sx$&UeMH zK(?IL(t^WhfC~9?&`ElXk2)e`%xM582j^>BrI7Q3igM+U^U5J>ZaJhu!7J4e$a^E% z#RdWyWWM6Al5c~Qa_5jc4WVc{b)|qk584->=(Rlxc>j)+7Hi7m;Z68+de3g=5OCjP6OA47x6k)r}^RkI6RU zQZ4Q#nT**U@_2SqTkHykflfZ9 zwBhy6f%zw$a-s<56IwlT>Xg*ND9s{%Oj+@5znmhkxn6>wjot&xj~OqDYQuAnA9@K~ zOx(2fWgqB_dF7_v=lh&L^b$5B#ECwVy%M;J24$nTawA2ZkmC|A+yLz&t~g=ma&Lqy z7BN5c5}YI;PWp&g2mGW7p)A7*XE^N!f|6RT^C0j0zuAfidXAlE%++CZsq1^cBn?( z>$!RDwc>v8x~ybYy~K`}!9L#*JEa94EI@9qZ*PHA==4-%IE0bgS%X4Jyy#ZAf1Nxs z5E`8=iRug~|1j!|(joc5Xli}sdI`=o81yZrL@K7m#Opj?1J+37TzEuRV%}Fq1Eu{d z13XSsrk7ZV${cu`?h_aos9fdEqWrb0iS$+e*y=*u{6sHdKfW1_?QTWtto`GxYs}JG z^b+>T(CeOd!UJcQ--;*U@+CNt@XKd%5^!*EH`0aqMCrkNx(VArHul%W9pXflTgFtz ze^@y#vVU4=&bJ}AII#>>N|L@Va^@fJyOd&0dwp)yKE=u2d9yfx+#&89YGHRDwygVh zgE!@dvk<&kJ>_xer&<6MWQ-J-AuT~jz*dzGaECYIszN}EdLwArQunFC z;Xkzm;wS;4&Gt%grMuC%O)i0F$e%u$T;d_sf}xd=Mkbf&|5hTG`0s<3U$S^Y)$=Xh zPVsJwlTny#hb05ufMV6fB*djw$`MszPL@Y7Z7SqZk5lf79&7>-dHC5A^O2iU< zK{l)AR4gI2;JlD5s?gshY^;Bq*1u6KF&590$~zTH^ksWd^H&|i&u$}jDor~TQA><{ z&hI8E)uRs$)}%K}#1eg5muMx1rcksJ(o~9AA~dBUmIzI)s3k&EENY3+REt_7H07d} z2u;1HB}Py{)eN>`u143@=(`%77nAp5a9<7nOX5I9JgA5Z74e}WPE^E;invh_KPuu# zNj#~DD;4pjBF+@Nn~Jtmuzr40hCZ2KV&EI8U?Q-Uesi4?!9*lV%}G`TL+dxcE7eN` zc32cljNGy)m>7v^6|3zxCoU082&1mx;}vYaf(uwM3Fkb-g2h;IAPWZNPx|F2ayOfD zH-lgz5I=vjMqB339XO|R#%jTLosne&)3zzo_BT)WGiUj>$PxZ1M|eUouGz_RZgatm zu6Wf2E4$!y7mV5T!k5MczJ?^6(S>Lj z5!H8}O*rA~gixxZ+{t%K-0U)N#^1#-{pD&z&(ULZ8IFJMcr)>#Xkp@p0(!5}e^WAl zzCx)nDxCi_1n+Ub0f{LWU!H}0-vuHO2`P~FEAB!i;S33GV-4olL-Z1;{J3{|_md)# zbZ5_fT<@Bm7=}0YD!847Sw*>oEpFSX1$>eWKrrpu4pvcXnm%wO*`)h+UQIqX$0~TC zKjacfpf_W}dZdYu`(c+qyP|?vg6%SA8*8@BiGK$Nk{#5MW@{7&U%m<>K7?F<6NX2g zKVDUu6bjsfMlGNDK4_VNKz8vj-FcD1RrNc&w=*qq7$6=lKgt!Qly=>ecIM^PPF1+| zqG@r)y|2ia-p6QZM|Ar>_@I))5Jk*}*R{Ik(O6Zo=;VpH(1PV!iHFVZer+C5q@KN3 zThfM}q-9zOe0>U&U%i~v(hQW`sp+RoDsf`hUoJ07wGv!J%hiPbx`q~@J(Qy!T!!no ziZ&1n10|KVDwd!cf&;9Z5V5bkh+>HcZ=0}>uM3Tx5B`g|F4qf}O522w#Y$uSp_RZV zAP)Vtl^03RhJFzt17YV!&xgtjU*u~>Ygx~T>J9bR@d7@v=iCw0na!RTtByS@BbYn- zdC#vs?``PDeK}aFJu@C07gl;-nDpEyfq8D!eDa>1ON^iM_`drtrROIUj`V$)o;Se^ zIPRx;k6WZf%wfSlhug6*apjoB{cvRe{KPz{inX~+4w>LoQa^gXfRR8h>|>V4u+I#! zL2hKBalLCN0^q|N#IlGnF9(dc$n@e~xhDsluK!2cmnGS<<2e3n6~2NrpNBow{=XX_ zJzhuz!+FiRt-Gr-&pmN`kSG!aK(>TT&!53nIQuyf(pdtEc5%R&xx!^&8RG3?;#tm? z%fUAK92jHa%)vVIx!hj3La{!MC*D}7{vnjWG0$CT^C%T+WSaoXWLuBd97do@B)S_d zuY6>QLY=1#z{VN5YfJ2#;@jXGRFpixr7eb$+2v zMT$4;nHof*Nb^QFPC{Y(Hvb`%U}i#lnBxzj1c%Zi&%7MwSEPKkCd=`fohi`H1_zeX z;wxWpdV)>&%zkJN^W)^fVYN7=DCrW=>+B#2=?|#{LL{*=hcJ>Z1>OWQ2P8~S+T?gB zw?7`6ahdf<*tNen{5+lB%_zvI{TM$d>(Su6H^Ynf=cUKP8L$W0LYY(o{}FeL3w+)l zjrN$>phRGE(~6`=gfe_h<3`34ONKq~QIZ8maKh&uX^(R!rwRF{ zJ40!Yl%WI93Qobg}jSzS$DvY$5(cmn!gS6@5K0_Ia5Jp@51|B7|BJoT>yNn-cxOB!ms}`u zvO2ifc=m0tLJ2ZF5rgf_%7hXuR`KgzRH;znAyJ2G$4EkvjkB_;%L%zh%H%Q7>)G9s zNohdrJJRaL&0K{<^w6M?4^sSEouR~&cXjv6j=f|D>wcPh;c9TUGM{XyHQgtT+|=`? z+K<~ei)(9bMA8-APfj+3{jLVe)@zQ-UMOGMl<>XSK;WcV%Mny8fddY?9P84SG0iM} zy0P=jT32{#d~uh z;-N9#ORfLK_RBhZuiTP9h^O|DPE&2eAZ+LA2JzNh03S z&b7pCJeRwij$}$Fa^gy8LhpaPr(!w*72y*r!CjFCBByMU}NX>W1ub^=*p-G7Ect8+nvC-Zv#qJaC6HDj z^SiArqQr9I@AmGEcP_MaX2^JlW|3a8G9LPQvDF6`}+}Cj?Qy18$VnTNN){Pnj9^}hzi1(4GB?f`R z|L1H8vUE3AzNC_?SYrGs5li$JTHa;xh^hx%yq@Ca7E7a8SjDm|7WLmdqE*|e*o^IC zC;vkjD1t~4g2HHt7{ETmU!pV{g6Bu%Ey8v(TOtPi&m*HeaK28fL>4$6b$_3e#Ua}= zwZw2le;@EIswHB2P$U<9X3``x`Alm*lcIEB*MAvRnT|CTOAN_ekqP!`WYaYAGYK72 z*rqA$M*{qvJ-19PF{a+1iF;GI#E|w^MZ;&o@m;HY6gsUclZqm%eNF0U|cJ(ys5wfTY)7`1s2%~EORQb&{klnQ-Q^{0?VBWEVva|@>F2at-!LU z0t;^imOd3&d@Hd0spti??^eQ8bRt^O$(V{xNGm!i(|04L6@8qk=mWK)k2Dp1s8;l` zrlJqliay%(-G*yL7jG)MfUW2vPDK~86sKR%!5`i7p8*w&=V9rbh^QINdox~({677`N+kk4_=8(q6O+Gb%>^m? zgHoMJB?2KkN+m`%cTWXxN(KMsk^fCX{}&4T-vsz68!a)?=Ve+!PrjE?2SVNd=KaUf z61`}kmK+pSV(`1D}n|LkrHAv%iiY5ZZ%!=MJk17W!AgW&|l95(Kr%0u{WPM;2~ z&+B9X$>}Of`m~9xB3|EnHU@-Q?Q_$DWXaw%4+s1Z(~W$c+-wb;KCU$mFfnxWup@NK zg%X^5ivs=?fXD)8^@osq`o;}P3B;p^QX;%F(*Wc^8^5#3-s1EU+?(6j>CU_m_2?Jy zxXvio{l{BvPZDzUR*;VW^`SvUYt?CjJK`br9?hozP5 zT|BRVus?g+#mlq-vF}6~Il1uSZ#E~ke6qx4s;_f?mTV#u))~*^bnI841qgJBKtIu;969qzed_K$e&b%1YjFq$7IgD^M#+N23bZQ|KetQlR zQ=FT^c3P&mUNk01jAV4Yur8OTS0{ESVdy>0&9DgU?Y-$!%0b7z5ZbYhZ zExynssl=z$M9-(HC6KSuXv|!2Ea-%EmUB_D1-8X;F-?Z~E^lTdo`*-Z1ZRj_y||@` zI0^v7(#snoLl#f+(?NvgxmG`Or3Ba+HrB_jgS3Fa|2R3w>h_@)vHVzx&7H3eKrCK} z{T>$$&79XfswEhS+2&ZhF{o7&-V;UoufN1lbTt-TH!Yips6TnpcCu?}CK^+eOEl{! zP#=%=;@&S>G}5#P|MyDd5{*SC?FR7^e&{DfE1N#6NkgY7muM`CadNMO4ZKC7MKiI9 znc7gdNa&01#-f|Uat{K8cV4ugcvu7vceO}pEcy?eV#ws)qFF(MjVl(<{r$WL9U4Ig zM23rbNs3t@OmLPe;_$7bB^p1cgsddQ^_a={v7BDtJ7VzUz} zeF*4HQ7+L4_+Wz|P$POD8DPZ18t2!|B{W63gta}`Af%($lcQC1$5`3X@;~2!UDovA zHo>ue``S^gjDP@$n!3uk6d zQ7~Z?Wy6ZL`L%8dNF@#{M%w!a4;qk8>zdHgXlC-V=Sb;s5cl6-Tc!bNHHP&z6B1!Z zJOgUk=f|q&tXl`7d!X04F4sffA>7g*K=EOAZtHTZHIH>&Y-AxDbS}scpc-2cd*Mg0 z(Bs@jP-jicQMu0OSDbvKZw&21{rf%6ZUlK+``I8#zq|<3TVOz_d#|oX`K@O|CW!5X zDQObWbBlI|r`K>}lfmfy_hxyadu$|43W~y!yKT#v8RzEP4cHs4x9hdK0?T;b0?`-b+vmN?t)@~x*g8SM(miC-A1L@qT zQzcB9!eOwaZM{+sX%9Z^50b*7v+JABwzuprG9 zwnw?mcDnQ)9+rmostI#&A^1T&O>eJ`-C0&4JB|8&%=G%^u64^!ngi2q&6~TSIn1?# z$BoT(`sMY_Wz!XLhV@Nv5C8jPa~k`M_7@jzF5FA7>ur0pjfOi&%{F&Al-4*o6WAKN zIuV*E3aQwBn5oi~cIG(@m7_WRKpYzTJ~;x*c{b0kNk{=F7aiS<{I>(40F~*=sh(Ip zcZ-As`+Q$~Jo@6lEp!GHbNK5BxRwY;14$Z8E;i%&rAr8%f|=U$-`B;z5@jr2GOq;&*P7w5;raCXyfYN5B{A>rNL~vN4UF6r5gJgm8ZElGC0nC|=A*n|jP*FJ5F{ZT6RyakcVDSbVvt zQUY1*hTU*nsZs(F4NqhBQI$#*vpfx9!8#8?DPhc3k`>AFn1rNePTp8vH~>tIrAmp7 z*HkKjKW#A$wGyNRB9Qr! ztu)SkwYtGAHkAX4cZXwqwzsWXiJcCGWS^#UCGe_R4c*45LN$W zg}D-yxl-_u+^kn=&Nvevra49sizI1+PZzJ`uoPinSijEfD;e>d&%6ly?1e`rgND2L z4(#riH~X*`a24 z9w_l18F*UH??W93_4aK$O8K{V!VPr%*MF>l9*f+swnaV_4*#ho@MQ4c-n-3~*b%|-IyaL`;232;8-XB| zOVF?FW`?|`a*6)861l{9rGMXMd`3;4k;)~;Cp^j}{T-7pMV%QU^ml$?b94-;}W6(>)-5iEX#8?o9OTQ3%m_d8$v9skWTRy+D+4BeGvPXo7RkhK4xS8{7!&yK zW+Ns-i5x~uj3st9Vj`62GGd~u@O8pO1PFA(L=Q0h13(cbO!NRp366+j;ul!S zCrkujMkEtGu#;J6jJQx#O!TOd_;&~>rHY9j)KdQt0mVcy(SvGYUm}>CC?f7SLn|TkZ3>MDQA_lV4E2qQjSy8! zbbXY>wJLOBf>>f~;$)^-p$Q~niN1-HnRbmmDA7vvEv(ElEVRHxE77;m)UqtL;8ZNp zx9~E{w9o<+u|(fORLeGLL5f(S>tJS%aiIY!T8X}aniLi<_75?%LNy#l5AEozCrd7fAmhTglVCHmHV=9Dk@;kf#E+Og9PiG*Wh+3j2u4F!;f%qb7iJmx< z`IH9Yji@Dh;!fg{8hAfnq@g%mVq_fEe5HczRB)w&T%sphC7!l{rS-+}N~TNn3^9>Q zM1I*YT_TXvYGzx(iz`@l(ZIOpYe|^>V%r9;Zd0!ApG4p3nV7rtQ9S3LZJ#b0OuKJ^2CYY(QVTxhCX_-9cB zKfMoHCSga|>-hRKkxVd}tgM#wvMB`F_}Y;wul_{FTecU^s{PgN$OGfNFB_L^iaB}Q z7f0psFw#*Vd|5~_SQOtbEt6Nxl6Pa-xavY7kVwM`tkWeIP23zVy5dsuMT#Fj*f&`6 z=@QhtZ~M)ANn+kCOF;?tB^VIqTvw1k~tJdlRkMY#s8RX`rVnTCN4x- zzRp*E7UTG7gO%_Kp6n371G_0z- zHdv?c=Q~<#$W)lfAQM0Ww?6(dgJxpKyJoHV^S32SdTbrx`PxH~6pOH{<)&wvps_tM zZ&o>G6DCeXaD+s+xzgki|C0ki&7P}iYRTEU2S=Y>F)t4EDMrs{Jz{`>lV#~cLi*m^69D}sROXw7dB0O{*Y7= z)`2neAp3T#L3oWbfs9ou7&Z-p#6-CE-L^?J z69^9LAh-qRC|iq2V2?&vWJdVHS@q+xAg~GJ0FS;$2TYh^;yPIcatyeA z9#NYEE0$QkKYLY7AhNRNe=WNdG{RpqCqMVOkBW)=e>1UO;-?OY31)>DMl|_nqG^;& zoZL}JNPTH3Vz%3uZJhI$AZ{j^z>P54yfexpV#j!bT$zK^cR~EDEppRt0N-;=Oc6u6 z4xQ|uuL3w)TVyxA`0`F~QNWUh1`Ch2MF3BCnnJ`{@3#S-0HznK3?_`10It?oA$WYU zpP8E5@OFtg@t79C*EAE{h8)WJ4v`SR_?n5RuD-KXGJ)I2^$_5;&jVb&a3^9dviO`L z+-+?cbLikL+Q)*HAGF@VrRXSUYszpBV6Sc7y%eneVXcjQd@9m!iV0?MWaqfCkah}~ zZ8D5(sbm660gDXj!t6hfgcoiNdS$~_J^99te*v`2~DpG2h9_lC+Q*qr4lJO3e@psgmd-q$)wWfMs5Sy?#q zKwGp-+@JL)@~CWreHdndd+Mo&yFog#GjzM^Lu3<|4X}LN)gJ zjk9u!`s}U!&>mmRxP((nwY%^2 z=u9=Sa?UCe05{xHQUZq@>!8WynyV)8#_`|2V>m@M!HgRZ66KkjUMVGoJ%Z)Ik)@Ot`<%Qr zWKip?`VdCU^KgmYj^n6o0=XHs`0Gz3vWbKCnhzaFr%X1%GT-c!jbjvK6Ub%AI^?Uc zzb!PPjkp@#lFz3Q*~CF!Bl99Y_()*7=|hE3v}YqG9>yx%BDUj`$|hLpokWGEjCF-% z-o`DP_+B|%C%4tYa$rgbUpIFtLXN$zz!oD0v=Xgbox`eJvxS`1?QqZHfvM&cS3E9u ztPQ_ao*PkP8c*5@HL&EI;=1z|>Ag2)96J{BdYMehCg%k8*Cglse z)|iJqIq+qqV+$fa*x{hU36>)``|RjaULtd@huuoPP1Q{>cC0K7&5T(%k>)={H>)#c zRMNYeHd}t%!pA&#;yXQI;Bwksor_`On;mIN1VygHL*GY=tMB$nzqp@tOk@-6uQ8Le z^Fj%%EcfW+yzrSQ{q>^fJ@dw#JbN+kye=PAtJK?*d>)*RM{0CVjw!ydSqY*p=_lFX zY#-*biId)1*X$f{b!g{_kHv6Xd8V?711|<&e&$>@fxTk?;LK$c+hY!VK6+ba6R2QG zt)H!UP}u}=-plIvNlD(!%@5Wc2a)Bdn!x@bGKhmwRTEC0CE98*I9`aVCTxZ@O@EDk zF5LDDe;UtxSJi}XeC|Ht5jn4Z=TVGsZdWFv33@KB>@~C78z}wfo0c3L>^+HSg7J>7 zO}J3wP>7lUf7XzFtEN<=+l%`_AJPbHd(@j^fEGH52kBPt)TXeNGNPyKF1PV>7kTD`137iIfi($$8D zBBX9N{liui#l-JMZgm(C#Y7)OS`~ssF);=(QA~{CPZSeF@cf9psbXRb+eOeXj*O23 zXG#`SVBeoeC!U)crf}Z(l`2S#T7^N>S<*g;G&w zMa9H#jn>Knuc!}OQD0_~iM~EvZXkLW|R%l{@MpkHMiH25aYK6vD zXl{iDS7>sDMi*#yg@%`CdWFVUXnxfVD4GdXFQV#Y6upqDmr}K2s!mSP2rAl0RTrx2 zViirWqK8)X;L09e)dQ@0h*b}=>S0zr(5i=8^kAzVZrKAaTF6xgy6Rw89q_7yUNqo~ z{(aT|FZlxn{h(qmRP2X>JW+8k3hG9|{HT~CCG(_Wu2jsIiaAp;Zz|?a#r*l=4SjQt zz6eX{jESD^l!zvJvXsu4=$TeEO)Jir_$7Hw|3DFoqKW_bWinzyxM`onwq(RaPm4=5 z6FsS}eN*xZLSJH`{7VO%Dl(ziH%BVsH;-{3K{h2peo-is856$*%vRAizqz07i#R&f ztkZAGYC(AYn=RWas%=5kZC^Cs=^seK-wfk|p8PktxmDEYWXeQOtWKs(^t5c5GBJ|6 z+czaV88gun%G);`J()AnliAxh6@L0A(zkCKenH}IUlM?+5)d?1O$7NtAzlc>B7*W^ z&_(PV{YAKM-sHRS)22U6p(n4@6@PNs>X8>O(O@nX~5v#>EV%Gv>3v5U)TFg z;sfWB^`5V8LKj(f%b3U2P7gzCEDxT!_)Bw| zma@jes=j?+OG=B_glDo^4^C9XE9cN>w#r=bdHYzu4$-GjU}qBX?D34O%lbJ;fM3u4*Y$YQNtj@fdN7Y&Yr@r`4{*<3nQ zZO+1J#kRbNh%QoiSz(3~aVMtlE+esUo7t#X{8bHWc;s0m;<%HvzQ=ce6?1 zX-x&&MCWRzubJBaAk=m)mxBuG7O*cID7<+*O$z6ghzy&)tJK|2D&+2`<~?;gcsQF8 zJO6kmZ>n1Y{yeS-ar4RD7T9ci*!5flcCfAlie{W@CnITU_JBRl!H(Ohb0!QG;Yi+@ zotYyun?Uw~olmv4;|^+8@euocHi2v!A)AZFPIy0VOQl8`MBcIYR+UWH5DDV?CynD4 z0h|nwqFE)uOCM)E09FQQ*+0g5Idhkgo9bFDwnyPIbBaRcvCw7a#iPWe1lLXr6K~m% zaGk+gfa3D^&ZKDgyC2*n5-o7^!n|S1#N+zr?!XbHxl$Yae16*lv=5`w{ zd|s(Xj3>MtasR@NJzU!OIqFFShkbqTPdsW+17I0E30iAtE~gF>*SBO{EOJPIcnC!w zFB;r~#pYDSLfP6XK5bbndd$BCzw7gO2e8_(Y_>azsCwjz4nd4e7i|gOM!^7;+w5;F zLp-1ttW|>|x)DBUQ>4_ zjxMDa-f{cO8Tu5~hoJcbD{p5%i#HS&Do53?K3!+%lDJP6pDWHRUmI#oMZO8=kU!d` zu`Uj&D#pL?N#CP07II#Me57bhv!~c4GNUa*xf}-Xiz_;F8PsiY*PF{jm&&?ONdNG2 z^X+>}jln2lN9c8x;n*d!E*iG!GXJ12R+g@HfLA6C=j}uAB z{Q8#lO+srTvH^sB`S!lmmJLPrVoVC3^w2jct%-><#;9YnPMWYLCK+uT&9l5m+c!zA ziHg9AVqr-X6SmgaN=Bu%`qSxKwAR7h2}>S7kwHE2a3AzFbBoroLu?&nM08vq^91`` zJoz3%M&x_g$I_st^Aj@^vm1%!%k}+v# zRp7;b!iYGmIG;T;PfRHJMrU)Pw9kc+u`-Fr1s|%IFblThHh#-{f653!8N1^PtM^8u z2`5T9Lgg1n<=W@MNWpu?u4Ub7pNk17(%y%(INx=V5yRA$t?PTW15+(XcT~z)Eap_A zY@Ew1tvKg*QYsHQlI*L}aIdL#>dpN-Tjpp?AE6N)9BfZ67Wqr!+Ilg)Cr*>`m*|bj zNVdtG3FFcdk>=lia^e)KmW9^aP6+F1SN3gkWw~VCB3DRT%tL9yXA5#J2X=Yf6S zbWRGBCXD}zg@8KT31LDu+n9ZAW}=o@`yNQ-kY>90MR{(tp+)I88+faN3A|RE8S7;n z5arlCoCA%e;7-m#FtOn5z>Y=uvJj*EJ`_1K$0pm+p@InK_ZG66w;y?fnQH)4qKX7dE@kDI;^@ zs(A)qcIGG*ln@P;+5U)T!oH2$AZ5v+M$t^%^s&TsJ3m$^tO&6Pxz49j{wu*XBwNk| zQ}!%YH~t5XAtToc_m)_;*#@osnX03;6hk^~1w)${gOYrfB21Sh!ZUGyW%vmD@*!sk{71ukm|!uV-ailjngi&(?ZWXZxLK zH&*(UOC}IPa3JFkn4^Di)n5$Z#*O$Ws7NqpXOf1yms7B!qd)f_CwxEN>sE3*HW0B^ z8}y!NCT@hhlbgmS83?bQ?JB0R<{z)D{Nv^k!#>@Var$>Ql<1+COi^G=LrO*au~X#) zq}MWN6K|L@%>>Dc#P%PXL-D0^_|Z%dm_KPkzEd=D63EB3oD@xLo2748HfVy8`yqzG zaw-)~^uLveCVsE9y367TRnND0JH@*#Rz|U|id9*x>F*s;?5Aos7JIpf1VtPvqEHdT ziU{}}KSee18+=pM#2C3h<9?!==ueI6$cdtf-{a~Z&bs2H{61%kQ@T3iiwvR2FN*A> z$Zd+usK~3nv$7(mt1`kOpA_B1n2mm=vY&Zy`%I$C47{mqV#wc%?7ylVKI@K;nkAhy z(G@&JwIqWk`dX_l)V`~{sz|Jh%&JJOirlJ5u8QocNUw_g0wkzFh7zQxK#nhftD})ygS4K~*EE zYD86ytf~=KG}5X@T-C>`+JIFXv1&tBZOp0-TD4J&Hf+_#E!)6F7rAOeS554y310Nj ziw^u}`+jKtH*NlZlLvxiq9x>mPx3<0Otggj@JXHsqKTG}FFwf|K{e5o{P9g5395;f zkWW6zD?v5U67tI@c_yePT0*}0B<}>(L`%p&AJm~w-ckD`Elm~UDY2Lhe5p^aRnOCE z%G3H{c_pHWUyfL-7-rw}w8Rehm)kZ~%(%pgIPmJeNqIe^uPLMNiw~HHCVtt3t>Pjk zqKTf#m{>>mJjjAYnb=nUaxkZVU~qoZKMU^Y-^|l=(nQZ&O=J^2>s3w0d&+Fhw~dn~ ze%ZRyKX84cY~q(GtfM9Z$@rU|+;f{-;5L`c=!#ceu(G3OqUUrcnu)*&|E81oT=W*W z=pvaACi~w!_?Af~Miza=!7mv61^>TL4;0#iLb>qIq6iMD*eUm0?^n7LzZ*Usf0&c& zZbR~yROrD&mD91_2O960+22VG`jLoCF7uUP65s(PJZ~JZc)uplmY3CNM1mTd1NmIA zC$E|)AJRFO_Ul675~TWl-CDNH_@7n|F+F6FatSZYA@NGguuE6?!|}nJLu$G`cuiR3 zJ~T)45+`yYn&tT50oj>5>s(Y*SGuiP8O+=Dj%o-&ftBXXsjR!74kDL$=sAPG?bBr> z9(&eB@~a$ zl_Pg7qe{+O)T%RENw1DrPwNM-jWB~XG4-s!u}_bgV=t#nF~KVOJ~kgVs(HrAz6tNs z6Qr1>9F{;nJ}Xpn9D3=@Oop#CLqe9w0le3l4f4V>dUo#oZOx`ka24a7VBx)b*_hgy zXBjr`mP;ns`Xd1D$yuLO67t6*Td8P$v&xW?(pQPo9Q}nzK6?=E-S7wPg-AAxP>7}T zyn|9Cm&Ur{Xj>b_l_(}w`cQGi=b~9WqBK)oLeYL@qhx|c8z=YX{pRVhfOweW(@M^- zELI=%zhO+Cw^TF1@L>qmniW0>2nh4+4(6H(gffIqLJE1=#r_I|md_?t&4gL+tv?FYGBkxn|;`Wg)w+e@s}U$eE*SeK@IVCJ>}< z#K`&lLo>0_c#SQDE!Rve1_Rh(u4Vr+TLni4oZ}D8#A5)uLC)PENQJ!#1I^dHlo8F1{x%+g}XmmkeE}Z-4sXiHo_|O}N zt$$yB>a)SOiO}$@>eFF}6N4HX&^}r>`h2kA!xqxMoC)BCpgObFb8_nQl+I?wHpTPd zROK9RGtR~FPB&GP6NC>AYhN96Qn+uW#FrgS6Rbp&6_oe%A6ou1ff2Y7$L!2@`8(QH zOkVJs@i^!0_yg`_%%T$i@!t<7GYsYYle>b~d&G@aWk8Q;#0|{Gv_3{Eib#Jbn)I@Y`Q3T)=J|_$1)mJ{MX1g|Ke$ zWM=nfNT7Dk+9Ozh_*m!B-Uw9~PRxV*$f524^fSXcyeH)|t;Jo5_C*^{(mzxa{8M;4 ztE-)&yVJ#jf8i9-Ma-e>;}b82VazA%MsF$0qZS(adEnJH3r^J^Fi?9mC!^rHzEMwm zJa{M%I~j{NNu)<)jmGn*1*bhG+U?Ce#L^xW2Y&KB(64h!dt4`dMu@|xv6%J9=$mzV z`joZUIM5f{VDlE0cIbBOKw^>ZT%{d8yh!px-Ug+12#Eq?+q`y#vBPL*EFKNnVpH0o zJUD!l3V-jfh7KpT5%Mkqp6eeCQYJ#@!DMSn8mw$3-!>2OlqnO|pFP=!W~!=FCafby z%RJ7Vg@4ho` z+t}l=P`28wVNKA3l~yc^PxI zKWs3ugl2MMd|^aB2r7%2spIV7TwOTH6k`~0w??I-pjtcafJ$9JFPcAf?L=D&- zaaDv6kSuQFQjH@taF@*b1-T;KRa3v%-4d?Xs#aN3Co2=Y2DiZ#%>-xNaw@aQ{sUu+ zgf1kExQ)xIZ=ri3ypsljxR+`swwunNNDlHT6ZGvwSnz4nDw@Cn@i3@uxj8V$4|CnD z8AXmmwy}nhX4!O%z^^07d9o$r%KYeRyr4qBer899XozzAcX=4LcU$&#*P$Jp7zM0k(t^1i1bx_jGagW zFFP&<@~eFtfnX!yd&#Cu@Y~G)k3CaN(0Al?R<1HpF!msB88Y$miJ1b;KG;%u(gugJVPjlnVOi5U z5nI=r$;#0_`C@m{tf!3Ojl&ip>hK#=Q~iU-=d;-e3gMQsTS*X9i0MCG=2(;t4-Kq# zx8vtBL4>!wFa~sq77_*A78j(}wrQdb1+CUOZbI(+%0xir`4r^4Ysxde(FVtRPuHjEuhXCs4qwoI4C zY+E*C!fewCu#$kKa*6O;Q7$1@`uAP#+9nCQ~LR_BnP8EE^?U(4*bOP$-8I{!o7{hhTJIln3;#){#i z+W0P1nhGVxDyOKCiVEwyJo~8aT3H(E0K>7g%myI#rD--mu`g|P0OL>@XY(8T!aAG( z*wy7aK5{JUv+0vPETGdXM_3`7e%Zqk+4Rf+Yy3bWEkYvy0H+jaOa1S+PkCqsWkSbG zjFgL3P&Tsp5Nz*U<5f$20#C3>Dzt4UU046XLf?<&|~?TcGBmBh4))%Hz^`9Wy zGGJn40w!9Co=2DrnCMxEiB_WLFeX}wo&j0#Cljs2FZ*)(2kz!K@v~r!{>?c}wGusJ zHPK4+d{@;<^kmtZX*+5qdYyDR&4` ziOcGT$8B!pyW!LLyZg?Wsw@+lUNuAEMRltW=+%3sbdegtR4Ks-JyZ6wrw<#Y2l9|> zRapy_5?C`c6@z)cFD9EJf@liF8LEknQW?2)N1d{BP ze`S7_Y_J4!biSpFnppdG6d`fU&c*sL-;;>-3&%HZPr9S2^m%NYR2mO94%eeY!jVK1 z!*CF8*E^qf^RRhyKl!8_%TozgU17xa*KbDay?g6B7eDgE**J}!2y-H z3j@lN423oqh-H@tGRbeaM)9W|1kmh=Ozn*9F zv`zA8JOLD%i_Z?!ES%lS{d_HXh7_K&BM^D;{^$~r=Kp-{>wLPuK&&2^B_Jx}>h3L7 zX|p@Vj@tgDl?xI|!nV7UxntRLv1DIq>XjEwoJEN@dwbETMHe5-vr!eA7j1_8%@!!q zqHpC(V{|;TqH(AE{iecy+q0sRu^XWn$(_S(TC`#*v*dr~GcS4(9TwY`e+*^B5qy~Y z#2-bs17ft+$&2=li-gnQ^O~Q{F1(7jWDk(R!YYS9u&!4QIpE3Ph7SD!SzH`yh5v5J z5f6?az6^HH5tH43)7z573~||5ZE$U031Gt`hQne{8zGqCJ?tAk>=`^cUPQcqSsuqr z6mH_AQKTc=3pWW|wbO0xIqxS&yYQgs_~!Q>u`)dRjbMklu%%EN?i&~T*ykBkcX9~z zbGha{f%5WVz9(Fb9e)O*|RkQkZ!PE=oaeT=n5;R|b-AoR5w4^D?Wa3}mPG>HJy_C`6B2!%AJ;7b8LV7jjXsdR_s9 zbO>%fIX;Xl?=T#Og6*5rg|$P0V-qLx?2JThaB!~rJN{UkBRKSl=)Ah3IJukT3_Jv~ zfYijw8bR#O^S@ejri68Vu-g&(&)XkeoIH+Qx08!Ra>EomOJ>r=ER(VQo!lNKpL4h; zF+?m&6-Zd;3iopI-Jj{?^^N19iNLlDEhvrt)!c? z6|u>^u{QKoZ6$6bDqPRoFz?&4)^?@w12KhN1rn|VV(Ii_dpI=90w&`D|puVMT9d8!k%!yuOK`{=*VT7m2^KXhBb&CP)8(p*Wz7pR; z8r%|p_C#Xn=iAqL?%~0|B>zz!f%FHZ#`?+^lt+MrJZjH{`B$wbk94oLlu98nACD+3JJV( zrWlKza;lKv^WsV4(=LQ9MZDx>;GP22%9&U*`^0ZAPKjDLfC$b%rl%2s1kO5I?zr}P zpolpi79j@N)j8)wB^b_bp4UQ8b3W|DUA;JQE|S}Lz~CMcA2(sfIhC3whbKqKPZ_U{ z_A@xUb*O|BUUw|o6YJzo1rpf5*g;ofo%~81XpOp9MwSR9E^hg4@myU65@adiD3~o3 zSAhiLI5{P&%#?5nCMl`3nKQCsAW@R;fin`B=9MroSFAyDQ1N~;eS~4fSdgo&!bBf| zZT#Thx_z- z6@`R@^-D}KK-Pjueaa~ij-WhCL18R9)F!`L4vS*wI4xb-4GdHtW+ z5YZ;p=*vML!BY$`9y`LPSp2t|-Og^TX>$@DWXtNNsKY93V@%%^E>dWMxu|}GDj%Jd=W{ECq{qXG(B&kNMby!K2Exp zsU*g8^81u6&ghQ=K4u3^vjb5{45`IOUeYp=#F*6-IZ=^OedJ>?nQJkbQ;o!!34Y{} zEfYzMS?FgD+f*bmX29R+bDw)R&AmS}_ph|Seb)?Sy;0OEMWs{JNkx@4iX{3Ht(Em% zQ66Uc`@X!)^!t5zn(6=h@;0*%=*#2GexNU}GxvhNJkQ(@`tm+=Pw3%+%zdGU7bkP5ra*NnQ0N;|svxNn(kc+K0#7T@xC+dxz`zPjEWpSL%&f4`3QDb@ z*b2(6px_EhuAt}w%C4aB5=yV2_zKFeS^&n2Ral*l*7~4f}R|=84$1`!i3)o-UAiGInf(%+j$ZE2t&pNOs69 zB|EM}=1AEwEiyyPo~V%-V)jIj%uur@ie!eIJ<&uBJx8L78iI~Qm&{PKC(2}oq&?9l zGc@gqI+-DAPxMhc)t)BQzBxt(L#ci7o2GwYM}1SP3SQRVtgh5Mx95ZvjI#DYN1OhE z%T_Sq3Lf2`B)nEJ_!6Jwp8uD)Ecfie#G|?A9wrXYJ##Vfhwgcg?VB|jy{QA|vVAi) zOS)&z6>S4obovLTX;er2@>E;Ra{Z#nwr_rI!Om@8+}`OQn8Dw);%`dw2c5ZnbDLwwGLXqdUb#y~ptm^9i?X z`+p-oIOl^m5amwJn_kxRX(KUQInwUdITAJ#1TpVo-tL1p;)`B6AQ;uVKe8Z?pl=fv zn-y@j0^=gPiQQu%SsP{DHBLweXb0YuB{7O>##YD4F7jN zN#bT303m(NB~Nq?U}iJ>&Wk~T(}8h#%sv7}A_`7d*0k<7AEFTjv?#jXA$emYL!6sA z!x|O9{iI>==HT@c>&d?ygD74c5+0P1ODd3HVauGt8TAstdFEZ)nn~j*TRv^>rmx{} zau5c=vp?RRMAS!6TFMde_p1ktht|#6ZWoT%O^!UuBQD&7C819yk3b|lIZ^qQLB_)t z&w~dhH%lguU|RrZ=IXO!&Yr=9B!hZE_SMc;S0^coS-~Bv zPehRX=6Xyee{Y%{5v#|xp=i$&b=pf{y3lBA^D#98fm&BQ@&GrsO%h1OjBkm}H9$!oTQgDHvYUwO^9b2cCT z%{zobYDVk7p09^kQgaepM!xW)_zyKJS1vB^{uwPOB`?Z7YI;{&ZAr;&nAlC2I4`+R zwxw8cUU|iS&=+cDU7i>GlwlKXU;h9Mu+(u{9xnnL0S5#L+#Ori?whQ5#e;Z$vX_~| z9fYk8tcL5%;gXZ*3Niv0Zz$ZtQ*AwetX2fAu~B9O`koBzxfs~7$gwuJ94j)I={Ddi z#hT1$1*>Drp(T8a2p2+_nd!RW=igj;? z?vhTB!0oW(h)nwrkoLjaKsM~!6NPy3X0edzvX>*oJ3B--O{g-2dEv}d>ios zIC7iYPniVZW?P-s4cn0eYO<`&v-`k`$#86AO9oCWM`JWWz7Kw zQMz|-?=)X+E@0WSSL}nglI8?6AdX&42W69Z!K3_M9bwkK2+jli9s`y1RjluVb?}gV zO|CS0^(^vAD#F>VtxOK}NC@E#+AkHw64?ZPAN%h5Z47QNo>joxQ?{UjU^8naVJ z+kzx*V7 zPeAW*gsv>-9nU<(x5t~d;(T|o_03b&ZeLr%tU4bSnSVI%;dgg_#am!dsLb34h4z>cSy z36FwwBh+!TABqDH!@ke{$U{C_>UL=rCkaTef7ZYQX=bL$;i$*{%GQ)ea{<$j;#=d{iEtjsg=C2xPG~5^)%`QD35)RJF8K+D?Ol}|q z9!5C!MeW|zBNf|$Lz_*79JxaeBiO+WVyAg@XXW|9anZQ2z*;g|(m`U?wpf{(FrI93 z@wNHj*MTl&-zLCGVvm75O145IHVWaDQ?-~+liPEoJgMuOO7M^eU(+iX*wZtSGQIvk*fVMu0-EVMk_ z2J2y$Ob?{K*S(vws8QMHlt8k2FCMu@R_qCd&T8Es+j7S0h;&5crKop}6Dy9-&P!d1 z>TC`Os!oF5^4GmPI6KfNo&Sl=NBG2mOeJCBN>Eo`&c_`noc3)lUjhdPUMT@|CqWD^ zfqz@sqx(ku6#NXJFKhz!WT9dr^jTR)iLdZ3TI?$t6dyc^R5ts0(A^Rxw#@?&odi4NoK;}&D~^&_cmU!NUk=r% zPGZ9?E;I?W8w;Z($hc*|@tRR|5^Vj=>~GKMBniB$lR2KX*HnDKR?p@)ohTPNVZ(na z3B2i@7IZd9f~DY&q|8+k_|q3H-g1@1&BBP5_D8Cc=zl9wNembI_f5tJ)Zzn*8j1LH zKi*BMfEnNH=ej6Y)#sWVS9H@A{jnduH&auMMBIs=`?#q_VvGVs3<;BLLIC=VUZ1hA zeMinJ>^2oij4`{2_{Dkgec1ecP_^$N^`Na=9uK{5y?IL=s~TT4b<^Na8pDt&`^>^Zw4;i>$w@8G=gUx87)Vt@2svw9hiB ztg)hw{kK4?tGlW=tc%O4IIW7?syMES>#8`fiu(c_sKA91oT$K!K_u}DjI@6NRX#zP zR)9L0N}>ma+Bc?@sU&(xsuhq{rjqC(u~tB8qLUaAxmEyrs*@N2!Bzl@nNFeyBwGP! zW;%%;5N!pZnh7O(K(-ZtZYGrI0pV5v%9&822c%m8XlFu+9uRK@pq>dOdO*GvfPN;F z=o0(>GOa}4j>znu`gVreMUCx{%xU8S7hV(|0E>vpMVfcvH~^%uLq$HsVyYA=Tt)WVP(S}u%yRnU%ndJ3t;KX9D?;>XoeO(VaGx+N|*qJ?G-vC#8!Lfm!xD)pM_sra| zZ{KI;h<*D%Ggs{C1DQ8t$39SN$C12{Swr^Zhs;^BCr@O?ls)+(Gq&u>8<{a?PyWb^ zHGA@i8gmZZlg!t%r>Gnp@GPrb=}O?&E2=8M`>f7DgACk|Dtqc}{W z=PXVCz<7#siC?}{HcTRrtv-2LJ;$pJ9Ixpg7-CT@@yjo3B{}Vr+19>!aRsX`aV-Aj zz7l$$tOZ+l0TgBh}CV#ds=IB)MPFoa91k!53 zci6#aL)Qa09*Jg)C# zoiW+s>4H=DN>?fNA*=PDRT|eg6T9_S(hzqDE_$bfhQAQmUmH;|%FWkA$aE4qrjgT2 z(U-l=HAW+Zox@Ua_NDDahxouT(*0=;u%1A9cMMqfZeV9R8OWsp2x%iOh}hGfo6V(S;QmvJI|TRQ?ph$YQ?$6dyWf2GPv&IL zo=j$)wX#lT-u*syRN~w8{gWGxX{KP9lkcU1jmQ&}fW`$8+}FoC`Vk^sf~o z?CXgA#$sOr{q*1@Z#waa6IHhVW*xOuOG}LHZw+_@%uUIO*B>3Yp=2{H{=TLc?~mgq zF>#E5>jooUN!~?GzE0(hOXq)Aj7>z$I8rX~*-Zq#wc^+8+b3KH+kZYK4-pb8FowT2!Z1A7&48NZ~Zj};8{&H_S-YZ)l`$i;LcRc)hSPa1Z z`I}j})QumwR9FE$Zs_KhJ{EReUsCrM=`Li7fJNg5-MaRVczHW?g8nE=Da7?Kb$93P zrMvJB#HzLQ?}YxXg?Sj5kZ-pPA9@nFo zQ-mrijo8a;uhYOwblVKnr`ukKaZnjG@eO8w(l6f=h6SI$EC8A|bWiolbm)cz%~ofF zpl=kc4R5dPixe7N?{Q52-oCGU$ZpF9+6K8C1EU`N%ptuG?-X<04J<*)*S?^Spt-;0 zNta{$<*1*ZozJhtE<35Lu}P_~Lk!p3FlVj)Xw<&9^F><~2GzUn%(mvMow_=q(TUDC zz2;};$$xcpzvqf>)W#r-SGRAFoSZHZF_C3W$v=2DwR-&7B4s*=nm3g z5Q?Wiul_p2jH4*FOIi^Zw!n<%f=o!6<&-%_J+9?^bEPbugo-B#uav3$-zqaa>MfjF z*sZULxLnr5aw@EX!Vl%SgU#PfjRbH9M@U*ZCSVE~)4oM@(ap1K}U;%-~eD`VbVEM@2AriJgg4&vnn5YAj%WhYUAcUp^Id>bxg4^kVS&kcJ3$|)1fgZ!~&~U6>fW# zUwo!;_Sw;I6#$s(Ovj5W4w<$)8UP*EM=0onT?LKn$ekpHwDXrstag%N8*M<+IdDb0 z5-l<)l%k?;*}?Ka>{}4Gd4dcJ*VUWq@nx<<9~7Unk&juO<-&L4coCri(p`se!;x1yyrozuCV+~>(l~MDW-0d zBaw0z$cE-8R(FAsE(5V;eEQ;B@#pQ!9bgaaY2lm2voWMjpN&7&K9$5iqkwW?=PaXX z>6<`?{Un}{jol`n@CCG5?<6iv_??H$zH z!fH&u|Dk?&sqKZWE^BzhS>+|jP*S&UqvQCdUx|}q5EZ&j8ET?zbqpg$rzV69L3r&b zQTyXAFTV~c75U>nefMV%g4rPbAqyu56JG$u+x;mKN$;o^lp4U1yQwg(&lrhiVUdCMKI#r)XtA2k8L4z}!PRsQzry)Z#Y+uY(99mL*`!B*?*h4_P5HA zvCOZQ03j)wjKojf(lC$@!@}yL0g_qK=!gbAQYynhRxO2}OBtJ&Z6yQsM4bQ$sG^P1 zgi`&N5%^Rz{a*$xPcC*2Bm)ulFiHgbQIhF8u6s%LFZV;4`8M!R)^p}hb&h7FZp~iY zmrPqO*a96uK}IPJ)YzG0tlqISKh`OdyFu?6LwX==&1GhameW@T3A5hcubDBt=7rP} z^p+TkFkh{*I5ByOHelv@mMcc`fWv-F5e={>_l}e2$*36!(HqJFWWHNQQ^doAu&Pgv zIj&>301DamZ7n>Mv!D(A+J0mQuUMwT`Slz<=<*^x*D_d?f^Y$28K%|Q;te;NvHd(NQi*d z5|dx=ICK!Bmq8(u_7I5XI7S_=RNS!23{LRy%ltO^+yJ{RQ-{jwYP4H)Lw#5ke3Q8Y z*Wd*hU*y?xHC!DxT;NGU<}dd69(0Pa%bxYM#o(zEQNe#3V{3>;0=(8n6lOPhaZm8T zHEH!abl1$9C=Lf^X8bWHBj`mlh;!VAfy>OjnpPUpI~an% zruIo1rO~jsT&Z-sR5?U?@h?OUcmGTyffky~eP#eF ztb#8Nf#EBa&@^B3eQ*!1j_EtBu6il<#CCEBWV{ual@6m}K`)!UV+IcMkL(AHZa71!7ur zU~=~1*FU}~-@({^@(#oxsNE{k5mAca%U!%4%`$y+uKg?`#?EAL*cSGBpLJ~yFU?rn@ zE`$cq*#smu`Y3aJ?_k-wYeRIzT>$f7Rg28i}A3fa|}~u5jOZ|CsT6f z+@pPUKO&=G@4%W_vF50!;H(+Xv-xo^&Pd?qG$|O^;!#p>^mZ!+R=Lygon=_k4T0-ob6lEs2+H+#d}^8sBY)BsYaQ(edY?Y22=P?8lIYeEwx#jryF z0V?xrf}Ph|Rnf@J^kL}9VI13T^wBAWT^S!)ylW>NSJ|nn1pn*B1rLn9i@gSZ z)&(c}ygWbSsrIkO3)whS2s`7!Ug7s2il)9niju303hD5;Y@_{_^>_6xm_Yn?t!ExM zd)8TU{Hcq7jUv_zpMO)?2o}LRFw>w;X2v5|Z-i4Fxt5lAHi z7E*^kzalXdb)Afm28Hi1RVo2{;?#TP%a5U0V;iTsv0A3*&ZI6#8KI3w~sr12fg6RDV_K%uQNrLgES> z{sb7YFg#{-*kEzf6#308qlGIiPBkd3_bcO}uemmEzx*t0HCYzE5kx3fM+qzCU*7JDsBZnr&HUbLy|O_(;~GaWbhTGcC>> zmUVs82n-JKk-TrBVy}d>7}l}<;dFD`W`SkxKYcQC`(~mu(;2x-eEk{^m(xEvcaB1X zWlN}kl#iK?-!dooPB0K0(|*sIUocR;xflv?)^oBqu!c!*=z#29R~R6qSxLmwWqf31 z`S^J`>XNgGz!STN(4oM?0knSX^jSx;OV)npoXG1+OpUr_40Kihm*CT?gDX>Ex^>zM zi%et3?zdi@TtbIxO{i5>36`P20BBDS$4e=NgZE{vzs#x2;x>E&Gj-I~my{H+z8BR} zlP%nY^i{+a`&=?bN4z1)Q*bQEF9N@BbA9v8vX@ElME>-?V$ z1CwKer^Gyfd0p|!J*r8$veHB!x8gtYd(Pv!GSJFoHO}90pB$@Ej)QG5VTx95uyzU| zJz^5_T#D%%HN3_Ssa1LqQj94n2VRXo3D$~{@#MH0O70!-t_Y$ZU57Z9gYa*H$vbFW zlE@qAt_#R3o+n2lqpL^Zdy+=t63K-zrA88jc@JwRF@k zu;*1?%9}>NpLGl}(1Y9mR3gol|6w}bDetTvy(#Zx*$hN7D4hl(tv*6Y2nwfY1hIpR z3gCaTbH@;4%fJ8xN|L?2+#=LU(hfgYjms3lgV`YtOr=x`)B?n5M^xTCEF3CFTYuzO zX8M7k1X*-R3y3Y#AbnVhQ@Wy!7kEVZ(gEI{)oqS#UghMfByW!4LFh zDD?io@P#V+AL4dmyL#fYE-!MaogT36-05ilk_d|i#y!x2#qxr2MQ4{OKvh~ zyoOWBL6D9QWN4H3>dO|EkWS&)KXX1vi^ zPn&`-ZJit4tSG2QpYmw_R~`os!oh{1-oQhzrNsQjh5_wghvXjG!DYmX z`EeR2vwhP9PwqSj-k^3E8O^)b=wrVJ@AN6s$B^{_dEGz%D=jB{sL59D00x&*Htpt3 ztVqg5nBopPNBpwHgERV7J$FvtQfv2Fzx;-V0_%_L8Z|wWbz$tP<>oZ_Uzc{hKXs}K zYi#@5VpnHHY98x(e}*9%^LtjmPI(WBpPIzII zp#Rm(hXdF$SK&InEOlVjc;Ii`P-b@aAtnU#@{7H$?$ zH4-3njt)Az+7FSS(%_0P@|0jgw6=32CFyd_hl$(iPksfSMi&o^kIp6Z;fK>&A6^())CmZ$mf7~``nE-pL$;>;o;qy#%_zvScy!kpIG-^))i+fZG$Mi@{2 zMx{thikslre*F~!HcgUezNgT0X3c5iNqn;7W#Gw0xvSOaFSuqEBz!n)#_4vAA$lr8 zd}Y{oJn*5EEQ84*MzY5SFpa5}hU(gJYkvhK5%QzyMRA*%;o=p1G5I53J8@IP)>}}W zvDV@0K42*|wRElX6yUof;~>ex!Cwz4B)bI}|F9U2o+BU5-cP|J$Qiony!jTSvVBQ* z?|IBLW`+3XI^VUkYw|rB^+Fs7ODSE#3!CH3la>^w_PW{F1_Df5eBqp_%rGWF{P@UN z__Q=_!Lg_FeMSc3>QBr?<`}EVlSn6w@|}0nzdBDgOrF$ z4_kPhvL3E`aK{=CAfm7Az>8EL-vT$;okShbnK>)n%eYOm7?Pqh)`H*&E*@anwV&8M z_=FRWa@@J`U|*i>l$ys8RQOIbu5zM|zM|IY*^+rCe8Xx(d|QNd+}0DcTO8Z!4A87< zTrdu+?{X!CIrpB7d0OX-)16`Gy28M_@L;USvxm1Fm{@?0HbMMx!lm%uZ*wyiXGKyU zPlQfv?5ga6^OE)Luid_+>i30I%YWkvQ5hZhIzaiMc#rQn#a1+`Y+@s6w}dk)3cChN z&01NFRaOk^04C&W$u4`8Dyk7!T@QCojhXcnspIn};~*SUWXzL0EQa0;UY_JNLk~yg z$_&*{b@2BdXySj`zoc78z)gX%Dzj34$3Sz6$<^Hlm-2HZT2Y~t9ZbxiZewL_@Ui>0 zxCJ|P1>7P=TL@R`6=O+!97IfKhuJYV#WTac5dG#Q1rvvVbE~bEOL#}SNyP3 zMmkv4rF(B#_#?J$m6T{KP&}gVvytj3%PCMYuAF z7c}rMh45(NwW1#2!{O3+!-(X@tzvgJ&{6BN-5pxnmdglC{U^T4AjDT<3784$y+4M%7ksG}NE0b@*onWTIid$keC4bZAd0u#jkdoQbf7MGiAgtRE5Ip1&o;aheG^VC01e))QGt`;#6 zh~q;DSol*_kers}xtT&CvQf!RVE#FinjF6G^@zhJz` z<05hWmO)3=VYk;z5<&%n^2j6yRbiGJWw*u#r_K8a<%N;W(SEjQ=$6rLwp=$|12I)@ zAZ$QF@OQM>pS+G0v6{c{#G$5sERy{TslsK3dyXTC+Jzyn)T&j#o*v0?%Kv+stQ_aS z@6>LqqAXOK8j)VN9AY-Ht;Gub782GEJXpcPCt?%1;6Bw$1DA;~ty8)$m?mu`VFI*} zrg}dQc2)@A>a^A?gn(bhCFEMuc;19-DE89NZeb`b|32FGDfQFI|EoY(*YqYhv0!#N zm;~mt0_KveT`VL!*`JMH*kv>3#yto8i$>VvGNr5HkIKSY#Wal@0&pqJGxD~V+@@HX zj3wkY+Jw{?x1I=q;G&@AA(PKB?7_*(53b7Wl*tS{5cR9_$?OzQg_XP+jvZ-kBI1AxiZOF0Yn}7u^<>7RAgaX{ z0Up!w{$I&)$=OqhfN-ZnYel!b)#sMFi`wGTK61k}|IDaZHb<2@7(qd4y5CjGs^zSL zgDegC_RD^hUtLRh$=B?3pFT2XlS$TLxVni7WL$oo0$F_(K~?;d0ZH+t1EPDH8>f_4 zjw?fblO+e#!1dHO+Lp}P&E8>KhnGH--}AFFj&>B|$Te93$V}^ucgh;i3Wc0~@%MF3 z|D5@^{&-rDh)#2CpP5qH^K79-eNRw`tC}!iOhW9q%!zg+ah1P0tJhJZ79x2cl;vRl zRRitR$9%%vzIW5^gBhrs2l(0tccUmCDE#{^J6lhc^!7OvcNbMi2Qlj(N-ci^#;_M{ z;wi)p)+H5Dd|wBcq~4HkSEf<$Q6<|+6Z|H{!V~Y^&qVZI8QLB3BPyr5w8f# z@0Rh0W3tSxGhc!XxRj&_YX?N80(9E+CD9O}W6N>dl_{~P$S=UrBA_c=p|1(<(R?cm|>4QYuMzn=>3Vr zqyyY|?MPYfu%UWh?NLwZx168BW3;E$de8rdSq65jN|w8cO3{FP7jvB#=BvnO)&!Z` zJ#*?5{0dcNncIOXda5EG+%hpuT}v6DQbv?Y0m~UjF&F_Ag1HRGwJ{S-#_IVaffyN~ zvW=%Sl7jU)9s@soE$B}`iw>Zp@k~QLat(vA+hl> z$Q25T3h=Y+crq3=RvAPWFgzZD^%(&tUkts-LKOH390}13xTw>S3D?q6d6V+0%D|B7 zBx4c9W+PHb;PWFvUIYL#F!%<^SOU?xbX1}Qq!5-Tvnb?YPaXkMJ0u@1$H>Md0&ykf zR>rCWF9p#(b8n~2xA?2klbumq9Uns!UuxuyHDLNmM}Ko2V7^a@g1O%fQ<6-`zP^(T zL8d>Xn-hJYtjbZ)0>VV?#Qxpd{ZyucXq^+Os=who0l6VJ8rj#+`;HJgYS+%pZ~*{n~k;Xx`UW=s*1W{Td! zAy|Q&Y&vRiv*M8MB2?$$QyvmXcTseykfkE;ND)?GJ^6he(T;dAmS{TSc@f1Hb&?EB zUu`0A=40YAg3W5d{@8;@B#&{hKJ}Xh@6xMw zutyC>(akK~M{0HInKo1s)wUwZXWGs3+RcW9Yhp}SW0&?gLXSzhtKFU>sslC-%1oHN zGr7^niLq}3duS#=NQos2u@`yjqj`QyWdDBx0=Q1d#P7b4iI*S#oA?|;7tMKMF##%b zE0v-_ZdQ$jaXBn{uvUyyG`*s8XkH-VR0$9fBgMl<@QjRgO+gyq3qqBfhiLt9->&fb%!ouQ8yl z<}kr&#Zff>nUce0PY54$=A*q60cv&Xyij#V;Kt}17nQD_qCtF#vOep#n4U@*ngDuZ z_Kaun)#|pUf7Cb=xquJH+2NiCt zlH|Pqn-q_P@$R!wiG3@arLT2Kz^5J#ME#q5td@N2IGUow!YuF)t$7mbFxT3r=333< zeMvr=7^3s3R5MKi)dPF~9zqU|$<=kxf!E~H!OvvT%>sc6xq4B`7^y?vsh8_5fkf4H zS}tp~do60B6s%WbzXsn6DXuZu&Cu3=@-AD@^9MWJAoE#T2`g9U_CAg4%L&R6>`#`` z{Gtdn->QH*874NO)_h~T-^xfF79{ZCO&qMR0(*iQKH;4|$I~XarkgBr$RU$dCI?F& zxa?!y1T%Q+{u<DN@r zRz4%T8!Vjiwu~DDx_UcjhwhD=?tBKgB14U3f!n;fSw8zl1l;U={*&+OpAov#jKuuGT?BOWb9h@<=WFW1oieiAQuzTf7kqzJvUru8l9W&yPR= z8-Y;{SU1}HG3;__iBg>x!`;sg)q5RYH#TB$-`1IAgmY%rc_|$3okok^QfctIfESE0$B_=Pg$9YdtdH8A?^1(W7yUn_>ZHXr$<9|H zzU;qPhUKlfo;0JP--PO^3|Kg=>*_XIPjd#%nA(GBF`zqa*+iq_ei88@vOL^`r+qy` z;?bPXHLzowmHXT>wp^~eo-Z~lYnp4W(6yOf?40k^YO_vSOo9hEoQsTQ;>0DJI$JZh zo+`NAuIdmLIy$eX?=^JQB(_KUi+=p-Oe>!;#()=C?BeB`fz6;&%seC0Doxt4E=9bS zBB{Frk8FXKs$Lb6iCutnja%$zsB>fC9!7fo%pha?F<92L)2J<>6OhR;yA=L6dZl{AfJrTe=EvApS_p`2+cBH1dH5)!G(AqlO!BhLiNzj&5nU-2tg1b@~Ja zTfH!`?W7s}5jw)n=gv$bm6=2wW<_4ZK{uQjX{SmS%(8H)XXaD_31dciX>Zo~a{79t zQMRthjsw3+y#AU`HdDH0-?I6Qdn%S1oJNomPu;hwGl~2qDG?QAcSZZkqy$`AN)u;v zZrCQzpTV~i=$&|S%;Jhh_DGS$kYyERozU9P(v>W@=wFSPh8XB;#X2yW#?;Vu3cjM) z3Ka5xo0nmIp?;gw!5gI$W91=nNpQW{&#e7>=eepONP%gIHGl703*I@C%`GKrOOEj2 zJSz}yd%Mbscp8O^kIt%zGQpOu4U{}5s;Hrh7d~6jqFQC@$bY3z)rt{~Wcm|M|El`W zPv7m0T%%xBJ+Z>sh0jtHRI@8uA82XtX*6@~u#s;=BcG~Lx4%$%FFT=r<<$|O+TZmx zL3<91vqiN1Jn0Coxz_*1Xf_a;!}O=JY;AE6^c!o%d0^RTT(TT|tT7k4tCH;W?V*Y6 zf{diH?562XPR@BH-aJ+&NGHSDtU7h`hDVxk+)}odb}2XQcb*MmrKe7JhkR@~Rqa{A z>E@uE9K`5636!j@s0h-5;iv)qEf0s9Egj%u~4aw$&!3|D*l6sk}Noza1M(N4W>yfnp}hl(=;BE zg+OfsWP67UjL3lu6ur<~RhY*zonx7d-UdItv_@L$|7~C%rrMVNvWvBq72^VQl93cJ zL|d0yPes#ZV{XTHjmZ~l&l(ar(x0S92Ujnu>25tISAtC!>58QQujUGAeV@A@@>!h1DizNZwrj z2fInkFsHe`9S719wzRk6LgHDF7OzbV9jy^dFTw?gnPv5@mFgXw-gp|ygkhc^=13F@S`cj-*gpP>;)+NuC;L%p+IG?!~^nh0} zJb+^-6*D?|kcA>0vhxbV%85S}ZDeDi2l%7K)_v5wI?h8A&}-89H+aNm6_97;{B{(0 zI{wWHrf>ddDf}$QV!kRq0aX>6CY$gw*&)BRW$`r zLCWL=(z`?dnjlM_)fd6ewZ!Y#k(s;e=flpo)auw7m+7ZB{&~jLiDGIjv+G4=>crLc z6k$zh`t*Wp62$~Aa}c>_8pqX5S6zcT<11xyQ~F*1nUB*+*KX4Sf`IwFdKagAN@A(u zm;bifQlo2UXsHpH|F+gLrE8ZPrJC=y@v`q1HSsb|<81eiz8i=;0u53$B_+At4aFTn zwgG%;Ll^j2Abu>iukxi7PvB>v__2gVBCm=N+_6;DT*7z}hmxZAu}st)&K&~Iv8-aY zb;9=~uVlDmdBrvBg!Uw_BDiD4Awru3UbU-Oi3Jq`Em>80udg@&0mJfnvkI0HjqQk) zn@%jDwH&I2Ze9x<5qqPSroc6>H)w7L2z+6@{T{uu6J5n{JA0J_3UIKOqqx+)9D$SK zyeZNg2+#Wl9pwT^BOKSb=I$xW6>w~XUALO}{#RYNe{iBNT5pS(`qa3!Q#&P7wV{$E20$pxDU;umT?^U=L zf=YH!Fq5X&Y8IylfY@W&3Zl7^wrB7>G&h1Y&HAlUApXcfc zhyB`@VGSg6TRzo(yX<^~we-l-i%(?Q#prv$7yEt^^MJ_w_g}?r22h4(IIZnm68CtP z`Q(j)t|e)$w9m^tJ?E_usI>=zCDm_J%S#!D3N6JR7a%=hTa1VMQ;MvdXh63Y{j*$* zV4ib2S_QWPrJv=e0juFHQ%{5!l1M~74k$r9u`#GC>G7na&15=icZklHKy7^&Vd;^p z5+(Qc^^dvWP#*{17kluCBu5n1ZXL1A-l++Ec&lYK_AU<(rO8Q?1^W-PQkwJWBn<&4 z(EGRrio8o{PD<0Y-X)XpMVH>$O+_Pb!*@JAQa+l)B>__|W}O}xNF2FYUPR0-5kOAj zU3o(aAreYd$*Qn_&#MMU&cj=6o#-c6S{X#h0Ws{)H+p{i>1ya=7ig>7_80WD)Q7*p zlAJ<{25tOtz==hU8lTE3$(u?Fmdxs;u76M8q^IjoR+j_(^pP5EDC#2~8#}#G%bsiZ z=peirq4L4`sv=y=PlM%2e~U5oF}L>J8bh|WGk^9?b{_BHw`F(B*cyB@6uZ*)Tl1Rt zt4AKv*`2Jo&#pR8N#Lk~{6pU6qWKPwsxevrqsUE;DhSQaL-oz?5kDQKvDP_J=vO`B zVW6&8Iu8-AMc=oct?PB`f}l1fzNn99XLvxM-9m8r{oOzz1iAW7%#5lX@Z&2IzA>~5 zQ8%Cx$Ego-g6X}}Gxd|kkUJ|31ov}Q9drMMf&4I`*POu>t`mX&#n-qQE z35H`W7J7@e)U=@8mZ=YaH;vJj1=7mP06X+T#D`P|b1HW%6_UmXU(aD-$v$h?&m4vr z=ZGZ*I*n2BDG}#mc~cboR}@~hU(_^8Oa)Wdt79a>EdHm~Pd;q$zT zJt#G2yx!R~x0}CoO+mKRq1L1pYB{HJH}LYZ0C~%JclL$CeC~7{g{C9U-t8XK>y){S z&e!wXQ2UFQvMVrhZI^qC_>wCqa@ZDwA|Kt2bXKI&1_?WlvwNGdH1gZ8ru8t#@c#%1 zf7?)14v7|WL8@s%`2t@pK)WQb-?X97kw>7~zN*erY|9O!`ndb>{r+d#?%8}kmK2w| zWaa0&|wLxp=2>!&>;(WA?& zPgExZ7lwQx{6V$NsXvI8EBhm=!h?cC`;y&hpD<&JeeZ0;0g}@Si4%NlB43NNqFU8T zlJ46$wRl6Y18-u+W^;>$%D#D?-8Xi0B&GCD@2;62p%L(*oNRQ+{nOtMjGbufOru#l z%3QPO|GYsoyE@24)7R3?6){U7`EzXcN&wK*65HiT!TRP&B;)w5$7@1Z=J{RE- z6a7}1vb-M*b;@anbX3sVm_X#;LtRown}Xo3ospMPhT@P*3n%w%7DI7-D!lCPPH>M| z4Z~6*qJcjBN9U8`h`F$F!OMvtILjR>g@!3T#!O|di62P`X>z!OvX>j%8v;XozM@wA zyE{bt9DL@Kq|ddO0XzUC%r6og(7U!cB`}n)Xjmx&0*~ZgK!&sZn3Zu9GC?vF!Z;i~ zCR6zYzT3;~@i#7~YN-(&tBZzo)mVD!h>6+SeW@dZR%)*7b9HQh!Zp=g40@HfM!}b6 zD6FTuMp8n3zh(Q5^bG-AGxCubgY7I{-?pI!_TAdU=ssg?o&-6Jksl%2Ye?F|Ug6>x zeQtAN5oSm1K$b zztl-j+BVDbQ;?%N4?#mHZ5BmzyP?z>L+NI)i#C(K$~9wRN{Uor%q~Q|;PNXAs)1V} zw8ba>dE9K8r&siO4XDPJ&8ASR6n526)W0OW8{!llDy8+pwkdox%J<~u>!ezeP8wxJ zlh$jYi=gVg!avfWRUL_l4Z0n4`^X!frkh+g7miKt{josaxe&D$YRt>8@*E{!?VAtN{kBe z0J0`Sd{>|gKeBzDYp+{S3xa?#?nMzI62b^7K`D)#8ATfw`Gh|aPAe-{k2B8#6chUW zBN6voe_xGTs7Sh-n66kvB2tX0+$YddBj_2NlXOGCOz$mXY?w8-7c0?Ir6U|FBjC#b zp>+j%5dMaJ9ed=@yE^)v42SlTU^A0d48xAHG86Li0TUWL=S_-8Fvc7u3~<*r+K^5VKI=hYk;Hw$sjHiij7WYQD`WQHHNBY4_feVKk?YEt?geHw|0txoActR#N zNIn4%Xk;>8F6de>#>!^qMsj47AWIztOb7njuluhjs7KWb0ugw6u)NP1PbF~qsQFLS zUEO_61lqt- zYl?W|P-=-p!cuCBWKdD+h?L_{>WZ}EQ0j?{;!x@f|HGj)5Ix4BG!%JOm(4q*RYL`q z=PPrHm50g9$Cdr#Rp%?Up;138EzeeO>W_5)=fP2Jw}+Gcr#wOH8+nC<#SA=Cd#N~} z*=9RcezPE4uPLtr*L@zUM(1z?^|8Ruu<3*0URYePbQl@uDW6?I;*q|7uqa=sWaTZ1JFj6Ut1Au0@$ednm_?%h)xd#G(^0{FFu+{w{_KG$k6sRX% z;f54o$=#xi-%o5Xj^rw{UyTuF+x$B!O+VzV0Gg1q8}uC315FAJ{-uhom8L(MKPi0t z!6e282=wx(%fYx`bcrdkR9IMd0s8w`p04x+EfoN@d+KF+#a$n@-;YTC-rJ^+&nKBAmk4^(2e!Z1}3Fzgk{Ha>KhZ&cES13UwLa_4nZ zlfF!b$7+1I-9KPrFibaNpe>~_l9ePIg!9BuhR?2|u)a@wGd2-r@_kI?h+M^C%1w^>)guMB;X}SEwH8z@VlbWw$7&`n23WCD z@lxuk_ZTKWBB*CY@wCp<*!hPt-P+XxM2=t{a%*k;zOV71!|Pni-QjTICh~>D`9iN> zaEXtABQU)C-}sy?lF$j#rlS2TvV(q6D8uQ6~ z8u+HUm7V%GVsc29+wEMdE-8I0?MPX4?bpKE*KB|+q9><6Cg1h2jDwi55dL}ynnR6w znD)3U4#`c|#qwP(cOqjsBPUay#zBOq{?Q;$tBDYyL-!q|%u6jW@Y=M9%#<2|8H@gb zjtJ@>{-JZ{z5}}j)JKN=ydQ_*cOs6f*Em!h9nv?ph2(IQp}ZG`-lY|!utqM z?Tu|CiSWbbi{)fQQ!BzO^RD6_`u5Z;TM$1assJJ=f|qN}f{fa3xO+H*$%YR$^X*y( z99tR@0@N5iNAjAf`pV^G;20d_JZ*v{hgOw3-jONm(XRd+hH(HfG_B5yHI)t^=3t#z z*QN3BxqN_aawL#|7c*11>z?J@Lw_L$9p0pb>Ndbi)q({9EsLHo8$jJclJw^S38=>yZEO&CoCv+PxZx$Nh#!)5@$YF9&j`7rlm&{GTs3jU? z^lP;9%=kT&ShBd6!?7*JfLp@8OJ266_156%DT+h6EURt+Z%B^R%aC_0<9ntd3o7ez zZZUbomxC__<)1(TznHr&R&tWjxqxO@=~&{Rwd5u<#;#Ny-Qmg*@|+_^AkZBI;ziHc0dJ&Z2qh%7(k5T&=PhqrrlL zLA4M#hdO{WwX+gUTb{IHX*>Vwc8HU*R#!JReXO2hb305^_j8}Rkh+uTMqV)f>ize# zFg5e(O502FW+}7T&P9ySp1wdKSHf{_)bSS~AGPIHrR20-_-42E@TFL!iK+m*1w3bD>YM_u%j46Ic zT1#=eG38X2QO~~(jd?ch>zF9Q% z5ka(PcZa-C#vA~m^E6EJ#&~s;?{SZu?o^IN^WL=x0HMnBRq@3>mW`^k_baDAtjQY-Sl%q*&AMKZr=&%wWhE1AyOR6aCGp;N)L*I-5>F zvt&FC7i$P~HhHZA^ISd1jIA){DBp!dJ*alBnb>19RA{9Ql)tY724c(aP3tnFw3NiK z>J*}#4>=;K`rQZdA2CIG`W?r@=X@hbPr=hz7`BCME?RC*aqo#SH@RjmqW{;xHy3Ro!cASZRL z`g9L@4;5VX33ndSCRKgn`mZfKBhZ|v1PCy$AZc+oDBRXMF&OQQf1l}}tqN%3I1xjS zYJt+wJOKxcwm{8IWdQ`}rn`AV$9ZQ|vCcAQly<;U5sg6*8!>5h)bzWF3D2gME+RJs66h=#NvZ5nU(MnBgwkVnC9 z6J3!#i*;ZQlEa3a%YODD@K6I|`8XTj^HO8_5cspea!Xfa+j1Rf05gq*8JIyMfho!$ zh63^`z!Pb7L=}gOpu(?;cQS)yK+Pf{O8*z2t%|Sxf8Z|?qWpgWo~rmuvwcX$TsMx` z3_s?rr1aRLL057*jrW=AtV6S=LP~vwLBl-U#KHv$w&4u_6-0?|)3ltX#&m?bda{a? zqW3bp^hO_Qp!y*;{ooe`?PG4NYQB}m%yy;ts{XB61^~LvJI6_phCeZg1KswZ*-R=R z{R_fwOisZ4I;Z%#Vu{B4uEL!FeRf&YW2M4fSLtjaV?&hfm5Dp{9cWOIbsI(!GPyy1 zBx1Z4)c5_!n&fu*;@Cko74P4rsJ6l3?1uVTnUBdFILfC$b1uqPtWxrl@U_*9YcEcX+Gz{rBNy8ij<77qZ|RIA#vu?1%QslHDo+ zej$@^=~!yUy@AOWJq@@Ss0z}7Q9rfcaZYRzw+mn6cK@lkbcso53?EK%ek9Xo87m@4 z^fCX_0v^4g|C@esCE-#Y8HeI24ExbkH@_7MLD80Jk&V<)^~-XWvyb!Y^h6~4T4o56 z0u+`I5qDrF&oD-nAQr0xY-%n)I99p}aLVMS+pc(_@-;4A$91(38Iv-ds1e15xe>Mk zAA!37So)2HXtkfUJu68**oXYlDqC3YPdT~p3-}PfZ`s>=AM1YQc-x;31WLN*B|=~9 z4-VczucR~#cDW|4*(Mj&vRZB%P!^MF!d?6u{v(d3-s{bhWbs=%jZ==okj&;8$cB7~ z=?Bk9nPsz@zZN&)0!@O~d6923cDXMjio4dcIS`5fpAff9HIur7Vaq>_iCd8otlZMi z{+UhD372Jo!9D4B7MTz^IcH|V8amfVb^MzVa?+lZE62YGny?6}iPL!fY(n*pJ=bA` zB@>VFck9MompmeqzFW!^GKxJ;esWx0ha4k90R-8MEqcm+f|X{rWPzO3co_~ShX!Yg zeM!t4@Pu_Vp-_%OmhfqAYm*`o@1n!~m%an!7lmS2m{g&_S4(2?O2J{)EJAGSFoP<6 z1V#2OeY5S56hXM&O;9@ur-lN`Ul@`Ek+vr?H3P!q$r1#uU$PE4!l+)Z3ti~TbED{N zVc?h;qp@)Stsk>OsJogNgW@2PLgF>CoKD-n&aM-u?(b#3UZdkTzl6?%m3TM!Oa8~x zR|dt=b=@Wef(DtvT?cp902v7G?(S~E9m3%565QQAz~B}%0|Xl^1P=t4kLRsh_s_0X z-TSmucUPU>XYIA37-qZUa~mf7&E^!u?HaPt946|Ts=uz_{ z=nU>++QL8j+S^_mf2QTT05{Nq?wnf(uROMsg>oG5MTD)P+YRE)IavIAHwRMPHkZKt zVAB4{&$MdFkMXqu4qRS?6_{)eW!y97NM#ny-@QmX6c4CVZA~{klO;CX9-xxFxJIRy z0)v;7$J9{ngqaiIZb9RcC@Mj|EuC_NKt#6VldjDa<-BpcQQ2Db)8hy87 zQmc~Kqn=M&o^nRiUj7PwO#F;z=5Yw_s%oG+IH&Q_M>s=ydcU z`;K0~m#B2w*Dglj;StW+nOrjS1Y|}wBJUI8enHfyH4(kt04ArePgYb2dj1X%m}%g4 zzu!q;qrc5WJ@U?A+ROB@Fx~8Yq~ESkrPI{2sU4pQ>Gg0Y=fe2ts6TM~tjX-%ywb~_J_fY?waNeX2ff-PfLoceJh$@ZuVrZyBA;9S zU5()vY>N*f#`O7=&kI%2ChfTps!?ZTgScPmZ~s5&uXmNXt4#8!llzkfWvKOf2v-HA%DG0J_VN5>1+ zOmt9ICl%bbBYVV=i+A`_7wy9a>YCgKlu;rTsiE}8KAjn|X~;k^h)`cFY>Fllz2lF2 zPNswg?qi;IuWMXc)<|9H>tm4Y@RVyc6r6I&pC(JRZ@H&r@$Fq|mQmTXEHE~dWHgNV z@lS`H9IxBMEMfz0K`a_&l$D+cc*nd?L06mzAd8z*ZiZHJrCPiosaL*V zzNYn8>$osi&pvrgUm3~q5}_#y-oRsuzNUzCtC~0_#H=gBa$sXv&yUs^Zz~-J?|xPw zeeyjF<}$e((c3cjaYU%+W?ThQHaJG6|L(!E+27DIts?wfN7w&3lwslS3UY98QpTI+ zp;tP4Iyo=5);GNrUn|(%ED0^~#z+Mj6oLOKD=!-y+pTgD9mVlZUVFYrsX|$P(-$@n zMXa0j!|m%o*pe;(! z{nwb%H_ZNJJQG!d|7c9=x6_ksb1U78xP>1Na>cVl<%m8iA3!0G>&%v+_#Ji*RyDDU zf+1f!YeWX(7X{~DwBWh7ex-Yk`2PvH4hZ6G&i16|E<52hbX@szvD z=<^8aN8HsgqK6o(MfQhxsZ=h`aLP*<}WAq$xeokrY$GXme( zHRLU8{~1;UX!~%vn^oZG8=6f_LHfW;SwJ=T|Imz;QaC_(DwmMy%3&AGaBjH^#=`zR z1_@^W4TX^B|9}7yoH5!UZ{o(rAaANQ8e(H}f2)vrDxxr4p)s~D@^B)k(S6f=Ylint zYs(cWTRS8KFH-FQgGKQ$J(?FVi4o4k^^ z)mQtD6lQ?)124o7XA3XH==^N+I6&$-10EvhuL2=py7)wwUjZdZ^Df2?(tsza`Kv*+ znJ(n%@++bIY2M|47k|62OowwBZigBFV#zF(=lF1V)bqBgDz~as?0fBdpQRYD>$o52 z$O1nnWy3(BgS8o>yh)>Yt6g6#jbaRwfQH6}Xe>Mto6%6o+1tX%N6Wa1uyn3fkT0Fp zJfiS#fqtoPJ1~ftXGLzxP?z zIL^NGgkpZPxdLTj3_My?%MsR!_uo5B1nCd-)YlOE{EBh&MKi}I_r+DEX@hc1D;r?n zK6|fO8N*!*=kfzMu*ax9u}MbJp91dypQHAsptdU(VXzBfm0rG%YFXcpWb*3pD{mnj=T$wV2$R(jJ_#| zFGn^)N}s*Y)ce|8zI{9}2|{!0JX2C)`^7_kzHRv5=Zx$GojmM|aj~JMvHaWGeZr92 zL8<_5uvt~lq4~^{qMF^SnV5f_Q7V50Tx~b6`~H}kxAqtzQ}!wVZt;%x=(^5lLdpGL zyEm9;+|;~u&%kpZv0Sbpe*f~qm5{2pOD8)~TQGiV-q-y@QLsddqpsB#eVjId%Hldm zj3RnNnPXxjD2;`RO_KKcB=OY;s4hqQJ5}DE3Mz}XzvV^&SQs>9A@Z}_I?QVReay+N zwnJ99$S*khsrfb4&H%3|j=9-CkAo50L5yYAA@pz^F%Aw##PEPJFpC(r?(dtA`MN}E z-RG4s5ju(qYBF-4I@5lH*;W_v6=TKY$9y_Ow?gl!4 zE#tctdO&fL>1}6J9Xr^1!y&?A9fiw9 z-R$6yrO$=vHpn=kMdB_-o96yIsdvlZdU-$8dp$h<Fzl!WVU zJytf0Ni)^OG3C|#jy3Q8Rc_DgqFy&Y`DHxytvJTpNx^(PlBMUs-vif^RtIv987k0%eauPtCVy1Hpt{MBO^@UZD+IMXr@d~YF09W0f*>w5;cF} zd%{UnBB&(Ru2E;(;K*|p0umoepUZu58QI}E;TxnI!HPSqs_PBMV1i|lI-giR`MAz7}E>M!!VQ!%3>vRasNj( zlBj%e>gXctazZ7=%%WiGYj(op^)yNG{%jnQWI_tU@S2|TOP4oDDZ1~x?aQjxz)`yzePO#4^|4na=tf=&H6zdICs6afVptY6{`0Kh zNsLnNxmHSt0_~Ub_8Jl%yp5`4N-_Ai=60rW9mWpo`1(3j^zE+%dpTdy)Mdw}<$_@; zK^yXNu`1w7@V^z`YWu->>rC-0339^V$kzS&^HtKOTbBc2)3h#okH4D zD2ql42LZDGnm}sgqzU1OTWHNDDzTeYmKRvm`egjfEKNXtdpBQ)YmIO(z-VjoL(>{z{+rWE~S5~PVg zTPf4qe6RgEj_hD^hqCG65h)_ST~SPMBe1`hzWMjV`G!tO{j)1OrpF%D4Z5FDj+cr8 zQ21XjwKV0nZ$$iH79FMc7l{H10G z~2g^5Mnpa`ur)_{<`vY zttjgmk`pX(uy5zR~JS{WoJ{f(I%kD`hG&Z70f zI+SN%0M3%lKBGUY@G59USN3Wdu<6V#Rt%bD$OgfI_zTe6KqwDqpCJ)HXWa)^#aL$f z5yjXeH3#5MRl4h|pumsU5I^q<+zCv54NjOlATt&Q>Ty3pIe%kwMD%;-6MPL!?Ll*8*q>`TGHWX)Au*(id#9s`lFN`^plvD<9{X!{x{oU_ps2)>& zIaZtSEJC+0|Kzc<`h7toUE8huGGAW>^k2!SxUKVkh5zKO6l0~bbwH75?2SuUNM`UX z6r?iP{ihJ7e2B`HoPLN3WsEg7E^K~@68E=RHVRUohbG}$1YX71H(`99C~qPjH{p|g{TQulLBjkwWPxF zzOls9jWw|&iBc(dNF5ne)hVQbEc3Ry+9{2x`-ew6yVPy{d)+af)6Hc4K72MoDC8GMh=ZG{KIpag{&g+K7eSvun7@Eq!s7tc)ly!c zP1&p1It@xb|2=RQxqie+Q_~dJ9n*ezYGzp6?kOd(Yz>e%*q$=g4ZBrOc^dFBWd0<_ zH@XK!l}pUDkukHPb{Nlf6nliG-YO3EWFZ>`1S>Ln-i^=e9vWKZFEuw!`eRm!|aU`hWpo> zE%E8(TRNMlEz0AR+m-_Ri{nOG{Oa==<+_FU^GX|+2Du?f1%o)Dh?E?z?|%_+Mb4N`#Mng2#5k`K}+5Z5p1iB#`)#Wzr?Z zvkR|M5zDCtwq-npTG~ZKC9(5RIoF$MwZr#*4iScqa?@w63`Qz0JReL%_MEnHHrANV z4lh)5GSi-qx-Fu-`aQs0T;XIEm%o6k^d%?zVitH87^%w+_|Dnpxa-e!SsVy&3Vyuu zf5(gYy{H=lag!r}tp{QTw(3`$xKt6NF;Gx$`4m^2gQq1rNfDu%2+tyZMWOEJ4f42> ztM7D$Gu!6L6QzxA5{o(BEk2q|5m<-eF~K=XzwO`OQHXRT2HpKEJ>`ncnNC{dnA2%D zy#u3t*z1)zIIu7$v20CsJ{c%ZD48XB^Zhh0J*!?GsY-*93G4ZMC9CyS z<|Cx)>X2LdrNf)@lWMWEr-ey;Krm_74Qj=(N)mIuw~z9PpIClcIf0>Dt5G}HGl$+bEn8=^^-uN_+(!Mjwg+$-4wr4Xf)?LwqwZ1U7|QOT zM_l+AT~r+Jd47k)Z_vL4r1R}0Wr3-=uD2XqTJRQD@5j5oH%d|R-HllpZ?vT4YnU;u zge;#PXf`6sm6dXjbK(0g@cI0mUtv}I! zOm~(?X@9-xixwB0xgTzMlXKIjmiuIJ`Q6^|>3~Kqfz-4;OuEu!&Y&34sGxQrt$qkv)_?z6w>Cl=~a*W~;%ls1eJs^54cO$0*ZI5wM!d#1y{`^WK~IG25B z(RG!oSJd!r61K%usSAhG0s4USIQr1v3&|fz9eX@;qZc?ReG9}{HERp=N_PY1)T%v3 zmB#R<_%CB_`Csa!S?z<1XRlJbyU zv6ai+jlSSMG2dgE$1zl%HeQiY7prTOnYOLhqiHLtK;sS*O!CnK8u?jfNcD^dh#LO_ z2-C1oEN3tL;TN9$%X4#v&f0%**dU|truRY}8@UxAMdmvp?Z?w7PpZR{s(-6X zbOM-S(cy1Qyf5`ay#|O?(75wPz~~aWDHX+aWKIC|H@H8K`KpPB7KvpL7*u=(f?DOV z(XHYF@3A2!87AR7rfrVxm{}aHs9qdPdXw_+lxuLDBn!}(olqxE5(yesVxvtJSU#cR zHhNs*Md>2wTbS`{r?|&ip+T+F-XnusImw!FD zF-sSxwc^kEyi4RM4{I9>ytbU^1qiE?;OF&EF@?m9O$_wcxG{%|YmDmLl>yPUP}Od^ zd6n4)aZ3ph7@O_vUrO^lS5~e?6nTo#xV6S_uA_`J3%nX_vGn^IqSYNq^q*@n7M9cb z8FsXi6=Yt>kB##HI>xX|m<2r5rI*Jq*Gw0dRhQitVAhVWme{X=69tWspHL*NqK6v6 zbT#zLT{UUo<4(K7?5=Vh@or|sFTZ^>P{+L!SiAI?h&@vmp-qFZ59>I1pi05~h-OF# zc&M|{M|kZ_NB$K2Hkx1rQ?1TL{fU8TA|yx&%I=(!ANK~n(wVscZG91d6ga(aA89(j(rVa6n-*PmUu&q|x@ z6kx|0qDyUb`0)SSPjz42PtDR_-A^-L-A|dVAg+#4x@HEtubX~aa>zq9$)*6N%HU=& zOm&V0=f?bX(>jY4gcJWYE0#8Z)QDl16XFv}KkKD@Y-4xS<8bGN z>z{C%>cb?uneP`pK;vz1z4zK?0`|q_oVkm0I7G8P7wYl4p&gu~q@Q|n%_FImesK2V zP#k8GLC`&?YN10y7FJS51W(Q8S~~lwT$XTW>3giZ8UfJr?qKaiQ4EGb%}mhcjnIR3 zH#Dg9Q*~ARS!gM{mmY)Hgj{7sb6*S(r~DP35%Zr<7jm(CmerH$7jhm;j@2>djjtX5 zp4BmzCTWB*4_cw`?9zS@L}-Np&C*b|r1|~SgOkuS4kfbiC9)hGY~FbKs#Hj+$bb~U z3bw%|df_D=P%yZ~SG-0_T!CHz<=gVMD=XZU%T#i^haA%Z2Xhezh(LdBVnH$>L&kwq zIE6)o6;M#NSo3h39d~mK0u{`3zjm)#g&mN)WA>} z*wnaEmZH$SQkOE;ywa8^(7e)@-NZXKmLk{MHJ38d+O?L-4@|7@R4poZS^{zY?IW}Q z1z6TG0EBp)${wXBF2j>iO1>y(w}fmcLbmqO36>WB&WC}SF9@8qI4!#nNCP2ou*m% zgXzlf><`Dob$JWRJ*~9v>Ni{aDqCh;*E8R)Al02-`#Xg=ZHBkSszpC>Kw1!qa2*E1 zVWznwieVb{Kf9^ z5@G-CoYY?s|5;fJ#fpzlcGP`iRv8%fKDr>_%f93Z8HS;MW5$P=gnjG+hv=Sdy?h_y z3kX%LW5$Q9=R=l+EI}k{nv|Dbej;(8If z;vcbTk@ugjPrAlYZYdEVCESTMFKvIk{o@_#oA^&oL|*F*B36s zMgk2^pKq~7R{&6Y6b6=rG@e|;^Z+s|u^Wi|#cuJzD1n+CaS z=fe7{KGa6TqabknQ!VMu?c5M(=C)EOn~txz7E>Td;4w|AUL41#4wEpDgH;PvWKx_lumH~S3w z(hI2ozP5gkS3pvD$Ry?zzcB;X;D+Bq1rDqcrLW{UEZjUrg2Zm=1laH3Dq8jL0E;J9 z6W~a1;NncAd4a)ufekWWwZ#Nl^qJks_WfXDzM{xw7Yy6#oGj`;V}JjAYl9OZeEgQq zXY^pUKx1?|sjwbqfOPrBk`aKrZA|Cv$I6@4>>oMkZ>=8|5)~vi zhc-5zd2mU@%~P`KOF-8j!=(}PaQ-^~gn0+0zinx|_?1f|`(f&`Gk9asn)DY7TK1Z^ zQ;k$p;IpH|FTo;m-G`ptxVUq>bEIRbd{~ZUewyczsywh)CsPIPGN+kORck8+B-G(rj$*u8_TQXCcklhp+aBqXG@2kv+HPj_*GE-f|T#CClp$o_S?7m%7Z;CxW^-WHi7~`}0 zas9EG=2~u<)8}AJxuCP!VAG5U!Be+Cm8l1|{{F?(*Hw{HW=p3VD}n4!Hsy9q%&Q~E zrDDS*wH#rAXyz@b1~}mm?)4|f#9V&SV#D#3cBin@@${4VMzKNm{DjpR_!E(jQwqG+ zx?6{O^nPGpA@I^HXUpEoJ?BWt5eOqBmF^Ryt#3nJHl;;NXd&5-jJ>0L-`UH(r>2)7en$imANI4ibmMrI zTP3JtIr4@binCA5ITdTdIUD6Deun<$QgVBH)Kf|WVsI~N3EpZBU~9roukmMR2ZA~V zRmDmBtcn?sRuKJmIsDXBW8C9)I1G@<&oqJVDz?&M()S6gKeIAwG`L3gOY4?7qs-ek zwOFyZL&o!4^*e;)OfAnX9^f*HJ7ioWo{dBZ`L zjWW#!*tmreqk(r2KgTy0Uf;*|p-}VZvN_O2znHUDX;8nq)VuDwikTt!1e@R&mK+^j4eaexiPSV0-%W2-AlAmq1y6|9CUii^)5of(8lFkHI7qJRgQ=xM#+@%1r+4NCt=!F=c(wr5&71c>xF zgdPvFDVN)Hj`JN36Dh@ogf2pot?8)KxV{SR>ay@<2LKbBxKK z*iML!S0x7M=tCSP6%So5Xx6 z+UfWF9{%HCPH3+AY$X_y)T4a_R(`gA2MYBTuL1Vniqk7Zc}x6qE^{~>A;P8=u+ zJnwf4#p_{Ig#fj{;w$iHg(wfH*WFiiIh;5p+-7;dOZit~A(ZPlM_~3RSt|vM3947- z@L;ikIW-QO)ET(mFPZ99`u{%NV3-QnYgDb}ho{%*T)Of*pU~2d%TkiZ$r!Cuz>@m+ z5#R<~KV!eS+E=a;a)G7`u<08nd<82gy^x7JCFKug=1hZF}JP%y1k%0 zl}$ahV_5Xn4Hog@+{Za)9sSy%C%`PoaKdlTv2aaMsN_ZS>Dg}ly!}_l52k+RJpIxX z{CC3@O-fxWH^e7Ui81i?QJECCw@K7h<*LiuRVB8{_cdfc{+D?F zns|mBg&DmCl6lP`pmJ3~q#xS)R-pih8p_?#2xNF4of8n%uto7%w#P!u!Qe;p{Z|qv zg(kt-WW3abCqjy!vHcOlUHUS!lb)dYp;9}@ zozB93Qly;3Z|9fQ?z`DEEYlEy8>okw?$ZQah0X#pv8kxmNMd+@3{7N*W2`lw*4LM$ zPwvW)h!2g}IGG<$K8lRY#eK4M4W8X-pqAcV-*zM_y+FDWuzjBtW<8@ax!kPLi48M zlPpSnby_fml}duX8h~Y9{`R3dVLIvRn9{smneT{8_S7p>EZl3Bhu301;p1~GJ&9o_ zdd?gUa+YWeM3(Wiz`dB<++obd5mUrEh{n$;8_Rvb+`5kT?SjMozV}2{X#w5eIpKlv z4F%VHU3aP^dJJ#Qg&T$5dW6*gqS;8j=PY9oFI3w5&Ft<)IL4{tyPM8`*kM-xlyp#s zDywoS4;!2~64)KmnlFvw_TvKqi^V@_PH_I$Hj%C2K;di!?^%G-Hc9R_%Fmw#ZRCZn z?_JfL-ji3Mdbj+LS3W+=CN-KHA=~{(SZaJ9=#p_9?(}pC;|pIHf{`q&$uPP_=C#B8 zm2Zr$#&WV~Itb1S*1hv7zjUbFLwcQu-aKZJ-dO}j$O!j(7_1P@ziQ6D_+yD=^CNtw zPru)$Eqs$vA?6SY|qxOu!GYY#jJJ);yGA@WA$|--GhlM>mJpX;IP)1M~N`R&FNSQ z!hGJ(mMNHETw<;CBR~>CwC}Zf_6XSFWpZiEz+FXyUcuN&ihEm zB7x?$A*)?`naLED5wV-ev%7q&%MsMryvfT;NrKvv!Ln&QN}6?xX@6jjq@{3#Oa3QH6L1eVVnAh~~nXe50;h&buMVoktTftj}s; zzY)uoW&M!DmnjMx+=xxV)j&@Y=fBFx+tCZdt(%A1VCctC9KQQ$`?P~u6siHS+yOPH zS@R`|Dz@WwYVFj)Opi?N_JV>+>~sa;r#dY6KmGE5dT$NsQHcg864JvaA!jE#e2y~* zzX$}aj%*%dL|R|PGTVg-V$czNv)A;I>kj_VZ?HG*Zulm4VBj!1D&DrRfiq3AwpqFa z=-B`PFze8oW3%sN4?kpRVeQtFy)xXLF`I0_vWWdnD214*}{l00O(U>wG@g|Id- zcyzm4BBHP7NtNjX!McsybXGANtOQmrI@i$1rsn`0FBO1w1egt-Q#sD{ zyLp<6h+;v~PAK1wZU!%z`7jtgTwWGM58NB-+UeT@z`W3}nDYiP@=ijc@ztJud{=@F zLlw>lpSkdNwx_i;P(3aUBpLK|vnrg;sH_}nrGv82Y-uzG$k(iXqo9GVvn?mdk68SSguzVYb@M(IUpA32$?J6`)xufYcr2pd!qe}FId=rA#ZE)AlLVq;U| z@-jkzBb!a5Je_Xn;#HbMLXwB^^XxZ@l!Cu9&(!=XxCH;uI+3gU7{hn2x7WgjGzv#| z6NTYp`qVV81Antc3u5XZafWcrWIp}nc%pI8>z{nZT9vt{q6ufyUaIne)=y}(&cIB} z`-=+u!Cit5r-EXt?1=#Ctyn@QiWqx@7f~$%sw3mF1KJ_a#&@}$SS2CX5@dYVcl#&p zt_$3a8N6it64=T0n^7!yjewh-affa_x`tmvz+#lmax@zsTm`L=XRbR|36ET!HL}+3 z>5sj-%p2(gmFF4t=@Iecd9S@sA`y3V=Am-&ohjbotCJc7e}}z7qb}bYR{pvJzv|oc z^kU?EPjb&9jYv>X1bTBn^sR}_daNF+PD5A8JF0rH073Mgsshke7`Ky^pq1x;FirM)Vy{NFf!U+-~azg1gj^>T!=YAHfh--DP&jQiPA zjHP7zLzG3*4g^VxzpF*m&flzYsJH@MeEB6PKbb5>e;?U!XmP^YTX?k-ur;H>welsT zy=T}0X=Qn+Y(es-2vmk>%TQO5E6fYdGu0OUn+V&&&(hM{bw!H*pc0&wdw0XjiGGe8 zOx)|GpSa6rJQP+U+x~yzDb$x&I%$?LHFlDS2IhDBfSJeIsDNR5BW#s{^K#iksGL() zKK-Dond{EltPoqidqA|d$jzDiW9iPw0$IvQ)dD1Cq;4T4r9>yTOhxmca3JPBVBw~l zA(O6a6SJ|IIfPH-k|D;gSn$#P40a}{yNhwuF!;Xa%u@tc&gPjWozlq zadK+d7!Moj5-*ops%B|LIBF6SczSB4Yg-1qMaQj>M3wV5C7xr)*}}e%M`VzC1iX#L z=?4e9K{;@~eY43VOe(R-j1o^J1|cNkVE_@rA*R%CY0@PCM| zMBNfw|3AcAqPov;9pwaJz@L-OlW?GRf>3HDNf$~S|A*3(q)R0nXkO8Bl60lSF?SbT zs1}3mf{;ucpdFmZG|bj0afrJPkf8s^)MTgoW$oL4_1p-dV?+IG`Rx1nK^|9mM9sBo z+B(bWsIdGxl^s02K1o!a-zfc>Q4x`iYU23!*{jkR zWWR-u6j0h9qB59dR>p z8*pw@bbZlYO$}W6hMGPnle_Hk1JRyQx;Trp0W({tBlrwY*#DpNDF3hm#rU!RqwbeL60{o z={s%uW+_{{#H+{!G6X}EYUM-L=;aa~?J8fK-1$zw0{_B@!aJk^-*wZQ&alt8W1hj0 z4o1FCsU6-i2Y(eflf%B2Gk>McJ1n%^_w@R(rdAC7qkoi{atWCA1NHT7xLc*3A51q! z8tNbqeAz|##bzfYRgc+=3!{TtYzQV?hq6QIi-Ggjq(hW$|Iq}r^hPe z9goNO@Tn@U|Ag(QSi7A}FGz_5+I11G&egnD__;orx87W@$N2V=brQ8vR4I(r(>F`v z?`^xF^Z9uX>n-irqJamWlP#Nl*rdSDr24uT(1~AIHW!weabQRlCnhjO`fz`pBDT8) zE#()+4k%Mn*g|D=FPyUd8#JHf|52wR9n)yvv0a&Ce&StW^heK+R<@M}=Qg&Tx%sGA zjptM){;uq`y6fPSmk5=wU58_T*lYls z;xI}Sd6|=_ZFFr6v%zSZoD4=4(FLH0h0uqPb!417Qh3x>3`cV`I?hgQqWF@&G;`h@ zT_9_qyuN06V*Y)h@eEAy8NdP*M?*O zX(5vjb4`7-s~bbu%<)lcnGeT|Tf;t`xq=T|MxlOg+kd;_y~S~FPr!uMW})SOGU#;< zEmOm}D^VBacro6lv68WIE|4Tx{#KPuG!lLl4d%g`VwK_aBIVvHFUW*X83?5oIvhHn z0xr3iP-ZhdhC4f>SmVq*A)HXG}|>!xyv$4 zA~sB;p}~=g%AoBGHy&7rL)_n3KdtBkP=p_i%)=%@w2ifqPd*lmgb`$y&xY`6V~MJ; z0wxr)j@46;!)4&WH-Ii+OxX0WFPB$79%M|&r-Ta{I5aV{_)U0#@p+TOQV8GzPk$oIsXNH?g2So^ldmo+1MMfQPAvs7;^OZbATVlHu{J zTo1z>kg~1$m$%T{D)Nw}!q%r2Cq2~}@gK;_a1-0_XVs*GQ2E$_jditMT!*pAbaiFF zNy^bJCUdrE%563bRd>oIvx7YA*sdyx*dF*~bEJx@q8rJnT;`8qP?6LMEGpJ?WX(J} z9qBBMbFXkO4F5en;Wc8ZeD}127TxrOk?g{LoQYIKnEt3=fBqqmdb_iC-UXtM`(_&B zjG?wX;|}1>K2?QJ0uTo?0Xno5gbd%GEW3n?2kOd`)HL=SUveBsh0zG@Q%HFNNYa?m z0m73u=0MBjC}3f<`}QYQK`N~US$r2fPI&Q%C6GQ6>kqBe#28hF|3CQ+k^AqCIA5-w zXL@7*sxIo43rx0agpG#|Q4*<_MTY{Vc#~t|cy-HOEWAsj7UJbK6Ovnp;_BMi!>&>j zG5D~8*19~AGr}eOCL%X*--J@{Ges#xv zgHns!t(SvEEfa9ZIqnZ`FXJ)|jBZsHAETWZ01X(A)aB{sJ-5^gD;K7$T-bIk+N4mT zOv%|??EeW9S#`Fz>|a^R`Dgdp*KSiAWKKQp^xW0KQeVE-i_(qL#6AgDblsR7G!%{F zwmT58Avveac1spd-MJ5bi&LVX97?&t#VI^952=mDh*rr#grgS>IjI|K$|NZI0eF8k zuONZAt(G~CcEdhfDTK7pLtR_KTLU&>s(wnx?`kY7ko={Wq|OGc0?-(z8Z53CVCMz$ zX8lB(DB)CD`geVqIXUtO1Od8L>0PwgOj#eWPgOFYxBBqpDDC^eoC_jeAL&2IgyiR= zYqHYv&{s2oSTn=ky77+uoH}bxS&VK8*3UymYAMhT;4m%c>5fTqlqzK=tr-R*wF-x9 z>_v5KU_s%f@Ue6Tl(2c24u>YtMHYHV-9Zbty$sL@$aQ~lkqgXitdutsC|siBBt0`r zCUg&@ZpKal7i6UB#%0nz?}I%h@eHa1_?9OOloSC0AXt^iUtv_dV&{T^^t-b!e;@O_ zW4b$MS1oJ6V|T@})LIw=siL?fQh90`f}3>7gma_!Oxdte_;Gg=3HlH|`p^_D4%%cN zhhrm$W(K&%{-LR3xJiIpHoU2eeNvxgk~;&;aO9`+O-e`H5P+jaXad1Eg#-oj_E9FG zDWS45OACN<@QAl^e{h+Hhb60)(qxx>5ccI@%1I^u&SFbAA7;9eyNn|rb0X(U%SHka zhI`Mmlzx5NJOH4HX6V)P#pcRk<_yhTWhz6KXzm2O1%Jr1lg8%DVa5?RI80p#`!1v{ zDQ;oAxDfV3NSitow#ra}Jn+B73^6HDl!ECr6w1KgDLlz8i@bn>qnB5rAxsIE>htG;D;=z83!wRrqwNv1R6qtLeWrjRQiyCu5q5zAa0kqYfz} zn-F?tC1Jt&Eqs`;+!*wFLbtE;d9~%_&5eMNuGCW((SKQSX()@fHcI?z^+H-E>sG`19L)bS<#@oCs|!7Y}@ zJjg2=5Y`T$k^(A3PSo%LGo|*o^ zzh2LQb0XZDei-6cO=FE)n;Mg zuTBoy%-&z5E!#o-M<6D4Q>G6q6=TJ zo1!RP&8O|D7a%!5F=Yg1jP2Z==mpKl zbH~o#+#Hq$#r|mFE9~`!9uYLoy#lMV>l{rVvHzTJfha0#yU`gxP`#Y2Q0#2<2y#dH zClq6KHTsMmBbfdUiHrb72w+wn3N3tVy3EJXul1cz4Cm+KrqeeQXkHN%JNfZeg^b?S z-RY;$$AeC=8Z{wlvVVywp?1KU=gI&`!aqlFG!x`3`qn#5Ms%eS>TD+>h7!xIoPQ(Q zF6*MTKEXJ4N*_f}@b!A*7f9$cen$_(*%A(xy~s(* z(#)=Ov&($*`Wr6sU1$Og=RT^z=-9=k2tWozkZj=O226m4XaFIZt#@)F01GyHOnlEH zdxZq8`>P~~$cnl`9lqqpmu>&O1+cvSkIPJuXtYnFN^So0nY~n(t@A*65S$)_V$H4TzA~J#QxV-D!7kYMhKwqJKfX z{j<$$9t6c>ie(PI(yIL0>f#e>nvTvNz|@K4&q3>~(NIP2krP{AqoR=#l|kRC5HM7$ zsTh|$O|Y>Rn!4n=#bR9h)6f3xLldXN_MNU+^c`geOdty8iaZ=kh^cd{tRF9!lqeB= z^;evOnKlA;F5DSGBhhnvrTW3losHdHC+SrZP>2PaK6p*yO~QPHAo4MGXw;i~LRi!d z*~?DBVC_emR6O>c6{6R+;^$C)E)<=!G!KkZDG@i*;|42)|KsT_gW7C^HC!kb9D){i zcXy{a#ih6whvLPGyF0<%-HJ;fxNC8DckSUjbLRYs?C!IZN#>o&?7R1M16GFt%>t&! zDY-?wVV*P!4aIz4zhhw0q_BnS^!4celmlvfc1FGbV&`+l%z$2tS7T}3v0pk*Xgj#& z8~-La!!|@fpp>Wg$5yo>V2xJuG8CsiN((h5aiatMllKknlCRO5QA1moblr2XBvg?U z-^^qpFmGuw1``&3)*H1>;Ag%u)sJAp%cm}MY{4hT1Uu9ZQzd`A(Rlxt?3j)0aMzum zaaAmQ<3F7%Y1;jMh%k_#*|VpaU%Qi75zoOBcJRI7`&V*K4=7olv7wb9@0+P_1@NLe$p49~m5I2R(wLWr(`XR+wIP1sV(odA}IBMaF7)0nFXR ze%wutv&5sFiMYpVg{6>OEP27c z8Wd8q(P+8HLtJxMYJr}N4c_xvl8!bi?W}b(f4!8c(Jzc4)i5H;FIUV#LEbWCPw=5;=b&KPV{3z{D%R zx8nC03!`ADt?R8kST!Z3QJsRN0-Tj`oD1R-pEWG1Lmw8S*uQyqIPbshjSs_Pl+k@t z(P)6=7v-0WnkS4!?+c@_$uCKpRL`@YF+}v+h+iAAb8AenZ}h*{-UlhVwlHYeChcgy zT+#m3UzT}s$@QIj`KxFQ7>_*3;AmpioU>Prt|Su>+1GP(n|U{vGoLAXkn=ocxsj`7 z-*i<=E+w}jUK1d07E_p}_m7qh=x+@J-bZrdm;$M^b)S57m=FrB!@YE4FO>cI{VV`* zKA5cx4Xf=qd8}C>So^3WRaPo`9+Txo zJJ$!>-P}q$HATZpH@R8EN-udq!|L5&`QJ=BrVwMUK{&DckhC1kH}MWksJTN6IRsKw zf4Z5re0bCP1zf1H_yv3+yd;-(ygEv|)oBTpzmF2Rj8=p*62^bsDaozsY-D5mttNr~ zSA~{xXrJXqv4b&+%;nJ}tVdH3Osz-Lh~dU{Ct&b2bQf+}Z5OVods_3%ClEecGPy%X z5$fJYvAQf=TL#rNnSVnIv>7GypZ*vdqxD-d#X?81FeU!_LVDDSr43`XG?$33(_bQL zBGX@*4Kw^j359S(07{~^zR-dGxgmOK)Jbm@NwCcf)7G9=BVWV!UBAA#OqS-wuv+> z3^AK@H#AFk5bgBy#u!|Dg6V6guzVRXk%UZ(LKqv9NW{lTw`|4w@CkupuTMpURjwr) z<@4e<&s1qB)+@!=4Os06&>1dC%+AW)@V`B%rT>X;3Cjoq{W_7l z|30EC0BQ4R0?}$t+qY)7LXY-D{|2J}CXrDD;@aErEmIw)rc=kkjlnoSP_ZeJo*AJV z{<-l>w+h(FL=CWX|B!$Bq~GIiEN_`R$h7h(ab?s9uqirHIE+o@Y@`Ga$|`CaRFzqo znCjQRFZ=F%vApb`{K>akFY!gVOGk`7@EQf{0hbO0>W`Qm5AVSKhffnSkm+PY5T=NJ z(?!Aq`H`N+Hx~xAueU0S(?4R)QP^ymq=+o*a)aS{UCYMb!z&JnDL$JxH6<9uFjKD( z`W9aJNCS!v0X3&lIHlQl25w%Gsbpq{@0f^>wi>ly$9ysq(Wcgx=hqE5fJA_d*xg6B zW)Wg@%viK5U%{uLi6~Ann^npNi-BlXB~-=SCOS%rdNUS@v{7KlZ&BKhS zo7JaJASEIIG&#FhB!9qTCJ|;rEpIY1x3X#wlwWq$SWK)#%gv}yMgA0+Dj?(DN9abQ z42Q_)s&0F?`Q+rJ8yhbycV>eW(S90AD*Vvdc@mIq*h)Ov2CuYmG5_K8@^K7XF|7#e z3Xf)bii_5BYaZbAH81Q(dt`xN8jg&67wYLQ<*oBy4lkQYWPV+ z6n9K8Ol)&gBCC+eQfDNwDMToYs&pVvTEq9F(8!EddxEc3u{3Fy z)m}@F)*EBn2gA*xi9`|M!@LC48JT^j6W5BK!WK~7HdplGHiAaW!DbhrtcK297SvLI zUm3}(Uq_Jq&2v+>bDiQseEQxEZ!Ge9j`h&rW+7qm) z9N_+^F8VM^K5#YGi!+pMi@z{vw{{J4dC+N)DCB*CN>vTGPu`qTu{2J0T+(?ZN4?-T z?mIA}!0nSxBXY*+3iSFAiXL&~R|8TYxa%?QOW`g^qo42L*RqQ~)bHSV0GjOsH;dfE zrmgwamPTzWb?Y6vJ99Jbs6G%fTuiibH)Xe-A)42Ve>&^A|ADdSBgeFsOU2J>j)yKL z5O!6p1)!-W-du;LhTA~Wg+}jW)_-fm!0p=MBV6B- z)dwzgL_^0ixGOp?Ff})xpkXe82bx9VE(T?!`rqsOVp<-+rLV<>J)7mp*>|-9Gb&Ft89_lH(4|T zMiMJ&cG|j^sI`AkU}dj=S4{UE>17TWoY+Nc25<|LO}|-yc$YPh9ah}!)oEFw>Rx^Q z&J}GxZVZ12-6YI_K48UMQ+@A{E!vt|`(!;>$a~U#xZutvrIzif;vUhxkBwEoaNb|V zSu}vAd#i9PV_*lkRbr&W(evT;1CFcsfB>UN@4)8%neK7m80$rEmrdZiC{qIukO<6W zA0vv~cXNr+DVENmwk>uC*)qh@K`Y>ah<#7a%g7D%ycs6D=pGaBM+hspWBuckM4?jU zvMqhNk)BU0lODHY%OF+c{e#~E+94=l;Ao6X9hZSOsk!-k0kln%u+-4@0mFk5BLl%N zHjG!<3cZS?EB-6g7MBT_WcSC%M&6<}j%+co6!Mh%{1;1bW%A>! z7%)>lN@Lucl1KTnie0DqR&wB%;HA=PBh)?poj_@Z6#F3)NQ!poI>#DBMa1c(k{yZL zDl1|6z{5%dBB?V_=lz1};dI-AGK6qElx1`%2b!BnbztnoNrU&UGf zK+b9InHEn2yDffldu5EP2y};~r>9C2Fn88$p}X#&K2WI*XjSi+V&GCf)rJkrY$qC` zFI)puvE3xIaO7P+jKmp91;RwH8{q*UP`4qy&P=6O|s3}rZ)Wne7*ZSR7#87%7h8o zfAlb%`+j4~j_viM%Ap5}{HS??oYP@a)p%Y=#|a2}23cnmts7sik^X#el?j6V4%Sp9 zq!qQ}U(fde5tlE$Dsx%FlS9ga{(ra)c2nwV2kC~UVq>m@6W19vjs*D(fs%iT=t zQX^%)f#b;$vDqraes5ge2t4{qozIC(2fuBP$(#cHlrx`O=_lH@3txpTBh}jYcOsFu zggRy3fIjxBX58U^+ueVAu&3Rvy6{I!OYhe;3vZR zhl|zjGJlgwLg9*-E)y%=I`3qGoF>(m>c(<*rgTc)IS;9D+Cbzc@GGNA17AcQ_>D2X zfiETx{LVP-8dI3`n1e3H4fz>_*F_eQl12*+zJiUtosyH!O;-Lvokpt*edaALQ4pR_ zSAUD501K3o|6QeQ#Q0yL(r4>uuhcZA_5~0JnK>e*CnBfT%u$6in5)}(dNcnA;KK`X z6b@HP-e^r(o457j1cP7S%*P3=h4+wwz{q^6+GiR@5>;UQX)DiJfL_@2^X7(;B2>7c` z!%SNV15y~JhuOpSBW97|$0}vUx#(o> z`fr*zZDTANC2rHG2~+MuA6o#?f9GT{nko&&msBNRih59<*NUIl-0vr*3t}`~<%~RorLVM7b7Ha& zHQr1L@Pwekqx0RduzZ7l6yU8QcmGAiu*DjyxR5_keciUa`szLbEzD=UP;J$*o9;Zq z`@G9mKa4Vq*spKhPjlyVmdQExaJ)fG!tKPT*igW{duxsTHUL>~ z)U-RS9rGW!aOa+e9u*NQ8{u5}D^4^*h{2}Ia=l}{VPiIEo7zh?E>3xjaTs)vSz3*>i~!BFywH0pz*5N^p5uX6t>%aabVr zGC5qsJN#y|F&P}34$Pbx)iu5Qt2es|x`lcIcu^-v8ZL!+tkYu5`Ja*wB6;l{&~Rvhpd{ zWC9IY7V!HDr<5Z>85t+}S)j#b|QDAG_g@l&6h&EqD;pL00&ic5A>f}$)8gsoAVp+_-FB5zKs2bv-P zCIf;Y0^d7;A?{~_iQyxK6uMWJH1&856mS@J6ypISFCEzyDiI6%gv-80UVKZmKXQtA z#@1(37_?us4<5Td4`bNuChm)qetDIz9RcZZtCsEHi&kjUY+>&E9*p(?R5y`?M&Dlo znzp@*Lw4~e2jEy0_G6% zG$C~s`ySv5{3%l6({32|Qz@-orlQQVZ~hTCeBJZck-G~!JPpIX2n+AO5HK#9U)yXv zP(5suHTTz`2yQmicO!AKZAAgh>;PH%7jwQZ1V2zMgxkk|`&=o-Rb}zY%>QePW6b<5 z5I=r5`B}DK+8PVpxTK9sQik}vA~BHp?L{23uF=fuI?hO(eNE6Vbw}(bsZg9d#-`tI zr>X~fctFsB!+3EvLP3UIkRb&#lEr{(8HXC8pp^*&Oh6UOESj2~mXhs4`TC;Ny3)-; zNw&_VWMFX1LWQq_$W-k5GscyYZW+;Dg0x?UwKFa=glhszZ|T6Fau2~25n;i{lS~Id zuX_`2yA5+Md<+-!?9Hp5=TU`NoHA5J;!keCq_Yw~a`v}m^5xN(?tFy=PDpibk&08{Ww&{%TbloV_i3=6VF(F*)<`m)ffX%bn6{Xf*%M z`qkNj`lwL>EMcL;{L0VWAySrFUI)=!Rf-?xL8)0`mAm3r#@itjR;RMdhzEe3WkZ%| zF#y@BnZsg79j&}9Wg<>eL8*lWS&*d%o;|j-(pZS{7~z-97i!cGUZ@nKF6qm?qW-pz zS3O3sM zM4cNIbHA8{QY%3n@N1Q=SeJb|Mre0D;^@Gb5_{wvGmcyKJaOh89W*o?;NC(M+5J`s ze`<$}DWb)D14YJE&-CTa9|pg)$u&Ya0*P;SaZq>XpL}6>CH&*{#F^A$n5pX?yQ$Kw zI`*)pe&yuZTm%PA^r6yzJ!Ez zo37OJzjk#clms}-T|_S3@8+1tV@^_Bwi{i`rT{Oa#5~|+3*WC_cWG?2DQ_*y=wSh{ zH?}e@kCBgSPea5SOwquf`Ja502j( zg$GV^h;QlbVDLqL^ubl2$xCy-T=1PhJadXv2TPM; z+Ge_K`C4k&^YRtZhI@mIBMiEU5VEK2D$LTNv<7jz-%~ zy!NYv?sfbeWlVS+M!2boLdnOHDy8Xh8lEbjt3p(`QM@!91e_L>LiZnQfV#)^o-ro8 zyUhKg0Q2FZQN&5%R;u6fj|vvORJt0LtW-EQ3efMQL37@1BiPs?_3%WlPClrOvqApW z)$YHyCQb5DuCD*Rx*lVmPQE)%!Bg=cW122N#HP=)4=0}g7||mtmQAH0j??wzI?$Gh z=gU!6i1*P`R(;y0C#>m%Vj!&RA!8tH0E;mYHuV`Z5VrLBGZ6mi%R?e;@9UK(?CjfO zAne|T>e2~{2rT7|3iw>cn-mdHhL;%uRgPB};a`qd83DzB*BIf?fZq`TRfz|V@UO%h z3;0y^I2+(s^|%u8&NQ?W@T)rQB;u($?Iys3#p5O7fyMQ6@_FtIlX_dI9FNKoGyR%$ z-b<+qMbUZTOqF_DsvM8nkv;vI64}cW7K%njfo_AkRrWfJTGf;;ws;ko;Yw@&u0qme zJ2?!q!NDiPgDRl)O#aJ5QH6XJrk|8&xA=4_FI52HrM!YR9fpW`l<{9lHH_WVAog_b zE3Mzl^iTUO_YFRPuYSp=jb$n(QP#bDo%?{}oHJAXN4;VqP6PfaP z^0=Kkw_iklV)1QfVVe(9{Qx!F$e)!KypFg88sYGNE{ENI=ye|pz1?>=hJU^Ax!DjO zfT@x!FUoqDomQfHm<4;JPO`Tl!F?xFUX)?^QyCrX0Yf}@vyTleSuq}J-`TALhBtco z7$*-i97mCyH8L0uxE^F#`Rd=!HezBypJ1RaEMEs7s}DVvm(jP}{1Q5Tcsn}XuQqh; zd}y$FM?D2lYa)?DDadcR$Cpb1aEIZ)`}ZZ}&3p_i$N9uw<=i2?@nN{mH7*WYa!RMM zB0HKPS>e$FH)+Pu!X+7oDBoN z_YGn=@y_w>%|_TSU=)U~UZN{!C(;T|Oqwpp%HmScrQn|rT*xbRju)46u!1QPF(YAX z@Nxf)@vjeuh)f@btlkV+N=)~J9z#*dj!ry}!Zog`@uymsw7Xk&?i*`gM`i7dH;=9e zStZn`^QBjcva6i1kHJ|5MJAX8Na9$~B)zt3zwAZ?e3?K$$oI1?XXBC>?zyrE?PeK1 zskL@Po$Fdt!e|i3ky#=&*e^3S;YmH|Y==-%7ZUI#1|lr8e4$Poua|(2Xr9ekjzi)p z96{>L#bs&~;Zi_9W@Ya$39=!MIdFB(EplB-pv=C4mw#EEXB>ac>5sUKT@PTUBSDz1 z0vp)Vi6{UEsM;pmj-n&LSc0rs~jI_ z%9j0f3&AZ>jN8|fEj;yog4Wwq?@`LugiqS31?ZiLWq~aE#lpFbCfgy^F-niO#JP^i}MOg0bQ8J-36y5DwfW@*l0-=OWOHJv# z-Ez;>m`Zd%^^)vO8cB?TrQ#-CozKvIu2d$Mf0#HgvhwWkZ(bYd5&%ssaOOMA9R?URvH61 zaq#>3>*m$6s{s|XiLP}ocbSDBs^}QP3a@#-xD$r(@d5Vj2O`X6FC#tbTsQJMV269J zHs_6(V1{j>_y3_dqV`jFSdt^nsu2Mvq8YV)w2>yvk7@xMUmzV;4&?nii}U=BzxYIY z?n3r~5nr{te7sv@K%y|+NE+6(FrquS2Z8 zDLb)4>d#GTL$=zG*s-1;^g}Q&@=q8A_iteTS zMm}qS2Fj9@B^AjD-MXYa(Nc{~Oa$=T1zh61N1v!df?D(oiu>oxx`#M_t#HGXfSmrW z^xY{Gv86}4ng~{hh9z48Ges547cox!>F%1H32cDU{|wD^bDCW%0Nt<8Uik~4^<}bw zL8tDan_sgX(G9)JT|2m*CJt>awcqLUvw(H%b^(D5Jl22b*tQh^EiE8*UzBtyfJFJF ziN?Ku$cs7fdHnsf-4CfbX#`}(a{ypPlHn89WxSh-_Uvy44W0hNfEJ9YSRY&ye9;lK zXE9fo8`G%7!LX6BAwqB3Do)U;kH$Wn>`wgy(TXW+FZ5;H0rF`+w4I5Catv{A+VhDM z8M&)yAUiUt90q|_1{!*e*8?g1J}srGC#zjPdikY96DsInS`!E9WIB&}UhBGF_j=3X zX37zywVTn1#>=m@Wt6PUurpWq~VEOGgAQSbBv!eUlBUy)S5WGSZ9wTu5 z^vURZ-vE#z8Mk_6KXq#;$^SXE(iSkjuBb9lD08Bf$is<|&%XIHXElcDD>g%g z>xdibB1mc!EOtyNMyN98%SZbIkirJ7u%0b^?2vxoJotF3Ac}rLEGXC7!=ol8y?4=j zpWQHQR+byxX6);|jMHj12hNE-)5}m`CgL1@O;fxj))u7C_OxRBv9xtn^3#fdS*W4& zp8V|SZN;`VDA?@iigf~3p8^F%Oi(TxU`H6hdr;gw*i~dAb=iKb+r@n9m#_L^)%{J+=dkuWT zuMu>mD}~2%0oi;9;nc6EFhMpv-tLwrxy1lPcSkvbm_%Ou_Yc(SjY920vF%%-<#vaT zmfDNtpB}}LbVrlp^ww57E$D?ZtNed-cM4I9Priu*KsiO=&dr;*z+U?Y%>M&8psjf! zU#~qGZbg0?a?wdy9Nr3y^wE>_Cl7&{)r=C&xspdVWqbAkPh9k@%pKws+*^*ZC`V1+ zSnyV65Nlq*>pRIckEQZv)@{(Zcy{?&z?<4nbGCRWD@0Tln{&^w(L9fp>NeJfcvlYX zm+RFIQEtpm%{{CX)tbMrP)*t?Wd9?(d7oH`tn4nw7e0xO)h+VD;Wtm7`vB`NXm7yk zrcvURx99VY!QqE&UpMe3i$&6co zKuOVy7D##6o@`8^O@d!`Us=AGe2xvF5JO3qq74Q5OPC|brN%ep1)v1`Ing7_UvWE0W3RInR zN&nAYwO&@G@}gH)+eoNz?_6Lh@60Igl->yXF|eL&!E~h<#oi>hqe;8Fe&>3BCZ5If zLF#W-&IGF9X_q2;DViWc346xEUKivJfJ+^7z_^qLHeu+h_impNFf^=$BO@MZ4u)GT&|m zw{=Vvu^qJ=@kjC$r&v;tOA=7O{;JBoG-j466n0&e@*G@<-H6e zpFThH?JZJ?fM?sWm~0g9yR1`QRtI7x{&#NMK8wXlu&(99r|8JcBOaQSO5p_Mmau4w z-US23>LIwDeevQ0iYpf{dziE3n4xUlrPZ5%9)+eTEMJA~pt(N%+zKp}=eFAhJNe(( z3$TA(9BDgbjjz@ZuydllDP?EfjX#@4W)poG@NFHKPmiGG=MF^v2taF;HMSs z*So<#Dv_~Y!wxd6iH_~_d_maQ|Ys`y>fXftxhw?uQt`2 zRVKnJ<@@m&(x)o~MaUtT#7I-IGAj`E!&l}*&q=DywP(PP6}ybOTV8HF3KWT@vRv_+7T3TkVLx<_Y2Qm+?|JR}VD2M3Cu*nf zKtmwLFLYDinADnHN78~8p@6(P7*REecU_oNmw`&=H2St9umJ@LFFC)7{vCMt>eOWD zQqy46iW`VNtK(nE!wh;ldo*;J%+WT4e~5n2RXCPO5;r?ix;V~1e~X;;Szhh&Gd$LQ zMaKvm{)%Pu@SEu6vV&P9I)Oby*~0j1qs!dRwa7Jykh`@+jV3O)fdk?FFULH&i}I4k zC;X3Lst%TPt4!fV<0BHH@ftx~Kux6@Q6W0IDUH=1=dgy~q|u~9(u__*sZ>P#PC9U= zNSds8AfTM+5OvWnhe(92xOH-Y*B<2=z8%VmPN5rDY*F^4=RR}VPv(-J1;lhRwh>f% zYBa?!1k&N{2(~G-mk%-01$A(PCx&(nANWO>WMO_$I7jz`JfsoV>^N4k^w12k^F%_{ z5_cSGTu1XH-gz57!y94!GAsCWI(KK_e26L1xPDvGEt+$B)I++{;~AthjQexDosLQM z5c_)w#nL`}8`dF?F)Z7o?+=P#UniwZ7e$b!Y_6$2awT@iAED6f$-vJ~wO%cRZR?I! zV{wU3Bf>uT%7LzL$rJ~?Ei#D?$|4kE>&rDT;UhOE7%hgpGiYdQG^O;XvA3B8eh)UI zR-ZF*fOIu#G)j19wcDR^mcUoR&8;Z%o<@FTLf?pTa5xV#IgH_D)jumYQ10p3vunb? zH11`NPf*)<;Fh?Juqz=PaIABFSKrT^9$<@wG+ZY;Z4Z#nD5LG*;4wtjRxaI35CktD zgrdN&to~$Lp6oQLGKGN7#0R1-Bfy9EoXyh9ca`8thm(AUk^-bl>G; zGP8QJbI{CKuIN+5A{DtOhPJctcU{iikFz$HPC=uGda0R}`*W9pS-e^Mv3d{Dc6NbP zEt&LR@dX+plPeICtSymsmba(g0OIovz)2;mRTlGS&k5qf72i&o9vB#~8@i#Pw4$RZ z6Zhep2}qP^2xjJcIAwEq@=w;xmm7KI;lSh0m3O^ukda|b@^QnHBFNt?zUTZpDgk{b z=I1ZW1OJ^WlIhGGnl!8Q&D3sq_<_xa zx&Bg*Z}A=}UYv}gS9he?&g5gN(tQofhCha_4)4q#6i@NN_M+~I@cO$4cZcJ4Bncoe z>{a##+75VSA;hK5uay&+KK1J?tSf3sTAtR7!^sV%RhXRZ%Ixl4`!|=nOYnDK`p9Jg z+Z7|Jop!q-bDJdAVtADcM>qq>=e{cp^3)X>P~WVC@$b}k9yEl(q|d)Jsln1>N_33` z{^=|ukjfca*rnlMx4~yRmUg3tyleJ@h&3huK!BCYj*MPh* zXHeBOej()DF2VTbShP@=hPz%CTwIy#&Ej?MP++aIWT3-8{?d|Ov>nCmXdS2b(t={& z?Oob{*xVAGn5yEQcKRpP>!k%S=up}1m#$4HmJR4=*^J(yF4Zu}uJ=G%ELEd1jqQMO znmF#H{b?E65E(E#EAEsuv}3wT>$fa*+1az+9qkRon8u`uKLAmJbaTgJT0cC?_A{#e z&DrqCbw8)o>pCwkcQJKA|3dwSx(-Rtps5u?<&IdYNN?qp1_{liyn!BsLZ~2+dD=jww|1XWg6$>pyKu~p){-RWYL5wJi zpDjTAj6iKKoq@E<_EZurya`%W{v!~k$MC81zW_or^tZ8(z;CmcK@QhrFhXcE zw9J0@x}n~khIb*r3`}%*2gsaC+iugcbHn~7UtW_eyqzTSVp8Nplik-Nbxq0_V|H5FTx%i;(7wv70Et2I?qmFvLp+|ua`>GmVbX4q~c??PJdFj_;J z>Dqji9~PzJqs2l>-ps>PP!EWdt5rb|rtg)Z<1K?>NZu^M98(Vf$e1-4ClUGYq z7&LyC$T8nBHUHAGZjw9DCa*E%T~IIoG#kh%yz-0Bl4NR&SDlPC6|C6 zT}8YspkGs1x9%|QM0hv<5SWjQegq9*VUl@x2P%5x_(Jne|JCnbt^iRKFwmNdO-XY6 zB-M!fgV<%gB3|*~LiPT!sPZot_>O~*i@4|R<7}OII6rNYiPtnA?v$@(K{FU`u=wFs z_DiD`k49S2^P?~J(MM*nA=1f2z5nB3Zsxz5@SKktqVA6xT+xpjA()REchWE?@mHi? z-YfIyO)#$HvR$e}OwNblMdAVL*Rm(B=+v=&B0+g4Li=#5fX}bmp&P>eiX^x(I!KlL zZuuC)ruSp7YZpJf)fzd7gEY?%oWKubVyhk|sjwb8lmy=cNt2%Kf~lknD#mU2R!?b> zk_Jh3fe$;7u+f)IjED_iYJ(`yPP5B)t!w`G6V9Py^39H_qd`fZ2%}cdM9Q^=)261A%A@qRH_!wqHAn@p7 zxE_or6Ta<0i{tbpj~N0W*UN+tZAwC| zxSL=M{_~uieSc~v!A?oQ-wPij`CBwvC@JoT5fWpe&MCkm1z<8=s9_MIq$krOo2Zz* zJb)Y?T{2efU7QVwk<3aj`~`>Iz`@XT{)8VoUE+pPM#LeB+UcuTV`|WvfJBMeRV+cn zz1{8sVjP+qA8qMRPg>j^BpSBVxl>d?7~3LWW~E79dpYva;7k<`3mR(~_2L2^RIUY% z|GsC8hUgmuZ$1r2eqz3yhqlm^BqiDuA#6uuNG1;|@SrK&-UVEf?^|RCExPS;p~JfY z7rdz9q3?s(eaF^ADbwS`g#}2`F zf<@-97sBO~>Zzc+ZN=k7(EGKISB96(#_tnS#6f%I?#7Ex98|W0Z+3?;pmbZexwnKa zc!rb7(MY1Qe?Ej%p-Ja2vy^<>@C#=@ENlAi&>wpt#tE`*AGU;rhp_gsRS>sSMC-+{ z+1k51#~A6}M4}^T)M)tF7<~qNiEftu3%{A$fCfoRV%QZ4b8t332l3z_-8A&c&9 zh1s4+i8vaP;9qqG1A<=t*izNpsCn!0FOPd)mym)5Fc#s_V@lJL%^G<`8Wyo#3qCLX zit0?GmNCD0d|cpb5DvNLKP$a8(7@o@)s^txIraET_4!yPWHfB`PSAN4hQJEr-7Q2x zMOhe<9=@6dqITp@*jXu_M@={z$Oh64P%9L&M_ltaZ=PlHt@>jJ zt%IM<#7vpR@86%XN*}Q1{M5HVTGkJ^R#yP51VW7dX7V{JI$q?(t?D_ZeN&_X{W~kU z&@(TuMP!0x8dxYfo(cgX&&KqDwpe1SvuFJAmIX#T78O;qIi1%of}g0t3pypEB6f32 z#^;$GqnX!1FwEZ|jPeV`b~J`g7;ZkA)iX(&MYSqg{LTT;`RNQ>9^Po;i3Wv8-zNAf z%Q+dY>AgMwzCHouy-f4QD;vBiL*hDM?3RxvP(aJH=t}G z)NYJ>vzF6ra48~lrG+@-#Q8%$Ol&SAeXWs$9kNviAqUE9;KOGkDUAC!&`A(}hZmBh zx>)Wdr{@;SFPf;uegXr!uQ#J;`KS@XI3uC0v%b>;#xz51&RsMwJpWWx07~AYV3KJ$ z7CANp^w@<#wf1FsDJI)xXEyx1lM5-f`?o;XiydCR|$825?iY%g!Dj?dI|?(_?+OmOHRSCabi`? zfsQ7rQczP45>(LfSeWIj!);zT<-YU>+j7+T5fw7VLb)C24=&b{q&>u}Mdm=gUOznt zBzr!D9efL=!D!fn|68DqBdwqaxuDi5-UKL&^jF3H+Du3&>Y=%_O(m0S3kwz)5=BByJ1xsmY zHi6<(^)d}m>9@_Of9D>~+niRyLAj-ClHw;@S%mLN5tzeg2~Zf8?kGqq+)j=-Y>T49 zXa3sVYTZ-Q+j)|@U4+OU4a5;*QmX&pfJreAG-`@dw!ynqJ0_W#o4@lAZ7m%O7RiSo zW)rD>n0_QkM80Lzlv42$FvOdbljtH0yqvEP)JIxA&yS0)KE=09@|;UW@z#%_l=_*0 z$)2N}+E=9D846xy^rB_<*j+#m->##2L<7H2v^&M+4^h6^_Je`-of2|F_=B*$1{Oj> zxNr!}uq26p#3ME(@ZwNwV8Us$D&H+mp~KXdJpE8PYP;j=qu5v@+eM81>LrsAZMoF$ z)knPL+1tHsL|EX5#(xm2i;m)_j$*lph$!pKSgBqxL%NLywf1iO1!dzO%EmFH$XEAF zLHJIvz>U4sI`JK*{sPGzrqB51Ev8Q=TdBrOI?$&`ZBBNF{KU(DzoH$dyj_y@sv4z# zDEyl)f2Sm^V*e08>n~hq5JU7!Jg}}2^%p=Zqdgv&*NFBjocK!^2hFb^y(d)AoERZW zw?l(A`;woeLVk~sd}7DWRf7^Y6)X!VkmIcg=%?qc65XL^t%3f`z*_f-f`PRGMuLI0 z3EGr_wFNqmf%Ok`0Yux)KS+!B7i_;4tM5DHv5nJV|!J`zd#mS$!@vf?q|2h5lGt?5(tvg6eLUz+rDkmW7F|v(+Ey&v`?= z))?dhgj3?3nE>6+V$Q_o@J>60{2Ea~N-AJ=BL9}Mo>Y?ZExRoo2rxgEYPF7c)TnLh za_&@h*N0#c+>8xUHbM2D?L0X#UGH=__SKzqsov-ogB&}$0Lw6(6krS>n2VDA4JkU3@|#yBcw_&cB{)Ip`P={GPQ&#DD0Z z3?XSf66~jZZGb!dq$s#u30TKE0&%NW?{aaNds2U8tuxo7Oz0TW;K;8umsg-yz@8#m zt^{Cy+GGR3QNLb|5~O1y)i3~YAS#r!BF@DB+WkyKBHIU1Ls?C+J35MsD^&KZAtC;y_ ztn?Fzsv?U(`WEvpbGTcnb4-e(N?>EGJ^73|Hf~fIiy7^Y%YL_h40}vE%`W#oD$x(8 zR#{pr1Aeps@H3n-20g*%Tx8iS6^VyrOTbDz3^oo>?c7h|rwK$Oa! z#r+dhY0Y_-=#Nuvn`ISa_4&lxej~Y)qv2qeNvYkKxy#mI>T}K*!}pyqz?82nshsV)oSlOeb;^uWR!jgul~Wnp7^z#%ghN{zxuTN~?7g(0!GziveWryZDbeoVt^Vldv2l^=(Sc^@jJcb*v=+xm z3cYLYB)PID8lriqE&iOLtjB11hU|d9u4KBqZzZ* zx_eLHq4~P;svY}>c~Les+O7AOqz#)-3K(Ng#XDYMXpLfn2Qt`qHJ{DR(K47 zm4cTWzLjEk`VA`|U{(0fJyFv=fl*^0NU~5EC1jAvinScbsm)B?KMq+{#?wGwk zQ7vjF8Lvk_q)2oSzvYkrrZw z-!$3eq^Ov~9sZ@>d=yL^WZF{D*s_nL7~HiP?X6X=S4=Ea5%MgI z9~k&JY#@0y>zbRN5~>$TKT_+|RZjLpt4Td8{jdp1<9E8dhgBevg(Q^?Osi?i7))H3 ztk^}ZdZJ=NP8E{yL+x8UcZ#hjdzq|fO_^6v1$ST}HL?x7EjdvZvO@(sf=TYlvXG2H z!$f3^!O@vGa`nq^zL~PoSQZjub_Lp_Vq%4qML$`2a&M}ei5_-(of0AR<3N;?b%KMP z`JqP11l&N1%PE)|8^I3_1m(NZ1K$k4$8S$67Rht=V5n@|Lmt6#S=#5xg$Fy9+3b%X zBTy4p$R!5`exFPBnTKa{!P39y7PDYNbe8T0g6 zjz)g{qEFLJuF{Poz zf0HaYxde46i{P?hOI|L)$19Kj()`C0rFEh-1Uqez1-S%&8zRZ1b`yInVp1CHZ{psOj=Coub1k!XTL7AeUGN2cc!GcwopI z>qq6a2Tr|2mW5)D!yyv#p}qpu*pP$3=D%Q$$Rn`v89@sm`S7j%cdk1K31kDxx1|`< zPlF0UHiCq?lfW3KOmq^5UwR4o+ZWIVQzl5G$q*LPOJKyueE3W+ajGFZ2-cEKndtvk zqL=u6rR8lF&!~FBLC(^@pV7-5u8cNZR^^&(UIFA+^msoMyQ$iX#ZE5bKoLcX80049 z_y{(Pe_=|Gi=Iv}@s7LWh+T#I;aSn2G%cPq-;b%{jBA;wusa&?)F4VkM!e>(BJgms#svNM$AdCF7$X<)w*Q+IdC(fK#N3Ts@ReJ}0u@e=RCFjL~c3(GiOqAyG{CxBO7n@yK^m&KV8 z!Kw(xC+LrV89ASEMUkA#w=mb3P!D9*b2t2VBiWyu3+c_#;#!S5=O6J z_zK3a+5qDw!uJkDD;pSL#)NBt#2FKP10|U;@$SFG854c`CJveC+dtWmiFf-bPMPT2 zPjSjb*S*SyOuU<4*^r5M^XyYJ-{O#ozIpd4nt$1liFfnxQ#2prkcqB$`6*hT*^G&I z>-1B!UgM03zI7XCO!TeaWX8n1bDT|?csHI~(YTINCi=#AD;np1%!KQ^x1w#IjhT42 z{aZmBh;t@-+CeL53vtjyPkU$uZ6X^q@upq0g0>L{P4u*nR?tR*QKzGww1T#hxrDxH zFRh@>WG@*1O8L-=fix7z`h@G z_bcB2NHgFR2Q4ZNzUvh}L$N~(pQ5yrxHkQ~%+aSopTRQ1A!>f~Xig}xl8|D@bnf;% z{Y~>IH$;;5ZU4X|HCnOQneA`)k9(JufHq40!M^QZ7V~b9Cz~iNylPBD&f^h(`h{|0 zIj}x<68$1;fXEX=61j~}CX`UPj;U2=vcNgtNQ0M0T+(k3**&r`u(~l9jkvkwRFI8* z*wEFuH4lmfBx_r;v5`kfd9^ZbHc?Nl^0p->+n#B%QF|pT5K!!Sogp4cOk)h%WZT0B zvkjg4y;&p5Pnclqol;dZ+VYddQF**f(OMrln~%aLa?}aGr)0u}sr)yS(mJ7>ikvx^ zrZp-h8t^vrkR|zg#18$zGuyOeMC@C7Y|$xW;?r|t`a_RtG7`>?XYP_aG3BL7tu6(p z<^kcj#pw(+=arn*JF_x(ZO5(Qq$d#|*^|9c|-(~LpxamJs`0Hiy0t2tq!m;eW182WrX zGXg{DcQdIOC%9ZNap8S)({TQzf(iA1xTXBcbpA87)j~hlTDnQ)E9H|qN8PzzV%<)( zwv$n|ec{dYO&WUVLt6HQ`$l^Yd!WNmsaW{SaSvHxy1q=9;78@IZfgfb;DLtPIhlt> zrk9Z4h5gX_{QUrYP!mgTFd3@mffLp?Do=(oe^R{!<0rv94Oj`djXcm`_^ww}!9{iJ${ zT^8g_X1HZ~iIb^j*fbobS8$l$#fdM;-TI(15i?{gEA7SOi(Eni-fE_2xn4r@9QOTX zHWeQ7WLTr@~E%2FR>A2kJ)B2XL1Q8 zeNbe5QnkcE<9h=3$>kC&t#P@7J)JKBxKBlUZ^rD6csbrkdPICuwS>geMTcnaiCTij zy&Oioe}lsV*e@9uVDqmEgZB4Bmr=r&9AW3On#!EH@A1l+IH_glX=jEv z)Wb7PR+E$z&z}!HW~GuGPtf*$emhvSoCk1rK3RubHiaCD`(pWucN5g5#SygbU)%_# z?3KlJJrCcz8In3~B=>e=#s0p;U(A1YGaY+#1LQndaAeplQ%raTl7mU|A}`#y0b#s^ zq%w>{ek`3ltwCavM938=(8LOEyu{7v2ZQIfkQZqc7{P(m&(XtD!#_yHwwnP?Lh2wn zzc=#(%ce`H4#Oq-S;*cX~(t7AWHe=+=9eur5A`uP&F7b#?~$-1JEc_jw|iM~-D<9vyG z(zs;YLr41J5ZH*4%aP5Oz_*jh?+|;F`4X_zaAl!?@yXa~$EM*vGfjoNDxW%(xO@dBiM_ipLHA=f^wPDy3+CbWNHaU zq8}KBs}v)!6D9V@t3Hzv6J}+8s9}uxB}cu)C2xM+G%ZL-l`v&5?8eo|*)cMS26&dq zYfuKO<8x}h#eUIzu6Z`7l50r`EYelyq3G(noEz$O% zm(Xv6ok-j=%}*rI%2SX7M^=OCK;HCQ{q{y$w%n7pFamKGKGuRqWv-c!gLh+u{H7Bq z0%uqb9$AUkr4cu3CgeRz+QGDUBo%?L416UEcT;}3w}puM4i>G+|%l@_LH=hFsCCZoM__2EEt!#Lz5Fv z>1QEITkVyjNwSn&{VbP)&3@BC003{S;Lb{ca4ZiGD8!)kGf&f@-3VBSjPns)=_D zDT}N(`oz4<6X71ShW;2&%0u3zG5ott#Pq7 zuJnRaK$%%l^p4f<}QHs3~#(h1jv z?V7mFH*quNglhu7ddSW9kfU-Uw4mQD?B-k8nR3Flz~3$O=3D5Aa>8}s-wpic8~9N< z;Ryg8fuMN;L8hE=1cWz%p?LyBrkrpDh&O?vc>+aLP6PtRo50aLfg@8+^aPNOKhhk3 zBoj_J`pKKV(mZ`76HYk#%bPvZ9D63}CIb29P2Opqyp!oB9Qo(P9crFCl<6iq>QPT! zYM#23=_VZY=}nz#o;vj@nOD7ZqUUYZtgnJIHYA*R<;0t;mPjWY({03)Yh#vO&`$Im zy*6g}CEAHMKQM7(ezOY;ZelWN;y1JLQ}H6hq=~?)9C0#BLg#=C>X@W0GD*MlP(Nc9 zYYX~`z=0hRXj{R({m$F{c-C)=tlwTe5jewN3CAr{PdK*nnCo0Hr7NCw!O|``-UUPa zJHI>?P&jsaFQDkT?Lk1%^WqCmeHdQwX5^W!A$cec-Y& zZ>)&cHBr0ZK*Qu3aPj12pFEUyaKZk48YTx#! zz5G=P@vLP1cAqP-(KpRB?a1vD4SC*-EtL29Xj9*5O1n_OVFZD;^^-{`Se~fZt~^D; z-36twC59ov+JO?zXLejn&zMqwtiKc%eR4-A1<94Yza^=mEOCjVKw#UPB$i-Aj88hZ_e6zr0wte1t2 zkjbyq5V-1O0&1OOx-km{a^*AHw(Zn|1?oEE4>9JuKUv~^_SdA2M=p6IJ(H6$IM6KVc4Q^83n zWDx)&1E(488*5nXXgKz5MxxBx-ntR&tA61BB}mE>j1D|iWwhr(m2 zcf!uEyH)tSWC#L|Yw}FbA1kXUp`Z=O-995F0)inwxuuQ_(L zvGC+tjs*GIanS<5eV`K$oIT4}jwXXI>(j2#wVr}BV8>$*{KSuAKjCxFQ zL+$Fx>pa)(3+~9nlbx{{au#vR6J#Gu{>*XDePu%KbXqgWp8eypDYI2&k&N9IB!B1 z%W0&p*+75aYn+K)Y}M0dXUATpYy?>yj8^|7z0L)LLiv5iGkZGrO6jK2(D~A8T{jIS zPaipSYB>*X9*FgcL!*~z^(1CCIXyOtCHKT$F?#fAmwF-9pr>tp+R&w@1cnGTWlipb zu)0Xm@K{I29{B-p>0;ole(rkgL?Qf5x98Eu7QO6RW6H&06Z(A`)bf~jYn1l%06APS z;(7f4BDFwLzKbS&YV1hmyXm#rYm3YV>VN!jZzFC5W&{ioY=UgnJ7xvM3#{|5eKo~f zBxXSSkwr3DhdB~EpwTUh$`=z`%^84*9_-WXiNunFJY`Z^XX@%n1$!&)Nx$!iEfN#u zw81#XT)ZMNW|vqm?|#>i9(gqqQ7+6O_43}N9A)%iZ*xG%3-cySA|a1KuFt03M?Mht zY6}rn%~AuK2o~W4;Hbacago#jN)B^b>w4ji#{}31%~120$brH{RaO|UH1ek|or!zf zxI53jl7fs8=OzP*`U%;ouoLImMr8-$*T##LBSZIb)K732ujImas-KVuM~qlByNLP; zP#F#gh3Y-ujY9vNlw+FdCv+&Z97g+`*%TlA@Iv!LcX*Ufz)d1e)aVxF6SAhE09)D^ zNrI%ua!74+PBE0o0n2ku=!v==D6{E>}_7u6Gt=f;6dUsoWbQVz?u zy_60YnXFK?2n_m{0}WQnIAAf7zRZ1`Dci@sPEkBzA4|@pHsId%T<_`v3|e4rd@}LG zh5fRWdHPH`>acxVu8A;k2D^6qwyZFiW@n%+>$l}6B}2QdF&@PeL}_`QbIzFNpl8yx zdW1*q#I32t!}X4A?He{IkPweFY9}O?tsKXidqk!<&?0R%n+p);P0*eIj?^mNt2f8M90uj}vM^eX3N}B`}NzW z>|yrm7xBaiiD$;C?~|wsSf-rgGpJmYB*?);ZMY}|G}Jr%h$m#Tf~=7S(TG;7ZW0T` z6DQ#fye|7P*x&nSu~`X?O36aD)M;)(w4zSl;J zYa^&9`jr(lJ^i{2>WO|;2R%`@CyE^vwM_5*SnlSaqxu~S>Od026ThQSt7BLYPrM^w zE8=GmPjtaI%HI0OUBvw$xqF`))sZtku8OlRXeZt$Wh>6vsGaCeX|J8|XMB+%IB{m5 zUzFL&FtaJLq9C1k=Txo8$f9(j%jdjw!X<-6COODM{~(JU7gH|6k{QXD(c zLsH%nBtTkW>_i8M1w#@Cr+r7`ng{bf379v+0$Xrn2~gq?ifq9R#zUE7D71Munh2#1 zq1YDOZ~~M&go0aQ#?vFoLm;{(RzN+FJqE&CVnyVD^dS)6f)!E#@`sIp7LAx(A7R*r zXo(M$Yhw)CAYtf4Xrm0fFxk+FzK1hx0mYdUp@lSTL1i;1TnlU10*gZ@d<$*df{Q~Z zLJM!$0*pf^LJM)&g3N|axEAKH1sbPLgcjAD$+znx~NDSW6noK87V0z6=kKOyi}B#igHs?b}Gux zkTFydj%vbE!FQ_YQe(1J!PNTB^U`k@EHST|=s9NI%x#LXYBANYE5=LV)k8bTu~7Jz>mMw z0pX-@_++n3l9HYD^9b*{0UZ-h~$uxqM0WoImI$Rf7x#?5?SKQmPwixi)2K03ncK z^n>4oX_7)1-Y>~U=gX|ieGn%hMSnS2e%_w|az4xy8FEm~`QQm;wZI;G6iuk2Pccsr zs!yhxklT~fUl#G644y!bzhMl=5GIl~9x7;1olP%yr!?~G#sRGE$h8(#3NNO#~ zUN2yJ8(QJBtDE>O-+mOYJ~z8`=Kbo&dtQDVsVWH@Si?TsCgrC&L(uFz#J``;v~GxS8`R_m)h4BM~QZoq*#ul+I`I z=YgCR0keKP6aiZ6fu^KmCl+uksgE|Bi4;o^fDfrS)n_kGo!FQbE(OX@f$AzCS;z7~ znP->|oj}V=0kZzc=0p9(Bujae_oK)N^&1cF#=I>ZI)T;8jYrV=%tH+IBa_gP3tM>_ z%FhjO6OTgsx+`DjXM8n+N&UVne;GrJs^1(n;?xN;W75xaeM}WX^(}!;u0^Uun;H?S zcc#6`_3ehX$Lb$E6lBRD;fNjpc++HC)2S0D;STWMRL23lfZ>3M_OwbYfFC;b4buYX=X62eL0S< zFEc0P#Y&_&Z<|lvA*R-x*m0X#=4T9WKwO!Ud%-ff0%B`kI6JA(Gejssd=cWG7DGK^ zY*su}wA=DLUXM5v@g=FA_Gt8Dt&LM2)`}O;$4e&6M@W0@`?EGWy!`PY(izHTh!Nm+ ztkvYFc_XVw>&*oTzeyMaQ8QsKO5~AJ>|0pvng!;C!G$y(~41kMq-hrS98${ zxS-2?e5*(`5pt%;!~6+bzSVRxMOUhs%bE>-IQof|4dYgShOfIum#nk}D#MTenjg-N zFCKiHAD^VyXj>UtN~1Cz4u1n%%rpv@Y`FYR<|2i%_2qn{P&E;fUa${;hRcUWBh~|~ zuqpbxX=_M!lf>6`dp-}1PD+Xic0kljs3?LF)(0!dR1cxgDq-eioTr_N?>4QrmKMrW zy1rk!ymCTI?0aU-g&r{}iPUc71nJlbtxM%i$S;iMe%j)m!9ADrw7(x(+>~nv>%%(m zu0zh^f=zKgZP?gh$K+GaDB~VP)dW-qkk^*9_a*O~f&1Z=e1c|z1b64Lrgn@Hb4aDu z<$PENft4UtC=R}-^>`wyL9=+xu=&1YMJQ`RQolpJBZ3>HnpsMsBo||kHIg#!n~;26 zHq6A6I+Wswoy~ToW}1|Rl9OUTVWbU5Dp{z%`5=bov6IUg& zm_t+~#YpUyEohw%PpQG4YMp)|m4T1L7-M#n?zl+ik&JNWWY<6KsX&YjmX8>qs~%xwq`bSA}%^QEk<3$B>#&NCl6!7kGCRHRm;3uQlofkZ`L+>eC8$+BSQ0ZlPb{}yTV(wwan;kds zafUy1k?IQfyh1pQ7!%$)mO7FWF`bbObgRlFN+x96$?BC8TcsX>5V>PCEy*FFCn_cm zP(KO3K``;d_dcZpT(=;Y_@y1V;bJL$HPApW#giqxtHX9M;Jz`ry-qVma|~2+Z24a^ z5W^?3S1+}aUPukpSKKKkwCu-g@>W|W&z!v!>z1TTkKyJO6QpFj!W)}cOjxqNU||0Y zBldRb@-bUMk{aE#o-a%lzVh(xknvXSpcmVED~0?Mxyp+8a73EzvA2l_Bik`Gd*m2S zGI3GH?2??E_P3oyJ+LF$%e`r5&`T!x_*m(e?qS@-^X*eT9F@xHB@=wiW;(ApZsPei zwzG$|JiTOsE63pewDHkiGQoXo7JHkqzmrVx)MU4SP-T({p7}+i{?HBNB@^<-ZgSGi zQerQexHwxWceG~{BoizLxE->e`P)uQK;cL(%#9?H2?{56F!PL)tHZgPBY;m=pg*IsCM(QyNLY7xiL6(+>zDdkrhM}{dpJUh5cz6L=)Xv z8>NliNnITC-&2G?$S(%j2?@qHwQ-sWpBFhDs?Vx|W}?f<1_@o63w}={eGb}U4(bFG zK7$RTCi?u>3nu#Hd60Q0qb6M5US$1M&G5C}@U=>dwTcsm`%1@2%YB^`gz0^i^}R$( zMoqZ-uBZ;{;<74EtKzmQj;rFjD$c9oevA!N&_W4KRM5s(SR~p|1W4s8AXA_@&4WRo z1PmHsNpS?KhoZ(%R-C{Zps*p776!luByI@g#rd-V2pj^5asI6bBF8{xoWC1@&>@hT z&Hr^k>=4M!<_|j{cnBoN@y7v(9^u$=__Bw=$1r*v{v2TVA&j35pLT74Q5PXjz79=@ zVG|=x-u6w9aT6sO{Ox)$!xl~)J04mFWt<9lNbXcH5X5_nlYQ zGR1^r20hjTUnMe0TNbfxDSd?!HW(yR|g1zgjyB3-uN+J0y1woEYLc)kTocuX<=&QJb$c5@5t<{+5pxzPh=b;|@39V@$F zbQgT^f=xcAqJO2ae>?}i1rB^rOY{u-@AUf?#S($LUoig*-9Vu_C^QRyEQbJyy};FF z&rHdLituUwhc^Ty8xeKelPME&S8|BRZ?khV-t<9~M3a+EnK&p`PNsf53K9RnFIJ}% z4|eRix5dOl$q#-iHUF+DE2Zw&;_eftOrZUiWd-P;4KqOidygH$A)naCe< zy@cF?0t)An?hk;RP2!V@!`$v#G`E<+Nw-8Vu`(!Aas?oZbYGtfc!0bh+g*KBkQXWk zJpAZ{La`t*`y&K#Vf`OfiAAi+p}# zyOe1CR-ko&QuDxwC!hSByzuSOwY^WxrXob%=3}c8k6ei;n<^Z`am{H?Jt5zGj@Y(0T> zwP~V0yOK(cZHBYNndD|Gqfl3CxFwmLRPmA$Qf5D6B>J?F=X>Jhay;`fykvqw^-_lI zCe8Gc2~27(6se|(@aZhS>Qo3LO@>)ilIzae4)UqA{4PeIE>9BE=i%h(*fGqsA?GBG zpQ%_j$^v`az6w~d5|ORQIg%Ff zp~dVFVg)5Zg)Z!D1+=fgqyT0HDEP~fRdB$Hdahq)B;zZ<8;>9G>*W!(hXV3G8R|97 z=GYz!P)3Ez-5rmpKNPSM`*ua5w!8pVpAHFb2E4@rS}LfUyE9_GFTkZnig6uh|^wx*cDbWifZ+bp0WYAFd7@VzC~0rgzaR!f`6n@yXwGSBtMnpMzmUiSHHo`SAd$546t!*oXDpb7n45_f*NRh3DvaFhQ< zSi4iv1g;6tVq_z4d9PAuvfta&!uGw+mC@p)G^ZUJu~&NN!20=_ZtZ)mn@#|h?X7z& zY1K+)G40FGcxK<}l`~N)repi*_ry*yj*Tm{5W9TWX$I9*PvF~DU+h%xQaV$V&$(#g zri8=(OYc7R$tjy?rNpd&#p~64``)UlzUOj`K6P+Ho5sMnhABN@7jyjvApc9JUt)tyv;^YQ-$; zWa8niHbADMW~h^yL}Z9nKh%#v?O-@8-8_?;b<_|&f+XDG>$cg#kJJ(=DkbD?&-9>< znxfx_xFLUHfBwFswydyj?nTqXk7vf1Q|SWEx-LiNMG8+01E@(yEJs$3GHwp|buChQ zHV_(UA*bRZQ8*zb3M>B77H*^y9T#+=-K@Q$aDs{50E4+{6jev@(G`CF-3l zByP>dGe?@A(Uf;fZX!u=r(G+#fdWw-!%)9XAikmc0#%-%3PvqbpPyi%> z(!CuByi%?%5^T*9I_f6~u#$Y5Ut-ix;6sWB?ic+8+XrVl-MvviA%&VmfAi9eq-S}n z6Re;Kp-q%e$Wen$<-7;^gnhi|aOhi`Ls32nt!GPWYwo36I}WwU~hRB@>^)Zh2W ziRM!G%Ts-N8Ih)banV>Ys_}myxhv5~E@#gv@?4s%T(jAZ1bfK_7Yai~(IP!xefdd< zRQM6d{c>U~T6tvC6nN&d)`fb+1zo{;xOhLs+bz~cv9gMF zS*+^uo+x%yluz{gak!fk`9vQJ29abOhLVXBK86h=V3;`J;^#Q{`iT=hau4Hvm^k52 zjlr2SKCqIJ6aKUto|R$bgga@AbGka^iyWcIFpB)7$Zm?QK zvbhtkR4hu(ICmnHs>4z@&YcLQ^03s7b03p!p%RAN`a< zYhch=$jqEvTVmMO$jqerw#c}x;=Qb5S7zAM$*i1X zeG((Hz9~0u>V1Ndn(qk?TZ*5=$IZ1Qhb_%d;v?r;qQjQzC$X{XIx#*oJ0Mo+Xz0~ymu-0X>#&`^dn7B_pMB{Y~JjmFKMXbBBxNaJy{Ct5-S8nKAn z?1>ggNCk<>&7Nop32I29>W5FXgo8Dta5(~43k0z5?6J?7d)5*uMNeECvfgUWT*0_2 z_|Qnv=kjpvEVp%49Vsgl0i!m_?2JDnXM*vIw{4Q6q;x$9HVr^ zM-5tvp3NGx6rKy~wG?k6ZOy_hIJ^Y|*lQ`?{NbpjaOC5Hx!h|hdfs!;Qh3(%fODN_ zDFS1=;CmNr@q%k!Fx3m5`A2TL zea&1bJAYby*+60>P8JQ_QX$BI6JIKRZf>Em4rkgt*KYS6mg#v>j~!|T=_jn5vpP;l zka;E)xh=A&FUQpr*o=#*R6u?5DpuF^vt2VE^{uYI5mx9q-q+9 zWphbRE^Bs7BDK3o-zvd|6_ zl==({q+xmn(j|HdxkPzg+rHRzFrVE?f)6%uJY&s#Znzm__Dqa&ndO0x+scGiOLY3Q zly@t+*S7DEVB($AHc5F|?kL}nIn9V~vb*ai+4ph^-S&hLQ(J^&oHpP_fLnboZ>nj8 z$rH9upJWaltt!cckk#*@l+aRxA$Ir=*(UL&2)<2>j-)3WN*U9PQ$?>x_CIk7ABE@z zbZWEc5Mo1lqnrNdrQr^%C?<$GwE@P3ONq9m0$NWz|+HzGnSt66wli_BT-So zAw91@CP5MYgjs-P+XG()MTLasbw8L8tKWC%>!z9YEwS-IU!A0aLsQb4K8-*Gl!RK1-j7o{UE8h7Y=Fbj>o~va49Zg&GY=dq(Wb( zY@huZI_}VSN#Q2tEbO;|U_nxGYK{A|cRcn_TbkFqE{5@WNrl8Ni4_O?T~}}HJ&=ye zsWivdg?2VJh&s#$wy*b%kBvd0G`^pEgs8{JJJwSL>RU1*|9Xru@*y@yj&9M%<+ zKW>VJ*!GbSc`?u409LQ4(23{r@F(h(zsHH^^gM}_^K8(1R8)WuE}JR%(?TPEk=IuLbnu>1O+;AFLh@hUu_lH!3O+;vbSP zZKk*gO-EYa5(}BWvO1_z`xMyvON3QbCGI?9jWB6OUY97@G$T!1L3xH)0v{qEMw z?;GBS6lK~HfpnV5d8Ey8=wWWgD?Q0U^%A&g%z%yQ7>Zd@1$wpm zT04$~#{W&ZM%(>xFak#d=PdYuQ{;H4+yUT=S8E4Om90?rl|HkACWOHta63uTia zu*2bJvmq2D^XzfR3m?bB(tJd2fc(LV=*Z%dRDYADX7kYl1?*rtIFKMV(UCtUKRH9P z+cFE^Q%&aNxYXj`Q`g|d;oLb}`^QTu$f~z<#wJ=X>`j|9PM#d_63~nW>0OJpLn8mO zJzPXLhk{AF_l*b36daR{izt6fDsZzU^>ZkoTdc(WNw3_SHRFywO-#Z*!yt;sr(HJO zg%{8#8bwRw!jlvDP05CDnxuYv10|I$t36Y1QGGG)9;VTxEM{+TO*Vxe=VnJ*BzV$H zAl96jxi&Bp!1XyPwjIf(@^cebKZ@oAW-1W{EJugZMp`Qd?m**O{(C6}HPS*7X-Xzf zsg;lEG|KNX({LxHfZK(w(`t#xo6V~d>scR=Y=|JG&@V#(kW%u{c3v=VM3{m+^@_+a9JwwQn(8p-lP{&yq{40c-@$g_q%EJn{^{f`gPH&RprK`_%-Q6^dUP4+mxviWiy~?Ol2>GE-2z z!OYBF<_(5M1w{|0X7)C3Fg7SC9GIKA>%6ewsG#VfJX27- zq4a2O)I;%6LD56`nYq%t6%Z5@T_YhHJN0ddOhNJLVnko5z6lZq6nzsVv9)^lV1j_c zwQ!=VR^I~31QhQUQs(OQZb3x>Mc=~8T*clkuuMSlZlOh2v%Uov1r&V?FEdqpw*WH* z#k+-=nYz7OkWoR=w=jdLoNIw*3W|3NHS@H4w_u}$qHp0wPrbecoJc6%9puc=@7;jT zG!*X!b~F_18{knx(Kpb8onhC0&omV8=6z-qfAUO7%_s2^xx?ITVdtd*V^lQ1ry5Xe8ScpE3=_n>dyD*uHsJ6>Tfbqjejde}k@@)pK4+(*c#}cfA23NrJk&%*@n*3mDvF*1+p8#g0&PjYEttCn z@3$9G^sHeoq6n1Zg0JjF6mPb3$(1gM)&)!3Ybf3v@1UXZ1o47h{^q7P$4&PVipXsL z&WmrEgraBFSDgHU(O>8R3N=BYMJSXEe=L${07-IKs)9O^P=rtYA4Xe!tt1i2ObW7# z8~38aq&)7X88NrXkFNWj&7@#_&J7s(2%OvlXJWSese7}kDZZ{t&++xh0bC>{s|2=2ZmQqz;xJ={b`H9AnUb+W%p_XT zOYRTp-k$(0iisgPTXK9zjs$cp56FJEJACkjnUHKrTxs#>+Q4Du8DBpqn?Lv@(~v)= zX$vQtJ2j(>5DE>JNMJcwo@unUCO71;oWH2DIxf zOEhlAGs<$9a|s3Gu;m3^PZr~o9Q@31HL_*sQX~*sS|0OkLO7RTt*nJxO%p6L?9(&K zaVeZ9Nn@`>LP4m+HtBp6NFg<(d4e6ldZrQzsfFb^+I8LM0PW%)}q2lb_Eo?-O|RZ7%3LzzaBwNEP^CoR-*y4VDL4RTJPW;wi*T7*I=N|i|pY0 zneyvPI0mIo^7rqDg6v8_d56r_+CW3CMhhh*jo6#M_Ll1>IJG5VHz9gb!UA`o^EZGa zmcYA?hL;0H@eyA_GmnaSg*I`(7vPdvU*LwD<$^ zg++u8Z>^i=ef^@IfPAqk6upKaDHX_f;SkOe{lZYoS4n@lw zmrOjNTnu?Q=V=W1h@1l@u)wA-;t8yM_MZWh9=MmiL%ktqt@VT=?thcGFKo|GDxNq9 zYzz`!Gx5Z#ahf@>*3$@G3)1-QKBhAlPguHvh07;VPwWb-Z?aaN>E5B`0)>J&Y`*ZZ zWwTR-U{RB*Cy0|b-8mhSnW-mE3@3pG?@T>`SEo{Z9(SDBvbw4G^kB=?6Y@XdLK!OV z8fNmYWKpHP1yodB_c#nl4uZf)NevBB12c4|G)Rfk-8FO@2#z8mh%^X@q_hY~cS;Kg z(v5UW{qNx8^ZLYkfA9LfVeL8h?z`_kyY4>woOQS(yC=N9(h^G5(iZL;ayOwe^qXoc z{~&(QqHahi-F5mKR9|AY2$~)jJg_VnvZ?fwQC6mX<7OEZ%6t-M(R*KaYI9<1IH|l% zn%OS46P;eN8{9Jlj>1#vo;X+-6G=1plu9uo(Wh*CkUK?NX!A|2nmC~aVc#+E)kf4a zur$6^uJ)Re@InGBff61EUVr1;*N%XNKC$wR%Mn7-3ngpDc9IL2Z`tA0#)Id zEaSs3Y3OzFa?Uc0ap#{>VGk%RoGVdtlTV8vbJi-~5yqF`F)@8#J2>@hBe=Ul`ch;$ zVXvEnU5wCB?J%o@8VRftdNZsxiQzTBPNaoL8$b7*eZs4{z5siy$7lRJe??6;?xVnm zcWI{^zR9$6+HK2e-(Omo1w*xZangg;7ah9{a%?_1K#5IHm`xE#_n10ECr~D$o3@(!z<8I93oZ(n8$R- zoAFXhBD#+i@A{F425@c%_O@z9Myp2B3ud5UheBNG`mOQ5;(^(c?iU(Pvs$pG>;x1C zCqMFP)Q^vf?|ORH8eWY@tHrSz=x@yIq4hpqoxmU^#?DaJ@k4mts!%d!3-YKs`$f1- zNEBtK)*OHKPUE&xj=mCRe8L%?Sio}R;!-5i{-PX>NJlo?lXtE@FVT77FtZ=9geNuEbh)K~D+k@u}HK8SibYBK4LHOXj=(;ts~NU8_M&{(TL> zn@V^O9U-hr(-ywoB~Z5OVfJAr14!9VptWx=lBI;xO4;XcfM=TXLvZolAxh+DLQYhS zh5C)G+#am9RCB zmifa2&Cnh{OPVWM!_hp76AwQEP9=G;vwDuQl>q{GXCLKI^y?epT}h4dygWbQ*cr}x&jRrf7|rohsxM^S#`}<<(E=V%;9#%^ki$wd$@xwxs2*akeBM^0s)#S>3z0 zhUHA+Y=D21GfT~3F|Lr(QQIq$!BW8-mcwy)6{(1orQ@oKwWQKmpH0|lkKTC$ z!%UsOp9JC*(j+`Ar(#-7e|1?0%$5E`mS`Y{tqfC+=3xfRhMr6Lv_nTG?nFMY&{>V|vR$N72cw zC78=@@@k@_x)`JPKhH~=J8eS0g+yzB37ck`QU4kSVKbR}81G;a& zK@mlmWS`Fb_A&iR1E7&i0!0+}CE_{yLX#cKJ*Mz*JXUpBKS^U}cPmGV2fvDr|6AH2bPpGYu(?s%DoqO>l=78LVwqSRjkReU489| z6Bp6ALVg7#&c}WAUQ0XvLu5)XIVM<~3QDY6T^WKjo$Zn1^a%&H99c^T-6XWyrTy~Y zf$%#QkweE@XVlvYVfljsi}^t}TOIHt<|4QaT%D#=zmdgPF{Zer#~t;MIAgU`OtXF@ z{&cMEmSLcyDrCJM_xjtXS%2ljC)Xq_qd)SJpK0@so%JE>AJLU8tANg*)NNvdxk@f> zeSMI&^X9oHeyYq~-$a%oza>XIp3RTK*}+3PXM1@>{G{NZuVVWf+8Cyuik_Kw9ozG6 zg#zuZcr4r>pph4nC6sjcpb&upE%EAnD$X?%0!9 zoUm&dh*no@HPxj7^LP8;a%lFTLq z7QVIgKsr(@1e;!2)4&-U%h1|u6W563JR~;xVflcfU_&((>M?6QW_#=^UiC;q<0Z7m z_UpIE1c?s2!*oBf`-QBfYuZe{(>k3}N(ND;O3Vb@h<4+efjw0%R$p>00!wfU6WHvC z@$s7#_8&uArn|hIWBI++rn5S85f&_Chr;X$xCxKvNnYC>9&-|H_yDju6o%TB2026kY0OvE4DyJ>5x z_`}D6O}0!m?PD?8B2E0kNn{+`Hl<7W_#NqcOt)WjiU_QDv88jbN6$@|ZE5SMwU^j9 zuGvql>Nj_sN1xS*HxWFtorUOkOJ<}860q-Ay?O)JCotYlM`FPwOV<)%-y}yT@O1nN zim|_deBbf-B=!kk?+Z^#ShoCX@**9NPy7Re0c_;al_af{f@&n!(8behThz>^&IYSh zt}Ajs2(G+mp1$@}BOe?Q_-tQ`I-od`X)eUeD3nv7C#3oSOW*c)Vh>U^uBdykS~3*&z5^{7kDlJU!TpcBN0dwQjuv=~y{~lPukl z&K#MFeynAx8nN-bbvxnfbGB@*?eHO9G#5~J&s&V;7uuh|u)cd}4TWf@;#VA)J>!Dy z7^q#_J0;`yEo zjm41T*INWnHkA7%&Dw5Hzq<{4K==5x*)#5LK5E? zCkSW4#&~Bz;b@l|(=4UtgPsyxF>m4{L+~+eN?8gv@5bp-*+;Y(u_l-bq+@DU-WT1E z|9Y%JqWCSbKTCOsF~`r6$Jo#IaRh;AAo|ETk>JRRhWiSK8~ zKoJsG6(Zh0zP?U8OGLp+RzXb$Yx<;Gw!2Qy*^v@0Zzbl90l8_R3g>^Lv@tU;(KJU8nQ=p*PZ z(}Sd(x94V1N;N*?d%Z&0J`<`gwJqY5r!Ia=>QQ#J7W>DmT7-KK?`Dlmo@f-l&tMgk zrMG-s5O#Zu#P5;cAkFR|;mRnnAGT>y^-ZsLsiIz3JfJ3Z_0|_QHp_<#!QBDQx7(sc znR3w=rz|yp94FpLud0=$O;6e;gEN-Shh{Nwbnrclh)-vQAn_Jz;_>~gyA%=)%pX@r zwTBmj_Xf~+PG~~aDLBG>B4E$S)t9rP@|2oi>$ldADz4DWOiN^3;h5;gBP_%plp4hI z73hD!!2nckg3^L%iw05D&Yk%FFXLXJW$F!+jDD!0#M68;KmzaS930G=wpK#0W|=G3 zir@_*8VkM{?ls~GHwnMoHtl~QzWEH2mo?2g7yeE3K5{_Z{!rrp!-VlGiQ5zES&AXu67fQ4n7k(J_VxA7D=*XCI}G7%Jj z-lg-5UlJih!Xm}wnR?v(5`1sT=#@Q)QC@ke<;o*nD%>=MzRX^>m4e&4{vz!2rbu*H zc=_^-)7vF?tqHb>r0F^B6uMwzwJQHH%tLy5VjZOIhEQ2RZlN}V+^ivC0{fbK8~hee zexguAR%HF5QiIv8v&@vpVHK`2mUKLcFYi6nL=>C)BNi-tgIuEo#Aj*j;$LVueM&T( zS;!0b%FFAD4p2KpaAM_rR+M!k`(NE%ar!q#CG>JO@gUW$sJrP>EAN70h?$rtU z8+bLA<^-cS}vogaS0Ea0@huy z^BJ%_ke{s4+FjQ`;=N3i8a~oXQ(8J=NDAq|d3p2&myQYRo}z_p@5Z)$2<6i*!qIZ{ zM#4qg)x`bb=&W0 ztO4h9b2F?NxjN2U4t^E%UtI-b42p%vOYMx=AF8T)elAKJoZ)C+$=bzDj z#=z^AigxK2y{tXIUj@nX1_{OrJP0(Vh^E>Tmf%vE?U9 z?%XSf?yCVE({ONLC2y`yC!dWz(>|#lKIxak)qJ+~gu<(mX?&bFyVzE)#jF&S^jyXI z(deUp$Hoi0fSc~ie!p779EOEq8rGOxJ@ZXN3pAvTZ70=pJG>h(Id@d;XWNIXiU8`! z;%r{vN87<%4UGz#_jnR*@rVSQw}E1nS!kN*mPZwm%&na_Vg*GY9VV1J2$Z*BG_w`z zg8d}aKA4Q6-{e#@m+7Cb0|e>Q7T3S6u-tptcHGojUu^p9000@sap){PA2**)r_eLa{sOubI3Ru1D?G>T#5RnXcp(_7BhDuUNSz+5XA5ntQXh5Dm5c8mPiQHY=y2}?E3>CEpB z&6XwsdA^^%h`$0*kSsPlsh9=?odJH!7>v?jvL*8441nm92z^ToNQ}2+*?!jzkl58Y zG>H;GyhOk(zYC4YsZapBbt8dVx?b?+kup%Ilhh7I@(gzYwe-guB_F8A^5jcK?sFU< z7pqh3zo@WMt2rsU<>4W)Y6>7rfmsK@%Mhfle*XX#e-E`~rDiRLz`Y#Xzm(ED+_aKz z=Cn;pcJS&&cVd3vAty;t%Hp?UAF1xM>aYo)+_iQXaFQP5!mR_|x{!r`Vg^pJH|%?L zau+P#AE|WA!JR#WRb2fhll<)gFLNzq=#Izf!){4EjDT3;fNI<{ zd19HuWL%Qa!XIH|5-}!RYcCAHHXCMWG`)KE41)H>3i)9~yV8dt0dP!(Y70G&Y4opMut`$qO$5*`d^7b2&L(J^9tlYvv!_?D0GEU@u zTf$MXYQz4IZJ%6q>d$d~aT6LcK&4Op-A)~&xcUTXjm81%SBE~0_Wim98_fkYTTB1u zIV=0xmUUh#R@EqG*lYQqtye)L=mF79oK8ApQRp+nY&GxIUhxR|v74`qVkP16WW~_n z6`y>HQ>6b)X`1%VtSy^FjGwB&v+6ilzgqib)i8XC^6TIliz3q(`56x8<{x6RtkDQG z!vm+-w~FB@A8sT%27bD3BcG>gCNZ{wi%0V5(d$*K<7kaSsj@ik3abp3AGc|B;HC;u3b5BIj%p39}v$?6fuAzknsrv;vfs9)1z%cyh#!+e+z)0(|SUkpsY9Yx| z2OJuNS?ocn+uye`2UQ97v49%J99%{O^7p>jW zx^tyR+h-)ZIS*IU&Wbho>}3$xIj@|dHttV>7YwN|U=+P0NZUW7%~6H;v;8>OK4S>H zG5S7R`*n|>>lushM`j$*j?3BZotBH2_kLkC?H{U63CtD*yJCMwRvHX4-T`;+q$eKN4kYTC;y9kv#f@{&I zA5;B9)TB98&Wq0<#;$q3iI%J}35^%+Z%%u>kq_qIUkywQepfCIEhzKq7}qBbaGR}B z`+~bRighDs;q&}xtfnbfK%08xu6Y`cn55BG#5dDUAz!?xkK%!??GdK=0`aX*xuJre zWL{jmixn3h?Mcns5^V15u_^-SUduwPfsihJ)h3-XAKi2_0Pq ze?_YRtjTD*2_~X8uQ5ZwXb?OAog2H8A0hvGz&R*5iWVo2~N4K{x5!geYWpyDfc`S+qY#;A91o@Oxxx98>ac;ZQ76Ut5%hB^|P25uz z6*IP6b9^?_Nu$v_goEQ?D;U`R^e~P2m6`dCpG7xr+Ctf1Y7+I9^9Ms~o^rX`h9F@~8mH8u&hJfsyAm_cR zdZe?A#1{%L>V^tK$>cN&jgP)=!eh->ufsZaYsy^rs*v#`^py|3(*|W(G)?Ais3~sSr0)~AZ zr`%0smBZLWdtkry^ujHh+hdy%%-nPq^WI=fi3sz8DG73UeS-EwpgT_5tVX+Q?&y2t zTBIroz6P0-FX#5h5u7gF5+ekCx7XIkS!=xTY?UK|!Mpq8t`S*HZ)Q@y6i(GH*d{@_ z^t?_DuA5FRy5l7S6Bm8`8zia=F<`D5YH10HVe#D|a)BX{IA`;7IVDVsZu0l63oY_W zau)^RIXa!Qqg0}oZ8O!WOf#P! zu0km3WLogPs4z?%FX1R14Gt*L zamQo8^2~hM7Uyq3H-PCCPJXNimmWRmq1 z_i?E^$Cl?uuzW~~cpUSdRUNs!&uD!jKjtX?69#I>ZLFQX?RZi{tp+YqL+u7}i?Zzc z1m*19hgCPT^QFFmk_x1bZ$=iOQF26Y`~u4<=-pbQ?V$86l@jcP_rt9yxS|v zp+U7r*;%x}_1C8rnRKj5J__|uG>EX3ha<^nb%;6gIM{*2pakwPn zLRVf|D#{^g-#lpNn{B|v8Boli9B}2s(YZB8S$seJBA1bvlnK~sb3;*8mPDs0m4G^z z9xD%P*PwU$21$J*8(uFRRdnwJC$ipE^^ua!g`z z11K(oUxAsX+@7kuq-x_fHU4W$3gCsf`a$*&7vm=GLS^fslpj&2FJ)j0huD-JAfBXv z40dht$($Qz*5`@D(MR*>F?=gbX%B%bAF1bwQuf8BRap^F>MOX9zG97kntn>Iy8AFo z!n%^2`uM5YMRICtJ3Ypyx)IsEulM!v@IktbDg%9>hDVD%RQl}*-BfJhX0;ofIrZ

yj`9tkn4TR!F1bY#%CkwzTbJ!DV8viHrtVSa6T z%gfF5t^3MAbPw*Bk=UpEgXr3H!-eFs-Ifemg^;t;W<_Pj?---szIS`L`OMU6%F?Yc z;q`e|S{OHee}P7bt2BP6BTDE;#trjWM}75q0`Wc8T>AQ8mL8EWuFkypvq?Dv*4ln2 z+MAfyUY3L{A|?5RHR21flSdp{kvBWFgKb*`>+gz?X$B`pj7;1P&cjS8PUxb^ zjGiZcW3AZtQI&{(iJ>W(3BA0#kC~k$(~7*yyoA`?ISTVL?ewGXX&OVawuB<hCp_AFde zK4iNYhTfUi1KE?F5{kB*%1LUMTVTU_ZjYU-J`#$j4mP+|uW{Y*I{v58_Jhhirfnq= z3baEXi6dkv)#p19jIb4PLwc20u~!@_X+^0_a35V&VYu1mtfw%C+c4;#o2(g{iaX9j zHfT9WZAid_pV-5hc9yf9%!E-9CKGTsDYKr zcb+a_#jn=S+-ft4ed=*&gIi244{dub$scdyT3=XDS9T?g&RjrU#@Tv7@r}(ca*io( zSNW3yVFX9IivX(^7Om)e)|m!TTw;B8Zm)7|HOv~j>VS6^C7YsKuDYY~#uKD%qhDVc z=FDm2hhLZ5o@Q3VC?^hxMhm(r1j?EXRWwV$!%3lyvTmQL+w@Wf?vL#{iI$3wh&GK{ zO_K=J#tbICF-a-c4%K_qLgUf>V(Na=;p^wokxcgK;3vGvlXX`L1e4wnVnZhv6=&UC z65!eUo8zXQIEg&Kob=RD2#9Ie1pD!p?R%ZYjJqp;D6 z5K?!LaSUy-Zvl@)Yf8z}n}h6F371T(>?OHNqVO4J5O%kSn8W5;TB=Y`*jo#c)8l}z zrzvzLFr+RmSCC|Ch;hk9re1Z4UIw&L=TQ<5KEVf#M(3ASJXsmo))}cnUg71s)A)Ch z^Bw#}M9ZNaVC7R~cB&`HtE_78l+bW)3+5+qV5vvW^Od>JD-Jwaq?Bj1p}I9bcd>e; zm~bzj0z&7O(wrH<0HqVh7b953$g4je)lUmb3Gvf-0H@UM(=K8Q6J}a!%OB~9hO{xz z>%UOFf$pT%h^sD>o98;jn^dC4&)_8b5%ZCfSU>L4sGt1+0knl_TVwhMdpdhduAIR)s|fb& z@@0~<7fY>Ty{;?{uVac6!HG8PpP$NigjsjY2}i&LoLO;BC|?n`K8`t5Ixkd;Ub=$_ zZz4$wXZSuAPjWn;Q0clmv$0;F(Xy`8wjpd0`Z+GQOHy$U56m216VMZ$B5){uOF0H? zWX~&X-eWulzDEw?QFqM2y7x+fZH`JZU!~W-H#6qNFuS68PYTp6w$9e7-6COqT>Lrt zh#d3CL_Eijhc@&z3Z-xN_RJQ7UC_Ulr>KY~fNVFXy$Z;lr4M+d3m27HNt#8GpX> zWZC}1A+i(qn8HQRH?;HB&i8X&8IFU)L)j^B02}v+DuJ4=?lG31!H(?;0j2VyE}qA8 z`d6O?_|gaAa8_TaRkLK^dDjx%dF=i!-Nm@g@o8f3>G5Xj%5I&Y7F0N>yjL=q%=STV z@LA2-xb+2rb$kHZ)S5*9#j@nle%|rYl7_}kR#tEDE6Iyg2@*ZYi<%4H4zXjdi=$f3 zv()JGgy7R-e#HKIUD@5B;ktx*$)c{eBBzEPW)c@|k{^Rl$APW|rJ{SM&I^H`=SAGy z*m+!c7IwfhuXfr6Ahl0Mf}^Jx=sI7holX^AFxSn{oqxMHHn}*f`>}L!B6(4FvA$b( zF1emMe-X4HU1&gP*TKQe^-9tIeB$9rTk5Bki{qu%(>j*J(QnudmS_9BUU^=EVDH_R zpH>RCLc6Ubx%fBSA8*hF7ZhDArE=_D+%rmJqVnMMuIbzW#qNP}LLyQ{6N0(>FV=eb ztAZ~o+qZg$b+sNy9r)C4)pm2$sR~OSEU|MQ7It}D{8-~V3BK@*KTqxIDywq6t#h%# zz1z;CUDBN@>3a56_uM4d$ogWlj(hOJ-8VjJVFvvwNS%DeGyaZW{GQF1RQV6*PZ>5$ zg1HCJP73uGE-I^3e=w3~HfDZFt>bY&FY%9BK0HY`ZrJj+<>WzMeg8^E3)eeXa*C>M zZdTw-ZX|f`&WDSL>M3)^_xv(*0V_l=M1+*T9A1bDb+%klK8tYnBR`WotEIWf@G{xX z+NBEl)=J>a1gg4wbSzoXvl86u6jgUY_|h*CMWqH%C2nW6Z4%QzJNUS_bTOTMlDZ?1 zW^oo#{1=Kk>{shNAM%ZY!40s{yRK<&NB5s!OHW333{Di4?FES&LO5b`ejxd3s0xL)Z6)8B!a`zcIas)el2Nxe5vhS!{U_IS36HQOn}wZriB$2^$~DP>{Rb^>emaL z(WSUxkd?Egy9dI`%n5bmVr~!O<%K{Ymj}Xp{DQDQ(E@*<#l#>y3U-bjRtTVVH1n{M zv$Alpw1V)cS~=Tz*g{~uf)EJ_&>u{FlK8b$5VE|u<8|7u4?f4$1*UkE*l*Om4`Jmf z;*yf#=D9nd5;Vj-p4l{ihwhNMSVrQ-dP28W%OP3m^k=!Qw}JtfUM> zy+g|)K4!5JR|<*L*~xrxqS3GmXH0xvsXwY0rQ(|;j(&NAh^Zk#<(Zn|D{-Y$j)ncV zF>sF{77q7ge?-o8`-~1;Qiy)#D9&3Bc3}BW9I04>s1ekAG8uU%s?CO(g_7tSOEIu? zKQ|Fm77`yPgSDuCf7qk6>Ib!|{#;SW_DwUg;YVsI{5c`kWf2yZO+JT>s>sKoO(dF$ zfiZZwu`dQE@EG6SQuA7GEHMz+q?gM$hH<`XXk%kS4^y{b0u2=1Cw?GYQ}ncE5nq_B z{)ts`0_RmHTjo!G5s&Npl1ekpT1QewcF%F-4g53y#W{liqZjz#LVxiB*KOgbE7G`K zOQe1>?t`1fT`vzWRzRKTk3wZ3B3y2otr|qHIVN}7b<1Wp<0%@v8`7paJ*miqiAWU( zD0I}ajjCyDaJ;CkF?Qebb3US6yCP`;67+NPQEdg@Wk<=6=|AG2VXeu>LGISkjHT^4 z+8*De@h%*H-LRLSy^{Eg6~)`cnAY$RMm2gZ#k5tH9GG+@W=7uajOWxXK`UL1$!5BY z_E%2~RmMl$!JluyMalBSgfnm5N$Too!RNp^tL~|n*SV1=MnvLTH!gdY^nG4%a-g!b zW$(z?y`&mSs=vMXfhtn%!;v7*?2-7~+VSa?>`Vi)e=(rY|7buV=wIw7AO4A;9*QgH z|IQRMh{ZaUEv7V>3ZgvWs!`=%Awt5ZJ!uvihM97eGgNyUJ3hmdzd}LldGhy+B4-oN z2aA5%dHaVrH#NMx+{AmjDEIzFF5&-CF5$n*rS@E!q#lBMWwV+=LsPEr!ozRi!X$5q zu%=!e14$2zjq_}@{*3|U|i}8IjLDOZs z=QsF0W*)xdj*)rL!n_q9;OW0yt3l~wPl@otB$n+k#j~#>Q`0XKON~@VpS=ib+TfZ` zi`wl>p*p5YTHg{ab)I3h_hRTrkn#yB8kfE#AM2Ep;PZ2&aH0jDrBJb(w(WUpnUdUws1qYf@Ib{mDs= z_v+fzb;D`2H3#1md@Z8`7ugQn$VNyS4|^6f*+Hwy)fpUvYqj$)b!CHTC3(NYIK?~W zha?v(J9MtslIAAHX_A}IoY`VllX>tkaCG8Ky|B9K{`qh^gDBRN1#X(}qQpWzTn)2q zM5aYFNhj)1c&lCKEFkTHwXf?5mWY%>9DSIt;ATf z^$tvIeGN-1KKW&gh`4#+N2!ZcD~_X+j^5ofd{Q>UoBv`z*#Brhm@wa8JSVQD;*13h zYQ5|gQkh$7h?Jbkjc>sQiQPK6Af7Abysu)f<}gdHMm>S42JIt^W^eD*INIAR(r<7J zygSlIm{f(1BKi}|i#4b_c-qT!^waddWyo$nW&>YC>w$=l5v~w!)?lIYBmAe-}tn4 z`vJBC?cX|OZF*%`O_>&z;+9+)XHv$c@p<>$3SVnD9>%fjz1+eQ?L@y)b2b_Eyw`u4 zGu&|eyDIBezg-qJ_)F+8xIrV*V7CDMmP5-7Iqx#`FO1+} zTV|rGz-G~P=#EdT@7N@1+2S7X=2$t}p$KAewvv{GB+{a+)BK)d>Xd6N{w`%NUUhe8 zhma0=`DK^)TF?x6r=0vaMdwCKqx=_#!v8OaYI~Y{___k+ih>Km=|4q_AcRNf60NUc zZf|Ab0pgL7aq)o|K)85?;1Di8m;i*APe=$N%qI*n`b#Lx@xh_mPyv43_60sc0gO^a zJtw0(BLtu6nW?npAR4*}2=q@mdH*7(i?fHEmAeJP&eg*O0pUdjr51!o-OLFPQ^wBY zXDOv;g)q}Lb9U#_a&anbLec#fHh1hS zJ#5_p<$iYhr+HA;fI)a0g8wJQPc!}Gs$hq3_dtpm5>wvqHE)cwC$T{XM*0ApCp~ z9%~m*py0H&^8#@0fX@8D9aeTWwjK~8&>yb*lRr>?@~E2qAsHV(KgwUfs@vb6c$Cqt z0P9@3_tK#MMScj6wuhCI9$*Ai*=yqtf$@QO^c8=~zz^itKcqle<~MI%vi(0?sb=PL z=?1{{a6naAGuJ=Z3c`TilswEF?JT67Z5*voolF0e85M}Xsr73hFn|a^fqlpS{{i&> zl?RMh2m%L!5iS6Q2*HFP0x$uPFh3L`2vk&jg8UE|P{E*pACM7s9Yqfl;QiUc1X1+= z4M4xH!vI5J5rU9L5LX2Rau-0T51n!u%irAOb)b z@$&;r1Yi(BAo2u-00E%DF{(vfhXDZ0hy;QAQ9Ol(gn{-a4%J>N0}}+HT9gndrBEOM zJjAGb`2od$@&IUoelL$Gy(kQ=#L$#NYhUy89I)S20gc2L2 z8ma~0(l4m)egcU951;+X>gNF<;7=BOfX2XW{3xja$x#xa!r+&?ezkzhK)(dJ(@($_z)qiFsFR9v9EifWDi%z3EHjhfM;%2QPC?5Z5=z5>u>nYc(h%NX=~UjwAY0Gt_?+_-*0iKgi$b;i!?B%gN5!(;dS1ckO=V1CI)v zm!Dq<4(EXKvO=M(>>wUsu(tHH02XK1oXk929bG&e?aU#rmevq+GYbb`5CljrSpkK{ z?-ab;aBdhU#MZ;ZRfLDR&7ZNMuG7Zm=d9(?@&&{vTEcRPC^%=2@-Dk zeRp5oRo%Z=byRIpFIBVC)6>)ayiY$v%o`0wd>kqqBqSt!WhFUnBqZcy#0Q9lf%wZw z({3-~7n;Xw<+oUfpFk`tDB>C0RSDvOghXim{6YRA{n;J~i2+GjPUfv|?s11xxwXCC z`ptcnZGn-b*+Cc{p8yO58-{M8+I-`SSY-LcVAR8#65aDA+uRHoh9aYc4<)Q2lF{Jf zja6ifAx*L}?-Py864r|6J4a8V`4CO%6GlQb!N!e>;w^nwP|5%<*c(in%8*rrO zb#)TZdfL$tT(P{r5_G+`FQ&UX^;GU7k0!50Du1C}Gt?1U#1XsoUK>T5R9-7LjyU=G z(fDI1;)!&>2(5%8wn&tml>zZI(87Vt8C%3LDUYp$80^NQ@(S@3>!J1k)lhOChSYz# zB~Qw5UX?pp<*t{9^s0A+^cQ#fs{R=z>r@L*A4^0`{)opRtjLIF+Olxrki-p?I;Y!s zLVJf9h2OcrYr z*N5Ft=wNDq>EC3BCyaC1ZX>2G#le~dBzm-9Fw>fUVI24K@+Ts3hf&v+{0YvXw;qII z`_W-tM1U%3uZIxiHH^U5a*l*;@MkA#`O1eMq@o4loGpv9GSO>*hgdQ zd=x4C+Y#t(-cUPCKrAy<$)D=hZDTu(7YbeXjTn>aU2^`mkT66jz0ul*_E4PBK8#qv z*pyM&)0G?V7Lb66AvGT*nDo|jBaV6NDY#!XgzgqaS=_oJknUX3O8gA+fYaT!{^-1R zJ1COxGE>Dj1^$h97Pv1#f5ZQdSl?-)VXe=7ZXQ?PVWR7gYFGdA+O;sn{j&8=FS?vI z^M~C6%m;G7MIE8&Swr{tFv63$crb1|y05^w=Ad5{awp#HOmxY4C(`+#NM}lph|9Yl zieem^(vN@AAxFKsMjjP6)y551y>rF_8H?N@Shzb~nEzhdhqWufm#J&?=MMEblavO$O~T6f!`gj= zvaV!f(n0SVAop;IJa71XNYZf0lcBdoir_QaZiz|Je*xVK@deL2o~nJaLQm4N{fGAhh65IHqgFYdj%jYV)qM$u{zAC( z=_IVf{(o@pFabo$^jwD$ERPW->*+hGoxcE8kH6ghL8J=;p;ylivJlJ+vdldc@jIUy<=8>YAewUsljCmhi3fZd_EDAeTBvb zywTDqodu-H>zGoQw`?1>EUWQQ(~#*%zy`8EDL|}`M?C2(OWs2F%h;mkpT^?IG0+>N zvn7c?nyim3=e(g^=z*&rs%WKiHSykkJ7Myz9w-(l$PaoS^G1tQKUtNX!4?3J=03Cy z;|)&vJ&*s$8q*^RVGof^d+hjk{JXx>cPp518hS6M#J=Eu*`aEOm<4Q%jZFCjtQ`p#sY#7c|Det*q=LDz#WuDItk1ip`ShS@336ue=*vTuq?PYrMZ zZ#U$0dp!NJU7sp=JQg`gED-0VyB&q}%T{(h@zAk{n4+1Ps%f~Ke@{IAyVBqJ33{J@ z!Z~K2vLwCVZ>VAryEW=|b86ze+KTRaR0|UX>*3159m4cc>0_aOH1{RY+X|iiAZ%BX zTY5TgX+l?NKOocOblkoC?+C!TMYexbEfzrhMF_;$(s1RigjT9&NV$#QIwKO(DLEY` zr#DlLZB2P)?KHLZ-R`~e$U;=(Ynd9^)ln)c`G_TL-%{xej>nWViH+*lZN zkY+yQIj6}Q3?RA9*}ggpTnvc94APXDpIEr@xlGFmj5oOlI&Ac~{0aRKQ1elg8{=nJ zm%C1qq}z=1tp0JFDozq7y2@CPq-OOl+qPsWDIGqedCQ(muXd3(BF&1GpkGdO7tl?i z-X3-54E?5O(DD3m-?UAS@{j+VJS>Uv`_Cu3bK1|`X|uksZdNC`!wQH#iq^CY)q<+1 zkH1n&sl0t;JdV?mnpqqt@4<>PPtEDH$Lgz{9L6{4jov^@9MLNr(cJ$_$5tP>g0Km? zdW<_(#Cu;<8!*)&9ZviakT?$ zg|Od@n{&%e4-Mu~A6u{jovYH;kB9E&Z;UE%G=k&SrRlW=ElgXY(yK!Xr}LkN32n=?7gB-;zpU&2y3-f-ozFeG^;=icvXB{ z37Nd99f7rc4~lU$n`2G)i!s<^eOtu63rF6dC`PP+v$kKo?-;;aC9i<&cE+EsB%_w? zm+D_&jZHCB6j;s_v^yGTVCj^@elUgoUBc^4p`<#Th^qz`C~nK<5v3zh$2R%*yjJ~! zegffOWs|?K@~A*#0cWmaW6sv9-z{#Okz@7VuvjU)Em;m&=|FoO)kg<=;n%;AYinAfnMtBDA!xQWg5a~=&e+7HsX{C( z1z((`s8l<Of9x&z?4^Q7Ksn11by(u zjPQY7p`9J8c$RPq>WkowAa?$?W8Mnh{U%>(OlkNfnoS?SGUFUicNjOBnkZ4TM$BlnP3vbUu)zMsM;)?JV#}~vjo2;aZ9{CR zB45A`hUAJ4Cj}+$@U6ddV@-2>(f%3ISPODte4*0lk%a+)Y#>TEo?rYehC}QR4MA8R zXkMW5<2)t|KfmLksdmho&$c_T-O>|euUu&;eA=1c^%FF&6$)7!07~n(*1_KwO4!H- zT2Y!2uA?ttzvis0m46eZRb-yd7qO2#uNB%$Q?Kn6kK-PJ6=wRS^f;y>1_78wab zl{NC+WDdj8NE3Z?a{-17&YYq%(N{CG+`@8j1+$K^=xV$$K2@J=euXp?uc%V~i1Pjt zj!KaQ)mN=`c|neAovnrZ-bCNyUV>jWN=$k95LkTtxGYLfaY1BnCB%J2y*M0Y=w;VD zSg%)l<^pp#U?t|Y$5%}$fvdxf9Cl7 z8&JYq(`rF3zTA1T??WkYT3C2;IB{e1S=2_BLb-f1g>x-&T2b?RZqaH?8$(4RYpX z&`?vz)E6(CH{5P8A)`)7+sMxL-7LR+oEHJY-73(m2p0V}n19=G ze#esWRgw2EiyElWKdbp+Jq&xJU}oc>3zRL>+W*}qD9f~y3EXjTGE6l0Zv7^C^twShDhS*8x8-y#q@iMOEg3T$>7 zmL#4mga~H!s5r$51^@Dj9Lj23HdF(ND}1q4@ht5&$6s*{_CMa>i7fhei3Z3TAJf2K zti|tG>jq(@tMYctmxjFd$aFbEMqM)t z`u@P_!-cIGPIhUIOH6v^jhkj4*``q?>*e2kYvR6!hJK9_cefV zSWaj;9G>5{H+J3gu=o0zgWIV<+!z0tdDq#N`I`-qh>F3kJYc62Go7pR)!O zNqLp+oO^!8u^QmJ+$dOlZ|6DdMgc62(8r+P!i!sr4$8M;S+!&}wb9%SlwRJ_R(1HW zISBu?#edW{fUZpsffQBn@X;?=V`L_jSIR^A$w-dY#bdjg;#E#(lPvZ z1m6u5>D^jP0A3kBVjr*h>(FE;tZHqT+GQ*0iSb9CyQcZ;~fg9ctP@CV`+A(Dae zM;+JSdZSsZyXNfAn(A!R@f_Hqs(}q0fazLour@B_*HXqjSD3cd^{PJOwLEi0hH)ux z47%z{Ns^i0D-k23?Eti(NirTbBZ2yC1!4UiOB^K}b%B|-KKFb_17KFmT*6#z%Ez8S z>vPFgeoM7aQY#K{!&lhFvwW;9@)x2ldMHdEzMgE6-RHFL_TBx|mae(IfV?9tY>X3F ze6O4PW!|9u4RfTvL?M=uQ6f-2+QAoHBeB%_WMs^_`v?4;HP*OqzD0?Umq=QJW4{vF z=J3QyG?EvJ-#p-^{hTNzK`@OA$(Zrqky&EMim9sET116LZDVkw)d_)EHun{iaw*NLWGXQvjMDzQ*tA<;lAV0jHJd%}qn}z0F+b-eGJ9mI1R7nq?Q6t_4>*dg@xEPKxauNit?S z;(p>#dM|cK{tB^dSD)T~(l#kGNrmnlCH>6LrPGQGD~jU-%%5M6)_JMuV2s#`j9=dH zn6K8@c-9Q+XH!nd8wBSMyo8|q5&pKiJiS@!a2_M7jIFHIZt?7AHsJ~H-cN%s>AvH> zH=uSHJs2sk2+Z632d@^_!09L6Fk!X+5;5N#JOAxkGHHRiHY4vvTYH7j3tuc#wC{5@ zaiw?}dO*GDFA)o;qCmG4Pe1N-b|(tH+aLU^{|12G)iu5pc5czyaMTI2D)s+yJbX^-=^>44?>&uLC%gQ_LMm@{&~V1A?r+`54t8IoAw<@mHx zipuw@e)Z?PW!yAgP2ELv2@-qMiefvP$!idbEWo~@+`g+AWj$lmhxtfJK|!C8e!-x% z7C0~>SplOXI{l7Y-X?H^_eF3_?t`$s0XwrdKitnGtf90Kjcx2x2PfBhsr91VGe zGjN1tOcUW!np6i?hKc?kj<&k-2_d$S<5=XSz}02DdfZm_wsHDAMr?p#UE8&@ z+iM2BRq+ZcVA#c~6Zv24JkJnrO1(Bhv$phpI4;oCSg{{-@%#}@l`n7ZmmQwZd^O#C zc)tOE6Ut`*a++;e!0qH~>?EOswYFJy%U|}JfAV9HRX^{vUa+@$996l#=RvsRiTzBkexu#i%1J@ZxD_J>dv$!NY7IYZ>IZABYa zr0Q}gtXM5M-k>pwc+Ur*^l^LpYq3|5uios)(A%(s<0KqP@g;0|i@6qhHPjSTH(0Oh z>U|&quK3nQR{b@emP_!L1N>yY)vu#OfiT6m89i2pk0&a32DUC)H81e*j{nR~_W4fwhGSmi%(Tr-3LXdZ_RQ6t22A!1w+BARt;D;P|INzEnqUYJDgLh$7{5zmO?#r!omTfL)-rTjz~cA$Cxo9pMhW6QIBnt zH5-+oXc`8Y zPvhZOZh?6RSCP#3VsmW~JBr&@$Q*U0KBlJ4yA`5w_eA$$s!Ok+#r-mF+b%L z*1q0|eJG=6UKRd0)SB?=K2!IMyRNA8l{ ze2f}#8n%c6-ay@;+-M7HXPuHB;}UM8zKn%dZhp#UwA`uuzM6sqa)W6hR;)?Gp{ z-YrmDE*SIHf1@MSS-wA-&iCY&t<|itUwE(#88|@9j=t?!)BG!E6x+f6ae>o(ghUgH z6ZZv3f~kqCV$|8i+tCV_-%HVZg|ydZ=3_AZIxD@@?7h90FQFmso-?IBW%{M6iL#Gv zn^!OYr*+ay@tpZLV=b&aAd#9Hg(jM)bUkG@62T=6B@0hHx}NKDp^>h0;?yGF!~Z9* z!@K#j38{dvos}sV?G>C5l^(4V)%WNFkMSz`F=nerT3t|&8Lw+6{dw?f;iS3X~)0juI7-BNPP!^Esh zbBRem{(fUIu7GLItrJqgiA$W34NwRx8Ze|MX8UQk*X)UYx_W3+uap4`=#xC)5!T_G zf>^>8wJZrOYsWj^bFZf7a8}R=*jeSIf3?SJ{Z(8mSus-vYPJg0tFvY*nJ-JYT36Hp z=Z;axg^;-3#Bb9hb&~m_p2yj~`)d7jm6OZTF}Q&dEdDtS{gmY6?q4d|C3;tMxkkB~ zAP{AizLa5`hd6P3p?IeOb^7woEvMDL#7l- zRsPeFs+y&D^pEGcyO*Q4Bm77Xp8Ry|KnvoOiuJbr3%qRGutHT%4qxZvc|_6zCfQKh zxpbD0?KjlzzbW4q?t!8uf-6+#l%C5E57Z@s@DcUYh>=)ci?YHY+ib{SPSi(U! zY)zV+gd&0BpSDR)|`m$S=v72y@?|xQCq&Wv2 z0@TdH#F>~)L`hppo8U&9`o_^6SuJzWOCu>fWT z*&zTuXOo^*xv>KBU#!D2@rk3s?Pz+>O@S$J->l{{EqJor)Dm=mJy22Ut931~a!Qi6 zyZGe=B>Xp-m4hF(lTP5D1%C7VeW4sX(0hee+X`i$y$SfgegR2e@5HbciC@gK-zllb zhB%dQ+4-Z0xesP$6NFaYPw>K(*E#l2%pD%uB&EQMMDtNE&I)WzxN_5yP8Gk z4bv7SZ$Maa2CcXJTP#v^8IC*(01GR#pu=lwzMFhKWwhVmJC7@~@G`UY`IPumi7%pk`fbj3mscCzc$@o~vQbgLO( zqwLe0;V*4ky?9Zg6-a%*>Tsi;>SROaTV3~{feU% zy5JrfwO1@bsGJ0G62GdH?|xi7+%s+6gq@+R5d>15J8U=DhTR~q^BxK;=@#MMUdvWA z`C3CP*y3zmLL3Z)Rddx_@MX2L{0hmUQ>!p1KYBtAVy2cX&gz zJ3Sb-mq3N_MI}Q}n)P}`dC1}6UaU3Wf)XCz*sXd?Lo9oytRcfX-oxPqc(_x~g>EVY z={CrFwO^m9mo*6cyrWyB_9*h|8hX2nTG`}_musC4+}6CVNS%30$$lgTj4+}ObBC*7 z_3d~%EXmdUeaW(CmU5!8moIa>9WdD*hQDNJ{ay^CIcMgxnI-r4{fa8iu7u+&YpWAw zAZRQ!Wi?3%`J7G~{oIj$3QiYgJ zG=AIv8M@Rup&QTFJy`v)R2#MP4vmCazBy(B@y>M3F+05Wep9Yah{2`!sv`l=KB{1J z{10(F+#XxvAqE2^lUX&XAQ=#N)d)wE9A;Z3&_t7F{XO}Wh&#Mca|wSjcTX(H?b_^; z##xAWHGIERo6ZpT4*sP^hT1ZCVpu$VX2b10B&Ms&Mn`W!aW0W`A(uFLOWWh;%ZnQF z`-37!OQrO1yz((Es|2M+sU_?f#o{Y7;lliZ*a@&v;W%G_>v34ithid*B9IoUF84>s zgUj*oDg8u?Og{(P&azAmeJRdC16#?B)nI>Ro!nCdY7nAdw`ylHCC29zzu_g5W=WeZ zw3n|JpD@o_fvH2d$0{TmZ`X-2zbYxvq*i=UTt~TNF%Mj|Rh760XiKjWm&%niYakk{ z`my&bMwCntTv88VJsS`ExAi_=AJ~oum7+DWmJM~Q)Pz`3kT9P+5C5*QKkU(+S8}`JMCPod zB_v4|S|s3P;dXWSBEgePeM*%i<$sRxb7$qcBBny319LfFFHQv1(!&B4PZ)l!5T6jk z@Zl<1s!_NVD?>=z*bC9Jb{K=auI*QH^hAZ(miMz!rx6at6HSdom*sMA6%%RUWQ#PC z{aMNi7*r4@8wWUMFZx;miZIvsUo8HtJbBIQP}0nX*u;hWItvy?3c3msOK%e=^(Ud- za<4j2vkI*_M4y-s_eZqRcL^QQQ-ylac0_LH0Rc66y(6s)i;3{T|D^@sAEn}~L}g_d zAnCJbOxb61VcykG=`|Z&Gtice%_W47WD}2t-tSD36+>DZ{FAgKi2q1=2wKOU@mGpe zd%8q|8bHmlY4b{R38eZ7h|rI*G*yCSLX);Z*#g;egrBqAODe_p23IWWUxG^T+Nmi6 zMS4~~R7iA2s-u~6($Foj`o;!slfo!&MzrtJvJ5GMz7li|SeK!d_*yJgF+(Ezy=O^` z?9et)XI#Blisd($JACHjA(q)6EUo8ZeqX+f_&{%Wp1SKwfQdMaI3vjG)iokiet+ zc%x3hk7y#ZXxj;@OOZ32sT}{8O0Ii7m4bm)_6M@{X;%)M&FEX!5@ z2kARffZKms2FdFjVT_g*+fOEz|FHfzf9keVlKgNY$?u>#=~x`zA;BGhmZWn1X(~_M zDo@FfIe+d~S?;|viuh&`_ix2(Hm0(4ZA55_Jd`%~t9ZEM~oBzYiOXMs<8NjWWPORGz$v{SwwN6l znXG7speCL)w3JR{6Xw*ERvDj+^817pf87b!)%C`U`Ir4u;ES|Q&NHh`x#XgDI+#5X zf}k(P4QV1&8DJFEK&!8IH>~Ix$DH&$b`VVqf@~VUX*R!!k8exA%%r%O_6?%XfTcUVrAMg<>hS!VVAR15)%FQrDHUyKoZ^c|nn6Os zX>RpdqS^7E6RC7a0In+^0+uInjrI{3sHx{-MQqJGaewl75-hRmp|St)Yx}x4}>WZkq6Q%uXG6K|D0%iRmV}BnkDODAQfoJcN||wKH4{XCZxFDGjix zrv8Uwg3{?nbn}d|gVi#v!1f}_5y{Xc$fMt{=L2020KaH^;+%nNaRlj}B}@Vzpe4jS zz%^8ewxiyS$-G6VN&D38`{1}SfVNYB8iFDU`;*o!qSznJ#naB-E$tOCE;yPd) z6JaxsT28hJnemXsnOC$PpwIeo0cakCiA^=vQNP;x8N$$ zda*Bd;V*d-WwD39hX&ZvgqWXQ3H+}TAR7Jhe}n+?+_fA8Bf-fXVvwPll83=+1tRUC zAGOo2WJ8jfXhS$=MOpi|D|DV`E3QVC^pd&i6wZ>kMBJ;!X)&G6^^VQ;?Z$=!1MVEi z|Es(CH!Rn$sd@+5ke>~W+v2}qaFB}=VnP}luQ;`%fwr~1 z^BmX+B8|NBIlY=(G0zXGPqQ`Pv=olv4g34;9q;6j3__Q35v+WM{BP1u`qCw=3PmcN zG$rzX-v<__lv;7YihB9$X#e(nA0-HD5UH$GOh9;xh)i(my*D|-7@eUcy_0YwGpulF z@mm%0H3O6=hjYJTmguZpkCfmsGCvn~sR)r>od@Isz8Uqb!@zIDc z2nxo!9qTqllZuMZc#zzXVA^UTXhzI3AO@gjjQb&5MDhg_%U@WjkV~LZkh(6yRW0Ew z`jAJp*HktjaGWx0$Wzv>zFx*Yvet+^<>rsx2 zfZht%66$Gz0lAF|x!o2EI=Exak^W`(7BV>=QLUV-da2a}%VGm8?E;o7(DE1923$Wa z@hUC2!7Tgfa#!$|@2KV`J2-f-5dj|IH^_Er(E8;^tsdGuQsk)npgTiq&h z!a_vp<>CAe<=ab$-;!l|gZ6$2KW@ZMDjW38c2AEGuex%sbeFE*iYBt}i~PliD|(vk zu75JOHvdL`O$s7S6FzGsc|iBH!EXF>!mrfXQI0!40I`I|b1US@aGfOs%x1Czs%d$+ z*&|uP#}~76GZXBJAcg`nI^g-6s<-P~qzG}P8~S4DJ&wHr1F?2u?Lb6i;d~aigF>Tf zLB-Nc=19Ib4D zpUq;lW;dWTT3q4z14$FZ+iK!=W;2QYzCFi1Uta$~d5b@zz1U-RN-p^Rt<84AD8~dg z<5DPB>A&v#pM|RWxeeix5hM)Eff-+|Ro8(I#W6)5457|cXUwFTT^SHK!c5m^Ux8CLwUkEl--!; zXsu*aolr7F{%mY0nW?VE)2l!-h&}E;{BgvdINSWFr$*v2e|rLojm2)r%+|O2mnS8w ze*({titPn?%fDx6C$tC5AR}}9aR75mUP5)~9gI(Tqe=cT%<02+{=8BI36##2l*+y< z{Ojg?j3cEn!e;2R&3h~R@YGF7T*8`}%_fQW+Z2Op3@J8|x!aVDl2|r(UtYMyJ1%9W zA1&n`{UhV}yH|`J_mamw?-?AkhtBd;l%BtVnfPI=7HSzXJ5f&$uqb-i_+}}{4r*x< zBm2G!`JfO_#z806XO-nW?CQb&^ijw?=)b{GOl$j;?FF|Kt!vIB#l+QS83q`jm6Pel zf8+8vFFm2SO(K_Rn`w^f-`#Us(WF4+zq$`hGE_K0Sq`cj#Gvv7go*%T zh*>A7X$gB#q8cE>j#WfSmoiJBSf^Ov6B+$H)GWIBYYBB~rx84w^|7YpM)___vHf~3 zb&d6~iRH1dq#*TAnQVC-NB&!Fxk1v`F(Y!+6)I)QH0l=bx9r|KmJQAfie}eKtt|=) zr_D$J!DBN=fg&6dcZ#ZXsdZ^AJ+0tCo>(=-BJ<9hy!7dvL>Ye$?+%_MAPp_$?53>0oD2lc{RO#MHpIw}3S5NqNj0HFGjocBO) z`*en+`RJtYQg* z2~sL5CKNMo>*^FI^!AgtdVp<>cYII(&Px2I@tj&ZRyFR=xP>Nt3LKEH#EY(eg;197 z#BYz)EOZSwoCT#ggj}p}am8-QiwVq$43*e^vBLY(i1i0h8W39nRq3+gA&h;{sFXe`YlcM7{5?ot)P@AFIb=i+r&@>jVk>q~m}& zR={%Fv2$jfDL`)JaobLO0c9BXG=KPt&m3=~u*!8&gTr@l60-Mgg#1gDmm?0@+J!!NDsqoj}G z5InO_i`UV-rQuAm8x&Y>8-@{h;{FPbUz>Rzq>58jvY>K@r#$=BK^oon_gX{Me=2j8 zP43vCA?*(5iQ3IAUt|7yHUVKB8#`L{1nQiaiQz?Ys`Mi!qrUZ{yp!z0T^gUoNl2;G zl+?Gm4=uLydNoJ_d?D|xN?e^SeF z?;H@K>I8vpCgSEQ`)+&s<1Hp_hTJGOHAD?p?11`g7JrUewi`T1RHy3s^O({C@^?r$ z?Oymn)uKZ4Eq!D;tP4Mo^&Gpq3;Cal+{0LhhsDD&fm|~JD0hd+Esz8n{4r5^LSdZ#kUX~2zsULK7aJ<-jI2&a`&EIGH7B1aSxoCH!Tdb#%xE)igkY*PnYvKr z`tc{$agCBYnCek_F`^E~;%;~Pr!3CJiPl`tq~f8|{p{!~F2w7K$r!8^NhvMKUf2wF zRMh36icI~5_GE@RK)wNGq8;%Z>)q(y@KoqO7jO=O!7Mib`eiOt!+bPRrWn7Sz|udo znv*4z0orzSlZ4Mq=LcvBBd9LZD>2ITL=l@yIW@+HmukD2;nG%9vBj z)srR+`^ISY{E!o|l-*dHEuB-0b(<{jEkZfwjehny9WHw|2&d@tvWnn1&5;$OMd)9w z@b8Qy6A5MIFIq$}d8Y0o76tpwqThf~&sDYVR?L?XP*y)YO3v zJLb=Ba61&$@@z(12x$G*3m3+MM_RKr{<5#aI*%%<8^{b8l5O@`$s3^pbS4g8VI=sjyZ4rnN%C7>!If6bIqT|3BGJ#&%$kb#X@;**=>uw zj`~1we$^eox*7{5l-#QLr@BFS6MRPAI$ea2_u67CP+K_-Lp41UJW&0wr>G|UQo{Wv zqvFMUXoYj?1;O!j)%ID1)-v-6Xo8e7(@`W`AJNZ_Ze<7k^WQk^5b>1%zlcGY*Y=m7 zx2ve-2pq;W+$VmgQG@owa{LKvoYtaW*Wk4WD%vW*`|10AFoLZ(z(cOOVg`e~nafF(<=GBSci92Q= z;DqN>-`k8T#Q*w|#AX0pGe45y6UYMSC}=S`qAgMWUYKgXpq%ErJ)m|EA-VYW-#yC}-3~+>Kecr~VLfnd(47|`J-s+@NtI$}`nRzK zGbA0*-7O#W0&s*^A5VV)IgScP*$>(z3-L?qBh=m(-jkzV8yxTkA$e8SYMOLv$qJG& zi|hU#;5zD9A0U8pSToew8Dqa#3L8_o&P3UT`Mibr6#FCwPNC zrRVl6_~RAguspW#Hq)_xI5G*1kwUEih0}f&nc*{Au9F{i^Mt|%;uu%bK>%`{vFsGJ zd)jRU()#I_M2v%dH~EMB4shfY>C;6f;CG!;MDCFk7LL{rCMV3Ni+hT-dc-d^WzK+}hNW_R7vRa%CP4wd=xOCzvhdeq6-JMoD0y2!6oRL>z zp>@P*bQ00Sz5Zmkq#F|mg7trZZ_q{ZpRcJ>mQNPS1)hVFT?D@P=Oma0E?T4u(Ao5( zS?!9-m0OVt>)ksR=S)!qm#xSqtVkk~U1LwFm(`RPV6?w>>=;1*;y7=6ZRz?GVFoN| zyj+Z|iL4E;LMO`*v|<>HZ*276yuS43kEv2=CakTYF4A77gvk)S``6dsQxVK3I{*1U z@=#vPV1nC#|Cv1g-lp?V4(LoI)bw{L!ZFF*aR{fSr&)e94o|vxJwM!OzlLweYZh9QvUr0)g=jP zDitK&<`0kbL45+9ms)K+>JN{9e{$xX{f@ZHS(rOKO%=KCWIs$HHrXi8fcpavJCQk= ztnvdb$y0$Zv%ThYJhWl~IxSK~%YV3q34dhPx~ zR7qqFdMml%FgVpWd0!-u7<9ro|CV$hZRp?lRar{UGBZ1|N@gjwih=hUD}Q$)Bjsh{ zAWMG>rqP+_6d8L?3S1(~&Y-ohOu={3^X4E^&Y)2eG^WP|VMcKtCFs6pU~GAKD{+HJ z;6m`lFN&^4_+V}I9jj$;2C!&0|2vCcmZz;mgWhPJ87)T%xzfrte>ANw!>7a0`NMb;rttb;q0rbdle6le7v7MI) zApj|&*FCb~FKp=;p3IoUC|JCFnwrRk=&=#Zs`p?&H;;%U#dFFUu#2fJ1D!EumaQT% z=|*p2yN5b*mMXP_tgKJ$M@#=Rj6HVtL=y!>*(~QXg&p~7&&9r95v5VMJk2vm8TPe} z7V3z8X4OWb(6q*PzLb^CNRti7KOA5?=zBeqUX3%N`%I+8vM0_`8d8B$Xoy)?P+F$> zGrwV~l}N6l$LH^>CB^$E%i=eJW}SW?;{RY=dk z2%J(*X=rIt$hafs5#$$ieCF8?z-xk823froQ|ip&g-7p#tUpO*+im{Mjn6RPpax~T zqilVNMHe+iLIQ|A|6hO?GfI!@-w)pZkB`QF%ErYjHxC$I>=&0=!VgMWWf6JiWkveD zfF3{BCkZJkp1WqA-i!H66s*rVcF+X43P_Im-_!M^v_a~xZ`%cDCw}ICUl4(iEy$RN zn$*%UU=gp)!_c^3rP{a6msiH2!b?pFpljU0u2HpFC2jVT!io9VHwvA$<*OtD4GlrUpGP+;+$FcWkNQSWu!0v zLjS!m-Kd@rMBzHa_C7SQ+F7WU%-jAea;U)MM5LORxzYY14d!p+Jk zb_#XL+?zk^@_)hq#{W?I);L(;H#S3|bIGma_=1pE-q#7{zo`!2j@{JUcl&HSSYG}{ z)79IPfybB26QUBM$xO>u0o;;SDx+bHs-BO|x@=t}S%1X~bH_^BhUPAlIbL{Gj@UTn zV5Vw*q88!|DEjUM8}T*pmG#8iv$bMXdiF-Rl)q#>_^E%1Rl8Qs#p}F724LJb_oRw%;f_nQdy@+Wm!igXum1Z6ZlQXg4UR8Etfyx0&9VJUbzcpKwa=RSUX+Ar`wgV7H#ELdXR zDx?D`*%*IEMhN+K68>&UfYTRhRCC*wW27j5?cH;DD_bc!^D$j5Dof3p?k8Gnl+_*f zvjeKJ9-TYsjyr(YTs@>;ks_=!x!fwhOz3B3rhJ?ZO!(H{&hN#&=b>znPF%LNtXuT( za>e%p1J*n79Zdi8N+C zOZY!pxzcbb-}XIY7e)0e$y!X4Eyf60CL;S1Av=-L{Onn?&5$K!l!>y0%9NC5goH8E z$W~FqAcis4l6~yUVBXRH)Bo#xyr1vqe2(im&-1$O>v@j*xv>8x`|IdkH%OKhNW=Eu z-Td>I-@9Vc<=|H*xB+HrUAA;k&*9#V#|;gz1NVhTOvYWm%BSxw8bxRK5uULTXtN)F zsj(Iyhy$P9xXYG~s3OJq<;eyJPMBShQbu}bP`+G|4tG9S6s!5-dMZ#bS=RZqF0W5Z zwV=~0YN6U22QF1OcL&yH*>Nt?#JpEA>BQBqR(bmVu|>oBF>XQ7rO;wtw4o@^)pnbt z6H6DegI`DaWmmU1&&Y}dIo2bO*LU6@m3CfHGi@0B-tyDBk>5%STjcO4Ip6(g~Q;T|z(a}fTLe3Lfb7okJS(++f$a_R;k9T=ik zjRs&y0(5T9>3ZhbRz5?~%zKGiBZ14;m7x_CHz|9mwok7W3wkI(E|%DVjSiY;Or1$k zH&RdRQu-Cv;%f(nz;gO3 zw;bhl%m?=-FFPfrR7*DKVfwS3utu>SiWK=dX5HP>kpr|W4KQwKlglkOx9Bp@c%!Ro zk1=yJhlx7Jc8(08 za(Trjchd+9%8ldB5r>QyN^6JIj^)$Nrp-mEE>c7`7wSnt9KXFPm=CyYrF#q4Q92K| z`&@Ll!2MRHl{51QtxtY?iTu6UK^~EtAM|he6m1#y<>tFTLuWX(Xof~|N~wy~=l*Ku zG-odU?Q~pL1St1qMh^ui{Dnx?O|O{kj?nB_g4&V><57J zXzz>`!gamjQ4wBS*5rWBIVO-LDHuqv3zIXIzC9_B!_Sc}JuvOp5$Eom@E<0cwn1+G z+;{jjcO~9l!}B=@!K1C6*A33-T$Mw-#5yLl_H%_itZDEk$ne_mzz9#bIfR&4&xEba zqYzP^rdw2rBhrScUvlc4tMc#O;hhkAwFzmcHrd<5*#{fofzxU2BX-`kj#NQ1 zh^#}e3k3XtR4-SNgEW6&A+dhbboQJujS`|#TzcVuHSdS;)4 z=tV-6{jCVezcb~Y_bQIwA)gs_BST_}+g{!}Uio1veAv^K6P21`8zdzX zTv?L;j_Vx4j`9H>sejKIOWq`tz$eh^F2V*KBM1-HD#3m3&agZm}H`IAgwBuu+R`d zRe#)4fjC5*@cX&?IS{dMyZBumHmmg^?Xz?(##6A-?@I$ts~XH&zj&;UPrIozIH-a; z+aP5IkLpD&+O)@=<;bRbo&kqnvvF;aJwBh5NBfvWQGWE8SHTF84v-KVn6xAhq0&*= z!Y_F_>gOHX3}3W7`t!Z)(IVp~HAe=TI~QgZSf`+I6(Kz%fOY<0Nrwmd31WE`LQCKN$IPzM|fU5L&IDZkm}y6>%yVuLq!;c+O@r5TFk4Z z1r;J3vIZgNxG_si(9CUqHR#*e+98z0Lq=5xs)WZA9X%$^wFlH5=`5D6AJ`}DurFla ze@&Jp2+s_Tw?(ZW&;SGZd8KJ}^9SaGiqmj&Q{nnW12a2JX^_*1}COBu+c*`0YDacX{AOw^~+Xn^P zbq4@Dp;XA%jpo=VU%ilLq>I2G zMVds;F*`?c6-8853EM+hj7 zrVY_?p4B=jk&4XM`3X2TZ}@|Ww+!3I8XpIKXvR41to=%G6tZ3+`{}pemfj2)Jz9O=-Lea zNjNT&*zgj+V@DUw;)TXFb&{^a&aG`LbAl+1zQhp(-iML|3Lm%`&R@yT9OR3P;{3xB z@*MFfKWJX*Q)%O;L@`#@c6{1%^l!0K2vzTp0jVjepG z4rfjmZ!wSblhyZ-lNild)z%U)5`@Ub-T@Wy?wp2As-vym45KssZie4if6F&%5KqUK z1k(%;&g_Wpjr4yw+NF`TBA#X^vyniSRKv|>2dyRY#1us3t3SCUK}_dXTDn|U!o|2p zNv&vZC$$^;65;FCqt;}~M0keCxXG_TC?TRn$FvnYIDA$-y3j2rV~SgWZLMlDSVX-2%q1uRslZyVj1#h!(=P#anXK5DxpMDFS28+-5voD5=rxO273L6G zwUAZ|xhY{>I7<+NwJe>2vL@`KimGr#`bX{yDJwVpzhZk%r9 zM<(a*67xL*;AH?W;NB(s4_`=+eC+3O=Q{>|ANL#A7ajE+Eiwvb-Mo!VX&Ua}?qD@H zJDiyYqbL&>KbONFr}skcY8IH>f*rh>;BJoR3+5v6?^K|*=vHz>3?rosq zWQr}HHDd1-SK&l<`?s@*2mWYWC^_uau350bLjnf!WjVhZA!d8(sZFV_5^dVp1h&c6 zj$F@+k2yu|>-zXIW#GrLHs9cHtBkZbuKE6}PGf1I&?_pQ<-mUCB%+64;2{Fp%l(61<6@`ajoBTyZ0QcQy1s*}<4WBD z^nrMQHi6zFzF7qEni%;^?18ytMF(v)9*WsIT>z#oxc=F%bgS-X!nzLc3b4lCX2@{Y zj$a36Npij{K3h=g_ywnMdun~`s*zxtZVpUWllzlO7KVO@e0$H5Ic`)$If3()`@UKE z?NUE8>2EZ?9vQIYI3HX3ug&Xp=$~Nk`F~~;ghB)Ak%U-^ds^IPQ*j)Ap2Tm+b3wlT(C@=pE_mj<|P literal 0 HcmV?d00001 diff --git a/GPy/testing/plotting_tests/baseline/gp_error.pdf b/GPy/testing/plotting_tests/baseline/gp_error.pdf new file mode 100644 index 0000000000000000000000000000000000000000..77edfabd155c0d5f4c2358aef8c75fad708fb5e4 GIT binary patch literal 8735 zcmb_?2{@Er)VQtEP*ErnZ`rfVzSxpA#UNx!%3v^-8OA6}DHO@B5TPX5Dp^}lNy(B# zmQpE{QVLm8D*yYAl$L+r@A;l@dXD?P_dWOAbI&>VoO91j#!SyZ8Lfgt$eeou6<$T4 zAr!=LbVq1tKuF5~Zz_b;rLZWT3|9zgMscP3LKuKx4sFXCAWvaD!e%^e%9)=;a0W4gj*XAh^H$h`o=#r;VmXdO7=HyCR z%*khQCleJl525qJ}?4J@MOi;qu_;QOOjBik3=OuHKd> z10@wNbBj{0D`_c7UW-30w@IT=U(cf>F)E5Cd0}SiB~`;Z&|_UgxB27lG!NzSWRWcK zX8X=G-w8`HCShhUQ8@0YN1Nvs?<*HBv^AfzbPXxBf3V(Gx|FYTwW6V&#pZH1xe}TF ztudyyKEjIWL)*J{`d@abt*y|p_t^8X+s<9%lt*LItL;V@D^hod^}BAnqP{NsDfhmD z?T${WM;#gEFFOlj?Zw~S?y`ZB65A_;x7hnOk}dTzggjm;F+lcdKE?;`(woY|GW*kk4D1@i~bN7L&q^WQ{$8PRlk`4s27? zFNidb5x(2?;*CMgKB3r?$2Q=xnOfTw9}8k^l)99;4ekXtT*d2{8(Ljem7uQ-REAN|ts#H%B{tSimA=_I~FF5}E$&um>_8K*6Pw1*L96Mx5q@sej$#!b7No3xXI3xBWgycCilKS)YIU|Geo7Gsz`of z92GY%*{u4YJaup9z&`G*ytY&JQ+)MOlqx)A6=w@XtmwC%Y^sxJwhL-i7k&=s&>4*sBtXj>GZWviJd$el|rF? z!C(9q53^bi%(R-U$bB<@X1we?lwV}Il52DKUZ49$g~ttei^H;0t=1iM%jpaHsx->e zt{Z44IWe3npa0OXrh)%kp2}CwH9IfGE10d{i4$0D7rsG>xSojcFDX2~yt&`(M!17J zrZcx``4X$oX-k66Mus9x2eyQ@U)Wp`5$3zxCbW}zQRCc7A*c9_VtRokC*nDbxHdi7 zS?i)0@V>Q|#KUk#^yIt`TM#$!JmTR_!EVb*fxJR%xvno-ZbvK2AH1ZV^Da4RPTrnF zERKm>d&NX+l3q5@sVgBa>gN=4G*#lr60T!s)uWGINDQs=b+gQ_r@yHBNREjeNRK|Y zaZ`MKowiQOGKaS9<|5k-u1KbZ8iZezxVuy~QU>*Kj|^===N5dcYsJC)3-{-L)C~LB zX$T3K$Deo;n0>&qY`v0XFEMT7qvDUw>I38KpQWnX^G9&%RLY_j8Ey7$s^ylS)LDMIxiPjcsB(dk#WV4~K*hD1QfR+3;xY#b zd0bnntVix`Ss;}X_I8q=V@ttfsq@VSvAyDXV(Cj|v>t^>b1YZOc;l%ipue*4(CH!1`aQKN5r&S-enR@c( z+u2BRDGFSA9QnFq3%Ie0|@}4PVwOU;otgZZaj=N_HXhq+94AG=E21 z=4!Hf8@hH?w~kXy-!XY1x-=W9Z@gZ zUv1`O){!#OMY~r?9~T!D&(c4}V5+yp7+_Zg964vEOpVTYDMyrAhBopQKiujWkhPX# zm%PwtRoo zyQSFTyg79YxTSLpkutKlDTxZ@2haHquIX1wyITw`LNcm zL%MAs=Wao_PKIj2DVuP`63a8ERJ*UorFs=jvUJIt&7KN+ z8MYYH;Q{D|fcW|@vLU})k+jU`MwjA?m)vp1GTR-q&bDXvuajylGbHyxIfmW>N_VVJ zb*?h4Y93j&S5k9(fBP6$$Z6^1<-D1P=;#aH4u=&`Be!o+eRe9IH`d+L_!=d3=;dL7 z12kInDMFZ2++b8iRuI=) zxAn9_*lqdSJ9@=U2d7sqH9}kBNUjpbM@nuzl=Zou;I~S`0LrxO6trKpu+33CbgypR z0bTL^Z`1M1?>OmN_4D*)VFWZc>2oKIO{W^K&01PrR^e@vWi4hws}ODRPE=8l)$O)j zH*pBFdcSk$8lN^<5f_7dY8X=6X}XX{+UFGiQ_-oiECu<*iZG|I8}oO4o$2^IHPM1~ zZ?+BFd29o~OSg_cund-L7b`g&BB~RtbKVK#S|$C>wO!2p5Qltn^PbOnoz616XS8xV)6Xl2 zj88?|_#S_*=V4s1f$y7Ar+}rtnda?}a>G%6pGEZ2MTTe=muWQcO=!psNmM?{D4k6-B(L^if=$;k3K-2vs+ zI(w-RHQey81kdadpX}*!CrNl7y4up_pXeTW%s?`WWNKJ`;VJHTT)^1k{K?nm$RXBx zf7krUf%_7r=91! z*R|=Z%Gd>UK0o`c)1%5o%{ime?a!63ZRHxm@}{%ILKpX(HDmD1oO;mOJ}Pt71U+)< zLEg%K%lps5O!iOd=tfgNX`0fJ5%gi^2FYC?qLJEk#sP_#v6cFZYTtUS3$Cs-xopx@ zJt_Hq*+cK?JJT2I?%>cSL}B_-C5K##y?_#n`o^xuD)a4-FD%9k+t>A^aTFE zE=n2h)bbfW+&j2R=S0K^?@$-Vd+%>YKJR&YXNSPB>e6pxtD(Jzs?K`!@735uEh77k zR5ss6hS_#L=Y3InK1-o&I$ve!T2_3rXNW)gNoeKn>>@MwaVfOJioQ54zmnC9j$iZ3V5B;i=WvWmW+f|&V2?%55z z!jR3Chl|cADo9AL(2O)JVOA5Z4)?@cC*EJUF_ZBGM5?&cx>*bSaBg*=+ z?sqp!>!_N{;7Gq{L3yicBDXeg(<|XX9p4AT#Z3tx zX9f|CoMGX*keafOS)HjsvSQDN`fX*s!>Oxk_S9rOYxG+!qADP4*tW`&oM&GpQN3ul zxC__V8N5=M=v!_rCj>Fj$KSZ_(K|m;JWo)UhpCGhMscN2!>t7teh=$YYfaBa^S#^A zvZVfsU?+9enG;EM(Fdi-Yt0R_-pJ--wc~lR3%6#+h~Ew#Y?8{LY?E^5pWb2gxXX9N zJu#fRNTG&m&L->hriR;mii^HhHQ&&;6f4vaSnhrOvF_LOp%=uSwkxH#$ESAsmQ+H#CV4<$T;CzD?(++uWLYPJLZvVnO_#!&V}`Yykafk2DGiI0oc zo9^E2quJafI{qhLnEB`He<@b=SH8$G+RJZ1yxhZ8>rBn`?$59S+h%qZwlA%|VZs$D zq8~brcQ-=4zl;&~FjF{wEak>F)DFJx_oo}bVKy6Qgg*$n#2r>L>J!$sd3w?(kfZQx z;KHZN+Qiq{{Ds5$C5(S@hyk^NUmSp0(-PnSDqRsGc|u$v&Y4!#els3k_thzaGdec) z$9Mzs8}2C#8f{QBURI%Uy?7npc|Vz<#xy8XaX2frq`38ApM$rU?9KxsM2FY37%@Dn zH}tGZl1|8NnUU1JenGFVnTqI2muk**6nh`(F7)R^nJ= z=IT$Y)8CD#m(qLX+;^{QWeQ{3OL2Er@vhL9&)lt{xu*lSyxoP*B$@MqiB|Md z4u^F+Z4V4x&{H*Pi_JO7sJioU*+veFvcHH1F5dhX--uKFMKV}InHkCqg+nb$Gzj0A zoDivVWbH~rj$3zMhAtjBV7qXm*lE(D3$hW4OE~IYFOmJr#BiDBzf6q5{pys-TPwZv z(EM+o3GH~!@zx_Clh53KlA+tc8-EkZLMr6Sh)mWQ@%JvWTXyY5!ZzLg5?bgXtdeHK zi*~JnD-D)H*MtjB95-9(*!$Iur%Hr{T&LK$=vf?<-}m0f=h*@&4zf6hbBxWhD?6&N z&Nm~oVr#WeSgzVb7E-z(+>EV%XGJVgD}_A$Wmfdnap>_pS{dK$kR4r|6n~p3k%vfJ zu-&0+aP`)xP{m`Ni&>{TZ(Y6nyztfJZlW&o!}GkW{`>gf8eP2kIwweJ?*$#nyW_^{ zdp1i|kDOg0=(22qd1^*NlA5ODzDpZtPEr-8rW;zuzVZpn?^ypA`N0*i{~|xED&`l> zX__0+7l5GFqHuX*&Ip;AncwsN>3+KtcP$GLNbU;su@wG%8Lc;ohq1=N6HNQQtskmA z-CYOPzE>ffow8x>x*GnF*_!59Y%1P>tS_^)$+CKytvh;1e#J5l<>w&_dasGkjIPY9 z>AHA`SsUcc<*=olzOhcXRn*W{TaYrHApH7_S&?V&usmele(q2f%kl7%WDbREg-arj z=RGYq01y0+-ZIYW!S- z)n9uOV_JfqD@E^kJY+04(n`w}Uvd7LgyYvREl;BpJMJh(=nLgl$@2zxX|M3vYjgXf zbGF`|GR{t^6&-Fe0{qKw-g}4o;9nQ;s7JVLU|i2FTTh}rR!~#E8z<$YR%D4H!(X z9~D6?ajwMpz1E6A>dY1RB5AT(T`RK=)*`s94~){nuVEKmgew)&SCB7v)v zc|%FcR|?{jj&jg;e!#)G3xW8PPxLQ*f_kPN)z^th^JX!a5Sm?uWBzoxkH@p~K~9wtCqD{RjV`y3L|` zSpgBlHDy;{2#Y}=Z4765zytsKoeNkp^R&q(`#-3XOz~%{0cZgSma0qf{!W&N1+#4i z_XIR2ZMv%`6`ovsmS@-y=Phe45ZFNk6zcy15dT{`STqU30b|4wP!I`Af(TdwLKTmK zh#;fF5b+QeWH2z`0iW=97#~YO&$eJ60{njgV(vQ@;KBgYm;*c(4WUu60KldtkN_c7 z5=10|cPs|NgUN|70CU2q;t>EK0x%;y9uOg5AtJCmA_*{n0?%*@f5!p<=OH2(57Sg7 zse*R44{q6u!4eU03o`*P3I+n$Pw-egSokarfD7hjKVxw~5a6l<0G_DIZdHkZU(ing z2d-HhJcI-D;xRxlAojrD@Sr6DVZkjMFfe}vwh-VJo}aBWSb%^BAXv7r@L&vED09rg zE!)!InQ-t63KkK}HoP>r1;Ew|Jl!lH@ZWXzgVgK;U~rZM2CNti!^2zw&S8#VGniA? zTnki&m}7)Z0Y?N#Xs|Tc7Jwc6pbulgoor(Ql;HOtRA8o1CB$3ph^Pz zgY5zYf%!0J6LT#r6rgtmyM>?U0bAFz-(j2|0NVwuRk*eP;qze6Jr@*V-^o79oB!~* znAy8WwyOnlW#6~4-7Wi20`S=G7$};3-N<&qK-p}xS?`DW9oZq75o*M$Z^ zz3f}dd9G`|L)OO3-YRN?FovIVs6X#3kxmo{4G%?XWB*4)m;xIWH;0P;Cq?ue8t}2R zG49Wa=dnF6fd6#E^922~bAI6j4&usQG`b(S@SPO|k_`6W@0Y*qjya9}^{n+HPXC(5 zfao#H`yXixRs~F`jDr8NAK6d8W-?gI`aX==NFT=PKHjW;+kLzh%B;SZ*~i5}MDW=D znZ(RL_2@GEKp+JYHljJh0iAtcYz|-L&hj&R$^BC(n0cZ?>VivH7L7sIgD<7!_0%vZ zG#Xa0r@+4HcJ^}ux4QCP6qdIqgXKwcguIp`Ojm_@D)nblT@Y}PLVytR{Rbih9_%L<=tm!%2f;sx zKG#Q7MS)%OTOSVW%0K!De~u-9GvV)e1mKSU=u-vz5B~j}7X`A;Kl-plu;G5g!~Dq~ z76ZcbZ+Ju^$Uc7SBf#m??|tCJ`gtHb{G*2p%{XaQ2 u(_I)4+mwNqG-oj29l-XB7PLSrFeKQxd|4DGi)~sYG@5{rkRND&Z7s3M_5qDP5J6M}$%s1SM+ zq)3gP2nYxVq?Zs;56`gJVa9 zkAgs;V<EK<7h8DAPYl$~;jMyNoM!q9%kmeSLZ2_*iTtq>uoOq;O+v&Cxs;X>5QWM@ zl1aH&xR0YSr`Sk{!s8HRk|hZYN6FDZPZ0b!35H2W&+8&k_XYo-hZ%l`AmEN-uxJt3 zmH|x}w&ID5P=Px-&it&BnyM!ar!Pf&AkTW?wWLvT56PH7sNichbx0lSHs?8sZAt%& z%S#sMt%S-Y7iuukhQ$Vw0FeMWvaIKl#eK2v(y03>Fi8&((*nI))M0u=l?8`EpNy|u zY9N$@IxWz()9!&pcA{S%x!dp0(JETHJUh^<-k{BVvZGdqsv4x+OjbeA{O1;xm6}QJ z^Xn)rL==kiU3e%C12=LAin@N5rs~G6Zcw=yxiU5;NtVAOOW$9XxDJX4ie2~)8N-on zIt2Pd%#!+9DC~yFOzu6g-=TY71vAXpHwVu|D@JPQ-{pnD1A2UZP~^hOjWo3IOjCrxFw=u`FmmUaXr?JOgM%0*PRKx@nm z`)E|h6n>xS8RL09X-`m!Ye-7!|JlvnJU)l+$Do11cNjbjBx9c3XT}`g&}MXzNU)}q z&%_D0&QRP4xBq7owSW%U{1e4@V(hB1{KYoqzCkK7nG4VD@@_UrgfPI0bqtnvoyk%2 z!<)u)I^(R4nEGkT`fqyPYS6S}nhrtT?ZVEN{1yFi%@YocEUH+}*)Nei46=pk%Z7#q zTa#Iis#~9)-S%M{(;6@yz|V~0uQ$hvw>v@nq?p96I1*RUq_OM-IXYCj;;whBpOIq? zTb)RqHr(+YQMnhgjpPhULGWAZ6ZSMDpWJUB({D^AWE3@Pdt$UGZ*<^KS%yFoGWJ11 z&{``1Az*`~to1#1?099f6cAyWr|^6BV&8(c@H)2(e@N_%hhU$7dRSd^K! zyYBvo#~gJU9jtH_L8l$*0N;rVm%_A;a+lh;ha1Ny%n{r@#fi5M0H{FXj#8n#kO z3W38n4QLI_@vT=8yLJg*I}6GYUVHIpX6xF(so(^bEwBgJE3>VRd;0^a^5p}Z3<~?G zlEqEroDyaII&vMvhW$BPiT16mnD+ChTmq5G#}q7GR7NrI&=ElAh&f zo$g(Ni&Tz^!46KqPS@05Ny>$E2*1bDd>LVtpwOcs{L8QxI`Dc6v^})?tCZR}^|j8f zEk04fez?k&-D^^NlZU5rx7PryK9%M=ytV$hOY_T-@0oaE<%asSpt-^>+s3+iJgP6Z z4-Zbl)U(!6ivHLnZL2PeG0cct64=R{@1I=F{ro;{scvn6D++2;KSf5W)Q(jLNa%GWy9W2b}iRq}R#=Sjw zB%h`ltOyEcXO9U#?@Tp(W_KB`d)uCvtUty`R-?BE1y4p^v-R^+YKr+IrQh|Eu2OY6|tJGps^7x?Bg&MmXly8PY)9`nKd`ZXG#xpKmAW z^3`;`>!~cKzd4;|h*96}3^^g}UuA4B7-dGVZtF2VQMoItMs>Ixo@0cAIB*vPaqwu* z&oVWoH*f`p*tdNw2+Dfja!!&`3}PxtL$B`>i3i+VmN6=#*v{vsAOjcVd~D zFAf7|>jP)!)9M$ul4O)2ZoKL)BbE19Ztllu(~8TRYVNBfUF3hWR$T$` z)%8DchbfBj#Z!&OO&52DA-%t*RfU|dGSv#&-l(##tqkvc`eg{X;jeLDTdgfkFu!c- zUUboSd@8v?CJM+Wi zON-UzV&e2wo>)xyZQdJzg=rlRIx&OJ-E@H>#oW86KAfFf5Od_+n;$HtzFR|N?EY}z zJ!=9Amz*;kNL~ciGk^*%WSu7#e6^C9SV%GC>l7!+#LYQ=d_{M(@k2>hu>+RqhS|{F zoF9Joy;)mQr1}5gAmrNvkwXr=oA&X4b08{}{mtR6bV?2x^pKQJZ6kap4uPtODYBI4 zlE8xz>Ht-PkV6P37y$+sUo*Mncn9{lzJY6~VUYdPzRe94%{*}f(RYCw_==6qv5{RG z-*3Mhsiunh?otr>S_g&kac6B;b#_G0z9#(v9!zkZoTds z5JaV82$Bjq4c;>IjFY)m+VV)A3qrW(+mZWyg(bdkyV{k|#XdN2X7ag?k~1&6VQFaE z+%=)mH-)zfwufHlJ{*h(Ul1F%&)Ivsw^P7bVq`CfyB$5$8pqDsL4WrPB=2FS{1Ys$ zjgNB+^chPwD-UzZNedkHDlL1TJGDPf86ADiUYX^chRxmCS*y`osKXA(0ag_B7xKvw zXUC@7rq`ktBqFVH*g$%EdJ07*`=jS|7a`rTBtu!NY>nHOD>A$<`I!LDnAbq$ z7r& zmMaG@vXv!}Z2TF<>mY4F0;Ex2Ep9=-VHm&eF_HKi#er+(EgYID(UHGPn_|$rQa5G& zk1f0KIB?;vqGw<7GUZXiG5^MViTO{2f56W~MDW9qG#7UPsUVcZ*brOsHwB!pNHg)^W z0sZcJMW=sxQ83Qw5B!)eK6*84f1jS?@C*ce|70%xPWfVrdOlnw8{oJxEKC{zc0R?> zB-a7z&GqO(%Ebg8=BV>T&yHunP)jq_tmDRLr(!*=`oIC z>P9eB?^Wdgf~W`5;&916!PffhUHZFsC>5IYK=B&@X)kIvL*&qos+5PPEn++V> z?@!U6r((iN(l^Mh7Y3IH0j>B=&jORKl_)}Rr(zkWoTV#N;dC&Gh7hTSUJK27?VCE%78jNNOICR{N?*$5E^kI@k1%OtZE}IETlr zqDStUZ%!O@FcXk81DCUCv#c8+gVA0%WqCQ2TwV$2($PQ3E!x7NWhYq1F;;iN>5v_s z<$UUHh7}5h32^^JoCoI(oXK|Fh?-cnve!A%?OWlPlq(}!3}8F@o8{Wtj1O!4TYhz~ zH^;0??LL&)R`JL&7ZxZ(D|RTKlJfF|<{}CMfOa8z@QN+?wvxX!QZyM8R$sKYzPHoN z(iS095eQsb?r0Jm98A~S<#;$GKU!gPY3PgT;ra6~RyQL2IGX)cf2Dgx=}sPZ;M=RenG z!3c6cuW3cFHUx<=Qh!I^5q+No6lzc;1|SjV9P?&08w@X0=$fCq?8(u2s&sSa_|yMX z*Ihb}5_17`)!V+|DS!g2GeAA)^Y?Dnf3SbJ$qB^%97lDx2sqQz?-T_2435p(X?k0p z06f%zqmF`nL}6WJn4}u0m>@!gLV6%Lsi~lxg%hwC z@FXaV*aMP)#Ip}xr9G4$uu8Jj{d~GtYD$F~N;R-RXLon{9#I9`KyvQ4-)3+-hoWa| zA|^9{O0$!=mT|)gg*orOuKN_SOJK^e%2JxBGel+h)Cbr3h8$k;o#uPgPt;3*iE?fL z)y_42!dbAmv8zPW3`zmzN+Z+2Vj6GU0(OU-{e4D7~SXd*^RR|}b4$sF$xd_Ve6jd@`+1!3~y zLYU-Op_Z|VPBh)Ruerpo`jKtbEiuc%u`#3aEtbUo)*nB9{821C3K0|*#+v)g+2|9- zxia}-ZMo#t)E(KzwRan{TeAe`lcUm8KS6Fmp!wuYtAz$p^^S#ji$D8VRX^|HS9N zdLtcn_oY!L)wr+vKnmUovf5&MyZ!!Iz%8m#ok%jEwq82pP+}5!IDucu z&J#Q|!PNbboW{IC8n6lzxw64$>ZY%Z{{Q(*<6hUCp{teKP+APP^pk6*)H@@K2i zq}&nFMUHc8ayam0I?V(O0`YX_WfY+PXXJJ9mhT~wl#Bn$D}zL5Do7!xmhYftQ?8kz zuRdexRRR%g;z5R_NK;?^XcL{RO}-!N$ciy0Vm+Ri*so$mImf z(1U{W@oVX@t4@ze;RK~8Caq3ZW|0Wgv@lL+NrdRZ3`NpVJKEs|VwXP`(NqV z_WsJEJW8(Zy54mt=;T0XiP+8>zS5=W$zh*nPLpnEPjodHa~>$N>UyTad{IfKJBEda zbNx(CvTQ!AHj88?!8N|azrPyoS9;b&m38t7lBswRwqc2MU|(lx8+?1T_(vLe@91zM z=0}1GeThxgd$@wQxVZRWP6@TZXkF`e{qRW*0yM<13dY#C7rK#7kVX#mTFh}+ATgLF z*fPcddFLwaOoMEpA`y zyS=d(y+1T)m1hd1tJOrlrwU(xb?`4RKC)jIw_yhP96SmTKYY2!Y2O+J*WMTq%jhOw-y^x+IHRZ`r zWEeA)h-M%o!hr~^O|`ZtDfd+eN1_C{Est!4|wj&WEB2*?EcS4 z>*PNUsYF*gb{R5>lX0YUK6`l-M!|<)lKPs;MOaXw7n2pz>gEiSc&16c^jH!oZy@jm zxi8S9pvQb?jV`>TrFK&Uh2e@5mZXXhHJF#KAu}^EVHNLw%zwaLe}FFD*kVo-EGH~Mh zi~$w8wpa*)@}{9Re3Gr3T{Y0Tz$oeR$eqgNZTw?qfT8P#E}9>9gBlBTJ&PX=fo$}V zX6~|n$UPB;300*!9ymME?b{<8DY=}3Pqh*r85S-k)0jG*w6-;+0|kHaW!6eMSeDXK zFzPF|{D9o&V&!fC*ux6BXhsx02V>B)%S8)|aIVDP z4CW7RR#pv98rSr1D>?)6GGkI+f+z%(Qr8 zzyk1DyWR05Cj6!cQj-rBtWQg-WR7!R9TS7KNWh#(BzCEr!AMPBSoUL5D4+R~zRK#F zctB>)bSQozS<>lUO zLm&BnYc3u{|5yx|pLEQ|$x><}L6OvQVliQhWwOVq#W!}Jr?WOvxGr}7XiEm+6oY16 zTTH_raD)hMpI8>J?EC_Ka)a&r)ly#@+XeA}SexlxO|EhJoNCI1ue0>B=CTQ6pDInw zCnmh9zu{gjvJIt1RgPWVgZZCdu5O(7vzsV8Ki7Pwd`79=w2uxgDF~db*>%9}sNEs^ z4dPb)77dCz^1x8=q=f5a@bvC;dn?t{dE^JB>UtmPn%xbRj_$66t&i5Vr6qV99|^Zk zah=qIyET!7i`#3CWcKMf>sr^lWBbyT@|Z4h^Jboq$^jpdoJA#2d{4`wkO$$-#EhLr z@Yd60g)dEIm_*DdSA@8_lvAO~XtM?eU2Cv8~3$sR5^?#*tb+rpl5`%~)7P&xBR+?#Od2*3OTee#kdSAPuv zbP&*C*_#fDw)WY2JJ=1FSI9ZadKYPRV`t6Fb>5!&{t}ZYL`B8flwSlUtNk`JAPV7D zed+6tEdZi}d*oU>zih+ZEBT(e6CMy9R=P0Eo|sQ~N7`QF;YiXSjZ_%%81j&s`bJVe z1*fw&-t*qZS7IA_s_{IDJ11I7!lia=?5dbQorqGza#c(r=kJ~k2i(IZuN$0eFj5Oq zmwvyBf3>Is>TLghMcY*MV4(YGtp;V?m9a&r1s^1M*R9$y^kgZx42K?kA3htW&_wz$$ zoOjtv4f1PkE*&J-&$PHXN!b^!(!X1lS^}pPon+D&RXSTO=ah5M!#9G>!#bVXJts8e zKXU|^JCR}}nw5g7m!-Usq1;hi)?zHdr!I(l7M}G$TSZ z8y;+Au^=y4n{fr$#UzBz5+MT@uo8D`VhZhSZ=aX$ueAl1Y(p2hG-HvToAp_@sbkQv z!3jE^juF1(5@it8#V1_uX#e*O2qz|E_g1r?>rAS3G;e_?RAhL~PK%uOTW_^-$L3BT zX-kRs+n!MEFMD2j>)Ft-Ix|Mdw$Tzuj7vVaJMZuiKhWN@Yv87Loy&l1qwR)Qb!_Up z*taM}uxpByDyC=0jxGh34lrLC*seL)o{sXevUSf2iMATitduS?=)bPisf;UP+3y7p86&xq5sPM1?l$-sjA>`bI-^OBQgiWpl&>RHWr z@1R{Yb}RU!HNUvM6<*!;g*K-seQtALM=OLsMje`Kp*>{x(?s;E$etBXW?>lTh;3SU z;bj+|x>E;vc&ijKef*UX3(<(y@5$6o`-w8%vHgw4c?klSzGk;qP(ufH>r{MoI*(S=!F(ln zqSV(SeL+T~EL8g-L2Y$q4Uo02?BF=pAX@q#aWxqwLvJrnZe6N$iKkoFda;b|3otZx zmhhB`leP6GK{dN4ty)rhZ1%f(YO8>~H)b{f;*Ng~6sXnb|9k(HCLTZq*B^79evc>s Q{uu_Lu9_mtt~lTQ55|s^ga7~l literal 0 HcmV?d00001 diff --git a/GPy/testing/plotting_tests/baseline/gp_mean.pdf b/GPy/testing/plotting_tests/baseline/gp_mean.pdf new file mode 100644 index 0000000000000000000000000000000000000000..9026a685bb840489d73dba07fb29d6e152f50856 GIT binary patch literal 6928 zcmb_h2{@Ho_ctUu$gHSaZ$xA`^Hfx(hHEC}UWwy4IN}`6Ifm#;ktPY3B2uWXqB1p! zA|*o+SF=PRZYfmU2G@V@_c)^Z`rqe!zSFbX@4Mf%*Is+AwSRlBMaRK%r4inkgwZKz zL-NZocm#)Vz5FpICJ1)z<{%b=wO|Ms0bE}M>%j13@eu-Ga6*~BskdZcNfUCWi zKZ_|qs3;E@AP}&49E1#CF<1v4m+8zBAZ|dE2vLIKWx3~x5a7oiBnujFzB2oZh$q7EJhIz$Ut#p8wqA#f=c&Is0$70PC^ zoK}I!z}s3LgToJE@K_w?X3*p&fbrIsuv*BgwqVR3u~ zeh40V12r~Zz+*82G2xk~*V}UEQspX|&fY09wba#*>YJS#7~S5Y*?-CJ_foS=tr>eh zk1k_}4l|3-OO^(gFV(UdOp1um4sKDB*%x3<&`u5PE%ZGF2SZWii zBWZ}q@J!xz5_8TtAS=P_rCrh^*IB0$-l%&$YOu#fpYSQ$^RBm6L#){p?@=O|^RvtI zMx%W>LCSIF$~nyrNj^F=b>urcdmgpzi#b>AUf^O~$GOM4cs!Z5JK~O>hFXb_MFjVf z+=T>(1wFBk-9mD9H74{`2PR{@(}-=gf%4+)>`kTY+<`1+u%Nc~)?LrT&6(~Q4n4bO zo_!)Qb|dZJHj`r|W$*fGT+-_4rzAi0UQn=T*jAp~9ne;w zf7aGYvRS3Ss`@n9#6j-dv>_S8nuoi}YJ->x7sIkEC3X!zl1P6NAxHIeQK-_*(OjW$ zIx8jn7C+=fLHy_f-_j^2oof;|?mQ^D7T;*;(4;DRJw~~a(;L$iJ~Ke2uz0ta>Bsmx z_jcc}A%y4E`Dr^yT*;kPaJzi-5l(E(PmI<&MdRrGrktNf=lr7^f>_WS&lj>nf~{X| z${3U%&@S3YF)Q!uNSwZ!sdDA~l8*&?+4N`4k(=bJ(+bQoHs!WIIx5wX@3Jc2&7t=l z(~M-`n63FNb#a=)#^__jtNe3C!6y&jxe_<5nfyn0+v8@1DuKk@RiC6Ryja2MPpU(c zj;d)Q^UK5+N55s{`QW5K#fNJ2-lvBFy(3MotD{FQ>iXr+ z<>iL+jZ*_$?&T`Bdn{h4)!6mc`b9`;MNlS5y~o1e+;EF z^V1&(Y8>@gwxa)}iMHId6smMa$#(Vbkx$*jXWBkj9$j@QvI1vT*Q#Q?IBcuo)999` z2QFV|7zuNgva^{(t?ip((Dr%gujkyR*JBZ5O@9nMdD>w8Ie=`_Hq)g_DLV5R-+;Zk-fpH_UK8j+TiqH?i1YWS95Byx9qdM@94OUDhADTK3jd=mc7$>1(A}r^rceI z@lhE*H%eJIRy9Y~C{z3eZgj~lPKb5lP3LnL<}o%t+K(IQS;R2c%C1o?)(DzOJbO)b zgJ+<&%hFS|jb&AB5BL9ij=EgRnYL+9$GQVbLEGyTGP4Z+3X=%Yja$UtqAYQyrSamD zYU3e~<#QIfuYJ_|K6HP*UHzv-ihn=pn9_UesC~3~nnOpfD|NhZKcC|<-+q94f6rJ~ z#l~ottVf*Ztx<=|9*;SS4XeC~DT#hRxVEzAS6SNT`6k-oHy3NDad+*v9=`apl2Au} z)A=Eum%+cirDy9xGA|*l{`JkSVNag-8qLsd8MrT(wDP1taOmkE*{hP2zO{=x3wRcH4fzGAi%mb<=@Fh{7gM=(4xwG?_asflg;j^F_u8&bFa zl6O+oKetXs4RO8nK>C=0{=9`Mrn^@c^D3z8cC{z2Prm7^qpP9#M7PMcwDNgdYH4hG znz>YuYxG?~N!iD_Hm=VLV+R*A)bGaFW|2?E`jjRxy{p4VuG#F~5m&A3knvmUj8g~q z|JgP}`@|~S(Ee-1Zj?6*EOS2)4O6Oa>Ma!CX~$fMX(^0W+D5M^+*8pbOINSl#X5Y* zP%h9<=W;~Cj>x_p|Q5{YTo$Ei(5zu7Q_r&eJCVh5QSXK7Z`j9#5bVaq*Ewk6! z=DC;8tB?+z>m%{@7}+pJj0$5*Y-Y^b{-Yal&Ze!J3Yt!BQ7qH@sH#}=cRuezx1Etg7e zy!(42zqlNy<~rDOZcd`@xxcB{XMdYMfBE6FWZrQ%_3s#P@(t@pw*?w*iv6tOFUwcr zWGo|3cutGb^*N%KTC#Nx@^f2|eOctiCCUWnc1GOJX<2fHan6I&({nw^7gsv%JNzoQ zkmC`uttY}c|NV&cV*Ak0VAI5JAqS8)cx4PB#cVvHS-0O=3wM`ECX(gTe`GlVxHV1z0EY&7005VLG3t4$65G79)>VXz zZ3?`zl%X_c?pm87v-xCQqkf$+N(_gt!5t9nK4R7RS^EU(T{ziH*_0<4xnz4X)lEIEGTNJp;XK~G(h zX90JO?yS4zMDJ_6vlFV#GSHZgu3p7!IXcV23*L%EEt>dud&Gt@n7O z;g&Pz^KZSgSsJ!RyJFykijt3llvDcQq|_y*UcX&fF?NJy@b{;>rnjTAYI++Mf5(0> z;rTcABhm>|JZI`;&5;6!T9f|86~_l`d08jhUq9LEmT_zCDGXNfJU->1+)16~ez?FV4DQfVQ4llg z*e2C^W$xJEth}oGg*$lFk=_!XKeuvL)L1lYtp3GJiSa2(t@oJ2*?`VBddT|Lf*sic zuU+y7#PqM^%kNIhdw6tbY-;kUpIQdvj}5q0x$kB;xVb%^7VdLL@nL(?J|$v*vqtbQ zN}HCO_T@Sf&N*r**!pf6d_r(~+YH3E)IO=V@NF_*nAtW^A-w#r>U9Ys0iYmNQ5q41i`58KsBd)`_4EbG(9&*H{n*&5$*C`@jD z=uqbnF9Di~ujKLqCvrm~Rg`RwXWbaAxiCdF!qZ5I5rIfSz-@?z&U}3^;%MkF`Xd-Ql!$A-N|0bS5LT%3Av(Uu; zKZ{w<_7?c@!Q#MJka16#2bL>{AnW#H@L;I{aG-?;k(q>2SF(A00c1gNLWO={Gz`{? z1M+cLaxgK$U@h4`J}g)-0NK79LZTqpAQq3!^+v$O1slQQaS<$+1J*AH<051Ng7pEF z0q{RN6!h`In#o`Ui|y+tK-@9owUr6^z&%(S#<*q#G8y_ybhn+n^d0R$~G$(yLy|HqZKjBwNq!1W}sR0~GXxL7I? z%(ezpjMz*wj&A@9PHraD83y8{Wr+>~H-v)2{Vxdf-^wB4X$T1fBZ-1TXha%9AyP1O zG7h1F8x?^{Mu^}B1Bndugx?`Qk%AYtU>^eh9}!0Mod|d#K^Y<<6Y&Th2Mqu=ErkXI z(P;>k3f_qXgbXI9LIUALpp!9x5DEw*G8qV=5D_YfJSq(+fCJC4h2M#QKt4nT4bzKkNa#wl<)y4C=@{eD+a^JP%EH0)Ch)w$X%iqxC|pw z1eHLd0ww@IP<_meJNP_PZQlL^e90vV1E`UyF(GQ9 zQGnkuXbYbw5$bE(N0Fuz_RX^A~8E47e+Sd(raqr0;2H(8IU%4-|FzO0xJ9es z+z@bv08Omf-ta6#i{?(So-Hi-3oHF!<^UVyi#sepC0fAdax7tGUe9s~0f#4p9YDg9 z$uttt0Eb_M!!6QB%l+OVOiGdruG4x1@ZNDA2>C>>7#u!2M%1gzUIRbsUX&-%EJ-9)df!l8|EuM z5)~Y$U-yw=tWK3j!h;j%t3EOnZ0N80@KkW?_^OY9Cw<#TqI_dh0tN0N`1@jKfC=B& zg@^-()>nK0w7=1rNXC8J2Z8ddv0&Osb{6m$>;M)I{nOPNjt>_>!xn&s6PF949o_KG c>1?0fQ$%!w6t19iyXTWxo>hfBOlF0ssI2 literal 0 HcmV?d00001 diff --git a/GPy/testing/plotting_tests/baseline/gp_mean.png b/GPy/testing/plotting_tests/baseline/gp_mean.png new file mode 100644 index 0000000000000000000000000000000000000000..c0cfa20125541c2acc49dd26d059a70d5244c8e9 GIT binary patch literal 12636 zcmcJ0XH-)`xNYbH(ghI&6e%KAs&v#KNL7&DK|-&Q-hzrW=^%uv(xiic5Nf0&5Tthq zHBv(nLg$@$?|pZ@^5gw^td#|vbEbSVbN2rBo=M~jEfp#X777puMD<)1tOEiO!~-9J zYox%H?Yh-A;1@CU$@5p&fS*PoFisVwcanvs)cAp${kB;cl2KCnY=8~PuuB?T@`5P*;!loAh)E*CK!26~LG#K!teSC!WlHgc}vWxt|pa(a}X_8Y)C8 zFks`yT*b~R;9dufcj)M*gpI>1+p1W7S%j6m2~~(Dhz|NobD*wSIh~Oa5xi@J9nv_8 zUA3@+iGeLM^gVPOQljMs4<{#C1Oi0fB`r14&jf0JC+`XwfQ`WPkn_d@nqV&DVHgV8 zh(fq1OwhkFC00esd_H^3E=zT6AUF<$W+DVK-))SrT;fw|AT*)gpL_trwM@9pVVZ^V@QmfTz_S#xW>_(Un(L`xX5V4YAwU=1k??LvBDOg%oA zg+X1_^H)*CrvwZ%-;0_-&Hjg9En0(LmOk?Q{{8z>!MNyuS5ytLKCTQLCG6-g@1zX> z5n7OwZq$v$CS^ipL&;##yRipll{nVD@5z$d;xD#n!7{mOq4NLDRFz=|}JjCdB_#|-rc3(dtojQ>-aKxOkPkb%KW*@3 zp8jKA2XP|($BqspHj+HAkY}Xwu_)DuZc`3bVy}kwm*)@`K~|~He#>u+C0&*LjlVCr zy^H9%`i3LWG2WO=tPA&&J}DjOwcGv_IKH})RGkaUoRxR(n|b=Ys5MJaY&g+==uy`A zfassmVmdYx$Z(b3J((ZB^7KaD&@t zOSYIb$EHAP446UJann!|lGd=h;c_r&gn^^@|whUEReFAx0H`&wL; zhwmYQSc!K`K(yLqZDE92z!8b7@(NbSdK1;`JaBjf`?0oT1Da|HXW7JV`dcL#X( zDc^FeIn6ZPZ9nsQeLTdrKK0Uyb1B@H8P%*s60t^9)UuSQ^Xa@Y1!3W0IX}UA9K0R- zxi2NGx2W6ut4er5t!cjMMLwvAn<9SKWniv-t72U2Vq`4v^kVIEkVS)!ecKf8o7KO| z4WsK%-*Q$d5$LGjxRa2Q(V7a+sgSi#lXe=#$_Q!4#+ z!HFp%Vw7h)RJFEjHolwnK!10tWW(*zcXc8>3ryOlT7}qQd2A zNg_rKJv{iJt@FqbjDQ`=V6*6)ZUbrv4VI`OdwS;e%1$|fw(}|M5ACN>LmeH$cd?Fx zpL3_HUDXvvAcD(>2>xHfl$V~J`YonaDc%FE=&vKO=u(D;#Pr)7Y?8`(r!{1pbXA3w zX>~Wxk?LYCcB>znh}fO7$6yPY!$}8P3a0PmqF(9BZH3-f;`*8i6*zYl8*Hh5PqN@D zgRXkE&Ufx}Xb~A5)KuN;;m{wiB(?Zrnc_%kW9Om@xX7E%FWkrJ&Lm;NqtQoGt6~U&!N3 zWz!0SLmnt9lq&n3y>*lF_-W?madkjB*#dQAG@+$aqYa7YmK-ao8g+l`rYh0 z;LVC1)QeJ8eo0O%)+bUeJFvwjHscD(hj@EXjk`HRbo-s7;oG9sw;^X8kN!{`j+$%b;h(0>qP6GWSIu^5TqFrcEcp-MT<)Irl=4zelQY=6^|1nQ9eZn+D z8E6Vr9g+a*&IM zYq#&Ne400ID%0B;vwtLP;Jo^_aban_uC<^Z%sZv*Xd;je#!?cqK61VrPyME1&XY?Y z07ayHt89Wwb@)(~Ef0Di_IT3C!hMPe``vktI*0#8k%jd`rD+iByPDM6+Oke#E>gCc z5{avZ3k@N;T7#3y`wQjsC^xKM246);Z;N$I8Mh8AP+}O?c4yl*bzb}%P~=&DKF`CW z^I*BdGu`!J9!glEPB+69j`8N)8MXR^qZ^oO8YprE`pFZmTC!Vz4W#1jf;y_=16WNVwqh8TVN)DV&v$&EtTl~kSgA(cLtmAuG=YyRA19Uhggs~DC^Pj~?W zGL*JuAZjQ!=;>4;?>#|yMhNt}-R+56)#>Ip?k~mprX~EIcxnh4pYHchH|muC;-JKj zZldUuAPXjFdMPajexUYT>-FEkv;Dfw@R0@w88lV6XSd?oUO4YsCDf;K#EFwW>KjP} z+{_75N03UA9_$FIBXNx(bfEz)xTEiuI3NSj4q}aS{m%%icTbaM>B{``UDp?K8FjDT zFaaGwG;P1ro^W53cRLvSRd&h9qZ1B>(yWl8h0u;oRvIX(*;WSo+lE~)9U>SorhM)^ zyYwQYzSnvPKFDA`DOZ^n*{~E8x=*a~dSV%Q6XDr}$S#*g#L^d>?@qIu_>Cylw69Ee zPzWIu;yqIEp*#OskftSEoqxWf(zP7ALxC}+#F#$C%>Fi%C%s>V9kr1;Xv;wfqG0nbev3!dj~Z0?kr@}e zRab#O2SUyw%t(|K40!1kZ`{!lmT;SewL)lCe^rOPQg9dxw=QlB| zS($tGXvMUv`7d8*CyToJiY1T&D>bfB`R(Hh_mdbJKGiipx(Ij{dj(@_7&YL!PZFW3 zWUNLX(s1nS+Ke_#q;Ib1vg`Zdz8A#8ZqCIF+$Mo^`MsmYL}qAx@%too*pDCj^PfKO zD&K*-<4i>sKm(6&Pt{5fUhch#{WE)g7ZrVeiLLfqx@zH^zGoQSK}izP^SH)76SXWw zjrmJKB&y|ip?)c1OC3NFeZjB6^$gII#qpmKJIqqEkbe$hA7F*|e}0uX-}!>;nR#-e$*OGpJmngM)%Lf#uJ%WOSjMbj-a*U)~8yifF{*5X}iLTpf5I?}$$c?D)+g zSNzhu-TlMSCdl_7T5h)@Oe6D$;k{F}W$O;JKMRwIw*r zXsn|M1n?v|-twb-D@UEF`*reA^%{tPd7s3xg5{YORS2h74k4IJLy==NOQoC*>|g8? zHa?-~y!@SP-quX3WiTZY3@j@yLap;q3LkBWs%aYFJZpUqNczz3~P8|@#*E@m|k>M56@MySd=^5%TmX;C6fA9U8$@V{R+6lR2P*ao8EALPQ=HLeW z)XyZkuv>u3k>}+jTOlCJ3M|#&3It}rcsFBF9)a=U{iK~D3uI!hfm`rV1$$?_mvZ>>LK@_ZJ}W(XR}#&V6}RPk&(;jhe*6U&d+h zy7_zo25vNy5S;hvaC1INrGi6C{}}~HUEgK7IDEm*X`VfYpP}d$ApU6ZY0H9}Tv$QO zFvzg#Zd?g_aE|7T_n9eN^$?i)z~M48o9z1a8^%(aWR{v*3atTu5Pko6lRiK)FBL*!Saxx&;Uguwx*$&< zMxgL|V5@%nPxY;+HTE7cCCS~}BBb{T=0&R+N)VUZ$gmVwzXV}jF3H!ndHeQ9BC%V; z*I`X_VIOZxWnuOC!CaEc+)DjhhG+w%APTV{i^(SbKv)tQUW|a(WkH2sHLP3v6^)3F z=%xkERqijMeVA@M^gMs_sdRb`2>6QMIN%P3s1up|{R5KYst`s1882s<5fSSXukN@% zcAq|pMN$@UeD8H~4{qXqM^-z$k95C7Xq ziGCf*StS6_Q>4v@-xZBM({8x=ARuGQ64rO#1D5#3SH?Rou$afwebdwWRXeU|2TQJ9 zv8Jcy?Jz&cxI&_GRLA$fHLrO-vbPP%n-I)zeX!x_M_1cQD;V%BMe4)EL2t7vCQTOi zK4(HJ9$|!hQ1aN!fH`R#FIxQbt=;aP)Ccs9EO|T+gGVi6H^*3DZ=bkD%?>hh(h~tK z2f#+}Y&$TrS4d)JO)UxBd-`C?8|gKpTwP|eX#~wPph{j^PKyoqPsaj$YBO`HyX~)B z2oy8N8Y%MPDJRaWt-JZv@$CKfJz)pDEX5FQc z*_%5-lM86J;8b3#bQ!M)x`kTup9O`5j{*b@#nRRjAgB6phKKc(wh zKFplo=y69KQtTTlS^~aD^q+|e3*XM@j>=}`PJq5>jE?7ckd0fosx7O(*WV~5H`weg zb^gUJaC~lsx>hY55;K%NH5`F~(Z9Zvim8(bk*uYLg~MwltFs}WURfcSQluadJHiW? z&(~KKs-~*y&zBNjzWY^y`UObDY4Q=H2L1MI)$M3Cz^+jsFelidxo+plEkg9?+N`P7 z5E;zv(XRW1oLE3_zpG?*N&l7yx)sTSZm}Qbr`I0VNn#G!M(+o6`ZY!~O9VHNS|%Ic z9QdLkM92ebCE;1xPB`z7mMUx$6>=~6ql|V(>s!*hKiGZb{t>EWN2PqtbV(L+O>tx6 z&~R{0ujiXe!9jc1q@t^km&z+t=%{2CQNpRC!DG5yU@>GMU+@mF}t1QG}lzb#sS@4s4K-DVJ}2>>>mXc3wya-SS?ZaEXZ5g5pb4tQ~)8q zT(udVl5=HPXM6Krw>Ga-2o_&^3;;C4{umGi9b4J3=klUn8$3=JOnGhw z*s4V~#uCplLt9qjgZo_q7p?=|3F<^D9pXkB=|SW*`s!wqA%1ClVO$Zu49ociaXEy$;m?5YB@)(lcN@S|fBNlrfNbwYj{Pz?VNEBjHBmx=h@l-ub*i`nYW zwN@6LvMmc+Xd ziOj$`k$;>q)nNLachI^5xcBY_EJ78buQ`0;bR?4gdWVDb@>92+6R`!k8sI>Z;T=7O z?(28&36jGQ7H+?YYv@T}^|ua`w-B zuAmCgR%5J}lPds6}@RwaXakqiIsLAt0~cPtcK$LGJ& z;};>It4~eg$IpQ(#}d=xky)uZO07GB1USh3Lzt4kiJ_AzVw3=ivNWrk?gNnJ1+uuzZ{5H-raGe~GyX17lbuI5bVEY}appUGBpw9_0x82JKLA@Fz~w z?*ZErHlY>-b&oK?0M*blQ4JJxpZfnGW5;ofaBFjRq?c2Q>}jn z`BZ!e@vp|jl^0WqGC9?$Df}WGaEx`m=%8>2+i z`}@{cvkA%#6W`$S?!@5%za>TdA=FNBC0YJ(HcDkPw4I@Xog+}@Ya4CAA28t>_QqCSpJu;xk zByV~zMf~fj6151hG6d9Wqf`Zt*Pn-bjA`Qr%YrAw4vcm+D@%^J&B5G2Z^BTBj4Y^2 z7L+Oz+AWKjuc+zIMtsS1PZ~Q2^GwQQe{D(+8iF|M2z;Y+OhTe@dmU{Go~hc z;*t1FVkW3u?MeRPta9FX+AXQ8HDlJl3%X_kSQ=5$ zQ0vxK|MH!x*8b(~W(6OTxYo;jU`D(EIPdVm11+jg>$CHlq{8|0^pKGH(S@%o@j#pO z3|i6+3=>!1LryNj&5x6fa>@>?IHhj@z3upDL9^MbT*yYCR0PE&cqYXLtFfIxc^&9VP(1v{rla*5jgztl40p0#CNtPwv6SW)nChD9eRRe%OMta zKfeV3l5PMlLaiYaikO4FL@EXSSFM1e;wr~eIEo|i5r{iKcHt^W60qmipn8W% zK=eydaF6ARIEd;3HE4@ZV6EYKwP9)!7HWGKhrg?3{e;lRESONm%ZUJabPlW!@uY28 z2|-sE9UwweHTCD#v)>-SaY!OTPG<%JB$f2G`7E%!^b${(vyRCLzW||Ve=Cg%H#0Va z00{2JOvgHS`~BDp!Qxo_m}fn#2~lx99~)Z5UF|Ow z_8Zo8bw_Rdqcy(P+tcr&wQ&WVUevB3jzT$tBQ^Cy_@2nvjUrS$#$iIB8;q%*?YSJ^ zt)G?;>W#?*16~B}|2PvIAV=gMFtW6E^TtESl7^(q0wChOqJaV0$ji$s+W*}F0@3c{ z&jJv$*E`;6mhl6g-MVkNl?UINHTwfR8;*ar^gjgClQX9IntFa<5W&Fg9mQPzxRE&oOw0hf@h z=7ap`?DvLGT^HLl8SuJthU7nX4fy)9Bx00C<&A6CI|D2*Mkz+>ers9W3I>b|iJZ-k z#neIb#HSz{f*Du>Qb24In`vS`plL?6RqSp-CaBCMK;&PydK4Xp8PpEBj?|7R2b44*%&b1z7JXYxz1-CWGTu|_{F;?6p{E{jGmcl| zcVJS2JA!e8klqKH(I&b>*W&-1MJ4L0>3c}L)2E=2anUD-k*e}`5YwxY%j=sHba=<@ zwRU!|F;MCrP)ZWn1sKjQE;Ln_-j<^7+`CZpb3lkYi}ihcmB6Xf%FV;&j#=gXjdRCd z70B*W-jcT>o$=oA&)O&!Rq9XD&oT)c8-`h$$@lT_yS^BM%3ye;FPMjp0ePIRv`CO`wBK3`u{MEr-h|4;FV)Sa3fgrE~rC02TW zf^+XJid!n|*1*|*US|Ixoqg#rWfz(xEz+Z(F%^xR@a3J?Zfm626hrUb9|gv7XVSb3 z0qjK8uVSnDykb)!f!crxWso`7jUBeu>c9cqnvaAd)sf6iiyEG=FDQg<%1xTt2mb7j zn1r3Xh%Q3OLX)zf0l>MF?{|Y_-Df)SB){KfppkW%701|FV80cL&g>&8zcyQJ?5Z07 zgFp9WQiQ4|{@qx)xn*-dCZ*$gT52UrROm$-Z!mxibQp^Z(_el0k8IR|AEQyKq^;f@=evw)9&zSYpG89yo zv&W%JfRjN*1^>zB^0NN94_tcZ+VS&P6I3^tasq77aq19Jv2uw4!n~nouWN3m-bE^x z9gZ4rI+eQKgs=Joi(SE<;gN_;&EJCi#=tiGx4n_xfeMSDEJmPXckSov3F2&Na=moj zn2%Ff_v^jeuJ2Pu0c>!D59!G$kPU=120t38Zt~l2v1oi(l?3@7;C7J~j~8R~AC3fp zwok3Zd;hKtojI=RyB=?bZ&6(*w@3wG65KWl_^cs-T^cj23&O8#sf&wyQ5(ml9{`k2 zxb_FwTm-llNHthP+~ZXXB&a1;HalD8xx?Ib zI{YjUvw8WdUy6Ft@`V~vEtu4&%jR6xYki0Sg63+AmHkRZV=5n?2gYh|%~0xl0QuUc zX#~F3ua=fMM}QW8&c(xw9;gV$Dc&3{q6M;s2yidDg{}UoICS;y{#rLb0yjmH{7FB% zS5^TZ%U64VZf6awv{z#MfP07rI!=5L_gSYa?%~X<6v5^>jc?DgxZuz`4+7{2OXuWJ#~@%!J|{?iJ+y7RuIz6{vDJ z;6Kwv(gBWm_q|-wr1VVHXr$a`l}30akf-(RHP486^wa(*HR)0rJT}uD19sv$>1|GN z_R0Ws2B&(c0;Bj}N8$eI!EwkD3_c)U9Vo^xQT$Ya`Z z4)Qld!AqHE(NI@H_Xp;8=4cV37ZP3@uUgf=Rr!_}9X>N?8l&7Zf(k_Y0zRF$G{&=i zvf~8Fi$W+f{y32rVLP_1KkSV1J-^d!GEgkluvBIqF_>;+q>%-dswVzSGjFb8OBveU zFOch90-TYvw0@ujD^Q}SeAr_HFq%`vZ8|#XvZi{32E=~Z_?Inew4h}1W*Ai-#to^uL&YUrFxHt$+4gHBi#8Df4 z^r3z&wVMpxnO2LNqdKSSd4t+6|2ydh3(>3AqD%1g42ABHv_@Ym_$5z^nT4RIjEhMy zrbX}|lG_X`i_0*^l=gdQGc=(k;~9-tWJE``_-C>Cg}StrP5UOuIGw5wD#+lAAImNb zekk0SJkjqDdI}4F=h7`*M-|cgo{5gUU9Oe#n_5bE<&*huQ!b$v0Yt5Ym!Wk&Fz8M; zMc)9SmN$y~mA%uoK+@NQAp}vOn*>C$6z{_#B8~-&33Q^Q0weW~$)k?Bdl_5PeI?!GN=GjYS-XM8=ee*jYGS zkg6%1zkiEd%!w`fkaP;g5L!e!AMq@UF`Kv4A9xmB9q$AIPAuq(MNg->TLpgz&zO26 z)<>?fx*G6HXN=%d;V$ISHPxrG*zVj$%ixXa5YrWpIhtaclqIM>` z)QdUPrXD_;K}re(lGBE0)57A5Afq8^f6Uq@`EtmF7 zLWMm>3Ay@lbzL1vLyWijSdE)(E+C%H zEgjO1pCIu*jx7}mQRdq`KlreErC8tlXF%r_?{2jnvjiiN?gKgPySq0;?zr0;>1}>E z_iv;196%wYA5TM;gHE0V(a>;b;_Ca|Lhr$5CPTa|Yu@W($9xYj$ea3Rh-^lbbsrt> z{A6txs?a&(X}a?f*y{dwq_wU9t6dg?Z7Z56#G0loNhqBX{v@q2x|T;Y_jD36<SURc5qL4>!}vVRLkv@i9t|&zvZaDuHAF z0_S^mmcI5>bI4bIjBXv%Osz_4PEq*n!Fv;I&Tf}6rENj~3m~dRC6y+vdTm0*ZrPij ztn*b^`)deu%mXmLK0rB8OCYk)b-0MIVy4(A6 zO+T51iP+zu%D(kBFp6KxEr@8zW&wgCN}KBSJ(y@+$;@C3c6c0S3LNSs>jJfUqqd`; zxcq#7a4Fd#+p!mbF`c4SsDK;kT9(4+ZobyOYr5FfDjzBpI)>B?^$I3BAM2Nt#ayy3 z8sGa_fi(k<4*Qg=RaKISUc)l4-*pRBBt)~hm958PAH%1Vnrxb|=$IqcVt2==$<3lK z5pr(mxNaw31N6C&Xg&#}Rx`t%7I7=nUNN=M?BM(M#s|e;Z|+@Ij{VuSmI%{zo2q>J zE(#ywL2-aE$mO!zxzI zK~%APaW4~_$zKLx`}tm17i_M5tu5GGY!lQ(wgp1H`Kh8Fn;gF(QT@etgg(;_lEp8V zOq`ct#B13I6;kxfCtPf9WrelFeqkJcX(1)aD{4Ns72&whR2b7$hBY_PGE7UUluCJJ z0w*L;d!AL2h$UEh!YXov(YDC-7n|G6$0v^Q-P22K6|K~1HxeG;C@~io zH~x^;(2N=sY|+eriqJz?JUZkd_<1Cn$S=q4bbdM?)*p^F9Xqf0el*K^RRzO5{wJb!I1sXoXlG?uQoXp7~P^+8RF*;B=eVJMC`@rj>2T`)&`ku;GZXoWDy zX?;OH&p(tJsm(u!`gyi+@fLYeUZvyqc{>x?fO}=H4uUL)sd#=IlV!!KeJ)@G?BBN{ zH&si+2D^uD=UFHV1Yz60)s448!vm>;Z_+NY=D;RyIrEYo-5DUEuBh1(_*|nig9#0( zCxcP)&wU7gIibFV?F`^H7oK?X;0=f{n_SMP`-QpojrqP8PM6xBw|nnk7p1H8v5$Y$ zM*YEoX%Ob>5tPlp?7K>;OZI&+~@4I}PBkMqoyB|pY+dyMUMyA{=qy5w%x!?dc~Uk}fi=~WqQVFP rnR{edpD&Q%P~&sc|M%|`oGWTkp!k>%7wdqpM}VFyYk|w3Sib!qptFj> literal 0 HcmV?d00001 diff --git a/GPy/testing/plotting_tests/baseline/sparse_gp.pdf b/GPy/testing/plotting_tests/baseline/sparse_gp.pdf deleted file mode 100644 index 9072bbc7de46f9cc72cdb67afa3d77ff20d0b872..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 14075 zcmb`u2Ut@}6E}_&Q94qjN&o>7Fd-ocARPpy_aY#@_t3ith%`ZvCQU?oFM=XfdJ&}e zE=6h5rGF==_tksv_kQp5fByJP_MF{0v$HdEW+&#iEQ%76T->*K@L2LEKzUVo+#m?Z z&d?H1KmY_*b+Awb8k1xTUnob5sArHHG5z!D}d z7Dgt@Qov-uohr(}*3sSoWnydO{%ff}_=SYfYXt_Jek>LbEN5bDVIXGb2B?k}4@V+E zJTNF)M`aU7J7<&;U>CFAYsk3mc#o_Ui7amcxUv{nDW6CHhNTeS< zBQrsT|U&%Q?ViZ#NWvhpDav08RDQBGZBc%ew9zet$V=cNDZ5X1NBY4y5O z4~OI3{ufrW(+q3V8IDW(&aOEtQhK#H)cmfMNnOKZ@8I^q`@;-zV-++W_qeY2 zY@^1dzYZQ~@>C-#cWL%U5v!KA8Q;FYHW(6mu=3%GW8mIu9>=I__#)Rrt#ER?Ngm0f z_%dhsY?a#8QsQ?373L#>L*Bd3Y7F1n2`-#0baiXD9akcUCA5eW?Ft(6N$|`1V+}vn zEKu5L*3}hXw|%$UZO!mXvQyo1QLuo8FsR^g!ZKU27BW$>J}%GS=wrqBcAzSB%wt1< zbLXRTTvRNx&lhck457U1RPx@Ag72bcyvn~g`x76H zQQIY&CD+1UX1H%47*uk&V=>)xY@c0i;N{Ib5V9^AO6ChIJ9`H~T7|-e8Px??%qRr{ z5EmaXFxD@|t@&5KE`KwiVzOQKQPO9kL4bBos6~Aw@%3nfUA|kLpMx8zE<2+H88t$` zlfHLVKy4tf;N6F@q#%tKsmKa@v$}BRjv8JBc+AWA6LxnAaoACKAY)f;8go~KZRnE# z8-~ zXBo%=kut(gp2s>bJadhd5O@-bgtw4iSpy5pksp5v{>uM zB`VwfL$^Bu67G60fxFi3M&1LfgI+^EbBys?-Eo$7W~~`v7)i$TNXc6RAC1suejL#l z>1mvCqwS{BcpZ8KuaV&FyG1|R)QR&Y*7ajk7P)NSE#Ju&7+%-m_@~K7f<3o=(}ThL zD6BD~alP4~aRx=3>f&d2og6Ao;MVVZMQ3E)#Y9LoU(#;FTylsm^dO#QH*}0dm(&?v zXD+=?w6Dv@El5NgV z;yq#`p_OY^)%L^JREWbOTH6hdt9z$EU-()mf_R#=X&uo1eb_9|;EgIY!X z@&@TVxhqbYgDP0P%Z2B3w|dP5c~`KwfaK~n7E;%nW#7fw{vzU;9zh%Q0zp76VK>BLO;k$0W^e|@2>LUwOV+A2(M3Kiq zhrM0cJ5myV)Wo;>xe<@nYPaTFcIT^A+kXz`s%`Fb#jKG)LhHn%Ggcj7v~ZJ?_6k>9cKF#vxp993+U-&?=U zvCKW@72J2LN-^kqvC`XmfAN2 zzLWA=WRh)(P-B*uKW2EOJ-_$JKN8nE2tLB4WWJ5>V&P^(F6gm|H-%eW@x>-4%_~7| zfV?esR2Wj3i51YvxEHyE`CJfKT>s20aQHL=<$+ig`HmI&O ziY7{bD;@Pocuj(o&aCVkW6&6kpo)S@{E8e(v5>3!dZL3h<)%#MsD)Mh)6D9JiyBhQazCEy^R!#;o*8&6n2Ph?^s04a-P4cSaVmo-}qc%Cz^Mj$OJl7cWol ztSQ?TEpCGu`DwzsibP~omr3$*4dx7J@8S(vQa!sMfiQA)j>h~OH9AagyacY-iEq&2 zN{SL&RVvZekj-*T1CoSv3Pw{ znQpdGBOAwENz@S6YA4wPfXNl7NQYvvZ;#lRmS~-=<>Cy;wFi~1y+;&6mi=h{u6KRq0Sb4Mbp=>jdDYE_w z`mg$u7$Fsvb9%5T4$A2?f(hd%5Vi7V%JBWR`x9w+6H(i1)Wtf+l{^eu-py&fEjUJy z71psXsUeqq(%kUdY&;K2adJr^tHhjahchNddEZDW>sxbYjP@%=Tb?mi%M>g+Fy+R( zrc=ESZv{oXcxB*iKKYK#d(~))-3)-ZO%ZRgar(O*4cuR?fH`?vv*}i zEyA*L2v-6^e<4|yyPu5o2@$VW7VWIA?Z5*rFiKyHb>G|z>Bl`QADqzPQq(A9TTN4? zK5m2?t!qYaGC-1u^H*%>;>ShEn`fj~o0M^BsE_b{u79%ku4aI&x@0N654VCJH_?oF zvC`$z%lSM(U23);GV;;*#)qNw#^Lnh`i$*oc$A9$u^8v$?kC_`KfePUxq6hW#TS&b6<(3&|88_r$)yq)GRd zFsZet169Tv-hPYfs&bdZzT97~u#cFU6{!9eYj!Ww)<(+7)H71Kkf#$H!hl^tTgz)r z##^@4ubqO!GWx(G#eDwwBbF7c{KcxD6qDIVMZPBP^2yLo+gb%|orRa}BN zr+~RIEX?PE0sNh?2Gjh0Qme7Ih>O$anci}xyFo@z5JUqlF68}%I5U|zYw>+8n~6@IDsMH5lOEXDj?c)fdmzk$!k-5XNT&jsLzqD_U@7Moi#kayg9#_J3* z-{ke=j$loaUb)x&9hXTcV48&%eBt`T!3tR|==D;V{@WH%k=fmki|K_y-`n9^DkVg) zE{}Ri)-VG->!g^(hism{Zzh87=|Or3Y#xvXn(#;24?SafzO+X<%HEzWLDXM@c>gWH zG^MWH^-}eS7s!DZb4|a#A??bi*t}r7vhOCw9@v}#TQ~DLnR{`M#Z&Ym)jm9m#+>He zo(M=9$Je;t2)|`Oqgirc51WbTXzI0T1BHELvz0iUAu^F@ft*uCM}8tuoz}j-otel} zf>D!IHMr`=w&hr;&AQ1$Q$mhU&4x2m??b^F!PXV-7ie1P746CaV)rS}#~UjN38 zK&z*os&WAX+*jYy)=$P6N)ryVVUU0Gc*0bat$}%IYDVa@Wbj;|&vmtsr!%{5x&o-N zCzO{I$c4&1p^M2l&Ob@;fZWpDAgpHJDr9#MFJ9C(Qmn1_F`5dAd<}Y|UBS+*6HBYdU)} zI>PzVBydR$&o1ot_|5p6pdfj&px2`V+_a4f4{?V=nw<`;*+oZ=o5D$|wCvbt(2kj?xs=M__jle0>0 zg!$cju+Aq6wnRtuZ?Tx((z7N_z9xRmo@bb1VBTXp^p!(Gb+Yt@2C`uDW+0kE{=pfRfAx9h>?1#mhvTb7Hx%Y4Ldq&hY%c~QII*APlumSDLu~{^ zIUWzRa@>70oUWOCS$e4(fhv<@6EAe`&IKjBLNNz{)0Zp3u2>bzZqKka`Zh8FW zvPVfREJA&5xzcyz44VVkYx{V850pRLl~UMDkYJcgDi!f6i;lFqQoOSNgG%IzfCY1j zM+fJYue5;?Je|EYDSjtJSmfaQ&ix~J$>ryy7u8&)_h(;F?LtCZXW9GOxRSSX9|X$R zhbc#>-xbO-QKOKmc7tZ7Jt(Wn4Pl0h)cD~o<`?JANr%GWmO9ZLBiep=3)PdKjvbZn ztJ$&hMX5-t?>+BV@4cNvlwCb7Cr#&D!fuYUH1w&E-I?NzRo~o5u8Ul|e*luL?EYhe z7b=H0?{{X+rM*9xaJ*BG^fP5s8qcF%di2P$4_o1F`4iC?K} zIl3{@FT@$u#EOgb(>{~4OwSb1P*GKuG{A-@*Ri)`zwRo~q;HNLHhe1Ga>?`#C)a6w zsHo`dr3YA9RFb57IR;43>+VduEpr~1;SH#f2XiKeua=H3ZC=TQBYs$WI^#aGLl z@w=Ii3M?c0v;?xkPyHM(OsM7gWV%l!;F@ZlbOE7Ae}5&z^UjffkJ87+L*~WxtKoUBT@)tNLo)keO;{gg-@IfP zs&-zl?R|?N>oV*UbluQY=Ay*3Ft1oFaompxX6sAD36|RL$??29FWr`_X33M9{60eV zSV zVWeFG%4k%VAT~0^qmDCUbTH+SS3mhe%2NxS zvCs-+XMtRSf2ni4AX8Qi2>RyQMXQshHmuGqb9#X{w=P<7sY(wY+4mo2JIG!gZ>2~- zo8YI;cUG==-)i6QkrTk*6E_~=T>c>CKJw!(Ne7EFa;n_t1=q!u+%vAHL;Wf%**e-9 zCA1S3C0hd?H?=1R?xa0j%XA*ZyZKP7ye?ulRa?)bOU+LItyaG9o9>QyWH2sws@7S~ zuKF(j%GjNiu3ht3}x>U-cM>&GWd|qn(VWt8J8^2 zebbKaBgEI*wG~gsA=vxnn~~2EHCv_u+)H<2WXm|Rkly47P%u!$<%caCW z-Ghd$3@r3mXT2ni;Y!y!ohQA3e;r!neAmyUsb>k_7?g2X{32Y(N2e!?jJ(AyfoL~1 zf4kwLi-muxmdJEc!+~Z1HPY|GF5zg&6VjM8T{*tj5F%%<%3~LA-XT)weCGT*t&>Bn zv#)KBL&mU)SNG?h-{1QxCDBx(;o>Hqh1g@J{ZNEQH!A%|DS3*wpm!`Hz_hsPVr9=N zA?iXsW73Sd5?^W*N%>VFqflIZetQ4n`iI{~*e_fGFVT@}WXI4P$WktKF%=ZQb~Vk$ z^GN5mHYFcmy*9FYlK(8=j(m==e}IO!lrnj2eb|uPEUP0Xo4&QWo;vN~SL^Njbsn+ z%LXsWJ_KXakn1jqT=^1=!x!QX+I5T{8z{Tf#VSi(mUV+_bm`8jk?^a}j?W8d%pC12 zvY@Y49Z8A~6D<1;$_u;LAKg@Ee@Nu{c=q|j8|w8+L7s%nbq?LW+3j>JelMVX94hbG z!(8MRVy)ppGL2@%oVN^Va@p4hiof768>&ZgSJh@dmbD8f)TJi8TA0H(m(JypV=xk} zts<4tKNl)b67Vc0^-8GjQhL%>{Zya0%9OIR#%-;~>-&l2H`b#gWo$UO!=JV~j;RF> zzGhwNjdN)Kiil~2gx>QOk0lpk3m^3uz?2M9ijGJ1sZn2iJ$;k9ZX-0@<(YAMjIzHB3Z(7Kem!( zZ_X6H#ykkQ^wI1360Iy&A0%du(hoD#Jf)H zi?>r{LH7(_ZAW+hlEFR^sjhliNS^0sH&^!qhl4o1OGAn~dU(ToWEFN#KM5s0(@l|Y z5TbKDd2$rDeQ(f8ktcN_NvzOBsNlef#u1M??x1|3-=c&4v+iPlltLC`R-|`=!fl~s z(lzy2IUXh7CdOyX3Iy} zldC3@SdUn;nq$9|j~sT&hjMLOli3iT8rEFiI++;nR=nAl^*;GZ&IxEJ9k9}j>u$|Fz2DE)b~?+j=l1MmoUg9 zg=ozy`xLlBT_c)IvK;RGnD!z_1(wx!gmS#Oc#;!WlxnHvqm!yoP%Rj<6|BN$rx4>c zH_$e&!kEgtySb;@x@CWJ{$QYKz9cZq5tn%BV#?v^^nSDOeoftm)tSWf;dt%NQtfu7 z_d@D2t?xM1X>iMiYxtyN(8fgkN$}7YWI@kT=b7*&7irY#&huy9sRTkSdZzvDft{eCu~^R3o>_8oFA?af>ce7@w(d>ZU?PRZvq?uDF^1)J$ENA2#TiqxgT zSNn1@5rRq^+J&+E^m;uf_IBfIDen)akoZ2Yu5Q}o%{#I!j7xspP3zr`DoLWbGraGe z*(sj*HB3G0*04;iqh(a`?CON^(L~cx?Y-~sE+2SDZ#$Ch9K%t0!UfZ(W!h)6b$a{0%q{FWuXZlfOYtetYm>Q&VcW4{zcVEt`$Eg4Q{|cY z&@y;Wu73QsvFQta8+H2AQ|dd@mIJPus)=vw?g;Wz8``r!8J-lB_M1~GX1^)pyIswn zEP^kc=w_|uC>mFU(?FW4E|5AmZd~dUtXIvQN zgYmQMuFbp!KpJc-$_tb9$m|#~wbU%efu}9PRB{U^3x17Y@ zes{e-;wi}M4x343-dG>@r`lJ?-eo<@GdGgYnlky++6TdsO{BslSBhZdxmVmfBd5sH z$`aIq3{~rVSj9*ynFNj{oKj(kLos@x++{K!Jw`EiPiKUi8c|BHq8~wYA=dbp2Z#bb zc_l8yW$+m_MQIo2OC3_JGk(IllhTPCN{t29-vb$nUDa@}vs^0Sq_xsm#61Le-~dOoV-Bvh3|y8itu{`wQ6f#$%< zLADT`W4w3E1%1PZQ#LD=``H^J(>1EoQXQ3*5*eaas`qau+fpSub$AgHY#ttODJ*S3 zv1Ek2$`AP6&TN+Y>*K(;9S?8}eafzhv**WEy#G;bfs|wH+g%|zx&If=+eR#S#qudyPr}cngyj`wvVbk zeEH}@8!-Gew0nE^YV!7i6n~;6d+NWd$%aN9}lKKLrSg*>Qx6@*vw5VN1_vzy#!!oVy=R{Ic8(oS3 z3WvRB=uyMO&}*aI7B+80R4{|N-pdnkXqAS4!VuVZGr;a_mst4hG%@vbrRQvWc(UTb zP_UBHZaGiJ8=HhI4n1|gNnT3#cl#Vxs-Brc*|Fr9xOV%(w@8`J6k^?opsh?j!$O>n zweEV$yQf9LiKx1CSGk364rjML3k)R(G%Q|3F|S8fd>Oln2SyU(*{%DE8_>fE+>-Y% zGf?@+yb2L!%rSK!`M%kKyVZ?cZ~D0J6T?%ape&<0aDC<(IC1M`{?~OyJ(3ms0Lhy5sA-Q=CdI*Xs%b*f@&0M8s}^ zwfbay23W>38b50=?6Z`J2}P{E=u&Rprz|7y;VP2qA+6-X!&V{_{0?QKU>fKdSmt*# zh!espB9UjObi<9txL7o+=k{FQzy3BYbc!_k84bzxh8HrSa(AB#-aF=4*nJ(tYLZFT61npF`H7hF zfP{E4oJGxtgHB~thjg-<^Th$1Hw`EU{pC{NIRU2SPmPQl-S$7o1_wTFyrP)s9dkK1 zE~0y7Idg5-^^Y|H4HGc_FBbJ$A3R1wN?)uFu!N5y%hEum2% zGYo%Cr-!iZ9qEt>)$7EVmaqV3IY#BXX3K@&;dISDUpkqS4b+$|366AR z#)lorx@mZBQ|1ZqWk_ixb+$L-bKss-f2_ZwN|Pr*a>c%GT>K~|;ZJz+iMl7wfb zKDH05Y3hxbGGAJd^n|@amFHXjD^QgwgU3PGDFmF4RW>gsr0c`qN-BpZucjB<>N)!@ zdZ^^>?&IE6aB*=E{Mbpo^Dlb+jxYLedhz|Kmt45$m3q)6tc_|W1x1NZXHFh{XL@-9 zL^bvDn8B2H9__#_WgzQsp%hk%?D5az>eV1R_+#s@I!>YYWRoBFdsbrkmu@=v_uV_% zbMU~(JMp+UN!&-rr1>uzq5)3-3pfV~K#l%L0E(T2KmvGghDVuAj_GHdqF&>CW@Yo~ zwgKsxm}cAaOYS-C-Rxgvg!pBND{j@5FyR+Cv#fT!0Httjq$QM=^p4Ew+taW4Db6)j|nAnZBnPsdm+^`@|v`D&_xT8Z_AIe=!XY-yfENA<7jYiVz+M zZj|I>k=SR!Vj+xI?_xA{Ej+rs_)zPj2+b>A+(OnM4nmBUWkS|}nHUWK`(Gx8^8A^U z<&@srNN^LZOq1)(V60fVr{F8=?%9dAUyA$yN&~ZJu~6={$PmopY7^Ifex@ewdrg>o z6~-yp{&_%n@m;$rc`Ze5V!Yy2!`Tya>}pCUFcU`y?sS9+fn)dnOgc%NJ}ZxYzTG|6 ztAo`r;}5}UPa8!ORjFL%$TPftC1h|)5A()BAZdy zvhkvD?&}YKp;Zcf#PNLSveT=frmC))yrn%Cq&RqMCcDbbn_xwz_``CBC#P4T7(>^N z>}}V3%r)OK$w*C!ag-C1pT+PC8hTfXoTZv@d_QXM**?LixS@0NU+jlQ;QcT5gYiNC z@SLEsj4ckZsr9hG70LJ}hf2wrTA%dQPV7?6#RFqia6gYD$YBxw8ubJw>$8i}om1MX zv9>f@WL&?6$o#H}(yMwrg6e%?SfW7J4sI(~)l5^LOc&n_yg^2c!8PNDGh0h{ws|$X zVYoOD)#z!AsV_ZXE7Bs~OMO>Ml+@tp8O8Ez#Ukt3jT<11f&9QUC&MR%u^8;Nd4$37 z*`qIm0%D?a>H9XrUVqbW&k(tqzrJ`ce#xGBHf3BCpL@rlC|1FGKb~Fv**Bcq9T%`_ zPNt&5dpu`2!*s@1W!b*HK=IIjG2A+}%-Y9KeNTMjtI?n%CLYG3! z>SjF!UmdFAZ0K|j-;}gN+5814 zgdu++6n{cB@xWp~aE)BtygVQ-C=3DOhVt@)_@I0Myz%$+HV@^2s6Y^KwYCK)5`kHU zs^?^OWCr1157ien?#H;Ghllr1J-PqT6M#cXm^d1tEbN`^P$2GeSSScAZ(su;9>px2 zew0$`CMW|H0Gi3AY-eL&iw8!dJmn0WP!{Lt%Uci#dItgi{dEPPFvScUP0rDv|93GO z7RFBIjv(%HC@BB{{be3B#uWxYHO&oBXnZQb@e{oI1N{0!s-y+V(Fx50g8WeEzZeY< ze8(05aiVdm0s?qo2@6wG6Ew&afQV{?cn~14y$Q;~&KLv~E?^H6lpP3cXA7*~$<+=7 zhl0SS0Gt%~v~U6X9Dy~%fhSBX%*>rYx_CbUxqrzA+yj<1_^BBb4oCazS8e?R z8qIp{-gATg7ySX-IGNa}113g8Qq3GeFen~a^X?BF;6Q%;sRi0Hzj^aq?Ek}+at3ba zZUAw^cz~sf8`%F8i-ZBQ-2-687Dl4BX4WR?$whzYj1I)#mi22R&;}tOkpDjj@BgbD z81PMj2M9(U1O&tj;{_pL2s}PG1cU@CDku^Tf&mo_n&5z*=y5bZ48i@Q1>Qq||GyF5 zuW=Z_izc*;Uj&D7gSa7R0{|~Af)^0P#|uItfqMXz3^G5}s+-t%i14`2x1bAluJ&RaetpfAvm;D!PV{4p;NFfSYm7zWsT&|`3*6?Rli3XW~KMK+q;atBqb7x&`Rm zFX-uh5FY%e&;Ani;{s6dhX^RJV&E}2S}Qi!uU-Hph=+5(C0wkgD|B`}M3If49ANwhQ55WieMd(2I5d-Kr_><0U4a5aHCVr#y zctFR*FFKEvpD}@shu;aU*ZDml105T`=zQf6IAC``S9A>g3-R#+{zJzFkm!G>Uor8k zMH>b1JKlMVzW$BQef?t`&GQ$b;{xqfbgTPU&O>MJUz;L2cLK&c$K?OaxPa%*Z_%li z`v)ZdN4f=kdp>ZUj-lrV9PoamVCc{7;z#xaTz<}nPT1#Puzo)W@keb8xEHWoh(doHN)QFMF<|rgvDN(NxC7Y8;Cuj`-$h}+Sh@e5ksF;J!J^#1*nrgeZ}QM= zza`S&wuk>@*WWhl|8)LtRP^4=Wn*FM3>*Xbu|BXI@LK&i5(1V3R{f9T7=M`M-;O%` zwG;nQr~q02=Q93Ls6cK3$&Cwv{ye`tzxuOQfvL95K^4DY8tTFVb#Sn7V1abE*luA! z2eG05QltDozwrILia_}N-&BO1t9btTpO1f4ajp-pj`2zd#|YGQft!&I#2nNajE@mA zjC<{$ivF&rxScbwp#vcyV_}RgEY6R;D5FoL{BZt{vpWCrBJ_7RiUVg!oGk2YCD3PU zZb42v9YMJfzy*W@!p#POu(6*X*fDlC0uHC#urYA5x3+V#wlD46X32{OY-K$bo50pCOa-iPD^UiQE7@uDO6?|m>Ja{uT9 zZV*7o{jCp%{3jn20wkV4`FMGF{?5k@gTVjJ2h`p`X8!Y8Zf+hR3;(?jiq2+#%)t%e z1*Qh2@TdB;Nl4arBTc diff --git a/GPy/testing/plotting_tests/baseline/sparse_gp.png b/GPy/testing/plotting_tests/baseline/sparse_gp.png deleted file mode 100644 index 44a1dfc01271526e2b9c369ffc79560d0ddc9f23..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 37556 zcmeEuglr&U>1^nTaMaoTSGy>DRA)ZF;Av13)0&9C7|vc0E~ zOyS{AznWr-(Br&%Kogr}Uy(6S^+9gJqBleFsL_Pu(LkR?R)$b_hV{T@R*7j^UPL(J zC5JRoh(%3{c%g(n`FAV);phMT@c*Y0pj${ssrB{3glxJmJv{ioefy>j!v(LnAC*;A zW#%v}_J$p9JUqO@82m)dmshcmo)U7JcVZNnBMhf&-Rr2Ev2OK?L17H;zsEZ}_FwIS z*;!c1`4uHj9PiH@Z|3iBv&Xou_==Y2^4-aa^#_|&wrkIADb8b}$ppB~J3sH;@(cO1 zQ2Tc+jub~mMiPs76n5BNWp8ZQ6v2)2+-I&UV^Cgi*CGBy95j+UvO1W7`Yj3}fZU&- zL5TPN`JpSwc|=J-kK)_>i141jKJ3G{Q$!=a+2ds=TA{XSd1Ev=y*){+%e7(8xVklO!#_#aBx3~m%}8N)?rO3LRGuo{;_xcE$GeUmb|2N^C6 zR_Gc-d^%y&v~7)W8e&4a^wf|ygJo9px!t7r^K6IzZkmr2qkbv=)n-Lpo5_!wE5%h! z9UZQkKc*&)Xj3`ri5!&`F)ED%+GQ|a7gZus(7a>0b>P!M_L(4LK??q(iY4Oo?2ihv za)__zKs1oix%ty2_08yQBjR4_(EOU3{<9+hUo0hSmko1T{K;lU_nH#}x>Whk(~12G z%J{fDU8A9||HjpoXCzOFPC($?l}bZRt@XQfRE+QRXA+*r=;%U>llJ_LV>gLEc z4!a9U*wu^2SK*J{T^2XkhVf`MW&U-qqKYgOfoM-%{nhK&ug}YcT-P$xk@cGWgy!$g zY9M+J#Hes%-(4YAYS}0ZR~}O-LL>@Gjwqeo?^Q*?U8;;4krndMPjyKCnOpDApp1}_ z&6Q3vM~j(S=gOLzV<^?#L8a#$yu?IBQc@CP$#3wsIAF&^m{=nb>!oadvZwg0ysrUc zS)2nqb2kk?3oo^hlydSs@8PAQuy7ME<<8gUy3Eiu{wa}0H?KxFpPRQqP^-5!)8QDd z_yl_l!fi@^Zp1X~Xjl#3%3sjZ4x<4DNoi{n@>mZ%e7o58$@+wE$HVu}6Igex5mqN= zKhoE#eyGB}V~68aw|vA}+h0A>KkUfsri}(U-xoN%RGOL+)7*2+t@{1p%Q)7JkqJ@*=8gxMLs)cW zh@8yob6k?OPAd&ApqaABCvqHiwzj6wP|Wtu&iJ&nckbj!ZLcyj1m5A~*{b_4P(xbE zLUHml zsQ5I%*Yk^;lZcY-TenY_ortAEg-LW0Wwc#*JqYmr;{i4;pFe+|Vg=7HdmVn{ zVOW8qN>Gak$|)BEp%xN<&@yka9HTF;TM^ZsqRO5ct6=f7cPkt(#4jLWtKRC3fYylD z(Cd6S+RHb7&%7s@Ycr~YvPoAkq5tU^n|@_@cLJjUMHyOp|5qjf zlAyd`3eg596pyd9Oi8$P^1_zV%3a&X6;;2p#thDe#y6qc$N0Eg434U_-ZU}dB3N|o zyKkie;A-+Mw&gX&p8^L=!bVIvc||_Nf9It@80O|97V0L8tCLN|Z1JY+d9Y}fBUy{z z?o5=;`0h6~9uJ5R=84q(bP`yH4756?*-xs$%FEy3eSckR(f0Oxo13P^*W*j2o`UU5 zH*?G)3S*#^+6|{CX!)qSy0q!0v1!Ee@66}}MsmvYKD4ydM{aO3CM)&P857y#;Nl8d zYrcH&v$QleJ|0i}_GBbsZvW0VK+-}}6Jn_ou-I#O`HAD)s?mG`Be*R?s!Kknt}3`L zivO(uM&wfsVlF{>b7|DaEw;l$Gp%8EtdsDGP`EW7J^|tAr)3NKP)QGcwn^KvN_QVG z_f7tr0ICF8YxP(XM|V+NT=cKjS>B=G%7c}6cFIHzpHQ(-Bd<9L*26+Fx&{Mp=P@X_ zgkMG|D_Klf%Su;k?OE&T@kNx;7^-up$Wah%dJ2n*Ydg;Nu4P`^o?kdkynnXFkdTlx zYOV5X3-cR0BfgB);(2=ETy^quR#p-T-e@&%6g#o-a12d>SvP!eX+SJlb&7LpYbU-- z-3CAD5*ivBda0oBl!SzYvB|{STd4QTiyt{T^e?*y#DE?pm_FP{q8ph@6TWXZ4UYe= z8M;dUE}u>A@|J<`+Tg-zmpyG-)XP7BTiuM9hgV}caD$YNPn6@)2=8R0IaRNKCXc)Q zml%ZC&Oj!J9pv&ovlkW?o~X3NM~WhR@%`5?^dOPFT9k&_0qlSSl&pX&TT)WeaACKt z(Nnm|U?MY6x7kBrFNH=8U#|BWATcpm0f$j0x@Wf;3P7sz!)qn}-5FTewnqXve$R7! zRD8;%O5rTOm})GJUbs$~s|x>v+`xBRh$L`xzBDhdarat+$?98s77rtJBTF>Fi zJ&Z!^Gg~&mnM=NYwBmZR!YHvR4j<&iuo}$j-hx!&z*rQ4d$;T#0nJb8>v{WF6VRm9G{a_N2G?%^t=2Biz z9kFWJVEgWP;XHN4@;SGM*B9d-BNjXuGHdxurHNYimox%p4&ZjGB3J7dFW3w-K|(DQpjYg#G{refjs_;NBLr1oSITBkWb+L@-Lm58Ba?x&VE<_vZ{ zB8oW^))y}Fb>E>4^_fK{m#LR9 zRzv?*_-*{Wqq>^LAS2mtp^3c?Y>e(VW;>h|s~bvXYTp!@yUjJEUu;*GtaV0(;^O|+ zm;{?#jO-&RA0vyDsE8lsTuKSERZ61#jxWBkli|x+a0-fPi*#E5`j#6E8Q=Y0-JGOc zlKrzw^~iOE_lIW?i45E#>pcbK9bX_t$D{5H0k+vKT`+b2F;760ZAxrGFPjiY9t}LO zo85~j9c?^Zv-O)eJ&ZRo!&;Tfl6GOqD&zZk<<${q1H}p}Sl#lptYVVeCD@PMMN;*- zQ=(UWFX1;;Gj4~R(U`#Qgg!nA*KISc;iBbugam=ZVE;Vo6WUjqhMe5NpL3WfNQ82r z%jUb|V)m2nLDk9<3=DN7=%3k#pSxU_f1j}+#r8PZU}dd4`Y4K;-=R+-4^$0yc-&qg z3J)2qO%}RLN-C=2g1p?KkE;2Zjh}Uai*Xi4?PTl%kDU^n$FAM?rV+?Iue?f( zsgx;$2SLnNJc>Q5tq>YEJ+1DTEg5#wk3WL+%7L+4DJ8COj4M zx?xaL9J0ml7B;B1hq$+E34vfFF=Ek$v-Qbq{MeKwRO$WHB6L}CEabNz`#DoMU2vvZ z&W{HL#+`aCp=gTV2!SFf32-(mcKCxouP|}PH!ygLPVAX(rm^Tx2|G_=w#|5it~10X z;}ShvpYZhZ+bOht`?^Cs4J!#Vd!C+M`14L5{VPL{=*11#QTdYX=cm?d3b}o?W)Gd? zzG=&XJ+UkVOkeZ?j`jIp+!5YGuUq?H4hzBV4Q1098CYcBl*#nExt^`j<|9sd3YQmWV;e;l)!mgTUDShJuZa1K=ejd_@@;P*II;p&NIB@N9k* z+O}D#&`&r7B+7oTFg(&f%vx=XG7G&3HRS|>;dagb>M3@O3-B&ep;A&7e^imPRq7D+6GF_Kf^mIo&UMEROZf-tBF~DIB7ihi&*-p?#7fvT8RXbftVNTVo zxjQ*%%=pIx@LX0Zq^|a@J$qoFJ3)UD#lLiLlYj*v2L5tCr@KEbqaI&0^6}Pq=u^l_ zNv&jPfQ~lJXV}paB3&V5YKMceJ>d%1}x_U%_gBvH#&eq-$@>l5Q zwkpZZ$M2s^LaYdxB&lgfJ1%f1fp6jyZ?XM14xT(P4m^5V=qv_BMo-42-C;Tl4Y-qm z82LxJSN4L;-DQmjdkl(6AkaX6^{*WU9wE}?>5d!ARc%>>PkI0Eu1(k1holB#ex)AC zV`@MgkfwlSGnOUh$Ag)j)!x|k74KsS31<+*fvPatx}t4{&4nw3OEcKVPD z$_ey|Rnpv&x;BngunhKDKX$~ZsI7T07>KZ~&Kmi=8qZ~TB~)py zQg#gi{beHtG_2At^C>=q7;2|bqx-MJX=!2qv>P@+#TO2jn0hrLX+)v``Xl_;Ul%6^J9#p!WzH}PzFs2?LIF8} ze-CF}VNy0vf?U3N>|VoiNNwX(4Pe;mHN5ygOnjsNt$L32iga zvI0GSAhd0PgitHVOLaV2E^;h!RLkPNNlAy4S!m_{r#FOUlKeTU zz@Mz#M$)QMLKs3E@+-tZg3<-w;czt9q$)!?gMoVX|4Fv6!%wy>YjJooZTX+?z69Tu z3XgnD!yx?eT>C%jIdMhE@Ze9ZB)a{t-`3~i(P*IAxgS7Y+SviJNj^%cV?>jVi0{i@PyHJ8<13Yzlov~ zc@gt5!{R&L>%qb7bT$_9dTQN-ZV5?`IoE=QGP#95UQe#a0VNQ_`p}j?WqS zLOE;Z_<^Q&HZrB821p=q*~?;K{-k|V5bhYToRxb99y3eK?YhL0Q^_l85_18AkPXEn z8#}djlVYNwQ3hU(J&YoKw}Qr=vIL^60^igFQt?(*j*Je=7~M*~!{*g!Xi06lPKS{6 zmgW~nh`B2@)|jy(kuY;*2(W}j{BZ3WR35f92qO+{z5LdtBJiCwY)*ckbS>`rKm-K!U&xiT-;vwO|DC!Ee2q+%(MTcN04EF2gX8@1t5X#3taXD9gaJ zgNK(NI}4#CUhydB->SxVyGmsVuUe!1s`fbkbNSFqUZExIfCV zB#)XgqL%^Fa_fSoHUs4xZsp)ZPE|4~sr4S8L|zTyyyK|(oaW`FS8{v^V`dAd)%!nm zjwgsS@Nq=~%X;D(&)lcPARs)%Amdx8;C_6?ULMyzyyRG&bn~7zq0^UnYm77_2taCIhVpn_ek+#`yk{E9pb^MQe!)#~Dw^Y#@8x#Q(;h8N#u-hQK zGb+;v?=Ru+PKo}?i;tZ}h=m1{a4&5?cd5{UEF7yrEGPnnRhT=G!;m)~aRF6&@6NjW zsn%0u&qH9_%hAs**)HCqBpa%B_3I?zkWpBQZe-^5W8cw@^5f+4S1BOInnDeMRsY6c^Ug9XsbBo>MvdN7qU$c37&_ zRiWiC#uDEbyCCK{CgeWF~xl4X+z9qF!pqV!gK4;WR zrqE-vkBD+o@9$6vIp*6=lRvLT5kVMu=?|6-3RM%++v8QL6S7HUHEXB;NhbxQGrK<9 zO-xJ#iR@65{Xm9LzTwM&+ierqdH-`Rw+&S@b93*NI9acqGMLx(ZjE!DVH1JD!wnX4 z5s&?S;rgd+#lZW|LPkXG{#hW zVDC~GXJwr;JHD9xBhca}P88F-eV+WA4$4Ud|iygt)IQw zQuYN$Q$?EZ{TYM6?T&N6NyB>T=}nklWBpRf5iaRcj+ZWBjY%LS_6;oA>+FN0(;#-q z_o8 zxjrq8Q1hBeo8K3)yV;GM`}bE5T5gWFcYgmus~;Z(Ej7c0uNrq33R1pv$C@K&ZvNG zn}Gs=p@oHPRs%aebjGz#i?(8Ce`TpUR$UIK=kKb0C;8xp&>Z=M6rkUhtFe*+TWz6c zAxQtqo$p;jzLiAJPF+btS{Az7uElJ?GM}c_-ol6_Rk=;8D5d`fgm;u`Ar9?c&K!!I zbpeB>Fzoy)-ZJ*M5J##BI35@YVE+o+4Wlym6g=>5nys0?UzoqVG@8%*?SiHhjoElN zJhKO*3YZ%|Q?Aw=Eid!KCaVVS|B@1bkc@^zxTX%FtGV2w64AJ?hr7B3&z@*8UQtp8 zES&e<9N*5KU*DgDHZ%#J$9u2Dvm(F#H*7h^7zUfh za=2Z~gv}~vr`9avY$YHDqaNHp+@jRt;8GscbdCt1)a5REw z0}lgZgtvdNC7sQ%HdcY7DUmVTFFxI|`OB_u?iUfHyP-K_beH2cg zjhSEHZr(kB3pJv6{2ok7%ld0%gEep5ke}xpHe*$j5F0DCJD0Y%{zks{59e1aPl8`0 zdVc3bfw|Qr{Py$EfmyWr^+Lg{pW!&6*z%SavAm({`Ei+qkbaLNIxjFi4%bHnqdR+3 zt%~x!ZwI1|A$kzm;sm;=(AmX>i1qoMD`D9eB8G||jSx0{mCITm6)Hv_+Ri0V<~TNT zF-3+fr!=?_K@`(67c+x}Rg#{QIEwF(FYBNHo3_HfzxA5_``2V!N`gq%aXGujAI6wp zv9yd0V7ysrP&7#Hh$2EEuh`j`52U4ST{^hax3y(9hs9J0E32v_3rXi2yv$H$G`SiE z%XiY+m+gLC;=Ws;`4Dr?|J*1~Idf{6pCES5c_k(RI?4BPV*Bu9qFeYXVIE&d?NV@T z{XvYc@44~{ZgvpVdKE@MsWN=wxcE3)$h3OmXDQ_;I##~3&z&?G8@_@r`R7vGhjOxC zV(Ct6j+`g{K3|cG86w`RKi~J;4OJ+e{ET0`3@y3;WuK1~hO+NmP4HEg1i60Sx2?qe zNy+-+{-G4a`=D&y_PDNYwH#M0#zPQ$c5wOdr(d{S%hv}kXS}F6M4%M0e0&)mF6a>u z)YT=2l$M^3LSgskjnbgS*$muSFw;wnvXK%SE58D!JRWy06!(M5m0{5R`}F<%{oT`s zS?9ii`uTMfXn^8nDG6#_D!L(`C9y=)E$!Xmw1L;s-SovJMY7A-=px3OD3N8!A;zAI z_NT|G$4fT}#W1>P7Rq`5m1VixGQXE_pY-D;znz#L1NMCOIT_~^#)gfVzLWt8p?Tx@ zCClscqN}^3z8UX3_M8@+1bq^*k@ml-yZ&da>tcCd-#%uqNmmijN=QoTSn7y!7S8k% zr4*&aR?gR0eJv%06pg$|5c67uT6X^-d0n6LiEl#KMLuE#1-b6=9l#gULA zvo_fLN{d{m^6o28AjT!xse=JQgMmxIao-#m=|Zj4c?CaxpLupvk?{EGSkman);OIo z79*2x?0{=>5N+b&T`%5zlCG0)yx;UV;+fVWn*MJtz;aOxfD@HPkNbEKm)I9Ret!ML zy!#<$-TVzVmDb3J2-BWK=Eke70Vy;I9+-53hAImV7PG)ed}E7JYAy{OCk@tY}xwV@@5%ZVwhQ%c9>)HSz$#! z=(4-i6w1WPDq?kcb-Gg@vVtR$cJ4V`C^ESc?0u z7bmH7j8T;oR}Hg^8v%WB$+WvCUX$8&kac5U2#1kBx>k~iQz$Hf`;sw7`HnfJR8XJv ztbFTKLhbf19T>^N<0v}wtwA}7`)T5^o-osia0R)Y0QR7qm1pWBJTcde9}G=?ZIX=c z6q~8I6ENG7z>FZWRw6z)R~j5G{otBy3ihAI)S*1bYiixvIEqWlY6W+d-sqzuUEA4B z+;2)Sbv^Ew9)EdS-lEY`k`|s~VeDfqbnmklO}QL&cREAHIIFBN!Xqd523dSsJI1qZ zc5xan-p4^!HlPUq){wlZD6?l!9XKEIpGAw`e4F873x3np@9n3nqi1FedwP3Q`QJ}D zbNprf$H4dxy04`*s3KOxJkUR74pfafAaj6&?`{T|dR6zz-W-r{fa~POQYZ5jTNzmn8p8(f!ThdC(FV5F#O7 z9lJk!&1TZPO?7k8VzN+zeIJ~6>+2NK5$9*q7fQz)nuzWR6bpsV1(h_#bxl|VoK3eJ z4~fmMtl6ffMpVFQ3#f>TnmB8P0THG&p9{Gl9=KDV+N^ zUnCjCG*CkN&MxS%DO{@xpyscz_H88Yx?VS3H9Z_|t64i`qEcz(%vS4IMy&Hayz&|= zfgkGn%;9!h?BBS|n+H%-{M%%y{708*AKK|8XE}-VclE5*lR0cQr%mAxwoEql%Sgj; zNC=|AkQw;*LZ<)5{U3jAmw!}Ic~InSv~A}3Jc5}-^l*pO!qU}N?y{@1TTpyFcH zpC)Z+NPa%!iajWHPVU%rN=RhlcgQuE3l;+`17_uNxT-^SUS9WfJ`Gkh-&k=ij`-A( zY|<}sY+}7J(XBZ?dc5~hz=@Gi{cQ7^nCr4~Pfta2;1SHfI4=?#U4cYK{S91{Oo#-1 z#iAYG!O@xtoQ{4OcpB}X5+=|k2acbyZmJDnrbp_{3)_R4i3nv!!ntsjXe7n z$mVbVa^>q6F&nimLqwmQxCW8GA28>!eP_RLMP^OzdO4N6CN8h(rg$!Vwd>#Vqp~L& z_85(tfhCbEqRLRzp9N_AOg9bP_lN1l@Qs6cm1+uL*&Ttt z9%KOs9AH(;J#l|(aA51!%_pWQ{Lf#&Js@E&3+s^)tqXf1>t6Zu%oN}#ajr6tR(5^`J^ZuQpKj~um|t3o zQ#0+~cKs{pr1?uQh5e*nZ*^uB=u*X7i-PZ(R46I?p$Dz`J1S zm>(c5ybo|gwlpX}=ESI74t-kdaU~a(kSRjeYe$m!Oj#b(ZvdJzfKCuwk>7iO`chKz z!x%1Vjxr=U^7kz$oc69oHi0(<_uX|9;XzL77tHn7HZsaG55Sh$E*+M6I73Pc!zaLP z^Y=9BhpN0VU4*4`DP3H>&?Zpd537(jZa2y2AC`SdLxm%gt zJF9WW0ub~XSMN+HNRI_Hir>pqExSy0D?=Cscs|U0_HyCI?^2FpqN+Pb;5*4}S<1%da4;&|avggUW37--XE1Wj${~g_c062QmuJGsJ zyKbtn>3yY*ptzdLO)nC6FochNL9|)GK!6QWq=V}gj;|xj=9g0xGXlpi0#0Xpof|%0 z>v%Y;p*jXMMmq*BRwx`thIjqJpV_w>-X9gHI_j>^WHYG<9wRH*IPik_whZAgLXXr* z#Ob3=U#oZbz8U?Cxhe2Q24e|6-x7aqH2|Qx-rtxF7qfJZhXo=W*jsco{OPR#cIY$G z?fl$(J($!CpstgL`y#0)WDV#12Zvivz7+j>>)J85Y>WrDB3@ai=gMOW{wtmOY=!>O zt@j}r9F6Z#NzUTxRw<3kQ2nLt-A&@UkVYl6ml$+SDUz zknImxsLdk$(e!n%Hu=B!)hF#Hxx<=N>@|s>)1h)XcoEV)9gcWB!mPzziqWsIDj?Aq zX>xB#2~u+L7X>Tl6@&*-`-X(0j~b~(;;^;9XvC7JDCV&Dv(j=8{S1=(1Mta1$xRPL z!QFvu9hs^>V80qvUv-oFXBO%^!t@<(8K00o_KhCY&PINtM^BFRYVyMa_YuReNR zh^VF@1K7FAOvMO)->))4n#%Ee@!bMfjdgCP3#e)VY@b0)sPkh8ZL6h)q_Ah;HeSH} z#)F%@ZoB#(OodsWZ{UDe`!^>vC7fBRM_;=b@b$&;xcEOpS zxTH7PbgQEaIocPVEVZ73;BrgzK~KUn z%4U7ZQqGM@o=Qwf8HDA--ZP`C84CXjj~Za57H63G9zuINlFUK&T0?;hz#phBwns1+ z5gzWEm8NOv*xvy;i`w+AE+=vJ0<)!qg&Rs>$D_Z3x@@P7>mUfc?QrYJd~FACpIWO% zWYtC4SZzv%==OqhEsvf)KiEmnO)M_iDVy1K8xRnz4(mi?3 z`_;$a|Jrjl0P6v+Ox3!Y5Qaxm+}$qqpx>e9@YvC)hvROak6&jexA>0w{C4+6!2O6F zy0cJGjOSDamdK+z5Z~WfH4EkrAJ4fX4aa}4TRbXLOy_(UW|Z9fY?IaON83fZ|o=1e4X3(#AWd*POI7O8jcpCmj!W)A1zTsD5n6ZlxP8ZraUg;LA2B z7qOUE(8=}7i_;^W{RitX(W*te>v;|PVslGB%rQ;$+KPFzn@cf0*3rFk1n~aWqX*Wy zA8lWZ^Znqnjs*oQux5FyD-Tb$vk%6Hqc3jm_EsaxaA*9K&_@_o?C!AQs8zYmaOQ80 zq^!j5agneG^c3H`dL|vL!KUnS)%MyjhoR%>EYgKN9Vf#z0~Cl3e+6N@HO__z%oz-h zIQq4X$g^ zuYg6(mMEKPnhGNUW4+n?`>4{>M|?fbU!(g#am~Lr`b@b55gj1eY!B`KsK|Z5{RiOF zf5fm`x=ZelP_=wX>yu6V0%#y}zW4$rMz3^#_O^x4x>S>Uh}?U_EOQuTQ4r;juxuZy z*mVC4{U2u3MPPUFH zpVYK)N8IetKOKqasw2eRTT7m=%gCO&rv+XcAiS?6mAQ3PC>+2{5#p}V3UP&cichxY zF1sRJAj)WHq(7T+Q`Fy2B-*m*KEe;UkqW0uqo`&ClEKpTNQPXbI0c+VM_nwp1gfpR z&dKh16SWMhQQE&dFI*S5fL4<}#m}sp`7HQ*OP{HvxCWFIF=PLgwC;QhVybH0`@2*DU_X-T8LmMvt7HM4Gsx-gU*3albm!=;A zq{n}dfEg5dqVzpBr0JlnB zK4>U?y|A^K#UBI=DbeCjf+Y(txrGyzm>(X! zAj}u$nfz5Y%I8_$Y?cjdE{AHWswQsIvCvfg@U7YRS4A-+9Gfh%4h0E1|!dB4)GvT_<5~#YMt<3wjwm3S2W# zW!hxaem~h889k;*CLu*Nb4E*njBX|d0o8l);xz8hEqCx}7Ajho&%F!;&fS-vUcy)F z?m4%2zh>kN0Vhk908MaAS`=9tUZSP7ez(X-khuGE`6HJQ3ssZiBYL?pN}ILhz<_Ak z^?)IN>6DcVxq$O!yV~Qtr|6h}sa^+r}qYQ;6A zHsj{TAbG*VJ@Zq;LU6QLaSD+l-g29B{fuAjKXw59V|O>7%WGCvdBt#3Iqi>Q&Zrm! zvD7Z5MZpqc&9Mm64SsK=Q~Ty~^pF}hU>NAxI?r5=bX zoM~uH+kgxOo%T9?%4=mc=`%^1^c%kr(Bw1Fq*`@V8r9sn=zh_~jz$mjbMKqgmget2 zC}~|}*u`67H`iBDhQ=2cu`A~CM({HdZZZX2{uQsQV;1^2Xg^fB!vnGce8n_6v1w@g zEZsAZWgq20j<5XsyxoObycYOCSrY|^aB0bUzBWAYe(gD6guGB@qHWz7C^41;VKx$h z*0uM}CkUIen-wtPbx8MWgaCX2PXCG41&^wDwj;i(A(dYoJO6bZDXOGh4zd#7HK|u>F9KS#c5!CMYVh#B#%m(=S5-HBcz=D&;e5IBjg|V2h8~2oY?k`QNhzxU9wv_o z`*Q)FIIsm2EO(**1dY(Jhk>&O7DyG-_BT6cQRvva!X`f5jMKV}eo??h8fw48Fdli^ z{W}w(Y~#vrW>l_(iOzshV)g?HHYLVy4`>19MJ^Ju;wxY>al4;7$Zk29bmE-criz>wz-O$}pv^xJxKynEuhl2@Llqj(q9s&46px+He zqj)yxdS>Fgn>brR-fw=dsKoG-(Z8FkWpEwyDe`C7{XVG{mo`4O1ubFp$EmD82 zxo&t#%6b4$Y=|@a6%_bK+&Bf%#-qBdf4?L1J{i;c%+y6K@?v~T(1q0P^BbuvazL%S zR00&@H0M{ab^8!VNNb&6wU_mO>Uve_IA-qa*Q2*vN&9tc9~E-3WAT*n|~Ze z7|rup0ZpnU@Yw9`7Q(T7p5B*f(o?&rCn+Kj*Kfu7OE4LD`o#ebLXi3w#n97Qzunw= z!@v96`kg$bhmo1U27(szyir^NZCY$+Zsa8(i6HTl3EK0M^P}WLsYiF|*||e1E1Aq_ zUxz<&U3Qx)BQeUhB6F&Za=IW@LNMWYH%~4m=7-+68}T%F!vBtM=0cZY>jH=A3|L`^ zQx$mTP%TAqSrAVM7_0U1IQm6`ee90}(cuDzBX#>~rSKGqvj_!XPNYvBYrDdTIz0w` z0q@Kt9|jxQFJu&E`Ft#EZ9pMA5DVt$gr#LZr>rVCQ|nr2VmzWBDGVAjZAvHHC+!?S zYl|LNOMb>Pk1M)l3J7=jkDaF?p18&(5W4ow`UfO*e(~t(IWG%PAb6h{AZko?$c4LN z*|F@lp>g5%5jq%?1*}v0mb%b>5#haL8Zm+N0u`_mrj`i?0647 z_G}lbu&WV?ui9c-j!+69ICTjvAE)mC?n_VFEnq4FkcvG_(omCWq|++y8U8q<)sL#_ zdTt{@;R4@O_`0>PmKbZzs8i`|lqvBuEM*1;+V-{_|1hY-dVY;byHShp2P{akz?Vd> zfEDVtfRQPLyUTSl!%m;xcZ^)@@idd@6Q~=^B05SWokvw7x>cq`Xru<0(Jj)< zq~IJZ3UHRFZ5AsOQ+Z|UxEyVUIAY_mfPf-Ln`2ty`*~RT7=a)KmJC52c5ML@NocE4 zjq)nmxtOei9h!nd4G%!QG+^rn6uX5h*l*t6o;5YrxS(mktbk2gyxiV6IofH%4Egkl zvx=VMr^G_+GN6f(EC5ifYPNSgv#PSvW1)1~N#wo7b6HpD2`%mG%&XPF@P1C>)a3TA zM*1^y8`IWu7vaW$PR!o+T~fgoWqdQbi@AOxumgFaZKOT-*EJ>uDIg)EhzJywvBJug zkE*C(=?0esuxdzR$KMyM-tr|q!={q5nD`^UTO~mzxSvA%APBZ??)jc>tV$^;q8F@? znT}6CxaFcD8~DNP!IEzbADT3{(4Y42Hded!2C>otzJ&Q@8U@>>1uL3?$mKEqzRNtM z82w7)P=+8!t^V7S#(qn2=v%Zg`YB*R8h#(L!>`P1D$Zz{je<4O>C2Do!05W{(= zSiW=*p8Y0wLlOU+v9baE!yycS(>)ytiKk7%iJPl_*GnmGXwWgSs3*03RF4AK-*OU* z0!moC)#}DoR1g@PPj$wWj*B6Ym2m}+ib9y$BeDpOjHGQ>2lBnK{zFZ2a>5sK=t7@Y zf%)n0a3_KLv#QOTtyVbl#d>cq02$=1-W7Iq4;XisD!viWTs*!Oa!gT%;ca4KzSwQ7 z^}<(ETU4Yd`9X;i0eZ#(RGN3#m8xp~NG*d9VBRhha?w!>TgS)Y(N5c%EKw_Y9S51) zod=6kMhG}*ITV}rJ5@GJw4Ny#q?-#>z)x--9_CLzy&Rc^pGQ3<06WRsvAo%f+Xlfv zsXSoTSC}pHD@Ci*lT|gT@o{>!nNt)LHYbr$C(g#%*?^Z1vc(|Vw6GZa34lp2DG(9j zkgRD=ZkS_$z5gd$L3@mVj;cQyvyxC*cyKqXiqgd?JzNBz@Qb3{Zbm~wW zCd}CREU&^!0ke55Ns+Qh=&{tmI5@)MUE_xK+9f_!GsDK6yeu3Hnd&beJQQN&OFB{0 zLW1E$Sx-B*a3aWn%|Xl79$}QP_9$AlCV0A-xOHl`ip{t=`jD<7{PA|+xJxc$=$%t3-mS;RRPdgyu>qs>cgJl{*c;PMN$E; zKLfe+Mu1br_BM^-eWtO;PH}$oA@x5pHO`ucYGT44%VpF>kIB=g_1VNif)OA41he#N zKO7u@q>Mq2Vl$(cEU`;T2eRA^*Ip1%qP$pd5Ird%d+dA)>4wT+$Xi0Io7i-lGkX~@ zs)b|Zh6E?p7RSy7z!@?w51a9zbP@R&l}A!J$rS8l4ZpW1bpmn1X8+g z4}P}1N?8o4Kc!=UMMAJv2ezZUO%G+ZNU_vYMgo<)d*mWkx8d2aAFdKe3xoIBO(NKk z-;L8~0ojwuif8`wIuGP0&MEXB{{H$=Yo=G<%a6YVG_ zeKlO^keAdrU#Me4cCPumEyi5~0z;%|(dlWryA}5a-JPF%uVp0cW5j0oX6+_rUR;+H z2PdNy?NZ^dp*3koug{Bx8)#b`Dm|h_(r&w1GF>E}hO^W%Gf1~Y+f4HHVkkwV#d7mu#cpa13p=qdJpK1-ny zV_l1ZHbb9xaj?n0b`{B*Z6w2h7N%GtBZ{r_cw6LUicP zi_I>{QoOYE@@>B&8FqvWQS%>K6CRWz5Lqm(5zQDoMNnmtC)n1 zr<=~<-`B-tNgE8mhoF2)@;bbQdY!h&E?RP%St*NlKL5n!H}tg(ZG{$`pvNI2^Of|~ zF>rQ1d|txkeYCP?QoFgidC_Zf_wl*H7Yxf(w^VxhSJLmFM)r~|=IWRRD6`RiRCGy} zHjkAlYNsf0Ip~DJhD=>)+1ph1;@P99AJ?uoxH{b^5~LZ3l(sCeiC-N(EKW&c_q2u5 ziqSmOa<>w_&K8}i^m~9Ij3rNVZsA#5daf(-Q{1zo6q__C!yjH+iNnV47lz?Lkc3Q z-f0aI*R6>bm~*qjWJPFRj5#Aou9mrACW$4l$e_R~_0Nn?0Q&W?+& zCfPL*zNS9H%SQZ?{Z+1d>#B><(A-#_`swY_3*AyAF!39AK6f{ly4Ch1E-o$yfa6FA zsB*+tAAgzHdoUiwB)?{sOUcF$u5~&ONKO@nP(QvH$ar?+IZyH|jY+gy5q~@uF|`AEDS1HpHa}T z3{PrhseEu4_Ote}*iD)Udv!`EhR%Ov6?&i@#U#DX*M7U(`0OIJR+Bo~K}S*P&-!I< z7e}F#_Pg4dRl_gSC8-~vpH_d`axPD7ve@5VJT5klf9|OVmBD$as0fkLbAOt3Jt%2d zBZv}U_&eExIudA%fk)3;VmV$2IA57Zfx+L@1pk|_;&o?4T-1lnB;T`leTmvfmr-|?n zO>xT(-(UIT;B9;o@F0g>gi!a9?+Z1wjcm|F;@M*n{U)7q%4@_`S_9`-Xo0=4m$?S$ zxusAI<3WW+y@GsvQ3N?Sumy}(^?b>qd4admEi-!rj`;H-XbW&dS0&GDKqCN0hd!X= zGl2gElb-%}d_1(PD~h8%96d}$yUnV~e5{cE;iZw^xzG2% z@5V2fm_E6Xi>iGf7r>%fj&E}w`;PAA3o{kWq`fQO)DXR^C=d&fpoo4GA(Vi3a5^b0 zdcQ|wSi?y%M_D?`jme=F4>S)f`2DWOXpOF_9z1f5pLJ(oz~k@p*5~pY`d@7y967gC+ zr)6dp$EbQUH4f()fx|q$3-mX$pi|+q+$1F?mI4^rKGmP-g8Uw%@o>2q^jB^v9CxRG zxpF!$%#A%T9C2Vs$xQBNQngYkFFbgwJ-&X+1qb*DC&-IkA(>Cf@u=U>(&NSsU82Q5 z%+$tAP(zcTLRos?_f7M$D)-x1GION5$GPeefXRxzJzfMI&Q(B063)azFp!<#MxO3e zjE{-#aGdH4FAgDrGv;`{uUhxX?TsZ}h3p$8L7j_M)bcE){%pD} z9>BFyV#ygig@V7U6&(EOe|q>sq8T%p$*ealj8ljQ_1EE^*x%+BH&VVe#WydVrSb0$ z2P6%JcyQHd#DRlFS#gVSs->^2)KgQNj_mQ_nJU5(%*4xxe<&BE@a(Yv3uk8b2JbsB zl1fhRO&q)>>>`;*pZ=@4w~nfM3*tu)-Q6IaA_z!>qz8}?DJf~BySwWkDWV{Vlt`x_ z-QA!dNOz}n|MtQAd+V*Y-f#WZd+(ojm+M~dIcI;rd(WPkJ$vReGjx*lfyTjI#8Q7d z^fSYyoSb-4Qc~g*6UQ2{_j3S3GrO{q*v`%l9T!(tNohbPPQvqmjz#%1Y;ZrIOPCG` zXt-Fi@vO#1qzO)?^~)wo=A(N*5D_UqmkOvzx)Y}vq4 zf?IJ^a#w3MV#N7#N~F5Az?IcidRA7sJ?9z1fTP~ULg6dCk z2<&jNbw&?7U-`<^ua7%gmYPHqa!tS>Lv>0 zk?ACJH0XNfv4D7v6ueS#mcY)UZ-+?R?`|jP@>T0PUiEQoobS=c(8Kj#fVf2D(p#45 z86N$7jRiSDu8zj$X~fj_$TJV>PGDB_$kX~1LcJ*Xl6fB@xV_l*wBM%x3cWHlQ08#( zjEJ9onAPwD1tr(U_=nJfW9@>gd^}Uj@N{6FqeO>n;U6CQ^DZ(-U~^Lg(eU-Y+W}?v zBPhxR1&@a_L!XWA!OZVxFs!52tX`)b0t$$Hf|1KxwoucS1Fo`G}V$iy=W9GQ*5B`L~v0 z(x-+zLOC(JJcpWU{v1)F*6!VmSugvO4zzdl;(1ngx9tsM5u=%w{(Af=KBVJ9f>eT4V!L76En)j`1_RO**MWf2^|3>jBa6# zgsALr_vt`SWQg*zfuLS6-9i)2k<)OyL)NTGcgamIx0x^YnzH$@`SU31*X@ObsBl;_*-B zj}T;mt^>2X=A@6Kp==j_?WKJ1&%rjYjC8U+13{_)|3e~33vX#aY-Okl@>TtOS;eB! z6H9JhQC#ID*fnp}q+1y=!koxJIyqK=!|)D@dmU6`?32^E2EXpqZkZ?)7H{-q>m5D? z44U?~|2JVR4=O(8i7hT`laM27p*b_-;~A|zXP7K=wn2;y>DR^C*<9{NtaH2eLu)VO zyKaNOPgdRW0W12vUom~@?5s3YZPCEkS|~peGg@(DhAXGIJ+|2JbMPb?rq39~DH~sp* z^Hy>ujQY-p8gqcc@~yn%C=w8@v}VofS+SHw49kZI_QZY$RbqczXw$HE(VYBiIP zmB$v64cNNZ8*5>}+gKdWv@l*=+oKQzHHr2Si+g82mjCWO4MN5dOLNJe;A(eL5b@7@ zg}K46z$AM~FU*3Dx_hu^0nYOxTrz9QDHV-T*yTsu$l_me z6eb2rVQe}+_OypKk`bM6Uu&8l&T?lVq)70PI{0}besC*B$NT%S{xd?a5^nd@ql)s? z_GgZf47b-y-RIj}zw2gKyla83lfI5YKNLjV(EIp%kx=#3#M|qavCk5j*pLwv!XO`{ z5k4pcDi??LW`w0zI(R+hy&{?grDF33PQ# zHFX~7Xub`{=oozT{5_>d-q*s)&~-TR)+awvlJjHgRkP{usljG`j~}TYw*7v_4bF?& zKL?%LrJtjpb@w~fRpPGl51y~T_Hi6Oaan!b&xsKX0fs{|w?s$i$xNAA0#gkX!#x-4 zBQ9D&iXB^leF&36JTgWC6C|EaJ}qCmP_;d8qGiKQS~7!BAty_80G|K{888w1Mc4-z zI=7L5a`a3Ner?s>s@HsPd&5I{d;VzEVzs62>c<^^aSbS`vyph>60!2jCfshmMKd{G z#8UVfYMAgFu;n=Vv0Jm>8(5E6?XUyWUr(>@K72A0lXE&s2FfbJ2`-8Vv5U^xeUtjA z9u%d-xvG+Cn@JrjXen*?k^ zuQ)v(BK-hBKaWy5n^cm3KgSr*(Z*nqHmeUq2z`^}Q;DsE5tRIy^s&c7D9uArVPw>p zz`rS^wTcw@QuvPhF-HsQv%-8EBazMxjf{qC1u)o#Gtinvr?ijS&(9%mSR?xMG2h9( z=6^(C(Z6lH>DZ&+7kHk0?78qeY(p2i`JwpAF{|gs+XW1y!lq+NMe6R0r`e5@&)>PA zqqGmEGiv{Pc)sOWK8<7Arx4RorRV~2-QzvXB@>rT?PPIz1%>iygK<&UZ3;|s=Ozjw z?P#OVN3Arp#Y8c#Fo*iU>+}Ow-+X0tJx%;AkaBozQ$J&GB1S;qW&+71@VHjOX}dm2 z{?d!F4rSzI86)d`=g-Db@}WKvL6x24{Ln7Sh|dxNsmJ@$8sL#0U(3$GK#2|XlxnUb zmC*>gHaCwZ;H|DAVV%)3?IKI--FPq(<5Y05iE7;=;AUoRmMz~hz8pl@?uYT1jSo6b z7HRV^%EN~>fGe5fhBk%XW7R!1)Hky3Pc;Xq(I91_dY(IB)MZn%HejZs+T9Ro#;nX* z>hY>UZC;5NU?h5=LVimMO8%rz$IV*E%nx@F6GlV`BpSk$m;oXNq4$riT_?`dNL!wE83o{KMfO5CSMLO^gr zhJ=puC_=sCOGqbN`{yNIugmgH4GhLgxhPT%*#9W9)5xRsKbWnZHFUUc9#+*@Gmv@< zvn*PorpKX@Pbj-ups>~cg3+kS>>&&ti#UmTQr4V7oR!LHBN|}+%)m8 ziPc*=C^Q?WYMiLHB@w2uE4qgwl7KLIv`g(b_-m!W@Olqlpl)%;@V*}6dsQq5IG&O3 zZrT1ZsR_BHWzVbeRQlQn$!R1&3ZQ%t#axz*tcuayk5xFh+>1f4NwaKXqO@+mmMcug%N#3cSxU5Lv3_MC;8`;Wc43RTrO?9`&Pv9j2Sd~z&siZBjk~5U3}zP_QYpc259WZxmkgbLgq@L?C~ z@5@i$+Cl=^6wa5AXfq2+WZ*AEH-cpL)5#N_K49+(&sok~`0BzC=ejz;^qHe1{1-D^ zif3!QF-Nt)s}8}NuIS~aHI=^J;ebGq+s<53$bDBc@#!sJuw5Nxl|J>kdVy0 zBDhQrWK1k*%^RX}JzH1atd$#D8uvKs1tKy!*#(hCGA|ca(bS1s{YA72C@b4Dvty|- zF3`H>2%m5m+SS6{Y&kNf%(}`bCoN5zoZ%O^0?8_mLI_2LCNS*`a<$?p^49*L8zpBz zM=W`r80#meu=?0crQ#=p)72Ektf9nBslJfo*iHBc0s=2Yu$l1<%d2oH!4|24Qy2Z{ z@FzX*WBgpjZTL9Nq2Z1KluwW*9g6MaKO&zBf!gsQm&}`Ix7J;7_{kv50+*5JEZe-kd6Jo{%GP zSXUiTS@AwA987}K%+wIz&je0Z{LRQTs$79;_l1c7A3RPw>L*&VP(F9=K$YelF=x_k zQVYjsJceM^QYmF;bmb2M;0(yH9Am%U+B1V;pP-EVslPhlrES>?Zxn$-_rSsPcoSGS z6@R-H!_nY!*o7CJWAjk)|6EQGe(&6c`#G{M}_s0e0XO28y{O!mD*@10i zj!iels+v%C*P~Np_?aHg@0b)P)=J7)?Y)F&dL&qorEJ8*1$`~a{Ech38q=5b2A$ia0=CKBINy>W$Fwqs%V_lMOF;OjtCTDYF4u{biGhVv`d!>dK!{WBa z==2Pf&On%h8c}k<*+GJdk~G7db^9rq5LM9!ZHmLaR#wzKav;-bV0yT>NE>)+Rd$w4sbF1R??GBc7PwMp1n<9Yf{0{b5Fjui-^Lv%H zNLqaw(P+zNCHuew+DIaqD(58UKfev$#iTazR$Xmt%@1~d^Ej>Zs{u@j1DJBUiP56m zT#C{|lr>ALUl~`XzH{pokZU0&N4REn%fVZE?sA|0dO2oxhBXwn@q{N3ACgg7hr&ZY zhknQl%nE|qS~sj;<#%~kcwle&6)O&JPQKSS`v**@!d--pLi$fMWuPl_@uOlU!MPu5 z0ETi$s6(A};69-w_)tmjVodd4?M_*FvU_UbO5P^qG*^cn_$%uukUTrSW!AXHkQqki zzog*BvS4)COz?N@{#T_iOY#>ASaOAbmQ;_Jv)XSC*VFZ5z9!Q_BqIicA_V;dt0nr* zV3B7~XnPF8o9Kcf8<{s51X2&YWuWc0vrA5s9+NKNCJ2(iRT1E6#BaXJ1c5MNcpmPS z9&8+mK4rHhAizOGjpylEB|LO9SE;{EWi3)}1*pUJU4 zBn0e2nd0&{7cH&ro<)oU-O&!NaLaR4>&q6^T;Zzo!c2wVTBFg@J;|u<_Fdxq=HRxO z=qOK{ZF%daBLk;^3fzvsCPGHoCW~t~z?&B|1+xG2B+7>S@x!9}-5dSxgOG^%j$6cG zU4m$sWrl_`8TS;mxGy=#MrQ%uEpGp7Pus~d1ljCz!}YzXDlCvc88U9&IhL>PbaOKC zEMEiHrIRdy3ByZH(dnwMh~N%PVIEu$d3czy!#drb$6zJYe>Nr}+=!9eGmL@zZGfP* znR{e`c}LtfQU7A;SRC3mXPBI4^7sUWGRBJ0k(FEhVo~}mMBvbHh^qYMY2?*@Gwpkp z7ofmvJM-|(NohdL#nJk5JDx;uer%yAQ*CP5;{C^v`6CWNN9P9)$iuT#7MGLr^o`*mHrP{Z~3lAqv;}(;e zuUFBPuf`3?zr z{tcwb^K>(}?4&)iX0?u)oNPO6*xj}}rg}D};BAF}BTMP63#0Dq6sHq6K{^hGg8IgS zENqA73(5vRU$m3Drpw_N?aJdmnu(pdz3T0)?aAi5RXj+bkN@$Jzv1#S-u$*xafxX? z4U%K)nfFOL6_2NsW1cVY|b2naIfG&)9F8SU_P}T7AzNG}*rXbvw9DT8Jc2 zkK|sDB@jUbXe_6?qvu^)b*@M*&71M_>a?cG(k7_tR7hHFU8-0O7>$6>;Wyumi5Bqh zyoomOm;Q{fQh7W>2Ql9lsNkA+z`vQPdG_Fi(>%4{!tedrC=8<9V@rw8Nl|2Xhs0le zZ>ta*QQ->cD;~&&d}1p=MdP(Xz($-#Eu*8OquuN;W)N`W_7s#fJ^1@~>tx0v-H((q z2DSNWcE4^~vqUda=ezmh#d@u2gV#z%xexd?EvRna`aV8?Al z+7DD=yXGD7-6E>|G8@vpZ8NG-hVtWwH=iK?;?13{td|u=V3Xl{t-D%+IPozrm%E|0 zfW`5EfWR^so5rg|n+dnOlb_!`HwW#++FCd#ig#4C47+b{xB^+|FVALH;tzF}2T)O`4>(`dyVLYF+ zz1`8<)cI@F=9^syRW&u|R?)W*M^N(!rw>tWPH79e% zw?6OkalrI{Vgbm}BEqu=O(JrtXz+;xnWXcN!qn(n?5*lnZ2sMZRIZjVanleYIO>aC3%sQzxqxkB$=;N(XsGvN~&LOzxZqJ%5ygRCU<7`{^2$Wwg->weaK0ZNcm69$M}*L9qUlflFm5U za}af7Fe$4rDPstAPilw96||=*%g^QmLUXEcQPb&^n(KH2cQ4LpM@Dtg(jMY(D*B`6 z457K_5@{9^2}HQ4xM`;v5{9u24NqrW$EE*Iu>_>&v_F6TG~%OlT4)KP*{%23@A@q4axmjEym&h8uz#Xg zr5nR<^LrsiaBgF?2`Kd$@9pCA<6kd%9OfFZhN$`=3~vdWdPGA&YzHZ5zu2hTqjbqIK9TzQ?-Dwat%m+eaCN^tL9CklH0nMpNg4;}wcgnLr3h zGE+sGSRbEQK@yRv7v)21v)q1r4!Gu>dr>W{n+7(=AvDdci>DkPJh3$9vowCPwO}^V z)}PV1($E*w5DsQoXH-5lYF`e5;c`9^IBV`yx&zdf0v;KEY&UNk@;ig;z6l7WrMW10 zhsGbJVKIp`JKUCHBI0kXhaDKvhN4~3J?S7*HNJ)69z6qw5aK??<4A;+zdVR%t+oP; zOiU}m?(ciYZaf`|G#}|b)+%lP{@86#rB6a9^3k_0USIst3>i5&I7>fQQVMM!73PpB z)--(LtG6?wU+)eF35iXKU+wTFRFNfG(vD`{l@du3Vj-# z_O>Ur=C*cD$anbb^2V&6-p-`vStIlnQ1YzT87|z>+|3Ds!nnvU8;Qn!(nFZ)>ZY5h z#VaXEq!C}BV;sm@W(Z0T`_TZiAYPIPTVyc9ps)#hg&!GGrGNpT1Hk8cQ`f|%V9Dc= z@nbZ)u1jELcevvy&bPUnXC9XpLMJb&Z%VaAIqg_ewvPHqwh>j;*dI6iv_Bm{R8IXiLlv9eLMD7`&{~3S4Km-e>a}twXMt^&6cbdPMBP5RV6)skmlph z#zaQQaD53%PrsY_W&vFYv%ASeH z8aJY174(Cn&7E@jNUR_X9M9X=-A{e@F_C3iva`NXe5m4_4PduU9ks7@d^L26D~cIq zt)i{*D|K{pZ*Uw$L6q*dCF8wJyb;B8S`Xb0w9Ho{M{A;siZ!m75^lm0PcuBzb*o?kl zOT@twKqq#l0x;`O(}OjOrKOWmeSSRsTWqWs*uU8kWAjn}6rTeKqUrev{B&|TAFGa= zEpw+}!e}&DK6}}WDjE$;cWEy-BIPuZkVXdy%-ruu7z+tl<5yqgHpWCD5bzhYuP*Jy zkmp%gRaak-n6%>dk4F2OTQ3Ex={Xo&TZRMJ0RJ@TMI1SoFQ%-LRR-*L?Js=boaS** z7#=SNFdLhC57_lu-Y2{GaLa8};tHTRa$z+unbAGik(#x39er z)`#D1q*zivAjFhM>{C=cXrC_WRCKU!2cZsd7bg+_<3nh;O6Jz=GCQXmcXxZHQ&Thu zfmF?r9hKY=I9K0LbH?!Jm2l8%px2Hu9UnPlTzw90T1)kM*n~h|vlnn1T2QCyd)()s zVxSv5{kwRJhQaN&Pi0=I>kNU;Ra{UC0i52P7hKZ7{qU559W_;;*`t-|I7zTMZegU% zz=m2L$qR=|OY2-HfI&QP?+4BVNB5)GKhCtXwD3ds77eTp#gI}ut()l*6JPOXep_r? zT=qLjPL7`1lXUivi;T+;Xz%Yia$;-~FVZeY1f+XiZNEF(1W+cxlWf!$Iz$r=APtF0 zXP>XDeJ`9rg{$R}%xAN9`V%RjPFX{vPr8z4?GA_|ZRv6|{`#)36;8Gb@-gU%OU6 z`$(j*!c3GQ+f?!^*PUgB6LfiCM3E=X=%I2(3F?YH`zgQR90hq_}uSI z;pVQA)D^fMJ@2ZA!M2KQ`qu`*We;&!{EQH6_5u-p_$Qly*k(KNP(%BfFkDlGvlFIf zr*j8;lvv_a0-;TTJnUOXT}tEpJ>O@;YJS+tii{e%jC7F)80ei`ch^t8c%4YVU~e~V zk4_?L^Kl1p_+inpo!v{Wo}PEqpYOdCSPW0MZ3}s6+bJ=3j!5h4 zkKL`Tm03J1z*LGdsa0(R2>!Cks(10GNb+IQ%C%%VVQ7Q?9y zF1Jgw!M2KO^YQc3Gc%*KwzhiSUVyS$`*9I8-sq`<4qX8E0+Wd%J-HO)@*pYV!XsJU z67EGm=EuH`BqB)TouMK)brSrd;XadKxPvnqvG|6q2JGFxtohe31ao#Qp(Mp|e&(0i^)TgMsZa6=n<` zKyDQYpaHbmgOBFg1##dOWJtBg?{~ukY2ms^o%gc-K!_kq_8Et@-1EePfMP2uk6U7A z>J~I$(H3JDV0gfe^k?AExwn=ev(s8m=M~YArofV|R;j!hBW23;l^;$3Eu%@BC~H$U z)b%tO8h+l|pGWQNQima{5+@Yc~FZJMKVqK(_Ili&;KI{j3{6nV?~p z^lU9y3MgoX(I|Gi0*RV#s0j{j@{9ndcf!GX2jBx34C)OKFs%dID0GN^_K~lJZkFdnd1ged+`JUL4-p8YIwnCzBgR0mv#rb zLSf*$&)t<1+Ah@5pB>9zY^SL)#+MBYh0AY0_NbeuIRq+oY%TZ8+E)p|{A=`n3Z_Rf z@L7`pG>~hZ3vCsIqNHWvGQcec-7zZ!3|#G(#9f(&Lh7KJ|LPVTtgl zmQM%;RjEH0Tkm|iHqe=_b#?Sp-+xvMqCBJELT#E`_}Ej49v%IFpW$4O?ogt-_G@z- zfxkE^^0~YJm{r$l!o0Hy#L0y;6-l!Yhk~Zg1e+j6AGr5iDza1^3n-W0w*zDgEIg9V z_j|6qruCb+Zos(g+qx<`zk>Uw%r(Y*zbDDtyxwnQ$zsYZ$;WYfVb_S7_!w-nXyUo& z=7QN++jL$?FZ_?#*I`B*&cVcbY=$gj9(o>Rxu~s?H+zA! zNe4`nF0Q)#ON>Yav=pALrlf_`RXFBj0?DdJ#c@?QYl^tr*864IjqR}&Ti^UAvQ;0^ z>sUYbqthowf>Avxw3oF`q-{9fkp{jJx7}bqTie8ids-6OCBu##|_^uR0?h?$9##+OS9g)SmtPg8Ys zI^J$#oM&Y`c;D@m&d9Ju+o&7^q!Su;apD!tB)iSwBY8+QF z0;x)k=#pkq=B5?0^bMCp)2O%7vx(|C)Kpsfs|4oTEmeI7S<8hMO-3e$Edbc%-rxs+ zTEem$ygwu*MWl**+InIgIqC`Y;#7G|(m!V)Y`aoEhC;uX0}SG4A$61_MR=%)p$;2N zd81`ittc&>#e)KP#uPH~9S4J5ecjGM93P)x)XWIt#LN8Q1qdz$8uX94K>1EX&#B%K zu15UI!EsIkHQqxyAWO1PRcReF#B0Pv3u1*6;;0LP`FOrmL;VPWr=0WK}< zeku?Eua9iVwkQuL8jgh3<#eOAye^eCvn%}fEq7o|P{Lc5=qS8k<@U&RD0Cejvo}l{ zYuR({1+yYJAwue5TX&9RE4FRRWC*sCgf-R@QL1Jsj)lWkSrgp zwldtmBnrGF43O086{EQ_ECIe#)r1Sh-Nysy55#qt;ZGR@o@><&s49-;&{BsBLsn~# zJZ_jWC>C7_-vNS?V1zfsKl6~Gs4h#w1fxcN7VenJNxw7O*Wk{4hD%Z~+OoAnyH*h- z%-H~FHC2+?QvWj<07VCgCD_JOFvob=LHO*F`V~uCE37ak11gn(pZESdP*|iqAsZ2& zdL>NV0tD^=<%WzQpz40y4@c(*Q=HU!cDC=~FG55@Cm@JH0I`FG^GyX;ZQ+M$u;=#J zAoRU*2(U5LdY@vr{=QuxtW_5wc=wrH5(cwW; zNAxWYOYS~;3wG}NzaRH1W6HovL8zGu?gY0~G6A#5;<4yW^sKDXsd++5@DBU_hXVv~ z@3h6j8&wkBX*&RdgYtdj4g?II{8a@VAOvhzXdVWQ53PDd!elY;C#?hEDb>XTZDeR~ z7o45E3>dQBwLk#Bo2Dcggus#L+btBZ1SS9vfYQX>Pq6_%fKhWup>3~$;W;)v2ur+$ ze~d0^n}2?W&cRd3^M;Kt&_iF9$ z(#S(WunazfX8;igc8sASL7JOU4BL=qX-gY?8g&0D;m_sZGDj0^cWR+_>R*wt$3*aT zt4aWH)ndUP`N>Z{lmZdzaCVp>{r626n%DA2lI6qBAYRMwlW@81;RHb~5Jw5DR*k9$ z#S;M>N#&Kp$NC3=V*z3SU|S>s89hpdq@F!{1fYPc@G-^rE5HesreCO&*+f71X+)c} z$;_}Ncu#_UZZ1|-Uf#BHm-&apHjqk#9!%$<1F#v0KJb@@2Z1Ds7)9Q9B($)!+T78Rna3cJ z0DKE4$tbr%9A4Y3)@sI&5)_}miVKc!LCy=5=@D)#957=Jyk|CKU%^2~eRr{BbM8s? zj)r!?SO?0-QjP{T#xfN7g2Ji0!1k-`#ZrF*z^&OVpoT;F*2?~U8}kyqtLB_;g{HKF z%u5D_c_e3B!{q~g!y-=z%|FU!LU^ni+Rof&?*TFdTA1B&(}^7S_T@LO_2|(@w#G(m zG*sA0@I!}4Mu`#6Jru^U;G|-p0Q3OSXl`b)2esYzX)C^sIM1W-f}~qhe`f*+gI*SL zt|IjNpSNqISSiyYbZ^rdmD3Ow^|V#cRWK2WF(vcyGXUrs9n*3QbEDFle2hKMjU9dC zse$x*6++8q;)uQdvyefAB*kDw;zdIEf7KH}S5$chk)tT&V%eB@2vP8LV}>UC`PmCo zTsRruMH2@HS}im1@G~N^4hxvPY}Kh@!uZrnz)ivDoFrIK+cAVcGG#9F!tW68pBL@1>&UNU?Nh5uNe6sBg;1G zuDy*!9d_{#2KftK^Wns9(&a0$c@&Z|0XojHtWwQ>-aa*f42D21 zmK%;8Q0pPHi^z0R#Twuuk4-KQ6^Ps1!*?KhLa~+3VhtybV>24sZpSu?L2qtU{7yvEAZT+7i;?T9${i(l>^^9 zNP0Z^{W?>{5#?VsH5OhME-;xkG&G(`jHrQ$z@7sM(G1JOcTiG@4Jl2+wI&I`!%dXN$6s>j zNb$0Q1pdGk6_?O>TN-5zk&-lbCT}?YEC|h}Me31(M_$;5Lqs}xd}1I%>~JY^qug+{ey+A|x>PHXFjx~rWf6tJ4-Lez+(%io67$Sur_Fo!yr_a$oaVZ$*cNBZa=(VuUAEG^%3TH5YP zItB_7W+TBXiducW{U@q!*5Brhh%69;3+iv{dIU)MBrmM46GO8`u|WKPZGX#in$bWP`C zLuUJc$%Z1CuhA+xKs9F|;<-7#J~hnwvY%>NwR`w$J3p4lIu5m%dc;gH;dA`>G*X1L z@FN*ZS7XR#I~G?1M3wlkTjI97-fnH+lXk5$GpLmtDsi*6`!B?ory)QQXg((NscF zkNa8bS(MCP1&mzsQVnGCOioT>P1R3H;F2d+r%xX= zpLcR`oAnWs$H?x?H`B(6osxrc?$M=9mzW@Qh~$e3)Dtu$SMy=Hv*r`P`9J);Fy&sp zGBNSy!=6zOm7PpRr~5A&a_P1+nl1P4%NN`a3MfhaZmr9}6FuH(SO=0)jmHaK%^GsS zbJ@rqcN}m2I=q^{qj?R|*;;tP0muNl`&AKwtPc>)UzSKu4^@flkOIQ-F9mLQ^dtOcRHDnKF7qYG&(05?(50)ZTLv7edjfzB zf4_F1=j6oU;o+Ix#lgX0&>!WNiPay zl1~zUXNeDZ#St_irU!k%K>d9(ctqs0xF03FaBwWGMC{$o{9WV1E5E=6Ps>9vql{vtz+{p#f|T*riPAE93SGB~ZB2)MC$yFZHS#hBqo1 z9Z9bpk_kL8pf`ijY@M5SnGph{#fW>Myql)oZ9;!ySz8L94qeP6tV*}I2BbpyU{@9myvFa9Kw=ir6{Z5cbFhd$>b=pzP{#yvR^I3$t|`MhhWv6z%*%VhxQG9~ z+^P;mmzb#%p^|GZfy&FgpIMEkx<6SNvJghCHGp}Kfe%Idi}k410v!h(ZgBtw4N!yH z;*1!ZJhzj6WdL90x%nP;Z{UL~4?Vz%YYo0=T?Yo=oN-e9181arYXR!2BYhoRb0qo) zj+g>D1K=V7$MC`*s4q|~8z!o0kzJL8128G@ZvfWq{#6)ZbVh^MeCJfJK;~lb`(OE5 z|DMM8b?s%ejCYYllZfxfRMMX)_hv54vS*bk!bD1$&wW>7kfb6H?cXXXNihigK?XTB zVDDCIj~;#87{dRaV~gmAU1Mq{(DYP06mHwK!mZj&$6u{XB?C&=K z_X*c5?aBbbANxvJ$nOW~_=!2NvnlRvd4f?GFdJ*UI*~zdr_9PaU}isO`R_d@z)ssv zihh<_iz8ze1D5#22!20d$Rc0{@K2q1+|kvR-UQv+{!D`Z-ckWz>=fQrfy)-w;DRQL z|BoWQ=6@=o=RQ^{js?1VYL=n*7XqN?NtNHqz~V>&-WObYDG~m?m8t%M$dq6&*8-ga z=|2K#B&QOEz#vGt=|#YgK`Hy+^sGUCsH{c?!9^H0{g->|A6yVV{LvYO;qWYuL}Jz| zW*YxTm+YZ|!*|cokIY}f(Eei;RV#0ErmT=?p@GOvnlShk35+g=k3N{lULbx3%l&V$ zs&;#K4*Po{*#-Mzu>nK&(jP;a!jbcFOz?Y<=mVEHkCihBRUe~k)OP%h4>lQ(T^@@t zN&ER*IhS`g8qc)b81kXqdYN0do79V(;DdCnP;kNq^Rv)+$>&{Dq36C49S{g1i#$|H zBQ(B)gDG|X2I+fJd>}omkNeBho0LBk=exHR=|^U)77|SLKJ9LGB7br#FvWTNxHAGF z07kGxqBN+|SEfx}@-?)E8U-1AR^qrF5UncxSq@ZcSd2xaVxt2eI>yxg>bA0s9(_lY zh+mx*2tI0gwRW@a*_o$KGJdic8|;7oz!o>s6^lM(5e=^j`WaQnuz!PdM9s}NXLOoD zS*vzx6sg{_~+c(X}Z?BYUmNW4F zJ%hi$qVo8+-c8|NWm8dhC{zR!9Xv#D*i?tT&MwQk$#$&yC4Yn{?&A>n(*vbim&+?n z?7zgO6>0gI+SDvB5Z*tBobM@(;@OP2&gzG|pZVWP+o{nS?`LkLa_G%5TW|EXFLrFp z)#Wu9!9a`;UV$ybV-V+Gae(@PMm(Rl_|~zz73JTf5=~4S>KqnhE>{8y$EVx{W}FUi z?q`KsOkZv=d)H2NqPpqiw<|%mCxm}b+Yr5(_#@_(09?)9fFF!APFXbnKAsz?A)h^K zr>b0kkC|qd8yZS<|G6rCD_LPWM}t)TnbwA$4;>gl`tJ)y9)H-LKDW%>q+#YMuEKL6 z6-h8v{8tHtORi_T?~mhd zZT=M3CgMk^-anwKL|J}BA4Pb|Ekim;Spi0Lzfzd>#8;MrgEfv_VMnF3u29jT3_192 zNse9Z!I)-wTpCUfKC1BVm$u+iy-so;D?-b!ir!e2W`jr znfE^>JGa-(A|-p19$+lO{HEo83V~62?^E)atCbcwy`TN#lw*^X17yy$v_k!>hxAC1 z_uQk`HvSNUJ>`9_{?((gIVlVZ^!v?Pc%t?`!g{sg>5b`~szMLserqA~O9jT_#VHax zW^y*|)SV~yi;|>eV(!>%b{N9&z@GRwbw577$1F1hdT|&A;XJZ(aWvztA!y@MQw5-f zyX9D(s@5_8oX@^kBj{vo?ckv0@87gnxBXb>BS}^VSh(by>_9zfdHG1t2_OgFEPdjK z{j9eP3TR$MGYYy4m&(6qc_=P!05Xn$8Q%USvzu$sF(?%zE{F3ytgF;WKX`auT~+lR z=tf|60}_uLmTp8n_Qv2t0cItyvQh(d%KBAU+Ef7A%i910o&GsCcrR2Ovxj+QWyNxL zs;Ul5jo*D|^3hzgaXTt#TCfQ^_PlT`&dYmF#Hu_7%p;+ARq#H@L`Gm}&s?Jqzu%>6 zXJ@C|Yc4i65aW!fyRjw%U*mJK(b129mDkmYn7w&(TvK9GTv74!j|zO9$gmW$%&VJQ z@!6sEqd!fhAXX~>6LkCV)=NrGp4=6H|AsH}EnL zhT{0~(eEF)Ezsz7JSz9$^XC~myUm|Dx^=Gk#d=`$Mm;bhLGh6nv%dl0vn|p50QMF! z;lqa)mK=X}RGvo3EbBBoEAyq?tPa_1WyAa;Qv00uQ>G zm=1u@KJ`=qQ6?PqtX6t<%pMp4W2H$aX7?VKfPm(wPoG3UkFmJzzP`SdBhaa2NEZwX zoIYeYMsVC3dpJHe=K2~0^u7Sg$PKhsUeHxkjQZg)UjpwajmLltR;uy#ZF=DG1h~yH zrQK<`%1<@<)fW^Nt{!^2-T`=(L$&j&g57+Rep*^uYn2?07Zg;6N%+X2lLZXkM}Qpw z4wGyA=g%y##X>%G;O&y38G(9TA$a2C*Wb-_bgS*tz8-PWHJ1fye`M~jsM`h0pZLi6 z`goc4PJ8}p?u<#kJpyk6z|%;t0W1N6Z^uTL+Ddr5dD#yQ-=x`2<{A@ds;61Usn|@(BuxIhoI{8mjX1 z<t1{wPz{?|3&mJ9OtD;>L?nE#{r|6+SQsSIl709f=J2(dnkiHS+! zvq}Ki#Y|94MSOR*(We^JE?{V$F9jlH^{2uNhz-5+j`+Ao|;PxmT#5lh; z9i{E(Wn@TRTwLJhxRZ&-Ek9meU7f1;D3y(UkdJ~z8p@XM^XF6f{QksihsGRGK7J2V)SUbN!*8x4IC+m>`b+t`oJeVK00(f{P(!-p(fT*FMPtW^CK1E8*v zlAK(`v(4Goq2-$XKi@3|LotY=&2-E`Q5kxrZDn_JJslmZC%n8d;Io+;CzeN#`p2D|vrKa1w~R zitn#CL_C*52(lUf{hKm<*kWxs-2pKukf$p-A%PHd%o^zX@QADaY&lLs04xUp2H0v& z0d@q8AAq-QQt5Ih5#_!8Gwg3JetposFn{CUtW#zEp`4??;e077GkTZZ-P|{G{`Rz* zg_X5Cnnr92-iQ!SRoA0}ce%tw(0YvRXfrn*b>g+I?f?Lh()3N1m|6_QN!-?eXTasA zMiVSK9FNu>)PQ*azI9&ez&QGqemiD6Q!`qmU;kVCqZtU)pNQ|Sf~81Z9Gqo<4=gVT=%YxsHyGp5;T!o_KmBieKY9Lp9&OtAh(~=|?WZ z5(-}P&?f~pe?A>fJ2V#)Fv?m2oFbe%0gxYPf8wp4k~bDZ;GDPwu#a(2MaQo3+c(+e z?l?U8Im>o0ymz69h!X`xMH;fQvT-LRRRskF{`!2RBnQcy#|o6FJ5b(@R?&D-_wVTqej!klu+aP8j=_z#>NVoQ=<(?FjZj|<$qQ`pP!Q>1Frd4I`)9P>%g5uLPk~y zN}K~Vkm!2L`fXVJs%UK}jVh%@HS~yv0S5)SgoKDFTas?Xw9$r><=a_=$Aovlsch=) z(7DO@_;`w_M@dQJscz%NS}Ib?=wiGOB3yv;P z{w&n`Qp$D-Fm-!2PRWOqlmZ~qC))eEiZ5R5x)~}dMFR(x_jQSr;lH^_8~R`5*w?O- zc6M}F0$A(7DZ@?LAsVf32DPaBMt<&>pP-f9*@Cx?O(AfMRRa8&nS}-DefbDXrDJGW zh?DaLKR-V^8{5VYai3G$#)CGj%j=`zhjjC0yzB7YHtmX5b#ek?nZUHVvXWOW%u5+ACM z{rQuhEfioQ5wFVTJwdVy6WMG8k zgFaa`zfY?E9vyv1OeDTUazyyYXQ1g*!R4iQF;0X@2;C_@bhUXO|;!fh@f{U+G6Ol6*w92o*o41 zH2eEi_rvwF;{#%Ax1eRzETW&)}J~wC=;st{AFrUms(OE)o)w*;DVQ zH0s*g=f!uVqj}9P_6`n$@LEYqzP`TI`y^3hTmnEgm1$+6^;-pnbz-Dk*DgRNc*243 zr<-9nw_u(X78IzNnr3&!(bD=Vwl-ZZMRBd1U42MPE3T=j!Dn`r5apGf=UyK9&btg4 zFt4OU8PE$D-B_w^t(na(dm9@gz!eXU)Ni2RlmP|^S}9R93hmR+{AZfBM~%R3)Blgg lD0ssETRZmu=R=e4kffF$)FjiL-hi1xCf diff --git a/GPy/testing/plotting_tests/baseline/sparse_gp_class.pdf b/GPy/testing/plotting_tests/baseline/sparse_gp_class.pdf deleted file mode 100644 index b9e926c22dd43264a939cc2a49c919fc4ab22a80..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 10196 zcmb_?2|SeF_rE2nkwn=-J!MbKW;R)}WS1>Ph{4#+WQ<+tV;3p1BvJN~WKCqNkYrcN zzEo0KTd2tIc}Chk{l35N>;L+X*O~jwz2~0$zUQ3h-0PkzYM`brjg*mviQX6l3aVg8 z00B^JoMH0v0Q`vWNfH28CDMql6bArqKy)B^04R{b2vAgnk;rxsBmS2TrusI{BwHGQ zqw|0rXfzU)3}B$2Ft`DgVrxvI0p_46HFZ!t$%h8OwcJ3lD&I@h@1+)C3BV8e&@_x` zL>dW@T@zsJNVIbzI{?@<@#+*Z4M5YMf5Jf`z>4(=XizDhCjn?Gs>T3ZjpXHIOES^` z2Lpc{p%Td+Cy7)N+17V`s%!j;iqKra2HM(WVQ@W?ofA=o;sZj5#A9$+Ko*UHFdC6O zD4tYXP%n@kjMfD~ssaZE0fJII00O=3CrIe`I!1LTS5Qd+T-_C%sT#?aVh8rrC6OIy zjsOy}23^@6G%AVc2J=a)xzyUezuB#Mab-u1E)V(1N=ex{wcykHUu=5FEK+6WKw96ps$DO^~qJn>4+#++78y*y2Sh-r+xYFVOEa*jD-L(5EnQi%tZ&A(sto~%3 zsCXdD$|8Iqqk<9`*So6nh5UB&m-A{OXR~f71$HYf@HLOZQ{Lr8u6p9G8KvGz^ebCQ zUhQ8!wK}_UX(aFckcOl}FVg7da@Uf08`s2W9H%X1fkv*ovTSI$a(jL@NFFnjNr7wF z=oE)>MxX24?xt>>8Q;{^<4Vfr(r?J9;5_?0VL|$4gZ>HGfmz9!o16_V?HL->~PM0Q9++W9^kqY;Dz@w3Jwb!mJ z;DUh(N0$3Hmk4FeOXt2I?T-vykPa7q)$P|__?!zVbjRDo$BD~!Y_3{5q5AvE8tdf{vFbX#K4gRE4)ij7Z)G>)_4O?X`uvct6t?ai}d zgv;-2Ete{^>1x&VDevm;awme8C=`egGpUnuMF+c~#bx#Bm+jpFWjJ;`aD zKoQNeNbiov^?vHw8D7Y1<05NO{pMB4n{MWc!kCJ<^sSf)yld=<;+a}<>C7D#!(8uo z2bw&BJUGYFQhdz3(_-;^)ra4H4kwRi3BK|ltacxNv3)iK@!O#Z$9&_OoChgs-T(7$%iN4?Oqne z!Y9<29I+JaJYQUA8zBa5A2Yn)O-MdDvTLA_pM5t+#YfNck}NU9p^0$OnA)V__XuIl zYt|oB^}PAHjrbHMeHV6)$lpxKQ$I(2@H%;w-CTI$g)@`wb(uRhAF6IlGv}q17Ce_K z47F{%c@DEo#xts0B}vInNb#Mb@C)g22T-GV#)TRkmwfhLjnL&WHgT4}i7!M-m;_j; zs+Wj5H@<3fOcwLBUhp%hP!qN!eM}~n(HtGy8j~C=eR^G7u4}(#l{vNRw9twB_d{ws zl3sI~i?ctv>Rh3vu=|*EvFJlz!w`#7%X1$VUXsqJb-Q?#AHwi&ma>wf4Y2s?GY9Re z*boJWGfx6XxKUP@eRc>S6H+;ui&|^kc(ZFeH53VMo8zr&OA4>6d@3lC+;V&?{u4LP zg$u>xGle<{x(hnT(onU5y{%7TvBhK$-kkF*|6Cl-6|rvgjB5&4vdXiO4Q?zCzy8mA zJw1`eB;ad~)LF^RuEZHz9g+I5VH=aIwx!{Z*a4OncwzmycU9{3XKI%H+%xNe`{}Lb{|p|BC$gFx+BVGXlNc&~>HYv$cCD$jQvSYd#etxQO|17i zBMbMbG7}wL&w7ny*XA4Io%_{TW6aySXnQ_d;#;0N9^4XpwdHJBFR!%8vz^(suF8+d zk-f*Bn3WVV4&Rk&iwS$od!+1{qGo_^V~MF7`@#u@37**-*V$4$ZU9dT3YDK$-?}^< zlAXMRC~F>)c1*h3=|u-a2l@1qPs&YfZ$^in0%Mlpxk#CW+3RHQ*E?C}o)>W3-XOVU zkhMsqMCZ9mL#`~)glINW>~zp?*S*S!+`mWag_K>@j%kKij!;8A{wzksV}dLD=wz>y zHtaL(qRh@q(;>RYlJ+*tq}3tkUkdt73Lw8#9xN+V&OP%4DD9eayuYnt&} z<~+8j9(tsaTP@iC6zF+Lo-*^?^8_=HTFAI8*oKPe*7QW03SxIg-V3hlmznhKB_i)F z9o(_e-<6$e`P%;Ob+$V)8t4rZ%!aS0k6$zn&QPUvKMGeVVe=B&`HihbMzTe_M5Uy_ zPoPDU0ajolyUa_q>{LBmv7tqV-vDhEZ~5eYY1NkC(@`$>jP&N}rO5p<4?VRODLH0) zo^zuC_Enb7=bqb-rgF=ltVm>pb8U5dk|<-?;(2IKV9#8fG;wt2RQx=n#EyPbr=};i zqeYTl_mktKx(B!pw&jl5Z^;_#=-N#cectH2uV9}8ZuI3O)AjU^d#k)<()`UW2sKIS z0YkCcUo8c)4(t-HP0xxR*&5*fQPeN_wh#K|Xi?Sp+%&~e{;osn z+>3j9@s>ACGC3aYo5@^koVs_H(^3)Po{YcH7`1I(Wa>@ zRh&Y(ICs`>i9N?Qs|OT{9qBg_;?0uMzwr7kANL|loO>;gy1EC;1?{ieIs{8CFHXy8 z`|%=7Ia?(usOso`ypM8 z^&|UT*j~qb)$E<1>4}PdnMsJQmPtfbk&`$r2Xt~QgC65g3AaTSvEvfFVhOf1A$id+ zM>C?oreATd#d5$i-=eNpQZ)AE&6@A*!r=7=Jyl|R%5@W8`xS`IT)NdXRaLGYF#DFQ zFEpxOGro9p;Ztu=;LH)Fk7c*>W)|}lKl^K(@_$nk^rpLR@%`<*_SFdfhWoNa|I`D6 ztUJ_c30t_mg*hfZlyVAJ?TL=6b~;1-QXIoMw5;B^a-|t>C9cBT6?^u`U`NV@9*(S- z*SSZ2MDEHtjxHMV;(z&PRVTBZd)ERe;q9qn&@;A0$rNeZ62TS=-- z?^?1ozHi!k2k;5_UQ4+d46WKapttWxzDa__WlmrAb~SFoD8O^=t;yY^EuT(laDv*h2%rK_DzSWwdW2V z$fyq1eW_gGmZcFD@p(_#`+yHgw>YQBg9#4^nG7(!)26bJuy(#jbNmIz@MqBh6py7Z;|CyG73O1n;^eVGv6J}O?`G*Gs* zzwclGvn}N#`$F1e#6`U$u6dp#4cjNM|zNf76%^x>D-NVLv z>Ra>{PVr>-GP}eblgw!w!l@}?UmFHHCX4t!>=!b3Oi`?+%vPGDDw>p?!A}T0J!ElD zD;@D-Uh$yf?TFs2|Lr{V(l{G=1rW`lAy}4$9V!4xQc~B}{k@N3N>Lmp3im!)h70B^)vj*o_GB z5pCk05Al(ES(weMyE9dGq&xa~E#YKlQ>p>$0l|rytdmWqSRR|nyPpQK`JajBY!y$I z3$Lv6l-YY!YGlB@Q_6lstkZPRurjf0{*1B0h;TzmoVI+M`_N!vF%wmX&tCc+;&R^P zC8XgSsa?k|w7v{j?yqO8x{MdR_25)`^?S?RjIIp95*0r7x+DAKip?Lu#L{b$7FTlk zME>d98(T7m9aC%&09fh~0~d=Zr}j6vr%Czl!xi5(pJmf*&WRLF-#szZPfFoz$vcPi zQ#5%mT_NcfE7m1)#$;rGnqVPRj2ds~Pocad-cx9K80_<`J^hNy>KM{DSY%Vf+h?bC z8y?Rzc8#{aI4lsKtuQYX?}*Q8C@hs^=l24>StXUZoHt^k;$s~kd)P;-({^Py#gC={JB zW}Rb-e)PVfOYG!!$!DYPgh?^X@sFU@TQ8z8vA~LxWt0^$5 znTdxFbhK7RGK-owmf!ak4O|fGtnt{EHXz5V^fcj3>E@$?%5u3VAmFly`aO}2d&6{i zrUuS!-%e25>QRvAJz}44n0sQ!IDXIDX)Gm{TE%P(94piBogVqtzW0pVY7OaVGQ240 zZSvLK{ni{AxLWoUeV5gsXL0!--n-?WTKU!n3tj2RV{$+Bs5a>KiszZ?fT-P3qJusR z5@XsfGv9VA&5kU)JX@U#l1U$7sGkJY^ zxW_Eug2cDemlW%=T5d0eq6q~Y`$asM+!z8xtjD*JI72df_X^OotM$c&+KqN(Z?^by1w~e`Vko@Q^PW*l>c%m_)2^z~ zUwsZbX-X-y6t?SoNz|~lU)&&Jdr70P`brT)zY9}Ex@mSelU#3##>y4yx$NLOI^x8@ zBmA;qGL@55p(Xety1`gY7g|jx$%tyAHOMt#0DUGD2k> zf)5@uX}-DWakiu1=(&S)dP>9B>Ce*j^$)p1cJwXZx#2?n94OjPUUlj3__k^$>|M9a z;Wo?hbz*h#)h>%7o`uAz)m!EjN~_J~9tW9rT+iNOozXIUZ6)CAZEv#iN~}dYscuN- z?bm@%(;Q!MtM>@GD-lX=-3($r7EIkh;a85;J1fj}-`rQnnpZM{DrqPDj7p6tN23K* zlCMogB`2K?ko3(8G->94Atg2yd%5rmFLzH?ba!>;QnpBk9lB@!Fh-O@>sg3h#$a+f zRKvJ+M@>2w^7G2Hjn2nkX|Xf^c-L63LtyAbfN+qW{uIY~l!m?z$nxoixJgP3x5VNOuee9-AQ@VUTGd!itj;k6RWiI0MDevdRxU$!Z}F<9U?d@Xk}mh4x1zAo3{ zJdR2K8dCo>+^>m4#_nTWpl@q+k0HRh6b(#FGt`0L^~SqR#*`jXx6!_ z5K||=l1LI~@l>exatdf&l5w(+DZ(c`p4TQ6B_#HB zz@-MV$`_KsMk;}0r)k7wK%<#Re+a(yxc|y>Nrl33mmuFSF1(jFcUSB3++T`jwg}7D zyH`x*TcR4bWnvx;-DkJAE#6pBOR(La??Pa@yXNeDRrmPX(i4xb%mkgQn#cJs>s02 zx^)73MF(>3zc{vgQM6b^F>X5bu~Fk9Pw9>h=^~8|&fC(k4TjqlmQdo{dwV;2U(5Lr zlNFhZwjGw_@nKD1*jO}X<#XY1Nc{l;)G%kl`JLND8d7!6=xJV1&{~#y`7t|DmKG=` z-m@oyUvE7mKkpBPLm z3%!`4!t%;A_zA7F>WiSR>BOzj`F%v5Cn0+2m}{Z-WoK>e?)xm>(~SxXzt3fG=~Uw8 z>&bCFgPVnOHT1lu@0FNiXZNUOeMaxU(9kR)!WePbRs`04E12^%q2^X}%_}wnPkkim za_asqZjPeWerLn#JJU*Yh)sRzeeb`q9y0gO`ip7)+v7r6!f!@EW6KN>1_)UMYrJ~+ z!KCw1D$#p*H5nc}e)-SlSHWf*5AMvwv)&YokYZEjL*4tyGdG(FhHMH`%4Os<-S+RnR zfm5x*mx(6A&Rf1(=nV9EY;WHwdw{1vo{*z)EUmSrkxhzqpt#g&;*S%_0(7Uy!{xDM%&!K-lV4QUjGnFWA7X!(Z3(55+ z2n)9UnaoGuP+Gc|!+ZR1Gl!JSyN7gZef{L_$5621w{eK0TX3)GUl2ma`TxyPGzvUe z|LqMoXk`cA@M;GbPyP<3({|}cYdlw7+&T{sIagIoA70qxd#$Bia!N;0PM4!XrmlD| zTcM}uyGN-&y438|izUTf&&I7!?i4!_%!9Lj?G(EcLmT@iS0+*Abff6p#Q;zL*R}fm zKF<79uMM24E!LZzt9bNG%j7f89cCO~4ZJ@i{o-o;`$y>lp9RvU=MI#T$Hbkz_I6RZ zQN5+I&3v1-AKE4Fdnothcw%#jk0m%t`!up8IvSL6Pg& ztORhZ_eR)NnoT5o5`$!I0ee(R{_`slp^5R=g}UcsvggbjETf19=H>$%eC#{7Js&27I~$WGI>&XEPX(k z4f(;nC`sRSF-7v|`8k#Yj~JP2R)*taJN!rY$5;%!(-oiVa>^6jURb-!W+g<)Rp*jL zvsA>P9r<@9HU;)6Z+8zcZCtd=Qu8ijd@8*CiKFPYEnN57rx6Q2O}@{ExyxRCP;<;u z+tquPQ$eDn@nstKt-R$MZN-A=9Af^IvbYP6ALoa1_j>u|S9I74^?Ij&{j$s`!*G@V zF9wCuNdJvN@xQzJp_pp+dc-C*|6J=0fnxR<5{acj0)Y15N&PDSN;xi+@h~wwVnh0t z{o%&*8!u*AV=C2+VlThTx<$6~JpIbgxZvX=>pp!iFL#BuR{jtF#)X9PSwC=rIU_Za zhb`6VB#lA^ko4Rc06$E01Jgn(PPDZp_9%%;GzRlm(nb_FA{hpUQek>T8r6xOqLM)% zpuhwE{dfXXRVqXe5cfKVb34d$~PiBu?w2XcJR z@U3MC*QBaDQ9Wo73xHSyq_UPVlSblY0cjK(3m{Q=JU~DZ081GB5E;yLLCHLMc^F*H z$=;p>W#Yg*nmHhg1>h%1R40lZ0In-=KN6J!z$s*K{xok2fI$Ipdobq)U}OQf2RLC2 z$WC%{aHK(E*8u$x4n{1vF7Z1o6b1vmr|TOYNVDr&hcpi5`{*#~+WZgTLB-HWZb!lH zP}0u913;r-a8u1S3>aD5dJ+&)%P*#+i~T?Bs7Lgn+W5>I{?i$jB>X@QAY zCtGE*gDVLdTzL&Mq|jfcweIBR02YDx|3R?-S2<{K`zQ-~qAV5x;L&&hi^jqT7zBU= z-!Bvn1E9fG4q=4~ft791CY0u=);G*BA`Eb*YSpps4~h!0Cw0#rid(~Slx5X1l~maZ%e*oUr^b#PEg z_cUlES?C7>QV|3jni^DsM7Ikx+#10!-);6o)Y=0Ga7_dXoH5u91EB(uLx>6r6bKXo0i(Bl7eK%gfOUc#Va*31 zKlq*Kx(59M@`+!F?hlYptP|Z=zWW5^55E$Gi~bvw0r|!{(PxgpfO-e9LO$>pBH%&$ zL4E;7`Cn<>C)P_yDWKh9^b&ghh3K|kYlnD#5abt-RiV=IN6dr5_Ik{NVkf9P`mKfU z;TE}eQGp(3>6?G>LIXY4g0`je(PJ@+egy>fJ?MhgrZ+(W8nw1?{ESAwZJ|JmuHD@D z*}fjEpeq{6sI{9K%HXmEE;ipI`Hwpwa9bk10qhJ{M*d*^J0lW`h;U`}IvetTXZs~~ z{<0$cg!s$i{Il{`J?eq;`mO^#@D2L&ehj^BUFU!OAK=F_t4^W1{kZ!9M)mJH_9JRCSV45%j?P=DEg z{Ga~>{2e0bUjG|JG#w)S`{&nRA&z%rjxuCgu-F2R8IgMg0pW<&C^m-ZKGt3T2Kp;b zRf;FLV1tI$ak7JU4fKmYM$ny{HP2bQt@P7mU^M#a`>Nn=8k!S@tOngKl2DUFA&?j_ z+@O$H=s^mB6h|P$CFxg|>^yD3>p2o`MA}JL3eDBY1~_SF57-cGUBHb5$U+wd?$mze z0Pj=Dp!WlgG}=iyIQ(Z<84A@w@)w8mp_1%j;9`h{flJl*54aLxK*ibvKkA^j2KoTx z^*RC?Tz&qi!{fk6_GcX)j6Q$X5pbXyq0diwcme_R;NR;A2xuGldmRFS1-1A`9UAwq zz6ccJUsy2U?(fgO1QZlyewRl;fUEEybvP(G|5+ysZ9;$Vi$lo%3kx1v%KqTPAi<-O zKkG2)f7fBbt;?T$1UwiFq0dkKVUhnH7b}bUm))>11~6v*4@q1M>R4~(_gwHKa9rP1ApfFa;uqN0cN)nWewj*sH_ diff --git a/GPy/testing/plotting_tests/baseline/sparse_gp_class.png b/GPy/testing/plotting_tests/baseline/sparse_gp_class.png deleted file mode 100644 index fc461de37162f9eb7dd018e297f57bd2e5ac9ee0..0000000000000000000000000000000000000000 GIT binary patch literal 0 HcmV?d00001 literal 31487 zcmeEtXHZpJu;vC4kc?cA9F!oEksu&J@*(FaAOey>GLkb05=6<8BN>%HToB-WVQvE>-zlL_UaQWd{Ydl(-^xYWJeIh-i08K0g%+LW@_-z^!}AM()G zFVV~IY{9($D4bOs4YiWPp8&kIZJH|3CK`fs2SFQT+W#|YVt-GJ(R}r%SO1TG;>#wtO{CN8#gp!~hT03#RLX@mDh%8ff%OS^pZYOFfn*uJ`X_6WbVesTKL153e6g+e-EePNOdEo zyX|bfYC%DPoU*d{ASnciLBD)<{tls{f)U#7F=@dEbP)pmKlJBwt$PGGM>{il2M5l? zBqW=STczs9yK@xH$Z%qoYKx)!aq;n1qxq_h`~5;I&VnfwdSHvRuZK__QO=Kc)V;i# zJq|Z>X6)MxL{GlpSG(>^qa#Hyc zH`sPcQSe$+ZOhYo5LaJ+{GVZ4>_0Wfu&42%epI zB6F_^uYckCV(Z|ddunPbS;V^$nOx%Gb#-;vqV1ioJ;B9in%>pS577oCTEq;9UeEI2 zbX;_cUJYeTEcjkuzLJy-N=iu3HaQ>DHnL@8U>Ivq_V8$A{-L0(+_vqpbodpUBQf^p z?p#v}1|H=fThZ5xep4-;ZtAfDw$nW7u}Lv8D$B_1Z2HH{%mw{xhVDzj(%$2z1KK;w zjty2%+g|mNFNjo`4;%@XZaG~#w7wch+bOa?+MaTu)<2vs>@VnD;hregU7l%$pR7m9hDJ+$Gf&IX`!Nnct{YSlU}(|D?)g zYrNIErgba-%yZ1GB+a*k_xD*T@`U|p9wJbvH)`@ii$QN3g@&8l?45vx)YJ~73D5B0 zWOa%D)U3})F+5C3E2Q|mU#HoIC~8D0rpElFWFBd|wxGj%P*sSLT)0-W5F?bTRHdG$ z#0&K1UHrso%>HwcUHO)WZQN$JCb9VD^s9R=sad?%<2)zLV=i{=&Z$~$?3<0R1{Pee zTr@6QHqRTLT|bsPMUQE= z6_j3e+bw1FoYG~VrEiwp*DPxpbQz4sW}#XaY~9GNWY+q&Dl-;do|TV1Were8aHdAv}jZRB0k<%DdzZnbMU)M9&H zucDr-P_Q@K6-g17oLqSO`b^;x1IOyG38tA0-kQbVNfu3ARXT)YaPY=5$9SPhUjJe1 zs+Y^oNa8@@*6GB;nM&2}C#^Me{sX6~D3bio!`@#ect+ovgdYAeAkxr%Q!A~Vcy$t; z6RWXyRJ$WIb}G_TXFpsjfMw+aeD|1E0$S-+VI-n@C#|yLyC)UE*|*W=K2{ zlU#EfcIitw4CRmcqq@(pt^2jRMIuj&8`DI+3ahUM?Aq6oV~6Y3EM(K8?iI5QHq7O= z>a-b2oH6Pd$YqVX;3gHGpHF0LEvl8Nt8;IqFlEsp$Nc`s;s%Q^E*_LzcsWGcN=e-& z(KMl{hHa(VPgZSfyu_uCcfw-nYcOx^^@g(Vumrwvc6BvRB&9%Qmy;$NEz;{E?hK!D zIQuZP@fTXDq1o1Z=wPb?T_N4+($YF-sDL;|${N$&$e?e@qm zENB7=K4M|vIBTFD8I3m(Xx!>TNpQB?j7?1~*(z;PN=iz?64E!3k_wKEjrAJPUYG~I zfX%3N_Sh>9_%f@XiCi^46iCO0YR45hgEuR2H6l&bUrXMk+l;Me&at0Ax!C!h8Q5sv zB}paxNqws!>TT-b@v+FB_w{CzQeo>gZi7-$Y2+ikJoU7yw#C61oKJ2zo*oG}t}in9j<-B!+Ds!O zvVMBKDnxT`CrG7~clYk}nTUMsboEvSST4s&LoB_z)g;=`JuP7`XXLzr=ke|s5JTL@ zkH1rX@iH_2sA~aV_5A!f>M~)VZ8AN!xzw@ZXxW#{t5@|Z5-IHtgyf<$WG$<9E3Xlc zel0W_mO?bXsCsCjom;4*GxFzKLC5tMsS}99t@aJajXpP#)|7MKi}6wgdzW23>om0rU7j~PR#sKpZ2XeHDt-V~eDGQ+a;?rQWw&YLpngu! zXFE)giD3(gWLI6wHU*l_(zk2r)wVWBpZO?q@khewB;RUGR!(jhgj}z(Bwp)y`*Yy; zyy<>-;ENu#tTwEr?FUB}jz_VSHLI~`mmUPitfhID!hs>4&EWY1uZznTWu7N4*{dzr zh)9A;un@tr51SMIO_gf;t%_yGf;+&@;W^#dE-&X8TCMqNHLW|p)yB^3Xl>P>c$8&r zA~hEVI!`C`Bz)pGg<2z8K!mIwyuEeb(D%|ME-ub;qSU}+uk#-8>8z2YT;j0@fixFl zN_pxqDxCM&Vguql4Un?4D?K~d$O3R;qs;fR=-2Y{;m^kd>#1(@L&G`pymqtodg)U4 zidVUiHKLZYK`B-)=T98hGr%s2JzK9O7Odg@EZZY$YBgaG8LP2%`ljp>5g3wf)myj0 zn^tCMblB~(=dNHo<0R`g8#7%0L8A{q30~XjYCVI(LK3>CzFc3ow{2kT;c+k|V{MZT zAV8Y?ueW*zCF7+AML=*$G+uw6l?<>Kz1~8~*I6FK{O%RO^G!LPPS=P@&)cY*GgvO(DqmmG#Yr)+K)~3L7w?W3fr3Qe`z`#@Q(ZIyp7ctnT(72@RzYkf zR$RR1=xP1uVYZQj)@bG*2Z?LcDY;K`nI%HLc6`FZcY1Vx*5#-|p3sI^_O3VfV_aZl?eGML?5}Gy_q)QjmgUSsJvnw62Sh`-e2>ebY?}Q{7Zq=wrAq^))jgW5 zek#2p`OqiG^r-nZ{aVbnW{@ZN84-#>*bTzeR3hxNf^jakQ9(wvl9zh57-f^7=AS7a6TpR%$!; zxS+&?zDBdI|4w*>E!l8eNg47x6`sUSKc1YjqClPOXUk+kuctSdLP(m^}F3P z=U`h0nHafBaIr(v$8>*oh3a~!tm+j)(5Fzvx~*??B89ug1gW~PRcl5$RQvA1*;bR0 z^=zCs@98wkrdSas1Sy6?sL%aoc82)%E32Ky@VuKI%cSj-v~c1S_(n&O^FGvlfbOEX zc2vT)g=H2Bz5FiPJ;Y8Y%^yuwoYIXq4*b%Ym3K&d-pust?d@7_C z5IdP0{CKJZ*|k3TI1qIHzz=fy&hjKnSsOVztSPkl{6m)h8k&JnWkMGYGN*PgK?uc` zs6qnueRDy7^fbe_^(LZ_jqyDRSZdytR-sxsNKLaG8Gtl)`&kDS3OCA8;=m6s$D{A%loZNy zRUjyU5(SNJfJZUMeqek?p3lmBb%=a`EQH5POnc6G2g2Q%$az*2sL$}4rHRM?HD$?X z{q-Y6K{B6Rd8_P9$#J~h@ZLypY<6{@u3p`WA7j);SyS#i4I7@K(p%7LW=vX4-CWDf zls;XL^AFBuluuNb8z%E*=U!_XDN=s;N^2^L74%2dK(b!`Ls#~C$dLEp>4Z?tiyzXd z{T%V#JcoPXJ9-s9WxGj&YDC@HXwFY=L$omjVg!y)snxCd%&fk|I-5}mYA!cqD>)>K z*oAeyTPM>PDfiga^`xI94Izwqj1}7ODcQLXifpMYBk^gFLVCrP4p+(%r!tSElN1k! zACh_ePO~1%xfMZ<3ccp~;uLzD$6rwhZ?oojVjPQluBm!x=YyI{=c3)S(-fPLkCgq3 zMNRDf&1o;eq8Cy*6->(3v-q#$aydqhWMf^og$iYS_M>(`J$?ST3qNjTsk|OkdQtBI zAuoa8)N*u1ZaW!oVB(4V?b_(ARw#|LO+L!{ zK9vLB7H@M=wbLZ|*_0#EHu}+Swy4OVK}(H$i^zpn)zjPpTQZr0@AmUU(Z~j^tWejw zMoF+nJQTEAjSbhWERI@OuBpsy$F}xF_i~VPj=`m5L%mx3+qst0_hoNqg}qLArP!vH zh0d_m(8f0Mc0}rtpn9%AnO9-ba_DASip($rHsoi8Nn4)!?pF8VujaC9(Y4tp(cdu> z?5IQ)_@gPZzyIOHF0!VkR(G7F_e0xKJwQ&Wa$I)19S)1O4o^@#W!5G^Nx*b9mrGvegqAwjk?$D*g^+EtHnHbRCjod-tWhg**g|H4X%?&djV z^Mt~p!Ux-~7p2**tWvJdb|?P2H(UR_IPjgH*bZf6uJE=ll1GEu9nlCT#m|mxS}vmF zT04KyGYfD%6K!47J5;hWH#WO6Zd80PiW+E4n(R0y=Cboo+4X6!`J;#IV@u1YXQxQf z(Gh%Q5Gjt@s8OJL0y|xTQLG60!*d{%?F5md;OIY`d97}}4_p2ek|olR!^PyCa%k1iizGlklU6AQ`kZ#bK*gxS?3u*Xr&fEnqqW`~E40W~P}cb6#;YT!}zjt~v_dF5HT-Wa`MJy+p^L;3EM{XQfaH(bjXlA3QZSJ9YqkUGA2pZ)xMt z=c@)b>E0|#0vi+65MWB5>pC+J%PTCS6Iq)Dxwh+5XAq(+zK7x?{w7k-e8TXgl$xW& zlZc*mD(NyDl8J4m`#m-QLJ466%Ppwg7dR=4(CD=-^8ud>;;rMeTE+Utw$-amt;6l< z@vl9o5tiJz_T{eyDbMy=CN`4^Tj&uh#CDex*WRB4WgOW`K{&WxjK7UyeK~&1W4moZ zeLQm{HX8uGvz4~F{7_`0^n1c1{k{vwL~06L@j4fZu!NDNLFHDr)R3bsRs?)@uDvWP zlvarKVa@eLLjiuvdx;*_dmh63fA10}e3XwBbh9YAzFfh1gPGr?J@}00{4YH|?VotAQhvlnU0rKJQB4MNd%% z*6~X8DMFR)K5H@SlQ#-OntkZNyhK}&9sq^M(%a5C=^)wXOdT{Kh=&ao^P&`}AFwmD$7eQCqVwd}D>fdWuk1UG66_h_lr2QF=s z`ac;EVL*N_WFY?qN`d!f>7vIRAWAYItcZyU1VmE{ha{TxpX>f{@>D?m)He%c#w;u( z_m^Gmqz->v?>UgVVjzUt_Wh?o0aMz!ii|ReZ0vMr_xe=2qI$aB4qNF@Mw_wQ*s;Hz z1rJ8fOOH$NEC0n>-M!^#U2Q%0IcKLJ ztt;%iUMV&WA0I~Sw+<(%HNHfF0w~;AEwmPFehmAz*6VbdpO+o)%p10OUXTE>f;T-K zQjT=*%rS-znKDKphT7*-=@H$^_ckN(hgnN8A-`S;=vmdN)g1NZ(SSTa;qml2xz0oO z)Ty5n^JODgs^}=#B*T(nM=_Ba@e9TecF08BC7pk=as)WB=-8gU&asbO2?+v zEAIvc`=h~cT$hI@#SU0b6gLLkD@^8Cletj;C6i7p6{G{T*+*?2)0dr4Tm5L zN>t3`pPuPAy%FGa-?FD_z>FzdPHyAREM84 zBsNIrw^(^;GUNdOL?Cj@)1E8`Ks;KnllL23E7>XfvKGX1pS%1H+FIJAUyb>(089y? zpe3xN)7TFNFl@Az(Ig7!0i^WvYqn z^2ENO(1%XgcJ_tV6MQi*esTSjdJ8xd(iaprt05ngpg{!fn6&v56BNfA!TbZk(FGIu zqnD3M>Alcso7f~}F^c8gwt_OT@b_y2SamB58cwSNfQpDv&|Kse(n{70^%)1I4!BN} z|G8WoFS2p@5CL^Ej6VeR1|A26a4^efHKeZ+3nsvMgkmbaweLF4cG43Hhj-r7M>bVP zQ#bEeeU*V8o2H+;N_@VP{r**y=mgf^jY29Q`x@AStRDDfgb3?)AO7r>*MQHz0dH{= zb;G%y0Htd~OAXWR1RcVmg3YC4y*0M^@k{UKmrb3-D3A&T3Yv&+sFLN8e1xW&9vwnX z5ivZlOT(1+p_l&86cg?6uY z2M3@0vtde6gM6knb~QtP zx7#ZqSv*L`SJaSvk|0xFu6iU!l*r|iuT{Ljf;d~Ovgcje^l=n8HA4j=9R%HA`{un6 zHFfox7hh0!=3Dfmg^vJWj2 zv`C36D~v}YQcQF8Cp7tq!{?*jxgw6X3pGni%buQ|;pJ#ipD*6&-bcE&Gqs9vk(AG7 zGJ}{!3vOy~<48n5{Tr4ZwfGB$)uXdgaJ40Nw7`Jn@~m4O6u2xM%rMPD=tr`N##fRB zd=im+ZSl6NpHLxGbd+pr`_|K3FbR)&KcxWW{0NWfcY-;GZYsU<7yjYl;hS@ApgSHO z6*az7x3D`iUZT$*NhPEu&?@lPTS>bVL)!E%`z1Z&0TWjQdc?jC-6Z{Ka z>d02m9vM%1Z0-yy=j1a^j*g>6+GVc_j@3TKX>U$kAHO{^rAnZ$iL%XHcq%Bh^UH*_ z6erS*+lFF|3r7Nkhu`OCSsZnGI=FznK_IsIJ}If-_wV0&GexyK3vF%l-o8gw>44RN zsGD_+AmK19Ug=HPk`X<759l4)3)ff2eHsoO8XAp<3%;is`p1;<^qrDY>-^D5sxQyS z!d&&)} zEG6^nsklr}e-=#PE2@FaJJLrP4X-JZqjqXZ$Lj0Y<>3+2Mq%;6`be4EdVfj?3-|q> zo0SmlLss3Bw0KspvaZ_Z3$KX63VdM9ckkZa{A5>Wr7tdiS%Thn(#bIjET=DBbb+6< z-l)x|2k;%RIhr$MXuLHH0J*~Vddg|kcQK~-X@HZ$$S4TddcETw_voDjsLrCV`JdhL zaIvZ!@TeC5vJ{k~Se)4bU3k ze02qhrYXMjmqHmixp3~sk2MVq4NZVK&v*|^n1l8WIp+(p5{d#kiIDHhdk-Hx$lAbe z^*g008Tq_2kCKnqF-WvPlQ;U2zHQuZ)x2oNHCZfqbaZP#F}LERs6^ohHdOu(I6%N9 zXuWyUK*Ii9$K+fH*_`$5nFEt=E56#nzH;{>+^ zyV03+n*;C5b&xF;8Vg?>ownyxYQ|s@2**wr`bOi$W^Z>iOgA9&VO@)pfq5RA_iJ2V zT^_DyMQ>IOh^W7Ml?%E!cXD!aHhwUrAGGW)h0!SlGq>*?#(U@#yF%c5NC@j#O{mW}k0r3j4|RoKH=c;nW02I2yzvEt=AfmY^PL{Q z&%o3DcQ_q`z>{HIULt*uZPU3-LRR}zw-U}o&pq-C-+0y_x6X47GE+*a783^0*(09e z7q7k^E2lo|6*4LUNdSO4BlvbLa-dbBl>kuZvueNRVvdfL!^6YX_6s7mljYC4qo_t6 z4?I<0<^}%u18CXV)aVw0#ia2`C}!<0UB}xD>1Ux3V+A z;2uZY1>h7tdi1C;sj!H7XXeu5>X5^0q;meLYs_vk_g5f2+Hy@~$RUWfIMNu9P5|`s z0bEVIZazzTN{v+P3@SR`@=waLear_PR*kq#Ds|tr0M+Mx#kN!@R%PI7YC(h+dwAb( z^4q_GJ-)DV_yMBPPQ(6kJ&G#`AB`cp+r;HgEw2Mk;1CKl4xVh^z3e`KW4V?pGlE>W zI>pBk>EieVlLk`+FVwgxZtm8Pb-Fq4z<~*$l!C9n)Ld7c<++pxAWf;sn?EzI9-f9S>>F0r4(cOu^PG?L)u#xO`MM)Xf_AEB2dN&4l^Jn zXGD-sHhu6pTyzg^_ykgFp0p*--*kRFMHJHM`uG-8(*`73s1T+US`01R`AG9Je*YIs zo*v=dSTmt6nw%f@I^OjTf^XAyjne|f((cFGJDW+PTCvp}=h;VVpDJ&JLFb2-`JqAT zEc%|va6$7+1l+(m`1#<&7&rIquO7eNHBOv2-)Z{no*!z(@WNQ?A{4r7`WNfpAUyd) z{NH5wtec-1RB%9vMX}@AJ=V7RSCYyAT>7HMm(65_%hlZ+v)d^2VZZOit^a60}p6%(qV4E`L6pNmtMmx4tee$2*BI9z^}c;oN}=>G(r;(cp0XdseE||1&^$2Px?a zs!c(p5iAmm<;oOcBOA1SCqH6*Qi&IO&gI`7&fq<~-p(cg$ubkFtRD;OQLUFL^;2d< zxc!*g_2o!`oXx`YuO0%~Z6eXaS6?a{!v_~ZDlnIC7)u}BJz99+eY3*bXfcqM#`D~~ zRrc}Ls-*|)wK=O#rBD1?xNysSHQD4I!U>IuF$3hM@(jA8B4yrlFd7k216q0X1uiz& zeQ#_E1>M4`>bW!C2vCMR{n@d_50oaS^e%yZXWmyqM(MXc$k^IEySR7p;ue%lj6x5Atep)J9vL-i?+Yfl zLxV|&*Fk_wdo>2ybRcfT(yvhV?z>!~K^X!BVyGH6ANjrLL2Na^3hgZA`ut+rqTnUhIho2Xu0A`cc?YygVGrNO+{2=5dPg6 zyi7%UWO>U$kdj*ps!(%Jl+QwEl8*(g)Ps^+Ol zgXjFkyzm+3K|#fQfqg_4+)sPZ&h4mD`3VmxN(>qlEzXk?=wZqOqHT?!9wm%%g z&|-izp4^eJVI4znr62?yfu#g|niFK1D&XyA2YrwN?TOmhY;O$ZO^|KCMuzqnEb3NB z>h3h|6o=*%R6+}sEe_sFWj^Pnn0%x<)ser6Vrm_4<^oC(AgvV>qw_$^wM!)ey?MRZ z>Nm%9pb}Ddvo>Hrd}4tp$tlL9t#&$~mkt--r-6rk76GB6353YE8%g6T9SL8BIDlEC z;m2R(p%Zkx_{SrIe6r|+o@5Xrmd~ayerCA>9*`3}QTrkfGeC@(WOcOsBYP}dtK8{% z`U<23elH|pF^8%7mz>$?6o=zM7C5Mw1iuwVObG-pUY+=rI(}+dOpLk*4U)nqB21Dv z|7F&Lu`(G9gj)a5Q!2rD^P6EnN6@BSscx%!6|I$gt{gVm*Kc8yd_96EN-mIJgxnKE z#e^2`0=fbPt#5leaA@i;&$VK+sm`McGxA4aoqqwgf+m0rCzB*N(bnW=jqcU}{SWI1 z6bOwN71Ph}B_}5R!*`~FhLG3;LNUJ==F=6IfpLSk4BB?7K*j~KGM*u9MW%(u;K5=mQ2-A^z8CU(lrpvm}!1f zHScq7yRy1!HJI_N@p#^on3#Ah!&_cn{&3zCX$ctZAXC{K$&1caN-ZokXyS7k!(_<) zvAI;PWhECIUph^Pm@eP(lg9ad?Ev|m5sI-dM)J=O-ok&H0l32qOiWvc6Gjse9Ig3d zMcOQMbV~u}y9;ebM2re5fFtB_uuhjZQZQlYsi0zR~-&i-Y1; z&x&*Y@Xk=k&isb^olY>r;O!#nP<)zkeBToZ#ZOOEVUk{gkxv2ON}8FOZGfDqZLt+_ zxEeQdQ=C_SlEJu>jEro$#yUYM?P-Aw^_y?XGJYycT#EXUDDO#8@7jPQzsPqWDmELi zNLn{E`F=cq>33 z?-?-nXXnAUzsKtH(YR!D%byb%*rIs7b%6{>A7Vdzu(mCmuJygX@;JUcnz847(GFey zy4R)xswy92V?PH4p~1}dM-Lxb2UH3r`CDtK6-#?<`3>BM7=5^%lu)I>?nAu z8dB3dvge`y>=BFbbmdyijns&%UW@@sE1TXd{Yx{jn+J4s&+>qw*0fm71m`Z< zj^sun-6oHIzN&gb_XKxy zM3+550`{4cUEr7m7#XxdO3KO;$GMR;`S(3D7NmvM)YLwL%EaHlf5~U+>=$-HrQjAi zPK+^W&DD~NU}|i0TLpS@II!SFMtqbEP!&Kw*ap$Vr%^>fCJFdKP?7sTNj{Uf&BABx z>a>b=R87u-fiojoz5R1vBv%?h6%#{2@uOB%#w81`?O){}$UhuXiw4z$Lf9ezSMYGk zJe~RRV|C@HdqE)mI{5uT`ONV6PX|5=;PQ8EYaP$Ir8l}EOEIY3#pL5zRl!LF{Qldp zbdsOG`Fp#`2qmG%#N&7Q94!GF%Z(4hF%jEbau%#{-+MXdbH0+DO8 z?r^~&b>?wYes;Au+x?DWc5H}143qX=%%@Mq;5dV#j}a&zZjKct*ptsc0x9E2^P7FE zotZ2dd^me<_rE3R@GA(MhOt~l3g5UWf|toh6t`ZMW!(Yw?uVc_F0W;$4fs`kO^(i; zF?KguDXsGtD?hurM$5@^O}(q< zN4v(w5SVU?7W2&eF7fK${QFpAw!$j5Sn<}@sjRF+pmto$`u2V~)PVu2kRi8O`u0UAsFF-3)n9JQXu$^gFpwrwg(3b@B%)=4X^|W zi!EFPEqXnHO1n6iVWO=O(?^pY%XPGkkr!{iz&f%o?C zdVO!CT)pwo*^`=>-cm=d=0=r%F*lH_d?v#-g$mC~&J3U;OiNhuWR(k-jdVk3FHPnI z>r}TANn*3vn(zxg58rIx7r;U2qGySd=fH+V7NHyLx+`RLGY|OTS%0;`c_?nvN6bgea}O53 z&6Jv02G$+kM&q4qVl+q`U@;((X6?FVu1vo1TVNCbJ8jzS0&8&*xt6`PR2n07o}M*f zI3MU?+8#Cjf)j*!8{W*6BZIT&3iD{kinA54eSlp*tL+H6e}(Pu>P8P#$gv%Fg?#-( z2igsgAo#_AZ*BZ2T+xb>xBN}@b?!jzM!>eptENuygW`cM#~Qq?5yPcFO&+l`!`(eG zCm`W3{U3Ld#c-yaJ&Z>StoQ)*99=aCWi3UA24~?sCE7SfOkB3lffmj|nr`xkDs+ON zM3fdG=ASDc>1}5nVwe+A+E;JP*sRS(?1V<$;w=vTh@T-91A#X_ZSpmkEF^QZYGf~7yS~O7CXawb324I4@0)^brn%0w6M*C(cx{6e zf_9MIwJ52S;Ik70ToS>JL138t*P1y#;}xRoA`M>pAzIUkH2(dCG`A z7%T_}UeBB9@j~hF6=~_B0cvYc```7~hCR2ZYve)OMGMr+dChu0zAF5u96uC@DF${# zc(yO$f}ZQP@aNcJEO1<^8d;%sv(LAGqt3f8mAuyo$on+U((||vLdPVN+TN9yd_#cu@K`Ey=RZ+r~x(PJAA4X{Q(*QF?9=E zoy}xa`jijaLYuuDZ5n!d$(5Cr2PezX{3qV4Ka(De@Qmfi-y?I~F2?7%6{`O7E~~7X zRn3Mwzl{m38n?$&ijD&uK!oHmRmx{+BLM{_(AVNVl)(6pSo9a-p>qa+{=i z+YcJ1()v@qeUA%#9jpVeZB3cbs`>BVl=)Od%(aT1@54MUSe4V zxaPIfy0#UYkidjU4vGR4y??m?XQurP@*jTtJ&<`*vH}JS z3`yYicmMwJ0rZVZgR$?8PhNp5DG#~0R6*_${~MQ5KtP~%4Nen43uyer>DRYA;HIe} zu-J(oAD9lm5h>b$Ub-Om5bNk6h&(TIZ<<1;4&6AbAsm!oVn$A_dyAOcEE+QUQv zr`)q+WEtEK1AX2k(5!;rf5^tBs4Q}tjdZ~my(kA4>NHeTXc1W0*x&Qe78VNhoCH17=sy}UzSlk= z*DusAGi<~GB0 ziuVmRNC@y&n#!>xf#E*H+3uxlp=%zawUDQ?|N=1B6{zT*=>86PJ`h3e@6KuJuhH1lPk zpuU^@1+dq>qeu9Vb)b&e&Hw@l6acf}Hz)bDV%;scjlSMl*Q6yn z%pFPC+NPypVPWK7A#q7pnHF=G?|LBz*j&EXBNZBCEOhrjcX9d=FjL}>zxA6ra}89o z_K-h6m3;J0+K@&{(zFbo^X>QWzEz75dKdu(RRa!p)#|At*tzd!uexLHm9x z@~=rr2;XzVqa_t8`{#Qsf5$?XLYK(m3Z6JwE@)QdC48Uy5~5RklEy;Iz31#Eoo<+l z0%`vZe;@Cyc_S4OAQh~mjk_;MRh*)N6xmP9()JNYLAO~!`Z<&<)PI+kT^JX@}S18U%#(B}g^V+=ub=wdLAIcxxsKr10Tx+Q82^Sc8RK@Ghn4 zG(1~^1na_Wm>CA)!MYlK(fwt_F(Jc!^Qj}9)q{7agMTy?oYm_VrbjL= z=R3^Jii5y2JL72E0w3?Yk%f0l+ykPR3rSeR3bT8qqQUuz(iu|dC@(xfPhz=$Kj#b? zwXAd4LD`e4lztl*=?mOp**$tu(Sas^k5S+O(~Y<~*C zrg#gDknDe)-OwRQC54W|O1Ya=Ozw@4d7T`h>@SlMedcxA7`b~d@MOF%)<>$k9!2A?nciU0| zMJu{-E}_m}zr-)h!$0fz-s-+s>R*_8F){w{qd^|_9lh7f1;oL@Cmjm|x1g9rFG6i> zc{3pD?XgTEOPzxac2fK7=)H~yfATgYNJaGC>){)OO{3Ad<6^3+%f}W&-1@q%8KIxXDN|DWyjW?_vvl%5*yP zr}b9ittG4|N9IS&9W3&E56aq|wVQVhF8};pUS3?!_|U+8X!7r2cyUE*m6qI5?t1y@ zK3FAv!q!ThyUPZN>DoW2kYLU6*CO9Ei2oi_5{os(jU8d;pN#ui&9TSMfQ6*2p$RxJ zVmF*lz~{rJps>f!*Q*+LjoT3g5;3%MH@T8@_iXHWt~>JuK9}N{7Bx>*n5^(3rN6F! zF@_ZAe9SM%;4SKNkw)qqOtAykjRw^>2`(MxF}5!ZsIT@+lfXwqeP3!_a-7HGb>eAF z)pFkBRYZ4~Y)cShAb70M*N^w0Ot(W^=0f?wBO+537$IWDeN; zA;0DTHTq9Iu&1xAjiZQup+9R0If99KQ`dr1AjO+x0N9q#~;(_upVwsGGvKJ`eZZ7rIMDh$(8%4~cy( zP%wO_l&#i;pR@SEez`B2rj-dDxC!;H@G#iTylX}e%I~b!!`-DM$7?^(o8BYhkY-X# z>G*H$y>(QT(bq1zkw&_^1r()`4iOL#L_!1vL{d;nx)D$s1QkS58i_3+(kakI3|3qT0EdmJWW<>U(>5TJKo-`kAP*!X6i`ESC6i5fJQ zbfTqbAJ3cYcb`6J2Tfo4wzERP?N2~A*R4DZ#QxSKh41;iQY7^^Hk6&oS`EQ@RH56iv3{;9QG(^^OGres1SZ#ukHRiOt>1J{zF^S%+Fx*F-(-lqS z-KS5%fULiyrXm2+Hz$fY&MYnt&j=`{lK}D!4hy@hqeCg~vK}1Gc8`^VqebzN)|1pl z7G3!tLLN%gIv4gB01(!tKlqEe5(HM|y`L~A(IETySZDTtsEqY|?hzuZUGb@}H7lrp z^TP1eCPC(itmY<7=LPEE^@>}jojA4V>6KYw5(rr_{SrmNuu5t zc!>JWCK|i06bu9gCQEtRFZZ!PJ^XyUWwMq1 z*tl&KL6z&4qK}U>oI`~qCen8$Nl?8Q&Tp_x@wQ06#aud1d^2rWa3}Jzo8X)K^mXd+ z>TA5wHG;I5v0kOUUf2>;me|#Y3-TDpWuOxP{wSf>p6%Y(*4Ccs7MTuIG+q6glfwlR z6zDHT3Y$w`h@=R+w#Qtf<~IraTlD@tS?o={D-ntTQl5vpH7?e4?6Rd=Z}S}U+LE0& z79xCR4G}14;;^rs)kQ&~aW|0ocz@h&UCIkmD+a8#cTJ0y`wMEiK5Cd!%hK9!&)hja zK2B9n`7LM>NiRkUyb7XT$Mz+|*#j%7{m*BXmq$OFYtnHn@c1d2Tlc&>gDnZ*E3L(= zWP|$lrWh`wPl@#6aE5xHfZ$!l4Qo8CcUT!&S*%=KIS)LYpXlrBmkb~MiF+!C95IDl z%YugtB!~tfTMDx$LAi*=SAG>ib_fJmH@C2UBqfl z2ygk}!-x9GnoUeqMn=ZP6p=@onxrTPHk_LO%0RZdT`6s@&3pC`+`t?PD9gY~Ev(s|FS7zV^4-nj+qY%22ZlUbzpma+Dzuu6i;oW( z9o20m1FOJx}6`icC2+kg}`J`UgI}>i`iQ*ijuG2I_+j5knl{-&fP9ED7{Af&L z%{#CC;g6PqR$E(pFlAd-**!8+*6(ak>qV2U7~%gQyQwEhBH?@2-qk7jE$LxT{^-h_ z13p9asXt*0v&*SX3(?*?Lq|c+$gfOqsr;N54C*wb)JSl>eJ)bH(;wBhrskSMCnZYm zm`(U&^;F)Q3Bk$EKJ)r|dj6rr_!YtiYgu`D3`nrn(9_e)lL9uBv%R+qi;E`v%l%y3 z+)Z#cOiWyVH9g09r!TQhyoD&tujKuTV5Ol9XL?SCDy-A*9{^O{4yK~23I*ypp2U>VFDE7w`EF;4AX1Av{M0;s0bQp3;1;>0H8Lv3ZO;6I@O$Fn(l~t~ zgr$Fr$n<0A-EXvfz;SicpqzMbsW&Jtjtb79Uz>Nv&h~w|tNY_+{9kwQ-q~v}PF|2x zQa0|jl+pp27!_*U1~K_iLv*64*88-pcWbnW4HYeVVn>+!!CK}#T6Ls6$7xLo?Sk(s z@9iyNHKlT^E#xNw4pPu3ui_L2v&ap(n>v|Z${F3cj$qEnV>0rQqFOWF2Lx%K(e>TuKd-J*zIKB3ZPV!%td*R2Q~pM*g$!+ zCGlf7mi-DQh5Q`PuQ2`$Z{)34Rx=TBoz;9O1vl*e1tm-%K98 z81?4DR7|gLndICFiuRseZEQCS$uB5YiTV$eP<7lncB?R%Jqy`BbOPgHO+YU>BHz%^ zusmJoo3wq0owFg`ku`61aOx_X?HZ)pxYS%pINH%CW_=+@9qxAe-cU)k76)PP==^g{ zT}}R;Os^soI)N|1T9xtp#SNZ0Fc2R;=oqhEu!C0D!d`n&OKZ|R@^AY`iFgX+KC>ejIsP#`PEP7I#EuUk@5Wsr0L3m{15)AO5*(H^1}b` z&Y762v64*BmnOTpi5D0DUl_HBy4b*+L<>^aBP6s}F^Lp=X zn_=Ud=Lf%hjWXneUg3p{Hf(3-c{2vA%k}#z`h-T8y-_(izt9mTC$6nz zCAOBw&+o#Ne^C81@;uLLPw9(65(B^IFPp_y?%_*}fPOAh1^EsKX+bLFnP-W+T<>yl zp_|1N*K=V>cANXhBOIFIAAO8}syDVJPtuUtCddDk(_wVEOk@RgbI5z^^ae^7WR9rK zrmG`+j!)T4XHy3{3~0t^QBj246TYNu*|rB(!nBfJy$|>1k+m{i?YJSd?;Nf(@$y`t zUCYcGQQl%?*y)&`pIu*Ob~I`-W-Xf<@|Ii%S)d8J0hG!|b{r03%}=xF9?V(3t_WFW zD@UYT&vPfP z41Y?brHV=FW5@<}Z<_%{^a09g2WYIQ=T3o0wR>(^eX$ghxD@bDVY?{L(GY8L@w!q; zI$ts@wx)QUlJP8(cRVJJ{`e(<6Si<9 zYU^uDUb#xE+(eV9+HC6_Jpds~F@;~Wvo0hWuA z{s9lTP0cgdQA#RKh*p-*@11{zsKm@AVWQ9dy0x{%-Xh@>>J!T9GK@6lXU zQpn;DG2e0mqG>^LTHqceO&>-DdY-SI6Fr?%SkAa|2d&o4sfBNE9^{s7PqQ|hf~2$y zA{^Bhvr#Dff=G>KmlRubnINMhP}bb?B+qw`&f?!I#)y)zrlwo?G5|YUb}JmhyLPXiU?wm=m@9HnK!N}DX4%K zh_p&8YUx7ANMe3FZST~FMMVZYu=H4)ESABgb4~eBaU-n~(6+}OFDizjy`pBhdh*t# zrK(q5!OvGBK95cKUo1@c>5(NKvtmUjv-P9dNr}1k__72hB!rIEFaIRM6b|VaX}nQL z*=!t1i26JZ&g$Ed3rP}2+a3WOMeDTpRS4F!ljlM+s>>NF=|O?BDn|UnwrU7O^<^`o zTcud~(=F8QvoRb7wN>gRA;3$8;PY-1cI_|*rQa@LsF4Rk3kommh3rD1f19|4TIG-z zHcL%Iu;>6C3t49&4(D+aDV#OSnw{+SmKm%edvMAYzntaYJM6XqOYKYi1N~#7He`;CPbg^ zp8!NC&Jo|#6fRHyTpYut*&^ceo@ zCUiEtru#RR00DDHMOosoBuF^15~!cg(=|=|Yho(GkB-%jY*NvyIQTag4U^ z+=j@Byi2rgftXciId9+oZ(SFX$PZj>l74 zX6Bu-i_CpV5i@yPL~QdW(#e&VgrZ`*HVL0Ouie7FG%6(mWYcX!A|*bH^ra7p^hpNs zv7x!-WCLY6v`b5Do$#HOfU(Ao+N*j3_0b5w^SZ>Q%xS!xx%By&r41g(HyIcsD%{(D zTJDZgy8iYWzMDNTbJ1Ql3y7l6S`;s30d_HL2dXbxPdJoGHyM~B3X`gLrl_hQ*w$JR zZXkIOWw*W0bk77_y#=1=^$)~XP9qbWvZq_pzh!hyFitd6sb4yf`&S)z=rTm(qN1O< z?t_Kw%GCtCrS5l6-lT#{b@Ocd-h#ocJ3FPXswh8S>Nz zy&#+!DT(W{>3JaD_1TGzBWfAFAl6c7^)#cW}_C=iMb|;bs z;kV_&F$Z^U$6+g`J+Wkp=Vq^<09=2<6!omLR;!OLeDRRwTy7fxo7l^!b;5sAs2sx# zb`%4VyxHUSXGa$>Ix0L&ypP4!W4>T=kuYt%7>HJW+T(NPR7G%u8`*eNMYc29L&n98 z6ev4Ab)V_?44NI5rvG~H@E-<M?aaJ}^Hn)%03mu(>w5YBs(S?WVMP$yxbUQ1yp?$N2upt1K4 z0EZ&)1nD$Ev?v0X;IK7@D(e|4mVPpeqtbc9p{APjsg0z+ny31+mcZxXG^B*s*i*Oe zhZIuAnhZ=mEpqlHEsT3Se4=Nji(o8&LF|F){4Q5KEf$56s?2Epn-Ow@)CD>L%4{dh z9F-C}wvzrZR6e}d{&Q=`_G9DR&>wwlJ^$>?iSfq{ISpko1T!ZRV>yL$8q(jrQ9T0kM9%$(5`6CT+HUaQti;Ar#A2zhOX_-*cOSMq zz0CVJDN)(8&o!|+xc8lt=QmbD`|rx}TPTT&yBbroJO5ke%&9#I`5#M58quVqtMEc>Dy51>^-w9^=(*Piw({z(E<|b`g+sASU{p|D`MuK3yL= z#Nh2`mc{5rJs7D3_PTm25}$-a4ENbyt(Lu0-&|~RQoo20;u*^Yz<=~0%<~8Rr2>g+ zrv#P*zNiCE`;$grV*^gTj-D-8LOZSR$|X36fmm_xdrtR+BA4gsBkP6v0jbrBFscDUc$BRO!#h7lzz zx$faH7)oEKWLZy1XQl}US`M4O7oFSJFo{SQZe!8 z{h8?^S0voozLgMFI`1mRMNTcx%ztT9CMLjQ+r=wnS+d40cEpQzu0YVl?MAzcF+uPw zf@gZFmEpXxidi84D(hYJzMg?0tVd+mQ39)pJG4Z^8WWNi#s;Cl1~`=@mSbLfh1Qc{ zbO-!SI3IlHUXePy$DN0-)ZKB{TF0osMfpm#)MQ`72*X7!RMMGQjEvNym8`tkXbD+VyU&tmhO)lzFrSCuC|ALP;!6kXD z|4ta=>y3WF9CX+-B(#HQ3|>;qxyL+jRquRuZV2#F%xKzbBn7yz_(3oLsvB9wgqO1F?xsi2tZd@L0aCfBSpDCYxD`(Z zC-GZgl!a(rK#A->$zV8RhO1u-LY>Mzw)%E!EHdCcA%#T z(-1Z3?};igk5eB%#Kyopmd$=NrN_uB_D{Y3mU*UiG)!_m4g&9gdGv<9e#LL=xh}u> z$IHy9qZNEqRZH^S`?L%{%!Kd;;)6Nx?TT*`iEuh?ANbWFvBi%)(%z?JU-xs~eH#}P zHt~lf_X@0y+|D|JWQ+_O`xcmQ*77jBq?AXXA`+hZC+1yi<1T-j_Tmp}UUwpV!wTbT zdAX5tdhU;sXc}&P8L*mJU4JfKHMfoc&*}S~5W)HGp_4EX`re+)J?y8hbh{9#HIiS*9Pzxth?d1z^`5O5)L6nbiBCl>@axdMA(WHw2qvcs(>9K%JmKZvYcux6jGX z|9E&u`-A|L)|0?OvoY@QMR-FsJ?M;Ps!)&CimMkgMEXoBP+h+vmA; zO8%J>&Bfl-6X%nY-R7HTOEqQs6Ugqr+L+n#MA;Gv_Sz=WhZ@lFeKa~46tfg8ePB&D(a z^BigSjfvrr`H!ZQ%f0yXh8wiv>Y2kCMT*)x4`#nU3ObL ztxsT%#jl`-05|quPrZ6O|LJ6gG>w!kt2m|;q>@#9h&bJf6lQQ5#$jTRaJ6!&yS-%R zTe9Q>ckiA2yV{wYa^Y^?0E>hm!_hQD7)(-hQaoY7gCKZzC%k2oOJ<73@|8>xZ!i&Uo{zkuWk6iin8NOL=_PIc*5Q=7%#T zud|)ja~Lj+yOywzBLmmv6)jcQDoYRItn~^a`?qH zB}ZqRQj-(h)el$W?0a)?D()BI!B4zDE6mDIYOb}5A8rBJE*s>HZPf$0*@VhJnd&}iHAszvVxc^{_Sr$!CO zVU3hka|D;gf5cuG{hpeBQsJ;3i8TYH{ka);aIv$qr$U|1tGIL}dVgoKYuB!A9~~hF zHfLv_UATLL(s;&4y~>b0G+I1V>=-&TSh#a_GS@~BFp{qqvoa}OC~{to^6AxGhvvL3 zl)~%C_MF9l)_osThCsvF{gp)gq zze?RM`mIWTPa9NHZZcGseHn?hSy&MEqQ4hmim1R%dVn3!@G!fkQY|~LZtd&%lj4`9 zL!DFpRY8^oKSq_c_^JnJ_;Ha*i97QF=*wF+zH?E)&l|B2D# zoy9G;Di&TYLj@g^6R>L!c6I z+DVU>mzUptcR_rE$>;dXJ9cGyX|M9BKfr*3frx(hu5Y(7Bv@Y=Dx+|4aY+z?0RaK_ z_V&aGc_pRbwzjtC{l(%*g$iq0@28Il5POfEQDPw=ARupSY+T^1?Td+p^`jg$t#xCL z=;-L(rNWjB2i}i((=*OHVn);*fj}qWbmr(3l@OYD!85m`|H2qi5pud!_f%9&ECd*Q z^fyqgIbd9gq7HLeorE+3@_~VYgI2zv#shWoD1c4rfTxw=bMU%CcR=x{O7AES;JI%6qV(Ptnx=lh&%>~tmYu|;-{%c@sd0(!t=u_ z8Af0`67@MNuPE>^e13J^lDk3?sVz=n^jpJ@o-ciT3m7qzdS;Dv5d)*q)8 z2CWw!$R4U7N5X=Gar$$$I3Y#Z#bLG)a|g(P@RVbILjJFr530{lAiHvDkM+XRQW((H zpspriV&a7gwdQadLDZ^2)2Ql|EweNZR?lL$ojDJg%z{2o0Ke(MA6hR-Qiu(_x4vP+o zqHF@rUwW@UTbuV$J%sr7Z~TjU@U!WfDbqOC>Db9=({Stgr*#U5J)vG>`2X#j@CTb$ zmVJRh41uuhNsO)_bq0c*MlhMGM7I0Fh?$?b^>A{|ZQJdvr?RNui%kkN@>o&R3^*%#fKQW=M3fyZA} z2Wb>BR$|#{h=m%Bun91(eS+Q~6Xsl`=)nx_ot;gvTS&;sF{pfK0V2zrxx&ESB_~J1 zcp7_q)i+;}qoQ7@*UPv63(0`^X@=YX0V*#T?x5gSzkf3NT!>X#nh{9o+B!PqfTf5Z z5Z2G1KSy({&5O)r3S$!!!%+ZidYTEqXR&5xhq*FSTwL5dv>j^({CXvz!LP6Hp=z=u z&19u>$*ZA`fnPqisqv4YzT5un*x>`r5v1J1GgDUA)Yv>MEjB2(M*}>-b^UrnFbNwm zDe12T^S`zCT<#EGA6-iE<@v5(0Q-Ux+yLSS4<4}Iyr~MkUxX{yp>GN+yD}-vA|y;H zJ}=dGINc}<3k}7i(=MdHwK0Du01H<+Ca|omY#D0yw|93*!QMe-FkX$3UHaF zUMR#(Q%{kWi(w~WV7LXudOQY(hHv0=z>n~Y_*&)*Nl#Q$Q&Vuk-pJQSd7rB#r;ku4 zfbUEUtKBq2B_zT^$T;x=8khr#=b#Y$-`j83qZ9CW9&bNmQI2ujZRhN^kvZEAfPq13 zM&D<1?$B%AXTVbx0+{X-YQDpuIS4%7&sHYim)*q_%`wu2R#30RDk*6IMj#Xr;*(r` z^Wu!Cya2;E9z%IKIsb}tsQjOUVvymRPaJNpETOulD8;Z3=j)l;-d9tjkd~Ha6%hCZ zAEpAf-VKVUn>kawSYvq%Z@^qYwUF(vVy|g7Pe>;ZJ%Hr|ZNEy70jXP$QFajMO}-bwi)F4rw~e-EbUO;FIiq(i88xr&V)q=S4!;IcU}mXByW zk}Bq`#z`Vy15>rVvvUXf!dRC^{a;yF0iB8p3Jsl|c|FCDs?*lh^pW$3=WVBl(8K zta`tCYdj7b57tJaQ&OJhNl8f1!NPo3sj(q|rA|gIH58Ej-*ULZ;?&gCY~J8~?1hEu zg&KC;8lxzXf**3utHxGLyoQzJ01$M)KaZyPs)c?3OACfI=+{fW!o}U>dD<7X-@1Fc1g&)+nY{AaOIz3>~Me-HMi) zHTp;o>b_8=d)Ryuha zD>ql>ySh}X_kZ0#hJtzb>{Kk>U#*y!n8$yYQXCG~_44&g@lex{rIxV$`vr0q#A~$J zJZxxHhxY!77&9{>Pp6;}y3zo)G(%(wX2Htyn3$RtXxY=DR!#(;IYU=Gi4ZH`3uL+_ zJa~M$X*f9*V?O>l_Hbv*9AFR3yJ3|}Gvq)$DOJoY$%tZt{2zRJQDSJe_e0;?+E|(C zg%B;Ml-c*{(hZ|Urf7)h=;(5{9oAUhr;%W_nI$DB#NTj-Upub`c~VUhr+_w5O#|vO z1dks-emPZ516*(TfK}Znf6AdmyQwCEyb}NsXsCh#qshg!wI^GzV2EJ%om*%{%*TFY zWqKP70NWzJ^&r=>llb~X#e45l37EjiDpwRSpBpHl9q1{SFb=#SARJKK-;x|+5iU!0pq6!aHd=B z#t-c|qad+NKYRPO-hXt7extJ+D2KsfSTh!!A5scjJ+XlQgTL|es$*?cAvzZzy9Us3 ziDTDWfo1Y4yRrZi`QyCgay6X(j-eZI*Uo_$@a5*(=d`pmVE+MfR42MAfh(G$V}yW&?T|pNR>bn!-tm#OxVY*+@teMj ziwlDF7k-g7^&=zG8|WC!K=luubaZzs*xU1A;ZyrnS4&DBO*r13r1Ugz_mQ;v#ZHZn zwGI@SI;W6!im0!?sW;qvad82SxW1Atlai5j%VcNG!x*J1w$N1vH9cyKz{mzaND>d( z7%vOEO2rclIjB0I7Nt*?+4lA#pc?u*HC{r-=8XHsrr##R#bvO)mD|Mn1E*ROKf zu-*t0uH(IRi$ZSOJ8C@ze3@@CyFgok%7zBDDKxG5Ef;X{LnEU|XhaIeL@!tF5A60_ ztI^hBOJycYGc#rp5!8fj@9mXnzFF=2gH~@Iby$&e;Ed0B?Emxc~qF diff --git a/GPy/testing/plotting_tests/baseline/sparse_gp_class_.pdf b/GPy/testing/plotting_tests/baseline/sparse_gp_class_.pdf new file mode 100644 index 0000000000000000000000000000000000000000..c7bf8d8767736d6547909d72a0d99efa4b399b00 GIT binary patch literal 10914 zcmb_C2|SeD*JN#E4WVKxWS@PD>`Qjp3uQ1EVHiVd%2J3oT7*c*Ye_`5QuZwor6g;V zY?ZxD$?`qVNa?Nr`~834?;F4SyU#t(x#ynkIrqBfNSSHtDk7B75UHClpn2sG1QZUX zIC(%+RG=`+V?HD(Op8b(dQ#k=Ff*bX$q$MI5X_;fst}U53y6qcH^J7_$%EufgW?!C zzyunNMD>PZz##-?Mx{7gkZ4dlfRwf_K%NvxgTnN^0J56jd#&%iKGXpU(+Q;MSXJPHB|%}jo`9s)31aHR)U)nz3YR=uiq4IqX_YuW6s)-5d{F`d3 z)pV_-T5h(f3b5{DNjKF+isIgno9bFtuK1jtS9{U0#Id{*JRi6+syN%-O`nPh4z^!O zxcWt2Wo2o2YQD_0=2c!z$H!JX(^87QYLv75`7;t}yvL%wX2YILn0{S^mCeiq->a!s z$cl2mVOO#8vEtjU>EP<%1)YNnWrFXGitg08-%+u9lQClJO+2!gOwT0^1~0I%tPF{l zJrr~?np3(IIsalj;V;gvglUBF@h^|Mzg=J9oDcq*=J2i})H2!k^F_mo>w$8D{Y_VO z74u6qo+UL~>n38xEjw;#KeSVj`iS(XF}rvNd!+3iO*%kH;62vQuTc_T379w$bZlJ)&j&%W=9+Rb+~Wmz2~uGp1a!p`kVbGZc3zXrtXb* z%&;w0A;nLOhS2+5lMtPIoXh(ji{d8n-QuDj!asF#D;MD1WJhz$*ab%L2cs1}er?km ztgk)$z|mi+(n;Qyo?F$$C56zNJYVJX;P}17=aE~#p*wE+*`K>R@0E!b!|o|~wKKsB zna(afk|)(Dey2meNqnrWd+hXZVS0?zo6BRHB+qwI4VH>4%x6aj-8eB0j)qfqxw|YY zGaQ`HMuuO|72j^Z_v7cKDVC4zydPm%9A-*U>E1EHZ~@o4hDdyLWlGuZg)M5T zktI4CB_?1S#oh;HC{)$H%%Kr|9KT#!dMPhj2qN^}_t9$e*uRv@@Slt%S z#C&mGk(>#__(i{xM}Eoa(U$LXjQt(`6mb`dMq;h@j4R^q{4Hem3~h6hl6}#Goz+sG zrIp3(eiv;Q_m|SfShV!5M>+}8^8yDY^yA}7!yD}nn(A`&cS>Ez9L)172vZJ;T#|kM zrdGw)Z=+~$TQ-wi{BvHElvlpz#J>DHy$xpDFKjLXwngGmNtB0OoBQm z(FP0B(|k^z{$k{M4iN}blM@YhwfuvziQ*Qk4$j~ZdJ3V>x2)JoJaWIH$Uwe^wlLe-ouk4(@tu#*r>#bx4#5m8?6M=#0(XD9w$N zsXF6wQ^=*=C*rDTG~z~RccW4tv;4DdWuZJOg_}?UA;Md?LSIcbW!Cz3$v7AGTp_cw z7apyvb83sf7KuUl9TH34S!>m6Z;eTMt8OXqIIgGIz0F@UtZ$pVSgz;5@eA(tTU?PP zln_q|b#q+To}sPzh2+58E0#NFOO~tt&d`0fN!c((H^J-?CcJp`FAaVNb5sYnDR&fK zlt!X!)F#g$XQ7P!8$xzPMxbeXWSbOYI-s?+#boI|VoBlU&QALS60a3Gx7faL$<&bj zj2k-Q3Jqgn?^c%|o_@oW1!)k~thCw_YMw&Y%sF*HRz^|y)CB8kU8cwEJD>NlIY#?z zMz$mjUvfAtF0Ww;`l9jtBApUWP<>@MTii&nh~Xv;1uwC27Ui5^X2$!=OrPw!llfA%HL)^AzTfqYw!ta>- zqg=61nxTGi2eq&U*-uIz1~5CyaUX&_2novccC{#Zf>sad9JG}W+_m=R>;x7w$o0BV5N^?QsLpU`lg8bOUN+gSQOp9bjShx-sdvJc6egVF&^tUN>+k0F zvds#lF{j(z&bJ5@Gh&j#lq6lVWRvS{CS#e!qL`7IC!XIF3~cEVD4MlGZJiZJ?XrzO z@JPwX%%Dq*4^3u^ikL;SpS$(WvlbsHR$(#w+&!~owlpEL5oPQbo}*tG)tf0KNzv?d z(bU=wAv;2DN*1+B=gXKcab^lii6VJZB62S3a@@d+4Jl~HkjIGiX3Q`Mh$5q2X6GKx6H zrox-ulu$yJ-YUl=ZN#m_$9+4(P`y(CA&0$W{py@%XW>;r?rT~mJ3NG(8>}7~Fejee z&zs(+yAjT|&nkV|6)QPdYwc!T$GX#c02SA-dutjIOStZo11s&Jg|xJ7MM{$7Y9_-@#$a78tQpABE(kNnAA*ciM#nu zNt?U2)+*-S!kFIBxbeZ{lxepQzLIiYXY%vC&sFf$?5rp~tmYMvmv8W5FsHO%-z(r- zwfvlQu^~OV!__S`x3M?RKzU*?IYoYQPvy&;!VgHV0M#1?S2^-ZKg?J4W;7HuI!75O zk34lfW0BjKe#Jm}(~IQ2PSXb4Dsu}PoV)^>^Y?6foL9;Xq34~4R`5trEcqga(^h>to?ZcS4)J(wp&@x&a=<% zB*~+DXu?)*D)&&|q=!pxqgAJ6-}9FMsr>%I<;Bj|yUQ4eST}FMqZ==oNq&aEQ9alvkR!_wLLckx{JR0#xv z>plFXdn$E=y)y*0ZRM)^dz6osSxYTN*a|;a ztJfx3R(;~cnf&ESdiRj&1FOE2tRp4L$84mguO7-8xUoDqIm0w*uo%M}A282V+B=|Y zCN({M%Ag{dhh9=4Tr@FzRK~Jr;O-OGqiS05J+0g1CcT3uA1$Xg7c{(-+fP2qp_4oi zBV_e@x@@weWgz0I>(QgGHm{ZXatbTrGal`>p^uEc9ryq6ky1tX@J@V~mEFB}mtT!# ztd9cMBJ{=)-k6C53zZk)JEKI93-J0N-}ct#Ead0E6q&A>>PXtOQ;GX~#_xqa$-AH) z(Grm|f0}G?hoJH9V(UF4p-$=E&Em9lwi34Mbm&u6o1NL4yV*K-Mg-)tp*VIlr&f$8 zS&uYuIUPCMvGlS#A=7_uf>JKG7&OO47kDo_ubrj(>63e6eXL$Wr;Pr9vC50X2mkUP z&`lOvIQVi-le*;Zl)sNS^hIT#$QJjn%6hgzGVc|2tFJvijI2K#8C?(6 z7at^A$KI8jA3P}NHG_+?p1yp^-YkEHSsmFVW2G0V?vSBoFDx+D`0kFrYhk&XJ@3QV z`ErpT1uF)N)%_ zoq0pwL*?7{8G3PxTC+Cz?3%LrNoF;?{=tR{iCeja$75nHSMIvG%zN3w<&(VUW<&DV zlif&pncl9!8yofpq2?-tug8g#hhZ~s9nWoVcmB{5jWC_gRWBlqOR<>F+#Ao;uuQnt{i)(?|J-{65p$O~ zu4yjpxy!bvYK6DTC%r#d(cmS#$eO(4(gv~au5X@pxlBo4tTU(K*4Sz4QT_+MOy<^Q zH8vYuit#6zds9<~TOl`w#(Qj%Jo~Ox-*UL=dA>BNu2RU@JN98SKl{^7&Pm^uv*+mrioaDrDEtdM)LBrEzMeI;cER@sQrpeUC1AOlp#D7?{@gE!p;mUw9bBn{xm9TXFgO*QC`I z2;XcAUr#(f(eBMh{Sw0Zarw}Fb_}BOlVMoapmig~H(#i=Q!1i)LhE_T`~?`im~-#N z`8%aG)#uI2&Qy11E&BvPM@~c{onCd!@W^(}tMe8p#=9L0#&ZrWF`XCnJcd7`>~(;^ zoEz5eG&Mh8vejCT$5iCV;jqRu)`6~fy3FLss)G4tdwr*a7sMd=n!$dp++$mqj6zrz^od~$(66Mdt7D7&1np5B@j=GrL+24R!Y8ga2v}F;E6o!t^ zv~SF-&9xOPta6<(*-mM_eeIO-!<|RIoI$lgG#n*f9p-)MGoIP{A=Gg(_O`=2UbmuC z3dYbh&hm(HliQT~f@YhZ9;Eo$VEiZ5%9^F_g{;)!{_|-)Q#EhCy$gQ#V9VIikQrEe zu+p1DZ_cxkgMd4&?bBnI#Sa}4aBWoUC+4fQnt%A374h`a27?Xn2NvQ*k_q7yes%Q= z2JF;ti=)eLUrN%eg1;_tKjYF=t5`ID*Gi$NH3$X=t-NoTI$U#2Z&EeiMR!HB;rhz* zfN9P0^hDb7VomVL5#-C665CzpH3bfz4pyyfS_wR1JoM?~)Pd$(OObxT-3lFQs$3fu ztJ&JmoD`n$O}qc$t&4C_qA{fMmcB}psLR!(O>Y;Zh0`Z`=RXWRpC6ukK0om`qgo@= zI9K%Tli)ow63v5(i(d=pYsBZ5(@Z5kpLg#5)XLgVCroXB{q-Gv>Fc`#;)j-0mzQ&F zhIC{vpO`F5neWf;oBBYUq3@lpQcF{vln}sQ!3^lF43`GqlPI!#0W7ovEVKeFv@BIh zOY9`}4~O>(5jbCR%m(&w6pGI?tE8!J3n_HGH`~F>f-kGs>@vXN7-~(N&tUF^4vjvV z9S(mh`os(NX8FW6>;1Mhrxf%pB=VHvi-Lt`kqbL+XJQsUT|T$`^)+H)Y2f~w;XA^f zOCulC!prC_Ct{YZww&Z%`ScDEbdp{*lPsv)e}_l4I{bDA#q@k+Uuy7`ptM`5OVgB^ zr!%`=86@RK^ZMLT3(77(o}gCxQtv}XcXu-7qwKO2-^(VB9=W|;UyElSq-A%H=egB< z>!*BNgrAng)XgzhLx>ySlG4tr#ki>*-n-CM_Ofq?lts0HM)MZ>*T^ou`F8B{o%y8` zpC;+S^j;jNm_#AZ_Ls(!5F17E5#@RMnNp|35u7qCQ{YriMsAF#(bDqgmA;UWUhp3E z`|aNM8&$@wA9y{8f#Wc1*Q|*3_pJYRXNW@Jz}wj$7ls&fL#h^nv%ki|C-iY*&B;_+ zvBz{xe%NmLLPd2=CD?%u!=O&7{;Y-(8;NB zo0POD-+*+HacS-Fi}=#8q(n`&G24*mw370LZAP}kg<*4YMB(SBjZ-l&!R$&64(7p~4OXD1eO7SX=fNicDK4fAPPK!>ks5wJ$$9)5hntG@FMKP@O?jxqI zW=Q!hzAcSx7XCfWNe!mi(OgsZ?cB}x_`66VnaS}@(P6uccbM->eo0qUC%!JSYB%-OlA~%ANCI&J8qHpX`VyQG$6ot@1s`HkAL86ect2W_#*tumvM}SKrNJ$ zWu|hcshReZ725HRmBV?RJXN(O8={1DPJP697{aITB885a$tK2KuC;>ObM;OC{cstn zZuq*q3RwZ-aAS)MLW6j{iP-!UV)~{ z&!i_67d`EH?dT&WeJDg2=lF&kBZi?3oyt~<*9^TcHJfz8pZ=!WR5Z{-lp4UwuhrtX z(W6}07`Ww5yI{indL^h~T5%*j_QS)}tzWlZotjlH@gCak5wP2$?L&Jn8{p`LItO7pKBTlO(EwvC?JI2Lk%U0v*NJV$}_8F_A| zrZ?Que^?kyO#L?tqX@`fR^DrF=*RGeK)YKb;(*wbF$!(Uo5E#oHMBL>~ zH>A|w#YUoxf<93lUhjWj<>}!zwqsfeoBhR>dbm8Ihx+u2Q<3Sm7FctsrER+PK!(;_ zxXfl=CdF5wY(v%CR_3KvkoW_EV{tbwji_<9E~#_*%2 zo{IV&;6I|a_ie_0$T%Z2v(1 zjE-PVr3`0Kx5j4Q6Snu~T{5(fmNIwk+Wg#Iif@xZ{o^V4`@p7Sy@NufV;{BMGqlA! z&++e-DZW2?RjBa#;>|}z+fsR@>6Fs*acylmVM3h&$8+wqJ8$nin)+>Fky(i;UGxtI z1yhy(YETP*CmJIys!O4I{YccIaBG>r?l*eozD>MGGWW*VF^%j!{4g)SXBL^S%Ja_oVP@QhAlC zE}7~_15u#xRfhgWX%Lu>H;^0!^S>%85STXE)s+M$Z-LaS9Tbg)!hA?nGQ|Z7Y`n1J zBq{|8qj&@I(~eT07$g+t3Z!YF7&H{-2MCM-&`D%BcN)|I@;%G_gE(Ltm=WF zf3c%6F_2*cC<28BK0*Nh z-x_4?Jqo}D8%SfVVNeJt0uCww_+qhmfDi!>#o>T4km|<(i{ros_!5$UfdCDP1>6XO z0f=BxP#oZPI6S}r9C!wM@I4A>z+oN-%m--_@C2Y=g@HXo7!(cy_8=3WP+-F%P>i`4 zK=4%>04}gD;~9kp6oF?n435C)2{?dX0FFf<0RdOnMFZ<%kbq)3EU;%Z zB#4J)C;{xj^%+J36$tPED3+lt3^0eGlr`qSp5bZWN@#EZ2UP^J4T=W#Kx5biTyC{N zFyC$VgVgE+z~CwgBp@*`4Fhroa1L?=y1|;c)_TBXz&}N+T4GQ@;{YTCAR6ckfFJyz z4`P8phBE<_!0`_%AX9KSgz@e>0Rol)U2C8ttoi`x2fsFkt^vOQePUf>_ygz@YmMP6 z-+cn~hxHBQi!lahfWEQT7?Q&=fZhRKK_B=-Bj5r1fqnr*`SoqhC)RpUDS+J}j2?Vm z*BG{5eGlUNXrNz!Rt0;9A2AOM+iN=w7&`&wF$!J2hg-mMj3F3j5vz4BtFacaE#n0v z79$x|Ly+%57x{g&00T7RAAd`>07WZfX+ZGV}R=1X) zWkWD$BI5-Z(lwB4sE9u!BEX0U(?G1D0nzeL^gy(Av2)#y@RP-LoAXcLdOex}pUr9= z6%5>#6}`yb{y=5b_l?^Okovc>rvLTy|6}L<d$fk6H{TG1;oWt(MvSbR6V5cY@;y0@R&G^VtJ~{hX>qp}NVgbNfIl$rS=_$q-<} z{Qd*>Lkti-T%kW;;I|9@px)nM0H?sd`YQ}h00Z}LFaqEh;P1y=I02;o8w}Wke}mzG zZw>tYoC^mI*uTM0xZl=*BjG@J`*kh`1ID;tVFWA+h;{#f;eo^AKVWzSuqXTjh9dxn znSa6nhy5pv0Nx?}0}q2i1Mv_1{ge$u0Alz*U|8_r`cD`d{+nKaBg}7d0Q)%LuHf(I z8d$>by27D>ee72}1RMdJ#DBnOR3h1vL}k>H>U+CVpbS?w2dXA16z~gR><<>?I!0Y?&ml2j=jQ(ega0Ge<4L;wH) literal 0 HcmV?d00001 diff --git a/GPy/testing/plotting_tests/baseline/sparse_gp_class_.png b/GPy/testing/plotting_tests/baseline/sparse_gp_class_.png new file mode 100644 index 0000000000000000000000000000000000000000..027345f88d21e307b4c5056c735f0cf35326c351 GIT binary patch literal 30575 zcmeEuby!tf_wJ&%G%6qVO-XmBG@BGeq#LA5T1vX_ zT%7N_&%M7Jzx&61?qByj&p8}6d(E}xm}8Fdj(5CseSEGULxfL_4?z$S^64Wb2*P53 zAWRJeF8CzY>76b3fo=Z~se%CicpzSX0KZ?ceX3~>K_mw7zZlsPS!NK#03jbqskp@d znRN9~*{i$QK8T6=L&JoD`IfYaLbAf|F%Bgu+o?{W1;6==A}!9y^V$!?QzrwtLw_yS zUybNJD^Gohvo~y>F-)W)iD5$25<+1Z|%{oNTK z-V-m}uN010D(T(l15BKcN&~2owBhv_UYyzn=R4|6l)~SmTF*BgQud2?;$K z0n6u(j^&whF{#19!KEAXPBrDmUDO3y<+6ChH=oPO24*TG(oV6Ma89(L#ynm^Q7a5=0V+W)Uz_{NfF1jVR_G!ebpB)KIi7O!YdbnMR@ro0og*uQAK@{$1!$Ra494 z(5_hi`I!;DS$|UYy6tM+>EDieb{cR!LZi&bp_e7eBh|)pO8sVoy-Q%uWr0L37frp|k^KW&RFL& z>a6_yd%;DDii**{tCItWXchzTeVZq$?f04pxHNR1NY2KWwFsL9+4oZ~rEzp4wd2Dp zgjfpJC#sd5r#&kV>WP*@q5dnZtgI@^%4zkUCvKII(a~$Gc|~gQ6fRD8hzk;@Cf3b= z6&tj-xBu0w`^J3h*4v#o`2TgRH{xS+|GJ5tn?tmOH}k z&nJT$$2&J6&BHlbXT1r~0JD5`T^sHl6h|dbj1R z@d{Zad2pJ(<8CjQ3A&kpU04}Z&?}N*>;%s;Mu`+QHpdx;y^tC1^aUsm#Ref z4dKm-wW5ZX;Vg>7L0t8}Ml)_>3neIY#qi2Je*AdK3j8OQ*CZ4~9zL)|fWNw4xc7)1 zEQ2e}%B{NNg{`z^6r3k&YafJA^UJ!rx=xMo(H9*#7wFauyVov?h~zmIG4hvtTy!;5 zW@bJ~dlF(kq*U#+t_6RcpPxTLDUJ)iU!s`y!GwL-ffyw@`3e}k@6TxIf`f>5Lil3q zx+iW|kD&J={6IUEb_=rbw@XcWtV_Lj_6KwgX{)Uj>gYu6ZbFg>p1xc3-lt#9ZulRK zG@O@97t!;){viBj?z_M^Z0!MV!qVd6;x2oTOStdEfd5v_xb^Kl*zJ|hWa4FHY-VR? z=OZ8>=n4)dR7MHg{eG&9qN1m_k>xQoG?Ygc&{WFYg@lC(!e5QyHE|0Q zbXb0_j9Rf3l0z)Q%Xuo2M2%M zMdF7A4oXCMW`l5F;kuy`TFiZBI2r(dD{^ShL~NtPsKWuI?ea0>*i0RH`4Zu#+LM}2 zn^mE`Unmt_ZLa9?2bF>}6j?1c=hDhq3aZNCOZH*GcBXA>&m!zi6!NTsrcVPpi-pMP zIMtJOmqm{r>&vby_NGN2=v_2nO*PTNj1Ajs^1_ot=usk@#+q5+gr->NVF^PzbfNvlIE+ zK4VvQ>ep^gO}<5+lDBI> zZ^T5z$x*&Q>8fG(iP(wkW5>EsRbg^kDyMzQlebH}H~Lpk6Ww0+>{2ClSSV(>dL!3g z8fFz$8;;D!gkr%U=~;8XyN0fRMijed>YZm%Wn*fZnr1Kfbps4y7lpm}sba;CeqRIF zWx9W^CCG6p!8vhnZxZb|K(4Nn0w?UDeTnn!Ft_EDfQY!byerq3%iOHze}uGmcMtm$ z(L_W>4(06O)nLi6E;!KOlMqaH>L@9tYL*)3R8{?=(T|IbjfjoST}pIUQ+%+U9vBqV z;}SeLsKTL9EP3zVJrl9QNo(Ls=H>FJKTdHvoR!Yr0nM`o^Mi)Zl;q_L{4-dR2HZJV zS^FdIDXTnxo?OhWC~0bGxqDt1HO|Asv%8X&#LB@TZ!uChv=FVgQBZCa0*A;u(K>UJ zPG$K|7Fc4h(;A&sy5G5T$8F{AtQ?PD#ne&#$^!yAwL)xNxcEzXdHKMwumkIkpFf{VNxgM8UxODQCkII!APquNUo5{x zt>8$hahLhoGZCST3W?hNvAn6R&nQ&tdjdUca$NA(LuyINJ4=11RB}n;bweh-r(=t2 zx9;3&ai=YdmpvWqDNav+1dNzf_d~>PGTu$h>9-K%(`)E`43?k*{XzdZSe?f~6f28y zHp2iaYm2GBc#+cIuhi1o>RuTc5wW~pIXz4yIFUS6=l<-koc2-Orl+Fek6<%*UZ$0; z*=86*<%7p|J$NfK^bxmOPTI+R*?95eH5P!|Wr6efDJdykr=iKar<|Fclk;L{sb}Ql zHGVg6|KCnEdmtp{q0vvI{R#U{k0gYvyLKi3c)K0f<@IC!rRN@BfnI|Y0mUiO^EiFA zq=R{FYxXJ;70;uF;~_4`xkn+3UG9&_$YzgcN$5vZ)pfy|{Sau4V#+FgA%=boTrfev zDz?3&V{a~q3--4wSFWJfE5>(6O_I!70?Dbl^?j~hz3MO^FPQW7>kBYw(d)|by@X8< znT{xq0Z>~MJmai>bauQqFr=5le@mB`Dk{MU# zb%uNP$3#LEWPX1V`a*EQi1~%TKQ0lyxQ?Ru(QDw;jF(Qmk|;U}hcA8s0oJ3N7w5z{ z6Ggg0X#IqiruPIxy}il0HBKv)4QB+BB-4apsIMP^kT6O{QK zLvnK*bJ4>)Rp{;<^f9w=+=RKMo#)Q?dl8Z~yE1VsVm(rMk-(d8at}OfxsNE?)VV z%-;g?Z4t2(neicQ=<+F7NJ%0${FO2tOeNv-A(gWiHaXSJ~t23AX*-f_f@Jf z(>HhCLxx6nQ3zrE!hjG0*rZTF)nq0yeNkT`*20*3vYb0fl*PqtyFL1AC6!WT)l6;A_ele9C`;&S=kS24=w%vuxMX775mUPTYPVrtnim9GSK|M(I~Qx&AauFS^G~d=-RgZkFmR55WulC$YMvYh2c=o46VxfVu20LzR!R6)w2W$b8Nzdh~(BY%ObG% zHpz?5?`^NrQI6i@pitX(Nc&s1`p8dou+k*{ct1GYf7g5uy*h@wK&gJWsOsSnUPq*! zPD+2f$mY(TLbSk!aB7HqsOjv9Hh;E_v##3>oSf&}SC3K%Nxg>Ei%~93K zTQ_o2FVk$bvCrJIdZ&2Unq#=WIdW=bUHEyS7@oj#h=oSxCx@z!-V`EU?O^P zR1-{lS=I>lR(?Drr_VFn@lf%T9+g(+d*fnbM6{lf{b9#u7UAe`aJN9cw%@H~ZI~@! z^|@Kdur=H8DhHmbhSD7*2pxmd;^S!z-t{t+dJ(zfnXhxbWoug^u^@dSaF6%bX>Kqd4)INVo|Uqx1~;gOC6LX>EIIk+>EcJ`4dNQ=$$`{8 zE}!|w1Iw*jZ*^5MNlz!n=KQ)#A%+e4;bJ04)8z&RN8H2AS6D>L5AXaGwUJi zI$O6pYYj1UT=}UIl!py93Ib;&%@*lPzC*t`*s8Z4Uei+izFut3p|#8a?eZuooL~)y zVnC&l6Y$5n38-tSyS_Edt9c0lbYbce&mP ziTdi-8fMlQPEE*%(+|us`*aTfY<4|lZ2FZ!%}?6^>jWN^5k=}7H>ZQ+GA%KB`$-As zQk(fVL$}+h`=5Dx9aw-|Hs)Te6Lxm4e0CrfZE8Ecp%x8dOcsL=gpv8REkjWKPye*~ zMr6%n?>x5F{ej7m;ODO%O#3_IN~1gk2{v8t6G|(Wp0L$9ze~JW6QSiOQUyWvY`H}> zHk$Y4JdeA!?rjL7>@;@7fabOwj`!pPE1SHQ{2~4ECnLja4`+B382EErV zH|fwq`d;|mPR%=r&XcgL2{ximG9rkhN?gFI>>KOUGCY$N>5%mP6Qw|yXSm6y6j zEP7f6Ton}Vm7ebAnO-gjErBcVbPL~oG$CBa;%B*|q}wL8n1g-P z!BRtQr6$;rS{h^!WFiA$c<5W4-#;697YUL*8&X!`L;tB}v_;dFIEDHm$Vj+<#JnW& z((Jj-RP^K}s_&+hwiW2HA1Up1GY92iLdl-kq{-n0zn*8)bDcgc-%I?qh;_`goK;$c z7**}UIu@63an~=m+q|I8!SH-AGLq6y&2g+>(?SkbKpf;3B)kIR;|0?fR%tpcGI3!Y za((tBFAKjP-VMqteIhwMjc3O#A~S2?)Kz0x+tmDEUg|tjJGskMhNBQ4@)-cmn9#T` zu-AT~y*Co(dph&2|$onIH=3 zBr`{AH=K;))*U>qcOG}n4D0n342}}>!;MP{HH($1p3y6g6~8ad$m{kLCCj$9JJwL4 zsRPVr1yUA4?~G-C55>~zjyxU{Qb786s>{%EU_qL_klhx0Ro_PXiM}(LC<)jB0oHAQ zE6|>&LtX%`Tfb3-pfa$dyOpgx(-J+6LInPZ-$nxPy1Sfkjo(TKUH%^D3)DrA!mO#- z0Z6KBqt>nJU$9izK%nc*J@`tFO5fDp zzQ5Pp{`Rmr9v)snCTjX8x^M9SZz!)SX*7w&|Al=u*~k&SLTPe$?{_&muUM{noCIEA zhC#5vyh0%4DxSJVhDMCYq5vIrd0+Kc!7Y&~_6}#m5D1X&=Od4&lJqWI0(3SCFY3W| z41zGr=1pA-ymtG|BNOAr?v~5sC!TB=t@d$@&9%P^Fq5s|oa(xF<28x=3*(DNNTuzs z)CH&LpL1YgQ-Z-GKQS{(fR~0gZ>!8>cbzQDguY7d