From 179e96fbea2760696ff27b4048d722083ff22cf7 Mon Sep 17 00:00:00 2001 From: Benjamin Bengfort Date: Wed, 18 May 2016 15:02:58 -0400 Subject: [PATCH 01/32] sudo travis --- .travis.yml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/.travis.yml b/.travis.yml index 9d066827a..0d3db737f 100644 --- a/.travis.yml +++ b/.travis.yml @@ -4,7 +4,7 @@ python: - '3.5' before_install: - - apt-get install -qq python-numpy python-scipy python-matplotlib + - sudo apt-get install -qq python-numpy python-scipy python-matplotlib - pip install coveralls install: pip install -r requirements.txt From 042e62087d7ba979e9639d6434d79f57792b7ee5 Mon Sep 17 00:00:00 2001 From: Benjamin Bengfort Date: Thu, 26 May 2016 09:24:31 -0400 Subject: [PATCH 02/32] travis fix --- .travis.yml | 3 +++ 1 file changed, 3 insertions(+) diff --git a/.travis.yml b/.travis.yml index 0d3db737f..008426c61 100644 --- a/.travis.yml +++ b/.travis.yml @@ -3,6 +3,9 @@ python: - '2.7' - '3.5' +virtualenv: + system_site_packages: true + before_install: - sudo apt-get install -qq python-numpy python-scipy python-matplotlib - pip install coveralls From eb26430ad4e03be3987b065cf85cdcd2605106d5 Mon Sep 17 00:00:00 2001 From: Alain Leon Date: Thu, 2 Jun 2016 17:17:39 -0400 Subject: [PATCH 03/32] Fix broken Travis CI builds (#20) Use of `system_site_packages: true` has been deprecated. This builds scipy in the virtualenv. --- .travis.yml | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/.travis.yml b/.travis.yml index 008426c61..4147cd431 100644 --- a/.travis.yml +++ b/.travis.yml @@ -3,12 +3,10 @@ python: - '2.7' - '3.5' -virtualenv: - system_site_packages: true - before_install: - - sudo apt-get install -qq python-numpy python-scipy python-matplotlib + - sudo apt-get build-dep python-scipy - pip install coveralls + - pip install scipy install: pip install -r requirements.txt From d338465512e3032119f9aa965219cd6c341d061e Mon Sep 17 00:00:00 2001 From: Patrick O'Melveny Date: Thu, 2 Jun 2016 15:23:29 -0700 Subject: [PATCH 04/32] Add get_model_name util function and corresponding tests --- tests/test_utils.py | 53 ++++++++++++++++++++++++++++++++++++++++++++ yellowbrick/utils.py | 30 +++++++++++++++++++++++++ 2 files changed, 83 insertions(+) create mode 100644 tests/test_utils.py create mode 100644 yellowbrick/utils.py diff --git a/tests/test_utils.py b/tests/test_utils.py new file mode 100644 index 000000000..91165ddf5 --- /dev/null +++ b/tests/test_utils.py @@ -0,0 +1,53 @@ +# tests.test_utils +# Test the export module - to generate a corpus for machine learning. +# +# Author: Jason Keung +# Patrick O'Melveny +# Created: Thurs Jun 2 15:33:18 2016 -0500 +# +# For license information, see LICENSE.txt +# + + +""" +Test the utils module - to generate a corpus for machine learning. +""" + +########################################################################## +## Imports +########################################################################## + +from sklearn.decomposition import PCA +from sklearn.linear_model import LassoCV +from sklearn.linear_model import LinearRegression +from sklearn.neighbors import LSHForest +from sklearn.pipeline import Pipeline +import unittest + +from yellowbrick.utils import get_model_name + + +class ModelNameTests(unittest.TestCase): + + def test_real_model(self): + model1 = LassoCV() + model2 = LSHForest() + self.assertEqual(get_model_name(model1), 'LassoCV') + self.assertEqual(get_model_name(model2), 'LSHForest') + + def test_pipeline(self): + pipeline = Pipeline([('reduce_dim', PCA()), + ('linreg', LinearRegression())]) + self.assertEqual(get_model_name(pipeline), 'LinearRegression') + + def test_int_input(self): + + self.assertRaises(TypeError, get_model_name, 1) + + def test_str_input(self): + + self.assertRaises(TypeError, get_model_name, 'helloworld') + + +if __name__ == "__main__": + unittest.main() diff --git a/yellowbrick/utils.py b/yellowbrick/utils.py new file mode 100644 index 000000000..d82b5c299 --- /dev/null +++ b/yellowbrick/utils.py @@ -0,0 +1,30 @@ +# utils +# +# Author: Jason Keung +# Patrick O'Melveny +# Created: Thurs Jun 2 15:33:18 2016 -0500 +# +# For license information, see LICENSE.txt + +""" +Utility functions for yellowbrick +""" + +########################################################################## +## Imports +########################################################################## +from sklearn.pipeline import Pipeline +from sklearn.base import BaseEstimator + + +def get_model_name(model): + """ + Detects the model name for a Scikit-Learn model or pipeline + """ + if not isinstance(model, BaseEstimator): + raise TypeError + else: + if isinstance(model, Pipeline): + return model.steps[-1][-1].__class__.__name__ + else: + return model.__class__.__name__ From b2218fad3c8e9baaffa686b6addf2054ef69941a Mon Sep 17 00:00:00 2001 From: Jason Date: Thu, 2 Jun 2016 16:07:43 -0700 Subject: [PATCH 05/32] Add get_model_name util function and corresponding tests (#24) --- tests/test_utils.py | 53 ++++++++++++++++++++++++++++++++++++++++++++ yellowbrick/utils.py | 30 +++++++++++++++++++++++++ 2 files changed, 83 insertions(+) create mode 100644 tests/test_utils.py create mode 100644 yellowbrick/utils.py diff --git a/tests/test_utils.py b/tests/test_utils.py new file mode 100644 index 000000000..91165ddf5 --- /dev/null +++ b/tests/test_utils.py @@ -0,0 +1,53 @@ +# tests.test_utils +# Test the export module - to generate a corpus for machine learning. +# +# Author: Jason Keung +# Patrick O'Melveny +# Created: Thurs Jun 2 15:33:18 2016 -0500 +# +# For license information, see LICENSE.txt +# + + +""" +Test the utils module - to generate a corpus for machine learning. +""" + +########################################################################## +## Imports +########################################################################## + +from sklearn.decomposition import PCA +from sklearn.linear_model import LassoCV +from sklearn.linear_model import LinearRegression +from sklearn.neighbors import LSHForest +from sklearn.pipeline import Pipeline +import unittest + +from yellowbrick.utils import get_model_name + + +class ModelNameTests(unittest.TestCase): + + def test_real_model(self): + model1 = LassoCV() + model2 = LSHForest() + self.assertEqual(get_model_name(model1), 'LassoCV') + self.assertEqual(get_model_name(model2), 'LSHForest') + + def test_pipeline(self): + pipeline = Pipeline([('reduce_dim', PCA()), + ('linreg', LinearRegression())]) + self.assertEqual(get_model_name(pipeline), 'LinearRegression') + + def test_int_input(self): + + self.assertRaises(TypeError, get_model_name, 1) + + def test_str_input(self): + + self.assertRaises(TypeError, get_model_name, 'helloworld') + + +if __name__ == "__main__": + unittest.main() diff --git a/yellowbrick/utils.py b/yellowbrick/utils.py new file mode 100644 index 000000000..d82b5c299 --- /dev/null +++ b/yellowbrick/utils.py @@ -0,0 +1,30 @@ +# utils +# +# Author: Jason Keung +# Patrick O'Melveny +# Created: Thurs Jun 2 15:33:18 2016 -0500 +# +# For license information, see LICENSE.txt + +""" +Utility functions for yellowbrick +""" + +########################################################################## +## Imports +########################################################################## +from sklearn.pipeline import Pipeline +from sklearn.base import BaseEstimator + + +def get_model_name(model): + """ + Detects the model name for a Scikit-Learn model or pipeline + """ + if not isinstance(model, BaseEstimator): + raise TypeError + else: + if isinstance(model, Pipeline): + return model.steps[-1][-1].__class__.__name__ + else: + return model.__class__.__name__ From 4a59c49dd6a89369bea82277b121f6abdca585d6 Mon Sep 17 00:00:00 2001 From: Benjamin Bengfort Date: Fri, 3 Jun 2016 10:31:23 -0700 Subject: [PATCH 06/32] base api objects --- README.md | 1 + yellowbrick/base.py | 46 +++++++++++++++++++++++++++++++++++++++ yellowbrick/classifier.py | 9 ++++++++ yellowbrick/regressor.py | 28 ++++++++++++++++++++++++ 4 files changed, 84 insertions(+) create mode 100644 yellowbrick/base.py create mode 100644 yellowbrick/regressor.py diff --git a/README.md b/README.md index f7c4b737c..de87996d1 100644 --- a/README.md +++ b/README.md @@ -2,6 +2,7 @@ [![Build Status](https://travis-ci.org/DistrictDataLabs/yellowbrick.svg?branch=master)](https://travis-ci.org/DistrictDataLabs/yellowbrick) [![Coverage Status](https://coveralls.io/repos/github/DistrictDataLabs/yellowbrick/badge.svg?branch=master)](https://coveralls.io/github/DistrictDataLabs/yellowbrick?branch=master) +[![Code Health](https://landscape.io/github/DistrictDataLabs/yellowbrick/master/landscape.svg?style=flat)](https://landscape.io/github/DistrictDataLabs/yellowbrick/master) [![Documentation Status](https://readthedocs.org/projects/yellowbrick/badge/?version=latest)](http://yellowbrick.readthedocs.io/en/latest/?badge=latest) [![Stories in Ready](https://badge.waffle.io/DistrictDataLabs/yellowbrick.png?label=ready&title=Ready)](https://waffle.io/DistrictDataLabs/yellowbrick) diff --git a/yellowbrick/base.py b/yellowbrick/base.py new file mode 100644 index 000000000..2f0cd4b17 --- /dev/null +++ b/yellowbrick/base.py @@ -0,0 +1,46 @@ +# yellowbrick.base +# Abstract base classes and interface for Yellowbrick. +# +# Author: Benjamin Bengfort +# Created: Fri Jun 03 10:20:59 2016 -0700 +# +# Copyright (C) 2016 District Data Labs +# For license information, see LICENSE.txt +# +# ID: base.py [] benjamin@bengfort.com $ + +""" +Abstract base classes and interface for Yellowbrick. +""" + +from sklearn.base import BaseEstimator, TransformerMixin + +########################################################################## +## Base class hierarhcy +########################################################################## + +class BaseVisualization(object): + """ + The root of the visual object hierarchy that defines how yellowbrick + creates, stores, and renders visual artifcats using matplotlib. + """ + pass + + +class FeatureVisualization(BaseVisualization, BaseEstimator, TransformerMixin): + """ + A feature visualization class accepts as input a DataFrame(s) or Numpy + array(s) in order to investigate features individually or together. + + FeatureVisualization is itself a transformer so that it can be used in + a Scikit-Learn Pipeline to perform automatic visual analysis during build. + """ + pass + + +class ModelVisualization(BaseVisualization, BaseEstimator): + """ + A model visualization class accepts as input a Scikit-Learn estimator(s) + and is itself an estimator (to be included in a Pipeline) in order to + visualize the efficacy of a particular fitted model. + """ diff --git a/yellowbrick/classifier.py b/yellowbrick/classifier.py index 6f4353bea..96da0f5fd 100644 --- a/yellowbrick/classifier.py +++ b/yellowbrick/classifier.py @@ -25,6 +25,15 @@ from sklearn.metrics import classification_report from .color import ddlheatmap +from .base import ModelVisualization + + +########################################################################## +## Classification Visualization Base Object +########################################################################## + +class ClassifierVisualization(ModelVisualization): + pass ########################################################################## diff --git a/yellowbrick/regressor.py b/yellowbrick/regressor.py new file mode 100644 index 000000000..86241cab8 --- /dev/null +++ b/yellowbrick/regressor.py @@ -0,0 +1,28 @@ +# yellowbrick.regressor +# Visualizations related to evaluating Scikit-Learn regressor models +# +# Author: Benjamin Bengfort +# Created: Fri Jun 03 10:30:36 2016 -0700 +# +# Copyright (C) 2016 District Data Labs +# For license information, see LICENSE.txt +# +# ID: regressor.py [] benjamin@bengfort.com $ + +""" +Visualizations related to evaluating Scikit-Learn regressor models +""" + +########################################################################## +## Imports +########################################################################## + +from .base import ModelVisualization + + +########################################################################## +## Regression Visualization Base Object +########################################################################## + +class RegressorVisualization(ModelVisualization): + pass From cb75e0e26664e74e7264dafcaafcdd340bfba627 Mon Sep 17 00:00:00 2001 From: Benjamin Bengfort Date: Fri, 3 Jun 2016 10:58:22 -0700 Subject: [PATCH 07/32] basic interface --- yellowbrick/base.py | 43 +++++++++++++++++++++++++++++++++---- yellowbrick/exceptions.py | 45 +++++++++++++++++++++++++++++++++++++++ 2 files changed, 84 insertions(+), 4 deletions(-) create mode 100644 yellowbrick/exceptions.py diff --git a/yellowbrick/base.py b/yellowbrick/base.py index 2f0cd4b17..5c989a4ba 100644 --- a/yellowbrick/base.py +++ b/yellowbrick/base.py @@ -13,6 +13,7 @@ Abstract base classes and interface for Yellowbrick. """ +from .exceptions import YellowbrickTypeError from sklearn.base import BaseEstimator, TransformerMixin ########################################################################## @@ -24,18 +25,38 @@ class BaseVisualization(object): The root of the visual object hierarchy that defines how yellowbrick creates, stores, and renders visual artifcats using matplotlib. """ - pass + + def render(self): + """ + Render is the primary entry point for producing the visualization. + """ + raise NotImplementedError( + "All visualizations must specify their own render methodology" + ) class FeatureVisualization(BaseVisualization, BaseEstimator, TransformerMixin): """ - A feature visualization class accepts as input a DataFrame(s) or Numpy - array(s) in order to investigate features individually or together. + A feature visualization class accepts as input a DataFrame or Numpy array + in order to investigate features individually or together. FeatureVisualization is itself a transformer so that it can be used in a Scikit-Learn Pipeline to perform automatic visual analysis during build. """ - pass + + def fit(self, X, y=None, **kwargs): + pass + + def transform(self, X): + pass + + def render(self, data=None): + """ + A feature visualization renders data. + """ + raise NotImplementedError( + "Please specify how to render the feature visualization" + ) class ModelVisualization(BaseVisualization, BaseEstimator): @@ -44,3 +65,17 @@ class ModelVisualization(BaseVisualization, BaseEstimator): and is itself an estimator (to be included in a Pipeline) in order to visualize the efficacy of a particular fitted model. """ + + def fit(self, X, y=None, **kwargs): + pass + + def predict(self, X): + pass + + def render(self, model=None): + """ + A model visualization renders a model + """ + raise NotImplementedError( + "Please specify how to render the model visualization" + ) diff --git a/yellowbrick/exceptions.py b/yellowbrick/exceptions.py new file mode 100644 index 000000000..72f91a56a --- /dev/null +++ b/yellowbrick/exceptions.py @@ -0,0 +1,45 @@ +# yellowbrick.exceptions +# Exceptions hierarchy for the yellowbrick library +# +# Author: Benjamin Bengfort +# Created: Fri Jun 03 10:39:41 2016 -0700 +# +# Copyright (C) 2016 District Data Labs +# For license information, see LICENSE.txt +# +# ID: exceptions.py [] benjamin@bengfort.com $ + +""" +Exceptions hierarchy for the yellowbrick library +""" + +########################################################################## +## Exceptions Hierarchy +########################################################################## + +class YellowbrickError(Exception): + """ + The root exception for all yellowbrick related errors. + """ + pass + + +class VisualError(YellowbrickError): + """ + A problem when interacting with matplotlib or the display framework. + """ + pass + + +class ModelError(YellowbrickError): + """ + A problem when interacting with sklearn or the ML framework. + """ + pass + + +class YellowbrickTypeError(YellowbrickError, TypeError): + """ + There was an unexpected type or none for a property or input. + """ + pass From 57d0d13e95fd68848f5cd776b38171ebc376637d Mon Sep 17 00:00:00 2001 From: Ellen Lowy Date: Fri, 3 Jun 2016 12:35:58 -0700 Subject: [PATCH 08/32] Getting started guide. --- docs/setup.md | 23 +++++++++++++++++++++++ 1 file changed, 23 insertions(+) create mode 100644 docs/setup.md diff --git a/docs/setup.md b/docs/setup.md new file mode 100644 index 000000000..fe05ec7e2 --- /dev/null +++ b/docs/setup.md @@ -0,0 +1,23 @@ +# Welcome to yellowbrick + +## Quick Start + +This quick start is intended to get you setup with Yellowbrick in development +mode (since the project is still under development). + +1. Fork and clone the repository. After clicking fork in the upper right corner +for your own copy of yellowbrick to your github account. Clone it in a directory +of your choice. + + $ git clone https://github.com/[YOURUSERNAME]/yellowbrick + $ cd yellowbrick + +2. Create virtualenv and create the dependencies + + $ virtualenv venv + $ pip install -r requirements.txt + +3. Fetch and switch to development. + + $ git fetch + $ git checkout develop From be63645164f48889b6e8b672b83a3c65195c35be Mon Sep 17 00:00:00 2001 From: Benjamin Bengfort Date: Fri, 3 Jun 2016 14:50:56 -0700 Subject: [PATCH 09/32] predicted error regressor --- examples/examples.ipynb | 91 +++++++++++++++++++++++++++++++--------- requirements.txt | 9 ++-- tests/test_regressor.py | 52 +++++++++++++++++++++++ tests/test_utils.py | 50 ++++++++++++++++++++-- yellowbrick/__init__.py | 1 + yellowbrick/regressor.py | 71 ++++++++++++++++++++++++++++++- yellowbrick/utils.py | 13 ++++++ 7 files changed, 260 insertions(+), 27 deletions(-) create mode 100644 tests/test_regressor.py diff --git a/examples/examples.ipynb b/examples/examples.ipynb index 7794e91ab..f7a10be34 100644 --- a/examples/examples.ipynb +++ b/examples/examples.ipynb @@ -41,10 +41,10 @@ { "data": { "text/plain": [ - "(,\n", - " ,\n", - " ,\n", - " )" + "(,\n", + " ,\n", + " ,\n", + " )" ] }, "execution_count": 2, @@ -53,9 +53,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAEACAYAAACj0I2EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEroxxqQJS+jGGJMm/h/y7PV8y2rhdwAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAEACAYAAACj0I2EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -177,7 +177,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -186,9 +186,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAERCAYAAABisfzAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAERCAYAAABisfzAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -221,8 +221,8 @@ { "data": { "text/plain": [ - "array([,\n", - " ], dtype=object)" + "array([,\n", + " ], dtype=object)" ] }, "execution_count": 8, @@ -231,9 +231,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEKCAYAAAARnO4WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEKCAYAAAARnO4WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -265,27 +265,80 @@ } ], "source": [ - "print ocknn.steps[-1][1]" + "print(ocknn.steps[-1][1])" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python3.5/site-packages/scipy/linalg/basic.py:884: RuntimeWarning: internal gelsd driver lwork query error, required iwork dimension not returned. This is likely the result of LAPACK bug 0038, fixed in LAPACK 3.2.2 (released July 21, 2010). Falling back to 'gelss' driver.\n", + " warnings.warn(mesg, RuntimeWarning)\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEZCAYAAAB4hzlwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nguM4jhPj/wFnrDh8E0jTHgAAAABJRU5ErkJggg==\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.linear_model import Ridge, RANSACRegressor \n", + "from sklearn.svm import SVR\n", + "\n", + "feats = [\n", + " 'cement', 'slag', 'ash', 'water', 'splast', 'coarse', 'fine', 'age',\n", + "]\n", + "\n", + "models = [\n", + " build_model(concrete, feats, 'strength', Ridge()),\n", + " build_model(concrete, feats, 'strength', SVR()),\n", + " build_model(concrete, feats, 'strength', RANSACRegressor())\n", + "]\n", + "\n", + "yb.peplot([model[0] for model in models], concrete[feats], concrete['strength'])\n" ] } ], "metadata": { "kernelspec": { - "display_name": "Python 2", + "display_name": "Python 3", "language": "python", - "name": "python2" + "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 2 + "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython2", - "version": "2.7.11" + "pygments_lexer": "ipython3", + "version": "3.5.1" } }, "nbformat": 4, diff --git a/requirements.txt b/requirements.txt index c3504e684..7016aacb5 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,10 +1,11 @@ # Dependencies matplotlib==1.5.1 +scipy==0.17.1 scikit-learn==0.17.1 numpy==1.11.0 +cycler==0.10.0 ## Utilities -#cycler==0.10.0 #pyparsing==2.1.4 #pytz==2016.4 #python-dateutil==2.5.3 @@ -13,13 +14,13 @@ numpy==1.11.0 ## Testing Requirements (uncomment for development) #nose==1.3.7 -#coverage==4.0.3 +#coverage==4.1 ## Build Requirements (uncomment for deployment) #wheel==0.29.0 ## Pip stuff (ignore) -#Python==2.7.11 +#Python==3.5.1 #pip==8.1.2 -#setuptools==21.0.0 +#setuptools==22.0.5 #wsgiref==0.1.2 diff --git a/tests/test_regressor.py b/tests/test_regressor.py new file mode 100644 index 000000000..d859d2ecd --- /dev/null +++ b/tests/test_regressor.py @@ -0,0 +1,52 @@ +# tests.test_regressor +# Ensure that the regressor visualizations work. +# +# Author: Benjamin Bengfort +# Created: Fri Jun 03 14:20:02 2016 -0700 +# +# Copyright (C) 2016 District Data Labs +# For license information, see LICENSE.txt +# +# ID: test_regressor.py [] benjamin@bengfort.com $ + +""" +Ensure that the regressor visualizations work. +""" + +########################################################################## +## Imports +########################################################################## + +import unittest + +from yellowbrick.regressor import * +from yellowbrick.utils import * + +from sklearn.ensemble import RandomForestRegressor +from sklearn.svm import SVR + +########################################################################## +## Prediction error test case +########################################################################## + +class PredictionErrorTests(unittest.TestCase): + + def test_init_pe_viz(self): + """ + Ensure that both a single model and multiple models can be rendered + """ + viz = PredictionError([RandomForestRegressor(), SVR()]) + self.assertEqual(len(viz.models), 2) + + viz = PredictionError(SVR()) + self.assertEqual(len(viz.models), 1) + + def test_init_pe_names(self): + """ + Ensure that model names are correctly extracted + """ + viz = PredictionError([RandomForestRegressor(), SVR()]) + self.assertEqual(viz.names, ["RandomForestRegressor", "SVR"]) + + viz = PredictionError(SVR()) + self.assertEqual(viz.names, ["SVR"]) diff --git a/tests/test_utils.py b/tests/test_utils.py index 91165ddf5..1b041de86 100644 --- a/tests/test_utils.py +++ b/tests/test_utils.py @@ -24,30 +24,74 @@ from sklearn.pipeline import Pipeline import unittest -from yellowbrick.utils import get_model_name +from yellowbrick.utils import get_model_name, isestimator class ModelNameTests(unittest.TestCase): def test_real_model(self): + """ + Test that model name works for sklearn estimators + """ model1 = LassoCV() model2 = LSHForest() self.assertEqual(get_model_name(model1), 'LassoCV') self.assertEqual(get_model_name(model2), 'LSHForest') def test_pipeline(self): + """ + Test that model name works for sklearn pipelines + """ pipeline = Pipeline([('reduce_dim', PCA()), ('linreg', LinearRegression())]) self.assertEqual(get_model_name(pipeline), 'LinearRegression') def test_int_input(self): - + """ + Assert a type error is raised when an int is passed to model name. + """ self.assertRaises(TypeError, get_model_name, 1) def test_str_input(self): - + """ + Assert a type error is raised when a str is passed to model name. + """ self.assertRaises(TypeError, get_model_name, 'helloworld') + def test_estimator_instance(self): + """ + Test that isestimator works for instances + """ + model = LinearRegression() + self.assertTrue(isestimator(model)) + + def test_pipeline_instance(self): + """ + Test that isestimator works for pipelines + """ + model = Pipeline([ + ('reduce_dim', PCA()), + ('linreg', LinearRegression()) + ]) + + self.assertTrue(isestimator(model)) + + def test_estimator_class(self): + """ + Test that isestimator works for classes + """ + self.assertTrue(LinearRegression) + + def test_collection_not_estimator(self): + """ + Make sure that a collection is not an estimator + """ + for cls in (list, dict, tuple, set): + self.assertFalse(isestimator(cls)) + + things = ['pepper', 'sauce', 'queen'] + self.assertFalse(isestimator(things)) + if __name__ == "__main__": unittest.main() diff --git a/yellowbrick/__init__.py b/yellowbrick/__init__.py index f7e1e28ff..7a615a196 100644 --- a/yellowbrick/__init__.py +++ b/yellowbrick/__init__.py @@ -21,6 +21,7 @@ from .version import get_version from .anscombe import anscombe from .classifier import crplot, rocplot_compare +from .regressor import peplot ########################################################################## ## Package Version diff --git a/yellowbrick/regressor.py b/yellowbrick/regressor.py index 86241cab8..21e3553bb 100644 --- a/yellowbrick/regressor.py +++ b/yellowbrick/regressor.py @@ -17,8 +17,12 @@ ## Imports ########################################################################## -from .base import ModelVisualization +import matplotlib as mpl +import matplotlib.pyplot as plt +from .base import ModelVisualization +from .utils import get_model_name, isestimator +from sklearn.cross_validation import cross_val_predict as cvp ########################################################################## ## Regression Visualization Base Object @@ -26,3 +30,68 @@ class RegressorVisualization(ModelVisualization): pass + + +########################################################################## +## Prediction Error Plots +########################################################################## + +class PredictionError(RegressorVisualization): + + def __init__(self, models, **kwargs): + """ + Pass in a collection of models to generate prediction error graphs. + """ + + # Ensure models is a collection, if it's a single estimator then we + # wrap it in a list so that the API doesn't break during render. + if isestimator(models): + models = [models] + + # Keep track of the models + self.models = models + self.names = kwargs.pop('names', list(map(get_model_name, models))) + self.colors = { + 'point': kwargs.pop('point_color', '#F2BE2C'), + 'line': kwargs.pop('line_color', '#2B94E9'), + } + + def generate_subplots(self): + """ + Generates the subplots for the number of given models. + """ + _, axes = plt.subplots(len(self.models), sharex=True, sharey=True) + return axes + + def predict(self, X, y): + """ + Returns a generator containing the predictions for each of the + internal models (using cross_val_predict and a CV=12). + """ + for model in self.models: + yield cvp(model, X, y, cv=12) + + def render(self, X, y): + """ + Renders each of the scatter plots per matrix. + """ + for idx, (axe, y_pred) in enumerate(zip(self.generate_subplots(), self.predict(X, y))): + # Plot the correct values + axe.scatter(y, y_pred, c=self.colors['point']) + + # Draw the best fit line + # TODO: Add best fit line computation metric + axe.plot([y.min(), y.max()], [y.min(), y.max()], 'k--', lw=4, c=self.colors['line']) + + # Set the title and the y-axis label + axe.set_title("Predicted vs. Actual Values for {}".format(self.names[idx])) + axe.set_ylabel('Predicted Value') + + # Finalize figure + plt.xlabel('Actual Value') + return axe # TODO: We shouldn't return the last axis + + +def peplot(models, X, y, **kwargs): + viz = PredictionError(models, **kwargs) + return viz.render(X, y) diff --git a/yellowbrick/utils.py b/yellowbrick/utils.py index d82b5c299..4b0ddd625 100644 --- a/yellowbrick/utils.py +++ b/yellowbrick/utils.py @@ -13,9 +13,13 @@ ########################################################################## ## Imports ########################################################################## + from sklearn.pipeline import Pipeline from sklearn.base import BaseEstimator +########################################################################## +## Model detection utilities +########################################################################## def get_model_name(model): """ @@ -28,3 +32,12 @@ def get_model_name(model): return model.steps[-1][-1].__class__.__name__ else: return model.__class__.__name__ + +def isestimator(model): + """ + Determines if a model is an estimator using issubclass and isinstance. + """ + if type(model) == type: + return issubclass(model, BaseEstimator) + + return isinstance(model, BaseEstimator) From 742f93774c7ffa12b73dadb4389ba5edeb0c0e86 Mon Sep 17 00:00:00 2001 From: Benjamin Bengfort Date: Fri, 3 Jun 2016 15:25:29 -0700 Subject: [PATCH 10/32] residuals plots --- examples/examples.ipynb | 68 +++++++++++++++++++------ yellowbrick/__init__.py | 2 +- yellowbrick/base.py | 35 +++++++++++++ yellowbrick/regressor.py | 104 +++++++++++++++++++++++++++++---------- 4 files changed, 167 insertions(+), 42 deletions(-) diff --git a/examples/examples.ipynb b/examples/examples.ipynb index f7a10be34..57b9b28bf 100644 --- a/examples/examples.ipynb +++ b/examples/examples.ipynb @@ -41,10 +41,10 @@ { "data": { "text/plain": [ - "(,\n", - " ,\n", - " ,\n", - " )" + "(,\n", + " ,\n", + " ,\n", + " )" ] }, "execution_count": 2, @@ -55,7 +55,7 @@ "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAEACAYAAACj0I2EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -177,7 +177,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 6, @@ -186,9 +186,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAERCAYAAABisfzAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAERCAYAAABisfzAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -221,8 +221,8 @@ { "data": { "text/plain": [ - "array([,\n", - " ], dtype=object)" + "array([,\n", + " ], dtype=object)" ] }, "execution_count": 8, @@ -231,9 +231,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEKCAYAAAARnO4WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEKCAYAAAARnO4WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3X18VOWZ8PHflYQXC0mEKKwViMWCdKnogrXubh+Juiq4\noNhnXZEtbNttUFtqX566lo+7lfW19G1bK9sKWnnJQmrqYqmtQoNG66IlaAXlxUhEBNQENU1NKGGS\nuZ4/zpkwDDPJJJw5Z+bM9f188knOzD3nvmfmmmvunHOf+xZVxRhjTPgVBN0AY4wx/rCEb4wxecIS\nvjHG5AlL+MYYkycs4RtjTJ6whG+MMXnCEn4/icjfiEiDiPxJRK7McF0fiMgZmazDZBc/48sLIvIT\nEbk1zbIPicjtPdwfFZGx3rWuf0Tkn0Xkdxnc/29EZG7c9p0iclBE3hKR0e7nXrysM+cTvoi8ISKH\n3A/G2yKySkSKE8r8jYhsdMu0iMgvReRjCWWKReSHIrLXLfeaiPxARIanqPp24F5VLVHVdR48j5Qf\nAlUtVtU3TrSO/hCRfxGRnSLS6r6+j4nIEBG5RUSeTlK+TEQ6ROQv3e2/EJEH3CBuFZEdInKbiJzk\n/7Ppu7DGl4hMdN+Tr8c9z6b498V9759KZ/+qeqOq3nWi7YztzqP99EpELheRp933pElEnhKRGX60\nRVWvUNVVbjtGA18HJqjqh1V1n/u597T+nE/4OG/I36tqCXAOcDbwb7E7ReSvgfXAWuA04CPANuB/\nY71mERkAPAl8DLjM3ddfA+8C56eotxzY0Z8Gi0hhfx7nJxEpFJELgbuAa1W1FOf1+blbpAr4axEp\nT3jodcA2Vd0hIsOA54BBwCfdfVwKlAJn+vE8PBC6+BKRv3Lbc7uq/sC9WXHywVcTigdxZaYnvdo0\nXod/AB4GlgOnq+pI4FvATC/q76Ny4F1Vfe9Ed9Tj81bVnP4B9gAXx20vBh6L234G+HGSx/0GWO7+\n/QXgbeCkNOvcDXQCh4A/AQNwPuy/BN4DGoAvxJW/DagBVgF/BD6fZJ8P4XwAk9UXBcbGlbsPeMyt\n+zngI3FlJwAb3HbsBK6Ju+8K4EWgFdgL3BZ3X7lbz+fd++qA/wf8Tw+vw3rg3xJu+z2wwP37TmBr\n0DFi8XU0voBPAAeBzyV5nv+K8yVU4t72L8CTacbWMfHr7ustYL+7n77EcBT4MtAINAPfibtPcL5w\n3wDewUnWsfYmi+FBOJ2Td4EWNz5PdcvvBb7ew/vwz8Azcds/BN50Pz/1wKfi7vuEe1ur+15/z719\nkPu+JKv/Kbetl7jvdaf7evws7rkUuGVLgAfc13QfcAcgce18FviBW0/SPKKq4Ur4wCic3tW/u9sn\nuS/i1CSP+yxwwP17DfBQP+q9KPGDj/PhPMcN1Iq4D2QHMDMWBKk+kCnq6kr4sBwEpuD0yKqA1e59\nH3IDcp77wYi1Y4J7/4XARPfvj7uBeWXCh2W5+7oNAj4FtAOLgL8BBia0aw7watz2WcBhYLi7/Rxx\nXyq5+BOy+FqPk6znpHqewC+AO9zbuhN+itg6GBdb3fELTMNJTBOAwTgJL60Ydu+PAhtx/hMcBbyK\n+yWGkyAb3Hj9EPAIsDJJDA92Y3g+zhflILfdfwUMdWO1Cyjv4T1ITPhzgJPdNn8N5/Mz0L1vE/BP\nca/V+e7fSet373sq7nlNBd6Mq6vcbV8s4a8F/st9XqcAzwOVce2MAF9023bc+x/7CcMhHYBHReRP\nOAHZiHMYAmA4zgvwdpLHvI3zwgGUpSjTGwEQkVE4/6LfoqoRVd2K8208L67sc6r6KwBV7ehPPXHW\nquoLqhoF/hs41719BrBHVVeqYyvwP8A1br3PqOp29+9XgGqcQItRnAT9Z1XtUNVngU/jBOljwLsi\n8v24E0lrgZEicoG7PRd4XFXfd7f7+7pmm7DE1wU4/wE80UOdtwELRKQs4fZksfUIbmwluAbnC26X\nqh7G6TAkShXDMd9W1VZV3Y/Ts77OvX0O8ANV3auqh4CFwGwRieWyWAwfdl+HCM7rP95t9x9Utc29\nDfrwvqjqalX9o6pGVfU/cZL4We7dR4CPikiZqh5S1c3u7anqT5uIjASmA19zn9e7Ca8JOJ2L/3Lb\nljK/hCXhX6XOcdEK4CKcngM4/0JFcf4dTnQazr8/4PR6kpVJ14eB990AjNkLnB63ve8E9p/onbi/\nD+H0WMDpFVwgIu+7Py04H5CRACLySRF5UkSaReSPwPUcTUox++M3VHW9ql6lqsOBq3B6rl9w7/sz\nTo8wlnj+CVgR9/ATfV2zRVji6z5gC1ArIqXJCrgdgsdwEmm8HmMrSXvj27OP4zstqWI4Jj4O97r7\njO17b8J9RQntiH/sSpz/bKpFZL+IfNs9xh07Vp72+yIi33AHHbS4z7+Eo5+ff8FJ/rtE5Pci8vfu\n7asS6l/cj3N4Y3D+s3s77rX/Kcd+dtPKL2FJ+AJODxYnqL/jbh/COayQrBfyj0Ct+3ctcPkJjBx5\nCxguIkPibhsDHIjb1n7uuy/2AXWqOtz9GabOKI8F7v3/DTyKc4LqZOB+jv8gpmynqj6Fc7Lv43E3\nrwD+UUQuxfnQPhZ3Xy1w9Qk9o+wQlvjqwknSbwIbEkcbxVkEVHL8F0pPsRXvbZxDMfFt7Wv8j477\nuxznNcD9XZ5wXwRoirutuy5V7VLVO1R1Is5hyZnAPFV9FeeL4f+m0xgR+T/AzcA/uM99GM7x9lhs\nNKrqHFU9FSc+fiEiJ6lqZ0L9Mzj2P7N07MM5VFoW99qfrKqTkj3nnoQl4cf7IXC+iMRGP3wT+GcR\nWSAiQ0VkmIjcifPvbWyY2iqcF/URETlLHGUislBEpvVWoftv5ybgHhEZJCKTcL7xV/Wx7UXu42M/\nA/r4+MeA8SLyGREpEpEBInKeiMT+7RwKtKhqxH195iQ8/pjkLyJXisi1InKyu30+ziGg52JlVPV3\nOCeqlgLVqtoZt4sfACUiskJExrj7ON09LBT/pZFLcjm+UNUunC+od4HfJPsSUtVGnNFYN8Xd3Fts\nxXsY+JyITBCRDxE3qqkPbhaRk93hijfhHH4E53zI10TkDBEZinN4rdo9NATHx3CFiHzcPeTThvPl\nECv7deDfxRlvX+y+L58SkZ8mac9Q97HvichAEfkW0P2FKSL/JCKxHncrTgKOpqi/K83XIPZl8g7O\nyfL/jGvnWHFG0fVJGBL+Md9s7vGt5TgfRFT1f4HLcb7J38Y5OXUO8LduYKOqR4C/A3YBv8V5w57H\nOfb2+3TqxTme9hGcHsgjOCf2nurjc7kF59/b2M/GFHUlb5BzbPAyYLbbjreAb+McawTnpM4dItKK\n8yH8eeIuErZbcHp6De5jVgKLVbU6odxKnF7cyoT2tOD0aiLA7919/BbnOPLudJ5TFghLfMX3eiM4\n52b+DPxKRAYnqe92nJOP6j6mt9g6WpHqE8C9OCclGzjaQUj33JXinOh8AWdU2a9wRq7g/l6FcxK7\nEedzclPCY+P9Bc5hx1Zgu9umVW47HwGuxfnyPIBzmOl2t+5E692fBpz3+BDHHkaZBmwX51zPf+IM\nZe5IUX9VirYmex1i5gEDcYbqvo8zKusvenn8cWLDeowxJiNEZALwMs7okWhv5U3mhKGHb4zJMiIy\nyz30MQzn2oV1luyDZwnfGJMJ1+NcK/AaR8eIm4DZIR1jjMkT1sM3xpg8UeRnZSJi/06YjFJVT6eT\nTZfFtsk0L2Lb9x6+BjQnym233ZZX9ebjcw5aPr3W+RhfQdbtFTukY4wxecISvjHG5Im8SfgVFRV5\nVW+QdQf5nPONxVf+1O0FX4dlioj6WZ/JLyKCBnjS1mLbZIpXsZ03PXxjjMl3lvCNMSZPWMI3xpg8\nYQnfGGPyhCV8Y4zJE5bwjTEmT1jCN8aYPGEJ3xhj8oQlfGOMyRO9JnwReVBEmkRkWw9l7hWR10Tk\nJRE519smGmOM8UI6PfyHgMtT3Ski04EzVXUczrJmP/WobcYYYzzUa8JX1WeBlh6KXAWsdMv+HigV\nkZHeNM8YY4xXvDiGfzqwL277gHubMcaYLOLrEocm+0RV6YpCVKFLj253KUSj6t7m7bazf4273a03\nVrYf252H24J+KU2eiarSGYVIlxKJ/e6CzmjcdsLvzihEok65xN+pHnfo/bc9a7MXCf8AMDpue5R7\nW1KLFi3q/ruioqJP80urmyS8TkBRdV7s+ASUmJBOJEF177s7sSbfjkbjkm4a292JM0nCTncboFCg\nQKCwAApEjt8uiCsjQkH3tlu2n9uFBeLu82g9PW0PKIzfLqDhhWfY9cLvKACaXnuxLzGbEScS28b5\nfDsJMd0k6ZQ5mnQTyvQjwR6TwKNKZ5LHRaJOuc4oDCiAAYXS/buoAAYUOLHa/du9vyjx9rjfRQn7\n2fvSM7z2h2eJdhzinR3Pe/YapzUfvoicAfxKVc9Oct8VwJdU9e9F5ALgh6p6QYr96K6DEb5Z20pn\nV/gTVDrbR/cft++CuOfU1+34faV6fRK2w6ChoYGzzjrL5sNP0JWi19iZIgn2txfa6357SJ7x+3US\nZvLkWZQkWRYVyHFJ9+h9ieUTEnOS23tLzPF1FhU489RnUmdnJ3v27GH8+PGexHavPXwRWQ1UAGUi\n8iZwGzAQUFVdqqq/EZErRGQ30A58rqf9vfVBF6WDCvj3qcV5naCMt8aPHx90E2h8v7PP/8bHeosp\nE2iK29PdryoMLEyjF9pjAo1Pks72oCJhaAEMKCxwkl+sXLLea2y7l/0W2ef7OEVFRYwbN867/fVW\nQFXnpFFmQboVRhVKBglnDrfTByZcvvp4KwML0/83PjHBDi46mkDTSsxp7LewwBKoOcr3rBtVzfi/\nQcYE4ZHZwxlYaLFtspfvUyt0RZ3jzsaciNbW1qCbcBwLa3OiIpEI7e3tGdu/7wk/ClgH35yIxsZG\n7r77bjo6OoJuijGeqqmpYd26dRnbv/8J33r45gS0tbXxwAMPMGfOHAYNGhR0c4zxzJYtW9ixYwez\nZs3KWB0B9PDVevimX6LRKMuXL2fy5Mmcc845QTfnOBbXpr+am5tZs2YNlZWVnHTSSRmrJ6Aevn0y\nTN/V1tbS1tbG1VdfHXRTkrKoNv0RiURYunQpM2bMoLy8PKN1+Z/w1RlTb0xfdHR0sGnTJiorKykq\nys4hvdaPMf2xbds2RowY4cuV2WldaetZZSJa88ohtjVFuP3iEt/qNeEQjUYpKEjdRxGRQK+0jUaj\nNuTY9ItfsR1ID99O2pr+6OkDkQ0s2Zv+8iu2A0j4duGVMcYEwf8Lr9SZE8cYY4y/AjmkY/1705u2\ntjY2btwYdDOM8dzWrVt54403Aqk7mGP41sM3PVBVli9fTktLTytrGpN7mpubWblyZWDno4IZlul3\npSanZPt4e2P6IzbefubMmYwZMyaQNgRy0rbABuKbFBobG1m/fj2VlZUUFhYG3RxjPFNTU8OIESOY\nOnVqYG2wC69M1mhvb+eBBx5g7ty5lJWVBd0cYzwTmydn7ty5gY5StIRvskZnZyfTp0/PynlyjDkR\nAwYMyPg8OekIYAEUu/DKJFdaWsqFF14YdDOM8Vy2dGICWADFZss0xpggBDS1gmV8Y4zxWzAXXlm+\nNzgTRkWj0aCbYYznsjWubfI0E5ja2lrWrl0bdDOM8VQkEmHx4sXs27cv6KYcx0bpmEA0NjayYcMG\nX+YAN8ZPNTU1lJWVMWrUqKCbcpxgLryyYzp5LbYurY23N2FTX1+fFePtU7EevvFVbF3aKVOmZM1Q\nNWO80NzcTHV1NfPnzw98vH0qlvCNrzZv3mzz5JhQqqqqCnSenHT4vsThHXV/4szhhVx39od8q9dk\nj66uLg4dOkRxcbHn+w56iUM/P0sm+7S2tlJSUpKRQzlexbbvV9p2qV14lc8KCwszkuyNCVppaWnQ\nTeiVXXhljDF5wi68MsaYPGEXXpmM2r9/Px988EHQzTDGczt37iTXztvYKB2TMW1tbSxZsoQ9e/YE\n3RRjPFVfX09VVRUdHR1BN6VP0kr4IjJNRHaJSIOI3JLk/jIReVxEXhKRl0Xks6n2FY3ahVf5IDbe\nfvLkyUyaNCno5hjjmaampu7x9oMHDw66OX3Sa8IXkQLgPuByYCJwnYhMSCi2AHhJVc8FLgK+LyJJ\nRwBFsR5+PrB1aU0YRSIRli1bxowZMygvLw+6OX2WTg//fOA1Vd2rqhGgGrgqocw7QGysXTHwnqp2\nJttZNGoJP+xi8+RUVlZSVOT7yF9jMia2Lm2uzgGVzqfxdCB+2rf9OF8C8ZYBG0XkLWAocG2qnUWx\nk7Zh9/rrr9s8OSZ0jhw5QltbW9bOk5MOr7pfC4GtqnqRiJwJ/FZEJqlqW2LBTavu4d2yIjYNL6Ki\noiJnvylNapdeeqkv9dTV1VFXV+dLXelYtGhR998W2+EzcOBA5s+f70tdmYrtXqdWEJELgEWqOs3d\n/iagqro4rsxvgLtU9X/d7Y3ALaq6JWFf+qXHWvj0x07i4rGDPH4qJt/Z1AomrLyK7XSO4dcDHxWR\nchEZCMwG1iWU2Qn8nduwkcB44PVkO7NhmcYYE4xeD+moapeILAA24HxBPKiqO0XkeuduXQrcAzwk\nIlsBAf5VVd9Ptj9L+MYYE4y0juGr6hPAWQm33R/397vAzHT2ZQk/XFSVqqoqLrvsMkaOHBl0c4zx\nTHNzM0888UROn6RNFMyKV5bxQ6O2tpYDBw5wyimnBN0UYzwTiURYunQpo0ePDk2yh6CmVvC7UpMR\njY2NrF+/nsrKSgoLC4NujjGeqamp4dRTTw3dSKtgEr5l/Jxn69KasKqvr2f79u3MmzcvVL17sNky\nTT+tWLHC1qU1oXPw4MGsX5f2RNiKV6ZfLr30UsaOHRt0M4zx1LBhw7jhhhtycp6cdPie8NVWvAqF\n8ePHB90EYzxXVFTEuHHjgm5Gxvh+SKfLhmUaY0wg/D+Gb7NlGmNMIGzFK5OW1tbWoJtgjOcikQjt\n7e1BN8M3wVx4Zcfwc0pjYyN33313zi3nZkxvampqWLcucWqw8LIevulRbLz9nDlzGDTIZjg14bFl\nyxZ27NjBrFmzgm6Kbyzhm5Ti16W18fYmTJqbm1mzZg2VlZWhHG+fSjAXXtmVtjnB1qU1YRSbJydX\n16U9EQEMy1SbSycHdHR0sGnTJluX1oTOtm3bcnpd2hPR64pXnlYmopetOMiDs4YxqsQm28p20WiU\nghya+MhWvDLpytfYDubCK78rNf2SSx8IY/oiX2PbZss0xpg8YaN0jDEmT9iFVwZwxttv3Lgx6GYY\n47mtW7fyxhtvBN2MrGA9fIOqsnz5clpaWoJuijGeam5uZuXKlXl7zD6RLYBibLy9CaXYePuZM2cy\nZsyYoJuTFayHn+dsXVoTVjU1NYwYMYKpU6cG3ZSs4f+wTJseOWu0t7fburQmlGLz5MydOzd069Ke\nCN8TvmInbbNFZ2cn06dPt3lyTOgMGDAg7+bJSYf/a9paDz9rlJaWcuGFFwbdDGM8Z52Y5OwYvjHG\n5AlL+MYYkycCOIZvCT8o0WiUaDQadDOM8ZzFdXp8T/gCdtY8ILW1taxduzboZhjjqUgkwuLFi9m3\nb1/QTcl6vid8W/wkGI2NjWzYsCEv5wA34VZTU0NZWRmjRo0KuilZz/f0a4dz/Bdbl9bG25uwqa+v\nt/H2fWAJP+Ri69JOmTLFhqqZUGlubqa6upr58+fbePs0pZXwRWSaiOwSkQYRuSVFmQoR+YOIvCIi\nT6Ws0L6FfbV582abJ8eEUlVVlc2T00e9LnEoIgVAA3AJ8BZQD8xW1V1xZUqBTcBlqnpARE5R1XeT\n7Es/ubSZ5ytP9fI5mB50dXVx6NAhiouLg25KxtkSh/mltbWVkpKSvDiU4+cSh+cDr6nqXlWNANXA\nVQll5gCPqOoBgGTJvrvC8L83WaWwsDAvkr3JP6WlpXmR7L2UTsI/HYgf77TfvS3eeGC4iDwlIvUi\nMjdlhfb+GGNMILyaS6cImAxcDAwBnhOR51R1d2LBfeu+w6J9QwCoqKiwYYKm3+rq6qirqwu6Gd0W\nLVrU/bfFtjkRmYrtdI7hXwAsUtVp7vY3AVXVxXFlbgEGq+p/uNsPAI+r6iMJ+9KpPztI3edO8fhp\nmJj9+/dTWlqal4dx7Bh+uO3cuZMJEybk5WEcP4/h1wMfFZFyERkIzAbWJZT5JfApESkUkQ8BnwR2\nJtuZrXaVOW1tbSxZsoQ9e/YE3RRjPFVfX09VVRUdHR1BNyWn9XpIR1W7RGQBsAHnC+JBVd0pItc7\nd+tSVd0lIuuBbUAXsFRVdyTbnx3Dz4zYePvJkyczadKkoJtjjGeampqorq7mpptuYvDgwUE3J6el\ndQxfVZ8Azkq47f6E7e8B3+ttX5bwMyO2Lu0NN9wQdFOM8UwkEmHZsmXMmDGD8vLyoJuT8wK40tYy\nvtdi8+RUVlZSVOT7mjbGZExsXVo7Ae4Nm1ohBF5//XWbJ8eEzpEjR2hra7N5cjzU6ygdTysT0Rn/\n/S6/mmOJyXjPRumYsPJzlI6nbHZkY4wJhv8J3zK+McYEIoAevh2LM8aYINiKVzlGVVm1ahVNTU1B\nN8UYTzU3N7Ny5UrsXEjm2CidHFNbW8uBAwc45RSbnsKERyQSYenSpYwePdpG5GSQJfwc0tjYyPr1\n66msrKSwsDDo5hjjmZqaGk499VQbb59hduFVjrB1aU1Y1dfXs337dubNm2e9+wyzHn6OWLFiha1L\na0Ln4MGDti6tj3y/Dt8Sfv9ceumljB07NuhmGOOpYcOGccMNN9g8OT6xhJ8jxo8fH3QTjPFcUVER\n48aNC7oZecMO6RhjTJ6wk7bGGJMn/L/wyvJ9WlpbW4NugjGei0QitLe3B92MvGVz6WShxsZG7r77\nblvOzYROTU0N69YlrpBq/GKzZWaZ2Hj7OXPmMGjQoKCbY4xntmzZwo4dO5g1a1bQTclbAfTw7ZhO\nKvHr0tp4exMmzc3NrFmzhsrKShtvHyAbpZNFYuvSXn311UE3xRjPxObJsXVpg2cJP0t0dHSwadMm\nW5fWhM62bdtsXdos4fsSh99Y/0e+e1mpb3Xmkmg0SoGd1e43W+Iwe1lsn5jcXeLQevgp2QfChJXF\ndnawC6+MMSZP2IVXxhiTJ3xP+NbBd7S1tbFx48agm2GM57Zu3cobb7wRdDNMEtbDD4Cqsnz5clpa\nWoJuijGeiq1La8fss5Mdww+Ajbc3YRQbbz9z5kzGjBkTdHNMEjZKx2e2Lq0Jq5qaGkaMGMHUqVOD\nbopJwRK+j9rb221dWhNKsXly5s6da+vSZjFL+D7q7Oxk+vTpNk+OCZ0BAwbYPDk5IK2ELyLTRGSX\niDSIyC09lPuEiERE5NOpyuTzSdvS0lIuvPDCoJthjOfOOeccmycnB/Sa8EWkALgPuByYCFwnIhNS\nlPs2sL6X/fWvpcYYY05IOj3884HXVHWvqkaAauCqJOW+DPwCaO5pZ4U2WssYYwKRTvo9HdgXt73f\nva2biHwYmKWqPwF67MLnU/8+Go0SjUaDboYxnrO4zk1e9bd/CMQf20+Z1/Oph19bW8vatWuDboYx\nnopEIixevJh9+/b1XthklXQmXj8AxF9FMcq9Ld55QLU4B+hPAaaLSERVj1u88vEH7ua9xwcCUFFR\nEdo5shsbG9mwYQMLFy4MuimhVVdXR11dXdDN6LZo0aLuv8Mc2zU1NZSVlTFq1KigmxJamYrtXufD\nF5FC4FXgEuBtYDNwnaruTFH+IeBXqvo/Se7T/9rcxo2fGHLCDc9mbW1t3HXXXcyePduGYPrI5sPP\nvPr6en75y19y66232hBMH/k2H76qdgELgA3AdqBaVXeKyPUiMj/ZQ3qsMOQH8WPr0k6ZMsWSvQmV\n5uZmqqurmT9/viX7HJXWWnqq+gRwVsJt96co+/me9hX2hL9582abJ8eEUlVVlc2Tk+N8X+LwwRfa\n+Pzk8B7S6erq4tChQxQXFwfdlLxjh3Qyq7W1lZKSEruWJgBexbbvq2WHPVgKCwst2ZtQKi21tahz\nnc2Hb4wxecJWvDLGmDxhPfwTtH//fj744IOgm2GM53bu3EnYz0vkG/+nRw7RlbZtbW0sWbKEPXv2\nBN0UYzxVX19PVVUVHR0dQTfFeMj/hB+S2XRi4+0nT57MpEmTgm6OMZ5pamrqHm8/ePDgoJtjPGQ9\n/H6ydWlNGEUiEZYtW8aMGTNsfvsQCqCHn/ti8+RUVlZSVOT7yFZjMia2Lm1Y5wHKd/6ftA1Bxn/9\n9ddtXVoTOkeOHKGtrc3WpQ0x36+0/eWuQ1x5ls3DYbxnV9qasPJt8jSvFVrPwRhjAmEXXhljTJ6w\nC6+MMSZP+D9KJ8cSvqqyatUqmpqagm6KMZ5qbm5m5cqVdjVtHgkg4edWxq+treXAgQOccsopQTfF\nGM9EIhGWLl3K6NGjbUROHrFDOj1obGxk/fr1VFZWUlhYGHRzjPFMTU0Np556qo23zzN20jaFtrY2\nHnjgARtvb0Knvr6e7du3M2/ePOvd5xnr4aewYsUKW5fWhM7BgwdtXdo85vuFV8/uPczfjhnkW539\n1dDQwNixY23qhBxiF171rrOzkz179jBu3Ligm2L6wKvY9j3hP/dmBxeMHuhbnSZ/WMI3YZWzV9rm\n2rBMY4wJC5se2Rhj8oT18F2tra1BN8EYz0UiEdrb24NuhskSduEVznj7u+++25ZzM6FTU1PDunXr\ngm6GyRJ5PywzNt5+zpw5DBqU/aOHjEnXli1b2LFjB7NmzQq6KSZL5PWFV/Hr0tp4exMmzc3NrFmz\nhsrKShtvb7rldQ/f1qU1YRSbJ8fWpTWJ8raH39HRwaZNm2xdWhM627Zts3VpTVK+X3jV8G6EcWXZ\nkWCj0SgFNk40NOzCq6MstsPFLrzygH0gTFhZbJtk8jrhG2NMPkkr4YvINBHZJSINInJLkvvniMhW\n9+dZETk71b6y6aStMcbkk14TvogUAPcBlwMTgetEZEJCsdeBC1X1HOBOYFkP++t/a09AW1sbGzdu\nDKRuYzLy6uDaAAAOJUlEQVRp69atvPHGG0E3w+SAdHr45wOvqepeVY0A1cBV8QVU9XlVjc1N8Dxw\neqqdBdHDV1WWL19OS0uL/5Ubk0GxdWntmL1JRzpRcjqwL257Pz0kdOALwOOp7gyig2/j7U0Yxcbb\nz5w5kzFjxgTdHJMDPB0fKSIXAZ8DPpWqzA/u+Q+GDHS+ZyoqKjI+Vji2Lu3ChQttXdqQqauro66u\nLuhmdFu0aFH3337Edk1NDSNGjGDq1KkZrcf4L1Ox3es4fBG5AFikqtPc7W8CqqqLE8pNAh4Bpqlq\nY4p96cG2Tk4Z4k/ibW9v584772T27Nk2dUIeyKdx+Fu2bOHRRx/l1ltvtakT8oCf4/DrgY+KSLmI\nDARmA8dMvyciY3CS/dxUyb67Qh/HZXZ2djJ9+nRL9iZ0BgwYYPPkmD5L60pbEZkG/AjnC+JBVf22\niFyP09NfKiLLgE8DewEBIqp6fpL9aMufuzh5sJ1gMt7Lpx6+yS85u6Zt6+EuSgZZwjfes4Rvwipn\np1awC6+MMSYYAcyWmbmMH41GiUajGdu/MUGxuDZeCFUPv7a2lrVr12auAmMCEIlEWLx4Mfv27eu9\nsDE9CM3kaY2NjWzYsMHmADehU1NTQ1lZGaNGjQq6KSbHhSLhx9alnTt3LmVlZd5XYExA6uvr2bFj\nB3Pnzg1sHioTHjmf8GPr0k6ZMsXG25tQaW5uprq6mvnz59t4e+OJnD9pu3nzZpsnx4RSVVWVzZNj\nPOX7OHyv6+vq6uLQoUMUFxen/ZgzzjiDvXv3etoO45/y8vKk0wGHbRx+a2srJSUlaXeSLK5zX6Zj\nO+cTfj/bQTa0w/RPqvcvbAm/H22wuM5xmY5tu+TVGGPyhCV8Y4zJEzmX8Pfv388HH3wQdDOM8dzO\nnTvtkIzJqJxK+G1tbSxZsoQ9e/YE3RRjPFVfX09VVRUdHR1BN8WEWM4k/Nh4+8mTJzNp0qSgm2OM\nZ5qamrrH2w8ePDjo5pgQy5mEn2/r0lZUVDB8+HAikcgxt1900UX87Gc/O+a2p59+mtGjRx9z2733\n3svZZ5/N0KFDGTNmDNdeey3bt2/3tI0tLS1cffXVDB06lI985COsWbMmZdkjR47wta99jdNPP52y\nsjIWLFhAV1dX9/27du3ikksu4eSTT2b8+PE8+uijnrY1W0UiEZYtW8aMGTMoLy8Pujm+sNgOLrZz\nIuHH5smprKykqMjTZXiz0t69e9m8eTMjRoxg3bp1vT+AYy9ou+mmm/jxj3/MfffdR0tLCw0NDcya\nNYtf//rXnrbzi1/8IoMHD+bgwYNUVVVx4403snPnzqRl77nnHl588UV27NhBQ0MDL7zwAnfeeSfg\nXEtx1VVXceWVV9LS0sL999/PZz7zGXbv3u1pe7NRbF3afJkDymI74NhWVd9+nOr6bsOGDfrSSy/1\n67HJ9Lcdfrn99tv1yiuv1LvuuktnzJhxzH0VFRX64IMPHnNbXV2djh49WlVVGxoatLCwULds2ZLR\nNra3t+vAgQN19+7d3bfNmzdPFy5cmLT8eeedpzU1Nd3bq1ev1jFjxqiq6iuvvKLFxcXHlL/sssv0\nW9/6VtJ9pXr/3Nt9jenYT39iqqOjQ++//349dOhQnx+bTLbHtarFtmqwsZ0TPfxLL700r+bJWbly\nJddeey3XXHMN69ev5+DBg2k/duPGjYwePZopU6ak/ZgvfelLDBs2jOHDh3f/jv197rnnJn1MQ0MD\nAwYM4Mwzz+y+7Zxzzkn7X+toNNrjiCtV5ZVXXkn7OeSigQMH5t08ORbbwcZ2+I+P9MPHlzR7sp9X\nvjSiz4959tlnOXDgAFdeeSVDhw5l4sSJrF69mq985StpPf7999/ntNNO61OdS5YsYcmSJX16TFtb\nGyUlJcfcVlJSkjLIp02bxo9+9CMqKiro7Ozkxz/+MQCHDh3irLPOYsSIEXzve9/jq1/9Kk8++SRP\nP/00F198cZ/aZHrnRWz3J67BYjsbYtsSfhL9DWgvrFy5kssuu4yhQ4cCcM0117BixYruD0VRUdFx\nJ7sikQgDBgwAoKysjLfffjvj7Rw6dCh/+tOfjrmttbU15ZxGt956K62trZx77rkMHjyYyspKXnrp\nJUaOHAnAo48+yoIFC1i8eDHnnXce1157LYMGDcr488g3Ftu9C3Ns58QhnXxx+PBhHn74YZ588klO\nO+00TjvtNL7//e+zdetWXn75ZQDGjBlz3ORKr7/+evcIj0suuYT9+/fz4osvpl3vjTfeSHFxMSUl\nJcf8FBcXc/bZZyd9zPjx4+ns7KSxsbH7tq1btzJx4sSk5QcPHsy9997L/v372b17N8OGDTvmX/OP\nf/zj1NXVcfDgQR5//HEaGxs5//zz034OJrtZbGdJbHtxIiDdH9I4qRSNRnXlypX6zjvv9Fq2v9Jp\nRxBWr16tZWVlun//fm1qaur+mTp1qn7jG99QVdX169fryJEjdfPmzaqq+uqrr+rHPvYxXbp0afd+\nbrrpJh0/frzW1dXpkSNH9PDhw1pdXa2LFy/2tL3XXXedzpkzR9vb2/V3v/udnnzyybpjx46kZQ8c\nOKBvvfWWqqo+99xzOnr0aK2tre2+f9u2bXr48GFtb2/X7373uzp27Fg9cuRI0n2lev/I8pO2TU1N\numLFCo1Go72W7Y9sjWtVi+1sie2s+1Bs2LBB77nnHu3s7Oy1bH9l6wdj2rRpevPNNx93+8MPP6yn\nnXaadnV1qarqQw89pBMnTtTS0lIdN26cfuc73znuMffee69OnDhRhwwZoqNGjdLZs2enDNj+ev/9\n93XWrFk6ZMgQLS8v1+rq6u773nzzTS0uLtZ9+/apquozzzyjZ5xxhg4ZMkQnTJiga9asOWZfN998\nsw4bNkyLi4v1iiuu0MbGxpT15mLCP3LkiN5xxx365JNP9ljuRGRrXKtabGdLbGfV9MiNjY385Cc/\nYeHChRldqtCmkc1tuTg98urVq/nggw+YP39+xpYqtLjOfXkzPbKtS2vCqr6+nu3btzNv3jxbl9YE\nKmsS/ooVK2xdWhM6Bw8etHVpTdbImkM6DQ0NjB071pepE+xf39yWS4d0Ojs72bNnD+PGjfOjDRbX\nOS7TsZ01Cd9P9sHIbbmU8H1ug8V1jsubY/jGGGMyyxK+McbkicCmVmhtbaW0tDSQusvLy220RA7L\n5nnjI5EIR44cYciQIb7XbXGd+zId22kdwxeRacAPcf4jeFBVFycpcy8wHWgHPquqLyUpo6pKY2Mj\nS5cu5fbbb7f5UoxnsuEY/urVqxERrrvuuiCaYULKt2P4IlIA3AdcDkwErhORCQllpgNnquo44Hrg\np6n2FxtvP2fOHF+TfV1dnW91ZUO9QdYd5HMOUn19PTt27GDWrFm+1WnxlT91eyGdY/jnA6+p6l5V\njQDVwFUJZa4CVgKo6u+BUhEZmWxny5cvD2S8vQVn+OsNWhDj7S2+8qduL6ST8E8H9sVt73dv66nM\ngSRlAPJqXVqTX2bOnMmYMWOCboYxKfk+SqeyspLCwkK/qzUm46ZOnRp0E4zpUa8nbUXkAmCRqk5z\nt7+JM3Pb4rgyPwWeUtWfu9u7gKmq2pSwL7sqxGRUkCdtg6jX5A8vYjudYZn1wEdFpBx4G5gNJA5B\nWAd8Cfi5+wXxx8RkD8F9GI3JNIttkwt6Tfiq2iUiC4ANHB2WuVNErnfu1qWq+hsRuUJEduMMy/xc\nZpttjDGmr3ydS8cYY0xwMnLSVkSmicguEWkQkVtSlLlXRF4TkZdE5Fw/6hWROSKy1f15VkSSL2qZ\ngbrjyn1CRCIi8mm/6hWRChH5g4i8IiJPeVFvOnWLSJmIPO6+xy+LyGc9qvdBEWkSkW09lPE9vjJV\nbzp1Zyq2g4rrdOvORGyHOq69WDYr/gfnS2Q3UA4MAF4CJiSUmQ782v37k8DzPtV7AVDq/j3Ni3rT\nrTuu3EbgMeDTPj3nUmA7cLq7fYqP7/NtwD2xeoH3gCIP6v4UcC6wLcX9QcWX5/UGGdtBxXWQsR32\nuM5ED9/TC7W8rFdVn1fVVnfzeVJcK5CJul1fBn4BNPtY7xzgEVU9AKCq7/pY9ztAsft3MfCeqnae\naMWq+izQ0kORQOIrQ/WmVXeGYjuouE637kzEdqjjOhMJ39MLtTyuN94XgMdPsM606xaRDwOzVPUn\ngFcjOtJ5zuOB4SLylIjUi8hcH+teBkwUkbeArcBXPKq7r23zK74yUW+6dcfzKraDiuu06iYzsR3q\nuA5stswgichFOCOJPuVjtT8E4o8H+jWMrwiYDFwMDAGeE5HnVHW3D3UvBLaq6kUicibwWxGZpKpt\nPtSdlwKI7aDiGoKL7ZyN60wk/ANA/PXlo9zbEsuM7qVMJupFRCYBS4FpqtrTv09e130eUC0ignPc\nb7qIRFR1XYbr3Q+8q6qHgcMi8gxwDs5xyhORTt1/C9wFoKqNIrIHmABsOcG602lbEPGViXrTrTsT\nsR1UXKdbdyZiO9xx7cUJloQTC4UcPekxEOekx8cSylzB0ZMPF+DNCaZ06h0DvAZc4PdzTij/EN6c\ntE3nOU8AfuuW/RDwMvCXPtX9feA29++ROP+ODvfoNT8DeDnFfUHFl+f1BhnbQcV1kLEd9rj2JDCS\nNGwa8KobgN90b7semB9X5j73hd0KTPajXpxjb+8BLwJ/ADb7+Zzjyv7Mww9GOq/1N3BGM2wDvuzX\nc8bp8f3KfY+3Add5VO9q4C2gA3gT5xBG4PGVqXqDjO2g4jrI2A5zXNuFV8YYkydsTVtjjMkTlvCN\nMSZPWMI3xpg8YQnfGGPyhCV8Y4zJE5bwjTEmT1jCN8aYPGEJ3xhj8sT/B5uawafRkvZ+AAAAAElF\nTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -286,7 +286,7 @@ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 10, @@ -295,9 +295,9 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEZCAYAAAB4hzlwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nguM4jhPj/wFnrDh8E0jTHgAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEZCAYAAAB4hzlwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\no2AYhmEEmFEwDMMwAv4Pnmg/yitjPH4AAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -320,6 +320,44 @@ "\n", "yb.peplot([model[0] for model in models], concrete[feats], concrete['strength'])\n" ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "ename": "NameError", + "evalue": "name 'X_train' is not defined", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mmodels\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mRidge\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mLinearRegression\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSVR\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0myb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresiduals_plot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconcrete\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mfeats\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconcrete\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'strength'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m/Users/benjamin/Repos/ddl/yellowbrick/yellowbrick/regressor.py\u001b[0m in \u001b[0;36mresiduals_plot\u001b[0;34m(models, X, y, **kwargs)\u001b[0m\n\u001b[1;32m 147\u001b[0m \u001b[0mviz\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mResidualsPlot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 148\u001b[0m \u001b[0mviz\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 149\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mviz\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrender\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m/Users/benjamin/Repos/ddl/yellowbrick/yellowbrick/regressor.py\u001b[0m in \u001b[0;36mrender\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 124\u001b[0m \u001b[0;31m# TODO: less proceedural?\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 125\u001b[0m \u001b[0;31m# Add the training residuals\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 126\u001b[0;31m \u001b[0my_train_pred\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX_train\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 127\u001b[0m \u001b[0maxe\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my_train_pred\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_train_pred\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0my_train\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolors\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'train_point'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m40\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 128\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mNameError\u001b[0m: name 'X_train' is not defined" + ] + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAEACAYAAABWLgY0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ny7Lzl18AAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from sklearn.linear_model import LinearRegression \n", + "\n", + "models = [Ridge(), LinearRegression(), SVR()]\n", + "yb.residuals_plot(models, concrete[feats], concrete['strength'])" + ] } ], "metadata": { diff --git a/yellowbrick/__init__.py b/yellowbrick/__init__.py index 7a615a196..128949d5a 100644 --- a/yellowbrick/__init__.py +++ b/yellowbrick/__init__.py @@ -21,7 +21,7 @@ from .version import get_version from .anscombe import anscombe from .classifier import crplot, rocplot_compare -from .regressor import peplot +from .regressor import peplot, residuals_plot ########################################################################## ## Package Version diff --git a/yellowbrick/base.py b/yellowbrick/base.py index 5c989a4ba..0a9111420 100644 --- a/yellowbrick/base.py +++ b/yellowbrick/base.py @@ -13,8 +13,12 @@ Abstract base classes and interface for Yellowbrick. """ +import matplotlib.pyplot as plt + from .exceptions import YellowbrickTypeError +from .utils import get_model_name, isestimator from sklearn.base import BaseEstimator, TransformerMixin +from sklearn.cross_validation import cross_val_predict as cvp ########################################################################## ## Base class hierarhcy @@ -79,3 +83,34 @@ def render(self, model=None): raise NotImplementedError( "Please specify how to render the model visualization" ) + + +class MultiModelMixin(object): + """ + Does predict for each of the models and generates subplots. + """ + + def __init__(self, models, **kwargs): + # Ensure models is a collection, if it's a single estimator then we + # wrap it in a list so that the API doesn't break during render. + if isestimator(models): + models = [models] + + # Keep track of the models + self.models = models + self.names = kwargs.pop('names', list(map(get_model_name, models))) + + def generate_subplots(self): + """ + Generates the subplots for the number of given models. + """ + _, axes = plt.subplots(len(self.models), sharex=True, sharey=True) + return axes + + def predict(self, X, y): + """ + Returns a generator containing the predictions for each of the + internal models (using cross_val_predict and a CV=12). + """ + for model in self.models: + yield cvp(model, X, y, cv=12) diff --git a/yellowbrick/regressor.py b/yellowbrick/regressor.py index 21e3553bb..70aa95adb 100644 --- a/yellowbrick/regressor.py +++ b/yellowbrick/regressor.py @@ -20,9 +20,9 @@ import matplotlib as mpl import matplotlib.pyplot as plt -from .base import ModelVisualization from .utils import get_model_name, isestimator -from sklearn.cross_validation import cross_val_predict as cvp +from .base import ModelVisualization, MultiModelMixin +from sklearn.cross_validation import train_test_split as tts ########################################################################## ## Regression Visualization Base Object @@ -36,41 +36,19 @@ class RegressorVisualization(ModelVisualization): ## Prediction Error Plots ########################################################################## -class PredictionError(RegressorVisualization): +class PredictionError(MultiModelMixin, RegressorVisualization): def __init__(self, models, **kwargs): """ Pass in a collection of models to generate prediction error graphs. """ + super(PredictionError, self).__init__(models, **kwargs) - # Ensure models is a collection, if it's a single estimator then we - # wrap it in a list so that the API doesn't break during render. - if isestimator(models): - models = [models] - - # Keep track of the models - self.models = models - self.names = kwargs.pop('names', list(map(get_model_name, models))) self.colors = { 'point': kwargs.pop('point_color', '#F2BE2C'), 'line': kwargs.pop('line_color', '#2B94E9'), } - def generate_subplots(self): - """ - Generates the subplots for the number of given models. - """ - _, axes = plt.subplots(len(self.models), sharex=True, sharey=True) - return axes - - def predict(self, X, y): - """ - Returns a generator containing the predictions for each of the - internal models (using cross_val_predict and a CV=12). - """ - for model in self.models: - yield cvp(model, X, y, cv=12) - def render(self, X, y): """ Renders each of the scatter plots per matrix. @@ -93,5 +71,79 @@ def render(self, X, y): def peplot(models, X, y, **kwargs): + # TODO: Docstring or this won't be understandable. viz = PredictionError(models, **kwargs) return viz.render(X, y) + +########################################################################## +## Residuals Plots +########################################################################## + +class ResidualsPlot(MultiModelMixin, RegressorVisualization): + """ + Unlike PredictionError, this viz takes classes instead of model instances + we should revise the API to have FittedRegressorVisualization vs. etc. + + TODO: Fitted vs. Unfitted API. + """ + + def __init__(self, models, **kwargs): + """ + Pass in a collection of model classes to generate train/test residual + plots by fitting the models and ... someone finish this docstring. + """ + super(ResidualsPlot, self).__init__(models, **kwargs) + + # TODO: the names for the color arguments are _long_. + self.colors = { + 'train_point': kwargs.pop('train_point_color', '#2B94E9'), + 'test_point': kwargs.pop('test_point_color', '#94BA65'), + 'line': kwargs.pop('line_color', '#333333'), + } + + def fit(self, X, y): + """ + Fit all three models and also store the train/test splits. + + TODO: move to MultiModelMixin. + """ + # TODO: make test size a parameter and do better data storage on viz. + self.X_train, self.X_test, self.y_train, self.y_test = tts(X, y, test_size=0.2) + self.models = list(map(lambda model: model.fit(self.X_train, self.y_train), self.models)) + + def render(self): + """ + Renders each residual plot across each axis. + """ + + for idx, axe in enumerate(self.generate_subplots()): + # Get the information for this axis + model = self.models[idx] + name = self.names[idx] + + # TODO: less proceedural? + # Add the training residuals + y_train_pred = model.predict(self.X_train) + axe.scatter(y_train_pred, y_train_pred - self.y_train, c=self.colors['train_point'], s=40, alpha=0.5) + + # Add the test residuals + y_test_pred = model.predict(self.X_test) + axe.scatter(y_test_pred, y_test_pred - self.y_test, c=self.colors['test_point'], s=40) + + # Add the hline and other axis elements + # TODO: better parameters based on the plot or, normalize, then push -1 to 1 + axe.hlines(y=0, xmin=0, xmax=100) + axe.set_title(name) + axe.set_ylabel('Residuals') + + # Finalize the residuals plot + # TODO: adjust the x and y ranges in order to compare (or use normalize) + plt.xlabel("Predicted Value") + return axe # TODO: We shouldn't return the last axis + + +def residuals_plot(models, X, y, **kwargs): + # TODO: Docstring or this won't be understandable. + viz = ResidualsPlot(models, **kwargs) + viz.fit(X, y) + return viz.render() From 15f72bfae7056d5eb8f14fac9d3a95cfaf9794da Mon Sep 17 00:00:00 2001 From: Patrick O'Melveny Date: Fri, 3 Jun 2016 15:47:24 -0700 Subject: [PATCH 11/32] Add basic style setting (very, very heavily) influenced by Seaborn --- tests/test_yb_palettes.py | 147 +++++++++++ tests/test_yb_rcmod.py | 194 +++++++++++++++ yellowbrick/__init__.py | 11 + yellowbrick/classifier.py | 2 +- yellowbrick/color.py | 30 --- yellowbrick/color_utils.py | 54 ++++ yellowbrick/yb_palettes.py | 180 ++++++++++++++ yellowbrick/yb_rcmod.py | 494 +++++++++++++++++++++++++++++++++++++ 8 files changed, 1081 insertions(+), 31 deletions(-) create mode 100644 tests/test_yb_palettes.py create mode 100644 tests/test_yb_rcmod.py delete mode 100644 yellowbrick/color.py create mode 100644 yellowbrick/color_utils.py create mode 100644 yellowbrick/yb_palettes.py create mode 100644 yellowbrick/yb_rcmod.py diff --git a/tests/test_yb_palettes.py b/tests/test_yb_palettes.py new file mode 100644 index 000000000..986b8d6d9 --- /dev/null +++ b/tests/test_yb_palettes.py @@ -0,0 +1,147 @@ +# tests.test_yb_palettes +# Test the export module - to generate a corpus for machine learning. +# +# Author: Patrick O'Melveny +# Created: Friaday Jun 3 +# +# For license information, see LICENSE.txt +# + + +########################################################################## +## Imports +########################################################################## +import unittest +import numpy as np +import matplotlib as mpl +import warnings + + +from yellowbrick import yb_palettes, yb_rcmod, color_utils + + +class TestColorPalettes(unittest.TestCase): + + def test_current_palette(self): + + pal = yb_palettes.color_palette(["red", "blue", "green"], 3) + yb_rcmod.set_palette(pal, 3) + self.assertEqual(pal, color_utils.get_color_cycle()) + yb_rcmod.set() + + def test_palette_context(self): + + default_pal = yb_palettes.color_palette() + context_pal = yb_palettes.color_palette("muted") + + with yb_palettes.color_palette(context_pal): + self.assertEqual(color_utils.get_color_cycle(), context_pal) + + self.assertEqual(color_utils.get_color_cycle(), default_pal) + + def test_big_palette_context(self): + + original_pal = yb_palettes.color_palette("accent", n_colors=8) + context_pal = yb_palettes.color_palette("bold", 10) + + yb_rcmod.set_palette(original_pal) + with yb_palettes.color_palette(context_pal, 10): + self.assertEqual(color_utils.get_color_cycle(), context_pal) + + self.assertEqual(color_utils.get_color_cycle(), original_pal) + + # Reset default + yb_rcmod.set() + + def test_yellowbrick_palettes(self): + + pals = ["accent", "dark", "paired", "pastel", "bold", "muted"] + for name in pals: + pal_out = yb_palettes.color_palette(name) + self.assertEqual(len(pal_out), 6 if name != 'paired' else 10) + + def test_seaborn_palettes(self): + + pals = ["sns_deep", "sns_muted", "sns_pastel", + "sns_bright", "sns_dark", "sns_colorblind"] + for name in pals: + pal_out = yb_palettes.color_palette(name) + self.assertEqual(len(pal_out), 6) + + def test_bad_palette_name(self): + + with self.assertRaises(ValueError): + yb_palettes.color_palette("IAmNotAPalette") + + def test_terrible_palette_name(self): + + with self.assertRaises(ValueError): + yb_palettes.color_palette("jet") + + def test_bad_palette_colors(self): + + pal = ["red", "blue", "iamnotacolor"] + with self.assertRaises(ValueError): + yb_palettes.color_palette(pal) + + def test_palette_is_list_of_tuples(self): + + pal_in = np.array(["red", "blue", "green"]) + pal_out = yb_palettes.color_palette(pal_in, 3) + + self.assertIsInstance(pal_out, list) + self.assertIsInstance(pal_out[0], tuple) + self.assertIsInstance(pal_out[0][0], float) + self.assertEqual(len(pal_out[0]), 3) + + def test_palette_cycles(self): + + accent = yb_palettes.color_palette("accent") + double_accent = yb_palettes.color_palette("accent", 12) + self.assertEqual(double_accent, accent + accent) + + """ + def test_cbrewer_qual(self): + + pal_short = yb_palettes.mpl_palette("Set1", 4) + pal_long = yb_palettes.mpl_palette("Set1", 6) + self.assertEqual(pal_short, pal_long[:4]) + + pal_full = palettes.mpl_palette("Set2", 8) + pal_long = palettes.mpl_palette("Set2", 10) + self.assertEqual(pal_full, pal_long[:8]) + """ + + def test_color_codes(self): + + yb_palettes.set_color_codes("accent") + colors = yb_palettes.color_palette("accent") + [".1"] + for code, color in zip("bgrmyck", colors): + rgb_want = mpl.colors.colorConverter.to_rgb(color) + rgb_got = mpl.colors.colorConverter.to_rgb(code) + self.assertEqual(rgb_want, rgb_got) + yb_palettes.set_color_codes("reset") + + def test_as_hex(self): + + pal = yb_palettes.color_palette("accent") + for rgb, hex in zip(pal, pal.as_hex()): + self.assertEqual(mpl.colors.rgb2hex(rgb), hex) + """ + def test_preserved_palette_length(self): + + pal_in = palettes.color_palette("Set1", 10) + pal_out = palettes.color_palette(pal_in) + nt.assert_equal(pal_in, pal_out) + """ + + def test_get_color_cycle(self): + with warnings.catch_warnings(): + warnings.simplefilter('ignore') + result = color_utils.get_color_cycle() + expected = mpl.rcParams['axes.color_cycle'] + self.assertEqual(result, expected) + + +if __name__ == "__main__": + unittest.main() diff --git a/tests/test_yb_rcmod.py b/tests/test_yb_rcmod.py new file mode 100644 index 000000000..95e39da50 --- /dev/null +++ b/tests/test_yb_rcmod.py @@ -0,0 +1,194 @@ +# tests.test_utils +# Test the export module - to generate a corpus for machine learning. +# +# Author: Patrick O'Melveny +# Created: Thurs Jun 3 +# +# For license information, see LICENSE.txt +# + + +########################################################################## +## Imports +########################################################################## +import unittest +import numpy.testing as npt +import numpy as np +import matplotlib as mpl +from distutils.version import LooseVersion + + +from yellowbrick import yb_rcmod + + +class RCParamTester(unittest.TestCase): + + def flatten_list(self, orig_list): + + iter_list = map(np.atleast_1d, orig_list) + flat_list = [item for sublist in iter_list for item in sublist] + return flat_list + + def assert_rc_params(self, params): + + for k, v in params.items(): + if k == "svg.embed_char_paths": + # This param causes test issues and is deprecated anyway + continue + elif isinstance(v, np.ndarray): + npt.assert_array_equal(mpl.rcParams[k], v) + else: + self.assertEqual((k, mpl.rcParams[k]), (k, v)) + + +class TestAxesStyle(RCParamTester): + + styles = ["white", "dark", "whitegrid", "darkgrid", "ticks"] + + def test_default_return(self): + + current = yb_rcmod.axes_style() + self.assert_rc_params(current) + + def test_key_usage(self): + + _style_keys = set(yb_rcmod._style_keys) + for style in self.styles: + self.assertTrue(not set(yb_rcmod.axes_style(style)) ^ _style_keys) + + def test_bad_style(self): + + with self.assertRaises(ValueError): + yb_rcmod.axes_style("i_am_not_a_style") + + def test_rc_override(self): + + rc = {"axes.facecolor": "blue", "foo.notaparam": "bar"} + out = yb_rcmod.axes_style("darkgrid", rc) + self.assertEqual(out["axes.facecolor"], "blue") + self.assertNotIn("foo.notaparam", out) + + def test_set_style(self): + + for style in self.styles: + + style_dict = yb_rcmod.axes_style(style) + yb_rcmod.set_style(style) + self.assert_rc_params(style_dict) + + def test_style_context_manager(self): + + yb_rcmod.set_style("darkgrid") + orig_params = yb_rcmod.axes_style() + context_params = yb_rcmod.axes_style("whitegrid") + + with yb_rcmod.axes_style("whitegrid"): + self.assert_rc_params(context_params) + self.assert_rc_params(orig_params) + + @yb_rcmod.axes_style("whitegrid") + def func(): + self.assert_rc_params(context_params) + func() + self.assert_rc_params(orig_params) + + def test_style_context_independence(self): + + self.assertTrue(set(yb_rcmod._style_keys) ^ set(yb_rcmod._context_keys)) + + def test_set_rc(self): + + yb_rcmod.set(rc={"lines.linewidth": 4}) + self.assertEqual(mpl.rcParams["lines.linewidth"], 4) + yb_rcmod.set() + + def test_reset_defaults(self): + + # Changes to the rc parameters make this test hard to manage + # on older versions of matplotlib, so we'll skip it + if LooseVersion(mpl.__version__) < LooseVersion("1.3"): + raise self.SkipTest + + yb_rcmod.reset_defaults() + self.assert_rc_params(mpl.rcParamsDefault) + yb_rcmod.set() + + def test_reset_orig(self): + + # Changes to the rc parameters make this test hard to manage + # on older versions of matplotlib, so we'll skip it + if LooseVersion(mpl.__version__) < LooseVersion("1.3"): + raise self.SkipTest + + yb_rcmod.reset_orig() + self.assert_rc_params(mpl.rcParamsOrig) + yb_rcmod.set() + + +class TestPlottingContext(RCParamTester): + + contexts = ["paper", "notebook", "talk", "poster"] + + def test_default_return(self): + + current = yb_rcmod.plotting_context() + self.assert_rc_params(current) + + def test_key_usage(self): + + _context_keys = set(yb_rcmod._context_keys) + for context in self.contexts: + missing = set(yb_rcmod.plotting_context(context)) ^ _context_keys + self.assertTrue(not missing) + + def test_bad_context(self): + + with self.assertRaises(ValueError): + yb_rcmod.plotting_context("i_am_not_a_context") + + def test_font_scale(self): + + notebook_ref = yb_rcmod.plotting_context("notebook") + notebook_big = yb_rcmod.plotting_context("notebook", 2) + + font_keys = ["axes.labelsize", "axes.titlesize", "legend.fontsize", + "xtick.labelsize", "ytick.labelsize", "font.size"] + + for k in font_keys: + self.assertEqual(notebook_ref[k] * 2, notebook_big[k]) + + def test_rc_override(self): + + key, val = "grid.linewidth", 5 + rc = {key: val, "foo": "bar"} + out = yb_rcmod.plotting_context("talk", rc=rc) + self.assertEqual(out[key], val) + self.assertNotIn("foo", out) + + def test_set_context(self): + + for context in self.contexts: + + context_dict = yb_rcmod.plotting_context(context) + yb_rcmod.set_context(context) + self.assert_rc_params(context_dict) + + def test_context_context_manager(self): + + yb_rcmod.set_context("notebook") + orig_params = yb_rcmod.plotting_context() + context_params = yb_rcmod.plotting_context("paper") + + with yb_rcmod.plotting_context("paper"): + self.assert_rc_params(context_params) + self.assert_rc_params(orig_params) + + @yb_rcmod.plotting_context("paper") + def func(): + self.assert_rc_params(context_params) + func() + self.assert_rc_params(orig_params) + + +if __name__ == "__main__": + unittest.main() diff --git a/yellowbrick/__init__.py b/yellowbrick/__init__.py index f7e1e28ff..371cc62ad 100644 --- a/yellowbrick/__init__.py +++ b/yellowbrick/__init__.py @@ -17,10 +17,21 @@ ########################################################################## ## Imports ########################################################################## +# Capture the original matplotlib rcParams +import matplotlib as mpl +_orig_rc_params = mpl.rcParams.copy() from .version import get_version from .anscombe import anscombe from .classifier import crplot, rocplot_compare +from .yb_rcmod import * +from .yb_palettes import * + +########################################################################## +## Set default aesthetics +########################################################################## + +set() ########################################################################## ## Package Version diff --git a/yellowbrick/classifier.py b/yellowbrick/classifier.py index 6f4353bea..4f3f76c2e 100644 --- a/yellowbrick/classifier.py +++ b/yellowbrick/classifier.py @@ -24,7 +24,7 @@ from sklearn.metrics import roc_curve, auc from sklearn.metrics import classification_report -from .color import ddlheatmap +from .color_utils import ddlheatmap ########################################################################## diff --git a/yellowbrick/color.py b/yellowbrick/color.py deleted file mode 100644 index a1c5fcbd2..000000000 --- a/yellowbrick/color.py +++ /dev/null @@ -1,30 +0,0 @@ -# yellowbrick.color -# Defines color definitions and color maps specific to DDL and Yellowbrick. -# -# Author: Rebecca Bilbro -# Created: Wed May 18 12:41:35 2016 -0400 -# -# Copyright (C) 2016 District Data Labs -# For license information, see LICENSE.txt -# -# ID: color.py [] benjamin@bengfort.com $ - -""" -Defines color definitions and color maps specific to DDL and Yellowbrick. -""" - -########################################################################## -## Imports -########################################################################## - -from matplotlib import colors -from matplotlib.colors import ListedColormap - -########################################################################## -## Colors -########################################################################## - -ddl_heat = ['#DBDBDB','#DCD5CC','#DCCEBE','#DDC8AF','#DEC2A0','#DEBB91',\ - '#DFB583','#DFAE74','#E0A865','#E1A256','#E19B48','#E29539'] - -ddlheatmap = colors.ListedColormap(ddl_heat) diff --git a/yellowbrick/color_utils.py b/yellowbrick/color_utils.py new file mode 100644 index 000000000..439cc9a28 --- /dev/null +++ b/yellowbrick/color_utils.py @@ -0,0 +1,54 @@ +# yellowbrick.color_utils +# Defines functions related to colors and palettes. +# +# Author: Rebecca Bilbro +# Created: Wed May 18 12:41:35 2016 -0400 +# +# Copyright (C) 2016 District Data Labs +# For license information, see LICENSE.txt +# +# ID: color.py [] benjamin@bengfort.com $ + +""" +Defines color definitions and color maps specific to DDL and Yellowbrick. +""" + +########################################################################## +## Imports +########################################################################## + +from __future__ import print_function, division +import matplotlib.colors as mplcol +import matplotlib as mpl + + +# Check to see if matplotlib is at least sorta up to date +from distutils.version import LooseVersion +mpl_ge_150 = LooseVersion(mpl.__version__) >= "1.5.0" + +# TODO: This block should probably be moved/removed soon +########################################################################## +## Compatability with old stuff for now +########################################################################## + +ddl_heat = ['#DBDBDB', '#DCD5CC', '#DCCEBE', '#DDC8AF', '#DEC2A0', '#DEBB91', + '#DFB583','#DFAE74', '#E0A865', '#E1A256', '#E19B48', '#E29539'] + +ddlheatmap = mplcol.ListedColormap(ddl_heat) + +########################################################################## +## Color Utils +########################################################################## + + +def get_color_cycle(): + if mpl_ge_150: + cyl = mpl.rcParams['axes.prop_cycle'] + # matplotlib 1.5 verifies that axes.prop_cycle *is* a cycler + # but no garuantee that there's a `color` key. + # so users could have a custom rcParmas w/ no color... + try: + return [x['color'] for x in cyl] + except KeyError: + pass # just return axes.color style below + return mpl.rcParams['axes.color_cycle'] diff --git a/yellowbrick/yb_palettes.py b/yellowbrick/yb_palettes.py new file mode 100644 index 000000000..adaf24abd --- /dev/null +++ b/yellowbrick/yb_palettes.py @@ -0,0 +1,180 @@ +# yellowbrick.yb_palettes +# Defines color definitions and color maps specific to DDL and Yellowbrick. +# +# Original based on Seaborn's rcmod.py: +# +# For license information, see LICENSE.txt +# +# TODO: Clean up docs so they don't reference Seaborn things we don't have + +"""Functions that alter the matplotlib rc dictionary on the fly.""" + +########################################################################## +## Imports +########################################################################## +from __future__ import division +from itertools import cycle + +import matplotlib as mpl +from six import string_types +from six.moves import range + +from .color_utils import get_color_cycle + + +########################################################################## +## Exports +########################################################################## +__all__ = ["color_palette", "set_color_codes"] + +########################################################################## +## Default Yellowbrick Palettes (and Default Seaborn, just cause) +########################################################################## +# Taken from Colorbrewer, qualitative color schemes +YELLOWBRICK_PALETTES = dict( + accent=['#7fc97f', '#beaed4', '#fdc086', + '#ffff99', '#386cb0', '#f0027f'], + dark=['#1b9e77', '#d95f02', '#7570b3', + '#e7298a', '#66a61e', '#e6ab02'], + paired=['#a6cee3', '#1f78b4', '#b2df8a', '#33a02c', + '#fb9a99', '#e31a1c', '#fdbf6f', '#ff7f00', + '#cab2d6', '#6a3d9a'], + pastel=['#b3e2cd', '#fdcdac', '#cbd5e8', + '#f4cae4', '#e6f5c9', '#fff2ae'], + bold=['#e41a1c', '#377eb8', '#4daf4a', + '#984ea3', '#ff7f00', '#ffff33'], + muted=['#8dd3c7', '#ffffb3', '#bebada', + '#fb8072', '#80b1d3', '#fdb462'] +) + +SEABORN_PALETTES = dict( + sns_deep=["#4C72B0", "#55A868", "#C44E52", + "#8172B2", "#CCB974", "#64B5CD"], + sns_muted=["#4878CF", "#6ACC65", "#D65F5F", + "#B47CC7", "#C4AD66", "#77BEDB"], + sns_pastel=["#92C6FF", "#97F0AA", "#FF9F9A", + "#D0BBFF", "#FFFEA3", "#B0E0E6"], + sns_bright=["#003FFF", "#03ED3A", "#E8000B", + "#8A2BE2", "#FFC400", "#00D7FF"], + sns_dark=["#001C7F", "#017517", "#8C0900", + "#7600A1", "#B8860B", "#006374"], + sns_colorblind=["#0072B2", "#009E73", "#D55E00", + "#CC79A7", "#F0E442", "#56B4E9"] + ) +########################################################################## +## Palette Functions +########################################################################## +class _ColorPalette(list): + """Set the color palette in a with statement, otherwise be a list.""" + def __enter__(self): + """Open the context.""" + from .yb_rcmod import set_palette + self._orig_palette = color_palette() + set_palette(self) + return self + + def __exit__(self, *args): + """Close the context.""" + from .yb_rcmod import set_palette + set_palette(self._orig_palette) + + def as_hex(self): + """Return a color palette with hex codes instead of RGB values.""" + hex = [mpl.colors.rgb2hex(rgb) for rgb in self] + return _ColorPalette(hex) + + +def color_palette(palette=None, n_colors=None, desat=None): + """Return a list of colors defining a color palette. + Availible seaborn palette names: + accent, dark, paired, pastel, bold, muted + Availible seaborn palette names: + sns_deep, sns_muted, sns_bright, sns_pastel, sns_dark, sns_colorblind + Other options: + list of colors + Calling this function with ``palette=None`` will return the current + matplotlib color cycle. + This function can also be used in a ``with`` statement to temporarily + set the color cycle for a plot or set of plots. + Parameters + ---------- + palette: None, string, or sequence, optional + Name of palette or None to return current palette. If a sequence, input + colors are used but possibly cycled and desaturated. + n_colors : int, optional + Number of colors in the palette. If ``None``, the default will depend + on how ``palette`` is specified. Named palettes default to 6 colors + (except paired, which has 10), + but grabbing the current palette or passing in a list of colors will + not change the number of colors unless this is specified. Asking for + more colors than exist in the palette will cause it to cycle. + + Returns + ------- + palette : list of RGB tuples. + Color palette. Behaves like a list, but can be used as a context + manager and possesses an ``as_hex`` method to convert to hex color + codes. + See Also + -------- + set_palette : Set the default color cycle for all plots. + set_color_codes : Reassign color codes like ``"b"``, ``"g"``, etc. to + colors from one of the yellowbrick palettes. + """ + if palette is None: + palette = get_color_cycle() + if n_colors is None: + n_colors = len(palette) + + elif not isinstance(palette, string_types): + palette = palette + if n_colors is None: + n_colors = len(palette) + else: + if palette.lower() == "jet": + raise ValueError("No.") + elif palette in YELLOWBRICK_PALETTES: + palette = YELLOWBRICK_PALETTES[palette] + elif palette in SEABORN_PALETTES: + palette = SEABORN_PALETTES[palette] + else: + raise ValueError("%s is not a valid palette " + "name in yellowbrick" % palette) + if n_colors is None: + n_colors = len(palette) + + # Always return as many colors as we asked for + pal_cycle = cycle(palette) + palette = [next(pal_cycle) for _ in range(n_colors)] + + # Always return in r, g, b tuple format + try: + palette = map(mpl.colors.colorConverter.to_rgb, palette) + palette = _ColorPalette(palette) + except ValueError: + raise ValueError("Could not generate a palette for %s" % str(palette)) + + return palette + +def set_color_codes(palette="accent"): + """Change how matplotlib color shorthands are interpreted. + Calling this will change how shorthand codes like "b" or "g" + are interpreted by matplotlib in subsequent plots. + Parameters + ---------- + palette : {accent, dark, paired, pastel, bold, muted} + Named yellowbrick palette to use as the source of colors. + See Also + -------- + set_palette : Color codes can also be set through the function that + sets the matplotlib color cycle. + """ + if palette == "reset": + colors = [(0., 0., 1.), (0., .5, 0.), (1., 0., 0.), (.75, .75, 0.), + (.75, .75, 0.), (0., .75, .75), (0., 0., 0.)] + else: + colors = YELLOWBRICK_PALETTES[palette] + [(.1, .1, .1)] + for code, color in zip("bgrmyck", colors): + rgb = mpl.colors.colorConverter.to_rgb(color) + mpl.colors.colorConverter.colors[code] = rgb + mpl.colors.colorConverter.cache[code] = rgb diff --git a/yellowbrick/yb_rcmod.py b/yellowbrick/yb_rcmod.py new file mode 100644 index 000000000..a0863d5ea --- /dev/null +++ b/yellowbrick/yb_rcmod.py @@ -0,0 +1,494 @@ +# yellowbrick.yb_rcmod +# Defines color definitions and color maps specific to DDL and Yellowbrick. +# +# Original based on Seaborn's rcmod.py: +# +# For license information, see LICENSE.txt +# +# TODO: Clean up docs so they don't reference Seaborn things we don't have + +"""Functions that alter the matplotlib rc dictionary on the fly.""" + +########################################################################## +## Imports +########################################################################## +import functools + +import numpy as np +import matplotlib as mpl + +from six import string_types + +# Check to see if we have a slightly modern version of mpl +from distutils.version import LooseVersion +mpl_ge_150 = LooseVersion(mpl.__version__) >= '1.5.0' + +from . import yb_palettes, _orig_rc_params + + +########################################################################## +## Exports +########################################################################## +__all__ = ["set", "reset_defaults", "reset_orig", + "axes_style", "set_style", "plotting_context", "set_context", + "set_palette"] + + +########################################################################## +## Keys +########################################################################## +_style_keys = ( + + "axes.facecolor", + "axes.edgecolor", + "axes.grid", + "axes.axisbelow", + "axes.linewidth", + "axes.labelcolor", + + "figure.facecolor", + + "grid.color", + "grid.linestyle", + + "text.color", + + "xtick.color", + "ytick.color", + "xtick.direction", + "ytick.direction", + "xtick.major.size", + "ytick.major.size", + "xtick.minor.size", + "ytick.minor.size", + + "legend.frameon", + "legend.numpoints", + "legend.scatterpoints", + + "lines.solid_capstyle", + + "image.cmap", + "font.family", + "font.sans-serif", + ) + +_context_keys = ( + "figure.figsize", + + "font.size", + "axes.labelsize", + "axes.titlesize", + "xtick.labelsize", + "ytick.labelsize", + "legend.fontsize", + + "grid.linewidth", + "lines.linewidth", + "patch.linewidth", + "lines.markersize", + "lines.markeredgewidth", + + "xtick.major.width", + "ytick.major.width", + "xtick.minor.width", + "ytick.minor.width", + + "xtick.major.pad", + "ytick.major.pad" + ) + + +def set(context="notebook", style="darkgrid", palette="accent", + font="sans-serif", font_scale=1, color_codes=False, rc=None): + """Set aesthetic parameters in one step. + Each set of parameters can be set directly or temporarily, see the + referenced functions below for more information. + Parameters + ---------- + context : string or dict + Plotting context parameters, see :func:`plotting_context` + style : string or dict + Axes style parameters, see :func:`axes_style` + palette : string or sequence + Color palette, see :func:`color_palette` + font : string + Font family, see matplotlib font manager. + font_scale : float, optional + Separate scaling factor to independently scale the size of the + font elements. + color_codes : bool + If ``True`` and ``palette`` is a yellowbrick palette, remap the shorthand + color codes (e.g. "b", "g", "r", etc.) to the colors from this palette. + rc : dict or None + Dictionary of rc parameter mappings to override the above. + """ + set_context(context, font_scale) + set_style(style, rc={"font.family": font}) + set_palette(palette, color_codes=color_codes) + if rc is not None: + mpl.rcParams.update(rc) + + +def reset_defaults(): + """Restore all RC params to default settings.""" + mpl.rcParams.update(mpl.rcParamsDefault) + + +def reset_orig(): + """Restore all RC params to original settings (respects custom rc).""" + mpl.rcParams.update(_orig_rc_params) + + +########################################################################## +## Axes Styles +########################################################################## + +def axes_style(style=None, rc=None): + """Return a parameter dict for the aesthetic style of the plots. + This affects things like the color of the axes, whether a grid is + enabled by default, and other aesthetic elements. + This function returns an object that can be used in a ``with`` statement + to temporarily change the style parameters. + Parameters + ---------- + style : dict, None, or one of {darkgrid, whitegrid, dark, white, ticks} + A dictionary of parameters or the name of a preconfigured set. + rc : dict, optional + Parameter mappings to override the values in the preset seaborn + style dictionaries. This only updates parameters that are + considered part of the style definition. + Examples + -------- + >>> st = axes_style("whitegrid") + >>> set_style("ticks", {"xtick.major.size": 8, "ytick.major.size": 8}) + >>> import matplotlib.pyplot as plt + >>> with axes_style("white"): + ... f, ax = plt.subplots() + ... ax.plot(x, y) # doctest: +SKIP + See Also + -------- + set_style : set the matplotlib parameters for a seaborn theme + plotting_context : return a parameter dict to to scale plot elements + color_palette : define the color palette for a plot + """ + if style is None: + style_dict = {k: mpl.rcParams[k] for k in _style_keys} + + elif isinstance(style, dict): + style_dict = style + + else: + styles = ["white", "dark", "whitegrid", "darkgrid", "ticks"] + if style not in styles: + raise ValueError("style must be one of %s" % ", ".join(styles)) + + # Define colors here + dark_gray = ".15" + light_gray = ".8" + + # Common parameters + style_dict = { + "figure.facecolor": "white", + "text.color": dark_gray, + "axes.labelcolor": dark_gray, + "legend.frameon": False, + "legend.numpoints": 1, + "legend.scatterpoints": 1, + "xtick.direction": "out", + "ytick.direction": "out", + "xtick.color": dark_gray, + "ytick.color": dark_gray, + "axes.axisbelow": True, + "image.cmap": "Greys", + "font.family": ["sans-serif"], + "font.sans-serif": ["Arial", "Liberation Sans", + "Bitstream Vera Sans", "sans-serif"], + "grid.linestyle": "-", + "lines.solid_capstyle": "round", + } + + # Set grid on or off + if "grid" in style: + style_dict.update({ + "axes.grid": True, + }) + else: + style_dict.update({ + "axes.grid": False, + }) + + # Set the color of the background, spines, and grids + if style.startswith("dark"): + style_dict.update({ + "axes.facecolor": "#EAEAF2", + "axes.edgecolor": "white", + "axes.linewidth": 0, + "grid.color": "white", + }) + + elif style == "whitegrid": + style_dict.update({ + "axes.facecolor": "white", + "axes.edgecolor": light_gray, + "axes.linewidth": 1, + "grid.color": light_gray, + }) + + elif style in ["white", "ticks"]: + style_dict.update({ + "axes.facecolor": "white", + "axes.edgecolor": dark_gray, + "axes.linewidth": 1.25, + "grid.color": light_gray, + }) + + # Show or hide the axes ticks + if style == "ticks": + style_dict.update({ + "xtick.major.size": 6, + "ytick.major.size": 6, + "xtick.minor.size": 3, + "ytick.minor.size": 3, + }) + else: + style_dict.update({ + "xtick.major.size": 0, + "ytick.major.size": 0, + "xtick.minor.size": 0, + "ytick.minor.size": 0, + }) + + # Override these settings with the provided rc dictionary + if rc is not None: + rc = {k: v for k, v in rc.items() if k in _style_keys} + style_dict.update(rc) + + # Wrap in an _AxesStyle object so this can be used in a with statement + style_object = _AxesStyle(style_dict) + + return style_object + + +def set_style(style=None, rc=None): + """Set the aesthetic style of the plots. + This affects things like the color of the axes, whether a grid is + enabled by default, and other aesthetic elements. + Parameters + ---------- + style : dict, None, or one of {darkgrid, whitegrid, dark, white, ticks} + A dictionary of parameters or the name of a preconfigured set. + rc : dict, optional + Parameter mappings to override the values in the preset seaborn + style dictionaries. This only updates parameters that are + considered part of the style definition. + Examples + -------- + >>> set_style("whitegrid") + >>> set_style("ticks", {"xtick.major.size": 8, "ytick.major.size": 8}) + See Also + -------- + axes_style : return a dict of parameters or use in a ``with`` statement + to temporarily set the style. + set_context : set parameters to scale plot elements + set_palette : set the default color palette for figures + """ + style_object = axes_style(style, rc) + mpl.rcParams.update(style_object) + + +########################################################################## +## Context +########################################################################## +def plotting_context(context=None, font_scale=1, rc=None): + """Return a parameter dict to scale elements of the figure. + This affects things like the size of the labels, lines, and other + elements of the plot, but not the overall style. The base context + is "notebook", and the other contexts are "paper", "talk", and "poster", + which are version of the notebook parameters scaled by .8, 1.3, and 1.6, + respectively. + This function returns an object that can be used in a ``with`` statement + to temporarily change the context parameters. + Parameters + ---------- + context : dict, None, or one of {paper, notebook, talk, poster} + A dictionary of parameters or the name of a preconfigured set. + font_scale : float, optional + Separate scaling factor to independently scale the size of the + font elements. + rc : dict, optional + Parameter mappings to override the values in the preset seaborn + context dictionaries. This only updates parameters that are + considered part of the context definition. + Examples + -------- + >>> c = plotting_context("poster") + >>> c = plotting_context("notebook", font_scale=1.5) + >>> c = plotting_context("talk", rc={"lines.linewidth": 2}) + >>> import matplotlib.pyplot as plt + >>> with plotting_context("paper"): + ... f, ax = plt.subplots() + ... ax.plot(x, y) # doctest: +SKIP + See Also + -------- + set_context : set the matplotlib parameters to scale plot elements + axes_style : return a dict of parameters defining a figure style + color_palette : define the color palette for a plot + """ + if context is None: + context_dict = {k: mpl.rcParams[k] for k in _context_keys} + + elif isinstance(context, dict): + context_dict = context + + else: + + contexts = ["paper", "notebook", "talk", "poster"] + if context not in contexts: + raise ValueError("context must be in %s" % ", ".join(contexts)) + + # Set up dictionary of default parameters + base_context = { + + "figure.figsize": np.array([8, 5.5]), + "font.size": 12, + "axes.labelsize": 11, + "axes.titlesize": 12, + "xtick.labelsize": 10, + "ytick.labelsize": 10, + "legend.fontsize": 10, + + "grid.linewidth": 1, + "lines.linewidth": 1.75, + "patch.linewidth": .3, + "lines.markersize": 7, + "lines.markeredgewidth": 0, + + "xtick.major.width": 1, + "ytick.major.width": 1, + "xtick.minor.width": .5, + "ytick.minor.width": .5, + + "xtick.major.pad": 7, + "ytick.major.pad": 7, + } + + # Scale all the parameters by the same factor depending on the context + scaling = dict(paper=.8, notebook=1, talk=1.3, poster=1.6)[context] + context_dict = {k: v * scaling for k, v in base_context.items()} + + # Now independently scale the fonts + font_keys = ["axes.labelsize", "axes.titlesize", "legend.fontsize", + "xtick.labelsize", "ytick.labelsize", "font.size"] + font_dict = {k: context_dict[k] * font_scale for k in font_keys} + context_dict.update(font_dict) + + # Implement hack workaround for matplotlib bug + # See https://github.com/mwaskom/seaborn/issues/344 + # There is a bug in matplotlib 1.4.2 that makes points invisible when + # they don't have an edgewidth. It will supposedly be fixed in 1.4.3. + if mpl.__version__ == "1.4.2": + context_dict["lines.markeredgewidth"] = 0.01 + + # Override these settings with the provided rc dictionary + if rc is not None: + rc = {k: v for k, v in rc.items() if k in _context_keys} + context_dict.update(rc) + + # Wrap in a _PlottingContext object so this can be used in a with statement + context_object = _PlottingContext(context_dict) + + return context_object + + +def set_context(context=None, font_scale=1, rc=None): + """Set the plotting context parameters. + This affects things like the size of the labels, lines, and other + elements of the plot, but not the overall style. The base context + is "notebook", and the other contexts are "paper", "talk", and "poster", + which are version of the notebook parameters scaled by .8, 1.3, and 1.6, + respectively. + Parameters + ---------- + context : dict, None, or one of {paper, notebook, talk, poster} + A dictionary of parameters or the name of a preconfigured set. + font_scale : float, optional + Separate scaling factor to independently scale the size of the + font elements. + rc : dict, optional + Parameter mappings to override the values in the preset seaborn + context dictionaries. This only updates parameters that are + considered part of the context definition. + Examples + -------- + >>> set_context("paper") + >>> set_context("talk", font_scale=1.4) + >>> set_context("talk", rc={"lines.linewidth": 2}) + See Also + -------- + plotting_context : return a dictionary of rc parameters, or use in + a ``with`` statement to temporarily set the context. + set_style : set the default parameters for figure style + set_palette : set the default color palette for figures + """ + context_object = plotting_context(context, font_scale, rc) + mpl.rcParams.update(context_object) + + +class _RCAesthetics(dict): + def __enter__(self): + rc = mpl.rcParams + self._orig = {k: rc[k] for k in self._keys} + self._set(self) + + def __exit__(self, exc_type, exc_value, exc_tb): + self._set(self._orig) + + def __call__(self, func): + @functools.wraps(func) + def wrapper(*args, **kwargs): + with self: + return func(*args, **kwargs) + return wrapper + + +class _AxesStyle(_RCAesthetics): + """Light wrapper on a dict to set style temporarily.""" + _keys = _style_keys + _set = staticmethod(set_style) + + +class _PlottingContext(_RCAesthetics): + """Light wrapper on a dict to set context temporarily.""" + _keys = _context_keys + _set = staticmethod(set_context) + + +########################################################################## +## Colors/Palettes +########################################################################## +def set_palette(palette, n_colors=None, color_codes=False): + """Set the matplotlib color cycle using a seaborn palette. + Parameters + ---------- + palette : yellowbrick color palette | seaborn color palette (with sns_ prepended) + Palette definition. Should be something that :func:`color_palette` + can process. + n_colors : int + Number of colors in the cycle. The default number of colors will depend + on the format of ``palette``, see the :func:`color_palette` + documentation for more information. + color_codes : bool + If ``True`` and ``palette`` is a seaborn palette, remap the shorthand + color codes (e.g. "b", "g", "r", etc.) to the colors from this palette. + """ + colors = yb_palettes.color_palette(palette, n_colors) + if mpl_ge_150: + from cycler import cycler + cyl = cycler('color', colors) + mpl.rcParams['axes.prop_cycle'] = cyl + else: + mpl.rcParams["axes.color_cycle"] = list(colors) + mpl.rcParams["patch.facecolor"] = colors[0] + if color_codes: + yb_palettes.set_color_codes(palette) From c8fc0d3b7ad9d9099bff2414930c8d67354aeb74 Mon Sep 17 00:00:00 2001 From: rebeccabilbro Date: Sat, 4 Jun 2016 12:17:33 -0700 Subject: [PATCH 12/32] implemented rocauc multiplot --- examples/examples.ipynb | 163 +++++++++++++------------------- yellowbrick/__init__.py | 2 +- yellowbrick/classifier.py | 190 +++++++++++++++++++++++--------------- 3 files changed, 180 insertions(+), 175 deletions(-) diff --git a/examples/examples.ipynb b/examples/examples.ipynb index 57b9b28bf..2efcf061f 100644 --- a/examples/examples.ipynb +++ b/examples/examples.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 9, "metadata": { "collapsed": false }, @@ -33,7 +33,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 10, "metadata": { "collapsed": false }, @@ -41,21 +41,21 @@ { "data": { "text/plain": [ - "(,\n", - " ,\n", - " ,\n", - " )" + "(,\n", + " ,\n", + " ,\n", + " )" ] }, - "execution_count": 2, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAEACAYAAACj0I2EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAEACAYAAACj0I2EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xl8lNW5wPHfAyQwgGGRICqaVFGxXiiggLhUXLhSQLxq\nRcCKaLCodbnuWrW4VgVboXXDGlHUjLigUpV7ERUVZYkBFMV6oTpsCgyCQDCQhJz7x5lAEhIyy/vO\nO/PO8/188iGZTN73GXJ4OHOW54gxBqWUUumvidcBKKWUcoYmdKWU8glN6Eop5ROa0JVSyic0oSul\nlE9oQldKKZ9oNKGLSKGIrBeRL2o8Nl5EvhaRJSLymojkuBumUkqpxkTTQ58CnFnnsVnAMcaYHsBy\n4DanA1NKKRWbRhO6MWYusLnOY7ONMVWRL+cDnV2ITSmlVAycGEO/FJjpwHWUUkolIKGELiK3AxXG\nmCKH4lFKKRWnZvH+oIiMBgYBpzXyPC0Wo1xljBEv7qttW7kt1rYdbQ9dIh/2C5GBwE3AUGPMziiC\nSvrHuHHjPLmvl/fOxNfstXT5e9TrplesxsTXtqNZtlgEfAocKSKrROQS4O9Aa+BdEVkkIo/HdXel\nlFKOaXTIxRgzsp6Hp7gQi1JKqQT4dqdo//79M+7emfia/catv0e9bnrFGi+Jd6wm6huIGLfvoTKX\niGA8nBTVtq3cEk/b9m0PXSmlMo0mdKWU8glN6BkqHA5TXFxMOBz2OhSllEM0oWegYDBIXpc8Bgwb\nQF6XPIIvBR2/R2kpDBsG8+c7fmmVQYyB//5veOcdryNJDzopmmHC4TB5XfIoG1kGnYB1ECgKsHLF\nSnJzcx25x6pVMHQo9OoFTz4J2dmOXLZeOinqbxMnQmEhzJ0Lbdp4HU1y6aSoalQoFCK7fbZN5gCd\nIKt9FqFQyJHrz5sH/frBRRfZf4huJnPlb2++CRMmwFtvZV4yj1fctVxUesrPz6d8UzmsY3cPvWJT\nBfn5+Qlf+8UX4brrYMoUGDw44cupDFZSAmPG2KGWvDyvo0kfmtAzTG5uLoWTCykYW0BW+ywqNlVQ\nOLkwoeGWqiq4804IBuH99+E//sPBgFXGWb0azj4bJk+G3r29jia96Bh6hgqHw4RCIfLz8xNK5tu3\n2+GVcBimTweHhuGjpmPo/rJtG5x0km1TN97odTTeiqdtN5rQRaQQGAKsN8Z0jzzWDpgG5AEhYJgx\nZksDP6+N3qdqTn4+8QQ0b578GDSh+0dlpW1PhxxiJ9PFk99q6nBrUrS+M0VvBWYbY44C3kfPFM04\n8+fXnvz0Ipkr/zAGrr0Wdu2CRx/VZB6vaKotzhWRutMSZwOnRD5/DpiDTfLKx6qHaT777CjGjcvh\nmWdgyBCvo1J+MHEifPQRfPIJZGV5HU36indStKMxZj2AMWadiHR0MCaVgoLBIJeOHYNpcg/lW3N5\n8KG5DBkyyOuwlA/MmAEPPwyffgo5OV5Hk96imhSN9ND/WWMMfZMxpn2N7/9ojNm/gZ/VccY0Fw6H\nOfTwo9nR4SnYlQunnkvg9e2ObkaKl46hp7eSEhg40C5P1BUttcXTtuPtoa8XkQOMMetFpBOwYV9P\nvuuuu3Z/3r9//5SqH6waN3/+95Tv+ADaFMOQEdCsnKz2OYRCoaQn9Dlz5jBnzpyk3nNftG3HT5cn\n1uZE2462h56P7aF3i3z9ELDJGPOQiNwCtDPG1DuGrr2Y9DZ/Ppxzzi42br6DytEPwoG4Ui4gXtpD\nT0+6PLFxrvTQI2eK9gf2F5FVwDjgQeAVEbkUWAkMiz1cleqqd34+80xTtpV2p2BswLHNSCpzVVbC\nBRfYVVI33OB1NP6iG4vUXmru/JwxY8/OT6c2IzlJe+jpxRi46ipYscLWaNEVLQ1L5hi68qnSUhg1\nyu78XLCg9s7P3NzclEnkKvVE8x/+pEnw4Ye6PNEtWm1R7bZ6tR3XbNsWZs9O/jZ+lb6iqbFfXT3x\n7be1eqJbdMhFAXby87zz7Jj5DTekz049HXLxTnWPvHXr1hx7/LF71dgvmV9CaWkp+fn5rFqVq8sT\nY6RDLiouRUX2VBjd+amiFQwGKbi8gOz22ewI76BJ2ya1auyb5oaefXrSokMLdmzMpVX25/zjHy01\nmbtMe+gZrHrys6jITn526+Z1RLHTHnry7XXq1XdAEVDA3l+3aw1PzaVZ6Ut8v/p6nYOJgfbQM4BT\nK01qTn4uXKjj5Wrfara76lOvyjqV2W/+Alq0bYF5wdC8Q3N2hnfSpGMTynLLITgN8ucT2Pg4odC5\nmtBdppOiacSpw51Xr4aTT7YTUzr5qRpTt90tWrxoz6lXAOtAdgqLFy5m9suzWVy8GLMVmD4RTFPo\ndRWVm+2pWOFwmOLiYsLhsJcvyb+MMa5+2FuoRG3YsMEEcgKGyzHcheFyTCAnYDZs2BDTdebNM+ag\ng4yZMMGYqiqXgk2iSPtyvR3X95EJbbuhdvfk5CdNICdgcvJzTCAnYIqCRbV+7qKLSow0+dLsd2jn\n3d8vKioygZyAaZPfpt6fUbXF07Z1yCVN7PU2t8bhztG+jdXJTxWrhtpdr569WLliZb3DfzNmwHvv\n9eKz4h/ZtWv67vNqq8fdyzqVwTooGFvAGaefocMwDtKEniYSOdy55uTne++l5+Sn8sa+2l19G80W\nLYKCArs8sVev/QFbhLW4uDjhDolqnCb0NBHv4c7ffRfm0kubUVbWmoULs3S8XMUklna3erU9Qq6+\n6omJdEhU9HTZYpqJZZXLo4++yTXX5tOs5Zc0lT/wzFNPMGL4iCRFmhy6bDE5Gmt30VRPDL4U3Os/\nBr+1Rye5ckh0Ize8DrvatApYClxijCmv85yMafSpZObMzQwaXAZ9H4EzH4b1qVPy1kma0N0RS8ch\nlsOd6143FQu+pQq3Dolu6GYHAVcDvYw9yagZMDze66nE1FwOVlQEF17Ympa518PAh0GoNWap1L7E\nsjy2+nDnysroDnfOzc2ld+/e5ObmOrYMV+0Rdw89ktDnAT2AbcDrwCRjzOw6z/NtLyZVVG/DzmrX\nnJ9/uI12ba7klVfK+c3QznvV19AeuqP39l3b3msXaCPt5pFH7KqpuXNjK7gV630yUVJ76MaY74G/\nAKuAtcBPdZO5cl84HKbg8gLKzhe2tnyayvYnsK3sGH75y10UTi4kUBQg59kcAkUBPZRCNap6mWLN\nuiwNvbOrPtz5rbdir54Yy31U9OJe5SIibYGzgTxgC/CqiIw0xhTVfa6eu+ieUChEs5xfwNsvwAGf\nw5iRZL/QglAoxIjhIzjj9DN8NUapZ4q6K9rVKCUlMGaMLYWbl+fefTKJI2071p1I1R/Ab4F/1Pj6\nIuDRep7nzLYpVa+ZMzcZZK3h+BsN4+LfQVrThg0bzMKFCxO6RrKgO0UdVxQs2ucu0FWrjDn4YGNe\ne83d+2S6eNp2Io25D3ZlSwvstNuzwB/qeV4SXnpmevFFY3JzjbnhxjmO/cNIt+3ZmtDd0dB/6lu3\nGtO9uy0d4eZ9VHxtO9Fli+OwK1sqgMXAGGNMRZ3nmETuofZWVQV/+pM9xLm67K0Ty7/ScaJKJ0WT\nJ5bliSpxSS+fa4y5G7g7kWuo2Gzfbsverl9vz/zs2NE+7sR5n07Ui1H+ZCLLE3ftim55ovKGls9N\nEifKhlaf+bnffrYmS3Uyd0qtiSrQiaoM0lj7rD7c+eWX9XDnlBbrGE2sH/h4nDFaToxLz59vy96O\nH+9u2dt0m6hCx9AT1lj7fOMN2/ZCIY8CzFDxtG2t5eIyJ8alq8veFhbCWWe5Gy84dypSMugYemIa\na58lJejhzh7RI+hSULzj0uFwmG+/DTFt2i95/fVWSS1768R4vEoP+2qfO3bkcvbZ9VdPVKlJE7rL\n4tlAEQwGuXTs1VTueoaqnRU89tg6unU7N1khqwzSUPvs0OEXDBli3xmeq00vbeiQSxLEUjY0HA5z\nyGEnsLP5y9D5c+gzlsC0pim9dNBLOuSSuLrt86nHn6HoxeG6PNFjSS+fG9UNfNLoExXtuPSUKcso\nuKwt5rRH4ARbKTHn2Rxmvzyb3vq+dy+a0J1R3T7z8vK5++5cVqywNVp0RYt3dAw9hUUzLl1UBDfd\n1JWs7GGUH/6a3X+rSwdVElS3z4kT4aOP4JNPNJmnI03oKaCqCsaNgxdegA8+aMKXX51Hwdh3Yjpq\nTqlEzZgBEybAp59CTo7X0ah46JCLx2ru/Jw+fc9moXRaOuglHXJxhi5PTD06hp5mVq+Gs8+G7t3t\n0rDmzb2OKP1oQk/c6tXQrx/87W+6oiWVJPWAi8gN24jIKyLytYh8JSJ9E7leJlmwAI4/HkaMgClT\nNJmr5Km5zX/bNnR5oo8kOoY+CXjHGHO+iDQDWjoQk+8Fg7bQUbJ2fipVrfq4wuz22ez8cRdHHf4N\n/fodxA03eB2ZckIiZ4rmAIuNMYc38jxfvC11Qs3Jz+qytyoxOuQSvVrb/A8AXn2UJv86ktWrenDQ\nQTpPk2qSPeTyC2CjiEwRkUUi8pSIBBK4nq9t3w7nnw8ffGCHWzSZq2SrdY7n/Gsh/GtaHXwpa9eG\nvA5NOSSRIZdmQC/sKUWfichE4FZgXN0n+u3cxVitWWMPBuje3a411/Hy+OmZovHbvc1/3lD49CYY\negKV//xR9zikCCfadiJDLgcA84wxh0W+Pgm4xRhzVp3npdXb0kTVXW64YIGdbLr2WrjpJt1G7TQd\nconN/X/+H+6441hadRpG1fYF+yxDobyV1J2ixpj1IrJaRI40xvwfcDqwLN7r+UHNCafyTeUUjJrN\ntGkn8PTTtoeulJdWr4YnHh/IlGe2cMwx43WPgw8leqbor4CngSzgW+ASY8yWOs9Ju15MPGpNOHUU\neOtuZPFFfPBBDqec0t7r8HxLe+jR2bbNnnZ10UVw441eR6Oi4cWZop8Duq+MGnWl2wu88hyUHkir\nzqfTsuVLgCZ05Z3KSrjgArvvQZcn+pueKeqQ/Px8dmzMhac+huxSGHgau7b8oBNOylN6uHNm0eJc\nDvnuu1xaZn3Orm33E/jpUSqnNdWiWspzkybZ6olz52r1xEygtVwcUL3z8+mnoV8/LaqVTDqG3rA3\n34Qrr7TVE/PyvI5GxUqLcyVZVRXcdRdMnWp3fnbv7nVEmUcTev0WLYIzz4S334Y+fbyORsVDD7hI\nou3b4eKLYd06WLhwT9nbWGmZXOW01avtMtmnntJknml0UjQOa9bAySdD69bw3nvxJ/NgMEhelzwG\nDBtAXpc8gi8FnQ1UZZxt22DwYFs98Zxz7GM1qysqf9MhlxgtXGj/oSS687PWuvXIaeuBooAeBh0j\nHXLZo7LS9sxrHu5cd7Ob7gxNH0mvh55pgkHb+3niCbj55sSWgNUqlATQCbLaZxEKhZwIVWWY+pYn\nhsNhCi4voGxkGVtGb6FsZBkFYwu0p+5jOoYeheqyt88/b4dYnJj83F0oaR27e+h6GLSK16RJ8OGH\ntQ933r3ZrVOZfaBGp0HfBfqTJvRGVE9+/vBDYpOfdeXm5lI4uZCCsQV6GLRKyJtv7jncuU2bPY9r\npyHz6Bj6PlSXve3Wza4YqFn21qnVKbrKJTGZPoZevTyxocOdgy8F9+o06Bh6evBkHbqINAE+A9YY\nY/aqKZgKjT4e+yp7qxNNqSOTE3q0hztrpyE9eZXQrwOOBXL8ktBfegmuvtqe+Vm37K2uTkktmZrQ\ntXqi/yV9lYuIdAYGYUvopr2qKrjzTrj1Vjv5WV8Nc12dorym1RNVQxKdFH0EuAlo09gTU120k586\n0aS8pNUT1b7E3UMXkcHAemPMEkAiH2mpvBxOOQVatYL339/3Spbq1SmBogA5z+YQKAro6hSVNE89\nZZcnvvyyVk9Ue0ukh34iMFREBgEBYD8RmWqMGVX3ial+kG52tu3t9O0bXY9nxPARnHH6GTrR5IFM\nPyT6rLPgN7+pvTxR+YOnh0TXuojIKcANfpkUVekjUydFlf/p1n+llMpgurFIpTXtoSu/0h66Ukpl\nME3oSinlE5rQlfIZPdAic2lCV8pH9BSszKaToiqt6aToHlpnyF90UlSpDKZ1hpQmdKV8oladIdA6\nQxlIE7pSPqF1hpSOoau0pmPoe9MDLfzBkwMuGr1BijZ65Q+a0JVf6aSoUkplME3oSinlE4kccNFZ\nRN4Xka9EZKmIXONkYInysma2V/fOxNfsN279Pep10yvWeCXSQ68ErjfGHAP0A/4gIl2dCStxmZjc\nMvE1+026JZ10um46xRqvuBO6MWZd5Pg5jDGlwNfAwU4FppRSKjaOjKGLSD7QA1jgxPWUUkrFLuFl\niyLSGpgD3GuMebOe7+u6LuUqL5ctenFflTmSug5dRJoBbwEzjTGT4r6QUkqphCWa0KcCG40x1zsX\nklJKqXjEndBF5ETgI2ApYCIffzTG/I9z4SmllIqW61v/lVJKJYfuFFVKKZ/QhK6UUj6hCV0ppXxC\nE7pSSvmEJnSllPIJTehKKeUTmtCVUsonNKErpZRPaEJXSimf0ISulFI+oQldKaV8otGELiKFIrJe\nRL6o8divRGSeiCwWkYUicpy7YSqllGpMND30KcCZdR4bD4wzxvQExgETnA5MKaVUbBpN6MaYucDm\nOg9XAW0in7cF1jocl1JKqRg1i/PnrgP+V0T+AghwgnMhKaWUike8Cf0K4FpjzBsi8lvgGWBAfU/U\ncxeV2/RMUeVXsbbteFe5XGyMeSNyw1eBPo0ElfSPcePGeXJfL++dia/Za+ny96jXTa9YjYmvbUeb\n0CXyUW2tiJwCICKnA/8X192VUko5ptEhFxEpAvoD+4vIKuyqlsuAv4lIU2AH8Hs3g1RKKdW4RhO6\nMWZkA99K6bXn/fv3z7h7Z+Jr9hu3/h71uukVa7xcPyRaRIzb91CZS0QwHk6KattWbomnbevWf6WU\n8glN6Eop5ROa0JVSyifiKs4VefxqEflaRJaKyIPuhaiUUioa0ewUnQL8HZha/YCI9AfOAroZYypF\npIM74SmllIpWvMW5rgAeNMZURp6z0YXYlFJKxSDeMfQjgV+LyHwR+UDroSullPfiLc7VDGhnjDle\nRHoDLwOHNfTku+66a/fn/fv3T6mF+Cq9zJkzhzlz5ngdxm7atpVTnGjbUW0sEpE84J/GmO6Rr98B\nHjLGfBj5egXQ1xjzYz0/q5svlGt0Y5HyKzc3FtUtzvUGcFrkpkcCWfUlc6WU8rNVq2D5cq+j2COa\nZYtFwKfAkSKySkQuwdY/P0xElgJFwCh3w1RKqdQyfTr07g3z5nkdyR5ay0WlNR1yUclWVgbXXw+z\nZkFREfTt6859tJaLUkq56KuvbK/8p59g0SL3knm8NKErpVQjjIHJk6F/f7jhBtszb9PG66j2Fu+y\nRaWUygibN8Nll8GKFfDxx9C1q9cRNSzuWi6R790gIlUi0t6d8JRSyjuffAI9e0LnzrBgQWonc4hu\nyGUKcGbdB0WkMzAAWOl0UEop5aVdu+Cee+C88+DRR2HiRGje3OuoGhfNEXRzIxuL6noEuAmY4XhU\nSinlkTVr4He/gyZNoKQEDj7Y64iiF9ekqIgMBVYbY5Y6HI9SSnlmxgw47jgYMADefTe9kjnEMSkq\nIgHgj9jhlt0POxaRUkol2Y4dcNNN8M9/2g1DJ5zgdUTxiWeVy+FAPvC5iAjQGSgRkT7GmA31/YAW\nMFJO0eJcymn/+hcMHw5dusDixdCunTdxJLM4Vz62OFe3er73HdDLGFO3Znr193U3nXKN7hRV8TIG\npkyBW26B+++3SxMlhcYa4mnbjfbQI7Vc+gP7i8gqYJwxZkqNpxh0yEUplUa2bIHLL4cvv4Q5c+CY\nY7yOyBnRrHIZ2cj3G6yDrpRSqWbBAhgxAgYOhIULIRDwOiLn6E5RpVRGqKqC8ePhkUfgySfhnHO8\njsh5mtDVXsLhMKFQiPz8fHJzc70OR6mE/fADjBoFO3dCcTEceqjXEblDi3OpWoLBIHld8hgwbAB5\nXfIIvhT0OiSlYhYOhykuLiYcDvPOO9CrF5x4Irz/vn+TOWg9dFVDOBwmr0seZSPLoBOwDgJFAVau\nWJmyPXVd5aLqCgaDFFxeQFa71mz/4Q7a7lfA9Omt+PWvvY4sNq7UQ6+vOJeIjBeRr0VkiYi8JiI5\n8QSsUksoFCK7fbZN5gCdIKt9FqFQyMuwlIpaOBym4PICygZ1Zmv5THYddCjbdx7F0UeHvQ4tKeIt\nzjULOMYY0wNYDtzmdGAq+fLz8ynfVA7rIg+sg4pNFeTn53sZllJRC4VCkD0KZnwCPZ+Bi88hu8O2\njOmUNJrQjTFzgc11HpttjKmKfDkfu1tUpbnc3FwKJxcSKAqQ82wOgaIAhZMLU3a4Ramatm2D8eO7\nsWPTtTD4dOjzOKzPrE6JE6tcLgVecuA6KgWMGD6CM04/w5NVLmVlUF6emifBqNRWUmK37/fv34LC\nwqX84doVZBXnULGpIqM6JQkldBG5HagwxhTt63la7yK95ObmJvUfQEUFPPMM3Hcf/OlPdgt2Q7SW\ni6qpqsquK3/oIVu3fNgwgGEMGXxq2i29TWYtlzxsLZfuNR4bDVwGnGaM2bmPn9WVAKpeu3ZBMAjj\nxsHhh9uE3qdPbNfQVS6Za8MGuPhie2BzMAh+G1VxZZVL9bWpUa9FRAZiD7cYuq9krlR9jLElSrt3\nhyeegMJCmDUr9mSuMte779qj4Xr1go8+8l8yj1ejPfSaxbmA9cA4bD30bODHyNPmG2OubODntRej\nAJvIZ82C22+3b5XvvRcGDUqswp320DNLRQXceSe88AJMnQqnneZ1RO6Jp23rxiKVFB9/bBN5OLzn\nrMYmDuxT1oSeOb791hbVys21ZW/TZGg8bm4OuSgVl5ISW9Vu1Ci49FJYuhTOP9+ZZK4yRzAIffvC\nyJH2VCG/J/N4aXEu5YqvvrIrVubPtz3zMWMgO9vrqFS6KS2Fa66BuXPtcF3Pnl5HlNq0n6Qc9e9/\n2974aadBv36wfDlceaUmcxW7JUvsgc1VVbBokSbzaGhCV45Ys8aeANO3r12CuHw53HgjtGzpdWQq\n3RgDf/sbDBhgJ0CffRZat/Y6qvQQzRF0hcAQYH31OnQRaQdMA/KAEDDMGLPFxThVigqH4cEH7T+6\nMWPgm29g//29jkqlq40b7VzLDz/AvHn24GYVvXiLc90KzDbGHAW8jxbnyjg//WR7T1272kMDvvzS\n7tbTZK7iNWeOHVY56ij45BNN5vGIqzgXcDbwXOTz54D/cjgulaK2b4cHHoAjjrDDLCUldsv1gQd6\nHZlKV5WVtnMwciQ8/TRMmKBzLvGKd5VLR2PMegBjzDoR6ehgTCoF7dwJkyfbZH7KKXbVwVFHeR2V\nSncrV9pE3rq1nfjs1Knxn1ENc2rZ4j53V2gBo/RVWWnHx++9127VnzkTevTwLh4tzuUfr70GV1wB\nN98M11+vexM8K84lIl8D/Y0x60WkE/CBMeboBn5Wd9OloaoqmDbNFs7q3Bnuv98uQ0w1ulM0/fz8\nM1x3Hbz3nt0w1Lu31xGlpqQV5wJmAKMjn18MvBnLTVXqMgZmzLC98EmT4PHH7cG6qZjMVfpZutQm\n8NJSO8SiydxZ8RbnegN4BTgEWIldtvhTAz+vvZg0YIztMd1xh+1B3XcfnHVWYoWzkkF76OnBGHjy\nSbt7+OGH7eazVG9bXtPiXCou8+bZ7flr1tjCWcOG1T+eGQ6HU+7QAE3o7nDyd71pk92jEArZIRad\nTI+OFudSMVmyBIYMsUd3XXghLFtmP68vmQeDQfK65DFg2ADyuuQRfCmY/IBVUjj5u547164tz8uz\nHQdN5u7SHnoG+te/7Fvfjz+G226DsWOhefOGnx8Oh8nrkkfZyDLoBKyDQFGAlStWet5T1x66s5z6\nXe/aZSfSH3/cHmAyeLB7MfuV9tDVPoVCcMklcPLJ9qSXFStsJbt9JXP7cyGy22fbf+AAnSCrfRah\nUMjliFWy7f5d7wesBfaL/Xe9Zo0tzvbhh3biU5N58iSU0EXkOhH5UkS+EJEXRUT3d6WgH36Aq66C\nY4+FQw6xifzWW6FVq+h+Pj8/n/JN5bAu8sA6qNhUQb6e++U7+fn5/Lz+Z/g78BbwdyhbXxb17/rN\nN207O/NMW+72oIPcjFbVFffGIhE5CLga6GqMKReRacBwYKpTwanE/Pijra9SWAijR9uhlup3zbFM\neuXm5lI4uZCCsQVktc+iYlMFhZMLPR9uUe4QEbsYOTLkIlMbf9e/Y4etrvn22/DGG7rM1SuJDrk0\nBVqJSDOgJfB94iGpRG3dCnffbSegtm6FL76Av/xlTzKPZ9JrxPARrFyxktkvz2blipWMGD7C5Veh\nvBAKhQh0DNQacmnRscU+h1y+/tqWTd6wARYv1mTupYQmRUXkGuB+4GdgljHmonqe47uJo1T188/w\n2GO2uNGZZ9qkvt9+tXviqTzBGQ+dFHVWOBzm4LyDqTAV0A7YDFmSxdqVa/dqH8bYd3+33WZr/BQU\n6NpyJyV1UlRE2mKrLuYBBwGtRWRkvNdT8Ssvt4n8iCPskW9z5sDzz8OCBXv3xHWCUzVGROw+8LHA\n6MjXdfz0E1xwgT2I4qOP7DpzTebeS6Q41xnAt8aYTQAiMh04ASiq+0QtYOSOykp44QXbEz/ssHIe\neGA5v/lNx9098YLLCygbWUZZpzJYBwVjCyiZX7JngjPSQ0+nCU4tzuWuUChE03ZNa/2H37RdU0Kh\n0O4e+rx5tkLi4MEwdSq0aOFdvH6StOJc9f6gSB+gEOgN7MQehFFsjHmszvN897bUa1VVtlLdnXdC\nx45w6qmzmTBxKNntsynfVE7h5EK6HN6FAcMGsGX0noOkcp7NYfbLs1nx7xV7TXCm65i4Drk46+uv\nv+aXv/olFLD7P3wKYdnnyzjyyKN56CFb42fyZPgvPQXBVfG07bh76MaYhSLyKrAYqIj8+VS811ON\nMwaCwS3cc08zWrTIZtKkLHr2DJN/xNCYeuK9e/fmjNPPSLlt/Mp7paWlBNoGKHuuDNoAW6BF2xZ8\n991Orrr1wpaSAAAL/ElEQVTKviv87DO7/FWlnoTqoRtj7gbudigWtQ9z5sDYsWGWrwgT2P8Bqna8\nxqbNhaxc2YXs9tk2mcPuMfHS0tJ9LjXMzc3VRK72kp+fb99vD8X+2RyqZvyGSy7pxpVX2uJtTZt6\nG6NqmG79T3ELFth/RCtW7GLtusuoGPUcHFS1e3VKyfwSjj3+2AZXraRiQS0n6ZCL866+5moefeJR\naJkN2x6kdauLeeed9px8steRZRbd+u8jH364iVNO2cy55+7it7+FoqLFtOw03SZz2KsnHigKkPNs\nDoGiwF498d69e/symSvnhcNhJj89GZocAT/PA8lnR+XRdO0a9jo0FQVN6Clm+XI48cQQ/U+tYOHS\nCWza1oGcNkG6dMlrcPu9bvpRTlm0aDEV5SOgySfwn0/DZedSuWsDixcv9jo0FQWnzhRVcaoeEmnW\n7DAee2x/3nijii2lz8KlD7PjkO27JzlXrlipY+LKVVu3wvjx/wHmFrjkNDjgS/uN1t7GpaKXaHGu\nNiLyioh8LSJfiUhfpwLLBMFgkEMP681Jp5fQ61jY+ONXTJu2hFYHToRDttsn1dj4oz1x5ZbiYluB\nc//9AyDHgYkk83XANjhEl7WkhUR76JOAd4wx59eo56LqUXdycvnyjYwavYZKWQQ9noejfsmsN7bx\nwJ/3vfFHe+LKSVVVts7PhAm2dnle3gremgNlzwE5wFZo0a4FpaWlHkeqopFItcUc4GRjzGgAY0wl\nsNWhuHwlGAxScHkB2e2z2fljNmcNnM2sWUcj2R1hTA9ouxqArPY5jS43VMop69bBxRfbA5uLi+2p\nQuFwvl2uOAzIBspBXpe02Umc6RIZcvkFsFFEpojIIhF5SkQCTgWWrsLhMMXFxYTD4d1fF1xeQNkw\nw5YjL2VH5RdMf30ZweBKmjW5AnbYZK6TnCqZZs2yQyy9e9uDKPLy7OPVpZJbvNaCVm+1osVrLbRD\nkUYSGXJpBvQC/mCM+UxEJgK3AuPqPtFv9S4aUrMnXr0FPz/vCEzW7+HlG+DAEhg9gFYzV9Ghw2yd\n5IyD1nJJTHm53dcQDMKLL8Kpp9bzJGM/du3aZT9XSeF1LZcDgHnGmMMiX58E3GKMOavO83y5+aLu\nmPheZWm/b0LW1NF0yn2Ctd9/RNXQP8KvijNu44/bdGNR9P79bxgxAg44AKZMgQ4d9n5OLOVzlbuS\nurHIGLMeWC0iR0YeOh1YFu/10kl9B0TsLkt7ALDsHHj9C6rMZdx++7e88EKYwHtf6sYf5ZmiIjj+\nePjd72DGjPqTOcDixYupqKyoVT63orJC16GniURXuVwDvCgiWcC3wCWJh5TaGipL+9m8Eso2/Boe\nvxOaNoPjbiZr7gece+5KcnNHaDEs5YnSUnue7Lx5dty8Z88ofmg/apXP1XXo6SPR4lyfY8vnZozq\nnnjNYljS8tdceGFnOrR9no2br6R5x7ep/KScwqd0TFx5Z/FiGD4cTjwRSkqgdRSJ+ZBDDrFr1Wos\nm9V16OlDd4rGKD8/f8868apeMPN+ytZ35dI/Gq64og2bN08kFPpv7YkrzxhjTxK67z5bu3xkDOeI\nlZaWEmhXp3yurkNPG5rQY5Sbm8vdd77CrbdVYEwfmmWNp3DqFi763QW7v6+JXHklHIZLLrF/LlgA\nhx0W28/vLp+r69DTkhbnisG338KoUTBh/GDu+OMZfPjBD6xddfvuZK6Ul95/346RH3MMzJ0bezKH\nPevQA68HyHk3h8DrAV2Hnka0HnoU1q6Fe++FV1+Fq6+G666DnByvo1KgyxYBKirgrrvsUsTnnoMB\nAxK/pi6n9V5Sj6CrcdMmwGfAGmPM0ESvl0rCYXjwQfsPZcwY+OYb2H9/r6NSao9QyI6Rt2kDS5bY\nM2adoEOH6cmJIZdr8dn6859+sgcwd+0KO3fCV1/B+PGazFVqefll6NMHzjsP3n7buWSu0ldCPXQR\n6QwMAu4HrnckIg9t325XB/z1rzBkiF3qpXNBKtX8/DNce609Z/add+C447yOSKWKRHvojwA3keYV\nH3butIm8Sxf7tvXjj+0wiyZzlWq++AKOPRZ27IBFizSZq9oSKZ87GFhvjFkiIv2BBgfvU7WAUWWl\nnUS65x7o1g1mzoQePbyOSu1LphbnMsbWK7/rLlu/fNQoV26jPOR1ca4/A78DKoEAdsPwdGPMqDrP\nS4mVADVVVcG0aTBuHBx8MPz5z9Cvn9dRqXhkwiqXTZugoABWrbJVEo88svGfUekvnrbtyLJFETkF\nuKG+VS6plNCNsYWJ7rwTWraE+++H00/3OiqVCL8n9I8/hgsvhN/+Fh54AJo3d/V2KoV4smwxHRgD\n770Ht99uxx7vuw/OOgvEkzSgVOMqK207nTwZCgth0CCvI1LpwPcbi+bNs4l8zRq4+2644AJoovtj\nfcOPPfRVq2yZ2+xseP55OPBAx2+h0kBS66GnuiVL7NLD4cPtW9Zly2xxf03mKpW9/ro9Fm7QIFvu\nVpO5ioUve+hr19pi/jffDL//vY47+pmfeujLltmhwKIi6NvXscuqNOXZpOg+b+DRkEtFBWRlJf22\nKsn8lNDBnvmZne3oJVWaSuqQi4h0FpH3ReQrEVkqItfEey03aDJX6UiTuUpEIiPKlcD1xphjgH7A\nH0SkqzNhJc7LzSde3TsTX7PfuPX3qNdNr1jjlcgh0euMMUsin5cCXwMHOxVYojIxuWXia/abdEs6\n6XTddIo1Xo6s+RCRfKAHsMCJ6ymllIpdwgldRFoDrwLXRnrqSimlPJDQKhcRaQa8Bcw0xkxq4Dmp\nse9f+ZaXq1y8uK/KHEldtigiU4GNxpi0r4WulFLpLpFqiycCHwFLsfXQDfBHY8z/OBeeUkqpaLm+\nsUgppVRyJKWyiYiME5E1IrIo8jHQ5fsNFJF/icj/icgtbt6rzn1DIvK5iCwWkYUu36tQRNaLyBc1\nHmsnIrNE5BsR+V8RaZOk+ybl99vQZrZkvO4G4nH0dbvVbp1ql260ObfakxttpZ5rXu1EvCLSXEQW\nRH4/S0VkXNyxGmNc/wDGYTchJeNeTYAVQB6QBSwBuibp3t8C7ZJ0r5OwS0W/qPHYQ8DNkc9vAR5M\n0n2T8vsFOgE9Ip+3Br4BuibjdTcQj2Ov281261S7dKPNudWe3Ggr+7imE/G2jPzZFJgP9Ikn1mTW\nHkzWSoQ+wHJjzEpjTAXwEnB2ku4tJOldjzFmLrC5zsNnA89FPn8O+K8k3ReS8Ps19W9m60wSXvc+\nOPW63Wy3jrRLN9qcW+3JjbbSwDWrN1MmGu/PkU+bY8+pMPHEmsyEfpWILBGRp11+S3wwsLrG12tI\n3g5WA7wrIsUiclmS7llTR2PMerCND+iYxHsn6/cL1NrMNh84wAev281262a7dKvNOdae3Ggr9Wym\nTCheEWkiIouBdcC7xpjieGJ1LKGLyLsi8kWNj6WRP88CHgcOM8b0iAT8V6fum2JONMb0AgZha9uc\n5HE8yZrxTurvV/bezFb3dTr2un3SrpPZLp34u3fs79WNtlLPNROO1xhTZYzpiX0X0UdEjoknVseO\noDPGDIjyqf8A/unUfeuxFji0xtedI4+5zhjzQ+TPsIi8jn0bPTcZ945YLyIHGGPWi0gnYEMybmqM\nCdf40tXfr9jNbK8Czxtj3ow87NrrTmK7dq3dutwuHf+7d6o9udFW6rumk+3fGLNVROYAA+OJNVmr\nXDrV+PJc4EsXb1cMdBGRPBHJBoYDM1y8HwAi0jLyPzci0gr4T9x9nWDH7WqO3c0ARkc+vxh4s+4P\nuHHfJP9+nwGWmdo7k5P1umtx+HW70m5daJdutDm32pMbbWWvayYar4h0qB6mEZEAMAA7Ph97rInM\nzMYwgzsV+AI7c/8GdmzIzfsNxM5ALwduTdJr/EXk9S3GbrZy9b5AEfA9sBNYBVwCtANmR177LKBt\nku6blN8vcCKwq8bf86LI77q926+7gXgcfd1utFsn26Ubbc6t9uRGW9nHNROKF+gWudaSyHVujzwe\nc6y6sUgppXxCj0xWSimf0ISulFI+oQldKaV8QhO6Ukr5hCZ0pZTyCU3oSinlE5rQlVLKJzShK6WU\nT/w/ZxQsI/W4kMgAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -77,7 +77,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 11, "metadata": { "collapsed": false }, @@ -91,7 +91,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 12, "metadata": { "collapsed": false }, @@ -117,7 +117,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 13, "metadata": { "collapsed": false }, @@ -128,6 +128,7 @@ "from sklearn.svm import LinearSVC\n", "from sklearn.pipeline import Pipeline\n", "from sklearn.datasets.base import Bunch\n", + "from sklearn.tree import DecisionTreeClassifier\n", "from sklearn.preprocessing import StandardScaler \n", "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.metrics import classification_report as clsr\n", @@ -169,7 +170,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 14, "metadata": { "collapsed": false }, @@ -177,18 +178,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 6, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAERCAYAAABisfzAAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAEWCAYAAAB/tMx4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZlamnMDNzMqUE7iZWZlyAjczK1P/H2vRH9CKnzHJAAAAAElFTkSuQmCC\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -202,7 +203,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 15, "metadata": { "collapsed": false }, @@ -213,7 +214,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 16, "metadata": { "collapsed": false }, @@ -221,19 +222,18 @@ { "data": { "text/plain": [ - "array([,\n", - " ], dtype=object)" + "" ] }, - "execution_count": 8, + "execution_count": 16, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXwAAAEKCAYAAAARnO4WAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAEKCAYAAAD3tSVSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nLMkbY0wS+38KAMm9sGHqvAAAAABJRU5ErkJggg==\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -241,69 +241,35 @@ } ], "source": [ - "yb.rocplot_compare(\n", - " [oclm, ocknn], [oclm_data.y_test, ocknn_data.y_test], \n", - " [oclm.predict(oclm_data.X_test), ocknn.predict(ocknn_data.X_test)]\n", - ")" + "feats = ['temp', 'humid', 'light', 'co2', 'hratio']\n", + "\n", + "models = [\n", + " build_model(occupancy, feats, 'occupied', LinearSVC()),\n", + " build_model(occupancy, feats, 'occupied', KNeighborsClassifier()),\n", + " build_model(occupancy, feats, 'occupied', DecisionTreeClassifier())\n", + "]\n", + "\n", + "yb.rocplot([model[0] for model in models], occupancy[feats], occupancy['occupied'])\n" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - "KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n", - " metric_params=None, n_jobs=1, n_neighbors=5, p=2,\n", - " weights='uniform')\n" - ] - } - ], + "outputs": [], "source": [ "print(ocknn.steps[-1][1])" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/usr/local/lib/python3.5/site-packages/scipy/linalg/basic.py:884: RuntimeWarning: internal gelsd driver lwork query error, required iwork dimension not returned. This is likely the result of LAPACK bug 0038, fixed in LAPACK 3.2.2 (released July 21, 2010). Falling back to 'gelss' driver.\n", - " warnings.warn(mesg, RuntimeWarning)\n" - ] - }, - { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 10, - "metadata": {}, - "output_type": "execute_result" - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAYUAAAEZCAYAAAB4hzlwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\no2AYhmEEmFEwDMMwAv4Pnmg/yitjPH4AAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from sklearn.linear_model import Ridge, RANSACRegressor \n", "from sklearn.svm import SVR\n", @@ -323,41 +289,44 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": null, "metadata": { "collapsed": false }, - "outputs": [ - { - "ename": "NameError", - "evalue": "name 'X_train' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0mmodels\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mRidge\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mLinearRegression\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSVR\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0myb\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresiduals_plot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconcrete\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mfeats\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mconcrete\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'strength'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m/Users/benjamin/Repos/ddl/yellowbrick/yellowbrick/regressor.py\u001b[0m in \u001b[0;36mresiduals_plot\u001b[0;34m(models, X, y, **kwargs)\u001b[0m\n\u001b[1;32m 147\u001b[0m \u001b[0mviz\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mResidualsPlot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmodels\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 148\u001b[0m \u001b[0mviz\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfit\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 149\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mviz\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrender\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m/Users/benjamin/Repos/ddl/yellowbrick/yellowbrick/regressor.py\u001b[0m in \u001b[0;36mrender\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 124\u001b[0m \u001b[0;31m# TODO: less proceedural?\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 125\u001b[0m \u001b[0;31m# Add the training residuals\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 126\u001b[0;31m \u001b[0my_train_pred\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mmodel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpredict\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX_train\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 127\u001b[0m \u001b[0maxe\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mscatter\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my_train_pred\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0my_train_pred\u001b[0m \u001b[0;34m-\u001b[0m \u001b[0my_train\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mc\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolors\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'train_point'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0ms\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m40\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0.5\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 128\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mNameError\u001b[0m: name 'X_train' is not defined" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAEACAYAAABWLgY0AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ny7Lzl18AAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ "from sklearn.linear_model import LinearRegression \n", "\n", "models = [Ridge(), LinearRegression(), SVR()]\n", "yb.residuals_plot(models, concrete[feats], concrete['strength'])" ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [] } ], "metadata": { diff --git a/yellowbrick/__init__.py b/yellowbrick/__init__.py index baf286f00..8599cd2a6 100644 --- a/yellowbrick/__init__.py +++ b/yellowbrick/__init__.py @@ -23,7 +23,7 @@ from .version import get_version from .anscombe import anscombe -from .classifier import crplot, rocplot_compare +from .classifier import crplot, rocplot from .regressor import peplot, residuals_plot from .yb_rcmod import * from .yb_palettes import * diff --git a/yellowbrick/classifier.py b/yellowbrick/classifier.py index b482cace7..12146d7c0 100644 --- a/yellowbrick/classifier.py +++ b/yellowbrick/classifier.py @@ -25,7 +25,8 @@ from sklearn.metrics import classification_report from .color_utils import ddlheatmap -from .base import ModelVisualization +from .utils import get_model_name, isestimator +from .base import ModelVisualization, MultiModelMixin ########################################################################## @@ -35,105 +36,140 @@ class ClassifierVisualization(ModelVisualization): pass - ########################################################################## ## Classification Report ########################################################################## +class ClassifierReport(ClassifierVisualization): + """ + """ + + def __init__(self, model, **kwargs): + self.model = model + self.cmap = kwargs.pop('cmap', ddlheatmap) + self.name = kwargs.pop('name', get_model_name(model)) + self.report = None + + + def parse_report(self): + """ + Custom classification_report parsing utility + """ + + if self.report is None: + raise ModelError("Call score() before generating the model for parsing.") + + # TODO: make a bit more robust, or look for the sklearn util that doesn't stringify + lines = self.report.split('\n') + classes = [] + matrix = [] + + for line in lines[2:(len(lines)-3)]: + s = line.split() + classes.append(s[0]) + value = [float(x) for x in s[1: len(s) - 1]] + matrix.append(value) + + return matrix, classes + + + def score(self, y_true, y_pred, **kwargs): + """ + generates the Scikit-Learn classification_report + """ + # TODO: Do a better job of guessing defaults from the model + cr_kwargs = { + 'labels': kwargs.pop('labels', None), + 'target_names': kwargs.pop('target_names', None), + 'sample_weight': kwargs.pop('sample_weight', None), + 'digits': kwargs.pop('digits', 2) + } + + self.report = classification_report(y_true, y_pred, **cr_kwargs) + + + def render(self): + title = '{} Classification Report'.format(self.name) + matrix, classes = self.parse_report() + + fig, ax = plt.subplots(1) + + for column in range(len(matrix)+1): + for row in range(len(classes)): + txt = matrix[row][column] + ax.text(column,row,matrix[row][column],va='center',ha='center') + + fig = plt.imshow(matrix, interpolation='nearest', cmap=self.cmap) + plt.title(title) + plt.colorbar() + x_tick_marks = np.arange(len(classes)+1) + y_tick_marks = np.arange(len(classes)) + plt.xticks(x_tick_marks, ['precision', 'recall', 'f1-score'], rotation=45) + plt.yticks(y_tick_marks, classes) + plt.ylabel('Classes') + plt.xlabel('Measures') + + return ax + + def crplot(model, y_true, y_pred, **kwargs): """ Plots a classification report as a heatmap. (More to follow). """ + viz = ClassifierReport(model, **kwargs) + viz.score(y_true, y_pred, **kwargs) - # Get classification report arguments - # TODO: Do a better job of guessing defaults from the model - cr_kwargs = { - 'labels': kwargs.pop('labels', None), - 'target_names': kwargs.pop('target_names', None), - 'sample_weight': kwargs.pop('sample_weight', None), - 'digits': kwargs.pop('digits', 2) - } - - # Generate the classification report - report = classification_report(y_true, y_pred, **cr_kwargs) - cmap = kwargs.pop('cmap', ddlheatmap) - title = kwargs.pop('title', '{} Classification Report'.format(model.__class__.__name__)) - - - # Parse classification report: move to it's own function - # TODO: make a bit more robust, or look for the sklearn util that doesn't stringify - lines = report.split('\n') - classes = [] - matrix = [] - - for line in lines[2:(len(lines)-3)]: - s = line.split() - classes.append(s[0]) - value = [float(x) for x in s[1: len(s) - 1]] - matrix.append(value) - - # Generate plots and figure - fig, ax = plt.subplots(1) - - for column in range(len(matrix)+1): - for row in range(len(classes)): - txt = matrix[row][column] - ax.text(column,row,matrix[row][column],va='center',ha='center') - - fig = plt.imshow(matrix, interpolation='nearest', cmap=cmap) - plt.title(title) - plt.colorbar() - x_tick_marks = np.arange(len(classes)+1) - y_tick_marks = np.arange(len(classes)) - plt.xticks(x_tick_marks, ['precision', 'recall', 'f1-score'], rotation=45) - plt.yticks(y_tick_marks, classes) - plt.ylabel('Classes') - plt.xlabel('Measures') - - return ax + return viz.render() ########################################################################## ## Receiver Operating Characteristics ########################################################################## -def rocplot_compare(models, y_true, y_pred, **kwargs): +class ROCAUC(MultiModelMixin, ClassifierVisualization): """ - Plots a side by size comparison of the ROC plot with AUC metric embedded. """ - if len(models) != len(y_true) and len(models) != len(y_pred): - raise ValueError( - "Pass in two models, two sets of target and predictions" - ) + def __init__(self, models, **kwargs): + """ + """ + super(ROCAUC, self).__init__(models, **kwargs) + self.colors = { + 'roc': kwargs.pop('roc_color', '#2B94E9'), + 'diagonal': kwargs.pop('diagonal_color', '#666666'), + } + + def fit(self, X, y): + self.models = list(map(lambda model: model.fit(X, y), self.models)) - # Set up split subplots for the curve comparison. - # TODO: ensure that the number of models is only 2 - fig, axes = plt.subplots(1, 2, sharey=True) + def render(self, X, y): - # Zip together each plot to generate them independently. - for model, y, yhat, ax in zip(models, y_true, y_pred, axes): + for idx, axe in enumerate(self.generate_subplots()): + # Get the information for this axis + name = self.names[idx] + model = self.models[idx] + y_pred = model.predict(X) + fpr, tpr, thresholds = roc_curve(y, y_pred) + roc_auc = auc(fpr, tpr) - # Figure out the name of the model - if isinstance(model, Pipeline): - name = model.steps[-1][1].__class__.__name__ - else: - name = model.__class__.__name__ + axe.plot(fpr, tpr, c=self.colors['roc'], label='AUC = {:0.2f}'.format(roc_auc)) - fpr, tpr, thresholds = roc_curve(y, yhat) - roc_auc = auc(fpr, tpr) + # Plot the line of no discrimination to compare the curve to. + axe.plot([0,1],[0,1],'m--',c=self.colors['diagonal']) - # Plot the ROC Curve with the specified AUC label. - ax.plot(fpr, tpr, c='#2B94E9', label='AUC = {:0.2f}'.format(roc_auc)) + axe.set_title('ROC for {}'.format(name)) + axe.legend(loc='lower right') - # Plot the line of no discrimination to compare the curve to. - ax.plot([0,1],[0,1],'m--',c='#666666') + plt.xlim([0,1]) + plt.ylim([0,1.1]) - # Set the title and create the legend. - ax.set_title('ROC for {}'.format(name)) - ax.legend(loc='lower right') + return axe - # Refactor the limits of the plot - plt.xlim([0,1]) - plt.ylim([0,1.1]) - return axes +def rocplot(models, X, y, **kwargs): + """ + Plots a ROC plot with AUC metric embedded. + """ + viz = ROCAUC(models, **kwargs) + viz.fit(X, y) + + return viz.render(X, y) From f53e1e68b676475ef4d47003afdc83706e771615 Mon Sep 17 00:00:00 2001 From: rebeccabilbro Date: Sat, 4 Jun 2016 12:31:19 -0700 Subject: [PATCH 13/32] adding docstrings for model visualization methods --- yellowbrick/classifier.py | 20 +++++++++++++++++--- yellowbrick/regressor.py | 10 ++++++++-- 2 files changed, 25 insertions(+), 5 deletions(-) diff --git a/yellowbrick/classifier.py b/yellowbrick/classifier.py index 12146d7c0..eea218b3c 100644 --- a/yellowbrick/classifier.py +++ b/yellowbrick/classifier.py @@ -42,6 +42,8 @@ class ClassifierVisualization(ModelVisualization): class ClassifierReport(ClassifierVisualization): """ + Classification report that shows the precision, recall, and F1 scores + for the model. Integrates numerical scores as well color-coded heatmap. """ def __init__(self, model, **kwargs): @@ -75,7 +77,7 @@ def parse_report(self): def score(self, y_true, y_pred, **kwargs): """ - generates the Scikit-Learn classification_report + Generates the Scikit-Learn classification_report """ # TODO: Do a better job of guessing defaults from the model cr_kwargs = { @@ -89,6 +91,9 @@ def score(self, y_true, y_pred, **kwargs): def render(self): + """ + Renders the classification report across each axis. + """ title = '{} Classification Report'.format(self.name) matrix, classes = self.parse_report() @@ -128,9 +133,12 @@ def crplot(model, y_true, y_pred, **kwargs): class ROCAUC(MultiModelMixin, ClassifierVisualization): """ + Plot the ROC to visualize the tradeoff between the classifier's + sensitivity and specificity. """ def __init__(self, models, **kwargs): """ + Pass in a collection of models to generate ROC curves. """ super(ROCAUC, self).__init__(models, **kwargs) self.colors = { @@ -139,10 +147,15 @@ def __init__(self, models, **kwargs): } def fit(self, X, y): + """ + Custom fit method + """ self.models = list(map(lambda model: model.fit(X, y), self.models)) def render(self, X, y): - + """ + Renders each ROC-AUC plot across each axis. + """ for idx, axe in enumerate(self.generate_subplots()): # Get the information for this axis name = self.names[idx] @@ -167,7 +180,8 @@ def render(self, X, y): def rocplot(models, X, y, **kwargs): """ - Plots a ROC plot with AUC metric embedded. + Take in the model, data and labels as input and generate a multi-plot of + the ROC plots with AUC metrics embedded. """ viz = ROCAUC(models, **kwargs) viz.fit(X, y) diff --git a/yellowbrick/regressor.py b/yellowbrick/regressor.py index 70aa95adb..4f13bd464 100644 --- a/yellowbrick/regressor.py +++ b/yellowbrick/regressor.py @@ -71,7 +71,10 @@ def render(self, X, y): def peplot(models, X, y, **kwargs): - # TODO: Docstring or this won't be understandable. + """ + Take in the model, data and labels as input and generate a multi-plot of + the prediction error for each model. + """ viz = PredictionError(models, **kwargs) return viz.render(X, y) @@ -143,7 +146,10 @@ def render(self): def residuals_plot(models, X, y, **kwargs): - # TODO: Docstring or this won't be understandable. + """ + Take in the model, data and labels as input and generate a multi-plot of + the residuals for each. + """ viz = ResidualsPlot(models, **kwargs) viz.fit(X, y) return viz.render() From 9bc736f7cfa98941d91b0bd7a6ff43ee817cb244 Mon Sep 17 00:00:00 2001 From: rebeccabilbro Date: Sat, 4 Jun 2016 15:07:30 -0700 Subject: [PATCH 14/32] added repo image --- README.md | 4 ++++ images/yellowbrickroad.jpg | Bin 0 -> 2287447 bytes 2 files changed, 4 insertions(+) create mode 100644 images/yellowbrickroad.jpg diff --git a/README.md b/README.md index de87996d1..f944766d7 100644 --- a/README.md +++ b/README.md @@ -9,6 +9,10 @@ A suite of visual analysis and diagnostic tools to facilitate feature selection, model selection, and parameter tuning for machine learning. + +![Follow the yellow brick road](images/yellowbrickroad.jpg) +Image by [Quatro Cinco](https://flic.kr/p/2Yj9mj), used with permission, Flickr Creative Commons. + ## Tools for feature analysis and selection - boxplots (box-and-whisker plots) - violinplots diff --git a/images/yellowbrickroad.jpg b/images/yellowbrickroad.jpg new file mode 100644 index 0000000000000000000000000000000000000000..c7106d30b3ae4287018493e59df6ab0fb9ef6875 GIT binary patch literal 2287447 zcmeFacU%)&w=g`RMY>3_0D^*|D81K!ND~pHH)$b2XaSM{f`AniRK$V`3etNM=>kd- z6_DP$D7{w+BzY%*=y{%VpZA{k`|kbA$!})XUVE***Iv6$)-J>@;t;U+oSLQ@03m|_ z8sHBg4s-rc^+DPLfTkutum=DDI)DK}25^H=G_ zOtBT_2@s|r2LSH>d;$787fgY(`YHmtqQb(Ygl%#Ed@I|bY!TeLjwlQY?TB*cR?+7+ zM!MOdywLziE+s20BP%SzEg~u_EG8=^4(NI!-7uQkfUu~9FaVH&zpbP~NKb$hh`hd? z-Vjjempkx75I%bQS6cXXU^^1a11LZNzJx_Zg~=amr#%v+r`UnBKo}CfO#=b-K^DFp zekF(u2j0o0OFh z@FwMjo{TgI{n81D0xv3ne5cG(fv%tBS`U=vXSp^5;or+Oglt=XwjiEt2flx3E3khn zg~Y$Be=`8xR_U}-(FP#IS%6{71=w8$!+;Qbftvu`o;`c0_s~&O(=pM~&@!WoACWM7MSAytWyvLzTuo{lsy+JgG*`xf%lmt#oSdUOBwhtg zZQ!pD7|uxMcNXnEaDeB7&ER^-LCWgOM4<1JuDH%4tMsAL6r0Ywy$S+fC`$O0YBvJk z6cMh$;)y`zfx#PDml(T=0J2?ezdpfr!^)^u4*j)IdM>aKKIJ`nnkzlq??s~{uQmMM zc?e^X2TiuHPfBNS*U_%Z6HMRNGuz3df;+yRg^xTKj-^oic*}NFiialB<8;oTo1jAR zf?V{62;5NVl7OFgLHcO}LJszvNYwMz7qt~)vPq^FKDcG(H)-{44Cv(F^R0j{iU?o0 zAYxsb-h6ke|6PW(3--gM;y3!{_!;fn%V7YtkFey5 zwLwC8O=y#Xyjv1ltWcuZWcq-S$&vh=Kuj82zWlsmy@LqoZ*rx?w~7z}7c58pUA@f< zFFJkw(mas4GdOLgnXbV^hfTg*lPQI>ptoh%)zL1L*M{KtOjqCT>@k;^75vd)?YhGF zL2tFB>;lm^D{ag>w95SrJ_4hE%u4#+6c5~;2t}cojASdJL@7Z|C|x>gGIx>_w#uM= z$(VY$`i4rc%l^G{m)+)2d1xsj@SX_NB;gW6rZ?~2FO8mAx34w4#QQ1r)rYmP_{mEI z+BK0fak|3(n3Z7GGDL;ld$`tft$fNwh2thfAa=rRZj6fvKrLlW-mk})h?+LN@Ib0ai{BeZrBScyPFF2~L13mWd{jVYXdRFoZqlLy85Tr2149VY_Bre*7gnw9ZvEyLQe zVExiy(~L5x3_TO+W6N)fKT~J1A>w2sm>=KYt2>Vvj9NAd`SN9w%dU9Z{a99J!d~9% z-uD6AKX7dW#!7xB zhK8CfPdW0M+u+R8-0*iDTGsHeX@LT~RV9~Zqjx@s4!V*_8P1|#S4#o86t!~R1mGG2LiSJ&2xMmKofO_LujpH3Ek_y&n$~&Jv zT-*?)=ILF3B5}_dpHBqL2TD4uhmDs{WR}~+1s)X!_K-oZ>Tr}_5EK+)#+ziW!3`@l z7KDzq2~GB!73BU3)aN ztQy{c8T;=t%zchwe&?827VnS4OkPu1J+xlrLVqLz5?Aw8EA$pEj`l_N$RBE%!^PEf zB)nX+@ON2%?AJQaNNirV8|EF>3$@E4J9UQr;-Lgu-i9>I$d~dWPnrahN-tUaKzk&@ z_;_A*yJAafO@^8dQ9nB57ygVzx}aj?Ilq+si-FjdoWWa$UR^yW`x;hdDQ1w}f)Rxi zg3fUVH;%Z+Ec$_s`aREqhQQw7^VM}3zNYHfy9%KPEE>{dCL-Q+hp@k!nC3#a)2$@Z zxZ0LTe#6^iwQ)6CFXO{5d~yb6$NUb#CWO?-xfb_d02}`|L}08yNNNfz$2WCB;5@T+ zWl_g*s)^NE!nrwL9fNl@6DB^LeeA9*#+U9vK5%@<4?EmJSd4n|7;bTvQO9cTbi+Qc z{nkBI>exnNn~V!z)eneca4V>Ds)}QO1o$_VO~@`y!Ts1#OB;p=%Y?eBCjq8e&T)s>3qp(wk9R z=h|^7VL6U5#OO&Oi2Bx@6d5~jWe_URW$55 z0Ma`eMg=1VMlI^h6rV?~LBoDXr&f~-P2^1s;zt6}@h7`#}=Y5RXFH#;Feo$vlYZJbC@%=DYj+FUIu*~3UHpk(OGyx*e{JE^( zT(V_xI>XUV#Uh}wi0xjFU#8bwLRxVHI@H`dU6+BXKdDII@LIs534_LODLFkoW~2K> z3nevs>BADsdD`ImMG4-I!=9gL!f?TPoLz3)RQhWT6rDG1ND2L;VeS z)p}$)hF=d9hPJEYO@3nR;A<@g3|R!!##2A&CI3i)OypWnlIBESY) zOBv?+_|yVRxWU!j!&C4f8DH8$9b`Kz|KLDBbnf)|Yd3ptm0#<%j*u^OM5~1fVCING z+{>b_t3f5fK_w80FAt8JjB-XB^W;3T6bSZDX7-wZqoc8jgWhL}KgksKW)_@YgRm zo|3||;^C!^n8M{iRYj&UmnNJ*IM0Qt?#Pb8r`n}T5>#zV`Spjmn#&^0EgLf%#*8hvnEF6wdkQbba3do&urhCM=_O?LY|4o2reQ{w&@2tQ7xk()xs#|#hPuqAQ8QPBTNitgZ**Cv+nU@OdoBe&?EFbKVVvu} zfZMKNT;54uCkhYaV>`szZI9&}qE^de2q6~zrh;i>h5`OQ8JDTvs`(mGU8lPLrMw~# z?-a!vY0>MAk4o#0I!_e@uNJ8?ho3t9@+IL$6cKPc^19GVaAG5DA{`x#C+9GO+_x=g z3miWJOPtA2EHE^Rd26Q0wNM_>{>0wu!Us6}>Mu4jP5VTr4(r@E?V zh6pS_#L69R>SP!1=_dm5=$Q3Phcx!N)l8ny$evG086kbt9tCyJb@^&4Ba8-dv@*}| zD8WvB_`IhXXOU>{^kv6uIfo`QH~LElOWU+=rnQcg1a+($>u2RnD10XZoD8)aUV%pp zB}SyUItmn=f<~s8t?z6uAif~-3%$oqe8+5V9=g@9K7Cfcpul*d&xrx17K96`(DzOB z;?vD$~J__;uX!hh=mPUhKE2EWD@Kpsy8}2alc{s0}=Mr+>wpZEf!3mxh9mz2#2G`_`(0 zL?BHiloQLJ`a`DprH<$*{^_d7JJ3%pes)N-VaYjoav*!@9xfoA9dUo<;CiTBCYB@ewKJ0O6Iy`HsLrfo z#`*lcf#%JzCC8U4Q(}v0USIB6o`MWclC|c%**G24N}!iC;ytlGSt5HQzNZ?4wLyrxF7xpxE}k!A=sOjuzMRM(kYHK_|k zxT0b2#Zp}oVm5MLHwG?xi4jB$1zZmr+V(cNxtU~kiX9G}^}k>(XNA6`omE>nFxQyg zv7!L`A<-fc43C|&33I-U6o5tHB!i6e)1SKq>QA)w%%%t1E7;bWx;|;z;D-?AE_NE= zW3=#GOMwk>60BDClb!2q9f}TmMKWCq^hJr^s|%$N0${Fd7St`g_L4)ruE_J%NUX5P zsO>^d+&nK?DF2}GyTo!!XCWc~>14*+w|y_By}CogUex9kd|(^-9unQ+?NVH{np-;$DTs5<=nv6;haGgEt%F$9`lMdg(x;!)6SBYlpiwEPxeEe zo1U-DsLor@ke$Td%^WPo$r<)3Mzs@KI!zJMPo#`}kF2ZC@~sIbmBmzm`5rUW>O8-w z@AX14VT#M%LASQ4;X+zu6kNR-FNp7&?Ii*h7e7xFd~aE8ZAZ^#T`C8AD3>cl;5s}l zD?_a~3pI8Tg%dYFjwDMAGq42 zMQktCTI^4k)$j3Pv+Mi7wc+*%9e$6~X6E#UBE6yf-qo%tw+DfKy_cL1KC?1OPM)1>6%4AY}XlCL~zyEV1B_S`BH6!ZYNt4x5wAZXjZ93ke@YrK9g{%*6 zf`W0!vQH~^c8e5N%n3}(yG5zmm!xEbFTWT?`Gw7yJ6F9}I~gQqT|f8~-+J&_7mXpO zXogC0AomIh&^zbR2s2i+^{SmBNo%zv0{mA_L~^W$n&5s#!b~?{V-4*VmbW zst2Nd(t>sQv%G;d;2(llEK0kBpM+xzI_Sf4Yu**=(uPLDG!#Rhgrp>p9jIh~N8hS5 zU3uSbfw|_$_X(@LCuq2$DppJj;O%Y-QYB*=Xzke;>*i7~#`uj;&-yFVL2r6p4SgNZ zhx=!_AB=89!q=W2x#isL>YCLYG&!A_vml_6v(*kxh-)k{vUBLeiofxEyYTgja>&Sa~ z#`jAp%f)8*%q_9j$y(`r6qLfOZY1nmE8^OuA83E_Xhnmae135e=_ocKJ9sg7BNN@@ zV#~emAGpk-FSe3AiFaddG1or@iR&GIop!^)1(jOhx)ykZ5jN$0=7T_Y8@t~N#US>> zYeWFvMiw*OweqA*L^ek2?Q=x_Ohj;<3iv@zwNN@R`2Fbe;k&c3cZ`h?64s?hY8s9t zuFAYN87paQE{;xKWTJrB!$Q)Qq4T~Rf~C!`7ZiM5N}9VPgkOJ!kLLz23waYL!7+X8 zy_kEhN9!^JB<9-m%%~kZd)D%M!QtSK3fmhcVgvZbdLPFoDv8)l^`%wc2!4N+$vQ#! z%dn@93=>@0GX*okz8lP&J=0W(D*|Mn%PEL{SWz#(%lG1j+VlP5E}2>Q$~E6;BJeH$ zl7r?)K{>5U85-yp0duxrCcqBeW+abn%uvONtR(i8+qLDWyzczLv2-H@7P?PO$p-fE z5do7l`4V=6*iq2X>vU)6!^g1cS&NvCON6HtGZ$xHZYT&%;}lnF5?&VvMkRL!&YKq( zOfBQHGyJWV2{mdB6%ApDlRg2c^!0R`@Ekl>t<(JS<79N{f!_Ej1wDWCCZUT6kRN^w z{=-odYB#frdz3JJ=MJi6kidwSTHFsjR5&9?sBI$TPp`a$*{w(#7P`&lOvcZ1` zV^=EPXOyhspZUf(zm#(A7un3t+wcPaNflJ)J(kn!f&bn-IML~lI1%HpVWifm9)X9M z*Dm2v^Px??$LDg|<%(bzq&(juct;8+0)v;hHwWVh(9avK4#=?^_3B(N(w3$1&pzIJ zJ>ISOlyCjsV8U`B+831HpT@U*mFM#4m5NR$`z3r|Hl-%3;z)b^w4_e_-iZyJr7K*C zg@Xj!{pVx4yZUP5E&Ib?OWt0F$$|fos815YeIhk6`m=1aE6|qp8I6UE%^!p|Ax2FW z#m2S*{Nvf>_;P%2U~b-0%lpCcn6bFPN>@wahc*`AcV9PghCAt(MN~{s7?3`rsZBvL zjsd_a4$$rg8a_G5d;qThY8%U0%|$XEZkYi|JbWbc zAIYHj(=13v!ji9SVKo3DdwbBw1$>gseI%}JOziW>U5w}!-VA*Hq>ilqh4}+? z1AsedQUBYEe4OO{w_e2mFMeB^AsIfmO`Tvm$&|M59W5RPeLyoZ>9Iw-Wt${72A$jK zA$b6lDWFA}WSVCJ8~_yH0@wivzzyIAFaQ#CAwc7w75KCRT^Nw+r#4BfKd;|#q>xA< z{`LBeVAq3`Jv(?etcwfiBAJ`1Y*AP@JG73i6a1II9vmYAy0#Kx0GjY!P;L&Od+R!n zu*dxFK7&EIZo9X|&~tFy@!v`$71{*}N1%;d&Z9wg$Y0{2-0}m_`@kEz<0F3H4<^L6DH+YG@yQA^IPzC-6KtU*)GD6Ejkhfa3~FYkks}Hyuktq z83KS#5I%GtH~`K7_%mnV&zynL)jx9v{>&NpGiTt>oPj@c2L8+$_%mnV&zylja|Zs* z8Td12;Ln_aKXV5D%o+GIXW-AAfj@Hw{>&NpGiTt>oPj@c2L8+$_%mnV&zyn(p*aIv zR;weRoeBW-!Fy{#G$Wu48irATEodO-26O>O5XOKvdJ6&#;-D$@KT~i6D%-(rTgkTV z($KBN=wJ-Q;lmz|7>v8DkdPZ%(1x^OaE@Q_BQ>2mik@azPcST@qxP4q* z+|aT<3Vd6E%YrZoEyTyYMS^iw;4{(I<;H;4O=l#A8=NU2AS!*D+uqa072%EYbmkTj zl;i^g^t7{=)jO-U6CCJL;M=tT%^fXYQczTxVNG@i$KFYk?t5I%8i>8wGC)B$0+b&u}C{vacMhS zaeGNI0SRd-Q2`MVJGg+Yy@;@YjIh0wsJNIo!p=s7kA{0EN(8w6|L-Fu`TUHQn_Hgb zlvVX{N1?Hv2m_=mLQzCm2wYGuEHCu$USROs3~Cp!uC@qIMF~lec8BsOZkOn1sJfmg z2T-w!qW==)Py8-}roN6oXh*lxv%w(U9MFoO$F^Sd5guEPZI=rYlo5=Tq#+RAqS|uo zknKeCH=+GZEz%w|Iio=>E0Wgl?~3&cy(`jL(85pB%C_y_#zm2|a9u!HT0mIB;OD~i zQ^F#$yZZV!hJOp{EI6|OgY-q%{kOyV#jzWh3d+^p6M;q}?9L!DXkCP-F470#q9`pS zvXh$sf?zj*pP6$8X@fShals-KN!h-uitY07%X61c+r~%P9kkbjrDdB<9E?+PhwtA! zf3YDj2yh1m2W^xcLQ&!;`R~YG((@z}ygmx+2?u4`q5K`UOQ_~zgLd4iC+;?$Xas4R zfC8T$0=>lwRw`2I*($?oNKa7PYBnxt#7=nIm|qln2rxllY1r}JasKk(68mTQ-E#c$ zQ^UH!Nj3Jb5&T5{qSHgzsa{5GG5;>gZ)lMAr+lQOky5ae02JKDZ$}?ec6*r_cwRT(J7@i0~U~mu#z$nVbddgWFc^5fv8s zsg!^9`YVs=FCGzbap|2Xws?N?+T~G0x*&E+fY?us{6g)L>BGS}IHYXf75W!umq-PR z24{NcA>8Z`q*CxRi~j|^Oa8N7Y~|BW;=dqwNsS$m7{nPH7aORG zV8^r7bpF=!{15a-?!R@Mf9U~153ny16C%~t{}n-gZWr_SeWUwN@83GeU7V~25-drc zmlfrO{vG$fBR&Rc|6la#B%j}eCOKubZJZH`q)l|>g?_n7rDEF!w!|)qKeyNUNwS69 zr2%_A1UQ)4Dq&!|u*LT~ZkN!6)a<%ow+N-c25N`)cl0i;>EF}-j^3sHMQZ4V#E?c1 zTQd9$dY9Z(#a6{r7lj7=s+&3}viciNu;Y>5s| z(*p<7id#F~{Oztx@}$xIb~1Np|JU+BTl+uff~)IR1GJ?}ZEe}JC^#1E;V_zK6}P`0 z>`-uU0RF4eOWKHui%QtbfJ1Rf#D6gq-%9RZ1N+}euN{0hvF_lc(5){NJGc%6=~e9?1I^H{2Y;! zK09Q=p3p&o&qrWq#wVX5I0E}m*WV1`cf#EgH4Ftf2M(7=40@0e+52o&^S!|N@t>}qGF}1r=zBMUUkdP zO{Z}l>4qW$S1h}N|F!F>pW!w!HRFbU0aq+jgG;HwwaGScw7a&x8fjTApsA|DjRuKG z@ULsNV|&4EtAK_sH}^06e+y!QyL*BQVt=QvqRla3L_A!*8(dZ!iX2 zGz`)LDk%5MTgzyb88^HT@V&Ys&u*`}<|Zi>4z8lcdUB&l_C0Qae=WrS&y2r`^_v{0^$_-;r46)+aT|f94Ez@! z%x*Wkt-s{Ck#7H04*x&0{U!qm+%DH3z??t;SgZtry^SmY`Aj`P!AuK~TaZpafb8bm zd1@nYZVLbybB%46dk_Zwx1N7_kcELxGBk2)B|o5|XTS}|dU|b>P>^1f;C2*@;Q0p! zfx`d~Z~_njL;)#44p0JAfpdTkU;vl`mH-@_J>v>^0^YzC;2IDFgaQwMCqN_+10(>c zKo;;CCc?Ajcr5Afgayh$2K4 zavq`wF@;z|93XBGEaVF01|$^n5E2QAg``4qA;pmQkWY|iNH=5{G67kH;K<0y=*U>e zILVHa36V*YDU)fD8IWBfb0G5|^Ci1UcAxASSsYmgSpnI5vO2PMvLUi5vK4ZGoR*x8 z{0O-Kxiq;7xemD*xjnfjc>s9`c?5YJc@}vIc`bP>`4IUu`8ov^1v3RVg#d*dg$9Ko z1)RczB7ov9MI=QEMFB-MMJvTH#XJRplAe--@)V^kr6#2br30lmWe{ZqWfEmRWesIJ z<#)^ADn2SHDh(=ADkmyGs=HJ#sj{iwQ8iPIP_00r(1XxZPz9(C)CP)y20@=g zGoTgF7U*~Ak3F<|xb}$dQQKp-$8FE`JrR4-_LT2w*)z6hgL*IZF=|_-GVp3}~EauF*WB$)c&D>7!YqrKLSeD?@vc7D;=R_8Dys?MK>S z+I6~pbo_KGbQW}2y8Cp=bnoc8>6Yl}>5tPZ(VNj@=_@%!I;O`$T+>1dhhYQDtm4A2JDU6TfDb(?+Oz$lL(Uz zlPl9*rZlEcOym2Y`;PBZ-DkJ&=DzrSRr^Mm$(ebWRhZ$-H<%NcYnZ>YP_gi_XtFr5 zgtBC^d|{bq-N!1biKcAQO<&4n$D?KN8m8*V@6e&zj${de|f?Qhw? zc7XkW(gDPQkOSEV+7I9kavxMZ=zK8zVBx|3LllSj4_!RueJJ`+&7o;_7IryyIC}{D zYxW)vG7f$YJq|yPc#e9G70$z)>YVPJ&pE3&rw_9oRyyo-`0?TL!xLQ0T#8&suE$&z zT$9|a+{)Z8+|RhHx#y2?9ML#}JraB5%aM(vd`AtBUO$?Bw4aBDN1Df;=P^$u&pa;| zuQu-$-gMrcW7Nl_k2xNDdaU-?+Ht<)#>az?7akwyJHV&O=gXJQ*LQ;c1nh*ziMSJO zC#gv zP)k>vSC>%tQ-7yHsiCD2uFwHBS0zE-5x*Yo`6Jj;78doqk{Tm}9VK4qt5_tu3Z`SSN4w$fCShER0i?{-VFSHRsCwp zHJWSA*BY)1Uw?Rg`G)b0lAD}2uihNFrG6_th#|-`s54kDIOaCRZRG7Qcf{^Ize5PI z3;7%>92yb2c^7{7^F5J!&+ZZL+u#2ZCK(p}fa-zUgN|@mc*;YjhrSO-9%(-+c+CAc z<7%4y1PmJ=&{D^}jQzngyV@P4Gy zsm=(6>Lu#)8zdU?zes*5 zXq0L!YLaOxX_jv;Z-KSEZ#~=kp-r=`uKhxLbBAF^SEohiP?ufTc(+UULXTI^M(@== z%D#~Pz5Njb90PHKCkL~KB!|j|&komr)&JT%0w0O$?sF{QybGkGfXotW>3t%nNymppEsHRzTmk)T)ew;)R?f5*ZaW7L<>IiEkAL#&KjUq)uhzn zCk%~@552Bz`MPL#1M}!6B0jIGb>yV9{Sua6Mpi@f95`5Wa6~$JdHY=Uy%iLE`%cK? zClODdJ&#OCOiE5kO?#7HP*_x4QeE?*_T#6|ZS5VMUEMw3zK@QLPfRYatgii7$AQTw z9Z5q$PDw#QK}ALB3X04G9!WzfLIoUUR=x-owPEqtbLJXPIICW)Et?p1F7Nwh70>zo z!`H>ZlW7jX&o0EhJ}z<4KvLC?j|P3?ks5|1uOR|!Bz5!FmcUCV4?RwJLpq!0$@bwi zC)ADYrFYM#`E@vrhKZxk?Pn=PAG^kX$Y`1(FW-5dTKuVdVx3?1oSBnvNMu^c=blO2 zU(b-~D@mv}ytcxQJmr5{wf2;!VoX$^m5=y4i1PRQug~lqx>1#4P)BzYS{N>#YK+Qm zdw7%m5#E17N&d>)iuN%=z~lNB?zDMD_-2J*G$-}`k?|@`+{?28>V=Obs8O;D>(QZ4 zu8L0`VB=C^9IdP*OviJ`7E4T3tkw1hUC^n^#D*Bz0okK#u+|Ae6~3Z$9bUId1g4k2 zIUQ(PsgKJoz8Lrk$F<7q@81)tnfwf2W*|mK-g)l!+Y^Nw?BS?!ozh#h(Qi%fn`h9= z<$iq^AoQtXV{U$}q?N*`O!lbZ)M?e2h%ubI3=p+2cRA4q+-h&~A*EGt#@$b~BRI=S zFs^LEvO>|J>%n2`zORg?5_4M#TxS^f)2}Pe%66w@TXY{__6YpQ&2A9|`1iatG-0~` zI*xUPO-laBW?)z;<*RnfD0?W&)LoAcue#raGR_wh5@Ob}{T4?E*(;Z^h2DI(eD4{A z`zwDV$dvjk7U0YWZfBE+x6X^LgPR3nj~>8~H_SOlnUCwV_FlU((JHEyo`p~)0$qdn zu+Er(S9}Tv%omDtpgxgqQNexyS{9Y+M- zGJ2;#JCjeyj&hb?Wn7C{i@|RArW$_r{g%LnTWTCydcV5xE>rr(hHp9<^pd!Bt`rTl z$$Sy`I?%6l(8`PULa( z-q7EGE>7{MQeHh;WenUqjq>c<$bs@CbzO&kZ@V39#5a|w@wF2-P)!6rmKCK?Po(l% zLsO?XuCj*?R8F3G((W}DhPAQGxOtZdq`xYZu<9f>P{|Bg&S--<=@M8(;4kpo5sE} zZ_M(D3Vk45$ZHO6(#<>vPb*5cJi5s^g<4(vwy|ajtzQXOZy^HRn@e;4x-mM6dGW7f zT2pm^a6)^-Grt^OOe=rRh)QQ-^E++rAF>rXKgS^c-c$O1twkqibb4+h1cPCp8*Ua2p zztiJJi^nIwUH8ewEd(Z)-A}7t$2L>!qtAlX4wQ5qeKz&LU*2*JH?Ud(i}A}gJ7v+D z`k7e+I_{Fe$aljFw9$bY^+1{!!Bg#Fs(;KoghzEj?{Meiyl3Q-#HHd%}zM=wZeX=9uhy>T@Masw%@oz*QmTsIBY17SkFZMFIQ1#Q#S zA5LAHPn98HVTEx_Zz!<{kK|xJO`StuZsYiSWT-m?CsEc|s^M&By!N!}i3hxAOqsyl z(S45~Z!)OF(Syj&Khng z#RaB!Ch#X|OU%fCEjuB5ahYcIgZ68td$bq#RkuF0OMcuTj@W;3@&08T<2(=kjw$9E zZQXg?AqE(1#bbQ3hx|~E<)V*$`dBmkrEQ9XHv%Jh;xa>)@n)|tW&+m43 zf43t!rGfw9yg*;ctv$_ebJ9$5MJsS4VD@uiA0KkcW_VGM2A-bckSg*m*@mY_@+57y zQKf`r;e>olVol@WzF;K@R4*tVrf=R+RtHyfdF8p2T?Bdraesym&11sFx$3wC1z`>N0YQB;g7sYWl$5YO-rbTGH&HRQa=@TYA1*^t1 zdHqqNaPoO0kfTvvq$wU*1Th~kb;|6u3Wjbfn0pNb-Iq+v)OJ(>wuX|R(r z#-+FE3t%J16fZfDZ=wi=o%o781LgCPxF;hU{^(ZqEPUBmN6A_Rr5V^2)n;S63&;8s z=1tna$j)b$Mz)O3?Fzy=nV!Z%-xk&ceL&d^;$;bMRNv>+b ziX6Hg%Z-OqOFo^5G<7Vw!_tCY&&K7(T)6q|qmH1s{Di?VYL0U=WEt(e!h$WItuD2h z3=Dayw|0eeIeM9l=Z-W6Z<>ztp^>zr%xBPHLfy$a%24M+&tHxtKa@2qOinR98cqZP zE}uWbrg^OWn{D}1=%!mhayQ#|`(tXDGb2rxuMh#)s(i3ol)%^bs5noW>ta8Y+ODJ~ z%fn&}!%Nam=J>@6Nf@5ti2Af9`Z<4JhkTl~MtGW2Y+;lh*NjN`WiG84Ytt)x^3SHd zTWEe2JMzO{!MszkOf$F2yVP|--dDSbHq{px#Fv-Gl>xacq4Y!` z$mm%r{kOn_(v362Rf%KD2D^%Rk{T1F2VjurnG+MRota(?^-f2aneRiKD>8c z`BXM=xV;w65$rszbcrV%<#fpJX4NL_+oWQ|3CpGY$=b2Bq~Kr<|D-a8;(m0KmcYS} zDnmw0RkY*$)5KRx%nO383Cu&G0bKEH0iNpOSZ9n7C!U~|* z&op%=G;)HkDp5HT+Smx5JsI!p{6xzjL`YdGI3AeK^cYtkn`-{}BXKk$=!C~QjSNqS z&Hk>Ae3#4i-cJqg$FhjfrBRb#s~zci6CzH>+F=!wjDwF6f&DG?i$YYYenq^u!!K#Z zS4zJl|Ja73!Ixbcyre6qucct9b7v%kS=v{VqUOb|t7nJUnZJ~&mcdlkSFJD?hxc?_ z3BVSv$WolH&kG2#o1aYq$L{H!v0g#aws#^TtdHt5_VJ2+;;7f|W~&+xlma~P{t+5M z1F8-`Hq*f`jHl`en(j~RY9sh7U@N{OiR2?n>ez*J9)T5VvKzdS8COk%vI02>0yDCo z(J9tgH4n2Dnk!1IWX6Z>T{Tl5^HUjiXqfjgzQ-*Q2K#v*+)5OdwQ_c6f#WTFKdsV> zgfl#bPqrUrIykbNtE1B~s61OI?6UkMwTlJz+ zr~c%fZ-#uuhT}=e*HT%<7nic@Ugdqodr5|(D_1UGdr+^f?~6&VJ(Cp8wC`MntCnv4 zmGdqK?;QW`rqjj?u|KX9xqs$p#WOpMn7=alvRp^1_q#FeaT&6XgLgy4-ZDKu%GAE!DMj_h-twCT5pL2I zxu>aFBFcFM-^GYj=EGvn-bc6^-v`hAq%%y>7OvoL+q@OvuP@}%Z0%8e$n109r>k|A z4?fXbJotXMTeesw?p5Z#Za3XntCT|W7}rX9^K0pPV?&lu4!=N@ifh`Gr|^LpYfVf@ zMp}|+h_Lg#2df?<-M3{wMe&llklM(DvFUc#%yfoxeYjos^~+D4&mB~1%k5d!duQS& zAyS>e5MlL*j$nu{9%nBbeBGB*Y#mot@~q&+A+YLmDIQ!|%;_&Hsex-e5iXT}cx>^L zsct>=e*KqkJp=btPy3XG?O(mF#S7~yh*>37SFi>9{?_&s#wkdT9vEKt&mVVA_}KPr zyyrS^QfK-lZSinNS*50|Sr>*^XL>_pCKaAG>`QGKjsKPu0~3PruZ+vfsQBD7S~MCN zt7_fsSNx>&DD{@JtAtryn(Q6z3n345Z(pTL9#_rxZTzwE7UdHBoZkTONV z!GhyS^>-4~dVx?9M39G4!yYxuZI|zlHH=hahxgcslBNaZ;c8o1V!waEJucD)xIiD=?PcdU2Q#+wSWf zy%wDm>C1sQdr_JQNZwxLO$gR)$iBL#Nb2J9*uor}lzD5ZoBAZ>4(}soZLOa!tenxj8d|==EJGyM`ybR$o@p7eb3VZ|_3<=6 z|M3SRu2|PtEPJjJ4Aweca^l;5-vrO}DV?W`i`eAbC0CqGi&i_y@%)|Sovm?qikF^E zmYq~M#?nnGsx7G0xWE4ce}d^VP2tjH@R+=)Q_J5>*!}jInrY-6ywke>L84DcU@%zc z*QD}vYgq0=K0Gp1(RoT94ecCj@#Ff|XV^4yBsz21BT0ePP`wV$ERV%qR4V4%P~u7k z{G?npnI4K|tP5tsCRbJ_ASr_PzW?cQ8sh|Ix(ZRPc=PMUA%jQ>@T%I}S{*_>&9a)wOlD@r*BpZ2>5t#1Ie1Z!KXPgBtstAU>qU(Pc`}{7 zY5Kjtw1m~ICWm}py@dS6z~>wN&NS@Wu9X+Hr17C-iabf9DtUPsbzwyTuS;X^--E@3 zY4O*Wm;%HOviva|r$u7Em(vvSG&v#Y9#!!^r%MU$^B?mmG?28Bf^)iA%|5_Pb;Snc z>dLQ|Un@;k=dC#(WUrYVI0+Ua{Vc3BV`I!mIIg0$r?)3PWtH>dvhN>NLl>qka0U&@ zLU)Hu82Rk8@-Lrp7K|OR1!# zoMipfb({gmw8k-1H!I3ZT;QA z`6PGSTUAe;%+WX2&r|I^|AD0NO*m|8scH^B3SVKv_YU&+_-5-`asZy^TM!%k(tL=wXQ>ig8{J(~fX zwrpGOeG_Tv!)&8F$9W=hviRNJ$;Hh&jO#IA7`LrYnHOS2gt$uR5$&C@d&NNSvXo*$JsrgWC| z+bJt6{Mr|qlQ|f~hlNxTScPfo%Ht$_xS_k%E_Qpx?)dhAhHT7ij;dftELmAgCwY^5 zV-yWcm`cFyWNELmr%E%Kdfb>_Wx`MkmY7zU&~=wk*(pV>>Gj_YZQz$Nh0!t^n#4Rs zn%(2oiH+tdEIrnwUUjTReRK2cKafK6EbfOp1q;h7RlZn(jx0>k3_mxQ@{7b~%CxCB z9#r=_#x6x3CX|x0^}2~qa-;)dPs$W4s+ka)*QN}DgAI%Ph*_e~V`BIptbJ(H4}I8k zvnAcpAVfVY7`aYD%_YgfqfesSTAVBpIDel}!;g2lhPfZ={{(CCzWsRNKh^QApssip zM{{1?9vM@MIzsnk7;*y2m+_wo7vZ9^syfYU>(%+R`hQYJbt%0b>vUmvH8yImbP9{hQlOkz_1Cpc}w6TsGZa6gg#|_dQwh?y5x0P#H)fR zPJ@>wX$@a!NsUkmdWuOnaNMk!QkU1U>v)fIZ_v$;2n!u1$kI#g7SCJHk0GY#j|FBf z&X4E~F8aAXsb5eUUK=-5qIdjt?0j1ZkuIC5Qy-|>{D=EjwtN!^m8f0?7lt(EMhPEF z4u9pCIPxoKv|B9oy6Smc{fB^WgCXFYj$%!N0iTb3CPGrz$`TFIUpvuj{3_|B@KCDR zuqM__Cd+rV&J|jAytV!CUg(I506sKDi^zGgWD{v--*_^rRo)lre4lzjj0y!SAb#-F zKOsTy1fgOrrF=cn`XsR+`Hk$w(Qylv0cI#*8P7?{fdm>VE+UkkCNA)Z~uVdGT#?3m#$AGr}X1v4|ld4o7xrG4e zJ=qTCV0iK5f@e$MutVCNR*j!O?1B3RJ66}n&RkF3Lt8BQ-!GuSze2}uG?T3MFeaa& z&FFaj2lSI&x|{}s<1LXYCIeTRYp30D{rHf-@^edWN_c4#3X4R~(;4I{VN`h@;`TNW zDlt?LaY9y#s6&co_*lME|5YtWX}eP4WcVVE{%}eRS`zl$tB2tp*Y9f1Oz=z7i|!1m zCjtVWQ3IuSm(JmM}2)}O_nrHC0_q~J+Unj`^E?ysv*j~(Qv$6;1oDF6k^>(_8kCq zG@c=G_GYjHviH>ILuFoXArneJ*{LAi*#EVRU`yeg`T6GT~IlcKlhENVWuWCEHJ4$F%%7XKr}&50)JnHL>hfoMXzWhKEfbHeU)v6+4h?|yIHUwTD^ha^Wp`8 z*4}wNsIyK{z`34by4mpt1-VY2{mLyD$076Cle)t<7CDi3b2zV*QU+&xZvqE?!dtE% zP5f-P(~sZ|Nqw=3`_tWn4V+$HOhL=USONjd}^5y)#OnJcb00xu!mT;=$>SE^YDD|)1L14i*6)MS4fpGPt0e-nr zvREb|5agBY?^Y+9*&82$OB_cqm7*@zmOqeK8dTfX#t-W_mpb(u1!St=P3-N9aG$4H z#~KQE92G{=tWZIBaQ}Zs`(MDHVTxHVirGs0$-(E~fCtI&{0ZKKGcLPMYB;{{m_9=H z+xi#K=9J3Q!IR`C6aJjL#v4pCZP8vs^Ko9;&>M;64y3SgyWY|E^vpOrd*5ijlI!Na zmrM8L(S@(V5fwiN|FV_v=fvsE^90BIU7*AgqB6t1N)LFxL7ny})+fEJvh ziBuM&QeuS%*$H6h1ULFP3b%_Q1JF#(sgB|rlZTFdH8~F%z?0bBwVAOBPBa3uRf+mF z$!danF^}@U_76nI5ci8R&;MgUMi}%y&uA{v-fgPNk*=;BbRt?-A=>7v&VFx(=9{01 zg=Ckfhei|6{P%)XOII4EjM9pJo_zi# zi4T+fU0p)d*(tk}k@H1qRaKoDnZe=*b}gb&BWv%q^l{T%hY9gbnE1I9sY)S;R;XcP ze8+Ex>Jvo|0epNmRQ_ORDRbc=dPfhjSBx5_P3w^?<)eLYH3#SUymy9B;X2wHXL88;2_e7%1-SVXQ#jh5#8-38! zu*>DTeV;v9z1EQJxAhKuwkZ;o+Wg5!$Bvv5^1-tRK7iUDQ(OQ1WVqn-I0d19@)AS| z9C*S}6(YTRhy>rnb*G}qpM?g>zT~7zjcZ1Pc{EP$^1<&w)xgJBosdUeL;wol*&gRc zH3?}xyQ7Z*3VYefQ`U%#+vW2HFKGTKv4Q{irA3^~6Mvf%6ta6~6o&V7YMfGx@wPPE z3DH$D%WuROf#kvC6%#@vCp1w0elo9e5RfgttCOYpql zUHLC4r#JUbJxd5t&^XbxfX%%FP$$+ha0!2AVflXw(LKq<`O@c6u9`T|J!hCIv};vK4ULo2>YT}!lrvrhnq!6mj~=xO zC|PoAJ+EZ&aRn76go$f6T7Q3y;8SVwe-?B-NQDGrMGNxRoYOWu^OP956>vxJ&O(kV z!XWqu`vo%MeEZaw(te}rGS&M|tG+739F)w@&9XEDqAPc|fM)btvT!05zO8iPTkZ9Q zPM}YByh>ti7viedghg^k7D*euRX-TL1f`qCn+8(}-Up9fz6D@XXt8nPj-DzMT))|U z>NCV&;kFZ-LHpi|mn_TeeNv6+LP}v&Qd>Ai;m34bx-HcO%pj00-x}WznNCRd`sG>2 znVu8DHl#cOb>ikv(c~Q4<0V^uP7nGAawSzer2krV_M0UToirrrAC;5HNYvZAJHLIb z2Ly}Fran42v{b!N<&?A(a)wH(>Jz83RU87s+2h%7a@yMCX>!+A2LMEJD7VS=-7Q+~ zINqMu7l(x|1bnh!^N7n{g~|R5R%}(#?%92Y&f+_$mQ)Fz2R!+onn=F(SkLjbLxYr9 zOo_;?7ikQ4p!d@=H6?y>^PFAR6Wk7iDa>d3EuXO%&FZIp)ceNOxS0aHvx^gbPnV&m z@2xFeW1&aR^y`~C(jH*h+ww-%c5YusHcKk|_c553jKSS7+J{C)T3m?}brpKbSF<>W zJ=rNR?!m5aYrCA~9=@_w?=jx)+$LICvPGU@iw@sV7uYb@RSINGZ4X8G;eBq+NM5C4 zPIK2Ku-1+nRp_s;-sRSu<~nGQx2yGd|6YToK)so7v@zclff?CT>U_KkeA%@~;Vh#} zuhu6A$|;W=ecP|)KG2OdjsOXC;%NBaC{ItgVcG&A_RwXQiewm+&LRQ&}32!O_IfG6}?jC%ABn=BQFB4n>Ngg>ZV zOwZiqdrK>yYlX9f&59J0hn&k1YR>Wi zo$>W|@8byTo)=?ck$O&DF4~lMy>B}wClDRCEMiOT??GRK(h?u%mJBoXQs-Wibh`R( znQx9V@YA9O)Yv7>e&DBZy21v%7AM2X_oXPrp8U1bH$^k2B8<`pe&nijACjk;ofZ5T zMp?gioyQ!O->R!I(3dA?D>4iy3)ik`c%zTBP+tC{oUaSEqQW1&ZulDE+hR$&T>ON4 z$Oit|CP%;{~(J9Lh0Wnf6nVZdZ zzb2pW61{sSdvL2a+sK%V~tRqhSWHU!vH^x)z(Yq>4W7Ff8zxGMEaaG>h` z)HMmr#vNWI7B7C9DL&wibP7_(>^u?!5NSC{-Bklp>%_D3%O*AedMYQHVmqmQL$pPJ z4eqLd)W<0hb@G}a7@)hN?WbNX;k6L2q&^k&AKy1i{JR(dV+D_r1S-o>+6>rKCtj+| z%o`7n-3OY_Jox=)%Uap7bs}!T-#gZcQLQ#Mud8o2mvj`Eb-^z0x>(PL7*mwpeS!O$ z%1F7?>jvsL$4sA`-&3B6dTeA^N_8;%&onq#jmxCL! zsy=93C&J(LW6gYU34c#&@g%Ct*+x($-zhFY#B^dE_nS75VdWnvp;Cd6ubYcP0*s!- z@;J8hwjUKS*k^fuk_LR@B2S4YQ{9F&>Raj}(BAqZH@+I6h=UmLwF zr+D)!brL6uXR&1r+xjp#6FD43&|eJUTCX$+z;%XSfR%^}Ujx6JrDE2y{G9%QZd2jb ziHJsnqB1>Xw(RUX({L5Yv~{AJ(efU#y_5_EMqc1uqpKdc56F74`*`rtgQFWw+W6YH%U3 z!HOLxjqL}{Ot?bON8iB(H~`XFqrLYr*Cer4LGKDfh!89hGVi(9DUdSLKx0+UNP#%( zJ|1m+d{x$wJYaQ`c^Pp^8BRhib-=nW=5wOxtV)(@d}a!~p9|pYatft=B{{jPCLA5yCn`O5)pC~hv{S_6<@0g? zG)cSu{+%0AC5T+Xl}}SJxql!;`(#m@5#+YO5i_rBaseH6W=+Bh-<6Q*w?gi3!NOl` z6mvVP3C5NgF*Hxw=QY;T-UJsj;)5W??O40n54@t?B!MVPY>=iRm$OHANRahB7rY&g zXm^&xni+ine!R;%fZ_(-ru5FB!cNK%zv&Ym z91W`VW5QC2M_|WqY)Sg*bV0ln=r?$Fw4Duyb(>m65fkbas-e{PDNfc28nOsHY2RgY z^7)IYiFSKxg+fIxZ};j;_}gNnLFuYht06TAi~uU6rR!%ae6ulJQ@H+zL69~0n*86g zueecj!~k$VJUqA*(_&mTwlu?aq!l#_Y^j8AKeOJ_v#OOZ?*xY*2U+hCFRSU)O@sax z;Rjh#otvj5A5$elrh|g^e+222JW55G+Cj~M8ua182F+>rVhB&sVv>s$-7D55#WibHvAuGPx%PLASMGB0aiQ^`xviHVX}3x8S^E|{G)Qi5^762}Mn-_UO@ z;-Y@oSi)bm)g30i0+P2bsi$%35~@5Jl?brGPw zm%R%lpA|)_RLRl}7x%Vz-t6`HR%?Bb_qye!iU9wGn+MkY@SfJl!Pde@32`a={rBPJ zd)U4#zsr*}u)7({yU|wXmp#7w?eKspm=(5`v^<|we|0i^24Tgyv}iH~L=KWjwQp|> zDDeT}gt6mt;B@}(Gfe>BF&-@^)BoyoZy(Kd`}P-GDcde3@~s|89Lb*$c=h-?M02`i z$9t$h!bxWVGIaDGKX-Uk`t8lp(V)|iEQRzDMxc@bQGG-Oo;q~*!wE<)NjS}1cMV{L zjFx_Kq<(8EkxdmTheeOG{GnTqxr}~f))IM8nms12KX{Z^P&>*lSHl$~LKNB6jQ4tV z;J|cO{zu#UAL=>nzdf#jAyyCm3$a5{$`#GNAEKS@OBl?q+o$EXAi2Z6;Hn77VYSPZ zy1EA(Y@z6JGl`E=6s*?3A$g_sQEeUV=LtubHSQNNyc2GxKJ1E|n*Tt$?)|5_oH@2- z1;lL2YeH!&iVg~QZ(r?bBnjkDI~nn)M;FIFiC+xYX#DuS!_0}P3Gdx?x}k%?jY7Fn zn~J|+n~pu$?xhM)+1>ZcdR8yFDQHiAI!z2Jef+qe9?0^bJvY_0hLXPYWRORXD~YB) zVtZz$LT9auYh*nM3%Q+@PN_^)ZDF76B>0T}PSfS*O_RmXV#s4|^#TC~9G$RyBO6(G zz)8_q-xql>O`NZ<__mpIY&tza{-|&3b1V5xYNsjAP&^N)9B>Jys<|iHSD5P;ulWQn zjztmGXY&_p{LEGlFmu{!_aa=n%R}eya28N<8uWx*5hJ@1{xj43fTp=4QM+8Sq*^!O zLO?*8ixd1JA@cl6o>D<*p=#!oI#@Yq)Z7sOAt+#0;Xl?9F71vQ z5W(Q3Ozfuy9(m)c>c3|7O0z9H)&%(P%YtBzsn^6ta|v|$<6hokHW^u0Ie5uKVo=ms zjjp511hM&~GDcP!?~Jn3qWxDHM(J;zj6Zm=WtVwq_;5$piOuVnqQ*MJwxUs4SA85@2mslH$H zieEhwuXaC#o<^4{>6~lPbmprjo@b;3$S|nX%?0M5cq!_uN~MKCo}_B+@_7#fl?&!b zBWJ=h9z4IrAQvon_fnkDl1Lz< z<1Vm&sl*Z~n$4D0QcXPtSKxv){Fsmn*Rx%#FeymRE!1$-)E7Kj?1b0pT<1D;a~~dE z`J66ra@2wy=2xrYLT(aTAPK+P>^wfRj&I@USFMga{V(8Yu*0KpE|;Bq!}^L1-s*xU z4Gn(++P(>YEQhyOB&EenzlM}h;2w3)$qaqzmaTSQ*9oT@SLGG8wnD`BW}1tmOy9TC zNyd$yE4qP4hej*IWS@0Cl8xXg>eu2>%SQ=4cKRS#z8Zt!9k98YH)F`Sj^0167c*3p z?YQSY4|Le&7D7VYV~aAZoFRQExp4AKDz2i(iYD(@bMH z8pIA9RmnS9mHY#}e`O!#_0d*m1I<*|;`ibFeYzTd-CdPKaiQk{hCX61jBykm3dMh7 zdzsgJvn5b;L;Bmmm?W5UY-?>GebG(z=dU|AHKKKl@(&Q7IohPb+7*A-G^v?YB&U7v zj!bJayc(3046?Z$rY0h4L`nA%WEX7IWA?M=1=m&SBp5hC{pR`*K-Z{eZZ@ZTf@I|& zD-J3HM_~SqQ0&EmlcOxaO{!udw4u_yxUL-E=kw_m z>$Aq~@Olc2i6HXRR|pXQ*OnKo+0LSf+yL%Bxgl6OOUKQn(%f5Zv86v z6_vHKRFZ6mg5=RffKM(5pC%n4n1#!?b7RIsEk-LpZbo%Yi1VHromp=P&K%Zp?Nbaf z+bW3HPnijiOTO>S!UW|Kt}|ENA4#tGpfOw!oDI8#`=n?RS|$c-zst2m$O{hsI!yQA zvdzKR_MQt}DleClluwJUL)S0x{-mHs4tn3@)uG%Uxms?Q6mFP57wg})oH`P0Ga(O} zu+vkoHZln{J3uGYnP!t8QBGuhCHK){ZKMq?>*|;yK~RgvN~@ErJ{bWgX>I-3-F%_`{b*Q{K*=j>NJA?K;cKDiVCNf%{H@7t5mvl#v8<+LD`dKe*TvD zU=h&%Zbl&tg}aoEl-}nm7~i3YxTP=-2*#XpZ_BhYokV)F-YY2}-HWRYmyd4Oiarc( zWLL!9eQqe>a~S)3yLiez{=SCXF4?skYNR@b5D?jkWP|-)%&PGkKR*q*QrY3jCCsSd zThosPWf;$g5`LdVc)#BYF|AsOs;`V;cr!s;iIJNZv#PPtdw)Hl5@QGLe!;oI))DQ* zhQ(t~RoGMd4sz69>K_7MU;OL-;E@8C^1``Fl@}zb=-XBe^d+eC;1Q5-9T-K%peih{ zJo3@N-&xBmw)mr_a!rhzo6#8riBkCWD8ccQ9?0q3>F5IYaDYqA?X>LT?dbvTG6>!^ zeiTN3`6~WViOJ`HP4;9j`eX0)`!*0G$jP z&x6_iadmwCwBq|pUMt6B7K6GNx&Y_cfY`xs&OBZwi{NF!Ye6a$@RE+&+tcnh8nIxJ zS{N8|q@M?Ul=U>Kk5Bz(-WQ%@)F<%f^xbz_4r)=HLj3F8g<{6~T3k5Mflrk$Zz(Gl znRQ`A|4eE$xfjpE_~EJ|F=b^)VM)}*wM%&SSj+V(SFA_M1L{bSz%_lD^I#uIU``=- zzAW&@gV3lOT+IuyP$S&)TS70Eo zN&vNuPaPSFHh{n0ewKfPhV2t?kE>QH5+IHFFYDhm4OaL*xcT9>Tdgv8$t#^IO~wQ^ zpU@I7AyPMbx6a(rUV+PsT|Y&UhDH`RjiZp-U(9}=-|5S_m_%%Eld9zJx43@v)w%VE zhi=|H#I3yKu}9=~W)Qq#H&rz^6s=-o{}C5im7QJ6m7Yt_t7EF+WKfhRX|}SA0V>tT z3H|%ItCM2ARv|&F-`EpOIU=|N{-kT^jU2W13qL}bO*!hL8_x0OahEdR*_V69$S)kN zA?F?2M?2}OT#u9Y3e{8e0Xg|OAa(2%xVWyqFg|5dVh8iz|;qKM2`SMm#^mFOHmKnNi2>UaENC!sR*~H*R zNEyK-NWQpZNyIHRf7+Q(pVU9Ptt~J0YG~&B2dK{!C%d{M#2G#YQHVZ8FE+@uHE5|E zwTv|uj&F$PUA5#Yw?ZNH9k&t1-}oF7mC7=PVdvWL;fbNvbcbAadkT6c*r!i_u$#v_ zb*GHZnb(Dt%gjDI!=s-~CZhNDk-4GmECeJ6pn;W`KSO392ep8BS+MTVIQK9#(CsZOf z($cKsmOR;|ysThg|9v^}a%DA1zmHdF@YV+o?G*O|zE@Qk7IkjeBzpr82Ra3}Ne4V>h^=sYe*=0dDb zSyvmJ)+u@hFYHR)T>LVag7Y5ZR+iaM{~HKM z!N8Rrhje*!b)dh`ImXVDe=u1gBi!Jnf#Fdv{g0f+8!n4cfXsB|yH_{QPFNRBBC|Ad z3qHL$A#u0M)geLpPk&LMViiCCk1v;gzJ`luV`^m?EFfo|G<^}KWfq*>u~GclzA#8ToE3)i8JxW3u@LkrgLJ0w#qOttRuH>6jZ z47G`_a|Bnm$pkcCSf^j{=JTh)NiJkA!Q|%pD54Ei!q1Svv&SqewIw#`TEF5bk<0NR zL>vAIxo!0w^at^vN4e}*udnlLkWx(Zf9o4KG6MBG(Q7l%Cy7)*whTR+L|Wh6*ryx`X-cF0tibjR%UUsl(m zY||Ky!Wf>_b)^1OY15LaT38>Qff}#CPvkiBbsQ%`RbMJ2jFa0zIpeLSz0Fbal9+$l z{qBtlLE&rc62F7pcURM&5VXl48M7J!NmNlb$*U_fPeki0b;kfv2jofk=;uj8MzupIruVk2K5PB{OoUelg>3SMj*PJ4ICjM%6H4 z-(B|Yz0r*Yf@;Xk^X3a(g^g6G@3^d{q`)|rL;;+eg&Ec zU7K;)Frkv;ax~mCBpq7d;xaw)~|a3WeDeD1OZy`$C1W{_2bOvy@^r+ARhACM5> z^D22oztX|xc)N)=8)>;>cOGVzW#aD=AUyL}&W}hS!~RsXvll+0na=`cP}XG0FkN%h zjFI6TudjLS!1>%9ALz00SbBXDslEU0WK`=UwerSw2Y)@oC;1uvH=D_on10_ckR5uG z3*TuY+wBt0BMrp8MiiIqv;;bkCho7>NQZpW1^6ub9m79?L+o|fPwX(E7y9+mCE124 z1MG>1rQw-zji;ZEPo6LeEL5&%)|yb9JE69}0$r=F+=_?7@!qcAX zGPF6?MMA9%SQ~3kDt{EA2oDf$NvT?E=TXB@o^q`YR9fRyH1cW~Nb6@z5^-OnOiO>Og^<>DBo%mJfVlZkG$Dv^siM$KvY`Y#SvHT{8M518;;#xpJ$yJ&3^Z7Sd6rwreKV7~`n z{|Dms-UABDW3+&%r=};mtWku&7o*HKyw(~KDA)5Vi0vLOIHl7Kt}y$|Em#Bs^e0CP zhOZWttOeM_zIx34SpST@*uPAGC*3Sew^M-M`7LN^M(%OrI?}C7l|{v+fY32bsyLZi z^JdGirS@P_lMWsvpixB@35%E8=}cUjjyEEcUn`e_7c^btI8Ea;p4Dz6s=t+bKPn?D zCyD|BEx}lmJ55i7$;)>uRLt|}YkciE^V6*T#pjv9{Yop*;W3=i2Sj)mQXx8<*!fLz zqR_>@$Mc!ig96vL;zH(3j1jb@kZ7}?FvFqSmen}c(bLiumZY*zCyJPkFIIB!DOvU( zo2^Z=n2JOWgXwH2{oRzVX9p)I%-)kxy6fKw=A%?`k}+b&ZXcO_%`mLhd@KSp>W>*3 z7`Ef8>NoD4U^WhS<1!@XRaaCW97`Urz@tba@|sqERGasuw7lPoGRd&~V3q_WbYY}v zLrcOjvP+X|SDvsUop$?6K6>S?+lfjzCnx{76EdhD(l-}FK@2%#yA)-9^`cIQ8L8}{ z?YEutx^2jlHiNrF)!+dt@lkfO#HGu0BqHY@$b8AU7k10%AP36`V{JVPZup;J5+4m6 zD4ynxmY8{uLkd~IZ@?-g?(dsZH4%!q3Q6&A22E+a>Isg&tH z1D%jA?^klyM!eY!{z!gZf>KLldXa9f3@Rb#aym&g#CW|oQ+-Wd{h?uu%1O={R$2us zm6PR`k>OWZi)`I@dMy^)%%78v_=RSSg}v)5^9>^422A56u(lWw(46* zraC!mwz)@JAqLX<2hyPEYi4f5v%$8Gi(cdgBJr0xb zo2e^Gb~a4U^YQ0Odi7+oAo!knutMYMyT&_>%>kU!{-(x%qd!z#mH zlo_-!yg4EC`m+g6uq;_&r!U2W21DxRS1A8LlT=c4r;RrFx1FexjT|=OIeI~LKqTED z%lXDQ-W2oYmfXoH>DTs9%<9DBlo&e9BRJ@8FQt?Aee3THYc5|;BwZJT^$fxv(kvTI zO_qIlg(|!w_8=pVF`%9kQg9{6>uy(VJ27hUgYI3nYn~{bBKXkwhuJ%oV@)xsoXpd> zQYN45394Ur<$U`wj%cvbD7dt0<=(V9%npr(@FDwbGDR~P#n;azkYG^a9ww-_|?|+UDTw;^vACV zSUo`ksB^K_)yY6;t#5ywQCXUcf*Grx(HU~ZKCj0lJeA0M$ZwH;<;VB+SESzqo;84{kE}Xhq%hn2dKheU7yB`eMMhsRT;&#rkU=#Y-xi|(NTqn}uI>a2 zsVy+T$$%WF&nAt2LT}yiT%#KNb}_q){m`(RqQYHn{r$k%Kg~)lW+N&5x!_dp6uZv* zh|Y!|$Z@8{N+&aT`L=fam6X)7@UpgBSKu5j79?ME`MFvFU8l1UZ$J#jIsTdWb&8hJ z7mP9wo+Z+8an1nnM9K5?MB`Dy7hv3SQh#u~MjbG`rPinK>Idu)SRU1%7@#$K=l8ia z+K$r0m>f&DlU2i{k=FY)s;`ojN&*nup?l5CMt-wA{r>QhlMeTeBxbU?>qXaX6-(tr zGwz7~>~L3{IbRxMB!P{MPxbA8{NYT`Ycn>u8cO+t$#zsQL_v>XeEWKRidbgfk_0K%nsfnVpGN;XA!Xo{PY~p)u?R;*Iv1#u24eV=qgBeU1 z>xHQfucZ9GSRsGB4Me|JMNvGpE(s#x?vhLMyK}N``i;>#Pos&I6uTn1g;f|4- zQ|}j~iWDzhlvLavl{P-H-_+l)3o~{6Ibg28Rgvuz3Q*S>+&2$DP-w-hb%wg6G&Go- z>UHUbOEPKQ^48VIn#~sH*ts;e{|e;*(2RqLf}3D*YuLP10+04?`*3naI8{`*=$UVt zAg3Yf2G*FL%`ijfx#06hF`!9~B-DnnXI5p>@Vwq*fpC@8b69ot=%)6kz0+2=Z7yT4 zYX$B~dJ9fpnT* zi|femNn`8fyFp`%>DC+A*i2vd$rAa#HkTd9bjCQ+LnggD?Mc0pQ$aoT{jQbwpJZ4o zFXaPTemTfyGN@j;#o-v4{Ww;kVEzbo1lzbA5z2Roa;i6XJikEdlTapsLH?4&p+yU( z`i$)2O9?d3|4~~0jW0~=cCF1cuZZHo106tjJgSY&fO8b=4lt*76>);a2;FU`dr4?; zdNU73VqqRp&3u`AHEnfroYIvU$7YSlfjsNlTAn0sFQUj^fN}8pNqH|&iu(ZoQXyJn z^`Vz8Gx4Bm3$U({!Ahd5YUtH}AV9OKJ!_%keJqZ|1+|+x>6llo-8Ou7L|8_Xp0sy# zFRu4e_ycn6DXv&Rzc|X`W^IzK`gvG|Iv$01$97lK_swlF*|plfP6lRp*JpUh%JE;9 zVlAp&Oz)ycz%EBgvmuB!@ECP&z1Ycok7(_LHTzOSW67w>*aW0|+s7w0_`n(z@KceM z5e}nz_K5iBq+WF#{s!6pT51XU!}~GZpmhIcHL13JUs{TFK^Hrdg$}Vj z5qrV#W$(YJ3*4sAW_LyZPMg^bsgaQfD7b=y7M(g1GGE!vriKU79CoY#6Rf9vW^jcz zCFX$RsvIF4hy;^5`))lyn>w~#VMhqgCvFqr!BqW+EEa^8E!yZNu=OG9zPtdcES&;j zQMHXF9ls>u_B%!8onxhad&m1Z@aFhAz(v9)=r2?T>pUpl<2y!q*)-h=EEo}K^<7Ig znW;O)`=YTu#Ls7dK^i05Q0<{XI6NU`FX~#bW^uH?Vz{jU82j8H!b|bXiwz?4({kK$ z0XyH)tt35EBa0eHE$z+S5DWp2yQ^SnueXMeOjbyD9{`}L{XrOONf+!UZZq-W0oBIC zxI2)!sP-w`+6UkMM0HB=dG-1HV(5tMG!4?C0o>*C4^$QO2TD~o=8r>RNtZyq_l_y3 zn5bUvJHCxLTLz5!t~PN-A-A^ze)k28MBl$V9CaC(Nrax}@F$tUOJ<4ING)*&6fijo zS|Xsg1|g3~`|3%+Tfmo3-<|UPCV1*P4ZD#E7F&&H(kZCY(KWNt%>ZqzPih~Q+$C$Y*Cw{!2F7>?}4hyUd zaO|sn$DB|vsQTQjGi?IoaN@iP6o1%bcrd#DQJFD;LSi+cs2j$?dsE+(3S$yljyVNz zzsA#}zV3pF!H>=j#rWD;KHJ2*b}pH8FnslnIhLeA*qO%E_D3PCp4ZgAV$zy51&-30 znX|%jYOsh^+myb}ZJ=gEqxI3Ch98wD?uDbRbt}HAu1QB&*%tA%+77nI;8OLImn76; z*Ok&qRTCkXSvHZAjsoICUGT05srk%CwiJLR(6i#hKXNEe?lBXCtp6&UP5b$7;#mcK zABMWY@cHh+EUvgr{fCELQh0Dz2kTjOMjmbzhcm|?65;m%3oAh4+r=g_)--LO5P|5D z*#5Wj?)Hq&A>O^B9Y_xfN=P4-&R%L~yzwvOn>DhXdox<{N9jlPUf`@%33nY~H_*tk*U|W1W#FtM!_@w_jESN25LZjII+cAB!Z}${qPVu4g4tRinq2-ye`grA zoKHDnJGvGB*L|4yx7wJ+r?F$qYQe;tw7lGMSSb5BqIZCN8#_P+YuwuyDhibQAs?Il8_0`HpAO^qtZN^qfQ! z?B}dZbdX|FcM`f`Uy=2!BAdmaCm%smU$Jv6&8-W8=z9ej*Ghr^TJ0CkhoFm0rb2oE zuR&k7e2@e~)7D=v7=D-L9O;%Ou}2CLyMK3)&@ntqCct-t!>PHU>j?#ZnIyHJ+rRfx zyTa~jMP$2OG~2|lq0s`f73)lK@Zt8N4sWi!NOp+4oDNA{FnMOQd&>9Sik4hRCt>tL_7=>ehw4R=MICy5BDe9b!L*Qj zB6QQwBx7)r^KnzOU>a@6og4B*h&8S~^FAZ*FP_P0>(TA*y`6>^peRE zZ4((Sp2AwJ+0un7CZhThafTbzx&I$u?;Q-+AO8yzL?T5Af?#z~6Ez4{UnQ*GTl5kw zN|dljkO-F5MK7ycy|+X!iRhw*sJnVuefRsE+-L4@=9xS9`PZ1)*>m=M&innUv1**^ z1#>CfXiv$lIX~wj@|C`mi>L*>R_y&huQKwaMgr<|b5iG=bH;Kz^DDVdG&!fr+0)sN zsb$-U*U&bKp3shkTX#U1lN~*!5}_&Lf%aWYp&HYxs~%D{daB1#yxJY(u%giE-S38P zc_HM2X&Px$VN+|g#+J{w$@gnpgxS*tu#PP{xR6Xd7*$`RNXpzGdh|#gRt{>am^#`h z$k5yPSa|l!Xt)G*rDmKnC0pU&iDX_(W+7rERZALBcPuDAa!KuLUMWYtDSWHyD?HfC z_u{kqTv-Ii4!-?fNJy^Cg?PgxGBgaB-cv6F8Qjh}^Mm|FUpS8;$+z$Y)4gspv7E?A zF{cqU_BqF5RpW#kzGrcDkWWJtDU@@FrS%}&dos9Le+;V2>wK;dR(3|)77PXH29Ft1 zHhpY0Hrkr9+$_xS{kaHa(1v8s-09NB5aZf;11r6NxC?6M)#vF#hh{MVj5>%tbvv?MgTDi2${$xPX+?jiSC@k)7IXI7Sna3{IG=z>xJJX z>&H_mVY7n{f;#Pi(^wu7H*6Oe>W|tdzecz&Wiz)+1kRS8Cz5`73#X?%Ya%I5VC2c! zm}w6>Ml#48CB&{pCNOlq<(=u+I!P2yO6?zSDonKB!je0m@!pBD_v+CEXXj0}4ez{T z7||Qf@i@j_yG}OHIH@6c5aRLW!bJh?2aKMVcCTN;N~^`M7LG2@xJCHPq6Mg7nWy9} z78=^?vlp_U^Ndp(KP}zX{J6YQo03Ss2QHtmmmfV<=tR^QQYM}SnMKt6N1z{^?5@KV z&tSpZQoH~lYiB;}bFc2=DqipG^Z-+j$#&L$Oi;Oo8Jx06DXBpXF|@&ncwF{?A|qBG z+U?k)SV7RT420+OSkmwN>MR z6yrS9<1cu1RZkQ_nPlXf zvEE~-GnH$U_iY#{Lj0gHQ|I?R)y|10u*=MN$klN-7Txx-p@I(-564J9e?VvRZ1Pof z&8^&wL`BO+vJ313&WBH!$BgdjR|-!ya2DuETIgcZ({1A^+%Yq^*S;?P@%~h-v#L_$ zoFx^03H*?Ielg%RN(Jd;8%kvcTB7E7M~?fv#&gCrw4Y`$6c(7KZ0OpRR+f<@-OHFJ zjw8ojd7Yja{uP4W3WXtcyAHsZF?IfehrZ$KyTt7z!@N?`F+lcel=Z?- zOqqmvwQ4B(m6p01hCNONX*6V4WEaV6lb>G{Q#Er{8zRXz!#u72HDV**WI-jAk0Ik% zKsL=!C`8+&mkz>z^8I#D8ymrNB<&Zd-20>c4$#5py8h?&Uh-O}btBTI1(Yo%M{w47 z_31_x>4qe+?v{@I;12hRfhPjX@kXGY@0}sRBu(Q_{?NZp8YVblosD?@NTSa*`lhvc zDMC#d8WUdoXe*P&{!P*(!$zA$7IEltPl7wYe?v!#xrn+;6m$@T^+YLoX$YmFH<*eq zXcRmvg|=Zi3%@dJ4cF0MCLnSrZIVu#(WJg|-9pxK&416kh;SZGSvSw%y;cA)w@lLz zXK~-9%hh=$ST;B?9AT_uYI0Xe+0P(J+Vl8lRL`Xw2hPo7pra9a;dO#W+kcL`9hh`1 zoIgA~Q6QeIa+-*l0NzUEsM&dk&ljGTSS6uEm7UDwN6q{??7puHri{0_wyYS$o?ZM4 zV<4nj8#(h?=>Mh)8maohk)f+2f|v-s%b@DOLA0*WgNJyax}Fp=GbiOP~3B-Os-EGvFX}1ROUbcFz|s`Tsc**EI)p^vWjy|Z9dc9*r*i%uoiiHvsG+M z)0dx3Z3JM0#t~c>u#xG$?+^Ds#Kd^=hcH~QSEM(@hn$uEe)W+>OU{$u=op4tTZ))E zCq0FIgJM0==+~+$^{@w!lw`2fDT$wD~#~I|T@y?uzKi)Dj2fq(i z?#%w-M*AGxUqU_@m)_L&XlS+8MSiR36Eax3wF)o`Y4?fK7F-}k%z5T+N85|}#v^Km zyZSgP>^vF%G&y6d*N%1#h|DzUBW_2-zbjk;;#Ty-soBP_;Xj;6G@UI>p{ec}AMi)= z18~)@*x2Z@McrS&qKy$ecG1Sp>ooC0B6@ez-%=W~Sa&0|AulFo)=SPHjOtDBC#rNr z7h$Bc^}rr{f>H?TU(|Ed7%6ng5s{OdGGc%doj}+5W_qodrrE+jt(#UZXGMeO^)%OT zXu*p6je>V@kfR{ev$LY~c0~arXtEhM=qM)@CC}~6N@-F`(y2HiEhT#>Ll^45mi)9x zcP9ESWuhDzOit>-w<|C=U_{7sWLUqv1Qd3&XZW8vxKxmAth%f%*^?O=}O461MQI3cMR`w!XZCJF|$Gn>?+Ax6^Fo52>i;7 zm`m3-xI&ObRy2&I{2ThqHEX^VZ*|@z2~)l;oFnkSOCR$#h1>Y_%?HZ>R^F(saVb+% zjl!jeqc;-lxDKJ7$ui+fu`E>#`t5X`k^koB&NI8*LH-eTg(Nb>M89HSf%P!eIr|5k zk*Ud&xh20R&Cz4Y!<+JfnZB%tfbl8`na=e>Zols2hB0e8kZT0 zS=7NTh7cTavX!TI7+AV;ATtL}^|^YCEg(nkcMLD7Bt`{y@7!=lZ5;2+1{rR6h+4Do z&cn$vJxf=0W$q5-7&=$i##-H{lHcCzJU60k$+zCndl4u zNAUfE-1N%l8yJC*IMa}3uGuz%+`&6#(gb(3pa`+%37 zk8`r)P*;a+K(V$mQihJqETTkXH~8S^vo^f0JiOqTiRm%guV1J1sfgxGl{Z(8e7P60 z`B`o^;wSgU^i#x)tOyhIq-g+6crN+-H}la>tSJm$M(Px4AAV>fzP!p++Kv1ZFWEHt zd%Ea%5=|<=y?w!T&`i)~bxVc3Hj=QyL5;wdenIVo~*~YV@dR5A_m?IY$zmNEyxu1Gu#$BOggDJ82 zA9x*V8ZjZoCn1q1-%be@nI9Y7>iMwS_?Iu}!(X8p=H?#80CKGDY|%_m(U1064=En` z@8y?Ae_`K#?WrY}7|ZspXID&LOuHZxZYFsNW_Xu15^YG}TfbTAlv${B8@{2H&QVXV zqKX|?Et!@`g1Q7Wp;bI(uM-GvtCS~n3-j@~KElakDPgEO)ivK&WP!|I=AAjDelgmr zA8m)84Os7$#Uz_2swOAjQulk*r)S2odNZzjVk{OX_7>&-1bXp7gU_remc_7Sj6_@F z)P8jtLisdbtoVEXhcGZX<3#h?K>k;wX7md~vmSnSPDP`trwwAtH19u^9gD_N@9nUl zBcee+uvdG#P-idBOif1XNAQoKA-*@|zo2jHozm26)65@fkNh1lod^pZC;?d``6hPk zUcVI+^VAZGNt&J(`o!rn&bGm7#^WuZoH0~VN(;^=Z-ND}DOuYOWIZekz%!mseSQD# zzNkiN_l1vtAUS!RgxEmp@0o58DPCsiQ(TVsdUvr)Gtth|Y;{@{dt;4W2zep1hqvpW zIl}47ul{EKfbJq(SuEi4$_^NTPkFM@;+m;uf~A={Mh3n{pNpi!@WB?5KYQrdXhc}< z%Nd7po<0Rsnr=AB^OW~rM%0{%J<&xxR#;e6Mc}5)pgR6OggL}uTj^Z;JH~GzDUEJSZ+nUiQx3ePdNYkD^Su_X zkqnGtKGPxt8uz~yBx8Oi*B5D%HaApgUY#%#qz9(m1 zQK+xPx3Ho9A3;jeC06HaMsy-)Vo6C}Ia@|RL(9izgxs5+;kD^tqe)L?__b4(V0d&= zIqbvkP4lTlYfFZj&l0G%YZJ|`^4Xb?D|^pArVhhWH>kb5zHoB~fKpG-@=Z8cn8D!R z6VB|)bm-d7_&Q?GN&ZOtNKI9fS2g7l_E+R*-~&q>HA3$!Bv|I2N*Q185n9qLyw9Kj znwo(uW~bB6d1v69L{(TP0w8h#(gJtMZ)tgrT)J<&(Q}i<-ZAxOj_&3e0)El?<(=d1 zMk&=!Uj3v7V}ih&n9uj|atXX@MZ4X{w;q*b2T0S;Q$*>VgSIES*0(#UO@GNe{`qBN z3-E}>iUd$>W&1Oza_dknd$jSe_)Sm%0iEbw2xC8=iE1N)v{C)4m;-T@;yplY{@unFC zTG8p0Un1@Wsds6~<}ZH_8hExex5)MP<4&d1TZWuxpD2W^4zWVJX1J7{*Vm0`X^!!t z^pqq?q_d)~Q1|Sm8|P$4s+yI&`j|FDN`sBl`ny%YA~;8ggR;W|2=|JmA>JNzQ^a3- zL13$6Ea7#;P_5!iX*M8@Y*QGL^ZR6bQc)PnF!bcMAwf8D<-;ZOvCVfp--S|5=4D*& z5W7=mK{Vxzm20cV|BqCxgNoWkn$&Vz^v}!uoF|%`;<Wfp?k1HR%5@5{-{ z_g5???_&;iW$Yy*Tsf%1EGII`qVBI2sA>UEzp0!x|H z#1a*C^N>`cHB%U=3dlb1A0s04K#g0wADW>)Z-kkk4AAuR!4I-5B%7m&`MqvZ9B&rmN4#2{S)rUft~U zdi{p4J=4^C6WsN=x36Sy>gew1==AMD(Hggq1Z+q5)ye5f_O!Ax zQ?3G3r1mj;r9j|IRonOhG)-ARHGb$Zut-)O&~yx)EfqMl*2Itwi4KYp0BleBSn0Er zmZH7MZ-`j>3q&Yowos0hHtaVhHs}xXq>Ww1jK*EO=x9@gVoH;^hw3l7E3$W9J#@#_uqsby$%w63>>qI|AW|_d{2ecDX!1H> zSc9(=XHT^pffegeJleBnt(7uXI0DrnO^1z%3i=UInjC!P$&8e&#{zxu({l&@MW{MU ze97d5UuB})%zbzn*Jm5@F@y%~=Tvkt#vRgH)Jxz~^6f3;s`N6hR@rh$=oV58;lJ); z&##;7zevwab%%dBzjzXusNJtM?pfR7EVJ011PP=fNdXguZ%TG!w(2SSt7!Z9Ki>z= z5xXmcxWz#<)@z_`T^fsdVgyt z^TW<;!8^mUOISIa(6U+_%E~|VB#~aNo;EpM&e3MnKrHY8a}{*VQGkm+J&GKdJ=42c za?E|7x&OT^Lseb<2*MURKAIv}*KO-8!~5_v{b^ulX3&DhQ}Awf`=Rkuk~8IND&8du+DxF@mMWJ zD8zUA3PQ=Nr1!68=J4@d!|dS z4LI&^X`}hy-2v3;fEemw?$pofoF@dw&?*)E0I*ljEfdH+6xxm507z9h8`%H*n-s3z zSxr8&yOW7EaBn1t)6Fy3CF58w??lj>xVbjqyWk$}EFi5f39l`g6jBh4r8hPC>?yL& z9BknGX!;u6)&#;e3)70_G;JI-Q;G}txT|7!PEj-HS zzN#oJ>Q_w=h7&M>M+w~(paU3+n&{vT?%>t{R-;(8xMHZ=V>ltS8gIL|UE}eyEf(#< zdzf~mekEG+w#BGecvffhm`!~|MuXbTGPkk1W$P>4#Z9@V!Ja8MyYDZy(w||C^oB{M zYDO~U_UJTF{gtES&yZmHx5#tm$q?k~vi|K)F-{HKoX)1! z3Fa$P*qVQ+%H=bNNxk?!Z8004ce9H+nd!yk+5L(HjI&+1GKr~1-KQ#lX)4JxtDz^j zF+L9%uf`tZs8+n8Wyd% zt1}My-{Y50=<;=04iSV+I)kzIfPMM<)6jK2Qe%EhPgdHky-yZU*pc{0~j!@Gy7f&cuovRhN z1VK^ltc&Nadk3CD>0xqedF~rUP>>$lD%FJDzR~neipH(mv$6JOQYD_$f3vOXvBm-B zUouP>M-0T=6kpjT4M|U2Xp{5RGgXY9X zE{_VZ!-&3RK9?q>2kkZgJ2uBE-6uq=SgrF}^?G{V+)@K!h9^I5xB5A(m4r9ezWG68 zZla#fBKpPHKHPd-iB^ZiJVWed?zERj9%FWJY53xYd};y3@FbR_DiT+%jz%@&6z9{r z;_zhBF-^0vJ&&f5{Gk?JZ!=^*nS^QO`cUxtq>-4ixju~=+1<5w<=i^{w^3{*(-m~_ zu{M8QO*pyDb7iDs-uN7W?wnlupkKOA-;c>tK*p2Ul$8D?PkaPVAdY#h(;)uP$X#F8 zNcoAK>suYw7G&w*jDfzo^Xo|ktkdWXMHs~`%`^&vD>@0p=J-ZgGU$N{ya_rod%2Zg zdVVd?Z?zPf*3SNWmCgBJ#PhV$U$^0AS7R+ld*kH`&((=9H0EEDN^$3i0**@LbJ!29 z)##5ig^j48F0fqOUZ=Sk5plg#ECmm@tZ(J}3&*j^q6I5Kvx<*VhKCX6N$P~XhDj)* zYhXuAx)?v&qN#nJwp|cI38l93)m<*-1q3OIIjB>vnYC?bi{8RR`3#KylE)Oi-5@Id zCyW)4qBF004=diC_d6=O4cu5hSbTs_kaeV#KjLY!4y8g_Nj1Se0@C*Sn%can|I{;$@6|MefHH_VXM+VWBe4e2MDpxm~az%imOAp`0F z-lv=aY(8q~stC3bYlGPwEGj4{RA%I?R%Xb`=XW>cZ;#mV>PAiuiuvOL7f$Shzc6B) znGdgH1wOpQD*WM><=Z&xG}z&(3Anr6Wp3aJ)ysGABa1UF*SF)bGMzgNNm*MKHa8iw zWo_ytRL>>@zNBGbiui*~iN~6CB}OOghB>M3h7D_Q!SX+>p8*au-{sR&XTIF02pLn2 zd%X2R+guDZHhQMX6MqgE;Pp?!HQ5R8NP&yABK#ivt&*vaVvl1m(}_3lpMu?krO1z8 z#sp5N*U_;l*cfN&$SBX>I(i_DZ)$^;PVdd_(YSy;n3H>)^doN-<1AaQg(gL*^haaZ z>bachdq-)J;@Q^Q@5eR$a4#4=J@ygvF<~2c%VdB2o2$fx=M$yvUXd0e z6jhui=$jX!yKzm15C;6UwN@D z-j<3df(3o%_^jSvRy^FAbeVY@180Cfr6lwwo2W^GTfXnjHpvqkB2q&sJ*qu_)eyit z&sd>PJ<%H9A`a?(x{<9AM~9fW!13pP4TTn>@gp-Slb?x(PD+U*PcHH1vM}etwt6$p zmIVg2$Kd>j;RR7Wu_nZmviY6%IYgRic@m)pzCqxoTk2B#_=PjSTUy8bQ^`SGS5X>mv2 zjU(#g%@aPYY2$h4O*?@HY69!eI2t&THL4l(cE)CRc3*f&DGKRagn+h8bENbNb}W!T z|9IS*A7r%@?GE#52`2Af{?+0gm3?t2zX5|O=_@p?oQ&M9fYWdR*iOlR1ie8` zgT9SC8?(Yst{%BAB<%MFV6`E}YiX^B2VajL{6Gag$+>`sFv>cXOTX6g_f6?Nv4Qmu zEOlFf1xvMsX0?&YlUJ1?Za6jB{ihGTXV%?R+NCyFCuD#`#;$=l(l(dewHyFcD$AYn zn&p6<4V(bylwGLw)#Ni1hCjQo9$-v_H&F-1fmTZ~Uo4v+x%+eDJceZV$w%OTe>(Jd z=Wdz`Av+=@^pTgVvH5i)K?(XBrMLVn0?M*l>Fw7V!T$Aw7m)IIUhO)YE*jv=-fOy& zSXjdiuf(SU(JOw%n*K?HYcn2zR_JdRyp(xwGT28DT+{-FV{r#z1C~3p_*Br^es>`D zps7lE7tD3O0!VAlT_{wsJMu1pf1h~_On$Y(!Q8{U{eHp6PGsIpR#^vz#Axo{xq_i! zJ9`^US&Jc7t0>kjs`A%bVD9S~Qg`8;s&*=5rWv@O&h`^tBm6n(+{6$S^A*%W&!<62-=ez&uXsxE+DOY;vN zmB7@Gi|fd4sml4$%}-dfLf&`q?-F}WGjv+K6{I_ z6PO^AW_SjqJwxv8o6n`+9)q((viHl(qST7A9@jRX0HntY^As@AW1C*8k)T@vK~daz zvCH!^y~@W&Dha@J4qTx?U)jgjtp&X9?!!G({%gk4a8wgTHH{@gH8%sGpDsgww)%%J zRbq&(FwiYDpw>xuo|zu89jRKgC;OI^ViT-%OChJS<5D$`*teKen`Ol}TU7hOkJC6c zetvL6+47O?m|a&!^=#m@%?k(RUP4cDh7MT3`e4i8()0bMSvFWt9C+@Z5bwIu zcdkX6>P<-aI?m(tCg|K$lt{+GIIZ%Of?)kWf)32Ni_dS*2YfTO)GlH|HvA7Rnx_C6 zUG()50XmPpCKpgoOZDLw;Abo+uroY%G6y(cj7F-gy?hz1a)6sT-}M(zIc1B2F{eA6 zDJ%D$0}owk*JJ6RbN$ldV)Hqfu#O?poo_1--gR9B{YDw+0)nzm3$@6f^P$yx*jux% zPyXOsudByi4H;0&1_w|edOZp4Cp>IC{wcoBNKG9G2nWV+afQ5QH=32-0WHu!VV4gY zvGi7u&J2CYNa(RM&@t2DB$$aEGVQ(xtCAP@I0Akif68Y*p)9tmn_o!(M-T!3^{-G< zuhOM7Z-@WwQ-bHxR`IfhCxhqKfdxRrjRV8nR}xZ;;&brd#Xn26{ywuVN8ph&-vmR? z2bD!*FYbHbOPkNFnR7f0xY(5a;dN)eKZ*HD;3z_9#fS3gZ(wMUoU$qgQSCy6*J?lD z#oQkWA=C$Dv0%7&4n}`IhgupaDiGdW{bfyB9(j$w-=%{exC!27&n7CTX9x1X^poBa zsNCQPTsnQ~mpg5aaxJFD430Hc+PmxGMj11A&d{CH?mh8MTi!P@{>> z{&VhZkG<_Ol|TpWyqXyg4_jpG4p7N#2CF%@9KQ5z#}4-_#FX6*oV5t@sKkzB%XAo( z9Ai5Cp6zW_o3 zrRSTJ0*)`KE3v{(Xg9afV{v?D(7?+N?k@y4?rS=m9-&5u;JvOmH1UTgHl6 zT74Z)Ms}|Q(;+lYC8`#@+tXor29fV@*pqVYMMj8(<{Ro1WQE1mu*FXk zfkuicdh@e`nNVL)bfXo>l*+IS8Q%t3c?bUvrJ^oXR}>!%wE$$VX|aNNPH8e|eue zP6Frxnm(1jE`O4-?Pcl--q@K#qxhdGYYUVeW&b;?dV?Mw_#B?j6yvN`(06iJgBMe$+kda**jIi&4gM#Wab`MPX zT|8ykOBf$EeA_jh4}AD-q#gv59-p1k7ky6a-!O<*sQSFE-K2X9@8(g2%b&k-W}#O; zE=4;WxD)XHxho5Myn(k$RePP0z{@ydlz>F|YmZUa1|Ou?e;W1Hr22j9mXFnuz4Tk< zBMAhD97P1`K4=gYnd2c3^ec+-=Dx@?C;V47HzhNRh__}5bRHF&4jy5M?$ad-NbOG$ zwJMyOw_;tv^FP~7_47yazh z0Cb~D;dQbpL%fioSF#f3N;Q zY};M_NS$8AYz$I#uJFj3xwD;*% z5NDf-TcNUonMF`(VRRs)S1IYnudcqxtMyOG(HSrg^(ivXRe8k|T!*AjToCueAdq70 zVy)&=7Z;PY>>`(fk0UyalP<~FD=6n6es*Op%y`B)f}_cJayII!6DFJ7QT5x~{p1Iw zK(8<|Bc9GCYJ?is@rGogdQd3Ik=+Dp_8c4S(Zt8$fn_Lad4`-H^2WB{JLfX_B&AZd zywJxtJHH?pb=faYg`f1+rUx!Vtm-z#lS@sqI0rS2#I)mkWjv$jrY&e?sMIw_jM3WQ z8Sw0Hex%c%?oa_4a@WAKn^qAu7XMpP+bjVLMsP|kX2-Kr)lPXEhmtsCcG^pN#kTs~ z=~SeD&lE>>_3LsS!aIzik~cKymwgXI%gD2WQn!k4I)Xg1$tldWrpYu#&loNpCqXHJ zg`H~|s5kC!HPToEY+YiIDlH79H#>CNPZ#eR2hdRfX44nd1pEkHB%z4j>OYyWWSn;#8>#DV{rV9gvh94BvG z*j^~Uhu>H!-eyB)7$o@EtPrN(-yyJ~qiRmR^_YZHXOKTx!0@d(d6zFS}@jtElQyHdoQwNq~`wJ zcL{V~gTc%*LsVoo9Rc-mlUp+ky~+7OC;Ub;OyMsd`LT&r69(LXoO}8oCNpunv6e|N z$2ZiYI5l1M2eBrsxoUd4Pk!7tJY_ADcVHke698-#n*1FRHc)63kVyPil|6!j)kiE> zr-XcD1c+zrI%v+wSDgs_=x^uDP`tm!$52AhV3~w{>C%w$z4wFnUT~WVPgRjj$TMu9 z7kYbq;;|DgB7j5`Y_D~j7f4oNW5UY*GA`#67L}A4<&I98mLVH^$?sHC#IDcK@~JK) zH+348yKau5mv&Nax2V~S8SN6;I^jOS7ArT-e7#827w&W8O)T>R4p8D@l5a7n-_7aPz5@(D;SE}``bx7;Q)b^t?i{EqY+|+ZS=i5qcCL; z&I+h<1wBFLxC&WaNOkYZa+PIH=_JClWPeG`?c{zG`HSXqS&Yz6@Gl6!NT17ga26+A z1oOh?@WE*$ym;#L+g&|qAT5irTw2dBAEMU{OT6g-wObblilt%=3lbT{xSf3I!k-KT5D_OHTc26*n!)?-vSvrJ|T zaKwZ~04?tk5^ABaVpc{2rZ{1Q{RStXixGFHejToKTBYjaj+LxakWKsScSYZ(J9|*q zPO15tl?}Nm4qTn0v1T|An-Yd?mEGI9&brdgr|Kgj8dOUDn7wX*y$5e#VnWok|8Dyl zK#d^HZzl$&<0l=Fr6mSNiVUnaMAZ+~47AnAz_&IHg_Z54KIgrrmwu(9ZZrm3y$+Q1 zN4;~sUEknXt8}3%&!nYxO_)b7eHSb9IJT=EQ_$CreLk2Iq{aE+5w(_5Sh4YXMt}|1 zXtbL4Io5lSdHqgRXs3zoU9Y<|c{uQQ2zisN2|eaT#wKyvLXH1=OajOJx7)dsbl2pl zt;r2>rUf2&9I~<|CR-JaIdM)e$Sy1|kPsUcZF*=xW1Il%mgZV~_Cd2kMG1C@RM9^{ z0X@I8P?aZcW%7;b2D&SkZ25lYFII2o2IN>)y!-1*9T0mCp_=(-ByJol#3`L8AeZn> z_j`)oTU61*0&BspojW6G`<%kh?HQ!Y$}|`*Zw3^Dvqi2^-wU2i=6o^JcAb)&dM@2Z z;+oxPim57#R90^pXY7!Xg0Mx}C8yJvDJ&kpF+yY4;IH4AxC_0K&2u`GiB zI(qtd-^_lu((V42zk#4shEwC?G}4|C4w0!%vJ}>Q2SXl*$H&32X&CfudGRVyyx@cpzmOus{fF7A0h2JGkE3(ZH2r%nOWz>kbT2NGjr zlZBKE{pQYWVo=T%S1Uby*(GyZLA0q7q7e?FFU=lL6Q)d0fW+Un#=e-eBgTW5$LfVS z(A=N->*;|OwUeAw$h`;c!vb?m_cq(TbLuK2+uKi7$_n<;h3WPDP(2+@LIr-B=wVfS zlxm8CX=N(FG_D|6wt9`}WZ>mJ_fEEvRFZDG+;eLmZG3P<)KP0$9=Q;KPS$rse# zVr&`BRaG#gwo-*E7%mi@K<(vek1!)v!7cwwn zTZSB%GPGH(eAH(kS}q{WQrEvn|2lv72U3RnwB+hVwaQVmw8m)y)jcZGG5D#ntkpBw zn8u}&fwzwDbd*Vw9unN&`uSn>@^Hr?yKrvG-(2}NZ{!{4m2kS=(el#IP{Wje3uVQh z98}A@1z97T@^|7U%~TSzV!#UZdn({(+kQ)WpHst~hHgd~(gjl=2lT43t-dyaHc4nT zEogGt*v;^s?Hh_42wZ!rmfpPPWCvWQmGM8&WXh-8?w>n>lv$FP&Yg!E?DP0JQ@oq{A=CWBvy8t1-Z& zeGNMnerq7gzdok!qnA!d6}gP2(A_8FSrGt2-~Z_kqJpxP`q9mz$4nZ!B+9U90J^Q^ zFoo3p7O00k(QbGNxqpifj~dArXg;BAQO!?_j(3=;9phvS@nUHs=-=~|LgB$X*LrW5 zS*?2Tse6EwQEgo3v$M$AJJ8Q8VdYf#k22@>2|~7^61ZH(3J2=6wW*M23qU~68dL8b z0ytjzWTn`Yoo<$-uC9*$4x7un0EHBLN7Y%KW3{5ftL-|=byx&$x~TmN=pO_D6l8i) ztm$3)oEsCDwHEMj$1=!?ej3>7H~seK=xPiEcfJWA&%>syDf4C7BC*v;6P1ShN5}(G#hfU}FQmb#BYl1-AUsY4pah(b-O3 z5%Ma5qgsYUNk0i`A+`5F4)^1YKNxB(e#RfSk_I+z^jdWB-vT`Zc2G0PM{YP*3#h>R zDS(!6J7$D{1S|Reau2qM?;h@Dt!4}k*NSSu)d$3M3-g9QnJDk(64)l{@cXwkRrd{> zzj+e9|3p6j$eNJ37-ud;Kkr_U!H*Bea2n|-r`}V)1SNp$Vx>Cvi+3;TrlvOY4XLM{ zB4Zbw?>`8Y2KKJbF4<#^_<$vkHMMdT>ig|dA6m{4Pu?WQHj^a&%|ne*4{VLcLX5PB z<%x;B@Uq8bGn;(PO5+S4rX+^-e_==F;I6)Bbmc}U-DD(2B!*sA@N8K zfiOTxboWI3I7R#iRR#mYO_WNI#fLwO6&l?~m%dh6YjbP#B-+UGOuOQT`?dOPmf~_{ zVwwZLzLH}rU{#O2|057--0_>K){mK*S_v^Z?gM+6aF0BB^Tgm&dzcosKv~~bss3p6el17u@T_& z_~HQQh2-pbfp#yWDx68v!;_~oXHorJ*;PEB61@)MqmjPH>0F{B+O5JKYai*nnfAz2 zDV5OOT{*UIl>cu{dU(I@4^#Na23q~{<|^n-Lz_l`{Svz@)8h-ACd6F?E*ssasOR{= z(x$VC=T)74E}UJxpMJ>tUhgShdA7v)MaG`3&lz9+!T~Lq#tF9I7bgwtnME#JM;f24 z$I_PsiMoOtv-QEG#h%+ezV5%j2ywB!($aD+<8n4vXF~**X2rbbVBw>>BVAz)<~qBg zHd~rEQ_vjJLw3xUbsdFt26NVFeEnMbI(sSn?9BPD7T9s4WO8q9rnl?9?2B&^aHe*V zLm3AL|L=0icYYoffKEP+-h0U`P&Pvg7&art`OJPgF6mAiR_7hBz&wgiBv8yT=Nf~4 zOf@Ns{vIrsWaQ?a-0WvL>K4df3-PZ@*l-bXesY%G7Vco^jarxNi5a5BVR?95L*Q1- z`?0YK%T1qC$kK`5Q*u4R^NJHH_ETHo)d$Yb6qeiW`+<2kr z(_P_qT~b8_DbD{0I9f4qpFM_FQ`9X6V_pV^jE^p#Y+tjD(D`4wNrhd(T$T@m7AqrP zKA9BNkRNFJS?F~wf$PwePHlDZGoZ0m;0b>&Kb8g22elmvt=7^vKjr`;N=3CbEYzg6 zOD1TD5z0Ik@?g}NYRgqnY)C<`-DiU&$Hq(;_}TGnspZ^Io<)L=h+KD$CF#~cZnKfW zwB5}E6H%T!vZnK8>}=^eic2ovqY^ak@mxK03z6xPu27VBD}Bf-I?(_WX@Wg8Z0Z`r zrv(LdI0Q_2NA&vBL1V>_D+7~HUJgBCeN75C(TBuKG@ChLdH*9Agel~p4ll$ z$)VIzO}G>6m2CO_65g*S@d`ayn|Ls(+40W8a{n;n*V-Q1PB%Zp3-oO448L60+d!No z0wGO#EH4bT%r=>SVfgW)Gc4f?P)L2G41-WH#C?hFeywo#Cdz~d&6_4qN7;KT>Z2*d zCS!`da8Te!6o%{1>R3m*ZEQ*4oPkS1cD8MC@jJKzf5eQMp-rq^;>a*Z=s$$GWZ^2P zqHzVD2At&&%kQ5PP=4=9)jC{5sL0=!lZfq2q}7pj+Eo{ML5t;Sn#DyiV^WqK!6Riq zf+R|gWi2E-X)q!C`N&j`h7B8g{VHLFJ+3f%>b=+Y1m?6|oA@R1O`(59y2;BoZsZU)Db$`4$Se-VJUi6Lrmd8$ zv#}1I9>||N_?w0yM`ml_^UxE1h zaiAJ^M|As#=ozjf=g6`%_=Qy8tIuck2j|B_(sivGjCe26m{q`B-imwXnurVT;`ZV4 zR~sl^*uj_iM7j!zBA@(_WqRpLrpM^Km2>Dr>gZLimOaR}hH)ICAWqO^m`vs&GkBKB z{vvfyR4fd-4P2A2Jum6xV@pKLVTjHSPQ+iy;KwBEK+e7=f#2z#6oNPGN8 zBsTO@ciEwvKFf#oL0|0vufZ{+$s^E4yNP_oF>HfntLsAMP=5C|YuimJyRYCn z6JO^F^0hKVBqffL-oE--cBLBgXeh|*H6En5%Qt%c*Ud1t=z9i3&T}cDg*Vw}D*$~t zwu`BdHF~$6Mi!XK{Df8BAQg40KH6XNT1B5%$wdxVt0*yj+9X?k{SE(aQ!U_&ms2wQ zWAQ9}{XGVp^C)3Pho(8Q4-xdW_ZZv^7qa=F}i9c?`w(y!DVV5MT_$z%?x43zel_< zuweM_CK72H$&%uMJ_PU6d6UiStH=`Jo-zXo%9dQu9_{b$o>;OM7EQ^Z{Knlr=KsZjEBfxLw zaOTE1IYxw|jk}R)=uTN0p79>$D8Ifhrl(N(O#7nrPa?vCY5L#@?FPTF*fL`P#sqMECZb zTcWAk=9SXa0d#kq;FPZPFKIf9Lw=U(0=3wf4yVEG)iNg*a*k)p;+ABYN^aC4ZhCbO z8O$yV-@YNASf15+&?z*=TP_ZjovX^fm-C6(1S;ST(3|l)LG^_*I@|jw7A4YJ71o{H$*;o#Ls?2OJPA z?l;XIcj!hXr=TB@_S0LFPx%_`_P+J^e*~+be$~e8NAzY%#%0IJhm%l_P03r619_U` zT>OGW&;KI`B*OR(GB!LDaWC+0Q&)-&`(BJo+?Z}zOJ~{WsA=30oGJF@v62!{37NbM zV6GyfkNZFmq2ah^7b~}gfo^=p7aj+1;s@#n8s>?Kn!~J8M=G>B+f%Mqt2iaOi^&~> z+5hhg&i}FT{J(z~Cx~YJFx#r&;r1nB**K%!Pb)e*&xHlS8SvVKnd@bIMMSO0UnTtx{ zsC5$ZlR-@734L0r^wc5Sfb+0gRf0>bsxR);@P+T&nY!Pd*~8PEdL=OdaO``0FnNAG zIiPZu27lX_(0%hEzSWL4MvYp2!r)jvO81MvZ+wMpM#iG2%#03?wAaRX%=2FIcb5{u zot9RDNXNILhhwVv9Nr%7pOY%4cG<(s=^gCyQdJLgp!Ix=4X7(PfWimPcF@1|he>U1 zLANGE9iNt}a_Ex;!Yx1L7jp%u86-`OtjFPtEkXnpLu7VMhx!|2yN>*~2ManMJeSbV zBOLGe=2ZuCY?c8NSXh_3LY7#u$J%XX92%R;e>D-)zM90_L;m>$iN`yVxTAl?5N*dKUcXS(&u~CJ;mNO zn5kL>IX*sFjr#M$U&CpWFX_rw*WAfXl;4~3mCKue*}p%f*n+oScfBp{jTXH1G7tjF@^|_h)Lysk z-^CcK44s3R$FFHi4e=Wr^KRGrNRmI#2;fRD%RP3rH*uGZb>mnbfOrL28&X9G-#epN z+dVvz*MWlNC#uZm+}xX}uqh@`;>?RrBzN}kle5Q?(tOhZu`U3Osr8H7x0p1%}e{3RcUwX$e@Ap0SZw56%7W?Rb1S;+C zy9AMGyKaqHNlWg(Cgr$tFMOwhRI)`UZU+lL{lqH{XB8E7*UNi*rKNEQvT&{^Fmj9DiBzoUIwn|Uoe7~@7lm=0B?Mt;hVGO`7!c{9y98#W8Df~3 z-*bKMXYY4=-~Ry2i}PCNxz;+4&tbC1y~%6D;LF>#pX^TCcRw(6c8(cuRE*inl-<1) z=-UXC0FVsnIzoQx!|g)NBj23`l0?QdsyYNE5CX+=X{bgN|8Rb=zHe)RF45>umiqzl zeM_{ltjSp?j8%y=y>Eags&)ZAZ5`~V!_Pp+ub%TFu4cQT?f_Hg6D3z?d!0q90&AVP zlm{^&*->eGqUnmOyQ!`G6~2H6%ca0--nNV5iZ{ZgEy9uWstcC2{?>;!B^0A$Jo z>Y836tBoUoolK{pRXmA@a6}(yaSudq5dEV%|ISz>7VllwpH;9hC7g1+5(;cMtxE+K{ay#mi zLZjr6d=Vg-V=8B>T<&iF^=n`h18iPH{?U2`E|yCE6YK?EgLMnY$)8ls+7{ULqHg2b zo_vhZLOTjc4cyQn*pM6GFG_#*bT0tDzm3$(>qZr;NsA0$7hLO3@{#p9ps=c!tYXlw zol9mZL!TC4)zJC=*IQOyvX@BVstyX<-jz8UL;cggxFc9uoFU!L-YwcUjed=(VUtGw zp`(g`&(ac@1w(3>I`<9#7M`Qg9~g&gAUHaew^j;hQ*n{VF0I zAX5$SzIf-5*b+yi)`W3nqNsrtanSX4S+~&}`S`P~1%r`(pOr%|{GA9f94Q)yAx%Mg z3upcZWh})G%9K8CZ@a!)hRKN7eo4ZozXBIJ*l@ zFd+Od<$|~M+g{X)@zl!U<<+5wKUI#&$W1b}RtE_sk|<1~9<+dZ^PhmnCNgzSm46vL zcaF1kbkw`|MAuOqMfe`IgFN1i_gRjhu0Z~-a**0Uj_&J+r~#6gP(1xQ5ixC3Akoiv zWF@)3r5ytqpX^2zT6KXI8koS^XRoi1Tj1>_XnvvHG*b<8q?bPs5GuXMlAS8mhs^26 zL35)U2*ZmZhLhcgC`7dN79b=TmfYOrcjl~rECtrE#)RCQl^g4+Bj}M5@fs12DsY8i zZB>~v*9x=Bikq5&zy83^KjNcEx_jr$aF=Qb#3SF=SF%|93#io}?VIG!FtuKtd}dEP z9&z`1`XrO36>QZ;yKkcgQxfauo#YX-((q5uTkd^hj*W2SpOU|Ms`82DbI`C5HbB$_ zV5q*^478V9q&~`}poW2x)Z9Y}YeX16RR1oZNTJ^S?M57k zxP|V>Ia5{SvqUwwcaOrM-cVeXIZo-shb6?|4W5p1H4?@BD}oU++B?^~j$QOTOdrVq z257sGykwiqT%(WCK&2e{fQ{K-yVK4HED$Km034m2gW@&sKarcyj`Wn_HHlE4;d%~G zHBy~klFoII+s@7K1V#&*Hhc{iK-_A+9_5-;{R=;zRnnK8{yUi?+9K5s2%g!-ttzp> zFaIRb>-fHm`f0He?q0{$yA!&;1$mKv2D1o`#d{tGi|l{mn(qd_hHXSbS>27Meqr;x zUR1f}5(crtSmAd|zJ$^S{4C5~y5)eD4P1wk`B$tZIW2~43~1?H#7Qq@-}goM9!vjo zl0cdwd!$$S9?o|juU~NxN&|63N6TYlfezZREV+)0XLUZYO^*MvtX1WNhj3;q>EbU}`231m1s@En_Qvf2Zx#%skVdrYE_ z?i@`W40AJR!j#*3#K+ z6w{`vi=cL2Le6>H6b3Gt8H3vrBiAYpsw`7feTUbLunLBgOcc1#l7P0pB0y-QatWsf zT?AY{?G;k~#a(_`1Ck2RFGt`1m}bOf(4xdlG|8oS&JKV0kXJH38IFgqVSYf`R&Jum zLR%0DqTYvLy4k3vd%i)fpWUdS+b`)(m@Lxa4Do>x4UhCi^$T*%C6if7F+4^@G}L!s z2M2!8m-tGliby1`ZnF5z3n?Cyrm>95X|na7%dh3BqvX-g!$)OLf4)kN^nRxCKfJh| z!`rJ&dxtlNW;gG>VZglka}vKiQNIa~o0pfu1J6ssNbE=H`B%GBKAFxO;}YN@-*~QX zG*&*D2L}bUiN?3q^{GbXnvyW<*Fa#0ZZ`AY>5CBkcLDv%J6yUg`3gG4i=_Z{+ zby1(sHYJ(twjMq7!rMomjb6W9Y>YK{vjqnN9v+mN_V1*^no2#(lHP(RXALfqbv|rN zsGgsMD{*AcS-PF_e}YcxjuxJhVx*mX#&Xk@h~-eB34wqNdh#ad-bte^WE1Eml!I(t zI^~jNLLTB)YVR}~vYojywZ%lUQp)!}R4uzv3huD`N4X(+mvm{NP$h{N=~xnX#^^6iGyy zMAf^7)IBKm(=>UUN*+;SX?1CI;(zJOwfY^Cu8d&>1)#PomTw9lC-OxnHVNJueF=03 zgH{}HueO_gO{DYD>k^p{`Prz=RDDYiAKg>^mByXrWmi9U!>a3UW4^TW;}tpHIA8nD z9v};oiMsO{b721l@92XXUW&0oj?NK{KZ~B)K&w92MFcMKiOtV;8*F$JMd%O$8+wCfv(H>Ts#I3MHG-bmfjE1>Arthgb@|2r6g4s}vCMX)-b>j~?dp@S-znRJ*&F zMfchK)&%f!z$XQyi0Kp`lGU~owL(NN)_k*2+_FBg6*3$&SQ>mo#mo?gsAP-Ub$;gH zqlU26;8#VE!#GR(U8@*9Bwk~Js9+4Q?Y<_X0_-rL7n#4SWPekF?#USL+yy?%1B&$2 zHWE=G^3>^)Mp#5Yz%KAhz_hKI=`P15I;;bORcSfvca`*i!WNzkSjgVDmJY0!WpfDT z;kUmKR=q`Oc2~9w&ZfUo(@ZO_q*cS|8(rS=_3dRuD)2{`a>nv!usO}4t{VA0-SLB- z8{@qXs?>54QV*ORD{gIH^Xm}Pl+8CIjgCp;p{DUn5Kx>(l>*8-E-=Y?i|?^qB94i4KlC{(3nMWyVvYF;$8DSj7#9F!6jws^&u^FPXkQ)O zGkX4rGyShb;Ms(Tceg`&;164Hx}oW%ntniVUC|qPWyW!2W4$S@KFME3~O4k#A{1r-Sbc#6x)L>sGZ2=zs$X@57Vp2yWv zxS;V}!Esk%C5_Z9>P-QgFQMDb(hM{e`SP z2g~uNxcx(=oRl2^?ho$l<7@uuY+F?tlbRAC@Cls^+&_BY^$_^5>Il+J`4O_UI^H+- zMV|P5`AYQnaNmq|@JKDZbNwvg`C9m;q;Q5joEu?IE>ub`9z{36F2>{YX zz*x)6<-Z)|lHX>q;dbBmxJD|eV$UU9${~STpN%!)?DFdKJqoWPH#V?Zkbf{R?6yk1 zNi8jomTo>Sf}ahE))W2>LnY}zS9LJ=vr|@msf$dUmN9DLj%}jv{Q#v%J--6r_zikyT8y5rj%Et zRpytdnCi0^BT&Clf{L}Bf)()%OsU=@&p3^$++4V4bJC;P{&ofR1dCkxyzE3Pw=UdM zQGd`!D>H7}^Ft;yrY5#WdV+}lU^{^A$Cs{y*{6Jl#`-t;xPmZeL3iNEjeo?sp{-3f z78+`}h5Q9P1*D1P$La<=N?oHcQm(j3m8&G{SLe4SNo)dV;&tuv9Pq-PFWvwuWLNT? zS!$g1_no9H)vpa-?1?9{Z~SL5^aqcDy$q5IxtAHho^xaunb?fH3 z{_C7NIfG-Kk+0K`&!ORVML7USp2JyHYV4w3$b8NTj4LQ9ih8F%>yO|J&}d87ANf*m zba?@;z<7nkwYH=@i+9usZc+zkR-J4)e@*rYe!t=J!>DNSVtQX@{qa@XU~6p^zQ@w( zqKa@**fDCXRBx|3ztC^7pmj<&rx_5IrL4+cIlSf0ocMbwpzrTfQS?7NN0M|Lcm-D6 z@bi;qbF)Cyt{A?Lla3c(r~y&VDaZK%QD(@~Hx2Fo%07@LMa900HylkaRW~(z^Q&yA zt|tF?EwzAV*#2VU4B$=P5=|kUuKXH&4jxw+jFF>I)e}A2ry1jY6Z<@NvBp#G-DlRO z1!hURGupkzRH^T(7lvC70WKFQb9Z*Q+1clFQIp)0N?kcRjSp1H245X+f$NqoUf92EHyEM1HLguGd*q51p#2qBIJf z6a<+CB8b)KVXw(+N-?(2LgZ?-rwBU!bg8pivNHF4lwiO{o*#l=T3P)0%b!fg#$J#P zO<(m;nM|tV)A0q~@P=+(A>s^SYTA4TVp4KkFTEvGtDWs}UoNn!y*o<_&(D{STM;J^ z)CZ1>JISQm1@Cr^wurTuFJI#Ix5`AUMKDzt2l`_+UsGh7c%owXUKoN@(crizJFDrR zN2YVxn=5vv_}$kC)J11?aKS((CHJvb?L9FqbNT}X#?EnpiC-4t70my`gX5?#agc1r zz~!>V6LLD4ryzmgi>v*LbjP)a0Zk9ym1spW1S#mxYLA41MW$IM?3j#H)8y{G8hKjb zyjvNy78QvHpXUr_8}?jp@!JYGiR39Y6vzFjUcQqv86-I3@pXXK2_~y zi05G>@MvBSVP0e&{`*8oImmxhFqn-BA4aWy%ObYvs{gV>7;gF}DU^Y)l2-)KrjWVv z@8??!KF;2$NGdYrBaWC@Xpui;JqrKx;Al@9Azb5XNM6=a*Jp56msem7C%mAR#1w|Z0wX2v+y?3onvS+-Z9znRZ3S){9YpI z@R%qBq}}{8@t{#J*ikTzutGoQcG@#}8;Hcw8*HxKvo9?6Gt2o6qU5)Zf)!Z*!-jsS z>6T&fY5Zu}oAkZna^6smAo_<8)qR_+y<8NFECeUo6f1FV`pQTJDjJ{iS?Raih(Eu0eJc`1ihlKcPMi=X;M#%28HxDtui2 z=_KSfUi0@}&HMD$-X^RCsDEDFtM+&66vfZ%JEKCCivQugy1h-R-0(W)eLlA9MKz`` zm1fo2Q*z6<&ihQCqNq-ix|G!vlSCO)@6cUI9|ar4aBS)3u)dJehA1yAc&S#|@3e^; zj_g=pg@W6P)_U4Z;xpAp{-$N7a`dis?%?(rzi_zUDdj{H7d0-+9FU;!9s64Zx zm*%SPFc+Sm;hBdQ#T)<0!KqyNu(n>7y)iA$Y%N9XC5#cyLHG;=)JnFIx7UGx;j6jS2Vx`^HUgEm_Eim@X}LqP&8$%B4v8RHBr{ zCV*)m#fO46kIlkhpB4jQe?-fufDfI)347NVyQ{#>=@C8Iy|z7f7(7xVq<_2p0o^|q zpYqg;PoOi)N79i}kR1z9>?=_HL#+r2XA$~;EuU<8xht!T$|~}pF3dJx+3u0kmoyP! zoe?Pn8!7&}kMsw<$&y58G=sFXA=$7=p!0FaN-?9~@tcYD_!XFg+i0o+-K3to6h61? z&K}X9l2e5@$XXlFHo4Gn{TUekV`vcoGMwC5qHDhHYVpgO5-Q}b(ovG>&(YtNs(^=W zDEyh{caTKps?GdumZ%_2W}3PU4Y6u7cSnC*qm-7mR0R8s`fpgyJM^T;0nxwi0V*S1 z`))zxe;7KWmHb&6%Jbf+yEPvEZBr;1Y zpKJcl_&x9neOD!1P{rVT-2Rj%#3V?Cd(VNsN>#F68Sn<~UX#3i`XDV}DwNJ3+BOs- z_wQ||w`FOw;=sCvc9yc=Tcy3r9CihqRsyS&pC&OKouQ_q+_Oa6l>P@9x?0h!W!HcI zt|nit-VJMo?6;)7Zfy;*UkC@TC@I`TS(5gi8codUo$(8J4M`xB1+j7Q0kL1}=6hMC zx8e5pg}o)au$i#^Gl7M@+)GIL>^ey4(fPYioMRBP)W5+Cv$rUL5PQMrQ?l#i&>6g~ zzTKIOI$G&KzPDo@FkOxN3DR=$Kcu`l3)kjiD*COt`iPwGW4y7_KL$B{WOxA0!q@-d z!2+K@&U&Rf(ma{HqkXYo1YTJw<@M+wZ_t&BJ*&?Xp46t4i0%3~t0d}lPRV{2(|hL* z4ZY{!GzO!eY5%vAgYDg{Gj1e%P27|L{pVr44Xq(&2tz}zoaa0~ydG!Kb7pq6{r)3X zX6Mnt`*?9hr&P|M=5qD5S^=}Yj{*E{x?eiqCsI7G8_L-Pc=CDoKGQpf|I!!jXB7SB zm&R`)h)1`z|Bf}S`2DkyT_@o;3QzinJepdQ%aZ5&j3u#m$rY#zJWJ3fmSpF5_2J{pm;DBdG5UvC# zozCf%c1+Bj7%oH>bMfbV@~sM^1Hj9_EYDJYAghCirVijB;&rDTWF=-+`~rugHrfIg z{#z8yzp*!&&Wpt(Py=b;ducZtUwbaCh}H%t%7j?b{3N!De;#z)*jgMI`O@`O%ifQ05v`Bnr?wTp_1HN^xn)y>|}aDF}9^)IOrM%X?; zE%}7OFaq}Vq4{a|qfP3Pnup&?xIt>_;`NH1v~UMtZ_NPb{&d@^0ys0vSXXRX(O zX;sNx*_Q`+iPq-fRkHOhC%B8FleJ-K02aO7fz1=my7n{|b|sI&!z=!iCTWt`RdpZa zL2Q4X_ex55>~9m%SzQWaC6;UlCywC>&o;-mR@u5JpTt_*lB9iLh~w*xt*pE4w0iFs z|5H=nSevOujX*`$pnQ~fM$ObkQziXWpbfLWY7(@X=|!hkt~%)k+UW#C)ErjnOgKUJ zZd@@JD?p>md&U@O>~ELEl&JYu7)Gh+Q@Dtorjnx7znLWYtEEDORcmW;Twk)Wja0jw z(-t{%!C7*Ae^J^_&7EifoW~-76>eNwLu#;p?n?m_bN*4G2sOmKKIgku!%r&n%gU*U z20|pPIbXWjcj^mk1}~WIC`%CD)8cj*;P zD=?-tGUNGC;)fDQMAUQAOd?owt(UWB{kpgrHTs{(l($V|ilhuL1jj;UvaW`jQ=fL(au7=SpW?D^0_ldNhklc#q5`JG1LcN9 z`ex`cW{{DFIQU}mJC)3l(3rXMh1;th)tYveR^l<1=gt3TK&l5|`uq5tii)u+d&>TH0%a;W;;aZp<0-5J`qg#aWBCn4 z`AuMTr#ub}$&{8PZ4xT-?eJC}Y=6x$wGGF@?a>>VI^XY!twRp)~R1vDzn93$Qr2~X^gJTaXiT}XBe zO4@MiSoYVXamE|uGKi1>Myct=i7|d_;sFGe1@R>r1sAtx5?g!e7l`wo=fOiUZ<$`_ z{yUFlkFSg_&3jf8Wm*)lDGb&3swVDuybmdTqn~&ELbKPh*UQnVO36Ft!$kIf0*u%+i{${J$tC##li zu%wF&Q9ALQyt#`C8N8;_oDpwrv|Vn`S-3)RdTDcU{iKNNC!@~UoAA7%mVsI~T@UN~ z|E&`4WknZ{U8*=#xmy-ksN>xb|6II|W72K9GA*a{KvF@%~oI~P{FhtMg39FU=m3@jp<4tX~>IGdPRIG-QcjhMrkbn1( zX?jrfi}UYDbz_b*0#ZVS!Px> zHZ(gkf1@aR*{JTc-uO`SHB{+Eo*Tc_SRHl|50`aq{dg&3Uw7?qSE%XEReq}F(t0XW zx|5)uLG;XAT`Fu3BX*0bH||f4P3?d2`tz}w9rNdm&zxLBw^uov9?U6OuMGa^hH~Av@@p?EA8`l$h0vySyiu{_1i;K?=HI#KWYD{B|hPGOsYn8}qH z^_q zQ(xnnl7TFh(?=Jf^E5R(+^?-F;j8aMe>G)tvQ5w+P+RMjP`dJ2v>8CKLFB?d4DXU) zzWKY9mx8|BV+{i&mq>Pbj)Rb-f$H?^O`oHlDIOSVj%?{}bMpz0>y$61dviNG2H;ku z(9c}G&DDGuf@Ror`@ZhpegG(z^hP<#sTs;;)a-Ih==|4Tzg-&S87;W4f^W*(MmT9S zLnp-ULPI~4e+Zxnjv`j=uN&LDQPC3F-pYSSz4&XGJHGH~iCSs2-oojv;qghq88k$@ zlRkm+nGzVH1n#opUZ|ehiNa@TE+qj12B*C9&6qTanl+e}#6mPBzJucps^G%+=5@DB z`p*vPpJT)4JdfJfwyhIp2O=85CoEQ(Rh(0?JYt3h8oHVsf71QGZzmP` z`Q9JYEXFg(QU04@Oqdq-=P3{jWe9VjJ}qEvEATRR%j6}FT2@Z-ohIOjqN~e-P5|f@ z!fCfS&QXPw^4f{5qB3Vf{lAU6#(EPykB!Ne$b5?O0%P^=?LKrbW-QXW(r3&_z{@GX z@9~}LgVgU_Aat&_am#}~5%3}lf}M8dvv0)FO7~a{F3QL*Y7y4Ijp-VB17Y^MTeih^ z5=EJfE{W8p#+LWVKUC(;MmziGpc4m4;Mcva-5KWQYum2n-7hp z%`KCMsP^uEQj(#08cQxsFssVyR4{2yB^XiDlL=%eq3K*ITc;~MW_a%;_ZdCKkXbFv z|F2!)|4W(c{U3aFvA8m#83&=p`XW+AXjQQF)y}fUf zyksJG)y3s5l+}D??(*6NDkd%Utqdg7c^Bm+hu8AYJqSF?N$snze*l7*pQ^{-`sVN$ z$$5nUzCYjv=XSJ-&ypv8E^Ieh=byspq0K6<+KXXa@0;PZ>aK~cGtDs6u24fS;=}fl z$Nf&;v+sU=W$E~-tm=M6geARs-22lnzq#;Gt1GG8DjkfprG9=ceL~WVd{@m|Ro$b3 zHLy-DhX>Uoa-^v(IH3kR;W)x995AaG#xBJescL|$m>nE96V`FZkBFg@n&CO9A*B=W z^}@AH3!PM8gDA4at9Khzj?rHaFPt=Upj`N5u)MKz)MxV5x3msoLEwzXQ_q@!eL0R@ zeR+%SaLLK<(hvk1Q4Dc%+mkUM%q=hswVOyhu>5zPpbv6|xog3v?+32uEUOQ8u)WbMN^PvUm0G?bof88z)I;TP3O-X7&th)Y5b^iK?@5mJqr6;I-!N#;8)v7fX#0kT7Pkf&Lmp5lx%toqj~Fp+6!V>wBmwbAi~tyRR& z^!^_Q95Tegr2olt^eJe&=a?WvbZ2k&<1T~m*Kl{^JK&ycyKYdnfS^2q6}K_#i;mj# z5*9qBR1_epIoi`PczJ?+Y z$7_|6i*RkruJG{JtXuA-$v=gNU9E3wyP$H&oCtN`kd3lxDc$}@tsy9Qh^v!<4rd@# z+GH%n;NY6uwtXC5$V#%-DMB_{>FC@;aILn4IHQCw6ktw zEKDo_Q&|}4p?h67%En1#fs0CwSbM6j$}%fY1(3%zSyigfCf|tc!7tMs^vB-f9}=nA z;pR72Fe%}oIdamtNZ~BC zjrB+FtL@LkKmo7Jq>b*oJ) zh&j_e7;`CBkO=o6(Kj+7{suMyz7t|r>deZk{9YSJO1-R*ARUR?z^aDL#s3bV>GszY z!xXdvBaW&LfKaW(3&~5msNf+;6G2%PR_w4lRRib8-PtCg;Kh~o@BHUTm(5`0ywj9m zIA=nLhEOl6UFNtbPyC-Y{=71OP&f=uh-$+aucHe{zDawcEU*H2;;iPlkUMGjwpu&% zMG$~30M>;e258?=a0RYS98fnT_xcu}Ba2buPo7|`Q?Z)ZyP70s`zgT@ww1H-|KY9t zH#+t~%Ss`3GB~hCb+c7K_DQ_YtP4rZ@aIE}$I75tH>SH~z=*|%Q*G$*|DTp6ISK#~Xf}^s){Y`Xa$+>!Z zP}pkfNnl`I!a$xM;4wKQjkqV?3#x*IviX*NkN_m0c8_Nyq^$ZNs1qFOWFXHu;TDy` zXN@pnOh)ytORq5NWCB(Da329Gze5IH8%|nm&sM?lSpg|@1Iqfp-|TD3|IYWhjvnPu zEO1ycFWvoWByFP_<{#Va$+4CL>4c!n>mt|LFuDpBFal;;F^K+U95kaHOHcS2}A{7JqVZf$&ga(e@L7bs3R0ogkgt<-Y1KKFfvhmSVf z$DUoCmP%^5TK(+3L$U_dnU(7%9J`MW>sgnvW-YWKxBAin`9*mSZEX<-murD1>j$tn z6)A)$VJ1%arog~Zqf3=YKl zFXS*@5(luo)?4|gBq`c{I9Od>rhBQdS*K6lvD)O@5SjPxPa!jZ2+wpJL_Cg=PBS}6~}2dj<_Cir!x z4716>trrK+6Jz6f_H>6Up2(8H^4`Zh`HKO^u+0As3v&kSrD{hbf(kjP2)-TKJf-TK zmPFkn0Gn=wc*pscAX z_0i(x<$pZ>`fI17C#R(egpM6KfbZhR+Z5DTFc_)T4C<;qWt62|bF=EY za<^~@-~x07uI3tp+zl=>cmurDV&oE)K})#rI5Pv|ThUwoy)OUp7o@bq+!2UmFnva+ zEb3XV^fO~s1VX~?61iHwb*q1iv*c-z*2e_#^N$iMXzM=n?~T=aiul$0q42{S;*N}# z2svvVohOGUwn5=E&mzJPqjnB)V3}-Jv1n$#&M1)*xMz(hFmZ&)lsN{z<#qWQqIjJu`ye!)z(GLiH}h(lfjSfM8T3k@nGg&yiA^x zCD|?`AyzuFjmzH+V{e9UeJIEmBJ7DlGqf&zb|w4#%`xXrV!ptWa0)$NyihP!6^dl+ zG0PLm9^D!lS7UKTl-G^!HrGg>{Vh_T0BL^lV=bwFUC%N-_;78A=_{_2`0*?6wd7Ou zPGLrI|6@4&0*`%#CdXx?n&|XJ#iutI^diU3kfhG`ndh8--|x%IBSmhP?4{jI4*s!i z*7nliFdt?8bzE=Rh`Bo*w zL_%O`1C}Ra)d*7akkXF2{JO(BHd%D|*njocR&f?Q&3PX;UwjogwWCBS^O==CwR#>PwL5GeC#bN9XKq}E z3H1k=H6kOG>YScFUjW*qG%?36KGFgPyTnt^Naj;qFb)no4a`Wp9LQA41)L#s43cfp@Gp6`mD!K{Z6ycp!1-*wSEdODf$ek7-sad20Rq`c@ zD*R}f9Bu&97I2q}<6#f>PqSTqx~i=QcnX+7vuNw(nD|PDcjZ}F@*ZoMv{m&o+H*m2 zU~N6^<#}}rmZ{X9zjs;m<_G{FO|??Ns0HbxHilQIK@PRuQJEk*6s)FgBmp4<~M z>#&sCOvs8?=zqMuzqD7vv!Gkkc}TA2XWzdqTN{kD%389dE_)9y)Wx6ayja6h-7|}S zFx=(uV|hBMnVC%AVhA{Ni9e>*1UvrdjE;UNJmTuwGD^t7M{(Ohs`(pY>v}gZ;*b~r)pj`$03`9m^?T%S>PTb@fEJ(wZ}mk@{cv`hc`A;E4} zv|a1>J1_pdxkL=ryA~CX&0$A%L{6#kX{__Pm;M|+-$9y+5`nnML@B>u3_PZ{eIxf1 zu4q!#M)!u4herwQKDG~sjI|p1&G(rpL-`fTV>uaaZ}Y`ien?%@AZF$s>`0;MvDG$9 zk7FK7Eq@4WbShFs$y?Y3X{eou!7`~*PtJ^c2^^30>Gee?WPZjv7 z43el{U#AW_Mg;Mdvt9+pWPVPP{q3Y8M{=+ts>DR{d-yxwIYW}Wh0;LR;%Z&sBfwUk1#N$p+kFG^>I&rj)clI!bfge zU%T>O1_3~XrWLkhCeYm8{7w&%{#cn*;-ef5;`CX1ymtkby9^13Y(Tf?isSz`uo#uB zdKmZjJ|*w8-am|?L4(oAg^|&B&N4b~=g6WQFN#PVe;rwhNjQ+?TWYU%dGmz}TwH|{ z0rHUd7EkIV$HVf=W*);hpVCmhp;$x>X#|>g?FS7!*Lel z*DOYo0_*%7*54jL@4n`19~Z@cNM$!@w^gM{B71_dpq>%zHpwtsexf=pY$VEWJp`Hj zT@Y|-*mk5NnebDbm>!a_T>!xP2TGGMz~Y{dHqQ*Kck>HTYrb6C_?#cu1d5; z=0gUmJkiwP70b`Ix>e`y-`B@92m?+$4aYEu{sls_v$1LMh;~^_GX5sbrIboY{XRS* z)C6Y!#kY(ghe4hG^6<{gXFmQTq1gyo2LOCK;gqgjblYxDggZciE}5=l*7y5_RQseZ(ZXAJOENI%vZUr*5;GUR$s9$U@3yz?$f^}Vf|`yuK&A#}(4!>s(- z9!X3bKbm z3%o6sHr8YtcCd=*p=KBv;OqFHbRI666;5HI;)(Dg#mHT1yNu&rGG(9$0W>|PQ&xBV zVZfsZ@!Q(;`0#Y(m2ttal{M@Xk=Gx>Qls8vmJ$$pY%UH-EGeZdtQANq3WuaFf72GUk++R}Qg z@hqN@E2g%#C~C{jVt`arUT27JE_bvfx3<9@6|*Vi%O7WItbTu5$rU$~eY;((c!&Q zF=+{Yz3*>of1qbEONX7TPp1j)nSDRL1NYBM=8*I9J&!!v&D(dP3;V8^_Lio<(ruJ5 z!SnX@RX#;joNf+?I+^b1Vr#zSwW14c4e1f<2XxOw+Dd}^eIH(FyHTc(d{5sG%{!ls zafg+rm=w-@l3>*?Us!4>-Tf@^o2HF=5CXdJF=m&VETg@5vCwx0Gz0t7Uca{@jOGow zg46X??OqxSD|Yzbdp?kEpd9d;>fSRf_rL(|m-tFpgvjGm1zep}=;Z0;?p<(G5qH{G zekHooP&5j>FGB*`uk0PdH1V}N@Ecv&?N5nP#!2WQ;kj1A*IR1(i(yYS>Lkh zjvZou;fk{sfh^6}oRl>=EibjGw!n+8$X}+EvyP2bx!&xpw|H=gk?hv62G*$>)z&OO z`8G-K^exg&0AKf#G}k=Y;iveC=kF|p;BtLr#wDE;ctXPGWmnSJk5(*C=O;QYj?j4ckT~}Ifhj760JB6@T6GcHzWJU{X zH}Yuet=VaTm8f6oNP&^Df%xW27|;gWRo2|z`(7K-S@uA$M%P@2*Dl!C(9-ss8b|x+ zyipAQudmR`u}g7W{-2L~&1!vdCTFl1EwM|ETdFVSwrgsR8nc6P)^pD&y}+8m6C$wN zOM{}7Z#RgH$@^bAEJ_~CaylMmxVZ}^^iztaMPpS)59>EAQa(8@Y?Ot`*W+n>!oCkN z35r~d+y%Z!4$Sh*yPAham$gr|6I}~EEd+paFBRs_tlt~^QQK@am;|cFzfXm#A$BXh z*^Jz*dqqcv@a9V{xVzs;Y~J1XCfOH@vyYo+Q|U_>?#&Q^O+Np3pkM#*>N--OFt*OB%ABvnmj||-D%jNWGqd4vr7F0nm8lp6Xf%o2W*28yWQ;O# z`_~!U>H1-zzOaioxDdR6lWe!b#F}jvPQypI=Rik#I!WDDMNw25pOnMrpQ_6tTfkGl z88lv#>#o@|t`{cswA^Ic`|awVnGqMY3xsvkr*zbRY=NNlIC4IJs_v=xi*M5y$a#4m zt7xiPITv?tKgjUNY~RI&46JW^`?e%DrCgE=?&kq>$j*I&6i#n)$L7XPzONCLqnm2iTbWz1gcPs9i+TUZR=!(uW6 zsgTGsF~LU}BD&3UV(gMGQPBJxr)7RM4&`ItQ8zA8X8FFwW!(JHyw+h6X;JbZ434po z@yDP`?z)evOC(=AU0S}`3Lj{xORbR%0u+-i1`2AK&QUhpBEIoO*)s@BN)G1d)>X#O zddpv5aiQOSZaaG_%iiOA>+yyaQKy)$Es^b_BlGk@|NBO?E1#G zL(Oiho_~9hsV$Jkm+`nY-|Yqyq~`S?MVLgV<&r{SUsK|sW4Ar3SNjZ1l|vo^LEHsO zt!bR?gMJp9&BSSFXxWm_JBLh)crDChP89fM0;rDgV0c7f+PeNOzG2V`yv`qZd@ zGWnBkx7yjCErlOVTLVaD3rQ;NKjvaBI@~Qx_ZXDGB4)2A)aFC-qf<_0}nx-)Fokn=dw-)&*t+?i(ne<*wFsHXq;?;Axzx>agO2ndKM zNC=FO?(R@ZKo~8I7@$ZZ+)GvG%1pYzbgB5%=+b37&746FBp78?X6LO7+zOnjQQrF%gQg) zPndWb1u>xF{B+xVeXipD3#A*1-$0o|iX-uAELx~{%h6IT!HrNC;G>-|g11IuBk*my->0RJCpgL*k^JJ!21C8 zKm0Tn@X3D|)wfQMg6J6(<7^^ZLh*KNlb^H z?kT;L-HZd87oi2u(*j;d42db;?WJV@?S75d(D_-1?q8k?`+RsawC*`BA~xyK`Pq(G zN>p~bQQ{%c;TR-)cb6kw#IdW|Q;$4&lJT(Y661b7*~&9*Oo`T8D+bKWZ#mo9sNXtX zg~@{U)_`#*A6@*%fSAyQRRyDEuP4zgJ| zd2^qf>P?053cHqbdbFx=e&!0lFo9`5>0X>Y8=`axvKqshLp9e)w5Pxaen4v-O73)l zWfc|uR`rFX^vH2y?`gV0-FpT8L>>@I>+UTDF$4FjOH8s;H~p2^^>u(0cjBI1y)jc` z48ff6;+axwYuuT5^;i(*XKe^^UaC7m&CnB;o&rT zVgF2t)*IEYoxLCt1z)+6OL7a+wO5@c4PF&Is~DuMnH*-aD0tf&x3Tz&TG0-xFx`LR zcnzA5yMW3ztvX4Iln`dOINyLfz}@4orp8$4&b`)N$UOXW(^Be?(DqgN2L-q2Jsvit z0R~XUyv2x51zCJG`0+8N;1F_cr;0C)b?ZqpAtQ>>aT7MIj$!@gU+gp8FZ<-xhbk#! zaZ2Iwea9!!_Z_HJH&dr}%@+Q{Qwt2NsQ=n+;eoI9+YG^-Ni*gHJj6&DDNUIreElEbs1?)*0F>#AWe^a?fY{wVkObkYr#J7y_4bFmM?vt2jUx z0;31EHi-^rE4j)6={u6tbN{(_VnZ)J}v63ctaICzFob?cv!i`vmojA6RQ<6eZM=xfhr3lKl9+Fb=AkAJ z-y0h6bpgbg;0A_>M|xVfUO|Csa(%=f!V-rJoVClmP$FX24hOemGJE`a@?`TQ9toU@ zMw62RGvZ?RT(;?-z=ykb1q-ca*Jm%1sOs*}?9-iIDQy7>3Jy;V@p@IogbjnnokIa& z@9|mA7)3&&Wm)M{PHc0uAT2{wRvfq~QAJH`BF9W-=1IHKD-5dJO`aNusLR(+xbsM1 zpwbsU_t3uGm#+U{O)2_Vo}{*~RC`K5yZ8%-l$3hs7A;8<$6!Ggv8;sPIqQ;H8b>eh zrepuVnB%r%F0OK29tCGP0s}(6uo@F8N&%r<_Y+x|Cf>}?wgqDi=VMcQBYxVyj6QqsdNBqc6w4ZmD;OcqokwA3v8RNN)e;@Z+1IPCPUl&bogTbkIH#p zG)d%}JnhtqKZ)S#>&bq`MiuNWe9$353e$E;9swvb_&(Kgv!mD?(+l|e#3rG$7XR`7 zW8F*pOK_s%VAJz2zBBpSL;0rqiOc3SQ2G*lA`!7AzLHief(0gzL=IV=aJK3`zM4~^ zGX<{7O7EaTXPSrpW14TarI6o$%yo&OWYtlCYuE@=gA&JfZL*-^8`JoYQ2Lx%G!*xs z0TGqNJLZ><(V+ir3Hl$t@_#c+Ll3j4xH?HFH?!3&|6E*t+N%>xkZ9v2m&=Q}rovIpW z#H<`@){{f`7r*vpLRT%|z+-@C`QQ3i=b+E_Egh;J~owbFHbjke81GZx9?@6~d z+p9&<)Te*v-F=P>JQ!*d)^oEk?%hbH8PGE7oGsHx*uO`4b+gKvQAuRM^feCM4!80d z95bWa?>+;-kbiBs5v;A;%fWcwW!`-~Snx{V9IvPB?7n7!kerwyvwQEMC+rH*a7Uj+ z5A+rR+@i*(#o}kdB@JQipBJ$QH!a_~G972G7}1%1^cpeOK+9rThBW$o+(XkHB?GG* zz%YGd!osfNe2RirfyhAbTIil!L4q&%>taS=;8k*^7HAm3CY-aMsm}l7PY>W8TwNSg zwVw7iA}ngN_p@~$1dW4=QD^Q)Yb`D|3Tr6U*jc0~#u0~v`{PB!rGJd%S9NmiXYgN!MNM_!v?T(Aj|UND%oa?+1J$*2pT)b zj4tzDK5{|hpB>GV?oa3J*8l-%Cs@eeKxf3`&AWg|BAkuJ_p(sD*wU4rsFa-6yjqT- zKeXcR>dqbTdf-adi>mru@%<4*F5WcWbn#3Fq?{Ch0Igb*wM0t722o-e2_uIEyAQ0U z@3%E9V&kN5B`Q7z1LT7s3l-ImVF*n4xEt{A&GC39^;d=E`4s=xT^!7|u!Sv*hg-jQ@K!H_JP<3DbC3js~3KwdbFX}w`ecY2cCW(o`{w<5rWAQ$h3?cw3%~r}wICOs% zV)7vV{MJlsdmr7{7F*(r9@rJVB{fB1%&;*3eYrM=FoUXxtmG3~cn!^>K;R41Np3j) z8a*UN>RA#3sf-z$W`ecf-W*$&orXji0f!DYOWCs|)^zWK_`RxJZ0=EiQIa08Bn&0C z*MXWdyUNn2y4vdM`Gd#pg$@2_Ez|La zG2L7@c_RB}GZ2u0G9B3R*_O7yh*OvNsU)Ur;$fvXCn&cK4KuS^CQ06y`pO2Au6?t1 zzq#5P_5j%UjN0-YrF5nN2;x+TwgPfi5*C7Fozcz9;w1di=I6VCNl*f*H5|YeZ%#4Z z8`(|tI@X0rpRNePkWc&J-fU!ohNU6`*|j`o=ALNLHo!r!y%@oe-KL+|u~F55k458t z;sTdt9!lv0(~VXmg!gLebheZ;!t?KNd3dVjKGKzP7gmn7+S<49hIyaV$^2`4H){SA zzbr{M-yR0GqUww7FX43mjx=QVY&nXdt%(`f6o4Gu>7h-hB3SA*w7M8B`{O{Vv|dhV zYx5Wn%O#73)rekDtnOV@Q8J$k&pmqkm%9-sm`8o;=j8Z&O4B|8`jLn0)32>G4&tMU zdzj>EHjwXp6Z>F0zb#|vd!-S-+n+7zKX~(8LalQRQqtIy2Y2FJpirm1?|fwQreTH8 z>hg>b4~WMl$2??0&b>+MtG|vI_S0-|$DnB^MV|Hi@+~LhpjY5~^MIpIml1)*-_>bszX2<`B@c7(I;jBW&OrcQ8x>IbHx#ohqaJ8~F z$73@*o0hNd8HnQhn^(W_okv<}jg6JGLiLzkgQpoWSfCj6h@fU%3Z%2rX>LOznlCyZ z33OWXYDtTq?>+k#`X|dC2`I|_E~Pj}dcU$O7W7G1LdT_nNx)xbs9# z1OCJ%u+3v&xDFqqEsWDb`U_Oka{L5A#v(SeL7d zs+FxO2X+DiX_&(`hWlr;{v$>XP(+y3rlZbev9H%F-E3+u&i7|esm2xfMh^Jt;(Ycu379nSMh)`a7$r+yDeE;^0$EAaz?eDTdc_|TnYmR%fB3%hD zDiQ+szSuQ%6Yz_$x|}~?YfYGS_K-0J#Nt}17-al1a;FT?j^Bc}icNO{%3~!7^#nAY zS?0wDr^#u*VJ(#Xru#{ahlc4#;WQl!Gpypyl8fZ}D| zC5j+|SHAE@o#mbZUXPE(>mMlod}6Y&V)a$w;?fssZRMrV^HgJhQx{lJw3awi@q}026EqeccW`^#NK?W-P#kx^MX z32Ky2PwN7j_^vV5S?f+-6{0t1gQb9yUD5xAD$ieeU@~;w9_W!1%|J?Tzj_}0G#7TKD%QD? zhV7m1%E>(gbwtjm0d-(D%wcX7IzH4=`zL z9@MD3ZId+0eRthy!SF1vAez&9#5*Nyp!r9RVDI7r=&lwT)_b1S%_{X`c2J8Q6Uh0% z(05rzTdY+aI1n2z?Z}=(7x)a*ZY1PqHh4{|)D(2^Y4-R|Jq>15ws=^Vj2F7Kh<4vX z5RK9~wK3lR;i=L);#f01dBWAzE5Kp?j<_no?at?;@GbX++GZ@z)^uc5wv$1MqJ+KG z0t1i!H`#T-RO~MrYL_)l0xKlD1Kf=GChe8gIbRhy1t_&-!yPa`F^DP*RX>YXc9x^# zX(Xqvh6%~{6k}dAIDWJvNYZ`jRD}?=sU3Al9NL0Mm}^?#F2ZrUnhX`Fe^LJEoegh9 zG)0$_<3gb1BD3_bsE?|XT_2?$M-}Em%|m%|qbkd`>{5(@Q71#xYBLvNV90p>See1nmJBB7h8y1I~RNy!Is1vyLC8o45fT^&9kBYLFA-GMW0KU z&|fs7mrIrNw+biY)=Nhlh|yE<9M<>ZCMWUst*@R$&xW0puKK{h3?n?Yh8T`B zw24&RBO%_4TXdpArpmr&{e4fC{LuA2aNab&dwg|U zr(X1sX2U!c`)tJ&-IhnrUTXTB&L-(L)?ynt61-}Re{FsCeF@bB_u?^eoW%pRdny4fpg_ILAt6n^r%nu29A@O^9=g4cRovGMIO1n3RhlgxVB*i)dYh?C9y@zX zI$P-?v-l>ZJR^S+PnZyk^fHMZf+53OnP`o`<&;WQ-;JUr-M7v`2Q}qY#i<7)-hwn8 zog-1|P;kB*IbxS+zK2?kqu@t8|9V04tuQdiy2S(@9^5{`ZWFwf6sBI+$G3WFWHc

NoOq?Ru;;i$jtR5F+!CSu))G*pGt<&}Uclz$STf<-#7?NrzdrS!I zodrL=6}SX6p2m@x=9VO+C*+&QM_Q^z1-mXpOfZ2A#>T(ieDxcm%YxM-$Q&!h){!aT z;pwz$HGZ84uBYq8*yo*vggjDOW81T9QU+x8r7PS zk?Y;>r`X~WLAb5Tf={%g!8@UgbGv-(T>!|&X7hGXV2mqY#o8P_-8TBv{kGHh(R5xP6u`ny5R!Xtx z+cCciE)^h^AFl?vvu;(1=9YVZTSDB&&f=cC&=aj)pDXSG^-^*l!%8vnNKX9+TQaSy z|L{6}FR~ZvS=0V8LTTtEB^(00^~*Q>Y`$f@pl``>X0SHPrem^PorcBL(Mrdg!paYJ zdF{|UlFK(QBwK#{QFSuP@|rdJlAdc9uUJA}_#d7`Df$%_q^s0Yxh99tqbp4>T#5iF zY1@!G_y&H0A zB(x==#E_9YhNS*mCI9Kp)JTHj=-$0kjka{tL5Lr%WbUURP&ko@xaGs^bN1N1$zLPm_z<)MEN@XDOQ3=Om za%Wv>dqRKZ+R?+{#AqwItT1N&Y5B&0WI{Iy)mJWH5L0KNPm0S3^%e@H>O| z7QppJ{y^SY?2@U+(e@z)&!Ao!{HZkDdkjjWGPiqyL<EvziR3aing$P5Zp_F<6K z*^Kv6%qysS1zSM-v^s3yRtkG6M5uba70YZDpN*(&4%)o!4MP^QPA{DLtO>IUdQ(!+ z?XdWb8eUxLH%5ruzX}5b_jb~omm8Tn>&|?~Nd*HbNjiF68j_pO(RIAQIsDZO8&@0H zpDHTQtp2Md2?VYKl1O(Z`-5th3(Y=4$j8#0K&JR-#RgN&7k#SXf+o+P1aGiobni0z zzu7!G<~^??F-8yYM8k zB>z48-P)2Kn+U7nDl-#(q4O-O_@lk(he_qixL_13JXLFi)p&+nFRlYTzbj}FT~bw= z5S0=^mtqfVD#D1tyRM<^XDz@<_*Vqf91WhNeT5Kqmy5-_k$?E`H z-$jrG2gXAEOlh?&?W$B=ul2$!w_nXnHbFdHVm^Rw@X=WXnmPevq(3G6`M!xC^9hda zMix4e^qgvF8!M>zT3#xzY(kcMtuSD$i-__m;K_L;P=3n6-MG^;>427tGCbm=>Pw$7 zR#NY9(pEDkU5vA>2@K5T{lIC@8U~xkW|6V3lb*7*H$+d3Y#y(VNS;J*AM6_FoPPbd znXaFkTju2RX4d6VsY2~;s@m0gs4T~{Z^PlC&9W=v1NmtGXJvH%>DXaakOdcaN+lG&3x#jq0R28r^kuOCF!BP^F6*K z_wiukMqF`2Oe6O+ts7mRZ-8{#TDBC&r|(-SD4l!E7YGV5#4xk;N=B;4w-E&mc|8kG zKyf^#fAZW>isznF*FsPMZ#yzqdWVfvC{IAL{TbagtY#wc*P5hzMwTl$4+#gIVZ2ES zoPGF&YeCagq3V;)GgTtaP(S3YQk`yeXgxNICeRY`6~|Zd%sL`pi!Ogi1^dc~+`Uqv zy#;{=@B6FqhiMS0<|!qHYh(awX?uF1ncCOgCDUCrr5r+}uOmlMSbuUWxbr&`MwI>s z;%kSoFvqD^<;=ANg-ntUcd7!uP+nt*L=#l#pBirD4G6#Bk9nb{Em&B|GCX4PB_ksV zaC&+|{6mC)kqz}9Nc@Zgta5I9Q?eTcDMiZ3)kJoZ`@Oz68}7I_HchV-UpdVV4Te=c z`jEwwRmj}>65SyBJnZh?)p3xi68))o7gr66QvjB zGTeH1X>}ITz4fVsDT0))ze%t!_PcOVC=j@=k8YKfjd%i-BaDLekke>6?< zlJ`|>NO>?k zqZBV(iLT8CWgomVQb;YX2ndg3_@*LYwweA&m*?+;*ta*18+9dwz2Ad-NN-|AdF&Fd zgs&|uVJ_}ksk*nkuCK%t61g|7wBJye#b%3FX}aBiwC^Te6`LtvYNNwe9Oi1R9C03F z_2&w+vT^cPPzn)xuc47d4D(5AYxc3{)QD|9>$1`b?Vmu;@rl1|m>B3Kz-;`-^e9>? z^w8E-dmU(?89&AkQ{I?^e7{tvu4iKuIy=QL{PC*tqgxH7bh-a#qnlErd&6@z$@o#j zTB_f51a=P;z6F2Cna}j>$E+M%ElIym^;=5sV<4d0K0sV6kD0t2Tx9kSOr7Pa2-bc6 z-1$%UX@{7|UV0;gyg-vjVstWWb!x<9r!>Csi}41r{kJ{HFoDk4jjL4HW82v0J6XfK ze|%we6I;WbR071u-xDhu-NgH^pv0n2d_vYjlbsgnCHb@kBwq|#P7xXUO&T&7vHv!P zBCaorI8*h0rkiN+{)=Csh;Nm&uPH}Xl9V|N#G!*M7|2JPcJ}tliV8C|D+J7)?JEar z%eX_zI13~AgTLG}c`!{WaPW&WYD!L7{-qJ<#9Zt@yt>H*L0i+L_Z`3W+3~kEY%zY< zdf_tXi{Aq`z3P;b`Ir-YJSS1Vm8SAxmgvKI+lluu~StO2FI(dC)89;?U=;HA4doe;;QZfNmwS7p z+T;J>!HaX#)?8Gfk6};RMaLnkB)2Od(7om{+5uBvhMJ`w{4aG>v(+45koYJ4KiRi& zvh8!O3+wY>nVOP^9Am?0r(=uL$f2J@iBA`on-yi>@GY9Ie?CT#K#wXRZgVq0vhs zahpb54D6k@32!2Eeq;q{3&Kh;u%DiXUb^h#ap=HIiMF5G$N1dC7w1{|Ii=r~NK}Lf z)aYmJqO46m)zUH72IYI>!~4o_rW?(9CnISd>#hQ~IHT<;#jV`@H?5HzQEX24l1}mp z-`tt8rFlN9BMz1eG{m_7)iLdZgBNE6Ag-CWzg}*7b{8=^sfu%88}%bhy!8IV%hb(D zd_95)WPU$cevU&mFak&$@ZRL6%lR(G_EzxJ`0Irp%*WQn|r#OFEnMVwLtK1CbeUwzMb4`p@Jj8%EEYDrW zXNxbq^849ClMsyC*ObFKD87vJRBoMniE8@qQUse*2utIRl7Bnv*T?UDzrrWb?J&n5 zZCj!HCWm{1~@ zJD{|>|9EJ@7d7KVUuQgaW9)e#oGUM1lw1j(*`NFb`cznc{G#3Ls#`T;Vw!W%NHY1$ zWO-zCwiTmD_Y&Z7dnc7)y0imz{M_5Kd*x|mdVQ|rB7hxEdQwKzyIFq^XHY1{h<*?7 z&7mA0FP<0?L=_bwfX+%$dal9f8?RmB3GEr=BC9+`I8bGK*9~{sR#ZdKa@UGf7A`x{ z-a9I``&kubbm3jfT{ny$A#Kd!(tk3X=l+_{b$!RWAc2QBH*B9PjYQvYmS5I3 zzEBafdP=+z*V{IXL!Hu%vMn_d%t$tmt$_qj9ZEhev3eR*ty=3pon|xDrhLVoX$qI1 zl8`8giYm#$%fZ8|#&hquOir0SS?H)%Emuu-n@;}*Nw{-wiY3mrfdqn7j9e@GlRDR5xc7eTmAu<9oBM8p-Z0H^ znb`uVZ|f0MfR%1P9{RJl@7I#({`1H~gYNn+Y#KH;tJrVjXlFxS@U~vMj7s{6wg_$a zNE|;!*%{Z*nt5KQ9B47+C6D-#5${ZIIx?ip*Od3?mTm0&Sry%^nLrYZ zQ5+y~4{u2YQvuG*Wgcahknw$WBf3*z`qII%t!a!wso#@Wdf#{N^Q1XT6W-0FXKS%* z=v3?^y$aVlzzH6;-$R(E>y3@TwHn8Yic%)zQs_m*a~^i&-c4hcJ=?vHT}l@zj;$3- z>>HzuO50A%p`vo1lX3ig8`A45};V?h8Bw ziQ9&%+n$SXqATNec{<6!AIDPV!bJ9iJ5<7iqM|hKJq{*`s@a%=@L+w7?>~)@2kMss z`N_aQuYv4>=I}U>^F`mpH>C^xb?5C+MPAiOBt*8|$a!OHOv;o)J~7tzKRot4-)Cod z1m~;DHPy9oR^!Kk5o^s2+ARx7XLj!>5Bje$JjovwYMIgrB&BA z%y@ek+WnP{kAm{i?+5B62gyO5$ ztsWcw0+AGS3G}r&p$~tfL~`#j2L+lbb!(+GFMo~icd2OiDZgryte#pgH*qM5YKea< zcp;uDG*F^*XNm(UooEBI&5*uqzJWETxh%ECTWh?q;T}6c07;cDt%)|54z?Jn(-pC; zDGdYC(i%ne*o~;;Dp>#w`?BOF9O9G0cz?&~o{6vHnmEaQ{@Q}*;QIKGZeCFi6-m$Y z%Z$vJu?(27iINJw@(?k&*AfK33OJjk@DDqjJsD_CRPai#oR14<8({xQ`JH2Xd%XWh zaZmhzq=3l(W|s!JX;$|r3#eq;2HL8?vzMRN06`Lvo2OWB2{LER6d6h(Qx@I)8V5A3 z)&mc6rW7iHC31@P{$53)q)T^v2bT#y0ZlEIbdY3Az33L(@4;#zod)0H@=?M2D;K`Y4}nxC{b@qz8Y5}h=^Z3K))^Ogpl$8OVlp?LUErItI{6>oM9hD90Iz6Q-V(pa zyV02al=iLNyZhDFvW>svirY#`J9p=W?^tqFU|2WKGf0E+fPp2(ziGEp?QH*hr2Jj) zK$S*GD=Y*(hIA8=GBTrf>R{YPP)Q6vdIFTw|1>_f_^~DDEFZZJ@Gv06tr8LsI;q?C_F~=V{I7YEP<#A; zcyyO`EYqWsm~tvH^oS#K>1`k-&@em)A4vVID0@!?LOYbDA4_>D-@+@KFxh~3p@ay+ z2&7Y7psOXe&l{Od`vA>Noa^!0j4wJP4nYLJ1cC~4dNx6e{Y7W9JQD^@K&rdk$=JmQ zFzRCcWX#Ctoy4DB$Tb`3sUQvv2Ouy0oJM6O!u$Q7Tw#mu=u4+-@3nmt*Q7E?27<9mhf@vdfm=X_1 zu({5eC?J?TLt6!G3_{TsAP)0%on5beSe8Pb)N1hkdpQXa-ri;)y}g zdN_(^)7$s2m|4jY<=D#`m`~?J7Q_0pJ!Og1^SPDv+c-p{0&ye>wIb8h&) zKgfR)FYjan*r7G~{LpjA8_+SJj+kXVdf_=6Bk{+3F#{|6=Rdr|wpC7tN^)rnPXh2P zpc`0RUG9}^DP*d$7QBL0*IaJx6}5R069Fza!*$#Nh35@)zI4C311tEp7rT%X?VU%w zfvSK6fmi&1SG!uG2}LVW)ZUe8a*@vM;AA@6V*tp^W341;J-PP^&~58Z8O(eGtuw;| z=l%ciOjizPUfjP$+Do?Vwh?Je<0B@WrP%Uy<*3&Hgl5nXB{!vu2|LxUd#d4E&c)`*t z5HbFDYexA@>f_a|8*Bx@P93$9$>PSDS7sY;KtcO&jH<3dz(-Zn1bn~4Pu>@wr# zq|y`hjmK1Qd%8ebi+9gih%H;Q==RgUmF7m2s{T^>`P{?(&qXf;3d}vcsEA%+HE?JM zRCsTInGtmX4Bo0p2&xK5gGix3NTjrdNn|BcMd!d%ekmDRYZXzf2E-qsk$jKVl0}m^ z|0{k!FnNSr19GsV^IhI|(DirsVwE=&um8z&F893KY$^{)IV?lV@S4{-?( z8nfggG9NL#yJ|Jq^a^OvEK8Im{DiLA>p9N_^UH3M0_g*n6|s$9=uh`l^&Xg&-x*_D z#mQ~nwDcL<6q&jeMN6E7Rry&dZ)-PV4!{Vcqm-{IvJtDl&!^$_6kP8sNy;P2fWQ28 zJ-ba?N%3F48l~}p3Io~^q=3OyS|Yp$_t5yUd{a5VJL^8_2d`^2gf{dmlS}M;J@F84 z>)ieX3u14Q`oQQ=72BqiJO$a21<+DEUuI%i{C~iuTM3YJ=2&0gulne&Sols=1uZ># zI|Kc@9L6`>a@l%41>7S2IsZi{_*ad!zSf47UjxSj^2e+q2yR(y5eMN?-2hA;C=0lM zLQ9Z^uXhj5Rm9(=L3@v}-wbC#xY+eDty8d|@eZAbis*0nUQl*tW>=X@_7}K=yrxBh zO#R(@KwoB5{KjhYC+A_yU@={M=;JSiF%?yn{A?>ptb90z!lxGV3 z+|hg1^U(tJKMh<(x;Do0=uzKL`lxQI>_QrQAJY(#!i*kMiznjG$b-S~J;AY>4{@}? zzscpJVnK~KzC1^5x!P)N*c7FndeBOAAfb2yFz3SizA)Ki?~e9#_w$v6HE!$$HVq|2 z)#}Y=f>W{+1`Y7u%;2nsbH;qF=?c}8M%nl7km^535aQ1<`TRi-ZC)6DLz;2Jm+s3E z$T?1_2_9+_q&6R>giiZ0>Rq23&T~fP`DO}P%MgT2n`G#T+XPz0<=)=BIu4DEx^s=D zKdJP7Z?53hxuD3GzbE4W-aG8YUT4YV?(QsMV09>x3Wu<4BcWh@kiur&;4aSuT)6?! z3AtcBN>#tw<^FuX@+oWvNS&@Ijj@+7RC%J8BN3y)Xl3@;&!y;c1KZdphLS^$6~Buh z36Y&xzp5nnw0~Td@`G_9nJ0PXK1-;=Z!P9f?c0X$_+u!n#~T}@$_HEH_ni#^-2dF1 zz=X1PT;A8YP&kVNMTq>>Zedon>=>p`M!6)1Q8kZ|2_yH!^~YVpJ>hIIuiT^E)~>yo z|B^lm={$Jbe{ud=u_vz~qKRcEdH8vxnvWjau*c_p#NK9)+{W(DH+v{WYRyl< zp0)iQ;@d*C{9QgN`Xmf!;YQn$CstksG1O!;z}M5P7wRxF#ec5Hd+%FI%4)eb_|t(v z+d@e!a&2QGc2Ov5OZgTn@pL&(mhP%0IbFAdFF)k&Ok#=g({RxKu{hvem-GSxQkXysR zaqdAAl8t&1$t8T<7S8Zg#Qb>ocfFmYUk7)J#L_d}Ho7+@z)hxi?zvChbDXa?^)M#_ zmr(m-Ay?qPmZwC?;(?q7A1wj-1$yuPQq@S+6m0>?#RiMmAE6)~mG|#tI+o{%@Z-^7 ztz*zBU({ulNleZQw%m=~TZ~epm2ZN!knrilo!EfzxntB@4?P7V63K53Wlt26^Pdew z>C->iKW7et{ACsYtk$5pK*hX0ZV2Gc)XkBDql*wYj4;1*SU{R z3^O}pjaN&4+KY8@zRMo7#}|&uC(IT^;_zdqmuooHzNCoNsr!+0pJT zeZ4M^n~W6VRWc{W&z&_J#xdc#_alQl`+Y)os;H5c)Wgd1pv~9=@jYV{KQNDTJ1dAV1he?=V$$Azo5ePq4>77tqrvfszq^x$s%i?mJ_WcFtG^K z#tMT@RBj24j?`-bP)d45->=6h&p72hR17heK>v8-(-lku>SN8NEUZ$xkAUo z2Btjs0`h#fC#j!vpiOKO2OO*5=GXc_f;Q|j`Q=_!#-QOf3#EpNmYON=hR~oo{`D3) zy2k#o(Qyzmxw<$yfNM?u#0c2E1eJItwR=RusPR{NMf}!-Z#(EqHg0$!b&lo7X;G-L zesUKB#bQ!}hX73?g_cAuIcahHOGn5%vEOt4Zl?W`N9JD~YnF4`&Rk?iZ-q5HghI?v-?hK1s-vNO!nL;6nqb znK|8NFWtSktU2r_8wfKglZ}691hnx@uwtxLee*=$Y3&nCPX7`<9$<9d-I^KsU>Y6T zc^`hnRcw1#WsjRiRo_^7wmEVCEj9=qD^--OHESP9eBc%Wn!m`qp zT^9i)#=p?|5GtM{E+=AMMV%~ahm$R3M)s!s0U?X(y<6>;yH4?|Ljoi z_49sH>!inZnzh2a5A6-O27J;?D#F6%@9u62PMx~Kx)(kAdZqvowu4ce62Wef_7N9B zzV}BT527Ou{t$(K=qeOE2xZA45g$#9>o+!I9Z63M_48&gCue+=p+^Io1NFE0=2)LE z#nPo8gZ}K&wz$v48}teviU>>BAdcR|jxw^>ma{&4_Mv|led`}Iy?}bdt;1>ui2Z|p zl@lxuyLR&U2CxU)p5sC0l6Q6!B%nWHM*5U%xh-BUD5Qq2&tlafK$NxRex=g%62lds zgR`;}-c_ANnWgG=Kb?Ntj}5_97@=UCVk3dBYJc;G6!keKN@E@ISa~W4WSXr7Jp+Tl z=*j~VGR1|3n!ADiGJr;FdxB0Eciw8|hn|QFB~f!O@hNVqOB$4s&Fv^X zKNCBbl$Zx?0Bqgd3SsiQpW{Z(o+?Sugz{3PoQJ%1mEE|NE+Z4l3*AumtN&HPP`yXt5mHCMgt|M zDMsWBPBY~2gvCIDKHV<g%2S2)0uy;fwtl6bL;M z;_Cf9@>S!Pos?MS_8FQ*2R7hS*=tu?d#0niiS%>KZuQbKdCia_9IXNh z_6vBg%9&HmfMKHc%tAV2n%mP=5*Y9wGv=I#fgFb55V-*aTVRSp;|X5w)A&3A;?i91 z+G5UtT~k(KCq_TU^z34Yp$ubILjIL4sFxGua#tx&CF18U^GE-P=4pt3pu*5`+0`qj zs)*O$N#GJj;fq#6(=KEX4u;k4QZW;j4fE+~$`0p{)3yG>6b`0jKf{)ypV|`&jFNOy zoMRfop(31_E5)&WcJQMC&3X7ewu7)Q z?(}UeS^SDGY-pnqzBjI;StVUOd=cb}(6th1DC|wY(!u4tQ)}$;T@P;!Prn$yrf8(v z%jMVEK!{lAyr-E|l_h+U*L`x;fLxavm7c0G1KLd87ifIXqexb#r%H-qtj+)QJX}T8 zZ+-1p!LbR|`5mB^VO@t4TQ zBs&BSv(j4Ak&s&>JtDpX-Pc@sdCgG6pMkzmv{_r?9BIO^`pL}C-$aVEA`7E=T|vH0 z+*;?L=|K1IvQM_XAjbMe^tYz~YnW2HsC;hfL#;)PV)7#iF{9hnwXsc7jrf9ueX;n8 zt&}NfyzyO~G^D`+Y{T-eJ7X~hIp42vti&dQ-Z%rQ;b*zcVbO;6jE3^1pW@h_jg}kj zV!?4^^+O}YjfJ*gxNd%e7R%dlR_Ld@y~6M1OTxb5{bqrEHK)9q+_VsiEE+Vu$QJLv z`8U|2>gFsbp%^*g);jG!TZi5kb)CWS5@;tGMn$OB*L6xFJ@+{}4&wUnL}kgiH11eRTL1y?A&7u&_E1+wiJD9@HViNC@ZV-q2)5vt*Sa; z*I|aco3I2+XvL5KwNm4FoI~W}crSU34MtLF{^AdkW0LRdm&bZNx{*=rl`ml7Tm4`N zYe-Bkp-p9@x>?+V2MIr-G^qQv^hlEpjk(ss_fzgAtl z(jFqNh)gJlm^A7+EzHN2sMfl5a&!7%b9*JC7dypeRoT@e4c^Iuq|;S$Whz+rWa~E_ zRKg|GIbSn^#aP$Nl^tSp_2h~fDk;4K+5@Bl##qDkG%r<*oXBThMtlaPo~-YzJtDEpEUY^c|N`O8j()lpck;I*R#w1YJthHis*zV(`l zH1LNNIBxByV*q)!5$LGLX^2tobC$?Bp_CR$y53Zd7Uh>XF|^(wf3wPD6>omTw9=#G z$y_^?*$|_PBN5QqXVS0!^k#A{px)%yp2r(F(TnrY|L~yJp<+=zRm7!?rLpwbPr*Rr zt8-7fbqqq@8QrHB$4Rco3_FssC5z)PK5C=a;v-Eld|>~o`Zhr-8Pb|u&!DhzWLSyE z8#hOUz|_oMFe$G1k@H)B2coaV!t3|BLTR~}1#WnsgdUa^ zd>X2wb@SU!yhgEk^kg)w&RB5Cu!VZ=!QcRFdPaOI;FD{^E5q}$t?VRDj3c7x<&6Z` z_kU6L-qCFT@!vP4Ra&d1YPV*MR?VUawQI!QtF?;Sqecl@6eXxpT4ED>$1JVAYKy&B z60}H+kbJLCuXFBm-}kxB`JHq9>qL^1=u>^>{8Z^74wQOvKm~7_#ECW;*~y z_V(<=Pu-49?k*^3Bn^7YlRv9j|EvdO1Tr5JIBhT0ByX%QhK@Iy+-Nrb&H100V+psx}i zN3*RDWwf^hJ2qITY4VWn1OkQ5dts~Qm+5Ec?{232_EjTm`mjMZFf|g44+}LqJX$IQ@7N03CjmnR+OXQlCOyQE66!AQ-M$R)9ZbeHT0+UH1yW?;N@up9GsT^FF%c^1=QSW38O-k+MXN^zjzK91E8knWZs)d7Kilfs%|>|#;TX`QpOs&+p5;~C|z7+)635ukAq$Q+*67^NRcDd4!J+94c}@7{)FtB=fbdfj<3aYeBMqV`|Fv z#V;4cAJ{`uI7aE~WVQo`o?J00PUSgi4I+ssm97v{3zG)-%g&0Uq`M$ALaGJhBd zZ~vUj{q;YRE=!xDFkuA*0(Y7lcXZY2DnjYifMMsQv>P)m&bJJ9rFI+IwFna7(g1}d zyWtOr_s;yE)I_#sKw)DSkc`SPE~b4dp`Jhpy5tyD+{Uc04>r8cQ?488)%ddIOHal7 z6fwDg7EcWhn9lho%sq2X2aW@TBv_!rBw`a-nGG=#!P`*e&$l*x8>BXJ*R++iqNx@% zF>QC3;IpR7&^2Wvp zp(+xDn?#ODzGbLPqaWO??ytxaNYTU+TA#mE;-yX)WP_I6=sWe*PDc;9m6eF(@Q0(q zYr8>HL#nl$^8*I$3L-Y#Y;xy+%StwN*Ov%Fb0<53EEa<1<#s1Jyf5BFU#IU&og5{x z3*|Mck-AC=D{S+xkH&Wm(&Tp`)pE!=Ktr7w`y4*RKd&d19l3cTlnxn3{n^OCARERa z*+t(?(|4QCp3vU1nIdUSdhoSy#nG2{*{qYa5>na;EXkXP;8Vo6NxC-o;bdW_{N_>c zB}M7wGL4$E$UDTu<}0{&ca-|@g%KxA{V=^)u-V|vSFzS;a>xsjKTl3OhUEL^G)kJi zIRUv}ALUv|&}|#`xOSmsbb8+e=b1J}IhK9O7X(Kxm-_pv;k^M5wJ2$hOWvd3L?Qj&(B{7!GlA%pgs53q? zs`MG%YpDk25DK55R$;5!qssr0+$l&M)nj3HbZtsD5m_-a$jP;g%te%KS3DkTe_M|@ zDs=l6x&1XoQU43(Gi*#=`&|auBP{1;LqA=S(Dtv6W{#2=j<_EXQAzF#LCf>+Ue@;M z>2++cQb)>4dwS`o?7P$5Lc>1Hrzy!Ay>Dpt{F@l3@@C>5MVIplSE zeolI~sG+$UCVUB8AD>+sQ^cNZcIR(qn7g|DSo;ai;L<1p*9;=%jeKu1=F$JY5k-yj zO5fPT;3T3~3|hAw##a!LVbiR^R?{vG61tvX{U*)>($M2&&axFK0d{rpV%>2 z$u{5HN&%GL-%8g!X#|+F|0B8i3z+6aY}*ba3zjoHA|aF6*9z@FoopV3{!pJ9W`7$x z9;!-1OP`RJ#a)%dAep8gZ4{);G>#x5Iw_zf9NV;R7o0t5?{203Njim%#a@t(KZmt6 zJ)&DQqoenV-|aH)^u#B~K7aZm^@vA5yey7^w0}Hg_~6IT^IMJx@Du*&3mjBzU~<6W z{g+u=w_wlzIgu)V#z57mDVdCZC`F@|Q`vj028b6OZhC%Duj&;yq7EZF#a=PpQJhiM z{Zulr`uVH%A9g2C`j<&g@3kk@*>pEbrYnwF=?njA+J`~9QBg~T0n_%j5Z>ObFZ6u5 zWYFCc$xRr{04eOtwbaw}u2AT7rMGCxVMh(l;A_ZOQ<}<_paD z>+vF4{mGe```h{wN7DTx`TJTe>AH?2=$l%cnDes|XPMXL(2`*e>vquC)K;`}$})pm z!>}fJ{^EiZH3@lqnXGc#)ZsGLF4oR-a=#U)A^)1s(-x?Tl*53kyHS>5wPpW{>%f6O z_yY1IX}ZyS(s-HvAyPi4Qh*0GFxfLBR;WQDCI>0e-#j_zUYK$8;IJJoGS!=voo!y% z-&TSl5@h}3MGXx#pJ!Ai6rLDPY2d<>HK3)M#_Vc!6-SMq#JqyY38W#Nu@ChcrV=Fy zux-q*At6l$At5ARY>Aw}VqeU-U(T=xt{|?pQjAWn2ri({@fmJT$xvhT^D$*3_IQ9~ z^Na7{?BCzV1li8+ZLrl@5FwktBa%1nS^A9!XzAcJsw7DOc0lHvE`D2}qW)=a%<;M| zzvClagS)|a`%&RbK}q25%s!!CcQjKBW{4#rxDgPsga8kUYf7+ zxOr*^<>E(kG4%IUydU-ISPBhwJ3)QRJXjBJi2L)90vyfV>()I$x(hJo(tcmE>hDtf z&0DEVZXXMQ*}P4h9R{XNl-Xs>b{ymG86RWRpK*a7G+#yR?^)j}2a)~M7`t2W^2XrL zpAuK+SlXJ!v&`zWcg&x?zWlr?l=Xeu>;C?{K02 zA3rq35h8MrBibUyah4&~MC!(B=@$aY*5%EUcTa!Tx$lqsw8*@mJ;_Os%5K%^L%q^- zv6>>-gc{I}g3~x%9;^NCb+{?cY*JUn{Q8p`UjJj7G25PgX<4Mq8g1SW>J!eV*1mi@ zNO99&h6|4Z9lZZB4vBTnc5??!ELBWpl3K40gHxLMJSophO8awSx=i9)V@bq<(d6grfhr?hawpEiS$|2H0R8nO!e`p|U@~fmk2&54W+6Qqgj-&m6{{)m+OgZon>U_o| zvKQh?7p83&hDFqB0&8~Mg(-en_B_doL#^%)WsMD|{g%GuhRPRzmHt!o9(c*!sem)M zh}%w;lpIpSd1-O@gXsFCE0TLZu0x1AKJw^%;ZLpg!YEd}lp%TiuF1_&lDgAMGC z)Y6M6GA|X(f%$e>{Y4{h>M+meOd=J(uzQi}B_hOfTLR-BH{*YO!Cc@S4o?P=N=g@j zVAb>BV}H6v2^=F0%$uAxFI@&c%aE8$$>DO{=*C%y%e6IFiQHunubmEL1|8gJmrAsSDacDa>hj7i%wy8#|U{X4W-|&Hk{qgD1P}CA=7MY$my%=5VjEqYTmh zBXaR4q6}Wi#NqHI>H@isL&Y~AJlQehOSngVUmr}BduIXcmrMF5U>8Gh!+<*;rEFw;f?qA_Tp6F)Pnbpc9o1fjXCO1G8#x-T>!$E_7 z93q90{&#vVc^X=mWthAO+xDi7_9h9geiwI0E9KwF)dIa5_vT~7^S1@*XQP7K6473F zN)oeQq&=*;e?(#uPW_w>3v@98_qto z&5Q5E=lfYTZhzF1^aAH~T1pOKR z_u>Hg54rSPfJN2x0kz^0v7cbt{=lFQh9-tOID9JY4VC@PIOn5|??w^jzS%CP)-vNz zbwf0=Yh0haOvHWrQCBDZ9TOxa7p;ichihQ79BFA`#;~Sc)jzn7Pn{iUpMhn7_TSdF zwf%=VG1RNbB0QHK#kBT!DJ75%&VC zYRMKjjgPkR6>%d^q^15NVTGP@EIsgAw<$GZ!|en-uq8lr{v!cgKexvr3Qc9C{Z{F$ zx4el6{B91oqugP$EK>;S7|B^&k8?ZnJcAycy)yhV8!jv_dnm)4m_o9aZBh%Up$;*p z{=2Hz3aWxhTCS@jkIoU}FppB3^3uQZ_EJ&^;HWc&4n^KbMQ^eN53pC;7XprikV`M| z_x!~}aYp{hDSiDwOxDyg{L02!Pf|^GExB|Hh+U`wCMz+Q$8op-AFtr8R$2-@Ibeb; zq%-596+SKPpTtF54cdonSWM=KqruJf4h009}v``F)o6YT4%L9lrEQ zp=wtv-6=ZNZk%VZ04g^FS6R6C_N;N|8t3URa-m_cO#*ldKyN6@S?H0x#{5^0iT$vnvzqH}+q3cX zNG_5_0H6u&Z?hjRi_4LJR|q}AFF~NVvsS}uBaV(ixm&bjn=8F;i5+pyRqugv1puiL z`2GKCkv#4#qH$H3f3vVhZa zuH{)6Xm%I%$NDY9s~0Y??QNttI=S&1oy8ipO7%JGepCq8ikn#b)jan~{ zr5kQ|Nm6@)ClNHY_*1n1!te874x7vFwDE0L9HW*`@$Pg_t->NB>R5?Q5HcW&6o&`h z*jO`HCH^2JcbBbgRt#^}@SDB%>_~JcJ+YJVmM`FtI)!1sY!-&@sM7x#6JGBkf0E1 zq}B*uNAi9SZ+dVmY01o$po2TBk)80;thV}8I~jxzh4h4l{;4F>w<*lePyR`E?CDGF zUXGG|6;D4MbaQ$^ooo*R@0?y-27@0+Fk-}I=gfuO(flW2>YUI3{^A)OpJ4Q!BAyg* zv;kODaKBA~|Jch#eJQDqPTocU0;($La;_Mp_eSxgO_kPw3A(Rma=;rfG~GZ56_8g@9Bf&ywa`&xrVAuHlp=M)CZL9i*aCo$=8Jh@B6K*pv? zv4DmZ7BDjvM#o`a5vNI#Wb_}2^7-xxK97XuHg4X|GTGOS@B{?#O}N|!c5f}KZ<4WG zBhsCdSC`}HQ42%3>~~W8(SzQDi?jFGUWT07dW4_`6MqDD7wsP!iY_USvXOT-e1;-t zS3lMn2EOz+mo+op#h;+i6048m9qAiq+aBsyAG?9Tz9`?s#toGg^cyD<$q!HOP3HF_ z3B>?PwbIdg|1!#zn4)&wfSFdCxlO{p$OV zWS_bMP&4Mp>0uXYZxmFCMv{_SjLd?N-_U2JA4qK&PSC%VB-wp-3BVuk?lNetKCe^w+(QTkC`QsV@`Y^K11WfT3qJ>qyJn|?J} zll7IW!{3TDrUX7z4AusCJFVfM*WZvvx@ z6LqtKHwm!e{E+%buNjTfx}vgl-k07@>8egbKOoV-TP#6zL$j4xQ4*fuW31Bi3_g;M z#!Jx51=i(n^YQNF%*~Vvw{m4j>-eCH1JA7`qI`wJx&h#Ai{p5tvX{q-UKM-OILWjKs4eTfx*`mzsX zCQHtN$*(29)bgkOCY9-LT=Jg<2WQ!@Cs^w-FU{R@bV@y*nMI63ZqMNV!xf5N+r`($oUi(iMGJ42KhmAd{M7sB_1iOPpA3Rj(co|A!Yq}LG zb0&LCa%18pp7t1dj1~n#)4+;ySMc5OZAz@bOi09NWtc+KnZiLr{&ka>& zbx3vnOO*R{;C9iAUA4Y!rT}{aou>VQ-~R;QNE_hqajUE8D&(bOm0*Bkuqn~=dB!lA zbZefHs=V|YXVce4oBSmMlyuLlC-=rYH6AwOy%ajZ zm_JM%{ZR8zx!`XXHs-Ih?nDFd3b5Kj=Jwdp>Yq&=8nW;9N+mI-TPDiPyaJ*W@gXrS zvNxx^Nl#2TjDS0hh%zzQIb~KhaVRG-XO?C|E%lC~rRW!1kg^*jrhR1FjPZ2>khtr$ z`VvkBt4l>`eF@jn6pZj;GQexr)8-*+O%C4vpeY(9ImYd!4;ixmg27Zljrr!a%;I8d zh1?|i$uA_+TJSe2Vts zlM=PatHYt_^h8-vOY#ll5|gSp{dM|iF^sh@18)S&J_QsP61i^f^vX+9%#@)R29g|G zB#s$|zu81+*-|cURDmHZn+Z(OqThG2=@07}aQ~?Ng?T9A0*k7I2qHbcrWDS-$c`Bi!~zS+$j$H3*Stv zUfgVSko;!J1g7Rm?#=Bdn(FX0`u)n#UakB5UEotX^g9TWtuHU0nHBIe)`8&j`#QWwu+E9;e5dh7ia1KS2 ztcnHcm5}lUuE|feP|58|`9`NGvBKXP!gsV0SXd5+mqFQ8cd|JI6pn);r$Q?RU$}eC zCiNFlSM+e^o*uN9ap8kZ@;WIGBnSHe=iJ2M*mD(0OF>G@BZK(94q^e|%$ZTxSt%|M z5}Y*l;7u>i-YTygL`FzTzYye3V2@|g_saQ3KRQSP^BAZhEqU3V`inD$u`29E$uTp^ z1M|F|R3_r#rz=r4A6>yfy=l{{o`{M0^HQ$+rQE^zkxCWD%9lb9Dql9wgl+3D1fKha zR9EZEVgbxtBuYC~FoH9}w!53tF%YQSFfMI#?HW|a+zOw6QNp+uNS{UJRf^ui|AJ#` z_4O;x(ePObC2M)BnM$50TvNE`Yvi~>bU!ptVW{f*h}oM(a4`%xmhNLCQpjOw#!OKD zquke-z$xQAn7v0vP|)ypqy}A8{;Kck^uqAm4FjG22~T48d_ddlH(8Ak8W=9f2#Xh6 z(kv^RzETD*%<`*jwYWT9A;-zWZ)VA8is^1s5O7j3{ao_$m?nJyt;G9E&_1=7XJlJx z5@C;V12$Gl|B<{p%&b&GR|xuhVZuL&)yhgfA_b$cW$1UE_*Ki*tH+090-N2HsN zeYG@tV6qTuxYn(`Ek2YaPr)M+V@0E+Q-g#yW4;KfQ1Qy6?)ZHYI+JEM&p7!^)$F{hQ{ zH=dNOwUCN=or)cW%mZ&o@yYIu#LV2_mhyS+C_y=6hILj8)YLOLMER+6=lBA0bN-{+ zIwzKEoOT_^NC&pOCpdJ*>xDBMThyeON!rP!g0*S&z+0@S;r3p+z#E4zQpw^?HZsnc z9N9fCU|y?PbzUoWTeVwmVWHWT!>r1ltk=Js`v+Wnr>*N8_=~z8{o5kYb4`pPyvd%b zU7h7gAau8%{q7HFxAFS3rNB&6Z`IUduA>*OwXi%1mf#a%TYJ7Ikzr|p{i4%640fWgL^Pq&Wxd) z26TUEA#K9#1buE{eaz=)mEVIsRusZ=fec{7gSpthl&XEMq?hU!vTbn7DB42P5nwJF zFk9z>{RbIr1CK+u^-~{Y*4+|ZkY^#2gB^61Txn<{B&>xNQN=%6HYeK_O_Bt3s8j=8 zfL{f^(_QO*HaxLrtE;p)-&jvT_3exrk4Yw9%CWlNkKF2utxEKQnEMLaI}fX8Oa@%spsPmHv0X@3hMENHL3#!evjZZv!85*;@4bzQ%=lzFFQ`KCJ++|yp;&OP?btaS;TGDI*Ly^Gpfr5A)~_ zP04_tL}^-ViQgTZ0=5XYcv=VBwq0Gk=lUPX*h(l<50Wg_h!e0RcF*4C z*vu2g&bUeF%iNCp((a&8qv-RhvH2MfQN6=zencbX?h7DrhZu&^%rR!*wF0UXy^wNt zN`2E_u4OK}P*1^%k7&H*OrgzwpltyCMk5he+kd%2#$t4gZwTBYN*N%@pJLHCCLC=w zPe_ZyE9DEn&90G0!PI9t!`}p?l$0t54QmwNM^C9aIM&!3X*Ql4dY*P&Gn!vkrhWTC zi&k4;^9tmt;@ig+>!7NEvbja9{);t!_Re<74xQ)f@Je4imPPhaiUul^=ZQtBilnFm z56Ng5kmml{jWOj<^OGo?bKX@Wq%50husN`%Rotzg8stoqx6eM4JtrUav9f4nQ18nO zFT0*=OLy`e=JxnA-uMP>qf&a;Pw9Z2yf}PFs|xYYXc)52^S( zgonDu@rE>^vE%@~v^X?=7!tG;@Rx&vQG#*&eft>a@KibNPv^bk@rTh`9UZQL4=cyk zLWXm!b{_G?+S!*rBRj<B8F5xaHtpY*CJIq{@<3uUXt`?wLeRKv25TxAkz-j zJO#HLj?cgFOEUY5+ItoBT`&%79l{!Dpv6zQZ};o#gL|*Vsrf}I&?Dw0J)Mgm$oeA+<4ZFTbqHRn`aZQr6H@ug_osz%f9A13U^rm_wMojgUM1BQe`RRUW?ZgDlbNp3HHlu+G@{Y?hg6tm2m3J3bxz%! zeCA3L#>hR^wj)UK`$Il+))F)G3FAD=MX4&;UShGzQ0RXoDGo>NcE65;*go_CFjLtB zE0Jq%W}b!a$~ZY>Ly`2C6X2UEs{65UT5D#JNnVIxC{lah?>v7A=7?U7Ny_kUuiq>c z&F4=RK<&Y6S18%h5AGNa(oH&fZ?|4^$0u}fFBI^MBhYjkF(z&=Zv(CmiA65UK=0=R zoIH1?*K{CxzhZ!D&rb*i5f~;UVPyT_t5|g$U zuUVSSeHFR`;yUgzF{#b9xPGnE(`;~Lu{|S0huxKwPy&pvw)l};r%(dMLV9knfXR@p zRA&i~f@2w4g?&|qCZwgf@pz5=DjXwCS*-^Ny>v zvIt8MVDtBg#XctEksJgB9&4LnYD){J#v0B$pG#%&QDkSEASJbkbyk@%I^=8DR zuCf_aAHRA9Zq$6E-_EOFLV%uNqqpv{97Og|e31fnL(g<4+=uGfjOmTMhE5lZFc8wjMK$mAurc&WQX`@Gv#K&V|wp z!1szAvUVOoOH+2!uy9T&j?mEN-ui+I+DMB9S6>iy@*ax&oaZH^G!z=TV4L1DF8J@p8(d!e%t3eD&v5cw| z>{bvFz^zm~qgl{;|7RE@_)x4Ux`kEaKay*zoj`>M>i%g&**MVOz(h57E%<|8GX7J* zXVzF|PZySz@(6-Ihdip7Bm0dd`d`o>w`I%+QRO>BE)r_al9b|v5#!rE_vNN)u&4)5 zYc|#{wZ!Qk(Xc9f0PnNkSLga!-F2QI@gIpgGNxL|X=8p;-H_F&|HFINk^_x;P2top z%=R7HdW~r@v#0!;#3qihjgfJ-42# zlAZ~>!BKEUu{)6mmH(U~`lu{kiLjPYsZ+7Tr6NKdgGBin*Xi1z0`|_)!Q|cB>sYJmREzd;wk0di$!1bYa zs^REu9WYqff-kqU2u?{figrfAjYK)Bhe<~(oZZZwuBqnZg8`>*u;$%vvP^nKb4Up(wRTB#hsqzVv*9+Ip9)YelL$tkD_c<>uG(mulN3u{hMvm z1QSINwJ9SJs=H(v-B^+GAXc|%Ks&|zBD5eTLxb%GRaI4R*;vbffwGanj_2Z#qWznA zjY8y@qkh>E7Xsko*2w7w$(C-K@LpH%g}VxZVlKQ-_L`1SuN$se-)U03@46F1CMO^E zJ7LuTm*#{Sr4%Z670OqjbW99rA9pReIV66P;7blXB~tl&<>&?|JLz{c5_)_ad8e_Qj%WIEqj;R-O{R?*=@c^i`t4> z8)O(J-#BPh`)v@5_(yh8qZq5YxN-cFUl3zeiBkzFf1^aQHY3}@=&w~QXbZ6m zwPRIgL(54?Tx`MvX5!S#7Q3lBpRDTw34P=Ca&Y+2H4FXCPb2m6IXpGgAu*^CAE>MzBGl3iH~g6MwJ;npiP=6uA6aR&{N}o4Xdnq`%mw)2 zUBKt~kiFWp{Y*izUE<=qpT5b!j2lm(xx$)Yi|sM_y(r7x8miz%}OWX?Wq?O zP9r9Usp>~Ms=6sRp1F|UR!a~GVDk~Hn@?GDjkVe6j8*zOJq=Ah9>Cq-BWw13@k!uq zB@w9*<{93(&QDh2p2Fni!6Im!XkI)0NMOdvtnB1OT{u5zyVT`+mK{Ts+gxS5^v)n6 zCc}aJH=G-gbUCFS%h3p2%Ca0+rdl>-G>CX|AJOteuQVRdY$t(7k{TJR=52?{H(B^t zIp@qXs*ZoZj*d>(Lp_LPv`;|OGtZc3Yscc;BnQdAskiY)jY*x*MH)@9WMzHFBPlqK zY&tZTkfAO^i=s^k6&I?c`{BMRJ$FbY$Y~$iT2LKOH%MX4ZX3~|Zseue1l`0j3Ccf{ zn+q9J(A*w&&;Q9xM@1!aL0qY^{fdZv=60Ii5k8@wCJ#|a`_Z3Gf&YKpc>gnh_|KmA ze>|de#$R8*>ty7oF_1t5#**PLg_aT00c|EZhFNxyjD2>HCwa!5PX&zpWiuD=jukRo z4zAKUne=pni?gTu%6fj1I(Xk{W)l~(7#;=Muy;cee*6AGx;r{7B-6eF3NGcyiVs^= z7V&R1&V=>_&J`Bu%m^{-gdf>%_4D7ly^I|BmW+iPoh&}SOtQB?jrbp{)C>Dad|quD z#X8on!n#D4bY%Ouk^zkZ(VvxVg{6cLjtqrFZw8Nh;==zQOE(6@0at$MYzh91J439Orl@3*@dVj*bddQJC9sl zp^`M2QOvCi(pU+-(ASa*@0fEX*4JZs(ZVS~B+SOUI!^vdezc5j*cNEXpZhNr_cD;u7=wsAjhzkxX$389=#lr^moq{*R$db zN2VUcIb};YHsydllz77o2NAUpPs+>Q1T2zc~ZA6LY2qbGtYP@;4 zqP~_U#4NjIf6nh&O&$i@9KeU<*HwG>Sd8LEIbdo7&aJZ1uWBNS4?}=%sIeoBS^oKX{R-HleZFCgRC<0euhB_)Q>* zBB%3k33Y86jFCY{yI#xMln2ghFr)Ayu(0G6j}F6UhCW5%3Q#v8rj|{-+Zz#~J5wrC z?1s8P=3}-ppDDp3-{jq&lr}xN3|8P|QPAHF@HZxB)-KZan@;)lwPG5mwD@ZpZh6Yz zi_>w+V`L!Xh)>k564{RwS@~WRdb#+TPeYSWrBWb=d#K>zFWPqDT_r5@EpUCyjg)C6 za39_1ch?+B(WP;*qOz}q%2I4`&^A8B8l|OS zK|u%AfGkRUUY)Hj+CDsxE|isEc7clz!(3`MAIoDi0=(8SSn{4L>2K)8&C7=MgY$Q9CGaf82+-9y6UoMn6`LmfzE}yCQ_G zRIj%Tu=~CF3#>^Yk0E+7bTf2)n>?;#G zMpf#TRNcs=oq}S*AS>59E?m{|KUS*vUiDXT-Ls^FflJC(*9oCZrU|n1scd&={gk~! zLaBRyL^Uhyi$kAeIWhEGHPFc5IsaaTQf@A$t{oEq1V0;f04Cvb(`Y>jEQ)L#UC94z}P${ZEO=mJR)-7bQ{4o zt!xovIMBfb0-;DDIfjQG;4scmb2fH$=pJN6epQ28W3!)NizpLdQMXdZfuQenRM3zo zO`#NquhKkAm)*lC>lRT!>&X6KOA;w|0XyLR>?)^gq*#;B`!_(Agt)HzCAuIhm#Iqd!%4!>vD~`ti@-)^a zz=*~41mQ4uJg)aoeITw72`O&KW-9-oRb>K*6Zkl619JO~tF2cFXL#a4cZ>z56G%Vz zF(E^XbX%-WCyEd`PN`+fuLTcZI!2hJYhv zfirCE)`~OieGvMNf)wyiS18~Eyf~|_uYQt3tzLb}3A<=bE!%&K;01F5a;x~ehijti zQ@4lO-{bpg%X|(s@XNo8Wxwso?~(Slwmp|(2phTW|5dEy!4k1b1_UUe^x9=TqMC6J zSv6XODWz~>IhNl-{8(;dhpE0B5|k^31rsHb(Y1p9yz|xgj-{vTx>*i#Zrc~c-}Q6| zrYRq3{OX6pIaIBMfB%amc2G%p7!0~6kB)3aFJz?xVPX%wy)P(Ea2&b+@Fx@!=%d7L zuHXUQrHIn~b z7@8Ok*gYY|-4X6LrSAII`dq_i7O<%UgO|oxVibb3zaFS%oG87dH0VWI%)xzfNZ{zsx3@|PTNXP5%G>SB!t*GEV>Q3(DR&gi$Y?k`4A@;q<@ z^jaP)r3{zB4*Ib(81Q-ZHj*MoE1V(JqeLq>W&;WIxz2Wyp(bW2Y5Wy6uFqcgls~F@ z973ld#c{w0L|GO#u;)7X59X@jgLVG&PwxJkjO>-)?<pz>~G0;r+ww1s5e(b}A zClca!!dXZZH^LxI9}d>XW$I2hwU|?wUG`LERHp4jG|04kx0*>crxho{G&&pAyJA12 zA#G85ct{zLU4s)BC+W%tG_cs$wbDGfh2mL!>C8qq(jPw~D7rdQ=*wN_hdFs&Pp!&| z`YqRv_whPd6gs1|k(csxWh^d)mlYUt58o%Gv{F>5a_VF6@jy`rw=Da;pMFe`)f}4x z&7sFL8Qp~J0XG(3+m!1BveDh)XjDNZ$&P-e;kd0$u;H_6Lc<)2&8Ht7S{k{tvA~N^ zFWc#CY5;yRB_%q`FD$%%UgIBqBm|x(+Jwh_zW$!V>a#$Dd}fh9Z+s2;J&zYjel^_j z#K-#^_oB__-;ZS+pcta^-@_eoHvjwHrGxWsS52Epr9-&kHSl;dfW=*l@|{f#Ry7r* zG~Y}@d|K6VA+t?}CZrM|i(#Srvn?kWC0ezR%}Hgxo#Im01@vHv{|)DyVrs$9KUDbo z_n4$26>bReLrXnS-z+Ie&VoU4e$&XuJOGE-S z?MvEIjw9bCj}67moRTM|iAr)ji6cSdVWFhUYAIAB5nt0FLT{Y-Tn6rZfKL-BZmi}! z3GM!#n@q&%MVA8XmKOx`DLYiM4q=%e_hbzRp;7(H3lUtbJ-b z0?x(ejhU73y_ffBT7Wp4EsS2&7Gqr;Um^r?b))uO+G`S5HF_c4;~q<{si7T=HpA(n z(ZlB(YTj&}ow8_h3`@9yjNIN9XJEl$P6TU~(Jm+8k_y@?T{@J)e+}0-u&qA;==0fB z+YwDMWBKZqJJBh{#YL{K;xzWOi&>B*34D^^?nen0ns>)_i}||oN~b!EH#+xEj5%Lz z?(Uu*Rh!>2`2Cztgx%2Cg(r2t+Wm%)4k>p1;!9422H*1B0y?JTZLeDXv_G~Uob}|V zR@#6SoCTtj^)nE`bUU_ps}oG!n)|}5q^Yrb`{V){W71ITMqQ=onADy47yoLLcv%A9 zP}2>hx5V#BqwNnEwgp))ABaEY;oJ-RF;m}G70ajw)8!`E zJ_$$0li3Qn7<@zovi!V2akSGO9Pf=yE2zl|XkW;b1Qme!m!4*)s!7uXK5@U;SQ&m| zZSj!p&BD(sd7-%b+O3gl^nr#5=(+f1@Bz}N8wz`zwDRq|(NzmXYG%460P((=`wiBed zy_{y@k7lzfKe{Bt6U!fRoflox7zh%MiueI2Abl@_*ZQAltDvo1^%~%n;BHi6y3Ia7 zx9bhQ)$%5Y>=V2DC9rHy!@6US9?c*_XHBAuM%iB(Y;RidXsZ0;NgC!!c{ol+twG9< z>|(2GOuQbC`kLT&o?)7!8WO6oY7_VD?*mcgcO0fHf^4M9;ZJ@0`Nu;ul&7~{9-#`& zKi*N-t<^3r+MSUq(t-G`ma;BMlbey^I0ijGF6@<#c0(^Y_r3SpuqC|A83|skp%99U zl9N5plvWv@bX6DrfLC;{ZYImysW7ied189c@kiLxA)ddb0miln0Fe#tkYS()2H!x* z!0bTh3~JUjzpSRO_Ic4#M*^1pAJ52?vD242f|}ui^}P* zCUAnv(k2=cLtnT)Vpi5T(`t47TNbSBs*vje$@T1SW34IR1lqs$<)5~tnbAT>Ej`Mc z9w2WKj^fE<3pHyJV8#GR6!pm zd`0T{lR`?E&cM!Zcm3)-2x}fHG1-?67mObBJUH*9&G0myIOcO@>~nUkin0kx))#Pv zqjd}`d;}>{niq`pj?I>`6_j>7ur3T}g*dy=(Xl?JE?>i6r$A6wEDq+>B@;FFV7A^?$0wZ zDI2hIbKhkNa?Mn!+HRTVvYl)qA<^i(ce*H7H_0mi&QL5bHGZO7m`9}V2Dag}i!&cL zZInrqt|y^)G_EIU*wd&~Lg0MAx)+bQ)#*QH5n$*Ol+^-Fa$5h5&6mj$;IZ5fq1u() z{l5J$eX1lu@G$ zM(?8cK4vD*^?P32Z=UCRLU6SS9XOUuyF6@ z=RLi$(=B|z+u&>HqG755;;2VvzBpzGKc=-Dnkc^T8Y(h8JUq9_ZBJrUB(KR~;mxBV z{RF3gsI^$kB^~ZK@SbQ3_!D^5OxJk4mWxYEL;rxa>j(|BJfLBHG*H2_!=C*zyUBQu zEdpb!9O6lucY~JOmWvYq{5dY596VEPuWm1mo;r9{vW%TFWlkbK7k?*W3-l z)sA>o&@6J;Gq{_Q=PK@fj_u_g&fq7hWu=7`&mXsX6@U0@HcFw$h_7i)@^Nk2DM(OS z3x9dPum#M%YE83RfoZwHwo|?sO7d`abA3A5uNZoxozM=pXc&QMPA$sJ%?x6QL|9cm zjsLFK;1}-I$rk?{{>)7q5{fnozPL!2x)G>gIm0xn{_VC(__)?e+(D0 z$eJ_}`aN|9wmkU;Ps>x2RTHI6=vt#rU`-y_a3a3f^(EHexgZ4GzmW*PKVSchU`+RB zt^JX__M74-43w0RG-Ibw-UiWn#jlSpBwke}exG#G$FuQfOYqzQ^cHO=3$)=24K!!T zX7||+USms(PF);HThNz(py;j3bNr)k0)h!rf}BvHcwb4+;3s((ETLSrcX0LavX>ik zzh6J8d;OO!Y;{e7&!2uMojoyXvkdOyfEe?#{HVDU1o?3r?cy~h9LL#8hcdp0qhhed`>E~6?Ch(7`$!u9haLQt;=k&ke;JdCW`}hQ7VLGtdx`$o@OE%)%qB5cgMaUd_@>@2Xi-0G4FfmD!eU@;Ti#<$&29;u zIY6_m%AbYe*uu_+@W?pr)BoB*-0fcmNEFk2i06A=#uuQ_PZ%%#Vrxm$rEMwyK099T zGnu?yf}fjv{WiS$xn8@TGxL0;rIkPq$kXjo(*H$LrT`E6&DQX_#fyr$c&+tf)q|tZ z!g~+vUTvu1Cp?)+dh;moABbu{@#tHdP)HxRYrLq2-_?-tVRSCot}s-tfhV82`M&8t zkfR~e3FiBB8F{kL*5Zk6#eesW^b?xO3b5!C zj=g5SfaR=g=N^Fv5=jSZS}G$6y{(|Jt<{D6Hr+25G<5Jlso>|z>rtk=KX*_@L62rD zE*(}U{4;gWWgREuGD`Nz5Wu3T{4=w^z<)M8^XUTq)zOApIME{}6slMfo00n5IO4Cl zj>RQt*|7fBXEjKevGcAJaF(pgwrE++W|UxE*o;kk7HR^QZCF>bgB*z$iQjlpy?tM+ zr^0BVp|<|cfy=9E1hsK`!1I*{*+20a{m8hXj7u5x9e?RhmBsW3DRG%<%EX*FK#a;6 zLXC1~KN*@;Xbi_%5Uby1D^qF1jZ z9;+f|*pz5ZQb?#J=nA33KO^6qO;h+uImOv9aJB|bs~O4@`?W~u;kcllZ-1MPOOGZO z>y$A=(Mq|zn*2#2sn0>fLyaI3RpsJVk3J}#^Zt(c{tx7H_2O24@XqwCppEM5PZd2k z0Wi5w7sL40^q4(v4xaZ?Bn7o89WwUVA)_zPTX#N#~ed=WjVB zv6Ift9}qnM@&UqyOoKJoq6yDhW{hg~N$O+n@-4D^`H52C7A3+Tgn=V9@Ehhf>nn(V zSm%fM$mW{O>>>;GS(_H0wKB{5D1r?@t8guYZx|e=iKS9%Xz0^N6j{aVm8d=YlRzneKJ+`AU#d^9Hcu@WzsY=SBYVWnO>LQQp_> z;epl|LuG#oLv?D=4}m09)1?I=WDTv~u@2cSQC9&9BIiSG#RdRn^~Ud^hq;1jdW9&` z#g{22C{RkB-$@0zA$xF+4#tX+!K)5lFKDvns}ts&WJ8*<8RrvWaToVf!I2&SwJJ{b z60%;sT6rR;K&z(PSF!$}LMWH&Y0T3eD!3tP2cFm5E+evYlJR(8Q|1QP>lH(B8g+Y? zCrwn85(zn5*^CsXZfjVh;?T#_u{0Ek>P;^`tY${gXHE>c_fXa_P`XvcUctGdXxN!A ze67Rg$32(!n{sHfd2r#7Rncvo9*lLTg3c5**MbvM=~u~Y>EAtO@mo9anu|++xBmHy z1;^@ErP-V_uT)pZ?-8Pvb{i^1kT=Efsq8P-W3O%PWB9D%ztmE{5YOQ;H3sgX)|Qh- zn-8Tb79kB~|0x=p5y;F{>Y(rjumvjubBlA0+Oopv^r8wc#9Lz4Vlw+C`(%})A6WHu z2IWt;~=I{g`CX}uFBZs&qp!JGE?w)ep;j|CV`sgmkns~-uO<6h3W;n}=Ae~)|d zv2SDcm61ceKFJIEElvrPL9DGcAJ<_zLFvmnI%Zv`W=Ucp=Z){JXl%7*9q*(i`m0;kP6YdI%~!0r3N zZ2Af{$Co!5hFd#RUWZlPNu@*d<>gdJ4w2^wy2R(-Lkta5p&S=a7CTT|Cw^b_v{y?a z{+kwfk2MHHgq7k@KlNd+Kegh0%(lDMFgJ%UPO1pgMNn72+I>%c_XM69QH^7T*?9U> zzI!;vYI%>F2uADxBnyARIOsyxsED3@`cou~+3lu1tw~d0`*h?ydSWvQi=`?kQISk9 zkB+hN4XdhX5P-yUHnygCFcxm@b{^kzv3|=P`Q=V8=%5-7T&=x}b9oUutx{a&AwZQF zEIN>vS6Zdi?|W{!;)d*k6hJ@bE4Nlnq}r3eRmMZp?_MN#Td*!`+|W>3rm#XE*NH zg8f@R+GRDT?=w#Zq$NVwn7jL`EO{T?d_xEO-;z1WeD0Mel%=^*u_4@>*dVP&dQCJMGgVV2WmDO+@N<1DTY+yD1|C6i{Hk(HWsN)9(Lml2#g9w(|8`pDv5jy;yX%w4S_>trnbV zT=AWq7=vVmYJd_dFZ#Yo(#ks#bx?7%_@#YruZW3FPLBG_y0%fn^>tmZiC1~ztF5wF zn|ETQ^^fvCe`))iIM`_#m)E#=FGR0O(sIYW*vD`S)y&Nr*{sOQ2pOAt@6lVK8_RZ3 zQ=>8KNGj=D6y2tu)TpLCIrVp?qI`gN0ElJeX2nE17Z_cb-65RAY|k%hyqwgg_3Vzr zm&E!xPORF*7fi{f^9v+BRD2vhiGO~7m3;WM7vlE#oY0jiZvFTd zt~7q}oSXkn3R#yQi;|Z9?Ke@-kL1c{`z4Xz>}1P6GQGwv%;eCf|4xFH404^x(P(O`Yv??y2)KUG~xE(~Y#E5yA%jy&S=*_`+7saunjNWc?Qp+z5nA z{sae}V>;aC$FAa=DGL@JzTReSwyn-$p{X#$-iwpd-JAwg9?(ly)X>HBc*$=WIVJLY zdR{rUs((E}#-#Wuv470Oq8$0%;P05mA01q^yh+v$?1hQsY-(m+z3+DS$Aj_kvnz?M z6mDdX3bHYpHSkwaKhG@F0!)ecQd@tfPujm|Fq5-kv%e=w>-S6g4IIGr{--VLe>IBz zKhClL`Nqm&ZNcmB`dVtjEFe$|dycc&f`S7XR5-uJK;Q07IWJU!cth#K`sE9XYB|yD zkFv@45l_n-BD0mUbx`Dm7M<|^6TU?^_rkz^E+1ZiJAAEdgQ~K1%h`H*-(EO^>r!jxyQ!hs^TMb+E0~1twMZ;Fa@n_83@w2ndX%vU14D1R9^lbR- zdV}vJxA0mMxroWENe02z@1zP>UJLa`usr;JxuM(Tu2K1}709j*WA-rUSFQCgUi%8+ zv-dR`T1B_1##hXFEN;cAX6L=*b8yJ!K|Q|?FS<>lp0KgVi#}6kB+%7E(@uq3J0+4Z zcpSJJv$2Gf()LnbLvkpB!NM8TQFpU?d580)$*^LFEYW_x=LRCigOAlW&0Q2etPE%v zs;~=0giJB1p1dhf3NO^Im|_7Xxa}Ysf8VE3wT?IJSJ7%2@%itjxI~tK}7%xM22tSJi<{4d5UP@EI zEZ`Hmq+0)4FY7S@oiWFX@SWdViBe0)^6bx*d-~y|7%)ugxp^C__1nARcxh@6EP1Vm zkb%2@0(de03+5HA!i{x(V{dotB25NU3sQ^eV$DfJ&3w9J9tQ_l|YE9+lP10$JtV@SoQ{()Sf3Jj|?bpv2Ecd=;)2#OWs4*4v{@6Pb6EQy~XBrY& zEJrI$E7C)zN2H}$_^p2avy{OP;7NX{IV1J8y{!=)VU*f+PAjQ^*S|~sHybwYMU$8uRhIM3-DX8Tcw|tY{gywihL2^W|Ly{A_A|QiP_Gcm?c3y_;fe;*0At7*7t`K zcSYeKQNrJ_Lq1N&)?~*I)Oei5E-XgN=$gOFMor4Y6t*#HhDZ{igYM>n-{k1s-x;}& z4EDO?(p3RoH$W`wSm0GF>EM3O@otNxV)St9u0yg&uW`OFt1(GD8Hi~OUDedb=!c&d%+8-Nr8&ZdKB=eVPLb%O;Sg%lo2VkM=tHc512jra!*s*;RC#~AB_7{e zNewN4W1hUNHPDtrrOv7NC+luNMj|tAP?dU(lf@xy4sQ!niOPx;?1u%`B5VJa7}ygO zh(wTuvU;CYpzlNvM->cPHJ+ZH?ioJunoz3=7X`QE62}0bRSR=Y$2>8w{h8fXfJ6C~ zLBBDEk)|$UMo&(cGD+rCUQRJXVNs>yAz$UkWZ#B52SprjbCu)N>Wx?S?YoSz&>v)I zJMiQ2Ug^9$DP3!@yE{@!Ih9>Mlu~}Jkx+(s#HWO&PAer!%+E9>_GX}K{Bf{vqVWS< z6D0Rp5hp;_b1FDH#k3R26niYeKi%{&ljtAlsH#}H13_Je7goiG`18wq+jr;|x7cDV zBy{#Tvy_3x(3Mw2o`A5*sXNp(#;*->>A4OV8!SDq&X*AwzE-4zR!0O}=kjA?XfYmD!OqCf!};gZ3lY>Rb7O7l3Tid;h} zcL8{5Gu_$-ycvA?#qehs0A;agR(0QdqF7_41er8rz62kFtSi?qFT6jPQ7|gM?H!$@ zfG@RNeY!7wwo~*fcaLO!5=wB^3Cwl@S|9*mYIxHzyVJFU`aB^T1yt5FPvDN?1lu$V zENa^#o0)YW1c7cfT)^#7XTl~x4c)5zL*q_@W)eD=^gQSs_VJoa^tt%*6btG=ox+#e z=TabS|D_m0GKVj+lvy64g9H%F(;Jl6ajpdO25S=bLFB~7sT-Nudh@YD@ByZMa!;gU za9EC6Cjs{AdKthFjf?Gde7qAHR^^SX3K{7Da99C^x>CLx8WN{{cL|ej8aq%|-$if~ zZGU8P_jq1FOye$@k&FGgWxJpCKA|rgnRBk{aTiD4xqEY_)pwpjdf>m97ENCGc)QqK z^n@^LzX1xKiBAq!v;*ug?M4q!+PR$559wCiU(uoC0!;LPeR;8ECDHE#dPXYL`-6G? z{K}hU#eFw8M$vDdLd@(wfPSfAwsa*mta^~)J*%~B!4J+&@Cc9rAE=(}O|gX;zd}E& zeTjxccPZPWqrKHV==YeiU40=32!i0z+e6sx*3@1kMGMa7a^>d2qV)wp#=^qp2}1pj zYs|3_!1)q>^+uW&m@2s})~6M8+?-&<#28mRa4;$T@im1`i(O?Pv+lPre=_mw3cWuQfH8nXm61Isgj5ZE;g7nNzuD@@c!j>9L zqO(gM{1o3C3=9Oi6tyope(n%@uT4sM1Gr>3ki3Z4T1>V$dtcgy|*L9dbyd%R&vH4c_L7gx>!OO3jy6!=TP)r18ic6ixRJ~@Id%qO^C z2Z$=~J<5|UjL(%L>6rI!c6*`!jP@3)-0yD}yv_&<*9m-kjRt&63`+V$9ds62;4kr% z=#(js3rREo<`J@)eTh0$=ak*Yn;FY8e0q8|VJhd!mg+^{~ z)~eDOUuJCFH0}b~m*=lkOgS_bV6Jw5A)tigPJ-u~lD$e(9N&@G&a1?1IY93*8~(%{ zyF1vKD3)J`W!~wlxddZ3r{p%$`XO({PBE?Vr1xEwZlBC8?eienUmELE%h@LLaFw-rQJF|kYcm@CnC%-os^znJ{d&}`3`%v3=kbYzt! zy4gjGFtTRBS0TVa*p|XH+f{OR{S=;5cR(T1-sD`^vbdk0Dg2cG?0RhhwuAyQ3ZizU zgo}E!+ZyQOZ#jbXWm@@Ht}wOI&pzk{|7MN*jt+4-WSG-|p`L)jP|h zm0b+5hZ|8K)&KhY^l@!DAMyYU;(t%|OF#F$r|BaNSd}T<3(l?3t2SS6S%y#M?~wEi zGoRf&v8ljYAE=rf^I9q)X0#b=Za?bk*k!uXEGtD;%edg!;cD4#SlEAdJHNjf1`F>4 zI>s_jj;zbYH2lunK;ULHOyv&d_GE8hZ(5(+{|6`*ibgE;enJ;Gth9U9JGi`fK~x35 zs6n)kAsG!Sv@PmLy1>QkrrY^F%|N3n@x^W^?>)--$=t%AyP71tcuo~q#TwVo%D}_i zu9ytuVR%Tw*`tD*-hjUNAvl=e3*A} z=1$evAId9~CVNYm!nK^;byVv~NBb){n9qq~7`ib`H*>?RU5xJNZBr)GH zk4GzB<`q`EF3Wyd#+9Yl>7`Nu;WKMcEi?T|uG+=)?4<{T~AOa19H8|Y~3SS7jA z`S0JnJp59ni7P$btKPG3VYg;l`P714E2HMX=7gCa;gy2YeB1B=B-qrkt^Akx+eD8i zLS@dM@w^OU|E?{sBI+vU88tOXo3H)M?b>=|j8#a0f}T&U1kKE5+YUq8+9}+pCRw_N z>-W0SHP~juP%#ixj{W+_uzOCo(3)b1n_>XhG-&MMs}<MAY0# zPPb4CATTcxE5@v>Xu3n;X;#UlACxvN_4kc{NtJ`XIa_=L%UgHr%5_VBdo5>SCR#e65 zRsIfiAm$SE*1~%Ky?_LR^b){`R$%_OP-RU_1A624#7dIlE*f4fwQ&c!iZp1qbFQ0?fbt+)#&K+#!*#_uhDJnWf_1Gi5~jHy$9mdzp`pnKR1 z?*G_}Ww0)K*h6B_(!X7EWUEV|`ij)AQcm2-@w+#O>`BraskN&g9pTKndy|_({7d|T zDTpF*_ig&!=~(*HJFNWo>Zt4t@ipGZxJJA6h_BYccmr~`vh3a935tf z-PA|jpB3T!h6M$6OFXRb`}iwPAd^3otZ{!)=-ZJ1gCpgjwSr3bzxoLrOkA6nUQOj1 z?)_vAlhJ}g2xbeZ=&SIqFl|@1t<5p3J4hDMDoO>V`iZ-xbx{Ia;HN8!^x;j3s*N?B z#Mr$hUjM>U0=*mwBqj^m7CkZGNuV^JVRyDBG4T&{6K<8!Tz@49Wj17R=HnhAr*aH~ zy(@miCD?@s!D}4%K09xYU!tmOM%&=G>hEPQ&*wC6P2yg%qlKM3>5~P^j7Idir}M)>Zm)u_L-$&&4QE z+#FmIchB(V9NWI)bf;cvvi3xRAyW9=b%QP>CnsLYnPhxBX|48RDn;Tw34zjm)dvh# zie3UV9}~XvmqSr;BR7|I@RM-qXgv^^rE%mFI%Y|+;itV`KoUcivyWc1!v(gT{_ARF z1tW*-S1t#tX~&F=))e^^OZAVu3jHrEYsRqRmul|6LHHrjaHTb1L2iyGzgK>Dywu(i zrn)2kUtTDm_>?p7P4CorI4}MX`~3lZ0ewA>?}j4)n;ZBTREb*OR4QH#HNmEisgFEzw5OAU6PT~eJS{uEj&mdwL*lJwv*vRcpT z&iQ_#YL@_CzSftjOAImk7Bo2c=um!?iog+`2UGNoJ7NQ3C-(xJofR}aJSoyeo^2Bo zJhjVhMEE9bs=O!aJ>+TkqI?~Zu(E$iAbymiXN!RpID_CoA5l_{AmTKZ=$?-quA zx78Z^nS#0)gQC9&M8fvx7ghkGVA61_!@p2 zWGL?RoXjoVYJgZV(XFM3PiwhvsEVym;MN6QxN$5__YY*;o_+%e!Ydn{K_)eg3DX=O^R`d+T%dG_xFa7}waUh`0 z3RqWXJL?43Ys~ky*G&R(_~1W*F`II{kr5Wv8Lhv>tS?=I%mY$B2>AbCg|omQ)8JVd zVaAF)nLJk}JF%UivZ~onERTeSuqJS~oXsf+CZ{|*m2_vdD13u9#UPvZq$tBi3yr)o z4T4Dmi`ev*W?p(<#&t7qwAbRl9D;Se=)+SpA96NAaLEB=2j~O#*05wP&8r;Z7yEi< zXbJ`BYuBx+k}=NjM;UoZL(0oF{3L}#SrZkQp%YT!{DB{1^5e^coMcNSkJaE68-9}? z6K4+Ub$SV%K@J?=_jnO1`n}%N&txDXi2So=lM?1M(UVd2#_ET>QuOcdQ>Ou~qG>{Fne|=sf|!(t0LLdKrGx zaRXJadhZ&`&+}iu_LqNgBx%!(Sfw@Ff;z(*FKYg@K^5cjg{Qn)Nck(?zAXsj(6Y$4 z6df-Rd)h-SpXmF@+^agCq#>%GE0JmW-bdZc@+3A8w`h_~q{EHxdV$&^+Y++vYz;`glLjB=+erc`pbB3$!Jd@}hEhc%(_BeNJW8e-r`ESMyo zA(y|vn`15?Fgic3y=Xc}@A+*+UmvP>c&all>GZ55f;OmmAx6eqgj~VZ#c64&$JE)y zRaKr=WsRxv?7UY3Di&;R%pVi|R{+D5`+fc#6J%duOFOh9r<8eWz@tG~Jjt8u<grv76rPPIoIx*v_By1Jg&lrM= zpEq;%E$lqR{hG$U9hX*=!VkusJK&fSp!Z(cnDj$W;7Nu022W_A=K99GeVlGH%lV2mUzm03NToP_nqxoVD$`!@1Ls_xZHoMHsXU+{@ar?0smeIp6D% zUICeLsdMh(p8JJDtu`f{ixFIwO&9O?=7&->3Phsm3$}tJFR=Z_Hqy05Pu==pJt& zLWsFFhqYvC`cMK(z4zSd;lOue+u-J54CGG-uqEG!4qgSURn-p`CwL2Hz*`;6!jj2} z=!qwdEcb4jk+b~umgc{{a*3aoU@TP)G+M_U?C!hmH~@nrx@~97+<1n5IOywoqH=+6 zyD;CiE9Bvoeq+!thDNUGl7ltBqLGV*a=KnZ_le@1A*|63pP)is zrHJ12GE#C=NXt(x(~h{=ORe{yd;Mi7{0@D_rBYbJp1GG z7y#|;k?&XOQK$BZ3^VWq?MV3SF`G-TO=Q#~5a z9QBpAK~6`-ob#7;99rG0z8BDaUJyAI(Voa%2Xs2zcBHY&VqZ{@8={4;x|kkdl$i}g7=7Qz&Xc#7rYQa9mgp6j-aHiinprYx ztr-cBF5ChALGf^ScirJJcVV=?Drqh}zYMDmpMeP-ifu9CxS!e>k(e;KU0JTZCc>`5 zt?JDx|Awj{QKM>qaOugKDq{Km4H5$p0isYyq$z^S9eyXJFT^p!FoG@a@eS$u{mDxT z2+>ArP1oAwvL~prN@2QN-o){qOar>AG~NUQaH~9w2K*#dG!w;r;S%RT1}&beG8xAb z`n9;!5-?n79vM2jID+|*5>28$!LM3$nl)le49`+BU8n7e^M1d$RYMSO=tlg9LvBL@kz@sXn_cX(LC%TnPQ;W+gzD_^i zk?@TNb&W<38pUb3LT@R(W-b}KeVoZjm!y5|BAA6Pn34`(7ZszPn9Of~WRChwjOFes zmUtze-QFuhsG~Dc#KT)WTx>;2=kmY|-v!r!UfRSK%ncc6^OaejR*7TV6;N&SeiNcP z;9S1nk>EdbUd6$7osk41tp7j`lge9rRgZXE-;L_5d#fK6$sjE4b~Jim(DbFM0M=u?t^ zAfr{(53>+KB-`N&dsW{mAbACXG-JMT3Yz>){Q*=i2J}{^O3gWKc>DT(Dm&ZFx}|h8 zIM}~{-BFbMqA&I^w$MVhYCY@{KhR2yhY-&bzIXVt?iiP2^cWg%*%Ws9812p4po<@c zwzcl(Vlf04G6k097a{Jh7MBblpmgz71gfffdo6tIZ#!3K(;Xq1XV(GtYC2kz>n6Ca zi64)hs@}Pge=Q}bNs)r^GkrZv7m_4Bm3a&$aeey!R5^)TQE`22z^$)Zsv>rm=uHWZ zFaKQSNgx97PZ6~+=yd69k`A%+36yn#!HQ|84S8u(6;oKLER)4vXu^N8DMwR62n8|5 z(1^Ph`TNX3J2j{(-JARNj#Bt=gF2kass6_YN-Dj$)+MXJ|QJLDfCsKY|>nh zr*RGuhy$Y(1iF=qpXYyjctKn$T@w|zWQ}JRnhv!m|)~7#_*e}c`krZEmvWDsm4@rGdS~1$7 z?5wAumSQ%u95M0_1`>h{rdgTNATn+U@W`CKfIvut>bAqyaWv4Kkdq^mHP~t4@GhE$ zFiXL!IwRhJ{#xbM^H$==XqY9F<41jUU)tQ*(0tPHdm~EvqB-trB8E^g;ncyEIF)I% z8~md4$<)Yj^N^i$#t^(M@&x#mOc22@KmEEGI5mFjypg$1jD~~&y`H>UhE?%?PE`)> z$y)RdDXjTM6C7ho8MYR-@3=Bya8yTI(q(-@Z-a_JXT^8I92r~zK!GO%uGL;V2}PTV zNGky-(sMw~eK4L3;s(Kp+mb^ctwbx_&#%#1WzWd|d3glL)5vDuO;1B|U9 z#QPbmc4Ukq3IdGt-|fU*r!W2ee{Z<6qXxg?VDtwcbe7DBRL49ZC+2#PKbrl&5ix0Z zBZxHgj-M+x(h2iJdF7rCo*R0<;DWO43LWA52BFCocNJqZ@Ltta!AJJCrWM}*9g=*l z>JzP(XhgIQwKy_?mwGGTsNB=954p7|j;=tmAtXByHe-qG7A;REhTiTv?RK;~MBm4I zbg_N-#J2(8Nf&4;C)h;npYG9;(@Hse_6?S6z!N^PVrs`#o63W<47IQ;jK&Z;=tUEI z96*T&Rvo6S`d9IDQB+tC=?(MjM!-_uPixLIIkLX7HU#vIbKGN)J>Ovpr@B# z{iR1KFMM%-qO86HTe&}B-gURry>0FvD5or|?O}!_r-`!9%PkWR+MRoD-YyT>r!=Lq+27dsQS$z6 zz{Dw-vVAU^Z&7WkE*SU+qChF*-KJGkTP66?TUEbTWrFe3h_^5#z@0Xgm!1{b_pG*i zc0;qoy}a$ndwMzMvn7f&fzCI$ki^EfgiC`gQ@7KT8#y)9luGTXXwsN9XC-szsam4y zHyaNGT|%yvnsN;3j^VrWSG8D;eya`FZ&g1LKYLnfn3xJ)A$zRj7#>Xax`CHRZXt(z zLn*%cK%KJzc}~h*PZQs`^Mb1CR^1kl*8o;TiLlWN@pSTJh@e+uh!*ymn?&q2ckO!8 zXj|Xq`U082+BlmX<79OJHE_DP_3O5L-`>)`X^Q$0_^4CU3s zrhIVw5$ykEko}L7?Eho8$cGSRg1ip{HD~snU6Gv|jwR*FZ;QfjzSZjdQ6{5thHR|k zx|bmSMTdl@u(HNR*T26bH-I^8WHM~vTdm-_PvS6lo6`p9jO_+**KfLFqon^+_3cti z-V3vJkL0uNd-4NpfTY6Ut|U53=!92zzr3^Fh=(Yw4VppM4%BClrze_7bE};5>E6Eg zxk#WDfolv;atLyolQG^Ip zExr}mH8u|tZ$wNVo%0f^D1?~y(ytW%vZMV^xSo3WvL#f_s34JNmm=-=k17XU42$EP z;*QZ`63_HN-Nb6Y4F0wO##fD^jeC-yu9Xjt5sg?MJRb>#&!E5~4^?eyYS|a|__>nM z5_G$tO3R$(qf`!q7)omF;3wQYKZAz#oTq+*nMlDFRfBSrt{jn+Z0(nB{>BH&XFf+) zI%1!H)H|@4ZbP&#eckRS>NGpiLk%6_!I&%&nj>r8E<0m}V4bXTVH1avInRufQz^RP zB|BCD`3hZH4Td4^=yxy0WRm#5($v#LuOOD1`3Z@<-!GJ%wMu*&jI_*bO!!$QIdO@inOIutBn^vglf{rKp$?I4-y6P zYA8nH>8K!zmC{TVJ{bd=WZ3L$zc1B-cX?KoEe!SfIBd;4w*C8iYUSAiZ(1;!w`uLA z8}xyAqt-AR_dr!aIXZK>D@(&i!d+KbM0*MtJ8S z|H1UPv3Gm4NqHmjrX{J3CQtTC6ufym@571bU#5OQ9Y1kuporPYcI=GcjVK|t%35q0-^DEiGv-`IuU zdThA+*_6-CsBRSv$gscXe*f;)xY%bd&&FzkZDG#PMG%a^flGZ=m66B{t8^`hrH-sX5hcxbC5Cj%#Fz(Kf^IyEtNuW5+dQ z(E(_m_&5Xm8)NcoUE$nx{O{>r$1U78N3QvL+0X!mY4Ku3|$N({NKdFEH7ICO)#)psc@~?N@G~q%C#HEf0{NW#?tuVxCF)$_?pXX zaF+qbFN2|gO5WB=bWFvTQe;c|_2c21Fj&|RzGGDRWADzAb7mw4z66`KSD-W?-$N-x z0KTHppQOR6-rsY*d&r`qPJp4b895*5^o^p~;=9QkxDJrL1^%`V)0O&vw?UfI&&9p7 zY`@`op0|G{thqip@^g|_(x{Wyl<4D!LQLl|keS;b_sEGUs+~3`!zUdGm)5n`W8o;K z{bwR)J87KlzESuFDB{m|(F=}T+E=!s2&OjB({}INW>S6u|6`&fx3d3?n>~7C-Ure) z7n1<10l%59WlN=H9lO5R5br3l5M2e_>lQmvfFLN0)IKFR9lu2CV`+}776WkpzzJ1p zc`wCxT3{@9aNvXZXAY>w`yMEHs%z#0>yWv(k;=w9*S0qlHDfY z(XoT;Tf*w@p(4Mp_#MR|Sm2fy?XAV3l~RCV>=XJN^>eqWLTKk#4np$w#~($%Nw3@z zirS)q=5>r4u7l}3_Zt8esA#<7H(bNK^RoSh?F{Qmxiz2rH|vG|^~IkdC$br{`#?qB z>D{Y05>+ORQohboY=Ef#C*E`!%CDmvyS4ba#H7Rwwh-+X zu)KA)yXcR-V!FIbLw|!oUl~)W5x89;FtA@FWO9+m7d4~h!UWZ6*_2POB(V_0ay&k_ zhUXrx=7Omyz}!xz^i-PQGo-8oywtT*EaA7g_F|)kVIEC+g}QRImNM+21prZTBf##^ zJ-=K5-Mi3PM^+PH*8y@{FYNG}XtcNWw89iN6CQ(|d9z;LD2X09To6A;nPXwCBB<82 zD*qEFcpHES?+~JB`knRu%K4blu!d$r8KQmNj$i}+O#1U)aqt8W# z(I#OU9Xqx1)((Kr0O&h)lo|zjG#0g>fPx)BoN*ht%9Utg3*2>f(WF^6wi2qOCDw&$ zEid*;Xs%g#sQSUvs%`q@?H|i+e~^fH$sW(NhXY^5mJ&qP5`;g()MnTIR(B>aPLwN( zxU(LopNVb6Zd+IM6GTP>uVXEQ&StPy>o%d0QB`lt3LIK?)#{bSk#|@Ff9YK2PP>aqehN_4+8UoN zD)H6!a zc`p^TI{Ve*|3leZM@999{ktF?iXbf|A<}|?fWUxs4mGr(bVv$H2tz2{9l{_r^w6b* zG$IZ#Lzi?THN?Q++241awSMQUv(6vyzp$9a%RS-pCAseo%kz6} z>Ql8qFw)I2PHrD#M2EDBvor;6)l{4Z4%~I``(~a7;rx+57RZ5qe&L=i8*oH!k&Jn~ zc8u9t2Bh%82W(b~l^FwH54Q8RmXR13`eIyi<;c_J@W8Nd%T_ z_->`=l)`G$djIeWgATlUfkTk5iNxB@O&4e~R06 z?MQeXfC>1EySRpazzZP(xSHUF5>Z{i!MOhnSl@u8sE*0HBh2A9g888mRlL1degHV> z6Oi*9&$Xr;0uaV93>Nd^`GRulnhuITO0R0v94^K*^^~`+m_GL@0 z`%PcZZ60M?fP@qB*gtsr)W@>r<6j;(Ss+BfID1Vd7c#X@(+kFXXA`u>F6N9~t=3QO zHYrcdEHrBV;7kqy1L`UA7rx~aDJeOoh5kOAY1Bj*f*%anJ9y^;8?kh4@dS`aWP#*S zgG67dYM+p~)YpR|7j9^Gd-2JNVkJ0QuI|OxZPt_th2aE#n6G1?yQ@3v? zj`fx7gyG7LU3t1MO>)SwSo?69S%|Sfnbq>1#f-uE(y5!9%>2GI=08GMEmwETEdZUh z4d19tyd=H#-)=t8`6{`%h#n*5=ZYF4%~IPmPT>4%_!~B{hPtJHeonsdm_e{Uz2spi z24TSZMazTb6P+BKuH@;*_Bz%!eXf2@axF${#^cD7%!v`(0ydCru-rO(%YJD;pA|b2 z2ic`vdZUt}dEeD?BJIEMtTV}%N}NrJ9Bjb=6T)#`ScXJOS<6@t~ zpA^`b4nAy>l5?#&I5;5ga79?)pqH=!JLY%RCz!)RNUeJD^E*GMp4WA>;sKeT`!Bw? zn#QalanCi~rj3BInc($~z4$DJX0$|BRjS4_@9rQ-d>0tcG_eG?M%8+fHmLwSIVvMJ z(6c{(g*mwtBMJy^Wc_fFg{Y~(m<-uTH&!>BVS{wRx?uEOd<%xhl7GBjGvC~T5UnPe zdu{=b1+=H-+p2??g-fiQBXyh$KBRF5*4{!Hjo@q&^X( z4t)98C0v>SnKvgZI%bT@H_Ok8ib`-q(I67{0|NMgBCRo2AR~y-haM4x$))`?SFA8iQ6UK_MaV#5 zC3;$90>1mm)1B)V4q<9B+l_962I&SLFRx+(j_FQ!Gp;$`j^10+zzNaCdr2? z!|C}4NfK8jR$Z+dqLG(%t7w9e4iMcCWZ|y2kFzjwX>)i%3usBe_ioN{h6?Okvkz^ge zRrPI)l@7wj4T+l5U-6UhEg@lV!5M9LPCSg-RC+L|WG%!SdILo14JsLltpi!XJ}#x@ zFSRvfevWd)ExLQ`vRgd#+OPNHqEHENzOhO_8QkBVno|GBDFw?xAyNCg{^}5=q3$Pd z1`p%4f01J!z>cu&Zfbuf;3bI|LK8SSm|BA=+A*!+ndl^EgY-%|l6^n8E71-7hagct zTmC5s$a@fPRDRZ6!d=#C!Kd%}mV_RZez9SG)BfJckpM2WlpIRKGyBRXL8N%Wn`-9_ zHrPUG^)j;X+)R~7#w|`dNy?3^M0=cWGBAQ@yqjI=>SlS7oAfC$6of3HVIjxd2_Un3 zj5Wr7f9vatpL0Qp4+7Rr#MOCjKZMoqK{2!vK-p8wVx-o~(km(|*7J=rHPY^L`z1Xw z-6aZ3f`eIb(&z2cq-=C$6^N9zgkYAdGgz;sX8nhbYKCedp=vS#1L85vg%@!ej^V(e#Q9>=rdb}^`Sq?bq2pOF$qAu zuobxXlsV_Br|$&CJ<8}}MmK#^<4Q=%m}p+xMZbBAT%lq-%1Y^U2?WpUhwo{h^}SPe zG-)HRL)`HW?E0FT<4+y4RXBZ|^Td8B)GF+^4B8XBqATYR+$DMmb= z3vLhE-8OI8nP(9C^4t@_-V4kBxHDGi%`iSo_+7o{2`x1{niC$w-V*t{9+jmX>Mwt_~wsT#;w!kpW)ytTcniErHk+SsuxefHEZbb@5#`mUE%XiZ;{ zi$;Ztkp!KDFkKi)nOU*Sq;{fkr%EgVQWjdfAphd$lR;Hi&5u|Iv+AX}S|34KGILXYctp7f_qzv7&Jsg!#dEC|j)Gtc7ot5~x*s9G8FYYr zZx!Rzw6qZF%NtiCS!j`F@b7Z)x{4eNm8f)1Ot~$hG@*ug2puZ;ZkR$1&dW1d)vsjw zV6C0tov&Pdg1)R9XFVbJ(WLqG(UrmXkF8&P&YnAHJ)p5D61az2;aJfN6pb;uauh$| za35F@KUpt#_P!q%Y#iZVP(?FhG}vpjS{MTomH82sZjrvW3oHw=89RkKJYPCw_cQ~V zL~pHFNiJABcPYR$v*QQxn&h0=UFN5Eb(~W^BH2CBN-RZ93x1)@)< z*i;AhxhC^tKd;Em$;m2QzSj?H+k7+BcDYkrUEH9pi6}}DhE8GGonOKj9;qF_PrDY~ znmQ!xCW?-l?A13s2hK5h^!WpedptZ!s8JrIwX?fa7MiGMhzXp2F=?QN6nAl2&fIX7{GfcUGsi@%Ao*$8Xd8eUv`DzZhzK_vuLcbz0vf*etDN5W<-{$@F1RYX5fXV^P}!J$@f7b%}cr3h&cwSFQ`P@#(_0+{O9BK^9dGR?S>HtW=owD*YbeigXl1X`XqxwoayJJq=i(1uFSqz> zr3!x_?W<`d41iXI00dGuRh)z--M`Lf~JA;Fmz-$@*9NIROeYZi% zL)EfB^vcvup5b$3YMOoCXeFe^wsmbS($iT28^iOnn8yxfCBYwMoFdt(nTc!Z-ApVp zZ(P%AL6tao8;BHrd~eO?~N%9^=!` zGkTJojA7N;(F!f2bC>TNFLQ5vwM;l&+Mg}kslxkmfM$--#obqZbNZ&GMcHEqWoJ@W zY4%W6;k|<$p_v{Rg+x}}bJP_B+xe=BoT*X{Tgp`qql@!wx~a7Bv+(tl7wT{4+PHxa z$L=}d@($GHz%ey46WfX0n(((FbQ~!J{9Fn-ZF^#8e~l-ym!1ePX20rOgxFQ4FYQKE zd(s9;zh3&4l#ORwP!r5N_Fr!h$1C=!`RNRO+*RJ4v}!NKzB8r32SvN}4<=0vZ8Ml> zN*|2He5G@c7q?-ZbIfvij#gho0kUIjM`~T6b)xR^4fxGJJizg;`kZu%y;Q8>&XZ-D zHhCjFKo+ntt+$Kt=o^vzCOPLB4VTHmF1H zcdmb`qgk~=!0Wm-r6g$YWXB%?uBt)9pPxI_h1oG-cdM38d(%ZYGthna{BE#)d2_P| z2sX(Rc}tnVbK&iVGHLReGUwua!yci1c{mn-KlbAyS8X#tmH(~M)+D9)<%UL0!A7hBg22mXS#dOfvhQ;w@B90(hl~$NInOSI4Kh;F;24trNXy z4%RJ*^0xb6mzV%{%Z1^O`1Q={-S~XP{`gluRv)ZZb?&sMIP`T}hEi2HZwN7(M@!JS ze}Nqk46`f9l_fA8{LWxT`-CNHYCmJAv7-A!0>?ItYb;o_FhG(kOpjencod8S;2)gx zoOiy+PDBL}D7FKln6;UN$=Bkabu;Cytf2paLQ7_c)aJ3#4r8(1(9$y zJ4DEqni?);%4ik3A$E@&YmMqfp4=YcU2x6@817UGU@Ht$KmOs}l~H^@C0gG`9?)93 ztF1#MngN+u;^3ZE{bSnNCZmDP%~z|Hv12YbPN!=wFF%WrW3cQ;#}#>Z_Ud3xQk`7cEpfCMf>5Q zeR_q{kYq#f&p{*jg!@~C^G-0czl3RR#f_#JRCxJ3z-97JQ*mlliZp9TJVf>>TNi&S z)19Kt01mn2wm-v=CvQjXKl(G#_0`!`a8;L!2T+&X|9wZC`+g27CH=Dgu+*Iu?ys~Y zzv9WR*n7|Y^D`}mXgD*RxI}Gr=yoc)q8#<)gUwcY3y>7FFGBm}B@1Pf!&IUSehA46 z2Y3m_avO|71X7yoCjLCYbWNv{)|58?e6SVP-uctxp?hcYQeL3W}?=vBLv6p1WE)R#rIsk0e>0AaX z1d;cup>St8_3R?YLVh9Fw=9la6gaa#H=Tax#q+DwOh;qaq`^Jw ze+dKqXJs=`IMx0^O$5AH6v3?3UTc4g1ry5!+y4==6)G)vpcEU+c`C|t2L&tn4ODO6 ztLxhmZMxzSweluI&*hJ%7j6SnRvl}bc%tP7n$G^)BVX~}s&A-hd9b-STf#oMN~~Bb zP7;0~{)bn!5Excd=)ajFlR{~Dq1njihLu8d0`wZ}7vJ-?tf?I)GU%1Iq$moL_e zjjfEr2J3s7(D^zIMB73|;Eljdc&Mu&Xx`r0SpPX<4J!he%Eaq*uh=&3v}yJmn- z*fRoVDiFqT<2)fXd25`=Qh;SDK|RAnGu&_^IwT40pYx|6aCdzk+lx<_&MkZ{6IdZ?3S*JAd`H!N9P_Z4K=X z*SAn(I(NFWKPs}FuT(0YR&kpf+tl<&-jFL4j*|}8HIy>|ENfs|4q)}VY4=`u!Mt_@ z1I+{sXH-xjhMCka4l#z*vC3lpUBVNsW!!7JXNaDFx(w6W_|HHK9=vsXFATRB z8q@5|SMK~kKruCsFQ+~y$2^;JxM%yforIm=GK{@)jI`^l?F;2Jp)PYh-^!fY7C2Ky zzfZ6TB@pzY01-%c!10BM2{YgXBzpJA3jdj(6rf)yMa+9vpH1m{P^WoNHq6sxfIcm`o7hV!*b?RZKbCVjR9TF$vL2fA0rw2`~e0>>yQY6r@ zK6o(Nn>jq)uSADmI6Nf_3wrQdyYgAnP%=J`DT!-<(Ou;-3g!7szQa4GP6nJz_S{Fv z%V)RD7yS6ez+~s|bKC}QrF8T6c3~ z>L9Nv_vzYw#_(~p+2f>;UkBVIlS2)bAyh1ZJ@dGpy{r$C-#QJI4B9gaC{d?3?ZZ0l z6Z5unVFMDirR`piyN<`ZsZKDE>!N2uhDJysZ3Fa>KIe70L1(qA)N2>!T1`#$d@a*u zNLP2v&qCAB%@rIcDDC5u!PDz!lg%p{%EtqxPC9~zA@c55zq-KwcvSj*jT)afHod{nxl;AirOkh$nAM< z`3;k}8Z+~yb;737?pwNaYs|p_kpMKe?m1Mt-()KZybhoG!GZR%4BRV_{OfTLaN~2NqLVH<@)*R)CHSV?9zv|Fs$)V?ijDmK z_JU-t%qICFsFa%X*dBE3yJpxcM}BVgrnMm%vJfKmv1{fk_;*v)71i;4pzq`DpDN;J zW}#J+7n^!##ftcP@fM~?PsN7q_bfBJTyfA85bJlQ!lN)|r-HlI=kW4O=cNNSys90* z{wj^UpT@q6R8g%_dnP2?ds9`-zNq$!>gg=*6veuL(o9dBe=k$&*M@NrqSs& zEU*!1xCF9!+y5$mv;F^y$U%O!oaxU+!`9WXH3`L-DT`jb>Kn@ZKQqJpxo^T&N4!pG# zO47Pk$zQiJCFS72uB*}+84d;Z0`PC;;)lSDhU5P3geom2eI)oT{MgGAgxI>}T^bT6 zbll1>YrGEVlO}(w2$}|>n8vQ_>o^++ye5B>vHBeEGPo{S@7Q8mrWfON#IJmtf}~g- z&1!^IkRW*SZI}GtBq$Q43es)cdnwJiJQfZJ{0!Ovk_1~h=~KHh1$tzoQH$EOh=qM1 zsocghoUV#~^0<$V0gF>X@-9wR1Qb1DV%igJSzD|KrbgLrO>y?&NZ421{`$l3)!?yu z<9e^wuy|d6c^AuWz~=jVoL3+gsD%sQ{%ZL~V}!;i6(MVe+q$lo?xDKgn;p z*_kvoOtg%B!d=@kz5QQG(ZlObi4V}qtw{y(LCYq>w&x7;u=2;tYlo}h)q2e&X0)j` z9yT7(BM=zz&7|UKsm$M9K@lhb3cNqvd*wX_t$>wp!4TI}fd!{>u6lc243|LD&T8qf z*b}Jq2f130)ZFmm^tY0C1w|ly(oEKa94=>z0 z7v~OcqEJO9t(;>qs$ktV(%{VXL^KIz>-2AcK#n8w3RA=jH^9TAxF-k&qi|3R?pv`z zcaz z0T7~NWY?W;RHO-qVNC!q^w#$eulan1Fb4CAs|MWyT-f^_w+p~u;en}vFfyyxGMgGe z!q#V#L?b-5){5G##627EH9Nec+7Dx6gc;2WJ?pwr1Q3u9yc?4WBsD{zgGkh^z~KN~ z&dIPwy=oor?yxML4zQ(e=@J5)+t3<)@#S-TH|%-02iqi3gGB&vQc1^x&yQ$TpiE3s zBGXr=*{f$<*To@9 z6ZpV;NE}{^6T6d9((c`Mb1kl58c)mp;?vBI6496t+KFaW3;c4B#LJztQ-y zrQ+p`aP-S|{g|fW9@>ubD6C zv8-x1Ovkqnv{hE6*d#DYyD_bzKrRKj4NqadZF%z#kM^RFh$IuR zY>Q+^Rh0;?6a(;6o(up31{FENJYiP{&Dwfha#)-mEDL9GfkdYnCnK?aW~3Wc8n)#f zJBqAk0AK|=Vcg?;yb$C8)P$^I7m4q8>cH|H9`Ngj!Eb}E5hgXSYj2YO1{sH79+QsF z8{Thsf4Q`UgTB{C(X{px2kiI#)`?<}d~`W6B};|qGU)JAr**vY9e8S55rThXajT2H zK04cTS0HN7Xxy9@3kohE=74I!&Ts$1i#Oj`vH#giD*K1$MBmY60(c0dq=tHi0x*}>dw=~`CUukZ{~Hk{u~Gnw*mGFYO%C5!EJq>{5>mneLwN0fGr@-%)(1w7#km7oR82-UZ?!&=Pwx(%d|2%+0 zX9^|AcLWyfeF&@PV^9`y=588*QM=Lvf5`<@F&}=YTfue*m4vN0zLM|`1w%Kt+YUVw z)8cAMat-M6U*pS%eANOBr~oB%9Gf-1gsIdt0bmuAk@8eqbTc^{55=^4RNW28+8YV1r#{|W6lo>qVwZ;H+p_ciP- zwYgvnhTby8!M0aUbAoDm?$qr;!XJ|V=)N0kZ5OU8Frf!F?fGRg^4jY_JVP{9(eQM4 zPXN*5JVi2y(g^bU@1bise?!uo>-zF8DK841abkC=BNK5695OdFJj!G}p_A;++;bKD zJw+uHZNG_=ye0%Z$78r1onLHj;aHf+pOwSiU839uBnJYQn&B}#TQ<*b-1D6HMI^9PlG$;hNI zaya7Btpfkm;ochPzE9K{nT)|gBjt}%^PWrQJ4n<(dpB;8hKanh%EGetLh6G@A#EhM zgmP^7_krKb*@A&~e1)biE2Jb}(CUxt-h02L^P_JCP`G`@c{ji_7$>rZoYnS`$T?j4 zlWnF^0=-YM1;$WqSS7eqZTy}a5PyoE{z}8YOJ#W7-PkT0f!H+)qO;h(+s3Z;sIzk} z(^6MOUKQ4YES!th1yni_eP#^}mb0mEUCjENKiTQ@H97nI@S z)oYyfvC(i8LYw0tu_snB5Y1FSTzVl$i(l4saC!b9ed)w{+S9C6h!l=(o&GBRP}|dN z+ceJUi_>>kD_~z2!|G~(V*Okz^Y=!B#KZhds;nV2*ucRrc){7hgj&33$F5y%9m0zW zTv}U>Z|`2)RTBG$M=H~Bix5sMToe{b7A$Bw{*xFD`i0$k{3*osoGmOrXU@z#V7q}1 za zmU;cbI*C5uxIAnzNfaP^%%9^`p4qj})&+=A1iTtC(e6QL1}v>>qMk9deJzZM2FW|jL9(#5)SSLNud-d{SC1-QPZrq&WX-QVLz|rv!Bn%D=q1e&aMHz6wxjES;@TI#k zUqM4QAyYR}0ty2y+^Jb7vG|!>kDKEnvIJ9z3Bc7+pkf!4r(0lW7=@ddd8J=b0z&B) zfh>TEleKWuCme^eLUrXiVz67ZHb{O{2(7X;k41 zs|z>}*J~yJ_nJ;|)zFgpu@7$>bMDwoR`C@k&5XK&8@_htvTuYsaXcFzWmI)IZlq2j zEsKw`eJ!|Pu?wBKexxU{mu&*-T^vhNe}M7cmLh(OWe$dplyDj7hBVjz`sp*EWnm^u zX8@gtd2m_y19T-%nn9jIicF8Tx09-%J9U(=K}ZCp8u}leRv@&u$-a!0FAi-|{@IsH z>Al~AY3$;ch-pu*CZOPli)_xeg#(^Iq>joe-=IEsoK*ReuxrLhBFe8>q+qPKR#s_{3Wb8R6f) zjkgRR?Z}?1rt_sEk(B~ATb27eLT4A$7MF(c@}K=Ex6b2Ouo#nncpNKqw7&XNCQ4eG z>d-bs#r>bjy<#H_^Xf|pq*JR)U0-WiC=000+B1|832ByIf1o`9E(=+QJ@Xcq;h`*k zaVb()W9)Wn_1ch6qhMkRSQH=!P3Z?WVS~Uw^*2 ztA?l7m4(Xjzw&_!T6WwGE?oHW81`wJ z7z+6uYdue$S{-dqc+0A`1@zTW`Qp@rD}HZBPb}~8;zS@1PFx}~(p?08`4eWBoc$!H zd&8FX>E)yAkZ%+ZuvH3cllxjNSuvZCx1N)|iP$c*43&-?3VF64Q;@iV#1Txgd<=&% zK+LoD8_~%uU(gMRV}Ioo*Fvy>A&NAX;E~~b?)!H;fY0iuKyK3)Zp|fX&T95#*EgAbv?C^@F zP2c_vu2vFJdhj+)ZNe$tpUitV2 z*j97GxWE=Xl#O#6kvA!I6()~fJ%UWwr*d&8a7MB7a|7ADwRnL-Dt@-|OodRjKWnG@ zG1#Ck=ZqaFcU_cO(^G^WYX01*Fa`Y;afLLloVtc=*P;hoVfX5NoQoG{9*QGRT$`h?Gjx z*EKE;>ntX6b~aZnEpvOqqt7|=`mHqQ!d%bA+EnT&WhaG;wbF5-3~;NQAMMO%8LYBD z;1AybXHqBcj1wK)_Kq+WH`&t(%Jk?!444O zRY*~p2Xzfy`Bw5YM{qGtf$0jUtmWB}g|QYXw|q%TQB_4hRVPJ9lB&Z@_jY!;BefGB z`dz(8YcwM?>OBSJVuX~5?r=HX#(vZ}5BdUDdCu^hdI;tIw3S0&szedEl1WCSLGls# z9Rus$xnU8Z$HQi?EYV|wys*Day@{99HV2q*48(mDRQmLM7cWMfR)ikzh=v6ks<972 zb4#lZ?DAzQgVTfAk&)QSwfN|_icIR2 z`Gsoqj2(4~lk6bGb;(cWOR%na$V9zB1}Sxcz5jZ=FUc{iybY+g^j#0MzKK~{Sy8cs z^aLuZx z;ZgNH)K^k%V{rA#H}ojk%*DLf1>16*nbTSP^T*7m+)s5BL)Inx@?BsT=7A51nme!L z)qqosPJgSh2QX%eFFqDS0>gF)T%ApM9y}c44C^$Fa_wh{|1|xX( zw$-QEqPRL>m>Y7>sDc=O-Yi3z%EqJICt?zMUMN@U#MhU6o{$nf#$wPVa!#eb-%m4X z*!Y9ZJY29Z?$fv?1DYAk+T>ZGi1*;lf%4N|z1rd&{t5pbm_;;dcobIbE2f8yKb=`# z+yhR`9uSw^3PaY(JFf8fb^bzUJe)#0&X|6+cW-}n$xUe|Ax|kDNK$bUR0g za;pldG+wS%@9e$5EgBEvC&puv{HTq~5L<(hrF?tn(2?Brz&OXZi>ehd%r$%)U|7B% zJF+@nMybX5f>=fd*`~2mVG~mOa&#>{qUel$4Ci*+La;Cn97bPc+giAmqWIS&MnNN| zyRsJ)DMg<%v_$n>Aax5}Emu%jkq-U(fCkMFzik6W?C#`kAH{Wk;pXKhE>l8Oe88t= z`%VpVTB+?v`#}d_HNwwv4l!StST{vzv|d+f4hb*i;smAHR@s6!F=1q+uTA3|Z%RAV zEptc27Br=zA2NRBN~G=;U)!0~{jg=nI+{{3fHKN)aY{1P%bHPm8;4)P(X^;r>FF_u zTH@D{8~FSFBK4?-B=1@8ITg$>P}YK{-dy$LOL@-8LwUcR^CNb_FLS>Y``Nk`SQoh_DTWGBh_~Glu2EaDG4_4A82HQ-=h!mI<$xgF{qElZh@_Ld|2kp$!1qWn3-7x2`Ei))+;NM88@KqH{UMo@0swY zujYh7(sc~-Xe!}pHMIp9Q#UEIFm%Z`MI`2&?ITH3@8@(m{LA!$5*S-d@IX zb{T*>yCTQlYksmjnysazL#<9PV{SSnu19*JDLol@3+fJp;p*2hVT6K>4#OZIF+}<1 z^p^qhQKHE^D9?&+mbiE4`4^>Qsp(tEUX&t?BUjjD>kRYF|z^+jW9^n_mws^a8|>G(X?)28wrEj8L; z-Ns7@JeSSsulKWBIzeiPd&dy2<=y9UH;|Hd^H2|#{x^S<*6_jRC!qBG3$Q1w|Nh?b zOU;|i0U&W2zl7oa2@cNMgmV|7A_^MyhkP|28d%yX}+D5@Qj|n^Lg~-?A1tIg1;DfVG~K!wXEzy_NO!&=E1>Ndf^W z5a!V5LCUAd=jY#gh*`zrpc(>|QllT+-3bVW;RA;rk~Vzcv;Xq!cmg&ayYOj=9`ma% zq?A7{Z`w;xPIJMr!7gBLV;`?*0?Wq9ZX1h?&boK)qZF|V(uAS?gDO|B_~&&FXA0;b zW-HM>_nq!xy7Iby1eIdO@u(eNpYL*@j7qv^%_Q9eMKDByiF%k4FSos>s5*;P5>)KX zqQ0K|MU!5Rwy@!e^cqZr>lC4a5UTyuduLa4s^or-%OB|I5q2F_ad61imr_yF91#|v zK2v39Yi^eB(rwJ2wfJ4rG*2cskuC2%y4%~Hg?~Fm{nrS4UuYWTRMrXdV0)ndO&C>W zJ2)1{luDr)zIEkjeUD;Yd(X9UR}5mXx%bpdIe5;bCURJVKSN+82FjzdOG-3C+NEHT z>}sj>He>W{rV0OewP}_8kveabG7eztU@=YG`GMv3->`C#mJ|7eC5Dm529aYX$maG0 zN)e+!0v~h%Tx}*L$I{m>Rq3MlA)69+Lm_j@6UUNN?ckTyj4$ss%RV!u=lK3D;<td=l?n&0NB6K3w5h? zI}zkhmJRvC{>dLUqXUw!*>m|**t@oB%@(~5@jq02bb!TY5B)3E_AHZQzACwAhx{pM zWa^2>d{u7z8uKJ=QkNqF;4Wu?X-~HQr9Nvr37>acu0^n%(!uO5-rj2(Cm9jBADuf# zSuWUev8SkU1D>`KKdiue^3m*LAHQyy6;V zDj&A}0X%Dv6%4FUbS4ero22qFm+vMu&3=qW413|kr<%ln>g=WW)DW18f(L&^uxy$>6G z{r!sK9Wo%)RX&D_A3Eam&)0E5IkDE{54{a zgR`8)Ao(H8tAAf<$Tp&PulNHh)Tf*#xZ`QQ@^3nz@y8O*39bI&>C(FW;-27kA*v=$ z-7?=nAQM$GKfqq@)>gf3l8ZOgp2ppK%C`l!VkKZ-`lyWdR%4+ahYY?b{`*S&>t2R~ zaf+#n2}DNus609;pbbl~-=n3LX-MWYdZ~WG1`J>L*t1M~E)>^?bK6En>MpPgPnX%; z)fMeK+HnjY85WFxAAO_T^OvRScn}n`_KUNNFUXi{+pn&r@i~1Y_ybj@rmSfM(Ysx~ z#LW4Lxi_+PBsu~1Hrn;-Jd?V1M(=3F|FmHq?08Dc;^e+25E~A3?Vj$ex5Y-nlQ2LN zW7sPHbw54V0HOQ1l#N+(WA4x-Uc3^x3<1ZQ0*wQwb*D@Jv-yR(%X-jc;>H%5r9`wC zH_(wGmLj*}w*k+mi?KivRQc=OE`$Vs#jv60+wsG}7`AGfVPO!`lKIb(_$gbSeK>`L z>HV^j)x1&Z$`4(0jYgN~My293yl7hg2NR>^KFb*Tb6cWGB84*0{_Rp!pZY_M zUMdWgZul1!%6K7&h2gY@;TC>H_OHoOsSy0NWGMp)qB!a^>`_o|b~W7aVSVyum&fdQ z#p2Tbsq$39eag_%XzQ#~47Wcn4|w|n;MDY7;Rd?q7Au3oj4$A~#s+W>YhJ>L4^BJz zLOeBPM!U8@moX2o@2XB)BHDzOP-QhW8ze*PSIqZ8nFvE-WV`uk!rXZ-BH}kaj5zIV z_>>TrCOv3Ddp7O6_Pm5hh*-6qYBiD44gAEmw28F!wK~oi8xAx%r5z8DZIXebg=zxm z`=Xohn?;+g*4sHN@5PZN(*d0h9knB9-46J&hyk-6_=PSVEtV6GmY(jINBj?Q@&5s5 z|DQkbiCTKtnd+`Tbif%+=ze%`>rSX2a<> zi)`v3eKuWt+kUx{vv6>KS%ss{ZIQBKCbn~K@9$?A_c3KL*Xhxcn`mCavipNy8R_o) zGPdhouYcJr;YW#(lb6d$;Fzc=oE%cLo@9zwcNbRa;;4{5Cwx{7WjhKhY{YZgVRoB}6U0 zpt3UFA>V`Ez;yRb*cYb+#y2JKr1n8~VP1fgg;D;}Ao z#~A7enhaL7N7=~mn+kVv0Cq7!ooG;gP-R_;L|RFe;*4SImwUXCnHv+%1(Xqg)Zo^u zlgC${1hgkBiJ31GeiV*C9M>WuT}IMNs_z>ryD%47ppCTbLIv!FKe_`M4(6NPNy0iU zWXh5o?hvCggiBdwEl1 zXutT;oc=+Tw4a6(Mv5wTv z#8JywQ_p8BD4b;HFJsW;`RNXHu^EkLnIdINSB|(30%V$S`=!lh9H&G8l~O*t8+0;f zw_#Zhn!Z=PmPwarp%GV76+a>U%5@HvUtP>XbS6mIg{p0Jl8v6XhvMR+V z{pTmL97JVF*68YrIS`^l*5C?gA{kR%vogC4g_El@uKZt=y=7FCVcY!;0-_+GNDBda4MQkMNH@aJ-GWF7ijpE7(j7B^)DQzR_j}#Xr~k9o^X2`@n#BU< zWxUrG0yjNK>WkH*_3ELmC3x6=X+af%9E%ZT#p%Vm9? zcUyx1u~*M_F=d?V9?u{hi(AQNTcr(7NC_8+26=8xH~y3}Jzx7(Yto3Vh0b4Iy_e^) zGMX=ACYZ~awP6mE{tsSy<9}wBm*#%j+<9#FJxhDA9{T;{p#&HV5Ca2~K!V)_KH_cP zvL)|){eU8+CTj4R|Gs|uoiX_o6WTOGL_vbCAkzxilU&CnU-aHG z!@ly$RnKRbu`xMPx_u>5CqTlBwy?cDr|0L$9SN7ZLi0m>+NQ0GLho_*+Ya7^4M3&; zQ(b(fZt9k{D7>d2%Q%WQ)Hf5!v_a1Jud8(u9(c3xvK~_WUsL-C1=R<#J)h6V0R8J6*N=Eh1xDgvHVN}7ZCQOwh@##- z%x&j^43lTn40?PP*U@%Ne7n~5xN;&dKzFsNOi9tGubrg5cYCGrxR1o8l0jKV-O%(u zc&BpM;O!*&Wjp_2R2Rk7^6i4Wdr!zV=n~isxupoCM+LDpG{8as@WNrs@6XRs3#c`{ z>xKU|Rq?z63o?b)O#!JejCJpP`}|T}>4%LwY={?Fq1pHQ?pg|LwT9L#+icv>(S!Rd zi)9oToHmH#JDS}v0H8u47o+vMvPXY)>NFV(Z1shJZaOA6B__X*W@$1VQaz2KK&GOL zhd|zB)JI zxC{fCBA)(Q9(iZphaI3p*xGmnQr-IYD^BS7T<5=)+HKi+E4sAT;MMO}Mo_d5-Y`;G zh3k$sg?RqfHo5}0Op2No;Dz-Bj*Chph=Ts4mz@uNLj(>ity3%vRUgmC5R6;2GXnNswLUata(9}? zuye2ft(#}QRInCdk$C=5P4@RrdGnhf+1PcO|KPbZADXu_=jlHskv$`&7Fj}7rbEsc z^4-d&llL0XFa+RfY++3sy*cYHe&+d}BbDiNX2a`;dui`Zfw%X#oSYb;Bb?%N6Oc9J z=?mjJ36B9fDOdI>bY^2I6uP~CeM78+SAhf&1;S#}=Hb?vm-;r`Hjqgipk?Lr&q;2R zYZ}-|11(}}RUuWbD8$}8Xt`ag4G861-rCxRkDDGgfWOb=WI8l=Jsz0@Pxkh~zhQ2h zs19Ns{)3l_v-V4U=aQn+kEaOK+XcY8Z~qRODAhUc%sqb=QO-~Htuw;AzPGUl_=kCe z^r*dK(pC|s;i)~xWQ2Py)*t`q5&j|SP6ifi9%dL&XNh{)%osy}b_YDZf2u~crP=?J z#WA$==XD@S++cC3tG~UI-B*NPyp#XCZ6%{6o@EqC#v|Gpiin-!gbCV%9&CaA} z`psJh$3+(??h3WA&fSLXgauLpAEloE;4Or%=o#~tR`b>=cC zQN1(zz4!2pgz)9@y}e}37E5}%!JE!KlA&%91~}f?V!|730L`^1+@EZcQR=gWYdjA~ z)07MBuzVce&X`=yRVcr*TrXR~`HjhcvX+b!DF9cRBI*SUjE|v{`abY%OEWe$u(yp7 z!}3S9pUatELP&5DcwqHTTu|M{(-XLQIM$VcfSb3y7sbWp26KTV&)z&VnCw@dJy863 zdztpYtKG_|A$*n8Xg1`kGX*Fe1fDeEBRE)S!}m+128Ekk$gC_Hd-TcIt4Fts`LKw2 z2PpSCT1@T7+Q2*-L!0jPg3kdA(UqeOz$OCL(zbBt|E7qh+{NZ&l~#`u445S-q&>C3 zQr^Y?eTob=nO^b`%qOcb+omDtOKvV~-kQjb8j)%{XNYDR_W$n77xuZtm12EhTf|~1 z?JfotVKG5yp+hm%iKb*y6@<_T0F1f1c*>(a%gs5k90`%ysXO{9qCEaWx zKuD&&Y=$Wm2!P%7gf`l)yo+UdI$u5C+bFpO{NO)tYw?UT-R*90iwLwYYUO@c_e^lA zfvT24y*_JCy+`=Jtuyed{D9o7fjjzU4_g@1-N||q=U6qr(Rd@vlRx5Kb!E*kCd@KS zuRoZj9BuL|x$<=UcD~zaWuXDUb#G!TtAPX^TjV7@gTxT=CE%|sBr>l)8Mye|)cXXX zb8(Wz0tL?NCmE6rN6rjt;@bn_fh<^-q7%D z#Q*Pyub6Q8BG{Z3L-X;L(bUW$hj)RrQQ5J&|Fua0v#8;waLhda>z^GMn0iaxmAFz> z(;$hzpG$MlJ3a!Hf!^H%F{7_e)f@%iR)%MKE$Y;_qahix6&H##&i?`%| zQb@Sxz%I8;T)bzW2~%r1$s?FJ>hbtBXxgGzFEPNQg~(g(_Zd%;+-aq{F$efo(=~?BgQsL*^V}5rQ)l|H5;?~o1FOUm@A{%mU#a9=tPw6wELJk&Lgn4NB{H$kjv!6Gl5`|Qi3iJRNyT;Gefk9Ufeop}KO9msH7_P>j zIUaMoXiqAboEDg#$Y6ZB3HH|HPj=oG&d4|$?QD@){18=9k=MyHo)xG7lHm1tl0{Cr zm5|@m)ZTQw(W1nEZ-Wq$9iMl1p64&S(EjmHXu2CC1)U6GLm{JIR1jQHUf$T5W3((5 ztVw2~5ua8PT+|SRbSs!J2QS~-(Za0q`S}Q-FG)L^qGXKof_Fvwi&_6&{h;KpNHr{T z%eYrR_#Q~E-M}LX0?Q@iCwOb@LNt{%qP|oPDzns>FFI8Resy@aR7eU!3LQzTl)X_q zWOs|7m=J`yA>vhSRPqguM2`jz?O z>%=!hqcu{56$OHfh?0bJKQHwbbDGU(FcC<#UcJ%pJRiWD4v|gpU1G*(rasqv6hJ** z5b6r{lP`k!vPU)t`Y&2HwAvK#U+Y`8wFc52LRETd6bYRV=wdK`JAr&Aqe~2^SbV=6A7Joh9hg7iRVO<6jOi%&?~mQdBukf9*}hOWBYi18JrzSra{p;G{|M^O7e`MZ z?mj=`_SPpQRb2fi`p$Nw7r8ZI792map*jWa=>Www8>J>E&=Dk?nKU8GYm*3v;%dT1 zQhqwmwWVs(Q&2U{r~5=$d#xpbnJ2VK<-gU!SbQrGLL!wV&sdZG24>W6OI!0g0D5%Q<;5Nj*d^UfcBX2Vi+qmBN5WM;FB6N!d${^Xe z!Ej#z#@%hKY9aT2dy)af7_D1P(vE5Z+g746p)ciZI5X~ghv$GJhK_q@ChfY zproW81~t);*Jv7;q4`&znxsyX)`ibAstPez>+ojgHSXmmOm**yWuWhY$4MkCC23sF z=)2M5!4L>Ne*KocWSv=Z&WN9>0uq`=?1yf9Zsh?Jr@=`oX`k|aZ?;ea>yf(>ep+EN z1Rp*6%d)u+bljcvbXk1s#R2zXz9`#wjDs-1gp^308d@q&N*LhDr0-A0--4$c12Q`3 zkju}vn&Q(~*!R1<652VLL1edPxv$&Ayn&}&2tBy{RAtoSuILn_} znhL3cP`>9+e_*UoWO;$40a-4tV=3wCFD!muoD&8nae=%s)l(n8&1rkgrfovr^F)CJ zfJ=n$LGqT3U`t`mGh?G2k!Is@ejoLapkJaIr|+xOX3JuHx5Al`;Kp8A{=iId>nX@( zssHdm=O%s=weDJ0w9aR!-uO5DXFza)ke)^}#I#P;?a^~W88I1{9iL>A-h>qGF3_Xf zQ<~&WEn4>t_M;H)0@ZjG@!@`!%sRpi;E|{u%Oo$Uo)jpB6}Be~nW6mZut8uT2k$Zo zyc_Y1!OZc@;JH`n)D`%ZXZv`Eeo)$Dj(Y5blY(qk&C{08{GJugZ}fnc_rBfLsb72} zdiKQFdb#V%r0frMX-y^5pm%0_eRlBdWaF(fIES_FxST*{YJ}aYboSBDdS2@+y(e~p ziY(;XR+fJY+FBS|E5J?ejfi4U`)CE7@>CFTazen~2nzJ$kP=WTJ#<4n^PcCR2~*f< z>&Xu5%aZEYpC30K3(fGppTh?$VJSWfod)KK?nd%Kl85qkd;b(X4D1q-&xc;?Qxf45 z7E3gyD!j{coG-TBTAipI)rn~=Nc%9bkyluyX>P&i@^CjRfuK;J1;KB>}p{TWQ5aAehjl9j4W0e(TAI%(|fKFM3sf{-NX_B*&G@|zrAdKOX> z6C(!Aq;hS3P*OfH^E;uu%=D2vp%bErAr{>>hD{x!QNyzG?ZWq=$!J&suVR#)F>&K& z0QBa@r99lB**EBK_V1aq64gd3=hEZf)!e6X?i>tbgH>*p=1b>qCPlj!bMD)+2KkJ; z4j#z|cT4@Y01J19uou*Kx^cU5R+ZI?&p_ui-AhBtU02Fz+;}-bjv z7(XFHD*tpOTeE4CsUh+D!8V}GcxN^1l1yx=KLr+P+T=l_&J#bpS^dfAij#^TG-9CD zXmJVj_)AN*9=BD=de>S@HZuXKteipB$(&Uw@!i)!j|WUN9ktH;=|Y7+R%1&+vHF27%}D_{Plb8-AD zElmzG(-v;HT!8540mz15<*__(utML`z=rr4SDwsA6}f*hIC2&5RW9zDIi3xB4mB z3H`GE6xoX*e4*uj>z|tX?!aE^m>yZ@s%7!XS+3KEHASLDu9K{o&Xjv{z|(fd%ANHG zuow?=-}v%Wy^fl@TTBn_QdTcMiZS4TcHG&RFpZtv%KF4qe_)^t1e`&!a zEZ`sPnEMlL+Emp`yU4N?3HhbDA-I{;dZ=*J44#PI zs61!3pRdY5kHA6Gn}K?{3GEch#s+7H3Spwy16tbN^{3x27ymjj@y3qg0pGd}y()E} zyrXee2^#Y6{rOt%qfO3fD~H>TgTP+4mgbfX!4pq2;`8gRgxl#dk;^~d%g@GOVc-7b z!Rf~nSeq&fQ@{w!S8RdMzO1*8R^BfnqnV*TqUxzs*NccF5es}wCJh1NauxZ#(11~~ zy}%8ph2Dn>=T-VAQmCu|?3L?=EV{;ze!(9dhdCI}8j=@2l!)#dh=^F@5mM3|2k)Vd zUe7IMF7tV@f;R@2v?$Qz=>>BmTs-0lyg*oT?-OQvw9+bjU|=?`sh&VN#1>PL7Z%!`}wUre0(C!-do)M=etJW(rf|; zHoAnUPl9Tn=V+Rn%wnk@M2hKJv^dPQ@03x$U2d(M&qxfFodWd=z)qnv7W zRg>P$#YNn8>N@$fqVx7D11a66MjyQmB+q)Id>`L)>;~f#e0fOQ@UeJ?>pBbzcY$1G z)vy(F%!jb29HjL4%;~;eT$YNl2DCi#6jOy6mq=^ehpGp8`LyZ zYG%9-oKy$+J&VcQbj6Ev98Ah1L=tOSD4Lyqzc^~MbqEkLg#h;0+ac@WmYQmwHzh4l z3+qj4PSxPoiEQyO%Fn|Nboq!rIk@5xITD8vCcmB!VLMA~`4%N*2yYKd1B>IRNCM!P5YO!ngPj;&R(a zqEUCf3;R*1v`t!0ZD%vB6FI*dAf4#Z7TP*LHRtGR&AXc_E>`@I--()pAW23k)Ytpu z^2y5E{FOz!Mr-2V@LB?_ty_70%u35rP}6WZE=(Z^eS`Z`n=O%>RajDCWbUZKrhzhG z6QQ(zq{+SxGX2Hzrw6d#R?{kzuASTBM7v1Y}?+BSrZ20qGUL;S7(gwAGW zc0m^l_&`i@^g!{;Z5Rd|grxJmXg2y0X+pD%C#cya(vDU*S9e(4S~@bGN>mFOv>dG# z1cqb@u4>$Pi01#OOaIHF`mfyd|9)Z0!`H!n$lxUt!3s+exZOQ1Gr;q-FCpP7* zxf4ty!WH46p2q$*Ps1toQSzP-VC>@7mNx0I;O|p4@2LT4P%!7sh04!=B}(gQZgLS? zbvxhD-O>Bur8+mgZ6ZGt#Re+$2CvmI?s zjeZ;n@_d(?GgP4#Ki@h}n4BdY7OPl!CHO^}w`jaS86ok!LQ@po)@aF{yK88pQ8w2} z2sPaNqqz5Xl5!wrN!p0WJi=&KZ}j(k(Z|A5ho#)^C63(3spjb|J+0-wKW8>Oq%V-i zy;-)_c2WbT(E^rfR`FXl(rmbA;F!F$9<#d&?sbo$201TMciK5vMEjs)m}i7R)r5hY zQvZ!3leXy>3QuRQB+g_g(*F631w><3bzL49v$!s|(W{l3Y84?NG`JH)9KC7!Ms z$>3%INjJE+yZSOa>xix8L)9orx-Ls_SmywR&s)HH$Wqn|mXH&sz>^1Wb~59&6RfJ& z)Nn(n2necb|9=8d{+muJV?JLIws%{7E@v<@`9i}w;#9pdn?J}1D|F1Whx3kg`{Hl< zBRW}99GF6=&sKj4?g^(<^FFv&=rX-`6QH%m({=6KV)7#N2{i3HU7k#7Y0hVje+*J} zGQ@@nVs2d1@F4B4$L(Fa$g8K-ChQaK6ks7VT%kp4$>Ymk$@gQ`FG4C}@Y(RW}M zlaDzyA#u}#*){d*Phpc!jH!c}?q1Wp-3A?E!Jy>vV$r7OPax7}06hGC`euO^LU)zm za9?oQ!~ySBxmHb$TCS;UwDPGsBj>J!1)W8|&Gtg_eh~8vcaDRZN%|11_b}iU@0JQ@ zX7PA{-jdeVARXt!*6xnv)ypz+x?;4<8BixI zD`bdo-go%tMYs!Ah#3S%D52k&>C-8o*m&nmpzJYFo`KI=54GNm(+3@w=RQpUas;83 z5rFBKNXAWN7$zM;%nd~;Py&68Mcxr*RbAAjAK5Tj%l%SKq94V+8YN^HSO0F9SPBKh!~D2WLofAr6bHR41OD zhN`l}vXiEyDq~IJk0y^A7-{X_+yhU5P=_;mWWU&;#`A=cw%cKy#cGQ)aZCO1EaS&; zV3EJG$re~d;PSKd=1Tf;9LM>%M@xXrvW1~j^e1(e8!M!fHMJ2{aWsf#_h1^#JXS-s zHi<-=nyf?Ieb2_p%dq)5mp0B#FLVxM7*w7tiu6nLgMKq6i_G<7`Icuar=RISQfl6# z5;g2<;`*m&1{8rtJ=`Q{9`K)6^+G+5F zdQ80r^JGV5G6{1g|0jL~Nw1@XWJIlA{U1$-=spZ0z{TYH1IXJ36|Kn-Wif;IkaH_S zq3l+h1Dm1vdF1O&^la1%2K*_pH{NoAGHkJ?XCdHda13CLx;3a7k*EGsS$|`I` zI2yXGJor0c6me1eY^5Z0-9sRwR+aUivs))ZaEkuFgNFx9-F!uZ zle5Eu%4t~*4|0*bfCkjrLSNu$-Y42IYroH&wZ3+Gbd{rxiEdV>wgR?JZY40!soQL)k2m(^FFg1YcOGY&T0`7&aON30Pjg3 z){FuoKQ?rdn&^g=MmLTsz}xqBCjPwOdyqaz`mBBH!*!C!jVx5E7HUW6OfIL7h(0!1F&pVx4c?dw+IUc`xz z{e&1Ve!84G@#6n1K}0h7+|Scq@I`}@N8I-3l|HX`ECjC}LOO zvdO!ysznqBi47d+*=-yZJa0S_( zDooRvGfOCh!*?!_KhO)5FHDOFUKSFZRWpa%3Kr=x=}>(%(Ka!o$_QAv-j3JucTzCD zr%_Qrp8P1*fZX9up!XN_q2;=GxmYsVsO)6ruk3!N(#$i7TUSK|$9tK~FphdNI7Mc6 z)@={mTWWFXSZ+1+Mkq9-9@z2$+<(wpjLgLxLVHO>XXX};2P=K$YtvrXO!5w6n|>ojfb~fA01Ak%>XmzU z#;*awx3q(oywfav8o0?s2#UKF+QArNd3zq6e!0S!pncD;&HSc?lAQV91rpti4V_g)LrFj$EK2bduUfIq~ z3wQ0j~AH@6>vC)R)u=U?)-;>SoN23lIzeD;6~3;b5y3!zQ* z(*8?ZYz>~TKsNAuYqqGPA4*ggC~d=#6TK54pL5MkFyBan8W7s|{1+B3NZd$_La?OW zfd((OmRcJDghP0Bd?5Nr`4Sj?H`h>WtC@6#J(bj`%6mVBkU)7F+0EtIC%1C==-kY1 zeSgEI_USMiHlleiIh>l97(g*jw zcQnhWuK9P2Z{9`(3$Jg$-@g5pe%&kBUWcBGQpjR~H-WXE-7c_`;8xqKnB@b1GtBjZ z{`D$cmZd7qN3bQEU+@5q+r`!$Y=OIxF#z_G*iexm5_gOBJ6^}v53x%NIko@Q(R;BC zZ@+p2;hT>t{0dh>-&w(gZhCveI@`w^pqBdzpRhorXMtd6u131>GhgT8&*T$KB)mTI za&NpMzIs!3GZ^4VSzGSRxtUxGdL8*W`uInFZ*J>VIQE!!HH$i7a(ti@6{UB9mw)Ev zecX!t6*0UqGZgvgSM+1pBZP9hC*-;<8}atwMP3B)lC3Qez;f0!f3m+`08S|$T}unk zp8W?CA1VX>l<}3fOs^nL_$DgP{UV*FutcNZFIgd^R>*^ z6OxTSpmhMt>fj1jOxcn(w;^(3KYB-cd?)bvrI~Ayawx1WFvKPIxQ&IZ*2II*KuYJG zZ7Gd21`A_uH2E8Q3koHXW<>1FYBRGD0FoTGKs%8XW;#d9x}9~m($n3;^(Gt^RG?7K zON&(M;F?8U9n&)fxezB~s^?5!;iV4FoO$G(x z%SwiH+M4i|qC9cu-hp@*qoVlGfWMU~Rxn5#Mg0d{cj#sM+`FNWL&(9mB25hU*EYZ| z81I>8avfgL3fQDVXtJ9>1M)@a(5t_5zZ8!L4WCmAvp*(gP+8NvqlYb+RXA~TQ|#$} zl}Zs2@>E;YQhSJ#yW3gW)kd4LUv@C%^%I~hvHI&( zK)K(vsA&!=eQ|d~(Y9KD4O#bWEg5P$lwvI3&L7TeIVmmmEz;Xt;&ZP%*$v2 zt>#Y21{ng=)Y>!kcF4n{gP2Dpi9B=4CW9|Gz`Je;jdt-hcOn>wZWNZSCte(AVkUx&IU0t(KY!=ziI8OX8}-%{SbcN~$7?#d}mw9{Dd03%q&s6^mVPVly>m^*wD#fvaY+9}~y{B*_6U`Bl z1G>-4T%&F}q1yazYv8q7V-;}%C}?nu6eq0qO~GUX0oJWZvJh#jRc(%d_;~EyB`dEk zCrNX=IRzIx2k5$+r~5kDfvY8Py{8J>;Y#|c&%ryDjJVa(m7P_~>LsedP+`l{>p9t4fm}@FIpwejI{|;cJl*%D&y0~Sj&g+q<_`xtn5sZ53jeMR3sSX3J}o4ET-KQln-PmJ7cfnz2u39t$0OO-V*y z?_p7YjhFlVWRA{mE}8{4+oA7g&rNQF;Mv&1GHv=Oj=2PSUpTu74MrjX@@sq^ah?2% za&6`1K-)ovFJA$BUNALI9c$ZObt0~#f86vNO&NhNt9X%Yz!gOn%Xq8FlCc|md2vyq z^uVx>72BJA?U$6En-?QIQ@6?+SDkLCdS$Dfx((KD`&O}xlh3v;5q;dPeiI_u^ijWd z(8O$0Eyxt{3c!zVJIADRnNIzBs{Jqx@^Kf~^C%Nc>9(kcF`flC6aRJc{XAGA2O9mT zH(rbvG|DeX+Tdmt3`dMJ8C<>5A9&MdpVv@QsP_~ZmG{{^XhHi~9i-uRT9*g+oE(xk z*(J;LOgvmn{sDLrEzgpNE-fh5n6(^fd}#!34G&X*J+02>(LLv|jTg51o%C6zK5Obh zYC-iyO+y+R?;--2eQX_^vUaJb=~ZpjHo?G5=}jJeo3~&yRR8FWhS{|*Xnb>6;(TMU zY}Ju@;Ve~~L;j771(S~PkIyu9Yh~q%&iq3o8mYh>;Xu*Ub1j>oN^L12pe1!@wlgvM zss~f0R_1!K?nVdxCw_AR+BgW6cNSxg;u@Umv$i*oaGX)vO_F{zOT_VthP39)Hs+EX zzAE(v?NEQNfB(~6PdJR>`-4CVs)W7xm`%5Sg`7(AxJvKMX1}RnOFeZ-Ez!kP;Ey96 zkuxZAk5-|iv+=;Y^4{vGa}tuBwCdLxe@QME)&#w8`{kH2{5*-C3BO)6FYddIf(6w^ zbb3-YmMF2Je*EbAzz~|4sbj=q^*bPEvAar5Q)}$e6y0fd$ zW~A@*96&8__XrV+iD#G_Q^X`T8#7Z4pHhq`TauvV4B3r&8H{)bpSiicqkR8x>lHNx z*Tq*tf?s{@U!2~XNIX^u;)mPWlxkSLb!=zksf;_rB4jTdIQx0!wdVB9H;a~wqsoYQ zNSb*2V;F5UF12NU`7aJ2MoSZ510Ei)o^aR9kLgi{aKQf?rcNIjPtj5{wu4sGd;7yk z`bVXiA>ec@HG=hu1#~dN1OJr~e1)y8AbvOTw&rVu+GTDT|`h<`;k@rZHEvW>I3pAO`2MYN7G$0z&CYU`R=ES z(EKoXXJ%DVYVd~DvQ(ig8(O6-Ju!-t`pS%~`$Tbu#PJUj0B-49GP(E?cG?(q2S?XM zNdc@98U|@RS|hUXu<0oY6hA|9yp9v2<1d9`(9hRBjA}&Nr*jWVX{b{7j4w>sh{dg~3Ez7R}ssYWg_U!)JG<1w2)zF`{v_OW9wmGv38!&7n9T znoS-{8o*fZBj6Nm099q^oje}=?T`A!81M4oD*4BPLJq;r#gog&Z!1#tjfXi!M@;t1 zoC5FnNkCL-yo3(WczAbE+}vMYRLQ_E)O8np3yf?$Iv^~&XJZ)I^Xx0dMH>z-7uH!v zeir>g!l^ZD0tWV;i0AL*}y~A|wZJRvlW0PRH2O+0H$Q3pu)Ub+wouO{(;vIMt z#b#jkWL6-9o^wi_-Ono=ksR`l&qpgH820r*oNsd!C&Y4h5xsX{ljv_)mjQKKe^jw5 zLSGeVYx3!O9RsfiT8}<=@|KHZzgg3EzY_Ei)4!S50P(lqU>=0tr;bTeP1Cwz+VZn? z`-$ei7fqYSBk1XEj*CWlf0uLp;p`-f#b>8z1?aHjl{-1oN5+slc5Z@Q1(#6*Y@WxB zyb|7{lQAa3mOrVE>k_uER$X}Kd?uMv`1R#F{U8+F!O~6jgJB^1OZLOiYeDV?{t;Z!oESmm-ruXd?e`M7|mj*sTfr>v95I-0hd$MhFKc7!=Hzr?!S z^GD62_;?pCS-+jg{(C*pq?yvB2Ru$i873=~rWwZL24-(bpDyaMvp>U3*sM*Xj`+{7 zr|B+S$1x`81EPZVSTe7m`D-=AUtk`p`PM_>pCF*X3+;5B1FdjmTkCKH1*9tR3C#gl zmoIYohZVZRVIs@$)od){x*_q2!`BSp@AN!;7@#*FU5rGJ{=_HM96t3Tj!L z?+HEYWVkK|=cm+ru!`Egwj>Z}0T*%d=pEM3Qc?)VUv3-{CJvZ`y0!fs%_cu&o5>w` zE!-#gC1e;x*cSd2TRYf$YYUrrk3Pd3jh-yWZDWe*Az#d*5d&8Y|JD$!gY?|LhNJiLLp5yuHe zBO_YHa0Eu?9_le|mVPwoZkd~z12DqPk;O^sPvc3pl9k`SJcNDk>LMk=E2M5cQHd{h zU(9s}{bMt&c34fouuASt>C{oMx4(J2^x7%PWfM#?{ZS7X%_G8Lyo>GDHD^!POTRRJ z98x6Wr5)XshYO2zg8Okjv7U!vCRD>zZy?(EX+brFD9Ix5N)c)P>YDB4RWk*vXVbCe z(5I8eyy-u^?edg<OzakgjR z!y+`k=Ru%A)0%Zn(-C6`tMzE_tMamdNF-Nb@w?ZlWA!($jBpKo#4e2A0jJ5YhT1=~m{E`b~ z&CW?ZVIg4;LY93iYR5Z)SFTgINV+w!I2IdU+{}-bNVx$vO3&XCp+fNN!33E_XRUp8 zO<^w|>BNr=9BbO+tLgydU1v;4{6|yJ^g`0&A`b@{orJeu3Xq};K_9#&(wL)joaWF` zf!9tKgUEW;Yh4o?riw(Vt7}B+U#6DD6Q?>jzQz5>yaWBh_ITT!ijdS-{`my#uu*CK z)0<`iZ7|!mhQk=WDi?i^YYxL&+nhY?c9RlpQ)hFl7ibM-@Icjf2v@;&_Tn!emEdYa zIFkcNLDGh>sBWy{aL9)G-WhV_3$eN*x0_*25HI1N%EO^KjV;}@ED|vI5Dv<;^cM2E zJ&SQH4+nBt1{eEXZ+1!Lzo>Y-(x~i05nwjk%LmwK+_T2g$|=_3DKB$iomccJrpFAk za3X~3UrzrL`ieQ_vw+eKyefP(vMX7#HFK5|9O(m|2?OYq+VR$T?V7w+xioWper3_W z8q~M2aL1MQC6A!KGAaUqXTUe%5boqo^)9e5!-YVb-$4dF65-RZOmM@xI$(O2>Q&@n z0af3wVrkaRh3}^Mk*f?p0rv;m}zY1ldhcu$|S5kbf`&(o}^|?kjb5C%Djv+ z3^nnh`wK+;f^w^-I?I(y-8fU7`%onuEOl==G$I(aWc&m?&6x#ig=e25Rd#SrDORL8 zi|>4mcExbIwG=(Twccafoo~O{74=I9+weO!H?C&hezBa>H(rgN6aQ?`wbj4TC&Kj)JMi=2fXQS${!hM-Do~7 z z%8sUOY(8ofeu#rJ|9<_*lucvW2-T0Z-P!-9n!CZwBquj(Y&1T9v^4?xwA7Z?XZNc( z$;4r^L_@BH=QhGA$$}vEv%pv+%D@xiwuP zQ)l_Jnc8R&jKual3Vp$oiR`SPv>g>43&10@}f1%iZZCVu_e6gO8pyCKhe5QwyjPCaT> z9bsm*%BqxY`=RF=KkCvuNNV1JiimF|S#dvUQu#}b2M`lPqsl^xd&8Fb)d;~=i~TD0QMcBNXGpEz=0zL`}(8|%w6&3Z0QyHO|e|P`1sT93kYBFkkCy}_B!Yn zx5xP{g(c%1_w`}^Tl~0X8K_TNK%O&Ii=qp_6Yce|j;V0=SUb~XJMb}`{X*`v`r}7I z%}n1GN>AwX-pxgD=dpLog4`p`)L6G!QK^ z9=qP#!AI()MpOJ~HOyUX=N!cnOcub_8ZjZL!`;z%(^*n5EGJ>{uskbpK&PQREkOHa z-Pn)z%SiiyTH91CEUHxPBcW?TNg)DxzVECX>ztVDp}RQgch@|n&_HK#;BfYpHuc}5 z(V`pjYD3L9mZdxSBkzaRz>G0kZm^h1RIT@=cO7X=S7AQ+`qgP1qt;YWy5;Atg>-Mo z;6$jeSAc0n!Sjxy#&K*?YJU1XK9;PQmk=YpigFzGK~=+h+=B6!&f&$8UsMk!C>pn- zbh03+?`9iEI?bkIF`uV7Nhs)FnJ6nT9&EjQPgM@sAh9L23zp=xrOD5Wavif+dH#bJ zX!TLU;UinwnT6@LJ4E(<#QKSRE=NbFjx*>{vaEhMuwptjaF zjQh5srDJ4dXv3MNv6HT%dkoy2H~0p>9XL-QRXucs@^& z!24dAoqdR+gbn^};BRp63#24dnATgu>BcrGZTtOuZZbO~$`HLP8+RS>FA$)?uXO@? z`N%nApt(%Ok>&VupPO4Ez^i&q?c(0PN2V`T-n%m(6cu3fo`IBJ zwAv&j7;J$l#fa{4toIgj-*wc~bX$n=vpRR=mStl>U&fPLyESb~O!8ni!=9I0xWfu` zm8MSf)K|`LCvW};#c^Zi^2{Xf_qO_Trg%Rkl&#T@ZZ((xuBc_Q5T|Lp>t0?-i2;;d zfvQr08wkDaR??_cYOdR+;uL;NSpM?h#uJ|IkK7bH^=JLs9asPRMdbH$bTKQs z%ZZzX*o!Bu$4}2HS3&2;Y6tHwklD2SEu^_d`hJLHd^IAoB=9RSr3rbfWJ6Z*RWm-; z)@C{7s+nPW*Rg~&0!-eX2IJ`si;8PjonP`vq5RY3)n)F|X*n`CUFJe_WJ@FyKnEg_ndpq zz1KfE$H_@f-uHc;=llJ9KjYkAx`VB}B!!LF3L+uP{lGS}9q+KUgUY;M2wdP{&H8BD zC1mtiXlvt?xbT)RKQ`_?*-|%KY9^$uIJ?7@Zwpa=KelrC+IcTL;)(GDQq6uy;6weM zFnIzW?R=Ht6?Gf;-z15X)8gRM>cFqDBW~^1r+DHxG)u*F<8^jy9pfFE&k~gO1^z_)`1YsxqF}7h5~JymSW!l_6}c4C=XHkQ zlOtvL^umIOhvuc+<|$3x$(wS%tH=2flG=(!*_{$h2K+ll{L=&cg5iveG<4z-Pv*9W z`BzIeUtoW>{w0h4@k#W|VVK1RY)yuCQ*&_`yB+%r&)0@ys){eUAk)R5jV@7(%I8%V3D39{pIa#x1R5|v<$9sa`_E&_YwKe9h(T7shG0~f9i0DZ z9ub}cNrZs|=)y5A3U91qPH~LdUw!;?v}qYeDsVQfWZM4X8rh7V(Y)z{ZFv7(MZ(%Q zwIAijWaR~GS2HV;KmL9#>3Z$Ct04XAazaF6!g!i*JHi4V#@%@);@N5}!wbtzJ_ro+ z98~Om*%NH7irczwcXZ3M2g$71FvRboMp==Bab#2BbVxotrSCqg_IT6W_7qB8zbaz? zo~3(yzo{Z5<4yjZ@{t1gqa&p6xM-0sBG*M#SssG!+U6GTL0KHd{+Y=>EjjliHxpg#n@}iEKIYqdJpu z4f8R^R2`gca`9NS!iD5dIIA5W&ST}Og5jABEKt7Q&rxjU;L`>0=ZZuUl&E(?XftZb z9+A3l7KAvpk3ogOsuTJ<$S)UOyN`^XSGkrmdkmv~?o#bY>zuu)u?x@qmXV0Wphz3%J}p1#l>XKKXXz| z0dYXwxGw!)%6fiTw4YwJoD8uq{nmbpX?y@VI$WvS&QqKskZ+nGa{_ zb#eXh?^ioS!%35=F@o0A6R1yyb(ssR+mPYe-5U7LwRi7Xv<7-n1?f71)~JSy5y(T=wftC?<-eb^-JJ_FMfEkb3(IXEsXFLUc!wXFmEbf&6yMxv z?6J&y<@r(`{#B4~rd1cULgQpc#w$x>ixRn%oJ^SN_!cwJq|7#y>bws?S0COcztV>& z#2eGIa%2pxCfVGQEBw&ywpgR>i7gcq<(1|s$t>xPQEvGzL7o=*_D}wjU#^Q+9p5XD zS5hrZ7LeYL?BHJ+M;KA0Z=1@krWf(>O~$u#Hs>1pkRFBa$#4DxvCA^}xJsHC(AM4j zQ1rp0D!wM<(xdbZ2o*e7(I6|Ug5Oh7jC^ci+=c6DZkpQXDKtdO*Xb*Vtc+t(-Yqjc zVY92I)HD?prTU~Ujt=DSKRIqI}8J#4Nj>jGi5 z?PnQWlb1o1LvF3NN_Ac0z>M`IN84->;~Sq}kMyW zB%pSC4NK*Hr1UB3fvNw|vA`5CZa&67SzRzm56r^WQSj>AIzDkom4;+lH@t3jGd_*n zAI7*;Nx5HlF)g)yZSz#)O#D4gi-MQ-{~P&`p^Q zmVF;{CYw)~&*4K3BSr9(z9pTAVTE4J0eSPv8`R-xf|nic$XXgZYqCr`Z!9?Z^)*|{ zdr?FO*bdMjmKyHaB-PU;8X(?l7s&DLmb$B{CZz=)I9iPG6=yQ_H>c`ah@$RKMe$== z@{}tu+GQT zQ@l-r&6V%rKL?iI4mbb=LT{r!;kJvQzhQu{#_zDEs7SkD`u1)A6NtVKsGaaPb#L_= zs@B~EQP(HGnoluC%z`Xyeouy3PZpEad6*=sB^Tf#ponC^1?q1Kwzm2JCvrr^8Gz_I zL1cs?YG`NEAPaz~YJN;e72OO|Zm*`bq=j|@X!4og^#^F3oGIL3$6W3l&?rH6li}Ac zf(pt$ZAVf6)qQ(K1K#J_xi5mKzS);-n^L~&Kv0J5a{-o`&Apu+qs~c$gahwqfC&~p z%x}7+RgXM0=pDdXDTQO;fYTHOh_YUvM8ApOIujoSPNGqa@KKtH*Rz0(R7vOP2~9%^ zS=OfkEZ8P2V9A3Xyr$$3yWM!=TL1?p0sD?q>_IF2LD^|uT3~~sg}x-{Lf3Cb{ag?o zecK^&6`HJ=WbmE73*!nT0|RWe*0b&|jKc~MawPEztlWCEonkH!{V$O3wV@?IKdT0O zxT01tuUr=Apxy1Ki`G#bU~FZ*b%p#LXSW@3YHoiYRX{!Tcar)dNChXY6#DQX%J%^L z7TF;rT~2lhK_luF;xRP?aSy>edi6xUtz8^dSri%YKHkOIZ5*B$@*Ub0b~F{#YSbSz z1Job|viyH>AkA?s@bhNhWR!y;NTNvXL%73HQ2JxoS$!>FspGphbsZ4HyHmv_by?9?_tXt_QN7@qwm8D$RYu;)%*I+Wy zZ`XRx?>6-f9iak1!O<=NFDq<;%1mYPwc%CXGw^;gJaEHm#j(c9%NC3B^MX$gnc#rI5s{Y+K5Vy7K0R(JKr);{l#Bm-R^=NkjD4t^ zhG}R}gxXyC#FST&nM7ZPccfD#8&c`j%_Otn!6v|+K3z60>XH=ik^_W++e)f->h#qd z4%=5s3f@TESqODqI?C{^p4v#g^>FJ$a*tJjEBzZ912>KWTytUewU#Id_5}OHk7|8K zTRC430jamRM7ENWp(KQCq18ahKm|J|crl_fOYJAkfVeY9QuzOgCc z&_6Q5Htdwjrcmi6*jUsT`l}jzDzJdBT*6440$@`F?rg7R+Vq_e9Q>F8%MClNCPEPl zKTuWD@83hv#QH2_(}q>3uJvDsgVyg!*^cxKR!R!zhEHz4Enbsd1Rr z$G=f`)a!{;Bxf~#*dFb}TNgnSV%*>FlQR^w0kpE}XawAU+mT$3x!!i-&X3=bwdVY} z9R6eNXNxr0n&A=vDmB1>LHFC?pto28%*Qk^UH6c$rYDk`>=3aI@Y44q9!A=|K7k}a zV{m8PEtrf9I3yQp4@?UqE4BwLg9bZDeN@2X3!}a#XV|1>=E|h@N@GnH2P_qi01LZg zRz-!Z>5%7n-(8DjMGu~Jgq|$an1zm}e!yEotEi%?iPcvd^KUR^p8?d=0%k``DoO%6 zpvET<%gC;vq1c}#uE;tsy-#=pS@_ffVH^IPt3oIhK#6L)EomAEmLQ8sOXzzz<}5IY-?Ci0pQ@P24hSsc|sah^;Q*ePP!C| z&i~AOFVBxlps@u(VER3?=&`c!;REtQp>etm(2-aYBm#QuE#FYXAqM3u^NJ7a%k_g3 z0M}t1Llst82<%kgD&`W?a;;oHR9~x3VLushxw7vlw1oMJc?H~MV(a&81cP#meb;^v zU3kZtUGi%)G@>?WKlEC+DFF|FB|s`;GQJVhu?F?2HuH2iCj2vD|7wz|6SUX0H@5Z^ zc-jAFfpzqDV;j@4x3FVet%m8q{$1KDWtuLo4}3GO)B-I{mWAtPzXgJI@B}F z)R#9lH~~?{BJgUQGW6|3eZl`g2DQQ8X@O|D=+k(+pk+|SKgwW+p+%D{Y!bl z6DP8~XR-jDxFBpUjXuKk(N%eLr#4pXemoXT zCrf~hLp7!<_d>GUDW~v>DK63t`&hJ5G~j-caU35rtK+*ZPcq^e)KQmKGwnt84b>F{ zAsdl3JAQg`qEWf*Zpu`Shogz~>0P>iIMM*6=2&Wtv!pxC%Xj3mlZA+6EgUqq>%8^r zquOsWWRJx>VK_Qqk(IEVrThnKr)w^U0m3PZ*{8T?HdOwmm|>p!(8^W6Zh7e`X*Xuo z01*&HEih9KIotGhey`EQfPY>BjDz!x_twO-PRuNlK@`xbP>zbiqX9lSx1v@;G3(vz zhLZ!5|3J1-gBQwdnPRl6mqO#A>ju|<)CWLy@?)-4PIgj%^n@4!u_M!S`G7O#GD1J) z!C=WIFo(#~dh(`+7mm^UQB?c(7VbX~eZ={oX4ccMx&yI9sCe7-InT}8*aS1I!xJ89 z!Fzp1tqNHw61&Bs1@V<-kr6(afwY{Jl8~WV=@O)onqkep>zTC`tIL zZGMFPO67Vg$99+khEWY*Cw{Wb%1Upz38=eBRd4A06y_orW7?5418|n6t&^ zJOSxcJ!%WltYN_`S3su`Z~*ib9*RT%9RJtu7IXMfCO74q;jjgdxbna9v|~5Q8-r=$ z`7fgis*B!=x{X{uUQFKV`44o1u4c5BM3v(vly!h;pJL!n6<6kJ2zZ|;h2x)?2Ho=% zdx{od;(yCcidkc+nNkonqdmon|C%<|qEIpiCy?w+t`OXfY2QX$YwF3b5R11jPVRhd z{np%`X33A@O)YU>vBq44p7f@lBk!289@_jo&_B?&BM(f12Z^!^6_|%uW=b~Evf?5{ zdm?mYW6RsB6d}|4ZUJQ-x1QO#~LUA~4@P(xx~K3^G9HPL;_ z$M~}m?IUPZl@P_3VS4>;?$nbgOUs1g9U-Nv89}SnN~8yHRm?rN5ye}3zCO%%Tj;5k z7FZdwYUP}g&9?tcF(i-031jU_E(b!b8-D1hrF<(LaM^4S6L z7MLIfWPU1ucbj^Jc{OST=?nFD{4T&p^zW4OERU=PtE)r=yH9O1m<>nG#k`eYRM{Ez zk3Y)&T+IH2Cq(4g&}tY%?u&1ss#Q1i!ot#}E2s`O?tL+MY`KrwVnL~OKC=x5mlsm` z*GfM2u-S!3qH%$C8c(13ogAsr-Hi2VGGZT&_kNZK8}koZK4sn5ydK5%_p=d50S(*u z009EO1dMPqHcI_XXG|5nsFKhSAUlG9muwFoZBjfkL$8LXY1~FSi0A1?KWFE{GT>pz zMFwa8o|*+lK-ZK0FRsxdOCy2YZ?+z_nHtdJcf9%WwP}#YQK`C%Eo1ufxG@>=2-IC=yWXR+)xggD}v1@(pM<*w{W};>{ zpX|3?k5E?(P@Ec)OcCul?_)V^bc8O%e7E~-{`>q{0>fFpa&{TLas=JOY1W5vVm&cB z76e-jHU#5Sf4MqE_=Ac3^S1`taX;%Gux2G7O{66=D(j9*kgG|WndD7_3%r4%$-d>N zC?#xfj_LmOnyYAtD_}Q5d(4TlcM#h-FlM5B$1~mb>~X-MaWnG@0$DweO%zhA(ax!@ z{e(E%F_xh_1o34Jrrpml^YupnH8%QbC6lmIoN@CB80(O_$)sH7Zni$2Dx^SRnR4B8 zK=an6!h_!fnXx7YdbX~XJ;6a^!g2QM+yk|So2Z%?;g=yMO z2aN#*@)mdF=Q|(ohY{=lov`pb;)3BF{wxm=VCEI3zm6bF8_{v>>H8$VlPM7p39^B2ArK3nxl~mF`KXbHJ!AAJ7 z%^Fw2Q)>9$I)<#w59m_?8!trv{N2fbk+fmlZBuC%6_<}cKFGe7JrURv^Ti<631Q(+ z#^NoGu{fr!JD)$cRaE6r);(L9JgTeI@-O-7?nBK&VCdPHsj!ubb*du7kRVF-t5`uz z^?%j~9pV?*Ny(s(A|B6;Cp8*|YIzNhDCoZ#*Qjo65q}acl|Kr(BxXu07blZVa-45T zeM`Tm{P!qXyc)0uXq5h*d%sSE-NVDLvPh_V+FencuOb6$2m&-a??cEExRi3W*nf>T zj6FhgrG+2nUSbN0|-tM17!V|2U1a@XvNpB%Q_ zeBUy7ZyHiDX9IH?x1~;3LoAbF%ChHl3v<%05v~mSwJ#x#7eU_hu1{{Uap_luU`tZ@ zrmNBu-nvW;LmtYuJ|uRdZ63BuS2|X&219cR8zozK-IFbL4TJ1bz@kL?!}3W2iHBKb zX=)bQUzRbK!|LZxtInpj@XaW}ib2tI! z7O&p*%B9oQ+fPo}LchXVV@zNFVQSyW)KIXjs%8^eeOK!BsrgpKl1|10F+FYa(l1-; zZC@oDTlRABT5O2-*PWGN$D0*L@|&(NW`ojd$JXEQqW{!lRQR|Y+2h&Ar=vmxLp!bq z1f%=E{+enIYJ6m_X?KTz-PyR}bnrGpNyl8&;~XXawcx;6@x?T>b#m&l_V%s7^5H4 zOb>0?T%%3wXcWexE+zZK2$%}ko_t{W#Qvn$kg!Ggpui>6^uXNY=SgZruKEqF3Uf0} zF7LbVPzGC5;+Byiycqu@{)a*L1NM+^K9fwsS6j?Gl z<~Q2dE~?nZ*#A5m+YuI1EoH{`tw!c$A6uq-AA{70*#umV}PZ7qm94iG_*VDnV{jR3jkF>A^1&CGHLwO?vOXturnoCENXF zc2#`#R(XBw{gNuplWbF3mPyf3^=Ld%wrjVQ)$mFsI|f7$fdS1a0WY;ShV=TH(tjGY zO-~X*PTCW{f?5MEa~svq>+>wG&d;k9KOIe-7fm<+n$+g|#9kW0e%99Ld$@5Gm_I+4 zpoH0+uj=g_V8FK}kE~6&%3IYOYAUKdb!K$<@xYqo0{8q}p`yI-eMTl8#1jm(m}>m(sdH86Z5D25+y+rlPWdowPTckW&*_84yKSfoocv2) ziOj&(Ns;qpu)|j%b`b6T>cd5{7$i-hs-4MUfLp_==SZ}k>D_O!7_R!-u9Y1|TRpzH zQPP`{bEdd^^V0t2XeMR{i9R5_YbU%z@OxIsUCw;%mr}#5BL(JUOzD)|GJoVJZ&cex z07tbYSFZ;~Zrl?KK^tVLZciO7iWZt&2>==Pf>+UPcX-pZiz|nIEx&SKEz1?ZS5*wFYBhqu-jA+LiuQ;G?Z(Jto%|!XJjoIFP zS?y^9#o;53A^e{qP$Uo`eMQgrHIp90ot#+(G^mfETFDy0B3W!?!G zk%@nVnC*_{Z_GFJGT(ao2KuoRx=)>b=7!8?qZ z0?D>rmD_gzdqO{D-J#{l<5s2~9@SF59Z3{VgM&8Eho2g{T2CYz+@VTB>C69AS-P? zT@;0B&iFVRwYehtFBtp+(r$!GFU4%J`bW6Oi&pdWrc4 zAE{Z-HR(T=%4aSg;euo9LbLe3C+-e?GvQ95Uzs;J4Ntzj!#bKNXku0q!*(aUs+(jr zzZAz5V>~>m9mWx1%W>$tz3ZARI^jWA)on$F91jN$1av_vXR!LJaRh73EdpL$FMjxH zG{f?=`XGZwRBB4ih~s8eeW~@T`!gKpUqUcINIWoJ%b1lu&q7Z56Y#onE$AgCl)?RW zu1~V0nREj_cKLrxTB!~J4s>f?NtwbF4e1#J&L0~=_tHp1JWVuqvwRPv zIsJ1W&j5e6F+=mNm=>@V-Iypk*AYQcZXtD_jxeE9j8wW+rf}ZI{a*{*Zwwh~+uW)f zBLX4U`|ccibAQ0XWdDKKwzvW?kq^ zYk`f%J8hCO-82IbzD~Vu^zO5-Js;C*YNk3!f?N&Q(C?_{4oU-@gs%&El(*ZE1|hEU~|Zl_Yh#Ba+S z>@!;#jevYA6rqdL+sJNrnjs{jg1pjN_??VE%)t~25Jb}tDY-Yf3A!&D8OVM}e14-D zrN{HyjL`VdQLgbUW#P|}v$?-!<)ax`3P43nz_M=WyR^5ZR*Y0`8x~w+_!_$zZgvd> zP7aaqCAE3Xqfb^*kdu@D9jLjiw->JdALbWl@PF{l{QnyAoM@4j*9U%B2toW@nKMxc zv3zMc`xr}RaS8ReP!5oO`0(ShY9YWrFV6hd()FF|zJlg47S^r*nhxDkPC=nNMQ!fe zk)IiY+|Q&T)fV|pLHjCfcFU2WlYc>$t+i`n-Y^m*JgTTj(G(+O$kZHFE@|(sZ}rG1Bc@v+-= z6jER%2iSE7WSO(`L0}&jOszB`AQ{MYK+Ty#jii(uF_`*T zO|rJ}B{16fffrhVWAJCTzy=V{IJ-6u?s{cTT5nV>AzA~f386Jc_tRLB)!M4-zquW8 z*U#%;sA~7e7g{TT*&C4)Dk^b-7isOD=Pu!{I5zDQ$d;ixy>QOILo)K!#%0e|+0$oI zrRDa_&x)d9K;eQ@V|`z5BtozH-073nHT*fN@|0$)l@H6Bxc|?@(rzExjh%vDZxg;r=?J@tRQKfKZSzF1om((AaL+GY5_S4-_7;4!L_A@omZHt$j(T30|N^ zcKw%W=Wm}}>l^QK*aPo|eIg+@^;04RM60;}AJ^T%(Q<}QB#)O)9GX)4#O;-s2 z7@w%Idj=`Et>4c=RvF80O^ELQTGgw5H@M0Zj4k6ssB2hONBwGy0nxUKLC=zd{r6&& zlty=3XNQbevC7#*r;*D2G3B!1n&U8 zu)wD5??Lg!di-PM6F+754P(`NpX=+@HDCJ*dI|~4^eva>1WJxDztCxAvmhO`ilVTh zF{ftOy8#$uTB@C#G0pKPR)S#Ang!0^KzD;h@Dolw=YF|Nmb7-~C zsWN>%b53!ROU^yZQnzW1xH>j{U_7bv5YQqAAMUw+lbrXMe>H&O9z>lw`=4CF7g>(> zrRH{}w(d-{_Lmd5FSsfsRvmtdVl4KAt4eN;X+M%~SjBNXh%OS-5xutQcMZJD5L~aI z?JoJXQ|(q|*_U_%Vgy;)(HCNK8I;Cd&yd3RJ~%#v9S?nzcQYiN{gAr4)4^Z0%y-#1 z%87mkHx_cO?NtNV;Jor!S4xXqmlx=L#S>ZBmTOWwn9{EpWDpmMcwHC10nt>1;5(Gk z=O>wVF9j0Uq-ydDcB^J${{w}cIi{0J0~nzNdmyfQq^!N3U?+66#b%O-&=u(0?fh;|Oikx)Nnxv; z-92IsSoL&`)k*PF;cv?1=}oOgh^n5lr~R<8lG#On6w@=Ea=swWU7#v&qOxoEmh_4P z45!G$6`1eqUsso*ry9Ko^g?Zre{xp6oqBXj6XXH#sHSe09>H_k}jrX4(?}6W+qembZ@41 zrO*^465g&v?XDUV`@hG`^9?uc8=i+}qmqJep(Jg04z;RXyxzI47=M7LUP7ll$Av78 z0>ai-zdL)HKa$e)t7b~OsVgmg;1Qt}c;$6H`Q$Xp`>fTAFU{z*T^Qa1cb%OaS#Z%M zccRk*0$!@`Um73@R0ZEwCJE^SHxYj?%8 zQcif^WXY!DUj?bG5b#>^-(R;U_kD=llo7&l%3-cFOEe5ZhCby8RZHOxr0z%x=9gJF zO1oNm7>97n#5scv&fZIUPggQKegx;rx~(8~mnNy^WsMO7JcuFF>2CNsM7eNMAI;nt zH!o!d`sp<2;^DzlUv8CHB62r4QomNY(9<$P%vCvMUj29X4F?VJ?nuoTf`it+Y*+#? z25RP3mKGK+EFXjTJaAb5YbV<1l3g-ls}z|2VEURu_7ZB%o$vk)XBR&o2ql0Xj--sf z0GEY*a&9R457b3ZMHEruiyU#lu*phpm4!V6Ourg z;r;X*pUDG(>O-fKm6-+-1xwSDG&O0@kI?iOn08Kk;~V!yA6!6S6qy4tULlY|7?FcaRp z{W5<&IppN$vtValc2mDk#lRhod@>^Yb-i!nrA&y|r*v;a-pndd z=V5nOl`2qm#_R{H_}_DLt&qilZ;y3ibB5DUbT}k?PDH*Xu=Z3EkAp&%Vl8bm^2?%7 zmRzBlH|5fk?r3lC=9$=aG~UJ}+=&(P@a{89 zUMAXU_OC3@$NF(2vsZx4#+m*9Rmg9Vz+cx%xGimqcvcY?6oL~*w@UMFBr!8J;b#^F zIf035SZvqmMw@(?Pq3r6aVV)2)R$!A81XpC=C`iGhg!{8F3IXyR{swvyVcCCny3PK5J(Jac=ln^-k@z1gITeWzgLp3 zYLdu31^ZQAlQbjd?ai(0sr@{I_uOJI-8#L;85kfAa#h<1tPN`#@iS*+Oqf_U8%qzY zGaGE8MWN=`Yqhzrr~!v0_Z3|>UWe<=#@*dz**+hgzkhGcX_YK1U;L4yk(y(&W}uvc zW;!r7pTbPN5H8Pj_hCCqYZ2C5G5b6z&wJdaL82n&`M{P-X(2Ygl-q&~L;FE6F zZ>tkuEn3yedqyDJLH2$7F#pbL^t?x-3_5EP13t=6`(v|*8uf8(o$x5YN)0a3Wz>69 zrg>1fZza8L52LTkx|3Fpe7;#_UeG^eJUK;^=bm?mcp9QvkzP_>)*HgfLBVo=Xz_MZ z33!Y4BA>$30LawQo7+A8>f=AZo0j3WZC0U9{^mZM$NI2x<=AaXI^ypf3QBkBdEUKO zY!0Uao>3)24z$JduLV1t3mv%!B^x+Qo~;ZD4OfIJ9BgUgJ}5-)9l))d(MzY{W-AAT zwn#hZf0((mtK>_D%C7G2gE$RPz14Nh``G2b`{B^2vzL~K%L)?}+uvy;Af;D3x1Qpv za&Yg7aC-=_siyArnTe!9Mo`s#btmu>pj3Sc?VF8a5N|QtZUS#oruvYyy#TQ4y*-O~ zT!BU0&^E{2?p98Jr*p3T_ndM#KlD<5+YO0O7 zUeOiJB^Qt-4**)+bBo#rTSHuW>R`)0@NxDV^FV_vhx-d&L3XX@c`AhgzW%t-`Ovj0 zhtv8Cf!QATc?8tgtSD%H4UC1a0^9a!^nmTZvBPvl-Ye#m4=##izK4W>-9wW(%}mH> z=mgJul5Mz5Z4WCXMSGDbwm(y;_M^Kq^eo1Dqo#z1)#mE@j+QK3mTGp9R0QQ@D6JHj z1LfPg*f@%?XzdazRhYFHsYy)}XOIQ3U4z5bupo5`1DI(jXHtg`4W3>Tm5hL2%U5>5 zB5gPohH4E6@qhOt_vmX@s@#>F&m5)mD>3>%&mgd|7?#Db*8Je07P1(-3W&j3@@r0^ z>Fgw>R}Mz)?E=SF5i?!EVw4KoZ;9|#hpU~i1^UoaO=IquVZ9*|?`mvh*r8f+9e5*s?J;(}F_DdcM0 zmTVo*l_OpBg93wyc&L5EA9V%Ym!@@4iM75fn0{L2YGedH&v#&o zGC3n6G=oD5;PV7U<$P(WT~!1-pcZ<|pSIC4Ke691q{#dlrFKHnAKmeFz-9S0; zx1-RU@(Tm_yzaX?ftd{5lWYh+y3^f#HJyF&_R^iu@tH@>k5$_VXus0*0Hm#@t8-1C zN_+hNvZsD$dX1NNn9Q#-dX-k})XLwCA74Un>#=RftV~D>)|UF+@N-HDyaoz(S`o|{W(s_HfGF)iwf&<_?I-^wnrStJD`I_>_bTOU1NnRSLwqVQ&Bk4wi-jI*F`2s7G`O$tMrst} zAX8k*aM&qv2jKDrg)rctKuThOTZ>Ivjoyc1$G@m6->}lqigbg~@Xn64HQ(ds{jK94 zaI_H-;m~g7D+lrFf^b(RpfRBT8gHi>bib|Zq&69{t4S2vn+f$o>Wl{^@@9j#0{mtY zF;^B94p-X?QA$?%5FCA(KnksVJ6K~Ql{m#f(EJ{Magx`}Sj)fA1m^dBR_F$;K~ z_U#25s6*+#ZzW_q3>Uf(j~m7iTUW1?yRXom7_S`3`N#MKjo+6^{d^dL%cN;9rh#V zOw{_6yYBzt^xp!oY%_%o(V7BUGH4+`5z;rGH^_u-{COM49YIl#+aTT}E*v4A;{J5C zJ%qeb{|~gFv~z&4W~vKaUV^jo9WiY=4Yop1+t5(Qc`L2s?Z)~f&_+rKoWPWP4hv)7 znoi1Z4}ccnfgSDw{+$$!utwOow-I45fM~;V_8e&#I<2rjKPZi`-)@A4>6vb8)?L9% z4gnBB5MQR&#Rxz@Vp{;wyXFsKv2IQh4J;K0FO#;q5cn+mh_mBWSF|{ z*O&L7Z!K3ni5GZQm}wlh+F9sZWkcc^3@qczfjxIe@kANHdtV+9x__1H8w0LdaWpR0 zTyo&ArQO4GFU?JiRGstkUZ6z1N?o<~@X@NzL4Z3vyW8 zUEA$@Kl)GV1Cb$>r}&#ICs8MZjC=99Mp7m6&vCS7%E zA`XD)CXWr)h=_|&dof2HcJ~tq7IC!wc1YlQKkq3{mK@fL2jjZZ$GV5n69CqYjq6*! zRQSPjJVK1f2FUDJeque~LvA2XOfR5aPjJ#kNzVBoeTl3fD_sBZb98*!fF0Ylw4~b! z6e7=p@CmT3ojV;L&+f|{17T`Pg{+&{QqMJg<uS1X7I%$V!TP?wMtBY&{Bq~Vu9ni@!-a$*mLD=n^(OYHWEgk@{TUZ{f~H|dOU0ca zD#mKYwwkrFe7wVQBT2djkj*~2Qk?+ZG3n$`U2BohOtfxGYtqI}#L zz1T`lQgG~BKt<%6Sqok@Bq={vxYuEk>XABykv@mR>g#Q>QmOn&q@yo75{(#UTgPuQ zjJvn9p1nwYPNIFsoP*Vwve*D1J65BtEgl~Z9u~*8*c;pe4YY8O;bh6Sp+Rl0>idNi z?5CSVs@mB*tAD_DE`nH|mL<<#4SBHZma2IOR}~Lh&ce#e&bTHz_eO>El_T?%GZnrc zR8U$VQ3UxdzP2XuPm{vh{4Gv44>U$?PDn{pdkGbQ^<`_9oge< zAd_|IGM+bYz)W@qW3GAE%8D61i+iuhu8zF;TR(mUcndx=et>_uO8iw9qxL3RlM`Cq zdS&0m_|az~LDIp@LYwo`v7T`ix*%neIh$vkVs_l8958e8^|c!2^QAXM5FB7!x!rg7 zSZx!yi45Xg&={gfal-Vx#-C7FV_i{|jBb&^qx1D@mx#PbVn|Nie`juAEycW0EP0E7&8l&o(KxJTy?xt2#Xg&Q+60bF7wn89xLf z_W-N`p8b9U$@7zJQpNt9zEwLjl64S9gg_3c6@=W zuOIB{_RmG}SQu%uo2+Qgw%n!HD9fRedJ;$Xb+9{+cYS2w%N3NX_cF7BkBOU<;fHj- zqBimvYw~C9&}(|;o-+Su3@`te>sp|3%y2iOE-Yb5;SZ-zBlj4n>iC>js1kEcw52QKjLD_8}ld1T#Kp-u3F;kAs4(@DKWeQpz&6Y!E_W+htt$$b;4plo;c|^SR^NSoN z*{D;SQwmlt#uLd+QVyN~j=r^t=-R5`c(Zpvmbw&+6uR(JUCFb86p}VjYM8?n)cHt_ zn$r4q)*veqS)3hCB~62fkDX$`MReVa#E+m>g*+B3GK%9U)Rgr2%=&l@z=;KZJ(9k+ z7=_5p03xxk^=ubij$Q8HH_bI7-AOlf&ZOg@h1|F_21(!ptss$AvU@v8$N}f0hUwKN zV}+|4KmF(V9>Yrzb zCRG&%zWHInAvc5&s|t!x`h!5jnvl<1t~vPv(ZzMcpA^v&X&KM#xW%)MK#TrCt>iFo z8-#8EdAwhMs?NsgA^}f%e0^ zhe-UHbTK4B;JX(J5Xn!Bf4LA#O|+h2pW#4_#M-^mV^!4gaQ|f9y#W7r&->I^y`hDp zaWx{LtAP0Xs;1S;{RA89sh|3XGf!E@zNm^#q&#(>Kc9{Lc8@>1bdt6|zKx$tlXUvD z01eyK&6J)F@aMR7&p_##e;6k` zdOBt-s`Vd8u7JT}CAo4|w^YQ>{O!5t$18Yi>BG$D2VHaiXN%Y}m{BkEg}&U0Plv*1 zPY)rtO8yd!=)v&{G^G`vktFQ2%>{yOhd69TVAYszobQ{k;jUo6S~lB@G9QW${oOW% zAMR&eD75IkrE6}BtbQ>gfyFB>Jp?~ppARDi1od~BTcHv_N&o_Tz$ zh=Y63tV_AYF_zqv;I`#})rA5^dm(Jn3iZwRI7@-kT75z zd}QQ=GwVI0FuuKh&@Z5OPkXq5lRkKrW2WCWw$er+z25Rzn4Tdk4>B}yBhA!lSs6I( zeJ>!tmBT{|p=rz+*|kH=_AKme)0hHrjJJ7m2k%mC2l&?3E?SnG zC3Ur&C)Yxk&rcL)?#8b?f7Z@?FQ)I>C;nB=_!rrwLKmsyXA=>PQi%8Ebz_F8QQ>XX zPBH1P7ldce)3m(7S$QuttCOfO$Q)Nyy?!%zThu#n&GAVW#RAmCGQ+>yemH9PG7R0 z?+6tz)i&BnX_{3lecWKMl=S5vIe;q>U?fRc&>6*5VK?@fOFVKn=ul8 z0NxH03*?nFEXPCM0nLY!$n%eiH__+C^s|Gt+um{c!AI#r;yz1j7LUT*iuO zJ?t6;D5z1VrOvsQmV*!o4^SU+r5d=?75BxOCQ$*QYESkfg68%0J*v<@wd^TBvY&o- zYjV^|xbZqojQ5oEkwk@1%l?iU`6@+{ri1cCACiDO+WL@2eXCDR=Yj&whAe|Z@6vy#th)qLQ)gP>6R=`I9$1hoG$tNk@>B@O+gEM~VH5VJ5(sf~WA7z!SeR*yXgbfG1(W-u7!EyzvdP8%45VEv`3f!o$CS^{zsUS2f?{hE1`I~k4QKTJX_txK= z=1qpEsk@2_squMtb9F__r`G$7k2)gZu;AS;pO<@>oud|0u&o7T5g*czO0kUa57^L z1TUK*OND^g^CHjEU{|I|hr#&w7poOz${_-PmeHoEBk4ow*3s=zTS{5=y2>x6TEfm5 zmQPg8Z?-1eC*;yg5CvXsPPDxiD_>p|)C_ipHjDN+ z>olctMh^}6ZlgtCPMPYNh&g56eHV-7rXGzkY_I`&fgq|(k`>mo;|!aJg!7G}?Sx#* z+oBVE^=T>9;8DQG7*p*AJ<9xb(Nk6MwUC`xQa ziM@%vY816;?9?c&EiprkkbIuIzdwH8^E|)joag!1iJY8s-|y>vUDs>5f-AD6_nz~3 zx_cINw{2XXakYVJ6h~%CIov^>6Qo0V*Q;9BUv}Q@xg0tw`NHjUq3tsB`<-hC6^l3{ zr#qL-lS-f3oGYQ-fN${OzQ{R6s%?GfJv#rlcq(u0L($REY6U+D+wmN#h^W>{saZZi zh&;}jnTcO+mIic1{|{#tt#fwf>JtAiLVO--R|haOT{X*(-;K0RUB@9kl^|HEA&{# zoB)-IqUx>l5Z987u&lE(iF|7GKo|6yzSi3|8N8_2J!e zc3)MoGJrW%ZUp$%c@r7Y3kN91coww>h#$onAYr^G=O>9l7-W3__;({|N5oZ~y2@U) znubo@d(BjL%n3N~FSxT@oqHc-ZbrhKTY_ZChtnT|aHu~W;*4P$D&F;~B8+IjBte?M zR;=fF&If%tD?~a0{;I+A`Bs}B+;*~qkAiRGc?lCwYN@hM-Ly*29&YUYcqOY?`898M zR2zR=#Z&)O>p#Vr4n*s}+Y2rnpR(f`U~}&t&~c;Adu(Coqi< zD1$h@mX=h=$;`OCE#Hjp`lOFu_rkxjoOSimU$bi}oV}41b{pOoJySIoXmO1~E^o{XM+iF+xp;TaeVnciNKRzQ zDu;XA#pO5V+T+g2M9#ia7MilV;n8-|F{}0#LBUo9x z@B&Lt?_Surp5&75fzwU41H4Z48|pj-%9c=Vn*ZN^ME^eF^E-J^F}^6N*y{?|2sFOV5n@^vvoB5KxQBe*bL4 zqHe}$!;^$derPpINZ+=D96r1`)vA6f1bPgeS(c_a@m$8KNwS@(~A06Z~>EBpUz4@PdZ9zHVo5Jp_cIvRm6UWl?JyZG*uQ&xz5Ah-yn~BO`-W=ZCmmb;-F1g z4bJ3Y^zHW=d$J<%kL+uiF}_L&{)^0Jf5RDDq0Ndr(+P#vF7&wWrw?KUu^SZK}mAV|x z&thylClDbrdeAuGblHF#{E3O}Pg%{Dw}#t4rsZua`2iK{gl(%DYZ>9nBAncRL!vgV z{`P_qH(bU=zr6<^WWK5DBxI)CV%3UJ6R0mCYBowMHb*Rs073>zMdVjv#Hp%p*B$QVLnStWW)R+4jqKtiEY-%nm zs{PEYjNgc%C$jU-R~coQihFEIZ`Gs{-3de2@XhrtTYXBp(++E%h`%L-+R2f}h3YJ; zAMf-Q`JQ!crm~Q*;=Fk!5#69NJxJ1y0iwI+ zWOqfe$a1RJj`FL1yywxDq>CR)@+{A^{wsZGm{6~r333;6CU^7l4Y6H&WwhH+)WV%} zTAgqEiP$&i2tLSpQ@e`*M)hp*xq}N>Vz1;~{ip=_&lnFB2n^iYcYRKsMw+NSTMbRQ zv~$F-d}IZ!aW@`gNPgPC;BG6cpF&T?%EkM?I|(=4gyUNQ@Ni%3oFnb-+>UP8xFEUe zImD!SbYXR0vTxvf;S|t~BQ&kOKngkk-rVX>lqNXFwl=;P-9CjCMyo0@Y3d;33J+*_ z7;<3UseQ?@J4}oJQm^Q5wJI4xDgLX6G< zo7eIa^=37mKyj@@q5sHe`e{}NWTery>x=_&-Lt07WkQaVW^6g{#ablPc=aOKQw!DE zMZR6Ph_eU{kzHjmEph<{GOYv>PssA4`td^?=H0xch_jJiAA5>W%;8yt>iW@E3PdO^ z@Z;xa(L6a$#U6?y!e-Zak}+-uD$O9>{T?wb6VlK4SD89j026^~fnxZIGEbndgdvYA zee8pzZq68 zt<7kU(5qP9n%8ye{3ET#?9|hQuF_L|{i(p;SY-+9D7QK3;$kCd|6betINNhxJn&B0}>L-#RmVzRUV?&3I?^ zTz{ncC>1F@Ror6ZfV-dKsvCWasx*MI2lFr;$_KM{R!YCVJ^}sstjvf73{F#JY(^FD znA5iJ6dT&vU*{a-l%u$5Z^~lBp7LD4d|~E0??My?pkqj0$b$V&F!H!_19U{ld|-gj zuB@wwDp_rWv#m9UY{Q)G(N!CLOa z`fZo@w&63q4eUkw9}={dZ~Y0WV9HpBmGbaEG9BPpIhY8GY$lG;YbQ6~LM-`kMkMqX zi%8}V3>C)aJg2;9KM>k;$9n(`zrVxiLYG9?v~=I&iZbujQkCWye*YQX%9wx= zGm~6N=^IxmaRDu-YPr-=XWk^_D_@sr8*Q*mz|GGgFuCxZ{^iPQrrB3Uf-LzF-Yoa* z?GoxD1Ma4cj=Zs>2wGnn@9Xz425$t!nK64?sw{4?xq~5@hqXALFm?dBBvg_Jq0I9 zR5=FsKb=tiimN<&P|L{J+~6O~$oSFu7*N-ua=ouNVQZcTKhvi^jYdTAYMNRn3_1-O z&M2t74tpN|QfDGJj#&_-Q-0g{Dq(T=mapTg-TkjG19X7sV)X8FS+&c=Z`YeWbz5WR z)@>sgB3`*+T`q#QfzI7h3Wrx>iV0q;pK%cQz3-Q?{B~@p?5*yI7PQtun zizei}^FQ(3K|e9yZLV|GyHxwWQO=+)g=52SLpo)$-*^1Vo*Z*21&rrfbjYnUKd6p8 z$F-i>$NMKaev$DKw6l|>eB8ow@iSJW1?f7w!lcuC0(vq_ug>vf<2eFyx(Kdxft&yRjs(E5z_#XR}8?%NPlx44M4I^{>rb?}6M~Lc#qup)3 z!*nHbN2kO0u>MGw_-3!k-NV8*J}(Imnlpc)jUuJ{1WbRDl+jF7qa#I&EvTnr{g7_1`anpCI2K7NCzCB}z(>pasC)$bIQW zWEbdFW<@X9VPQZV37SLyH@~r!a z3AwIa-Qm|4_a9lw#Xj;|Vhlq$8OYt@WpWU#8H|O30SG>mjuRGD!Ab$QY^>@AK>Ev| zw%Nviy0jy#rrBmSd)9>jA>=l(Ms6SS3`0;wSb%#@L8~qR!3MiG>MXsCDpM<`nqJyK z3nbg_+Z0C?n?{Sv+M1YLd3Xm(OI9CJ5qr_nFI}6cj$~Y)h2DZnJfR?#=mORP-zGaG z%A}^M)8uJuqyzY}5=nePzr91_n+Da+@hA*AXE=(0CS24}tk3wfbAPKPMJ=RK7JZF_7}F62$=$Uo|}N1m%$+b_1191ZOC4xfjed zgo%roB;{OWmN` zfCUadF%+Hs6+UC@0S4u`@Ae2?1meo!4_otFFO!c!e?9R$@b1$$GbW|jyH--bO16EO z81;>zl+gmV=0}QJA~ajcECwB56_NLn{GWjk2c)k-Eo6UIkxz250-pewy_G=j?(PJ< zW#mA#$2r~-_OLb_PYH_x?_2FvstKzO8eei*UY32{09_I$ClQA=;&*w*^quTE+7^0J0smc^M#gisLdcYILjbqkE!recy9z*CV6} z2trfaZsoJP+TrEjP)imY3&%X)AT0{I#Fy6@7+32?m|G`~4YGC+f4!ap#z>TT<>IbOdH=uy|Yjt)`wZ8-*EFOPzWQ6kl&Q$OC-=V(mVD{xMkY%fV!SZx`VD z`33>hM0BXU;K$V++yFwG`NQ1=kvyugLBjlI)TxiSOrW~wBKd0<2woqlF&SCIs%KKc zv_0dh_vEy|s^iYf*3}qzdb(*wM#Ghti>!8(EDy*0f)LyLZ5%_Qy)Tn@onD3Qdo!iLUmzg{Fk_C z9d22#5^V`)-h;Nz_FEkAGh|2q6EokkEOF{G4Oqz;yyWaxY>Os%3e@;EO03qNA0r!h>QWFIR(ZS1fvy=Y2& zQJhSXgeC+z#z_D~sAs=^;ASXY3ycX|0qJV?aRO4nr9)naFGaWvHsi z!0m4q&4h{^*`3*J@rY}_eY`MDA^GnMAJErbvVfPJdZglMwW3kf4#v@*6IKm5>8u(< z?h*NUxLe78<`Efh18BYRKU<#827euVg4aVB^1?j`6Sa<}nXb-P4wdYvg5il5EQ|C)j0)6P;s>60{D{2FK%>IRVBf^;a#=;Ay8;#DnQDbZqyv_oB@#mdazHk__s z=|Qd&@Q2U{IxX0@W!rAbV~3!sZ#^rrb+Mp0@2m=p4VsX^3^u$5&-7OQNo{7h4%Ekb zds5fF+RydB3Z1H3;5u!@mNd+-zK>aMK$ z0mIgbv&#@DTDv|6iR|S9<|#>3WrfxqLYzg2ddI$ZkoiI^&Hb-|??y=`SScQ&DA3y9 z?B4v{eY{;K8@RtjKwDmPh+IgcE$FT&NVZ7+K~z-*1(nG|-g8&p2~|LY{g?%00jhP) zIUpe0>m|cie>-)5*ntlDUBE482{>KNCV2$|C_R7~Q~?QyoxHqUMjh|>1D)dk*@~+H zDpkuMGz0MYJ=%LwNZ;jVX4XH_XiE@s?V@0!@Q;aaZExYjoy7cc{lWBBd(B@2xvCIw zFXHvsMbqtEo`AzG{TiO6ywZ^6=KM#vhYnGcE~cjCZuBpUl{BEbrV(G_$&bSa!25EC zFqm}n6ShB)JOLnj@sdlsy=FtS$tNb$D7AzW4WG;TK&sx^>5zrWl2?41iaaPcFwl5A z&5q%9&Jwn0$_foyAjTFC-POS`AnQq?C_>Be^7Oowe7`c^`BbF(Dv90az2EH0^UR1y zr;Mq-{Od)tf}aG1bq2|<#Y8E^kAqjG=DzfF)!>as_Sl*RDKC3=@yBarBs@68vW zQ+S}N0E;;I=@B4Q&-h#*hrpcUQ&&S(OXtxYMB_&IHt3H#>1cl@@B4ORfcn6Bn|p=E zvlMmqP$}@7UE}e!TkdXDT?_EQvNPDw!?Q9ya?Y{wU6~^!`w>Z~^WKbi_2O4eKlI zLu9(SUK^M3$1w5MKRwVIytKx;$!5LMd=xAAcN2bo3SQeP7i-upc!Y2UGC2ww8|pP< zzR>cDfpQOfM}tnA*WgFq|f? z;$}hOJBkm&3d?JZDfG2hv4u%A?tLwnj|gM~waRj^4WRi!zRKEKI9?4TUk6sHf3`39 z4b!Xh8YZWw`^1=|WeTMW9;N9&SUJ&k&yzW5z6?5uv+ZFiMIz1_7f4n~;%sYsE^fNI0$3is7iQUOMtd%k^&=kT5ssK?OX zc+i1pWfAzgziw#Br1|d@qB(cD!q3j_&tm?o4@Ge9sjdZf$r%40$6FKxH(DFF!vDxz zFx2C`au}QB-iQjs<6hMI#Cqpas7eYyz>BO5#J|f9s6CW&)(A+;F0?618KwVx?P1t8 zHLXf1R)Y1fu5`cF=G#<1LoDQehMAwNY?)0i#Zcdp%7lh>9a_>${K6+C!lP%O>H8?r zL5=8LNnIDKJ22=lCXFy{FogoIZ*jQz4S8J6HR0w%=X)+^iLhBmj%o=kv$1Dl`q{k5 zLoyW^`FHVMo5T+rx0dqL`U3?ywP`1XuvQdh*6A6|G*@okv7^2hqa|ksJX;9->xKX7 zX}mG$VMrI1g1-LUu)HV7Gh!OuxoNqY5M4oKhXl|}U)KQUR(osaBAXI^WjrVYiTU&@L2}ewic}mDOr4f=jILBE>V&6kbuxME0GQwHR&l zkpn7!xsbqg<~fY1B;7t%`5Zt3nUPR(AFEu0nq7BYy>BL^N;gKHPkyBarB?^Th0v(y zw%czx13cgf>aMieQkGX9Z`$|v5tSYNbbVyHS_8kHdgsRXbV)-|SXIQ?>THk6+ei1l z5*$cRNl0tCv_%UF&{Th>277o(ocFpl5H>U>bZX-|pV55H_~+U7WPTWBpjpe$mu=R3 zUPA)EB@-j!D;^(j^SeEOF1-od{1I&w9-ky+{RK5bapEI5&rP~E;{W%)@?BIQ7meUF zna5ALU`AD@zjbf7FhV#Myoce$;IdW9pyK>&^^9gMdNt>5zz032yd(&Z z-`&b)imkK<3ShWn$%EX-0xUy+&wV;2q1J_&hMkHd=*w)axI$NM1YjV5$yoV7me z@FYQ5J5^(FtQXE*Fl{6jk~=guzm#hb@B8@PvhE(~4vx1%mDAlS3saG=z?LLWAw@@i z?M=5$UsqM@$ys#8!j$|yk0UH+z+htcgHV>C*-}j*?t*S%3D5v&2PU`7`pRYUdA1le z;#G$0uS$C#raKNo>+u?exKu5EiU8E?DyCo?=BLRQcPa1H^`o=p5{&sfTR<9nldN$# zd~kHM{oK0ce$<$*vNHXV!HvnvRL0H8!u!R}Zc-a)@D$KF3yUvt4N#F-BnC<8uLj=` zJUXA4q2ay20Jt!&nDMjGr_pP6P*~)Hk;F@HA>Sw4c5h($@sD7rMgsf%Hb2hODeR`VV7-j2GlX^V9hJW0|hWTSsuK^e_fmU#2N zb9>FhZk^_vW*e&nxN}heRVFDx8JRvxfPptB+8L?p0T<^JmEPKmE*dE!uSW9c+3#V-7QXlk{{WXbmTKQj5tuDNaI1g+Jr z6zuix4pmTd#k2W0xrMi$NASL`@``-?v9_KEY|cU9j@?U0RdZ(9FWtFeqR6Z*Ho=6NyTeF_;(+f=*ho+t%536nMd~RjFZ~_*uirS%Z z+mvzoMmBui51uutsF#Q5r>0rz4IS669^)Q>xyQ5ZhP!aWQkzG_uD@7s3nfv*`OHw> zMvcivOtG9c-%I^J&ek%o4A=$N?UVs~FOxJOsaE_A)yY2>H_S5L!ha|Ln&TU~{RQy3 z&GBF{7yoJsr{tN6-sf2B|Hx8O%wcyw56vnv{H?4U(YmG1;-}JN)`(yqVR@;t#zLi^ zLK$k;3@VvRn?%>U(eWm{H@I~rG3M~-0xHckB7UJ9(exkZI?cYt@O7PjS zS>VX?gzq*RRl%JvRibs#T7>m)!ziHUbO=}d<#Xb zxWkDCTct-2$0T}o$K`9ws_f$B3;#6A`mcsoKb?v68Sqo2@|Ana+X9ZBHBbk|IF?jY zmFL`9Ffm(|xT3D|aEgY+K^LvjX@EjmjcH ze1pt|lN5SvZw)6`mWnx{K)fB?UPq(YQuq>FfCI|F6u-oKrN>=8L4l$dSvIz58EBsB z+QE@G+Sdj-_HLSzm;OoBKi|{^^0L`CFm)!3#wnp5RMBD-c(CHm zb&0C6+Plnxm%EYvJ7Gxgkqn%(>5V>yfAPPK8dHd(@FvZJ&yGaZQ7K>`5R?7b#0ikR{b_Y5| zFJY+4k*HP}OZH6#4$fnO<>?HkJ3l zRFskk)Lr9CPI+~)Bj(UmGU3x@m=W$_`Zg~k0YQ8LldAE2HrKnoeu@mY0 z_V(NQ$55G@DQ(3s`eZ|xHe>XU{z$*>Q_JYD_Nx;2VUeS~8*G42rPWiQnk+YoyTYu3PDnsCZVhvlS(DRA27PBTc9Q^}N2hxTyM;J+6odh~UpiHKC%=_&Bf$(enqU@QIo*=12)8LwTyO(i#c^`ToOa zSuFKUWTo`}Q>D*L*;OC(H)6r{R+;~YWcYvoA;Vj0y1LkdCHMmu6|#5}Fd+SpY(J#i z0$tl1-wcB2Qz0Z1|$&vp5+$E0gsc>(aJbRo(-d zj<}ZQvp@T?xP{&KyE42@t(?NND8`0NVyA@|b?RwQ^olvlo8pf}1_ptl+Tb^s>bjH+ zdf#^~KH&tMh6&G9~`zgy>MR!=>-Xhq748SiN@^W?QIuTX+Rjox$EK@Gs^#X4PY-X4@_ z{yPkBDjV3mB!tXws7%(;l;y1d-6VoW3XKfym=i>AFU`!Du9g&+r{(1($=UjtjwVtb z6Q6^o7Tg7?_57N1m_ezkkZrLSL@W3;u8{$fw9C=f*HdlE&B99f?b{18!ZKX}ro6Of z%7T;M#)P2CCRF4wcGcsPrs=C`Nq*4SITF&U!?iVJx9RX9JSK{YdGjQ|^Z7+!2?K^r zn!T<4QGEWpgi5oTW14-ex2ckT}IsaOQv_ z>xaT-H1Lf`Tq#x~@Eyy;l~F}`@8)xO?t zb@@h(kLrTgFsy=!Nh}5-a-By}3%_ITh}ztByr}?oPdAAed-1vXw#pTc)(iF3@$fy% zE#CisyeZ!)E*`}8ZdP>K5^F{m4feIcRQ~Dwi&Kv1!iu!EDkn$5goY%Hzz9K}CfWpIhi_L5AARq-wZKR*PwWg<6jd~6C0GPqGP zH4P-uCr=nH`bKLT3%0V)Z}ZbvaTuw8foo8e2;*5O`KLWrvpn5hhWn7cZw*RDdhxie zwt1&fExIb|>QoSr9ZU8i%L@gus8i81&f3aq<8p(Eh&XVkQyui?aPeFzOu8t>&~Dv3DM`|>CF_`N>3_bY*EJg!OD zyqonUQ(|$+qx)U;DL-&nVXoa*;t?G`8xt0REq17)-;%&t`=5HcNrXEASY7n7{XlV~ zDsp(79j*6%`-Yneha(iLL>d+OmfkQq9#-_&85+Ew-QYtXpBQYa4VWnz;*f;)!>LXg zNQHWuM8PcUbIT3f7`r%J_kLL`C&3klYKYVG9;kxk($k;A=d_c=#9N);r7AV}I%8#- zJ?YAVQ?Uco?OwwkIuK2^V|haZ zgi0~&Qu)QDPZh3PY1mLQVep}p@1$DzUMz%N?~+5S2HewFSEB~eI0Jw;vEvqsrNc^` zeSw9m;Xks#)$Q{2tqdRRj+EfV(v!3H)gx0<_h0?J56I? z4?%;l3R&KdlvTAN5KHOnj{YDN*UNPTWi!BMyrGBH&4!e_I{6QHT=%d9i4|4cbx{xUt_+i z^cOqM;H2&S3ymVAjOfUDZYiI4?C(~aZE!5TS~U8(KBBZ4K{EyP5Mab$PQ(QX)qJ$E zc>2skH`0X87If?U&u92(Kz#L6XSZ^$Aw}l#!A@7Yx1SJtwK|Xs2I$5k;Un43O}E5) z%=8O$^v{p@=mk=*Z@s0s7t+-u&^U!zZYuDKk*`p$MY)FW7nsf;WHl`7$b-z|K0W0uxdbZZ_FmG%S} z0BGJ@{;9~!G_@AeH!2Rml5j<7gRuhhkzcczuPh&g_=61nszA{z3(^BP9^+7M%cuO? ztO`YXpT3aM8{`Nakt|uD*iIQK%&^A0&r`Zu^!ZJ!$cVomzkkrDnHkr_czc;vE5naZ zRj2L5UggfV-YwfCS?f>!;&JdT|5T*-%iukiHH-HvM#vZZR`sl#UHS0T%=nN(lE$f- z*@jtQj9ClD_LKYsNVNFdV-+E`jZxoUzhbJsTKr;qA#>NMQ2%PlY}Y2hBPcZgctwc) zs>SD$kUWjq1`5^EF`;eUNwkZrz@VzNfm!h#r`g0s1LF=^F4>pbN}J|PkDrwJB`FF_ zTb*>(i$J)S(3h`8twT9Iw1O|Ac1g-y{oAghYtLdt4zKP^YZ+A#DfBhyU~<(@{~8bM z#9xk%H#u<0h^q^~$oMhI`-4-avU(}`B0TcJe6_1B?9J{T2|B#}&h<|HG`#~HbU^aC zkbbe?7i(EPcgkDR^J*0pcY9YZ$HL#Y{!|kmDdJ>PI-7JgGAD*VCh3u0xNTXnhkC1x z$s!=n4`A7i;#GZfrJwcQJD?3f=?RKEv9m?gZZba$xQqJX_nO1L& z2$sLZTb71NL8m%QDM4D$q^sef)H9HIP&d-c&$oW#Dy6=z1TshDvMsIk;YrgjL!M#Y zoeLNJ*~YA4HYYEn-pW~h*OsA=x3jo5hqt=Z@#kSnFRDxSloc# z?BYT0m2wmY=FV7;E@tAprUjSUa>>u$NL8wB6$3}|Q)=_K>)pPse^+u^)C<~n_ule1 zwUR7o*Ms<+N`z7WdTRRAAT$Ga{1;MRWauMYqIb@B5%pe)*51ao3njb`0T51-Ev6r4gqMyI5|Z9D6kud*~TG8#Q3Hvsz3TAuw*F$MmM5=Gyh=l z9?NJV>|F&r`UA;6`zfCX!%Pum?) z@iG2l5&nc?xa;q^KGE7;+nHG$ym?LtIEU3vmu}6>6-IL_K7EwXo-Fr)&(<-u6EV;F z=p4{5X{npo0$A}mzBp0;`ahqFGvvdZWX5}?Z&>R}kMZ|4JZv3Du<`fP^m#FKzFq+W zL>J-sYsn-Op=)SDz4K$H$8p|&Wc)zn%(Ow@u#n8XM0GUpt8ulZg!an7zI63Vf~o)! z-Zp0E)$_lIT5@Upm(q>KfTd*&HghGJ|B3UKaAu~KhL@=9D|*|>@-4u^HP_jCQPUYP zpxC`PuU(sYt4q`nEY~P8@qv+16MR6aCFdiDNJnyi!9CGbHiWP~^cfs4=liLmou|tq za?+!AE8+T^FIXEBp;~a(MS-%~@!%D>B>+JP7(|caopke44#;n7`ERs8Ihi{5Ni8d^ zNK&;~di@$j7R~3n^PDatb(XmWV0vnTF4ANHFZ=JTss?>XOu8v z86P_8T`!a$)w zQC36sLWaAtWe7IORMwUnx>!$?UVQ0mjsf;5Wyua)0e8s)9i8J`N2gn;o1?0f*y&Kgln&VUMx{i?fFV6s8Pyu0~9J)?e57daxC^ z6+b(I=k|aozR+`R%Zw}^)aNOMD%$UONWO9z^qFf~t;@$|qiO~@#`zutc4t)f27 zF=`(*ZA=N$E^^b^tfhIOy-O0Syh7%466Sav_K7}n@Qx;01EaZdnX?-lgRCnQhHqvC z2H{L!7Ing3%Gp-tO#crD48!m0Doe?ztIMNgjm7g3$w25i?Za>LJF{`#Uf*?I8=n)y zi&$qTe-GdLXpmF>bmMfWKB8pEm6Q2MQQx3KQ`eMD;KyE!PJxpzgbi;J#&|-CJbR8> zT=pHkC@6F|HaNeTYyrXrw?JDthJrg>>s_}4Jg}>e`N;bes^#AGq#oblbef^vf6%*G zf4Jd{oAHKdkE=~gjabr;h}W7Kzc&=teBAI!{ZBTf^)E60fL+=*muU1^tWWZf~C@aZK$S4YQx|^0`Vy5iL*_>LK8bEwtVdCw6$c+_GqVtC# z2=HCZNsy1yqgjB$> zy9@7~Kg03H=f^vSf3-Z1HJyZ(un{5 z_!1U39_Vo)G;P_TYG}&;bW%Cz#?11V77&>29HTFz_f3o6Iu}UzvXLhs4rDX;x2Lv~ zBz)z)*t=LEXMyb;(z4w-_R-eN)!FhNxYOLVm5nM?=NetYiC#Q4!%eZ_V?&`+kFo?afny%PX%J)2*y!A5z@Z@O)Rbf zq^wVyB*}dM+bRLJb%Wt0)yK^jE3&^5HKvfxR&6Pg&uYM{-tNExbwzex7dSrc9|Q1P zmuY0?m#!7Svc-WUuuu>Ox!{Hd92<4`DUc-}UlIY5*e}o{z!v8m|3_iKLNPQb3l@hY zEg$U%hrkY@@5-=~Pl7EiZ0c1UGXSFZQ5Y6s6nTon07NDZoOzvV!B_ z9XTmovIQU=w?{5ywil^dVK})4wYsDrLg$>>3y^Zz;_f4rMOoWpW1Zol zsI?1^%lfG|#&D}yG$9;7+idY5h~E+AIezzEw!_I5mjt>fE^T>7jVA{-+uX&%heoPk z0teV+;zOE&j7IFI9u+ErPw=%rmSbdbJWz| z0-nknfb>MLIRXq>lC0EK^4E34KUC6HRS{x8faj}Ver2*xi+H8w%a~CYp!&*$AAiW| zo;S9Ll!JA?1?~V@q6d_Cbv`{W>fJnI_VX{7ii3QNHa@YQC~7pSd3bBDDo_dZW9MED zfS!9@wo`QkT_Ut0LzEt@*16hZ*d?vj3gmbJMrS`R zYWV05xO7vVO#Q%T6umACBRe)p9O^o$A`K9NT5UDrGif9ofbb`l%Qn=C$npBFt5S%0 z)Xd?U@-SG$uH8;$`N=|XO{6DfvGIRyrtAr%9KZnEq z4yT8Wp_!dbvRJ2K;4IM0{>u*6kFOn~EK?IhJHL@FD+IwHB^RI&lo=IypU8AdiH=;g ze@hLkB!L6uM<;Dp?4E8qDbezp4T50>T!(5rPK7k&G*tkEkn`u~v&jFc^EW ztmT{NdyS~hXZGU|hTXRz1Q`un7%{i%MsYp0*1I5en29%bk*~K z0Z!8Liu(9KvOQRNs=v6o!{94-lRQ^1(8cm#c~taD)UGb&8!!<%w5kDjJ?Nsy73sX! z3M@cDNRv*GLqGuGfK7nhl5Tv4OyEB8^wM~_R7D!dM0{gLz*o1Efgl*j#Vt4JmTlEn z{C*IhFTfNFyaDjPE^4S8Rn4$nZZ)=<_`SBx1qbW&3)vtfW60+l!qSJ>^hRluuLoF5 zUvHu;+WadEz^m7KLW@P*QssdPbCO;Hd}8FqPjR=2v#fH!)m00YehzcjhdsOst+u2Kms6bP z1_J<%AuZTang88!oxZ^cyWY8k$ZW(Fb(;6_@{0#(VaRwENpxq1Sw-V-tp3PU;j5MB zgQ>xn=@tB#L1BTS1Or)fqkH|=P=o}2rJkz8SYB4n$F z1{+5SWEw);fs$*RS0uKK7#Be5D2@kmr#}nWs z&CD@VRg`38PayaZlw6+n{_0(4TKCa<>QXw>D1POxe?h+R)rCiCWp_BG7*drgs*9d% z2{vwB+bJz98F(-xLNlJsuLSb?obG$G-l_Ry9t}p%$S(?6hFxiskBy9h*zEXHlgI1Qug&Hj`L3B{0}p(h(Pb=& zPua6~6qe#MQ-3w9M|Hel7_spkf3!{8^{wEpf*QT=t)3&5krfHChBxzeZ#cu0FRx_@ zU0Oh8ll$E1C$s#Lqfk?TnG1*i$`XWmpbF{}iUZEsBZVSKM}svxS}skMmulR0&c)Je zWVcAx>T4l2TF8Oha$|Q58cPMNM**n!exS0i9~aA~2_gu1N)?-vk?GX)D5toTN^c6D&A(YJe==db*WW}{^I#Q55s)q5b>j6Nrt59$-&%4GC zj%o}ZAk^b9J$`9ph%+B=$4r0Os{%=FdBv!&h=CNt41pIf-$$*Ld@QDw=;~ zguc%-f*Ju(qvX~}OvG**e`cY0lIFeK z+w^L!Q@#Kek1I*?`?3{P=0hu!0MXKq$ zTw1}O=HK7(@e2>_&nT4vBY^G+AQy|#a$KCY2^~y(^`<84X-_A$&uO@GncPqpH+=Wz zpbH5BRhV7{Fb}Jr>u-~)J9+IhD~?usfx}|VUB}kc-xO-s`Gvp6ZGJ^eZ7)xoXjl~7 zLJ==9F%=XR{A{&fM>S53wXIG%I7=}hsZFf5C+WeIx*MN#^vbqqxL|Y}SPSohE5^a^m{_gqSA2)Y1H#hg+ zj+vdY&+{qo*Zch{>|IQMu07!+MTv^XJjIRPY1F0S!GW*N? zuj@kzdhQ5+5SY^_`q$q7Kbck;B{`DIL!?#B(>o|?x*_UwrY&^R+sHN^RZDhJD(Y0j zQa{y1X-k%=5&U8YCn_f6=gNfVG;e+coSH8#NhCd#haV%z98p`^i{k^!d}i^%dcM## zCw(il$Mxo2r}qoSe~|`%B%LMI{uB!v&a|r(y)f0~R(SopE`x`!A?lPgq6_Hk#qiLW zr^bEF!<RJK z-zIY+ePy2d8C>(=zf-l2H%)Ws_z$h;|M1kuKRrx%vw^h^yKR^8-t{gT?Rb1PGs4RK zDl1RyGlIOPuTt~hc@qsTa(!iL$iC87{>$x^KNix2-oT3%_k(6sioQ*ceC59AWGl}! zq`ToL`9(6q1n&#wRbn@;6GI+04x_dOmK9uc6v_(tX|MJW<6qDxykMyii|v0bXl$Ua z1=s64)aNDMgb;)kaQkhqZXB8|^i&4QmckP666Zm^Gb8PB_v87YM3au%nB7L^+M8(EcB^6A?ii#D7bAc>L@k;&nr_6{o`OuB1Y({i_FT|;N+Z(!j_!I?;L zg1tnp3|TELwJbX?`oSOS7G>3R4?eJOX!a}x2UR4PhjyvstpVj?4Qj4&(e$-0m0-%VZ^s#@{?IZ|VsPyG`ZF2MHQdzPNY!u(Xjfho zn_ew5f%b(kZJmnR&}T0AtM0AY^ILAEmrRG{{}1m;kVb*JAP|CPe)7*|+t|jN8zA@M z#{A(Ei_SU~FD0(X32%@4K=7N&=U^b$q_946;+i^AJnqo6!w4G`u>bm@{M|+I z4n$^o!~9%{9lFjgSfB=>tA z8IzqyWc17$nY_%)+pp@92*=`XPhyhH!*DfM)n9Y@UD*Ug6!|`ozNy)|#@GhPw2dk^ zQlKm@CT9%Y$`$V4Q=b=@UYry-2RxD!OI4`E-%*kS_V-#_CLS9JVa^agC*NH_mb}a0LN@vu@0v<{??5zGz#t}&+{SmZOA703i|6BVsRtJ zqk;LPTM6?Nt&;j?p!D{4y)vEDMAd<;wr14SSF7H|bT0nfPd-&1BI7vgrVETiO#1xL zlf;qG%>=~aW`yhOmcj%{MD%vq1k2FdU(`&8gwqKkp~Tj@AfSP`l_}$=&BvBucB|U#i(!1v9u@6Vd~mOGiQd=u-e!3s~t%&-U`ESJK&NS zRiZbRz%8Fu)u3!BL_(kN@2RE~j!Ehme&sLpV~PKW?PHU%h z)kMg}X(+*AF&N{ZAoMCXtbMzsgq(2Enm@gPN=UQ1u)2*)DK#>8GVtRY4dh9roc^=J zHsv4ARap{C+Qt@Ynr)u`emK->eJ6)eZpu>21}>PnmgKLt!P8 zW(^)sh+I9ZoNzg_omROIz1`x%wbDFh)TIiA8}&U!qP~_ETHGfHd4ma%uuCJ!94;G^ z6iDEDrO7-4UbDi-y#{AvoCA?yqCcGigslTM{ zDHlQAfSQWyBa8%Fe6$VMDQ{ga0X=y;kPr#r= z_?DAC9-(nfFRtbck_|~KI6f2w&J9AfTPto!?o6I{#cC$&)5*TP-rs&D_r_Z=<#%B& zLQUBuBlCH*zwS(aRTNfaNzOuD$&6(@Rw7^%-m<$HRJ*rT{@JYDg*q|3brzc@A~0px z-;66-P&HEJp>{dF0~2)5F=M`P zVfMWL)Zwz#yK=h%=0k@DR+$ZY@M5$`PM znfyX0I=_J`y$Ye^oep~JSIV}lXXhl6jKe?{t1!8dE0aYvQQ87yU1-d1`h;Ug`y8(; z8&!p_L3XG(AA!n%%j_s1Rq$8i%W2%@u}6*v%_u%{i81>unVM-x&3;bKp)Yoo5)|I@ z);`#FIbw|sX_hGa8pkB?U%HXtN1;QS)mFoK_5OJRDkf@Ti)-L?9;x78yh=_eHVhE? zeJ{E4-i-T{Clok+&umkFa=I~7mWKFJFu_bt+E#N$LXAnpAq5vwyRiS)K#Tv2BG9br zMh@LOq*>Q>E$08gHS=wqYPZqn17G~G$WwvkpC#OrfBq$SLeLrIope*4^Fi8)hK*G>nvFLE7j{H`|s7nl|=u$c2jV zCcqB53$!z{LRjK7%RPPbjXCqfhY`Hz&Rn1H_kB1lV@Lx4NP1MKKuQ9M1gCKo8y8|a zf3hnnPW?{VMCfEzpKaPF$&b?4XQ$@LU!Iz$b^N=&zcOazNs|^`un~_34ST`*itatj zhZ%-(zZ0e&sZOY);mxA7SjLEPgNweBD68t_{ldan(_&Q`YCK_D*ibKnHHN{8f{L@{~?H7B@t*_?Gdy$vDoY_(B@4^=7PUG_U#zL<=@2kon@~t9xkB^nUTLY3LN6=z_O1tzI&W*)J0e zAQXv9GdhTPrE^@5cc})s)!uQQ5=Jcq2j?19Sp}!{_nVj&pz_IQEwUb>V`IqFDf@4zJhNh;xK40uuB29`?fQg-+>ML2)$m6{L z2BV`0&1p_ z!|U6ViIUM7PLBMVUj5^1M)Y~cY7kxXMN#{RvTi|K;Y|C(dn8riiJMaXA(O;R+L$9L ze$yEBTG>-IYWNOvXUboSnNdi`Hz`ndW-T!pXpVBoia;<882;zMlfzbPQW|5A_7$1^ zjV@0gG9L04;hpTwhKOtw}lKC5jG8%{`>iwvO!@s?bhbAMj6*tCi!cJ2_SNetU z1UEe-X~+igL}lv+LKa%iweW#0o0Yd4%!<&XvKf9+{W}N*b79FA_QvnM%gfGY(SawQ z0uJ&jhQIXoUaK1#CB(C;SoeswKO(2(dd8~2_osRkxuY-kV?Q8s5YP4wj1wrNb8V|r zz}0a7hw#G6-*WJ^_#8PWN`Q0hfEg0s+ZiMMX~{>!n8%z?#iv+OOjEIjAsyE;OEf&Y zYVlUq_jQ7OcW<1QDNvjV;@x;V>o+dPbJx%$Zy(q*oSMNlO+sv`QIwG80~Q2}({KGg zDuyps+kcP2*wwYeBmEuq1d}dvhMz1f9@>vwZlIv6&hY1>BLUWL+{l|{sl?Xtjfij6 z7kk>l$*4chIiLO4f22-`XT8i#6IDFmr%QcmdndiM{cG%J#?QgYpZT&yl&6@l3`pM9 zLoeYp-u&+g={zD@{ME%!9bZ7$cwkGj_g)a82KqJbUF0qDUaMJJQwmybpe2BQ*AAqA z{Jfd{!_?1-9(ho6TrMq!%I()D9WmDm%ds*5Y1d5RMoPDHf4&UWKHal0x4a!l?n9nR z3mN=7Y*H)9>!4pf88uVSS?I2L1~fAd3WNRYVpQ{)oOWj!^;aB4Ormc-NU9orW?cFr z7OUy6gn3=afoZWl5C}TTjl;v$b8J(}lR`g=WvQGH@NCIz%Z=^)tK_5l6f~gs++X0P zN^NZNepmir;rhlg;SG~#qTmg(DV&E4$LcuNm2ux|yzRrq&+G1QJ;Ic4r1JxJJ)koQ z6>}Xjn!mn9x+?P*0(OMa#r&A3ca^6DzwrG-e|S(9hd_~=HzAjn7dKf)afxN{5g_3i zt^9N0pv8G9I&(;fs+*VaafHZ*#W$Q50u{I|+(<`%8PD~JDlL(!UcK7%J*h^akL{bp z#dq5KY%nA%I&a2pyci)OJQu@y4LJ~IA8j$O$F_Ge{TSRi0N@(IDV={dkPkq+6R`$A zo7Om0daH|+inBB3?JS)&L3#!Ad15X){-&FUNud~c{J)4(t^=^EM(dj+nXF8;2%huM z4Pi#vZn+P|_Q?o=FOJ7J+ft*2i&ZhwZzhF1%WiNwG|;nWg^OfKw1=|$qFTt&lP33m z`KD9_E@SSr#yI*TjXSS9H`salfGz!g_?M?wU+thB5cMW2^a|xG<)6>9^^_R&{5?{QGOr_GktwvN2b91jy>6i#>Iiz~qk_=(;Q3L+GG_+`zr?!CC9Abg;>uKn(vMhw2GkVo(TMsrD7rac3qYP=0SAZ+d$e z-lfJvs^xrRVt2^Vv zlD!{GFKoU{*EnQjWBrb+K|NrT{k0OLj*_TUgF%cAirwqF7*Q6IJN;I}083|>HO}?J zLwb6|?b&-Xr@`sQ4P?`u;T}6;*;1?fDut<6tJ_I8)c2U_N3nyM%4En4y!=cRl>M6Q zM=!gg^U&vqaf|AO@oFob=79E{H&lZ$!)+2Vg81@<(?!h>i)9+QfP4?xtVj!0QgZ)^ ze}qo2H+`8xOr9*^{8=_(1)S^8+|TS}$p)irElv(xil(}=Ws?OD{5VcVZGu~a2%=fA zQCmu#a|}qsuTtFf;U}moe_v~QA~h#!Pz1=K0G8)(;&xZb7VAX7r=*~cQ2xfuJ*0X+ z{E5cTd7X7vDuZw6VdCj z>=h){ed4x)o*w!29Z}OOD;MdmAf3F`i^g*R257J!L*)3A2jIAfsSC)K((JWl_U53` z)TY2oE~+$YjIh#!FR7BGUTE_a28`A1ja76v(Y<(Wtkpm39~XX*Z1b(;>9vU1~&V{>TfdmqaA0XH2ZhbCcG`(B9>u4;Wv5(d6B?T|l8qJ;S#Z z4Mwn!2XUI;zTiGtmPoD;l9A7NH8a8HL~E*~HusiOl~miEW&SD9MG8~|Qm*&@Br@5+(^nEByrxRUB-KaOl z%}w3yXdkJ}i@*=!yTS(FH|fp5jYf+e;z3!20KXqY|7JrsVIHFBYKkvXNWecHo2-A^ z^|@7!LOwJlA=wc@QKi1nG_s8J z28ep?sclmqv*$IFwt!VkqVuiys^HWczIL$7=O>Q;PzU22$A)?@SM< z2%g=hE(j*n4U{mTbZcrJIcWs8ifXQqhN#ZyCX(2|4r#(-TFN`1bLZg7^;ScjVs&0z%r?ro3+D6?@2$D2i`GF~@J8sXXB+u5DoQ z5wUoXG{Pm@2@X=~facu1ZECRuodiA8pdgvsF@p+7-W#u*4613B{NW)Q$Y?S1{Q8lw zp0v82A8T2efWS3d>_`FKIDxhCW(SJsQnOjA!tZBosLCnlhejsmhdf#$cSYs4X%fS4 zKYVjvett#4l^<_VdXL;JOf7qgkP2?j7HD>@8MkZ_=L2Fjt&Zt~jPPQ^uh5}Q#|HaM z@Fc`441@bY`BP?hXg$8hQ_?~0q5iL^6RvYmQ$A&D-i(|#gV!^DT})^n-`l7>!iUdQ z?lRH+?}2h8<%6YNtP({+xNv=KGjpP!uG43N1C{`vY4~+uqDd96p8U3ioDnTECSxHl zXa9M9u~0+3pn=>c)!K{ni&F*$pO(yVfiv{Uz+|%`HAf-kX~pKpx9{Hbe0YyA`84xL zCG}AZwWIb#`TWy&2ec+og>#wXjb)i&m|vS)le;ss^rpeMALZ69Hdo?V>PA!a#|&9% zae+rj*1Ih&XW!&KtH$ZoxBJp9!V;3dbCm+GNm|P{9jlZ7@uUkA_ufCaUq;d@0kp_( zqS}3pqy=MZO7rM|H++g#>4;~8nP-mMazbZdptEz5kI$=KD$l4tNcN>20pd|>(~ES{ zvsFr>f98UUrf^Mo0p{+WA|B|P$f)DJwXNGRul)<%nex81klhBb{7c*d2a?2e1w zz+IkAMUS3uiiA_?2${d8uWkJAT3&zUoF6LL-@QDqE}I9M&tLEJY(9zwx-y4*nr-q2 zvmP~(a?b_n_iI^Y-rGFSXsjuw zL^d7TBro>om~o;qP{408l)_rMawK==8u#5#_5VO!sseQQ7AHQ9+SgC@9RD(y%=Qa4 zLdyS+%vzpqsMXrpeN3<-jO)5s87pvVd?91)4!7d7t6Gjdu6EI8P1N6hD2WPPm`THU z?1_?DAP_xBi+JV#VDgp6?00jry>|F(!Or`fW zYFtyBI`)9OTmNrz=_&>E!+p;M+P=E-UFor3^$x0ifxrAk4{SbV)%^04%JZ`4DNv~sXiW#nY@VfQ=p;PR z^pEy5KI)1wsO|KH2xanqOe1iUw}$B5Lm8ngOlUyX7fe&D(Ncg7XwmF1Jns}S){sHm z|4F(rUyKX~OrPcuk_jBu*_-}d^FVGG?q=_BRK{{R@J<|%HN4Qx}# z3Cf5RUK!o@mC@}ZbPm^fP&`#SkLQ1&%zJNpb?)qF!BeZFa<1|u|DynW?;XH&gncCQ z+=JV^Mpjn7XU3z%qItnL0Ri<`GRXWBV`(rO1?8>ra4zU2$h>^dDK{7xw0uc3%VFCP_YJD!o*uk4yr2U5c1nw|VTP-#gm| zrStTbKmBciNRUtIW2EDi;J}e$F6&*Ubit*?*TCbt>g>QvkqvU_)yw%Jhgn(Qo9jrRMPj>PR?f!F)39Ucw`vDNlH#T^6aNm- z!jB*K{`r5wM}&(qlL2uj>fbCYMN*Xd9_HoG7^4XD) z-s+D~!u{*U|KZJT!UCjq!7!_M1;&qV?(hv*@cj%D@P8( zYAEb78Fh6R^sma#`)^mCpI8Sn;hD|6l`U4p|X zF&_IY%jZ?sc#G*Y*mTAV?s;_NSAC#&<(-v3&F3)y#E`pxQWx!Lw&i&7h8-w75n+|d ziMnge)5Ndl*lU0tL52Z~pYDq_2}`*-hZWM#YbH(04dWJ)EVC)*QLhupJKsAFA#_Mk-NqW;Px#=(E_Z%fMxp3 z{pEnw5L-Y*)-fKI*D)8kiUS|b_ymIhS*c4g<6*)pp)687A}K%l#NO8cKasMeYvnFX z>@SImKlSNN>ohwEAn(mwLsWtl6%vCwQqrBu^+aRu)2o%=4`tVqn)LF)3)$O9KJRLO zzfHjEWlaHZj=g6sa8+HpVu6iZv=XFm4}K&a7%6oZB+1#~9$Q{s8CfPARC&uib;Tdg zy{rpQnKWAiv;Juye@4b=Cs0&DurX|)lAE5P z8XmHhIk5dV$P8D2;Re0A=pa>D;<=bAgqSoY>4+8KaRY%@@N%8Tqo;B$&$^zu%;O)O zf27-sA&}w5jHxNTBg}7{x8NJx-b|ADd5IR4!XhjLG5Cx@D*kGp?8`o})q8TQ{075S zK8<*FU;d0}XO_ho?4>nl5=40BJ)kt3jLdx&{5#gPjNM;V__c~SXPR=3g5UiwM(Ya^ zLmMYZu?uw%Dl6Unohx-eXa$a^psJijnu1jq4Mp9yR`Bl^mObS&bX7|ettS3%JZj3) zZlp3~QuV3mYmgfTYrVX2@0V;q5FO;ML)6prxq{-WR-UBhp&D%Bt+5<#B^DgxMy+M)EhPYi6RR~ue3AaX`68>t=VV@+Q=TStm%iLVol8fT#1~!i{b@nqk?-a z(?3PY^qt=D@L;D78FCn*zDJJ!S%lnKDJc;`!Z#94*!;XdK%c(Z@ZT`S1YB{T(+9;b?fIWY6}EkBAT@V_WgLUw@!M zSGf$aE;{qht>O%W^@4sfLN)O9XQyyauR|Sm?rz6En$Axf-&t?&3ACpZ7N?O>gCG@q zWqO7KRU8Sy>7b1RiQhM7X0m;8Q-Bf=+}><&9`SBu?c4FS-?`aOJ$3b#{S*;hj#TGt zJ(C5Mk*DQ}=Z)R#xOKh=DtASaK!wvP?Q8#Ri6rEkAqF9Kr|!ULU^D~fux}lltZ(7g zJTM43pK`OFJNqXh0hUX6zJaRzv~6fdQtWuRtB|)qo{dzk1IZz$VV`79ZD{_oIz;6M zTGN1)z(4Gt>TYdho3fj1xJ=8$h**t*KIsQob$j8OHdeR;@=VhjLi>WDus=8}_?U_| z#rpDwPBARpz&QG^bBF>aoUw@2-nX8^qzJ1tPO>m|- zUK#h7Hr!~KEl+SmG6A7K32VBxm9~4Hk&Jxjy6yPxFkH8=v$+1V&I{@q`j9hpi)1g^ z*-_>th2be3M_wmBLZgVY-8O?bSr{G{|Gv_d?<3&^c)Bf_Je!>3YA*5Vz}H)>)}@Zw zJpV%8^9T6H-~nI+-#LUj6RjeawlY@OIMEJ8ZaO=mv%#z&R)7G|*&|~C-hzKXy(spSk5Nu~+uRJg0PdNTdsgyp` zm2|iUd!Yf@nsF!*2-pKBjJ@j4RL|z}DOnc>I$_&;^B=2kAJN&q>#V4W*^Lhj&w5o_ zl@g(3Zva_Wb*eXf-$(KTe1AqZgaS_b*#$&+Nq}PfU6md1zEp8KX6MAH>)_n`C$HDz z^}+YETDF#=`5daE-BL0(MLRRBpV>7G-liZNMrQ2J45#|ZKR&Es=QnzolBYO(gxQ{8 zdC6gnMMh4!Nq79ln*Y_eWScFD{}AlRbO7O1AAHhn&S0owTg740XJ^ck$3zdqJT}W+ zjrkYf4WxcCN=7jVq`Wby^Y&B{<@U{LXk_OWQYIN4IaN3D^g2NINL2CB_$5YfH-gY( z;GJpv-*1=N`v$~cIoZgCu{`0iW;s8ny>=X_NL(=Qq5FGMiQ-i`sj@UH-q&YNqcQ1A z6S7v(o;1dKp1--2cgVrm9B>@Zcy9d{NS32QP)7R3nIeHba9;_8KD$1D{WG|=G><#Z z;!G1vUmJokoF2l@nA^mgPfLygs@S_P7qR|*fy6Man(Q4wjhT)kO`nC8$8N~uP(J{% zlpP#3JEYHU-~~2iHGP%fUs1>TOC`bg*R6@ksZ8EfEiwJ^M7Gby1;kcLrMm|`Q9A~j zCe*jjcxlYXo3uXO?_g@L23J;MRSVI1m{0w$1{>^lczR3=>rF|F^#QOiFl+#+JUw6R z`JT=M(zXb;-jP;MNbyd7sav7q?aiLe@|&3VR~H*p+iAVo;pjj92l|YpoUvWfOHBfP z%xm8+k3KNk`Xyf+IxCZdmiZ?!GY>F2`ys!bbsQ7bRE5qo#g&WCrnTSmc}=F+`W8(* zMGbz`TXQA6y7~B$&GI+e;1~pm7aU8;K1{d}WGDrQ8a2vTuSttdyAA2trEppma=tS1 z({s3|oF=)~>**CF@Jk2*QFS54}HqNFTz- zihj9VnmUc*MeGtOIahpTKj3e-SX|T%hokACaA53o8#Pt248GrNq5_&oR7*U&#qtGo zG3jeR-&0OYog6~2l17)mPth?Bwc%~&v5fT^++OMPdB#OoDB}2E7+@?6U88iF&gIdV zNppQEgcp>1|LU+w|8BpeIwga7rmibNMN1yIBPkFMTiVNBZEPl|gu zGbWugQ8nqwGxlr%KKz1(0@rN=6IJ;}e{Ha(6kNABp+bAjYIPH!3OQDrl5H`_u}ixq zPbr%|CYgq{Ieuc3RP@Y~y|vzjGG5fHo^Zzn-g)AHgq2Dc#4Fxlm&Mz8Xx)VVYCz5l z)$|(G`pLSi?^!XbDkgga5frP|>ho#0iSQrMtd30z^m=Jj(_k3S@^5DZWhK*TF^$#gU+yM7we{WI&^vpHmZ&%wa2Qdvuh}NX2 z=L7${mfg~IYZ~E{qI4!ArD`waA?6%|&I{N^aFnL|OEds_YwE{_BkIZNK6-T2x8uro z4rG>wMVlpG2v5De@RvlGl`D($R-+Qc^9aW}tvYxX1z4LJ(s|Oolgjaogwv{mpT_EC zN-;=N12wFWjuHV6Kw53ZMLy?4Ly@yxxieK7%h%0L2>7U> zi(1R6x?Ww8wn3~d^(TU~6i$n@n7PZRI^^dU8)|b&cYIUk`Pvb3$1drw5N~BxVK5c9 zN*!gzWG&{=Kv7jL!6F>4eGMBII?740{m$mhv!Y$)v0-?<6=o$+*@WlDVpyx zfx*F+4?kD!`DC@z6d7M}CCZI&WzLICzRx2N`L(hzD`IFW>(MRTG~2tYedE5%0ZVygT1oi6$9u=wW^UuP=;Jq6JzVT24ypy>r(Ry4evYExh9WJ+W+ zd%z@Fcb+t#FtYVno9zx-ZvC-`&ux7Y3`a=-M`6azi&u|Ii=J}tfqo&G04lupi?-(> z==@{UBm38e1|t%w=4$-#PjYo^{MEA900Re8$_Q_Lj`ZY2YhGaMaj07NM^DQ1iyjUD zL-dNNaw?Gq+8xupSKng{i=2mBQ=-?ZC8maMp+IlMb@><7G4kmxkA82B?`OSWKGMBJ zV1|%UT6LLM62@3RX1V={VU^=Dl%1QdW&@KWdT1L!32!)Fj2??PU2ovI@I)T&HCq{e zQ^PCldZatSd~mnxQs$sM#7FjCU3un7rP00Q&DZp&b@%%a0@J6I)5q>E#7e>{VR!ub zLC`R1j&zl(YG=e4^7qRP90Ft5k=*%vF^Y{Fu_$DOqVo1criU8E=a-t4Qy_*Y(*a$A z-q8E9Fn1fGj|N~mq5@49L;F&dwVi9mxY3FsR~mAisWo znlipp-rUZ^Y39OyYvZKTz?U|73iPfX_WTd;p3GapvXZ41qV1t!=8( z@9ZDz>ujLSvRrNSi%qr~GA!y8u&++C%zrhRH0b-2$iq2Som zP>Wp*-!PQ>o)lzE3&7xN|BCOajg#uU`+8YaLs~MMYL9y6UpbPq}ttc!8FV+8fg+9U^t*DfK(@AQ}JP zT+{5+Kb)QoDcY=fhCw{n4pN)|QwVdxu+6tF-8z$ImY^K0P_h`5n$bl1gaY(;H#9K% z5bf5H;OvVI_xA32r_N+x1`(X?Jr6aX)SkZSfqGn*T5g{orhiGJuA+cWYhP<8?X$E9 zyw~hpIueuB<$O}q@I4gz@^%7cTdhoGcvKjVRGEme zV*Uiz4*ihK&HDj}YYRPD0}v2U?&xhVdL&iCRm^Uczg|qCt|1SOe&_TxKAka`(3=^) zG)2(920!VGGH5u-sYrGqy@U23|7gLiQ+*rsZ!Kspp0YiyPADQHHN=;fS@10asN@beS#jFK=udGZCbUq;$s2YyGZVSn`HXx;9c%-K=B6+o%5rEM{vy{;|qTmBeguV+T4Ei;7Lpdkx5^wV% z2vYNOO9v?1!$i@ixM#PYoXymvX54rmN5yjP&VtLGBMoVcQdLk6?3u|$UsrC;=k*2# zcCy9Z+kBZ&nRY>5Qyynyv-2VrBMxi$4_A$l1}XOqoXj{!&97~x{96tvkZQaT&(_Qm z?kJ5J9pN+N?6v+1{wTXWU*Q=~Pa_WrI*9rj_r zZS6~|2KdY+NA~?x?D=^|%Lq6^-2!eX&Ws!CI>IuOind{_$Pxxev6Ww*F?b4Uj_tSdzRv_^6uKU zBn3el9asp8=E7kvBrpvO&p1QZDe(2|snQ}mbbCc{kAZW*$lu(x*YeAf!D1qVWm>+- z*W%4}CtKc#rx)<_`#}#VHF3o$a<{Bq>ZWTH!^MdL0!@dzm#!<9FWMR8snTy{f`c`I zeO3{lgGn5It2f2(U}BSjWYCzJe*Lsc7Wl1Bku^0HiB1=J&dWZJXy)6K@e@`tepvmB z^Uq$52RYM{)u8^8^ZN)*EhkIXA|e@6w^oz(_!i=@i7M8!v967M9g{O)+M|01u8R$5 zY%TUDQ*0`bgl1hsXrUk9{1Mjh9;HtOoEPEOt@4{P@BTV-m_-XujuIuOg=wrMiP)R2 z>S4jpfk;*BeW-m-RIAkZdaZ&sh7xoJY2{bnx)J~VRGd=lo-{c)bC-WKaIm)uvaj@} zoRwcxdn;BfnL04Gn!4A+_Z`9i@OTC<)NW_S%)|ZLWz$X{!cmE8V~cgBJ&!jW84JU9 zdSF{1)^X#^Yx|6$>($46-kMT*9C9k`WCcp7l)`rplZR?;2D%06xsF;wWrGXX>X0Ci zmUxY_;F8-L#Mko)9>;ZNKymMMJx)2+fiD3|dOO+b{9ZeQYR;6+9+6UzRV-;5t`DZO zd02#6ADDf9<92}QMXc+oW4~<%5d$XS+OO`!Pab%r6vF;+lLbTI6fYj!d<*^<_`8Lv zeb{g&>xr0XxfNkd&ATT3qJauZwIo`UvC{m z^M({XU317$d}5JW`DvgS)+Izg4V9OigzEm^#=kxVV@_4yIJjv~XvU zOQn%&;#Eif?13cV>)Qx?f?%~D_QIT}3?`oBgOO`fXB#&{`%^w|(>9;f4}6)UUx^TZ z98p7QvAGkaNcrPUkUgK-5pSU1)%yp7oPsr}ks@Vw38JB;--DY6I;=#epBZn8)kXI5 zI#52`OUlMcKY)JsK%x?5%bR#$6+zWXk(FSyM8&wlw6uq(g4q)x-Oc{l5|=Y?_m)$` z20!BLEUph<@%45KX)-jzuPs=HifJ(T@NZBjF(_RXq%xTrN1!GKh=>n&0~!>_lu6xE zW>z?dW_YA+31TEpOH`|&zh;5a-7vhYuz0?C31iQeiZLW6TpVJ>*Xi`oQ^nsSkycF9 z{7yONb0IhU)_3JPgbyxiGG^52w{g0LoQ4SOERF{m;Rcmpy7;oL*7T7*@_;e-J?e$@wMriq33Y+t)3y!yAqQm@@KO!8Aj86D}j_3 zb>CL5ui2_o{JE(U7&HA(md6dLzs1m3EuXqymCvcaO!%$J%fp<(APMhx{`UE_4Lg zOKN*U2%lbWQZQw}G}^v#DS;IyiMa|)UG0Tg24h|~)2pP(H_gP%RKVOsNZ!V<0-k;5 zb=fDIB!$KPHtkTy(_Qi3A6uPLM=}a(2F3~nG1c{Z6%<%ew$vTHy|w#!O22Mz1e+36 zZMzGxwscZbXULJ#@ew!Azox%4m?jtvs7F0Kzx&fq=8A0y`~FFGq@$_gAA%$e8>BS7k?F;AivrneCTy86Bwz8-B*Y~!*>xD^) zCoC$6{86fQo?vG6BMHl=D(j*E#(A1)Tr^2ds`y{AvN|B)PCD$HME&t@GBvn}a;p!b)jro~UZKiL zOjwYA{rqz<3M3QhYTfrDL!)@w7R_Di_XM0>+F}Q>BYFJ(Jye@9zx%(7q@2av-RbjU zD7~r3RJ86s4gt%6DQcrGCf14Ow3A+TBTr1Up1naJ__9)Xmap-rBEpw3~{ zz!w8Cww23{yJ)wdq$i-SuNyUA_a2@BR(1xsbt_}Ne8Nq_Yj4QU0Sv|TK!gb=SK6~< zr!@ywScM=Eyw`7JHF~Hs)vp7cq6ezA!nOqe}i9o6P7h{n8MX%AfZ~ zyYZf^DmHE2P%YfpkNoTo&MZ4;I>?K0*w&nNn6?8hnu^&DiT=?3K0Gy*FEmZhSXL*p zckXun96ZmdGoMnF)gQlyQ~MvDOj74Q^ks#Lf6j%$3g}VH{d;cAq|l!ih>f%h^XNe0 zmsB`tuD>P*pe~!t<-;2MU7Rk0>0PaYW7uutFJ@x#%1V6by;&*C8fTFwfF-T=2iunT zqYIzO4QALez2l~|q}0OYUge@Xx%%GT8R5vz{%l(pXRzqU&YY!iC0^CI!Mg>0!w!L5 z`y1aLIRl&I4p)Fgf&KK4%%qpE-{iX4KPj}WGZJB50kN{%sD2Y=!s|+#D)wZnwGUGaD&6g3Ie}N|VdEbmY4@@?& zHQ2s5PG5!KtpPq$)_aOhlS;Id#`C1sYU`BSGxrZOn=|sBK%W*GR;*X<&CR2*4>(aO z+$j{x*cX&>$ntTWO$YDSBOY*0`cGp2G(P$Yb$l}^xdxph^((;VRsG!9 z3)%N-8f0$P2vudC`ob~jj~gqdFxmcE)$%{Q&#UQa#8(gscjMA=;Pu#a0 zNI$)I+C!Xr8rl4=*RRs?VoOaE1jQC|ypwjW8YsXaZ|%F>q$g7rbQ_P3$|ct#Jh~ZK z?+kH4j{YBW@xve}NQfX^qm>dtP(WaGcQ+`agfu8ULMiD6k8(Pu z|7F^b%%o`eZA|10TMJ{=>s>Y_#w>W%Kq-hljBVj#FG5F;22Tty4889AF+Gyf_~aox zLi$#$yyRGR3^A*el7-RZoD5qdfg}UzAem-2Y7`0f{8W*A#k20We znlJ2o9BFryT~d=fq+u>$7Mx@X`j8bj=9atpc1C~q3$k-W*wg=bE8G@{66(YXuURK#~o=P_h6duF2ikAmkOaD z`s#U96`OxNo;%@*&76g0o=Qp5*t%^9??vxTC7)U%m$E$8_WET=Gb$fs&0V>U$a%|- zd=_I=*8Tdr4Fa*U%{-u4DO5iZ2%?Hk_KbgPj#oM2QwtS~%hZ%*w z$5wGU9!gbZjC!gir>i|~D4f3KU)b-u@!V^Bn-HFSfrnkT{j~d)o?GJh#BZ6}rNGwd zPA2nj#TWLWY*$Iii@Eu%<5*4pQ9X7kmi#T4IMEJ2oob=-FP%O17RHX*ll{#leXZ|1 zVShe&3Rjg{=tO=L;Zz*XOyykGrw(hWSuC>zcE=;QwZp zPvWt7g?7-sC|-VDu#_0RO#rA{spGQ$Sbxs{M`Vi+yxg87K0^(fVpdDSOYw*QLi~vK z(2I)eh)`N!s=En)80`c9)?OqPP#axS>lWtdY|2pVw@~@FjbKCROSg@$ zQu9PbzK;>4)J{)VPY8HsDWR>t7Er#s#@I$8GAaKq?Y$z} z#K&KLk47Wn73^L&u|w)YfP;T_X{Bk-?OyPDt)Os77!4AocMUdx_e4ntc<_G;9%aXi z{YS)$^E+HI(L|^40XG+pSjmolSa;0v+Hhi&2q(pdSs)**k`OR9zZ?M`Ie~Zl zZ~%la0i%v-C@+GWH(jv_knIB5oO!*kdPo*)_NcWA{dHT8s3;1-3lOL}F5RGyWl*gt z@cJxgvSYHDQzaZh{>rVv=GDhw%)>7}K!KfdGkI`uq^O~LjjUgY?BaT~nF6?*zT=d4 zRazgZj{q3~Resp@rJIw54d1c6FIV(6DWqQhh|~TnAj5d+OjHnX*ge%ZgFiYua-;yn zQ&93DnwvPFr{o#7ng_R^4TcL$q_YFFW-b>H(PgSvHoY(@_Yn#lbX(_(rJK;&3^oKKTbW)F)i+Uf|4;nwygBRs&nVt6i@21%!||exo~NQ?DuzO` z6I3RTFm(r5imYxlM!vx-oCr`(OiFPD1VQ@I1&zO8sD7>CinpS*w|*S}OB0J&U9j{4 zdM9ISG`t4f+9sm`h0n~NJN^h_BC_kmYmclB2^Z#jn;QB6&y%e8lUpLpL^M-%W1F*x zzP3B!{r-vC?r8`aC#4|KH+OJhcjba(dzu@D=8XPcSa3MSCtBzC4jUJS@d5RVZH!+cd929&U}=3Ma>%pg{W`M~m)rs^#7i zWVVB&dR@=3sdu2)Lf8VCDx_#8oh+V>k zR}e1es09&R#5ljP%}7W%TD7q25mCcTp~0-L4009wM~bYr)=2G#T!iAwqrkmJ=6ueU z;XyjJ3D9J27B%)W?O{LkalSV>ocJQ#&Np3+h|axO_1F(Mx7zKF_VEXA=)O zzE~ns2k_!(Xd7wjqdVk)h~kmr3|^xlVEwRiC=LWD-CWxCR2$*C5%!nmXASn~z7J-< zWq}uN5$=d?4F2i~4nS%i9P}rYL<1A8;8${Rdvq!M>ZWGylU5ZvjJv}}JzBr-J|CHf zzz!}N7-IEAe?U0gQqJX|2nu|XV zI^S}W++hY%P@IL)B%iTPP(>OaMDqcmUNpe`*2V=VTIyqCo6T8+{^wX#yc8+T`Z{uZ z0A2)YJ@L}hF=9VI6WVp!hEe@Qp?PAwPQVE4$v#`>_{&aer3{1ZskOJ+FVHG{`jixo zgm4Fd8&i3dN;hDTdMt@C3Hw!CShbVore(y|6rkszv`Z>h85Z7q>9+qbH|nc`y>c6{ zKso{ulkQb1pGH`fY#{|WtP5IJ`$J5@gz(kg@3cGGR;*gz(;pG%)!+V}!-Q8Q0#}BW zrS@hMq0Um`U^w$|JGwG6lQN&PX@+2#K+#H}s+a_FRrmvXi4hYc$NoEB{Iw+EigJ*~ z%YULP!or*Q=h(ivfij4WZ^ng%!6?vjCA)5!W(x`UJfVBQ?msox=*8DK+_<=Icx}o_ zOg7^KgcZ-skBOH%;PW-F>tJbGl;?^nZnon}_R-QreUgAyqUorEac!30&*|9H!R}NR zLXxBT)_+9p>>)B8-5vM;w4$!PH<5$}YDiAqy#Q%=A@wTlZJ^N_p-js;Y0Mfy_)%sTFWrU9;C=JKJLnE?YU zGy1ugu5~wpJTc^-GVB`MeSrE~^Aa>h^7-F>W)*lH@H93OEY#~(ay_28stmol2Ue)n zU>?&-;j41JO9dYP>|kPfa?TEk?J9lMZRx?-huWOA3uWCnjhOPj3b*6E^wSb$c(*v~ z68E=*fhbj8*vXH;enWMZwP>e2Ug&_V52p1!R_#iVHHYDW-{Hv%6?b)$Ob%&KS35q0M;epb;=2TJ$o3=^x%||@NU*i7F zJ+Gjg@t`P?fTZPLgN^gI!yQnYQ=h=s6*KO8&j4lE<&d-v=Xh=wsY{UO^C-pA~lV)ipO$fDA@npS_?K@oYmjhBRpA8W5x?*Eo|K zoFMajqb72Gg`z+d=ON1t6kx-q`0vWrpL$a_if4-mW6!amz{_@#jOSNV#&_#1gUu^? zyDD$Mp89q8qQ!XAAXr>uk*o_dFff~DJD^APVe4TsoG0b5h6FhrJ?dc&FS~WN^HfJf z$%$g7i%Bs-)wMnxTo%pX~Jr;g&B=25Hx0k$@L$rc?$4nZb@lX zN`v52fXf{RRgbD=)eclOqs29$B-naSj#0d%Hia&Ig3tlDV!RC05j^k+kJbwdAOD|o z-KR3@us78#FKttq4GW<5@nRng((?AuK$KZB84^KnhgJyLCNU-2T$nat-5dFHP=J-1 zYlC6cz5j^*)I%}B=k<%Lf4I|^yeq0X_}TB&`wh%|k}dB=r|_EOKxM1+6*i2mZQb1p zdD#Zbo!O;^lKMr$KZc7eH(L)0RuV;TAMf<#+$enIP=;YDvk*3%o07Fp!#;;t_c9gspNaa=y?hj4Lv;#Z zz@IDgKmHj|O=qNG#4oCcnX?#8lY9-eaY;pk(_a5OIm8~!g~X9fe~QNqlVO{tK~;I_ z8O}M!6=Ya|kg8$O(yBwBX%%Q*&FILVsYT^DS`4yN!RkfIH6XAMpIS3P>f^zb(y5 z%>ut=+y`)0<}^>L-JQiB`2~)Y1raGUD?axmy9&{lV;rIBXdq{Hs#p*zo&IGhD^z5l zIGb)`0n_n?6#qw*c60W#OT=gX7nQ8`+wVSOM)Ljv4f4UcTQnkPbKs@=EZMoT+ln~* z3qs+X@-C6MG;v@=s1!H{dX3ebk}Fkp`6%|&KU(`_6PBa^Kg|w15-~lWWAG7au-3lD zwIw}MNDO`%>1^?+!=0M%380~Q5yCG1H03V6#C4>_q&xKZ{L`y$i7O@=OK4OCW9!&I zwn(_zPq|s6xk=(F8L;FCmI$}yzbvE9pc>Q&{gn^Sc)9dG){nBk13eTiZ-(eD1d(q!vdKiD83 z_MGx3&w<+q*O`6`_(f2F)kglIo9+o>D@^+R6cI!rmKB=jf3>U&@%>b@uFhG)=-xyJ z$(AqU%AG`**bkCS;v3yXww=~*Eb!2Uk@EQq*7OoXi|rA7!vJ!m2r6^>g~iH1UP|wk znhD2F!XxxndR=6J5TDU#Hr*{0i^It%p?4*Tt3AV*^FN~VEQg5;!fJ=lOaGcGJtvIx zDVT}f2X?kw>_q^Oo}sm^Q(ONkM%z28D(hZXB1)iRetgyJ^u`SPKYnlBrmp_#lbPX3 z;ePQmxCqEuK8Z9-Rm+GuJ3+d~Pdp^MZ#L3vw2jv+YYTBalTs)by#+lb*pbbAaL>Yf zNU+?kZzZ$OpJ~kDC^C;Atnt@N6ihj9)zr*nSBu@RsIAmq?2b7j-%M}jdw)Fm15mc` zd+F6MTfJ}9_H9D^SY2EN2&vv@r@Qm3T3(6o+dmF41-!B&2GbUExffscPKS24dPPZh z)`YzEa&~U04b5ztH69g+=T69eBt)CGrdFcS`YXS4RuOD;D1sEMTbwjrge61735sAZ z<(0?=k-_W?)e@m9)&SFV(1BAwNZVo*(`8{aLObMCay#8;m2np&&gY|v+#Kr|dz zG3D0X!8`_lt^0C};lf7;UaU&Q{H$#t4>!m}vb=@*H60*%UwPrbo4l+wJI5FuZwSwwYlJ0VJ~fS(oXo#FUk% zRkO;eLwU~tObsVltU2s>t-}3UedoTE53rIKdN}#6|=KWhQFyVMe!6x+F%XI2M z&i-*!a#p@`6s^b{U-r7e;S&^DcP00Nu>?ui+`fRu(0jqcnt6!f)RZ?Av z$CDAm;?Up1$eqwmZw?M2ZRd(lyoN+(B-0{d7$?Hu&9Ax)4@N^WH@BDD^I%)u8BN=3 zjMxHF3;Ta)*{lL=*#F}XRA+p&t;s*kl=yT15`iBsyx$JbX53MiABojhW7A%zH!b}9 z(Cx@g*Mr|&y}J65V3kq!6ZosG?#f2r+lOlS4Omyf%K3?$rp^oVR-o-Niu=YlEke=t zuIcnvY&`r%-UKKVyqdmA1enn;Bvb-OQ}%n@Q8vnzpSg|1y8tXM@i`!$RN&Wa6aU6_ zTRTPy42M@`UyZnYeplT~|0*(ocDOh9cOVw)E!?F&jvk{{aI>zien`V}U0$U1x*+CG zky&`34sj*%c?V*lQ$V8#K&sZ@`V`V)o8zT)ZUKJZd-nj&aYb%TS?QfhJ!2uOJl^cK z**|&y^&MXoiat?2$Qb2ZH5d9g+U>pthELz+(`i5E6*7d7jUWebo$L0Q(#wr?NgU0m zzsB~CKL)5gBG#--ivTRt&)gw(M?NE@WgW3FbYLpLL;=~NcbN1S0*BO0_cO!NbvFiRInT@PgnCJ=% zrkUzBgE=_r;-F{H_2PfSuKXZ&@oRs(4h8sUTDd#g!PvOOnbw25UaS*FtZMY>W|H%! z+Zl#P{BE2_eZXSekbY>>POyOpzwwu*{DO;NOY4RrwnFYNuJWtuI-IiB3p*MFgjr?L^anW+t@{9FI2#olxPY&nl`+=N`OJyBJoxEmgA| z<>gD=SB1UF#&;oSd`jlGe~xEXgbP7p@%DizsY}XqCk^*63?k&!jSQkF1t7X5>~1K@ z1<=-}$#yr#P*wbkKIdIE_5g74AGxRIBH)HpO>&QohR6ZGY0m$P-}J^ltF`Z#$GNL0pTHFDdjN^Roa9OSXJ#E)|dLfoJ7kR z7kjv(s0q;dO}1&iZZG=$@ddBbaCo#kc%rMP_N5Uu0;A&s8s~|%cNB4{sXRC)S>7K4#o5wPfAnF5c-{p0WqMN#e-n~0% z^(FVYQ=i>-#FhW#{N68i*Ec*sqtEM{E0Q)}Pcp47CDV-zKsS-2J^S>6-kn;UXk&r% z?Hv&;^+ruTxZNwhhdX^WV3t9Ox%yK=p|xwZ5MTUO)-+3idhFQmI-wB@MA}tfBO}_+ z$1m_(SPQS_95c)RMuPMnFFZa~OJOExZzUv52?~5ym`NG$dG~VmhV=_|Vo9Qj2DKEu z_z>wk%5kjmkCm~VHATH6uOQF?gzvLXz)9vEuBT90&>4pM3@+X_H=yx=^T^?0yW<196AJGW@_?f~<-wKT<-RZOMZH9c-&5fXrvrQlvJdVM2{W5s@s6I6A zA(a9|d>bH7l^o)Cb)oj#5)#TBjni5;0`!76W)G@)UzB%#+Y|P>kh>Ym?8H*WG5A`(%Pn*fx05eLV zz&(tob$tY12pdpIcyLu^muOuuCXm90ZaQb7+dS*(AI6<4(WLq%u!Q*B+oubU3*R5T#%}w~|_Tmxk+`Bs6qX2#)c| zS^K9C+1TmaalCMyxp`~juy?q>BjhR<>`PMn=X-aG7MnJIZuu7L57W6HZ{NOVV)tg- z4e&canrLUt@pV%o=dBC$`#Ro~Cm7Y``-seO>fM%?<>bi^QWzxJ_+9w_ zkasrI8QB*3{6MmeM}mc=)>xV$;vQt~8{|`O($NQEdedwFioaZ>$qzpP6gF&6aKPXO zO32uXI^XVI(PH2y(+AZ0({h5IR((1)XpH;wcHZtJ?_iZKiDG(AV23XOP*tg;a6B<3w|}ai)-cC)o9F^g${$Mp@^@hTiJ2hV5wX> zlh-0+yqG@`Aq-`fpmje~=1QFjl(vZ+fxZ5=%-!KGMXUPJyvT6NV(aP1r{ISi(8f}N zjDb;fKVR!(Oh8-OTx@x9Hd%EvR|f0A`UIW}Z?F9RJ&mQ5*YZqQTQI!h<8YvUs+;}rDy9D3 zJOB<{3!B!O&y@?!W3}#f*}Tbj%f=7zLEpPQbQQ9g{_Xt60*SHSTvSl$i+#6a_^{k| z3xO*%J3rrbI&{uI46zDP4R|dn{4-%f_nssXjmW)r)&cXO)Dh#^!S#8~%;jgLA%1@N zuyc~^2D+nnhSb_lr>AI=4mOL{?}2>uT+kf-!a)x1|4+F3f8N$*jF&5!HV`(`)7dg= z_Tcig-ZXW~TLznHA&{Ps_?`izj$PrGtp1vDlq1R90P z((S%6R-xJ~b1`ZwxiqEP@0ATUe3Q({diqVSjkk~(+s`*YIpz<~f_p;HZI2W6BL`D# zff)-}%)Z&leQ}Xeyh9n)9WHK1p;iBMOPWRuEI#*U%g>4bk|FP@9qA-c+i9s;36GQ^lTMy}8Hrd^-rqJ$h4-M&X^ zyS}=qEhmktFYzrupR0P_I2WQ?R-Fo&x8h?m{_382I(oKw73Krb3luW_HX}W8{-tKF zc=rE@V)AzHtyrPF-vm`T+Nv;rcZsT?P_J|Y#Qu1{I$>hC%bJ`B0}Ex(4#&#dVoytn zq>;y1k~v0={`TCvauaoyRMUB!mPMxo=K+}>u9~sj6NUgf#E6OP{0|$`KeLmY{**?N z{Y>KBnu}k-cLuVz!&lz$+15*J2Xu2`{G&2L_>j7iR{NWJ&KzE<=!Z z!M*Gyx{A*ad6We!-MHfuf3h%*ZZ9eWHJFv7TKtsfUD62AEBfz`#z{%EFu)>T%ThSV z<4af$?NHw2{pY-D5CutvFrclGyaGvISxEHc^U%eMzB{W5a`%-A@XS17_tRxq#ya77 zE@lS_bs%NY&4A>ETOy;=-Y~fIF8bX9the^3>XXFuO8TI!Yww1IYfLk2cs0Igu~Ue7 z6DDq|!P?{eirA08=Lui3yt#>|msbPw?`3KitH+^Hr>A(fXsSFJ90vv;6JK9`dDW=W zZgt<#kz}aHawaCw|HE#Rr0Js?D)Mr*HrgsUBi|@O0Pu{s8Cz+|ekbB&_L?;EXC_G{ z-40=A@3ZzGVq)ULdv8!Er6dx#8>colL-_nhxL82*U=TC0gm?eHP-)H;d14#<87>;k z4t`HBWiiVEW+_$F{Gv+cu7Yk9^mLEY%cAa@+bRFM`4l#JF~628y5zS6sGzRjb`yrC zZ5jrKcHe&&vi!}i-_1=WiU!-6+_ru#b7CMf%Tk3lPcP|?vdGt#&AVGw{(3fI_DRmK z^)U}29jMWayKTtex9qUy?fvKEt)tWw-Tw@s;@T+_DR6n+FZMehOlcP<)?wA}I|^@0 zhZ59#XxS?ZX>O^hR*zRa+G}b9d&z=W$0TaB?J$&i%=EJ)APm0zgh#ZB_~4AU(c%IU zo1z@(VSp9+E}eY{hUSdEEyD=4_W7|XNqixXo^Yb_zRrIZh){37%Lnu-ImHg>G-2fy zK5^q2+9#4Xw}tb8ae#ndXF~co`j&y@1Bo&k=hWs_U%tiMsHpzh{E>elmV7E{glb4e z`ImrELnXdj5~1Hu44&@k=exEwa?Q`=?#+JF1ewxk7*^N6%+eCT#v<@Fcwc9ZbNJ6_ z+zO+E$2zrtx1N$?k2%SSe55jr-lwkSm3<=F5Nc5nMN3(a^BnH-FJ9 z1LJ8ug&*uuw|}Zm3<@8=o?#EB!w$4Qe`vLh5`J=&O8aohG?7Ep;+p-Zl}_hzakFrH zdC)r&aW4zx!ZV}?_0QqKxN>97V57ddixh=21-l*hZ@fk0&B_Bh?uLPomKis7%`w z0?%N`KS}d5O`ad_?7gIuX&CtV-PHg9vqhJztgP{(LmpSuhbDR0iRDh0=^CYyvbB%UctnycZTyW4rmL zTTTpZ{%|0 zsP<_`@5o45XeztF9v+-l2&-%btFr^{;sDM>x7=OWt~{INAic7(tn|+2@w6;%~Ns#WBQMzV3$VS(`umpvdd<%|pfy;$Pc%=IG^^Iq2V1@x=|hXgo;Cl66|X zsV|J>FeCL<5zr_9TXmxnUlSbcRQE}h{vG)vqgv?>#;wzFA(8&^0t41r6B+Q^t6;(O zMVmabSneks>-CK^MUQFN!@72p4?X4>%&n<{4f3;HlxlLf+;%s{Sw0H0x;KoCe|((d zNSui>WHV5Ji*kLcOOSd^a>7-wb#4#Z9@`!9E)3Bz2{dNTx-ny5et2V86y=`3M=!-N zqS@D4QVXYoo&@b#XIVcKH#9YM+RS%haIIWml%9V}*PCw40`}9oa}i*3dlD9V{zmYA z%DHOs_4b$8;&SP0emH4`{9Ot z$jo(c=wg3Cy4o%~U0Qj%)sbNqdx#dB3e(_SD)o-yqbvPG270iu35=w~&io}8MH`?l z?Jb&H#@#5V<8jj#I?dm=HF6r3=BEG>O)tGp$E%U87UmTeig@1a>}RlSzKW^W+4bFJ zF~Yo~hio=Q3R!K}3QOCMZF-S<)6e+Ys+;~jL5>5|7rFD6{H{{ZZTYH0OR?GJ$U#O! zMdEN(Y!C%hznyA{%`@74qw1tp{1a`-b@_7%1JNGi7o6dJN>`T!1#J@-OVm+HbVRd6 zxLy^&3I5IX_m!iZqY(eODoIXlxrjZreT_e0hyP}mk2SbJCpOTFt(%{UtkAbsRCYAB zI!^$viDjFW-M?H;b$|4OxBA214ID!r;zMj!M@f@g%kW=co{82{dryN#u7lnphF0NkL7zxr2@k5?`j%W{^<}4L=+8x!t@m8BmqcTX2G7NGqvI| z*ecM*T`Xl7AmF#>ltyT{koDO^&Sp$@b|H5)k*8Xm%f#KUooZhx%PZP^u}UG$7$aMW zc@Y7#cyy1(iWXzZCJ6rb&fp3ZZXJYCx07K(=kWoL1a=D_)+y9!UrmHgOaRg}N>KTa zJ}luP;T$^kVl`bu4O}MvejK{K|#+8PJiLiL9#B*1hQJAOc|~>)_b6BhF<$CZyRoDry4wGe{c-|+LnHnYsv>kP;1yN z4t#nJM3GDAhw?jQ)^+*@w&##YtYs9WY7TSR!&{9)H-!+uOTIyu`LzrD9iJbj?`GtiNrxQd2O<+u3pwg*_(t;toMVB`iX#+W)GJk=fKm7!x6&%= zpUafkq%q!Tya!=z39FLw3*QFh7BspItej0XS|Qdz$b*bvx;QV0Z^iCoZrtY*V4UBk zOBU_dqLfd;ReX@1o3=-H3W7IrU;uR|(8i&eWadfy4{*jgHP~GGtTX_C5_P*oM;fe% z<)D*`+_9Ja4G1=Rm4BpLR8yMW&82vV9|)#;3+&Eg@1mEyekcd<%N@ zoc(5r!h0{%yFd196DTHUyMrXT%x8ZQzZR_?z7*KRqfp;u3Cdbwp?7vKxOi z+vmY^Y-@PriuRLDM0D|0@C17u=NAXHeHEG$Y|007VFUfj-3DvGEILigSLbO;b((t> zDa7C^<%6@A_4%T#Nd#vfFpUKp&B~^gYdtiJC$u+tc_gVs>}{6eG-j%NN>=pXM1TK& zl8pxgAg6|oEDf!dB=Y}l|EAe=rjzrIO{k}T|3i3vv{bDD*yi)ieDDfm8;2k9Ut3$? zIlwyL#EybcWtHd-qWeL788ujYVDlV})CoSUpW0)`(`kraoX3E7E*|17umpT1=7^$Kr8XhujmYqt5jGC!96uyH z$6PkjKuzD+8V1Obnb}wq(j0FmT{|5p&Jw}2059EOWW(+|gJ+FQ&v8&p&zb|wYz85W z2V|HbJ@~N0-nZ2=GYvE_PJqA>h*|pdAsxqX7j$!FlY_ zN+cJizUL4d&%g-)*8qgXO=H!SJD~w;kNy_YT~r}E7kv3GQXddxK(+RBgw*3#tP27I zfKT-AlmZG3A-wR0fVFSbat7Au)%`ksj*tf1a4~ofTCr784>D%oQfg!=7C+ZLW&>8Gl=O z0;96PfuSZ~(W>O9WyVEF9Q5rqmcG5L)qA6gi?ZS3kL40>b9HzC3P%tg{_V?ncHU*? zdi!oa2l0oiL%zOrW7mx9doe<+kMeV$^4c5TCH?Z5Q~EOXMfei?`yWmwgwk2R0N)MY zYBi=RG8U3Y#tqJWTfSO7ODXPs@4Jls3;aiWGo=87?6(6yhu8Boxndh7Y{PYKUe>a< z!uR*Kmz{5YBso3BfA#-cME~`jU67XIEt?b=_=u^meRXJ-P6MgmE;i|^q%s)fKV+gQ zm&CWM|5b}QfSE8@Q#sU@jg{D62 zC#`QvOt$p6h-!)dafZXN;bA{+Zsa7gD@y7Hk{}!1=|OMi!n2kP=|SW_;PC3eqkP>= zhF)fc-yhNVCJo&JndD1dC>`f}8Byxz4BjykmW zlt#dz*Ws)A!DamzdJF?yLU5k>LwZBIhq-vktG|p~#Fb}+ll|@N4}d~R7-Vi>rsT6@ z{YOKA*xmYQs=n`>VI9dUZ$wF1N#m>3hY`K{7t)iNbIX|2@zZIYG-9IMPrut= z28d69@vPNKm6eVOyP?ITmgECrEv|~Eqa|J(hx#=!=5k@8a4hnoMM%SP({K_fi}!c4 zHx?|j(?T`zQenN8yKm6)Ljse9=|SZQT9l|UQ&WljcvfXq-5-kIB0b6EXx+V4z7(!u z=mJx#)XAC)XaGrpvm05dg~L|xOpo=`h|fPD6S{~Rs->QYYbsNQboD>#f0SQKiO88E zHAU*mGJHMzfRe7`VwNqVzk{H%lYu+s;VQ=lTk(-FaxPP=ihP9 zU2HbFYH;N&?y3V1QyTH>>PB`SF8F3|qn%e>GMjmQVceKfmFVlP9Mn%s!a z-qFS@K*y&UTKo)mlXm%T0Yx$qdmVgN?IhvcGKAR4d4fe=nLcd`LyY-sd`7szcYL?G zRPJTD6%hpOs2a)q9PL%g8b<<>!@xAo*sG)T*C$NAnGa)3o5%F@DF>@F^ZBw(^S(z~ zzf$se&S=<|dhf*mbBx49IpP8`1j$SYke}EjphN^!!#B}25pqwSrtCeqFo&713$6Jl zw&`03U%I-^2~GyqD@!E_9Tui8l3o8+V*hd+)*-dm=HgLoZt7vz9V+2x;vfWRnFf*! zh1K~9b{~4sB5?uY0t?~R=ddSJpVHyyXIe7Hm;cHaFK?TmlqUB*`QxVSZVq)MH?j5g=|Rf{_xF zjEJ}DTqmBcSTh)DzAn4BXvj>kcBx4@J@@gVgS&Zhl%~!w+~^CQ-h}^7UP zv=jVY*QmCcy-bha)}SnKG)Bz<iaK0dC~#hDe0V};dO-WL^}i@l z-&;mc+BdW3%+yo zC24X{$7M=m-EfOahBV(~OXC!EC_Cd(A))=o#8RNzYmJhMDpQbY(lnAO@1~RJ$a&8)+Spj?aTZu zoxHJ;``T*+bD_nL(wuw!2gV^5vl?I9m=?QH2joMBd&f?zx$(s*#v-xW-NLzAvXNS9 zok%RSyr)HE{S({8IZlT~pfJpbQ`>OkNja`^-<113&4A71-g%8UHVlHe7)_ND^3jL7 z7-ClBPFTWGf*d??Nm?)2d)tJtfYOc$VQLL}eA(sXEy?-t0#b8|)?K{9BzN~Ri~Xwo z&EQ~O&bq}ryAK&DgbbV=WW~evhsa;rcctB@0nMXf`d_WTnAbdgegXN{yH_Z0^m(SN zM@=HeBiJg^(J~xaa~805W6A!ch@RtFv*r_7#kZ*DyXF|P`+O7n^?#)E%ipT-1TK7y z2YpEr^77Q{y1;*be3GFCyRr6>1J8}rfoDD*ze1_s6?gzJru>%*73;Kz#xCq=dd$SLR3r_ zs)POf&j9PNbt!LFwH4bKyZ`a0{AclPESf~(*c41pUx#ms)M5GvUH^23gQTrdJRgZQ z(bHt;a?qE|_cD^IyfDt$83WsEV<`M=H^+-+M<&0fdbItyxQP{mq`Qd2%k=7>GkF!+ zFL)>n5iKH3;R_foOjlnM9@@q};zw$<`fKWzfs5fe3*RNXV~sZlOrFdW|99)goM+65 zjy5|R%$N!4n9jOWpcWdHOL%?JyHhvr?B=*kZ}b}V2s4se{fjZ3*0>oUc~zUHc2JR1 zV&9eF$)7?w@ zc=vYt+_`V|Jh8t{u94HFB{qcDORus6x@ldrGx0&pQzQm|n2SbOqlbH6{~-U>y4p%> zeZMzeg?#%Jv*x}celYz)>>QX8e+i-2eN0J!ZKq&pFmEdl=O0gfIKdA zZEl`X-=lWcap%?(E{h>we6sd#YS3D-n`6yn5oriQ3nc!&d(YiL5wZYOcPZLmJQGZ+ zhQb4Y7v&WXSyWUw-kY~Pw4Jkhnrw}_3*zcx-W6Y;uNrc;5=r9K+PY2MMrnzcUvzQo za=6VSk|`KCbut5LfOVME`Dsc^Z2c7zq^??j-5JgIh6w9X3Tnvr@?!0^B zN5$jDsw>h~C=^&#dh@}&Q0nXJf~O$Szr&`-MtS2A2DA>(J-h`L{w+7onJ88dnnFd8 z$SsB6Wj$$Jd5Lk&-}|Wzgri)QpJ>p?g>#pgZr1$@POq>k9vnZATn%*MY}V}klJQ{+ zPmWy9IuN9MSwv%iEG%j8=1$@a09KW<*TD!OAHKZm**)HbIiN6o%B0a9*|<}(t@w%-NW5gD-@i9m8R19QV1@(XeOgFe<&Mx zQQe+~#9d+9yV^v!)u!Wj`WSs7VBG-YHSTAiwbnX0y2MQ1n(vlX#e72osmxjr>~ui( zIi%S{g^JCU2K`N=_mMqW2^5GKMC|B!o7iI`YnM_wWi>!%h>?uynmCbmDMcYpPw$yK z+1K)s0ljPjtI&O;ZJ|>J6@Cl88dga$EzXKZ4`(aO#E5Lu&Sk}aoQpIwA8HLf3JE-R z(g#B=8Z{3+>4Ml7M>Xf@G(gb_)4f^N4-B4e1uqO-YdAVjykx8q=Lq05Lpi-A2#YG4 z>sRJ?!Q6wWxFHsQ0G0cZMv@WAH6Do0j$nG=H5Sq+OYg@OHT=A*Md(j$AUTts7Vl}5 z6zq4OLVLtt)66RRB!&thT2-WxS1}{d3i>{LF+EP~K^5!+-5#jb+?j}9=nr2+bW9Y# zSl++=M3w~e{}<8wKa@rOUzxqVI77>0j*z0w;6u`~@@(>4cZy+s?IpchF+8|IVLdr$ zC-C53kW!JMA{++27ZcjjDm91}0ko8WhJ#ae%{9qiDH&_zu&Az%W~J#hv40S;T6>M9 zAEf4U7=-h`cTlCuB2L) zghQA|mAPEyH#vEE_(lbd7H$`bBk#Is@+c~tRr9Wk3f%lvAhzFduv@WnsQCq@BMbnC zXtpoTZ7$zv4K|Mnm>jq|w;Jh4Da8nD5~Ryw%JD)Z;YAR3h>h5jVj~LFymS!mCU$`k zUKn+a;AiMtL?Q>|?@)hx8`NqtH(-9i>yk3wqMabRofSLfFgtLDm+ok(vC$B&!jSBk zzWU0b6+kyuUOL?e1_&4jyJkN;P53Fs4AT+LcT@A;R3<)3FV0c6I+Ub;W8`#w;o##= zm1wNS!#!mB8t6%R1{=9=mUY*aQNZvH9mNPQ(>t&@#pWTtv_?@`!8DPf7@js&SE#w*IqOdSLOqR#*;{5A!;NKcS zzN*4>s01euPi84m789rDuXxm(o}^wFF1&Ch=I~TT?v4`ce?)ET!+n4-r<<^j#9WMd zd@Sv`^`b6_fAD4K2FF*j}=*_`Bkr} z8_UNzrezbeagj#auKNGW0q7gbI^B41-dwlA^m@d;-qkoU9hg z0&Y;=-?gO1xzo?q2k5r#5kzbYV|+~CLNEN-@IASjEfr7cFHcVIYeedgCTR@JZlZS8Vaf`uT`@Sdd;)<7-}p-f{g+rHkbDf5b|w{ zWfs&G&I5vSkXhMSnWOZwcCnCm(Htw^SqyH0bJTs90e;PW2<&@$TURoQTjWg}ipg2X zC3yQl!|eZ<#@CCWBC@%N59Eh_J*#}3S4n1LCgLJX)lqR26O|vxRY~h=EKqgZU$ujY zH4bbv()qUVdisTqh4(BG2N=0NwU*r#tW%Y3Wn!k!^y}o55C*_5$HEs`YD*of{7h#v z?}3lbcwg~0;BA#JzyuxGApwue;4`lVqNXmv}F=xGo8n}TX0FGnTA z{^wV0$xITh!s{r5_8yP4H`AUgmJL|e2TAsjT(~Nr{_E8Ws~9z$o;NlzHR;Zxt*y*3 zcp-uT`;KVQ(HL%GVhDwZ0a-Q(W0r8V3VO!(Z{HEA2+OpR{dzyKlD-t^A55`M9r9d2 zzurZ>nP1HyN(&{}JojMwyS~xKDXm9M0kfmM6}%P?cf$%jQkCsIS(@FG6-pz4v{e3` zdd~X^;!M}XwDL_g=dmGmO*hm3hpo2^Yx<4b|0zX~5G0fujdX_y45YieL_q0A=@AMD z5+enqd&EcyDMcIzh~((*lGun1=I`^pAN>EveH`~Q9#F^j*>%0+JYVN3Wwsf|sbh_J z9;TF0qlLfNozc`oRFkuI)W9jIJb5*nsHyZJV&+2X-rEDzLguHCyou7r`#yiG&)=il%(-lE@qF_g5~6I`7Bqw5%_|B3RXTe zJ@V$3U#Q;*=-|Oa%7st@u79cTSv9V15M4JsJaYBNl|{hB{B`MqK7sKMC@a3<^T<23 zc$Yb$w$ZcJ_Zn+{=R4L;v`o-@q|ZQJ*-HM;8U9_xk_!61pMVkzauxRE=xTG}WKuue z9~^ija<*F@7C(y$O?TbmwPQU;5RK|Rk7Dy=+puRv-!BllhbauwKCTp+UswsZ8rP_X zV|vA>5QBL!U9od#O_a0WI|#1>;lTQSfiiB`WMjXk$<(i0>0K6t%fsq{UfS`z8sqOpwmMAY-94;WFIIWK9)RO9{f8*Q$EnCo?~dtQd4i+p0F&|Ek;a( z6CzajNIQ*T4baEW%)IyXqWoA@57|(F?Dei=Y8x577Q#8}_<@XOQ^4UCvPuR!lP^>j z=lj`XVQ$tS6Yv!R<4N)6>Z%e=sPxU!#KOjwjFRv-l6M9t>~gcClv)(IpYMhdM~& zpDJq>Y4K~>TAIF@FQb34C#{grqt6AuzAPrw;YYyqRt-WR+0};)Lvpos3Mmwgj}x|_ zHo+||F?vNK7Oohq78ja1NZnuQ-~!F0t4JU!km)4BqoNg0E$;Hyx8Jp=Nv*=$okNn7 zaKg3jxIGyJ+@5B#>n+WbHkx9C+-HLiQszHpbA86&wV#^5#$Zb{Noe+Tpv@1b_&Rg5 zC+K)NRaEaYlyZFfoWj+|VSgnK@+N1owR4)e z9N460_AA5uz(`sve`Ry-@>;QncPhXY>YLSkfN&7KhUtDXQ8&#}i*ZNJ-=hyE#cK#_ zqxLp=jdAEBj;`TN@bonb#-%O+&bIV3X{9#O&dtio->jw5I(nAF#}+Gj@~A?t{1clT z#hsp#8FQu~;@tOJBf-QU%*u8ysIxEZV_Z&s_Y0_n? zrVr(9<)X!ef`zM>0y7BrErh>71;0HW73q?@=>{r`J-zjY5l0R7iCxM!feh<$aw5D+ zR_2GhUB`CK#kn6HtLfR^-uLJHUc&>dgM6Gxw)0{@oYiX9JoMdT&EL542in_Re)W>V zCORs=w*v-R)eG~t7tgYjIMlw$2(Mbfcc4Gx5(B_tYR6qED%(%?cn|njC^D&xH+?fB zKd`>Z*yy}xD>ICwxS{QU|G=-<|3K|Tb zU-6rZwgOm~Zl#(;ryy@kiXl&@0h{)%Kf}P6C($c?V<73p?5ASNyh&60J zQ2ln9X=a|fVqN!xhxi(#*BGI(%p=-f{OCZqHQe|=sm)%YcxK#VoimL!o9g@5jdFLr zPj+V2bAw~a3&x|u1$7FQwyq04zF8pguDBOnItI(QPCC1*BcR*X&^($}Q!OSgKwf)C zu}=IM{_g!@3iXLg+$YiBVRK-S<63B=C|eP2onCm*&Ji%2)H%!Qr$Bzmc}4KpQdRSt zl1+FSVAljPEu1ciI>?foJ$%h!9Z5f?|1-OJO}M=%M?nXjf$?$It@2;5)1eKG;!h{{ zD?!a$Kscs+TF_P--MLn$`;A-}E}V_O`LSCkUspNNUwwI&SkYMx+U%ubYIG#1nC=EEL0TLzUpO3T7p6XJrfF4{f0T<&D!b!s ztFzg$mW>Ttn7`u6nxMLy8BFfJpfBd5-yd^bP}sI){x;qndO#jZxi)1r1wNxjtpr2Wz9N2@E{s|^!3I?^+Wk>LYc_w zGe{=e8fo<>%b3x3_bQA&B~JH}zU{MLtaBu8aozY4VH2^OdR{1Db#@zbG&53Gn2=a$ zxK8VP@Z%$>A<$*E)>eu=fltu+%8ixu0 zzE%HPlINO|Z8E#L9{Rsn;r~aQ^FK6k_ICNuB5Xs*f#(GaMd|%^-wZTrBC!|>c|(Ff z)uhTk_dcGe?l2;5@!7HZmy4TWCoie1?~6~qF@?K?n{TDt(d@3cFL5_!Joq8}iTKtM z1zua5>HLTH1jqe4q{e4@lNEu~jdttUEXqxg@ix7mnJkrN{3e{ml+0q0F$H}p?6s4z3=%(l_68* z3CWWoqLEW|MndjJ{%gj34y>2_L<$RJ`eLW7apCPHsKo&HJ3aFuX?nHJ__RtuSwqep z+>)wJQf&xfCLt&=(Hr|FLF-GD zgY(^1^uhu<~l@kYx|T2K@o#VA(W7COx`j1)351jvI#l2 zrt+|cei~HI)15A=vI6Q6M|RAH>}^Sw2$~f)hJIbz-gftk$qaE;swOcZcWxEG9WnEh z21}{>Dp*z8TbMJkmgc?5GPm^K8VtmnyPSoF9o(Dao{Jsc3W;y^sh>>K2E^<}j0A&D zd=R=h^PhEXpIJ!<=9+7=NJ9CHicuIgtw=nf&4<227Znn)@o+t$+6G=sh4eYeLq9;w zOd(PHc;k6cFeI;x`PDJ3D!PWzTrW-gzA`(FTX2n|MH)k_R^j}umb}|NI%911P0I`l zZ;%3dvR6|1JMIRo&=%rxWPR}F`V&(OtkW$}7`_z^DII^d+?}HtRaGd>MB6yZ^xMBa(svjKvVXL;I^26upBv4;@5 zB1sc`G6jxY_BfM%GJm$b!~h$wj@q;1Ig-5T{Qlc>+r8d-v0&RMz+{i;AD;NRys&&q z2N_LK#_FRy(WWTX`9 z8&AN|kh*_(E1(d()3bwbvWKp6G443<%m(xr?Pid0gSk+X9ipze+s+xO@YxEG3x@^~ z+M^?0pY11)@alDDNz&o!P&e}{*7tGYv(@1JN}y9wXk%==>HHb5zTYMV=zgsC#=0xg z0jK1f7eRqJnj3rWZRpjNh0OE464}eC#fQG`%WDwCGUhUq(l!Q%MqM`VAyaJqamxTs zChjXmH?nub9GJLWHuxhuM;NDwCl621bQ0R+g%N(M2DR2A(Hg;F}<&C zaxxMLyc9kH_}nE}C1D+2e|;o(%-{oDs|Fjv$G5~07suy{?ie0`pW?g)MwEli+Ef2uu+8w*miBedNQ*8)l8uUyZS7Ji-+HCo4yOwBU`u0TOVX1GSLwLho5wlqng> z6v5eygYRR%r()rd6;K3GayO^q$JcQS`q`G%T~%u39mGcIRhd%mjnjyml;xQsWX1N$ z?3@3h;%@Eob-bmy`U%v^dnfZmZ{;X2SdIfvz0!r_zD4u{ekGugF|th9W%3Jb9r_v) z1%xXcO-+&OQ!Y$W@3P0F9D;vLu14Wp8?p1c9= z19RPqEJ?p0M_(Xe<|=ezs)4w!n}E(w7b$a*a&QC$?7o}L@=nOPbMu<+KFUNcM-JjZ0Q5WNhaTE0}C zbj~W=zs-Nk@PHttBl2j#sSIDYiy@fTO5 z&yMX^_^CTTHn|l^EsX1(_=mR|(X%_KZ+$oa?eQk^KiO0FOc#LuV!3!9RegYfKm6;b z@vX5Rj*oO)sG{HnqJdq|D_?U{)iJ$OK!__Q^bfu&P^}dsJO3^K^9dk~HOBbAuQQkd z$HO19HM?%)8-+!xr?dyt2Q^WDRj2PfdIcl`@7@18m-S%G`w_uBa_2nX@|4+Y1vq5KWSqKYZ$-;v8`_a1aoXvEcD|DMRHz75=Gs z!%p6I^Onwuux+w3XzE3rVhZH zCXAxN1p(vT(Zq|hk1y3IDtQwqA2-_!b%G;itFkO@&D*Cls{a1XU^-;*TH0u!P>PoiCV15et>6VnWjyLx%o zRELFTtspybkSpWS0ahYq>muNlg7~JpUlspcS4b-*lkZsYJ-lZ3OOhpH<7^c?7!f45_$t9RDKm0iyb5Fw%t5(Ang#O&JmRz(PSkRP-{C@XqwrTIX z*;y+ohHHFRmm3b+ZqX#!Y_03`i*y_;pk6xqVlLsiqYJTzG@IY@4Zq^ z#}`JYkX!laU8@xA!`?<6TJTjmlW+PuH$sDK=R_fHcgo$*{u|N8n9)@59{|y+_LkBM zNghnoLUd6|_OfUu^ZMlal$kjpXOU*51yDAZ5BB&>8C{( zF!)kUG_^-1S6VW+tRw;;tHXK%6>`D(Ec>)pdE)auyA@CGKp&`OA%(?<;>p^48}&dD zMPQ*g40AgsB^2`5TpLg}wSVXm)YK|AWL)k{^?b6Q3HD2d8$5)Iyx$m*eusb;KPke> z{RcEjvM$2*zDm5HYE{R88=1@VnM_&ALY93;aKrkI!qZ1Ewt84;bZ!%K2<|w!de20a zeaZKbM=BjrJ-;%Ku}OJtp!v}9-lTQaM*k5GwD3ngD1qAnFJD8VBChmRN0?7N{T3p{ zytuJComW#ewZKxR$)@p>Y4GRZfN!q*z4K}%_!vByjd`(CZgVXnVDB-FI^RwEuAOM^ z?sTVjVy}|We)vZIG3gWA4MXW=IbRp6fWWLLizcam`G)W2E$rU;dv#$NDBv`+SR)>0 zpFN0!tnL23!x~XFp^l_-dzV^mCDddAwO}# zf9k*8S^@H^jTviN2%Z(NDYK>MJtP()c45qw$ANw@{H5o30r>8bWmxB1-e zYm&aB=EjycY9Y~S0-2OgGgOkQr z;CaEpzvOd%?aZAIY!0}U`|Ns7d(%5yAa8CTvA*Xw`}rqz53H$zSJiVWEuZrN{e_u^6+U0< z*w|9>I916^DcAe$*%S8&4}1~4UuN?XYz9AOux1*cN4sxk@sXfS0pp z!0u3Ua&fa2`Rhc=;E6Qw4*bI-EDV0@82aUwPb<3Y;|X_Z{FJXv$aX=ua1tN;eua(K7UIZ z5^^$FOpK%j+8DA{l4&FTYG5FW7%rVWt*qzs%V;!n_Mv@@f(32Ia2Z0O?t3}Tnwx(} zUUK|7MhyPk{w1J!c@G;ka-ViBcIZclh@lD5`QufRzDF#TGW+^lNx8H7tCnM^{YW5K zi=i3~&kvU=)T=kH#{m~Yl^rOniq)8S>XzG7@EIPf#HDELP<8hoo&;$c7~Y^Z z9sKsqwk1chEV4sHlXe3KKSALz3p8&dz#lebUldXl6os5r=2NIw>S2c|rTAnutG4wy zn*;z7^HfldGxP-kSHr|=;kkz{E_yN4x^3mBRYp1Z7v<4SocftHezfZaBoD`5!Q5+Y zbpE?eF4~QrJE;5xU#=8a*Z6JIVl-nSCAvGuMw2Ns;BoO-js#-RxCCKhxXf?&uFJ#} z9n4pow=Q{TzyZb)<%Bnw-}O($^sklb`DnBeJlh^P71ZoVrvavh=eGqNK&Z}aIOj`2kG?S0o*%LY0gHB?- zuks4C^NhQ1>5W+VA5=S)vwR$M=N4B}!a4)~Vvce{hXfb{j<$We2|~ zg^5kl-pl;ciIBAM&dSx4sD)-`7aoBsSx*3M31e_Itk(`7r>QSv*xH>T|TDJ7TDu;XWZpJ^dheh&l%uYR4sah1@^Q|AasN+ zr~A7%RIPf25|0VGBq4D~*ui1_XT%@pjo$`?)2$U&n*7zvTKkg^pIGc^)i&7@E^l3} z`VVyH50LLgKa(7?+FLF1Qo9~Mj0)&KMmbuJ!OgBm4B1{&~fjaV%py!K=>u-jvSyT2gWDD zbAOO7Uv;-fOABmT&Gn*AE`x)kV*1P#G8pyI1xF>-4;nM5ENMcV*>O!m2JPUOTlE{o zOQ_wPKXccGubk&%3$PuJv-pSid$HG_ ztVz5rX$Kd;?@7M4$9@1&EYi_dF6i-`F`LxiE}8^#>%3Rh%<5E29w<)zq3I<3rokLF z8*>Yp4JDXUtJk`=@*<=&^5!2&dN_hE^s&B{y~I;G177=SED+ zJ~xuWH`0jYITL>Qw1F_?m06>>cGaDaAz;usB|5BA+279?wSI?6t_3#ERI{z1_3w49&F({P(y9aBBQd+Ab| zxK{<|jGdFhcV6$f2ouOnjr{Y8Mmg*Lp`TLFyQ^WgGH}?Axm6BGU z;!7y6noY3)jE0(Va2ua=@7yu6m6&jA>teF>*<_x!@A0dO;^J{my^(QsD=M)xElcLI z+^$$}2EXA4cW3TiG+eMOGdvmlXq6y(as8ij;rgA_nToyE&%j(0#0eP_<@xna4fE_0 zc?Ug+HN*|}0hUEc9`JkG!A#7`*>y|G;ib7bT^nZkyV!8O(VuE7Uwqe_E`Tu_J{<+6 z+H#&~JtWqDct*QXc-52B)@I=4*|t_2qMGYw8eD?ZD9{&zK1o&AE4IKXFXkn#92^PH z%msA{8LN+(Lgql*@?cWEhED6jWyY5=G?i4we>CsqF;VC>ac1(9CUII6MMiNZRqJ!I z+y}v@LPNHp^FKPCyFys z<89DHC<@;z&|)8abel84WuaZ#UmiNl0r@!EIe?0Tc9ls82^iwg#; zzWbEZD#4$#c0yIQHsMG2oIbdW${zrDLE7|c9&@=tNSJ^@(>&0qAxrWnCQS<0*IYj) z=kSSYDl>^ql(j@#tjqE_ITE!d{A!~A+>uEdgGoQ@EAJ!vq$>V<>y;D72!+Hb|CRpO zmR+Ktqf0rAcY3oQ$A1w3i4eG~*C#ZmU<3;)c8#m`*yNe$VxtTOhYbj&1u=Dl>xaf}qId)3|rSj74Z5=~hFm_)GO+3)nsnPM>U0;E| zeH^=}Dvl`0y^ zEleVJQ3zbS2vB=gx(TqH11%Q0d~z%7=T8-Xy0W-F@U6o)o%Hn!rpH(x5PIhw?~V9p zLI2^Y0CHA*EODig*FvkM->x95pm6$=@29uD`{!%cUtwA|`6`)~k0f+?RjO;uEH_EG z)2Lucapg(J5b&QAm({!6_T(_}9|jPi`n-4kypsj8Cb{A5y9CR@R#v3uRzt8Ena`4P zJ>o{AoG%0>-r1?nwx;aw+{k~nei~?hkL~ID)E;lLGTQ_tDk}p)m5vRkRHbad-tk2V zL!Ik$URv@Z|GMewhK*!CIWVBE3nZ6Y{*8C{2cf&|)Q7PY7UH4_Fb6AmH4uF@8G35$HacOP15~TRM z?>yuWSSi?Y>vm3dZV$Hfp!H+2ZVg}f&V;e+QC&k-zKWvuHn&9--J;Rqe{)J6e#@xI ztq5`{DgU(z;&km=6;t0#DE{!Au(ckKrNHw@aA~@QVzPRoD1z4E;9|SZr|t z-O}1+Kr?8Xx^!gn`P3$*IIw(ZrSAu&P#xuW#}00>R>s!5tXr(!;esqFj@Clic!vDL z?VmrzU@Q4NvTYVRNrW_AXcA0-NyN_0%I01^4!4jkP!>B!nS5a8SF8n}zqbxvZ=U|{ z*+pZaMe|-;u9i^i$UO@jg(KWUUw*bJ9X|DZ1H-r`JVCK^J5m6)td6C}6f{1BljWes zN|paVKU?KJQDM==)I=GTL=(du+JhG+e*&z(TFcY2fCWvslZyWJmdMU8|$O%BgtLy#Be zc(tQJ>hFLbI#7+irh7=`FBJsefz%w5_fWw<*6%AqpI@6-n@x-hc}rA@7M&T1M+e>Z zuI=KN4{rDwO^wU^m>jGcy)+fuWPiVwnXpHVkI7oK@%2;a&3uF7)GAl1hP!~g)$)?M zpius=EiXUW(gGWx%#aK+!;+^3bYHEw$iC@dJQ77sr9ekvvmiGP&1|5HFhAd|a35sK ztoTo?im=(qLi~*XscgMw&ly&zRPAb+kO*7QE4@|it}0DtmZXY0-oST+p*_%HN}!MTE|>VUpRO>JhjEU%WJh~Z+~@pEh}uPKTRKJ zmXK>0d8T0dbnPOav-JzC!c|N%A=!@){f;5PU?d@pne=%+8(@_TE#W8|K+Z4(%l-V$`6^iAYeSlH^(Q|i)?3QSrJ}YJ zQ)ee#JM}F)(C`Jid@)Rtf{~>|Vqv1oys%-b{ zq{Ld9%O;3wERMF47z<}e?Cas?7x1wb^M|Suo(~ec!amr6S2=)n6xa)vJn?f-fU z{N3ytNcr0J6C9+ig1tS@)C{lsd}3u2y_eR+=d$%dtuoofNkE%3wX?m;O|M(_cqCj7 zTjnqBI0-~rjOlBV07)WFwZ*iF22H~>1yTXecXav$R9b$`*P6mB^~oVuA{Rx`i@p=i zFF*2P!9x>-yh&~emswnu_yk3@r)Eyu<_Y}OX=>A@vAC|;l^b1$4!=0mpuK_mm8@WU zV_O2Pxm)^`TjP393{Y1@*H%oH!>TH)Dv}MMmK=3%BVjcrgnSWYu|BK(91p*oc+6@$RdorJSC^!AU7^UIlfQ>L~j-Kqu3+A4MSDCSYzZh~W+cD5(j)ryhdWG#xr4QdAJp(Ad zh2;t^j5tLHQCa08k2oFcQX{~ZqjYNnj(dKzLxS>d90nsJgvxcjqhNYgmOCHXI*l70;qv5EPG&Pubey+`4Qq>`#jzzRsSL{)&csNgWcD)Cz z&Xq5swLcK~Mr-cIhJE@g%Ut(<@K2q)u`>(z11h}SC(t8r4#{t;i&edHpdiO%`)9)) zOUz$>KUWRCn##R_>0g8U<9fGS>gFr)5l`Z8(2lG|6p(&h^tN(xqhFQ={k>-@nwoZ zU^&u|0MhNfo%7E**^hN)zshC!>zhsM3dN&&u9qp|*a8WUro<$`^;3zzbHgLXtjuea z{heCBB-!Q-MIPD7ssAqMCbEv9!9%sn=!Wj2K6H~*8N@k6Z zlA2GIKfUl%H9U>rqmWrs97s12d#!C`V61OX{ky^{;7rn_-r~U#MX~R}40!fo6+0Dl zt=GHoZRJQrI9Es3tE6KgCY4A!eijm9nzaKRp9)#A1>(B(Ut4r}!fJf)bxxI4IW$wN zYfndp>cL-M`4(}Poche?jek>^vLDP1v*y)i-OzeciD|sS@XsIDFR2&^WuM!!M^60# ze5K#6U(0*QpQNvkN-ZHAn;*XXXh~YBxmxxrO(K}{Ow-+BlJa=mgMHpWVp<5gDQjhUQ`+CP@+S*%<@@lxYW zQ@~zlq!>4VwEy8L`FjUf{<3Mli*R`-ltmC3LRmOgYq}zx(-vCF!N4kCItUp+RbGhi zru?7%?*B3={IBmw&BMO%#P#*fyzmEt0gOzaU`_?ZYVIbx*qpuvh!a%L143u&pn{s6V?wZ%I=O&-OjHZqI&&8lscs z#6*6HmA!fw^3fbDn;Y$R;NyANO6R84IYy|gHuWc$(7vS2a+1dAPaK1R4WXP%zX2!y zVZAl)je}$ffxoS4GY&F0mF@7=GuLXH_hu17!7jG!p>dRRInM6150pfn}Yny|e z0&1e?1qDaj8Kybob6m1zX}m;!`*N<6h*rPfJ5iN&km-U?jm>eVQ`e3PU8-gUt$VNp z^+vy8o$>5o}&)S;(r4(G#ulgu179%XF^8|hhkO{_z|^@7&~{(MO<$I^Ami8-?3@Zw7N zo?4GH%g6UG&&w%XhzB3qrOlC#e_Z%*<5l6|aa>HryIWjU;G);!vKf2_tyMb`fJ+q! zYVEH1U_tKpQy2Wsl_g9c&;ew_7Oh7kR=x^41^l*L#Pf-uy5S_dE&wUS1AyN*({k08 zEc3afKU^K-Z>LSBOwoQF5BDqxvMIdzWjg`cZ->H?btaqYfLSX+MUn5hBtftE+3xbf zi(KNF=K-T%ny224@croY`dk9X)yb)Dg~D|>8w0Poqg0Q+u)#q z*huoGG&CZT5K>f{by%>z?p>{WujmyI#i61XKceN2F^~L1T`uS%%Zl$O`bS34OQUxu zkE#&ab?Q1;`@rcLC;m?x^Riu|UVN-mSRlCAwIF4jOI0Z}_;*HUOG{CaZsvYjL{Rs7^BG-gK@#>rWfW~9?cTA@T!Qhl|GmDRs;j=?)A4K-v}Cm={uRo|D>YhbsBp(a-S$Hw4DB9QfBR9B;o_a4Vx?f@g*k z4?@HXbHo&OB8rdyzmeI$nME{W^_CJ#q14;OGhuyrz-9ud`(ylZ{Y$MZ%-)9k&tS7F zyB_y?3dbsTZri>-tTHIbH=0IRmaxk1vr>2g0vcD2gX8hYJH&uBAup|5S9Xs)si*A* z>vI_<@7ctUG~$2g9&>x=P-&HFtUJ;@Wem`UgYBN+KY%n z?X>VtUSMtvYu&Ff-jrRPl$N`LM-luI496aXHlT=sJZm#5;RPhU5`bkrz3K*%A)AW+ zKnrT?640Aq0O_KRy&r|{?M~h(M2BI{!!RR`&g&~{xbAC(#lCgOl>emC6#D0ie$_v` zw4Tb9&eo9Q75yvt&NA+Iw_WGXZORqo2X?m7?m$d7^-gU>RyUyMTE{KH@QtxDxZu4n z#)$gQ)g0&Uw+f$ur{WFI$g7-xc!{`hPbFsmK*#U60(~sx+r@f}7NMdafQW`Dz{)7( zLdIykUv&9Ua-K-qqMNetx%=>6$lG#)1^q|}fko<*1 z&_{p!7+%+95!X9GakJ+`JExGh72?yXl(s~KH;@(kl?>7yI2}*Dl{!FbgO7d1KS*vh zM!ujd0)7}!)4k`P`LJ(dT;^s{S(P&NRJH@CW+~qi4_7#S_&n2&+L!4CY=!ohg+-T# zsAJh|J#My0mQ)Xtm!-C2WuS}om5t**mh@kaRXizkTR2$6?=C`oXFJbV3`&g-*qGbn znDz*7Was=g9Fy-M`U@I$5grMNsqPb%jrd5rXkjI_ zy@&(wP(AWoocQ(vl!Z1iL46%Wd6b5)fDj`jFj&T|EFb8#s5PgY`RqISi`>}Q-N46t zIUCyAXvZ`QL_$9G6s_8Zt1KhZVVAuuE02lD0zO@&>V+f}3%{9m2Qp53(bN7%MZ^y$ zqOGIRoO05pjZ$ddTg5N%QW1s4sZ7EOiJ|99Z?|4ck(T_Rlb#aNU+Z1K&c4*Q`a@%q z2ATdZvQM;JH>p1G0T?cuw|pWx)1<0yq)aZCQr#{EWZ0rFLr_0IZ`3R3a$f*L$2K%5 z1a3WU6Ua)-YLQ05lm4?5jls6*K2SOsdyJ0ATRCu#xxTeOy1h#7g7?GK+1N~5&KRdk zMp3=h-B&DKyJG5CP_~iTkNb;DxHjNzyVd_n@yRVFMIQ}GuVzrT)yH!q_}O;=ssetg zSq^Bw(w6V^y4~6~0ua?<;SXnI19J4IA~n}~XK#r&mNTfPw_Ik!FrV%N)UrG(RNLhF z*jH3RbiNbuE(FeWi+8hfBmWmhg(RUQ-n-h^1)GkhbhFgP$om=Bo`x5kI*F4LZI@vt}oH|Hotba$!j~G z=A}{I?cc+l9(|WU4z00xz=pwd}6qohUP~ zDc$y}kFY;Z;kM*+$XrIDLODBa18T3eR;c&Pdvf7dSwO#t2XN}tjMeK^_3_`2RHw)I zqc2~P`h>umh16u%)?;TTig>p-Pj7>JCzk?vDB$&4GhHELN8b4{ZI~ zS_!yWX8`_QfI1qup}Mfn<7%9bap7J)`D~ZLpN*>x$ed;$KzvvfvN`_4Owsq=6$Jxv zP5Q$n9HK^`S+Ws=ou)F4kGd=oq936l~v!Hp@%g?tpUc&y2+Ls)o~g1~}a z?MKS<;*i4tJoerm*j5@ex#Y#mkOin5fS@(>TEQnV^!EaK1GB?2`+cR}iT+z}2gZYh zG*P{zivwec$W-4y4n{buQi-TdRoQl?`?Go0H$oA;0MYHI+(6jGL+Z~gaSz~e#IYGh zz$gpeT(U7Qt}{L|J|!=9=MEp!+^tdMJ%>K_iyJ@18*F0zl>B`4^=f!Q;XZo*`2sI_ zN*~iT@Lrvx?ec5X?{D2z+Nr9kO)52cn^cjbVNds^+We)a(H&r57l%PU4~SQHW55N& zDcj2G?KJXfO(Ft7tAH3rPu^3Bi*v}Df5=ea zdekyzk>+5Oa3Q8wtR|R6RYaaQncQ$25_bVQ@vHcx!Tr z%6%=$=88m3RxY!Q>+o(F6XRgTps=cPf>w`_H1RC{su~k}45SeQf!lJzDQAHRiN>oF ztW&Y%cRWQP5As$yMbl$uwhU`*0*f(f!dM^n*S-&w&dvI9pM?Z$r_eLxCHPpcMNVFS zJ}AKP?&f6Um(+*XZVC~)7XjvNEVC9(v?Zek7&f6!{#>we$h#y@9Xe!3BRyTObOi6L zSaiT?eLle6EL2G1)Tf>#NnxLNw;u)_hGB$5V~7oD{JF*W7+mJ&wng$xgvXOVSpBZJ zoWykia^p~Me~^!3&8<}7*(OTauj$7DI(MI6%dK)O&U<0}?Xsxsn7Ew8nDM4LyVd(@ zqPwQ9iKl)=c^LIChH;Tb95%*lIQxBhKFX79vc~O8m4E>+%#Rh6}>FVJ`@f9UYYb&x*gANb2G zKtV{yr}r`5YnhU`-@W_r>zmGBoy^8~Ep@nO zvq~R-)l*C2*9^#eZmv2=K>OWzh1Mi%9}%C_w&j7ckU~?6k_zgb8spn5ER-|psWPOP z5>LY6CsZ%fR*mhUa(FD6*MW>)ZRv;rPod|0AK$;daxWA^!I@6$!Z6SLHn(GG)Jum{ zZ0g5B}63Nx>oefWw@~ZAatDT-d*%OB%ArHi_bGXchs5NeD-YYx2L^cu? zdSn?=WF$+Eoosgn;VgEo={8)s>Z`d@uRjIsPX34}To`Ch<+UR$Ek4ED+M|Oy4d&P` zMkzMker}~Ad1s`lQ5DeWC;9LZ2Jl^2)B0N5{#;u`FbCmHfwr*mF%-CguP)U)#PfuUM}zev8mnA+N@Wv(#(1Zjg~hhYr!nzE1wQlYs?DY zhlc?b5>}r0MF3UMVIWd+5KU8rz*LV{A^7;Z$>4RlB1R#66HJ;82Fb(1Wv)Hx4iI!o z6Zft3X~Il_E*3nu=dSfSp2ib=#G8OgU@0?yuH(@sKRC^SVCj&&mPq>|t3K6;X+v); zh`LS}?o6&fr_^awH?Y=bYuDxFv>IZfed8KWhl?p3+nLXHiTs9Ds=SizsaVsKcdBK0 z^qAB&#VW}#OZqL)e{^NppY$S^9LQ7wrO0H(ka7AX$JhflIYru6tYVQ~?>ZPvQt1z> zLd_f_BsY+G;ClztG^qGT5#{8lH)I8HH2Gs7C<)Sb@k{rqK)Z|^}2Bo6Z%^05H{T0pjf#3$5B_~t|5@Az!?lM9?8IS90c)86u&38Meu zG2W*Pa9tFgSOLTbW9|Dt=6>gY{|Nrz29$86I2bPc?pIiBQ&#@L>CcXwHEL#mjk}Qq z!*mIV$*~$hPZ=kD;s0_xRZcnmBIF;QI!6g(^?JK^#b-4yL}5;qUc1n=w~5 zOry=XzDKSsF?CI4X!_s}ZP*AtOOc|FaNo|Ed}6VPWLtbKyV5s}3AwAA4`W(v1=>NJ zU!qjjBG=14z9wYio$2Tmk;+o%�+E7!T12F`F8W3E;Tv{6*4SV1ZHSrGMMeH~=wP-1&7Ld+o}7q~%L2apj&| z9pkgkkmqOSv=eO=7?R=k$-SzLoGc*8$&#*Us*(GUlp0ZJj6X=oeX-EYJ)fne#QK1= zMZh|R6kp5t`o+VTDc-k&Uk@6RN&;S*igk=C^*yb-Hz?w1j~WAJ3EKOW?IFRr z0mox4<+ZW*s|?GTM1tN@KM7YKi#yui>k+^4L3I5;#@;&^uK$hWB_c$E=ptA(I?)mY ztJkpl>XIN@^b&oecZ+C2tlrrWqC|-(OGLEQTlA>W7Q5Dd@A=(3bMMTZxij})V|I4W zIiK_SJn!fIyxvBp=p+9)0l1W_pyFQB*P4Kua#N7Eg2DZ;r>Z#3S}ih&%*Hp*>w@c8 zk@Ll_Kz>tt>F<_ALI}wn+se^Tha3wf$MyR*HhDBs6ZtG=oj%i}fqBqc!-Y>^cJ@;C z#Fhs?>mSx!=OqT$xVF<$hMQK_%4IQ=lreO^Sz4lYB5yTPtAG1P(EILS<>An^P-?_t z%yM)3=(-wn>z(l-jWFnK;FQO-GyZ(Z%0o~m4{PaIF*KndWilPx5gMx{l_8u!_3>9( zQpaaT?p-gXOXrQYuLat!4^VvcLMRC6G;d>TIz#K|>v^Km!E@kvl_)T9Ds4Abxj&7ssk+t)4-W91F2B}1s}q0Qam$Qp{O$!ht^f6yt{ceEx8 zTkD?#e|L+@{sB2o=&|+F3u9z|IJ1VYf_KJieV(Ygu+J@U@rQ+cSzZv@h6I2|CN{2& zrA;+G-K$*%nxtrkKa_u@{g@9jNxqDZEDO&}pI-fIxz@J%-cELrx>W9=(io{Q42&^w zIG32KND+2^H=BZ93Lo=U&7XXws+ zQ?KBSX8&r``9sdB4_FR++1Gs~dhbR) zK9aua(haTr+_~l+QS53$%f#NPiIuDK7+IP0c-vVvEl=~2_a0Z+Gq_@=#4f#KH zy6UY*mwjNL`jVW|@HEG#-5Y*>ADj0s|K=GnoZwg>!$HMAZ{ z^uCh%6}-Ze0_EUEmBv+UFz7-NRebC>T_?~;P4~M($ym^N8u~GZAadwP@safUTK1CC|9MGg|kfdYF zxb860Z#(4e@q(Qi-Kq6J0PJH~r7RUT{h*0D?<G$Ym1JUXCQ*kn5tG(IAR?zI+JD2WnTWsS`G8*Z& zjwx_qEx^lp$h||;ZS!CRuPo1!I8+Mn~~_NrUc8>-wf*0Ux1bJqi$krn29@^8`<^mWMpH%UNg2qAFVOxB@3PA?NIs(X7&FV~xBZmJeGW z3KI+0eu0k@UYfg3arB}Ehw^%}A#&L+>UHV|9srfcNh_Y0*3F>w=4ogfHRMZC{|90P zp2?y4t3abJ`cJEE-ZACDZKt#*8mILynoU~(YI$tw3!k7ePr(o2Y6z8zCE|mN1qGI} z6sWGTo>?UWk_4!y&UU2-Mi;fR_XYoWaoVp7eHTSs^&r$|McO#3)yhgkV|>waEt1L? zKLVMle`*o@iIqD_RzHM`h9w9~i^i9~q^Y&hO@@8J+t6Asei`9K=Lz;qzMb7>Qoas0 zew(bX^G%HYZgP^4m5pGR@AoP0z}*ne&5pnvu58IT*~}F;psaeZC>Ht=1F180D0TSXrq7Z#CzHmG>c#u;c(vU;F?(?>q)#MzvGUp~$~a0d%R zR2x|#XeadYU885^pkpIgK$yudnaKX3nVM0~>uPRu{*5y@{+`RWf=FI)8^?6#QiR!VI@mb9gHBh3oU&4P7r9@(f zYE~J~uG-vruqGm!=b9vEl~=)M^D^`{5^61cu}BOouHxavFI|=vbyIbR=nfhh*Z3E8 zKOLTwy;h&D!ezll#;&f7L<{LkV_;&7);F2EF=_=L?zmso*ww%7FjYiK09`d8Zwom|{Ho}nbUB{v`Obtr_mT_g zcqU5yh(XjA8IZf-yr*9?`^Pm+4OxRbwJxg#`DpK?haPm0 zw(&d)3;PoE8^7!o%6tsDPY5NKMvc^He)j1n+k>@KvT_XYiyIR_BSmK-r%}(YM^h_4 z?GCY9CvTbXn~;z3xO*2pdha=QbuWY`Y!&t~`Pm0jU%asPXebIq*gJe|su2fsRmA*`O4_h%Q&$E_b?QyF#{(tha~=1aOB z&!{U~{D9iLmi*fM_4s~Ki{|wh{@smrF!iYPh_%TkP|Y({EM?uE_MopUWO^r|lUyrb ztn|_XK!S6?O#v_FH?1FfiG7joXK{M}=46-Z(R&H_Si!Zs z5{eA?0|5Ig50+nFBvR0Xm&eTq1C;E zoRCng!2`7frGH0OmJ?T<%Kj}dow-~3^>v((y6%ffnTElv^f%FRgwqm|b4Q+FPi!kX zgr&Sdjut|PA%AN;HUvWym4U51+ohiRYG8{j1O*JdKb&E1+7zsJPP-S|x>h>{_g_`I zjNWfce3wyfBSAO)Fxy2#UGN_F1FbF1vRjI&VW@A@wfSlC21ETRTv-jUIFM+$v->Z` zr`w0lT29D6_kd8E0Zj^oar$@vc00pAC+E#lhxCS6fg*J~l|4;|FPY#2t;@{tskhnQ z3(87&>NZkkjJjU;v^_6hy3}tNOht{|CP_S(yB_*}E0Leh#@g|2m#PEgzB`w3_Gs_1bCjoSYJpt{7F!INS^g;mFY_Bjf5a{`d3flwK0; zzQ?iv7p^NQk*PfWSkKkfNpY9f{MIdaC2nJd(ldYRO!VkdQe2!9?C1l|p=yG;%hgNj^mT6Y553;I z7Z1n|STz?X)cfBhiN;@-UWaxxhBsV|ep)e{0-6&nc3#uoGtAuQ92jN1jY<^nf* zSNMEtNAX7=$6~(5W>jPmXTh8|uzoMiMm(biI=z`Im=bOZ0&(MhKHdnb0CWaL;zzg8 zWSUL-FWS|c#xF;OvcYAGQLq!BN_QG681o_a)xl;l6T-+uWm{b%C2xz{$N7_;RwAzz zL{C;}pSnxGo)%rzb}*ul)@`~+%ATJs;&ujg!X8YO-cCSgP&yWapr%wTY zxu=*(4#uvC08pBW8TUrvJZeV7btApTv_&|JF6_H%rIujHs`B@zZMZOnPnOq0Jei5w z%*Y`p*>WNMbeoXme@t;KRUn??n~I)2>^awzKl@6o`5t2;vnzLFs@Av-b5Y9A4>%9f zllhaa;hzk!Ve5P;@(A$R%*zME$Hkb}#7 zOqQ$>udnS~pC-X#9)ttd=uBuyP*4rQKzVoTVnw#}BsYSHm{4}&0i-X4*nz)V38%Z5 zSl(n_`%bw2dzOg9_&xmhyI?VYJ+UNCOp|rkkZw?rqE_#&P+$F(hr8GJl^J>OBkt{g zZ~Vr=vtyp1qaI~4rs=)ye0Df~hXb!!E&7j(HBS9}c~ncmcWGt5wV0LbqLdn9VV z;0&3M(z$CTBzEoVP5vXQe(AT%o4c?wOSQC7Mmty!OuoZD6phHH=24{c7(Og<)trK? zeYgxwR=L^g&a=TNCN=&?lvaN@5y+JCM9$RxO-3a1_y^R%Ip+I7Fy<-OHzxW<<4u-w zM)ICuzEhJRshSy|i%vK07L0Y}6qJ>HUgv{gpOD~8C#6DY2S;Z|N(ByaI~GZ)&?AhS zIzV3O#VO$v5U;kJ*N1hXeY2*cON0>J!xL?!A)!RWf51QYaf?u zIiZD{E}VsOd$Ne)LTeR0>iXec#&vDS{^POTQj98Zk5^ZivwvU7wU%*mHlQINirO;=Ml1m-08-P(uNRAStXu z(plaP?3a@ndGzwV-g8O?7ep%?=c$ExwV-i~HdLt3CvIcrD+d?%%FQfA4MtFZ>3Vkls&4UyVZKVjZgf*fAM~} zpiZCewC5W7Pe08VtsuoxUGrXhrJL4cAvcN6fddHpsBUj-ZgqXa{>ZGXfl`j2EHuc( zI-YyLdu6#VHi|GB+R+J#wqq1@TY-byigE*AxaeK(KG%Ly`7xR)sNf^T<6L}9m^BdZ zMw;&XDEtKofE$ZE&s|AqhlKe>4O%m4rWptXG1^u%iCu0`~3Lrqg%Q##JJTjnEH zv-Aj4d0$WD_>%XL*d^KGB9%*{OR+(YfKlBOx5UUW>RdcZBj003I=VRXf4)J`2pUQ@ zQtuP~3a>VbdHUvyWNdkG0jc#6y2a%-HFqy7f0M?f?$4{Eg?JCop~lPDkguz4?$03h zA?$Ig$BB`eM9OFEfhdrEC0kVZ;!&~rRz}vEErpM>67V9UV)w6a=jT?>d%&tc#%iee z$x{B6t*;=^?5+XqBkVB7i#!n?7kR}n@_G;JG`s*|jD!H1pCswknHFy@(n7aJnN$mt z>qoG}R!74@#chxGJUz!c^i8DYQAi-=SQP%J1M!2y>+O0pwva3}j6ZldbKt5>Hcyb$~YaFCHCs66B4LXSnvDK50Er)Bzzx_2*DIuw{f_wgGd)wN~0PsPg^+8I1vTy$a66X{v0zjyBzWy&d##?12z2MJ}XC2H%#- zSMsR+b9>l)mqZ-v7wDU`#P-u%oR^!8o?!D!2#0|w#qBOs$(oX!mf07S`)fv3J)Q}k z26+5Uw?+#_;gN@)Na19f9xh<4ih6O^I1iyOAO5nO&tywT$gQVyQr;@qwZp}V#`Jb< ziL$Wwh~Yy6;lEqbv~{ah5%ve$tKM%WLR`0>87QaU721{wi-SQl=nqG4G5%iiQqWrh6%Z&t%J zJGAU)VxyyPDTBMMNmkH|+m@dMj>l(OP8p=727+}*viY9{I(FLKQ=RQQzV%*NrkXJJ zuzF+1_A3p+=uu&*`)h|EGbR%T}SD=eXiYNz_z*o!o5jq{+tX*h+5t zw5zN?*-*n?mQTRA@6~@qLubZmLEX>3Lf@gw3}bu=#WUn*NZ}>b;7R4Xlt#?NSQ6|x zzh3*X)Ja0+@TB@9Ho-%|82j@kAUEyg$WVUvi{PFU_vv3sc2vhN0;|FEC#L{|;b>_7 z{JvS}fb@^OCdCpDv6p1P&{vlA8DZE%OPHM95or2?HL^QD{({<@n2kbmE45+g8=t%P z4|@{wVJJKLJg^3G_Z$!KV5ngYt72CKrX9FxeaF`b4I&PJz`Flt zm$2Qj8|j3;h<_Ah05i{f|2-hhhMiyfC{ozvi3y7*|0W{(kYd(apfvD?U8+Kd z&?f~eMVkO6kb3Jzp?2%~$^o$<0XbGrQOH-9gi}WW%`7D5vZ4|o<{P$QhSC7(dmr|h zXJKbKhM4RZd}rppunXGjNc$P!T8aQ9k~W^a^Apo@xino^1UT(0o)C1gL-mm*cqo2V z6`(-Pv=b^<2F0fz#^u=jZ8;>I-9R1_4$7eQu1NN8Wipa8vAD{f}h4nJ? z&q9FQYRa3A<_aVrpC5ab!fjP@Hfd!(lSN(atbBikE$r;=Y@G3A)%#rmvXuoPPT2ot zc&Fyiatx4}H?OSEeBL+-fd@#{%lK{A_|Gx27Xvm&kMPRn7=gl;{tL_pt4A4tt%4nJ zIyy4+?&WC`&$a_T=##Fo?bTDU5R?_l8n)_vgg)O7^SQmc8qca}sSu>~h6xu2!OdK3 zx=J7K_dgJy@uek*5n8XQ!g|WWL3UR?BXB)8PsPv6+8ck##z7aGAKcfPA|*dpLkzWhT^QP}D4Kk8?fzj#xzdZPGGeJ>80W82aL zY$vZgE58xzw_0L02HJsQsk^m@4oFJmG3t-Nw4lSa$xb{&*i3WztJikWjoJbR>JgOX zUAiy9X2_FEcfJbBA7+Rza9o_VO3iahBSy?AY&y0D3n10B9q&Zu-T>jrCh@Ty&Dq@< zKMt&8Hdb)2>(&dH@bmk_5)w-(Pn~+o=HG^w0fFhjBmU1OsPrZJ;Tmv85B68M&tlT- z@OdgE&2k%;KM8D$>DPYDyXlh}C;lv~P6t@3CZ(5?9{sCObcU?`c`F`rP5n-fe#|6O z*P6n(t^vJfB7$Atf2j#F>*`tQI>`NAM6fYb>(788uyVilevw8#b=?)mI0S7`J@_3=`!4lNX*wStrtGyRr8Wj=5~P zw>4AHL-)TR;F0n``IGP5h2dqiVGB_edrNY|RcS=G7jNR304B&k|Ghk=jahZpGtU#e zB_Mv??5tJ=&p86!Xzf48!r`%-FnCwQw55`STm}gnINg3|XBXE38@ySp5R{zZ;Nn>| zuz7a=9wvViw$COLsw6(x1rWz-l>hYH0+v`1?)vksPg1{n4b>DAwa9Yjsjps5%LVego| zItfH1hC4THmur^(J3_T=S`@G<*2R6oH9l;yB4IzHXnQk#j0AYL;DDnr`+Q$Wm3jJ{ zgT^h~L#)aQfPxMv?KX1f`7hM)e{MPK<=)@x5&4H^3;aS?*gjbD-P-)goozxTs48TR z&G5GyAY71HJdP)RsgJCBwqf}A;E;eh`d#F2zRAZIhimf}AHpN(d^N{rahCuB3|ouW%aSv-v-SVbnEmB7W4ycmC%LEa$*--GwU# zj8XOe|2%FH7wy}GtVSZ!fDb*I{y+J6x%)Q3D+i5?L(BjeukmQaFck!qKWg{3 z2W$-Xn2Q^Rw1SP<6c+*&z(8Yqr^Co#a7Oa#6)FDxUVBSV-_6Dxb-0&(Fi12;zU!d` zoib$C>u!0!UggwiIqG!StDd&O@vvR>~p*0Am_if_Sn zzcRHO45W^WllVykarfq^k?lf@gE#c_8-y_>k@Y2w$rdtpdFrdcb2+1=zK1jByLS#e z^iYbYOmCC5$=u!nA_c|2ZJz@Q^P`k(|pXFpZwEttn}w`Bu8Au6R=w z58|(4>qYFv_LFF698~SiOQPYw5@WOSrxJsgt>bp-H%R0;Xg>sgsoO(&7Yht*>DBZ{ z6nO7~6x95VtF-1bc7_-OI$CBC?OaRjdOa&~ZP_?qUmmQiREst zD|>Nx_$R2xm1AK8i)&6sg=rOxC&Pp;Q{9nPM&fC`8D!EVU+n6bX_1?$Ot?ltU=b?{ z1|v+q4`Q z8mYpVRHesiu#}>8C0(i91Ayo7hOFZPxDkK(-UL7C3krrcjytt`iO>9=E~)I}zBj61 zQZ~ly z7=JS8vT+^k%p+*)8p!jp+$iz;!;14rS+L;^tg`i0?l60+T{MAqO@I};GY1L% z!UHGX=VKv3*d0TsiWyhE*-8U_?{LrRmni-Q?V+I3GmC?93iQ$@7jMS9+iDo*Q}fen z3t{y@3+QcFvMe8r@l04$YKk5?21H{12UiK~zRXo=-=dGC{3y)twC>ib$ zHMPWj#EbV`{A~7+zC8GYtn!0pl>`;HZGnA4UC_xsWNiBxRBO3DEm9|Q=IC&*rND%H|*1Bcuz#|y3rdm+>@Kyqj*tOPKjBQ!M@ zgN|pvCmV*_w~mn<0fa z7?5s)vPA5Pz;@OqQtE!({qX{wT=2J{M?94%@joKr!fIFtze^(k<><|*hzv}&8^|>* ze|sh=mH&zUbIr zOL2O?aZC}aXi_2L=R)B0AeW%PvUH}X5nOAY76-YwHnxmUmR(lU4x5cpJ?~M=TX3HePvK#~E|Y;R zM3G{uC-zr?K_}P26qg#(*}kM^$^%p-qxWI00*o3hvPwa(wcP+LFxkR+7&poU3PXS} zVV`)dVgkuibP!yDL3kS)+l?YE?h%c_lJ*pq-Rgi-{;Zd&7Ue#(EKwvFkk#VcDY^Pq zPW%upB6{aWmF@Nsl0|^VusIS&?IEan&E{r*+VsHwcXGDT*TMt`i96+^sF-`#@x%V_ zT5jx&C`Z_}&(o=eM?f>=3^eB9G4@yLBS|y5{RG6trrNh)MG3)Mnw43|g}Ffuki{*dQz+V4+>}-JXE$Pma~~R)zb{8M`tLGodP_y?Qe_O3MIp79d5H~I(Zp=YgkY-@x*@p z0`tQCP${%uqhVqk?XMrqk!3t2*N+XW65f`k!bs*4$pXg}x+|4$M8Tf(7w1ZrA=&S` z97TzyqOgDL4+vp&g)84Dr&LV~^JMIQO3P2^Sy)J`{iyCA$~>6ry^cSrD4R6o5FOqsSb#21edO9UV@t z8KsHR$0|&z$B}hI*7;$YHS7I^nLWbHSNoIJ6M0!k!@0|AV1l1l|;9PJSV5u^4-5!#o{04$%#%ZwhO-a@V&)C zi{FgpSKOjTvLoH|-aYw_uUXSrMo`i%Y>dZ|@C(;cQ|bo~t+s$P&#B^+Xm6E@nZ2hk zBRk$7F>}lFD})Z+ba_}!S(VZ}oku}i+$gZsMXC%c3VkKyHtH6Px$s`rg;j(zR@XoO zErc>V5Aq<~>G*_XYn(3s?U9&A=W~Z?^0PbLrbDM=blX0`tW6eIly^@|Dc=^yX2c{` z-$$j_5+1L@eQJF(lHQnkk+ZiG?2CA_r}#Vm!HKZ532Q)w!KY@|{%&d4%J7A0S?qBF zPihfZu~27m_Z5Z@XSKxLvGNrgI#&0dI#&v_ajm#IQeErOn&i5WZcmt0^457E3D5GK zkXZ_elo7~qx15W$*LR((N(&aL3Rhyn!CZGv4qH;VSyZm#0DB#*7wcz<+ides?-bnb z*#izOXMa1;p3)56g4I68rguqRFji(kleG$H&ReqaN#QaVUG5xNq0U*F6|p{K zZdHQCnS9idJ!3z67D9%wH3pjNB6b&Qp%WB`{5jVSw%y^}Cy; zZP0BZA=LTbC0Bk}-|6n{4B4Yx;iL;FHVE)B73Odo8gGhhxG={UaOSofP`$SxvV&g1 z>|E|skizDG^Q&p=N0!9Up80*LOoqbeU%0bfnEH9B%n@k3-7##=`>>RY7y>yy$0yKt z-C1mPEvPXyk;=^UcjK_P=FThS|7Cw`%#dTI*QhU2TA+1mp+Eh#JPVNFY&QZK8<{O} z0_&SSQ3wg-Kf8i>1Ok~$3JjyYtuAZFgAV0+4P*sO_s?AA{2B9HLw;7OBC4N~%pbP& zXGCayGzshIyt=b1vP4z91ZH`iXX16bwu?PyfAvlTz%oglOy$*3wDG0g(b;UM3V`bx zKl^*Or`(@j+{1^VcJp|<-W}h^Kg%>vDF3_ovg_M|i3g1g$z&cA4_w%32#@QABr2SK zt9+!ZEp1Rav=Pa@TOGtlD|0Fl?Zq5XGXMl%wzA&FBY*jv&ioaA}7)>>W5FifX|89LuaNI*wc4%{{#cE2C)JIrT zMWy^}D=jI{$m14xW4GjdHC`N7&~R_+=f3g=KTZWW>Fq}j|2mF5dT#yuaj=0G z*%;h3W!0u+Tu&7ANUCO=b30q$U`V%`WGYN8Rpix8*jnm;L>;;?kZeGo;SDS}uFNr=ZhKa%%=W4w_-AnS@92V&UdgRa2>Y@$1~H@%W+r z%(N*TTt%aXSPnjsJ$TXHbWih!JTU628wM;EGNkF#oO=%)h^c9ob*AV^5_pa)i?Qbr z$(!i&kK)=6*ncK)nZpII} zyR738{nU~KPvi0R1)&iBg{|1!;@cNbvv_8bAP6f?|Lo!7;?l|~wKQctR&O5H2zz^q znB-`@<*M-*QOFSJZTqwD5$vY_UVTuF*hfqL4jqun$W7maP^T%{Pzx3-k*w%gS(P_) z(f^T49Ogk|*lV%`Upvp6EIqQeMIDD_c|Mm9$!b?Oojzj?4!*l^m!$e{{lz~sW2Z)c z<>)tG`gk{Ay7bpH5*G4O$trQr*pL4$9ckh;+=k4OTexT1kXYDsYDKvIcFTR?BjP8r z%va5MCsU{kf4xsxUtGTi{He>RFuZ84=UcogOI4yRzb(8EZs=#4qz60!zMfuXP~$*5 z9VVVj#<3sX1ZoVl+OeoL=X`^0u95+Z2Rk9L9pts$hvpy4gh#n~d>9<4Hw=0Ubi+hm z`-@>NUeQ&S%jvS}Xoy1q6U=K`9W8Q|b|03%u_v(ycc$bV`8m0yC5YDQ7JK)NWaPhWyEVhqgZEtN4NQiT_aa3` zfthx|Ar$ggtdGa%!$42&gjrM`VIf z!vkS6T{UpvFnjwyqGUkbxhc%k;uFuM(>nE76$S4}pQ6;iz4Kpms;DWH%d2VSjazc4 zy?Zlk8d{=pJ9plc<-7TucniEm(1UR)FxUjhVj&=RCKN`0Jqj&?P$4q-SfCdt*D_9Q zQ1jf*WW*FGJNk<5MY=xnl-j7^UTWM@?d zlu)FGueCI$%`LDW`Z&|+#nf0#AbbeQW^Q-7up;9gGdIGZvgPs$Sv95l*fraUwwJb9 zaInZy;`4Bo1)<6S=5S4VcGp-Y<1xRg3DJ}A)v*+Pxy*nBQICtN!-f~a28PLM0;IKD zgJmpeDo!}UD&>4|w{MI8CH-{zFs})XT!h27XqMTGpq^`3(DOsHOE=y!rEa6F3UVaU zeBej})n>8uMfV{^^iC=@$%XNS-z()F?iDR=p(=lAvN%I(s;;B|iz2(*!)wPtD*R>W zyNfLu#vTW~fq(vw=!wUK`;5mu!}y!1@@%svo8OHb8`B~9#3MPIdSxi{$C{eGIi7KK z!#6QJLZy>Mh*3i68KI|>{gOKW@rvi~`8WNzZpl#G4*rqn07cnhMY%EmwM9|Dd_k zs5KW1s4BH1#V_)se^o$pwWt~FwrtsmuVX8F?U-vV+ebuX8EDX@YHX#L@M~Q9fz*%^ zE6^0*S%^+ZbafPha1sWCOO{F(KgXAxT+Q~tkMVq)LVe>?MNZytggA%Lum3hNsPm?3 z^X6`nOlka05^{4U&dq?7k@Pakdmo(sxE)9+tN5e{8yPDJ`DjlQmnl?8KY-#WB|KkX(71{%Q5vf{hYPpX!j2+F|Q?x>Cf4Y0Ve)QZ;X~ZM57)ey6 z0OXCPjmSsNXnRO;Q3N2@e?M0=LBk{`$A}>o>2+#SaokYFw9IMK6HQQtl!>#Y5p!i4 zGNu_e8(YlKd%*`dkYIr9L4kDjVAt zcvk33&!H0>7%I49IK3-eQ?Y?omWyd1!jT+suwUnT&bq&67z-$%#=!Dti_6^H8xJ49 zgV7nvkx=oW@i8#Z)9#eGra#3fWsw&;4CycEH_bJ&3F9CDbMQ}4mMN{MrCHOF1j0B9 zncpWgu-W%Wp9!}@Q&=g}Lh{k)0%hVw#0Es*B0xVpzkFhK81QsNP5GkWoWzAK#T=8- zhog2=bCw~#mMe$YT(=Q<{lB~#>%@#;h`*l&eQ9FU)@+*}=%4$Cgk|Qur2v&|xjdb= zp}fZiTAVF$M&Z%yVZF9nAx>_c3oQdkH!MxR*I!7Z=j946q;K{)S9tXzU-%!mmZ4j8q5Xjd4O7nhwys_qAI-^i&T?5<$&FWi9!u6%g5 z$JB2llUrmkQuxmO-Em~{itGVV`U$pXD{zmK!LVa!S}QevTP?fD6$a(Aay5cge#UIo zi4$cHIEOulAKGDHqS4+cBE!m$cCHXBo46&}&cK zx8|;m!JsEB9o2RSnn|J8TQs74(dm|VuqSxMOyEEve0}YUqWCqpO>fkh@TV%8CEms` zySOY{r$}%^j+xX7SJnZH>Ao?#(`M=xQHv8%|KodhEq*Q6lJV%B5Vsi+9Ma(Wq$ZSG z)$X%XLZw=(_t8=fN<@5!CB3L~o~5aIviZ=U>5gT`NV6j;+IjPl)%77M_vWg<-#9gXpIFEEk2MRf5Ik1?xc7%%VS{T)lc?0>t4o2T8eA%4OSZsf^SFd3y%9v}Mv_R6K7p3g02S z7%=CUYV#ZW(UeF+Xpr{3Syb!eW_o-KnU(%I%xvP1x1TZEXuwtN-lM=YmV~%FW*qlo zw!)z8J)Kb(h{daeV(m&DaRz&R&_N-4n99n=S^l#A%+nX9 zqgHfFgq>-g5Ebpw%Z}Mxw*tftVB+es2WZOuf1%U=zyBl2bC|6@WqH}RO}u4XQ=GnO zSbvZ&!@SJ&o92%^1j)DyRAN}7v- z^l$};e0!UxgGM@6Bg5niOXnh%O@jib1bKmR^-B|fdh>!{6ptH^>4WL@H$xOUmWjDr zbcp9F_S9TiA{hMppo`f_dD9HK$H?<6kR0CD283Xd-OAqRgV%r~8}MApy1Mkw|tw2$VB+Q`pL|*)&|PMX6)- zKG;iIULazMXPSOo&_t?*D$D1Nd5O#GV{L8DQ+gYDx0%b09KtyM$#M0loB`*j-|vfD zFvaySupsrwNQGQ3NB$E&oq`4z!SYx+&+gv?<|k-oHBa#jF%uV1Rg}Faa%KhHRe?MS z$VBPiS5_^URgh+#xqRjq6 zj$G2lFl+RMAoS7g36l|eZ}fm*^Ot^|=X%C;T;CAW<+lh#tRaT1KOQo$K6xWM)f;$n zI_jzkFb*VIGv;3j(MRY|jMoeLzE}Q^ogFJDOz(#EwEk7x;LNK;%}NWBqux8a#w?VyY5}?{!3r zAjlE+tc~62m_yK~=i5>AfQCdB)L0?GU0aiF!LBJOEMD9G#zS=AKcYK78F2~s53jRt zoL_{5^{RuVS%o$wCw}jU3CX{=R!i|xkPbGhcuxUDCLyUxJ*W|j^=pYNat=oJ_JTjq zN0aSBJl<1vU!L*o;qp(xm92$4xjSuKJ6>sU6?2$4p{6jy>g!U?8E=iLR`C&7cpb61 zad8eG!M7i1^KUa)=rjk%`lUJ-ORdYi6dd%nSQmW|seMZ0S^v{&HDgAAciR7XyPc6` zXK0SrO(mX<9@4!epP2om1fCOH(!+_^BCtooFJ3>_g`9x@WwN*f?4jRwNB&npf4=be zD!kyTr?Phc5V;)C{Vb{SYs+*M^k&Bt_9+x+bK{(kI+hw)H_Dvskhy8Wx~^G6k^hY^ zomlA+DpU1<5dKhsc07{Z+fBf;HUgug>G$p@n|IKKmGAvQSkhx+DT z>ujVR{AzJI-awEP=K11QN?%n~-z3>>b|pg}Fp~XW6-*J~D9cyZaacv;q5h8`4{$6_ zAn(Xdce|v^C1*Kt$f5N?AlgXmXw}mcOl|YQmvFuN?`5Ri@qS74jSSzJ=VgY%KRjQ3 zEJR+-cCx$F@Us!dzugt163v#v+f+ccd=;=0vfiUlgmz;Gtkb)48hh$ zo0e8F3USf~H1Tz*15ii+)RfClywAj!e=jMC28*XT{NBvWCL593S-SVu^NRBPa&3P$ z;eYOxEZ}7g+%(`DQNJ4%pZ1;QC63zzo%D?L+{cvoVf}|o)w5y&LdGxG?y~%92!rCV;Y|wz8a3 z@JW%j-JV&W*<4Nc^x$we^&FY01n*r3*S5&`4;L$A@xB8GkUv(diNp~**qy_DU2gUc ziudOEbOZJFH?W!3Z|~_{fLn+>*dNH<^cOHO57q=7DlQvF*yakmp&Eis!WcBKi4S{~ z(*gY3{_Jf*1@65dFq#l_xy4~$|CvwG#_{40gMu;g7WMdb8_5`3V5AIYXz`dFaP349 z&dIuNJ~>0j>frnwRgA1*+I%OTn65d8JdApBR23%90Jz=(r^UNJ{YPm$-4=1w!y6~4 zu9!;GHwr$E28^q<(^a5>?!tpx7}Gb>=lgKr)2xubn8sEPb{H!nTzY?QZAJ;D|4C5$ zwW>wZl5g+jTa3z`dQ*I7$6Dns0Sq6Lzfr(_vg~>uRu;|pI$@01qqIGd}rJfM9*yPPztR+AdjQ1SErwDca>1yOCjJQ!BTKe9ip&Kw>+e6H(VDiyC z7}}sAOMIiY1p7beI_s#W|M2aTl8TfF0wYygN)Uk&(&DJmArcbOpfF;9(lG%6$9uIu?D>DnOz&6ypMrup~B#KWDs$McrXRV2hbI~Jh)rUA;k!9S(5|y|a z5RN;Ka}T_5G(FjhA*GraCa0mKqIETZH$M7>l7WW(&aQAd(w)_|HHr~P(`-WTyPt?_&^-^x}izJ&qR0UWv zMt2Gv*H;i|P$)!7{ug!w3q8bjBTs)L&e7ip%PQP)9sU*MfU;|GK3?X`0`UQ2*$Ug7 zM*tfQ=9h6a;slQJ`NyE+Fsztr+3^p0(t?7R%K2W+qyA}@1)pai19FW4Z!+#I>Z z^py1@9t;3~nwjQ*SyBQTO(>1R@Jveji#M{@muwDx#c}0+W*IlG5T2|4wluP^<%I6j zgOv#*pD4`}zOQCCCpT&43pq+%X+VevFjad=;5-f&(bMBXF=DQ&#LYq#iD#5fJvW#^ z@^Po<#OhQw*qlmOa@uU<{@AV7VKz0CIH7Y0e!>mzQFH}2?fWvK+@B+gB5r~3qc2-q zv{rcwLdE9pJ=45kQTzJyM>#`qi;G(^co(1j-Lt=hP!eyvGPafn5g0E(QxXfCkc{`aT-o~6y5je7s8EA6x9Uphl-6`pl0#-6Mr`MOXTHXy6YSa0H z$$_=BX?JQ_7|6Rl8%J`VaWlaE@>iv#nj_uemW@$Vc&X9}%g* zS(Rk|3QN6zcnFd~EAL^`Jbas+mcwGx4V20)H8tKiGN_wm1}aRt86ATx1HZkq&33z8 zrUYgJ4PAJ@Wa>%$icbkqKKysUv&Z852eb|Niw+vp8>8Q>m#YsIm_KpThq)@U2C84v z{+-rQBs3L{mlIa|(!)hlJeUse?#=~HC^b2Qy9PqD{iOLYm-o~Lq?d$Vs2e}v3*NB8 z!y6=W!XEQ?Pmjp~33@Vda&e)*v!y1Y1JOt5j*F$wLlcW#5>~bepKxh}Xv4F@7~p83sI4 zQafHjzH6qINV;zET>O(m2w!w827*X#nH9TIHa)aW6dNw5h?9zBtZCv*#o6G2UP=Yr zj-Id4#k&Gh0iML<*CBfq3iMe8%AT>^&0d}VQU>LHGclm*GydDf38MMfG4f)7Ci`OMRZ)y??jM zL=KkT^Thh^=#WHkw|k46!~yW{MzSaSj^^R~_?d=)D_Zmwcx3E&vwdN}ntzj8?=r!Ahd*V&3 zW^dUwSB~F$Hhkyen1AN!Si@Z`%8>Yv66Lh45jf#!1vixs`e7sonaP-be&@MBdQW+> z0n#J0c<8A-i8a??b%CU{p^2%a8DWphh){t)brk#PIR$&^hK3%r&AB*^;NnDR*U0Ld ztiaYdU%fMtSjb|gr1Q@N{nN%f1jp(!M|{BrsNOf8`2+Ob4>Om?o6!|0Rn4#C`QMqc z*O~+s^`_Pr5^?^%i&poT_RCB$h}q1WY%4c4ty@RjLvSbJdbO?89UZ6VPIL0~IICn> zEBnXzipL&z4FH25ZMlvPuMq#aIj^*zmV}@ag@vilfSWE@5mQ?hdg%>Ol8sn9x&k8c z;$2s3KetXrzWg+$Dky1CT_~CtAuJ4@L6j2b zWWL4(j&0x%(ESTa^mx2yXT2I22zxUB+H85yrjq735W>z_;k#1my*n3cn`SsLWw3Hk zxDsvtrCIc;Wy;$US_5SXNvF9e{vVYqh+L-TQyfD&y@L&nrcVCbiEK#;@X|=C>hHb2 z`I}z4XC<_Gs7Ms!tun|+oTGWDjQDQ`DBq)8B-@n%G;&N2Yx6j0Pc~ZfMSVR_&OtL@WzInO7D@Rza5N`i!oIhY&_8g8}8~w{# z3!&DMd$Ct$tKhH|U_InSB_6T`>^v47=(-c^V_u1alj95TcahPB`9vLCwSa2&u@l>` zf$<8e$38%c?>Y_o3^*H89^w8YxEq)oW;6}{b0t$@rLjbtX{atIIniC{_GVDq6L>SDHOHdR9zMXccgLGO@r z2-p2R$GeA*xPNxsLC>gNk#INGzCkm6PAR3lemVYPXeDdAl;2caL;Fv(!TT|rpUA?n z-uCvshHAO0^7y#`)NQaJz`{7z|3Eark8xZY9E9i9GgLa|4{exZ*QOf4LV7RF*7zI` zs~-2KeM%NcMdgI7Mf(;xZ0D%k#f{M*vL3E(>29C$ts#pN|6bc!EIgIOlr-IS?7rrn z$fO@D+;2)>F#oEg!gA&~dY;Sf$v3QieY7f5eo+={g2_c;uv2;!FX|*NGQ$E&pxkvY zrtVgf{9pz&5AER#UjF`HIqDKBda9mNs85XMO$L$?D=Pll!oA9gnRkBw9|1GHuk*DG ze`}z4SN`t#&|DNkd`2N1mUW|_UEGxi@rPvWWEO2OzJA^ zf()PAxgM&M0)cLhC0(qSc(`ylKB{kPq3N=fU5g%a{j}a`O4A7#uJYYUT(wJVsSg_< zOz?T^k32zC6|J$&T2043N65mHz>Py|qvP}5jdc@^RJ^a(sON@>bNGs8odq#Edd1R8Yfzlm%zSL>nAW6NzxkiPC#7}44 zBS3@{x-7ghSC5_V29lAART|-MrzqY=PEx9G#J=FvEJ|1JhbT+X-8D$OHb46AR$OZ= z6cdL1g^?A|yg1f*L@L>`%^l%(+3|f$dEt4vkkW*0S*hb%LKkUvg=I}`FINQZ596BK z+!>b33!pbz&d*r4!|uWh_3HPKIwHd0D)(} zca8_NG-I6zRAQN9FY((NB6;_hwPqgBp0|~Q<-5=5c?X@KT$~B70Dj-~C6tk~30n{$ zpDAt`uBpRW#G{r#k!vxPqwW9%Jx(hV4~akU8o?gy$p591eDu;!AF%;sw709fQcc~9 zl^Q}^HXUb{^Az>cks&Y7nw`A{4sPM;2xl9Pp=L&XQZw^5?|msE}_9oPhTaV<`x z^|i$>6)@pA*_9!1%8h{JKWn>I)7-I>dF7Nz1`_GEI)QoLOqzZ3I62({HqDKq)V+Kn zTSkGGHg8SR<`Sf-)jq551R8ZLFK)FND+jurkcVilho`s6i_9v>TYz>RG}p^hxY3D6 zd#qT2U+!PGbg+NiYYD_CD;m_hK4RfSMXU12pjgbSn>Z_7fV$IVM-gx_JsY+b+dV5+ zAd9LLQ#iq>WbO_EBX`NkQsM`;`uj*xyzb$}vA^i^&=_7ySuZsdN-!+=HRPCV(fHj0 zmU^`GXJ@nrj!o)z-uj?kWl?tB)>%JtJEB^Bp*%YLj`)~i_%ZH*K^L-AzmP9F#B$YoPWdaugG3IthUMlG{*bz;e`N}m3gGYy3 z%uOHK7)eEa?F@OSp7C&eBV9_xbI(wHZ605g5E2X~T(dgz=AFHGv%cpd#s?CSj~a0~ zZF#d<`r_5Y%Is(AaZJz{{!avL_!ji>qf7rjcCQTzsR)06F9lzn3%{GTR{`}y?z5`G zm0`4e1+WAwh^CL>gH$iuj+kj%&kLGwbp0xy>&+$o6w>Ejix=PeZz4x%X` zo`4rCKLFXmr{jmM+0Rpl^lz*L{{hf?@3{^xHr0twvUnF)lueWfY4$&K^p5t;3C6!F zi+S=-9b;n0YI)!DQotN`)5aJnMWo$AEc4Kzm4S8QA^<;kV(}|v_CDb)XL@Z@kI7Np zDj3U2qT+MeU^#thH&opxXR-|Q-`kuu4(rHHV<6sPWCtieE@WH}hdipsniigjK3mQ- z%w&p~c@hW{XzIAdS#~t=wSRgY_k#!;-2fZmba{duALcM@DgLZ3$F+R=^z;MUuR5b3 z5=S=KtGZ;&wNnSUw!lAjKK?YyMdtkdXi~wsjpVb(?NF{bOn*W=q7ft9_Tz76HWN!_ z^9yQ~SE8J#lJpdn&wy7 z2?Ylu*agrYpa`XBF#;{Ej5em2olsr?*Y&cU?W}e~eTA;6@o*Ro4xxPBOKmEOH)8!Y-v1rw;KA2 zzaV)EwKXmKE=RuMHeLS@SJ&W*u=C3Y{xhMfU5<9gu3&&v-l8BfT-W}9PX$bV4F;#u zTb;sU&zoiK6VpEp@%E){8>$zoB~N_o&-@+iiirX6d#*7W1>KtE$j&xCjZux|Ap`lh zK)*lZCOdDa;lU8ml&+dVpWf(zQ34m=Z2w!)s2K}aqK@O`jbPRBfmW_}-xa`Nu*Rux zEUn4tWB6dl>eiyUq>@uBot~iqn33z$dh0t(Lz3@$1ST4{Jc&>zm6Q)64RHXa17Qb9rR5d=C_y|N(te!a?! z+A^w`68K9AxQB)ccxIa3W4ocD50ke_-=M>vC2tpDwS}9x=#9X;)jljB*u(yyjX!iAZgow+wWbMm!(9|hX0ZbrHovT zLX`%@#||2IRrinGQL3^PI&NH_;^aPgbaM99Jn84XtK^ywllT1&$jbHB z7mb=`+?c(y7$r_X+@lG5`nQ_dh-EN>F?15~3Q&?nI004CF7NKD;nQ8&c5||l?aerD z63a(<-xn;hG#U@;8J)#N!k-zEI)|*bAUF(2BR7(UBU*LNw6cCdcXv(8CvQcB{A=#$ zOK~5fl3TR~`6-#ef-AenAf$oC!cAf7$Q}SQVfQO40Y=fC%u%#^01MerktXSr ziSnt5F(-e^VSixKhU~q`)D#RQjX-1rZgI|Jc2yB42kt|;A!U3y0Pq8Q+Lx$6oek_p zp*=?D1(RMs_zQ@}^%Lvx6*2_WXRA_|i+^ciSQr~+%=Xbs%g%>O$i`x%d1-p?G(`ou zIdSJ`V-}3~18ESGkO{G_(Ez{Lz!OyOPrWQ#8H=EG(?mt@*92z!8ja`V<<|C*;&C8B z$I1ZwV)VnNj#@FEsIp+97k`Vhvm_)qCXkTzq+S(LXuxkr^TWZF0hE7;aroZ+p^ z5q!ab-DCL%S>r3Yu)T^U6C&XRt0;k<>?Di%!mdEM!Nw?E6%N{6>STdRlLF!s^`9C% zK@i!+>!ZDQr^N~K={(tXr1Lxpo%9=cjILGF!aVPAx0xyOwt5a!8p^J`yK*s|uT;vY zgd!k(O-8&3QKWumh-7-f*yS6pfN>z{l3e`5>1AQJQ=`^6K-tIQgjbHL`yV(b0D zEh{Ygm-OHu|D5l7acSJA7>>6GO-yPE@+q5!r!CX4dgn5`{7Pu+_hVp4 zsKy@ljYibm1uN{l2GQ~TcmzC@fF3%p{4_!@wlpAUbVR*cwb<-rfB~lNXX-E zXuCgFSB7U%%Mape-Jdf3;pPp9o=QF%Id`6zb@U-!E*#EWlysh%a}w>m)JKev*yJ%< z__Ek6r*IdRm}|Ncht;|67GJ~vEKV>Jj~aM82w50*AT`!Q({p;>q|w?!)IVR!e;mZy zcHEhZm>!otD>VXE4b*G0dx*_R8jb??jma$`l>(DBjVvzp9#5_NVuGoTt1UPZV)yU$ z4{pGvsIA-j4JuUT1%SfzT_@$d*5=2nRP;eJ*mhpve$ieP}YVJ40 zRpWgW9t~_{Wpb9!dHHXxr!a~H&#thhlVy|(ck zpN&$%!uIhN(qEGc?ZcDn1}TSmvcIzE5os_Ro9SLAw;&vzTP-ne z>HRn$VBKE={IW&wb_0B`?b!9qQxt9K>JldgJK$zd!l5Rdj%D}M>Vu6ueE?qEq?w{% z?IrXYnp#>vvQI;;AV)WC)D64eJQ_Z$(DP$%=!-{;r~{jsmz1*`F3yt=I+&)B`K3NVL$qIxaZZI3_yFzh= zwT7R6_hs8&lIH|Dx0wFFOTzx2itJdO`5_Ps#rq}DnC6swUc|=*gyBN`@Tn@;XH!dT zNaS|p=TyF7QPDr{*qCFMYOCZfEMmL>IzvgtiF3<}21-HSvCvnWoqBY&Ykb_V)vJ>s z9Oek^n^ef~H(ANQC7{%EnANS`Z|0P}#0jU~NM!B%fLjjD=gk!Dd2|x5Uw)(Hs0WX$Ddi&qmQlC+Gk?3r zM?EQ=7s!*K#rWNus&&3jPU%Y>z;XB=!N-DEW~+T87}ST7;%GAW_P1Z}DO#7LOK#wR zBN1H{zV^5MN935AwEeMyGY*r>SX}#jCpe9iob@&X=oACQmA!~qMf~{H2#GH3UA9Z& zTMaiZNFgsJ<+}L%BJOb)$mrFaj8p7VyO$EHo~A%nkMZQai@ zzQc)nqGEz1WEQFXf)9HAw123nk@`gCO=N6lGSW}bLuc}qIM4VugNcv%hRvK$h00Ab z5#MD@$(JA6ksu;om9G~sZ7S4YsJ+7$QcM}-hB`wwlvjh)BGhG*NpuZ*4vcL0CB!E% z&{&50lh6Us0(f5EX=+0Uagt!u`N!n^8j8?Wrn^Wg+qkxHot!g`Fmf7okc--Qc|mv( z*y?*CTv=4nzO?4?lCOPn>&atn*-pVw#Ro4nr1;!$yOeF;j3C#>*FcF?j1LV{*qbyz z$YtfTkT?X39&UrLZyA)vDlSLq723uP*lAD^U`*lY?*PL_ZfWjy$n|ATsL?|)?N^W0 ziZ`ZZ76QDZ*&lDE_U68}C$yp96KC_l*WTopbkxZ;y)o!tIRc0{Nc2lZ?tX7N2VX4W zqC@0WMk%R~H0`r+>D8>{IFYFAqD?1D0gwsNnSJ9qjSqp|mmG8|a;T7q*>;buhejsa z&uBCt3@)F{Z0wC;`7R_U1C{8<@yeM`QgB@^e?B)-YMh=HN4V-Um{MNH!6#3TS?dfY zOv1deKL`SSS8syZ6NMCV#nHw#We=st=+sR=sL|c~toiT;)Nq#gJdo^|eVd)` zu_t^Mr)n(_W{UdhM3$N?Z$nmOKQPe^krh>U;&UotXN-=H)>sR^;aL(Q;`&9AdW?r~ z|LXB*+C4sG2CahJwCD)SZM66X>~rLi<2)Ozun!*v&JG3jwDsAf)k{*l)w3Pa#l7?< zwo&ZjmpnJqmw50Ut}|+6zxTqJ8s$`Iv#bY_e`53^mSzN%7KVK3B1k&>D4qC^L&-1e zY+ZfoWc9_yv5R}xSAOwfKw)(OYs(y+C{3p%&Rl(s?Kdj68w|OtR8{BTqrx+24HwP& z)MC0aSWedqUkof0GYk2MM;{(5A14VIh8JU{i?gIXj<(ABf^d8C>mp=H17!*wNvds@ z&SsDeAWw2w=ww=_7$nko>ix|Ce<$u%U7;6l%MxJN{5Q6+|M480ggJ#!B-hm99{w%Pu%3iSqj z0Dy|@a{A0e1#rh2U9ssuI>LQz8y-1F;0CU*Y7R!AvNAgv06+21KWvc%8f{6`=AlOY zj0FPL2L>5`2Pc_XW#)yX-5+tpd};UMJV^b^v0;2%P9wu&Uxz z3pKqx!b@TRZgu$pfWqC(YRg-=EI}o3BFTWL3xorH#qXV??R2J*@;;x38z$F5(*F?{ z6Jr|5(zej#A<;gc@+BiJpAjbv0FMFNlUn6TE%_E&l_rQe>^j+D@?K83@ z__mr>B?Q*_L8+ijL6*cm(!W$cQ0PmJhyrKKiyIGcM3hLuiW|(Tj%T zc6(ue{&+0IToRkv-mo9n-^wqRS;H^<-nx(iI8D2A>QZ2bP2gf2w(u9j9d@%A9|C>O+U`G*`_(S2| zWbwWr#YRTP)!e}adz}r*2EtPPXW4v)vDwju)LGSSC)km6u?gj8KN5Hw=v01(uu@=> zkSxO7q|gTVpn}LQyYZ5{qZAl3s0uDKNWu3K2~70p&(G>f-m*C!`<<-Yy8$121`Qy5 zB0R)tGWg6Xax;Pw;T$(^&h&q+A(oCh#D_Ta`w^rijw2zM=!{^o=MJD3Lw{Q--DHI= zV-mIZ;4^`c2}F?GJ8GNCh~=}!4g4b@e)39Y5Jlb=kF<#7*5y840KF&hQR-pwTdADR z;_AX}Nr5aN7vLSZ{I$#xKn4ZEfcb154Q$)jW^p_jzrLKqEM8h?Qoi|mytFAZO!fFt zPp>b_#7xo+km51JmE%Ng z^EYzG;ME#a!(f^lEgvH+YKZM09p4Z>mAV#XKUG6o-d-hRug%|Pec*LY;B}*Z_8R7x zk_p?aYUVLdaNFNN2BFQyeSMP6A2{+DFaFN5Jf+dDNx)Qol1C!^5o@v=g}ZvD7z~@Mv2hocj&wmog$h_A)#g-L}OhX6J#BLCj9`MspBA zCtMd6j)GJxftOb>c{*v!By6%Gi@7%9z(_RvZhYFFG@JL^NOyAVjdy)}qZ_pCN(UFj zkR1RQu8x{NWPsJ7!Mk&Sz7!3coNVP>v(lgVIuYXe!_CGy1^BYld+l|44^=%PE=Ohn z%d_DUP=w*WDs^VWz#G6gWKc0wkg(Vs!qu7a8*z%inQT3pQlVC9FW7Dd1dAibXYDBU z3fRy42iE8H5m-c-e?81u9hWeP#+|T)*!1J4OWOWQZs(=LQ!k`_epH{(_Z6+u6n7Yv zVuRT&G{O|k%1n3N8IF3-;jVr4_rUF~C|`Syuin&CbrU zZ(=pSBXUA~EbPqUYF5V=V2J&NIVViFY|{8ZiAO3< zhUV)DrYn4w{`OBS0rV0eg|s772H=kU$u}~^EuOsuG-AIHZIKHe06?q@zhI%T+y=a6 zfpB9A;FVQL|8qTbCIM720e{^;RX@p&w(D_u3SbDjO@j;bFqze3suQ)v)JUWq1N@fU_RsuXAyzurZvTFl0xsn;BNn`cDicZF zr-WB6B|z2pwk_iL@(9B|v#_rCaXL3HD-_NCQTCTnw#&mj=UY-^Z%kJ(~S_muIGbV!8@%^+%bgk({%v7w_xVui5;$}9osD( z#5(DSBKD7&TxC(=P{+5FEBabOBSm~*=$^tQEnuP=uz!Pjp>+{(d2g;OVUA9PsXqX7 zB@5$iLnjFtZ^dV(haYH8!g$7WHMvvRGlkFF~=T9#n(pKvhmf1cI7@8 z6@PBv*6ky#99}`Mzugbneyvq*o$hKtq9+9JyrlV%y=d%ukHV-SJUUa_XzAo=yM)JU zKI;yHts~e?xpLf>ABB3zc$@2azg@*Gv+xh2ge52`**K1*8#VU5aEAil3Cb1rpbqkX z4KDTkIHpK`Ihs3h5r!_8U!85TEDfWM^V0ZP8YqD1ptXBUCqxvo@CxUmmL{{Tr)#P? zP7ZbQz{--+D)6S2{r!pNxZ|tU(9!0?n}d3Z1O7VAPEU+NRQ;2U>zoWEAdqtDT$w$c ztsQ>f_4ZbFwiR-Il>PFQxqwF!ECU30!zXdriO(#)tw-HBH`Myst%YnjdoO5mzv`ZV z6@Vza$CGEYpZ5;%Ax0DgDe?g3AAu)KJYi3{HV!<&g*P9isF)fu6dBpbcbV@S9Duej zfJ&u2=owFng_WmeXVils)^~I7dQ$L6NO4UTrM!ieDVK1T#PN4Io+FP}U%V<5LNggX zQGIt@iuS&bOe1nH4|W-UXm0vSsl69sO{5{H1zGNR0NeeeJCR6N{UNSNXkfjH`JlRc z*PnS!B0;w|<>2{1i2Pt4C2oO{Y3O45lpXQw1w1Fw9mpKNX)|KCNX&ma!r-FC@M=g* z+U{~T#fpax$1~>WmIZ?snuhOu`3+>rL_v;fb0F?w70MS_aqwB?s z-PYE{G`@JpVq|gpP(3Wc=68aQlWGol70@;g>rJlxNwpmoC;$P3(?>{`RA_?Biog{E z?4+`B;P%kxA9nMC9w(BLZ}MtV-d$hkzS>O$0f z?wcrm@@Pi+0kaE_FQ$upDzuJ~9WIWL4~_d|=z@(eEh$1_CS*tZ;W0+C$&-TV%(SI% z#pBe4isbCCsUFPSn|oXw;@X?E|0h^_dIvp=?~kA9{|50_;Xi{nZCwUHQmt2dup~Cq zWy70}r1JD^1~%pC5v*5Q`090?O0|^-e&yFb?h{B9I9m3?Lr&!_ zROgFB=cAr}QPQ{-qXIhko8^c|hDm5A7UyR_d+{vto~{tEduaBN#*GqnHnP$QT~wc% zPwi{d^Tbn8z7HF@?3jQZ6?T~slE)&J^^fFeg)fH22UIdJQ@oN=$u@{ys{WsFKah%S z&VsqJO2_}RZ2Mq3C$(D?FyELcD z^Gw!D6s2#Kkm%fDmOMO%6svt)d8I`Du)FB)>gKA5)IvE8aGVH+@Fwc~5LEOLRv?C) zG|G?fzB6SLUmcwc4JEsRH--sVh91uMZ~paLk|f9p0QGhnjp73>&rGNF+DNHC=~ubG zJThD*RnZEXF&$n(lr zsMz2O@ta>t_qjf6aq0K%g!*t}Xq%2RW-D&sGgq%n?Um_;t8ci}vS8xMByX!oCp(E1 z<0XN`XaavB6HvTAuFs?s!|ZCX$uxN^OL%gcrcAE`mQPM0ftOvkdGjL13%~vb0HU(= z{q}<3#gQww4-XZjy}#>uy=qD~?InaVyEbqLgigtP_i_W~U+8mx7u(nkgrQ^p(N;|{ zNUtY<+l=UTeD3g994pNhrmb3a*>N(jRi(dJx40}`N&)|b*;a?*o?e5tV?mbMgwf@p zTt1IF`K`8h`3U*1V$6@fKQgwzQ?1%5F_zC*D;2&3)Pk}xa73eZFct*x9$u|Y=pk2u z6{tAnEcjBaUCFdG9i!CYL3xAy!J?-*tW#lE^)E~(>;`@ClDpe-Z&t5$=l*0fsELlzMm94qy>+|Tg?!c zt?hxFZDtO|fRbF$O0N6Q{X;!K(XljesP{gd4w#oM>^mB=p6n7t`X}{f3XG z#xknGA5R$Pou4l0Y=0kMAp=(bDY0Wi%tbA)Qj%^_yX_4!;TUK3`^)6fD0R9T=m6a2 zFz35$qs{hw$OP4(S7b=t$;R=xda}Q*>8{ID*cquKsC(JdN3<}A5zs`ivs>EmwLaVJ zRe9kwaU;vBzf%m-j6N}(>D=FAc`Lyc;J5YZ=xrZ!4Km36&VR8VA+yr9pQaC!*qv2tXP6^F0X@@M}>H7l7jk$cYwU) z6ehN^U*T)3Gq(Go#Kc(lN5|oJu>+D1YdV^8K_i771m=On_sg;K?cE? zsjruHv5ci9^5vEm{V-VLG|8dNV?;rd6-gvxggU`XgJn@mUdJi={HQ}0sJwT-)dnJ! z@~-ia)Y!ItLI8iYaZ$a~816!5ooR2~fy|J_w~0V#BEE0ZBF? zHh%rU#uOFDw~2V47e3!4wZdEo%)?*%$|8$vn0I=+QqxXq_H~PpYg;Jcg2p$m2a(4U zfc5MCzo2o^?}MY2T&B5FUj?(B5FMVHgpcjgZUp08$yWoPEw2&U3fs%&dZ-k7#mjf3 z?riq)Nx)<8fOj3&++sLQ2#ujO!l9MmWK;6MVVlv0Pe*hbFeKu3jg{kj^h#vM?mJv|WR@ZIXht z0O(x=3Cl&jKfhM5Z_-=f4`^D+tFLcY+f6;R6uR(BSR1pynltbFlaAhVLLEZy3W>>? zb3UpN4q;I%X?jZKqa*)uCS~rS10RP%enhA|P>%sH($Z7MfsT=;P;A!V^qfm?b)sI|Q z?D=XKkKvsJ?Z=L41&-Njer%~Y_h}%3Px&jFGlfmC><~Z$N)xJG1TDtwaXUFoYzKUo zz|4+|a5wVvmnjSCjq4YbzKrJk#ZA|DCvW{}miCEd-^RglN4@Bt;Mlnop&h&Ox9cTH z>g=S;u22Qskfprc=Q|iViyu+7DgGckFM~ElRiYXGBXEr~5jHGIfd-0d?tQvUBkTYj zFrBiuio|4C7euGij9^dUrCH<+yS*z#zhR|Zu+SC;{V4SA$nJLUX{y&sDIbd1s8G(4 zgj~Q482nUqjqjrwBdPkJZ>Orc2^dkH}~b4d-nkfG>pM!Q{2YLA2E({36K2n_PQ~d zD^Jz#$t}Bn9OO+@2V650`*0V8l0H0DSVOGBPNoL0x<84nBM)Hf1TBrM;C4hmwERtt z!%HxS999JVKG83{_kNx?#<|fnVSNYz7Lk|lSl_I16&g+)W`@Ta-o-scrI(au=Q53J zalWN`BS~X=a~}rJed&Rqw@{adIVzt5)l08;-uB5JsmoLeL{#-O6EnY>tK*(2W9CUz+`G<+q#JgSB!{N>6ydbz@2kd}MFs~jF{h!s(oT~N{VX#s%_C#zoTuk zP64C4%>Y!4h@p>y<3T;zlXD*Q?rH4QX1hcL%VH+Qb(8zWN&u{J57rL`w8bao%^s1sze&r>#OShaqsE6!I8pq)-2`w|bWz5Y z=Puo^!7mO_uM!96qjMDn$>R~^okX=p^Sx1YJZ(XwqyZio>Oj5M- zO7@@s_|%iektwLz{H26ZnwBCYELqeSwoTq?2^h};9jw0*t=4DH(-Wn$7~-_`H7{WB zvgs22q-K~_n%-0Wk{dMuop=H}(aIWWPjcTVwZn58zrHGgh6zb0ugLR`GQ>X!rI5V~ zo<55m^_{M%J$KR=!MrLO{;pC=zBEo0OltIKtr(H2lEgLUSGuIxw5Sxa<2VjWbi$^;)KAkmIt|)B+8&*Ua51xP5&!rT^c_%-D4B!V&kRng zjHqe$%K8>zQ`GvSTy$X{WQ?gkljE}&8&j5chwF5kZ#5}GWY+6eChtxCST-xrJ)OR0 z+%)VBFimeR!PRJU=oS`5ITID-Ggh$8d?s9<+PH~2E&6T$yI9j~UN;Z|GQVIAxU{#x zI@R4;cx8P38H-pOjSD}|4M}Vf3^TX#k|qpV_7Du+DUB0KtBc?<4!fi&ksrxlb#-X{ zq>$gOyj2K6vm%D_nlH+n>m&Ps5D_5-7*Z+7M>bGK-!ACk?jR~lcQNxN!*lGS1g8%7 z6QV!cjiWJvDmO*Vr`^5{?2bw?zC+4lgwQhiq zMEy*(YH7Iv`AJoAc&UmSbqei`CW<@c7~kIcps?tqcF?8;9V}ZCf)L#@pT1@T&A5Jh zwc3&!NJrC!F?s<8H<*U{aefZW$M~epJw=tgaAkgHHqKynbPQ1B=X~ELEys>#Q?0Fo zXRlySyk5R+=K^wC|G8vrZ+=maV^?`m{RW@dDd(b;Tg$7$n^g3je`}v#dhK-4K41k= z-+b8|T&DGT#}h(;7-k9{xkMaoJ<^RV@O6^kHti2MAk!Ob9pLk!o6A-pEk6S+{@mNu zmFz5A@f|Wi0)1Xu`EV~Svp0gX2cF%rvB{6_8`4e4Zq?VFs>QIV2<{KoXz)CVRJYcB z^RCo5W8ZhZGvUr}u>~blJKM3%iCZ1Qksq`q>Yxp3d>aZ32rCgQKxdLEr)uN~eHfIs zUgQw_D#4&our7g@H6;DM+G!+9Mfrn;eT_5c81=tgPy4C#M{hj??lG#*pKcs839wf+ zFEi&qJ3<|Tg)2WS(+v7b2}(@(Fh7lk+1!n`vwji?E~VurSS{hus05%5xI<*>hb&Bz zTgrpQo?(joEIf> zpLf~Y{S~qz;&KJ&<|o^}iCw*>Qj>H^0iH44XQ?kmc=a`G-;j;H!{9Z~q8rb!u8n_%#^n0yj+Z?H z;ggt>F~N${7|H4ypJ~nN-I8bLLCQmGV}uKS%~MWwl~-xoa}H2#JFS$sE`jzmGU`4t z0ErVQpZznBbazyVEFxj9?g)%zIo4)S*LXb#DMp{m5TCXGji$(ZpLCv7aB8Yj99y8T z8KR;9nm1stFb^4N6bg=%WT?X2`}bPo6okhNBmyJf!GC?OpLfuDBpsy(+txSdUn`>I z{Gw%%nDXH<*TD;xu0I*G1C)K&cZ?Lv`?+`D;Df%D-~*(Ovn9X9M%vlYa{kQj-&)rw z^c`K*%ikE)4~th#ds7hMuKheBsz7XFjDnkv!9z&)Qpv&ImD|R8$HWn8MRq%Xh+EtF z@MvW$2q*Z#YUR!te?YLul?r6tF*^zwVN3CW;o+|MODSEbb>&p-Oek=Bb+@=G?;zs zz5FkXZm$OAl=j_JP7?;sJe?kOgA@SK=nG1+-Z`6(halg#-)#9a6J$>wvLknnBanVY zw;L8_I@dyB)f2L^8E2KaJ(BG&a(}!fD^# ztA?`ulk{b$$O=+(0lzIAu&NCA9tLXZlkHQ-EnUj2i>`;J;rDZgTIR=`oFpU1_q z;9AAW=}>jKQ|z^-HsSXo2L}~*_`oD#KLBJeLRz*`)%VK=1=6_;XfTR* z^6|i=Q~N)a@?-OA1)ie*BbfUrUt~40fpZIrgb+L52ZWzNZ%6W-%_8@>MSljEkkMG3 zybiK>QX$Ei$jh=&5HdMSMMjsa$ob}(rG(XWV5$EnX`oeRbZulnwE407-$e0k(N4H# zG=tw-az0(x|4??;e@(t`*asP_c8ffA)%w|Ynh_wy@w;Ss}|_X_DqS2 zGvKRE_x9a=5o%0@2>ri|`2KM5AXX_r$i`0TXLQZ|i~zRHvRz zy($ff?GEub+UI~!BtQ92-vc+= z)7!4z^^QBTI)`x1#N?K0;p&2t%)#}t{46Vq5tmI@3yT=7P1#L>`goCli2kH!8X2VN&Ryt&n{4BkRFk^#Z#_H6M#AE}sC6x3xmrMtDv+)a2DOFb$%QdLz-4+JuOj&r-< zUOY%=;my+WmG7YlMqIceZUMD^ktITwqBCSnzq_5Upi-Nstai;VI~UizTwGc<`pdB? zwRtA%T5{33r>@xgp?s{1`-A)jl^%b%?45Kwzdf??KHS~)f3}{~EXh)(6%rL3{}D6? zQ=p=e(Oi*Moehh?w5U~Xqx-92f1rzS$$Fd(6KOlH+vD49le|U*QC!(lR(966tg7>} zMC0lEmE`pB`L9MZ^uDT&MCv%xceK;8&E-ed%iMd+ipGN?aEWX5*~Uafwm`(Yc`mUY z{x%AVUB;g>qR*{>=IeCd;ZKsbs^;f1#sSt%y|V`Lnh}4yEpUm&^4Yhf)yCEqawZu) zz2M6IS*A0EOR2+m&J`3cU9P%mf#yMp^3<6B_iVQN9d@*X41in(kFpraF|q|!%ffwz z>6e@>BXQ8OG9aGn09TaZx470f(sC2n(I;{%tgH9%w>@wHd}gf$-yaKuw)Hk$2f*Fp zBG9MhSAnKnXsGy42GGzsLcix?9D?R2{tR`NGy@3x1kkPwHlL7tv%HxbVxAdpkv z*x}%a#Z;%y-tI&@2MTU1-p+T>1S@A(7x$JFkLM45-tj{m!@iAe;1WK!+DshDa^H6g zZqD@vDwk5L?Uo5!ypl|+(d!nb07sSC#<@nAP2v*h9~{#iA+CsRDSZ$C`iG#M3uI9G zhmL{{mVjQ{_4GxLLFhp_IY={*XPAZr4UwCy52e( z)f#px#FtN;47E~(;kQN>Z}{L9q5FB?mrvqEYe5wSh?^mxb{Nac!ko6;K`6CP1e`oo z#mKE2N!5BKu;t&V&HDF`z{Q*wZFf&zavWJ9`83qc>CDw(;R`^i3{}h+|2W1FfssvC zluLAx+GCdicbj`Y2?~699wmGFW`vF5jQ84m2lV^4W(8qXX4R?a+|c5k`nW`*7ltrg zwqG|`K` zA}l;xTl}A(i7V0k_sr6KmzDALU12scF~wKOYSyn(x;`X-?CP+%3^9EW#}(Q$yYMO< zTdXbLHJJTIk-^H^N^vDzz`?-x(i?MrqW~K%IXmR2Gj`3FzsRFXlc9U=J+zZlK&OzR zQKwsRY!?4w)9ZO>A|xT6Fy9w!Y_l45j9?_b9Hn+nw1x3g-8CN)VFMwWn z&@DZ^%$%v1USr{NBmI{8>zZr7dK9ir;Th)cdIZikbLa38+ORClyS(u19Fbwwctl^< zkiE;F@X#*lOH7uNgV3?~O=Hd;bOAaSRM{3k?jAAaUTLmIeL``4trvhbyj6Tzj8K%T zrq*N$a7;E$XSFHl^3nLF$q+J+d!xT;aqA6r+3N>p`lj`oj_oSKFYWa7Vgv5cC^SxM z6tj&B21plF{zt%*o{%2!x+1{>%Gdl&RP{xZI+QO#>>NuQbex+_ccBN3%2mL2XmpTB zC9J9u-}6#>D#KX7sTP~V2N~i1m>94Lr9$$hN!zP{BmG1+srT%g?kEFWdhqn%SN15# z%r2sYLEEKIlj>8yLGm%Kht7px!kitzP+1l+P%{PKia zWt|+f`oe3kYPR>zr~IdG4nu6fw5bBa8foXH&Z=eVB6ZB;cojHc0M2{CPKWHus;#*-?=#2Te^qy<`-iO_ z1t6Dly@;~5)3*cx#=VSNP9gsTJ<>E+t84g!>kZ`gtS+wx>u#xp95bbYho~{b$SYI2 zU*%IWc`l!UYi&yR^hoUw{A76O2s8qAwy#MFJ0J<|dqIGtS1l-1fMi%zRu`8$eQrWE zKdu#R><@SPO6~F2wOAkus@(exKeKn)UZSL-XGjJ@avB7wdYOGRN+y>En;}QR#-I$V z!T}?G^(2cAj|~-))Di;}-jin>%+|ePro)#*kK0<`@fQvwG7bizS@pUvy*VbYDRN^` zj4}leTUN=CrP9WRDn=y@I-{48g4)tP>QyFGRA=0xUuY|zdO&P3DigZZa=^L3ew$Rp zWT*V7Kp=+#i2C!%BK-q>vxJ>u8C9;s3F=Ph8!tCYZU)Au#^FJhjLw- zrhaN1#PVbu;6MF)l%$gr7=Rhkw#w)!eD{dp`}!uAV#nuWUYsr5Lc`03(_c8^$NgS( z3Vs29Yi6ppaod4W-#}|ICi%5@*O3!5oL{VRqiQSd9tZyW#^8CG;zQ2!_ZR+9I+v#E z&Q!M#@e+ew05dQ(wf%Dv?vE)V5tQEq&ayfIFvIA*nY`>^=&L2tQG8F=($jk|(7UX- z7;W@O{#*xA_;+O=7G(H0aItbfHNE?1H@+9Oi)bS#2Z5{7$^zF#N#c<=g!q%A1zoNh zH|;>+#-{_$UmC2d=?Wa`wMAn8BUmQ`FNIjRYlVgwxBI0Inf#Ecffn$lTwgYGPjKZ- z(72*SG=~6^5{W7bo3@Q>>&(s-$M%9-u%Xtk9a9q__ixES2S~_K=uxg|IT1JL#M%iv zN4bKf#ndA^3COgMk=BWC--3Jh0TEo=Ho7_&v*hA=b&G>80|&wKPm&)Sg=wu6h2Jpj zR{H>o*jWBDPWHdLO4D3i^J--udEU|szP#`YG>o=trk5kb!9WM~2NN9`3ee%%7D7bL zPhJHAaSTos=1FWZ;k|)U&h_4pxZ6v-f-Bp6f4z-^btiVI!VB@xwY?ErWZkc!vVCuS zzuDP1ZZ4eG^M>O+I*ylut0_IvV$&ABivcKDUTBzhSah_tHH^OoQj`*OGgpbE{Z>1v zLa_HrTkt#3%{l+N#Nt#tE9^vosNJ#>^1e!t7r6EQ_KocZvQ4R?Udvw<_p+v1l5QNB zC$#~>7tfEx4pl63UPyha6n3k)P!9woT!wJ*+_Ef#+MSRSLvlGn4W^ka}JJ6f?Swo)3Q{b=U z#K+V{#_##9;btJSr2M;b;dhdW= zS&S}Y#QJT;!w5o1uBnlv+py5W{efvmOrq+Le0(jYB_4N}r`IE-Q>M)EfjGy9j12cd zwzo4(UYobu1v1lD$Cs=wSn6e`2i3V7TN>G&A5=tpEBTz@qPP8ecR|v+P>+Cp<6dh$kVo4c7UDt z2kYYSZ$HsikNNv#g~crO)y$FIo2ryW8{pDzEI$nWmmJWM;{6l7w~d!Q@;g;DfPaBj zv+O6|9Tn7rltW(Hsjmh#Me-2>lpoi)NdDfLzRECf&a3J!VgZ8V*Gf>IkX;DuZd znfBgWwtj!LgMe(-^KV{&Nb<*}-;3@ZYq#!?2UD)I9mn9ET7CUl?9pOavOL;4 z;-Eis3Ru-wZ=);GHs=<3fMW9d4?tzP(&Ag!EN0qG^O$^9ml-d#^# zW}#NWmGCVzrvMw^CQM0QO!53YS&4MhtnGaBnD%C+y%V~m@aDK3Kp0k^?N~E<{UVG9 zWWg8mFW$HnAXKGdBhACBMOY~V`x1y+hMzRplYx%FKhL5$fOOMQ-R+5DkN881eH&y` zW_iKs8Pg8UpZOTRBKVAe$hC512ES?6qI~k|>?E3RYUX9}Y4$0@kHrX>Z$s|mrQaTBE=ha)!!A&K zTyYC;+PzNM1g|=c+mAOUuA(wJ7o<0_;;u5DcL;0m8wG$M5U`pZ&mz9%xQ1Lx_9=v3ud z{Bb0NJkH+(tPmdR>F>#h*Q!ylTT>Gmw4CFho|0I-(OzklbCk<6UZ%Gc4_^S@{zkfg z@pB8jLHh-+;ok5^iJqeLkWvsWJt6Dx`EAEzx!8wUuTtLsN?eZ1Xc;D5-X72KAThWn z^!0cHfvni@`c9WecZ>56U51wyeN7%vDWbk==g-g{f}rMcvr`k1`!?w$>mE<1Ir8mdGKy2+2RGZR~%XLHC_zd`^Q|D zKi@z*j*{r302W7!U0%1majh*8TrXhgyAJ8TYosdk%oj^|dPAmGb6d$I`d3+_mBNGF zUALM#7wAkN)&B|8tIo)JVrOvN}a-dH%ds!D?3@2@znfbWaLg2G5#$!KJ?0 zFm-32xjUwMe*ZQ{oEEjKi$Du0=kE@r7H>tWer?FTAf ziEok~gy=jpOKfNvjhgcOxxSRQP}doiG_Nf9-WteA$PbbEh`nf$7!m?vhW=F&jg~%n z_E0cC`<}L1m2a8_IVMWaICrLG7T>xGM||t_;rz`+hP4PhE}zf!<&6Kchy7BXw6S{? z`a4p7ypPJax#dm)q3}41hWzJKH%)|sSILvDcYd}&Khm zw@`!MZ0DL5t;}6#lqb~5RW-2+3KzPDPB<KkTE2&>2aF zKTLey;4b(+C}$<&A6-D8M+6y4G{H+oFO0?opr^S{XS6JsThHI!h}mG75%km8#BRpM zviTS;$>!nnJpEDd z@_Pl>=y+O&{q2e0*vT3XUI5L~w_(#B=|*xdn+kjK789H&ckVZ51z5$5CJaPAauKq`$ZM*TW4kwz%l-Xi>oZLKo3gBS}P{r(T z(t|wY@2k}l16SfeekgZ^gWO()oAV&WUPWn|@NRj+i*IoDLGvl44HvW}nX4){moE4a zszvfCr)^XQ|1wfC)SAUZmgbC{>aD%ag8{~`5&IU|6o$Xyyy~3j?>qM6rU+B>FRbdz zkY>EJ;SDd{NlCVDhM+@2us34MVX)IjTiem3wv$(LGN6ug?RXjJJyw z4Z9?ZwW0fJwojKbm?t=P(Kfq#0*a{YZu7FpuCpnPI*MIpO+F`s!#fqUylqsMeAu**?n+gL*>p2q zBAaB^$Yc$Z^r&><;HKewX@BkJg|eKeq+?q)4EFAyhNb{i>*dxLI%z2u*Z>+xo8rS{ zUGlJYVnnv#Y8f;dXMBsj+r|mjNpq@8Dhn?%HRmsJX)*cD>_=kn(p%68x~vCaP}Wki zVJanD(9d>o@%c%uGNC)WM88v4!GEk7xfUx*b2v?{GonQ&V*?8AQN&o3l~uVi^~V`~ zZOYte)MtZ_N8)>s9xWE6bQKfcU!f7rzQ%rx3BN>K8T4d^t|V?BcKOfdM{ms#-&UnZ zleNh*aT@E)mG;dPm3;0~6mw$CPOgxyDXp@#r0nDtl_s?@TEY*q3(3Yoi%g}QKS2#U zqJg&3`LT<8gasFGnIrDVKeV*Jw)knHu-bPP7$eFSV*7GNdP5*^Y+ZWZx-Yvnzo<;j zhfzDt=}`(n+ zC%{KP+z~-v)}teNz?>nFZw3wprQT->N;|mQcQH-uz&k-3V_(X-rN>5j_Knm;41+0>^f{T_1vj#Sn2*zI} zuGL?YRd_X&wXk02JkidO1a&2K?H5@Zc02Y7SV$UhTV`iianCvX$s#-Ppn#PEs7PvCY=h zj~bn*8fz11R0fBE_#p4rk}NM@f(PIIZURcPp5ojsKes6ffM@Z7T znxe#*T&rPZoSp0asjs|XvDV-}f?s)G+EUr-dX@RS@F;MXaOiS8nLZ{eP-7uD_r1w9 z+H?@fcZP2M(nILsCi-irU(h*yeI=3bBKGj&4{d}`T#1*=+V+(;BWAJ(!d6M%l?9CGKFtlGR07yNg$kY%%Q^PVe(+ziBRI+mM1PWB5Z3q-H=Y& ztpgoR3s#Uq9V5RlJjyb((*5bK`|b25@aa`B_ovs%J@Sb^c!muv_Q5ag3+Ve*%LYuA zya5~Ayij{9s*LBwEimk}^6i-=f04`tnWCtw2OXd6BK)>qmlT-^R+Oas_SV(1S`#tZ zS=d&t&M};C{5ddkn-OADWU2_YMV4hYHPXu=%Z$#oI`8{BJ7l}s4P|c2^HtTH8malI zI)7=%xFLL7lJnl---VRh2qn-)Q8aBNgmP8WeNutlCFc5UibP(YYkmZW^2Dgx>g$}( zFj4 zPE&-=BQ+Fr+Nzsc{t0cRm+qabBtNjoEc8*%R&+DUd1?qnTv;xn+tNp!e>?C?NT7$*(pca}=`=YvYt~H1BgVPC%zKXVl#`d)rW^e67&w|8c|KQ6Fl>bIz zKzND+^bcqju;ujzsE>5Tkhd678fv9%ZC_)EJaZ<3qV%Nxsz83C1~uOWytePqB=n;b zU&KKO20Y)exAF8b3Ru~}^e6q&&x)S2Mrr}7DX^NHdm$3TCh=@F_n7GVT=4jFa;90^ zn?hi|RIZjO@u~l3aX?~Z$M=r#k~s#k16)X#wZoxRsCB?lFcgT=*a#mgj9@5Mx2Kdl zm9UR`LqI!i3B2=yF8z8Z6Ec~(1ORJ~X@;3g<1mwNjI^Pee!jLjudXJ~GZoST>|k}A z7y33dr2U=a`${I09*y>0bQFIp8wfP%42JH81X@jORW*)GvF5w^-@3$(bM{$@PhAS$ zB?$weapC0Vhb+8V~FPg zl4%I3K9qY+lQp0<_|)}?Z*6JBu?}wSCPiR#QVW|&U&4tU^wR#cXxi9pwmm*CdXYiJ zCdnM0Y6Ey9I%v<@|0Cd%{Pt>6m(QRfp18_wo#` ztWy=mMBINNqyvh^ZR1pHYtp9>=kzL7h1I&B6BIP`t|N4+Z9AVZzhQu-2fiwesshMf z`dX*@)7p}w9Py$v&DF!Qq}w}#vs~!8MN7p=6oUv#Ap98Vc^wj1Tdf)-lyIq^|PsihYW4?$hy7!5a#mGp7{e(96E91n1`Z<<{ zZ;i!&hZl!M{oxdiL=oq0vX`F~klni7E6l1QECOeE+cn6eCI|aP-i6jb z?^tb=ewb3iF~N=dGggP%h@^___sTTS47AyQ^QIAxeM;K4ANWGL+@N&3cy=IDnwmaE z8S|0}9BKpa113ts$(llXeWG7!(^TOA@>1aW@1x(kU#n@Q=}cy47iXBP8clf&>mU7$ zOi1I)!I7O`1Td9 z9Tcv}DhyXKXM4)5zc;;egjoeSx6YylpDn`D^HKc)=O`_kRRxJUxYQp*-OROq+R^f* zhZ_OH78FBlE#&c3Ei*o2Kzhy?fgU(~44h$m!ZlrT|2d&CY^x}bC*A!Cm$cT(fsif+ z(0fEq-e_1KCBj&hIU4Vc?JJNjmLUZM%t=;XWASB>Uo)Q_sjy@TYe~*_f}rGHk?}H zuYS1~`929DQ3OMgTlxx^zcTF*_)Sjx!Lk2!nX+BZwP!5xzUP zrI#$}&}TlRx-o&Dnn^_xIy~(f@cX{ckQJx)p8Kv2=#568b!~iU&zE81rD*#fIhH4$ z4new}|7tUtjBH1`>5#oP$P>_<5Gwoi$&M1^r0uPd>`hFow#8%c z@2)2K?1(Abr)`z{LV$}`Kpn#?qVgYsih-yR=yGMv)BB@bP{^B*x0~E{O33oX$wPFP zwuj_pS|KZ!wTbv}eq?(6q109QbThU%Fw?>dUP{{*Z%tIpHt7t&LBY15ZZJgARP8Dj>$+7=zH(NL`M*HpC z=F<{#?i7o#*3Kw!{bh9!Z)<>KD|Nwa`vJJDE0C_Xpgf+v3N=KPpJ*(%fIgcY)~8nH z=P3d*)u#IY{ZkNKX}&Aw{r=q}xoxa^MB1D4-ixkMw3jI{0%5NKr0N!u}a|6B!ju9nW|`jRd+IczXa0$*=aso14I zE8-leN3%SGx$=jfU7yDcZ*ZGgbST$Q`|B>2z`aJ&De1`h|D=6-r}Q1ezBs@9$A4m% zW+6n#HeXR*prbk2&6e8$sM|y!Lf%~BT zL&zk!>5zn`C~v?W-U6JT##xV>(}ZtcQ`z^XCRJ{wy^~V%D_=y-NB|B$Cjr>*J93V9 z^q(+%Xxw%cV{;6LN5MT6C;`(cru@~uYYyw;8LO)KT&C! z@7N&uw&r|Q+lsa8w$mMmbQ~X5RYeVL{>wMFxuMIS4i>*JCp*=?rkXM};Kh}xxC)nd z3xCr{VEn{^l`aa*$q`2_l%ffXVvDfB`#=3ddb2iW?8Bc`1m6jkEV&eSK~|oz>{MPb z>yXsR7&?}eq}@JBZI(o+?VYwKdot;74@O2+(^j9Jd9+SIIEeg~AWt8bIwjrO0Oa+LnD(?k1=wI_(3xE%rH|7de4m z!MKjXqO^jmZqnZ2hq{$$qWD;ncmor{vZ;lrPD_n84%&jt?BK%DMvwHWE$N95uv1JN z`^C}2{lKXdV-_wmz@(`GcgX+p{}C5i_k~JS8PQr6^>jl*Lzvc*I6{AdVTn^e;vZ*s zBEoS8zy2ZoE`M%hUo zT)O~2!8W{j*VE18z_C>KAFlT#gf+*7RK_ll0t)=AQNf1BM%Ym$_RPbt{8B7i`OF5c zo0aFsx`HbU7iGq2ra-&GFYduw$N^s2*1eDbs68Pz;VF>i0DT3*EmEO~U+bjK_7|dP z+3%pW!%5`_fFa8igt6~_%08&f4Bta)rMlUFGRZ%F{#o?yL{`6#l=N2v6NekLL&5$O zWTCr#wrMI1g#*?w1LuF1Dt>F_A;ykR&&z2?x(RdQ+)QTG(~=99+oV%ZOml0sZIjg< z7;5N#GC+!r)MgVi@IyrBH=&$%>;cmRr1$iL_c!IP;mFea_tOXE*boMNCf0oasYmybr%RYd_Wp1Jz9M@NN=EPE_fKE&|0FU{fw zSAW?Y)FK3k1>40ujSsFbG(Dd#UXo<5G8O*3W&>h4qW|qW?J0N7DdrM$zPvu!+rEf) zUKgqa9|~n#s3(DR>XgJv9`~-E*+Uk&LN;MSH=mr`>9b0Xm#7$iBosV)y&3;2;Fe6U zN$BZqH43lU{Q*Nhb%Tw4+EV-E{Ecas zHT81|5dSr5>^ye#Hmy&u-${lsNkx=6JMO{5S%NduTRU9d z-CD(*&JQIspxrOF$B7V#PDBl2G*=9i3uQ%+!c50(s)Ci zC3u*VYa!^VoB69TGA>cb5RkJGx5J0LUF!SEHvQ0p>cOo~vmYIT!}$fBT9Qig53A`p8X;&I?9w#ckrV!}IV-pgwN%|N0GBD{iEiypHr zy~PBWKU8s&t1-Ts76Z;|6)m(B)XhsRO`&e%$_#k|RTNKcGn{KUj+6jA%d9-NN7q0$^v zSPAfXoxYZsgn+z*%5OrWehu zq@LR$F7YTIDWN3v`I%67-guE<_R)M1BhFV|3_6AmU@F=)`P(E*C@Na|Vn5}}TNGfA zcOH!g$NwX(a&sCRSK^CzNp8%Wa&+)PKB@oZ#-Bv7x4t?T^v=4$wPfsfs1~p!AI8^U z+-)3BqG2pl5#t1mr&rHQ-C-8N9kc}pxMg7~^N>;gx054-`K3ORn`LPw4d!mbPI{)= zzY4H|PcB_P?C`TugU1DQv0W$IQ`YE@*_)Jcj*b@2-EiJHa;`2Pe+)>h>y)-Epvm39 z=~P-D_zIA*({HWJmV#f3La zV0wsW4hdqkOl%pGmZR)%D$1O73VNjYut+NXBqrFP`VRhyb9^_+R~cvf-?5ukuDnUF z5nL;hI%R1a`%@V~1|?Iyd+P)Ps$+i1d=;mfuCHA+SQg}hzx@`koz!y2g3FaG-2l4V z@&UV!vJx>+MyvnrQq{YjmDho7+s^i%fD7MbJ31#kNpR&0l2I}>tkn0@iojxLZ)HIn z2luGJM!Taw?wCGo=CT!sW25z?XmuI5qY9adUK6m5k<&BLU^kMUhulZmfqONBf~6?x zZ5plBU&w9aMaqZ~gXH;+;iai+uhW)gQY^m*l=wR|g7&0)diOzGD^QkW&^JYJTctJk zRF{`)A0VTtM%QquCs73ojp7;-vdx9rOkMe)3-V!2VU(=Eiq|3E0#1d*W=W4}IA z`(Eh=3fa=hEUhpoW1!lj!uDzq*qUamQ&w{2X@#hs;a3(~B6PPx}Eit52SCP5Y@MQP(~k{EN{QJWF$xoe+(7RfX~l9S>h`9$({4?_eWb`MS?R#j-^jC* zXQAOrb)?64HVC;p)C1r?>phe?-K?f*kGGMf&+=BKofvEVztTOI17#}62UZr^uh~u2 z(mxB#9kkNA%%kM;vr72^v2_#tadE=cc&U0x_6FIZOn3*5JX^cIK6mKUNNFhGoxUgXV;c3T)J@L! zEV1t6^EiPoV+X?hgubRawwI~<1UY1S@9<06v95`bIiO3qmKSPjA&KEB@P+`As(TdFa=D00kwZ@m-d>SNm;X+?sl|_In%19zy#n=Utvf zaJ!!Oc`ao0+V4Nq(skIT)jbG6MvJ-pydj|I$SnY~BGkPE9N4yt1$q;HfwDG$o`XH8 z!HvzYbU)Wkoh$)dwv?Xq9%z8}CUTHgl0A#zT+a^c=YO7ZvwBTw#Rh?c@ zd&d~+i3_<=+nd`L2{Q|SL}FFk zjx-#qJ{$JcQJIJF?qjy|6po>bLCd-{H3Te*J``%b+eru_T=b1QKwZnPQX{JmQN2M< z;}rina0b;|0P!T{kQ3VvXE%YEz;WT6P(_eFzPl&=V(Xc2N)pONIdr*wpgPB5B?Sj5 z@2)E-sTG-B&JXd`kA|Rbo&*1qcO+G4CJfS&ibnpxJQ};QP7eI$__M=bEtU17umeb2 zEfZOtj^DzMWN|1kHn0y_s^p^w+}5+HuKRK^qL3%Os2#+u>h@wGiO?>-275l4RE?$& z^Lj*`ng5RP33g>A472|lX6`UW@*RTS5fAmhSVw8g7f)wnh8^%3_TVn4?T0%N>U%YS z>e%X^QX4nW;De8z(;BbKBW^ObVVGKgv3C?2V*9O4DeZs&*3PXM3d~ z%_3+|K>Ifh1Z4$9)*_CnlTF#@@E6ta7dtHA|+oSpy)j(EpZ_URCrhWDfp8KnW)_yYK1DZx?OHcvh9XK$UcvD_Q$p%a|d#tr+RHycQ@#O2k3pu3ICMAt*JHIJ3 zwAaRCxIqAZq3}P_VL54EVkof7wp_`%ncN>y*0owAh;D!Q(;w(lE4G&r#)*l_@*@u4 z3Bvun#&0z?(xSr{Ce<(7;TuWkkx%7OGqU;y?n}h&fHxMtN@$i!Tkek}gH#O=15%@C$y-xsO5NiZq&WOzNp9tqvHqLnc zXx!fau#G!fZjkr7`U+U+(2plUrC)gd?!9{%Ld(0-ICD4Ad;hVARrvEZ)Gl%p{-NGT zL`TsFw1I=j{sqK|^;Veo19hQYW+944RVZ}5>&*D4ZXo^hKY~s1(9%GRYeFZ*KCX!H zc478^ra7bqzix&Bqs-6EZ*IJ|rl(_Mow4V`JgKLgYSXo4n}xUYTnJ-8sMx#m{t!c& zh5&G{H-YZz7AQ#O_5WM&IP=|m_sH{IXxRLJ1iZH)lkMl5c69jqZ*>Mjc3eM5&JziH zid4@pn}lWjO6+LhHl--aS8^aYW*CT{^&B`p&v!807fa27{cIz~dHPUyFUMJ&|50Py zhqp1pz}0A*TNeqNZuEysCyQ*%VK<=S-8gb05y4ks_Aql?e~juEX8{7_1yibNy&oF9 z_o~NA{zCp}u^<=dif}g2w*QF|g)b(6Z#|q_Ljz35aM+_3bm$V`iTv~9Q~^*kemZg` z=icRzKT!<&(?AVD0s+C@7w|{j=L|-p_>v=#8`(8=T zNf5ODh~>Jr6gv`jcRVC8qgD9f>z5ZaTp^F1V6-L-QB~7j1;W*$zxKVLL`lHIXo}?x zBMScQ6!-o5Ja%)Odt!$C^Z@kF`}WHB?xEZRHIp|QQPr+|lT?C}sPqrSq`cbQ{9lOn zJfZI8>6_}Wh@Nj$lSOA>yX8gW9n!iU1`3`ZLbmF!(3A5d%kk2rlotqDIqyPA9UDBC&p6gVWbFScalqNJ4x zcwhka(FVV5UGC|tET%0WP;n8Um0;eUUy=lUW2n5&_875<;zpH??D1E|r^eAM^0E7X zb78N=P#zCj1UJrhJ!(f^tVJs=n}S5O(1fKxDbX$9NG5DU;f`=nZ=l39#Uzywb^cqM z82okkl%NbCMBGAFcO;gi4e#`=BTcF5UNJQc73zl3>{Zcr}n$5&Tij|=L{ z7bh0o+GBE6%uqNp%n;DjaeYC&{o!iT+A2IyHAAT|JsVj@A*~Xe?+&V<_C9ZetXn`# zZ>?fcxDEmdcbmI{+Ix5{xYm9eW7#moai1w>a8hocxlnS32wPUhN&4 zN>{c~7JK$@nf*h@Kc%D@lKJqZD}>P-BpCW+W6G1Mt76B^v2;jPAtk2Bn|R$wxOn=j zJD=Y8J4-b-?XU~S1~s0EItPcp!FUVcQi~OK4sfF7O3u1+{f_{=aj{+aBxF~i{aP!D zg;(%Dg3dcH+4*Zm1G7`?9r-9}JiU?V1Tho* zKP-2SRPei2)4wE6#Jm_lYB&cFlEjU&3x@Z)BtC~8@%Bkr*jOLkc+;!Pyw2%%Ui%(|RPVFt@{n1E` z+&B$cShwH!X~PJKI{>zbYZE-o?yh4bm1VvC1hu;93V?DyA(DF0Q1=UIRcmsQInN`W zYBS)}o+MUon#(=VseL&61Yl#5HB}V6;i7iMaZQjh;E`~ZCzFa(dy&)PP)%Obz zX(X(&zVBBw&elWV@*&Y%v{SY0Lrsx{{!RPz=hRMMi@K;v<0&a=N+H5KmNR8&AFei4!`x8EA+w2`A+iVuzd`IbHr;Yg{qRoOY9zcOA-QC}Qxkv47;6)wWA>GR;;lIaP zJo0=xwS_cUZi;OyJ!brQ7Jpu)>o!%r-6NSl7$}VE(o=Mt$g+dLU(b8vFA4B0-k)&z z*#0r^!I5tz|0jAu#@9=LbL!vTxjfu!Rx_b2yUz1LWs_^AM$B#a)BaEM=C!5N(R?sO z_mX9kK;)+CT0J~N31FnhajSQxDO)z&AcFuJ$j)*oG^s-DjeRR-QDm?PYC! z1V2-IY25m)?(dK&q~H6W;ai6o4K?P7FmwSN49Y+r>?HfgFIBHb`<+qJH*i@=zzk2&sD=Vt35^Ul*zWi!#Zk!m?Y?!Il2Bx^*!TmRE;0+(XaOt)z zD_6bs8uh0pd<4oO2$;^h&iC3BVmU*|*wo{7CssaZziYtco+dP-IIC$IJ2sj>sOKz^ z_`AZ*bvdyAMs4bqVBZ45eGQkI6i zn<#y$os^dOC*3^F(2P5e+Y01;UqSoMAL7RdIxfv9V)TVcSc)#3!dGmIY$^8YeI8xG zFF8U>0URaAUDiTI&bPZ0X=Y0*0_?^dGLQI5OFd=$tPYI!5)%6{<2KTb_Wz7?Ftit& zysnNi6HFEX4imT1yB=rDww*6-g+qx6RoOn3-*Q=V1jjHjCTZ*HCT5I$MP5oz$UGCo z4KYUy>L$WUK8Hfl7p+@d?jdFt0o${A(|B8OY~fdnwrCMR#~qEA=_~rU$WrxoOUzJ+ zYMvxr_Ctc+^jek1PHaD>GYme^yh{Z1=~se@wp$P2-Pm72rtz{cfBy+0NGb}_AR#S+ zpoqZehS41=4FZx9!f2#JKtW;j=!rBED#8dAVS_2%vC%MMZ1Y_2&-Z)I59f#T2kg3S zyI%2(`}6VG5;%0AS^myjdQ$uM2NG}d){=@UK-?*{(ysM~rPVXK(BE2K`Y)&Aok0Kt zIWvy>+v9AOlvv;;Ek!SuEqK)6DP>tUU~KlLI>DQA3bD1Iq|%k-Z*MKhDzLkr&vg#_L+}@TR|2#G};e(n#$zqp76wJ z%2jgJ@cvTySPLISBbFv|B@B z#!K5~-8%)BC;hXZ(!K>%MmkP z|75fDtZCz0pTPLbZ@WIspQi>gt4oH=#Z`tKvjz;FWl?a{>a+7&ywj}1(p))J{%*B7Oe_b%y+JGIVjXJs@Q!{X9Jqu5|`C{6XvQkJ75?4mMDFnTWTec1@Q z-&8uciha$in#DC+?K1Dn)4`RzN!pkYMc5|j!*GYu5uHf7O&z)3`5aUE*-A>?n>|O< zK|kjfp9@iz*cvrVe#0v*mZ&{xkF9d4i)E#4g&Z&YfIvv(z6unC=A%@e~5zTrj=vcSUDW^}`%#a`p zpcxLWQ(`;^G;2?`?( z<^z#hCzo1k>pg0rW=^EQv(sg<#|hy+;}E73giN%`#Kz}X*#P5Bp0D`~1yD-8R5cMIB z%8lPp`H?wG@WBWSXp(za#~%a|G9R3vZkaiDzZEl*o(M&#o@h&QNPga7v5{1D>y^^LGp!N=oCI+-(%O0O_1MT@J$oi!hy z2Q)PJz}02)*b@ftt1>!N@*)aG(EbSz+euh|asgzeQS}^}r0i%jrYR-*u{LBbDC|hc zEkb}k+Ow|a28Vf}d1Xz$Sb6=`kq(+9Z2xp?M}BDc0~U2MIt(bhFgfPV2#P;yX}{{x zYY^92Ek_Tf;jcJnY}7xGeA)6RrPimeps}z@!6IqYLLytmb4_-KW4tTUo*KfNRb+$# zr$*fA%-VkcAtF8)6qd0l{a+Hcv*~{`EAYxsq1+f#tFz!&8gbvl&BI;{;hcNB=Z_zC z$v@GZ(67D-yE&_q{woKwni=Liq`2l2>DyRUi)J_k`@v?Wq>qv$9DH6%ii@)E@+1-G z=s>Y|m5bLyS9OgQ-Aaxx@ul&+KMbRhM(3a*e43gB7&g=b1U1{vjG8O|*y_rlEpP&@ z4r&~nup3QCylomTr1bYsU%xa93&PUT#@70FhBC;#?H&5lM+RR_B<~V5)O*+JVbAD$ z5&J^4vz#*Ere#AnY{$}5df;wc!*-=UN}%wCTq(G{HhJ4;#V~uw9Bn>kF8ConX%~Lf z?>5f<^0`s;{Z8@ABCEsgM-Ry;pZUZu!Y1>Dz;( zE?BP}F?@_>e;UhCE7p}<nH$@|Z;L zaYIa63J1*;E$s)8&KP`@l)+75GWKo+qb6vZ;>9~_?ViYIQ+8jR-ToKFYcw`e0s<8I zlA4$%u9bP-YV}q@yB+}z6nCIykVBZ@R{K-mTxjm~A8iH$=5N&f>~`oA)rAcqDy?## zEFiSa@%bG(&wD8^5Mwp31HWZJR|OyEZ&9^2U1h$)@?Vmg`}eCPF%>V<;=Pq{G}ce- z20Er6t-jw)gZVu5JY?6i_3IlNpcFLZKGQ4Bd_^D>=_{ zL!suIwg(gaW2l{TBKf;GKW7|w?sJ=3rl*c9M-;F{0BE$X>859<1q+4*hvb>C%1j-0 zItybQOA56W7pC(&voWX_gmYwF8KjYRs@s7%`bD>OE&{* zi(4LzsXA`X`l+G3bKL6!1z*UFT5%2-v)d#W@~AsbH32o%r#sL6Ris77V56wY2M78~ z`7!2vKV=)WH_oSeSknLY$yj4QcDiO-v+!|ODLkj9`G!MfBTy4Oe{hEYl+>TiA7 zFY^ppjyyTzi2_CF-(TU7-|$d$ZqnMj{(BrD4T& zYv~J^CG_01$N8)K;knXa$N3#ZjN7$gAuVsI`{s(ZI2luTR^=RcCfpt7BR83 z7WdEt;&s0`hu3>l50zdEYyw%4qTL^6EMYHd?#i5VT1wue$>A7+k$1HG-A+RYL&y9A z;|5k`4tckl{`wfYT?cM(;3GXq?gjVJQVj)tBSPSW-fJRdd*pS@7( z>~#nIfr?q<^#&j7-;C5+R#DjzVi@U4gZ->{ox-!sembEs;Je$`FBla>B6cQp4Oxf@ zuQtI+!eqsg%)e854h4ycVqJ@qK32xH&1zc=HbaHFtg`BNHO{%T7{1xto-F$B>;x#> z%o4FCn2zh?uU->}2$=SAYZ?jcaCF>2Pb<=!=N{(_^Qbi@zAJEks(C8PDK5I^IhaM~ zASV~y(KkWf)c0hjrnpZ6&k%8_U)k)%G?SWN;rWFaMWaynOnn2!_3HB4*jGLpq-P@OB8;iqhej;q+|N___Ot{~ziew_xCxwR$@u}rEk6S09zSYIr)$t0AO&9*AlG0BA_ZV#l$$-93Gy)84uUz78&Q4U9+(JUl(?=mGY z7Ryt*MLjq1YwC{3xwD?)Z3g~DwQN;VGCDh8w0Dpi$(fmH}s-Fi6lcXswQ4t{2za7+Ya z!R-|p>R?GziWfy|Z^Ybe31WltdS;qg^&9>90-p(>blIM5D0X>?^t6jVM z@BV=_%em3?rLus!2P*SAd3dX<%~M01oAGHH)y)Q`{K7)L^}>6VYc*9CPBRmSo(e%Z zfH6oo>;9K3xs{4DpKH}S9cG(3TP2V&rbz9P^wrR)Sv+h&3&kBkc-NCyJ(pKx(W=YN zd+2|ZMcc*BLqXm9KwMSM)*WCvC1WZ7Oa0~U4!i^`C*p#Ud%qUU< z700E7Rle6q)V!W+VOpR2rLF0u$;t+P9yu*4^g_%Zki-agTy=g8g4Xu^>Jtm*E8tH~ z%@b$Vq0JhXsZ?}T(`XWkA&C<@PKqmvcfsq}t~W!_x0%!7$L~;=$Mx?fMl#nY3kilF z%hEipydk$rX_|AI*SdgzA%Xv)0y|MwueDofuCb6^`T{dE%gjDT!mSxKZ|mf&$w_3= zW^$R7YSEXnKD;Caod9$dku3*+n~j3SZ8teE3~|JM5pHDG${c1Yob%wWz2ci;6G3Ki zrFh?s6a0G|xqXEYVf*~=tAC(8FwCOkb7wd+crr5|Iy{l9|JvyaT)R-dBEH2$B#i#Y z*zK@dxgS5I2(8corHWhy4r5?1ovySxtfAW$g^@?&tBq zmjc?#laWeIlHaS*fJF|F=|9w$T)hoiR2>XG-(N8ym!e;$mxc*JcsdKOn@b4-2F+*A zA&?{gyrwD1J%3e$17VWWTce)u^|C06mZcLCoLJ=Q)K0O+Iqd#aDte1YSMN>PL#~61 zc-Yv5MbGEOYm5q7sG-^aR#-oreYwnBmsvAKIA)VU{AaukE%029-IMNyxM$;MxQ`SDd6X zKYaj?qS9q^PikWo5=8LV4aRA;=oX!B=jY$4d`Nn>Rv{G`MH1>QSAiUoitdCp-uoWr zk0=(2s9W2lW-QFnBLsWAmgMS{b%B{>u{x-JeFGdWQ>*}GvlA4Fb`*HDLL?HjU+`t^ zmjdwYTK_rV{{FzSqT(Z}K3(v|wJe%D9;;a~0z(!%gE8)Od}PdJ(zSWb<-3*tK=**O z+)|-6uSFqF`I2%cV64m)hXOPWv`Wj}@>LbeuRe>{7rW0YP9LuY{ZzdGgREXSTunuu=k_+WAfmFy!J;^s7t&n)545X2cKWb(5`N}4?PxbMO6blfJs{z{fJDgeV0XF< zvtc^{)QGwjyz=Ln5;B(?!IMsRdEdgE{-I~L^N1iQhG)MHl8w8)`HHYFer|&2`eR25 z++7m$Bz7H8V;UufG&2daf#<{I4rgz~(17l_8C z4lbVpKks$>h5zmfWs;p0Kw*hib5aIC;Y7c=gz#q1s_>!P!dPwm^2XNAcR^;o8zAqs*CV2&qmPN^>eh;QQqAN%dAwWHq6q zX)#ilK!PILFL42?J@v<=`x)KkaRc>!Bq`_s>92|aw@2|O3NUL27wgKwIUoo4*&o}2 ztEAT!m<%B}ZV=w{MggcqWt2mpbbf2n@7Wjf>wwPQMJtsO@Hod>E=Hw59l_4!<tL+!-()%(G4Tihwsize1B0Po~E%h)&sXucWlo-96*9xSp+R8rWz^YqK*8~DXYZ4Bx3>|z@Bmgq$2>!12SiL9^ZS+ROR67m5~ zE8Y+U!Z2MH=^*MI3%#-m{n+#o*bBS;CQ3dv>S);M0%j(+1a1&KBb5Fw0KBY?=Q+7) z*?@_AR)>kE+}ina-vrY;-)vO!KK01QlE75iH*?Xn)L&Kh>|Xe;Sb*mA5>$|+xd*fY z2a|fDRmL21p4^ki$EgsHcBj1*UYg+EehxRQ#m{hSWDop26F%B=gCj&r;5J*!+7dR= z6yNhDsFL~S7Y=x~OM=i7GBK)-ojM;SkI!`l5fb^6q`E$E-0onJ1w9;ak3CcP!USj= z@^StNB%fVijIz;5Xm(%8Y6=|ti!L_Oqf_5P2L(gL4$Hi1thxD8kAYr-H_~rv_8;i^ z!oJ_`7e?WVLj$W8muwgWKqr?jJF5#Y>(aLi)~r|yaz;!l{LTBR&eV=UHM&OU-YM(L zp=xxpM4+LFzF?KBYG}lHjS*a*HM%nR8XZ=$IvY!boi-|UZB>{Dmuy2mZoURg2~IIggBPUXRowsP>(7@b0}l4S6OXtYJJ0om|7HS%G+XO*(p_ z&3WtWn8MMXILB@i-D5Z)Q(r&w{ZA}IZ`(t=iw>m+BZ`Ef5ySL7=z-r(r0%J2H4Ph1 zCUd{3sh#z-_q|e(i|egLk~wqKTaqKmHuz&qrm2ABNG$6qU%KTA$>j8@W5J7V9fUpC z{Y^^3`_$=;gFS5}8y(v>nCo1%KE9Fa*t^gcJKP>x>3P@nDPvT_S5u7QgZu~NdhW=* zj$k!@KZPh~B6Xu%KxzG@75oh#Rf@X@98-JYUDdCd#h^dWgNxa3y`P;8sQ>bZ#};Vt z9YT8IP^P#4D`OIxFoHF@Y_p#2w-Ld-#hml~lv9PQs%dzMz^z-$06a8BylB@Q11!IZ zyl^lCM^+|bGOKZK3H_wLi%HU6EkMd^^hC4r?(y#Y1I=9Qb9)wk2p=Ilr(S)}wEqwE zbkDtNsukf-%dA|I4TR6h8}nOJsi3I&ZmLF(<&}Nts?-_q2Ae+shSwcN7LB#vwi(j@ zLx~VOBXaUVAMzw)WdMB{#-?V4)Ku1663TscSLh)C1vga@{DLJTGz{8=xmQJurKn@2 zG;W^+lql8h@rG*ej&Oo5+`^egeeg-dF(qkZ4$yG5_{wsQs!_FeLSI^6?l&A$=;_hI zZ>7YoVV>{+@JVHFy>H|;C2lI2JB&;I7=YsX(7Xpc#6~t}giPKe9PBgR@$;#3#fRX= zo~OIh0P3{}B1A!#+fQB1x$Zk1;g@xBZ`+eWm?Xf{msr`|1(*Q`vXnn5ZpHMRrK|#K z+U;GrXm3m%M#^ssk8_Bai}@LT>Ug^TQxwy+&E)&NFkO5q(;+n~@-J;>TJQ=c^Rq%j z=*lQCM&pf$*q3AbPZF=Mof*trV#WjYBU(8&DD0(10w!b~*0F^*PRR4E#n~6t(v=R9 zCD^4ecBz2_02E&Q_3=)S64*~oDL#`6ZM8NYG?z<=oihJ1sFMM^eOsONNs0A8km?@W zqlUb@znVAD$k8LuJJVD-W6Fwor>YTB`Ohc`G3($sL`=o&65_pjUowmCu%r+b1 zG+I%REhS*cMVq)Xb#goPQcW@!qu+n%+LbxPv?sj|ooR0mZ~Su!*JJ=nCw6JC2go*6 z49df6It=BWPCRKeDpS;0w=s{zEmO2`sp9YY`a%J-$qeX4*Yix_dC7fx1xoD3NSXRdNn`) zR!w#Gstw>{1!+qx-!*QDGu$YM;gTF$UNAX3fznP|3d`C5MnSeW3vmOmF1e+F%o}7( z#g&cf0#lBT+Be(=Jnq@dS2E1U`5Yt_io;kx@`cxjo^Cm-){0W6Afp>z_5DTYnqw7A zBKlqf`y*`YmZ8x(SK75u?DCb+f1nXpwPC3ojVHEMQ|L=zJCfwK090Y7X0R4R?BST6 z35Dwfk7W(W1HQ%0j75L(?*plHt3thax`ZaV($_<2D*~LC>Xd4BBb9`wxLDd~q5%ayc!w(x~+jeuo3vrMbaaLTZNnXN^z3qEeb1}YZlZ?{}V&k9`61S-hU^< z5)2Kq%mb;?dQ$se)=BZE>W9BL-eme=+^<_8V`*r8=n3fbn@%+q$~9^PdDd1jY-)Jh&~9=; z>jl&2562B#VpJN`501b?grJ+Z-l*78C3{3Mh+7PJtH`_W)L?zJENnw-rJGm1wwQOD z29$okZb_~vEZAnV|MQ4a_aTw)`rbc~LH zg|A53s&0;ry|G=5Rh@6X9BR`WPq}y<(f?F@rdzaBtdF}we(;f%fV*}1Rx>D=htv}Y;1 zKMm5Vmo=#y#ZO|6O5u%#U2h)cAbV`zcsv^(^2SABtkW1k2B)7{UsTY6D*l>B2hq^+sNl(Q%Rn^Ze62UXQn zT^|yHXBkHP~soGUL&Lb&?6aW{kz;rhYdfy1rNH1hrtH^;1@(lSY6Kaam<4^c42$P>qEFI%NM$6D;UJ0a_4CRMe`v`PjA{OA|C_I+NOrP{61%X_n1=7ml}`0eDz zJMJG}|4u9ZX#>ik&i+zLiu=`W0+=xQ=+zmBOP?M`VtX~;$!ew@VswzPUt6w8`Bg?Q zMWR)ofWS$Ij>5{;q#o*x#GjS*uxUajigE|??i}c*m6x`$>RK9#^Qo3k*h(*_A+FdM z&)&P8axla{8%cp-5C(egRzCoJL}CxSE*G5_%R8_0unp8nP+e)F$Z-iT+=R-xIp_QP z@Tj+hH-0DcJF+h6PR-}R%L5&ldK+52gW|&kJPrOzGnl6m!0i_=d__Rqv*A`;&sXGe z9IcNOvT%2Gh4+8>Hq^X7AS>@`YASX;jh_$QYHMpUrwme$5Py(I>QUfUZEa=3BR|vm zM8U8KBQ?PxcKlXZ^(2+pyj-y5wd{Is6>QcJ)i$*9JqhZuIBrjdj#Zk{L?2<(0bN45hhnzzdgVY`$38lizhn#D9#os2D z33(LDD<6nXXc)!s~gqu#-aM$I>CSe2H*BWb$?Q70;Dpb=jR0E=6hrD8($h6 z#Ny1ob7%xjOFLFkCRqOc<#1bYs-LO$)0-LbFn;ZqmtYF3$I#w~dIg5)&cyyT(I@5B zTLMFkHZ@z-LRSsWuZoIRO{k5^`P z`Kt*2GU_7SBs`A1L1{*4rNUaLtfZX3YX0Kv`VW*YCworsdcy^a^T(^bL!@+7|1|e< z(;yA6n__=;LDIvF%L&#O44Ti`sk%+7>5hH^@oMey)6a@+GA(twaUW!z^?sWJ*XhO) zLc4p7rD^?YMZ(H8ZQi_hUu@7+HgfOh7vHlI{C6=qCbDWY;y{32M^w7r-;RAh_=Y3h z^MF@bQQ_*5ogNTO_z4NNroB1Ov0@jilZ`2lm;^~x6d7n!672p4cdtF$AGa1=IkN)F zrknFxCevl9YiH0EIHodc7+0t(=2>BV$4evsNMlgX(|+WVxm%_a(D`(CL~I4_yfVno z4$b-$w_%V8c+8V}ZbAYBLkyTxJ}yQ{ot>)hTtUYcf4u+Gw6-uN#~7&&YN9%jUz}br zi39^GpG!F*wOYWV3}I&Dc`X5&zH}y;`!PoVXKuxlhkhqi+Jt2Hnq_wlDZ2awK}C~C z0v$$ufO(42i85929xt>fX}PVvrtm5uv+!b(hg-a#>jFIfs?%?}bs@<%Nv#%*M)0>pR?njk}L@GB@hWGKUI_T*Ji_|ItxEWl+Rlr)OAezf5`by`{Px)|{j9TxO z2+9{`7;}xxH&ug^kG16!qOg@eE?qN7H^AZP*YBzJjICt4hxmV$^{i2UU>LlGA3N`w zY`HdPpI7acMpR%B@d~shxWSe-O*VgaYIlB$uwqInZWopeHu-$*X`ZD*uAh>jgtDOs zxr!djK?Cx-&2TiU=HTe+x&pT>lV3@$^t|w&7=2vh3(r~K#cWNg{7RuTwo0Zzfw1!D6@iSYM^ok{^}%bN!-U;1{^ zNNqjW?btJiy3c{4tmJLl)0p!Qp{Y#%NIC8O`SnhTr;98o*wu6}uH=4{FU{?orhILR z!n=0SA4CF2fvkxbF$fEI7@E*h`BToEJPjCj;6($f#wC*3#2$}rtSffa&9BT~?Kphi z(d8##nw;-+U*R^1(fT9FsYsjz<~i`8)DOViQfPT#ne=+eX^h+O({yD#|FpJk1N8>E z-l}Z4;FmGhk1*t6ARtvs%s(gxO%XKA&_gx`RNv84eCMe*jmx-U0e--Gu zS{>Xn0=paC^R>S7JOB5Oc;<$Y%*LuFwDu~tr#E(fk8woc0z8RT@X|m0j)A9mkT>}g zd?58e6LWlM*n8f5QM!+JFKSAzcCZB))oxIK!CA_~kmukeBzv6ee2=VK=AJ+Bl&|I( zd`sxj$3CJ7*H4g-3^%Vkp=N5kSSx+gAh=324w)W)&7-T|--XYkFKJAt@Y=m_OC2>F zQ|Toidvcw9WMmb_H@0a?O)&!sjN}Jx#7Jj5)D*5+QxbtDh()-=GJ(l|%~h`!pPziC z$VW(1qw}g>OvU{=ItuxYw_A9E-E`?SAp0Be>F0G&hq3OT2Ei-3J^EIP9^Q_3x4zN@m|sQj!}A1&~5kH z#=W-N``wY+Xd!LbkQvD_Qgw_NIfT?VF;mI={;Brbp;$-6d+(Qb!FLw)9cRh3z7KW= zg3hv{siMZtPf;5asWvAQ^Vf>lGc+w>d*HRr7GH;QyJnnQb#Y-WZ6;4rbz{!>Vg9(m zRL0I%De^}^J=+ScE7Q=tWeSeF(s>9B8eqyFN$5+xCSgO3osam)z~Befp}eipecHu z5$DsN7@gzgo}stubeN*Edi|=DH0`Y&k`)O10H^>cPtA14s!Rvfoo~V~0a5g;{m0*N zJkB>uCu={5C!Vit{HE;Ozc-=DS2Cb$#T8!>Th(AQ?cg!qSyTNc(+pN_cYs&^9+L72 z{CdrL#Rw=fp~wj3xVH}u<@c-Je1VrOrU76$u}6U+qSr%F4$D|YWF zB@&os$Vh7vbhv?~Ur2U!1w2|2a=cv#ZVmIoJ*_N}ZnClou1~y2M^{Z)K>Y)85U4so z&&n14T}h~24THT^V{}|Sf0ol!>Urx3T;>l0PC{COaHj2N#WW%ZkS#?dcHS7Ssm1_fV)O=kE-k8-HO8oDn?q z8wxA)?+V19(?DOR>T{Mt1kt^+G_+>%>0XcAg-PjOc-6P}eC$l8X?D+P3CG%j*PH9* zCbaWE$!{q5_Y;Lnz@dBL3btZ}f;Fy%I?w)r?v&?k&Dk5(e>XIal^I;zR6X}*l-&Me zH+q?n$+Q&${D;aZ@rFSQCVH2?6Qlb2=gwhy;leYivU#1%&uWY7gaiSXSN>lX7Ac|` zwk@BvX#8fR8M(C|oQTG%{iex_%^&lH2{@fK*8ldXDUkj4;nGp{BhYWIgUkC$;twXN zm*5?Ud?CNl5FK)53_fTwJ|-x_ z!ItM)K#>}Q&rN7eZU+i$p{IE~^M}uDYzG@#xU8e8*MLDvia9sZu*!N(B>(&YKS?Sixo~8?^evZs3NSzi zKJO|%8NGOX7N7s68hlNjHWC;cr$%V>NwNfq6q?)|cqx6a;IEA!>7vC7|Bx`hnSNas zP`vN4l}GJtamv>vSBTO)70;J$d76^%cuCNj9O<;JRG^V9KXw*g_X#ArhI%gDEF+!bK@0qp01M%AYZri&b1Ii?c7(DbR(%qX*_1Q4L? z{Uub}k~n0BNHB82itt(m3O;|3{%l=l@|QKbs5Oy>P~`+ zZCpm}vIgIk0frVGrjWD1@v!-eeg;D-3v+fIPwpw+7IO3MH*nzw*g%cZg&Me#(H){+!=eX|WS=9bqBAMcJq`qM}^HTQ9hq!)AXyT1T3j zsGXhR4ehv40_Ixm@X(YIy#bl_+|(QjV9?;x{GYL_o$eEgEd=*Og>Ey=PcwEObua%! z#IiUlyK|YRSj8YTGyQ18Z3{yh2iNLKwerX_`sSL~a-0M#6q|*nzfjhta%&tQTYu}l z?wXBtzbN0GN> zvnEF!swb?@Oybk{eVub}S!DP2=CO8wa(z!<`u|C-Zlq89GZ7^_%tA^!aWCbW@eX~$ z`RYLJ+DnR-ivUkGMUogKKYX@-r4RBfq-vpmxq9pSH6YDy8K3QZR#zP-yn3G*)3-s4 z9F9UCMrV=tVZAmqyNbG1y61q)uBPMCkzL7y{4#tH(mGXMg{39#vRbtNd2!RBE{FEr^$Pr(>E4?E5A6Iuo5ggb?>Z$Sc>IZSMTF1p zZB?r$VC8nT@IlnK4=pL>gd8At_l+!n^Kz#AtdiT|S$6L=h~Xsr4+}9|aa$4VNoTfB z-|;eebbUR&_PT=x*=b|T<*@^Cr%L1XWqEV9)x!Jn}7ohJFcmg)J1TBQb}k_h*mBGO3W<)&lG z3P$zSM#ii>xntUaJWBT9lI(Y4)laB)btnli_{ZRd-iUC@rIBBOCs8g;`{u`@aeqIb z7$2645jXpml&A{E^3H69@)FnK_tUk%(r05i*zU%#@xp+bk<%aLz4^K%^po^Igz=h- zQ1?;>M5`su*Sl(BgnR_=$6{XPXv3MK`wV934LafiwGyx2SoGUSq-ku^(2jn20?&4S z0SN3riNqDXY#^yf=b>pXuk0YT_Yae#p1-AC!hdq%)1;N&u>bITpLY%0_Sw5#>@nxJ z-?{rg^6*!R%Xf*W`uhVn^qIx%^m@+S80v_ZPB=a$$n~YodTLMhr$c=_fjV$2{x-~J zCFO2jl^66Y#4**jUjr4{eMjC{rzM+`wmQ+g#xqviuL@4G)vhJyZ~T3K%UFVYuw$JvzpWJ~7nTYOZOoD^aH_^nJFTn;$! zx3}6fxhIz(?~tR_sAZK;8aem*6X*hOQ_-L&Myw{c(3p<@n)&gamdlJlGqzDl3{+F2 zq)onbYg;zxP*Fw}Zr5q+<8t1pqpWW~4;cpH)Z>%YjQABINko5`wItg<%$>-KJ>D`Q zaumzf3JGw&_*>#v_JhaN$#KaxC^`?qLb#)5E^tmZk48;BeIOLkTWRO z6+CP%$Ki8bpKg6@Z%vcqI4^Fe-&R&(!ka0{yNbCbuUU$SqQCdb8S!i@BCbEchd+m$ zMI79e8&J?}|JHI2I|+v%4do-RJuZ_@5m?JsylY$f;qgsYOD*NT{nM7(jq*n>4zl3I zbEf?aUS*iW__0OU4Qt5?vs|;>BKstNcJxpW|sE62}vX zZu!L^NRGCSi;1+NDxnf=UR?l?0#pV@r~UeTlu6nZ`g~qCO8dKw|D_?!D|^u ziyMR4eq&t9#D_rvuDAZ!VpKq1=wXVXT;7W~%__a;(6rHFfMT!3co<1XGA`{sv{q<7K%_=46 zpUpP)AO^*+L}Hgdmy5rQmh#4rU-LH1r6q-r8)F@Hifp1PLDT@?mrF->OlMpXpzw!C zm_y^p;&6HCV;Qr<)theD={hbMzq2t%V9c5yD*D%w|46005Khu9##(v-%M_FJR~0QP z>S^&T^GBttG;7R6XO)k?#+6O>-lDTRs?*m*NTyAvmgZS1LVh#GWaFvPD z3ZsFCKssJ4dsr~h>Y)h^eL9Kj89FJ}3J3(iVp8#YX&sMC@LzfVKyuQDTe&~n^F=s7 zO=kt`F5>L)cd)w!%g>C;@nAbAQf51c97QXz`e!DFyi)ABih04!a0QNQdx8g~0kvQI zTEkpjw(n{`nJbm~`{`O9a~nj?-?^k+z1d4%)_jr}8+Wn~zkYIny;S5<^IDxc#ic5{ zpjPgTcfeUNs~PKOEE%E0X@!BIFYZ>BE|C#V%?%CR*|ECS2%;4rGLVn@DrnMNM-`+~ z@bs#2_W76WDcz@hi4QFoy&kSi`(4eX08awaV9ITd8edrC5OAg$j9#`xRp=W1E42rD zDKYmASF*hBX-i9N5#n^D;0L~uSgUumAD75T0$}Tmj$+?A$FRY96z?BmFOS!!n_c!1 zo*m-Rihai|SbLS^QBLv$mKE@!J4KlQ!GI(=7AX(180(bqxR9OPjTyL}QRS`L20Ses zw9YPA%%bW3IM_Z#Nhl8p!f{1Kc25}e!p0iDf63{5#Je$ersO%LplHr4e%0BZ|Gn$JkNcKX-|<8LEz9)^Z}DMqiA@bxbxP4AwAgT^;n%51@J^p}-tf+~=zqitL984>4^DOOygnfHVaJTL z-XvB6BXrN+0n2g?mGaxF-{fT5IbUXInxZL<^@?i&oedcLhv)r2kowMdbLW`iR9`9n zY;RjYc$)kwTyH(VFC%*~S%P<0(a(gKwsWgbm<|x5sLbECLwv7;IU{(y~Tbk}ad8Y`=()Z;Gm``Cq zM@WV?@OnYiY)kKpY+ECjyWCXY>ONwSgayd+Ar~U}AW{ShV$fy>GE(>RV7iBfrnzO- zL`Syr&pJEY_X~Jjna?UB;+w;@Pk`mI9l1pxZ4QLzR!r^iovQW&*+S9>ZOXw9(66YB z$M=MSV%=gxs@h+d=TvD?xLtkZLY;W)+0|1Y(EeuIk&nwRCF8n}Tf1)P?LS8DC#cvRsB|Ni%*#}yjXmbVId*(?K= z`_YW>Ea+g*7Jb0oLJU#(;jc;R4=7RiOrDl3k3OD~A-i6PF$KoKb5 z&sULGdVsxE{na|$3JX=dggow}oI_L2h6Ww*t>S;8t6SgdE}v{<4hxf@zFs>!+@3nl zN4OsSXS#}!nwfxV)THe1V&x)lU0|%rIuAptJ33ok*u2U!d)aEN?i1{-X+fMF5sbKi z!tp1Ia08IG10coZ3q~G6BUXxAz7+*{)Jp;1J(OoJmKtHpY>sNoR_Eja_Y)RyyGW&q z;I?P?F)0blQ~$9k-f`-fI96QFBS$cA=01_EG@r&<`za11RJgth9exM^ff1)q^N~O! zsVJ;SpBX%_N@R)xWl8~lehpN7X7wP%*+0-%pRr>C%un3h*new+$#k4Q>qQ@=nlF|C z$iC+4R1K`E*ozn;4)56Pu^-9Nb^t2dF2fK?>2%gS6<_Ob)KePO*0(~0!UZGd!OA@~ zUAQ5JdTPw(qxK72#2=*HZ*6;bF;6($q zGpU_{XI`x!=@{z;BD|q)OI|jC4$fc^|RwI zD+;9JB{YJ0@_Bd2y>lS0F!v$i8D7l^RgdLg(dYX}?p^@y9P`^}I$LEat(7tCS07WB*^do7(rx`BMNf&W3&CtKKKDR`}{OYG2CC1DtxpO z3f^;{AD}^)qvrw~6q%4`0nqu#nM@106-?A#Mk|Ju$b=&k$R{tT$LbhAePVe4ER)a; z0!eC@D2;j=M~lyAzwDk>aS!ixIfmRnPpEip?>ySLTD01g?bsCk0NiD>mel)b#!dGHL& zWtMDP<8LRdlq8#5WhiXf$fn{2?O2^&I(nrFo|@^qCNpnGDUD)p@x|&1N8){Lqc$tE-xRa zOtevbd4qhd#bP^=u`*XK_iYmLoO^<^hZ+F*Uy7%KCGyfew5IA$6& z{hcmh^&prqGr5c2O1JoWgiF<46`au}W-;OWh*tA8j`h5NE-Qv+!fuul&qZR`dm0dV zMmaTCUdd!cce}%^nsXuAhs@gdIc`ErRWIWc+n?({$ELm<5&9&_aKMDNBv^ptw1~&S zi^}-y5($n-qV3e_G8*T7Ez1hkXw0b<`;C~P`47~3u6)w1fbL_*s)C*NZ}nX;g=`gn z20^2N!{8r?**Ee6!P9BG-cQ;i`~zk71>3GD1x``(pHkw0VvzmCTzF&7i}1yv`o7xl z0T3W2wfpa@v(+q3dCY|_kCGpD0-ATbUye~VM8cW?)4^gSm=_03O0!52@ONN$L?EAR{&~UAyyh*9(pDwRqgc-|$En_mFu#dsDj9nWf=s{l_o34XF@GIQZ!GwB9 zk?cce8l$?fAa4}FI;})Nn@*S)K4u!pD$#_!^6Dz(X!_OyT&0M$ahHWa-J5DP?5%XR zp60o9H8$_f2WPFx(0QfhQ+Wo{?qX*YfC5@=pyx(56Vf1h?x2kr;5}PyU?j6UpXLCD zFTVy_J{gp@P*I|}mwGYO^up0OKUV@)ULgX5_`m| ztww3lmnp32Uk)!tl!D_x(; zX}raP)UL9=c{<(A@K=Is-?`ujxn`3s_2par#G122z(}ioB&a6sTxGGl;Ck}AM4{cR zEh9;61T;)o0w+y_^S=u7+p_~_`6fAb)iq_9SaFb}TO-FS|2X+exOl_&h&-Q_hJ%zi zwQi8F_l6Y909=4a%4PD^7j2vG)2qEzNh%-C?CF>D1?t^TR3a z((k1I^q3gs-wLj`m?8Tl8AMc37>{SU2xs(AI*A}b2M-U0v@EeEJ0OBt4cFeMD`xGh zB31xvDoNj{R0vQ_8Uw7yrN|9}!^b^)e^>g+zS57asll`3@QY9N?5UZd_`qICV=foF zr+_lm*$1%znq4Jo9V)JNR07xnu>9gnDbXPoYP9bGW5hb5SXst$PrwVnvg_Gntf2G? ztJYg_Ai_F;NV1x$arrlSd9kzbcB`N|AoffHo#4CkLjzsk$*xL)oy`4`BkyG6aSJis zHN40}#4g=ztqA~t-e>>8jOmyY8cxQ%v|ZY{$B14k^cfz?py6917FPQ;6j3MEt>KP< zBgzthpd4F1a_-EPS)@2TPAz(UN5^_;hD&jvdN1756w@zzF5Z^QL52GSQ;9tJj`$cB zn)M#`<`n+C!DMQdBc>uit4x^8rEe9`aQ2+C9ME1;I`s?1!Q z8do)c_KFEDBY(Y#ZDS2{m2gaj6UW&M2e8A8DYN;&I&I>JjPr zmdvPXthitA8gPh&N#xoX8i*N5D8W$Yfchss^QV>6HF?G0;D@qeHxEmW)lKRC(1r-r zUD>^j7NnS%_9)=zIJ#?&FFn`o5v!5s4BEUjH8TIXdMa~A z2{Bbk7i`vCk^O~3>g?VfL`^C+9d_)vu-uE}K7%%!U?enYPQtyD41AN*f5zM!_}QBGJ@@pNvf7}nDqj;I+kFyRR~*r?v>D zSlaIKM3T~krp|LYE;`fZyWX+llp){r2T(bc*t|fWj^i)69?|#d>9o?W%#d8$GAGy_ zG~TOpNGBbe-?Z=)%c&&nk?=>SHVX8FL zLP;!km6m<1C&6oug6&42_fbK{po$$8+|qLfJ>gN}wfeAN)4<4BknW3BLL7xtZKDKK ziRee{$wP~mM3Wp5SC#%FDJ*;0VO3p01rma+;c?)uqc#VbT2?R0SZOUGd5iSe6WN|s zqiaWy!M*)74BOgStPTA1CrFL-87(zx0{W>)qNE^aJm1yT+3!^LDe|xK>!swh>JI(q z42o!^=wF8NO%0{}G9f5$MD9IxM}sB2xZlO!XK&w1H5sXkCp}0CmMF*w;SBX8<;OI3 z(pMIqslcnzX`UIbO*)&$|4=JGLQ4$7dkC3}vv0(SiQkR6GYU_Ji z6L47h9Zc1Ht($u!-A=`jso>aKD8#L7u0eB=4xQ?aB)^ZL(5Bps@k3t2EBAq7*5+k= zRLlXcSi>!*0edeioaqAoCuMk#oHDz$r}27-%*D^a`oOfQeFgq=S^fpedEAv_=i?b| z!%FIlx_@Xa8qa-eoGXwo5sQo~mLbH9mqC^_tHs2#-UVc{I&eG-OZvWdr!Hp~AI2=j zY{zE7sYeRz2Vc?7Ofiq-FAr70jTw%MfWUQHWBj@kF0?>Li(YCbx?RQnoCx*q!8X2* zW!M_|U5oLoj%VGn8MBCMNumsUCy-i<)_zXyx56cJ;H*-Tcy7h4;nBEOx6Gves|znAbxTQ~WOc-Od*N1=7eUb#eonue)zoXP=f?P<~_19P&!Q6~L}H{v+{D`^(7r zrAatB@*`rM!*9J;Q`PE*nhzBjJXbyfs{KCWHt{&>e94bnJM5ylv_w=#`SRBsOM@~M zLx;)5Ryv|?2tA%*LsPI*9w%C`?j~V2mA*CSO?!jHURJI>`ea{#9K|*KTX0wS2%P}g z-ue5or6V=NXD)?aTQ_yNm=EGBKi>zM(=Pp*gd5ZY2Y(S8=JM8W-4nTy!TU%J7xRMH z4|4S5HW9HhPEFf2O@*PRd_CDG_)-l7BSgKcs4ofu-xKX0%0cEbrk9=={VE;4XQ>GP zr_&X6Qt3hiob|WN3ke_XM>DO#*MM?Gdx|*F53EO$n8%XO#csQ#773v6+;mr9cxP&3 zfv%#D;N$&b%Nz?W=1cD28*IOliKPVj^F5UsVliOa@YwWn7qo^ynf8B6n{?q$=ztr> zCRq!;@2H6THnwl(A?iDEtvd>r3zV^gi?4G(Q)ntWv{VD?MxyWg)G~%VO^f--ms1;a z<;FN%+V&3^O>bDMG`zFIa1W^&fHi;TjSa>=P%<|gsWQIX=6+bbxyu{tM4(9cphBSU z8^{|xW|KLgif@Dr&T+2aAxOtOx`cizc5Fo{-{ASZn6JMjWN+@uAnMs(-XWQ=h!8dd z1%0Dg)j(dugz!w3#YyX%Of@yZX*Q~Pmo4U^t(mV8IaJKoba@muwvdRd{grCs-nO?G z=(-r9B}Z4dK{qF?GO0jn_jw?#ffLccnJ3p-IgzjUfd=!g!W8f^IIVNI;wfJ4mF-*3 zavzcFwVX!l@`rfVUsTsr8P(Hk6mP~(BC`FLWp0*uX+!!`nH)EP&RkEO+I{bYzv}3$oz-Hg{z5PRnl}r1Y^p@^ur5fc zE$7OJTA2k`eq;(x0T+CJn(WWzfDiD#QaP_jo>h;7*@5&}Qk1tu-`7M9ujqmZ)XC|~ z-L?x;9TRY><&H*|z>3dv2hiau6Pn9&Z~mcy;|hOGRiCqy#yGn>52;Z=O%Hi|^VMcm zaTS6CVZ&~+k2S_&s9hcHYQ9dWNqB=$=fGe(UQKIwi1;O)djl9d44N~lEZQ@G z@p~JcML<~z)7`tJHC8+?1Wi0MA8T1I8hrw)NF*>GigkzqDUT;c>5iEbV%WIVba;m>aq~e+;c%sde*|2>Gso zxn){%n*c*D*4cn*Y&0ED%XR*BIvUv0V2~zF(~+1o5vEd4RfE1UF|W@|Qq$#rgg_r+|E2b`W`g5A4J_u0Sw`y9Ad2Uem8K5Jj38c-`? zD8DgR>cdbrIITf$jIPi6O7^{#{XY`jpt8#>v zsScM5!t(*v2~Y9*;w+iEc$}q66|sRNU19`u%y#~ub(7Xf^C$-f0Jn8OPxl`A()7_2 zQf!l9v(LnHW3V3e%-7$Ce}#`iR8Z*5`W*1aIYYWm@5;#9VvCA;)%)C;>Kd%kP3=2C zCc||>5-MRl72fi@OW652wX^&6+f-}Z?A9;Hr%gmi(9gh?a`EzSm8RG7{-I4{$Sz5Fs*XE0Km$`Ba7PgD2-KKvr?z6MeTnF9=;W)ymD>mrE)UXF<#=7Cb`=<|tX^(JgKy&kLk zF^Bu?#N5}iwif2kuG4(8oi3HIHhMyP7r3yYS?5c_LR3|;ic4GQX{&eY?|B%aExkcL z_5w2Nc@@@dpM%wt&`U^_t*J}-bv$U2W7zg$FO!1&>korS!A{UZ7V1M(XLp+^9Rolm zqktOKR0EK1wHui3ELg%6h}N=rQb{owS`d;zZu83y z*4f{(NPf~$mqcO5aNsBz58j>cYr)yezP&->QR<1Uz6`skQ2)kkj$Zs@Vx35K=d$W= zWB&4X^tpCx*ncECzfz4B(!8e^dn{xul^&|CW&PYrRc6*}v|2LB*a-$qogmxOAwNH^ z_KbgXYph8S9GU9P#`cH@Jf@}m@T>YaiunCx|C}{|3{WqH&b3_@rdm zwVN~?BmN|ciVBvNG&H?D3He#a+(OF9+zm(aWle4l2Nw>^EZ!;o4SdZ-WO($7-e z95z;bEO@=%cn)5esdv{LkP1gband7c@IoCkF*ieZAp5Ll=1*-U%p?AUw#GAA#@D+H$m|wcj^Tg20fl zC5++4Hu!FW&Euc7Ps$f?j-4v7*78Df5po?CFIHn!k_eK&dA7mXFJ8)^+T%-FDD>DH9;_daOS^1Fg0(I3wW z3S2XSKq7Z%tbSS>Ao=lt6~%^Dx5~2CD_Z+Uch@VJ?EW1|jz_c5G5mPIvjE*$PD;vb z-mo)m5HBu9vgH-a%%C{T-IyQzC_iFdZI{#L1y7mwoU_C!SNO0W)lRkSO=M-(L`Tla z$kl6HaYI!{ciXKeUQ?P6BZ347b|I$*Eu1cSrUq)iqjlDqG#Ulz{;jr?bdE5sHw(`!v#}D^{#wCm zYGI1x;4iY>*V}u_5fd`>ivFd9UxeJByExmB_T2R?8B^5yvjObMCC?iRHrp5-iNuVF zh<7Q4tb^C|aSQx06Q}x}ayFLRqS$tiXN{RHVOAxnSvFJUNnIFq1M-1U!OY}6kyBe{ zqt=G*y zS_Rll!4G7lOvGp2%(tB}&E8zc7WU*qpL&xp4v;O>=e5>d_*y)}+B~62Gr9-y+<^0c zERFk$Whs~wh?AbJ9lvHrh%T9e#!or?!TuST@kv4ikD5w2?9_(1WOj7B)z+I;r?{vI znbm|GQ#csSY|^GV)xE1oHRjK3E*3aiD0R)7Z+TqyBk?+ww#JOKj<7al$S4;Yw)m>) z#qku{L{H#NmB$Ue^_rV$Ml|(h_>(_;&`+ytoheRp6?DMZ3WqEP>>)6r0&13Yp62ND zf{oIH2VJdX-@JLP#$swKjJ=O137f7;Xs2Is+3B9MhD+v0*+T-(P?1@kzZT3zbZL&) zgz-x*d`i2&cp=5g&2sVw$MkkuOEU=_+}|vwn(spZOVJ8~<+B5XcZ_9iY$I6uKax(s z12oMwPi5U|@ON}^HNo*-%CF4^%N z)tnQ%sJpm|Sp!s&dGSgOdcTgc31|8Uh}z~_5qEU*l+O)3J z$X6wgv}c8itMdOxQmhMM|j(qtJeItY}MKR6L4 z$rJ^I8WwdABKE%o-$-N6$S!@P{@@0Em+;P4;;7JH$^6EJp~Rr$uU-&06)5*GV076i z6l`ipLqc^T$i-;9jopz$Tqd<2jqGqze-;@2t?kxPQrh6GHG_|Q?zf-$w@{(m^OiZOT)YFtI%lEh3%I#4&$57Yy0z zaGs7P$G(e!8&8-00#)}Fnx~u&mr^YPTDIyHte&f!T;Ti5#;P2*0klvNj79r$&+CBaV-d`d(ZAoF_HP;htlLlSy}-pFzNUu*FJ#e%&_{zt@X zP5mwah`@=GRpjHne@s5L3VxNRt8Y!vKf=7dC{(?E3$FdCsuM>%>^S08OuGmReAVU8 zn0_Tz5Ik(7U0ljlZ-zFV5PZ?-$!+o#9B_ZCHhiynj(B#E=+>#ZhSu{_furl(G?fpSJo0Gk3VQxelAVQuN-{kdb5n?FX~ESU$wX7CGN3XZA~oj`=d2{jR3GKp$$VN zrfD^(MPhyM9ffi~rAij1v^qUO9pPnZrp=6eE$TD0uiquU)+{k3D0b+q6u5u;d*WsZ zQ$>2B~Vl|@=?r-n;tK>qAB0M*Y4X;(@3qu(59CQ^*HCre%%9*|j3L9%F zwrlq1ZUWgnFl5Kdp{Q|Ks8eSDy?oJmR*$J8ZVSkA+x{K&=6ju+#NgWiBl6{wG<64+ zez>mL1U2Lr^5h?chT;ZKFyCai22F-|8s?XqG}LY|c|HBQ)gC}ZuFQLUhe=*EW_9zw zx|Rmt0+bESdK#ICYzpT%_KFt!ay4e+=C0E7>%`GM;-{rt!SuL)qayUt%4eG04aZiz zvb%MK$7YgD>RoLtrIFm_ypOS0w9#yD|DhK!<`)WY+4YJ^YuyIs+)^s+Ji@?%W4X0} z;0%+aRCx4IOkz%mvmLpG6}=By#Oe6W0%i$yi1z`zOJ1y~OBK`^LuaqAPFx(XO4i|V#GLKgztN?^x#RmW)ehzoWeTsEq_yqxh5Xh0`EK6J zRZRI-M|vPHb>t`M&}et8_C%{13(&sC>jTuJ!#A-0de=KY*bi0|=Fhf4m)| z4#4#>RO8ii?eveGS`B-W!WQ{S2S;2q-JV*%jvhXxRQ3H4xsFV$?o;9B1w* zRdWEsrLY(oL(bRHZ4DyT9zs>l9QpiOx!i$w&Bb<}bO$Sl)DwUqN2Vx70SVAi<{E!B zGfX=`{J0|Aw+ezqU(4L(+tku@wz1GYP^{|VeDidny9L+2w1?~)3__*>al;s8L1|2l ziHhTIfJLYHJX5nG1&?6kxRdb6M=<(6f;zMAtE-mJ6=8QT$UgG4 z$q-?f%iw54YN0+~(w!m`lR6!#yI93bA@45diG2tJjk~J%-LB3!UAR2L_w&u-gSi@N zk#Aca$7&KD#r0NtjG~&9Zpx29YTSyJ2MbJ|IM+>OP0y z3vkrwc*!+StDP#s!c2@Y#ZT%@pzL4v&U?;e1jqGHPMgi_H5OkZm;>^|jyeNzxDQvr zF5yB@g)>gO=s%LcTm=VQ&U@`a8_)rd{Mz@Q#h+l~1UtoL566#nTSiBqToJU=Yzq|q z1p|~QBT+7VvqB42-axvn5-`YeA=G`>7s-Od^}c+tSLX#_>BPMpHrdC1x6y)({7M0n z)>5WYiK*E%d4YR%aeOfj_^ak3t$!1)^V3{sWLH62Ufv~@;emk?XQ_3@#Ps-`Hbl^CQ{p`;0mgFE#i!&u6t)KP5f1TH{lAXu$7(=! zQt$FNtAeaa!WDFW%Zi*juco2eDI)Cs_VO1}yaBHntMAO}x8igoF~xEr`l+eG4>X7D z3+I}SFCa53=Q2S{I)ceHEY-CP*6tHy>o(8syHd} z)3S7Lk&=aWBmly}TRuTUn*m*i4U?BkhEr~BMLDHaX{sugLzUciE`pSp3(CA)D>nLo zKMJ$=3p>JFRRbLxaQlMo+ih~S%WI;TMe{N>m_|jF65b-7RyuxdncO7F5g@?4Q_H}e zaP0;;Hoy3UOU7cOODTuq582WKgLd&85kCOhh2{B*5oi%Q zM)Dt9g1o7yg@HKD`Sv3bEW2 z!Q)1pbv70ZPWuJ`m$R!Ef1D8i5X2^i?pC1EA)Wx^5|=+-W>3$6c)GWSEX<95XJ{12 zsIuwcaC+`>vW=O`LZfkWmzi@24yw^aR5>TD*)x=~;12z~$@Uc1G`|4B#9#Tn6asYk zXIla(Vt{K9Y4fjTM`M*`RrSY<#%) z$a@|WwjTgo1r+v*ET3afODSxGQ!miy3Tp9>5vOO!ZT4m_(G3@ay82Vy2?n6Mvxsl? zWM@;f1m(jw+fB?rT^+dzs{fG;K_Rl+KZiAxcIO!S?{!^sW)#4yZ4>%Cn~{+`@54H| zf^(jQM*-xXWCjwzVJuvjGu}+9LCo-@6yGv1X4Z4W?E)OAA^DO$UCQ(@tRw<>Z51Dp z_t)j^S(S2Mzz0g8AWQYt>AXn3`bo7thtS^p5b zCl6sf%XgoUg?Z>8Nd|6LPY-vES;TRDG{My5@BU0xxPyr z%#ajfO6>33C7ESB3nTQ&iwrg%1dKw8wWe10fRMv2HBjf}83J9))a-=%MGHE3L4Yn< z8pvO3EWfKkP{jh(0%WT2#o?|dE4R;?Wj&@g{00fJqyGx@ic<@8uR#3gtHbq**`(mc zuJ*3JKNp=>s2)?5zUP+p2s5aq^`u`DnZWo&B1jAgvgZtYlYL`4`=Rs?NZu(KgVa4opCEd5z z?2e$`&hx}o+{!^^yv`5vKn+;lh2n2LTy#{xF26>&m_KZ#e}!-*fSC3-T8frd9N*OX z=t3wnvyI%U2bh92Jj$l(l8k3G!5Qo#PyL+PnIUv5`whA=a~ygkT6uOe;DwrN)rFbL zb_@~k2}V7l4c=RG97_hk^f(XKJbM%sk;m4*nHf=m5#BpHzaa776>$zZ8z*?L5{0qQ ze;#74WWUmmW{tM@E`cCQoxL%HPcQ^t)pSn8Q#rUP0QD`EU3?-8`0cQn9Dc4?J0G^* zB9F_|nqSoe6z6|2#r4KUrfe8>yExnl3UkZvT;*U;`3~53^@i$DRh2qSsnKX7kqO=`jZ}ImN!VrjY z^{u!|ejBT`3H8;g3IDL03tn5$<7Yz3^);$V5P&$&hHNKfeHoI-KM3E0h3~c+FR(rB z6yBlOr$C*3{EIkyT5+^j0IGBNMa-n)IyobLI#;Y?y!R333mGU}#X$dXTXq)(TBi8k zHU=eIrOgqVBFIC}Od10rbLYWZltXrrj6mkc(cXkc*jUL2U}?I*s+x}bd+1J=06q8) zuP@DV;gVt9F#(Fn*?X1*z@9CFx;DtPNn&~NqgK#M8fui8yP_BHX$%!Rh!owU4B`N8f~NINYEef+6~zq}u{YOmq3*e035k(Cl}s z+wfgfCyAF!)u>6>K4#M&Qo6ZB*jpL#Yi*zj9w+?0f`wPx?DfB*d=IeIxB$9NkCrCK z9^896*_V0qh(ed`XNc;B4MQ<~;~R5roUEhb`D&{fG_$ zcy8xwyzN>JdjsL!BF+)^9%p~Txx*Wgo%~N528ohsHp*c{yj_MV;M=PRn5b0>?*sN| zgylGklcr06F}J$3CwJ`LVA{llTKH*wca};4SVIoGBHgNBXM9*1W^U{&x?R{m? zz82n{o27B}l|i4iF|E=hrvkMI`pI?lRR?76$0|Hza57A#y(~S6S)S0pwKlsn*68eB zGZS>|7>@#N?KC~7-!(Uq&wYugP4S%;2OZrF6cCNJO&6zz{838t@Hv>Cb51l@fprq> zRKBJ7zSl*5%Kz5%<`{w*-C6V5|EXaz{3PY?{fUzQNV31(Y2dY{uFaAEl}meyBb}@_ zs^?fe1(8Q+DKz2Y)p~X$cvM!<@W==_Xb@kAL;;xuRq2;J27I6Sn5*q7q`zMy?n|{gox32l~43o8(AAMRsIrw6k&gh{>0ppbJAqoX1#Qp!wbVw8zkD_)ggD9 z<@8h>G7#=IKA743P^9VI#t{6BC&k@Awd{VI4PFc=z0Lx5B(8FsGRqK^o<_-EGvbog zu2Vvm-ejEh&m&Jxw->XW8VnPxi1w_~f;FX4<(7%njN1z-PZN77T`bU9)pj}bd_nvc zFr!;?5cM;j{qi9QW!k8gVTgG0I^PA%9oIiT6G|~61Ugrdp^A>2NybU-x6R^Ek z4n(8(Z5TQS-7Mk#mCoW%@*bX}3Rsc1y6W`Gx|Y6m-@XiXU((d!p<%7nQHqoQTFFLd zxigqn*>LD_eyoL#Q6EH|U?hICXyjVFNs&q^&LMx6ce4MB&7x%Y zQ_o)?z7Mba=K#KDz4EeVkyqaQZ^0v;6)m3bGPeACO1j+a<;YZhSKIIc)t#d_2On`ATwu=T5Au+PaU zogRX(`*n^tyi~EAF?H%((Y&kIpmdh0omD?9TJ|{LNve|Of`wnrHGuZB3>{DXduw| z6gsN1%s}w-2;zCj&dRzWQHH;sXm_SFH{`YBDx#-rS{2*3DGXw05QD;NSV7B^@c@&HXrB zuwY+1c(3O2F9TQ}i##HB?p0$IFWh))>JOm!I7T()) zA}_0t_GLFG4Jg&+Oj_T$YAv(ozpt1#M2>rEs9w8SrshxcQM?9kd{rWe1<20Ey1>WIEa|zRQ8! zp!(3$?rCbc@4j$wiusGU!olO@TkLMZcmfR|t!vN4QUfUW{jNl8;)Mf+er6F4utp!q( zfZ|xji}5c!PfsF4h&2@4S-Pvim3f~tCumoe_x8#HITR+_rLsuw&n^E&(WO=b=ee(0 zu*(W_y--fe3{+wyHBG-@mOm{F z(bd^K!cl9OZ&jv`t~ju3&(aaQiQtU|XVS82D7G`hc8vD^7z53sz31;JDqQoFWnOKg zZl|<9N~unGd0}ErkZ&of-eqU;6B$`L1giU-7Ch3O1XqjqO~t z0ql@1LLXbNgt*L$5>Nt729}t11##NRenrkIrsr6Yc&BM}7Hvo#Y;L5KF0S^ddoFpG z(BVybfga&v0(-s)5T4=Y7h>mxYD74|io?Xbm+qPgNTrB9vg}L=sl7xKtT~VHRTb7= zqQFcfyu0F?nHfuFJaq=~_RT(R?KjfT1k8oB2^Ou96^xcV!>>EL)max?dQ)X+MA^U6 z-=!|4?4RIKDPlj&?WA`VY&jB)j(-qQI{ad7HYrWCz*0%xyw92I&MAl2M5AWd=w9vg zMrCSMGT#H$9i@+!vn-;~olkT=G_MnXdu*ouN8*X|5OAbc=WI41k%3glWO}Rb?Rd^w z`mhdvxotIM+#MlT(HsD|&N1@!HLlq)1^oOfHCo9R#F~oClh(7;BA0aFblPSz`?&eN zKMn0t6KNGSq&6uhyIXD2V^Bl7VOGN>T0S0Md>xBYpUh|)IDYkTq01c4lo>NY=a2nn zRIL1x`C>G=7HOpU;HHIHi+pW8QHZ1#(Llm$Q5217Gmha*Ws3S`voa>*Ak*>zssOou zHd4K~J^k&^EBAogP%hm%-MjRv@4ZC6RHQ@IHn!*DD_Caggzi0Zje4pvZCdJ*5Hgft zJ$ucW*0U3E|2EiY86fv-&Y;jk>b0DmKv9b$jUF z$Q1w!Fu@Krsq4GlSh28PI;HY%&`1tkQ|mlE|1i)*S=;lTam^1KG}KLdp>~FziUkf; zhWI4tIEDUsL0OX_TqxxU<->+}#1Ef9`TlL(mFhIGNZjiFadwp*I9!;L(k@V_gCP4zk@=Y$y>Jp%B5**miFn3-0&kS^~5#OrkXp97AXQA80*4G`m zP0Yj_o^e(@A>~s8IetF>GOqa5*`!;GThBnrXv?8VsQX)in2moms7R5r)8a>*h+9Fv zt5@h*Tl0n0%#5}wbF0ViiS9@rK|l<1X5pHot#o(SaiqHDoQxZB%lsiP0}kS*Ypv)>kk1hWkXvew4Xm==A$r+(eq$Gp^@MUgNLMEs)dc*x z|Is!-<6v&?>Ux9xcD>W;`Kyjz*mX0@@$pItH|N~kn*xd%7c*)=8(-b5@%Op z-vNe+5*@qSS&vea<(~b4thMFjQ)P{rgFZ8P(^e)B>}ZK9c^fMau3{!5IA!V?O`!5b zsDTpvgW$J}`%~rOtM?FBA3Dq3FneM)fkR!O-d3}b#`^AF(*ZT|8&DA#^5QC{VQJ9f z*eY`!Oud21Y6p|yN2kOn71jTa|G8v*}>qpY^O#x-0=9}HDsz+O^KR_kF=+3&j(eF z1TH&J3CR_6AeE%vN7U8V0|UGHcp$O?iQ=ZZ91m+hQo3zi#eQ_1GZ>VAf}%NnQ6qIU z{iyjX^)<{4w}}+~mS3n(%kwAJU+VYZyqa21WPUDpO5b{MCC}Je4RU@;GQhG6a`^vk zgQVP!MKY>_NgtPlv8NsPrQwL5mC)nIj;b?dF^&nQm#5wxj_vOU;PI$3^A)H%+j>=F z@!hrPMj^U=7fMeS1f~C|Xy$XENBU=$P5bdAtMR4n*H7&x7F8wA{cDXO!AgPg(i#C? zh0y7H4ff=C(HBXqzkqwZi23l!kW8XK^Jvxu5j>+Omx%}tz3GsX@pDacW3N0JUV802 znPBb?wf>yKfm79cf9lgqLJ{qzTcQIAcpgs0RIttCf-f&Q5i$b5(B@3nT_lUvDa~KY zVJ6|?APCy4lawEk_6sk*5oh<9B{8}~@^&E(_FzU~UFRl-!lUGfP(-l=XViB&R(~{U zY9#LDmU^d&)GG)jN;G4xHJg4&=rooh^m@X>`5{q@^lf_3L@Do(;YPlzBi8 zgDPdbr9%hmhg6f$rnnqQfNS6`|oG&z*>Vz11buM`6s zm^Q>Bj?BzPgw2vPvDUK}3rHdT8dYyENFBj@nQ0$kZ#aHivgwNmkUn$Zev2&@Tr*vK zUNdP3puFQHw!xct5mS>B?P;mBVSc3Oz_TRPx6iU2jc05I7l@~%ZO!bnj}sjrH%+(E z0rrA9LXiT~>atK}NS=l_?69LOuJTz;O;xlGUn={v@}eIuCVSj^go#M$Hkeiy!62Z< zpN>Byrk<%b%)k5zkKhKL7}3WnS{N^#L?u&ufMo}6(GwnfR*BDjaV`(J700bj4T-Tj zfMJrVht@kS?)y&uR&11p*Fi?kKA-$CEjn~hC0_5mzIcBbv~W1+^L$4LEfDqwyJoX} z=?>K2i1T3!%~p_L`mEV!GYxTXQ@XPk)w$+z@A^|Jo?3Os(O>i}rTO`V_q`W&?c7(r z>-8`s6u>u8RUHk86aVz3U1R?3mgGGf|5IU5D|pWhk^tihSQ7AcX}NEz&ZfnivB%G+ zC*5o=E)UA1Tb&1JEcy z=FV5>@3)E2XHN{8H7W?DovVHL6+YQ$`u*1PP6iAM`WkwBUiOb|xv!(xDt51v4BazA||;}dxLm0?V>T`!JwEKf7eZ=h|=HPqKHr#Ca`z)*+YBrAB`)s z?cI0&aefbWhd$C(Tr+CLBUS8Ob!_MjHrjx}4=nqpxMI1xiiT+**K$9A&ATsAWH4xW z5}VE}t8Do0{PTWo{zm|{X}V_n4uD#&Lz3pn1XEk=UccC^b~7HIHKWW`(R!+=sjcMX&TZFY6926()0$o(oItAUlq(oZs|SXHcj}+F5lQ(UP!|g&Sy!|i z?{(wPf*iTZ5~m_1*5dQ+!?8(v7kDPzo{RN~*6m*1n&Syy-ISXTV)+c}Z|@Qz zM$hsdu3Slp$&52$xgUDox~C;1&}k|0d;fJ^4z1exDeKlJecvA!uGPr7pXHBqQpl&` zUsaco3K?gvQMyaYP8BO= zbY@u*^z)=w^zIMO$_8E4TDqCf5>loQbOqkdj522qH>!K${e8T{y}Yj75- z0i_^z_o1I9C5+*Yx!XvM02h=B@5m5?BW!g`x6pjV8qnM8*4MYswKJfvpI)5lNa6#{ z$!oH956)Ve-x_Oe<3YbJx}SYa_V-$f{+66nmZqZe2`Xdm*ZU^*HET9J;D#t#$Jnd^ zp-PVS1}bBBtC{|VROrv=PS=dJKu)`)#mC?4GubS$GwoktgR^WC4c0be1+U{Q^bipn zo#i966?IS4wvjI0u)Zq`XP{6Kry}hAOQm(!;aNYRj#lvaQ9l~ zdB%yMn3v*{j^t{}#8bNXohbqCKt0HZOg{l?%b9xvOGdyhu?cQh7DrRz_tT^~(u=jI zJV*4-T!W}Vn?y=JI1cx3V6p4wbaV;yA_u$Wf;Axk3oIB@TL8Y>c=LQQ-!-Sq(!ap& zEx*xfbW~5V3=f5W~%Aq*#5#s#$ zmhKpv$^3#O{>@6&Ic^tk&j$_OlaWyXXN=zTdMWwKJYC68PE0t{nPf%*$As*tG^2bk zf;I?M@M21X>*v2ts5S+!C#xn=KCcb25w1OH&qoO z4u^S3>F?3`rcPvUK0Z9D8xy2hHsGfR@-ZND;Z|-blmTe(+cMg~@ww>G6GjtHFO$#S zGd4YBzU9bweW$)67gR^+@1yNP0@R3mh$m5MTeIEuP_w{~Ys`>q>}$5iy9L}D?X1B* zchqnniN)vWl8qVLSIiPxxURD}MTkkF`6j1!vSFn4ME69yU={(kLe&S=wdmgljwZuV z4h3#4D?#nS3w%aY8m^spvV&_dlxv41%T_$$lp`ANI&TDm*&#?dC9ET>9p zp&IvAbTTBbTrAJy`;aR2L?CuJKGtdzR=0(|uK(7?wOB|KP`JoIGDbu>HLW(X&g`ui z)#gwgz{ELNY6GzB_4boU{F145c0wr9k4xr19u_Ps(U7;^l+=&2NVTRwSjZcEq%Sv3 zGgA4{>CVby1zbgwf&H>oOw=H-C2NS^l%Lg>sR?~I3i8zJ{yK%#cC>AQH#UvpuWX9x z{b8ecoTSb+N!(=sFYfFMyFkXRiDEVVpn+6zfm=Rdn{1~q2z7vuN?&!6#5YDpC9KM)y}L5#nShKZA!kK(PTi4S zPxNy=D>Fu|g>U6DYh_J!s8kXh{!n~WfOMuc;p))hDT9>7a121COPDr9Pc+fgscnYL zE4&?^ep05l`Oe-7mz*~D4IXAa>I__jN~d;4z&3UbErOinQY@YQ&6<9ryWmkRccevO zy!SE;;Z0OVBv^_86_?}|I^`7)LIpC1?;lXi;bsXyl&L`)wn7K4UIr!Rjn;(H=jqJa z#}J{FPcc%!2KC2G+lyDd0Y+14TeI&(%cqz*Xo^feb;r@T>%bo=wnqoJ)Gb_|kA$k$ zfH2Cw-Wu84m!ZLNO6JeRv-0UucxnXHm?-qL1eBV%Cli`EPvO;+zgJeZ8kPFzwq|UT z6OIiPny{c_d-Zyx4o7Cl4{9fDj=Pm>fvujDBzuaomR_-zZ0A&X!1}D7WwpM-_xjx{ zh!1%P!aX0afB;c?(-zv3Rz-_(1QvgZt|&?5`DiYXJv0-I68~*%pcED)F7f2YXY`8^ ziI4oFbS#2~| z@#;Mpz=>^fUJ+67oeX@#Oiju3x~*1e#4TC>!ojnF#^x9a!Bw>3G z-4P{{c^&dC2YdOt>n!OxOF^a-7xrtG?&>R!#4n+ldmNfVT^3LAuqFc8pkTc+%ui>n z0L=PJdt_}8yZe8*I`42c-?05ttEH$}o7!8gQbnlR)ZVL#TD8R{s#UdD?Gk$vvqo#Q zXsn8@c5M=y7$NEJ`M$q@-sAm0M{?wO?&p54`@BBad3HnbjUE9`DlWAZ_g;pdWyK*Yhk}u?5+#xWxaUeOq7>CsG#n8;UC6?H}@Hamp zSAqy1CDc_{#mS^@S=`~S)Y`>s-s855qGVej7v2}u+k2O^g$o0TepU}A@DN3EJa5C>b~E5 z7eG&Hdp9>6q{H=5EtBi&rKIH+#A|0N!_3BPmO#OJ-bUi(2sdxp0)2Vv9jydRpX(jC z{-cgI#qm;gi$?@d8^8_hDaE?SXJv|%lF<{AWQwMdhHCDr%mP`krg=)+funiX3;zaJ z^QAV}MzaHHTd=UO)N6d#Pa)=bSjS&BQ~#bH1H`t0rMYINNZa{vdFQxK?obZk5gh8{+H>5|~Qu_+)p__TDVC%B@C_Ufo64z^o#*dlZ>(F1CsFq+fxSb$z3&elD+c-+2>AFg`tB zTyExzG%Br-i&Nry3Z~a&XrV|p7OKE5ux2ANZpLfcR z_KvVA8JPmmn;;#-$A`s&bFD#UF;|j(6=4uVvwQ26I_@gmX5Z5{cHCZ#;nU=1**me- zd*RsT2Htd&xecDrmW<-q(IIHh@yECPBYQLh#ZB}Cki)7GF9=%jR=n^ zQ46O=)QbYJ4ckQXLa9BY`OX?~3jzVt$ci9;06q0T!$mehg8$+UH>DQ!lKWS^YShzp zVc`)krB;A!-3rw*MPArEbWsmYIX@*QLrEEDc8W&*n_D`X!u8zPACYPL3T(;^MjUp5 z*^@xCmyL$%wnYj~syY!I~(4^hl&SE0xHRf znvyy}xxotE0~}!265(~&XWq-IpJ*L2#`D*_;U8W~@=o53zc);m;cRP`#@^3Y{T$bJ zx%QH;LiMHGX7ObMFFY>-#0?Fosv|Ms{Sq>`->9`6?cs=BoQQczi43XaYL3cNNx z9N%&*$=1}nkYVbbB)tus`jJ~mk(&>ynG6bal!p42`|i(;z=Gmr+1j5HreAH~1P*#b z!@gq{qKM>19$=uoZ7k-12yPepw-rE|4UlQcJOd^U(oPx%nSh7JM1OTT%Cb#D>}fV9*d<*XX}QA;-dy|3soAh+>zL z+;FiPhQ>SMoib?S{NgWfBz{U*j4=-hTf4^79`yF=J6u~2d;GyU3~H(p2i^s!FMzp2 z0NzAZOjQYH*9CwuL}@)MHo{D~O9@sN4@qzmfgnKN-)o>{%GxP!z`^X zH~-8aiD7S32;x`|8IH0Q6~^Z##z6rnI9Mh4e3AAPC2(II*|w9ccLND5Q#U3g=&N<9 z2hHIM@ge8|>;bXlOm-CtdT5Omxsr$2?H#?64uLsa5W^6+Uf9I0Re8CpiY%L(1~jtE z&+id|+0LF15SX#DRK%cQ@;n&)$sOoG;MxE~N0g$?)5TdmPXZu5OzyHPjs<<#q{16x zAsjAq8==9qoSvv|k|8aiXWKkY*Lf@*GD1c*Bu{g=EPYo>F}uQCQ$kz>lM9c+Yp3rZ zSh+g?i%9H^w8?elJprI8yExk-35bB%-P{qHQw6G^jaZin(9() zHoLRMY_XBUhH4LebEBO({^1<(caB03x(r6qn%IIba{UJqXXU#KwL?`o5RN9OKf=s_ zIe613nR2A+ywbCjjFZfI_4Ftd8}I^PHWI5u%8)GP zl4R*zRUmGc!L09H<)hlBwOM7nE?1!u3{ohBp){CRJi-gfo{apC)?$Kj5DoyA<&nec|X?X-0uCu3j>yG1nR}RIY%J&8Keit z;IMO%tiE0lwcqJT4$RbZ~8s`1!q_@#IRNB~~@_-WZ&2@r2AC zQ_o-p>@wZ|0j*$UuF?=nSW6><{;!?x0tPZe8DLLfer4JOm;0*5S&V*Z(hCeB+(v9H;?b zvL$NirYVL2^cMiY4#PX@l?3l$yWHNxLjMpRqm~054t}s?RM=LczEL6pK+&bCa(YR9?oJeum1CsL;J0NjevmcMqpu`TAtCo$>wQ4y!P6NHwhpYxS!Ad zR7)b)Db;UiC@ZI4Du&aH9pt+{L3=(o&EN{L_*L;HbulAe%Pv0e?0@`n#oy-{ckNc3 z1e0E0gJpc%DG6t>?d*GMZhkmDD6k7R`JT$7Ic0KJG_bU2a7w4bJ5k z7yj7)e0YAV1sSrCq`qV`$#2iEB%w`{|i-V{{7apej{C5-LsqOCb2 z@p~rwkoNaYm^SXQUxCC<&+S4ve-(L;SPLdE;%aX(rp^*t4TO-dnGSD0*6Dlg+jCM`8 zk*G(09IqqEr0XMM0Hha&2~vsAhP%yOZ(=y#c-qV7mC5jSs zCFoq%bF^??z1-M{3T#X(`36~}NvL7ZD7Z9L)TrOkvOozuzyxY{t_liEBQmB@w-N5e zF{v9lt0eDWw7Nc-Nrz#G2rTy)N*L^TqzJ8Gu0PI8b}g1l=+}u4)_%&p`Vrf75P>QW3y{lO?s;M zw<~U>)W%|lRKO1g!9V<^)z+Om|JCN z<)ZyJ#vgXQem>JUSod^%TPx^Ka8emXXJSvkB^>J&w0Ov(Gg}(`?iwv{I?`aCPw~z` zOJN zJ|@?}2?lw$YMvJ2-Jk6gFJJ`94;7(Mcp{Ejas3sY|~t;-dvhL62xUKa$! zl~M7rJ2GF} z*}~P+?Jd{INVWOhziVG^(S;9khGykc$d$6;1`HjLf|+l>zAn~kougB9fTs;&8(lW4 z;-0Q$Q)+jYC8HdA@%{)4JJ^usTIWVmx(uyHI47%_&PlEeGCD*XxL0f3&`!2+yPOY% z-6B;(=p%T?*Q@x7Ln!4f{@BV`tG+OLt+Vi@kL$b9i0=};=AD9ImbB+CJwfV1@+0eF zsSXSH=n8f;W$Tm6kaU4~%XlxDWHfVh(5@6PrM}Tuv#{3%my(=nwTR6r{iLZ!=8{4pe~ywb*pp} z0!!JaWeC1Zh3Fkpi2VRk%}EIUym3vAd(i@V!UCDWv3*u2B|PRY*#>!O5r66Wx%}zj zEBq%N4P8JZUZEOMC)d=k&Q>Zitj-%no5^LfGWONfL!K;;$`i8EwQJbjg3?`_ep4I^ zY3hytla~pc4eYMS&H%g9&dCuYgK2>hV_#UmY5U~M8fjRq*!k@$1{Zv(O7Vw_U>tLP zI;c@6r=xW$Bq)-(_AXhkkla}{-dh%HdVACPAlY13Dh#IfK;cX=vH2!$wx<{OH~#*I-_kkB2_jx9rh3J zu!-or4E>noR<9W)ahfPl1}~wR2uCs)%UbuWO?Cpn1KTx*=E7e!G|P8RmCcq(u2JD< z&xzZqU>`ogT^FY^pT}Zvye)qiO+pm=zrA(*<>aQOpb!L{=KM3ahi4&#gNZc?srhXA zKR)Iwny|+!<`mZ7lob7T-1Hxs9gr~9OQjl;^8b8}mfCL>K7UQ6yO}mYu zjXg)d{;jCYGjRgjh=ef;FHwK@Y#^+d{yBD&KJE+;G5(>cph!@niRNI9JKYWV;}#Jp3}0r@bjCZlS}z zzA!8>Hz3K<@{>f`l&0}W-H&g?6Vh?%=N*c@@v9S67m>|Wld^pG54;jkH;<`K?OVh25 z4J$c(sQI}r?=(E(M}UDgOPLBkTgEk$(f&qKa^Sp3X-aEtq=Mewri|DUfUI?Z4#PT)Q%XyLdgXt z6jyI@PS8c-QzqekQYa~d*^W0Zq|7EmkM8t}`+t9Lv4OFP5B0FCB)ABvlbsvEiOm(+ zrvy29_A8U~he9@_a6xe8@`v9fd?bu#XL;p5J_)FDn=3Q?Xr}Mt|GRZjt>5gI!*MhPWTjHpd+m$&ov!=Oyt+;pCrq>&X9fkz zsd#i~)Ld-JUzuGl1!w8=+|BJnxqcI~!ov#kEuSbW-%{FU%GpFN)L zmXFQk;1(lor5Axkk;1yOr;tQd$b{TS5|F$!fxk>~RV*${Fekb0vU^c~aS!5wQ@&_@ z{EBwaaQ{Q&90Zo^BKS*iQUWWnZDx&Tu%qK=RIrd!LA|f0mCKWMa!+MI0}woBR!33} zX~8hvHViNN#ehvB(g9oWZA_U+CqmiaX?tp(DxD+bTb%{|o9-IFP`lgkHqRl(Nlu`> zrkT;{^D5U!eNyok0$Opy`tV?*i6ggCgDcmf=6l@fjE*V8%H3)Bqoly8n=HZ;uOX10 zbLOSUBTikxs$N*W8zhS&&IxE$M^3atNL>eq>dgSRD)esK5o^Qvh~g7VLA&;(f~U@@ zLhJ{YX5K+jLM|R8MtC4NW@-K2zEYH;WCwt

ke=P^Pazdn=Q%($p{aUoUpKg#L#S?{YZotyzY9{mQL_dm%oE>O6ma_rIZ5mve_;x zO~t{H8fc-hiXz6wMXe zfwNuFeu_%Vd|r5uCShQ+VRxa3q>>*rtK!9x&tX;O>*L=^it4$V)unJ_hT^*`;@n^i z0a+t9@YWJHTNXuf{HaJ!L`!!1mY~>T%Z_ju_lP`>cnCP0<7{Y>`p4cVo)%Zj^^Xd+ zG`7$hPT4qp;oLRgAT|Ao$+nABgc?XU{T7VQcd6MaiiX(l34451E0&Fk`n~;o516=V zyP&O``&?N$Sf{Hrtj-_s&XtDGNXl(^M35=XP-?R5y@l=1i%q|M%{HDP9l1)_I<11Z z&>}6yKhbWdD8hl(0e*3P&IJx&mQL3!iYoXftu5b4ohnZ!0b7!z$Ikln`syaLBv*DF zb&iey43nTu{`FgV2ZvC#Q+1Zcl)ih-H(_o(e(ky*1a9E#FZhs5piKXFc%sRXjY*nz z20v%bfGFdRzyzG-R9zlANMqlSo+G2Q$|UeBbrIk{^KR)_?*&@zc0k@*@e}88lYAS! z{|`@sToI9qT)60_5+Pez>CvxjQtYtS+mC|;Pr@i5UBWLjJ-OVbKN80g7Lh~v>h)?Jk z$#~V(7ARC@`90|U_cbZW!PeE$z3A11o_fuRo zc{kMH{4zRhZX__2cx^r9g$~3C$bOM?o~ydaY^(Hgp!d_)A)<>G>`SDqB8V|5Yi|Vg z@w&PrQ8S}y{f`RhlGr7N*74IL)j8UGuAok-!}A&&w4fhwY*JE74sD%j$xICnak@vJ zI(pbR=E`m3$(Z}5rE+Mqz z!F_;Qt9S5`3SZow(*$X9bp1ozotvvmPMGEAe+!A1>=+yKlPq^BpVUXlI0 zYs4GvefQOmIMm+j>qPG(=45)F@Zx5bJc+ccuOdQnW43OwkiMx*=C@`-e>J#${}5-; z6-gE2$`pM1wkF7yy5chj=jNs~Ge(W()I~&ON0d%KlAEif?8|?k-Y=xUCyemeKm5u4 zP26Q%&l{^3gLqdBP_2{{sYk?9?trrTvgw81h5K_=SvGb~&2`DGDf&6MnbW1H#9av> zqV$gaR#lee%wCi&JXz z)9hF(|5KVPlXX^6QFPnA^3jzwX}LA=r_}LxX>R;&O{r_|vWQnuIr40|4Y!Gn#+KR? zZtwnguM(9=N%NXBI&N=H7Z}+o>(8%URp`x#W_f;P&HZ3JX{uJu%C%q zdZtkgE>6yYsrmSNp73GVujF(bL*3a4pIf?o|1?MHm}+<-r)dB|?enyUmN?KDFBx{L zl#GD9>bD>i0Yxk>LgRMrp{tZEemns$neZ9x7R}Uo5AlVK3Pcrq*3f)QuA{bl3oFmZ zt-8x)f9ahv>^isIIQ!vQ%t#Yl<+VT*KbeIEdeA>->eMl=%cK*n(l@Xz{;FZ15<+)g zAZ__mZ>pEGH#Ab_*?b_``$x2sK9;1I*^b*Tzv*;`Hs!AtB8^T7*HdeBH{#ITld5a9 zRgPdt=XQNsv7>?Y;P?b!Z|6S!Vqxc0U4XxD`rfyd4a|*rbfn;x|89LPo`iS-=+T5t z-!IG5sG!X-ksC?W6$CN))SIr!QIK!shm>!`gk%d$-tUuIo-k|=%|W^;j!6czK&h1G zSypaHS%nsOx0USeCe4;X0*11{m&DqLj7Z05fc4p=q$`9z`;-E~n(%32Hsa4F+rzyd zGw@dGT3hzl0=K<58y@xcC?D?0s{+f)p_hsd2WP0y<~d8TIfpKIaEB$Lnf>32Z4=;PRrckRD}gyhe5K2dqytKM`w?<=hv<{!d?UloTG0P zSK6l>1WL?{4Hx<+G&CovEgq%jn`v{Xc)tCDgLx|a{s9=W06M&z1_vY3M57Q3zj1j# z?LwmCL?)@_=f_m31Z~13pN!zsPHgah zQnXu};xxD87G^Gnpe-B8cLE?!gof`nyeDn)OO#N(cq_k4^fz&^w}WN6vViCT3{S1B zERK2uC7~InY7#2IRF`3A-P6h$YeTJ?L;7i3jfGWZS`@Sren`xhM4~D_dK=c0W$t?4 zWrVxwh4XZuWs6UYv-1f;>U*)!e?61s?L;U$k~R2{ty5i>mduEsXqzK5T&ya6yeOgI z8KfaRB)nOq`4L}YhX-DH&Hp;LQIlMt}itb zs(>V(@Sd&RsszV$0DQ7dZ-(pq=Ir^DLxy@aE37AMlQ!2Thdty_3-Wh6)l}YjSvc+B zlKaBLFk6YRg>W^wgoq$>=lmP;Vq?r0Qvkbvx>pIX=raJ5(KypsnK9#!R43vME^$X< zhf4Dw2%tmel3_cG)yH4_*hU+irLZa1CX_o5fV0fcSN!snR5gzYiuS|Gqt< zF59+m>S)T{3+;m}-t?{j?z1z@9c;&jDWkFJF@3%VV64m zr2lCjNDB|;d@F9koZi+*`}HVK<(c{1>LygD47Bx=RMZ_6 zE2{uQ#zoUozOjxef-TXTnKqKY9MwsN>il`@Np6{wFJK|hqeFxI4|7u9-N@yU6G=vU zO9%CmZ8$%-c_g9vEajfNP3u3rU)Wi7vLsds1V1;>6{(31aWOEFuN`<@2H2@3|HAtu zn}H@t3qUItffHx-&hT#3h1$3Otgv=y(q7jsPuORvOx;1N)q4N7~RgU!^l_L6@wwlSak6PVY=-U%M2z=D1}>&XeHEX2AJCut*43^TkiF8 z+UUG&>aNLy!pNn(1qwIja*;+Kt4Ofcl%$aKD!b+R1ZrJLwFAuSfJX@lTiQjLo)plZ zP=kw2-`*0v#mOgKDPJIY*Zz4SPX*$JZklyCgBAiS)RZRK5iwJhjgJ(eb|)7*)5rlo zASv-8#GJ!y0FUhpXyy!6c?xzZ8ZkC3b+d_><+rGYgzk=rU1*bqL=?aR?rT)C%J43d zNk5L5>SIUZY@SU`eYdY>d@XABt9kVIc16Hvw^yZmPHDK7wah-0mn-4nJl8e4qi($n zl!fU6DK?lm2stKNaEoKt$GA=yUNp*D#g@=O>T2eEa3=?rZf?_4na3HLBwLR65(DSn{HdX)1p#ID)dXMOgj{3k3!z+ywHg%_(=1WH$={<4F zSU0`zpO(Pn%cbfTzuf)qH?9JRLG85E6p|E$iZZ!hpDzr?xeBUtD0cP?0hl7<3A6Au zE$p~f+Q~SfK<%DWWs+u8Ity4jU~&*NMu!_>pB!D%|LxhyZCQMs#MZO6J5KiOla4_n z_i(}&woN9n_V!yaQ~ysTf-QSO7^x&YL0uU7_NFwXzVt-h zmjchU7`PN>_x%SJ=I<&NP_4--EVvr&@^|dnX|}o*!E(jb(}D#BZvDb{Z#u)hh8w74 z*fPQR($ZJAJ^^jPQY~Am?k`stCp0C3$o@X&r~K<7at%D1Z570*(YhCpKYpH==ufzp zpiBQ^fRjJ5BtuiE@T3aDKDC%?xg5DLV-@`@WXk5?WJJRt{zTzN7T|J+&}~3_yvQM} z$`vtj$*QQTDgql*rJPKw3Rh%4mn!0m(r6Afp7pFLU#d#Ja=C{suTt}Uo$oSYR64gNaOhp@s@4v| zXBx&WKtyws4ub~2v?Gr9{^1n?q?6HKOh6ESIdPl`*zrm7;ZB2FhIbgB7K{_VtJ?h` zIdp<)nVisQzapz%Zf4lpTFk=_Re=R^a4k15rrlLM&^{wIOjKo6lHur)$J-{@`9}O> z(0F)wr$`1xDG|;c2-3{%ANU|b4M-DEnAW}*+!|{=q%Yno^r~1ufFt7tLNHRpA2&zT z+ttzY?Wz$T>joc{*%nB){Spd<&c85J@JUw8oQ6KUr1N-T691{Lz#`jC+P70zZWS)1 zZMteoPbd^24610Q(inM=#8bgi$(sW^+lv*BYBcpXVF|*&7EuORO_7sT$~L<%CMv3| zEQed#+{2$wqMHy>$C4o(Ur;LY(#-^%oT~TAMYZVRBfaV^d8<}m>wixuM%_Oil+jw z5 zwi=tM!&oN2J2fN}cmMlc!?NzIHoo~5+uwdfgLTu9b6Z;B8Gy`mut&SHW?ln{UyLR| z2uFnZ1Mkq0vMtJA`S~im?YmW*U46M9T`kZSUmAqm(?~es$*|@;FNX>(_kx1&Bv88W{_OQnu5LSN+`ov}2Kd8`l8Lu2!;LKQ|*jRq_M zh|cU*fh#NjvO|y{k}?DI`z5re!56_~_!}3(e;^6ah|HhXNuF-eyflyRfg*CU_v|905mHNja>xJU2iHP+L zj9vWA*Q5gw@*3Twfs#pt{cHeDKPIF>caSWn6*|wAqmw1)Vg=t0`~V?iIRKy^6T0es z$OqGZVw&$qBaSs=UqjwmMHMKt-?cYNMzbHIjTitYOQT94OA$!QS%z2WvappzLaMxA zv#a}h^p}50U@vpS^8;)2rU6QV3kCRGO%u#j*)}si)RRBKwRYgT55EfnO(eK3p)}m4 zHr{Iww*+KFels?LNl1tE9isYJpH7#(>SaIK4EI2MoBRM|IZ!1vuySDTaX<`kY=^$B zrwVd{>Vei7(O5GA>?IqzbP8)Ni!QDJk{Pq?#?9I52Dumdtrt%YdeyV9!KKN1Y@Hf8 z-Cyi(RG^4+_7gi#iY0*LLA_lILgzkLp97YTYZnf>@DK0PWrLvKlm`Ay$WJ_ZOe7Av z5qi_k7B1)BR}auv*H17$egoM32ktXIbCCaH)e~+169*1jX$C=S_PEs*_(&Zo1*=~Y zuRAs(YXbu@j3`((F@r;I?bxbM@#p9y*o#1O&|_TIW$SdPGH^>C_@D;Z0Nf3CujhvO z?8t%rFK7*BJKgn0HGx97|73`e@?>KXRmwvG)ooVrOX|o{zUHO?!7vMYZQ^##SaW2q zIWF9f;vQbO2BGcklI`D{ueFh&nQL@$DQQ6mJ>H-Hx?X-`P~hlhfGpBPSa%&pV)M=F zaa+-K$iG-6Ot@mn%1pGYZP(wbjiknpe&_!abQs(7&5;G{OAF3WenOB2`QwL!FMm{3 z*G(f1+3V5#hi8wwM0~pjw{Fa70=;c}+}Y9V_sLeC9o7)LK-zk_I!Z&%7hcoB^ydZm znAJVRH~c9>NecG1`UHfpYUU-Dv)>LQzHip6Be%f=}WQ+;At$om-U zb5IS0ge1by;f{B^G zk;~EOceOKm2w-KzoSR6z8(#_K3Yca+k=v4h-c^0+khtmOcd>`u)WNR-@k?R(%X{T1 z0S0^14P4P&NkUib>uSos(&z|bJ1wyI39am9<(MDQreGZeUu{J zQ;i%B-kCwZxmYM6D9Cqxkl;{N$zWx`1%;1O1IvW&Y)_Kz6cvldd`EBn0t2|$^ne=; zC4u0`aJ7DnZm)c@nTS^?N%`_ixqim(!bNQ4W%c=*!K`ZVy@qdogIqw8-o-s+LM5@! zbjx4Xm!4pL`VBqw8^uGpm-Di$fsgnyyE13jd!sxmZ%$Aec)b9pWFj}1{;|Py%2WAk z%5StB?8v^eWAa^|GE`U?$`Fbq%VY16U?LRu3HquftLRXpj#kHB zgPRmmm_$U6BY3S4Jp_JV$;_r+0|Y|1{db>VmnfLD6iiJQf;E`L>S{^Y-(B@wg|>6I z8kK7l8(e`?KMS~1D-k}JlW`AL?A})*1YQd}Gx*&1jrPyiW{H^MX^?BzSowc=05=eVdwJ0`H8Rru@GYkC+70^9P6wJPXBt)RBLG~)A}{?7;4tu?OYo!>t9!leiXdQchOX~AdPVIExQBHe{m|93Ma^CoQO|aV zhjjVUUsT=ECz#Q*?YJxt@NAniy(|Pg6~U`*W;=a#;MK0U`{2Xx3d_dn6@XtM$P)D} zv{^L0BH0%8js0?U<6wjN{W26WS7!|VOWE}+O`uM|7I2^JnQOybT&@qhadQIw`Bi7l z@G+Kg#rLe&O zHOxq0|4{zj^9QT2z9XH<9I1Nd1tm?NJ{T@?YWb|@GR+GesowcBCFr=)e0$4V{EDvR zdvrC6N}XbY6dsuv3y@AT$K70fr4kLA-~Eb{wa&P*zQzLkGo{+bTc^FBSM;vA71L#t z+s_%?r*_)NUMW1ewZep2Q++xjH5)nj>oeh)rcudw&n|UsmVDp~xwi4=R+DBm!U&gj zrAL~Ry1cyAJs6l7W_u~LDmru5&17cl20&J9yI8EWbi17JBb;Nelis@`1=-DVO6-N6 z<+}%i=;ijwW17u>&UOK=d`TTV{tH~uvEoG?-kw|8OPF@R$n}OY5Xc&;i^>O$tDB`( zW=1s$CVxwDP0?bq04t{ZF1_F5Ct*L~TX;zJwwqg2DwuuIZpZd>rRIQ=?0F%Z|M?zV ztZiG%N1KPoH8jW}*rfP_%}7@nW~Kkk58@Q~@MZjlkcceQ?lfZTGw%wYR4+($WBPY$ zRA%}U7-waoj_FN`N{PFg1xthmVUqeBCR`!%l7Kd;HZ;%dS~rB&+&!An*r;VKqAwZ2 z%AQ{#__XvvbfS{p89m3b=n}*Zb?A3--1wDE1t;3|;>!qPIReCM4OiCZOZ~&+yS39rk1Y056|~NE{Xrjg0U`6_J%i}O zMoo;~+`R3!a+@dcF_76y1^k(Oj*_rEpMP*G3kI+QU3aN^cy-4E!7WP6=;vQd2CG2#skNl)Oi_0=bG{wYtv_Gh{SkXcOF9gYu zi6J+Yha^w_dJ{gT(f>e{Bozidcf}!;7hy#od9x$3Elu9v0otcNyTnIgku$&?$XDLV z*RII(dsVwr@cYA~d_kM}{u1(uHP-KjcHUvh0(qAMkU|4hYHqS2UyMMAr@JF>+y4ZL zP?y}}vm753`~&x*N-!++MwWjwTT|Qs3Joy5R(Ek4K0doUX^pXaV3LdROl`gY0NdBe zS*9LPvJm1g33$SaU9^l6AKyj8)Z2xY^t_uT}ORYM07Hg z-^)Rb3nX#JK_LqZTWW2-8@$nA^@~I)Yz*T1^O1z*Vu^5SWflPmXGT5f$0>3)zyxqx z8xGMFoOCgrkeZn0J|*s?KV{MvR)*;QP9BHEUwUioZRm@T5Zi#7&6IBJN>A>Qf}whd zddACwq-xcZ+L~Q+6tDDSB5I<5)Sa{^Gky5s)<7)-Z{m45d%{+?+10bjb<28}TS%m{ zMW`atIFKFGXP1iYdLVjotZQX@J}(cZ@Zj-c(+UZ(%*!k{c%+H6iA!g8Sp$<{!=Yq$ z)GOj50=c4kS9q|4y>HAtcjdBqa__sD@W`W%uj6(=&D9=9f+1oXGaU*)l5f7pO?62> zs}(mECPh&{Q-AP~N_tbs6O5(&nm?S*_(*mF;z6mkrCBia_QF+OHnxh6vqKgn9yiDO z?AD{cx^}bSc$%WJ? zJp8UmOYZ9aBIUhldDw3vejycQ9NcVca`I&#vmIfCvAIb_S|KXUi+w-qj5@7cjL~)4$;;5YI2A@ z`G<$^*bJVFxFeq}hb&Z|)x~xj+(S%>aW+t?}wddhSYq zUF%z@G56#mzRN&`m9}AXW`l522u(8HFQzKWcy7j6uQ$Sq#~4?Vq7|!bQCKFz$zx+J zc#*PVFYISyEfPx~dIF^O$Th1FWDiG0C^y1mvNYTH)Krg0gh091Q~O1*7mMF?Sxpt| z#UE7+*RdFy&G!DZ94e|zk(H2+uU7R1+2NhJ6YP&I&;P?);vaduUb?4)p#(ukkM}Ag zis$>YYCo=2s1+IMOORyfUCR|BQi6mJMQgaE<)dJ%%(=Vn;=x_PY8G(_;b4BAl#qH7 zQq@C}3ICgiZ|mA#Y#?ol+JV?o8zH00SK}MfyfN2F`Acn*9WozMOT>u9h)ZezDsxS? zC|Y~#Dii&B^>`KTT>Vil&WQG0j{+i~$Mei2c0;s}M@V9t zqdddKO`eB0UT=;4E(^K*_eR?itHf>hEdG&o)1Gq4l22Iq2jMRT^b96;ky=&dZ2hD}hz2oU8w%OOBLUwi{9~EUMO<9}Y4-ID+_L-IrxBlR(J}Zqb)?`)8 z{Ty!G#<}{=`|r0G_IJhM>?1&j2de%oQoSo}S%oqEW5IM0Hz_j zbalR&bA-ueWtF6KlT${-L2A+9b#AaBgN3TvH>p?kX$~ojV)j12yO1lPK_ictBJ3Xg zC&bFpnp=kJG^o;AwjisGRNchCYjx+tFbv=9(B}j63R7^D345*8jwZ5Syq^@%lb9>NDGrnBqc)R@fQ9==nlOy zq3apC{_cP*K(0h`ntzPrBi1EFEKh*o5O z0L6~o*HqkCEq5J_R4X~opsdb|i^6{?pMwn_b0e4wqC;2R!_oozDSO+_)Eh>8^Z1yu z2*k*37Xw`q<8IaIJ*G$aeZTdG8>({78^N1ty60&@8`yUyl+(1rwguYoGOEGXlw<+N zHxOWmAZ_&Z)^PIUsz|kA;?BX9YH)1cY^;u#J$eUF4-00vM;;un6P{G+hty^c6Y=QW zX7k_v0gz3QQUrQ&JHxRy%>|#=JX6E9@M9oZ;j?>=9fqFL^N`9`Z0`Kh)%zbVvH$RN z0n>ly;>I^*4|GWu1|YA>Ak*&Sl&K2{R!57FN(TdB)j{H5$4Zxc2WN=_(&ALG{Ec+n z*}$hofpK*?=#r6vb` zS|MP;GNa!HnhG}7r~KuHD29`mMiJ+ZHAvt5L1GmC`q#8>%Pc*Zh9f7#uvTpbSIZt6 zh*VNXU<+dD&sV2N=@ZQ6rq!&2-RSuV#Y@qo!;@U2X%%wmd05Ew!q2<<`0Jky`>r&A z@Rn2LuZhhLEH&UYquOemB41exRRoQ7N&GF2khg@N{cI7(^d1m>MU2(x@0Ts zyfg9&2_k{M(U>5!alAWI^HVN3_nbY$Q$MPR-~IR-5nHzEjZZFHUHY1x(u^nRmEX0c z#cV!b)C;%a{%Vn6={=2g??Kw~GW_mR+g?1po8{>_GojW6Nr|>{(99mLWW4<6Gi`Uj z_R*?8Akq}g-$WJ=C{x(gKI2@dtsp~DqP>8wT6H4|FNYz@)9TC}D}rM?rChW%z?i4F z;OBlJ;#UZX>F5ay&3YqZmYygdqw=~^AMZAFh&hOU1 zrxMRb0u4K3Qh|m3{LpTN{Cf@a*C<(;GFhMl^F9v-bU|iB1@VTmkYBQ8q*< z#1|SA=B@?;J?2+L z6woZn%Y4Niz}WE#jP!H3ue09T8A4O%qo#m0f?PH?RYBtvdS7$+n$4|;gI)wu255SD zH{!{+jvul~lV~?k$9sD@BXAnRaIr+Y_+G>^ndg3eTHyQ8 zxcTLe9Qp<87?!*cY>u0Y)7?5Pv#(HL2(+|;yGKLkvjFsQ%#N-!-8p=J_kG~uov*I0 z)l*Vem>+m1<-b&PS#@R-9P}jmEUJv_i%%kzx7T8K7A2PRDjnbTeva%~`Ph0L;&9;~ zIN~8FF8;$jw`TzEnur(xhkUi;%c^6J=Q06(dU>pF?p&TT&Lb69f5$B%=%&xJk1l3QD0Uwob>mwxx%V zWeV}CcSFhWvOh9XPAM!Xs7{%46e|7r5yB(z;+?^w+2?%SEj)-4UPBWqZxQ^dVX$J& z)PoztzIEY$8(^nQIq_?ESot1%DsgF=d{uuKQjf-_s{4^+L&#&Qaw|bkfOGSxbD;DwBY1(gPLAPfKsRp-BxHV%^qS(R3Q|j0c;Cm zv~w;gM6+URIE=i?8@zx?;hS`5p2%xUD!^zY>cr#W*|zMT7&N$ePgxrvU9$Hv9EW;m@8eUe>ETnaaj<_q6hduUBj7Oxi$^dXqbU z0xp-sH>dlkxB&6U;kJu?;NW7y<7&dSpJ=8pCL@GW5NBp+n3F3NykS_`Y8OZ|IA+aN z{i4^le*rkw{t4yDD!8uRYgx=?&w*2942^`fJvjQjar|izn47qkBlCp_B2PU8H(cCH zkFUnNw0|4ExRm<7l>%lnG~pJCfGQCBuI9 z2pa)f4N2@NM8WLRAhyiJL}OaZVr0;~C6R#Klq=0qEu=NTB=rz zqG%I)6MGZ26}72NQAMd0Ba-yKKHuND@B4Rt=l74C<2Y9?*Lc5QV6-kf93HP3dVsF)5Z-UcN8G@cXF^C}Rp+tGVp}iy&bED2bA}5J`oc;0HMTn=x zS(d!Snsc~gdE;q3Y$nsNY%hReq0f~w>h0B?YqY^rBpwB z8v*7?RaH%8pi5mJH|9tw+cu zi6FuIBM;qMD-#Thi|`A$>evIPsZq}2EcJMs8!lLw{a~kb;Ul0xj?(`qB+$K2e_CJp znyY?AV+Iv@^gnLx!xtSaTHz~$` zK;!|;3_aeY^%-Cn`FBZw==zQjG%A)WIK8J}qj`8bQtohS!v1VVGK=94rL7RG5g%4; zU8Pd&{UVYg7w{O{n13*prxoAN^U_SgSCE!7eevrVe;G!afP@6}(yZn*2bu$vwm2hb4yANoG>t7Hsc;HNyU7W#dit@>N*F6*SEi-JSWozs;K+%Y;lwS8@)P@i_&D}^qLa07pAk7ka@ner0V9b zpEk&m40~I8>RMtO+^?3S?40xUsaBD>W(04Rx#`S42>m0Z;Tc2s|LlloP0T~`;p0FH zvUb{hb!{j!FpKwYSUWq@O%AM}yhmgDSBxaA>DC?2akei{{wTs+uNC~$hw6>@T~9`* z8ic9bmGjV08U$GHAJJAg20&F++<2t`+Bey-R6Pyf2VJG47YE@GZxY5h`4RM0K%cqk zox!8;U(75$JoW3Pd9CkgWWTw|VOlz+t@B*3h$a3+`ZXT;hT6MBaGGR22-C|*{g^}? z)IO#gFSHxybK8r1lwN9UFU>S3-Wu-j`1k>E;^rm#w$dT*u`SS*Q2)cVmhMrDLcf!w zIfL6t3?$ZgTj0#RH7x2tg;BDKYeXX&Cf)Px(NE zXl8o6qC@2E9C`$Aub4X9V1jY0s)ljvY{w3<#>opind>a!!xil2nk3}0hGa=C9L6~O z^8pQ4Ivv5&fut$P`w<^Cp-<{E>_@DX!4uaFs{%tO_%2(+t=J=WpmS%AGR~riT0E2A`dCFAGBvLH z`RoEaJ1J)I3hm6zv|M|93j6&OZE@SQhpp?2M5+o zvjo4_(M@HX5PZMbko+krKgo#=Eh&wDCUXvhT(9)iwoFOR7bTf)?(EE<$REcaj8^PT7B=?gnDB!vk|OQ?FVI(u69R!=1ebiDbd_XvT$&l@Hop7 zES%&X;frdEWmyTc+vlcBN~3aCF5QA5fs{IKx1JNuhY;nRbK9dM8?AfGH4+3Z$nUD6 z{*A-ttfhR~#H$pEkJ1BU-lwdNRvbP;`GC^@8>gisUEt*5sow33xkVJTdGDecv%4uF zo;L_&7looCDTM<2{$4b-py>AHj+9~OEUdeE8W;9Mdju|)<(5(h@~g-^uc$c!9{UICyqHv z_oIIUm2kFuA>zhs*?T-6hq-O)qZs%0OT(+f3lhKO_G{_qE6~#o;_Z?8{bK80qp68P zKgQiRb?K1J+exgNaEjDyJ`d^gj513Wk?FbA=}{*2NeZHZXkwsGY#*F1I$0+4-ba7! z1X}pIIwoZhX9ZB zcHi##M^v!i&9>OwEBHtNgXdf z+&Vr?-Kx$7mq13qnU>G@<#VN=lsxmdJSG}Ydfb->Oo@f0XYn;0=xes1+Bk;+dJjS% zh7fKm@W=@&RgvF7$kex}uKqU2UY=6!!g>3fox6uEB}m@OK)aSMx#aEOlXLv2c*bSs zIWgq2s}%7NK5eFYa&|Q%Di64P=_gM6%>y#$SElr5J{&xh9z})4kBSVwGiHF2>&S7) zqw_6w*}3SCgy-fbR{#pB=s{u@atLUcH=;)1BSmk7i(WUBp4DusHdKjt-J82wHTrX- zfMEFQtM#-4gkAZdNt4gG5`I?N0AT%=X1`t52@@@z8XH2kC*pM`q#OVKBK)0|)^Ud) zausOZ8Hc)xZaHpYEd9hSDtUmx&xlq3Tirjqa{U`}FYW4y8ljw3o3tFosf^BSCC0hCEl=)G`zcoa zIak#GRrZ-7w&eN+;U0ljKN&1>g0J~=$o2{Bde4dtyrm%OuE^;~Di9pB{VG}ys17$j zy}LNGce3LD17O79Hy6sU-NzUyHYi&Lvf&Foo&4`}nsl6J`9p3U0ZlBD9o&~k$FO_n zUqrN>N*aybPfP?!bjofsr9Y{`T7-*Y&b{3KtYR+_M#Lvnk=MRJl<%YIdU0dkkgofI z2DKXe3jOsOWTSGtMg7I-3y--X2(;l1%CdIh>Cst8YHT? zu6ZLpn&Jm~eOFC+>Y;wzr>QFHN3l)$@?xW7VOC!j4k7C>B?W}_HTR1O)2|f3nhC_~ zJZZ>_yV#%1Fy4Pexxt1;Q1AI7CtvN#<1&-iEW8n5>vlnKq<0w7>RN83rqohBSH7O$ zJ9YDFDd^)JCIQ8C_I2(eg(q{p##9;_j1yEJt$&1ziT)w1EqU8Syxkz7ATGfH^b=&h zd-KY-*XGHD)xu&@n$K}eH+M4iT#?5iNY^_j-d}H)Mwo;~05zuFn3d-Ho5Hj;(>PX$ zwvgtK_;la9uv__2;5qJvk0CVEj9)1Smk8mhjkCQQ%gFIEV)`%!*b=R0>h~$oyF@iu zKFHOWjlcR2IQRTg)&3pv6|@}De&G$wq+J6pTmL6}`QPO7PhhozT$Xf*PRYW-OLM9- znAwj@@C)Q6JfJuQa*An7nRmHBa}zWGPd!rb|6*a*&Z!Z9ZMm_ggV)$f4m*5D3IPCN zDyFh~riIO$$K625%YLbst5bYo{?4D0eaz1}_P_kA4M~-zn)}g}dc!;M53SSwzMyBG zuP`fM4HUo<$$}wO@cESp7SJ*OhkfBzzyuKA+*vK_zgWr|WKe?!bX@G-amJ|oMAImt z7Ay&P6}*Z+P%5$Gg|M|=v5*jLS;I@N*V@_j70jPuX52=-Wt)Ei3YC`%t!c{Jb1M-K z#x0%9lChdKTk&*fJI6rz%zvifySa^8GN8^9#3U^4eBn;%QNx6Ok1-e2Bs6K0GB7OSQQC7U&NjSnFw?l~_;E+H@rN5YTh;@~2nl>$4ev z*!$Q1A|py@EoFRt4F^*^&+DF%KhD0o!u*{1x}SB@Ohg3kS%Z%aDlU6@MFXqacsVWg z>zUYIy29X=`d1WlxNE4VHtl$^O{ui(K2yMb?z2cdstgO*`0cW{8 zNQJO`-RWzWJrz7s{V)ueAqWI~R}}xak%N46)Avin@9nOKD|4KHOWMiFqI~COWH;v^ zRR4$?;79zsgwD>zPlG1MjMerpX=l+(q~q6)f1fi$QA|msmEL9HG!^$Sq)9MTv(yy^ z>Qd}GZxgQYmwwQCzv>A#O175J0c3B7-42~0roox|O7mFA?vod=A_DTS-C@hd^gVM{ z^@~Hq{+C1Z2qL1pq;$irqQKpCJX|r30RMrB70#$`jAmCC#^1Z-Al{o2QMiOFW__5c zj&lV<&w69ycEze-f8m@`K%4N`*nzgaJZ<{*XnC8vRSH2n6#Fe15=K+59;1G1j%u&P zFVW{pcrB{YecDUJWTx;KwRD2I0*$j2vFl~U`Ic2{$m0Q*>BU;(X$X_^Y){vh*Gbu< zCHoG<@)^csi-6j%opLO=V%$Ij+cmxg8rgsyko4WJF~i>Q^r*L9J(EEMm&A5iY;5D& zhUz<8CtmvaJ@PpR=Hw0_VmacXq1a#b4{08SseFL}4xQ+Bia{&4et=c|E&kC&j_=@B z26*lt(ez5Uk7AC)XAMh{jhBD=PW?LQV3;QtZOl#>t1@ZBImp8wVLq_3b>y+)fy%5j z%F-dSdp*jBP!#E4eFPgshMRKuFQ=A)_W&e}ZA>gxq~lq$3?V!6q63=GlFin7lZZ2M zsPn)RevDSUuxl{*OjBQ!_}90W>h(V&IzYOZl z%+}Z;l*7b|27Zsy+oX+kPhS$|F&ED@v{o!`A=)1AiNe%k8I7S&(3^PAYmD$5PLIPF zys>AWPJ2F2&;j0mhp^RxLc&8@?rYE=&|?Y%BD?b!o&=x2v#f3vq}tGtQ;a;!7)ZD5 z*8r2(R_yB9)Y{+hi@7dae-r7hCiaLx^xV!`+YcV-s9-Hx{@&~7VSorrIH{EjMTXFr zhF>B>SWQ1{%(>ipd6O`9Q0faa1YG2bzrIMBmo9#;81s*4o%!eB>EY@_s4*yQ{$aINMIHcJ`o6o)<=QHEe%?F-(&txQDc zV_3tCdc%HzU;N0x`h;2&7>oe*#fs%NPcXa~!-UrkT_};O2m5}S$Oif-ar+#tEi5SP z-wIPeLw2#VG7t#MEN3z5fQhj>+uH9(`3yBi;%EbmW_IgKDiO=$ru*I3b>cS)s@U2u z-hku(GgTz^Olq8ebN(xx!yK=Hg06J_sS3WZYi<{s<_E&6_f^o9!S;qSE9f2@0NOIG z`_E3XQ}sV7RT$u?xW+Ss0lXN0#sSB0So_EA|nJot`M`wRb%0n|Ql0kIvwKMApE{0PkcZ zx)X1Yw7w43^JYAr+B?2d8=KCtT3=rJ@ib&6^23<|>&yM>U~|ZLzVF&(*y?g+(j#G+ z7&B7_iQWhIjrvzFaIbv=JI8vOqdrpDBd=NYaM`*Bx>iWqTolsOGtynKF8wBho-@xt zkx6vW=NmVJsD@3iX3q%od~?n9ZVgrCjJGaJd}nsNlhX7loGl)M=!6K1GtYhvu_$oIJY2~_Hy&c9+=2~q z5v-_}lEbU)`?E_kxUEcR55Y~1kor`ywn_@oD z2S*kn#{pCyMLN(*W;p&{N0GH~S7)zXkmGW2W^v4uZtUuuVtLbTo2o?dBLU`vR1s}D z5j?PEaFg)7hK=oSPXJp$rtVRLn|lE^l@dcD($svpw0wH7Dl)4sAc@1qw?^!Jc>BeR zKx@A}vCX*4cB0`{+Q^`wRu^jP!uI`+!PeQD-R4>&r#$e~)?9eqQU_sz|E`|B?E^r& z04a;(EC&X0Udoo4Zi4Gqe-0**$yZN@sv+$8G6m44e9PF*&G%p;QLDlu1?|rb-{*eQ z-*V`@ztRZNF>l)=H@Pd(5N+~BO@)L>*2s%cdy%;GQb%mBr0L6240o|z2@VT(TYv?Pf_6Sqjq*0qHlngG(H4*^*a4|mTHnPpBiM4*td*)d5h;Hql^xGi zqitDgn-K(nFHGt8CFT>vAHL4)to|tX3skK=kuRd!?sT@5qQ+Kk=HZ4tz7D(W{?d8Yw zMr6>E&`h!<+>w`ECy3MFLhqKrPmp%S__$w_cay9Q24fTiLdxv79+S(r+2g`<(|HRr zI$erTWp6S-Lyim(kz(1NEVH0Pss87*zqa7NsXGKWv&=P3i8jsI7kY6D6ak*Ui<-gu zV_XUD-V?3T-xFrA&tECpTB(oICJYwd#ZQ}PmZLN$Z$|wiYNx{YOMP~q>92n2bIG>U z?(zjQly@g+9)3Mvtr&L4O1(}4tNZYmFXX)K_4KN5UShsRL2)^ZB}VVHHcv7DL7Z__!0|u9$2%SV+ZO4kdD;Y<=M2UIKd>a>s2u7@ORwj*{$@NEam{G7y&K@iDCM0 z$0Zp&*@y%EcfLGva<{_~qnn63*-jpSvgXRan2A5oFx3f6=OIvf1{AZBXuo~) zkQ1!fa}yRa=9CZ_;;}4Gp)7+RW@)cJTWk~sJYc{&*bg#G9Eq+Hq2j;V22wqLYbpkP z2R&I5t6tm?_2!-{*ThTQi{LSTKN3TWBqD<+e6lLnWmPnmMp&%U-%c?!YP@q(TDxC| z!8)S&aPT_x2H*M}rM&FLu>MU0U7hXf+%3ZL5w0ZxQ!&!r95e6PP*FRa)^Ws>eob`p zT^19DfAGPsjum?yMw* zw7zm?5XN3P4})9tM+93|T|PUHxB0TFqGnwsgiJsApZvtk7GXbp|6~V7*zL>` za`1>u6_!_%LuHUh&HoJmXVPDlc6^q|(Qx46dZxp!52Qqp89=j-nCO3Le!8n${ijo# zVN&aUuG4f`foO%6nEllD!3#VpPjNG{OZw ztl$klTwm3!arev4$HC2+ugO)ocab!?_E^74>NtRn+>&uPPy$pCGp(~#ZIFtoS3<#M z{5cn8FG?$1oP!L7ce7fy6r0g3VTv8$q6Ze@v0pjAnB!6R2$}Q6bEd^1;oAPqSoBZq zGiUcPX-TO@Lo<`U-%i@5*UTm%@q5q^I-h+!Wer%(lh=uvRH!+Vjr|}j`1#y3kA^eR z3@}hw)f0&b2wc-{nv7AK|Y5dDn`1 zdEGgBXyVm}!;;GI92lo159*NLoT+O_YwOmLzg2C0a4F=F5}A0oybOzKXjJyTowtO4 zq|Z1>m&kLQHj^EBsSchsvRvLZ)RHzefm`c|oKRMH=Ar`gGYnml^72dth}1dF)>M4* zwp9F&hCSHG3!k%tkFW;Ed+jfdC%%enS-s1b3R{H|5yls;1((nQ;6oi{PZ zO$UC@qS`ja-yHJ7oOK~Aqu?=-` zuHiZMlxlfW${Bq)xujJZ_I!Lfhn%_&<_trycY&@Cc^Ds!>~3<6lgD`_QT$|~{lu`_p5{$i z+eRG%+BQ|BD>YXPG~9Zv?Vm&c>RBSWn8lWmZf*TMj5*uAAoW%KTo}$2`@(ffitDXs zSP(X=BU7H!oV{NykL}~N23xa7=~R~3hUSb}3ez>@j^gd(VIH$C6V`{`k*UQ(IPa&I zMbNM?Q?0nH6O6GAi*GMT6Ff?7H5@YNQ^JDKy6qF{zbKctxdI;lg9aR(S$fMqPexxe4WBKy_*n(n!N?Mi`;gb|NdH*?N8_ zIIy!+AI@QhRAk@l-mAX5c9#F(BpjfTJbEk@b7~UWqKB1T5M-{*wfc;9$eEU-w{agc<#LDhknyhA?Nh+ zA$QiY!kPN}Qw*O!^7xe)wC)@q1g8E~&YgyUdvRC|5zjjlPho|CO$1;uaRco(#jD!L zpk;4J=X_k`w2tDMf6?6ETMI# z#lUx-qsHiDzM3$xc^Mu&jB(3)Wp3T$h(*>1IRdCQ%s@+@M&iC`$lvc2Eh&-3g2{D9 z5t@_BB70M6Tq%N`AwOzr*TcYUBiV0KhBA+EWrJ9`vt6Uu8MBo@>zd!Wc< zLqmGLqynLYLjKWd5Se>`q9hFmn>)p|A6d?mTB?l!aoM@=uZeOJlX?Gvch_=GD( zHx~(dHHu~h`d1>fM$#>J+82i8zXTdu2$GooQAUNRn+>_L?=4 z-Grm~#JPM-b&6?Qg5L6(%H4tP_`rq6THGt@t8=ZkH7#dvC3?OtM5jnoZDU)CmqGg= zC9&qEpHTQRQ1q+H2R$q+J5M5g2rr1a75qMiu`Giq(Qpe&oYbBQ<2nFXGrda$i?E)f zLm4hKcze%tl3(WUu_{utu)+7aM|G+O`#DJda*-#mD2|NK6QLy|GKUcdZ~m2(3we3} zeqL+=9j=4`J}F&u$KNwWMc>%IfcZ z?22l_bjB_(e!8$gEGO6%z^i5z4bWK?`p-Nn1iuw ztDPheH-So3)uWqAf$LYHSSn8t_ARHVuEZu6iABK&j}tcS*bF6;(ff5u&us7_(x=`O z?awlzryR>J=W(RXfWksNK=Cksi7%P@8Or^1IFAfSqULPO&7LsW3gwqadr-+|(N{3c zHr|zdZ-5~q%~#N2rV7(y#0Qv6TX&@~2qXC3p4cA|R#QK1wflV~B`dm9#o#;mVYmpQ z-9}TUYo{L575wApB+p-cq30fRu3{Cwa#$h@hM!xm^cr4V z?)Ra|mreH&*xa^nF6fN8Oj}f_ZRhH!_CodU`mNWk$Kfn_)%7>^C9vA3} zR8pi~8H4vuQR>3sb<8^07d2|MC1<{q%kQ`Pd8x^CcruSun3Y+!7j??%ii!;~e{K5^ zz*E28$S<{9O|5>9et%a_0p_Z?wLKQ+etW9cXyHEV(@a>;Dh1NpFE z1DU5xbT8rrdbaLFh#`l}0ez|gN_Ro*+j6?!)RklvX9}CT6b5Q|%V&{1q4<+}Md>kt z0;f={1HF@xErY5^(FePuG#Nu%B|xeh<|L77*6^&e&2#_AiZv($gWs*iZ;L%cWIatf zCU=K!>rOpN`5YzN9-d6W{+6KzLiWrJlCH=mt%y7hCa4SOb0v)Q`ViT%2GT$dOqAYODt|mz157FKO^r#tWGi} zRllwE1nOuN=dbq1H*`lti~=>j7*&z5iFu_^l=QqH`F+WgnsfY@&_!K;uV{i=6kwss-aLQTZ z6~Ox8T|W}JSb#34SarQGby97&P^$3*b5~mlwIExr#NI3x+qnI+FZ}xln=JGIZ?Bcz z0F}I3moHdcW8&EWFP0t4rxMDNbNxr;Nm$rGv#s568#l8q;+MS+PUK~#Pa9;i7t(cr zrcUdKsLyhqz5UJDm;-bt+VJxOZi&M7nHj*OcsSCWS{JzHc>6z??;lO-0c?cNvc_%G z!i1ru_u8NvGYT5l;d{5CCj?uMFb=a0P@1l1r;F?gN$i|ya$9{)6Pzh#q|65!d+{rY z6llC}>@ZAbMT7r`Is9t<{nGnJP9u5;7;da|GH zB?aL~6~0p;p>{K%G(91f*Io7Pu9rS+(c<2L{OjF8EE=i5lve~s8pwZmDw+Xf7H)`< zw%9O%Ojf&iskMSl!0H%Sd1%EWeR8VatFw8d=x&qbI@Qd%o0^l6CuHk%B}s}IK))&= zQG4c!?c+_Q%Qhpk%{?>8?ZmDP9jZR4T3O<<)MubE_y|*bp7Au+6A949I1&f)^jROv zOB*ig*y-$Rkf^y~TFnfe#ry7UE^TkT&<&rQD$0`rBu^E&4bjDje?*l)`BJ@z`VKjI zv6^`mf0N9>p_7*d6t9~a*7Jq)xq+pA?CM>oq>Xs^bh!D7n5B~NuV4f84N!``4v7j& z8jo+CZq>D$LA!254Ga6^F2?@a?t-Q33;&0OM8+~HclSAm-n1$Up>L%p8K;RdZOwbl zZJK@58pS&abwFZho@ua`TcnhH^(7)@P8LV0>)W2fGse{n{8xnDmA;J{aPKTv(jTWI z`QVY;CTjhWV%Y@&j$A$7^8t@w2T8E?)fIZKPHD-N(xO1ZYL->jy1Pa9Hz9vX>8E{_ zc@rET+iHL*)^h^xw(ENxm3nxlk)Y8W=bp3pr>x=hj2#_N-yAa)7@Kxb77B90>?Drk z%nknBt}b7s7j204JMK!qop+WFAga*w?9*!*32q?s4R_|){dglf@F#m6#Sc`?%Yet3 zOK@x}sR60xmH^wF#)A?qCogFZ|7-I^B&Q+Q#4y(^9rH*^Mk9aKXPE?HA?brWwNEez zrn8v5QGlcj@y)%2UDtOU3)k8ZUwX#VYIri$i3o+w4wmS?xeEf>q(4ee)T!e5QqIt; zc{0?jnec0#5j`8rf9m7rr13nz(Pq;?3ZJ!m5fGHI@o|1cd*T&vS&M=bEtO4#$#4BM z3rN|}_@=_^UW&ANk(EAv_xH9pEwN_v+2gp;*qdg9B}Y31N&B5?Ppg}&&mJmd8$*yA zEZ~`7Kcvsx&pBcijH>Rrvvw<27U`$4uJadLAF{GEIBaN9YzNe3DgNCJa^om=WB_tu z%5Tl!fcIM|$;X3(!83L6!k%usBR^TX+^yK1clycVF;>6I$^rr!3jXpskg@~nvJ&>W z)tFKBG3Gs2HV5?aYV{wnf+U9NLh~bc`%FMJRBVE2GU(UiSuD*HhCcp|X%rhZDbspi zDpuTyDj!&zUW|v7CO=@v`V=Iya~VFKnQ7|Upv6pw*oT3>!+{ zv)ysr&HPvX96#I4+|8ulvKyKkUXNDYcsy=kY}y?J*@S=%fd%ZZi@+S8L=@wLSqR3p z(5Py;lIY;tD*pVeY6-^XmpUUq{e0&GCbhTRi!a^0T9~({K7b7AM#D@0bshq=5W^mvG_2 zWGE8$7iiGn=r$dmj7gP^Wo=Hy=;*M}cG&D5t#%uG{DTi3+U5q_Mw$$KL433ZSVn^! z;}}L@;`EDI^VxZuLi_9V3hIVLebxp;JC132S@U9?4%s^i+j5!w7{!(i$f96lwZJSdxePm+1M0{F7#hWrv3@YQ;CoZ|`vLOv$W1VZW6r z(XJ_*JcBym&U@q?s$Z0!RaADW#Xa!tL_s*8+leFHjP*NwSZ^&taJ(h30JQc0+B3YKr~z1dSpS z1^dQLQ)4ySLgL*xuxX9~|IowJE9~`MS^t#zdvJ}74b#& zUlsy-F z91tdGk`Xs(>$c z7c%EMU_+WExZ(+-?wJVf8Mp)o>5QN-NuI&Xj1~HZJY0+4+rfpcxK(?`L0h8rgEt@G zy8$(@eA+lE_WHH?PqsjSBv}FeI+I6OreXtEp&2i7nVy7VA#;L;En8x#T4*3iE<8Ty z5nKdlH`ueSmx_y+fu~D3VX&p+!S=Xm1PQrb zGrYqVJ8iOEt7lCb;n&1?;LB(OY!D57k%sef3`*z;g6NszG6%5{P;w=NnNqPp2NWN8 zU7_0(1)p`ncJ_UavN8O4^!-izpX=BBU>9&tuwymnOw=RC5Ljd*@OPw96jh*FBkJIT z&kQwO|A=PjzM|WsG|%?63z;z)U;Yqt?}n*H4$0KAEt^S=pYEkry#ft$iw@%+!hja| z8>x-iJIv5N2JkcR&#)i2f}nN4J$^DhkOS+3)m&5tG1F8FU$%{3-1Wu7ir!<_rkB#` zQF?)b^XyOAhg&!IUl5KDyMF>io}-V@VWk$bC2TDt_%GX^hpcXC+w)l_M{|($hrM-kftRGBIQ6ZaU;`zy!Bf`qz|YUw&MEg&1^tERb$TBnwa#jd$PdMUyd2iM zid`5QWJl^xXi+BKdaT5>JNrt-4(kp3*>y-sntx^VZ0m6q?CZQtSz@DDv1|MNx)liX zKqdCr|7j@)N!K)r*I>y)y`2NQoUk*%wHXD41$$-b|teF49!PUi4~5 z@a}`LUWr<4Qg{J=b2U;i%quD(QooLvlZ70t0}u-E5SfdY813ABnbdQv)jS8DmIrCx zZeHAAT>U5UjhB)IUXEvxfKO5gu6(Lt!>9~i;vi7BpfSyzjuos*K~RJw?HSqPY6afH zI{qI~-*ruio@`pRu9N4FJCGfNZS(*Ek7yvF0k7}(@UJ&wEPP*C0b#*7+5q#HF0{pe zt1SYrVqP)p4ZObr3S3hBF$$n9B6dSUBYfui!jylyI^kwGy*nXJvle%xaILxTV0J3E z55mimg$H3z|AtA0hrPCj^)0+-0VF6Pd&Ql;PdJuocRhW_F%*F8q;z9Wr8GDYYn`MF zygL~D-||~5m;_H;G327y}Io~Z)0@bz2(3aqWQm9lB(vXuD*?fxo14GtPj z`(vN*qTq{IlUu+51!k0=kqoeA#6xz>JEzO{F#FjWm5YQbo|MbR|7HZvD{P=*!VF4spjk+`~LNW=n8^BYI~xTddMEgedzu&$_=qs%*YDAI@vTvl+YMYB!6SNEv6vk2|==z z=LdWE8k+OTIa5I->Zkt^(O8v@)@#1=yx*9Jp+zw&&i+_Vjjdc`eQiaoeS}AfrP-)G zZgt7g^Gy0Hawgz~{ZyRXF(zf)MxIiUse=E;p+&A`q_Iv9+4T-bjB!mRN5`QL6xYPq zk(#`W;^S+%dX@pcS7e?Izk>!ZmQ zVeNbcRBqTSap^{I+ycFqmgaSgIlW@?G*ZOYel-v+)24#i+Cu_#G7@%uAtO~heggT( z%Wp}UODYr^8Pzcf5&pyXsC^8D6tf)fdd#&oS~O4phSYr-I90yER{$%*pmbgy9KsqV z<9ugskOza8WY`&48F&RCET2gglecU&ICAPqe0;;H@!5W>bEhdP27&*9Wt(#c09p9B zFlgI6Y7Y5_l)#qBKu>k=154F=VX>IbZ@Vr0XJKB0^FIcCf0Qw3{+6a*fKH(6(0eG< zNUm@ghbV=H3}@E7kG_TlZjZ0WyC}l`U<6KDL~lP2 zZ4=9RruHsg3uP!JeyZ=OfWRV+IxBa$vye7R1!5vp9d}NV{&1uiC-Nc*IgC(=_Cu(R=4#= zQJyqgV8&-&D>Z2LXVWX%t419Q+R|E*?rep|hVQ&4Jkz{x_Y@r=KmZv3`;mN3<$VI{ zu`+{IRNgSdy1Vi~hbPjw=R4@9P|EwH*FuGdI;dk}YeRX2R%k+>8eWM9*vtq`=a_}& zRPZhJDg{~EB|`aTz7SapIeq$gZ(eAZ<=}YPbpcDdv_rY}yP%$ORrmZLmf}2rG2Wl+ zHh_MuZfKDwL4*yx3)@*uP#KM#)J)8U(E)1|N)@t2Wu`+Ob{~{fjN&=r5${OXQ8nz> z{Pciih2@$S9y0B4K-K+(`x;1~ycY1c>vOP!C) zOfSR5ZpjzPdv1S&Bzu%(6$x(n?T1*J2qbW@>r;24L#PV|S>P4DW9A#D@`|RwYLZ~@ z4x@gA;y>no12S}E?QoOaLGYEpE!vpL-G45>{>r0js`DTw$|NuKxv&vM2CUxiuyQ_g zM#O4uac2o_kSPWXDM**NvT=hm0gMe_lg#6JpTv>&SE*{<2aa)ZuLeuUGeDg*@yAZ7 zNhJsTsalSSh&-2Ul<h4@6A_Hf~|`%O>2Y)$1^{3A+5i9UZxJHbA_!O$bx(W{$1 z3wvj%7VbkRKU)@*LRW+qMu2Yu^l@68y^cp5^H!iT-AyKu2y$mH7IGgYK%@888V_?G zP~``2?S|e)zAs^RF1yF%%w;ORJg{M{B6o71hL{?IW?QzHjSj>FZ6(~oWIGxi#{Lzm zptxmX!#jSy61juyN3X9<<X>iZo*tL( z1Pqw78ZwOfh)*?u-#Ic3eLdZ!on9WN>a)$d`w67M1_GEA#Lc0voOMh!GPCnFr9>q% zq})YP>3Hg9hf?;uz-l%3S=a{~j~OLBZYi^vx4k_mDIJGAqb?+&NOUx>vaW4`(ZGDv zC~6nK7l+XVuG8Ckw#}Uj8SuMg!G#WzN&* z-N_{bK0d#d&tKGP1j^9Ua`DIwALI_74g$(p+U@B839nbAL1Cu8p6Ri-sHh6j#8nMwFm@wdgu3&`BJd}?&4(HqCt ztZn>tmQ_z#&d{ucM8Li8v(w;GyLxm{O<+{*x6NohK_=NEjUiuBjx&e0cIi*0%XO(a zQEik(R;7EKp|bm^w1L_eVj+mrh}4o&(cXFs6Apyw7F*8%CNh*Z{|o-3(f zjBAsG-^foafvT{4FjUs1A|sMTpRq;kTzV&ut^Jj&oJdMXv{ z0LUKmEmw{WwQ%bB2oGGi3U}a^RFrP|h6V1f2G0j5qw&Zt4^`=3w`|()n9wrzRb(pn+ba+4PEvB1^{#EypqyGQUbj zDCg4AuM6-LVf?vC>SG_}WcWK4I2de?T)3i?5guA~)}b^K{PEl|;zmcfT>(x(@U>K+ zmRW|!f9Rio87RP1MX3^(_xhx>8Nt#PJ{EbiHn=Z zDck^bY*b7xnmrDQ1>ai^&Tw@a>b;w0(h^Uvy?S-X{6;KI%5G*SS+Zpb79|Xw&CW6s zr?57vms~3?&aw68tjsRo|I zukD`W3s`&0@M_L5e+=K zlDTtJF?}412HPb>E`BRaxe+_WoyhFf-9ixo>$67s*~q7H_nWit;jnO6c&fxK7^x=H zg1uDxHEi%z+LP$6srAB*Ds>%rDX0=kdbWvsfpGo7x9~UAl-MB6CKzb2SIn1LXEsZ( zc&Xl-mX8`)r z$y}EY$*s-~!fqCxwUm)*9x#_A{N{z}gjqiFd`&35euEll-AzxWkYar%9Zt7RqKO&U zIsZ`G7+)SCCPyehhC{PkH_zuw`V8p0!@s9IEqEnGfAApqa`fBQjCgta7Y^o`XF4t9 zojQb4xKF>^+b(qj#-Vh1U}^a)IG;~$fBE-dP?Z9hK#R%<+RWi6mzp_42@M-=7Y145 z{w9PkfJ}&JQv6hi$LrmmNleLo^uX~UOaZU}B2&#Lfcb;n?1~4uiAND^iKcwN=4m|C zo6%5sUQeFxD}#>VN_j^K@=_9nAekQrY$iOp<4k-8>ju^$dLl; zb{(BJlP|v&Rj4}V1+KF)REZm(D9FFGd3jY?%#{THo|^rsAnW2OuM|np4qQ$3Cwznx z^y7{es4Ej}&}6&#)RQZssfL6c-lVRW(>9yG6f3LQr{pqYu`1J({GlAetK` zn-LXNXw(W!OInPKw!fRd_d6JSyg3nh=uAYcJfZPF1-uIQ{$bICFZVfS4?5R~^IC&+9&2E?OwrSZB*5^L{i0>_mo`$3GzHri=>!J;N(m=HE~9ZNkAgj& zs`m|kuUX%PLwEZcT9S87dGKGPO}s&Rfrcp-`W#;4Q;vccDDTc?GmZk z+YUyI`_<12j)BS&{OteX?Y*Pfe&Bz9vs$!9t!fEHTf0`NB2~3(@2&QzO-qy*ty#M$ zO3WZeC~A)ywQB^i)fOo&6(l5|`|kI@-}&A9*FER{o8u&r_j--z^YJ|8>^i%_G0y)P z@Y9uq+G@7sZFnn1b@Ep|d7UyRkX2Cd5Nc3Ct2$1CqnldlTfutvVQb4Pjo*j9>^mBK z?*^Xz;?HjT_;^dKR{`CmwjJ*6Wvr@M^AjkOsDQ&a1y-CkXc|#&6cv~`o!I+l&BzB! zQaU>O)EXoDV~<+IV7Su20Na20CrnX36Cawnwa6p+VwCCFAc5Ewbi!roaFzAxoawY$c+MyZIFY7uJv=~Qu`Ju$&MH|_1vD(cq>lqb zXO)n~@UbvVwa0)v%c_o@uFw3)o@NsekV#zff%b8GUvA~p_arMSC#Qbo5mcrNG1p`? zGj;I6%97A?q?5&~v^wg94uV11a4j$p4BYbbq=GkaX(uObpIk%O*Gj%8%bIZ_YK2^0 z=Q}!R+5GBPQ58*^hShPWYw|BXH}lW3TQ|}I2rHSFgiWLPSWcyLL%x|2N(BxyeG|Ep zar`yt!2?AmLlV&G8LT&7 zjMHiGtG|4Bl_fVv+{J{mF$&6d=i+s$2uo(eb{~4AdjfxQ+|LUviuCppjE;|y7mAvr zM!D&NHV$n5biMS~6h2FqNz#4n#MMZ28I>tjAw$;!i3gJzi*icQr>@ zO4w)Xn1#Lm$V|J21JV(eVByYRxq-;aL~hI=x1!{GxY8q|t*(mFE2b84X*Vjr7qWJJ z1?!bxfIMt9IShcEJQC=9n%-QRV}2CWCQ~zAp}Q9=%xhucqyxxJ4=_`ndB9x3Zo#Q; zWTyrQAIF73Vs)E>S~eMeOHWC$x-zpv-tcBld>C}Y12lgy5_h`nC)qp{SRmown@Flv z0l{>Ra2Cc)2O}`XeKK#1DfvE!(Uxm zDZTc+1?vumahEnpKHqw7qMl+QwpAMED7po`&%U+bbr9iX7Ymv|i0q&H0lam)ZA?~W z#&-%G-q%EVuEg{!okCl78KDHt)1NJQ$>14z)4GzNtS`YSv9T`|x+*!M;Gsz(6Xz~U zX%iJk2XXyQzF0ein)@Z;!%r>v$d79p=b030GO52t*04mH)0)HW%?;1F-r;^DJT42O z%-Pm(ev+u6&Go!}o|%RUifFz7x!Y?sF%VjC?qW?F`O?NuzH>_H&R)Mo@p&)%x!O}o zr7DYVc)s2GuUUFGx#UmAuJWHIg9c0%;-i1CJa(jbpd)D$1NS55#h}X<1*jY+%Dnmh z1v(?e+O7G=H#;2eyWrkAoPo;n?~EwkDFB;w5?^Ev;=$vnXTh;I?UqR14FK<%jbq0} z5II)Vp?!x<;o3D|V(+MOCjzn*482K?zO@0*3Y0XylCIY1I`rk!FPW=D?8;SpG9=_{ z<%cYE7m&#yO3+X21cgw|yPovD$e!R5;nyJ?y!A#^OQ{nZoZMCX5H%z&Bq%{Xq%ccX z;udG%G2W8>{R_(_ibF^*mW3^af1ce-wMc#=xRVRae zD~TE+!v}V;4*<@=oMeFIjiPEMmNdA?uD*q1d};E%jwGzaA_?{jnnFOjm)?w4Ch28s zvlb74VT4Llod^a1KT^&fp-o9xh}~B@{X*8rS6-|R0M+#Fr6;ioa;MAK=YkCE3%d&!dQu6< zDh<*&amopDgyCywa`S+A7I3)lQ?Qv5-G1)NTWO@ddfJ&n$hYi7BrWM8#Sj%ga>9@ z$05-F?0G(oIRdJezZlgH5mim#()zovXscFSrr=#RCUR(O;g~x7lEYiAkR68HC3Y5N zDoofC=j%BMxB4pmOC4p|*kG@{_(FT~&D9MN9-Lrj2kr<(y$@RvY zoZDF($W5kHNAj0J)4%GPFP#6GR*#qp8pRlLz|9qYhKkRmRIeJ`#7M*qk(W^|Yfvw) z*_okMRvL-rRcOU!$fs|XCg#ys=dWJ66torU+NmdKN++Xxy-cTdoQLg+CFdat~-A7fk zCbRvt)YIDl`OuyaRU3pESv?4dtFB5O33^W+@-LciglIFC*&utq!qnS4^ZR+7o=f^| z2>(ZR3&Xei&G&_&T3JSPtsH?H%!fKK9nIiu4A&^HlJPdNENZ;kOHJ!U<%{NlBFB*j zqoIO_9?ug`jSeszInE*@1>7m?e>YLY`xY|KwB^g523-Vf#6U&tWpW>h%JLIxpAo@I zm-Y!#a2sJgMMX)ptPP@E-{VpR1<0$#b<=QJFBDCzQ)kDVX=CKyxeK{SA94tpzXMk+ z0Hg%KTpG5z%1UEQ8%L9R9$=gQCTYrRKDQ<`dzZv;d{WsP7-U~9e*L!2PSnkx337`? zY#M5%pWr~vqJ%70I2z5qsTQi|2}yZ}vtc*1s&EFZeLFxh@@N^*zPs2OkTxYVuRFQT z^dH)ozZV-(Sx)oKey!kl(9O&hXg>KiRfRAv;Z(epPVdeX3)voJd$Vom8MUt?MQ;)i9JH@65 zQ#EnpzwPm2BE6PT-)j6{g-2KsZ0pPL)%v|VQhSAFr>Ii5Q{PEVA@O07iAM-5~lW`9~h3!&~Pi?MKdDEZk`S* zOL_SiW0ia!&7KC&cMw%7E`G3Gag=#qn@x{n7pCEeBdjfSb_)mGP7?Ht-UX6}!+Rk* zvJzhQGh?%MsbuH_{{P5$CoA8d7e&`YDx6csh&{?o_Ar%0=NIeE+_jVs0rcNB*EX}PkCO-!4A_-N~ZP{gy z%B1*em10q0$`!MvJc(p3F0H^0h;LyWS%2a2V6F+zNqG?rjV+Z5P3q9Jd_wWI&j?SA z(V?;W$twuYRTM0rbckcnpp0VMoR3*sAQtfI(48{tor6bh6P$My7xg`M%72stnH2+# zzEh9N;Ot!`SZF1o;3|RS_3L%SG_t zHZM@0Oe8A8mX5uL$;chok0~#?_%dF1XK$wBIafK8by?yYI(g-Y4Pde|~C z>`og6`Kr?8hLu;6GlsE*T4p^;yJU()seZ!aMi&ba9n|tj+q16!1JvUGN4faFec?aU z^1RG=7aUmcuchFK>+fZp5`xk!-QwQ&DD=G5aiOFv=vOVl?)K)iQ|A; zeBjppnEPNQQ_}qz@}{9C(${95i#k3&6x$Bu4b6`H?F6llIifm7@3<{%#3~8qg1L=cGxb0}&3hCsw$u(`zsRFd~ z!j};k83BV-tC_COpo%qY0KRi#bEStSrQEi#+=km5+IMt_g~Ox4`$#-we$dcS8#1)z zOa3#_+C1gx%;UoiF3AJisX4VrR!b2yo5c66XU?002y)YM^F{5j$Dp~sJt#1z4LS1_ zgaOf*yR);xgSE4@9Z)^&$>qiT56BdYVo)d)Ndoi+7e1lbKrCpNun1`6IwNgqs&J{d z81DW@whqN1Jz?IW!AJn|0x1LXe^zBl*@VRC!E<6*8_W9&*3G_HnC%=8h;veW93FeA z^E*7e;G~3Sx@Ge(_$bWGh?~oyjpR*p5pXaNcsFS z^x&%vKTy`KLWiH70>*mA=zlC|9DW!JP_n7P1;C70(FZuNpU$amA}eR&<^0?91~$w zM*$AtH^h`G%;7wCa9<9ZSMh5Es#Z@xjz{8{IhHO(f16;o>6L__6+!Z;|B-!u&9g7W zdNZ}_i{{I7J7l}4TtT{Z$b;j*V0+SA`K_1s>$NOwv!%&&$-$1K!L`b{cM&ym_;9=Z zazi!?GOstGQgvHd^|EL7yAz6%Q$>8bazPUVvZ6gGM^c+io*iy;_WZ2#`XCB{O^ijJ zt7o6f52cQUcqXYf9(mKCEC~Oym+I6M4N5=w9+yGq_f^z60g7UHnNh{QgH@Ifj@V+N z264ApLJ=d;0$Bo7?qF3=6vGUxrmNuemYRGOUwsX9Ho5dkJr!C19~nDr6(J0WL0Zm0 zX%#mqLfF1kQo)9SU3G=s+Q-crjaD8Uuk_ziZlA#|!ClxJE@>b}vXeHv!(VS>mvsI2 z440?T4K5d|MA#qDL95Se%okxazhG#3Fu^=A<-l(3y?m7imi|Taw94%@O@h1U8Vo{H z?qsBuoS)W2WKgP_XBs%40jLRGE4TJKV+z{U){!qu4AV%nMELCQzM6+ac-&Csqo&ra zwG4opfkQ+N)@q>%F@yq*pKHeq7oc$LbE8;m;6wt$&VZZFZ^Y(kZ6uXlVwh5Q&D}He;WWF1`m?SI9r>*ubMxi=r$_jIas*@3&et((dPBQMK1aZ93l`250xUby z*rUhCyLpxX)`dYbWXn7Rvxf-3wztRCj$v$T=h;)s*mE|7oimPPnv^oz(|AUqm@FEZigg^8D z<&JWYVMP+UezdCdvE9|S!UgounBmTv9BmH~dxFNBefS^&b7=j2%)sEz_ciQA@Iy>` zdF|7@a0U?8`eMG4%WMK^zPd$ZAcNL;Yo66{6f_%bqvIT|UK#x36$-6Wx>V7}2NkLY zpzWi?M3gT9QV#yi*I+FCYBNaFvp zf1YSi11cs20H+A`b^MnCM9c>kwz#XT*p<+=2q3W>IN2hxE5V^(B>rggi*S5IqY_1(Jcw)abe z`u~zHum{pL6?bNUza$A)-N?9|8KmERfUSG9dD8R^5RIgqhhFu0n(2|kH?=b|({`&| zm7%%trhS#6zOjNH*E=r(9HuRL7z6|EsBvc>thctkKM|OYf&Hgz~Pmb4}o z*Y%{PO7e!%P~1wX=){U~3^Rz2M}|HARq;>jaM6=fbd0}wF#rd5B`mlCgTQoprIo2dB&4&bj;#cl{4#qp8 zVl_DBsA3*3Kck^SVGAB(S=C=`-xW=XclD4WxjSY|RhAw%WZw|o-_1DKS>a+x((>HU zK+-exp-5C>U5|rAz_Yu0e}cHn5mJ9@p9jR7J3E^zE-TS$ zjcOGaVc}u6Kc*i|_dYi$m=0f?*xjAnM035CxT}@hnCp_-KZN7W%+{uHwhFJh4FoB{ zBgNi486elB1b!Q{3q`5Ww^{n<60G!|`k!gIlkVM!8<|QpX3VBEg<-rk0F2Su6uDmH3(5(+Nsuxo}f;E+tsSX#YbVceuCfTj(j%WUM`u1R!5i2 zn*KjBd0gdxWE1ZdzpIrw}ovaEPtOq ze<@{Dz}?+QEXa5Es)nk69rfdXnHfiJ5+~w8twHrteRKkTqcZJ*up0*BH?Vj=!U-#J zSU%!PUb$r%cT+Fb?#z*vMugJO$K`0k`w1_FR6^Ddw#g7idyK$hm~#~ ztWW*v_gd=7RC|>CahSirM=W2h6gqsObF%8#e#J!ch9@%{mKa~C&df6 z$5pdL=>%UHlHFL~*J#dFI<>u8^DkNjs#JN2EdeAzTVn;p7)*CSOvz8%aow7T z0C7mNQgPq-N^x)q_r0#MK8M!vmrpXfu1VMbu9ExxWZ7^-V)kZoP{8@=#>j0xF1Z2_ zNT~%iD#AI{%aRF5Afg|^1z!DxB7F3>j);nlhh^>Z9wy2863(7HML9zEv}SzxShIv$ z_W5BNOcAygB7wjl6@t$<%YCV3p1g?_CX z)3Q&Doy6?SS;XHs8ek1IZUSd2BVnrAO&BN0t1R2AuE`!lVJ7tVjMFN)OwFr+wzd#+ z{rYeJHt(exCmD1P%H) zHnZ)4nX4myh^l=-)j}xJvlYHosQe)=<_P19l6ttEkOm!!=`~KqXi8V`S+>mvANdSe z8W!07vDNX3a{4&mC%lt4iuC3NJ1BdO7 zJ{pKp1xP>|9#0^tl$cGjEM?zs;Vl|+a;i#3=x@N`S?(qA7(+oDL%4oTZ{-Z<=r*&^8HwE!K>g#xSAKhOhC%o(E*on~g&f>wmKno`-CFYdVm96Wnh4!TQys%WKQTwWJ z`wxn^6&}Xe#}F?l=CLM*+Qmb&i!ByTWM%`KLM$~KPQ0GKxH{SS!O!F|@p~MXXk}2i z%<)&HmCu6C?p&-=k*9%P)Y~;pA_DL4xl5V-71G@7*GFwVU7rOa*K>yB$NoA!5OPTt zZzbpMLWIl}%~#Nt_rH@$WazoFOiAoij-R704W3}Yy(Otvc?Vo=76`Fm5@0PRkyR;w zzBK+G2J!4A^As+yP70KnHa1WZ+M!Ax`EeYPmb&53NO?|~q_C9gBT_}BmHOB&p}4cF zdtLEv=Z8iQ&RKp{s{MpdpsWO-K9>&+3m03TPI+yg&6}EITE$<7>bp~~_~IE^dc`N@ z4PsBto(UN7?NGf=?J_;susxp#PvV4%fp;Y}kb0L%ihY-VN11G% z9cW3Cg7!j2+n1+Osp-V&$!C4v)K1m*&WpeGAEdw7|0>GPf6L5F@jGAp!dW6H92&jbN<0*El_p>2otLFG(<9 z0MNNDZYr=AO%S>Qu{!jdiYh~Qmzj;zE#j${Z+gEPoDl^w;Z}E;$?X0Feo9P$4nSeW zzdMCoD@)U#R|}hoszqhq)%s4m)(UMW4K>Xi;mN|omiu@!>I`8*;j_R+h16m;j&IZ` z8$|pB&bM0B;=Tx2REPyh8(DJ?x&I7J(qmNASnfaG2sVom#!UId79);Z+bZ{=aa}<-6!Zj4jKXSO z#KFFN5r?sf7f`nG26v^m(AaCLAZ)WROfk?%;%eFt#{FroCPzVjvUZkF>J23C_( zuso7&?Tq+IXSWn8+SAlRmB4W7Nea*SofU)i3_p1OwvhzgN1EP>UVauw$w#icUmZqH z);$>&-rU`hw|&ETiuO^bha~$KV+6lbJXGl9J25{=mUgd9oxdebgCvfjz#;3G%Qp&&a!|1( zv$Wr;*Qn6jDwhPExzo0%)e5OtyYWLnw)af6^Zjqd@g?RqxQO~hNuIZ|yN0whc%oG2 zO;B&CNb3W^+%uww1{f;}l!&@sxXpQ&zbjQ#iZNX|d)i(HCDdZPB1*xaADMd!V`uM0 z3`Go`g}HUr@y}nkh=|P@ov_P30v`}#Y8B_xRWwwgFuXkTqCXYWbwd%&;~T=Hw}8Ry zt}yA@CWdDwM^KWs#2|_#-IOg%RV1MoSe4j^M-zRV*lqWG^x`H90lxy!UEEhQIChz> z&f(%y>VS@uN~VRSj>Yn~)1s-#O*%ekboN}Oi-+=Xi{hGRLU~(uNUz%cEAbHlB)h+X z@Fkb+B@N{_j<#Hl+|Vh&m*h9;oQ|i=Dqv4AhnF8iUTUOmiKymkYgh;PeNUGob?Z52 zcrOj~as|}m|CImT`!07{2H%XKiWD*=5&|1xxXp1Wp5YK#bMN zhj7i2#OR5~Xs|wux0PTXK{D@4hWJd#d-+se`Z*UcE3n4r0Xenn=xqJ>pUZ@|5sjO@ zuw4wcN61p{@zZC+JhJZGvMxGT+~U8&DfV|~4^pmwG)qw>NkY)2+g=jxpQFsHAun&< z;_t2u0`rlSL0D2)b>sp&&^JxT4d0E0CwTmPnrt{;vqcLswtY+{@E@6f|BdShPz{zO{-SY#;Jr3&c9fI>b6SNWFl=6G|&0*(sXJ;)X)Y)_xyJk4U@~;OjHzFP96fnOp zGG=DiKjQx^nuf*>u;;0Q*Q2gDd%&AJP;I8ijYVHQ)FM+cxO|#mREau8LxYdD2I7jrC5KF{N%R8Dgb-e%n#AiOi<%7nxGEEVX-& zlOuI*?}=>%FJvDx@chN?68z`Y-r~8NDsMKR;7%cpESXK3@aM0Se`sg}mOVK!t(4ip z_SR;DexP>!h51`e!11P=s)-z_6;dpIQu_fqa;f*hmM^K9$1(sN=O6X^TrywKDR*FB zH`p0?K1;CeNH->k&{l#|CffO{br^KNEQo`^4V9BMM%AxHik`N7Z0fD-s@M|1u~F`? zE~K+nC`#V{qBRMv!Uz2@V5)bNjQb{J`Lt+dnfn#A2Z&TYL`ggz)cO8F4v(XrFK+b1 zgg(ri4dO`y5l!><6+$78pSVG)zH3%sAG6lYN4$ga`s@4}(-w#$h?Puy-3^W$yihb{ zQDXsaQ)at!R}uxJ5j*{N-Jim@t?P+Gnyvgx*n!T&RgH5Q=&Wt0q#CuH8U7D3-?z+y zM>YGqij;yE%e8&0hDWV*5a5x%`}Z(i)h`zsTW;&=I-qW&wfg93;Pbc?K;JKed4{NEUyEqj(ml4XN$T* zK9sDcQ8IIMuUsgo7`2Am2ewRLJMVKT(=I4XhyUxbAD85e@z5=6KH0cN-uY6usUh+k z(^6}bzt-%K4Ob2Iz&O8uSdgh0z$8V2?(DxfKVlvlzLsvr#vPbeV$Z#)RuT@@rz3TL zHGK=nVN+Tn0A}PHom*E+EIZD8Eo4G&aUN_;N$`kQr0BKXqP&xg)7*- z{v1bnv4X-smJdLq$5<9CVLtsk4vqy67dske)ph&!tNW|!>iONT>|BQW)qF=Ri-u37 zj1rSSs!AdQ$6*4`l>eUKT~ANWXzb9c`bwL|k8h=YnAQ6R#_t>kozIF^uguTa0X2cw z`6*$*`_Hb4`X?UfKwu=Z)^~V?lpfIJ#+J9;NE;CmX8BZ!*mtt=%lUnKTwv_W)z1*) zfl&rvWzx7`ud-C(h8G8tq1XUSww>q<+HgO`aN}LLIYvkO=)ylCNIbC;@kx&H>V0`8 zT%^$XP~D7(l>tca&*`7G_&N>LU%Nz-@C2e1Ql>=vg#a5x6RpF;u6lU_ms*v5IA&HaMKq@y7?f z?cA^~;OA=-_xc`0ufsef^7hLuZnYrU>%KbOfN|>r+;nO`B&}hcG7s*Bf{#xC!<7Pb z;WLEVI(*7D%h<*$y3F{Rwk9pSir=_CjKeBc0a)cZgfh518p`^@L$d>H17eHYlS7tw zYHX6i03S+(V;TFII7`1m06d0Fvd0kLPDTnV; zQ6t6eWr;nBVw&NgA>XX2iCJ{KGf(wkb(pa?A!RS&?H{O8Zn(qpXZKlUjP7R?U6QtC zmXr^?sEXKCbs?Mb@pW*;Gv5oEbNOdW`B=Yz0=NK|$m^qToK~1JRxeUh=cjvpUwJE1 z09$_3*zcoyusc?0fHP6(0ci3D7}?}^Fed?ZWlkA|kG4DI;(qiI7*1CKqx&6}@Nct1 zkl!l=fb4zv|7u_Uzm1ys|19DEn_1pAu5TIyR-doLf7AO?3j+SSFFdKmom!S*cInVL zwvA=~uwM@fxx2z1qKqn5AG0veQHzRTurh6;azxbE2B33%0(!tPKMTT}xew5haQTfz z(SX-Y6L&Jg!+uR?ZqA`i+$7L4sKH6l!0*8e&>NbuWJFL<{`6e)&Sf}FJFww>RAZ~? z+tj%bY#ijR=**nvqX)*$Lu0uQTgv3!2JMvE0FyH$yju@>5pejE5LA~Sw~OQrC4_8Q zgRtkF2fv*RBDlPw@VN0@eRXmTQbYhANYt#K=Iq|bqp3B>vzrotxzPe=$cj&M#bp}qMOo{-q~IT_^USy3C=Z6;>P%Hn?pO7 zh%INGHvt()>k*{dMr@)>}f50%7-F6&dyK(0Mzek9S6?J7p3C zVc4YTpUm9PCEHY6Li7#-4W5VknFL496+A7@+_!sQEkah`vPKQG6!vgI z0Wyu@@;|eenrr*10xDrROCudC{vuP=T%V1!(=DqWlk*OTC41q|f{He$13178=J~kW z1vG5zKf~qDeieK+DJ-|1GaBe|-b^Vw@R_(^@Q#v$0j{kd6^V}oILgxKQu5cwU|cuuEXeXCf9t0zG?T_+ zQN8)YqKs@Epf~GAUK*{8%J%xoJKaT_50h+M69iS0PRM(@!RY+^!~on`p!$WphbG^; z7B2U(O1kJ!oqRZuf3R487UcUq|IrbK>y3!zz`=0$7BLu@1$2ZiJ$N~nu5&Nn>Bw@? zLUmA2wGE=hj$yy18 zh0I{8bSThf|5hTR-^+2gnPqmbxnKF^(*vj)E@t(tgrbRd`zP3Z0DJYkvlcxYN&AL9~tl=wOKNB~BK&uogY%iR!?S!*Z+OZ?qPWH=qA&USOg7 zpM!C0_t5-S1=pJANJMmwqz68v)yBErfAiL{Hc?p#Gkfy%;|G zNiF~Prez2ek?&Hj%I+C)8-@E?V`mFh`W4}aX*K^02@;4}(JQ5Mr#c=i0KCfBgK2i6 zHN=T+f)GpS9!FoLa$=Udw|pfWT=pA(R?+)UtfOdYNP=zw=3)7(pUFyt={dd^DlX#2?@MY_<uaa`8kfMkE2H1=Exq5izBxEr<5-JVS{BH6W7xjL&b0*nEMJ|TQya!E#@Z|q zLf?Gj6V8~cLL+@37PlS-LlNCD+j5&FV#>ut^E(g!LA$a5bk(${pOolrH!qs>>jw^3 z8|*F>qt4o{EBi%H&5e<_a=uq5)K5A5l2@&X=rf+SRWqR$-_l6_#sJ_w9EPJ;N-L{39%|Cy8O<{xJ^+ zk6u6;tva6HIHoBA?f>0>ur$Wl{LXf6j{L8AH%8oZiNv==nJ%jK6tI)E1s`G&x!vM@ zeW+MHmM6|jx}}rZI8X`9Wbk7B{FG-Y#D&g*LsV~JDs1kw%I04AD5`9nO-Ww$M7$zd z4}7FF_&U^cP?IB&t+hQgdf5+kZy&Vfv8du6Fv#B7(nQSoOPfMng_$bog?`tl5t0{a zABz_jEFm-uu}1v-Tb`E}F76XtIZm#+UJeW@XI4g^mNj&za*)DkmtHceKG$@3*6$59 zxVM-HNW})1iw@QU@CEh3U7zscKD~z2}UT_&`Ae z(1%}-;gSJPH;PU`(QydKHo6M-2K8VE6INIjSn0pG9--wNodzdT$Uf#Mkjf{n6w;Q% z_EaRf6eMJ2IDhO--MI;Cq3%kH8!k6Q3J)cE$EklhQDk3fph*mvd2Bc;okiBD4Fz$R zhU)r-&+eLUHM(M`+0l{jLesV?QT2(KBoaD^2A6*>A| z^!owL6ykJa&S#)=b@pDeLk$*_a!R8q+rEPAnXGeD?s;3aTcA|FJqyQOChF3#1K2?HY&d=I2Lu!WpUPxS$>|7x9h&lT$L#e)B zMC^0+jzm+(dxH+{>lvcbdS@o_jPSyEPQGn-{?FD);CDFjJK=`5^$^VmK&sC!07BMhP4^22NtrI={N%I=iwF5J<%yVr}Nq@ER>1p~);WOcm`jKGDRe zI2^B{UZYMAB!CwlEWb_x&Gce9(GeGJ4?C2e?*7`ty_D3`)6={?V>J9cVN+$MYVk6P znb#h@wK~xCm3wscTF%;l(k*E?;N~cqW&J4~8t9_riVq<{cQGdSbisH0*^WI`)y$0N zICsxz3&6eTQ*%cX*1Mgz)I9M))QGK0HRj;Sp*a_0J_A$kGCE>aiU|?bZ^EgrMWzJZ z#=cIdCZ0~yqxWlj%v&?{Hxj3f3O z{!ph}OZ=`t(7W9f_&G4~2am(AX-SJbJ9!(QL8+B zkM|zdCYv&r7RbcMgIfsNw{B~(bT-|vnl6WV+;bI95eHJ3llcm}eVs7L4Vmx9#<$&8 zimrsrahxcn!tKnap2f<4Oa!^mf_hQ(!Q93Nw~)oertc7~ueuXfAfKTDxp6^?kgFZs*k3-B1`}1anD(aC$iNoa6{ig?`?o#2m8&B zdfCVwXVx$cumWM&gaU*NP=bmCvf|&?uv%k{t7L4WHtWtG*!#65T-3DSjU%4 z9mhR!P#_cgO;ft^c=I#ilEAafyl-K;I#UtY8^!jJT(oL^;Hfkcv^%SC`XMhoOQA6P zmQ~h-v8HJYt;njn0GGnF31s&=tETh&=dT5xMfZT#4;wUnv#+s4KR1!FmwEv*FtTNj^u2zr3zz8}eYy#J+sX5rPnjdaPo$z}WZUNwd3K6n1| z*o`r4h4%vjKw7-y|MTAbS0RyY=P!je_0C*eofHe@v#VpuI&PQ#!a8c@3ObOa<^Y!L z0@>tZcCOrTjv*Eq)*oNTHSf3^DXS=>(w*mAOtcmumT;6s{D^4+t&kRSktO|Z>oGQT zEO?92XM&b>M;J>N&-UC@UKsu~M$5EtE5zRQ61QhFl4rhD&a^zvp0G^IjVGJY0AtjY z>=S&)ci(zz^^@4mtWs+j_yw7nOlM8vx8hX!Oy7gP^7F9P^Y(O~w9?Zl%;kzTQV8~V ztQ+A2rB?6Nf6Xsi+C1Pcd4|7~QJkrLJ9w}^Sqeu)Gw4}Ke;n5M_$T-l*7hmpC0yP8 zWBRW-d9s%QjwCkiO!M)!%X6_byFU!N5#D^cdtYijNuT}zL_V_{@w*;ICUfJ~-bL(e4TpeXgl@n z^YtgzZsP#}m)*`}1=_N{ynsmK`^u>)_&hj4g}y*r74y2L>YmD`!yOw9+N*>xo#_jo zKyzi2%{9H|i30$|uD`hRB`IAtJ$%3M6AJcVIzBBrHJDq0?Yy>d0!aEqxG#!CUnNbq zsfJvCWdIYgoLF$;OFa^V;*z{9$|~G4H$DX$&$P(jnmSnsN~yfV;QV9-J+nAW zaosrr)Bt9vg~&HGdundj=icT2Xvaw53Gm!$l+@8RNO=Z-BNMMzMks~99R^XHhJlIx zCSnJJ?58ge3U(fSXVeO}TL*S@&$)jd90;I41ilNhcfE7zOFkN%ncF)XIrc5&*gTDq{U%Zx<~Jo1?Cnz3{~oKyDNM> znWsyE$TC&4(!}-+m?cAF%NW~?v??S*ghTvll~%LTaJ|#oxk?;mgBJvtsEAad=7q$Wt{@@^~&Zs@tQrx-x`U zh+?lgS5rv9*tb@u8HgYK<#muFb2s?)x=BZh8lPW$PxF1tkaw11o)_Sa36*{*FV-D> zV6iPR6s=mqoZ36h{Oc7()b$=B(bA2;7is8DA(eyijEpz$tlF;sD-7R%(j;{i$ z6^%lb7N~bi%?`!ny3NcyQQgsm2bVgpztt8(-W|~Jj6MX$u%D|PbGLRQi$GqI;XgiJ zeVwRv{<>)@my?Z*`0)aw34Y~0mxs=jBOn|s-Ixm=yYtgiCu(dFspH6q;qPGX1@|kj zs0nXr>%%O=-+J11T$DB3i}T8i_LY`@&oBn98VgJwd40uiU-fwt$s;$WE2YhFmM!is zVy2EXvUpJ0`lvJF6oyIHz~1#xdN=dovMpS3#8i*=7N@i=l_&-NQf|XD8uf4`Xco_g zka;{)nPX=|9>4wk;dj1(-I#4}F*LyYomKH*dJq@8^S1lZ-k0M;r{;$`cfTMv=*eYd z&cjX04-{p$CGl<_Ttb{HG^c`|3%U3(w?i(IO}Dd?!9}M>$ybvjg!T4L|08PvvTLm# zfA&zL)05w==Wnh1*bl5-MmrXnQ*lnbO+0r9kz4t8Kf~%4 zzX0oTnKsHaG-qxy)sItGv-rTeXC3=9Z@+R@GYAtEF)Fxv<`02OV*Us=-^^BMMdQa@HAHA;RnptjY%#NeG5}k zK|Nn*P+ey#bP!tGz-M_%LyX;As%Q|qqO^wN&S8I0{?C!7Tv*^Gf7RW2c3&;SLVwT( zm(@&Z#?K9WGtWdhM=#(L9m{HznkIF?vloyQTMyXOzB98%pK&&sLT-;j-7IDuu)SKr zd=?w8x&@F*PJ^CBws4otp^Q~-RcC05Kg!_Fw#t$w&~sU(rCbI^0DtilyGs9$$9ms9Qt z%Et(c1bpg4+(JraEZA!4??LaM%Wl^TuHeKVzDN=j@IQ;$ZfCJ(S{Z&PNjgd7TPk1p zgXfRK>^2X+@ch)<25P(6OfQVxF{(Oqev?b#%hLqpwV=!(HgF63bc0L^JMsP^#}*I9 znf)>ihu*gQok*q`;|&M z#?vVRRdyW_j9P-dxTyezS%r)qVc+ddEBNpVP1_W=uOzKmS*c^1CeSOH37>5LaspTLS(*#3tR zy3tGAHzkVpr&ct+f7)lPem>b}IHXc|!_w}rH4oh_z=+dz3Gz|(u1O<#1a3vHmW)EUD&StiNoZ`vME3gA;B9?NlWHm@+gKyVr@SfFf$zC z%r9Qne4?%W2by?IH$AHubUMtDd!^%lQTLU9O}_EJLqHUiiGqOwN=r%!B4dO|cej*M z(kKqu2nD1@iy(|{m?%g{N{kReYSJBJG;F}w_C2@1Kj1t#uk+xXM?PTO_}X?|*XMfY z4L6VprO`p)gS4>y7_`fGJ34zF_(m*`l*r_jFn>04t@TSOPgUf<5Z{}cpdriNVmI$P z`6FYUVlNikEGtkd>9o1IS$H;)AY17iDKA(d$^RU|kThX=vHp)vsO&I8+j@Fp@5JD| zfrY4FkaG?fAd*M>UwxRt(0NiTa0+#SCF#a~8kEymjyEkyH2(Qj?`zF7nK2nnI)9I3 zcu7|9OQ&}p76VsPOBK`*0BC23!={_EXZrwAb5USjxzj+&9~_p3i8+s4Q%!C;J}`yx z3kyGCqA#syz{3$$)SNMa=zHMnPHa7>Ps=Eqgk;rA5a<}pi%l}G3xd2byW55Y>wkk{Hc|M zjfbBn*-yy%K?Qt;ns;PWYTd;UuO!997z(Wx&P+tfQfgXlXaCwaVmGN$6vgNRFgqOH zqEJ2FHzD86o9Dn_#HcZ0`e08(1Pe9nZkub(@h~Vc7Jt1(4Z=y^eNu-+9<|B)V6;5# z+ItaKlEbq-0AKW*j{0wC4e~yG%2EA45!Aq>S&PU6qUo+ecy-IExD|@(3M$9oVYZ14Wo|}^6!C+MkG2lR^ zkMgieJ+BOB9Dj25sk}~g368(VpTs)S$(_b~(zc*2C023eVw-~f>|ht4%w1vqqqYTF zG9X8Bf}`?_-kJ0+0uq-OMPA}d-xqq#)F5_ZnQ6|ZmyHhe#XmSR@?45Vl*xxwXh(>! z8$Co2YYB%XISe{l+vjiz1`K`v-aQPRi{;Y>yL-Y=I8XMInFDj7lD+|3+6i z&@t0bL*)U9h+_K9`S=F*M{250-6mxCw(|$!tk6npv)s!_K2Lop>iOOov_Yr!&cT(| znEUG#cEsnL#K9f5#xBZ5Y?z_YGhuz7a_#Q+ZMG;^D<;9zE9P%4hL8hMKK@*M|vMsAC za4+RXB7Z&6u}2}uF(;6RqIxhilwa0(?4LT;NKQcQIhFLv{|CCpbe{c$L_d-a9rpw) z4sC~&PE}1CbwvR5{5(o6`Os@ouoxqclSzK@&WD%J-T9+1tRi-4ZR@(ma{Z z(aZ3cW~0fLN>whrqS(%$$MS67_hDf{ggL1=-nO-#qVK=8BxX3}cwz$Y7*U@UFJ!lR zS~3k-mSo)S4~N$X@*J?zQfGo~Z-{Rv!5M)~c9zfMLxw>O{y{tgQN6CO-Xb@@N8a0- zOR>=cp-i2gN{i(CS<01&H-)_3S)l2x0?L{HInA2>-{NKex6G~mf8#U6ZEpjgwye#1 z1$f9}(4_}pOD1I-qZZ$LZ&m>6?F%#~WG0=KXQ<*FENRKu15q^?O`4ne57ZsFL;SZZvV{A0tVpeGc>mpy@wQG{fJnB7GlI~}rK>@22&=|| zcWaISmu>}~DuCN=2XEt@-^tJ-En@zrd1ICU!czR?*oUSMbH-sKo3ZI37&sbiH#1G* zg0n(83;VS)Nr9niL%gDGxx6T%0O`!frxZ6r{e=Hm{&NNK{mZfMA>OtQV-s26P(co& znA*1++gTY33mc*b-Rxk!&(=ROJ8=}bfv{LO%4*=OJw;yWrd9*nL8@d$!&?)ztqsf1uvM;h<$p3-rk9{}g-JghofQYD9!@Z%LTJ=~B z{!U6cVAV#qf!wg^Pn`56@Kn7Y@1I|K>-YF_nUPcTs+QAcoV#UHwmyx#|y;EJH(aQ@lcS; zot0O5JlSMG%q8+(s{Z9$h#Skuz;g{8kA+X`S5e~PLuFT07L}KtIEF>tu%0*FB>+_D z-@J3pFc)4UxAqt+Jlj9D;9*_>X>-i8nCOW33naEp;{py=%2% zku~Fgbi4$%Gc)p^cybOH0~fxX zXGrnuAzy26T%Z3o(H9pJ$j>53aBZ44tiN2o;(ziVDCz7ATBmREvpIC%_H~*1X4~di zE@~V>u%p=373Oe$It|RZVSIFysFy45;Ez$<0_$p&3_)Bxl118#5mi+cS!eUQF~$Ob zcA4kUi+w)!(0_NJQAY$ z+U~4Lcu*k5;5>GnvQ7br+m?%Lc*Pu5`xHVOFd^?NZjZ_w;Nu(D4FpJVDE7Fz%3kkV z1+$!N9a7=?vBRhc*!IhqS4H7$wc2kqkvxw&M!_E~VpE3=;}PR$_b1FHvJSM(fi> zH=R&>Z}FW~#?^M?U=#^yil5sO($z)}mnU8};}yVL1-3(Lw)DJI6#!8I zfyDmS?KXq+Ts#0hD;yy8$9=XZFG=T5BekZDbJ!4yjELgi-tBJU6P#AErZ|TN&uOrtN zA4YhS2v>wSV&1=0j)1-4p8={ZJ~YoXp|whfdYy=;1nGmri`*{H?;|Udon%mw9D@1&7`-B5t6H4S`| zR%xX!;-jH-SM9r`u>|#RbuUb-?~mHP-fmYKgkkL(j=u?&_5sl&AD$_;j`k^N2=&ww z@Xt8&$4u1kcpgaRBP(PZtXy4%(0P#g(CGS@WsBcw40nyNBm!!G0IU!w--LEZ zUV*phOYZWpS7IV>?qp4){H`zV(D9GG^Bkqv?}wcCY&3n}ySL=0KagKDWm^@Mi*e3N zZ#>dwE989j;s{xp%=%0kMMRf0@MOG+)a`#|k|J;}iVIphTIS)jdis!Z!~gEs=f|#6 zxFpOL9yq(Qtk2jQe;B2R$8!bXjE&iJO-21jmA-V#nM!6Tytf=9Jq`7IHnBV7Jg`1VNaZ=#m_J^3RByy`O4s+N9vqx67_HEn z90|I==2DQUF(vP}UC0~y?Yi}S&{d`@Q)4n1Eb8TNr!-dE{#pRXF@=Grg+tqPT-R#3 z>TjL~^7#D+Vp6N9MD7SZOJ6K-H5FpLs_JG)Pf!G`9-~BH2NHOlExr<@~+_;eRu4X?>{?N9vZ|yZ;x5n=JDl<6~gLo z;RF*V+{|Wg#YHXp%mof*>ywbvTG_kbm(jheMKPbX*?D~@^pR(pD{;vwdTEEeRaFu2 zjH%zE-s711>gFe|h41jCUcUsAnOhv*bj`X4! zg{-U%&X0+@^?AU+Or&&wM7_4uh(8l~Y z4O2bI{46(`UuJcy%DMSRRelU z8Vl)Zg?mCd?$RswSUl!FYOhz?sgJtkErce8>RX{1`0565lHQOvW(}`%BcuS+xTGc^Ns8EXG2HC z77m*gf?Bv-?>|TNBx_)Y^2pbM^Ac?t@x1q*%Y#d0`n-pJ^m(DfCgzrSSr7Z?Em~fknrc*wB41SAfD+>Y;-0!JL`X-BK&ZcrK6;Fk&Tb84#QbL zbsoi;w@Tc;ZT!S3xu}#Z%Arc>a~r=t$9q=(*zFrkqlWtN*#5lXOiLFDhZDIm$XonK zr67T$P*h=WUhLL}LW;*&?XID{!B=enhORC%H_5#6l;3_&zc^8`ASa|E!IFIWics#6 z3;|dxoK-;+T_-S$QE6mowLkGFdL~#eJ^U40fW>BHngyT2#uINL?!0l2b1(fKaVd!s zh}FU$c%wS#$_V&z+Wb%`%2DE)g@jJ>l06Nk?BZN!yVh;u8#@Nk(AIqa{^ zKz6I0Qn$H!W$8%MJu%o$)VpqF(ZSq759Qno|NCZ^a?|?1>KBlAi&+5TgrLklKN#zZqw}_hko^!fmnJvx|r~b zhoDok3aU3-hLS$+oj-Xe*XkPUvoFg=?jGUHZ^L>wzm`=T)LIXTk{#b(tjKmr_<(op zud>!~j*c+raGAQ>!365iG+XubWKc3j`&qs>Ir*=(v$FanK`tFTr5j^!g|P4#<{t3Zg0_il4!IA5O{cF zAhb%*qjQ1?e}Ij_hHEfCZwkk;1?os&)#rdb3Eyh-2}}o7JS;$7;`Cs$I33zR7ca}+3)pwIP3s1~e0Pq%i9~m=Q}ag6jZTaZ@vnWWEI;`v`~;$` z#NK6)aB3m})#Gkvcm=Su1+iR8S)q58Fa4!jxOkXNko3`pU4TjHxD-6vk8xNE?jaVtU~0$_r%44aRct&)DO(Ys|5 z=%R7h$_iSajvr@Eb!ppGU$Zdv=Ovnk?8d_ZZRB zWl2BJ`;?s!z(j__iocxqa}FH4LPLOHM3%=@$swY}A8BcTLpKV@bTq&8?vs{fk<;Cm zHpzbyx0ViIp|p7FJkl$_f+goezE9K|%)x?Bvo;R*!bdCNvrP_so)` z)>B9yOn6bD3Gv629u8MXm?reo%5N|}E%=og6N^Ydz0|UChR?|5qrJ^;0x@ zopeTcQW!B3{e)3sor)ePUCY!ztX3#=-;YiCtQ z+(;Va<#Qn+NpOkbs`61>f4_QB?cR5f+o=6@Qt(&J3I+~OKp<*&BQa{!uOObgJ=@+) zfZ&TDD$aoRX^V4Qj8UstezQn5`7oi%<8yyXnHop@0psZpccSDR8#6z6WS*k1RZ ziFqtm_=T@U)At03qk37D^>qG)UKZe00;p@Kg_YopNIVOjkC{1k<)G*H0oy1QSP{rz zkv}QM`gSb_lsWsgO}eR-gVy2%*=M(wQ?;g6?iu&0p8Y9WWOkwEhwSMD3-H1(hJaYU+tz6m zt@XUO_2n+4_lr|^VKd05X_P0yFaY{eixmiPYgb+BtRHCJXGffNQU>vBu*6kfg;d@7CHw#Z>Ta}(LgFyT5N zxMs=&(H%gewzomn4)6hG0*D=0vL;4?zt{}Cxf}sx7>@GyEBOQgF9KRYeZ4de&gkXW zP1!UL1e0QKfm$Xywv?ZL3T3aPXiX?y9_)RBIcjs@0NF3Ve;a zAyZ2anGDZh`Fa&G|IBfMb5p7szxn9--9xwH7Cw4}l~MjD-+V+ajG;f9J8j^YrIXwe z@KwR@>AM;lPW{JV?s(pt%Z~bYIH40{>#3rc`~nDfz_`8qY2eVcOO`r=sweQp_P9#I z_!4aV{I-E;!R(xoF$O+X>;k(w=Z|uXt|5m>(s;MF zeEI1uk0V_c@t0mVZDv7qxun}D^mjO_nZXz(3TXxc=#N(GFz1<;#Db~|s9q4s*14gW z)#T!u3S4S!w9Yr_!zX)@mu$DBua(9EYv!oFF0ltq3bT^H+43B6h)G#vXzDGL{MYj| zZXGBD1r)}*kJr|iG`KE1aOOWNPS+?LF&_=)8YevDpGO6|Ja;^I|1?bX45n5^2cxa= z)>T*M(*Jf!c+BxGXw^L~w9M*L;SKjU?^2@8?q(JN)Qz@3W@+Bq0=6{b947%PIck__ zRjqQBg2(6HTvk>i94%ArvadM|EwO3Uc|2}r=hfhFkEu;xV5o7d>H)x*X-8JcbDi}= z=FD8{%cDQtH1>Kjk#}8%sfSd%)ZxH1rNll?$<|jnBfWk?cGYE_uFhqjL?8<9jwlzP zD7fNz88)jo;+?1FNI((jS#=n3Wv3)FV%mmCX$=v?!R+~@p)Vhb3t90C;Tcl49T>DL zuJkM$%02`z>#X3mF>5hyQyX9Cja58uq9DR270+Nkr6^v%b$~Nf-e30Bt1+R(!}>jq z9tHOQkq&Q{4z~tO@VsCm59;;veK}zkYHAGC1c)#;XQ@@~szQFNI3;$HSi=%h672OtW^uUVMm*TE)GLKB=l-Omd&oDOOdTgE)j&rwyNfcMpyN z6y}H*>2tG(^j#*2@0Z&HBG*3?yC~B2PoT2ErVGNojy;*Lzh8V*Y z+MDM|EFW?_P@Jqm6o{CL|1JbicETdnQvB@}1LeWP5Ld3Y0hh(~3^`7@Lo zldI_Z$If?DkTr;YeT|j1+t~J!6POQ@CSI*36iN{L)pdyItN)hqNY>+>K@267IjMCU z){|F8GzfgC5Xfr3hFh{HBza>-*6~~YVz$%VWVSPy-tkAtw_f_|V|nc0Eu=@v%Niup z&7t)Xzpb~V6;^OAz|ECu+*5v{bpL?Ey^t_p526h%vBJ+C|1*gEi*Wo`sP})~DE$B2 zGya>Hr7=YEAPId8$PLBTy@qQ#ZvqoN+n*7-|LpqQq=*l8a2bdK_f3cGaS?yOkCuv$ zvBr6~Kjeux857?P%w3$AYKHZ#C;$Y6KCb&e(7gTJpE_Tz7bbsjW8VrxM8GHE@SH6f zTK)AA_%fyv)=LT%AEIf5E_m-OwT9ShD9HC%)MLpA&Rqjo1IP#8atZMj@pqqkywmvz z;$grU62PWRLJ_usu+8JmFCBR28V+qRdn~O7q8cGfLVCHpXCQqW@vGL=x3FR9ZlJaj z8!&qJ86dvQ10I}@7ATL13p)@DkR5C$RD!e&RB31O2U>6INy}8>of%NcN8J%64{Roo zRWtJFx&qL5lJn>owpo0CV&W;6V#}o`KjthnZ=XUV%>zkL(drU;x##$c&1uU(KJE1m$926jB^v#d(f#WphozYhGN?a z-mMS`_&7Bgcx~+W*pJ)BP_O7FT1+RI<<~|YETnkv3uJM%AHz_J<)tN2c19~UQ}f6U zS!(O{Tu@*^p%4DMk^UH>62XNJ_5sQ7J(FLl$s;8eP*tGYp~tnHAtpbVZ{ep*;LyJ_ zRG^sItE9RXyctCHVQ5Ksgr7oMnzhFw^<`=C0N|eXF93wp8e%Y!v5bu#J!PQs%3zFTZbj8O9I}^vAGOwn@K2Bq+ENfiD#3~~okLPg zP~FI=+(7LpxeILZg}p&MupT?t$@$6kYQ_Qt=&K%;7i8{e=cOU(5}5Xfewe&D%6QU+ zGm@a{74oPFHkBH*%Qd`w!s6iH3$#g#wi_2)Xhg<&081r|J26Cz_4W)!pEv_B3`>w< zVa{x~YePs4_1+D67_^74($J)0p>~&%W0Vk5 zLDiqAfimG+KyBlHAO<`IGL+N6v4BY(@=K zxEt;x#DRNx;98p4tw%Rx+eUyJ2$E;MT%EIiv1ihFtaoaIaWae?-Z=uT8~PEEkRpF< zuv{6rPNH=J76O?XvRfX*-1y<<%yn6^-~2XZr^O(b)7F_#7awbl+?Hv>%pJhc?#od& zH(_XM&m3W*17q`X6GS?6IwA+};dML9XpLw7CJk;6wiR3hxTph|GtMS({sZ;BZk=7X z4IEukK{>|G*P`@Vs@@_`b6F4>TNYn`iRdoHKq5X0R>tcm^0C|K$NsMW#UjM_FTLNVW&sem<=i zs`$^lh#^COK;bX{xVB@JM&K2y)4dWv%6H4(FbvRU47Z}iHto)Ku%Us2ZQBq?3ErIz zrCpx@{-MqgcAActd$NP8F+cd|-LOroPTLk?J%C-Z!tMv{bWQF_bRHFfvJ$B7J+6P} zmU|13Jq;o4(6+%N$<1=ZB*10)ALw?{&WbzdJxA!c9>imHB-qD|Rc|%h(>!e@RG%O7 z_i-@O3_*Zvpdh}uctsF|%^z*)x{6uPQDNMRD@68Jfc0@C_)t;$O!6(qNVR81e-at4Kdc)9E*|zTsIz+pZ;=2C%E4c%Fq$7$yj^Ti5bf;KG0Y-pr z&iE6Ef0WD;{3r0Z5oo~oOhbPM;L_#o1;M<388=u;LppL3u#RF~E zws1M&dqajI`)rA5%gnqh*B#Fx%Xn!hj|8TO^V~W)T;94DEaO3C_>0x=9!798P~+OU z2#v&~)9{CK%ZEV2lc)^HZ8Y$yV-B~8oTQE5`9&|aQ*Re3Z@=q&%qd0h3xqZj8fBB3%u(DBs~vo^m$`Euzz zhZbr&uie5YBrPD9x#ZQ{mGo1um9qrGW#w7ZrA=RfsMy=zXeJi#^(@zz7OT4>AqtU# zxYer-FyCtZhD;?D5OfZDCph9wIMw#2nThYyQ|wSb>RZ_jhq}ym(b0H5Xtdk;Wnp- za_~9uUF@)FOq$? zT6K%n-u33^g#Eiw4;6jc`A~RE$06RwoGT4(|3Zs#DEm!JxmLNG@1XuApS(Bs$>}4a z+zJFvNv3PKBUITR!sV^-Gq0Ka(19g(1QVhZ=tx%2<4aht8;~r=Npd|LHRQ1I*SuqBxtV(}I#48+dOqTb^HLl2C=GeM#T`6%d z)<^nQzt_agsQe-^(1sa@>G;r{`Yu3VRiaBv6_0g<{g1A?2#%U^2o38SW(QyXR+$s}ta|5Jk7skP)cWTiP0&P zAyWP6d?8+F@amw(h)MJLOkS##wv3uv`PE9;d-wW#{nU~3KAwmPVmrx!&w)XyK8YUkNOPxrDK&tSPw zSWiKjS|_M$(@P(^rJ2cRCVJ(?e;}9wGK3yS(yTGJ7hT$l!mzd!KPS?4R zx6Py*R$jNW=df}$b&-J|)b58fJsb0(TWfm&i}+*h!6WA8>f88DQHb`ks)@qbl9t6$ zm5HQ?q=v=QiyqcvN^8fQf2?nHpQ$2><m7;P_FO@j)JkPk49+-eBZ$g-23x{8Ie9@nyqr{-^Z}(+3KLEWjwT zUj+Z1!5*r4V~0C+wEXS?lN> zqaOZS)6b@y(q`)!G#0CTd+MOI=DoBQUYjhPRmmU;q$oq(F2CZP(m!uxlwfW8Yp0()yvY5H%^<)~ zsawz0sFwO-8=@+k1z)G1Obk+)DA9jEiSN+QhO5WZRDm8qbQ@eZDtuYYhr2SSUK^l( z`d`JWB=-K%K(pP=4#)Wl@+jT#vasOtotK)l)x9(5wfninsif>&5p?AAG(cp9sMbQy z4!sk~s&x()F>}9yRWay})c6TmiF$op<`E-mDWg9w3=`6OHZxP3toBe*PFLfsy_T%wHC$I1nq+|71fx3o;?_A6m9(ELzar5az7n<#oU|j5#(O0y2Xa72l?U zgj{`77-9V}ruy{(d%uU)-2Obtd|Plt%~y$_9`+RHJnb^92-WAXYZD7g|1}~{(G9M! zDjzncCFa}!_uMgf67P}=aMugnSVykSoA=zww+$M4?-m2W%*sv!x)&dONM{B!j~ zQL7_ac}_Yah1^fMOlK;oH!^B$EOpOO1)p76)EtAD0509Peh>IbiUnKmf{`pJuu!fad#! z^49sY zDiWChW+VeVZ(Y$lht`$)q`~aYzj#m^R~ft&y?IW=a+QG zmch4@i06#qA@=8smwV&2M4D@L?mcf5cYLpay!V@1TXnj-DZ>oCt1{BqI zYgz3;l|mQ@7={Y1{`P=0vx{ZeJTUQq%b^?^gMV zH(K)Rxj53qO8QlqX@h6Lch6~ekT%S4q?9wf;KLCf9N!y<`(mpzl{u5FF$O+?LmJ8> zR!1eZtRj#n5LhgqP9OT|4_2ou`;nq|S8`Rvsolu>a6SfeqB$kJr$rEtK!&nz$+n7S)8z zO+lN1Wl^7>PfZvr+q4CC!+c-b|K&otcMot85alg~h6YXp)f>1^rsFQ+dCDPv7?IV< zOl=&45e1>CIQ{9?RG~4M<4rXiKt7>YN1ZxtFHepLexOMk)<{a;UGe8(g5Tb!Vy55y z{L4mF2aG5hRbwY){2ji43I>ttt}pP5Uw;9KK=mhX<445bX#!kpo5^X#Fc0^p#w1hj z+QO5_#HrLD>E~4Bj6IkURg|*5yLJMn3ANh3&;@*f=-c<9384K%D_Kz)m2aCs?^mdt zcTvmt0r&h$z%x6wxvZD9AYhkyWJHNdo{}S>pO*IPUYl7rJ6M_b@KQ(I0V` zes7Rq$M$%HzL#KgK90?!z`9|E!C!>>%2+AkVYTlnk(vh4R z<)cn4&UAK)aM#@Ik7_AxsG*Vx0gTr=>SeTpga^!>D=He@ z_qNHL3n@2-Dm#E)pya&R+O#=i;1)>u8X0xZU|T`uzHuMx*RK9teC(zTtdWl8+5FFiZT0OlUy0C_+s&nKW-$H@Z0{r`EpL!YFheTREVhBlgP*A9*Ms+ zJWzveOOV!E_af_r+O`2hy4PbBDK92Op;bU(cfiw?^fIzVQ^tZw`Oq1QiqYC#QNgCz zEIKunhg++C*1dd-XQ$C)W4gcx>( zu}r-dt<0}!BRHHcPuq#0xi+R7m~3yJt6L_MoYZ2OE{ zM&J^0o}>*yIqcX`1BUGQ^CG-%bJR^zt46GtrOb6qVHw{=wiaK0v$W?zbf|TzRX}6m#%CSJhgxz@jF#z-l4T`+e0lDG0mO3? z%lNI|^ONYSIl?XaMd}B@ydthPv~w?^JT#>IzWoq@by+BnWeh|nr+>2e`}jTKQQe1! zZ4*DqXV}w zCa6Py`E~A63ImMAx2E;caUm~R`g<#%~U`t0h|nbY@aDjiqSMw6Fo zTgsv|HRN&k_kG{X+@LoC>4?6z;VaNN2uitk+J-xoYnLbgR5lBDSsTy_mQ_S!?lWvV z@Y;3dLhY*v_LG%1=vquR*9uNzM*KoaG{V~`IX&kw-G?jS;xwjz4u(oyq$hGQE}&Ci ziman=87@feCDwRWU0aNETD9Lhnky#Ye}Fe2tt>Y}X%9B*02|cN|8EAU|Em$2|6ymS zlEqUWS}+q6clNzc=9?en_9U(UGg~Jn-1NbZxRR;}5gy{BDS*F$6x`x2K@40O?`Q~I z55uOB{7dI%=Gv2Xof?eMBISP}0W=S5WFIbPoqP1seqa9;qe9cvwD9)> zk`-xpr(#ejQX9&YE&<}JG7zFLzwfAAKkU0b^WZnbDQp@PMCh9x?6hF%4qKR;0NfbC z0cL5-)FD$-!z8R+G_5AxqyIp(PNxfi%7SoQM0W=WgxjpXC?Cb#WY&fjV*6&@#M~n^QZZI0AjnNqL=db?U3ErThi9kwu5`#!JxpU^=flkWXT!$)neGVs~)V6+iGSH9)$$# zPT<#%SUC*YTYT;?A@p&(o$n#?HOpg3LXxE}ZM?IwKH#P0e}P=Soe+t<)Z~)N;zYJf zT)OQ|b-N+54!&OM3c=rVO2sa?v)F$t{gY-!k1okp0%>xMVCJIq8~9x1j+T!NB@@kv zAX0zq=K3Mx7!82!vF$z{_LCE$mwvSsN{ZGZM|qev1Sq?6P5uU;{k+2?4ml;DBfP^# zc!qDNcpDh)Uk=q@k3wqlS-lo4#c48~0XqlG;|pLN>0xB~8C-RicD{ zmN*SmypcH7#d0E6jM>!92nlJ9TQB@71hj7rVrgk@%1Lbs@j}-7-e`j2rjr7L+0_IA zuA$0(otSehg@`BxiWPOI8dSoZ8T2<>72>j2)FJ*kgDm{`ZD5|NO){1KXn zP<7HqXHVHBhmf)jYPjo403F}tgd30c)7-1tA@KBZD$i{69eFp7a_j0pESgPBGfdX@ zrUEZBF=MC%=QW`PsRhViIqmFmCY{|$47Qf33m+w!PCAr@@90Y#- zY`!HS%N_X*?dv1AKv7ybq=cNIUsP+gU#lP^xONrE@}rlWD$D!fl`p+>xl|xq#^qPu zMp;fj%_}C>k8i1;c?36(+Rd+z@|fl9u3|NM6${_*vcH5DP94{j{?*LQ0 z*AJCYo4>POZBuvb3Bh~0efVED7hwO&7@gmYiQlt8<&EOFR3?u7mOc&XR_f?UP%8sJ z@i0B-QtfR}KmccPFc66995DSzPSJi7@eb{ zkTFp0nYc_2`RjxTZ8~85*#DYfKjTS4IYTM4cvJb zXO0f+rP)?_8VX$E*MR`ahU5HF@ITvCG7M{bHV-(cT6Q&nL`#Nx7Uf$QEBwUqLhTT# zZ2;S}Wqr7Pv^Vzp(*IOaLSEgTOs5fGOnw5kMY}UxP_5APr^KeE zd<5Zbg^x$p_Q^o^*Pry)Yp=#P^*skb3cFfCXHYJ17CDb$G8?O_d>;srqkBO)1n zQHKGBzjW|Edm1u;JyraS1N`?ar1_PC8xV4U?>kNjW}yL~{ixFPomSz1MPEwDhsi%` znk8E}E?alv-_M-f5mlqrvEl^culg&OK9(E;4xh{q$_XEsAfn)6Bx*%2;X|Copz-i-HQu~bMLccvbx?HPwAro!0-vSK~~{r zKyY|vBm}NnDmYP+nXJTv>S$G#X!P;@Y=9vK(H<1hp`)+y5&oIu;hCFUiZPF3pEopp zs+P_}Ct=V_r=!H>?FRvG4)s^ATugFi?CevhEcrvYw}XHp{htpFYJ5rkR2l;HHq7oB zT{iB{<1Szn#;i^#e=ZNoZccG~$n_;DiEuZme14)USUTm?f?)&|ZCC!P;kr_j8lq5N z=WtCxz@*9~ui*d^9=rd_>4=&$P`s8#=5M*#UH^ps%KehW<plQ#*m7 z<&+EMB6%osU?PaKttLpY?vum+_uVGG|pj zpM>m#x%N7*uu}P49c=kD-7Tl62_Z&Yxpl3f@Q~y=o5r|J`7c2M4sOml;?eE(sIG#c zRVrHS1B36XaJFQi-_TiHl9dH&n1KbfedI+ScB6)L2A1#9inNp2u)1DTDDmKeu$u7c z@+f)M80~9lV)}v`UHE<_^#gZi(52EvC8cCtBi%YTc~6cuL(X5sKP=*Gzj-jHhylHr zl_rUccjKeIpPoZ~1oARCW8-!eMo)_NuO{?lwU4lhm&Vgu0U7=4qEzUX+C3h~`Dz)^ zZQ?&LjX6_F+E4Y}i%fyQuoaeC!%x>`omE9xX#7U(9W>k3X}3d}H9FpWl)o zlVU}dp{hNf5%OuGqR-qM08$4aDaWY1IINlRlV|nOtufhh26d<4(cil8dBxDdQ;7U?>fixV z_p*sUxAC8479sxUWttJU*7)-fJ~DC7sNTLucbgJqvX_+&-1aNz3BcpT4>t4%mR^V2 zMAxxGZ^U=f`TV@&BtVATYD1=-UaC?9hnfJwgEw!#@;|M~EQTe?3_O{M{a@UD`#aNr z{I_F5kwTF(BbQg=_5nem|eD#}Rle7RATubkd#vq_A))HMo!umhfNCIm$%f{h1`fHcaL-TP?i`7YFIOGKdM=Q=zjKoR z%(-xe@SmJhCjwD6PbWTxgb6EsU0f2BNFAeAhtj*kU+S*T>zRi0XjGt)b-lf{JP36a7jtm9V5xj=5PLr~VB600Nk*533A>@n==+Jljx0M6!N z5hz>Ko8X;Q{#yv$Kc9QW$(OfO-DC;`U9LVr!0l24DnB&m)na-wl;GN_RaAe z`+3;plr4~_Qmub7MQt>}&P}*4`4HvqBa;G5a1m$dga>?6UwMsHzlHR1q?CX8VxFAZ z$e+AaBJuoY1mdpofGYnZd)Qkh!68#@*=Y*3pe(T~5R$8(jlN zVY#sI-D3huh#x48N-fEY)V|Xrd$-Z9+OjGPv8Ihg?CK2YEQovKAP`ob-}rKUkJ)&_ z)Vs{lY#F7*FgHDyGEGF;eS9yR;_ySusu=(PsTr>_>0~s?U-+84genfY+xjYt?}5`~DA`NZ;{FnvIoaP-id4lDFtlWkSFwIuVUX-BebG-Hut;wrdfK@VK@ zg6t<&DmhaBI9WBT%~4#bLaF4DMuU9U!6_J_P#Bp9o|}{n?kcN=!u*wC?bRrauc*}G zM?9}avoBPT*`ct8zQhZ2m6>+STf*{M)~vut7?<1a(5o zT#MI8Uh|Fm-oCDl9INeD@zk^BcJ|Mr9hp^w{hj;q+SrDifwY5zJRw9eM6coeO8Jmp z<^33A8)pOxQxvlrCb{bJ+H(Z96z{fvyaJInw+1h7CN4E%oN@f0*-}kORwzT3}Df=6SKar zK5lhq*}iL2;fE#H-RIRyU5 z@VWfGTFLc3s9}p}cNT%nxXSOKGWLG;YoAx5IfSQMtPkZj&3v0*=GBY9>?%mkHGl6~ z61}Bv(p7HwI)ALvC0`(;qW5Lj!hA&wXXG{K#9TWh#s8)E9^XD`&13lRF!SSPxCuN< zS{O^c#5l!(co*L4@ySQ(L6y_}S8~(d8Gdhb*L;fqOlo>MH{Z#rd|w8$YVK@H;nGSl z7hwMR3=yAl5~lE%&*@Lx?A)o=eTR3C-=BH8$AIKPI)Ga~R$aSu*RJfzSx4za#^n^Z z_g{$^0arjsc=fdH6V~6@^oR?w`d5R)`C|?;8O(Wz!6riZ#p0khviVHXw>{a)9^>E` z;Z17ZMGaRpm$KkvMLBU(;`OaCBK_+{`>K`TP%8AqYbMwNVW^)oSUX|j8l%*Dlm2T; zN~h-{a#9|M=kD(nX4(bl1AvB5G#S0``Bo!I%kBXwVq#AJW-H68bR z8}?<2AOtKwJb0PBDU`YF^|ZzO+jnnA2?4$KAOy1AAnpxuxXoWYg{Y-$F2dBrUK`6^ z3)MA=65b`B)|t5XidnrwD7>E4Bf!mW=4$ZSIbLu2;S|dR1MXTon$Wb#os1=Xd5Y|m ziUAj@)!<&An8}-uPZ`s7AM&=s+@W3PCRJF#c{)+eG&B~eYkfV#n*03*{Wxt~27Q}z073`+hq&{AjrGeULWqY> zLE|9U)B&6=U83&j%y48D67E6$OT!s|r9iwsd9xJ{23`Kve?l!L-5)&5j?)$&W=IL zRnYzXO%XR^jwUxN#9H<0{;3`NB3SCaI+&A z)UU4MtIAS!*;{1aHfeiS8$Hmt*;I85y>C); zEfd+)b|~u+QgINA{0%p*0WPH{^_QlO@0BfkUwJ*7pmftyATd1|ciH@V zKFN6zztDnQ#piu-1xS!Os(T|&`P%Sxb5?SgOsh#9?vs4{ML*E@D6nkahdn~|>&f@9 z>65ToE$gC0hijF4>t{@^{mON_X+rQId3abIt^_+E%`9zd0&VTW-i2zXU10L#_F+zI z+en&gV1_i7YrA<>lyVa)VUNP9M((uSjAToVuL4;8{MG$~BZucN-U3Kr-5vC&VBA4< zkoaWzy36nn$L~BOE*h{_)CsRcPxNg-BbC_~Mje9)B|gHJBy8a}t3l3IPIk9M&#}E8 zUEDG1>>uA@PHJOk>btUQ`Q%vI;|QUU%lh~+?o)(UQXn9@2f11PUX2(wx+urbP#Vfs zs>FHaf^b8FF9!>rj0ilIy2fwS2c$jF6oH}v!b*Ypl~mR8gJrYS$n$otueZg^>u=|3eu3V3g58d^AH+ z$Rj`l@{x2sP|gx}-v_m~VEp!r%$46Ze3Ol3fuaZSvfqatLJN^%uL$kR`h*-BiWK>~ zOPBnr4uFvgXtyv_yEVgVf;=|MG0$7Hs?b67HOhovp}{i9B(JeMwzq%IG0NhpQr5c| zN-dE%8J094@kK=E{aNw-eIyXsVcN}^9!Y4hv$VL^o{+q{HYb`>wqiYG6gT&f8)(yR;a8g|)w-IS0|lKLmBp3ppI&V& z;t)hy2T9qy;ziaAwenK!FwDkhP@wVHpVqsd>TdPt-2hHx1#@c+9c&8DNJLKzue++Z2yj~;*(m>4Pfr#PBsYw6mNG^K$jFQ&@= z&T_!TJbRy16Q749kAaJC^CiRzJPkM0npyVL4xg1QhBBpD>LD_PTN3|u{pJ)t`+6KK zf~;!}Jl+Hij;9z-INlCav0(aUt79dXTwi6%Or518U1etkl&?zf4oj%xa`nD@n%bi$ z2TrPYB(CQ-CimU9?{CThs@Inx`dp^^FxE8EKG%t%Tz~j0AXoKiw|DN|)w0 zzW4y#ICdI_p<8kr-D27CWEpPSxQ6qG>ElnL={&5eOg`zex$rd%fj0OZH8o2#q`Q*F z`5Ji=48&hfFumW0e2jCTRshPN;b&*mnUig;^|{ks&+GiWnhzj_yBlWSo7#(lvKQe6 z6w9?n3;*|CRyph5gNI>TJw{hadH0gwwav?fbpe|C>i5LOxrRQ?meNxIuT>0q&`UW} zY>^c3d#Szfp+vM}>rG0C$zdqxwasRmL~VVF*0r37{+!>Tlx~F3?Nrf+$YjoAF<=y* zDkbF~cD_`0sDwv_iq@%9drcfY-5KaWrQ|3Vp@|NoyjNi#vapwCbWqwcu=c}d`BL~V z9gsquHDr6P%r;06P}42~2nzN8QxnMlhN0!Z@tT7Xosk#{c{ol+WAwW3 zUg^)+p`k`t8&Go*)tv<#!Ve)&KS{^q%@yjLzD}pLj-D?Tg4?)|YU7;iAagGjqq~k=m@Q$ztfQK_gaMXV;e!>-d0>JD; z&@Lpl8bCf1d{{(sPC&YVdxC@^*W%Nf)rcv8s_Ee(kp==E!J`0q@b}C}QbIH3e>jT1 zY;#CRNwEb$5d_nKnj^oK7nlPVo|duRwH%ROR?9 z0N6s=z9J13tFsgZ`-Vo*0=K4FsP5tW>mOW_iG^~obj|(GfLOL^dUMF~JQONB?S#PA z4+23{NBFszzj;{m@Dd)T#eEEDlD5^gG!=63<_x2hSBTN-P6VyJzt=&HF!0h)8ZYW~ zvP{l^c1jsJs|W_ofXV=|@DUoIUT_-iIry7c?JcPg2%4i?wEsL6CbT)T-sjc$xiK(s zhfIaeMni3<>Qi6&@t6RlCvf!JI{Bqh`-o2xkbH%J@BlkNqHY9X-D@;8R_W=JDw{jS zR(HQ`Z~G3SzOu3?uiNfjDA!i*WQr#-T?qID^LUOfxMvVk9PL$GCzQ(`^g|)ykKs3} zYJZQ-NM$|A-&GdKFHN;zeeBNGg5>RrIwK5tT!i;P(S%RKlbmxWu$=mducI!*@AD5F z=ktG)E4z;FLm~dlbmv(B(WF=H!>c}^9d~xuwtgGo0L#flhq5m=|8iek+Ql2VQ2z2jIwJC{$2fwdzt}xdr7`jVXuhlIMQ=l`k&Ql?0;T$1|Sytdm>Vm&P2no|DgZZKv69X^P|&Tm+9A&Lp-YFJxfnz7}KuS z(~|c_{Yq?{J3waJHu1v|Dtq)PY#N{>C0mK8INd6^h%0-MFuEyVPbP^43%`46QZ=~} z=Gd_@mTRr4RQbd@5vQd{G~|^m;@s(Y@3H!f>*tbh4sQ8taGmSRERzEy7l18mBMuYl zB)F#Kr#_2Odv#-&(lr_m{y=M1dZyn6JycOalamYuhWJeGv1ru&(~=~WEpip4{AQPK zWhA+K0bnrj(h6YKexEh_JmMoO6bhKV>^e8c(6wqX5D8XiE5z_!W@HEM-$cnX>p?xgOf9~m-@=##9Ln!yZ?Q^h4CnbpCq5Y39#mSSu0=_9 z|2@lPmS217i$L5B-ekS}R0M!h2$#B4?*&bMt*V_dbaA)qq&SULQ2l{7mL8e&ni=QU z#w`?wEW3?u;muW_Mvf&S)-iUWdmyO25)Nl=cjrwQ$|nJz7apc7KKd4V{@=4*$A5!0 z(C1NJ;r-D4vi-ev169kxv+c>2Mi~o>9UH*?#Hp)ldzkL0G!VV@7*!QiSQb+5AtGTg z;XEu4mBj)?aS^tSNgGIQFIe>e{=r3+%fVUT_z;jeK-Or2Mh2%&!XHF&Hr0hx%TVG# z-+MD_iarTqHb3*dmTGD`XVSJE=;L+k$4iZMEoqM(+XD~v)Ia9+Y;_|0nnrH`!Q|S& zqD*Cvn%Pn zf(F)CplrbB+9q#Nc&} zt4DdXn_e`HXi0xrmEuCcbfXGwr}mWBn>BOkmu?!E%R!O9}LaB+xduFrjDZBzpkPUy?WNMBdwx!oX0~<4cco9 zFgio2y@Ohsc2C>P#GcmWm;2P2@z+&cacmMQs#9t3RERtbee|oKf?x-*(Oy)iwLY@% z>zq$^Atf>Nd&@NRP8dhubl8_~U?)4{v368O*Q068*o%`4URKY8bb8pSAk6HKuTNfC zmqLUXONS12D-D;@Uj~B}kI@At#UBzmGfK{0nBC7<%#RIg(PzkrNcAW9`nolW);o;D$ACAnj8%KN1 zBlLVU-|aQr>u7tI{PD-2V;h#~@}1V~-?!~mzKA@TL3EV8&p$kpUiv7O%O4RuApPeq z6EJ{<71I8r^8puC)YA@7Mp@a{bY`XOvj*R-N#74$b>pBTU*KdaQ9Bg+8Qs0qm+|X{ zQ18gPuN5X~_7uV$@^K@8W05KD6795BQ^t7NGWrK3?0%p2qZTiPF1h5eFVlt>JAPo~ zwG8}{OLLCs$~)=hxPz*a=sad!AH8RmG_m>PE(F6;J;b34SM@n3=d!IhdCP2oPo8Bp zXBB*F8XL|%W&7~~3X<$|-B6clkGZB>%$#_`5u)3n%1hqGwBdIXU)osbR-4Pb*u|7` z-^={^xZO01BH1w-t#}9u)aUSJnzH_4KSr|oRQWE)ROo_s6*psW(2(PQbT5w&dGdAr z$oI8MB91BgVw~@)EBsbZV$Trlz%xiXrn)#XK+oM6Fx} z;6^YK2&33b{c^=ly%7Z=d3Aa?jfth(4Mn5^!^?qUwVu^yV)Jo)MFc%k>n)>cyKjpD z+n_w;{1_hHGL!gd0W(bty)O^*@qFWcJ3;>Pu*kH&{$H7>?#r_hS*9JlyV(P_e=3GJ z$pXsGY{BaL+HT@~nww;{bMt3hgf^WVvuN}7>XrFENi`36bg$%5%U}4GgSiCeV>C14 zeX=+1{VG(iG%>rK*@UoU_%e%EUMM$c@5jo|XzeE z^x}gTM)M2{*w)IB(UDh*R_A^8$nwk8?-vzRJcygMmL+0{Ulg*H#KyOhma%d(Sr5Hg zZubG^6-MN`$zPx;G%-fDaJ8Bq)LNUyJRrP`eC$;_pLT;P#d?^ht0oBXW(0~R zI;wq|m!(SGdhchJ4|Rro27a{buwB#|g7b2RJT-MHqm$}#$qRytk=yEIg967IwVH+q zm8(_Rnhya0;}1@t;w8T`cUH_n?t?n}-e(F(xEZYZXvO||h48O^LRR@3v~lr>Rcdyv zt@$+rKNnlvlx)G%W%>skGoW8#i-5+p%_?Gw^Fj+e9}=Lpbzd(|!{)eP1gRj-;XTGOFaTO6O&y<9n!N75PEud%wmulY?F z9Jy1RU+1Kpg1%#I@9bR#*%Z^XOx#MU$}kqW@0z)!d}^)B?C+W^3NQt1>5IrQpIkl< z^C^G2(OB-?P-s|ZDL|+)k2>ufUrrJduFr8WUx4RW%62R`vWp()C+pR%V^!&w% zZ=KbqqK4UZsK@#I)FGSvFAv{fQ?7}I2H5}67u&%r20sW4l~23phx#+4QaW|P&Qj^F z7v0P|Nk+PO8=MEsE2v_qSK6n%&DJ0#2z9TeKY8H05;3K9 zUj6QFwFevKqb6NghRGF*9Utf~&$21LAx~TJworEwr(1e9s=d!1^r?2CLf-QFcnY`n zC40dvACy+dS6`!v4XiO@al#rU zjiFv`4|8!FQj@n|3HLlspzVa8znCB3$Gdp|q#k#)DN0!BxLc26VuajS9$0=``uMcO z4cJ{+uw{_M3`eIJnHkH`fHQ5)(mW@;{vL=&Q)7)%py|P?FW1Y3k?_tY7Gt{XAt%$! zVb+I}VBXaqHv<|5k>9v|_K2v|A$H+RrE>Y0mbj{)g7+4S7HGt?a>jyc!^BUpI*OK8 z^;0Ci`cCl!FQzQydgIsyU_}!mX%IxgwinfwXy`fo(=G9LzOr*xqMgx>*(M;5Z!h5; zoaUXDH>V!myNCn*G?;3bcADT$Jb#~&{Go#`8qt95sqa2hn9(4Vp%rGA>>G(|_{i+$ z&?TX9)x`ntA*{dEqLX5JLR#BO`?Xrjeb8Fb98&Ls8;Bc#lMJpxFVAVqC~$|3Ad{6R zJoCyF3EBU<~F-|{J5DBIEILlD)nNd2+Eq}H|7A+4`}g|veSsF@elEU+`s9e$c2GU z>g~W<;SK0So^*yd+`VW>_TT2eNthn>az3tf(~WgtYT_7*2^1EfA)<{x7m^QLzo|Uc zd=CT@kmI%PRmHCXbs2_V<2?m@0-&wjIs*5D2=@&&L+>3d{6`mZ#faUctbgo=q3jxe ztWDq%{;*=u@~K9%^icQ140R#H@I(`yyvEqKw|LqHM52opsl?gX+HacOk9tBNA*RyP zJZ_I4dYk3Deh&nuzX6aq|4(88 z@u4R0`7H-VrJCqJwY!Pjd8tfu)ry8XWjV{p`pVPrN#xoYA33IQ9=%eFxY{NA)Hkcy zXRBDR1dFr!3(f#WU$C&%ha+Mq_%pENF)ov?r@}c zx5lp&GmXo3zMWODC1hYcs+;e^z$!rth%WhQ8>D#|v_f-pzaA2&Eb9A*fIy&yig%+f zi`y~QtNl1W_X^8w9=SKjo9|%Bof9|}ILQwT88{@}>+Y_}(jIaIeyU}?r#>2Ydvf`k z&Bi{pzZD7LsKxf$R`>8J&X0=Q8PMH$=jXci;A2)`ZU5;d0J9KM3cG8fT^S8qM><5Y zR<;|(SZm@C9TZ@fmDJ`TCuppYQgvzvWZ4DjLoa7dlVZ1t7n`j0L+S0n#gUV0vU3TWth zb%%qbhRd|>iv*7O%o_4PRpsvOlRFxxfy2z07`?<1q(En4#SBKFR5r zr>Z>f-!`sV?Vt~P<9}a{g$2OBXNS=5TDd30TNQu6#vsx;C11@@i~RXO0@|P|yymtWD zK2)#t)9$|+d3p&6>~Wka;iBYu;|>rWai~3HUoz>8NleJvM;df!{s~pbnNT~mGzOcc ztlHjB_47^|vj-l_W1D%t9`CCQ=IHkZM1F5+;-`>Nu~$Ld z0H$7cyP=nvNq?WvDqbSl2+^TLIW`$|GNN##`J|o%t4uneYJ0x>|Dhg||5X|OcJ%*_ z3jy}u#5{+dW$c4WM6Ez92EPMDI(@qEIUN9eGNl+f5snAbP`FTkl3FkS-#WwUqI9sz(X3T?GUuJ;Up2N@Xy z0R1n5S2UV3!*fyp;*MP4hlBI6mKuJy!UqhHr)IPv=q4CpuP``Lzt!OeGMg&_|D|o6 z6;wv55aaYf?*b1F;DkWp=7;&|Lj7aN@2OTHwf@PKY^@(LyTE-uH=Tb?@L_VZwIkwl zc67fDfabMb0bc(BsVvmRIDuL}Pyn&;fiV0z`nl~s*6}RU97%DtX#e=gPpFtFb`3II zpy}%9{Bw~CLsP&#^fpM8iW=!J3pMH@2#Kdax0SK(OyL>8i18p%k4X@l`U!w5b46_Y z_>YbVM7vaoTfFEGB*V>nI9gD#1H$g0MPVOqdP5|d;$bWCwxl!C&g56l0WF>i@Aa|s z1Pe7RWozu_Lc;(MUX{GKPut%d7)Z^+jO-IXf@DY~s^VEB4^%usqc3T$LI4=GxX2Sy zx>auW610?zd(%5-;n}nBv*%5iTYJx)|96uUs$G~@R>K(_?(6wN+11_m? zqUtXu9y7C;0dwe}*NRMthC+-oV=9ZF5tH;lgUzDHGfBZn9{L($zrZU-=U+6F%l!wc zN6mu`zB*x~kQb%lz8!U0~B z=O{c#3G%4I#|r>F>h_4peAV_eI`;kbbBl4tnx|7ul7jwT;m3U*1=d0)wsB{>Txj6+ z6%U7l!{u8Ug37gg+@N)&Q|a@l^=4VGS|dD>bQJNuL#Qy%4k-P>IzGg4BZjTzL$vIV zd~gmZg6KPZEpEX;WV`pdwS4izCvd%jvq~h?lPLYOTOUF5CQV&~6p}*`2 zwK$x+vWZ{Iy&}kkpy$lr`P5 zF-f6BefmV`PX^?orhcdcebfc8L9#Jfo> zjSdpK{^HbV^G(vxR+|p6SwYgc2IyR)b^FPU(5+tkm`KtD+^MZggsR;~H6?9AjGXL1 z4fTQF`jW^w+hK&3h2n?j=sIq*O57*9qQ!cT>x_}1&` zFl;33XAip+UYE2zP}Q5>4S8RS+Io3eAac0znS`U1P$qEjUZU0klk}*h&B{3k$gQ4v z8dqbj?`v%c*n;b5lJhe$4x?dH*(Qv!ry64kS3AzE#%aHG|9KjIR{dYA+`Y3H*VNkH zkF-DxNpAPk(SI#fX(&-sn)REPsW zjjJ#b9%V0%=E7eNirWMxJrvvB6Pq(LZN|^hC5;1~n;wUtUGVd}5)KVF$^d*0x(fKh|>I~$j=I;JIsEQ@nZd;KPBnswU;Wx zym(A6e!N5I|NA4r(Pa&W?y`CO*Qg`SBmksc(bb+Zo%l`-eFD`ULkhetdk|Ke9=pdw zDg_>Wn??wrJs_Gg{^12}k#z1L*Rkxey`Ea6@J=`fEl=W{3Z<{tnp~p~yuttdB~xZQg>wx|UKlAcajO;m z0{pSQlWQ}!uZ&YG6_K2C`;=~$j%nBG{OS~x3x)wzQ|oUMc{cP~1F7qBvoIXl(v?uX z>1h3C36n(bpIy_voX}2_GQGT9X%kx|`!?LU_%D;Wm8tmYtJn#NoUXSWinZ=0M874y zU|;C@uFgYJH`LZ}YKbO{{ga`k{Owow@VBa4rq*w7{m_Q3t_jcLw(>5>emO+BU-<#! zSAMF0o}*>V&u_3OjjCOOtGG3^WSmgb$N~B=DYDl3et2o2ZO9iydj)Og7uTZ>(DGKyPc1J?mRTCcR`yr1jK1O*bI|>U&`H?s#FF&CsoweL z4gc)f-q34!#Q)-%*xyC{lYadCU$zT(->GYYW(m-Dh2JYvRjlLE4tGyABn2DJGquh{ z44I3(Vwb*XqMUtYde&TL1vt6TsU1+EdEMqqvQ>higGqOVZdEGhCy+bnLXTn7#A&N% zJOY^kO1qIL{mQ{XiTtd`*=iHXuWy%IZy39?kU9^&edW$eS=t$+IkaI4X~DPr1pw{3eHc zhZ1Vf=wY8{XfY|8ysx?9OMra#Fc7wEW?|RJ6{% zUYK7U0#1@rr{LwA7FGS&K7%>)p$SpV#kB~b!EEF7pyqiB-{v#yn;L2{duel`z3RB! zEAS32ljWtR#>(T$lPRsU!h$W~eDXu7Hk9jqCATlvX0H4~vq7z47yYulg*;4lyR1PL zMb5ulwNR=_Yy#1Ori-t~5gpicu%6&YmUy3MZx+N}WLb%87d}0xvWS3|bhP45=nmeQ zNqnv>aNtpX!*;heL#M#%a=MFAeNo4$9boVL5mobO%8gzB*jScEvXsRIGk!FaS@$TC zenhERT-Q3s$AI2KMkvSkt~)E7H<$x-YYP%*OJ64r9bF<<%gsO zlN4Mq;s^#Y*sZyHyXv4($dk%~bLn^CCV|WH^PhX`b||fX{!EKd%8OS<{)Uho^GCIA z*(9SbOUhYWe%3l7W*FQI9r}AQ4c=d0Duy*0Re_3mD#^)vFcZH}0;lMXMWfN=X z&(MuQ`f0E0>t0(WAnVGgLyimH=@tf3$t>B`rSq34+WEY^l+*IbC7)Gcg~d7CbIlt+ z9@7l6Zpx` zg~v)>Ky03bUd7B`l|J<*et=Db6-o%}#KYxRpI9ssdc^ zBUR29cCn5=sI>DplgdFosGz^E zOXmTk)zSL*K$vc22`{+G;>RI1YX4s%kAaGV*A?r8xO=|gp+nzdBzFT?$h4_eV@_`% z9yvsmZ<*EzTE|)u842TG1Nc5A@Gd3IjB%1_2U|aM1$`u(3wQSjf|&)MYag-K6kMyc zZm2z0h?}9rM3PV4m>vxokvmCUc53$VmC>fsHJa14vOf%G?x`3~D0~nyBC}tGmmP&Y z+%>qT&A;QZ6IKG=eK{V6H~{1+x}P6stC%L%7TlElDHHKKwZ7?G4q#Bzq4Q}2peDl5 z_NIA!iUO~p?NG?bA)Ewjo^<>2*UW<%IQz66(4yVA`gUqcUe?J9*ckhIrivMgBsLls znJZg8yneGNeubZtx9LB+`!|!p6$ciDkw`{&&>tF<$9ZnfP5;+0r$0E#)=Nd#>h0rR z-`zbIvHNwSb`#Sp>jmNxW*i#MwS?xKAJuABYvR7cy3ekMVt6(8>LuQ#1SnXKk&|mU z*M+XPNz!Dgx-Sm*^nFRUYZ6K|FQ_ZCoSItaA_Ij%Uu$lW!fdN z;Jck+U&{I8-6>}cE3Hd|_>brqv_^XT92lgQ{y)ul?xn@vuwQBl2&UgS-#5F*k19xsBcQZxP z4YfHrW5!_La9N#L)hXp0l2f0a-t!2Eo;+hri)>K9JbJipU09gqvnTa1mbcI;?JmEG zt%-F>8KLR6YT)kScXpAP;n&MVzyijC)E(YjvYoz1jt*P1MHY<^NO!w+&eF-&+`w)4 z`ETBM##j}icY%Dc$$ed^?CkYhDAk|^!Hc|1kY4A0ht>T}8aCV zzAiP|AOba>$stskbbxX;1%ixkM3l6N8a8NbP6McD>er!S@yj7ckpeIMtvn_b$K{ZtdH;s^p#n+}DXAHGY~Te*a1R?|jtlrX=Tlk;TcO zxpgw2djjpE{e4)_XQ%tz)OB?W3Ty1%S-s05m`Dtd(cAhu;Xi95cWHC$TH6EdH+bsg zLk*Tr4vK%?eZhE_1q*gpGeIFk?g?ZAO4!*Jc?!o&MEik__*GT$mfp8yT#Q$AoOlNp!#oz zy(J{_GmjYoAx@}ad&{cK#wep%ik6nmMj@fh`nbNxmIW$WQA0mk=#d)#p_!>+W_3-A zC^*5&ed(X7`%nm^{XV~d!8{oK*as9?V1aYfe><%FwUd${Zz(RO?z18iL5JIzbj@Fl zGwO-h9Y87JXk4!-$1v^U2_?l8>5R0$UrSdv{%M^ZmNh^@w)zse-?z_0jnZs$46;#Y z>nl&_G#y*wLtq0@Q)#mjc3fSr>jNsc`&fUW49rbd6xfiE-{OeErSb z?1XPwNi$o@=78yJTXuBJ?VNAa`n16LH_8%5Q{r0J{V@S4;j-!CUu;jJbzbaSu=bd|R`bu-ajR6L4B5eQLf6LyNflOL z%ws3Z3#yt@BtqYEKW^i@`bEMjc~FtPCM_OAqMT|b{m2hBDNcX!zHdyjd^Ykhs7gG~ z;K}%Tk6&n^yp$P@UuSndCsEC^Bpz>^->jk10k`aizW=6tdzRyuQveSF8Oo25AIa5& zXX9zWmpqgCIq2FlLl(VZ=C&GnU#jt$MGsFiu#ca8{0AOt@x`B^VS6{lDj~uop<=P` z2f>*i_3NVztahpLQKuJmH;XHMr1{|;Bb7>_h9hxR!G|SpD}Ffs`7<~ivC;!Sih-8s z4)X>-X@aKFu*QhjidWfnv_Ak?w}7AL$2Z#j#YWVP)7we8e&XDchiqZ#N4|I!1xR5o zcXMOjOW?i7!HF<*>y?uz|MV~ddT!FbyLhbH>lBjNe7F2-3_VR~W~klqqf}N#q0$}x z9Q++1Yo_kPCm@lj*dEzP{YiI21Mhy+2dME*(LfOM{|@N;|5ktZ{~g@iQ1w=3l`Fzg*T~ z;uNj#T>q^1;miBPtp4Ah;2%J{ApAUh1O?>jTiKR?r~YO8o35g6iYK{sT9Lt^DdHAM z$lcA`Oh_w?2aP%XK#m$$2FeQH+TH&4BD=61+S}c&b(NqGM9;h$B07LWFsfFnl;iyN z$=^ld>31RhYRAIWdj2A+4XooffCA0`Xe+~7cncLjv{IZI4aCR?qRBL>IUo~q*jq;$ zxj}o-2Y&(K>lz3t^ivnfbF$iS{B<6(CpC2-<7b$=a0K!Qpts5pM_XN4ClO^k$;(3_oR`|Wi5~zN$dA`M#mxO0vBqbLlQ`oqMtyE0i2`8L;!M_M`j$t z;1I{?-rWHpRv4d@Lk+}?Uj=k0O)`KOfQE6|AWAvOhcKrs8~X|qff&0V#{9j}i`aca zx%E5Y6=L=t2(%HgN`ZFq;oA64Arlza1ZOm%i;)ZnX^C4)bYFmNA&qEASj7ciUCbf@ z!7?YSh-fQ)1ZaGOF0~yX z#IputmIiJ%6;6fjELO=qAn+|SmXWyiY2}3a9`fS`V`HA9V;Y=9t6ccGxG)p*PlFJV z83b8z>PwiTb{zEMqJr=ZbnlIvY~!Ojg=ZFb0eI6D_%5ntYWT?fexVnNlzlhE0`L}a zB1se|bZ&FKhC7IOF$n}G4losQm@F^gR5?Ybzt^nmWFPhmM#kKElOPWWP?Zgd{-cJTx3izIP-#CfWEi${6= zpPtiZx#Tv^>7iveI=mfC^iQZdKwN)}}Cr zK<_-D4o^3`e^%hqh>+HCIB;pPkbxUz#$88}a#s6LqpSgpu&ydDdO2NrF`QulfjxGa zLyKyvg?%(Q;{r#zRwTD1o--WbP-h0>U7p$1G(e`l+?_N+ZW1M|c|FUF;nT-7{LInO zBTsWWjBOSjk0fYi-5I!?$cq~QFHTTjvS{H6^}^r@-xASi@r5-=>7y$|0IVM|B`UT? zEnIxqF~)q`>!klw_!-*#DV;;(5O!t|u?F34;ExQ?N|9)$&|r*Y4{BhvmX!`ed}Hn& z40xk}vqPIYGmLSK>7P05Is@1$$rIYekJ!{MQ-Z06U#RX!7DaLqq~hhLKrCVib8NF^ zbfebKTK7T+2LaIZ9x?8#RbQnC8OrYdGiO^jd1<=v#$avZLseYu=Tejra|Cldtoe}W z1G+#WD6I*zYJ2RuJ-F2Sf!~NU+3#_z+I^h<$qRYT%#@!7eR$6KGr>1c+$@wtx&XsV zE)ZRpsX#!Db&MAX$aXA#bT(3=M%=!LlSoBBXA1$_%H06sLA@Fsg5>X;;}JDIDpQFY%9Wz;SJN1SbbvC3ttB`Y29;%@6?zoVhEM7Nd@F9xNry|Ge=7jEn!1(u z1t5MA(OV7w0&TV!(cz2QIOb>`q9d^n+F8~K=+w7j>poeA_w{Zq15kJm|0O^m?=?4E zIsw7ECLdCon@){RAmdu$n{A#*!9X-8#F+}9;auB(ug+iPCQcLcsCBn&7?a4IfWxiM zqBnG_+=!7IP)=y~TJ&_R&VA#XM)msiKGW*r^Fi!~SKzyVO8BT*g=hs~8QMZGUUc&~ z$yqCE4cv>@ze${zZ2gN<`j4(r91+@R=+ka0-f1FdUWyeQLGKRXRnQ%4(d@2}V2rY-*z z##oo6mOTb{<{5DB+%p_x&wVSTprzXn+VFEpoSE=)*cbnnv@g7}N9lG5)%Y}-f*%AZ zgm|h^9UamCLw0Sg{V-cf!bj#lJL4NtsMZl2*kuRkF z(Pg}lTf4bTi+<(et!q(kT;a`Y8JGD|fY6&~-jAk(!AXZz{&PT0E7wf7=o;@Q&K_pnAy&AIH4^=!R5B&l|%hMac$3y(`$MBUU=ee&|GuD#|jrOESO z8VN9;_T!}J9`)$#eAZWO1TN?&l?_)o#tq(ie0$NW!F0RCKuIp<-8gIhj%{L-Azc!e z>O?fsaHs)>ZPoQ{v~-i+7l>ZSifLb)m`SH$0hC`u0~*y?8t3REy)ICV5Dcy+l|xKz z6i~4byhsv4fIcGV1OL!c%M-YX8ThwVGWr*q;+v#zaCN=Bq;eXp+#-9PtG=q}RMeF> z0YUnRz@7?wpL@24Oejx))lF3#tDHTMc8(+fgVNt3cXIpd*~-`_wdt?T0J6)en3KG% zwJQ+FHr8_?#a#W*ODDl68j3LPju7~;&Bz849MOw4xg)C;fiA2VFOSR%Gj^XSoASL~ z6paqN;OVbCN%t#s|A6RMZpeD^DdVv{VhL^PQ}3`VVxMS9Xhee+CVm~MkW)BnTXdw;Y2$AAAuTSZZ7lppJJU&gVzxI7!IsxgO8^<8~X* zU3aYA^wj6nSFaqZ&oX_4dv!QNpWA-o6SsagWRUry;$zBE$Whps zUtinPi5aSyfzbGr2d}W1M#|JLV5aIxDIBbG54qJ2T8s6s#6D~eOv~iD;=KcgpwAy` zkMAR=qU2foP!xE9+HxG{v20T?8-rD}75fH6B9wS!e6Hxbd2oS;Sz{M{D-=I%u8aAV{9`Ug***<@ZWun}P| zvf$v(TC#S~Zy{Ja;lfko${(7OV&Q7Zg|XbV*f&*rB!z#saB2zI=L0u1#c{Z;O537) zInOH4FE5$fWlRRIE`4)c!L#@bqN?kp70zU+T=zk%JME%D-nQJDAuKGU-e<(7S;?1V z`R@$4UVi87kqeS+wT=%hCT@(ZBcNKD^U549J0>(v#22bLEag$+0X&Uo9F+=KYJfJ> z16d8yi+PylTELpG_Ue&56p5n{41QrX`~)1kVtLvCpYcN{ge z?1dbEF8kbRpT<4He%giHHgKU$RvRbm4lXIYn@XjT?57e#@SKDrf8tI$<@hdgNHf`S z*3|@ie0Yi%4v>OYS!6!CMbp?w3~WO!?H@54&y{OgPF4IRiBay5?UiXK{KLV&irwv# z=$FKi$`lxIOZFh}QU#_8H*5dPyg+fDe>_evBSf#Gr>`D_+&_*+38`J)zZ&uih{~L+ zO1CB7x%zOVtmlTB?pT@h1@^=0yV?&mf)XFlB-=OQC?DWjyRE5Nk=uazIm0;77((n- zE5CdHfJu__Jf;7Gau*wY+XkW!*!C>?-Xb}|)~14;0ej8u1`IC`5H8I`Q4!KMll7Fp ztpFpf)y<_^pS{8$^I5s_#)IVph_G)+^$&A9V+80$dkI zhkN50N#V~)ac)W8Pi}GX=o6WJ^tbcih^~=mw^SX)mvWiYXY0SdZ@H*_+obW$G-|%3 z_A>@-0-rmvCb?Ar_p{A4e=w?oFM>}qH$AH=at5w1wLEdxQhp~S{!<`An*hRWd{2DQ ziMXZ{vnfx}B|E954KE;~E;0ZWj8p6ZxrgqoJ6uAlH+<7ouf)0BYQN};sJ?z#{Xe)N z0?5Yn@Ky_-ZZwDRfm12rLV38VwZ$C~68?KQ=`E*A8f zDb8#^Co)$^nF_b$(;{m5tyoyo9zBgNF*+HgfgYGwEui7j*q?;^3EX=4uOGYToP zep;z!U5)a-X{ZkYq0}N!ku+Li*~e`k-#zwNcP~~b4NbVXUJ|J=i{YhLz=?Lhbr6qU zTk1E{a`i)>|K1+MzEi|#f^oiXeQk7@U2cPmbA?l zn4CLPsb#pvCK*^fXm=mzG--ak#afRZh{8)D04(TsehSzUs~-hc`=q7xWhw;dvz#hd=}QRj#S*T<+_^4yi_o9XMCP{KhBd z42z~Q#ET@p*Ypy#6|(iK3>=(Kk@4{4rUN zokW#nQog>CHGlgx;_ZUzNc+9^-g6dA%ezM3YxkWw=r&mn3U{QshNfA`f>jjtXUC~q zQ)%f%f{hr(^4uh?d}UNlW`2S_&9TbL&hJmRO_yEAA4gF#;7!wz@kLwor!8zP9kF5R zV_s2%V2OvB!S~Drz85nzM$J*1JrtxNlF-}t1?=oY6xg3@{K<(?4jwqx>Vu;IF>F`ROf%Ic)iciAU_A`UmsqWy{ zCK2Yq#t#zM<5rSw;Cf%BNTL)(u>3b+(tS%?T&NDUv=H0gI-5Ci06)Ne$^!eIDVt0a z$am{2-M?%1PCQg-p!+o;riR@OZ)~JJXCTL@UYnR`;{9|PEQc6oE?E8k{ug|rD1rF4 z4z;pAx)n!gYv5~Z?EIX-F?|ci-;92oa`NLh{3^}2!kTg_0PDkuRKHWbki@vP`e|D;@_foP~Ot{Mb zD^!~(1e9c=QHYb&-RG~m+J?L|L!azDg}-}8B7PClI5OS!^bV3q9`4&I{vBM<;bBTn zr7SMIX>NsDBgLQvYl4{zrHHf6O=g{|9R1|Lkl0H@!rt^~I7*KF)0t#S?vHJH$WHC)^<^Hb~I+*HQGm)q2*Pbh~@To*y9;iveiBXC?{Uq+q9A<^m+ zwYxEAAv74}Pr;Dm=6^)dCWk(s$D%=JT$`X{HG*T$yxbkmj{C%KcI4i+1U?ln0M%j2 z?`7N`!oo>QJj8C}|MUYEMXUL0cfO}Db;PW=h>-w5W`(@HSd^Kh2%PB>&_<~G>-e(Q z3R#uesjJzHffs^H7bv^?t^`1rVLv9wDF#GC z$zXI>P(ig0H(yv^-E-=Wj@3wgKrTC)-beVuURi~gloW3O{f5(#5nYiU(@$btVJrFB zIN#wOU?-du_D!uP>=SS&aV7OW?~4!-W@(`FW%~zZxsnZ-MF2dbvB!pBWZ?~Wir8tC&|AN#Hl18PAQ4sm&=uUS6RpHW0cJ}GxGxd;Y|w;Beo3+$7_ZKJrvGG~2*{$>yf zS`SztO?6CH-W>_{_rz@@O*sL|56(313c)S&MzZoY5Am%8j7Hj9TX*(j#gB}qaVVwF z8W=Md=e{&5YQ$=cZ^iavyw~(?nh&rH`vbc3t0CLC@Wpa$g#%stCM#LP2mTFcayTc1 zez)a?jjIBVP|SRcFMv*|o;4s5(}IPg>6P__fn+_R>u4BjKWn>t^q7wGqVD;~$!~(D z6(Fhg3?2a#EyPpGn}i6Kb4#^`hHFu-ybCinL8_kehq8y|)X zERmT$mKMNU;9-2GL!m#l0sA`=4~(@iTp=Nq?ovNM7LOtOQcnK3pc=k}j`wROu+iUZ zVhj%;Uu-vEqvizqwbTLTtox&wS#oU=UH;_XF5CFS`tN#R;D${-4<){z$wF5slELgtPW zMI85h19pcvtOW>({ta5i8Q0yu2sm|m&wupvRA1l8S1Q6IQtYYBm)HB20Ls!L{?D>l zN(BIRoI3*D4IQOxvsB(dS=H5^o@i2G>;Rc_(J%-hF zo%m@>+5`64<5dnUu?bi`)kut~2C%)Z?H_$WIT-+)?EGV?WLz5nBFkZIuh}`z0Qkwb zEk;oE%4j%Aisx=yU!DwRFx@%{jN2+`abIPwVcL2iVZ@``*9yK$d*iUTM$z`08rVp zw2D`dUI?>rSD9b}&pM)FsM2P9lpI{MZjB$vd!KMj3KcflbX!XJK7Deu33OSw3+WZN zS(&qevT^}=+AO*pmN96INWZ0sKI&AqyJYKL{cCU*_Ts?^y}1H`88#fLbe==a^L*tW zafSN#^2$JGv(!~)mEeuy0nu??gQyBH!!6L5u5?UHZpw#~ZI#$mD}9Zz~Dx z2b>YZnjc>%is0{7TL3E9NK`Ih9fhO-m_<7K$LOL=6{!gYt>Mx|c zJOx3*d@tG-?jO=1k-&!2?1?)SBPNm^SPQLoe+mBPMd|WsO7^4ljxOkFsb+|$+u7wU zu{uW}5imnvjxoV=eNTAxmmZbG&m69n@&~xiE+15Dv67=`=4gG$XD{q#=7zeniDoZ} zZO8v}&#ueehUDmv=F?|?RmHOu9R=Lfn!onJF~JlEYP$$`5`W-0HDF7fbze9-aNmoSuz6meq<@+OXGX?gN!yXf@;-h4c8G0Hjj7lxKf>APz}v2aK^-GY3>A60#99?J6uUi3^h$QqdFLoA2(n`Yp{LV*KWAO|JN96*7u$Ta)|ok@ z!oZwLqV-|n%~ zA$oCpk_NXmUVcv+0Td`Z)q^g5E295abh830QW`9LYOHvMXhWE*{y4XGJ{fOe)8~EPIEd9})E0lH zO#d_kCsG13ZlF-*A>D(jC-em01oozaf4};;GFEhx{H=%B0xtuvDjgpD>e`gO`r-9E za&+Lu}&*R!q5MmCKMpxuq;bd^~Z zcGsPgIjAnpDcCzjvecV@9m+{1-F=n4P9pWH#ilrYX+$phNtHs)M46~AFqpkg|0(Vy zgDFl}`nGfwVqID~WU|R^*ROT&cCl@+y^W)l^NIH5iYd#%w7?a_lkiW5CgejrO^N=- zF&y>2LW|$7y(Mk7JKQh%_Jr|Lu364V{{}|&R;QugSkw~ySte%2+->V_!>IXuk9}se z4cop!Jjd^MZX)4S06I*Ruf6QHw5xSo;i@8W9>GH-_we{+vF?RAzqPaIOkcQW#B8L2 zW(%N1)SZ-ZepEJaceSo^tP;xAb7h$I*B3f7j3dZr6A!ffM~LSp6yDMzch~*C z*M`@5;0xrqHV81)n0ksk-75TCF)U-Da3)yvFDA9pv|d?|R$k8VZK~LVBc~kbtXF?5 zvFw_uZz0Y%e2+wp=^2bfa=yMZ1|hwKpn*wth_!K1FLLLQvC{nPn(a2J2YP2@7s>xX z`X=uDx76278?#pP+IRS;@1@K;QEy&7m;XL&0_aeVz1^6~p11;i&eJzrCLmd=y5B-M z4vzOlr)?;|2{J#;jVXpy%JttQfB|{ywsA$+Lcz9V_sj|T_$P^ znX-YYUd1tRdkDqfVcg`bD-fDZH)I>FfTU}LgxfO;P`CJj3y;gUn>ME&5!g^P}*nDg5i`luy3EJl$%beujv<-yi zd&w!lLRfc>pOqy*r`4%%6Wy*XaNE2C=WEx27vXQPt?^&{jrl@uYUR!!;8i7|w-V)F zk8@xIYN~(;!)FA;`dkaQ*?q+!kQiT1-~DmmQUIU z;CWmThlx25ClNW?P7>ePp02&8ph*{EUiqZ5#M48;;mo&!lZ1F~s0dXDk4zh-%{SBcYX8>iPW0|qvu4L~S%!iOkj~CHci@eGP$usEu4S8TW6EWFAgfJg4kXZ-DK`=qs5b@ z;a;^xI*h!f$%-O8`zn{<{nJcRW=V3jH^$n`fbwNFU^lU93%H6Q>4es(*@+sl0nciT zqzddRmRClXVye<7%wlRnE&PkF;#=JuH~$pk5pC%ez&{PIo-giLd-}MwsZ`47mh;6| zr?-aB{XgvUnP5VFYRYb|j?H=#!-e-G9Fxu2CkL+PTS#mbNRWlr9CCo1t3Fk#uU9Qo z^=Ou_B$fV5;k+nQ@gojo5LFj zm_9V+p#uBC{B3==Sf#|eYRH4|G2!oqd4jVQk@PC(?}MuNA9#hMTzS3}=IZ!o@kgjX z!;VwW$b|(a1RUAP{8pe~O*sy$5;+u#$_(b^(Nw$BwY=wDbRP^nJ2NX$?p2q>%jB@C zERjaGe=^K&7|JQXNo}#4X{~ov`L*laY;TP>pXwpj)3g>-ef`wTt6sF0OtWmbFV=nU zb;|ntbR$It-JN{LK!q}uMtZy(pd8ar43<&Yb-DzXwnX|0n?u!Poka9`(}w?uR%B2= z7QRpP@8@6V`=~S}@rfnYYhV{mn*vV3Y5l0H2u>>94;Rwad_c0D`{+Tm5W`+7|Db`} zYAt&tx9)MXsxk^+mUuslA*P&_x6M?@X>|1vj#2R^*Z_a!6)K7p<&(c-RBCtDmnUyc zxwZ`E6?QSe<%#?913Y)4a)Is1J5DDR`CY-ZkVl{N25%Y)_IzV_Ky(DpP3(X`N zPmYVzdB-t`EH^+GmZ_hmK5_voAF<3GZ!ulYYD_Cm%ZjqojkT$2yoKeSHmy{*zB7ZL z4mdhKa+FIESC_Pv!9P`XT{O1UkE1OasQ4LiC;MQh5!v=+eDkJuK{mIU%FWPcRfqZ^ z!kTedY$Xl7 zuU+eEvi+M!9LapE(;^4ge+&y2D9ImE+DR*a6_3q^eo|KL1fh6iP&SsVTV}=2RMxp< ze=jwc8qjB*)*(2#D(m-i%CGiAO)O>B%i|2Huk}xVDF$CSr1UoYoF3-l+CT9W{uvQ+ z`0GZT?id-l5TT=~!+IBLQRLKBPta0(&=g$}O9@_oP*tU!F zoF0rG1>PsJ4albczdZY z+y`9tuB`_*J>|inQDMEHu3?Iu0$NGbPaY5D+Y4T*sH68<%(G9YVDeS~IKzw|Zo<~8 zX1L6E_~-H;44?djV|zQ$B0%EDxkRk+xK4%nieDFaEyR zYtr&(m}dD{apsKR`m|Pg{Vf$IFLT6)|EM&5_l|g#n`FdP1EnL>kjYX&&i9YnNqYL+ zMCd4@FcQwSc}O^M#{_|qMvXYEjqfQDxi5mm?_q@Ez`#h$IK(3oJsWzb545Ae(~I%9 z`d=Z?=&@S-XI=XqMoK9wr3J`es&+>D@mm0&$#zc_wq;6&0CD8?kE9zAEP~i8LD;=O zm=Nq}$wB-a>RTb39^()~aR?KD6ywmFN4wSKHEl zp9KG`4={0dC-nhNCQ#GGl}1X=IbDMT@8lD{6o0hbFn579=4^d^gAjh3s<(%McDlAM z|AjMhgEEA{Q|dRCaWZom_iacfca(eQH}8XzRondwa`#2m9Gv~Hl2!hrGE)btWC>wE zWD4rawJ>#G%}9S)HW|-5;~5A)pO!1{G}HP=1aAiT5-`2MZ^4;H|i^|wiiC+i-` z&8ZS>x=3QfoWg|^c2004^?g7f`p2a@jjBq1XE&HEs96wx?+8b@u}D5q`}6e)_OmTv zW{jhb7=tu%t#A1dQ9@7wigrl;Hr5Enf!K(FdBwDcJl3~U!@2Ie)M*;Z5aF#StCw+U zvNDw$+h^4Ca%Mixv{0Pr`-nV_-pR1Gw;m8Rl)%tOn)d{pgW_cLgUIRtuP%P;-YRkz z|3w!4pUQboIp=Cxv~@bJ$peNrevI(GSV}-f+^$Y;7J4=j;nY-hF}kkU2)F@rO7}YV z%VjtkzL3k@{%(eqz{N{LwL!KRIjME2zMiD~J4?l5eareqr&x^ig9e_K121-FJVYH~Glo!g_Du{BVa?}h2 zTwS2sGhcpGz>b%Cs-~0mf{9X;5y4%%_bLD08rfq$Le%a%Rnxa{7~BaZG8o9^`Z&eE1dvH<69SFUbs^49PrbAp(4&e zXOPWu%*XCcFLCg^{Zi&mtRE9K)_SqvIb?$bUkUi*VDC~l=}&1OCF^ce#8%=QT?#sC z3jKnJ;_-(Q->$a!O|davZwt>*Im7K-*i)_8QWjuEqfLo)&+5m~)L{az|J@ zEfz(XG`aKmBBd3$j|vO>Yr?|Zs;?5d^(VahpF%Py6PSqN@eZL&Vaw50+(5?mqiXjf zvD#;7|33x|ACTMgP4f|Zp4xOkWE$X7OjU6Mf!8p!|6YFzfR>2(V*D2fOT1uKE9a)h^IW)*eZ~U|AEs^jSct1Z@smF4^r@0dT*L z-4U-sXXzXc!hdAx3Y)AQ!+yi?zz}%Cy|zVhY;o)WsPR2KsnPzF8n{|BU~!1jmi0FU zs>1xFSIPieZ>)B^4uD^Q0s{+Afd(hwqG@fKGr;QmNSR^F9^L#uY<29ReJqwgDX24C zud47@!OM%bb>D_-CI?w!-7Evb#9PsSdk`050ET#?{m;%lgH0w!C-;p5f+~c!ihe(5 z!^KDiEDS+fm?mX0JSS^T>3C%6^L^Ha>U~xC&SO{K`D?}wfsde@NnfxlO0Lr+&1I^< z0V23*hx~-NCD}HDrLh+W5TtwZGw8G4z)JE^Of1{7MHQyie@>~&KL4T6PzEQpiuv@H zfQkKSPY>JhmnYLgr_YF5vHn1N+I7#K9bW4p1Dl5m!%;3AY|V+>2JI3!?e3WAvNs*Q zr{@wK`xn+K9aQ3|WOk;yZUhDXVdt+t1x9yFsjEXItBV5n{mgt}KTGOsgX|54Ta zM-^Li%1`E{K2J+Hs13D|YfSqH8aO_qV7KQC!cQPS^|f7Fgk%>=Jfi{$xT{eW)0J*#{Ji@3SY-*3*`g288i_;k9}Av~NV|AD;Q;*3 z-H@9q!AFyGGE=RY9-0#LSF3S4Y`K+l4xV2|Rd}K)R!}&4mmO&u?+2Xn`3tTLaR2%n z$SylIhjmcZN9Sx-yi45NNtRU=)`CMSre{B&sr8)%R6Bn5_BIl#0J)sh+UE=jSZFWa^9Nx`t79tbz+UDVQ1cf&j8ZjNqRt}N$E`h)M;_s z=@2Fva6g8Zetq}_UEhQ~;%}giY^JRG#Fb1To9!UMa#;(5{=j;pfaa;x)2HpTl$OX8 z&hHq!o@T^n0J&iTf5sfeA|m1&Wr(z`ZvNl_Of3YCuayN0F)?b(j#P9f;DO!*3IiKAT_**!7T_P&>;m8bxHpjl7N#9Ot^Fpjs zvjCZ$<0fe-jDF9=cH!afn&cH856}Gr^y0ZP@1j#V?x7qDGcuv^{e`*Lp}8R;emKtY zsz*Vaa%E5AgiS59O+|Gau~xiy)$6$xrqXM>T?;Q{O%sS=(rsx zs5(~pziO>S|5L>f@A#c0Qv?lH9I*k2vCY5(cw5^fy(Hd$S1?iHr5F2qcJ!hECH`wX z-OzmYg)V1qWybZ_3*CB`EiTYVeeA_!8tI_}WYK=7f#Yp*!H0xF7Yhqk5-^{~kw8f8 zjpmDdqN?W8lV_eqNu{>$MYVHK)3n}t zifd-e;~YM41~Xd`@{mc8I*%>fcslCpv3WRcuEnGcS<;r05jKY?9-)L&EA4RXAWU0n z(kOf4OyMbqjs(19%QhFFop{SSekmTgklI&kdb9E3E&XEB@EQ_2d1L>a*O(MXpCBLn z%D&}@z&1IcwZUA0u`+L%8B+9N^aMj{Yd+3-H|jl>9VJMUwBFED?hu|;DCK*vH4?wa zU}d9ePb2qH@r4Ie)7y{&-#AoN^4*OpF;s#2W-u;l_^H)VCD>moOX5;_+xmRVa9fWf zF4a&+5zbf~F)0flm}D5z3M?BoC12x5$N^V(8RQR=UpM*(40-kCVKOO&nVCS2Ytti5 zkIl4?>U*3Dy#DxxTYJ#d03r{BMVu3TvEVez>0<|UNxWp>W*yO0(LEU5F_3u5e@q;feF2Y12!k^>nLZi(7 z3R3^Dq4`CT?gr4^6l~p^jCdSH40h8v?&7G1cTZ3Z{&NAEDvR5(J z37^K4BPWVwbuUCvA0PP(CN_Pw`kOCbfj-22f`tWLXibE-VE>Y^8c%e`!bM1t8ZJhTvH|6-k9W9~o}2#_i&a&H*a?tS)9TX2oS;_81s~IZ z&6jJqjeP3Q@`h`3pTn+yQwB=JFX%YqT3ga2FIp*^_@SRDePLO2!d5-Yv7Ez={*ZRH z$fu>#z|dW|Vp*MzNKpxG{~)at-bGVpPcYY^4Zqe_aQ~^;h*`{=nZCO`9kk!aJYUmz zqBr$0SnxB`u4UF2gF?~bPR9IB&uEk5<6yoat=Od*tC=l+&$KI7$63kxvT~VnrLXx! z3VbeN)Fx~5awI_!NMohL3g*{~&&Oa)!pXO?CmO{u;~=Mcf<+ExYuIGd3&kuc_xk+V z`?fckU%Qjvei?yWZ4m8i-#ElgKXz-`Z8KZ4gtBYk$wf!Ck{G}d1Nn2~NA6;{YICpS z0K19yEssIumjdT*MFPu>gKJ{?S+!5obOYqCcFVnAAGK79y(!Kr{-V0tvHho78kqKb z*+h&?C8GdA(*V6$o(Tqask+|92SazRUXPHfC(CFq!;bi)%X@t-rS~P9#ZSZK?w^v3+rG4G1c)22wwi^SA3&r{ovw%T@-JJk!% z(NZ2#Y*LY)=(v-){^@ro|m>GpSPUPwgFOX8fR&pLqMLQmM$ zFz?p7%}-WFN|%thqhDNrvdZUzz@z{cizPd4|5|n4&j3u(L%A?2Tj1Ou@$rx)yY+^9 z?ZcYxVCKRE{P#LH(Fu>~N^MZoZ_BK#;aip9XWGPf_%4>6-PN~>)aS~xp@04dOZ$JO zXa9fyyTJdO{c!_<-Nu2r{$&!m>sSilvyK&%4k|ER0#GP(ssLz=xyW&tQ(NW!_&B(V z2S)1!uk-%%Bo3nT1Y*Bvqf*=6xn!3X0*GKvTrjE@fzxy~Tg_1zv8XfB`44sOok9iv z26|q9iWo630MmP`3Tw;`od*lc)bj$zh5&%?x+;l5{j%W3OF#j4H5>}00N)+2$Hyn< zc|;SqR$`5n;dP$ByP4sI_csnPJ@JSpR3@ERP2%`~Q6wj&bYX}T){2_z0Cw=Fp~aC* zp=%pYiFQOd#7CNDyBcqbsk=uRxkoGr0d`bRc0Vh>0Ru)RxLQXvEu#YBh?k{oFZ_36 zk}&G3-Y{P2@tpw5dGh6xSN=yk^^ya1QFQ-$@WZicC-YVF@9MYlWVLLtQxG@4&z#WD zgF&9GZ0s#5!k%(m$Jx79F+J9s(LHDNMYpgP(VA{x$hzgAcEBZ-n6~`+EkF`JJsdtM zUIR|qOlslY!sT?|nKv6YA3vL5Dp#c^2pYpl;!)piqKoPV? zY$UN~OQP2K+b zs^QlKUULKl0+_kpx}^vulxGJ~-h5c-vkv$(UTeTQUz8;;n(RsU8=tR|Y^Y1LQJg&! zIIIQEwQqnf&GQ8|K%jn1ut`;C83f%q0Or77zj~s3YF`Wu?NX>%Do9p8jFGon70gPL zOFy%}xLrJMJ0~6{v9wPBO_Rbq-_}TkI_n0?Q$gqFt15AQK&`meh0@d0eOX2M(Wv=0 zn%l%aJaBmx-T-!rm{C5C1taZ072Y>2kn+U|uvGL+hQJ(*4DQ>^YEi-9^?(!p`gxlX zo5tEaEjK5D#(N@e8+fizFz?4_u!RmNjuVWxPJ?VO_v6P46Jg?yL3W;`MXSkF4Be0B zqy7wX{-Y$C^fQsGkRzbf_oJ^uKR2) zsR3u;{ob%bT<7~l!k{=Y>Iv=wl@DBKnJ_oPtDMfGMD%}bgazRb_xkwX2LS^vCwIkB z5wr@PKfw_m7xx6-UI9#wkdxjB{7_7tdN@@Zc$y5y_QFs^LMCJFF1!R@zdj!R%^apP z6}tDN6cwq_R-F>=ghxa?cR>w#(yO|~TP7)9!bAg^;UEAv@!h%-W1e<*x1h(B$Qlqv z!?a83?Qua{v?rHdGNx}umcL$$120l~cgaf}hieBrX*b3YRX|^b{d}L)!eyHE?aUdv zY8<2s!IGq09o#KB|MG2wmHw6%kargJ5L-dT!~vHIrE$Awa0!B-KJ5%p-0P-qD?V6+CPfb*{Rg5`H|BQY&tPNA#CeC6#gC$1jxEMLe`e{} z0pKj$hf9U!pQH}|Lqh>;htKb+Vm+}!&DZsua@h0t%u9yBO#DH=VRhZ%yEC*J^T6*> z@jLhefE@mo`B&$DTxEcaZkcQ;l=&~XnP)`{#65vLC$nl;oz?Miqq(#UC19?T0I>D%R3N?E@9^AUngmvBnPv{s7cTrT)cGv|D9ox= zkn!Ihggxb8ECBoJESd@bC=Af}YP{<%nCIg50(Q0N_n7TjLtXc#OwEkj^78xrp*a)JjW3K& zeHUHFJy#SvoIud;J_%WOFkF8%Uw<}DHpiVzUEbsVk?<_i5!e`o^6yXADq6c$8N5u; zOVhw*j69xC9GY7N^>2{3zvnkYsU8|uf{sIl(@dt`nVaXX{soOu?x20HEbXr?D8-no zJDaoe-I4$0;KLAkdmsx`pjw)$pu|Y@-kyw}^XJ8_&Ldu~T|bB4IS#$(*(UlN2BXQ5 zbVSKr(O2?qH}zA<56HJi1CKevv-T@DdxuHR`K$k^ZmZrG*^U7n_p*>))*Nm(NnYe_ z`V5t}qqmQSiSGg247ZTZRT z(bWZ-8Go+C>xAD!cnb#s6(Bw!s5=_^qkHE@P-ey7RET4mHAAR*AgZz;=nYOG*Zmi# z#}9f4uP?#boS1vy5O@D4W!XlI^_1-lZcxzs`z&zmfikF!rgzYYZfj@i{QA1VYxP`4 zwl-LkVwWCj;uCuN=sXy6bz@3_4POhNn2vQ!wkfxi^4Lu5&@8Ndjk;5Vo;E{z6u774 z#?O}+!aSqFvzQ8Hca_A3WZRRLBm1mX<{Rmhwoc3k5FStlsBD-w* zwO=pr&+KqtC-wjm3w}4JcEJGlhgI*3vXT=>`^7wQ%2d25uM$OTo|}$Q_*S6y0hsmU zroRd8>DdLCUjG6gp*X&-tUAwfV$F;@$Dp%MAtWbD;W&llt4*J%7{VdsS}OrDkmJ9I ze8b6u7w1aNn&HZC+gN={CwaCb&q9IQ3lg9FA65(b01c5h8WqmHcF|V2S_&WtmELAK zp>KH%EGT!kur&8=Ouc>}7iSqrJxY2fYj0*zC09WYl`Xw5r=~EX?@i5Lh|nM*{XtSi zY=I%8-ArbLziN3i$o%V7fPaTYs$mWL?Z7;PFc}pFq!`!=hkfMB9G5>L|aNR0CPRDb%HZ|1lQLxQ6KaT%7mc zl?ANjn-3Wolqn)?c`SRbEq_(&=}J)?m9U?El5HoSrr}_cu`5ws3hy!zfY{}`;@Swk zli4o{ru2H98X%v{D}CRCkvvvKLlYOXc0lunYjGNy<zDDY0{PN zb=cr;qc-a)`24lBDZB9)O_a%U(-G78!@pL<)Zg8u^v~ThzT!*$F|0`CqmTfa1d*mi zySZH9bbTcyCWI*xIaV8~%wsL#mjN5&b7%is8ZAMr%4bk1khQhCKT9~cL}ZiRRdv1` zh(JtRovAICoVV9~ME3>J8AWga2QGkF;lgYIz%V35i*@U)H$=UPY@2E`bP`2m56lHx zBEf&uYincJP&M(v9=?#{3c!C8$skBu#qC-)tFMgGw-m3gjPb+A4sq4z z1V7lJmZ7R2D!$mDeM;$t1x(iPPL8KY1L~$r=^?LY>k*~?&dW#DH}G*Si|kaDis0Q~ z;6Z+U1Z&pn(7IB3Gm4M7meGJWf|ube4Z=@Xs9PxWsVjI`Mxjwf9+vS{K?ONDCCL8i z*C)?jL2XNh5LB z6>e`iwN=mVAX^i5OLIl5MhQ& zy>*!n=6(j8T&j-)tD}Pr+FiK$^A2z|n>ORWf`K$_b3`#_L0{PC!{mS}Q#0Q|D(h~~ z0Du~JS`)8x`N<1W8`|MmaIsKAugU?SckVfNVvqL=^|q47OZiRdZo-lh6hjmmEG-f_ z=h#_&i$KVo-5ejsM^?2rY&b%_YpTl~teDkpgt|BrtN)|IggY&$AoY5B@0~o1)dBhH zlf>xaG`_eQX$x1D-ldZb70W*1-hc^dj*!uPHvxKk$1w`b{2M{zmw@1%tESX z%XH)j@M~^=y}gGTk!k->W`Cv}V|rWdp*<|5Dmgbq<(H-YO*TD)dis6>4wM{Tu=wtR z_T%KYD?6`x7l1QE^;offpo4MB8xW_%MZL3&l@-V_@H1NiscvHAO;zov&LmbsJpI(& zc97qoLpWABXU*U(W1(GJoe8yahrl;T{ln=W7CIUJT7Mtc!V6cPs)BDPJx!j&EqNct zRjvsRe>S4s*75TgbcsS+h-agUYDcWDzkoK6*)duQ&qIWVr`~>}{;9+Cn3pkGin`-O z)_OqXu3)=HVbydQRiCu2EA;KgadOd~TRizbyLD|}rBI`*$u%vLR}{?;$~H%_%AT)2 zNb0WID!y>)v`zM41Gf)DXLQj5flFr*@uPasz8UQp5+N{6!=|^{mAx8JX~leZqt3{CaytL&3JQ?sF7icz&pzdQBeycgHOV;Mo@V| zkl)oTDfZ>Q7gQ(gwx8I(C|X|dSRifX6w z>V5As9nG|I+TshgL{HpMf$kf!qyOEn7*0ps(=Zu{haPO1>4-s(ZO3S7wh=$Kw$RYZ zB!<5P?qBa-@?9v`FE@z)5F-gOcT3B%(N_M&$RRsFJI)&w;^V?~IWX0WrYKDxf`6q{ zZaxj_>z1Tob@m-JL?W(uHkf-9iW<89jJkZZ?&0(vS9YI+=_bU_Vt!kWoz;XV{#{u~ zE^nFHRLP@{-0V3IAwMNc8|zc7!+pZ@>@dXwde!xne>86->Cc3@%k|BdT4l>EG&C*L ziaevpl*wuRd{;R=9mRn!koNy$`@$5GSvdwBNam1zR$gVGYF4lIZ1@pf+SgmMOwZLV zd1`-aM4YhMzIBd#7;l`<{%4~Sx|MoHB3}6}Qa}Fg!6!j)b4DJT4-o1P>5y&5nt*i$ zH_hX{+0x4N0h5kL+S)QD1<6j$9OXvW)TcSqhx(6f@AB1A>gZYHWV_jHa|9EhED075 zJpJIZ!Ej}m$U#}6|AO4$(VG_Phkm^A=0TI@W*wE+KZpK^DZMcf-(9vE}KOw#~P-5O&3a|Zhw>FaV7uOp)6R1Bv zyNw7yGWY%mlKKA-BlN$y9~_KIYH89wA;JaVfn}a;D$))GYeUs{Yh%u&lzb78Ncod} z;Xzb0>C*g-+`Z0(^76O?@m`(*_c-l+E$shd%@7XRV&ohA3=>RyTDB!%jrs2 z2%$XDAD{5(x6vsW9}Y&JhD|Dn5L%MdF*YU~RPea}#ol?pQ~k$%+)NQtX$Yr`Y%NN@ zIQHJ_*fKK92xT2dgb>FFA$uJAWMw1;q=n}d{a`~18kh?{n;MztwnW`%yC-{0hQ5*8JP8)>ZwB1!Z zO-tma6CMZ(Ki3;3dVDY&Ib4IkEJCul2QK?dGm;O3dPVnUCfbPO=91HhhbVCyq$r~HxH9VRgmx3E`l5=uLK#_-v|XSRl~qgUtq z#gt*#)d@no>~d%%k-Cf6KVxe9T7ij!)lWo6c30I2VXk<+xB%dCXG7W~U%8*w@2@v_ zE7bO$AxSYEeIi!Ji9B`&lBLjTn89Hxbsycx%SUfO3WEw!UK81qV0Ic{m5?(irRtRo z9N_-VF;#u&N2F8ptZl-Anwnta{*xEgnJkym<@rxxV7#BBM%y`Kk#S>wT+LX>4q&TG z@;(rXKlvi`miUuXCg8g!nu)+pvlEtnmrB-Pt4a+1`M};lE`EXVLa*g8Y(XLWJ@+XE z=xfl2Zu9fVsL22{`is8%L|c9S^&_CB0xE%SV?M|ztL?kB-do*u3it_3w!>md*p>r+ z7F?suxoDglk>l$4E=M&% ztsz41XAA+m?GlYB{dm7bu9>8eH7`x_Soy~7qlGF1%-ta3rYh|Gx&U?pNT;~mX&HNA zAO|0AOA2j$!Ew~OsS>6MwzlvaIHiK;{bTe;@EN zjk#+fW~ll+ep-S~-wu!hQ6PhLK)bb{OZ)sez+4mK8cQs{tbRvxxiQ|Vhe|5|LvH`5 z(qp$%S4v)=Fu6=adz<&g(7KRWjREe=o2;;5q*y?RP`_IQ z`T-};i36_jGy9>MBZ1wY)gf#EKWsaIVcE6XnXM%r)(QC7yz;FKNhWr!yU|q}i)PDz zqEE&FG3oD^u^i7DJFGARgdX@eyz8d7fieuD{t|vkp_zC>TeT-fVI(S~710@`6od|K1!yx939Zp7cD81UVLZ z>i&jECligwxWU?idn1ik#%a5(Xh(xnD65sJ&g~SlBmsC5#5*$NNVhLr)1nhrwWFlZ1`YvTI>df0w|L-sOk7xB6=`vSZ*F+C}W;kd+@E2)oDj4K$se-*ApKNbc*Kmv4ERm z`M$awq*PcD(W|>&FE_|zxlq&!e)QJ81ohYG0SItMizkG+q+DVnl!#e^mjYeo&$*D*wPWA>?b>)lpq|+91g_G>}pqpEKaA0&`@2#~W zkOfyrjkd}Ete9rzQOR2;RQ@ULy|6OE2!(BcYmr+6B{oL_lab5$)L#v`S4q$L_ZG*m z5(TAI2EYkddS0%4O5dwoCzV~ZhUwXFhm8+@*Q~sp*B_v6m1P=c6U=(Zqtn%BqQq)u z(?8nqR_90IQ@R*Pn%4_3l0@yC)a=)8W3U~eveXn$mkh{(Gei_u z!0&KA4;>XXt0yFC{V0Anejz8f=N8K?j()z`li);$(aWPT2Vt}Rz3u6n6eF{U<4ApJ zd95Ek&vW>S(sOUq)Q|rZsI7G#vr`Ib?8iL)9iq7SIWSd_+bKrl@vpCENOSW&zRwC! z?NWq2pXZ1_MNsv(Sl}63_db$HZ8;3&NeHuFLFx`oi^{%<7NP?)qs5<9y%^w%zjxes zTgQQd0y=)Zx5h=DDM`s2361%U4j=vLll{FfHyX>JsJ$j;{;-bLC7alb5eDqON=;@j z`$ZFgMG@HLgf#XOtaamgc=NN^h6nSS`oOTR^X`e@Q(l}MbM9KaR zT%pWhW$p$Xmbv`#y;6#D%7l#CmG}KmY-NuG8sQW3OKdjog3ZbN`i!XWz^Y!4X+ibJ zdlahV@MS^dz_P(%^Y3d`$~@c&0>wya)DG7VbFJsj<;iYoHZ5o3FADPDB^`;^{xsH$ zw#J;=Q_7D?x88G1+UO?S7#^Bvmt}bq6{hO=Q|_nsmye?B_Y?Ta-Y7if_l|1ba_M&3$X40ATPV2~1^#+D zR8>}yQk6Juz|gN5|q|#3yDoZufX+ zf34(D!d$=fj`&h(ZmDq%)}M66^8iyB!`Z0Kk17^!x!!@A?ntW6f1=##A^Hlc)C-M!_rF}Kntq7a)|P{QYq{amCL`O_l>W|#6-Wu!73Y}VW7(+#o#y?^((%j zfXWhAknhoIYdR`!c*XjvW*Gy8+wZmDr?y8=%FYZhbrU_w4-1*8LLQJayU;*?`V<{_ znY-j<3j?m(%sT@>S_r9Av$Bf&Fym@mV?RcZoey-qN^)k0d1m*Inz$F@Pjvj7=v(FB zYUn)>;gk|A@?!FWw7HUf9LhCUCfJ{zoWmnrNWG)oe=SQ3>?4<|O8k$W>-?g_%_nEU zD6qi`mP}iJ%{2O>=)BdjlR#%JUH!f~+MV(K&=Zua*`tN>tCN&sq?Kskx%cVX1Bhrh zVAFrPo?Gxr>^4`zLDXp)3O7}pe?BckC)Ex!W5aouTa52c^d*coUgUL z4JY&Odh)q%&cEvCYTTkfe*I4(Bk_uS7KwYtLEBd?=eM4PJN9>XTX#7z%`KKz6HSoT zQhv{!QD4!a+C!%_!igj`bA#OH-LE-TYNFnu&gc!A3RsJMw64d1{7#7mE7XdEuSFjp zCU+SYC~@;D(d<*3mga|+H5dqT!81MKzW52NPmycSph|H`5W>|+KVW%j`UwNZFKAPOVX0|*itDlIViO4O0#^>=9CNxubX?@?9RJ)meGlMrwMxgOI zUS&NQ;7jm$JY~+a%d{OjzAb24c9|%cnP=RPA*(j3#Cl9V&vDhd%!0*JFn%vc4n(H@pr!Tg2I@SM#fOrBnXvy=Z!5Cf%;{H|&(~74Ju(Rl zNQ(N$U5j9i$BQw4sB;nLCnp}Ho^cc@(_#%6R1$3%oRwbWZBtuJ$3Lkk8-=7%yHu9ls_&RJ()yhKc!`ZJobhx zr->Z%$BuCs934Uki^}z06B8YQfSd2~1hAfo8t=BQd>rLVc^V5bC;_asbjG#0o(XBX zA1(>szN&nQ)%D~7j}m^)sE6Co<<`RUpy{kATm<@z-JmB>Ba(c-Uuwxs*8ZUV)92{z zpoiig2R;l5yh zyJnj>82gn}{peXFFZql4#JE;QEKZS*Fcjh0y;$M{ll zSnLJI+*3`ucsY^gArjABcY-4Ic&rEX6QmiX3v<;ijcy%28xM)T%wDz(g?{?=rP3{U z^@z#_$~(1JYUXE%rE{n2z&9t#Nrw&Bb#NrER{80qU%DW6w>(kC8Ql=(n&=aIHCC>e zU<&v)#~mfk0zI4r)TL@Zf?^>}PnUp(8+g?wJ~Q%%nda}6ewhRNM+Txml0llqw(0la z7VA_>ZdP619f?;0GRyn!-vQ36f;Smnhxj74EK{1;+)u4(+k`@J<2EX6(XLmu;X$O z6`Er~MU@_9DT*A^gB4*JEC*kt+gq!v%=hknGn!hdjP~$^+h-_kqP*O{0-hKz{)8yE za<1qlG}nXApYga#;Um8fXuTRXf(3 zaP4NgU?RAY8PR`UZZ>V4w7Ty7>P`Lg==t^s27nJ(p~(J~viKo07Xp%WmN!(Sj#8pF zwSNmIL>ZKE%SIaTwvo60&EtV7JSyP-I|=`9R5Jd>&0RKG|8o0UV@uPM!{`>i9A}15 zzZJ~0zUf$@>`P%;27l%^*bS1zlrU-UB9F$8XkSvlQxCi4ACA!}KwV6~Q2cVjJ<|W^k-F+1p@GbM(A3O!X!K3G>Pzy%6M-!So;nRH!;odMZ{apPq2_hW4 zru(#YVJ!?n71`{em!`r1@4zNG=^_@t=K8WdDH6o+;rYVTVXBW?ml1ihgs)q>sk$Gw=*31c5NO zqR(wJLRV6DsfRG&O0NKQ`;4zq`UnDiHSFcrsff9>@TWjY%Q2~t-3E&X*O00C;Tm#K z*iz>f^H58lZLJ{^d1a`g^dG!3s5( zcICCwr8{COQ++)z!63MqUQa4=xRm23V99&X#S1uDytF7#7@{K|i-rT!_#kc4(yWKK z5o$R*53zcNYP%Sh+kVdN0Z!UGp8_KD6R7~Ks8SbJNxfH5cTD;nZndBYo;+#3iDqlC zAf;WpOtZ9l_6oKDq=9}(Ax&LwLux+AiW@v>UfuNuRs*N)E-rj^th5hN>J=jc$C)@F z>w$j$!;Kd>8BN@K%`H4e&uQ?tgm+n{ZNG*hVxureYvq3jdk7ng=2b35|}=Z%s*ENC5f0i`IAucU--=@5dq?V>FfdF?WQeltqV0fC;ADlf+^Go_YXHG^l`a9sJ`5{uOh!d9G#%=1>@iKK7w%0Txso<(2mt zbf&_GIIZ+VARbCX@f${&3?t1WBCC>nZupd96jmqnH-5?^ zr*50czlb`{Ew0j6Zv1pBn?Q3(>Gx!w*E=Vb@rwje*%ZoK42^@QI}72@_e0>8zBy4Q zjUN|N7U@3a3ApLtv(z((n#oS~4pY|Pm4CSw#@kwVgg{jmPXH1-{EZ?jEnu44RBBhhkR@}&bXtqJL+LS1&J zuI`df0WwW?5cpuLPc)8I?LqfxhiRJr!C?-^~f;{@fs*{-DmXcjGw=Suo#LkhT z9m}H#{^|`{2Dx5?h=^FN)K9IWPczqY57ggZ#?pWkKp7@=#Q#P$IOV~y6AyLY*Ht}C zP^uZTj-N~}hBc8_dh$JXe?qPv!|Jh{n}(fr!0OIU4}4hK#s*`-7x|a=pSs*ty++2S7-BQ=;c`<2(+6;R_u0(s->Mpqa+^ z*|IIoWp-L2!v@`{BQKN7k}Gakm+!8_M0WFv^aS&<&$;2~Vqf2_6pZIH_6#<81wMP0 z_1{l<+vN>3ZGWs?Of!qnP{XjLHw=cyON}+%&Q5BFHF1aN(x!k%fz5g!RzK!sroahy z{o_luD|l%s;wmPfXUFh?-?aM8Zl7(}p7CJex0(y$S|FuupKd9SP(AP_Yz=6>JSa6L zL_91SUc^&pFv0$h42@wQ`^DsTjH?Wf9X(K2WZXHV%`&I;6|(%{hl$EFL3cOD_xFx@ zxfD++;z_EQ9sl~^v7+H97#2Ou6C$FUyllI6>VM$c6ZN}qz=XM%&-Ml&?qQTzov2N` zV_NFtOQ%4FaCq00E3{QMdD4oVBlB|*L<_%y7}`4tCZr^mOTi6@!UbB_l6D4H7)h|G zvt|pEjdj^iN4XyxNM`94#cCO$PZ0;Xlbqr5|6FI)%8?P%C$jpEQ%I=nVpb*)-w~poPH9YJSrJn7>1gy&a+6IL@sJ*!MY|>_5qu*R9C#_zj@@ zJ&w@6?>8i2ZQe*sa~YRws57k)5AN~3frAL;sQL^lWbnq}uRG|TRy?#BRUv;ZWgD)~Yn+G0%bTem}*RyBCQ=1*bHSqI+Q3!-B)#yrUWkpe01g!Cc^2pdFxKQOc+xuhE<&2T`fMFrz zqU{k;f(IM_+f2(U%>LefZgE20q9Ef7{)->WYYhJ6@v(}K$BPkqm1AD#%fwJoXFbyQ zZ5PYll=+)88)D8eSB!ocJMS293y!F3eAjzF=>cEkIcfBdV3Vf@duvo6bwAUS{@sY@ z*5%{S_0^=nXHJ#tYfsQ0Smii0Om4Y<5S1!0t(5&)V|l4oa!`{IW!8zpELP`r?;cF# zKKBEjYNCFTb*Af+X*)$4Bpdz4Vq)S;DMwk4Ofjy)dwhLE(mHW@w*$^SSeEpkv0puv z|7dgGto?=>J0Jr>PVIFTcU{LII=)BdnP-vtDs_u-%z~8(LRkY+CGJbMN_Zs~^#rbo z*7!WaSIUXWOFYNob@Wghu3BsUM-8V8+aJV{MJS~#4A@%Ds1K6+GYJMW#%KXEET~5) zF=s^ACF4#iBc$iTLxyW0ok)jG-PkMEpNudfziEnsQWZ1t=#>$KNABxf;oER6K#&qn zyHT2k0Pzz?Tz3FOuz;Bpwa+a1-?G=zs<#h)KqrLwCgc2%0pz# z1Hxar-I-W(Eo&btrDbU?hqS1&k^FcP&v<+KJ05 zH1;oAiUxayLq{|?4|JvmRsya8)g=fyK%)LOyCR9zkS z)nl;Cs@c@E`%Z;vdI`%rqjM=7k~FklObUN0-#b~~a&X`Yy>A{-xogPHWtv{2uO94ke9D_I|Mqyi*YFPNJ++KWRBD8_w0Jp1Y9i*nG!xIopvPN#zzB**Pebn9 z2iJJeDjeKEsx#>2Do8~;3YJ&rcDBltFO?y4(;+9l=A`~!1F&-3Jt}&41LS=(JdmTq zknM)8obNu85~I=fmu7tyG-`1*RTUz1W~WMW+g}oirn|XTSQ^){zRdBHPfzdA8_Mo4 z*zg{ge8dV1OZR{?MnQ0m4X&q%d~7wQ@Rf^;Gx*&T3TkRC=Jh5<9dL7Tiio~hKrnM70L*ol#|gb;aW1) z`t%n;q9zqZvslu>NnGQ)U3Bb&WQ?XuVY-d~_8+l}m#}qoC5_iSm*B+P-t_QCWj8;&k9f?|-jsd1t)#~Tm=EHG|fB>;7?=>}A z%aPbarD#`b2KtzxH2M0w!nB%NAXCq)Be+2^a5i~Wh1J$Go8Ncrwk1KpXv-~T1u*Tf516j`8QiX@zs@W%g`^;rh)p=hW%m4**19$k%L6Ztkx!_$L=u>Jw zRHH2}i1Zta#|d}S1mbs?NCFFa!HZa%h%l(L%WXT{HQ?feY>TwvbSLuSkq^_J5}N`Hs;TMMuHQxHy|&}+2r_MAYbVsuJUQ6!-QN2C zE*X~=w;V+3Qbojn0W4uN`^UUnN=R>W$>1G6GVned5Qiz$Z7W}54_CmS$H3fH9~h{G z9M&e=wYLo0y`R0}c+a7K8B}t%!EKxq)XOUSQ$WrRkI{ULTIxQP*j)XvOOk(_5)>Se zq8&nKux>q>>V1T4l9Rp1&Adw@#7gKfU75IZ8OW3VrLlnnyyEjRyGTm&!D14L|Cg=i zm)n17^dKEaloLNAz?)>3xf78^ip95J7-JV3FW>V!;ypCz#bVclgFhu)0_%h+$?cx0 z0Lx$NM^2t{V_(X_{0&>B9 zg9t2XsSig_S(t0zU&Y#7elP)kUE&jrvgKqtJ--ZEg8>0a+I+O#xg4F8|023xNp$`B zOQR@3ZKBL?_CT0QIo2a5uD*)KpS`EpM<}2+pp(Ju3ZI`}d^DjJ_m?Jnhc)JC-xF}2 zWtcuRsbRh1^AbjC0lqW`wW;m?K98ldU5U8wwOV7??{{BN2OVb%oCw|PNz6DhDe2pd z$D>CyDLpjk>@(=rM?$AqGN9y2wp2+Gn7^R7b96O5DPie=sD|#q4_Dm0D?danSe>|; zZ)RvVO}@t3@8rV@$5T$Qvag?7q?{+V>Rh-q$$R7MsT_~WTt>BxX#vkusmk+w_JXlr zSb!F0@aEZkLpP*YJ6dJRfGivR(TjOUyc#XZ)wBOh9wV}@Vk5%zN5NK3fa_Ynw^OCj zV@6Uf1s1irshAiEBH%~;bjq+Oj4=2o&gfU+x4z`>)%~&tCnniY?`@sizkxY#Uy0uz z*i!4D!^NISU=BY{y`2a~&kfQ6BQ0e{*}+Z|N`v*TV!EI0G2yt8tp_a-cY z3j5tX-z!^m4lLPHUv{_q%!rZ;Mw~35u3$N}ZW2`W9D{gEYMD+M0cH0`L=k{;&&V}R zdLbzZ)gv9Yl2mx_`%(4l&M+^+iWx8J^(Dc|uOGftBpJ|RpdG#=DWC#cwQm#-!s;2E zm!udxU#j#^gChrII#1|z=0yTmTeBA44c6e7shY!df(Z}c?b$``0(S2So#r+_!jl$0;Q5-M9_E&-Ew1C}Kxa{aRtWqk{jiGEIbV!6 zq=c)}t!76x;S%NNY~P}F+r>(&WCAiw{=2nc24AP-0ydsG9Z;TWzEL8N^B3Bv9~pI( z7KtwpR_AK-6v|ED_lzc#xPveM>4`s61c*x>hcCs7Ar;r5>X}5owT=wSulctkn!NNT z0p3pY_=^3WYXy(#Pw-G;9gB_hwj+cxg(LwQ*%@@wxDk)lbJuUV2Y9y}VKao)xr`Vy zFTnNIX5Qgh!;zn$T)lB`pm7+SBENn`GoSFQ_oso)*-S;icGy@b<Z~5OQcf_5e_XRwn?T=v5l&i=>(s-_7}Mz_7Q#JIfsNmN*x% z6|ejV*Sa-7f1Vv_MQl51?H5_?Mw--|wVu!CKQlWf)wF?dXZSg6G`Fubdi4*`x@SG} zoSh@L3HKTRUng9$iO^U%3C0E=@)Ng%i(&RKV5yl~YJ*vjLiCic&MCWypxCD=laZU|T9zL@XtV*n z+j<>v+}=FilQ-c`yxaK^&C6@6ds@!NQfwJrGqL!#>o^Q*nxm~}*|K7_iYS9rncKHC zjN9^0IE)8YrPCXdps>jhohI;GuD6vj8Qo;6WV)A6ffm>OD>1YxXdH0rXHsWpRH-Qx zxzYPH{XzaX^t;r2a^+jUfF?X8L?+t%ylEMHA`6fbVM8NO{9RG8RK!syRAIUH0Mnam z`Mabt@!PqIq!i+ZN2to|eBikxhUmQBlqt5KI-bbswCi*&Vo^)#o{fqR4uvb)t;dm~ zb3{ZvMDy&oW3xQVp1UeUyoqV+s_SuVPZ7cYO>Fg3j>vY^QO?)@8>DXaMN#^zFe}NczA{SXq9T8q4sXgv3jxv;Q%0B z!t7cI>iFVxD|2l((cLd4@qJ(6CPWCPdYEb5ADmh_efPCx_v3VuTxhF|T7u!zEpYvr zecsAg2rp^+PAi{k*`LQjE$+7Q>@&|aTZHU+QQp#>saW0Q$F~rriG`4fzci~X59~qd zGCj!=Jnw>sfG$x|NL_+hvFoY4dnhyDEHC02HLi2MogPHp#VYgZnbKaCDiE)YUWv|O z^$7wr?+f0}C3}5wgQ9YsmS7jpJiA2lQi3-h^WFScOf%T@B~O8};wY5kXDN@aN9UUP zA>(T=!{i5U3I55Jrdehu8yJNxdL_-?-wFni!IJq~na_1i>!d9+t)9|+3@Vj_(%`5- zZAR|1_FeHz9n)3JL8YVS^qG;2oXO%C$Xxy>T1R!nR$m%^Z4Js|q z&A%Vzp|0JU`{{C_iCh{jw{+|%;WXz73KQZjtn7T*4b)wVI9m-L-WxXR9r#cOzYu!# z4mtU#dt*(qCiI=Zp)tl>?aJV|?2wk35reYvZs7P}e=jzDF_KrUw|BU1?zfUp>xfzB zukDN}svZ1wx|xe;wUYiF&HWnMJ*w?vrGyGPW2{-Gfq-8H?s;XqpInm3yRy{2)8>O@ zL1b?=>5$h(Jt|f^>+Iv+-df1Z5MDTgda`=~P@CGWb=!$PLE~boT|Cg+Sr#SL5D*lK z^}wm;L!(%F_4EWh>Wa%hEf>_@7P;N>1+-)mz|h1}5c(K+KPj~*vK%k7KPKsrw7im! zT;HXb=ac{3YZ}Y>QvyU91mQF|=`_3mC&SDsYYzO)?76|%XzCtTs~bH7{G zOx@kzOh9O($kpRnujsRqrD^yzIS`^=>-mG3+E=9f5(qeB1-*i?^qF=Jt|-wuwQ3*E z_7A%6mW+z4i>PhCFJN9)o>iLWoN~#2lSJ<{L{BXP&bf#$nB^NEeip;iIGgci3cnI; zYCo{JGx5>}v$S1s(6;L5D;>Z+jkV-Ml$VsI-!?smU2zC#62gdsalErl$?2fW@>0hh z{KxE5W0o(AvjQHq_U=Ci4$#=d3hT~%4Nf1dK}Lxx;>%n4BM z+iT=6iq)@lfJsx31NzUus#~G@hb658UJ=UdJ*APLolY72NidCqY^Ru~*99?$p+@ep z=6G~^N=n@YqvsFBl#H~0#Z~l%Gj}bVYLXqizOGBN?Dn3^2TR!R+TLCjOTY!i-VT9X zx*I}k%qr~BEHEwy{)YV#;6eZes9mZFjx*tA^r%?gCGK7NoK^?5j)y5K{+^quZV!|# zbn$@o;&Ax^?Z4@31fz&)2BOeT|GzZO2VTA>#f?^0rO{b@t9r7Us*$F_CYVy3P_BGx zWAT!xVN&q@-OZ_o7rd9iySBd7bB1b`@-FJysb){3j69~60#Ai&kLiT5KJCdQxmWi# zlds}+-AsEtfx-KOlVBt6E$&QKZf`%FQ+3; z3*FqiJ}_DRL8jCmOiI10uKJv4K=&O-39O;3RtS&+Eh4p@;-t)cM5ppct{ZS21Eb>l zu_t0l14D6RbQkU_-%Y&9+Yg9+G zb4yxdRK+o?AnaRWnug@O#GItFar8%i{Uq3w)Ej7+Ero&;U?4!#KW+P_( zhW9I<=l%ybesJB4GR-G%hr4X+->#H&YC8qga;_Hl-Hn?PEOOf}p>wml`t6vKXU;7v zI9DyLr^YZoF_hk8bkm%<6nFS4b6Tw|wr8yW&y5A`rp?;lHY}+6?2x<7#-kPM#}l2f z2ij*j{CRAHg^`# zbPl>>wg+^Os)`Txgmr<4SDpz@ZZ2Ip|4b{?Ff>Z3v}oh9^+BA0E3F;ijayZ!;frN_7u)6d+Z69q9k z_(C`2Cq8AL9rEB{1kI&RD;8P&z$wca5?g+pD@C)p_+7t=qlcsUvbE8TpP^_jS59Q+ zy3sD>t?+-M>2eKIHiE4Gsee3x^)O#hGx^kj39<}i3z%hj#d^d)1^I75WU@UZKquOR z@KR1#CPHi_QNdO-6bTD>3ey7MYOn&KmgXv zF&}fJUtuX&1_=`UAeg>+Ahg!A&$OBSVc36Sg)L9Y{*Lx>*g`$$8Wg4BCGM1SljW^_ z#K*gh`T5MAC+;iy)wUMhvFx;ngisN2(RzA;l&8CwKZsX4!XP661E3zKnZ~T_cXsdI zQD^wB{{AfOs}C9j1|?wufGncg^tJBbs--Mex@CR&dR$HVM?Q?SwQ{JQlov~b^DD9+ z;V+G;{Mt-`>2+3B&cbT;8T8c?aQA3)G}W3a{RyY%D1s+|y|1UP9#SWd*AN`aqy1UJ@fN*9Vhd3;|}bej32Ra_SNc%mp4nNR4U zUUd+Tao@CW88mUJhnwX23fmcT1`BknD2kz=mMHz^hU$K}n6jklgc^2A ziV|=jdqZ#Gcpqtgvp4emUG7YwpG_r-S=i;))% z{v!}};R|Ihkn)$NMt;N88Av-Bg|=?|2eUtX3&e}zW@CV1QRoB$++`iMj__C&xPC3m zzeMGfeu1|CA~E%j5e!Me0cSz`xsS{w!!A<#o#)~&UA}-YR)-2(1}|m3R7?O&uQ?5U z#l+HK6VOx%KRWr6zjZVJm_kz2^Tp9Q0C2-Ssae<;S?E@bIc$>9-Lpr9ZIE#3OUrZ; z-SkH&q5T8$Ru+#+^-&PQmdFk31<%VIhBX$GM)@WH=i2+_lLg*(TBIE<;sNwSvtV~y zEhNHL;+S=ShPEtncy$gCZLj09S8xw$zg7asWKamcXSE_igRPCh!fIgyJRf)%MlTmU zTJ47uJ}*E|c?-y!N+mAJ)u@dbG1)x86Sjds}`=B46*amiHA1vq(uc=Cm1qT6HGw#eApc}XxEtlZPXkn4XmIs{CZNcEY-F*Wxzi*}1RcJ$834?TVy z6d=E1&R|7E7=aZp@D2HH?sc8z2v|&B3Z)S4gT|nOdY>YoHc*|Ay;a_vmjgDtOfjbr z6II#3FC9k$wZOwzL0%CVa}tDMWCx1l>BN=VUDzcm!6F;}`c#uUVqExk(&-V!r`B;;q){_xSoXp@mkgfla_2x~(D#k4o}3md9HMLPP!4qQRF}R?F%MD!=|1 z{O^}GtZA^5V7&pE@2@wB!tw#DG(Zm7$KyPDETBx7UQAD*WZPpaeuhCe?lA`_AKyNPMSLPYtjLt`qX6{W_&l?}G}A5Q-!x4t z|6IaTpM+KcAM0^IrlRo+_LF{;+%=)Ot})+nRl-eT-(t;+@7w61)hHuk;eDSN#Ytp``!T;5!Fc=ye%ib5yt^` z9oqmmdHXf97?2L0iTGG8HUTJ)TNOWTc8RvHUvA=l3I)hX%VW)J?H^}ZB78mAj0A%Q9a=vULXax{1BLMGn$H|VVYZ;gT zI50DGr_w;4B2A(fn6eYW*f9BbPkNY1pj9gL=F6(k0N##k`u)mBpOfOWtn$l5@;~ZX z1)50VBzzB0tMiZj7W%q)rBA@#CJ>Pme%BBnG5)@ zX{d!k_4#9>K@kQdCLmg~(lB`pWd1 zWO2f+Es^vR(tXjY%IZ&`b&6gKWp_ix-S0AbvCN)~;YHn{g7jl~r_HuB_6H9Ne=h2p zu6-F2i@ebw4fayJ&gx=05><=Q8-9XXozaDu*InO39Jm87>~4zeiSR``v%eN?26OTJ{jiBgODeyuVWv_(6kB4se^=C7nkE(bgmrOA%xe zTa(uipQ)*i7Pp!HrJKDvy1P-%^%}DA(_QR4{Bu18jHa(C#yMUBF3FD3wu`TJmY z3gAI}()6depj1Ty;h&jb9(3~$ZGXz^AScu1|Klb2R^VUlvN$+h8^r-HWp(B--T`xTbL%%MgV_0B@Bq7&wu zL+$`Y3h#Eu`BGmTTL_VAu(C34qKSLx2`+_PrHdRt%@Kcf6j$zhx6$3TU?+ivzKb_! zI*8$}n(L{=z;$3ZMSM6g{<(RF|=9(GtL-8kZlC++)G-v(r{kO}>#X`D+`q|L)Oxduiu-xw_KkIDzq&O>F z_d&lGM}J|q#@vm5m)FPvX7wkHPcEgT)5@9L=y|RA{(6hy&>NZ=;sFZ3>+SJ+=Igbt zN*bn&&9(T@X^}^A;O%gmNBhRHO)sD^~$QrN97MAsWjp2Uz=FF z-rL5GY5w*^uO#M8lB1uDbf#3WhH=V0f=A~Vf(JHwrNdUs)3OT77t?EvncesexW~^o zKI}Kr;H|>}%^^q4w~Jhxc7`z!B?YH_o+(fU0C+A6ZVS2_;#;Jz@K|VQ!~=L<_G@^s zW=WAU!v<#Qn#MBg#6Kyqg!JcGoNnobmR33p&o8b<9$~$m7}DqXciA&&s^P=HSRsDx z0UygJhI7J=kUC^ZGqy}v%m`SQ?NZH7qL0>p1T@6`vENl zw++M=amH1#N5sZtXim6TXf!G3TY11oA7OSh3vj%9BaXMvw*K*!K!NqQcL2l8w`F{l&myhis4@y#x#w+O@1FOz;dy8nNC+4O z71DR3P@&E?__q}5&mng24)6f4dTPxzqM|CgoL)RdHztuTAS=*GWc$}52&g&P`^%Ho z_BdgPDI0qY#xphRY-*3PgZQ?5hx&cTw!l?K!+Kw z;=7pwZe~$`kieQ*k@YvB|LZN9?@`CMfD!nfgN8uU@odKPRNdn_D-AnJ$(uZW<>XF6 zc>`V3J3LA$O!6wg@Emj6c|-PimHzHVAD#wvGpRDcLr|g41j5JSP6)EBC|A$Dm10@i z@rAyk8%RV)Km&HdCw_ba=5T-&?gBPE!AEEH{k4$RzKnwp_yDF=B)~#bcR~BR4K%>2JSj!y#*8ROxLeu&W0J_~* zcV@Zb3t1jgI2ikI`qZ^7S^YW&p7ub662*Ey4-j5QDb59=N^i5DBA5=sRMZQJ9=8kY#jf-&H)^J+05nU#~Jy~yu68KY(zuZDU@%JT~h@zkIU)Raw zU~rqR2QA)48u!nSzQC0xe>2B9n^u&Fc*?J;VV;<3Tw|3O9XuJ^v}2#z62Oz=`KB&B zzw8WZQ57NG+>6QbMT89>GQz|PD~A`J__u5q6?s+^?f1NG)5yz5?wsRoayp)cjrC8U zH@@BN$SzM+Hz(ZJag$S8VO&^>V1@YlmB2S42iWywd`T#B5B3BC$b_l)`O=h7f)RuTLw;6^5h@~0$szf!SSIQQrDa!)SlibzxVN>gbd}r z9A9djkChlk4%MhDszWKV_;Xc|&Jerx5t|3BiQw5weu4}3$Mgj!Z()D0UO=jVAyPJlw-q4J}jT3*v zCy}kf{O8$1Wm!}{6?4qlCB=mYJZ>+_d=EXxuc*7Os$8LM{O}4 z^*dI{v0HDQ7Hf-QXkyOzg!J@WVG^TTXLloXy_TjY&N;p#OEUx@MyFEaTE^dKc?#Sr ziUYLO84tygwjIi-F{SmXg|7Xwyn`}^vI8k4TZ;>bVaHq(rPrXR*C;!A{;DN8PD9zl z@@;uM7s`K&Ezy$0`0Jf1MakONix2JZJ|}p4i4wIgnEV93v1fQ$8;l44TTpF`-`RC_ zZvJ8i>527sqy1-`6knE3@Ys}(90oGf8~>M~{$Ca$|8H#Wy5v9+eH9qQMF%!&#cZ2LHA(!;vn4*l$!~ z8B1={dFmx>9^me77p+vEd1B+A3^hQRf~rhyzl`cIf~DdxY&{a1Bnotx9(3XRp#sm|wkUwzJI) zRmRjD*Af+AM!w`H%My0-0TpE{lY%$iBRxWa{*KmtseeuG{?3Yy{0&`Aw@|dHLmeHL z)IR8Na?A^+3#J1=^0NbcQmm()Nh=di1BQU&EqfRnE#fsrjG`;p<_dfjj_(;pQH*S$ zFFQhCH67xbegF?KI|fIcqfji2WWbP@&$@OwebUplvc$6H^QZCbQl4EfuIMCf<3e^QX&F<`>? z5)j{&PN+3#Gb{nDe0w-xOe6y`+7(px|oDgTEfZI9*R45=#8c;P^(g4$o{T){zKvtXmTk!kYDR6dg5 zs9(Pb6H}o)a1iZ3_4!%i{Kk|liS{}E5w%f>yJJXBtp`oB5*|HnpaWzE^=s?B{C`P( zWeRz)JbcCnKR69jkXOdyX3uW}t|trUOwHoV1<0s)S3A=042*a!fT`dQ9%2JPNwzjJ z*>U9~MU+I15x*K$*vv(7urW_QJN%qTdnO+!*OEqnwV_by9Eaoj{v%`d1ls))zvU}T-6T~k7{~!q zcgX1r^eb9~wJHxcry3mi_ynC+Fg99*mtn1iSU^bja6(d>uO4yMKUWoEJ-JX+2^#tl z7ly>!UdmURB>;+4z;Em5tNv`Ae37$Jd$5-#QdI84gczHmVC9a=sZiO5oUJlgP3Re8 z{jd=b!mar7^3aW_x^kRK6oVOoURTR|Xx4E09g5c2C@XkF`xm)@4E~&!$;d<=r?+J3 zlKK4Xe`H;q4WzS>2`$r+d6zFPUzdMw^{vdcc$E%U4R|%8E?~vO?TI-rvhn=|PG6zr zmlRAFnD#V2+KP{q&cW+>(_Fm z2`#5Ds+EU2Aq0haUfrdh6Fj@`?e2=w+zl3RI!e-JV)_d~jg% z(6(Fc21K6)AnVSI8kYR6U$3bet!j`K=LxWAPLcFyQzj#iEceoYpLvIdKi(?ZcU@6A zzf`2F`I(b6mb?_HDSLi!NqBghp@H+>qs+yZRby2`#)AgfKe^SCwkHic$0z&^7W|EQ zVEep_U`87qHn@d0-P;ZjKFEL6Ec#~8e`L41rNJ|qdW(i);(Q_~K6IEkiEC0)=m+QU zbUij4HO{J41dPD-MuI;7W%E^*&^ipCRB9p6w=@aAlV{W6&O_U`SPKN|_+4I}j zjoPNS{`uKuWM1*&uZvcfp|vY*F+bBH(S4$fFz|4NcC8@I@1$D|)e<XAu&l;*vA?-kXTpZkCP#t1oMP{V2fm$}HHk}BHuf;2#S0wJDJC+Znk0g4wB*cR@> z2vmqCihn~0u4@WQ!41ijDJ7*p7&)^6Lpaj({46Tbj;R|N0})4^99x&u%`Sbq8TF&h2evF ziKXPyO1c#_C6UzcSW+)B^;Y9GkBHRX2_LlI$1%=_ zr{Z)>h^cnzSlRpiV+w|*g{Tyb@~b6@v@h%_^$E8y+~$-%#}iN&3b{#|SQCRL);o?T zXz=P~i_T&iy!#BkfAi$r?eage@nD z8;-(D=qIO!Tz+eoePOgkF5g|vA^s0K+~1Un9oj;}3jcm-({2Qg^KGVO$Ee;*4tcQ@ zvs_(3^5$+zf)dKBJ%_Ybuy*3ARKPIZ(S$RhM%1{J$^-Vq1n@6ox>CehGozAkD{NJDEuXp3>E-#}fX=+is~@`I$9 zI^^JB#4#qvp$eQ?CmW@U5AN+Rsox+ZaxgIspC7ZFC@N^NnbO}ok_-psM_@F?k)0+bYsqgrs%g(L|mD8e3x>(O{{6c7QNpS*CI=g#G zS>N!zpS4;tn62c0#@`fP29SPL!e`3jU}n`fPOje{Wkt+2yDo9f%_` zH+K)9V)r#uf7pLNRX>KlJD_QnqWpcs8X;V=Sz(^n+og+_G{y`h@wk7^%5K0WGebnU z4^5WQ_F%R}3dPK}up0+)RaKoMzkGU0;yYO3xsu%d^c(dLvoCog)4*#$%hN43RufUl z*vXojbQ3)mw7Z*%#?nt2n&lmz;|*f?>&4P>nlUy=2K6wZvukqa`Uk1$EsdiWslCM5 zpyT2gH?vT5?7ND-N8g8q$9ta(7iM<9QvYhDQNtER>O{}H8XY1de`oDotcA$moRlp8 z@Z(=o3S9R}BVLq2U_P+Ws-o;YdqMfFZQ4W)RB<0*Sr2W%Gp$^?Ub~V$);WwmAp}5* zQ&z|862Fc*6qodAk1F_md}mrTIBjv|AhNUBpe1g0mi{h1eMmsJpX!}{u+$PD9#-yP z>wdCp6=O6MFrY=CBMJvT4Rv&pR_{3_Ye5?^q27Pt2y^QKGH2yr+7B&6#u-MM$eYr9jhWVx@!xRQE1knT=C)v;u&hD= zM^X5jn7w>ilwpf|>+-mu&}-edpC2#zLehsgn#>EGO)Rj7q_M^x5Tc9OpjGb&Fh)Y! z0_wTbiuY4$@_*Iy`%rDHx~+{sL;pUW63GeZpn;Kb%8zWyf3VyB^$1><-E_^!c7Jvl zk~?Im_dKaQO=v4!cfBf(do4v;hd-rOmfw%FxuM?MY~Ex$$8Zp(BIW*puHmMRKK}?c zIJri+ceqSAu#*rMiPhIp5QJME{PDT)!-R&|nQ?8;j2Rk_soon%un?NfG0j}L_Y8hd z(0(+-(7=|r8_`n}@Vjxpame=@pETbYvm&cp9)qqlqxblQM@*yDUx%cTTdXxq6oCk9 z;QsQ(lYZY-wxmlhrOf(cwm8atK%lQbxxB2z)gIDPne5~|O7i?wyS046Ep~IR{`u~= zx?3NgGP978RqIhp#Tw??ZLj{mIT%nY5J{13V$ue_LZRdNKz0&X1(dKBdszLQk!t>E z?`hB|A2E6>FTJYAerw1ixS%4T-tY<7zD0NvVY)sa2galyR*s7 zgOFCbZc0%~5{@Y~o2ef9d{8|TS&NBqC2_-|zM)AXxm9M%T+4Z7y9~wDwzBH39uFMi zmH9u;l_dOidh|^3O2yM;Jf9g`0Po}V9Cs_!dpSuuW7)iO^x@J`Dbi3}*lJ$QVeC_t zB$hk!?h;?W-vPN@T^l(rpyM-)<91Uv=qgJsk~*w~>g^VIdhsGNG@JeLn&p1pA^!X= zHuytmuZ{1YrG_^kJ4;}%oj^ul!ndzq1OF8~XUs$Q))1Tj&n)@B%q!aYA9{}bh4X)8 ziEpiNKzE!9s_ijF6sHqU63DiWe5L(-9DIuaA4+Ie+BpeO4cI@#<)FqEtipnT`Pn~$ z<~O6C6%X*ZdS8gb0UnS^Hs)|Yk&+QVtGd`RW3Ql491+5`otJEc)<~~Mnsa6{)1nXX zY^1h}y5;)AtqBu3MgJc2`QFPQ6o7^euaTd+CO=S>PH{pw0EVCdOZ7G79bj*BPIy&m z+WzKldMD+jXqfn3z@JAX-tCJa@<9qIOnw@k`k~)a7FRSYkxoloLa{Kv^nrS15kk+wqt~QRFiEXl!Q9b7% z1fICPzl2GI*hDgIApX@+{&NX|vBx-LzM5lE62k6)7w{2S9qg=eKZhW8hR@|EOK?pC zGZC=U+M)AP*BJ$2k~_YXrWuDo3CS{6j=y(L!bK=TB+6;XoZ-t{T8aAFM3A)sI5}YDWd2ECa6yz($* z6TY}+->_3EQ8VIA@vqbz!Wvq?7YP8JPM&&q`{!yue=n>`JGhN~b(qHB13Y7WCf=V` z{b91FE{gX*k{3&ms>m@xXLj1Ak03nuN?)L%$Q^RpyMK z#)r#&yWtDPpByq!HXWy^I=Pn}mRgq|W0MwAFjiB+LGoG(BHO>%K#K3R)v?Gd=eXGu2Y@0T|4&uoVs|!IeP5n&z|eR~ zC!~;)BwyWi>L3(ckwgxh0F15XvE&{JeEWJmdu6Glg@wowgMbxo2akWYxdkC&9O(+V{He%u<1@@D_tsD>;_QJ_2_)K=z-OdJ#|Ot(%wrmJ>)w{z2JeA zW~+y-clWQ}vcsB(d=)5}mZqfzVGnT<{J*ZU)tWwDg&8@Lx-S+o^unb_0;2v@J&GpDbOU5FpyU+{PNRdS7X3_TYj7Z!)%h>Sf7oRw+d%!p+{5L-FBu zygpye*$Oda7IAWUacYS}wBv1CJ6FwtAU6>vbGqAbg8wbC>Kh~wF-$n+I-StQWw}r$ zX&tY@E3u)w?Zyv~Ht$mLj9|8A3c!p53(H@bY!ILvFU!_wrrZy(@RB9m+y%0z{=Xyc z(q1b1S%`bTI}bFtwG6X+KNd0Pc`@K(M64;zHl-E+zs7Mx|L(N8rEl!<~<6R{%IV za?i!a8axPm6}C(62*C#fVe8Xi1}Oo+B>ARV8EA9d?aF~$;$|;8LjrbNH)g_hbb$hm zs(=Nh(|Pc?{He`_fd;KlF;Min4?MI9u-_?8Y1h*&1#xS zz~!L!WKb$0_B1RM%K6x-kL8>7R2ts}*oef?`}Nmp-aV$CjWOKyXSkDNyHghG{EEqx z8@)KPGCZRviEm!!X!^ZqBG+dv!}(#cEWR{ZxTiaJr>ZuQ3tl>sa@Xhkt1MfC|qtU?iDc=L6`qiN2o} zJ1ecNPAiI*G%(CH297ELu6(z(Bz^Odtkhxe(H2|EgR8~mkuS;eET{&mCdZ5yutBtO zu$V@tgoc|b9^aYpVSnDGyP5~?*Tqg2AfVeTXbn$t%a4BzHPI`F`3W!SezW8sdeg4{ zN7mO~yU2HaTNVRWN>_R4s!T;UnN>=M;R;nrj3igk)RhC7CFk4mq}|f2O?{^Io{bGcWoz?BB}qqk_1vG1{X1k=@*6<6eQ$@!g2EMxd~alN zUR~;Hf<>K#&1YD2#|y2F!zzb?eHibTynBgpJXRv(JF+J9hNC*C=zXzHtXCzhx}A>* z1tPD`Pztf(jM7UB;OIm2+y_f*vlMB&fLkyrls9;c_4iY%Evj$E!euuf;=9-An&at# z^X4h#F*t7Dc`?Um2|IcOtPN-xW1SMSKaQE5z3m)l3|7h!W)m?q%DQ&=ZLT;)D8M?l zRg-N3`{}w^zSgaVz4Mdh`WJ6mJ(ZM|%!c1feLn6Fhs@_O*@(u!-5SZsnMoS|o*EmR zy`YyaADad-x=t%}kfimP4d`?1FL#Zb0iZIo*A6b^CF-RrnxCJDz5S1@a3mmO+Sqqc ztjf12qH__F)%oXPlej>|$ybokj%3_>PlE>IU~eFwrMr@>ZW-W2x&;E`xl%rb$op5O z8cUKtfJx!e^Y?UEt{?P!h2?p$L2)}TTB-eoB0bi6t94wjSw>+9LZujBBqr>0A!m~8 z!t29h#>#3!;gWp3=}k8UFK%vc0>RzZn?A88RUX=%0MU(FmD{R(4DfUyMLt&QDSD5u z9wN%y%VEzR_`B~glCo8kp|gJWCKOpeX5AKNP|>gqF-dS8=O65CEOzT19xfP~`hdG{ zC|}N>?ZIskC!W$WDxRVxN~pKKOV7$dKQlv@T}VxV1bqX#Vt^%^Xt0UYv)V#2ZHF*6V#dc%IE%Dw}BZ3NVAX&96POZtzD zKO)5E)Z<5ND48@(ds3R3F@59kIe6?G*{ue8*Yv9Bg- z@t;l4XarI@aVuHs=7Ipzv{}GgBWQ6&pf1z$o^g48-k~T^%pfY{U90#!B|00q8_zt< zi`Fm_(h|9nD6~dLHnyOw(@8ty;Z@jbSnyKvy4DdmL%k8jTxH8SVFlSgY4nJI92%8m z6N0QFn#-9#j`?-LKqZhMrvRJi1!Zw)w1Ll~ft2w&05x#UDRcuBZ! zXfK9Hh&VQie}Awcx01~Te#xZ&@zjsl&hP6i%y!l2^RI!?dnWF1mWjhBYET8T&U_WR zV!a}nOVEpRbs6?W@uEbsH?nfo4E`IyjfDPnmiW6c&N{$7C!8NbO?x4yRCwagx$Wv& zCd2F{H1PM49LE=9-uAk!*a~;8{c4eCF1f>b^kPY!#U?PmDPPv?@#?Q19pjm0jm$XE zV-1VJtRfpewN~^_67=5wflyIN9cWZzQS4-!j#9g=K+mR-{&XCF7$L1zt62(NLHF@O-P>@5KMt!je#ZJ&%u`f>Tn%7ywPx@?iTg7o`U-Qi84bLcYnMrT!d4g?xYw zrNo5M+sIUrh9duJRB6bd8SIc?riddcW;4byQN7s~|V>rpnL3 z!QxgA^~QJ%^X-U5W4=VH=VgIG@kRyI^?W}^PZ+4An-1a=>sl;Iboh&9%WYnm9!%&M zwq$<0t|%nO3$&!}u!}7UNaBhWjUR=n?<3EcG*9DQX6{t;-yAV;n@p7S)959~;ZE=Y zfLG6mpl3Kn1eOvrY#W6m)tj{E*E}Dir#HsMrkUBUhGvOPViZ;ZhVRj4v1ClP@5X zFtYC=(x!ovflII5^w@xRun+#)%_vL-vnC@|Vx9J+ydyR3#0TF-$~cnTN!GCpl<{-4 zp7b$j8$Xbq_T9UYMp^kW`}HsC?tY|B!u%;;)QNxkOF$Q>TpJI@OB9@6eQB_o)^sm$ zeGt}LckX7%h7G&VDp)LHXE;W8Qy_-#l<~g9Xub4xW2Fy2V(wRHu6||XMr==A z$V9JehmV-hRuVg35-Q}iB#TtPis}-CMTLRh<3I8>`gk}KhlTqUSKHXcMyl|qMn>Q{ z`K#gSk6+@`#G&_*CHWroAqurRoKJ6=reat~=87`BHbPpyzhU}C70AH^rapF~1SW)K z*Jb~-l$F*K2#s#WO_lqaZhB$?zUR>8j{;u=bnYcqE6t2i@X!yzDHEL;wX@HQQtr_I z9*vs1_2|wWs@JC&CI8ziBX6>IV;)XD4XEq?@B^2q-Sfb`L$l!wKCKvBEH;#1+`GPB z8pQ+u?UCz}A@R(-evHjbKGNzKEA;9L>GQ>)mvK|}dY5yGOk}v>{X-VM;mNdRrnO1g z-3aPY;{*r1$sz;9g770Z-nks>F1Qi?t6MAMpi=GHp8StUahW`pYfp82p!tNTotjrE zutL`Y`-v4!UuCLnv|KUS(c#fnD>-eP#b`0*zWDNaXzp7ToD1UJC;vKU2i7C6SLv#* zZbEE|cAo~Ugn7|M&1t5hl&Vy8iOQ2jcW;(m)UC8>q(jvCwrSU&lD{wz)P-So?JV|ig|sXh72 z3a%ur(f19o_6(7cD$C59hxzBnoU`hNedBr*&GN?XmmM|~oG249rD!Bi#=9T;Zmb{G z(yL3$-JH-%G2#)Cv3D6HU2FCQH_M`%dPiw0t-)zS&GPl$iff5|%15p2 zNhgs7o8W|MpSwpkvyZeEHSV%eE{_-JD?Kf;f7_OzsVAQ*Cr@8VoxfZQ`}~FT_}w_Bp7uf8-#`zA3D^t zHvF!hx}6%lOpqERXc6X*7-tQsKs@6tf%pYf%l}c9|Cd3g{~Mp9{gd$B6uM8wB~GH9 zze}TJYd2gKxu5AHg@Y%U*V6Qc!)Sor_wK5hqLqb#@OTl!pM2<6*wxO}ixH_6^fj}= znlD#nRwIsUHwesHt(5Cpwx(o8Ro0P8c_g6RFX&{Kf%abt+YfG`UK9ofM{2bi-97|k zFI)0eCROsm-$BUni@(*HxjFJVH7XPOc?*-Xb_dX{-N7ie#CnrVgT$tymUe#gLlrwL z_3#A-#R3O_sJc!87yL2(yXMJ$Iqmz}&Xz=r7I*2BBgqgq&Gm9Y6?q-2y=v zzjnkFIa@JxJtjNU`v4@g@f&mRg#o`3lG_oJ&2RWh1v-R>A&*b(A51LSw(+~H{6va; zNO0^&ogF}{KXC0>8XLiFom^Ns}5LtY+Eu*04IYc+Eha>IPgLt3cIfDK{a8G)X$AR}2>Y_u+8T@HoLW6+M)Lyg{E*U6f4nc^#o zFs@duTd1vuGv41|flI|5of6nz+_O?R*Ei9RREJ9MA{+tq&a9F3!B%4#07&7wPCI$I zU;=D&;H9l65&Ahw_k#QSxl%m6!ca1`gpdYm`Mj6avUt#Ze_1aC5L)ka)WGsL;P@S& zwa(}WTf^~I(eDKl$gY(8U!yZm$X7C_18gBMy##o?e!`N;4sz|)9(VnEdfN|fA7UHg z@tj$E!{BYD&*mZXZwUdaXwJY}v|G@gJtz<}e}zFB7*!p#PUX=J1j&$DT|R~NgihW3 zS(0VilE?&TE<^NkU+D^_+k;@s(TuX{InU@gEuc=`Lkyg$~w4VKYjFU1!A{JnjCmT<%9=ONZoy+$=fYoxsM{=&3<<7t4wuP*{_bO~xTE}x`(@1+_T zewV=DC+ul4MA)1C2yB7xqwgRHM8EjZbZ2c5UPj-~4eQvL$+bZ001hfa%!8?iw@@0h* z1SD4U{j{;NfmF~P{#)A~@Kri1J`zGl3ywDkO+Ib{>4R7I-gIrrU2FGoWknM8h<2JJ z#2#|bGI;7!Vsm&NC4hk9k0T*Nutk6s_NgGL$QFRNOb7+9`Mkgr7Kk1s@x3|s==R_R zqdw4q03r;4mJFN{U{8UTzlDWLOe`91I40TsUWRYn>$^7);rA9)kk|i1R*s8cS0+Q? zhRNI2Ly(MB41xG;K@;7S+iv%O9rl${;oN9__VH|TI+YLd96UIl^nnH24j1Zc z9=f`eDDs=wEb>j!- z#{&aP0pBC4{k?4iM%?Q?B}l0qV>>g9_-AgU_W9T7IJ-YHT>X#eg64}dn#2L}jKy}p7GKT)_an$=?Gs>GP08skNpC>oB49id+BzN;aj>al_2 zfM$ZQ>;>@4<%U8GK(*w`LSlj(ZZ3F!yOxVK=0Y*JJ@Delu#hvPrnmK%)o?XetH4bB zn$NEW+*}Co{ zY83VKwWcf_=8!!WuWQWpuh6obtOm7|{*_#=me#%-Q0c}O2}Yh-%}oRZxTNTwAO=Bw8&zrU%ipsspv5mM zvgI>;JetL&_n^f!V6Nk_Y&XzBGW_p^=wE#eauO@G^6?MSf>Pv{z4(-ZtY=UlyX$XK zb*;8s)F+6$B`U->aP?@r#Qv9!vi;>24iHAS*@QkCvJu5W;#>Y2PxPZ@5;gmT>bJ-E zy>*h)YiBHIzGH#*Q7sH&|K!WH>|aI5Kc9#(fP5vS#rx>E?z-S=w$}ER1jgTiNMOIFy3}w$hy==q=vk$%O9@H+ z9x%ol&}9xzFC}!A15STM^LUTlFux<9cS_<2JNny{w>VuMy|lFPITws7H>uxxu3skffR`G!sIVyIu0j<= z4$4VkQkdD=$@#$PFrfyqLkyneW}`m!3c6@Pw-^PsH}g+0Q$~ZS(G`Weoo+gr=g-;I z*fWmw1Sf>4?ODh~iJ_^onU;C)Fai`Y!()KqrVtPB;o^5&in<7W;_BK7wymIVHjI(T zWYJ+@R!tldIjUB7PUFz!jTSsJY~-HJA&K^)c-+)($OW_8yMY0aawc*Zd7J(B-4Bd~ zBxG!sm+bN8-6vj5hq1wdTh2Py1TPF}%8)v%vD_eoZ$dK9C-}>N8 zQy6%Me~yaI{cH)<%(EI^>qXc6nXD`+O|iJ29a&wPD6121`$cv_)437oY0p>su5q79<`_qyFKGY`-bYBRjk4|uH8`iUHwkC)1(yQS zGehM;7QIN1rJm4ILRCrk)WXsB&6b_b)H}GPgCA*j>5wnMNpdclPyJZL;`Icp@xhoo zM1U zORng2l1O^0HY7^-wex|h?At#ugxSo&FUxor35N#U}J$_#?VV zn31F5Z-UGWJj*LUn*w;^R})sQS=7&)HRQcjeS*M8;BB3NC{^91z9yAN|& zmOCGKeD}Ia=g4(15)Cj~^ccg{0<-W-VHLxIAH~GN${7m^m-Z*X znF_GwOG1sME}h^L{X6%58?N%m84C7@h*;9swYrt2LvE8$&V=gT$0y@&yteryWti`p zX1jE_3nQ|YdJD@8Rla30qq}$lClUe^!Pu3FS$}D@wFl)J6-C#nAM$oj2%D2suC%Y0 z(R(r!C-ef#>pe{J5C!>d^tq9K;PcSHuu$^)pDg*jsXhIFOxs{U%W%4<-2AgpDXHg@ zDetnFYh#k*ZaMVp^_GrpW(L(Yq!QKq6w?BIBd}Du1F~=yB%o)=M z8nHUq8jHh*_s}B)?)$R5_N}V~+t)cdwd+0F$xhv|FFH}g?C50z1bm)%DPPy{< zmX#0CP@eO<@09zOP;R()?>?|pN$qRwXL37Q8gXk8TyYedh;>S{mNJM%(8(uVJv2Gg zp~RH*lDNe!7(7_7;GL_%)0YI7mb~qkOMo27X(rzH%0J*!0IRDnm06*((5?6GraYTQ zMFgAF1T#=_h*h}I%)sqzl{|o_(L2!o$kR{sTbv^)=5uG+{ak+ly4!1x`21AI;J9gP z{e@A2n=MDYKT>t=x71-DdtQ5t*tWDF|5g+CR3fpdF@5sz>DR8Pqz+IwgU&Eh+S{*? z++fGdnsAqQYDUsJRi6dnJZrI}(C4}P&)ytNM&_~)YFa<`8;XvB}MdC%-7a6G7uT@>tPAGZ%P z=hBP{H`#trd3ZN6>W2O|4VwD}>B>!k)xz1?nSYWWte#VT?c_hguQGc%gm`#1KK=W^ z()k4;hEf-maqOz}J2ZdpeKFiehZk-@<-A|IgFlw$+rhcO-dTYj#hVLVd(>qxs5_{D zHZd{MT#vnSXSuXS-V%$5Wa$qf-{RUY^y^6X9GZVz6!2m{T+0u{O@3Csu0gGX6McM9 z-4bROJ+B;(Wh}O#^R_5A>01^)T*=12eWIBz|B98~3Fmgm>hekC%CXc7jCIAtRk7NT zeQ3ocV)&LsBhyl}II#bF3UK+#PW=S&NY1oY)wCggs4jd^wix_#gnA+1@4b@#wKfS; zDgTuotEBxqY(JJM%=UJ7HVqod?#j^W@XeF5>GO}f4G}-rj1GIBHf~rsd=>t5&9~AL zgwj*EB-z$ui~U*$;5_$So;-Ppn6OLl(?j{4JZw54=F z-Be~7JpJ41?owV}rtNp7ey}E_OGnY#;F~MI>kUp3 z%lSNVQf}90Y@LexiMvTZYYpNH1U9(QjVWjPBvwrgiCLmGvW}R&ejb!+D7ZGcXTwcp zEUUf!s@|Qfmd7hEJgjqUaRIlhb7KAVD|=@Ftc&DT(CPPNqv^$^9kBkA(X0-OB0_^c zl2-|Zsg-db;5xnV0Q2#G2Pydfx)uLF^ZLJuIjSc_X$oZ`H~lOZ1U-K@To_;pq}k~= zQzgxBiw@O5JrLze+W-^SiG$V}V|T$A)(JU7wvq!QPV3#1rZMm&pa&V@PuoBlCIuM9 zAkIu8b?4(t805`&Y25ET#&1+EY!oXb;okOTW_}jl0;((@aAX_?o15Lox zC`19Sy3+u~zsI<@!TrlJU-^h(K*+dJSRV|05>0|jKM3a5iGapaU)C#3YnkPd}P(y**}0SF69;d=1bnv29JEo-pk9)=Z2`7{L!q0;g zNGC^XM4@hJ-GLs3!Irj=bdN9{ZKSK6C?O6CreTse(!19twO4_Bi1c|O=i<$We4JXM ze8yt@^yy=n^$DHLbg>aj8w1@l(HmYfZl1dMV8t_%b z>wFIRdEjr~6%Li70u@&U5zK)UQOihbZcUL7j`w|gW)kr1A*WG0BML2rrkOaN$dg(Q zqBO8D+rDzz;_$`bslK9PpsM8wTYG)#nF64w8P>}p%`Bw74{>+m0SxTL(cY^E!V~!1 zqQC_LtPTDK34MmMvu(PrQcDGk0n8tEuLVv5UZ^Ew)QQwczr6rfoP9txji)_jk%WAG zb$F&=*AN3qfs)%*0f*6ij_!m_7 zE~fV473_$p_Eg)?<`gbPxnJ2FJvBbi#^ofFYJq@ozVf2HUok_GTu3=6!}lqzj64KA z*Q@=qST_Rk)w|T9e5J&GnUs@?ox}m-n1(ReB-eJno(I}bVL;{RGKLUiVVlh>P4TLm zLNl*qh@=3s>uqIWDN}s>O;$csX&7==(=^t#lAM{|%;fSKg`=VeK1jrvPR$}|h*hqQ zD_Lne?O=I|w&PgAwu;QXYOGhNa)?i6HQAOtcW^2k9~AJ%?0wbM*A2s^ar8%cRQop` zJhrTkN#z8eD9(_U`9(doYY|AHfe`_E91yM=(mick&ZqReaWo9T=?I)uu-X&+ZN}7e zRd)^f^_m}x)gL*I`u>ru?Q_da-okA%d*JlPwU0rmeWzH)HV#Zx<^7z{K>kQ3@J{;_ zS6RPpaWu&A>Lu|N%!JgjW1E_GjH9fpC8Yc~0Yy~;DhRv(ax~@I_*4q+wFvd}B=``R zga@5^%Rk%6X37AKS}la*o_%*L7p7!XMIArp zrm0wBT7L|rB&@|x@40Q^- z7N5&$FkDIb5v%;-j=XlWkjC^T3(?H1HIik8n3&DoG<^2xLcW(HOj29^lXb8Npx3%T zC!OwAwCDxGGfdxL4#7&z{qhv=ZX7?p_KF-l4W69e9;1ttuTby49z1Y8j?+4a1a*M| z2PWv$z9RtpzB1PF^2h(mfD`aFwzCe1%X3zYI|A-log(~ z0}r){*xih752+zG{c4lP*m7;hGI6zIlwiFGch~O+yd7y5|M~}QTTqSN8j13A!P{2E z(@QOs!;Sb{KBDA=*bO< zEh|JkaWhbh^0E_QJ8Ux*;-||BM17cm8agJ+Ve1b{^8w!V9I$Z!#S#M5;rK^-hIW?% zq8qBcj@gw_%NDn=hlIT`=yBBx3&7dPIFVljdHz54&io&$H-7(wgpgfg#+sdEO~zQV z@B24#WA8iaOzATuVOR= zS%5FbJ|b7en@L|NeKHE_4gBZUDkHDT(tO^;+qR2M(+p2ns%lUyurn-Xb{R<@A5mn0 zj|Df~jd;1uFMWp}*gm3l0Y{=OUM0Y=Ui69!IkA0gY{(Y!4yWusMq$9+ls; z6mImsdU`|c-)X!co_Uqd_T9lt`|;X0lh@Q8siRxX%hReR2zm)sx;VTXEPT%p2mJGV%9qLc;2}|7yibH#L_AbR8Mpd?IDTP*l4y;83rkH zq*ThThizGp~(NKF3&5STxjYZsIwa zYN0Rp4k@{)!wvBKyX!Ba?5!^yytPAGoXy08^lMks#d@cF$G>J($gc(Zg6}22UT(Ev z_$35_y^J17TMo~&jUCu~F(F6K(Yp;@$5llhR|i>P`wz{`6pUQ9H>9eae9Gk2eQ$oE z%C7$s(>vjJv=r}OoD+U|;J3$DwTB&{;jr9eg5(p+gOhQiC;Jdy#_v}wEgd*D+s^4h zF;7IBnj=4e-&dp|uM|8u&sSeT<|wn(b+nP6cGtao;!ogSiWH80Dz_|s!#FE%eFRZv zS|HFD?Ha-6H?G^-H^p5`;5uc#S&Bn}xKKY{oDw3?yvRILd-X1~dUMRnsc#*Kc97{8>TL^gP}tkv@M)vCJt* zmudcF!z+g!SAN3Y)Z=b$QCe|*(VYQ3aW0n=c3qPRQ$sN^hvr8((LSM1iT#3psxamP zOqe-}vsZI6^CY;wM+__JmEJ8^TSJ4Vy5lKxkq`P9Ppzo_qk<+Oaz{%Ks2|V#y{sI) zP_@2xIqa`%{zV5S+uv73E-P{dy-|*rn$S>u2Tzw4oAkUe{4|`0b#m-x{ZL^9TP%hI zUEWyq0;pQ>YsC}zhtJ&*G9d`k&iRCK9%^x!} zu(?0o?p_?>B>v`stcr1Q>F_n7keioZyQ$Km2t+35g@r7fX=sZvVEF{1KHr^3q@D2I zi>&3?RA=CO`B)KH&On#H)RPs_e*`IlxgPqPDoBKOXd z!>i1`I;?LVP~2VB6@uBvcttOEIq@s5k97<#YYD@6Z>k{gr(76_GA}+}&)BZWX5~Ms zdX!G+Jx#uzs<>BJ*!YRtcLCP|z<5uiI({O{)b$6}v30_s_Z^Hyq&43d-alY}Qls^^ zmjukzeKJ8@_z_Of;w)C1tvyg|dK$#(+qvj+ZI;B0Ua@GsV~qgfm_vH9ZGWy;C=Z(! zXemj!v(N5|Ym$91s zi1;)wE}9ejsDi83PS&)R&xGbr{^|pX3;owC#~3ViW8|VsX8QcOEM5kmy7VGvdyhkg ze>kvtE6}p7|26oN2h0`_rS5yqk4p3(zcmKh7LA1-Wqy>f+?P>8yQD>TfDCBnxBI%Y zfLqTIKq%S)9>*v{E1WBR;TZ^u$lW>%b?Y2WL)M)iI&X6_U97LjlEwBrjUG=sJ<)ja zVdn4g@r_rGrar#A}e%0V`(Xm+Ol z0k+BUmyGPA0woJ+0YUvyFBhs?s#K}%=Euj8i_Cw2##7M_8}>&97eKS6$K3r}+Tb~a z;{FlI*xd3Pb2oz2&OV0fK^o2BU%=v8<7TEmMA#>MewJMo#40jn%2@y-G!OENuWP@r zJ`3~?y3jVvbEpI!g8!bn`IL5UK~bWp0>lf9PQ^4wa`UBItsKc*fKO`tpd$HQkh+wQBD6qPX{NzTVPf#opqd;&dLW-{N zjO=52eSG-L9wH%So_%n=nbbiX@N8|H{f{b4?^>nuNYgiI_p7K}u+^VQ%*ruI!BeCn zqbThbX9KxeR)c;}E;rl#W>`%avlqwQ4=JFHHZygkzR$dI;4N0|2GV{^|C>?= zaR*oDzZJfzu*6?gJXIJ-07V3@W2&O(_qJv_I{Gsks*L_*=OICFvzr>MvWgAq4C!<3 z1Anzf1ug!NtkTdg&n$e?duin8p7Vr!;la7OXHeT>4FeI)!rOMygXK=<$LM(tMUWAO zZGvP6z?}jZ+^dY6^@URWzpi`@o>1g#M!{ol!U-U~;WnFz3xRoQlf# zQJdM%Lo2sMv-+DW4``D@zo;58q-sj8iC!$#VXLA|;GF5MAf?HVp2LDh8&+}zX=0Iy zIj~8}sFi$sEn9dK>o=0p#bBnoCe1L%cyY*S|B=bbxa+C-XDO3ukW3%RCLEAw`JH8k+RdVLZR-z(rf;*Etc zP>|%c^R}{xx^eAsdqyvk5IsmJK3(S)~wvck{l@pt0ar@*<`mnH#Qru3V3E`*JvV% z@WP9W9%tY$H!6|DE?BO83Y&Y!m1GteN*sQYeBQQFjjO zzLXb)T2QCjSC$wH zJU?|<`mg#?mpkiP-~f1g0#F=}mr-EzPH4DyX(+J3>@LE;VJ)W64oLCE(KRDDN^z9#;arELjT$V2@$<5ATi|_ z+VfBIqkJ+=t?GGU<~P5AaWlNa$oAaBQc zD+r=wHDZM4t_8vlkAZhn5M+*ea?_Nh-3>aCarE~DcwZ4CKdnwxEOZ9h#g7Lqx`$m@ zEKt+jQrgGg8OjSCzm#y~OWcoAAyT4t;!*N%PAez!tUKa;bNCgxh^#eFpiS~Sz2%SS zUjy60?X%Fl;yaSa_{db(=^H``ZR@0{t)n@^p6cE@#Bf=2#wt&nn;4X*ne5>KSXOsh zxd4*A<;ShVV+}7laB=yMsxR`yT-m6iE-HG22FZ=|sEU)n=U<#Y!vC){ zqn3jH;=L*O4qy!%zve&SNZt^8i?E5-dZ$0j4BUnoB+dqjE30mQaZx{ivdM(u&z z_twh05=18IQ+`-IXuf;%mgqiC>#jC85y#UECuQ$UZf2H(It!^I_W+phoS=SOY^J__ zt92<;Yr=0RavDFJ)*#$(f#bjCF&TuOA)ZeoZSQvn09Wc-dgWES=h3H!JnQ7DMUUeJ zlDB(Rfsixx)ZOGtt@^d(PnXdq`#Tex4gIe=4Q+M$0um8pEuCFmsAJ7zs?D5-WnsWw zAg6r}E0LkL`=lZoh$A~cftWv88^=QtU|HJ;j*c9OVYyGEO zeGWCVRfa@bad&o#jQ6w?TLGh`Cg2;=3JWI;d7M(hp)NSGJ1P?8JU$h2|FiS4Mpp1W zBpLoiQg9++lj(be?lo^IgR!OQ^BLKjT~R*z zvabdO9xVlT1H38)X!-uAIPMy;y8zVkc6QD*txkRZgE<0%5swKR<6s2fPL14u;7)@I z?Yk1ydQG0CMH`=fOw2w6*fn${|7|_!Vp9M&Yip|#iVD!G z7LK^8fmV>kRzURt68d0~`xoIojj*|5|q8D0$3XtlFWGw}t zZDe(xAoe)=NAyB7whl7=c?^wPrJ!d2d2xZl;D>IuNTfRwC^&ZK(*GA42TaFX-P@_R zk7DFO)$Z+)R>y?8&wwHfJ3*WvLO5x!_yS7~k?X#R7J;?oV2s8I#My$dWB$ctS|sZz z(7(`#OljsC)w&*3nK*B3ild4B`@s-ap>u8jZWwrZSK!w29)_e5c1F%OK6jf>8o>c6AlED9& z!!x%X=^;}sndmxW(XzO8Qus-xi%j6>Y(em8SIM>hhwmCguRDjpCW_El@Py0E&~PQg zL|ikFQeJLt50tWtSAEK8?3H`_{ z>+T>`7-5>lj8qk-dN_TESta{>-Q4=AP=_FZaxkB%!p2G9U5KhCyW{(UJCzz9-y06^ z$_@YytaM0WR&MRE(-d-R^Zw3b92X-Q(1IS7%S?eXjlG>#(hc|Da=eeaqgswRq;PBY zTs!V>8LE-x5t(Y3F|>_?M2$Io{G_gZzzJT%m-icR zL5nXj;nX$ayKOU-o%~0^h^MYwieHSy?0jzMjfPP>#i)b4hKAO+h_6y`QGpb#zlg%g;f> zt<3Al(FGSyI`o8Nwds@Mz=ta}b$Mu!CMg-=nJt*9GC;(d*3pVAR| zT0UK0v|EC~>$w`uN=SCis9EjxKdwi7?R(gkJG)E1#^Iz+b>3>?j!()9Z)Q`tHCNpG z%USkKCP+iaH@+2a_CR#Un-iy<7322_*T`$pi_p`q<|mo*0q`S=a|oOOM(BNkZS$p= z{1rv{OpC-J21#z!^Q9>rz9P=IlQ&mxOA-S;F%8m-EMB4;t`8&%Nko+vzrg;x9_*#Z zH%X)C;^eeS-L=ptmfMn?vfLgDR;=?m6v4lSAMC8T#tx)!zwRp8SSZjey`s77L&L$o zxtcx!9fFfQtotVgW`E!Q{<9xxej%U-WJ_Zo?R4;s$$cP`yP`Pn6?eqek76MgF#$Tq z%JQ;GLsLK5$7@v|3h$f6@N@C77>JI~M`?_6@QW`&H4vjE6@}ahZ{UWn!*7={UC<_L zf*VQV)jg+^V&Z!*l$BB)WbJS0nMh*{%=9Z|GCBC`qbkODv@V!w9b7wjVqsd%%X(F( zX~}yN*fBuCx!TNwUYW~td11}aYnqA}_vq1Fdu1~V8`EEQ4A-MB2+5k+W}4GDu@40} z7*Zz+0%b0%zoX{T7hHH~{_-f*!iIpS`RwL}*Aj*6%Zy#ff0Y-S8TrXdVwG#oKDn}M z-ahxsUEFl!3hful=ykl;$qd5LoRq|L3QTgV)J zuIjbwfFaR?O%*@iNCCZ28q7L2ctqr9Qaw3w`=|^yG!Y@v_(qzxKqZ=wt4z~?1RWad z-LDpklTg6xJzmmk{JxX-&T+u5TQu#GMsze9aW8?b<{R>%57Cn%U2;48RZ^QY8Jvuz z$d?t9$6QNmV3+UQowZx|VR6o}+oxv=U!SDKX#WRu6wID+ zv&)xK%7quVAQK{&NyOQ;pP`%cAK63dFQ2H}Zt!rckUZueWZ7#j9)vntN@74oMz#7) zUizVr2uwL_tyNR2K#=okhb1A)r%kF_x~6_dzc|`Ia~R=$a6RQ%jI8jT1#+GO^?RZ9ooIV zZ?B}QVn4metVJ{q6;tlMa^W)h)|#51*j-y$@0_oU0km(hI;g^+{sy}D#M8jY^8LH` z-v{rdHmmp=oRdO5t!|faTE^*c0g5a)Ejj2s$G;2tkoo32W(7V$KAo%?YA(@nk-xs$ zQ;=PYaPGC;Yhl8rdHRtI$PFwW(U>x&^=jFw! zuyO5OE}t_N&Z`GXJ)zGK^%elN`0Cp)k1mYweR=7--h*a+lMjIT$UC0R+BuRCPFA9Z#z ziY;l|T}1@G@mp2AZeEU5P$T?%NB)CQORlhomGA6jd@oZz z)}b9za_(V7;iH;;_LuI*I$M>(xVw~;>JU&N5>akZJlkEKZ<1Er&Zlna)@ zuWq=s(J)jrWJTfUyPtx0cN@$zBObVOC0 z>**`>6WgujlXW2oZ_v6{B;1Li5%twkr7TIy-ZajDt)E)_| z4c(0fj3bMmf$97IGF7Vc9EkS$|L()V{=?2+(y{-#Gz+gJas*j`_I}eTPHA7Ic~nzi z05+ka)RV|C&3WGCNhQhEDfZlET#`OgG(1%iN4CC%a>+uDGQ-U{jD8Kug628}&x)j0n> zqCxTSw+*c`aBUhqWA^WvfG(hsUug0|YmNS36(SEQhh)w8d156p*ZmoKVh(|Vnun=s z?q+5FlOf>FR^|f13CfNK)MWj>Sh8lpPIAQ_W_|L3Pv|y7q$6UV;4;5a)RaP5^f>M6 ztgM`%a!=6vj ztih9x%b<>;Q^NF(th<-mp;>37y{KvGKWUK1Z?y1Ir>NnsL_Dk(U33zdr8{}859waP z7jhWsz6Se*?#$T47VV&{#;gH}^uQQF*xv0vD=2u}BVc&NQ19DoA{-?`Qab?(&EDTE zRDy*3Qvcw*en7Va6<#{8uT&OzVu-BKa+#0$7SXPZe|Nup2@tGmpes>}uhc84_VFKn z?E2X+Ij@{RSBy?pFbV2a{eZAG#p4^m3Eozvg8j2obVPoluT@GyD^BDG#&DVhiB4|X zlNJvE4zlb07@-a!6)0eoHd11mHg(rXJlmIIK+*=vA6V@m-7Jk8Hn3{9cc1Q>4U^4+ zcP0)uJMY*4=P0G0aknIBTr)9oVV6xj7AvI9>%`OH9)tiqztC9V!)MkkmBT1pY& zU8j~?i+<>jd4A1Hx}OVmOse#W>$4L!NdO22HI(Z8TmnKovKGmA6cFB0V|>E9 zNQ!E!yOwC$p=TZzy2|&7wvskT=>z*>1t6JTJ83A~$M<|+0?%T_?oeI3BIhz;)}t|x zUWo1@Q6cSQ`o_?59YR(_6A2O%(VrqhQQhsKTAuom61HBa>$atLO8d|MoBSVDf9Ed5 zc5`(~@9ir=N3tCK1fY8R&c}}0N?O@WMHwV#-3tVoPXMg|j6YvAvwWCus81UV)8C&&318%SfE@~R|-m3`d1m#(cA6;D_BHiN2MnE(c5I_cm z$yu0x5njZSo8iz^pxFb|AOdrVQ=Kk?$^?Zq|jn2XBunosQ~}`tQP^+1xt$h zVjVoLRL<%ePZJsJ>3pB-X9|G7sYQYNK}Fo0Oy zI~k0v-HqT$kObN=+E11mA}9-;Y3-5WzOI1era}Z{@AK+}Q+Vzuisi$B)To6N3ai~( zZSiyNK(nCt+DBTkowS5Bmd{MKTf3O8pwsQ4w<3B3zwjfgj&FqcO zyFSiFKGA;_?5gfOc#L~=nI@*iS0gqYd>|d!U*{8}v%tnHO57uLEtG3I6)X$wd6-ex z+P!Gp02Z|a-%;J~i7VqP%da&XEosg~UaDh!*^|DLlHs*y$Kit?Y@Zu9yE>3PpreJm z3iC#?hY-mU&gkCe>KseAiNKU!BnI&Fu8_%+X9 z`QYd*e7%BW8RW?K(a8JVjq^95Jc97r-EWDfF2C&-hC|u8M8HBoiON{TiL#M~b+g4X zC-PMBm+el$mo#IBKkvJ6;id&G14<@0^)u=n-o<|PZX2i26hIOL)*B!{l+rkzGy2=k zutjd!Ul%GeCymEn0||hC!{F}K3@thCCC^PPE-Pg#7=L>r^}Sh&tWnGrT(v@c=aLG= z(`GLG<}Upa8Qi-<+K{wB7zE7@cwSKQQeH&@!J#OF;Mxer7p*fEVy?C$RSelBPB_MT zLZxqv8es32^^IcfoPBEZ-84XQbPe4&x zvZk^+1UsUaaGjHxX&!&h-AY^kuOD1Lz*>&4%%x6#2rO1j=L7~b+Z*S8aneiTt;NOr zG_7fhNbtK+gmVMw?`%6i_utyGBqW=z1D*PiF=5}x%(UvItVY(Tj%lUXT-6>?O9p1w znb3M|@F@pD7Tqn(AvN+gt1g7*SzTi&YG!V%sY)`s7>V$u7h;fxsL<#~ zQ^@UsidXpFtj7%6OMJhyc8%FBHuq|SGqnz`cY2`vQ{Mh|6=TgyVpK{KHQKCy&=Im# zSYs+J5M?|=bMfL-CmL1HnV}9M9AJ(*qi(XUPk2Ppa<@WD6cuexjQ)6RV0n8`>ys&~ zRg(K*(?WSwkKJt}HMRTopNYZ`&9@AAF7y(UBW1Hm4nQbU2s9Z{tuEs^l zSj>0CNJ-V~?u$-3Y5O%P?h*dD)#CIab$(MaLt)Yt~BDJyjzy(aV-+7w?I9 zc;pe!?gnlSJTZNF$LU_G;a6Gyv(;nUjQG4jT*r;y2VWMHjAw8Wc}bbM-&X(ZpXKOj z#S2+>-7>D-vV~7T06VlrWwV!24;Sj4^g8@9kYRak*pqJZ{YM!;c9xr+ptq|ju^z3U zD3@HlT4OV<`v|DgenYQ~tee5UShzJ;#>bIADOwj~;`&$#H3I2_g?-;Gh=CR(dFY%7 zmbq&NF={txS2X12Y?EGGDDSXf)vR%O+B9+W3Z`t>+>EiZ6}7)fXLtQJm;M)*w6OKx zO24F`iAeA-Gw7(pIk>gF=)I_qo$ujjZ5WD(mdp83pFO5+M;Yg)Vh1=ADYzwc-{Xly zxrKQmOs-z3ilN;aLsAn9Cp5rOM9P-W*L)X~mM{Y7MPl|OugpEW-^PvCT58SnqB|DJ zyPMm$Qw4t>9oz{69%`fIC$DaaGUEj|EkhkaRE-Ef>2&YD5C9ZdvZ=UHYh0fp@@A4L zoVO;m+P;wMs`J;y2@i)aT&d<3_Bmc^DDWQ=dU%3A&Dc>pB|3+tpfr@vIMLt41IIvQ z+rhI3u8s%x^Jlq(aR8sK?pu|-T^e3q@k%W%Giz8~jip;5!^{BhU)Xtiy!0q^FC^@P;Fs-!T(Od45g-srAa^%;dzK>nSN%%;8gMPr+nV4rTx~JO~gTiQ&*>Lr(jZAmm zFc=ltSlE|^5h-rm^SuJi_A~ge`)ZYEq3-#^8KuPt#q_~nMs{2}I?0+k`3f6DUIi&q99X3-ceLICDa4RRpV=FXlduKiEwy%-#r#jA;7txx^P=Ay&_Qkh; z&sLD#X3mSc+l-Ar8ZZWb`Y{aqea^SIrp6Oz$shZi;j@?fAtnp`Chzm^l#E7u#q=U0@j7}XiD(2N2B*5ocY zU!!}i!%(xi5%OyrVPl-+URRqa*;3g5S3)!amswmTQMKO-5pA$DfX3-MvJKiN8&~1( zmk+@TlOR7E(l+HZ9)sN^nlB3#(%M>Ar%zS_f08gA>BpbUlxmv zq)B9f_?he*Yh;^BTCH3)PRL1pSWu8X)ncsVxSVD*Q=xK7>emyO5D1hr)*;vcs9XOGg4K%)FXi`s=B->Vj<>d z__8Tw;LcK?d$$i$CCww`xBmil(9_-pM?2o{y6fh ztrccvu4#BH&~?rGPURrDrC%DZbUt>w$9!Yd;MMXQ`FGtaVH zlXsWXvOTKc1INN~znz7AS#e#`vxl{?$%9P}4;MGrxw0ca*5s0J)u*u=orQbflL8Ob z1~yINb25EQbM&zC@9W-TY(yJxC$$D9OUACZdWwn$YiiG)HY57@jFg`F9P+$NU~(Ajv;8|ysswJ_aog^)jc7&I zn~+}4rb3@Fr82I1Md1_^Fp177yP6K|IEBz2vpX`9Sm5X+X%;x@N*eQKdxgLvOq7~s;n1sp@q1Hx^fYv&PR zQf%&D-Z-k1lRVO*OA&>@zdwHpoZUVg6OecHGqAVhV1lfbL|Eb%AmO>{Egq4MrawF- z!tqaKcg`RVTCQoIr5w}3*P`T4PnMV;t4|BE)W>PBB9K7nnaS*YqP>y`Bxnlz7Yj%Y z`|I$?LABwi=qO*q1H5uqZaWa}L!flckA00hQjD0-_Ep~Ouo z2Rv+e6g!`p5@wwb5fm9|#@}Y2%Q~WXW)RZ}Z1%mEdJU>Lbu)#G58>#Uyz~b|S`s6Nk5q^wuyzcUksrJsU zkIswRom-h|p?3=d@J%`x94E}C8@-Bneid)p6CL%?=61S&lqhvg%&pa!MUVZHW&xG2 zVi*+iTp&pQ%o_tI`rKso+ELMT)~UtS9o&}sy;`e{p$sg|iRs*iipfRm3m>Kz5vMT_ zJmg6jb)dWEi-=80FZtTqZ|@1*?S$Vz9Mfs!w9V8^2vZqM{&!kwrI)=F^B`Y5&Jq~- zmvxiQ_fV#vthN0A9N=%7ZW&Qq+1W}+7@z=dB><=zAJ;FmT+8%D$bEd&@(Q5epV4IM zb+6C7kwlgTI#}ZAG?HqTawfX3sj93IQ#)I)QJK9UKC_jfQ)59U+zSe)&4hMGMkkiO zjE|j?7ZT+B6$JPY^iX~dCvJCALjJ}u^L0MZ6#<2?MY=&717QxGNd;9s^r-czyUaZo z*AItxDVX`szMMtN*qglG&9T?l9iaFF$Zk~vmuSmaTL5{O_K~e38(IPL&6)IV-roL}RE#VyxX(=Q+7XBvTZ<*9`&T>Qxc_-& zXKVvTou{_{X*%&Jn?~ow)id!_hm(!LWo#LMZ)!2$XSm$E;pbmLirxOn_x2V<$#|-S zrmn=+`rFfs#g~YZ{?%6?+ZW<2SUUcsQsadLVJKjQf1-5l7z3~bHW&B}SzE=zT|3(_ zKkn!I)}5V1-K;ZpGv0=SI>#Rxa+t}s(LM2_bhaIHEKcmZgQ8>`l-~Q|e?`qD*uS3(?^@2UlM?r` zw|z@yIf6>nSSSn$i0P6@!|fW@GhbInP3ukV4Av%LabBa3)dFILD56&M+Kb}Vy@w-}EJ z1DGvr;SO;uEagf}ac5BwbRt5)JMJ~sc!QhU#TiRt+r56w<$>hn0|J63oD|fD%_2r@ z!6?lUucjoA6o>M7wyEo{!I*~jCX`c3)1zxw-&!MOmF-#3OF zIL(5k=CU72-oj8sEQRwfjBnfW1e@owX(H z^ON8Q;31|S%k*YjajU8ALg@f`Kou_K@l(8&0TL2nyi1Al5=+0~G;kjIbL#V*0?;K9 z`z-BPglhl+`B6!5H^MpZU9eqfrd>1%IPmAc|FxWUYwiAbTJ0-Dx-%lH_r1sWTBM(D zvS-Dp@n>oQziPdh64^}eNA-^dEE9NP#yAX39wh`v(o|ynuAw5kSvi#?ekIlHdYh5A z?4?Y>P&)qX$sTb$rg=ZnkuaysXrt6!oKvd4WwFiV%KO zRn>S^>lw|lBQYuIIWqiF1%rT{X|RI}DI=#L@1xP}u(+!CchIvc|4}*j2M*aXT^b8M z)k1+a^IJLQb;j!HL{7D(Prn!yat)4K2%Sd=g^~OhcAx0!gPyFt4JDZS2qX7?q)K@^ zS{E1(3{QU^tQ^xxDTQO|GK_@HL*??$aF)@w;H@?AOaPXxx4DC-fc_2dc16HrBhh?u zUg2zB==W9in~ZH@am^A^>n`I>W*+HrwPjU;(xyY))w6HG1($&Rp#QL7*bg85yoj3s z9)w)~$!?JHm1aoSW>1!$qkA8a;1Q4PnOjy(v-z#37~DU7Pm@?KuF}bLbmU1*D;zw7 zT0%8@8%I1fc||PBfYWYb;*anU@5|A2mvsUBNwC3It7v8(tq@!7{meAN~}RSvc~?Cp}`gt(*9 zCbTr5Ri*wiO9>E3iG#1tkI~n9_tw5~N;NRTB~9DwrFK{d{<`{@9P#r5tL0I0*65e# zDXenY7>0Xk0=J^(ZbtRWcyEXdWV94NBqpXaxsdJtqnbYV>dWR-LKz8Yokm!A6?3u6 z;O?;z-&>pMIDxS5A3U}w{F7p;yZKeO!(`6cEhvs{ikugQN<-d)ec&(kI< zK}%J6FESdKCZmdcIrHd|sKd?oesaBGR#pA<=f5@?+8^W;NJ_4wGIR1*_0#I9jUNyC z-Fu&Y2q;agwcBL$hN*(`T(S50 zrXk-6jHw#3$PrCqVX8^#HJ?^l3O}PvC~u#yUhQKE?ZX3JKpHlhQF9w|t;SHTXjSm` z^Q>dwEX@^X!A74CvfryaPai-dCDY2BQCGSA_){)F*|f@e$*zPMaDFt*w8+Xx-HyfJTR&nAlfE(f!t*!VqZ4i+@0*;H71{O8_L`ZML7_LK z%xg~+d!N}Zv8VVCxnr%uTIa|Mk&%-3Z!{>%`!;OYSo%;G)@oo1%OXE#b+&aiHlT01 zF|%Kh80{nJWP^$k86)a5iz~4Cl~QDR-vc*cr6Iu2kGNV{k$FYdJX0suX+bl*8TAyR z9=J0iaXqW@hVgVFl$cRl z&3UNvD$mx=PFc|?Ku#vQd};qwbJ9TO7Z?fq^n%FvyM}!^BlJZZ+rdWsaYxgqZ*ms0 zmhBwR-XE|!iP;$&$$Ym;$$rk)txs*heUv<#Jjfv}^RQ51De(dtxCRGMn%>;F$n5r# zL8*;NU4l}jn(G+yc>N8oUG?EZNnf9`_#N+hf{peCn@Q`_M|@>QeMil02QO32|2k+) zdyA%NrH%c5;?F*jq4GK3K-7|5frS3O@z%u%*4jA)ru*q&8^o=fMR`R)GAr@YfB7?B zYC92D)7NzKwRmM(ULJ4`L52wwRBeqZYZ~dKTB(9^fMpR{hTHVf1UvCwA)e=sApsdPGPh<*J3A)%5xOCmNGMHntBcMZ>z5-739bCOz`X zN!7Cai=)mufbqu|DCq^sd=Jz1b<>+dJVMmM9&f-}ect@`FKCeC(eAm9#$fmZ&oxdW zHm(-sGRJ0cWepnh*R-;v^_WOYQm_Q@)UnEm=((KE%%)}u2?5+Tc`MjwCh>{UY9h3u zAnID^{}gVzf~RXC^p--a*ywq@+y4EfFfI}ie^zb$G3T&T#B;81>QjwVTJ!*PUjU1|mJ`#~%<0 z-{z1aIjX=EcqMA@?(fSHX; z{Hy-CP8xd~aryzV8M(O7LnHlXG7zgMw3Y+KPX|*LXA49Mpi8(S`gD9HKN&VFzrMdS z;9)YoV7%u#zYunkJo>=8OH6bYwtS9_;(It@3j7GJ#<&6Vpu1UxEiG=4=bQ-LC z+!~AUr>wcA4VB7}Fbb4^+SL{DOe5mNysw zFu-uBQi@>`iG$4s?nZ^bS5sCWIwr{I{dz})SH`pMdj{`@h?kQbIq!~FG8y`pHk@up zx%y6e`nr(U5zm;$^_N~~J%>q!DhM;M7iRAiPhHB-y|B6u9$Mg*E`+A2w1o5pM-l*H0ONsvu&1KZ?vI4b9w(`xkfH zPZ}P05LhabX{Ndmt$!v)85QKPtrgQmi-|cLKqx)e$+8*qXNwurbkloaxsdz;K3r#y zU4x@qjFXO!3Kea>Aa8a%0=*Uo{!i(f@5GK>Dc!@rH7{QaCb;_p9!SlV$wUyBNLOW2St1_^~L8Iy8arN{J(UwD@2`EZsv*{Lc|;NIVft& zA<-_&%tzB>h?H+=1`q*fqG{%JQPUwqHsf`y9ID5tv-)zv!!Fk~GkxXQ4vc z^?!lEP6QG0Y%?=r&47o0mbj-4^@zr6{Y|XvRo=M;9O*U*=uSd0o#I5o<^RXtyZU`FPwPkQD5n@hsF|4O*+r4!JvB@e@=baBz>g{1MFUt=92vHpJs+_ z#=A%rJL_NbQ^)LIu`_)?mkFrJfxRO%e<8P;_tt~o1pQPIq7DL}xP6U{E}*|M(BI2; zhBi$Hd?91<&h3uyzA%3Stgk(#8v*kH*C_gMVYyq`r#@*KoLL-4I$xb$UAZ8({4bxl zcSS9f8oJ8k^GQw(Kx^3^m1K$h4*|)_A7~Q>5P*PyQ;Za;CpsRL$Dti4S@nh&2Fj^3 zt$+v1`By%9>V?-4+`_Inl;{{=e_K#$l*zM6wIDu1bO3&zqX7MWfDdL*oekZhh1Dgp z@dB~KLuvuODqaZDAws$&W%z-32>+bdeCo*TY+AZ6)t}x{hIZOn>%D2r<&1Y0As2Bf z;s^f)CGj9?C~zEs#?QUw37|J%D%OkGvceN|pFQ3I>vR-+5?#Svvuj#4@Rvko zc*2o9p{o`;n?J<0OjNJubvnU;g!`JAJDaK;OHfu)68Uy`iEfmG#b$Arwf6~Pq%K{o z;?m{f>nXb;Nqt%a`OC9BZMMCTeou||dV_E(4t;W$!o<}?&%u>NQs6VKRDg&1^WjDLu9?OIu1LfbpS!>FL=>Zh?j*N-Nx3B7&l?yTZiBcnt zVw;eeNcDt>=I^4w<##ZDZ*TEZ%rPN9An94T3pU?6$7cIcjOrH*`U7k@Lv*SUO)lr4 z69hZR-YYuo9e`ji3H`qyrbK5-%uBa5{spPwbAD2R&cb#kp(h(F{UtNqGq2_Lssz38 z^I;=NA`g&$Jn9p@{4nrYxum`Rx!lgjI=fZLr$(NFU}0~RaMEwzZ-HrxLP&1mB^=^;xbTt^}ISFIF6pU&KpoT1V`rcH#m}CG=WK zt%g$h+ksjbA4eURMG>WPOG}B5YQ_qq3G)>NryPTyUtRi9biXh%TZR8x_|7})?Z4pm zjifW?&l!s1OP_^7iOQwL=qu!6=`WwM#j{?CGwww~IF1z3Z0C+kCSy#dtV)8(=tV8c z5|`P}&1kQ^rbc)cCHILvi!nEb~w z0?Q24UIL2+3za<14RX7Z_#{NIV#qkWzP2IdhRBe`yFCg`XQ9R``Gmz<(`uDd_jzOU z8&gwA2;?`tX86raOU{X#YAkGr$A=+>TS5lp>!vE3ViiT?6HjwNNT8hJnAQEDSm~S{ z9knt+`S;~BW)k=#WhGHWl<~2)Ekg^~>%zgfJjr-k9GKleJdNkXSt*XakP&nuy(7}C zkWnw?bwQ-I5*N74npXI2Tjx%}Nb!3SHcV#?jRn&6+r9IAO`2A*HA>oMdD((8*7Kv~ zo2XW*^UQJ=FiOzKqzEOQ%n!3Yw?)C32&B0pDds9%>2{`!9P zjf%IDI5~CQo7(!%o9dnBil*5%4}u7BIBMF$ zjhVa=4PgV4`uy*gZ9JP6?aO|qTro75=mo|+JL^_j_5IDv!l@`@!J;(?DLsUCGB205 zY~NX-&w!$6NcO#;q;F%UjcL(M)-v1CB~K+2ElL!)jKp)0q}r(Nh={6WgZm2V6lOXS zVm2Jn{pdfIH(dpq+ZvCUFx35+HqYy`s)DpowO1L(Yp&*`yV@oi>V(?8WSP9p5qYBV z?{v5I&NuH?kb#DM@N!?|bfUnNyL%(5YjfLE=;_5O|3xNr5c5LAX6)+`!e8D>?YyjM zqM=fT$7jQID(`^g??=BJyM4s!o;MT>5?(6HmMhX^Hiw8D#X82pSa!oLjd&z?jM^yw z!rgKQ+mzu9N$zlY(_o~%&D((Rc>AU2nuWdV;OO14ltp_7LyJ43hGK3)DU^?vig|aS z$`@#kfg4KAwuA6`%q4rlhc%`)qC?j2UAOTdlLFzf(^-*sp32ysJZ*VMSZd?Zy)iG| zFYve9=yhlg`?UbPZIT7x)VX8Td-lZI^Vc7>HKADX>ovCXlgl|bR0aPgTX`1AN*z~R zV@g{Lu3|sLtgV$h%^WBvfnJ~SKuIr**Ui1#QP`zCyOp3?X=I9*wbFf<+}Is$XpgqH zCw}~NS|T&s^O3i`p{U;g9-{qI!L~T8lYsty=EmXegIbfP;H<;UY0_2wLS7PoUqvau zB&dXsTOxb#dr;W+rHd$j(XzB)$yCj4v(a{^`}fb9DwK&SuPBYV_5f;%*zeWMQB9PY zlfg>w+e03WmtOwoCy$GrG7UenA^r#gj5|Bz<_>K|{+p8G2bG`Q12YmuJm+8E+f4~E z#ZDR_`K5qM6WsCC%L5LShfA&n+>~a@NIE`npaT+{nBp;z}NV@qNE%|cvFX*=;r~&D3?iNtbZ)x$vs^yNH zmT}1^L-1;zp_JIkox9H4qAo!zED z&WhE)&RTozuc%@5GteHOCV*yM*V_s~9zBcQ=}N2&C-4p94bDcZdbFJqD*bx@Tok|k zaJ5p6P%g^lrsvDGwLg+Be=2%@C;ZjtTRZYtJPcA@oNr$L8loog)be@-t07S&cpm?= za6s6HF~qOoc#}1`yv&~Cob{bpUEho2raWk|+z0@Q(|wex{vIws(9%lu$J5H*0cOwj zpa-9SRFb}a)CgAtj0y{2<)r^nl&C~_=M!7&L13EzzPhlwFaq@)6AdQ;+yJ0t9tCD zL&&P{mwi7Eq;o?#H`Gat$#cZc-1dRC4}lu7cMg-=dhi5b>1l+BKN@Ubj0@e4-KHqq zsm2ZcnL(B z7?sp9Awko~pEa3&>e445=D<`G*fJy@{nEG(_v6c(C#EP?b~{D@4?6?uXm9(})7wyB zM*iKpUicxvMy>~;Ar#=R&k{mKuz$l_R&OQmEiF@a)d0e?I|rgdJ-7ikP-O@VW*nvl z(O7$l_5esO!f0lP*)`MTR-W8)Cb08@P=o<)d8(hEgIhQ_k^A%2I5G!_#O5 zm-F;z>JdwRCjt>TyFA{Kc~Zb}T3~r6@*pn)H4Te6V>KNd7>$teJ;^Dp zp<{^0k$-|n75)^NQ85o1vb32iX@V98e=oO-Jq-0x`DIfkr`w_(0fLsPbY93 zQIX`WaqxIL(BVzVF;CM9;~$NXq}~7|KghJ|zDp6+`U6iqavSZKF=j94=E0ZeU5Xtw zy*7AoG?cG8XeF&LewJsE$&IcYx-J;w`1#nG0YzqGV`EJI{D`(t(esh_b6u69N!#2X zwNtuJ$s@cbToRY#O;S9P)dRVp3zK;_1!u8zPIb9Q$~7=z^%G&#^rJCq86M(Q#H zhl8(jH{{#)f;{F;rPrf%)yfZCH};MzI2)$OvrBPvE2u$v`3wl(IgvoPShbu`!* z?^pZ}jiCj*EzpKrC3s` zWd|G2iN;$1eT(z>mX=u0H#Q7COmgdmyDN(H0>uKl z3`Ew#kNmCT9R3HD>V>aQrORpHPt3IX;elHmUF&KLkopd@@|6c}cC8i!A|N-#I=FFs zXk76fc^3HraA&N_cRaoAnlKL>)sjD-td8__2A(S?pDdhvyfk|*M8rx>4!BH1gJ%X` z+TIZa*!9#q+cZkX-Ln5!_y7+4kH*Vg!ZKx7?!nIqIZsF33OraQ-(q(C23;*P`gGwE zpz6|)#=c_RA-u7XgN+6Mv7G%*@RN@)1Y(3l6t=Boaa>HYG|P|0QBFh;?Z5gs-#WVe z0w6R=1?ROB+kbJ_6ZHUjZNeWae-t|N;CC(~L$9bYf2#;INI<%DxN%7FDI9_COduwU ze#j3$o95@tOY``|rbo!igo8V8mNDy_f!oi1!sNDQcDdRCv+D?)6Y`u_@oV=|bo{BV zm+De`PTB-*e$5IA=B;08J*;Xdn*+cAoxo^ReEql$F)*xr=WF%1q4$iic#${!ir+n< zyC5iflzeML>M*k8m%v3K@ayHSyrLuCApHLW82~h&@8xXBrBcR;NG<1`lOsxH3Mq-t zY*X|=Q9Mi2vp0i()a4`x?(FWYgbX}-C8!fP4C{%0@uBw1ZF4(CsTkO6kD6n#*yl}L zjKIM*+XnW1q6g;k;9%L$gO>wdLKTierJ@D^_EYX$H3*FI>7D zb3pgs-G48XzEycP(;n53eH4msryG>ou#ZF`ZcU7kaL^+j3gB*BcWqH<5J%mzV2VUn zYy};AE`vD_l}VnyeMw6Yi%n5f!eTK0Y+Z$uaeU$x<)zQMK+ReIxr_&vuBE{! z&A>4V-6A9I{3UH0wcC{sZ<}AAm$ypzRXk!N-V*uXB~&s+w^}n<*Y>KbOh&pNFx)7> z^&eW4?u6+zchGX5LgNCYgUT)e%Z$U&y6-_iS#D(wp^lBywH&Rl7jfgtQIs#93L?^j zPdk5WJbuOG64TKWw@gZ6opjGK!KN`Cp<2mnm3`km`JbSZFV0K!JW45fzguWv3S7*^ zL7N;i6OkPLUkZTpYmg3E-RZToGN0oyV7HA zWTSY;**D{b6T~h&IT;a7Nx*pu5oR-<{4yqqeNMP<#lp{tiffetrS%06mV{uVadJkz59zZ1P@PwIXH?Hl?XW@9-jHU0xRr zdwW!fM%MN8iR~3&0khxpE7PG&tYJ)BGd$LVd6tt)MA#`_pI~luM%}hJK_@E2o#$@1 zFyEKkscp%hv<@CCapG5a8hplMzBWeO_uD@5N114ZM})pTX?&j4xRP zx${zf*ozceJt`aHNo97tuFLf6Y4ZDXVw8rP0QnpTKufVifM-OtDA~ilxR)oLQ*!c$ z?IoKu$KYa5hYU5)2!yD#HzKP3HQ{h~s@o7b6%`4BqF!WaGPgWAlJ(@E1}ChO1zNA6 zOucd}l?gzqxE%p|oOz|huVAbUwoPxDIGB@e_SFDwZ2(Rz&AW9!Q>=TNwNIQr9Y`24 zR&?vCQq8n4EXY&V@-N~dGz!po9^O5-m|Z0#x)nMe)Ig* z_|yJViy-+;ixKpi)(cLtD}}GS6-isv37m3_u5^S{iC7vz^0+7)JufZxwJ zdI*OXWCy*wnyskYI2LfMU*h(1nAf8}>-jlz-DzxE7{0Al&g^`J0yULQKH&fXl81ZH zv!VSwQGA7h+k*Teo_!Bqhv+?7ZdDR{<RY~7mAoQC^~yH*hV=DO6a ziEy9dm|G%}x6T~FJlMHb>=m*96?F`CB%FV$a9m-xl zrKN4ck2YzQK2b9|YBlD5BD3WNUO^>6+M|N~XI7el=R!8MTmgldYE}Xn39K*an|Y_n znlT*>u(SBzNR3x#XS9RSq!cbgx_P>LsT$vk^W33OI5~)UbF6QwwXSBz2>Pxtvm`U~ zxQBUjNg*5DKw2WX>3->|a1k!`qk*~X7tv|=E!kB8@auV&A^)ASt`N`!$~nHRhQGe2 zXyTRhSNLDsd>hVumWMY@ax9`a*kN+YFAkXLNih=@#p z6~wzrPE#M_!)7%eEDhMoK~N?Kk6hqCrT*a446e>bviw`RePQJnwwjFi=q_|l)^`&~ z99`$)Lj$N0@{Nue%O0G1D66Qeh-LHz6P#okgznEMTRhW#B zqya!1WLPn{h7g)@2|7qf3dQ>95nyx(wsC&=5alc^M{8?>Pw2TAh#}EKd5G??=A=d> zt>X!Xs|q}O2Ee1?Kv1|j&r^Qv;f*n*BXiz%NH>?ENza|!_FdaJ8!own&Z-I}#-Lk~ z0L`Nv<2!f&M6K34$)b6{Tj9a3Q5?DK2-n&l0+N-3%`!Q7kHLxB2^tl^`Z_hlc!NxQ zRE4JJsbQN1!oi+&CwGtYE3A;+>kx~zZveyN_$1WP%&MbkhUN#E2;1aWw@VNLe|?oZ ziO}wxg-w51FBMklwVPm4<4iYp22Ri6~1MmAFrRAc7kQMEXCMR5dp zVFV(YIyl}L2^^VeO>)77*JMi`FZqDpMQHigg|e2HzAr!;*%@9hy9UdSUqnuhlzi9Y zVCkGfnE~a>ASz>$JNqH)>L9HNakKf?#E?~Gh-^h%JBq|S0s=T0{OhGh*SmmT`I~KN z7IC|c%TQ&O2)kyb{W(MGl0o7=59$!yzknV;)1{P)O@;0fcg2v;%VUtsV?oB~p>W(2 zM`-k&%XsqXNvw29S6U&dXRzG`jvMnYX#$3i{e&j;>wHrdp?ChSr3{2Iqot~@fTWhH zfAJl&VBF)rz2nQk10|vQjiX1vmc3OY=R80RE*W*wgpfgyZTQzq4;x80g1@+YNf=`k ze1Q;-M()5p&KYiDcn0EWWrWzX>KL@y1sWfYRs|rL<{Ei+g8J`Z1xNR&GZVV_9k<9^ zJ;E!78CzZX-R~qe46xRH;{o8a5Pdy_O-^?6>sCK zjEaK^DovyQhstBjosD0BiuVJY@fQ-^KtpIVC#FcF8lseRcgs{SNA{9QG6Pn@ys^fTFW7sXePgW%Feco;bS|gbw21 z=Ek8*EEa(e?Z3Qaw;dzB;CbV4H~Nr4sQB7|M7! z3h+Xh9)Xt^Xm(l_yE2W9k~Zv9_2Dg5$UMZ~vT+?&Z8_`HPA`=%Ttmt-8(R}updS%q zhwys_qBj4oJqd=9o+7xh;vDe>9Z~ZiOSn3@-K*+LBZ$IOpK`1MQ*RJ8 z9bPhN%ajdmc42@PY$W1@L`Fbkl4Z|%Ek z!huS>$f+}lfM(E6E=m7~@vCv9{-b@{87>cC;B(ad`jT=$R(QyqzPHr$FAp&eUdK;h zgyQ25L&x--uvMM8Z|nSQ6?lhGZ(O+GQ)%`!BU ztFIrSmCGrYzE~&Zqk%WD4jc}peO*g2;EH6E^iTcS+Nd=~YtP!2-qPOkUcDV>)bf7FF7&`l9Yve%a_URVw+~`?T)7 zqOh|;ga2=RhKWOZQ~}--h55yQB8|r3eGWq*nQtAL%SkC{M$@-(S8+lZ0OES{yF~ zC>0Ms3FF&~GF3|ja*n?_u0gY7w`}Pi6XDZkHGVzv1!pQj6xo{bCDa;0!hHe(aoac< z;%g`A{o)KJX{cDo7<_&GOYh~P=D|Qxo-i&cE+l#|#?^fY%=Vd{DIFxpQx5fpwby$mj zTCC-7jn6gzpjQ6`nL-A4q+g@xiIJ`r_+7YEY`9ccF!(F9=6jG#^_QhfY_l?cJqm-C z--~r?7P6z>;pR_tKx+{ zV)aFSPwjJaK_F=}Kp6Xt38p%?K8%h(-|pdAORfJrR)3#jWc&sjC#Zbx-f$hpv|%^a z?^#!jpX&TX(uuc!Zt>hhnszP^&FlZiA}OLS>@)FpY-!xW+p?Gwoyxu`c1*2bG%B)d z(HTQ5F2*E~9vXBkSVt5+Dz>bbkF&HJ&Ixf|6;=$`W1{Zq)i-W+j^lMKF<$ne;Vnqn z6XM3wn82tOy>l9ZZjj{_z?R)tE`^I9(Cs%FO#{*M^6Z>WynW1B+*38s*RsW&_!Z#w z{IBqWvFMq zUNF2(9(L^S4w~Q>=5w9b7HuyYa(XTD_$GIm7BkC*XL%}n(J>WRUZ58s?9SQ9aP#)H?mFjh5%ZFZWDB^$m|#Y`Yza~5@)_ep5vr)7V2k@nKtca?TvTC%@upHTy{d^k zYib!KZc#pG*Yg8OU8eo|*<-e#<6n|7hz8wEy7{>2?d9GL*vjpn9{2%<_GmeC!*Sq; zb_zf8*6QdOzjbuS$;5;Q_PdpxEWaxjr@tHfla+7DZN zii0=dSTbf)5whQ&HNwvQPVY*-TKIBaWO}_TCDc@kV=v$9?sR5snNo|Y0j(OuU`Ak1UTYmxi#8pJ(c!*4=LLKX|kvPPELTEb4w&ufl(_PPsRV_vz+_UGLCr6{o#jl$`> zeGO*Kh!IYCLmB(voXFE|#8`R4cA0ulO+!=SwS0xmT>C@J4@o8{ZgyLrwZliSZC0v3r>n?U+6tmGww=0c$54<*iD&d7iavB$ky*n=@ zMJ54RnO7Ae?O!dA7Yfiy{bG3Wsbz+Al&u6yL#>u*p3%8ypjIROnXWfyr=N|mod69x zBCD4dO_DIy9zJI$dc{I+m?j7nkvRTi`9$0sjYTM*X*ST(HnTBHtvavyH4oYvFKf1M zCHQx%@Y=I{1&m7)>3;QmZtfq41Yew%xQ=<`89~z!rpS<&ITQ=Z!e%}-7jyUdYu{1c z8<)Lfa_YfQ$QIuE#FnR^Jp%|=^~;y245W3B=yA8bf~Rqy)}4#AuD&i3*p_GN`~V2K z_z#Qx1l~Fu_s52UN(DtBn~qywj?}^D0wPvJgY3I$D?R0}b<+V{DQkgWBUHoN!Ty z()yIV(G5aGoww^NoeHe5Me1VJXuY4T zlvtxcBMV{E`4?^CQMC5ZW~qSC_nqwCx&SJN0Rfzxs}a*NX2bU3KxH&uUBX-+1IGKw zJ~#6T5ks!1?#;1%0Jp1iIYVH5fOG{&P<{Z8^{O1lOwt4cz`r<54ZYk7d9nuawQ_;l z@@+98L&!b$nTk;i@ew;7=un%EI8wyha}8Dz6j$}d$O!B~7@W%wggR^)(U-(RBI^!!A^RiV>Clhu94O!VxsADSy37j%L*Q~OT*@@kJlTeZdO=b&4((1N zyYM4m7p?-IFd&~%HZ+6gh1j53z;<$*BC1^x#dZ4TiP?9+5Htc2hPITso>wGxw&4Q% zyB`47dA)OYKneqOx-C9UpPr$husD&1eD1cQBp79I2mzx2*ypHVcslRl?DP^5kZfZR zZ2-kOCA?+LF6lBmwIj8YcC>FV%9;l>sJrB6wz4%e3+({uHuiE)vv*x((v|ww#-|?p zaOS3{TW^Ooan@Z$kq>u=MNgKM;b}EQ*GUGe_qEr!aT*SWvqJLRth3S+vSCdhj&mm^p?Cd0n@I4Np4X}2b3H2Fn@hU}@Hda&z2j9fnkfN`exliP{TE8mU}I*@YZ z|6^e(=b=wPR(-rz`MT*IxKN3`=#Eo2>m_(xucA^mzVLjZT zvQ#cXU^h_SZt|gNh*W;v3F7-Pa6)Tj;<3Mxt}NSYju#JMM^8SAn6RAI2kdL~Fy1g9 z-NYPZ;||k_Gvu9o|CX>-uUfmuhc^KIVz6K@J4qMg|1Ac8kaYCT8TL5L`+*n1NM&Rp z6fXHI{{J3y0$jRD5j=H7*sq+# z_CRevdSrfZ`I&+A3yW=T(`8GEDG@2U8G;rtg{y>;JWRnC|HtlXQeQ7!cLMf$<$@=&qE_LC=q5vJ~?(y>Hn zVuPZkbptv*;uuoMapw0JvDqfTAvds;H<=UlQIjN#ZIpRb(RTslp|H)4Tq^-fIxTM( z`i{<5!1&Y3&f(s$UoI4QYAc3)V^=rXDC$7ht2UlqR$5d_ipJRg#rdwS*tyoWzY-KP zy*G}5UPb)H5kkiXmpbUEz;%!9l*MbFe-7={p21zmvpYsElBLB9ZE80aD`WL2H4v?` zzRZ`)nX-l&!8?7_-4zG-psa?+znL5ZyuC#!>>*nPEQgjnV1eY?&VidNZ)||Qkhc+D z0`^=h6&-)wPQeQ_p(8VV+q9yxgYjvqUcmFCRYVZ;cKfJUsBq|66AMO_4 z48JTPO_1c(o@1tMjcd-MUN4v)(w<%3+Tn%jz3dTGOE!tl)4!4??%{6BdXFRFO7ud* zr>{hj!iNynK=Rm}g1wnq&4a_`(b6S5k+705B)3Px`jxP@PBd%RVNj^YN_hcZ+s;Pf zUWrX>k7trdopfEq(Cp(tA z|M$1|6;lQIH_a8W<=8heCH$v20)Ezl%xWtD^yhypF0Oo>(oic^{+5xuc;81d>n%0o^i6@BB_>7ZrOHf<0Nq7StH}@0OQ>#%)thTT-{_e%ll z3Ur_;!H$G5;;ZDhef>pNa-|`~;Pbgt40}54cc9?O-G>Y3t$_6_5LXU(`XQQKpS__r zJh8kj$pbPU5G?Xbz8Y^OXiz}m`0l!eyZKFmzVfEmFiDQ)f6%la%%=os{9{6K9B^LX zc#-R|e%~$(W2(Zl+VOBHQM9; zcG(W)nxd{C-BwtPZj2ib;0jO!l9@2ABd{kzM5SBmrG+XTXm{Hc@ae`}JUn+i=VOjB z*f~N`X{@6A^Dzw!=RAdRQ$2fv0e+{Hw*gy-04mciJWliHORmaGUz;QCCGHyB4HU#C z_y2$yTfI*i{catS0@H*F)#_Q93Oow_8Z&>PdHz?<_+MGcFD%L_ppTIe=bY;*z<9on zlZ1!3_kseYT2zRy{g3eK&Nnv$uQieG9K85uNb|RSj_k2Io>=Vs$sN-t?85&TtmS|# z9;fL}R#DVC*n3I5kkSG38`|hN1B|>jH1#hsNBR0q@3`LzI;F>nF|b>!LmoXUC~yc> z`(uG!X2qZ&x&GEs%nbjdXH* zyjr6dJgoD@Q*G;AFHRb?7s}fbuXNCSU3zYkGp;I?Y*yN6e)3 zaH=em{13Cy$x=I&(N#|UP__X-hD1XTV5Bqy=sWbtDD_jPs@^3)?w?9R-*9 zX0>)z(IUkkzr{_EW?O@Q<7#Y}JyHnsgheyh-tU$D;dNdkeV48ArJ}T ztBF@V6RDUiE-+8Cy=;3lVf=_}Z8<)eJY}Drtl^AUJ_2id=EnZO5hlKui(>4OMd~qP z#a^(@-P1h{wSh}#OszxVeyhX!92hZ~v`dak?ap$m&~ZQ);DHMaZ>jzWK>T1jzpZKv zwwH?mkwxm}9|U2UYYW}%-8H>A3m@G^sPg#v`^guwi^t~e*ghvCCYVBZq^{OO$Rh1r z3pvwz6^QqdmS}@ALG4_}Ug)Ltrxl(audLYYH^;o74~mSHhorq=f>TKvCDnU=pY@df z2%L&=zWA_G!A5+%13?zP(vYkW`+UIbU^ugdxKoNn4MvrKRUiVzWnFvE2RfvyRDL>3 zkvva)lzKB(d8u5nqM>x-)|<(!k?u6@z>9%mYSwq&P8WX=7Hh~S(m!y0j8H3@O1o_Q z1+;Hj%678(ukFeCsQ%*cOk5*osza^dfyPX7t*^SFc^A((`C9bZWYb7iZV%DM(@lVa|Zx7yxwoA9&{cD_Z7sG z)eun322*2$$(?%*%KbTtw0j!2dK}=9uJ4ZcC+A*sc+2DX@tSBFWcoE|z9_8uv>tak z=3*zMfDZ>F9H*T1x7&V;M!9o$; znmK~4dLMvt!$QJufvMV6AA_bfj<aM?-bJXI=CI|Xy6>6^A`e=r2>TuXlO(`SKEWRCORZcNi`vm=ph>RQGBWJM1BL|A!J_B4MYE=kP5Lu&RRmBZRI>3F; zgf1oLJESsklJ6pq@4G7~k}E5XL)Q%myuPF_!0KtKa0py=Gl!`lAzAo|F>xwYFU!0h*>tpB>&5#eEM zE7C6V?xMM>a*cpcW;I}SsaNEq44P6wWW4PKeKFG}IuhN=Ee!U00H5%{6`h52|HlHL zF~at7pD{PFJ%slffA9RU{*T4Uu-mpaHx$SWfGF!<3rpNLKb+A6xCX#iM9faENjiV3 z>bMt@MAcxFQq8hjW`q`!C zi)!kSEW3GGT8589w0=9TegFWrb#tpL%=!UA_a-J)UUdL@X zhHXm=y`hpswD7|EL-AzRCF1PPuCm5tzPfx_Ja-dCldIHzk0SswfebAb_BA@+Ri?if z;u@BG(UJFXe(DSQ!5wlZrTu=?EiYuj7*lz9re#dZi|NxUz~bn~4`)S5 z;TK{4UYpOL8jSHWN2Fx8`u8fxioKQ9sqo28W6%Q|O3D5-roGVsy8Wk!(n zDI=BX{bbkcfknAITe$h$qYm%`b_;bk`*bfri9!9$XMtD*$Zpuj+sIY_1rK~#rhza3 z@fP2i|QAn zr5-G!e6D8l&yAi_u|NY0>n`Hur%Hi+0{^i@(-LSP`0UfrdiY7KotdqiTSclrdhB^a ztK2@Ev!2u-ih+!g#&zDl)@9fzi>*Lrfm%J}^W)u|dopAkgRJ_RyJ83Ud#EpD6>(G1C;F=xS}- zJ_C4sdAh!-7`*R{YdoDX$dmQ2c0Rscw=>cyn7R>GtU_IH=J6FXW%)>K{NUt2z#2tUnh)1n=XcK6h?aXDZe+e;PIZLnd$1)Vaz%5thJ0l*Tk zQ#5f4gMg9e#ijm##+~?rf2`s!|D+fT06eqtVvrlK$*d58SDtAd4j;59Uo(|GA4^Mj zQEgP3{}mW+KKvX2tE`dkb8vCcc3FL#uBzJX=NSlYE8gEfRS?yp^vT<|7yzr1cK4IR z_cO#s8Og;TGm8ncEOPw8<88oD7iFC5np&vA4i!4553ln-^s!{>=7luT!cJ{#>9&ZP zJ}I7^)B^2OCICrvi|EYDo*x^EzY%2!^sK_=~x4XX@ z*!lc0$PUOcSpr9DzXbsJv>%LQQ>N}LJ(EKJUGDWJjrH%HSh|;^3A>er9o*Y>Zy=H_ z)~G9u8`6TW&##N*%X}ucBI+bke4fojtN+c?DDqJC2!v5>2Fg%bHw!Y__zlYuuZXLM zyVSbb$A+rHrxK$uFBY>4XV3AS3S@#P4E2vk{^ob%X>BdCOD8meskTC>A3v}P)fG(P zJ;^3>4|9l9TAsEHAg6ky9ui9Le*_` zCmpEf-XR7itQBYa=KR>z0V$sOhE$ROElqtstI3AY;DUJvKwO-y8^A+`_55>MiA3Ta zRTHL2@$!1n_IciutO?FB4E3a?Z`bN3{Y|@5%jJy77XpaZO zkM`JC{`#zsOm7tXBY_cj`RMmO-32_+dOjphSwH7}^V1?tz6%CHvhid3jnt;S=SR-AqNT8c}`;64!Plv zKC_`E?f;f`KRk~K8hw55kK5`0gS|Hmhw_d8zwJtklr3RoDO*a}^2Ly>#n{FkN@NKU z#fT|F*~Suz?914PN@R($45rb<qdC{|crOT|G7aPCAH6I?^ zpcQ0#8B05#OYTzYJ!+MH-RR|2=T37=3tg1ybJJY(MRHGSRPe#QNILlt6bskV4yjy- zu&|hxDh@V_#7?soPP`n*i_TH|#K-;<&*?rWDAB7yrKJS^+1RGqj~*H7H~=-G&htyR zdEVV+uRX|kz3CL8xtQTO!+VK}DlS^LDyq{y5}hlK&oODkBe5U0G|cN`w>LD(8}{&< zvjdd+%eu`U`jlx@T3ZZD`Bs7CXWjlXjf&hh?M zGP?41)Qti;{=}~p)Cm)b2(4IO9aU;neq;7+n(c%2nqwWP_8gJpokfZx@1)YN4|6;( zl)gw4)@H!>f_&~=lZ1G`E|2C)FxNHV!rD0wel)D?Zv0s@Y1$&zL-r26dPM_lE`M-# zoH58)rwE$<7`C|SlsVek-wDfBTuQ8j_@Ks$D?`4OR>m6I12k@8*?}9p7k*NQzvT-g zE*Dc%_1B^~#^B!Y@e#mV+5U|GW;-e(w2f>g7W*ik2)tH)s#2!`9#GHz-f0v}s$xT3 zx~%i2!oG$gkf7Q}`4_ zb})UWr79v#+x3i#Sy)FpivMa=6^HU;B2XhPMTi<^~)69H*6uX?QYin#A6&LE<4Yq zj}VO1O^#ed^+FZ$vgdnRo``u$Cf!)-(Ue7CmtD)Uu1#0rhCiBDX+Yh*0MEEsJb+V3 z@Ny}bH$d?tP?a#9r@!MZZ5p3pOSu8@_#O3KV9iEs%g?48sOt`&HqVC*{S-Mm-O!1 zb8Eyt_}!Z3Pr$G}9eas1;wE>XcPR>9p|YmlcbuUa)~cT_bh*7edqnzD(z|<^G9gf|xa$7EE-@N?b@e5{m}KH~n+KKZ+xIhRc$ z(&BBgDR+){A1;10_oGCS?C}&mA;BTr3E47pboyB-6`|{tEi!SUq%Mgogn`SYwPxIu z2&qrPzuNak9YPV$LHYEgl-^htR8;!2c?jy?^N2|&%e}tYOY)ZEE(4Zq7d_bnTQnH8 zU(V=7TTDz4TaNAxqn116U_S!|G=eM)oK^ho>Y0>M!Uk^@QG$;1E5|I4Me(sHi|REH zhJ+o)PonD+m4}`WPiYCxc*m#OuTyZj`eu3$d;;`Rx_l%cNBLOthUzv4oiC5|=kIR4 z>uvuNELcJIB$Z3_e7ki*`FO(F2!NiK$_(**Kc3!o%R~Kz_4(F8w(DQNOZylF4;j-4 zIa>Gqfmlt?J`y7GWC=N!A)Nk0H^tP|=X?S))?bOE*@SbXsUCaA=ga5Jr`hH9IpSSU zq<&4ab+7FW_9APkN>o?lE-N$c3^YcEJ21{jqgVzFPM*(^T8W78w8M#^mtD$GDJ+jH z>M#R*G3fu>u>L=+gB|&AX#DtfHpi_)H32;gj%@3zc|7DH?KIBH-s_B)+*O!=OgDkK zrQ@{v!w&Usho!RCs;|!} zjDWI7#Q-=9LuRFq-3a%V{QHz^_5I#(KJK|qljk5g<@W?PGN^6r4<*rC9&z^kPHBY| zgL9*+-&5z93Z6nfjNQgIgjo%kzjD`9&*RI8+$Sf%^dBvk!B! zQie!)Wh8klw~a|tdr9cadH04%ZrI4w*EmUAg_eu!qigQnbMew>2>Sf?k>=gZ znYO>8zEEf)tm(>h#W4Nm_FSNb`Y-vmG5nqe>z>L5;uuBL5#gnV!#MIpaxWsGE4W4s z7bJHVW^>oH=v6NK$HqS<4$fQ(y)iGnY#Ps@2Wp&O`gwaEY;-ePQ&+b;wZcF!ALZDQ z0vTXd1pr}s_*d#t;cJ7&Vza}?kPfKzLzK=V#lc46xhPdRt$v@F#ZwPTY^_>8O{QqoOXOC4%?oX?;ICUMaxeBKSkATzwGQ*w z@8h(nvIsNfJ$#wTxl0rdCwXm-AKY9=B(@l$s{+GxgQ97|!FBK=yd%L!_{&K3Ce{68 z`T&eic-nqVCt{4r13I`xe)U4lU6QU)n8HqXMgtu`P#9)?wVoLeqcbY6G6^Qgrwg<8 z5R;LiOC6F`-cIiqvYYk3i&{C>@C%#|bDX5tH>H|8C1FqRW&#YX&GJ%RrrpCL{+b3e z=vY!ALt^~#Kp)Sw_OkN}DbS(0QiYBsJ@v#2P7uutH)tUwN=7>koIxs&7ic@ zZh?)iDjT1R{0kvmqT7oTjXAxMRf`uD}6X)0Cn&kt`N_^vtq<$h{G$X}{Ia>5|v z6k=iHQ>Imlyw-C?i^(-q%ZK!Dr1EK5eZ=aOpD$~t6TUg$vK6%&n@lfyP^FdjFeFIq z^6Zjd)h;c}Z{_#9iy*_mxrH0T($_%HGS^Aqpq|N}0?twxU_ill2fgPLJC^eBp;Z|4 zB0%p}M!@cP>ifaJ&8GN#V+?-TDL+|X_8e;`j}-fR?k|vPLMN>-XvdUOZH%N~hz-#k zWE8$rtkYuv!uR@7{P#b(rE=TWkYO4PzH^DL4z2Fz0T_4{0T52e`MedUBW@$U= zvkN{MFQAfz=aIh~a8|xz+J4cwdtm{56DuI0BId8Jlf}em4uH7}WV;;kBJQ^DzR87i z6ox}F#PNvK_L5BPk^~~*9j8#WQ7E1LYl6#Y>)8HB1a13=Fg{AXO<+;pum&=7y>&l4 zY#8lLBobDxOr}2>7>3^9R-GH8x7L@51m~m-**{`wd0Nc`;}>)K@rxlDRo_C27X<=` z=bJ>0aNWv046RyWh{F8DuM^wEg`nsJaQ`PSF1>S2HbB@+3Swm({0Wnk|v3Fg2R zbmuv8(@D53qePW+5u1Vr?eB|ftV89&pl}bnKe_7&tVd4;aaPyKt)Y@2!ql?M^&Y4N zK+s+pur7!MMin4ij1}k@TOPVqXt_c1cC?*4V`CLOTeCwIAo1i?ig6+j@7#I7dPwLM z%=Fas#&ADLXaO;%iKXGj<G)|VdrC1o&Uo>aB0<ecta9r)y%tiEj2UE}94g zRgF)RA24(VvJWRsKzVZ79^u6}E#)d07Uq0Q=tIHwLnr^7dt1)V?#aMt#eb%S-LQU- zkRSX0SU%u-j+EGyeu-0;%dE0a8G^l)-x}}rb!!AG+5SOUea1bW2D6t3SmHqBy^3b5 z-~Ao|A#bh(1>||2kD-9(-1Ag|LgwYN&HdnQ^IuZd25>KwDevt3=5+t-lCLjHZT~oW z4Z8Xj1Fh+DiqC!&=wSU%S=m+7h$_C6^MA;GaaYWHs3{91=~HAS(l?{&fzZpT#%gwn zA37eLAu+48EQevUx|Sk3`nYu&7%D<_Y&mm5n_XsW@gp^T@u4s0c?nC&5)a>KL%U)z zX^W39=Tf_}xN$%^YbG{U&E*{FG-5)54zp{7re6M|!rzH^H01Gc{<^N*O-ePY=l$O= zbbNAViV`2MrOu_Rm^L4SY|UAfXnBjQ?((kUV=FnaEX?q@&?! z=2@6XlcBWp61yBV4>A*;YqdAU8K!sr2e&pJXbhi#Wc&8;;| zWLpSm!{+p>pXSSlFz4S@L>Nn!{FpmkX2*V$&3fPmg_r6kVbSsMAo;F0_kADd5*S|x z!s|%iw*Xi!hWoNp^yg?oyMtVCuXU}yF^P5hnXpjbXPqvX9{Gd#&x@m$ozAdhl4)1H zUg8IbyCnxUn$C#4U{X|2<^Xl-%ZiQ0Omd^TIoG*7H}}@}auS~Gds_!=bxKGV>vGAy zU!NtyZYXxO+#nqnd7_Fi$><)OyEe#ot?$MlW&1+@tdZxC+8lz~Ai!$)sBybGd7Jv< zKcm9$a;J}*-G8vTwFtY^SvhuNrAAyYPqCoJc;}3E;l)H9CCOow4S7J_1>4udi!ol| z6a`1yci76Zhn;M4{AdlweIK_T$gMbD90JUKcQ8J6HUAc zSDHx>^K|-b$=|9er!m-d$3~W+*h4h_69$-ix72*3Q0?TlK(XkHm#egO4=%OGq#^xu z7N)CDVa?U?y1bNnU5)-DIep3)4HpI{(_fZL+gbw-jRaIXV_V|@IGl6d{jJK;TklO@ z|5)U|y1kFgfY)z|M&!?@ol$G>6znPgY-J;(A)9t8+4&x+!z=zYQUwT~?(4>Vn3&_) zXb>^XE(r7+&gms3{>NEj@U0C6z3fzRSuy#$!VcEN&PKsFUAE|zxruN9*GJiMWzyio z(RaP)Qn%&2_ct}SWS#&{rzY%hI)uxw%AZ>#w?5r0nuQr7zKR})tUpxoP6-wFpKV^&Ct&9yma z&5a{s%&nt7UE|7;106uNltt=_|6EZ?L`krmm()UbacPo;`jUMF?~%W@tYt5trDG%P zg99>(QEI}bf)Mlmc(dCWil;5X(v0iqFYU6@8N{8Q(+NJp9#-^+M_6u=gx+r;G58Vn z=9lg*f)zS#6gEQn$k>2g^{p_jWB-^uO%gC*k$+8Hi@A0{t38F-9%k%Pt?rCz@cQ2N zAIh6e1BHB3ep+*cw(<`_HtAZrJktJ8C_=6Kpdm2FEeF^kz~?`Px7HW3f9LM$<&9S6 z&}1gD>WW4Q_+O!sAb9fKJ!;2?wn{cnFqk;025RDncxOxZ)Bbux& zYVah>8NY|Hh_1s`X|!SO2cOX*Ro;#4oK%Itqy*y!j=w*aJZvm`H}(zL-sMMB^vhb8 zAoi&(&og69<2g_7GrR2MPA%)LV-A44Mwo9G&bpWNs7yp!=@BMd7V2Y= zYrEeFoB4anIOXWB)*0t3$OkuCP5NQUzXz-adi3JUa;~3xpGq)5-AuHdH*)8aH_w1q z7KMQ_K5k;j%;y>p_Y<-*5GMA`BVr*0AsbxOHRGduSBFTX<+nV4xP}d|ZOOXkiOTzk zhVWFJ#h|a?{qCOkr}4jTq0S8IDPPia&Vqy#^;j9nW*FXkRVJGbkd@E>{9}6h@zZ~g zzJ8$VBeDf$|4Wcb6nz%{mm>St*X6mxZLyoU?*Z>HZnB}M4sJ|FTBeK2f&WzLR-c)P z9hczbT0Q$iGWAp~Z>h)p=PFp(Lx~kNkGn)fUN2ifd;#2W@an7CvP~i z*n6(Pky5a%=EAxA-(!gz@x>BHJOrBPizx74*GizSeDHR7+7ulmO(@kax>qROdXjq& zrY|we2c4wmi0Y?aL{-E|C8P>y8JyJ@i#4ckOZfe?g0Xia zrO}Pg#ZV*E*}XueKZF|vqvQ7ibgCoI`*OyeWGRHJ30d|9HLGGxu1-CfooHXVr&tOT zDquTVTJgAz(})4G6~lkVM($itN9iz-n~Vpg_;GOyJL}vi?|m7@ZA9Q>{5D{qY&rdm z^cK8Fy-5a}HMR z9ylj=&m17DRyubNXTtX85~77S%u=|bFCHj6C;DIk6E$`K4bY=FnBlosN@SVWg5gWc#fc=6D8H zRKG-|`-ZeaX4kyi_({Ji&IePJO**j>xmc(}Xz-c&0Sg&y_30PiXy+W3dXd#(yL}HT zx?m?i6qF|(C6fGbkWJ`Q5tW}tI9p#&-Uf+`GTG2@yl8S|u3AExDFEJ)3$go^f z0aMm8xpU8Noq}zPoq1#^Tz_CW7TFDfn!Z&i>I;g$X@qw@#6Q?CFjh>f?=#tyT~LuW zO}}w;DyclU<+&e*xU|}KFI%xH$iE8FRU_vp;&qE1R>)2A^A4@aUuu^TjTtVTH_n25 zs}-{*%&3csW?anw<4ldQ7#>%0eK_)g66ldSYybC40-g%_1KcM&vLH@=Y|4_pRX({6-)cR?MhHMTU zXI7dXZnn{RkLry!>fESaWsPsvto&I48FIh*f8Au>gvRsmSe>tTOflZR9J{iOG~8GGuzGp}2$TUDpu286VNzbAt;*-bf)ObWtTd4H>s z%<<){Amf_g2Jphqh=shzyG%}P$oh*DSol4}c2c3IDm${>2JBy)5whI&Mz&TVj5`6Z z(p3l?>CowLzcp7)&o*-a{xvU3URz=suk;PG_73B2TD(}o{{3?99k$0fc|Wi*gRESc zoh(I+xCsK@a3auCH{}h`X0z~>HJ3oVCP>Ib9T=mvt1Z7MrGI^X-$>QMgoMw{juz5Y1N--sFT`!%W`0^MFZB3iS}m(5l-Aub@>-agm234A^F3h(=kUSh zwJ>XR<#SX)tr*>J8$t%rvX_X&FDIa*0tfy$G!0yZ>spuxFrIigFe)NoXfhh);YdL% z2KdTk+FOO3%Zx#H3eq|BtkP0_TNNUe`t+V{L~CM*FkLHWeBA``faLK>81W+mvatQe zz2&WKg2CYSj$7$&uxOSS1oaB!A4$eZ@~x(75L3?jzEZ5oDO1F3n5tylnNEt+GE#NN zI60>tD-tM>yvwi3Xsq)R&1YZ%+=w0LbO}X41f@)j4-AsBLnlAw0CgsGauZ~+>g$J8 zw2-(eo9aC(ktCd0m)HWB*aI<}l7OG?hdH*t8G`}6PO3W(z=jwcq^OkYFQI0(j}D_x zjn7U0x9R6;yNFi{VuC8s37|IQaamKu%y^2piGv7I`)1gOe(~qFltxN7#4EW?up8)7p__B~;X|2<;~JwJIE{85 zrkb`4yN=_TDAg^iMBwxRe=Bt2fVShb^R)%|u(X!_Q*%LWdYpx_{>-#*rGjaa8Yo2i zuO-3X%oWv(o>F=gJQv8c8a%32K9|H5Ij>7psf&**_QSDITbuofq}|&xet@k(B?=NuB(fBEV=*5=b8>x*pzSsg{kSn|M=T*^RCSZxCRnGb6& zJdvk*t@154QXfvOcu`SO0s;JCw z($+9sf#29W;iy|yYSr&%>_cu5xJqw0dRpOUiDqs!s{fcmcK96Ge018}ySOqpaJ^6x zR(DD)y5B`_eW~rZ&F}$qft0X6nyCJ3&`#W4;Z7hL&xHM{%eO#y&Pns)$XT zU;j9BL#=2kgLSl6FVj6y`p?jNX*mY=wx^I{!=a;baS19saZ7M8FQhLuE#4$`IoT9@a#-)2y zEVes*^ni8>7IwG(e0{{Q(e)~3roL1|6CNFo>@OOoh}PA}#Pr)feAkpVN0?G6XN_XD z(M~TO)Yc4z958}aXeQQsE;5_wL-}N$VEI&|&q=8~)4N@nVK9AAJKx``M7bss3{=78rlX+^5S5#TxK2-P{FbLLt~LaZ#2?$n|&;81=>{ixt@ z+=ER9e3oHaAuwlY-R+g{&$guz@%YV8xA{$DnNjFi?5DkFFE=qBuUOX&`L9F_jpwZs z`WrG8P*7vn!V}fY?P3jLl_AU$_VJOOp<4a#4?YgMSlySY*)Mnx(?~O~)^kfQ$;q)5 zi@M)`Og~Ms-M=ad#WKg@vy$%c1Zq<8`3qsR_3kE4x6`|~*SgWRBY@(&DxCG zh6YTS;;#uw?HrnU25pzidzSLOk3hID=a%9stXMqc{Ug4-X#E@CTt&`__{K3Ml=_aply04ql37D`!67c$jigP73^9-J$<8_>+`NQ1nxl;z4w z2l%&>)JH>LZd12MO(^iyKzvYoZuOwl&2zFxh)r)`-nG{G)Nrp_J@v5ZwK*z1ZI&Tg zCi&sa_&ni#Hs9I!6DOlI+)2d*#YYnr4z$rxY~#_QL7kzh?25#EUmeFs@pv(qQ`)`({p{_d86Hvlg?QE+}4t2n$U;ycdO8`Da!74 z<*)S1l8V0_FPM%DgJK}${Q%~3*{VFx!*p#b&WMk)ilY6LkG;szct$&+Dg_V4|2%I; zth~}#WsgboWS0FUofP+B%q;2oIfmq*SS;6dCCGpu1sPMYC2w(s(-@r@)r+j?E#F@i zviGdmIz2S!CDx-U7vdICY_447UwP&RWs@|sa@MUm9opycC;ca&C`XBq)WVs8Vf|z- z6=vVm{Dt30@JLOC72Gft^+;W#K}a~LTHsf4X$fNalGDB1HMcUO4W+9y4|0{AXVWBe zY%i2mBpf{IIAz>hVUc4qpc&utH3}aTT4r^%Og-DSoJofXJmOaCXZd8W^^5L@`Gjzp zxINsGEjt}v{whk3H!0FaXoJaL^g%h(#4V-kjSX_rLAF5JfTb-m z2(+SU@T^@|xrzczHu2{BuG&H}mTf2^<76%Nt+2`*sqqNg0ZZg-uxZ`eT5Nyj#rv_> z&h*P*hfSTMe96=GqNGCa6lphKs92H#VWMl8r@oOzZ#{czUkB@Rn&zbLdK;1EUJH-0t@Q)hoIc71I;#qCu ztdj~%Q#`Be$$2tUDRW{gGP}w`nGE*9gM-~|r3|me*ke9jGb6{dr{p`I7PrDJJXu0 zIjP085o;uFL7~8AK+^RU<@p6ubXMz2LMi+mP$Ig5ISs zp7KU@%V!oIL>tB#sTAk8hsDs8@+h-}*ERH;$?tB~V5Lv2cfC&JY)tExsg#`>4@5qGe)vdt%a^$b=pUr>lRSwEC>P~z+&Z#-^1~6dN#t$H z&`XFjn$ptJAbo;6*NK3Qv2`%nrTGJD?h^<}Q(f*hMMdz^m_|Jqxii#`~( zSD(fTUf2OJ21+Y5H(W_rZm{sF657$G9k+B4Uij-D)0~3lpEJfU{xJ!V4`?5QbD@;5 zZ1=BOkNx+=C-EpuJzQs&QHT%3*!H`%^bn5HO2tqlW(Yu3q|saK;-7J-FWgz{;rPcy z4t;E04TTc19QN9(mBHy#G_RFYgJ~9WSpY_9b zsm9nTN@#>pAga!YB*&kf*+8rUt7qFNN3&d-V_=SRwXC@|SDX6C|Mtu01g9meR^|w{$#`YyBSFGn0 zzgE=jJPdqWfx*#rd&`bYIZC%Ata*c$A>dqNH5F0%5nOL8EAg&UAgz@v=2i}L{ACso z65VI*1_?>`~h?^fz>sZXcIhMM2d@>Grvg$ZdXn3ZTSLs$UH|?X-hqim} z>KsW9mf!$e2F!IWAVf9Vmy`8IJ#l%Dc^^b|0;j~Cd>tZPg#IQtZ?yWo6p>Vzl&6Jd zKRzz(VLi|mX1ocl&I?=3i)GCz*Rd>%G61o$E;XgiiNbPFOLoqw15ge`x64d5edaOk zz-ARw#=7Lq1FA4U;*v_douf?tk+1j0zXwXr4QB#XYAGX{ZbH6ltf*g%Rv?r_eVGX3;Hb`R1qPX(8*!OL|@AtbaNpKC4r zi;8!0ckQ90v`v`P${j)S{UR>ogcQfpycqr7q3bN!@OO2XuuaR8nxNiRKEQH&yd?BizkyV(k%mY zMWMhvw;{TGq-T$!>&U$oL@+5cg2p-KQgkPi2v(GOUL_HCCLl&@wXQuNuk4pE6=Q;XA|p(<+%Oiz0`pGV2v0=tWNyB66+7HESL5*%&X-ocAvbDD6h!GZ*5V4 zO2oS6d3kL36}buZ#FHmFfO~Ig6SQSjIFDOjx`76g8K)EGu;-k>#GSE==qIPqo66%X zkb?}&I;Faie`oPWjwr~r^^Oe!ACuO|n{|wXNPy^gJeO4nrSLF}m3as)a<_M_3K}ME zt-c%1q4NAJU7RjNW!m*`7dNP2VPb`#+;gUIDI~epe4_1*o2x#PXn-d9e@m44WLE&1J z%!;nQ){e%w*1{Cx)Ym4y9cp~_AUH>w_?jJB;)v(bwE!~*6(2tewgz_f%l$31zJmwH z5+|-;yoq#XW&X5$Qkod~T?B#DAo?x=^NohQ#U1<(XZrm~-WJZ%;PQ=$t8dO%%w27L z3k5l4r?Z;)tj$B+&0%94y#2$Zn zl+hQhJVz?AqjX!m>09K$=A5Sf+Z${lr z(U-BO4i%#2Hy3r|%IA5_e(9&;4NHfk?*u3$Si7g@R_)b85@Dhf@7$rQ+V_A(p;vIp zUb9xp1LfRtG6nhoavNlP&e!AY2m0~w``C<|Z#+;+`XP2_mj*6|8cOl&8wOY zRhNYaOX*5hV`ghxXXEzSR~2QAhw5x84BN8wq~K++b?Pe=kgGs>*e${Zrj z({onejqohhTPsVosPGXIQ^$Sodpt@zLC0AFMh$nKUlgE-+a1d!S;mvDZ$lpFC)z3Y z&GL}u%I}q)D!^Xzddl3}YlTjITqK2(Apd%Cyh_s2{KhFwbrsu^222e6;;^ZK5}FUAMG2g!hhjlW0f>xBPtJ{9nKjt)N?N!9s(Q3 ziyB%;c?89dzTiQ=P?cUaC_C>lB73z)KwK|))Hc5?!2o5JI2EEW2{UIM?R@f4(qUcL zOOZGap2n|3GWX-nPP2!)K1)=((Cq0r6FJ{DG}3Wz;RouAiBhk8fTrdJMee^w=2rSeG9YlwWhp^#KGwMl&aCi=6q6%l`71bcrkqM z8gu%pvZuykC}$A697$#{W(Bz^3u#i?uBlKcvx~cQD@~~G7Mi4a(-{t&2tCF2XO8&5 z00RDF(df@kt90?VkQi`nffdqer(REZ+?_-35w$nfP9AY*%kpAHQ7?|dpIR1sfr5d+ zX7LJ_GX(8Vvp4~ANQ%eEOq1$g0eKcxPJ@ym!1P;lqW-!dmsrh-?xiAgt1afp#^lX6 zZ^qdSbF27Aa}3h|F_mCP4QI^!ld0QPGcQAeSgbN1tse6d(%pl<{n$jy!ut&veSyMu zP+s3-?{B~T`#t7UP$G{-X?g4sy$^Ax29BPs))hU0S@RKJU#f`K#u804KS+FsdQ-2=jAHoWp{wZe2k8g6=P@%c`Axb#wmShtRnj!b!G`PYkl z0=cUa$+lKTOK`X5=bkiV)VH$^osvoXAsVvBPbhC{^6EX1Gd$5)S<-q`-9PvHRagdO zi&FjIm!h7z$ju&IOI!GPM_(Oprz)Q8nXAk~cCO5BmQ`;X8fcJG%ve*3YIM|D|BaMJ zBm2{8L(M0(9^|bljogWHz4TqDWA~;91@ov!;}J*rZ(gJ3C3M-}Iv;p)O8&g`inH^T zBtq+$9KW45{9d#E56+_J3SkRfo$~%ZhUZ^N^9h}@G$cGLH>|dWT=CW!((v<`Y<4QL z+G93;_Iwesq|WuDGC@i3KxOF8W4ts&f?+M$4-^lstj3o!H_kS+iq$AiYT}MRSsuRj z_YsuSM^5|NqER<5BwPBz+*s=8J7I2)aKnM@x^D;0N!xpr08NR^PFL>@4m1;{;p&y| z3Awjl{nhPd>H2Q}u0r?Caix@UUCt?1H@`>h2R2vRr#tP$eMTsVie?_C$@%_ftNV`Bu2pzKzJbE+D zHZ;^AS}$)O=Nk;ruLXTuqc<~~q%!)CS%%DQT6_vR4G}XJ^cR1m#?L|=i9KfII{YNc z7_5g&B`*&#AwOqJShAa}tUnZaO|nP>|1^nLuuRg7h_b9d`M1aFz9%vF(Lk>ruluub zE#scieD_y+!XKpc^B)VcqlDJ{mVVTS9=%74*gn?2O$x>n0n_|^ZKFyl^^t9(;Q~r5 zk8?)6kZ6zKadwIj`DUb|^Fdy+d)Q_$EN-ycqJ{WWG5v}a^e=>pf>kVXen`6aDLdZi z9QSwTAf7$CRt&7#C-88iN0w$^Q_q5grKUt(r%#KlV!;l9Apcoon$k#zd)psdaAaz6_|rb}Xff)( z1TJP2`7N2?y6U0pulhnXZ6J4}AH0nN&irq$l6^0|1GP+sj2$N4D#|Hq|HC3*q5s1Q zz5YMNApidthy2$+e!j>8SqAMBy@Vy~x3^|kF5cj@JKZ&`D!c_ovB{x-MBwFG6AfxA z{9hQYo0p&PvWnOlRwIbVZzKNzpMirj$)KrJ5^Tn-4OpucQcj*&Mncf^sr}DPI0tK( zLPNQl25<#Ayr65YrsZE0vHg&v`G60$CyA`FWK5!-5}wgK+P>a-aI)j^y^sTlZ<*3k zL7r%1n9af@;c;6HL}zV87)-OliKrf*SS&XdT8MO$rN-XX!}l#ifi!Iu8p^@K#7DO5OTFPcXtb=Y68)LRU) z#DJLjYL4q%Bn}mAtzyR504k*?uKpkz_xgyv{eFtBG$H*R+KcJ2zy(wymjPuM~> z$eqk2-4AJVw#QCr{N19V_Ho0s{l~o}Z%+LI=i9@+EKBc=P$a6wy+upyLFMvCy6NXH zb0>5Mw`C24ftnFoe>+lu8Sn*HW#36O@Vj))AyE|m9T(5xqA19`X^G{}`?Tl950xU_ z#A=(EkZ2l%s&1lmS1X9#`oI$YrC!c;SEY5|rYTZ)Y2cosljgmOoLdnwgzr0`j#Jxf z2(~}j`rm19eENpe$!gYviR`V1nY8)`CcxCUWE>eCAhy`*zgOUyyzf)74<509(Sbg<@hwr652#i7zMUEX> zvsz^RhwEx^036z08RyM@(MI?$2#K!H#|;IqlcMWNv5pPYr9J~V=vmSM(K0_TKK{2` zq`Jelt6QEBP@9fHFg+rNg-$--620SHeFHnz&DY5d6r%9)<3`<}!3k8XuZz<7kype{OF9s)TAywLzECJIY#Pv-cY*V0 z4dEpN{79=!)FsZtrZ6M|j_d%n@qiiyj7T-l8o`gBQ|E!5r-|LgvmMx!cK+^DQ*t5CL0 zi>TIoB_Psp>pPH*n9rwI#hO2>ZSRfIm+(U;MoX_ciiz=yeStXC9_;su+Bnge%{Yk! z&8E*yB?ybwkHy?TI_=DXOfTkE)BhYgro(`eRK+9|Om7J-c?J%E5;<5{-ll1iJQ4$x zq%J0c;z5l5e?VLkG$v~Dt$y+HmZtrfOq@3tIB zhGnjFj6!)!sah;I)c6_AeAz3+0fMrV^}3i;p=kR6)s;74_R?s#wv~T&^dFP28&6V6 zGvdO+>q3VwvEt)YYGz2JKX0g^t(2bnsqaR1ZR967D>2^SNMboSLNrrX!V|=TFMkqgaAQGSs8va@yBM*w4|*J zhqAANTkAe{cR#WI#OT7Ru7&4PKf&xq>{%->#{FlF58b`Ida~b_GIOS7UNtQuj0R7I zbBob6Qw+Bqx#+pMx1OJIkbPm{9Sd<@XE?P;eSmLVQr7L2tPvM4AC&r8XvtD&_T`J% zW6HvC{il!DQ4-4km=wV+HaO*Qs<&-e>RIbx&TEW!uN0rVe(`+VH7R@jTh>MgW-_ta z_ng&gzEF>AbI z6%TguN@Z???PzpPNL8%DXPx+`+|==7 z=eU`9gK7q`?9cjY?mtkl``*a1=$u;WH5cYnH2Eiykny+@MQvSJR16U^;lxu(qPG?I zkQFF>d!J$xOXE}+%g^eFA5xy@`OS*D+c;GGmiFpt6F*na7MhvAwH&5fEh(8XGM4bR zTgS$M$su(w(EdNUQ+=5o+2u0*%`eLBOMj$26h9igODLK&giJwIYvdj&bl^@ohKneH zeSytb|6rr8Fv}(7J=%kEsXd`j{l26(nf5?@Tiou}6UQX9Z)a&@S9lSMCs==Prf@kr>t&Ebq3QP;>GDt3cci?gUM&3D+Xx6&Hr_XwY4a?^3vaLt94qCz|(zitR zZi#*DDmGGwBMl6zCtojN8aBFA~!Ts_NlBkjzh;6dq8=LiZX z{xM;5u2X#;3!bQYSNaV1T`e;#n>l%9KJ$azHBmM${N_E4Mo2lyYbJX>_QJ-GavV=H zSY9uR(Z4XDCy7_suT(%DPUC*C^)lT28+RsFczA`_++ZHLEyc>L@ zTijZF)bK7&bmxdIQeR^`#WoK41X^+Q@IFBL9oMH;;z;jsL#~l_-QL!YE4CN@NLR z$=YIHvKPv}WXTd^sYEiCP{i1GCi^;ukS!^UvCD2|vKz~ona_Ro{hf24bN_Y!d!OI^ z`_pM?miJum*Y&)f&&Tu9#OX>&^Y+WRMs(~YCtc^b9^D+3*((tUHUG(h;r}?xb|tWd4nu_;O9d_&AKKbi-~ASwtI0)NOdO07_PPQHUTs9> z*4}jY_J>#UUA!887-t84vFaM~=gxJ@RF%@_=NS%F-BrniDtSIDEtS7c5J)##;}UR8 zjW6UpcfpXu`qIe}-@jFVP>16uMZd@0US7@mQePK4<8l$FFXmj!NHz zGEZ+mIRX>AI-LyO;LZ5+^Zzd4(LOilE|l$fo8YbiN8YGi}TPrM7v;4b|!ZY@F z*zXxJLd=ergPeq?w!ar*j=jPj_x6}Qj!|^g1`UyS`tEa__y4HDfq!(a$sAj$d+#;U zoIvr}^bqI$4^r%3UviX{j2$}1iL4KD6;b86n(B4?^@~a@rwM*kqEmltPQM5({L+Ol z>_p1p*E&iYFKLs5F{vgXciUA``c^(GPsf_%jJUz&!lcv`F~<-2Fpu*x-=4+iv)wlC zpc76y!(qO5@(@$wW}3MCB;dg-l^Y~A7Q)MD>NiAAaAXc1~2X5nKJR47qB*R^| z9o-EWy3AU&3*cUsORqWyO&z4q2+Odm#X2S~6{jp@@9Lj@Cn|8O=Yt0K<<|FP4|ujT zn~=wtoKaY0NA=T{68kCWs%{OP)5#f}IoVBNinh_WDNS z%7Ei1%qLD6luY6+$Kiens^w3$t#r&?1?~iYIOkR*LRPQUSE6M3#q<>BJAxt*cxNXFKE~#c;D#eTS zmv+bXZ>U*)F_za(3P$qWtc|>imIfomoggv&b79-?=QoZktzO=vXkC}-d35CyqwpxW z#!K!xOza<@aY~8f91$0cD?OX|h)bbEW`Rur%r724IESBzij_G=3niGwa~HhZ+Nph{@i-6JHw;q4e~Wa@FMlDQclxDoEG{Uk5!?{9XZ-)r+r3Db$Lwo}3f zS@b7<71iHr5(`$aPr4!VwIsph0kiJIs~Wn*bX?+w0ypfv&);u%qs8^i^ACt_#k!UZ zOG@}hd=M&9rO0VMJ(njc>QS{ZyMJ+TU<}EXLs|1JIv9h(O~&3S{o;Vj4criXjgV$5 z(BJ7jzs5GxbT-WVs&V`PcEPsvlc82qFxckuz0kU%%kFS{=2iB&Y&tTkDA~)Spy0=? z@)D5`OvM&EqYJEzKheBX(o+-fTXcjY>xvzjDRAeDB7cuq;~0C)^#uARMz^%B9$^(~ z#BQqz?~Nwq({UFvhkO3DC=uN=B1a2+vmRhRBl1>AHB8ARdk~g&`dC@~S5)eQG&V`> z_qW5@%nd;$gWAk=)^X|V)}$7;?<=341RQ2wi=g#?YRHh{-MECkMto`FZfcAMXP5<9mfZ6}e z3c3D&3e5g*cm`_iNL4{%J?XA}pW9a1TK2ImqTcwo`v0tUu`5iZjfcFb>v=dzCiU}V zhDGChF~{saUH~j>CdBWmGrCPI5&6jJNe8HKa8!${3MS1~Cn1hBkrwfu z>!}>5o$XNBrJ{A`KggLK2o&)Wg5y*Covcc@=OfL&_f=#hBr9-bZrko9=#Vc;xOqex z87d-3z(>bZ7m-^B_L{f5NXzfd*`~&Bs*x>rRAKQ!2Y>X_N=V1SO~s42SBN48Y8WHA zXX;ZSkdXi+WL()tOkpo-NQrF-K!q=&tVTmYh=i)YN3oh|p3z5Hzi*-Q^=9G*sM(R3 zz5wel{syINHi$Lg{6FGHulr6i0xtkb`MCwtg_B-X2@kJck;w>dF=cpK(L)|p8D$4y zi0;3n!HahKe^!BAQZPqws?Z0R;SxA)X&~>{p_?Iww#meRd0<(+dk>=)LeqsID-%MA z7yp^m!8zz7vED#Z4>dYJixK3|mOJ^qc86^BM-S>YTG>c#MN{v@aT(!6=}ZZ>G2FsF z`M7a$-*18o$YY=8BKFXAcGM++8X4z!80__pL=>*760}MrQEc}CVrmg=J^ZxuVT+Yzvs7H|~G_Q>rEUL)VB&S4{81p)V(_Tkp7m#mS=vJ|< zYRhBh@95PDe|(Ff#Z>jhnIXRCg=6ZP`WBz{KsUNd8uXD$8x<+_~y7PpoA7}oD zhhB!zNm3}-;MvU(Z9lQg1L6bQqsG$qVTRIy5WI(~1#|%Z9h|afQCG*t`#Il+!pDil zCmh4aPFN=`$EHA1=RG|Cl|nt)bg1aJW}RCm0_n4AbTl^eKL}m9#gr9|cTU}Fqn$Nb zCi%v|4!=(M>ss?FNnX6c$v){|gun(t^%$Two=qAEWZhfcA;z({T(K6`X}4^@AQ5;K zQ>3(`ye1jASkX_oI9#s%m(rYmqZhsRwn`|KhNGBIMYh6#4En(3`^O5{4XMV8`z}Uw zD`PAqKG)0Lh~qgl(?i7?bun!+Myl|QWSLn~gB--#n*25wzK}HsQj;IQo*%IU3TR4n zA>ON<RE_rjtoT2bhDr@ zDu2%zuY$?)pdG+Na`4pzUtANQ*T8_rgTnZ?`hU(u2v1vfn#+L~H@j}UI-;i9PP6g0 zaYTaB@Tug@$AljJ$AgC$l3SSNDjA92n2`mRvNFWuB=u&$lQe91(-RsNbi<3YcNR`C zn44Q${?(>m+V+H9eGd&*Q1%GXCb#`8)aI?ev8*k!9YEQUTwgNK9?0KVxNP71EM!ZeLmbyj=bpH-{ zckkej)d0e>2WgF-5-BCkZ}gt@?L-MQSxrr90_S1#_JIpiHw+ewGbSjEk$ zZz;qXKelF}lZ&98et8dkx2C!ygK;B3Q`-Dp^^Cq1zOai!*d)R|d*fDeKOOsK)v{Tm zOITvR_*bH7+ndkweg2WJy#km^uLGVE!c*J@s6s~|4ks|Js;2Brnj4v&h!q8itzQSl zopf2Ppl_a#1$+mXQqtg>jL~X zuK5ED?@4z@$+hkfw4gs3TubITOGhCG-+1Ro=XE*`Wmp`p=47K+NyjZ*gAt2m!@vmotU#4FThr}I2J^)M{QK0SYL{QY76RZRf07ig!X_BO0Ueg>D` zVX(pq)6+!m$WOc3d%NeAFSed>%XvexGk6MvP1e=X;QzCNNCZ8pKCPrpt{GKmuFNR3 z^aj7lCWQn~Jro4i_LX?Qi-WU_+^m-U<=a4oLz6bp8|A8fKvl$}t}zvS5j$dwo6ui6 zKDEmuY`||p&Ad@1_$WW~N^7vVa>6$;(bZJ>%Tg9Br)SLtOB3@$;oJh-H>M%n+Rtpc z2>weQmCFuV&x%Ug7lNM=`EhE-amRrxN!$ex@e-`KO54M7l`roj_Q<)xdz~Ioc zvo@<-C@(rMX^x}X%@deSD&&qHRGT%W8C=ufU83h$Kce^m%J=b!AzztF$CL=vP=O>< z#-4)-uS@6rKY3)R7@KS)^_ffT@si!a^PBftWyhf;4SWx7(x}UOeh1vyV)4h$8!U#g z;mRsPJru@#>Lb;ed=>lsJI>hr6g8Onmzik3Gd_c;!~HDX6fGUtGsQcxSd)`7MMDfb zh6u3Xqzl1>s`u}`mnboPk*&UB0(>^YiM`y53H3@;kM&D|@%{-#M{pIym3o~wCi}># zqZ`Lcir3K*EfjK&EtX7gSJyfX_vh151NTb>XJ{NzrRgO- zTtz^B7caQ7tfW{K820>s-VTuDY$>&m&#eDQHY)Vwp|~4WVZVG@ z#^*GRMOKDFMA*i9>iUuuo#7lnmRjFkJ6^nFl5*E4Y<1vNV@JGv?wFkoYCisoWGT*5 zC7Rext-7=7BNP)pmUsRLP-d1#eobgH{VMQ>N(TnJQXAJw4z$g&aE9`d-d=(jx0(=( zsjTZ0A$7tXP|XnzAFE>N{u|rvV9ACD?HL40m)U-m?wt%LNTsF<-x87(M5^c+a23s& ze$0F0eDz?w*}MNB+`j5b1zNG6c(sxrUse-PXC$1Ua|=1)$zl0EN3y+}?d?4kg5z>cAz5Xrd znQ!1*&LG?;Zr|OH{11}##jhq^GW(8;l5y85*HQ+@EZ)Z0psk;Zt&cL|zZz-@mgkfh zyKp^!ZRm2kLodjJJS04qrIJQb@b(*+nTUs80LE5&TGUCi58IY08#Ft@e-L?eMtXHt zWTAztDE@()_f?4p5lhVO9(#PqqYJf<+JtA%UEC>pnG!7fS|hUGvX1saeh;#tm~K|E z(^{o{&MYAP%B7ETPjjpygJ5LnZ^M>9 zWyiTi;w3!rU_4))`XC(c=oiWK$2}hUXYpunwsEp3xt-3Gd2mV5=7bYs?o#nT_B^Vmhe-?Tz>@Bw1fy@W9h z%^l`ua4tRz#}Y?$g)W+C6%A2TG8r=J3%?Hca7o^~J@QbYW!U(2s;F7cwL(LYl8w`D zK8IfBHTN(6k%Q=Rr}3SUb&JDo0ThL4a2|duv(TY4`Y3@8a^rE~5>T!S4HfSlR1> zK3e7M0@szU#!0}n<9}yfn-0@NFYywixe6)ZyJ9vPPYO{ zCkUG$VTVa!vl{E z#g)Qo`x-aoX`R?s{jOIfs^a;4XODvX{QIrEu&3^SjEA^vJH)6&eqQYIF3Ij~iBBgs z9^CPaudESDQP2x2$$gM=&E%?1V#&jssm%&{hw6Ec8BXo_^qx45E#F*9d}S7MMWaK# zicfz*1UL41k6<{hBxN@l_I8vh4e_=&JxtQ3S&Y^7q03B`hzJT=RrN8&^p=^vti2&y+g($hzBCr>Tq+&dT>ALw zg53g7pOTlwP;SO=$w#$g&F?_XGF5lK&grc=IpDRjQjafG39;|wRsQ2f^l?WZ24 zDCkzKUvGBlo5TW{kx`t)d4JS_Z?jgGafwI8R0@Qu{JLRWFn+GHUZN}V5n9$2x3JSO zzZ(CRuf;c@__wvRzNL$J>1*RgsZSk;-q`Q1`beu&;Rb+y zLTO$uXl#M*55Pg4&Ze%gd4;Qh21?le9Ha1DQfM>a2Lb!^F7d}wEa^uF9Dhj5qlQGR z|H?kc$Y8z2Z*YIi{1)_}hSYHQLb=&e3{i`)%XFg&6z8gqUERupUAV9STriwPv!j}N zoIOW=i-Blw%G8=lD;%A?k!3=dd2tWx3ojDh9U|`^_}Tamv6c=N@q636vI*zLfEPHS zBU4gDu`^eE6>TH~;|oI-^fDp`5e?3N79(h;_{{sqiu(v2PjHZMZFQR(+IlJ}5Gg@g zw`?D>PK-@_sx54_y?0QjB#yOU7z;|Yu->Ms!HQXLkoM;{6!694ajea;;%sYdN*ubB zu+RxNJ^v=*A!|y-Q5Ebje4G|KeU8y|3s>2S*u&Dcl>hQBpuN<$i>yPZ`3(Hqs>@%5 zYUfd7PW%V?DsYfm5S*t7s)Q~>7>V5<{z95)S)2R*#-c^my^xc2(R@@-uU@O&jfHG~ z%jB$9q09<5s!rnxt1M3-VK{6C@u-9bwrU_OKHDw{=)j_Sgl4+~{r)%=Xd4g9s`uzk zTh3L|ay)?RdmirTmzeqKEOL2y>^b!PI73;6mE9suWOnGG= zLt4bW!x;_ukz||f)@Ct9K-9PM7v>ZAa(W=)CLG&Y={V3AZJYwP3aS2D zA&zzYFlrJ@{Y=4hjBXY?vG~GK6a&Oi1IFvg|a5Yk5>x^_9fj0DCO<5E{fgt5^}@4~sV z;ZESn&Y^aPnBD(Sj!?)Yr7KJ68g)b;?$`UOK z;aEIQI=3r~jnC(Z*0y25T4$%y!u>Ddh|@<}DhD6XFq6pr4U19A>=$}#C1@I-+W-|x0bAOv9=G)Cfs!42_GIjiD<&F%&X z4)m&~gJ2MfF87~PnJz=TM_3ZS>bGbO%Q66&&Q^xl0`+uB$h3t63v@Sl5RvTwci_QZ zQUU8cBK;*TKKW-Lt7n&jcYJRR-Va{#SU(sEpP+?0`;YH0NY?{sjwL9I^HuGr1g5Em zme(jtVtdGB9_vLQLkOU8ua3RT1Q_{2IDen+$R7mooC?b;;xX$dByuBXY!;EUyaA#kw?N^7s1Qo4( zQX^7+)Q`cl$ixMGN?q7q=hWh89(C>bI}LsUKtC(|V0oqe|H+n(^Wj~f9tGVbm% z!gA|7WRHSo9LURf-)E~Oz$@#PTmK;n+v%Onl<^&cg<%cFTlQn)z>KP7iuWy3sqK+ue{kXc}^4Dzq>^ILt<@ zhDj)?lQKhZ)e~TD@X#QUIVSteq8~6@@Lk6W$LvAD7hL}du}K37X^Tbf!zYfyY?#+8 zp2Sbz*SwZhHyC^wfS-OZJTHB7R%SQF=;zg6_j?JZ>XA3>bs5acXaG@VrM*r6gN%bM zE6csqoga(9Tt)R`kmSZa4ao3l%8XQ1%T(*_)4VHuvLy`rh_s@CGS0(}Sj63|!paoE#EzI} z$2-G=*V${@2hX{=Rx8|L*ro||zQjFz_atClhSCSf_T|B0Ux@0bT=LGW9+uF;Dh^oQ zsER&LkTJ+jf^16_#+}JO!78O7Y)9Q3um3)d&c4U^R$rB+$6Ls9mSHNtN5`(_z!b_jrtJv)ZDD=qNQTnDG6d`oXk3-$wn==)jcb&90@)B4?yDhd;IzODiQI(-ZJj$3f_re zyrpHR(e0t@LF!_<7qU3~CXCj-RZ{u3SR|Jc$6|A8x?X88?i_97FWj8S7cIOK&tmI(suz>R` z#TZa;lVirUyWS%ZzP`#fD^dLPZKjRYy_Ls{CiZ!{C*5@=eLA3ao)hmAe7A#wa3A2$ zbt((qo+c5V?-Y3*E1SVzYQN9TDr7DXQ+KZ!GRSrH>y?=YM5W7$*dNS0EN%655r0B# z76-3(TtCTrw=Ca2jEh3PS)*&)d;YT-dsl!-Y*hhl0U=OE79)8K0{Tt)Px(QKg6zza zN&m=mr;SZ{&h&o0K-viuL^xeYXg{#O$yGF8af=FWH2__%*sb`uWNIPaj{y>7%FrWqV?0GW*m$9TbR}xvFF%tf-(bav&R(C}ErSu*HLF%Bp#|HQ3bu!9i62#j zN1;}tVhoq-Ke+2?ecGt2N>PQhYAYN| zA%8?E#Q#Nc(6RL4kA+|Cnlg+uIp_SR3QH0L4HyDN#-uS|A&`kRPW`X5u8 znmszr6H7bS%QN{+uHH&9VCnoUBR#Co=WlCy!l3$6GY4zM9W?p4pkBd&$qYIVM`WMsjph2)#)vmzeqJ!wY6gZ}s4YsIxXnYc-) zoU>R}Sa3rMvDk6f#e8TDe#-dvtB++omq5{vv8J81X+Kuz>8Z-th-YSfyzSQp?wDWV zdS!V^XZ062dP>xW^s1=mqhYU^A9~{Vh8Gk~jt~hYgYpzI`wM~HkRZ8m z!R_q-AUgUSZb_o?Dv>G2UjIP~_NjN~QY$e$)}4aC7k?TEX&YbFU=9&Yt*nv{k)G(| zJ`t`{mxr$SgRV2JczCNwa0$m4eWY&$yE)|Rf5I${-Dt+&8Rc=?`h=_k&tjIs+Oo!* zK1ZK%!nX%?!klKg1p?o6}?qL6LH&JabHW#PkjVaMeunB5T;?Q zkgBM-k|a8%mu^%QO`^eS9iVBNE%n9D&Y4bmB?Vlj+nmXlBCk~xu<5-^P-(I$98S!D z8qxSQyQwYw-Mz69#TWYgj>b~Jr)H{eUjMPzQrB=#3$Fj|X>`lNx<+9>1(DOEX?*pn z(AcLnX}3Gl;zlDKk0y9iBMb6R`RBjQ<+<>vK)kYRJoMq4pXL7DjPHK`!Ym+kPratt zbjrf&(bq6Z3#Pw?#QFrR2#^QthDNoXJbim4d@?`lwYQd~LEAyPSz!=xt) zGFy|XMC}Ys6y(c%D&QWXzc7w%)eS5zyiA|*M(hR*$?=M7+P!hO)fQ-vw)6h}^y5O8 zm>7D6DrO!HF%A~=l|=-&lRbmzoQ7P7uBxCR)FEJWHZiW!J^BMLTm3zxKa3%U42mmF z<{YtB;oF3OH1%&1|3A{y|4z!>f1@+kLm8Kl2dKaojpqrklmjbh^<=6?FVxs!d!T<-;EBVbR7T5qTOhv7g;m09|4Fe*{Q(#VNJ zE%wY==pACD?hQVO0%p{T8iFL!1ol}A!P;d=_?t)z^}UKIRuZrTl0$cNL%85c2P6qP zfd$N1n}A7u=0HB=Ht_6hkp4ixZxm+AW*x*wzBj^lo%deaYRl&B-_nI@>>)kp=l^vNn7Pd z@A#R$!g%{7dqsBFja+{*;U$pl&}YH(iytZqddahYGPdDc2j1DSasD2jDwlC>xQr5L z6iEn4if(b7dK+UW);L_&ss(vZqQE z=u$gcI<8}6z@{nMw-xe&uEChtMs&D5k4*+z2F&S zdm~JrqI%%Yuus}N=bvaTJ-J`K!}3>$d`=~r`tIPX?*Dq`IX2hO4v9L7F()o%G2OwC zM99Z=%E8s_daQ-2Hc9LG!HsScL&CjYpe#>XQUAKBE8E2K4)J!hQv*Ka)Tk%K9*#W+ zFF9yazEhxvVyB^QOyKT_b8124+`dArYpkP)ur044^wvC9)rAg~cBnEmfRcP*ZD(0C z4(X?4I$B%O4h(T|Y|HA56Kjgy!e!#8JuRY&WgNrcKd8iVWp+Vv#M?8rGbafUGsT$MnR3)RtjE3u^$D6x!U> zA2z9^D%W(<$oFb%+2}v)o$xxlxz8Ft#QtSz#g({WI62ZoY@O~A$JV2n1k*A}Q| z@G9sLrou}wE&du=$}i#_VX6giobcSPcj)0wCB>2Nod|)ZbI}OYe%l9{%0YbT8P+D@ zfu|BM90__TH!>IHU-)he9WX2^M>SWX!WTlxXy?oHUlfzxN#!?E?e13zA&DD*{08ov zW+e|9wB29##jV9&3 zYVPMkIT`m+N-)O^n|{i7ER6C=ndxdyZV>@hcP=Paj==-20(_6b7wrMc#UATaT}Eu? z#~O>so>`I{%JO=aDg%!D!{VPv`KKzWFl6!KY;4Nn7#7>;zf9isgiu1Q$b^H9)1D2fY^@zdR=@KC(8}}t4p56$u+cOE1RT~W;5V+eGTYO_(WV84n;c# zC3o1h>%myXjoE!OBoK9~*4M)4yAZ&~kcSJ{U+9tt^zh~b_0wK;ofA)Id; zaKCM$HhTZ?(y0OEXJ*vkIjD>EluCG^h_gnwc5>|zZT#2EkNn%vLoLN#QfOSjfrrEk zZA)STrcMVM3*h80hmJP^LH~+62DZCOLA&t>ch1~%z10PxW1Zlsh0P7S83KZU5Y;x+ z4dvr?fLom%zm}d3+|$Y-s52qC5)y!hydO;JJFwrWDsZ8dlL)L$bnEI`T^#yHZL_ud zHpfAJsI&f+Ee#Fyi~q`O3w-`P)%Jhb@?J)OHb=h!{Y5x*BmKXc2w=P#J1DT+0{;qD z^U}Ak!2eXXPulpZ-=An7s07UcEAoWEzW-%gu&NVBs_b#u&;TQ?f!jwvcHGD|?)3?F z<|A8-0A#+r-hncz?C>U-`r*$5G#FmCuI_r0V(nJGmt&REdx-MG!&3`m80dPt(&w2l z*FayNtaU%(;!e66uOSGTPA(JQ1Np~)KRwfortvX*#W6~z%)W# z@s7}ymMbIDFg4Fu+&r59{%w<{QxU49xx2yDb0(pb{09x`22#2qan%mSaBe$c4{1y!fuCFAYuu5g=H@>&;* zU)kdOdLk8^i7Y6WbWr*`^Hw@VF>9VRrj z#+xkJYxf?vyVl=#&z|W88*<<;&4!aU)~l=KDh3s@vFy+YwDb}-XcCioT?TP|G6W`o zvHg94M(tr$i*EQi6m%bbTF_B){>`m;D4PHbEJ-&^pHEIj=Dc{Shj+3d{ZR6~kJ=C# z=8BS(8~f=W9BS5Zc@en+Xj=jk<(OkCi8~J@FQN|Um`Y@n6t&Gv#;&S=dzE$SqlSbo{Djl< zv+rzGJPAt*I9d^Y{p#PkYhS?3AOa-?`(eBq%(!5L#eI_N+?nNQ!LN^qLJ#>83hT0r z2vb{E;v-tT?bF7^otgU3wiMymNIZ>Xf^GH*Cmx@-ql#|voY{I-czdocp zcwlDxwp^=5J*nL!HQ^>u3&_BG3Pbc%x4n$GGW8|9P&sU9m%QiOUqA1eC#AvV3aa+% zIBCuwcMSGFTrx81FqAH!t#;KJ-2J|{4QEZg!*S}Wo(=nce5!c$Kjn6B#gu0HfNf-jJ-t^ih1jM*@E%uP*hVHvJd z;dSr?o<;1GzrT&Cr|k2>)Uxw7CL^DDEn^48CNF9|JJ}@1R)*`ta3A=Yn#<;AVLDg! z0htt%&%G@l^SwFP#qMxjk;8Z7d)?WMsu&&z2gS?fqH7mqrL~F1{o#(VmY>zC6g5}3CJGzEv2bRt^HCaA3 zDo9dgO7SWj$R|Lx$W*$U&+a6L>O8$qFZ$?rEW8F+U-6K)lg|gQ#Ip!hTz=K!Vt_&0onnxwFA9=82Z`f%|v>>bJ( zthr2U4nC5z6C%f@nvKHe*2rVLT&3Z>xsmx>3-UPr#~5|}_$#Twv7tE8q>CI9S$0A; zpDa_~d{aBtV~OMzWcb!FibOSRFjO;L+3H6K@0?!*Euc{^J-ib$Oq~;!KKUQzxlFi}!lwuFiFoP!?^!`tG)-Y{A;og&b|8mUi^h3PU7`=YzjX|ZNglxu zof`~$<{RF&dY1xuDY%H-XkLJpvK5^ij^;SYtSWbs>Q$ahtHS!OpBN)F*`{7{IX~*3 zTA3(jd587e4{elDM94{_(~E0x(2+aUTP(Bpsqcyd!thF7oYqeCaGXi4V{LVKxmwdp z$jy~8^0D{3cs5XMZX`RAEeEf!Rw(?+%Rn8w?9~S?@K>$gY>WP8$73yq_He>>`j4lZUi&u2Nsv z)C#A*9HrHJ>t1MJOzdgMxp2ORVh-IRm8i+^i-Zw{jLntt`Kd`dv){iyqJP0{;BaL% zDeymtyK-w)o*Y3XnaU3%@ZS!oubLWDbmbF8lAdLrx>PTdSP=Wsut!J>5TPFy*cb}% z)LPW%Jn5eTwXa?f2;1pEB))dfh7UEL>|cDNH?)pxKI@%%5bi$9`Hv$#;%YJ+ea16xJv1@OxlxE92OJjY0Jo!1G?4I&F=J}h;rNx#yGYT=^`gtmr z5_P{`px=0;Kl_qwrf>o>+SOY+sQUd)3?w}^)+}5OskXj>^N-}w+-dziIxOovDTWZc za2^u7bz(#y)A;SeH22J7=YoDyCBI~&I+;2dpldwZMSXcwAz7>?TRQVs2Vy-*+sSaB za;y1`0%`Ez0XF9Fx65R z|4Kra%i~@$@0SOkbsZCmral+O8ZcYvSzNZKGkhwg6MIDXF7C!t|CxO}A=^nk!t$37 zcI(J73i&0m@0OJYC)4ZnH(?iU{lRUY5m?zqjO*TPU*=L zMIx4yB5ZhHI5`sAHpi9bP-R6yYSVjgf+#9}eNnovP}j}XRt%rR5!e#}TfY1@fos`L zhq5KL@;k^2RPKE!(Cmg371Kh`7Fm@A^3Fm`5)WVG=GKX9`TR`BjUY5tbgw2WB|EGU zh^204QTq3_bx7w2S!66zmJ(h+0c|&54GKGngI$XAF%*kDgZHaKMkzhJ^79%;dwf}< zSEnq0Zg|U^>qBE}Wh!%ab_Rp@$BIi!X71a3jIZad-dihcdR|(PWxkaUax~ZE<w9KC!n0?VW~d9rw_X_ zl2m#-jHvzS8{6kiZkk}thK==Q2*2MImCOs6unyr*wc8v5L0rOw4PQ|+rcw2~*ZDRRh# zkel}}SE|^4hW*<{uQ6;mh-t0mZ530){roup$Dft?si4$+q&&#$9cf_lUrgcuShN10 z&a}0g@?g)f877ezL!9yVp#nk0e_N=)pKVf+#Ae$FoJ1H*U}C%k%$Yc<9AX4M5a@bO zbEqbU#qC)8h&;nqWaDZ_(x5gT7{7F9Is5)t+je+1GXw}d;DJ;kQBs?Hh4vd)+fZaX zh9snc$K{1SYjv_a$Qj#fD6)R=o1QLF4W_EIGMy3Pypa(obNj|R@u{2wgoMkwWY?Rz zngLFFLWu|UQ+kI3AW-t=s*48hR9T@~K-N|0XmbP=rm{Bmb1b*ei3VRGEX)STn278U zBT%`JWK&2TDv0wv^~O*$|A8xg+s%KE_%^(>^#SvQ7}IBP5_|BG3@=WR?EAVxTbrT{ z=eFI1*@LE^Z~cGM13m1%lDd{}b@=m6+P9Khe@`J$atA0P>uo{jUd}nzqpNkW9`$ zt5W(LVbIvv2!?Q~>qMD`$PRwKX2V_fG#_HGsB*-6K3}XPvGB!m`hfMSM_|W{>VS8qfNSrbD$qOTloE;}Ku8pRIhzfr`qZruuu5 z$86TDD;Hb)g$CQ7`91Isy(BrC&3#*H!~Gzd8Frr`BjqwUF;JWr?t4J za3w&(94OSgRNGm$(-&zrPwwK}-_J=tkkBF5Rl>f{PAQS9AiBv%s3WrXi=X@Og}d+@ zyQJ{VnM$bs_VwOV-Ce$1e0E6}rWmJL;_f7UO92-Y$$WVvFGcQKb1Ub*DX^b4_F?L~ zT=|yH<EUn+X$UOPw>fsZSUFa%7j;ueay@vx!!sF90D*@iwaTWZ| zxD3aQ_H%L@&tiNftu4Xff+F1f7Y(K|uJU(h^?3VV=xlsv zm+01eOvLFi=pzmD*F#HlYDa6NEeWc|y=c@6SSQlGp=G+6h5H_C9dSg5-&^88DlvgT zRr2EhOsWR2q%bv|IIMN9Bh|hsXFNR4J?7%G;hz-X>^_ONnt$4N_7*={HGYYi&FDhfZym05&=Fx8OPhmFN8EyNHkR#V~ zT+3K7!ITu1+WL>eyKubM_WqBo!xsd$bxs^F0=Yx!Rtdcet)=vd{?*9hGUM6hffDwJ zeAMIGr>b~~M^N(^+v==q$vS7N@4<=ce!6~Wz=ym+d}Y{g3c1yGWS5~H zfYCp&zvF`su0G0c=&krv{m$0adHLEm1!)sqL2lfO*K>P2@~czN=R9KH#$&251C(aJ zW8Jn0u-bgTRL%vv8gTWN7}jsOHWgwv0!~P9V_{JwHUhkJ209m-$obe6UMCCnN`QXG z_bMY-cxX^Njoo=<+CcI8j)T)l?D9K{@Ltlbp6g8zepcA`eE`Fr3^>?zIL+^5ymJN# zJojluVE_9Zj?Ml;O%Vw52YbuqQO2YDRVVjw24T55VPqk3+3p0blbcW3M(}$F+6TL? z!!8Dl$hW@7`bUc1A-Bcrbgzy zvUie6+=7-AgbVynbae&96Z%c`*kxpOqO3pQCz$^qAotD@*^cjIT>n1IOtENCv@D1^ z{g*8{u|H#LPTwCI_}=W$aFZ)s#%Myz@VDJ3C7G6{dT7i+gIZsa3&(0sOHI} z{e`|Y1h>9Nym72}_ckrykO)#6viqbqufnp!JtEfYFCN{r-$OYkCp+?|kAm^=+nXbg zJRWY7KlZOs8PZ?H{fC`lf2?)_RYncT2n(w}h}L+g66(lsN+pmek^tB6I+#PgtaMeZ zj2g4i2}9cT6bppqPtLB#!po?S@y&8b!1w}zYJzG1#77K<{hwF$VY%9AFtSv4nVHn_EYK6bUG<^JB_nd0&HkNuv z*+HUb*Vn6r%qrQ9KK!6<2m+UG*mi#34}6Jk@CZJdWIOO@90$lqhyk+zp|bx}@bY!Y zIKuoGsN$O&I|j^h0<|eu+H8DO(`rIt6){x}hrXLWYn91JWRaDJNijh?YCDAe&>;k% z?Y))J^N1U(G=b0CugF_EiRGYs;2a&q=cu9O8C0R@ZU4MPtgH}Eq7@OT5^OETGRo3jV;^vN z*WDTA?g*Z_wHhe{fVcvG8H;SaJ4H$!Bq&{FcrtXeV z66@DtYq!hg{`X`i$r0cn%_oIwrXru<*Def3|H?H?})h>D0HB{doeMF|lE2GTjY zOF~I$rAH_!j1W)|MsMWkPLT#tMt36&kQy4fk zn9J)63wq2SB-=u&h{qYoFx2*d@RvrueP35*^x!qNx(mplm|a+k+ikGGu9ubr%84Od zXjs$5zA5U)yzjK}1m$KPSdn;vyk0Q^fTLgR{b|JtvJq$UsL9a*`1{h`f-+ZOV*Uvx z3DKfg+%u^@iEmn~{5K`%sX0;fn`m2Cs&NC^H06KuImpuH0{pMDbDyb%#Xu+I(myBj zNFHtoJqA=DOA<8SFnm3Pbr6%uM^Jq3KteS-yvSm;dfBJO9*SM z+1b;$D4d=&L_NYMc&UL>!#W8wu<@!XlovQ3gmJ}XLu)RogV2w~g1)3Ncav7g7m*TA z2QR#S+WGaWvP~v+5On?#$r7Nd99Y03j`YQKX|y~ZlA3yd(Tc4UxWe+e#Db8lr62rrsfM`f&RwxV|31-?^`k8BO zgtGc~xVOnNQNLFY1U3Qqe$;KL9Nn%_QKCz_84F~q7M2W4FKv~nlNK) z33(ty&@8xG`5|}RtzkNgBf4mi+Wq706RWE8F`3w-Ko^Wu5c_CX@fmcHsdxVG{+YKYbp31LX=kPE@LW}M$l(Wei0m2LKt6FgsMUf-^jfe_CLeGy~`Fp!{yIk zppglFs7V&U4}iuJU{PMw0|h|BkGqQS?sV(wFUoo*ChworfOEY3lR!yX>+Gs2Z+1km z?*LQF`JKfNTs)1D&Y?lpp6(~fB!3?-N^9`hoyhV_Oy9^}%(m6Z#GO2m>tmbiaQ^t? zvk-J@>-WF6HR`|t+z^6&dyciT<-C9_O>DC3+r>+!{#KKT-CIEuy-X~$)I8pI?Ihf| z6`eYlyEE{0kMclb=#-fO*u8?%wj3BD502{Y-!$9U32z>t87ceOYdqPxnzJ66>m(Mz zM$1G5QJLM~%|M(d07sr$ip1EO=jS|4jgdR`?DSVrwu5ik?=K2A>WF2W%ET7pRzITw zu^pvaS~;(JS!u4>mg1%YpWT~#eeGHQnDNWKu>DzrTVN9H0?jwShgT&X4KC-Ao04T)?hc+;sW6n0LPm-*NvFYx#sY8h8t?j!YzhHl-FcELqYFajonHON7| z0>%kQ7)4%0E}0nv&K7f^OcyY517Y&QaEln0udPVP-}S(@$+Y40|)dJ zLz_&`pYQCxliLD44tLjsL(YQ+Li+}$q(1n2pZldOm+HFkyWHrP6{ED*0TO7Uo4{Jc z&=lW)_%vJflm9*>4s(}JKR*6ap*+C1qOY$?xBu?GlqmeuZiIq~_|Uv^j2A#=h~58H zd-GH_lTp}7g=Q@7;&VprlM*2pJ_wzPn9EK{m&gpv+_T<8>Lfp4!Hk;lRa$~!O4B5q zEo4k~_fODePikazZe$j7x%NI4hi+yR!SEECPG>>ko`6*PFXghd z3tvf@IZeK?#W$|XI&NqPvN? zH%qgCrSS+qK7!cyWSpMXf0yu##Wf$f9^Fu?_l1%_x;1PVYta&+^W{s3ezO$;tvh1|x4h(QHw<1lIZh2k(EKZq)B6lX3H86Z@?2m)eH*`?hc6y2RrK@df7XMBp*5Edc^xqv>=w>0}KfncZ(@I&W01iq1Lkojrm$YKgY!NZ?Nsw{^W_dz5B5G>54~dS+MCs71C#rs9dH<)}qU58ABS8fa zmp!;TNA)>O*VkP6jhjny8b>G)cwMAOCE4BARXYxF?xKgo=1CBf8=5=gMPsf55+7wU zka6wa(;BQAvafX(7e~7J*Sk-^3&EP^YCcY(lr$qv1hrz8tQW(PMxfr!utj2s%#9EJ z^i=wSsEUmPlfuD2HHi23NKeWK)ddTqKxOAOJ9A@2HCEJ5OFzP-Hh?a^KL1kQ+~pO6 ze!ek@{PCTW@f=KdPT{qY`0LD3byb%u3I*N{53JjDMMdV6=8 zFDWa5T3&yTGhR@|`qh*K`Rp?KYH@yM)75hLJB;HWd6v?piiXVh%6pHV&i?W~$Jsp? z`_oH-K788mux>s7;_s-}o$0S9c~$BgX;aGYRgB3F1sQMk4$yzv&O*Hqm#iH=>SvqM z>V43k+@34V6E2pPUeL^HC&ohe=tkcfCjX)_#{|I2vOV+#xqV|-^4wtmAc-(QWk(58PU!tUl%Epn4S-cK3Ik`i~!$OsR% zc5H!I-IN7x505o9nutd%#s-o+8g>C69OL0KSI7KIUTJ9gMTF~AN8uE7S1H{Np5I@sSx=}#{P#|9c5?Xh(vnYMW%7*cMNMm^1w4G4m1 z`suYjpiW_6_$IxJDQ9t0VlFFk#?*>yv9BSXR-cuHCF>vdCP8nJD*4Vw=+S<%zcs+- zuw(Oa#gxUIO1W8YmCgl1{m4hL($#JIX%PRz?>4)Lg3|n|{O;9bf4Zml*9FB6o3*jzmK#iEwv8~k zCyTK;a#lZ+kT}KoLz8NU_{m7cf876SPgi~S{_}L3+eA197;Noroql~i%W?o!rw~!& zc`>bu+7l#GWrAcUC^b20l^%ld)nk<<}-0HKipS|y=lR7>>fw! zbk|-CK&9YDEYLq~7ycjr0X)>fx}eyvLg?_+3i3a2AtHlkX3Ues0Lo+D5?$3E2R!g+ zQRIu!aN#Lto)wJ>T&(wnv)`1Ry67`^Kh4sVrk$)F8L1y5>XlGaA zE#VCZ=K7!e|471MJ5%`ET_1_Rnh6Jw4|bA(JSPAj?F&U;oX=PU0K@=60`CW(o4Gmo zN06)RH93j9lY)C#^vpThmvOe_6Rx_h#r>n_Y|sy1=HKqFYaOWG(hY+5Va&J2JQpPK z*LPO`T?Sg<`Pt7BZKuph@X+rDqF7wiKig>!%XrmA%j&6 z%6CD=Tcsop9HLCi6RQY`6-~KlWy4d;sCQPpfGCO z{()>kA)4?YqToT(4s~e&3(?LWpe^2VJP7+$^BmKIoOCN7A<&@UJxz!O>R)a4GsH-C zEBBX$EVp35SqyB(6u8QPb1Ph*Ay`>ic~Lgf$Q^`uQI5svHa$KZ>F3F9mdAFh;mRq0 zvwloQHh1yT_{$RNk)=F@zy3~JIdhk4_<<{29|5-j;1(UWkOJxdT3jI>Qq3>*28AJK zy?8lkg7Ff51FAOHvUM7HY?y z*pwKDwEOrV6r@EbEsqBIKCk!CJqFN59imN+Y<9cXZFp0K?XIY2F8O?7%&p--f$(=~ zjsGK=(Q-L)1UrCE{dTazAJ$Fa9zjWj{3u<8_iW4K4BeC%w`<*H%z<#~F>Lf~@8tR4 zSza1oQ_Ze`%s11UE$-=a+IO0m9UyQ7XfL6w(Q;|5*tZHiALJcK_1@m-EuDEf2i|lMUGSz z-z+9G3hU=1v|OuyFdQWyHhhY^ni(uRaPMG?rxYIaJL zpXln$cJdEcd5b{I5g(x87)a}GSs{E7nhU(lL`YP3?}v=C2p)qO2g#TsGoWtPcHR?v zwb1ZhR|CWaIpX+k>+*r0-Z+SmBPBKTxOq{{I+5?n#C$G2pyN9nv9kdA*OzxQRT8of zst?+T0Wg2l-j)VE?_mJuM;e3pp6W}X1QNqt^{+nY63tz{a|mX%f`j<-o`cWdyWQKUkoq}w}&EXP5ubS4y~D!0(10LJFdG+q!B;t zsJ)u_O^FX2d6GOznym8Xon$D@Z(lbW=kZRdFu^!lY)FFPwkvolHwWsvzouthD2xXd zw#>{Ec1h!qo(1m=$i`+itz%J~PG8pG9Sr}bC>dV#KN4-JZ$VRe3}yk1fdS|Z`Z!qM z-t?z^IE{(#$uB{Oe6}mmeoe5D;#4MM#Do4MRHrjFHXe?e%no~TK7hl%O9fH&NS>7r zY(mG;r3cXi#}Y{JbDnd*iT{yEoS%x6<4p<}lXMLfloOe`Pj1rAufTK$8l5g+{!=9{ z;;sPDv-|`B890a@($lW_9wZ4|^P{U(Y@}yaa9A$$(&+;cy1hR_kxo;a)i;mB{pmc2 zWDB%FrIUKdi^{z)WwNQR>G9W9g(Ch}(dcXFTYb>>`Ruf8;E>Z3oJjPZMCITl3I9x+ zxjNHDOX$+JM0uz*<-UAa*Laf5(K*^4t;DSt0=ojTg?WT3-cGE}RzF`A4px?%+>R5cCjr$P0%;%3e$_rqPlj%yXjQ=ZwkI=y>NkFm zPhf16FQgcW5qg6a%M2RlRu8wexC&Lv&Z{M&T(&RNvhAUhpUJ*IfE?Wcx)s~;i6iJ^WRzeY%k9`zD8washJKsyJJ-KWo`qU72Lz2XE%kXt0UU2l?kxL}WKql?L zPA{Ha!X)Hxet4g-LLDXVeQbM6XY8<)R7*n)nozzFH}-w&(IH$%PK~AsadUh`QL~_H zL>E4Hge4O`%@QIvXUrAgA1%lzE%K1}kK2Cxdst#`Qf<{L0p<+shq4Fav~2$)8HvH$ zW+LV$VxK3OL*oG}g1f@N^;i&OGGxCjSKN|~KGkc4ujI?%7_%U6uBwg*-Lz0dOH4dXWJ)mK<6V(1pHf>GhZynQ5?nRUdd>~9 z>K(kF+|4SM&U=6H`sCmDDUqP8zp%k8&=LM}r(_H+Dl%^~nkYHxAN1K7uaMF02 zCQ~@}L`L1IRPRrL)Z*7yH6~j5GF`&Rh50v2fnT~j&>$<0@3?n1s84HLRDZ{^c3yx+ zN+hq=a>XPVC`!}omo=On{O;=fxnE9|Mldz59F)C2wK}D5xE+KAPw1ZqLi?_;EqSvk zA!e0ihJWA{Q?}x#epAjHTq@@D+CyTvkY5~RMfr&mgg`E!C=2d%;6GZC<(M-Cy8#Hf z^mnK8Tjn;C5}fHnh5-CZ2OR=`(d62XHq^HQe=7ZqJOm}Dwq$X3@7e)L8F=rjhK!A` zvic8fYSwk`g_&KuOl0|7#n&$6^_+U*sL(sp(qXReZ-1bq6QY-psthd371l0)N{ciO z{#bj%bFU-&^swLh;2N=LJKoqC0`~AV{C<{F^_~Tq(90sY7EO6hrfJe4?ilvw@awK) zkVSJrJP%~cn@_naI?%7|Y5C`$y=lW{u=4rk1+$BhZ-NZHGY6>C4GcQ@kk!8Fa#Cn4 zOP@Y4s1${`l8IfBxEM;wy_4mNd+$Ue7PtAVPW85WSq`%pkzyX#HA@rxoVAtaxcuAg z6LLJx@zBz!qoz9r#HDzO2PE%$uJWeushyM?X4`)#s#h}Sxbi%yiHxUmP4ugo*(H&t z=!C<<+_duYw=$GYN&zC~1miaP+__-d&F@$iS$=+091xoG%rvB7|Bhze-ETu?wb2uG z{coSCycJXLQ4W8~85+Q`%aGfE0iLQpF! zKZNSvoI<_E*E9TL)z0@%${A^07=>aCQb*lA_jVQ>Jd>@bHXTkVWo1v(PIoUq1dW!( z-G~ni4}qxu6G0^>0SM&p)y+UU) zB>wIpzvSHm-YH3Yh56|hJai(Mfc>Vsz~8umo523vI|^#n9DzLG{m^f_-b;t}G3x`V zl}7O<^;ED^Li6r$+a?F5a`29j)z1`@o(C_L8ydtWq-iSP$qUG}o&~g7YZ?m`#xCS;JRFoSu$Q4hi&jI;qL*!GU6&lS8T1S?ak;JE zQ2o!Qn2*+z{EhHQ&1#bVLAvyP7KLFgF9m^xX9p&E7(W&r|9djc==C${Q_O^CW}%VC zQXt%U^+p#zYnCG%v@*uuM&C`kqj}qEH&SF@w>;n_5<3x$Iqn95U(Gu*$Is z-R`At;X%(h2>Z5t3@B3#qyAY|77)lGi5xiCGnVrH$5K+vkliJq#V4_!Kx>iiy!{Nu zJ;Yt9o zCbF~m<6mjzC+JVtP*09*;p-J~mNsKY;ZoYj!L*734NE1Yn4(dxIs3bAdhau!Vq&$f z>9f9C9Ad~9NU1q_z9me|&4RBV5Y24s@B}HvCDzDNQvv?4)TA;v=(wJFArLHdUVFY^Q)k6oCgd}L0GHJUm@o+ zUbvo!#jbiqA~;TuV@Kfms|8No#^X9m6KjP1j&EXS_lu3dz}EK z7FHZ!qZy=o!BGt@v7X{e?Q|`Cb@EIj{*9!ggCm;lAD=zEV5nIA=5*^k{wB}D!Sani zj|46yR=roD@XH{5$;FJ*1cm)Q@p8yJ6}7i>_|wxp3bi+HgoKcS(AWz1XtS;C%XCEt zXYDx7)Tb$J6ed{Ns8so;W<%;mCL$&?!ZyOMrH~b9bj|u6f?^?{Ffq0~W396jBZl>j1n4 zFA9^pV%b(=_ceYELiO720De6Iy`6)QF?zpejT-}Mq|OCMTJE3r{M@niCnQYK_T~-Q zT)b)T471gF_~u!fG7-NLh>**wFFZEZlPc>?90EkyfTPNnKHg~mch^hxsT$v4K0W%c zl<$$H&IuMJi`aHN{UVSEE20%Gb`Qi+1so~8Yk-*!3PlV6u~^IEDtGs zkzcw6$oMmCNfTshO$9vFZu+))# zz|Yu}rZXi{$mKZxni!VW=g%gzEAh)Okesg>UdMU7dW&)&L-w9S)4dBISl6#)Tt8MQ zXA1CH-jRq9oPMjZT`59)FC%eoz8@$8b<1G(n8p0Q^$XAz{FV*yvnx2EqV z=$=Y^-h7GxPAKjf=amC_Wsx0wd`SvJ=1EnlffyAjte)pTyFCA9_BqCebh!H&l&a=k{ zqxLz5D4I*u^-4$Sn4nF2&}jWMUi8uj=(SjU z`vMwsfLWB;bwZ!vLfwITdzrBKj03uc>6gJ~8RR8N>nVb#4|8^2H(| z5ZnM}keIt*fOKBXiU;NvaHj54k(W9$2O0*qaHkGL-V^EbJtMZaNnz+-)KhXjte^lf zZ;|dvVH9AcU5o1mUaN#fRJZ0vQ(aZQy}uyf-3~4t${z%1ePbP&RBp(RV`5uypeZ^= zJJVBqCiN*i-2DZfln|D?PeEz(_VLW^ueK>T=(@uC@`Y7WB?~SPo2(>satnlpR|4+I zrEZB0#i_d~-`TK3xyHCpO_x@%i>~8~8jI~5XAzHHlvsb`bAZ6D90#R29P}YKrX${C zvUHJV3E7oZKcjC>Z$R*nwnW(=w6YmVP=9TrLhdaofo$Ia4*b)g8W{P#HgPI~=m_g# zq#|(E4jpLo&*zYn$)R{9Ihp2T9sZm}(S9)vdtn!(Bcd%PuT)Vf)L7;B>A48SuR`xP zO>HI}&yhcJ{r^j-kGT-bCofwtq*ig9`0+oIq|m)0KSWPrG|i>V$VH{oaoJ*uj}Z=X z-Wjuu1wF~eIh9Ta<+d7`*<9GqNKu-WM_+g;>~c-&K!$UaQsQzFbLtm9C1LWA%?`xV zLxe!_Ba&DzhO4WYk1NT~;7+1(S7;qJcxy7nt;CmIv-3 z2js22If3+ISY)^M_LMySn!55aCf&N?}AD1_U*#+R` zP#Dl%!LXb0n?f*U@{_N9;sE(dj;(I!EQklKUAS&j$JbzX;AV8;_kXy$j3q=vx zKzo3=$l;&=Ziiezjf0N{Sjz@~eZkRAqOTycjT|Gu5#)6AY4%Y03#BP4(w%92sw2uX z+>Job;QYN@?qf_8NnmNN9Aa!R=^aZzOdlZ8_?hZ9(|W}5kA?BY3Faqu zrA^$`6|h8vcQw%}eFp;ZT7vz}>I{MQQA}`Sq!$o7dPv-7MxO(1s22wPEtpWB^J~{t zN@Gkp$m5g!3!oi!XQ4g__{ZaI`aR|T`~HKZ2ijggeZt01umuq7SzDsozc-J1?~7kU z0dS#f-?>a$I(ShF`0(#$l(&0Ph%?!Z83C9yyJ<-CdpA${=m28^|Z%3Tmc@z?TFpg(4 z?`k4~k2y}d(y>O*&e&dH?;p0x7uS0cZ8IS|v&VyXAS!aN10V0_{_}cvBX1KBWgDTi zr&?aPh;GWG{?Y()1JQlG1$?WlbZwIKu>Rxq=~9|5nVEW^f~qQjDfnz4#3|+ z&WYU%xo0(#f~fI)Wkwg40EdRICsAWlmJkM3BST8l<5UYYnQyTMz`vwQ<7jpdpDq<2 zD~%F3B|glrQebfU&T4(Y>&bF za=+W0#hzV4Y37511U`cOX|6|rBzS0_AHN!3I2RD)N-TOoQll3DtX~H_A`QEZ7QmZJ zKp18@|7iXle~6fl-kQy2UOAG!P*XwYrdH^hv7}O_oNxf9(s)mAgI@iM)Chwgs-)UH zM#H~J{71N#DwxekDRKzoE7xqv3^uAJXRN#yXX@77_GZQ3DjxT8cn;KE>tWJ?Plo9a>y4)}3dRmu<^`#Ov6*^_ zHV|$3($r;rtZZ%R1XLbvyGSp63fcs3{~aD7i6U0XSv2+D;ibDWx&0Fx_CUm-A3Dqz z!3g5YG6}U%iHG$8KzVc7_N#?jy+@_^ews_@(C=vhr+FtsQAbx7UH1NxdISz;Di{5^ zS4E5M$7Bx`I0o|`OSbnv5>{yY|43rmzi(w!MjF|}>yR`)-h87l(0~=-dWUcB3bs2M z7gjt|@!@JtZcGs^x^GGF#6a`F`?sVoUiz|lfwnjP0N5XwTkOxoo!-P3N7vBa={)Gz zoBIEe6wTiZ@t3sn?tSvDtX7k&RFcl1qTvRmLF<~G9$2=z8vNO@HefZ?G=0*Q*Xv9G zc7WKKwm5iSv@po+Lcd-XzEO|n33v56yIB;NaW6Z_O#F{VV(EyarUr|I&j?#eEriA8 zwY52yOw)IC8o)!bDzRS3^;aXG7L}pTq2)7qFjiewyzxa%tHsJ2(gt1Lc10c2B$yKI*+QbO_eGc_MQTPlDFr-_!&Rl&gO9CPr0xD zM>0%R+HEPKl;O6CZ0ZZdRyv@oHuEl@pSwG(WPNWGt&i4xQ^YRhwsY=poWo=E+2v-t zvNJBE^kk|Rw7pmD+Xfae&2jI|Vk%+qxcg_y#MH^vg+0fmTcgW~xy{Y4s&S$_A$>FZ z!{X!n;Q%Bm^p!76B{p1M>I-@`*AGr&ZWm?Yx+u%A3?ZRH@MX&I2od!G;~&)#66>AQrN&{01JSP@}}F#gf@1 z+a33&2x?gHG3wnjf!HaVEJu#?-GoQSf5usV*4>F8pZmOZLOWzEZEH}u)X{ja2)Y~GR zAnt~tNnYEB%k7IP+~`{#{t(-hPt)Mv$Fh`W^9BO)E1}^o*9m?8}H0V;ghFSH^=<^{;1>8#if6Z1%^< z+kzTe?-<_JFZf16mU8~vptIxEb^S@lh=j_k=?DiTiDUdd25kPrlfV6EMFy)r0pCke znJ;zt{AEuDV#%G5e9>mpMc;DfbRwi$)^zjU^@R4fABfqg@O8zUjpl{hu6ns?-k}+p zjHgwAygJltw7mF3Hc&yczsU07)$M*CosiQA-Ntv9XzTcqv53?ZQ`s$pxuEuFrN^(n z|4k`Mts6EU*&|gW{S@BRZWa8V$s?dY3r5D$xAp2#N8!Qg#^izE$C4o+AHuYvacXb(R>d5#b?7n#NPX^oVSif9Py)>XVI&1?dhf=*Wd2MWP0~QoH&y2X~1D!v{&!7pppPSf!XY09lr_50H zA|cO!LYzv$^RpV=vf}q;8LozUNf#DbbH9yl&6W>or{(?OBxt=M$b8}K`r`uc{oEQ3 zKhb7{BpXd>@` zWrlp7BKS9z?|#gCm&4TqpD>%Z1Qdwo=Ot}mJ-fP;E+iikZKBX{ z?9UzVyxGa0x4ZUuL#4s`2hrOjiak(I6IScpL8Td{@eK!p@$K=myJ2t}g$tAI1>=V{ z6>T~g{3B?l{{KiinB9_v^WT6JZu7yWdl%k*7wHBTOv)?VhYQB7pFg|(`2#UOhGx$?!|g~52x)@C;Y(P2)Th7 z>!@E|Rn$?OhI?MKo1K)bH{7e|sUWMap?+s=jw&`YYv^pmUprsNc~}ibo$mGyvxc8> z`hPrEeF!%DMos(-oT^aW@^gSUAX}1sLiAww&roneh=iOMds47XOvyfPX9-L{L-aDOh;Md1?2XtFCUwc5;q@Q?OgdG2=6upWM&AJYBp)jf`v?9dRTTTAQ`w! zf|=|JA*OL*S@=PeIH(RUD{~U;|8iYUJM0$#!)zTc1~J*nNlu1)avJ)G5^6l%!R;nw zHw>V%!~kI7(c(GpKS265h5<7QrJif>0Ei{VVm9^VGyCCo7f!07vrPg;A~E;3#y>t7 zMN0c+&HqTKWeF5+6JJA7t@g$Ryc^>)Tf{Q&J*tZ_Mi{r_-&ga*>hdeJ59GHEAeA^^ z4W4tX)OpjjTQ`w@UbXr>^V9!Gc!;Q@vmxT>P1%91hpk>88)m-<70D;uZ>s5H{BMHt zTRu}jsNb~&q#Xhr88EkOla%}5gP1EEWbEYaZOY`%onkJHb;h{F2A8`xQ`Nfw_hsm2 z^P~y06+9g}c7n&55*un8&- z10RuBrQH8%reFb{WeT68v7nt3LXO$Bn|m5VialvaLlDmYVVKr>@wc=~yt{*e(g=6i z>@11n1jQIJch)mNw3}jG@RbyU%-D9tSl zGQCLSLeth(V=(gI?s|uy{IW-az{h_~oA+`-Z_Q|it-F|AOY2hp(yYIE>z}4?ckh!M znTJ9S80MnZcD>O-$LLud+F6hBJRr_eMn6=8lR=LB1`JQqXm}pll?8od;@Y*)a#^#k zqo zS%$TNu%=QX4R28QfabgY8|dF>FNV3q;ROtH>GLoHUs{6lCse$5l*jST8x;&tA#bCU zG1&$avyQtMgW?gflP$Idjpvk8#M6P=aqQ@J99-MA`-+7vD=5&fGEmL#k>F$BqrU)) zU-Sk1v?e`$j9UCE$6?ad#y?Trk&%O2%VI}^`y5A*JA4w#+<9;%_pm|S^v*&qSS}C=EkPQ z1yJsLP%|dG!fQ;UD_M#rvdk2F)caJn-8%G-%B2Udl5I_EbXpqozA8rYXL%QnP(3eE zdw;9U$&@q5!$aA(ucP3d`*xOoF(KVz_8`kUDeIUb!WT(HxHjZ@fpGk~Y65k-=|l%2GZ z;T)xoZvKx%%=>g)Cmk$$lETIF%Z)mn_~RkRBdU~84`I-LHnGv>HefeSX|j3!MutC> z45vv0|JAj(hCa5~cQjDHFPhQl3ZJDs*_8&5jLjeQahAkQ4*zacEqHHMsA8A6b#eu= z-6SW6R$rJMUJR-2ExyP*l|&tsK;LS93w$Rf$mWL0SG-muL*P49A?a;pcU;_Zc#!va zECP4=6K6}MW<SeDYdCJW1e(rqT%N&*5M?=1HB;Pp_bx8G?zs;v*t#>DjMm}A|ySD!4 zp8Z!{T|+@UBo9PrR`wZ>@3v#O}@g6B?B& ziVD9)A4tbI#RN;mDCOv%c7hwR?8>ia+2c0a^Id$W1rM;0lK=sqIKN)dQ027GEyNR- zeCsFwIPz6*BW_CGc(&JZ;058lZXZ;sKH7Zqj#<(ZoGZWlh2Z})0oVBVcBLeV@b~SU z*V&u8=Yw)Kx(UyW#RIuNkFb>l_!kLRuu|e#X_3BIVlKLB>7`=Ht10Xou4cg0QQ2iV zKg6Ea$Fh3<$+iiN{B{qw{7*uBJo8#ITd7!*e(b?ycEU3%Oc$=2J|)cavf{ZL-KD)6 zB~BTTD+*i&ot!=xgs&gpCh7AFr#t~~?nZH)2tdE>AfukPkl$o*PJ86wlBGbRb{dX& z6=`irR0O9MpSNtdCU2M`Q8Z1J3;&)^C|3`M@Q*$ELKcUYCcxnu^Igep3j*{FDLVQz z3uD@j+*SGcP9LcFGB|s2W>VKw9HE^HVnsb{;WWrA|C)B0S3Krs)17vKz=?e53QKVf z519-U<{6#p(9&T_r7ugrGZFYj{MN3*WBw?|mi3i++_mzx6}Ljsd#Jj7*OM=a=f-g+ z^*#9 zWZ0$q*OsPQ@b|3*M`vf3=tzm{ua#wns!zVg9?5Z;z!=>iB|sbv9bMHg)xTT`Da&o0;>m=@pj#8YNA9DWtB%HlT&prBDcWA3TJX zUHa5gR+OP}8mJL2$W}i;Ra&G}jBoPi7vHQ!{Xr4CSXiA}pwxbG@)mAD4~ek#uftoy zc_ME|GdQ3;N_brSQhKxCa^8e&I_(s*14Bc4r1|L4M}t(^zD?pRxn($bnqxV-yTCcw zNX@YOYVyjVu59mid?>NrGcoh^PnR^luj^Ej ztDLj=$&ef&@Qm($o@6@Icz;FlKs#glhfE#{2mIVbjc`LhCf07Key3IkHuGl#GY6RP zrH6rK=^U-rda)Bw3hykh{UKSIJ@z;ilE*(1#6hM-r2jlzbE)tAe!FfJcm~HvnK@wo+3&VJOb*T*^Ha0MY!N_CU2 z@|5uoXFu1QT;LcT=(q84cK!^5N%0wiP?+cl(ww?agh3C=IF4FW64EG3tz_}1zM-MT zS?=)8f3E!_&H3_T#^lf^3n1?geI2w^xmmK<(5@_++x2lruIo5(Px8HLO_@=Him#!1 zawV7K-8wCvCoQ*;@f+q+HHO{i6ZtV4p+=XVWZqLXHoroav2Jxk8_ozh-i4zqZ&e1T z)l4r&c<-bR*3N|WByMJiRY|7f+{A1E9#$)OUPNqQy_YQxF|)>ix`d8QJ=yMZ{h1V_ z>RgbH8i6cq&G^5Jw9p`zNS|YwNiIqq+lWq5|Ko_2{*X+^?yefO%LrOKh|5n_DeRp= zTB=cJc_s?;DFK zB`TOfBQD-I5LkYhz<<01ptIaAxJlq^1$#Q9FqV70n1QRnoeKXs&8Wwc#&%4m@1sqr zbqrEP+~{+qWAUkveSzz+U8v?RFreV?`uG9ppElbSY!=bxRwRh7VL^M?T`7KB0f=_p zIPZy#saU5YVp%KjLI1NF#L9 z*wZ!vjh8b@Hy>-^bEP?hk^RJjJ+E-9-?U@%7(8`s)4r9lzZsOEAG+)0gjRd-pg2n9 z;e?sw?8?&URPt`V@ul-}A$YuGo>?+>S|tHQS_#Qf5gvf)8&tLC7MU11dizcOO`WWd zG&ZM@Et9Rzd~)AKisdopKZ?a8&XE?*aQm_5AC0w%I`;amd{_2ZiF^rLiwHouQn-Op z9%4I=lMoj9W7tbYZtc4MNQ4wRq5FjZhJ0|@f{v6dOGM`pS89QtQuq3;?<%pnr=-x``p3mR}5`Vq}J;TCTrIwYv;;)mYrjvu=9@J z>H+Y%0R*q=Els#?jloQ%LmaQ9{!oErySG?>`n|CWQ%CIH-IZ3eg}(vk>-`QJQ~ZG{ zE=uR{TKK+UX&v|dDU#u`&z_a_^y;JRS+@M ztE}vJWc^7Ac&S`e@YOv2xmX1dL6F1uF`Q-$n3fyKM>P;8NmaK`yNRK13kTaJtapS3?xJD?MX2co) zOjD!d0}`#EkanE4h}Qq%=)B{he*8F2l36lC_FkoojBrNwID4<`5weOCmtDviA(XSn z8E0mXGR{b3hO7{GhpaP>yYKJQ?_Uqx=kdAEc)wro*ZcMCqc7!NI*sf$%oljg8cQDb zo0*2w@S{$`$H!r%DX-bab1cgNfr6m?Il<=#K%J?+>h&}TbA1D90@_2X3PV|$Z(mel z{Y(w#=H?QC%EQy7Y)w(jNU9EZx8$cs?zqs48LbvR_SiP5+WnQ^U zL6&zKD^4aVL!!upKKw@jL{2j-9B1{GdXsB0`k%uchBS7|YyaeK{VC)4y~XXuk?TgB zJ!={+h`f@+w<>Ux{qHvMR6th#0#JdY=M(6@_l{LPbUWfI&U&EBx07nEf=S1?Xa%_x zuv%_qUP_$#t{(e~H7LlSm5Rywj3JYgR~??C=4KLiJUsJs70BOvN$Jr4t+DTw>wtEx zzM~L^ohw>+H8nl&y9A7T6UHvTWWJVr+L-?4*S;$#`)zH=IQROBrppd%b~`>|A^J^4 z`c;R8V9gfA-p28T>3j6{`Sa5IMs0j4ya&FXWg^@}YmI`@Zni*&B$qEwT?j@k=a{hxL~0Pvi4Ocrpqfivz|I^^lB zy?{#GouE5~7?@jp@pjao85$?iP`H(p(Hb`(7{N)>AO-EZ7Is!ul1@&-K(IQBSUl-*Ok%F1tdm5T}oUq_G`UU#oJENUXhchuh+1qxT!zky)Byhn;2f5b-2 z$EB2Dq`)G)P0{yKZ;s#U>4mu&#k#JR^HlDB*OOOuBb~57W(yDkLY;nvH=5&I^oARx z$^hNC95{y*u^?I!mhtFe)+9_uXYo&3ZA}OZwvJ$JI5d`N83z9Cx34vPd4BB1KBpe8HglO`*U_UI|2mC zfbXCb<_%THPgD%PIF9-zhGX1FC^HswOI096d$}8 zSL*piiUuT^A8tbN2my&HO&b%28GWXN?=wxG<5Hho&%)IM*ue7$E5CJqPHT$kEhpS7 zyvMrG^OA8b(xXZawd0G)P_AfYlRtlUT6GYH3v0V{63$o+I6a;Bb6S{LLkhj85oJ%|3|U}?NRwvdqWXvZ;~9TnaDl2vMVM6no(RLkq=#}eqekv zQQ+8F^IUj&t|OR;JcUfvoBGbVmrv<#z%bxDz`ySKxLv;JlN9=UF}%C?`V!$a@FU$q zAmam&D8ug8l{WD2ND_N5m%H0lwYfN@NR%LhfQKG=3Dh!vf7Oyc0(hS3_l^z!CgKgm z*k$ZTTvVeb)M^_|fDRF7o{*VCU|X{SM_A@PSK^IT;EsJqXjTj=a0s@z|BPj`wzmS; zE4{YKnuqcpY|4W2ltqouWy3k$z zJvc2*j{*JeKwv6fnz_64eY;Qh=qjH+2;2%WNa|n5rqIWbnp)@o%%`zEYdtyJvZbD{ z9o?Q_!rY#N&crY!`?R%h!jT=(dGkDwlS(wkmMW?+9oqjZ|38v=LPrbW^3QBA;$Fk1 zf670cnEaJVe01hK@cWbblM7O3YjaTe7{otn{L8rV;; z#x?{EJkF(`(YR!jd=WvpnaJ#%&lK*htxvFZZtD3Bhv5p$Fc!M!&z@QekN6!QMt_ zzN9eH_i!zgS`PJAoZBNJVLmsE9!~K`FT)r5r)vVF6D)W{gb9|7A!*}%pybQy$7Jdc zf%)-JDa(!Cv0bc$UJ+Bg+zT8%5JMJBP+lOJ5|Kao6^G#|01PDELD_ynzwBu;^hxgG z<*r~W3p?I(8H!1`L4lxf|7VoOAj=|xHlBFGnwdGbz(h-Ts+dvM)_ddYpDPA%D>>w8 z)mDE^^dK>|05kx6A>H$cER?BMhU8OU;=Rf!<)v~%wF>(z%f7S_O!tTqzWuB#)YOhA z5Std4u|`x2EFTR2kA&>+3|7nFn#%XKYJT`EPRWU|4LcgcR33BG>&NiDFO13cjdH z`Q?U~8i0%O*X3BvB(APj&9}^$aR%X?fbzKu2*m2CM%B&8okLR#=%zFOe(erV!sU;m zj;u-jDJK8Lc-4};>KH1_zngj=d~)>@4&iio!|8FS-j};JKDw3T@Gn#)UuG2d9Wxjo z-7CfnKJ6tV^mZR&ntAB9=LIQC?U!}!lGDsDe*!d;Y<>>N`*&0wF@2w$N}Z+=SJnWB zIMl$C4V_?f1DvJ!o#8Q!9k%lJGw5a!vA0#GOwreDUfE6J9&YV$93_n2--=f(y9qhq zC;VB3BRfT%jJka1qpm^&RU&!O{!de3~+L8dS(MjQLNJ;vFYR2jz!;xsD~n>7zCl*+W|zjAPzvefU&ml+q_K@}7Mxyj7X~ zZ(xn0&A%!{assBY!lHHQZbLcqk-Ps$ACd#`Pml7Sw$W#Ku7f8k;X#^*$--opiZ8N@ zTur|{qrd~Ib=WC1q7!lN4)^*_kG#!dY-zT>R26;3S{fz&wX@l3HG%x#-8;~>B({ox zF`{Got^*dMOD0kqLSGo<0o}sdN+7Wo;g`5z3;d z(py`I1a`ecr4l`~YW6o657dck5N*JYZS`Cag2W`IT^)oYnG?+j^R zjou0l$To|i_bg;BLK=5s&o~QTLh=xBop&H>4{8a2mMehJl-b?vU(5n&-7IJ{FFX^EcVgC8r0kRC$L8k=A4B{ey|_l5*P2&YX5c(s&)j4_cSlgGZ0=XZ z2@7{xR9CE*MKLw+==NmDr~A5ZpS!-gx)wVzc5(8ofvHKAH*t*5l$3_oHtEY|b1w444g@%GOnhvu%`@1V&Q+DbjN3;SAwA{ZOcM3#Ww-@Qsce)! z3+Wr?sOo4mg;jT@q6~lt0Xm*5Wyv)Dn2d&NAB>sk&L<|66hE0y>E6k-$&k8Z-$!EV zmKB&LsdBf?;cpM5f+&(BXvY1=MO{sMCx?%JNBT~timZjH1!*d4!9o3((!>c1zlFg5 zG^9B)$;3=tx}=)b)g~d;+a?}GHUk|vghnMO@O~h94eYGlJNZNTABmPK-9#q=JGQ&S zP!*r|I6;kF^6l%7nmoZg4iMOBj>XqnoYT)}PJ6TBZ&lyvbQNa09YCq_1+e{6PxUDc zb_3y?{4$AWWOw00v8YQ_<7Ks*i|z?JL=Mba7Cc*V^{}c6QDa_7L+dkawZ~Z@C54Fn zWBCW8`)4!#DIszwbCCA&=zBKg1)X}^uc(dpCBBN_!9{r>v*;b9T|%#8ik_pu@wTnm zdg}c3>=uG0$gUuAb3&r!nX#1&hWZzEep1^sDgg`!u1R5CL*h86z?j$*?g3SS_tUkv zGC~6f|Be$fgAZ=DKH!3bT1$wg77_6eGxZ2vx57dz{vJCFY)VB|=rXkcuNJxo4+6yN z6R1CAkwiZ5*?MiMuKK5MHQ8m?_FkPsu3DACr7VQd?f!kKZSdB-*iuPY37GC7@#*%q z-idaH3c_AF(hxGY86*n=a(g(E6{^zzGHD4Ts%FJB30bYUYp1=fQ=!4eZxCS+vZLw# z?c<#u!p-GoW8Gp2(6d)0`?8ZFaX{0oqU`X}W((2ScF_EDt32MlLhlXV`xa@r6sch! zej!zp7Wy50DhLTM)ZB&q)VjK%_v`~vmEWzMo7%v$Hu76tJ+qwc6!Y7YKOB*qw{7@+ zk_u_SCQep@2FbEt(*!IhZ)7?TLM!lV?LVv@mPenOl{}PtE2yMaGOSe$2W?M^e|j@Q zZfp3yvNUUUj+gfXzx_>?BNmO4WV`$*kjiq5*Vj4OIp{Pr{}_{Fi++=%{aZ1j1K9&$ zYG=*O`gjm!N77*4%F0{4&rGL$t0}-2eYLI#6yEwy@j+erq2T;)$*&^JVQ!?`u!%(d z+R#Ot+wYB^Q!wTM=RZqROVl{*!m3=Iy;VPhXeLf*XWyMKP+X%lCX}J3`fC=@SJJ7AJC)<<=x zW75%%Xwc*eqo0!0lc$wa->qmvU&NED3JZ9?nXu&lyg=_e% z`NuP)iOF&*vqD+mS76%tEfoAXDfvO}+j09QE&Amt+96BfFbyqQ_@FgIbK-taooM9=k=qp1zT#=T0z`1!6vZ((jNv_!HZnc`wmT;WkT*U^Ku8|RZGlx7tJ zgzjE1h2u0r=h9k7_v~{9H4W7T+dmyW;cFnzy6@0Cf#*J$6!Yo21IBSqGD8)u{6X4A z8i6T#iKE&)^+8={PQAmx;DiLjuZ!!h*2R?ZJuH<)0)&{?&#!vE<`(sojsmN#P( z_Pd#^p2L|-`1)L8H42*&BDHr$VfL(>HIbF_p-8z|I6iS1!NCMcDgqTF>l^ zS;?FzYgt)h&Ssz5-{M9?r|`t@Tn^%%OD?7Q%9`$v@^WnWD-n=Pm1YZViSZf&tBBGe z4g?N?4I*9YiHYkR(03`r;eBI(2V)3T$sgKGl&;rIns4q;a z$EQs!>a^Bb+7c|NW#IEx#!=UYZe604;tF(!&cIYBL_K8sVAgEAe{bR#9hXM=wYY?D zF3<8KU=>oyvF@&aZ!jcQYdo-C>h1FGhti)j>vy%mC)^re@RzFbGT0C3iu73`{j7&} zh6NSn{VSO~ju0J)wLgM35h8Pjli3bye|Fp= zebuAAx1;Mnvd$`*rN(6eI1FN^rzcKBLUy76cu`>jsH4J$$HIn1A%EXI``Ttp?Xc^_ zBRt{R&1VeCITZv)j@2|>vXVjwJdR$Yn+u_pFVG0Bg$cQ z`%-aCZbU3>fJ@hb|C;6XnW!(Muc_I{YtQkiQ7PchFxlXTSK$3eHzGFa)wt-Twm#f* z>m1FJ?Q~Kq3d*@q+y|$JW|2E)Q?j^Vl>F82ihKL={aWd(XX)K0xQ+J)v-ylXAbEv@ z#(a`K`PD*okSpk~_EI0Zcv`eLL2y^w%sT z?7gP(Z8Hk>?PuG)D_be(^nCE%&LGc%UvY_Ql>u6SxUxvMb%a&w1@e{*@&W{M%%FOKtRuabHq|?*5sLv@ z=855Zqk<`squ(`T(=0}!)F{r}KpAu__*)>Zt0t%Sl=lUQ=IHIVB}*ZpDVgoXGs5Imh-lg=P(`rz{?Zt^695>zwlgjV50cvn?{UD?$pk%dW?Nr7k;t~O z8R>lhZ>nQ>mGVn)Bf-fbI6>^ytn5u5vf-HBA}e)*|HjJ6K3UhduaeEK7vTl@jEjhL zT3@gsbqPr9WZrJ&lKAAvlqN&xIhu)2id$Dgm)p_r>BPCylEL@YL!MY7H;`x*QoeZl z!zi~%onjk{o;HBRDDz4SOu zQj&MSZU!aFm}K~VG0uB+Sip2)jN@wUeEEbydhC6z z*H__R-?He^Vx;;F+$O56$eRy?C(a|Dp0<~!B6*LeXl_IAx8A}T^Cbyfn2=m-aLQ;e z=XP|AxDmyqL^qnHM6(sL-gQL}WaDYd`ngXBB7i+j0ah3A2mil~xyq)IzYn2LisGP8 zUV}X3uTTIs!}P`epDIb_M?vz!!g?Ae;>6u|eEHIjYG`&CV%1T3MO?nppq@B=dh)BY z_R2i#Q?9bv81eB{&-Ws(krlCV?z2=qT`sL3f&wtfl+FaxDdv=5=;`)y>Z;3tDHC#{ zJoO^TYVd{?SR;A|np_utAN4CuQ=lccW-#)Ze)-xMPb5QKLWB$=w6^zW;5h7a$&wQE zho*6XZA7Fm;7cih_{rtGYpHNo%B@DRoiQCTL>oeCKGyiz?DWUi$}(Y(Dxt7i{pv z`ALt(v=clKYvO+f)T<>g76~G@y~8;AGfVwGw27I6tb38HIoh=4){qq_-CMPRV(M2^ z*y(zUA*j4CW%D`ktV8A)CXcv(IrCKh;=` zRGg9CnMMCcaxLu6DMmn)kRkEpFc3wI{x`f*ZyXaJZXBun-C;L9T@$=nU3@&u(d7Lm zR|VfbuvLc zlqNKEy&Emg*1(g#kTX(HnSDd~E<)q**y-qGv-7={Nq~^I<6i@41Mya=u0=+tRjqmZ z12&Vbf)3mE@6DXwzlb$&6KyH$JT3HU6ebFJ{78 zXhK{2?w1E+IwWLYv}^?5hWUyoQ>bA!2$k@WGo1|Iw<(1$YJ)3UkN;Ke3)AC^G9`te zDOqeoS{Z}P?S3m0hAt^x9k^6>9uYf286jHWdj_!V``6h#0vPMI=qctk- zu~oZCrbQ2h^E(c9R);q0sn zTx0+uR`~%+*as*YmIH{J{acYeiaQsf+=Bm1?iH>RhzW(8%t?xw!kY2rG46*0x4XbClyLq`H%tYvkPR<8J%L@27^fsv?$?oY19E`;; z^j36#eYz%(Gg||MBNoK~@1U9e+j>9b_WNo$V)*@x^4!yPXXZa=$z4I~ur-FL3RAo1 z(qP=H-dXINeB**DnclIt8QYN-CwkTsEKn;>hCLycsYYra?upx)l^M*(qc(i|t-!xN)sjc=n12L>sqN_+1)pYtSq0~$Z(kpGHnj;b$Uwr~RTlJh zbS_Q?wsd6%AzL<9<_AsUZ)&1H^0=8gXcbz$wyxxd`*f*?eLP8+6L$lFwzp>}MKNF1 z_42uw$#J7$-%XmuXo(wkb zY}2s-@a0Ckspk6Zy-CtSXf@3G=UYypR8`T^_&FUmR-K~+%eXSVrP$JN??3M$FA z)m=M~$t#f_{vkEA^=;0KvlQ?Bxe!IDzKX0-U5x0s-}O*gcNm2no33M;V#0cKPj-cSb6`(RsjTzE;7lFte8;hUn z#R~2Zz;dv$EyB4+Nb?(<16T&&>`3a^KDLlm($2Z$)U?ujA;lc- zkdmGg^hY&YQE5!LP_9}ZYIj-MV6;F1{5qjqB+2)=s9q?G*c%u6oS4Gb!p=|g`1pf9 z2RulBh89Lk^dL`HPT;0t8@rfeZ)Y#Bs7P1Dw;$@(Vm#6OQt#jUxEC1YAY8RXXVvy)jDn($IX-&(kB zVbcRT1fS}bO5zpN>T^nQ9NEQ52N_q93GBRg0(NC(%8{?+VzL?Hp~b+$Hz3{C{%0UM z0HfXcy2@Blt2~ZzE)Z6Y2nGN04ynZP>XO7f44YevH;K9*iN(;r0v=0|7Ih}U0MDSL zTF;~~B~7rv#^H5<-55SkHRT#!)g)m0j9{;re2=41tEeuSbMh@` zZr9Tg??j_s6PNL-g;1z(0bTA4El?PohPLf9ad=jNsd;3*zCL+G8cXl|=Swp|p?7}i zd#T&WS0lUn4FF&ymy^v;yT2kTv8C#fKPYh6Z1C;qCXMre0~EnVl+;+2}>KvpCV*t?$u5|-H-x>AH)1oQ=s9l-MQWRtT z2ni&8L%p6nJlvR`Ad8#P9yXiU+P(;t-Z!n&w05+rkeKp4vi7Q!7-0$)dzfkXMQA-9 zgXn zHSl-`Mr_vFptOo3Y+TG+J?fD1>f05+rhf|3ULUr$&~cl016kan*g&Hme`34!K=GGU zlXIro1w1Dk;#ZlcK=am3YEU4P`&KT-r8r!IPgl(SI^$^E^D`A3`Ja!s3c^??D~p)E zlSh5I@T^d5=l?Lw^7(*%_tDcWX>a!ZI}o`rL&cN)>1&f^yH)Aondeeys3;IAD`_g@+=Cb&IXS;?iwg zoM^fQ%C4&U$E%`o_EN)?_a-*5dmM7Ac?T+=gp&QKGGVPC4B!D0SLSp9OhW2;U1CAw8!80 zc@cT)kv_iwssX+m|68jZ^z#V2m>zEhYDz3q>c|mj98e0@Nk=qfnFtD6I^zp8{YiV- zhk+UN9(TA5XPDSSpu3&D2u;=Tc6%FzF1AW2)z{}RF*+HtDVejq*DGl5MY@tMHsW9S9E=N(&L6KT^R?eD%(P0;l)G;lmv9{EX*(V(-R;Z zVHaJUd>LP9Vk}BT{73R3^p^?Ws9QLF)wo7$R)%J7T1Lu~hd}bp{$e|^cUB^bZS-XC zTkCaW+Uctm=x%62U6{8^ILqVkWLACz!W(hNF44_}()fOVv~a}^xRvd83N;LV<%I9* z@c(76Q1M|yO%1r-$_-?pi%QjCvcfE$)K8o6{jSDgB-2}~>s`Vpb7d{WsDhKz6pEK) z1gArbojF`wbycdSZxX~babj1d!l-fcX}Qg-6C#^%wr=8{BLBER;(p3A!@LQ=aXJ&F zJi}vR#2qkEJk#n8ep<=I5qSeNyFEjjeQ(`se&2HC+RWS9t*&w9v?hJ@+n<3W9e~#z z)!D6z+~t;nM2$VS;!s&_Qu*kO;sDdn;7Ja|^*y}=D}NA;R~~gCEc$d})BDVJh;T6E zrdmPz3SzX+rO*YAnP5cCmzS8B+;25VsASmAEO()U@Zopd;AnyYog)PM00I>y1rk}hmby<-qcXpMiepe8M(vVU7#E$^Mpk0050jnt5xS z0AdLES^xSB-BM;hs2*Cq^`q;utSjC7I>{{&5)SQ(0{N37lv{OGk(tYJx03I*v^Pf+ zA`jGs^q%tb-Hob!)KXg+$-)9Ne1#?=n+lgVZ|n2&y{|%kAcHaLeFQ|=_Hi@q)0*#_ z%Hjr1i^Zkc`8ip)N7XE5zR4U`!EmQ}4;iXt*HOX*r)~6>{?K#LLsElVT=o=&R~?4U zhh`JkC!er;`zP_IdW*4Z2=8PW6<2NGBB8&PyK(fAq^Q%A3iSO_ODlP<^4Oyzp>ARH zgGQ8?P8PF;>4R(&up&Z3XUd0RM*TmMazooISDTIFiRNa&<_FEu&Usw=tjt<0TFux8 zOigE^XO(F59+%7RGS!vV{Xm6={gY2)b4uOsAx+<5L!f)MTgdPcmMKEv+b&Ktr0mAx z>gtr_QzGA^jxfT9Ngc(_$H}8Uw`=qz-&UmQ7=QRv)NcN>at4z8zM_scBgpd zm?*RElo`IAXsV<@_vn+<`75Fm7a}=wB4^(ZkBq?A`Z=Pt%3f9XA7AhPiFhh5)nO-U`f6_T!J?zNiX*d-6_ZAtd0VD_=jDh z4b_Y;$mzv~*(^z6AvR9~JtJ>M9LSJ7KYLDTdjZWsH0Ks=%stBR_&vwH3;GTEU9fwr z1aO#LDLa_TVg+1WBu}`pXkj?^x$-X-vQ)*A57qNosuZtVx1%RID|vmO0geK2xP4MJ zX_Pi-O%pc1{H5{=Kj}i}ID2P3@#=jm2!`HY+fL*@n1|U;5nV618Y|U7a{rMq0N>m% z^i5T9r=?jcXUJLz)a+snS{twz(SFeHngA4LC`Ow_es2@xKLdyO=As2vxT7h%-9l_Pj z5tr_))*TIq^~lz=3^8TMaUq#9_)Sxc-9Z=+JrujA&JaAMO=?JC&n(!DD&h6nX5;LRKqx%jOOknIFR5_Xnzy_zq%E*Nz;mSP?5Q!NgvZ2W&Z3+m zy&66~*t-(BijWxy#E1`y5DTMJih&F@AeZd*vPvT_Rz{rfXMrScBQpYa!QK7ZPFapu zBYG|hv=mcCuQ#67e57#{&rVjU~Wv?LN@qa!vCBvtz!14$&8^&^$&$8~wtft=5g(XI}1a+V!Y zOwDmD*Mo_|*!?LH$CX-d@y9;6jni8lh1`g~Pb$UKM|a?}#AzVe=d5&Nwr+y@p97p* zrBRE|Q9(EZS-xEm9!Ttjww|q5OqBl`4!)`;f)_3ozq`MQuFTH}c}GstT9uzpRN1%D znJ}c>tfM$a4u>v_ghk73V%eY3z^Xd$0`tp##X88zmYd9_3czh5ucB6XbO%pAp@e_U zwR%XhF(pkU%<0w(@B=Gbad)mFS}iIZWMc4PGa(0R!dFr7^}m{39R~(hV|4=GpGg!l zkS9v?&S#=zIb* z!<@F4qtUHq+r*mCkqu|2YjI8{Ah20v=)dvzODE8v4r)nT{nDOKe-l;&P*D>;M?QQvj zcAi$A<490CZoO{hO0k-K4fp;VMqA(~-6RROQxULJ?zG&(Rmo=xnwWQPy;-?B18sp` z(5yD0fIl{?DP)j6uswC2YdvprT7F#zd6sqyE(uIU){@8HHqb;#`jcOr6)HA85>xz` zev@Z))+GQ-(8h%GFUG@|kFW3sQyv9QIrg*EuW48swy&V`XU?T0;i-g7%0u*M0FTn}XZ#q*$I)r*o`uSY0X*z40+>6$c3g{B8tXcO~!J z32v|nb`AhGwp>+VQ3RWR-n2fzPS^VaFs?-`zb@YR=gn(BNCNmTfK9;`+ep{l(P|1KazOOc^+kmVbmx0KfTnDf;#LT*p~Axr_Kb5Lrik030T8>jZiIlk_fd z`}N;%#Nz&J5PBO8cO|Fu<_S)4qrpQUtZq;f^7(^ap+lldhITbj0DL}6{dG$5dhwkI zXndw&Y%AB5esZ2$CCv^jswapjd+9c7{K`EkSuB6}2x_;A4md})K|MS4BQkzGtPMs_ zBB2c*OM@$KB*TvYx$Dm4VM3kGqz+yA>bB4$mTThxov{AuvY_1;s;w&U4Cdr?6!}Th zF01;nmr^8!$x-fKX&Ga9d+TN0M+ViY`~Lp~%g-v`&p7u*WC#C=&pQsieB5{(7SB3jU;+%A%R3 z!>vC!Z1z}uQO&iIET9M=7u~C&VW%_*y%4RKNIbs4IXPtIrYBp@jq?${ zc<8QBcm%K`Y)v;E*GTR~Bu7T>6~6gR3)`6{*h9?7ILOLYcuJMJ;vhHC>wRM@Yzv z&qA~+Z#xt_)Neg9@^lOM0P-1d~hX`8*+I}Xhwtj` zv;ic1zC`lPQe(@tC*#t{(xg1gm#Kv!oopKP!+57-UxIRj+VjOkZa5H$7hCpD$uj6q z7I)ll_%@Pz3svUED(2-q5brVX>jSLhYaKB@w`K@?bp3Lg%J@AK|CUp0Y0!SA?)}%A zppw3gE5f6BlujB;K?{b2L`IW!Xz(LBiR}QR@9`c@`^?C}G)(^*Fty;R&Ti=WSYyU-ze=`H7Qa||gnWCe6!z_# z4sQ}!ZExir77|8rd3J}JV)Up@rK{dqB3IH=9ZJe?4PJG3TAG}2k%^_6ewz7TEKF@d z0@e2nZi)?+ztClOe(Oi&ZqbX~Ud+$BSHLD7fwE_1rx%tgVU-%z+^ z#6g6horQ&DUNN)R=E3kNr%@qUgYmTk4U)+ImsqBVW*6yFjQkbMR9u5~VRKJ{+Uf#! z9QuOwp~;n!ZE*o~$`Bj$&uQp17(D<#3O~eQ??2Lo z>i(7(l0xW{=8>v7nG|rtE#OnR3I=a2ZWxa#&C0}k`(THB5TdUZ(_O0GWUR<~q)#gM z34&R;R%zX#W!cIi?R!pAVHeQBs7Tp}n;*eA$}Y9PRBL52lc!wF$}Q!#iGKoUD#WYJ z7>z`KU;?}a;>4!)tmR!Lvg{XrHUy)lVMvv6OZ{*rZJ7@1=Lq8JK`4iPzg>w~9o_Gn zl@MpB$XAbdvpVn!MT4ylFrM85HU)eois*YLURmv7njdGLzmpZxKW~xs7lLGa*vGxK5nvc~xr|Ho z(>kQV;_qJ5>_&9xY`)RH3!{bJl;sBX14%i&i=}3Y`7TZA=eI<+lGc91l|r7ZY1#h$ zEcMuY!a8$m((z>W;Wz%E$wr>A#j}WHpQjTfaQE7iuUn4HF2%jfp^$Juqw>1ykn8d; z(7;hAkrX|r@Dq>SIvNk`9}e~A<~Y(-yKX&#KAOqY^ZxndX%z!HLq?)pH|M>899lSr z5~Q&^=TxE-^Mxw|n$!jTf|@S$*!GQteBCQg)%SdZ^ znaH9if~pabVzbqcB=6%}&5wLWb^l)Jhj&um$b(d*3;%(msB2JQPVn(MSW+d<#Zr6L zh06FU@s4=u${AqNUAnwKN9SZK(LI z=2&rP^m?M1csNs|_z{dh^J49IA2F20iUqTaR^%A_>LW_}RFCc_h7IaNY|{NOHF33$_8)xC^)zu}nK93@0|p{Tnr1n=iRf0%5X zF*TM}S7!+dDn!50Hec!XB6SQPC}VCut5DlLaymFA^loF)1Y9g`eK!h0L~+|rw< z&tx7IRZt(Itjw;DX{RNdYvpcv=-P^Hsf5yIlfVxfT2;oMt-YIYomOzd-`Spe+`eV= zak%Wgnd!&ub-no}4(P&8%vlN*msBffe)+JcU`FobT#dK=;TM5n-VgEh`;dm9-+`1L+z>O0&Svd0QuXz2wie>%hO) z4f3w=GXIfq9-J#hVFm~@EjS?HE>0R;&37UM-^>0KcXV4XOL$blF6&lDJ}gkXEh2UO zUTl}*)0l^<>J*hOvt-e=qT70DUW)Wb{;QW?EwlKU4W9qj2>_X>otlR>z=xE|sg<@K z4;rdfYA`W-lY8hXF!&75_9sE7C24+pJZG*kj7d}8XsVr=@=g{f2o@Cy%-mu_!qd52 zYvS;B)lrUSFQzC)z`MUpbg%pT7DcgfODT34wUn2Z3{B6=+VkrTuBD0y#FuF|+S>4R z9Nj&^Tt$I9??@r1DKXkrD5Pq8%8@QUZu*dG`t%i^jXi_jtHi>bg<9rd(0^#qa9Al# z64>_I6W8aby$IQAYLVrZJcZ=mB&Y6kQ+cdi#c6`d{n;R~o3nw%T?34J0eht3BfvtY zgG4GxIRr-cR`n?(>nuHG5_rj5mf1#_IJ&ZtPgJha%t;0`g>Kov;&#A^G*)#;Im{?e z!#Y)&E|eTESm2%xyEpjL_e}T6%vA3uh`%ItDf<LQ5(02%)-~yxtk7x@<`|82`^XMIAauXfNH3Rqle?npC^8wN6gbFZm4=xD z3l~t~FTugjNM=9_M>{A~o5}R|M?F-a7wXPlZi-!gyq0qV;!T-2mVm<3+`Vim3i>TT zbqQ4NzX$4{r^f6oTQ~m^U}!idp{{>H>$i2Ie>R{$(r+*1Ci|M_Cgi?&$i>F=D+W^& ziD&z$kv~ZcYN@)+g1DUQLK3J-#aUTIwvXiYrHX@iTXj-shW#v8jHNC|28)|m4{T55 z)>rT@1_<=OiU=tiQ2~k}0AvKb@y>xoJD;*KbDdYJxAk*vw_FuvvZpN6Uzg+aVHSiP zHUD-t;LWlsQN=o)_e%U}Tq`XW8|epK8Ne4?dPM|v94 z;ubojIBKq|$5375WM1@R-iG%r{gU31CVcUw_x!{uv}yV)&rb#HCrkf#X*G_?! zF>%N~lq`N7+O4RfmUpu95F4EwpLo#<1!8G?}1|IGsOG`iPlbVnSRNv$J zc6!4_1a{Y;N?mdXsN(P+6n3I>M@74|@m?Ru^8$jgtjKU-1qN~ArH$g!IvCIlMra-c zo9Mna0(Z=Rx6O?~9b>rE+e-b5WFfinIRoG8EQhvtNN1I z20DhFR(|9n&6UgQkYdR9WYjaZ2qx0|l6gz8A;X1=FW z_jH!!Qj%}n6Q>g=qv!FZHpP#16x={g;E5~rR?6}XTE7&*lw~ObL7Gg-JbBLMJs+Ce zXBu_pJ0A$m^Up#L@p2+okWTSDz<<*JW5I3IBS=~!cmvp|-Mj!B%R~>=LAf==-QMfe&CQ068JZo5j zHZ^t@hmVTPl6hF|wibSZZmobDBLoXV312OGO2$~Z>PRiG&Hr9+KkfNBSi$9lxj6Yk z`vJL&l^$mbs(*9uTMXmYyAqP&vX%tAckkyqMpH9_ql27#H6Tt}aW(ZzP3emb#PN^t zxG^{~);-uVFzn;O*Tf$0Rr1MH17px+?0m|&-bHAvaEg>bGFYLvD&)O$=ABQMNGl z{Ipq*dM+3Jr12Bq2hiI3v`t-lvD&46$#5$@$)%2uRs)b1-wM9VNvhMwf z0`*Q99Rp?VlzfcN)BMo{^{pH%p^yn!^*>GUDspv9KaZ4!6glGli9$pO;o4hDWQ1#Ek8AH$ zHd&$UOUmZjLR{OmcQ%!Ajbz+=DKjhGD-y18x%d0~^!wL%+{eB5e9k%V_v`h3zV6_~ z?4#hDP|vlYlmfb3atUGR_=5b>(2uw$lv6^r(!BL!HoLgO^iJMWz<$g1hql&hsLDmN z5e%m*+|F&O(tZ~37@&T^R5Er#T^?p_ZC(PM{`lV3+Qt%vV~?twBa(gK#dujHsH-&n z4ec#LYW}3cfiJXyh~cE3`GNQJ$xea;YiS$Z?R4cG%@-lht9LxU@$uP1?T zgbo)Wcbz%;FiL?#|F{fQN%ZUjAq>EH0U>tYx^ivO1&tgRUg9G3Q^VY+GCFr&j~^C@u^1Bn&P$7_FSAwcU+g4T=#3nT>P z1!jurEKl>xBK^dVJm$*gj}iDV=#SOqTEa2z%w5S1VeMJ&c72^SA$4->>T5=w_Hj3F z(EQpu)aS-iKIuyWI_g0+Ft1|?ItW_hu{P_||Lj7?_cyVe^hv}U3i+C~H~Zt<`6T$6 zE9egW68ejO0ZZ+>ii2T-BKPRr$AhW6kH-XmuBq1-1Hm7aPo4)2w?$vOjtjQS5f8qT zU#9&Uc{jf@&fry+6%g7Bkv!x2X6w`hm@i>k+ipZRfG5VqH~olhsJ2 zz9Fb_$8kOw2SO1od$XkxSo;YeJsaoxw9?$|*4SUISH!w@iLI0{9;cuWz}C34maBQC zT1hDGk6!X)LoX*I=r5QdT)E;r+e#ts5`9uv*cce|8>}M)RXf z4m{apF+!KmBUwK-+rw7on)7|ZzKCzIc3BJh`@-$3uFC=VH$F5O4T3->(-d5DUsHyr zG<(1O{NV2dTdk`HUVQF4dc_ig6s8|^Gl-JlXssra*q+$K`Q)KW0qLX;F_LeAx5&I)QmQX&;tg6C(Vt-M`Jq&c zo+HxGN;@ahMr2r&NJ7}Z+L!<{^hr|{f6@NDSi{mSQ-ZXVtsI z-3O4RjL+P#u|I+c^n@>Aw3nukOSAVcQ3=~PnWm@|<|QZ1wG8j93998+H`>lsx;J$j zHFfQY$JpMhi^|TKRUq&>=hUX{pHXE8Wl3M&IX&NXc#PvniLs*WeNrJU%A(_}Wps56 zfR-8@vP{8?IEJ$_7QeO!m)EY{x`5mAdb&PovPmDbGgQ8(epl(J(up`GHHRC z$|?iRbVzltv_LecPdPMsXZr|eHhuNRhSiugkMYY;Zif0fhDg1MZpAFWGuh20eMlZX z9vZ)Ja*o#?E_-th>Wn7FpWy$nYv|oYYkMtvI>=Jnc#dY;SB5MkUquqC02fhZ^*g}k zWqWTsEkifzpXH0nSXfka6+V_lot;=YD{@sQN#33bml16JXS(F3qoLA=Dc-bY`pL_F zkzCeb58n4+UnTG~S^88I66BiyCaRkmd8!Dn1S@liAdb8X7tx_A4UO z@;^Vx3c;0x_)pEV}4V=bzHH(~)q_O{MXF`8bJ zG?kv@$sVC~-WR2r+$J>COTJj7-z3KO+G{A(H0^ByK^N;NmKU0Tj8&A~lbE&=Zw{>hWbY2l|I*mWceDn^m!~OjAqwKaSfP#Wd47yuiI*29|Xh$SG z%ar%r(R@IWIDmCcH~8$)kV>Psu_ zdzg?Z%uuABZS-|S5Xd&>jI|jiMj}M%N9OnP*&?LmLV=hoRP5}OQ9<9|Gsa3%}#Z1IRueD$i+8dKN^EB&sv*D$%KZ2u=CPB8^g)evlOQ_E2pxCE


KdYaf?wDkW%Q9efe69RfofpA_gUo@Ki#Ud3}Qcci!K5qrmnhAnq`cZCmB$ z>qAq5Qh!xfOd5UOITUjq)a!RQ>bmsiHXwt6zT4rv7u0!4#TG_HyFx-#QEpGY^xBt3H|*{hR58`Iye<>@Wx;6~a<*cpveq?(OD71O6C+ zxN&oimR%kzN^6;=T|a!0S}aU&(=E$9gc`)NGc7>6j|y?q2-shc-J6D|TNYo~0zMli)}7xK!8bBt9k?ajx?5&`J#vp?7uFgxt9V zzdG#Ruh|f15Kf6(hpU|*4I7K-!jpHHwb676}-*|#V}8E^{m=)h`1q=|N0tU37K zCTA%8K~#pCKK(*j>pWPYN=Gy&`LR_0R+?p~%-vOa#TN*gI$W>^z{D9y=u;frAgGy@ zL+d8dK^Og3NvPY! z{9#ID`(||8@xcE)j3Wq@Q5Kr%W2$bH%IQ}7s@nO6faPh;$`x!#B|CB#L+YRIk4rFX z%895uhv^^V-|yWfSL?Q0P!8ey!T=Ku!YUcP)yLcujd=RZpEt|y>nEPLVDm#y4Z_6K z3*~`Dvl;3%T)+i%{N#8o4#g>w1Z3av!$dFR?V+5GOv7rt-JQ!wHg5eC@{CPA1%g!` z!S*t;PF8^&{5?arA+)^laTe6>kW3M|kKytATLUr9x*-o*JRC}CXcGFZBx321-XmA6->IN4I=pWC7 zdh&ee_HxT)vflEPLDwJl=u-CPIV0=LiGzHy!-~5xm)N<-Y;RgUvk7DdR2gg>a*^59 z`WyXD8JT5enQSuJZV%OF`?nGk7WnKGtlGoS;XYQG-YVYkoy)!+X>UGJT&h*gx|+yv zXeda5>zyTai_!zP0_|t8uT#_>SLf%CZ&%2J3&VX&{<12uepoj`ld+=&2h@+MO`jn# z;>IJ$@8Y~xY?;Ql&&SCWt~3SzNA^-D5D$X*jXbwkRSxC61L@M(xC3VRgh%dO##_0) z|7;?M4TkWSu|9!G!jO%JN(CQF@kAfsY!G!S8G!&h7})Z_MMk0dn&CrIBd6L0@}e*@ z4;1iY)>G!!5j6jzZjl5rtPAguz+1rcE)>H$UlWuiMHfIH-~icbc14^_oQli=c$Pp@ z{p;V@N^ueV@9`Uw{!qohfMXzK&eWm(rd;qw%`^wpL96%mGLF86KbRp zAz0lewa5ysrIp4EfpJP!B{-WlD}Ygh1%?m%V7}2RS1Y#Yn%l_@kat+FoPyH)_C~lL z6&G3SFey1FfR+icx#vR}w+QQgnU<2I5b4Qicz9ZOAxvlUx5mU`-dh7e<+sWWcyWMuzG3 zLO$Pi!NiSbv4CecK#-TxY)T;y5A5)p}}7rDKq^3 za;z?FoMNUg{QTI-F{UF;)}?8n+E^rD1GGDgTrmgeYVK8Ap>kZUy5$hX4ALM)apZD? zLWNIpGoKWE_gt0(+5io+nUAlwR;R0w7G9=_h2lT%5C<=&I}u_iF+SSjzI1Nx+a$0( z_t8i2Avg@BkN=sI&}4s|6%JH9ckK$Hw&8(0N4sw3)pk?zAPYd|R-wNDHT9BPAaG?) z5j|t7&!S!<@wV`T&R%MA$8C%#*=`MaFbmn;yQC|mbtj;Rua8{bx}tD+s~SeAS>RR? z+)noV5fe`KoJx6b2*%Z}S|wuGG7Z!&?~?7abDN>#J49&Id2mRrmo_l(v)fVo)M=u= zY%95ofAumGa1d$@9vE})eZWR(d@i^avo(L z=$1h4WOZvbQ=WFd6CM6tn9BT$T3{OIOOYBp6}4XlP1NA7cgx@zDe|{wPLs_;0|ObL zcU7Hd#iV=v>L^ZQj3cA&AcTc9=;)KG{+8YlPMcH^3s{Ezabb)InN)r{jZdHhZH#ThK%_Ve6H^Ayb1+wviX`y2|HuY*)}k9D z6^;hphvC1pI0v5H98-+4*;%V|s3kL2UEma7_WDN;y*7>ai>kIjaM`;!RyKBaDcS)Q z)#jf_BT}TB8q08t8z1V--eAbfdH-V!T)Du>P(+oaI#k26$^V_}^jg9WyrlQ)@yRb2 zp%`ptBPFm9Ew>lA8DLmn8JhI#TZD!`P9le3+~$0ulN{iHSNK``c}>srjw}f??hEvf zd+LDrvf36?Qq#R|&R3l*q>^t$Xm#(S*1)0KRO#KE^Ui-Uo~QdGZ#@(+3cu-JnPCn& zz52see?RlGY_Mz!M^N_rHSXz-dlsaySjEK{@~wER@t-d=n5piCzhBa$FtiBwy&+qUxYw zUx=UFIly`2J58>Akl_-;!m0YTH3h^y^+!1dRSTHI2wX~ z>=x=~tcFsDa&3iLiOIwj-k@Lj`|&?A^8JpvZ05@zL@N9^vz;rS>;HE`t$8=Ws%+HP z{R|JrDC}JH!PeRMH6)rS2P9ck^kl2#@PWmF6B^Q1e)ha1=r1rJXy=(R`VJWMxY|3| zj750)X;}y<E0u9^OXV$zbi z@O!R)yb^&==Iju0p{x=ss>cZ0kgm3s?i1%@v1*%3p|VXWhAQ)UXa$vqn0%f*UV09# z6}HnJXl5oH%HVp4&3_-J4Msy%A~DHNR>jRrHq+Mh$&avqShXZLgRqAVyyd0dRUgvS zMMs|sXo$`ZyqmjGMPfNrjJfVYg(pXRBSENk_ip~ga<&{~--Hz7_mS_E`yb!zS^452 zgF9lH7Y2XYKA~@`)7f2tK@x^P?f5B~YL>2Qt61geggR${bE}T?=CRd`$Us7?9b8SH3NL|NfK3s{Z@oCUE&~)}bvrXs zKabByu2C+*>_KU{@|78Sk|l6qC#Xeq5a7Q8A=@p(#dtTP&!M&bO1BmF5pnT~$`e4E zVg;R<=`M4kkW?-W2gg`N#@z=(g-~OloIknJFIqoAsr7qvruE}gHTGMCqMko+b{qdH zI+f7ymIyMQ+KFSb;B9=kl>Lw@SmX;dzIbzKW_{9OndAufsueV}eV@H3PH{s9~L zrM17?YI}Bg1~8-iN0wW3?e7d`9XGJc!#*xT#I_t^aEwn{ax(Eb{EwyT(io=EB3)a> zBZ1;WL!HuG^&OXpKJZj=tgN?ppcgeGw3>?ww7yQ7K76uWSCe77&ln*NOyF(Vw29o8 zy1|$HgluBbGC5i18>pIV#-XAW#C+G9OP8GFGcHW8@5s?W2(q|2&%+$srGm80JAxN_(C1Z{ZzU?0?YygBmg=; zKk1-U9S^6+haJP$T&SrNMFxKGstgyzU@3?4bp}zX$}>k_bC>LPh+04bdU={T#Y!2Z zB6Dc{@(h~Spg34axmjyCUH00P4Vh$f*gCY0AHVy#He*EUTBi2)-_U%xHd>l&`C{Zu zpwKLNLzurn1YoKw+q0^AL)3occE>X@A;4l zcTZNnzNdchit>e0pv?@I%u%&v%&d`%A$x}CVF!AT`muqv=`EX*WP#5UMp*ZjSrXsw zZ>;mv>*5)`VUlpd;5gc^YuTpgQvp+1%bw$BVJR*6^xm%(Gn1K0@zp06adi*c=adw) zzEE&qpQJBe1+LK1KvdIfOa53;qHd^!G+_rggp6sve#xv|4>6CHmXlU?1Utm^PupKA zC!ak>O`G!@w`aGsPaA0P+YF6!v^|t8bQs_>{X|CZYtxhzVPVe`fusimHMY&q?-gzZ zD^h5TIYvP98rAy8O>A-9TCW&SgYI&bDlSghnonCO-J);9O80ZeO=j<0=V#-Q5>Cq1 z*uC)nVJh?bT2o^6C1KF7>2NnZvLsPChNu2>e>X~fMNN|`qm)nRh#8)L@k{nfKZ{MH zu2yZ5hl{m0OKorpWm|{(bw|CzyV|VDGNM>k*&6#dRiZEk4|Md1^FuF|p4GK^ z5(Pp$BXM0cd&&@&!X}fth5o%J|G_PuIapgTmeYSiXbS?eXMMm6xsQBU6JQz@yfy`$N*4!R~$ur?dv-l#zAY(nx0X;}{dCO4Np(BMSP; zoCcLOp@s%Lz&EpqQJ9qM8iBk}dZ;`x_brkQ_DQqp_Od_3JAi6(uB*Cn@INw5L!~#c&X)K4d<$chp?8pMqbro4P3s!s^(3iSz8C_A~W+* zP3F_O@%wHlH^HYoip%8w8m(#*_Uj-1l;#(_^{i{=?rF}DhfYIRikIXA;+=O{6R}FvvUPAi2ii;P| zC4*T6{}9PeT2Fr1rkdbv4z5lEn-q<$_2ZgEj+H`&^lbKfR z9OLFlE>%}?%B6HYDfqVJLgpewa2Xn{{5^ETG5P#Bb5)+k>nd0gph8X~Za?J7(0_sq zr4VLiN?GQ9iNB>>wOkyzD)LllXEr8IT^CPRm8og3WpCKrKQ+gmo zi6NI;1Bkw@;LFvz?1g9^N` z6tH|djqjYaT9|f2gUUc9Dbz-6RK?B0V>g4u z;zT>8upK?|ImNj9DWT#KUWZyuCUqIC-It&f<==B3{S|ySC}~X7!QXaMpQJ2WWr<*d zc`hrM`-g=2X`mhSCwER;IQVaAoh$g>aY67YN2=ZW^0f-```+91o3yp80~zJHTZJsX z;Q5oqQA9XYId}X82XMVBJj5~UDSacQm$c^C`z|Nr20;gYSklspOO7)V{+mTDZKnQkDx|dh2a&Z=u3jBv}jcY zw2o7cjM3QT7~7qb60gJ6Kz{SjKjTq*7BvA?WlS~>6r5)YKhY`C3RrYGntI8ko9AO; zbRU5SXj!@J*(1%Gf76tiP)l!aW3gp;>Ak!}5?YjE-INDjr3o;g zqpC!41Pf!2l!p3y+4e5_l$H1+>}H|kWn^utD*_NbO*w3uZ&E=zY7C9DZ?mE+9ZoNk z8|6k-Q#YnCCj46Pr7}+VF ziNk(|-oUY_#pLMmXla?v-&!e{qvYZp_TcE;T3h_(_EG@?s7n)H;)UwZzL|+@KG=Ns zAe1b-A*~Z?;_&%LC*kzeHr1_!`T$oyE6agTt7_2yTCEyQDY`FUqTVG@qUC1K5jBW` z`l?^44gkpbleIkgqjDsB=Sr(B6rUC!pPVV;O=?H?p`8RU_^}T(2%PuEeHj6A3gA1y z?{sDZvoq6;FOclh57oZfFlP07c;uZ@b{>fmAk{H`K7AP`unPq@=6B>Ud_>PAZKlMI zBUd^bg=IG7ykgRX8@K12AE~BrN!96TTBmHXZtzW!zBGcduEztZMeXD9`rRzMH!a5( zjWD=w>f~H3%q~-ti!vFFnA1Gy`8>tfn<3`?6x+FA#C6H73DjnS0mx~946=iBUqY!R zjj+twEC6KJR37$-3b^?YwDaWW2RxSN-YEQc5JpCV4@o1OaXBEgAnZQ(M=&`L(d*UG zMFl%i{+{V+UIPr*-b-o7RR7n6NXx7Ue2_fmY?Z@L39*@knq`au>WS&$yz<)ooD*H& z{1)wd{B<)^ted-_y%d`*+ORWgYRAV;b~|bSH{0!(2NA4f!nt(i)4sZ9l?$*}$LqNCrfd|+ENqJAI_v%_8Nq4)pymBL{E7diIJpE8T^u>MNnTvk z8IpwKh=Rf$%9(y;YGO;hI26!5`Aj%|hLRf6*QV;9Yp}5FD;f&reHE{(1}8696b)?Z zSLKq%cbn72iytk#I?_LkYLMkyG`_MBuTL%@3LT#dD=4D*#k8$1^p@3uu}!kviuAz` z7kU|PC-5e1wWx5k3Sw95>dAOb8Iab>+UtJ{SXkbuS=E}Ge2HIMOZs$HgWp?;@hDzQLCtk$I8gkMN$}2a2PqtfSJqlIz>Hc-dMKTE~xi1HS&N z9gHAFy3~w7WM7wR<+9QK&6y1y{z#cQ`_0o{pdaveH=lMD3$TZ|HhMY&$}2uGT8zV! z!a{4q;!r%R{BUdxj)QJQE_Vs`TYfU}UU02=Ll6*Stj)gu+n2eibj>Jm2xR#||LJI$ zDJUO1P~~RE$g6v^eVqMKRpyB+?O?`vCkS#PU}t2sSxb2Y&NCJ%D1DtBvO@Oq9WU0+ z$Njh}iv<21Id5JvZHObA?FlfmF3?IbtMk;#akWh4(zKvEkWMZGo};ZMb7E_gKG2aJ zqp#i}HJvq<6;P|}Tj6fmJ~0%h?3B8r5^}tD5OS&`R7HP?{Y3!`kSKR!l05l%_^ej> zWD}Xv$G43p;vV=|5FI!7GvqfN8cmGTx>Q8$-iD6bAV{lP=7KCon&br)&0I};bWjVp zmriER)hbR`wrYBZ-smzh(YLpS|Mr{grt9rsIOt{HWz@X=P1U~fO{9qnp6eC?!kZ#G zW;M-o-u0UWSbq_#QrrG?#3YNVLOQ^_jGXtdyxkFVvGtyu>ZYP7#TNa_|teT^D7>A&y(NJ}XF$kb34x+ac;F1EvfP`h~G zd8#|Y)r3$|LcXKI)eR*jp19}EkvU25X_Y+gTiatd!=2jD<%XbSuL7G?efIHRY%XJ4 zbxwKaUqzde`6=cz`=;w&(+LwAx>seRv)MqNk1KrBWen)xWVx>X;)|4>3 zZRqY|fMHkri(kdgN)Ia#7P~Honj8hu_6)6neHa z6+4VG@z{Bp?d5JCRU{g^u>;5b@?sB4+)M`!*UO&udynF@s~GF`?Tc|1=2X*^Rj-_` z?4qy)+{xki78I^upH+8L$+gC^CciT0`RgZ^k@_t)!nalO4zxQj%mma01x*Mq2=mZAlq4(yj*KL#G<~=d=j5krIvo7$;PFlZ^Lm* zPiEPZ?D6-(RbnqYBfUl&Zzj27m`AeN3$N%>9kyEb2X}Q0n`jstcyEtnFG0>O>gr+_ z6{Ilr?vp#kEl9hJb0!53=gkBlGq9%PF$Fr(vSpBfT-kU@1;Sk@uNLOcj6EdPn!Eyx)$WcTyTq#7xtqo z#Feovrq+7q?v+8DD&b;Q=iTLigFX9_Az8UgnxcsQdGMP71!?}W_Bi2*;e=Kelf~~V zdUsG$`#{da@#&M7UY1IarDZ{JB~f3Sr{0a8F|X@M;~52%3lK8=KHT`$n*vL!-B$^R zN(66Der5nv^DlA1;(E1ZIR`nGRO`M_6R1}`LX%YEn$sT57kZ@v=9aDKJjX<8!-E`s z1?s)%0e1$V^2|9hk7J^#jI4%en~bmjZR`0I=;?{8j&uM6+EclAy2=lSwfGc0PB8$9 z=E$(3mKAdz%r1({K_nJyBVHr<#m67KuH4K!*%okFsLP!2`_?Pc#^{OJlWq6B7-D#L`ky2(zR zIG_l+!ahN-jC+IpFGh?x-aJW}y%KY0*kwoOYPNq=!WgzXU5WXBAEY4O%u`e{k`P6m0G9bvnB+37hY(%9{8ir0acHS_EuqAjxtY*}WRNGbHy z5SOq7{fcoTy@00VhHg^d1^NTv5d%8^mW083^?MWzb-b^$k9I}P&2@|^YeUd6Iuhz* z5%nF+LE9Fdc^6_l4CSBAGJ`f+IwR`r&SIttweqroV@8 z>!OHOIJcK^Vvo9OW?l08uIRAKS6fCuuGe6qNfj_bV(N&!7GKc-kpsW`Qq)V#5uB&< zJM!A&5to$V%FL%Gqc1%cwSzRhXkT&M)Moa<1MYr~0uUTB_3*F!d9YMLT)uN~C}yWX zszrColqsR51wY2?0J5mM>L^QyRBCD5$OmLp%Oy;sz_iClQgHR9rTsk0cusAuy%k77 zeISK0+$)9p`Wds^`yx@$rk&Ng`^UIuF?p0Oy)r0IXHnnv+344Z=59$gmjrfGxmc@r zQZnagX!XK{U3kv~=qe0Y2bM>_M)$35lvbZZ;nuBs4g!_w+1C**<0q~LMrm5;C-1L; z7u0Jy0Ppjfc5GNs5|5Ai?hye0D~jm(IPS1VpDT~!ZL4=3W4|me_3_PP+F$L8qy%MzgCg@>QrTBLCJHIA;Tt^T6Z3i$mvFF zpYNJ7(4Dc8Qi1iBeAI&@4K6Hxm(Dr_ZDUJaW;;Adevo{eIy;*gl9B)%oO?k4Jp{xE;_P<4I(f7f|nY1={LO!OzkvvCuNfW3u%X!82}s-GNAR(8JDs#S!LAncT8R7x6iz z|B;ynVh^LVdS}hhe}9dw?28YuBB?`vaL@w9Y2(t}x=;yT^&=kylKZ7hCY0e z97Xg)ZZ67g_}|x{zfdl(gYb(Yjbs2~PA)msZ?K>JJ*gW8mZ`PZ1+wL0yqsRYQsc=V z_=WYe|3e@;!kXGB-ZxSLeTJsPW5@^3!Dn9xh7#V;7~ z5uYERus_Pf;M(4=m!p(A%LHV2fqn=0==eBuHYi5*aQz$(&+#-Yvv{hESIis|mZWX| z9OLj&f7KxHj?k<>=ldjL{4WF;+TDNpAlth4DNZ}sNUXU{6Ke89> zQkZ**9PPh`pZsAElw|LXYC@g|v6zmInJ=~~Rm{#7E z?+uHVc1G2`ku9_Y!C_U8krjS0*nY^Y7)XKwHm1U~U^WZp%QJe(>B%{`@;iZ%)Q1(b z`iIvy5B1%0M0r9hn7#gXD1mfWD zh@SuER%pfZ1b-s2(*W|uah2m7eXz^zm0fMZ0Cdn2wqmC@@nNt|G6d4#p`_h$Cs!7U z19U>#Q%BZ%IXd*5wy1b1tl1aRk9Xp^>CfP=xJ?%tsPV|L^1~>2%+wzsV-88{kH;;t z;ulBjoL}f%lBj=- z>nE>*sxQ3>0pa1HMk#2ZDGxW0u9d@2s995Iee6UP79K)6SL?H#FBImeWweZ^fOB^c z)&Q_MrKHW?;m75C8f*&UI%moB3QPJ~tX(WKSRit}JWNd}@;7SZ7Cxhw^A z_`;YW1r0Qdvo8tHAh-N?vs4f?ILfsdTio-|lb`9269F+#epk%|X`t}KU<656Gt{~O zy>vD<#zariTl4Zacf@RcZ`4BV?*Ho5`R+h|J(n_J`xT7BP#*Tgb&a`0EK=B zrKzO!w7~HrA)xl--6JI5THT6aQL5s!9mCkqkAJ;oxdWq=y6!4jXLEJ4SrNs-tB|u7 zk-vgVq62V7Oke8o6bCw@J4FViS=lE7#8fXOjZh*K0q%4 z>jO$cd@%~zR&OMJ4aSe~&UHf__XFj@aQNKYCPQ7<>aRueiG2MX2-L@p7%@cVv>$ea z*vA%fdx&U_rHilhL;~@1Nsukk2_{W-GL3!T=ZhUcnAs0J_+I_2M{P&2Ghz3 zh-rQ9slhZW6F70Ew?;$QdYbUn4v?SiK@q|e202lfV95R+qYxwh@c=qRJjI_nUH^n_ z{kRnhOgK2Y+qH+W+C^F&PC0ery*m3*RJFK$P+mI8-p!tytUTuUDwZ?|_?prRWdy4m zBWy3B$iIIgEvFm9=r6U-j_{{F!S?F)6H}nsfs*AY@le@QCr{M#(zCSY*HGoUWugwS zm>q+$pTYMkhnV8i?+_d|HZ6sSgS`kPp`01#MjD=HQGIaixzH|>0G!&G3DbJg-M{`J zow7fXg|;g-C}n|%3(WS^5FX1*pf=8g^!x9+;G~bhxM}Mz1i5CsFptVWk=m)m{$dU4 znS^x{Jzz9a6Zg8Kb8{s65ow@I>6__fl~uP8U|&z`&H|yab6{|^pI=k|W-Zy}HSYyU z$P5Ef=aL9rC0;bRC+3MK1JQAad1&QXb9ethLH}|;M894^tI468=Q#vb=9;2Vg6=i84kroDCuZ>j=%t%hbB4s!8Koh3#t0$ZvUq z&2PxX^v)`FC9T6@8UH2L4^Y0zh?4(O>WXX9dLY$jLx*EXW*j+Ss$}5Exg|8*Gy#kCk`>V??qJRTtuva`A zXd?smo8T{ipbyx)5>Fat9L7FTLdElq)?1 zEIuc-#Ren?p;|nqf2LB-e>ZqHud^!Z-E|4vNLCFZ68ht#&Lp90Qy8 z(h4TP^dFmt8VIV}-(vS_;_6>`wL|=~k{{P}fZs3wYLEc3y$fvuBIpLOSVv{f$9Fi6 z$^D9WYWH0}ZX4%5dcx+xAWw zr!|y`7C24jCAuBcq08>$wT>g>k8x5Gl^6O&)m7)-+M#Wu((w$)B%Q8N5AjrdM&pmy zI0tsuJXE<1D$7Dg(Y)!AZkdir=G^1X)b=aUiHY~*f9{d~Lfzf8BVU_lbV4DZ(Zk|hmOJ86SHMe(`(3o)p$tD?PIbO`{l)sYh^NYSav(fc4CkKk zEkmBP9^DxBdeziTwADjq4)|Q8*0*r~_eepT=wtb%AMOb(2iQwsPp_N3vB&w{@~xYf z{&S2|8&fWU_(HqSD>YN1Ts`{DP_l7bj z0*y_7pewrk#F*OZdtkBvi4OE^$%U^sT9zr(*xrcI~Gq$4EMz2aqCZx@dR&o9W5L%rDM zXJmG9kwb{ccYVK0=}#pJJ$9vA{t_>#uzm-f&C=zc-)r!mB|%2NSJLlIt5c-ONlbl_ zp`a6unguSB4MKjVqtD*j$di-Hc(G8l;GwYY>Wm+1rTx%p$YJo!KexdN!wfq^+jDqc za}{QD6#|)rUtol7gxi`)wDKA-1$?7D#inARqImPIjab>p&#OnnRm-VB1D*LYoXYnv zLd*Cy6&&OMJMm<5DZgEP9(3DM&hv9laE^2OIX}f%#rMX%pYs#}XUgj|2gUq=O2&ZP zLC1JiK0|QV@Li3sf_f-1eqGOX>}vE0e9V-hID)HkIi_N-3=i`iwjouqY<&yAIm*k> z(!g4P>hKE0!k1>6YaW!C+k<(2LF3~u9nGB=uZT#s2bi=@T8qC?bl0cO!^<7%coTe= z?~;@{Zw`<1Fs6!ay;%FPKHnsBCQ%Q2s=IG2sFYmM(lwXE_Fcd7+`8 zjYooxf_y+&0Z5)j=t16WL9XRk+qC@cUtY2N+9Z>>dp@7Dj<4b(M=lE6!?Od1+o{)v zAbb#fSkV1W^DMv!kAB0q1Hrr3^?q(YoFhA2n(LJKqG**74mJJQ*_W{W!XWAPFzf_6 zjlSERkhxJixC1!%>_j#`t7BQp#IKJPZ40efnKMD)@oW>B9!5y>GtK{l0XI-513KLuNFF#907HSI09 zH~AUfx|1{NXK0RZcwc~h!X}eNc3{s#`s534u;N_g5Wu(2@V=Pci=I7c26uDzp_{YJ z%y@T=No}s22kyI+OpZ;oZsOV)!d5raJjdX-pR@DcnMBElbbAOZEj0E=BOuKw7YXEk z^{z8!P8rlj`#|0u&ty{GID<8SA2>7xR=s$*U8)>8{|SQi4I!juIvdSRcW=MsUezX z$)g9OtWEn=8M?`yX!?a+?+Z~i!R&Ug0npNg5=7HQ_Dzo*mv{(C@BEnEEnxD|qs~9O zLJaL58AGR10@r=)w1sRtX)5a0aFKn2DFfLWB_t?rI?v+0U46p*M;x1kAtCGc@D>cnSMo5uJn6@ zKdzmhu=S=)y#(_4vQegze)M>{iUjVs{iWT#%lluIuLLEzLj0$ocXo8~-XN|P#)SLS0uy>A zuv=j`3?$Fbz-FpbQ>P7F1F#1IurFJ(*V(R$IRB(F;&`2&s_?o<0|qdcn;1Yq;a~|s zkzIVjKXDZKjtozE*wuO%gGKLkC}3hA6+^2#ul4x?^I*QkwxNce3kn{sb=djMF?pli zO?N#)j5`!SUblt(nvKJqW$6_ zCR-iYyym47`<=&v!MOP^L$PiFfzCLv+75OPd(Zms+*5WD1gF$OZjgI^H*Mv(<=^Or zvSCRaCh#1%8A6`lF!0npE@dV!!Gd$DN6012U-nf!(YjOQl|0t)OM}*`MfS!^v?@@a z4|d8>rfbkuP?03J=LEvXMtHAhkl5)z3{IEuy>gaf&iLqAT*xAtS>u^$bEFt!Vlvn8 z(}|wO>CF+;{r>V3l^B|bP{hyo;BgF|UrL8R)@l#)Z-=72)8P@Xx2{bjX!F4d#CH(w18)bGS&3D1=h}(bh;k6w4wz-Ar&xqXUP+;y1E~|9-=)1(*&hY!v zev~p4UUIWY4zZsap6~4(?UBaUWNvDTcF&RDRq+(4xe`qO(k4FCu)3Q+wi>>RSKjmY zQRJbymvu-x1cauReDRT5M%A8aSU+TD|( zevilAn<;=R7rl8QOnfBEV=%<1%`IZ6a!EeDuyU#E6qHe^ro+0+k@JE|O5arq2p8vV zezB$8@POp&N9t^UgM#UPrrrR2xXN7$Q+(o+6}qE`+9zVS=`0+SB#tR+z`(0)rIT0S zy`nwQwf~Wcy?t@VG@i~mh0H30@4opD8WJ$;fIszE830K-8fMy_c^hwUqrHULR@C1f zawM;2DjV1ab5YA?@h06%9Wr3*(((|iE}+q8 za%)~qoqxFf#Y3H4i|f}&eM?JR)KRO+yw*7_|Hr_;CWKO&$k@1DM^Lfncknh{7!$%z z-+~B9()!MqgSH)|98T8lT{RN);1W?o#g(c<&-E~rXEic!8AU~i1R>iY;gHdYBPNBaF)px_Y&i;~Q-X7^3`gn%|Jl>y9Re>K-UJ*NJl z)c1JmdXt489iJ4s35St&Azt=>5YDg9zDS^(OjV4$@kP|3F zxO9KD2zMg6`EUPR>QvIf+fd6@$)Ok6J-kp(^I($;)c2G z0eS>w{#DqI&r|*NgM4efdxS8DSiw5A2yweiDpH#%tdiN0Qac!f87>TMGE>Z7m1`t-dPeYe1(Zq+2-@+iX&@;IOU zndPJD!B42uh;U@|-g!r1MDbv7jb+t@VUe(J9lM+=wKWNSyg|F0Gsk>>;r;xRgGYSg z!5BmBWfucp)N5(J0Y@X@j&zba$1r*4Dc+;K_TKrc?^$mca48p`3InoQP*4a8PV-u^ zewgb~p~mcNqjpsj{sd?^9bOAnt>e2j*DhY0rRc6P)Y$W?2=VN3&_b(wXv~g$b}vJG zDuw2Erw4e@uWXx>$)8dW(0!BsgU=8~c`bmz5`ecJ<+}=gn@$ z%I^S8ksA%^Z2isqfOPAf+l&xd$z~+;(hwNgoBFAYa{@v1n7dz31#^xry_})7i&K4kpe>+i)dP@s zx``mdI*nb)pH{SCu~cMP>S+;7b? zDwa%ARQe6~Tufbu^^)>%_T10A2M&HABoJEUYypOC(B2Ht(rIyZ#Wjlz716C+o&HfK zodxm?V{bfVI@x=|WYliWNV<6}Z~$W3l63T1lmi{u!3}!fPs*XF{1*oY1Y_V=N^;XM z&d2o}D;@I_;Bb3k<9E4#8He%7{vG9rk0G5$EZxDrk9^Cx!gQmOp*&fjiLEL+X^q#V zFoBVKY0gJS`!=d*eAxSQ@y@46Y%q>s<5405z?Rn1_ev_H$8HF|W~&dbztSHMMHp##QkaU&cjk3m$>!GpvGio3#$vCVV-p9q!h-NRoL{3GhQD)$}MWi{TQ9)gRM_tXD2$iJ=auLrz_J--vFOl zKym2ZUe08ROg53m`f1m6h`^i6%T54&n|o8hUA-$2TW=W@An9}Yjvnmyn1q(f)}dZ2 zw@_emxP!=zWC`y~3xt1a#ibF%KXMnb2RbG*JI3#^KJHWN)`sP6plGWIsf32Wa}WEK zynxDf@#pYuLK%h})!?<1<&Wk|a=w!)sDCS&@+`K|3X!sR_OsqkFERf!MRdw0#xJqv zR+QmWO$1|WYo^U(eoN%F8OwC-$=_gPRN8D-aYZ2VTeabuOI(%+-^UlL`NNLFe=f&# z%ergafWa4VOFkcxoRsD--@dl%sEj}SGYMylFHN&E)QUuSOS#YN7;|Y}5Q5HMrPB+e zEA(^Y&;UHvZB6r|qk?mBJ={=9^yq!PuwDi4U_8ykvjo^PJ`PQtfkcRnqGn`Wk?irn zp&Fxjm&>cC4VRpj8m{VUqd5%4-W(;Wwg_PmU0@;O@s?`O5}oSNk`Z1L)N7gfLZY%V?hDDpvNo zU8fTh<32%suE7l!NdDWmw-A6p8O8{8E08#HJ=xbDBRVRz(VRAeodP7lGwh(x8_N&t zqj3&X8(IM|I(Hx%cE67m0OjkI&YIh2CDsxpNWD<`} zw)BO21!C$y+qG|6x=k42y#iJIeg*)_bgui5C~5?)*Ob?J8y2-_Iis@WG;cl{I&eP9 z|G98YdtIH;{5pF>|46BRQpgf!U7ofm82md!1>t$kB5u|Bs9{J`L}-6_@$NH z8DnWWnb%gOQEk5F<8->aAucqzb9 zr_byOWKQy2w%YhGaI~WL>qcESu_twK-3`h`TJpU!0c7S%GTU(q4iJbx z2YC|^UPiacIf)WAMt6B(g06W&zsk*|2A%~HUd#58AtKM;J9bjYVakI^D1jIjy?O-) zK4JMR@Q@HdwyK?N)J*n&tJ9+f_Gu$_d;ZW+wB|ihiyR3IC`<3 ze4BKq)jiGQrB@^5Z#hY@w@5S^f4||u(+vhR5lrPq)I-_Y(a9E8yx+qQ1Ox{#136HO z4Q`e)&O?Y-=E)~G{!pGWWqtq`crtCd5k|%C^fbsob8`EzMw4r*eB>xFYz|82mf!-N zXjE#8)Y&&NxG)ARb_8$)mugva#g9)d6RsvTQ0KylMlhZrUiv9bnPIZuB`+AyJ1+Yd zziG-)Fj~P^hq;1wWxKLrLeFdYf~o;$8zl1g$!@n&7q}fO&e&2aXbM<3Qw_2WJz@I4Pp_N5-|5aE^|$`{!LEm#NuJ95&C=G;k%h;hhQzxNP`o zMO0wuUOk&SkyvEnAk%_`vV_DaH-hjdu8`T>W?Czf~Z()e@( zr{D$^ea6O`Oa?zbCZ$xv_=eH?e11G;A;!NnDxf9iu&TSDqjTp%2X>QO<{pS`&kN;U zp3IhPzAN7DNRCILO;X|gX92NqnA1=rxp_s_@2I&OlJ;ngT8C?P`KJMXN?#yRm~QW9 zsOV9BlZLF_J$njwLdle$1zOQH=C!B-IhjK|v4&#$&ylKKyziH^prvUabjDlV9|MQ{ zwZ^KnX5DjZfNVItpPDf=_lV}le? z`~_CH%u7u@NqeifNc*XX8>39tzy}3plFFj;g+h-oE%mRIyMGRII@4Ct;WTTN-3Vkq zF#mKZ_Y%pC8eB$4MP5;D70QVkeIaW#bey!a#JR4gtynPoryd>KnA4ZpoStCMM$k|8 zM0@wHdnd~5P)8|IERuwG+q2h=o9MdE`kwS*u-_m&78QuEVQhJ+9S_JGCi~;`Qp1$< z4-qV9lV|iYZgx;;>$eo+4~Js$!Ya-sJfEsc;`CvyjOs!al?I@i0-LYTA(As+1*yA5!70j?txFo zh&Gv4=wQgQ6?WEwM8X%+Dlk$*vf19&bY*rsVNEA0(m%4Yi%@Xl(pO*ci{WmA`5RHgIoz*5BInQ0TR_N!kW-9m-81DcGIGz1 zA7X%Dt$@`i1*rP-e?+@)s!u`CWB>e}h?FNWCT16=(GSPf5zf*Ww~ykQY!9wf%+$wzQ2P1VZ78v$^?zSH6N zfk zPEd8wNgQLplzBQi7HsSZa#8rxw9Cpejfr$632pju+Mg(1oRWrn46mdF%S&oOl^rgW z`S6^dP(V}0{OKJbR-?*j(=Hc8M}r;p5WZ|C`yR|NqaphxX-lIjhWPp~^$u~Qq5_`F z|Ja>#B6beA{DYoR;$HziVYW3xf;A*&a8zZW+r(v$&kQ>rqC9pc{VXOxCH=-+PepC5 zlh9SYW&0QX5fzbI^*Uu1u4&al%NT8=3sqop*1lVH@O=;~cS6(!Vf&3U(k%3wr3!Vn z^lddY07OU(V*Dm|jM!Y<;@O-wG1j-BYhg`CVjoWh^5I7hI5fwCE%;rZQxFwKi0Qj22BPYg6OhEw{-m9Z@gLDIP|a$P1LB1`Rm|**0Faa`3OGn4 zV3n;v@y$+6D_J5_#db=Ko5lH0-y5BnHp!_?oyvTE4^@U7J3G-MI@UE|a)VKgDm%-! zU#souf&rRK_I`q|Co0>xAHa*#l1}U$rNl6cs1m6rCt-s1ptyU^_HAs9KnC{n~ zlEc*r>90sobX~m5Y(CN~d0PfcPj4FLLC$kSZKxk6(TJ?>6%3Vqc~o(&hPSNN<9&C0 zrD!QHa>Cc=NtOoem{^kcbZZDT9J}}Krxz?w46D+uV?rLp)xRix=(Um8w_RIJE6prA ztU?-5;;C@vBTE08nh4|s#Q+KRnlG%-u1+M$ISs5|Y7)F+AF=H_62*3uKzALR$-Mnwl)?ajyNmd7FPqQ%yIm zD%TV$ku|AM5h=kmnM++LJj*4uwX9R5bRi(sf z0wDUFdc8&;AFRBaK!vinJ2z7?;2*3H2)rO<&uWC(KPJ3+5HGZcy2`F`5$yFvB$^N^ zIJiyZxrs0C`2P7(tR_m@F$ze+cnEeEHT~XKaq1DQmgUTbHKkc7d+fUP#_8-midG3R zStiEmXTtg>6`Urpx@z-h=`zw<$%&#Car$^_;5-R=X55j$Ae}f9)$0La0czY^+4E>0 zPwSSqabwiHJBACcskE*`MG?uZ-+zxzi=F^Fjx9%&R2Zg)1O)Sv`%nJ z@d|sz*vIA@l>wHHG>w2<`S;x-zQ26I&a?f3%((1XNkF= z&1T`cjtZLgH~hv7E@~%|c?C9)9%ebS^QSq!5aS(Ef9_gSmI6F#_lnw&a^Ky-ZgtJo zdhcoCcYs}%p5ajo*TQyQcISOLoJ>q|dZc~2D_XMlSeA6G!qJpsDSC$pfMdi$>DgIo zLN5SM&>jw%S@>Nw8;aMvYRW!p`aK_oPS*Qna|kJ}?KsGZH}2E=-;atl_?NvI>b>fC z>uWJWKQg>@ciNz`efR!f+L0p4slk5T=LJe(?zq{_*?&`uf_A%JN4@JyoK%yA@Yq6U z3n+~)dOKy}a%sU7Vk2iX)sPQA^TPEIkgM(|f9>fe>XU5498M8!0D#i2V5VgEVSCn5 z{!9y?Y664czxM32^|X*M=Oli<{bzKuX?`Kz%4chP!<=%zBe0miY($plmp?6mC76In z`7nC{%z!3r09P$Pf_;m!zD}>4b?n28X%!yZ36XDZB6%%&fSxzZrygXg!IKcAjGcO$I;QE5S0Q>hwqzZg{R-jfm zyg~V1f26nNw%G^Lq8g7r!2QSKnTH&AMim2h2S=gaGW_LU1&3+bS-3e@*t2wd=vZ2< z0X8*&m;kUN9m16^+xB+Zpdc!5;C}L8<@sGw-{;Nq(2xpV#1er4S&C0H@A& zTx4DDo%>8W;Je59BkIgjYbjdNjaiINH;|qruW1f+l`$F-s59vBA7~<7> z0x3c7+yl@t+W{E^z4VdufXD1bLq)_4i##`?PU%C@yDA`b7Y(ul4)QQW_`c@m3{;o| zo<76z^APbfB^dLm$4-r*zpiRW6BszoMiYJ#lz!3&dt^oKJ$54QveRPW+YJGDY)|#_ zya(*J8=Pj&sry){VB9{~F5rn1y=FD!;G6rxKkr7LUM{CX*?WElXjC&P`6+t_@*^je zofR#*yv~?j?eFmn+UU)jW4TCb_*pog4Yf>`wX6X zYGShS`M}=3zL@$}Ulsf+ph)gdlc;mi3w#LU^M+u?5UrygGxycP0n`#PnAA}uwz zx)Et3E%?5%0xh?4_Yi)1j&eHLce}YdYk%Uo+ zO~9Wn>X2YDexUEK{k^aGpQ}>~kgwMB*TTU7eFlWc^>&bUG}`W`o|Vw5!}fYYQo?xx zf%nlpXOTcM8`p1{TRlY|)|aka0Y(~O`REQm4j`iaBz!txPjFkENwGa!XBSsMUVLhw zwZ3}pUg0-$xusOE!OY`#vi_gplV1dys~rfUGiwa^c^*(b2s{RmM?Zl z4Zl_ib=bOq(_eeU*+vc6tH80W z+0Rj{RQM~)L=BY~5hVQ3u5oJrx0>7U_v>2gdJyFHPWC~bq%!e+ie4lVF0DK%SGE3O z$EvO-G?9sd%U~ZLqJPwN(TNa$yOzoOV_amjA5x&G=6vY4dGqy9sm zEumBPnov9Jb>{M1JWFp}_#C1Z=g-^Po3O;USYTvE?|1B}#GG_8b$Vh37lxY&Kcq2q zZ?S{@jr{C(Le-eGFA8bgIxyOhcfa%m_3Tzq2JQJU3t*`n>%+g4oc65!mC z3}d9#b!DrtN}bC{(pVrstGl0-IzK(Tl?tQ3At74@fC+>9p@@?p?3P9`FnZbLFeT8LJ zvZ#sKVt0?vI%o8!cLO^yG_=OmQ`r(vvFWkKd&W zHbIcp!afn7dqRf6cYlHyA3Q7FPGJnU8$Q*#iuI4?F_JmlRG#9AtJf;5Y~!)Aem#eu zM>Z1eo!t=u#p;l)sH+!M${hf)m}Zzxaa5V=t#`@!!j4YRwy)Q za+6P!@ot!y`!xc5W#P4QVek5nNd7j^r6ugf|KSxn9VWCNV60@Bu7K!h62tY6X`he2 znHboZ*JVr?8L?xe%2GNKs1oYQD1IJgff%Wd;wYM(=d%DhwoMYm%7A5!l z39^8-YRhCu=6fd-O)>4pFAv}Yy?fZbiBI(Pk8#N9=J@zj!Rvru}2cd9&~f0AFm>lF1d|i`zV7jTGFV)gMp&2(KaLGPm{h8M(ddlOjm@u=^cxC zgem6pd_H3MIvcR(^B89@-Ub|dkR4?WChz6_cqtT~9uJ1wAuX+dZ_|P|y0zuD_V*v! zJ~9t9o}8Yl>t>taI!ah_ln(TFnYHV;j)4E>LU>s`^&($C zh}F{d*MbeTmRC`f#Ypai`|mY&gDYNcmolI5+?eO8f0t?^COUhm8$ zSmp@}TMDmQ(I=I<#h^4A>*7UdFk2N?Qy{>Fv8s0?#DKI!*NfBKJ9x6dR|r@j`i;u& z8-*Ngy%k0_Y?H#$Y8O4>8b!uCn?{qGHe@a%j#3Y$_}4KlB)6li{1&hfpR8{Em>m-N7e|t4+YjN#skM9~g>KStJ=!tC2kBN_%&~;-gB{fwe7^gji2ThBKUb_l) zZHcT&`a{W5trdg@%LaWICYoW=7?Vt?BXOXwV1|c;5qI2m&SXxOiGk>#9yWTC!#FLH zXB$f!D^bbC7kmtXC7EdQ7nh+rSB)l2P6yTT(B$x_^E35;wfdp%s>W4WlanE>F=!vo zzi8&B7!QCXn!Y^Yo|*u97+i8D{e)8Ptt`O?9pUtQiY()-04C(dwe-EL;)$C(W~YWr z;iGzjj(D-ZZsrGttQG^wc`J^BqqbHH(hcr|6182V%Go2>J`$1lqsyzX_*1_Mg&b$>dbcW{;tk zQX(wQ$;Pj$>d0iLc?ouQ1FD8|tp$k*RAE|EC?U+h{dP+#U5fQ+LSj?q^^g>c3t{9R zQ6r(_{Z=ri@}+-n3GL_Ev(t#WyrRZ?L-kUO80CbcG3lA`zF2XSUk9Glbi3~6;b9kQ ziUaJ^nPzc7zm2!kF85<%ccd;~X9u=6SCsCeWsN{`sTX*BtW;u&VmA4)$K$shqJXPx z$4vhY@BGi3sx4JscJqW9e8B~^thW*F|CIYd%l5q=uue64yrpD!8}yS_@Q>mCxKtpN2oLRF(s}V-%*Fmg=$!6HZcb~VMk9R^;)@j2 zL{-$B+FkNOlXXa8=GU)e4v^^WA7vM-R=SyE2CM7ilWN_*benmW-I11j*=ZJW&-o_l zvL$%PWUsBGE5Ar@|159j^A1e-)gL)$Y|xC}z_0;MQGE4zYcsm8%xy{Z$0k#1hU(@s zT{zG&w#5uBHgjGXI_UpKl2?5TZKfgYmL6!J1{3fW73LGR$kHg}P9~yK`kZ~{&1bl1 zb}i%3nzD`ho`PlLGG;UjT7ADdg-g9ka&Ds9r=C8m<8nfWDrqU4Qn;HzxpDYx%Az zoniIfGgITVwr}?$*M+!wCivx=0T~L%Rj5!gms+_|r-Q-fWXGKp>PmsCl>2Efxh!hg zEh=bsTBT$=dFXdLxvi}iEC+qRi6W?2Cp)?A3CqW)2ju(irix~Vi8PntBe-qU_FNEK zlnzX_CCzs@GgjL`rrQWJ`a(5H7nOeZ*psrS-@ol25vyBAcJ{;-=o_b^*kU-debNOo zSqZYl`4nlt!BxG~4D7TdQ6{b9ulgFPU!<&Jh~t1!!86$9`&aZwCbvrPih(Y_cfL?t ztm!vDu9A`s{jWwhQ4F{%A=s+gj=@n0J9_A*NXU3Sy31_%Teau~`t8r3mgmfu7msD) z+#D|2fU&FDt#^+Cz73Dj8x9rz@;XN3pe*F>J*#|QYGV4Ml<`!@JL$7idrV}nnAh~R zQl(WIoB8+4b3|1@88OS}vD=J+j1a^g%AkBdZ%9%Tp7K@Q@W(q-L2g$|_0-y2`eE3o zRG?YFSPR}UVTi@SI&b%-iEqd#pxxwqZs>W%geN^U>EC?lJ6I9M@3j|Ue0j9r=If$_1(J`!uj=}@^>IHt)?S^kZU8DB4InOA@#3W?#0yr!Ire)?z1 z^Zn=&Rm%?OjS1alE&BJ~wr3uEHl1M&B-NW^2>ns?k~f3O?cF+!E;xYKNWn!|r_gb~ zi+}0Aa6KZrdz&l?E!AFGA^@$?sM5~uqr+;=C!}I1=u`rC=^tI!p`;*7zfLkh^THPO z*V#Gqp|Ml$Z+?nDqb3)fgzU3S&(wJ65OW;P6>zkYd!NbbAj%p{6Fvb#Bfl^^@;!eKQBh9${rn# zCcY;FVGpop#eeA0CX+De>jFeHDNvD{C_0DSoKrS4_S!)3oe;u+B1?N!U+B5yFZNjb zPZqu!7JSZzMf?fCj#lrTQwLDg^*PD#NpTdhI)sUG`vL)lAfvq&MAodul&E$a3*F&| zhxYdW zc;E&%4Su%n8fj0#U_r^w;RBS{PkjB0exD2{y&a9anaC^i)cmgbB9`&?+a!l6EPt3% z!y7+kE$@IZq!;`>W{jP627Jju2rtx1DU%;FZii^Kj7;hHAMW5^_ z1@^%(%60~I%F&|t_^!Q`zW*W7POs1hyzgg!4;!O!|E zmk2I>I13+L-=2yJ4IULb(S2R-PeXIt)RfJJ{Q-+XL$V5QMCpiD$3=wLpEBQWS632t z+;@il@w#51Z{Epr=BsY*J1X1K4K=g zG9SGIAWs30k_OqRhKW(DP_J9nUTt7)lQt3sLw(e?!7M8T@@EgxS@_H{XZB{`B%8DH zk!0X6H^b3htIJa)_8Mb*QR47Gp(3OW+3`kC$NuuPthn(DO+q{NWS{Ap^n+})oN!CM zlfhQzhW2O+5t)l&6{beFu@OW0A~{tkmt4FALMWt(-Dxk^P~x{x3t#q&;ib@B&2J?Xsj`=Cg>tYWB;5yl7%O-=lY|U zMAUTgKO$FEXuiw#WVSmgn?|O4IEN5{V|{xvs%-6S^R}1k88G`Qi}pA@-WpN^^5E#NFy9_aR@WI^Pj3m*Z5&!JuLW{0JQ|`U7@LxTfgF z_uV8^RiaIf9exeSr96PlfeFml)3Z8uC8g9Ge(Jq(KjqiSeg@uZ z9AVooo+6IPRjnEf z;o)85(67fz{y-OTPOGlDfS{?tq~A0>4z?%+!^$-VnswZK>9zs2OYCS;o3X=js48_Q;CNkF6}1kg~q}dlJ`j zW&V^cEFfO!P7(6?%j3M)hh=mE_X&^ALc6h=12$W=4T_Vl3lA(DXgQ*dqtgYZs)L{^ z=-K5$uX5XYdD^{xP_|Y5{HNKwhB~ibf?m&VZ$AMF0ztgt0;ajo?RhQos|b6|Ab00V ztcLDm>twMDxyz6f&c!K%sK*U}&jU^qZ>B41<^HWg+`$ASO`t-&AqYQ4GIdCQZo>R{ z{BcqHVRaninxWO7c;4BKKpgLvGsu+a-8tlBtolg_=*VvM>#A)%%H;@b+@<;SSm=0- zxDiJ=oLrDHz>ag})y}p1Yt5WqbGQ6h`d8ty6(cH%jL4G?q)fY>g0K{9eE|fH{3Ajp z0cINaT$+x|E55jb`1%hjpkv#5Wjcr3GD+~7_Xytdxk}$BD`{UDh2%O(VN*35S0>Ew zaSip({l^Cc+fQ~-y+W&``gI}BFXTglOTG51+nclAc(uhNQxDibRvNH`lRarsw zoZ>UR*JWD=#ZW1EKEIR0_he!_b_A zLFm`bi=aHW7}!P~h3h@J{QIIw!aR(T1XGhpfNN{gJ8jYBxBD_)hMI{eXF*R7aD;kmT41l;wz^=%;bF~j$CeK6bmM&l~<_w2O^Dx&~N*U}!m zR&zA=aF$7&~TkhKwg6B$lHHE)PmpT6{0=B~tmwi#AMT z0HmT~w>|Tz;~Cw&H=OnRznT-anTEYP(~TFs?Nd~*D3raa0&%?l^E z?2^;f9Ou|xaxBXogwv;+xK7SOcloYWAN|a@_@HK{fC>l$LN~K0zjP1JDaQLUw||l6 ze>BeT?~*A~$@p74oi+}PtcLs~)ca-Au=E+PM1CfiE4kThXH^*8)-s6$c3%!bq-P7WbJqL6vo;joH#Ua}4^cA^5G;;aqpnvuqb1 zJxh%k$;mj!qZSlyHmyP2D~uS?zj!+%s13wWzmJ=ZBZMNvv-&?Aw+#Kzlr$aG5zr9n zzkhAK=LGF%pz-2ysbY-yO8(?nyYEMe_{tmZ6!bbiZ21y7_B!^`@5vGBLLuc>Q3eFt zB>nt$OWMV2dqC}r3lO(OAh>mt{V@mrDPR9?8dG>gvn9v6%B4VqMuBcZB`?8u}3UpnAwyJAQ zKTsL)V`(dHAti&}*#7d=HlZ=fUN1}Q+ zIql)mrw^K_Ei6PRX^wRoTsNln;o$Lr2v21b%C~;FGkj?7*l;(O@X;{P#3EN@_x=1> z`jl9kO^%6(DC?!+xw4!Px>%;SoUf<-f4Js^6Urlem)pFzbMM%TQF9GOey3 z0jd{tc5*DC&_pY0gP!WZli}FIdV)F#rrvI2|A^S2n~=g+c8AG%b-41XT(=CpG)~Ec zhvGZ4K}JS4{&OoQKBs(3y;Tcq5mgCgKO!ORP8o%}tY|cOH_FK!uZKAz?CV zhpzTDvJWI^(rlo7S8y86S!du_>V>}>jqtqhyks26I%V}Bso=jL6v3%Ipe z)r^LL{~U6n{O@Q%mk7(PX)L=6S9CnkcLcA4`u3m->7^9a-m_9!H3_A2Dl{!Xp85?+ z-2(vT;QCzMg#Hx9ncg&kT(?gbdb z%%tu&C5)+d!1D2$RoqVw@paW=%KV;z~KlCZx z2|*K&KEnofm1S!ir?YyGBmm(Db~%O)7qG+!UrDC4A4jUBswoONdGW=|G|4-Is;rRc z4{8T!1p!WGauGB^qSAS*$U3ck^mn*r4iLSwjql#P|Aoenl%uV+D~J#AiQ4c!#e?FQ zA0gC4?+Mcr?|WxH_#{U((BDu6^v3WX(QBY_4xlAa9&FTG z=JM9pkiC5rhN)M$S&kOOh|_)+g?}gK!lZZxeKqSRCsL@IxbTH651Z9DK6)WR7b`0U zep^p@3?NqhdZ^yM>yM@E=JQgwhvL_-c!%f{x%T?CTEoPENgOoW;jA~$RQqei*Q;=p+Drr7_3)Hy#s5QoZmy%s>=0&VN>-5B$Op!x9{mJM*A-Ll;s= zy=(8>9@jpe<_XE!UIfh-dC%Oa&@7{uwiCToXzR6^9b+m`v(=po|BV{G#F7de8bG8bfvf1fbV_E$q z0fia?I`F;6c9gC;1{S{4%=d?fM`KM;(yokc8ZI03tQNi18@5Zk9tYbB{1IR+*9{Hn zllq${`?J>HMy6;O*sn_~v(|_JuxO&X`p}H^NxT`ku7zm*_VZ0xpHnLnbrs_ar6+JA zZ?OZPv#WvtQ-Q~%XV+y1yJ=&gO}v~#T_=_Sd2~^M>v}tF?GM}ooFDL~O*7Wl>KCmf zhdp6miSmRBEMvR3W(;D)PObtArZ{CKeTlaJGdxTD@w(BbWlz2B}33EZzr_gbg0 zDACVA3plt6t7)m;v1g0J+AjZ4p8o4`&><%!>b1Jdyo#=z&&N3yOA-kNnn+%m;Xy!l z`O3xZgewa&$yuXL9~Yr?39-!ksVz^K=zD*7OiV6aOT7O$&mY-O1lU}tq3jADKD9Bm zgeA+SfU=Z=2YQK*G}?5fHf!9xTm>@5^x2-M*s!^?bvDT>_Cnv%y@0+CUBPHQehytD zAUd|Mg8lt^#R8f5U60wbT#-8|NWJKlWQoz(BAPaDz9@h<@;RNF$ih@QT)hwbpc&Zy z7hx@1*O0q$DLUZdbQMo(vkTI~Q7-G&(2J zowQ47&1L2%@p~()pUy`HnQEmfMtrq=mEdySh*Q8ub>I*y z+sSt--ipvZCb7?8%5@=eeVtBsKPO^NqvHM!c}mCKxj!#b4RU?1IS}BKUo$1!f2?5U z!{qD*91M|!Ou#CpT=P();ETavXnGTIk^ij*v$seE7tsD2(Eha&%FFFxGe(4&^t&i$R6-n@(cbyUH-3}almWC}b1CpUJ(QHspkWIM;sIu=< z#4XJZcss{0-V4iAiDFP;AW+UsH6j}Bh-xiK*PA; zZGieQrfWI8SH3$9%1T|rUqXO>tG-YEXHGW`@6ybDO z2mG}wK#j}N-hVJtaK{jL1gt7t_aAt~&qkSaiu!nV)6885(GBoZv096sI2-PT2+_cM zSorgxBIfVo(a?DK1q7JmLan^KADXJ`H#hP9I8C|OKG}0}>7ya5m=ji**0cMEc&a_Hi2Vo^6$ zZrQh1Rfm}&t;mA=XO-^n%RCj@0i5X`x__?7s~)U=MUqAcPt<&L{Nm-7Od?hE#l$rc zbQ)jO`-^#yFp~FF)TfBi+zDUt^TOyYCSM5p2@_f>7l$_S*ivjOOhbbH}@=P)4dVI5<|5^d;V?;1sy;3X!QrQkm%{NI* zB^QlvmO6?!I7np0^S3gx(yHYnL%f_GrV0^9PS7XWWra^&k^4+~VTU$d*kayXIp9A? zrpzYr@x_;-gZj(@1looT=GxN4cVnuoj7)Euky{n^}&ao>$VO(=q1d(5!@&_u$ zMqSZGhTDT~*ye2!Z0F@1(}jFYu+$G!WHKCG4b9lu?;G%oew4~rB&etCoo}C+JpkN1skC7~{*0r)< zF?aW$d7Yk}+K!%Bk+2vTZ5Jc44%@ray|W@YH~%J=O?@CltU!wbeRhXHn@4T;3TtY1 zwwP&4)MVXSU&k}+x2@zjINjkt)`VPp{q~Zsy17mi{#^3{F_tm&M`?2N9}$fT8E5ol zS(1AcblMi>2+bi(HBM$|J}^#1*W|T*o?OJ|q@|A{FxTNlXP*X6WDME$Zi2o8>hJ%Y zi%QNP*(dpUpyL2IT;8A>;D&!1O@3ah8sCq`6k-1yDK31*oFD8hr+2?{DER}09s&-UC8V8un4nR% zii+Q8lId8sF9A}D9T0k$TrDiLK8w=q`9pibZMFCQ+)vpJ4m!kEqj*gz00`TPt^D)}u^$XfMF;87U*mLCr zV?Exjch|;d@pTYc1B~`tN}UQoWee0qiP-fS-b5&%-?r?({(HT?bcFu@>z6qVkbBVY z2w7Kx6z`t)`XneDw@LM!|0mns4&HL_s}wf0@Fy6c>hkqyg}A(VbmpbZ;*>p zLrV7484eJ!*Ms(Mpyh9W!bC`q5pKv5NG6G$giFphpMBlH^?vKbFhcA33U4U}X_~MF zY^ZSpuy za-*OGhnXLG;2kCh|0%eJwpvN&_rhP27v+(Yi{B|r0bf&=S}IHU7nwDR=gc?WsR$UC zxnYuk+RCA2d{dyNlg8dEcDBajV@yKoqYW2~p zMwk9ED01Cq=`uG*;yB7CC_3u&yCx1z@H3ib&T^{ zHD8rz`QXWj-2`Mab$GeOqZAQ&d9JbCIwoIdEQv*7`AQhE97s;+M%y+!aPCZ6s`j(^ z$f~hdm1U-^%PQLu?^SSc6C!NsiHwths0PN;`*|>xoUk`FDUL#v*o-4COO(o}3K;`h zqVJ7v2fNZunZh7aZWm#PR^c+^uc~FXy{+EfMP5-LFPE2&{4mD1J!Ygg9^K^m26sMM zAU+2EyBB)ae^9?d)G3W>Gz191BN`om)J3OVuJ0&q9|r*C$skmhKU%23vd92;4w=o> zxMILwe35a>TmMqh-T1q| zjWZ!AgJZ9CeeylKEG0+lJySylcmLMyg#9M~6t;fYtBh7qltfp*e$KU%D|)z zs?9LZe~!{t;vy$`-a=ky!fswjIXfR+{o1Qrh9U11Yg4oEl_#x*ICO2HR;ITf@4OtR zYXcCk{1xhN0}2f@cG>t4cRl56n+Y>`VABO&xUKXyU0WtYuC%!F<##CZNHo z*r1xDopL@(@Jh*;x7K1gCY=v+&<>1zKCQ?XUiMGcawY5&&>KI~wgGC(?U0!@zi7e$ z5}W}Op@D4|W&z_g-T$L2UvD`@FTOu74wR^Y)|w^wDCoWSJSW2bdE??WS@+j-JKuEN zyztw6@1YuajGq07uJ=6nbwB>;Or#l^n@bTBkXu&nqhX$ub31=NPASsqfqeJJ`bVq1 zm)o64)&Vg`=bFQV)%J3LXx%JH3Jm9P>H9y{GvLL$gnuP-VRkha^6j4|?l=1cfbooI zXBPf;1e~zc@7n{&@&t9x+)UsYXim2v51C9l-l1PCd`zpz_c=uyl&=!zKTmj-2&t~2 z>+s#)DyGo5gr;EOJ;&U(#$)koV0!eGOa-C8ZvJuSNdoipvVEDtZ^GtTsMw#eOZm%* zuF6E@B>I-2IjeGXQUzikX#R(2pPyb^G!?X;PKbGP9Wn)ZY#!%p;yogxGchx(BV87o z|9Pu4xnAX?W0Y*;_4T9T;OE;3_RoM^fiEq5K;y{`3kxpz=-6ALVbxeqi1VeQ<9Rkb ztcV^E+@iLqVImv9)$#s%9Th*fpV|>*ts{W(#p=gkuGvYBt`6v}1=AnH%pcad=rv>l z@it7tNU}l$Wv@tC<>pd%o$+?w)VE*z2$D8b5VkWS9{~iWt zudb}PoAO$W?1aPc?9y)=;O|QP_AbohzmP63R1OPT``{)>^^Q&V=-a~5Md$wIxih2I z;{4@P&^=wMMw!R0NqfcDl{4|ZVpw+|FzY{^VULl}{H~E$?)1m@2J-!o$yGLq0e1=8 z@2~*#1(O`Qck^@V&0hjMDyyz$VEgzM~H=L!a`y3isB`srw~c_M!00o?Qe1`QrHp;-+x z;d|*ap=n@#-#YP<*9*aj3271zaC%+GgO?woto1DTS-iCo(ZDRJFI27>QYLpPic`wi zd=2a5`8xF@Cwl<(d9GGtF-21=#EKzBN2;XNZW3rg*ryqrrJrVL_kZjne9Hc?!TO|j zQYGIX;L()l@lGcNG8;$y(vVH7e;qsZ^9ApvkxfjW?Nw5@A$>m=Q3Tf8UYl^W#B&_Z z(lI(Tc}_H=8!{>#JAR=s#~N9!LO`NG=FCFOijo$7%-8ZcZ#m!PyCpSyddTB%TmDrw zmv;bj-D03BkdC(2LhMZn`-k%D&rvLP4M_v955*h4m1*YBAAy5`tW9rJ;LXC1M#|As zP834vQ~rqP%E!k)lpM(Ezzyj{ccV+|{VeMNrx#2jx@VZE_$yRfRIcCLr|5d`Fr~7W z$+yXyq;Q;m`_5Kw(zq6)galacd$mR>jS|C*t~>}+^GAgK+RNBC2@I;5k34#gSU%#V zPf-;(q2{~sRXrPyzK_-yrjbzo$_OMkUfatyjhBAI_U$8HicS)S60hTc1h*wK)9x0| zilzug5=UKiGLmFnOM9-or#j<-udkvTYr`0?MGA+Xf;v27kIHKtb88RRf5}PGKKm-o zA79QBEv-(Wqowoo30OxeOTLYJOc@^o169TG<}z@BQY#(JUPK|}olk5s=UQn=AsmLV ztW`jQ+EU^cweCqGW_(IzHBtF%N&mrp#zF0`%v6u9Jh9EQe>^O|B|vr`1FGw9YQpDV z+>Q_JM5aAygM)KC86+iW_-N9Sz2i$QB*vqXhSTHl4DGn;e=_AtvR8Wc6zT!OCr;3_ zY{G=x%K|2k1l&z8!iONGighe2h{fVtfD&+%n7-w#u=J?dO!ldn;dnm-f zCQCI-p|@|I!s$lhbmsHxIJI4rNzDtK!#FF zJD6T|l7yqGd3|AW-Dx+y@~*m$=`LwinQv8@d(;hM-(1zysp|DHkieAkvzF%imfnt} zTWY0Rt9X_GzgS?J%t6TxqWBVFuNDrHk{u9A$1G!_ff!iW=5&gs)nhf*>Ze02yAs(F zO70`2+FyrnuAdTaZl~;J!>AUA8)d!iBmdpoa_6U1+!aa3Y#UpjWK2rbS*v@(LtwNd z<_vm6!7J>-{lMz;4z&AvD-DP!SebVD!UmL=m)AtwYo53ts5>$3Kg;GivWx2D1PE>y z3Es9j!~Yg+ARd>Fd{ZrhtgtIoA{-i&+dfA$Sc2Ruj#N|SObpJ>KlA9Ed)cvnb6o=2 zsLo~DiQm*zy4~uqF8-*%ee4M?^yaEOF{8O%mb=AkzT%lIZb;HeImVuH&^lZ4CVerc zwD{j{2+^ck>4B=Gj>%>BfBnAC>+4Y!%K;yMjo(+ZhGiAZ^0AwbnM^}c0?=A&;dRRE z2%@~|NaQc5GG=Xyk}nzDcq?2w>8aVXh$)lhL~yR|{rJV`hgZgMoz@Ov0iP{LGh1=p zR?efAezriMkHI{o8f6Z3K&?73<=g4blp05Sml>}6k66@fEZnst!

6 z;HF+?J*~TJZyrUpit>5bu#y>+{9`pdyC9Lf)+O8CtIg4eOUNaKapfZbT#z|OwpqSq zpRlTOKJ)UJTma>QZUb*^u9*qOHS4`f{M>~NHVhckHXUd&8J0Us{8>kP^6CQ54&%~Y zJ31bKjCN|nLoD;RJO?M$az$wX+r8+|>Ux+vr~Zd`8HCO_vc)y*0>`zc%$Z9o&0Hj6 zW1G-fpLAwcMsi7U=6|VtTMYfLT%x#|-m*;BBRF9_d&5R2+N^IeDGc@r;s8>GZ~r5|#HC;w+I1^31j_73ZorR5HtyO2|77oyUR88l5H_nUn^{;pcGqwX1Q> z&)9H8{lS4{MjBGHjA}K;ITY3bdkA}CRh?YqOZrr+n;C}?%wWtD=vRjJd3*bUht6Yvqag>TpvQOlLkg=K z&Czam<}9u$H^#Atd(Z!LJN5cW$xELflsRn>ou~f%^ZxEAC`Jz9=5%>m7GZ`JEd5^{ zj&C|$I$wZEJhGD(5M*_`w02F={ccp?)OKi)toqpE`0NmJ6|RstImDSD-1~}0jR}}uSUU#$sjKY1dvEZ9=fIU|kIMMn z1-NA}jNtR!4$NRkZ9Qkp!=!22m2AkTcgV_r1c4WQor;8jcOz7n*dI-;idlZtU5*et zMf9DNXSVE)XZeZZqbly^u!`Q6rb`gK?&g0ff5QXj9%#xIWj^HUEm_h-h6ul#mykme z3M*3$3EZRC*j|~JqMbz%=E8K#_b)5`9zfm9%tzDSJ109@Gm5C8Q;Afn!k zgm-^L8ew@Ae%I;mox%so|B>MSX9V5f8u6aHQV_p$rhlc;CJ)pzfN>p1Ksm#5(T_9s zm)J1D*^m+m>gvbzMJ@mY7ea$ZJPFuSQ2kl3Zl;VV|MUL@Ar;Fe3*O)PXa76KXK}+N zb^n_0bIB1-2#i58_b2J9b~l=yfj$4_I%U$p$Yv3yx4I*m>wWLLl*{}_vfZ=|ln$7K z?Logst@hf6Od+O$hpa0p;KRrWMz!m`n*T@|Tq-In3W~J~WrxhI$Pe{3GmrV<@e`x< zyV5Z@Qsu4^1?HgB%OCB%dZ_Ixr$O2i&$4;>-*|pxH|TYq9t?LQFOkS&o)&^1Jh97l zO3$zV8FYaEVFCT#(4N?>*N?RJGhq^}hS}MKlWqB*wSq`2?Dp6{x55IeJw?tUyi;d^ z+j-I-g%pd~{e>MdUYA<=A~n5=k^MFMS6|2LVJ`(@u?^Yt`cm23Af?L1i|<| z4AKmV8y6+q8rV@yYQ8QjCN1Z4LfuodIqu$3>H00S!1~#=B!gsNfnb|ND{5Bo)@tzN z>7uh!np}c(%$zJqpeM4dAIp=gF&@gVAY>vqJOc#eP3`ke%15C*FDfTA(Su9$DJuh% ziq|OGGh^*r1jxIG_x^noeuAvxWy+i&R|Kf`&guKDmPJJOyCD&_}|Yeu258nt&C zZbM5Zqo@iforcz16)rAcC_=S$Y)P6Q1Mhqj=c_tnmL?u5I#;~C%qx=NFnqHG*Mj?;ZbIi-I56nlyAo8OpZ+e^ZlGH1uY`BUVq37wi| z`TQiWl8gm>!t)(}9s0N#-(5k+oi*ZwtN(U5m^6|dK`Ur;AhwG+F$=VOvc^z*Iq~}G zadQDy`m{N2DR=SdDc5W8&u|@qYNK!x>;FiKl`V7Z3Vt!`^z~4o!>+)75Q|;K>0%uk z8UZs%IfWjKze1$UAZeTg$US{R;Ja>V7A&Iv(Pk;wvXmF=Y$p+cp!3Z5D8X=*E=-Hj>fip#)V9t=p_P zC%|B>n(UUphwBsn-86Z12DBl##tYrt-hHmcBvzO3T3F5q1n5{lVAYg{s)Xf}G|0cN zCk<8G7jDBoZlUN&U4^OeJlOCgM$;*FDS5MzE`l|jRcs14GYXm!=U;|7q)V^z?dxx$R7I4#(4jWn(oa- zEy5dn(dzv~8u@c#2(Vshjpav_WYK1X`^wFcwOKh+Z*AgPH7>lgC0UqRv3{*YeaM_O1jy#RL;BQqd3IU2Ik zKk8RE<t}vmICSA;f=Xrq02;>_ZxIFeGkHi2_p|ws+93x-`-mOWyO1X0Y9}1V4K%3 z=BY`&NYzREAhll}k0RtfnTdt`Z*GQGXdWAgl@TYHd6+VosZ8mZ5Po~!WT|;9P8P83 zLU~0tbPCNaz1FT6j=SotINCNFVH9?2Qoc=ODnrQcKqW(^-<>ka9a|P59QZ@#Y|Ym! z8B`oUn32}h_G@zxeSQ8M&&_#N8p<74(Vm9EfH8B^wlhTOc-7={u$1vpU{mR$+|FO> z77S!eE)j0io7tcNLh{H|q+7IIe~EY;aCTaY6Lt+^ixRWH%Sr(>Ikg&%ReRwFd_o-C zYp50@SzONLPrNQtRt#5puQZ71W*}?H5$49TZgzdqrJi&GN4T7I)?;rZhON9L1&pdV z-ezcuWGJPp&-7;t`Hy70Lw55rOzRK)EW1<8`7#$Ycc0JVMAkwxemFkqi>vFT{ioBopZl2iuUgUc|uVP8V29GWNkz0tZszcMCo zyWHI@Msrz&Gb7SxhihfuVtRXJ%H0DT*QRlG=2?0=b066@!{Yp#g0w#iID9w=8@Gar z(77TzJE8_POe!JnC;g1K?jGs$h`IVdRibi{*pF>a(y(u+;^OWCpLiax;if)kyO7y! zTdbhhKBwNiR1QSR+MO!%W*5NVOU!pqARMRk;xgK{58G{L_#o~7k-S!r5XdB@j=*e= z#f@V+7l%5iE4g*gqC|69&fdG$GRi?|RJF963t$W7XzmO?Q|as5h%e7CvPglD4k}uo zwfXJ!&U^l_?Ca(8~+{qOc$r!be9pc9+dDs7V*0nNros*kh$v?&Aw`u$p+%uK` zcgd7Zt&*a6+m~x%;BLkbzqxjJrE?+B(7Ivqn7Ou0=sh>CY!LnaUEyachN{^ANS?yr z2N5DPck>;cn_A{b*MNeL!q9$h_>M7XI7#f{se~$+@|;#3AGx`NP0XAU0eOq+^Sh{% zpC}Kd@y^0*d*N-|L~vb0wwH@vx%P~CcQR$!t23Zf&A^vU^Fpvg;?ELAzM^g2BEj~N zp0$kO6AeKbKc<{_M0Yjt=^16^N2cpSA8%$xd@nXmvX#+)?yDr$XZB}JH`YWG@eMpR z@V(O}*xFV7rMH^w+`dMpBIfESayX38&{zH#KQ0lh1gl8k^O8QnzJ_5zB{o5C^4%d% z%TG62r@q%RFD~e?JO};cBsAQMRQ+KjvDTv9`f7VlycSn-@f+mGL8z^SzLTep_`RQ z#Ozh>4J4GUd_Csc1IqfU(;WVW$2Y4paM-oH!-|nq-HuKNCJ@7jzC{5HM1SGGYr#_~ z&a6%2W3;3~(Zzf9ob(@5LG-uAiTe64cQ6jXtn^H@Y}w1qWfqP12DSYcvQYX4FK0})*Edw_G)rwZpHYgRU)>Lt2b1IXkkaY4H6pzz%xe#4oTi7CN{gT$#VF?2+y{1pPj_VQb2-*WOL_yy$M-NhdnR z@Y_jWuPY(Ozv_w`KVFstb8q2}RW++0zxh}Z4{>q=1@fvxNj$R+u+N%C$uqxCP8o~# zaYJp~p0`+9xl~sUs7;>L@yAlQft^hhUv;6zi(CC39nwxd@x!R^OmV#W5_odFrTcB& zUyrViMpLR-NzhFz>sFzZIFze3N8tp1v#SWKC(uMUR+M|ZZBml@p6CeOec=n_+wo&x zL%T{v5mHj8$_)OqJHc+YVP~%B^bSY1s~{W8Nm3iyKVgv-lhb6eYA2%ec8M6-Iy9c> zcYNX%v-hnr3XH>s*)Koew*oJ+y$Unf)Q1RYJx(qI4Q^z++#KTDJ^{b}DgjF>jV`S# zEJLh)abRWtkK_hPv>D}z?b=n>UMQi%Kwh1Wxw=%Md{sXEUQs;dXc$ z(LNrV54|HUES$MEK)@g5JQY}Ksp&R!^zERs>qdkx~-gtg>0V^AY zq$A5Q#Uk+B>|FisC+tO8j7D%E=emDX zvTR?ij9`RT$3yorB{v8Lx0Pn_suDyChp<7i26zvZa%eFkV;ToKXSmr(6f3^5OEe z;=05c{Puoj@QAt>)k|XE@s-e(s)*qZ#KG-#RdMTt@w;mvN#*+|$eVo8@}m5#DaVi2 zx5~5cyF-|DOBzwzkvcfy{;m1PEPf>>AM{;Vm_*A<)ohlT= zz7-_*YjC(tO;z!Bo12|9-b~=wIub*I8?Q4?_^v-|&^=$`#N7Fhgz`U#AxIPUq&LxkkkgSEVirZzS4|9Vg ze33|$IIj}bw&-o4)Lp;b{Rh-L)XB4X=7y0G?GZZ0I*h@%Sm@-KtwmU1!LXk}Qs5sD zUCpxzA*2@)nokJJHU}%T&m+}PuMu$O?pekg6I0fZREQOyTHUL$?FBW>Hy-sz-;Y73o(Oy6f974U*-3d|YN^29qYr6La0Pcm?2S(Zpm&RiHC;{^_6bqD;kEn~&Vp z*=Bs*85m{Rvh)n4Z`Y&6G{|OkjlT4DdV(kN(K*E;MR+6j|Z8L zjU}uDGTmvr7@cqlR^vMP{D)`FgE<>2v1HhG+5%|&OwED%ea%qDWiY@}(!`w=F&&Tn zYhZnfE5hDu-iSY`Teh}cI*Fi{{FntjBGVlQ!U-WYv(OG@7%`RB>8z^}J#}KE+*&z* z)~7keI4+qk7sixSO}38>7>X5jxAEVQMQj^*PUuJlnq|DD>i!03By`G znuex!pdlyzSkXqSs_#MQL_vwt4@`HoQA3=I%+24I7-1G1B0ZZ|yLj#W6%x%gqmbu2 z{F8q{{v$dZcMtFD&NVfR{&`n{7b1^*1}=-b3b&Xx*b@IeBnjt}l1#w^rqf zp4GKI7-gW?0glznuI-<}PmZjFih7sP8|+m*|7%h{=I?C#K zuPUA$5WqHVa?3052OC1Wz+M&MXE-a@Ju!)gfGpAtE2G;DS8J{KMbyoz+@aK3e+O{A zC~v<1NLU$T^cBYA44DcP?fTNmo$2CgeG2iq*Di)i_hTUk(7RCrY zm5VbM#R9x4$*7R~r?~=d;1UUnQT(+Ns!rdvc{+T{xLo9%>vsUInR?H+iXUDe)b@h4 zMw!dEYOLl)_zh>;XZbbF^MwVm#Onof4T zFkO3ug~=Zlqf-obp1r+?J_M%}#UYLLlY_}^zXqHD)Y^TO0S*f?Y{yyPIlW#UGln)R z0-R$w^;0kGCqI#g+OX16u|%$MSZd?$CPbn%%~%1P8r*Ub#1{9W08Bd?86nu2__FkQ zy#{s+)@xPxPhln`>;lCup&=((uOGSy=Oe^LWyaxs9$^Q7`q}AOtBLnBCi8DUi5(u1jshei5NsPqY8)P30P{1YqN-r5WB@lQ@QM0dyTPAFZ9n_3r&mCupXJ zl+1n%S6r{Zsy7CZPSE!|9Ts97*88TD+H**OcVAg-e{1vGt``6vi%XwBto^yUIzO|( z%jbbcp^?_!{*?*DjPy(Jr1GtolEm`$c4cDPod}DWaxSmVmULfh^W+0NUe;^L@`p71jHYvFIsi z_h`-NwZu?^Fot+koA*U8Z!{s9zo1Ph)uLYctk;VFRx+3V{Pw^kt@pz15)$3lH{qgR zUV-z&ejpX?#eXo-y&?@5NXQ61>#ZrPz1jA)!x?yB!UW*QTWcjLEzgq~P6)O(vhFWjy?hyV9+AkU zW)D*}u1T8R zv7pAW3TeNV0*Zb`WBw!Rs{K2??H3h`7edy+iFhsl$j)ma`zg4Q zMyUET)?hIH_;@<)j7_X!+7(1=j?346i(#HOQxk3+7StTwtGt_H@Tkt^S{Y)PC!ahL z*5cE;UfvCx%@5pUr{}TWh8AB0+XOwp$_08>ERQ`LTx_rSD6JhDr}CNaxv>^6D6JKP zm8}w^|1y%II~hXk1wXT05ILAln55*mX{5U;q+YRD8hj~bh9Jr$Il-0oxtW@oiLgso zYTZ^40bxdU4H<>9(!V5-?0QX~;*USdPiU4N)n|%rT0i4B^bcHb@lh(yt>Phwp{nJ! zJcZnGzIp^b@cVQmZEb#kZi__5mca0<57E95_C=*ndj78*?c#5^Yq35XE!8-YZ3Z%0&3E71;*jL-bu?opC8Tub5V z-YrKwMF5V+ORjc9b8Ui6-F}t`Hw*IhTjwi!X8a@sRk0ap-a-0mU>hGo zqxPnfx=Yd6TI@=mzNc>f-~**VID;c}iUg64GIl@ClzKR9;x4$Qm6vQ_%hZYodzW(I zj6*mKAv!0H2a?D_N+JjPp71506XN64^RwBFbu}|Ywd~ps7(cD2p~iJJ{#y&QB~Ya4 z;gV-0VkzVB3QBYXsq1Oy6w-t>0@AtZ3U#xrP$}gkd9%u;&@evD9415FEZ75bxySiM zM|-BAl+SP|zu9SHd)qT(`Km|2nN_ZVH|5v`y2u`<4!e5Oq)8xPyFy+IWmTEHqeJTu zmW9bmjSk8Z>pd_r5ifk`N)#!Tz4G-J1JrwYuCK;z%iMtWX+$f@bs;nj2BeNO{WQ%S znn>rAXiX&^+fO2`b5LGM(I^T$A0n1E!mz@1POkAGyJQIy>)jHRg6F4S^QPXz+8#6* ztBJ=Q_ZU>@2)l#RUclcqHlwzMj&zhRu&Lk0^i0B(&vp) z(4r&oc?RF)#x<_`!$y zX_NlIZ#xeL?b3*vijD2e&Kp83|06oMX=jKBe2UjU1Pl4C-=D7hE_IZXLBehgJW$He z5@QjRi$7)7xcW7#)t(ruAO16GDI^9W20R_S5_CwcP_|o{z&aPJkzjx;v2l%EN$bz0 zIy{17ahd$}t&!j-huRdyXW`Swr+L;Qu7J{&7_TP=lrb4=o>()hy> z4Ui3NYrk*Cpt$MgCz(kAbbXPon5Lx2Uv5l_EYQ5P` zs?_8GebC$V=HJ0w+^GLt1`~^Ob&M? zn^!lhpl#aI^cYpCkIDF1E0e4{D)w5P9qh#=WII2m&imPam^4r<%ef6lUauGdMmz4P(WI#h!7L%Qd@Nu*4;NFecX?tt>Bx@c!H=;$O zA=mQE@%Fkrorv9#j9&HKc-^T z8LREGOfIjxbXKSBQ2zAnFDJ-P#sD>yoYH4zgz&}2wtM!3OTC~lf82sYR%b`g#1haI z6WeIB{2V=At$8vx*sM{U?>Jn5WN98rNkZBS=yq|ACfh%ESDK;Ll)#ypr0sZJ|AJmYn(A))`XgQ^ z)i#<;B5igXLq-1wqD0=PQ=qDV8%_=|$Qnze(38=9pd_MV&t1BYX(_Tty*P*2|FfqL zOm$&e*`0gAi$U2X-*I3CjQNGAVh((CebxOoz2nA0$$KXWF8V&Cx(*RZ!Eo6?WhYu( z{kwm0aC@jRhEjxi^LKDA@{tcql_qI}z1P`wh=*#N3VyN*uI5*~j4kcxN}khZ2FwQV z;kk+f24zhl-o&Dvqj5?n=R$MgeE;J82&FkFQ5ZyF^2?9+;-KYW?S-D!E4gmakikG}Ch%B@ENOLuCsh>dE2KU6h@iZ^XR@@h4+9*y3 z=o|fPF&53Qg`ex9ciTFMyj+z<&6=984ef}IXs9hlOrHGrjMTakNwZQ zPj}?!hoF|?PL&M0-LCRf8QV2X(bhJ#;i@yIvZ0|$jXBA5lUhR|#W!%bq_b;f zxD<-rB};WH$n6`yKe?r@#!)CVtNXrvbxiY}HYytl`Ha{igxAza9eXhD-q5+5x>g0! zK~rmJMC?*DU4mno0n*K(fy>5J(!%qVqQ zjk>Y}0OF0VPhC0BZRnlDNw_cRQZw`oQ1%k@F}Vj zKTo%iJ7wYz7eUV44Q|}c^Isj_r_CnJ;q`0GX-A7>HkNB{f2sVXeOqd^5A+{V%qd%d zP2c*Adr|`xqy@EG2vjTU+|#2?vUKv2P*66S_$zjRoGYGa#E#ztK=yFb<7E_0%nI&G z1dhq_(Lh%@6LR;>ZlL@{KT23L;BUiFEj|5UH0wJLMd4_=rG_YQ-EU}xLk;hr+Q zJeKFMJb?&O20eR_BJxVwGrMeLhw8L%dJB=m9w9%9oIY2Sv5tACi+uvt9uQ~!6Tzdk znqFX3d_;n&i3|_RSE0lX_gd*e%Ip+A&g_Ti&Gfd$Oemee!AEBtqIZgOpf_+VLPbTw~G>Qq+Aj-oKB^NMhA!`+wg@zH1rOi) z=JQ7>zXnloUlKSKri*pFVq2cEIlr9KQPAK5VuAy0b)9r5Mw!uq=9|u$)Fy>*?H79@ zHkO~*s*etZ-6^WfT_a@o?QYEWoRU*EmnhJ%$L1w&WOI0L&9ryO{j4mFDJ#wYULImL z$(7m{Z+c%XIE9x;qde04OewzQUVsIfi+>OjYu0|=FnwbkOj&`g>;CW+>YXlir_U8% zgVRs%NX@INl59JZP0HghD@4(D7G?^ka#OeZ4G9_z*ALfIru+^0U?tF7kM_9+%^#lt z`R}a3bbU{(R9?QUJID+y%>t2EeWl8|4D@?8>#zD2DO0moRDRQCI!f<5Pk!HxB2jnU z?o79z#Ao!hu`>~KRw-#G9Bwzelk+cAL)9bUPGD5=(F)acMXcyh%m$JnO^IjL#|y3iw}O>IWA0`lM!q88a=i$r-;@={q2bNO>nfOEy85 zvF&}gIqv>HtP5dc<;3ygpUDHYhen|}P#}3jt3r@BoX+OmZs7YOc02Fl9P7RgEAPMI zd!NOYakD6sUtXI>LE*)_Ub}4v;gG@QpCq^oy}(P4jnQ~DyN%#$_8+!I@LdAnY@Yih zkJS@Tb;^I7;`DCdsH(N9R(aR)(VrrDQ_p*0%qyu{Qt2w1Xo^F~>PF-j5|hUcZ!2GOTKke`yX`){HJF{!tytY!`)e(vc%Vb<)wf;o2fs!< zPtK+%*@S-_eAKBCXTD=r7h0`E7=d8Z0hF@+spS`a^^#_(HlBejBc`pAA~iJu*R0;; zBt;VZ(dZ{zn;WIM>b2{>9Xo{t5fLx@WQ|*Bu`Hlwr+Rv7@pw<(%yhxo-MMOPh~>cI zzF!?0$@UbT$cQDfI;oDto0Hh<&5|?UUmndEx`cP1p0=CLYIA7`uz$#}X}oS4+8_vh z&=Hvr(he=suZ+siMwc)YNwGh6N+VqiLj3s{M;ZaZ*0FsQJS$4cEa?@H3Sc_~PAxL+ zTvhv2N#AZgb-74(1=OQx`)^AWot#g}P1VeQiVJzdOj^SWR^+O@VSS6|Cw5Bfk;LwH zJO2??17@J~$#&~7CFc&FczoX%yK^}zq37XxsEmB;A}IkbV_p$aRg*T$9v)JEE!!b? z(gTOjY7MXCKWI60aDl!NNCBlisT}wQ8|>A(ER%_ea3+!BF70!z2<^rjDIM#0D(SIN z%&*r}jy>UU2Kppqe~k>l7T*&8N2K1?a3eO_LZ{kc`A?j^MtypzhcsJc%~=f8)`eQ1 zVS~8ULnhDt(92=C$cfEe_nplOls1Frt|di&<;(%?IBURsWaRw4mM8c_=tt)kKBA=j zUPs6(PAhEID_VDHwz)hOMN7_cWNS^Pe8vZ)7N#V9aBiA6A6PdH^uQI7Y^FPzQSlUf z`~<|m!lzp)=|6POk%fE0MjtfX!M*Wj&m(_(OlIJ{DW3Yis>z2UDXA;DyrtlAC0eJp zYC|vT0b|K4(O-!32?hy`sQ1w6HNZ3}`=*10f|fpT4UDs!KEP=yr3}F4RfL=cm$eHW z7#0pCst`Ig_iXB^@V{)u4idfg@cLyOM-7mzIm6D0ba6Fjl0=9%u-==>c~7sMZ)yp( z&N5eLIZD0!Hoi-3+`Qxbw&muPLLbuGXX2AvL&V%WwbRwk4Ghg6(>XSEX#7O;1F2)i zn?6^y4gY;z(Qwem9R7dej6=G$%2W9f3yeKkp%L!BbvKk>{_f9-w8@P5%A^Vr8qORF z1;SlAnoyWwJ!|HCU+_^rqFD7^bMT(y#urn)mZuu&W>;^Z=$A2ng`pcMe8?&`NBpR8 zOoYE6-ok15zIK+cU(qdrhl|&eV<+P~bAv^1Ws@vKn)_&VqRNAi#51oigAA@Gq#mDC z3~bxi91i&yOiFjnDq|mVJuq^!m8+*hDvcS5y?Gs8!dH)_$wc01;P!vQDD@vvlJ{hZ z&G`ng6_`5PJvG0?KRJk6$$AZX#q)I-kLvnpSYIBreC2CDYb@?L-A z=K&Ml3Ou76gZdo%r+e8e&;5qkBu%&j?^)}*Ud?C4SN&{7YJhKrAW)d43oiz_OfEov z@rVPA!-c+Wkb5+&@nJ^r+z&Ci?L!b}yTi@vs&I?{Cz{kPN%vSdYJVvwMenSqx9n%? z7oPC8`Pj@u?BF>(qdYpqoDW13xUHQ}_(>1^^KWBJS>DcIoGMc4xQdHJ=-MVLOAP z*EI`ca7=O4LjHI~nuqlgbSwW6wfRCC+NeDC*zUjlC4Im3dX(dg1c!O{h<5a*fYWgh z;5LqIv@)8`V-=Lau_8_$b0yFwilvdP5OpO&Q2ukyF0^VAFG`1OX8c@f~Sk9aQl$s9C zCQS+-28u2HMB`sG_*@W-#~|B67h|87y0IYPHa*24b@l0m7$)&cW?r!~dj*V_I*WxXFgck#v$}=QB4X#V(MI>93#qhEs2#%ftTtS?ds zKB)Un3hk6Y;CZ4DfogfQOh?BmyEdWXAp$_c`484EPsLWR-jRVN>6L?Rd_|VtaG$&h zd4lR-WfOTp_*EPtZCUEB$P@eM1hszCBi-I2H69z`Oa^@P?IqHPkU1=d>i*FMQ!BJM@FCLxNj{3M}Cngi>%alpvLCW`QByI9CNyMX7|R{i`I3;h^bioT6X zFU@zqhy47Go>UX$JrMO0vW!)0lFU0TR)JnL9Qy6qYGSh?lapK8z(FZmxV_KTq7EQa z`4fd6G0fT>v!=T$JhkN(@xTAI_4X+pv?o$T-8H-zQZJVWUtNRqgN`XibTh2b0K0& zjEA>GYikgSIU&!*z=x-{aQ$Ez8y2fw5+xGx|RwqF15{(I?&> z-`6V>l3;L`Fv#Sny!Z>^fx8{1s3SA|BFTfx_u*kgA?TcDr)=iHP4waD7J$;4<6?|j z-wDQ{%Tt6{M22HrvoTfS4X^qi$Lx`QiqB@D2ZmkJ&hNV)_d8OAu66Gb%b00YDfqAD z2l@R-9PNo8l>td`V5vLDMy07@Lkif6CA zM)=IKrOC_&(0wfj8^=5S8_)Sg?)zDIBn2mtuO>YU8H5God#WeVJ}=~xGXDlZG>f2t z`BX1m6hZ7-p0qb(z+FUSfX#eTU@adHukwHN^cP(qZmTwxp~!-sR83!7JuiZm!uP1v zm)?6!Kr4(NK)JO-0w0;o$=Gqe2imA={SJDH)_hBcxh*RKDOdq?f$9V|`0DLX4LSFc z55WmlZFH@TI`)+1hBP^OqB=D80P7r9`Ecp!LNd!(I&gAV@-4mcde^!WAHTk)8|-+p zV>c3zWo>ficZ&7ZWgKFDtDKcwsi#?cPb#Z7$?6?Dd0*?z9AeOJ8T)gA&0Toc7~#Ff zF{#jTvZ0Uq+$SMo@RzsN;uMW}S_SxJmYHVKHR!a*b=_}l(+a+mUyC}^-49wdXe^USX2qqdt_-fBL9FM}N zUd9iY4G?Ib+MT)X?@3~uHc$vI!wg4xnSiK5?ziX%U&;_NM~AW;$6_xb^Bsrt2&%7{ zsB2d+9CWrJm3TwL#Mk$b`4;qC?%vxwA--*T&i1sM{KTBRWvEC`?{d({v3y^3V+X@+ zyS+b0O1@lo7!Ie){Ovz+yGO0Hin^P6aqI%HuBO0S5mhgGbz=dy7s9>f9@V%%PB{y` zN)>7;r%`&Hg!fmkt^O3rMYEUecFW7P*0hfxSlJFDo)=vDT*1X`-+TNMmIYP3G5E5@ z4a=;|q`V(YGA`-zrC&~mT~y?mREw35gjFG&}HyOiASV^<_7xRW6+B?Tu8t*Cs4GgEJm~$1$~5H z-a9@2-rPOR9$nM$#H+%ROp#?QbsaqY5Qiym8I@Lt9=BGffqgHR)U~q5BuPcX%-UKr zPT7Cl3!E@sgF+!&Cwr42AIp^@FoXvX08tDk2sh0%Yo)0bj~S+mg6_4HU|FI=s0VkH z+F7rD^!|Eda$4+{cQgTYXeLp^g!(axc%6b^B7RV~sS9 z^t4*at=(3g6GTl;9uUGL{>{iem*ycb1MTP^HpB{q%s@BEC$WAKpN#a^-f`oS85p|m zk@&*dzl9ZTn|2QD9&>BMfdysXDz-LVAWmB}L>YMS=7TjVUY_j_bh777lE~>NPtv7o z#PU^fPgW7BfAD@S|5L$^j+dS@oDX31x8???8V7HZT8!7&dwcpsD@=!3sS`mJZrrz! zAW4KaHV$spqa0mT&2@p#_%q%%N`oO034`L}wXE_&gZB~(E)a)!$BAyhLDV{Y%Y-0R z>rw}*k@Z=tcY_;?F}D_)@<)kz?|F*EHj(l=?{8er;{n5UjrAK|jQVZ&OQU?CuEb9N z!z;EfkhnwPk-s1#Ib&s@x5G)CZ}nNzVwfGmYuRgI&YH=f9{zbH~Xsi<9BLAC?7=LPWAEV|n_!#ADp5>g(L^3rG<+N$O`%a^*z^ zLAW=MAN0oBN6@9UJm3)9!Y$NYR=D&zfBeS{;nVEri&iJcr=7FMNh;iP*1gBuNt`(~q&29Lsx{#pgXky2oFh++C00 z1PN)sAfk|W9{{YN`6+?Z@vlc41BM+n*C=- zcOI{)Av$Xfad@ic38r#7$B?G4BzY3q)4Est%0s`A>4bWZxbH|D&kJpuf)aT=zU2oe zu=hAxCCpXPG71-Wa$Dds?R>b+BWm_g$trK5(-Otf8i)p;Spe+jYk(A&&$ z&d!pVF1{2R+|nr+uNz3kl><^hY)jZi+ zh_uv~lds6uSFX(4+36JSjaC(}_n!?zfRK~Gx^f{?nxp>dW41CN<5ls_b#_uzDaq|| zaMy1M%t*7b@kni?trqTE)KU=VH+BfadGFVs=c+SGYL{<0#*Y4XT4{PSjPQAEGm5;w z>6R0;TI4~X^U!OVi>T!MvERYXZ7=OcX*q8cfW%g;5ESNg1Amm@tqZ0>l$ zGa;p?%bmR!Sovx=rYo*Ap6Za!S`|1KK<{Me$V3Yi!4{^W7+kCa!dnHX^$?fLq2T8O+ zry?)If2Aor-Io){PU0JmDK}Eeoum4QarSL#I%}`4WwJUsI|n^Xd?(TO8pS5Xs-gJ& zmgZH#r-|gx-Pc`4>rH{RCQ7@4TvZEIoc>k$`;{gSzL@<+E<8JpkhvAe{c}ZNr?_0x z`$-90bm_tSL#Lu(@qU6>?tetu5NuJFcM)pD7z~3o&yu_$rK8rhRHuy;nlyCKG&!S{ zJu%NRlDj&1N-nXUsIQ8P+;gU&J{L zehRJUk&N9mUp_D6f$kD!0M*L()`rxcHiA(elWHMQsvX@ zM&~4-lvNYKG?wk+G1qxJ*JmH!@aSkCISZ|Ujy`xF^NF{tNNPT=3qc%`?1jLg&KT?O zPagt_DwTf#z58j-j%fLXY;@px;Cp2d-6lH}1Rx zn*FhsE(`&n%`SFDz~{r^!s6F7(UtiO50fO=s?_PUu8iaLl_L)q;tvRp=*1(CML+mf_@;{k6rXrPkXiNGIKGNNX-Ns}W zfM;mlatp_LmgxdDyMd=8p*LiT&(!_-9>Zl>Gjt`4p(e%NA|`D@mUIc*)KJrd%^C@o z0?7GGGH$|9w)murwvfR>g`@M~FnmCB{IV#`+gM3Hwc3Gvq^@jz^1j&J>VdNLFR$IP zm0tSjRAhD$#eQgmW)qs(L~A3UkTNa*^~-wl+vaSx83ctz>oCch>btaXh7v`HYcW-h z66MFQYPH#g(KCQU4ETd1dk}y9VB)1m5pLoE zP0MG_iNi9kz>WL?4zWepaJ}ax^%c@)ySFzOe{DBiLi>qsc4P#^u>=#wSEy!^g}F

fXsKxz#po!(U~D}t%NVS2i}-qB+o7y^!b9)rw6ke{D9 zZ{^SKN+1>}WBc01&e8KDeJD<&U$bk!gAH?yA|c&GQ2-&9y=3CBki#quu$BC_3GjG@juu+JPfHZ5E4A~Et^pXVOE^Q96L7-3IrpG;NJAxQQhP3xNvu!fkU%Jwb zb2~nkNF)VEXvjWRltM-PiUfw3c}SV`uXW;yriLou$J@dj7eqyjSc1Y`FHbjgT7_1# z8IAH5jQV4db)M7;k(@B1G$`@X** zW9&8HLTe~CZHvo@~Y0>A&Gv+nk=PqmL$uU8iyN7{W&S-?1|Jv z3R!quBjPXXwB)}t<|v+2Y95iz<{;uC(%6V|%6yqga17CCJZh`TgzEe3kDep*ShB!X zNzA5)Ck`kk6E*aT51h*rd`dSzW-cM})YO#0l`=4INl$=EA^iroIk zu$>99TP(wALVZ_br`JcAspmd8E*d?kq1nTs_=DY&z)JUqy0%2{3pzV1#J}RvE>2(H z=!5?S8Ws0`E$YY~LogB7;6s5@IKspf_5kl!Td{m5(P2RXBSUI;Sp33pdHgdx$=w@S3;Uua^PVOtrCUl2|BPc)3ORu{NUT zc!U5`JmnrDVjgyq=GfzK{Ydj;1SAE9AH83^=!Ngf^ZodEVZakhbMygbcNVnGvAHwq z)ge>^a{v9*r1T3Tw8QDDnqP=5m#|9ZOyL!Pw>sL_VvOaS@29sDi_20dV-2^PE~Tov zw@fu`eTX`ix+w|+m5fM|`xS#?sja7P`9(OONy$46mc%9!nMsb7>AGPW$67Nehnyeo!IEW=lj%5C#|mIcj3%Eyu_M+rM=ErAIa6M)nlJz0 zCJuS61-qnbMF6SGZ&oJjqu6|cXWjoNWRjN~Bpmp)FekC#In^r+V7MDFp_1Xc z;Ht)oTP*&`pJV0Bhfq!H6BzG^(b;{$cf4srphaBZ zqD~MG<=7d=ywol4v2&k0xlS;eGLL$7Gx|%!A$w93pzj>}V{m;avluHA3Zxl{esI7! zOw}6cq@t188XQ|0U)5X>8t0jp>Z%Ua`WvsqD87qYQkay#6pCt<1s?PhT%tn~gV#gJ z7(^@;FbOhFM%jyaN(UClGGA-SX=_&_Ipb#IEF{M{9adSW_EUqdi^DtBf>~PUNdw#N zgaIW;xcgc@-c}K4p)KuVXwF5Tzo<eZm#2rp&&6ftw%WOam+BcZ){ z$jX~cDVZC=*(Z11eUchO(~4AN7fT3AUIa^?V*oSZxu=8aKvL5j%(#Zg1znb&a8$e0 z_J!vj_nHgv}7~+b>vV5WrLH-E3c3cVQDI+N2EGO!!qH4JN>q`ujx(hgEK=( z7BTeK_@MuYG+^VbM{|y-$_3*Ir+lS)x(vJhaVqpm+9KW#|C$oX=wfea>YZK0vBsg0 zrqQ8C{WnS4n`aZ;P52poFt}iavVJ|6zhyb1R(&*SD3-$QPtis@qBv&^>j1->+C+Z} zXQtL&=s2Ep09y?j?e(heH2qC!%?{=>JsqISUjR(^^#76fn3gWesSmTZx5^KuLQQ7q~70MF_@>!3pCE{Rh1vA=Kb0*)- z+q*>OTg=Ss-_M8;HB^tP7k8z!xK*XVF;r(9XTg3rT5o(Vvs}7m4eJ}sXMMMCDD4EJ`DcH+v(?-l`jUBZCsZiOZ zGgwTN**G^VtuXwVHuK40tA(+rK>%}E*NfdA=OSK!Ulol#mK)QG4~~x1|wXZLp;ISXmgo{hf3FrrGK24#6;SO zqm9$G)4G`Sz&oLPh#Z~$KJ(u-Aa*|2iW2|W@IUX^(xuYod1@Lf-L{Tm!%4)?-TwD{WnKfsL!!$PkPQed%E94!gQRXh62KfK;YsUOd7c%XIV z?q_9T+7y#VxRWehYaUO3AaU5Z3D;;IDWuOfW0Jb4A?W&*h-|whYdtLwPpE-fW46yv zYf;~1|K;=18c$o*{d~$hGs>#R8m@^gw>L@e=Y<1IOMU*)A16v7QSrn7E&l_Mk~j!y zVP+7r5_My@iYt?96WT}ypS8i5utO@{VmBzg|?M7KAFr*W`gf+wVQx zt;dpMx$gz8$UtgfH#s(+{aKh8^hX+o!Z}WVaR>T2l6d_~Je}xex$Lg4AsM5HK1Uq- zJrwi%(^FxZ_6HRDRlBQtJ*C>cG+#}KO>WwR$@dn8`>m8RFjAOmP54=#`jD1nhFMfN z^ISO`sCfqwYQ{TL0(`8N2if4}?EzZE`9hY5V>d+(^$Wi)9`r*W%Xv&N=K<^H4ue)% z;tSg7`zLimB#$#6tVOS|;Cu2lI<563S5kxn1uxt${i61=wwF>1;>=P4H5KI2v`EbE zZ~T5b(_*-oYq7goYhB9(`rbw%ketU{8$E_@x}ymyTJQg%noI?jI{0g>t+N0cieaU2 zC#b|XXx2Hp*MXS^-3d=4hl-8Q{a7)lxy7R2DJDXPh4X)nBWjD7{K{hH1 z!ZaA#Ke6P}c)CB%zVtwGoc8;yxHUl31u*_)?Od95tuV9Wtj6X@r?HoVNat?GsH~IWSFY-(lnQ;c`Q5 z6;FksDqeOl=cnywLcH#cR6m?xverx|Y&07CICo%ffa}&{LFrX5OOtm~4WVA%g0zLw zJqlbMZFk}~$&QKBa%`wV@T4P2<(P{qOF?OxCbSGuCXP5c*xgrBK92k7t*s)M;NZc* zb>HO44qleCtzCL+fpbO4a2HAeM677<$_Y=!<%8R7O)1=PzY{G}i;eHBj_~GN;q&UM z$3y_7W1|T2*wZ3c735t&7H^)a1E^EoFV)S-P)T zMzC&e6WRQhai6^xI3r=1PJD>=95f(=Ck=zq1OG=3{^NUvBq{-VE0A#N%=`8WOiUEYoD-05Ua^0nO z#xS7rICuP19}I~H#Nmp$;ugHw+Fh4Fuob2h*w0xc#IEfP5%QeJlzj`5(Vksd*SvE{ zGQ0J~c0kgd{_=Zn>LVpZAry4^y&tNU%iBA|Wy~iUyn+_Of3|jwG}3lJ zRIDsf!lHdf(td8+u_+H=Jo9KM(Moyon(2ZY)7L2?Wbuz{` z=9i}e2Aj7}TjR`|nlv5XYPudNfqq0fQhO3>oX7r!*Zn=<`JNfvi{=nFg%m=v<+{z% zke|t4u_|yt&cb>?M|mNvM+b#>TNN@t!0%il}GaV_PxMGOGm&gv$$jfcNu@HhGzZ71rv^3AYS!74Udm|z=}2`4pVSj}9ys zP;Me{3{}VSsK$KZ15&Jn+9`LjcrPzuvCo8$=hGNHU$?ro&{PQaD)=;ovWJ-7yU`v9 zsv7|MrOU6}9;2P@nP`9BPL?m4l`bXJu-TRz_?h-Ta0b@KV1iw-*0tY7>qu`allMhK zOC|G^goY7Fj}0bkZ)$i`&1!w zjWBI)ncG@UjzXygPL@N3M!M2rdGmzIo-xDI_A3tmM9)M+vxALGzvUX`Oyh=aeKwwd zeAXY-TbL8AThq%i!h6O}m>}Y@^=mu44}olH(!e35&V$C6#1H_L&J?(BGUdznx+ z?Xu~C+LO*1CeF;K8b8b!Q&AHnsyd$)t@0tf_pXkMS(*qCW`NlDNe;TYqg~WdH zv{+euhI=YlYQ;n4fPNR?;cPDxI3IU@r#EmHQ5ycUm~*G+GjF<%@qL6*+`4L%%tR-M zGP!u+{LZg;%h3nfKYknO3P=`nLoely51QS?O)!g>r;EkA)(7&s2SI{p2lJILR)!LK zCb3G~kS=LHN(3Ydf@(W@#m5cHqbgKJr}h1nomSiS78k8>5}?WfvVlo=k1S+_u3CFIZADOUTu^C4{wy#@+5a#PLUunA^g%ucDvhd)%YDiQ71%1Z%W0KmVa7Wr(@evYeAc3OR*o+pF2ptwa3je8QT$M8Ks9adFx@WcnCK zl`}XE)OEu!YC3c;SCx6wlgc{vj8uQ0;}1vYf;J96@;qJ1jL0E-M^qMn?FukL-nw== zw@q)pd2{>IT+*Zys6^Rreaak7lrWu*)3kl;HlxFPyDwdspbTW{-)OCmj4oZ4clhJ& zC1U|4OE?FRZ1!<#n0NAws_G^S#Q`bSFHi{_YMl`us|(Xbx@kMI6!W&vz8xD1vs7H) z*c)x`^eS>8UDSg-nuNrc#l5)Kb|-6e>oOG2@VYa>(_PKi$k}k)NVp}du-uI1(-co@|*A75;YcrG02 zPio2>x?)~mfrq#MgWt}bqyZrI9=}}8Nhv2it@khB`P=0Wf~8cU3gB@G3knSl9U*g=Q3t&@e3_hG@e|5bA5e+;OT z%zB9p7ubw7t>E>(lj#my_dd{yo9$YGr~GM)PuGYjk_o#IE~A>>5Rd z@!FNv^vTH%b-d@eUdJ-eweZ}i?&N)H6XQufM;+KYQj6X}+C{WD8fRlhh!O0v7@1Oi z>104@A&KMoYjaOpZ*G0*yVolV!*bsDmlT-z$xF;Ow&;|%BdF>_b@h~qiRma%oic2Y zt0C#W_GC<6&aNO9vWVLkeJf;gXZ{(*e?)P;cGG3Qml}BOO*!eCnKMWC*G|^3ksBXB zN_1s&Y2BYw+^MvLv&jG5v+?u-KSXZ;9~*C@?$SmzY8hMns^cTa1~aTX(F0zCso(9w zuw_)8fPptcNlfZ>c3GNejl+XF-tfQ;e8|6DG=%|%tR3Jf4NGXEdaAc0mClP4!uXmC zNt9$g=HDi?dI@T6^38vs;5O2+DJY;WL*Oo~?>#3rnYoUY)8dBS9OxQpWYO4ia6)PoV?Rru zrYJP*jh>$4hlwUlduVjtzNswaX`b%@swHCP6bdeF=520A$Qmu+S$5(7`n=I9BUx;Q zVt;Uv`su&Ih)~%c``)Q63h3RXMEkMUDBPV7lY+hg^;kd+AEI(APnB4;5;7ZmtT7Fl z-kQr3D~Q`5Rz^PD#kXNbnvlX0XU z&n8VW)uoOvE>q;ooI~Z zmU&mZ7t+YOw6MJgcYh`FX6-W!F%8*0+kMwLa-bDyBU7I*cJ0VU!Pv8mV4~`-n_92p zjhx7LdaRB7?2oKM%}GjK;2*$I&HvOA!F+%0fFl`YqMu(z+7>kLK6)Zg@y%7uewOyC#+!Z>C`c`G9)7kSaS~uML(79x!6T-*RY1kDW5MI-J!12 zL=C4#+l;pzeK*VZ2)+*EsF<2H3v|s6XfELnqLX!gpn0qFKcWz*kcGNr)gmDiSTFWM z*oOD23-rJR(1x_p93_~y&7gHt!Vs)Qtwv>Jt<_R3W5(sRsM*;Gy8j!8*RpQ9LdkbR zp6A|NMO$Yw_C4;BjsJkxT8~Gw&9eLsZM`*(=Pxr}c%#A; zZ}!Y*{Nx%cXKZ_mP|x<9Grh8OLP59Jwl8mO3!`s__N*?c8q?7*of%Or70C49nizfD zsb6PXBiMchfL%`i5t)dV;Y}v*C*Pnd43zx6MVlW%XuL%sYder)Z|B!Dli-f(HBqTN zH2SApqRtp^0&j2Q1WEX2k|eQ+FBRX`pEvB;BsXGIfFf>twzIu8Yfklr^?3so^rF7= z;QEV`g21jjw_A|~-$TIHnOQsobHuZ9=4K^fo?uWoFfAG%_&TG=_w0g1+x|kxXObKfe|6bs^f( zakVfFDq%m1$AjR2)vrIZlYGf5K!C0ID31KCH6OLKUS6T|J%iK)slq22bjrNeJB*b`gP@ zTWH=w^WOjRDsUTju=DpZfT7jPGe;lOaTG&y7ZME3=#T&Z;Mx=J@n;@@?HU~KwixfC z0`9A~P#-l(Kfb2gJH=m_d54ytd;CZAatX2Z199S)x)!CW!hOhU)_&7|Dd#r`+2MA85jrCgr<=q}qsPDR^I#F+1a*Qck_k$6KgsdG0IR!-kA83{r>q==Lw~gP%+Nm zM{1(Ctw1e|xEuR%c34`VM~y*)XfRwBq!7RI4lmmsp10F`<(QTx346+qz|a!eCZxPErm-V znXIJPb$3hy3B@T+Oe9Twh@fv3k!X%&0ce(KC9d*JQtS5U?6QL`0Z%k6LJpDM>naBl|RZ- zl=9p6tMeyO>>l$HX-(ztg@e6n=7H3YyV`rDT%_;{fb?y_JouM_WPlcs0_PFJf8Gkt z2vS%1V$ds_xBQ2>i{2q$dz^pu-7QA~WMeWXww$h?kcL6DlncFm<53J%^EfmR+Or1Y z`oy%+!rw};274@%>^a#|+Fd_%%2n=ZaB|l783$|JW`~z3<9uJd<-x;%W7sT5{r@<+ z?s%&H|4&HCC^NFMw}?Wx_U5|owO84$keLyevSo9HxYotBXJl5!H8ZXeqHNd7E*JOn zJKx{G{OMY)vt3Ws$UL8ryvcV=%xyw{99On8lrz(-j? zB-a@S<9n^pp0)4QoA-BxL6x zE0N7y^NY=9`7)5ViIwef6td_8`G*_Yan!jfWrc-wX+^6yLlim$`SU8Gj{^qXT@r*$ zJw!!zocx~VS@UY`4FA4EhyMb&1%JHd|LkviBwHJ*7P%fKJi)nor2c{0O}lUf0RBT5 z;jK@XRE_5J60&qjt73vQFnl2@2#XG2G37#6%Ms*h-VN-1Czvx*)1i=Zh^DFAc8O@- z^8atqxweOk^zdrDt*mU7SF+jTdDJfxZt?q887nWO+PA-@;6d8K6ko}e)!1oWP0+<@ zj@No+5HgN7=sD3PU%k8r31VR`ceMICpn#gYD8$5Tc};JKhS8kSxW^knt|Dz_R0rs~@401qyob3}BTI(F_Y^1W zlP!%hd~Z>jD~}bn)~5x4B>+;JXqRed^Xo~Qcy@g_haPjp+*Q_Pi1^}SLzA3HG*;St zdQMkdBxs|eHdn!0yjhR$mGK>h+RfSDd3L9{OKYM63ttCRg_uiH_VG$t6YUw-Kf*uq zl&_Q(Q_?M-pSJJhUw^Ew$Q)8+n1bC;^QD^l%IIBsn_?u1|K(klhAW#($w!%!wW-}ry`^{?92@$AkBepaJ95t6!J%XEm`vb8SRkAslJmuqk8j~b5{7nsPRA7gSc^)-Oku;R ziVyA27fod2Go@%8tiFZ=5+vrYEAV_?F1(SSed-16r`CRciCQYUZ&gU_{JI~0qDH^5 zbToyWH2~fsWmxefp?Loi&z}5VX5fVAVwz5JYj)tT$GszTQuhA+ ztM-+&`NbT^7rf3u!Y}qCA%M8 zi^aD@D74geYK#=|2_aVm^G_!N8x$Q_vcZZUuc}NHU-{?-WCoN8m%=k$3R=jiG6u4C zY+FRs|Du8d9*9J=V^@FS7NvfCFLH3E@LPlc)N<=ctdYRK{rk>|DzZbS<*43uXwH z{e9{0dG0mn`21F_X%%4k1Loa$nbT5hP%8LU@k3~l3T$m4m*g_!4fgq=T!>6rx|o9E zz2UTPsp@S4iR}ViTwW6IE{|IU#M8Zn0eumI^Jpe|x z_>a8)!1q^b)ysuGCtN#c_}HhPE9#piO-0%+{|Z%y|3|_Th121ssA9;vv5qjh1p<4G zup2Oyry2L!M^V()Wz+rZ{`kowCciL}Q}unrjSoPZ2WS1u>TAxus@~rftJw!4PBT)+ zEWp(m$_;L7!uYrJf6q(lk8S)cv0=Q-Hcd;80p{)gC1`vCIhQT5_4;$JN`-J_Y4E)a z`)o6YhHgm*zv<@By24dU@B^wbF+$u-d35raM;hWxeb>A0(;MLfRjvKH9K6Pe^UE^k z5}7yt_)GBd+R4h)PWh??h_-PSt9hPvLtO+}DxgF^NZ#1dT!5OQO-G?BFCiYTp$tLp zOT=Q}YcrVZFzt2M7AjA=RcB~8B^;BGTf#HbWXRVjI-+DU%X}m~=601-@#y_cQ3vd` zx66>g?-DIQxWkXzow{xBE_ST4cTeRDRNelxZEY5=)Dwk9v{yz}(OVWlIkYNDbk@^l zZzY=IpLC}^*X>z53MiP2PlgbB1Zsm$ZCAZKU-34H)Ytg3D2L|^ZL9svbG(!ikf3hsRgI!8apnCF5B6G@$eLK!AN}YjGy=Hn3GG{beuNa2Zm7q9eg+76p8 zPn;@L2J~ix^t9gU2lGZ!mj(e)wS|553<$@Rk!pfsfivbk!18v6*!#5hitu@|(a8Qr zY)hnT`)pyRn9Iv7kU=GvAr-T3tFyG(KI&3oPYD*u>|vBG5Up=D562II?IQ_yg8zh^ zHJ6IidyXSUWA(b4x^`V^;yuRv1ED1YIGKba@#&6h%O3NsNaEtc5Ho&FR;bj6sRprd z`g1WXSIhYmR7g>m@#O3`Xk?=GCJ>=)R%->v&*=K6jP?&nB}U3C1f*2i5MFA}E#92f zPOe!z;qsJ2^oN|<@_)0$uBed+#)$$RpW`#q*6Orbm^OsQPScUjU%Q~T(oll2#wq5z z4B!fgy)g?ivWXF}(TE890Ls1yvFHJdiDEh>b4Ua?{vqb^`d5LVm0yVS8HHy1{tZM= zYvK@ssk60b4UD^PZM}L{IrphET;kWFmH%=FqJj{DG7O;rje$`YA^+i87Qm?;-ZDlOvt(Q*8#7QTq`fA$%w9owVeQ*{a=Vw_94>E^*N-^M8G39LP~ zv_Mt{Kmb?Uv+0HmF<`y3d!}o6NBZ6CcAlxn7iJHdR9~s`d;Ll|Qe^Qm%xY)JiU)lg z5?0qaZ=Nyr#n~q#S+Nn0XnXxgIVlwlyNVt?n`0YVu|BXJ5Ax zX_4svRapoIHqOiT|(zh+pWF9KUVlPG%NY zrs$P#hJ~E6XLtOwlS!|OX~E1yGp+2RcrUdz!Edgn7C(P>&c5^cSl2i`HW}vbfG&T} zQ!)Y(we6*(wsquLU%0YgV%nSdr%3^3ze_8%foeiac|Miu(@isY9x~lftFkI2=hBQ0 zw`JKM>UsL)?5$#nx6Ofxyj7WA$X>Ebu!hvo*97sW)X6H{s5yk?+QM$!nw$A{oJxQ( zR5Q$ke*D6nWT~>JNzR}*(_pWVaCppF^u#XXwK0S(q`k91ub>EXI%@_U z<_*)lQr;U!R5qy%#P{`Bcw87#Qe35X9b!@V^E!*O6F_r`AdB3lvRhd>JFrLAe>w zfww)VG6hpFP)_DEyGotPN`9e+Zzj3zf$z;kY3PH)&-l~GUmB+eaT(g%yWAdW>cSxB zBVY7>4l~r=JKOI5dY(Tl>r4%st&TH7fg>tp2hT42k%bpSkenD@ya-SrO3#*{2hTkX z(PfQF)s)P6$W|)sv*uxQZ>;|v{?j*I4bjzCtakDhrz?{+KNnr*6sk&~GJz@7!s#;E za&`GM!o8)-uQy?;Meu+z)m%Tw-x_NxqyV4Vw)=cQeS?@m;+HkN1H(UoZF>CyhKazr z@&D2B%I{xFibVvJLVFY3p;e!-nIYvKcc((}pIaJVMlgnyWo zGf2`4@Oym2iz533;g+e$u$`2v9ZsrROIrJ2<1*ywqRYbTQ0A7_rYtXQx_h^{nB6xH zQx^3S{Hb79m{Dg@Q9Ei)C0or`QP9qrnL7;R)}`utAurkIze#SHPpR*z(wqu&SP0!{ z8M5El!kN#ek5Or)jSx%)PqC}zWM2-6JaW*H;>pfuWN-Rq?Oxw&6&4)Tu+vRD=6^_2 z;~X6QOq9@^SJOf(Ar>AJn9W?>?p@{&jCZQE&7cDI@Nt8)4*Z?wP(;L5--^!JUB=+t z_w4`cWbc;zU_C;LEX$J>_Y!=9HiL`o{Jm^B!DrbrXBkvi48vr{xk`P!y~c(zydW$K zE^}U@rG@*eK^dhtJggkIrhIt#!ejlYcK+^rJbb#w)WnfA~eo4`Ta7c5-yAx890~`P6L-F zu)?l^VQ)?6-8*ub8NX_b0mV{O$l-vhc1l#p{F+5!D!jtaR>46~rU-Bj;lsM5ox=mX zt!!Qf=h_gawGL-S%xTHkeBTPK-6mRWmDZifJ2@=xV>Ua+LHrN z85|E5helqT(|J5hF)lxE+-4U|f~}kgrr5%+hL@)%+54ZEKfGxLw{#tpHB!jqy{j&C z$y^cQ%ORtctS8=GXtS8!L~(k{PUSr`P9RqBKEP8O_KRoOT+>EBYPi9Zy!}e#r|Rl* z%gL8xU59SZKwD4PB)?i^@4bR-K@KHyh0&z@t{>$;`->0K5OlbYUw%#4fx@bDcQsUC z31oen-Q7Xkgq>&4?tekbk{x-Z{S3y9Fpb|kzBG;9Ks|r_#0BN!3@9Q*ds$+ixHaJV z%Fxd-WzhoZx~%$%A(dnl4OfYh$;%M*0TUU5WN__cLfB_aoyNJzgR*COU%G`(qK1TI zDJpd}Agb3?3@KKX&KI`rc;3=Px~yyytXRhMm@Gdew@l0a*q%Gxj+He7!lfoA5teVU zhz%TV`V2{)cn0QLy-MNy5Y~9iV@Ko@wQ-)oe4OARP{WVMp+{jC3up58Xbf%EXH*)- za^Lln-!bA*&^TivfA$G^2mhj%l&E|PBkq^u~CaIx!5W=D@9C?(ddD3&+kwOe^;A7wUE*y z#G0L5k8(o9a)g)*?e|--!z$HHky5jFvdSoL-TlS+>v&5`=nbc143rz&>1U{(sdpPX zz?)obP@{?Fk3o}Yd%k4e`*a>-QNzO&pITr3!N4^k5>ZVfO?_E$Cb5=AecnDdOyX=u>H8yzMl_f-4p(ZC zHF$}*uY2_POT)!0#zCf)^HY~JTU9x3b zoS3j-(JK0U_>M_;NW!+r3n7CTp;=eMdr#`=lqJVm&L?6POu7|q6O_eehlYp@$=T`w zk3I!GOk<_|%9(oi{hVwW_{yUwk7-URo=GVElg*!Wx92)E=1Zogn*6YaUf@#;G!t6$ zbcHshY-`3g>w9~_tov1xtTLfcR7>YELiye5`oB#bh`#WF$#3ll9TFd&w-Iz8kf|r< zz@8s_k00&&2PI?6CWbAM;~Ba~KIbUc$1(}4j5Ew1{;8MJp})n$g@E_ZuRU4GN(oG-`DCHMNa%(J(Mw7IQIVr7wezLE5nqUv|< z>A|R-LR@d4y!BqDyg46`6)8(r%*+9^Lva%&?=u68N4QUr1@#iy6J8^$E8Z737V=pI z4#mINr(;~sh5($j`~=eKY4-Y6VJ1AGl$G{_J8?!7VqALD_B_mwn(Py#%lWtK`1H59(g*??#O558!KM2^eOxB>u?t zs491mKAx}y{vB!*n0KzgmlN8S5Fxdr_`h@0JXhY9vC~Y0?%VC>;Ja?U*XrmEWfnhk zC1!Qew4tiOME)?#%YiIAS>q&eRR~1SyR5j0_M56juZz zmqyUlrd*MHe;CKy&s{;SMRR0tYYSs?Dw~)R`4Wz?=YQBMGH%|~NWUG&C!Lu1EBz%% zc_G^=Vej8EHwogF_hB+ZA~*<&Y03` zJ$c?ORds2%a6R`jD1*p#c)D&~w(VgkQtUTuFL7zvdBp%nY*5=i}Pl|H=``wDZk& z5&&iE5gE0RA$F4_0XMapL~OuQ7ln_RtH10E`7Yr)dqJrn)JUCqpr8WqQsg4x_p&p_ zSS=O@s;r@6H4kro^mu+i;*s~(`)s-zEi46WA`saB1UJ>o6pbY0qNk@4&q0sEzP=+J14lVoU;~*vm7vJ5$I&ZZJ+>z z{asne{=3MsO|isk>Wy#HU!j|P3;UPJ{y%&Fi%5kcHfEVIRzC5NA|3=LTyr0^7p%^+<8D;>{)B$Y(_u)Uwjpawh*z_TXF~D z=^4L<9rGX>rCms-FwVOdG`@xp{fI?EO=TUoLzi5JgnuvMoUcN{3l?m<%Kl_rDInIk zPyOf~3;fjVYOLh`EtAr^!n;MZQ@Ukgl>BvnrmVD#=`mC>*2bm5J<7YzJgt#F;(U5* zy1T@~2jQ{5591Jwy_~CCsSV*ry$N069~;Pep~nFl0n;*GD$rL3KA}yhl`BuD3<;Pt zqw#PO;j`o+mAHD6#V+g(An+t%+w)@OHaeV|IC{#My{wmPC}#A%_jhb-AIdB-2+_Qw{!2R&^1d znXcsJfqvEz^nkK$lP+HiK4rL9tXROc7FitZe}kuuVfm*op{?cfUx)JsHHeEz?~wNQ zo}F@(p)S+<_l6)xEq6VMH$<+25F@Ym=d@A$8pit2yOw6Kq#b;eCi{(Ho|Wjcr?dZ& z(7?B8 z8kD7h=Z)Da06n=1gX*##Dd%RJLv%)ZjamRSPY>jMOgZ{sIFR}Hax*=}-C5L0{7#FakGSZU+R-W# zk+(noP5t5SZs@Q3c4;nql+Im&9zoo~T)j;J+BKPfHoYKs8V^hpnT@VgRn8yyEO);g zHI6=`d%5LP>AwBwtWKtmJj*k!+)+$wTXzAP>fa!hqzB!>M!u5V-?q*Blx4bNx2)(h zVP{yO%`@cRI~tBul_zVBt9|^%M;@!M2hJE*mB={?hU6M(s zatGTN35&^L%htNiRZs3XIeb(C&(An5);v#gH8YbH)!Xb;W}|*{EgkX(eW6KakVT^} zexnjAZV)VMu~Q;jp~;%}N9Ey?btVh$wC7BVm-fxm<25^wn19jUZ&8d57IkTnEI z$31Y!*&`dBCY3(HBOJIco9r^kzZd*7A8n}#NiSb$sWOoiv>!E*avj7}1$xpO2Uh5lJ5Q zkkjzflVLlLT=0F!~^Gkq@_O3=0tKz&648W6tUj|Lmb)1_!Ma&33XWf@>Pt^Dim>=Yh5 zQvv!OVdAIf$Y3^hTw~imcOt_6__ThpdZ~ZiMo5Y!drO9SXZ zl?ZS8a}u=Mo0wVhqSSo-uU&sG2-iwgvg6{WwA|m=bF3COG=86$jeHN2jkYwNP;&5(-~kOr!LG z+Z4vRUYPv^rZxTNk)|}Bg`Y(oN%+Zyt~q^jUiYN|cB>5l#vWfPRNWbPu~Hu}<{K3J zKk81UPRxr^Uu9pcFBK-m=+0iPY+ zOOzI9l@ZxnlfJ*MTUsmN)Qz))M_Iny$V!N)Jj|M$JO%g4(+jjr{^S!@CBgW{n{3Vi z%w_m;BERnh>Xw_b=ifAXG0wVUxkaH0rG66N*!;W`>NLmT=^z z8tkqoK@3!MUiFoVNSzfDEa}FH7%%QXPjn5^fReMWvPaNkAiJ)Y;~buBu=cS#ys)?; z-82V!Tg=9_mDkUoc@duf1X81u)Wj*?V0|d}@nWwTgjpWZqr?cfxD_I8_WiCL)2K?u zL&q`UWLr98=%-PLct&*hD>bK|t1 zc~7+8`Pc689n3A=-eNsd63^uDe4;X}orP`DFeiH^lo(cECF8-2q4d5K+{ZtOXEoKl zOEou0{5l!?7|Ub+D4 zB=mipQu&Co{r4^|ZT)BVm=;ngLm1jun=Rb-0mtW-ik`P|_(#)_xF2E;L6$9A&X%_B zr7r{uB`a)Y!<9dsC;dnAS~KW=;FkSP%1VQs6jrB^Y zIHvW1_*BfXsp{jPb$fwgP^_#tpruFuv-FoaILahN6!o z(ac9JU#BT|l=~NzYAU;kIIL{$-PAj-<#hqEz9{$dMmgmpp<-o$2D~w|?ivW2?!jAkfVm_^jxH`7OK>T*MMd!s&C9S_med*33Zuh2UuQ;X zZ#~@z;M%$UI~06ZTAbBNtL#yDc)q9wE9`FXwa`G__y)F|ptvWpw`(qwb~heA&Zbey ztN+TO6WMjq09XmOzw&C_ue%&y1ZFbbBJMlXmZ~P)CL}}PH3uK9!==5*zusCUCl)PV zb5$IsXQAdA+;yuo-Ix&&%!Z*p?E1S=xKL|X9RlcR6Aoq>9Dax?%io}<)T*XE)@H5W z$U}0yyVj;m@fs}GnI?qW79nP~&d=%{gx-iq6VM*BZjG`HY7-{C2FF?Mbu4M?ud`yZ zXv$9)fhrx4eR!t@zq5lsm)%6q5dyV=Gn?vbq~9A=qOD8@ZQxrPv*=7WtB$7!3ia6^ zo2!cK9!0Eby>jx@-j*aD9VDdwv$9@2D+wX0qjiOt5`NzLda8%WsGdBq3KC(q5MI^R zxl#}j;qgHy#KjB#4ML!k4pi8E{vh=E(ohVsL*Q!$VqI$)`c06|p6)5uZqO@U6ke($ z;``{3y2YnHazfi{f`=S<;9%L<9mbtn2B^tX46>4_M&*wSM_Iuv*A`l%veZ(szY4VarI z+SYb)f2ciJ1L89aC^RX@uX@(E8Fz;D#(F;{^^2<;igi=XBMVOJgD__Nw-sYXe=2?Z zkHo#ZXTp?eRUD#)#PbsTDmZawvyAmF59Ob7Qj< zJQ(Ml;Es%VB^3rN-;K1~C)~DrrngDF?tq@Q;ua=^G2ie8uI5*l<*e9~oyIUJds-{_ z@eGdNkOIQbN~#r@pmp1s!JT4_K1G%H+F=cr9-1Uu#-4d8J zlXCL|9viUe#a2eDZp2PsQ-fLWo_TzD{+FNbLO@?B!^hy1O(kuxzjYp?Y3ICxYURMaTZ71@=Yc}mHEIo;h5jT` z@uJE3(s%C+Dbb7}3E6pEXMxgH3>{>+dX51}6)4*uAvU+k zem#IPKupup4LZ-bLNC4bp(dwMJWzMb?(H9gqpcISJ?yYoEHzyjUsqaRtf*qgBaY9A zj&%>N`?d)>y>UD0q>*;Y+E@8Z3CUSs%)nsz(xTV#n^y9rP`5LKCezX8jo7sKro2UH z%Xp)ueE66bdA*0;MFV!dHx^CF`MzlDyFXt0v3QuQnyQS^=`rpr6D*5uHGA4Amm^T~Dh78Zu>2#m!&!kXqGx}= zXQs5}b&{#mfsIsgf_aPTQQwkHujVCVkQ060nb|T7X2T&y?{s#H0Pv zJS|?p&#q7WUYjw(!2Iau%&yU@@-LJ{$@jf&{*Vuw35{h%s&HR||JxfeX518~KT;rV zgv)7`0-0P(H|;eX_6p?sPr+p4|;ZUL5eq&`aWJ!rPVPs^> z{h@S!#Sp*r$X0?dNfXr|_CvUrIjZh=Xv@L8bDMRgHbFm^4s>#QoxIioWO0nKeqi%q z0*{506)<5@oT-?}e`7i4tTdmakh#s0f9Ae%>@E(hSgu#++3MO-4-Z<+)-yMpbG9xP zH_zO@)@JPY+wr?1FpYQFcsD&efRew*HRDvUha`7hFSd%H9#AZ^tp{Al&_yL^A-A&W zk3+8RdpKibOASWVF1+{`c%=B6z5-wBQ9W8Bx8@47ZVmBZbgxDZUCKGT8E4 zVg!f`wTtjZG1b^klN5gpI$C`eB57DT>1FULhGzG|JQnapx@5aLvb`>=oD`OwwY$zEr3Pq}CRLo1<8JIO2PQ06LyfSJOG?L`!knvVwXe_CRaHY86Q;Uy_} zgmWkDk}&XUkM!^({=E+SP%Q6sKo$ty;)KYKt=THejbH<& zJipiVk1KTTkECQN_!qt?$2^8IbG91mYDAF=O_MsC9^W8V0goGgKDDINMpo9Hr85Nd z)^Eh1cC(UIIrf zU(=Z!cT}*K#_mLW<#gF+T0MMrdT&@3w5oThXYiSWYJVgvihOO=8}qf+2w~yfyZobZ zA_A0q&UO2YK)95JWtOLO)xGV?im;$pcq#DQ#i}WDOl^Q~Vrjn}b-ztz=g0cheTQ(= z^rerYWrWbibp%ia3Sge&u+-5b(D@`wbf;NKr z#Db>0ELB0!YcHkO?Tb-#GMTBb_8c!9r-M&(aUP7)gTlnT@sxiGC}`qnKQF(nvc{0n z(T9N2jA`BCDWrP1nAJK%<*z@t*^U9{f@A5sfv&0)V1GrS>*p80wcIJcmNYt@VK9nw zhPMZme291dsS5@ntyv{#=09H>BFbA{4IW|&ZMFY}W?%J|((}aAM$Oo-VvU+ldjez@ zj%H-<?D;As^Ra2lbK zf3-w^b5CK#RUo3wOXyk@knJ_RAI;jQjT#=$=}mUvUli5{UfX1FG^5aU*LR$L3J9tR zmzU4u8a&S%CCVq!K|)`~>;8q#h*aF zqnK;D28m#7`SIE@{y&o9dhN$zS*-oS$7jIZSORGgj)5e@4NCnd&@#_+3{|Snrj0B! zHE8B=r`|_BUHT8QX^!AmZP4-3no~7zHrll-1^n=ExFbYz|MW6&E<@^?B<8(0ACmXUY}nByE(mev*mEMe!TMG}ESKa&{6v7GOU z>OA~uetO zTXRCe9a8(V=Z9DAbGQQ*r_KPHl=C;^+5Z#-ZF9P$OzGD-lS}o5lbH45S8loiX=x6s zve7BCUuZSE3zpwHNz_xU*o$!rmVck&?_^5D5{!Rb(rMscZEAdGMd}UL55Ro*R*=5D zkV3<9W9F;7%27Wq<)a>HzPc&8v4|(up)`**3Rua&KjL4sK6>BK#`crf z9*{1d`JJ8@7}E4|*lv*t)-o}D5+guBo~cWw@pGYsF8iI>OK&eMyN2U<8O;|Ul9p(c zK|jaW>GAq?%7A}v>{R7?W4(1ThX&y3IyjAE`{+N@t9%Rpj#r=WN(-%4TvA&@1smF> zmx&@PC*=8EBWOjn9`E9AO#%OH70@ZJ8?q<+dMT{5nW&X1<{_+5nqkSF`NEU?0oOR! z+8+bVZ)9X<$~of4&JLUUDi8!`4x~tOW_P%j2tTIBO}iE)Q~1{XhDpdheAnr)?|ng; zvZH#g|5|3BRfiS0bpmN7(ou^8?IVv-_TV!_MhRClA^WALKt*jyHJq`spuq8FdpW~U zxa(BO?g(d?{WR)%*@CGHzZ2IV5#{BWz@LL&%t8y|A#hTlaS}6$TRdxnvj-^2f6sMl zU`v2K=6dihSQe3T1E|#CU5;*z?*t4##Kf9EP8gL*N^Md%jiod$4A6DE7SQKgFVqXVx+}w@j z7TKx_l`T;iv%!^q%EWSCj|DQ5zzG0+LHX?E!5_8u%-M+ZilP5V5?3Z2UuKA6;?RC3 zikSaVOPjVnZMQ{)qSYp5O>Ft;m7--e)p#-S8ipkizvj92!n^wnY_r>Vx%ibv0AzLx zrJP_P+ck3i41T{Vg%{Pjx69=6jGtOx)&a~B>@6C!b2{!ejD2v+-l#l)h}}vQ`W6ijb5Tq3?yYB)j*v=}vg|n7y6B|s*qfB4 z2M&$3idW6erp33A?4b^ovk)pq*+wlDWtDh=8guqX1mZ28W$&b`82Z{Oy=eHocUbf9 zo#A2B#p?(5UCnVnc8jLO2~CreLkcPJK?TI$pbs7R9fw zX7BrEZv29^@~n=PA39$S-01?D7#fCZGKRJLA6F;iO7S+qFz?M+BFFl?%2s3wd#)$Fe7f?+(&_C>I@c@;ldU+LbTaIAi9y>SF z-Ot^xyO@iAScR7zP=$y@49dMv=(@cIMrEg7&g6A~RH^^9|3`9na64&TR-P3Or*0>% zC1MV zzp0V`s7jY^@rGVP{h*4;^t5<4_sX67(bii^+_p``DTGAG2EK|V+Dw5C9q z_NSP_f+Y7ZL%ej4m^5Ex2@#iFIN5TCC^RDYM^H@i4&pn{%K;~~FRO$($8pmR8zHnBSt|~48G&7ikgT1*0Ww?kmCoS;cev1K<-pZ^u)o zX*?LLS2Sz?q>ftl7vi?{Gjcbq!e;{6SLNkccXv`LwDsl)kczW`7g@5(mbTSJo9|66 z+l7DFelYBMEG%zzA-bM+<#yaRu2>ysYU_M#r=p`6qxdtCuFzBL4H=AU9|7Dm0DRsI z1V7@Bo^}$*BI9kn)(29p$gQW6yYoo~#4V8?t+}6k3*-yX&L2{4N#9BT60X_*k03Jn znCgDyg&-O6YzheQ+K`wMDyRLG#>I~pHZ;tw2?o_C;R?kb;Z0(uZ4q-kp)C38?F z%g`L)^U7Z_k=^O3h`u!;LHsH_ss#^-h5+LuewlgE~d=t zvxw*|fjeS425vPDC-uL@&qxV9lc(dBf!@#9Kf0=d{UcTPJ6`wbLG$~Q;5^Rj*b$Q=6BIYo{9y!_D zeo?L4#!dtJQ+MzSdd~_3utnzkc-Xz~Zbujh_kLzi}h*CwOe$RYv>c6(YJT~=}>g`Bj{VbAubHm(WU`V^elROCyu01?90#e zh{OlPywI@HR)>ZsNjG{>8$`IzPL;Q)U>sHj3`P-pP!Nw#-xdmT+tb;CCqHDS8;a0L zr)_xeZFB!T0m3Mk(NFx{Yuc!s-W(lXx9kR{Ny}#sOxF>CMXfSluOe4Z@AZ3yff#k3 zOi0C}mFdV(_=eru39+ZSGEpyOex~4&vhB^R;JqaOVx1kNl{<^>Y5Q<4YCsXml`?@P zYVQ9cm3w**HyLqL8#+}0pVqAu#*`yX?+C!wT`R;ejy{Ic@nT=Hh^5zZoH)DrJAsE; z%^?z~>?3Obv#vEonW<^}Z>Hv>gte`dttxDqxmhdrGC=F<47VG(V9=J!{ zX&am4@ns16r{v$`t32gI!Q`x^QkGm{^0QKUv_?WK1U;iIP=i$%R|Ald_mZGSw zim1KSZWXaNL1HUvm8eaNA}vMj9b4?!vG-_e#H#`huXq9fbHue^zNO|T*j)J$vc(RN&njN%g zt|Mlz>cVPjU&s^0o+NLW$D*xH3E`cA{y~jA$Oa0L@8)V*Oq)=EJ_4;=K;fP zcR+WXaXmYk?P5CC<{D>g0Nc_uckhwf0ke8Lhs)9A|4;B&g%pqK#{xRi%`1}XXlJX9 z_b6YHDA+>1y{PfmSI$~U@()3Eb{8|yh>HglkhlQV{Sd=_haO)v*_U_{)(aQUfv%Yz}0_lTON=S_9 z6E&2t;1G81U$p@jQ?j`WV=oSW1z&xp7p|LRHV4><^=mgsnyIA4zV$@m6}!b&c9)Md z%4!Byi=*xDz{XAPq(hnb*(_~;9HxjlAcjGEPZzliSGsJ|AKfILQYB5iIo4AXJ-oI4 zAb95t;6eE9waPd@qOf4h44vgnW`?L6vXwe>(2gNx>Kk2UuK|rT{$c#JUyx~cwgGr; zIpZQ2Z`Eoe6MlcQ`51oRFXT+j>*aye$pO~Xg2VZUj#4H2!@9caU`el7>NJ5|b($u!UQQ?kwQqt)2`KNA3R|NsQ zMybJTGLD~~?rUs(?N|z3#%pcSTyH4`eO` z1H{RRu=nHehl8QNB6Axzg!-ql?_fkfl~wWn3En;=E_%T^IHtsP<9R0NRF~p1Ku;b@ z|JobKh~LiGb@%{hE50JVf74CW^iH(NY|OH`5GUwX7R@{$5e=MPG+vCW_@=|ZYYq?^ zy-!uxPBVPZ#6+>#vaZz*%puW$-R6a`z#HTfsiXOs9u1v>@Na+5I3>{*N9H+VBwLBY z*Y9ja;xt5PVxSjRmwv|cOap0Rc9y?Ip8nq%^yi9;ja#beS3p&9ne-hMw2GkK9tTy7 z-vje_Gtj@_xn~0GW%^vR$e!YfqR#}%(I@WrXDToS=%u4wHo1K~*@!NE%k=KPk=P;4 zh8g)vR=3=z?sNngwY{c&TZMo3^2ibaOk%Rj%Q^xD?g^5joe-k=ZoYmn*x{U}`Q2xt z(NKDJm2m8;VHH+(E&OupgQus;s#ZDI?3uLu1imd8&)3yv!Ha+EF0vWF6*Jd6QDAYN zF8{D1uGvHjp7+s2QX6h@-wy8VE_<)|w7&I}lkn%vr@1Yi^lAdIWSU(BNyPjGp%3WA zUL{{d_ySE8Al#IEl1KCr2-Gs&HewQ&{sCQQQztkN1ZH#Y9D~kp{)X8iU^eEPFyW^` z3E787YX;z5HpG83dNUr~tqIvd@*z&X^CT~YpRuBT&Pd(P8oirf!KU_k(N?FYl=Ud& zX#eb{!CWoc^yNjLX)X}pRWS$ur9bBKRW~z*-}?X)nU2j=P83c~-IgQf9>UEw&M4bt zj-^Q!+!OpJ*AvL)uQD`9Mjxf3eP?-Bb8Erx_CRflP=U38lt|npN~|G|`Il$scoRFT z@_Oug4<~hUb*v6M^JS1f6SbmgiyhpwBHPkc&y%%ra7R-7@h-ih(yO7MSMdNfC;o?mZ2NBc zmd;I8hxk-PnPX6Mjtrm9>g{13znIr7U#HryzsH&**_r!xwP`U2Q|}^#EP?4+dXNdj zzuA$nFAk{H8L|f)=p+bOF5COJb`5(=#sC&mRtVZ&3^>LJ*MG^#?%gMsG8UR2mU0!W z^JF=Q- zwPK_2i~XEIeW<=DuUt0z>0+BY?4K=EhcgW}yiro)N+EG@hyO**$?C5OgL4OWZb@z( zq8g@{#8CjZcyzj5DpR%8rpk5i^NiqatmTYd&Alsqk|1O4L!AGLPx8z_V?}8~ZP^1i zM*&?Ci9DLB86K@;DPDYh)FkK&JC1F4&d@{TbGbYiz@b9`I|a3d%$&~)i&(3wpDfB) z-}&ePaa#bh{B0R@?%^g{%o9}_&(A4^RWtrnlKkFritLv0CjP}>f#UnazgR@-&J~x^ zZ*PU3(AaGSMU$Q2=e)B{x5(ZcMN_&d^+OZAcQm6fqT9?wZ);lU>zcSK9_525)a>fx z+0CVqRQ_alUZvSnBs$goo!66qi7S2xK$)%)ma1N;Hg%Vqk+_2*66)NJ2IMQ^Xe|BK z+7#~$TbbRpi|Lf4Z4B5d&qKoI%6s^#e4I{zJh%_d^%K_YU%MA!PD8gPxCEvIPyy{~oLy~#SJsND%Q)6TrO zga(y6&TKHQmh7rzgJm1g%3cD~@5rAC&&sS7h+$gC0x`+cat<_ImYEXOi2>uEeZCM` z+3xL285gEKDiM#Ug$pEU0x2<(0IhiVQrK3bB(=BdKitAs6lr2n^&W(h;;e?h@`Z~9JL&{ zi|fzeA=H+#um2{sV1!5{bbU)AQa72#ctN6W1gG!*sE`* z{Iiv=I)-Kp^rypL%7m;>40C>y$ifYUnOVQt0A47^OuIuPs6)Bkt8{vuk0UR-UP=$U z(Y?EI>}}Ro+~eMpDn$X&3V&I>D1CR%f;+TB#Q0zQd_MZpBQEXlzohK&ej*}n)aaH9 z5Y#E#*ItCFl*ktD(BvH9yD~4X3DRcZi~(v7lk!}Cw`evKm~?OBpKl~T9z!Xsr={RN zrQdEZaun3qJPSU9fOmH z)e{Ck*;NFEP>O$8F%&4C+O;G7dty^axYDHT-d*62HENYqqzd>U<&T z%j>tJCSMHry>0Ee0vYAHesYdmNy|4!SbR+MQgTXqT<5hsk8);OYED?=pe1_@_lo`f zv{azqfp2T-z7^wfo za0#fSpz7)~#-nFS#1z#TUxkPEF5bN;=w-Cvp~(*p?3GO# zB$-?rS3sWO%0Yzm*=J7b&sO=Q-016Rb_K#TjrO?Gm#SQMhx%bJ1N=Ik-#*xWE3Wla z3~jWFPh_)5ebQo+Tf^P-uI<5~X$L#Oq-1IEE1Y4|oX|93}L&P`nR`gkKpM0@dP$NH5H$APe zW3bYG(*a-GEuh}PP8t6@|ND`Qf&P*Obc#?^a22lBBiD1*x{d+n=6sikzWF)@E{(=< zBS<2WB@)7>s&2gwlMG#bj+(`LRNROmh7_kow>q$oy*WET3KRr@qfVyreW+e9GS-r0 zHW8?g748SP$IZ~&uw>?IatD-2%tq$AQWxpwX?`fl_r#vCk1T5cQo->>|39nCYy-C; z%(~l5@!({-clWyEZ?WtAl*02|x|z=vI{|_`@mwz+*Z7VvZ!-Xf3DCRP-I91DBkl&U zNhl)wu9_qBbRLaOnr+Ne|Md^m6*||~nK67cRM#}9Q}V`yU+TRQKK1jBY}?wRA04Lu z0a;PoZ=5W)qlFZtJZSXZkXa^Sw`?5+*wIop&}48!1AgQn)D zGBGR#%`Yug*WS=lmn9Y8HD{=I2FGNQsmZwAxe*ND3`_S_0&^wjfwZ^d3;Cyr%AOGZ zdIhul47ZMGN2Zu&C|rX|`5DN9;`N04-WT=%M`WXYzMk@3b%hsl>1G2gh_CNNZ+5*R zk*AgiTJ|o0uu@2#@zTD0gMpO4DG9H$`|2vJCrM?3>rq8_Zy)|$m#>z+_`OO9`TzU- zAC3B=cS5-kgNR?6_?{5W(S1Q!b$&p_hnd4p;X<`f=67W65&bzi-ZzjIV_9?r$Nzif z-6_U^R2z+eknSLb_S@6gC-Dv+k+L8BT^kqiX>>P%y)9s4nS-xer5Y4(l28XXdAvU9 z{!N0j{2|44DiX6e5&A$m;YUPvV z;~Nq0{SAEd_fb8-<{^r3Myz7h9JaaS{M!Y#F4PgT0B}CWy?XSUV`X(&O|91Tr&_#u zyx{iqPDePQ`HRucr7Cnfzm zSwDIWMmMdlYEuUq9icDOy$Lp`WaGzc8jBA95$U7B8Pvxo>>eHoiMGb=7in@kC>l-16)~Oka3M2~E7=oR!2mf!e>5e3dU~B^ni~-0_x{JA@=VOb&{z!swiPJ6=%2Rc1XT6v=qz)XLc6%{&46G?#g@ z-Ht)GCuvQRQ-9h4}NaAwyX{E-Gb&qg8@pFB8g0;4gp zRhO5L_kubLKHAUIddZ_>HWZWL?5-S&TH6;Xsn@b(U_p(77`2aW4KjavxW{lwb4|PG za>mSfu?RwL>EMpGN&c{%e9y?W{~eTBotll8+g;4eE4poRY_O@+F<#76?}PXPX{5*w zP)`q~=DlkL7G1umjhAtA(`_R44H5o+J9@(~Ah_)iy&1&&ZnRg{l(XhA-Qt<}tf#QM z3Dh_}ker(iUa5h6U=Lm-VqCA2;Y;*fTKeH3b7BZT-8bdm(pC(aUD?{W&ahfMD$-fX zE1+a$2A=0S+!=Z5m4MOIz^=_wK`r*TkIAKW%IgvaUHayg-$O1E{WNg>Hx()x+WeXz ztJZQ_)AL8EKW?OHqixumPb~?yzqduBLDAkG$s0N;B+$oguKPn}R3RkPrrPzb3HO@( z`+N+C1UJKYj%VdPB9J^cP4QYL(T30F$UsLA&SuWbQ}!lxgA*6QOzO)JUt#;@KF)Oc z=K-k~zWE?eRRYMz9U-40W1Jm$@_Yu4HtqR@++%b6&2)>Z01Sd`D>S6K6R2Z-3L#l? zF1`e~zjF%!L}na}&J$#--+UKbiI|wqcHeK-Gfb<}fos}F+K+1Qo{SX2ncp*m=Bf}o zSjBCQC1;S~ZNW>bABSv0xZXw5$Qtg<3YPr*%qwcGu|(jrYn?o!n-f;66iHuQI@CFy zLqjGu@wrFRi7D+CYZlKWEeki(nFVmY0&G9grJf+h;; z5~}Ck_7bUmd~)&K#=VysXfVMKp*GvioK1;JJa9{bGg9Y(N>eYf}F}v z62eM^Crc_jc%0wogcf@4yz>pERX_33RI6elh-DazH~#%i?EZ+IBZczOTz0qIj^ayq z-y|b_RCQ$y|AdHIphZ;?jV8a!v{?jsbpW3sX%6Vn_)}vIIRS+%bwX#LCeWebzKty+ zylIy%h7h^~@0Fc!or67@w_A)e{h1pXVl0w@i~&c^waoTUq_n;QjWWNF_G4XqHPKm? zJ(7gusR=9p=(8jNIWL37sYW*835boG8l13n#pB&#qi}oFTs>|1}%jS}_#Z zvy#Q6D_ni=loX_Ey>w&eN%fQakh^0r)zXz!QuX?9Rz;UpIBB4q2d?tLfbad4&@|th z>)i5hlgjKrhqUj|&^>}dodgAe)uhL>8&R=xM_som0r|AGUOGx_boEiRLzVq|AbjEA zrkkWz_G1k6?iUBkH60B3WgP0%d%Jz}?VztfQVNAHYukV0+DtNKN=tdL(>S*_8(8@-6 z7Zn@=OHO^b!gp+OfsZXeC~%W}NsLb39j0~d9`BX??dt}B=9|nJ#u+jbSAp<8e3VW} zwwe*0V^9KU_h{#vw*BNcX3-2LBD#XqabRx6hp0bqHPSn^k(bk)-&iYo#g8}T6HPcH z;{GUGJbc>8xVAXNc`T1u#oMdbXab6@Csp`$&tZvZ=xUkH8GrdPj}_V4C&_2x(nE6L zviRkhcQ0s{E*y2_#kY-PLYFtDpA8I+5kZ04YcRNj%(cJim6tx=7o2zgrfW>>f1{(28lAttxPJ%w<$6UR5hSm`1 zRA}2biB}++xRgW5EI$iUnI3b9ld6z!W{_*fCw~Rjx>UCffBgWx?rSQcE>aFZ+q%Jw z-sER{IEWiAJ+Eii>XK9T2x*Uu`P9{PI7B3&m3AtTESY6AyHP`lFJy@_Y{nli zi0DNC)`?0~ALP_~Co3@Ljb}twj|Y%~btYFUx`0d-NYBopP)-_}(DJZ+kUA@=F6?S{ zUl-~rVBYt*b(=}vcHx@wG4qWOG{Tn<3ff(pPGnrAkPHmoV`=R(k-}v3#btvwHl|0N zjmpeF`wDxf)?~S+JD2*bByVVFcZ)YvzCV`_oA=yxVm0;3#@S;05!gQZ*pZ)YZ*u|AA^j#}JO3>Bs z#-%n=wZwPaRg`x-FN#R7fyyS}tWTf9jw+uQV0jB#3Y0j#4V2n#93;Er zdsBd5|C>+Y_^KvEePrD@9{~uevAc)`8s;S366)jZA$QhCKLf9Co}C@t%MHf63`^u@ z``?+p7hH&r3;6cFK+0y+)J;|=^P?Z@f??}FkCCbqPB62?RX z(utFq?d`i0S*f=nS9kkMyNaZRIM{;`qDfCWI+T>B42S_9m|{%mfqywByCc7$L*6`_ zx7@Ss$}Bld@cDMkUmz1?F-inW{N4F)0Ih!lpHW#eixA*nd*?tON)kKNtbYL+IKH9+ zzcPS5UlLH-(~TLKnTL`gA@+l{31w(#9)Oz^(@2)xAO@jWI^;4vv>$bgVZ5EfVu7cw$=%Ng( zh98pX!Qk5Wesi^c9rEl@hNCOQtU*lCk6@9e0rHFF4~GG9S{3pS4y0GCah#b7=3qnj z-CULdO+`@};VFEU{O&nTQ?-9=Wt%57=~*}C;>_z{0qem7X9>ixORY^BS^RU9)D*f4 z{j!b7xKeo7L7wd*jw@5gBE@MU1G*}V7fY!u9PQOVH#B1>lN9P7ejxA`5E#)H;Cwl$ zj9t!lWyf2#lI!At0jxr*9csjVs4wjOwTLf4Zn(5E+lS$GoGn4cLoq{fM$R&VVV{t) z1NwcFpC>7w$cR+=w%JTfu{Hm&Rh<~7srjOCHO8b{Z&t*}ghQw%eO;T}+e?(1YiE~z z5%1?Rs=^;4b$AnN3!R%@S^F3N>FT)(VUhJF&mJWk);H*^UDC-sT#kh5x%_h|=`yab z2dmJ{e#T#!CRZo#01dGlq;(W>At&k<+gX(o@&4+0GoqUaj7nB`qS-F4MkZM0_R5u; zrR@G;$6YV;i=X~21uDB90I^N4eyI32c4>O2_^mA!8x3w$ACdX_y0;IfpaH)ncj@L= zyu+VpV3rYX+eXN8tQ}8osidTxdQJy3PSNUbER(RcCe;71e5H zYd>iEHfXjH41ZNQt>qR(I%$>Y-Y~9I5OgwT##l&_besJ5n?ywlTN|)q>ND#TSej9P zv$t^lKxI(oPzr~!$~-MasIas+(`iUZO~{j}T<`6sPHU|_=1RN_^*Y#7ZNB~-I&5J@ zFI~mshAya{gboV{)+~&zjM9R(Z}m1qwVgMNo=eT&h#l=slC89g$-N1jfe~g`rd|(D zzVdmfqXn_^iC=JBcESs3?V}jcQZk zTHE0l?@)h=y)gTOax(8A)M*7lZ*}mNU!bhICU@lwW}7MKLnRq(?A?YhgyZ(SNRp(k zJhTe)?=sy7`$CULN) zmwPIQ;xW?aK7Hck0yC4qZj`6P;V~*v+u_r%f5npAa9baGx_G=UZk0=aIO$a|ElHR_ zVRVYyvrkRQ=5^ze6lr#@8~aMSa;muWntfn10o%PV`HNz-cJhsAg;OOz)+?3$LloPZ z^eWCXL~}>mF7A{vKIcXtmfouPcNy(4suT!a{^80Oyn<( zOgXYP95i`e4|X_5^2DlSMWz81S)~v_ZK~a9jvtnav8BXf{1Ch7y;Ytt|Yne?v{_H-j6ZKiXN@aFzh zEB~bwAsPdm;Ij`JN>G!Sz8ks(#qcdGI&jY>Yqc`jXtEO?_@dI7VfyyZlwFq3)-<7D zd1|K`m)-t;Kk$MMA>@(8KgOXR`iOK*>Mwg2khdU%)OP(VDn%oj@^Z@ymB$v8uqwj` zWHyUwGVgQQJx^KM&VF_bb4RArUja-e=?@O?AP=e98kIlC<%8w^KZ~2P_}+9en?hex zr4t-aH+=s|ptU2k-}#WFyfrS*aX0A)_33zqGQ}NP(QAQg+gC~3IldjOZ7*-D*L+d< zj{SpSK~%9Z&i|8($s4(_6kNxy@wzFE5X0**Rx>we^wH)IJf)DFJ*ym4^i@=IyjjPa6+jELv9Q$=wz-jfBSx?+f8`CInsE z=F9&hN(;?d!h@t}87Tw`b*B8bz|Nr|yjD3TZ!OH#Ytvo{RxMIzd_#S~o}EMwpS`i- zXx1eGd&9bd?1rTE)#Zkn%knHqY}?bssfgjqr^2_^P_K18;`}~+^0=pNrWg#+6XNaD zMZ%iSA5;exklQqqG8@#by=^*uI_y{kf)5M1T1GL@U~BzdnVZ!*l<{~N1@-ucv!Z1< zlEY@lM)UaA7m(;fpm?OJ61`@;7QPLpz6f){c(^Wo?dgJ`RSDmI@|%+X*nrCS=tGhM z{BdoDe$_rner}AXA||72=3Te4F@Ta}b}8q)=hvQ6zkib5MK4PgX>EE|S>bZz zeYdJCnx6TiRucX6V;LF2mh~TWp^%F!IY{BuN=YGfEbtJ6ub+B*ajHl6HQ3<`fO9aJ z_Ha3Bh(Y%qZs4G1Qa%k_L=R|$EUaRQ5OaWIUKQa=zaqSGH`JC1XpbyII{jLka9%p7 zuV{U$5K^t~`JVC$W>u+J_N4loF?;TN5yW~dg=tArA!J}${xPM%LIZKEO1hYiIz7YMRR|+3Gm~DJ6 zaK!yV=mElWjGANVqyaSz=yw!^;{>{sZ6R9)h5R;vQZrGCP<{J*Po11J`3iwL+Sy`i zgTJB+N#~Cdc*SE`R4H@#Yg^gQV@11;C2@E4{CqFADc)rYmWTv@xeC&A7v;+(`jlt``gErVMU5lqxKn(Q~M1COV}yAH4u zPeH<`fgE?kYxKe|airJgN{@M=89)qnA2hI8eag60U*Qe)HYw348cDs&XScNpjTmU!t=pnF*OX6UQUZdqe@woVf+r~)O7 zpe=oG(&9R9pw#}A{a3&sGXta*E+yx`Tz!U~xCW;36P5ihTRm~)#gpryFs#l+2hOcY zrQ+LSV*`J9xpHFb~9p^SI@-Eq`q#*G$4~ zU@wBKj9%X~)6nMHWd1}9b0_4xMizyVA}r&Tsc zPnRY2q8`%F-RVJ24^9i^0Ax5cMK5q$zch+zKNk(MlgNP(#TLv zT%?@6?)Vt!7FF^!QP5V2f~jD%+ToM1hC5M14Nzq^LvmYa^i)Q|>oM5!aaHV9{X4JK z*8-O@fk8Mh5GnXK%a4B=@<3nw3h{kg?Aw~RbfAEd>kc|j?L%qu3rD-;_hSu`w<#C< zbgh>51#8+KH@Gb}q3JFWqOqGT`OWuIb(<2`jNxVacA0PD=mV=%cNgNKAP92zow)#8VNxl3wyX$(;X1U zPVr^psoB}dM*BM^kaV!Ct`Xa9s5p@-!_!GYHWk_swFirdSL_P=Z`Fkz0&*|%QG%zs zZqI4pP7za!qg-yHFCZ3o$6oAw;qwNxXWYz+X?jM0v3XFW;vU2qfx-}5Wa z%a*HWI(;MPp1=#TS576`rbZhx)j+H{Yf#j+W~aVqu&Bw4MRiu{GVsLg{T#>l+r&2_ zz)1k04joZK-t|U9k0Tz`C1|bZl?A=8U9%cYCnu-Iuo4q`Tago9kuME)=h>P-z{xGE z7ceK10Yrxpq4M*=6W4i?TRl*iuC8evZP;XFih3S*tQDoEHE36>9+>|+?4ydh)8}Ck zZD(r`d>4M&W}*L!>6514n%+0@lOf1U(ib)xw3g@2R2+GWp3fUz)N&frCq1S3=iu&F z;ZuTW-bwqB8^!_3xMJgxw892>kRwFccvZeV3y9Z}2ro5B-sG@6Zw4f~7W`l7CBtbI z^v%}gbhkic$T!GGvkl0>+VRdK-k*P7M+A>^ITC+;K2nkrzhq2nR09iKduxkTQXNsp%)9#zB~gX66d8 zqkVbuBgc5@b37USHzIQ2rD&WE?F1nQ2H2clJl2Yyey`4=e`gnO;V5yGn*tCVWbm=B z*l@aMo{&Dka(a1U7+UWrWkNi|$am?78rt&JCx?wfDaI-2J7%~wbUU__r>l^^BUryL zEx`}IJcjAiuPlc8UwGr@>c;senfjEm45#v%RQdH5)lE)2l^;C~55qQgc`O*$WlALQ z>a|^PknKcgh_Y5}`D0*GcX=>@v3V3UMBp4Y+7zEI6qAbY@_vNcl}Jv3{g{z#o3 zXDn_4L$uQ}DVYyT65EpsmG+`r-2V|7TeFF*E1CeGP6J(!9R^Mw%_?#lltGDo%TJYg z2yH|w zybuU4p@BeHb@DA-i~N%#3*Wv$==xa2hJ@zNh%*70gTJgo$pmj48U0xw){9j(S!!ke z>EVp}tbF>k4rqkzcI8{7f#1-nF!^^7_5y*~N4iFH7)Rls?&)Lt4*#Ff?p}nF<3Qu9 zCUaVjj19E}c6HQgg(H=X4ELVPaX5)bf^avIB zo+Vm(mm*M*1&@I`kQ-T5r+k=en6_}GUw=owI*_18bn8#P+oP+-(r=Nh3L!z_kw=gG zW;pjj5dnz7&=3xZo5Bu9uE(qv_qI&qT{%C3=!EyzDqkHQwHRFjTlUviqB*Xe;DUHV zMX@C#+}yjlpRYG~v`)Hx0%FWAx*>X8&9YP~6>B-hS{ubq=I76M5r@yMgkpg{?|BR5>*QeMM zqFVDK%c-0OoxI_i?hmah&U|TNw~`*ad`hGRhU`o<$BM+F?br4%FWGC{?bP-DmE~(j zx@`aum4TDel9ZH&EM#HjuA8IQci4=og_WQ-Yql}eRuVLgBx;>MxoZ6T5btMLho&#LA_Mb>^{I?alP@?!_-f)H7E zhik=L8x$x%P`5fRb`kXRhv(C?Cohb1qHp#kDfQO2z6sX{3p3+s*E; z88X@s+^nu36P}$lnKj|PqaM#)QBx`Fu2;yQd_qLzX0`O>&)d|cES=&H*iK+)Abe-Wn4^I@N+%%l}6dtEU#aP^?n^o#B~i8|bjleph$;60==eR^^iPO}y&l{{cr z^5_w7(X(4Hgz`S>hYjb&RDp5vdp^Jx4~9kMzNPHWp2Hc&7)VV&n6zsEotmP{E`z{# zW2*@~@dG%M8JNrMCQW`vfqS>2;{Dw??z#b(%%Rq9MJ#VJQJjX`7P^cstJ&&CYWfL< z&1?;&wiK|@X^<&lJ`yJ%R))-O{97^hIAg$+YjWF(YMYE4Is54Q4`eUn+1mcwvj)Mk z$eTQ|x}4WtaRULjg#r_vDt3iXqnB)uOTIoZ!@!M-{#o5r)SpH32YvEBPn8DLm0#$E z@pS@2xnwNwMyu>`Q%s}ateYiJVPzPwAuAnPGld@(4k;q)=Fwww9>D}T@XIAbKEjL&p8?afg;#w!9$E zJB_>G)d`gsmF|l!l+8_j7I&tbtWDcjbm&rTKC-oU$x3}cEoXQPXdmkAaxS}eZ$6UA z`;>PNG@E1J0eSJvCGTL~d$oYHZJCeqM5~*Ld+_>F_S^HZQb((Mo&wi1;8&LO#=z#@ zv}w?F#7q|aj$|j4hVNsb>U(Y0A2|uP2t9a(78fD=S|RAByTVI_#Y8+a&lvrJ02eK2Z28r0bNZ_i6wj zt7l-2u@IT9carB^oah{K)SrfBVR&je{=uE* zXD{dZSyoFVQKb68>h)vapJy~EMbIl;~w?PS9-5=R( z(CPB3Bi0#W*XB_PcXrNIfB|9JOfrt$A;W8(Yl?^ zKnUUA9Q<3TsjJVX?<8K%Q<$I==nQ4;*Xsdu=A`s5Yi(Y?a~85Hca(f6?LE6}kgD6h zfBd{riMa+m3+($)9ihR|Ll1eXM_{mrG>&0VLvD$r3Uc`vVO5guiM5^6jeS`O&|MY! zQvjSl8fAjdaTO`2>tna2l5itf`)~Yu)|`UWi&_FkF_I?Se@3|2K{Lng?R;8y1GsNQ zUhXTUeU|55*_&cTp8X|Ltpq;??%7Tcrp~qABON+5IjV1L{HzSw&=aU-U#N%h8-H2x z>C}gG`t0oF{*e|G>c*-_PHjUJhyWYp>WV#NPjfwB1&;_f%iS+ zS};8H4cs3Dny?DN#t&&L!7Lft^h=RFIo8A%XJ4%cycF{tYf}gF0~PpXB!#u2RcfsH z(bTp;`-UzWGn5vlGd0vaJ07SJT=Ti+q81W&>@EFZg~F~aC5Qg??5C7(IvLwR(AO}u zRMtG#g?_?hfNb*M>jQVKe{9y5c-inKXjV%P=zP2nD@uOQ#@<`l%c%HQ#GN%$u z(mswr4pL0E@@TAL_TVqZo1<9{XR&NNvZ0=LzMsPdCt9lP8gANOs&EK#*2(2+dvZov zC7vpUU!H5r@FODdGd=$X^8ml&)ZQ(5t$!> z<==VBN?8w8t04rv_aIJw>4FuUaY$uV0_H5pXp%=kjat_P3bBHe5+&~2Xw$4K^ZO_9 z<9|GX5?HS+=g-b5PKj6(7*4Ple3aVxN30T)ZcvKm(WPJFh*@96x6HERF8?wKn=;xx zqQVGE(+G!+YO=Q8lkP;t>qe`bm%{NFNPl5sR>4i4aPx=1?kArM$%FZ3a)ANL{?16M zv__o0cug#k&>iCkyT2hdF}sEa1zjlY#XFmfxf)F~9A@QCqA+{x`cf-N1Jd!@Oi?3-lw?!m~pye2u2gO znA;d3GAx8ZGxc_lv|;pzSCUmzaZa}1Bhs1g(x$W;TO%pUhh1vPuL86m00tAF&eh`8 z#r1sv20u&FYG2}Y8m6MC#+asKOLjbN5$~Oxh69_bQn;mgU=w%&cQ$ukv-kr5h54&j zBuFZ#Gtf6IT+_iaDl(%Qc3ing`aTTJ?(;>TbSGut{=d0DcH-bqkju7c!X3mADSiQ> zz{BBVEw=xPBXxrEs5+40ptXQv0md510kP88&sbAW&l}mk&K4;mVsA|Lrj{(4Q6_??2OK$Q_i|S@zr8HI;FL|3^d>n*S?-bEsbE$=Zd$ zmaR=*ihdhtM$PGn$L(xwwA}Zv{Mf^ab!4tuB!9E6`Ka+;Wv(`TZKeNHZdVq~vd_yu zyO<7;GH;HLE>E&Sg>Fi>ccp*VpvNxrkxO>#LV^pu9~~v)Wst}~36@e=6468YC%wBe ze5Y1B7w7NV*31)Qc_Y{@y#QDg#-^KCS+GilwwGt+62Dfc6Yi-k@xF-`OXi=V)hs!) zbCN+-Nm@++vn~>FN~7*nm0`a$A)bK5Z{^4RhQfe73O%s&tR4Q4YtZq?4?VSZC6Mpx z@YsS^6Vx`8F&D^}IMGytxUITcXG?Dul>s`411R7gYcAOvDqlN@{%;4RAlPJ6eH($o znDpE32un+)xI~xERG!1%>!DF+vcGR2O?%$=r!H^;q?7Cq(FU3?Me99MW)ipOw+^lq zbW$CxMwzz}5r|oooL{f=rfl>by7E7lW1wfm0du2SK6n7I+sQW1F1C6#3A?@U4NT)@B(_=_N^Dt&p=Nb=kac!*OrqgQF zH!dHjGH$7Za2k9L7wu#NsgrB19ee-zY6c@=u0v32dRE-dM{H~-b8whJUKJ1%6U0h$ zW;ezCPzYhV=fiXwX$La~$pNL01x+iJgh}$%0leYW?Lz52*^hMkPg5k1(D*iJ)kVuG z?m_vfo%nT!mdr{`LZLmJ1)g2JfuyrAIyZ^XEN9^Sk4Py*1_U`xY@S@!6&2!u9u@3t zwIr{IIuJ*F<}U{Ct_Gau&}EK~veJ^vNAN(S+3uW>@kVH{X0VbFe>lMd6O$$OU5P#D zjUWi{TpyRebN5LrN<5okm4jV0H2aGS2Sf|;W+fLR&5{AWU`h1u1AJ4>niphs@UwY~ zQ`X9jgxS7z=r=B~7|JGQmh|=5C(@Msw3!=3dr3N9nR;oMoAzB<^soc7Fiud2s3cG6 z5kPo&Ywnp3{$L&a9ghc6fc>}Jv$IQbH8doIa7d`btCtkgZq*cb5(IO{94acKxmXmJ zRrh3j=dU4n!c;89IZK8P291vbvW2xUm!V51gfa>2$}NAfi49yWX@$$VlCpk#`t7^T z+|%+Yje@+Hn}_hnnsOEh)~i4|Uk*%UWl{TO(5d|u)Ks@@@|PpI*ytrf@#7!c{+gT= zmz^UEOs91Aov8`qL%q6`#vxiQg#V=U=TpnGdi<4q<`MsP zQe*PgPYC!lBwxvIFY}^mCP~Vl!CV;D_^U`Rs4_rx!sYXO-E~oloy~c7>l;Mjr-hNE zRAl9RG@6wVLd)(RO+n#UesrgG>3D}OZ&$In|H8o?^T5)bsUHvTCEOujj(jh+PU5?Dyz?B&`(vQP@#1{fpx_akwllvWFU69z_ic1jq z)NG)Ibl!n%HGUUYqgt~RMeR|W8c|h*8nO3`qP0pCHETAd ztvzFvme`xr-c;4DEjFcQC^Zt5AkTY$Z~o6sa&vR@9p`)wqO!WM*;AMyj*Y4Pb2y+p zTnj$W@M>;Ksit1~R950K%@pm|Ek;uw+6@J7syJ+KVkV{Z*6!?-msVQ)G? z+6TLdz<8zmjB#FPWW`LtLUwr7@b~;KGB;p8IQVN|onM`8RSwCgJy4{^tOsk$;Q*$W2vN_FXU@<{O zAWobs;>H(Ae)Q`hc|hFDt40&~9=rrVkJqJ)0b}o^bACQ*Knk8nC87vLPWkS9higAwdh6p zal^Jl!eeou=P!67nk#pyx_MMo@_^i{YUhJF*%|)2X9sh6`Mv|(@oNAcI|sjW9F97H zHzY$=h)Cr|%$YlOX-Vz``_I#Nx@)PT4-A}7rc;y_K^|F60Fz zSz4reWA_g#{lDNWXrFbnR7FyxRup`?d0Kr6Mssb*}M+vPY)qW8+$;cQRxa8-$)`hRkO9Q^!5p~rPv zaBFscGlG>LbVMeqkdPo*OL>UWf;jz^NX{5kw?T{*`;3$sDwasG%-l^-hJ6_yENS9HU$H-9m=5b#izP&J-begca- z^l`CW1DrbCmGkGLdUC;!jf{+NTseAALSvNzOyxLat}f;)+%tN0tDa`~q$8m@E6&Ik z-ozgXf?pzUnfhNVJmPlnmN>{UfM%SEL9MvyIZlQq0RCHvCdKMa@a^Al^!ag_v6zQ6 z)}v3r!Cy^dZfKfUp~sGq^z{v&A#>x>A!uM00VBUa-)LWQYWoi#zdq)0GO zYu^_|V!-S1VuZq7V>&(W4rFy{10eHw5ZC3cCdQkc0__ia|p6&y)RA`DKwJ zz~2sd!^VG&bk-MbZj>ivNM}1T4s#f;XWiV?dyASTIj{Qn^91i7TP?p!GK>9oN%z5J zt4bj*Bo0sGDK|{32O%${y`#7Ddc{|D=GvNt1PPme(=JWMOU?a>sbcd0K%JXl=9Zxz za0)S_-g04JDY;98OMb2lId7M%N_&v*@LDyKJTmX=#SiZqv%JSW><}^}s$CLuFNr3A z42=O8Tv^3`>+3$KxzbPQ2|vbi@1xZ0xaLO0aXo%5>qWU1rRp5Pj0o+g1KWd)q6@tD z6v553$)ZOsF&qp&MY_kOIa@E2z%O_E%DjT#_(k4YqK-}hsnzDZ{k6R9Aer*yvqFcn zCN!oLD#cU}G15$}NUAN&w6Jl4b9ho^-kbgT%g*vYlAF;Ft%rcbK)WE*4E)Iiz0pL~ zqOTUpCzsGnN%JJ0EwUeCDhhKhuF9bT#^D+Ccg}1+FwE+Aw^(6w zx!1uZhbkEQxI!LdhP^WIOMu93;4{=QYWysj1xQG34Q}nF;_kHKLE=QDU z&drLfKGK%VOsnQ>n-@_e-)-Fqsjpc-hw5>RiBDh;s&jm1zJ%Z%yMeRXzD&0kX>$8k zQ4;ivRscIt!zXLq_dI$f_)3gfd^T;i|Do-yc@?@}?ERJw?B%tZMHkd6qW@#fq0;2A zoklxcL&|%*>g>w$c_i6~gLg32L`1`v~x8uEkKr z@`qQCe~VmoujO2C3uoyg7?CRIai8M(L@+on#9DHxFODTiq&%|;-?Li&uDv7p0YVi1 zJs;>D%=#l#er2v%@LTl}vy9HJ2-@CGHhSzC8);^E*aY|XVDamM?~@ke>61Aq*61Tw zXZMVF(L3fAiGfc&2LYRP6Wyttm;yV1AY{XvWB(;GaMyl&fBcW3Gy~O}a773SJ6Z-3 zjcDzj&T34vI=St{Y2*60QspGlkS4SAzjsd#TPaqiI`sW%UXlT`)|dK2%?8mH!a-9J zH44G=l+|WOT@AY+wYl0(ITx6HVerx;x9RV&($}{|U**#uchwwbO9>@h%S4n$A4en* zIRSl-31&g!1%hW(C@TAqatCmM_>>;nRf&toS|vQIViveAF;Bi5Y%XlG>8rq^1b`J6 zPx9@LfhByYvC>rq`sG(R6Z1~Wh{%3=o1{8YyKW>6=SK`b17FcbM^?&jli!Q?0ERz}hu zO*AJ)f;=%1aA|M5wRM}Ga>6C{6>EkFUy1_NzxgYs{lbAQt&KucO_AS{NU)(2czEVW zs`IPOW9Q7gZuc@7Ij{8I;g&drdQboVjgTJ4m7(J;Y`>6^ z9)_7jt95)uH=d{q_?lYE)Wb4VeyR3k={#cjeMP+nXjMFW-S0R~^~9e#EKY^m%l>O( zPznFFbs#>oxjvtg#%rYiUOTmWgSw%d1gc`w!#?*5d9H$;%QAFl2PsuuT`O8Y@-QHk zEuI-7I|t&$2X#8X{{AvKZ9wCyYOlCmDXKfTpTg2MQ+%JA8c-C5UeAuLmITnpbv@`< zbJWq8MyRewXvz{%U_-FV-SdA@A+O>HMk`=kH<-J^)1zz^jiru9@5@P>Ga=y zCO2kmVa|rxyzbWN!EIiJH&40EQ;fa=$>o~YC|$PV0|Hlef=O*F>?~@`_q{LX+^^a* zD7`!*WQHLIM#8Ez$N*;802##Pq~Qm}2*Mja*hMY$!e%Y~5DH*`px$%1Z4_(RElQPpI-Dg_g2zG|zpQybuO^Zh4u} zm`};hWYxI2{SE8Wdg^-e>bI?@pU@`?4~M$)U!Ii9gQZ<(XMf4!5S4OOD;84%{)Z}0 zBlB!_8c%8wtmRU@Cy_<*sUDXOUYT#)7@5t5B3OwIz%U!E?|IeM-Yy3Esk&RQMdH{r z=BDiHH+V=@Kz!lf#GL*|G{xk$QP!B10Q#Zm6Y(euO~qf(>swg5;Pao&CX3%{#etUPG zBkPQ5sp&EMjp)1%F_4*pw(E!6cPL$civvlbZ7a;ufwm6n?P`S z_UBB=!p6)^pB!ORMHgdb9Zw$mXQ`8#tv#POrkpn;vtL$LeJbp)?36PQi7}9D8>Dr9 zE}4^jK?Z*trH8+Y6f*#aOXNw+0vzmJ!KD!?BrOewtpwwc`EAqJF!5AJMvwu5AN zialdv;3!Vr^4XZgmmo~|69w<;RdO2^27{6JLt~bj|5im&Wq=if;gX1t%Lr1hMX1uu zaZicLT_|$fkn?88``2C)+eQvn*>0jTXc21DnLduxq6}kDlp`FfAt|mIL8uu9v9ySo zQm5@H1kY@zPTlvCZ%%`FyH#;eSDD>4LoR+pW^qG}=_`i+7F(Y(q3hOnDnTA5%(_ac zGgQIksi1*GH*-;LtNj-QV%|IyG_Hr*-cguQ*!#XSlWAu^=Ms#TOR-``9Zqb$R%++v z#4p^h^4wZ`46E|RuT%~?soMyu#FS|7%2*f~O1Z|kNmJ~cxAI(qmiar{Q%3nN^tg;L zO@7ee|7}~H{2DwD8?(h%`I6=i;tH6V z*%sZW^L=y~Ybqzbd4MBV%>9vLp?!}mMN0h7{pTwiZbz*80_EnW!%$MAH(Me%n zhu+GCJ#&qIlKuj)l$rT%Wzb*+&zHQ9V-ZWZvtmZ2hoImq5&#HDBuDr+f9Og01}fuWkvwS=elX z{)l$?=mr=7!mb}ajP`qKG}9-Lc5JRi!oj`|c7@Oo*Afh;kHTl(qfpPHAiOzg zk2&wEKU=gZ9T+OHe4w6g8?}*=K?9y|A*r=1wH<`CFknCxnjm{{bj+-#*e;RTa=G(f zissGCMi1X_)u~gbIvd+Y;*LFy+K3Jx*8|Mf$k9E7tP#6rV#SG`j`?Y_xCLqRUBc`; zFNdiANNyYogqmxUHq&V#Iu-C_0KnsOfzFN(#TSHX&6fiRZ$Is=5`|#13y*_I&#uZA z-7Z0Mlz5aMv!P0DT>B$bKyYuSwt>g+Cibf(`DuGw3)c^yKk-Z$oLxE0&HTD2+CXJ3 zF7Wzv4&%)7w^A+IikzpH+5tM<%JDWFbVz`WT<}IItwHnhvL7I**sDKsJieJ!oD*9L z&2V#iale6>&Pb9! zZca0k6dn@Lcl0woZTWA}kf{!jYsNmu2sNh+M9yvS@z^%rFYe~{yIW;wLs3`2RLo*-|I$j(Plow+&xfNC9Ao!4R4qkG?U0!Ud$F3CopdUr#aZ|aUrp_ghHEuAZtS|MrMba9LvV7#h@^>0 z1-{QI(Y+$6eywlqm#D^)pjslkBVwd>Mpj%pdhqIJz^{Ipi~xm@;QdSpNY1Qj%Yj(RcbgJnUiFIR7VP-}Wxm{(P(l(TszbhdXpbZnmG6jXfDIgoxsAI854 zd_E4we7|LQgA{Z3|&RB4&2A>52!%7}kS6$3B-IkQWb%%T#+57t6&S z=)*KSRUE-G?;J=?OXQyCbp^ChDAH@|3|`%=5t`0vov+svZ%a`MO|4veTC3u zwPEeKqQp@^7_wKt$>%CK=%9f`BD*+*lU3YQLL|!k{Q{uUk`J;A+!`Nt@JR=PpEo#_(rx=Qj(*Y<@!lgf_Oq z*nWhw8m^S=A#wQoj%*u1yAP`INY2vuXBARPMHm`WK%HG@muW`Jc9*-Oo{WnhKR*-G*=GoO zkT?fTk*Ip#+toFHQ0p>U4qOMf^RMHlT$*ZsIk7Y{&GfOira2sAzxEsJkYmnqKI-Ny zmO8LvSfjzqqX&B5{UuXwdECYCY%bYoZV&Uh@`3l(i8F)B!tQ^5ycL6>tojp`9x7T0 zin&zvye+kGj<~IBZJEOsxw;4~7|&MaA?Z8y?C(0*^NKU(R3CzE5a;pO!DJUFm_XFS zVq{E()8OdD`S08}wsobIiQ6YzqV9t-GiGXXhx`h*oqh^8dt*I*rS{iMG%K+op4RKe z<_WgGwE+6nbVwU?s8GRicBiY~O*yQtZx*f+UwgW@ugjh@lH+!;Tk}~z&-yBL_)WrH z@z~d_veFb;XdHn^ei@dk8@ip(L4SzS{##2i)?R%+awiyGb-r8JAwQZ$ot2k9W28qr zdAr0?aR*_{J@EYpeLnfkE27jNP3Av9%M|}}2?O|^@2#rCQY8)%mAVvp(d| zH)ofW+?ErLs@{5#T9lr4_oG|(vrJP;0;){Dr>SQG}o} zbKojT8!d3EETN8}q%Y%R1z(iVrN|NIM9Ltsy4+@xBsZ_XU%x`Zv9;Vt$n%>=8$?t1? zeU)sbLjI~wQ;Twz81D42f4}*&R4Mh1;@T?N#78{gaHX@u5=VMn7D2-Xb*eouxV+T2;Zxe=!4DZgfKi|Rb${;TpU zO2h?h#JC>Tqf+(g{f5VDIRf{YKiyH+X}X}h&zV`Qfar|6jWKIype^I!b&0VJ!0hvA zsw5?i18xA)uwa^w_(##-fc3{!t3TEDKM$9Kk58Ow>dhf;RVg1*@~6Mgye*wB{dT$n zkZ13%tb7A4LyGD94$e1=p14U!GSpCM z)i^f6TQh`4Zx^Es?#NE{8=6Bd-TAa?Cqh9@+%~rGI$p%u)11QBB0DPVZ-cG~;Ev9E z3xf4?!s|}8khI;wneFdgx)u8zwJL%oG9?_0HLHw5zS`WcZFZ`z*FdD|^yUAN*sjhA z&PkFd^3(Gkio5*h)ZqP$PBPb{@^U%M-8-;7H(Qe$IjHgy}Kezn?f#w z4VH!8BbO@nsqBmR`zBtl0g?#T8xiQ&;*`uZ(zkP!jJY-G^b=kNcn71WjMU4C3 zu{YfnKsr=hgXdQhLuQlKf>C7#Yyv47nEY{rPRj)1GK^;14s0~}jA4uj4O~At<`TTw&_s?_PD|E`QMlN-&~r2D`fle{|l*cIeRiF@1h0!1uUy()iY3 z8T~~iPT)76qk*$SxOjvq>n_42>5i1p;aG(Z9SI<%15cyV4mP<2;+*gaIL%NS>;4a0y?Ep1wu9^;I6x^Cn6;-Srb7un}x9H}HF5@!8Y5i2f0&-$V|d z)1fjQefiPV0Q@sg7themwH$?hJDPxGkie_+K+`{RzYKFd%IpjNJQnkoeG=q@DI)=k z0yj1G!{bwQMwMFm=CLS6FEH1j8D>eZGW6T z6#kX6rv4nxzkHJ0FL?ZbvuqMD1&}!`PTS-!a?(t`Q&OCA^|F`gUhS zesX|hb)Z;_JBUR5+Lg1Yl??O2dNHA(;teAK@b0wPukoP;2Yy%#9tGK zn6Ja0+Eab<{_jhSvcXalwQOGXgWFutz75z%>syH*8qwO-=7vqCsH4U}vX9()Z*QO1 z@Eto&DfY4Z)IjyynwcCQkz&Psjycp`j6Dm zy5TB6-x{*&ss_(j)CG_6k()(_2c2xpAiMb*9N4Yn3$En;a5>x_oQUSYPFT%ad|C<; z*#{7UK|)+gaCBekpV~k_-t_(g z+c8a&5+i!4Q=bD`%fa!@%^{uJL)U+N201L4N()OJ?j>pqSTcg{c=B@mM-qE($60;Q z3y9J_HkJ=A=A|12w5(pZVOT%vy=I%>{tyC4c?)BgZ0H6S8>wakUOqs3y^wM^pT$WJ zxYBdHE~cZ_)%;CiSoBuX^C*kat0UwhwX`1j0p>Dhl!Xtm^JqF~+$&QeW0BgEi{7AR;9ghlD zsmOxQaTyliMsur)lKIY(7U+_>k!NPr~eMo9wfPF7|KVk$ArNLmWAB)0ARxLmvjX{?E<@NIsqjcJK{z{CNPn z2y*Pax3QsnwIA}#F@)dK0DK~v+oGon3!v`;9Q2|00_X;ZZhw6w5ZT{ThHYQA1-e+% z66>7JCMyurrBe4=##qNugRR6nS5Fo50oj9Tbh|A#Bt8TNgOhsTi)U4IHf)Yns#1c0Q zUX5sL`Y!lff?qBu+IiRej$IG6wCkjE35>8Q`1Ic&o#$4G5SHKdd3h%7bg)@moL`;- zkyP`-MbfpMDR_ekk$c{6`utfoH%>)Gzks7hukd>|;0M06c}rf7>0^Am zectZ{64=dt<}udvzZsbp;w>KY;e| z)YA)y%+A-C*@e+nTDDFOe=Iva zWX^~t7{iRNLJJ4hN)Z4oy4{?62%r&2`YeakXNUo{3ck4fnDu~MR!8w5_VbLf15y*P z)L{NP=yAP^AtCK5&Fk4$2Kk8T9>|nNHhq(0!`CI7|jXHRWQ8{L{+ zLrj-`y}dhK%#DjZcW%D#pCC{Rk8YeUM5@$W&fzVJbRXn6%cGF}W&cBg(L-iuI0~wQ zHbSC3I-44rG^R0Sw^-Y3!1^8@&){_}w~qqLvpdu#%IKx+^P;nt#5`$=%Ti2=Y0@s- zf8-p4C-`r2JH2#+DpcI#YAiBJvCys)FD5HbkLiwnq=cHk0@G59xefZ=IJfK)_#E`e zeXZ7E2<5}wjFeI-&Fz7*II`h&s?l=MZ}-Ujzwzj@ap|t7tt%nsAUxR^nnY_8IXHG}v)V;Q&am z;i&gjf5k%y&%JI}#tERA5bJ)QTE90$aYN=wG&}L%V44t|?2f5R>VF z#0<&m7JGqNgdn%{MbGaZ^l2}*_ZD#<_A#ny4$f7vnU}xU)OLM7>+Nwr^U9VGTIo40 zGub7Fhxb#_m0w1FATj130#*;9XO*Ge{uU-W>>M9TZ&bLKyg5_bN>%3F!A3kc+9%K- zczc%Qh!ovv@7xzjZctWi@r@-DyFr{K1kV(AURQO@sAX5(|0ysD3z&^>bKuR?sWrOU zoBkikyB*@neT&Y---5JYT42psHGidS^H)i&K!6OL(fvz2963?@ImA_P#@N0#TOdYD zw8)~6w&vCPtj~+kg-Gwg-R19V6ztA3$$cmAs`*kS_u^|F8=~`nBq_x4HhBoIwUZCU zfslvpNR34bua&;nx{Xeq;=8L*PbjOV`K%QE_rjk2>n;FH`xzTsnT+&C0aReWbXN|L z@?(Tl2T8rAK3{F8v&`UYaCr~+dpN4aF{>9`p5d|{R10j{q;_X$pP!nVt`-sOdXT#_ zbY}MuQI9_?ocs1~1)Gl_(lyfzGjgk45$P}K-$ov-etv*lKkyYCk^=$H)u+ku`3`jx zB~_hDWhA9;xPRcQqw@J=aF-BjI_!mKLm>&}ij9uz&H?vibH=CiBm$Hyn8pNNSNkI@ zo;=ZFuv8OxE-}`nnmTw%9}po?sA;k~sHj?|FH!uj==+04;F^21_zk<}vXaeIJf#m~ zF0O`ryz@{u=9YZiTn9{XOHyj=Ka%y| zFw@^^E{99U-HlBfT5=LNFj`8qK4l-ozEvrT4?SLa4!c#zeK-zZ0&0iT&6&gc6|Vja zOJrX%k}k)$F`)4ek2_zHsK%&-cH&B+N-DV^zH8axBGiVX@L8t@Aj}=yO?&}gZj(~KA3*z!s5gqFhPca zlXBcwh+jpG&-442mOWg{Gvd+8GSlB~Gh_JER+!S6r;F>TS{n;fMsRGmhO}`lIcj75 z3)F9s6Pru9q}m?$FjuYbiLd^*QCPaY${cCD8{G@!%RURyaekv(T50p}n2lSnEw-+8>ewt7I;mM4?~>kLVR{eqwt%`+?gogK7dlu;H1&6R_d(zP~H3K<3z+v9C%t zgMawI64O1*)henDj_xI&sEqI?t<-R7rVxNgqBxY^@6W-X_FSRCPAYACvxiN~4Yzhs zaTzkSt_Yod(CNuL5X=cnHToj-86*0J!^gFX45@)D z4`a)tcwt6@&Z!{X!fAqy4%!75u3Y=^yx7#v{00#ilNq0R%k+E{YjZGx(o1sL4064@ z-t1@|qqPG}W=oIrD8!h>`egUE*fU#Ae8YtZ+^-DyR)pQO6HQxDciuW=l_9m}&L2q+ z5`HvM`lue-;?qJ-yFW{&J$TqWZp9 zz?DJkaP%`Q!mgX3^*1|?Adf&I@qp7+Yjb5GpoR-dcvTHAsdSP&)80v!c_JQ2M9-3f zY%xRUr}fnE8LoTz++F~J)}p=*hHiXRZ~+ItB+Xrafq+A?DGP|1f$CP5Zh0`Uw(l*@co#cR9rXOh88La3Q>?MM&H4kwu&PHK(9soiCzn~+ z$61%@e7YGIBsYL#K;(S8E;PTUX!7$uK8J+2jW}L|4o^Y6Z^Qf!`bwHD$+d@-t#-?j zxjw9ROdqvBsEDgC5%vGHRBj~jR#RX#&y-c_(N=PQS6b6nL*6MZ_`}TMw?W9mg&$28 znri2CQ7iX!rbwE&9qU*#GL{~{cy3+$`Bn+vN{Sl#wdVCF2y_2;jPdGP>&6*MN7AJw zE=70b+i_pmRsY*?<*}39yJnWt+8NU5ArpV|Doxi(l62Utw-c5hm_F4luB2`hOoyui ze`cqgeD^M`ld8!e*QE5Q>`Q=t-LJ2cj_!=)Sz4HxN~8HWjPuAewc6KvO*wmMx@?Hy zbEmt76ZIf+kCsBD|HwV;r#72S(Ns7l?Gidg-g7EN+KD&m2;?-yw`52Zi^-K*v@fK2 zJ_6X)A@}Y7R264D?`{RUVZ-I4&zwUK3RE|ip(l8F)%K)AYY2-$6NizY#(}X#y0%b{ z;txbxNo{fDjV(I*ow@R)qo*2ws*3>GX0FVuGj=UitfFBE4J>4t&gIjrWykD{xMCSY zT~*NVTyLp2PLwqM*?qHQZWV5E;)uVs zb8|W-NFPCCe#L)!37(i%EDd{|BvccpSYZ5HP80d#3_{b4fK(z3pgrH>{k&m?4g6+B zFL#geMD8s8QE_b|m1Iiyb4E?St;Pv`wEsc~=K06xN!lq2Hlh!F5nbqsoa*+KvUy`d zDqd*$p%~-H7E!%r;y4G_lKR4dOW$fpSRCv)4_xB>vaBm%Pu+_uoAm2tN(?kD^wTkK z7_!4MS(@S^Z|$C8Rp!+c60dIGGbXarw_N9a%2C*MV6f5+>y|`VuQ&%xw?DQl!4(JG z8MAbvDb`+B{#NIKEW1dOI4ZTZ_%c9;+{17vVpHvFdSclRQUK3i^6qxh7wL40N|zsT zqJy{YY8qHqk^28O@Rs`qK5V$-4KHsY4>brVq(Au}ILa-xI8{vEDLABwXND$$qc{Gy zqtUbZnu-*8am#H2zpq#^t(63^6MgBSQ+|58Wu2&8+9E4&jzOJ-Rbc=fsg7WL-}ICR z_jhyS@c3iw!UbUnA(GSVEG71KX#%9zX+m6}H!~SLf~l0+L6#OGf8b&R;8hnPYLA-& zr!B0sbS7CcCV*E3>wM|VNKcPswajlly{nz7@qvx*t82y0D+eon0=-vI)&u+5Y48H} zfA7y+es1Ddg*G_;LHZ^9r5d%R7qqgAg3_td_K#$QvDUlTeY@o8xsrv*b)SA^JL zakz5h>CjZla1jBT#hr?&V-k>tlmgWcy%IdDgee!UcDEDP+9v86B2_jecy@dXR-S=!X_G1)GSrP2Q1x6}ju)^3Q&uNCS6|H*}>Xkd$Xc^($qSmKLA-N*!pJuneR| zS=nfD#@S9esdwfv!QO z*PUTTyS|^FuPa5HaQNvuF%6=)KA*0d-Bh)-GP32pO!wou;aX)B`C{^b6*S}Uy(sA|{G=CuauBFA==aLs_M0%B`|co^4tb27k3E1a`J2{& zfQR_qehHpLn5&ebGrMua!=T(}1f-e$`MT||p1`5hYKBtwZjWtXsPa4nTW|k7{!QD- zk@`IjIJ(RzYqX3C^DxOoLE#-_%v}Tq%u>XKjj4~6FC@&WjKQuBOHKaV>Et&Zfs=0Cl5j1CnVShq}56{a3;BwZ<2;9Yf za?{9Mut=x>l;Izn1G1jj>@9b^Fm*VOrL0q}ojNg0)^nd#rB_ z=9=*@$u6L7V|~rR2)qk{36G@Ti>!Bq?ZT$l;A`8GGR zYDnJ|?dDJcU0>lptCbEjp9v$1o3@9ReoE@Jsl~y+^O{)%3)md|;sH&r%&4}wiND%3--3|(>?OM=2vF3%hvJ^A>t=QX$tQ}S*W9(~4E z#(`btvZYYZjMpeL7oI$*tt>CsvDc*dv(3sMF|6T@nhX^W6$);w-yCu;J1a+_=n|b) z2B%(v#tTZcna>=M^vBqqc&V2CdO0GrbzeVEf>{(L1Nk;9kmESt)QbC+45KaSl)iAz zhpR4bPAjx?+FAjTGeQOX}qm$UB##_PG2ayRUH^01N~`DRLR_`sq5@u4D!1jNM!W+C zA7f44kkjAWgKW@Cm$P3rUV$6t3mBur|3{I?|2b+xmFZRxc&kF}Kt>^uroji3{)#p46ypO|he*RNUV=)!?XA&@@v*y&K z;_G7AI={%WtUtoF;LiWtk5l4e$5?0FWc+=N!YLH9!xdyH*`H;UcsM)0dw0#7kaNnzOIO=4DA=FZXG^(Tqo z-eT7#{uVq=)F};xwxA34RcWT7(0JYI`r7m{KLS{nZW#0w?4BJ}HG3xETC`A$4!h_V zYbcYj2Z<(OT}tDM=989NZm@)!Z0%|1smDp&9r44jzlxCs%6pqCCIM3JP@2_4-{OEc zS^eMbaJ0$P#9wuB70%fg$r+mT6Waj#c`9cmcq!yt21t&L$&y~Dk}0koOkG0YtY}arU(JJ<7W!6VutE5by)aJB!@<-C$XcE$m6Fn286f!}{M)ed_;ipS zz>L@B$_NkmUn&-e(?q$u<^+Bb%@u^Im98wTU7a1izNf{{L*XAR<>_%%w>{;Y=qkqa zA?`I3>!o|%`)A|pS@*zyhD4?l)V2%rRoPurL9&rou-R8To5r)hHV!qcD*2}PWcJUz zjwt7^ZT6Er{2rdTAfV7mR;&(m2gr<6)P0W^=tR|m^? za2v9{@M+rVUjxURf}dwjsObLzLf~+rwxt%U=zSTHEoO5dS5^A5KB@jOi#P%TxnGf# zr|X75n6NV9HGXQ8_JbHT@x*rv;|hhr0pClCacA6Tdjrx$dxUOF<`iW|yf%(J4f-F6 zWY^7$qR8f;wW>qd7S*&^Pe!aGh?j{F@m1gizGuY0H08;ZGIg(C?5qrxMW4leid}y8 z6D!m#3k{sXf0+ZA=z9VM<)hVgR^l?ViXe@i?^lJUyf*xPd=z{sUoH(%_Xl*6 z+Jk8QF$>h!LP2PIwz6DBpNzU$9HZr+=0BV-!Tt?22c>NsGh)q+nrd73+2^2usQ0Zm z05+ar?v|RMyFV@E70oRp{^tQVM6e}zdWP#a$ysBeZd*3ax_)x^ELHP~Q&_^sVIGH7 zN9&9*<&d5=BLI0=$|KOq&T9EFx+eUseXh!Lp_=9KfqXMF%em1PR(5tW zYkzgSO8S{B+YRKd+mu4c-Z=QK*G;p>b>TlmeW{t&9oa33ia`8qUn}~-tTr3)gkFbo zxu)kZHSXs}g-zY$-7A8-e9e#ruag)-!n*E~6uCX+i^3nyu);83F^jBh^)o3aYDN}< zudshPo_9B<%Z(JgT6*Wgo@K)Kqb}fQ2VZ(#Fq04+YpuI!r=n%|FTWor=)zQfoTIr< ztpYE2za)syms>8RO1@E!zrl^Ky0V;(w`^EP84~xj8uoS!R1LG3rJSXmz{qngw(oRx zZMwDuh$WcKA8wctjT(yX8+kuQOz)bXpUUi%sd7P1Xt)~+{#O4>b~vi`RB8;MZ4=r5 z?PruyPzfVs@hExo&po54<55frfVXf>_l2~?XGveT+N(GKs~908FZp|+0fXTlF z<~5bRl_K@AkJg*#Z3UH#X9WYKGmTCoOj61-nM{h+cM`vRnDJDt&Jye?<3d0Edy`>- z{+aYu53mUHdc^u5ow>ynLMv8wI7WifGD8JgS?W+vSjkO}DZQvYyYBU*)aB;&NK{=2 ziQynBFNu9Rk|clN!q@hv?Eiy^>B|4z9cW5gDgWub&v^)z-s=X>NjSZ@;|TMnYd;^E2`))!T&dnzE~AyLwa$elcwJ9|`CF zw1E$k@B`zZD^M8_bE{@}@h7*Tsp6-JnHs;=0|q7_8sgK>%Iy-HjN-IoK&RvE=Z$Kf zvnf)nDgK6s0pFZ9tF_US@G#Sy>4>1$m;Qj@CYOQu6HiYe$HtrNUXM#}$;*?g7>X7B zkR0^867`W(gKgmB*RCGQwef>+#vtADflm~n5Jnl8ACN(-+3d+BF2l+tSW$5(w_(am zYoPQW$?%l&5_n9AbFN;;sOLO?&`Q(Hcx>G!CtbBnRrgD6n{#4nB(ITWjRqhaa26s1>gC7HxvNkqIq`18FWFILbZEQaSg zw~3R_R-#ml(K(wY5jYUVFg}SdIvJ%c(Yu(7J$;nao!P@rgBWJ=9X28RR*#9J%nA0Y zBT49=6OsIJ7l1@O1aQQ8zlk#~vqz!r=g%`^cr1L=E; zehN!|ETzY87x|enm_T3ks1(i$ac3-;2+W&0PvFMg*qsKKZZ9A3UmoqCSPQ?vYSl_8 zIM&&p)5$5TjT@}_|25Om`!MV*a9li%a1cE;;?)uG?m)~@GuBydiD0i^g%`WOu}qSd z8R)s^AHaR`1@AOEUwCoOW#5vpqTV{q_c}pInXhbOyc#~@GsE?BX%*jghE4BC=KuV| zb4s|lIxemjCR4Cw#IN)8NIzzGpBa!xx14ii)Fy1*iZ38xQMe3^29R!+nt}34NRJlK z(on;ybLEV+m)vPD87P0_8-5{kd|&(vC|%YC(2lD6P*|?#RtoB{=NkVEMq^k^3Q!*5 zK_qi)-`DOui8s3dYNLzph=2F9(98AE!42N4TOzwqIQ;~8cW=ar5E)VYhFJ&lq%zw; z=99agF40JE0WZKpt~@d8H`qWC2YPh_?@WA~%cKt4a%zPcZFo!J|0Tf}_X7I@w){zY zxfIaVQwL=sHf6caE&+_$qOOV-PwP~wPK_>XnlcpzW94$9$J~i@2t5zUeYkeetIkk! zqB$_vO-cvvC7~>l8)@Oc@PC^x;lHLf(VO!Gso%R6DB|EUvh%7jnSNgG(tR-5Ae^b` z80R$44NO*y5B{6$DrhV1e_~=0?8^|PsYqv$HbntIzfN|%IyfWVM$ML>`a=@{MJT>{cmlom#g zP#8VBTSB^}21qEykANQ0DYi zN!t3zCotvn`I4F!yn#^lEtH2%GU-;YP$Y;9$|Z``gj=^n*mYXiT?*KINR@EugtPgf z;6lZQUgSBQ&)yXwO0y=X3LnH27!u%)pN(h_A)~ZEI9%QNJ7?j4IJ!gX!@q=t1Ps2k zTHV>>J+yS&+PTVa$ypfhA{)c_|S)29Gg*3|ZBaWXK4;2YgTT?2gsG zHGi!>FGTW#vyM=nOXBIPi6$M-8ETA-6TmkTXIC;f-(ojm2jwq~M=bEFue1$?o9Pm2 z&9sV?-K;amQ~UGqEG;k;PEW2ItO(w+yKR~Kp5NIt?b*N;Yv9?{#{uR;1ZntU5|yXY z__AwDcX?8_vNAzjOQVrPmdp6g@q;be22Y0=E1UX9)%6+vPW934VKPY0hbZH9<)-A% zuMU^8R#}eMIlV^D8SrxVb`*eb<~I<4y)7;I@TQR`y6E$w0+(`B@J~T?$CQfgws{kv z`jdv4dS_ETZUUvwW9xQirL)2~`vf;aXB@=-$UQ#|kUYjB#?_frV8BdImbm5W{Bn4% zJ}kt#Dos(NL0Ol*-{q!eJxvzNA?BhB=jIsfS^%(3D>A?Qs7*aiEM48i zn7WOm@BIpK^ z+*qsT9x&#XWF>kf9!bkWzfF#={}UlsaJ@ZqeIq)5PIxB=0F!#pza3JzVw0X=MSBnG zG_@ipqjDE$8Axgfqhlnj8ErXqWkk;+qu%2XV;*02|81lJ6i(M20jWzy2NOZVxJ<~oE@ee{CXxAl%OSIKA8^tb8czPy>o-x((S3^XP$R@W z{Qj@hfeB7ocNsYu7@+y?v*c){-0~%=(z>z0)9*G&)U(9q__IefgTlOzejwM;Dm%?0-p#jS%BDiV4X!0+#I4*RqDi5{)J2( z;G13157W0Jv+bL2iCdu?qJJJBa_BeUt8;Z#r^(GYb1eeFp%E=8aijTLk}^9J6Fum| z4W~MdY(6fIa-tP6)ADxR;zUS2{%%Vq`zcMZEtXjna3$G86?O_qbH4=jKdPj#{=fWy z)hlOTr>CywxyaB9Up$&#A9mv4#VI!Kx#QCB05jj>*OE`$X#(!AJM#*yrHSjnt)7z< z0|gQ}DoH=oNC8CdtgWVE|5Km@Mxa#ddy}@M3(Vvt)fQFPCqIWUQn(hqs zZU|h|+#tXsCxUTRJH(^_a%jk(ed_T$$nsORGOZrA^jD54YDW{g%F;f}5+5|oG9J<* zi3J1exlbcH9?gh~QmKPrVU=&sYk>IF^Ok?oR^G1l>-&f-dt}1Wd~|rv@2ET2#?Y~k zkWSSzD{W4C17`beM828Uj}Mt?C2EVhl)#tq_Zq$a59j3YRu#EhF2PCq0DEyUt*&#} zVl{Fp{06s;Wd<(I6ppo-DCnu$-CgP1$>&;|B3Bk)ZA+_gN^sWyPF*KJEdIU8oht#U}2Djdr z%4gcl;10~|Ko-trUVZc4dYuv>8dsDolIG zpK#)c6odOeAxa}9ljJFu2bcv<5`)Qt4U20_kGlG zKZf0^RVP z$Pn5wpZWECcu9Gk``0gvU9^R6%5Nwa-mq2RFB0)>(vm*Gfi3xi5-BBER$$|rQFczX z@Mth7hox6mZUONHiYBl4cT%eL1;d|bp*z`Hx>_k+KR=HPe%Qev8)-U?f$D9nONb%G``jn{%0OuciZ8mkM5N$(MXUe}2>~KKjQ8KafEp zs2pr_75TeSx&4&#%|a#C5jj)sr>>{E=cCh{91@dStm`Fj^Wgwnp|gJD$k!`|lZqz0 z>(pKA+tO#FZ@c_S1#Y^xanalT;kBf`S2uEh&#|H`+LFmupF~pqaYDbdx}cZo=lZ^E z45{ZXj&Q&wv49PO{mtM=$fX z-%F%?3dv)|xhLorf3<~KU5yzx+kX6#pY~4a-X=>W&3n)1vxRWl8(3$~KC(>ya2SJbT17nj9=w16 z+pN6&>+`27dbsrM)YZk>5fZkovg>@8)#G>lW1A|HIr_Pk7BzyR9u`6`^tGRvn32^J zc8(VSQB8j6w#L4;>@_unVn?4PBhV4hhL$aRaSnQ(kFZt#V|H(J-?9OJI=jS1JQE+8 z<~y>&d(AjBHQXe#Q(gu&^fZi1wQP#4KcYK>`j9@o;Qr_wqqke)2&hOad(Tv*oTu>* zvj^T(%d#9iHeX_lc(C8%9O?Vc$;m^1!?gmXsKDeuE9N#a!Ol@w43ps1ag7l0pGZv-XO_t^Oi~w zy7;&7gb>r#=2zs@V{I`>gM|G*?%4-V#$aNyPx+)MjU;e}#xQgI5pxIHe2V*W{p!ZTDH>`+&x8qo$5zThIh3m3A9Ns#Yk20($zV+bQptI zawQlQFi1ll#^LUF=WoBaZ7;M|-J}~LBP@BEYvi6!{K(@l-Z^YE|7A$SJlkATo*NRG zQ!0T4<*5?fLC3w9ri{q^osyVZ{A6?ZhP4ChNncJeOFb!Pdl_vp5=rrJU=`JT0=6ep z_@eq?Rjcg`hwuU&@T+;P%H`R&40fh)P8lNhIEGq2g5axZ_TMr^e&pbo-;nrp zLUyWjTl@57Ji9Jp(m;NMB<0C9E*!2wA>)76Ht$9I_`}(wXmqe8xo;pus9 zWi2eGd!PMuoK1aunC2~;N}~b8irS+b0Wo#^sqbN5!oYqL=@GWAG0J3oLw$P|T{aENErU)eq)nE-@zP{gmM}k1Cwrkmoxqn-%_z-N^Q>7lU+`G- zd`%dvN`}0NvzNzGzP;W;2>d%t+Z&l<7vnAG#RKGMItS_C#EZk~ zy2_@F#eUr2!`$S)-4)J_$m7#KP;M7L)vi>qp6_!Poq49iW7zk3)QGN9yX2i2CCY5I)_i=O$_y=4lel^?jOIQfY zYudmhDy~L;eGe>)tV)m7+cjp@Zoh!2bdY8HC}&XB>Ad5C)xov}Xw4`^<_c5W_Db%< zl^5d=sc3P&CM|vim?iXIK4FZ=1wv=pd)4dUOHBMWX_Ds$5^R8+%bks~c=!nucCM}82zt<%>Q=LFqy{`?lTbnTy2uW?h~>Eb7GbvD1GCH)y;uyHGT26DMLRGbLx zXgjN6pC_s~X1|FaR+hE(o32yf^N|@yALDct&E_3?<6AAV*qk=OYC10M0vgW5g)1~! zq`nPkvNB&OcvYRnv0L_vG5BmrW9j(5TYC0acTUvV?&)xt+hOivPj7ae6~ZYPkwel|!NFRL7VCKFcTKmyCUN&^B6Un9GhIP}dzI)jO+S8c zCDlfVJksY1gGnS^1G!c|$7|H>-`X83*Y8mRbdTv;m#dz)K69l*O#-Pxh0EN5+A0uP zdivYYm;TpXlv{_?d_J2DJFfcX7$-!~`{&6jpA;);@Qs~%>hGwvzeAjrf?AuMsVK<7 zFk$G%#vMkZD-RMT02as<+z+T)5~~e7<7$@X-Pu)DlU@qYoj1`{Qvd8e65(dZ54b0B zQ+86ECy@obgo%r@{cGD>;rXZR=p3{JIz1bPP^^9paK6h6w@V-PAxdy_+_Jg6Vf%O; z>QJ<^()?4V&qOb+uCGPk8HQgms+Z%WPOCVaM2_b_I-)&kZ0G0kdyQ262bVMEG3Zmn zDZi-CSx_A@DI#S zTZr0~kDoV9Ny^wju!LNfl9C*GamlrtdK*jL73$Tj{EYoM1_&rDG~c2HH4)@-b?jJ7 zRQbM>z_nZ~q&%Rh31-AH!c#6bX8s{%7~d)=Je!jXhDdH*WdF@cgI z_Nzf`jmJQ-lDP50E{{X9=c@o`9*BEdWh{dzEB_a;*+0ersx7DJJPwvxiQdMV`H%+- zwgyEd)Dwt_I9Z3q*qGqU>)COUV}x>-aJ7H9dbPww0S}nkUB1-qI-sp!Kk0yXH}OeZ z<4Fr;2d%lXekzV?Tv^vA+D^0eb_}{avQm<`d9nj!4unGXxm(+b zxucpdtyukPKLHF&lW7?)_t3r8GkvaCOpmf+kHV8=Uo3TbPL@gRzZD(2JmgFS8GV^k z-&>i8n1baRB}wEx(-A&x5XC}#6f<`YrS_Gk#Q2_m%2n9Pf-*^WjsB3N3>q29Klstv z_Rl!E=eVfI@{{nwgfuTVnqz|8v&Mk{5h75MQecy8*n{$WhpDF{KCmI(xnqaES^8!? z;TW@Wu-$*a7sWc3uKzt_=n=1hf_|vE`ssS}pH%bw*QiRaq@sB;S=!W!Z9!fIv#0$V z>`lLyt|$)VJJ$X^Eqa#09lKw1`X7$)2=o{wlkQnQ9P+iTB87m7NA}SM3I%N{6g>ke9vn|x83!jSXHPB}d)>(_SsR=dP$lAUM6I+`4cDax)&{c4_pAGI3xPc zzPz0gSBaj7!N;#IONHEk9`3pJKQK*AJAbABUqL4^BP-uz4fFANu>M1pOe1PKA8Jeh zjKpN_`Pg-g)M|}UAz>0x|9!?40C*6pWUZDB?zR>W=n^Rtl(#VdDtM6QVVS!(UmVdQ zOFlnDukd88AbLBB$DLt!qz=7oTvVs`Xzpo>JQ5805=L$I*I<}uPj#{u%mQ+O%WIEs z(p7PU`wsQcmGUanloFyb#9_r--u!NQMqrAy_>Ckb4VKW#&mYc;eyvm?af~-Ie*W|g zz7|@2H<5!QSuUL%Cb1MFvNy|TN*a4QNTPZQuu7@P2?5?X^=vBCQ--N6V?HGBHx02_ ziqBJ49|0q|w!m-9{9%?BXGiXxK3@g2)6XbY!LhO}TRSs!nqi3^6@R*tlzBH=%xL^- zBZF~|WauM4wxdKCl<4%;4&2Q)GnxY*tL;;RR!u)9wp26TL53LH^Jguz)6>3+(w52q zs?w{jr(a*0-wA^lUm!^K?tU>=lBl_uJ4Y2%e^$s%vi%(5V_*355fKNh1Avok*7F${ zNI4w9XVl7aKE_R5(GM_D;No}ThX9UR=w4~=HlDqkTn#^m>QB8)r8m6%fd{kgf-a2S zQMhV1&&kujkZS{jV3IG860BaJSjNb8y^#`Y^Ed{_YQ&_N3`eJ#lE7vuDV(%XbX!;) z`2aTsf@mUI)rd}eF&L2xfkBp00$IK-wmd^4OiO!U9nhaEl#Hs066p^yw0lkIVZQua z;_}a~4?kmU6(J3{DW1$K0)fM#&_DC5d-s&G5TEHfaIHN1X8u>Xtks#2pUt|)8(g^` zJ~g?z<`@@DOHI!6k~GAv3{MVu2T~L5{+`@wJkuSWDC;Pdf^4m~9oH$RTGiB?CMc~Q z_GimRhK!&)>#X+TYlc6^shO}FG1Vg@e(zQ(qH2mm*rIgP8nJMV_lCmv3f>QB7bhND z1h?>L`=;JaA2Cev0H(@blQdnQ-cyO#5Le31@fE;#Re!`5`fTMzKIN!0XlMCGi$|+h z-9l>eSedW3?EQDd_lQu~T7>qM%>iytd&4d)#o_5HB=tz4F3rqJ#R$g^JG&W%OXLs`>^PqdN1cCb<%jcZ`NzI7~+ z{;T>5Ik1qm!2%>p8Tzg+4SxA{j<~o$9WsAw&CpljKPB>z4|KC*pOQ#{DU3=QPZE5w zIXpS$_`%PV8)=FFivn)RR3=RrYnuZZKIgUU$CPRLG29vDFO;9*S<$l}23pf?{{l7! z6i!(7Z*Do4nEd=?H~a6gpxOIwy!#KmsN$gVfWhkOhldsCV?r%SCgVBugU*X=ub2S* z5z-PSwmN9fI2j0nrS3uqAPf1~*_P6gi^{v-X5{ch!BEGpSnTRGt)X+&RlcAB8KS0Ba~ zra9X#n<2>@!8?b3)iFz}v+P&K_HsayV**s7s-+rLkJkoPlHdWvF>qE*>eN>b$eK^4RX+o! zsNkoe$k%})FK%Nt|KUA_Xudt(dh0$LS(1TS2+2g}&)xUb>omweAytl?pAPfBctNfO-{j zUFc%88LDWX+x!|unuR_68l>#*5LF3(`7`Z32FDfalpddr%-VjTn4{EJJ_1d2UPrDyB_Z-VquY^S7e6SvRuu zRR_!1_L^Wpa$1bBG$FusDcfHh$$A$tzTM|R5{2)6LiZ7PKF`llJCSNfC=H~sO9d~7 zm2P!~mMdyGehy#3U->H!YuZzzUgPFozcwv1g1`SjSn6lqb&KrH7_?)}y+&VV(%AI1;Vw>XYUF;+Gt$3_ z$sYM-fRvozSX5!3Tesl3T=~Iu*&|Gat#-S^K_{SbB<{MJW~;5&*Q~rC`Yy@RkCl}x z#%Nem2r16bP_+3c_sRU);bN%_4rQUm;M#^oqECwSTMQ&QR(XkZ97OlxZHoiTi|f5& zzeeWONs~foHxlxn0Ue8Ez~j#C+snpd`$}@YfP}p%St=-edT(y2_Lj_P{e<_xoaZ3R zpexG7bkgs6{Iav_PnZftDRbaM85@NoN6yaNU(w}8r?KfCn~+#S=$#GAhkvcti;r)_ z{i!203jD-I%lk&qlH%Vyd>4$3^tboVAI}SoY5ZdUc2#(!ht?Tp8 z9{1&Pg~B<@B!Ih?h~ilP#vIP+r*|iyaB){L`+3MvV77|DsXK#Gy7EcB*^yjhAnsf2 zz{(h>v*-n?p8Y0PgS&jDoX)hr!8Srb5sp-e#n2;>KiKytSs;qrdmtA&-&n)w!|6V&H;cIHY?d*2Jdx_!ml91Zb06ko7a~05DUZA z1J&tUh17w&JV3%h7v-LVP&bb$jHO(ZG4y)L{y?Dk#3}PT+a2jcZ~PiaU`|RmyOYfo zL;;YNh^s3EBURaQG9p>azlS&J6ej&ZMylBvr$I!$)AY3kI`g)v)e1}BkZI&e+uXPR z3yfI@A9i*}xM2;fGh^LMr8V?S#$s|Kas&Og7B!fE5h#=iJ?URzVKTKNwGKQU2k1QJ)5FX83IvinsqSb;g&;ewm#aC`-D7wI& zxg!`K7C(O7&Y3%1?cO$Xb}Uf%)z#qFj!o>|jt)zH1dm~igyDPkQombB?DZv|mloa1 zNJR0><_{H{HQUU9{@1g4GRnqZW+a>!heGbc7A9Ygc|U7UAFz4ZOTh?*BhaDBPJc8- z)-o*(E;i+!EFaGFeNLqPTrtg3x-GvhZv z=Vyr4={gyeZ>*@YWdBp~CW-Z>dtKQBwV?RLKYFmSg=^H4utI^E!m_UywP?DzKgzh{ zTk*37gvI9vGY?N;g@v1h6j^AD+WZ2x9Ff|B@=!MCdSl04^{`g8BBrq9k!lOU{+i}S zUB5)*+(*K)Tq%!$$0~f`@BiN(xgbd1mZ_H6v75Y!9#TYtndNnb;yD^03ecp`jU@UC z{@DG>_*l?^3AfztmXPfJt2CzIn<~^Kx~NN$@sUI!8hr{RN5Do6NZ_p%A$%?m1~teO z5#~5Y4NBZV)@SZka>(5QFSoCEi!J2Mr^`(V2%Oo&Dz_{<)sTg&6ME}&?uV)j&%*~p z|CR>2NhdxPzm-9PdnB2nN5_E2a$|K+e8&`gD z4k!fV>g1sgo|BIvMME)|oGthE9W@@|f>Fi#mo`(VyL)vc#r%QH@3SsLOn|atPatB_ zcN%WKlEeOW?M>e0opyfp@)ZAjGJHl7_5~JH1`6I8VH^f|RIbhgrg~v_dp5>jl1vmq{|fg;?rq>Ymr~Q@CT!{{X7i&qALNqC8Y@eOJU?`cTNHgf z=6G(}#lZufiVQ@(nVDulekIH<#SgwC)w;u&=-M|(#f0#irmu zx$oyPBB-je1j%UdFL{$m=1aG2%Kr7k^-{;cHIY9&rr%-|C=#DgJzV4DU>rSz?-tbzqpPRurNdo@1}qk%*tO*b(79-e zwvvjsm-_TMaV)VLcTL#hc`@gUgcp`BOnuJDA{rAu79y~efv2)n9SULMH|D>WJv2XR zyvh6_ha5OYEv_BkX+L6!43~2`I%Iczg{iNG-V{4lZa~M3jPztxT(ec!K}~O;y}~nn za7EXSLts9qp0TL>`8iHO`F}W}8|cgJu*sot0_dQ^jxuQC-e$T?x?4ptEtMMjOb5AO z_vYM0RrdYFZ9?Q4xm_RyJ@R?^$NPw)$Bn&*Nm>%L?tlOR)U-F3ed4v_Z2j1eiv1(Gp(MiE^7-rL*jJIm2(Qdfn=J3MaC#`GSLSPfe;zHeX^ z2!3A$)yc@P=$eZg@^Y3X=Y85o*4Vi)u`|asTH^0XFMe5nZR!))pcY7H51HEp0P(B+ zekuNVd_`gKOPmp%v2P6xQU->OT4EiP+bql|=_{VMD;VJ`3#Fb+-XQ- zLT0#R6=x8V)3?N}s-YdJkq^Gb@j00aF2)1??n5l5XI&_LtVL(M)ND0Lv?Ux!*SiB9 zFl!*DWGv4G&IKArQx7z38@06CT~aJRj50!SV7<7j6YV;V3e=JCBTyEm{WATZ8`V2u z8*LjObho6Xy?*UGge$_G$j~w&KHOl~$Btc!6l(GZcSH{Ev9e1@#^BzLu0sRM2-&<- z4z)gehPw)E9k{7fOM>s~*TxoQ|9Qi-7@PK6l=~JbiogW+AI=P^DF(9m4~0;pPAw~u z7R|)ngKAt31vmmNa2E=gNYJ54_p@WhOC+x*l?@)EjbLS9_5!wJyJz*?t6%b8V^WXf zYt5x1^vYso-&frCKn~9L`)Qd1maYx%ZFYbU05$v5TzJg?qcIRB-$-R&dRxk%wav`B zuD1|LxQU%$JUDuEHIJ>8Kq=I#e>Y7y1Pv0Sls_-Ootre=+Rf({_`IMi=&9AnnpT*K z`V6yZz(mUZyjA&^Kye@@Bfo{Z>D0gVT5I@dgp`YJMq_ObrZxOp8Uxk!@K%bFjZLQ< z^V5zQ35i<9~)-MNvSKT!lb7f>vemY{JuKsG6 znl6n#KkdyMZ<0E|5YVDQ8q$0LnciKK^IXAlI$(?EH0$*O+wATzByVrS7{nBEL&y{y zEqSpxLW4HmF_yw>gpZ1 ztu7F=gX8mq%Sn`JS`;cdv$EfJE>LsB+(#6zgXLw~kRgKs?m1XlBfEg|W<-iN=DL+xHQp6o%V!GD1GspVCy^_Tml@Ji!f zu7qhRy?;gT4go1O-*Hmz@U)QQh>?yaTtE>JAF-XYrBa18+kRouo_IvT^2_5JY2J$_ zLYmDN9@hX?FBx+AMR`-=V_)Hw{S@{JyrTp64S*U3q;v4fHoRVJ8m-cKKwcdhAy2vX z)(0tgG7d|5-+Az4G}jLu8F;X%+1_Z}lgkf=18EgBeo5qf%37IdxemRDHJV!7M(NfF zVWr3HiFJ4cI1u;swABe$^(8I`A5KPh!s%(bqrkv5>yBq~iAjC~7yHV63wnm4{zfO# zC;E*%{lnAz&y+ZVx~k2{-061II2x{1U(GrC;60B)V4uffBN%GWHbyFmhVv!F0Im9T z>6A2$V)0+Q$?eR9N;=w?hbHv`I}WWd0&I=_AFSFx*PxHIY(bU(;Q%!>wiGuT@6657 z9b<3|yvsGSLzf=s%`;ou|39Sbdl2lkxncrVZ8=wErw0c5%d(*AdN%yVhWG&CpP;lQ zDsg#^wP`y((E3H%mM3aBBC;szS!1XN3$co7QE>WrwT3NFYrE|OU;g9S9>o~k8v;?K zLK`k@hi!?n@EG`U=MKe)r=XW-yr^O$eQA{GZbgQ0a*;%{N?-itdM4fn?D}um(%g@?SQ?(`1F-1A5GE&C?@0Y64d$`Z$vjRLHQ z7D%=DGIB^UE)M0-x}|D;kC*Cd!!R({aKbtPwUEL;z;4Joe{u(dO!0r{XqRbTz+9 z*N4?%er+iGC`w}4l1K2F;5J;R@ym5ub0iK<_G~U;Um|iT?MRzXg_b zx^cNJu|qw{uJDS11=w*CvLqe7Hvi3YH6fWg{66SRT5e&aXrU(z@Yv0YKCu4+lCr+8 ztWKTdueZRrj*xf1qNuyPHrrg++Le4!cUmhw4cGWYSKkUHZw^JnuRuGqZ^y1J7iJBS zT(a(MnZ^I%@D@9WeqccEze3{7k$kwPkekU-@Cou@N~@edt)G*=37D*LZTv_Uz>NRp zqyP3@ijumbOV*oe>jFjzJv!lM3sr{*103+)a!OmSE(aM6#j`aqOtMnlYon*j_y220 zRYS)rM3u~hH?U6P|R|CwN##dZ`bhBQ`sD#J(wrE97oz}rvfc!gX3oB<6>Jh^5hV$~3N0OXy zK4|x#|3ZybzWT{DLSuzESHqVVAG{X4;C^0bg;MKwx*Xjmz`Q410(8h#bhYKqsq0NQ z0S0m|H<7<{lhw-Zd7_3PpCGw;vRl_^+uE!C*Y=+dx5^75yzBtX$vv^U} zZ3Oe@D^G>%d(3%%8{?R(B5F?3WQ-BOhyhmW2aGMaz+N{Y>|7u|Ki4GgbmaJeb+}Yx z^sZoLlHH`8Pi~R!|BKr_q+0vI5SzD*B8`_OUQx}Il}no3TFsK~oZ8g(jAtz=-vhvl z2&D76O5>j#$&DWd0=xo+((m!pelUt)&sMb}ilNKM3U_{oyv%bg4x`4tYipiD|Eh|* zpw_~v_n2FE(db|VtuAJY`eU;eB)u`mUI$P~!W z^3#ub14u-kj>H(i;74(CJ;G3&iXV!a$4o=9(T?Cr{C9Uy)I7vWjzpyuJG&QF(>7?@i zmbheR&r_OHF_8O{TK730+R3EK&r8r>)a?}xXu2(_cJ8|8 z>0rrS)yO%`eK*(qH|3xNN1>cQk(R=9l5oVC1SZ=b*}bs?8*?rOyqpO?!zelTQm zy{dgAKzyBRA=9YoL!buBH}Cd1ACqC?+UQc3l8=#(`IyYBfqf1)+eLN0Ua8_Ybujaw zm0pk=Owu=2YfX5~;FR(!CDdCs_8!{V*RldLeSj>UP{|FrUqpp34ik+&3+CPIak<6> zScExjg`~26p`I_(uT=jn>FMYhT^2ximr?e265nIfwco@@Q0cx@#hP!IEq$^-)Q+%6$%wK2jTnFdkEw%48{;C6j=g{1z zM{=)kp%mwgMU}*^{<_K!0?Mn4iW0aGETT=rY4scgjJ^IZ&48!q?U>@N|9u!0AfB=~ z@*1ezC9u}7d9I~2&7&`>H$UBtI;7jM_vf((H3h+*$|B7YYQ8sH2OCwrOb{oI?Z-v4 z*OVujMK3FwS+6TTcsNAv)}hHJ)ubYFlZB=@UD}yB135&rt8aWiQSBpX#^pFO;t2nt z9Qi|>d-g_4Wot-J0PTJto=U}NUcvu!P~X@_&`~55`Jyv=>(1-yx}&FpcENGsnh&~+ zwSmir826p@>LWw0qhw@MLDtD9A_cE{S3f5jOp#lL;(Mp5ri_Zt>&T}feZ_!qvo`j$ zNr;W^%AN8Z_r@)R2)Lan&au^mU?N(YQ>I841fy)>YJaX`{_EYIUdt#>t49h#G?YsZ zf7kgyt66VGzD-3wZ#|YZ8;d`Qa0NM?1Om?`I*k_M?GX>; z&ug?ieGWP#>#)5oiQ&4aOw;>#@J(&%5T*ZQYy$)+{2>A6|CX%2&&j@O4dvbY#=oSe zj;~$pq0YUg))gVp`9x0~b1zeuy!iVnP!FttM2pevrOZ^i`GS_2sbZOBB)iQBe zTTmuoD?T=tu$xyBZ8EOS-Xa$n-TtNgT|hG*yd7rb*J7#&WJw9W9pFbS&EKn*(mlP} zeC9)*)`ApEE#}G~{d~4xeod%-f|1O2KOK8To}tcZNdp}FbK(-l(p&SGS+*>uZ|l0; z7rq`s3j##E{LgP~P0$tl~rU-h-O-XQK&Z*R#l0af5uUs`NMsHbykf zh)gw>Dis7p-Q%3yw#>LvP4@eh1s*k^>l?X(TJhZ{e>+FP^W*^Q`uv{cADEw37HZGt zt!FDNxH86hFIndS^V7YyFbC>%&BQD=mdY~S3R({ZO+F3Pd~lm%<|>k6X(STD@>5(^ zOv}iL$?enKRVXC3i2v4MBQchS3Z3M6DKQOPy^&rYFq(NRwyIX>q6j%UY*^sFQ=Z3o zz)m!KOFU>K1idw(5 zy_=;Xks&AqT2T{t0kP&3>t3tY*5#0jh~KN z(^coYNw+S}A)iv>*C4=`?QN~bKu+rSQP~0T&TR8j*v6k=?=V7&{vJq^jI;x0C7qcp zpm}yg50upFxBBL2_q$d@`Ku=Ex74fN%WLNZJLV}YVBli$E$6wxVAd9s9QEaw|8SHs zjs81oZzY`ECJgUy?gw!Y8RxNAD%x7TGMANg;jH=6NFYmI2Tis76IA z-6U;`&hPDDeS}Kq6(rhL<9^oLwm!ghWBf8Yb&r2@y`^!`nd}BYSe5yY9lv6Myt;8C z*CL@zsyG|dq<+3C(f62Y#zT8ZU9-LwBN9>tK)mTy_Z;9~0|hqzBYIW_j7la(CNx5g zqv?iPdgcbDPG-`fdRgiossG_T3o~vL;V{>zg*<{^MRbP*{Zu`WrAU8BxSC{kIig$M zu-xuQtSn%yOPpL*d+^T*z-fXzVN)B1kE_?rgj9W7*tCEs2BTbwC zI&te+Qn&m|336{Ak6VhhV=2XVdZtTpw{Nk#)%0cD;8S zfNn$JnnAVie!ViQ2w;?d!C*Q(0L>aleB^qwv7NitVL-$ItPeX!=H`x$h zUW@wEc247Y@mJ;cN^v;o5keK3?YG04nR<@p;znA6F^*KI!#RszsBmo+N^n~K3JIkA zYP`umNc5-$X(kEFRa>>>m7kBc?VoHS_FSQfOug4ByoY-{wxfhEWwjxJ4Pim3?_09u z7>WlXdsf`F+xMP04g-myXoBHUHX+Z#FV+sG4 zKI`|Jz9Fd)sIp+a`3RM;P~D}-U4v&dnHqrj(qElPU#s%H%Dl8@KSm=;K=3{?AJ|Q} z+mqFtF8$fa|MIl@+`^5R=KU#7x)$2x`jW|eGWlpNkt1a+iAofoBe}>uZmtqB)<5~9 zR__6hJ05WNk29HJ659`)>=2_7d0Yu69)7j1bjGrFhV#(Wtr_jqpMil_3t%gG4vqFr zS_Vdv@65TZ3B>vT_~=o43%;r|a1Q}5TAIp~fICT8mxpye?0&adSz!ZJhf37|SOA~S z?l622S7*4O==C%(~Hg(mg8@BGrXltQ@pXpI@P%7pJ)B$dN*wl&Ttw&;}(hFS` zzjR$5T(^sJv5VISi<0229)4H-p`xCoL(Wg>x_)QFe~KR#@zP4WKWMLiviTp5wN61p zV{>dDSMzxd_?DUQ-*3mYjszQqKaNR}F4L1~E6`P}&gT{it1Y}n4diC=$+NQ-Wyc;P z9HEjY`U3dv+ZT5C0`+4BRNU7deMS+%NcffCUB8Kjv@ne$vGf#R!yl2oF(<;^aQ)pb zlteWdKKN#Wsyfj^qth(%Ey%Tl~CijO+QDR7rnKkwzZyJgBZ;OZ$8+2ftqY7fjh~ zJH)sob|<=ZcsNfW;y;0RHP_kv;cgmmxE(#`+jZ~~3Mbg_qE(OW!^x7<-8HnCvp@OBI~ z!j!`3j^`IRt#Itba!SlnI7=*eMWcNCoj`yJNBQRhLuG<-y$>Ags3E~uGXH$-8QA52 zD?vdoe*(BUI@kK|T2<4Vv6@}G)1Z0{^jYES*T4>|;$$e?b;UG?*Ci%7|JCPs>1g-~ z;cQgH!{I^vhVIy_t)EBdGDBTz-fB1rGxe+{$#SyqpPxLXaZG+@O*a*iB4bq>m2*wDos=f&AORDPIfX$5+U}#nvq7YU1tbrBVA? zEifdL^Dh0j^fQsOwe`+d%BX}^pZ-!zH@9>}*jFW?t^0ku0Rpp%u}Ddo-oV}XieZ*J zTi;uBZw6Ex#6P8*?{hY0d~BAUQn2loIwTV&!F<~F9yP-?k~~Z}SB?4;p(eLaZ*@PH z9AwyHY3K9hV$oMyZ#yjN=7Te36%tSHdaSMRudHZWi!!#0%1bBB3oA_x4W|S>)7+@4 z8%3)<9kwZKX8dksuQm9h^$M`_a~1Crm*o^SD(5ncbl>}lBI@#A>O|^%d*`ZaUzn>A z5um}y5mP%SoWgxFyka_b$x+UZ^0^)t!XNam?%t04k*3bsH8PMYw_->VIqtWGzT7g% z%}?k!aQ|!@*Y}!NVIk~h_H#vz+ACt`dXU0&^VY%ArCT}V!SwVo`bwp7^%JY&j>V1Y z@#yhw_HO>s?%4u;G94{kw`zRS=3j+L->F4d-)Y5deuM&U&IXOu|t=t*M+ zLt=UQeJyXNwuC}o@rt#752u}f)%^NV3$$@)RV(Y-zvSua9@5(N3nHshkqo*ZkIgAX z4yt6;w=n{QINBpoNyD_|qVNs-Hjdbf6hR84%GA9?|x2`+8@s?QBIf$p}Tr zJxj1@9&JTd7}S6dDt@*f?Z4J}Eu((o{vAJ`Rq=yEsTQ6e^l9-PlX>3e*|3duHL%k+ zt5=yds4T$i2yB0}IVAhKMD9w)y1rxc>8OqRE|}B)HPLn4pCd4sd22Eg=i^q5Q8d#T z@>Q}s5D+@EI$qWaZ(u*692&`{RY*{3T=uOo`xG~+{k?nWr(r`6=HI5ixc>lGAKB6} zv*m;k(MvrgCTgjp5=PMDAWs1;WFe!C1Z|^Ha!(u^bI-a@6p=_`39T{Qbz>FsApE*! z3rJ*OCAf|n`8m&@n-9zUJqPFJbV)l&QrR3r4N%Ed_YuuBzAZn$QTC*PaO#ewfd}=A z`%PsO_hnoLYNq*v2jE9Q6*dPz(3pC2Ak0{zUsC6~)g zxhOu`qE%n>?@v+tkEJz86|Z7Nx%RNz-UfISR-S)|dH(>hkI$tR`&>;{Ihg+EJ1eI2^0gQnf8d-DD=OtbY`=i&m_Y#3p@qx(L~j+;jCF-nHAW zOea|ao<@LXr-eVlIQ3NJsx)NXDMr=sqNYJ3AnEg_bB>d8{{S<;6-4n(4rS_Nrb!Yi zI^2aqf+JRUcmfAd0SXiieEkQtf4HuthN%rJkV2@geQD7@?yE@jmz7xwBfJ6YN*a-0 z*g8aJznW?ZrhJ7q;HSwnNR;Oz4PpJ^MxBWprH(B+S>(aM_g4M$a3UqvMxm2VqF zaneg1>=Z_!jCFB1U?nQDF1XdbKrwH7w%Ru*obB<#B$YUy5dakhyoo2%he-Deep|DZ zS)N}DH8Leoky_EJJu!pFIOrS8{{T8_g{o@Inn@Kb@zXcmCM zq{F3{wX_eO)LR481V7(sr=7C5`Qrr?YpX5DOXXs^54Xw zs*$oV$sw$O6^$ZwqEFk6JZu(H8T5iQ{!g~wl()^fo(;li!i;Dli(J=9Cx{^8ne(PP z*5|)$`QNuVT(XB{l&>b}m%ZVadJjJ!2%TqxOE=C3y`Oi)D?B~5&9DXpE+11dAfG$0Bt z1%Y&zJ9JxmBU%|iCYnglfUzy4>F~y*#(?CLgVDaqk1R1ydvWxh9;&IRPU`Tc5}szA z$0v_U?W43e);l*u`Mu=yxp~?|t5te|fu|JopS1NfN+Xg6WwRs1q_dE9=_Gq9yfG>d zqqElyPMROpCb^^KNC(WCX{h+K(Aw_NXWONQ*@+Q_s~T%MoABi82OxvMeVrJ5e^pl1 zG;-8#OvYm|EK2n`6{xE#O8yZ}+GNhWk1v%RTUgR84y!G_zhz*zkmMO4GFKDoDmsiVyVz+LYUp!F48sIr7gBFiCn08t};j=g^^dxF><8 zv9<7zlMQFoR3n^<8jc5{pJ(;WR@BI~98ym7^vh2YQ%fbMjcDRVWi_>c8ILN&Ff0Ke z^KWJEZw1X`5GtDG{HvPj^z#_Seq9%vuM*r{T+ghU`B#Y`RTJSKupT@*Fn9>*BdrxP zO%!$XsKPiM5Z;VlBLXyiEBEryAGf5U=WlJaTgXFrpq(WsvFRqdY3ANUdFLHE&~H4=T2>`>9ZYgp zF>?()H8Q1KC`3!8(HdLBq{*-PlX5=~+ZkeZ4=NAo9bYlz!GD*S^Xi+0t*i)!)k`d6 ziF~DUaDR)1K3E+iv)z}uX{sKNAB`-ORPijrt07ffhNOg@X2_W%M{vZdiyH|61M%$y z=IU8g1~kr{AlK$cnH($9h~U~%%*;g$hd4x_$e^RJ2alFVMYnZ)i|t>&#TYxY8zPx%9cBgLc43rCjRLh{_k1G+W3XP8hIJ za0R`imfp#sSYx^&TdxtgMcbMOoFgkd=`Ks!K63GX`)+^su^^Y(!)%b0ZHm3MuR7 z_WJq$#CLq%ZG5^C-|6RG3bIOuhx#D+d?7lxAv}B-I&?IU}e@j6b{#%cUR6iAH!;U^K96!}gxnw$vpyQC%)ng@_DJoS%H1OnWBx4|Dl*=qqO!Bxk=R&cN z8}i<-YAxP7R59AP75J(RYnpKye{UX|UDtTHj7G@DCHO{_K}>`2j8pk^R{LvUbzLPx zQDJa7+J*@$VdlqAq{9qoCt(FOT#RFspprT4eP}?nkGCIs(`?aROx5%4H1i{Z={WSy z=h4Q|Wb(=T#ye=rgWs%@Nj;*p&l8U?+0hQ&dCZnKJwpa71Gs6ZT1iZanTBX`ZdqfU z*Hwg!zy@tUtf&NE=t`#Ms|#Ck1X4K*QUG0PQ=IvVXXjefXUd*`Z_9%cduw^KzKJd4 z5g)`_AyO($GBq62*BBj7O|_S*@?uwN?mBv?l9OFNS#q>t6-bt$l~hb+R#38QU01mO z09Rt%+{$fF)P(}4h)_V|{JzeOt$8U$8cSH(GhX0gHRC~CP}jDGpUb5NOKop(i$D50 zcgswa^2IJ>RLiI1H08gfyn(l(tBqc>YKZcws@c#g+y*U>sTiK*`bNGyhP$gv=@m2>|@~`a} zsTHO*#@Xjp<7Bo1|l{b{R8{uql7c9Q;SZbK>4 z#(?A>pAq)(=`=fSgcgF(5%V#CzGU#FIC=3o$4dA3+1a&AJrvuBLiH~kWwF?oo=QO* znHj+ojX>&e?bx9|U$3@dxtd}X$}MX~{ipgrXC9t=J)vUp^vK$4hHM(pdLNgU5IPKZ zC-TzI?lg{Ej%sYA!Y3<}$!+R-kUW(lN#c>pNX``rQb_=U!cXc|LwkF3I%}9Pmbl~b3KRQyQ{+(lx8Z(ctEG;vN?tejVQ;)tZWGSfG_OE);pMro0MmYhPl&U&xI>a9W!SZ%e>i1Z)Y^|T%HQ@ z83D=dqd%XY40`bCGqZZ<0hptpsB9^%shxGz)YKmpdI;rMBbudU{je+>PP2Af55>)e z(4OGJiJ}qYr?-Yk{P_Iy^5}s!+nWYqb0VzhXcP*Hn&TO*Jt{xRWt~Cs*BQN_O2wgq zwxUSkr=2E(rdnxYjRXrMs$|g}k|hJjq_GRgx3o_kq-{{V0K@tmJNkj!M- zKuBX~;#{c|12ra;8OwRsk4BRp@IPb9kR^UHNwhjSj;rpct7lK6twfR;5yz^{uGT-F zX%^jMVWwKB_0y;J@&0^zFivm2@W_S`mHq)vKhX*o`FS24NTB{-9Zw!s3WUKmM1i9s z7f~s2Wk0tiK~l?bbd3zUg@*(WYNfQZVfxfR?^=J=PxVu!iOyWjCAp1i0rdm^JE#xZ zKf}<%zXH0xqa8Ij_hKZdD;mjHSrtu3k)w{p$t>lX%(f5oHn92uc3vA37!Uv>{)w+e zi_IL*ZzwVkUd<|idEr0<=k}WM>#eQun_*!jzBd5TPR&zMIr~{E;4(`fNf{cTyE6d1 z8~Q$pZ>g-&*p>oE0X+)WJznRS_p6otMAUFGr6>p4Pw;2Xy$l$yi<>VGBD5F?CY#1Q z#pua1jasxz;{rP{xaX38uf4Rpbd)aMzdz-~f0vI*P4@RJWNILJRDc(c0yzGBI#MUc zECnfAnemWA6OkcUY2iw0Sxb-KDKFPm#~@z(@O`?{*gevuZYn;*<@{b*CW}EONm$k^G}gNEflW^=cpQKIm^@ zb4Jn_ejkhdUcFj4caUjng%i@B&YVBP)U0;N*tn{Asegc1MNdu&M?Gq>Pzh#tXH&|9 z`k9Z^t@-xKTv`^XZ2Y=cJ*Md)@m7Vr)kQx(lyXvR=&90}W1?xJStO0&i_A(~NNsf| zQ2Ksv^#}SVTd3CK^qU{j{{UnDFQ!h_aKOsZF$Sc9X~+FvE}XGdTNa_&>gXhjWHB`L zwDHv^`$S>ctPcPSll@1vEp!MTAD@@|AJ3*uh2^_;ASw7&v}4zXc=RGt*Y*7^3@=SU z%Q_&E398ZDJ4aFeP~URjOMgNBwHPY9 z{`76>=ctl;b*!EzfmUgvmZ6>ay9o)tkhctf*bnhgcMC%ohKd6E05EG@@cU``^|jlt zp{LWv(edEa96dkP^Z6yRy@`awOBB@D^FcdC=G6-}kQsn7svy;;>P5dlU#0!;#EsKR z_a~?#gYrIqpH}eiw6M7WzQxJ=PAmRiiGO)_Cf3QC$m?n&a+J=*&r*gqjuj=IS=oPa zkx8<@uF5##-o<-lf1)koEsr(w^ZsX#+Il3p`kP_n2+=-TXnhB7m49Y>qW%8>zOfk{ z(^U8@^%ZR{QmR=^Ebypcb;pjQL zT1!31mUzrY3~DKk@mwe3uky(wqeaqGu}Lg5#}!sfBU(?2s-bG6rFj1U&J!fnH*sZP z6mTv87Pk#ZBbx2r*}|cvbmipT+#Z`E-snA%nvh)BIkXe+l{j z0Ee$u)`$wml4QkE3nDyqD<{+jWi$OO3A0$A&)4bg=8YtblvD}x8c*!&%Pi>CkXKL3 zP|wSxrcWsHLnM_EE6Ea_ax5{5pCdRVG>Y1_17IvZp7#5Fw2<~mKs`+W{Qm&eo{_En z!rW3Q>!|&!{_=Qw^czEymMQf{RvKuvN2Qm@?Pql*DSqwsK>S1XI%^|7mW-^8j<}>+JHY@U)R~3Q)o&NPKb;%mZ2RMo#)b>fx2qu ztHVo{tB$q-Bc%0_)yzCmEtV-`)X2u+Maq@A?NAPhR)s_ z%OP)Yp+GzpXhwYfYfAa~^bc12VEGk6o~DxlHAO8v0x03fQB+AmN9LK%`v0Jz)J8(Q|zQ1jHWw)3unT!ykYT!#yRB<76pV{l_&@Hgihe;pkdRW%A^u;{-wH}oC?MXEiB$YGN za(N&8Stve#;psKKvui5Ksa_QA`JSv>uf9C( zm>`JHMMzx8WQFDeGE9gTQmrMvmgDpO1fOX)H9M8dY>+orsrcUdZ0=X#YH^NQEIxb zo+`;Ekt)W$C1skSoTiAt9=E^b568Q#az__%AG7W0L^t-*TljI6r=S$#f7R#HVe2X> zY7IqJK@vVZzFL4(sE11s2m2Fi{{TU8@872?QHqW{0sjD3%ZFF`m|~B^j4?ideExk0 znV!De_{x`vDaq-Sl}4r}X#h`DvuPjMEy1_+_V6g_sFjYMTo;d(f1Y|q^1P%JG(Nhx zf5r5Pn`B_&rl_dCD2qfPR{sEcHuh~`z6sH9*gUJp z=kw_e%%4+iWNKAM;m7Rq`)U3h^-%u+B;Vd zjKr4z02_Z$e>UGN@tV14z&f=6N6YQcMV1?tj1y?w188sHkg3IR-;0d^r}#Rm>fWN7 zZP`;%o}GcA$9u#Zy^_TZqpL+$z`+$h zb*Go}`v+3DEp8ii)L&N{gKrnYjB5%LTIpQnj!4KY^XkI-ORF}mJq%QW7L_QYYPYYe zsh=f1XOx)Hs%feTVW8^>Tb?iY_L42G+Ud(qj9ZO-jy(SWY3RRs=Dp%M1HuA_!p0Ot z5}b6AgIp8-O4FkoQP;bArjVmk<8qZXRHAsYxfxR@J)qK&%pSANd+G{Vm+Ah)+sA3y z8`$)YBPhg{+{SKg0EV)RApoD2gOiQ(Uq6R-b3()z@;~#j{HV#IYFYX{h3+fcIzf zuT5Kr1+}v3GLmEHDe@AcdH(>3$wwnOiB=Xzo>kT?fWM=VKc&6++u2D6gr`7{_(eFM zUq4=%vfTNDZIr@JxV(z%G{HXrz|K7nM2ofe1`-OF#8XjIVks%6nkvfLT1VfIKS%DLHFyuy2JN*n%v0j*!?mT)}&OAF`sHa8x` zoVzW>p4AiHR&>ssd?Qn1_W7UodIE27Tio6}JAI=@hl>Lmrw_oqXbyhd`Hrk7WN#{p znyhs!alubVGlZ2Wnt9-4S+yA|U{DYnivhvpe@pui!@BEYv9Q#5A4Adzb_BDxX?vXU zA@r&H0rLXCK8{W*WtvwKWSlVMAaOAlx6PwF~u3a!32mTbejn0>PW) zTD0l+#Ulafo+EYfu?1W)8iVL>t-n7{b$w^1p%A7&)#uYiemYQw#!z2FNO_S}!s~Xv zucoX20I&4-c+uO2Kh^2euPj3x5Bk5)(sFD}^Gvl%O5S?0D|zcn2G<+u0I@gV00r0j ze}}rfOp0Pz*=gh!gV+4MB}v0Jp%^N@N^45j{5?l}Jyc`uD%HxQsIN}aHkXe^wkj6f z2C>pe{{V>g#CFn1-ae%tFlc=`UT+Z-Ofj<;^D9s({;o9Y8r39nSt+BlIkT+5*tiVF zJ$G#;;PL*ywaW~v^ZS3)dPYeZ86(U7FQ+|mG(jXLB@E@uJNX*!bpWgQxj#?o{vO?= zfa5>v_30a(LbWyj09WPEA-ZL!w+c4zyEs@7L$f*|5a45vx8!l=Lc_9NMs z>b(E}@RV1;S=NPHS+Bv&!Z*!Nyrxc#fAu0WgJE+{QR-@^(KFim;enFwK3B*OpOW( zim&1Xv{8vB^1W!d3P}BLamKI3kbd#g#OeP4YyNC>X9mf*yPJrkGO7Shp3XG`1C43r z#+^x_?uAH_6oOjnW@S?J)l$gnCzQ6M3@c&k`U?;B$F^=SZPc>s zNOTtdFPF`YI&#YQ9UKwG;P0R#VhuD&&v>eRC4_IyndFVe0yOF8$s&!sl|9qh4@MKl$vl~tz?FP=W$mkeThE80(SJcq1Ym=y{{Kv0cq3y~^rl~Mw@>I1F&J+U$MMs&m zDP)ps%FJ|;<2JR(wa2#Kb+RZ7PF&#ilXNvcK#z(F?4Dx-4o~NyzT2Ys#s&#;@ zbX5kXjz*DVWr|jbn6{$k-~)bdZhf1L*48muqhtLdDNoO$Yo1=*5kko%ES=P-qvF0z z_H-Xs{GQ0+^R@I<26|8_;cB_7Lh<1tye_JeS%E6LiM{MKd!&25&k@lp)rSotzt4c` z{{YnPXu8{@x`97MOK>zfIHK{P&*h$!w7({H{%I6VxhWEk1zLKDv8;&k&nQ%d9+a?c zV3Drlop(Re+cWQ*Y;RBWN(u%w{$J8_pFX!?%R8;Z z3F3r!Ri>tpeVF|5#+^sQW^y})Y8IlJuAW+t35uGLz?xWy^hyO&f`LFJn`-{HHui-# zr+I{S!PqbHDPB3_N`Bn*cyjMWVzQ`d&5s-;v)Qy7*SFtcg$12l{Tc2BS6iRbIbqWX(r;f1Y#(%1c; z@^oE!XK!-i<_SDBZa;{F!-x94dc(Oh8Hp;Pf!ea2>Wsj}>zrs2@qaK@14CTtZ|QTz zy{9*lF(x6Ye>MLA1xFs8x7(v=Opa5t%zVkOpXJb9xF)T|#%8aqc_^LWk*Q#cvN?PZ zX?F6-Q^Ok&93++&`rq2vuC3H+VWgj!Z}4Y_%lUMb#l*@|+AwrixKq!de>vMYN_l?K zb2HJ_i5Ja`mUnuuACVq3@shQPpEN!AR~(p zs6Nrlxw6cnQt8Knn*F`YPL4JnSG&1|uH3T6Tmm)MCcb~L{{WkzcVqWiqL1z=;H$~j zWFT8c^s<6gw8roETF6}p(pz8R-{I_r?|Nxp=~GY%=DK|IkO!yvdOVMn_X&{5@WhG0 z66E^u1ZN|m7yTh_O#BM;xcX{3I0ZVA;xw4Nt*gaRQ|jd}uKugsdcPjseZnA>L}>}7 zbyxGi!0Dgr-Nm$}Cm~qYngAl7D)o)qcVrf_VIE}11IX2o*48d#$r3S0gEcWMr&Ax* zZ8rLG!)92_XX%2e`*eRJ$Ez)?K{`iq;TrrVH6olV{!d=Lw{hE-GYEx5c%+RWYDt;_ zRWxE*tQJvIC!^tKBFN3hP}M=h9$#U635lUb6;M=RE}{{VbxnwmB)qBMUp%7s`URpg#{xjxn^;DCIBr-3W zL`h+U#$H4*ix(k&gdeEni(LEIvw&-;?G&h~AMEk#Z+Cg%csghs@eG_A{{XSmoj%8) zhCz^?lAwzM%@ecaV<`SR$;h((blZ}m*7oaoN&S;3lgJkAKWF8~=haqgy&el1$NrL^ zKk)SVQ;){M0)4JldlHT#j7K8~<)=x%R7{dg9>rH}IIgf__90@Qxa zoU!#d{{Sdhmb$9WU(5G(Gt`Eb#kGcAHsjT(e}(;{p5kiN(PQ$*!_tii>yuxRKq=CN zcNHZSV*Sl2fe~YABAMZucMQYVq$vmLc>bS}&$i)~;qx6^{yWyCwYO-yn!hy+DW8|@ z=~ag8ZL>z;!97hxVoeSA5X#cJqoc{_u+jzCTFeA6UoMh9-y=SU za>@N4<)8I`nM+T z{V*JSz7f^!t@js@hSIC@8jt70tkk>OW~m0KI3`_`_H>I z?Z1Ucky*VP;rzO+wnjL}O0$1OXg@#8`Sps6eBSjHRW*$yp&2DssGi}Eg;HrETNA5* zFU7w@YilO3NAbLG~ zb8GRZ>QD9doz+S06d&nN`TD#oxFV>Odi?!=)yJmV+|J>tW@Ak?Ga%*}<*0ci4I0=z zLi)9TOa2Jw+SQGtk3rIF{+66;k3YBP(sfs2G!|j%zFdC~!}~sXuT8W&cYp2*ulF99 z>Q!xEx*21MnPa}0Y5-X-STCi8zu0r`^4tqJDr0ZutB+TbCQn2r=HC44*v~!OVG>QQas2w)vmbW+O+uu_QSfC23bAiNU^+~NqfC4iA0Hx7S z=Z>7<*p-sMm7x1sScV#klP0Tb610sOQ)B)F{(X_ibxL%zH_TTbA&PWo3>r~GDv{~_ z#ZTMNql($l(L$87Iha(K%#CSu#A8MBIl1y!l20Rx{Q&yXE7217#b2Kv_CIIm)t_vh zZ`Dacg!~@0t_PP({07&=;^Y+-3k1(d>Z-r8<4fI3>HtP~f2qIwe{PGo%Vl(rQD5?s zf1gRFx1K~1fN0)dW_WS(=t+hQB~OgQjzJTmD3vC(+E87L?8jf~HWwbup?fnOeAk5u z9C-2QwnV#)NRh!K$ggk8fC_NWALrL9e0~O5+Kn2Ho>(Iw%^gC7)PHnq;6K#b#{8R$ z4}OjqoxFLOfIJBN$Dd72HPmrxDp)c2G>U=497oT~_Vmq^*;_{@lT^!>lAgVhM8D+@ zCJYEayCiz8rGH63k9UzGTq9%4QsTaJ^!d}O#d&!f_)85_IZ{6(LrUkQtMvxdsD+&- zp*IaIghsj=Y!^sZgn;+_;}zFp_IHW!GcHg{(hUwwG-2P%t3zz;B=VdbjV0qqMA% zv5;^9MJrwy;n7a)(~jG8vWf^I@I<=2bpofxSI8Fn)N!SmoBB1qm_@hNT{@&7d4t0r z>KzxR<0R&Kl5&AA-@%h2>|c7J(i=p=|u9T*cv!K!Pe z@l-`7k>r$>Cd;FZKB7nZ+P$Q=w3APJh)g+tb#2 zwD4CvbttK7mJU)$r31`jbr#aeabf+V{ucI?tTzKGCI0|VCZFp0=dVF^3PVX_R@LY; zLGtQ;C*)N~U3IclhyAei4OSjW+D}Y+gODtX$I#l|^t*QDUlOD*+tZ(0V-WCAA^wO; z0p@*p{#`m`eos9LS#r{eK-46TIOd)YP*R_A4Z#b+_O2Uk$@@c%KQo{6@#&u)#-ua~ z-_fNNzR~jI!=`olX*iZh=B}ubK>{y4sTsYwk*2C)Ah9FUVBA~XR{!6N*V>I$Ad|ywji&hl$dCHX()h=b!2A z`1YH@6=aa=9;7b$NlD&83@I3L>`Uq(5Du&V0Ia^uBG@gJd_>Yu5&l|rXm^Xh3ZZGI{G{~; zj;k*ttvvZGhLl^4CP&h;$~p0l7Qo%LgZ)Llxdz)39~2;OOb^ffSm_n!>v5yGsjK{* zPjYB-QXt4=@)A$$2EL)fffPbUx~pmC_xz8o{i=@HB!qUPVLZh=&-#Z*SH!xHQvr`9 z960{~hpDZOs;R|KR}`>I94P^OZ`^+1GRO(MUrq@wZ~Z?W(#oo{h{RtNd&dlas-K@r zQ@}|=v!ArD`o7MwDUkglylSIcm%4*~1ISPOPt^N)OlzO@e=d`>29)cs626k?sjopS zs>M_@vm0u)?hUnjSdzpD^ywV7&FAOS9QZmfBP5cnH!UQF74eoL%38x%;PJxq?`Gmk z)BHVpG*!BTwbkl_6MY{knK|is$)ybrPp^QbK&u{@Wl{ zFCA<$LwOhtK}y|7B%1?&_CEbj8O#N{vt2@;>ias^h#*SI+#0m)YU9?J>lH@uqNb&Y z)Q{p-b!f&vx;A9c$e_t1s?wQnoqyH)I$Xa|GZ)a> z8-sazaQX1*OqBVGnd5R^xJzP&qzPs$EUFCG3{@|{{{Rb*XDrf5qf!xVCG|$D&nSCWtJ6X^Rt-TTFS*uu6Z`F`u+vI`fbC+LLBywN(1|PacvP( z!341tub=wA)t-`>9<|&x)s<#iY=YFMf>x3$mo6K^1Vxb!pl%9!i&%c1IQMbA7!_cT zNlfwK>*-EDoKGC}NcOjQyhUOC5lVUIKD~2?rFVT+Mp0KaL~iL9nrNakRx4>&QmmeU zEyd05K7-p2zA%AOGz1#)s7@sPwfj0zX|mht@mZJTHB;nz6t?fjY^bZMt|nF=-r%*Ss9%^>q=0E=IP{_*X}cPNqS;4j(!#yX?ePQ$VFFYxN&`*Hg^4stzJo{DuXPX!d_ z?$9MWBTlR|x$;$Ohy#8GtMkCW)WB~RK`IrW_J5N!>9Moilbo;dSBLpe`m5G@I!cYH zGc{fsu&<0oQ7v>U%Pc|Et?j`lhUfYd^!A+G!FH7rDpQ9aT>j3Rn#NeaOalJ^={R)? zr?4@Ub!j_A6eMbvGc}lCdmWf5YpX zbg`SYa4$(vkWx=Po*3npLo-!Wc+{%95h>TtH{|_)*n3L0ioKtR`TRfZbb-dUR=AN- zb48+o&{>z=8*4i(DM?cW7y?lwjSVCyf>#H~XVt7|Q)}Dn{}h1hT!n!lI&xO9um%S%^RQentBaL9`!rbynYG})zo1;_^9OMrc9 zffW6tuUp<-#R6)CmCp|>{&cVN={;2!@Jd)_fgZA!K`P8-60~&g)86uFWmOJXwf?s^ z{{RBq)=*r6wOnw~$Ev31JhunNLXC|&yz!s()ZzTT$h4V=7}h+7ukL)s4o0ab$kh)} zW&!G~ZKq0s_!hOS2e*W8Y8Dn~%I5);f2h~}S?fkaDa3kzq5(zyg9Ft1pSP}canR;G z5{Zn3goUhOH4-!W8UFyvIP^C*CxQOM+b=O1;ty5ELmYYee!_Zr3=w8n>GEZu{#hU8 zJu_2nt-Dc{kt3q}n!4#@4CzHyB$z~?w7+vubt;Q$Z&xFM`1YMH;({YKk*R*h;%Vj6 zkGD^E5=2XQYhT5tmCpgjzsspLdqSFq5eTG=n9@fxMdPUZR*?j%q9Mw$xZ_Z<_n~-Y zUlwFqH_exZJgL>2Z?~318c4t>^scYW`hPxy{GQ98Sp0FmO14Va{GxQEHSH1B0eO;c zNmdG~Kj6RNYs$%XhG3|UzlBGxJpTZ1`m&nd8Es#|iKwgQY zJ8jbV8^BgU_{9ToZ%>^oS{ec8(EA6UGp^ z0k=2R^yAu6ch_`02Syf8}j%kueT9GQFl^0aZVSgj519#EKw21f1JHd4#rw$+n;apQZ zaBI=h^3K(Hw|zyOE+(O*Y7~*&L9cN9BT%3q;8#5^pXFsHZy?ZC#Mv6knuy^UN_x6% zfP~2aS=wnr2@w^CkJ4NFXQ0sk1RpUm{2uiCE;Rlf(|EFe;#XNvh1Dh5rCNaqW4DrjcO|qx1P!{V)2xdPdh) zk#;O(0mKB(Kh$~>@puee@?jvv%PBiijZ3*8y<532k> zmr0i8S|$)^RX#(s{{Y4@*IB)ZMV69y5@@nCu}2=Irdvt}5+OEg9V`g^{SCOd_F->) z=qWyaP4M~ry!t^sp>$a^_%E6;qaUBo{x6_QadZSZr7$v7gaU84syZ33a3Dz%ad1Zn z*1duJ{R{WkJ8s~f10w$bL=GOO{Qm%NRzM^zqQ6KUGXv+l9ZN=CyAbSe#TRa93Er?TI89 zSG4mb>`tq7CZr*ThCoNz+eZ2M`EeEKG}(Pix@fYqL%FiGRTD4n`4&f%Ov(bp)6eB? z2m#T>%WD3f_Z_YL(Fh<+59s6MLH)j67++7dh`e|xmGUNxxy=TFQh4zc1EVpB>kQe3 zVMS3vM-h%7OjV0hB$Ih{tnr3M3I&;*1I_PoZ)#G`;U!q)!T$hDpOrc(d)osCh)k04 z$r@C8hB}3P6!}x<((<3H>!p=wpsvZy4672=)e4D>%2ie4kdQ$@d0Se~{v7-Ba`nrp znnxl}AyAdhayb5dH*LS#!YHw(k-~zb&!LwWvNAYG<4j(1x@f$Bh^n3i3e9Jb#|*mc z6oxnd01!_;--l__n}nhKN4Wi+!}fnJiLN()sFJLR4*{fS_H?0KJw-A|X@2gu{vWz} zy2DtjHHYpAO^DvlKh@>aue-=VHvs`rjVq^*9CQ};UujhB z3OcNToGvbco6Rbb_bX27%jDE1xFMt@{{X7u{{W9`R^CfXgY|Jc3K|g9^5~%?OQ?ia zE`nDyI+m5mrg{K2pUTW0`m4-S<1=*cpi<22U;Lt2WFblM)}uQjk)*eqi~j&i0J_#l zrvVflLcfuDpasg9j$(myPc8B8*M=~ZYI_}9SZ!1MLF_n|RqOcE;<@~TvM`Tqcb zd2Wh%gGgtH1+0M|FE0y@aIh|kCXAJeP#AJfks(wLelG$;kU zsw?H`)AHSkh*^F==JHwv%u{91cF7 z^q|O~zLE3LR1e5wJtexY(+xFXr{Er0{{T_zgtYXuOFb;nOE8g(BjSmusH$@<*_tV? ziX-~*&4tgmoWUcFECoM|X;J?3oc{oaq_HYoQsERa;YRZE>9VeaZ_SI2H;p1@(pGxO zQog3fVJjCgpCyM2$>;i5d$M@Raj!@}=?0PM_8;|Ty*=R|Lstk7t#n0sNbH}$Po9ZOeV_!_<{{Wxz>&tmQ*(h+t zr_U@t&zDGDlY)~SlxQfb>gK71!qwDdD#VJ2=g9#{Km&kCxo!v3+6$QENI%BZApZbK zPLCSuDadGrb$lwAA3FK|%-5sC*L_93H+;)iNU%dd-@GT3`D2i}EHbOg531}*LNCb| z_Ey*a40>Tg?d9e3sOZhMpthsy+(u6k=f=O_q3D07__4Uh+@Ow*8D)BOR+6IAEOD@s zcXbv}IkmWMf5hI9-)>Xf;0g-*dV1HS?Q6GqDrL9^o?ser`#-_Z+qAwZWosgHo2jXW zI*lP!A&Ww!N*DE(XZk1&`Q-cEuE&3R!P5+QQ2zj%{a>@B*BjR??Q}pz$xk6wF4qdr%h2&Z{Gb3K*hPu&0(7cHj1-|6jKT#LQQ8AN8# zc;FxQK7D!l*KSEEJ-SFonW+B&A?wooM!-iS%@o!3MnkB(RaB(G%wjVlnu#t5u(v1t zZ|#Qm^L+Yo6pZ9?9jZM3&YfO+*`+=9i4pV!>Hh$Xj*(UW01Gj-dgPL#N3e?j0C6MF zR_cH$)<+C|AnGKNZ+r3WGxC1_0BX8ZSRRdvcqwmB_w`Zr&sPZE;ZXN&&u@+Fa1&JX40Ilw` zuH{u|07U@)5s&!3mBW9q&o}tMG5-Jw)kE|A{{YB(NansI)!`V_R^%tDRgv172d8+W z_5S0tG81rv)TdA4-%>r%;{O1Jf*r>1^yE?z{%Och_nAtIBPDoGYlMZZ&V?JU;B z9|_#6`mHED{{Yof_H=y>#P@Cig`5vIBo9Acg}iTAL7s)C#$>V)(Z=zk%_t7#W#yhx ztLiLHfPX&GBh3QocB%CB=~c{7qbl56mSbEf{{T?w#rht+r7W1}^3@?j6sMraJdw*y z3x<2hTn|c?^%MPnKHEI{Ks2{3s}Q9g{WiVZXG_!(i9OyPub?7ki_pLZFHJf zlu2VYaj09=9{P_QA8S=%DjsW`4C&L+R^@gfi$oS=wQ-~E`Fy{_(q{+NZ~RAF*Hl9V zkvy|V@S$^ONeQ{rtBoJ)n_ubeUA@(-8b&-r=}-1Q*vC~Xb3K(=1WI^Uj~X0*laEb% zgRYGwU2xY!l9o{uE4XPULaM6Gtw$lRZ}GLiH}-BX6s%1mcx&B`JrGH4Is%bBSbqrs zX1quGzsb-6yY|&?+Nlkfo|c+|O(s!N=`;|jk!J&Ng->AFh7J)=D+Il>3OogK;in{Nh@kzpL1vtNKHCcQkvyRjB%pXKCt>0#g$I4 z>Ce!<>wC3~_6<1vIRpKuQD5~}p*$N^-ryD)HPB+Lf9NmS^XSLzujXhVgDc#6Vy?z&elQK;fQ0mrw2-qs#8g zCg&kj>a3^KQj1z-aKY)qxB0N`iRQxN<;2$0RAuQ}WTb|kd8=G`(mgUnh{XzA$s~a3 zR0Y1A`&@a)dAm;%cJS%PxK}5M1d~(ye`iT!g*;2-Q4pg(;-WHdR>w$1aZ=%89yQXzi&lw za>d7Vkk?HxU72f|Ql44;n6F8_-TcP35rRs{;m8T=f~d_r6?C-{h>AqdHB6}@Tb&@2 zVg4UL{k-nQZKIk9 zRe1^;=;1Z zYT?6?f|Xzg9Xa7oi;g`yN*>$o>ZoVSV>8qJguFF$ z&HW(xROLwq%tR)kQ%1I7RO#gWI_#tc9i5x)%bq7U1yHtZlH1Mf+N`Ow1&iYF)e7n5 zdqMYXZSo~b#a{ben+MEa7%q@69^DUcuLAU9m%VV|EH#%`nZiqIG2abkU%&14*Ui#qn-upea#q*CL}yG7CiIwZ zT7=jIiU)XEZ51YrLGzFZL=p9zIg?3`Y*EN(BnaLWB{t~5ft&p<`|zqAUEi!dn=8c7 zI@BOovPQQT>$Q^_kmorq(LlOT5odTjtygrN77Hy^$eb{o(I2sXyBg3r9v?zDj{eh> zr=hR!C^}MuCqXFaqYg2g`qZ6{PO{djst@b=dHE6NmA~rGb5lPOGr_#fi=e9xbamHE z@vRTv*T&wce3Dua<4!N1w9n2_*0|6!u`#Pf6dLIWR;H6{@H+XyQ4rI5$ILTx^RJD8 zM8U_9r$z6=kL%CB;Rs*VO3e0`o!iJfzo7_E)H?}~4>8#2O67zWjv2QGoEj|Z(^>X7XWqr0-`^m{6kb-sS`-9!_gXnUA@ z8aa<=ASkqHv)?lG+DO>D23@%>OUm;?Pqo!ouiOa#^soAFfMT@$`w0VKGM{bW_3i{&?d_O zrioT@w|%CtS;UrfB>eCB({T58%1K=-qo`JPS)yw7mS=GH z0W-UegfW%TONg65IVo897x3{uB%V1Ob^IGMv3~>jKKhLGEApP86@(~=N#($6iLV)@ zUl6qn$srZKy|GEBK|Gt%U0$R+V}Dwg*wn+Lp<#9pvw53VUi;d_dBzU%`-yE6<&INS- z2n<#FV}7!``#$Fz_U;n3&5fzIDasO)q)QNROt#N9=gfrVJ<_UHoKx({7WTvM*{QSc zXVK|u78X#|*VjJzsw6Np8B>X{9Gvv9H$p#nj25pvCvwwOznYt+L&-BSlS?sr?Z8@y zOQkci0SmFhx3+uSWv_ET=iDQZVQ6NU|AZ7E! z{qBCd2bs?OS(R!f99Njy!?exvsFM~!4SD+&UEmMP!hcg0l%R&D8_ zeWn~&dd}6+So$(vqa^`7@4tqxl5y zl}Xbu2i@grN3LFD8wR~6hT=@dXB^y4Z3oN2%s~Sta|V?!e;umkIa^ zgS;5jQ>in7%BwA2%W0hMzc}6A{(IB7x*1H=+)(pF`LT_f4s$~Emd|5(oubJ(Q)uI5 z-6)&D0psH|l*eLPo*Aa0dQb#m9!MQX6O@e|NrWF0)M3wcLFj?S&C<>yC!(6HoW&F|JjMLmvvW=k(1UonB!_J>J#VclLI+i(Pf45F%V#>3@Mpu#l%QMcRYT znyr#e3+mII8FXp%Ze&Cyta`rJ;@Nqa8_V}^haipH<0we`SlQ9!+No$` z0oC>uZf07tYris~MW$jxM@Q@h3^4|kK4DHyVs;>8I3+eUz`q4zY78kFaLc^BIL;!} z(b@lMTW?LCrmk#xlMCKVcse(J)EX+q(ex_zi^MqjJB*|;pCR7{Q<6uZ3X8p+Pq^ry z0NZ;ielXHLFvASryR6+MBVteoG_x;>Oyt;1_dlH?pIt0FTr)pvaB$~fjg(+}j%w^r zXhp!b!VmSQm$U#!P;Nk=+0xmpS6A7qp)9R@s|(!SBrxjAr|Ao#Ta)RywGS#T9PmFPa^uf zyIUE3JpHKMjhXZf6$|HF#_b;3$m74OzAFB=dqUJ$rg^qg^4zUy=!w2OIZnk)N!c>- zCP3BBJoA!-Z?XG>N>IrU-erl`EU8>qvgza`^=|1Fa0~jOQ;a`vUVTl>W5nZA$xHGr z=3m9GL-YP;!>8uIOH2O4*30RM;g^DVitxR?BFYUpS}wWhJF^Te34u#RHlkPv#9LEcLP$^@bv`C_l_?b(^v z&rpY?VbT7(OTShv6rXzQaLXZQ>pes?b2MJ?PtW%0gKP_SVfk`be_Z2bPpY?2 zNVQvFYje9N%>g0Fx7bD*jIO|toEpC2^j7GDx;l4(+5-VmI5!!J7lE``b>cCcRETkl ztCUs5BPcSB36^_z`NKjEqT{x147daWHov8AA^b!+{D9apqa!XRc)-omp_ZIAjv{Yp%Hr+-? zk^af!m9MYcu4}(7-M%U*UU_Xxa_Rr@krkOF6)=JCn@)|t>}%N~l~;&Q*LM7HsBd+i zc2Y*j1Q5ocqX)RM2%W4w+Ky~F7*e!a68k?DM%!zKyzVh4k_Xm-pbodRSz=pHcqvj(|NLY@Z1{nzU=F-=yCm;1=0IJE0GZ29 z2K-}-iQhwaji+z)K^q}lm34XFNv%fYhsh+W(vZ7)*f$Q?f33|*5`ylETU6eSCho{= zE~DH=tP#-XZ?AR(=YGeE^N3?+hg7u$PK;%Bg>;mtDJz8jbx8lZiIhx`qUFbbvq7Qu zd#K=SpE_lI)05Kd8phVT*>@3uf`5?3l_N_m#4QE*!5dJiMx`sFZ^ts%p&{&lK^19> z12xsd_@`%$+Q}9pDm9)Q3w5=F|^6C@?Vm-u~-&WK^Apk<*kr z(V*v^Gn{qgI0JnUkqD@@PHkvh_2gOm_KU{%@h9bVS|#SFkB74hdNx`z0`&p6nlC^y z8NYpz;uis`*J{otf75Wx+;FOUBkE@hv&yJAkh!*&0HykCjsu6id+;)RqKN^FC6`D- z4f^OoHl_GQQ4zK{yWh)jVx!aFf&dqefBNhGuGPupV1y_p;JZ$@mV5x%br<;tw)lwoCi=EA4Bw)d<*4glsTsDKwSS$di{~Na*!zq4EytUbaQG zR#eJo*y$!lrZe4@pTwa^ASy%mc#Qc1FX_4vdo;qqYr2JCNDl|9C^Cr2d{2qf4{d?PUi;cd!H|TCu ztV^;{j9-M9IN&LG@9)^-Hma6g!U{XRDxInkTrAvoRImP!q-_O@(==;&_ndg)x{-bT z2o+>@t0^pTbrn#4)wZW<&BZIw-$*5Lj9WvFE%;WHQm5N$;BWZ_to?cbw5xFxk@EX( zGV0TbsR; zjk1LSk82&P%aaS!rz50iVu8?z$9;kvM{GJ_o(sOhO5;uCs=){qs~f8>)FT zwRraDXe_!(xCnUTv;E3R6e(HrUOg<$0VOhz)qgqo-Zc=9IrXjOY?Ub0@a{e^mV0&7 zH|CSV84(Hi#X#V-VjFkooUXD`j)3c{sDS`ou(D^Dm9v<`-MWRev}tW?mIR4)Af7#E zr={=!t`~an$$RN&$KSJz*@w->WeOMz79fBZ3|1Tvqd1D#e$P%8yX~K8`TWVs8Qb6& zH#UBtW%7*|>0;JmbUK^NiF>}~37Tnbd9-LYkGjvdNN?!}V0~k#Gw}yfB`K+xLqh{< ze-^!DiTcY_Iv}iHtxiGzh~O3XWi(N`Xcg8BC-nR7tXoM&%B9I| zvpH5+hql*rKgrloNI}vRkw^6I0-K}Kyr*b&JcuA}hC>MPIJd4z$HJa{VR3V1uL7pv zRw73=hS*SglS#AvKHyzLm0ga+E5~e^R6^$mwepdcDhFGcLz>xZ<1_Oup~_FYOoszv z>MD`};KHNNs>*WiVj(2i&%C}m%H}0ho}c?4S$t`<07(B0@|-756e{dfRdW*;n0Z~_ zxeuulfo#6y?IB!m%vQ#CE{MMY&257rnT~4=NoT@eRf#oU2H|*!KhRFkUG{Fb|#A-kbc{nCN zW_1bX%Ss`#4z0U@k5%SiSlSy7KoxbvCVg^R>wX|m^aG)qGzIs}cEWUNPc`HE-z*_r z3d5#K(NX`)7&raBAJF9WfSQ^TTvvStkg!Hd{mugd#J2=csMguhwgB}))SG}y!hWim!$-$iC|vWBQ|97pp!sta|y`|6e9_>*~DRgCH^1 zv^vAZvD-V-f>Ej*OR9(QC1!4@LqV~6R?$k+yKSq#YFvGr@z!xU+FSc1lyxVU_md|Dh)5z}B_->bQ``9aYkKK&=HqLoHI zwCjCx7AG=8BV3TDFle5GFmIcAk+*kf$#`@B*VeJ;&w6NG&wYy}0wu9VBJ9oCuj}CBB={d`0(yr=i{= zLtgmz;wiwZzQCiSViGY^rHJ<3gqN!FgeMN!|4NDK8q{F|%4QALWDQcOr1!QM-2(Ou zaL;nQ7tinHM_DKKv0LslAD6#tJ&E_ZCao^rEecr2jZa9g*vNL7#HeC>P@mW7qgC^w zdEBJ89uD+WF6WgTB_X*AtrvrYV8y0Xjetg6cvt0>n3DX6yQ$0L$0 z(Ry&18ZBv50D$fO4^Q>xgLmMIOV!dm_Z=M=W_V*cOQMVh(ja)no|t%DH!WUtCCbCZ zBw?Z>G?U8(%gl8QR^)te7Z7Vtb>ncPxZ<@7*Hen@JKJ{~Y47t=CHN1Igbw(2O+p`h zwB_}ivYOdkhLRSjttMnYPb*SX8mSWgT)EaH$C zGv>=0NKe^bh%R&FLHI z-H#PvPt@QZt!5V~*qu%gC|a9Cr+?xau&7Qb3Y!44_vP5O&tW$eV^#}qwI&#>ON#8W zMz{=3$wp{H<6{`Dg5N}AC11^$dR2q75m3pYj5e60c>9zl#hA(1jQCdEdVc2oIGC+ zpl>~yoAWYO<*JqK_lWmX&NBbj$7O6HL()$xaz|Btc4W3Jb+y>1_FHB{Onk7|t*`js zi%mGtc-O*oSJy^rB2e z1)oKdaGym5#loI7qgDC%fUgO-D%34jS`QU9cnjZ}d&Fwu-G%;Z2$s!>b~B<9y$JA^ zU3q1HfdeIrAuB9yzwN=c6G4FF-$C#ZJ(KL=1j2YOl7x8mhS9?O@)<~g&SHi>Z_wRl z<|cBjvUt$H(@G-$Sw$7yp9<9xt93&rjzu6((!c8lwYw4+5XkP$>nY(enH557wn0w6 z8N!2-GSH&4>odjfE=zb%hkjeo=YruSC=8I-2Fj?3=Jq>ctgH2*rb+)R;6zqq<3J8Rc!BO28#Q{Q3=Y4@Y19>amudGJQy#XCreSVjaPl<-|`A%Ch&l6sU|+=&5`g2?NGi z!eXK4A=nY|Dah4ZEYrPQ)s}Sit|XC;DKFxAE6EeuURP76~OuL=ax~sk42F9EqO@NW$TkM)_?# z5#)QL4w^2ohjXXADqDTB#`d=8eXcWs@`ENjb)FEil|$@5$3TkBV&fa;o+#Q36n6JU zrV7+!*H(T?KgTbtGXE6{R<#Z==Qaz>t;>a8ZCmLHgZ0X%cqh_t8%( zF5Xj#wbsj_pktM4EjF9v zly$+6Ch#f{&LP{&$lO~GZ?{|Wym#r2K;6-<^%Tpj;I>(bhhOZwIhfyr12L)rh(yGG zS>BR!!`oHCF)^J6{w;Mv(1aMJ2g{($EuI<{Yr^1JpgtW!A#r|+`+qWous;p5mhsHN7BD~D=COgoeQ2X*x-l%nK& zm{YnuIP31?)K-}3`H7paiX)DC6uN|A^5AJx32Qr%i5@Jx>%1$rtGzsG+pYdE3{4qy z7DI!wjK)k@xazp+GM1c@P;|LvmlP&5^8Oc?M^`oEL%F)4Au$7hO^3L z)JOzMK+mGqf^#mg*~m*o>j@AjCbibTcy*wSB;hH^ym}yXG9j9_GG0FsOS{@Qy|P5J z^eS(B)9h7WSL|f(*lle2)cL32KcduScpzhQl%_%T*jVD#HMMIOS-3};gMja&Q8CBR zcADTi^MEyx)6{0~x~!-&2W&5h_L~$}OUcjt21rZk_WncfuRyDYIdvfCI3=BX@%BAc z=AP@9z(0Hm_iuo_j+%6@yeMx8dPC-NWaWsb#fswWM17=ut#u16KO&=1_Fx@H8GB~q z^$=PY7wIZc6&e~RxteQR_To7&!YxJI(Ncx4Nn*Cw2IN%Uq z5glTZI9o4=wnb9%MnA2OIys7O%k%yjbJ84?vHc$0 zi$$fNgMW61aie-==+11fbE`x`?B#VYCZ_I29Qs{w+PqiP$ha^;lmDb@$wo621ZOtp z2E{PFy06js%VO}>5+HjAExo~e4zAu{Z@=)_mk8V0YS}-Lh(cOLVsxUsjb}TrMSOOo z!c!lRs0~<~Ix*6|Jb6Al%=MsjZ`blQv=Ro?m3JS(6#R3Q8i|G9{b?PPe1I z2zE(zslUj#o2C*J>iX1px)L=L?l-PK!0R~XsF2#`PV)4ZogdQWS~LuK+*#>;KZ2C3 zPo-2{kNmL<_ZhFLTwT6r!-`;zPU|s|vK!S4r3dSnI*8AoHcOKx^?8~eW;al$kn7uW zp55X1v&nl$fxSakQe;W`eeGM7bki7Rx_NkZXpA=>T3GL5dQFKi2m(FnZ9^{qwhJUG zc(Y!4TM9H3I2qQ*!_I$66Z@ zD>71aAuI=XDE)-K)cI(_)P4n6EU9kT!CBBK`v&9nnLWW-u)`+plpb4#(h-t3TOe~dUJ0Ky zGN^fH{hS@eZtE4nw^R4hdq?f`aC+5m-CDa#o~lI9*7md{$Md9@Hyy@u#98e4WRf(@ z_E1+f7Wd@@sM{Ql98iFngiyRlj%GLmot$#t*#f7Yj@E+MCao(VvXm3c zswGMfeD_XhRk)XtT^Yx=%xI7?avpvcX)RFTo^L{)4Y)1qcBd_~4$v@d>SS2Hx%rPn zOr`dz8i!-1wZ*|t=+Mm&ns56lg&999DEJM=lQGD_66J6!ph?v}i{N|E$j&wb)ywrE z49xlk?KI8&9Am&Tn6XOxNMz>=o9B_ZPJ0$oph$Ut`vwA-_bR3KHV1=mMYjeEHy|Zy zO7X-?vFwI=ZU9VEXvWNVhQ?!>o`paD3JySKEHuei)en5Bu06PNYtP<+EQA zapSOlaOft2Uh4bG98ECB%t^Cu1ZoJnO6DJ(te1_zgD84W%`U^9wAn7mm+~GCYVEtF zUxGQml@uP%7yf7_NQ7~r==RF@Ibb|@UD;j6fmW$hruXmA-4*ViFJ~ygh+Y?6#q)=y zc%`Xt%IJ{LtFBGjqpnbYz3E}bK^iM{p7$-C_-|bxvl;hqO;`N>q>QOgM!I9FS~?!W z2&tMj6R}Yn*P#`wh3fnFmuEk=*S*v>9ap1p%q|o-$6H{$gG`65T2>I%X_Jd66c z*wE(JvYY4Q*0zFvI^4US}$Ozl)6B_x2LJ(>#2z zvcErHMB@3$7#)rd0n*iWe>}={w(X1?HILaV(9Sl?ko55)`s0Z^_CBgtGbxsYiVv3V zq7HpmEz9PPDz}ln0Dj6`xku`bHFH4UD7##bvg3{G618~KG-df%1l6tS@|?TbFO!@m z_}T5Xrjt9$td9d=B1{FuxgZ6ui*U_1jXi(G zY&qx1ejb%r4X*YqiL<+YLUkO#I`ewLudAZEzmvq?pGD&5Ym-x`>lamnwNg}jO?EJN zJnHq&RL5**ilO!g+NJGB`*o?G9w7wDmDycx9y>Sw(cYFd+1##eh!*SPNH4N*%9{GC z#e#o;wPJ%jxsB+MTG~qIfop|Z|EPyPElTyt(D)3cN~8prKFtd8>ic01TN%iv7A$?N zT0?k7Jx(yT>u)D>+xSVXP0kwa?7eq!uDY7ruaOWtitP3F26(tMe@I{JcL-PzZh{XSRfVEbAqPVmPTda&s_v)G)il-vy?*dJ z#0pbr<7ugo-he^i2#SmjR6%qq$|wyfU^g5BxR;05;zM~rqMgcv^?PQHK*?fy1EJcT zJ*QlwTXwnm1>%sh({}_!lVqY?{V~w8$dHRZlGWfyYOK4ZKS zC5$uzz0EG$nvB1ZQc5fuYnX#>C#)@vMOx~I>T>-2p?0duFx7JQIACykvULbU>$)O}$xxCsJz)HK;%d9q~Vm=|A4cHDo*~eCYvBz?E8k;%SJv~bg zg~r{`g1cWMf}`rj>IMj#>lGCj8GndsZQOA4&?*IL@Qk*8t}SftUxt5x zy**{?*btr9pX@n>h@3~oR+GuEzih~(S7YbQJTWwu^9&+)2wIdVFS#Y~i0p+{cRvWO z{6)f+3)!*=tV`y}3n#P}7=j+LyIh4H$dBjFhgQ^7#)KG`$kw`5d%6h~5StQ+jxYxT z#X+d(izqJ=i(A>?$ghW|hpIbF!q~wF*NaC$?08g8wa8yeFw8NxckL~q?2f||;SKUG z7t7JWh^Kf!Ukuxf!9;g_d* zf`S@)I90paYc~kmOT^wYEK>gP!0w|(r!@o=(H;7LvE&(w9BMdwW$PU+ss&^{|1^w6R#R@gtj7FT05Up_h0dowC^_poK#m!^hod2AL@Uo+aDt_XJtH(3>J zst>yN2V@U>c3)=Cj!{z9wv;`&%6DZjb#C>mg^GiQhufu{+gT$bn)&ug?UR>#x}sdJ zdmp>nt5J%vQ%!AtkY>XBM_X`RB&IxC*nRcq z{GYmR(sy4{WTOzX|Lfpz*ET*CB5u(^-42!jkPpF{$Yt(p_Z1x(h<|?F?k|VEj!n^fZF*b!Yk$_ojk3U{SZ?n#r1ToK;8D;wx?1lrl?jXv z45-~RNvToUl3H%rx|;CmsP8Ak7psi^wfp4Ez46dn+m$bo5qjxe4+5`)ldZN+HgRNt zU#nWU;DpbL_a#P0(os+F@aF1s2E$9EbfYnTrBvj>Sb0x%iF`$gR<5TPH4rl#3~!4A zUUWJkEBWv!{n0gGkfORGR%=uhXJ2S7WW1Y3=Vjwpw8$oVBynTZ-C0IOp znijfy`?PW4a%VTPZi2qzdoeYPmx+zKn~YS&Fs3z)uXrO8J^$yZd)S z%Q_9Rdvl4$8FEomCGvv#kGP2j^SH-F09ACe{!p@2ZtL0fyhIWcJX2zd`SQ&)h5oeB zJ?vA@%l6sj%^-tCG$Zr|0#pFpt|TX$uS#`i_P23fr4FNZzP@NDc_PP;bzG$#uipgZ zeDQ~RnlQ@AH@>=4Yt8WzLp?w!0T26KNr{#Sb+BK{?(CB*U@Hw-zX^S(({qw#0cz|kmaig*wzu3KH|Fv&Q zyp5<%(rtBDA&&(*qv}pvYw3FZKi>f^_tK$m#9d!dOM>^l18}LVo2?ylavLm~1jrZD zKVA%cZd)}cPULW*;!GWOQs(t*`B4e`o=QLKCvoOZ8Ch~s@Uo~SCr!%UH^30L1W=#`PW4CY4n$eUZ6eFKg26|r;P-j~(w1Gmazobz|g zrd1-W192*?`whDH8)S+8QQj^Y_h@jBY?i?JMHbFP{g?QQn^5DR6Se5sGQCA=wR8%lXvdA%>(T7SFhX zg040W&j>NLc6;g>DAK=EC^LT? zt8d>755vV5(Z(?Yb_myfVCyy3V$k66)LhpD#uc+bhCTL-ar8<3=!?#>umX+6;6PYYo`2Hwad)TMFI z=h83{!}X)OQGsXN>4z0svAufxl5 zdl^$)!oFc*pEj*}t=P+gK$6ne`tk;E16qdN&~ErW2!(rRzl+O^Cm_2&FQ-(w*3X3< z&VSK~lvZmci)PK}D`BA93y&l>f+fW|3`5)XfQ%ws3~q&Yn^|G~0Edv05hmzx_=#6go|0d@fpsfd+99MNFF6J zRd*??_p%}xmkax!@2yl@(&+p32Y<$lynW@?m$QudhFdi)0!jE~*%}?2*Ef*@_R@q! zz|?_(0;Vf3E!mm=?Vj4^7sK6IPbaqdbfj=PbW@ARzWjW|U>HvF5-OKZ^b-6oD!sRF zIX*8h47zuhi?j9Cn0TKSYZzS}P5d4_8S?=t{=f{~j4^PiO7Mj}{9`63q{o??gx}oJ z$pFzhm2Wmfd?Fvhi9i`yu0cDXF_*HRJg|-&alJiQ1uN_p+|8eSoGz_tl&FeL)Vef-vMe_K-m- zCvvmQ&4b)rlt=UMo#ZaD zwNt(s3XFjnsh3G^4rAAHzPlGLW!%zd(oM4O1o=b)9RyG5*(?m{;(2aTYF{gSI5t&p z=?wl#gah2ozi#+g&_612JKEgH=gndLbC-580v9ex@{|{ATFpB!2G5FDw0etrzZA}g z9`+@WY;H;Yo+>fA>S}=}k7ByT4JX7G?mh&ZBy*edn3*)lX!me>bL|nXZNj}){x+%S zjozgIvriGq?y#f5e=f`>PFXC*c#^-u_rFyqD%06Y`iRQw@Rw(|xRqHuraUS#pDB{U zm_-krUlUz^wA{Oort#8KxofLD6K(pRBt=>UbINcRMO((r(S3#$YKVsmfpZEsPrmps#e%$rN1k~?T$)M(=-H{Sj;5? z%U7d^J%s0QW}?gwDuyN`c%dl`%$)%G-mg*Dn|pOwt?u?IWZ~k}dh+KVF+%oly(iWT z=;BuDypF6wHgbtLIrrn+lOeb++Sf(-rM@V(RcP0+s4MAl(IF>xc4V|zZBM>P#Rs;U zHnA5ORj>=N_I_i;6hU)+geGhbCy|p#-T=D5Tr_5hle?WGix21i5^1BBzwu=(iS^TKgsWMui0nA9aK^yJQdSY`)-;ww(B4ufy~` z2_;AZ$wF&0Bq0X?F~FBI3tbg(Iz^fJVi9KluZ^Js1^rY5{3h`#ad-Nc_u1OgfR}?=e`qvGG9G^bl7Z`Mu=OM7EY%aPF;Ruz9x3 zyuJe{jmM!zBKDmO3G*^s8ps;{XxNY4lU$#*F=PR&8t`Pdl(a|?9e@rU1%+Z3TpUg9 zg}`txq5B_&#gt)jzfZ{oG;_`d{V%Y_tixXX@uFLJ*mZ!4WRq>U@tXMgc-9tAQQ`3Q ze!j3m!Gm)Wnnww;t-Y6)CGu6z-v0VcAH_AH=>o(XVffI}^d%6g->kl8b5Sn4X&DsC zMg3d(pGPE`$7lM4PTDg#K8$*N%n1{?w)zk6GmSIC9ZpE9N8R)GIXHJ8UErBF9!1J} z54dgA7Qb-x^PPBbhj!$_4Dh@zexwcF_Y7gQ-XimMc;&QvP34|aWfJ<0?LR!-N8ldY z-655BEq{qMieZJ`I5=R@8gmkp`JD@(d>ug#`@eNHRMct#=I|oDqxwfAe~^8*PZij{ zci&kmY#F6oY`oVIj0L)Wsr!M^)bg}YB1lCv`@fQ(;B?(DS8lSn7^Gau3qg4mxuO}4 z>cSK=Xqu7gNBX2rnrzysI({lYW-~L@|i5t^3e<3ofI!VI!JOY z%hYkYO=S2picr>P|KUAHxxB2c>T_{mGhjM!%b6s7f0-OpBcSI%#A0xAev#fNJyJ!! zunrw&jw-#v9{dgyf>iO&^(4Z#p(UY=qU^F|H)gB$AlQL{L3E1-g|fIV!SIIzEuZI@ z>ezuHwsD89onSr5miHmiu$w4v6*c$m+9Zl*3RoA@>X+@Sjbkug`=ILlxEpty zzt9WWROzXDG+~9T8}o(vBVHM>2EHff(p!5IS&Ll_CmZ$d&KAUOq)&^1wsS|>T$H$G zXcVN>BsS-{eISKzfDt?udv+?+7DB zj@18&6wL<)8;DaWE8p-#wM&$@uPm)h9W+i!DCAl|GACd6drGfT126QnG?cgKlMOFE zR{?R*JW?<%QanyG0-BV}{!})#Zn)obu5AL!lb4OCAKhFYIi7cea9&h53Qc>g_;U;8P}qI?VYegG}!RA7!f@fJdHQ_5H86hs;#N2TI@hA;dddJ~J=F2uZYc z!En9UVC>W))0ZpCB-|~|%~Cqpf$yuQ+uN22A!FSZEjV#zr+UBd-Bwmi!#&YiPKtAm zpL-=MZ^1oY8-Zy%%cI z{i4<5eSOOp&wr-b8Z|mxv*i>z_#7#7%-8TKf>LDAArb@l9WGPqG+&Qk3cFN$#a{zSmc=k@IbI-o&sB4+TA;i61RyUm)t-@=h0abP4 zbSj)v;VOgcH0Vs-D#iD9T=FH}yMA)}m_Z&9KM`Qffy*d5cz$kyo9sdz(f;{n{k4NM zJzMQVs9SO!^9w3EVT(T!k4E%TYto5-&Mqqoj}KXJ&h9Zw8r)wh1qE#RsF8=Jjo7Z+ zDV?0svHAr&?lwH=KCt601O8f|?m?wx1A zdvlKK&8>Iue4)?!A0G0QyQ;0_H**aE99spy{CoZRnnb#7zHV4g`EmF&IgfG;R~ROM z|6q(~3Xk{w+RwwNM6~GdcKBTvS{?#aVWyX%6}BD=ix$7l5~dg&4sUHs6$h13u!HX; zp#7qNtlQEp?Pi5qd2o>hn?H0{2)&WP6X9t2sBfXBH`_Ck9kNioI-J)V z%B|%WMR4zV{iBf_5#GROnki6pFo>3!R14lzQrOR(D_*R<+y{yl()nt56gHgIld66{ zK0*Kpzbwh>^KY@SGW1K|aBX3ZzO^Yo)Q5v;EN;7yw~Z>dT|Zt-J8n#l-AeM}ePQ@K zi7jn^U@&57CSU7>u>vM>NK zAagQSVd#`Rs(7CjJG4Dh4cu`*wnlY9zCwB}e;&!bz7hFLtlU>Q@Q?kN#pIp)`6b$Q z{_xuOukGAA^g&x`Uwv<%#s7+}|L_{>OXnh>7{$8F&obwszKAHW#M$A0Gf$iCn#3dO zr9zoyyZgC_Wi#h~I!|IqX;p?Dg`Y*R(zx4v@sZhnFO~08JKty06EQD&D*#_v@Ur#_ z%c7MUpYn#KG`MRrU-)pFM1(q)dPwpTYk&$Ko0HAWzC0e#G1N0w4oPj$6y4;t8TYuq z2yJuJ@(u2s8QQs(iI;y)nEE_<{e-lVIU5gbd%vLcGL*v7aigU1kGMp@^L;@L&GB?= zo_UD7U~N~?+k;GMLOYc$AsNV~xA*GG0PWpNgPH&E;+V-?#^|R?cV|+HM~$Q|vfl-p zuD>kfac(UKJ7)7ojm>u3>U)m5In@Xrl$AtjdxmH=(}uvTQ3pj{e15Rot9QHw#6%g5 z+=A|DBTU6{_KJu?-t22NhW6#sZIn_KpP2&6blE!SHGPMIY^Q+yLF6a!IVE=Yl267-% zZL~`9iUJ=>y^vLOMeZVrni^(*%4yi~>67cPI*$IM+HoFp)->{Sy3X;KdMkHkp_y-Q zmaLW~!5_o+(H$3MeROT7KZFd#$Q&C9pj6uJm!ZN-(jnZ|mRlbPRb#*Ct{u!R#IcqN zgrIhJ^q%98#Y<_$VXvlWL^oRVqnq^BUX3zxx81z^@tKGJgK#Q;p znf`m4+srf0;L|zsI|dF+ThE znmxB=`1-4Qj-=l~7Wee;)Qw!ol?z`thkN~~{HK56vVWe1OS32PWGb>}A{Ew8 zWyVhLyWEWjG#t?r?rS}j_Mdm+#BuWE!Wau)28wWHV)7NLul=Z6DFVH?%*!KG<$^U6 zTdGblv2b8#D@A;gY}+Oe^)k;lwD!#mU|z`Oi9H4qpXv4|KGiahJ9d)Y^}ii{%Rp3p zlPuty7l<$Ub|*Vq`lYc6IV$Y%`o!Dm--{n}XLtO8&YBmsE|SmZ`lhaKuTB23cEcov z>m6G&iwZot4o*$g+Pde8k~*L%FbDnK7OJ08fd_Ly4OwKq)L~-lA&iU%sfZd8LwiQToa#15noX1hBZ}Om^4MyqEUx zRPDl4CUJ~;*Up*Y(rfNwvAMGSTR9BAT7fz;KQU37V!Z<0jq`4&8BqmBK9doerxLNK zsBFxFvYaeRwCBYFvnvutf}+d~$>95tHl2cf#AunMO7N;2@vSRCie|kw*Qsr6*1i*@ zq;@Kx(sD_yc#3h&epvv3^Zd=;`K+vSVq)A`4GreTQ$1YGPAa5G>1!N{oo)8%p|7b_ z`hmExAm93}ab!zgU8=?js60TWK*cJ}=qu-sE{LvoG>XvM8wiqL^hQ+f$t7w=JjO@P zyiY@KQ~amTS5nH`(uLr8W26Hy6=vj;uCg&TfvKyJUt7k^(3ScH1aJqik1}nh&iFRb zG14$&B?wXhHPfoO_<^sOpzG2_%x&R~y4zW)Ap%>3TAv~)MSeq%6J9Gf`3c%}6!Sd4 z#TrF4O@YBhT*iYSM5Qa^IRg;4i3-T4MYUe*^aMR|b!~GX4Jb-iT#6`T6gp~^HPmV- z56-@leZIxGp^0tn^@Cp-3LKat=-?E9cZ&o#WiQqD*sDY%Hcqh83!sTB?f7 zu1=Rx4Jh!==u&$X@s|oL*EawUXoddO9jvP*^GH~V3RCfCQq<|etq-TIXs+Xxck6i? zTLLY~#S%EsoCA^xWvzUUcvFu;PTJkQ=?|K+hiUG@kjnsqI?71$M2ejfG_=VqMX7vp zGZQl}r~m<9%QJ5~UAjh;M;*kPIHfB}5V@{66a2cRueUtOe!dmu#1Iz#2W8+694j4O zfDRd`BcWoxPVuM{W`Dc8y=Iy>tVwF=60S(ea#-lk^?ED0pDas82S00Fy>VY!eh z%25!K0ZPz{@u%$LpU%A-C_;|_1E9Lo~JbF)0*54xXX+Cocva`2X zA(lZ^O%trnV^#9ft#c~1&XR?09_Ni#(sOCLG_tSM!X%|=P#DOs6H&&zCu&%HvT*}+pQJSGk_?d6Iz;uO5@ASoa2W@*PhmL^mfXPa)?e(v_#G(zB+1Ow{44Y8!9m1h~b9Ok?96=c{-pmN_Pol+2fqfGzvL=mlGNUM%s*e{X*2WGEl2TOg>7?;$V!Omki{%@Wq<_&2!a0qf{$h~Zrd!(hjVEV z5NqM30OR;fbSA!Fn(;Ki=-B&JbGORS!+j0amPdzF1}dpOm<&m3k;0WVIV&6EY5cKP zr~Wyy^BJ1x>I^jWSohAsRwgk+2~Q!bw57k!GlisOe%UYP4X+=C+}PV}SS zSs3zlxUC;)Nsy_5+8VJ$Vik;^xQr7_^69u^Z#B;(yZ-ZFBZ?khfI}B`Plu;feDuE{{VQD zHL~OBoeTFbh_n=}vU{*P}J(yTfd@8)dvurhAoWc$1uw z`T5g5A1$@;+pn?oRMBIw)Ob3!F?nQ%9==IlCk-5;qJ3lmb|iTTH{e- z+(@$$g+S+s$i3`8r@fol*(oSY{{W@`04GZ9ukI{6Ehm;W6~f3u=Z-jkhpGE};pWMs ziWpxXS0!Bxa6<$uH9U~V3qP(U5|ZJV1>_&q?KQhu#@fhGeQ4jxoqFo;dz!2qDlw@c zKqu`u`Si7y;zq#xp)+GrqO!H4nxXw>oCfi}0|;D_Z5aSLOb0k$Z>X?_A|)L;caiMJ6gnl8OqN8hGl2v%zUy z^firv*0Iw3dIn z?WJ|oLrPIk6ZzBp{Vb|J0Cm-8u8S9eqKZm1NhE@i8mZIj8m>p-el;u4Il-_!(4uU>i+;QOD%cxm|~eiH(;m(3rre~6!XD2 z6`(ZX)1^1^>e*BgQmt+Znx`Hq>m#S9mWnFIM41Q>qew2EGRi>KEG=)K_qa@PF)BiV z<)~@@09V=4S^1Z8xiT^z)g?}<6(EnW=N`YG6V%v#0qja4O_HeEu&fl;ytNeb*UFAn zVY<~!>;tn~g&KhW01@o&8>H}rap*pjAgIrkf7M=zW!^8EQ*5$OoE{O^iTG2FKh;j7 z*8BkLY@~^mlLImLBdD%DZM400)tK;R2kkCFcXRyuv4_({?Dm?LN?aGpwdd($x#VqA?82kx_{*QZ~^})2eZq;a2Em=c(XZe24l-u0%6fPa$HyXbQij=|4d;LF`*m^6u zPm_C_Y-XiMvbDKVUIm%urizXxYOqOIgH)`H@c<3^^o~!gSuMuQz7TNYI(btkdgpVOre5Abj`RdvtJ9_7nOur&nP8KtX&8aS4^Dh8wqbX6LQ zvlJ=-yli>D>$kE$-S^X62;iym1^)m(jc>M&Q?@}QlB{T;nKZ`DU*V@{u6*b{Y0>`c zUy$9yl9*Ox@RQKX>5ZWNFHMkG-Qo(z?kSXjNIJMS=l#ByCPD$X9xBmcde{Cqf zVWLRNpOUM8hpIN+%l6XZ;J;}eSyptcjde1G|tVb%=$c2PrK(Yeg zqUt`QN%yo};9$i?{{W2t0II*wt9>^wDey#rxL%LYnVi6|#{ zRcgZ$Ebrtu9Dq0+5ApZ1)2XSTf6AZgr}OLDc9=V3$n>je{$Jc|#rrlneex*N=BYei!tq{+7S$`+7+S(8_TRsMq~4)5q-MeqC~pW$#DP z_ky;jTA1{Si^Wi3A%>qrGgz>&Ep9%RAU;L@~&qq~{$w3p!)2OCpua&~oq_IYm&*QskTY#W9_Wr+%fsMZ1 z99AXdR+79Ff2)b<3_JDcx>kKLAtzX-Ddk^0XZ=+jD?SHxbbEFun{eeT8z7a<0?U#T zhNz@UyZ+@x-&%mY75cLusP-B#$s`&J(`VY^IeqA8mw+*lB0Ei(%0sS=;tqpPH ze6#X6>ht#Q?84H~Lkd-6=}{F|?b3Agv5xI3mjhMrd;b7i`%`Wf)ik@7`Q+Eso{QxA zYn2Rvm+ewK_+#_wMw`!V5$Al4GD*P!WYGqdWTknw>!eSo5Uu^!G;I?ADAM*Zo{^{$8#&ON)TDO)4wHhx)7Q_Vkje z?Tx(*Ng=IjNgh^2Giov14S!Sss495B*5G@q?{Sqn0b(iX{(S!clcRLyxr2V7)W0F0 z&b8^HKIPlOM4D=fvno1TMW=Yy}edHQNb7dd)sqFWprt+b5Lv7pyc9@;-;q4j?qEs`TB7C zIuA1c04cWp7m?wbT60G6q<7GfIgqN`$zx&30@o+$$Gax@^5qzPho$lIgp2xe!d$=1 zo*YjPv!vB;%$yZ9A(pNgwaH}qR5CLc4Xx^s8;e@Ni}PXc!+&D>BhqW~&#wyozv1ah zax(*}HJ~452bTlGq?K>Yj14s`Z7b3uOwO@IR`bU4X(C2Qi2=1~xniZi9Diulcc+S7 zQkEZJAK?7|0L#^zlkOyPEaMu-6HrGCR+!`R^&Jm{ z*k3s2-#AI+tCnhNc`4#Z7g#bs-X|zW8t4a&;0!qZch&1Vy06nHb>~1gO4@NIAkAM z@#@JwGj+ZP35>!=Bo&ZksHqD~`3Tk#B#gn_#MgTwo3bfun~>K&&hKtpM~3Be{{RY) z^8WyrsQ5)A%_Y=oWY%-*=f!=0DtdH(q|Q$CG1*G8aLN?~N=2M7jX%Lp`u_k^{vneI zQ_zmy-YCUakNjUu_0`p-eEMBkGzBcgh}J|VRsfN3f5+XFl)x4L09W}sQ6oaQJtlH_ zDe3<5uCf|xMFKPAr;>WuBtDccB#2#wuXBHXw<|W7$s}gA3WmN|{JgqnTctb@N%E=T z>rdxigKXw@u9qM8)JT;w$nB&?l}1J?bShHHKTiXeVlFNHJ()uDsc3XDIIT!g>JR#> z{Q64pM>XH;I6>uH{k8o1FWbkkpbEkNj63%b_OKyTu$oP2w_0`PCpgl9i^B ziqwi9L65Mt?QfF1yRY(7;_`crs)mNPqAHr~#!jNDYM5f9Tft2bNmv4IfkQ2cX0SIt z!h5$WK{m38!O(mN;XxS1~x541Pk!NeM!ZCTB$Ax%&`WoHIc`dTr3yXJE zqbjbT0Vb>p4$ATW06!7XjkkU>e6W&gkH4?2suI+#PCBNds+JXr!m5{&qW=JK7-M5A zLmD&v0)Bm>Nw$eIc@10SYM_DqM>Ia54EprCdC}oRYjxoeDIyJRUqPUc4AV3WO)3c> zigY04J{R})qDe#(od%6 zaPHe|69^{)fQof6vZ8;mha8Qg@C5l=KU0Qn3kuWxA;#c7%rtX^|> zbq?a61sx3z-^)?ez^yFHB|~HtrCBGQqK*`hz+@6D54S^m65oQtq~A8X=2)(jt3UA` z6#0Mw{l70NbRWOkr`ybT7Y_F@HmU_Wboo#*`02yHhBWaswvL$I`K{SOM(L5L$W%`Z zEh9B=mMt#hT#`NR3f!o%Zhtnvw7v{-$Eq|=I3Rg+Sp>$)Qj+RO(BKdO&2d5VP)QYz&jSW8U~N7u)V!^?huP#hm^s3<$JPBdzCWi+X9nFV!u)Ta-#r|L6UvIP;b zb_Z07)8JtB2x8hUwJdbva~vP^$*05U5EgItHw8MN3E8tgr) zF92Fok4=SeYP20OR%0q2wxjP-N2ryF6%|rD$upyi>Fera-Mel6o7+NuR6v%4R*UVF-zE^j|Y9fjl+AqA2BP&_zVo+4rEkuk!&;Y%K zhtv;lvPWrZT|%;XAI`P({+KDt+JGqg1|?3jC)2n(0#w^&qwzgC|G`~KHbH9AIih-5X-q9r ztM+mjm;>QcANjp)b-RoHLAmz))4a$uh5rCcO8)>qv(xkG1kZ6~gI=J0KR&A?>zt)G)~B!c<#Zpy7shPuC%KjYZp zN>ihqzj(3wsQ&i!pF*yX$uqUBVM6%>ORjbe|g51_LD}gz_}6#sHu|JBaW^W#(E&XvD@12UEW47 z0(=2mLntDI1*e^AMJrEE9Ui{1>zcVJ;jEVzhNP&8%fl4_YO3Osy1cDCbIEY>FyI?l z6UX%#!jfA=F0Lw*{{RpaR<1aFhB^a_t7&CxIOdk-IVq^i+5uXTL;U>fLD9e48zzSl zm4Peemab_eN{Ooe-j^p((giI}XRUK1GOfY@$@CWB0qrEVlPK|(g%6oDLH23W)y3hs zweX^k5&S9KoN{P{)93c*&!aPlCYCrMGfNqP6xAhUtt;yBu9l=)5g4+u3d{AeAJg5V zi6|jQSy=ugz!@jFwyr*3?DWi6NQ>e;J{UX(K7A=Ea#2eJi#0-`puU@uWc6uy{a;V0 z`ZdA!^GBZ1($;w6H59Mqj=4ux2l+Oe!@i0F=nrp;g zx9uH5JA#WFkVnYZRzm)50K1vg7El*l>VB=LdVar4`)tcAMoqdc2hN8dE|hq&%MnFY z&+Yx4H)J=qCnJ$S^|iDB$P~ItWGgDJg%d-_wfMMW$3Kp2l9^(oMk;<({(WjF4U}Fb zM4WIB`8ai&vw70vfKdUFRa6;d$weYc(V~=klOS>w8F`m$XwLQPId^D%e`Sj0>-B@ZyixDMcQ$mu) z@l8nX)lfRR$QZdM=H#gi*U~J0zR*i?aAWRPFa0lvAMAAORuH_V_BgFhwO58LDD*GO1ZK!yt8y0s1Hmex&~Zg}tP;hTY%wOBMCuPCQS~ zr;Ilp&kN9caj*0L04Go~nXyrmYPrdVrg%eCr96ymBc@0~Fb(uK1JZvd*}c3rY@Qyh zFPR>>`*G4hZeXV-k*?fS5mT)_IPftk1zlXQG=UXdOBn=fD{BNSY(3~K zs{SsT5x^;>deIt9WHm#<4dTLRa<^lk~fkH$YcWW)KgDrlI2T}6xL9p+Efqm z{2rZGz5#8sHx6i6HaxkG}Wgmo${?VSDXeeswe{wLc8&;ytcl6%cAKs)fKUPqr z@ak=4MOwfNXx9SmW2((DI@$lNNj zOgK~^f$AEse{M!1iD{&R<>)^@oqB23CKO6``FRibpI)I>*VDlqQzbl5%Kk<$$0Mu9 zC}l@y@e7c7KdA73$J_8rAYx?=r~We7Kj8lW4_;po52uZR1JBHP;=i+~ExI6%TH0EO zJaf3GYPqRHu7!Au(tDRNs>rfXW}3YJ06*E&9!qt> zSruhI3bv%Q(n1n#amX&I`-Mvj1{Y)}kD>K{MkI+4Q%;>f5I;U1U!O_hy0|Qo-4tV* zQ}Z9{QAt{xOf9e?GG9&9{}4Cdz7LnU;EXh1!%gScywK;Iwi&I(nAc z*Hysu`+n}}WfhJcA2Q5;mOsPg(PCRpiK_BSjP}uV{?nd^ygtopIU;$Xmbl2;eC;r= zeizg};lV9+8c!dae~+^HZY4Z251IzGv`hSCuPO-xs4S5vF z;-EDw)1yQrbdSbEEHk+!N01wv+fUQlg^m0GN>zx#tvLSxM0I}_6ip8zh94p8)cVY( zHD(nOR!=mJ3QKyD2!9Qh;R=tZ^*`c2C))-qn4_sw`TpLoYcw|>r4tnk!xS8I{Q64d zAT24V6*aNK+6+xKOGu0(j2W4P$MtgD1EhaZaDBds6p+$XAD7$Z{JPxt2pdFB82Qi& zj+2p5<6?{%tE=rfPu`Zj&A=g*MM(~&KsK-%k3Q8~LnLpdyMgjxf6w-D={@z(4m=>e zyflULRx-W_=Mz0FRvIIe$ewKhLm3tj16z}S_S_$3 zt+pz@s3h0^PutOf-XoPnGsUQn^uKTTIx@KK#KSZc?;b^?LW~1LG|JIPu!$uExi<&; z+nfDQvXAQh$Y+)_TAmzwTzA-Qm11aokKrHW{{TNs^?mC{hN@_(^Rm`O1M7}9sHS3$ z;1cpO+fDToW*?7kzR!A!vp4CC=lOlTR^ORmcX*XR;pBQ#()_TC1w0f|dF4$9RFKOn z5T({lODsen9;Pj8TK2co+c$Riw&<>tQ{~(KTK@p6^XX-s>h4I>_+iFACHqIhbLEaT z=t{zT)WAteBz}1%m6kL1&hvQ`aMtq17S_1>IUM~>^?NIudEG6g3!=X>Px5r6Y`bmS ztdl2(bMUX*_*$c>wVy0@{4ygtS2>kXikck~h2RzvUs>ROqTCN}jq35>)iQ+nG15=+ zuk7h>?yaf6MknFxPxc2$%%{k$znGLx*(uMdp=g6FW=9%ZPL&!|@;^{x&Bx>2BEE&x zvqIJN_=lhRzTT|1rr-2oktl!F=bzb*n*RXP9@wa^dcWc@$y3GFvQzgS5{e(< z^yBz=4 z7t@#){uE_?)(R{8K6uZUP14omm5pOfQKDo|-JUpV1ZP-A4Xgk;u;S;BYFS}t3tk_$ zJ#HgEhv6L{kHV}$Ja|(bIOFPPb|G1%V`DGsB#k89L!B%6Cf|>Dk_c2%x$1yU#A-k4 zKW9owXzE*?6GFE(F0QO>Jt$ExrHzfR_56EA<`oz};ORmm70!Oo^$PTX+_V`+npmQZ z(yFF7l-tb|!ptn*uuiQO1M_d|?WoL*JZM;uzMMbR#=SCL*9lR^hBZ=Th^n~rzg9!w!{$w{QZ7i2=x7b zSw}?@sHxSd!bc>`H6utIljb)TJd2O_yZfxx*6ATtdhp5e{hd1n+d0-@1LxD0O9wPc zX8sZ>qg%17rmNQW3=vGXBn>B=5x&1=J=zkv7t9>}2kkj-309T(#>dvM%h)3!I=hyvT zE}&8MRRlHCQPfh@JPh7q%^FDMj9P?}k*iT03vBL9WXV;{4R>7mi)Jqg_R2eMluQsWCcDvbHv9F{NdtcN)sJFFWyeEng zF0~=OKWE_|@m&|(SVeRKfuIlY{{XAy&;hvdHFOoNB}2g!FRo-qvg<6Xa>5=jcKUya zx6|6&R})3yx|3f+_WJ#uYVX5}hS~KI{;G6{If!a!YJaghfk=xrLA+qfE?PDx{cGC) z0ORjXNCu*D@?Mig8@&ds`XA4wW-^+!@ui{j2!w@WRe|(3sI+VuuH+sVC?3(txkal( zHh-jgQ}hxWpnM)R$ooIT)1>t6A}q31O_7wl#T>PZJ26l~hL)kEd;LX+yTQ5%KTXnr ze-F?4I!9YwlH!$uKM8#XpYnAl8?XwgvCMy(S`t#$aD zQx*EPw42|9&He2+f*znj(|YwLVqq#*P_tJ` zv8$ODC#g`HOBoWNt5~Q64nL^+4}Kf8ENKNKkIN_X{(U-jsgX;qVJpM5>CJd)sOhq= zsPmb*KGqoO=@N20Mvu&}g;rLP*<}TFTmT6AT%X6cWZqR&h#?w4?$7N1054Xy<*VIZ zEYpXPcxxHpcvFr#Sz`Vs?>eMfIj8YMSj*w9g0j7(AyhcljLbj`0x&LZ&8|JCkA5>f zAc&FXKMCXK!}fIaoV7=W#br!#&gEQ& z4;fA^q!lh#oBe*C%kFP4p}5r?L`CL55Bcd|%lthnwzIQ%sXXXeyv7Lqo_{Wa?5D)7 z^@(|*YFQYwE{PT=u9__lC6p_R>hgkFRQ`Y1pKeLJ-#>If50E-XTN@>#uB5mOJoPOD zf5mhj)%;ZLI4X>k>^%C%j8x0^E@4m^$|kbGloO{@{&>CldJbTmkhc-2`G%?enCkIt z&^RiO`d)MzlyUz63Fv3qKNq)r2@mmln%ec4Dze0tHFLWvshUK6A3$%x`VK($uJnu>!{vYZE;f?%kK zxV#Plbd~)h^QlF@ulRdn-E8U&%g_%@ap|d~yNOIzu~h#6AMK~l?BnUsrg8fcvNjs2 zoW>biCT}!hKr#wDIUKea+j9 zE1^IPKZEC9l%MGD1p+%IG6^OLsn#PSHk*&f*Nfa=^X+uptz#5Q6lRz;9)Iff=$vz1 z`@IPi9#|i@^XUbZ+COPjJ|4x>+rejm&H9VaqNh57e(hFKh^%W$NdHV7{*V;moN)eFL*Zq(6di086Q{%Lno6C>*e$ImW zKG&L-wi<~mr>vQ@EYDR_023rl<0O${EDeT$exBPllBqE~HHdHuIDf0{`SfO&ku-WC zkz;lHeCzV)L6^8rR*Wop3d#XbDb-6uB~q-(A_PFKa4ffGKku(krFT9Nj-$z#V0oY0 z!=|m=K;}spO7H4d6!Yn(vv_9fRQj^wc;W>^93)AQPgVUx(MKMRRb9RKAr_!j6_%|V=O47OV;ZOB_y=^2hTehasujixCo|Lro^y+6@77QB0 z(95lfSqy_snEigf+lS#onGpVD}0Ymh!f0p z11Xf6AGoHXrF5nO_q{O?AF%C^BYs6YsZXK#Wh)=CFx25c?LH_`F{QW(yx1Yqf%6}~!Yvul`^wP%) z4;D7B&*l93b(eIBUIEns535;Jxx@NHA_5TS~Dzw*pc)L_#aPb=T-;AF@~q`4_=il zq7&&}3&B2k{{U8cR6RyT)=46ymaX7AVxP+TM71O!GK&DZZaqQ2-aVmdRsthnQ(v#k z{a??e5yY1UnvhrG6sM7^#$dU*qVu^h!)^T9h`nwXt{pZ`j$l#dh zMKe{;`oEv@>v4(gMG%EgF7B}Z0CMtEse!)ko|j5U?*U~x41lDQN`#g50xUnq{Ob0| zaEJ8QBh_)!WTUlRm7MVI{l0#kaQ^4kQ^zbaA*U56SW7H=<|?itk+cJGa(~ByKiBte z*_S}zJq`_e^xA49h--gOPLlZUwy8#uP)N|!)D?~yT33atUd-zxV^}u-09B~p>+f1Z z)%_}Q$E#gjETvLj*Y*DZSNgw~PnA7y4KQ<)nrLK(6p!xau6n$r`p%$OEnDuA(zk3S5NVDMOc#h`#2Z zN-0(zrcxY>ey^>+pu4XqU+q)!;J@ej{k<#;7t@4vQpx5j!K>?!PxAB{X8t>ET;_60 zyqyfpWr`B=_^QQF@5^yF{gn!%RrvaQX%g9F6TC`Kk?s2r&#fEH z$zfOy%DJ|&)TEu;S*7tU` zx0SUtUB07-Nq>57k`D}AmP5sBLH=*`di1iO*cdcOVS0JwZbDVb6GoA<9Wt20mXndg zo`2Wp-I^#{2oNars`hsv z8?a(6{<;4EV4ubu4tm^jX>4@TFtSdDb_Ah!^s|m#g`3JnivCFY-|79YYax&!r~FX+ zI=fDPKbKr4!BR?UDeC8{lBIuk9GC7(=VAk)wP!k`H&AXbYuNkTh4crveKEE)V;{2= zCp|Ia5Oo-rR}bN*AK~@sHAh2{6EvwEK#CQM#Lf4Sx9+erGdcjiq7S5hynAX}eJ&8o z;saAo(NC5$=hKaQ5E(%e`utV@0DAPVN=h24bUV zxxxo)EnkP>7~@a%ap_#UJn^9Lk-oqNKf~4voG#*)q9`aZRV^)4f;nC&Y9Tj^OU7Aj z%=Q)qZ~6ZKV08xZW#UnbQ8;;=`gw8l{{V~WL^~z?u~pCzJlKIwl`!>o;i{6$g2{}E zm3o;H8vCWlFf@@fu_eXIs>jD4>>K^}7>M|-r5oWG%?@}0^7HAb_Dktbm5E&jYgOqp zlj_a$M^Sl?IZ>xX>f%N|XYu%3bYO#PjQGO$zJ|2F*mrg~? zmv>`Oj599)0QLU>QTuvJ)^&FKdYEckYVImHP?c)PDJN=)g8-$fW~#YRKp<`0)+Np#abk`#67>AGf5_dx^DM{)ARZPh6ky5!NdI0D~JYY9?5! zauLg_M_87nCVnQO$|S1m+k2h_XBC3ajMNw ze-I=d8RMv&{h#INB;0??>P(Rm!MLSD%%-5ot20TU*f9mKb`}mn=HGyA?4Djr=F1^f zE1`G*q*A%AE5^MTLCu_)>!L_xQ%n&~Kd^KiMeqkJkF7IFxH0rn>W!&tC4{hY01|pX zR-gyhRlh#Sr?KAk7^Nf5xj&beM#Gr7K_LAWk@(|CU)pti@k;q{=s4b=9`ajlXY=mZ zv-MC-9CF91ZzZgzIaSumzzYTES0C$pv@qXW57&qY$KwA0i}gJtmvQB*tr1xM4MCU$<#ILPk1&aU(YVjBft`pK4ZU*w%Qpe@Jzx=7lvz3b4l& z{Q3^FooJhinn-e#u+0@wKXLb!lS*QZPmf-pISpc`PY3}XVr~ymRiVFJtvHLwbFtF{aYI!7CanVCjP#{*Q z61&GyJaH@`r(=JjEwutkZ?ElsR!yvBl_R`eYmi&3=8XQXVdKU{{UmE!#YazHAMOF z{{UCp_H`<=cSl=CHA_BKsjIv)q;i|QY@fAe5+6vo7Q22wuhNmF&8jFt@YnGA{(nBS z#a?Pr2igAsLXM*U0Dcz{Nd)nrnA3U8#z_jOGRPhhl0?A?0_1;B&*R-f%dO>>qg_7_ zr(Tk3zknW}xAXXyq?7!MnQET()kbJoM9WGi z4SRpXTJh^*IY3)z6g4ZD)`0o&^8Wx)^Xb+1-r&xPI+?O2wmO9J#Nty;9U>|6D@hn6 z>Tjtg_8{Ba(ah=!#TZoeKa2T#%fX7VnZ|UY02r6nC1!alIOj6+w_j;a)QxTM;o@oL}&gx=h8v9THCSub_zVe zG+)d8U!P3B!*e>ko>=r~@_D|^^jlr+ugj%?1X`^xBTvvzi{{X1F9C$txPK#Bl-UTjv;gC3cA;j7y=4_ zJ@TI3eXi!z#bQ^)&ucG*Op}f|JVrC?)^rqni1ky{A@hL8IU!(HXiG340lN)SvtN^8K9^T%Gpz&f?k&cP20g>PF3qkV$Ilzy^&<@aVsG56oY(&qSI0Jox>` zA|p_xcG=vm<7CGLKtTk-794nn@XoW*k!M+G}pGyt3vQmR{l&-3UhH#6G=Zwlgc7@*cZ z&Kx-Z0L6|V65b!o4q2-!>tlKvYN?~8YMMD{7DtX^s~k!9Hc>UjiT;6w`M3hRFJ^Bp z5n&2UMzlJ(=BA>)M}G|s2+_XX14gyDG#AJ{G^Yr<2UuygJb4{JC&DG?x`l{tI#Wrs)&s>c#cxIWxtNj)1 z7VTiF0a5IC54U?-SS5@x$J#1HQTCcpfs#0plZujSUV}Fq&=9$#5O0x%{$BiHp^L<1IcOnj@f#0+wS9D2NfDi{iYW2JQwgItaV zogCYK`j$1B=ui{fBc_5Y<|&rp#QE0)qZ^UvZuKx3rQ3N}GZYerX{vDbRQ~{Kk`#sN zspO|mTgfiC$*0md3@#55>|E2!R+1EO!U+e@x`fajLka~Cb!%NGhf+8;pwdb;g3^NdQ%4@?=UyixI}N`m%|)tJ{&K|P}e_iO1+iw zBjg57rc8ZKKEDknLCuXUHCCDBWoQKN4QfE7T&cMiHq*%E4(ZN&5zy9Ft#Cj9YSN$q z#)adpI1yi+en!x8Zsga@>gmMD2i5jiy-JW+P7`%O>YOX1lZc z3wc$er6{qg0g_ESPZP(F0ZMt2?r`!~f+e)H@Z1{rF)EqQmPxM)fsQ28JPx&#(?=hwM3>A>n&pE4wz&GAVd?L#+CK{7>Q^+O{ag>UDu74Z({NvX zEwFf@h@#Yiq-koBa4C*HRj)&)1Nl;Q#u9o;I*K~lofncy+=POnvNA|#hH9zhX&hf1yMf%%LrPfv?{sc5%_mPjE4_{jJf46hy^BNr%_VFR$7BHjFDiuHmroTRn zjyL&t^yV&}pYJfVSru6Hs?*R#vB%*m61>_P4}tv)fE*sqrwyPk7p%=@zysjTqM@Hi62y z;Cu9w*{}PK4-~0Rf3%uQHJfE+}^D(qMSfUOyI3KQNfJyqS@_m^BIgbv&+XU-X?3JCj zLfzmJQ=5x}-S8|>^TY!GNm_V`h*V`Dy(WA0bkqfO4An#~z0(DsZ=@|QZ7cJ&z5*3@UMqqxR(Y1== zz3xxmwRSfmqV8(bpE^dmzW87H6ud3TJe%AjB=hutVC^J)(u$@#*s_L)Cx^fP!sh)U=SsWEW0K2r)fUsAU>hZJyQbks?)%MRrhB#wc*}y{>vwg=x zBctZsxOcCSc$9UQKLUC3Z~d1Lu1xFay91!|2fi2o>g~-yLgr44Uh=p;C26i~d?`UU zJj5Eqa@|-Njm1?BrI-erhiKOmTyA1^I`3a0Ttp*$w_;T9w4~}59~5t%u8s*h({aDP zNg}^bOB)ht9ezfixVXEshkq*r_o^J6RJ~rrQmEu!9r86dMd6(jZ9lb4D^5}MX^}zKXLq+W z&_t{3dE5>>qbOM*Imq-Wd-WP)vgle+%2K9p36~0{7}=xK@mr`%`X9}o=K$epx~PUO zIeBe|tLCB4zvbo6tC!ipb7h-;k+|B1miA4&EM!B`Ho_}k#F}YgF>C2d$+VEd#mh*| zZjJ}$Yws!%31)joc=ZXfB|*V&e0wXcgrh3O|HvjzYgdR}vpTu4Wj3?1gCTDdJ&-lX z8knx(<=Om1$E%kWuBZ-H@$R0WQ(L9jVVq>W_sa6Ki(+ay*K*l zN>t_f!DZ|1wqca)>hZL8Xi>9a_|8wOvVu|lk4-p#ojV~$?Kj=0(<`tcw!Ho1Q~J;v z10Lf&qgz^QmN7YP3X^T*fR_DD*<@1yt$@maojBO?e0BB+uhb2B_9sWH8Al8dawqq2 zLDj{oa=tXjM;_G$) zoVO7x64tdSS+u*I)L9d0Vzg#KvrVzq(g*@%HddW&|9g?mf)}*d&Oy*-3yW2?o~vX( zH+s!5uYX?j^xr01z`}Jj{z4Yuk+qPxJC?mxR^(z6pH!wV~5zkeUF z;tVVied-dBmX(la9sDT<-dEa5wTk~caW|V`Y!v1D9XME54ZlQyWgW89)x>F=zvPd`(+CB6nxpGPX6&LtN%xft3Nm>navON$nZkz|PC zD;831P^?|j9HIL0&5exU57%adp7mrHs70Ic*!q+$Jp=U)3Lae2y?}VoDfuI&txr(< zO^+wJx~Vvy)STjh8ej~a^Qf<{KVmeQU`QCyc^t3CiRYGcSu>AZxqIc~gX{xm^Z&5z z!v`M%%L?H#*uTxYmvAi~OL5#lRLCg?ZTSb?9+mY^JnKJJ(zDS`-eybYbqT=Jn7BVb zyRr^L#yY;$fJt2r1`|mUQUN`SYG@Ob@y2Tq0Z}|#!DZI}k>zQf_AiKB^Lt!tlktZj zkU#-n9$Qy?8KhVrzo#;A7ld;_U<0c=MhQV~T-k9HugSQyzJ*inT!v3Srs-{aSA^E5 ztP#;)RCLgLI3$oBBo!f84c)m?@2zgHcpeCTTBixHtl571g!OJGDS5{~x=!%GG{e9w$u;-;Ub}O+yt?A--@QgZ@d3;&-Wwj zX#DfbVQk;0b$%Pkf-5TwDCfzgIoxJ}+T0rraUM3r%Eku?8Q&BwDt&#$0SEw8UUORQ zTs`gR5nFg?^y7o$bXefw5%I)WDRx0jS#Hk&c_7CevU)sm@py+ta+uV&FwMAp)RwpF zlzx>52H&R9xf+sIyBWxu_CP?(hY;7@wpiWzJs*mFi9IF~T`M0Recxy&fvdx^zcYAR z`w@RIZBADGyjq_n;??Omo18g3OsX@5bl{@X6}0HBwV@Xn3tl%r=l{seLGF;|-(e0} z8f-)Vk-2!4PwEZpX_)1p^6W`kOChWxW-WbEFA}+8{gGjlq9O` zjy;}LuU zQo15^JsEw|OKc{0O9GNOaPA+`-C>}qEd3+Z!1MC_Kt>9U8w9%e4wfqFV}UC1=^nqc zWm}RqbxnNea!z9ots|A(kE%7dE-!&7!p7pZQ(|Dblu5%^bwxah*0oNh>TZyL1+#3~ zn@UJWWpL*=M(>em~5M@8nzsYtWj%uMJT z17muQx5S{{Hp=N`GBPUbp-wWB{MEgq)#L4^cC(Rs{7(0raHcCP-y@-@9u0foS~fB@ zm@Z}M?vkMUz~Zx5B{<2JR8O;8`|8O~F_KS(X`!l>Kep=#(h11K9xuvyo5q6bVEMl@ z51H!j%qDJwA%*T2qCYLNk5(~pMG73DPuBaw ze8Sf`Wx(zwzJjRgqMSM=*8MwWW+w2F@B5bj{)m*Y+3KzKjCYf)CaUsYM`(ghTlXeD zNK5_LhCP0{I9{0oZM>%nKwp$(#KU?zg?5{o;zjmfYH+>0cQa@WSskH_5Uy#9KeDOi z+B`EAi>Ewx?)T@DTi$l1{WuS~>Q0XQo+S1PET;PqmAWC_$958a70NWOv60L(o|6X8 zGf)g-JB0C4SWzp^DT|qzP5rW4aQC8T-~d@Wk|g66rr%+e%-yh8EdP;70qnAb-Y%FtokB^8ezg-L z6~l5JAw)DmK){#X-#D5q7xatP{#MnHjrcaHD z2#GfEIIiX9z-zJz??*uraWyl^YcLtGF!Od{2<=Lv`)u|6R)l`&*aY{_lvW}@QIX+b9`o8DKvR}q@W zJ}&GXy)cUohk$H;Ts}|cs`Ecs3QdxKIR) z$&-sbE3+oy)0(sn%R@#Tyanl)v(&?X<#J2+w=wEaFtDN^lbBb*-z7vzdGzmHw|YzX z-S|tRKa`8}iYqRvOK9fbcWDXThhfj|LWu0`?bKL<^#>~-MCZ5t%v_~NxmfL?oIOxo|EhY?sl^x+vQl(iXB>=c8 z(Gb>cC-0Pzkxpdz6nu#pMWgn)vfJCQVAcI_oSvQHl(L|(zK!WLBQ73aJd`&9bLjr8 zuuHv)-wkRToMmdwOeQnHh3{bC(1A&%>2)mT$F8TeAJ}Qx1nsP!llYe``-uj-2ysST@N1=`L>`ryE`V%OZ~vtV0$%#u22WQ<;&;drc4?aHf5-$v`?Mh1Nia}6gO5cY^KCMNCIQy#;`!)~%dOY#OlWI?JO&-9arsHoDm~q+D1T2h8-D-dW z#_=Gh**!46>?KoOBAQeNWjiOCs)<*mJPCFz6L*UcHA46hyEOv{(!8dEyo4{2mip(Z z$}^jptQkxiQ))*jSibaRh^gsRf`~CnoOjyg^4RC#wA!aaIxEW{g#yb$ics?D&^?%b z9mM_};T+y4k+grdv)sLsZ^^-w6;i_3JT4#`1&>8C>S~{-q8TGTTb}4nKD@TUDFY#%q5jNAg+ub5-f*V}a zAkcZ=O-22=uub`sspb_KO15m9z1O(6zbGbdtRJhbkXbxP>RUeEijjvI?C(w3n3)hx zREp|jLoH;$69uCiYH`4cs_^BbZ{<*H z*QhX%n-%;`7np-1uUf6DIju7H)_adjs&FcR5NXhu&=xu)FG?2zO~)i z8z*q(^Fq)n^p$YK8MJ?@(|hCHjTC^Vc?{_dGSr`KG8%G<<1x|JpvW>3FrN-YM@?M& z44UX+q|vy|SCxHCn3xZ+EueMoyl5e+k#AzgAee2!J1~)XszbUsh*RCg*GnFZ^a#+ux-v?aIMTNK9`Qs0F&R`<8CDuDM159t=gACZ{NOt zWUO^nT+H3JO0-LyTR4t*{)$Sj;I3ffx=6)~q&jDV*vDhOnHp1}j(+@}Sv8VXqv&5@ zcg%HLwlgMKSmJMo0@)YHpPqK@#SWuduX>R_nXcVA4qxd+x|wM>KDa*O&sPW4iB4{w zwX~HEtV#uDn!ugri}I!Z8BMot9cq93Nfc46UB$Zc7RaA=ojPrmP`-8Jc7(A{fa0#~ zT%YdL5GD3+jdOf6?vJz+0%k=ups$5eZ%nmeiF4_E4C8KBG?PyhnuU#m{2G8Xy`;KZ z3R9HokXm4DRnq;boD>VYfX?9w&)665yO+86p3#lC!c3;oODKeATIE2SxL zp)Y<=3P3BadUY-QjMcJ64fWXJ63OyuI}SJbT&5cg*CNY@J9=BbR{?@I$y0^-U|YoK z<=jq=kp~Uj!qw6@{MjJfj7?fYFm-stDor&q1G?C|KQHV|SxT9Exl{~O|DttWeJcXA z@I$!gNcQBc8$AnDfnjFzyjCG*FR*v{hqV!&%R~zK)!$$j5=Q zp?uRZguamFWRtrG~X?Lz}oAo-17VJ=TR!{Sw%=;J2fhyh?l zwz@YK0-0n*8EEr(OH_-~FdEznd7ge5@Kr~2iu-$(u|Pt`&}f|r`}P0G=Gz92A`5}Y zFptH-dqFYg(xD!gr0+=rznl|8f0v+FqZ`tX+3{tT^FA#(Gzljx_U54Zpj;~%Hb6N# zbnOo}=mfIlRT}U$0@zU77)!5T38p3~bw&K2OfLH%1v6>5aTyvv3yskm5*~u@m7R~| zK8TLm0!g9&8bY50I+SJoZzzd9T>6+UmY#gubyUA$eE_9@=OXcgin++^?AcNFoO;ze z^nzDSRf9?@{}dyYx>#p#r=`7}yrLoiCOzxZ^*$16q1%>4x)0s}^lCHibgNXCA5I=B z&LUDK$3rpSo|fwQyT@CPiZ(W31N^CRq`PzLc`1~PpQWz&A&6W+F%$3oci$!Pjj{1T zEOK`%^VHRJ53Qalnu0`TinWQ#|1vSe^?belN2|hQn>^bZjSm8pNOq`pM)4BLE#pxb znc1ZhE9;Xiet8ZS1PFBY7ZB_Rvbz)PZ9rGP{U%w&q1}mgeEY>2)G&N)E<&O3 zmmPdp?+P8g9kQfTN^}>!JiiAJEcnlV_ug_ZkKz26*-5Fz_^3VQ(B}fBSoar-AGGnw9&{@7Rub5;sXY3$8bhhZDKgQp#XlfSFF7BF6UXfNy`qnr z#l&tLcEFoCy~LH=7rH{4u#MsH{#axdL&x<%GvDGbQ^FH1avrebm~*ded-=1|W?U})`xYhR%$%3+r81=-KRs%T&@p+oC@m3~8AcD) zCj$`%NH^U4SC4ELp+L}gUFGi<{JY6u5(}pI_##wqbUObX{Pq9^Jotm4T_4KAJ$>#4 zzAmOs64ju16>%;a{87e6qfad4|NWl66|J$pBNISf3iOa35E6?k%ZFz4(msgZM`gb? zHo*-m>e^Sui#a7w?uA9ey2uc9d%B|Tp5%;L=%oQ7$>x4vUtxAaDHWJR2I9$UD1OEe zbff&Xj^Up~kEiqsL0YT!ZR*Zh?CXx>!(I1H%ZK~=tT0}@V%IvM3|FnB5PVNh7af1c zG$6GB9`oFGu4f7`)1WdO8w(Rm-+1$#FqnKb7)F~;RWb86iS>^i5LR;fZ8{^kxI7+T zRG(|~1^oq_)lk;BN-EITo3;tiW)Wt_D@ z6IZfh@N571{HqwZMRl{?qv=`j_WK=6p_zIsM3YVs9Ysa7E&$A6H z2gHrE8!8_~+D#A%?h?Dp==f=KVz`n^-HzBj1z~jw37=0Vq)B%N3lT%i)T^}^TJt8w zNG*XJT{a^wX+5B;x%}kH^)M5r&-fXBSpeJ-msO4rHowjGUYjPf{a$ToIiJ@jj;;uh zm&ZQGQ|q6cT6&E=&`JD{tPLo}gMJsG$oO2*RelEQyh^Cx5s|di`m{26_SDndcrg9f zgpgJ;1$aORid8mU24G*m{lxzKMBv@vNdoT1%yK?K2XVI*)h%Fd+s*A-qXnNWRI7Kze8F!(92pfYa1$| zZx8C^2EM*KfM?yG-Kg6#*qPje@iOI)T7}y8qo1LL5#CFN7zj2kJ^6a6^U3}y2?Lv# z@w|O%mJAvIQYG;D5d(=8s92dCOU()#FU|a~ab7x+A>r(JpJz2cBdI&e^r%|YQPA~) zW8fdpt?(ZY<#&nS=5|~u0Wuj$4Rg4kPeiG8#4=29AHny(Qd;2*+)w9f1bbyhGrfhmyt%nq#7J#YV`T1zx z+)0)QGw%V(2z}A9zoRf=Zv8q}vADXANB>23dsU33*%%N`*Z039AVQ|ruwacTOIdnx zF|FC<2j93?Q|lkdQ7|sc>4yVK6`~ImI8=4D$Ra{mp?@JiUE15grkX@mqRasc-{gxkcWw1*}%vq<4OljoupSllKZ{Q~^9 zo%;_)G?yDDu54|T6uckY5-64&&_4~OlD9P&mpw^MZ$P1n+!jW`)-UxWP)_+@NNEuw zRi_x_cLG~jsdq>N zbMU!$(AX!SdEu{zKoJE5dkZl~$hS?Nj2|)NK2n&5yO*_`sRyVTsIm z$}0RzRJRsA>MMrHJP$dK-TznD;MGaB+%{CCQ}v$eeZvIKwG^_{sL7JSATY8dMsSehQ z5C@wuHs_%#a`rgmtbOFtB!i&o15AJbdeik*Y?@T+xn6VRnD~Di$v`^4$fC)(QOtWcr>`2~1(EpXZU-W#m$IOKd`qXy&cPfZmI;n4LXVpd3Y8s{B{8H zt}yPf zj*%Dkw|L^iwYg*)HUZ9uR~Vva|aOv3ox(b zyqi5jnnW*6bBgR9XJo;2H2;`%G;Uq(Ps=1cnZ{1W-v@}5qgT~OWL z9;7C|pj|F>_I1hSMd*{Cr(B)$9XQ+gaksabwzT?giXu{{=YigGK92i|BTNDamc*9{ zrgzZzd^C$%WAbJn%FBi@B}-Zi%J2Ki4nT)$hl%DB!ld_ zt`Gt{Sm>I9C_chRB#fHCN5uk^VD914|B+>z#6L%hDQP=6mPWn>bh^fST`wx0taz)4L>UInj^ z=FMSL!l3PtmuO(-)_;sY4f9N29UQ|QT?&j|6(5{bKPh_*Hc{5oXISQtD+&!kp5VKj z8~-GoYhFx1u1>zD(imU92?d(rU3?!q*^G`9;fM#&n#inGUyd8Yc|*z-5>hNYgi?&i zIht=%pv*xSid3&*Z`hUMo6i6V@f{J7o2p&XtMZA13w*>&c?`V)T|UO|CqdQCn1%JN zk4@E%xTL?)VyQeu!Ii9yZ2W5r+aT=kWqBzI0?%BbFY?m+Q(s3MeWu=@nw=DJ=)MTV{HMQh6k|E6qNq({&eiPZ}G~p4gMngA#CGTWs!W3oe}AG!x=y^ z`CV26q7-OZo(nHb1Im~i3Nwc<&}%>Rkw=?hc#*3`{pU;LPbLUUn-NH^o@Q6Xms+^7MIBjf1f zYV$=GB`DCZ{b#nczQTCmsCk>ila52h>ILi$w_H5h@^IUu=M{G!F*WWAYbi2rD0 ziXX$7?PD~1BZWru44OFse6Z^7)a;HxY-WiF0HhO7Z2WTuxmc%|Aztg4E7i+hzK6{0 zlOJ@8jBZjs!Q~a1QxpAL`reH{K(CM3C0$XszB^6FE# zLa2+;B6Gf>CfV)cVhtVYrqc+2O*%QF>{6$euicSoaBY5W>hus~siUn{qz9u2Qv3c;2OBG{b7XSNg6)FteZ3&OKH-=k-V|pIU9| zSnnKl_3(8FdFsTal5^GeM{AKOqn`!QL-X**&;4(9ZOooN_Zek9UeA*v=Kn_~Fq`^l zq(LPrc#Za?)V2j9I<(29d*|m(?odC#6MxMXi3t3-kg3FG)auLwEzymbHx#<|$#zPbEfq z#FVTb%aj6aDLD^*k(I%_XvHXQfwmr zJVDPT>+(-dU@!mvsGd5clw+vYqee)K!d9KfmKuA`{pd8)F#X+Btkcz-W9Zs;nMMb+ z%%E8NW$H1a7{Fw@{?)dc<>X2UP)5BAjM-#Odt?vu{Qa!v@a%rl!opuK$0u<8J?wO3 z^I3KL>3K77^&V|e44;}Fz2Vhk)pMUQHRP1iy{qeAR;d+nv!Bf~whw!i+M=V^KBG*iZM9nbWsc-iLhYs@PeQB+@0KXjS@4+XZ<85kTg<%Qxt}WRoaOO}j+GbD~8&qD(jy z-x$F-$l|ottfoCl5$6J9-cMjtkZ*QSJAzr2snQ$eNvEn$&Tg8UIF5;IcHLTy$2MO* z`Qtv^3$9_WAWu3oNuwrE6hs0F+Z@q7_JA5eV#6Hv<)(L{ia^p4Hi~$XKJ>~uNP31N zzwmpG`Fjc+`+9`E2P3XK0{Ukug}P7OF?3QWa2C3J(s15+QrWq#hC4F9;m!pM% znk394> zM`z*ZK2mGtF*>r_F0@fj?(8(?awTJtaYu-iPq@5t)pf%o{F?y7VnXEi0+DKeX@SM3 z?AdR8IawWjrwMx3N* z_1pAi=Kr`8#L$m9-$0;KD4=_9EMdOM=@;wlYwBuT!Nc1{vm2KN;$J-v!wO^?4xokM zU;_Rr1)lQ7rh2)ted4X#<`4fcA%^9<&cmD;gXs%H;N8xsB6#qs6uMY|P3Y&(ay&=k z;n0;HFc|!j!ewX?97HbdUB91E@%k=sSRwumVN+_(pxd z=6hAg=HY%nzhN{q4L`>i8ybu}Vxe=;VzW`m8949;fS-t~h{;7T7hE-ns=YZDP0jjB zBv4vf0WY!Uaa(@7ZGj~J*D&pdqQXg$6kgu=P03+vN+Jt$8Lx!N6Fx|pDkH#r^0-X( zpqt3$Db~B5-K?Op;S0KaS{cwI&3s@ol<*)cZ=mmQCJKK}LFoJ!EO{@UEjix!44ON4 zjK7mOcj2{K7v5h9l`J;4pFbg(thk0s$EO2*pkBRe_Pf!?4m0AbDjE$9sMLnp-$f_0 zUzAtmk$_J?nZ-EM^uVAJl`s+L>?W`q^oiw+8Ts1n>NW0;2e?5RJ%hSC35mJfHM|1H zCmm;DKc$o!rD#CPpAj{wxy1`pT{^HkG30Llks&daRCZ4+bkwFjVcMVaUMF+CJu2=r z;T4JD0Cu$(p|5?Fas1(JE?3;a9pF!`oX_`j(z4v*CE0ENFK;7Cy=Nl>b}u8NNMXhDe^Auz#~X`tDL2+K&0WNg z8%(madMEA(tRco{Xnt=d6fr@}m7c-gxK(RU@E2&8r1J2!-r_U#L^O7xRTg=r7z9qR z`W;Z97iWCKbmz~W9f5~nT=j0|PoaUPWf%F~;IWcB7Ju0@aW{;_!!q}b=AsD+ZlBtK zt)l=F+H0egrt|tCs-B51{SK)M(XRf$JgXziFwPFD5Y;0{GepK%y@nM13Qm(e>xWyP zGJNJ~1gyKt86#HaDO>5d^AG-V1_yR<#nfN7e2aQjaht-()w0{kXx`*W)cEJ+R5nu1 z>4-X`g6FT7gZ4yoSXAuatY$^frPkEwM}GmRnAB0eH~jQp?QnP1K` zN_T!Q%$kgo72sIGR3R{L3M(zP)k92s(G=pAMKY!0YrL#{yL{%E0gRvWXdn9@89U$- zs^pv-60Lh)^*$&xL)Cz0&~#g<<1DJ=N@<6gHgxhjUy{e3lKs#C^i$s>7IA5#F8_~ipb``R03V>iDtD8_1d66s^I zi*AovSqXtzf*c2~@z5R*82#XHZ86cRb<|<~f!41n3SLX-N)cCKV!~c>N4_b)w_cFe zmhd&c%S*NnMB{sZlZ3u?S5=@L@BDh&xORW9t~?+1t|j}*W9u=ebu2XXbdhkew)I!R z{j5_0F}*(dzPT&qwu3#{5ltu1*dR6TQ~tbiR#uSk6pqIvKGv?h-i`Jwch8c{9G89Z zSo|E`2i=Z)P`c=)x*Z&@XKi%=VC6t=N8awg_Y4K1X~Q$00{;Z9mhp6j9c$lzk!MXX;i+CF*JeB6R!|; z`Nd%i_FW)m+Re2`D}~T;Yys8i_}#=|FPVp;+S``tmaA}To>K+RmlG3z6DYX!ZE}__ z*zW2Gs?OSVqE?GazMvf*4x1>u%=C-hEjFu3b@4rp9QUS90)Z4w`<_qyZ=PrSi%6Y+ zsY>@TgIzJ(uv!&E=1_*b{BYCCaZ~eaZ@)2^>etc}&Bqxrs9H(fL26Ds~_A z!=AocLmC1-cu=dPLMiI4@gOa>LXGWO2-9HAOKM{VO}X<__lhO2eOzyL4fZu(fL#kU z7n`J*x7@~q1rCg^65ti)LmZV?e0^3K za?=i=Vjz1L_QSs3L_e^Jcp`gF%s;7Lb!iMyvH5-0_Why$#sfq#?7X;eA?iEYLS2uk zWzab`+cAc9bR__+Ucu%N7_%HV*~N|fhUl|Vt)5pqqWob(KA4BXC&;CkCA6vtgv2ci z^@^s^JqkVf()aM6NU>J@5GL(sT8s`XqCMoD>Af+ga)&`csoW z=M!;2G8#pyGPmY>>T@%hwp;xyy4B#(5-Rny8|ip_#gS}2Xd5@n3HYgYc{S`?ss4_w zi)2td#*=K{fxU7jQJyA~$Ea(?Qw{GGA2Fr8zU&L|5&xa$m^ZSjT2uY9NGd(T@Byu! zWdgfZ(gXQR5T^avgtT0>giZCCrv34XA^_&@U=Qu)pT>P@Q`1L^?@Z4i$Une!8nWhv!?E94xci#u`oU}J~K_D+hOzs4|HaTPYZ z0;BgA5T?|llOWd7kO*@7=pr4}!M^Qd0)E6i%)3Sq@rH2vH{3O8f6;E4pvJ}|#%B-a zvomJxW?N1HBJNlQ*J)mNllvI7Hf$bTcAL45SY?l7=ahcTY2^+_j9+$}19@iL`1;`W zh*UcvJvD=yJHl1w8}Tw_J>z^{f+9>|QVLmQ9|PQ9>9{1O#W5cNdS`hUqUK3yR&Y0~ z&?8f)hT?3$M>T(S$|otsXwB}#jI_lSp(pJ|V`2iSP#WVu8f9_&d_u0j6 zSQ=}jDXxfBmeF}=CanvwjTk;XwfzNHrZo?FPfx^DL|TVB=zYT1sFx7`Y)%FvYEG-9 zlql0j_VcUn_nS>lH<@~be|$xc^F(#NtLfb%C|o^_RZNTM@E=*#Mw|RcMu+%`cdq)a z)K(^=HIz^@iYq=UdRrK$=GFKL>Rb+5oltB|P{fW^^ws+;!om0divK#JS^}bC*?`h9)S+|uek-Pswovtv&JJu! z#F50~>!QmHG!fY(TZ^k+SFtCge{I8rp1?tN>H`{j=AmV69!S9sG*@3oJ;m~o+y+%} zHNFx#X^~`_!^g)&G&S>i^5k|93}Hs4=enc!BorDS^%{}|^?8+h77Awr2grVRF7j`F zT&L<@2T^6NB;!_%QMeaDxGe7u3pXB>lgRda>^}AUo?+Yiwxw3lW8p8Rdcyglyv?=# z$^1L03vko#dbx9@!tXViPid-GEs+%XbbV-(SA*>L;gh?26=v<5@5FWO56G!GW@Ew+ zXFB`%p_$$n^IfzBUh-p_(eBj*J&kNxc9_VT|B^>GE*(B9KF~<_fHzv1FQpv3TXeKv z;HLhYPbbIVsZfw4c@!61lPpYo&G(Oj_~KQ~8og)y?-$?NFJh~OQPSl389MhliWK6H zm_Jv0kC3c?W15cBe;~+y-8Sw~=d1xg$fy#ol6ous;Q<3{+O5teXm%&}MsMa{>d}8M zYhN)mY8ROf~qv_b*}tC2(HXHWe&-D0;1xrJB8tlFnD3=}YfTrRSH8 zJrur9ytTiX+2@s71Yc!;6O1k&USkxvV=wA$hYg{Ot!iq#UJ!Bd1ynAOTXOrC+4Wg< z#Uo{i-9RCkCU?S%2qby(C%msf!H@^A%@QWaG#8$6ap}4qMGr%?^V{=N{c!5p7L-9Y zx_?@$@1%Y`!EM6h6>z_bOU}c{QbW5wZH#?AR4ZbIs}%axJrgxl{TyyV2kvVR)`{JT)Glt119nHPS>nD3${q5$sVmHHp^9bk1`O^>WqKyyh*VbNn z)OqN0AS#I_L7u%9mrV*Sj{2&Zv9VR0YeGUH`0ac3*>Byh!Jf2cGVG=d6j+-_sJ~WF zT8yw2%y@5hmg>giVEWo@>iyBNXvKzT!4@P%%ihZWLDQKBS~{44`kLtEXXIJa?Adu> z=nF488`~tEhq-4jO@>!*G8DDdf0J!m*XRG78X3`lUm=|w`t2~37`d3KDl{);mB7w4 zER2R)({rjvE-9Q4Q@7~eysNLuXdp+oS+}-X(C`UadZvEO5ci7W&JcLV5X`z+?DUVV zete-y9dIlJCQFmuNlAG(I{cHguWOe1jhlT(-rorCW_H}6OIGI?I`imseP^5B<&=UP zXo#lDk>hv)-2afcRIemFGXtUg}~Ag9TZpm&#l+^JQ6>3#A)U zm3*O(L}t{TGc=f+(Vqo1IJ2gQspI72eHwZz48L*r+I&*`Q7lE`ZZ*&HW3W*vzPU`Q z=W-a@=W0{6HEqMY|7`RC{0Eb7yT?m|)pq3XGP(E)q0xjE_$U z_S8QqDG0`vWM-np>oIu z&=Fz1ClyBSAp=M9j8<*e|M)o_#5luQOZC!$VtUkAU})!tRg29$sfhd>D8%|cO6eW( zs;Z=EzrogJ5}M%o*i|_y^%T%P6!0xxXvC(tc+4wblP+-`GUm349*dRlJn15hlgja! zR={!o(?d=Bn)vp@EvLFJX`_|~TFpze zU~vL7V9fJ_+(GCvgM0&CF}2s{L-_M&r_cScoX)C7A<*nzSDXO z5@VrAUBFb{avfuYq$0ye0defVK z>=a&pV~yYMukXTM7E2zTxP;i69x^JYiOZgu&<)5M1>L6edq$Q)t@ROe zY#G}juAHpvY$FX@dykf8CeHDG;8oB1n34A}YA&8zh8O2eF+ZyWmpgccGUbN9E6iMb zi0B^xZ)HE$`Y0K4OYec@%L*q(WBs>8zwi1V9{qSY@*kPZY(9s!atD7oi$5GaA`J$+ zxb=!1t7@A(vwS#?n5R(gYCe*`+lM_%d-RIa7{=?@&+AS-aWAjGUcn>;BHHDY6I^e> zEE%9;6!%EXPsJ}fKw0}_+U_{X*E!&^$e8z!+F_WP(4*)^@#mEX!yLr9^(+ud&PvP5 zfMRD)!3U5)AEKxaP7mrHmP37XxsA=e$`cpoOs{zukb=8<+ZNGAO1{d5TzRqE_!ra2Ric{s1GbAyLiQzUO!>HCT)?Q zxYR>Cno?=PdhQMV>CgV|+mMx%fQl66R+Sx}GV z(w*h5Jgc(pQgxyUmW3a2pzHaKucP;`Z zW6HPcC;pG3s}5`GZNq>xC?X+JQ@WLs?#@vIX_f8}lo}J1?$Mx(hS6OTDlt-OfTYr` z#D>)N`_A|8uI;+c&Uw%KKF|H!F|eaF+`Hmnr_HuiQ-~aP;;Bp~-#q=X^DZsZ5~|ec zq;e^Lqc8HO@KZmr2dicbhyaCH0)VC2UNYf7EJj&pnxRpZL`4rbl*q}&E0V=RSf2ku zA9)H*>7*587D(sl7*Io=QU{uJ)fg~CO0);x+ezN>SFoEKdRh`unxH4FL_=C})kOoQ zc{;)yX?$qINFNeHL=GCw*b83@UGOy#HlS~eZK97eoRh|6RjNG9H5=TLq-0+r_dpz5 zpGfn>|9zu5D=+E!Z~rF9X!ZhA_wUuuk8b{O5J@#SW-JLNZ(2l}(&0R)*(&O=kE|-u zvZ_q7wMydtesE@nw2o?&PgbgLebBabXh~wR0LI-ZNW&j5!PN-!$)f3R@wNibe~oe}O`{g}lZdus&ybf!7jl2&>ajF0|hrQ7t)mEC`|Z+deG0bu%M<^_{O z=6a7=wNOU0Llw*xlE7!0bR?_RrrgZaW)?%|P3jC8v1p{RI75()--rOs^NY_F^OBl| z@!|5cd9cdUdb6ZeH{Oqg=ahkA&B&1ZjW_9@TUq!0GgZx93;v2PR6jV-Dk%F(OmlSZ zgWABO1+5Q>?`ze%-Bw=|6kNy6>6HqQ+>_X^0DYv~T>z91?Yh?#Pi{;l%#4R)m25K0 zon0&m;zj+tmyP<+=fjGB(wDMkDwLFzY<7A$rXTwttwvQa6s1Oqh?AGThv|CSY))`X z{lC{n;TvuBD(22oygFOfw+bE3Nurg2KRn8U$cx$R?w!e)$zk7m8}6EZ61SAdGI{J~UK%7N@mv`1hAB10^Fa_X@kW*`v^vn06a0?=j$TbsaeL!GD80>SJnS zYJ<@ckm=A!t)EOz;n~`0&Q#rZcs39RK-%=qT_X z!80h$bx*kMGn3n_L(h-z5`15CRHSWEaZWPmHtBv#tRlq8BPuVxe%2A#={u;u42O!! zFU&W&!k^D8i1vdH&i9Cqz-ga-Smz|*-sDwT%BQt@nnTh7nJLyI4~9#>JkQj){*R!& z>1Xbyfv+3Ed`}++$fQyScW9IjsHJ?XK2~%YckTf)>!s?XdR1+@v6*x9t&+xHn>EA+ zs5Fbg5{0qxcXg)|tS#}gP-u<;W}$(QE1u@s1~v&;aw|yZm+v+|on88dM6K6nU)~cx z+wVmKI(9cKQ;w( z)ddWHrGn~gu|vz-Tb5IU{`#*ySvLo{Yz%4XfC5)UN=}sCZTT9J{peL24&ZY5Qq2Y? ze$yIo_5__|&u03A|1Y0LyhhG13xWCyNL}A=XeWkLldqi;2ERTf11NvbY-}!9=OvWB zy8O<%-N8d8or$FSfKoCFx(*eD(_eq^;fi;|pNS$8 z7Pfb%E9U+P@=ZIxs{HL%tr#XdVzG4TIVU^92&r~=hZ5)#ZDct0aShQ^Bv~X%P`Nq|2 z6>r}XH_%*ZD+ZQ00%}pcQ=DQVO(TC_nO6RP z{Dw<$!mmtQYe4JZ(VxK3kmur(3Q!5eV?{O6Pdk*Y8Ubm({u#iFa)89I>qxK2Ya`h#BY#;G1n28DJ3m|RFOiCgMlcZEM6h{c2FM4cD?fiAV=khd z{qVYYtF;qkzo)%RL0rJ^eZIxAt=m?=J%jBM56^HN0~M4RDfoIEUf_RZ=B#|?_XC^8 zRaRE`|7pIe+L~Glyl?cv9}H|5A^-k@hQ_qJVy^8n7+(s~JCT*=!4MTOKeUwXiVL!W z`44QZQFK3Q@7rt3_GSrJCVcphfPPlPJ2Fwl5qM&|fVrgc{k$--CRpp{Y?~8vPtkmu)|yC*G@+LvmQTbv3;xvxBUkfn%iV2K!KSJPOyjuRjS{$AKXXb1_!+>n=Fw}iR+Q?n&odbZ|+O;(42!&G>>f)c;U)E#U zKk*J{TYpnwAx?fsvP;0yfKCEUxha|RrsEY?v}am@lp8VYRX+vsHWQ;Ch*!FmWQl7| z&XyFyPaNk(WLTG%W4?ow03Rd8g6TI_w6}df54@;PM;rCgCqpCnV9T5p+uklu68tBS zTY-eBaoYB5-Bac2dp*Xs8pLn(9w#MwQfja?`V!#gh58N)07e9mYH;I6;r$oLKO?rC zFLWt&eiJ@5WsaNk7-3+{e8=#n@g60?{rsz^mA?RrO-gyBF_Jdr+PMFAm9yPzh%c%| zRx(9DctO!d6hEn=cyh(kB1(%khN!4$$Y_cQOPYKzVVJ6x_g}^G1~XZI@F{N~^H_nX=MJvs@|9d>g&tm1|9n8U?-6J!~M7HW`_E9|z7;zQCl|`{_=0)_FChtRpRa%)VY%b5Y z`jh6y$i>cHO)}+CtFRb4I?M)gU&B0gY(r=dJNKZ(a{iC<^?k**i_p7?qZnn)5)|Yi zYhd^+7-6<5mC-;&SL%OptHFex`j3E!Nc3rT)tIN@*Wp3k)&u|hAR5p zrx!lVgPWydfDxbYYpvhcwXjos0dD=hgu(3sPOC%?7!|C1?aMR-?0!DGr!i`8ExaWz zyL~UY{Tue)+It0*N@pD!hED%AS)0*+fkXJ z`OTqOj_&JYhEBk==twzI6DQ3ilA?+H0lo?mNpm14S@b@-D7$ZZ25gBm>eWsD7!R&l zC*lM(i8^y_Zt)4`BJ`>H=+`8zJt90|-*4WamUguEV7WY>;I{th+1?N%O9W%6RnhFg z^E-F&#(;0uMFh_J<6>^7|I9@61m$#E5%^1ueb1*^h}N!{j^b{y9`A>t@Z z#O3~#DR@`+DzJ1(c+-HGFKwjI-I2h*fc{mY;iKTh@~j!ozhx<;V!K!oo< zlJIb=pacImQ_}}Xv55y-`enr*#@M6VzBIq6V9v)m9Qz*|6IKtRMgS6b?(u$QyPHO} z>{1PUBVqM${~~}A?cI}`JUsU;9r3rRz}?LtY&utvJ2$qb3|{On?IUojd~#bb%3+nA@>F@8^0Feo*-U2?$grEal$1)gACyp;DtC3yqvvW=Ag4A>J19 z;JJuHg2bFy3j`vB)p?Aac#J&>v`JVwQCg%oX^<^;iAP%$Ivvm53S9gJ%XpyWPNBRB%(Yc=w78hG`5^x!U z{;Gt1t#4?*cBk2d>Jt51s*}tPIf3eok-N0jG4c zTii`WZA(7WDYm@3c(+RFc_YmJ22{~9y|hPI>{LHScHvMqv<}fv%%cw*Qd$d#t?!?{ z9;d8|9cWTzE7o~EOg^ukN}wEz7-6m?v&f0D{U)0mIEu7fg4X7akb zOW*q^Jjk7RkqP-YD9qW?(Vn#2b(ZR)rg|EdqIweb<(prI^ zAneZr!AgQ5=6$~N26_EEVwhm(khh;G`?{kGxw4#2rKW@|R0~%>(1t=O|0xuo9jIA8 zqMLvOU5EE0z}aebwmYj?-xv1&vAl3ru@ydHsAv7~DGz-WF~vK*>_He;W3^I1J#S&i z;kH-C{rYn;5`&KACg%IdraeC&^!UvYUAI+IdGz|c`ewPt`Z;D32*I<9N?VicPjGcP z39!&duIff=S1Ki}E82L>l^=&=4r*(aGvM3n^Ze__IzR$c%K1nC6)NAO4F)tA>Nl4b=eKGke#uGj>xklc6s84l%66(u$#HNV=T$=U9_0V9T}jI~k5u`yo&r`( zU2fmnS+1Cvo*qGJqw4I7d=vPZcK*oC}A7(PogIa zW4Hn~InucfC{xd!nqFs9L^cNIx(#4Lo7VZ~9qc9-t5*>ElpEFV8;u@VoQ_;zKMcZ{@<=(J%2LyS?RaT0E| zRlPQ22Dzv|CElWE3tisbRxMqvLyNkh5JA2cvmCAWLE8pch@Ou;d5WvP+Gx;S8tFYA%pV<*`>DSGGyl4RaY$Ncq`pmluGg_gvuF( z(4tZncl%>@XMn{EJ{aw)-cJMK*D);>Pr>qW)~3V>0zxtIqqiDER$jsN`@k~>O z{7lu;gNM%_5+|HJy}ZbK@JCY8;;h0DD%@y)kBy_?MdkU~zNCeXyB?S>l7Lvi~!hVLjNhY(~dfU^~lhp=|hh*!yr5U_$h;?HQ&z8^szsSgaLK?fTSXqrK z|5O?+BjE1fz7>HU`PH)(1uUSXm)_69a&Gt<$xN(VQxjuor9 zvbiO-sXcb8bisDXuLJ}RwC8d6+rx=o(uMa44 z6Wv;cJAi&;&aVRIE?OTD3VGK)R&{VOc+Jms_vJxXt%u!UOpCWSVI4odetG7Kqb)ra z*P~UX|Czp~0TR;y@uFmYPG;~mGZ<$91MlKsKK*a}NobDuLDNeqW0iwvX^+(MzFSF& z5m4xe5XM^zA@tf3?tvF>)RxjE`@e0ZRvUuaf!0Q%aru#iyG6w|_;T{PBOqqfoArXS z+zMi~Bcin|$wsBap-m)FHE#cr=+^qZ2*GU=d?@WQodDl5S<62&-y}8tfr$#d8A6Tw zfEVe760SxqTaS@nQPzmerVF9Z1{D9aW^|{G6P$faYn3YgT}k+j5M~fTvwE(uokynp zRVpjq7tp-}wWsl(L5n}6Zi{hkXG_iMqQnfqlB#F9uBX_ljzmx^GCU)*zxUTgm11!i zf76uj^@3}gf~onS3gc_M!%W+&KkX{)_3M=Wz*A-CW+gAW$Ko%(UQdR+dfiAp`GzK z^loKDku-311L>b`_h;g+v|h(QVze&H`yD)^OC%p%u##emnp!AJ3`!oZ3!c~Q*Py#} zhF6%O&(u}!4AM&~mw+k-v>viIC@ZcaV5_{v1EnOJdBDHIS?-np$~qE`A3osmoDOx{ zgf}v?nDDZ+y_<{AF%gJWAF$gPgZj6M6Wx3NV>A=f$2uZ5kU;sa&-+vQaysS`v!Wh4ESQOYbY2$uJ; z7tw4xJKJ|Gt2tW3g6@FQdc-tF8_dzdhFTetHpM%SJw+aMv>tt5 zyKVb7zQ$eNYHzG^adCyq!F`tIXwcJWTbY;1V@~b)-qoZCDZ2-VMeBlX<9=d#b@>m) z{N~lDTp{b1`7nmqKo+`NdzeB3UcJYy!6SVL&q=G26Bdnt7#KIB}>=BL^351 zY@y9maTV%etqK8CT=lxxRG#O)4lf33Wg;PP?KmgX$6RgI>6cHtR@zzK>+kh)o(Ocs z&*GYrna=3f4RhOnwgE|9l1mfR8r_RvKSi6ch%2KIOwJ&N#(CYNFJa@^a$Z=HhS|BJ zTh*Cw3wG+jJgJ~fnbma{RlO(8*wARW%bIc>Nmo6m)Qq_VQ~Sxod{m)LOGE})rybS_ zf%FOb`i~R^X0_aqWtvcEi1cUU)^`))(-z;_nTySYkb08(>E@={pM+KDTTAqlN06=l z^ba=kZIXCbxl+l!h?QnYOU`*0Vs7otS3TRTojgK6k2lB%YD%;}P^8SegQxV}`{Ol{ zX8fuAe2gALxOebCJ^4{t-n+Cp$fSYDqtE#HiqyFB6X zqGvmURppbILGU&XXt^!wEmw~Ywo1KOEs~RjTs8Q_&#$1LrCwbxbF$fBWhiquX@^S7 zpp=&f-Az>Y&&eJtlh2I%?6=k)Km3E+Il1(^|DJ{;d}-suRX`m8QhBr|%6yb@xD?fg zWwRHAd7wi+=jTRB-H)dZdoo6MQ8sLz@l07D0p+pJRRx726Wmvy{57#j*{8X}+_}Ae zchJWFQ|pNf?|cVJTfg1zuPC>dlhDkBsa3`V%`XEhS2ljr2?^wOvPRdPmzxE`n2YO0 z`xOS4Cjkot=)CJnwvbS~WqbR5v9<_XD~NmR`ez#o8M4XZo}U@GqL|7%_KVESPHrBR zVlsRO0z0Xk8jq1LbPT8h|04jh`XXH4>TtPeQs=!N{p2ubonqdw^4ufv)JxAW*)XRx zNsge_O>4q19M;s>7Vgs{AWjOest^~Fqyoz~d8-Qx`3*5_NsPY_+I$k1mP2F^!wfCQ zO$2*OEI)jGtJ`BbiPPdOdE33!>6K-YiZn2zMHMyM$I_)I2AhUh-h-D$Bo;_YfN(92__LhLUbUoBO zvk-||yqfuZPoiUWCOxxi*dRYk`F$KxfY(Gbr#StO&{_G|yJ{T1ns8*>=FNFn$2ciU#Y*U#o1clU zK!avra(&x3X%zWf_qccp6{KBoc^D6`@#p{E>B6mz1+#4xpP$0E+pYeR&3+*;a) zwnu6H!i`ML2JPk0lp%3vJmq{_%Ew$yAcM`RiR(^}7e5h>%Nn0=-+8{i)6W`EA9J|9 zi#MG@y+OQ+9?)`kOpA=C;9oKbx6jU!ZRu@4z_mxjCtN12J$m7mms8h3^QXD^z4!Yp zOtQBU`v7fO8TdV-Qu+Yox_O8FV7>WgB~kGE5u*m z${88$5?G)?NMUI={^Es|8Xm|76q-M)|5#*{Om?ei|9h{~^PkR>d+T9J>y_+|!9e#% zN=K69MW=PKQ={73pEOc}CcW-M}yFC48_8jP1_O3dUm8TREc<%RnR3JWKQMz_mI`-5LHCBM&#FSC%1` zsx0u-LPLYMLd`uLURg;hDFK|v=5qL%J=NDYh0YPk^ZM&vsCLO(X0E06KgZ+;tj~3u zT6=el$b&M5JhK@EfT9DJt_tWMlr1KeyzE&h7UpiyxqpjQX<0K;V0)15nsslhs-ogj=t> zE|={n`B@kVXemIg3?7pi__-rTe~JnVWi@V{e%(CBTv%XgpWq0QVWWA#)D6>d5H?(; zByg|C`qPRe>D+zLpz6#H=PGbY)rnAXlTEI?E6BATAtz}`>FPxZ|yU?OA&q~T|uHE^-XzUmmqr} zvv1Q~d${Ds*6~o5p?2EgG6qM_O~9#kXMbKOBf!{7$kWea^r-Q1wMFF{DzXlG zz)YM|>KZ5WuVb@0!^BeH!?j{7UL?)N&YQ^mBxj$#{sfpAJ-of%OgWZ4QdAa_u@p#r z31VGykIxi#>#>@=VTnLt`=%2LY@07N^qG&RHb6Sxq!jQr?e72KZN)#yAr5bF9==C@%C% ziP5e%SKf(WQgkWJX0&PCxNnpt@4EKV6lb>o!#)pEDLE0F=WH}U&P%I34&-#A!ZnT< zV&v_Y(mLL7(X6M|D7b4KPj2Jw@)F#(BU>mfj%9noka%V+8Rz+Toqb}!u+5Bt_R8e- z94%u~NsenUFLP8W;L&DSZG(fZ`p6UnD>69V9^$Pq6TSUo4daf*BlbKJtUw~?bwl`k zaIeRz@cFOPDn9#lK+d^7OS*e?zjIVaUt$)$pjmnJid`n6tD0zMEg6`%)Z%E`=ht>L zh@gU~#)z_KE6)D`d}p8%!v;g4r=-=`qb@Dm2{~tU-gP4%A}?4z z-^DATZ!|)jo7G>?S&Do)bTWfD zXQ}WDzLe=Y#axHBSceqDktx~KFcfTT&Z+aADZRr5%{4;^EU!U#+Ca-xR(1Ht&gBZTWgf-#z!iCpRRjhKG?p%d zW?FJ)@{l;20g1#%TB};6qHa?F&5d39Ux&WQ_W=6obI+9Kj@wyR1us#?eg1uy^%hjg>@>e{R#r=a6aNW^gQJhOMHFInmGp760y2t=K$COjg%f`Mt47MZiEway992Hhs@s|~>Z17UE79+&{WoP3nZ2Lh{9WT-X$)!@ zz@D-9Il0X?9h)1q<$7~|+$b)b#o55V&8}ajEc!RNy6$IzG{)10$BZoN#kB-=LQ@CL znrJQxp>6eD+Tsq6IX{@0Ztu>#VjPWzd()=x5wa?{R-7G<0Y_?!6VgHJ;tgl4kNlP# ze!x?kGRY$?=w~)NoJRh}7mo>j$vhn~={^+|~gMBTLo_c~IzI_2Q9mq1_f;<@qF#{ukGwO86X*KdX1(U1F^CY(JWnZ6L%W z1$7he6m&X<^S-5L5YH9lsY=%;kbW2CIRe!l&>-n__XvXvGb z`h@B+1Gdb};Y{fW>)f&^yy3F2obr862D@*nax%dPsEcB^-DkQ%XSotjlS<)|l*0#v z>oDMScZaM7PE)#J2+**>(|y%d&+5CTrj@@%_35m_p?ooe`cCwt8Q55CuVgY4_cYfV zU6luiXCXCJfs7u{xUQ3Mf7&;jEGn_=_RSZt{PK@qY#I+wKJjjF?QVmgo?y-&4%A3Y zlNRX1w-zlK)i`8j%w~r3Y#M9{Xeuy(EXbd(DZ@UyUWXZ&+NynTOeP?Z!2dEm-zV&p zWfyXrriMd?XssZ5yqXo%6hhlN7XJ|hD=uF?)S9wcPza(Z>wcCfKa-bh)x?!b9It8r*qO2G+UyPf&XPym zYB6_e#n{QG{|L%%Z?DmA%bH4ngt`>xH`AJ&I|4MTgt;fbs94I`#HHdvavV1NC2(rt7y>n;Nn8 zbH($dpa-Kq@N=G{7+b9aUQ8xdvH~SeCi{!^3s7?{{s0bnHt^F<=|fUjvXaa0tmd2Q ze}bA_FXLSgsL1GldCwAm(64f*#c`%P&0PYCpU2phxmnb+CR}SpIsb)Ag~O6L3X||o z1m-gtx4AvTm|rJoUMhr6Q+p zwQ!LRwl_@B7@&poWLko=UIbs?SqOMG{k&74+TYFi#)~5_&TZR`PKQE1qSG9-^l%H7 z(u!-7A1-g|6=)eAqAzD6`5CN)}HL_M*C@`R2`C^ zB|rgrzKe_CNoY_%zx(ECjGW(`0?GVD+(J)&X~|Z=+)C;dl<`^yzc9ZxtgIGZ`*8OA`c zjbF5IDY98y(C>}kF>#vL+f9?ZIyk_6YxQaQ(aE0X6!=F}%J*`Qdoj!(Pd)&>8xoWpkW`}8~C!W78y`T3xH?^;gt zva0s7rsx{g)5O><(H>6qe$Dp=Q(cH^Dc(J@ZS~NdnP25w^|v@cg)`%{^p9ivr%>VU zZ&}#xu|2Sz6ISibp;8<%=ozmk}Rp`f)~p4mAY+*FDMu{^8mlaj#zZ z^KDvFF0CM-_?z)B;r;UZM_%k{+L)}iRqozio&ex#M+G)tv3;0!czaK&i2lo9z6=GO zE8rvt5K%GP<{Ey{i~o;c|HXcJSdT2hJB0d1yW;~b z%NJ>?({wDRrY4i{b2&jBA@|=eU?xnyA~F|q3u1q=X=k)6*SxF~iY7;{Ypa(riT z*SBay5G>MM(DK# zIcu$&Sc);|$m^@(l#ObnJ$sq*Io{qy%i7dl7Y!lS*&-lgkXNp!!I~zN-ywM)LY)MW z&+RJWOImUt-6yWC;z5s?`pi(-bVXbepB{65g;z0lGW;OeEcop4rK9vd3*Bx%rJ`dn zuv-se=zJ7P{ptNjQh>IOByI~SzA$FVQk+v;)I*)8*4*HNbypnMoUBY|dg=Gs47eFb z^#=I!mB-}CgqykqWl)&U5lWq=N!F$3-J{{DL}8(3h`s@}_j!%qD1jq#IJZ2bC$hmn zmSFSxBw3;4ZBEU!ScZZ9$4{SJi25>RnXLYP`ts7~a_vFo55~?jU6b6)YAZB`6 zI$?A=jj}Lch3m1V%T5Z_#7;Ln`;Q?1<<2iOjYoFI=E}o?94=Frmb*$m#~WdX1*uk{ z5wF@C+9T)6-m|*9GgAUZj^DQp{{E7=Q_hX&RAuXP@ZctfYPJJ024e|F^muKRd6u)( zOB)hilVpNBtB-#=EsYdvIc$HpjVZj5HJDhz2Pbn!)4Ou$6C*h?@i0WK&fdS8>BFju z8>e_38@buJ+>I*QZ{-7}kMrHW_`)hKL+@)*XwRjo%-YoV!^2@)2eQE&q#yUeD!O67 z0j#p^{glOWE4ohh_2Vzk%)xvi(RWz{b*`h1>jBQeYxT02$nAt+b|yBSyo43=f{%gB z>36kA%;K?`3^hd(BB~X`wF0T73_Y>F-b!0``+n5Xw3~S@Czvzc3?A}ntz0U6J;ETj zTZ6w;Si!-8v)e?A9uk$KFt}w6s+YQr_`4vg-AGezbn8)lg~?mmnU|~Tnrlw&6Ule| z$1QR%|Bv7SL?A&u+HwF(fEF%R=B~KLFTQ$72HN~(`i4IChA!@#i?3>9bl0{tRzdJ)7n{`>-yKYDyArdoprb4fa)=!I<1hJ-4W z;*Ad(L8W+ws<>^+t_cfyQiPISCCPxd{$rynPz-Jt!1xO5mFBVMlq0b2H*v@%qDQwQ z;=}Xv>Srz8t|Tw4^CPZ1|7mZ=QdT{y&+)-pRMd&=h;o17sFb`^-N?NpO%=pXYCL>* z%)U}FLUEFb$-HlP@Y*v`Qp~{M{wE#!#$j`*%omKZ-UmWLB*(`J+qK&*>Z*x>4jX{J zbx!H&7|-XyReifW*R2m$k=6$MXSG3Bn9{@gPY?v1pq=9GQs?S)(tO&4MO1ZRe3$II zmlHPO*tDJIPD=vWC?M^R_osku|GOn##=mzMe-w;jN_0{&R)z~Ka$Z`1W&^N=4Cl(fs?&5+FA-EQ+Xz9<4N|@jm z^6z31Rku*Bo(jducHLJUO~+>fBX~mNf$*R!v$KCckJmOqD+u17^QOe#%};oPYLr*p z9OIbsikb@>y|X`%X2*G?^bl(E&WU--hop&J#nt$?alld34{)(J!o^Xk!SUX zO{)t8GsRnPu`B}VXEV<3KNJh@fkU^RrLRWTI_ge}$Niv%F%Uw(e>7~i3~N&*NlN{m4iz2N zmko5`@9YiK+hwbqvYGFsj*ByBj{HGrhP20M(@BDIrw>Cww(~c<9qqkx)#5!KUFJHa(fs1}KI)BX4`zhb9nEvibjaVDb#Cim zX}s6o)Q$}aj|(%OpnuWan!8=h^xOj|Anu&2LZs)&`bLQSFHK!2s5_5@6@tOFHIvq~k`li!y^_nt~5-huAPpW}0T<7=YH~w3Nk|?Os z+!dyE16m&WW3E(midoXvozztnb%EjfkDw`Y3b6t}_@~hA^;6s$;f^{15$; zsAB8KWOANW1&x@QN5Ry7V5E7T5*PlokE4Ww%Hvic_QaV+XRX% zt^l$uqrvfce`Qf!K8=Vb-E(1?yVLhlVcQ5@dcwDgtUS*0;X{XPeoum-^kAU*L z8*Ge3YU=6^+LE-?HE^YV6!g1%BM1FK6vasYB;0nbkD}s6Q5kz!pz%vYvus7T_8uXW zCr4IdzBfFwH<(TIsP3Q&nP+M5CX`{KWe9g@Gz&m@Nr;X&t9mdye&OS`tuwz4Z)4;? z`sdi4o452RBhe%S^jCrI4{J`?Gmae6$*`sV1xYHzSj6V}9{T8F!Y7`%9`(xIc|_wM z6}O~k+6?%v4s&5yoMoU}(6_c!D96UyqzKQ8q0&!HSA5dzh~{F~w|%SUIJOlxR_D)q z0xjoCvUG(AzgF7Hk^IJXSa=*gnl~v+@1VuO$mlvC4H)az zdsr_&7B%4moO}lhN&`G z;K1Y{EZa-}o2Pes`z|h}l^@gcXC?rDe{A<6e65y?N8_u8k7^fe7^oStHS&AiZxA$z zwO&bDw!#`hCd}^4i^WBW&9eI%SsFtBI=Lm2U<>>2HXr;)FaYIhCmKhi7N@gDTKu=# z^=^(6AD_A|Se~DumA<;|&*{GdzY6;~m?K7S`_3RMl2Y1fY|bD9$v`)!tR|mp`)Pz1i5Tw;kuf# z*qglff>x({CG+q8BN!bjR$ql^`7EG^;vjmu%@)&}I=QbML#+75z0JiP_etjqDYy3m@0Vd1%}hcGWiB_?`C~ZInzusrJx*^UDov z-Mm`#C$_WeVB|ME6X0ula3^gERGqVYKP39e;COd1=_l>q1#9l{uS2#fVDk!El=8Pt zJDIZz_1QOIk)O7JoqxHh)eK>oHoJP>KaiUKb%4V~{gBEIrh$4VtQD z?idQBW}Q9W_aHmNtaOHrI*RAFhs?~62srXFQZ6CKsX3=cOjI)3bE#~^q}FK&IF&u!NVJivf+t zS#w!aM)f&m;(IXhOTWATAgkke+e~X+ZGDr7n-uYvQ0ojei9}tw9cPwFWCm25^%CmO z8S5E2vg?G+MvER~&5+9HT1ISxTU@i$FaOd1!Ial4f-vBFtRZE;q`lJ>t8E2>rsu2s zXNsPYQ5sz(nig4mz@CcK7FByjdDD@?k&h>etMr$&(UEzO>e{+D5=-b06~jb;eZIer z3o%TU!|22M&>Pe3t1ApUBBv9+El7U^CZgw1i`1S$YS3fL!R#4Wd-9Mmy0j$Mz1yIJ ztOYR@>ie>2E~>Icx1Xfw1rFeFI^6~AJ{sZz!AwHZMl_ebIr;B)^m0^7+X##9Z^te21FzFQ8GC;vkMk}5vs1va72vfmOeDP~U1SX+Mb zjW;)*J0>~K2>P8$i>)j8S|!LHNt_R91GSm+K0aod!N(|pQCAd9)vGEWs3XXs`UFZN z89_O!B8m$~=!M!-POO)RLO6N>uPoUB_RhXl5xV`4Q7;hh8SPEKGKT>zj?j@;+8h>4 zjmAu)lAnyHwUmvBeMEl~2;{rBX*rF9%`1*M7OXvDQf4TOH8_xI2!JM(I2_Vf_NZFe;r2rX}d`~HmV}8 z-$kw8D)|^{w2b-Q@2J}SV2XnrIB`3#ln(6=yb_4AsVm}xKaU+g9i|W+UcnbwE#N=h zRC|lt75XX@^&Ke1j4`awesG2heiwPq$G<#5%IR~DW^4khB&m0^} z;#lQ5%4HlATN0fdXSSEYN=Co(!xjEe4G9G#K`@(mU>XN*Io{hG2tWtL`&IzBPo>P= z%_TNX5 zs&-7M))nA4uI8Q8-&MUwqR%uKZmg_p*s? zsE8(B!j>1UpkZ_eZMF`VWP~Xf9@Eb2jN@m{nv~B35#xYUvE%GQWoyryg7JaM%R<+K zM_6>Pop#ltGof8r86M|39eymr;j@HqHY#&d1e4TazE#yE2-s zt3rDo!!MX&pX@(ZfjKp2$SZQ~)J@*0s(Np^f)+NNS!P$J2WWCcruNTnjLJ7u^ysuy z%AY{jJM;ovHiaSuvmR?8_!UT^U($ifE_UsPw6&JKb*|Q&xls?We4=XFfi49SDqiq*JHlQE$j^H9=qX`g zya)X6pob4L5+4($u*^?}{5;y|HHa>FQ-t#XggQIlEA0kQL7|YCIZ;$(+344N%R(&? z$b_1{i2xsMg0yTdE_XFY4%NM&`^7VwKMR8;96zN!kAs_i{Xa4-T#o%C_({7_SnJ#f z376$1|Kt4~3(5Ec6>Gh6F(4*u$0)FAq?vG~cXm=%t&}?3<*LQk)K#*v^ZjXf8f5k- zS=-#u@XaWF;k5ywU!K2VzDlj=Ma^%`y-EHw8{L{TbHjXJPQ7j`*Fen=w4sI{Ew`}$ z4i{WeDx%WC8cE>=$aMR7Q@dPebQx!D5{V2f_Qdy_@zVqHPGb{Spnwg(D4gzZLguCt z;+~H23`8_BJrcWLC;0+hc}8j0FeEJ7QLn2Wc$pZwQd_$b^IdBrYw$;V&`U2{FS7_| z;}v8vk4d(-NErJ7*IgX7TdsN%SM7N_3H1GbkO55bHbyYItJ?}SK6Qw-5DNJ1-KpX_ zFTjy3vQ{J>zOE)+{A*_QM6UrkptxoZKPYcijfc42#OyE>jbgg)f zsAFOSSBS3~nBY^fnywKC4yk5u`k>bI!qrv#rNL)vSSHl~&;GSHaQpawhki9&2OIJ15tscmRu_nQhg*g|2f(9S#cFHDVa zqFRSLYY*{FILJy64$phjP}G6{5(lsLvC^qX~_cJLe ze%jkGQ=Pk|80$jb4^ug*&WEA02vH~u3tSZ-e%vKQ{3HssWyfGlZE%P{SFzCIz3YGCfG-Ol&DRFApKoUpsKl^^5}` zAzhDXSyC7@>~#m_Vv0&j;=i&%sFI|GdA*R7G`Gni>g1pl-yn(K!SZmlDpoc*J%{GV z3Yp5E><_~cx>LKjx$(`_iYW3(5^0|JH8J9BimyxMO7hrVtTENq1zw%KN8Z#R0-YBy zco5v>zcZS0TRHJdsA0g4UUzWq`q6p$f;e_1Q>D7VKjp@(zZ6f|CaKsXo!Z*IedY%Z z@!%P1YC&mHfXps*$6Yv?x)u)@$k-k|6`~N=$*G|G9r_e(p6kmi*x9eI*?+3^+$&hs z947=+Qr+|DBMryB_tEyq9|wG3OIAR$=Sm`i@^He`cL0W$!yJ=(NRoULETRa?OFJ@R ztD-ld%HN5VsdPEP{#?0q6;Pd(eGhzXqgrtF)?6&r@FE&~0gWuVS#*id6q#bJK)y4- z-!mA(zM+?`)V(qDQXvc<>ggDEB}k^us1Feu+)4$FPF75m>RG2DwjfiN8~2voA#b!| zE7A*io7PHG*zdSFnd*&b{)+w;$ALnG0hkT?9Ai?~Qp7&W3@#_%n&DuV;52TU z0u0K~@#l-oys&IO&dD*l)S?L6WL;G?9oftwSI?m8v36|B)wa%i68gt7R?k=(FQ-PU z{n^$@Z&UuPZlkmfM8qfLu9}-XA&_qwcisM_d5RHYkb0I!mu`~yD10Eg7kq95~zNsBfwvtDK(E1ukUsb-Hf#ZNgIoK!dM z;p}NY;$EFg%gS`;^*r4dWKSQ)hztZu ztUkS55+`uh9N=xp=HZS>+b_;>$b!VtE0#ietCIWYzYO2ML~&xL`cIVldkIrUE%<<$ zWY`70H)EsuE7;hasuY_|iD6Fy!3GN)ZaCa<+J^a>nJJ%cY^;1c>&u=mp(wc?CC3ph zhOc!ncl%{=w1dv}m02ESud-#>0dLv73v$fYcjItxQmfFTLB^3LH}okM zejWhmBw^np&zZ;J6g$G|K2w$l~&aA zSTwRFgF#9|!$_b1Q(`~gLmCJ$Eaf*L80|&QSgG7-q zrW`;|J{mpHh))(TBxUNX=Fp!Q%I!^0t%~LMC-n^lt%Ow7wZ`Am<;sD1sX^|wd6LWh zeHD;~2vFHHOE#(~V7^WLK=B`4eqfsA6lX)Jf~aBaxJ1>mHqr3~7p0RW$uIYP*M{idq%p)8w24ORiPRGR)yX8%l2Y;qZrok%ew_ z&97lgZa?R=bbmzXqK*)OybmIYVRytWfE#o7Xt;^%e6otSkW5;I0=`YI;J58xbx=Jv zulk+9>3DDE<|Y@DLh3_cD|Ts0TB>-L;bRYrb}EW5nVHe_tQeyd$>5LuB~_Z0Nz)^S zIo2=d`D1Jrhodj%q`w2VN<%B39Wh?bZm;}Y5F`114Mmuz`~iKg&DQz?_SLfJP!`Pa zutN$>8S2+Zit6T6A=9O-bF*0b&j=9A*1<{T#x(l(A(=}bE_M33mg*k*H|5XC7qt=g z(*AY%nlEGQ>h6B1XvE1*FaD6$P)1z3&SvXt=t>fkm`VZ&(9cMaIg?vLx!;#uJg-<-oT5W0}=-~W)i`W_cU>jGj z=0E`-{*!^yjllze%9P2M45LM!h+qSG5MxpZj@g-#(OSh7j?CGGHr9nD+yY$dkh$IJ z8t&VKB*jn)*?fp}xXNu~ezLx2Pnc3Lo~oIFdQxbm1@++Kw)c2iOGT@Jp-gl1zHcs7 zbeXW2fu49dOs?9efyUtk*Rw*+i(Im6PeZzyOURsWkZ#?1)ZB(X27Vpryy4q*!Y))E zXCWW)WIOWK9H(|D9#2U7OX1?(Iucin-{fn2m%_-n(eLr8Sewezn4*Ac(WImP{z#m% z-sP%~_vs`>r_qA`6DH~T7L@=xo-O@isl3fccz%@82QRVdq*C3_sA-DT={Fp%?~O>E zPgmsSITfC|?|O$AoRy-CETc+)*>vJW?gF!${qV5n(ce9i1Z8XfB!=TCQrwGC>zG=TY#-R3nL-aqKEw>1#i!&LaCG0!QfhhCJ@?N8$w)+&ML1 zxQcv~vSH$EXFHu?HKb(s9V{pK19ei71y@W3i`xIQ-Nn9m6kU5ra)hf>m)FAO-ueeS zDRMvAlWNuh=;IfmD~T^HY@BS;E1&CSUQ8c z&F6bS*Jqy}3g24~G>~p@_H?0qJrsgd2A#p8O(`%K3TBX&NpwJYOPs5O= z=7!Ha&1h~`J&7LA9Xs1MfGTHoABt)w@pW)TWVgU6BgXc%89_7XiBAl67w2e-Bx5n$ zYw%$$q;UcM_SLJ&BYs!=z;5D;JK3xgB{SHE#A@~zid9}nDNEVXfO<|m*Tda^Zf+~$ zt_6BcAB1>~;zlOh@rt+d^E&?s@?X6eU!)7=fYEN{xCQq zYyXT`67_}L{^n!Qf9z!{K^BlN?#x#6Q1#Ei!bsYWX;E`8ob80evh{W8Z+`A&@@D*{ z3df~H8}dA0w5^YKL+SdF_7|?0*dY1N#1p31K&e$dtm(CA3|Qhf|e9 zCkK;KSRW8v$|F_@swCP1TE`!-eVAT!`p^hAAN9#(9Nx6An&In>k&KKk|70* z+%wFkXO&F0wVK(jd<71^b(wXMU3xzyn6lY%?}>fpa5Z$)Jin@Od1;=uro2!Wdq=*m zSI%8~Jnrzjr_o-!ZfOxp-Ri``8f)Y1NgOg2hg=tW!kLS3{@vO&c)f_emxh0#Om&H> zSW>-K`2(84G8az-N%s%MQB9WrUE4v2k0TU1J);8yGlx|SG@o5gupFXiBl|%JN4Xa8xQKeLF~J`h&;0#EOD~G$!+Y zl$jY~XvFIH4)TX2Wl!!h?{Ga{`$WgPm|j^Nb050$HQCS6R|gW@1=dbGYWr&d@?-@9 zCCd2!!|`LM;kA8-+{82cVwLjYi-t?wBRYWhoapPx!5QfIHq;7kJmA3Wtk|q2Z6Rw3 zQPWG(Nl)VY*ea&$Qx6zmI9oaP0(yE>P_;YVIa|(?HqI2?~wvo^J9PDu?j)GHKkkFerF&!6D_Bl)>CY2?&Xe7V z<6i3DoEzLdlhBX$mU{S}|A&FnlF{dM-#JmK{P%V^9gSwwGChCa*}dk@WI3!LJT2D} z`1-ni))Ni0`rR{HTJv)`l}mEeib+WWvX=)__joS9VEXDpU1Ray;ntYN(akQd=DLla$oA_iLV0We61@{d1Jyy~$d8`F9QG*6m)30{aqH~cZj z%D}CBowyla1$Mr~&tJXp+#gNOJ=smBcD2-E718i0_04_*($mflK|6f*WHNOL@>}Pd zlTu!ieO?K;Er}*_P`=gRgKOZHVbJF(gXi_w{9mM#uLT=&wY=4R(S5|BIXZnfKXX~~ zp;8wa94&RC0>ol6PNoKI6ZCrDJK_`_|8`fB0g|@bM7QT2 z8BUQskml_f_MDawgAF9cp^ww(VR8BcKaISMqTW-|q{-&cL=wE3Y!3~j!H zvOq{U0B^nNz-Lz5WnD7*u7_O&CEQ}BUVGAz4ww^@Y*3DR#=F6Az&9j7piFwGBl`6N zkl+`wGhUoVgAm$TI0{weahO!iB$6JxiAdifc&EDe)S~39z3bvX96Os^v)j8eSmZ#TcPVLjTU2IlFhKaHu7}R;?QtA63(vq4;bBQR-~PO-sVI zu!cxn7KsZmB8Q&@8ikoUl=!)Rld{?6^3gTlD*&D(H-S|zGoUnLNB>HP#}fK=jW$>H zRWx!3)TgtebhPzCq!4cA!ugC#*pNl<`0pnCb;=d{rqq)RqO?*j6N4|0zK+@i)~}dL z#DqI8O^3i8NFM_}$5?tF^$W64g_m7iny__bwJ@04Pz`CC%Qd$_N#4OR-2tuR<- zePW%`)ZkOlc-XG!Igu6LT`0y?i zbrF(B^w~5CkxA_2M7=s#q4jjS?V~V%7>XkSuOz{F6K_?6#qOD5n(5WxlR_-l+GR-3 z?>q*xQK`Wnx!Ryluc+^HWV%2avCiR)4`K1&ajCAaq7CD6A`5*|t#oO0+}r_Yp(EI- zd|-Ct8S8ib-?j79f?MP_DeuNN8u#8%(jwI(w{*0^SUdO=ak#=BDa{^$zD2FZ`eCfY%WxIYVgW- z0@6vYXjw|jnx;8fCyDQ@2k5QJ=KjMmP8sYWN7@otH)B)GR9$iIITX)vpc#yTem@UQ z<3HQ`D2Q?}j52zSYS6jRKx|XZBEClx&K%9XwkXCKgJ0FOxVD@IO{Q$B*WL(E9W1*i zBAus*|U+lY;-5G{#dJQ zEzd(!UWp!ie`k@WSmT)sW}#C23Q7iNj`J_jSee!2NfRm|XG{)6ANw*zt!5`4@-Mas z&S?%G9lcj6unP3mo*y&JZB2x1+WJ^=#u;%5$-L^L#l2ve))0-Ax)XKrbHp=mDP?|F zQ4V;_Xfge|YG9)AawFyuH-V(|*=1j4e|m>|gWYY0QNESY&tV+l?q@z@3eii`IjRCWp7jH^Fq7S7 z)5z|qXTbV`{93oYx9daFHLM)pNtaRAnAdk&yRL4L2**u z+Ev1u$LU9IGt~~+9}tOpeQ$_1ILCti;M38p3nO3G6vy250NqN4Davgh(4VNOJTPaG z1m;jFUcc?MDhWKeTW-n~ z9H7XZXQP9SdkwNw)-3U*prcbVyS>x)LZSk1<^QqLzbjX@okgn5yjwHAbqxv$?VgeI z#T`fwT?q5Pz4a}kk$Bh3@Uc}0o4|BU@p)}L6wfX zYO#W!2q?MSK|z9ew&wHCP5) zp&>`k-n5_$Xa?XK^4!v**nyWlXQD^QY74&8TS$U?0_94o42-|F%P9kG$rm+g@I92R zWRD*=(XJLFaleB51|4p1^G1oUmGbQ56Hd)lHs_-Xts`WqjASewj)7PzpO+KCu34t! zT}UULpB35h zmGvbFc?nccv*mYNd~tJ{zxv46|9WrY01^o1rp`aJeZ!0t6*9#-jG@6$_t8@IbD92h zJ?E1qy+`~M_V*_qBJ7+6hA& z^Lj~hxZZ1DoB`j*hvge-H5Kd+;>sKc;Nw*d9ESWA!2bW&ycrcuhd zvZU6Id z2I%{VfEuwi;e8lXRsh=*p`Rmwvgyt-vRDC+VaLLL$c#49;Uz`7MjtP}z^tCuFfRC+ z{ndWg$oHCTb~sS|GY)qLm@St(->Hj|7lm&I4?t(m&~}8T?)0rN)31-^dE-oE<2xQY zA>$(q68g0B#G1$c{{)7G_!c?Q{31f#enU*wE|U?bkIMG+CW+qYqcHbx!F5*(vh%bj z)J;vl92bnyh^9(v`m~0XIWitA^^x;+~#229O{LGmm~OzbNu!Z>lJ( zk%0<+_FlANZ9d@qxi$O7$yROise$@P7)`qJJNyTv$dV-a%gq#Lwzhizea1qkt#XwE zfV7mY)}4DxH6h}20qk@eOc%G!Vgm$K^vD^Ld0KeVWKW-Mf&-=hL}O+wEX4VR*ZEB(ZlH}=?JWI^-%t(#kr|S^NjeUT*G#0?SN!y^d_DNx zpdgLb7aVQJsq10qrPgs&*J=ntc)9NSzVxVtB_K7y>b~bd(2ur~Fnq>#E{XOaE{s{+ zzx-K?F)U#@2-#wKJWt}A9#Sc!J&nQ~R+VK(EkN3#C_u-rHv3`Waphxi znQ@Kw#crlCr+A(zK=}*sJQ{9nrt8Op=R*R$%Fq`3{HM}1Z$%-a>rW=b2INb7e7`<4 zIFDFO3j)|S0t38Z8^)-gCI8`k1wM^s&E1EF{^LOwguO17(WfAz_^Q){{Hg1IINywC z3_c|Ys}TA3#g)#78EU}Rx)k%J+ZKQF%aACr2mXz``M~@rgPU)W)|W5&8h)eE7@C;|8S5q*97;{Wm-#WFX9YVy2HcP_Gf+%%+~u4 z*bXvp-Q2RA2AtRTW9*kZ%0I2=Ajh%{k!9-jB{+sgCOQu~j^+1Q7uBThe1<sXfA&z%`^4}_bNIDf@X%bUm&5N#5O0hWtR zz`Xv{#G5LNK*vagGXt|5Xzj9MW`w5!^WJ^fv#5u2-^J^MWgKW0n$>Kek1Ti#p>vMp zE$G1B-3I)nxF>AgTxiX)o)DiTPX%6HID?uhJziVQh6@UEr+1+arBa}$h)Kmj#Kepe z>{XgPwa<%28a=h=#{!41=C2+k_T!M8Nyc4VY|O@pe30E!@(NMGSm|?JPpFWNnL0(N z>)>qi7c7eilLbOqG@wK0AA?TAnUWraTKz@uwr4m#?~O~6CdZhZp&P7H&LPcUwxJ~A zv`@-$Hj+(Y3!j(LF2pc_A$Pk+FxGGF^$eWGKu*d(Y}J>Wh^ z+M(ilxq;oqkQ(Vnio6vJ&gTLP))3V_zYl`8oHRLFAFpi5!&zl~fj(S|>GW;nhLW3{ z?)PTt5Fy|#L}h==@qW^fGlwxTfg_O9F7Ic}7ovRLbl(ILXP~~8w@%Q0{JA%}g*C;7 z_`C6rB3R#-kAiE@LxBM76!7&Qv5(^uml;M|dx$hjE5=<5m>vz*iMCF+7f0#eIcHFP zOItAP5la>sC{Jd|1FclE<@V^Q;=7q`!%k2U5#3$jD_U*LVq1q{S|K85J&yFBE>$`h z5kHVNFcB@_<$6=ck{|MU(Y?Akl{lKNK<^P~jRV6`(6Uk23+0*PP;4G_rO7WLzHd5v zK3XHnA|$zz`joRGLg;R9K*xsvC4<%Ax!9X&T;M;qSNQsmL$~Z#;uAgvI1K70sVG77 z%$3Eo3*8edpeZuBaO4t?P+{duKfpOZB_UZn z4XKFCEqH>4$cFIf!}Fmsx!qe%6P>hhJ*WyTDhrxz+_?NDE?zI9TC*yOmQeY5SO~uy zBi^IUAimBOhc@acHGQj3^iU97{ewgZhpGC=3*a)MAyifPBYqoe$%TYT6el`9<<}qw z3Wu{2r)A%r=G>e!ZsvqaDIYd8C91T^%LV6&_cr;KWyXwj2C__zXF=U3P63j`iw`Ms zoGwwme1i=OaeHuch34u|dL7Lf`g9A(UA?xhA7>BY53WzS1j%HW$c#ldsF6uSrqrwQ zDL5?+?G13h=sug4iMfTwG|30$7&i_X%}s3qHd)y(l7GHDNRRHMP0{bggXiCN90Q}9;f3Lf3rbPuKz*g!Q)Xqe3>#GjDe!OHn z_+KkQW*-)JP4dMm7f~5?^&wY&WtbyrnTS2To&WnD_J8lO&-X8`YD)!ufU*49G$AIa zEMM8*r4Vw%a%x0{mbU2dY|s64GCf2q)xRU)mu|q?2&vl8wW_cTjkyg!D&6q zgSiupJ2d&8#-Mh7?H}9-3~^z6yJ@l6y;j_XUjxJVd$bd)>OO#%HdB|pxW z3RL|Ic%vsT&o}$f<}Eh8vFEBxQV8(8CQa60q9}?y+PK^MYNjdDP~6a{?Dm&r>5d=U zB>Jt&&+u0b?m8|gi|_E8r7>f%h#eXe&=RUPgk^I*f&B{KQki^&e;@lg@^jVDL)8X<8wnI1 z6);dN34(KYD|Jv7;xMYRMU%Z6F=kxP+DMK9#`0g5*i6|s$e9bC&Y6fL}l0xyi2{P<^fP|=jc#lS9@ z^kS^@ty5t%f=p1`hCqOvT1epm|6dl3>`9ezmV(RlQ0J|4n-55m$GmZ-Aw6~Z*{=D^ zXV?v8|4riHF&ylNoI67G`|L9tZ@YIw+zf*6@&8 z5pn%m76$m{TE6#eO^zET-l7m(E+-4ary|j+Ym+2_^mDh~-+>Xp0!_CAODWIP8Q{Gp z{lct2F3}UY&q(M7ZL%RCHL+!6Q;Lf4q`s+>9ZaUiP<<124v|)ohmMhb#;vG&ghH7IU$YCK?zQ5jT zc$2?j{wX>?=GxVy%G8;TXBVRRH*~Lrzn)39IpN{oIu?=+i_ z9uwODO*iz=Kc#iF@cFYXj5;IjD)^-un=bgc zGT+=pyQ9$UQX$aV)}@u~MJ)JC0mg;erlezr2)FOins1sLA zFXeRFEJ1c~DQLEw@~52ywR~f_tZ_e@&}bWd+=iFL0h9p3Q*6j{GmAWq4mo448<^Amr@^Q&5 zCWDOQ2Vm+a@A$ML48=a4`jN)~#vq*I(^;5(OPMYl|KE2_V+xvX^C#@?EKLPm&JlM}-eXfJlHXl5E0RBAoPACLu0 zP~D=ZdCYT(?cst++@$WNe{x=5_$oQ5a#Df~ch@(DY_hecNpRnLDM0J%XYv=lto1#d zg|$S=;b|zjgwdp|vKi<24*xwX%e=} z7rGh!lCXO3a`Mk`_KR?yW)sU~KQLU3DXVQ|y7Z?eC`4E;8vvugjdFPX4}FMY(=^qF zWy5nM0(xq_Aph<4AC@vWnEP+2^jCt$SiN}!HZvIVAC8#+xn=g;RNt7tT6rpqdl__W zmcF%*IyYV2^wq9l^TK9QCPHUKCH0BO(o=U`kX6CuS_WHjFqFs=GmBUd(=&8C zTMnZd5pIac|2-6a7TzceeinT|kWpfbmjaoMOIM-Hy34ZXd_JD~-Tch^sGB1v*jIfn zb`AUzeCm5>)XJubl)_Q~4TXpV4@W_H^l?FIn`05;zWs({n7`<%uKgKk?WkHPK(t}@ zD|s1cbT*4a?>mf9y!HmvJEyDOP{0+ZESB_L@^gf*vkd~uX#5{e=be`;Rk`-Sw8Y??fpqoO!X90z!0MwZC4#X+EA5n@{`SoP(0qQC$VB`AxXX>!fWMl+$9`qg zqxK~tJHmYGMIzQ6^Ym|0h3qS0WThU|*Xu!o76!#F)D|m8QKx4&*bvUhbNgAFA2K~_ zOzPi#xivX%&YFK^i6z&&Fjf6(Smq2&jFgQ0$SUlCdm9>37(Lca5(#)yS6*U7(00p* z#WnSAv8!B|Zi>km$Me}|E?eA{CN>q79;@BX-}6r(~O-t@I0(~E3<-R)=upB~PYDbxW5`E2@oU`sG_>08z9p{=>^V9EF9vx(= z-*tnR3+=jd)DrLr z)L*MjLnEtgVR|PO~xy0WZQ~cmM8j=6IWKQ%Iz)K&dd2y)MtBza>sDD@ak{sr}ZYi!6?ScxF3!Eoxy=?lGqZL!w$pp5laIc4r8uF7>Yg)3>D@UT#rp5$}MK#6phW{-Hd1DYUZ_L%ddwG^a?v+R9 zG&L1Plu`CdM}y8cwR)8G?-IZ)@8HU+@(?WjM?EU&52Ux8?$weWK95%eD;Q4t zV_7bs+2zk`5kn(off8IWJ7QkmN>y$ySsh-kBY_~3Y8Pnzl3{AmENex6CUEesC4&ZR zKgE28S*=;Y)ug6pJXFUttk~&&ea5q52gJAD3r!lcjAm~xrd-@tXs9uDQyW~A-+%-& zN~aV_*u2K}q(L*6fc^l8PR&Z2*nT~yyl3N`iO5CT2N(zRFG;6Ne!o}YUbV7kXQ;4! zG9X{$U4Xlf9aLj)Oz}{D#_M}SaC!&rorLn#zaO?O9-3N5JH1Q#G(ur3e5z70vWi?i zgjx;JTo(Ds=TmFsLKVsXPYE{^)BE$y$wRF__&W-KL)$xEdVe&UuMze?66n%b;3^)` z-SX0%E1?!y;D#J)$0rtzZnNb;+Gu*}qR}HBM@4j{X@!&EOWO*%vs2OX&o}yo&tLw# zdMnk)U-3MtpVZDsZ9|@j`sQzZE~V$hJ3s>E-G-eqx_kBIZ1^(t<;$ybuD@8G%HGPu z&@-zPt6FqW;D0#13(!5m;f-Le-u1cM$>!SA@*7D&`D^*U8uam_(b}x9)BigFOy})? zGwlZ|{rt+x`AK_QV+19EeoZr{;yFbVRL#`BN)dT}wz?=n@CEY?<8bSD#TQ6Go40oX zA~*R#bJaeO_+!QwV$F(!5NGuF9B|3c6zQS7#j02A@z&MTB&)c8tC&lBwB3}BYohmy zAA}PcSppb;Zbl0g;?>DOrvAgB+h6T${g@oFEi0n}J}5s!PqwbVG>NZxJx>a$=6@}f zx`~uZg4pJ>;dZ7o@%J0|@6C9+S8Ob^w?``G?k_N^4dIsgv_mkrKzE(!q)^A|Ifg}r>0N{9(+ZPOb)GF?2 z%+0ies>~aKX5KDLQ(^wQ*3T|k0B(8IaIoPY>KpOXnQuWPZ*EpehaX5CvLy04Co5Z+ z4w;cX-+OTA?$)xMjr+Nn-lJjwIB>I9MzGnUpO4PN`<@PR9usc+pC9M3%)Jd(%)B<< z)d0$w3QLM+u6$?0kmRAuGy3LGXsPR!X!Jwkp4RO^B`Lq`Y}|Yc2o-%Yz{Z^0!47{~ z3<+p{v1=nTeSOXS&LO=-O?VE1x0b8MJGRuW0~MPZTwj@g2I1D>9gL!hoVxV+<=K=- zT9^~^h+dg|?GBnBXkPV1XQEn6%-Q1g8w!4|hNn)sVw28EdY+OZgqSA5HQy60ddC03_+_FDNQ*vTV}1f0JLskknUP_dV6dh?(ikBA z&@fSg1&JP7zruD;{Yp_fHqmfM0UGF;-g3j+*B#sik1ScFZhg>Pt`DTxc_m)V>QvFW zBr1KG@{o6WUt*pLs_nR!?5Jk=Uja%bQ(y4TpRL9PN89L1~v=Kp^oWvOxyhs`OE%Em$&eR<{GC4QSss2H}Bc|6w@Px z^ei%FfFBbCNHLrXlL}IFDhTg)sP{&F>Ft-nccIdR?ULGEuma)9DJ8LP=O~fJ@zTm z6xJQq$DjOM%H}RqP8!Q#u`=6e`LDwB(6J-gQR-Qhuatt&S*^C~V$yw*l4e>ykKzYt z8EAXJNn6@zAZP=7vj3}E8~R}f$%EvD$*GrptbuDf6DF6W*(o(=)o4|bj|WxHRIdOF zi?5Dl<(&sK(|f18rf;;(mib{ncRuKr%w|%QIXmM>X*ma1!iC4RA`d}nW-rB?O+Ex| z^Vp?wi5$lepY>Hf`B)Wh>zB1jNhhKT7OP+DDmA_$aUUm50{4+ALzDP+^uYj8G60(8 z$6$4$>_{}MY{CCPn<|%>G$1t8g5hz`P2;!Os+N=afJ8ktMi)Kv;WVd=5$h6I01>5= zq1~I;(6Ej9APWVL(2VbrgET)YFo5B5%~`5DTbNq&DrZF~ZWhONm$G+nu|)EXQ^JtH z6VLGt5nls4bu8q)Z8?<6&hBY;4nKZ`YsJdgeF$1GOoR`SeSCtC<##A!+hSS<$9eM7 z#!zzMc5$r@RYvz0{f%s<9$_ao{!iTH! z0X(GZ0_t*6&rENv*@sr!aSb{vnSZT2SmuZWhoSrVwDdxrdSB`!s&vj1 zT+V(66DqEku$s5VP@pQix(9W^*r%JL)1l<$*HVoW>8Ix(--(W`t5E!|g?TSP1v7Gf z4;^$MHek+lLMQxH&=?KvQQr28#`f|$_sLcqmg;|p6(#wfIxRVFZ$n3JeC?YTjP+Lj zreWSC-sd(BVy1UVR^i;=T8Wa9`#$9Lo8h-tq!&6NF}8|n?PMamcJ|2{fkwNux3SDK z8c-<^vJO49iAcn>0TQ=G2hIZ{HRQgx+%DZfp&s&~)5*>uG( z>?ebCQ6-c3s)wHLOPEJuhxtcqnqF_BXxByP!w18xg?BP`CIr{N=DGN}Q&-n#88?R# zznePVoF@J&D6ZE`N|d zZ$4o@l^@)GV7{rSEG~!tJ;LDpP>0bNLy9>onHCv!I_2$O{%WS+1?P)l4mvJ8gK8dz zkwP83)|OH+4E{j{iuaQo;V1gyF5=u<{Nwc=IK|ZDL6x0ReOAebDX`;>6G8l3IEp!$ z+$y*S-Pz1&^DJGIQb4_g;Cp=zM_O|n8WB~3gZuHF$fB-5iMbFz>|^dSqU!ISb4tDp za9NXH1Xb65URcvZN5r$l5a@W=qy9XA3MSi=Ko7p2P8r+}nQ-Y07?&&Pjo8jI&q*!x zAy~eIgfyI*4Ru&2M+GmE000;Dglp#*(Krt{%Q)ct6@at)A<=BA4OEGZ4;=TN&s-7l zb55!Q-mHM8)CSd}XF}Jhg%>&19%xqf%vH6l=O5?*T6wU?tp7lcS(z?TWag5!Sb%s4 z!GaIY40p-Ew&Sf%Ehc$##^Zm)`d}?XUPR22mw8g~Si$e4-#kAS4OqKVXW0S$o*hz6W@D7BH*ZdV>D30Yh`vHKmaY9xyT@WbHtg6{9RG1Bo7mD1nPEYt|4-Q5gfys#c(8NjT!6Q6Xk@o-`Tj&aE!bht2}PpHVf#r8`=~Rj;i9=Gd z{OJ!V`Mxwd>G%Vr{1m7DcJ5fYnadj=%wkrPC$V9-4?wTdxw(jZxggGH;i?$(TuWCy zn8=w|X8Td8y@3k>{7d0E5F2fV5pevtGm9)tVPxOKPXYWcTKpUZ`J+n>QjO@d=WaoQ z2{QLLZ(5EeNUJCe{cXbr{%M}xJaLi5SGV4J@Wl*I)GIV{*UzP8V4^lwOL)mhjm0%I zL|9;KFrtLLT8(0*wbl;2xzo$juP+qEQ`YvY=Fm{JXaBs2Dt8NrZx-G;lAX0I7K zvVJ9Qnf!7td`Pt&r0s_;fiLl@p9PnMb$@Kf=(F1be!_a0IfrJ~#)*vpwRPi%!_4xL zQL-philWq5NA*~r=Ysj`*OB+BLo$(=;$&%;nap74>y9_vTUB?A$)TiG>AL-v>ECQQ ztutZC&U^9cgUabrAI#7duUZ?m_CL3L^N-3a)LuXjrS$=m_Cz9=7>C>3P)`} z?_ApcmbH;t6RwWsy@{W@xAfn&U}`S?OUl8ERmahhc2pUa0Kfo4>cnzWBDyux(oeDS zqXL3Cxl1B}#vw`vWYzBv%JrNdcLX=Q0&(n*BN-g=syuPZr90Y!QKOi9LBwc9Ae^(Q zDp+NZRFmUEJo&%bm$aJ5JdDy>FgxO+bDa$2xM-4NG8vT{tcIZ)noIE~%{@ zmtPJ$(Gh+hvLr1Y{y&b+!=LK+f8(T5Mkpf^Wp7y-9ZvRktYeRCju24@M}+Jgn>g8y zb!^#X9W$I`WMwBaa^l4p1+`KGD_yyO zi;q5Lie8koyns@`7RQ}xn@)MuD21vXtKMT38eM+XJmJD+JW4lXJOkFX0v7CP^?q~y zQ*JHbGF%Bd=l{L<@w%SV<|c-4nxR+1Ms9e#oo*R-KK%XKMTAmWUAs*Z-DwN{Y-C9T zIUm}&+(68Gl7W?RG^Qd4OQc;4!a5LQ-+wwY7e)WU>w?srQ{2$1~Oyz^8-|59Nc7BTl+PBS% zvitj96wb!{=w4aho{B4uO&v_gxSj;oD1EwuL|=a6SVG(@yKX}4%9Ejx^P-_6xc`T^ z%c?G9*vQE)Ee!DI39f(%@xO@MKuWBj9$8<|mDRWIe>DC;vjte0Zd+-oj|NXAaRWU- znyaU~R6nK+d1OpRWbUTpDR`dXf=@k_xZy@1c$X3`VkIiUsZ8tWK|f%%o4t{Hc5z41 ztpKKw=XDdUd#^g}*n5^8I4R8La(YK4gZ^tNGz*@p79y_%?{GE{@9(nX&$li^6{q=JogpA{4gB+(g(Uy-geYGvW`ik<&TDs z(kbWv9o38}t8l*ywMe;bx~4KeRY$oa@}I4ZbGv7kTCN5Xu{<7w)RxuFNRp6uneIK_ zL3OG9qpneD%jO>0;HfCfQdNAWYYpBf+j(#xCuz|X&Q9*sAJa+)TbQ2%Sr|UDe@q|* znG^6V7NuqzcgONDuPtj8C=hi-4dBIK@e_Q;uVL)(r2|p1Yl`a3Jo+2~ z-!4HFLYkZIxi@1ZBEGMC3VS%0A=;RnnH;Q2ORe7Gmn}I}d@hlY@-2iu$XB{gb5VJv z%T}lgL9vRBy}SX(CWHTwLIrkO?!e-zj}EJCBw2L^oImN*J=^wpi1_?ER5QLsbg1d7 zGAiF)`*tNH*Z05VwOMf0o4?P_H>b?c<&ffiAswedueNo?tffTnX)`Hb5(*PxMynI= zHy%G`qg=7AeidL5D!xxu++WAQksojhJP*#aLM(UdcE6|=1Qy!~J`d*gox0Vmn7*UL z!SeKnQ4x!X9xU)H9uV(4-&tG#%!q3wiT9rQFO;PBtQOBG0y_3uSE!nH{a)2L)Z}_W z9-GA{7B+%);f~ngsLE?Re>@WQxaBJj#R$Ie83!P>#jh*s*aA!j!#IIF8W^da^<&l5 zDJ9xJaVp2=Cv57f(Xh)h^nhNEvExQ5w z&r-v${jz3gaLdIicwT;&Tf<2%k-43bOLPBlTal{<5zuLN>HpWh@@ZIlOjCGp?VzQTN z%hI55wZzfeu(Dy~)&N-P^Mjv<=}unke&$w$wbE`R=jNpM;@2WI*Km^>mD>?iWznTY zoF)R6G8#g{JT$h-*c(yb?8Nl1vfH$sRs%(b$Lx7u;s`**9;%?uRBT;rY~!FaQSQA# zm<;=VW=bHRyuPoWKF`WtD*G_W3MG-vx|tzRH?FTJVx%pk&AHg*h&s-gE}p9z)ggt> zAOH2PUvLi?dG(FZp2UCts^~p#pYY4vAo*d z18kBnz1iZbH;qiR8b&mkwDS#5OhxcI4i&ISf5E%Q_vwFNTd)I1H>St-7i20B+$#Q$ z?C+$b_=?Vs)|A`|a`<{ja{Y}hC1El=MQ?zKLC^JT0h&%>?X1>*#0P!o&j|Ns3vwz6 zSEU-Uq)7=}I~o!idsZ35V?DxMTDYeydzM7~uIP!YUc$X{#FG%fLr%bBPNRi?98B3v z-6fNe!4GoSMV54N65s)HDIBl@`%k5Ahchmcb0H-v%ErIVj`gMLuqCaohR>U-(NDtX%C`4EK{QH#Lv}^KZD@}<^nvn?9 z-H9sSJ>Pyo>^VN8dp7d)pKD!WOk4vQQx^1gR4=`)$^BzNsq*kO8J!vo~7$$ zxkovT?5$1>zH;OR=PloPlQ&mTk%bgb&v(6a zEI%yKa&jE=yRF(EMau6p#E==1o;KsLia;q+$-f5)Qr~8@-78mG6R6Bj_t7s(hqJe;yba;~>Z1^~$xiE+~OQSX?itNcX4H=sIwA@IoroZPP#J2eF97&by zxUI6Hb#i($H8Y4EEufP{8T4WLc3g8gRVDxM$vcTsNUt!gw0b?ItIv^fipC3I}qi`h#iPGcBa zuC0!X9t(`~{mw*elb-W_o49hTO=n2VrCn1+h(WnXddPrM)@?+E&u{q8zo2 zGRx`a=jB#soEE6GO-Za!L)Jq(Jx89&)wbXsTK#>Ac$>dd-+r&Mu}MJx#`6-gFDsz7 zEYY(A*LS?p{Sm3gQ0RMkCrw-*Az6nl2iu&deauoQVftPoAS)p?Ywd%Zkl*BxR;_4y zhN{qAnYmPXZ(d7u;-+5?qHPD?MJ;o z&A(v_)LukqaXr=*;`} zmI&_umC4o2QJp7KunGAe*>X%{P|*8LWgM;f+m~LL{Gx*5l9Ex-(fw6-7%k6N(^?&e3gwVO^3Cfj!BV!k*i1*G#RSCn6g7N0Qj6#|9W<^a^q+M#I4rb z$IsiiA~TyUU$}I-M7TWKEv*g$QI=y;F6ENq^7nQ_TXROo#EiplKTcOeX+HZ{B+-BO z)3njZ`izVR$OefbzO$?wn2j&bV_dI1Ia$ZGhuh}gh?bEwfA4(#Gm`7Ggw@5X?VLz2 zM*#sWJCxQ~lviKcYBPI%l3k>pIb}0DfUNL9Q@r9I@ixbRK!&LJqUSl}qLO$)VQbT9 zog6osa`QS-=}Yno$n%)u%v3$Or9rNwxU9Ga6}Y{#nk2!KI=I}iI;EOzJM*unY@X<6W4KToYM$mf4p8qtvOr90MR!-4KOn5F@*5y8*0fb z2_Q7%RCH4NV2dJ%;D;5L5Bn& z{gI-Y#x+zZ$tDm~q1Pn*7JmL-(!DkC!*_^HZQ-`NMf;s*v`MoGR*&_?uy z-SP=O)yCmRl*a0}3HU&;j=57vK)<4)i8PkWqkxjjw#Z&PIwgxXIPoKq?#tP(9*SN7 zq;cuq5z@VOVe3wzrY?=dPjiG7m8V;nN59odkYYpe+DoV3H0SjGIE$lSdB5$mjX!hp z^n(USy1;1_0bVv%yU%#QD61lg@!R;NA~WgxPf6%Zsrj&nUA>upf=JdI^zE*ZqaaT_afa}!exZkI-_-Rkh=+EoV|4CcQyG`D7JatnW!YCLQ zFXY$kT%I(yL_XLer6)d7_ED%(*#cIyqjK%msR^zz^nE4}8LT#QfAq**03NOA4DWPy z##hfTWyhg1z(OFnH;=y#%t^=D&{WtIH{f4u9QNTb=*;r1nC_-i6afu+1%Ew;$&!)06SPo|*X<&{>Mh9CDgKgu~WJ;#yALW9oY=<5oi zZbotTF!|5Q{0I)#bwNmobv}mqlK`a2IyT>SN6mCyTgqHq=<^Pz487fTQ{i znHnEpBm%!{&8Qa2u&f)2$#Cw3qQZp->Yr+%&$V_PHy8i3xND>e0P?uPugR<1K-Jnq1&#(=1>*v;6QBEPWD7vCG; zJzNvNUk%4z;EGGFQFPJ${>jGBjw|p_j21C=;q-A|K9k=qFkDyBR6_dWm)vLc(enpA z|06r%m{s*y!xWnS_b5JTyT&5$eY<)XGd3(l${-G4s-T=J^K&_NO{}>dGBwJ`D6xFd zpvZtVKdM#syT1_s&SQ`5%dK23qBJ{r`j0|M^B<=xwO4U+J0)TEl**;zE`OsLPdVQj zF_~f+lfIZqA4m^XxLOvGql*!7lnrux#_54cDVrr>PFMC~SsBlmK2_-@) z0`$B-bHfi_pZwHEVqz?X0I$``7){LwN;l)E0&-3147gph9UkkBadqSfIkGr84Ybp3 z`+NtP-xEBt<1JVvm~t$O3*k!e8IBI-uILo$vNBHasawg%aR*^WwxOB(`^Czj06IhF z)xk6a(eG?<^aRrTR@OiD`(U|qxYFk&NXfqOH^L6?gmiCKUh2|=8pBA2jL#}-Q)H;xxZ|nbcPW{Wvg<&GM$(T z^@gf=dHy33kHr-w#}!k<&~0*4rWNI~h2--ZP9G@ZLPE^m5CBq?2KOiLcNS4^TL^4d z7EDb-gk$^Y9vzL;@EWU6W#UPY(|;asW+b3_#nVS*f;u4=9tSl!%IA*YqXH7rgm?AyX|~ern)k@@CrQ3FqH)$C)ZbYXxF_nc;?m?*4S&8iE64u!^JZNb1+;_5Ne8NSbJxya!6HitW3N#_j+0U zo{ee!$b5^0o}0A&y}!o)Q5t3c`0$8mzd^uf8~iAXsLs(zo`2;%JSO5^Z?{vg<1G7o zCG}L6a_&Q|*BIT04HzjSeehBcxI{@pjC}n;hF~e%f@IR2hFn0LpK;zq#6(o6ms@_K z$ErE`2r;#LPF{plVFr|1ICnZr=;zcqqqqc3wox46hdsMTDPAfrC~z3~f>g8fqiThc=`lN!O)@XC{I zn`ffGe|4Tv*x+zmc4?-0bGPF0j$^2$itIo4L3O`4qTLI8)Yp&)0ZngG;nq z45cG6qg(3C?TqxRlX*EHGs#q4>G?Kga>~h7ry}l+hEg*kxFwD;nsY&mqb>)Uo%I|N zk1s3FDSrrBl z89~3KlTb=$d;xwHEMrwnRDH>(8tWIA#Vtm|(p&?0l03N#AlI2khXm=A+u0u-?UMTA0t(o&Gc=>(3okY*GqLk&3(9;mE$fL-H(g!&xH%`Wo}`ofPNvR1 z163{KuV03UnI8#J5>C%{T|6z*$RKbz#r2R074q zx_=z7L%WwEkHbPGE;E7_Ol8>w&tZaq=PtsYyzAfZ1B16)knC606XO>dzk5tzvBPMW{tG!Fh-0oAE<7_Vm|xb za=>6Wg0;KBx|fFX`NARB#|sSU_D{C&`Bg8T-rTgth1;KZkCX|%L%WP5%OKzC47bHB zjjlQ|r$S0KR+9XImJQ78FO2kUi)-2VQni4hp-k|3k@ksH^{q4>$)qo4E zSVuGH?uTr?B>UUKTst=%MZi$B51OUBiQ%>FsEDaXPxoW{IlJ7<^kVJUBYolTo^~8S zW{3MB7eC?cEF+WT=&6yZkUK+GzIMhNmX8DZPrO&7s>m-cr#d!Ui^O9dG!nO=l-2_lH+YT+ot<^El0LYM zz`{qtvs@kSN}*;8=}-M3cYbdcE4_E8Jbyj$&iwdwkV{C@{a43=SZ-k3swqKo8>OVGAyanC^jF_71UYq6Ni45wL*MP)WWlR~`NFwz69G#KArL8Sg zn&vpVG%k?2aIaY7zTfQ)oA|Kj|1{zQO&u6>zWRy-j>t;FX>GeOCq*w=@CU|i2Ns9F zHYG0|8M1VyBtR*RuR+1m;X9{y$UuIy?=SvGmWXIwT2GM3VuM#kg@v*%@L|}}GI$R= zKH`AQpEQp-lTe7@&-)sU_6;HUuwr_-2>^BP5!6*~^Gm zA07i-sNh%8p8F9x!Ee((kBBe?g% zf)|#4^GOJXLy@;_v85ck>W7tBH>vy&7M!UQ89OK4XF7{TRZV$s=~cg}1up1XFF3&9 z^}Q8w(E+gGO{bl}kZ$kLU~U%TnB1WkCw{v(=3Fqjh4|1ds98$juF-R=2O8BzjNY1` zF4BZU<=Nl+gn9n3nOqepxR%A~Q6kv$b^T!gDwP*$A+)`2iC4!$(HL3vePg!1kpI4@Xq zA-A%wcGQnix+jXY%JSaWlbiZF#L$=84Hn2UrNNDKs&ksQA0FQ|w{|D$S@ojZrY@#T zuI#~w{;A`8py@lJlG04m^go_M!9_))EbQ-7Rc5a zelp$_p>gz{alJ^X^EwhE{4_%k&R~=1_3SQ3pc?~UrH9y=k5(&r_m`IQca3jlC(b}r z*605CP2|Dcr>2g1kIUBt|EEr2YA+tJ7~+gvW(-qq7osXIKN!dM{W#7LYMvTw=Ex0G z?DTE3A1GyRG>$wEG$q+}`)I@8cy&p;?Ft?l8VVBPYC^#vJZc{P_zjQDwR%_^D-+1o zV!Gr*RN77L!b{)58&&hkK(*8b?k!@nsYAw$;A|3eQMrk;j$ZT;9jgkSAkb4pp6y(M z8n!1clm6am9mMdYu)*m&T$*lMHkNzVrs{WB4|R6tf#vr-06+uckQR0=NHuQx__>}-wBxGSLCa2B7zO& zRRh~n%sitm1597lC@8xq>3iAe)tO?|8B?H7KZP0#xhogflGS!q^H^A);LoN)#-(Iq zy>5i5KmQ-u!iIV9CI+U#V#By_37Ue#^ChEIMg@A|~hdfo}mFCzR(bqYCV$ zg|^0DXEbpUK^IT{Z4+_>^4Y?v!zMATWSobm(2e~>y6BS(hwbEJWzhb`hUM=cWX0Cg32S|q9ck_lIo>`(U(alx{6wp}vHNwn%LcuF-5rPK{v?3;mKa?)zp6AsvJL z3}5?-?G%i2cSuuZ6ENyC*~EGyH#iQeBu7N8ZmA5|tsn5+)iF<%lKM%GuRXQDO77%a z=1P>3K##Y~ZYbFDZcr6CK{ga^^Xko7U5 zQHJ*MQ|6|$i;S~%q^Dia^yBmBWFZ*{r&zXb?6e0YX2K~slMw8c8R`;Z5|@yMHRTe1 zTv;h0@?x0h6Jobm!dd``172!1pT)~DJq{%+Uj@3Yw^bMIrKJ;0%nLVg=iNiNhi1o1 zO~zQ08D~F;-T{-I{9`E1hDQ+Vuf^+IwxsTLZ)PC2MzyL0t(ZX1A(gU|RG`J=0U?iO;^t10okiNco<}AYy;Y9l4+ddrnNb)#ulnMv88jURm8pNLL2!&!0YfLzs2XCH13p~TuPyh zm<7AfmSWUAubE#poj(ElT%gYUkK)G<%FD_agB04DODT;e1)>7BEu+}eWet@tk}=Ki z7dGr~T-zb!z&kz0HQzMPGVfruN&xoV!e{f5A_~pc7A|G>R9w-9iw{k>foGPM%Kd6N zW{QFN?w=?73ZY!;N7Iyf9>lI+*@p*z%MSNb8mm3jaDYp}IM1MH;Ovfjv40i}N0Wps z6?6$KK|sk9%r4*_Lva1~XL~F&!#U7+@j(E0SmRZCp)f9){z4Afumuq-ba@c)0>>|7 z@IVoqfQwu!E)SS~&8l%jW*ITl9<1ycPv^rtoHIxg38UL%b`gsxrS`YxA>~MfME=W1Bx|lgp zw^rEY>jh^)OB2eaYlJx_+%38mL>k7O5ZhFNVhM58n#IMP(r2bu9a|8V zq$(m-+arwyyEuP)I0Y3C*CAGWK~V8GK3Xg(d2uQ4q8uT*OK+`q~LAPE0Qwz4hr>0D-3{?X)98D?>|$O=iOEZt3k_l!)| zi%~ZhFJW65E!m$z@rzyX9fJRUi^Tqnn~jiJSvWWGO1J1-d-guMS*y;!p;P|mZ4iSt zNW4t>Fxy*wI*x?)*x0=41F%!#XC46GI_Xt3^ij0YwiVqbZn2yGsiNtd%J0fXcLk{^ z_e{yo?h3;EI;5zPJBsB7Hj60bZ$J_RXcOo^RUWg3vGJ;M@HKIc!prfoV{mbf^rZoh zhIXrnHp{|5I^;cl!4zJ5W`v#MQ>aLIx`;C9O0kxh`1VZ>G+h|d10LTz!&fXX$~Oq6FozRW$h@nW$I8hd8anXJxM@ zco5Tr*w0Hay?C>mUsA_JE}&k0T1=EH@4W3{Z{;*H+Q@wSDNjUk@Lf#3?I6eTKqJ`= z!x9*{Xcf(AVuFq4j579WBY&1P& zEJZVgX`mVRioRB&;+T?uf&O?Uw(boT;mbLML*}a6eLKF!b)n>=zK0VJ ze0_p9Z2>Q*EF$H@*2)#9j`FAwo-0e4|516%P6tgjRDN>aQpfntQ~+5T2l=u(DSbJb zs`v2mCr+XF$;Qh*naVN&)*F1crUP(78R`tf2i{vI%rsu!^3x=s+Rg4vCz}GIr}?Vy zBB>bXIIAUrtM0w+0{)7zZt4~O%Cq!s{VKWnW}5W40jTe2CwTuPc(|;pIM3qSvGPN; zQ%R8TcD!n}g|+pr&lg<(fnqz;;_3{a&LcEKLL`vQ8`ob{bw9d^9pZZzZm0mmU{_XP zc;o|p_Oy8>)XtiAp-Z`!-oK9#HaG6HC7*RJ6<9P zHT0Ts->yNAro{O%Pf9`!B-!S&VyA1B#j{)}E+Qp0FR~n8F8(04G zip>3C|Md`~+I*~WyJHIfC0^a=nzZ*g>kEx9Hg1a| zTCvizv6xMwy_@chlC21vnl=)zH!CUgBH1RDH)co+#YCafgow6^A2Hexs;uC5tJ4+z z-kF5n32hOcpJA1dUBENhk)}F1MBQ#yCo|13uv zov&PaYm0jAhnpHfR&1`icTUEwKf*qoLy7~^9ATatfu&EBAL^wPYSKEwaP*WDB8p%L z`jXB|E@Fyu5N9V0*w0yTp3DMyOTjk4j%`zG9J?NM9U%gfqfztC6+E>_A#f~w7=H4 zZ9h`{v1ZXUNOC&sqCEY1JQNx{g6eSCFF1h4%#fCIwB{d5OcB!z0mRcJ3oavBDGng? z7tI8Z?XH%aW^a|6evrIn^!t+@xCmhZnBQ|Epy+>es_hHB>9(w^!H!CH4$ zGnl}elG8b8Zf!3fy@Do-yNa48rN4+1`n+Gw3(%j~JTMi!8`^wX&xOM5H!w)Tg^KRt zJ4c#|hK*HgIn{gL9HeeIup`d7gB zI?r30!WfN6vD8a>x|beh1QT2_j_bUOo751@%=3zXr*+$reS6dqJZ1>153s`0REiWn zPn&sh9GI=2{haz0^ZL>L@?GITye2DENHWpD^8_^aS351CwwG{bQq^;DHhrTB{zK&WCN?&zy8N*4V^Nb3 z{0?|J`4Hb;kR#}t#Gh(@rz&Aq=wbFJQdsz1mfTA}tqlXjc{wfljw-evq$FgyZpnQb zoYz~WwjEe?W=wnT8A;;!Q_XdV0p1X9=-YR*z&oT+X&I$3*3{m-%IF*9juD0Fm02im zYgSteq|u|`?x$zlG{x_))dMVF90UM;tE|nql(C$+V5%jIHjj6-F`LebN(AFuY$|*? z3U09p1|s#+vM#mE;sM>@_xlac?)+@5QwnY}Aq1U%-Dr%B8?{M2taR+o2lq}{na`h_ z3maug%w*|xnNXkalu9C(j^$gSJiN*0VTxb>8P^t&Pla>_myFgtuz8gZ(TCH5h1`;W zM_+fHZ5R(de5y6Ou}Y~AGX4&^t0_Mbl7Ef+g2VP}%jJ*trkwRli2~~+MPZT=jz2!s9U)qIHN7QB$2KjpipA7ci{FW8x&V&kZ~{3=5a%CS4ISbuBBLDJ`*_#hCxYzSVqwe54% zt#pdNdj*bNlTi#P3A{=N)|_70QDooxa!=YZ`l5S$_J1>79_{(;*0>RBT?ozV3J84( znFfbCt%n~?%`olQ{@8gp_cC{3UB;RePqFz`IhvDad~e(`rQ(s*lJMiQR0#rsmiuH| zpVQB&;&-%Z%{`ruG{a5ek{b041yqvT*F)t<-T7jldP`7ZpOglyNI=q0oGM+-d^f}ay&6GeIKk@e| zwRmypY@8$)w@ui>ac=#oe#80B8zzKY{h9MNrNbM_lc2$AOsJ+ge&E^E3&UTLgOVNT ziW7}fuN^F2LzkT^z-9!t?90;veNjW=l}U1UfXsuLf{vGcTJ|!JeLxIa#`9WZ`t*~H zBI{8#7>a?4uCwKdeE;oDk0&NDdvg%k*`9t8b57c_;Qqy#A&;5DaV+R z{Xae9886GCHkQQ3+QKDybW(Gu%%eQ)WUf#6=P%d`b}3`a2R9V{`Ss<51ki~=9tc(5 z)cRwr?Ozln66GrL`9U!HyN`PR_Y3zIiDawB109fZk`r2%f1i0!^DobvHR(z^TdR-` zO#bU+rR+*2^MAh-YF_4<^^RZ90HUhWtXdVUb{4n&iz^v4KFY|oH|?L-emy%{7**{v zjwi|(YmOiJ7s$iC+df*U`bWKg9G@sxBSVD3|A<3p+Hy=nn5e{NQmAEIa03Ws- zXsbk)22&sjG5@+ad97NnQaXI)0wcz0rL+EQMls>FAv{>D=^r>hAAiF80I;$n)VewP zaX3QH`0MG(qaf3xOW}OvqCDH!{_H(2zho_<(DQpjq(-4W?>Ipk z!+ykkHt=Kro64=5f;0Mb17vygGCIBB8m;ooKRo(Nazq$_y3t-c@ z%>w%yh15l(uYSO%lRgVKM{7Q2+vI>DB`rP{rF)EeUmLKsscoe|9$j38whev?i^wS? z>U?3)G5B!;CcN@e}~u0q)ubx0}_NVs&|jY*Nd!XM(d674%A` zD9K(0wq83Ul@c#2e+`ak&2G*MX%f0KO#@mZ%nocRiOYMZ(FR{(aitYipALa3uj{U| zWdEgCg~_Yi%(mb?`LoiwUcPj4i&rvbY=j{E(m=s|t>}`m=g0W6ExQKjDId0S0K{~E z@Xqr{p(bgGDUH#ZVr?0P#p)Q&Jvh1(1DAWv+p`k%szx#70w%|=t=!}{v}MO#&baij ze$_moNvc3HKjoD&a{5BYu(|79A}QAt3L zG5hD;ApD2@BWyl*!6_w#(B@mRz0}TOW)+v9_+VhKp}fqYVwe8TYW1l#^{>S%@qJKc zeRb``1*AxPJVrNNM&+@w0aA*DZYgKVrM^Kc_=T}?%KMmBTw1+2R0%B-Uh9h~mO1af zHuJA2jPcHr=T=D|P`h~g8piA^Mc)_1QX&C43qBJ@A2JreOgPnfU~MUf zvHv5h^O6PIpI+_m*4+QY`PT{#ZrPmKw6OIsvt)`tF@~70v@0v%GvVp&6(1RnwJ4`-5d5N`~97*8Z&=WNSOrmMQ3nb^w{&yiTZy4 z>oif3KL)z*!`O&5Q906biL2|kIc_{Mm~~INQ{dW-#UvjBf>!GY44+sZ>eqep7p*tq z>GMXdroiJc$}kO(l*BWii>;kUVhJLVX1{&U8FLh(G9nam1fr}eWV3CF?*rUheas(8 zStAs)b=&RrzT`oVar)96NEV`PaEJNq(;bIK#Fr^~S0|mdG>#6spX7gX-$IU;&ga@H z+>$CH^7L)h0t`2Nu|q~y=}*3OY1?iFy*KSjS9d7!`7%$MnqRg9c4(lj@y)oq^a)Rd zRAgUL;@N@AV)LJnz~uAQEyB` zuspz!Kb^aHTA|j=)@Vs=bHT9tv^9cT^`(;(ihouqtRrwMnImhVrG9o<-=`^2GQ>)o zHXP#P%UMff8XCnZdsNsCTlbTZ3yIzvbvZFHo}x)eHvc!7V|kZK5LI4L)x&65VZ&ER zy{yH&IK+?Z6XUqQZuS1Y?W4_l3q!VNm&Pu_Bm6Js6vHxrl@e^$r>#%@BGub^!wW$Lb8pM(?23# zji*#FNt%e*fmbJVQE}ng0vgfOcuwU#d699h`|AnUiHwY35M1mbyTzWDg0y+cb5_dj z>x?G0>f<#x=oXBFLG7}eETMaQ!J1Zd-M7fXIi|FDkoF)u$g5g*)n;vS2x;>och|Tvu#mneIX>;Z=S0M8#|HSgoI;; zj9)8iBdXz|(i7ayB}r~2=|m-g87;L^C~c@wqAZ&~sr0N_+dJYTf;;Yam)eEXl?CCn zVQ}FgA;H>vCw}okOC!CoRpfJ85NV#^--;m?9*C4)i2{M`UuxLyYdai z$Yah!z;=b%^1bCBy|di|Ri$_d>e6A8P9aX6WLCmfwRk4_um> zU8Sf}OMZUKh;$6@)x)>=Y>ee!Of|ks@TeRbPxl!3DtAmt`H(TckL23f-?X#*;M1=D z`1`>h*KYZpLUhulnshi9s#2UkRty+?x?e};(K+%C>h%U^ozoT}m+mLH^-Zi$5tzFz zNzI1yJ#TOLzP;v#Pwkg3U^V=fKr9EH`_ps&?*Ex;st(Ee_I%RwLq{uRMMb$W+)vIG zG1;NV<>ljw&`myk`Xp{PFk8@_0Vz-O9N=(&S>3cUJQ@q8Ufj>UF0icsu!n=~nh|BS zHag#9UM?x~e)4aL`4gPf%F)-MKR2@Ce!^C&63Zs=b-|MdK7OO14=6it?X&vj^p^H! zUdzYU%8ritI&s9qSd#dHCZpHDiEr zp@@aMt&0`5KGl!%^W5(JIA&~#%ti9v@hhc~QH2`CDZFS^U^xn(4C2m^@3+w^!|Eu0 zCVNSJv~d>dGW2Zk+m-2eGEB6gEZd>5aah2b5^mCFVf^t=D|OJBUyS4Qjk@C#p0IJ` z7pc1ckqJH#;1KAd#Vl5#$Z%}q z>gQzf;jTtS#sl`TI>k1zpImW<`hEsVP$i@rP$2e~cmQh_cv}@=)xg!n6EJ6$%=Ek7 zO!`nG(vZA~x?v9Ud-m+tMsw~vMlpvM@3JazKf+%CGmia8Ne0p+ut%56PF#^2B%u;E zE-tQvf2Yt}68!9qQ~AI?X5IQR)VZSQai}o*TC9b&^LC! zD|*yC$1F)WwALlV)wA&E!GqxBsW6?I)_Ufv`)-zLuO9vi37jSJ5b&d%wlo{#R2pL# zodLQ$K(%&qJGxYDjYrW2`qv0>xz7kYss`sPxnYqz51(w-%d-lu)9c#mQh^E!vaAYz zDx{fH(Oq8C1o#Sxozr4&G)t9bzsWe@;8TtS$GXN3|7Oew@>n?nNOpNIU}MwP5H>EC zutgyPj8!=+QMgd~i`8b=mxW}H5M7kAg}e1|x-bU3bGn`7u;7?`YLL277*3c~bVzRj z(PQhy{EAa#7d;K`pmi#vHbMhiE;+|rrqO?n>fhVkQ3|Mm5P}=Nw@82eByg!|%)->} zQiy0*cNTu6$_{VqHalwA0qii4g0rFMylWb66w(>8o(o|Vg zWn)1Lp<|iN=ja-*>F4|C_7_R=zdXJS>Q%BQOCeidSZn#uh&*RYx5!=C_HjAdZ&~r2(MjeK_)p$N zZcg*IFDM_A- zRXe+NcyApr!bNh}?`@4J8rtq1Q{9T9ybI`{tFz^`&kEy>hq7x>*||dxOre%EdJ)8k zYEMgVbpSrLFwq-U_|g3q=jOOoYiRiw@t1Yga5{7u(2Y8tQu51qGOcWIgr4_#a1gg6 z_i;FpRJ7e)d32@NH~|~lu>lMEV$|vC7J&wj9O%#Q>u0vAX+KE#xZDmp z8Z#pmu}U)WQc~!|P;L`iTI_yZ+I<{Owub=aR*GV)4Wr$96y@xK$=SdcK(yDnB^hh+ zsbUksP(`?#^d_3ecr|^)=v|%XHh|w&`nzH~&{kTa8i9f9D7| zW6a@1!~XVr)$u^m^SdlTZuZOfxGLqYKWI^){r;2`nG8D+^>%Ry;=yLGc#s&7z@L}( zX|uNd7f4gKkwye2xoNvvaW^kEE*@4l%tjv*huU$ukV-_pwoOYhg@e;6|Mo$OwLDGt zJf9r$42Xo}AbpRLvK`#)=ZJNr3jcBb*L%ZcZXxNR*|u@&+&35m>>u0>GD0P906VAs zmqo#AqI@_gUV7bL96;?=UO}gO0tN3I?JUBlH@7A%p~tV?oQ_Y%l)}<~e&<0bi`sa5 z7}JL!ObM3K7yc=){gjaF+Fmn_0{!L_^!&ES z(=t^JW!GY|Q*!#R`UwdKc-6KsABwDs(Si9~b--m6H$r=-DnqMhN2F)pFaAZ~)?8H0 z+}me{eHCn9U5D2GBbS$p(u-8?DM!X%u>k1bP( zHH!N`j?Ocjt;cWUR8>)wQfjt#jM^=V*u-e;J!-GoTalJljasqQULi*8t*WS9Br$5% z-mMWMNPbWL&%0b#UL@z_E{?R!ApmESDu-t9?DRXb&=78QVELLhe=cH}ut{Di&Yx%`Omk+KS< zt7)R6bFHk-*QA}6t6b|0njc0xM7KA+Bd=4RtfZE}M{x7Dy`k(B#$ny*6(vj#ce#B= z#$sAw)>gE*(!*Z?$LK!RFb^D?;6eW+@K=vSo7cUaZy>D?hI*xZ_*XYT7mdR5&Y`zQ zI!-($`p|eKFtf(%W9IQ_)g})5v$#cb-@)1z_S&L<@!_KOv)NI` z?NUmDcZYBn*Sew=rhlIH|F7fSm&h|Rwam)0wBcBW?@=20=3Y!xPDiiAGn{W2R@X%y$-Az@toSck_((>npMvzs51%nX?Pl}PtbahphG#d-#PQw z-JjjDz-!}eZQ$N|k$G1YKKA`~N;Z{N8~ z+n9YT?2Nu**|FW3E6bEwH@xp8Qy%sXuM3emsIQYx+eb4l^ZkNT4cqJ2_aH{Dm~_f33jN7H$P$ACiU z-e*S2{^V1_-LCvpr=GW2Anmi53@_KYWf7*!=9ZvU;0;yY!CA>Ze+hVHAoe=7L+%?R z`yh8w&RRBqfu4w5(DV3MBTGe`A7r>ELkd+)K=+WT(;j*Hr}*O$wimKK^8|p-<;r*S zt;GQ8SoU-!eRE#>j?yfh#5!@nj}BleGvL}5t=sdtBf-Pt%MlD*WXudHKgJe(e9WRg z)N;k;mt?M*dmQ&kK!eVQxYpz1_{>u6y_5^A~rEqWB_vVw#50T92Ib>mJmXppS*q} z*QwTf#(PlHdgx=bLT;>i7p+q zNff4nwi0QDLJQ?s_sW# z<#M9L6rWmAIe<)jRQ`t+Rqy7%=@fOzLBM6g2;togIT z`PW%`bqkP`S>wUoch+vBlcd=%kv;y${9*>MXx|BG!ep)d(HUEmwcGDQPbZnvUDIq*fEB8Ci^PucVCw{*`px6K^?dLx6{ zSGk3RX{N{{(&iQh-Dk6&mETeplsFC<%dY|q?>x2@#|(|fZ(!$2elEPcTlk|LdPi4L z?a*R}azPFs$`vR71a&ItX)vv1skuk>=1Y&f?$hYMj>6C5XxE8H1S}R<&?1n%!|N3$ zuT8zAk2@rX=Y(md-fk}FC8bkH@cpfaQKanUAy7c-&JJpO6)OSC8U-Z{;?7LDR4&!c z_Sv7X7YQ{8eJPR^drIg`qE&Skgk-Xc<=vU##7lJk` z3f2^m)%-Q9ZP<{mF7t;Q5lfSk7nw!@Vj1FYj1SB$qaY;9nRi(qB8s_g3#lU~caU(i z5%zptu1Eoa=xy~d4VR`x1eZ{Qkv8Z>^pj7ewbZ*#=k3n^dz4-*BN*@%;hCVZmvzjrZyL=Wc z|Ihopr;|G)ebOH`nV^R~CY*~es4~Mb`;+n-rxCI>cRehgb)ytO7`0MfP-AI#UV7dW zcZb7691wVJtU#kNTK6?Gb6k%1`5QW(bCw8&20}F#>>qgjl1{=Gc1Iyn<#0Em$y?az zael4x`;bqH9;Z)Dk0w>7uPA4x95Z3$pMKP336p@fw9J`?-`1G{yU30YUX8%Rx%IDeJ=`N6WNoX@g7~p555TxmB|HT#FHX=e_LobK1JYHs@ zKpY*%YEd=wknUUz%X!klElOhC$9Q{#UJOi}=yCW$vJEqK!)Kl1@;yAaaid7%V_S2E zB9#74VL#RdyHQ5{2pfShd1z|X-zJJwF=pjI*M0yn3=5*X+dHtR8m~g6S4;}Nvx59K z=lo`>aDnE>LhMLYN%8{3TOIoD^F;9d6f50wlV%Eej{!%H`Y%a^Z>~Piv6!gWes?I2 z=A)CyifU}1cp@gyU@^L%&2Xef z$c7YhD@tPx>jJZNUayq+%Cde;?W5O2lK*j^31tNc^QU~h+wjtkp!niYdlgQ7>Aaku znMWxyToC*6)qh0H!oK%sLYkh}%J~jPKnjh|mzZk&=A3!s(?N!5h#|>bXQ)iPpfay$ z*_Uf;y_l1E51-jNKc|RJF zmLcQnQBcxY&cGRBpI_aruU!0uM;tXui-B6=eElIX0_NGb&vWhZjP0H}4Ko%S@Yr*m z1wUM(X`zKiw#d{ykt0Nlszjm=xYDc3>)$y%t zHjon@YY|+4BFtY~8xn$5w|UWqXDGo_m;4yj(#Q`fJiQ5PT4mq<@2SJUWQU0al_!D4nA^fKi2G*DHRd=?eI_>J~|FRKGsS7=V z0|Lrzl2sWxVfP!fcN{~}Tt!)zltg4aarna7eL5AQlA+rw+p$u4wJe>_nC>pO1C%Pu zcKBh;eTVD}GfX>M5g@jmDT>qo&h(b!6i~5?;VJ=?3wQkWVfzGvX&jZek)xB z`<=XqdJOiT5LQg(O8{xkR4__^N4!Nm12* z$)wtLw4JcaBvY*0ILbaD5D9)&_$^peBuUk{Age{H@S z2+4oya@)hb#P=>(#OtSG^U)1t5g)D=8KK&LX~V~JXO4%;$pT%o`(zwrd@t}0e|eSL z-Nf>m@AF~px9>Vfnk}JobQJ9LzF@gG7#oq7Rbb>|zlM!~=~!~%(SDGBII>n;Qc^49 zk@C1eW(d-8mSF?JI$c1FDbyFnQym@X_PaZI(~c+@RoN;Kik)CXVlzXnS-7q&NwC7c z*7bfYpt$%eK(L~dL+CT_iKH(R`pNi*55&phG`h8RNA}*9!SA1@n*cdG!8sVz4jw*N zf>{hsGe^Qp6IeC&hH&P4d7A?D-lW7s4*aEWxYBuyD7XUijN9AmJq;o&sII>it|uIH zL|T4$@Xz9y%Jw4ca_a1E%ePkDfLqYe6=V`==zBrA{>F`fK4>f{4>#D)d8Di3?z#w*B0-b3wB>+j?V-KLwu{Kg{If-c`txBQ&B11@)Gt{>~>{ zf}0jvFO>uoGuR<_wEDt%9?eQwTFe)k^O-hUdQQI0>!xKTFcUe(K3{)U26^(wJ}g@qRF^KF(PiKBwLuQ~bP zBzep}Lpwiu0yD8B2@9e|@_w6^931gQXniDO^MlVLLP_+L>RTYLbK#>SE!&0eNX|qr zdATOM_ZjAOj9VcFqat!V!v6$|#wPC!%@x%lcK#Xb>DZ;oygrfw=4?UB-?*X~$Yp0= zmT`$aC6c+ex(VD^^x`r#EJA%Iur$oMEssh<+TQ$3_^?eCLU3s11#HA&Z_o^q>vGN~ zLlf5eV9IG^t&`wps#+ZSh>S@31oFWW`xB2Icz_JC5f@~CVrVOI)%{sB)2KO3Z5AvmoE1EFb6 zzQ%!7JMNj4l>h+cD{==jN3*5-8h{)e9cmnXKC}xx}@&GZIX+MX%)SpCA?Ei^rS16G`DlPcNET>^wTzR&q zF>3~gBqHKhRE%XGoxCc^jL{r#>XZ4z^&b&`m75Y}(Gxj>!rVuTVJnXHrY2LgTPpMQ z;nW3T&|@sy=`~yV>CG2);3st;@I2C*fAfgdN!5dHOc{?PF8*pw_3{{`OGICq| zd8hjJnNdw+(Cr@HDj@rB5{q?XZXwSGQXSD$xll|h{1$JN1qzGXs07{l@x^kq)$(^O z4svG|>~;0x8_|h#$=rKpkAe)#e`%_N1{4iv2ttwoP~mI!tH!AN133Z>^kA;iCp_`= zAd_DU+;Q1qA09hE5U73m95w1CdMbKb69$50W&$PV#dzlaqVnk3=}bRx8=L^|CuaCFwdKe*3nzUC3fQ`@--GtPwnESbJzkFJDj)mWO=JZG$M- zyB&=7YpL}Hy-cjrCUv}X!TD=wf#yJJAP6^ZnEazf%anlju1+2+edQVL+8xl=g4`sD znxL&3DdLZG?j5F1#o%&&ONmYGC2*;tKn6~3z8D7m1?kypEB?kfdbf8E{~;3GczR&0 z{l0Rtsr`j%uJrf_!AQgA8Lr_aAI%B4fveYw){-VDiV% zj=Glrh@RenRWEMXf4-5Bjk{ljd$!b4Ihmp_mF&Gg4AagY5z?2&y`jQY%t`;&nOH+i2wtYGI+UI3X}>qz*+O5k-Y|Ys z;Jv)R4I2seFJ@?czr6CNaNuKc6Rl!nTX4pR6PzpN+1=s!tNhfQeFo)_<#uKu2}ted zTCl5Hc82p@!Q7XpPk1xx{5%ShdIN?eLB7F{%KnIwukF1C4m>h>n8X!_&0SmU6%li8 zbQh?}u5{&0L|T;@YYxx&2$ls(Vj9p|wQm$nUvBz(q@-Pr`ztr7k&uIAYSqdAn8f=4 z(P854o49k~!6jN?R7jbaI~O0Ys+2tth8Tm57micq$Cbms`ph{11YM#s-O0sLW{ib( z5=~hH@9?Cna1#hs;9Z(c|9=p3^7dnW;UWtD<_;V}3sYgofR)kus8fKNY@8Pdh(EBHR#QXB5 ztFh^kq%ikP_5!O&!4vy48?vg(y!)%>r0AN$%7>Z_7wKSc|A6Viw~pR=hxf>SBUkrd z?6q1x@$yDKU8Mw-+q4uHxfiyUez@zqYg)D#ah3zi?P3J!-c#Y?QByH+f>uAX2v>rd z)0LE%E0dEZ6-l`@&f{5QX7~Su)GumQTUmtHbEuC9@T_OS)^dN5cDJnW{ z>7`f|7V-k=lFK61|5oIdN@O60G|T{%%;DC2#|wi{&buuMmUn&~vY51d`KS;j^?v)p zgY7h|Nb?VPgV_B2NEK-#%{&bqb(lS_gLj5OcmQon_15(G0zlyUuJ#toE zlk?FBecq}9bJ8+KXO6{d+*|33<^@lC_d#MIxj~N|Y}g4x>1+O2_RBkuxA$^^{QYz# z(ez{-Cj}gBr6kSi4%Wqk(Q-;;DUyji+CMAV2342%8}2RP$Tn9Oky6dBt(RJGUCpDj z$*diGO+bI2{OHwMLBhanyx`sirqZIrqmh1du0M%RlU{Hpdv9ro{P{T@&oJM9=^kXL zOXy*<5P}@4W7vkXvGxLyHZvgXPbSPF3f(qP7@1LNI33(g{82;Pxx0QE`RRBn-lb+7N^g;CG% z1mV9sXWk2YPv8+Df7EEcbIm9`_<|DF5p`V3-jr3c8# zZ?N2rYC^{1I;aNwx1(!uf<8pO1dQ~h0d!2=+!YKX#!~}bwC*g5q9m0Vq+=+=E{@sA z>E%V_xpgKjriGfXjR9|9p(QB~x7EeN&aKj}ude;%S9iS}Ef{C;B!nOO;)JA(&YMLA zc-8GFddB?$OPhSkp69rq_xA-~ZN#;$L@RB%BeEpV=szN8?^qpG!b&!F#hj-qAamAVvg8`Pkqky(dr#m> zGX*nr0W5%XHZxs2*}YGtvf)(+c*OG(!b)}7=$wj~VzfC+i-{o)86TzmJ@e20%kxP2 z8O~0#Nq=0<-n2I>oI5a15{n{?y&NiZ3N9wrd3wA!TZ4H6q!gQ-EX0!^u`zNJ1wg?Y zw-Lw}sh^zP9v6N*#`TWhUZZEl8$*ITSwxC%Z#!w4tQXV!viITatrYgdoVY3~MVH2W z9i^uT*-2#o!Qs#4f%HUjm9sTGA`78eoTT&pVsz)jPvFF?xq_<0<5ajiJo0bxqX~2F zk~j4w(nj|HQoX3_C7cYtuBJgUJ}rY_+_pAkWx82@MGKO`t2AvnG$2 zs*|T!P33#2_qC>1$i+ZbYUQyLz&3UF7v&SJ3o_wNLgOuzEL8AGa`E?4ge9i7N^|8q?6(BMB3@ZNJuVf(7v#OT^9CV${hHW@s%OP~9TjUlh4 zZxkZ)m1`2X7+i8&bH62Vrv|>7)irWQJT6>LO^IU6vrpG&+>|6#w>X;~ zhF0|YL#8fV^@l={wzFN$g^0+Ptin9PCNHFNEtLnk;UKn(Z-ozuq(*jb3Cn&&>)?Ur z46)nA9zK*XIom>2Q9-3o7F1={#Um%>0z}kK>~;vg&L{eH_9J>Ge1HlgTQjJ7<~})> z=5+$iPz%VjbCQ8JW$KTp^zDtu1!lbMMqt#zZ%On{Tk5!J-}p;6PvE4wPJ zlo;HKhCLRvEufUJ=7v6b<}&4Is;U*IQvZ~w#@i2k!x2>Q1DELH!#I48>3>-OBgojx z6)O~cUZ;PXpJ28*#h&kd6R~sUIr#!@kq!`7;sQyu%s;l}Q6m1#y|jP5dMlqbL4R@h z7z7{sPzMFdI`=-$)OgqSOCY6zY({DCuSncGLB6LW3MR$y{BYN}OsMNVLpoR0mt}2! z#ut{WXG2|ISw`$&Xnu~p5SLqgzS#2?JIAan;!-up!o zB|mT~tP%Z}f5=C){;Sv&!tfit2V!T^$A3vh-JIij#`+lzTgX&GP>!yo<9&DCt%MqZ8WrF1hOLKgU z5&oYv!SY@lw^g1v+TGDXSf`fz`fHr6!H4~qt-Vzw2RNJLjCB`%UoHTKaNO6)2(>J^ zHCCfnfi;1X3}lA{cTh3s*NrU0xTqr9lTu^75$*jde$Ee(upe;`xf33}5uWI{ zkZ#;$gG*z0+DR?~7`nDSXOGU8w56>dMI&Om{T%uU$wz}hY-TfNbZ=>2IZY2P(|ukD7$(O_`w zor;GrgSxLWqyX}~JDBR{Zb(=xq6l_H20ENQ>a$xb{?xiu=*>+EL$Zv;a`ni}SAso2rL8-T7)Txn3{TfeDA$iJ@QP*fUz-6q zH}nh$5POAxBJGylwQIFWnTR5i$w_@lY}igk*{178$HS5Ex?UdpC3$LKA@x^o?8Hoy z25X;7QmYfYG~5j;^DJc%rN{GTwEOp4d6SDz9bF+}2gmolpM4m(-PgqR020yh^P8`QVh2N{(hOF`5a={rWzCL|?FGD1%W^3RN6=!M!v$ z9KcjuGyP4ZOEMTJ;7OZe*Dfii$-uEjh^=_P;TMiu#8lX>N!A;M{72-~DD-9KVGY8^ zKEsSB>bfpB8FMl8Z{lK&GLtrXAlV{Kj}$PAa{OKVjH!#`yAd&19}LU~Od0c?5v{f~ z-u;PMw>!r#HICuI2H!I8*PJv}-wm1-_V{phspQ`)yY2#%s;HA0`QPL&%(^S9#9G_g za!x-yqM7RymvK%VOf&KPbledd-KU!{l(VFf6|Z@~Y$2)7Pf29_l*CE6l0|C%jbxP&t^Mh%dU1O085*xt~hLj$~|l7nZCFH&B+yWSqc#p3({`UvH zZVyb-{hR_Vy-KvUrXO&(Wf>Fl{dw{pj?{X~O?V%2aHOMe(Lh`26G2eBtIk2+Ps<>- zY1qpXn;5M1rOe+3V2L?tbnRcMk1{H`M`NCaAm57EK|DeCq8AXQ+r9fYVfqgW?uO|H zz=o$He-)M#=|rd)4)So#rEKc*D0luma1rkQ zZzbIXtC=kQ|+GBd&kV*;~36-K$|lJuMH3ug!ctZbaSe>8gj8s%<~-;Mk$+ zO_hI{6(;{DRx4X}G?LxU|BonwRgi>)L5XuORPLNxY6z&P5HoP2%k`tOn!}D^;|$oJ zeD0hNWbWGB_dXBrd_9F+KX9(5)et)1ey@4{L#uN*Ru7tK(!saqC8LicYf&~YrDT=@ zY__Wq3J=D!{VWQnSShkCHDIAmXj0GOlh|)a#E78|N{b*pf1vDFKu_q0Mv z^aLn>7Ueuh^nB_MJN3r4HB0;&oh)-lfny=nIF<4!3o2&J-r2oqAmJk5v)Zc?mB#Av z$V;ni(l8k~>-`$i(=QK9V#IT;R&mi>goPFm3Nh1LTX4Yda5kP7ZTEQ%`H>~cT3jA? zi|(>pCJ^Y8s6}<8x`R!QgpPQ(Y@u3ytXf!=8+S&6Rum&Aj~)rBb0F_dp*BtB1u8Bb z4{gvt&@~2b5tuA-e~f7x5_}DOUH!tQwo4HgDuvaOm3bIXu7lL@fPL$wDarS z`p|W+3+P<6qApC$=%1{B#g4hSI!M5RJI%0U#>4f8sn7ZtFqC=uT6MAtl^2l=?O~NbS0pEoilbe0~kH}~A&%=!S8#sO5+hquBEBxXg z`JEMJ-@h<#?Na`toPg*pyiL1-=Pk~$evrlF*9kJlZGX$7B!;-uf#*M>s>b<9A?b^f zg&&r&k#J+9yT|OITw8l*d#}2EH0{2eU@RVBYJLPloSaUTPPXgsnzqbn^*xMpa1MMS ztB%mOypFx~v+igqxF0a+WzkKORY=37a%>v}oNsb@|$58eW<&8QZTHuit?laEgM!G}ppdOfi?l z^RGcCWEuAnlYB)#ngTZegtBXyR3>)+^3>(-U@{S8gqA2(4f_GTMk@ImE^42-8>{C+ z9u947DnQ1{puq|;Gy1pOq_}9D@$kOzb8m{=rI8E&SF+k#veRj2YQ>N@^yb6`1t-FNLpU-#f{S`h?Iv-P@C%)0ic~jd94&g zdCshOXD4|WUvTh_TXbZ@l?I>T2b{EBL=uFy4SOg2k>RqEmhU!PT>m~0--2|ejA@u~ zf0>X=v^9ME_0EQppkEP?Xo1kZL?3;+9^x>6AfBCq6(+t3zrteAJ-%8Ba(co#<7IZK zp^9fi9JY%$VbuOOs&1c-F!?s>{*eh&OR0}XbcXt6Zy&3r{rW4p)C*r)y`G0++G_cW zzC^89kn}Slw1(UFOQmIr{5%DvE%ft>aN4wD!=@ssrW% zbHice?t_}qEd0d$e?%YJTI&q`p}BAKNPfhd^ft{MVh*%C z1%>OuE)xkpH$nAAiA08J%J9i8eSnZN-%L=7M3@&)?)}n>n~x5LKMo4l98j0`eJ=E! zaf5<-YmgamYmd+iSpV{FVeqYUZfBl)vXE%@N=4BK;8eEk*F+GrV*MMTp*OrkqJ>S9rwFynwxAPB5+@cLTY){i zWDA;m!LiUqJT!aJ+Z3|4kP}Iyd3xn`kv0`{y}iyrq`mTcX0hyK&Gz?{cGlJ9$6r~{ zE?qeZ&(e&p?jW&Cy%+3fNwJD%~zwP`g3f{?f7(MxGzyV_gF4}B^| zJE*bkNMkmhdJeK{z5tD^k-t4Bh7^CCp&=6r1{PZ8R_N9sZkSr@d?~~HEUgJT1g!1?% z=t;RbgKz!TE-=wGR8RM*x%HJg#F8G}87+@EtTQ`W`>N9>Xb2r5IsF3}nR(IGbLL0m zPrbR)VHdvGOj|xaJ`e|o*jQJw9JlRKPRMI-g6hQ7iJLB>n8)leHP5V zB-zAgHU)i81e4OYTPfK3&AevKu7qYF$;0Q6ZyhZ&?p<?UTzi+Yq2UYuCLk}dYUygqYY8p zU8I|f1_YGhbCEGH}^WVSGuFw3%lrv`_*o@D< z?*@#nJVm8(6%qhM5=IF)Ov=pUuSByZ7|u;j)bt|~lP zFq?u!T}78~xz4`_zVO^Z(2ncROh@Ke-q$qz(i~9{#ny=2D$LKhW}lLi$t(o6Q#5lU zO}DWpW0>RZTQvoj*96q*o)obE*HvXfYZOCLLC&~VnsNMxSJ|24&h)4AzxxDCyi8B3 z7aTZ5f1q zW71Jh+ly6GR^3XXv^101IbO5R)32hOmtrxNmaz=T zCnUIL8{nVYb`0qHaTc{x2Z)Q+P2&_+(0d%}FjgYc9V7w?xQNujzY9>)=T6W%ug`82 zR6XGl|5=?BCF6J^L$oihjlHmAXeK1180p<}Um);j=3u-_7nIeIQblgqcN4g~Um)!e zp$OaBB|Mm&U4kMmm;NKVSB)yQ{d&|`7Ikzpj+w=O6}UB}Qj|qV;7mmZexX-b&bMD4^50y2H!D*omEJ7KlwkV?IE}pa zfK@)vjp{SIr__OLRVrH8SmhZ=Qv>9b8mWM#FtEbOnu(0f37TdTpzE=YG!=g_8a3xK&wajSQS5KHYsuT7J}>Ots|2)_%u~SKK`< zHlunjptZXlBxsowUpd#=r^7AQ#Bknl&RZhQaTrl)IcQ~J#fggbTEo&#=gwQnw-c7T z8MoZ<$|}t1ITnjyb9yEB_AuZ_!ad_>=HxNu0>)pCQ~7T?+-?iRy>u*+t4%jfcfT zVqOO<4uZJ|3V;ER4@sgmYE_60j{-(K;K-@Qcd38-%@32!?y(x%KYwf^YM+(zeqNh3$g@v!RzrBif zo)I)&XB5-W<@Os!i}0H>Y&4f<&%bZne+HJ7d9I-_HF@((vs-f}Ai4kQ+q4y~wA|;n z-}yRDCbbxipZc~`!LdwZ*!-)^dR|MvD<-yC$s%u^LF z-bJHEzaE0O{j-PQ=@CzmLw^4h9koBm>!hb#%ESyTHS-_3nQWQ;p$P>2LBlRW3y%xZ zCTM2f9|=_7W_VyR3&F2nhdj%7L>tJ^RWN4yHEC+1-mQ!(_0DeKK6h!*(#>?yj1wp2 zB2h-eoQAyVoEpNB@-9(*-k9xQUp=zg zaW50U&5{r#!j{%OCGF^=+(y`3pI(h0zh{+w!n0{B+KNb1F}E^BYj8ia7^b zEoxS<*SWy} z0$0EQBC)yqa65CQun<3<=2yZCT#+mXej4W&2W7OHtSyhOb-KeMXL0Kq)SU^2#HOQ! zh+jU#hN>kHIMX3DULDdkoC6Q^3)r6a zb}h{+`MR$^1x}43j$rvASkq+vs%r;#qbYQ)>e=gIoj_W&lv46fB&ppcYX>`UdWh_n zw5QX{vlz#}zcHE@3E9W&<%nDoGF`?Ec(L%ED^^+3NP$Q$^f*5ESYe>%HPk zw+*)w6OO;I|)#?>B}B2!w10yTWHj(PD9Fqztp5u>^ zQI)otvetp;O?-(D>VD-Zl5n)K3St9_;Rg?-B>&x&z5?uW3jMgxQ+Qhfpcr`?oVmUB zU6wHIv4wRGO1Gy^NrmrWkN2lEm{r!HPrk+lGL;h)e$NX5Vf{|iA%fMuDMm)4blY`t za2J(YPZG4z!Fg1O(=EIFwdEdnTE7;Nyd;6kOGsa>;7W|Y;-^52j3xtxAPOCuVZBsF zjUW(6O+{O7`hezQj}>XHd0x+~$)|sNO4wxXpiLSp;D|-ksKKK(ozCQp$Gu+R*Y->A zSg61n*2YrIPEJq(Kg_=2GkK6uf`h!%M0%nr$9o8@)#M^LLANUe!s%u^HhH^j!7t44 zQJg5xk65o8{O2d6|8=alN8s$ja>s(%SN9p?IPP52d!VNUVd*e_N73&|h0RYg#W#}s zI%bXnUJ}~d=->x$X>yKm-;D9r!VRB}N-{jX3)o3C^+t)GqIjDn8O{^}%Vp!h$0X%1 zKQfpzA2obL)K$i(^3@d-fY>bfF{&bRwE~oj*ZW-8G|nl1qh8F}U90@cKL6i-h&q*O zCp(93Wm{KEuv`sr_UA*`hm#gHXqN?M^n`k(w;i51jTuY`V8Xl6>c2)V<+ zTqlRdP7_)6{L_LY+bi7=U=~cND>2%!0L0tbCT!uxMSp%qnFbcwK{052-*@LGIM3h< z`duP#~Y zx?u>;2XUWB?XoQw(zMYm%fGnyndLRKtWRK&P3>NmPvtjL>bJ2!7VdgOOs~vN7r)k} z%$oH9?QaRuB)bJ085gFwcV8>s0E}GbPS4IppmfIzzj1kG!Kj~C+zFjvq z(GMyQ-BF!!f<1ovf`DV_`4m+;L3_nZ%OtFGcW4nTa!y!Vq-Fi_c%RuMXn{8B9;MnL^B;$lzHndJZgvuuRhpUs*{!MaXT|@xW3lh^YB~U6zkSERGg72X=JD@R~Oad zo~easyYo;bzJE~)zSYOy=DMzb<)mym< zo%9)FH9=uY>AXQl4HPGv!FA0E-Kw5YWcO02_vY*yBAOk7{LtM)Fjm-PjsGNfstUCO z7BZr}QIE7w!3xeA(Tfi+LSy0+DVE*gRlC+w(nO*u%XI@`y+aGVD?qJccG=_%uv(Q% zFhmqU97;nGY)Ur#;0=3PC?Y39Eionx@lS!dWkZ0wpp+LmMjS|HSpAj3?kD1ZQmjDS z77O$67~M`B#}1qKCHvkYy$Mnna$m2M<4ql~e~O^-qJBA5**Ju|S_HEJT=$_?HQG9{ zF){`vGK_kG{sK`B?K6XYJv}$;+zjXzeMOI3Tu6Y6h=6yhbZ9LbrO8K%LNUCG)^_3Z zv>cA@IKp{nZ;_F1V`qmKh|rBF$d)vgxS#HOVWOB8M=JwYl^Pn(X~MGJ#n~$57$pn1 zTh;?LAABNq{~9nQ3{1f0z>_%Pu%)HmARd|!{X4Veu6@4AG2L!jo8h}* z6yh8ci`CUz2xy`2M){Z^h?Gq%KB%TH#DV$)*TV%#v6c>D|0{)6b1$#5;{_SRVLGO0 zEHWKI4PEwx9@Up|Dvk`~YgM)=ICpRXon*<}fnPH`;s9dV-JeVV@u|X6?uI5%)aO%; z8Z~(|h@Gg8j-P2HW%3ALl4y1Nd+=nt zGsh>Z4R2Cb%2ju2www?W`YPmm|Jm5K$;rB}pJk>>fgaRF+|BS}RsLTexDyqo(fg}z zwQfwCU2~nM8TxXe?^YK8uNu%g$u?+@tV~}qm)fT$B6s!>mMiYirbthhR?v@kgVhz< zwv}DJDiqP6vP;qqr^bG9`Y?QYUQRZghv_T8ep-@w5RGzpDJ3**oGWpmT+paQz)n`_ z>d>|#=*+zgohgTDp{7X#xk?h`^&SkmxEH>lvdD^4O zvm9kWIFIFoE zLDJKl6tX;GDqlF_NADrUKPF9Eq#Y#j;f!`i+H#Io`#gpd@`}+V1&+HMz~}S~dojH&4T9ju z+az0VWaOe5znv8RwkM1;w4*AVkC}HtLtD5z3x4R0LBaG%t!E_QT~)< z{(U5qnPgIIn(?kr;|i3g5(R%O5NLf!uR-2twJw;tzS{jhl*GE+=(1nDN zEmP!+8-)t7g$*J4fD{Xx{^Z+Wfo~Y3$ZJKapE`aD{id|&IWI8WMP_x|wYZ3a+8;ST zgeMXFUnBO>jy$|s>bW5`bWMz=mmf_gLU;u&Jd;-l$!dw}t|CNI6%+laAFn>tC4?s6 zJb_V;0-agG28BIGulYJzZN5C#b&cg?C2OVX29kaN{A>8XXG5~}t^x|g$t7RfR1}V( zJQ6Kvia44yM~f*=QP=dba*trFLh_^8xy)d+!c8G*`)sfi>lN_k@zTr)X7g$ zt09fsB#j_*=nT;7xBFx5HsQ62;EC*&R0{U~nDZa(#1TWKyCCcQ}(ya30q$$w=($D*Bn==M%Fe2E*cP_0>CYDTSp0B~h{;dsGKM^OdHz`A(unREenCaIq_SIUE~~7=KT}_MIY!DEO!JsmDA&*y(SN8o!4aKj}vg z+xF+FLt|wliC#L0w9Fn8Q}^Dummy6Z9C7P+s*nUSQ>*Keu6;vY!Bscn{{Ua7 zyT;aj4IQej>%x`%DnFn6UtW19Ho&}bw3()bspI|%buSsVsfI>i)iPC76lharZg-xX|Lf^ z#Gg)x=SHxUTf;b%dUtu|hfp8L{{SjY({{X8!L#NzcN+_}$hN3z; zyU3C=WaIuJPf%r89zi?K5kjh_yAW(eufg_5cXxd~z_*iBH1cTZGn#|`$3jRgY;9ge z+jP$#Zey;KgMywONj3H1Uzbl*KisUnRFv6F?0E{QW>~}(Gd#2 zYx-?*?yD`N5J@%2QdXRB*~UN1^68zzed;BN_T*?#*ZVQugZu$2`H^2f9cRn!{hPRI z>Y-e%6>L#75KU8MsmQHDDoPnDVPS0z{&M_)K>FDGE1K#S@cU99i%4JRU-fyOp4+6{ zt*u0gk0WG|Nm%JpGNc;Re$q3Hbcu^*?5tHjMz!b2W-_%RjT-gBwsMkGXhbj`V{4r@ z03HDP@$Kt~B)E<;+DsH}C8sw{{Rj@ z&(qu7*RaU1Wn|DE1eUB{EfnppYntaYt$Jvt?2ennS1eg7-M3R!Q4KXjMwc|PNdrcK zRpySZz|v8LlHb>WZSDDQ_PH3tXDNsb5LD;=ROu{Gb8X~7(g|I2of?G+{3Qmj&cDjN zEO4i;>tt%I;FfBdc%CG#i9d+=;jXiTQ#z8N0UALKZ6e2zeYpnYZs`(CravXGhPkbD zuiKO7{JL`XJNRJnHrr-KIiqpM+nkOS9DMWBF6hYh#@m*reC~R_wIql~khNH9K~9mR zF-p|ZF+jKAqOa8Iw*>oHWet(j6Ed{9q7hO?Yg6`QXNN_Lxo_7nY1-`8G#Ly=Yg7JT zKg)sWp7yWEtX>f+DE55?Zf>S(X;y}&faOlMa?eNqd%M7k^o5$d{>6@yzmtgOf8+NM$ zE+n-`r4r_4s}=PxGOa~5Jxx7Hm0Zas(Lp7`f$A3orrYlJ_^wUqmV|jOQ-NQCmHGK( z`HXa8iYHV{7*sNHR>iYai*4ZEAnBZ$F(! z9*?bE9ThzbLr*15RZ@6SV}%7hiC}JLl^iXvt*!O?esAu{xWVEo#S);-a^K)#)!?&~ zNn58B`SJape=d@hxOArUjR1*7(wB5tF3)cGLY| z<>~!)^VCAxf_Z8`v(wk2HS!m7?;WERD{cBrrcyZMM|okTfuyD>EPh3D3o>dXt0T78`)wnxt1^V+p>VzV7_ zmZqmlh^Z4Sm6F9tG*eS~qL%TiJA`%%W@S2o0{-H?#(ni%M{N>ZjygafjQL>Zne+6; zdXR1T50xI!URZ9b2?w>!Y4s^4o}3(!;vDeC_KZ^u?8 zr>Tebg7U%3{-AkNZ+?ezxOm09=-TP`rqTXeiUBkgsP)wAdrwoId z`G7pf9)`Sk&J31*xKd=~tB!bSqm~%fSl(G9EWdCT(ab@MR)T@QBkOZ}$s-GOS?$s80#zSEkV!PD95no>8_aZT`rZuAVumVAT(z~-a?L{VR*DH= zQv*aLkr`&bpWM|GD3DxV@$B+l(rJ-raT>Sq4ky;M{iC3BY_MChypXtIs->S$sU%m| zhs%#vFVy>T81d;gW?7!BA~M4rYRv9j0>Ws`xgcCBi*P?a(o21FJfRW*6NOk&YwOm9 zq){%I-yb2KK1cjL7>Y#2*Uc0V!7U{I6L}_>W2$TbU}cbjrsOr)3!nD>{58V*ra>Zl zD%5|6tF$b!W=eT~5d4Sudf`)v!l#mYld8Yc{z{4GA~F?9hamnwprep(3I3kdG-Q<# z5#i^w{{XA!=boHZGDqPm{{Xg7zv}-0jF0m52A3O*dZ?=r=vHW2LbAs#Ll^NUtln>` z{{TzLs^j0jpHN{OlwaZh09WREOLHNCJST~d^oU=d{8z)*PZy4MsEZ*rT#Qeh`7VqS z%W-l?r2hc1_V?2ixOufuk_!)1sUy!;X4p$Y)@qA_{>uM90VD5nd?zAVn3B0h~gPvPn$ndno?JT(#-R9&hhEhDJ}0B3T4QrwOg z^T*TP#99Cj)c%Oa`n`H?IgP>a)j>~F!}9$44|h)OsKwJ6no5{vB@do`a6>$#hYY6Q z(AfU~u0JP-;P9a(f>Z78$NIn3>t^vJV+my|=$wDset+fYx9+cy*zK(KQsrhf6!WaW z9Gz;wwDWjX(n7OHWqXi+Z3e&a0^Z4Qw?#xQB=DGdc7^@8U(fu#ErP;%iXe}-_>dBR zlF(<@A3lp7@A9%nS@Rb$DMIy|n{>m4hp+x0W*G}g8G9^ali$%grJ($qN0e2q+! zWNOl&D^~sVG*niGnQSBIxdy`S=% zrzWe0c;lpeKUk}8azVlgI}qgb`Z`c+~&u47Fhxo!o^M=)9+*W4kLI`E>9hP57) z{{V{U@p)H&zP2%Kf)}(r7&uXmI8#I2QN+~#bak%zBZ1B2$J%Vnj!mpql0k%?K{U+K zsyeb<35zwCOE=X20D<yuWkeBU;aIHh^hDb=22@QKvM)Bz(B^OZV<-VgBuIb&Eo9@5Yoq<*iKZnwe}|9q^5a~6 zr>jKVtGHaV-~2<(0@HyMpf$!QPv@Sy#e8+#Rk;cZoTfH_JZ`RMjRcb_tVTaDGTPH< zC(7zRq+j)4-9D3cnZXgA9-L3lyY}(pz;Wq4?awSjZ1LH@fAqBh#0s?s|E)A>*7xuQ#Y26H(;YEKt0N>{68^R8#h6jecDdp5XY^+?m=c&*3>ahAyfPvWFj0QBw_E zhB;Pr0xI?~sOU5E2ApJwS}+q=?6t5NU%#dL_E$Ye55D*<2ay)YK|RLI)Zg z#-A6jn4mQ^EWI<(+uISn@b$Tjrh7{WrJAN3<5T11YS+-q6`l&^x;B#-CfclQqgSMBvjyy#9eV|~I)!5>C zi)>Y4g?!XBQ_j?s(bZ+K74y|fvns;UzDf#m7DrWAQyrLSwe9o~Y_~?r_*}&yE97LM zU};192{;~9{Ki`>FL`1tB=J~O{*xd?BCJNAAyPrEGI7SGXOYHi4Yh_fcx;{{A6H8i zB*o*biyC984yZ%VD*~+O%({qXxw#L`ltH;!+(a&~WIDxZ`$#__(S6R%c@6&n(%sq3 zBsD#{42{6hiVV=u@!{q=0P=mU))-8cE=2BJmQ!*_W`>=rYh|mfsAc~EDaeI}u*RgK zAvS3TrAfE~-qbeXX!_RJ6`0>sRk;es^oT=>7TGJ>oQht1V z>(IMF@=FF~g8@EHX|fZT+6e?v(#bjzu2o}1OlS}Reo3*v^tY||=&fwYxYqvwG4Pz9 z^V7>cApWLJF*nv9PYesiOKQ{QT0IHWK|LojA0~GG+^>iG$-XKQq6QziRk$RrsD?(U zSmKVNhA8fCvH+^w+z?0gTWPv}@PM_Qq^zIQ8V8@5^7F@)Ize~0s*N^sTao6lLIR&% zGFE`&?5XKxkoi5se@#GMJZqmZ#L%{OSHOPP!_!Nj+jUcB>ma64O+<3l zFOQx{CyGfUlAx80iCF&WBj^NoBkEx^`?Qj*m+)!=xhvhn89$fh*Py@UYm#iOS!~(s z+#`)ZpgGcmRx`w$n&Zd--rXniTNMRqoDqFj_8DzMG+r~pyfr?W z5HL`2s=3Z7#L+EH-2I8LYie>^ni_q-48jppkEx2io6Sv83^et1nHsPmi^NT=#E{Sa z9;AyMyh$7zbF}leqANvQRGLPkUk~Oh_9eL3cRPaCmsZjUpvsk^$U_27mdGHGKGnxY zv#EPCeD)<)FC9j(*TpQUEVD{0A3#YXdWh?1sabrBs#f%``jrHa&3>}w8aoXmUQQ8A zd`}h0AD^9R)i%o=vU`d57fGR5!r|VHQV1R$C@b5O^WbaMqwLO@suIN>Vy2Dh=BL#< zM@>^fSkdYW=8g-nk^u(Pwhh`51uJQ};rqc-Tqy$*Nggvg(Xm^qYcz2imXdn1*i( zD}c&46Wn-I{{Y2wq8@V>R!t4|-kur!3N$aD@X&nvZL0Y5OIYhwoUN%a$esa{`OiND8g1G4Z6ba5Vl^jZCBwX#Asdo@B&2UT_-=|~#A zap}|KKOH*iyBkN2$VZQ_rHvXCh<)splLlm&>L*8X#FiHU&9A`X-q+jm*4r$4ZYlut zBv9n=r~1CmoKAS&?Jo_@p(ypO0*Wpvfq*c4zSHZ_r?$Q}^sNRu7%`N1`dBDssCZ#_ zS)L(TQf3oNHcicmbIPsQeh<)ldLCWa;2L6#u^)u$sq@F7&q()<9jy4WT=e`{4k zPc2$V^^}oReZ+D&mNyGM$RTc_m3iR*08eSIb`7%WRLyMou6TX9^Zx))=~b6F^A);F zrts%ZoSK7>dXo>wKA5Acj=p`Zw`Tiu0GcWoDC3pgRzDKXu|`(N03zC0gJxs+bvBKf z-E>$)V&UAww9>f$04GI{%zW9~8(zr#Xtg-68fVX?Mn4m?cJ+2XpBap3-MsqgjU7a; ziKrC~Qr?x+0MT_V{W%ToL~U(q)Lj++NA`b%q_RbOxd(Y;b{L~-r9DrVpZh*t3>dA! zM++)NLlhYa3&9wyf=AT^0c2}PK^G$DhWdI(x?kKFqYE88KlomMm49zZ?X6fJ)dZ^f zR4*F&58M3ulQ!_HsFqA>VrQrE$PATbqIl<(VO=EoE;t6(zX$Q{G*=eV$4t=i?C8*0 z8jG^wnD9+Zv=#Y(sP)T4^Tjlh(Z;11hCfLepZfvVkhlJa-60V02c_)KO7+hTC3Ld1 zFw-xIWKCqoHEC^3uBC``Zdm^SUM=m5sNki4)#cXGN2g0VzvB4%7c})X6;;!avNcSv zGF2Fy6%9SP3ci~Ut?m9E%Z0k34;m-~$bKLAzMPumNHntPPb>kSv+d{$&gHkoeCD2) z9TpxXdo^>$?2)vtx};e+b-joRt`Dl-)y4#)L=4W^?H+&R#~zW5FoM@@s2&2Kf5u1p zv0jB1y=_Hg$t-PAEQBjY@vC}tHh?q>TlITOJE%bj>|fz;U(e^#xY^^2 z##K+TRM-4H4Rt+YY5B(FO>CC}DI};cu(B%>%cVuYxwt3#aqO1rM-qrtv>_f|f8prb z&Rchg%RF`aSMC1*SNZx^Vs=W3Se51_YU3K!RF*$zLog?mHa7tO0L1%gQW|S{YvKO@ z&)EL}R(e(A1r|Zb^m>+m81X1}`kn_If4uv2XjmyL_b(66r&Gf4glsCK`G3Xq zvWIr#Qygi$c2sDdtM;46PF_`Ut={07NI!+-`)o7AFjR=Mu;8jD5U* z&Ij%3^BKFbL1Ps)Qq!}!7yE^GV`d6O*S+jO9DYFdyj-f&PY)x*{5>%;i8CIS{J+Ug zmlV7A1p<_(tZ6I&U=gJ{n(?7|ZT)z?{-FC*Hv)o=PO4(R@qG|YwlvMEQls;y>;k{D zrb>?9#Np@i)#M`n(g2kSR-uG>nYM`!22opj-Sv`rqG%@gpD7TA#M3{GZ75p5JAS z&xZ?@HL1v@JtfhV3iJJaxBKJ)q^?h>{{TNr z#>Vmg0A#~YrF}mveqNm<$H~a*12gT+gTP7%!Y+xyc#F96xGL7Q&(r;XueUAtSrW8G z&(G~0J^P-Sg{a?UNBKHx%=eaCGf1yRva6+u-XAa9u}R@iCX{BDbR*I9Am03Q?TPnN z2Ydj@(wH_$8d3f-Q8R*8ng0N1Jupp*&2LJG)g*EU3YI)-BKNWX0C*Q3 z?FR4|>6*|MKcBDrAD>DWXp%T;F9IO0S%rAlAK^VIBKYr;%xI4-4J|*OGDTT|nToIy z4JJ!9!r#>7Tm9`xjitb|(7!ex<|Cw9?ClV`-kDiWR45~fAL^xg?q7uwJh4F@PNhJvCwTGR&_Vc@C3t!2l3A9@M_UyaPzC6bw{;9M|Xm zqsOFo9M8+s4;)79K*>z6y8@(*IH2Ex2DElm`Y zvqaI$ElbH~juQxJ3qK`PjRxF%H?{Wv08lVZb`)b8hHLg`{x7XRKHHrsx7nv{e+GXq zPdfDY{{R(s15F&MMHNhrk`Y#e zst2D8TW0FOA7KxopTT~`OrIO93 z%1y8S1KH$0+-%9(Nc$`K`E(qYo39xPp>Pk*mCv03>m1!{hmuWk(qojH>u&)C?r+Ic z{eK?bPi}Uv6R-k2@-v@bx67-?&YOxRmy$#2-NUSt^|r|>WUi&AH9AyFG=%|Uq%GTD z)Dgvr`g>P%$Q+QcgMFnW7$Dd7HB7bC z6E!TPBD+${B(9_Mrjm`vKhxMtaO7S|g^9MDAzZl+ zSIpLW4cj-EsnO)AFtltV8r(Ay0|hr4gAeKe_88nbQtI8=Biu>B z;K0)rKVkcP`Z}=ZJ+eTlb+>@NbWq-S#WSC?^XR2^Jr`i@vn;RJQ`J0bOxmiXtf*vC zzBYD`QjJSx2SaNA01JB#or8Cki!94FeL(deXY=U#ZeZo;q0tNyTa)loAO(1zN`IfC zYr4Kc?yOEyNaV_7C84IM5qTt@wm8cTA%*2qR0d*hf5yOjbN6J?P+f|Bnp@ZWJ!v;M zS}jo(c{q`PY5xEfj+{2{%@}E_qL(LF8dAv8_!Vm_n6!%o0%`AUM(bg6-`AgR&9k^V z?HJOzt7uQiXXojjwGQpBKc%?`NWcVR%$j3|`T8>$ZUanRMa`{pXxS~bg2 z$vnz}IohLAqNrb9v^<*=a#^p(wKn^{{b;33qz^pTC(k~Ao_zXk_MTt9b&?fiQC{6V zc;ohuASvt6jNOk=^l;A}ZW*d%M==54EA87pgN;!LM zSsV1J5I@2)Kgphg%HNQG!z&hQth}``ERMR;=?D?2y8Xj}&(!@n`d{j0mT$3%d&ZFd`&*fkBe?E}8pPxNh7^ok^>oOJb zD?K!H^wl*BRsauUB#58{LOESr-}PC&x_6E0@sx-(f=)}Q{{RTsp#cIQk5oU3f95jVWbF6v(=iEc1xg z*1seA{{WA(g!c!SEs~3DOOG?3=A)v2>Rq+l>iW7yf1}<103P-E^q7C0)s?M0c%7wD zBgXKgYgar;t6CPB%R~qP52KUITnq3$?r(AV>S0m>jyW~|000N}kJ>s|+>^^z%mmWA z1Li2d;nmW5qvmg8*VHvVHqwrgMA8ZSxg>y>P^ZZtjdXy<#^f81r#{Lqxx=1rz(aGV zjdYCuUVm>(lb1Ov+5;;R!^=}=`7ip1N%_8C_FYXqWMOD=Ef%Cf3=+*U8-!Po)dd=f z=Rg{OJm1=R_fBt+{WO>5b$O4o$o~K$e%`4D*UMmdt7qb$Elkw^0F06T8e^cJba%&Q z)(MRH>FR2k%x0>FSkgF13V{;-OM*2k^L_}u{a(;6&vSA~p5dCmgs~+0{{Wx)^u9g9 z(%(!L_UQ_W;3X@X{k(W|9M$d|rg>@Q$nK1dOU`B$aphWhA-t9#jU^PfsfCx+Z|%7D zkrVhc1FMLy=1*3aaFXCNh?hX~Lqq?rw;nl3F8NFZYU)vKclP0K_hs8=ZuTR;YmiV_?vqSm(x`93m4+_8C&sjIz zvd86_JfJL&wBTO1Ndn}9fA#If!pj+L8H9csgZn*C;prCY+l0~nk-+>Tq*NVYgf)}a zB$Cc2d0~!mg)U5*P>oYlf)CchKXPiwBjDhOf=Px+_^8v6eLlRYB0naovXp)w*XKtry769Y3uUoEt=|~B^96UG0{&1hzip(77b@NRL0W@%86NSMxZQB z_~VbSu=~q*X(2$NeGZlt9=QDJ(U3Nhu9=G|^*JB2%ggQS7>654oHEf+(s>n_&ec)N zs>U#&m8_813*2%)2icoluhTD%&-qfEf1GiYpafa~1tWhH=_c8iJ zr0cb*yz%Mo>dL5 z(yWm_pjP97&-CZp3ouuH{RxZ?KcD)&dS(1S3&LQ2SjX(^8)oaEtrXsMrm31Z)XgPI zua#%@2YDT}DA3lw^uN9Sn}U2wsK`-YFPBz{Lnfgeeqen1Q((64V=q@p1wJ?Ks;Yc( z$5%A6_{x$?8xR4qsnkEI{{Ug_JeSdeQ{rFY{{UCdqZQh(CQlYJ@qLT-`t&K)^ao&N z7Ha9J;PO-yj62jk(m@hBDmj*7OUa;VZ>JwlJ*ATVWunIsA8mi*qleqot+t2}mKV8I zrEnAh=6>Jh(!(9`A9OrLb5pD_&d@pVYcoVH3q)m)O^E)`5B>oDNs0}~Cb}T6ug~Ov z%fpXNIM^^^xGu|Fa0l}L0Ar<$KM=7L5LH)DWUA^WC0)^~rK*faVPKzqF>qC`MvyEl zIk5LvYp5YF;)9Qn{{W7t{{S~yYyGs9ws?-CT%1tn$O?Zy%Dn>{gQu&b%OxFL^1%y7 zGQ#GfrjC7L6(*%>1dO`B1aW)w{wPM}aM5Uu{3?0rAM_1>Kc7nf0Cm{O3$lKx#uSG0 z{vY*l$4Ly&$8E==lD2~=k66+bQ}?e^D0u$>XuQH9r0P+qYH!c@ds>^N5WuXb=2o9R zi`LfINJNp!Bl&3_UzeXwC#Lt75;!TUvPbxXGArq#k)5Sb85w2OaHJ4P2G#_h&D)Oj zG4Z4Tk?7Q~<<(bjx19-yH--H=HZ#Z9JqP=nXYV{tMyjf~eZi}Gck-K<*cg>Ag!;K+ z1^ND-)mmNJNe_mRQlIB1s-=p`Q6ZL^bz|{o?ezZu2T4l3tGL9h?MT%EGNm-e;dKOF zQ%M#iwe;KiAMy5M4aKof5tfwW{Q57J8<0F5bPebDuz%D)Z%rB5vlNXkpSpROjIvKq zvYLZtRUzeJsFt}5M>h7A2HxZyU^l0)<-W9maWn7fC zm03E^OkOxx#WYB>YkehA&Y(3EE&T}w-p*r+G@NT%4&GbEE#F$k~+1=)Wsb{en(QF371P7>eQmck7#f0w+lIg z!JD#EKouK>oC%?_VFt!2ym``hcjfrw#V1YqzqBDwXaLiTI2 zclT4)QO^bzOr$9CI#thCNU2U_LF0K5jhn~`)1)`)AL4zLH#@?xyM%1|D}A1S&!!JA zsU``X6;F`k>-m3|JqG*N=5DNP@?>c$-!e%1h%2N5D3PVKCPY9EmI_#aq>F!m_RWVq zMQGosm0z0w0G6lE=hZIxK3k9=ib#AR@ag@h%h&x`Jp~(6v?k(u2=`}eZ<<{Z>5d}tw5k%KhOLp zqs^<4`IdVR5<7-f0GynWQ%rF`AT#{B4D&xEdgFb_nC+XkYq423Mw2Af@W%uZ%m%q0 z@z|>yi$LVuc?u34H*M}mnOuu*O_3;SsA8)MuRj@6Y1o~2a- z_7Ct^ryphAquUl!cN}Iq_IPBmsqz3&deof#y*I(~er>nduu$O2&ALT5Tf7OW2UyaFSi?ZjSHhHo(s#ijlM`VFiW`zYj{Erj=02jdYZ?*Ea#murav(Fe*6sRRz^QV=3=zS@khy9)W z&iBr8hM#cfI%bZJju|DV4^Nqjqag9IP>l5S##qR52nIQA#lN-h(R+u?axz?tc%*Ua zl;MGz(}!EV(iM|XWx9kRYvd0OgX55PHe#!| zaX18bdHGZ2!v{FVdd`2EPgv4W{l-^gZpwKhhB}IqO+{5(O$1E7Mh#U>3!^YlNL42M z4hbI42fRDmL<4P>#c|!KtB>31O4s@HicfE?d~XgL#x>vyEq`H@e}khFvA$w;mj3|7 z(r0n<7_hZT6p_?R1yqv-lqo|bamQ=i{S=-B{klEUYm$QE(%1#T1ot1AI=KErq_^CQ zC6eimc6on?!(sfzf8zQ{cK-gR?3^uLA7t*VRvn~SsHLfzdPt{{rDb3#-m1#VR2zfB zpQ~Qp!T0>lCg*h|_Wl*TU&0)D*V7~CT+{RF_T0B?3J7;mGuO=!l?I#|zJ8roB@e<} z_T$_yRhjuIl%9s7z4BQcPB(JljT0UOKi!M-AMs7XK^Eb4;isEaomBMzlaDNZ z)6&Zg`dzIW=V`G?Je3>6z%>UFDW~K|9*myD_~Y;!ud?!2<7v9Vs^()YR!*{N2B@f$ zODrt4wIPg*pt=v;CrKmvdq3JX{{Uw^Ti7!kQ0!)#SM4?+6W$${Q4@|caL;$V{0owtl(sr;w?v*@0Em0Pp3vn^PHq6#=9nn;<+mC{tmo2e=tm(gG^dkzgH-gzd?2-dE|%Ko)2DvU~*E8<+TALW(V} zQm#0rs>opKsNj|4kI04zWTzrWy6JrlbtOUlT!x#S_DLo(+ij=>Yz~o9K=eJe@-;OS z`E(P#Lk;ZXf}4p-r4ixm8r6I z*w}Dbiq%w8OtDRsnkoE}l00bff>eSy=h&le_h);%4Q<;hlNr_+`S5iMT`-F&l4@$W zR+^=$OfpmB>FSv*N|ASBeK*oiwF8^I&$E!dtjtw(&^baofocxg0DSU)Fe}iq!`tpa zom$UulnF%!sFq6b2DNzrH6PLS9-UZURe!>delu0X zh+3I(qF7mE1zA6O{{T=$_zEpO>gHXp1Wm@$Ic7pwzK5Zub5NMane!DrBHulh+ScqH zp8Oab43a3kJ}qpF4Qq`)lqZQXn_Kzz{1n~waO33M)!5qMP_*w&mBm+3O%#o08b(4G z)wKdVWggCWUVWQO@3hz21^(X}(0^%C6w@cUfTbxe4ip zBDCO=vE#=W^XM4wpZHL>#xA(3G@A<_QM-c&`<#UH3PTC>H9S*Lk>wJ|j9wH{;lQvU zbL^vc_cwdGpTgRp@M4!&aE+v>2Z@oWpi}sNZ$a(1+nejRduypy84{XxwvcOD>A|Q3 zWSSh-oN2GGe}6f>$-Z*=akncobXEB(scIy~;^-=>Da2D%q_NK}ObX7-s$)r&pF+7! zEN`pWc*l1l`1;|BGg>n~rTko186X^S<4y$h_S4Gyv{Jl#eWP56%^Z)@eAbjFh{3PO zeTSlPx4uApg86y9F+G2VJD)c5&ySZUxT-RF7Nw$sofdi1H&L;~@5RY0RAPU#wrg1`gpE+}qS8cI=XXdD2w6qGrBcgb$#;PX_? zzygHkon06ED>y&&bM}A3VE!@uKke`L`411DM}x`dz5L!!+`YA5omc1C?}_?fPgAO% ztNyR{dW*k*KksdM@O9VwG_5%LaPp_8U;og&3jTw^&n%S{50jd9@heQ?ViA!*P=ZOm zyx8;oK9={$6m$^%I;j5uYIDZF>iqi7wY_z9byP)K&@zF?2ZHqFMe(C!)8r({zly!6 zyj3UeU`mOiX~2j^B$3D;T`mxh>GdPsJX)`W6~8)tzi-aHC7XG?mN63*jJNQ!4j*98 z^XNi78M7roYbYqgrP&%X6d{#Dv*}VvxBxn~tzPPq+mS+!=jYONy4+%F#WI2E!};my zhNGdj%;2NPkE?+g_@bEb5p=$o)#H0ysrns0)WhM#+SN4uqx{_{ea7L2wP#c6g#Q50 zLcJ{UeQUL8D;||8>6xA)DnE1YE|6Tut%(Cr`riKl?0=3uUjiS7)i5o=-r(YmY&1ZXDl5NH9&*$2Mc&}_CQ$V%zrxWM- zbgSw9oING>9JS zQotMBDIos6;cKG{_$v2@flw8^OW zqiN(W`a>vX7CJ{3=ju7*mL6#*ZBY#II*mV_DY{EMGUasKh`gK;=CpjP=B^?wcszeN*2>1qD2+0>8V&_y9| zU^Kk42C6YKy}}JG_~f2R{9E(y&pSV91iATttIMaOiH~6fQ_*YuztzX6HG5AQ)lW0g zJxxRDT8W-@(4mz=F_J;5%0JZ;^!gq>s)kFXN@~)+Krh;U&OKRe?W9cbJO*p~20Cj0 z07jTMt2MuS8b=|#vC~XErHTb#BFZg${dv8(JbU!bJh5qYT~)(>tB3lJT5k=1NW@6~ zn8)Nsf7On&Z^AS*~ZE;QmpOv*yS@xQv`~!w6N>Y zRc)t1AE$sh7E>zQ2UJw1isMxmK7@Ja`RC>?vgW>Kvrx8|ESd#1HCllD_>Z^#FQOma zKgtWMWudHHlZc-Ox@2mZ6EWwlu8dSkG;={bv@KSKNYQ;EORa$bTZ=4$TJ}S5-W@0s zgoWef!`Fp4^lEwEalN76BZ_NrOe!Q~@fc-X8s@Ynqdt8QY^T63@aw@X9uIG(@rs_g z9sdA{*HBT?Q!ptYniDsuMKcd1jVG+LUjEv@U#bB_edFXtujfJl%_==QS!I8*$tk&8 zwzC8p2+V}};Lvf-0I29t+MBPoIzJOvQNH?)DtbQ%Q%OOuZ0r7cp$<94`4PA1rj`e&7*SY;mss7Bf0zm|DYA=u{ zhuK~Oze#-k>aD?;lNp>-O_QYX!y(8)SwS5<-ldi{jy3YI;iFfL?9F4U$5*u18=R;k z7dGWpfgp-CeCgX-9u*u%4_=wxy}RG`ldV9bXH6BWN_mr~%paHX=<;o^m)#qXt)8Zb za^wEaK}W6C>Wy7G_WrIum;q+?%mz!9@uN|X;Q)V=9T9FjHva%?3~*lB z>0w$gX;VYw5~JtPueZC?s`C@mrrylb*1dbksZl``($qL`lONxVat^Qd#^2&>AI5JD zRhHKzG$VRWvrH}MMiXZ)?{Q05fgdN zq3I-ltF}iE$aN04%Nk7)lomSJgCdP2EsGDw z(Ek8i`&6=^ALRc4SNgp=Y>JMOb(nft{Fw@>s@mF`hK@OnR9+-1s;d^M*4MI?^)dQ! z?f8D8M5VF-Jinc3{QSD3O9*ARc1V;~g-w2c50-jre10Z`Qp=F6qDPWDQ_BX0tQ2jWqv{@*X~`FZph?v3+9kF1I~ zXO5T$b(UdN42;aE`lYHM4L?#j^$UGK_F!!ap`P7Vr^xW9$$fvz(r7O&=R+I2NWNXP z^F2P$_8#4$qK7dyVku&c1g6z8MGRM%M=6%EH0c*M1&`;85#!MF-8s^FjSdUU8g@7FIFtNZ#%m?=>tb;7n#@df?4bzG_Zo;|WG*=001 z{*cl<{XD%tE|f3S#~*^oRQ~`72Q~BZ=sC}P&FPJ}kw=}}l&$382&M*j<3>eUEf8?X zc=6gmTbunY?{1KZs}qX+hNbiW09W`rGql<_>zK;g+OVga8h<07w}mn5(hG8Yw~e7a-$zs)97ZY_e-%sP@WUhLqJfsCKepo?{XGyedN znCjT+Bi!^EN2zB<$>W}EvqY!_$kh|N4MCW!2g9lOYXf8M@yv-WBS{!}>WJwWt!qsF zRr&O;E?nQQZQ5ykI8g<37gW{6Pzv$$%?Hmt6us;G-g-*|mWv5MFJkMO&HKg*;x>#`H3UB|?O$)n1SJbda;^Wb`M z$NvC1w$Ibk*9?)Ed7ZXjr+ zrF=Kjs-B!p52zx&A6VM#H>_jyg`iSZlUj-(5wwuOSBDsjvszU4QV&s_h zBN4=xv8cS=rMV9Zl>0`nFOc#cT^F5;mEP8udYV!G`v=z*8S?$2ygE+7^7FCxhDlev4G@Y` z2&BIbjMi2<0}GA;_RsH4&PhV<16V$43J*WTe7;`4K9bs5Y!_R2hSC_}OoGJtwG|{+ zRX-5o1$>QqOHDzvGueu4)N#JKHi5)?y%_?hOQ%^3Gd2OwX$-zsKnXy?~ zwx?NMrfFy@E7H{-7meC-Tni0WZY)i|C)#;nX=3oFs^iHDsmaIL=6K}&oo{cHS;}Cv z*BV!VXCsAcLHjZ3*BUL6k%|ej37Mz+u`0&}T-7trT2ZF6QzUxEpBM+p>L*XvR|FxC zZ-@kmfYVb&r9DrTKf}|PJGR*JcqpU_WMf7LAB5JvUq8>Rv2A+1{8ZDNr7((%!y42q zuGJznYk!z|04zb%zD?O0;cjiAx#!z+ZO<5Cqq_hus$=Z=XQN1W?Wbq{(n14N(w&vh zo{vAWwG{)Uwo@5VNtc3Z9ojNg5iDyn)xA{(Y^aa}<*X0DO9B}HzlZ~4^)JD(%GUaf zE2v{9K;n20@bpz{%^PZ45k9+k&%>dXR9v11=6~ZvijJCh*5k)gQZ)HZ_l1&<6tRvN zDXM0wr)hOGl}}Ra<4I%TWxH|>_~iuKJ+y(EMO|QKy~m05`B&%C-Gi9!V!7301;8hP zXK3S7PbyGn%o+-cdEg1G-92+%B+@qN+%y%8lC3>d($?1uiyHwEdN0(f8N!7p@$Bl$ zmu)Vh@rw2+H6X1Pwc|_*{Q7fo=k4A!`dHcviqff2jI`oFeAH9Z*P@HtpXjPO%Iv!D zsv2ySWN<>XvP)2tPb@LT9AcqrmQPtwq$4h?Hv;^7FxvTc-a;+lAjK6=VOpJ9s(9ju zj}MvYNBZJ#zeDujOCjUlMwDFC(UO()^sPEA75les*4I3loX$rpNmWr(40RQorm^ID zdS!~PIFX{#8X&H`NEng9AZb3un@1^IDb@^8q(l;;FgVqC(+3A4nXjKwuJ`UV+j{sr zNbsj0@UftA8Ll|`e5vQsKOx>*XZTcT8IUUu(7?Q zupY*V?cXgh(FLhl6Y*=H$R~ve0-j&YXP}yUjm+xW=LT6vmxOeGE*L+zhe750OLWhX z-rGZbM^Q$ODdLZD)aA3UENKjDBMGD~#9X?n#@;~3>MV5WHm#Dyzjn6X#8me{5f7R4 zrF`-!Pb0*bZG6I;x-Q?j7D+sj6(LhvkPn7M2bm;r&N^G|4)^RWuUq^>bkfv)q)_i98XgNMbJ{H*Zdi*Xy#!rw0A3yl6x47+^KgDE$ zRZc@A#Oy^#{{TeuBoCM#c^yzK`#c9 zBtWF8-~s~>RRj{*T)n>WkKk=2aHx9JmKmT^iu6X-_qO)wYZiqqUk)jFj^kc5<5Fu{ zeVrN2hugW%#)>&{n7rOEB*8qC*-S=}Gsw)dp;~~hjGy*Q1TImUr9T zsie5Ria3-X(k&RM6+U>$%_wtUK7lRk-@S*k+LESTx!t+?%Jr$9O2I=}C)vDmr9C?= zvLiZcG3g#Uc48I&rs`c0Nx4lRXvQge~QhNN^?GF|cBgCkL%$Lu`h-aw6Ao5kce1zXUf8w_*ODe5u>+S)Ku3= zsl`b3pg%sPb-h2&e%%iR9@gC$DC@#g)aJJ(OlXT75=Opw;(?=g5-VItbzg!H1bcUI zla%dd`faiPt$?qG1WdK9YpLd{iX4zAK(0Lc^jxd9+y18XvB0UTN*4h6)`16^$l;t3 zo{q*d;Rnhs%!Y=qdS|hi?3^?|#Bx;>6qw5DxZ=mB+(S(@I>_l5fGF{Li*1ndwp&5&93laxx%dV%{tWdW-OVVOu5F`6f=qz1 z=tZER0-mRZJjV`}6q{FYP{;O}K{0rQ5iUwvns$yzm}_U0MkQj10xW1$TI2jdGK$tq zge?Kkf99T%{_|XPzLQ+^nNuvSfL*@44?CMSvurjjdD5`0e7pT;!IB34(!Xbz;dWl(8 z9^ew+)ARJdu-*0IYWh%*s8=I}c<1X*G{bYE=i%sN0Vf3NYKdRSnr{~%QYDH9Dmj4(molh=zP;dJ#5ug5OCg6j9Dkb%@h@LPb;u_C}r0Q zvqGyhMN8k0)q5}W`rq2fZitQKnkeF>GOL`E{>SCgX0S@8@sZqq4NNjyUO&;i0Z|3Z6BscoFmHe%qhQtEMVinh=VePqU3bX-shGNiXuZ=}J>vX2wVM`BI;B^5n9gb1PFsLP;$CWoG>SMz78NzJRn^ zE!eBpwO`NYkJ-_5{MWlo%Ok8u!r%lcq-v#cN`Ee*V*db^Pfyan+tc7_s@9zroKI0( zSusjQeQ8b*I);wy%cf0DsNYfg`*6r!Q6%$gbp#DVH1s(C01xA%bcoiR)uK}8)^MA{qr@Y44Ri~^(SY*kUs*1TGFXRa%?I@I|pdr*-`u_m6dogI@ zlNSZFaHuU$u<6eqUYLFNbwr>sGE|U`s8k<101DLc$3+vjJ^_4o+Vts>o;+?czLg`M zI;j5uh*k-vQozYk3&;nNQH_DVtxQ0_vl|VMXqf8yaU%JZCcJ;8{;Ja_q|E4QPS8l{^zHDchKy5{3` zKhu0r>+C_t)kBEKGh>n>wJlE`H5p#f#>P5yC`t>YLBB!z5Phj+h15zMBYy=oSJU}) zQ)z#4g{=xUm-E(3Eh=$R7;5vUA3F3TPA*NlB=s3N)Iu^szr8@A%-YhNb?11GEbQVXXJWI?q18pZS^&$_;LXpt0g@p zJv`y%1tW4971(J6pQrp++R$vj!oxh-p$PP;2?F1!<2e^p3}GW4y9iX+(M=5Yc^?-gzmftC8UG%_6kKDwQ@G zOA>g$_yewPrMaHJ5%V7v53lE6^7JO2+ilyn_!^bYx%Sv&kPub~ClUs+dcJ3P?Mw3k>k=E;Ff=VMwO3;A;CF#`g&ce)Z!TcYiF-;sU zUL*jXB#*b{(WEs%wqhav6RYCR1AK?eKQ1Upd&6j8vZ;v`(aORZDkGQ8l98fk zK7SnFbE@oh01AS2arO71xLJKWncWcn1gIqX){FW1bf)8I-p#7trKHpbg!oE5MMjgu z9%rWPcWTgPDxVvQGuD9g=AK!KB@(YWorBg%x{LLv!&`<&Zt$)MNzTJ9}M>cCCUssf+ju@x3$n}sU zYU;|9)XFvaKA;i9T!C+>9c?=yw~xnN362~KT5o7fN4+W zF<(xrH@G^MeevAXbsJ}Q=P`I_>gA@$K}lJWnTl2_yGdI}-eq93Bdl!2Y*>qWcr>4F zxQ;)l`e+`chC5}MkfNy)R94m} zoUoV7re7-}+7ep&hMQace|n80@QcQxgVX2IuNDMvr-^uQ^3&#i+VrfY$7TFJdZ{3i zl2!7;tb8V^VsIrW0p~@=ujnoB(yU0D5r`xFy(LSVX>Lj)_l!5<(}PO=x$C)N)bnYI zcS4OM!lFqY>anjPNj|)QZExxCU9}O+apmj&$J^4VU8$-zQ2zkY0Y~f~FXz?=$I^pM zS4S+g^y(xNM6knCS{H#Fg*`3xC-cYW`g?g|4XQa#aY}IN%`L>3I$geGs{Y=eWZD8* zDoWMT)=eC7ypJQz8;xAYVAj=i9D0cV09*2bWR^I=K+326UR`M?Skx@461CC?aQXRv zkbZq6Gdoe)5n_u{#Tk$*1gQl0!FLz2)IOx>Hn93y{>@>KvyTd{dPyUow{t#~;Zi$K zAJ325n$w`FhX-GXudJ6NO^M4JSdi}q?(dODgF!`=dKxyNzEyQ!&eBg26ELj;*r(-fxMGQfwhJJ+U?Ka8-`=O zo^H?=P~l2{&^=Y4iq%W%)I7rq>i+-_4m}Z1kY5_AJ4%}`Nk^KlpsRF2=Q<#kIebB( zN@+ERE;KXT9zKHC_KCLNu2c1}tb@>h#dLRTy+_N?B3XqB`m0h%ARpoQJoD?-SyO*2 zUGJF5w6%NZJeb((=Mah-`G?(8$uO+~X(|#}d~wTg(YO!BtCr{9t?aJ>WRl(#Cx)a1 zj1g5lL8ly^glWyY1-LUM41*--1l0ckOc3Ca=}P=39V{dMQu+F9jTF#!Msq9VhB)Sm zx_qisPvnp^e|K0*X)!X#rbJy$^gIuHz1jB$h{bNU=n1H#anW!=pctX4s5Ksdap{Kl z3uC!PM}lP_U@HQHj}*W)sjm;WJy$=>Uxpp8@mnEDyD2x0TQ#?%tfhx2xib2aNv1&* zZIB*Ka2J(O3WBe45AKVfVtWW-Xg_!E)+(&(Ld_b015niI2egnlj8>p&=s5$wGznze z<4|JAh*YwSf=qRz6GCbMG$(g>OlH&u1FVQg48CgGNgA&{%1p_XW-mOO?+DN2C! z^W|OHl&Koc+tfl`2dms|W3|}FZtpxIM%K$;3t zb$|gk{VQ*GnS4e1NkXa*lIPFNPgU+ElSeE-x8O zD<+OX8vg(dl3CzkBMD2@N9iL=5`;J8`>a1t17bBr2h~Mu^8Wy1r)84;nEgY@01lt$r}pQsMVO?KD!$toWM%Pqq=qu>u1O2e<7Tz5Ymk4$@_oAKz$&p&pX`6D z^66Ae?7`iNpD=%wf63Hbrg*4&nIMG80jNSyX!Xlbgaql%s;X;31|PGYEm;R@Gr7*|lh{d5}> z&4;Vmg@L$m14%|o&~YArin@Q8^v@2F$Sqj@sumt}YAb)W`5))e7VZ6y*ZZF-CPybj zMr&Y+!__rCQq?KatRL@MFwC+#4u4S`eK-bl$KyaiZBo+*uu#|K(nQ`jJ6L{}-3r9j z?Oq;#hx0!w=k2VG`LH*}dva2ZrMI^ZK8Bug9ZYdhEVR!X$qbuyX##Y~yg4te}Ebq^(!t29f;EF@QMwbzW>}1Q6yavaoI>ik<2*NhM`PT++z4XQ^oonSvrNr557DfC;yRTnHN3OnzO&{lCwm zo#OWG-&KvmG&MAhqmD45zlTo@l7E@w)1LMCp;NpB=O>J-idwH2H8|*E@V|}CP{x4TIc+uiC_@^VQP;unY&^Yy1e1!wZB!)|z{ zubO%1+#~MZnOX~&@;=L0NZcLUG*wpYtlAv25*BL+!#H;?z;G;X<-XgzTOZS9&_4)>4`12FwCOSC4qrzNwOf%TYHK4D z^ZXzI>x~p1r^$1)f0SM-Otn33ex|yvMN8I5&szuGgDOm*H8WW*iU*-oEB!gYw`Q}u zYhot4l12U+s*##;rB5H()nneaNJoQhWP|uYB&V6kJae4ZwE6UFwukbz>0D(*OBNPt z`OwrgRCT|^>RwY)1x4n0Cv??)cPY)A>&LVU%e!`iaXDxCnLC9s!k~XHA8$&}xIDvb zg4!g4*bj$9Y6d=ZukAe={kQRFX6*VZ$no1>7~!K;Gze+_@T#wdKRmS@$d+zBT7W;+ z)?IC7vP9oc6eU3O(fRp)&WLaKUFUNNEzQ$YG^@6OpCuR>;HYV8 zo9+CQM;tR6X^|E<)!YK9=>%L3E$vdrZycU2yi1DqmE**IFWa7w5q?~Yi3K2(p)@G+pzZyhyn1D= zlmjZTFXS;^IqGF@+@@zrNY*-EDUqe5T9}vZ%1As#7}zu11_$f@@_pU6DQI;zwe`|- z`#)z)Ese2n7s8?PIOFI3ub)t|9c6*cA*RUV%M@J#Y=lCwr)L4(<1Fc=m;x7$5A-~H zZ7*a&s;a~IN09#jH=j@FfflLT^G?tBzn?{?vpywt-t4Ck=P{V0qFCppl6n}Xi%OM} zK#f{COFZtVa`=2#l?-tSRx6+h~I*_0SQfhNbfVru_$tJxicMk5!W8#up`Q$XiOahjn z=ckTy6AukEej_foRJ$-`xnK(4+QDNVjpH~g^B4om&({K;y%N3Lu{zqr;g&oPYaiR& zPus($I!)I_S4Ad!`^ND&iB+eXqG{!Dq(p#e;=||yk)(cj_PR?T_JG0Ddon%aq31f^?^;CRy%{{U4w z5veKY>8PWZ`_UakxLsa)QC1a@4FSRXZ{b~2j_ zEx;e*#FkwBC8T6cDn{OV+_4$-Tn?35U)*0x8p=FpwIi>unH3(VsH1=FNHW;w$z&;V zB6f2}3PgdTcvXCnhLx=D;>4)_pHu8TxNi0q5bL)9k2e$`=hSBe)BK$Ytt@v-_@qRQ z;wwsnU!M?hPxJI4;&-mh&D5H>>gnc!SAm`CvWoEu9C$T(;dTXXtQd1(E$pu6n$)7l z4uq!-DnCAqt$BWXIF&CDt7jw}as2a9_SdJ0_s?EXBhniDZB<3e(F#hi@YEC@S)_tB z8k`{J<4wM&`g_{*NOlrQE|20Q56XtW=i}8R<-4GdBv2ADQL2>9Gxqf-3BPdFE+wVO zCVE*!%Jl^O+9N3t$qdq{B^d!BwH-t8{tidXc9&qZlg5jT3TORa@qIemCB?7lJ*&f{ zRAi1htqwkTQ4k)+M&CDiyrM! z{Iu||`T9oCp<-MTNAz?1c>d0m^4C*UPgeEywAKFrw17Nyi7ro5B26ljkp+&FU;t2U z{v2CY*Qpklg@S`zXeK{T!;jC*^}hq^p%GieKpCm+_5KsmYOa!$B(;nslm&)XF~V5K zBQQP}V$KepY(<+;BHq;`@er}CK{d&u@bsp7ZJC6@LV!o-PurfDXU{G^rXeHK$4Wg* zSLZTSPQ-?oi4^)mpGf@M>FrDHtjt6vwf%!1*Iuk;nOes~v0W%Pf_W`Bl*CB*;MkYAgUPdw;y6n#w`?R;xwx z1L5`P>N})yQzo50K|OxMPvz3)EYj4%wIe1fDXJ8KN32UaY5<*Vb=%X=40$8zYZR;^ zh@?tNmX-oo1bJ7^a^-AK>YNETasoNGesCN02O_2_$U_#g;$^tLiOqY=1ue zG)}gw;OG4>+tS3GAZ=<#_&+|RRPNepT!x9t7b=9sG>R_Fn#Q0`tBqD4>w9J^E4ipZ z$MnC?!=%#O#Mb9aQ~f6%KeMRxd)p%|NHR2xjNr)e*T+^ErvOyRUF)&>fyWpAmiGHt zH4I&nkg*N{oSj~0F5mNuf^x~bc|oBM6z1}TjbEesTl4JRJ)*{F{-Y`OwSHc|>fzr)!~my(%2WN`lgQ0QCPU5ETI{{XqF38m1^WH}6tT}wvaTWf9!`T@xLTk>7*^kLoe=jbcksv8pC8rO7Q=>(&`)jYVGR7(=p~oa)N&AVCjUD5(axacFvo|K- z{Xf-T>V{0q`jL^0&@=x4F~j{->1Sj=n{Z$$?WQqJ z4P;W;Bv6Pf%Xa?&SH~RKexN^1OCQKTPkS2vLslYC#&d0RX_fAL*h!LW$}J+c(1!UI&((w><7x>3+}4!;e4Q+Y=gq(IQfWvvI) z6}1@!&|LFz`1zMHuh%*_skaK#fs$6eE$I0=&DN%mSWLd+p#{Kxc>lp z{k=H1%59rN36i%nAv%`REk#XCth$2808&?gKAMmF4`$Zf zu3dv{e8j+0@aR<^EdKz-etjb|{{T03E-ob=W~p&~CP`(5*aEt=Gp>`txjK!MbM4d3 zJj*Mc4m6KC@bmuwV~6tUuyX#?vVOFME94bO`EWnv;(AF-^Zx*0#Urn*NCi5&nHEV5 zl`5tNA$TBz#*=@i_2QQs_cIg^1jd=-Xg@4xrz6-lsU+~V6P!?v98M|HTOs_w@r?2| zIyff)NNB#@B%K>gnVxwhQK3jY6ZC73Wy!wtH1UJ=ET*T-*NLSnf7M={lV;iNpTaP^ z>MSjLd)>6zu!&j|6a7i3}2S^I#7sE{130~FIo4B4sar#h+?%&?1igOn`9e^$~M{R&vN+g)BG7H~c+ z8rRGGwfR@4?o(WWB4rxK#Gz?{{-IiM^6FJad*mkQs)*HR>!zATNM32Gs^_VCb&Nb~ zQzA&nN`Qa0X1^=-_P!f@CGSwAC@i zPAb&TE5-KWX{s3c^*T;;Us$^?vBAGTPiKn8Xfzxzq3-)W9*g6&wzprXmRFKN=jr~% zIti%$6>s_XG#P4L^;?R9N|`T@jVWH4rZI_Qc5POOs(!rz^{)W^J(HU&sLr)wK3S*i z{{UyB@7}vn+srqXoOFB$4Z>T1b56eGlY~&=PKi zxi=^M>4${K{{X1eJt2ns!%7^%0(%(%8|&* z$4$gw+T4GveYGvMy$ZzaSLgHjf2;f*EsJvS*YwmRen2gCarE>(50Sjo)CrH0wyL5e zj7KMuSCyn-6}*9nAuht=!~M6m2G?kZS`{t+uiMgjHw(#MzfyWoQlICqNz9hg#7$2u zISJh9W_Z}Nm1T9vBtm?HfVT?2>;C|@dJVn=^ZdGEYum}D5~Ae#fSzCK{{Um4*1x9k z*(8pyA5?10M_E;gR3p2H+{X(w^paS=_4aQKy|RzgUk~TQ*NN$-xsfC>TrVFjMD)OZ zJL0N@uPaSj%HTyh#$KT$or;kdSHGy(*c1LE>wVl_!4Ozs4IdsNmFX*^u?~wJ2dBgS z4xy*UdK_dhaY_B(we%P9pyo(g1ztw>^`VKj`9@&oIO{ysXBOFZ+ujRmWp{G{3 z2%rP#J{}z|sk-V7zS2b;FI^c}zjCgre~83xF2Scdn~$ZB)9Ybxe!07rXoi9#KPBzs z^1%N9Kd(+f;gT2w=fj6ts{PGu!*uOyr{mL~d-=Zo?0a9rO> zCUGDT&!$yk&}bX-3*G+!71uwo#UN5+jI$j9^+@(2>h^PgSN2W4 zyl!M}E&RGs6m43J^xskZ2+pR*$sE2p1YypH)K9IS@yQ=U_2=7>ndB8-AD7SlUR`Qr zZ2thO)2W7&9%KzDRG3*(CXhHR=hPLS^ZlDI_5QxoG87zZUzhlL^1i+uJ<-O5C)=o! zFf?g_B$bPoC<1u(655C0f3NKnvjynJ7;EL9<^FD*GE^dzu2Qy-Cnm8g#ZXdah`d&U za#?hew;(OSxxIq{?K)2zz#~d|`TXnEUdr*GL}*kGB7`0v%lTKJCvk7aqhcqkdKmnU zf<=jGm?S|N=bvZE40=LF7QgAbDKo56>MG7xik=)lVdME@pzkHzRFqVL zq~t1V;FC%UirSZ~f&Soy4d!Na+^gERPQtB>K+{(h4_=?sz;U?cfZukxo& zbp6vqm4)j+h{Ysp8#*9UFqKT9BMc{h_N&+nj(GN}3jnhCYzX^w{(TqU-z*EQ6@J>4 z{$YRBUYX|Z>n=ih>imK;JmqIn=XH)nCNQaidX!fXGUjk?TU@(Nl8~(L0=Tr3W$>Z)kIYe ztm#iBT(Z;~n}R%ON2qcBxg@hq9EEL>d_2{dEj;=(k8g>MCY4g3fmc_l_(ncwqdBm? zJM1{A;i}!URWFZGTAGZ^@Tt`xV=YXOFi)cdNXDSQ;CS{_!qe+1b#Tg`AfkumgN$^% z+$yh^OQnFx4Ml-D`o{;$iR{ns{b7HCuVRA|GE6~g|))c$>C+}{PZF5`r* z199YVW5XOO)U&MW6(i8Ppp{ukEBHJQ@%AiFXC}Quc74V-JV<=8{Dlbnf5XuQ{-YKgn=>&vDA!yo3Nh(c_fL1Wz z53jN)J+J0gzWPbsVo}6}sXl~cas2u}PjI<@-p;o1NmKYsdHm?P{h)luM{j5JPTbpc z!WW8?eINy2wvJ6CAY1vI1O0xAKgRz6i92NWa?T_&UbuJlKE8Z7e%^umzqt4JbW0#% zLFmL+K42XFWc8nN)NNg`vc*#!b#-GdzqE!rnPhd2%t4klET7rL5Pi9Z zWt9Ys5loKUf~Mz^4;Jm$Tg_YGD-r0INL-QchmC2G}ri zo`cMKQ>YSb)oO(PEs~^TA-tNT49c!UvR$qI^Lzd;?Kkd7)qrb^`O>)gW2^r7w`hs8 zwI-FPZ~DL0$ETW&v4hv5l6qKTA6et6ncva_qm#hrn_OT0@7t!wZVf{vLSu>Z=>@*) ze5tBfiDUS5C>~;;m)rhsnQ|L<36V`vW@C)NAw;XKqa}y?Vt$sl zw9&yeqXmv?0)GVu`ndl9K9{t%7cWU|im>ufC^6GX>blxGSt=tT@;X_gX(XvAWR689 zZ%cC82_XLf#)r2jyS{|}nb#kkc>e&Zzv}cVmMb}A@Qnh0MOM5IAI}G%Z*XiH8p7|B zrj=*X@?JJp0EHexe)09Fuws3D{y)RXeRm1dDyt#+2K=kTre4hDy055nfAJp9ppMq{ zNs?f(jMLZ8@cjPI+t6NntL?6I2@uzw(zK`;1e_Y@kDprO?@x&P$9r$Oe4YZQIaiZv zm#m|Dtc+ONVdjk?jyM{Sn;F!zJEH;VH)Qh0tL#ZRx1&PG2h+MmH+kz2$0cWo@@$Ifkxp6N;IWXe<3J$_cBBI6)o zsA^i&t4W5Kor=U3O;*qvHYVQVUH5d{E^ghdZK5p3xoD$NjXXTH0a8ceCx=p$Yh%t< zR)X3_hrv$>h~sTIXCQ*5eR2pRj%YeQ6(7x;w)>+3)VO}9ugBxS#?n#N=A+7EX~C+U z%cC^ZLG{Aw>l(YF$SmN6Bm!G|?b2DkkHA-wwCsIIFiFaaV}&d0!=kRC-C24p zo>n7qG_uW>TWdTvD$&OL zQ&0+MDV-xVsjuwl*!17W`8F1BCAha`Z7yO7U=Y$%OF>R5>El#bk$lwb8A+PO+&R_) zaclc+c6t0^3u$5Me#-uRBD?0xTZ;i@wnZc__^8C8B$HY<%K&+2JUSJ(r7mY5=6$z~ zhH2g@LYGHJzT~Y>VKh74`zfiX1AE&!M(RC^Dd_7VQ1UF}x^z{CH1_ko8Mkbs_ zhlmOD{{T_yu6rNj*UFvsz3aCgBOQ#}thEy*9c@C?)z#F7iB^`9CxPy)t{9m-SL8c? zPi3vMZ?{(^?Ql3l;ifV0sbll|dXfFl{$V-Yhc+&nrk4dp=AxRKo+?V2 zu9VUwvc*S`6$%Txi%EYP>m!B(l&xdGf%KvlKz$@sW9A7g9E|3Jh^Ve`rgOO5D)!TcGme@+(QnRbuMy8 zYdc4R&i&!gD2%ZDkC==CIPsw#o}{n6`v>I~9jSBm*!|nHpvAsIi*V(k%jL5RNg7j% zSSnrtqB(AsjuOo!nZYD2$T^#qER0NV%Zd9(g|ERzZ0s1-QqC$n=W(%!wc z-*mUINly<1CrLRYImurm# zK>nja3W)V98nXZ?Um{Hj9CdVJy9;^$05aXnwkS6K$lBZF(d88yTCcvuq>)FF5y=%k zMqHHZB0PdQw8Q8ttY64}qP?4zcH5LUdz?;-Pr_eQ5(?&-Un81gwWpM0eYT+8-s)TX zP!!WiE&--0x>bj6GPSKJ4LT(|i>SVP(`BaISq-h&^;B7UgnEebIb6m<3`Ko93TWNp zmmpZ8pkomu(W!5HX$RK(Hz>9?ka)O$+s-fwr%yK7^sDj0ilvWNOP%JO`CJ^nrQrigZ9#|VRF|`Fr zI*y(Oxyco-c<>}m>zeLV$igYm)c8^=04rVvXj9Zsf&LDPMPKrU=>5l=lW|MEH`N_I zMQN8Qjm)ANXaqzCTzpk%UI%FlH=kcOx}ioFG?DJ1fh{(P+d!xVV?fmOEkUSL_=6A6 zJw0X2qiSO&!_)#PO!@Stm-%4)N>!?dG&K*K*Zx+00~T_ony<9C{vw6tUm%UX^w&WRT2)6+St3j4J~;tCPq<)s z^bIRyxAvYjAv3XXO*KUb(g+~X1kx%o!~7}LhdnDmCz~9Rd{F2dGW4K zPI=$uQ`PN`r^zpDS65a?SR|{dtjD8eC#H`il8EH1GPedTaiSJC1l^0VKG81GcLMl! z(}j!*Q%w+5Q?)^$K72URfKr_oTXRjbZZXSqXDKVI0%8`WPZ2;34n+s}2S$IVJ_+=W z%goET@$E&F$$yhY6?R`8O%tjbGO|XNX3!*SIc+@u0AEq|)YdUU4}go}D9F}z5%vT7 zE95#kxaS+mHuG%;xKoK(+=}M8;aYvaww)bbyx7}gY~*W~4~oFzs~O^p?r_v};Om~0 z7kPw#r&!Z_TFfqNdH3hAF?Dn}?2sdkhdHVkVy?bmey8KCB^vltr zyq5?(M(y-bN^$F>_fbO4BcL8_u)b?dT&-KUa*?QFobfpV1nXx z4q5$3@wso$By;ZCBH{i|_Bz^)M@T$+&N0*~(8#jRt0^QmuDMx|sSIX6r}MyX=sz53 zUKNalRe#S%^7H=ySLa9)b1B!_SNy#x>7O4pBbAbuRV=zlou5%>Wd=rxzt=nu$i2PN z5d@F=ftTzbZ=N`G;J9{qW4(gCwV-(q_P)PgZIB449X8hmMh{FmEUYj|IxOB*)S7B0 zo=96*D#Qj$fY%{y`Sz|N2~}>=Yuo#N%KG%`z+ztz5sLgGqokfny;bWfO2Isg6g2Xq zS1*d%u0aipUAL{#hN>^`8 zB4wzdgE2_-A(@_*0rxUIXf?{_F>}R<7y5p$@b|BxzDR?(W&3y^&Xwu(+$|CZY08)K zdg-T-&+H$|r;6SAvZ&-)#%`Fbg;l)ukk(YQE|ragTsQW=P_>Vz@o#S!?pX_I0)siH zAD0^c06#7rBZF~S;LzVXX;Q1_Us3yb{(UAg{hzWZL9cwx8A@@f%|%-y^QJIt!$BaP z2CMxo?WkgRAz0Q`0)G$6|eBEN3WOj>9#KL>w1b|G})>M*>n|pjF*zGM4nL? zYg4!U8AbRYeSfZ|w-8Wj!T$gcNrmT!DA~Q8GPXVu@mpB~%7ItU z%D?LT`fcLf!-({VgL!$6Ontppk85v_iV;vV|W#84^ zbCbx&Ctq!mS(K`wqz#rqkX30T2~73*1W(<0S|?YN{Ux{ z$TWzWC9H@^t4ju0nB9edzqjJr_V;}=HkGf%qZRuWl^v}U~$MR6Nim?E-Ofw0cCC+!D7r4N;UXFN?j-!!+rF0jy7Y_QOM zx3~0&{{UwlJs&P@#@Jlg-?e}7B{JzeTa(^;>mfllAmfF>nbu{lX)K$^d)8yd^L2Rxw$eoPph?*%#^?-lhhh$)DA@}k4~9zU(MSC9$;gj(NRj#IB7*i zJq>bHG#XMS5hzUtT}&=RaCze8yNLHF;a>vP+ zFv}67FP{);>5urXj4Zic-dFmtSfCj-1JrOQhviz=9%M72{$)Gwbipac(Bo)Pj88<; zZkcjY)VkDP?kZ{Hh)ou&5K&3w+*{hY{{Y45rrt(e=R$=038(GB^XRfow{I6@OL3`( z5#g019092f_WE@1x_*83)Y8#WQcXmanK+>ay0yHbW@=dGo@bh3083s0<4soo za}<yux%tV z&I=F1hN+C=qw=m#+0Z|V?w-enyC*cek8)H`0@Ec#nMrHodCfo(LRna(66h>Pq;YY6 zM+~*9$N)P*#J=V$WjsDd=aX75`Dsp!=fAc3I6k|<@7JYc&}l>6+3{ph%% zlZAY`PO<$p*?p==T#9RX12&u;G>jTl@TeH{^Xc*|&Hz^{PWiJ`uF>S{@;Om8{FK(E zH0sx9T{eZ;oBDkP$G4-jwD4&u8LbtM8hU@9r{8zqzMu4F0C7c%DtY$;aZg%P*X`>J z9e>w*%Oy{crmbqJDO#LS(o{;76D4(Pl#*=}BIYh0che?C2L`oVK1(H+g2%${agL}hr8 zat8yI`*{3;P36;jGjmZaG?_{lf;R=|W2mS!iBb-~Q$r|a*4kJza8LN(-K?!sXPkKI z`tzT*qmGm7O#1Yd_v?_t>KWM@r1*zHV_asuc+(sy^XRE=-;4Ms#pI%vJxsBHF1HepLb(hL z{mp!}&G9^^>SKt%;nK_-gA-bRfE=z5QI9gTFyEw>)-v40;j5+HazzgXG|BlNE*(4d zuUd7s&Xi?0hF-TaCQ5a!$>CAD{s)1$_vOae+oq^!tQ z@8ge`1Y(p6-+WnUN{ zn;*bPvB;;xotXtrH6d5y<^>P0N7HW>_afc*2?$Q$h{25oKLNMy(@IvP`B&GbeZ#-9 z6!i#|Qs%0~O*e^V#`!99(y}yQd1Q+IV{KYR?u*C(ErPpLGEQxxSh#T=r-3!E;XmQ8 z9Q3L7i+h_jmc>F)lcmLA89Y5c-!|i%ln?Q(<(8%Us$5R{pYEz5c&H`DRO0F&SX4!> zK{@h3u33+eEsxX^53@IhGXq;(#Le~%RP(5>#yEN7qPcdh&+8Qkmm6HN*;$3Q%I)|LA@EEkryTbQuDzKR&sl>#7E5@=8MU=hd8wAJ17=zwnT zlwIw#@;O`$A6)JVjG{40bg#x&(d6r*Nuz1$l9`pFnGrRT>J5je0Bv!W-?8oTDjm-7 zLhW5Zw`%d?lm>)=0L6IMqb=KG=BsJf_iQP1XhlQALbdY!O4JikkM_QO2k-Lhy{62G zGCeW8=+dHTqL#bvD(VFs&{3IIT9B0@$bBi#t;NO3$B3bb(=gPQSf(MpQc8i(3 zwz^0iGZ^HT&Y~$Lsc0&sm(=0q45|gfehVLN?OdzMcQE*Sjl{B_#6q-#i6WGZN1(|$ zsT=_5%Sbt<`QL7aJ8MRiP`Ox*K&hYxlr+cLUpjOYc1Ldf?!n`vuFq5FV6UT+Q&RPi z*3C;al2pV4ORFO3QngJTrvNdlYHv;zTxX)U z*txn3e-mf6hUBm`iUx?9RM61YP8k|c9u?@G?q8IDCh{>F8rq83GLtG&%Ug}6p`xp! zMVdOOgslWOM34~XOwA!_J+=1PTgMC}hzjYEnS=53EmkVk#||Aw`_}KzHiUg; zrNycm_Q<6Rmh1`s-8-ZJZq{X8rMf0+TaT& z*|rNiL9SbZ?tc+gAbdxF$;mu^(dW_BT=~6Q*?4i=#?gU68zCLM4G1;!{{UyyvOn_N z$?g%K#zD9De`MsHgE4aksyG0d zBZVuZ)SLs-gxPk_0k8Hy7U?{JJ?d&}*-}oUT$*~*i55Z7UlDU1d0n_@u-|tvs%(3- z8F})RqA5%wDTKAE5y$N@ka{_}U!sCz`um-&sQBqZ8)Z4h#EQP zd79xAE!gk{u1b$+quk^A0Fa;@egUNMG}LigR-hm9^t#(^h6Q+<=0uJ^B{Z(8ngkRc zdHue93)>I*es$IxBTJOc(o)G<{tC&fBYMeesisXbO%hgQ9o!ZdK^S5H01McAEAXYe zo5#A9b;nq2jD0>U z8IObZ6>RfCPb`n95@ehsYj!FbHH%yGZ>P1%c@4aP#}dS!HU51BX13lh0lB(%l-Gj0 z1>?gWohYlaJ#|evsmM}N8jBA!@X|;Gilq`e%*0zzDxo#CiTzxA*qv@B@gNIdDiAB{ z{#x{B^tYnN>BwyZ@UhiQlf&)Jde1X;re+z9b|Q{c^Foor>E&6Zj?spYAt`9zQ4DMp zoBc<&uBNt?v@j-5#Y3y?@~`sa*6m{5Em$qQfmb;lwBujf{P=YSO^?;}bu1qNOo<#I zTCBkYWKJUvW_MW`*_EuvNw{JZ+Q;1?lG+jCTZK}5qwe+lKh^p4q))iWw3UpXXKxSm zy$PFN1G6Zy0)?J9>0(fPDJj&zv;P2TkJs>jEXgV>c&Ic;abJi2FQ(;5 z*i*xjOz_oT`1eY=zlc&n6d1Z$XQhet`Bti8@iQ{Njb3|z)^0!BAL;D0?iR@8O!^!7 zdHF6nc-cvE`iyEmMOMGz>Liu9ajr$ChB~PW7MbLe?qMLNxeaA9Shot!qw)O@wqw18 zt`4a+kLAPoPf8@T5hWQ|e6)&m9PS*X;#$*^pr|!c$qZ3c&=USm5K39*7j0YwZ>7K3 zdpEJYu>~VWU^ zYU?7A;*g|Fk_(ZgQ&-VFZGY8&W^E$f7LwV9DTCd|?8*H2bV+k|Hu(bGMC51Tj-$`~ zwCN)Ic)ekunnsvT?=x0XRJ}`GbW0=DR8-l;$+opT9)H8x@=td0co7y)+4KBAZ>ZtW zdO7y^zs6xu!9NL7tD5i&+4lOMpHL^*@?t8DWQ!uhr6qY_$g@O@r%Rf*sc$K19H?;m zK{{M;ZS1D_+$4S!x?7JD-|^9p^?dq0v%Xud>o(9^f|O8k=vNe_Px`CY2+>{|#*VV9 zA68N|c$%tHP$VEPkiY3=D9*MazQ12+BeuI(OGZUU@~Nl!`ZyBkxR1n-#X+ivO$P%} z>&BjaFLC>JqdyF37A%UH3R1BZtVn3wMNQ^sA)Q$ZdXM;9k8ejDf;}@=x6|j+U#^8D zCN`veRB8Rc&!Kx~^j;Dzd1~xc6P9GEmT4eJ@+m21h{*37F>5H)82=!odz(^NYqKtX;m8+(#F{#J2 zLPSYPs+;#Jn0iSwiebwOuv>F)^^Mm@A}s`lzv)_o&xWt()~Js&>IR;Ldw=4;)#=i5 zuAW*tm7VLVB&=(>tB$eiH98BBH50|XEn)N=-=BB4aO+XntK`_@{?AO_G-W(DKt~-Q zV1Ca!=kw_uxqAm2Mv^^b6qOlBV^xS$$`W~6L*Z#{!zg9B1Nw9I_g~kIwJf@kj#YcG zKiTP(@Vp-lLq?u$PT%!c{Z#0k@7~ba%^h?)l1iitEWTtlwpch-@wmwOZWs z?B+#@KwTP>IIU0QzJKb+MA5zRD|Q$rl0al07&WNizc2Fna2CETe7@_fOiM+VmYR-# zT%HLk>Do7_jB3;Ov@Qw+jjtd)1IMTWeZ^bl&8%0Bvcn`RP&`Il98^$z_(wNu{d|TfbL17bBO_xfVK_Yr4MJZ|eGD(Ju)AOSzux%&IXv$t;sSysGhsZaX9)k<|_ZO+^h_U;0CIHfCJ_`3f9 zlcxIb=2z0V`igX^-8d60&mNDvs&r2sOe-Lgcd8mt0Bl*v^;`OnY7klw6<(zJQ~BxY z@Z8@?36)hNMdAyJ`eQlIr%ea>rSuv`^|jmk3*kuFW2VRC2j0gr4-k^6V`8fjVn1*< z=h}9KlvQ;R^8@_9K9vJ=GjB6-72KIa|Tvk)K+d3$5DsyoV;= zZ)0GWGBavW4v&EGp#IbL)6D+>BD*%f-0z%N#)dgD;xSmlOah9!H@}TLhf7sy4Z{Y;c-BJbn-}gXhDBYEN4Obzaq_!C^6!R1Z}W!%8DHvdHUB zY>F8tM!Ss!l>x2lzq%w+MuFs7pC#abKk)wmvC%AyBzAd15>N2|0E5f<@aR{?jC51W zOH)-m@@b42p0#ULTz=z?H3XgqHox>7eSMgPxSdu|6c0L8f5DEJmheOH8ho^8px=J) zd3L=l)#7-E4@}cslmU?0-rMP-GZ_kJM z`YfHp*%Hr+uE@;IG|L1M`Ddw>s-viIh2d#n1ab5M2@Uyf2eoWq7Rehrs9OI3htKE! zd~`!)u1ntz*-DdIgw%{HQ|I)v3584G|k3u*R_Yh8*i^sRH-JI97rdJOAm`(?Y?K+ID8iI+?cG* zE?Piu6zi?xznb)%keetQAHFO#&}n&!r6P58&Z(ZTad!l{n|t6XyR(4JWz$K zSR>W`0ohvZWBR!EmOC_(jSV!OHBvs$_Ie_cIO2yy$uvxr$e&WsoPVnoJt*@VSF5u0 z6V}z^R!7OmPpayBQL3iI)Ku2Qf@-R2$9jXLmyx5bl5ZejqRQ9c3vfNK zcIy_9M{{fkA1yVnl;0JcW)}j#LFNnBM8X|e^1i){GHqG zJCZNbMpB=|DAfI(6Z>G@ zqB>gXJW5uAI<_)KMwe5fQ>{gTC+l(u`f=^+s3Sq+aAAtptLgTA zpYdHPw3*(qv(x%ax=-yCAMA89?cB~wIO)T|8(3Tav5l*YFZ$|I;es1aqWb>;#((0v!oNzptMI#%Qch&ITt7K?PR3E5OLl9uh0A)F(fy@_;VsEeE9xfpYpFy zmAl6$R6MVTmYzD_ADXJNq|G=8f))KNNx30QEx11G3$&HDA(#)!wa@bW`b^eTi^W$( zWZM3T*sBh%nZq|OLyn;Q_8 z{Qhn|nOn8Q_U0J$qb#eRQp`D@ZUXtu>BUj!XB)EQ6A4uag>HvQQZCaC1* z$Vx8HSCwQ9Etryyq_mn=CR7aH&>zWfX3(oFDzgw*G^U@Q@P5zm`Sn&!uJsyAc>F#c zspfy%3Vi)v zIrfVF?%qfq-0IbjhNJyom-u>XY=-A--J-pQk+K~_iEIP>OQihxigEPnKgC~(J7=Kr zQse4(22UdmZEMSXfDq1&HCdgi8cGtxvb2FL!-WFe+>mXa)o}x|B(wyIic`viA7CHl z>PzNsa)+5FNg%O~-J%3hD%^a#{$u?3>cwJO9D6`TRBuTJi%aU8Qo3?OOa;yO)5ozC;&vJOQhUbsd{Xie#?B3c)j7n*w zXS6Pn{;xl`r1HsgJcc;eSI^V(Jt$FeRTLC5#v^7U%w`oH8isZnWSJS6!TR&Vem@-h zX=Sq#IE3h7#8XoL0I||FS!0;RAk;tA$Nn$v>Pyh<_m9O{I>nQyjhChwNYVdi8Y<%x1lfenZdC{a>Hu z&{Ho@VMP9Htt~!FOp7H&T1<|t&86bhp!&!twDGi_7f~#PH11H2cnqZJ{{UO*?_w(<9Re|4 z6$6faKHiYUCF;$t>4kjP_R_!M=}C%{5kph1XxZl%Q6#T3OhXk&$!>3N>Heqvx3c@y zbc^&qO+3HCf7R-GGK8*MN}7KN0ebaL^1)VALqR)6l(ES03bVmKS&-uDoEs6s=X=?rwz%Q7sKjQj$qRQ4qES1>$g$SV%FS$S@m4(sC zH3C8D2k1rlxAgY$(yD`9PI&$w+3VFHG0CdlXs87;oIQV|(%T=nY1W$|Hb&a&7L*Ks z?s$x`rHfviB7*kTct4Np??tZ3k3iK*_t*UA%ZFBEiL|Uurj`4D=kBmiyz%gsnn}FX zm8xWEHE5AxrwYMcKq5^*8*(lFKHQqpS2`AmgUialE+6Imx=9PFd|!gO`)m6@%hoJ* z^2Az1NyS8w0O4aXh=j^~p=5apwz10|P3`@Cx8cI0TegKBXNms+ia*Pzu5N`e2X|Sr z{hx%SG76dEX%-}wU3mnSqB%HW9Ky%YexSAg0HudM^%a}QzoYPu6jRd>UBoDOam^?^ z_;i`8?p>WrS?8sx#!^OspCIilFC2{D+E*knI)06A82u0D&0##X7drKMQGeC`97enimm^63v%-dH+}lTs}8A^9-W%jsoOfzOt9QEPH9VSlgV-O|&+j;{4n$NB#N ztB*~-@oycuWQ`TShtvEu_4DW}+@Bz^TY9~!q^Xu@ms=EBBag^Ji-OJ@mbog#0-zQ+7Dmw^cq(DozG>e z+6z4*#^_$H1dlO<*>sm{6>_?Tlmd7kOZ!nC&vhU8&Akj`ioXH=*ZK6p<_l=8^lk>S zeh`c+=6HV3@@E}3X1k`oS*EMV)WqvM#D=bXm?aFMWsJ&*%)~la20z+1`ukcfH9?D= z6dwYuD_&!XrzsAP#JffRmD)vHe3HP6X^$`t?eNipfW zW|}%!VTvf~>!oIeYQUZ-DiT+DLosp?AJ=;e`%vNtZK)KC8v3Ep>*xD_!_w81ZQ(};;nKgi`HrAh_EasAhMRBpP8No)qNX5~F=i*O zMTS9Xbm`R|oiehO)JCi8wY`J)-h3AGrJl;D!!=-Z{JnqFc=aIiuO!`|lH+>Y<`F3P z6%-#j9Qu$r3e)ZA)$GQs%YBr24a1Jg&r<=7YpF67kvM2dr;RD;l&Xgc9g$zuZ}s+( zIj;Ud-XyBT(;pEZDsle+QR`Fkb(F=fEn$-0G5B3q{59cUl{zhdFS>8!L|8Fb()ldd zsb-R`;i8_WAy^|NW{!BHsgQ`rGaCrk(7=;q_i6cuc8*1nKzKp!rj^IYusjc!3iNHu z+>^_@iyM3Up=jPr)hKx5uo@m2`*y`iOs}%WLlH0fnZI*BoJ@h%$MWBg=d7eH8g~vARK`g^pC<#Dd*7NYUHj{vXQQg zqV;0~)VbqI2cV`n43J3UPOPVCd|Aljaa7se(Y!J{ha#MT>R zRr3HU=A`!g{{X|DuKU&OSB#TcLo%?SC77@tUBGc4JX0M8Fm?T84-R&>ax_%PW@?DD zc{-|g^UUiS2-;~x?ku1UBx!v>Ts8frlV-Y$^x>SUEqD=3{{XeqPw*P~^tt(t0b3|+ zgELZ|8iT_osxS}bk)JM>c>S@prN^9(LwcZiBWFp@Qg}v-gFJFpG{pYBT(SQE3u*SE z-AlJ0&e$G}#*Lm0Y919oY~oX?9y12|lO(Ie<#2_X&+7g3?w~_|prD z@g{?gIGpr=^8M`4hBHSRwMY#JT6u9F;ivQ9S+_UyfT*v_oMsCJSBQ98mMQ3`N196N znuK2)&pd_9Q3A-id_}qaX561`*Br%cg6F`9z(Wwl>Tz1;l=3_^dgF&hyT>eTFj?!q zoX+ffS~68eeLa6Ve7Y1mTjs9d?zgW>nptOxfYYUP)U*BCK{CJ|QBtw4wPtopmjl!E zCfD~M^6lWesJ{sqT0Rs-I{2ztjbNui1N#6Dh2ZH8zH1igb{PWOa{9ukIz7g3LaIY2bc6lSQ&Y zJO(hm!{HhA&JH+qviAAVtaBxN>Oa-~evBr_?i_}30#!z7Ws}4vs}E5ym5UJ^Nmm&p z1!dBHm%Wd)FR{oFyC~8=702h=X`Uzf^l1jdbPSLX6mJZr+F(Oiunaev7meGk7}7*<&Et4(kl1J8yy{{XAXsP5MCR8wxn zMt=zP`Tqc`9Whl_2_Xhm1!HT)Q$LQ?OCT)k_mj4(t@MQk$LY<0_WKB4HXsDmPSA2G z{U7K2`e7~#O{LwLvs@g1y#D~J`SldXwsI(*G|16b0z7}XY9nW0FCjM!EC~aiJ*KK9 zd`AT{QRmWuCE~3WRsM9-{JLyR4mK&2&R-)egc#e*CyXi(SlU|^AfKQ=kFV$5t!`}@ z$OzG>^Y#3?e&uGC09llLwA1gJVEBJ_ddDO5RQVQ;%G)YL-N zEYgPoqh{pk3#bcT#5d#{d#lGS6xx-MNI${|{{RPDOPFpU4#AL*hP(!IPqv@8pt`fI zvv}&rqoJA@aWch!wy1iFaU3zfndG?TrZnN zzl=L%?NlG?{{Rn5R`sNM!y6%AP8t6I59QK=qPuiOBymvYr=c)3a;vQD;^;(zF%x>f zNaEJ9KjCkCyW4F72`v;Fe5uFJ{a@_$xG!ESkJhQx=yQS4fkW~Kb?mw!1eJ#&Qqoh2 zC8?BEO6Fi9c?-_JK&rZipa37>J(hmzkf?T$s*2!b4wXxFEYfLJYIzO={a@xca zPG|CRR8)P|LYjGkGgHu0GUSx6p_*`s`d3Nk@}!SfKFn=xELsIrm1Jt1wiIOgdi0Eq z#@#Qld`#986;HnP-Bg1A08`04fx@G= z!wL9Nf%IeP{S0+fSy&mEY2s;5x23HX{oI*!j+$JZMUbOOE17i!VRm@TK9JTI1Oa}1 z`faY&2AXNF^uN@4WA~VitML)#r}FzclT(_dmRj1Z{^ZJ}h84JK+PL5M5dt=*xFC8+ z0CUIqUCq01wvs@N5`unTZ_7P5b-G_$z@NInWzIla4_{9@kMQ)Ci*IK)Je5g_+<6Fb zWuOuHs?09ar|w_L8x~9Yj+XlK?B+gC5>Ks)s^=eCy$?(580lS zxW1#$WF9Ih^EEZ>&Kcb%mZMXZ(;0S!Ls?1s5B0y-RQ$1T8~Bn*PfCA3==AIxq*Fpn z7W5yBS8Y8%%j?rN?f8qhvkLJ+nXkvoAQDrn)>PBOPck~0z%nW@#kE9pV9vSis{k6Sz0IS#yma-gI226o_<{ed0&m&!)at$W!*95>Ew43%{@BS z&aF;EBME~?V;`w(82v-H*241g{_Y{vniQuIH8iRMl>q+$U>?rD4Kpl{a@wk&uJBz1ffyn-e0rR%kAkxo5G$QH3CJRcv760wJlxdX+$N}S&H2Q z68GdE@V~SZ?=~s=Is!2MF5fEg3tpBc-FbG@Aoy+OqL`=q6zEIGWv9qceeE?oQOz!y zyh}$7Jg|ryCa)}PtzmzvkUyuort-+TT&V~6d%b_7o|D73#J2_{4cq2e`hI`q=}`NZ za>j`sIwz@`T}D|9h=yV`$>oiwQ2Kxe(SN8G38t| z0M+(&cCwNPNYsy9P!<0G2l~G*yPv!T=cdTRs$(+`G!RLk=_;<%G6F*zwU*=Q_4h!r z244mHbMboT^68OnMXs8BgD+Vj?hHk1B*K~@BIa< zmFTDVY5q_0^=Rd|jS9!EzEt>rd@KI|7t`tP98GOfQ&YzcD2`BP{kc~`C>dTvYu!U~ zIQoCD?X-u?H+Pk2f8x4J5JL%h38CRbjycczv)4I$8j_j@o@%;?t)-aiXxXLI1&OHy zb9-qA{p*J{!sEe-Du1GTeSZ)7tI~oIrPife=HD0X{{U7x%NJqcBBE;8@>J5u?2c6> zW~_~knPPvoUTnvk8(4i$w}rH)^sAtMOX2nWU+S+&r@oFkG)WsDvxPrxGt(pYUOnn+ zQyE&GS88^iDvG3MkU9+lD!BxblD8tufAGJxYi4{SCC-tffX|u!5sozJsV77W5e?^% zG>={#qy1jJHP!ch8c#&1f@uWCHHq>PNF zdbs|aCyT;RWBn;U&fn+K*eo{-f;2N}{w)+ApC3GQ`?g1C@5E}nM%$^Gi!Z9V9y(bX zQWUW85W`B6>_N5k{{U0%i8nYQlfeL~AH&^G^?G!72QJ+|_R^?R=fM8}KiScr#e7fg zeb!#SpL5gUzp15pHv{HhW`0K*{;};Pmwm!miV<$xBo>J`qH~B(h76sHmL?7ilj|Iw=wk z3WgTshHqzfT)E8Kk`%PI3)NxE`isHS%e3a=omF(>ovvR#Lmtfla0i6TC=;a^kJw)^)gcq}5C zN)Ign6ZQ&``&e|kgW-N!mMhffnxGnnlsr{aF;LD~O2phCH{^53{apK3Cogjasi^SW zA45}*GmLbP`oqfd_A5#c%@k+Q9bfA7>Gqr9`1Qr|tQ(m!k@>z+HuDRX{7AJ-_PDL;eSpKBo5Hk*1a%Ib6KJpSC%{5==lb7wJLmxj=^F^&Qu zLrQQx!nOI1lux$yl)`#hu$a1tCDKW$VKE?c>6&0bu=;K1T{kUT7V$0RWlk6@2NRsvrPiF;acr**)M9BL&4oBr{4_teJrv!`{Iq%!wz2ZD zW9n(cp^AEitjSAJIFZ6KsEW2ULZecvDt!<7_by$sdsfqLa8f@&NBO;aIZkOyrSO{C zGbfNbl}FD2@$~ils19d;mG@5Ms{B}O!Jpf8RZ$3}sixc+lRE(o zzvO`xQq8On3Mh6bjzHFa%8}>!^e$}w0OfDFdi7(;Htjiyboi<9^HeoNP{?KSHBgW` zT}quIEjmE{(6!6bZQRZR$YVoVkOq)_Ymj`r$NBn3+y4M4-Z#@)Ifx9F@QR=CoYZH5 z`*?I*v!H{Q>eaxqjxBx*8=a?8z_O)k{yR zO-y1#DG#V{*J1Vd=GymnB+YF_Y~$tY{!TUPQeE=>vC_MONZwdw{(U6!J7?ujUQH!+ z4IM3i+oCj0HFaG(Osf`@Sp(};W2;J)vhn)0TiRo3aU6;SQUmg+9XPjJYg(B8t$ZW? zkd8Gq>7N_&uer9iN;A3f^>o!^UZ_6hW{NqZYXyyBQb;H-%iLT74ac)uf9(E!7Tj`n&3zw_V!{}Y;rO$Wfr15m z>UuZ(6Xfq!Znj!lecy@ug61-{b=1_-!#0m7hN+x@j8&AVHsJe_xqsc8F#aCkj|(3& z`HYWZU5-5vuam!Q=fo<4yA?%of2wx(&&3F&DHR!f^&{ia1enW!)0GB`N`GYy0#Go|N3Wz3}wjfb&P~UA7l1K-J zSH6<&frs_KPZa|hymGxym^e;#n zewOQIs)ldwy&Tn&=|NE}5=&nIP^^)wNOdDI{GkoSy{~w!oi&sWN0|bieK@jT#+6wD z1>?g$U+GWt>P1gX^_691RJB+Zr1@%HWc@bNbw68b`duR1+CveU zV<7sI{t60u*Q>?3Us{!kBs9;!`hVlUXHQAj`yUN6(opUEECpgmf#Rq8Rd9=aP%^fI zrJLwm{k6}%{Xhw=bdR)u$EYjAhx&olAj#lPd-J&7>b`W45^iDrVCfs!Ui ztw`pPwMOyC0kFT&{{U!2;ECpqK_>@Px~ECp~ulpOw}(( z_Oz0_Nf4%(p^fHHT$qJ~XHnJv00ty`tjip$q(5-uQBSizcpW~bNM@n#ZDgzi6A1}fPd9;5hm6B9cmM@|*lTD_|%Ea57^Zpn2Wm#cW05f_4 z+P|0ietl9=twONZpC!*-O&V~M8^<<;5=iuk~QJpoV;JWoc7`h0Zp zJwwzZTgXgdT1ExOsOld<{7P(eH#fY!P_J5_OI;=D6{Wnr6=h_$c>L2laI^t_~ z?n+tblG$vcNUX``nZWVb29Q1Mz>ia3@IR>@+a>%kfr6p?KgrYWG=O+fE|ltHR6gLZ z6m)`kbt#Q$qVTM5rU1$gt8=7Y;d%UhJ+Fcd5LZ^UA8)Dj`Sh0JF%a=2L{>kD{?G7Z z{x76n>f6}-Bw}jzf8sI7CV;n=urG+Hk*3t-ogj-{buEYD-qynx)X}ZmLXIOJI)Aaz zb;Z=e7K^m0#tx6zXcz6L&b<|piQ73{$2iKh7E+fds-6mIX{9m#W{Kmq?iyBG z{{XG;bK9h6>Lg(7J|JuMeVjAXn>>}bF~b8y!zIR#T8h4)-(@-!cCS!%Z4O3kmJ48Q z>^4raT6&tC{VpRKwUuuO4Qh(mVn%Sk}=g_8Y&vu$2 z7Ugj)h@S+0B!x#B(QBlB&t8R$Rtp&oB#<6?V z-^9)%jIa&Fqf`uIqFLd)VrFR6`OvC^`*2TKYH|39>k>Motp!}9UO6(KZ!nN6NWjW? zH#c+mH@6n{xn#IiGArZM(x;D*{hza>D{T>8*uzr2v_Yrx`SIyVMm!8#9rsbKHQ_TP z>rm9|2nrU`ANBwaf3LFVx$&P&3S(hg-W(KX{CNu9-rjvH74SvU${vr zYF^~s6G=O&M6!W3e`+wE`ewu|`4M+lk=lgyfeny=z z*6v!VoKsJahO!4GVv=z16jmZau~-A75_l*5Zcn|!ZP3yp)jplW{63s|@bM*Y7_b!b zrye7_?DFbN6||I7k2XGd#aspnsoH4Dn9{>Us}Vc^f3nwM^!DUa&m!Rn3tyKX^?CJp z!C^xp2J{PG^?u%^)WwI&&^;ApJv%zW(NQdN_=I9KWYlQb;yH=W}XWOSmUwyK)AWY-(Io5qrU4S*nD*>%%FXBb2Q z$*-D;XGgGYQeQXk1dCFShP7W%XryU0K4Z@(Jqx{0{r>>pP}1Y@QRShbmnQ`+ zUQneWrlh4cDLq|kD19#9K^zSK0F(N8uy1sgHLrj}J#tM}gXDkJ=jV=uyLQS1=IZxE zX{6K*Oi7^%2ss|Qhw}#~qi%EtdmiE(p6aZ3ibpK+%M`_Ak5Ly`);D<0p!%iO+;B+e z-38hpUf^k8=ls8C=hAD(wQ^*MScB=?^7H=ySJ~40{TEC3`hUIEUSGDio6R1d5BiIE z{8!b^yXw=;@9h`YcJV*XoP9X-&(m7{FN@)xJT-S#zQ5%DUVVT6(zy-8{KtMYZD^|I z++C4|iHyk~gv(hxwN8Zs7~=_cQRN?lWg(mE?~h&-Qo@p329S#O$J|DE;2t!ums!zc zwC~q)Xtsa_0;P#X08o=sO$P!$Z$b7e`KEkh&BW2-x8Y_B=Z_w=i3L>NmWnlrDgki8 zk%oZ3*ZOd1ZBs#aM+6Gh!>v5&QYcLb#eF?;O?@umYkTyCV%1s}R}7iXN|HWx>6an= z%|1WIk6bf3jGQ`^GBQDquAjhAh{Zg@MhGPYfZ>!_6(`Wey|SN4a-Iu$>99C6kix%|q0H|LT`DJ$}L@U?S65zJ%is6y01 zQKnRh82X!z3O1J12BXim;Trp5F{#xSz)YI3X8+rc# zHfoBAR*wr8+GJ-4B#voor3RNQdC=QU03) z=U$7J&fd;5aepUjaiRs{Xem}4Nv#br_S2x(6a3%zbxctvOB=SOig>C7Rmk;}^o=2u z%C9QdERSy!pe2?&okvoOdwvbRMQs8y@?;PL!yJ+{k5U?MQk#&e#eiE_*y77( zx1QID^OA&mII2htrAw00ly>!v163=M@6h zP|ZhOO8RSRaQ^^!1cC_yLlr2dmN@2)7|AjQ4DBIde@%&TIZ8;>+}ui$=AZ>Sv&2+< zUPq1x4wdZNzQuWcCf#jqENq|wD;A-pO>tDI;Z7O#=%H_~=NsL-dnZqXudbCEx}m&= z0Q2N&DI=&!Q|_av1J0r+U2NswPw4!TZ?|$DLiV~fR2S%+9EB9@o$q-f=Io<)v-H9Yj`6KV@5 zp(f%cgWD3wbMCsdMwi8wc$J=jH-y zZvOx?{^HC}JR9SA=JuSzt|0)W$WZ;%u}LUMjP&(a5~3I6G;&!$HopL?dE`CsY;`+- z_{J(nhRV1E(x5Qm!_?!*k|URV+pewayB8N`QN{RCU?V)QSoZ{xX~v0B#DP+VgCl`CKg{22 zy}Sx$M7DBqp=u-ILBiEXXwCRBW4x1O0K zAsLBM(n%3I&+8mIr&#VZ%>`d`sjE_u?2+FxMGd+{JlLoV#e%9HzrQ1TI{0K8Zk{Q!!;#Bs;x(+ zXV#Z)BUXJRdVvD}0H17&dlC8`2vw)VhxV4CHxr870^sIILbW~Qcti8T5Ax^_eKiM%DiP+!-Ch14*-1s0NCqSHv;-t;)B-eXd z&j|$NU1lNK4IsL%Ye$%NhuOI`)OpZRF)|M(z+c7L6|7<>u}5d9GuzN-)<3jYi%T@IMEwO z2B#*N;D2R$ro+5NCZ|HsEjvcMp`#4>!Md7gpCvUV z20v9r5m-e{MC}}^#k6V-E9f8%M^_w3y9X>>ZZ>T#&26F-U({l#$0JAp{EY#@#RU&e zZ#=`h-R#X27Y!Vh06MtuqYXghQh;#dnsnXPz5A5knd-b@*;!2OWYrYY7ERwhO(kL) zWD`R1+RGeB>egT+2cOf=wA{hTHaipxdef)}R+R9VFf}w7B(-R0MR-!aK)Ta?-7f7S z7U`lo5M(y$x^ifIg-OBkCyshCn}&~j8mwIw+v~ipE{d*(YM&^ss_;@)s)-ulS>w2V z47R+DYaU0kO{qmq#L-Igsi2G_5mxhBM(TJn{R z#U!}6oPbS2#K=hWT7gePf-#JAo;yDl1`B&9!~0F^seY-TaIY{Zk`@zPH5 zWTM=3mAI$HRMSBfL{B3~g5S8zGy>N*waL@%EL@wp?#Oow7S}4|ctANhD~%-AhH-(% z*P!e>mg8V#gM7DfApXllh|3_zYJ7$$abK4nggmFp{+_@`PoJmBHtVX&pw_sk@^VU6 zoT3JtEMEBa=57n+|w+&s_=Btv&gZ=%uxh@ z>a>?oNfJ)Y?C$Y*5V^m)OIveXtH$`L7?h9)cbz>(O#!a&&UUYB;D~;u$sYs;MW{F$ zoPa!mIsO_RifVk7`Age%(Y6 z@Hilq{k^=oD;2%gq$Diyhgm5@Q{EH+Mk!VqK7A9*v+nzd7Pr^7nleQdY8%qJLg3=H zKWCRqEFZ@on)}};6>jBRy$V-|gyK!Q4)T2=yCz#%owG)x7e&L zydAQ}Ss2$ughYU3{6LZ`#PDD%@~1~ODF)DfmhSr2WRAVd5-D9-pwa|lr1=BGB$7Z< zQ~v-j{{WO*pL0!+b1qt%rC<TRuuST^VDU>5&&gT!VH#k^r$9y_ZJ^G8>5BZ}6dwOHl&q z2v3@ZJbd^Jk3-RY-Nz}#36?o$x=-Md1Z!N3P~el3LD7}lKgrXn>CP|s)=s0&UQfG* z8Eub4Bn1q$W>UJH09NMfz_;Z4Hc0nY)VF(!yBZGFQKpqN1Suo-`i_yOGo_*lHjTPC z(P~3GySb?#npTI201=ARXQKgw{#^YVv|bmBD^pFC{{SRevXD(Pl+W|A6`pp&OHtrogzQg8>KMp1MA`1ax$tzw|n+e)ade+mBp zH>u;Ehw5*KeR)qbmGaa*bJ7Ubl9^<;G{k=b8dLyhhooC)QB~rFJW`tDM zywx>2mBzTJ{MwgO4@n1v1aJTz--B%0EiVntk{<6Nr_1hLISiltu!gUeS7L}#gTmI7yy{{VHFeJ^ot02jBj2o@L^ zym6@~@U&!g#lJZo=<9H)gSdf2i zG@nnUY;NT_;==YG?3Z^8SHo0MpY>_!hug|pvO*Icbk7t202Q8-_4^yHbCs`{$nEMn z=~2|i^FjADNd7{TG2M%m+R`^~v;KXiG1Jy}ckzX_6H0?QRv~?O ze}ksA>Yag`$TX*H;ZNF0<+Or1YFc%KF1C>!$StK6+yTOlK7c;g)^S=164^DA$3P3m zs`mEN?!gF+O6opc!AGBy4nJqF4x1ZsBU)&ckFF2xr}~Fka(xxF^0W;;PiD)P zqh$Tk_|mb3MokjK9V-M3!~0)D^tZOIx4SlP1@wxHjdk_){{U7xHQS-TkFwT56E6ZW z>s*|V^<$t%e|!<>{q=^L2|DJES~~3}ukJBX($q_&E5wf?4MZf1bRd0Bok!VB8@De< zb*a%~b*&g2*FT77&-|W!A6af(>u)fd>Pxzc0LR4?B7|vru1A$VeqA(d59O`2wppl~ zWo;ksgt-A8x$*K%7-;-U8#nn`F-BQ*tE#6U1i$rob48L8w$qnE#F9^`@~v~yEy*u; zRS&sG6r_0sL7ef@0mXkR{#_QhlvI|)~TGT{>m1rr_T6Kj5Klwbh7i&sE zEv%DnFU9?o?p*sD{{V|fk-Evjnz$n;`Td{e>ehUclZjq<_y&X2mZ!dL-RRW)9p9B6M zpHC3{R>dU3q3bH>BaINmKZeF(B3?X_$#O#r*m}OFkH@>q&C^nXo!>uBltr|)GJ%EVcz1SXYsyLxoY(%Ti4QqL!ru(IU-V5XZbJVLG2M^WibmB>fOif*#pV8?*P7DWDMc5<`KwfZ&*jphhvK%~+ts@2f@zf_dYVM7 zs6I5ZtWD!~DyzsWq;vk?*5D-^zhmS|IaVW(e>{sKh-3c%CnM^OWdTLmfcHe)Cz(7}s>r_x6aadk^=GE; zE@Ru`(W6Qp2S`47;q&`CV9f2^kGAS9Lsd%+1uR}&6GcxfZh|o_R8lnN_fkxQO|=iF z(4T5e?ZQRlTz;W%h=<6g2l)p{;-1Fwbt_U&AQivKQRUMpi)9&GBR1oM%QZBUq-l|k z5hEpmL*tc7u>8aUCjOttwoH<%c&1>gI1ftt@#$CAT1f}f$81@L6H58|6&(lp&dKWh z4Qj`q%_b%&DcSW2sv}C3mODqPx;;wPa;o-woj@C&J?dF*9ZYgauF`NP%T7<({;G9Y z6v~FByF7G{J{=X!-`%}izi4NdW@a$; zabd)5Ep;0^!7_2KY2lJ2ArP@1M=g7cpP}|T<=K+z?IIE~5nMkXKZno!{#_OC))zZn ztf_kwYM4+{jcf8eNb>o0Mq9Jzc25=ETdt1@j}_RwK2|Jr^@}w?GuKV%nm8n+nT*K^ z0w(dV5+AALdzO+rKUg?C2=W>)?hlO^t!1xE_l7hpQ-j8zfo|qJZDPd@Sk7w zzvmybr5hS<9w|xG2FcQoRpI>4uSR1PTeJT8Boi#LnPWf`R=HGZS3xdFJfMYeSb_aN zueNRNiHe{G{{T$YKk=FlkFPfgV@)y-4F3Q{MlcHdany#Y0deo7GY_nv1)dio?qxRhDBlCU$AK`F_+C~YiWAaRYgQeEja@>E5LgFfX zsp@$7SNZjm9lNk@1cBC_B-a^dsalDFb-T23&X3~@^wew*KTpeZ+gXgzuh|_3>;z|{ zFB0ufdn}asf&Oar?JagW80TX9za30yzHvX>RceeRD9uqg-w`4H8 zD$~(*9Or`clj^P;O|&VhmE-VvoPVp2UDCr-Q!I-`RUJzeg_#<89m2v^b`2aJhER0@ zbA3Ykx!|4c;f2i6v08b7jN^-Ny5hlL08h_fK@bp<~y1yyA zvoK2@QkG_i%^Ou#WGaJI8D&`HrmBGZ90 z`Sdj0EbOD(Ofp9~s5L+VRj4MqPr^LwL;hZat?Tjs0C)YpMIIWes~J5#S|uA(OIJk_ z8I~fI)N2Kll#oCBvsR;iZ*OILrRB!uajxWesD3R&j}kR{)Zlu5K9lU59>o+MBY;gS zP(fv-YAc#!jxsUPeou&dimG=^zUJOJ41yq)_ZD+-=BAr79Bdj|dbX>T?cu$mLT=$w zJ!42F(8nzqmJ54m{{Re7z@b1t!fEI6HKeMGnXXYqt zUYWNK#f|wEKCX`wxc5{tO%+NQt3QZUB|FqAGfPMOF#1%pYG~Pj{{UgnwYz=vDD=Fu zft+v@(%y9q>*c1sR`-?cZe#I2qfj;0`qRITKU0k;YlB}i#B@WlUlu-G?G4>l!zH-0 zv=XX4J#Ay>@-Uh}rfP{2DXr_|CZ%J+Hu`&!#_h_NJ969p?GQ+S)J7pno(e1GIGPd1 zpuGH(v`#fzU#JxTp$U(W(?Sj_pYU|telGm7&t`vxNtwu+3YCnk)6`buC>B|y64Q$E zqe@} zyb-(Rb2JsQR#asvD{2Xrc&Z_|KWbDWva^8tSPdfN{zvy*u_XISZYFgafucH9YeFgd zo@WEfwesW8S}olpy(o(DS^{)w!tl?};yM16aYNOi^`C3(?V&(E)|V4em2*hVT3Sgm zQn6%!iGJhAx{nw~wpGy7}Nm=ZBdc4=xW*-9wl z+<%{*dNhsQTiUxC!jlPGPy!?=_Sosl7^RcSvb>bAxH1u^NEZJ9ZDQ59dw6byF@<3D zt0x`@`278Pe!|X4K)6Q&mF;;bJjV*~{k;bjJ^ui>ahbCXe%RcCJbE5wZAmO~@PNYv!1U=IL~>+MpZwS?R|D>37S2aP)!$QjG?-BO zl|TT2Z+5%8jynanxS|EkSC1N+eZ3i4!)17e8%6Ng{0>w`pw~I_6sSBa(RRRmU+g)v zHAxm9FC^6!k+vrvUruOaT8X5Is^?jnSd@tGBZoHRwT-R}bMwqT~TGN27dOmHkJ;6#z zdus)xe+*|(Q>f6^fw&x+P*;x{_0MYbck?YX!&^};MMfmZ>eMyqkF2YiL~3D4sHXkZ zRSf6K&ZmnPu=XY!tXEd;9g;EOS&KZ$H>V{wYdr-Gn7dLNa-39tW|WNDoPTd`s@J-3!Td1 zZ6($$Q0idDpc>MiRpDPw9BS_2%Y2=;2#izBD+-+ujR5_nzn&|{g>Y)=x;J|5h^yht zZy748siT8bPg0a1I)JqdMZopgHw4Jn(xj8@%Ffd1=B>nq$Mi*gYhEAZ^uXwn`hC7D zMEYAj9~Df5xjD!9Y5Y75I;o$LA1(VsrF$BmVPltZZc5y(R8(fNmLe!iA!lrn(fOLJly@y{OAcUiq6mq;7{ z(#_{wub&?w(2mn{+O8~JE-lZ>AjGEA))I1fTVO zeOn$gZPHQG)6%VOJ~omhc8tL0uZ0B0@>N~M?PF#7@$Yd7;~pRl+m7FZKk0G)&q&fr z3WYfQx_F~{iVM-g^wkwJ%Oe(%!^+S^{!JI7)CZsgsQrK5w%#PYn%D*O;h*&M`#QOn z+5Z5>WlkUQUR-*Ik)E1pbuB_P>}PmZ5vVxp8z0ZFAT;V-L^O{|vsO~WG-W_auiC7* zE*V+oh}@n>`w#H;nWjl9kc^MRqfUR-o|%?JSD+z&#;5Y=Jg$>&<7e^1K+&^EQL1E( zWrWyk(p880qE`05Kkd{-IbYRrT6uBfkM?@I!7R(zRldWd{@?X~np}T-mQvJo_Mx=T zES6t0AhW86UP&$hRKN8909+@$+~Bug7F1neV;;Zkbz56&f_wl7Z$U~A^>OJ{i`v}5|7{F7;f=9jWarn6W*n2Fr<^{K7CY92>JH2aCM@nbfjkorMGoLl% z)2(*E%41q|o>?cTV3J8B-{lDY7{IV_9iwX&`i=)bk7=$sz0QKV83kwum3aREtNi^@ zc39pY(=QkFhi!l3zv{<84rdzhR7WjcP{dHp<}WNj)3=d8H%T8zxhIY_{{XM}Fn(f* zs-<;0(u7wZ;Nm(@CeeKiXT$wp=(lx$X0P*f5bkZkiF|EDb(7Ln#H8M})~ZPmLKQtl zmPc#1?YGy|zu-NdL(JPV!ie)}pg6@VpHAQPdh{O~2QtTYewHFn@Pq04iX*yt6E7uFSV4L}ghYhPTOunN-3cIr>H$DM?|#>9mRl>w;Y%V^eE3&CD%bPsw->vvgfK$UzHkzY`FZr3 zs_hBo)kk!wqz^2S$Yj>?_}nzId7JC%Ab>6P{QF&PXR{d##8Vz#n5UPoMYmVm!bpCg zOB-W`7o?U~vTCkLr}7k#YO1N0wo17lTG}?3Nh^K;C!Rp$dr)AsYNfL#pG*Pg!={q@ z>bm7=6}+_If4tyyos+vNv53s`Qo%_RtZW)jOnzbHHgN1=@YwuQMl65Y^|<+-BsC1r^DIq2W;$`7x7NN%7D?3368zQ9RQ43@0 zvEtv-=f`1tbEY-Yo}cPC>1*>WD1t#yK3Y(I&ZJ{|Iy8jR$CZM25v#OQ&*NP~RH9b{ zk);V=Rj$J0SG7&El~VGdRQ3M=SI?$p-=UUY5xnb4X|L`705?l%cZCyDO;tU5RaM6r znWK+P(aGY_59h#thDaS5vTJJ;xRLlZljW;gJW-G(%Hps#e~|^%r0;%(Yo$SJR%9s zgXHb!PCv^XE2+C0YFvq^sLDr9sMP*?X~3)1uABlSt8iEw-|$U=0^ZO~1IZS-Au~kOVv*T!%y3hljYE1oA1nRJe3|y`>u%9YSt{w66#M# zRao!%el7h^`x0;9Lo8#&H95gX8T`5^lW>|IA#?DZKezm!>fj0Pf0A20sw$wDa{mB! z=5rMASJKr>0doTS;gKo5Bmk|iOBOdjpLMsgPX$YOa)DYUSJd&>Pq(ebyIsOHscC@t z!liid{{UAXx1ztkep77xWj#(sdlIM2l!UysIqI5>Q`Ai2I%DgaTFSm|*A-$jSW4hj! zN}Zj&DmMUCq>c&-8fs*T4We>tr^e}Hs1*mu-n;N^^|hq?MT9ISzedwj-VUr+94YqW z{e{c5?pv+O+OEevvoSs4-G>5jAM*JF#)F_AYW$=5kd<}y^;>6i6`rCALsbLTjXE>@Kl|VJY9o4T#3+;b1 zT$ubTDI=z;mYxG&PbCJF^*`q{+fTFpUuRODwzI1;UuBV{mSa&%Uj1z8;e-V@F?xKl?p4MSdeCkC% z)k^d_;OM?XR}>j)OvMc)Wju4$(brH+kwH^Ru@@5~OHT^?TPCv8D{2V%P`$=li8E!90kWzvd3NypBIb(sx?eghuH%|7JbH!UxlbZ=f zL{PmWSG8qDM745-r*)1v3Ix#BC=RYr{cY@m*PpqL?lzusk?H(ic|YLt1LyYiVPWle zEp6=9^P}C%Hc2a{fdM2}#QSsSLMzgX8Sztb&oABNvX!+t9E~f%B0$+HdYGb(qSI9> z{o5p35E&ynn34^R&k5${3*Evmrk3=^KZFRp>*b>#&Z9hY(1y#Eb{(*jVP=YvA2U!% z2Nfy{X9l#TX~U&_e-x;yVx??`=g(9@Oje3`rpxXqAb`G@zU`x=Vl*wR`n@gB`(L)A zXu$9qORBfyNT|Fc*bomLgl4Ex~)TsqkU3Egm8L3KyW|h>)V%LGjFJI&1wkR&#_ja>u`L}GI?hk@mKFsu~s*gRgW-t!Ze9Y-EmU*kQaL@KIpcbY|%5e^sF_R{vtM%#Q z>+P$7c{IK%U8szDsQ&SymQb9)i`32p`%vc|SI9rNyMUYo%L#YjoqtDE+kcr&^P1w}RYV_%hi7 za9xNP)mmb|Za8q`(8(6p?Htp!MLeSyTTC7!ncV=Q6@O67# zWwY)x)qE9+2Lj!{Z}Z{Dq=NTnwvR>gwaPaU8!)9a<|=87P;kXZOWY>L-WfTXg1VxH zKLJk-NvDdQQ!JJ&?@p_w89?#53`^VEt-q7^F?eLZ(8J44e2@BvNiTQaUyj^8h?PU& zqcahM{trGF=>xw$JN6dxuEooJi4W>^R?QUW>YFk01=fWD&W^wo^UZrijPj1GhYL-&?P_j zYjWpy%E?bqYGQ(>De0rBoszAMTrxW}u*iA!5=r`fJ*$(F_UR-402i6ipGuR*{a$@0 zUT?kJQKIGxJAJ`%PZdo_6#|5Cr4NAZhiL_T@K*r+pDJ{kUTx-x?giX) z_>|(0K%6|(DIYwKE`Yj^QM zF9d!~E%unLn5>fAFkwP9Fjg6;qLGa7r9N2c_2;en>Om+FD~!=&je*578ajOVQn~2P z>@SPmCDYJI*eoqI6!oneO!3EElb&-NNV6Kr@~LWR7HjDjE$a46 zW4|p*>jUCy{>~q>)1}c*WGC>9ZmK;fe5x{df2ee0aCi#iG!F#QWUG*%maHj89={O? zYDfiCbFB^k0K&w3PPUW98$yVtzlZ*b^F2FrEsTH`c1X_w>VM+=xOA(;>|Be~$yE|9 zOwQ6joT99NlB)%l9ZX8xf53%MJUm^r8<&-62llSv$y2m{a5?NkjJ-N$O;mE z&0K%uBdhrE+uI03cYVJ)`g(MopRV(>DJE;*lW@)X`hQ23 z!e;#+357iMet*Nm^6O838qpcMx<^%Pt?ZQ^Lm%DUkNH5K?n^|J=JGSo>D7HIL-WDl z@pbWS*DVof6&Ly^?f(FaJtw%_cGLQPAxilLr~A!6pFqy%+g-JVk#aOnvaRH03r{UO zJVHPtFbZj3lot{|AdgkSKGX|4rjC~pYxytd{;#*B2LAwWU(!jLer0uh&1yJ$bi=oI zcHzg*Bj=4p6-44QJTH^`(&VDDfhrwbToNzz8^8WxQR*QeTiXBaEp;y=bf&TzkuR{Gk&e*iipyn~pP9r`UYco+qQdpx5 zBW5L(IdU~9KTCd})E$p!R9@yM{iQna=8ExBmE%K>Kk0ox)#{Dhn{#Q=JoPlW`bw0J zLkx{3PLIN*g)JYYz-=TkO($0%X>0pYZ);+tc*w;5&tJEs((l(&S3_wYL@iJJcl^CF z8jYWXXx3WFY=uO^o_DC0r(49uQIatAV_7!6?|mcvg`Ha)X~B_^1Z%)*QZxRS&b>AJ z-*9!HnS%}`2l)m+)K5!Hc3Z1xp_0EVPl2ggxkXfyc$!HTNTdlIgbhLTw*=|6z#gmn zPHo|f^x6a(cy@vfbH%^n{{UxIUFPW<{mGu5ec*q_Mt{rFs)uoO1x+JEE=wF8(o$sf zq#(&45RVJT8B#!CTH{r%^!hP07SGz+BLnz2{{X1;t+(0RxizsL#pmnhf7SEi(Op&X z=L;Ow5bk_!C+b+%m7X}KZ91MsGL^fdGiy`%H}zkF%ZT>J9t<}XYUaFr&(Hl|XH`4x z~|sCdU?>&9Eisfpsr}R93o4(@mA`R&m&>{JBcGX_l^ncw`@aPfzzRN@7SZBuLGl zRl&ZLWBR>`?l(?d7TVyujFX)$8w13THN}6`j*J(Px#&7t+}XITPjrSnXUVDdaO3v$ zm(BkGIJ}nm0!_CLMp?2GR>Mh$Yz)y>NVM)?Y39hZBt(}A3q>O{Tv&RCvMG6wYIw9X z%EQf2`u<<)&r6@%9%ziZ%WA@usX7SGaK@EBygfc$F>Ma+`9;_pf||Q>I z?l<=mc)BX&`G2#Hhr1r#w!A+_Z>RvL;bsPz<4z?0%6+{Ud`Px@7O-8c@39Gq!UIY0o14q>-rJ(_ES9e%&clkF( z%V)S<+N|Tla4X(EE+lzp{wlq5ZsW*`cWQbR^0|s39PF{Y@_J8(La5sKCdCG$fA+>P z&n4JagmA76aqIhk)yJaAHovEkt<2|7s_^0bzvB7@dvE2w-s;`F`8u4X1!jHdWSWNr zYkzGWnH?3QiYI1B6^lDPu11|#KGlBmj=(b9%nKS&44*$CQa{u>X3K7$dcOKQYj^O0 zp_DCrzR|?uo?Lhih-DA+H0^!mNt~_Q8y_#YMm9Mi8A?1Xc|2%>XR|w3P)N;ti8Lb- zcJvKg*;4Mi!a~v^bBdK=O*!)eO);8Rp$_Nm-_ZDQPYOj8pAM;2U5-u=jAV@YaWvu3 z8z0Xu_}+$Tu)SNK5xUb(^whh5HotM@kR?UtrHTA)9kmea&(U?0?9ShHzlJ{=Rq^Oe zS~08uE9P}z@CLta2Tol3V;Xc(Ua=uQ8tP&tEgeFA!cSi-E~mH9 zA@rLMQ1&KOlHX5;7f|AO@&1bN!T$gW>NA&XiaFTDDAVPouyN!x{{XA)=uz7}d7a5* zY3eh%gH+{aRK-Ok(b5THYnPEBasI!lfCKA$pKd&H0K!!@{GYolvrVQz#g$-kK?SZ3tJr;ReUse73$a*O z$*29VAMo_9GSW~vT_gG`N1qK{3EKw?)i_+FKgF<>wT{1REM%*Wl?sz^@;$%@`tf6H zoi&Ls=;9UdhhxMBNUEr6=Y=@ukIVU-n5sTG=hmqy@X%3YV^|s~ z{A*DxkjEd}%8-C>Z6E8BIXCySCdr{)ppq6ob?x)=CZD(bJtj+@VYgL@r;12TbtaI6 z8r4al_426bVcGe9v!J5B-pOLmt}`VxVIh>+d`iK<9+ezv=HK9btFXA)?G;rRlH6-t z{HsjU)1sZqE%xn#O0zU_T^-6Y~h9BOl4U-+u^O|shFIfRDZ zNWtI$6g+sI-|+OuK-E-eD`3gVQb-ZCI#wSEC+Jizm%Y7BVfg<5VeFxQcn~fklN>%g ze}|(>wSwWknpgsP>M5V{idO=?GC{gGA0rcG3*#BopX^l2`|vW=`wD)?kprCUj@e3WtfI#x%xsp=Ku&f+45NZcW44ya9r zpw@=O5qlAD_^-3rd6ES_KH&%4=^`gzwMpHgMcb^Pj( z{{RuB#WQL?X^Nzds7OAte!o@!0AAzTxwo!NzmY>XfH;$p{tBP-*Q9G_%+N7*LpSt6 z6d#xK=_Q%p-AlJ2M6c``3O10qT50N48c7reDzLD)VQ@l^QT$(@Wt)Z1F3AXOwsv}a znxC|vEbtvZiM~rW>f0cvo~5YyV3K+R^Ig@|UU}jF07%p;6h+9ED*6f9Q2GHdEUc`@ zkfBQ7*iLCuUeP1@&{4nG=vik!hL!M8wFWXNO8ujtLwt9)UhVnep9j2t?xV#d(o_!% z2-GrNOhj}1pG z;Yl{P4S#E%ZTjLG+}tVi?WRce{D(|KwQVmkYddBX8D8_mesjVL^;<74HhNNR`*7#%)2RFxq6WXruz5L>CdIL88`K7O9RZ{#{qId^Wi zn294$N0Yn%0ITQzUVxmp&3^dF#Wj9wOB3RfsMPsR>BT2vb z*`M8Vu*19j*cyIaJ2j+wblXJ}so1}EtddCbB1sEI zNJXig>D59i7Ag#cn~VK9FFc5l8)=-iJejCzUoZ0?E}V;Kh$v)K)P5qWFmsB0{$Jtg zR}}bMl{|SY#!DhArg?m0?%qXDAu==H%u#q$UT^CDqyXf>vtK3sp*PqU#9JMyBxJ3~!}%4X`; zQvjw>MO9SyeE>Q#i(LLyo7L+5UtfBP$_S=1DJ2gI{{XA<={TB3*Fj%4u8=(Q<^G}4 z3XeI0$YkTIiz`t+QYj00X0DLTlE|Pie;?D*IknH{*^GARU@E8*Ka%Mb{{V~s09OvI zFG3a9LZYMro`jkl%qa5-a*ssg zzi&)6$BL@Vgtl-yf6dn;l*p}Bc0zoeJC~JNp;=O6RFb4|iJgVmabxvAPHpWZVY?u< zL*dZW(}BsS=6}^*o{#CssrbL%Y0|0;wMxlPIjDypOFb;C(>;INOB`=>bhZA6{Y~{7 z{V(l?0gJ@T;(<(Q;r^rk4z*ap?D&WKYS;YTFiBrU6tu1hCRobDC>rk?IbB86G5j0z z{=fA1f25Znd39kaBE51oz(+LX#Ha~sc^k}SFDdakV8AAwEY{NBpMG0bCWnvZ{;%cL zSTQwhSEi}H(ykSiqA04eUBtnB+JQRUT!rKHC_b;n{krKO?O*kOm#z2|?k622<@;56 z8Yp$9uUJzQjNUf638V4|x7VL;B1pJAdbYG&4xFXVRXKoZMukg$+oVbtSF6%tu^&r* zKEBZ#V7|RwLIc8`F;rI8NhL(k78jMmq^#@~GUGr7-mXvTHv0Ql0igimpO>#p%8N>l zqcoMZ84(?PQTZ42w2L0Qv`S=pux`BE5J4RMe!km(5+pNQ5Z^E5+xC5jrB?AUh!fgB zXPN2d3W~>}tH+sAS7wSc5Ti+h6=2tbu()NIv}PKG06vqepP*Cu_UVd5WehW#6^xgRZEC^8p;f%L-=VW z6>>XdrH(b4X#U<uahuR_jE&G1Ty{`H#z_VolCUwSe*BUx);zpHBY( zpZc-VYjyT^;l@u{R+~>FTR}Y;mZqg>^A#^kPbgDOQ1HOIeNIXe8sA3zakbNM-U2Zc z;oIBu>dGdb0K-f!hl3Q=lm4&EpyL6)tFyB^y#_{zL?V`0<;K;jl$nl*ny{vlex=b% zGMy~{0E@jPv@wqqjdbCpkTZkQx#E$KB!{`Hl2*9+4F3SJ!=!fP?QD%6QnrT~O_a%+ zV;acuP-UueW#z2^O&iS=Nl~HBo1tw{*pH_L=#Z?8@c@tJ84W)oar4D<_Vn}?S98Fi z#>_nfDk#N$NfqOoX0_?gi?DkJN{FUAR<^30DxpL7So(^0r~#Gdnx3f->KgupTb&#d zJ(-tiZ47=I>TFag(sTZ7eZ3{M+LCMU7Dr?NS5a_4#VJqtzg+Y^Z2ilZpxmtE5s+H? z%6n8rl4xmZ#JW|PCl=MI&C1*SKc}+mh~}071aSCN{uM3r$J^)8uY)O%L%z7zg91O# z{vY%7K47w2mK0}>lD`!U(|+SsSHzMC;sCq5F1Gzg(815@{{SCsO4CXLIZS^Fvi?KM z?cu|ui)-ROsT)-|9U;G+e$JY5amkacsiw?ie(h(4(W)ydp01>*3#nAe&Y%GU>-`12 zt+t8RHpjwK zt-We>9!KNb*OEXeU*bQAxB7=nZPHz%6pA$P+kqK4uNwaVlc9Q(9*Ipm;;3ZELkWMn zsQ&;eo-^Yiq^GK=Dpu%9`b%p60ABvfB)YeV_b7|y{;YIjux=N?_&}BNDzpphPq(J& zsw;v+RZ)${W9{QJ%mqacfGc`Lo<`H^0^Fz9)ouay^4;0WwCxo0>W6B-gAF96KOoCe zPn|x>@c#gc={WnchL*OVjFviIC}C3+Sz2>m4LYx`rCfrgS-!Wvo)5JO_KY=xu2+Ru zw>)Y7U!O@Lwz-nj#)`}H)7!?s>OQnh|0rL z7hOlxBlU1U*K|zJYvHtI!1#N9dH(=c`hs`T&H8dGQ_KBd=l=i?Nx1iBIy#Y40!Gou z?HVm~x{>82W17hysQSoKANq@aZjsna`Zsa9f21F6I#nIi&@TXK(wF<70(x}7S_NBUp4%RMn2>@4aAkaNdPKQFWVJxZmm z!-bBaDm^LWR}e)z#I5B9IUZLg%v9)2OGS<(VnrO5DoYbwicp&1(~qxK!|@v} zLyhY^MO4{3s+l)Lubq~cCiOJ$MHPiL3=b6WwTXl*n%L@QAb;UjUzVwgr<-jI}-s zr4YhApO5hZ{0=!qaW#=aBszaC(f)7sap;N*3F3{7%9LU|QI>=KU+ViBf4rNE$*=f8 z`)@ag?*7sI{{U~`@_DrQ{GVU#{eRedx9^nI;r^fd*ZFIw^65YBGvIjieO2LJ-al^- z^5d`n)7HmvVK>I?$kRzaTXEwnt6rTdr;4VozLdmgjwx#^YGq|INQUYH001B0x50hB z`(fMBwZ{Xh)Qx&W6Gp%Sw67fT{k>#Oz4rYDm(dyC@jru4ho_0cprs9JO-cQxi)r?r zXQ%LS?rMzQG*nYZ7)mNiNb9O95>Fge63G@%O5F{l^|`ZK=zgS$xk1ePk+6m~qZ8a& zfE;KBl{h~S0a5u=S06(ypMWEiQ57$&Mi!a)km~s!6(25x`u_ls8EU=xp2cEu`bqvpvkjLh-g$Ps@Qc8>P0D{wyY^^pJHw(A7h9=iQ%cwEdR8lZo zO-)HAfYP|*&{F4_H+z^C7@BAz$SRN8b6z}85-Cbl^dt56d2Y;@h1X-_YU(LuM5-`{ zj+8sfk<>L^EZUb)LfoT(t;lXYmv4NzWoN41JD%AApk>s@i3L~?K(88%gON-T4U}7u zx>>I#lHMHAmO)m>l|Fni!oIcW-sCsFBLPM$DKWKD)=2|YR(;(}IXn5Z69^F(01{h8 z!SWk`N4S-?o9W0D@V<2^T%I7)^Zx(`LRhyOWQa#~a~pktk1}!Vs@M(ZnjV$R!>`E8GY@VsmtfiV<(NMhxaL_`+1fcx>Z&cb9tPw zS#Gg}zc#h+q>16#x5&1^;70Hl)IeJ4Vi=ky{QQ1r?F3uC;KttCSmTa6Spy%{p%^0| z80q_e&(k*i?v1Ijv8e<(jCDmVH4SV@OOd9Izb6E>#y1mV;-;8J5reL=D-TVLtzs1H zn;!di4X%?MtW8-e2|dTW(v|XGKhC`)*I|7z+-&V6oh7Ao;uEB4{{Vg01RB!4-#m3) zN%Bv%DEIb5a^rBh%&kn$z~%GUaMe>I!5l2m$W}FoM;u}i8*^(|+}O*tDr6wF-m8oY0fQqpjB8FKRbM z6G^>r_3>mURDz2eTSZ$TsY5oJdfKas~?r6b7FO zrD^NOIr;RG&TZ>!Po=R98W32@XbAjA82JxOk2>^YDyX(j_{B?+rrHrv<>Y2q;rn{n zGH`;iMN>4fMpOf)KmiByf1p0g?iS}}A50`e=4qkO@i_VMuN>pkp;pBO{`n#O=W!*? zzu_9d$giiKJup7rgB`ikT}vR4vhDLXns=<8Dh#$lrlPV55(uWKc|AUsB&R0KJtD&X z&vq^H=W&zhog_LzrF0>tO%!>2=mt6}-}X(@Z@n*YWsWoOckl!sOy|^(Fb;9kI_zDm zLs^cNn;O{+!#Ice&!l^=0FFjPTN z5*mD+O!3N)H;f+{)2mha;{MP<&4TEci3DCn!2!i;D!Eckc!Fqr#%s`q&d+>QUAkB# zOL6ebBO2+J?Ha{JNC)~pUPTD_?cLPMyN5GNx#p#m>w;5BE_RZYU?M7kQ;_nXbdV&NF03nS7WmCD%`b(*crm-yIeeK)eB6Y zUIbIjXQ3wt@;7#3G4a&qa#@NArIJ6kj-6(8bXJb?(#3CBWgnpFKB23d+!cB4*4=Y^ zr)~f#onCvBxzh;T3BPE z{{VHhyoACB)Qf?^9Q>DW1gqfgek840fgVKw__9IA3Lm$p7j)n5>nv(e3eXBuH5`0E ze7@iExMw>b<|S<;^muNU-Z^?&sS&9WzyhgIQ{N9CikSAZSd~>I>B6awTJS4|e;9MGj7z4^70jJd4V<_J#}D zE@e6Ibaf{r_N;11sKqLN(^5Jvc`t7*T5Da_+D0co<8rPm=N)|jzz2rUxkTZnK=|DpFV(Ep1}E^xiWEMG21tH zQRkzogn1y6u9C0Kb#-49FvktOKj!3M0{;M0^buR~f3?& z>Bpe#-`Du9+AFB)1}I8NP-{}M1N&>`flh^N7sS7w{fkpoxhUh_*y!3?W>{m%-7<4k zQpP+K*~%=9CX6421LJ<*QV6Mlxiu zMWj_&#-g&Q7Gj{Ak{Y(&VzZrX>^8XVDO2J*i3gtu*<5k+s5}ikx>Ve~%T~6LE#Bch z;?=+0b<$S9DF_s=+vi>bp&w>{B_6|-*t4@*i1~Ri>k`VXH_C;gPQ7>Si^Fm z-&d%TRhQBh?wr@T2uQY$*^6;8rnORYH8CXgGDN9T2iF> z@CVYl>fHKs;Xhe){@G2bCf!{9S#46+Wa#K7t|%$uXO3#R=9%6hDR(QV5*zRU_6xMO zj#=LN`}JjWQgjeFQh*EqJu%h3n(-~buyb!1tpIbRl1^vJN-A&j(3b0h-PxgE(^TEkI4b;6;M*>kJ#Zep&61-t)nX4Iz6U{9{%G?2K5Vqj3 zA6t8NTe);M!YNPnW2CnGWNiK;L>!Oe!si@6)t;5G_2vS6huqXsmQ;9{$|>X%8Icu; zmT9gSjS6jV&4@gE@?KnshLWR?r?1PZ#bFhymD7`255wo>ioqVuc2KLm~6HPDwOm_j#(Iz-F&bi_L{ z$1G{2C|xQaOLOe^Y~8mFk(%%stXD$}iW-WH6T{DqdJt`U*28ygCdJKb z&KF|uAye^dsa$a2Yl@n5<*mmv%`luyWSEQ%J=CG~9v=$e53pCG6|*+?$F8}Ky0aBS zfrZs^i(OKZp{&W5K^+=Z*CEu%f!;J<)D`~#skgFcytI+yWDz2bT6;xv$NZJAO`Cnv z?L>DTJd$^5K|va1mh9jwO8ukd(&n$^H&sPfPfd=>(9k)GKenbvs1-Dnl?c9Y^>Qm2 z1cgPeS!_a&uMNe$T3e^+$*I2(E034?y*eB(Ea_pQg!%S@2%+QWf_hca z_UB&LO$9#O%s}}nrJSr22Q?8RDO6Tb9A)G{9d!%Xf4r!RnxX^=h^gVLhn;#rHZ93* z-g~=!FfB74k@%_Pahh@Kx=s6%shTgallZJrdBdn-PkBlGy?#cL(rG&NeGZYu&Aq3e zn(QHd@mWs_41cPb`+8X0R8I?d)qzDQPNr|=UD5toiK-JMrM4Xz} zw-h}or{7d~g{54bO=+sAX=J6RnW^b&DhUV)r>SQoqU%!Q>NNll=i24p>|8g~fc5mr zAMJl_I$&(uh0d=FN~ons)ueh?w;T;Udf^uI+ZSjhtEm1e@s*7PKg23kUNJg6uCCIB zWco;>QjkBx*>&eK*}(c>1=sjV(f&ZA^W*mPVHYp&Gu!y3QB;0EE;PaO&MDM1-1R@g zrl_T!uvVF*U$rkXs8*FkGKk8SQWRfXeR%wRQl~LOM~Nb;u4ueZ?Wk7u`F*`P`FQc)WI`IWR(>vZ#;ywhf=TyfVZ$8Tbd^S z0Jk-;f9wc|A43uRE&dZui-oPkMCpZHyufB}UoI`{jvjqa z$lz!Idf}a_sK~=jBvQJ<{{Xb6Xp}NY;hl?FLMPOXU+a5$FJtj38490=_GkI}eVr&C zFM;4oY!xfOwmkm;2;u&E9)g@t$sN6m-Y>Pc3^^IGu^6L=Crw8%s)lEbNbyZk1>A=E zHHMN6wS8;~-g$wey)i(7Mb4v7*B!`4-;3*ZMqP8nSc;>Y|8f-^% z^pw>xR!~<|RYM_yR}Un`%e+c;$kMB_fPkG={C#=$L3PcOEPe(OzJuq}_WY~6N`>!H z6@_U^SBd@}+VneZzQXFPl>w;7WT6xUx0xzoilO42rClWjBKbiKz!Jn=zr)#7oBpd{ zy0q8PsprF{KX+VO?g9&_i%G-}l@IZD(wYANXQ2lX@++V)bcYjNou{hGqX=Yx&P`0t z=t_R$5x^d^bF2MsJ(j)fjNn5mEPh%2zJ9$dmu}pZzNxK_kT}o<^!QIm%&*H2k6T`O zPET`f$`>M>#T?Z#R%JtKpQHjqlG_gmYhjWw$VU&WEb6#oEM`8qR-%W%3t z(c8#IbEGO)?cx3kk-6{uD~K(2KV zqsZ|2^v%Z68cHCR>0p0Ykfxh!_#NUwgY>;BIw4_p7HbgR%Z}f= z#~>Gw%AR#-{{T!3)~6s0dGX=W>wZ+cp5sJ~sAN{JP-timY7XO%j{p)yYC1?)e>jK8 zsLJFvhV96~13OBHwe@>|LiGh;6ORk5c0!7_m(&U3!skzO0J=!vo-|zG=v6qWp*TN0 z@$>1~xf^taexB7)ocXD54~0z*4Muo@pHq&JnUCj1OHoY%ZB4J3TKZ}lnwn}EX!0*q z^HZ`kf@#bLNM$S%#QI0ouWxE*JBqt%jXXMl7`#CVJSqXG`QrzVN;dxhZ1*V~CglX+ z9xS1$Oz^3tcvm8|G#Kd#oBnE@&zWc@!}UJq&$1ikh7jed>*b2JAtgMGEVQN8L8$4n zfu`hN^%NGDcQ+C=ek3qAkk$g4V}h%3@-_beFcAL$t-SF>XtD^;_H8Pl0*AO7xIZid zo+Nb1U;M^CX03ReYxH*MrSr|=jdR<2w<_??W=QGahN_(-hRy2z!i+-@E%o-Xb?9Vy zkPvvFmHymmTAWgzV>R_l2e&p7kMY+}3<7GmF-2N>j^a4i&;g&5ntZhWWc%W^7EZFQ z$5JHaYhHQ@G5KLl;aEKo)ymNp61dYFGx}HP0VFpx%q+|ivl)1XNL)rcjtL}raU^j( zF_#A=a@D9ZM>GRZz@~WI8sycHYr?f7*QEVNXa4{*%&gNzi`e^xDKtais9GF8H6{BA zyj5!~k=9I;s{yH`XVwP*AIFSt(W1{G@dax^T4KCSC{6+O@*roYq2-QJwQAk9vW2dr z;=A$4qJ#ufhXK%Il&=0}nTfK~WU+g#RpE{bPvW_%SWHmNBaWHUstUGa5aQtXN zT|Q^#YvghTb4nA_4Qsc@BE&CkR)g^ZqPZvi1<3+{1E!?^01i6gQSoE>kmZpVJ5RaF z-nNn~qGT{)H(IF@rg?S!(m7@&VuUgB3mY%?{kTTTrnZ(7Fd5QWxa3l`p{edZSpXg@ z)`Ho^AJtp$wo0wWAsqf#6w?6msX6o|yt*y@ukqXYj9~H6&ABMIUPl*&iIPK4RaH<* zN{WIRzlKL4mT*HXj9%wY00YRMZIh8?V-3xO%1@Igh!m1ZBfQWY8c>nuae_#;yU1<~ z`!3~Ss!HOa38iaK9H1VfQ5<;mTV-zUYAj^b=XUMvh?=5I>8pxNwM|o{OkxJ8hN#Oq zF(LlE0!IukL>An$v0hwFqSY=}8bWG9oN8z^(xlfupE`6A-7Ysxy`9IMVfVzp&Cf?0*Topyd^b; z;0ufDBIi86uvot2@LItlie;G8Edk(2_5T1TL0)9trrWLHj>2;>?(r4rBqZ@rz9kJo zucc0DOaTsmj@@IC%U146r>c`E)4fFRE>^m$#WR4lH7VzjmqocC9bZwvwWJG6M76gO z+UsUMNAYC-XOH@+nD+aau6I()ID$VA4lqWiAM;ECe>|KT*C5yQrkq4gi^8oebTv>r z(#9-^5 zMacHe-0;Y{7!6}!zMOqJQDXLQW9PC?BZ6u=DHt)De=6Of zLW52J0CL)`en-;$dn|)>hyxL}k)10;Ri=Jie`oXP!uM>F+=)fP(BP_*{{Te)0EeOf z0B&@?K_I3XEWLe1lyTBomYz}_UNG{Sh|jF67UU^5KTC1%e^GTa7_N;GxC~eQU$gu@ zKMV^96Gsw;JWC!w^Y2D_i)%*{H6=t;5XQ)`fl$&*Q0Z?ZiX5I4-rtT0A75oKj|Muz z8UD^6DzEy#XHJABg_(~U>EZJK06*K)odyDhvNWk2lCs^_T?=!i+RCDp;JfX;2+RS;qt#59_d|E9r16BV3Eq|hZeNinyl-xKC=ccR& z`^fG2^j9|*MedEZS0j;`vlf=-rzKGg6ET4d>cXHEzomd>DgXd2$1Uw#_YRh2;&p99 z;Ua`_^#1@RIzw_TZY9$hk^$)$)QA0{ukH0U^ym?vBU@D@)l%c?vCT}CL-=ha7uds6 zYYNA&?xj}Oq;qt)Howx|_SrE@l$r@?>dRA7 zKA9-@R$2_LPCGMKOG4FDv~DG@dYI~7SfLtGJf`fdx( zFgKE0T1Ln`T{^MmDtP^e(x2z*r);#6KN`+9(h07OI%)H#rgPHvk35>967C4`bg2bR zG?dvdwJ=1rGb_bW6tyHX`2MOqpPm5+-F~LzlW@aWd{pri$Cn>ZhoVQYw7MoVhf{-J z)77Zp)DWVX^ZtA~aH-#GO^;QG(N~&i>C7(WV`!&lb)KZlES|BT{&gE4ueWEEMz#L{ zQ2zi|`Fgds!kY6{ucw&u6s8S&4YIjPish0_Y$-=k9Z%fPR_P>iOHy>0;%LC+g( zWrDLQQt4P^1w`t#N_DY++zNnd&~0lQEQM=mWft?^txtb$o*Zdh*1QgQ9vuZYJ~T8CVG zW5z*GMVQXKf5&5}rT_fAWUh*>GPRXOiCAF^p$kUn+SC~d7PY^jYX0d> zid$GmP)Vw~Z!9drf zpP>YMi1*$0`*S*>(i1#B8fX1q%c1Vew`_Khxt>>)XR$z59+=ObPYUtl(D{q#y~&Qs z%Uh7#IJ&xdVu+;$c!oM;R6bw0G2TWz04~JybH=U%>URm0D$I2HN5lO69Sg2rSbQk0 zSqMMcFd_Xo;ChZ6C^}Ts%xo4Cbm$LmY6rCS#kX@^?G#9)v<0H&FWk2k*rcR zXf@3WzM+!#`{XLmj zTfjgPX$$s`^?CH4a*p$9J_g`OeCZXz$p)1BKh<7?ZqD3UPvRA|6;(?^6tP7mKZaUE zPBh3oiz#z;V7Fl-6JkLYAXr(l*xN)_NlLtV^FKdKap=1Da`Eka8+h5D@na{_pWvsa zGhV3+mmx(}lB|j8;x&~sOO??yB@!bfbu6xuU76!_8h}e&0qj?4y31p9 z&{@JA)8S-Z;0QXY`4eBy9U>gPx!i3q{VS|d$*Qq-!UzQCuxVk#jd<6I=}oh`<8kLH zsHCE$$3u*P(s|~rl9mZ&r+GY->jKm1bX#g?CdT&S*RlDQd#a?W%&+iXua$U$DOzL8s~W^^`VE(Xq{pR2 zB|Ox0kwdLCMDsHrB`ZZNUY8`6Qtf~3er|o2Hki())WgUM(0cLD>>W97T6vyJbf{`) zj}AEh046$zTixCG!Q=XCBtk&1@V0YJ703FIOqAWjxT-6v97$erl?#8jN?GEP9V(4tA3nq&qAg(~I2MTAUR&XrRBofLQ z&1vL({?9M)bko%xnYwo*ISKNcQ!PaT`5}w=w31RtWQtHE4IN~r%2Lix1A+zqzQR&& z+uiid0z!1Jnu-(i?c>m<{{UdyHn4$iVrC+ygIz1=RDRz+1k}=V`tFMr<;UQ&^)-=3Dl&|4`7x2BNRo3NH@BUzpM4e=pnScP}DuHrF9#@Sjobq_OEWtq3IPBOXV~u6ZBk0oA)< zY6jqZj@W{W?i#btipVN9rALigq6k7qB$6_OGjQx|8sU$$H#hchE~}S$9k_Ne;r$vP z%dbVsoXInfp@}80;u5Akc(qOetvGq~4d#EDhfCLFWya(8r3|P|JXNvHQAXKhGB}c7 zBoa)dS~t|}j^3ZA(Y@|Bwz)A~Mv@>r4u%QlE08@i$31H2Vc#~$*|$q#zCbd#9)5Z} z&kED|j+pBHYIJ_+@Zxa0ktUhyYJ(<9G>Ev4aTCoN&l(j``ka;^0w4W#b6;)D9i+L_ zr;REX&y9c7f52UDYrRJPHOvu}@+kTKU$glRJvNTs>969(nRf;)rEso{@ z6w=55bS~emb%3V-0FVl6ce8a_?azpEDNt9;asL2|&qhu4uMKWcqVWehczJy3<%81V ze$e>OI?^HBTXrhgR0$=PdO346-*Hf`AXylY(vcX^8aZt`Ep9!!m$rrEc~~tlMMj(%!+=VIUW;SfZ7NZsq&zy;%S=t9;MCM{c^Q5f57)huB`FPB|T)hI=Jf| z6(duL>WMyuyl#nqt+@IM#dq~7rqqB2Xtg##Lr3UMOhFWFv_E2i~#;4l24#N&!k(oDRT9tzk@a5ekQR;sXsPCXa+0x z)1p1uKQ(v%0B7YTrP|pVih3&A7LKS=S5f`iRwX*t)TA|ZQOH!rM3W$E76DDZquk5N zS2Aq&2Xx%ftHwY8j8L6C4xAhhu%4iPd)VQ565DH#9aS~(&1sq+)IYQjpG@?f&)l06 zYK*o&DVxmHP4@K>$TBq*6*8Kni6yCZC=P)fpooR6E&=>|7hQ8!+q&EZKq31_>CjaA zni`5!@ihB-20_YOjKCSCS`X-Y*FG3I{g@f*F4Xz6-5G|D6&!iG44mdjNs!4=B(tqW z+DK<)uu=gEC(=(AUPr%fM{c!?QCzbrHE z-+PF98kwPuV~rksr0pWGd0w+40%}yUst+Kw?hU@7zH8k%PS(#=o0%(Iu<)1Cl#ucB z_2EyM#?8un%9l$G+=U`MOHtl}wbGa**Y*tY!LlBn?4H-mZCb|M@X_Nds^}n%5?6*= zgsGkqguj5v;|4-r(J2=o52gLUw_CN6PSH%ogM2C%96ygZ`Sp-d?A8|cP(g0)?s%2# zQfpf1?EZA&Q_^c-;rr(kRk*6Mc?hPSva#jFHcG8vmFgOx%U+U-j}a@S;|m!lfG$Y~ z*iK8`(hH_&pauh4AW~1}#PP0txX=$lw(GR=G|@p6vq%LGi&3ox28t-xih@4VUop_< zTsQ4K3>B5~)Y5J#A%zrBSEWNdjS5KGq(uN|MF{Li)RWKG-rD~8k(L_fpB5K6r_22G z=%seem&fq!yg6+Ja>zw8Ml+h9^$q|R&*FQNc}p!l25Nn|IH3ar3~> zMN@HnTI|VpLsV`p=a#Lnff`hl1#C!Px2mja&)tHw%rv z!IsT+e2Z&Ql70mOwI;dq%{uV5*!OY@zlLL|jwV5&E5v;3O7Jwtr&FrFD~yAzr*Lk% zh$v}Us6NiW?y|9phefNXlD?GOY6|g(7n00DC!b-PUE^_`2%aG!HSX1<4m9jzLMu#p zP<88#s@rW)ZTtxQLIjA>{+sDNqt>Feraf>*SaAOU8#d;`s9cUqZ{)Jbk%?peH$Hps zCWT~)x2j1!(c3DmzKx}_;5#K|^09jZwq zqlS7psp_JK?={p*3~3v97FI;@1uNtPeFwGCa|AQX7>!z1HK<@Q{zetA*-TXQg5#7o zTUlA;g|G&r8Pu(ed_-kI&!MkTVeU?*tC=Oo<(|4)y0Xn3c0Qt}siUBlIO<{$MHKR> zh?W6e&aN$SbM0d8G0SmCiC^@Bqvz$uxbpirby2cz#x_ffFjgUg7%#*W`9IZO zieu=^32)0noVkX2?&U!AfTZL#9|()CXcwyplkqJ-^MP zucpNMy{z!9Onwo$U$a5apC8-OJA3WiUHEHnB9ZDSygvCpQpn_VwG}Kd2TQ0QvU!CT{?(=F?QC$h_jm;jkbP9z1-)L)X34$ zd`uRrgT+Z6W7fXDT@^!n3tYyGQY|Eo!>reid`fVoC@2r7PPY&5q_47#4;w z4N25$2d@Lr$85HpqHEb9iq_hn+B^z|nH*32`VXKrJs%CJ&|f%!d!JO+sChDZ!E^`$~*#+qa~Ke z*E}^so^&YFJuOD5N|d*huc#ZFTiVM$TiMijJB(`bt$qSP&S}TX9DdG-w_kED*_d+t ze@Ov2P!th^Q(ZWzHK(tyMt5iRw_ofT>FRKF7}zQdaK}?w4Kvd*Tyld<^VFSBA=03` zKB7-QpJL?Optem`@Cb@|jycErxbzOY=3UEkgh9C6NjidPgq8y}G#mi)#yS|}%3>>8 z0St3i7hkyZwM%&#c?H9vb_~jHMTP!?{>(Kxsnyx`aQ^@Y`Fam4Fi!|@0ngFnb{>ag6&AW&mp zJo$S3`oT%LGHp~UiJGMrMp*vo40Bw7BbH$u?nUmrpQjxC8kfWHd=mOc^nbuV%h7~U zf=M6`@N}uG+%61tuOrJdNWyvKsCj&aw8n;F&1+m)MXWgbf$gh#rD#5wvnU)CcJZxg zPv_DpBa2-TRhP@Rhp(5PP1zjekgGe;`br>rm|Q|)Fvg_>f4BfF0*AQ$S3cZVjpHk9 z%+%ngyNS(z$@@BTCPi>2V2$ODJb$C*(|${MRl@?rkZT%0ah}!evT9jcMVb|UFMVR% z{YmfEM%M7hm4O)p(O1jr~ zsa7kbvZRE{cm!Y7__fEiws!F}r@L4@7fzr07xsULq?dx~J8&2xsjW130sjCOUWl)7 z?`it6Yd4KVxmod0%w(RE#Hkdzq>O7xr2;nP)CAS}upf_Rk=EXS@iU?apIoYSGVaIG^webg=3_l6!Y>Lmpy}Hw?FUMD%jhB{a19q#9l1m<>N&N$PJ; zvm33();m!(-jIf&amUvKiRh{bFCzlcpdgCSsHi+ir8-`Ax6O^av&Ih(K|!9&OIuJ~ z>ag-9Wj;Qd7lcnNk%kAz+QUT%KC3&2HYeCCbml8~ZdOZ6aVi?>Dw-+fmTrX{yUQDv z_R^WBOHmjdvXToH4S_&-QzwQ;3iP$Y{I}S&^z?a;|k=9)UBYWG7}VtG6oq*~#v z2dE>9a812KpKV9X+f2!#S;S>HifOHV0RI42%dK4U?)4HBirdE1gQT%q@$$xUdUBij zkZi57TybwC(^f$7$4L}MO4_*=t^qtjC8kvjtkwfcF~2uIhU4ZftjJ!-$iUL95rFfj za|(Yy=hI8e+tjw9t;YH96i&(vnKhxW*zwL5dn9Qor zUxW&`42%!Yk4-l&ZxTwg+o94p8qntl;VgL6d2|xxf0^fG&~#A8$bpN=?=8R>WRcXJXVT)L{B5-HS14%|%{R z(qt-QmFE%UC8(Z5WuBK*GOn<6l|}|psM^}BJ(a`Ewx3U?MG9j%KsXX{{-Iu!P0F{L zYYkaH38s`k#p{ZL*IU!(CjELTnQP-Sqtwx@B)KP{nrDElkwmR246f0eh=Jr0{;S%H zK4`LN%c?T?e~1nhug}kiMeWLalDI`RjEaxOwDTsF#cNa1N637|?;1+Hr6yMhB%Y31 zeGN&7uF2I#XBr)H5>Z0h<8@&whSQ)9Sep-KGjmn5TdUez%~4%ijB%;|07_f^Up}d2 z$hY@Xi6fo_ieHD}{2+#=e~XVEu;#u(?`bgbZV$E))H^gZiHoj|IAxFpmZH>|Bn5%7 z1&9Y&Hu`%g{m)44?YwX zBOsbqodsL3<;QQqijy5txpy8inzag4(ZyD3GPG+r0Lu~t3_of7juC9ez!B;o6M4N} z%W$7lB#4b#hzl?CHK*^;P5q^uHTs;aXTb$GY~kcLdEy@rs$U&v&>k)?Sd3SL^=yTxxitOMdLBQsR+ z9;Y?Qr`kL=QWw^$Mdw6k|Crz#sN4M;VveQFQ+dMVwu zi0>4AL~uhfsl$cy;iWM`E5KuoanO)^D{W+O>om2wV9?Jfr-B@%Wo+#sAk862rI72? z#G^QC0!{55^zWvgjr zH8m?)98=VN)J8R&x}Tr~c&t@TxCh&7G~PM4g_aWe1@vg3sr(=x_|^#(uShR8jh4!D zxv{BIv;ZD73)7~=I2vrdP8t|0}O;=lytft9Q3W<4^bf~D(_K>()B#V}7eh0QK zEM*=eL;Xf8j0%!DJsJ064}`4lG>l>K;rxZE5HnJ9;fpK^B>xO7*e}%WGd+PLT(mnc&eJ8Bn3@V-GwAHzr{jGEU3XQ2Li}+ z`#X8UjQ0|;l6d{KH7BJ8+TY(6 zaI(>7tFt>tA4(&Ju+!rs!>e4)%5{&3;RTE;g&-wlTq?jVNz+p0h;x3dwDCHTWd{B58&@O zs5}X+IQo8F7u-^(u==9zQdO$-4gDvXyk}BN3<_F@q6r_TYOj zm0AXo+SWxB;?X+&wKNKTtGm-fXwvB=v zzi}6Q$jG+$5wk)Dn8~7?_7cPv7{+)KdbnCVUg@g9Vd}F~m67KlN;axyo}uK5p}_Ka zDiPWu(FW0EIzjp$^+c0xR~FC-9HZp$yHPpErNcKyPdqFrhHLnMEPK3#3@qS4_& zAc=?CKP+(kzRr;N4z2B8%FR~GSqAFc80v!qQPj&{5@tN95Qd?vA_d}wg|0kp^e8@_ z-LTkam6*t_5XTWuUoZ7~^m%o$JU(?ZoK2W zZVsl&*3KjZ0Rd>h85|UO{k;yDexbu*Y9xw$H4P;_Le7${I@1vG)Iv);b?0MILp}`j0^p(%cHB(*7S+U3 zO%u}NsHx_w46jP{boBycg;qC$p`=h-RnH**08jz9y~j1fM#e@6K1rwjU+VShva~X= zQo8&q=S^#?_&~t<>bbB#)E}oF+_#=&gz08) z&c1y$4ZT2U<3UQ$kzd+)510A+RaYFr5!1E-jWmIbO;YtMVzI0`T3MX%hmyDYk7=X0 zDOm|xkKxn)PL)G$&)MTs@*gwyb=4-;tER7tuO}pw)PN+QQZy&j3Wixsro?Ks?a$Zz zJ<<0Rn%IkC1c&&m{!f>$PE^2rDtMLof2;je>FT~LQbpwZRc$(Su%{)JokKHS6kGDz zf7|~aDFsMOYPsQUh%J*$u!Q1z{B$317p z_-BxbLm1VG8d66xBR>OG`ERf3`hT|e!^VUCU+Vt=XRlSp4^IyB(lki3GE*;;#8ucR z)WyQPTbB0H!ygvw%FH-)+MAC*BhfVuLb2*56G1gnG}8qE{6|}pW%PnBPrE+bYa#H8 zBB-VgK4Ya&-$`y*%3DaKIDG3$ALKga9_r0ve&Hg|Rmmi#Hh5#INJTrbIwP4L!%z0E z&dtgCk8OVBj&Afs3OxANrY<*zVxgIV%`o38@EsmNa;Hrc_fCH zHJO@dyv91IlCGwrp`%eFv8j|Z=v8eiqoLB-&%V9f9C1NKahR9kn_^e)a2+Z>LN0{?>wp3+r|REh$(;l+Q=&~Y|Hx9TCNZ02Ts%Q>9?02!>Ps(Q3Z{*6sN zB!$bw8^?9^X%;PiQ!S5d65>bG{T|g6`vT|Jq|zH`;R=UFE1-R~&Z=?z$3d3wqU=0v z9Y*6d669m>#^tDlt27e9Z7>R|iBZMWYrelwKaZg_w%Tp1!7MyV{u~g0Ej^H zZT+7f^Zx)s)}QC-uI76}YRZ7wCCEK%)L2TgFWtp7t7zqR4hob-I@puI`g>OkLL<_! z1&hj`4-@?#U+2<=w7H1tx42T{h+)U<{{UC!I&8@Hl<@_Q3dX6eWn_&q6EEDMaun1g zjL)jTeOBVb{jy}0V3Mg-W5S$2F5mNX>uuLJ%Sj?#0+nT2{eb>`H^sPjetI_hS}fD# zDy5`YQwf_Le-6b~d8V8G7X0*~2dQklQ`d=2+dEyZZ z#()fKY77no=5zVwYW?8^Sn4*4mPnzC?@cUqW+_&^=b1*SHMN9i#-6QT z*V;>qvmAyQ$YsWjT0tMhPhKPP>3!52WJs$J)iAEJO+^0y4w2EwRik%qWcDukGgYAC%66kA1c zFf4A=gUYU{C`jh3@+h(LM#{{g?`>E5HvsQI5WlkNCh;DqY5gC=*2+gH%2a)%f0wBF z97R1<4NV$SQp+^!<6_ixalDF*9UMEmG@v0mfUzGyIS1N{XTOA*HPKd>)TfPnhYaxb zU_V{I#Rl342WDdC}J%{@Csl6c)viJj;2tE6E>h2#Ai zK{`pj&$ZIpM_qP+QFw68c>e&GqV;>nh(_co^c*<<0IT!q4VvgVOjPyze={`{ZjU5u zRe58qXmrIo$nq;Twj_sC1O0!mw6Mb&Vw7!5@lu|3r%$VtjK?Z0pJorJrhmg;9b>}v z9&)m(YK_Z~riUKt(NMz*REZnLs+TTFW&zad)z3dq&$NpR#!YJD{jd8SC=YK9w}%pu zD6bv^C;Xr4^6FJ*L&nt&8g5F~rI+^nakS7&6eCST$?4annaRJ?(Q$8T1aQbHC}sVh z>i+-_RI$8Jd{$L5k5Pu=Kal=(Jw=bFH-$BBLa+F|qLw{sl^?k*^G)OZqp=J^*$+62tH+d zxOord<#S*9FPa}9?W33lFD z&P7Y9^9@0i24vOxhrd``C9(RMiTe#{<}srKrl*oAAwNv+DdrZ6e7z~h9V_;ybp6Ek z$xOAgNiho?!ImU(73J1gX#i+rzzzP#+4IGqX}4kL$B*UbU-f;2(lpV>S!)cgEC;q2Z>7D3u~v3{?T;nw+zMbio{g-liv)HV2zu+t#)b z_U)(E)+QO@@~`xN$6ueKSQ(N@@#Drgs$}#EzO@#6yAV0Ee(Y>^{EHF4=CR2?Oc$?a%seu<+?yT*MkP@uL zxGYZqGg|)5CARPkZEB17t54&mZQpwzZLL&dqD<@8 zDR+)~9IJUJkz-Vuw9_`0P#Kj~lEeHzDWmYFT_~d*b@21**4I~3N%}!dV2}ZiKez4A zNm^c+*x3rXg82fBy!&Zi^;e|p4~HvFGXucmhx)j5 z>xJ8uvEt1Q8j3`MrAtXKiZ}~SN149iy?XCrOW*VLLlSPX&{O@su(gWuvwHK0Y;%? z$OQ6j?Wm-fp9#SG8_S9QeIqHT6;=-)n-)4prwsAO%=8z(VN}s%9(ufcMKKig@#Jc) zEol}oMI7_iG=!?ArHMoG0ORTG!F3e?lR@}F(m&dT^Ui*KZ$ytDho~^k0LcB61ZU;b z-Y>D*q&*R>TG;I}2vtzU6cRX+#*UfXyE#+jAwbv97PwAgwy)KpYJ>2wq2W#~{Jvc% zWw?$l42p-;6JOh;Q}*=No7{M4Joy%eu1U;#>Qb$|(#D9u0tE8u9Fuhh{Ej&He-Bcu zlD37R_&Z1XzuD-yuI}y8p-m-xiQ%0775jQPKg$oV@STai_n&5ODlGnThZU8d5wWXf zc5S^o%a2*BWriv_6ziqDl%%|Ri3PPXGW$2>OHIFW-b!x@X15qogHuX^*%%Z*Gtjqr zYrbCOg_m#eV!D}>x%_dUW&|L0;=rR44{EgsamD9tj;-t6p-)jywYJ796%Az1Q#wZp zs7Wd$B)r9Hi`ccz%G&ZziXZG)BxU06&1V)}xI_KmSh#f3mZr-9_2wzC*Jeo9N{{S1UYx5lj zH9rh~Jl9oJDUMD=%;s2^4;4NG+8Y7Q*RyPvGO#O zwYBd{S6DYa4PysckzxKW=4gB>9aRzZm9qN^Za&}NTTQOiO0Xy-YXX{UO4JPGkMQHA z3C*hTR_Z93hv86Hg?#?cnKkQOUiRJ{gVTBJj@YT)dv`CGfvZs@^972a!zP%T0Pf6^ za;ILRwpZn@0U+F9g3%t;XG113cntl&<@x-&e{S8N-=z>kZs?+wbQN5w?+>fuFR*U?qbc$Ul zjH??;8_*5p7YEv+Hyc}Zw`MQL0Z685GPtLm4^7=c$~)zo?)Ip*^cALqOd1*mC)3D` z@CTvBo4NZN?qQ0qi)>J!nzCGlMMZ3oT+u*WP*B1&!;+ft|pf-i4wtoIdIT|7@# zEEJE(RGx#gHrp+^HuABh00|vNeM=ER<-)(==q}x~5_W!Y?%m&prp>`mPPm~xZbfNh zNIvB%;iweRdS6R}>N=lL(m=VgsV{!4(nUIWRRdC=<>B-7=|BFlBTCcDqi5Fr%Ynuv7CGqS%~0o~ zjgCR7o>;_?$`DB%T3uPSN$d3TEPkHCQtY?3vFeF*@uAaC@PD773*UbGxDiU`GZkp1 zv5}l{7#$qH;S^uMe)Cla@P7~9{h!&7Czks4f3N+$U(=gkpJbm+ajQnY?i_!~Ps{wh zJ^R&uqr%eK{vBGe`+t}DdjHfQy&17K&&v3Wkq zN~dX7){Kazk(vIW4n6biMY~_tI3rjCd?2C)B8Iw^10mvn3Yy}+ePp$c^Rn&e(a9*d zk&ad&MF3WrByq10Y3u3G*PH%XJGXUF*HTht@Ywok7Lq!Q)nwI`b#;{HpiJ#7bsj}7 zB^ptUJ=hUu`X6XTzVWx+Dl4Xy_(Ew_;B|Z*)T!a9X0`Jj99iD-AaAO_j%no2>76uF zngPQUrFenq({?}kQc-Q3Hbq5tFLKvZMghuXD=M05%7l!HbY~}H7wPXYThX0k}5q3Dy@r03l*uCKr|AB;&OA6I1U_X`E(LxKa~DUbnD30_Gac4^%F-m zTV-mZudRt;h{sDLH4->xbEy}`2s&-*{?DuX|=t+$3P^-*AN4mz=^z`*k)=`}US;^^1yPvy(k*xiQ~IE;+7iAfD4`JFWIBZFt;xasNxU?xrRnP_z#>E}7h5|P`ugqc!Z8h-7nYtjGPoQm zkUMyE+#9a>X#+)PBF3jWbr5TxhgC@YvFa<(%~A35r|Fk7SI?UwPONDT+j`t17FScHyh}nA zA&pdIoB#)(g@dFVj+uVEqUBt*mPB z>W(16eCa{^eSY81qM5fwf>R65+WkRb-?V(cmr7mL@$;y620pVFU$kiJsVgG1wbJ8S zT9K*kELX~lFQn)U-%xn`TG3lXia=1c{52oT!~T6L+jsrS)@70@=trZFzwG}2pQ^j= zFXd~uv-8*1_0~%dwq~iRR9d-Ug|am9xsFK%Fqlaeqv24}5+1-@{e75QO?w&90Pzri zp|Y`4$Ks|<2_$5B^fQy0Hhs|o^8!gRq4;Dfq~v^v=v~*I(XBX$RcRPgM%kI@8iERqA7n(S#GsU_wX%RG}l&!1m>? z^=ik#l(YW;mx<}U!SP$Q~c@eJ;7%FD?`5 zu3A9Zr)bmj?bJTcx1k0YE349WdMI%-yG7@vrdp&)Da2g)2xeIa3cUVh(~LLL`w zezRE>P+*X9jR+ImxC`sXtQtxJ}Uib<-Q$N>_iVMR@FiA#+-iR6#1 zi2nd%PwPhCG+s1+r>D!e%+tv9nq89hB&0#KkCSQqzvB4x3hz3cmLDu}i%U`Gia9)Q z`(6n3vaE+w{-MdbvHt*KexAe|UhTJB#o`fNUU~AbrFyN#*LiIjc{J(#^;eEQ-htY@ z?nciHbyL(-NRKSK(xqM?G=*_2%+C@eiB5$nPcG%BoqZ|%x-PkzIKN$^ zX#Q0H03hkAef*djL-$$QWrkJrOG{ky@uiiX^G0GS1AjyL{{RnWLdd{8NgP+pL0bI( z0E?oZ5Z|__ZJ7C2Px%-gJya)Ye>P;;e<5b;w4%hFze7hT$>-`S>amd z3nLbc%GO&+s@wvN({AQtX4kuPh2vJz69t&kq=6Zz3xSc6e`wQk<*lo0*&@5#^@(K_ z2&#h>1LCbK#M1}m=h1@2{N(=i(57PvTZO8lt)qfk8r*(c9VBfkgow$ZBtP!ieMrT@ z`fvxZANAvQwVkXkAkye4^^K|z&rk$^tIngQE%|?GyopR^T~+uyfu?v7Um;rb7H>|= z-<^dd^+}JwVk2qkrcAt53i%0N&aG1LLctjbZA#@!f={yhj%T~PPY&KTdijpk^W(t% zw5>kggwS&T054cbrt)c|S{g(~q!^}656QfbK%U^P$yd!$K`!D|gp_*8vC_>`l9{7L zk!BNU{QWu+HHCv(fn*}*MQ;v z9QyseE=RN4p{C&kaS{az;xWVzw!b1XQI3WQwxgoqTAG(1jICwWE-xU`&6bf|s+pt` z-%6GR?c}&q&(hw?(UKURINpV++2zENJt%!Eo|ukEr(-O#$vP+?PPFjB&MGNf&~W3! zk3u#suW8|FYDP``*@k*)>oT=6dAx!pP-BBFQKW@H+Jf6y{X8FL(M-MywY*4V&!2`@ zjzB)SC(fLDCTkt);^9`-Z5E=SAX@RS6cwQ-^7F{)Taw>fc3S#4X|s^alxC9b}ystGe01(lQEY{(<{+`=)o*Q+#Qp9Ik)41k?C&+O>E}Yx8@eER|@db=&?&JJl zh!afk96D*scE4ZYsw(5&JC7SgNKfsA>Hnr1=;0nD>ekLA5y`b0Z^mb2{Um7WKxXH6y+DQvXIz|`m z=BpFa$sI*YYhxi1X;G{912xCgpK3JU7|e0N>_!L?Jw;Eb6mQ$n5=nTM^XX_+W1%O< z8UQNP)U^~N%AnBtblQKIr^DJ>$RJJ6KzAimJ8H?tT`ay>w8aHt)tIWhOd)k<4F0f0 zYx(wTY0BHg_6>6-oyL`~X;K%7r4Qv_I(hU{x^A0=oS{;9p5B$Db408~Dn@|Ok~LR4 zY36!QSAR2)iko*fX(ZhAnS6noBvqPsuBT^YRFV&}I>>2F+yse9{{U*RKGL@=bByTH zT5VSkZal~elpcNL3VNO&KASw*wTn<=yM`m?5W35n)3^n#JvATlbR_J5<|oyghF`aX zZ)UR9jT}F2wDh^!iKmuvFZX3^V9hEdk2xUHhxz@z z32b?LbLMMNb+x#bI-Kah^AuvMP)2Go_Vg=H@@IPHags;2x-)WRjL{Mj z4%7btmqPL{)azn>A5X6y%2#?+kgN$I`Q?Y7q0i2rZw`dEyoG%n%k`HD7zet76HFXt zMg5qsPS~uc$Zh0&SuVa@Y_$-y)IY^$lkVOy-ZLaG9g&M)*1@?bd{in-^%zeExRQy)?JDbkWlE>`*n@0*uNNKV% zwNlC^D75CTsS{CT1ePqTet%Er+q2$o7Z&~;5vw=)bf*)X{{WMtdw97{2mCI(i@TQ=}K0g^iqxZw}=5Ofu?`Q7KB0%zXTp1abB0nuqyde2SMfRWJA5C8Vg5 zSp|J%Me|5q#Bj?r#5=eM(nMluUO)|&P>*kFuI%1nqDGA=T__f+PDv$AD09RS)33d9 z%dV+DqzqL(J)OUS69He0X$-hE!8(AhE62+nIUhD{CO3vFIUNYV@jE!25EK$T z=md=ms;L^FBEE_YfK+Z{_ugaJnHiz<5__>Xx zh{?4emqXK<+Ddwy?L94Pq-Z|m!A(3t#MotY=GV-R30Hu z5I#bHVt`|$ZOxm^YCf4Ei~?vL7~KB=y*M=dzFiM=pUTtW{YQbaeNx}VVT|}%w!bx6 znwT^ONnasXD=R8`?!1;NZ*}%x4A5F3OIECHgH|>EURmk5`LmisRp*3%5snyAzL^mW zf0Cntr%$-g<-zfDZcb~l{a3arS!vc7AgLAR{Y=1(o{A1Kg2XDaj)W4AG3h+raBYx{{RR2Ju23$b>=%2SK!i7 zs3bllkrPy2Cog0c00kfF3H(`!UeevDu`NE|*g7kIW8dZ)7VYFix@iER=YZepuVRIPZZKsv8O8Wg7pf(=(W%T=|9re_d#}`mSGtm z>1aJYKjQjKAeo~Il1OxZCUC%NKAN##=hSMPZqhQx4K4zjnn+}tJt;vjYIT-odEAvx zUcF4@o15Q}?KE40$gG1uoe$;yt{pRZxA<}?m20c<1P!W`^R6`T>2ZnMnq9S^+>d`N&O0;T2iw3ykj(@MZF7HV^76H$dDrxrl^z&OmE3U9v z{!9nYjy%7?(qkjFaERgK$3<5&$0{VqkjB$1${toTB7$@l`kRq&^{n~aZzfFvw5ZPy zxBXsSF8WJpaPcjDDe(UQ#nQb&#dOxsr;>c7ZaJW1-9Msv)S1vPg;) zi8X=#)2*%k^>bTydR6s&fFOhUQ~aGW7TQZ+38EDM_TbQhe7~JKDt*t0+WTIfrlO$G zH=&{rJ#mQ|LaSwRB)+@7fg=2eKZERFvc-2B2_$o;_(JFB<&XHjgL|Y_@>=Rh!Ka^Y z2l>C$I@SBRw-(sI_jGv*xoC0nW$Ne0#EUgmRYq-Um1L$eg_p|92CW+9Rtm%GWw4iR zuEa2Dw*>I145e%8dq?<2dIxVZi;Fd~p_VnyW6|NCw1S!WP?1kF(CD;#UpJ32(bLyY zS5X{DWLkdz~$; zE!pIeR4>9C;Uw`LHxw6Jto{v>nNO%y!1c!fGoFmMO=jiJ)2vkDswzd$)U8=ds$UzG zGN+oLdT-D8H|oD0!UJ--l0&IgV{?+f4l7UR{(nA?BIWot)vK<#coC@o0Fe1~Zt-zL z9C5UCk<;k(l@YR)ZzY%umt*PGf2G^=?L@c4@jYEFt=A*`{V8J5)aF81JYvpRI6zqH zVX8yw;QcM`i*!h+>1bF$#~!+E%ZkXnw6n(b6SsmBQz#1)3oHJl7rl;#RtMAV-4aBB zljr$=#q`?5ZP&!rr3VFH&cEmK>je3FSn7=hIhr?-ky2>gLMaxSO?(UK2HcPK-q}bc z@PybLf5Lcmq`3@r;naLU{{Swb*X1cZau=A$@f~c6!Ag-J)a+bXo7(IN_o%Jdoc{o; z_H?3IbqbTxMqK3&olGVmv1;%pvmz{v1>M-&Rf#9rtWZ^HT9fJ0H!9dCkDo|w{f%tC zA2b$fimJm+EXiA4G}28gC;@_*7^o@$3-#jGKGs`@oOnbkC>~0`Kj_zwNhN5lQ3`{a z_KZ+`#tjdb+IrR7d;H|i^e1ojCdu4**|G~YQr2zU&Ptx9yBiidS27snfKEcHL=?;- z7mdNSfgaO0D_rgfZ*5z~P{m3IRd1C6N@S7-MMyt73VE;#80^aFwh|#~DAHVjH61`! zs!jijyU9z6xo;|K9vZ0U&f$) zl~2nPBt|=!gff}{ikjpnCx9o?zn@4ptGnI8K-*o=x3z>;L2wsA)J-bOUO7BL`*?I@ z@$-D1k-v>n^}c&Ck)kU2w9Cktm3f{uiRxCqsH#Z1TF)hmY7NSpdqEc}?`=1PZ8XRH zZn|8INeqD;+L>sIyETg}{5=@xF|=rhBluJzl$Cig8~KQCX`xjJh4 zMTK%JPhN6Q9ZD=vK|BcrreuL{ERI=&x6@zK+N)kv-iR{aS~*|Ag#dh7t3p@P$mi$M zcz4~SXRvD>iuMiyxoYI2*G?P7?nbLTP*S1Zfli&PY; zJlcq45vASB+Rbi#qT4=}HzTg+EA$Cx}bPMmt%6WSfOluVA(*gK1G?dPdT>1*;6WLF&Cs@JqHgu9*_5ZxNO$m1?AKhEJa;JDI|n(0)x+w zo*eq3$i09WNlCgRW0fS2UdE@2LZQkv- zN+}hRTbzGnbg%5er`k?`E{s0e?6lk!buv=RSz8@hO&KSZXQ-0kqcpJ9+z?HXT=8N* z0FPm}mIPyCXHx4?pbo+3{P_L78^Lbk1e$FKgM~XzYxtL;o+?UAd{i<-_0*Np2L?#$ zOmoWU1lr6{Y9`Bn&m)`ueXz4i&*2gX{90Fs<@5VL&DGlAPaDf{6@aBRWO{Kw>aR?7 zyP}^JPdpWqMrzAMQg@E8?ln7w@&4hx&jQDrAN9T8Rm&=vR3Od|9-Mgu_Z^uYdUWaG z^8Wxqok59?5!MI8KM?w7S`BJq10E*~1$bT>0&y&ekWoc<%mZrJpTD*vYd5Tjzrk9=S zi47yDb+I~hpY>O@qZGRsU1k^oeC%Zm~8x{qOf<9L^Gcaz2fqX-s& z{{VwNe>3);jke9E+R0GCYvF~iT2?tV2L#XqQaE|^VXMA1KfcW-VioYYKDTI7@zKCj%tdDB4l$EhNQEC_Vp_t>&N5TyDhfXGCXPY{?Y5^ zG0{!V@f>n91PV<^qY^*W>D7F8pI76unRzQ}bG1vAd8DbTdYbySm?W|JVyBoud~Se{ zqCe;by@;(g%QINv*QjvQmE)Wr^;e?i-fyFaS&a&CQV;{jBpx;OKkQJiR%7aRhF+fy zxhN=S$K)!&r<%T6db0ZHwRwV{-B;B70ngB0=h@^|QbTN6qAa6@5~Iu?=l))oHS9Zu zx71nOxRqDELlvN|1#3bmKF*t|QL!7e<*-ms`xNx?Ne(tlq_R16R%WTk&iYb6)D^sM zaK)?%9>arLT^VBlf%scaKfz9%nn-T;l(M-55?JeP0D03)fD%uxN2ihKTh8vvypG*U zy85XpYSIt5lA@5&G=3=QgpqyP)L7gOF7_n-cn8>nZ(po`@x)yi?OOhPIuG0`Si!?swAGe+ws&vy84Ank$@x~%gKbd1- zN3kSwSlWQwa%goV5nen;8u9#x?WbGZE*|E}EsJz`?Ba|*kTr)&jYI*&>NKIqI6l2w z_SWfs$F9TUsH-R|Fx2s*t$h^;rAMX{$~;17I=oD?BQXZwk5|+E zfcD#iC-}0;!54;=uNAWIIPRRmfDV9oiRPvc2 zi$dv59&+FXOWRNNALH+Ot%t_OM;tW`KQ5ZHxwuB9Ruv+KpBMNCpUy2X|gXqu*=bx_@ zEz2mIvNUEN!aHmJuksGJacGde7^$zA?j!x{*1zHD9gx~vZi1yNqryQXbuNZOS5lR6 zB(TY(6e@#_7D zxo94evjL2rotQdPr2vizq^OZvqxH6+r;u0l+V)>>M-`Yp8(T*zzY$6dSNuIYZMbeR zzlq~K4!l?~E%M>fPu|}EItP8UZJg^uW~hbfqp!zIXvoK_heU=tGvpdcZ&@EgMcGfZ zcH2I|G|g{q65AEyr&7@W0LN?o$Dc>H9No<}(6fu*5;i$kRBGassRaI2i^EK%kUZWJy4&=kh|Yij67k7B?<>J9k(lifk#$i~%tIgy zfUHhxc+=(Q(fAfUa?LxGdRXaW9#oY?dgEB^=aK084{A>??Uvp(vx&q}3TjX$X={W0N64z+%DF$8z(NE5L`5+##S2WN*a+y@X02>%A{wZ6K;Gq`GY~bX2w-hOV{0OSreSHrp2GYT6PenKP@n0rH?+uc`I@y&T56Klc!LXG`R}hzKxh@47ypXq;U+$Spo&J zMv6x~lH3Zc_WOfk@uj>Y#KlV{r4_ALwAVE!ImZfAm5uk7O0;crGaQ9~4RoAi%#rC+ zULKt;cBUGys$rzt`JIhE5_DPCw=4FwBO=npAQciTk#th-h^2^Y8}s${aT-|LBF8k0 z&MU5{rR2oojemUWS00nOu9)y==4FWSd-Bgb*Kpw}6#Ux^-L&&$q~74zwvg|mv^ z>Nh##fMjTaj-2BlM?h)^5khlcK8crEd<&mvR|q#oeFja8l@!#topiAzsVX3bN^?=B zR#n!_UsZ^@0egEo-}l)J6?5UtXejg}6*x2pJUDt+heaP-wn;jbh&8%Y7c%N{Go5}H zZcYFh;C@DGk7RY+SUSob)w^+6ii$bn5+!^M4J64%3qvQ8u%tj6mo7n&kUdv6_Z$t< zTU(=Z5=A93qMEdlG~+xEALU8`L8Nim*?1A#L2)7w)Oh5{;&b8T(zF!vug|Bgsnyu7 z$KBM>^+wcu&TgU#I-yYv(Z{!oRUZ+WN2db8&yd_7AaAJ`1KS4r3GNM?Qh1EMNfr{h z;&DoR>(Qpmw_ZiE$#=OZg4Kxu*~z#xC&}t@fx?u>M|W)eAnz^TlgQI&HqPI}($5@m zwPk$SjLk({RP^QHizPF=c#<{&6;>x_3@@aOMPu!p$YIxF(c7$l4LmmDb6QZ3pG8vI z@@1S++{<|_+ltjvHH;~*5tXU)t|&*IIvn<|^6kuGF|tFL-1z()@>B;}94rEzTso5_ zLQ64;(@cRIPpOC}Q$8JjSR-y__ z#RXs)26*+u1l2WCPEUjl0x+jhvzBXnyjxEBZDu2a>M+~z6gO4#x<2cLBwsJhN$E$Z})ir4mM0Ehi z{S#Mj&1qa#qsyhoTYP%?ZJ*2KXg8h{8Mb1Ao|P)6%2ph;b$x7_V}=TWB|}N+lTyZ2 z+U!(0SLNz>)}1C@!p8j?`qAwrl7gDYhE(~DN`}6RUrKa}A2K?7D~+X_ z36sU=t1FCAS660tLkfhBlfom3rF9GHRnsk>SPD2gyn)@rXSt3fv;osjd^UlNeEuQ+ ztnuic8=Ez|k+)hy;e06!eYId}X-_(WwZX5D6eZW>-*@5n20s~-*mcmK;b9W8Jauf* zQJEo{DCC)I9CNEyjbi%cDyN%!*5kD8ySIaFJ(!HHp{RgKB~Re5%BSU0FgjB9%N_F{a>HYsLJD;clp@GJ=~I|YowA-<)6>&=t0^2Dc8_eFWc?NTDZazI-!qr zsx2wC&xj(HxjLDSrXR0S_IGPxw%Lt8OsU5l6?mHde0nC_H?8XCA|#*meG3y`vphlJ z{JKbQ{{Vq0HcE<%X-v9aPjPA)bsd9LXeLz1e?Len&sy?H%UDv|l!t?GK8v1@Qq&aEa+mpwK@ zzNT2rkxU}S)JamV4xMBoST&TJo_*1FD|;x>w$l)YI%8x9Nyw=6<4QGrfFnH$ExFRc zt%&ApR(3<$&^oH-wG4$BeJDW$e!(XPkrbgIi&)JV%S)a7vQ^nY`z zBU?2*wGVi}P|?Q z-syL~PXh~hBaMwJ!OcBB0;GBx7V;G*H8r)l_U78~U0y7rNJngJs^OZLty}EkqaH?` zYz@`l7P^uPFalr@>7MrQh5K(IIe09^ZCAhx$f0X#O(4%5?+?gCf{i56rYOpA^_ojlU) znrfNSC~M=KG^pYV^{7TF=o#mCjhX!o#*@eTpYXCmCWI8$&7KCi=|al~hua#U^%Sq! zoP594mCYAWOHTOYs(ht<#pSAM$ew8m`K;gb{q?RJ-i^E1T(n(FCZyj^;bPG zF0G$jQ6j6FVZ6`zdh2m*1pAYYik_w6K%!Tz5~)UXNrIy`r9VOHTW}PLbGDyl0$aMo?0Acm! z-k)f$L{Ybe3hF=V`SoYDyJ%J7DG>Ddy!wVQG@<6HrDv>wT&m2?P?}k^qlpczVe}+_ zy?fd{M~2Iyy(wgHfk4Rf80)G!S>%#hAGEEjrcVmI)0OAR7?M9Ej`y|6Rr(%37C!AP zF=-eJCy*RJDtx&8y(VUnYa@`W<@2W>E~m}6ph^XTzxb3RLGwuVAr!fInw^8{D|`7r zA5LyLdN38ojH;*Ac>e&lugix`9S{1JgMxT!JFhdvFk z^Jbt4TUl9@ugK2@WpYNdNaZSJ0z(%ds)79p^ngjXJ*xiZ$WIg!MH;sl)do+f(NS9Q zKbIQxA{+DC+kWx8@cXf#ew&~b1f3P_I6QHWQ_{z2e=rWegCKL;+M=f|QBzp@Bgf)u z#FVQ<%S+~ps~a&@zM>~Dd+-3&aqXFTV|NgJD1oIZOuM2U>YOVm^8KK2=|`0L72s3D5(VP_Bjfenwa%tx+$W#l+5Ox(3jE%MKTOj zJODJ~<$?oU)AB#2>M1gGIK9U~SCONVjoPM4_-U)L(nUHfrh0NbfV;bh{DfQ;{{Ru~ zdh+z17-`t3IRzt=LH__rK|?{tmCbrzw(r}l@}#~OhZ}1FPK{EEAL8uo6#T1CBh!fQ zewEF`x1Tw^CYEU=WTT+-R@7x{UN#j{&QSW0#4JjlPXwv{%6qM$qf;%h@d8s?FCFL(_7@PLyH^pC4Js&K>|e!C_I`a6KQ~-W9BR=j z4>ya$0+ltYQl4}kcM~g=ScL)1n}WngQf3maDWRy&OJ5StQyl8BPfm~-8I`U}{w{u(9QfQvYZ!AI&PfNdslf4J zB8unb{%~7)ZMc15+pLU`D*`+cL>i}MHotY zYOIDfjLAwq+NU#-RWQ=|l!l}eNqHpn@&$^fp6==&64FT6d8-lRNIo2Os~$S2FabHu z44~RKi(3e-n%U)uhVMiuTPC!wO$ni($J@ZqbjM=mJK`!$xwHE7arPB@=x^^xU zvneX;{cKw=U1*u(3Ux+UssO=Wz|fz-P=LQWfyeBx<(`tG!*91CwEY_%{`QOPDswzB1%OE9KZVlGLM+_?vkMg6O{*spKk z7up&`;>A}>4k2@2v(#dk=ot?Cxfo(g?Gd+k7~`iOw0TpB^XNBi?ItgIS7y#;T*W9_ zRe1B$nWc@4P?J`{_(5}YEJc>$$C2#reV*zKu@EIvjZ}~0;&5q``EmYz7{a?g^=gny zrrJSWGAPjzqZ)@0N;Ws70C zZU8hY(8Z|m)1!&0)BgY${$7pREuO*EH&+lkikMw<-BJNg3V1OD@HN5Wem3Xw`pqU9 zlCL+}nb#K}*}faV9&sZ>6``@PXw8JM&wHI$*O0zBOk^H^UW#f4-SN!2f;nPLj?G`{oA{874kzYbomv@ zSIa1qLX)OQt0W5{QT}q=>Ggk7dj{PKDUvxILHX!4;m~e<>?WtTvbKyhH3Evj(!6UJ z#(jDU=KfZ@Lv&N+aogjzyGtuIO&HY({E)t3&6|uTA`>J|gY+m9slDBf4rQtf#7*DVN=whb1JCC5Vnl zr>l6;%AieXp}!#i08I#XiOnasCZCHTyo= zl0rV&{z+Y9xZfO({_J-u9oeY^QooqSx2%;~zl2^++G|phMi6sWY!-c=KODh{w z1&aWu{RzSF$f?C6Dpw?))*0zdp7Uk(2-~HMPYTw)3W!Pc;0l@=aZ+-8&sH(bJLo2-}dDT!G2Mpl#*0)eP103MwU*+kDfR0_`og*-*0ilK!_QR5+< z>elCv#|Gc(zP`*M1+=o{=S@d%?HvbWw^drH3ZvCUeEm9J?AUWv6G)T`M;%y= zh!~^`G|XlF0F!0p>Oa%)%y!pzBr3;WT@6Ozk1ig+E}xm~(l6I~q5dT_{#^-aJxkQq zO;rr_@=Da?R7X{x0PdT z{u);&q((<}rax6yLY}49Q4!TkPVzC3NU@O2zu-sb@osKNFp}L=>sBED01uG+I`Yji zCKS{5SC5~cr&y`C{t2g&S*zi$h!k1PO-l-=F3V>UGT7T!0R9Ds(4T1a0D!s_AJJd8 z@c#g-*R9C2I_O^4{51G_b*9|gX0skxW#hxcszU>@b<66F9xe1 z%un$z_(w?IO&3Bd3^@Z zi*Ily(QXwY98>cD06+X!PCn;vGH6G2Ps2o|J%4GhOij77LmbqNUo`PDv4vtTT(iio z%4Gy{fSYs2Bih7?CVv%*s2)RypZR)j7$C2Rsin^n-dumf)E~TzqRjP`3sCCDVxE*N zTTr%}kLV8rpX+~WBS=OUs$9xj2S1-#A*-ZW5~bamNL%()`83Gn-^nYGEn~squkNy> zM?Qb*$kjN8+P|Orxb*Z7C;Am>^EDoS#ZU9~f|qe*vau~FqmG(5 zgr{DiK(1`17FBdhojh@W_ns^CR^XS^bNoHSs@&a+QK(YCFiHHh*QB0PF_eaO$z?Jw zYATgH(9+b^HA{F3#G%zW)1ZJ@oC zNar(@bjfNM!P?jDWL?p)lN9=wi^GWpr*^iWr>Ng4u^87dxGbU1VoGU)_gQrr7S z*=FOrF4q}&nSaviPTyV?IPg6iE~WTOdU{E> zjyjHfrg0l5sOnFYUi}^;&|!x>A5zzVAJ(P1U11w=IC6Dpz5jVp^BoC8eL^gQpHIky-Ool z7m`Udsat};eSgIJt;5Lf8bHB?X;%LLp?cI-n|d)8vV+4l7~|=hd36?VjumyaLZ%AY zD!f5iUn(cN{RP~(HnpvB&jSARJVuNpMpXmIX{LU|{;%89Qlv|XOlw?rEA1r+S&ZxFg6QxW3 zTt8<_b^T4hDCmsUc$%RS85m1WwH6))QR6A}Bh(mQ@qg>>-ySCfFv$M^5Bj+DnoDO{ zd<1oGN|pJa^?dpVGuwZ2&?NFM8c2Yukt8)R&21Q?jegQ@D%?I-6wQZz5uE!o)Xuq@1sgUmGr&Nisly#J~Y7%Jt@?UIVQ%y#31~MNgKI*9?~Aik=fBw9Qbns;RZ4sE9OymENEm z0-%NC=(iu%&Z3Cq@qqY$50?sIY5D!R>&YjJ`buf@{6FeFLd50q)l|r-<7r}qPF6iE z@}*1P$x~My!~K09>)Y|eQme@)jw?shDwr}|!B>hkHzI+hXCNB6Zc zE0}+7asn=vEM3XDwQbP8P!F@Hdt*9v9vnX2lB_LX8N9uJKlO0vvUhITqg;HulL=PspZ@?Q`W}*`g;EWtIMIb)UbedoxCOUwrXE01xfq^1RDNcy;^_8uZNpEkL6+6|`~f`#p+#(@Eng8surunfZ_QGtu3}_T9AF z85JX-#T<%fkKiJ;ILD`-17Cso1=4xEi|rcf-QR)9&oGp>Gc%R@r~TD|+9I$>FFhEa5;FO9dQQ`$IP@Ul;JL?&C_D0UrYGpP;}Mea?_*OSYBS-gb(HPJ;Rd`j4H#-N%4KX3Vi7dyW#T+FNCNitOS zFclQ95vsWRYm9U$^;g5byXzdT-^K4L{GLN2n5L(RoHVjjEFpriilVR77fbnlL=ts+ zz25JaZqh#aNU!iNN7>Qcmix3_Oe`!Q@R4;IAJbB4S`|=fkxXaMbzr05M^sni@%4Lm zc5i$H@xaavZA=r!@^6l7DAK@^gu_ zxsuxU!Z}nL4+=)}^$ZP9X=2wJ}TF zeSW9iWaUXMQCd6L=W{VAP=4b3=cYV8Go`*y0Cee z=Bc5r$x_uS0W?+c)m4DC2=gR~<|@uq8*0=D=Y#F5zF*wXgu9J}cm(zQf%UK1((4`T zVtD&xUe78O0=3{xG3sf@tl1BbnV6w z^v^{0FZ7T_eIy%Zy1puUscBcq0?ScQLysi!A~Lfmy9EHMhGVS7EIUfW0{N2%?=8T&c{_aA-L?97&p^Mc6H)Kk34{68f}Ed+|{p>;IXM%Gqk zF5ocw3;SJcE$4*IX)cgBf3PX?KjG+#_3kYg*xNeF?Mmr7i1R!apwkpN=q}tpDsj{k zPI6M?@pV-(G^zJBH4-$wXw}s`btnS2=~Yrk`x{@|3%Of~ghRRgLXtkyr>Ez#-5$(K z7(N6hRD}2Mo^IWUrdYv;acN{)@{4S@UCvw z1CPM0XhtxsGyJ}N32rQI;M=1+eWKq-L)!%4idMBWLRPgWxG6NPI3<~)$Hmmy>6}qHuISij-aTd zfITEQK3xVaw59p#fZ1FT7W;4-z zJkiVS<*zg&slum-RMxel7_dR7A5J9Wq@K8{+MA5ZNF z>8fRr$e^%ha6iLWHz$vidAG%<(NCm+Lukc6X*Ky|j*U~A_BKs7Q^XZ;6bEzv02~AJ z;n2~9_$kmEOKr(E?$~vkwpyviKPMi4b7vu^(On6KwnR};rBtcX3_(vkAFsEf<>P2P zd)OtMYtYE<(Ew;k7*KIfI?}o5zW)H6Vv^uPwfGkCs_GK>OCw;4d_aJF=}+<=p8D%y z{9EceV@=i=0kJ7$q!fo2fb3kDpq3cRQScYA7q@PeD!5 zA(G=2?UTHTOZDVI*Q5l)2Pa3k(m=EHmXgGBA^6jSFTSILW z?L`JwJ{YQ#2PVH|SrL%xt)rr( z2x2^wsQq*h2)J2wz1&*c($9Rln3e>jkeJy)1lPnQo-`B~HK;V=if6P0B)f7eo&_Xw z2_B15Kb?H@(QM89`QE!{Z)B@z_x}J*?m203%U6$Svh^_5)Sonwx-BY1-*Vuph7h?5 z59&W(Wl{5<>u4z3p+6>Y+J7=CYxC**n;R>d3tMN_PjwKgk4`N?&;?Z8wlLVHJeKkN3aItx$Rq(=t-^oNb{CrhwLAu;Qr3s`ruv3 z+^rVFY!+Jck!0(uiUXp-gv%!vD7OWHNbj|@Otyg`B-c>X#WTTv5CN&JLs#wSc-H$S-vdEq z1;mm{YEZ}`6d9;gcjKB03JyOpy07By<=cx{Uk7hyr^MEN%(YNQ6&_Y*Np(Y0Jh;hX z)&Xw?wfz>>xi=_lc?6833o*&`)bX{+IvTiIaZmbK-9eWw|fnGn_BY9_s zpV`nep7^cYIY}qa?f(FfSu8%_Y>X!xNs__Glc$CTF|9h}CZU-jo;YBTpWPfDZzBu) zG_~ApZ-7>hng0pbqbCLr!4k#+wYCc3aw{CN(2f92qQ&BPOcQC ze8A{XrTF3Ux?QtPRYkh?Zs(iGv@&MtwzWglRMb;QNvM(OY9TPBkuRgdwq^wjmL!79 zmARhnXJ~Z93jq4^0l?E(&aXy10pKge`%w9S}h|8LYp^fwywQ}eiSYm8c#@+1gnXXpd zh^YW9geVlJacJ1qzad}n?{|Z5d4x@WMT&$cg8+-Wj$?Gq55-eLGNe=&0WZ&qR*qEN z-ANT41}7ZVby+L~i&X|UDLAN(9PC6-PNiNQ9%e<8Pp-@Tl?}OV@WbKwEF_Rqv4N+d zH9^NXAfK7z(hL2wYl<@F@CRlzR@I`bK-y@^O+onzpE^*M9KXrGkR2nuw*KwiyXOl{ zBW_K&^fB#y`&W>`*V4_JS~}TsdrL1#JDA*&uE9_BWwnW_>=yftx>?yfYK%LzPn8Q0 zbU9Ke4M_rkU=nd%mw4Him{Q+zmNzD<7CU;^RAeve3TZjTE1xC@tI+=dXCr%mp%3qW ziv@4te|h{%?{c4G;QOBkn@5jTynnf;^#1^{_89)J+xYxE`08FY{{UC{`WblX`~Lv< zUxs+nlwDs9cvhToU-EVT)qADwihPXl#YvX?sQj#qsS<>cyiq=>r>#+7iC`2k`q*EO zcr6W=cZwbK{{RhYf8#&r>S=w(YbaJJ?bQhfBoG%SlnQB|&)21`2go0`fKo?MODrK{ zhNi7Dae+Wg!NbD}sTXM(l!D(-ex}~^w%0mLnt^5fG^qLN)$-xe{{W?qR}vL*T97nQ zzC4QL&~f=6PJ}E5`~EQ$N|neYsG2FM>L8kWk&!@jG}6m8$2ScND9VafqtS7ZL(;;lE4gEV{{V%)JjDoADdTFlNN1>y(TQqQsU$W1 zT(JQCeWs0}j!x>=)Om5~U8GT5Nn3!xKMIhb&>uCj-o>{$gCk}qnpX9Q!b|{-k^WC{58XNe!+^Zx)RNDPT}J4PXJ>PQ5y3RlzYK3y{8I|Cn% z$U{L{xiO}msuL>L&y%N`vU#t`iX!ZF0HrQ&01S2Cg4DNh2k|6OzKu)|BkRY8Y0`-- z;fBb`4~PnJj3J<}uV>D<_2JhVJ@(brdZEd^JvAU{Xez5}6s2GL>3LfTY+nP zQ4PdX$Kyr>qs(dnMrb~H{{Rm}u-$F!nqrkhza1;wDPKK4ohdUrwJ0dkN60|3Q@5B^ z!y@WvnU%cl4Nax|oeU4q{s6zXnyn}%k*j_R8gTi4s;8xPS9aP8n#_GoE9d^#_WFAC zoR7bDbQHyNJC2kFr>OJE4O9@rraim_y+UTr=(pJ(vOq@oXe=Pq1 ztL^Cx+^-9kM1D978%}GAj^DG_k4cQ5%if||`h0yx@t_W<3cg}Zr?g5ANHyaet);ur1myAKgeJnY92TvpZ{Ijdf6dfa>;vEU)gGmh2Sz$$|Ng@N{@UXo_wT zX#>+hYK{~j*Y=Od@ac|knHVXa6`&O~wcaqY&0ZFggf|kav=V_ak5cIbCExlo-`(f6 zyoNIOh%^s0Dn|qJ_4^Om(i>}e??W}Y*0mH+uc(TV#+obUbC0&24Lw8hA82pvsiDqq z?XiHzBv5_+L8782CYIhwS~b-(0e1BIFZnT-)_7LrEI11;;aQKc;kn!&!Kw@zCJ4tOkJn7aurfE zsFdxJf|2Agx`U<~rb9KzZd8+D^yAqV?@P&_!-{VRpO_Wn{;&AHkEe=gi194N2NG4A z_K*!Y@I6aS zf#>P}02Q9KEYU@5HAWIF_Xy6OKDqP$eLKgqb|m>2W`?s11hqCXv{?u$!-(Wq-D>6x zQ&*@kA6uXG0Jpc2ecm&srlZw>IrRSkR}P$g(`ud}3|+u~N3?&d_J1ywQteD6b+q-T zD~qb9jL4EbQpHrxY%T>%&fpVk8yoTuJbSda(wMvz)gSs(`Tif<(@NG+MWNJcK8AzO z%AGUiaM)Uk`g+WK)WKu9cZOy0M`+e9AtPYCkba+^>Cd{yb$j55wX=Vw^Uuux0L66w z0Mu;W5slR~{Dlv%9X_2bs4*LElAHLJPcek5d4yg@{vl3k;!_YIKrPSLiwoN8b87>n6*h}&0@cZQ5(14G&A_*mPNF* z@)uH0qCg+4lgG7U%Jt+meOkZBDe2O~eRC9E8%O$0=9mZ1KkBF3*C{?i^hQ1@QMVQr zaMGW+mTHNqs@6#40BTyf1dP0bzK%z?BeA=nq=q%l38?(Le{W2z#c>=(nwZdnpP65m zO|>5|I%63UPX^}3i@HJPO6eaI(#sE>SIiVDS?!Q8+A4?K_N>rb-2aotV zT^x7v8ax;^AXP(Bv^Z}n^cm*jI288T6#FjZty z(U#}@eYN_CKeH?IWNQB3^<$-JVZ2JF2w-GH$N;Drsm_v5A5rt+&`G_&m?y)^x_RSm z#Z3#*Q%5}QB$HCExg?1MT2?J7AvOV7{aT0T+W0pMi&LgII*$NjW5TBt$u!CH{JKh; zM=)GAnXQtIfI}%b^X@!42&%qq{4A3PPnDjjrpINZl}%`e?rKF`dYB}yDn~GlWDFF> z?WhyuZ9he8zX&8AJG;ng2vm>}PgMZZkEi+iDmza0FXXk0!YvL}Ln&V2Um{R?pPwA` zA8zlE{{R-Z?k-{1d1^P2W1H+MAV|LDr}3*+nu=PNWeB5QnPqF61NF7Vc00Y)gTsx& z*1r*CIQ0Y%=lOJu*xZQ>m+_JfH2?!Ipa88~(}$iob*~@GzlD|CgR`pl_Ryabp2}o{ znwP81RL!FlwQ$cH#*r}A@fiZVtx^84unHs%tD7&ZZQpOWaL|HWB5BpAf-+5ebCL2M zr=dmthcELk#Ics1$)ZrI(MA9yS5P>obtz8_`c}Q&6K$)tyR)eGDpzA^+NP$CRgRw@ z9KJeQdFpASioT)<;neohCwU80spiYhl?wN1Ie&k$TWP;dq^)UIbE8oKiJ%-5VMxYt zQ`BvDvtI46_!fn}oolXB7zBdVUzT+N{gI~==6W~L_s;vrH6>ou$DUNYvt|yN?sYwCAA<&1Wn= z9Eqkl{VIMh^rud0aA{w+r1o>LH(eBmISd%rmPkYulhey9RKX(07l;v6A&HDg%Avvh zUc`%gzSU*>&hT6Kk}33V1Q2oX)Omj{9W{NsZ2M)9u#xn{nFF?+%unGuvP)O|$D+Zz zzFEVxW>~TniMiyffX6H}6V-ngh{8~#)C$PVfU+0Uq@Do!s6OOp)25=3SmEJyuf{@ax8!d#mIybN*jGh>vXi{NA!)GXF=#e+7zI*9d?eLnC@pS{T6Z?2v)?9k8g#*yi$UfekH08*eS zz{nu=kQ|e+TCIXyvicc zjrUoK>h*?65s17v{ODBzg%$J18rM1M$2za&pHS|ZsP^>~+h&THiegbXoS|E3m@=j{aiXrd0@~fnnjwU%n%noexQB6e!Uxhh+p5V> zMPpXc&qxLMU=v&}e^9stdb$4q5&F3IXM35j!oHLr;r*R?VX{ic8qoUr{i7K3=@9*> zPUo7IryA163`5Boyz&xEW#mx4i+@`;99Uo7E@hagS3sP2f2;X)x@%>&f`VdK$TtsM zAGG|s6)_u=4`1d~Ri;NVYmFU548=pCbw6HzPe1HGKG}JlSWyf8mFYYz>O06SM1yIoc0Hyx`FHGr6c?%Mye7k?lx_{Md+C?#Xt1176a+^_ieuB-P6MZQT~X>NanP>ga~C&2l`bbkEr$OGd>9pT{ARF zhBGDaB$1%;vW1a>a98@++x_p`tdhul8ur)IKDj*@2rbMZ9-*ng7AyGy)22%WO;b+d zT%9aBm4KD150m$RWml-GX#w<$i~c@?^X|=T`t>V-zi0V?^Zx*g>X1zkIua7i_E*>N zigc30W2^A8usJ-9O%!%l*HcU4)o{hyrkzfqVl>$BZGUONoKNvbr^<_;+Rgs2E~_*a z%O{B(VITd!^I!AypcN5U*2z9Pvt4e843v^o`Kkcmx7-F7{U8IOLJ&1PAws|MlixVg8v z3uf9b<+<>!*;+NBDp8jPwaSBEN>;pn-kZIbYp}KYoy$oJP{EiJQ>jH8@b>}s3lS$G7_g9lMfA0~_T{GSF@)N) zG=tCK9;bl+05?iE4VpvY+@hm#rh}i%W2PJrR6QuD&CgX-D++09*6*_Ow9yO2$e8J6n(2PMo%goJs&i8OR4U^8Wx=V=+q9OgFH6AQLAfKVV?c#e=`km+SxA=dLac5?oUIndsMoHNJ$ zRp}Ek%fS?_Jxo;+Jwg%UdVwsW%H*1%^|vDIZ*M^V00-im#j85He9b66#r(6<36;^Q z684WRJu}kgVxdZ$YSOh7ra>B{Nl`RzL0OFEr3unNAO-%Q+}qpla9MPt>p#X_K_4K! zIpADOKB7hJABRun({Zodc>1-enevs1J9y^v%?#C&$0ekAjoRF(ur}lA$K|MH5yq$u=L3ON4UNgKwphhSPek;ju)w|{=zSX@bEw&{v# zKpMyeS2fk&=cc$EYAOyo6)KCqQ;=W5^*prP%jM-$>F!Y-NU zEc)d3^U>t8H8Ilb%+^69*>{RKxKjG$&~CyZY{a@|r@*s%qE!y^euCbgo>jL~#a`NvJVCFrjrK6>I)@KGeZ$aQ^`A zIo1c3p5OIX`Ss&=r?5w(p#u+COO-ugcXC}R3jRAig z=ox}GkOHbHwy?xlAAT!vf}&3Z`jjPn_@DDvkL^C%b`Kl%r(X}|{5<%NKl72$gYgUG zRywN-SB1;9QQTDRPYK3@U66WcsuhHBR%BcJp^-j{^IPZux6lKv>}Oko%BqTZ0Q4v4 zr}^XT;ZBtAP&JH^usYMatkJ4x`Y1n4eDv}7j!#B%r@8m4*3(BQhFl{{F%MYq)A(XQ z76~aJ#Vg42FkKP}m@p(CsXokF)>z-fjy4B5(NE{nF>|!|5;8uyG1`n|$*n^PD4=?2 z<3s7xHSH|E;mgGct(hxcWRgQYG>*`QD$z2`+CqYk-0%&>ukE|Z7TPA(K#rL0ulP7; zt3kG@whWNz0=QQT=lm<@kMs3!A0IROSFUyrCZ99AG1ayCiUTc0H7-Q6Lg^?z0R=<8 zkR)Qs&o@8pA#KT;;#L}!g>l=b{Qh6;{Ks2m#6atgGZ`MHhk+R+4kM+0TefTRQp;C{ zuB<6jX%*@#Qc)_!2dGIcZj#qQWeOPSJm2Z=u-H!uokB9cg$O@AKRTM8jE(lxr^Av# zsegfp8P5dAQ{nBIag;I59-~)GrdjF*G_n>q1r`lI)Lb{v{!i0_*==NYCF7~`Q-S&Z zTsnR$%Wv#_Mbh6o9DMQl{JnZEo4e&M`^488TyEQ`j$<^Urn@Ivl{3f{35Z2ZlC+_< z6i^$R5OnccKXrA6}RBc>z={}#}=)%&@ z7+_NZc&G8nP|CHgo+*Q#8ma5hJB{uw#TH0Ml7gbLp1L-a)G@4%rbq;9VFZ=?c}o1WLVf@jG*T{bXJFlm-%`IzGruoU3u1R zyC`wqe1T;YhN^U@ogLj9$kIosh9#Y2jRDtte~6M)%_W+`1tf9-8kU3wfta7?lc=jH@*@dVw?&z^o0E!y%^Gbok{Gz=bZIW;1(QNkRFP17RP(dul zs0mILKAcIZ=+XASXzdI)U1cljbJ&-vsHJpRs)N)#zjGqfK;lT0xfhfWHR`($$F^*) ztgURG?gC^{{?#!$*_Lt9ZTGDMmgDore9 zCTAKWS=p>YuP#Upe`d1>{@TJY zW&}v6t0NI2@$|4G>Iks0_qeAEZe`ZX^64LnlXu112ax&nqD&1`H7Jo!O;-b{U$Pp# z5h=c~ppq;|Baf;70B)V;k>l|w!oGf|{akwRHnpV!mGeJ7y(L~!hNw-9qpO-j8IE<9 zGF6vD8Q=S2Eg?vZk();b0KQC*xC+2q*FW7xz?};1aSh1$bth ze=eEu?i|pg5-a>Ft^WWO(spg*TM^YN)jZQUg&ezb?--F;e&>cD4L9WK{C<6?ONd*G z)P0ocwim2?B!|OM{;$LSuRfGDRU5uK3VQlXWm5gZq=KobZ3`QK=(8yxfC*vxx&HuL z-3)IlcM7F_X^;57^=GZDkjiu%k>&RNy)swjGuX-KtFknC7m`NN`_%@!?sQr;A)40H zYh3z=_}kmevBwQ0T?y#83!n1Wszn{e$YE&9PqK&oU+Tw9TcfqN77z&OW0I0qDk3sc zXz>Yvk+jPiu{zUHB%iP3THe*!yhSx22)?5wvV6W>ByGLb(B7*{TAZ~9`MohtnNznb z7*m*Hnx?8)*_LU9zAQR9360JZ5Pt?hnIoDUqYL?Kq048DIg z{{V~i=_Kyp_>UB(oCx#(0F4f?$MPPQrPgY^U1YVV z4lGMr&G`QSY_=x4febPyZ>e2h=IJEOYdzR#0n~V%R2Uz(hxxi~#&`83HF8x(^>bI$ z*i?CxCG2+&-0Dwo++A|z-sgfx55$E>&{J+c6vn|AK66Q)P zR)e*;eqU!oeOBkiW*`|E>n5eCV+<;_Q~ljJ6Oj{xy39xDGWd~?HC;43e-HYr&>g>e_hoKqY9!23Qax0WPU$oeS!R`72_$(TU{#k+ zrM|1N{{U>G>CsCUjJ;{YkLUicE}oNcxzY~bAy7PveZIcG;Kx)M^3UbI>*fZ>U2*c*`et-akBXgp;8Fz$*+3J_E`&lSZ1 z9*38FpR{uLruX3(g=q@Pvpq$Bg-BeIL1HVzs~+edI14B>txGW_i2(T!Jm@@}UTEdb zvq$xM$HS99sUQ^`cp{2YhdP<6e<9Vg^v}lrzv%d<#_S!kF@{K^@>fQ(RW)j8GRY*; zvq;W#k}g>P0AKL-&92`b*a)`)3HY?OPo+;E+tE(%y>9#DNiOLqlnR9fLInim0fihm z0nn{m7E-GtJ#{^1LO&=|B#>KEQzmffJefm&I)feLamY$SF z8=)nNN9#`G@~3b5hfp4$DinBSDDUQ0RQ&PaV zUQ$MLajM@?ZuGm9w`|cgeXUA_PzEY+e1&t2W23Fg%WvA_@iuFy<&sKi@nR*`gxB_i z=f~2W94vqGqup3d&ref}ps7u*k*uSr&EoP?)z$}wj(D5JI1@-^1;23}5kM_++*{cu z?`v@Eo)ZRC#)_(u#1mRqg@4KA(%xU(_L##p!iTzwra3|iDIkmiLFvZ09bT_Yb7pZI!7EZ4V} z26^QZSBdyPl|R)^jjU?vi-Ky3IJKQmpz8fkB8^B*z)-*Hhx}_$Pao79c_bxA`H9cx z)0$!ev8V^n{x7amNIW3X%JD`cVDl(Cug%&*r1-%E zlnm06&nryfqrKmbG=SQEhw;z9D|nJ?h&Fh63~}k{UPBOx)lmg-r}O^+SLf0`P1A~! zSxr`QI?BkF0ru4Mt4`7@AYDkzZ*g&duh)-m_%YkdNP`_*KZIjF7LCCg0G8+!3i0&M z`FaO8U&s~PHFX%e)t)~oR)jrJVIADvwI*yiWf45uo z%B}*lFV7$9Z}N0l##1thS6dq3k>#Jmo<5_e7(Qp>glM_RDrc;$ks&kGF#DEeo4~$V z=1^k_3WKYF59$D1YD+jFi&8XgACWW%j&Q#^`ET-LRc~+#+plC3-HCpV{%w90DMM*@`F(IDvIRHjEa#RvjYumh4hgo@u z!u%tF{7pgS=jV<%>4+{a=A=-fhI%*>{)k*?>3gloDkC`13 zO+PTT!`ieYM-?*=M_%gCkfhL)UNk;^A6>cgN8@C5^qY>0d~LO*$TS9qO3al`F)HG6 zl=O&Ryn!RJ)B?s^)(Rg|pK2prrQj)MG_w7sl|Qr8{{XYoLhpNM+i#L4VxEzPIqu>( ze2=F`yRCju^@jVQqc|+4-pkX^Pvu&atf#Amm6(XwR7Se5WG3!?Ufft=BlJq2PTcg| zchl4~+LeEzNc{f*)Or(l7US3gAzfJ|5|=LWIwD16he?tpnlLO{<+vKYpW}T+V{YcN zMyK-s0B5Hgca)C~H#!ILI}Sf?eq8|@`{WNsZDl{jq?wi&WOit(q-n$q;ZjNA3f@bP zNJ0T4`$ySiyB6BlC&P#-{#+~ms&wQ$#k^ZV+GxMhRU`8M0E;~nE%W@ux(f}IhiGCX ztgg;G!38!xlO31M$99QX7N%Ge?I}E99YLp30~2qd_8#32C|F#0MphRY#6Xtwet;IVXikuL@$mL#Z_X03vFtaZ~QS!HvjaForm)&PrH}Q##Ki zag$L2R%8lg3nP$iW;ZtW3w`%)wzd;2tc&Q%-|8I;mz4KA+mW|H7?N{PBLsGu9uzb+ z0;AWZ<^#6&PF|Ikzk1_wkszj4r^;2qM^usc#H%94%V5s#MnidFS%!QRMyR3v&MeNJ5H`2q<{a z@u!*e>J1k8>DSz6Y0&0(URGv@?%`~9*3HLC7Ack1Ni%|)N>I$~KW(NCSLitR=H`o7 zu2wbF0Q5i$zf^<44Ltn#aX!6T9#`Jl%1rKu47gSB_|Z)OsU*$Nac=PhsG4kYP7<9X&u2M~r&)lO0C`y^2&dOjAOVDQl;W zN8pp|Cy!>U%$Ft_T2LwCNUnZjqPh8wix*_tl2F%GQ|P_#Pmo~L$DIy8Z&YE}U+|ya z-^p&w_G=g2n+qSfYF*yGyC?jAa8@_p$>)7A!78f9AXy^1PTCQ;UO5zP9PPV{L2tN4 z1ZsTuh@yKJ16S|*KWh>RUDLR075WMBC1PoEBm*K+>=DNf(% zkG7hdapAivstJU3jf0Mr4yjo@sN*Lf;Omw~=H$nD7|g-c>dT!k@1Euyu7A zY&|YH(dy@{n?8<@Sc0NxrSjBQ9STWHxF8FFEPb2Jxmw*nf$=uaw_(+jnH`%AMVss>?@? zs>#VpGnk4Lg=3O&R_|J3NmU(LVJ;k!q*(h6w)YIMwY18_M_<#1s7oI$YJdTp=9H+< z4wrK0C+;`)ZFz95XKlr0m%@fd9ob3(&ItucT7W7zSEG?#{Gq;6SMKaQSTv&k9iEjJ za#rWwl9r;58gZjjJhgQV8^fe=WdPO~hDwY=92fh3Nk;|5I?Dr<_MZhUXkzx=uk~O<=2ofS`T7P7!N0$OH2cHwK>shsg!M51J z8-EcEQJi)&6gb6n^<~{x@!zXDw;e}`*_$5|9x$ujDQH-d#se8?XMZe`NyfIB%R8Hr z-(PH7y}sU$6_63Br^VdHo~6IadLzEwFZVO5`a!S#df!O#xzqPQ` zb5k-p)I(UMB_J|}MJ=a`HTk`+S+^Tww_G`nKQ6@wjYTPtLH)jXJrvv89lLOgaI%C* z(UN;ep{O8&t=o`D$MPc-Pu<_it2;!ec=dMqqs`BUr+UggxmS*h4%IbJRK7`H>?KIv zMvZ(?nHjun-cUoAkgc}0+-$byhSp(mAN0WuOwmCf2&t*1Dg_DCfHjYpwmF&X@2%yu zdFTs|4tf9&`}IqXInvw(C~4J5cBfVRnAn+|eH{BAaAI>6l@jCOrxlBqq0S^}8c7_r zGs_A$jh}%Sen=itIVvo!_DI*j+*G4^28`h5v?{Gy{{X6-It;HQZg+1a`wJ}gk@prx zjuwOxNbRXT#1ozw$4@unyJ6TAqL4_3AxWX3^47K2hon z4?NdhUP4+)lv9~v3dicBQDVQSA9aPwGTX+bhH}I0KQHk5bmPezKZHWp&{OUHT{}m- zD0c-os;;b_C4mtLQ6i`gMdWtW6cs+6Y&iB|6ssI+u?tvJfY8pVLv?r6wFJYvMfMasZyS~maiLAszi_XJmi;MXauV($-!%rZcqCD)7;FAw7V?cl~GSRaLqbW zgG7D^jaTNZK|iw}F0s}@il(MmtEI>o;Vs36%0W7@Gb1RCJfbDSLN{k z0IU4HEG`-K1wcMsHO-#e$qGccs%bo6F_u;F)E5op4&+=a+z-?EKGjByF;>s){{UC{ zdQT$D9G_4co|NIk=hSF7R5cGI@+6S7rQN2csAnc-;3)(Pg#a(s?freb9k+)qRH*)s z<^H49q;zNiiA!<#g(;q))n;EYkCfu*vNH)>GsM)-CZ}fr-H4Ff*s;?80H5ja!JQ^L z%8%&&Uzgj}(KP^FfaBZ^Dfa&WgQV>x7UQbR3OT4tBElM4g;7wa$Vq`Rjtsa1f1>qrWt~19W0`jt1Syt zTmX;$@(96wht_1Fzr9=*QD2xi)YpziYflA{{WYwr`gix zcJ4&YjFzqpERrd&t6CJAaFL>EbgGT@>06a57wAv5V`S34J+)X0)lPKrr*Eed#QOAE z_3`K{b)n?WfEcgajXHkM=g~{vUo5fMtll?n45e(-RY^KiRishV$s71mMv5uIc^R78 zd|bES*jwEo+wSI*#0msU#2zPz_;~UE06)*7@pEl$XEe79qH#)~V%~T-A$Smf&(boh zyz&v`B>ic%bcG?UCENLDtitX2rtW^Q$GEIynVzS36f!GfrOVv9k-roWwf z)usK-<%yAGO4gm&11HIG<@%PmWoZq z29A!Jj(O@z#RW;Oo}#j%S6>*2L#z|RkOhI`j%{G#M*tN-5A?fq`Tqc`K7ABHbtB24 z3h5Qn6lwJ*6#IX}=aron^u@c>($h|~kwlN~5(^U&0~!ujY+ z3F79%pRc#f!DIw#9D7cGpO@^ zvXFHtQFRCL$@be{$kP1;fhCc+Y2p0-UVJ~wD7M*RdnLRKZQ>Qw(=!D*!3DJ+@YL|* z)sby~f&H10sG74WyXdggveU>?nh4rz;W?#PqGzb6XC+a!S#9dLEo~rsFtgaXidc-I zB#J6jYhkXOe-EktN1~hk)0E(hMRPQhNDmm&iIejyzo>yNZG_0#8rX-R{JlxoOC=GI#J{I9|L=181=# zl0VyfU*Ph%nJp#1xQMx~y%B{`{IgshlAY6db&^!tE!h(VLrGsg9o6!#I^mo6HPqQ^ zxbiqX@44{R1pzW+>L{NbBde>dk}T^X79T+y07?Gm8e?cIyiad@f$&!Y@e z_W5*4{bnQ>ulBkpnxw9;PeG|$&-MzAfE~m9vG%54a4ue6^xYySnrRk|zSIlP2!yF` zws$|1eO&u=^2PjGYrNZ?Sk>UTA8j>%lcP8{-d{tl2?59L#Z z#AN9zsJlk9a?;OR6q4fd)1(rqj?XlZO=!)FX=Vz*AHt7h`?k}6Yaq6c^4{h~I&fVL zaBHQ&6d}EH(#^Mi<;iN#X*IrqT9xqut!OH(gXvYLsp$80{{Y53e#m@YBNw;!>}MZJ ziuHAp%{DI*kE}Q&Web1lNxaJzCRyH}yM(z>N6{8Xw4ZkF=hUc^Y-1 zLHCsPODhi}#$uHWWk_e&Q6lQG2b;GekEb5u&Cbf_Zk0yi6DZC|H2laP@qG&H<~J;U znbfGjH3qfeMFyOG20Bm8yD$^V^i+ZT+M&A3QiLxyMiH?l8%MD2(IB|EBTjfJ{{RT40m1a?hHSP5hOH^8YMOOb@XHOqqf2Hs3 zE8p3NBBG1u{-M(KhWdERAQBKMrk(*O-=B$2{qL1JSLBky+Wyo#pjZ`Sr5X(x>A*On?LlH>= zo2|Lz+Qk0=uk;?v*6zXNVHqI*0ISoZp#;%eok%rPA%0c${{T_xACT+)t6y6_tSu#T zRt8xrU}R@#oCI`v6qi&M0@t_WpLA=>k~|>5{{Vy6?dq&yYjE;W0Q@wjf71Ll^RMU7 zc6u|f%~X>A00LKrAo0lbb+b`J3!(_(MX0^hDN}Ghzw2Aw+j1!oibbtGYhFHC{Jzep z@W(g;p&Q6jzi)329U`;eAGTamOH%{a8mSZ-$f}J+T87kuCP}4h6}8R(0Kk4N?7|(| zM}=Z%(lbwo=jr~e=cF;%ElWbG6mZeo{;c#CZyu@1VyP)$!ep@U6j|h&I+)?3sCDxx zM_A61Pb30==ZxX zuR(rew>G6jspgJ)C`G}J2vyQXNmZn^L$?4hy9Orr`ho1y-okjt)JV&#%lsb*`G2at zB9`sld?0ln=^T8z1ABWbwz7ERT^@TMLsMT%Ep(o2ycF)SQ#vF9dWlOSyEq97aK!P) z>MlunZ?+>Fsa7aXKTu%t_$%{2@qR?hb2Y?^Vv+dHwW6Zx`JUQ;vFCx+Vdj2gWBN~b z)7N$$-aVU1Egf7ZZ?$QFP*hJSTy92=2w-&a#$}1+jopu-pPm5^*z*OX^0$K-k`Ll4 z1$du24kH=K#~z1YyCIpP+pJ@2NoA>7QA+|865*Rz(r{^v)|BYV{9yiI2V-OxE4Md) z@U-0ZwH5JTaI(phfKx0>`xym|BY2&Rpy?xCm9~}DZ)Vn9$1d33EU=joiJ(EiR+TD0 z)#qN3Ps;b(iao4y7n%=?#iD{vuY>FWRGtKi^MNiT zv~qy1iqp)Xg;wHV#At3lrry@w^O_(6);fd5TgYVmC(Hegi6iB$%Wjy*dd(Xlr}T0U z5NT+rPMMl7r{@03 z=jW;6n81-mnwo_SPo)Ny{{SZrm00q%<>&&^?5R8>1fWrxmL!S{aqi>g&}o?dY@6G% zurSA$+?zI*n>DSd@pV{vsA?&rj%{mCR=SeUPRs*O8Uv(yPuJV=^Qm<3%9msQ{22BA z3{&&zx%ne>w77WWLgF0jj*dHr8iVIbdisu#bw50J)?0H?I-NoY&G~yEM~f zsjpC1D~x8VudbZ^<5WztEG|$+Sy*~TmKHpN?$=z)3xlFI0042PHTmIxZ=aV=j!oW8 zs@$VCmh;U9X_|TTrN#dMHXo6DjfEvH`OGBoRkIO<#ABY4T4h8s)6>ZtK9vF1Ld;8m zewN^-PG}`Nyi`$IR!{-;r{VtqDIY$)b;;X>stbvlEZ2x?`GH+SA(h^f)792R9Srm_nyG`S2yIy;YRJg8cl5TPR11I`*>LA=t**YB>KQ1tqZ1fH zPaK0&B?b!L#Y`(Xa#u(*BYz<4GR30FXHU4}L z9+X@1pn~BqZm!|G(UTZ$dVm}bs#om!e7YDrFZtPgefV<@)0eS2gMa5MrKEqm3$fXR6}vU*|#8-#U9LY~}}MR^u^{EglM< zEQS_D(HhKZDQc$@#EjAfNn>`_Kw!U{dv|x+`HNw?QM^F5$tb7-NSvAwDoU595sIIR zwV*V2les!w#pK+hpIm^@1T?7uwPbm48RL;oHJ_HK$8LPQwJV6Mt;g0iT*q&0kcu;Bhi-Cs{(1iZAn1Y_ zHx`;(Sj2H#$AY3d5vrwhQ_i#`iUMmwdJ*!w^Kas^*S$TUSP}stfd{mf2AnJF(2=%2UU%PK;wkcYUiRz>Vy%j@OiR}8Y`$zTXxGghEIH+= zV+=?%9c)}5t;qx0=aTr?EOxMnS0`Sz4l-~>4i67sPCXR9*<-lxO>Z+jW2Ur4q+=Ma zk_Ao;K&E_#dQn&Z05NZx^VekPFn=n$vM;$;pBIl*+f=l4^bx}h-|jS4Qaw`$?B~}h zI!&1Kr`r;4Ji#nxI5#WU0+ISlBQ!t*jA!i!$nfc6a^BRCnQyl1NtI0<)=31FH2}37 zElHp>6yuLRg1yW0v*osS3JN{n@>jaDlvB?e#ZQvXGh%A0s2R%CO%pi@6glB;T>Yb$V)J90b zJp}uAy0?a7bIV0hxwmF!RY+$>se)R_DQc>zwJkzbR~E65YF#kt7r6RzZrsznBCh7` z9;QD8fZ~;26!g#MUW|_^TUyyPFu|n-brB^Ciq{_{`Tqcisk#39?c6J9#8T~98LkOft@zW+gX=9CLW@yBk+(yIH3VlS0&(p_j2Z0cN002SzXn$`Wquahv zwRDl7l35sj2+>0EI6C}1ih0t#6n@L^p5Rk6 zElo;0uwj$O!ZLB7r2!|*QltbC_rJ=$y}LiUxVp{Ty5kw*SjTN8i(MJY#svau4$YHL0VJH}t)vb$py zV`?gOX^nUiJ3z@b6eQxjJvwgPpEvt^V@>=vNxJKKcvYTiUAc;ivI=;rWr^jeuASJ3 z7)>c5`5bY@{nu^f^Sd)RFK9r+NfJ?s)J~eHErI2cU$d`IyW85Zn{1v~qu^zpMOxCJ z1p<}x9=@ZYtE|3T_AhinQH`hUj3z&HQAt%JW1%?=RJDzbgj7WaHf*A-T9q`N5i#>f zL|~FG7~M9F<7~HCqFBne09rJY&man^^Yh`vbXyhmp{@10v$TH@z+UQ#odu7se>&5r z9EZqW{n`}uHCepoevsBvMO%!-;;ZroTGo1qI|27rTuob_5ei}}p_+pEQ7w$2ZJVs?hxnEVSxVLa z0Cb`CY73?GfX#UC^vNqPYBp%%M3QNlK&fBTR6cYXQDjl)@qLZdX?MTf-o}e_-6GfZ zDs>+qC`lYBD??g&d4Rbe=2!D8Cs9dPS>5}_x~7e$be6uRhM{FOGWn+am<2k=DF*6> zRcj6{Vn?%2^{(Z1lf{xZC;nze*Yq(07;w{veA6vbySm28LF?7D>E%Kl(i*QM2^X&Vv%kI{{R3e z`g>cwM+VojIkbu-a0pcJ)N0Rij2y5zK2;>1JqtM=$*;MV*56w~fat!GGoPXJ1{_cMq!Ts;|JNPg0Z?LG<{8L_!?;oG;f6v?ZE#~_Ab!z9{G5uAx zkEZY=uBvI&mH56I>7{9nT50D>W2}b#&i?@Gf&0%y{{T(LPyE~AT6*@=jWffq|JJT- zZf`m=b(2zMVar8S(ZNTJWpCnCzp{}$l}YB2Y+RO2K+6T$WpNNz5@7(Vr21Wd8s`Px`#a2im>!QGoj@TAYSDwppsAmUku21`4*`HoL6z&^kv@hXH;!Qd7RgD%rVyj*(JiNwnP)eew`G{b# zHL<2PyKb&BmO7R-H5Ju42=Zzmj^SsgLlH5^<&rZfDa+Z4kQ%qY-fo^iEXs#9+igQ%G_pzQ9BQUNwEqA|5uY=UI`k9o59X@$)M5-aLlmZ)>}jjA z{{ZkK$iSq^Oj$_Pv^CNvbq)a*`g=TEPHCPv?ct44h$ewa29>Tx0jH7AnDy({=VY0T z(?u?mT`>{`Jh+cPI^(2>(HUo%so=s(6f#C?KH2E0{=rO+P?Khm z2ED%k`z1R!I18CAUIkN8@HGtxEIur7KeOl6lXctd>J5usNCg0`NHnca+w$@sK8pTN z<@B4AH%C4%aAkLdl@Cm>Pr7JwRE+1wB$cI^_*RO~sY+ec59!IR$1dN+6G^$m5`ff+ z6@up)XvVsYDtK2p=s^bac($h1;_wHpyQyQ6a-;)Ff0u_te%0@J@$yGmo6SBnfg~+K zgo3**wz1j|f;eW1WnC{R<#iq$n;Y@$CiXgC!?e>t1q71mclDqZ!j3rMo|0YNZu8sy zEu>P+J$xjNZY2Cb=AUoF<Wd=@qlGC9>%#(4dvw5dEn z&zDmp!FPQn6%|I$UBkI>@*t-e+N?!N(osh}YDE)ET4|huW;fCp@}OIr`*PanmY^iw zS(F1Bp%QwZz%+_i%#WW%(en2BdwC=eH_=?2>MXT5EO?Xneps&>aT~FFE9E9mgBbY@ zq1biq%^<0I+8UV=AqS=I~}$e1a%rK#1At@^{GC7 zholhlW&Yl*kX%}b_~L`swN=L&@$|<=I-lYfY45B(7F+mMdX6lGG>H{0T@@uZN6T5I zo+hi5G0`InyllqafC`^$q2_B}q+%OGug;;gQat$p@hH zKDybVseJ^z=^FwaWOgW^8!dt0o0hLS-kAu!kRkG@tv~1A&w=}T zrH0Y9+gqDiynDLhLxmL00Md0+(xSY2Q|`azf!Ot!>DL*)ur0Z3u(426)EYYZ*(#DS zkUY7nkt-4f!&)l6ek~H6yea9W3uJVmfS$;K80dU z9XJwC_H_f!yncNWtjF@F`EAzOR?6b{z78jvDz=Wv;yNmm zBze$quSGAs`VZvSTjl4;W}~f>ZekWkP2Y@N(zm+ zxpeK`1UX zZ@^F3kY!Hf&u?h(TVg`hO<$I)GQCASvaLD_h-);Oa#{4NKAmpY09+qtvsrSzGd@wsHQcYC%a35eEc^w6B?l+B&-NKm+%l?M?)6AR|ua!*)nBp_h*x9{}(m6`D z$7K6Ab;*{6RWjQ0Svttv&l)l_8tR6INWdOKyeI0X}`9 z6#c%m#ySn{zT|F@Kn0z=2&X-~22OiEc+W?3tG6!3lD-POH)v$1p=#86dFRZfRpl`= zLX$^Cr%`|+q;iL6z3#)+a*ygp%qMRS1IDkfSmVN`qPX+>IuTFqETY4`kzSNE1J^Xy z>s}NX{JJ%Z+R@S_4mbPxT~|t^YNwMX^8Mn}6l;q1EXp(&vc{xpAUPcSZr^3vp#3Q0 z&;>!#Pxx0A`FzJoq2DfdD5TtC&`-<^QlsGgoO4W$y^_skHx*nkVmD4|i62|CE@yIo`z+FvZlKzqfxb~vcXWC!}c_SVRc`ZQm zAL0IeH@k1U-s~3MMvm2!fsI#5;f#E#_&C??>kdb4;PVucNGb9($mmj{mX@ZXndYpT zYZ|!AKcMo=N=!8pex}~cZQ$9hs}-WE*X9_XUO(zR6-B%AA~=fXMU)N>;FX{pFf-^X zhxT+_vzsO8cZEew9X3vSnwFN93Y5v!*_KLubuT5@mwgQ)84voe$LaRlT0rPnMp7>z zil()$t|Qm|Sm@SSw>j)WB=N=t3kDvC0D2A>`F!ipkBLXbG9`2rLOEWXtWvb@7_B*E z1V~6S7dHV`_hahg-lAPep`xPs77Oz~x9sUW(W$r8vpcebT?glyP+@82PnS;kTo&2f zRXGa%@A?G7kE=LR}yx{7I z@r)!%qfq*s5bUlSTYEt(ZEbWRy0yhH5rI=)Ak*dn`JRLp8^1N!?GhiUhEya}6%0iy zN*M(xNfaCb6rkxZy*>!^-s+L-GB>PAA!ywyw=U?Vo|njpOwv@$D_l+^0Zbl5VwUu{ z1dnR$MXiK}9kF~LF{C2_#Ne3wc<{($#_rr<;6|J7^0BONIy5ayJ#_Mz9fLB@>2iGp5vSTM-oj1daUSC* zh$={;q-Q?5Lh7g4L7H*s%06w58&NFK7m-K9sI6;Ib$~PESB834?hb(6w3!-}!|!UJ zvX+ez@{3PXTOn{&Y9f&mXI2R47gn!WHYvsZm)r8am9(vLmqs_Iz@z1#^YmkH&UW){ z=#ts^q!ZZkX&g-tz`nKldhs0w*&mJjvmua*Ii+l!40#U`$U+Sa&`m6fIU-17b^)0{ zVm};leoZXy9?4o;M+{GsD9;}*o4wz5?ZP!l;qZo%bR(ArpY4=>RsR467InWBaFOL; zhOTOyh;tao=h{lT%JyeS?G;UCNS+Zxr>g#*0QCDlk9fW|qr;6OeDTtxXUS+kz<-}W z;b&!cW?JGhu@8b3#78au`!)Ep$Kv98QlE)E0ZSC3gUXpnY8IltU*Z+bl0UeyNPLtG z4VOnEH#WcH>+F(ty1%&sSp>3Ii)m0e@E~yV`!U0&?Kcg|#uFU&>l_rKs;^<l7axwuTazj9zba(@;rL&N3Msm)+DeJ1lyIR$is$k}#u53Qeq_0qnE-y%Wx6 zy^UD>hzc@%l7RiZNy)Dsjh~nbrgNQz-eGJrS*73>h|AaFFVFKzqf#e_girhws8mZc9I zpFTC?)~;@*MG3atzl4;__Ahlw#CYRDoLBAWI?Vq7EKZ2sO_8Xnz*KDsq>yOE;-#vi zp{q3pI;5Oq=~z>Mm(!v$R52u5*tI#!a-LxD-036n1r-=S#0@K2VwI&0M?u%Vx3rhV zzqE?^WvM5K;EISLv&*(qa?%8yl&Y=uPgojy5Fk(ty+ z(gu_(Gn)_a9@F0QpEO*=B9`JqZb2QYswuz@)L+?(XXn+H*Jz&0RlU8mcX-OeW7Cp< zh>Eg`a05Jg%h`Vmw>I6X#?@`E-m2R>bi;L|s?F3;K}4b?Lr+ZNC-Z?bGm%V}$n zeUc{MYcGp3TiVL4N|{G>b6S$$kQ4%(LE+Nfr+e8FBV~OAhUH246gIq)F^W-f>5Tc% z6{P6B^S1Lc)Z+VRZRP4~%{Sd;FtgN4naHb!Uj%DAFn_g-X#x0DvmJilxY%tjEmcGc zV?o$~m%~$9wmWI4<&UolbY&kk?NXJqkLnR>YvP(m83T<$?WwQ&V~&JOe@OSu9wQ-; zJ(mqlB$G!|Nl7%d)paz{8qm)h7@2svA%f{*LYUa_Qr-Jsw_Mu@?Nr5}k`*OkA>wJLNGvKVLqkl4 z0QAJ1>t|`&v)o-JO=B>}fm1+1CxvsGk}3f5HyvT~7kEKaM=eKfNteshQ)^kVxrq{# zJTNQIG?_Y)6adH-%PeJ?c>|k)AMbpH%(235ZX;y3QfY=}IX{Ou;Zi`T&N>xseC5fP zkm=JLPE86+9AKU_pc%z}&KajxU(>(MI}x3yqQP!RarG5Y`01Up)jF%?rix=FT+yyY zMMEoHbV#yUY}VCldkq_Fjk4KinOO&!O&ThH)#aMk&m9zB3u{ZJTPYq$`1S)q=R>2n zkIOjq==1E4nSBkCmb$3b*2R@&q<5q(Qx3MByqY6v8^dK5Su8le^|%Rsrrt>e<%e}Z zE>wbYF)wZ+$at!{3lnDr?0O^7iadbR_}Try*W&FMnz?gIO!{9 zsH`*SSj(i75b_05tHAo7uh-q)5XZss6#@JKlr1>mp_|OUphH}JJwHRszq_MF({2l~^k!uqc*dXS z$LH0C;b$bZoFfxo!^iDjoATQ$V&o^Kmn)f?Jf%^NRc5HO)k_En1fplK({i>Sf-HX? z+%U-NQl+%{=N0+?0Gp#IcVQHDw=o!(hy&rNKf=Cdzv|CV50Kk9Hj0#0QbwxeDOut# z6tfUQxrR%I48Ed2uhQPySSAM*I=sHh{kIuvtbM7D(l~9(5vY2ff|afcukFVlKD8#} zVL8(!LJk30et+up>HbNv4k<5~r>LxG!_2g_vV$WvnQbgG>uVp+s|)5eeCjyWcnu<|dQrmkB@ z__ybubntad7sOJ(#ZDOi09Th%%#%((vxxryR(iMZ3qc)23VIZ$o;pxL zxc2nq)6JKoshFZ^{{SlU&l{i&%*@5~N6qyT00Q2l!ED*hr^jWd`n?BDNxMZ5(*%q- z;YBOvap&pMJ3E-cGKgvSJujL`BS)pB$y3cEL{TKPaZ-{87XY8BzaL8(!(%M4Yflf( znXYr|(@}4b#&u2^bH$dPzI`;-cJ9R4lp>-{!HTY^Z87<4G9b<*4x}WgZ8bJo z{VnZ1w%If(;<77~{5bXh0BietPjk3Ibs$ucqtp0w@vr&6!O(5JJELK4j5E?!?|rUC zLOU8bvIM+qP!-Y2D|rI21Zq;u4ex(yW3|3R;moBJ`kzewoKN|>^{(k`(wBlasK%`y z>~&tWh$nUvZ0|QN90K=8q$DcVbrCPWGcX*KnyAKCN$y+*v( zt_z70?#cXVsLmr$7Kb1Z1~}K{UtWMrKSEEqGQ)Rc@}a5d>V)r>r&`D+o@ok2HK`=k zOzaS}XXt%SWFLbd4Z>(`mc`XtFvE@NbnaT@ida%ur9PuhAgkFmEz*+DHv-=3^V85O?h0yJd1gd6gb^JajV_`ilzME)K)WC7{>GPUEKjLUrT&RvTkZQg^_Ul+ zJJm??V5YyfrM?TQHrCUvgCUKihy1cBJgm~>!C@mCf1I_-u)8rA=lx6aPdddcjf~WM zH2mxS&-i)}6Fjj9VN1SlNB)G zA*o<7a8Fk(R{O~ay^t%HLl-`tZ~pQ4wXIR2k5W-o*S3}OBR}f*Jg}EDP=Ba9ySt?+fQzc1i*;+?WwGS+g32TvHmc50C^Z}L|WJ_ZzkSqNiI&yM4 zFPWq8*%l^UH2f-S{;yt(^xe~4o2{>)$G3_)CJ`Bb%AQ2?pqfK8p){q|;1B3O*Y@h# z+AXh-H0v#YqpF|reKcmej#z=VWbrG4%9W?*nso;?ka?z?Ap%WalfzE+5DJN7mMT{P z(n$*4OEW38*svzw+V@KdMSgs#IspH%$_I}PCSGUO#QB4Fp z>LXM9Lj?r#Bo&i=l+e^oPy|Yj;R9UVyB;c%F%i;Eb6zyyEAsn#u5FY2)VDucZrqhFa-ilYrLJ09D5A+vU6zJQ zS4hmVI7yj9Gm9v>w?9F^*J9<{#I*6*381MeiyU zuXzAaijly14kQ46UT4#0eAny_?a#rFq>?OEJ$9+Eu(n1jI_imMXnyF)Ng)M{ai3I* zPJ&c@Pq5D6&9Ky1 zE{1s|4cLny6$Ijdid1LPfc*MV;q#lLQKgZ@Q}T39I0hQ~)C} zh4CqC52vq%@bCMySKb@l0|4@mv}6!U5ta)Dw{PGqRe##)^&pe01fQ2n zie2rIqQfR;O~W=)s%=u#Ry?s{sTqX&3RDY=koO>feMAHL$GzS2MbljPpb|#|#=cea z=>%M(5uDqF5ZCaY_VvYopUS?S7oFR-X**El#`wrpv&$hRaq{HWt5mF8RZyqX9)*l} z<3;+ZKD(Y%Cp5~5L2)Rr;TnBU4=A99qb>6 zTYqWhTXJKJC++BEYDueVGE&q>Em2t-S;gZ}Zp?}bu(j{2kZd`Q{7tXLk(bGPX~WCy z^Xbdy+jkprX3(H;Pub`2*1vBapQ<)Jb~AG1vbg+nWNPA;1+A&1s-mE2BdPSpS0;m7 zBMUaUTK4qYn|o5+$k2}-NWxbi+2hj+CBoSf(_Hhp|#d&OP zfbfs}U!Rb#A6^{>uK8xx%K96bG~Fzf)kbxT0)tZ4nd8SKXBZ3GOjh)R50l&Y{inFH znH<5#(Lq{ri#1$v-D8%r3YS-q_;`IF3peCj*hcr5;kJpOR)S|ZH9i^R#*{Vx06#)| zE?AaZi0|#+z=|DA5n~<@txlGvDBsSf8R&?1M@RnvF&su;3y<16dvWF96-_?g$w`^X zR995U{{XinbyT#`$g7|+&`VewHz05eX60!nY4>RER2t$a^{s31D~GLXjDe3ZPg3oq zGH#Y~+*wU$ZtN*6Zeu{83Jn^7uAnMu=6GVgG;Nbjl6{(6+iaczoZnpAE}S%@P#!=kg?f@rD0Gub(u1H= z^3Cuwe&I_yhD@@<9T*Q$sX?W9>0KhcXaVZLegO6tZTy7X5$%o5*neZHo}s40N@SjF zbX2k|WcYltDUF?hNee34#C|=;_uIVI8_QZ7rkGNy`hGm-jp2%E1Oh(M<X}j!L+fZ1xRXC1Lvn7VW{f#G5ssH@e|ZRHEvFN=VWJbda(_ml8s%Gk~$zkEqC}9<%1Udt_r{rLD>1BFe#1 zvgw+58R3QJj7DAJaD29Axj*W(x7XSWsqRz!W=P0jdstG3Kf~qzO7ylJ$h1#sWZ`vF zw^bO>)c1}U{#fXyc7MkXu*E@Lyyt30uS!>_4^vZGVJj5NP|?F5l~oHedV-5;)qZ`Q zZ0#lG$Zf8-#K{Z6)Ft~uAmEWIL0lKKHHYFaZ_b7b(t*CF@arGkc}q@KF*$TS3QHQ zAKMB6)Iytq>N#6UC8SqjCR=*Z3aIe4=eQ^Xzlg7p{fT!@X1Es1wZ#;0gf%`9LsDu_ z>C~0{>M8T!d-9(YHfHF`V~s{;Pc&7jJL4g#t*xR-BAPkZ?l8kr81D-ZQNab7hxie1 zJ090N>Yai!)}Y5xFM&!v#V6r!2{U-YB=A8%0-lCHK_30Va~w2JdAekawf z^=UO$xj(AcAJhGU=;w4!^qhQ)Vp?;mPsGO9b6?#G%Ow>We4@6slBw8^#1_S z-tKR%1~?v{@S|>_Pm$a3R!sGndTQ#MLlCH_o?4)+pIJWPu1hIkzJ}-N{=VaNSU*kF zaqQBg*UN{`htHJdqPaPfZnUWM0};s%O@` z2T@`DZSUGIWsa(VQ_8A8<2--WUXg=oSqvb#Q`}oVzdyJ3bk|=FF{>NYZ5pdAL;GomUN7X18U7Q{2#ac+ntw-!^3P8rObkYt3G1s1}l8d$IW))Ci@lBJC2^}kI z>1!yeN(uVw+4|PTIWymW()p)sJ8opjW_ZLoA9iPR4_HI zJiNT(FLXp&=Pfg3Vek-xMb7Mqv=oayMJw}PvS7;X(yhx zo|bx3#i+IV7=A8u>Vt=BzukUaq&y%81k`@uEP~<9yTOkuf&N;bEOe3X;|8WMBl)cdMk$--`mT#+{q?VpFjF1KkRgpd+Rwym1;@l-I{!>(ia`N7gbwR=4tESSE?!9Wvx}c zjJ`STApV-asN>qyjyU+HkGJ9Lb6q2mtmy;zf7r+D{Q7^W-8jmrWin(%5s6UCt}@ax zBKaEf(h(Wdwk41CC+aQjiLLxkfYf}xAN6^3-L~fh3aY8Ej~f2~&)NR~SEo@|du_c{ zc?QZ8Q4_-?bQKkjwT&i`Vg-OCFRSQoE$p?n`C1(@Eff7M7yVV}#!cB&q$&Y9{Y6^S z{x63}Oy6|i#Y}KRQTGqzbb%tNdWyPtnS!xKWNQF*Yc4*Yk@<0K=C?}Ag&#UE`m5>Z z)n0F?)Q~7LVznA|f5i`A?5SvT&2wI7<^I71ua`5^2$ho1eWqNp->XGVgiso zR^;2-HHzYRsT<|L$bR3K&!w<2iM6WfL+g|0!1;XrdY@I2#mh)(sniB=>!V36qBrxa z`H2L5Kga9sZKsJF>Obn^)uitle7b0kn;Vci}T0qW+~)pW|KQY(cc&-QhaixC9%a|n`(nOS2=R+^?XQqjg4HN3^o z0a)-a`1*UK_X=Y1(6g}r0De@8R+y(x=#JY&Qh-KsstF&+aj#NRn*mLciP2eVOU71O zr1S|{SJ&qjupg*$exQ3zCEfePK>&~FonP^s)BQ)Q_)1WMmus?s+p5UCzqbN-v4 z$1U5NPZ3*Cl`@cLmMEGjUS^FL#tC@M8Gc9lWn=f^sI$$LEirhA zRX^Hb=lxz?dfR`6W-y3`jyg<|L`^}j_C-g}jxo_G-d_U#K~0*9yKQ!s11Uz8a!8o{ z(TAFvYRDZTdRRtYnyNTrDIMZ}@>A+-*cG?CMNJwI zl9VUNoYw?;bx^+}ej9fV2eBjG9i>6Lf4a3&(#KIe6f;Qi(btq<@=r!zR3VGX(gLhL zp+_Jg9K&;AWis7ccykX14xQbZ&0X%5OA+B&@;XaX96!sIT+6jz}r0r69CkL@?TQ)YmG{$@U(f zn6J%~+un<$w+A6oFf)n<#}Ea3zsNcfZ5ErXu$vBE+N{h(nn@$d>p|*Obb@Ha)P1?= z@pV@8_)FJ&jK0b|a)XHHGCEl0dSAPHTXW)M>n`Zs*zJ!6B_>ZRS&NSoTZ^fyk0PdMBbK@*mSk{QQH-Df z+H~IKb-r_L-L{*3ntu^RDngd8od&O$r~F!;UFEJ?irx1fYTNb9Di$V@q5`0eL@68% z4L@(ELg#k;Fzasahi=qwJ;T0mwYVw~MUlm0D}*%JY=fjfxsq7PW)aT-lAl9sKv`9^ zx%M00xw`jtDFBveLe~ho1LM!upJ$&&`vAA)#(CnjwU{+LHkPc>9O@{zQLeNkgMbLn zMuV#UEBtO7R|SeYUpUqD6&mYv*eYgP?2TlWjq1OQ)JV*25-QBX@?VctwR;Ooc@Yg1 z!eNn=6(Y6#&3GL7^dh(2uLOqbkgy_}9QFZIKqJ$j0CFfkeIISJwLUcMs%UYUylqW& zH5$gPTb*XfRMaG7>WJ$X@-6)bQDJ-iefrMpZg~n#6!L*ehB@={hlW`ukz!bqNvfk=06GD2rIe9wMSxQT(lw}G4j`hr1Ss=A58L_I zq}MmI6Q(Pf89#-X*XR2W=g>d8dutt0Pf->wUAaujRH)Td^z<`T31xNjJAueyf7frJ zKc8+zb2O6(WhxjGN@-Q|JUssZ&(k1Cv^MY9B};NH?|H>Fmbl)_9}TfUr2wnrr$00EdrESV42VF}2%{mE)Gu z1!{5YUr*)HDBeHKMy{fW<=~{Rj}t8jtfG=UjWqEIq|nT!5H&JLT}ev|-;4XzhtR7P z)B2n=KB1iPpg-sJr$%ye<-(`aL3SEYXlRE6{Wb@v=$dv9^DWHo%neRnwHs}-wN!L0 zn~I_sg>57zIc4<6?4oc)K6`1ZE1F*NMV^HCrBu$M;a9?Lt21NeRv%8VqI0!n`5o8aAGi9dWszd z(tMBFQNZ;zGqh%DYNgT{q<04FUs1j9f2ug+G1)9}s9IFjY3g|NqW1E8+y4L>`eNtF zOEUl|!G1&2^7{sQJ(DE$qPDImBZ@XW#U{B*ww7NkvHm|kqJP%*$z^D9TAx}|?H+x3 zt_%&}BZ3dgpURy`tHD7W(909XRaKGC-D;(DR9hLMa&Jyd^AfQ_|E)rgo!b$t1AEM1<6Np^x=xEyEA_6{U#} za##9QS`U>ES7~iy4)eZ|jw3&p`nYuP^@$92s;s4oWRC4=Z*WN;w;8h=wfGioLWT>*;p z*H;}hVHUSI(pM`YNl^`7+|#8$48c6W5V}6Cf9uCS)JFxvuWlpqS`|OEVCVdudO6~d z7E~1UIX|#^^~#Qi9L*VuS~<~lijxgfnP-(^yfPQ478)!|0r}$B9C&!@$Hy4*TGReA zxjj-@t&eO)^&c{o1LdpAzv}Yor#T1O!6da5wR9~rM$bHC8n(WWlGH>*i~$7c8or0= z_4nZcn&U%h3*}B64+D?S9XS@IRapN3Q%!JqXZ>Hdq?KJ3cAS^Pq?J^)G5{%~jfy*k zwz!m*xm{$q3;qZC`*!2RQeoCZd3t*HaQw6Obe0gV!KYNB*Db_X)6%%De7eV5v8c0< z!47Y2M_pWzhZ4<6MPA7yhzNEJq^^-*0kbJS>*G0kv55T7ALrAp6ZlNAu}GWAYNYDKWxW5jz`pz*0DF^>Mv>JA%uw-ukjuq z>i+;&*w)<)t8UgM^oGdOLtK;I27W`!rImkI_Cyg&rk<*)B%X~e8$54N zSo%tOwW)8VzaGiaE?f2OqgM^bxF7I;tIwlfr?gMfymg4v0R5^hVT})YnhSz_lll5AW$uH_P5U=!D{{SKOf2eg;irAkE zxQ|s@4?mak{{T=BaNiuWN6hyt8{I$vSxvpMB$r3yYK7tX^kLyz)5V>FK57P2@&IEQ`+5=K zq|L)jAfFp8ElnD_EdEeMpZ#1~!7K%=KOb9ISgQ;Cip-5!o9+uoc%N9*$e~7%FQ{JJ-u~XiC&Q7HuaFB*pZc-Y z37+P!pcsb$KM(w09-$7nju6w=XCRGQGG>Y>bxEW>!oaZ5$+UR!MsqOSk%AtI;Ruo~7TpTKb48 zr2ZjWhRfojs+N|Z#AyL_BWs>oz;nKhn(#H;0sRf;nc%(o2sCOWTi`hAz#U&A2_L9C`#^-j-Qq%M`UFr5I(E@IZ`6KR1=8E6hDXl zDD+P)%3J>ci_0w+&@~6_udhKH?oHJbB@HOWa3d86zP2fnrD~*0BD* z%pkaqNdp`=`d*lSr7QIgTrl8xDdXqBG-7>Dzf;SdO4VFX5`5HT3PzK$h+6UF%o(lkKeKEUi}( ztc#GWDply*%@6Fa?*`P&+Q1^#0Q-LA7lT{|Fh8DuqhDW`$4o+FhWa&?8^cqU0FpHi z_n%Ik`tPf<*!;aN;orNGj%s>lYLBy3sFx>Fs=_jI)iMrBD7uuBQ%1v%2eK=ts|E@QVb2vLS;)gg(_e$ieYeIVYWz22?_u}a`2 zCVGa+TtPbF9N9tSt} zn%{lj_ShL9nbtowIT=2O?Z=-@w$-y=zy;(=BwsWIYAfixe?Fzse6!iRqOl>%R|Sq~ zgVm)4d8DfS>uK>lC!`)nI)|u>dnA$GW?fD#E*n#c9JPwfieJWDi`;>z52*ax*(L7fJ71YD zPl~>}Xi(ER{gw5nN84u1(Ab{@lrq+&;Z98|KRkLLE}_%*ElxWi^=(|Hil$VS8hns3 zRMVi1QKN;^)D7%GU`_4qZr#lLorLA!xOZCcCZJcyai`ns`E;UwRJFOW5jts+MF~y~ zpEW#wV05Pc07>}+P^*rvFi0h^il)2xjB`d16Qv1T3!7Y?57*h$KH~E#5c_@fkp({s z(Uydgej!>{=g~0a-M_;k@;ySFRXj2e+nWCXo2*aW+k+nS!COldlfu_vVqYGI3h@P* z0AEs`PND&@_GK5moc{o68C`J9Yf-5Me#(Qx{2f&Ld9uy}#LTLE!6$|*L-X>d=hiv9 z*EZEMk&4C5jY2i8OrA>ufPm7*0){Mj4fG#PUfh%3K6bbR#exZwHAx}`eLmmydG)6D z_hPrU4=v1zDf3ZJf->$K4ZArywZdL98$1+LdeF6V<s4gp9 z8jqLfU(2IQQ@+`=#Wc{}Af*W^kHFMtfd_{lx6ribH{R1V)wMD1ycnnZsp&*D)h&;$ zS!m){m18#r+^Ig4*K6DB?US}Igk%b(e#)O-6vy)EV(yTvOBrWY72(_mA7A!54>H}y z)f;bL@jd?lj>pciq{yMQ-Z^vtC3x><)XKVB=*3U=z1A(ZYl!F(bbl{DKQHq1%)8)N znpn}~Vf-}*^W){vF`oI=)i^53j33@-tFn`oN?O#Zj-jQJDql3PM#u@0K%8mREo&Q( zqO-Lk!=&j1`g#8Vwf_K7^XU?9m-klx08tEKRXBs%049~s&!8i8e=skyK{hs}n*- zYPcD=Ch$p|Z2&1gy80T(!9p z12bOt2T{GfL+C2n?PmH|<6xzQa78@N@Q#YErfW$Kv!P8WejhC0V~s|B-jUmruy*XZ zI4RR3E;}1lE2)mES;YlNR|KS!$E>3kxduCGwY7_TF_GZ5Ei|LOY1*w$Kk5Em6vr+7 z>{qBtinn%xF5I2$xTsC=}}P~GMLF}>asJ)7{dC- zxjkUI@oP7@%b0DhH%pl2N=Uivb|+8!!X7`$pKn6VraSIk(|dH^PC+=~ULv1i$H@J? z6^HCClTlAe2I|MI8mPuq(!QdNsVbJPNOi+kHae!ve1s7gKjJU?eX$j^mgyi##I&VV z5ssQv<6L+izt4w4F?+gid$QbE!K$K_2joGZKeHo`ryhp<4g+EA#;)J{UlTx;(^Mrr zVcW8q=bg-v%xdZ~ZWeGZzvmbe}nP9}j3aNINJL(;_dMKri9eQhLbB`r-YK{%P(dMcc(k2^#(ixe z1aV<;q?E?`Nu@C`e=yYh5Af&xS?Mj^s54C)Ao8TRb&t$;aieeozIEeK(k=H@NAan$ z82YT4iA*aB<*4$Rx#v>IS=zBwIcS*hpy>mEexBWvbdo!GR?!zFhw11ikF9ER^R0hA zn6QEx$!mBDQkg<6(RiAbKgEg?EAr`0Q@``(N=mB3K=I166IoG%sZo%m9vIT5N2m3& zq>LBF;jC=N#1riOu6GXsp5`;cz1lp!%p4Dw=hGWpJ8Jlru}h?b@TAmaHDko$r{qON zM^89uFtgRZYa>$yM6?v+El2bUMmU;$P5E>{cb&TO(XH-TZP^=ulfRFg znBql#!%mk`Z!e0p`(dWsJ(qym`O_qck(#qJPcv4l)c|Q}rKK-n<5FWt$Ui|L*T=S6 z&gx8At7!8fT1w~S2l>8uJtAImj@D*{&fh9st~imB?Q9&45oG61in00-hlw)RY1+D5yT(;>lO8pnzg zU+s{d0Az~iKQNv5HSc%oOSgwggW;bCwC0qIWqhb>T=X2~{{Wj;%_^EYsD@)7iu<^s zr;bW(tqMX)5GSjERPYS3@#N6WX0VWP>`QCyPcHpJxWARc)~Xs2#1H`s7sL+}QNxFq zMOItP*6e(ER^Xl6|<8#d`3wT;j*s+RpngubDu>H!K8 zFme!6O%6dl3+}A0cfFP*hSlS#f7OjNgF+1n)PNC{!5I0TmHiX^yZifnZpwU@M&Rkk zl9szWQJw8cbGs{VW95RRt}=p$F(8Gfl6P4VJSEjy#pF;+`%S-ZmfN&XweCvo3V;=$ z5#&&YE#mgn5CEXfcu-fN{{Sj&oBseQTbrXYSW3o)8N)OD%Bhg86^SMI`3+PC(z@%S zf0?!lj=ySPI$nCM!M9?X9H#2syN3x^OOXo{5!A!C^7M7`ebFk`ftpaGN!Mnu5lq%I zL#isW!`xCh;)u$%B!JH*KHVCH4FSRE(rYb?e3b5+tj@1647|jq=D0hNI>HB9$P6)zZUikiOfsIYc}JsuC*vSZ0xFUK}!M zRj)&iK8ds09EMsQo7hRW-ziBRMx!IQ_e^yZbrmzHhAk4pB=M%CRC1xEuooZ;mCq{5 zk*s)1wP>UPQ{SKV<3#2om8pLI1jg>LlM<*eEw#=2>frPx79Y@*Ap?Q)vJa{pyEY1lm1%t^CwwtpkuA3>@0ls zweL--G8GXaltkWY?fmbmcmWXVBGTv%CKQZqjDxW_8KFGj!5XNlOz{MI97xOG;!? z8CVYtmh_KFEziAe+hi9L>4p4IwW{fJKx_Wn_IhU>Bi(uO7^4Yt9w;Of8lu;bJG;D& zamUZ1)4x7td^p8!+Pt>!-!xg8s*2TufrNQ^>uJKQam_ZmXk0965!+Pkwo()uaqM3= zB6CLM%=;~%bQ!9xKH3vbH8cXIyaz#Dx7=$zlWZ0Nsa;*Do+36$%`lutl^E3YR=c11 zr**$uRwXaT?UO;DmU!ouOt$EoDPJ@TIgWIj4<)M#Ayl=kNslrR?_Ye9tcE zt7@kjs2%HHOX8FrRk(F&y&L}k36S|w{7RAgtGPO_t8z^ZHey^9wHwoX z=4)e`sEJoCl%lGqrBWU{#I*9vSh-?BMFuh5x4WC*_FfWNRX|346j4SPjyM^Mfmc@?4@!Yvo8Ip>ebaG@RI<6!qyr#$(ZFml0GTVK05Y|yIbqN-z5f8=G~2f) zER|bV=Uxvfosy1cs!rMIk3BwPAY%(mhD;tsB!)V0S(0QjJcOSj6a;%SwA^eXnVFK_ zfD8qA4Sy906O7`urvXgYrBVL?SL`gz7S@-5DQ^fQu#`HBosmNuz<2TS9@tmv^92HK<-;}#H991<`0x1SJ3)%3&5A5kW;gY4xjW#1s zsA~r?a>c<*UDD9_7%Y)aw+!?o)U|CmieM(C{t`|iw&aA|uDok|#S*D%&3hEEg{a^b zAF6O$g=?eLsnsNR$MTx~Y5i-N$Ygte;-7alK0Z?vnccmMi?Me7HmYASYI?n!Q(YWT zvWuIjwZL(6%&)Zb$G4k(lG@nFw)GiVB9bG=gE@~uVaMY>qa6gNxtGxsNyvtD^cbNuR+P|u5Dy!ZqUN%N~?m5E5o&b zZ1Lg4C!@oXl2u$S0b|@KbPzj*I*@rQ+g;n55qDdm z^!s2k2As5NSjLRnBUvOyk&6Y4=nbKyLi$y;b-5qIPvrIS)1&(P0bAKUX|s3!{{X7O z;-%erjPw%b@UmtiA?hK*<1--|nw4J0H|qw7i$5a z_=oWpgDX?GavvMICQS3gMT@7deUXmG<%T+vpY39g9BCp&A}GS3^nQ@4ODI0dW|m3q zzJvfGB({<82I5;u?WrV^X;O2?qPcm3c@Y}gW>NteBpOz%;t=GyBr- zU3H(g&xJjD|JR{>uI}8j<}2SbzqY+DLP^XRYP>e$xj8Np%b zPskAOX<<9l4ZUi!xO`sd>}cwzsF5p0G}%)yojj8YsY*!5(#P~-NFPzb2ieX3@5)<_ z*0vJO9jT86G6$ILA8kp+O$}>9(R+J+%vUge^0WptehU~0Oyf-sK=UWooO-h!qS$?d zyW^WjO!kb~7o(*6iLlsh-H@h|cGCzyP5_cV+Vm#pzm^|!c8=V9oINit z$6-8GQOA|sINAzIii)I&{mi&}+2*j07@Jp=E9-6)8(DtU%-hs*naqzapa!O3NEyQE z$R4=|`Sc)5Er)BESj}?@h}NNCI>rg6r2rjFaY9C#O(uACY}^9XLKF1-p#D5HxP-*30qb$6M-1MsX%jMP;W5yv^t?dkZgw%D$9!MEC~kATtj z#AtPCH8c!-xcZ)rX4L*(e;ziL9-f{Kv0cMQPb9L)`HK4b=oiY!O3M{o=mP`w)THXM zzp@s(j(L1Y*Ibp!aDLBPQk*G|mqurGy=ngdw2s}pf+|vRYLnBz1p8HQx|#u;}Up!;w{s!!}FLL4X&{Se6De0jvPAdNZ zh|f?ah7~~@pb%Ktt9=xMrr+c5QUXvlvzH9SF4{U7yztLM{jMnVck z)L-H%59R&}b<}%vB;Rvik)AmkKuN5b-&jHEg=LmAsoW1w)9G)g1K**Vy880=hR$f9W^7pJtR;)Ye_GXmX-2#YVIUo3KV`28=g29ACG#g zT``h*H9rBVdb10F1rei<$-hl0#<>}9@@MVo*0#RC6ZdTN84SHd5Tp64DyY2CsE3Hq zi9aoIeP2s`EPa_n8kqk8Rg6Q;Ra&3wr$zHxeL)TyG+gl2U-<9Y(+&?cklqp1Q`O;K zmY|_kcBe@QP=9SzV}D3{5L@y7zq`$Q9i$Y7hy5u~e%${6s+~0UZ)335 z&!ayIIA=?r5!K&;j4Vntjw}@X@#=a6dlUI{{7B#1BPF-DM_ExzStKKwG(>qLvM~&Af34No^EKU*fdYtKcopm*=hBBf2sIR_I6WFeyzfw5Jn~F$ z7D@(53bHT)ls+a1_276=iVmx`U*s3@?xurq3{K_T_}uPIrJoy>%S%(E66z92Bs0e} zQ#mtLX#7`-9J&`=<>gg}kc^ zyoK1=^?Jkhyw0+Z7jscKBY-VN<4tiUkwJh4X-*W!N~h(mgLAkOSR+}><|baxOf+nV z1I?6UKWRmz>#ocAwM5x|!@_nxB6|64ESuLEyfT%Qx@sMvtEkT86ULso0r3;4>yP_3 z(@UGr>lM<*p&>;TjYMMJHLt`LCBY_{HLYsLB$82c$UDq8J_gTjCXPCiw(koltxZa) z)lMd-&Z8!^F!UcXI^$~MhAVsI^QhI-v_>q|4JthZbA(!_mRZH^BY&8KP451b4XfF% z-(z=wb{TD}8rM;+8SrRA@ie7=%$jrvOKsxP*j=p9_>ossFQ_=~DnX#9o}*f0i4-TH zi(-7V>7D-oELges?mng|BnY$QtD(kZKIBfZntIV)q<-b}Ms=vudj`L=J>Jqdm|M*h znh4;r*1mnZaZgi>^pek+&8^O{8pA$C0oHbR`o?gMDY-Km_T;2+)B@G-= z!BA@}qJ&A}X%XoNK9WPqw)$M~Z|t%QYbB&53`lEDOP@2{UtWxnlIrB$N*&&{H0?rv z!N61P6zSIoO-;P#H5IujDr%HQi#)k!YPE(-B_bK=EH$ZJE2Vft`pCDx8O55I;gqmA z?n){9Kf}`N`^nW61Zq7NH5A7h>#5*#o<3a%yQY^bOOT5ahO$h0RLb=g@y%0ErfB6c zq;pA=aL9a47KIUNFvebA=KL31oU%$EPp8H zxrOEvG=2`6(!PGbFZNGPi%^J=+c=cHYJqSle#-pw)1^gj*~kfGp{K~4tD>1|4AnxV zp^8u064g%6AO%gBo<9SNA9RLT<6TUehnEGdKFalbn0JO{9wciTSF=u~spCZo62E7j zPI1#=+WTiGO;0R^vK3I#*2wjqZ!9phv86>cGS|x=gb7~i5xBVgo_)HL!6gg!zn2yr zEVH@YEVZL1gmSfAAqk~LLI&55I(dAt)(RX}E^LpJ4>d#;bplEpoK+&CN#l{nl_Qbj ze=4CuNb)x#)&P5A;z{HtMv;PKQ|$i$Yp3@9-mGG1{{Tj4#Dn5SRT_SDuOBWRW6!0| zR{=Fu1uQUBU<3@ZPaLzDo;cbzUprJZQW6O_`jOB3%XZfV@Q7r8mOe*1Xn&tfTUjNo z!IZR#Trg4Hz|w%9^$xRta4B z_N8tcR-2XmynmNU1{Eta$o}&H}B|K)DPcWsJQtvN(gB?-?RIsysO}*+l;qm_fM3MIJ{{W31liklX+ysP86{|5%%gGLWt6K2k&}o?J zTFm`n#z~lm8r1A$N|>h3Ly~~aP_ygvR1-9)%8bilYai@^V&h6>oW1E11^84Ds4H6G zFn_~dmD*1glt1Fg->HMFBO%fc%d?Npzdn{2KA@qY$Hj`KmU`K8Fq!LN$mMEkE575( zUZo;cl+6-9s``jxr;q^lm9IQGd=jgQ(S<-28RLxf-k4>Pt|yU~!{8D$(L=(xqtp3u zu6lW&WmV#<;;yH}Ori>u~Gg`9)HiH2HL-L!SwN3>#kN>g`m$0 zWE!3X{#`V0JQa6_py;WnjOAjYagU|R)#as{n5;8~sR<)Xa*Sng=EPf21KPi;upS&Y z3<2(=s)D~i@&ohfy{Bb#Ej_7i0cui43ZkU`5Uzd^TpL64DFxZrnD-Lcm6fh<- zj~Rrl{_s3;I!qvrQe>UwU`f(mE1CAtgS$96{?0mLW>NbB+_ZH`m6+1y%xg1Vk1B}X4h{xMJlV_t? z+B6=i3{tuqG1hJ`d3P$4$8m~ z<*)mrk?i|s-u4kFivG~DXSnHL+-cg(qy61i7qE7}V`FhrNfc&|za04LVA9hGDb|Wgm}F&gLc7Nt%m4!B!08ih z_nd>c?Y=BGNd)av-mHvBIn)S_qMQj(O?Y~g?q1jPuHS1V-L~4Yi0DJXFt{`)$j33E z91f*g*8_z}&h+gb&&y|P{_8!Ss7RKH1bKX}hVs*-Zmi0ZL>ogh+wsUhU#y|C^8WxY z#ka*&N}Wciq~MnI4Nota&zA_s{BE`_`?70uYR0uu5`#*b@T~_Q^&W)pj&-x{p3K>J zjJ8)NEE44A4NXfeT=B+df4rJWBP{+v#Uw0k{-p4Adkyo|m(c9j5?DhRX3#3(aw-?l zQh?TNQ8D?3;yA1hT)C)_*9 zEisYxBrU2f3i8Ivpo6FYY@^&Kv+QWhwp*K_L>-l(1I*A7@?WrzQ`E+r{^Zfx$8^v% zC>&FP^d4TIRMb~Ky#(|fZ`#{>s!XQQ+!@?$EmQ|g==8Mah{H5&L}>s5_i1G=d2qv$ z2`x*GR@<&3`g`Pzy5v_?Uyl=7(trU>4w_%>o}!0e$Wpbh40I$={P^vx0_^evKQl$E$o`>mF}!lzO^{;!&TQNmB=Ew&N>v>K=%aOHHyX%<$j%2E9qJa z`5JnhSD_CT-#zWUDkrO6%HNUAPODceA}EGCj!X~aOt%)~|{l!an--Ruvr z?6$~$BdtR+XU7%7>)}L**BG z;HyPdF8=`R$tX)iwX-}Ms0fWjJeezhaK@qZpolTG{{Y)>Zi$-Bnk$bHtHV<1T%G`t z{u&d*r3aL+=8M67sudLNR#^2K9N;R~)~CylLiWS?W%A=Sn}$8RUzU>swUqS9RT!_R zlCG}3RcWbRT9xNM8HTM>F$r?Igkyrcw5k@jxM^ptC=gUumBy^%yaAx8;73eH$=07p z(C&7EDFCQf2&+Y@ul9gs5yFSe0(xKWP3`mZ0fov`V|HI*ZgY~QS(YfU)h0TLs}ow! zU0+pO#X^ahf?6ivDJ)0?>ukE1qFG-#ilEWVRMX~3(xi&;;m75}!cwz{a&);4Nq}DnRoz0)(U7xk6d5N^KKc3SyI7 zMik<>P=94l%>0SIf8|f}2RRxT@>>tGv2`-kR8i)o#^7_mYb^C^5812~)o@20)m@!| zXLHC5HI@TL*g0}|o@uZ9c*L(5L+7X(15!u;VR+X(IwzN4=1XVrHp>|9005fYMnI<% zUl8KI(jyt*0n3W*f95^dRr6!E?#$nx#VOJn!I9h)S^8DJ`es ztq;iNrDIFGKbk()sPeAe-C1a-6wp&->T!AaUVGWRvq=P3W!LE%iAx3~`zdwg$t}@^ z#pSL^(x|QH!li0OGHd2WI<)+)xic2Jiqwzcit;AVG7V}+$o7JB^66Eywztl%=gm_? zp2%-Kn_XI|Ca)%c6ON*(k4C2rRE6Vr52^)S1TY59ZS6bV?Y2^Qc9EIXlSiGjWBsWF zQ{<+##WT_?oudBQ7S(vG2=Z9rnW%G0kB9?MYH3UpPKS+w{IGsR_8w}hJJ@~XaM_B< zd{y<7vg9&RtkBe?LaKQQ1(rzB6epGS6Xm~=R0i%Yw%M7WvA4HH^)+@NijZ=r;>~#C zoGJ^)ez35PD+u1^<`oCDqQiqzjT(k3e-8mqGI}vNFXb^&MVO{FzbUi%7$lA;8j_w$ zsd8W?I!jSJ5~XQ%Q7VQEu?;*Apgz;VZtWk6THRd;q3}wPk||eeQl44))YGRW-?js{ zBv$)W(LQ^gWzup;s1VnNIQ;3+DE?ue%j+fa!>95c!P0&CpWImtd>DF-$+k0vFN?`xeYyq|3Y_@CmfszYwV3m`=;6u3RMk~@ znd&O04z=(Yru#{1+S4|r5;8b8FJ&YYypcZJwd}jX!)+S~WE2HdYGR;(ST6xXq)^uc zni};6U2eLpOk1Iyf>bQVO$%LLhr=GYJS$9&G_`Js?)fn|D$0exaM04G7%z778X27My`08eK3uCf6nN`(X)O}(h_G%l5H!RM3yPxAD>MuhoMzlAt|tMln%n^v?d)kRP|PBkJl zO(aETe;ey1WE=o2bsb0AKd4z7>D`W>*~34?Jo>8XIYpx%#pnFKSn3SeiOn@gYW+WG z5n`GtB&J%2c{y7ieFe0OpUJo8&ZvS`6m3=FJwM|3^<|U7Azdk2@uB|!SNvC5aiTS5 zs*-A1Bag=&OjQP=MwVOn$|wL`lhSp9e^>htYK%!D=~|QIeLj68n3%%AfQr}Q(l}?R zRk-RZs`+Z7H58RHBQ;GmL~o%2uu{@_9F!cBVoP!KwY})acj2lK9X(c*{{UC|xb*)3 ziv&@PC4B+&`S2g?bbzngleCl7)6NY^a_I$2Le#bb)?mzZE|LBKn|o0Jon#ROES`&6 z@cDf6_I0Cm14mYMhx{cPx+$*5`T24vLJ|XkzgtW80fv#==OO@cBAQaE1%v8|* zo_!!UFK)q)%*k6E`XO&!bswHbsjKj!$pt*KR9ludvalMig2UUAS!pS5U2#%ZO9Sih zpWD+`Lvb;%cwB+-w`P%&81`5EC(Pt@0rp-qHQG?ghIqFfE%~n^&Yd6G?$&!?7w{O2i%?}-87RL00C85CWUQ>KuE`poh|CWsFJ{vK+Y@O z^4ibF7bR_$fI^YR0{IP0au-n4JgZC*(Ou>6-W*#%JUOuph0ZaKmc0Xm zgJRQRao>Gch{V-D@d~__ZjP-MIUaEI?-cHJB!W=rHJj-rMVR}Id7Z}M1@gi!Cm0?Z z#tPHr=s@z~Msd=PTc5$cH#d?5)BcBCH^d0^aprgcax2y1>{?x|{0fgDPrIpQlCm@h zBT!^uuM-VYJk2C>uwcX>^@#QXlw3FVFCdeEK-Q-d5z8RTWha!R9r6 zs#oWaBb@Z@O@P~bvnqbWac#QFs^~$erlLxpxMYnqYL}v9@+@~&9=nDH!}|NAamNFgqb#eA1H1DXr}?wimwnu>DfBMoc&?7Y z>SzF3{eq+Ub=F4**78+BT~)j`<~9$zf-3r0GIaE{O#>#XUjwT`M5>GCeKOqrK9B9V zAw*V|L#fRuDUUzH_Gce&N}=BFL|z-mBS%A|vX}MMUyM+k40?KWU;8iQH$`>UTN($4Kcq&e^)Y8(w ziOZ5e1YD2@7Z;>rdG5R$NQ>8ota{fE>7Pt}od)+~Ww*f;m(sE{rK%&+C92}2GFFxO z^i}(-`He2xj=u?u!0m~05G_p|Zg!#bF$jYqNlQIsZm9F>L82gq3b{=_MQ>xhhhg0& zB`*?@)3C;3a>k~$0OFXYDaO1y3Eb{`Gz=!TxSe9-rI(5HM*ht!n%9pGBc;E>o^on&^V zG?GG!R~W&kraCn**n2x{3Rx>+qLJF4L{w0$H4^>;32JI%k}wGckw7hQN7vas#M46w zpIs01wN(9zKh;e1rq&50m%?;r`GKSX$MDepe`iS^$lkqQo500Y+IZ!yr16tWL6MrL zD)XzzrBT&J$h3dSFHNBwpCG@j?lhm zPhj)^09T(y2dq1*<6li~O4{w4)bZo874ST<<&$egEY$a(TEkEkR^n!n(79I(aDRWpVv%zk})SZ$n0nK!S7Kk3){oE9F7*=|{YNRZwq5 znT9_tx2ofMjEQsnMvwfKltj`$@k(VyQD+LOWzAs zBD+Qw@RXHUfO4`L=7Ym0*USoV;m~iE@BP8JF%VJWntAIfA(_;}_wusM9EfkOB)Lx* z)v5hgxBF4}i)vu@8Y0-Mi$-Xyi zb+wr~>hCo)q*a`zW~PFAiYj)Fq{u2-NAo%p_ybrx>bEK(wxsJ6E#iV{t3?yf)c#l* z>i17!4ZAdYKw(g-qEf6u9}b1nULz)-FDk$J6VS9BkG*#8M-?SxHTtWdtgn2MwA7Qd zMHS4GhGb{`#0riyy{}+-p80+*)r#0fIi^tX6ds;*JuJ*ZX6pcP2iMa^+ILBazA_6qC#u8n$YiLr)wPm2D(}q6Lhp z`hxSQfJhMTHRj_zEtht8wj2amHz%w;_9ozPtQaVzyYY-Taq7MocT_A-lrtir5djkDj5?m4oid@xo zEd~LvYkad$u=Hq_xBmc3;LEBVK0&Gl2`7mMIsLs23!KY9YG8(zT1ZN#jt8fLx?su` zl>N}Vg1~;Jem_c!Ud;Hi16abZ%l04VHHvoJC_^YQi#edD` z$F8#5)A&U^l@;^lBYN){cB@Hbl!{cci3-@4(hc=rkE?O*Vn-ZFsIWSJhv)wQ7xL*S zyOQeYK>{HO!-DbS{Qm&Y=hLhiwaY_CSxHD3{+mzwvC~CSU_PLnsl4sIG;o6|EYRszIlLaJRSmpXq;VW%@;oG)fBk4=Shx(YN>was%lj95DE~!RE<@T$rh9$fHxrj0L1&Eku-r;rGJal{X}%0 z@D$9D6df(k9gy0Y9R-r4O&qq*o?V!UFUw`vr5=eDpWO8ksVAozJ-{ z>ZmsDPDZ9$OhojCGV#xll2;|FCSdC6A`NJ%psVTCs=$s*o6j0x)1Zu=(5pwM%=w>8 zaQkq3eKZoZamf#fIRm(wsM55+pyNVKN%Zo~hi$!$vbxkp`&$bY1(fIn>uAyRtj!se zy~WMkvA+ZQdoP9oGIYjY^k1_z#?tNgk|C5F;%V_0uOE9>X}ug|Ge+x95wG^Kx@njngi2EIq9voBGHdeT_H`nx{K|l@avoyAbDo0Xd{LY&3AWGt3urBKTF%&uv~4DN@KWq(}s1{ zrk-6naTe=tp%xZ!MSE0N9(*fLpY!9=LvrsL&CE_e1-fReps0Cis%qpjNnB=ts?QTW zLM^;w(ANI|V8_|bx9+)yi+N&IT8vc4xrjox~O7h)gnblMlS5t69E|mR#pYiA0B3N#mh6_(m^YpL8a~^~yC0`-i z#Qy-Fs54g5yle$Lu~bD94?Qt37FkqkWnNSp7XsJS&Hn(!nD*;aIiX+lzn52A+lGt5 zb{ZSav%^2;=@(sy60FcglC6oVppQr|B$W%|kXb(BO-4OydtJXt7Cd`dC5#f%1R+Y- zhr^utb*pRh5%AFgrx2td^QJ%5{!Xw%h_{{T(v!=>-L8HTrN>G)8OUOE1KI_!(h*t&jb$X~$=LwzlDk-O4MC0v!YRiXf@NvN+nwFMyB!r=W)hqdwB8Rkf$ z$IUXQ1pXgCFSn$38;ZkbOb1Bxpjv;mAL{+R0o6UbS&y!QqG;->@yw5|2pX)?(W4+b zi7}LIY;~{zau53DY1!`evUpS&?mri=pX~c7(PD32CAVW}KQ&RSCm7B;?mv*2>9T*p z>tV@6_0v<*(^yv2w9i#0hy%+UZZtCLc5uf?;J4S=Dlm<-7G$U4Rjz;1{{XA!>Ck~} z<-4_8i*S;-1lFi2>&G?ue=eRkH)zL%#*CaMAx@)IlA4Bu#S}mmaU?*pXg1VO^|!T} z;)oY!X2ob%{(b2LUsow>ayzgok3TOitM7GxF-%1bb!J03Nh~;ctIZ}iI+-WRWTb{T zk~u|9H;Cy7%E21fUjhp$mZ2bqv?OR@s9_h51u6knkgldYT>BSW zUh?cFmuoC6cq`+}Br4tiMx6Wp$t<97LgPv?*Lu9YY%Fsq|QM2PH7RBclXmZveHS?WYGTEe5rY^JF$bM%f%>6WoBc6b=<3K*{u} z1QJC$G=thb_@I*aaJIKYohr)UjQ;?>i5dBhI6pH{k?w8R*_&zhru^Hu>IRCMKflIh z=%@`rW^X!Ls-#)lStu;(;B)Ha`vqU~t@M$VYC8D^6(iT;eznjMk+6El#hr4rRs<7zTFa*=~jRdVr6YAQnN zx1={AQ+;*0xVXBV-Bg`Drv&^|9$W@^oN?++v$y@(Y&;f81r1a*aiw@vu7#y%^s5&*7kAnXIFM6l0Yxf^l zcBc5k)7DIKd2CfSYKDq*rD^~oix!o$vLksAv)&b7Q~u$w_QGs?skJv&GBAu+v4o3S z@EV0k&zLy#uSMIpF>>wQ%Ei1}#wAcf0)WO(t560anW)u6!E@Ci_gC`_`8&}vXEp}; zs_d#g@LW_+Q<|@;&DKR%r8K55C03#_5+ti4XuDXITWeG7Q_I|qx^L5op}z2=R_|9j zSPt$fnpA=T6<@>{fO-yHNQ-utqQVxn6$oOC_-ryeig6(M8Z~i4o|rmg`N#Z-*b~)J z!@u{eluo6pX)_fyv};u)t`(gt9tnYTX#)WnQENuWRlTd+y{z5s!p~!LGEG91lDH&P z77PYB*XQu`j$PMly`7`KwT=N1rF1f<0&`jeT4ODm`PZYZv_G9aZsn$>r^r&%zU9kE zS*ofkW`*O>f+?zNUMSI6s9TmJSr!J~un4btPnj$c!HV}3cop&bbBhbM$FhMc(>bWmay;hG*N6sI5A&@Gq# zYn$hKR^$|7@UKB%r8hNQ4O&pvV_=RC3Y=`U)pZgo9WJiA!Es`Z{REcVUg2#Jis>Va zpTrgNe9DpK`%YgI21vN=X$5hxv(g+#fSGo+^%I+f{p# zvc7OXY7NT{Uo)r`YJ_@bozV+(A!K2!Sgpm#cGG3JX#*@K5BPH{1W75sE*Taz~tS86I5_ozL=fKVO>_Z~f!l_=zT}hc8*XYH}6T$n!9% zrl_LGnB17?)oc^!La1AU!`z`^%d17XxwwsHpdkQJTGS9$xF)0QHT4Ig4-)?5%eLFu zn|UZaA#4VbN|x2YcX7^gYmhn-c2~!rlzq*LrqA`aTXrDX`S+n*ZhlyP&Vsr;wbV~e zGboDm^yP}X2_zBn$;OlIsi3inS!7#9ox#ZwxD^<~hSJ5jRZR!tZZuNc9`9@6!^}6) z!#eBL3$~_?gz*C)umPw*CZJG}(Y5P8x@NMSFFxut1+3(lu=1E zFw;B>imQ2IGejLyM|M-H@+*3S**r9zCxXU1a4LQ8Z#RQA`0^44$oh%=R*E zUqiLP(11ZIU0k+s3lN>7jSXr*7@+FM_ZIZsdwywSj}FyxiM%jXG;bwRoogETC1KCKzJI{`3~Rpdi2eTsO??QC(0%^qAYNC z(v#AvH1boj`r)d7B$g)Ry^Xyqr~1`yt)xB#1gir|G19;4Jt-DspC+hp_{gB? z+LgPGo~o{|8&60IQM07E3aa->n97jJG=vDpB(hh zfvy_6A3hXcKj8KM0E_8Yw{W}LBS~3PxH8QpVoHp$ywfldsYUR4mdZkZLT||ZL)r_k z4%tV6*nLiu{Jwee{(UL6kHwG$arp{*`G2eV^^(4iep1x&Q1mp@kmx6tU2YVKM3-kL zQPp-0f3F{pYGZ=lNP%Zkf7<^5ld76W`0Gza{{W$S?>v?GEKWb|_l+GLMO~VBDr%v2 z4dpDMq#@mOYQ4gL#2Ko^o6sbs@hHEyaPzR@x?3PK{^uF7evbgEyGLWvHn`>NS-QQv@ydDkKs@@&fWJ z0xndsBb`It;hB^Lbk$!ngn4}XdUjC^M-wWa;r{?v`TBCe((WqkY&G=QZNpznD^)40 zqoJv+rvCsZ;nB=jb#G7v6aG5ArEYFAysy}j4`R@xBGvMV1gRV&AU`T6wk(p+C3r|o?_8Fc-p z{1iP#&2D|gj#Q5+vbRngG(uWhs+tMq$IDMJRuxU6@)d7d*`xJ0Ba4q|izIW1-5mo~ zgdG~FD}(1siqq`*^;Q$x4FoHZ$5kpg{EzZIC5K{0A(B0H(LF@b$@e8BcG3`d(WABf zKciC*&-i;XR*is6F7Kg-XLOaU{G8CHw@KkCQNrz(!eS|V5_Et&rvLNi=c@a zQ3JG^!692v7Z<F>a!u!baO4Zx2tUL7WqW~R4lDDpnJ{{UC|k4W180Fd}RGis^H zK}k*>OI1phB55U=gh)J!?8nqtAFZ!oZO66J*uju=Ns49VNcL(<09ZH&RC6zXHkWidK~C%WEnfFFHuW z;!z@+dQfWg`FV61((U}dLviKynWM)h;m6MasDn83(z?kQ8kSY7V8+FP(l34oKGwq5 z9txF56|VxT=jr~hUYmEfxFO(~BSFI>kII9m+=oGT^z}Y$6)xI~8stnOgLKmg5oB^E zkL_xvR{?BC?cbl(^!BA@1N&d%kIGJ{db!gPw|gHu4l1I$nxATCl1cOP!zHOHB8IX^_>h7eNhEgUuA#uS zw&Q(o8S$b?WCFB|8Xhzi)JN?indqYHWwv4$YnjAMMxPcj+x%4(4fauLdTRLP-(Na* zPU)wDqxoUt)~cfLHsZ;4#>>d6JRx4I?P&57z|ga5v3(9K0oA}h(BE$Rs8yS9+vAnV z0IL=Z26OPTpRkaBpGV`CCbhKH9{U2R6=V@gpk{y;@WHNiAHzdUUR_#`R{sDn9_ZV3 zW}CTwCU#c9ilTXiOdE42v3CtVJ4E6wF$Bq|bW|FZ;?$&YY~GQ5ubO$AXLES4$pVqw zkhDZ7uaG0m@a)GPJqIuL3n|~}C%%H^#R51Jiquq!cne-WWE$|rdOiIG^53dHPvEL^ zy8v&ep~u(HL6F98ZIdq7$x+tQRJ|jt*xb6uFjCR6NdgrhgMVY4zn`Grqf>rv)F#yaMvqwwe8JDJ;>rP7!gmNE5z^|dLe|U9u>{vpaQDP;xSzL zPz?18JGd|#PYG3-&rsv`?k<9yyCreeHRNwxT`5QM(>W4)zaWG z7+OY|(bS^UORBERUg2k_FPrs9?}H;a1m z&4LecCWgO=*Vo7q$L;EcentNPHD25K1)Y~8zc=i=sk4$r9!m{~O4<#p8m^R~^Tj9< z#-zrk`awEu%oFN{?`E3z2l3`+m9nNvfK6)0LXwUC*puf{Ytg>b3=v+X=G=-SsXj1d z)MyQ9np7H(ndsL1Px*6Gy1L^Lo6Til$I#>FsoT#aX;(FL6Jqr%32SIk-s}uyN|q$I z)s&O%1?G*a-$mT0&V#y@;YyCi#{*h_l#Zmm*2x)uqQ)5{W*W4~paMyurhd~*LAJ|%e~p1xK9C?qKwwE{rn+Dm=%!JsV*mS0s< z>-;pw?5{!PvfZ!aS#3m79O{i(K{+(wzJQ*Td4HFYZR)CcvO5=b*Cgb%22TPpbsi|> zRi1g}dYXllE|Rg@?9AkjY+K#r-mHRYSmr1FEq~)Rukz_djhnxS4aK~4rlpcc1o0HY z5&Zo+>Z9jw#-pOInzI$T>uaNkJhX|0rSi!3Ng-77)W}O{Hjn}O!5oino%+h&GP5fL z^3_B?@v;SL(ShZ@VPZTV3?o*ANnf|&N^$i$udhIzXU$9=LZpgaw_lHnRYj(JjXgyi z&eF=KQbw?!9MMQgyW3U31-_okW!&uMfAL_#Pw4{Unf?lj)61h+HXYswi`|0AE3Zo_ zr>6%5*X8r+TmH>%&RO7|daTT^k%i-_l1fTR8Klx7j!8_?nH)!`2CyEV&=2LLy0&lA zTI193ANF(7C9&LZB0d~w6>_6nf_T<}P!BKjo`Y`E`A?U?*97Z`lPvPnEETyJ@l|yd zD_~kXuLEz;%8=Ygpc&`^-hVs3NA>8$R^(f2R!G%SCTk}>RUGCa7)Yb3sCgkMh7`IBG31aq z1gc{t&DZH$$Q85tW)9Z#qMDEJ9yO(C2$Ny7v)tx;ScIBX0*p!d*XC+?R-G-kPxF@S z?w;8cS@^QlSRK>v8nQI8Jxwa)qAnv9(K*xz8nw8&M!&X~Z_{tDQP-SSqP6wXDm@9I;lran z;uE#s&1jFRIGm?x(oH>AH2IHTUX1=n<~<} zikI%EshR^dGKnO8MDoG3sb^bS?dl%hU8YAtq=i#l4LSb+YyPV7=)HGWxgSeuD!UFO z3R91so{=>jt=-vA7BYrvD5B28B*vplRL4mrJw#$UX_*{d$1LGrpQk(@dVRRXAl0c< z*CS7-p#K0@^Xcegj%KCQg_qM;_vbERTV=&xnQHGlFL3$G7_qyomhC9pu4b0 zz!qg)MXa`E1KaajM<7_@8Yx_6pUe-R?dtaC)fX}|`U0cpULUvpSc|x@``aTyHa2eB zsD`ddDw3X_JW#6G1Oc43Md3OtD8M*Wex^Zfv|njx-T9Jd}WVo*rlReVs67`gf+h!mwZ(TFI$@ zhty9~Eba{;t4hraQyZ&Ur5>ADYUhLXyd@-hnrb5r@@bq*i;`!JF- zbqGs=Me-^}4u93dqUi3YvT^j0>t9Du7tGUzNUzV0I%dH9Nb8xgjI!r585m%j%}Y^S z@IhNv@-ca!tu!eb$qQUtL~6(L&py*LymAX!>oVq=wD8I3#C;MmzPE@(%sav?$KVy6nd6KRwv?R(_S?Fog76pPaDLeOhgKS zrGdc)n#n(ruSx80!+Ca|b0wLg-`EVM0xE=-B+RxbIWL8OPjE%PzOipH=2~xVEyw*_)nCg}Zj|{%K7^n%rP!-=SuA|&!xQ(7N zXcQ@t&kA9N0QIQ=15$ENLoQt1F5!k2v5hBYs0v8c7Zs&&MzQPUKHi7^x9INC-}`HD z_IBCpt7*v`yV}cl|(;J>NHKEC;Z$;0# zyKKTp@#lyY2lHt{>U7#z2JLA*1QfK+M8 z`SGvJbQZkl+tjg^#v3tl8&r6{7NnqW!-{&22R>$<2K(3Lj&EsJ;&YYMQ9gdMCDVqb znzkt`0KeN(9&!22lA8vsAfM)`x$L~qMM{oZ*L^N4mC4L`f3!CYoe#}IVOY8 zpwdsg+}%UB*x6N1pk7N+;&3bif_UPTu5djnq1zd+<{$EAdi-Zoe0A)-%ZXZg8Kj?M zZN0^rmEo?1W%5;KF<9B8(!hpJ7fOIRJo|QCn~-c`jEmnER4xib13Llcm|?a-gYq%#`&aqA~v{{SX`=5O3PuWwS*{BZ58 zBhh(g%GB?=N%oF53QE~UA+4J+xT3|#@@ZKfR6#V#0y>*W53vgK$1mI3UBh8(B!z;I zMYM@ZRML{_N&`*>MF|CP0Y2G1uA0VmpP6p$>_>1}4ED2XAq@drOPitzu7Rjflkor; zi=yej_)HgO)?ybg-Tj5QS2I^l9Y{@})frJsQdH8tK1#Q9PNt(udj9}soGP`IE;Psi zlJjpgT`!4YU?8>tibrl7d_;{UM0D~5P?Bqt=C=EmxdH&T(Oj364M|3Z-3>q`LL*5* zTI9)EABA$DddmL*!bo<;;>At<&iPxA#co$v=avoW)n=eBpmFT~0BGhOZoQl&K^0>eM~ZYg28zV^x^Y4(o@=*?X53hDPg{Mz-5l2wx|)!5vX3oSSZ zG_pfcAwHfolHSI)d)GQb45?!ofY1RP@oE%W3aqfielId8IM;_r{{VOUb8ir~{p9gD z0yv?cU6*@|Tl8v%8OGNlOzn zzzJz_`8=fsdVbj-N`7?eFR0(z*f*YSfmrT)J;K_!8bk?gb*l#qA$d;`lF9(BDNJ>J zt7hbz%j$mlvxy4U0@eD*AMzsN3<^N@RM7E7u_T6^=9rWM-15 zlqTggSl<5tL+z(GxCLy@AMN4Nev+tPC()*VxtFGrKxG!1#C zu0u;f6ex`}o=1v$Y<7lXUCXO5Z7h91Qr_0dBt|f%82-{i{&oKV4tixLo<>`gs}YJ+ zx69ABhY`{%dVE*tz1>MB6Fau?jIA$%w zQMII&Z5u%lh>TN@6IvW*zK74JOtM_c8t$^hzY-D|4l(*<6gj18Ix3Yv%S-uxQsS~3 zYb((hjnO85bJOnHjIL92Z=8l+46Zg007 zpn`AZ2k<7pKMrSXd~Gx})RoXrE*lTIcdaENxr8x^qOPoI8W*>cMDh^Yh$P2h?C^7L z=<3$<-OnsUQ@(1c{PNiHA%O>lIxjYINhUeIlveI5%RHBx7B)KdMNZ#)&X zZ4B_qIe#H}*d^_c<~!4yl6o92TLGBFW;{z1kGiL66hhaZB@mJ{ zGeXuVEc)&Jo*Ua*BT5+*YNaTqr-{${tH+N|TfNIj*C-0Xs;p_LMMf8h0*61()1m8X ze2nN`#Hf_v_jWO7rtwEvPnfQXmadL@BJ;+UsytmlByiTZ^tZZ84UCdkHS+D?eExrL zpGJ_p>uuu~T5%M>BBXHpYmtin-i4|i&(<}uI#O@lyEOM-xmv7+844vj7FAH@@g5gb zetk#VPBxUMeL>++N7_aXKHr(?9J{2ZO0p?mEei1fJqenkG0Fy zIUWJJXd*Q+1w!_XrchZ!E}}RCkMQESNpmM8U!gS;3!#{5xkUrxajvZssqs*Ks z&ko~*<&Qo+1AVj7Ukp38o=iV{ZO@Ngg^Z3l5oPQ=2FJ|RFe;JB_IX@_eaD(MRb5d} zsec6fIf_`sqG+xa+ANJq39Dd`R02&a{!Ww0zqEF4km{wt(CQ{3SOdX8wJcGfL_`crwv`l63zl+6#Ozpt zNj)=Wx@V_xSn8~vC*=oO<|T(8Jyj$*dWy)hZea8>iV6glaeLUy!ukYek@2 z$YiBx0?4GA@Ew%lkV{jJYmSL-cNbwrhFC)psF53>&OR9{`2k-*dM)|Qy}PKQnp{ru z>HYIYf=LTvcTIcbE8>uAhL)4~v{4Z09gKvP2KpC~t*dbHYXS98@Cm?r*RXN@y*%-0 z0p=^Ieo8o=I&1!}KQ4l=*P|b-pH9BrKl4m_{{Rg-|In~Ksr;~h8STuKM78~8E@r-Y>8FN$!??Fq zP<5x1$d-mWxZ;#5Hi9RHOMh!u(DGGxTZx@crV&T@YG}3NQGh`rwBgow-|n~4#3gjL zp!iB#+ky!52g9nGqW@>dUU7RGSEuZ5mhx<5d$HX2_mR_Ks7nFuXb;zBG$L~sET-Bwmu{5 zKj-P7#qEG$Pxjrsf7SW*BNv0mM+3aH^hS9c78Ai!_axkaJfW8Db~=bZ>l5y}?qvNG z#~_Ph`SRhF7s8kox|o<>@gYml+Gq?`IIEKlc;r@t?V zL4`;u>FMYG9<;8K8pZ>!l?6YS{9j(gVcNJfGy@*#0WB&|GMS{iTo#7s)T&AR0ekX& zrfC-0^vFvg{6JI>_`a)gEbrSWWIj|{e?F8ijl>}^)Y8E$vl}YCWb?Jq0d`V9pgddk zbMEop$fHiaKhf#BIcmh(e`5attNHZFR~-!u>@lCisA|F7R_|Vg;ux<%0epKK3T(dpYH?sFer^>Xa>^g_?ZoL z>B|+4#pG#Yt9VT`vKG*uPqt^X*)$St2v85ud#g(EvmF>T$dQZc&AbPlJC1i@dRgls_PLo9%5H&PXTspc7^Q!*<;4SS`ce0_VWB%CVtxWN? z2~bzmar5|x`xNN|zdE07_Fgj~i`}?fc1f!iNRm9H6q!>vRsXC^RKR}g1=7g;&_8Rmb!O4QW&Zz3uCRY}HBEK#9lc09#kWx(}8!gYyE72=;sRF>jVB zrPhR?@JOX{7BS)aaZHd89FjS>{{WP)&EBv3`pviBdlPp)KU}eGsc16z{EkMNnw=^_ zNso_ZPZZPzG~M{E$ia%JuWRE;%>zRaE!^2b2C-a+Mgoqme$ z>Mb5hs$-*9jE^fYr7}Y1q-nsZZR{N1&i;?UzUawy7U8LdrkWXd8$%66NRozhf=a0A zmcC4dz;L13IM+ZT`fcq^i`ZUBvTip9*@q2uG$yCGq(K1wktZZ{PbVSoR~D_dSxp_w zpd?2HKx&fIP}DD!yM@Tm&InyAF(khHbLWd+wGsO!-D6KwU7}gSE zL9?41eF&`b<@3foIhJV023CoI)Cu^Je841Tq-0~L{@%lQ*zQ^_*2Kh6Whd0CFmqpn z=UNPpGtsZwzs<+11wB+duV?4ruCI8hSZ)x=sL z^6HXz(#l+rgnF%e{XLS6)5VmM6mjm-bpG7q{2eSCdLp^+t}w^bge@dNA_rTW+UDA?{RbTTMK=3!3WOze8tFLv_3{JL?Y zSYjeL+1PL={a%>qbB6fyLWO*fQel-;2A$EBpU5sX7uTmj{Ri?-`mb$Iy9PQnl2`a^ zUtInl+0rDkg`ToT2l~AFQzyqPMFm8Z^$U@k?#t+sq?1VuiyG+{XY!HyLjvDZ?#sBx zDDhour}%y^K0k;3j+8xzs70+ub{`5{e4=@i=<8yekz$K}AgSqN9aGoeG8~PSA( zozC&QVr2*AgZp};M2$N`aI#m(F<=fWQBShHJ5SbKaZiz?l9OpuRo290(vy^yp$w{^ zv}{JPs2iK#kS<5J{<3$EM2bS1Q@8v*ErvNl8W>#d&*$t)XqV_n^Y zq+%mE2lQFM4z?uyB-LZj=iTJoZq^?Px?9Tw{aiecPMy3EO0vkK_J2R~b?VKLgR87K zn6}juQi^0ItW-ws(nTP67Ning^zu}>BIo^ww8wS62g4*d`HFte+tNs_wKt6NnEpbd zzF))sujkfb*H|hD>2dV9>{^IR&GzpbwWgK5Z!~}ttLuGS``Sw|px{WU0PxB3;n9hT zDU-$T^sle;>FS?n;OS4hNYmw8=aH{{Sbi+tUu~>wdZ4s4@9Xqm0c$x}=&cwlPerrN{uHNhZQ6CAr z?!Lb2fNS%w+tP==yJDi~t>9mTPKiFB^oCISKicW)u{#(36ZNw;cId=*N5;y0o)0mD z``PF*8ElS3(0Qs*{?YL?^2rb`TSVYlKpO4rWe2zu-9asl{N~{rl~*H(6a+mr15PwK z;zvb0wT{oc!SuU@tWYg#UH}8}sqCms{DS^X zA&+FIth_SA1#5{Nf|v5?Un7=IKwb*%w<{LDSy}49)sb03=jQH7MLRTOG>T zt*#&ZRcql=2%~!Wj>E>h4M-oKK(-U(zURPH<#9cYil*AHSyIwHH7z7@%9N&IDuGz+ z$`FN7DhSp`G#2otl`?HAj;Abfrlh|FY6;s+xl&`>H8nT zEsqQWK&C$q1$h4evtE{M`~A+%ZsKbdl?eDkLk10efcgIburhjQ+!UR2*OfRLJ>`Je z^H*b~y={J59$~IznyM;7Bsm6TzMxq(lB`L!uVNhM%XQnV5*Y!QIW!*|U=nDmHE_mp z=j3`{$h(^E*K?(elSK5Wi5h@>M!JPPGfE$~%GP>2G4S_%(o$ilI)|?xJ6lEK$Yf{R zSoh52YpJ4FhN0%HfuB*kNQ_*4cs3&N)t%jy;sa+CVJc_}fJgd|=0`);-Z{F`4-#w3 zl}P>-@sET7CZGV?0Qmqj(fRBClI!eTM=?vWcK!mL96Y{X>c?7>bdu`aD^KGCT`C?%13AGp94n7LJqzFH%cb|y zHX5rPiK~5b8rpfN3%y8`tC%OR(Wo!&tB^R<2iDj3X1tMOF@vB}wUr7Vo(4W$J#BY$ zYj8UXe@I9Vmk>X}_Vl~P^ z{7a*`d&f4!mL6=tDL$1WKb<;JC)Bj28LBjPZ+KL05t(c zK@rxHk*Mk8O}KBRz3fkSCZ{EoAF!T2zv{>01m9CPmf09z$0VxX-& ziT?mMN+Dw!ct}f=!i>s1{Kp*hgQn_@r`Lk3AyErdiOM}iRZKL{y57WtUmyjI*xLU9 zjtBT!7|f)!5XL{E$)EVoNhiFxc>e%aR*WAtkg)#%cy1q;+tL>&wmRE6RW@4B%}=dGs@|rf?jA~YCP>6h zab@QA_AS{h86yd8WmP#YBq2o!;wxH%kwIGU=+Un?8!f$W?RQ9?NQu)5z)KQE4w0ip z55j6_e8*IY+`k_BbEx-r+s^cp<(8_WDO*U@G1Sy&s2-KXbnpy~EYe5|0B+J5P2>RD z#DgST%MwODsJw)J5Dt;Yg8&UOal?i%ItX8H+lBtwaSg?Vt+goHv`23>YFV^^DN=Zf z0zqul^sCyNc6vOuRYo7pSGuQ?8j6f#~F`K{ws9FerC6)bBk**`RGK{Qot z77sVsfe34(1y}W4amgp!=*6E+Dg6*Qar323c;Np4E|kS@9lGd7G;S3JqLr-!bY(E( zB~Rs+ddV7^pwqSdwJ5|xe@vvFF2?JB#jW)AsiI4&TR1Edyfo84m&^Pzk~kioYc! z(7b6?S2aS3?(i*4sUb-uEIe!g79@lIx3$S_sq}bbPuW5Ks`Q%T?c%f-8kI-ztw`c{ zRY%*$rk42$J5@Av88K5&Q#*-LT8UDbS$}Z_NT!Xn5J&)#>f`BeYa455S5%R%ujn-o z&;4KL=>u*>sVnPWkw8zTD#P>Xo*vmdhbJTw#WqRm6s1i}Xw?r?Rv{=JTC=El_#cjb zwj-OvX&t<32kHY{8UjBd`SicWyP6>*Fo9Rd*GQ?RH2VJlm#Y5k==&>b_8wX3D66sf z?B!>kmN#ds!bf(F;(B^_a}&yr(iPKhCEH!DeYRwYBMWaHO?#VARpY>~uSa(FR=c95 z&BH8<5FqHMisG22zB)*!uAF)fo^hKdyLC%bkjYdevoeYDFwFk|#w4kcz^8^|Wk7{i zCP?&=abRz6epm3S(z-Jrhf8DU{;w{PGuzlA#cGm(Dg{@=(~@b#oRjC!j&YQ8QdPqY zVtJrSSZSc1C~?h1)0Jj;i)n3kRu^0PzMn#Up@Ltfxi?M$2jbGYkIKL5;nOkNv4Jh5 z9te|HabnuE)cI6mqmNbF@@J1932(e(Ep;47qY#Yn96)N)nBaQcyZLqh04pue-~AY2>4YGwV^f5;!?PUx;VeYf&jOhsRcSY?*F zh2_mui4ek&SJe5+X$z~y(j(X~0sTCyiqm+K;iZUM=s$#s0@pP>L8<(|KO^aPFK%u& z5?XCuq9bHf{XzIu_GfS6+7lCP&@_g>sjjA`xm{s~Yf5C(iSz4LmzSj2G0g{-?4 zCtOAN3Zv96eVpw3%&^-Pdp9zH@fM9^;(rK7JUoMOBO9g;uZPgwc*hr?Ee7df&9yJT-1`l$K0qSn`$|m1xHK`k&>WIzqq6)fJ zmt1ZdB$1`Rpq5c<7}jrXw|#?XOUE{#)}9hgsHo#w3{sf@a0CJJNhbTY-|i20HTp7> zg^eSC9wP@==5Q)}@;Vmxr}JI!dVJ1T7mMosidws>8p>;iN*a+eFg$bEya)z^)cpEH zug>kHa&EsA&Upjfvkx%E* zGV^L~1*eG&RXEq%Or9%JpDdqGmr4pB=ArPShavX3P5TODt0$?7T7vWt)X(5RC;KY6 zOP@(5LU^)|t$_CJ$0=^h1FLO!A~dIPicK_b9#sIG3XGG|*>~5P*c+?JWB_~wl0`hU z(?RkWCy(3GCqMkix?gou=cen8-L?0oev%p~OGTE7UppiLWEA;Xfr44I*hv&_<}#rR z0N|5bE>3$$2i03iYa?)uc%(zb=7nodp9AIcDW94WX&|sxXy9_-m0&4OAjg8DzGMp2 zwK364?4Oc*s;gsD?zb#yDnSZ6tC>+mSDd;Q8YkYJZp8&~w-Q!%e>Ov{Gj)DW0}E zs#85pb!AMs6|0U&k{+xSzn3-WPs67vis~nU;C|09UXgO% z>2|x67O^TxsIV)c7x1^AsI5jgk50Bz_{&{Ky7mU#t*iz)1v^DoTQwvx>ZpOiki`o> z>D6(o^T+!TEuG9WM6Xi7j8l)H{{RO<>)0-AZ>C<;L+}P~J{cb)(Wa9bg@vjkifJUM zc#z2QtkZx{hFIOIY~Q5YPy_wz*_cQf)Jh7B{J)U-^x9m{O>00sDnG;i&rXXrC263f z#Zpj5GbgIB%CjmlKe!``BH(HqH~5ps^g!_FoypYkkN90b<3^r+IPu(E9~Nd{-@+V^ z^<$(SOK4GMDveECehFnRVKz36jf<;={aUn(0zRjoYf?*?;_VvO{GTtgri4)`@YL}C z0E_AJi>~Kdb*74{54U8HD!YjOfJhwx9RC1OVf6n1A86sZ4IvSYC;l&|WRlty@m+X& z^)8=l(PODei;BN&*MFBE0LYk7ap9vDlXm4SAv;P3E{V(m-ORoxm z59xYw$4!x{2Cf?v{9b?3`E(iOYce?&XkMB~RS1zK4;AJ00XB$1Hsg<1sDsDT*^Ee_ zP>NUibcox9rAB|%{;&AHxndxwj;Hs$ijvCgI4ru+83rDc0?8%P%Zp5C@-q+b#AQ2KnTJvw6I zG%+WJNg3dKe=qX%oUEt9?;&YG)%_O#01xHEq@6_tZZG_sRC7h@w19fR16UT*ehKG~Yh%4qYtuJ2 z#)Q(N`Sh8|R#7aMteJo+$|9f8R^@dCR?<)6u~-2`$}vlFTH8RnMZS4q;&IKLlJ?PO9aLZU@3rnDYk%TN4WYtlQ7B484V zMR05X06-7&{{Vxm)IF(QDJKwCQ`gW#;}R`%$dx3Sgm5%V5kf39k_k6IpJd_%p5QTE z4VqJjnLKrLqUL*BSOHdKlht(R_S5{GAhZ3wlA5H|!W4~{6E6sjpvx{wrRqI9wGA|%=YB*=*Gij-0tm8;c$-D&BBp`nw9za z`ShBfgI1(o@Sp zOB5|pAKlc$DabQM2nttH$9+cjCd7s0yxb;Y>KK9X_o>g!k4k^2bSZ+*WVKZiymLEh z3nB3hX;DxXp1cp)jsd$Ry!ZAxp0LwmYiG+d$1PPgbyHQWkf#SCS5(hz=; z!1jl9zgQG0jimy(CxQD%ug|4hcGb1sNDJH~F;ln03YDe^@XwyFnIvTK>BnN`v-^Ui zO}MG3@Ni2kZ#;5S)+Ic3jUAy{dex2f%FJ~WX7n3>Pir9DZqTd6BC2PPm;7H$Zo4ko z0+mI1WEc!eF(SN5R{#%MXFk0xE6zg)lB9-Om?|QgNt#TI)rF~DrzSxO%dd{*ZmHvY z=&(`#EKj=cNJ)xs)AH@@`R5C;XpodM>%QwtLT{ zy0k_~IB9X>W95;@9#tQoP;*Jd_H;O(7%NF7qT~| z+oRk&8JZd#lT9@+%Ss|LPZNS8Lh7nil_8exYuiw<03o~cg_Byy*5*jvDm%pme`bE) zKb|@;e%8{{X7J8NuzfhTk@%chQ;;6e$=q zr7AN~sC}cR4e!|UW~g%#Q08CnB}n6w8knl2ix(C`Fpl)m%A}7VCECRLjqCuwvipu= zzMU8eQd0bT3fKNC?C93Vmh6SvEzP-D!6Y+GjjWI2)53>`%gppmcPGZ)sonV0rQI7k zqc>Yv=4$%tox_@&C01#tGE-CshE!l7O+{k*0ne}N?G=XUCf_Kyu%tR`O)N_H17DVW z{Ojw`j_%THyS6j5Zy2V8`e>9cGB{?Z&ySWm#en$P)Y~?unmv_6mfNXQ6mtIn3X>Hm zqLM!(QPtGE^uP=xRPp!YCKGS{-DeEO{B!a z*0A+zA#Lo}Xx+Yo5Xh3El4_vPaXBEZD_>0KC!ntN%9}RjP|(GxvsNT7E5I*rpP8Y> zDtbX}y{+3DS3gB2!|hmdxLg~ol~`@TNYdr}@wQZUai~ z(tv;8Y$?O%ps~-Pr|sx3AGTXu6_aukMyH2`pu{-*T4=y<{P^Re5eLnFuffr-53x3; z^V!*)eL_K5RgjLe9f-@&OsHS&a~TE^B;HL*;y|pQjt{WL=gu3;j~eP3%j5-#g-tyc zFiFQ8Q_8ii1W@~LYqr_=@Z8%;2?VJs3se(OR0B^hGsF@FMORxN<+sIM<+-FxZ6$13 zsi>hi>V$ea>STmKwQ|Ds5Y)4hq-jZ7FwMZXtJw_P%+30j!sY-?JCGAx)MZKa;y>9k zUR~d9_Rkj0VUcT*R!=$upoPUgWO?*EH)HMI!N*FwFr@W0Q$i$6p+Q*dI9S>$ig`+s z%VJqfr_;^Fy}t$IQ;Ll)2cu~}@t%I z=r@HW0#zR(8mtr#0frGGtt{2(s*Ze$0egO{oMQMt1(p!kXO@T>nEm_<(^?pJuP$-w}qAv z&cYjz4**;rXy=OJZBoGf$;B9iY}bWxUo-n_!=y_+tb2;>7p#d8HC^+ z<|)%8f6P+@w&aFs;O#ebi0BWhLc{eQPIHm)xG8Z zp#v<8WX7Fn!voJCe8>55)0>R@TxY?Kc&A}nG-a4Ac!Ii350{w7k?56nPxD6V{2uA8 z-JMw5voV&Vk_qZkEbioj7pe**jf@LnBw%?POq%)h3-UdR6PNe-#mM+h)! zz!Uoj96>Z0=?$IKg3Tk{riRrCZ3DoCn+Lj*3ZF5N{%(*vzxnBQwv2Usc3!FoDe1g) zG322B83EGk_XYmxY72OzW{C+p8s^84eVRkaoYQ`W*2%z;a7r+c3e=2XSFeG%>ISjp_-=9i>VKEF}Py2 ztB)aqJwD!n&E>K?H>WZ2W_Mm%t0!8`Pa;%O)luWAsTQQA-gtBqHwBem=F$Z#{w7h{ zZTr;UO>Jhdz(L3cVAQPub!sMQgG!2n<c%SUR&GRQr;PsINS=L zi$(=N(hYc;lTR~4$EWu9+?kE+NJg)X6nJSJFuoa~uBz&6@vpB|weXkueP%viPT6{G z!Iaq>S83#)9oL$X+wSr+)WsG`Tz=fHQ=vfE*{<@k|_)EARtnp z0=cVz0R_GqgQkX^4Xozec2)iF%yFcNc(sNlH77x2Eh(jF7!5SzkO-$+CT$Oa-w}2! zSloU;r*@`RyA4E?vE+9(G`oVXtz**bU647)oJlbSi@SQcKC62#j$1({rifLzdHuNI z_E36IP*bFmb3ZZ1Gf8DJfH(W-2(kYFHnifNRi_ej(V3&hMFlAL>YRjin?cW?C3R{w5oG^qDW$$WQr)w zOV=|^Fj(Uepl>Yvql3nm=Y#dPzfA~+6;*EzwZiH3K3yzm2?1%vnn| zx@7o*o@2_H^fdJ7M{Tfep+2PC#Tk#_@Rr@hC_`t&R6pWS%i7VWT6VJ4ljlZ`Ysn$CAt0=GM{QXZ!;Wp1i zJB&)gy|e?@%Q^G@eF$5FZuib>awB58<}J5DEhNa5XE{MrPa+gn8VWmUAYW4G7h`+3 z)7gwee73g)ZL&tEIaMFAiT?l(mO3Mv({H<39`ACAz#wU?pD|4VYx&ZjK7sAY(%r{Y zwIALrA59Bn_}Qzes%k96W1k>Y{@k|Zh_@wA=i4_M)%}z}Ewc}i)BXzA&+y~d zr!6*3rdIH*rbynE9qa`LO+ZjM4?dyPd}-{eOe)PiQf-Lp9UiV6rt**co`vP|`CgVO zZ*5m^*dLxj;CoFr?K~1Jm-g{NUIm&un*6I@+CI*nipy?h`gm?ctSSLWq@_h_3+SbP z+jP;J+>2E}_+9P2D|d}WE{tsrRTuFbmNFQrrMZl?TxerhgO3vh`d|9n+jhLgw!w&* z*V3KC?D&sKZ+UX!Km;hLK_-o*PJhz$!?JqbgWulI#R7*!kQClTKM3J#E zLMfOi1(=c@n^niB@$AicuHHY4mZzc8f8(d5_dK1vR1&P8F+xA%U1#6Dt=TvUWlUbr zk9g!NRtRH}p>vTj%IaYiRaFG~f-|bH{UiK+*4vqO+lf3|pvztgOk{c-6{zw*Z{^nI z<<0WlRwx~S^;1FXf%)hDE`=*}e5&2QZC8h0vhOU8a*nzc$l)or4Q}|x zN|77_d%QxepCVT#fLEs+FJ(;CGGuZ+U)b`kSEa>%(VjJ@m^h9|YT2rS!q*p#WdM-N zXz%T0+s4=7t6IcC{*Q-W_mEFTud?sZL~YAPO8PZ({T|%@-_N3_-2JEWBCt?VhXCOLP>UW8Bt1_{Ex^TihcusEecN1>D{H--zIx|chGMA(KSYIAJ;f|uy~!n zvuRePRtz0v*tHVZ%NL989jfJW8dBB^U;~gzZGCd)_UGvo5EKPg6ysK4z~ZzbhPa^h zINok~e`O1A%lm1%Wm2y@Tr)`LxN6fNkS?Vl0E)C2B(-|FKD_vivO4yaV%WW_*m1*3 zSICrEj6OmtparEh$RKH-P+|_5f%<Pf1OVub7o4iOiBzMFlgJzwT;g z7rll4p3@7xiF>Zyimn2+K&~^2{{X9xO68Mrc-B3#-2|R&C}=qFDn82p0GFkecV_Gi z1$9j(H#18^M@L8_BBZ(r#Aqbat2(X907Zw_RqlTY=H0f_Azi(YMuQ3k8_)fpx1@7L zxER##akP>WNzqQ<*nH|gWhv8CUH#MbczN#q*CkEk8d#fsFqE$UcR~twh-E&rh4G zqm|m4wW)-)H4{rVr*U3DC1Set=(rsJZ@c#g2RjI*P z)BWe?&@a7ySK>36nW?Z(@@Puj_x(eB#m5Im(qoXqyE3O$<3B+Cvxlm z0BJ*kd~{F@fz-6!VFt3i>iH8T3Qsr!G`o{TNIZ*aDcK)F5n?~3U2%Ct;L3@ zhLtuR-FY%53S8Aj5=q`DXqmh-*L{qXvQAIYm^g6PW|93i4P5gmb|Gz}AaJSm;aU(+ z?dZ??vwRdZx3e?TE2e^{%A%(qXGGgQ*`LfJpKxb)UJtu>MP+6iMPAq2dml5DiwPzs z5S10s$omaAI2850&xMLIj_RiB!TF{r-2oxNUwQv zdwVe$24L0Jd_5oOK%)=<^R7Jej;S-|XU&hEyDD1L>}}iG8Oq#kc0Q`Iy033#vE~t% zk!s?{*X5oON?;17NNC;G!ZP=J`;oS2xn@WVFiWaZ2XnAOPEWuVhtOo^v^@r5<(_7{ zFiS0?wYl*$kjo*W;M4{ODs+|_0>Nlm4sAsEopB1t34BxNq{ZWhOz z3m!#nd${VhvQ$aeI%7DdPD!BQ!#O{*q%&KsoGWzpvBu0Qi~-bYK6Ir;K)}cC=ttRq zE&e=g48&9)=x6x4O;r9o{^#6P*@QgCQV13go0=36T=S?v)c1GP|K5>9hkW~5XQPp6sEqxqHbwzm~E z2Gqw_?FxD+lCq;44JJ}do_f4hEknwbvFkvrOMc3i)Gv1W+A_N2Zev@8xt=o_9*m6{ z^2sCx0D99sNZUU+i}WT-XLlG#z!(`66#Fak^7QCz+g~|;I916*Hd?oSZH%r?D1}$? zS`3tG@>8IK3Z*-W6Cq9u-ZDT_$y;#U-zV-7_S^oXQG8w#q=LSHL`^=zDo>H=J>K`B^JuJ4~*V{{j+v%Cy8EoZQdFFYuxEx+fCJjJQ8m&^7nN=(#m2c&B z&<(CV>7{~cQDxIy;gJ~d`FVfE^d}cHJIfuen3jNkg~ZXsX;YOH1d)N|TJ;iLy@K1j zpZNSzR?($RJ!DD^Bv}|Lsbh!0A`gcNeaSS)UqCEI4!XUKH5a>GQ5h;Cct75JziE z4cObfoMP63A(K(&cvOngy#YO!+S0ZNG>I6)=vsK zNAXbBqzYn#hEJDOQQjZScV=#emulc}xvZWbvMkm4nQ9`gtEMX)kwYUx64`?dQ%XQ5 zjUpM&i&%cXb-aqO?yC8f506n%C_$I3RQmmzl34eOrCJ5hGXOjQX5_IAok0 zXV0P=wKEa+Z*c59X6&NM!GgF8=1qhy^9D!G<*RyU}N_Yj9$dWrh_J(k693oRvoc`YCk|^4%X!HZb!Edh!5)x zDgMXpKg*;S8;tjHXtp9DHe?q^qb1|B~D{COtLOgvI>ajjZJ@^Nad2@6cwFZ zGa~?aAA^7JF_I*Kbq7Ud<4rW7^Tv1{ncG9jH;Dq#N8yZTf#dM~zv{@piOI`LkAvBg}g?ryem10 z0j+)!T{Zg$`o7MaBFR@~V49k@D_A41(-onXRgNg3w7UG3y4_S+RQ~|6_gh)g*m!WQ zLf4Py{3qwqox3pBoUEWQX?}elA$gT z6Z*+QPd?pr0GVTilKgbj%l$X(^6IH1tVe`dLi*`X=DF$}Ek*|>ja!hQoK+PNLLCx1 zktA~Ikl8^cZa`HZLC4qLM4mPn+>xxP$ z8OV>%Jz#=WXwV|6#_DyTxW19AoBKr4K`AdnTlybYi;f8tdt(G{4~%^iegLo0}wkZeE%IluUQJ=rFcj7&iD1bw|e^9k3$bP7lMU-J*< zKhMxtz4uC2Q@u<%+2~B7=^T>P$rAvf(gX;yUsdh{x#RP1XBLsgA;JYbYeCR@@=4Y7 zn8T|2>Hh#Y{{W8kUosoF5l;0DpWL*R(^5kyLTcqQ%+e~!BTQ=;E|`!^A`KJOz~#K8D~pG|6~?G^IsjyG=@3u||g_)*tV@H{nodIjUs z1`gbkrn;_@iwV6q8_7*k8`My2J=>jzYM7~(r6r1@o}NOb-Dl>{uWS^f)w%eVjZDqZ( z@XH1j4DlGv37}}$=#XbB;keS2>cn~NHEx0x&dvI=y z7*IaSY8-~^q^hlqE8W40LC-&1pJlezVF!Y?lXyU;zX};xm8mOTLY1vZsN?0)qI2f; z5S}f%;ca|y-Lbqe#NJN2Rz+Nj0tlz<>dCf!Cf>wSQA>fPt;JJ_l9~m5yIG5;SN~kMOtG+^fs?mR2m1*&CRF6i?7(Y#)SZQdOH)EPE-8@MCWG^?Gv!wmpvT5; zw6I00z=eeo2?UYpQE$)J*p%)2I`nDU!j zZRW*H84OM?xusQFxMrt{MU@=tA9GINt6%GOQ+t1hu)gofyuZCPk+cxC!j;veXf!nV zlB66O>ZWOo^kr$iZuSbM-f0nYrzh+*JbqLM{5=;v)$s47H*A#)pX-jj%+giUM@>CN zcGIJSKC!^%qKo^(L{@oWQDs;p09Xr_9D4v>dqlSC;t3=03h-#k=wZT-5e&fkGlE#6B!-7driW}-OGxKNqfbJnzPRWXf8{;4sj2EKc6V=O>$0@4$h7$l&$sAu>pz*p zteKAkQ{)ba&XM3Ca0m@@3i$bZah3-gZTeh9wD=H$0~+_BCRILU2%G%97tPFe26Pve zrrx#fQlwXf7vYO1%&_%5Is^BIz)zA}dcK`84YRkl3&E|b_P$;?8LI@ICa0GZor)@m zT0|w3hj6XIcKu$&_IB~vRSc5KDrCmxGI+@l0?XmtxbZCw^o7+Ks0^jF z56#K1q?pU}@<7R7!r(6o=eMOXCCgf?TNRT|DhMl+CsEpC24;P7zAv_8lwLI?y^7(E-Y>I_JTHO;KZ#SpH<^i z{?AF}1yYL^mGsm9039PAv#%VyQRS`h7$X>8swLe-U*kSEumj`So?R1%$G&5t`5d8bRg0t{d|d{J-M*2s7Dw z{GQ>5CM)EgHI<}-16xsF4HZMtBg(ND?{{T9`X5-qc zyL6aGIVx#fe~0`XQqo3|X%Q&L`2PUa{$8NV*%_MZS?8yX@wjs%Q&rMrsY}ZKRU=Bn z68iKIL2f-oexsjjkzy5*f|2R2pD*=)m!#LRq;2%luxD)c@bwkX^Zx)ZMay|^Xs|Q1 zZ*x0LVH7tIT9GEE2L_KL1{I*DqrmXbpQj$O?Tz2|^;MH&wiIF?%Qiq8<%$c#C;x7XQ| zCA-rKN2Y+(ui5KLo#|$lmrS)DI+CJUiwaa^M;32WGL|F6Nb z?k_cnlt-M5k}3Xre%>8C;cB;rb1z>^Fq?u3+DceVm6g94Vt&>fhEY-(4wWNH z$jle(_2P|d9lQZmLyzGgdi{gXJuL8ErbvRQ^B`#h(Bu5vcyzR;>)q3qtCKwQVX)@3 z!nLmO$u3fOqfZ2p%_IOT=t59xcJw#;*3|80K+zh8{v21PRvT*=3^%j0>G(iuu4;H^ z^ZPndV>bOI1!Z*eCyK#)8)1OS~Y&J&Ar#^KU>71uMhQq ztA|h2cs29?09T!V)#=y&(byJ!mYD>KC)~L>Dxp!~1)h24b+Wv3*2>RwrpMLwzLU?s zKds3pwjrc?SNtDu`TEWT(F7V+AXNFD(fNGGPI$eoRwtU8e3cW1krJO#6!D3Ifhx~a z>(t!XD8D=pbei#yQGp5muP^m_^vrPCvg(dQtIT{y^64v_#INzn0ZUGgQvy9}Rn=hXZw9LgXV&0%w*dO*D*34Xw41#Irr%z5r zYbDAVK#c&+7->JszMT#jTzs-(BZyVfr;KwC{TFi%S*t;5tWb?1Z0TU6Z88$%ydEw1TQkUyi0k69MEC zeQj~aHn6$&w8G)RdObdMU-f^Vtz9*`P9l-ZDDu}q!-YQI&baA8u=ClRt`cdpv{T1X zC1rX@@>HzNER`f&$Hl}$^lR-?-w(Ld(u8{{FLsmtajX$fYEhDe_z{voBFP?BAR+UDcw^akGd zQA)D|Pdci4`f>jNFIGg3LSs>-epMWQ+3UC~=rRH6;>pVeR1B&1Atd}hZSEWaP9eW6%z=fHQryilpu^q z3G%RI`jPqe^F~Sr&3;Qk>Bp-pL=Xlb1>(8${{UCz(n^CVyRi9+x|ezs#Z$o?@XM5@ zT7e1jU-umuEURJ}mdEt}0Iphe@g&fGd6)oxT`73xEh#cNWL;}({{Xi4cv<698)<5J_WuBrAL{k$lSTBQ zU|#B1C3yMvf$3Tvke#W&yCVsO#^XBc2}hgU6&XBTEmb~OKOQOyEL7F;9IjC-ycI9y zhMk&3h^3m=)CbkGEyFjB2A1QD{h#T6-}0PvZ@1X(^P|tXyW66vB9ZIVz#Slptpgeg z*A@MO%_U7nI(m63bF$^+tcD0=N~sT-7&v)LlGXdtO-n3%B&>)yPJ+kupgiBv(rN>kp`+J zd%V4Pbx6bkiy%!y$d2s#e=>UQ_asU8Gc|m&D#C3Q5k5d7KBJ@?3wx-6*nt=o z9bQMYXq8=n`#VQS`Yyr&O;cuxP%m&c%kJSKI z{a-GLF82taltQwRk0+|0qSp65#mCZCRcLj3u+_k?0 z)yEWlvU2|b0|>=<4mip3Jb%m6&|X0*t3u&l$Pc!kZ}R9OulXhMuA3nUe&@ndLp@=R zG+LK>nx=_$By`ls8c7oDTIqXShW?)RZLelTEgp(ig{VH?KbK0{a~x7hC}w2b_F8P1vXYq>_SuIEK47CL- zI>SCkCitp6j8kyWP}<9(k4qGcBfByF&-H(Av%Z1aIAD`kn9iza%l>HjQ3gsvJ9I>f@o6Wvh{g+0zMtmD5yb#3W1p zMXW9C^3dH}UHC2-1@sgn?F~=2hfG7Z-%Di83&#= zP6sGP3CHdGIz?-DG>|^maRW^tts{`Ekm~cIsVqA|B!W0~RN1fP@%%e=9KxvFcxlWj zCTA<9r=^NDjzyM9DT2(QSn6`FFD1#~0q#hCX1SKggpla~k)-I1lTnZ>UrreO&r$X6 z&0{|6{_1X4%#uNY1wl0=P`!9opm3!;`aazg*xdo}{{U{()zM-$)qh}PmWnUqFFjRt zWp;eKhnnPjZV67uF59n@f?i;$W-S^$fNg4@m2`51nSl1+wq~qj#{J3QkW1_eZ^&ZqDwmgO$;@3@qU=l zFk~{ZL@HDZgY25?mbZ&`26&ip1pzBeoPkX6KbWT)j)ph$?bf!+Jb2Wa(CJe^JdSv` zmOXri4aVC3WeOz_3Vc;XI*5s`rmV;;(z%nxBymKEW(lq}FJ>Q-KEBdjZ8vLfH6S0+ zdXGO^8v5X#pI1qWi0%j`xC)rYD@MkuWBGJ{`ZMJw#@{OzQ!Bc*X4k8#c~+kvm)$eI zPQEph!m`tv#D+aYX=Z>6r_$`E{>ZOw?=cf3YNv*ikMq~ooicX`lz1&1q$d^;iVD=` zg|X;(A4>FV@w>V$!0%PJGMN136+)~+dOG7%2&hC0bdod5tLiUq42=WS`{{TLpYAVc(wNO%H{^3F)d1swssGTEJFA}qAAY8H3LH_^( z2fCe6rinOzLr?RkOQVoY5QAAX`EcTYo_fV!kjuGIRgj`F>T8Nvsai+zlxGA_`cz-) zFZurf4|KOND|UFFp0A&$PZ^|GfQ~U=n^KjpPINW-1*=M^;FY13QFPRoAx@GtARj^W z`hQ-1u_01wIQsOSD?$xdhxj^MQsuG>A)01}2+%mw7yvjIv2H(6{)3P8{{StkvK>JF z!T!hidbHN04D|x0uMa$*eN$bcw3S)qt!A2bDu6_@NW6eofJfJX__wxMe(E9%Xo32$g5)x_}38hf7s6y9|$mn#PQhG(N!1uWx zt*xp@^3Uzz*23r-Q;t0=<=1re6pY4Iq{>uQ1}j%n2a;d`P$G7DP1fN3FZCbN*YrgS z29gqU#F6XeLB_o>8f6+J(HQbtQ`Gr!>O6avo{oBonhHAErKT~*Ggat)XbAcmf>54V zupoXv!27R@FO8}cC4SOR=Rww_K{^|IqodFPq*v`3$LG|HR%7^~o+_L!R+_mjr|ZJx}yu3 zk{YaZvqe`=WTmG%*t(T2!cI#NFURBjIrqDSt-7uTO+|dO`+BF2%{VshNT-;`pGrJI zO4P2YZ{pZEqIdyJl}K{L5V8LNn$6A%9ib&AJ zk`t@oUzhra9-V)RElxqPIFPMZ9BC|-H1qoON}z{*N9e#hk~#jrUuu4;I6yHSWS@lm z{(qfw(oHCiTJ+F=2^={80G6NR>zKm|*(PfId`~MCP`am>y6Xp1JADWO+DNzK{bgv^ z0fDFk)64b>)6b`*o+Lo9zB8N;^M2ld-pBa$*E`=O{8Mw_s3w~i8#N<6H8j2_sEr-v zD1T8OP_1EhC-KRQd#>YcRY?IsPTY)rqwVWaTiZ8>4EZha!+vM> z@UQsqmfLup#T1dWsks+1OHC~#PN_U8HXdb?IZEHdAc?_arO=H)3bu}GnW6f49U*1% zH9o&8kLUhgn~P)R)w-tkk~}O8Rv!!yX@f?pkzOE>e8CjXsUI*tJ$%308;-SmPpS9L zBQZlNv^mT~nLWv|Yoo&ys#&MXV5F7f2UC5htyOU$EN!Wi*vdX-P0j%w`A3Z^7^;n8 zx|XymR+OPV)zVK29p(p#L-PZxmf2s-(hj-Wm<_b=l-!i` zuuzJ;HfFZB4_gfrT5%N=%>;?5L&*Fe9)JK~Ensz=Q`?}JTllO80BacXpdb_bN6Vok zJg_cqTHw(vMD--7HYG4#1Sl{l=$Q$OA6`Ab7M;Km8az_23_Zceo>w#!&!s49&~YrMd#SDO(ysvc zgDQbhQBc4&4k=IvpAL=HKl2Fq)4J%OixIxE50!R-G8B_-%BP@Kn?f|7xS$jz?(G=R z7+9S^k7ZA~?a{p*-6UL7L0>v?VN=78kk0}SPVJ+0o-;3l8I0D1OuCILo_Y6Uac4X0w>n$x2EViY zU$du-vr5`7P@;oO79zZS>G}TvgP|zRxRvLxpq7Btz#eq_>Zrm5RsmQEK>&aShu822 zKHJ2zY53cR;`I4b{M{%M+W=yD8%Ok2N&UWm>OCUzTfek?uU%1%j-PYphGw&01(!=ujkcVTC5}J=4Daj6c6S<)&35-V>@%PsVKG7?CiE)IV&P7 z{ohC{SR=?HGfI`|3Itwtvq`|czaG-aZY^I$x~!xhgh}W2AKTWvCZ1rb>bO19YV@rJ zkWD`>Cp6>KrSB?;rxn%xdAPRrZd2ldlA&mFRnRhxEVU9)%`_nTNer`psS17g%_xgi z{7(=#pwI0;>i+;IPd?dkJDB`f<&8(g7@+-(s(A6h`#kzm(e~{lgAm6QM@zf#QJ}zePH z`+IfP99HL!a|vfbK?YgohG4)=9COJDWhzxQH`nW@^X~IYEwR+$qdt^x^7{3po@Et{ zmrtoh1bv_E4wD!qiJcjmb$zUkr81 zDppw%2dj1UIutS+s3C)cYY{4KQ`$tY6p^qI(*+2rHTi#=qT9W%akhA5w3Y>mU|6A$ z61+xqudPTNMnUSa`)_=2oV6B1J+&j;TXtD8B;zUTcAQh9Br`WKmPbcK54{3vv(Ime$yb8780+*@o& zxmCzxj7uFpR)Vsstkk2(p~^)$F{wZmWwrIS%MeAqtujS5&|%tF6)d_u`1$_;v(i}i z6}7oA{Xc}>ak2$r$IWup_=li4!RRvXor|8@xh=D~w&O#Rrdq0zo~X#x16pO8nGF&w zb#G&(H63hjgGnD=3@$8Mc)WcmBTW9E=l))=Yq@Rq_O2zF;%~r|AaOdfnI60|!1ZJO z4Y*nzk%?Tp#|?E>K9aVw8hl}fPc)P;NTPbGA0o&Ek}`z`_a~oKy@sx(LrBqpkW=jg zHU3;jSF{l=Zag5-n(6&beq??se?E-L=c&TUN@(P-k*sB`5l>yAmLLQ#Q6V}9*2Dd9 zeW|yRB8$O&F_XYx*XNHujTYTybh(VMUrOj7v(M+#yp%M_4J}O_Orlu*bHMo;coLa} zLqicE)Inkjs5km^e`;i!7~;_3yhFf*C(k@ST`^aZXVi)l)|qe5{5>S5!zD!0QCHT} z$yGWkwL}%sOI0J-%MXvL zs8G4b4mIjlN2)f?LOCU>N*N@me`W@QY=$8{%AI)4@)i(X5+rIwDmLG$>5 z{{U3`3WInW@c-co}y`6_Qs;bvi|^H zI2@{zRMB`&f&Rmynd3pn{g0nWrMXyT)U_H()2IfmaA{A==hAC(?T)L-7;Eb4X{cqV zmKvH^C^D6(W_nglNl^|xlUk506x~|p_p$bv+16ni>VHBjjy`An9)6uEdz!{$Xy^c; zE{k676eout%Ngj3{F~|AZ)DR={nMRg$q81Tz8c7#W;77f15q?KeJtSvE{CFSAT z%_Tl3DM1Y^ALKO|DnzN8X&KU*S)-H!+JZY;=K2pHi~BI;+lXM5ELIj1onNaT06UvL zwHWjV?CJf&z?)F;%9CotMdC2jKFkUVRMY%DRQhzzb8Pn>KBqIaGc_1z$m&{|D63gu znpQNSthd>G4CX_D5ahF}R$jz{10f&Eci1f(pj0 zsE_UqWGY?DqX0*dSb}wFKdas<^40WaPoa{DEMrTS!7c?`?I(_MYfRnOgS# z87pv01wHuGM-jvh95?_-80ykx0+rfRG(x464Q6?!GU`wOW|-T7z&^)Ov(mL4Cqv_? zK&L=FG=WY&o~J!PNh%C4B}`Ey$jU+qW{OD^FwpEEOW0oga6Q=_%}l@!mAb&P1&N75 zIM5J1M{%diroZoY4z_luilQ2d*&am^)wBJ<5qcSP*q@@G&(hw}&v1^UFK^nXuSaDn z5TU3S_&8UO_Zd{D!zJc`ki2B_6tm6U(2a8LFAzg;A;NJJ_F5yX7P zf7R>KzXsqBsD-!+R=J@h1O9q&r$xuJdxHZ?MKv895kS^iYN}OSkc_fNBDoe92T%JR zJ+6w@c~@D2pYdnx>d?>O=>~FJGz09&>rQ|8P}a=FXF8`H+1L!Ik8tgM)dp^`W8sdr zPwxFfM~TWsQbmMllF0=_#;QPA&Az_m9#*y2eF{$ieR`1B6sROpoDQG>CmE@wI#C7W zS373mXLi4)@phKL)~qS&ay2a}QVl8Aw0{!5D*V0f)u!K_OSQ6fIGQ|(qip!BrjCwD z^euZwR=M1T4epW`O$3u~Uj!dwUUlC&I@HUv$f9{r3ZN*34F~~PD+-M{6~H*oI*m3R zi*VfS1SWWGpw5Fb8aH!Rf*4tjl1)yKJu_a9UTfeN^EAxvy{VYS;;C7(H5C)%Bgg0V zyc=xPM@F$bR?*i6=`?C?cYs zMOK6#G127h#yc;gTm8M^zcOi&`$!IgQzXJFtoL@2mm00-F|w|tVatmfWmwA20bKx<#@;|GA^ zYxA#0`yVCmHZlg=x4Se4QP6&^VW3k=m$ezKeRIH`ieGDgD&OV;@8+B}6rNPJ?c$a+YnK(>8E>$xW2 z8Kg zm?x{wR_xu&la_^lXye6f!Dlrnpvq+tFj6@H1F!RC`iHmQa(OcFErfSbz^(CkiWY-O z^b9MWCY182JqUImZF$9K6Wm%l0a^muPnf8nKkWUzS&r4)y~Dk_sd4pqKE`^SO*LLh zTx7U*qG}Y9c+~i0ND9jwZFZ5@QZ4@gaqQg0!>DurFYW1bn?5{zRFhNH1x`gXP;F|hiR0XfQI&KAM0y- zjCSp|YbiWA!jh!a)pVXXAL^*+M|xJ;DCRS>#N)KmhJ)A3iRk#y?}wr$ry*L-(;(6w zO1hexi5fR&XzZm5k*8Sy00Hd&L9R+9YxZN)^Zs9-Mad%1`f-x0@}iGlKcCO3*&gNF zxQcnJX{%+j01EBzn!R~;&|yq(ar%Ig~XC^YmGG+*^srJe_QWD=wHu+`5a zE#%16)6}|@mNfLvDpKIEZ3HFw9@3UqCOtu^_)$+wOG$Ybi3$<@62lqeL64q#5^2|P zRMsRZh?as%lEvp0RZf#AAfc5ig81K?0sh$g+$Obf38&#J)q9L#E=XbXRTR&t$^L$w zNvP`_l~8=-g&opxr6!&RkhD>xYOY6+kViMw@6udJ5b!864oBzqbh_PAfAM&M0DfQQ z^Z9h+A6_&R;-*ixim{nAEM>iD3Iz;7KA=f9)9pH!e#$Ygr(W=4Ev9Esqxgks{txi_ zb%wicQPHEzk;m5ujuL03G$m{9jLaie#;- z)OiAQ{k%VKNeZp6EMc+~`8vHT<49%jcxlHP50XeN#;>Ncs^?bJ53e_?ERFFN>hpIfveuYMADRf8ugYEOIoD9!6rGuuO7CBDSZn3w5>l z^?yfUftR^->Hh#stJ6}hxO5_vQGuqE{P=#%^@|~2x#6UG>9N(+^zp|mk{XI*O%VxV zSr$feIo19oi`vK8lu)I?3lpe5eazppPerCFAWd`kA1YG5f9!M}!&j54$-YvXBQ0#1 z9TBur)kyUr;H9`L4N)b3Nw_vPJfCdHi50(vGElFo_T>Knv*qX0^2wwNvD%>SUUdB$jP4#%gD8AdLRyFu1aS5mcLxYapZpM7jW9Q$@{x)%NsX zH|am*Pkxi7Ds1U8orNtNb&HRA-YV@H9hjn=QE^o_4Ou(nmF4n8z&hRGgYZBUDQQq>$3G#0~z0en5X`vs_$h zSnbSUW~x3B_Ex-eUXZMteDR1bQM^b`!m7G+TI8Q0pSHQp1u1-+-Mfzi*wqx%=Bn^D zk2BK0-{ossilEblmY~Qa)Cvf~+$k0^06-vn3tH?}x3^a>aR=2ALQara5-7S!&mJ5_ z6p_UAIFpz!A&xj9a3X|LLPnJVg>pqc-2C!D7ND-o!OvD8acRA!)lFE!#TP6iNfu)@Dn zb3TCM`yUKs3axmOLBSqb=~=gaRCaD=U+)~dk11ImF_tL^GI)>N$iJ?41c4>KtER@} zUf}yfxpD^CWWvRVe6=G}l5vxOe7<_W!a7|SHCx&PX=+44tJ|Z`kJ-SV%k1b#+ds?$ zx}e=h2?T}YpUN8{Q9j|w80p@XN~u}21z%esGN`!va1E30p4(df?QPTRWKsV61{JBR z4=y<2PtP>1w!pip2&1CtIcUHOl1_M>P!1y}qbC>6-p|9<;^4?`9Dd-dCY*hRZZdi_ zju}G6%`}p%nuH?DskOP&s1>#SgW}k4rL|)l9|b}9g1$y+L8KB$s6RhGg*F>?#ng_` z*-D{n`mr3IBA^OsuL3@Fr8+dbFXs1d<>hHH+cPb?@f8C_E_WBOt1@`nY2%~&+M2rj z#ZpTWHkj2?P^EP%+-U%kd!4^`mdWLiC^7s%(4UBpffpoFq+o%ckZyioy0Z&4%x2uL z6nW8V7|}wC)|t=DfDKPcslS>$dwQyD7U9Femx3yadWu(utl=pnlBJDBTGiIj)6Q6{ zG1S1?R(oa^!fu~l9Bit;l_Xw`OC5eyYNCQc-i*2I% z8HKggmxHL%o+Uncj)lEEhY&@2OLaB$TX2nLVk?2+gPM`>f1#Y^kHyC%^au9m^9jlJ zF2aW^x0bJM)YH|=kE_Kd2C=cS)6`VQO5bqPN&sKCc}Q?g&-A$Ve!E8Imji9^V+li9 zV~_$Wq=Bb3B#kD&;pncy)Q!kXDAo=}sRk%3h5%PTnBmYBzJ6isZszKJtI-o+O(yl) zRl=cn?q4xk;GY*Q8A$Q%kd7+}3_ukLHLRX4IrcT%?JxF?q6fK*_((_$x+*}Z%yp;$ zk(M5WaUCJ%J)YICUvM#rMA`6sEZ6vxH94-V3Rlme%b`0fZ}oN>3gp{cv#=|vDHHg8 zRuUb-pP}3EGA%TD7!Ehck_k=KrJ3}3HTs;~h^uwBj%(YCnU*%3(8jg=BTK9wOtk_WPFziizu<0%Tp8MtVO$QQWQhAQzKD@xM< z*QIvWDA5b8(oqapB0s2uNdl^C5Ngn{sWrV{tx~AOa1qVTyZk%!y=|F0sneR*Mq_WB`$n^lX7# z50L=$AD(~RS1oHKAS;8V)?HDMb5N=@n&OnG74!3#7xO5Z-skr)i5xGnG2ys6B0kkRd8@2-cDmNK-cI2q3YT2~m)M9}jF z*1|iBONlMeY9Svnlb$Ny27XzsM@e15{Ka;LEYQ`(L6L@%nQIYv|grgB;@< zAdNYeMI>rcqQ~k*+uJ?8<{7R?5l1zBOFV9Kz@Q)y1xFA_`5vAe)41+QBF4&%H8ipo zbs{`9Uo;dH`IAG#p#J~?{Kq$5BR`GL;_-=99cxC_HB~uESEBoAg24BJx=AFrkB~wE z^eRg74b$7}yF{FLfh83hbTK4~;(-F^hZ>KO$3_zGdwuraEH_4=il<17_?SAe;rWkF zC(oldi2h}JW?E?}aXV9JW;c}3(Jf6p6!n!@>6F#SQ+$HLlIfSk@-xWsvUva@LIOb_ z^<#dqvhlYIc-B0Mx{z9gj45?ePuu1(ToSnVYkBY0O5I0jr0H(Z;;4Qf5{7_)Da0=y zE}HWH0L&kM=P{LVZT*>=l5A8`R^_R7?j|~{O$;-y+^SSm#}i2$ETUgYbpZ#fNdyF| z%GZ}~;?FcNLsLMi6i`;AgIWM-T>XTM^koE>@W_{YR3>YA1y$!}@fw7T1*%tp6`?q# zDhbWAK5F+jV47)heQCL6%GW#?>RRoigsaNO_f-`O4J|4`6dp0b(x6mbf(-kaD0P_{-ahK$ecy*Lj zm@dNWF5ALFlEIS=nCtz~RV6J=c@=Fnc7B?cRg}4P3Zuyoa#c^J{?b|4?(wl$VvW&B zrF5aqb4MVGn$n}^LDeVQoue1XVVTVZBbG5xxTb|Blmp~VJoR(|ZlC5Aw>G@_Ow~pc z3y-feh?nlM$19$Ws+LrU1cFqL#>mn(qVRbmyAq+S0{AvP^M1Ikg_YpJzekvWikgKhd zuCAg{AbF-=6!6jH0;4XV443j0k$-Q61j`(=%3{lPi)`GaR$?d-Jj*Y3RFW&`4n+%6 zv=Of|-GkyyW3M1nK&Ys$7^ZMM=m#3qo{RqgK>UNLz-QsFfpZy|lq7Xo7(=8$$ms?D z0Ld(D3len!rBsu9YAQX!_V4Pfv?IrAMM^DuunFScc%}|X9<=KGna;DV(6_n_{Aw73 zniKf`eqZV~5wbpBZjHUVY3la{)hfIuf4JDamZyO&dQ)^j4 zv?RQjf3-*T@y<$$*GyrY`3hvz16tQfp+0o#XxurX%YKddk8z>{ddt!?(3T8WdJ?4WCj*^~e=cs6^=Bb&gs+Y$y2x;OsC06J;3+;BUwu zqdAuN9rMNV^mt5P%AJpt!^sqNIW65^MV7%Xe$m~8w zr_Eopzmt9@UB|gHeXa6?dFHV>bfJQZUbe^2w`N+Jb$XfVGZlN1TC+B%eGv$uLKHJO zHzl97*&=w*T(D+cM6yP;HOB*rdV^flgTMvf*NY2ukLkAUZyu_o@&c4#DWpfFf;`P= zMLTLLTYGc)8T1B!4Gtdx@(a8%8>T$0RZ;E@$NVQhN-371YH~0~j*aPwGbecA5kf9G^)hZmDF9O zTrjAroKy-{y#l$P_)jJ>j(GBYZSuD(NmC?I$(eoowqwiI%TiE@W;K|K!Dv`mQ&YOi zEJ!cOy2*EecLKwBu!K=SixEHwJXViEToOPHUMB*D_ZK@1z@+vvm`QCQFj{e?2vA8L zX1=7aMSc(XPM2)t=G=6-e)rnh7W-Nk+qKvnHb*7=XCUp(KH#dBT2`hJ#H6W3k*scQ zV#MMub=)DDRttEeRjoUjkb_!<1xB3GzZk9p@aZAic|zgCTzKV3G!CI;j|QYMmSZk_ zzeYQ~f71}Fv6?=;>UzkdGfk&#PimDbVr8NaUO-DtG zTykS~&pW%oww?kS4}?jkKO>N_0^YQs892@zv)MT|)yb0fe+bt|OLUFN&KZ1l0=N|w zry3gcVs=mbC(|QAw{rE_pOLzI9-411-CTVxT5Y=;#!!~Z=O(ZFlG3i0(H%0ZY*-TG zf=_$Qx3{a{$go0$P^W=aIXoLm`CuI+`R5%RE#E8I&WQ{Xv}gNAV1dptNXpAfRPk~f z2eZo3ek=S4>khH&y3MKHHIesL>c~uGug*43y=gJD@KZ*yV(4U*M3M;ESstjQa*)?H zwY`NRwR?CPNme%wY7hnpwK)n2uNt2$@D!j8@7%*>cRY67yBE_#2%!Bal(DH|&7gr( zUxzfO7Bymq`3d~2zB~4g){}4S{lT5tnOgd~2aEWoWl&j9f(B5p1Cv!X z;m|{~egR>6dX_!8n%I4LyKps$i#7SRhNCN8T~$J<1Jp>>==Bjegb&>_mu5d*W0Ohu zV>B;k1SleuQK?lFt!Yg8*U#+f43>{H@y`|1fuk+qj}A2v*Cv#wA3o9ZuSdUUQ0xw@ z+K}x%p|>H~duo;$Wv8XYiPfs7keQ{at9gdABeB&XZcXlgsSGMX0|+f6R4L_B+<4dg z=Z{Mz+;=O+S+1@H%ZlnPq-pX4>^_vmI?COdQIM~auM%a;k*SvPi;4P=$CVrLK6>{3jLuT_bY6k+>tM ztH@R;)_2K^I{2EXYG=*VLX`%x3VQiusHCQZNl`E{B!)u> zIu#G8n}8Vmd&RJ3@S~AKaiu@hdZ@774T@dc1~F8EoOF^%9ks@+pXby#zDr^D%Juxdd_UF0t$hybeH?Mw z*~nitAXFSwokE~sSJS1$U9p;~!$Vb5h2IoySuBE!JNzGTHV&qmlAKmGTI4CB`(q0s zu#`*sxV`W0%pe=2}9?1;Jo3Y;1)eqMjz^yARJUQ!UDk!Bjf14xNS>?V|_pUl#nXszw)UhnHIuaDmH zZEe@Muvu!FdPF-%Xl|_Z^mURG0c^p7j$srP@Pbw=(1g5ffMU6amDEBs2BSrp!CH%Gw%5A`S&1hM%Up_62(c>Y~mA4B!lCly78t?X@^k;mrhCyHYRZ84cle5$i~mQc_uMv>Spl2i@! z)Bw5m3VAP<>F}s4fUS-nZ+FX~lyKQW4w0sJ1C486^>F;W`aZ+7^4lF?qw8L-IT~4{ zhNB>uN<1wDG7tc1oYevv{-AwC@PF3!gx&7eqx?ZarxE~Bs+Hqf)O@~uCz91SVg5cG z(z-#BlnVL<)0}aqrEAh-EAzK=?dfD}_r&jza?wLrlrz_D+(yyd2hAbWwK37*GBr|& z0v=i7AK)#>Umrj7Et%Cdgpx&E>Cv7!6wN(xU(c^Y?d&&T3q8u%Ju9W!U`MKw(IS&v z;pz7D67H|(8PU6Xp0H*5SLB@~eIqcIiodKkTs35Rd{Qjl2_PWcfPDV|gY*O2)BBBm zd1^%4RGQ6Cd&so;(8o`(me0$i^ZQ@A?RN^77q+@hGaQh}KFTAO`+Ir<i<%0M zC<7YtBB!MTmp6MvJ{^aJ93uq=zlyo-6yxVZLs4EMrd`qU6RtZSawc*wk^LD@JzLa@ zO`%h|a&lMF{h3`!PctJ#%thIt@+%Sgc-Bi)u)jvQ7YH7t`I6j6m?|ksf5mmHD{aEa z61H>5f|{GcAOV_JhuP`&no?FXb#JVuMV_;NbmnUf_SNw&OAR#!-pCjy21;5O+`BZB zGTt^x2of^>!U+3E5AquQp_A<###awdjoQ6Q_fcYKO4MgNKOL0IWDl8Sn!cWv zc{Ii(v4ta*!PE4Q`Ywjj=#^VhZy7u*I#AI0_>8JQG6g)kOE&3bmgZS**(zzGI7m74 z@Ku}8k_HY5uS0Gsv*cbYAa@o+Z*;!Pqpx`4t*N2RY|1KGD(K4tQZmahXC*+?uB3*z z93Ns2`4t28F+H`pa(kna%>`49XxRIF$*8G42d-u1Nv*z`=I-KkPXNgV(_#PS8jrtkwF6Z7Mkg{{V-u%Edj{ z@Z^#*YDr@<5KVn*L9hEGqsvRZn{R|94_L)03~sHO{u2=4`BR5Z81IYw3vkUeEiT!v z$*ZEWN1MP3$*N^tOzg2#a?XH}V{vg8puw%?5+6x~~tkHb+(F=& zHF#B)&PC)LjqUkverL0bZ`&e@)*=BjB#j?vB(p0aEJ@OJ07e^9f+{+Ww~ecEyGiAW zQQ;+OE2X3K?J$(%L7WPJ$5&dE=RcYM0Le_AQVI>l-F?l6jMg<%P`2yIA)qn^9tr79 zGc1D0jv|}OVBhY-$5frSdq=n0T0FLE^>_nQU0jgVtw$G(GM|D@n95U9nV@T9A*Zu1PwBXSS3pN{j=?smt4Krv2g) zUbJQaY2bEz>PZ5%I3W3&8iSFw&+`2FvybmD7f|o5*Gsm0s+yWK$7XBkrKB77nymv( zm)i|crWc+xIwYrO*K@Db18Iq@FXWu8TI$sx)xO>!9D3%J==*Si>cLDrv~|r4K<4Q{yh?+>ev0+q(tl zqQ*9tHQ7vdPQAeKv{hA<(bW&9jkKW+`ftZ4*@dRxd_&K-z+{dwR`>}6IUpK=(PhTt z1OWy0(nTb-(gi}250TSO1Y_(TeIoNe9IAJXT~;Do?$X8Ok}3+RaFkg*Wd&)Lt;weF zQ$?%w6h2KZ3o#(uk?guz?k?e{hZ3g_;id9?iDh52w}+|eWsTO`XK*F@mv_!vQCzB^sm&~$J$~V z*>ue4iZFEzL=jwhFY-Tadb;mWUu%xtOsv!)lmav7kWNQMH+FoK_?y<$4PU$aYaNxG zw1F{OZYFxXkwUPmqfV(1eK$H9T|6I9`Ug$bmZerKLe~);f5=zQ?CClSnV-S6gu9$p zPTFzxHOI&vfNaO}EBIB7$I{9CCwkUmjMWoGQMf7axY%GcwII(l(!|9)+T>7+31`(K-{$Kw9!{MOK{B+Om zoV2uwOP2mM*>h0CP+q4?3}dYxih&vy@+5Iz)1h0Da|qh{-W8I4qT*mdC-sP@o~d>-pv zyH{OXLy{T1uVjfl^UDl+a+w{sJuGoaQ>s=^-X!qCP&Esvo;~vT#+H1(5;tOXiLMNS zmDDt$l?kZh<}*=}5&rbwcLG>Q|1bP7U>SI`~+^+g@~^E2YtZBu1_ z*QGXgKBiQm{t^A$*)(Z^@WWP#lc|-q!^+0WE(e!_rL^2Ngu7=bb9JoIG%FpV3Wii~ zr;$kqO?4G4Se$XerA&2^bS=!jDHYbzxizTmT{4Xz4?SL>1CEKW`eyjpvJ7Q^ zQSFT0PQH3JIT|c<^43cfX`$)znOc(so-qjl2$VQbRE=7Pv4yuU^Zm3wBHezBI;f8$ zs^tCvhQAhYDOw#=HR-9jj@JESLvI{F>I6J-`I-u@MonlBtw5!ET~Yj?=uW-cu*J2y zcdO`flrmH$HtWdX2H~EFRL+vB!;!~%9zWY}0MOtDZd?$`T({Zz*KnEb?hr_lcrXO;$nVd~LiUyhpVvYsHaZ%(yFitaGvgbQ%YkZZ!ZVivQv70KR zcjs}d2H4zG_;eeG6H^Cm?=O50KkuBRyKRDB;BUqRin068vg(c zd`Qx0#-gNTgU1yaKDrU_77rf4@=T-}#U^XUvVf;ERje+yXesdmDX|n=B)})8j*e<2t3~)_(7(*ry7t{JYZF60^~>(c3JM%7@G>OL z1i8wXMNCk{)~owyXORANwY5e3%VX`v*#7`UZ*Aer0BWpBr7G1UQQ#WA!D<4j6;%eE zN&7D>^F!@Oms7!EYjObpKmfm*)uvKig-^n<#O?trq%(yCp4KX)jha3%e=7d~lK7m6 z-hU^)Kn%5g9YRyTU+jr$>2XrR)eBciRgv9+C?}XQDw*JpkqNj)b`h_*n(7^>NUvn3 zHDXWpk5Wgkc91LhK+OTJNa$s3y9U#1^u`f+B7@yBp^qejQY|mtN_RZ0wXG0w>dbdP z!rr3adv>d0W&Z%ZI4YE?r*9aMFgGgi!FgDbKB4c=n0dEGslU zsw@4QHyn!kdHLeG836Q8;BE5v!)Fr5<_v11kL67HiXWbOtM1SL0EFaxHtZavxnbQM z^@Od;O7rF7OwQlkO-|-fR}^%WxrltXGBX!57bLaCiNCSd%g-C$-JnF;kXD-FL&Ooq zJTiXMpIY>uYaU&eHizg@0iY!$lBR^3(U^`W@Y1*jpi`hWkNy)K@zy=$Gg5c=WM=j> zP%qr!Yv^%U&EHX6qJC;*@U000t8%vX@JKHlQp0Mf}FRB0nf8WaVkIN;YMi8UnSL9uZ#$s^=2boKQS zv~>|ynp$rxaZ>{jnQB6)hy}XYc(sqTy6)y*3Pt|_YP}Ijc&!(S1gk^wYWRL%>fv6o zj=FcsqR1+E zY4~{kzvbzUw_@yinQQ8(k~$gEB=gjUsghSRIf>XKGO2qTexqab{QFvrYKKKme$KTc zHk}fYByGShh2i#B&pGKQkm;_k$VMey!<46bYITx2Og&0PIhCaS&%BnT`3;JO{j>Bw z*1glkIsGc|^6la0U-eg_skBCXN7A9V6WvOFTzU^59kVv%jrQ`^R%LbARZUp4u7=V= zmILv|v3?DQ;^o$cYqb&zM;g}}XgvOZ^EU`472S5&;`T z?2wda6AE`SdV_+;TA$7T0NAIvkig=2BUV-O(_EZat*YC|ewi7Cc+k`5^XN6oK+&H( zxl)Ru8gn&FQPnHdNEEoOk+~X+dO_eH@b^dEM31UQSjgZozn@DJZ6dw`2m5k7{{RR2 zjYm$nuD;$`+N4Z14svOss1j2ow6e0)BvGW&Rhr8L5tKJ%GJjitLFe3~MF!vvC(q*b z;nT5f^4xrA%l?+Azq8Nwf1ja?ZFL`RWP(FcvTJDSg(Oma)@v$h8lsVbl2%lC8J&WF zR31;zeQ)go?sn12QaMQTpagLh^T+M!RQ$hkv3Qb&@RtJ%=Yx;8k3yc`_~Y1_S!v|M z;;E`?B^4Db7G8G8rF;>>BW0j!fL2L8WmPyP+}L}#p5kkt&>3o)h5(v+REnM$&mTUo z^oeh5T5_tX=cF2HK4b%=e@lfp^y5$Q%e>OO*Hm@7P*P*-VW+Ig|tt%l_6MF zYbKgP8pdK_RSR*b-MzUd)kkb(&>A?+3lfP!-#U-lG5b15@YymQ8`z_I{KU>uW0 zH2m^>tJ2>a@pHLy)S{wY$JU!@Lej|+PrPNSnu4WfSl&tHqhA%+`p^fkQ)1uhn+lR! z);Vp1Jw+PoA;8lkQRDs$*QOCsjYv`FOW$x)InWU?TQKpE5l^6f30jOZ}hxw0<&ecS))?rqSH7pB-FT9nX`==dv@^SR}Pm z)nq1RnOQ=pMjAllk;k(;PDOFIXOL^L#s zF~osNVAm%ce7ZEakB)sugrugVpxFC5YD!2UiW*p`DZbc1zvj_t)e3}AeHQu;XD!Mc ztpbUo@GcYzmX1>O-c}=5 zj@dibs&ra;s&cintu`{IoYm_o9Pcw#jS&mTd~2xk57XHROWExW!G>4TH5Tq7fY&~P zoJ~e*PY#6bD%*dHlM<=I#(Xt(G@i*K)+j_pF(c@>s;Y2#3jJ|rJ zWvP`G)iOM6#@8SQYbz2tfA|st2CZR zLU|m6MGHZnFO_`*`cCBDQP)ikPVn6{c?xt%2>A#YTS4g#DHB z11|FAGFiNy;LBCC>lH2=ANDOo@cp<%oHUU{BXHLxOO0F`U)i?V?jJL4^38X1eRpv3 z05LEL!hozcoJQnc%If~|&r0ff*+bJwJV{}Oufo|L zmFacgEbR973^$8=drOg#p`3zs92M>$72!|?e=ddNoX%3uEmaL>TPsgIu&kKcs#*nu z9y}o)NNaU8r8RonQFDG4!+<-Bn>mixRn48$_mIeRnCEB|M}bltmU1$9(2ujAaN72{ z;t*X&6b_(~BD3mz)B=XOloVIAnpRwnGq$4Tmd0jV?W?Z3;zJE z`Sz|pW+vT|_UzTo3Zsoth61!?rD>WG`E-)&ZncLBS^xr1x08}|(%fnKd*Vdgg9^Z2;hQeqgVhak0 zQ9$!O;19^x96I4ozN>PTvnDdSib{G`5mdj5bkS6Pk;OF1vBjh@+S`UDk?Igi69cneK^DGjKjk% zPU5P@(FkCW$&g%y1STkWAh(`C7WTLoMLQ}*!lJtJzqMf8>tBsIOav+B}0B8^fUy)|t}GRLWXSpNVf zwNNhaq=i4NhqY<$moHd{G2b=y2q8Q zqvhpJ1E6Ci{K5V*QrCYBi*o03`6NndOc<@Lopz22!pjuvT{KX{Q0coeN^A(f*V-Aq z>DZ=G;_Y{g>O~wFl&yH_kz^0Yy^B)vX!O{!r~|tgaA=e zbfn|Y;@6K_9+lhdJG61M3__=#mp*mLLUbR@54W#Ue=;A9IXVh@&C!hAn2DaASE!a9 zzYgGvhN7OM?adqHu+qsOk(jTJ=q?S;pK4|IBb4`OydGxRWsX&*nIiDrv0RB=p^$&Z zs%u^q>C?-brJI%8Zqt}1%{=Ggk0c8~5eTQO?r zYXM*Q2`v6eYQ>H2C5p$MNVSW19&p*`cY@vvsi9@zaUHvG96UsmUY{znIS1#};o3K7 zVK)S%Yz;w2b*GUb6ltm9zz!doDeUg@{$1UHm&(*{ZkpcPd_`P|2Jz~l4Gfj@El4nA zCcy2g%6ZB2Hm!3|$ZzV91t-{5uDN$`Mw;(#o(zubX_2Y_05;@|0g+ruz|iBP+e@9| z&_@gsEbc=9moU>vHK`IS)RI4o_S6B;CA#t75#rktZvL40HJRJ>7|NQAWlqlRt+zX5 z=EzhNEiE-p;D(wixaGSfDu>EjRf{O#klsGl%71q}m8lexGzSLw~cu?qe;r^bI%W}+ZCA@-A2}G&W zqavfxbLU=!(pp+iW-MY=cOyuolpuppS5*dmIC0GlI_nvp-5HwPRCqiUeSEp!--jfa zjH1)i$gznbkWR}QM=Kz2DlyiE+Q&MNj8nxiMnX}*HPCP=S{+}{`SjhTobg&Qki23O zO)Vk~btE1YBo8CQ)1e+NyZH;A`|8Y&-NRBwve33a_@?)Y8j6Tr{{YHxQD9zNVTSjYTd!q~(n@0(nJC(*$*3uV!cUl>+|MLJx;l3dMZZ zqd6aE`n`H?@@=ss7ci>4bRZA_H2L=YN9Dj`r>+&<9oE!2c(b`Zqb^Rj4;_6LHoGB_ ztj^=oJgP+yDnKM4 zuqqXfn$x%dX_MPp6GBBm>F%z5t+%6_FNwfoANKWFp!6r@$317;8=khNy&(SR zW2#P2M;&B1>|QR4c_C_#B&1CYPJxxnHlb}+D|?@Gcwvr=$NAI#f&Tz6OXHGOjmpWT zMLlW$PK3|1p0f=5da68iEhSunT8uX0Fv(1aDg^ThsERCX`bP~L-tG0V_S0QOZTjIs z2OKqgzoql?>8LH`yOnMvlTs~y4J7&bpR@LS`t(~HVM83Pj@Y|KSFWj*s~#+TbxS*I z`^J}6mvnU0)<36Dp#2B54>a!=h|F}a3ejs*=j)!0sS_x-@R58v(@-9NCdc}#(yJeY z$Kz+8`?rq8Vd1NFy2V7;syUevL55jk8k9&ZRh!ds{aWWsaahcAu++Ri7ao$&;R8V+ zTK@nEQN#Kx+x+^Cke4TtiQ|yY3@&05L?x+BD27oaE`g2iNDI$D>-%)7EquPtni4ab z9+R=ueab9VboCJ#=@&vz3({57YO}IbLZkIq>1%>{{{Um}OFTe;Kh^%P+1ACoNyqm8 z0IU4xrU`bD6%5pyqa#(2YP}LkQzbIAp^-c=O$}eH+x=4y)Ghh9wvFG^3_z(Lny>pG zJpTZyy)KH%5fMl2^q?nBNk0xV(?|L}-Twf2_ntM?_gZy+@A>^U{{Vp+bn3U}{{Z2t z{`LMP!&h&ocly3`>s~#d`;Akp_^2z#)9m^6|I*ku9kn9bQ#NGf>+;amtd%CBwtCr? zT9_1SXuR)WM=BIsSNq=|C6>eqYy4;-E?#r#MlO*0eQZ%HlRmP&XYcp{M3C{rAC z^^8aes)em2iW^8j>v3WE_PWuXZ3;e5^oOZGv;9Y;u@snuw{f6)arHlh^^<1q87Icb z`6V=Ui+?2Zn4)({8%ue~abu>}xBBPWf2EY6)5Q8?&&#UIaVlO2Qlt;#;ljA>;r^~Y zK+NYOh5V3ZYHH@3!ylC@r>l5WT_dRtMqKH=)yet`4n4M>9efvF@8Q$_ueYVb?nMJy z<1_-4{f8cZ@qHnwsPd3wYudAN*VWKel0(u?kr=#nrR4Hf!lF|AlrMj!htul0JVj3l z#yvFW*QD1C9nH|vX^!P;>EVvn?EYMH$EW;u;HkqQr(C47Y6qwF7UZ{q41&@n%L8{hzbT{YRv$6}(HL5Eo5wI3KtDN2eSPKPmmG|*Adtu@tB@YqD)7Snh zr#;(|g9gT=R#H>uKnnsNAl zK0oaA$JW`B65>HY!-s8n{@iqmm%4hJ0)oGAb|%=tOAK?#RP*i_X_`r5k~EX;j4b8! zvyE041pfeEcS{R^rJ0JvSAQrUZeLTndsnAtL^E;)}F_LVz zX6^b$@hPOO{vj=8WosZIp>Nunw3S}i7|0LnARhe`gp8O(9P zAzzXZI9J#GS@P(dX8vLPO~`gGLoK*FW3;!6MFf>J+j|U|T#nR*g)xn(^Yben9-s}d@iMQ8{)!LC4|KAHW5j+gG6jopsZ`jE#QM2fLw5@oT(ml^Z| zxf!AA6-V=U===qBWj4#&-^ZFMBczq*$>VV})U5;qnz>i*e{p|FNi20-C~iHe9KCgK z`g7aLwa8XdC^Pxf{a(E$wYF=B5_52|sRvCpNKR>h06#v{!zP^-e!%{EGVQrwoqEe{ zV`$>3m2x%pHMRMOWQsRed1>XNNc6HXIu@y7xxSHM%a%Nyxn4>>f)HGvft*z2(v({8 zuL5ySoVtP}x0_YmlQ8BsCd1s_n?EY{6048c^s4~@?!yQGQF6~7{wXzUF6wp*h3^B24 zx^|FEk-oMl+yYI(HbOzk5M4|3miJmwYgabsN}Qa6#+d{HNX>CT2@%+CFi!)`C9y>Q zDO|b5ax@hje5ib}P9cUH`JVUAe<2h#y}iCNmBb`dWMs&}kEoJrsMe;QAGgC)YIzhm z1Szzj9uoEf2lmhlb(T|C0O=8>DnZV4jDLc@bgw{d+niyyyJC<-l61z^VgRbOOQwz> z`PROtJq8tjGJEM@E4ue??8DOQsjHtYx|eXt9bbrpOprU%$s>sig7JwKMhup>HbHgm z^V-a@-U*DRgaai#Ys8KNj}c!!6_6m_p}VyDyGuaYg%u%<0pmh`HIEdnYJB}V0XGNB zO~aI?sDi(DUMW)KSc4l@&-+OvU{w$^jo$_FR=bcU~+I zm}2uC%~3;IaKWb&jE)$iw@}?jXi-s*u87qAlt!v4@&#x~p(GxYm>%M)lM6$U-P^-< zWGTgPsf6R%AgFIEDlBFEDCzDnM>9?1e7;*5_cU4RS{UMzNh7AL1)?GoB9hWv zfP@0q()F(A%U2f54g9S*&JrgEGIdg}i>0+1dHRairOO=CoMsbuQuRP5X+-%+bk@s*0w1+I)MfdFoP@rw;MFb28l~Lttz< zBT+A3?^{H1lVevwP&C7&y-fiq`hf$8so_#+cp;ZzllP98S~;N@lU#^Ah^}~nf+z_* zIx$!uk6$?{@Uzuox-+q=C@Y?kXPSM-iOJNs@+?xtPe+@`Bqg}N?+Zx0ljYOx6`lRO z(TjO*WJLt_q-Y}?TRGG!ae?uCv(-0!lH2MQc%BE5Yvj=e#Xq%)ONs;JaZgIuG(XFm z=C1LrsH(v92KbJzD;*L^mCIG^xKat=@S}=_ISP7dj+b^Wnut{4q;J-1ch20s1(>%> zb2BA-0#OZWb4EOVz$)3rXd66@y>2nbH2airEn0vy(s*L0gpC=OAZPLv01lqAAIazW zgJZHYX0u&+w&zzX2&tvr7-kbZ42gr z$EShdTvv{K>r!YiIx?5r?YQj;YiGJCk_wt>m?Xm&9i)cI;_RS>~x~>^yad>tr$cspVs4R=V=u%-?wB>D0V#$WIh? z3~T)odw(t%^AziU)y{8$;+#hWi1p31(4>dR0;Wjhsl@{=c;dL|KE!rUXyWUsGgZeT z-*1$k8PrwtJZhh6@qZln?I9p$#qb!7II<~f-KP$I$&NvWV( zWRF4fq3Ny8UDuWFjh*CETIm3!WC8$Tp7DYtk(kJost22&}%>Jm!! z5oBo+ilZF{3TWX~iaeEc+&i|XVo9)KKx65&cQ(@$>SnXE))bvIIi*M^Kovf|w5hL8 zZPVG@TD)<#jTv6=6v>|l!>w$~!;h<%X zsyb>!U3V7<3@>$kB$5xbQ*5HX5=5RS0=1@!@%70Wr}ODVEgbgqO=Vgpz0=- zHSG#PCcH&yL)D3FU*?0=+p3!zNmVR349z0BBf}yJlIW8son*R4<3`jNa(K1xiYE_qt|W06&dsGcO_91Pw@ne1k?L`EQY4DVH6IkLhv>&c*xtjBXyj=Zxm`7R z3J=evac^q%w~`SH0r1F%gdbj(wG?!ch-ad&uaubtlj^Ezy->`ky59b8NgR(?1dpNj zWR~VhbXK~3Mg@5P07o_by%@%^Ttr!6jcMiLkKR`XDO6R9FzrwldJJGg;i7Mw{sNCOEt$_wmNIZ}^_kQz5IP<4Z z1%ES7^?kiYlAL24O8H!%X~HE{O>JZWVmy7QaUzdVQb7QVk?m0+uA-_2X-!|}Z$6T% z0zbwjTK*8DkFUeib$wn9;Aqa{il(`mSEhm|nM`1}`Cw@&PJ+Y`P;1rnxApf#5Y~i{ zJn5_QKM(q|){^04sAw3E#A(OV;_JEh9zSi+jLt_lnaRabCBa9UY5Z}K36e;Rtl?A; zc^v-$t?k9Lm1FRtjlugrK0Q~&hUwes5l{~=x6djEmzPc$9nFEy$k_}JF2Cz#jA>meN1eiHYJ3IC<8+UKy5XhzCZWFe`&!R;aJbrEHm8 zr7K7(vG5vJXtc`&g^k=@?~uQq;N#kI{0~#2mELK zUcE9>DqPrUZ(SCq)^DtH!}{y|#o?pMSKGKly#Csz;j0^-1Xw6<43D>9TB_)qybXU{*M zRhIVJD0Mj`qD_lxHbO(S0C{CbcOewu|-Q2Vd}MS%l%*F=^>H%KhZm5Qq}J~6)kj;Loov& z)inzVQ6!R8vpaET1xgmU`r6*q$7^_2utY%eBxC)rZ|&ipw6`80@y~jEfM2uo`F_rV zEa%K0iWAZ0=`x%D0BmOxdUjf>I4Y;8r)eS6<%OvxloP117bJtL)&3@S-&t#LXy6~_ zJk4r9!{z&W_0HiwkuQYH9XON=>-dNO{zJ>EX89e`Kg$cVX)+u42UoayhqAMEUwD~4 zjrMevvs6z4!3bP3r9~m~w04miG+?q_j-todj@o%AA{*er7~w|)l22z0@u&dtH3y~R zoA2(>SY5*n>~RVY5G?@BKT}dY7dl3=xD*5hrn!GCx`%)D2GxUp;`<-_@3NaQNk;U9 z%}Ki`WvRO3>MH4!O$4fvFmXYV^HJBRP+Uo z+WPN&(R#8*q>+IbQ-W%8dxb@7P890ZK04y(+HqSKUsRRVHKL7bDi*cqTh11)SxrnK z8^#Z(SOxt)qD{}dVdiU*yzWZ!Fo+RNDg|kgLtRwBtt*P-6zX}}_A6@*kg$$9ajK(0 zW0E*xtbTa^04dPS{FL0?X$eexXm$~P;|4}KgRVG52TAH&Xl7?w;NjnY_ki041#K?nw7KULDn%&91ll>rM_P7&Erz|`VQ%-pDmP*IqK+lBx1UT zYNQEIJ$)4N86GuYrZtSVg2k8*>9Y_zSTu;o$OQwB`ce6PzI_ngM`yONV`$3=KY^KE zlr#>c(E8L0(~0QlZO+#0J%fs+ugl?O-1xknPADhbSn7#rA;v6$B{R)VBalcz4e78X zA6MjsGi`Ua?6)zty5l-(G5(lz+HN*CnvJxg5C_1(=`^l24hQ*Hp(8!>PpWY9iRO+P zT*QH+t{GHWG3^urEp;)@8HS_!gIP_#*7tbgywWY@Dx_Bj=b!d^b_jPFt#n7ONa`u! zg*sNTBk$)^%8EMsmO4eVT1T z&KrnKrlgahOE(Z|c28bZ2~Gx%FIuMYA)-huqh zx_;udw_5;!=p~=T0fDO;Di1984nCY~(9?nK-Lx^)`+i-skjrD;V8=m26*SeKeJ_I5)Cf4>Fp1Q@dF6QbJr*RAUu9qsHaiIj^TZ~?gi~x6@^KVE|Fa{ zIvauhm1+6cr7qyvI8MY^M(V`nv2RmK(&D1ZmSv}_jYMaO>NJ!nf<)%Ixxa zNk#)t0pcF)1CKrf*P?&izauEJ-H8^#scCW;iRv)$XX9Gr`?#tn5lK%pZy@H)skCe4 zA=7XOCbx2@?%4!#nDl~Zr%60&E9L&r&!szN%GYp5oM`nuna zyJHi#w*C@YxMb3lRMgaOT8}=MQke)zM5Ge!$JE@PSNh?I*xe{*O4H4roOoCLRq0DQ zB9&6HfKH`Vr=0~e!~C5Z*y5W0ikY5SW`Yw=(YnUU?;}R$?Hj3&@8b z3W0{Ob?LN<#ZIruUTyyO?HXKH&-@)NX?5eQ28N!N6^fn+-I;X-m@o+nEOW zMfvyUa(>^><<`R{$}wvs`dn+j3nh;Et>Gx{pj%MW(9q)~J<9A|7g|W|6doKxA+|CdS0^{e7*n zlf*+MyVXY%`+uYPW35WQ8jE&DS2?F(P%B;|)O4d=viS@HTgUeZkWamSO&{pI&I;F?cfpBRAn9qw+d& z^Zx)DtF}(w&F&m+vl(V4qN&>^ED7k;6@U7 z;ZYsMf{;&*`D4H&T&jCXt?h-)wB8hXG}1xhagQ^QD@^(M1i!oGd+ENeHoADI7sBJ_ z4l(lbJPt=ee)G&w&ABm{Y`!-Qxbr)vlr0`fT+~5H4FqdZ9HOQbH9EgkZT+&q+fudt zqn~h|3s+lqF|1;xGz`}?@*n1{c%GCsuHKd!PmTE@QcZ)+pafLmC=Y#|Jvhnr3hvw(WW^OC0Dtcvy zua}=ivtC)S@ZgkbkMQXgsrhHlzvbyKlHXZ6*-@m-Q?Wj2W_nff)B`6hvPk~`MG2<% zH{+kDwp!dmO}eg{SILLZkISk>evSH!#Hsu)R1f!`^?LLP_BQpzV`=j-WNN7(5yMSd z)fM?Cl_i1cL3)VX+yz@+{{TSOu=aOp6!6;t4Qu3SPv`!s^iOcsR}#fJaA~WwQ`d*C zdet}Q?|SSXl^e`_bL&mLxi>ZpRngUN9m4^U#ET7WIQx1EXyG%pE7SlTQHYcjYw2Lc z3-c_SMVz+|>u+$UOi~{=0Gb6ACWGaZ!lZOGx7x36CxpUVyfE;_Fjt8@2W?NvpJ?dx z{CeoR?!W52i?g7@3J__=-|tQ z$>a9UtY$is5tfVW5=!csUMhGIDg#I$cmNNrZUx4kf2X@@{W7wwb;dp~Jl39lRfJ7` ztn)dD>ii&+kLi5r{{R=#R;r%0^0avz?`PrZKJ7t?sYMo7B@JXODdTu5@=;zrAUH`E zTHjFMT>B@xnFPU6!jt?o{{WxA)%^Mp*xT5xqY-H%tb9Wjjc963QZ}K<9$@+Lr%-pN zVQeYqS{%OWT8S&5hS|E>iW#9ZQ$n!`@@ayTTFE%L2x4EU76XB2n%yI$^+JUE}*~HtEaMMg>hA7|3U? zn6#@;ty-~k%44#%?sW##_xw6{z|^-4k@*0jyz5>eK_4&AqbRJmo48lN60!n*CZucU zofW6-9-SBrWnWrutY7geor9H!8H+S@&{D{>aO5PZl)|#jjDna&=vQ`q2;=B|Tm$Vi zT*q&1XW=X@A*~yaulsHsKQ5lQ**7701hU2%!8(+kAOPPHZ(pS0J)isrpK31(@mNF>nn;&VO%~pY>Ps>X$}KtA7&u2UJ|uPnjRYa6Ev|%g}XJ z9m}yg^RX)T6g#yshcQi6_gDOrVKD)Fz&qT96h)^n?|xmTf%pAz)>Boo6E zNhB4q&VJII#PvlA$PsTLmi+!&{>-j6csy-)MH=C<#I+Kpzc1zM`Bau&)q1$ED^Z`>aM(;_iy1W1n(B(_S{cNXO#c9QsG*n=kc~_9)pKyZ>etOQqF9k= zKZ=C^052+ktIMO4wpc@MJO-6y&Qv0guxV`k&+@NF8>%{osy50^Ra5@{e4NqgnYRpI zc{G9mSS(5zuDXjBQ^2*g4`r8PX&fx9P!0t!GseH_9X%X#Mk=RBU*Y-x0EeR;Lk7o* zV>r#bMUNGF0#20aPZ|4m4;fk8TOyYHDYxU*?^2tlj5N*|j1RNwZs z(z3H7NlK8`Mp~|*MzO}ED~Qn8GKm2|gF^n6{0k3h{7IPjQg$!Php+g0+;OP`!cc=g zM1LxMy*4gs>hV=IHCW2ZIjRlgGt~XcA=beZ4<(mXy+ug%k#X(y2EGt*%kshX{{Rp2 z>&+v@bObCIkLc<0_0#Fo9vgC1QaPr7zb8Yo%^93cA=Et{MkL*CZT&~}{JznNBIBPS z+l=+OJWm%?bota{hnGuADQhZRHGEakWJa?J7M)SkMW4#eZbE`@Vf7yA~NBDY^lEGBcM+6wzYJWtks-&#yJSa@2pT{aEM< z+`Va&HB~aRnrNEBHWSrU74!2P$|{|K;Dd92!1{CSz+AxSG?p)(-~b=X_IZDkq<>DW zgkewNpkMGUc-NwtzV>%%PfT!?l<{Qgo)ZjtOc0KSqM%IROp;MEmPrQ@29+iML^j9Q9f{XnE*lssY(brjcm?(k!t22Sfz9S02R}> z_j|tIWUV_0!w%01tq{+hGC1(3AD=?EUw2sfnm)@>I?Db5AOXXGExx znOZ|2v$MXwRG*`JYjoHob`n_{N-7HJ1pffWbNhNuyS34`R@}=-=L1btP!cKSz!8Ct ziZ<@ZWd8uX`TgCt=_{zwS_*Mjk)nKy(pE<5M3Gd&4x93&K>aKL7U$g{QwyY5Dp`ep zO>k;!`+a|JpG$8HchN52Az4*(sU+~jdF6gzXQ8j9cK1)kUeWCh;JcGCo|3V1Q#@|- z)ios45z0R4w9>}qz%j78vg#b0>97L*oA-n<&vOmB#1w}8N>t*2WM+h7lmwqz^qsfe zoW=BS3PdBunADO@N8m%~O}&yN05XD(T_G!&j7wSWE&B zC0y|s;DD=03V9W@+;Huvu{8X{J%bxKoo(AB#<7KZR=6xlp`fYYcmu$6Z4?%p#^0e} zDFUz_DQzAZsWc1mIcg9^NjW}Pw-1Zo$es0TlxZWu-7#omgYY3JQ51gs{)B?N9}?wHHng zbh2wrc|Q)8NA>O`8fKND=;`cF${ncX(5=T<4 zu4gJ*yb@VnBgCHNInPJ$6Y-1Vwg^(x;QDW^DBB+NP$bgq%uEwVwEmdEsc0mUMwpcH z$s(37YqgKMCfT(sgKZpj915rh=jJ|r6dr8mb_OY~XRG-MT#Q%n>e2aqwCHn9xwJ8K zOfmG|Vzoj@QjUU}rjiEL5spe(A(3NOQ~3<1RlnA{nBmj@5<=#qN2ZTTR+dEb>==~w?tbj*`kg=g+%V9f70n-7uWf8UV9Vy zYWzj)jAcIC%yl(B->b!%NNO^hHm198%RDj8XG(dJl4yjn#T#f?<+>;zg}1*X7H~=> zf&`!}RH4#pek18pYn+EjAnhLXy>aslM~G>%G0A53kJ#iV(9`E(YTPa}A7$m{m8r{(^y%cNdM za%I;#V#l952;-E)5>=rx>sAJ2g3K-H(ogt)J=q{e1;hAXnlJ38KHs;dqqOzyuJon+C9ld6mg-&WGJAPo~fN|Wsa&R zS62G#Qqh&0e&rpUjU18|jzLEO&X?n)u>p_~!lg(nQBQ?{lFnG=v6E-rjE!kps8L2j z#;jK~A&10-g=0fdMoC}B-{d2iH527NLU!=m%rY@(pz1mDxj*6*5>ljZIm_-C>7j;J zb0REqP(82Cv+4=Ajn4Ange&2QfS?96k+|35#-A=4t3i=nBDc1DowV7TTUd?WNmg^= z3Th-PMvozEWRWURnrR_*6JHPV9{9316@6w?v^%GI;1;HqS_~kMY)4;7Ow{UROvd4! z8lh6&rbTFBgn?z|!24ziF2rSEoW))SG)T`J)Mau-aHH3W>5D7Pmv2Kbvj|vFsh)LF zlkj+Mjxcf_N2$&@bU)+2lb^td{NKmA)3G-kf~GlTsoedayeT}FV8))f<0>Et9}D6U zu_O=}jy=*TWQ9l5lR;V(2tVViLVjQaUo+C{ZS^ctG~4ZM8#vj2hr>!bLs}t~?jEZ@Bbol1&*Kn3eZ5?dG;Qcy_bw0I7glSX6;F5BB zA91*Sk=N8YN*#^0c7_Udurb1?H5Qz zi{uqR{hE3xxm*3hO59w@GY$;R-Sep?qxSUig2q!*!!15KmkmQtIEfO28HX%ZFwldZ;x20F2Ojbd%`A#3D3C z`HG%ComX$kUw|JPzE)uKR2#3adj9|$yDMpb+;3oEw(S<*-c%K8r@`gibON2LB28@X zNmN-F*c+PEz#O#a=; ziRx9AWim2DE3j296qTD)-D(72UPz6wf45>+Mi>b+}lQ~nFo<^6`4w1 z#fhh`mUYurqM~y>Jd6;rA}Ba!Qb@J^jdz{HZ`~tnUAF40C&UoM^aw>MK#f3XGW;q$ z>C}EXN0|1QUgvPMlGGf2st`%2pjzpnHS`q*gNIf<@Moeiza=~8Y;~;`cB5`#-kz&5 zxpzRIsLExIE`pcuYP{J>=MfTJd=#iylEju*0>&feR=kb{isfo$VxR({B2@;gu&oV9 zpku*HFWJQekL~Gks*pybQ6wtdatHVt+J#7b7)rt;_&^KiT8%&I z<5SRAa=g6UF9i1!mMv1vEQOe!6(zE1N(!IPp-d%RFWZ>wLc$U=3=b5kP>(6|PODKF zYXELWukid|-lV%#O>bJBBvb4dr%cAM7hz3j_K!ZB-*D99>TI?3bp}Q%)k#$&A!2~A zns}Yc0HVYEMZednW|##cpDjE;E|>s=+=waUIR09c1M}$@Q=ZE$kRTQtI;10GKo-rEA%Gs|ExAOl0FHt|d zc`8_*s#=pvQivXoG$N9utNJ6A$_*&r?XEBW9@ix3$wUC3Gx0C^`b#si$|9+C^Y#A# zXZ)QZ;NDqboT!?wDUgZkU&|XkML4I5IAV=%5CFqhH+HtCzt`E6YS&SPkw7QXqd&9L ztN6k-(*aqLc#S@_{{UAH^7Jmy=P>(%mPN{BopV(B7A%yFAT!2QL~+(L5F18|AwtJj z>Mh0Ekz`o>7el0ae&5;EQgSHj1sm|`{{T>?Yts%#4>knDT}MGRR8=)i9JREplGR2M zH7_)tP#86sY9(!?ey?Z{6225nO?^HO^>O^c>1@(FTZrP0Fa<~kqwSy={{SaRQ%RSt zs&{!JYF2bK)dk*n9w`8oq%s{mvXSZM+xCbR{3(<-*^%qR{aNWOwUeu06v6TKCtSnv6uVDPW9Oem+=}pnIxwytr><{DrcjW zNpgnB;I-88bI-IcDG`=61;#@T9CJnCN?`v0KTf>`^vfscL>WDPB^a(N^W*dAMWE^4 zwZ$4o+w?_MQmz_|O)Pb?EDq@$amyKy*}Wi_*Q)FX^!DOi%;-=6f6{`#;Qs(u?dtN# z^Pdr;L0$~ne?Rba{Z)vhuE(5eXY&t3<4?E7Wu!=`+6aIuv&PaaV@dU@^ZuuUavOqa zOr5dU{WCH9Ypbd}Fxrn8h{bZne%y2((?Qc)N`|2CKj2$(vYKBk*$Mv4rEIatjTDtN z6;E|-2H-heM#K6s^22|ZEKvuk(gl2})}NSQg>@Mh?D%OW_1KHy&428P7QRflv@mT{3xi1SACsQz6QZq@$)g#z{N8zoRWr{d;Q zbjtWDy|q(KxOX(z?YB_1IvP_h9Uv65D>>#xKu6(-4`o){4({w!Tcl6_01c2a75PQ4 zi23wYH!<#$C+V^!Yn33c*ceoOymO8{6CQ>6iH7dalN(R_`SH)K`ul2TCm2cayKSVb ztfa2aRmB}XeJuwFWAxN~Vr# z)ufSN2?Y|PNJ8I6gkcdDKHcluyw=lQ=a`qzLe%w?^z?bdj-DtXYNV!BW${kSt*s85oAJQ*t~=Y6iP%dd zYd{%85D4_4!S$wkqgyr5OQeh%9@2b0RpC*Zt}smoIGprXm*y`^Q^%Ih(C0E6YL+<~ zC&@M!IgYK9BdK9pQ9!C>EE?+NlTEFoSz+#}xY)~XW$_haU&7-x&M8XquL05-1}#E8cig+m;VER2tHl}xGpItWe^;j0`j*-YIX^}=P+~MXtEQ&E zm#^o<*BvR6E!_6~JdV_@PM z{%z`We|3Kp$*$rknSEI?Pw7-t`BNWfOX1&)1L`A|U{rzvvev#>sNu(tK(6Tc@BFT( zrpe8hq4>FvsH=HJZhD6Uk9^OU#<3uZzaIvrkSf{*GHW27NVU?q+vJFN-%gQK=>jIF z5>Im|6(>J$mr7>mec~8=6_WB(AnjErPB`IM)C^Y?{(Tkve@=fV?dRCIoujrfl-V8G zo~HZyOqD9`jj>BCn5dSSR-V0z`C3@ykpeLn3fyu?OxF8d+{t0!2F9QjS~Mf#I#>`5 zNCuoq6{aw^Yv+yr($&#d!9_HEajUS^QndsUI8YxfXE{{Y{0074*k-EEWVUARl5plo z=b`Pc#EqJ+YMa3apCF5%<->EF1^^@ zL?Fd9CPm;)v;~lG!SLz{;a)jC7p=$f{{Y}@tyzqZXz$v(Z@Q;SJl7>h{c0HC3%B-f2eJWWpuVwCATeDS|r(WF?OIKik2O)%VOimIZ3 z-~mDN>bZVAe=rW}pSAYgEf&jd`;VckdYp#Qslx7E_fNTFdL1=THa?D?t(BS|O6iTg zNiw1(?Wx(;`NYP?% zi9<1URn$l{a-fa|x$46EGhlXybY$sw{{UL_CuMcs{?9flP2GXb;PX2|gDFjttdA2G zOBq)&N_usnrUprA+@y;c8b-Z04_|V{?(aBw?N-qc8Wc)`PDM0;03-mwf$9OxMO?MH zF3yI_eZMkWfJ|M>A&P;Sm4Y+ZSvV@pwF5c8qqIIDe3r&;3}o57B#=#2jEgl(9!q!4 zlETwgtI0xf)V0(7yscJY9$6%K{6kW;?gfdb_V0U1sVc@0WJw((smP;bkbLW2K7L(4 zf6m(>v1?mN^r<=+Bzj%fh+=9~C~qKjVBiduH2(k+{zm6Njc$F#Ln>Va#?) zRcq#Dtx51xuw6{ke=xB4gLrVfTYCrkA2X-`K$Wz1z; zAZRD1sh=Rs^v?&6CnLzlNAfvQ==wUHM3YNiPmcO>o5hfZFjk7XO-SO@T|$6Tf}s7F z>A5e()w^0H#8Qwbk3vfDYEi<{xdOPTqZF79`Xg9qHUKdyGu!L8sksGgixFs>a9o_ zRRcUh!FJ?!nfCB^8^*eFNk{?>5oCrAXrY4*C3G_kP?aEbCvI=#t++Ry!K|m7Vf5S$ zK&w}dpvdmM)i&tOR@GChQ_GCZ)6~aHOw3rL2jQ=GvAFgt+P7WjZ@ZH0Dl+3MF;*jq z1X6~)X+x2k^%y<9jf)$LJA$_)omIDqqXMTCAevM5c>|8C=PB^>A=Pxb?2P?=*;y)` zsP#12TI_zq-T8mvH4y0yB~4uvHEUBGDp)mD$^;skPaBINy}sM|hB+^^_=C>0sLunM=C>)0{&qe2(HKav zd-Jrh`K+m)utm9dMII+Lny7EQB9k#!U^SNBl>zFTrZIGH6LYQc1QCS>~6!~QSU5|V(z*J zp{I{SXEy?W6KT@XQ_ONS>hfJ(?QJ}Oyz+gDt$nb(7HbXSwZyfcXpDk`CmB)0H5Bv5 zNp88+Y`b@dw?h)7ri`lzDn@wbl_Yuk{hbCI-}#&O4q}3;Jof0$ZrYS;XeG(M;4nNqLI1&PHw#Qba~o}?b%b8eG4S@yM;1}9dx=zYqXfkgPM$S2>5JZN-1i$_pplWH1XII})|uD%4F-6C zPv_7zynBl|R@2lbOCtNnMy0s0qZcDLJ z1d&F>5&e?1Y)^2ha!9703&Mh$Nu>jC%sYavXJE(;0BJnyP(vD@oqUfTkdbF9VatrY zOtNLAftE-k$o~Knkrkui6`pFQI#KOqwvadi_8|TC_@2w?q5>6c5}p`2xxJg}9O`8pSRXQKNm^GY{aiX;ZR$SQ-&?kl9h*hCO?`Hc;dtGvN4YX}(iEo@ z&S>ayPa~B}GckZ055eZd)5Xg>cHi{Zp(bjOd`}2e)U`X8EJpy|mFPuf4)eQ5;o7TE zWY7&G{WCrml&()7KBw+}wd`$)Jw9`_w$}K^<>q+IQ0J-ZX>yurYd+d~mU^`%VNs+c zpaFYa8;jBn+iJXK+4eSuBmkOe(!I-20+6J!HLB;#0w`$C?l(=f%oE5FR}@oKHSY2> zr=3YTAD2PA+xs~*>s14!^c1>?`)oZ;T|0`(c8W;y6(9liU}FFqn|%enohL4B@y241 z6_Nh{ibYoKU_nK%%Q+aYL^AFY%>lJKoHlF3aV_@xeqiwEPujm8JHNE?b$icfb2D(;WdB3@u$fdtxf7<)@k{ug%b9;qf*?k1rmIN=5P~+D`d*lHir~g2KR%gb{KAT*Gf3 z@3u9$jwvBE(D5GjG&+Ec4TAGYn)P)5 z01 zX-mlS%QKlIXJ*uHeSs%Si-#>_8ibN-g(Q+m6#4PM73iaO-mW)0qjP*fHNv2xfj}q% zC{+Le6fOV&P-CV3XR-0o(!48~nv$L=HPgV7%=GrSX{2?X&XKO{0)B6DKECdjvar)A zB>edK^iuZ(ObSM>&04pZpvMKT%RZQ|OtE(qlb zv^fWlYTs@Vph{Qdyhoo!?>~+DQ7BS9a6e@~)$-{XP2BimDzX^d%^KvH&)j3;$U#w% znpKNisHI7@mI==s+mZM_->tlI2#FtQra#sG$4&nLj>Saq*@yH&RQZLjVmtEKZT7Swxn*3mbc8Q5xIUQ0*A=(~dvt^62i? z*5s$sM*#$S3LZ7})BeZLp_3oAzC`W{Sm(xU9pOziS)1)fReyxg)rv;~sKWA@rwW6H zynLJ3+uC@gvGBE`GqYDo&}c~Gz-EJuIC=HBHf_>L+(=_c(t)+O47!2SP)Gw&;aXID z`dDH*2j*7gtIT6D7+ssTYGLV!l;)eRBn~H_`inHz|W#c#DsYo%WGY&?R|?p zvi&qvG9l7bx+7JpK%=tOqc|LXeKCEsZSh1dHw)ERnx$0{j6?%N-x|7#H9mDU$5|-; z9(={3rKhW;%> zxf+U!I$De+1}AW~;7X>C)fF_gQfQxB=}5>`Z7cLV`wq{$EK#b!8LHYuD2!MVeJPrr z6!SRfM4L^UkclaJ0@{Md;Zu(q)Bph_kxxIDOYEn`kFvyhw-)Wp;)X(s*xXGn0%Y8^ zwNhH2#F+e1m@>vo7I{#S^*`G8SvPqiky7nmIgi4QhhOZbC@b+0Yvo>;hi0;ShY`|n zJ|c%&Ed_GK)6?P9JxCl>+ehKgPUD(dZOGk`y=kDVq&W$YXGZV|9f{tz(igs+FT@EJaQ*L8f|Asc95ILkwa@29%UJ10zx? z2n{|i;6+6#>b;NSx5R7_uKS*o+z?b#ystLg!tajAucNA~X#}QGj;ED`M&uPPz&Ia} z2=`&k+a#pg-tCjK4OLXRY7^u@F)cUA z%{zUQ6oY2B zHN|IZn}bor0Mr4#R1_aRmE7#S%QARxx)h9l7-5DCA3DdRpR|+bk)ED28;1v3_hOH% zw;nYC6XWEUxOk76Qx0ttggb^!8VKa&8spTStTwRam2K1AsYtnp4W8 zdi3pt8-=M$Nv~31Dj3Zos~#k20ggdGZ_lK>yMm>uX`dg3>}t%6kjX_|k*M0V7;JS@ zC=tZe&_g`L!)^kWE=jfj03OPvjmoIC6R|6nbXflY-a>;>PC3uZrO>pCbnx9p5~7-l zN?m{gq@6)cYmr63^YiIdjl<6+1eMb!^_w>ZG_qsy(b6Q;P^%~sG;<1#3KvMcVKrR( zLz2X-j?P&v#Bv$@Kr2lu7u0tb1ZT>X;ly;!?bLSHL19~Q5%`^?I;uwvI&y#8WLJk! z+OIoTEQwKzY4Qc>sj9No^~N}b48&+@MO&#Xq>!R8NdwjGBBRQh=0y#PhkZCEg1V3A zUOheFEEJ9=9uck)K*$7|DyjbfHhNy*wvOCfNTkS1wK4BqPxkq?soXeZdX{%OFGoCt zKc?0#ZUG#hVw+8yY`KA2Te~Y@LDsTfK#WeTQAuKba5@fd8^o|q(ZI6Gsz!xdc`3s+ zV4&pJ8T^MyirryorB4)YDX*?iBlkrf&DihLG1W! z{D%#)wch6rwDO6S)QXW^QNq-z;yC(oJrsWY<}0QR7S>p1jit2;`c#V3%Aoo5hR=LD z_;_h2sG6E=R!J+CyZENw-<$Gn5>z;ZtK;C7SS={B7(#w-rG4H}?b6wi^^f9{gBndB zra;uKYPCEt7<`Et>X6ILcTBI*Zrg3ck*$VIeOk)}H3WIedE$;CpvN*rr&<;)*E+qTeY2CyW$os@k;$f* z_UDms0UsNn9(4mgeHq(so1MMve^s|zs>Ti^xs4R+2PaCFZZ%SCObXMc9l7u?A+#v! zv72k=cgkAYXqn{4)8w{Y0>eW~QBc(ah)aT}$Guw9hB2x2ohzk_on)jt4#RV7i)8zR zfwBqPRaB3~LM3K2^YX1}(%YTa>SQjPU8SdyrTmNu1C1T@jb4DS9s>iY_1_WxMdRse zDZ2jv<_xmbPy9ZTf|s+pQ+t{!X(3@!wPmSmkPyppAS-KyAA$-iu31$p^cQOwVgd>6 zuElCHXt9uM>8t0SpW8Qk7{bZ8T1llfG5TwZa8De5q>Yi~+G~-6N($J_56_*AiG~O> z9~rw6N_c6SS@9cBIkqw~xh)-Q(?OD=F^LNhLQOH?pIZJ`BwLo>Y$COu2|&wuR-t&; zHI@xz@x@8#uI_EGcDa&CWVwM!qO8-FzyON)O`@ML0Kmn13~IM;%D8tmZ}I+u+&h-A zs|j-ZKQ&A#rCmuR2~QP#^zkYbxG1`YvHdOVKPKICb{09Jc?%PejHf^GpR*LlMt0K0 zZUZAisxURWkCDhCwE5@ruS*@XzxOUd;ceH|{{Sa8Q_;sQEp9TSY|&M^Fp4>{0$hbH zRPa<�nQ^UDCjq?_f$}vtC-x-&`ex5OAa+1BnHeppQ|SV?KQ@UCP~JE|9@9R8hk- zDXAbD3N=j*k~o@!!1Qf)r(yMOS=yQ%@k^D@R?<<^RN=C8(Ek7$vyCug(xOnSBe1%d z)s4yIaxO5oyxQQk*Ey2zNl+<9fNB6?K#|7^VA7u|3uHH+LhBPHUa1iV$39fQ`850J)F|Wpy@XJpYS*K_}e*d^@MjDdsdi1>%OrAnsGb6b?5K2bf32I7^!~omUGDbcKcrWw z0)=S7g)n~zr}=!3PDNvNadspjXfhhA!K>?>{IULSkV-*^-2_A0RVd_QZ}KpGMMc_x95)aW0mjqjBTJ>Ccy? zK6vUyZuOxFBGX{2pkg~9D4 zamNlFTHj{4@j#k>@@j#A2Z7bcCx_%X^&sZ=O;se-+g}xgYJ*NzC^rsbvO4;QK#{tK ziW!rz;I)uj-8oYJB zmmXUN^r<7>)0gfZ?AzWL?V6RH}nV9&;lx`T%uUg2k)} z_9V09t*s|ZO~-kFy$qCs*5*VD=1vq;3=n8X2B$=qo8%X%<5+F?GUz2sODs|G$N^DK z4G9?|(!BdKsXOq2-Q`Bm6rpO;Vsez>!yg z2AIg;n>V*sw@|D*e)DQ1YM9n*S#66bIn-H;F9YP+;7B<``}*1&s?W5^5{d?BCkdFpDoFSkb49fC(+8AhH4T(NA1-WZd7$t8R~P6~vQd7~8{$ zjL;hCD1OS@_uEkV;0r`{D8J)~vk~OZ$biQIbDtd-MssdxTl=JwO zWVel^)Krz%amxPy>RE8D4*vkO%;U?)@W2O%8X4>Mk@IMmP_{kShZf&9BZZSC(C(ZptYXMX4E=$^5T)$EF{zpj>+nzAIT%F|-E#XO!$ za~TSz8iy*xqg#gd5SGgJ*68il?{9NDYAnlh1aZ28Xz_T3Op5DL3Yy^JxDVM)%eSsK zIZTk-gFvkdPRme59LA~?>ZNf^jGBs|GoJ&#Ur|=l!MS>ub7N`p4+KYdL7Uh+o{E<% zb#;oiiw%-oi&MV{v(m!nk$Allqby8yB}mGzNgKq2>H1h#-oCQPY;z`+e;` zg8moK7?`Td+d?%^f(MykX-~{lr2K&D-sI>^(`}C2!&mG~o-rhr2{BWQp4i+pHGViC z$ly0DX{Jb+v0W2rmN!>YrB#W2rjgshxQ$_ua4KpKA3uQq0EU&NMtToh-C9}hCOcL) zI`dOd1_{dX1pU8l4L|^J`{Jv3=jkxdRE)J+qORhfE)T?-0@^GXee zjYY0ay|Hj%cy!!o@lV4}-#nA1o?qnXLvLd|lzT-*wm{WpjTud9XqC>bSQ>LvnhuZe zUiEeod9g;jaLt%~OKYxMz>W z((u7i%n>YO9mFVqJ_G=B=cs&#r$gkp{Ei?^kj*YGSf)o=Vp;z3NeGNG%vNR-Df((Q zYh3=J$Y5JEl+et-V`=sNj-HV<(%ZmhSqb?7LHy~D=hR#_a<;EC1uZnSSm8$)fWt`u zl0YO>WJRo&GDu`Lzu+6{{-%Z^mf%XFLH#z>U!M@a=jnktydE=TeYo=(rhnP#YaDeF zRy)@Z9XFA@k6Tk4AKd~(W}KU` zrs|BI-ma!CkHS3T-%Gym!)_?u!oEwW{#fZ6 zPLNzI9C+}+;C%f$aG=QSj7?occ$}tEv1Dli)a7H3BT&(@Ymlo_7L8Guj~)5ska;KF z0iJ{bqve3Vv(NosE|%O)720Y=2&2pMKWF$p-kmDHy0eI9YWnKg3aw2|GD$K|OvvdX z%^22L*{sg8e?j>G`)GLV*&!+C+86fzU2F>^i}ixK{{Y4R0H3TBnEXRmRn@-qG2tYb z%#}GRDKfb>9+?tzR%M9GCpJY5U@QSV4{9I=RZ@+ojun?rpO=^U`b~FpY>}*1=-svc z%zD?!X;1U@$7<)X8=fi}_07*frmm`w_-^Cc^}ByN8%Izej-sm<6UlEYD@cK4d#fu3 zu@+BBWM}Lkda)G!zF*6YI$n^ZRw&_Imd+d>=5Q(IJcuKWdJ?9f+p!P3DLq|m-eV&! zN}+sm!c`Vo41jA;2dQmu#mM%8Sqi9D9vb?ES|8c|ew!By8#HEB8fkziez(}I=cyX7DfqlvJmW_Z8Xg6`T%VVbqjiZ@*;JrrHXFf**KbqsCsy*G8>;A zjH{BODs-upWNN82hG<(_#T(w=Tc3U#b^MJ1O~`fO}JgabA$=^5^20@oI=FdxsZCQ%#YIk0&NNqOT`XNkB%a<3k^e@O3Pli+a7@ zODV(xHY&!XE&&y;bD#D)tM0lY@ev(?7z(%_Xf!-?&?%GtV?Pk7GIPg@-`krvLro=8 z#~G$t3>|!HO?fJ-C&a0 zfCXrCQT86X$A389o6S&58S8qQqf+vkI!ty$F&i6e~*ntGfbX?-2VXcp2Op2 zsiN4s18XI0&uSWKz0;M()?`*E2Ci8pk^~4Rr_1u|k zaL|z&nX3eIO&RetXceU-#bbZm7H;=p*#kLQ<98o{U$geJQ2tyEK^+>!x$_L}yDVEu z!wf&@p<@Aos{vJC4y4r62h$>*W!}Fkeo(_tSaZ2v=fP9e_#=-Ey0(_~q=}(0#+1Kc zte$i(Mzon4`pG~pYNT|L%HGF7YGPU{pA{8SLn^6^u}R^M zTS!$NL-ao08#cjz2)mBuWkeM4v=+f922CcQ(@{T_D_)kzwcW;JiY1EFz*>sTu+Y8^ zq%s5c5;zh@Iz+zM`Hh^)MNhQ)&*XItRTRlhT$TM}x>^XBL?wzTAQ03O7DOWY zdG-8GhfH_{uPv-5Y*+Qh%@T=beyXZ z=Ao-h`C;2=d=L2@y|XmZ;xOCKZAF)?l024Uw)XyFo(f2uGgnnlT}@0Y8c5k$BUO|v zmP_y~NLzg6;55xuE5IaI5snoAodpQ-)NEY2ie@+ICj~Wls@q8~j zf(2=xu-iVf_`F6sDWayR+k01XWOAup3~;)^l!`ehr-DW;F}SLg zfjY~z&#>(N;ca%3$d=HB1o38etqXn^iASfX#R86wEi61lWq9r-W~Qj+0ak{;2ogw? z;f(-SHO6G_Z}?5_>B2wpJWqDxveVW|m33h3teh1R0T_?LHAHpt&r+JncGgL;VXuHa zov*w%Eo`>Zh0ubFM4%ZYkT@v=7yw`$H61B#S=erfxVF^{i<%b&YJY@iP@cSUeK_=I zI_v%uqp@*V3OV}^zIS}I4eF`E;i>Rcba5y?b2OQHlO(kS$nByzsjnFT1N5+N_uUJr z=W0egX8cjcM*;mNbr>E%SBbAmt*v&mD7co*q?Kz&c^b4LltoVuMmYBx^k#a?`6c{1 z>aEV3gB!MU8}6=1;%Rbw&veh0sCw|LD&*Kz2T0^3wveOJF0tqh$}5j?xr+3zsmNG` z6%vU|f5Jix`PYfb>AUThX54n;0^3Dywbi8*(~UsxEsErM{Q5o_kL9=Ve{oaAhpp>O zR$dx~LsKW;WG8c?1%C_F)5=vtFgpJLZvOyFx6{~gbLQbX39ck{BgwLO`nG@1)0-uN zY>-yOsI7ZwJ$)(juMB>DaK!%rEw6*y0OfKueGAoC*yX2*>*_N*U~X!&4J1Z+JU@1o zQlbLlMo7_%Fu&k?O*b{}t!uBuX=5bup##dJ{1wNSM{BxnvBZgQB+98;cy43(iS*D9 zpY1X4s;iP^fQYK5X<~U*f=Iv{+fV5>_epolvIVVUA#fCdLFe0C56jQXr><{z&BTcs zc1TYeJ1(w1T7cvJ&qG}oUQuoODH?|v4Ma_G91ASekW)w_@uZKWc*_N_jQ;>pU=O!# zcNy8dIfy(kc=_h3MfF zsgR2)T2bChm#CfOMT}bEbl%``%WC%AldSUUSMYvSpcu{<*Ze1|q;Xb1tkm?aO#-(c z!{_Ncol1Z!k3UbB3iOYk zX~C9Oriw_`LIXWCuccXJbtR>Q_|yA3u03DS`(JIiU&5XoY$@suY5QyYKbK0Tj@@Ki ziFGIy%H(^*kflGogc(4bL%oE1EYtePi+sYS~$#1z^O0ZxNABLi%B-2Q4Ii{*t&!Ww~Ka%%& zb^UP8^xK$sFp~x8)IzloW3Gi>hx2_1$7Ekcv<7+K$bCLOX=WyR{NEhvpYSyAJ*c| zS&-1ygG!IeqwVPq=dphAi|Z~&ixSXyN9mEg_=k~6Am`yefbl&dH)bDobw>JZu4gB? zuvnVf$gz!4yK%Mj*xLNhf(m*lrLEi(GCkyC0ZmQ%f)=%pp2jxYK87eGc@ng(R4qwj zN`w{dsXkN$*P|)6y}|ai7IHcW*HBdo@&&2XKT9BeqsoNmpr&y~kw z>6(f;>fp~+ia}i4r%rf zdN15Jt6SKkYkPf6l?u%tc^-8VP#R~{@bc*CFY{^c9=(SZPP?lCmzD^mh1)TOrp{K? z%QZSj4E4`R9;CC_fT+skg?rmqw6^988qr(r6Xo$ zeIOC^_KJO}kbjOiSMpOHjy{zg-ni*U)6G0jEw#XqC23g;u@yXNKsXw3$Mdiax%|ZT zV!(47f}ar`I;Y)bVZ~*p%hzJ*MLIgIT{K_~ZcCWaUCRObg}ssf=5}-8kp5&SYWe)D zUy$SF*5mrtjUu`(Bm{w}G^-MS2{@%GQfWiw>chCdnjglxTGyqb-8;&EEuJeSl6(Q4CkTVgdk7lD`mNeFFq0>l|8fspM5q zYf2HvJUD#(`ao}w=HJkpQl!x1cE;r0wFyzGzNa%Z7{sAZwT?xsr>(7M!G%L6f^npp_qap*tK>C@I@aNJYsEtWb{@Hjchr4>$b&|jARa=mL!7n^ML z^=NvhYHC>5Bm7iU)|n$(gjgYFGO!P)pVGxfmg4S1X=OC)8v#tvDHS-V_)e_x%`w%c z*tweE8I%AQCW_BNo+m&9hx;Qv7yS40L+`!gRXn|K(p&o@K~sx-NTbDd?)lBaxm{jq zt3`5AHlPsc@v3NNQZ;exMKy(`w0h`7pTe!4G~#K14SjRQog#~6yDre(O&Vv3cw+@< ze+xB5X~w)M>(h5s{L}tnwbUm8v%WWWy5Z-kny$BVXZp&jhZ9o5BEpiHcMO!1#6t0_ z#h}Ozrf+HPp@9P2PWs>d_NaV9DaN{jQ|GAto?`9G6T*!oGemGOCyyRg?G8`bL5_@y z{Ez-*SsI$y@ttA4rpv_)KXVO!9|Z#N!hNbCgW!yVXgLUeiR&P7iQ`boZu}b>CXiOb$J$L8YyKkg~89-KVF{IJBfl|cq z^2ho5A4SXju_`J);LP;RT0n!;Vj$#?KH7PT@aQS3__O@cH&qnb+~rO`1)8slj#{i0 zPWi=CuqLDlBC4vz3X~!!i?l5i`iRn(Z?C<{djmJqI;qFuVhZN83KWdvR!urbakK5Q zOn!i%iEE|1-A*V>C#i`kvU|FxDNj7V z?(phd&0(jdk~2$;-*olwSx*>@MN1;o%472d zSoOcA;94{*a<1E$Cm_Vpp(8v%jMLB7nIAIuf&N21y)=U>xPDvK zWrT1f^sgQOiu#(^+eESEYAUN`Nl+33vc!EMRH(PT9%gnY!7)Y}x|Al6DZ@gR?eiy% zNv(QT*1V@}ZY<%nCDVZ{X_}uXNBD8kfvf&VdpCb<#oE2g*m-Q#92E&QJiC0;;~|=F zyGg>-EGmtu7%jArM#QBEy$t4_@$UOO9#?QN@4Qe2KpYgScl zuE40wd@DXTnu z&rg~5UDO#NnAy$vR#Xoe@}Zj!8ME;!s{a5HtqoMx_8w2E@^aQ!?!3cpIGgOuRkZRh zW~LXbj!zv_qz9!jtd6A{{ZRh^Qazhk?RPu0x}vuV1#8?_!=OAXT9&5(aBE*ag1pbR zZkATspte}CQAG@=4MIGKBw+c|9C{n*eoXc@dXAo>37pE{;CSA8h-BUkJJ7{D_{~Ux zC(}$NA)8i#{x{@%E!=Gu#$5@i+*B3{;4$+8xTwJV@q#)E^4wl4k<1!dK)^9^


v z1JCTC9Ye)$Y_=P4K6VZJxOc`zrRhaCl-3r6IdiyfZU2<_53pVJ-~)A0|;oX~pxy*+NsuW@0J zZd!fcl%>Vhz-j65_^SF^0+n$UmQ<-Ttg*(oW(vr^PzJjm7fE$2$QEQVXvK9@=Qs#z ze5y~EN#=&eVc@_cc@*Txra@1a&+Ym8bey5w{nNNABT7!i-q`$Xt4~W&ikETbYHB4| z*vVCDncT*P?9b<4T$-Hg00IhbW`U#Buz03A zzG|^5o;2+XTvC)DEItQR8!4A9qqzOI25rrK-pj$WjWLb!k9IUDS!8x+(D+;TfybKa~d_K6&WrZJpTNfdo>)T~gH*5mMH}C1etuf=MctSd}9! zBNCuT`hNqSd24Wr)W;kW_-LZNg051--Uc>e&!`t>V)e|aU^ zIXqvFBZ!)MM2;Q9R?xcA>#PE(Bn}OgBeEO%SP}u``}M7^muaE>M8{~y%l!WU;pv~K zGf&|>Xmt~T@m7S2`kz1Wj*1Uo{D0ir_k(lFiH<{8Csqc|fV@!?N1(eBf0V{rmp-poLUSXg@q zI>Tn8%Ahw2*N0bYx4R00ix)>jMNur3v4~-kB$Z@oX<(&TsbwB*RtshTo`2rKdTkK+ z3?0F7N`E^1_+zB8-ZUf!6pabSe983r^z$EK$vIcW{{WTMR#m|a>jbjNQ5)PU_-}P2 z3yWC)0Du;i7-{{V+c zjG?QLv_g8fL|N)X>GVk?Qh-B$WjXp^{cmZ$vf4K=s;{PSyn}R#OOVHS+u;&w=&y=)wVV zhO!#}0JRJL56k^Wr&>I#Pa&yXbQ47zYKI;brlm;*UMWSN%E{yLq4e5MjvjbQ!1AA3kxsfkHGil zF#+L4;g$Xz(;3ALK7VgYW09j>3J2!7>IGge7X*~~26*qLGV)Vav~pc^jZ!n}RU|L~ zU4USIgaPkM3{njetyKAW{#2pk{JQj4(+2Runh#aM{{UmG`39wUP;gy=$u6;~W{{tlDP98)UJUrOeP2B1&)N9^b%-8tOuH!V#_ zk%yv{r1MWH^FWtCRTIWNM*jd)&A(UE>3BuDLRe{L{{VUa015v9R}Pt)(&|V{sb%3n zxjcWD@~=U)et$I#?MX>dk%C&}y+uHylBNiuSv6SAFfI;)*7R^cv~7QH!r`8?1y%CW ztNyRg*QB%C&EXFpA$StRar2ikKE9kfZz$?6CwjL4ia%f@Cy44bK2sf-#Ma_!Xn%-BRG|`i;FdO# zHHCO4c>~Hz1|e<+ulJ&e?_?7va8}KGfnUy<=}guWhWdzuXYh-`nZcG4GzM z%ysW>%Ym%PNk_G^^ z;q*;G5%RWsB(e%TR4E9i~&Y5bpYcQA8Ff@h1z4JQUwP@;ek z0n)V?r=O*IS+nf6CKa*0wVpWWbQXGdWRjp!MomosBpUp>*ax9L33azlZJK?#vo}v- zV&h5baua6%0KJv?T(6pR8sur|UswoGh}I@hzkzbZg=`r-BEwSZ?xwfmc$(Cl{$D>n zgd3bYaG|=lNnL2F6&0vG0n%y5B$M{g4wW0f;zd?!pCLXI>3pW{h~` zQE+`h`5qkuHD3@j)EFw5GruGLL%|gnjADMEK-wB^DnD7ClsbzAbr2=gO%8}DP;cu60(324NP@X0j)bmDh~na=j1?P@XNUO zFWpsQeqelrt)itB)58u_Z94f8$Yq9;87*ZJv@BVKf>{;W*>yeC`%xDh{5q^T;SH8H4mqd9R(S0gKqpr`;{EOcEh3SOw z)8O|eD{F1sdcuJg7>#ZvR$7ITl0!0FkYw}#qmz3+X@49&-ORTIYl;P_uj0}cw5Svw zTt#b8*5S#UEzkJ8DAvH_>vJOxC$KjUFNmHTXmCKgANg~9*4_KMno56>bUS@&o~o*v ziziW8RY4f4aw-jUzDkCb>Ek8o;z;~=0Fn3xZ_al!NEKs9W3C7!P;v9~Cm0+!Q;BnJ zk*TD`RAeeBDqwLOW~pLkNg@u$NX&0{UsBvQq8@8uVHf+eg}gR26!6xh z9MEd7AD0pH=*aEcq?d{Nrsf$TRjy=Z6k%KfnrcT8g(>sXmPnV`^eg5o*34KI(gioG9+czp;Q|^ z@1(askHW}cf>=*z3H>lbCVdWScy)8UZaYx%RE0bZO+$axG5-J+*JI-U072&H=*13l zpKoQ|DV8}Sno0@ch0uXV1Tiv+0SCp#ujmc_rC-(kvUv`q8hFs)dHQ_MoqBR!biKNS zo4aJWUpgo`2LzgN9DP1rX6fFD*n0yv00Tk%zLKdsy91WVNkb$nm#e6(lQTs^lB=W@ zhPkGYyknxle9okzeE$QrQ#RKwX1HR?Fv}kwm-?&H-JgGlc$w@hz?6VU7Y;=z2_bW!@Zs|O`YHX1);OB% zkMRtj$h`JGpD@)qD6yH0ojf?IFSm&_iB@T$yi#(~6*|L}OSZ03L(8joY-O~Spw(ZA zm{aysp#pDq_E3bIZ%1hGOiFb(A38S=FOVjk1WVN$E?m_fYZ=^GT>Ns7&P1 z(o5rdiit7t%QV{ER%qMzMz8h$g05ZV>v^e3%(CEubdf_};yDJMeFk^_eVkb}o9&Af zbt6+$ux!$d0*qBi!5sm6-xs|%?_^T#J%traPfZV#EnO^fB^50MMI()>>gT%>uEyE} z-u(VR$W5N=*22O|RnlbADN5k*;-`*(&F9n^yY26}z?01JVixi6%>OZAC07{mmlJlo)ODi>B@oqzho0jb$KCDonsaBqhMrvtMq*VNke5qP>XV^}*>usfpqN2i4&|{~^ zw0;_d5WrYK))P$9jZV#}+1-g^TK@oDN8h7Yc<92aI2}LF1FK1SBS>FRWIR@xIQ^92 z{{R)#{H=B(Y5Ybvul$l5_9-9?4}0NDG~R_Ld_wKtH{`+t{3 zQeEnvi3z8e2haUqZ%O=SY3TwPN_{yj97Y@X)S;2__>9x ziMjnTs-G~c{{TLYt0nM>OCkmT0DAubC++@S40w*p+6ImcwOiHD(hwFn;g%|NiG+br zM2j0Wje{1j`uo+!+z05}(@^zRKj0vA#lGsZNuolnPmuZl02fZRd(W@)H1!chl7>o! zs)gynmQ|LfFH5nMb6^2(U-8ehiEd!JSc_}p<-pM6_VlCooPr}HvAQpi#Xl;4s=YAg zdp~Mmadnf>gx45I=A@*Om0nqV;xu_Q*eD^$UT?uZ*QKm8vPU7)$IJ8c`v>~C7r}ir zl6avtA1!*T=fm>j<K2Ev?sd{PQ0!SPX(iF%rvy~>ysc~xnPvw`f zmLr)oeDYNP0IU2yT_|1FNe_#mfRF4PYB+SBpTDSHr}%M7Ix+xuco0oGsJ-pvQ>YN8 z)_~`dEKYYTIefa$C#n{{U5bPP?6(NkgSe`Q?ZDyt;R(+_-v| zVNibhm&W1ejMTryBmxKAGw3Fmj>$np%QlQTF94k~W3e0lbN%rjjfyPOtUPKGh1wfUH`+V>SN( zFIp{f%ECDSSK>HeeCm40l~s)IJcI5d^*pIl5i%h$+Cqw_P-eFcf5rIc-DH9}ML}x( zxPPnuE3J>G5r~sW{Qh<6gE_P5Gqf_~F^a;dI%=k!glde>W-BMv$RF(|@p3QiI(U#8 zOI<#r{a@<&^}ib3Wf46pcw)U0ZvFVBw)+_5w;QC{6ZQZ#x(mHid~#ohfL6|QUQe%`7# zC-F9Zo!*qR8;f^UJtpN@Ai+^4s(DP5f+VUkWa=JBs*5<%-^!BT7g38wQX1l-!sx*DI&)JN6^b_58 zeaCyTU9teEwK$CcOtok~F<*y?Jq5TPsgk{^>GRo@%;Yi^5LLn^N~}b+5DQdAFf|As z>>UYG<%X+&Ph(roW3-k0J*_+?{3f0)ag(N>>ZN)nU69y+k6&9gRFP7{MQBuD8h^%4 zbMxxc{w?9)*tqFwno;-)_r$Z}oX=i5}LWN_YI(UFdHKFDq@GC981(5SsRWAf zsyj@=%pdFO7a;vUw)ToU1=4jkTg&3%{>QK9(XFlZyTI`k)~C;nDf0V&Z%UeM%(;o> zj3?X~U&Rdd5>!bH61-u96Q<3jFRI_vUyo_sV1;`dO+OFk^UofXtZ$?_;hc>>>iKmx zN+~gNEnCQHW@KpZ0@S6P*|kjI0MXvSf`1>M%iaWc5P*ArU*_Zdx^GmDSSa+#r(R9J zm&#<-A*{#g$e@u7af!-;sypz zG3Sn==SJd+)b$zp4Qx!TBdLk>6Eg{Jk*Tu)2kIm1Yg*pb#R|g1!-}Wo-{vm#Io)u7TRimMLM*G#Po&5HZK$1s#GSQVErF8(zSP}WU)NczBfJc>a_VN7q zd38xanld$4<)XjO%lY+>E46ku*{`F`EiUBT8FleSm2^28ipnw~{{T4CK=TNp16_as zmilr%>f1%q$*d@?IIRbt583;AOw!!;#crug{8&HW=~%my9bS~x9!jc2Vq8a2M+sQi zT_lF2Mp%G23#V0x{QLBlX%>Q^eEjHtFZFQh=+iK0iu!Qw9Yo9HCakyc?7THO3fLW@ z@yfLh($glVy+_qcsI)}D+FxnNP6Swv}dH#g${0PH=aUlx_74wZnghPuuhBG#CLZhH+m_D*n|&WGFw$QQQJjDcg`h z@m#|x?`rq{4!`g*?NK9)*{t?6W5A}KU$Of93fnSz7kBOw&RoN7(j=3X9zjA-# z6ErmKE`R~^A@xbm0f6-YJ-XKWfrJRy1s+3>AL09c-&%Cpys%TEI{|?CNIe zhXWf_SJCDvXP}fTR#Hk9Ss5HGMFFZ?n>GHw@(VEFD;D!d35cCX)|C11{Q668eP<(> zq#6kLdybs(;n8&O`aX-u?Rpq{DlLbd+I97jOqgum+@Z+$@>ti0!4+Il(~$^}l_yJp zY;_xZbt95UL|2R%N0ypo6Xt)_>rS;E<+w$7C)y0A-~tJa*Z>GVe0X_(m!vKZKa87i zaDNrsT|w3RFDnfdH9O|^RwjdO?nlLlwEdk`O)OqXDFT)%BoYN?Hb2$tO|j#*{RmMM z)|yZ)2{a^yrbz;{^dFTj`L}VsgXlMX#pQ_&L{7}e8#z$TO8TBP&tr%C3j+HJR& z%#$RmDS4z>S;WWzik7kx$tfCGeRv<)zaIB4)h)V&xCA-$H2(mP4^BAg4W91}KLHx6?zSsZXvRY8-g%1DH=W9JzfJbKL@l?**XL7*%w%@RAqv$DKOwW_Fejcw-kCMNOT<KcW7w^?c7tt*%U0C0Yt; z1L0+^N1Fn_kgb28O3b#?-(sqsmXodb=H(Ue#MC(oJSJT+IR=^5oUC~%EfPw`YRI zl8S4q8YL1vwD}^wfJ0dOQkF~~OSE8r4G*XKZ_ld3d$z%B#K$Cr@MG}trwmklkDfZ6 zw*DgFr>>}}+&$w#wlSKiVOp2lvt%+WAtU#G;M6o~A{Gv19A5gl;bDp;kHfWKLBPd+ zXYHrk*8F$^nV20Jz*+<4PutLwl=!`~=qM`WrSA;pUaBY-O}uC}zBt2N^2nBWrxFFjLF8^IOjo67*!zoZK(6|~we z*2o)aU@cLW4vR{ffRwF$31Tap*Q6J>dt6d6xR!Wv*`_o(&2c5f;2XbXbO*$veT!yJLch|4uX+?%N;;HtOq^!Rd51csf$ zGQRT-rx$y4 zL)QsC#BRgTs<85{Ls0a~c7*DIULPh{W~Tyj$r%8TFhDr34D}{2=Y9O7YBDQJf$g5u zr=rN@VVZ)2Dc89y6ma9>qFR_G$=1M?4-Aajk}UvgA$0QK7og?6;ZjK^wUIOuD$0b? zv^j~K5)veqETZcT91$c>48)6AoBkJRdLe8C;Z}m4dwRMcDt%@koHbq zin0uJb@@KX-T1}wy)-hI^sO?x~E?wM4RmX;-J^JJIIj9DM z?59L~k2OiEwpNuV@QA@$51lDrx9#e?s(+ae$j4?RB2h3^!j(B*@XzAO~U(9yOs9^8+83N=Dbd z-`Neya@NZspi`k2kF7}goN=hn9;&Y)yZ%dVUH<@|rrfe`nknOAE3z3XY~6kyyw*z0 znHs8!*xh7UW0J__)?E$bk4?BSn&)WStymydL&L<$sNqVQfPQqxrFs$D@>Fuc0G8+K zb!wu(V~lO~p&M>A#IG@~x?YhH8v*QCHF=#51!<(UzP|P|UF`UNdof$iGnKuQkC1v9)NP zGI2l)9w*MB0nZE{_T3d7iY7$4wUQ}gTK=0Q5kWcd#wa+JH6ppC2STUDovVS}G`X4@ zy`S8eF3{RrgB6;GcIId&rrDMF$plo-ONkitc~Y{LL}#vf7&0LiVhbn=@1)BRo+go) zvBsj|03hXQpjNmdwE*Uz^f-@gwAdX4P{6U=s{%@|iVY1l6Xioi%?)xfUXG^w>yz6B zs<*91UMMMW#~DqXqTY4%lohpLrA*Z#I)_Sxv#A$#T|loSvG!LJLw3m1#+0D}ho2L} zj~L??x%Vi|{NlI7b<$CY5nyq7w zzFfXBniyb&2vTpjaOzLh(~oG3OBsk*GwT(okW^6cI)TMFn*RWUp(T&_>@Ojf2Dji=JN8K`oS)IesFQLtq&Cy}}O-GOb*#IWKm z3{t)58?jNA?uWIMz(s6Ng^6g3Ucx+xZ zX|go!JtagG)$n8{bf`$#A%?9QqFEG)S>`G}mee(C4Z}Q>Su4oNpz6{}1a2m}M;vnj0vAKwR zS{P_*)F0DoKAO-}cAv0y6Jq0gQ>8cMR(^wKMJ~;sA6G#IKIh%p86=^4kMotj9C)Z$ z{5KsbsxVfGqY=sX^FTqURPq5DE2;|ve{AhslXr7)u|pdq zKf;3*&lEZ02c10r!ma0=F86dcyJT*Mf|5IFomu>`kyD`(S!Hg4{z&(s{f ze(S=}QdDFRR8LV1wTVep95u6OVK9#H7IFogD8C-%33)!<>@*EQV(wsvE1UwAI3(7b zMG3&D=?=?tyP~|F6UtRsNGsVw8lJVF6~HE=%a2<&WjoR-@PeprI;xtQglQ(Ik0Cn7 zu_U?{qFQ;4kpcr70tc(;-pL}{#gzI$5wYMIM-Q3d{?A3`OYOq3cs;9tx^fBQ`P5hZ zJwxg|H)DK-+&OKhvvRM9#?s>Js;19Zre*M-a~W9Zz^$MU6Ftu`q~cC)KvD@!x!k~x zM{6h@rCms`n4rZ$O-V{5# zxU;@vIX}&^6E}1=5CFiJWc*-PeR#;pEpdNjeo6CQtiRVfpYT%)k ztbb{ttuy9&68%n!_*)c*kOy@R)Qr1p<$VYcLcMX9Q+ zz~Ql2SOUu_1yIq)87@)ElHBPh`y>ME?pFFwf&q5m6-wj}==4nOe?M!>B!K?_6BY;a z`E<6-OCd1QEpKl5TK%8w ze?RBe3hHdNbv$p8%*xTNSEV49RcRU}C|FcT8tZTe>iXP&OFS>Ts6vuIi@U9T7>M}G zU$gme{(VEN!`4+}%&Hw)IhiDuloghl7R(If*r+E`w?B{dhqt1Kz6h zlCqj8>ZgA@stA=Go>!F!Gf6FbtIB2 z$i?n;$x=z+3;wGRIOp0{xQ&jdI{MPvyO$}U6BGjj{pbB&y=BGh%#n_!uClZ}86Xee zSteFrNR7OWW9ql4eh25;l)XmnjcNW~oM_fPHG04Bj1SrVtn?#AllwVaOjY7=79qGL zp1Nd~FB(B2R3RWVWfVqKmR2AgC+J)H>$Q_qGAvqu0=KXFs(SQx@(9E%tmxJKIw++o zf5V=FtiI6e$!N2f)Yw~FBaO~V8!wBOW@BW+ZcbDE9^*QGGrUP6(G8RHSuf*2`U*UV&j`Qzo$SMEQAKMy;%83qrsIyVCr zV;3`3(PwsrHFnb7OEkVXjMC<*Zu0_)w@K1PDxg}xpKR^XZT9LS+ag$_HLrwxKjPvN zfvQbtL7~qO4^RI9Sg%$jx0#8DG*eAHbEl4zQ^hp3Nud?!wD*VdN%#xd-ETp+daDt; z`iFkd$xh?6FgYB?V<))bl|r0$^2OCw2x?PSlTR%-g`s6#1Pg*;YrNgtI>&76KqQ5f z_{gS)v{?-nwW-mjybVDh?(*PYgBIZ$M-c#NSmE&q706~rsmV2P^{HxWqXHS2{{V#G z^?gh@XP@Nu_@tnu@iujG9eoZ-t6T4t>c&4IRg<0=BMQDN)l<#uI`kV4XHj#0^=&aQ z7&RIKJUtY_$nc~DV2W@fIUv)dkXUlm5`hPZ5q=2i0_nvFZw>`5Q&Wv6&Y`=ya=?Eg zdN4N*A4-S*vpZu}A zPYb>)v3pPB-(O+&_UwkOrpQoccE&>rnFfxY7=}uxCs6fJDNPeaXj@K@A~72hDYx9V z>zg_HVg;$?2yh{FDCx zzuPzc8d7YHxv?k6PM5{YmeW7@^y}b9QUo9esmZHTA8vExMmiF@8~zjN@yo9>G`a4{ z+}pdfQ7NlwtEe|d29p~E^+DPQOHol&J=MjExU6EFX#(L@t=pY<%i2XH%D{k?({V@!8T= zZYY0?;F7BvfoYUvD8BxRt_jg+M32;rNz=xkSFujdxlgo~lGy2Bq!8szL8+y3zJydT zttt3Zp*24*D%aB;Rpt}iYixvO9aXDdDA( zvV*R18=HP+GZjrrlC?%x1%aWON=QtLAWtn^XbCa?<@5si`PT003ANs`l?0T9xC{cS zpasQ81FV6nwH4@7wd{9mG<%;bZN3~R#4nAClT(&=tKfN!G!)=yY~y8RsJicD(&Ho8 zJb*Wve=nW8@-uaA z&eYl%-Rai3oRd}Ve4P&G*;}56179zWF$HEd>&-Nf&UB=84y;DANhE__K0~0Ia;(vTZ+{Yp9jfq{oxvd2Pz2W$p~0sD4@6htck;^b zf0TW8ZSnWI%RQOt>4P2Pq-a{z`RcuoHTg%qlW zWEE{p(gf9^!joDy@_!w_mOeA7y7oPr*17J!+BhUnA_+t6n#bQ^sRR!!KiA)kU`a4fR(87#|#01PL=N$t8p^6 zt6T$SzMpDl-6Vz91qz4;M;$fK&bqjch$7mp?vO_t(S0ZbdDn#x+taFiDcbeF!86;> zcW#}>M+HtW)kZ4d!%#qBn3|sibo@V+nE|^STxwFkL=C-6Ln0s%)Cz-^^{19UKb|@~ zwcB>j&XxHex9rbDcEr=xBTSlc=P^lJ zJf(!36DGU;2qRGT^^B6<-KC}U>u9f4t0Oj-p)0H|nk!@FiiMuh{Rb~UCcP!Q14rnNQl4Sw_AFBnN?f=hQ{Rc7$Qs*Wo{ zRBCG1)PanilpT4Gz~k{aDr`M_XL5A%GwkeY5U1ptRWK~wE5r8V_#DEKErFfHGkZ-pa(n)ZaBf^12B8in*%PlJ5 zo3X_h)CaGi$4Kmi(eEwg6;&lRJ{p-SCW3s%F1oI!aRv^v!;aUMXqU&3RC$!bzzrdQ zX4A-QSA5-ol94Nr38}3CG$EV)5DzmzXb7e{GqbTfPSRTBmOu`bDk)P?-IyL3bDC6w zNGH%zqj|8h<1pKLxA@j(p|ZIeERJ#+p@$t7K6v3cxz>eR8J+yvl2&l!DRcQg#n!j8 z?NdXva^v`thId)6Q$t1;qr(-|8`h<@;GJ0mpzYWDuvxD+NR7R^sv|5!HnQN5^=di+ zN@%CcBp#A*b@t=!obF3dET&6mw9%B4ZA^ zBN~aSlY+pKLr@xUHOT12;ILHKnc*=_K6TM0hOal2sfwpJ1xh`Pa~ZT0Mg^`SKyUT9 zx4C;}*f#yLS>S9sTlhF zRz+kqQc~0i9R{e3O>oK@IpSsHsrm-|kVoU$rp>zY_VE*~fQmyCD)#9NYeKHAK+LDe z@gx-@ppKinw7;_;T?S1+@vo6JQ}Z5U%A?n;(o)lwV6_I8SDenm7Ks_i*HCB=14>eZg)5r$+%|3)ksOia1yl{{WRh5Ij?}DHU@nX$<4~E(u;g=kw`d<~_&_XkuEAgdxQb%n?)e{{TLs%e3&Z z&!plir@BVZQB|C*SQx&f&><6$?6$jVPpJeFc?B1Io6B&>ZSMBwBr3m&Ey>VJ7E%>f zOp#3L6&0u_C#U1z_cw~7;a4ODSP-zK4QrrKA1WVFKrz!jcVBI0GE`51+RMm}IkG-# z$qTikiA1#|g(sC9AFYSf`zyNS&QrCCrj{!h7Nu0m`um8$1)PDv@t`~b>21F>?+ijM z#ls#XAXUJrI8jnO&PS>0G`)L(npS#h4Y5mBjU7ZaYkA1(ZJr{eNZC zauux3$sE>k3Mr_!v{lcLa_y*B&Zj*%oXve59(JBZH3WFm1C9rP1MI2CSgAU`f{JOX z626IEqIQ~OhZ#dFE5ABcYK9~)^s@2z9@8(kJ9U&TqjiK;g;Ei2N|xbTxS&5H$IGQt z^TpM~YYBzuf`FME54MU1Po8t<*OzY4P|TF_XX&GJE{_gQIx2Z5ZW<+sLu6$D*+@FS z7r(U7*zJ+B!Z(G3Ll9C{jb60D6xSOiD?_TLpc)<;ZR+OYGb-A#6v2$U0qb2^1e}q> z&xcI;4#n%;v}Tuc_TI<9(c+4wQ{;E94oSx z995;|?aZDf&9rivIFPMcgU5=g;5`2TXGN!V{{S|AzNM?F!R;-XzpAF5o;sXvUvWu} z#)@=}k}8R2q0v%Vi7a7-T(yR_(ha?{bJT{J;!T3_GID(5WkLFd3=HCeg&dmKxD;hARR)R%7Son|6 z$Z+Vq)%@=4{55q>Q#0P1lV;Imr?0G9+{I;mX5O3lZ8w+fi%69Mk{t}p(>MVL0h@)n zY@%o(0!iEjtwPJEJaeSy{6Ej58%tY##!+fjPw?nKSXU;4PoJRUU)W;yhgA0`$y{|V z>DeDS_Wt#%%wTC~+ZQh7%4QO(87)~gJlLuls#&QR$9+%s%H=?9EV^#w2zL}|k>ip_ z09I!xNFIgA96od+o?RbZ?YmylAJW{Ux>lvfhfN2{xyFB@KP=HvNBpz9KPgj5MV|R5 zmD{-G$22uF?H!K}Q!R$bP?VbwS&OLM^40lt>UiXx*>$FpV_#~a*l#xlReO_d4|byr zMol!}MN*6psAKAWc82$t_V@+FQ8m-41V<#E6l@JcDQM&@wD_r}wG^&9p#)r9EmW^!i8x*s9Z)c0INL zExD3wa@8OkNq{_iNLd*u51lo9$T=w8`M+x21d;y$R-ui%YUy<`aZfN=4t%j);4ILF#Zr!O6Bt#DhjvFERh8%lKZOc=w zyGIW*+=!)b6I2kPW-N2Xfn4IG0y0?Ey%!zFY;hVLjWw#3qfa8!B-GJHO>>-#3R9pb ze*9D{A&p zeeK^h+|=02*PdmimLTm)iZCnydVI*C$C&8vXXbuVw!CM)gXmP$D2rKDH1lGzG>cjj zz@L^6LUwav{G_X+dRmQ-f{;fn6I0gWGB^aOS&Kv-KeUpz%!5m-NNn0zfH(u%8NImo z0V4)Ywpjo;2=D+a@;LV^yj7CmGW zTq$~*deDG4^i{p@+_}4zU$0dvx@qCcz|y=MLV;d1uO1l3O4^LwT8z&7O06Vw1@!pknr_@siY{g^^p% zg^dX`V_bE6OHk0pn{B~FT%1f+N)1|wBSmpgqM(i+IQb9svh_63?7V*GpvD;CiYiRr zLu+mzBaWL&s();MGYsHx(p_2mwG~8MPZ80QM@{HcokYqo0|!g_)8zLdF=0C77K=M%gs&Y7CDr zKA7AlNs!pjg0c7i9GzhZ#~M@bp(+d(EKM{c&`c)M-GFiNe0T_a*-jB)wR0m zuMJcWoOy~LE}C$8Ow{$YqNil!_N5ey2iR0o)>Ty1dhRC`bTLKZRz|S`IY?lBp!-3y z-0l(GP8(^s+2M0ojl0jOMRVFyL!X+3s5~k?TSX708nqb5;-~WI zQk7Y{YKcV^Zc4tL;*7;lU5Bb336aXp{#eoKA*?+N#IGc9MTBE~=KDLj6KbCF>Jp<$ z%WG032P095+%7T+GzT3Ov>Rmbskw?coD)__m$(oq*{Xt`pbFx-2c{LuR#w+vEsn%v zW*_IODzN_mbub`lKqaU}Eo)dFIJdC-Z<~ev-_-LA5kN(C8EoK{>*PUr6^#x+#eC03 zrpDgd)|-6N%)UyqXPVR5diNSIid29Am0*`9bnZy1tioW+fRdm0v#VufX7^q0g(EVm{h4la_)?gH?|y z28ISWG|3?$KeT<43kJKrYsL|Ub|fm$CV0?S1LP<@I8&st+&!FPIGlz(s;m8`D_YW@ zZE5Oy*W0nrrxUSAhO_$C>r%J%oFG<-QC zy1R02?d_M_&`{&w6M>Ttku$W#)W;PCR28zbeZ+D&kQXJ{B#aBWB>Qu6+aguf45{GL ziA;mT?9cdrkebt(Ry$?d?<6RiiK3DRnXaFMh~x9X$3`QhzFck2#N6$$akEokvY6~; zJxniCUG}LZB@JX0RYMqM3q3_R@*7JZ3dhDz*1+A;+DmD`vnFK%y@M70M;>+I<Rje_c6c(`IK#Q`)p^vLSQXWbapR;0;fY3pigqjhiMFFc|P5j=xmI#skD{J)F#{J8aJvz(6=unl~N^YiIIc2-|ARW?5%nW&?m z?k@7wG?UdBBP%I7CUkFK04uhukl#;xi$%Ip3jYAL;r_4N(~EBfxcZin7MP%pqs(#t z09WnnyvJEor#(P6tLC8l2XM5-dC-!yne#&$Yj0CeAD(g5Z+1nVL|9}dAWsy{Kho+^<>Yz}w?AL}f}okc%Vg$rRZ+;1)ErK02a{*3 z^vM{jingK&uj39?qlt!_g2Ld6+g&7uFgzn%hhJRrrE}8N+w9Wa<=3X4ga!xC;0PFT z$*1x1BP&k3}KW04se?Ew8e|cR_(aRf%hC`YU+pCUn0Lb&e=vS`EZw;=LbvbRh zuAZVfpn8loTI8yz76{kM;#39ZBxxuZ=_p7HH0g8yH5fDujam=D*XDB7WrX=$VEu#x!GxrRyp$(6&VP8 z%TIsu_~8A?0X*r}Zm0YQwxy04r$t{7dY-dOwI;?mSoZTm0wvU)_IqUU-_dCZA8m z{%Y6xbg%b~u8*hCf7579bggTrR+`i2`St(QMCZN%{O|0#s)_SE=U~ypJw)aV-FEZb zxk`y1lgC8~%~u#2Sv9YeBBBi`rADIG9Kjoo&$a*7K)Vu7M{cOiF~rk9DrYt} z{{W`7wH9*g6#NPlCP{1vijFiUzGA;VlQ_TSP4afU#g@(XM^8RVlPUK}RZRx^X)%#C zD2l5!i_(wA`MV=zNI6Nb1W)+fCD1DPnS>2wQSKw zQLg3zhrnY^6|cjRSdJtT)vhT@^!r=-TiA{7H7v4v(;leR;IeR)2^>6Y$?6|S?)H{FV4%bx58dk_uXSR;xq^5>yR$AEPv=vn{ zO(PU_mg#e;4y%QAJ%^tKwZh2JBZFFLAwU#3!ubvu^7-`D#?!Ih)$inx%NQXU5E%(L zI)QZndC(plK4srI{F=U7CVI9Fv$=YgFI?3WMq0YP*}d?{wCDDPZ25*+B#omQC1?({ zL+Fi}MZKNbbEd}17js08EYSQ*Ur!9ggY9aAT+^m+cBN=Vme+eGk|@m3LMjeO0G3f& zntG9vIEWNK$_x34(+Y`mIqtHd+w++jAgbIo`E%i(pi&~yR8c_nMJ$UdmkL5PxPDb* zb9W_N5G~L&pkSBMhtDVxm*vCIpF&yvSlX?v#A`gCPB%&I z96ysUZS4KcQJ3tE(XsQHnyIF#rO8v)?w!jPiX9U?RW$X@NF)x71ZZL+;I^{s>>JHI z+YR$7!eO_!iyjiHn8`kUp&O4Jn%98g(#Td6wMgT6r;{OrENGb~lp$a3t_4S?dbVD) z{$Kcww6kUNQ`P6P&m@hBiD+py#xew!r_9c?;^kVi<8sX!y-tt_)W2U~HNCUcbx2)P zf~%DxrlUwuJpF5qk6&@Ui4rS7AdZx3{U?sfAUn9B{Yi8?rh#mvq<{2KhxS9o!M`S#_|!SxYeqkm*txDP4rg{bknOk zBN~yE2ki10;3+^nx)t%%ki#sqZpg8jspl{+-PBT2#3?)g7~Dcq?B?g!a@?Lx_)51I zu8QznFaoq%SJ&}Zqo`((wuLT(_;s-d{akuk#Z!f)PY9iwRFG6atg<6K^WK%@r&$;( zx~T}-SC!-24JH1nYt#PQ1O6}hbwM;?iyESjPw@3AtLh`BdJ0LY#Xo^itd%;ZsVONe z^F^zl-4Y1@0N82vsVA9N^<|NMN_$8AU-)a%099@%+Fh51t~vhzR(eWM?aI12s`Cjw zZB=D(h6>88rdq2d15?K>h>DoV>W}Lq(5TJFtJ}X+u|H&$Kf^#gzi0S*S|m%JATP-~ zLHkdi`iDx2&*3!*O*KUYT+-11@sUU%r;#Icj3^0YAQb}A^Q)h!_KWJTnr_K|+Uofq zT>j7SbytqoEVODV=f^(1ChAC&DHSCRMD&e3^-T?3T*j=yEYW!;O;Q$XKQXWxzZ`x& ztyyP^0XK?CKZSg_=ls1VI%NG>gH?SAQJioX{Q7#P#kM;T=rXhvQ$*tRk3=ddNM{il z40USi%oG-FKiaYOhDS3@C1!I^;lcj^SNS@;AgAb>(fF?W z<9RD-r;LdxJuqZL#b$=65J8L!>P`zbn;t#-R@H7i2GdU`;&bGG;<5acGsghaBGFHn z?P2FieE$H?)9Xcy%=scp=xaP~q(e>Qk!EJFZE>&)+Ce-MZ}*YyzZb%%j)Z*p5A*fp zVHwvR7tdE|9+~;|gYEG9cqA0q*s?h)wU^cBo+#uIN-zFU7T_p0`kr|A=4j=UP<3DE z>7_r_$E~N0DAO6xqkz&68u@>#je7J|U&3jld2y!$4Mfgfh`ZLKuys)+l@SZ+xz+Us z-(PL%@nzDo2|i$O>A?EIb02by8ioAykC#*Q8n^xDr;#-?uDeF*D-Y@PDr{|W^*@hq z)by9_>#4EyZl&r;r*t8S3c;mk{dQQ0Vh0!ZN0E@yojw+XDX9Md2T7``q?CxLvJ|w^ zRL1KApjVzrgn*Jzvi_gd&-Fb0eYq2PkWX8243O3-bf4)d$K~_s#*U7%3Yeawb=2f2 zX4E6sPbZmWBF!X|M{)xGRSl2z_eq_p@B{YarXr45@&57cxRr}$pmd@wZP{PT_WsVBTkIeLNos0u8wU`>P2^cdttV0t zb#lY&{{SLT6e*$q09W(rxzMj^IsX7x`mxsv9mBPCYdTuA{1~ z6%}PE9w^opq@|uB&L<4+^Bzy6gwiABh`s%$Nk3OnC8^{H{{UCdtxE(9%P3l=c;weT zOou;DRH;s>QN+lV0zmA;P+}Ep9Ie{pkWb^D0ru?E1dq4;BERSBa-@m+kW#)_6#oEu z$mz-IF`}Vhr>_ybj6`T!IS#KMkbc74J;5aKKd&C@hTKQu4S#J9?XUQ0^6JYho*t>x zAKU)`9`gOaF1(pKNYU!us$>8X$vIkiWHHzmd1q7U0NmNQ7XJVN?d82fN`*E3x%{h7 z^;4?7Sa@Sf4_bDC`4PwL{{TNsDVQ=Wg;vKJ51$&E5A{>0Osjzi)$=B#{g@O3K72aQPTPK_p$%+HJ<5m3WJoN(LNxyX zL3;tm``5Z#UP!}%6{SG0_&?d}cQai_8K-SHDuGWvpyjABZ(Q=OQkqclIsyc?D=H~< zXGR*eSSZzhr?(RJSf!*z$IhgB`5g4}%w@Kuun>JmA24`hhe0o5br(@~Mi#db*!wqX zZp=qn?Qjy*Cl)oE{k3xhk#6i1``6A&NMU+-7I%_TIT#mXw&{7`d9NmKgj9 zR-C9)sNd;*AnxCpr_+_i3r(EXH+3!ueGIT<-$xAkO3aMJL zG!e4`)b&0^5R~0=4{{XA7M+BC; zZlEIiOv>yHB?IXK7Sp`;TXK_h0UuqEQ)VHIF$`ESMgugYETNgJK-z0ch9q$g zU2WUdj?U58KyP6{dm)lG@G40x!AYQYCWWczN}e^>yS_#5e12UqNjBx6#a6);fA?9b z@)A~vCs883HB9k&nkFtCCnsD;y^ZY>he~9Va&L_AxRyJMDUoJ#c(P6i~+n;r0DiaGF zaZJ}XFp^wNKoKl{BT*mwUa~&l^fQxo*KaV|Vm2p#J<*!Gg#nRTA zx{WU^80;*t)1@{uPHS?k1|bB7}A60Yl1k?akB4X zZN51g?T3gOfj~bC5ta;1JiZ%2ekqlr*TNXee@V(PiH< zY|uH>^2`Nt6SR@&!3Uq62=uLb*mtRLosCP4f~$1=iP*iThKeuSJz=%s$73m?okP-` zpscT|sZ!B;9Ejuf0?bd~A32v;b8sam%S$28$*W&32ln}iw(Zkn+@cL+S|f_9xHbDU zt^wnk`EclIicCEWm6OL`Bh*x=yps~Z-E_JAcVI8-{+t2tX{vGF06#8-3#deZiY9Uo z<~k2%?5?BR8A@DMf3tS3D{$l@kumsezE&!BmqB@?0JlI$zmhnr0wN+rucbp@{p;G1 z490=a*gXFL&HU@r1+E}>l|wXZN}3uia54rePx(3$=<|`~uo30yWrrb;lJ6CEEuSkB zX^;h0tC%0`kbb;_{@sN$>tG2q`BOffwfN>fPFkCSQW?`7d1RQ>E-kD>yCG^Hul|ynry7l(NWY&&|a!&DrT0cV)HMG6n`bh zJox_rr@fgPSu`l8s3w{9&!6Yh2JJjEIyRy|gz2E+`#MM9`-f*|p{>l<<+i397ac`R zQRJ&PjV(P*P^E}7!q~coP>za2Kkl&r{*Z6&ksQ*gWQelz8 z7@*Y4objeTaezOiN5GijT#!GR!N}^6 z?srljrbwb#hnblLGDzao{f4~)(*FQD4}*0_Aw|1ic+*zPSrjyBS+?{^EiQy{B$7KX ziI5Sk9?Yy%o28rEmOE|yfsMQ_R2&rq9M^~djORb$=~d0`&8$N1+``eQBGD-aGrAS!}} zlmw|(B7-y?RW9fF*R&?vGFEifX1jB2*y&Rvi=e8nn-#tDuv08TDCZP2#T?^Un4sao z3NFR$2D@#>(YZ|ak-*Yi=TVd`LCHO!P*7HY060)|OedE9`EKpo!(vWOnPOVk1I9)x z>5_imK8jYu*gc27Fng!+^ z`D4foRPg92pJaUL%w(Dxy_3E%Ya456G5B@QW2Y37s!uIE7{XcPLP|PDuO^~70+!|dq3efxKw(d_RomOTdmNcF8vM{I7iq4^B)<~cJ6V?jKsR>|Zl0^a9O9hTG9k~V@U6hg8#T3Y~ z=?#eKPA85(KeV5)0`8*l;7J&qlSt}>asG~edS`q zRzf^%FjLT)i6ju?UR_bi;RjJNOvvi4*Eay4d%G7`Ftb1!HmZPE=4n$;O7QdGI$oA{ zdz7mjHDUpzef~g`!2P^4<;NWv&a=;E_g>W7d*)mf9@Wca@R;oFG-6XzS&x$?M;!1! zm77bkR<@Or*5DGndk<~4k=#x76DWV1DF@FXPYV3_4DrWG?pj!&8+6hUrl5r&uM>)| z{R793uSIfs`+wrPM+V<(3~zL1uAGpgAXJKX@ihL8IzV-n3w6_OrN!=-{t1kdt>Bk2 zg~&xF3P~iYXkMDCj#m?_DxF?fW6^uvxv(z0j``&h>5YNKXczuHlm2RSy4q_YYv9=* z6OIf-ILS4t_MHC!Ds(&M<;8WhjV%8FXFe{mVOmV&`3S_H|7=~0Kvx-LJkE;59 zUuQ>WZs#`)$@diW^)Rx+rbJm{Elyp$svQ)CA#6#~exurXt?kBZ-S&T%rBKN(pAKpT z@~Ee;mrF#gs>np;YRhCM4wVfhNroAt^pP~LYia;n^?NLqL{!p?sCwz)pDvfLhiuf4 zX(gX8tVDUpao@!$(bg#^E@qLMM3ksyHb8k}_0{!0*tv}TJy-^>mY<)Omrq3S zvJ*#RHd!PM9U7JXFHg^{wF@0R z%k!s5%DQaQNl`U5eO6L;4zbi@t31^%%AOZ_burf%7qyt!53luCBI%4OmQp;PnltJD z02RlkqfHDWV2Gb3p&oui*X7b;Y8}T5PW9DOW3{$x#{tzBhFS`mJzvlgT&tW4K(#)QJp)dhtJJ%Ad=mX>V_HArp{L7et>IwS?r{$iBjm_*VAb=tQc#+zEN7lZd>H`Pz!|l$K*}d_V z!tR~bRh6Kxf|i<;QRV8Mx}P^$B2!|iw-K9KG*bB^(4VCx7jw$5xKo?$G;h_GHVE0$ zI~#=#ljw1u=aJCP#^(6!Ni-?pGM3T|Y2nZoF31$CV>^ukOj*P7SqVC-b zpbVt|&pD1UEoAXar1}Wd+AanE z03OQiQr%eG7+cJWD&*FgHQ~qBmFVL1&nzKKiQt|XA3D;xt#kQwAmeu~GEcgt$x%g3 z940sORMkjayJ4;&SFTAE6!l7zd)(9$Q|&PfMcCUQdt)n&Q6T=U1f8GLyRu)@s4g3tnff8jpA zE}xRxc#uT0s)93Cs1(IJe9y}R80aY8-Mz7>Hg#2g?A#d)6*M+AHFD994n7xgAMZy( z7=r$l3co^mZ>P3xp5k&6aOlA2$bT$WpDwn(3>QD*i5#GcX{jttJhgs#{zE-gCwTnE z+GTeR-`TVYpRAz9D^c#LYrls;CW(?tsi17CH1f*?KB5q+u?9Qv))Vd9Sa~Rcm?r>0 zHLn_v_`V*!Gj_KGMMBX>)sgoXYm}@a=xHtlSdk;IERG zCzGP9hLvfmV4Z2I>J3ccq9Gdp0Ow?2>-4|W30x?RZRLuRzXC>_4ktzr?e+Q7qSUcV zYq_Ppc)|haNhwiL=UV-P2aihpmfFG1mZ{zQmlCx5qbBrGS8ji}rNq|NH8cXA2uxdP zry*li@g$S_Y|Zq)1~*eJ<*Alf*;zgig95lbKFa!3bXm7Ub2t_@az!jjS}P{C6(rWP zBto_R9R0jXA9QtJVs8D@1k}6!u7hmB7B*Z?CYF*Gsf0qRYMCplDUoJvV93RvjX;5@ za)RDfbD~OPwST z59ir!%xNh7Z7u=8QAY&i{{XT+T?lPj@+&5LF{+?_qytLO`ec)e@jW?7y7psaqR3U^ zg;rWB=7yg=HFTeKNgXsLA(nGc+^VFn5!Z2JVRP-sB-_wZ;~rlL1c6>ZWqNgC->$7R z+T7@iO-vzs7?Y4R3S_RYERQaqA0@UkElD;%a2kncS)?^XBU2SkG;+wHYZ$|F?55GJ z?dfhk(Uu!W@gX{6HSDJ!@ML*>`fQETD|U_Tv@+0FKqzTkcVG%s{iCK$*|stn?0knK zUAO0?ch^ah$<$KhU~0K$MUoj{tR9jy>HtU>{XIkIsykaF9YjjM!W?<#xIeao%ceH% z)vad&+E>0xA6HKU2O*8qrqgVNf_9%`6ZrnQ7`UDsYeTz z;A?3SKpcWTgW9Meu}MQP74uY3J!$rjGv(9UmG0}gz{nvj8jj~+Km#L>4km)XpPxck zP3Jbg(2lnwymDCj+~q}4qLU*FWGd@wA$e3JlT%hBR6>1xc>y-F>$lKFWxB-+2xUh{3^(>cCZp5F}{WW_!gu#Cc+(6pb8SP>?)}Jq5mq9DLmWJcQyR32!E1Z5` z56`65>+Kw#Z&bManXZvesm&bj(oBr1BT1f8s-`s{6tKDUlkIdC@JNcW15EJ1{IToD zk4f!sT+60ZNYwD{4g80%`#mXkuFCB$%EQ-Y=&>_FMT}^qsieqFH6P!>EQ#V=WmnP9 zlTN7t(WhT0)IFd{A&tZlFjJgKlk=xX7j~Bg3nS@jV1?7_Kh^$DgH6|l?Y+CaF?%O9 z*Bj=)HMkl%BdEmEe;UU!$mBxxwMyC|SpZuWCg6{zuV;@XEp^(ifZPBS12jKpndqv| zV7Wizf<=D{xMC`52<;1l^ZPn=!0pb}T%{(;pRRYjSy(DfBoWl(plmw0Ej>fjXI@sL z(-{C2S$vDfrrz3)<*niHPN|9FYd|xPmUw#frcPeHnpeHo6hXX>n%9LW1#`xvQ|HpM zvv2mE3wBiCG8F-)UIf=Ul1mAJVh>cq0ysvrxY^F`8e z#=SQCP4G~QCZe_B@bSlJBp>*{$uW|l?0iLYq}wBWK&mPpC5H`Fky(Dl1l6DA)cXGb zNn-7G09^e(zUpVN@f%WAkHp$|RAc<#=jlM(w`uJbM0H?1fuQ63CX4>6^udm=+_ia1 zT4=Uj^@h7A1b#2#`+G29yGW)ve(Vb(%cR)r`VsiIy|ck`OhuWHaH3IvZ`;zx+IJ}I z{;aCw6%GO7N5V}H<p-D!T2TxZ{=ig={7B>iyJBT zqu4w~T?5F0`G2eJ={d37svt#qK>q-1#1q7d`q!-Vm=4!$o-Q-9w=FYfh=Pu;s)hdm zhXsg%uA-`(ym3UL_E}p|a;J~4w^-UMYK@p5AP4%X(@Sl5Vlc@P=^lTJ`TYGnheDI| z&w5d0sDxX2ooZ9=#bq`|o|>*bGKd-#rkoQa-r=@75l%|rV?+3J$* z?;JEU3VIKR^UtsI>EeC0+qhJ$$yDMVtVt|%@>0EZC0y~$(Wo*>63XL{bvve@tMotD zLqS@FTC%%HvXJ@Z!%80Gz8BB=nwl}^?LPq5tNoz1JE*@f5v~w)S8-3#-nIy zvN$O5P**~X#%!OJ5>+8tl&QM|V09L|pQr=dPi?7`!qi;w{{U4#%lXr-LRU$aca7xo zAaMR)@k6Dgy8=lfqL&w64Mi;RNNeHBlT}ca0w813Q_^ECeIx;Iuln1zNhAK(;`=G< z{;&0Bw^uGwh-lx?!2G{1Jr|Ap)Vb`!NkN?37`(JG&#snX3`-4v?H2O&~BGtZUs>1WET9W5L{9b1#0l&?ji2ne|4y?-cbWfAo7^;ok9c-AmBEeE* z;tvGUX{txr@sBNw8TC&aIH3<%5JV3z4 z7d~f=e%`8=v3no3Htl?s6&R|#J#@vYDLn1xqI!ag8Z$LmD3)OAt{0X+yZuV^+Tm5# z<0|N>r+@m7MN(f(BsSZUwD4C104N8aZ*%5`hLol;!p(j(_V4%8sy624%Vs3YxP|B{ zYbz)q84;3(pwqvaRv~P3Glo&h5Jk271;Z5cA~eMm@CS?FaF$rR1v@I-+ZR3+S4{WX064gER2ndG;X zme;i7BfI@vdQO%$@ROHf94IKhwZ?i`YdpzsOLYjMxMNTCe98WOG3Psb9~?6Nig`tl zB$TgNX%)nVHA8YrkH}wUhizm4tFZo#2lMEiFD_X?mJnAt4^L71It4O)<&VfW-9=GR z42Vya>T60?)CFY;<=1wS`gDtM1--0}!QfvJ%>m)tMf0x=f3wqaT}fZ3)Bf(V@kZ>h(nB1QNi9UCC6-8`FMk^V7@Lkk{F{4NETa^e`$^(z0Q4L) z{?E$2Ba-o>?I*=Q>2g2Qde_U-sP%n~xG~cB@)(`jE>Fmjw6BHB=4WM?*sQE#a=I6i zz*#}}yNeW&ogskI%4`^{jxDY$)|K{h#INM`171iqB0xr-z@I$?GK`c8^@k>v zk~X08$g*i@kSvU1yISaO0*_GPzMj>^9LaCnrN<0;{{XA!)sp@jhA9&&sQsVn{{Syd z)f>8!ndyyORb~dckuq!(#7C>hKo1`ttNnlCx`S%HxmwyFQ~fTGHunv(myxw9l8c6h6*&NtfW-b%o3#@Ms;V90t{{}7m`Z{E&js(-Cd&WAJs9kc>qSQ z&#lSKF={_eTKx5Y#c=7`F2s)$cyaSXNl`LtdWyJas;a3G>2_CQ2vtzULnyt${9oHM z><@Jq3i`cQ)A^51v^kPja?2SDb;hr=>nVJ*Q`AMSNG4e+rTf}Mn7oMTEHlCC zV5j|6?Z@KY+fHA&NqhmHpQo>%RsHbSC{p35f1})Mnuhs(oO9QBt@V}7RRyS-%`teL zWS(LrnTDIj)r>>^4Xiy%EI9n7-L^M4 zHR5!xeqZYOaq45|ve4Fw+6=;=m@9qINpCKjBgEzPEx{pN083l?d!%tmq(R}Fc^ZAc z?DcDlkkQr3tv`jomq^V1@y}x;Y8m%T@w>_-ik6BQ(n(cl2<0NrVc#9t@K-l zHuT?)Ki3h#%W(!B`WSu@!-w$sWBmOQNz5}iUkuZaZ}9&B#qsGqPmzW_GbGHlCSDGXY^h^etuu-$4tKQeBqA{9p1m{;nHg} zRZm%xN+ev31w}g8M5yKy7=X|2fI3}F-<;3x`S`+?Zv%wds8t> zJoMjgtBzUaifXx|Tj?&RP}O}%eXEiyJCpTutq2D)RG&}FrXb!fEyG&dfILHyp>kHI zfCGo8%cJ?Vsdim{>&8ij7|pXq5=lKf(A8vO$5%yC!lF1l6v-mGvi^oTgIu-9_FHgm zty9E`WsQl*XRq=V{{RO@(A=B!EpQ9P{UoI+=ziWk4EaBieS6iFX^*V$__~%T5^9O6 zXWVsk+in_&?oJMu9lLQcG*u2*$>&yh!!@;Vbu5Vm#lO@>>!ZzwiA7nzd`nKPFi7&IT8BNVj^)n*OxY-*U zqLfsfVWWgvP>!yvXJ2L477VUdSA7)pkmJjTW)BL}_VnyKrNj3@158Cv20VD474pfa zmq_e~^PKpdfu;Tsb|-6YD(tMuMJ{80byoM<*)72wHIh^$7(e3kM=fJVqSC<-S9rza zSq86Yt*jzhd@yQ+ahFIQW`nw)nf0e0v^SmUnyX_d1JV~^pI*{O`#l2Nm-*iH_6AI( z`y=7~Emm#jp=Zl({5Isr;gW~#zWQvv6?~CZQ^gy=<{=d9j?%Jv8=rbZw@6uIcuSfA zse;o!LZlx`5Pn(ev$rzGPZMsP6jTbuL?n+g7Pvl?HS*{z-oNmoxt^m9N4LHUb;7*y z%`PD`eSw&-r(p`J%|jL^Yf!s0>bX=HWpJcU*Dg zYKf?%si=-hc&nqZSfiDxqhdhR8Tj^Gtg#}jH*keD?Gdm%e8~VD@TGq)jNg#G(z<^c z+9d|Pq-0Z#Sj`wrP~~%;9YE@@=4t%HenH2Vp#K17H>)}hh8&!E87kxI+zvZ>^aG^ehhA1?Y8z-Q{(>tX7!6f zHc6Lp(|m%)XQ}@HyYkRX1x-~BFAZNe-mM&v=}3Gd$cM@$LIGsy%+b!#v_UCe@I-1U z_KJ#({u5tcQ|9HZpKOw7`~|d}FX_n?MouDwQcJ7W#2NT3Y09V}Z~YRXxrtXXd%orux`#sdN3$c(mPOnhdZvXd*gF~(S$NR!gi zu-2zV^$P~=`S#)M{+LN5i@{VNNcfV#Driy(B-f37Jksu4Hrpf*X?3(mY~T`_T2yqY z?jyOBXNYBCn$w|ryWy8yb!PaY+4+x>J-5CxSz1-wn`5h?hd5lhFr&0+eg#UP1J5oU{{Z7hjVsf3yH4C}#G=VrU;xdo zNha3hunbV?P<=uwiULRgP(;mtEu3yIcI0bzKgpiM-FtGg6^pB-$96V91G=V6z=@u% z>oW8Y1oFT&t49*3VPk0p)TtTV14fNJ&a5kjt1BN?P*HJ?0Z*AH$z7y7Hj3NWt+N7a zBp@ybr2s2kTx!IT@QpY+gABLw`RwU2^%CMfO=G{jyOHZ+u7(bT-WX<*s03Dm42BzU zEb+vEd1RRDS7WIyqywgsJL`%&Fhl4SLB>f67?OV~dDo9rn!|1b!j37Vfdy*89+j;) z@uvz3SBKaO_D8{Qmvs0HHY2Y4v#IhJ3_U$lImlvjxNPp>$WBq}De_re`Ac3|yo=)! zMOdCSWBZ1|g559#`dTchni{$hUM7mH3l1Z=4^ijQjji6%JWV(c4c;_q3XrV{0|*eH zrcEOxocZ)X_g=yNWPMRlJ}+zSEWYEX$J97es&HwgFlcFyAjqOz?rt5=#4 zs{j#N1^HK?M|%8~@BBVGqXC}SJF{zUIx<$LaObgE3~gJ~$2Xo@VN7OKpY{;j$0`7I z006hPqvf5fOwvnqW`&3fs-+0^)lpRexL3|erB9$a`*|57e zs_w=BvHWS;Q-;4i)5cNDN&KoKX~R{ zwPunzY?>J`NKjD)2O37eC_fj^kDpbq-Twg1TX<09;J|gf6YUx-UQU)we(9s9!TqgS z83<=5B@H{(DlGC6B`Y4XN2l{)w%5vYUD8C9XkA~WLKxwRIa)WVp{K1+MON!B?PVtG zX?CgrH9=Vz(*zA@p^Y*-g$EJ{=$>~!&i??C9fzLWTYoXw*?Jgv6+~^8ro+}P4koUu zR9QiWw;+ovM(VM=k;NcKB&pN~v->VpuvGov6fiZYAdCzes+up_N6*uw)|dA!w?`_; zsN@dPW#UJ`wHTq!dvj4zIw*N=#NHc{l8rLE$0=UxS4oPcsA_7gg{mg5Snd2)VAqDg zDThy{_T=1q5T%8+tfi6_8Wo;}!kr;W_%LhdTF~*QpGA9}g~iqSN@95j0tS;IBvyho zA?fBx<67{gY(L^3^1bzI!BBl)FeK(VolR?+u#Zy(6R;>(1}&+$Q^^&SCRg2Rpm) zyB`k*4hV%EH3T%xM%fP}rKbD3sE`uMi65Yr58ZCl_^oIwp#hKdZTEp{bu?Au%1Mg**6EZB|SV-A&Ilv!Nhw!YvN$F|qP&x;rw*~rh= zbQ^+9o?={`9Gkl_n%qz4uy>4q7MfU00f`MyBNRT60sIhNSix~`;l~I%O>~e7)RJ(9 zxvp?NeHO#JUq(c+7~x<5sv@DF;gkx0JfBn1y}@lAw}8G6V(sjH)y2dSBcsGpQD8BY zYGMw?7$8(gwOfKXx3mfxM5L=gycA(amKUV=7Z)?RxxVn+x0wWzeCkd~`Jd0IFIkGK zj!Igr)-_U|MV|FC(@j|JhsHkDq#nILm9>re)GcKxZlXOvFsIv3&rUi_;wF7cfPbZ^ zAG4;0#bc`~WSTwCLh#fzO2Zv#NT{I_FR59o*^F(k(tmG`bX(h}FzM31S;c>rf1lgc z+TiF2YeD=p2ln;OeX0IcO$}9I9F<%tSw|{~9!iRLMP<;D>(olz28{hINgVrT;tQC2 zRXab2?f(EF`SrUg;$_tvIHe|)mNTdo(yYn>^)KVw z$c~x+00lZnGcDv{z5;4?x_kx7#*y+sZn3>^;sDvEf%V`;m@5j^T+y!O>=Ill?Gax zxM<-Ek ze&ye|YB)`GRc&2OO+2tJLb21$Qj1X_T3J;X@>9~J89tv&@C#O!s|4X03XIZ}^goyU zUrtLaGb-r>8tDV!`Tl?Hf6viv-JRE8j>>w7EyuOLyC7)8)-~hkqtBw~%$_-d&6;97s+xSyk+1FZ#~zln z{kM~nYH2Z56|+&*GyTT0V5fm2eQ&JDb!#j%hCf4Z>V2Vx+Ak56Q^fS9SI?!6?u5yC zD#1^}ek1l%_WhkVR(BRoOybl$nH8oX60Fr3YCKMq{)MSvBp#A9pu2KKo9XY~FkjFG z6fXdRhc&G~%hKt5NvwMm65IthhYXgQn`z*V;wMcv$XoG650RI3t z&o%M~C!@`$WWAC`n&cuzyh%O3lAL~3$v7QaUc~sbk&AC6+y1_>*wyt?6lg6K}MQ{uHf{&mhk#~rqCJ2ZXpc-f^$KoJXfaZYoA(!_Ryvn+SfQr@H zzDBe~Txa-=Nb>bxV!EQ68~<69$JP}5kksjIGbN|qd~ZsNcIIXCu7 z^KX+jb(n{gYh6EK?FOfgPxv}j92-ygmgiKK@V&e;C6!{Q;M zh0>a@0@ykl=~A$(O+8E$u_H!qqVb6vSLVz;oW;3cB8OXTAy*n%6t#TcNM^^7$3)VH zaARxY!I)7W#ALxZ747-g)DE-Z_qBaSV=`Wb2wyD?3uxR~N}STr%Z^X7gZOMyBA6Cs z0!aY?{tNgZAKX$6BA3(gJ4)mje*ygdggHsgEEK*C4q*`f6PZ+5NWNSCm>3b3d`Q=yj({qn96lp=O zVTM3Y0BFeGL+AcITrMbPAwhXuK|?gw{at0}6fGgDJjRy3I- zTVAyp5#OlhN%S&yOodj*42Br>IJbD&U~1q*n2C9XYrOjE^y2yMhEQ0MgXTA`ctR&`-vimB%(b5jTEMmD^ujU zDN<`dIOetJVSksME4ema-NIqy$YZJuFt%;?G{zQ!LRNREXefT{%nYq{XCMQ092@&x zx}~eyTH9^brYR#zO(c?P@gF_P2LOI`^8+0qw7a@p_I<+W)nsZQNa_`7KmowO?KHuq zPDKLyWA|XbWoO>RWp)x3v<< zrbp8zPQTO%_Bw>1G#F$g*UZAMp_Dakp4i_d2}LTs_J(x z z6LyuMxVgI9Zsnx~#kYWsHY2&qo`Umj;W|(weE-m+)1W-c1iXqI3uGC#_NBxwEBI{&2MawC{nU%V89xm z#7QQkjRkN#&3a$LyNZ~7mPWS+nwgjtucv|HGe(e$$|S34JThFms)v3o0|I@CS$T%k zw%h%rKYdLQnfLeqKZf==9Xg7YEJePa-`jc9aZP7&u#QNPw3d!X zLI=z+m1|!r)6=G|HamG>S?z9EJt{*W0-~VlAgLmrbgz;1>osn7XW$xX^3u}b6_KS% znB$Kf6fm=fNvf)13IPmm8HI`Go_(%7*UCF>%&|)hkjTSQh)_nvk_asEfZDw4rzbh7 z=^xVX7dGM1{6tJQi28vbP=yX@N_hiO!x-o&&isq`;<+@X$?xn%R$m+U6#oEpG5Kky zfgmgQ9!$LrJ3{drs0^&Y@e;0O5$8(v zy|&kw0!bB`l!=Hep@)V~mX%{l{&eB;=^wcMQhZv)iRI1rzg^LcPmk|b9KAkFV;!P3 zN%s*`nI0DKgC(6oxAYwQ2DahKcPzhAJDhx9PF+@nlbry7Jct$bIXxTO+iy@IFgAq)WeXbp`MV0y6aV_ z3^iSV`unxU=djB!`={KlP&SfGa1j|41K?)`w9=k+;xW<~joL&0GiI)dQBr%VNi@`p z=jBmMQ=qGU{{S%#j>1Al*X%FvY|(nwgAucLFY!9McES7;`@NfFS{dHPp916i-; zHIb%~mu+l~!?-DA$V-kDnHVuxRf3zwvPoT0N0giHSP;ym5))U`GN>im520MFU1ade*@TdT&;!QPh&!xp(m@0gOByYv*%~g0jGC$_G^hf&p;~bD@~4+YLJM1{ z^Tbn8db1jTrzV4s0YhBW0nlH#zAp7Y@mcpadOiDy%r;Iur5m>4smr!eDXGRk_;pim zZ@y_Fbt)uq6}1*+bu3S}VYJ(AQK5<$0b^55EJ^vfsjnV6@*O{JV7RyXD54U?wW0(H zt5QvSLgu8OG3pLFUF|Ng*qd@n8r(J}p;eMPU$NX-T*R39BUwzWT8sSCdd-tU4J&IK zSbO%E)wDJ~!au{&oR>$y(9ru`r?8?lm9OWKg8CqTP6tvRr ztisi{Ffz1qQ?!y9+tT{~08@HOi+XreVhh<2st-Egd7t6){hbv@bKyeh@v7!4ILgYbM_`b36`H4KZen6eancg zS*s_Di|J4AGz`w=__Ho^W&aetjESM|TXy>uZD^ zC%DG002$*%r72UKV!TCqosOla>-jM`{ERde)J;$-DeIuG$Ip(bF~TU;t#VL5kUA!$ z5j4g{{{Ru~0kOIIW8x4~_=)w!aw+oT(w5z$ydOkV2m_)203H0%eoSCp+NZI)zjM(Nu|YQK*%+Eh z#KEmb#XLf({PtIrPpqDF$>g~s%Je5&xoZfQ^^GyH(T3Bl7rpk!f z96FooD!^)AuePo|%jSFKRJ{;g#;jPC5aT9)nlgP2^WWV3A}a1c)O*Jva(*`#*17 z=|7nN08C9oHGb*ojO{KqraF0EY<}jz?lh=16BuA78uy~JGcfhA93D>|+D>NV;UQn@ z#12m#SB%;9qrgBvJRhG*C9>v3WrxROO6j7VvS1D^}g_= z{mN(wqS?DXUm&QAORviYNB01cyk|*b&-!%}?Bi+Y{!W2HCo9DTO*;jDfeIuGW{l$oimQS~qj=O1O@$*y2 z0<$OE!5giBbvHsmzXbDR*Y~eyus#*8(&-uWc%whD0}N;Jdi0HXQ*^wORP!m3zlgIF z`Ox}#^tq4bzsF~(r=*vENdr?yo21O*l5e;mMu}5ZOd&1Jt>ok1zt_8Nk&Mt< z6bc0zN09xs5yvKJfrC$6^+C!zfntD%ryVq>{A*8389qyOEcD4PE3kG2OH6>nC06mm zQc?zK1Yl1rl7>qb8m_k=pX=_Ed(}0{1lld)*4!RbK7pEK2$X<5Yg%TVRz6rUzxe#3 zH5@?FUX-pDx&6Fx#~n+@cdo?92*UP1S=7p5l1XC2ZtONlEU^(Bl<~B63>m}SY!CFf z9@uYnH!lXaH8MpC790stLtl~U>X&Zi z>#Hgrx|*rN&i*4+my0hM(+ZSn0=W=541ED@ZfhcxxYXmQgMZ#EXT%C@eepjSjjBgEE~P+SUeCbh;X(R=wIhi~kxdhQ(64%HJ> zD^P&-GD$6EG||+$(N@qDC_xHXupAOdZ(uHE<^9u_FKy!9ZL1{8N~*r3G&Cd;gG^K! z5m0GE*3Ri;JaU^!jY%EMq!WS^aWwv8<~Vh$@5)}y$h>)asOxGfGPrtNtk7m_-Wr1b zDHy9Xj>kkX1{5J& zc@lhxG&MLhukGslEuz~zQZtEVs}tK=UkL!)#I}nN^0P;p!ztPms?8 z<}gNK>P{i_J6B}I&GufbQv0)f1hwkJe5x+M6D-+ zXGmup7O$*bMRZxhgR1vXexCI`um!Y7pyRo9e}R87o}G$RFn*S%jd%v2sWtpRZhx8S z`7>oQ6(b8*MN%LLi2k_CsPu=BQz-hV)JWB4HujmL04}cTSGl!u{{Twg$o_s^G!pJa ztAc^J0YSt1T{P8CS}G~!td>gX8oddigGDQm^?6aC@Gj_nj5mzT@!>6q;4B`zJRx$HVu*Zq!}a(i1n7!cOT*;>hhdDWVQ zCA4m-7@6tLk`gu=L;WwOpLCUDxVJ%&na>0He7%0omPRC=dWUKcp06X>#163WqMi)w4kl0dS-N4<5J-XzLgVd7eC{}vP}p>pa$XbapUFX z_Vkrvia8aO0L)HEul!d*PIsqz!gwW-@scHNZ1njGoRt%2=rT1vH4v;OMv*kCrlkt2 z&F%R1zA5e*K#7$XHA7FIrh0C5vo03pJW6oVv{CsSf0wRb=xe6GhW)SGH`;x#@SA<@ zfAJqLkNow%<5%AKeSdXtE&W&g`$_uxJ_el(e-~d7Osfk0YJQH9b98GZhlh$5Od1GY01oAMMjU&>57dhbdGy{zf6GD0w z>Hbgk9Mx4A>~30j%0zTYlBT4uTsMvvSE$ulE~PBRn~S!SW9qfNx%;@5@Gd0NK~SJI z1vrgVr=jPa>a(T3M5-P^QsNfZQBgmu(O z1n|-bP8lSQKQq#A`}5cv$2*42Z2g6W#6v@wuNjO!{>x;sRdv*qw2R@F37o>y)@X&? zNgL>hxo|aTI=#CSwZ7W@k+pDHjaX+Cp(7{xAD2pQ;Iz6v73|KMR2A@58EVz2Wpad? z0ZJMQnpV9Up`D_g21ZAYnzp54CYqjU=2$9LP=+BVqg-G%lxG9+z&^;eF#gyspO^Z- z)${3yArxC^#Z_xiSA}vs{LN3FPjO@-0*YG3rb>y@SmlMP4a`XF=<<*W00XEG@&5p9 z%S@~A1E;Sl!y~$+l`BdeJUxHS)RB|MOQ;DF0HyWHsclMb<%PdjC;LBN@xQydk+L(_ zmfDU4SPSOAf0)Y8+y1wybz(<3*lL2vBoKk`xb+Qi3)TPoGz$E5v6XAw10 z*Jaen6f(77tH{XSN_mnW_!T5p2)Y-Gfu1?DVIt-Br@84_eSqM94>uIa(B^ z=%SFhTVO~YXNc+1amzv*ogps|o? z{9fP#Z}1d^6;>1X6T{)t{;%@&W_Bvd6aqZg=lvh`di2a{FqCzMs+Oje=Dbo*U0+jH zB#t%#NfSw^52ugO{Q>9O@EvEg5_8%({{XAcJzDB%))nzURsMibynbJATq*O|I{KOD zqTE#V)l}6U7KS>fl3H2pvXzuNjW^}F=jnDFd$i2Skftw_dH(>Hr(?Xg(55w3C-?(b z`D6W9>2Hb1(bL)~sF&_pUe&K1nV!YjPLd6+a4r4=+9%Q@{SM>&HS1DLZYS{^gkM3| z80zCm^cJSYpCo3&jbm9t6)u86*5Dhs{+9h;PihiK=Z8$AQO| zN2u$C4oucnB`!vIW^YjywGp|JU)(FEHdOSmTUy_b&(qsvyf}h{dJis?_{gjJYQs+o z9B1?CS3XU}G=fE|{lYwOyONHPs;8#zx6{G;{{V-#A&x7D1$2|^>Bsy%Ck9B3MKS5e z{0G;lFiA^AJeeutYStx)cb=+nqm2-<{*S92ARqSpd#kBd3*plrXY%TZw-+XcYE#Gn zM@`e#<6ar6DsgWt?pn=PRbE?2{j+6>f~u)+Ptk?R{CifHLQ(Y0C_c)1lb`d~tH_f} z-CAk$3bp+I0M%ZY@seZKXk)9vV_d}@WRhg4{OqwIAj1PJh|d0tYkf*f57TdHE}3Iu zunLbX56}8E8R<=x#nMJt$PGW=pBei<)x)O*-BV>At!eRdz#;KR4M*`RSm3R9V$zkS zu$dM$3Z$_*iTc~#p?Q}ec6ngu*ZMqq+q9O%BNZq4k59L$7<$b5LlsmKJn)jq;(0?m z$kOU(`_d*ZU8+}I}^&MCAdZ{Ny7m0H583|!71t)A%1cvIS3G7KukB<_ zLrEK}4;P><&-+NY1COcW-kHaSBGgaxeKTJ?beO_p#YUgur8;hwi!)6Dsgo;5PL8Nj zrNgF~fgm^`PbGaLo`2W(rU9HJA&KC{O70FMvyf2;QOMi3-o-XOZGntpvN>7&YH zsl1$JYxJvAMI#!Toh>55#EC9Gw?3cf3@vjJ|F7OTbx9Xq!o;ROYE;u z>aw}BQQ(r3>>R9*Bz3hkzNK()6HeE#Pyy%ENw+^=Ya@V17%ag3mHz-&`mxeyhEp38 z-nby+huP`>02k8^7Q1m*&s`-oMk+&2fvF;%qe|#wt?w|n(nlOy@ITjfUkI?`e$Vs& z0I}B66frM@CX9Yz>qXj-1}=NZV#$vo1TWTpE#q70}b3c^K_);dc2Yy+#r zjDACa^8Wy5?djJ^g7{&UPtKyBmOjzc`gpSlD(dPbfvF>l)g44qM=4ZqCFXjC5vplc za2S1ks6Ho$;<^$Lv4Ps#Wl!=LvkWpc-038mu*v5FK_#_3LNUx!hpt9 zs}DZvpD!*Sv!Jf{_M7Yhr9ezz=fk6cLrT64E1a6vl_$$v-k za&Lp5FI|kPjA0R+z?YX!!g@hSOYtaZGh(TW9%!I9=DW-GE=)HL}I}DSbH+H<=b_GR9lIOzyt<_8rHbVr9RJ}mz(iz(+gw!-Sm_s z2U!|be_Ci}AOLBoE|Z!QLqN(V{%{MHsW~pP?CO-4!yY|0pJZUCh&)pYr9+5()KJqM zekXc_zN-=RK9y~WX@7^4K-tN$BEfIbz_L=SF}h5D`vKo|73g z^j$`tyiZW8f0swejN~+H*}pUQ7EWYp8i{kAUx}KRI&sd*Yaz%_xoYY(&l2B_gs zPxM7N^ay{$Om`)IMk{IDPs#_OQ zL&gT6S5Lcg(JLjblyI^dl`)n^tw9 zA@VCERXU8Zlclwyg%RuV<4F;OV1v1qJo<&G%in-q31wWc5PbZz*^gRo|Gx;nzt*4hOAfU_P@|0Nm zud__X+^@*X63ZOWtC$IqXK0yMN}GTW;YHgY4wVZWZlGY22>^maQz{N>M?gur zOPO}DuGt=NO&7zsjA{oeN(WMdJ=&pBPu)1{D6bZY7040m{ZSfsHEYfPmg& zy~LiBO>fJxs80Y17PwiiGDn$alggD8pz@}ibPnc!;XR#qna*SzWBjD;3i;|;#SyOC zTVl4gzTP#GC#uPAS*NF->**}9snu_zSo>dZ&oaV-Np0=SAfC?%gPuRx%LkrC2jxzS zW#!&cmfbDkTZjsug>Dqbnvs@IBf}s^^Qas>f7M=+IF{Nwl9szMx4hXE`>JY)riQqhI;jNWWKkqn zvEuVDkld4T>bJDg*jz-$QswKNFUKG8@1JfyTzb@3$styfB|^0nC@YapCkOcv`3{Lw}4iz!yr;Jk53A$Nu*l!WDUem$wTySXj{AnmUe zO6TqM=+ULIVc__2$o~L?SaYY;1ps7@J-NZJpHi!O@XfV~7>Z%73#A%k2NN0v%sFor~cu+K{BmwQH zZUvAM$0A6->K|vHLFw%h>9yF#V~fa_!Q)*0zO>FgdJFTtr;nh_PWW2vu0s~zZZYsi z@xru8OscZXkW?n7;1`guSx%TkZP;i+dMSP;p$E15x{G2if-Y z?#uQ2(zKLP%ltfekZbm1hmkyb*kiBYtJ^zz2=Wy)__%6>bzfsAj90|+q-wPCRE`+H zPKz(5*KJ?Y9k{+(WXFi~ui@?dwDlv~+5IFMPM0g@IDbE0Kjg1M%$bT{pZ~-3`a<6x_J<}`S$g+ zmheJlm;?vchadHNbpo?{(_-r8m7YivO@3xcC7Ml9%b}r?wjtwR)KJ;K2anIaA$fo( zbf~RrDg3LRw9Jm)7*-^DH2|)7b)0TIrdpmFiU}JP;_?;pPZexTiy&Kw!M&IDHNPbP z08eTofpsxOM<$#}TK@p6{akwAiyDI!%Mu42DnTEa9X?cVToxLj#h9+7%Vp{yq-%mRK z06sYC4nuNbYMUPw7MSI(pT!QpEQX!Rc~R;LUPT10^=tJ0KDPGck+dO}PcJ$H{>Mtv z>UoEWQ%^k~52yOOf0lY`$Gu=?R%xP z@W!Z!x_IDyr~WUe^{ZFc=J+%NFS57leOk%m|75?W1zTD#U z$0Im8L#0n`3laX;09KVb^6I93IDEFQ+C$VviEO+%Zex}h>Ond+tvu;M1%6tG9;%b%*Uuc!R#sziyXQC} ztjN*JSN+|=Zh8%JSJFuokt|j5p=noAmTHHIR3Ike{>8SobAV!j3&@}oRHBNK1zMlv zt!OEpiu_A^m}S3K5ylApMvS;4BDzVXO-2JA@7dKL?~j(9nctn8klWh}4PT4h`;xAP z5kB6{)Me{yq8 zF1XV5*6qRNpv|slBNY?){Is~N-bzhUG6_6MaElItOXv#7M?dR3JszbO#z8_@yM^KS zczNLQ;nItnyIsQ9=;c%rAvDzlL(k5&Cj;bb(#sKo-V@IG3dP)Y63yfc?HobkG0ws& zscLcoXN^h_uA21NdI#Bz8%Zi!1&V+x=as1P;WcP>N&X$o#uTeShNmJTu+e*|p45(c>T=fJSQ68ht?r zhns#~GEcPYvDJ0&T}OngrmjRZb#(Og6cIxT)yE7GRZS3WXG;VU5AnAby=|#&tTI%e zHULvN{6qYm8H>pG7+{VW-2_^-DJW`4sVY3OD?{@0;H1ak%`#%-sM@eGC7UBv6-8Zl z-OD4HlB9`AQ8HbZpXqH@CkX`Ne7p3iOr({L=0ZMsf zdeXnk%hm3(hhxc%pEX2ahI%T5#Ya&M3R73(r@Bv3OXQ~>b04WzL9Eyw2=>0&?^t;3 z6e+_HRMwy2rGKA9A>;W9>h@$W;iVtf~fCa|xUC z*Uza1I#bmkl~qV)33qN0R3D+Rr)JyVagwoyLFM{q%C)W!<&FpTrQG*ROB+9>hFDrf z$Am~#Up-1R5^xDP;!QY?i98+K+!(6NJ7PEWBpX#}YK*jWENZGGp`R%vqaPtj2{kJL zD5-Z2!s6vk#|LPJIK(#ch@>AIHU%k)iXJ?0F^ci%9^2O2b#7p~U#*;wN`c|B*UGcI};3zU&*U}H5}DZScTg<+(q zDr^(_gte8Tv}svtLDWW?gXQWyGtsHCw>FW-BvHcTROlI_6H1T5Y2-MH8qkiemk{`R zY8W6nS~V1j3=bVGF!Ke0PmU#|V!-~JGh2Xvuf2fLxtS9uBEJrJ`F#3EcOu0_b|rpU z{(fCK;W9X?sbHFsuY;1`pLXPX#L()$NN1$s2}Ww zTg&}lXI`${YeOKKn;%y_Z9}+@Sc?W}mN1Lwk`Qc$%gG|cpU1UvT^&9YZQ6flpV|J; z4z+V;^2e?8C?ACS^_ps`nyLn zNA3RrjQ(DHe{V^2vPu;@#(P)n{{T_XQlY2CAVh{roiCwG0c3dMI=rPL<%+2{EJ5e} zx4J#!uLJpd=cN|v!ybR}ePsJQL&g@M7l{v_o9lmB55NDJmFarP>>{kAz}6Py}efa`*JAsM^KET)}QMC01ux?)dRCU zh~8X3KA5ZOHsn?AM0GMPV)tZf-h|VpRWLM$G6(z?NGql2p_}8IrRSk zS01fy?Qw77N9BrApX&VjY07UJN=NZM1u9TaEPuZ7YILZHfmz9sgk@KcRj+#=@%G$y z=5`Y{y8OK})no-wq*){I>ZkiZm#0i^mRa(zlv>(~l{T8LG>xN0WQ@fa@mT|50FdbnQqJ)BPBb^+?ysFsOm%t2Ig?QYQpY@T`KjJ&uz&=QOCq|4 zVQZhK^|v10wGpIs;r^reet(}&%N4^x;W^Yi`)lV>)6F*S&!qJ!HZG#4&l}C*#Lo2* zPa;LA$j=xG3ZN`?Fy%<+-p#eNh*~DnzbyX%FE8_S$}H-8^#1^+bpVg}z8{}mOehBIdD$`X*OC3ZA)^<+|hGt^KA6pNr9bb=c*sZm6K;h4ypYx_VwcKjyk_W2> zU=QrZKRz874(duRrMEXe=iNVZ78Zval*?9EWoad;tD%P-N%w-P7~l;gh@pITU(mPw z8;wmEXx$lrQRub#_Ma^A_2~t;FL0>C)az&bI>eU z80t3eBP=yOLkd?bmJdr5^zvePCurgiVO2``WzA{`sTAtZ`Y&cp+4}=&b{@sd zVd(Ii;~aBsjYU_><0q+6Bf(gdQaeOT0=i5@*psWDXrzG6`ihC8g#e<02~&?ek4}vr zcZ$(JcU~-lRiMfB%JBejKD6@aRUad|*QpYdU~dicxA6J8s*ks!j$E{lo6FQd>m_NV z##KhLIF9l8{AyGu1KlLHFsPA3Gl~MC2vJ;d^7Z?AVl}M~y0Go#c{jaMvoZlCF0TAOta0Pp{+xI0nlMOK(_LK4fqov!ZDt zXO!y>6kreV{{RU4f1g0E?cAHrhcwkt&p{^G%WLpgR^{TAyr8KP#YGR9d~f zDdNuky)Gz8ln$9Ws&x+yEmm2iP7Ewf!>O zf+Tw7QM3i2{uRbYukGqi^zTl$=`Y}U_gubTCs&Y6c0Uz>S@P9WRaiDjjJ0mD!UQbR z8Cig1U_E3HYG4T!&WoRb{vg48zlDhN$M`x;xzD&s2!ab|XEmZmnwh8x;{_kMe;|vT3^9H#RbR-L`8F652pV zqcB1^=8dEB{#EEJZ*{ptHixsAdErF|9xM$P`Bu2&(WJusg2&R*3aIuka0PnGSR%&9 zOG6Gz?dytxJuV|5Eg_mTc>#0fOIV*#_5|FwJ6mYUlU2?}5XQt*(}5=g&piqrYv+oq z3scWX&+PI);p5V8Bl15n41%K@)jQzBB&{WOLnHhujyij~!s;oTAkz8Gz+hE{{{Xe^ z5A~O2hCv<2j6Og@8}sk4?DFW+&zJYv^haij18}RZIQfiv^_vaax#L$+S-Ey)Y?u~l zBB;oJcqrAemDRc+#YJCK@XWqh80mD0pPMiCgL^h^dgaSR6GD=>9zY5T*N6xF`RQyt ziNDP6Xuck!z-kpB0!bL*LB!J>I^{oLV}9{YYPypZS2blFABLuAD(W5P(@!acQ`-I_ zNG#j|VeQzx#^vO<6UQ92&t{z=O=! zWeD+1IQ-j>WcMEA8U?er1bU2Oo}c8$=h4Jo-$d5HPjY-gQKWDLA5nr2ksTvxxAhHG zZdR5kWlGFEFpByNg?qzUN0D?{DygKSF?ocAUO9@drB#sKgL`;;m3<8!OJNxEX3zLM z@;@RvQvTfwc$KD*s>*vx3e*B~UKFS!@;o|l#CNqeE5}a;)~>FvlCDCuyR#XZ#R;OP zQzOZw(@1890s~7VN(kdfEvSOK&Un7u?aRuDm^xCSf74JAQ|pdBDua;{#%jlOv`#Fg zTn$_Sp->5}04I+V>f?m@RfeFh6x)I<4mNgq;i-=YMVHEB%&RC$c_}IK2}@84p;=h@ zb(AEk`wag8T;+{SQZA;*RaAe@gn$kWe=d*i{kGi1UtJ2BV~`H^Csm(a|P8snQ;n^(1vb8Xu%kKu)( zIVuMX905=A5z+~{8skv1SmkwK3ecr{vw{JoXn&o0Nkh1|hU=urWagTmB_%C>RvNlG z3{pESI?+X2kB1LcB}ay1CoUD=$Vtoco^XLL^jT6pn6DzdmymjJ_4Xp&T>}eq;QcKf$rcJh1T@#8M+EBTlq+^QBZ!juq}A zx%BIWe)H}eeQh`J?WT|zVU|zg&{uh2r-D{ghH5{$Sl(w0$gYhL3>dxi+UaBF{r>Hl zJZ$-p%Dv90F{bl=pW#)T88tUuCMc@w_lkyb*0E+zj zspXDTmsPwg;42f{JC#5c#ZIH2mz{INq|WQ0hmyqAW%4skwe#3ksBu*tJegXhsmMc6 zDr#nCkrE>#2~XkKcp?dX)ZgN?PYvRYkOdB~(e#Q6Ve}3eq5ypXr%&2)k1mNrNV?eS z%eolUlS~f@SX0id*c3Ub1$RBtHNO+{`?IxnO>bJ@GW!Oum&F^J%pjJEqLMml+Ptk^ zUKuH3NFB6I1eW#5rXb8Un%Zx&^L?7_7qd$wvJw|UNg=IkRZ4Lf6!RmZ>z+-v<;df{ zhG%G5S(#cCVzeYtSy-A8Q>vIzQb!JrZ%F?DGy1;3sm5)r{jpn!QBqQ3ch)BD42BpZ zkzHtM4P;T-y(!{mI!fJC*+@%&<=y9DO>>o&6(kymjh7@1NV&ZkR3sONu z38Zi$g|mtlsQ}i#eHpwTVQqS|7Jqeggt#1)4Hi1CSvICVdK#~~mDYsD)Hx~|RdB9< zQzhX|SCY!C+n0CTrnvEFNv23ItK>Yh=fl^cQ?(me63W_jqn8R>!bGBi#P+*|{{Rab zP!ebboR;Xs?#ycpe$CvNoK7~o8Jpa+J7YaVHdjBnaZ|`?v-$ikYKp!MRItnA(T!wj zR@#Q8EA9C&cUhX1FY*l9kDhDk^78$?D2?N`R)n|}1SvIC$nq*hYmwY2E5|kI+hP2d z>E6fA)?qi7UGAKh@S1qA^-Yx9lh9`Av9V)jpGHcGvYHl&qFn_hnRL3I3Ay%$&vm(i z;(=sMK3WRX?bIv#M;@HqcKyy9C6aFjK;ySd#>-0SI(#xi6X!!wO!QfERGSA6*xP=i zYy5cGQQ~p+cv!QU+WKsJtvwx7=^ip1mOMp0RI-(*sd?HbyjM*hQr^z*w~gLFi*A}n zn=z#`!?aY_KV~@BrgrO8p2|kLza-I&agPwGrAr#K00E+poeu&9MQqyRS2dK$;)<(^E>dLg>6HxN_m9#p-4wXp%Z}ZfuA3Q&S}M$+U2e>NdZ@vV zM4k$nA1hNVs?&Or*gF;=B!F4Hq9z#yBBjJCJ^>;z6d%Lgr#^af{Q6G@^EL4%*sO9p z6GQ#u6@Cssa@%Y?#iqd=1s-4W|$fA z%`F@-MN3i{3q=}hMHc;PMbyW+ZBfG-*{q5fnu#jFir`m5DxNi|AmadWLnX%M_Yywh zw$|+!00>H=DW(pStdenBfO2Ym1AG_AU**%gDl%!C_@&TWpKww`Nl>}E?xfmV3ZkMo zYjx7gSGsoXG=6eZOhKg4BkA=6s1Ig>RuXu3D;q>>L}Vd2XZtD)*YRZV_33Qf*US<` zkc*d)wnuwhFe_3h4Rn?Gfm&p7$4Dx_<_*!3W~*uFzAsU23{ERE6wuaI?<(_w$Sfo6 z=<4vbDNxcNP(rLzCy!XL4X4>9!FP&Fh>##dT`J5#1&XenK$BmH(zvZndNdGjE#b!3 zF#_sA{UfThsjidjQBh8U?&bb(9YwM;u}OmKdP-jg9hWm-xO2_8Ff|nwb45KT+|whx zu{5FD5JYxF((HhHS+(uAyOB?&w^wJb6h3s;x+*A00M{cpp|3&x&gSOHWVeD;mDd^& zX*>;cC#DIdeq8|Fef-rId{ftEHeCi64_h^TMLyue*>e%m3F-A>qsPlmPMR{M$}%E1 z7S=f)~nf%ZD zBV_D7!Mt%9svWr%Jk&VMFp^s8W}2rXQWC1It7)QnBQ)&57-Vy;TZRMboBeOE{Bd(; zD_@0brHuj9X{>nzkC7t1946-!ax7cPp>V~50tgBZA3#MKw8alZyJLSd&y%~qbJHyV z-J8wit8}En<1i9$Ly&?Rb(w`U7~0w9r(G)Y%``E!$l=Uue|Ddi<=XB zH0J1B8buV^CWdWs#>7z6fN*#Q2;P+x`FR>vRhw=RE6EI$S}@cBrE5l2C2NdOu^d=X zE;_lB>Y&2{EsY#AfA*sbQM0DUpd9x+s>@EHQ;vVi~<) zdrI3ztp$rZ(9{GBE0N|JpjRGWE}fs4WtAGv)e9y-sb$4$@T&#QGson53X}P2?sJ*! zyu~ke>|MAg%58Vq`;g;v8>4n^jA5ojmm7<2OH~)xJR(VH=z`Wxs85#KNrThm+`B_*ZmonfboCd>v*dQPRJk~4Dx*l_h9(j`GWyx3 zAGhphw0`K>t(FsP9aI{>i0LaDA3aS9(4Q-Q72|>dxAt3I-Q(ONNgTCN`f@pmMKV@0 z`se6c{{VrVT@Z&D3s<_ODx5 z%!BSHp?Wyt4CM)QQ>|O?HjyENXVRADmDD^(sp2XE#uWTD5v+iB2M2+y43l$}3 z-3JPqpEHloq^ok*a_aDz7e9iOp#K0ZKc7uf?TnQak;z@3jUCcutCEFbYRYt3frY8j zPx-XeE@? z)xeb_?dBdiC7j6C{98@=A5VK&iE*U{zaUi59M+vXB$ly+Q0u2PS`W+l^z&U=n|6gL zw=|H_)wk`c&jEx)4UsAmG&;~JEv#Js0KDBo#um(LR4w?Kl+rQ|j+r2jyD=S+aQX1NbwP~n2jbM;Ppfq>=L5HbXje>gpx|X)h8CI&V^mu+> z<>Q{I9n%$9t=VG&x|P0uU*YHt?0x0EDyXO-qudp=wJRTyl9{6M(aK0ZmpW2mc` znf}&D{{Y=p5vQX{o10qq{DaD!&eA7A4V-|FFndSk{;oZG%1frVAjUxcDDrrmAM$z* zg(*Hq?s^Ka^jV-{sXFAmtYtoxDzeLVvomTJ^$*Uk&$eROm0|ISuAVA;kLAJ~RT8f%g zy#8E&K96r(bVqjfM&SM>xUrjeXJQr_XzJ(Oxd)pu1dS)!BE?05k>ms_Y9di)CdGmJ z)+>P|0Rtpp5DAd!RjK|JLg)Reo|Z=k?z?broQD;n!UK~^lZGgx{j(2I=h3#nd^Fke z;%hQlzS0?*T6sJ*GSE@UgrcI3ka*>Go?Ue%qF_KTApuKSlmYDEZF@x4X8tYSGLfF+ z98#4^njA6)Y9B?XnLQTIy(Cux&P}#sEP|r0m1E=rs9}*>_gCb4NMt@H^aXZKy|Y{6 zvSp>k)5$(a?Ch7{Lsbkk>YfU`v&B?aW>KvYnWK@wxm()gn`QpP^|BlJr)ZqFDcX>&cI$zfw2xBmctJ1P8;6-lR_YmrLlr&|UA*@iRk*30Lp6M6N>+gwvIX=h0D5dmB;WVnw}7shH%4N{v|B~(A0j~po?}tt z= zgGq|UTAG)5SUEMWN@%4$00NvxQ1Rc%=izkA9Zfbf5DaOmQ+Vph|xx?R${~HvFM{Be`_k&|-=%cEU4}seDi?ULb?>=qLdStKuPrn=azWEffGTP!(yLw3O}?ot?dD|!vl(uX zQ&3Sr>w;=1S&Gw*DbfQM{HA^?XX2==PmrG}vQ(7KO7qs{(-likG}E#1EK*W!+BqeG zg4$6LAwd1f6cchN=H&_DEjI0TktocKVueFg&{761ocVqnn)GzLwZ*U=7R7EEt3_Lh z3l;VKZD5h>^TPBu?H}cV@iQ1{QoDa{z3W#SQB^}vx#gnP^*H&3ObnE=)2hY;3xT5J zf>@D%YSPP)F5m@s*<_H4gf_CoNd}+jiotzyDZ;1Asy6q!SxRp0_7#JOE+u9fSWtpv z39F3`XmTmh>e&5F(cMEV@N9f8GKQkPuOw$DlbW)nrEultnr9@aW5+fZupdur(Y?Id zW&I{gnFa#4j@)xn5F&sN8d9WYqoNsiK5gBsgc7NW6eOJyAW=&Bnz1=NPfBgaxr`Y9 z0JOqEO9gCK4Isu;+BPK%p3AX!7nvppV&egha5m8e%e>((7w-Lu)UZM2g6L~#E_55qywKp z!;U%%tGAB$VdIZ+S5iz$MG~$P93{D-F`lKMm8!iuT6#+{{S64mobo#h2hoOG+x_ur}S6+mHnqZV;e^qQv}n~)3Jnl zCz=@KdDcb*=_rmYgj^6)Pa{eCd$L^I8bva%pU>ygXM$MGWb^zj{$IC<{{V~VFxXQ9&>UCn{v}Y-cBqpZK$kap*M+n}wvl z6DgS~gWFF(Q;*J+_44SvZ65um-gs&}uGh#-p2tk_HFxniswnp!GOeWXy&Z1e$-@;@ z6+}yOJuO1VG86lp@GUK~3zG_xXh>24(rNK`R)_83>Bpm+n+8bK-9)gl6${!FjF3SG zyYj_;&X*LOuT@5o7^TZYMIBN{4R$%EqpD9ECYhvKCrK74j#vC?Z#+-rJcWjiWS)KIN#9L7Xfmrelz( zl0x8@@jEx9e`oXUDBB4dbtqp&)K|~bsw?fW%#pAnQC}vnuaHmP^DZ-&%-6|ZUOe~yKZ}Zz?*2ESR@$@ABa6` z_`i|C;C(tsEbVVCo#cu(JUf7{eKk)ltqQC;D$FGw zUl-?+LKDohO>ML@uj@K?Ev!Z(r!D1@?EitONaR6Xw(u&BUKbCha-sqSBa@6 zt-ZLkvshWAir&4TF&G|Sh?Ue29v)smDfbuiLd;T73Y-Sq+fk%7RC6@@x64N=Q8?60 zvC>W82b7IaNpeZE-q$Gbw@4R6(*qbFmUU7wkxGhj`B&%HqO*?Z7PnG$0svi2=bwb? zukxptpGBv&znPbPRpRPjYVNFcE<$t?3|7sj+xYoVM7|d=Nt5!)C?T0oo=aQ?Mz{yr z&A7gq7`5b)N1BM-MvYu#MpPfpzt5x>mey7>2DwHG4{j?$erBhSp~t61%B$ozW%q{B zly2VT-*lNOiac#(??JfnmHB*aASo==)n%4g07gQFIN>U-{Ww0?$F|y6#Ce)x;8n{r zaN(cj{JLD0V$6vqx7Mjz2CWTiTz37wRr&OZ%j`X+yte!lv-X#9?aj#8blcMAu)F4- zOtwaxv1ufh8rpejb-KNg*Gt&jP~iJW_Aq$iioF1!0o)3F*10})rG9kBM=)PT(&@Ff zj!3JhtEkWk%`g$Ej0)1Z_2^959eaSm;jt9BJ-J5nVxn4jE9#}k#kwmZjugi>M=2>Z z?9$u=JdO1R{{Y(d;gSH>KqI#Mfli&9>7j9M?#K_rnsCX;&rI1Z^R*?ehFXd|Qsio7mKUg_@Kj{0 zf|h`{+{9Rdmn`80w2lG#g(eu@dQ1+HUMEJHitt@LO+4|{%e~#XOJl9PwJxQ{8tVCD z*Qk{5Uqek3VjikWdb-I}!CO^3$we2Ki0W3du&IDQCg=2y0sgPd@D|iS)T0&2KbvZ= zNMnj;{V9f)^U}IUpOXBs_Vt1~y~9;h)YQ$8l6sFJo$IRweku`G?Hx3GcYE?(Z{Rl^dkQK1Y}kyv{CynPj0@;_)|y(o`RGC6u2sql2n3>TmGp+mg*{0frSW zKZuXd9eJfCR!JU*I+ZeOnt6WSp>8hC*!xo-nmdy%HcuNxQn^|=YIRmq;;LalvP&*j zNZziR77C~WvaOkr9(|~{+$EYLYbcK0M;d>hqC1ef67tL!l-IQVpkaPoO+Ma(-j>{5 zlk*o39_8phpYB@Tx}@BhJ-1ER+jFmKH!oe+S5vryC6?NGsiTdnmI{Pum72uQnL`nUGzYl(DajtS=x89_wuFfDKZS4OAeCd5WfB#_IF`>INv)$uZmcm1Nb*-5|qgRFMeKN}3NMAFFZ*Ys5r zGa*v1=pxs#VPovdZeN?mdz;&2U_S(x7BQlMPm92k5rOeA30@>tq=nOWld>yolvDgv zxppMi07)F6RNmm%x}| zjubzp86B7vDHu)_1a^C1BDVW}p^XW+pfx82ftm0z!^=LsD*C<6A?>^)iLcYh5`wr| zTa26>fCUbEQQ`W#Wl_`RVcWP4r`z<^m1Xi+-JSCOzKWrqXuNuAYM|RH-W>!4h34d{ z-E094L$F%3jQ5@aOwu*nU{>>|anz)JpdVhham^d7h_-Dccoo;-+$~R`(4nd+>8JCr zQg+8)^%lveq{!ni{Wq1KzO>S3vm3AEX4cNuK)@Kj(<7R#+fvCikf{sehCtxj%zsz5 z<=Hmqh+At|=-y`f-asqr5)4rB0I~F^UXPl0QxiZZjWpJjON~wE+gkBI#i!?vpSugD zdPj7Pyt~J0{Ah-!CKjg)24{6;^H|KBk~1UM(l#oC43fstMJ45ZX{=cCN%ocYy{QPc z4`i%x!&Tdg=8dW-6+p)tnt73v)3Eb2gneb(N?mK;rV>D}JJaMBMD$kuf}*Z%twZs*a&KMLx@)GXXy5O*7gcR}vj%JFXvEc&amOaPHB2l* zw{>N+TNRGo?VW`+C78UJ(TO_PFl7~?sA&)rfB`33fPC+?One- z#-ca?mPJV(nlM5zeJlbH{^iTF*~rpcvojKCph8I%#;*fdTCE5LiSjuIp~o+7Z+{D3 zZb~5$x~lkxOq5`1+6@U@0i4v+PadLI_lEP@)ipCwb?;$Cgvy#os4~?xn5faJ&Y2)z z+pDXXl3Rl$Y7ldCsCy*bZTu+WF(D$PQ%ckm{Q*->H7AE2j6Zob&{*A~sjqhhH1w@B z`c|3wbgQB7efV+IHL`8G@r<2nBd)DV*v!;(NXrn4aZrI|SsB|@gVn+Ox4q4`lEYZT z`Dry2;o1ibaj#3_iXR{7^)H7=KTg+(n&rCjsH z456X$RtMIs0bNdGYa)TCQ)&sONbI8#m01s}_Ts0=@c#f;+tM3Wb+|CeAX1)3hH`jg z@~`+hO!hBvI zSk|4X+;V7peq2x5PgJEx9iq7d3|jDNlR*Lo_>I*3mg?mD5`2f;Y$3M)bXd8siu_dd{QByPySEN1zLJKYA|b@jT=mrS!*F=(lCdTga>hgsv80aj zus%sF>GW3T-lc>ZKvh9C(!LoQ=xTD*;acSWT{R3lZ65Y132Fe;NAT2qDsZ*(@*Hc> zw~zS)ys(RsY*t%(W9qjIhas0tUgq5x97NUBup-mE^TSrK`6ERH3)~;a(EC{q*Ja_G z)`baQkvvT}raby8onorN7*&Z+#I)Dye5y11f0s#&hsn;!&*RZ^o9nS_=&}>NQ{d{i zCU-wY1ycl2(MOi3o+#xhscjT`m|Yv6YAh^ltzLknMYHh*1COb%Pu*JC>JufolqGwJ z?jwe2@d5VWd2~bmPj8*IzNmA%2P3)j5ge}H#nIK!&r2mk#KR)dWh8-<#PLZsr2Sv)9j4U6I`>gY zT4WE4%l%mBU1@2#Jdy2@K#^*wsyS5#gyxtB=f}@I9Dk2{Pj2KVqTG}lBP+1*m6R#EvxlOc~T$p{jcaD>@|0>49Gp7(T@Gx*la85qdZU(T5S09WVGw$yGL z9jie#$$3Glpk_QPs0?J&_ELwVmyz1}yqDPuOr1RiH9E86>nBRsf(dE>ozP3FE&#s> z*OQKUKKB;q98hT|Q&WJ`$MVlXnJq3at_{rkfj&=K{$HJXla!*$iex#R!wz<+MH~WO zx1teDpsQ50jOt}uD8H!*dmb!F_Ldu!jf*9*3Fq-s?ZPq;()mq`3N zHGY2=Z|v#wZXp_yK!9;04BwypU-IZlhXazPkjGIy6-=%d$B}AwnVC$ww!APx#h7>pYN+{3zy*he3S9Ml_iiWN}9u@xpSM2J3 zTPZa?MNp15T1P~JI+RgQS1dtR%=K!3mR8^vCfs_5yFlfDtEg|-KWEw1w8qgaWy=+= zIPpK~Jq7!lF-wuBs*1X+IV80)qg7N$m8&8_9O$wv)pVbva&A^Ye;%)EZ70&k7!^Bx z8`i%+pQlKtfzn9Ef+7{;>rXX5J{>z^VWFd-B0P>pSgF>LsU(*nDFufRBuR`ezZHKCa6LLx3{jZP%w=)Hzq5xzhBI|zG*je1iAMFJa+MX8D5(rl zMu116ZDq-~>m+}L?md;x;v?Xw(^2pbKR@UGu01MemPpGdX!2vn=hqCT{ix@_1<7 z;=Pq4=Yd~NnV_uAyp0t-JU5i0GOa<92og3>A4NX9mLP(}kFELkUb2|z00igoe`BI!Z z|JI{y2h5!23p-m`B^4zbV-7(x6m|7=xeCmD6l7D8RU=ZZLdYDVO$63;K;&x|_l0(x zp&h-Dbd$xIfbi(L6@fXT{23L`20n+WlW^O&MZ6G4Bcm-i$DmY-kLAGet}#K;;^M)k)XL^%PT#_y+`O#iG)g40BQ-tmSR3b&+Mr* z_4INGtY@0BFNP%oxvDW-)scw-iS(v(LC}x(l`~Gm9<=fw@-%re6)ve1YS#{CTgrGh zVh`jVeV4}3NPotOukidnzwLk3PL@d&wsH8#0FTOxsCpmg(pw_C$8Oh(Z|>I1uX(A< ztzzzMnnv=;DRvV`&@AByI#{CW4aw9V;l+(Z5t6=3U0>ks`Tqd3(y!9ot@W&w1LD&d zQ&0D=^$wnPy!(<&ytxYfyM>D}3dDx2wI8I^vck9t~oW`>lf14ZNL1wU_1{ZI%b zg;^25gkuN&L#zZ&kz^yOn`)Vibn-;CH8P5?5S103B6riH)ua85{{R5{YDqN6m1py% z01Nv-uh02(wm%HGjbtDnLGrKqzFj`kRnp`^nzpW*C}Czvy!FjdD^tXQ-K2IG3g8QA z=lzGaB#j<2i+;gR9RxMRf-vaGI$3~uqP zjOc;v9>lYMXrHg@zqK$4nk_P?X#Jc|`iDy+oo(ItDBNmPXNn=(zq;qgc{=bv%i!4z`;L90LkTg7g-ke=VJyDS4 z`TRuvf|bYHnsv%I+j7*^Pen+zw5CLepDgo4&JLDWnVq#Y$s7;x=h~I*kH>D$^x8+u zhx)yGEm@4TwQvdZ(huAGBd!JZ>X({Kej*B)EQ+&EDMPQ21z9T`8)+Zau16n3?V!Pl zl(m1-)xKW{{{T17qc)LaBHAdJr=3UV!%*||>BeZWbqRH*f{|d7-dN`iBdc)Y7M9;% z_Mz(bo@od*0Ch-Z;3N<=loGfhtVDb{|`Y)}dx95&O*8aZt3)c& zx364CNvPq{UGliNs_GJK)U}c%l<}06_vMx|610@lo*(DxkViAIjsz;7!YNPietGF3k=(i0WlVJ*J8@OQJh8=7 zS0yxJM*&n+&gpp7i72cCoBk|4nM4-mH&|*{AD8U;@$%_Zw$VZTw7vr$A*7$?+&^dA zUZm{(%ev|pBR=@q810phA}HfXH&u4$HEP!iGEu^n4y~? zRZvDd!XB*zi%uqyBS?v3FN~3Yr}X2GYSoOE;G_&=^ZY($mGY&2-`k#x<(fKc@iecM zc%NEh$oX~DnYkdDQ#(;nLrYOI)5B9y0>@1=yMk>yXpf#iB>w^rVM3YLsvTnBH>F$Qo=&^_` zTZW(Ye6!OBakq0;l@$K~rqB6$0C$hd?w#26^)$Pyw>DgLb40SO6&B}8>bH3GEBR)| zYiF^MZ^#3Yf5)|}wa8)&BQcczDh?)}*`68y06u!x?;Q~ajFP6k!3kRNrA|Me`8oiy zzsz&3F_jE)xhjeAbTP*|O+`r+bJYrj233k8e9|mrtcA${{{T{Nb=JEL+|j$dfkRXA zM^8T^!>ZkGRwz}bQuVKSZ2(isyfea;^7QC8&3`z5kNAx3em5hwH|}Cp5VGbLk{W6X zsu<*t?Y#ADt`VL#Qxt2hi2Xy^kmTLbh>G7#tC}!q>+9yr$L#4R?+GWg6Wf#{$~v$d zPY&8~t#icr^bTb|oR?3ve6>3pWz$v3P_udF+}nb)2aU!_19)lPTIxDyl2I#_L@^^= z{XUEVgYtFU608zN?hR+G@>tyA+Mt9Q9;C#cz#_Y z@?Xw#Gg{TzouRZgc5Z@)8bjo0GdqWN)6J1@97#KANQ*2&LaYG<6gJiEG3D7|xLXOl zJ7xfrki=k-P*7AKv~lzzrxupmz5d?=z>*e_wG>7WkPBj^nJbPTJmhukPt4!uG1{=E z;_7aI{xh`mw9&vdx;K{GtrJf2 zV|(9Z$u1g5)-ts9R8(XX?CqOT=e9; zd3VTUksHw^uL1Q>Nj7=s5iY%m1WCp9lrGGR8d6VXKeLtZCGT|p=9#u z0J9=}J*L0r2(ADyBy{qqQb!;5pE}Ta4Dsnk-(j~}$kN+N#wX&BDxy}D#)L!mk26k< zh6DL{?A^PC!{T?nUvqAZ{S9?z`@<&M z!x5zbVz*B%-b8WU>Mj`qzK&?n=5XtgqtU`cbQlC2XDQ&;yKk(r* zJ9KU?$K2cR7e!AD5pB)ax+Pi(qne+`EgE7e1tTOvNj#DXeNspRN?yQ(cU4ZSv>2mQza@q>GBll+tPeQ_~F!9EED3k zrq{wyVJhayVC!I`#NzUXS!oS4iCtAo0G3$d52N=>+%mcK`hazBuBReM0<@yP0v#(_ z`Ka?B&c2-=J=WtiERjspB>-gv+ek!{n1% z2V`;L)&9US_CYMt1FqWP)K|}d%T&`*NRTTDVN(>Yl|ncE&!*?<7z1t#4Ftls3e+dph^2UH9(nwaN|HlsW}=M4 zIpa*9FNA-W?deR^I4LE1iRq);Rn<_oh8g&kcgG(n2wzc&nX@3BC z!l3yE`#k>u;=i9)isIfCWw-`ZP6JMX#Nwzy0G=m}dLMSCQ)5YltD%p0?d-04l9HeJ zmO-m=4-IO{bp6CpV~Rqtl@H@FrLGE($@YlChHnXhdU_QeUYvZoO1D$M!RD+{xirfj z9zwimNb|1`mr^#6#-y!77DkqLncKv(MU0*njHxj^S$We@zMx8(E&fg3heNa%!arLz!{-3Q|Nz^T;)IFzLo9fX38f&Gs zt#jv(@Mo$umw@HvDC5W@vX96zFZe6#^K``F_SG#+lF)7XJ-*Ucl= z)RwBHlF|o}+|Ce^<-Ml5ySfWjD<-}qC^;NI)lVvQb7HQ(G@(fx6}z$N!|dt%A=mhg z*I7lKqmrVZIRr)tV5&7$RMeg+0i>P>t0AOy*8VqOuNt<1z+2mkBtkG`A)C`k9DaO0 z+J7_EMUqPT7BNA@E+g~e2bcJIFUjz`1zDZTX7f2t-Flko*@7O{-Xk28>BE$Y_I2b;fhw>k8I=jmvl}3)z5TJlo-T=gW-Qz6B z=1Dy^;yxW^Hs*gfSG7B%wJ~*B+JNni-1*tJy&ff6nO)Ni+l8v7h%4%rHCNE2>2xV^ z?M!zz?gVM6Q$A(s_G?=HTtAmiv`|lL7K?bw$6TTaiwf7f!zdflw5=&a=hMD3qW66i zQe!v1d#iW75s1JtdFo7-BP%k&P_sbtjD1)T%ufVHh^)uZEJzhu> zlP!tWBe^jZ2-hgOxc4Ai+Qy1a!T~~im71V@uruXB&=O>}lKqw)S1if^MU4@)P}DUl zI1V{JW|`=^VX#fw_>RThc>3BLr0X;fEq)1B2F=D}ikhF#OAn!{B8AJ&0b`_wZa@If zYuztyBJg9FvPD{Iq;;-M6~1SWpB|81UhKzo8&%b(gd@ROD&sUXlGMdnouYYQqLtvZmXM$-7>3ro9V1??yl~zU z?)A!r$^QUMq<&xE$3dHjwO-9}XD+Bv)E6YteoEP;e7$k@tM)}!*T84@TvTvw8fv`U z%U_bpwN*w>A38+(q!QHBG`jpsbOLSk*J3@Qmfvu<@a@(RtK4c>*CxJL<6rf0Q!eXi ze6hl=g=4K16H9089koBV?dTZqd=Bo(?(8NvYC~O723{DcX|go1L-zRj8gy!z^3^#9 z6!AqGFl8u(oSPOrpLCv6cQ=7WsPksUeLHi*^8Ww_ODzIe+6#hHL+Yqzqx`5TSE;RX zG>*5vUwwVHdtueqNn3@<QCv z24i9E*{H|G|M@e%uwDfahX(xuK7ZT#(Wu~I4s5cQwtM`ewteXoC zBW?EUblx|aZf*>6ImKz+=Uqq4{{WNB^s8;Q+bmSQqR1A4f<*P4r;=;*P!Z~Av)+_3HBZxfgWHt_jepcU4$Jf~mn{4*vmt{f5pNIDPbRx6et)!3i zfua8ZIr228_z&{xGW`Sg}o zvbkn<3|v!>YM=T0A1^<*rfLnDL}#g=B|LkQZ#+{7Yb#@@h`}v4?n77}#3+n6hd-{H!=?F((4q!}VQ!P(Zj<+SGYax<37BBRphx%`~i0D0= zes3&x2VQSOQ}%zKrVIyd?YfzoD7SuEmZhY2tjW|ZB#9ibsHqXO5iHP)wd@-I z0H_-dF196UVkK)|Dg~#`wCJ|v%V{u@b=6PlFnVysKx}!_%k$~?cYJ}G4HL_{zlmd( zFTSP8!;WI!N2C&ztBH|rN@@kHppW&vskXBQKMF#+JvfhFm!5iF^1ZE>i2-WKjJKhu z@~>K2{{S=Y?x^ox<*v)pS5IFYEYw0sQI?Fg1pZfXHNV{}AVyGlI)A`>mVLe3rbQxS`cbV!7aHk2?JNC;tE*wzln?uuWAa zFD+VV=o+G-qoB!68Uh!`QBnd46i3RbWU)6Nqfz#|+-=WlJiFkT5Eps@sVj=q0aB*8 zCp;*4&~#nPI~MV{T`cxN(FYk6>8IFy$n@jYzV5!<>}*CJmlq8cL%_6@5L0AQD%q+Y zT4-a6NYav_ysZ8Z<~5nm0I|RJv5GB&WWBgqE-ls)3H}3$A3A8Kmk%*a@SLIEW7(nb zrn~XoaLXkUnIgLU#eBdO=?#1mj&@j# zLgb!o6c7l%yTR?A*&LC(sD{YuC5oy72BH8h;evGlDZr9xT6Dx5%XKBri?{J11oj9t zrv@FIL817+Jeu^8{{Uvwv3yjNTemXw`N>mMlo|LlxXh|0Snw+$T8PAAH-8s4 z^<3PaW~=SC*&mHA*%+DQ>0)qQzn8*Iob@4Yb%IcoLf72WojrNIZsnd6u4xQB_^-5(;I@3 zx-;F7NoyZuv27OjZr1Qc^ov|HL>hrpS`(z|@+9!|t$KO6v+3Qo+v)p%3kXAaIVAbj zwPL(JUY%1P%AV-#UCF)ccE4fb^LQ$(C2W|=x=g}NS5J+2iYrGP(zmEI$)LJ=NdU&= zS-sBOlgRcPWG8U7VA3$a)!uZL2DtJBpGt9GE`t2gziv=lt-R_qF{+(D8nCAlt4f1W zir31Z;95tWcQT@PD!`!R%WkuqsG-{CP_z)5S<|F zK05#kjbbUf*m7A{+y@EWv= zADHr|pd0pI^IiBszcSKAxi`M{+SN323RtP~8y7D%T(B68O!+BmFt0T{lbB_2j()k6eu(o@W$GzU!HN7N7G+t_`1e|@*8 zxV0+uCps3CG{S1B#drf>D%Yp(xvOrz{>~GMek0-^UgJ+n_SxK?cU*3TiM(cYLTYiT^J_3 zBc=#HopW4trao)i8GIXfwGJAccvpo90*1KboPKk<=jF%8F3gUyeVN-^A0bn^v9h7qo#V{d4;9k%mjaCa+aw_K6p6BuE`8mZ^xIx&Zsc2{9- z1NbaL{CNW0975UPnlO@b@x1KW^o4|g+5 z6TFFB5OpErU0-MTdhp-u85TQl55zwp2NT4Frw%5RK4zl5M%lk3I*W4cT&C`>%0q(N zn96^+i!q+4Ak9xr88vnI+IdUMR}gZs=n1amSx+onZJjO|Y~<5y>PQOO0W|>B3XpOB z9-14?wUr%aO1*FnpE^>al=c0U>asW2^E~*wosTouy%N!3NFQ3|lh1Cl++P^GjMP{hoUkRQWRN>@4U{gv_+t~xBghG}kpcuGND>NbL+nf1;%AG4!_ z{Jnk{ZO-@Id&@Q3yR)(rY3F4{%T_NnD5nvS@iJS?OO!g6 zMhfox-P?q+fg^|}qRgnEnx4_9f~0XL2BLzrs*^2}EuD1U%W9W$l0ek#R0RjiR~pik zI3GIGYObTgY!0=-;x?Yg+tmAeAB?4XNrgzu&5_AuDEs(FTk={zFM>4r>C9Xif zvPdo9OI3yi?H*OFGyMMEji6#Ocn1s{6+3MNk zk;}J%Oo>dAxz@F_Y7EBOf6eLw+ylq86U946TCP7Y<>mgY^!2~ft`T$}A*b!H%lQoD=H$9Spo)Hk-$^HE%d+p4`uq2HSn3x)9~>5 z@bl@=liVVY2p&I$dV7azZd`=4ljEcY1(q`NS2aai$rhzqqqG2}R?=qx`3(S365IN&?6E{6FC}=sSy}GcF;eO~X$#Qmj!_rA>QQNl>t_ zkZM}u0)?=%eR#F__G=$8+eSZ6SLT$b?dZMs2n1j6vYZN2&yU0W{{YF;wMR!}=+Vti zN=<1i%Su3}ngFGguo1^+EWeTn{{VQgY;!a&XjO6fb$GUbB0d`i)yLwmpRPZbTusNwD~bV>htL} zFHg2keHiSO;kkL4q?S5X5vVH_k;*G_Ku`g>{=Uo~m_$k5y~l-qE33@(w`UB^$^oFEECd-x`!<#O+;o@cBi+E*HZ}zWDFTYT;J(o?7eq|XUA#s$X_h~ z07v~^y(YZc4YzuoQLmDZUMKA7F`esN{dug4yklr;X_`2fAo)d!rSk>T3c)e*0^f@s zZ+nnAGX3{zi%*Dt5rOvShx)izqV%wq*!@McnuFJ{ucd#~It?;gUwdF`Uap%DkR?US zN0nxH^`KU1DTLlv^p-sSka-sRI|b}Atu+e$lpepsryt?z+lx!LMTrzL`hvgeJvL7s zcv99?R~p#yqs9VBk7<0fdP*#1oH1g=om?Amc=l;&b!4qb-F#2zHhlj8qo;>RE^Rjm zoJS-ix04ND=l=j>r>5OenCX7&B{NAu8CrTQo<2iSR+C0jSEz>~l12d1$QOko{{T{L z?fCDUu86{+^BStZFNA-Fy&^~&Cs4>vzeS)*eqMc2=gFVt&(}G=`=a@4))YA1t=N=> zrptBo_=*U++i};+9JE#Y%BKrSc6lv#D0Qm*GNX|o1A^wDs5qqo0FhDx1r0MvpJ;Sms2LWSU3x-9iP_?d+F+iaoPyH@YK$(CPRB z*0lU3eSg$?4Q!&{dfpb@q6G)=xl>H=8fo*T2j|10Yq-CdRW27N7DsjMoDOWf??`GS z+SFUGAp~^{h|NzNUMiUU@`YDwdC%>rZC2ocHjCbJ+!(dFLd%dODv{GAfM>3p4>ApC z2U51#LHavC6W3LmFqe;QVSJ%w+GvI!H?9H=T4R+@0=(DMp6*X0{Rzr}d zrdq^>V_Ji*R+C7D{GKq*psI_1PffXVCg#nyEK#~eN(h_G<&APE4Mt8+4ukt$rp<9_ z;>CX*n+ye!as^M8l{w?($M%nS@1CC2Wx0ZZ2Ge4Gd6{%ZZb8#d6=Mr4b^yHk?tV+Ha- zBCZLc{{R6Lttu1d{(SXiHs{7lI`3wzaZ|u(=%lNKB(2LdD)LIR>D#)uOaG-L) z4MO34svD0mT%a){A_|}43CAb2>8SpE51&M_NwhVgYjdyHOk_POKpGI_;<;)8TpCxY zRNpUpV=ucgxeTXSV>0+!B&TsrnXa#*`$%h-!;{C>@ac4S_fT0B*%nP~auxusgMtc@^`JH3is#hmZEui&8L|}= zI2>Nz+!#zV!mT52DJmZ!K{*SdCCgGxS`14ogG{bkMp3{F2=-4s>Oe)rQo5sgmZ0?Q z&+X5j+fAg~mE=b5;y9jypf6{xs(_KLag)R6)28*yVli2~l`hTQ*iE&Xs>A)}BENOj zX15N~lAvYjYM!cJ;qym0YN&+N-?=#PJFJE>y6&3#IG_cRPWD=ZPtiH1NT{j%c=T(_ z`<~gjm5%P&rj1+mJS`q58e2$Th|mxZ!;lE5#TRe5I@$7-6t$bT0XALgXshb-v+k6^ zMMXMBm9gVtlkT-l?)FE8<<+4yok84tBDwJdUr%==YAOzmKpNJ+4SddX(%T;dAe!1D z7KA9#tPpAmVN7Fzr^S)LbvtuzTpkiEl?5ku?K&zw*utgiDKOLZ*+Sr9317U3#fTf~On#u2+$NCipr&Yl=G^8WxYOQ5*3xNv2QSA|V#SfI^u zQ=G5xu%lznoh9n<)U)R2+?%_%W!xKK)I*Sq9k3~L3e6Tcq*K*bQ5BvYOr$mBDxuh4 z@$Hqgy;kvIkxEx9r3#N)fGR7W^K|F$?TzghZnlM%WvL7%W#ZMMgMP zEc<_a7@*5P@j96|7Cxp3;F3sC%R@m+s5FTRAKjK8Ukdt7{i#-c6m`>IFjOo0(J{bM zzqIw~_Zuslm0PHh+A*YPHGj3(R)n4a;*|oOAa@4f>ustIoAWIgr>Hd9DhiB4)n=;y0E)Mc6G@cGz-$>KHiX4sjjQl^Nfw)? z`dL}#Bvb`uCxIjyaG>CR-i+qGxY}cn_i&Ckj;hNj3N({ig<-()YUGM~bd;_6wehx_ z6;X%WlW$s>;MCFXAL8_llA@k^lxb+{)}*|%DFOtIg8{2Xpx;tsVYXe#TV;l3LOuck zBDEw}ReY<)od#y!t9~YlZ5D4eiFBc&@mhA)gzBb6PDc)r+lS|eNkg~tIjns77LKyI zI_i3*%v9qm|MYi2GPXehCng-)g*_)S_0dQ^Gz z39;RNwqgXMQ6T7GwH$JE)eS~{DZm10({9}UYg^j^lclBp5wmEZ%Slle+wM6AZbVp0 zv@=pW$fEHks}Y@X zcwh?DP=&9M^!)gAB*py6u?G&n-fuNEHb%8489ExOyj68br=298DC-Pjq7;K!b(4Tg z9cAN@P^fLH{egl7`mF?DF-8^gqJqC?b!tA|k?ptJb=~PPLKH@(x|w7Gpn*_MgIZ)% z@WmKcqcOBTZ1ukH$L<&JnwMv*Stxk4dGC?hp4tq@W>j#X$EhCe?(i)YEd=25pYwFKif)&p_n zsc2|1`?{KsV@@%-qf@53u4>#hd{ad%MmK-dfu53K)Z6<(j3dT4k$Rn&kAQ*niAhwy81j;NF|I-gVCO%{%ae`cNl%&l8-k9baBwFY^{l*%)vTSEaIw%FNqK< z5Udm$gt&yMI=iN)O6{AM{Xif>J(@p}l2Y}8xSb5KDig5Okq;VhgIMjL4rnK`T z{JH5Pl=;EF^Vt@|9oLqtcuG`alN(=Fv6_g|IHaB8j#40G38F?a_|1qqTc2v1kheJO zQsQYONNQ`WkwKaec)f9o5*9JrnVXB8M2jmdh*oJK@@2MxH2nv!C@kK9^7gR%CEHKM7fP+4ByOSQS(X2x^iF;yPC}&zZr;K+gU7YrZovPIB2g+zi#R z(HU|T6sDS}7~_UFb5_1emn~wxkzk}+%fguLKGyB+apMp1vZcF2>IdQipwVzC#PJ!( z&YM3&c87j21xHn)lF+o)}Zq>=&C)+?#+}H`*ZM8DUWUUuOlG1>h>yAZ?@dvbkI5kKs(woj|Ns!Ne z%9jo(43I7TGh|6XBBjqPq^^Rz+ zHVjo3BM+DDxbj%)h{TiD=JJ&14N*lTPF6LhZ#JSBo(1F$J>JEAGFx0)q{yU@LoynX zQYZthFfvA?o*fLWVV`7(i(CHy0%CXwnbe9_qzS;SNdN@_KnASMMB|?S0EGGcwSyOu z$?XrC-9fuIj4aXNcK&Z_Z=H*`at3lf?H_XF>hfP|*D?s2Y6*2*k0R?Q+1lK4!2%&? zq*PS2isqib*)2^oKvWV1Na(sx3hCB6+t8{5R6}fIVrXbHIP;(l0bEw(jcQb(uQXp-e_PgL7^i?ouVISSulu|Uy*io+TmOI2D|HTxnOAP`kA7y*xN(2WfE=9xuLJ2`^hqSEwP8GmmO1? zsFFgj_x^JM03l18#P_@1#pIHt4WqLz)|LL3pZPjruB|*~iD~7-hswX|9Uv(C z2MJT1ugv5y*sAz-!ZCBg^HEmNtaQE#xZJ^iDzgoIpRe`&nSBk*L-g8wIv-EZ{Jl3O z;>ex~wzK6x5Bk4n`Dp1`*;wZLwyJuFVVdRvLpln`WY$&&21VmTxGkrXf3NjR^ll=i zty*~T{hpcm^>K4;D+twex%E;0t^=+g-~4QXI>{xe$(7TpJc3kQvo3{>W~u?-Pt-H> zaus;DwuPO%^1qU3SA3ml_*m6wln977Eqs1&s1XIAZ z0+ocmHF~lFur5IQpRcy#iHlK~0p=S|Z_gR)cQ=s`7F9Zzi5i-}v#86xWS*KqQ;v?3 zvX)qNWND?6OPMCWl6F81`5K%7Z_UTG5*T#pwwqWu(g*oJ)#uV7FiEK`MymF|`lVZ78uh?$0*k)8gABb3!+ljKc2>;9@9 zwQq15FVc1FuW0$!mHz-&pHsGPVlMm6&5zo2S&hqGD#HxN8kIST4RhGX6ID~9z>>MT zMhuF?U3E9t+8NM5-Yj8SrkZFe!^)qwp0w!3-qz}CVA>gYp3y-{pW^bTLqs1RzCmuB zUOt(2t~+4=01>XNprFa`UCn~Utd)>8;*IfeRMgb^l^CKtXvEkp#l5{0j41Me3lafx zig8-}L?7^e-jN-(Wtf|$B~$~UYSj%;KeGm>&lMnKif5@fPvzy@o0gI~-ObyWO_MW> zgh@UR2s3r{az|UGMvTJ<)r!W%7FSZXBp-KO!QK%vQAwx@SwSUuifKP@r9Ap}O`m9r zaIEa%Xjv6|R1xOYTxTUsYIu4WUAyoHZsBODs&^l6ZV9U~n2LI8nX4tl#|lCjWRkFB zDSR=&qd_s2b_3PP9-npn<8vbedosi^RVuDUeCbU6xUbueopjk!Vf0p#%4%q8Lj8b{ z)%lO-=hN2W{$ITlyW*~FcV+JUR*D=ck0V2##%HpSJYkn9lG0+7%TFjMQUPU+?tMzu z4$pnE-KY+A7oz4RBk(IT4~m>yfu<>1 zbz42Z{I|YPZOp>qwjB=N?p>o!eAJuI8JodvE!j~mEmd|XR?)o^#-(Gc6=o)I6H#Mt zW&xEY5lot7{{VgIU`G>>FahIJ$A?<8v`9&U6aFkJL+VlwAB37z>hc-$`Sg-(9Yrlj zqQubF#gRzTW{#E$*{I$)W>h+I0i=OR`nV2$ztZ3&p5d+TDR4nwEnEQO_kqfO&7!>)M(~t80eJv>Z!y~#Ht@BlxJXsYs6*veN_?a!C2&k#ZT~xW%sA+Hk z-~c_RyWAm`G`WvST5wBfE0>s%bZEDT+sqN{F-n0B+A5O&pRss=fFjexL#wuWsI1B(_ye zKmx=!h`xq48B^s^nq$|ai|xwh@FWIBSR*BbVf3qTG-&BY6#&zLIW_3wQ2h76SLLcI zb9*BtPg-NAK|EW+EX6K}=TQ}X6=i)YxkuKbN`I<3u++CCGkIlsJB`NVGe|2!WRU02 zELiXa(!75m*5STB0JXJHspb_zajpnZ2l?sio`l`8^9O8G$TOLW{H-J~mSH^&VoLP% zt_wfi(87qbr;0$rCmMmd79nkGX50`NqGlBo2U*~17!XcD1k@9n(}z`Qt!^VWS5d7q z@e1eUMnS;H@*aH-I}f_L%DHm2i=D&Emd>IIeD2wbo`}}T5*NjsrrE5tW?1zBgLh6ow{G66nWp)?fo5N&qFEqphh#nZt_Q6b6y07@(K#c5J_o~P&bmiEg- zlgwdgaoI(#!i+v%mY+3Glt|`Uh|NCW!B^16XN7z&1dz=N5Lbbul1^gU@1?aj5JqMS zzo=s?AQ`A&R;57{ITabMD@G0dq!I`wa~US6k}JeA4hd>25NnWVO(~p}FHCIQHhy_` zHGMKv)Ww0P+PUmCJxw8uWij!|4Q)+rI*9zT&Ez1}NBY18fFPe|9KUB}I?H=^7@9Of zg*6~;L}>)85KkY8LCtGY4@F$TyGyp(Exn_7a!A3vMg-wnvGN$#klQUaPQs+Ye{lDeE?TaiDV*E1vH25kZYLfzsH&usTw&#D5!IEh7|04)cBt7F z8KaNHw+isfAL;msU0xHT0<7y=YM>)Y2CJrppS(nn$8+NVla^T{BUgsxP{^PiK@BUU z)Mlf&ns<-fPfM7p7<>gTDw>{bWj=O;D^8SIxEEDjMI}}>r1DU{qT)BvD{*j28vu&e zbUSUtg4Q7thL2Ft1fxqk0)&FAT~s=Fig_N5?ksLD?W0Snnp`t7=-OETQF)`MyW4w;^(o2mKb;}lE`Fif5EoW;3dk$K0Fp2OQ;j_Q@F^X4W-=O@I+2Nz znmU(-UbNTGJ#2DQCX;Hqwba_KsMoO?Y@?g|q1+NF72=5yV!g~rrAIH) zcp!d#`tNqV+*}D*=>!571cCMpRC)30_B$P|oDFhRoD!<}TKWYfek|mV%cV6g{>0H_ zYw1m9KPN(IqF6EwQ8aZ?)UgJl3WzCN}d>vL7=HX59gfzRpZmvHg~2lk8yxWP=4Ce3_#9tU(1I{ypG`8 zqN0(gg$ts_>>39W&I+Fwfz^klm97f&^&ekl*ArRCL`^&^QX0N^IR5}YmmZC+V7u_7 z`iEjk{JlvOK7W_kI!wd6X|q$+$go1ODF#+WRFV;-p$zVBZS?1#Xyho&SQQoi75@NH z^XSGqZvrtAIn<+pKcCt2>xJ4_SYxJ!SP?vu$0W$E{sFFCC;T`z`i?#8^kf=nO+H;} zNme%#OlZS_`+CE-_YT^qsHj}GjtYp-6I>Qi9MY=V4PvY@8b!gl=a29P?AE~mG0^6N ziTRuoK7T%$yPoY+{8-@9p!#|6q4cL8K9hN^!GV@WLgJyd#}!Q}RU&)JBwrlSjvC&f z`oGt;{j#Ko1s0rW{+w&ZpX&4LPb#chz^VTLSNgoV4|A1N6iqH}lBT7I)QGu>1#46` zfU>JgRC&{LcD4S4>1(_#XPfkq1Nqep3VvTd^=GE0yM& zBdo8EtmUX>s+yWvA*75}(+T2?ntwOmQWjl9n;}*_AFavu^m}#WV@H6=Pg<=!_|wn* zj*uO~*<)y9HR0UKtxwzQ!}fH7%x@ans*KenS)J90X&(}elck`i%Tw1>OTytIJ6(QAla!qm}^t+>a|$juX}X9?l`RnN=1LLC6%X zKbQG>D!F(hiRLS+oDE0^*1AYP?Db#!!y$#-6*%*__Fn6z?H$LsswA$=>|8GJuEuUG z%{)ybR@PNk&@H5@k3)H~6Gpcmt%CqW8*|)Pv3s>p2NqITXXi!5eMj=oMagY-y8#`t zfuJ7W5p>d|_M?z^Zb%7|$x>ht^CGrDpcim1`mOFUB5ZW*hD zfmTYHyb2LgAlf6c1+xo(D?(OfSmAHNr9ks1wG<4TpPyGng5Kmcf|$zie~XCn)yL42 zTI7;yYP8t69h4h~zRnQ<`UxW*tTEVejSF74~l1!roAmESijQa4UIz;zqkqF*E zw92hBTG#wJuRzu#YxFNu6ctY33Fcw?!J-on~i@2BcL-rnA5jS8dJg%wtwzJ6!d)1xOH++ycvw7ul;%BJc)zp6NmX?h z3+BnCRIlg9BR;(s8>yZ^ma1reRjv=05A`0RRP`R)&CyfVY>mn>nG8H(YSSr^sNV3_ z%~K+exsxMJDV_qML5WnjOPwO)*?jG9J;Ea>Qnk}VrF~6Bf7SMMs<&DgK_end#8ZVa zz-gd0&NKFO6y>lzjn?@&KfRe1hYOinN}P6o51X0r?k8j6#1WG4%xl^}Wo2m809M7m zzT4bY&APlytCL+{4sZoeoqxklk}vK}vAfZlKr`80MAVb3x`29Q;Mb%MPqb4XR}}TR zil(Fc#E&Xm$y(A#rB<2RKu)jLRh-|_N#Gm%Pi$op6oF9u%}YHNd?uBkrXWf zDMA!+HRJYv-<~?*lmnV_vnJbE|VA8+^=f$Smj+ zAn+uCP%=Rvk3Noe%lI?j@?|P0vXr|6VhV{VDqei;O=j(@Y6t)9O01y++B#OSR zYE%#y1!L^7_C8+Qq17+fO3V(85!j+sSG3YsWi=yK38r+=j+t%#?(LF0WPvo-;(L;F zkZIVoBOuc?$?_fKzn2fjo$H1;T>gLLLd#7e(alL&*;xIxT_s{jvb@wa`07eexzY(} z+6fva1JX5G%0G8i$Wf=16;ngLu46Vp!Hf?h7+q6b8+f97+a3|%^A7A{3J{xZwpZA9)*ncc>^%VJRReV%*e<99$89hb=B)Li`vUC~T zeRMT+{$xj}pso`@_R#UNdVQX4dnYd&S8KT#Aq7IkHMFdFf=G3)22bJ#AcLNphnQ}8 ze)2iC_#$}}5)6rQH0u;PbxJ9MXv;&<)a~uzv;HdVENuJxw|j>_grT6Tml3vh9?Hh! zt40?P@If6eDxaz`c)DtT0?M{YSQ>^QV_q10)!g>BmhnMly4M2>L2= zYJsXnO$`r3+lKQ6#nWD1+Uj;SEbh`XG2&UYhhf5sPAEXAG!S3pkHw5m)R%hpUvurO zW-oB#D67WQ-dm4z;d==RN+hOQoF-Q`?<9~Z5ww()sDOqA&B*siY<9`Z-QQdbwvl_I zV{p@!tu+@C#}iR_9Yj+EYUwWb%)4&S8m#g~2w#PWgvUx$(M)BAc+}FMo*fjP(*A8f z${VO@PIkX~ZH?`k`!Xo@-pc8X*||4twDpQH_0azS63fuVjVj{8NM@}-+%WQ7H?uiy zHY;~Ux7(g_{38~V21803$n(nq3;}8|ARjSMKnrm9i0h#cmB-ZH7fHk*;7#N-HV&g*BUtt*tseZ2*BsRD{| zo;_=S-`~vJ=U>d-tUBYNavOW&S4OQRRV@qVH)bJnxx8#>i3rB$adIwZdZscw;ntd( z1Et5E&4ZWS!)>%i2IF?F20Sz_fEu1MFdwi1oF2DhvU4XlPP6VVZ0%U&3WqD2_Xb`( z0l`}N(w!B3htPX#Zd7Emd(x(>efAu+?Oj>Fs2eQY306E<+nuH6o!zR_^!?*Cbc@7 zfl^I##*{vyds4%=Oi49%K8ra!Wh!ZCws!v8n2D%V_^PrsbHhO_g)|{iAcC1+$iS2a zMzS^BBO$()Vi@rZY5>oYl7H3q)a^EXcd|T<0bbwjH9M^a0;vL;xX_R(OrEgkw(fpB zcG#j*gvnB85vb{@H$;_m^23CssPI)&&5)_c(^XYeXb8|%q?gneTCw_Bx2I)Bv!ot@ zLa)mjjd8~x;5{m{w%Zc$SVtIWg=>}xP^E#5LNKL%AZx^t>(JqX?7U?b*n??hG8MHR zM})+b)W2}hWD=4=MO9x}Tp603qZ(ROlT#K@eN26$`bp}6CEly&@ zO@X7Y0&1w{8rA0$X0XwJv2(k&Opa2!Jx?CypA(43SL}Fqwi7Fejq?>xtr9c%g*HQ9`RBYJANp#D@fZ(@?-Pl|&mqa+>YCjP*83w1JpJM+2bT<3$D$V}@ zPLR^%YO)nEW@_qU%FkCzj)+Do>mtNR>}6J87!3**xE5o7WzBGHgWKBvnkj8sNCeio zqLO`lx-Y!7wzaf{EtJKiVN^RXB-N=Eg z8oX_8MoFkDGLVRBzl-B?C6*>xnOY0R;nWdi9-*siUB+OLZP;llRhvrzr%`M$SVCzL#!>$O2E*Kow`_ZjvGH0((@K*hWqn0XfKVEOGf&&m6kF=f zmhjyqXq9~+Q8VeJ5>9F7=U+aoANhAdjqQAv;LX&y%3}Mbko2tVv?Pb71Dok@~wb8ksnia*l&{FEQ{W2R&mMp{bXxB6xKq>S@}f$EQr`9Jkb6fItPB{{Z32FmlD3m^Kbc*Lc=II=xS*+}gJc6$e$wg1+`+860vzy;;WGh|v z#^tO?fFdf%r%Hy!`n2^a|yBPPZYETzr`?wU%kjAtsh#Q9VRy7^(kXIWn|-$s*)_5K{G6CQ&5z~ zx<+L{z*W4_mLQve$^ft*k9wZo-b4m9V4uQTpK0lBox#!!nn^q+!ME^x@fKRFE{yL+kM#w*~V(p^`);ynxc9kNT_gujb(_`!s<|R%dETxnPkh z>L!v!sd%RoOm9%+p-D89(Z@ITQZ3ZBn1TBOQlD))VolCjPNLwL_@HH|ugDHG{P9kb zISBE!^$|jwih<^Lkk0jb;4y`${h3msR02{mBUUVVzZN6f;1bjZm0mje(_Mes{Hy%> zv^OGQRaRwQGy~7&tIn0{J~EPO7e;LUFE39b)kzZ7RLu;~#WJ*@sS+~)mf$z4 z3$f$#$RD3&<{(W~3o-sKAK>ZBsZcC&O8SVe!nyMN{{Z5TSgLmY1oK8RRgycJl4h-^ zubQq@(NC@3Xb+i~7GU0nC-Lo6az2mYKj}h`<)`-3k4*rRL82WXXVd%#Jtu#-J8SQ} zzsENAyJ`E644z#-Yoq=Hec$=pbFWU1_MKdNUE)jOQ%*f|PCw~=et+lbnoFa?)IVc- z*V3Qtb^q5gosaypIzPLz+k&q>NhNh|>CIQ>D)Y1(LlcJ2;p?TUGEYs2$id>4T6R{F zHcHVUke?)s?m_pG`7ZqBbH7oM;6de&aE^P(At~QoAi8b(8cGmz3 zsA^Lgl;Wd?Iw`yV0ON1UFN~B~ti~6m^SkPR&x)l@@z;H)N1e=7TOPIfD$0$MxJ?Cm zQ^P8l;}OR@xn&C-n(TFD9@)J@vR>Z95TPa^5md%Bp^H-zNv&BHgdF+w)#kx;)5CGM z%N@j#mi-cdP&IO0&xgQdYOew^NM5?D`JHxF$r$VwGqAB3ypArGGhej#K02j$1tm1{ zEb_%$f!t_(ZcN5UK1H!2`b~$u+V@1)e^&12BAw+%zhT3rYb0U4DK6% zw7QmU(g`f*H0_{|Bx0H=Q9)dfUODL0#mG`~6>_K*+MriS?vJp->Q>W%CY3tRtee!#&X$zystMLMqG&;X% z#&AAfbT#-dkY68nRzeDTP1Coh&Iy`%lA}B*w0Pq3cx3yxQj##YgoZ3n(%^d!-CG-0 zFizsU4G05`J#qeDpGL8B1j}vW=|r~jVk=CMUxUrCe&3%%B{uBp>|?``sD_9}=qn7B z)sj6VbnHP&m!1N}f`SyfHzbdBHgd1&svPFt+|p#3zYe=ruA^#1@aN*`S4v4ls}z%Zu_oOK$ei*7?p zE=%k(0VQzo!$*;*c$%sP@TPhM(jE zq}LLN&(p%CqV!;*o_Z`ym)qoyLE;t*pF%i)M1QM~uU2&tX_{e54}%9J ze%v4Mbo*bra(L_$Ha84%*=joqdRn~9qK>50)M`}|(yXkg0AX;9O}M||U8RFb6oq6! zqMQ*){{W4D#eBLexVQ~?uPT)d#+sDiXBe;T$3fLccXhrBK>LR|wJ>>5V2-XFj!vGI zXzD7Y6yYOmq^YfZq{bPv+>3p9_d&JD5UDh8nO|IRJv!Id7lXrK;YR?qrZd1P^3P7u z_7=j9sq%DN+h|uz{yK)EqukU}EOh47?@=T)^Nl7aHezf&r4c-m8)Q<>IMAu5?LAO# z7I$bP)V;XZpo3rZ+H+cT6K>Ax>G&!otIzj_4-XV=3GmYHEEEqsZn4gZE<$RFXYvpT zjZhNGN7v{LEcWjJ{JtT4IUCEwXLYCo_FBSqq0IfJ_0CD}j1lxnR<#?_V3$LVNknp%jAj~gq-7&CEy&$X{}1pffy@H}XOqe`K! zDo#oH8lRCqT_CaAZqNe+a$GdI)URF@{2|6g2+cmvE`mMD^WKXIkW7D5)b3vS&Sa#L z3U=!amAv=HDk;`)RW@#?_Si6a~j?I>sRZ2_Q&&NML(!PSLzVVgog+%6K{CRL1789Q-MO;7_;2b}@_Sw*=+xY^2! zwW7-tfPb}AAez)3#3Mgp81gmfy3%F;0GgL+*3Atr8?g4(Q$W>}^6ov?u=Z{?k)usg zkGGD#cZji2@1_Yae;%XFjti ziJ6=e=m=6cSIiHe4uGAy@9ud%>mm;KArHSKHO62S>m7RuiX-~QvxK6mUCtF3kl zi!B^)EK_oiAdmFffFSyYTTdfxd!v_^z>+vXtFspitP(N{0aN}CAdZ6j^iQ(cM7K8A z0^_=&B4&z4uL(8KhCnI+&Z>{Fx8y!UQr6@uGSyk!tzKInJXCPw7OLhb)}d)(Au0$i zJsR6Z>>LZ5@G~5%1+AjRV-f&z36CD9Ij868&{KBa_phY-Kc~|UO;72X@%aHtk`JzE zJkx948}oi=+4eq1F2YWh+)E^0NC*lulaD&ojAuVO>^t%PtE)agQsXJNKG4|xnYyXQ9;ZFK`y*~t zZX}_oGqpul7ZHxkEP|Rjq^Xlh*XU4|cKl;i<4L&P%Q*c7n5n7IRdkIZK&1u%sh}kB z@&Z}q#@)Ynqueo$Ko~4gww7wwxyYufP-2IP;5ghbTK8{K_N;jDl7Z8aYc&Z!yFNnnc&-4A5=-vD6wPcreiSDP)6}fC+GxU-AW1>JVjO< z1vC%!f5r6HiKTrsjib#1ngPejzJD$`9XZzYk6-V+rDlIEjo%ndvSMe%pvvx={MHVt zmSBkT)a`1DhoT{tFxuS~MN&W^i)v{%DUqpgpbj4uRQ_IlFY)FO{S>jK0Sp~gRn&^o zk}8M%wNkktipF#b#An|Y$ol^jKwW4+UbI>N@_Y}f~HgYOhR>4 z7xl4HJ^R8_BFGdK&jP}~VByEA$F;*XnGJMkzEVaQ8k6QqkxyC@O$8~QxqrCLxl@bB z?yQzpn|aAyEkzDCf}cG!**Tsu44x*-)H$0-TQp`?0eyN$LtZRnL1wKVlLSxhD?DJDC|O(kkn z3XD|Wa3YX0LWV?kX3&R7C)x)RNJGUNAoJ48r}o#QNbSs)#i3%1I4L@VW}GzO=DG3& z^zmP|==Ys2KPkKV`XwGZWs19U;3?{AVxCx%sU>PQX;i+F->8-i&F}5waEdhPVrx$F zx_y6bI@A(gXe)6fQSlfAwJYXy)C&II9S4zhegkptR;E3H1`88OOqB9TjjWOKl+{9D z%?eK);HL0^5P|`*vXSkUkwqp-D*5Wv0P?^UudmzHWxBCc3vBVf8mg@q&({X0&cC;( zz4g>vev1kGI;Sa@-1Kx*#!4LCK8)nI7D`y5NF0a9%}?W;+>K1ig@JqfI~NN*sqjk7 zcojNTsZuasJU`4jDz}Lh#DytZ(RAxxCZo>-kDoxs)a$B>Y?kI-i@o=j(oAi1Gh|`k zdtLHks#>@sl9n1Nv$9Jn#%~~Xq^xj+l0dQcfn^cSut^gVD_Us_n(+SsE_nUDD!qc< z`XqVdC`iLb!ZIjn-5QW9{+I$q4SHV5jqKWNQ(^Z;!`eNOOOT$ZOq*&7jCD+u$nRD6 z`6^7kMw^v78B%7{Zp-T9-JkVjX(Q5vdg*52&4}Ch{k6Vopo10^G&NOuI98?=h$pQ1B-PLLHuj9! zNQxZj@auv}5A(v~kL6CDmN~7Qh+?X7B_oSXY31Ax%LDliguGl^e!DT2rpNBRomlvJ z{@X8wiy=^QFqWoTs%Yye@+gKXhFi$!B08)}YUA6p-vyLMDps5riXYlCf7$61+B?DG zIg?Z6dwWd@27y{^NYz@^^*)+;+&BcnMl_=?wJY-R=6tz&O{{SjkrD}z8 z7{{gkLg0ReH`3nA0{Bt_E5^FB`%~xDp5fWN7y~2vR;+yZ4$;H?UQ0Yy!0U=yWTt~? zZSNXU{{Rm$)8VP{>nw51e%?8vgd~PIq$T4;2T23#epp$aKJ{f<{e%1wn!J82sI36`jC7|PcAk|>Q9+ZIHzF9aH1y(+Nru8hH;9LD2@#UU<$3jc)GHK= zs0HyBwO%X4(?1Um9aaw#O2+C|F~i}f>=pi9I8f6|jg4|NnHtF#C89<^IoD zD0ftqHB#boS)HpjTnkXr(&BQJnT^zxtW~HhDzO~IgKc7fm>880cE~30K+D!#<<^IRn(1*8bsq+|IRb4e*CytV*#tv5$Fcq>)lHHt8 zsEwm`B&#>l-nAuusXO)Qm4#}1Xg`@4`$6IB*ObBins}kVrQAIK0M-1wx{a9Kbkwt& z3L4r9mvoXzUTPeTOL<&^lD%{iH;rRA05bw@ZC=(75o0ehXbgVemkuKzk>l5(q#d3m z3jQ4nPvlg6xIG4$9F|UP%}+f|dgdr;)&q{82SJj@NsW=>MyiIU7pkZgC62yAqVO$a z?L=Wv_-Zs)(TDg&DgIwRnv|QC@dRA{*BbCW(}PRV456i-@QUcs0shS`=w^)m*JlwRfG>7{&u{{U4_T8>MC zK8`DI4J+wNdDr31dPZ%WR`SGCn*RVl%cYFEn^dYJWf<)Xs)NibA1^weI-Y@U?CQ!+ z;LFfqcMjO@Ok6U>R;98zT!zM=`}kyyqH1iu9;QZ}OM1L=x}=B?)M^A@wr+Qpa|ODI zRS%fd5AveZ`E*{$o)b>C!$RVwINe2Snlh1(P_+h>@;z(m^4lBR9eLloucLCbR2hA> zHrv7HHdNVc#3HvR25yy>vZ6;3O0oX{4QL~QaE?~uRW}jVx&Ry~ zI528t>cIm58k*o8%*Srp>@BahnVJb5q*)~hrZg!+7KG%wu)sr_{zGmj5tXIdb8alu z7>sRZVzxQ!s&JHa)$kfv>e7}c$z&ozP{^o?<8})lz9>G^KTz^YTHY4Az6GJFj4O25)I@4db;aM(D=S_;Pg^Og3vBj;l;n zJt>N+cx25;sU=Vf+9C2rBmsbO>Z|Py!JTFBEp&xn!d0o7pD(t*?DVT|hijGt6rZ5P zAJvf51FMY?IpK=X(9qyi^c`&W-1XUfHsi?S_lDPohZ2;T_>?2Wm+GQY#>a|uq^cxvhLG?Gz8k*%t$$Wnn*k*qTXDA53h zG>+;)A;}*@&7$T=>bDJn<^HerA3rXOH)$odRMQKpIVPjw#{iss$<_H%oH`1zn~sm6 zy5ku^wQDG9UTltIDP27+665I-TDs-?I5bq$%3K&uu+T}QvX;@T+uF9<43DnJQ+x?;2^putLxqM{wwUiZAG?ef|Ehe(jO3=*SY>UQ$8Gr&-lpZ~QPj7zjI(5q8 zW1JS!Jow_j@t@i|r^8Sy_E&%)*UP79{zPvvpNDEbW|8w%k3;-1 zsw%C)GaM@BoI-5sQn#kO9CM*KlqHA6~})lr(`w2{Qu*Q_?)`9GGz z(@VDYYHj?S63Ep%dw%Y`J`c)tFP>UFt}065P?2gSWR51*fpmmE>gzjHt-NYS#jD}@ zQIr*>eCeOJrVib5EDwppetkERe;%S>%Bh(djTsLx(TtEa;2%pzLW%Kfr zMf@h{8tK!d5$Z`DxbgrDd5KYiNq>By<&6y|+<;tE8{44X9^@cI<*_BAd!u@Wi1AvJ0rU zwHA-ItVU25SD-cXJaO~#>rEwuF|DuD(iJ3vK|_(8qb)^8olZ%vdIWaA^6%If%FHzu zQ@#6&qH1{ak>x7k!FA*`*~iIVY<)#d9UUZcK`kJ#yi$~QCE0FnrgqnJTc?U8I)8vs zKp6lJmTTr}IE>XMua z-DezXl?$M`9o4DRs+lIa2RZWTIo#jNTd2Ddo_sbi)z5^iMTOEu$YSD%nNv+oCPtE> z+9&?Ww>m-O>NjTFX-hg@*%l78BjF%q`4u(ek-+)%u{ZdP`euR|8EdOjf=zsi@IJNT zD_<-U{;K#_@$chbV%1XRHU?;Jig}qK>^J;qb0I(xjg}*sETH>g|&qx zPMg>Xk+&Vf)ZAWNfQ$Zx8c|1eYvCwWW~dEQsEPs)MSI5ObO@FkWDyhnn$fH0LJ4BD zpeG<4VAG`r{muMV-xXu4av1Heyz<+VC5^AAq|9NlRkfHboh?DCqpZqS)yB;llpd&} zl$i@1L<4_mmvitl6b~hF;%Oemmg1Al%lSXS5~bdiac~ttZj8Fmq`(e0ngBI+xj`~t^tJ* zsNvgBFZ83&=hAJmc%ekRndfI3yd zWou6^Jz%JgtjK3E$yAd%R7EPtLc2oRM3x7e3!f`*TXdx@S!0=nDzfM_BR`A*LBP|9 z`+8UV{@&)%9qpr<8j>DhB#fMl3{Znm59PzE>iMIDpsd?+RqY%Zq1$-;hBl6hh$SSm z&;*J)d0DCzujrB)Bhwn79!)&^Iph-^hV~DkU1We zr{(!{2ZjUT>C~c>ppbw#w*)6R$Hf`Yq-Fvgi=+eg0w4i3G5-Ma+sb+0>JPD1300bQL zErZ*Q^6CYpJ44skH!*^=R z0IRzD6M5Hd{QT81FZn{lf&LsGqmMEur|^IQ)(BF-OW$)jgL8n(adg-e9idK;O%yUl zgbyw`9BW>b+47#(ZuGOZTa{6t5qw`N62eI&Q=SHu9#p9v4E?SApFRfAZN108>U!U7 zZQZe#H1!eBRleujG`M=&d7_SmA+O3wC4D-{aT>=RKvH;b)_tejx$}04HPdw_m9NCk zR)m_=HyZr@RHX+-$+ucu1+|ZEfre-nIQ4p+Dyn#Kr~vu(SzV?4l6GWR4E)_G^E$g{ z?JdJi1%6Lrc5PH$jfTca6+o|uoUR_GiKIe+Ljb4^D%dxW>9LS(x$@FmsBZUL7@45| z07QiZQW}CX%5+c@S_t!=I;sFS{G+u`dQRFJ(qc%WmXRyx`fr-?2lW6y!__W#kH8<5 zy*q`-?#$d2U6rsl-6Yku8@I1B`CPnMY7r&dBaz1ETvSjG9FjFk)5RoKPbAOBl*-$G zG4lTDL1Pewnw6?1gXc=3g4qKs5Q>^the1u>m+mZE>h|;E5%?GtV?aTqWR=YY6g!f0 zTAB*!+qAM}x6aqaQqNtHtI6l^w8)iXLI zY7xZ?X$Q9$(fMTHQs17T#Awb$oM@zK#n!?pxGm>dQWW7(pCzJ{1i~- zp@Fiq?z$*<4E4S#JQVWBOOcXBf#ViZ%(}w?;&3cPFMKWR(JrC|Yf;*iUq83!<}+WN zMYjCKC9R6>(uI*C;E28w_f+Hx0NFq$zt*LyeQIhAda=KT^5S~_q49lxOO&UjtJO(g zlCObdp{S_V)qYxePwR_VXIFMs^<0lwB!hFfw79tXg1~D26`?c~81%+7(UZtl*+tvO z6S%6ztyUQ|sP*CN{JOFR>>4^T1eNneF)FdWc$}NgiWOiQQh9X)Wwp=IPt)mG401tL zIy{9(9RC2d`+8u>GfDK(HxD7@ivIwm&41K-cEa!adhDXXji##HPQ;|NP-CleRrHk{ z0Uz4XM$V>2Yd*96FUP$;;caL;oA82n3 z?&QSdayxG`g2QBTG{1kApB+<9V8_G+jVVb=v27|*1Q#mEqNiVLGp@v2=lGNAVLH4<%hps`ALQMi8?Tq$6nzNh*22 zuvGh>h~|%^4?K$cV7Cq4SY2cNTq(t`FeD&s;1ajHWe*RMM?Ky0VpwQ zmMDV86<%&XKT*jipJ^83#Xk>kl`H;SbnG(D2ZyN#hB#A!H9l42(o-Yay;+A?qKk1- zG-xD7(LT9x@-r8VNfIU2@)AD0-s^vFq&E|qBt)8Gr|tg$SNXb6`^+_7Vy3=>3^;#- z<@WR&ZXWvC$|U_=b-N=-`HxpLmJc7)XNr-KxC($drpisnQeOma7W|)s@~SF z((taTuwR(h>-qlxtA|M2dDSsJr|dKXq$Nkl9Bv+?#ZgWw>l#f{R@PRzmMlewwa{#@b5m+SPvO!)`SJPG^xN*{Zsd-K_;@eu^Zs2oFMndDWqK@pRS}RL zQ28J$FJaGvN8z=9Xz}?6=;Q3HxS6Q_O-irr`H%G;s5hxcX%w&Fr3dZ)eRFRA0Hv(2 zr;U?L)4*g{s!I?=}JaT^O`bF&DUO2ZN+x^Qr!>F2~`GvsGAL09d&(#}tj*UT1 z92cpz9pOzC=$8{s9PGffveZW)k~T$>;FU6qdXxn}()@CL7R@BFn}IMWJc8%b?D_uy zv(iuBNEip#=fL#cOWst~(a5sX6AG=GNau=LjY`I+$2pkNd|Khi>ruW070s zq>o>p&!sbNi2nfSIuGFte{cG}&az`WixDh~9HLOhSCRynQ?vjp25D6pKxa}o`rD88 z7n^Nhbum-^)VB}yf2j4bxtUg%2o!mc+PFmfsAaoTDR4?j%xNgpfs);c|-oZJ0*lY<*owzmWlNl+?lVyzW) zIG3QN#MI|xomw?!lE#95G+p(9^(p4LEUoNP3%EmvU@B0s8O< zqDzaB;HWxQHH~U~!Bg|%MGu$RUY#HCzvc&b;4#%*SJ9iJacxv0S$D?g-V_@nYgE)w z)IZ#c9G>GbM^agtqAvnU1D+0*028|Hmv1H7%4$g(B7s;?_Tib8J3!BUK?D(6^grCw zcAD$My_N_XI*82Z0}6mhZ2{a@h^kPGgPfaPk^GasXl||5Q%&1FgVTL|kEy`6Py6wO z%4K^eIx|8~3_EWjjiRljEqGNKr!~?b159PvLa2wt*rJXop^9Aqnxh!PP|(z9jgGBV z{2%~pQ&Ku3NZQspE~J_?RvJ<`!IeqKEuhC9h2YrkVot3T)W*kge zz))nebd>P+R(o{p9Jh-Hl7fftqRDK0b|)bNWGUulT3@%WsS-t~%4c=~T#!YxL3bVG z_U!Pfe${<6s61Q3b~&d7L4!aP&?Sc2z<7-r16?&Nh#4A~rk@hA(=ClvBmxK;x=+-9 z!gja4emaGBU(8*g6~U;@)?>PFf6rSbY&D?5m2mEj$gzIxA)ScULxoi!+5MbbZ(DqK z4K1V|9YqipQ=|}U@I;2S%|RYuiV`}lptptfy~{*^9Vu;Z6jUVVNz~ZO2JNd>rMQAS zZBOJ`@#hCuPfNW1O!waO$jOzhltI=hxB7n!F%=XVsTVL|n*b)j6 zsTj2-@Z)K&ZEfa5K&EIsS^AnOf;8vET^OU-C+VH5UQJ!uw2| zyRq9H5nD&${?qDcbd$uN%N#m+In#R(Lj+()9D1mrAWV{SilG{$pNUTz^c7eC04raK z)flQ6QnRLm=dc^y;DVZA<+e3I|!w0G_ShVs^n0LMwu&EwZ@hOPqORHyK1_2U!{qW zxTcke3i)Y?W5@0J zV%OLA-cu@-F;s6J)u5LfyD>D`3KgVkJ)vK<{vCRaaGm?4j6aEfE5-mcFuH+W>Xy3ao z3fx>-M4>C%6e8yxs-YBo{{X;EI!5N!;e1l>8;k;u(SS4L8C8k%ED6R4^CCO*`5Og9HPh>yqp38}V>He^F(2QMj4mIop>Z$X!Rnjk4LrT z*`gL#NF-RZ84Cdbw{w7$0jhgJ*BwZ%fDJk_YuU!!kwbA5Pg6x$QDdgO83>P39we$P zqacSQl@(Rp_`i`qAM%+kuiM)fu(o#KsLkd!%gMcV##CdnnO(M&mD!AD*WW8EWAbfJ z9Q5)`XeuNgJ4vJ=Z)UbUo3&gxl~EBRp zfN7~(K^;oe0Z7JZNXW|u6a`o*5zKa8>#xoDs zc={aw0GrCaJ7GH`F;^}$!CN9q)i6-QkD4cvN|QA~j-9EZyEB(BVHjdL`iq+*zvXKf zQc)yefThcV09p#2M*vcsNC)kwO5wGZRscOH!9X?5PAQ6>KQ295$Hkw3+wVVA-ILzS zyYQP{NTRIA(f$2Q+vjr8JdqtTVi^ljQ*hLoKS=Y>=v=d`gi8 zTJSm#7OhFCT|SzLC!xF>Wy~=poTlGRYoVz{H713lYALUfB#P6wBcoB={{RSkLn*pC z(&~bZfUJudUtr3Mgsnq^D}gBuY18U1FO+WmYLH z&egow$@|QHpdgH}diR4*(_l#LG-9I!4lUC=l$+Jd4Z29jf(fsHW7XU>57Z{QNvS7G z6INC|DR=Mko&IN8nmv`cEA}=6bQ+C;mfyLoG#%YdRk*gUUvJeyuCk})Wii18XBntF~fF+r9~>{qLs)C?Ox^s^ki9skY0gl zP;vxmoBFT_Us~F2$+y~KB&br!5)oD`d!ty!ay}oQM$>(NEnnsDyE{W4*?G^4eLK4) ziiS_P!GCvXXtw=+N~SF|^_e^zD-?AujU$r;;gy_fH)|5E9s8IPAR(4ZaKFOtiRt)T zJSq0mt9@mXTS*Q4aZTbdb@}OGU$UUpkIWDFPPa~XmvQC$TjOVYZO@8( zLvhhzzl`-7bpBs@ZR!l|FZnJ;zhLBW*?3Z#nrM(pxVeI)a%x!Q(%zAV)z1=G+6zt2 z19nuBtkN#DL`zSHNNjKkjj>Er~^!Jg2tYB(0@K2WNIwUSAQx$ zkw47Ojk{-XZqBKy*&ipmzh>j=cQiYXXe9erwWG(AZ{j(wr`)ql^Uny>UMyZlseuL6 zM+4ii^A5{@e_Nv@25Kt-Ll8hJax}<*oKPf~pk_HDvvT$2g|o?NbsWkvsKlg%>Nr)> z%4i5Z%^pqx;AmE|9Q9s8k2Abx$gNgtvXocUR#W9Mu)vhsX^|(ct%5ibL7*cmNvJii zV{4C~eYzWGvDno#TdQaaV{%JXi3qM-u1N$f2;ouCYTn;*i*ShDLShQa2$2~81n^>1 zajhs#YC!YoORvh~@i0@@Q|{bM^;JQtWukqQfupl3%~O&NniHhd1s&}Cuema8*-f?8QOlB|j)IdQUQCnb z@-?(EyyBi&sv&@qjvx}ovH(8w&o>hvrrOi#BVU0db{PHySq_MXbna>8^H$8 z4VpB{E?6lCQb*v|#4N0^GPy!jBC%(csu+g~GaL8J0Li&WB4#MeH2C=B@K{hv;tQJ{3EW zs3SZGB^3gbftCzwO!2B)JG*_dNpCjDmKj)<*BPvYwLuEQxl_->Q=oY+02Uv%={C+U z6Gs-<+n6o4O;14vBvat_&I4}<@s#hPj({#67{AHm15|LckfPdG>+G|}PYgiL6*vk2 z20p>lS2vgQ%E>tn%ym~Jl5$Btr_a|tKeiU8R*tTpB}GpJjiyRBSj#vOt3@J8{M|`& zq>srTjuQ*3XunCrJ9$&#`SjRH3V6ZFY51x82l|IunpkL7S*5FrvSO(cK3pl0S=d>G zc9QJN!1bLY+PNc+X(?R;`Zzp4&)1@s76y%x>G1u(hfkl{dJp@TraJHBKUU;=v%I!` z+uwb8no~O9vT+t#3h4Qy&fq4OOXKo1?7`{lX<1}n!*YGDw%z8lacfx_1x0dC1HjZ% z%zcMEdPrlmj!}OI{Z&7R0=P8DI)e{TK^~%*>Z-mce1hBwQbF?>y6WyICchLlB7#K}3!v z)j}#XsA`&;jaq7I6nP%l&9d9sv{tYfSiDN0F0dL#m%mlm`7SO1iTPk7^zpVJMO&s*k{!`5r$!{{X7JA!rufJu+#k@X~eh{{UAG zBhNhrdF|7iOz0U3*uRRjZjDm4F3!v&w9N~*8kI+A^iUU+36+3 z_LEvOLGVZBR;%1;{vJIv)Nak!mS(3i*DUkR1QAxs(nCk&RSz_A%tn^-DJrrCI!XF) zeZ0olM}b1VO~XIx^60m3fLdFtI#L~}GT`Y8zDI_T%`@>aSRhwA4 zX%-2<4Xf$LKTl-)o7;;}Yo%+75*PLp{-f#9-HSJfBcWsSKs|pK`oGK2^$sJb-x~Fs zi+T1gJ2uX>OCBbNVb6-Cr*%qrw~A%#o(&m7lE8r0^8WI1;o7N1^I8Qp zHT2Ky{{V|EX>1{v#qg{4xg+OLs0W$j(COFP+u{r|%K1L8o}!{B^I+>Y4Rm?xvsoXA zM^TkEMWay7bQ%=h%CU_4h)X0FVzErcSnwUpYo9?vDPK=q^tx^5>7f$aK^_RMkgHKc zikcDp@li^efyq8{{CdJt(oxdvn%bI$o@5EOvY4uhN=fNwjy)A}!xT)uHYF__Y*m2+ z(l}`?w1!Dz@fXWfo*1ojfSLWhF&^`~+_t!@pz-VkFCGN9pV{U4^tPw@$I-MoIP;BF zzMmgoL@CDJsHNJI?V2p4bsun^G_3H}8mWS@M-n(A`W6S??F_cXt_`gZ;Z|i~T~)0b zG7c-|2qz@;mVLuom{_r4O2~>;fT0{#P8p#e51y$*5Y-6H%xQK#$>Y)V%JqRP$JrUW# zH2Su>4`1cSH0gae$*cx%5mycqUed`($@Y0x6qWHrhE&%p(bv+*tW|ZQ z0$F(%{Cf^b%r|YRts?q&Cbe1>`zXrCXDheFafxX z@gHq^V&2O|!p36~3hE(C3=KfkILNOC7~zw{q~>n2db$IRO~o5YS0sXIYJT zUI8wkt9546r=D%?70&Eh*TIJ9By4KRJV1aRH4Df3MwHLz(Y>XlamsFfkf=}q3KIso z!xg1?fK7U@KGXO~w)dPhjey=*JSOd{p|7H(+`^9|N*d1X+Yn)QF&q^n^Szy;^466KSL}XV#@Wb|hlaE^Z z_CLn&n|~eKcW$H5UFX}oaTv+fR-?P_l1#ZqAC1Q0&ruG=}9oPOh{HELPD#+MaV zQZ)pz(z?aA(DKdIzKDoGxg?1K5?do0vzpa{`ksTgdw(%oQ|aOkPs18`Xy8=Vl%fza zO;{g6UWzAOeDdr5z^JS1t0s~>DdFG1`hJ+LKR!H8dKYHg^t)Od zWIMLLyKm3CVuA3~Tb8zw;jfHBk_lqSqnOrKMzX^@`B+$K_F43|6UU`hO4kglq~g9! ztNmH%>f>>RZvLLx7FLe6@bwy0SBGi9$ska4zuSF*e*h`g(3jg`G^k29tG>Bor0cyZ}>hyG+etG1|Pifqo=uVtzGc{dhUZ(wm%)JrQEWOb;Az>OGh zQvJYfKwDdVeaJg(o6U`)3rnGF@l>Nn93nwl>K-7E#30t1OA*jw=WiF2v;;Jzv!=3W z;an=6BA?M8?5U}Kd~QwMx^USFU6r)Ag?tf0vRCa)RzeD_hD+`RBnKsxz}2{?njIR1 zl6p!KplP@%u9h3;65U9w;+?`M;|xce2$2DAR-h#0)RR><7Te@Otu1Z)GltZ_0x}d# z7*P5TU$diMw?0CAjm%}}p`W6*^-MEX#F0%`y=p0|;G~+us-iq~EHgS25dtT0s^=5DQ54X}BMXo*L5_l4#_XxfXCtAe#2lnDedKY~#+eFwOp`01qN|Rx zFwai}fe4Oe@)c%K%15+j6`oCMrW3%7)8tO0LG#TzFthQYk5q&JD@6u{N1)QHQCg8u zPEJlbO=Yks&9LbLKz7dPrrrY*=@v$!4l@F{MM9 z5^AM-noOCck|>PK^EqV}vDCb={13tww73@rFuI%Nr0L`42l#qcca5?eDnQXjhmM~- zn*6I;{{X6;1e?FT_B|bCZB90PV638&Lsb;DjRev&s+gt4(NsbM#shlf@{gfElkCz9 zTfYFM%Oqp^RT`^OczR=^xi`B~LqjVv=Z1gP^5{Fue5mWqtuV^&is`|tG=VZW$=fMT z(bdEtpr}ac)#OOzbt+_*%D>tgefc)2o*Km1K3aHG{{SwWUSWty^pNUmW|RZVQ3A9d zkpBP=P4N8Z>)fe^n;x64wUw&kjq7&hT|F&DRVM@hB!4obc0CfOxWzsC(D$St1~+cz^A651-1vZ`+=jmvg4+Zpc2>i(jue6`OtK^#C((4 zGS@*qU%EQly0a--m}(hmGP!|0enwqW{j8@eO(7ELiJ8<&cv47P6YN`Mx7k>Ki$)SK zIO-IoMMs~QKA+(o1@5n{XSb`k)shu;aUbn}}eYbpN#4ShNs zb~fJWTG*t?&$+syz8DgAsmbhZ^@?LNMIuKy7@Yi{aS5lC0^~E0rCQ^L_MY)WEn-nm zpV>+Z{uh_mamuAakxYSYK1!RGtU2<7qG&RuynK7AZybp}{r#JvvouxJK$C@exm| zo*Bn)c07$wop3k_8SjobLj_h|Y<9_b>V0*!5o~H$lOI(QLbO=w>Z*|LVwE(Pb|@9} z`gtDI9l5+Cc^ZQnP!c0^Lfi(RC@b@(db;ls2Qbd+q;S=vyn5iA15x&8&lzza8#c>R z($jA4sMr*_m7WnzDBCmUvDM?w=#>IxR77_`Nr2RO6$d|F7dGEDv~h;FF_|f%sZjMl zgpNFT17F+IGj982>J?06F02JyeY$}Bi3C=@L#7?!@k6Z*M45=XlNVDNT3F|yqrt;b zLRt_ODvB|h4Ln+yUDH+WLh3wRt?j1_WO&G5l084456`D3SoIOnjN3?LX8fag ze^cp-fIz9@pwl#<^Yj_dMo+uIiX?Fur3F9-4fZL=slcZibiIq9IztAPxoR%G*|f<$ zT2<54!HG=2@aj4A#ZwGY(L})00(BIeX$3?5R{qs2Cg3zlr~{maBm?NgQyz5{r%58+ z(gFl>Mk)w8LJE*L{6B9DWR8LE!PR=N80GjkHsJsS0UubS^=5wanlx_-g zDmdrM*Y=K-THVB_#AS9KK^035BRZ*Cj*8cDd^GA#$;8E7wfFAu+B??2Cs7_-Cq;+w z{rB4ePAKx2`m-Psv!H0Iyh$y9)JicP*2A}5&u!uEDur=CC_R2-iO&z8Nub@WW4{tv zz|s`2Ybuqg1Ymi5#|q|^0Q6Wh-^ z0x^O%GD&mA1B6dxoZvMFgWNYu_+th^fO7Pc2P~0*+(2 z+|1v)tX^k@2}qPmBP=ylK>^`PGXhXDu+3MCF&FYb&qsQ}CQ59d!~Xz~n+G9I(oZ69 zpNStLHf~A^Jbe%G58+u%w(Fs$rTglL(Zw3ZB#uH1XyRS~^5$!cm{iFnx=le-4}|hC z1gO;7-3JPgKs59RF|UKah)%0%qJcc6AygJL>;cJYo;nbL#i@>geX;)l3KYle8cHmF z{OLW{x@XGgYUJDXJHl)Z*xp%8WnE#YqrjTlxM-RWmY~T2!zmwW;CLETbdfhb;!Bpc`blHagQ7|)s3l2KXt>2N4LpgjM-w;v<~|1R zow-3@p2BXrJ;Q~@rFC@<_{-yQ`OTS>%tR_GF^yi;bF1DqZ8AW`PLR4(SbNgX4a6-S zt-Q?Z@iV`PO4rgN2qLth0EJ?FE7~-9 zT0W%c9It2A%`DT?Ht1R%xrU|6M!~43$W!NQYN}G4fF?mt03d#a4hRe6ingF}$IS=a5T;&}95H@KX`DQjB|zUf@4DkM~a7>eMsF*P7mRd5KcI;<}2{{V$~ z{HEOX^|U=dN7j8?K_Vj4)zWO5ea(`mji3CYDtfKP-)nLh7@V_s*&H~K5oNG)cKqY!Baa*e`+TF+7`{OG%Ok!!PU`TO$bYiPz`-*&IxQ(er1VT7mAyTnk z!2aWXK_2(D+-#S~H3=EhR*78;;-Hdhwe_LTl@CKsSmoWubUTjr=Hf9?BD{$h6$eh8 zA|qU{7HVK*6~e&Q1+ZXh}I5&FyZ@%=QNTc7LS^MqFpk zr}Oha&gUA4mjwc6u}-nlNi zlnS#CgfOZ3fG9k;bzIx8<41k6mGuk%UoKQ{*r*)hyKS zBN)X(F^^d>nKf`^PwOVZG)Zr@$sB~7Q39a_Y|E&7hp0_*TDOCrKxbe%kcz^}XpPB04FLY#cNWW{F7M zOF;~&EzJJ_pr|Ts^diRm^X}&FmKt9Z$F(edWQ_T6164mddU|zJ$~O&ivaa00f&T!M zb`+-q09+Bqv?tTcr5qiN-1~Mae0EPKyK%M9!3};s9JIBuRkb0gW`cMk$`+sXc{Ixk z{sF(FA7uBNA1v;2eLx8+6Qq?j0MpfIw4oR$%=(eh#hsPZS0V|cqh#k4pf#_boj;dZ zYx_UAmb#}o4*K5I&ysUb3qhO9($84*<$mUtTKYL7c?3|*5RWVJ+@Hs`tvP#^B84LQ zNNSap)vAlAf;~wlmGZJoO-IUX&L1}(Td-*Q{{U~| zThB}}n0=2)jig$*#1(YZ@#kpTT4+m1wh+4?CY93az!>c}J*3^VHt#g>9t0e*W05&>MJIKJV&MlJ}POZE9F|`b;e(um=2Yyk8bux+>5d* zXM#DYx1Q!QCSn*U-KFxY|nkQJ|Gqu^e-I>3t;(E#l zk8k6DgyFXQl2q3QsH?7yu1TbLL_U`^lOxA3`PE|}_HAYD=JPC?i^BB`z?U_s&YA>c zRHqa%=n+%RQa6d!|Xl7 zh01NpYFw7++1Z_&Q$x7(5l=xP(atlQqVd&1Pbmu0(bP4FMn00Ii1*!s?_*WCx={)c zXd^MUs$zsI5E`e05Y;s!k4qn#tqp{>(#Dr04~MxK4Qf;bRTVV!BZ#eQ&`-91m@mZM zz1f?CAG3Dm{D*K+Zimh0vU|gIX17*vI@$c6n?DT>YKm&ydc_j4T3S@`s-$S5?88%V zSnl@`pq|_i)FP~bsZ5kWr-|F=sCIbi_H{i6|!5J6%no(KqT>H&PhCc^o<|| zQb*a}Iw#F-reYe06>pZ_L_NmapBc$_Xhc@-xXDK7`n*` ztjtA4jHZsJY6@8DvW?`XhJs4x{mOB1tyP`YU)A;YHQ094+oSPii4g!Uz&D6!q}0%3 z(=Gl^i6(-3sk|l~&OimD(hD5WQlhvt6gBb{;5__S_&47D@w+k@9j++w>y5{K{@~wx zyBoM^Hf}blY9orDA0=Hx5mn?XnH}U1QE4gT4KwOsqg#(MZE0^vVyMW|uR#Mf?NH%I z00Swms;ZSzdK&F~k#Thac*v&!sjea8)ik6IGLH$TUbzHX`&M|AQkn`r=Fbk)_Zd%0xX7Re8pT;lZs;XQ8Y#bXxJ=kFml65X7x6!^Y!F= zyf8;Be@}9m9=*Rm;Ts7?9;Wu8T0aJosb59} z`k!C*eVtL3DYB%rZN+rs_J2N*iPt?@oH-bm6Og7@8XjBaGP)Nz(q;$`i`0=$eII4Lzp7-7x zez4P&r=zT@quf}JBDSRxoPsS}jBHpjsTTSY-%oZIH_QZb#-UQV2Bg>4y-{}SCwHEN zmZ2FGC?lgW`drcQ4LHP z`eO`|1M756GDwF}4HK>PTTx=V`dFKDoVxFhFH~O1dTTy?$>Z4coxhV z2=gIFso*RAu01^l(>IIaT}K#~$e>y-2;oJoeDUkjw{dkBZSBps6=Oaha6D0h`1~=e zN~kLuWc4rct1QYDm&m?NMZjqO@!l9CEJvZ)Pa6;?vF3}qfdzwW7xNm^Rk zAF)O?DC``>(CWK=59i%YiViBLT}?IWC+*@#`F?cj(i_n(m55p$)bF?EjawgOrPmWKfn90EI+~TZ{uIYWBw8MdOUtVyYqN8e`40X z{dV@>(hm<#qxNa}^lzf`!1|4O`x{k0-4*_H^6UT5ySPPM9!v5NHx7B4BbfsLWP{YoeSb}{! zY6q`QyK6rWYC}_+!tJf=gTxGr&}6^98+NXexYWl=CZ?&UhAN7eDvnGgq-f5tKvJMy z_UWb~^CKZsKnoymwundo*A=10M@2C2GALANO0X57RYEFAp{PDWzI6n8;=X=d{{Sz& zjow>hGBcSu=`)jLG1Y6krKhdO*I*<=4LW_5ZXsH>K@zW<#wI358ZHMQeX#Sa`(^A) z9A;t-2C!IAgHS^Pgj36h=h5@Y9^r0b+#-%kcTx;AN|GvTQd9=5JAkMjM8y{U{!z0Hw)SxsNwX!j#YBoI>;QRIrh>dYqdm))V)_#X&LcpF`x)nCBBYVw1necSTToL{2oxo{ zN#Z*5HC06ILA&U-%{D$c%!!-EZU(8Pm5FGYcq#lkRzPiQU1V$hbOwIf4XMnHe1hQ( zJCow`<3S+F$Jh>f25xgQSnISiSxme{nk0?te+-L|K=Z8{w4lifEw!89`%^X>C6>xn zR?k$4n5%b0d|XuP98|d)BQa^DhNDT=<4S91khys%_+kkMD->M39Zzw8c-JNb)@RACq4eH_cTo7B98B$|F-KWtfYLD`>Ow=;aM~|4*qSnfyWVu!`6_-H^>Oa@ma^vb6QZ=AajZaNq z>}MZ7Js76o@m;(IOJOizEL42&%0!<>r4ZpO;cG+p30IYPyVG z;l*U>lkKFIjvowJ7?i5m$@=WZC9sWZvP9L-eORyZ{hd0uaNf!zV#wee zQ0e`@>iwM~w>M;C{2Q!8HH zx6(q2s4M!C7Sbu7^d)ni7{|_;=?ez;?^)_3+&IsV8N8-4s;)4vmhA11Kq=|ziqp#- zT2Y$$q?KI1mC_|uPy+t|MpD~;-qUy@qMU1_Qlh?EzmUgH$8-!L-KP;ebpRqsl4^X> zXemm3&V729nyL9i{n(`3IG(KNIy#Do>J{*tx3c#^fdPLVG?n#~c!W!(%QD3O0P8o? z-r|bFX$(yuS{e#75$B)mm;FbkEZXgEBo}hBM3f$<#mb zP08`kW+HeZf^D_e{e#%EPaLr;nGRDilAw%9$xxC*DhrJ+03+K%IM6WEir!tUeR3DX zU(9{E^t`B(LbrC4ysMh2@Ygk^09AVW@gHZZnr^S}II&YWB!@I2riB)VjSBjX27m{b;U~vhece-;-JNB-ckX7UQ3ZD3+_gEK%~zDGk=r9p zEpVQ*?W9;3m09M4_N>S)tJ?9nUACL3RTK*42`3{bOOihb6{i8|j-0#SH%a4Ldsos_ zc7UjXM*;(?BMOX=4r^0hg#D}WTdJyAC@>!wdYX!O=88yvjpKIowC_sbO<5tOmKvmH z)OD2PGn?z<+A)1?E4+&M=i$V704n&7}U8kK7A_0n*M%XT@90b zf7t#=0qfii6tuMFNMgcm%pDw%8hFJ#TBU+0q>eaO(V(~J{TBAJ*K~%}PwEyvfd~9o z?CB+UFs2wCVp4pai1j_Bd7PYa&r{!M(^EwhR2^iri$=982424*wf@GQSY13bM;u~# z^dHuNw2}e+BzsM3%@Rt*W@b^3!avyRgKD@yT*$LCR<$O+c+;cy=lOM>7^Q-_sPXkR zaJ^iSw2)8=DwZ+|MQ3WNsyUWDT7gwa#;rGJ{Mk<9aceP2VwIg*y~LR4N0l4b`BSf3 z-Af2Iw;*c%8nGT^{vL$<6*VPV!S_on^${eq%O+N)mYSleJnK*Axp!p&WWV&&>TCN$ z4Z6vy3uI6lnJ&1de7%3z#~zuVaE{dJlo}tx6lwFP5>iiB!W1ga# zIV&3{4O~K4m{laOG_r_nZW`==t^WX^tJuj9Eka2CAG7W0K)8zHHFWLc+y1ZhdUTT9 zyJxNU1cmEcBGoKsC8#r^iZrSaBhy1uQwuR|O{H2g06g#kzqf3z@14p@m0#%met+sY z=|Wwk5xSW5@ET|c^Z9;%m#;`HCtYE7@!VU31h7`MZcVZVd2x8?vQo$(ikOP}{{RX} zRPhB7#W}p1G_N3fthb&O!MBz4AT{`N>-&1MNiFg#Swulq(?)hsxhD!u1xY4@6{+*+ zy!QV9!`_dN}`gIf7zswT5u8HQDAs}3rSlq zxb}CqCR?zh=D>dm@)-ljeS?7NGTwc(yp7>~twT-Tf3=VSngCtJ81Se73LjEv8*UD< z>sm#`WcR09W9fGu9)QV5oY2n92c4)`dMQlk@$(D%p8Qc-xm<2>4~WyltvG+R^Wo9$?>NJ^f%M2)b6?eD@l*gvG}j{W7!<8Mz^FY7dndi$1-c?M z8_PFImB`e>@>S7gCYFU?9|Fj+J#ApDkob}GzwQDUl(qha7yPw%d2X>q5MvEURzU4m zH53S93+ga&pPxl7yZ(s2+^wQ}Qafm#3CX9zYA9Rm#SadxFRcLfKncHoVdb{w+{5E2 zcB~zh{AR3{lObBITNIKMsg|c77Gk29#dny4;gJTdOw07J9d=nQ^}xjx#?;aaK21sZ zE2rcOW6z`Iym_tuz6bhMpb8|8i^iE?4RAcgcn%rr$2#lg?@sI*3M@9`>T!=5>Xer) zntkD4m)sE5O83c0Y{{&M)6DUWrwxo-i(365&62=(&q zKR-`Cmw3&!*Od8OjML(>w3RdC>E@p|xEC8V70l&@U`m*@Hld_Q%Icsll0T=vTr{(| zf(5FrE2IimmBx|l{$tYJB@i)M(zzy-6~%IY;{1nGY2c265nqmqqGYKN$rWecwM{Kf zxjd2o01t^I5T?7>iv%O_aesGtVUi$?5iGyLXn)&k{$77)TawAy)^(XE{zbS`9Y59L z=BAx;an{nMRZTS^sD+}bhPGK^VK#{?DVTa!Q7fpC^yc2{B(pkrR*ZDh_)@2iF<fM4q9> zq4@H>&9a43b$NzSL;QdoeEjprrdDe9D}Y+G&{zz5X-`(sjdKI#&V&3qO%K^Xe$$$8>uDsm>|u1(r-p0) z02(1{{;#v3qkmIjv43F1*XHWu2g&x??42C48JHMnc<5PEz@hwQbRA4V0{WZYfiH2$@!^B={Qlma&=Q4E65qy3nh!?L&-rxQQ`WQ5;u5B}Gf{#`7s*>yjKRl|%+V~X zq_L{0j#Ztsvd3_&6kkw2)Y#@S#DNF!ganMAEk35dK0Q)oh1*ndkx$|O04*{&7EAkV+Gk9zgcw{e8LN zJTZzhDXv8c%}*Nk{=wGAjiXd-rB9H?KEl7Zq;cBxnc9lX)?a5}vu zBnTlj-*XFEc2lK1gzF1%4ZXaRNYelUfIP~NPo92Q{QAAT_rU)Ei!z_+p5I?RIjrI@X)cJ`j`NFPcS zBh>0+{zf0_$6A-`7}it?Plrm6FUte%{{UmGzunAr4&kV-q|0M#t1A+BrFo;NN|<1$ zofb%p{%;8Nux(M0dE?uncpQkdx1Zr&AMXV8!%cBbAeR0rf(QA!YuyjJv6Qv3;qx22 z4?R(U{rwWqRTYgV6R43g3oe*m?5^yD=&=kf?Xetj%4Ucu2Z*f*{J4LEtHzp?A#oWM z_)puBKt?`Zb+19zOCj2LnuxKvDDfHGM3ldAE?M^s5bjuC%@mSURN&#IiaA$7a;*~* z%sz@fj7bzyP2yXCPa3$OA1^xo+;FF#N?~L4zAW-QjJ2S~s%L>ZM;|RG9;c<2HoqxZ zkcLVB0E}d^Q&L4DXCtRDQY|!5DOl<=C{zLz_~S_l0Y|6%Uh5^st7Ai7L|s2Tbd&0* zg*8PO@bj0!{{W8kCdE}<1r$b)9TjCu#FN7;GYQPsb&^HVC4i7 zRQ}OG82JDT{{RN|WvSwe>FA*shr{Q_l>2|5>~CO zczT{0$CnNtH1;vWAXu&+!%@Vk)G}+1^r;?%s6M_$KfF6bd2B7QHs#J>G8>~lp(V*; zb{$<#R;^hTRp6qQz2iw3m+`C2=#~T4KMzG=cYeVVk?E}wSwYTCE9*}xbfOg=GRF>z z5__dmhz4j*okxcn0(}AL1G4^F$JmWkh1fWZ)ET@ja#2-Q?kXH^AmZw(^$CEfuab7H zF@a}}JMu@@n>hBe*i6vM8_J*+Ii*E0`TBIt_te?P9J`RxvVvDj>jVOPhY!w#kFa!N z4p%*z!$}U~rpeSvl+qFI6VyGtdcKNdR$W&7k9UGet?mRRyj3SPAD`j> z052T;x=E-=0#mU+hlYH=Z(8>J-`d+whvYuX%I0gZ*u<&Z8N5vswz6~V8d`0qvv5^aQ)PCx)!unp>ISH)sd*%?YD|;`Y3npfvb=QC zI=eo!R63qP{i^M-#L^T`6U&V&!^n>>vmHjeqyk757}Z3TuCSp=9+Uu9pE2v6lz$QX zZ*WxOcP1NnB}7|JvX+jLD*T>iu5lJlky<%E(vcz!51x9|duHReGMng~4rro1bs4Q#dU5@o9UNvGd~M1d-B&`G{n3r9sD~qf z%TUEpO)gzJ-xt;5NjWY zPqg`QK3-iDz1#BNF@&hAf%c;A45rteVtJ`4ss8|qZTgAe@YKB3v82Tzv1p}WP%>DB zBVV;&yKJPWk4&U|9{@kn9C-f#sPvI-x5(v|JudLM6w_4<21XAb*^ZPQLEf=<{Q3ML z+tkxbM*je5QHxnCtG|X+Lj*IXPalx3CNotWqd=A`u~HOi}_H)CU{mdy)XF?oSuN(XH~dGIHyTFqyDHxi=$MU+@FSmgXUM$9C|3dztz3#-5aM7hwC1X-W6SQMIoZiZZ?Z=(p2Os zsOeI=EU)m~rEC+znwg@7nRT=1{jC>oZ(HsO0V#0gtudocv-Vbl&o%M{R=DW;-)J$} zwzrKn3aYC$MQRGkMIx2W0XVM?k5^rMKHgZpfnA8oZ)~=}tjN&gWu(brW2nsM@mZ>9 z<7p~$6;)LaNb|=osG2xSEsldBus+ynA!(1(DvIWS1z>)DRU?jldM<%cWLPia)uO$q z7fA$@fk93+%}so|GTS%e$4S!RXzO=AJoaAk$m6Rh^P9(bOO|XlQkJq{^>nnmWX|-o zFiWLFz=5vHShupsqwkbTt0ia(p5l1<6Z!uDpQCv1Sjno(O8PYbj$5meI88IA!^YF!#cb&t}rqXtwYaxd=jm|;O~ zu_B=0sDWs6@)^%t)@6%Nh{zODgr7XqC)dmK^gRkSRKI6MHsHwC)lrciAn`LvdcPXHsUP3f zNg-uLjRU@*&Q{-2EDs!e^ma~zP>>ZLG^g_a08#3(U&SOrKxa?GkK6qJ0M%Zze-+2j zV~^aWbY!WLohQdkYEgvBbOf-o00U_^{NDHW(?>kbpfZ*J08QKcx^xAN^}>wqYv)h( ze=eX`?z}xS&r|l5)l$V9C-EwnYRg9^m5NpZH`c)j(Q*kNk9zt^SyDLy0h3DPf2zG{ zZV}Xoj*`EGes$si{h#q^s58^oKr68r=;V;0ohX`^-mINU0!U*pTzzg_okN?Odwy$3 z1DM`w0yz4A#r0*oyO4)iU4XB5`i*~QLIpfEbHz(dGjZ}} z_LbDMv~W`iC5c27203I{o@8otCzfXcul2Xn+eJG#AS@OTOU(a-)g3(5j@J!%Sah&az&_kJ4k3;x zv&W8+=jl)Netm8$K;Yb%$|`WHQ|;_upZR)hR(O039%_MT)e5kdlu0CVw8kD;%L2|x z)1+$kdv&UgXmKot3(mmKt! zrO3;Ym8&sQXK5N4rHP?>Mun;vD!Y27UP895O&A|ef3LF`;72vM!5(!bPvk%6?>-$R zk%h85+e52{7*Ma+Pp|p9N%m&N!S+rlr(v0r2k9lQc%uytC<8XfktCG60>K9aH>LOMe)XgQ^pJp*` zel$qB%c@p@5@}Lv>-_80?soW|K=Hv7%*2+ah{47`R5AhSOmU#cL1k4ALo+5z8;77m zi2$XWaqk+;)dqGdbfOe;RzX2o7u?BHg1S-jAh^J*h&2B#LAp2Zd`>=U%aOx5Qq?>`liX@Xg;XL3)~6X&#;tSB|5_ z8I(0!!CNE~0T?$(qkmk0oA3{?p8o*MQTWR&WJ5UesHT(0wRE*$l5>viviSCFVOahWfB;1ZIAKAPoca-wUXOO& zzio=yEUm2VgrFToK|xZ)*GyDXMWz`T8XD9V9T?84>d%E8KT9_0>Q9NiC$h6NlEXy~ zYkN?1_Uzs9*Vn|=70FFR$0=Q)w1pm~qRiIU$@LJW*E#bp?`~~38KrcOPLz^SA;6%a zS8^!0$*nO;bRxH~wA*82w!)ChIPYtC+B$_Mnu{cAYnB)}^RHH0gzWm9{t}7`+UjXA zFjZ4g$4Q96Q!PCwf)%G|rliLzNIc(Fw*Z@ZK=ws-cXf0qCTf2NYS8)Pw!A#Wetjm6 z;_4e^jtL934GyAw&*3T*Q-{u#&q!|MdM)*Z%xrA6W(x@}Qxs&U#bmag;NA396fx9C z6-1SlRK=;4!>BD3QVN9s06FSUSZ)I-s<0rD@o4~4?I3aClhVDE_!9keEY7IQg((vQ zo)tM9O-kwV;%U%hQAMyi=LbWwF}=IBx?2TNNlQ;nh{bg#&8E$6s$>vFTb##lT&xvY zDpvDrMQ1*Xlu|(+_F^`a8o>>~MzH_~+w=bbCq~PCE%0G^1h)^9R(Tj8H6Rs?t~i*QN$t!Cy-Ch_n61Pd!yAnzkt8mOfRl zSmO|gj}JEPZ#t95A1;aOZ!_ylR6_M5Kne{pK#XX-KNe3O2P%p3J0ds|47Tato0_|C zR8>$ zda|@Y=^#0gGHMrGN(!3hgo=E?9R~Zas`{S=9GJK>bVn;&wRZ&~ZTtzTsIQl4K(JD7 z3Mqu~OHUIDXCaEld|=rKzp>XXT$R5_Rx_f93EC8S)5?d3%b@Q0E!5U#aooD9Sg+%w z6~_{I`Ox{+gRM5ZL*h1brT$cAFc|Hr*mLbHe)6Eo>|N~)6ITI*dgZFYOx4)9*=C+4 z{{Saeh9y2k0^YJlN8j&^`x?arkhY~N(4OXCaMb_`SK>9n^}q%jx7sDTyjit?2CM`a z!9Us1aQw|Puk7-%L$Y_Shy!i z9@?JT#UK}cA!Zn$$I-7p> zocnjTc3in!H2C_`wDmiYSQ^+7DluYtadkt-E0ts5E*L7cnBLyP{LOQB5-rpz#-oRA za0V3qf92@QYb$30#Umn(Sp^FEo-`lJ)L?Py<}ux!)7?{!o{MYH?cK3UkEE-c?dc*( zW|nggmQT8_q)|MKK>gWfmHjt5tPi;2b>1&zVDF~C(eT&Kz0IHJ$Dy=07WVLIjc7R4 zN&f(3{{SzSLH0-Gt|f8w^)CpACsPG8JJMCw9A!mYQ;7`Jm9?yAXs$sXRXo@WYPYwo zwhPrXWJdXhB>q5SqWit^bm@mrZGJVO72`mwgU}6M@*}wSwn};(hlI^$X|d4BQgZ%f zz-{VEgsDhbDzY`o{zD@=#soX&;!W{zs&)*H;vf$fH&$ z4NW}qMF*}(ua`jH{P_X7Hr8f*KVal3wzlPSD@R3@+?df7LsJA}Q;o|su9Y$9DoZaT zSPY|)?EW2!20x+|llX>zlKlSwKR$`>E`v!(h{Rb5_tKZEl>71 z9-D&t)^x48ZyU&vC^+#xT7aOh9)m8x`Ej(iu1gJsuH5iRlFc79SXRpg&w3#( zBy!42HlZARx8Qz3)t=U7dPEtOc(Q=NapFZqe=lB;rsFi)ogpNr;ZOjrbAj9IUWA(7 z$lf@7cGcWlyKHX#v9&kQ#8GV>$(olLRk!k49Nkfa8-boG8j6aFda9{(q9oLc8Q4aT zuGUP^H-a4yr=tq7&!|#J!1Kqc=|n>0gFKK1sA5nmh5>k;Lx=-BPCU93W5D+XajdDu zb$0ry#rVZVO;nImM?8?yD5#afRZ7(r7bU!BK~NMg76aX7hHk}LFk1I%3&;KEr)-yC~Wavi;fgF8``rvB<w*eAwpS-j zO*=0wEHTJgcvcF;68yVc1}xGB)l6!wG4?l4LG_`jaRG}_rm7t{uNnYzfIWXB(jI;5 z*w~Hh7RAqXXK&$mJyKB^saLJHo^pywDyU9CEE|_^(N*Hkgc2J`SOviWix3Hl*v%Ac zA`w&MGJbqIODPX9wvsnsYDEAXE96acOnzMkG+!sSWmZDJ8Bv$d;&&D@I(hS3Lp_At z8((!`=xb{pl7}ao+53W?k0C`*RLJquPf-+c%0cm$vG=yxZrWvy)E!m%gF#b~QBjJD z;8WCe)c4}v-bO@ZSm-q};F53yP=ag5mHz-QLXJPa@w4L6I9{(E0g&mas;fnwb!mYG zB9rym*|egKOa~YCmg8m9-av6qDy>h>gUX#1TW)eS!MT-#SA_s}o|8->>gp+=jbyK@T3D|2`4&094? zra`57l|P6_Uhd_XjY%()Q#PR27WO3CXO7Ln>R&upQ6F#mzt}~4D{glJ&Wy+L1YX`1 z;NS6G3O@&W*KbpNf5J&$xAGf|?t1Oho7{Mv<%_~*X>yZpJ*bn&e(cLaG2Q$rrG_nU?CX7Eo0G z00`m!uQSy^VA?}t;hd|fu(@;Ta(S{ zZ+i1Zp{VEhM;||*`iEPZGXmAttNkiB`oEt^eB4#_zGGJfOzeUfs)ZF?)yWo_G(w9o zXIuJ3h`q1vLde$gs-OyU@d_RtGj9x1AX`_cJSsH$*B`g8PqM+Kdd8D2ijjnKtaQ<} zNpN&pSW+T&*lG{-)6ev|qHlLEAht31gFIS;&#T8{X%lKCHCByPr`evR#f!#Mh82}n zc{i6{sGeG&Y42~|^R}U79>4Q;{{VR&+3`%k5gNzyAD^fCzn@o{4->vK+x7weul732 zRf*cOM2!VTI+|9QVyK3yS*fCuB+voYRkbe#xKi4W`wwd%nX9HvO;1YWrWu$G60KM4 z3_W;t!kZ0KX6Wv z$~{9*)F0_@cNZvh1QFp4~atq1J&{hdUgYG-l__ZaGmd6Ft` zDn~Q5Tu9mg5zPd|5vKZ_o(=y1SM@M^$V&Kf2G!~@{Qm%#Nzf=#b*W!a4M*q0{f?kj z?OgU1C#lZOLl#D40%-*vN`@H-Kxu^aNM&AEO58E}i+iBAWIzs~7m*|%_{jPEhp$Om zNam1uZBv~mK*lqg{{X9pOw@4JL+7b=sH&4xX&S|nD@|U7hm3mRG?wwSZZQnt$(e* zKHF=E05F*92TByn;OSg1t8o0k)%$uazb5+gqr1~$R&}3yZOFR|Wn`))uShB;u7fMJ zGm=8E#k)3sa)|xi22B@8S>TW}sWCR7<$ajgTwcWD7aQ7^QN3nbJmgOb?0M$V@l~4zSx>ZYQqnw7IW~%|^ zfyX^Hxeivh+ikY%OI31pKZ@n5j98L@;IK-Cuj8O6y1f~Ww*Fmx3Db0Yt8-VqJ#u6z zapqWeLsMmFv8fFprpi&%RaUh`^DETqpY6iwQV8WV09Si^d%aGzT>>$LR;v8X1`Bys zpPxxBcUujO-qsBX;t*YQ$vxEpvH(3cajF4Wq2 z{m)P0-8d?|mScT=gXl`LjK$}3$Rektl3=rGpovM-rL+J532xi%?(P=eW|C!$QGNyh zen4t8!Dg#d8i?rr&Pi=8N;Srnb5;slPAUc}ag#s}nwsgUJz6F!X!Wk$sX070)uF{^ zT2VY1ngLf+l2Y*vZdWYz2@?=YE254_HuhMy(AQQg_T%y^PtT-+=2j}UV@e9+PurfC zSj^s9p(r4OIJ9)InxD7(sFqq2tcR85G@zonE$Vpzu{S@TYTi=<{-t#JRkQh5t6{Yj zS7tnEkM(~pxn(jm*xKo_c^vILp%#z#<#}tQmOFW;SQbVsS5$=l0^GEdhZvKoce~5Vg<{6 zJ=9CMTguWxfk&wBKkE7Pehmn(BBC-9PbtKa|5}9twKO*rNNmN(D++ zf{rN+p}dg_U|KO{ZD!~FfcD9{YgD8sSoQw^qPl+BylCrj4xf`}SNvB`xLv!0t!k)X zpvcrsOEX1Nk~8E9l;~H9<1$@Jgt7yB+nZdEZB2CXf)|e+Cx_+Le0WfViBcs#KqvV> z)%^N($j=@ff81`k>!1L`TMWPO8OhLNyrr(r8Gy2$N$1)%+-5^nen(AUl?F;^|K7qmUbK>55o_rl|#cqzO zqO9B#W~-^Py%E>37&B=Sz?nlSqDE<12@2(l*Z@Dq?|pMhtf(54trxf-E*_Zl&r0Rq z?{1Vm+^pI~G7BC!84W@Fx-I>){H#6zc8_iC&e`3c8}=?Uf9<-e8P`3qGaH+(Df6ce zsrCbRZ4I|sPlvB<3L>6asC<(}`*IdtKFyPuH>kEp*)2^iXlulsjsPuIGi8bNhRmW9-9P{{a4_ASa_n8{)*R6%h#rs z2AfDw5;0mRP~3V!ZfwP612TzY$VUqT*$AbYs53i)K$6;r)cV_-@%Z+t8zxdqtu=p> z^XWNxLaRQcQNU>n*QvLZ)S!4WGq>HkE6mto2OO;F8ST#XA%S{P-V#~T8& zsAWD*G@qxXx%zu%849|J(j3t0r}%I)`+D1GfNEvZ58>|r09UVF<#)C_88kH%mD9nH zN?M9$pqgrlVv0XFPd9)zhOswRRn#x^_M+Yvmf^&yL5e*`rg7!ydS}J9mVuX0{v7^Y zF;?d`rb0=-i+>TPs;Kd-Rg?y$!|<$IOxlN`Kn=kk>+$X6iIM@~s_D)@Kg-XhA5u~? z6h&XkrhuhB&*JJ9GiPnQg+o@yn#>5LiaBZGl+sa8AChnKmDX3*pbHX4rZ?2y)ymUb z#u=GPdj9}}q>FiOSj175L+e%t&lLG*hwbW8RW8<{jt}oN&ykv{y#^WKj;p}3z_TOP zR)#DD!$yD=>`l2N+f4JyKTPURw@Uo~0G)q6y*k>|MzLyR`02wn&!?wSsYYi%hp(r` zZT8&Qq=K3(pV;ln{O{S)kP}sO@X@z|DCR5~(rHD(`rG@k-@C(oSJl)mMvjW3GlarUDZ`4IYB+IN>Q!TF zDl0Ukz3j*8OYtVaEoU!rB&+}^KAF(envlSzm8X%d4;=Zh`^?hZLY5XQ10W%Rn35_! zDvBJ6liT(WE{tx==zoQscQrLETW*Sc(2@+2$kLG#QgtiLYT#&OeEH=FvCDkKol@dH~h@*l0Nnp4Ze%{;g< z%xjHyWBfK(yj5LT_fN2##{{TvrT>A0JuO5nqYpyz)mkpYmJ@SvKcJ}GR zedE4=us0?HZ^o6>ks7B>)kU}6X7kAr)8zYAvgw(>t1k&_4XKJ@ptlCa1v5%6bAjdi zGtp({^=S&9sJcWI7?hGvtsIu187Dk2E5o9sn=APK&fmR(u=_Krcf30{DEQp;+jn)= z;_0&3y7L=9 zwZFrX3*J=l8iP?701a6lUT67qx(%}4_i$Tg@qmSbNDcS}7gwus**u7WeGLwO zplh6P%@3LLIQk1qd5xac5uP$mkb!7G;z^)Dvea^r99{=~0rMRf%h zLm?jD$iqdJp|25vmBLF+IcZ^mq)|{GOGnMsfcC^wSzcQ_qDBP{42>8EKN6`mr3al4 zpw3Y>rt1W0^$=)B)kV-5yzoE_MR<-reM$cSW~*vsvT0Crb+q|9jDSj7I*+^Zc#XmlW9DmLXwmLdYteuyR zr@~{}Gf`ihtx8X|gvaEc8&TvdED{}Id~&H~xVNRabr)>8gv$zqh+~1r935u{zDAur zHNm%l_>*K0Ei}QUK>&(;!Kdu$NZ-wmtM-j$Ry%U{msT9awe)bsx0ilne~ZrrL~xop z)`k%|C5I+~`hrmjgOrGau7d2qR^U?~+GL}XA~)UFTiIC2jhTitv;#62zL zqhJ7NPCj%$=k@91b+^a^N~A}U0AQhO#(+}<{?4BBozL-awjb>Kk7RYHWJOYfn=MPd zy5j-3W{({vfb_CfwJejoK%`9z{W5M)g*eQR2e zBhzwCVicv5$q6EW>Lo$X1#-wnPM`%C8XsPYUu66x{#$#4EtlLKLE6rt*D`_rKVF7t5>uI)X2aB2vKh& z3m~(yWpP?4W;Jt6k*X*gjc7EC9D;g%Hmhyo{9dV&3sGA3jYu*mWLBpdRPX}^ygD_V zG5oK-TxIZ7knfGdvbu{o;;qEhH(_qW**lNzso{=%K2!K+$ylgbsa@S_sZDCCun4nA zp08=AvW>0_EU?=VP*A>Vqk^Pt&rp6Lr17V(LMfKPZTvG?p#?}b@z)ij5@b-NNFAo2 z@j6B-dphg+NNu`#BYxWMzR>In^hKpDwPC~c)*fL!I7*=Oxag~E6c(_Fzlj+Tf4d3f zR^GPnsQjjgEY6GJU-Jg{!xbsry($(>7%8I*Q3Bn&VfH+?MqaN%rl&%C@%! zx5-*115%F3Ks-Q@A=OeiV<(O}FN>R;L*VTYBRiceL1iMmOm*y9eSnW52pt*<9lzB( z6BZ}Qn;K@{~3`ios$ za9TG`+#fT?hBMJ+=JU-vfn~IwV5)MZ`+W@?Pz-*<=fkIJ+?L;>gYQVCp`p~MYcmh_ z$QD*qiRmSDYoitxC4e^^*pFoQyUmA$t8Hik8vg)n8E6hvr-vHg@dVUojWg46TkcXZ zidHP+@W(@uT8HjhAC(FDSEj6{$E(e{RO9F)t~wHSiK?QSIjpPU0V)rTR9gQ4UVk_C z+R&K%T z-LFxQ%Hs362U-E+j*_ApX%WMsLk&-kivFn!XpplJb<_p<_FWd!H;ha!V->|sG3)$Q z_0#s9%_WFc}y#D}1_T%}Ufp587-Ggr6MF{dLMx57ztulRjD;0gcSv_S!NnKQC zc1bHEsIQpDh}8%vEzMv3m z_Sg3GR5uTFZ5AxR_xquwkOI@1tvAH62X>?ebixM+%v`wnCT@fg+#3xvk~+I+d|gn8}Q7{ z8bw?zgG~yWPy<89K3yK{qh;L7M|q^((yIil6T_ft4Jp{#*GmkON>;T!8*R6}K0;Js zpsT~=cE;z$W-^k)RkiapwJVy&)6Y*Fbv52<%7?d^mB|$7pH(CJ`)1kEV-ZANatQTns|?YZ)PJWUoxzax{U z#+c+&oUVN3b5+X(XVxT2eIyWd00+1B`>V|wV>+{f8%Z2$NiSc>56e9;cHN%l@#2;} zQpTjYWDHG3S5kmHsX|V0E7FH>c3bU=ipm%|>X{>|%+ug9IXq@khKCarSmYGDk2bja znptY{Yb4HwDe2}Or`N2hBiWPR-58{442ZP=4OBSz%?$|y$bf1;nko5a)ZE1lpMxv1 zmNZ%cP)ey#bb~-@4+0H(N^K3XgWOL*PW+o~?i}pCI_j;3QH;b>=II(wx1^}3#&75< z=ccKSIMd3>ISO_7*pH$+Yna|vjtzQRlx2D`6wVj|4;}~09T{#rR+}WYyp4M+h6Po9 zK=9j1T;mxuuct|F$Lsyo)p#s6;l^(YZQ+jFc??!BdSm-LKR|NX9Bj1FwSH!hQDc|O zG;Ul-^3+EhXndulRT29U4q$6w%M79#{`u+`e-f_CN zRgu;t2EPI-kLB~@QBTXF2{|6l_DJpFnM0**~GZ5Yf`MN{Lgft6OUN(Jv{za!bCo6W4s{yamvoyR*oWM%|~m2?_ZivBv(gHN#V^9^3NyW!Nnt5K8QZBf=y=v~2z$81bhL zHKC?DtbX2Z%AOo;ZX@ETj8N28s&pw@kBXSac+;SgUf%B=xN^~VHamKCK0=)4UK^_S2Zz!!-@X@eVk*+ zkxYHG+`YWGx7z-y@sg|#fRah5okV2zpPqihPKAD=&3ugPJe^#b>Ti@g17tTi(LI;8S8%Dizn8%*)F^IT1VGnpIH3dGaw;ZI6eqGyx-X&tq(a)vq&lKuYx zv~pEwv=YOQ>>Q`r%^e&;DW^l7in6XqEoHotI|goC8;~W2+V=fRT0oEC@nr#iB5CmG z@~Hg2&Wis4t9O^S=I+);(;poZD$=H$7QZw0bZ5Fh<$une_WO*c&G|p_LJg}+Lh%0p z7?Xcu{{Vx-3Xi(TP#Gnpg&ieQ(TBUZe?j^a?1yu{+xF_lT6ef0*Gz>~X~6Mu`DYox zBcpHiwdMr2TfM^k#T395QzFR30!Id4QO6%DigYB)@7%~Q2~e1$%F=t1lM0F|FG_YTw$cAv@(@6!3`w=}O7Bd0cA z$Ik4Wy%jXk%R?UJ+&hAvrz`@fWT%@OEOF`=nF+86k2TuF?$HStv7lBF>I7FHqOMQO zxTg0D7r@wX;Hw}JxSkxEPh0884fcY{KoqNUdqbX zO-eS%#dO^JuPH~0r;e^QXtLXUEQplq%}Zx2n*RWKH$^Z}dq15lj*A9tNZBtvWWKI-SLa&Qd3E_D^DUeSIDy zC5AN_U9n%a^LdDAnNl3aHiim1QBgfCOXw8S%Ny!_Yrr1J?Rk4}Nn~c7XLyHmM$uJC zGzawK029KP1p3yc<-TRKX_U;$X;gIp@gj-bO9FCDD?kY7P;chZy!VcBt8;9>o&NwV z>+zV1N$IyAR&9@t8O_Clny#lEB-HaReJ~jun#CMC>gQ@nG$~C6$azs5+{|sn4}Utx zC^QnzqqH1>M^#m=bqN%b4`~%0CpOkUMlT|_oG>_j04O?u?gR|^E|MsIcV&S|=gPNq){fjo2q0n>zHTjCT0%+!jGh@Rl< zpPD}|vqQ1=_SxLKZ*WrPD>2z@uKL@5=>6-mb3;a0L644}C4y*Ul>#r0G?)eptf?N% zVBPsglu`D}m+^$OVz#Vg8mdoosR%VUQQwsJFiJg=wC)hjQ#Kzn$H?YbQxhR4FH@gCmWn ze;G*{-WrvPT`VNf6!JCOdFz%hZPst7jskeAuu>`s6!Id2Bvb=Hc&%;yRNp4LHny-d z%zVWF#!X8wq4XSEBycoI?B9kzCpU&=u#oi6WMC3DrA)q8b!|NM+{5A{o_#4(lBvkk zs1dD+um!jz568Xk9P`TdFqzHVQkAI-8wYPnW8o*~Pch}uj@igu#eZ-iniFaWCsh9c zq#A&lN2@X%4}=g20Fh97w0^SqUs14j)gIZ;Rzr=?W2$jg8A_$BEsV=$Um~@TPxns9 z1SansFBR-SxaR)x>zjGrYs>b%iZ2;us-PSdMOK^*Xep@q)buvk<+s_MEw1z`4(hV^ z$Vt>o0YFZ8)`TwsigjXpGhkvWsj;+^z#^@#@w-&+I!39dT|rW3l2!3KpbpIF><1y# z@(GPEZ>?sC2_}x+*1e$xGJMG)am0{6&D4uBB(k*LGP)?qjkJ-2PSqq6jwFAVp%ZX? zd+Q-KH+5upO-^faQ%I6v-xHj!tH$8wjwMK|yhIvlgrGY`=4LFfd*0x_HyP|~gi5F> zQL8}UO>#)D*+M>kR0{1Ilt+DNtQn^@HBtha5OGwa0i2VJWK%s075itkH!j%7WA{&I z?o3x)*HP0f6%bS4e~P4$_|mFc$@35yN%KTmA#&-UUqRKVql>?q`U zs_{FQuOr-yl3_ zV+4Guj*?k!JD&S1qK1uPS`><^x=3&BTf`bw2o$QFLk(J2p_3uGBinmVE4Ugo>&=yj zt5tmWYU4LP^U38FS>u@~R~?3_H5DEsbf~#zF_UKi7xu2-$Iu$ALz)7{j%(yKdHVU& zq~H2*kK8pGO{-DyXX8fo z+ErD}Q(Lt+{{UWPGVP2O zU%1>$9%@=ZwG_bt(Zz5V1k}*vbdu+pZxwYIY~_sBtqs10lZ|RsP~*@8TJR>l4%_4B zYGk_K8L>M50HpQ@Qp;CHvt?xKx+O)*XQA<$s@g1tNRp-{a)r@V%PA_LMtA|#~^ zqD8p-n}6k+k%sEuGB}#5agE)z?Ol$jc%e%Rj#&$fPvP2wD zZ*IWp?|=~Er2Z8W16m4$+woDUQPLNOaFWzRbt_*-p8yX*@V?a#sfTesmC40Q;h>_RO^)cq(cby09y7IpbKr^a`fh?QQPE4%J;If|(TJ z1_;mOXnkwaPYP5YsY-cM{XqGT+xB#or^nXLT+~yv(a8{%7)zx{0`2CSKt}+5KOW3p zSdar5(?d*;@PDh1T93q4t56@6Y0{3HH@J4qeJ*POHfmaV+FE+EG%kWeQ!k8DPRVdj zI!2rQKd-b41%>2oYkILOsHmZ?0I4FmA3F47Yhxtvcp`X`o#o7Emw?}He{}vt`HgEky4=~V5~y` zY$ILQecW!X#@lMk1-jQlfDwkHR>&Y^`Y0l&Jq#C@xnpK_fDaxxiv?37=wNF`5hj4O zW2%Otq-qtdZQo*i9q8Vn`+Sz#>VCV!*V4U3M4N&<4mP_!9dXQJE{5G^LS*ULgen++@n9ClO;pNBt zoif(aK_f{aC0q(B(x!vRu1}xY`SjIa9?Z?nJwc}kV00A0AGDy0M z5u*27khUEAymwoLydu=Dqre(bc<238`+7#g&UX_aI@Yx9T-0YBsy^PD=<+zaVJM@f z&&5ka9V|5UG|NzzrHHS9Pfq0|kwMh5d5=7i?`idEFbc>=kS2qManq`a^t!-0-nzSw zsr*1PjDMStN-RY4PHR%CYS}Tl8i#ti4HDJHUPzSq5b3i-oM_Qe}+@hxj1$MWl&;^U5*NGY;3)Kb(C%(apkW@w`! zts=X)0hjQ^eMjd0{BLIsR#NJ`3JMJRV0rPUR)TwZQ@0v?kI$z0>+y_>O$%1g{eTh5 z=#o@Z)ipzt<&H^XDxf(a^KZrP$$ZN^gT9Q-z*dJIP24=Vbzcxhdvv&OI`F6G)HTbk zJn=?jElo7gJw-{Hsu^3tf@>>1T^@ zV5)^bvcHu&>ZVEZi6qc1X^uvT#amAjHl%f6rbN}LE-b*fBm92~!BHoMvM2-air3fA z?egiUVo%@U>GIH|PK7EVN3QZlk~&$5)yM=7 zSGCc2sD>z;hnqKVu1EU4dQ2|FtXfq9HQ-ZCGyc~eT||==v?7L%o`(TJOFl7@I$yTO z)6mHnl0fbeqy4qh>Hq+rTYY_^j!T7<$nEg@9^CpbpZclN({j!zjJ?(4s<`_BuT!PR z;CBLwJj57^wT`S*Ngh&$Ey3cFAX*BPmSRA3CA28D&j<7Esb(%R#DV_P&(r+B>~%pC zKlbV!e1RXghhF~xNBbvD{{VvGHTb^c$@Y{#XXX0+-|+tcABXAB>H2?%zkOBb@pgTK z{64kmpQyL5gHGNWY1{Tw{hq)7(VhPQ4v)FJBQHG{UTrOvgQ5{pMOU~Z+#lXe#RW{z zB|)Z&I@sWOS4jvNAh$nXe5<|Xp=7beE2wwix=xzZ{{Tg6z~Z&7ddv%b<_o(;kyhc! z)uaR{F}JhQ!9%|+K;eT~mk$48ETxt?sDO@2B< za%`%xqsR%h$Kvqq(xZ5drI_GH;jV#PYN?|inW<6cI#idF+uO))t=%N;qcovfr+@&O zaP|Cw^KRH3t=)5G;>&HmnE6ZH8|Ob+1kJm$l)20S(*Pm}s&R`JI+oPIWdv21&>0m_ z>eL)NC)Cp7RfZRev^u2#@x>wiB0tj_RN|HC75dz@s>gJ61qO;12Wpd2YT6p6qaXrk za(Xj#6#oD{w@%rq+ts^2J+d)orV~8}Veeg|SCncwrfJeR=SqsYtF1{Y$s(kPq-bjm ze$_`krJDv_2I9XOu{8tJQ6S@pBY~hb;LV=hxX*SjX9Z%;Kr#7Jv|6oc=x9!UT_*N- z!Y<#=nV)}eoGf3&B-dKmO8wQi5|GnO4ADnhj1jXL0kgy##vf4B)*?sl_xT}}bxMqj z#6?sY<3wgt<~X09NB8qvEQtG6A(&RaByp8EBOyl-p6s3&^iorQEnFVs{wX%@?v2T_ zVyeyw_UwIEfNC${UJ8gzRQ~{fxZfq`hIEOQ91=kU001n-`h7_*smHT$Puh{ppBVwYItCuu;BW1 z^jmG2m|g8aD-H_Cy`8jeB8+>pU$k_+!T$g)o{ZYLj6QycZep=f;NDLR^pfQ_9%7=J zwvD2wqR7vao?%rJ7h?LDJ^8y^l1aImSp!82kX++k06EC+G(ME4M{+b$LdBs^6~}m0 z;zz|L|Gsqx!4t*H|kS4UJTcT_uXXh#JMw1_04f~|7V41=_i zHjwo1Ah;^*I3|+rmytzHY6tMBL|lE8EBJw(c z_`6wapWF8JxNR-rj|din05dB5=mP$IDzLjfF%;sjGex&*^2;ocNnIY^q+GV7A&@+> zw1Cct+M0B*Zfv#|74gs$;mO#2J6F@;p!5F#i|g8MT5jmd(}5sqUtSoY@~`ddyxlI; z#`pzIZZ;HW4)n536)aJfWz#E7J3X~Mhyew-{{UaxcI|Reib>h>dbgk9)IN3f`Ss&0 zDJ3Ug)$(mCLr=3fAL{bzEq+oMC6;Zow`+F|Q!EkER^oRx9X&Ieq#9}}auw*vRxx=S zMZy07RKCn05bLi(VzpS;xDlH6VC4S*7IDKJI?+pT z3(BPpDjUXPTY#WYbo|9s{@$ix^8MTApF35sa%rxjYHFx+d!~|F%$_ij3CJXv+Nm4L z#4K(15r!bx+#hy$cHa!?xG~r8iZXfr6|FO$x1`LH+(@f#%ArMdfJF)NI;ekVPkVZ= zdemZbr+QZHJ(-B7GDlG^OD{t(q)L#h4MBW_5ws`?YX?@du{S?oXrL}wm`I!Ct5Lx5 zW~Dk=bsV<$D84qmerzejXd2G8=A(ur|(izX~W|t*w(fvQ^DNP-AA2 z2(eUc8?1W5i3Fcs3w>;eEULvy=lFCo`Tk$v>g^mci0&hHK>Dbp0<{>y`*MG8OI%iG zY~?CtrdrH(Zb|_ph9;GqNi1%@HK~>bV+m`kAti6mKi5re(&Y|M;iDh&4=+P zbTFNjuc5ynE}L$;`fV--Gr>on@PYIH054mP;u!w`O`#fBg#e+i9v~h*qoIyEqm8Dh zrfNJ*G)t+bmnj=b2tdnslD0{Qs`o-Qer$ii1ahJ#xfIK%$TE&N_;jE3XQty2DJ*5s zUxMWD`wvOVdX1q^6%fsbH-N!+YrOejUWG1hpuZ8pv zw4;uopp3(=#i!Qh%b?%c^gC&~P%YGBfo6?Z9M*=P>Idb~Pw%hYy^R@BB|%W60tc=@ z!Ost}oiOe_?bee;KHs8T&QBees>IM$#G5NIxVFtzZF3~Q!19yjBdLxk*&``6Osn8U zVf&hhwJ&X64#Z^fn-~avYw)V^9(Cx(3yG$+6E(ZQstYSnCj-P#QIjWj-s^$=dVw0#$ye-vk&4XpR|83^K{Qe*x9_^N;)i0UT%cPq*2K; zRbyyqw7_eA*we#G)r{swLT3j^9x;EZKG&ph%;`Ih0M@M?Jv{z@E|a=l#|e(zfNJp? zhtH0he@BlW+tRBeF6hcoS5$uvp~ldpQW#}jzfieanYd_arOH)2tEc*ei_pwSKK%1W zlW2|BBj~_4@=wptsw$*KT6p!auMhQh{@nDPgJCY>#@3wWeO5HKg*1`Ol@L@xAFo7} zA~=FD4Pq?BkU4L47uOb384;Ggs#w?kq2c=}^Xc1Z&A?IN=>zi4e{T=UzFih=-|=gz zH%zrMQf;hWLvqC(M9Y)PV&$vK%@AddRH%R3(vKbN`i`PS@9gr^m@mQ!E`SHsXax`R zudhm4NUbDj5UQpqrG}mrs2ZuqAShlXl}r_eQJxq$z5C_B=M&!O>ObG8MJ6 z#ZZhIqG-H86C#HWfRY4<$8+pkWz6=eI<#a}K|c;jAoFo zXybxWX&xGsFaZkG7dSG0-^ed#${V`>buH2vH=; z3`W1hC&0rZgc@p~PDhX%WgdDPRzCQ=!yW}72fR|Jhy7Z;X3S&T zzFHRdl&BS{Dx?}?w+u$V%C!DLJQv%2rMA1Yia5mqA=O%%iQ-2Z(2g8D`m{c_{$jo1 zCFk7lvon}_?3_5fbep4Y*GZ70HI&iKQT$6gj)iWh7&2>xtffOY8o?Z}TiZlg9dxOn zaYf@=f~!$bYAOc|*172a0BwSM+cc6pnGF?~r4XqBhy_CsO@3tNv;W=aRg#ZyN? zHYPeqM6+aL%SBm4P(9#^m`|Ox?@)Y}j;<`}Iwy^4yvJXmN)}w`S{-e_8E4?;dW=XN}Zk@kRoTrLOO)V`= z1uk#}jT(OiEW|T#>g}ZoAESI@0Obq9cA5-<;n>ZqVK z;%iS&n8!$0%4YFY`+}npxH8-Je3Z!~Fz!v36?lyC`F#3w#bjj5VCky63mvyyzY|Mcvhllnap5vl)%3FBw}v-!?b@FeJwwv0e|1e$6o~5af|I;V z9wW!r?4sIRRRTc4O(-g$QzU0esQG7s{JKnS=DGb8VA0eXFa!hpC~L#W*VCr$zrOLU z6(-Ex*knNiA~abV*yNH$0p`c5DkV)f8;nUPJ8hKWr z!?(PN59xNJBzlB18IPeM- zWbwz(C!uiD?WpmnvPX@K&mvTKsPeVdFsd;}Sl+HwNdaSU<46h)l|P?vBily4DWGCO z0dLa9fH0Mn7RMaeM zMkUuzQoF#nt1OmTc z8R_o0+zSx|5QV`bytRrCIjp9)v0SnMVm48>&hRg*}$x}*F?OqF-sS4}i@-T)w% z?ks=+pehbUzqR$#BCraAsy!+Pt#T>rO!4T^$Yu=cm0#hYp*%PW{{XA@B&6w_mR?+i zMQ3GZ(+JU0$wPyUC?2Amnv|ZQ##z~GO1*+;X;}a#`im=sq|o@1rUpRmBQ@htDNotu z_R{rZ6Dmcoy0tyWfcaD(umF7hM@r$fAjZ59P-C9Dd1@l3sPW}WLlqiE3r#&WXOof2 zqNukb&2MNHBqvs+8T6s2$R$5I{QSCcyhv@r!fL0ErNxy& zO!1&eWR;zYsB5o`>H^}|QY>0#F#s*!P$rcu2d|I|f#+QOx>!&&K^;IrT;%-d0Up0R z(Da~(tm)|@O3GXcR3fmN1g45P=Xq`xN$HvxuX0%Hb^icZFy`+4HOm!e(sgjB6a2|E zrydDg640ZF3g6(+nf$M$rBON(e5#*QPX@B=`nm*hXy z=hnU-EOYyNXo|AQE3~0r;eiT0 zOea27wo6+>YepshBp9s${v6ZH)}x?DGVV9=2ZrBGK%gXvKn<3w3eb=M8LyG!(@jnd za}i_du$8%umrXj-ghrZU2k7-$AVpSjz1dEdGYymyO~T^YKBJPp6x_@s5ts#AG4tY z_)lx%;g4`^Oe=3p=2bDdj3yrkxG~iGet7b-nknh=`5M`Lx>0pW72!4l#h23KEkP>T*hmyVZcR7 zpLx14v=ke5ilY;ruSm?<9nF)+hLa`YbP-7;b30m4oU1*XmKnaGOfEGF)VKgvpTqvo zo@r}D)QaXv>0y#mT@o=6kA*3JZ(c#;530Tz%_yhv8VvR?5AfGDJrcg-aJL50 z;t|NS8r3`^*s0)ZqzqKoQ97z?(c-G<4ZoM!@le<2wx&{<4HUTCEABX|vQx`M@YN$z z)6xF`o-rFS(tT%#U#*F4W}eObNT`F%SGUfXZai`Rekc2UwvxnFRw&u1W0O*U(Kwp? z&Ny)B!EGL`*cdEU-fTYDr`?;fin604k=`}9`j~Q$_hdy)1r+Gf>RNhe)*cq*i<77W z?4{-xXH~)o_@9P4*YaF?eV@0Z6Dq?2vp~ zXkuzsS)=egiW((hBmE87-}>|I*p;8NMPsiWM1O#K^o5Q=;}HlkK2mg{WVTmjn5n zbfM%&%^44o(z?GRgHN`eT|}qf6d=J#gQr}S^%Fnb(?>kDYaGunmeZQTNhbDRP`CJd zSM<;rbxL%P;{5*r)$7rCyO|_qpjA8+ARn_&WU)n}1`Jrh(N#ZjZsW3SzYMAP% zsi`GD#4&k1Jyk+hpqj}oU)$6NwaGI;zMnY<(8b|Kb5%}Nrv`{4ZE~i?HpT^ za$xrjQKhb$8ljuT(Nda$DQ_jp)kud?x31cKge~TFxN9Jw1A(BcQ_i_sSC1Nwgmu}p zi{!aT-jxE~T?yg}F<`oW)C7H<4E;aR9Z$Dtzr0mdv~~HxRXN-lDK;%`0*bPDr*Ta* zlTA+me@F;rr+E=u^pLDbywRe}S&%Hz){Fv%I=yk|eLZQ?8~x_~oKQm~u{>)e=;A2e zZ?2#K;Cpt~DBVPk5+w(YoPWmnSA~Agn_F;IZ6`;12M8gcA&4frP#T3fBkd&ds%LO! zcO_)l%;tJMxGJl1Qzi#9kER56AWVc>hElEcfI?mRG;_{ZUTe-Ki#@f>Q8fcQLKM(*Z&UE6S z`f;vn(UqR>HH1xTXE0@BR-pYdIB*KYHGdZhVwBHD69Lv(Ol=({UIs|&cP%Sp;mP1> zvNe=4*3qTU*iQ7(ya5pyy_Iz_uq+2Y(mZj9{{Y4iXo6^0rLL<1v)}Z?#4pY zCZ`z{`#h`um~|s>^d8LJ*;LK%KCPj~Ai-DDK}u^YYqFB9Mn}o2t)Z5Bd1hWb5~>*x zGoW#;{i3+LNzf9Xrj`6BPEXGqf7s*Fm}j}QV+%f@O?v@BfN7dn?E?mjQGwEDaQscA zsjj8Wwj&F+@pUv65Yl1yJXO)xNhI|F>IN>lj;K{fQX^8rH$xF(jLHDJ99qp~Z0g!5 zB;i$EK71?o*R9^0g8}+?3PG+ae2B=;4=U5oqLtX2I|q+!#V*pOhPN*U12t7Welhn| zHB@;y<(h)3h3G4wZ9ph9*Upa7kUosIZ)5IWdz2w#QA1POD7io7txxzm2F(>>c9LyQ zl*eUhPsr2^0qN!sRArdmJ;?`W<}h1JBxz_V@>Dn)=_==~pslH)uBTeqWyaKaCgF^s zgUK=>U!nZ_lAw~xBd7u-HTawaz%=>Opt-YCrcKI`c$Hv4LjAR^K{O|TK0_nRqt(>8 zO6=Z8X5gjD8f?CG*Amp#P)RBjh^T4gl9ah+i7w6Jxc>lZw?5NLd{Q#(>rv>+f8J^Q z`bYH^t9bTS@w+0P0ZkU5oYZ-fTK>+hj|=gKtMW24=BRSH0gJ7sug2y70F2k->cvbF zU&M(7vFfFi7829SrHYjfY^&@oCBn}eM7pZPQjXq6z0^7TI2_lZ93m)xQ6olT2(E=B z1B!}+L+E&qBhdAk>0YSLRAV;O>8iAU5@bbs4ib-vi3tCos7KQ20l!(WY}l}$Xj_^RaPVwNUl@GEH2G;#C_WWBPQ zRk*rt;5%{gdi>2X*QK6NMZLO(L0nL2uc%t%&ZKd#?QYw>MS|P(bhsQg+S-^bb{3jh zY3ZMAV<(Q9T%4~pOG8mp8EtILO5Rf1iTZQxQe3Q1(j(!=Tm;gm=YYPyFYxrzS}G3; z4A;!(=fwX2tA|Tzs48*l%TJ4jr77d5CTMgzLJ`tQCZ>ue5s4K22?4H4YW9g)!~H<* zUs4ngO!of(sQtY>rLEh-Nl}UNJby1S{;y7jd^KZb9r3<;*z=_&*Y|AFBP?+V(8rUQ z>3`ccU|5|-$NH4>MFl`{WuL_=q02S1F zFYh)vnvHXnzhwl%RCTV&)Gb7_4Q?t74RQb=1!HYO-{I`WJI?boCZ8qk@~6Yo3lE1H zyki-uqL1W#bN(KiH+J8^XE0lamo2xbGSlwdHBQ^ywKFM;GnT>{R-%v1op{X6_K7Q+ zW-iYYa-92i87^L9B$9kp1zWom^B?NRN>^}*MC&Cah;ac`c%NPeJrc;i4|HA@n!gK0 zHu}d^!;7VZ50R33EQL%)f&@x8$W`PPNvfueZalLcZd;OdG4`=;W|*mF6crflr{(^B zkbNfB(FtROqW=I2kOvEq#i3>3#k$@JQc%M(7Nw+938Y)^6 zR)(>(lng->16OTp!l&%v)qZSmkbPNz*?FDYg55N8VQXsQ$y3%PMl&xVWx3+qbL?w(%2y!~U_mh@yJHk;k5T)6cs0*aEZqFocd+e}D|bridw)Aauq;wyW?* z9?{Lo7N1QZnpoEHK>Y*#uNshRN*y&c^z+Y0H$2mQcO)#f@<;J`hEa|>N9XzZdGuf~ zz0HB#a@0+M-6pakl#@`l;2HNZ~BVqCxyL8hog$SEt!gD@xE`Zx z`@1Z$zlHEIp%nOrD@Nm*f3elVP9-s&A%P-619a?)v!$@={pM0 z!TgcNLOZG-@URy*{-2L;_)@jGF(n7|e&6VXPw{`BqW8KUJ81-{{uiO?H(9-EKJBKg83R17 zku7RNQ#DisCB)LqLoSumYk)Z*dseoq8u(#=`zcTLe%`J1Dk4y;L7EL(e&6%-slw!F za&kRnSp2lfD-j+-sVV8+Z6Se_MBG`=8kha++eD>&Elc@SpXJk_N#QfKbsh>%uRrs2 zr%btmo~9aK9w^hmwK*56sDhllK@WlDsU<{(No^o%`i?!-;3~SMA7xEG-kfW=k~Nax zpwnFazqhP4Ib6i}*|G~IEloYChxrwBb#e(R6f|hj$^(Wga4xL3^nysYzeBgCzZ@_6 zY*XYj`E=TDP)!P?58`RA27LO!H??*ykL_xIh>B@+ah0L0$gd2jZ7hMv9M}N7Uc-Pr z+->Ej@#0nes=v=2HL5lsGih<;4L{=}x1^1JV{&CFsxfpGk;14YjcDVi$xQMc-J8Q)o)+*d32KG%X~hb1EsxKY5rU|b;lh`xUf`_QdNwu zNhA@nHb)~|t3QR%xM-%kkc@Bpx4*qjEOJHuC}O9}^Xa=NE@7{aQdiI~&;3~G#dGyy zK}|FXNhAXEF*SZ9RX$DTyv#5ESU^UM8;N0qdKIgoxf1j&t^BhJjO!_jH##GP|J|5q^HYL!;z&}k~j>IRmBA1 z3$ic^A!|lPqNS~GVi-Ao?(Wh_V-4k+6dZkg{{YMR^g{c>LvXPr53PH@;=i7HO>Ql} zxnZ6xZa$)mFJDthNfcE$&DBAXTInQ4o5qx5#-c=P#tHg3D$U2b#j)L3M?xw-!U_KX zOI&&9t4(Hce0)U_axLjX1WzUGHG20QRrV0R`Z9kbg97lV%{VG~n+s6X%5d{DNQceIT z)r&P*k8vlDMn@sK@YQ(w{H$^A8r%}KNQWs`wfB7pcE`xE)iyFbyipfWO^8^@VlJhD z9^Bg0+@&qXrxm3}gXdjCkJ-~V4IP~fp;OPa0yrNqKbIdamtDB}19aN%zf7~Lk4gdl&s?&- zx6^pp0#kN279^3LN=g}XVkxSkhSJO=oui0K!GTkut_jnpR|PC_UeApLYx!v+o`JvB z^XcZ@c9<8%nadw7d@JeF3nkvzOmTv2b5c~%RYckk@j9B>Xq_2dnp~VuDo922lvY#q z2a#ZN4%E_i$X-f+LrV0P=X1M~+}=Wo9e8Le511XAMS5(;{Dq%1l$2Qd>Q$(_zZGLHI5Bh({0W5!$8<@WULOSs`!B%TbNQ&y2AH4@iV7N`))ZV9VpyD|$Z zk0q3dj0#Z|zi4#i3bOPa0E)&#ldBSp%ei4B%j| z+4h{Cl)HNymBdo3Ek!&NeZ4x+!B901uXr_Il)-=dbb598OCw ziK>F8U$>)5_MoDAiK-_=iXiYAluUI1sAOYuq+0&{J09T(*#dAE8 zV2J?X@v$DKH2nTwXGopbxc06NtN1l$AN#qHtgWat)e^}yPI0D!_-J5TFeD)P0=+tB}uR8fuI#-`pAIqcO-CDk+68 zu1#>yk<_87^}c}`RNBvDZUyYt(m@WW>8JP|Y57-IUXDpxT*jeT{9u}o$Pe&;m!o~R z_Gag;*n4kqO{$8vh};a zv%4Q`(94O&(^Pc+>g%1?k;K(JOxb*nxhi%fxy7CmF7Ex1KYC>)e!?EuXz{`*UaE_ZD`V zY^^pYC7P_xb^Qb}(#{am?nvmWa#2a#Rn^O50jegydcv3+M9}t?21KcD5%VEDcK{QIA1z7uU^ z@SR!mdt_2lV!w^TwSVa2d}J!pl>`|q=0jyr&rdw_#LrP`>J)}aMVVsMG$6g$_ZvH! zl`Ngrid{()u&7;43nLX)#Re)Wbx^Am4gUat3Z?%5QlN#D46m7}Wnc-YPxFnOGI&^V2Gg>8>O~I=$S_+tpS5YH^5t`DZ z3V!|7gne97;kBTIcS!GjDRDC&6X;4Ra3@gQZO)515(|4EANeO{GIOGT84%r0cVL?Nu z@lmRO4LYO_-=pe}ig_IF8@E51*4EtPGn%T*Qs#Raf@IHE(o|AYz?e!nwv4l49(W#f z5!Av0DY8hS*x#>Q4}i>a8_@r=Y6& zd4H3lPmTU<{{S5RGF5Nb>bKq(x3jrS)dbYP-WYcF>!!z2K~5=6L{jePK%-iSk~tcZ zDI{i zbALVGlAEg!TUGI+ACB6!u;gn~W$Ef&pS!lwR%B&`^LV|zxM*RgolEI?4LGUL?h0wJ z(n#dmex7$*#}NUV}%ufCphZOb3Mzk+SOP{2srlT_fAgD6rQe>TEZ7nQssne0GUXVhc z)~kzUXy#oq{t&~ok;JZrU~xi5GDpv$WxpmcSS(_RZBYwT!!j13C68*MRpWwiYEQ3C z)spO|&SPt`*j?qZYA49lR_2b`&r;#&a;aSk#Wh8IO(ayclH2^EnxU0+xzfVngB3}; z-`v}`(S=1UIDj0A_h~FX(^`t~KPegZ>0^w?Bc#sh8?d)-KA+E9OD65aC1os7)zvhMQk#O3YNU6VJYfMvMFPqFJ(o*+2aIhRCIRYB z6yO?zsTqYyryn}`^v#CM*1KT35{_eb3#h}|+mtG_q0=36Qbs$w zNXQ`6pH7kAM`-tPEyR~$oG}PdTUQ*9gm9x*Jbb!h!*)i*-Za$owRjwjY`6->tE_6; zT%I1XvbL(eIrE`a+uZMC(zbI|QFEp}JV~uaf@z$e=f|Ts zcCE@8WV^&{zzEtxt$?H*M0T34DMQB@1oR;Go@;2=;_2WMWpGl(PgO1#9b25t!;d){ z!yQ7vC}v5fF>6Mtkx@ed`)TwZ(e2lEi5fJ{3|+(>PAE-J0aHS2kDo=BcHSDj&gB## zL0xhx#ZoFj%8`>$yiHDg&q!^9ylIlEt8`j}Et9LHsH8PDS-g>}sg89K*VV;QI?CY? zX!0;{_7>yl4Tk4-HA?;&bW#Zf&}!mz_8&^)_VugicI(SwYhn6f4RZRZ z^8Wx2NsK<{tlj;OJ}Yu?~?{^mk`rEc+*q^}0+);fur|f=_7(^&CAYpw_(^ z4z8@P>l}_ws)urIoz;%Yy(UK|zcJKxSghu9HLDbKR9l)fs;HK#T2#>;C2RnsYD{XT zFvHlJZ`^k4FqW1mUI@YcN-Eb;CWTdKa!9YOYnt>Lmc_3uLmPK zMHaNL9);)m5woy42q`n&i`M&YuBEBX3vNB(hQL?V%R02H4J+3?4di<`i6$ONLhvom zu{;-vey{YxZ6cL&q(?w#dxF!-nWyaNEqEZcj<-&#MQW@1o_=5wzp&7KqMbSAyE*bX zAL4N5F`0NR1T{5r)YDcpD(M`MJ5{k~bSOg$tADUweVfG4+ggHJifcfbUtjfS&!Xr= zw~nv~nN;v35nBHMM0Sk){{WvytEawF?mn-P@q0gOY<`AQ8&c&1sEa<0Qihy!>rRGfzIXTLLZYTvI}0%#PDQ0IVB0%1M@rQrL&->$)Kx7K z0qRH+TP2k9?PiU_GviBjB9W+)uD}gPG^YT41wAp*Gi{6``f|t=Qh)`nJ$q_T%+&EG zJz}o;Q`z-cNmn=7`KfXX6GrmGn5@Rm%jsFCuBFEqqAsVKMuB5f#-4qlys=52T#W3p zaWXp_(e4T04h_~zQ317mX^<;7}2;I z3ij5&!{_EGGhF#}u&Mb4x%WOEvkjEYFSml7FMON@`DInWmN>y zdWEg19xA(ZN@$VS`X^SLe=na->6JARP(?n^v>qeHQt7MKgmHBob7ht4cq(h(l81>|<0il~4dx)9rPwlSY(| zNft4|Qb{Ol#{iG^M@2WQV{i-22B}XPtq8e?)5uRC9Y#wSlJ4rC%+4QZs3J>Jie@}j8m70jP`Qe-L^8LTz=}x(2 zkTYVRXQ#_O0NKswL6@zbdQ+98t&G4b(!Q2@cw}khFu>5sT0vl~7dmxt%KR%Ywb4Zs zQHnN43U<>byfOZ-+SronFa+wa8Ln{OZIjrG}n2Xo>yE>LgdQ zB&=CT^zb;oqHpyl+K9{xC~aM%hOY0ohI;YaBDrR0L1#Pw?H}PCR@U;z(*FRnE!y3c zPfxd}pMPv!wU)uho2+UIdM)5FtAWc@EH%EN3TWqJ+pDOna}U$ z`0a<@`13kY)b9@k4Mi3nk!m9U04#;@p!ju2hACqNvqlY^eLci?mshvVByh&CtwnVP z@gy0i3hUFKKr391ryY{>VTD%SSZ28^s)|OKt3&6A@GC=1x6YMYODD&AO8RGtE(roi~K+^5bZ#Rye7r6SFjcgoqtnqMgH(Tcl#CoGL04+(tmC6rl1a%C+f6 z-38UEk#Jdvs(`u#N(k<(WT<8pE!w{qa}h&Vy}wnnGFy_fdhYGFvZ(VrhJz)J+&Mbx z@8TIuC*SBtsKtGgB|Nt!$gWlrmS@wbyp8QUE!@{)-5^qPSoE;T$sm9$>RSXF{QA6m zuG_a;NgVe8$}|;d^f$v%M|M#njsr&u0bU9^lf3(Ha?@=bMLyo^Hr$d%n1A80;`bgR zTv|ev>x`|*QRVAJOH#bFqwXb!qCu|U0KeKf8(Djlj_0tTu8;v=KR(m)$ooegi>#)! zyt@&_ax|S~jaU&;T#%qPcxk3b*+@HIrT1Rtugp{KuF0m~7`p13z0$ZEJ&R3;&h_pZ z3ZoS+A9HRQCaH>O~u-TTnCKN*alA-eZA5Mqr! z6CAXWRLe_WJ7gKcNYT7$42yKTNH}&ai)OT%F)Q3CWi<$Owxf~$hDcsH)N|-*(%rj# z-Ng477Iy0jLB-XTDX%yo4hEV5idPstH_>)>{Mnea+VmTru%3%mbqy}n!)?unxQ-V9 z?Hxrn!-H_p(?cTA7UV5)Sp=2~Py&JNT)R#4+iOLQ(Qq|*YmXo*!JpHBAPzpI5Z&2s zml8`8Ym{Y)l1#CwEkLvf1d1AZ^&@Rj?EUewF&(v!P4(0rgNgnlw<%)HN1Vo0XR?&i zH7-tUp3|kTtEI`~QhH#rF=;#i`HKW%N{`)1o4$a-v8%rgO zl9^}7*3nhfH->7E_l`vJxem(grBnbxcXuqnT3DjKvQPGI>*{-z6^CCN0au zE=B<=q?}fugU1yh^cL?O?^V6=^GUJ$0XHT=Vvds!kX)8KD~gr?R*|E~Oh-c%bkgWvYK@ApE%WUwJ;^yF_gEs1Qbbt4imNHF#-U zgNjqgdY3$QLw{^N$zC^H^>Eh99Tb>Ja&lub@Ke@CkwK8J+ceAsk$5k!!BJDmC&Zw7 zK+0$>gWah&NRE^vl)DxVtZ6;MR(>IZuxM4+Jz7gYF@&t%yb%rTj7!rFIe&3|Cl2W+J`5 z%KB?qHzLehn5D{EBXz!s@m z)Yng^6Iu^0n%i#d+VUGoUsOeaT`}?0XhjW9Sp4ald3Cav#|`7vonO^^TV?KyRwlkt zkBbo`YnR-WA9Xx*-*H)8h{aM=!4*87RxZ-$VjYSA+>wfxmp8kf;V$I`r-@cA`h=6* zSYTibVz@sprY>o}x0l1Sx-o|tQ1PZ|N}81<`jAaOz<72hYj0=sc&z7C_9tU!DeCThW#l^^9lNq{J(-f*s_VJy z_h$Q=S?XJHRpa!}iOJ2oKIW<5sEKq?t}am;$)qv`)V|GMeVS`z@g!8XQBax!DjJeO zR8W~D+Cy~lxXuHne2REz|s zYgeco0W>6V0CDK1-pofZp5D+k2~#AFq_siduEG52RK*W=Ith1APwb7$wDUCE$8B{* z9wl*EYN_J+8Hn85t1xA*mXa7|px)nh^W!6?iDwWRcu99{T9--IvA6rUZPp6~Xk|5_ za0W@QYb#V!fcKEI8)g8=uid29Ap*5k@w5RhS*5B>kxa!^09!{6C zH{96llrz(2qW&?R$ZQ?QK@?^fr>)sLzFDayo=8|L)x%P=B%Xp?7arBiw{AOv_*zLG zUjQf8sH!W&qKVzI3Ncz1h2C-B43kQqxtY zT9#*rA&}a6397L2?I9W&JKx{Q9_oMd)AZf6ybMuMYpWd&Y3j!KG}pSK4K zmWC+eXQ)vo(;0LTy8E6%1$%e^F{! zP=P_`P)<4lyI#NK1e<#a*nL;BJ7=*myO3jGr=XK><}&p(lmXivPfYY1ibtu5B!)NbxkfTd5r=eyDe$E8; zf$5OraQp%JhrQN@s|S?pzPg%ZBxz+LouCS4oo?P8(%~M$_IRyB(@%oBMh#oA1O}jgJm!R9 z*}uv&=03{YIck&ghp977k^TxlgQnNsZAF=<6qlA7s>;gMq@px#-|ot3eBhIK-pry2 zr`Rrb{{R9FyvEB-G8u{D-P*rJUZ3em&&vfo`(v(zg7mP1UXl@`uCJOBengY@3KBXe zUoJ7btiVYp`lE*y-|ni+)q?YHG>q=x8X$;-;iEX->HaYhsRueN!w*-gl5xnL#{)zK~~a zZMR$67~VLfhM(w+j#nfaF|LA1(kM7n?denpaEot}=Eb2>)U1@F{Co(&8nOjN4;uB) zef)&(&g_bxZCB(w1AArSq{qV+COll46G|sD59X$X{ct?K)E3Z7$`u~(AD`G=G~v`n%&wyAE;eT zaB@sd=s^I6@;Y)(CeHr=gy{CpV+EO;wL8nKHb(kg%CtDQ+Piym_6E<%ZP1ae9(A+X z3aSdhGkIi=T4k{GF0ZGgoBHzvYKdeWp&mr4o)v0ojZ_U))B0r7H3XiM-13ge^y6=P ziKQwD2v?h~m|!D1d6ps2+ZASaGhzR}Tw*q`v84~{tcoLqf{-F?HjCdE}m z_1N4sKHb`Qtc)^MH1lIB+a4yVM3r2JmY#K#Gir>6u~fGn;O{;2TSSUpnbTGjpag5y zD?kQnIM)ZEM%%aY)wGQwtKEhKXp!_&1Ogh|!bz#rH3BLCAc}%&2l5vFUU6mWYTs{n z6v&KiXGM`NWjt3s>h`{t{LXVZBL2bsTH4^Z}0J;~pqj1LY3QNVaM`1=$`QPD)3 z7c5I2i7lManhzRY+MIz$ps$~Am#u3*G5n1G0GB-~)0i<`+lrnF+6f^_e&OCVSovwG zsuiSS^-Ru1i)rBQ@0>5Ef;(I2qn?_G{Wt*bHK5TFd2spU8qoB_n-0f&WVW$~ zjZ@(*BS_w4_B*l+cJ{9f(zKzp_?`T_dZXhN4rYU|x6bg~`5f$#JlmIb!-o~7mT_D6eii96m&8C^gM4m44Kz1%-<_y7^Xcl7oVZMH!bA_lEM zti+Q-z?za4iYY(<;ZjLH6n!s?pm-}Q_f2I*f0k(0Q9(~l<0~jsH436el@%^Uv=D8n znEgxO-y@lP7$eX>$y5HX@Kd5$Y}iZND-`rR0r`4YrX9<+Yw2W$Dm~uR4(b%a4K!;A zs6toI3lPOv609R_K#)Hk)x&vW7|ikNBkav;I=ogYCH)p=9;b-=I&8x23@sfy*Je#t zUa3H78ohq{O4(M?`BrLWjZh&TusOM~`g?R;_`SByz8U`jX{Yk@sq^W}zYaAJsuIin zFI@iso32RENPuG~qkj^Q)f_@fWG*hN89b}s`zQQ({CR{>_ZBqyXIJO)`SnItM+lTg zZ&T_1$51QwC1y~Zq*$tI8j_P#Oz~7hOZRI_D#PU(2CZ#ytO&aU{Ym$+dubw@V$3}T zoC0ci{{TKcCKk)Ci$K4%Py1h&_;chsMMtpmF01wp1rtk9^z|)IQpr?fmCSk=)hG_2 zexv05Tz)u6{ycBt&8A9>HmZ^Nf2$oBO}DhksLrK--*wWb^2eTdbdi^@GH~W;YwBup zv&gjdlxHzhDX2n`m6Akya#}W!1hStQYk&{8mP@Fj(5xh<1*JHe;-9v^@m(Z)D`c#u z5d%hXr{{yi<^CR&_?#->mM9HgLK9L^;IFBtE$CENW{@$^4ehIr57X(zCAga6GbE}P zPvNN_;Lldm;SF)bXJf}t=Suni06#9CqpkDT$2^o7DVjY~oQzbXQ$rkP(a0owHvq1H ze<0u5c&;Ug6voD*3d#bn@MloT{(gNrWHazGKq+amk4g-){f13riJMR!IR5}? zjhQd2hBmgJ#}$q%nVVY*0se_j2mUV~I`p1Jiq<_8K&`R*?X|(bGl$09T(_Y3k_m(0$Yu(?cN=G;CT-blT!@2v7yj7Pr)Y zyxFMbgiGLnbbjAc($NH#&8kHU@}{NF`o3L3mb+BZiaBczL7&c#m#u1+V;Q-IDT=r{ zQ`67&8e86k5os#y6;H*bY4(4s9XBkOGg0FKRck;yS3G-q=RV@kMM)JkVWE&jSVu_= zBhO76ORbt3wii^fQUfq8em|$S;D|uvqcbPrsi*ij^tGl-jVM^7ABgc>58?j+R(f%z z-Xem8jQUrjG}38hGdxx;c-}{v+`5oeEDodj_NheIQ)+~&k567bAh=kfdRqX(oN5Q` zAK~f*IqEE}Ij9m;RX{{#=|S>Nf>sCi;wt)2(c4es-kq5y(iK$aHTiyBY{;5Gp+n}` zAGH4fgXhy^d1wI#&YxB7?UqMI&+_SQx6`+2{hzm| z?*o0NzrCi@uSe>WMXlt$?QihW_5T2R_TSY$oj>LO08r^hn{9vU{{V~s04HDn(z0EL z(ECGU)}QV+(7@qq738m(KF{{YeRsFDhcDE!SbGi{%Kws#_ zML3@{>pCu^`kfZ;e@Z+mE>&yXduRq*xYLR5Ij>5(9;L+4W!E=bCN^1OfH0pV(ylRS zsy}uj??F1j!(aB~Pf7m(g4}Jlea7Yw4a3lW6_TfqqkiA8W2D#Z3~U-#jI(*wLjna3 zIPk@IpFEzRw(H)bb5zmdw~toGI@jX`VZ-ICX3j~EWOtfGNNQwRn1WU2eJf$e1Qspp zY0(wbk)GXI~ z5<#e)abmSiNA{+i9Ppt7_Vl3I{YQ_%QA8>?uIJ55QmZWWTc)Opvo|e8i?FGDbZJf; z>b{gfEL3s;Z)`Q(VF!qs%2&A3roLu?57;_jkv5xkqH!IXQ3&I}SNYd9I5p|}ZFHXB z#^nD1jnPt9Wh-QaMORl{kf>mgK<`*jUz*x}p*UQdd<~fDepb9&^OPvOdHqkz=HgY94P{#|fg<5@>V6d6;Rbqdo`wMHxlj#h1KtSB4E!4Des>TCZ1 zU!%!tWm55lVm(@i`S$++tJkLta}nCA2MQ+x`+wrP4!aAv_Eyf0jxE6k^s33^Dk|%TLe#FQm6~&u#U5Ecp6ITzUIj#cdd0-~VShth-d1IwW=9ojHfVd*L-#8T5`WtKRrG3Kf& z+L~)hV@c$yqNrq<9s&0V5OAl|p@+M@mE!m7?G@m`f0mqom+d_vYnv1v6fA$CsRNCHL-D~> zf#vLh-oGLn{xhc^ZGL?&i3f$M;X=vl+w0^D3YvL-bm@~b++AH&HAOZ{J&?%IV`T=a zvPw+0J|(D_38^Y8DsqB3L^^`RCXZTzKnLsXb$}8fL<3i;Py%t|@;YfUfkWncMpFEQ={#=o%0XSa_I^7Tj>b!lm}PebC0o=>lBY`5rby=% zDL0c)DAFo1W8(}-9@X9Lw^s2OZd?WaF@>+hDpMoV&)1~GaRNGKC2itpvoyZ;& z_P3G&q<(+u{{TNv#eHuiSdy|+&xhnsZx83?(uSLJL0)6Vn@o;CKhx{%p`e;S*12GVD*ph_y%)*1sU~?< z6#g1VQ~vWoo|!j;V5)FAX>+(Ie0<2TONM=!xa(=3?(ZzC40YiarBJS>5tbxc=TTGc z$|5Xbw{WU_!B!{F_x=|D?x@9rQ)IMpTe6Uzk{eXH5XtEpUeo@j^;OjQd4+~uc zCGxpGyv_dr5P(KTl&+x3R#HnHL$c_2}2MgO3IdRElPzzvbykwzkeg164~$na)&XA*YVEbjiaFJq9YKZ3x5e@z6;#JeL~d z2uF`oai;I>1;K_!>>p=q4j(c8ukdt+bu+P^L)>`O&<{W`IM>&Ra|&86 zs@^@HRS5Eb8`~J%E?SbE>ET&mp{;t%#XPO3dM+uLAi2~B(LL7Rc9!dLDUqV`3E|U^ z^t2J49=?4X*_(+r_KMBpRumc-wK(wvE|4ixLe(U67;g^R?X1OqIvumqdvPF^IHjqm z%w{3jRe14L3e>C>nELoKGf6EYYl@~pDw4ox45r~<)5>B=Arbtl?xu&2lLq~rH*974 zcS)`k%D4;Rod+hTQfkvtkSX1ok<#9aad$l#p|9RsUuT+H?@Hn}=V0fzZs46#aR_RR zzDAyk2qUr9H8EyhKL8zDz^=v_nmEdT4|g2!Dz*HF?c>!Yd4;N*2l38w$sB9M{2_JM zKhYVcIG&7l-j`lHM@-QV@fnHZ3vMdMivMaj^8)wbB>jn!ojqxvV$ za`rk&S)5P-No7yeP>maa=UA$id|{cZI02m|rW}oHgInQj!b4DuBTJiAM;2;5UrBZD>a45 zyM2ARC+|I~b1kjIP|#_TFLR#16%+$>nzL(#`ayezB>)e`oI|qsCR&P*bRmS@0+%qEuZdDkGyvwV^Fw3b(9y;MAKX?_$2=0VnAUOlo`+T=-?G62nWhC&^O^L6;%}F~t z7Np2ilMM11Z5&gcZlN^>C4ifr!G9IBcY-L&%TN&|1d1Gzbqaano?3YEIluaoX9T;7 zNLg8#jTk8`0HG>;s0~NY<<+KSerNUj#f+D^Hh$IJn5ruD#;0R{cX3r4fMkSlG=+_`O46gxiLHJ_^w!#&rQDtki!{>#sZp4a zsZtBqhzA4Kzs%?D9@6T**xNYzeXF~%^siS*lB~gF9!f2_oQE4zRw|N`95y^glSK(4 zH)}HiW@B@5TLtHY;pAFIcz0*dI(YG~*~5SXr%deZ!*Ct(9WKR9YHL6b4=xqYSo8S~ z#@W<#RU1Nnq0O4wNa?EbTk2fSKPD2M(mhNS(@Y?lo{swkN|)6*e>`lv&`aq4CtzO3S5fDwQe?ugN9i=_Y`N3<0nD z9BKX!v!zWGO(-$2M#%uwLQCY} z*jV3>)z7r?G;yzEAMo`{t7VzEF&;%;pWq{);mLJ^d-uUvE#C z`nv7UPnE~zYA{rFVdogQar=uMxN0P(vV)aePEf`ZLp72%Ne%Rt)pPCTxsm{5c8$?} zet+?Pop?*GLE=80Ty&78qO`~d%k#}WdVJaOZoQ9=l8Yt1n|jUWNvEl=qM@a%hMsn5 zsUWDw;&gz39~^Q#DRMtol}V^PIDNe}Z!U!GnWSG|FF&vk z^7N;V3y#IimG#th(NRuZ%{?TUC6JnpF)X!IbW$6ysE=CmP49ngLS~W2iyKHd4_x_> zR2ZjJq?*^dXIw#CtKfwV7QO z#CVEuBx0036K=`*q0qUS{PB;kwx$Ph8O=c68-FXeEAv&fN`mwN`4sFH3oZtCZ8=M?an&a^@>}y38_jcB@vxeRj|QvPasJoaLquk zNX%c$Ocf@^#-~_QS5xQmdAiJm*&12#&lXoHmq_BRO6jt9rZA#uU%6P-?4=7U`?bBa zP5NcZs~S)`7OxUC43D0wA5My!a=1xl6UP!73X>~=KnN6~`gspuP6UtS&+{Ak+XWuz z!S!Rh-(#qIQrRGCd+Fl%RdMc^8x)fL^D2=*u1wth^zn47}!LMj1O z4NW{jtwk%I2ZaWDt^J2E{_l(TRm4Vi$wKTasznXMgt>DPc0;h=;jnwkdYwnQ2j4X&fn9(2pwD9Y<|0{{Xj3ESGV}LgAV;E~kh!B0z(VYoFVj1?rER z-P6DE(QaIhZ*=6byXt~Eyq05eYRu(oXRY+s&*XGp6q8GJEl$272c+AdWyfK%vtpL= zi3EQU_)eo*ntIp$k3NqqB)h!Zh0>zMES1w2;i8faNhY`z$*p}s9ThK=wYa?2``Q%S zTWs#hcP%2(Lx!c=)Oo!9c2c^Eo5{E<>gScEf4HfJNi8cC8c-V$959=1g5F6~*mj{5 zJ|}3!b6gT@_Wpc&Grt@Aa`dY4#uyz^Pgv{A8ef3LR{{QjRI}xFb)ICSxQ|6i3UbB!rNP3bc|lEWp;_L=gTk!L<{>9DkU8eom#k z&ng|MhlbS*u09jwMF$41Ymi5!It4cGV0HBdZnCZ)$S8`z+`0xxC!k85I93*tu`Xl$1FcvNOGqwM}*beemKw0`Nmk=9hMn2cyMQrPwN z^f;m6(SYf^4o7?CGkb!!A5!~vAG52Xq^K1$(>7k7v3xmvbLc)cgTTH}ga#xXe#6_I z=W0t?t-IIw$kV8d;8)1`(0O#LW!f+9A6>&LCTP8!GsczU<@C3OXD zBS92$HaXyrFC2;sOOJV_Vf#olvr8D}>-k~qHumo{rR4)i{94q|Wd0vh$Dvidq;^pl zGz|xewFnu<^Uf+dR7H%%W!90iu~gPqW9EY*xTtDmj-ndsDNM98Gt;SLvwGcH<4GWc z$@Y>RL^o#!hXZl)6FJ*4YKQISQ$uwzDffbkiH=o)7{hd8f#SrjQ z)9uZ-jhd1-jyWA2o-qFaxhjwHc|N5@+WfKoT%T*An8cvZFNyLhIw`n!lMbxN-@~Su z`&;~-O{Z)o8!H`LP-3x?WQ$8*C-DCOA}okjF{?y+wCW|$xjdgufcDswNV-ZX)97^n z05A4>S5z>B2%o3GoeFc4!=&bWdd0Qik&>q;l9i@`RvK9$F-Wph>uI0(fk9+O*QZ{h zM<3bt?YbMotZ7<$YWnUgPuO{;yt=`99o&Sj}T(A)IQGSzsuW&oKu` zV)GIGqAkh%3lFGW9@qNEwzcy`q3I#qZPqUWni%?;FQ1b1#(SQkpoE~Lq@oo1B{R$# zrV!Fara_{l1Aa*0@=w=;?O593@Q${x%Cv4j>ioJdhjNl9@Sj;usjGi-AGxP$b&;ixYI=y)REgZNf7VTqqkTW8y~k#j=fQO%o@evV zPs4cAOvWjdhwzR(Kho3Z)W+?)n&+dRAtfuSdSBeE$H|<SLLs@Zl;@+g?X~VyaY9JLS)BZl$x3al+@Z~^P_K!b4yl-LpQ!Bd20RI3=IQn($ zZ)-qmY2X=pip=F)6U!2LXIh4j#;|IRrd9DPc-*NR7F+%S9_@Ez$rT|zzr*?bzt#R8 zsbjb;(~{kg$LCs#pZ0&%!=)+6QC43 zSRlMu>*08*>*=5AbZ#!~yd!Lk6U;IX%>Mu`na<(I;?@U~HY+OnY8} zvSGTm&K`Hh)M3)9nx}D4(Z%MY+Zoi27*sZ*MLS3p<8q?qc=jOLZj5sUlrmzPkDtrC z*UFw}?W$>J`rAgco)IGhP!E$6$BhSWE1XxV%gFAWDsTKoZ)Vi?M%>)=czkwdziMP# z8&^FQR#HolO2Js2Pg$sfyT}O%hU!HoGVY#*2 z;!6rJg-3WMQW>>WY6S#fa9mRr;nBj*?TyLTvDM`3Yx_HXJTwnUOe&c&`KqWOg#|rD zbh+6hF`~7DMMhgy{{T?MHve?FJT2HUvA1+*~6NvR|kzr-r&Yqup_cAeWB;iAzzDqacbM zB8aA3kwVN0f<;K;PtGH6b`@P+E+ZAVH!c%%*4I=?P_t2O_pGYNia|~)sxn#HT$ZAY zJcgbLbp-)0?R1w`^2E`^K_`Jx6&Hv&AoLPTID_h)Dm;Oa);=|$38Tvy89gp&HcXWB zK)a8$vspU1>v3sUS&P}fai0Dlk_mEub5%^QK}Sfa3@l!eEvTx=J7C|MLOoTzH>E{#IdQX z%-3#edc?*-6jV`Dm@vyt8i>_QPctDd?#}IX79QP4x4M?IYA24BY!CH$e$J{bVvP6^ z#>fDmZ-^czDU}Dy@&}DiK<00BW4G;d$ARuH)Z6rU?CY~8%GuT1QjU^31d6UIYF)=s zL09+j$@{B5rySi?htMd$g{6oh!T?{!Ne3QPBOv+H8K+dW@hxuj?gmNq14Rr9ih?Rt zTxlR=S0Lx@L}U9;arS1=!kK$tu<%q_JmyY3Y+JVxN4B@)9DPgGOlN};Jaurx1S({8 znla^z)=r~uX>4U{Xorj(2dyxH7Kevo*ZEictM_X-?PQY1Fp?x8Y9nIcY6I~SYFM9I zY9tOFCidojd3)O>j@(`0+}YZgvDmt;x_6%5qprnAi`*2cO1V5P=Evh>f@)bjPRg^_ z$vUs5=*5S#)q)UcqNIRy&;X*fsA7N;cv8GPx+A@gNv)xoVML5GDJt$|at8)Rm59@W zg;Ad|PMJG1vfW83ylAQDHr65HtlWiU+ql?pnJQ?pQyiXBarWhf)v6xhT#^V5 z{EW6qWwwwQR7xr-;ets#C=gV$6N&*^oDLNaZ8_BK$;kDl2{`C0em2V+lchz))IedSq+?eQ41$Y5O?z_W z04tuY2l-lUNwS&k``X*OzNq99k{zc&GqKGK(L-HD22N)a&hp0Oyk-_ub&w+|EN;HS z`^~b&e4@y!LIDb)aw=+QR~5k3{?A61TZOI8+?LVCBJM2IHB(JPA7yy@)_@xIuqM>p z)KbAq6TLklQ8`EjOtDL;=FnP4m>xmpL3ZN*0Fno?*=@|Sn97zI$WiHBQ$KIdr6OS! zxzaWN0E3QtR#Mc{R*?*qa#NIdc7{WC)f=#Oh2sM2_*)ODKjZDyvMJSC_9O9ArF>K} zR8%C!dO0BR-&#-m$QhX>j%stIG}r>H8NRLb_S2|LDaZU)dStp%qpZJgj*^^-mBf}7 zYG!GKOjy00<5T3|AFb`}P*}$w_^y(Htp6SYUrA3yN*5^Rnu2?M3zYL}8VX&SLAOHK-i<7z5@LX*hTtMjPd$J-tZ z*9Tl!MgENk?QX0tl_c=UsXQ@HU&a2fPLj=5*?8-9NR-}KA&XqqMmldKbA8K8PWI5u z0VwRJk?mr<@es}5{*`~#{ti88Bu-SIU^9c7bk9kPml(2CRn)a{4Io@}RdT~dQ5ig~ zF*ek0-j@FW1^2aos~SEZw12D9`SjJq(7|#HG;{n#Dn>uz`j3&xMNLgmn8==>vY@J~ zY5cWQfJMYg{;x(kZTP5bN-Ch2W~V732LMpFnK~bZ2uF zvS6?xI%LO5Qw~NtS!5OTwdkw%;-*OBRV1SwaicRRvmdXu>$O|VUEQ!L+x}1T^pZ=- z>G~s8IF=ovygpy?UoM6$cJR(t(3q1YR4YgkwN-44?N2S#vdGcjP_ng{A5gbH*H-qC zSX>jJXVlbwU*OMPd!uxUWRPj{R7wx|_n|!1;^(Jns+wemWb-`q^{mts^6ElXIOixD zCTsmzmA$RcHDRfpqo^L5YTqg!@RLrL+tnNjscg`2K7Z-Fx>X6NswwII*wa)jF$m1c zR$(OTaN}3hNilb3eim!C0#9TB=l9(GPDMY zx+=K@GEzvB>JA-UgptSqZ_+p(--#q7`kt*6p+yP*09VhdvH6kwzkWFUzu454-hL}9To0dMV9#vnU}*P<&fzoj}b$IQVnZb*V3BS_cy|ym46BF zQ0@KUNrTAkn!V{JI)k@%?C@l^R%*I=7OskuCykD!a+DPk!>K9Zl^Qb9xf8k47)N=` z8)o&ruI?0&K^hh4)zC%@sRUO!AkdMfg1r)6^6G6?KcnH!0IAZ1mF_jQqN$)Y2j>@mwMUS|ubTWP{nG1k$zh2EAShB7cl zcv7F?=x4TC_*Nq7ONE@sPjD<~1wg4PDO&#AQym^%z1VSy1Qc?$O<;_oOI2#3Jz`fs z?!@pXKTE z=|xjAO3A-!EV1)vT_iNSUHWQT$o|055m!=;U?J zZC2#*xs`d~lBWrXr>l@{HERl<_T!==1JfK8N}A zX&&nI*L>{&@}L;<;wf6!)bt^3Uh>>^nz6Y|l?0oiUar3p8dB0wR#)Susxf0rQB)F> zPZScz4zy2QulkR&m$MN!f~>SYg=tT-{ak*1ElY@{{b?j-tteTKcdrlS(kh3!bJR0r zu(=AU<#;8%TzSYT-nHq%yoqTErB|HxAYbwkfdNq<`ajg{#`9IyOXJm zaPb8EAC`R2NqqkR$!(pPY^^00YiQ@P^wcv?6(9GalN(J-kcrn9EhTjgJi?^32TZQZ z5e`>J_O*LI+qr)7=HXH#Sflea;xodYb^AWviEp>~p^dGhaWNl^`Fj5Vo1ixfoXX|% zINW~os@nPNo<|o)OI&b}#}+oCqMD>srcVz;T`cb&sM%NdWOL4~WAZ=S`BEEHGYJ{n z&?QB4<}g1m&*T=l-UaO98Q3~;0Dj-~aP{f>pF0eDwz7j_(e4^^PxrFrGLLZ>Qn62ds(cY6W+O0I0~d{`P3<>;xgFdP6wnCpl9&n zsBbENI&|4UF)-v(tmdkvu60>slP;CA)s(14ZANuxS$#!|DloVD-$WyGu#|lSQ9T7s z2^jOQcM9?O^rRUOQB7&&I1k&8pGwWCE^><}UQ;6hqpAB;Ohq0ZIjPLj%3oZKT?~Z_ z+&l^>mweuCPpRRfkGkA>tJ;9(iK_ z03)k8TAV6NdwsgcM-)`B$Lk^$0T>Vhv0?0vTPt%Ssbd+=7l-@L_&;w;R^{41rjRoq zT|^&V2dKHd$-Xwm#-Q2Mc^%<42LdYRrjI-Kxr)4H1hrpzQ8ji(y|ollbSsHng4=*K zdw$n%vVv9-Xx4n&;{3-<-P}nmdSooXWDP1h1gm!}JEo?SUQ01iP>?XAT3j9g(?Bf0 zLK^zInndzeRKk(O^C~Q7N-3aGO35iEu)k6HBp0KJo3-3B!wsJwMO zbN;WFPDd)pD1}M;6#Du3bkVi5*qZ#kPm^=)=WJY%N9Cp6SUQZIJaNXRIF2?tsiYtw zAGj_*7vtL(7msq3I#qoNfnUsN9a#WqRs2QMp4Dp8{xUw_&Ych2PpmT=_|WDksIV1V zM=uRraBuA8REKI&%~H(M!?GSEwbgXg2EB^P)$`yr5nrF5 zN~5@QC{=J5_=w^E02wFc{;KpMcGp*Q&stM$YCY*MPxnn$<-*sDwi~ai4&|by7&@q9 z5>(aTsvwan+#L%kw5?}Wxw-aR93u8&wz3tCg-TYK&zPotdOA*EwXg;l#8)x`MMBW1 z6v&_lB>a!cl&U)+)c*h$jU`0#b>3sE^7#tP4A{yl?9XGxT54*k(z1?%dOW+irxK$> zBCNF`bm=Di4`j^++%q-24H#Y&6>lPNKRo_@8c#0Wb8X|#09QFQ3@i50SYzkVLnlS_ zPTbv9RLh_FL5r=V#%@g2Hs9NO4{-KQHnO5sTG=JZ@6E>ywAAShOpMg@=~kpu>y1-P zLr<@k?kGZBv{dv^x%&qnwEE|!#_P4MyIMsI$WB8caD(;`Gv`rL@~P;P;5%n~ZOraW z)#R#c=E$wFbPJ1Ybu@4Z{A*Dxfo63wD@Epw-MwmUVaK-ROK2ilWc@1C6DFUtwMKLH zo+F}o-tFgPwJyTGO!&bjzs!8UK8@Zdxuk{ahDNYdnk4hrRg|n+HSp6c^$=9#j3pjJ z!Hba0!$Adyv??N&JxTj3UthtRbZc)l#1V#(XteSQDU-vv@$>7{zbLXhlXLAot=Dt| zCtTa2imJXG1ywdTCy>L(j+R+z>0cuaL)EQGl@?(N$7NR~)Sv{Tc7dRcWmDk-a%eI? zFn`I86zJ1x+z#UJ5MUKXHER_ohr%&K>ruc{p(}O8yd|ryrrbD6sqimV76U()qt9h1 zq`}puJ#$gxp{d8D4fjrt8c=3NNUq+bJXYG?8;uPN{moj_T7l_~(UJ2N`T6Sf%B$i| zq0v4XsBrb;T6z(IL!VBBJYM$4?(9y*%571$HYwV4(Pc6@JQinmVDl5d-b$wrn#kp< z9twkd`Ddl_U5sw2Wmm;~GZ8~GJwd<5MZA2ud%hqHgQfniUOO_9I3~uA{QHuzy zNqA7So?)51{{Vz%$mjf>7{PyR>MHrpgb08RHOJ5WRpHVz6|;K#cI^4-YIlC(qpHAV zGi{cvlOc|z$L=U`-aNG|I2aZttCF;M(QgH8avO^(-1}~Fk*|a;!x<}D0{l2?K3^>V z0F?DxdEpMP8$5hXC^Viwgk$X-K79%h9ERrXnqAY4+4~o9Qsd#<)Z2$GzA%;Y=Q7wB zRcdk64Y;Uk7DydIlgAl~qC_nsnH5-%X}+FINLEd261NaOMxbJ!XCGfaj4iJVYKQ{5 za=67?&q)TD1JlcoN=)w5*%VYel`=StJvLu-ZfsofWg@K2$BLrBc??;7vppp=$sJdk z@vKtHoreZ$>2s$~<-MV3+Tj;S(L;?O zr7OT=*UPUomQcV}iiG;Uzxd99&}os#;wU#ZLvCd^Zp7M^%}r3drk^EAi_PaY)=miE zs>R7fxLUV%NfJhif45_8Kn*~9b+4q3V5}L6da{y#-m_0r{$9NtcBMR3kx$GDdii;i z<>{V+Jdbt!eA|D;cJAriIX&r+#pS%&O8)@v1}3VuTA5rLI<2F;GW5$>DWXPCx}|1D zMGQ$PrrMKp7gd5S0hW~oYfe8Zde(-ck4aY0L!qq}SrqExievK_?i@(-;%Q9u(KpJj ztIA5t4kEIGj;n80%^hAgm8v13s>BFrDkjL9a#%`5(g>SENg?_-KFbdC6f=D^v6(6f z)gGn;Nyscd6H~*^gn4vtZEtrvIf+XURCg7REm}|(HQ|ytaXl68+U<_B$mDX^8osRV z3265!j5qg{s;FS4+;mmct4&o|M>QNxDng@D%1n+UBTEo2-pnoer$I18o`8=JK+SVs zg#7gR@y&X3ZrY^XZOb%Bu_Z~>AY+P}6yu*DMtrN)dSkv5>=%8{yt=;?*gbu_F%K~!@%Du2JNN@&_B9$J-R7g33TYlSiMCC=w+Y_xuYR0Az&0jm z)MDkPqNLpzylxgKrH{i@xon={nmUQv6^_tG&<`4pZb1acYu>i4y5qo-A>j(sMQOp0 zY7zqE)w7;G1+FbKxVP zllW}4d3;4xJtpj{oXJefjRsV`ONLsPOW8CXS{$e|y5_x}YmH(f42y+m%LgFlk04;f zfGP$vL*#n%dv+kUQ3Q}`YSBSuPBkYn3VNS1K@{k%_b0@!leCeHtgDaQ*o;0pM_r$T zudALKN@b~zqDolTARvhmT4`mLG@M3s{WV(V+g~v9JJ3fD(@Nx%Aca(pIVD!7h{+5^ zNfZ@55pEvSZY>Jh2rVS=&Y)7Dla>_o$>EQRoIHpw`|X|m*A*Y!o#WU0i(q6arO1km zZf6sfz}7`pT~xYgo&=e66xB64-^Sp_BJ1}c?7W?|?kz3th1_>v2g2&a3K9bY8DuTyFHm5)6^M^W>azYuSrm3_dF0(Usu#0 z{a@xTXSETVS!8I>cY_qgL9Rgxtc8b}4TI3XY2WsJwibo=2%>c0q#~N}_?5wqfrbyo zT7gP*AMX#FT~W85pDH_N1woI`EaMltdh2Fodm$^a^bZ8HQDkUv)U~l=w8^Q%s99vY zc-#=a)oh%x%s2AOZY<0u3IiR(rL!<F15`~ zSbn8N0nHckJtpu!%%7())W6+`d!_d^OH@xBkiNm(dqNXcm_>@Jm-wDinWw8}g@Jz~ z1&M$PM33cuanD92rI5WvH`|z}dUi3m5;L;I z7%;ZG0(oX+F^>u`t5H%$rLAk(O7R&aqk;Uwy9Ha<<>cT@Dxz*Mopl86Qka?~{c z07?(r(N6L1Es7%BSV|}Z0+y)I; zt_?`-sX5I+7aaL@425>&SgHj`KpudW6(CnN$<_AalqTJm{LsEe?}=-TKI?;KQse>( zW!w0SW-h9hi6>bpsVQelHj*<6t13*A6K4AH?m)8khh`G^*D7WpZJ+tps6HzR2DVpGR_P59w=!6$t;17 zolXHbtxY&}aQ^_xySVrLO#90XUfDeAZ22};W`NdHRo5@@oV9tQsG_dTS8LKC6v+$( zmW`XxEEiOOPH@;P;*}q5L{ToFQ~&^EBBUyOA+-ZS0UT@iM2*WkphalF(1<*QHRNVI zlvetfx^=vQQvx#9r^^FAWw1E?zb=oK^*3pNSj>@%3W^|Hc@@ufK3+iLv^vsb1Y9PJhdq)|`43_VypE_PtFMR6AP{GFBw;Jedk9vbD3bD@U$^x?uhmEW$vi z`jM;Xefgo4)yQgoU@z?d09UV0$#7mKF)FPo-K1(C>f!cuzRF}^r4>FpJQiM$Gfy29 z=~0i4NLrN&#j04QQFlN}mT-MQeSZk;q=sSi&Wr&60A{^4B(kh}g!)-{srm5X{JN1> zSGSfU5Zl<=nwCgmnoM;bYgAY&ky_gtckaiYbKjr@bSC>g4 zyS!#9%z`$>KW`mfWU8yj!4@g8zim+ddb5$HnzoK(K~GN+o|?XyYJ|-zyulS>M!Np9 zs``DR`a>zuPY*GueEwgaI#4FKVMtgi`P2NvALZ#8m!`yKr-){7yJI#q`5=!YML^R- zG^9^DPHF&uGOLm54BoFxFW1|q7g4Mn5A@CQ`F|t+ZoT6?e+rf-(x36w&q*vM#_9O? z1JmWUTw8Xn+(j*JR=&P@KHXqhS_!KnEm0gmkkKl;a!1ucKHiDuRuaU@N2ZS7^?jaw zHuJm|X59e*{{RB#?WTWkL7w^85>kD}OKD}YIlO#NEtU!>(RRo*$0s5IgBpdp@>0t#|!>^t+1)kg;*F%gF#w%3fKHUX93V-kd@`C z6f-tzifpYEO^C}^MNpV!H6EBIp{%Ne$0I0fNg6qJQVG8v^hKmnMlMz5E<8NFdMEMW6%;uD&b1~}CzYcxqboj!-qf(-cLpXMr;X27z`K8CQqtDW^c8W&v*SirB^gS1 z0x}RF(!heN^&AFm_S?H@!vF&@YAUrgar`(m74-S^vv=GelGIr4VI{a+)G`&puV_8Y zXaOWwBDn{kuV(y_=t_*9Ph@VoCCH@|)iHQ6n}AbIO(iv@j~|f0=Hs`9D2mS%)b-5Q zEFBY-_ICWXW>2gtMz6$mkCsGgN6NZK%$_|5q30de-TsQ!dKmGmMG$c(B|qAqQ`46D z?@h0WtD@Z$+s`qa+AzahX!`Se%S(`jgw%NZlUM1bkf<`&4Y!PXikL<|(qJWMVuSK6B{KvZA z9k?mBr8oDF39{-Xwpv_kx>RJ%Ju{kG2+~h0cogVOFQ{3_`q+Civ*f+mY|ODFG9ENW zH3GB)ho{T=bVa!HLhe^zQ+B%if|(-;^EDLDopDk+C_UfvA9inSo-R$7gU{mjOf6YK zQMqv#+`VVtRtaUU$dvmqd1weriwYp(5)r~EPMMdC>W zhhTJ&K@UPag;)ScC6jRa(Ryul+Z^cdo@mIUFBHHP^Yzb0n`rmm%h-KSMU>lnf_2<- zf4QyUl-;%IO^2d-F%W!xMq)PmT3L%rp=q2XjUZuX2L8z7jz?y-Rn+gK1&A35u11gn zCZp4%xA8Avw{5Z*t>9IVh=HXBS(%BYDMn*lE^9+xg?*Xx_ab`IM#pa!&*xUQm1j-8 z4igtsE)KOkRG93YB}tB^d75So5Rwv-D)}RS({y*+Qo>M7fk`Yo=$tr;j2zdFLBZZ4Hkp|tV2eVw;wp9@>O;YK@ydS^Fo-J{K6>l_+rBCJ}H z)eY#ALqzv3!2q~E+HIqBYhM;*MNH9SfruuipcEAOlly5*8R@!)FQyQ&g>yrx*N&oc zLf2QGDPNaG@8mblUE^1@*RCikCZ)zoTG#x5*UF0;&h)5RrkF`5!b5;651BI)5PNwTD)}uL>VLufkL)9* zkna2D&3fB??trcV?$bd)#1K@0#PBr$)8*0e>%Wn`7r3aY@>zYUl~L_PB(PHEB`|^9M!2z%+V!8u*}J66%3KJt;?&i+(&V@+Q=VCETK|J#c54K zLZU#V(@+5L?f@F}BHk?b4X)za_UT0vP;pcw5;%C4>>7X*LMkwLffr&p)c-?7dyCh$`Ett!%{R|Bw9p4w9u6O}XhufX+ zEAG31LnR(Q(^3R~l@H4`^QTFCU&}tN>MhRmQdaIfzC$AfbybxW`HbdKr3D5(QDew5 z!4PPjqtOIf+}Y&SC#%_ta^Es;(X5fL)2h@}8EN>5)RYI)B$^Hc4yz|LTD^qP?3OR# z0yPmDD5ZGzgHKxv>0qpsje7`TBRI}y?ZD5XPia6b?UlpVW1d3At ziX7vC9Siucom+b;yD*rXCR(F>ZfUZE3l1UiIanzwYxKm}>~1>;8%C9r#VUyDnm`LP z-5c`7v2xwdhA%H8)AqGfI31vx(t@63`3{73+vV=%YxG-O3{-+nl?F-;MXOxUfOTjz zqSd-ExL&9JVE+Ih_V(b+Y@MBo*qEp*singI0Hsa$p6e~$k|wjmkf@6R4Gmt)?$k~o%Cv&V9RrKyS@ArA`B zl1B=!4viiY`Eu_)`9amSUBBElJI-yTl&6<`b^cn0pKLQ;8lOX|yiZ1r4#T(3-Z*Ql9U9||Dv|&$6-JX< za1{dvq>Wt5{LZ+!%aps||fK zOuRIy2aM6)_DkXb+i&@XWcl=rtfGfz>YPYTX#=d(X3(EkF^K~ z;2kUN$afpaPMBoVrnJpQYw*^z9=^5dV@bD8rDKW|P${RvMM@g+2oxOokWWGtH^i@t z+ao=Yhhuc#O>K#3@^#gv_TJg1d|g#-T9Z+hg)3E+W}GtznIjC~oqwNiKH<1b-X!eu z7sXG-L5zH0+IwBE9l`BI}7&bwqT-w$a{00rYQ=MwG{{TtD{5=^Z?28(BKxrDNp+!ZBBt>@bhTb7msKuCIcmP^NpO#% zV0|HY0>|m}_i*a!VuUFl!{zJ#9=#X?x5d)Kh^YSnC++7=Z{7gN$L-HaP0>MBoS~_Y zDT~K$Y7DfHPf?4_(#4X*Reh@Xp%X(|k|ALkWMZXm30+>_hIm#pX<83X+}9@={{RO` z#El^q*Gd{8ng!KL{{Vu$Q>XJ9_!+h1*;#(<>0O(I+4(uEDW%?fH*Ce4rrY&KqsIj{ zPaBD(l1N~Qe2mp%%9@FLuPjzt-rIPBMq=lawWc~;CvJd ztcp{CIZ{q=MSS{w{#w7w?S3xXy}MROYkQM_?V4c)KiNy->;1QwsQw`)+GUPO(xW2G zAQhEbe`tXWT9mVrz2kao?KTkBIH2JctQI1Lix8%zK*cDz86=Z8td?A@`z{I^s+5{MeN{b7o?`z1#VS@>V@d+rdO^TCtN|oj z{BB7ix~GStHe@N~r`P&l>i+--LD(yEGP4#0SIKC2{{VyY>2nWk3lEOAw42s%Y?T4kgVnJSi7W}&mjRf?Sy?@KYSClc#EYe{5bw!>aRs+;YVly z{FHx(k4S2K=GluT^%(lP*qstMS&c`Tf-HlXVpa+P1Jm_y_TJvtaX;y^t9`iseQ9Kc zn^e&>XVfXrN}umu2CvTsMzbIc>v$f9qE(q>TLU+mw^G~-SX=b}08`Jj^4kk@;zp{` z{{Tx%ALaA%>10w(Efr3e`!xRmFSGqzdgnz~6o@0Io$3N36D-vTkBcKZpHa%ctn`@Xbz%Nli6Hbglc#OI0;w zf2o6l>1N~`n*c64^2nAgE0PI1evPN`{yzQm#qf@WKHBu%)y=#y)v2Wa00>^2A>Ej~343d7% z-#<~G@buYPgM;{imX~ou7nP=YBAw+_i_IG8T4Nvqe+Nqz=U4UjWjbv#rl z(@!m`)(Ip8`W~C9b8=-WYN@K^rIvM$HIk$597`so1^)nfq&Ko1I)%Q2lY9G6keK06 zx#N#a{hobQ+Q?xGMm&a`AIg~j08#1Y9koSKK00`-a(4oClOD61u_zs7SW;WM=^C!m z5B05oZOL`vBZf5sne@;4U(2NsHFC%!Zz`=+{&dIe^Xca!wdVV9^x4xi?&5PAPS22$ z*~Y47GZXYy7G)=a&mUSxa{Q=X89&hTE{{W8D)2};SDkg?sKj9vI zVaH(dHB==kRwtv5IbF~su+xVO4AZ4dgj|vVJP)P4`dRJaU{<=%?a%aS)|lM8)ymiX zsUPL(9hchGlT$S*hA9NHsHTK?>RCk6tvcV3ZIsX6-HG5bmG{C3J{fzZQvGE6p zq#;k?Zrs=KkM&os=(hGw2u%486g06iL-9lc(^0mi+tEylt6Qr~O}t zrc5zO*ecF{g|Ytg_6+*{^*+hb-g~x;ojQ19*Zq&>(YyFd7>13lhsCP8sq6W1`E<`d+QF1qqe}UuFF0Ds z9z!EphlSZ6QZJotBa8%IqVHDnc4 zU^I(QJsn*TRgf=|IV5HTmHw6r*Yy28q>9!_E>4l92cK(JpX&AL3f=@(bs?+dy$4wg zrXIFdqk3q3QM61Jl)B2LV`65g@wI@lEye!6)|*)n>f!l+s2;21lgB^m`Sk*u34^FY zXeX-?lHN!rxq$f7kKUAOE%h(Y7xv3Mk>elg{Q6lOtm9GQKh@>a%`VHO#Whs^ES5^D zHHd0$ZiKRjV$#1YZB`9oZ=vIlX%_Blx(F3O^sRrFmrJC%igi?(0w}KmPxXJOjBdWkYs+piHzU5?abDO~2<~81jaM22_LELE94cy09OJ2UU2BY=Gf%iE zw@&Qb%S$qdq0Qv*RJeqi%%)i)#M4vFC5tp)t@R5p;fYeJ@ERf**YOcRK3qQ9e=d^U z_!qH@S!0MvP6WvB_6=l!F;PlWC(jSm^t*d+P}7Xg>W^<$)-_cX4AixhFHsc#0Bq|g z*;C}>s2{fvtB_LGGAnWKKonCEh{&TjR-p6XKg-iHM=6nwifK_oLg>yw?x0>L<_{jY z(r-PjwR4bv5Z;y9sG^}rvMr)HrJWu(4T^B(-uM@^J0|@S26yi_$zi&wCtEsT9 zBJU>g*To>49=RO*;UuN06)}T2r-rR!sAX~xBU5+ITyP!HnN!_ySUOc6HY zaGnHc>eZ+R$OBpmdQ{`)Pe_?N8#MWfiflgg+O;nvbhA=a?i}?;+O2b96 zRaGVhx15wk%FrEhBPEM+&@Wwr%=9V#kSp`bgjA5~Y5(#sr_xdx6FTB6!r(Vz&+a3rz!REp9! z*KUJPn>U#2RtoaQ>2oPBPST)hE#?Sn)D8fG52)%5OYY1XRMgVeSJh`&(FCV~mm}b) zc!8;?r<$Q$vM^;DDgn|I0s47U8d}K$s(=P~ohmcrKh>YNq^oOoB@xcrS2bXihCMR&xW@D?Y-42xPEeu{NXqz2~Sf#LO8ej8;by-R{y_Z9} zS}ZMSuA+<&>Gq0`nB)F`UXE^LNNm|{sWUn<5XuP^;(MwyK)f;u$j3weGpXth3kOME zws!tjY$SCf6}T#L)zkgZdD68$>lvDjWmk>bLV$#8`w8hH7GO#FcP^)LIKg2ZZU-7CRQQ4+@`6(b0-vP~4r8Y`tG z<7RKw8c4SOoRSMmy4?ap;VZ*DKRh4EbZRYxlPbWh>@%$KIIk1kfr^j#rmQtDSkTr~ z=HuGf%vM&mrk1K)hTxK)D_4?CVbL6~F(yVW9-UFKVyZ{f4{yva;s#k6nODgL0@vs8 zkMN&7^sZ+YNG#!rJ1PcvS0riEPBrqUr$a{EeV2x&nX$WGfmxi?eZ>Y!m_~_G+LcU| zrtkfw5tcf5A3@77%Xb0s!!j%W9XV=a>=gcdeEKE0mfqpKHem8EkWDoF^ym3>mWOD< z`TCrmGLns|vVzk^omet8G(MGG5uIi^Rjhfvm-`=^uUp1gY9R`T{iT0Dm->fK84~Ig zTZaf@ufPhXO=>{l`!aa+&$#;2AB?QV=0CX`2PsiRDcRwM3hFBFGS8_is%4zZ3zP@Q z6(hKAQSa|@+_driHA<=Udg-N2e?G2dNg0{j#RPv16pB)vv@OD)a zWYLXr^Wj?O$b9@faeI4tn{(U;i{gSm z4{+7<@~`F6TS!(g&|1KBk2)YhO1w~I@s;~}Pq~p$ z$klWZva|EaG6FUK0BD{)rNH%ShcKfZTg41#c^k9h9tLAzO6+)Z|E*%j7dDE zFu#OQlV6ypQ83lnhoCgsP1#Wl^ltRW`0hZ7#C0SEQBjkrn1gG9s9#o|ZS_s`=4^1SMn}Vw|3NlM0L01reG-L;9 z;d3Er2Nx==O~tK@UlI*!8kPqckllE5`^66b&iQ5!7`R2v8 zCP^i#Gs!ht%{2ZRMpdegon$3N>_Y`2?f$FUF>ySgta?~|syO|W>B!Y41?SX^KNsz% z`j1(08C*quRq;D-IaKmOB#LQpIe|va3`(xekz_Ec`tB9jxBJJvNeV}%GU{nuu10@v zUQ5YL0Z?oENMAodYmc-1Js~ra?@Bq~quW~p8ijnymHUUVMkg5+eMBh(nv7i)6=csG z4I{LEV9L@3x&`DJ?e|vDYLv>dkxVjuzLn$B8LZZM!_TD!Pnr4C@h?fex!1e52?N8~ zJHu^N%~ew^MMgU(Tb#*NP$T3_+ES`BNCX}=j4G;$0QC}A=+xV!6Ej2M_?7dHpSR)D z`G1$C;=v>RZMD)h{6Gy#XecR>n%24FiVrdFk14gWl*WkFK?F5wKI`~BOVU$R9}sv| z<7woaSo0f${{SI=eV3)t5j0Vdx!`N-@?AVSZ|RhiG?3~efh(wb8esl^&(o$D^E*=? zX=Y+(iB=(|Puyk-bf%JRd-3%5 z;X_L92iSW7ix{ z8sfbHyMuFob>gGTW+2#je13N;Ej4XW$fXnIC4syVR?j9nM@koE3M3^MDX?G1vm`4b z{{U#t!n6;A`7hb?^5~jr5!|wAl&2DdNfrF_{Jj3&v2MM`@y}`0%aq(3@2u%EwH`OG zt;}`>Mqf7Zq$yBnXQN3ZmQN%Kv6JEq%ckb`B{336m6ehZ4naB_&(!(#>rKYeNVG!e zJUrGlE)J^Gf`MNzPCXYL_4325@lX*pX&kQ1+c{eNs$?a}FP10E=c<;L zl~ld0G*TA1D&p4mvQORVLM3chG-*GpG>lvtUYB(XF!^OWG7XK7qPL%(Qmmi(hjw5 z0TPSnQ>LDVzwFbZiFuwKy*ztT@za167308<^?90gOMfZ*&*HaW&5+N*vNoj^9ZPNc zO|`jkxJj^k#~WFQib-Xt$Jgxo*^(+LOGo>)i6avfO5ish#I_LMi@74Tw=$9_@w+5I znh*(XR5&;Wr;a@puQwyuhQE!XL9VRJt(Y;UkR5eap!_Vf3{7%sPj;Va*9yhkf^FNq zs;itvYqOQDRJf=njwDt!FvF#t!mK~21q9rSsP}31mycBFB86KNSe1DB@iaL(rg4s( z*?du|IPsB|N!qRB zlgufilD0P?%pBOMQL5k5Q8b*PHOm{6lod7Mq*EkPhQBfSde*evIoE8C_}Uv|JZ74u z3P6n0%!*Q{10uBi`aJX>%*VU%II75Kq{roP^dgySg=X8O%4cAxich(cMEiEsd( zMb*GXP^x*edqH!{me!I-Yk2+~j3}ivfIVsyk@nDjetj#pNUtLQ02H28u12DZ5gtIX zA;k|4H9syKF<;H|wXuI~kvmIc)il)YjiipdWMFp1MRh}uEk;tNUB4Uz$e>$ai$eNN zjX}UyKPg>Wz|&mZ#L<8O0T~$PnPnszo)sUnrHKUW4XJHpn$#-Ff|bByR`T*SubBiA z^OOE?9jBG6rODU6Hv^GJ$2wBSh^kx?)glCXitM&x2a-iGl^!UoRIZ*b99=!0*peu= ziZm*4xxwO1M-mT^(b-&_jM991kA!UTFzD_WXVk_~+YI_I+g0Gc;w<@UyB zJ5j&4RUJH1Lf^sh)!6E4YB`N^QaxreqM>Rhfns)d@Ig37C8Ou@>#kX7_Yn+`f+3D;L)z)~pP=yFoficCJP%P8l6R%YQaL`@vII;qY1P{{UdM zW;z9ivwc(13Rr-vW>4a?)WFgzN~_}ltk)Lw0e@e{RpKA^=F=T4w++M%vf-tMI+73_0hu$F zB-V;N{HepGmP_WR$BF%id;i+OI0MMYk-kfu3|v{e`y`5jbNJdn>Bj(si?7gPj?DXBe|&$w;>08y&p z$x~GbsG))3RTLRKPIz=|y9NA^_$?wVQRGS(9}|hDP+@3mpDNR&_IKq!cvQ(V(09i7 zCVD6-^4R9x`K-=ga8g9prk0daFbN{e%_NR(bHR2XTIDwBffE^HV})|kL_n#@D?k{~ z0BOe+HS5P>xsuGu3~fBM_|&Bmr$2~S7y$6}rxL5Xahrp%Yard(UCo)^RP_~}bBf-1 zT$XO4dg!KGG*#JIXGluSqC<6GQ*b#tmql>5E8sX0m`0Hy4I_};MQTk5;!Y2k=}o@Q zHmcj)#H%MAZYZM_;pt2oR=%Q`i&>rR3K_E)2x;=8ZqZP}S}ayVDvI!v$||RXQ6q@- zYHdbX$o*fTk3P{h*=EP;AH-nQt1@U>40#jwQl6c9%WSYwZ8QmQ;`jHj<~+xyGEbij zbgS$9W^R1OJ1w}j!+LSE8BjC$zsd_e>Z@D-!r;!$N9F8e@!6h{++d!oL?n zpKIoN(rlgv@XOJ7a7YdcdAxC{kU^VB6}G}wF{EE>Qp(nV1Ihnvt4wmroPnm7@yRv}Jfwl+XB6P8vlq z$!3~shKy-6`$j2WUsKTCO}cisn=3UPHXzhEj#gU!FuiftJu|#8G!>Z$DJRKp{lQ7LCdXkaN&f&Y$I?-?bW=wNvb0iF2XZv}SKOqW zrGK+oeNN?d9FZIB=rpaY%BS%=>Q$n;ZSX};~FYcD6?gTSj z7OxcrfIecMv(Nm!BZ~KMg4K1Yk|`^rhmkstl_ZRu)OmHo&nnSY?b?UQ%@Ase0}CRDRxuY0HAcqbZJzGxJ9WRc0!3;u z2DBg(K-3`PAkc&U9+m#~vbeE$E+f?lIAu^gGEE6w5Huus&raAKCBqh-}fP!B56i6(}$@}>t|ekFW8?HUdJkL~`?-`G>L z6CX{R#ZtwTq^;cF^h^icBi3nO*D~5ENbErG+M(ICdT)$VfN{YuZY#+DjQcqST5~song0Dxj~wQ z(me5B^Zs2C?&tW4Nxic%Z=C-CVs1)YoD>xF^^xq{zCM+wl+-LS*4E;(QPcqFVo=Pi z&m2Jr8hw7x?C-ARgZF&Q5;(>vG*Y#$2O9k9GxO-a=F@GK=jx)2Y0e9GdHLz5pP=aR z_1|RdtOYd=A03y*)8(+ZOniA9Gd)dZMHE#iRch;KY74cdbaEw2hBr(806PBwZ)@wK zirU!v9X~!lXGV7WovpHJRS}ctsA}{T$NISRCgpp_4VR{xrk@^}O2-jJ1eIAakL8qV z^3)`rV!=g~LtJ`waNhK6Ue!!-$Dj@;Pj9X~y0w<+6jCggGcJ~|Xc~?y_-T(?j*%5z z@sh=drJ_ty(bA%`y-ZaN42kF0EOjp5y2?e!bp0fLs~>5hw2oFY4%7TabLr(l@;y6w zdL0pBW-isDf*bxbs8j4evmG*5cP>VhQ_Pt%Qb=VLN#|*lhH*4ZmH~^W3Ytm!{-Nyd z&d0{p^znow3U&eOU-eg_xvv`NczT(s_(KZUu66zIUi7iW_seZkrA2a?=9ZwRjbvnN z6RIYVD<}2!U(@ZV?HK{2O3UPXbL;-2(=ohsGPJVBN8!~^^?LLlRQ9jgXR7Pssj6tE zf*-w>s&)POprcqFRD}*eoBx5M5qi3V*AIR-17K(QVwQcK9zLCE{CLnTP|863VyFJ93=gx@9SrN7hDdT5RiMa3h}4wEwtQ`R2B?XG2tlce z@(>6&k5|-szdqSjXy#jXb*Qhe+vSd(hR=1oWmu8Q3ii}uwd4CbnJjrqso7}p*^I2o z3s+4^jKk%t7)46x0v$2g-&5;k;fEX_c5BA*S!Mu%^8WxZuS+a;mY&!=DEh^7fkH|7 z@TM!*d#4-OIBJ?|e9qI|^pqJU*NUpC$48Z^$fD7T<}fZkNvb0wnAvJ0R=t9QdwWi> zqQo8$5r2hRpW)9&aoMym8>vxVT6`k38K(dMIL;6A={p3Sja^JeH)n6WjxwGl{{V7y z+fQ~-%Nn{XR14*4(n$bgp?r5Fam~Q?>6Y1{pkP=Y3`wScqfGu^<>w2V}hUXo;l&u1qSw_WU7^=sf#fSwJh}8g|c*67$u|vS$^t*ba_(CA{{TL;gtS; zt|%Q(hKdiJ6n}v9g6h)d%H%~L{Ue^r073bJqm6hEB0RcK;&*o7^8MwYkch=SGzMBo zyzaVu(8Ov>lHeUf_VqFTzRF~d804+PD6jD=eE$H4{GAxxUPNFKTeE@v9^wa;aJc^f zZP&7WgHEo+C~{bu$rh#%@=pE|>_L?e+*|=4>MF-pl20Q3)LJZaIS?>Y^!+4DeAcy{{S!gyt)iG4E6acq^5&1>q^y-ecW-0e6z%nq}2;fHG(CO7qpR$ zAb(|m_PJEXpQ5U*{+gbCetkD3;!KMpAdm|DONOpLm-?yDhqdbF5gd#;ig>{itaYzg z^41^((+{|gZ(D(55a3vFZDZ{Ovb0CQp$tETXr8~9?ax|Bqn9v`)2OObKkanmj&st= zUBjZphMe?~M*k1ScQxf0LH;l*%gZNDc z`y=_}baf@&wX33`6wWl%4?qfv{idBd$JpCTCXHDv^H58Zo(SK?l&Z*x=Z>B_T3QoL zP)dc7{cof6ur5c}-A9o07RxHf zsD>FWPclF}O+HlWls+hIj>+vF(51)kO~XZoqOV9}sN8u0TUofWFh>xmo_OYWkVi5C zA*W-l$2{8d5^i(c>~_b3#Z<^7)=$IWpa7AiinUnr`H*<%bK(6>(gU8-bw% zjVaKbwR;bI?gYf;_g748eXR9UiJ``~Y2ve)HlfGFtyu(P}gKA77j@sKDu2tciBG=_abybVD4RCJ}^y^n*( zZF-H*zNj}&#lhigWsms9de=n+6ts15(b85n5{fCZ5~Pzly*mTzQm)`e+P$f<+i#f< z(<82$_b3C;I9i?^BKoLexcXM`t`?Y0UZYVOnu-YgS;4?H9R}Th+Ze9a#$|toZW&^C z+(Kwo=Bl9Hb(nZt&aYWdK`4jCD+Xy<>@_^t1WnqFbpg zM4lOpjcdbIV+S}D97Zwg!yP7fZgae`*?QQz(=WJkh3e96*+;u+w^mObkCu@IVx}h} zPSR3Ss?!|~!Zp@}B3-@GTUa23OKx_FKvH#gn9EO(4&ftayfjCQyn^EsN{;1?`Fqh>1m`{jZH~EaTN7Rsv@|# zE)+H-w1ROxUUc(SG^Q!X70zl$N;d%kw;xQY6I6vFO-09(6G~A>Z4{D8uK`|{U)`;| zCZ^vR+{P}CB_(xa&_(TW;`P#3F%MsQW&A zY5q*~U2}PL1+!{kLr`g<0|uR-uMbc@-kBzw8?$n_eczPB?@4L*bwxfS4K+?fC6|gE zpeBnGm7a=bsDl+nOD&A$BS_l*Ne-)BLfc$i+$xC{G_5-|o+HcyjvRP;@#^2agnMs? zqBJTQwP{5pRFVs64I$5HB(S9hIthM9)zbd}p?=uOW#+5inCHbNFDZw53S7nqd0?t? zQPJnArh>X6Ws!?4@y11usZ^-9vG&fkw(Lf-Su>6`K9t~pm^}s~N$(~}tgvcGWjZKD zet6HX<~q}(<#zPJVg5nmcLX^444&rPI7h|FS4~$>O-)Z>+UY!0eK`5 zp@+h9v`)qH_($^lM@L&l(Rg7=%w%agbjB8)&x+Eg%$ofAxNW<*=!}Zg@Igxq5k{s8 zcC^tfpan^FgQS8#*CU%)+!jRAM1a7>i+>gdK7Z=}06C=b)+K33^S~Pa0GFRnKgaTU zit$w086%oqXzeN_%L_)JFnG%gfEQ8IdvWZ-J7_J1DX4#@r~0_`k|u&uRdlMaprP~m z4LmIq)>1#o>E#zqE#wDTeI$=b`uj&Ivy7h=bbq$5 z`nYszzf(BX6l~}}h|qcYR9B%YI5$2wB^6ao6+%@T$*&?}YQ{-vuOv`2vuYrfRsp>r z{s++sogN6qR3pPVCXnkV>8=idAQt zIiwn79FiG$;g8nd-b5xEH^P2mzGr~X?fW`rK_WN|H2z(`FZiyJ8Td0})(zJJU7 zy(ddjNQT{8N6o3L&+&h&{Eo?)f_Ngw!B-AI8tTNFqFS|@uw1G{^zoaLtk+wTyaC0y z_SUQ7n{ETm|4OHkgQY5xE>Mb{EY$HM^-06HL%9wq5lASu986;MN=_I1GPZmivxS{>*M@=s9QpjRa}Sk{{UC*>v2sR z{)B-{f5iMx`(L*oXHTh<+w)aYEpr-{r&RN6sEjaxw}~W@8LW?Ur~~!CwirzuV90-$ zO-m)Oh+}{SKZGv>jwet2UrHFNaWv^uCN8(mWss<+sGMkw&%>25w+;CV{{R&CStpc8 zD1Cgo-KmYEF-ny6E60vF@bu|nirvjYEOe=ip$}0@92NfndsHcE-y;9X|o zwG`Wn9f%b&N+~C!h9<6tIZEgbm4-s%GjLe1sB*UY`&AwIGWZh1uAWW6V!V1r*2|;D z@fxQ%G^T$D`T6u*dy}rVw`1&l=D^?hiY>{q_eCP(@-q0GRMk}Yv`3Vos-_HSYax@@ z6+#_Ry|kMUeY%rN49077L&r++{{UAL(twc&M0W^CK1?Z3^w`KXrf^0N9<_1#XYsZV zh zb>b@ughj4`yk=toGkHf+W7A0x;TRcHECyhr|4e)DvP-420 zXzH^qx%VY*_|9Z&^089aNd`KOw;2oL@s#y>DI}7iG{(|2j>Vcra{jNH zHF8rtZ5-0OLsLgkC5Ed*5CYh`y0f;g$Mp8<+T2W{>O}o0_!Y07JidJ+xsn&S7MNxp zXSd3}o}4&!-Zy>K)G|+pYJpogGR@)!jK?ELFE*$TsA~+i^?!o>eeMY2cVO%3O8)@R z-5Wc?Ap+r*m1{xqf6u?+{k=YAJ2N*ySd@}dK~w1-{Exc0zt4Y-A4 zWCO@|CmR0%tLILXQR9?a2Gr-xel7(0{5buhodxrJf~BI4xu~;mT@wi-nu-^KwQ1(3 zP;_b2=7K|V?Q+U(VxhjKsH=FR;YxXmDCno^Zg%wwVmgloVMaCcAH+Yw>(MUk&y+a2 zstnasqQ18;RTEQHQ$YF@*aH{ zHMZ5aS|1vcTvxa(Z(b&p(@-%%{u7>sYiy8MDcOI1#X*E3c)oQucs-~3|juxfDs@zyN_57`k%K-d4Bo>NH z7cS)~{iA8Y2h7*~ROr0j-bVqoTXc_z)P%@5n&M9*U$@W5bQ$iA$Ct_GaaGaQU~=1p z<)^QrtIy83p&dlFl00P%Mqr7g38HDEg=yIf^J`z&mu_1NJ2|DeX(U5R6pYMCsjqc$ zQbv5U=T3>G+jiT#b+<7_v-z1T!lj4GryNi7Jufy-bMCxWN;*x+SB`2dd~7M|cKu)R z+MGQa)hI|FrNDhDA~Lja$i%*zmc9L_yRzEmhC8{QL~&39p!Ft#m7(B9KpujfExdHw zS!~oL)C3Sje0Wp}59Q~I4=RY6Kb2YBL)Oa#*=(Ft#+py!x#=peC-E2|rIBHhpi45- z)9F<)v9Wtd5CSCkt9zT+kAj8PB28Ml%KCbdQ{`VipSRiVcWt>O+o2J$ujw@L2avhvl6*xI`MhTfyE!PH}^31!1hJ8&zk0;; z^u2^JZ(E{L+ijLLQIaJj6+C~@KwR(Kc+xxDXkrGvjH>c~D$se1eq)D9 z@8kPtaOEJY#B8IozkvuNp_31n-Wy+iV`-pSFY=e5=s8xA)#R?jVJ` z*SYXGdOgvK$weOD>}qY_n4pqpZ?_dgbko$Nutq$lMV0>mc0WhdFTL3F=JJSG+d}Ga z4mD8JRBAsE`Bc|{=+;h4vg{DabEs6DH9Y>`*nd8palOY?wefkqzmwhYWzwRjE&MBY zZe6uKe&JfFrE^6cI_-+6>uPDC2q& zA~cOSSj9r3Myhzygo>Ki6&gVK`IJ5J@{{HypTvso?~!Xwn8wmpWT@fXQAHQj~u!%KucK}K3^J$xtZegJcr}|Pj_55KE8hX<-C!o*n9(uS&mPMIR z8Ukcd6>=z`8r0K)r*%Gk6JFK%zuUcQU5>=|cGdY6w&03-s%a0Hmee!ZzCX&MToWipV)1%O;fb259g#!R|D4ppB2d?mN#**2 zhdHKlDU5vSj(|*m^C!t;=qJKcWP2_uHObcH@byW%@=1`y*5shmT#1=AD^&11YEcBz z$cl^=EEE7QzS`4p+x#1gSj4oZwIy2z27r-J4KYG#Q=XH_VZB<;C)*`;i83R0<6b`n zahi@aK0xH5Ge0@1a}Y-vlRVid{^6#n%GXon#En%tNl>s&<2r+)sF0S{2>$?f{XLP} zY*$vWeLRq)@%a~L)Hs}ieMzSrd5((jIdfh4ySIgw+D|Gk$>y!g?y9`3&fud{GEer=PJk8t=sxDhfIv_Ou??-7&k5HQI)|8y zrE+|O>EVDv=Z_kmk4>v?G14T8G+)4DsI5+GsAJO)uHpE5X+(--{ME9y4}J_!hfezhZj4eJi{&wZqxn;Aq(fr)49O8@p@KV!u@NB;izn!12@N zU$f`-i0t{w-q!TRd1A1zrjZYwMrnjY$JdXYanMn`yGP<*cOBZ>hbc|Q_y8jKA#aCT?v~XSuBP~||#8R3^a|Ng)Bp*H}%gd#4a-QL1 zZu@AsjuxC(SB9tHI;sOu9uxjK<}fr#}T%EV9ug(nj($(Q1rvs+I(=Z(ApHh3{6K)h!tmIXKXC=YgVpy-!J- zYv%hn3^uXHbgDd~Rg0h@cM&j(oMTyj=pbnx>_UldV^}Gn=h2a{2&}1ycS1gMdYF2;|tLC)m z0ej3G(X`GZ{lbp&eko^VTvn#4vT>;52M{sP1GvAQ#&SHgc-@up)2H^%Mz<+bl!q(0 zcfVn746YX&G~Z`S6=gn5z`7z{B&bQEa{iwjg@P5Sux>HKCB@UD1#aCc?->*|3d+K) zDe0V(OwqV^{oeA7mhfAHT+}O|6{Z$5TGRQChOCeCJ^5F;>M37nWquzfB~lEXb{7lQ znQW72uAquIs&b7cUYN3Bms z+kVf^d&3{6yR?iBD9f%yZq_t!%Y6cOI#xEY`K|J%_C~dwWM^@tR=6w@`>G@z26oo&(~gYfe23;N{!) z)o*=%ktBZzAR%hjy_KlX4EfaKpsRFzvH35YDP2`j{9UN0qRSk1F1`#kPC{=PhclAK z(bmTqTsyD^!uKpHMhI3weX) z2=k^m^~$4lW%FOa_XhZ;#qKP&EX>g4F_cilSn}3O8_H#>tp?yCMAERZkfK=m2Cz!I z+)~~M!^WYwg;A5AjexJre9b<62*0WEExhnpT0W8mURTkIpM?j-=kr?Do?Ry}yWau1 z_g+?~ZOxjc$ehen)s^|fRd}@1$1K&^qm>ODl)(PXazaZ#3NCfC#6=laoX)iZnhfIAZn*oYRtxq!K=j6fcYMW9DKO1;_=quH#G%5 z;h?OFzaL$T$qHI(jE!W_&l*6LNF&ygEV{Jn)#+V7)he*KZvkkkO+izkNv^D+&k$%0 zYsaKk+g8_WZ(pZqjG%@Nu6`X=H3!TdK2;~BHe0jv`$IQ~hc#23qoK+)nF%*_2&~IT zPnM0=8ID^g=9ZS7nBF=16D!^u~h8tPLSB(PEuRcTN`1n6&E5kf{fft&5= zXrQ5&A+xt71CP0*PY&OXwmGUXYLsscQD;=AlElWoWF@r+{WouI+1)!vBbiBT{8$2n z`4f}-X@kS3n`T?Pwvsmzpw6{r6a*9IH6JSJ#wpesE$4&EV5;%?9jYYBRbu9+dK|TO zUj-VaT@+?HrO7Fjqq9gNkSj3qbIfEvwX3?_T*zR6h*%0~;rM@ue##2*{Q6RMJ8!BN z&@p`^8UzH?5-1Hqo*IGv9B~xtMBRPUz1@p!Ct~%r4swV1%_V&MYkA>tyVGgUm8PXk zeJxUF^7P9SUJ%O@e$%6Zps;d%o7nH0rL5mq1kVhsT&le|6~nKUJvip0)iul}3szg0 z)JDsuj^eZ}S{Q0U%?Sh?5O78UjmPl2;cVNl4V>NmRn@flDmbg6+xU*kS@YOg7b{f_ zC1dHYua_Mdr}0Ge;t!xNh;3(o|%5So)!HGc~Z6+C@UNbYvMz3hBM zwYHU1{A(0yRPpT#7$UUET6{U<(Max(<+t!}x3aM3>o<2&^*&~%N_EZCbq8&2eYV+J zo+zqnaob9=YP@q4jsfYTr;pabq}EFUEw=YpeA_|WMg2=!6k3o zcP!X^uI+?VBCa+TufkVRhjU~}3qZOMD+{Q%u|C)D9s2FTZnn6BfZA3m1+;1jHPi^4 zXNe##Nycy#la@JV8>WIi(A&7hG>Job;e*0Lid12%jQNtE+P})5dHD6`%GZ)1P+RBc~rVR<8xrcq55ZBd>mjDSTH5vdXq>cvU-al33==m}{fA!!Q| zEsEnIbhJkd)bC8IJQEL1~nCA6dhG(=Rm$!0WUTAn{Lag#&R0|(iWV`!)& z-0)%P@zpsh%E{^z8bx&8NaKx79d13-TydDfykg)NeM3;UwHN%Z*KX^z85%@T2XLVI zI=D16sZwdcP|(y;UCz!W`YX6)?KKe-8U#FR^VM3{{59!wjqZM`#$%`4_4Ih$rs;;E zQjZl^hx@v!*3<*fK4Lf;BoT3G4dg0doY=2n&usI-2A8^Z{dzysZN#l+V;N1BgELr@&MGICs;08Kp+RN}heD`j zRP=-Fp!-3}bKbrE^2s5PkJDorjc6%F3lg`?=LWuAX?cTkg-mvCEl}}Wao`U;(mHya z{Lkcu-rd{SosE~I&TeeG)74Q^R75Lj24*TbR;Ha{k{a{(GP4!XB0vR$00`v!HraU_ zmw9&5OD(=LD3O%ua~n9)Nd+o`oOK_U4g;hH;#-H;aKxG(;#rTG&Z0^ExF^q`=7V%s z#)6yAR}>XZmg2Y^(mi`@q~`+92u(B-a%*rw`93t+V&g z(*l|K@jYNsBBRffdcq`xB1E!Ee~BPn5=-TikJ(!>Bp>!3+$Bj7+6BR>G##FTgZPa= z;nn*dHHw2s6yyCZRW$?7pR&Aq6#A2>I}5${o)2JkcFx>8w|4Fvr5-ySj-seUrpAe+ zjtO#kD#<~Po&;AfHEiM}g>}mB=`HM^b=~Z?I857w(W21MX{*ZFArw?_rAX9826U}x zBHKA?{{WcoJT0~mu`hGT&Dx9nM<<0S0;zXuDh6f>cEtFf{Db#rTH;3V?0=Mb{9gLb z(k%wy+x=Iz*GMXAnJ0yc&MDCf5Xl<)wZPoL?kL?y(ruQD97;_Y zn_FhN2BB9_0|5;P_?T0vO2d}+4Wbr~b~lvxQKM8)MNSm6wQ5K;l!KB2no|Ax{{Um{ zexAZoZ7rvcrH35S$y$E)Oom#bvm;RudaQ;{rywMfNnMF&V)qSV2j|!>S(^BniOBLS zHGW>T1FF5nxlaTJixdH9r-mvJfCr!hp%h^LQ^kl&7fpnYR`3ddd_Z}O%*v)744CP^qipO??1eDTRukXb9UUK(YN zstQ)7sF%+K(xNm{2`2#v=I)}}?lp2pvnZWo)g+5rQ`6`1Q#^l{MMZ+vIMrMq_P%{$ zIBMKwSg3+I_c9u(Ec4V%BXc^30o|Ad79&XjaKEVjH678ARgZ)Il%cO5@PC)>s;Dil zSp;yh#ytqg^T*n2U$>=15Z2F2Mt3D;BMQMhQ%y>05YX0ADwy86;|%I*Z~Jm&ECyP3cHCIQ1u7Z}L54y!u z8QQ6luS|nj5eSTt`c)%gd#GFfZEtSMWGhx0+sF_42kh$cK=6%3aq~WWdY_QmSdGn1 zQ%NR9x{jK@fvM?oRQaW*uBFuyERsW!2_%}3g^U6;vYjpUCD*96mnaW32DH4RQCwgj(rU>PoW9Zm$plNC=z5qas;jy z`4v2C=UVj}vi|^(Z%b~@gxY<3)}7(Kdh@e3o>rzz$7^ni?1uZw_6FO?%HnKh?b@-` z&|{;hr;bf@b-4J|;dBcic%E3<9j7@3yJ>GNmPBI2Eh!q-q-g+D08J>>sQ#D?4fk!I zV%(w@@d0W;P$fvzzil(As!pmMK;o=)g%lknIye3k&G4tIH`YgV_SWv-Unb;|kwpg4 z>?pSG6K_)ZDHcg`&rP%*o=Vx-npQE?0-8!Li6jP3W;>5PZ#PzJZ?-SdM;&t(xXGy$ z1&oZ;6rc)JP>?~u6tLR4cWaJWj9*yqrmZR{L8nk5V?_x@)HQ1i)j(B}t{Ut5v!ptY zsP;_`%<9dRg6sXAfT?QC2Fcl&3Op_%f^3aRo}#)cC5@tzX$-F$Cz!F$R+n5*SvMpg5_Z2aW*aPJ^A<@yDWNs@yq| zvGxTPLw45G*X}yXjf=MDZNpVOFw@r@oaUWA;5x$)WthJTp?L${p=-91k%DW-NeT^X z$L;?B4@{=>aUHnZrF}6j6#<}JliD~8lfs!jRmXXMCr^qU*}7}D9R}m=&6;-zhFr!I zW=Xdzw)fq^95hWn5}$EXyU?OR8S+y`OlOilrM-%w-|y{0%_6BO!%@~jHT4HRf3xH| z3row}LAf(aD?+D;2#g6e;toI6>(M^l-|(BBg`S`8`qSkHbVZw|tcc?)yFUxFH%`;5 z^2)MQL72pC!HK9?!*ESKR;J=H#-aq#dy}d&43@D9(yJ6~t$|E7vqMi%!-=J6La8}l zW|BC(DIHopRKlq4^-`|1`xGBKlg4LVe;;2NR|#F+-5&fmSswy%cpk9%mzkGmLQ^ zdwJWoP1a#DNReo*bb;+cdi#B{5l4btN4vJ zYJ)M6T9s&s#*LB{ z5t%Y{hI)~o#9PlKkaPLf;}7t&ytZEIrL5Z-ouOB?>HhkLt0hCas`lu5LjuE(dYlGF z%Oy&L^vnd_i3QVF)7y7j#JiQ3(n#7u8jU)$TAm-|9CPyO`(DkrZIT%0(;|PNhe+|n zwE$J)TGpAM#~zqIRdl~(WV$zeb>8jU6g`F4JH`r1&CP-9`ie}>YYUgbR{iB3>ZZe0 zM731Y(X?wKaOzsZJqQh-GbG%uM{M8a;_Qqk7pC=_{Lw^u&;u(rZ zo+TblRv|^~yx*T_?RTY)2}MpY;YLuFYlRP3c(g4 zz!FOmG$d%CF=6C<&lAz^=+ETAKYQUM-I8}k`q=oR6-_1%mV7oZa6U&PK~}WY8Hfx? z8l^v$HZegZM5UMX%lQGR`L653(;Qa56;7g2*^1;-wnPK%1MJ2Lj_1leuWJl(1b3ZO z_nHkl^YE{6V6+*ck2N{!#{M|}03zI1P`~sWLU@W`)Yq%Yiv^RxMqeSCV_NY$K{HP@(n_#L z;`B`_5}L1KKR@hv4WvmTX}1jH71jQ)^?!wn+y4L=*tnvv6{UX9K9SWFvQ^|DohzE0 zz|qU#lBvYaA&ejxFx( zIgWv86MVX|DhR-Uxpb}q;8&+->(i32`^So!o#_Y(6>`0!jzMIa6p8-;ZO^G&Q2zjp z7u`)9fP$^3jYs)?dUD!1t>aS7RyD{O{{UC{I*f4COIRtMnperm8-qL(%TGEwAdVK4 zKaq4;fJq=QJo~qZ!r!!y3(M1vY4fdr$hjZS-P2C-Qjq#16wMO-Bm+UzhXgmQ+!vLMtCyf2-H8Qf)~-?ntX?OHCfJ zB{fgoOwh?12L&7kxC#pu0NmU94{x>ess*+Jr_6Tr%3Cgta}6=Cr3&QJ<>&m*+t;e- z>tTd4J~=VZ1Y|=y&m76)pTM-tC*ha@s_04Nal?DFtTH%xl=zwM_`JW=DU5W|BpSRu zVYK>CanDSurmhvKVCF^C9)G#1$W#{%zP7tJnmA#zh*Z*UzBmec~%CaTS$R)m2xf5VJ>L1d+t* zR7~|!!1lU(9||B|B_B35{iFOH7OvqmhLA6aKZo&u zEPtzqPZT-mYl^*feN7amAuRD^G8E}3StPUzEnPvhfCUBa`h~5*x3b@b^xM&gmKaml zv~+DO?`EOdGI83zpD!=+^#1@KZ%?=4a=9ux;F0)amX=7!sGV1dK&M}#mOoF=wtkFH zJ$y2)T!5z-%V}s6$a5 zG)iHp^s=Zd>DqBQD(0PZQ>80Nf-+HwD{^kc5&DPv$J$tTNnVLIk`J$Uua`nW3#>pWQT-vsy*)T^ z=t`re+wnu>jXS(nIY(!PFQ&!YG6 z*-4xz{*`~#_H`C)j8v5h)KSq*Ld=p($t<-mW^ga2&B4BvEq|^50M&ajLlmk_*<^nu zJ)`#g{Q5}G0w2>L4_b8p0706?W2JFV926lqmT>$?#k`u|?s#K+00;b2+bbG4)Wk6I zL%@3cKew$(eMQnWNnbL&KF{*>iQOBPnJP+D)K}9*_RMK2Dx>?FI@f5y@y4)yIcsX< zuML0CwQ$2M!%S$e>!XO{PCmcq=&~n+S!pB#jtKjHFYb|E)}&E;Cg?ltZ8{MSYbfR-9d+B20{C+R*(XdcQabd&yU*@3cH}1lJ+<%O5J-Sb&KQ2E$p;Tfj=^}cX ztelWbR^ef$lAy^@%^gCw?7ZxyQp6TdQyoL`?@`Dc=yU^5;v7GfM^CI;q^KIS`U(t> z#r{r}8+x*O8b2*fepV>zBK1d*MwaCm6)h*Jbu!os*m61cqD>bgQkAOtjz7yiD}no|=|=Nrb86SSDE=C7sxSRsR5T{BeCp@&3enV&*+jh?`Cg zeqMc2IrX0vRg|6;;nI#AtgnnRJ#xng@oGwjX(wr(VHri%Lh8Mo3mz^0zqC!^M=*qe z{{TM!0IU4HUF5t3Och=HwDIBoZj+MNn(TzH1xRxziD#0zrI8ru1WHTZ%f-k9@;}=x zLj+dE3GUAhBlddw^;a@ER+cc7t_3OnPv$yu%H^Y`$3++MSm$H~e2TRIPRs?I_}R6Q zf6@mRKFgz9jV3}UJsUc5eCgA$rKGn6G8Fl(E5qy`;psHhG<7m9TTM|zEm2Ua^0e(F zajl7-rn8m+YVrMlr}Xx&8^;Slq@wx!JWt_K{Q66CZ4@KIS1n5XHK6^N74zu@Q@Uit z=3Gslpn7V0k>VPI*TV}ysL59{6Q@}$V{2-)mfT#elU(qU5t$p*Q8DNn`TY7rW|3?0 zUQIOg;@o{W{Q7sP>?|HSWqO+0O7U6ZN0w=7CSzb8AoEsw*c&JIYz2qV`>b%zV9^{@ zE5lBoGHdYuf9f4QF5>`Vbx~K!ntzwW$Nc?b-TlvwY*Y~95*Nl)z_Fzam6WnpQ`E+M z^%BPFs=_TGX$7?}BKG$D8()JqtyGbIEkyZ`pB#UmqO-h2)A-fWgU?Q%mmi0ZpFqY# zz9{0QsA`(^E8`w2#$=MC%m|R5x$}|!)yn+|=i8BN_hqXcRDRX#R~yB((GWn2=gmej z_GlmB=m@Uvjmes*fvR$o)I~cylyk!j)sltt0%0*kWY&E)Bpw01g}s}>wwQ$ihCj4* zxDB7xcrZrD2gJ0eml~RXgYz}$!R)`d$qgqHTMj~4soq-UBtXT2+9ZNo6J#E}K=Mtv z_EWgb>G87oUR*f-Up|*Lq-E5oW?@>Z`G3XqAyMN^ERu=df8s@2Nhue_6Uc~!84(uj z8tv!^tZjZT?4b)uQpIWI@mJ@=qxoinG*w88D6V{mmtL-eCzhTH((g@GP!Q8dwZD9H zs1TD-szWIX8`9*T^{sHC9j(z%Xc3M$(0^}DypW53r-7M&(+=NWu>Syav-bZ0fs)%r zzUJ@uw*LTC_cpex^Q!* z`+Mq*6e9+GN9sMSi6xY*7ahaquZ}11)b&|bF${@N2o(e!OelP^0If5}105=<_T^N1@7LV}fX5f^?^kb4ibIq^mPiR3pPs;xYK( z5Pv^H%$M_`>7hSju~GcTM@==|kNDt`bhi_xhx4j96+h+Sngvtz<}_}qVY%};&C7yJ zeH15d<##sX$!&ol4DVj`Nl>-Q@_7{p?kca-Pv_dxcEZ?wIw?>HDymeBoU*rRC;S|1 z(j6l01lEWnI*$SdvHUdCrhtM@D_=3v{{R!UI^%5O<)x2rZOy4dn(Ac9P~m5<%4BCV zgqQd0#Z6|I^r2hGEIH&0hNJN30)?E`r?)}_$BNKbs=o8jC9$x4F~A{(kIZH zeJ?V`-j(5#gHK=edGzGzc4iSqz(%+_xQtgCPnpNAGwIYRI|q8zSL30@ZOWKT(&(DD zzL?|Xr=&1wnpLEo;FOhQ3Q+0-`pW3{Yh9|{lU$M^UtDL8rhPtn>8riM_5^Epw;&D! zhyMKOgG8jw|uPoD!(gN$*dN173-_pU}b%zLw?a+&(vOc2B|Sloq1IMs-RV^k|p zlB%ds@1{>z^dEzDSR##lb&*#z8chMum3?!^q*o8)NJXrUNN(al29@>GO7Y@9Z$ecE zPEk)51Z8qH7`p0U30QMGhKmyQHd(4?{vQ=bjbgRPS1+VCpj(|@7Z*ghP|_|abrDat zhM7O+=@^MSjm^YutB6%X+)V{Yt$j$PczSfG%E?2Etf!Kz153Iw;+~c=*iG4AxN7Ti zG+Nf8D$HYzC{!wV!py+A0fOlV+J#G*fPq+`T#`nS#=HQ>`Fc)bu~^xywCWY0WuPBn z`PA1Rw!J@8ZEEa>*umzpaBj_;SD2o8X29h!xVl=*7A;`Y9bwGTR8;{bOwI(9%Mkss zsJ5;Gi{Z1apJT~1>sqTV6n=F&yz%Aho|Ek}-Cj(~bppYrlq$ptD_^tWrZJlJii4;z zaMejYesgoywM2B3l~HE5cH*g~Xk?@@pDhG)h)tQ9nD~P+w4e?F+UQq3aUO2m+9O)FeihL-c`GYeW0Wf;WYvi5P?xrqxAfKTdK|T66!{TP*{AvRp)M`e%u$2(6Q|4ge$Jp_ ze}U!1xg33F-mIRMR)_Dh?}5m}42a7-AXPy2hHg%P$H)zcZ_l+~QELc3D+>Pr3YrR6 z%UARK`eDS;(IgP6Onp3!B zsS?P7J;#u*81pQ1w6zj=W0sx>&=Lcxpag03^T}+NHuFSd(#5}`-}G1fSow5gCf_O$ zYp4!7NhgLXPfDy-;mbXBbXlA>A01H9Q}B{TxmuJ#picpIXOc8RN2KMPi$%N;7IHWYauEnL{?DpGbYOC4=U#>meTYm!P- zlS8vAmet`Tskz{LOwTNeuSnHazX;2Jy?TG2szp3dNDw%7Z^C{a2h%+zHw_lx#KjFB zBA%PZ^QzP)X0t0*juF(zA!>Tb=w&k#r-f2AGimhweXEHD+%?qEr=qc6Gx>4(^;TOb zrlrfIXD72s{htm!dIYQcU#<4-X5?({dtom3+sTkw@XwjYVY9Bdlv(7b#pLsnk_U`w zZ~$i1e^Yu{`1Uz26zTXtuYDWy8b8DQ`cCt~Y}%SZ;GPAA7dY;qVfJUs^XUzn`A6}Z ze4ajwIoTLWoTXGWu7;K!$+&4Fo_ax8lu~81tWpq~k;u{maD7@q)OPn4E(|V6ei~zG z6ZRqyKRR_=jq_{zFdyeYpb{v3QlD?kaIQ~5p62=0@k0+3l(=o*xbwN3Tom<(3$*r5 zdbb-;QO2lb%GJcQtD)E*8_RXKKjOYS4-gxQ_-sFo9T@Q#Qh<8ok?Yf6z9*E3k}nYt z;sr*Zw1?IC(>w=7-*o=~Hcq+6K{XZ!t@l*&)i60crt8dPDshv->`E4jk^-@`M0p6F zeFc3!MIhNiZC3AU&nX3xor^?j6XdBV5I`jHW?`C)_KrW958iV<<-ch|{{RfE$_S-E0x*tf)y--} zFnE(sJ>B!Wvvb{xna$GfO~px>%2CoTLmf8a-k7wes+u3Uidiubxu=axcUy`w_8ho8 z`<1r-MB8s|R#YA|EKW+sRO#)Y?iB!z8mKsqJrHv~%9?p1(_SpNWQnH87Bs+zxW+t{kp z+n!u|7M4A`x{P&36S%ETa!qPL11!dXg%#)kyOj3Vam_sJ2(A`S(%?st&m8dX#zs0Z zn`^u)@|5Y9-o41%mm!d+B2B#JioUUoEQ>lF!3fh7_8y4El|dIjsQUt5?28LL7F%;$ z=lf!fr!}GQ&Pen$uR;j!RqJ&G(3pq&?rjzF_-ZI?UsB(&b)J3ezc)4>rVX{1&SSFi zNmg;#?51X4?)_a8Dpf-~)k?u9DxspYNyj4m@|q2sZrUaBw^6MPD$pl*JP0UwRGvIM z$S0+(ya4Dx7r)KAk!*_`kdag3wu4;oZ!Gz7K3-ID&i0efMNf#zZYU_Ff}~TKarG4u zNdz*5dZH?ZnY?X()g0u1U-4UKv)d&N38%{kjW8?G4ZXJGCy*!hj91pbIy&W#KV2Z6x~uq|7>!_W1x_B3bi_=63yER>06FwL+){L~jhRVhBz=|PhCZKX zmmZHG+izWTsl_q{K*`NP{{T_wW$Revr-Va^k0F)J!w`y|xaOjtb3rVs(azZzLrk7E zg~A;~kfOwkfThx# z=POMeTct#d{sHGmVyaq;MzsQ9&Hw?XONP`E!`UQL+aeSUYJD`<8OA?tKF*g}OL`a) zpO*o^{Kxa9dXa;ot*ohP+L@<%HhA7z2`OVAWl-_jq3Dt`slBqKwSXlUk z)Ouin_IdvRv(fkOTlD}cfPHE|%}$-<+LcQcL@!g4mI{}uB5?&g6tEU&kWZ$)W(w(h z>0m(qocpx5CQ8(ks=1{H?Iixrku}|f+(7>TSI-~Hog_cXeA8oa_1GF$sFIyTxg4xm z+JdR-uAS=RxX>d8K*(C|!8rY1)5i+P+7^pnQ=SLY^5I%^scbBm>Tqf50Y7Fq^zDPh z?+nz~s3Y9}0LLS7Rx*{DEHueqT^%~dkE15Gu3;>YqUnvw$`BFHTJe&Hw(@21uISKIV*o)!}@vRfM{{WZMqev}bOIpnp zxtvnEyY-BL+HwdSaZ1zjdZF03Go7m32Qyh%^@|ACqK>{K~gewNq96<-}2P06h z;?3C4p6y-uLoJZ8qQzN4BJn^xSxis~-VY ztxp~m288CkX`-lGput? z$M8q-p6uzSC=F{&@%vbR(VAs56x7ulw{u|NHE=aGMJ_%_ar9KRRWXtu9)XOimr@ir zs?5Oi!_hRCZKS{&HN!D*z=Cmr;Q)8Pl2uG(1-yWHRO;YaEqz|oXkyGDMol%$Wk5Bk z_&n?O{(MJ7+m|UD$f3E8cTf#0WKX&qB#HmM#kRXOoV0F3X{OmMF$`7*Q41i?`_OTsTmDg zN8(ceVDaq(;wOhfHreS-*Mh;h{w-aX%+^O)3?h!AsUwMtMj%?e#zLl9M3Xxh!bJ7!NCuipgZmjm)SO`}ij!IpjLU63`pqKf(?WFADZ$`_1ONf8a(E9{ zwCY^6bnKM){ke&PIx2HhNhSp5bF)qehOww}^(Cok+Ay*+&LS*1T+v*-t zj-wit8iyd!N^z$Wu0P4s)80dKa2D(tS5cuPq+)`g;MCU`HLWw$-MO&xQDtiJl4thr z4z8^uYIK^qiWSQ|GObLtIc&B~6;db}O30=4NWoD96Q~zPFJrVG9MsegYM?<%@dk$g z2Xp00Z7 z@e{?oA0v!tb;C^-GJ%3Hd2I41km|j)-L6db3r)rwwYs%)D=U0p>Zkf|^$Pu!pZlH*IEYW|k{Nc7PhIGKEo4Yot`;BxLawps5`m z+QlZxWQk!Zk!1yZB~1;alc_)kf~3`|bA!f*rKSbC-yu&&gY3+z<*9S#X)8`jOtjf? zjH;z*WuSUYIhVyQkKF$NC;iqwlmv^1;lI2{Pk^9Cav#H@kF|ygu0GlhkhPBAwc*v0 zQ-GlOqXwkY@d{&w2dy#C%y3&4j-r}PxnGd2+4#9BX#5q@?h#!}S1iGC@>689;MHi- z#5FweF;WWZ^%3nPEp)@cjes6%gbHT3N_P6vgV(C=ky$(*D2#^VRZxP0we3&>`d5KI zT`2Y@*4Vi0%$ZuMY7N&$v~7sU&okr~cVaU2bx4$SK{6EU0;H(PA*g~v#lil!_P+9X z?AkS1Q^d_whLDQTic^LUuc6I4W)0)&Ek2zTELEutfk&Q6{CV=tFgj0mk6Yum9$E5{ z&)Bup5LcXN{_gH<-ul3UQ>+ zjz2&3e$IqO{>B>;mbOvJBMu=^K=K+}M`1OoHSXxOWPgEdo!Pm!emir;kD|%ZM~cYp zJiR?n-bX$3K+(3+!FwqBZ0mFYBhjv*8HwYg$i*7i$vacogV ztTZ5+)lUzXne+L1baA$Ave`&vfx{yMO)Lu6%rMb|U(Tb2Iz8K4;xAC9KN(q^&vtg{ zo}HEI=gH-9SUP;QJd&}J430MuNG+|INGT%70sTZV1uXlW+pxB@q6Pf?tL2~P}Xw1&HA#N9g`5)|k zr5DL1sF9JW{U%>hJipaWoDoViq)xtc^7)>faoKA65h7IPDkeq~RGKE4D56@4r7Y;? zr9ry6)^E*?`MGG_qDy;MqKG`)82!yq3{F zO0F}J<dVnzqfzH( zy@@S;jyOL`NYwrvOtj)_sYlC)&WE5r=ViHFU-$+xVjK!8c@OB&@%eD*4$stY?U{$j zraP-Q-9}bg9Lr*+i)!WbGK{1W$3r~c96VJ%hA`SsnaB8R!1;9E`<|X^+8T@o;dh3vhI)m|R0(9ErEGMG=M5Qjx)O9F$E-cY z_|;`X+U)>XSHvEj+JBWi{{Wv)+(~5dk+?!Z2k;`RXZl2ahKHopX8EH`q*c4hvn7h# z$y-nSTB&DxYMG~qiD{w`QUftmjD~;Q;4zZ?8(Qc|Gy~~i8ta9nNd7PL{?D_dYdjk) zjT_1tSB99(oJKQGQ=D=8YtpBB>>Sr)?D+FNVscqLUgp8p%}EYXzW)FVQ%fYSuvgGz zGcrI`RQWY(do%w4wLwmAdeDGUnB!Vk_J6U_y^i4(oMbYs5RZtJCcngk?ctBN z%c33BG(Cm!^LK7cpJz0CLw(OjO+$d1vTBCQ)2;n1-+OH|v9#F7&fmF#jfRY?E>ROzY6r_X@swN-r8-WUzTkI2*Z z4SgO{AyZKeHDJ$HEq+2ZjcF#LuadHP+`zG|y(88eQ94eqV-2s9Cz0BAW{^Yi5gX%G zX_{%L3}%$49CRGqFQc1ol_0StF`Z*T&lCU(HFyK(fIPZ>KRvrLlP_0?hqLOaY1%4P zYHbRX)Q<%1Jnc_e5=S_R(r{&vKCxoKz_}i{t>aA3{9)h4(f#c;s4^W@y7V@mg<*T1_KIy8+JaqL51{t_uP^Tg4;u0k zv1A=e0@kDxr3&V>sil0+MH0&_@IxJ;RMD%vLcXUN9=>Dzr=eDh`I`3p`3yxJR_m*y zs;ibNm@pYCiSqc0_M-+kWv$E0OBuQ#EC7{-?-?Y6?Iir9(-xXJ6`@aw{{ToZ`3T%O z$;B!O$FEB5FP--Jq?u)tMm$uEidT&QIpLn)JOPfDRsR6Z6Sg9HELDE_rH+RS7uwB= z+s@Nt>fWIP!75ZfJjn@$M+A{N@OjrAi8Qp^Y@)Ol_R+~0dexa?qfnA?G6>;=ljZ4K zEx&Nw?LMN$cal~o^rfl=p*%%uYAQxPb**|4dc)^-Z@L#3v3nxlxn3ZCuT*wwv_;YNDK+BC}=p+wICCU`cSPNO;kNKwL7n_H)iI}_I@XF;3>D)Q*WA= zpvPlsr^w?|6u-r(V0KECYIsXlQo=+@ETOL+pJ)F7yU2H2H5yn|Nji9nQn|%)XgD8S z^yv&^x0(?gUKu$OWJOCJ-ccaTPK3DwJPWJDaRT})9Pw!c+;RZ z?S0GJrt&PW-FyVEhotuWAhBvi$55sZ%7h-aB>q^t8)ogEhmX&_x4NVozAO&b+x7MM z-0{g{YH9xJT$OHmby(qABP?{HomF*2b+Hm5v}3tm-_N^TT(oJXHz4?Fp-CvL%oe95 zi8b>zBg>&AQtStBi7XRuCU60rLpJ^8U z>f$dA+>Jl#{{UyDu*Cs-tO~#FX;0hGw}RSv8thdsiia0Kx)A-|DlZ^l^9PL01C`Sv z{{U%uAAmUak~_6$@ii7J{{R)z(`uqh_N9J*E~Z7ZbF~>NHRuwTQ zj;4~7yroii`lyop`hh$J_ZLwt8mL1K01!Bw@u%DSJ!{e!tUNRh??hvYRIV%LDnD=e zI!oqpAXE%vQ<^CeQaWjiC`K~QB$hUDaHjSIH}$`@wzo47w-UGuLRz1lI;4=YzL=N9 zQ|s{j`iox!ZEDEA{{RP7Q6*(nB_d3K)iX~j>y1p*x{i(qk;Q-?tNMFU4a40=Ss6j$ zlb`i^by=;9aE3aSYrz*8ujYTBPc++pO8SFQQA)7Yh?B;&s-6x&VW=V@HVt!ixwos1 zK}+7vZ7EYn74!Ii)&9pz{4X9AMg%9RT>k*8*1o-9t=ZUmn%a1>7}`I$mNt@FnK7?c zB_c5+B2_T5fK8e`BkTS?)mmmm)mFJ@4y_cnq>&d=l3K(3bzj=K_p8k`&-={>?XOo$C>)<2-3tEz7*MqQ zzTT2K-;CW=xEZmvI5lXcEfmZfC?b|us1+J(C3>R4nnKPLfOQ=|$qdW7<)zmVN^D-}$l~XN!Zke8 zJu8^?Fd)WDeL{~{KGm-@&aFg=N&TD!cz%9=XzJ4P=GSo$d$lZoh{)9ASt6L!!sM_<=1AmFq=RdYS#D^Z`yLR(_*S5O zoujP|TClf>ExBY${{R?nq7Q_7MhX>Uz55E5DtHzOK|!0Ksi8_(l@Tf?lP6CslFqt$ zl#*|MZb!|4j|K=rA4=*zb@;ksPF>qxe-W9Se$4(~KBLxrOkZ7OJ&B*lz~)9sb684h z`ncg`Skig3K2$7Ykoi$#K*r!VqSkf}XpK;;s6ju4G%Anwqxt&hrlsX;VnlYc6eIY8 zu=U4H>G3Z$Eh9%+*m=euZs;Y%?cKcupHv=FlFH`5fE|MJNjCnB%f3VLMW|QF#aI34 zaQv&&@$42<*Cfo+4?qF@y)pc{kyY_#1c>C*v-iYti0Q-C8Y%{1G-xTFNa>{!s07Jr;FhDK~Kq7(!c8e096_r1Q1&V)YKLDs1F+P>$U0n40SC{Ef)9BhcIsX7-sx_Uf0MN4*AH-If z=$3q|_(8Y6O?B2suXlXX%THZ3B}G2t+pk-dz|3 zg;@?OTA#?ie{cDE+wEy#d-X!u&Alo#cqEUO8A%nP!6!{g6$ErF?cSW)JBpgNzjftz zUgq3eZz#1A;i)tE{4D|&q))P}uXtaL`9AF$$<^C#bB{ZV&AcjLfUcE|xyb?GY^F9ttYx zt_RM(Uzz>2=%aOtNnue#qsp8=)%O0=(>_mZQpsDD%f-2t8r)_bVXMdIG8pAqal)c1 zopQZehpBXB;ozH9i6k+#i>EW)Mi{1w*U!iwGycwccWt_~vS61bygK5JK&=nu`+vdF z7Wpf_aqG3^#^Sqo9k+2=iDbe-xVH9x7g!;$nUYF6m}+X~gi8jNwc~qhx*i3^_T@`i z9z?eKodf$NS2g4OIj5a|-i_94OT=q~Btk_MtCdg%50I{ED?`M6y%hYHZ*_*t+nalB zR`6;ryUtWWG}N_`y)70aB((9zIGGNLvm?i(uc4eauV$NPB=bh| zWX4UgqIv^Hk`yCVNHj8P&z)2n^+~zf%VxL_u}d`2M}$I1!2}xCo@Szz)yD@N2gl~W z#cHZ8#a%(X@))ev3~8E?h$qy+R|8Q4x?g116=wV@uqqcN69aY72ROe zyJx!b*o?Mzq4CvJ^>FT(vhd@Qsu^RK!naGi_F@{_CzJwpGX;3JQ`6PU6&T0m+TOAvDsmIEPJSuZOF46e44nrNE+#8<-oy}1}Bx1grzcZZ3 z!;+|^)fQ?Pywfcq@SwDDCzD$e9Za6l*zBCt@S96(8LeY#)g@9QU>k-b1-p-*m>D5z zEqT52?TkXg-tIT^#k`9r5>9A7etZwe^d@6F*P`-xXldf^O_#N|0H~N_7cYa&W@+Ui zKIa`(RgH;Q<7>-PZSA?) z-ZR31xHS;@5Hp&S^BSx6bT(mdn2HU&|TgZlloY3O6Y-YLn=cSuc?Qgdi+HPZtgzFB} zN_TJ+^y6NVyNj)BHn!lUlWpR5<5ER6RX!sTLy%l(nQ9U`xD#+uG*ZQ)?c(woeNq!^ zSds0%Q*{rCG?FQo0Lrnk!64LE(;wj+IumUd)=|LAV%GDDRrN71<^Vz{c-J13>8E$^ z&C$0vRc>pt{wUyRv(#}?ZRg2tik;24Gr6Y0(k#>EDC3w(991nHQPoeW!KWx9WYjf? zK8j5-*jjE1$_H|g(RgH%#7C&KEL#PL^FI&b=m8{K!$5Z%eX8B#Vp~!w5&=3vDWn=y z5thNJC9~3ZYj!_v?)bj%ZS=O}s@fD7OI2nd$W`I8xcX=TN(^b9Cy{BM{7O{G>O&TQ zTZOaQ?S3E+cjCHK5(7!Aj#!xdg>=wx&kj1XQ8bW&=a0ssm@n13W6zEXd z8C}PmkTBZWT;%l_ZPWZ;4PKc_OvVc@iNr>kS`8H*1fD44N#=$?sU)@@G}rHT!Z;8{ z(^0decpz6Kw-dwzT=3!1ChatrrLVT=T~p19X-two6%A{SKPvQ0b2zNSrt!h1eF32KtqpoZx9yg{h;7>@chc^LMU{V+hT z4MAFrQh<77=b+Q=47ajd1R_#F(ZsGb0iWpPR;TCC)75=%(A{&=o97q2y0NyE}b{M0yYrm#s(43X3A*w^gp8dqsRdXPy;2uHo_ALcF3nYS(BW4E|SY*a444XVqM zbEH*^&@T`d;sT?iYdAJ*cpA>`AE}o*iBLf#9UvOjbn(VXA0g0I-5HO~?P}SmFc~Fl!8gLY-r%4-W zisX}H7Kn)?L_Q@IG^Kd@`qHMRy$Jnf@V-pNZ4@v|QgX$ho*FrEF9h+{B%U&B0FuHW z3!7YUIk!IPf6rE6GO%W#KZwwZS0AuvJsjHdX8iP#qA3eg^=0@JXU~bwF~riH8Lhkg ztg!Oe=c~6Cx^+*5cwky!V#sWfm4T z?8t_J!=T_O29pf{rZHMlp!sw#KG*GcR;etPT7meFha1v_)amgM6P#cge>GMY`8Hr5 zE-Uhz<8@kNR?_YIOicJil1e&cf3~8`NVP1r5=z10Ntg%xvHE-U{{X$a!rHBkwX|`{ zE8jB*CZ1XXqSrcj3|5rsTprqTvrMlo-14ZW_GuanlbUOC6akVePL4NRd?on5)%dD? zx^{lXp~*JJA{>7$TO$S{ga9#IE6y@Bre{{Wmfgz;~* z0NB*As?ZNE)mmiN*M@xhJ)4v{cEzKL(%K;uVYKUae~PVLNURUetwF|^r$gRb3t6{m z;C-2irrNM#lKwm22 zna|JD=bn!?9iqY|lFgxvoN3UcEU}NG6#$r)q+JBl&UZldww! zVhbdL#fY^YMs{lX3bhau!ir5X<~o-jbM8H@OGOr1hal0^R6J3^9v+6Rs34Z7#I;@s z?DLII8c2zE=T5r--pry)h%b^Alo-uuSP_a6O#srrpT$p8PKmCcbd;Iy?JE*fREa1n zoCBr1{Re2r8gc184{2qpH-&cI-fkWPMbW zu>7l=c-ySbh|^StwN)UDS1W=(+Hk4k(VpA3Z&w?C?;W*Of&-OuC;=df9yR&-iu5SQ zm)NCBiMM6mehE zQdE&ZdymDD`+m-o&$Y{N4dv=Eay}s8s6jQYFe{E6IxG9<<3~YnJl@rtE3)xNBr2USYIJ64ltnH3LPZ)DSUM)!Gl4 zH2KuyrsLW!QdU)aqOTTGR@fhHgE-kg43P?gAua)zMUy%`&CpWjqB59B@e>bX#W1{NU;AjeR!d z>;C}sp|`2(Xp=lPuIbCwQ|5e9M)dGvWXj7XLRg^kHG)DFB)N*~f;i*`$q^Wxhl#mq!Fq`25xy`sE(X8iD=wwXF|S5O(1}*zSnca zTXd@q+a${osna#R8#=2PE-DA&(kekBl_Yd0+dawU_k}Fl*Y|57BlJ{+P{fl;6;r4j zk$}Y4HR$2f{DA6R`X`$Y+xS_t#)lj*bh+$@_hxE(T8jSwwEHRtuBM_%$#Tfl=Aqc2 z9yax@!Z#aS$WnWYCyCck?M8hx0QZ#zI8ch30a0E(AME_=v3TD@1dPiqbu6Q>P!nD* zpqf^+<4XDTByDVd)2OI?v%`(f<+3>HnP$kry)ZRYHSx^ovCITDFQtRKDp4&!l~jNg zQ;%%V6xXtt)<+sf7gR_MMoCe?gIrd$A3lXYT`$r90E?K>0UB9Uw+=YaDS`2jRGONT zo|jmjxrcL4SCMyG3MpQamX3=h4n7K;oN%KW+PX<8swZS>W>v7IW=A#zU!QAWw~Qx@ zts+u@jY(7GTrs6RDtb!WyIVjl{5WT&O1dA0r-4(aRez*Ac-PCNu0t2J_7!eF5xX;~ zjgG3JtCnrUn5WzI&qtwSnw8%@H<8haF9OM^Ya>Rn^zizqp-W^+F($MX#ZCoJ=fjO@ z&|>R&+GQ=d-pdpWfB-dl=7;paTvCVS#)pU_Px1q$`u_kklb8LP9*D~A)~1eH-ME=$ zsmf#JqK4vV>$Nm>X*BYpqSDHY3csdPZ7ZK_-dyOjww_3hK?dGX)usZrlBdkJcvBRu zYhcGYb* zJQi&^3ORC{tV25bf8ae=jf3k90s4VH%k8f>Zt?>RUKIxyXwZDdnwJOGibyro0Tk#l zxO4W#%cdA4xQ`~Rx^wt{5E(vHpaYK)(K78H=V-OG8FuS_x~-zEs0m3+Q@k^Ykgud@ zmOr=3&y0dNg!10&VN$A=zLG~Gt-ILG=4*vr!r>xPDokwhS0N(;3AT7-`OXt6JyFqNUk?&Ku-T`rAhbim0O5Q&dDL>*}_&5v;Su z95iMLcM4=4B~-X7vR$6%g}1S0)$BEeo%y)Ex_gL@LNL-X!jNPvo%y$0(VrDc`B`SU9k?W3_OQw!95~|U-Tib>#BU+v~8T);Doj&l~wUp*6?ZKR> zWstlHEo`p@W<@D9gIOh5gY{59srvAqJ(FsJO?LLtC?bS~0GebB43D>^8r+H!Pg$ei zTfo4ypWZC1La7`PLe*fxv8Sa`qm&Ruzo{SN?v2aaCx~YHXu}doI&)vNbwog>smJ|8 zr1X`BS;?KJsiqQ0%M`ORG1geCu}h6WwaEkgKAz0h0FnNf3e*_`?8bbt{-f6G>(!rs zEY6YJ9rL=oD`;+9&JLF}HgEAwkA}|S>vHtD?1dcf9#LnSiGx!LSf-9+W8`#ZDz2+< zagVqcBHHrJ;b%&Cfr^?`kh({eY8C2u4J1@ILSA0le|jvD8Ka3%t{Ro0CZs7N0Duq8 zhuhJ^?%(B~OiWC>Ew5UUK9_+7Z-xNPvROMEx-N9##; zp{L3BF8ass`68KU^VF1B2sSJ^Keh}g>v7otwf-?FXv0TU z5@3>p{*Ov-_AQC6Ry!q?Cs9_^;nt$tTL1x;CY1H1uFZdQbM#TiS0oNK3+7mrs0sizV?YLL(9hc60e(yMCivRB z4yR(*?ybwbaP|9xYt6F~t8mip3JOW$q{}oVp+iqTK1tFV`07GvXO2X9BXoagVCM~< zTSmIQZvr4yX!sz|ngFD;0!M8YxHV8HSxWNm;U)L(n>6vA0VSh7gUnRP;f3uKuL{ss zxCx%w_*?P=raH=pwYw)^S8a{GQ<4~3nQAjzdcM0Klc|s`ELnUVJndUZCDcT6$c~KP zrNAqzdq+3zo4(`wzQy%}@Dhxgf`Uyx%6=t}9z^v`)0g*Muok}x0)c?Rh_4Ej)UA>@ zIi+dy=qc%brr+K3*n4ZH`riSQ-8<)eWa+T@YAP*N&_gWK3F>k+vcq+zqo#>odfJ98 z5;SMx-pseX&d+4DJH6W~M<10mvzibULHL-ThPqU7ViXb*?7LOQ>wg~KY5)ygO^qmk zcQMGo9zg11LZB|nr+J^{yZote{{Ra%j#jrdzG3Wc#otScT$XPWhkR8o3l~chmD_uE zma18&DDzHatEqQEF^vv|QSTG^&z)D9w{bUwV?+g1c>-uym!K?31IPdZfGbjR4{Czb zVA_t;wj!4#G?KYAax0{jsR|Jb1zzsvb}n@Qw$VvNmd2n#6=g`Kb&0AZg^IL=ZcmXE zYA5rg{YgH^+3o31KiGfO`SeOIrI4RqKk->O=~u5OSR<&Zqgr_u6$^Sl1GbT*O&|;| z%)i>b+W!FU_Z*N6FZnvThDkiQ^yfB0KMYXL=8fOU!Zb;*o1Z#ZJ(uhL$KIkxQ&H9B z@adkK(pjQMo+(-FcMU9nc}}7iOT^k%{{X9z{eM2zhjkRkNKTF|&}S!VVe>g`?hY!6 zn!6K|IIO(UB#~4{S4ODw804FlQj7>Ok{NG*rGdz_@Bx^Nk1Bk>+32d)@W}uv9)uhN zFK$WU`Tqbuo#s1VG_iv6EJ>+#Nh2jYF&gh7M7p)jl(D%!o_Y4fuX2A;#aH-$m;7H& z%P5U_B0G8x>~zH?TVkYH=-owQMCa}%d8L|UhtQD>b))=QA7ld?< z08o1Q{{TL;(m@SgRz@SsC;l`0Kf}{zH+0XEQTF)hrH-m_l`l;sg{iA)q*aoZdYDFr zmM7Gju0{UR!=Wa^L2RczP{MX(xL&td=>n?Kh>Uv${Or~&tF7j zs5F!PtwD;qrN7DyQ417V_1G!n>2bxqpqi@?@enI|Y2o`lf8zRn5A0E4bs=l;aL?IJ zpJ;c4Fh?~VUMh~7o_J+GnWz|4)GU{~%Iq!*7U5#$t*9Sqmfl&UUlGfXT`!D$zJK89 z+wH)j7X)e_x9s!(09ATNWV7pzMy`P=BB|9H>TWUS^S3fNNeHvM%<=1Ps zgsYQ^AM%cdiY>XhF%*#2BggiY3bLd)xXwCLByp>uT8g<=FRLCyk`4Z+*=&)C7sG8z z-gypx-bR1e`E<5PnE^KJvaT)eEQCf~7;(E-5bgNksSR^M) z-BqkKuwG66r{1NFQZ-0H9C74*Y10TLc>~>&r_wdlI%Ld^zGR>@+n%lpwx^P!x_os@ zRZ&&8m2^T4$R)i_U+8}$*@O!$Ffo!4qsw0(%AF*-xJ8#iW?^53nos(_)%HQhWne)h z*$At0^(I$uz4E-W8zz`cvkQ4z!$~^0JX?z$ltUJt)&7aV{hnUEdFEpnhS79=pSP#M zyfa`4gn|eUfema_(nL`;X&-Y+R@^fcEy=kD-3_A07O(^V07Um6$oYEpwUSt52&n9S zU+VJvdY=y9&r(ZCSv^><63We09RZ2z9+Z;*0Bt#~P80qLbuZ8#X_^~ZRQT+uJcS7T zl*jGqc#`x({x4l#Ssl6m04T3m@|~%W*Q$#jDX1gIQxp_cbu|E$^d!Ypu^@jyRM?-u z_LObGPjwcY4yu2HJyTWoojO`&JO(rC`H%8+gUDB8GF1-EPnUX{lF_V{q?lEpA?I%t zrpu*$AytRt+pQZosc?JyjU5N2Y5eKy)@nIwF|oWeQ&#yT3ub9u>Cx^T zo#_A?l#ih&>VFpY(16H%aLc56d|scI`K#3~O9xoSKcmC`HU3KUl+9GjN0AZY9jlUP zsHVK>H8w_`u2_efnrWT1FN-tvaU^}OC<=dpa6VqS z{{SygaXX`NVv=@DwpK8U9L5TEk>m13Euwku&eL&niWl?h2imL4SPY7ytH(6;`Dyz) z)Kgq3)e5YNJy$Kq{0FBjH)!MQ>SxAer;0k79=4kMS=?p zk9D`VnrJGZ5WEk=#=p_8pU>AlR_6BFHw_{(*YJZy$II>hkL>BjwyGAAsyu#1gB3{v zG}O&A6=z!qsFfZ$2w22t)BBu)#{TrM$!wIJOsw8RyNCN<+xc|VscR&nBr+*sT|iMq z1x*kA3;en++s`qSprWlcIjX$>0FNNman;bQ)KXNyhs}&Sl8YYI zX-W^4Rf?u@6!J{kwG|@#k@}mCN3y${IOK!GR#i`5T+*MHN1JreT*Kl5UR9=`11}J1 zz=kCADu(<53Rc;r?=Besp4D4eXZEyJtS3c931W^c4 z^(UdB^RJ)JqhAW*M$(#AoNK&rRvOd>+gpfTDuvs_XhsSX7(SK?}$6P~`cVpd@Di^uF~6B zowtaj!cyZ*4^K)dl1fTn9zF=^+z}j-K!q;%BKI~o9C7Ug{{X1w=T&Ls%~F2F@~8Vf zElb}OG=xP_=rf<0`Tdch(!i3)Bd76}ik<=H(qGFb??yv2H_&?dww34GF#;N( zbb+oOPqU=eO=U$z2vbocTEn^Xw1`YWyuZ4m^q=;ddtHEk)sCnwo%2o|B7ciw;htKB zMy`@#UMb3&il=y)V|O#DEZ@?`+zVgY*_z^8MDfms&IXV;pD!$abh z95Mb1bmX#6Au^1&7-oiV1r&yW09UbRLeTb2ZR76Z@A&!y5;(oWF4*=l-&JeG}L#;-dgc_NA= z{mV+6fd2qb_k-<&XEY=dnm<2>{x6SLlXmb}$2u2L{5paB&(F|xil;F}2{dt1&e9}| zz*ECfSEgC?%JNNIS%FYVX9~??E$p@6c804UC;D1z`7JThsO|~>02p}mt8k`2mOs@~ z(j#-$WKc~lJ#IK-;C|HupZpCir!SB2@I6YDNa6`cy-`t z)n?Mi*B{JRpyj39VyS9kf(a+dDUy23W=SeoLmbN*ty3{B304ODiyK^kJ-Y0K7^G&> zyft7{{J!7w^=NF}5q_BJksIz|vA#wBn0AuXwVnl`z2&v6Y1qOY3QA0;VL*qxDRj=~7nW|jg zsj5G-twrQix;4KB$MMQpX1se^C3OD)NATzTzvVq^!HP+=gbu&#f5vnBdTf&okDjg{ zyc157moN5i6eBz#l(VY@LKqU<>bbupa<17Xdrrpy{{TzRC;ls^Ci+-k`v9-`{{X1t zr|EX4K04t%Xp&V)qF2=l!&R*o%HVr+Rvr1jG2$H1djuk|{x+t_CHY^ym?bdPyAE`}CW0&t#(7C-E|C zq@s+U#Z~g-*0yc($XznaJZTZa0*u7q*RZdyeDj{A;XB)I=CPGz&oiunQ!A|0Q%eMo zEun$x#LdihAh`eyL;_FHf=fH=CQlHV9M=`pzqcRZKeM3>mTP-BYf!3(F}9UDg)(#$ z^Zm3HG|xhQ)ZPafRT-n5vrtT8F7=hyu8l$@a|fsjO@cWiUm=CAJ-;JdeL5IfDW1h2 z<*)7Q(A&Yd+>vn`+q7SZEf+PWKQGUt9S&b9Quvsbq9mpP3vUY^}%lfGg>^9F{4*YotpN=(M;pAU?Zqxhaq8l6x$ ziISr&Gle=F)Xb(uLF)9Y64o}i9{mG-OX4jw^kqT$0n;+V>oUP0jn_HK{{SQY!08(f z{;rK-N6MOdmNI>xoIH@exim=W5kFN?!ZG^Wf%$vILoH-pAH-U}v{U_5;aT#%#J6gXyyie~+~d{w|&- zpBGo)Z6p0(>hrNc&kmOwO*_`mSG3B10V8%s> zt*3%aycM+7XzCVe7}Q5-MB(L{7gO~N3h4&t`g=-~IyEY5{;%li;nJs)&MQMC9}@bn zsi#u1`}=F+>m!P1Y@K~XixI1-tu=`UD;!d)xPR1yf-P~y_~+h|((2}kDA5;^>Cyfl zo_>B^B9C&nSWKwOngx4nQ(r7;{{SaUxn9J;iJn=jq^OPnl;|mH3=0D=yUIMe6yJm= z`r6m_pxefS!c(C7aryL$9nwdW#z@t5WES(M*{h@;SF)21l4R-YsH$=3@U#-;4D!^- z)3`(TLGokAq>=?ez}Ml@7y134x1?7a!r6dXTC!IQ^8O!(*F7O}UHlqK z9GCGLD5CO8LV0JUI>kVYPfsB+{)41QOB-6=+HJXmn4cA=3NYysZ?YkH(HN0Wi|3y1 zKRSB<0D(3>L{wAde%5ToT`Sixg+AuCI>o7yA?5O#pDD0aWlcPAevSEDcJJ{|6H1_8 zDrqLBoH6Uu@$Q!w6>%Snrzc7>h2zJw<@~yFs`({P;c29-tcd^=LF>M1L`f`E5zSW4 zuoSeDN3KGkc`vPawZFplg2)mhG3n9f=|P{LP0DWMB@m>VJtWdb4mf9r`m@p=FOU@j zAy(S5F~l8FT6i*vB}9w?{pPBWB}`y2{{S`(ugLbc?`a^>qwgPye6jo?asFPL@b9i| z!pB0n?d`@-;v7AEy7Zg(eC`!`OfDxcSv2!3RIpIe)0e3+N#&N%%Pe6BpfqxhB)_y~ zD|ZE+Uh(8{{{R_f&Oc`!y$;!TX>zSRBf~sjxYDAZ64tpiBZ%SC_R83OfmgWJmv&I+ zaB)=2E6Gujf#<4sWQpNtmE3`$PKOA;LC5tpc6)dX(47s&ouq#*h4#B$we*MTqe&wG zQ%EW+pRoFIKj!G_Q2c4e;u@1Ll%FeGNYD}+BUwUYW_ScwN2>zL%t2r--_^a9o?@Eg z^rFxld4ytqd_G)yU~KkqO3I3)aL{v4<<$8)m#w3$nyRM>5tNoGwxA>^~`}vP^kiMS}`7_l_dt@pEQ6M6;r9E^0ub)wJn{%#cL=_a9dk;g9 zkM=1l;iaC3_L@NR!yF1it=L_Fvvc~7w_;oO^$Y4dztlg~<N*Y=`UI#beohOHP6skg5G0ITcnzezIp z%ND0R8&41Rx&HuGetj^T#8(mNfs6e3`u_kILH6X`ILa#N8VscVXNc>onUoJRja1>< zPp6=@)Qg@!!`j;gb+@FVzajbhbYJyS&pw1i@clgh0M-5uqJMpIAHw_}$EEY=x8M0! z$#1yV;nVu9_|@-!O&+aY0jKBtdRz5SSLx}G;i&%r5A*(AfB)694du3}cP=67=_jnr zMHS&xd8qI1%`bJiwN7mE(?4HJ4%!kRDX>;rVqsr)knq$0b!pQb`gz zXpK!IaxGL*cnBfs=v2GP=TR3}iN7Fm?dx*tbkL%YT~+@8SLf1;wee!rAP(b)X|7NB zKR@vF<%8?2UMDx?pC>&t)=T#YY9fWI;F9KDVo}I8H}W~KHodGYtuLJ|{{Tpr)8wXu zKQBD_bYFcWw@@#S8nrya(!ZbiI?b5F;HhP(ntZlWu1Z#(W&5i7+Q?-t0YN=HB$*iq zEHw@s0xUrG)ORwEyMEB3&w2dIAML%zuNR?*z~!`3ilrpWl(? zDxNyrhDxAiW{Q?635Zir*W_Y-9%KYGO5v?yPtbdQg;b=mMj}6mHy`yM+12L})g)rU zg+j)fSBIM@BEGezbB;X;xZDfDk6MW`lR+a#5!Y2G@hJnEg=r<7O~?cSx_Ku50O4o)1T7e~IL0)Mz zBL4uK0sjC5SbJ1ry3nA|C(lu*<>g=Wr>c0ivfLjOs>Xg1LFxP}Pe1s+f{eFm8dRQ> zC5+p2)R4_Z6%Im!btYpqNb*irrdqrtvBu3#5fn7(Qp6XzP6_sOn^o&NniWsrLdRG8 zZz@*2GyM8UFKunyn+X;}on@4$0C1&P=Z***IP|Kb?j5$#+;030C2Ta3MMIXY$5csJ zCU(;-5mR`?NgcXz%M^V}IxoU&tW0qPmi}19R+Tu!T8DG*xtTiw{oBLRe6^eLrTU7r53w^wG zSM$$ITeXe+hFg207x;95zJ7jr^ZlJLLzTeLQc==WZ-$pJnyV`+jzX0E{Yr?Zf*o;5 zA`oLCk}oG8r;p7N=*tmU<6Q^%lD@uuE`}91EiK!D82-;phv%!bf18QwKH=RI714u+ z-TBIR@m0`&7M1aM56`aE@O?$$q;_6dNj~L|NSF|u$Tt^{z;~KoRHAkP7f7SBo zLSERlVOJy`6>s_Y`qRv0V02&N?ftco$)Z>9ylgY1m8p=d&F@XBvxsRcTbJz>=~fqNnb1zSiAY{aP69?L`xehESSM$RFZ3$sguMyG6iu zzH5yU(CG*RR1A8GeYNA-XnGO%2lFQQ{{Xk~VzR0oKg4Sie5GdNO|^ifdO0G3DCGxg zK?Jq6O2$}V6*S?T>C{^O(OUBL{mkD@4YLg3s)ht)lT~6(DT)lxkDo>M+t?77ddTRs zP{CO7IPRqfnIM{abQ0u$oF7$fYRcF)#?joFY*swV=|zZ|pEFw2m2)rKR~&v4nn_U2 z>X5S?7QL+6+uFg(^StrL3Iq+S^(J8o8h;INNa0Lz^*wqG!RL)xLU`>^BGTm42E{-N z=}LP1x(&C#^Jw`?xaX(L>@K(d0kGDZQ#NxifUT;Mpi0q7xj!D{qH`o5{>W%UU96W= za2Ka3?KalQHQmt?>92>Oq*lookQ5ZaCaYR~qoT!^oiAmU-WwHK8USQKcpPa-161)9 z^75rmNa~NAKQ{XUpZK0nIiK5tYUHMeFOI_Pj7>9B7^4!!8&=Vm@vsrvDOnkAqf;ve z_L$r3O&CqS?j~?ZB{YVNiX4Uuk`K)1r*_LeZnv$y+FQ9G)eMg!jGT=Tss8{DYvwu! zBJNL;)HNBbmRovu4O`_h3z?{zyCp7CyyZ-KM3~Ge@b0S}@5Hitr|ZkJ@TU$u-AGtnFU@ z++r=kxw}t!RN^vWVg3o2lQT(^q%u=SJEe6U4OKGBD4szmcMW1~axC81TZ=2m3>OyS z2U30osx@<+V?XEfraE%dmTpr@gr8J3{Xvv9BzE{<&|;bN^{D7SU5SUxr5jggpBs-1 z^*J1+bu~>MMjXJ1{ia3?wr;(aR7F->$pn&J!)v$zxoNr>tr{pIGd61)(M3r$Cqnmn z=g{Xk5pGI}SUQDdc>+waU1!8~lX{{TwZ%y2MF3VZ<^8k15q z4ORP3MfPjS`(>d^7@kU!qBH`Bj!Gh`ih^31;B#E`t8Tr=ZQY@s&uxy#*$*W&aZyvP zKH<&O@HKIztZMYQ}B06?vwN z3V16TM8_xP!1+|?Rdn>xwsuy^rp8xd@RgaGI%w$VC~0fzv9&ar$^OQ4KY5e;1ySYH zPn4N$W)>(ldslyPxk+?xq-1y*n6iQhTGoS2O$KN<(}sFS74tl>+skUnG-ZZSWL$$< zS0@6s_4UUu%G(7+Ct_tccvDnr0bo*i8po&Q-sbNZrRivm^qMXVLAKG0^Jx7D|=h#1d_TI%U zUvTB6d1lm3mtsR;)Ga`vB+zgJ&xcIIxLrdiiguv$2Znt|p{{y7eQAZj_GMLGR*x}^ zsibA687;u`ROGWYXz?s`1~LgsX<`#CxpLw=OUUGf`}9XZBN;lY zjZO&4M~SsEF|l5`*I6l&Hu#HPw!cHv21I3-@x|pp}0C zk2EBZq!x zh^K)*e>_v6=VVf6Aey$GdZ;MrYh9v_zL}{gq^YEM)_EhTj;-p74_jG~Y9!bN0FPx8 z?r9P|i^BchOhW-${5k>~XSEo*-}}81wnmkC&Ludc`JIwc?X%Sv5*Dza5=TT;WmnrN~#o-fq{}}Mv`mfXgKlX(NTkC<>}0_Gk9!B zL<}>IIeuQ zK+DW6ZgkugVIe14amSrBQn{h|4u!u>VI{YQ@sjQin8;(04M75)SwAZNZ&X`w#VhV= z-Pw_RjC7I1E_R9BWFdIu`#@xf2aQd+Rd4K@eE}zFd1iydj$Jr342nme5;%JN`fUZ% zMIOxrDk4(aP}3TcDOFGQqN*B&$V6t4 z#LA>P$bge@Y;FSRo=Yf1v7&__8ir&X4nbVd)YMbw^XNNsu~^G2@?T9n@d7kOI~f&E z1_~%V^H4~oDN# z6n1uAY=2;OmKP_Il1SDXeW8op`8Ozvo@X z&+0aa1vy6%{1Z7C>lt`ByY2 zu6v*Pj{GayapFI^JID0CBs6sTB7WRF& zds*%@(6avQkqY9bSQIyzHF-fat_WHmAV?#k*nQF1Zai6cTVfhQ2r;Orq0JVd4n0o_ zii+SFAI=YOAGP=9=8~;oN!xJ43>5W{rP`)CynaO0DopT^1Z*TKjtkt5N#&=o zywuU^yGY~}153^sDX7%xMW#Wi!N3@;M@TncbN2btFWsu}Y1LIo(KObS(!r}r)Sq4* zASnL;ogZCcvUOEBZkgWS!(U&9iobGg>1U=A=|deH?@K4?7yZTnk^PI7KF(zOyYJ>5 zG2cRtYfQ0J9-Xkp+&*Mi`IKGzmmTRTCA%Rs{X}95P#n63ryc+k_TT~!b{F%c-Z@;+ z$aTj^ZH>K8B|IXkP3yU`o5v+rUbNmBtHk)|abgWj10->h5M2Qv@G-Lczu0NlxnCA@ zN{HhDYf2I|G0D&20D2yZ2f2L2wm(LNMkoy`0IhfcEBT%|HK#ykQ~9?1pvtSATRRTg z#K{f^1yMwj)M$<)QB^%fRLti}6Qn5hon-2@jN8~QRca}kcJ(C3UpxS@DD=&LD(9r| z`-jXB#$yIEf-h}yBkH{6hF1HhC4 zMzS?APzi5QH?aa{_G{ahuD!msulhZ}7zuw&(tsU_NFgr{kw%qF4&9@lSwoG z0LSD#H!m`8)16Y?%1`=p{-e-KxclF^_i=N%`$K$Z44Na)gB$k`6g1U-NgT~hlBrZBl0`J0m9w|CrZqfr+Y8SUYaGm6)T z53_@tb<0576>I6|TG#ecy<2|$%f*A-omJhj*5xR-4hE|=6Jc^A6E!YFC0k0FO4ZRt z;CS&uEiH>$jZ$k<7<(UJYi+(g%G}tgs9GAO4~9)hBlOpgoE#=dpqOdd3^M@!@Pe>PJ;wsKi&FEwskA(y7En;j)vprNUwkebSts)*@Cs$~LD z-`Yk7+>q3}WOf$>9K{ZSphEWHX?Pf-+nv}~Cjo8Nm zX2{gkNtefE^76H8@lvD}E=Q>tZ(U*{0mPn{eVb(ngdG_P=zL4K7A$ zW~qBo)L4LVDjn(!In{tvM9n(pS#-rX$XwkKYyQQDLS zrhqWwYEQ4{(${Hr-ud0NxXji=Vr6nWTP3#YD{+){{{X|rPKLS%HM2{cn*^0Q&_cc@ ziUyxkm9gX5#5R!2DTYQ^-8`ssT>k)r)|`4Ris9q4S#1MG^)-a?86bC7pFdu+?C!bi z4&B~ZT!ufb`vR+T*5q+{NIvc@-L>#E)8pzHsB3HD%SRLy(7+I?$5Mk!5W!BP?3;hK zwzjnK)=-ius5!?UN`v-e(D`(GZ+X4n5e3D(ZmU{WBrE}_AU!HSFPEk*#{;pp{wAJ_ z8i)(+(4?~VyK0pzi4mRh4B`)A&cj{_|g#Tqc?tVi?U!Q&CX!$v(80NeYMp(m^co zhF}!%2-U$q;bihkBpMZTl;QdD{J&?HUWQw}6?3QfYAByNf2)sBBJo8}6?B;jni_~% z7AQp0NK{VC1nnqxVA`+4a7F%}>X%dh0AeH78{+)3KW9lE1eJ?AYc=ler`bd4*HP{q zoRdXO37WC$nIeK{swGNB{pF5Tlv#qX1lg_00e{Eaa$E|~u7I3D3sGOQr`pn825U@# z{{R(_^8S4-F?lT24mTqmdr?wVOjed6^U^j(fyAoccm(!%+sDHm6o$3$?U~-qm$9`* z+(}lZ56c{Sa@5ZK+C_d`JotZ?sI$@1*VKLdJA$OuRY=jvF^XxG#7crXs@jM_R#WOx zaj2VEdoZ`~%mqMJ3-YfY;XYqJv_7gP@MP_;00jW^KV^TJ>y+4xhFDD`nL5bciJ+0D znw_d6l_za8OASLh2#Y7{I!?3xKG8cxY&AqxiyW#%S|n88k`Bt@=8JkA*3htM_5u^5k zv3ddW{{Tzto}MZ2^i$F#GUcjitK$%d8R6!#+|Zhbd7~(nzV8HBuy|5gLdo*;=WEt_d!wr;tC_ z_h}@KC^V5n_?^%buN&5eQSaHe`oUOE|V>|vGo0ZhyvfAc9Pr0jG=NuKlL1Sbeb5|SpzA~3a9-0{;oYik28qG zRN_}Lgxt9KBx<>#$>OA~qC@9U&gmgyo|g)wuBIN-n_^lDb@#O#8Mhj1fzglXXcR>#HdihElTB#?mM%6ef@jj}32X z;4)h~BAO2%aJ(~*^=GH#y?@g%(NtD|3J`wL=6!kuJHMv3-)eR3F4@|Kg9Evttfqar zou`I)GcZL>QYtI4RWoDES}Cg`)fDaPamCfZU=6LeO~NRcOrg{9DXO9LsTnz;`$tGF z7Tn!N>WYb`@kvuB z@xd&5+U=rWBDhez77RVPYq&`&XnxxHA*nxU?XT?n0P42Nw&%GaDuj_ipn!kUDuMZm zWcr?nr)78NY4mm)o}XcFouAop(q-X_yKH1CAkIOV!pB^uzL#pr9YU$7juv%_XhSZ$ z-F4sCqhsaUo!UaN+e!rwe+cVBK|QNn{{Tv-Ir8Zh+;%#T_`*U{k8ZP?@d)b5aezTJ z^2q44{Gs^~vpXwe;ImY?P18#@A2&1=!*kTsSRXBhaLIN<1#zqoS%+daQ+qoNjx(s(qq_m6<#f=1u^Qc)Z&m8eI zKO%ZFn@j!^b-NO>qCMO5Qjzf@9To8H4w#b?RzL)>#ZOn0%S?mB2t%kaxi|XzExz|> zX>bje)_g@ZQzN|J>8cdR$Bjp)%cYQVt)03U_gmMNdf>*83JQ>Dvk7>PKVbZf4F~)u zYp5|0&s&iBHS!XwYWSf0th@=g0e5yyY1Wj0F~NW$W%!UD_;1 zY_%+ekcy5LwLD|iQwO*Zqd6yuCHEYSvfo^lzq*;##XL5O6ijE~iB&icPCeDH2TVWw zC!6AKHnyHK@&n}rSzXUfQ%d!4?he0=s?k-F2rJTTT}06s)L1!`lO>&+=i5_zr@34} zt8-y)QX{EAN(D8kz{Y&WMKAyu>DT4WlHW~~Mn_mlqW=J7-NS$|loT9Coia%$EAjsT z3Dx+!i^jB=-r)Hs4qB`Tr_RH_u+wJ}2xb*;93rD0(Et~ZB|v)yAb)1X=iIHz{y`L$ zw$cPOF*H#4RU(z_h!OJujE}aaw%ac+zyn-D?+S_qGtPtdMWuBRhZ{FO`;~NdR z=qsBcH6{Zcn~nnm)CMS*scL6XmPU=)oNu)IpMGRjtSV4bOmW3if;-s9+t?B_{3RR}^z_V^dpzlPB_lD2kDh}=jDhJxf%2#3dG=*44yL+-d2u;U3p1@m71fgYQbtvF zNva^%V{cJotI|OK03T&vRP6x(s6Q<ZIo%Krdr@#FI8 zTTJuQ(FQ3=oXOAj#ypi=8CIHa41kt$?6x-gT>Sw3Tzk9(l+!RSq|^dK0C@4oo=;bn zE0%Gfh~rw|1s}8keE3qGO`T+d9Z!YFWGkgl-Hx+EQwapR-QJp2Jh-tJ6{cyQ^$xmvJO*9qDsos#rmUr@TEDuhhPtI_ zs-wEoReIcLU>ecsHUichd+@qt9vVg|=2X#tA&UN74_cLHhyV(d`~U>6&w~E|K0iLQ z(tiQSL-x|;XrZZ-TEkBS$t6h(ATALlzaLV{2|SCRY7oWolr_#MzW}X%bScZGjrEBCur|Ng&vNz599u zba0@GHHT9x|S#XweXO8~19e1WdvFaAch*~6#ftguiN&2s+}bFHpuJx+I*EJ=*9m4 zcy`r%LK@6&Qc9YLDuc+bu~*WTP)*50s1NY}09Eb7e{l|BdP!W5FXi(2`t@68ifP7( zlD>|LbDy8*{;UDJo8#wGZU`%W&#$(Q*~Mh0qG{{k$5y3nM7a3lNIcm$n^`HO1R9hr zlmYa)j2y##Zr!BFf6}1-N;q`I{C4jj(Oo2TJOpT{Ks6`qzz0w`BU=$00&g%zHlETK05XeMvJ%e^^t5`o_y`>CjQAqr)B3- zrk&)W$~_=XnoZwPlzdj~+>{V!X){sQeeD%J zai+#s(^0tlbYHhC98%M&>PwNqlh~7#c~V={7q{e?+*BhkZcAdnDpsCV_0oC??h~wc z42f2yG*O65(^37uWeB0b#bsnSCU+|oFk~{7RWQ?eJQ2HvNc^*X%Y_IB22Wj&=bv)* zw%NDZIg;KbQq-yY1qUCNIwNDRfRul%@wmEQFJVG{NpLWi@k zJy*2$9X>jYZd|4sZN*WN-C4Afu7?p8HkxW@J~*N>)Hs~7YmG5ZxZ!&HHqif|QE^9F&c2^Z|D=V_I@3)l>L#s_qR< zX{2P-98jQC{{X^a{zFZHrIQ=-Q>5d~Jr!iRyf#M*zG!iH?6nO;LrIIr=fS8IP)w#t znsG{v8(B2S3o@L;?wlSaX0$qmXnaM@f9A-k00HDaSRFilzKBKRz3K*B0pYz`xH_pQ z0-jjSNhI(f#z+1WU-RyRF}1Pr<~l1OgUs$4Ojdt6ir+bfZL5GKjJvxlg~?J=&09SzzGyecEa8wlYZBFO-?YQ8HGBr^{kj(F$otHADQb$1< zgCj+ei9@TjmlB6Sx_xZKsw+Qp_QNwY&`Czp4GK0Wbs7lc&IJK9H7B$H4W{HNq>a+j z>KTp(lBGedLGEDmp!6NybmP)DYk$IUzJ69t^?9w)@#h7Ml)B55qwMV7XCxMuc#@Uq zC=!OB%C$m6JZ4#t>4~E+3!Nv|p67DkhoaqNc0zj{Q54sXKzxD1f|(_OpdB!I2YH6s z6iE#S;iw=Ao&c)U)RIk4%AEMPPu{M+*69vW@;wR=-&&~0hv zr&Ci$K1P!{S4EP?yG9kBC!>&tV4hh4G81ck(~zXIH*Td^3II_U(Xhc=R+gu$81O2q z!FnM6pzohlpGP!Qt9J$}XaUk(A{rK_1TR8JCY3!B8oz-b%%f^{oo`##{B-#<{pF&h zhwtLWVKceSy*)NUf$ONvChwx2Tn%h;iHRmWi-Rt){&*4WS1tblBwX#{TH04t1yBYV z6{u7)D4@X$q>3$Rj)~*tJ@z@Lw70fm!%yl1;c7KGtwn2`R2mRi0(!^U-EZ@^<31rW zUFouZO?5Uq30)QvlXGS%vbg=XL6OL!S7Y&spAyMMs#PUOSv0xQ2m}%AwRV12-KWvE zMQbQ*lw@$mfa=l;DXujD4L}6vs-35qHajB99^MtDO3Uhez+ynD(n+Am704YTaI{}L z_r4-d!`K^7WigeYC#UUixsu9Y8abI`W&I{s@Y_EN z3RfhLL#X34>fbs$w|eurcI6EvFI#WUwC&io{Ck5TiOTJ))lLT}*!q)0SCiY6A{v^{ zwek%HMMD$1l=2xvDTOyJgLQ^?wrhyyfF9XlVBwcEs1+*SOoWFfGme{c-8;B9&fea;lL@gadsci*GM&S^w$3uPEQ3mSm_{=}P=l&KWA0D=%Ni4Zm8O(atk^RGo)4(6#NPjMcm^KBtraKrqR^`{f% z)tBMAFL7;5j2p)dxoPChpqNll)zUUv3e2lW`1qr$kpp=iGa!=EFZNBEz#n8+63-QZ zRUpE-)`K)8;FCERnwSsLm;jMJW1vPmQihg9%qR-yHGxs0I9>}QKxOJkMoZ0U*olVylq@e+1AHYP{EWK z*J^r7mxePvSB$dScWr)&7UZHyqe=F2ZS5S(NTaz_1XD?&G$i){N*^LfIzc3H87!Ba zcV>xT425GP)40@-DO{2%Ph<3-mc2%3Dgbp5VmYqPkVJH=#5GG_D151xXzy@$A4q)H&Vp3L7$sr(_^tzSc#?HS;LLT!IGHyvobAaej0jYk~qq_ zNS;8>rb5kNOlx(>oXNLtCdYBHB7?Le3AF=Sk*2irYEros&N>}Q&oW76;n@`MwQ7=T zEMN-u0u<{YkXIvt0ATcw#Qc-^-?}pO71)mG+Ej2wNieT^t zq%9liwxSpZB!%v|cYoWZ(rqP5)CCYo?0Aj<5DyySoJSsxFL~3I8pti}<1$yY6mXdJ zs2H!?nqvc|{{Zye)4Q^Kl@87A&byZnK=jU)O`oNLO8VF*N#uf;DUgh?lsNKB8_1z; zr&gb%671W?-lk2?)^wJEma8FSlbr=LfI-2)JaR`{kD7TrS^{nnoY%3cs4H63Y84c( z08LFzE7NsXWpu)1s`8oM@aw92s&}DUdTj1ts%rD%mN5FNDdCoJ7mTX;7)Vu+=nwjU zQu}rF$XkmGY2*v!AeNOrrBu?V_VDTV-?>}pmfqdth9?dBio!n()YgS`)DuuK$B65S z?V3H?TG8OQJw0YVlAauu9R?F4NllBT$5qU%l~naO+L&Hg=A8Lu@(DC4VA@ZRl&vM) zhE%&mQULB(qb+{igOT$bPgH9igxtq>1>(HVS~--tatEUW!Fxt%*crg+Va4L}^tjxG zc6OS%s3_^(n7tg(M?~&*EVUV$nO->+nN?dvml2X}$Fjz?y^TXy+-XG(oqDNXT#r0| zK8{-PHv55RwZx4iw5WGa2+$vbBmje){OD?WYp&frlDI{x#C1mh0N)hYj8zYY4WC)F zvNB*?g~(Urs}5r$M(Z-T z((R)#taC#V6cj~}(>!#VB@Y8Zs;A1e4*Qqmk5&AU#?k)(dA6?K+%(vnbZ|qLqOYsM zXRtXC%I?_Ajyj<{kcCqkM>NDfmArp~HQBj`m^Nud`z)<)7*T_%bv$r&20{k`QBhnF zdMDpDy`FnxX}-bY%2<`6qRB&=lAt-R2?GFDwd2(~{Gk3{+jnH_t;5(oXW2`h$nA;g z<<9Kg<5OO{&c7Q~5-b&1xJ5f5c>e%$Nn@IS^J9hue{yQ%UvYOExB5-$2-YA%i6BiV zg^mj^05}6fP-}zb74uIl>|1mqU7^fvPwZ-}20%F{Rd|}yPmms!zk}>e;k9C>qNB)t znqn1%G|p#9iquJ|1ZyllmbLjj882|&o<}3u zN#sskmL>~pABd``l}w_8T{?lS7=TZmFmckK-Zw_y=-IzW)}z<)cysBwyk*wmqx3d&dNEPjTr;+JOcS? zz@<13K9iS)5J7CZP=B7hY4-FV?tahg9p_t1klkCuaBdpfAj?Ttn9A1WDj-Gx6iMC++FIox!|t`xC2no@0CN%;j`c7`!eD zlke)~o!Z7qp#gZ{fk0<^iib#oD=}c8`$2!ZSZ$CQ_Xz}RO6IjcB@_(J@=!?gryh*< zy_0g@CGhs>%#YB}{ zyEb9kIa-X_fQnY#bW1%1RCKE=D49}rnY}=G>t5O$5{Z zF(#PoYSawuc@7OyrTyp7n@p-jv;n zW27~^mbU}3@|#jxq^6AIl9z71G!>9V=T>TF86P1}OpL^G8jIa6>0HSzyaF+RtEdk# zxsUT9IS3Mfb$(+8EM{gw421=UIb5X#l?4TSwIQMbtM(Y0ngv0eFU#B+CCj;NR zyAR%wRsG&`w6`YSlRLAwE~@zAHVt zEvN(pjA7xK>z|y3v1DYtPA^ZMM*k`fu_O>xdDL_e+f$shg17x;^N*YrDhAsF{ z_)A{+dbFE%{JPoH_zHUZVDex(e{w!%ryV6us`ZL|_GSuLYCyk@W@(p@ZaMa2aqlb< zlO468*5K(TO-WENSwv`PJr$O|y(72w>f6RyFK&xOel&?RwkwF-nSB8zl=*-u)vEMw z{3kp4f9#&VI8M;Q?oRLD83B_O{fD`?e(TzKC?lx2$HRfbY^L83i1xAByrGnWW}$P$)}Sau zngbf905sK7Q$30Q012n~1-vJxt=YN%0FWIwEfyi@B&67T^A)~vnS6+-44I6yJ&#RY zT@g~H8lIM=Vk6b2>vF!^-A(Ewr0X5PIi!(=B9$G!7>s7Qtxg39sj3NiPnT}g!zhv^ zAmhX>$I!7LP*#-`I*zSa(wV{k0K#6r4q@x4GaHk;zEAEbZ%*};^}Cm@@YEG@Q%H|g zlGS5yYgQ6Lt~ZW4gmA8Wat6~Na$k0L%ZR?7(%LBL=YC<{>|9?mqMB8-ASR3msZ|Y1fr`-o04|Jd z?Dh?wa@%#WB!VdNvrsayB8^Zg3C%SQAk=hw>%I$obe}z6n4hhwA1RWaO8GK#WHYr> znu(!EW<<%^gV5$j5>T1@oudTIu_9(d z$$w`KgWdlC@sDKZsiCwN{bdn)Gi8pGFvNo)9L3R`ZZ2HaK1;PFRZw= zLwd@5M*Jc*QV1tB9%N>|o_!TOr^jvU^Jk&^KW=QzyF;_6cfP~P?N@_!?dtk^d@k|E z!N(EA z6sc)-yF$xzswQmfkr{M?511mg9#yB80&0`~SYOGSv*D*=?jGjszSP>=@3dpvt+#Nv zZKI9JOSX2k2H=^0ycudO#hPeps_W_?K}{T@mLy1KoE32QRb1`OQ}Ye1Hl7HIBx1wy zRe&lDbf8@-!~g-wJ;xLjYhBZ>E4?uRRuSZM6j8Fs)9;pQxilZX8N8;1-LwZN4TYuWSGYy>SMzlzv`z(kv*j5 zq=qZ@dDo49mrg%>wyS3~)irJ>R9MAiQY_MmBLd!NxeUy8t-#{^4{t?lG%8A_zn9@3 z>ic@5ZZ_~m;b_VAI&1lLf{$@+N^t_s1oY8>!|tQ6cCANcBr}a><5|=>=I4uWY%MO` zss^+F02v?4{a??fW!^2Li$RZ1^ad-RU+4LCfp=camcFJ+oH)zJ>Q#ESlCdJFIuDWt zs*I6luzi2*FL8HX8<e$kxX|j1MqrUMKi*{`2|J^$x!&*LiOwvEc;@ zByb}PJgrX~$zo%6r#|e~@Tcw5)Kb*r z;+7;5xXH&=9^}Q^J+6{AVBP z^XZ6f>?~DOC$2aF`G2cDKjXGm)-y9yVKM9)q{~!BLb)WW~p3 zlRF#f7HfmW?nqnvdOKT**F=nT58)a7zsuEOo>)e>6as(A)+$Qs>Ppm}N_tAUYN9bm zEhK9VN0k^WK~`cwiC}EJUe@}1WuRwmQLqTPsp0ddAJ6C0n!>i0Bsui|09HDkTU(a< zs>$TXD3W~7_kfw>S6W0f%Gno0@PGzx6>!frY>z|oAjY#O6G`t zf7Qp!puV$m?kqh-u+^nmiOgXr;#n2eCn2Pivye0ZLjlPChuQbi+sKOX5no?Vv+e%? zQ0TNvc_HxK0|h>3K7BA$Wvh)qiU}n`;mg1yW|7XVYSL=CK9Ucp{{Xi3&_JEtT00T zYW1d{RMS^fRL4-N=(kn-pQV_O({J|Iy%i_~PWl_sXh$0Pbp55km$b$sA0*H?pHKCF zE}q-6DY3hLagLzLPmvXZIbbhO_R*OcOx`fo7O@V_U+6xA-C7rWkreBw4g_jb!oF4g zojo%;njs0XtAlW&;kdXQd+>tZ5#f9! z`G3&A>htN39^ub|{{RW~15f(Ax=_<@dg#;d7P00LOMkWV)vUsD7BeGHAE=)j71q4o z+}qtFNF^pJY2qvUe-9qDJi^(0IX)lgs_Fj#SNVFMKJd&|(uARwDs-oUrdj8lit5H# z?Q}H~+@1?7AmxjDU|Pl>z;)GAh4_Ef>(Y@Zk-SwSPs{#+U--U~v>UpQFIS^6P?eLI zl)+pmr-U@BPNk`mKSrcqKqvIK(Efd_`Ui=8I8(!|dv(|SRqNMRtpe*MbPrBH?{PI>>EJ}s#Mu0ev+y4L;(rcS>;w^y~GI#cm}!{_;Q>OprRF^U$U zr9NM`qPf`{Z?!71wbb+-Z{VglEV~?&030p1u#Ev&*#u9(7Q|I<^v#^3SO$qVrz00xjaQw zdy=mXtAc@Q%GBj5+G(Vg(xS#=jvp~LU(;?DUR`X9Z%G2Pdg*E&H1q!eSJ|GGS?oK~ zgAtS}um`l%iUW=SS3aVir>jis{iC^Pak%=9$VAR=Q3sB{CrOW!6%62ADVCasoz<@d zWn=O&UnR9SHy**W+=-v*;3^Z-wSIp-g^L2)Mr8y_2gH*^2r~KVeUC(hIga#qJ5Q-+WDjS2}6EPya}FUdS;Ad&vR7w|{|R;deLC1KT; zc$gJv-G1F9^#1^kdLx&SvTIvP@}y7cji#p7@q)zDyD?+xwvqWB+nU+@5hc22KOU)lQ^tYVE#hswh$%r-WUYMHM?oc`nS!9kn?MN7GiL?KBHLyyAG- zYxY<6^q=Ztl01!Ho9g~u0TlZm92Ddljq6@hEpOZ-%LPlB&z8)r30wZQxxN1Y9?qrQ zZl&Lc43e>swwZ)>OAn%|{V(k#vq<8p#BrFc`OnkaDzT#RX^qpFaic_Cv? zl3BGZBt!}Hg(b9$i`e_Dt1pIOoK~K6{{V{XcJoCLt+7&{!~1_OJv~%SgQaK}ApxbV zr}8yEL2D&R0wV{O>_Op=qzAb-x7XSmdp377#C3nQ_5T1@mrqS_taYJUdQI~R?j&L80Z3AG{{XSDx4W&oT4zGCe*iV7AM)p_+-^h- z3UmYg9^cvLUXi)Hv{dzGDr}847_@q%dhZ=X;XbmdggHPif8H(aL}=5l6tdLQwBz>l z#B!$>I=?J`tNgt-)OIy47A43{k(O%xO$nMwpCl)z1xbj!g3HGj16TC7wPH7$ut!Dy z9Xfq~;{O28(4f?0O!*w2ZlQ-8K!%l${H zyYH`yI9e*XcN%@Ye%g^9o#~{=S5Yk$OOk>fC< zFZ8{C(t-ALf+e%FBEeN!Gmv}~YH=iR^C$csW1@RS@y9c_>wku9>ITVR(frLWTPaUe zX>>@kXa*RbX>8@hVn#ntsN>pg@=ort$Y816iE09%^<~Cx->wZB51SW=X z(XzEZF4Ct-^C!0*4z4#hCR3sqW` zua}pX?E7hxb#HZF+?>$UMNvx~KwO1eR5Zq-@8W8h#*^u`r7l@OxE%0jbG1(dW9ig} z{)u1p4vO~M*yW$Yl3y8)D4Yl7UqA5uod`nDc?61JzM#o_ zzO}izAD(@qI+9@-EV6nvKgnK%4Y!n=>LpTC{xmhFDV`bf^67m|Rfomm#cNVz8m(ge z<*%=;iKLz&LIee!Wprx*4Xysiow7aL#ugz8kHe=J`Fix9MA6L}#KF*(r4qQVbH#tl z`E(@U_f;fm99i7GE-sq2s6{N*UOaqs@s(L!swAk>;|kh2W9q*jf$f-OWM)QkY5ZS{ z_G7AU?`Z^au%e#rbZYs4JwdL1&pw9TwbyxF=RuFI+Z(GDyCkcMM^(k<61yt|^E$}^ z2)8!UG|KASANG;TsO3<_rH8>7;6C3z6sJ$dsvpC#k~s&O(;x3AhI7#AU(%hiwZ#q>9ElXMPnN7kH0c9YIH+cwL^57eAxkLw2e%*Xy_#BV^G|AI zx>_gNDft8Q=(C<)}uQz`F&5S)=RZic}RK4lxsWG*+u+|!YhA@@1 z(yDL?xz-53*YoX>HJy@}vRC>3Bqaw5nW1e~pHEeYhN?CO*v(&q|KiXA}&;60Z8=73+ z8FahF*`I}1_T&9u%cR>@-?zXT9~hreLQ~JmqxskT!<`@Uu-w@yDJR8uUfasj=2jZ1 z>a(y_n#6A!kw+ps-X~B21wgU3pna!H%QlPzjYr5e3jC-*$^Dt@R~rqKiAK6&tMIBI zRnAEoE00?DdW!T|dsF#hc2`_Ee3okon4yrvS4A!gS?7rykkt|usgNzMM!rqYslmT0 zA)dx(@ncdY9;Ujg2oxZYXgv?hk43WCm?ltKuxC)Cih){j0FRYN^65#}zX*C(uNZ5y z*?z^U-8BhG9YuXsR*q^4387+=j8;B4?F>Z9R3u{IKpOR1+Bss}M2x_rHy#V=T6uIU zi*ngyvs-A=NMaSLp)@)3%}J>9==E&xfa%9Td!>wZ9yK-9jLTLNDT-y)Q_)T8YK z{4^hKf6LRe+}Set){2hQGy}`>RrC8ZPhOGreI>ZI?PQcxoqsH}^mQ#v-@zj_O;ajM z9C5sJ1(98ybrWeV#|%D&p=xGw-Z2YWXCT(N$MW^+_ItkbAAFYOm(_IR*MkQAwElf0 zH(tl9!|oa!rc#G-K}ga=Pc1EMf~uy7KA6lhPT&DD0ijT}iS+ude`nU^TF>c7MPpxs zhachp01iHV63=w&cUYtg{+wwi*ZiaYFQMBJ)%#bl<%T?GU^dyRSV~Jxp2s{$r$|;J ztu#D@o2L%Hiwj!h%V=$1OuIr|xmQu$0$#imBF^#&omL;FfS zx@5gFgp$9P`H3Il=*?}m5f_OF?ms$u`RPBhpU;ZlaC}PZD$InfjoexB43Z<9m0+r# zL{SimC6uo`p*Q;2kIx6&kl$P?Xp9UsxYd=+6Q+nnipPR>ajriIuk!1AjPcrAYl;}v0n3GucGt^G zx69XwG4}e?=UyK^g5Oy`i}iX(hfj*FO*|{ZSIdVVpI`shu=Bk-+hW=f_B*rXzp9}JPYObQzW zT}nQjx%RqQrUy=?7{aX>0sDOVQE_h!1yL47HTaoYgn{Zo1Pas8pUa`5nfC2}a(I};CMf>^NMAW1TSd6`+d@oQP$PP%suAmt=TGI+Lgk_w z$|K^?VwV?IE`%Zdh_rVbW%yd(V>nDjig$P=Yv-0V0j_u8-i>Qu<7#%BmO-P(CqhTiXj~Q~D06{7LYy%eVRbxcc;oRUQu> z7Gk5+cJU(sk0KB3uTME`?e_8-W4AJxx@v}5YiqLA`0c$VEdz_iC*0)R$m=sHUqb3d zHqq@|b`z+hg<<9R*Ur7Zf0v(LTjZ7xsECPKe5wHX;-FxB^G=%RJIAT$>#H!a@7UI=GNvGlG0TIAyNx=8rO|9(NQcX>Xrxb`ziOL!{aXO z&SfBJ{X#rUHyjLb1BapOEl=|t?2y%Ikls7*HBiPSiz6=Sig@Y7WM00ZDp<%wcCrZd z5EKwewUn>4@=l?O!k~|U#~?NGRiV>U=UQab9Thh7G)AC!LZ*vPFXdbu(wum8f&T!Q zzi!au9WndUcPv#6WU8uqir6BBl{`&NO_droI53BoAmuvRg&e#w*w&kPP^G zs0qkzS`A6ARQcy1SECDFZICrQF(35(c%M%$96AzqPtTtA-I*yM*>G;@rmmKnf|{7c zRbLC!s>gbUl9)#xzb3J*qc5b!YzH8o_uB4PTg|561eURPle%Rb@3Ajloixx(aCcY~|Neibwfr-a(tw%$xuE*R4+y04m z)shW7T*MBVlbY3zaa>S&;|okaE5EA-Gbg$GLl?F;SjEgY3=36}pLJEJjxkS;njs{q z93f<~$|NJld#F69c75xUgpzIheYBEV0z?60tZU{?0s=`nBLcO}G10^FCgmN0xNoL~ zKM#JWI)E_&uCx@aiktux1I!UjgVB!P%JNxVw%>IgyJg514p5O& zO(KnfJ^Vc|$BjCfONQ!v6-5L!n{Q}WWT~fw3Gy+~%Pko(0R?nIvOrbVQxe1z`(R(y z?6N)D`aaJcr43MO3#BM^Y9VXq!_S98tBZZFZ=31tZ1mJrX^y_8lzP_{H6BM8=~}tW zvD?+Ve`#)9hBr4}kWrn%Pl3V1Sx1hZy)rY?<14owD<>9~PeCgf16QY;X@6|pUvIxM z5fenlfhb5d1e#HU065eUo;c{Ud0V+WF=ad2!V43mL;xUDAQ-{D1o-JO@rh$+LO_L3kj23^1f<-rrMlN0wXcF$ z1qB*n21zv6Gk_1J2>A-0itRRw8>y!!c59i*Rz4x6NT{wg@EGHYQ{)529&rP@`tcI#D2=K{?a~Md0I{yGfgxk^qQ|%q*&3$Vig;+@wAMGolQ;h-c z6sSL$r_6L3*}16RTD`r*4ke`uuBu?3G>o?qn%0NQpdWnvu-n+Z<$&8+&856@QRlKE zlOvW~6gjMki9Au!$6G2)UJIkd7FSJ0QAVqV0RG>R?q=C!y@POxJS8ur_;KnLI)K&2 znXZse3JM&pzvf;40BEvSv)d*JF`@=CpsA@O4g$3&AOcQ2`Z@bMu)6m*jE@tG!cpVz zNu~*NasAbORH+u4)*eXxEMqQO{DW{owf%uZ{RC}sCw`xd>PJ(OFh?5x-1N57bKEz0 z*Ld9HkrW)Jf`xNIS{#jBDfu5RnV$(SNK%o577c0q0fb}H&DN5pDs z)vpDo%AFNH*v|I`!lcaQdgr8i>v-hrYO66h%&ucGxcsn3MdPT4C5z5bc?{_6W@}zO zZ1)ZifFJS${4Y`p;Q^wN0 zrno7j9vIVHP-n=Zy6bUw2KTDmR6Fmlse0+7%WYbv%VH`r^t+EHL>_e+Ws+5mf-0j# zp^cELx23Gj?{@n($>7bg+_k|_d{to4gv}Q~Em8O_hc^XRD4Hn5tpLG_r+6 z2+F7(+>QvjB&H_ZukM8K2vR8yjSWJr#1iDPjAVgR_VA*Cd$H}$Bn=scLIKo7j%z}3 z;tcAk1md4MbOLOe{+#Ts(VN`4Ez!NVCf&f+wl0izZ4}VZ(AQ$(3H(bLjEt>RamcP# zIOdi@#2GmjEN{O>f6La-R$mP!(y64*QN!hyDY7{U>G04+B{($`RMg18$gEiD zV4-hf_ddf>$2*j0Tt~;X$R`{@^QiM2M-GHLZs)RG+evDX8&@BPN=8YkB9!67AQEZl zItjaT;${c1qFvQgD{;BGlt9qpsZ>rvl}p#B(t`IV|6-Ah07f5`z^kU z`3oQ?k8lK^!CK@FAYkLn3I{i>oA;Wvlu+B4j(kJ##53tlCB04otvFYzy6vBYyS6>W zEIU&JSjmq2IA^D+tD!MdRTPU=MKo_S%!w*APEztpSU;2KJ>)*a?taeJ3m~`;uBEX? zp(cRRfY8>Q00$J{V>_-$x|3DRtw?Rb?$cJ6RYz_BAT~2WLtK;5SCW&mdW6?u@H>lm z;&QchA|D1msf<+4SSv#-!6QV#A{#IQ!JW{%eshFYRsQjxm-aCbgz$2qck; zoC=O3ppE9;Cf7%^k$@~f#;*@Q@49x^hxtu znyF=x=AO2Wq17d1zLTZ6YYQ*pH0RG~w%zH(+eOO-Ah*+xfon==a0wOSDl$CJnZC!( z{LitkiyL@qFjO5zJ|L37V^$70`gDA@N5~Da+jKPBTW)6O+uPEnnh_NFxbkZ~6VfW= zeBts0`E{t$rFEV`CifoUJN`-B`BC2Qa7AlMnrSFg%yEvCV%7M7&zBB|+_lbI9mU(+ z?yC1Qsi`=R1Te?;eqNQw3UpxPgS2uKSkVn;*`F1+<(eA&b!1Rrj}C;6m@jexy;NJGtx#a4D-~@GMTJ+hBwv-AC@Xl zFQvBJ?4W~eJ|S{J)`+1_2m`l?&PUtn(hJ^Q7OuB9Y>Kwpm@Fql5W_Y3V0!U6;(9@L z_sJfUr;j^B*qfVg)6z=~645!*C{DXHqhV-&I?UC@8+9RG%_OM7EsQvOyeoo2(He1TYL}@|tP`6wXJLar5F< zavwcDFKp6Z0f^n(=RXI8uHcdy>}<6s${MDX@);SXnd$5Vb}^}Ny#5cl7Sq{ZaPMu_ z3CuRp9xBY3^BPqFA3h+|`DAn(-+j#54&obVv5lc0(eVEOI)6SNE`YlK0Op^%vAL(o zY<{KL6cqH63Go!$h~+YntfFw})wFb#Fd+z_9Xg*>o}xvChg*N$+StIWy>3r4)~rzw zQ{<)9stMz%czJXl+&$3Vt{1|vMYlpIMRgPFlR_)#KO#KP8DHk7^2)LqQx&+dJ9cU5 zYVXZL;NYiWd&8Rk%Hq_{!$9}FdPllJ|T zDBXGcm^WCGCuD#jBzOzqai{Q+j1RQbo;^w0n=kpBe4g6%d*fnle(mfXl{v`?bK653 z1Ur7BTvn;8DKWKF1_8lODojHV=tc;T$-shQ9js*;kxW^U7Gft6RCGel-2g+^3om^hh?CGN0mAMQy zi0X*kmDPtwuJxHj9G3$)oo%89ZOz>IuOf zI@X*&-&{W5mqG;g_8BKO%YHQl)n5y<&$m#NokR{4;z0B0Kc)Ud{{YM*C9@^n@a;al ze6R7kj8beWzQ@JV@0z+QYNVx;a#BH5i;tFwD;adIMAVd1rUNCAn76uIvkaaIS%3qG zj8e3%J}+L{@TsmByQC@Y=I-plrhx*A)tTw?9kH+B)ti4~sd}>|_jC!7T5Lv2r4uVO;_}5LAHos*kvJDq8#|XC=kle!zmKiU zlR}E1xZ{&n2~HHFu@x0jo|7I#-quYrn9+QgxFFVg8Rv%ld#{{S}j zW?yULHbrk&_RM*Vej|gj!kIGHAi`$jGXW4yW+qqiFQZ3bjX)Cq_J9xb$ay*ndyt~y$kclT}ft_QC zy(=I_Rv{AG`?s}7g|8udapXY{pO|3~r`W{#Q_rnM?d`?HI-t9VN&GKW6wP~=S=GXW zPLefMfdDd#Z2thlY<^DUXz}$MtG)U|Z`IXSQl?Ii7Q4fBzBYn*#In}GR|O?3HFG0f z4LomS_3{FEw7%=@%O1OHSARfTPB>iQdInk*tv$5ntbP2Y~9Lt2HeTQt0AP^dmY7HWH3yuT9&d2 zXNkg*DTT@_oNPYg?Axm8zbj_-z>&dL9;J$)Q;q}ykwQtJV|C;U`&iaprcr;6<&79J z@%TX}SfwyK>TrYt-BzZ_=&s)EOrXQ<9f7!VRo}!$CPki}*E}hnm$~2NQ}SyJ zG0jgt#Lq54p^0L`W%D!E)6_}}n5Uts$Hd?&i}?qnpH0JY?G%3EY|cNkkRL1$%DJfh zpSPtDa&^??kEnzJ=cv<<%rE8UPn9#!N8FzYdw1jJ#fP+aCh6;0X{fg*I}0`w3A@=h zzACn~$n+Jm?fkVhBgq(eNRZOWGe>alqASP^HvVSYx5iXB3rpDNOz zSB41ym+spXTUyj!!!r-Ug~MlsDu7gRITZ4)XmwY-WXg26OV_s0-MNkLxsrXoJUQwN zw320Vctl?vZYr*Nc#UjL14E`-aU^OSLHbpIjpx{s+3sw_(8U}?uqf*g&|4J%wrD^g zn%Cz}jJ#XJ%kfUh9*A{lMxZkmatIoRp4t*=og~(+Kuqq(_|x(SeBx&8=a+AFdkm&O zZS2jZozG`0_l90TP5>({!dy92Qvs9Iu25B_3k~Q?AkPonW$@CM1HsRwW=`o4` zC~Jkl$NKLzqSxkVO-*t-R$+77s{w|{MO<T-0pnwf_K1{?AJdz1z{%Q#!RinPBlqvQjnGUPiPWMWB}A>cf&la&7LnmJ@-h zT{J&G@apMAH!MQL11}sm`93etp-&4{lCDT|^-$%d`-qkP>QdnJ!i51ogWwZsyvZ zRyGfkrmGPyx_$(cMl}$>PzR{o525zsNfeg+KvDcUYsc;N>sn@C(+W%ar1O8S2 z00HU$0Hl&wsp5Ap&rcIW!>&^7P1%&nEp!>IRvl^KSzV4Es=zsil7evQ_~V zHCl)eDUsF_BOPs|7|p=?AEyag;ueRp7LQMv`Ss&$sKO0wYxqFz{J2xs=lSL|y;Db( zu9B{wGnZCZSXOB6w2c(Dl33+3rln?Owy&uNPx|iLO%ldKDzSfGm-@fe!>U|a!io{Y zC!GUPkFTwMew{kQuqgJsO<9qv$U{isnn@&rYVAUvGF6^!FRZW7s9i_tpbkB$Thk(l zVE~VlC?0;Af7SErOJ<%43gqbW;Bss5Ef(*>7(WU07UTr09WMP zR`%>`E7gC1f0Bdq$=fM44N^Q&pDDbvR=Yz$Zj~&K)CvlIaaf>4+~u>=5)~c`E<;X!(Rw0l|RAT>s}cBqxtlnmuXK^BFBcT zsIHMBn1!A)iB96uMzR?RLR#k6==y)f@#%(m zq#{gnH2`+6_A?ZukIwQA8(f4NFVrwcHp05uLHa8UkiE%X2&_>3gqNp*DvW+2%ldndSX|!6; z^$|48s3Ihl$p^K72N@MLKWEOpC%d#us~K%(20AV@(1L4Pn(zdE(O)d}udjFfefb3| z?dZ1t#oYU*rwVfQb*+Js@^fR*yi(L>s{9QcRN)A`4gs~7>G+wpZfLgKtgfOn#}A6D zR0?T9s~7~GK$ zJh_ZzWi>Y2-bq&_eJxEVhM-s1%?e1k=BYA~6S~VGZ6-#ze_;*dbFtnnR^HMR5msUh zB!u}?8X980UyBsrf3fV-S-FB6m{lPns#}ht)xvg~aX*)zR(brX_lErV=ZN1piu^9! z+dJ!T?uoG(5xVFn&0=e)Y9WqTnx3*Hj8{@HsAW$Brnk}BQ1r})9OZjE&he=wV z3Kt*gN@vWI=l%gT-Ivoij2DrJ7)c^;TGbTx`A`}f3g)JRbp`@#uIR*LtESx46xoE9 zd<|#!Q!89e6co`lY?Hnuu?ZKIRrTsWi?=Q8^ukTLs?f2ZG-3JniXY|c(MG9Zl(2-* zd6iOsF{{-2@y|m(3u;SFYlTifIa5-UQb$9ZJAZLxa1%{QGgBm0>s=U@IY0`m8|Y4? zXBV|z-^7el`xOR;H6W5WfK5F3lm5?EX;Hrtmp_CJ3`TzqMSj3Ibm@xN`$9~FHT#t| zR@%&jR;-?rH#;iP)6+0msfIyTVX3`x1wogz^Zed> z_~N(F+GTGgRaI_2ZB-x+JWd8rO8F`F9v>}5nZ`odxhW~)@l-*XuBtP>N*1RfQl54~ zO0J!3jcZ!q1MROK+r#kVjBp%Cp(du391r@aGuEx(`rC4?L|{&k0C1we!qwyXdV|7= z-pbf}Yq4>Qf)zQfs~kD3cI2h1#b)xjI{Iw3I-E2T)Es<~Njxk`GgD0FCSa`U+C|aJ zxU5IO(xQf^FT{Cv)Y79M;Df@1^s+c27WLdTxuFEAs*(vHXMiKfjQqjjF28x=@EGcR zZG3rLnW-?)naPhMQ&$Nq8q`!|Bqf1DLp$s8eLt_ZLxi?r3av9x2pUJ&YIB|)UO^O0 zs}lz*J3`e*179$vqaKyd9-XA@S`W6@lB~l*6d0*#7a-G^QB_%Gs)Qo4u@?HhxZ#LA zBe=bp)UpXTW#OKPB&aT60(B*;}XOCQCaue{t>X2GPRD5Ssy<&(%^@WJrLz)Ka$U zXp(;nWatYCWO5@Pp!<+E;}ospDj<~wDX6ij8O|4n%a7U7X5(!8b;`0_9~9K;Z3+PN z6fA3Bo<$8iheVs_UVCo!rqlSpwyC#O4(yA!Yr8H?HD*FuihaYfF}R9HbfBru)1-7& zFto781t<>Eh~@pnAzZAnu*QjP^{~wB;2+aUkhMB#q+oF1cU>EW1tlkG|A5o^;4~- z`YZd9**ilYymo#WWWiUlP(b1m9Vd_$espWX73euQprKg>k#i*9`Ja*-q zn-TRt*V|}ql3wCXYIu5PpX41b?|n%aT4N`P`+wELrzEVbrDjTpW@XZS7L@`8yp1HX zf<~TwBoD2H{{RNCstg*R%ZKd$09V=4S7}B@EB>#u_H^k6MxLX?H<`_WU-PmhIU2|& z{{Ti|W5@XOem%VKEo)Lf!~Ra3j^X^rN(dV$k5>*x7-TOc>C9CQ^;#K25mBhJaHrE@ z`hVKJ??D6fh|+w#xO&v|+JMd^h=Ca4ihq!PFP~W;$KrzPj~({&DJn`po>KM};xWaE zHYWc7U-ll|@fBmq;pbCN^?kj0+GaUmN6!=;MSKJm8MUvTI`zm1#Vis}T;YI`KXkeu z*37oEU(#%Tw)bBg%NK@40Y8S6`RC{UAD2xjNa8Xsod8tn2j}}U>ssfhNvSdm8$}&W zMLld%#UfNoP%0wvrKBkzkXlQDrLXkAw-Qx^)CL54f2yD7=`%5LSPJNGRnMkC$oYEp z5<0!zPgyl~RWY@Y%JaMpLrD0|F_5Mx<(=m!#2-oYTIBLQtd{7?ltZWO)BZp|$eTWik~sR*=l1a9*9z)M>#8X-wKS9zqMAWGYXwA$P-k)CXAcymEDt2u{Z0P> zue8rQ=%Wh#g-80omrD{Dh!6r@$D1i2dDDRM$L0BS*2_^Pe3=iphB>B*50aW$ixRMa z@t2d%_p^5*ib7OV<yP-po2juC zxa^I7S+mu(wbkMwJv_D5Gvi`vWYDux=wk~Q_)Q-6wca`DxH?c+g@xBW+@ z2?PLX1(9jzPx5g7U*YO})pZ5dX=>nt+<@`Mqy`|DLO}tw4p>`{^}Vuh;|Eh^{Hy+| zb!NALhMh!@^?u%xHTfOCB|TbHvt=r)qna}*o_gAjVG+oXR5>7BO^7dby~hUr)cCVk zR7zA=%Bnxr`%kAymSGe^2^&i19=?BvhIn)zO_0XG;p-_T$wvebM^8yRr6f=Qi>5}F zm9MF7a>dwc=i8nv&Z3k?`F9`Z)73_cN}Vg}f6J?;e8%^0IEs$1z>~43N_xi?QbuEd zdV@{sbtjwKjy?K2beL*!SNSzRZ$<5L(L@oIQ~Fv?c=@QO%jeKDoZMN8+NfJ4x!N3c zHF$X-p`(Tgs$`aw0vyzvI)X>iO~1%ktyLqNLpH1B%3fPC37auhCJ7vgBb!zQnNC`@WRSNlEUDgJ&3kzOI^BOrwUDf z2*C3>Z-YNSoq8jd^{(R$bfP$``vD{qr_b!C*^a(zS^6A-Y4Z}}YiMb*b+z^JK~VBF zF%nlY$plGRX~~4YjI(NQ?P}zalGZmirG=bQD;U*Rx8fb5gq5oIQocjVp0V8O?I8)= zwIykfx3qjeXZbot`#R|-T#7oXGb<{{2}U4*;2k8XKU*F+_n^v20OWD`b?$_oq1YLo z*6f{~*O)3=+T6DC+!)=zLlq4x*H)UWl;3X&iU`WPSeuX-3lCA#e`Gw#x+cl8&$${C z64g|lA()UAYmruB0Kqjl&qf}y>4j2`TXYS$i)-p^Eo=eHB02G2ge&0SmUr32Hx>D`tIX%ynE}G z)p02VngXPN7l6P4Q~(Aj0P^Z^ism)7Sdb|ZjVb`81xX^lq_Z(ROBN?5qx*@kpX^?a zo=GYyYG;a90)?yAP={IxWjvE@UrTYv_4bN5)V89^qy6N0`G3Xqh2Bes4mBdD0jivM z&pNk2r)vY|9J`*={$f5m$BE=)WUEJAy(?K$#At1cW|h_X{{WNxJvY_uJZyq#G7zn8Y%ok?W{yE4hL6bM zje%w$dOz54^}0W-cm}9DRld(Io$f3NYOkl4?E89Wr=xgM3XmHZW{p2*Tdc^w0H!%f z8bT@3LYD^r089IEWh!VpiQ~ilUcEUg3Ggzb@ctUq`48~tsT8%i(vljQOVm`mjYSdN z&y&QZrA4{qi+``~^3XP(9V1qqeE4)oZPiPY#O@4T26qXUiYjcL8+uaXv(U{9RO%8pqsqrT zXHu%L)VJYme!ksl%u#^}Wf{WOooXrONJKh;3zaA+D^hAcVE+I*_0ErP;qZ9)G1$qf zcD@>!sl-^EFWXRKqg`5MXfd>2H~_WP(8Z;%W?TDpu3kqPO0oIsulYLkSJyg74YyS8ANMZ8OWYmYImM5NRf@^ z5%O5vmOPg2=DQLX)vHgHahi(%0LArb_XLz^4O8owwsFm+!&aEDqT|Yh_>a99r3F3rmj!OLab%wLA zb|&Yj#wA|fp_aD~G_^SCYO%Q5yoCi+qeE0hU0jk%j8MF6Vtqt0kB^{fuC5@&jjo({ z>GT{ZKh<8YRob)aT>1Y17t8%$Z$Q5N_^sAE=Wx*GE2&K;R+0%RA&U!NNs98p6vCk( z$>XSP9OWcucqEYvBC{wV3wtw*eZEUm7*#9h+vQW|r>14I+U^d!wQ=)|_+aDZ`B&Gf z`|WS!OYr{yx%&pMe(&kKimtCMOHUnEIeT+0{1@(H((>e^ig6_HO*BfdNfc6uY%ico z>h|{C&l|Sc8MfNOCV2Q!vlCKs%@Jdo@i_A9P0QS^BKXr=+68``%J;}AGc8tFsrNh@zs;nFDXZBBF((c@^hD*C<@>yE>;;Uv+p^Wif{EHiV zTW`->{kxlpu4r@E-O;U0PLv^|UzU{s3jz9p~z4yli6Bo zi0V`+4pL8Au#<21J)|m|vg*@79wHKe5O^?X&ILcS4gDcNL2ch7ZEPJj`O1-`QcxTK zYgz(w$JU?^O3?L7A1(g?k&n(VirYPV9Nt$~k2-MZC|+b!7-AIh6~X@iJr53=mZqT?I?pn= zEWwsn3>m==!GXQVCg<~W{e7x2L`IUJkFa@g{gfRyQ`G7V#z!3^OG{NEGZxmYOQV+u zQ!r!oH#Z~wkG3u>ZElxDs0}!IQk3h!k3974QMz*#Z{#ZsR*BRtEOJw*j#&qn#<94z zqr>SO^L}~uianyn71L63J|Y_+VznM#RpI5+(6oU}Fs&4fs)`C%I2it2DYmZQ?Fr|n z#qAllMP5QsX)(CW3{~}Y(o0b(o>rvC07XH%zR*V`uOpTtS|~Sft?lf;aoPE1R`E9& zp&**ElT8f7nc#jSuOk~qJUS3X9#9Vxl7-C?v=x{5`Mh%BrZjVddGD}qHpBq<=85Z4vi z-H(BBRYAP>1TvtIMDcDq%~6@`XDX0R53B*N{b7G*b8_D=-1Zwt*X)Q7kj|WZxh7VoKWFwo<;HbztnNT$OT6u4OVE zM7FjB8LIP_y-yKZ}Y!gy{bMf6u8 zNvD`KA8)Tl(_nu#4*b{^H08GET<*xJKH?;)&F#gbubP^sIRn#9aZ(Cb5wx;+rIH7c zK{j$tz*_IweXi!&VuJE`C@`Z;h%@NQtZFmy3LX>~=;-st{w|txD3BBQ)Ry6jFl=xY z$*ny)1-skluXy*i%g1bO!JVF;Y|%*swHWxm$i+QOaA}3bK!IwwK2JoI4wn2Mue0u0 z_TO&h>yH`aGimq%1X7h1J;W12GePzai+65g+_#AuTb3Q%Ku{OghuisJd5ZK$)l0If zi?a{_;9Q;uC)}1uQB&p72TmnwYGe`B-bN-kzWPTptO8jSi6)*sLDfaaB-j)E0QQs^ zqD@fXWat8wpf~{1gqnG0^RG{MGaf2`Vd~X>FaH20{{Wf)04G;!ZauNFq}jb^xMjyk zy`R5oAlkUtu{Exe&zZz++Sg2`QYhkQc-o#MNxeQfw43{lw@-BT3j**kGD-;=7L2&z zSqahs#!+OUs3M@ybGQ3{yUq*lRJ1@2TCDXI$A$(CMF^5e$OllUpf?lMAMlu3TyEqQ zo%!-=yDhdvH8RPI>b;KmJjt&NT82Zpw`BFPta=zcsI+>u*lHkZAsxfsIpl?6+U*q^ zfo5YOmGldyFb)S0zzT|a^mlE@8$zSC-Q&o|PK^o{oONmhxo_yvl9Z{fXa}8@{{RV* z=zLCNXzrcS@(Z;$CNB@Tj!Sy&e2y0hjG^7TN;;CX+jg5Vgqj-43Eg~2S5%TotxNb; zCo80$@7?X%=FzPzt>IZu0;tpmwIy{s3i09(`GhcXXDL|9ms8C&;*=4)AyCvJtQIxa z0q&qHk=$4k4Xt56ljri#qoTpo!SP?GtLMgwC`a)sJ-2Gy5i% z=I3&d+&sG171i+{EPa#%v)G^*6Ifvs#XconDn(eZ4O>?QXTNs;G{jhIs&vq5P`~Mj1;YEsF9F zQ$Dk{XT~O0PkMY z3u$iTC`Eom{J*2q>cB%-Mxpjloc{oaq&D%Z+}WIDSqv3xRK+Az?-eaLZ@XBekyOVb zQkGKJC2o1=^T{{0x3No)r=BXD{QXa#O_^jdp9%aj592gb$M$sxZSL%rDum0C#!XRG zB!nrft4ZaOpI?n-scmEl0+Ol{=KlcU?aQsZT%tR7RX{ih=})umf)2 zJ=oebQ6HxB{61gtul0KMVA0qan?UWQdwYI= zgnz5gtP8o}T126wp0a3}W^HrTD%D1syq0Ow%5K*dz3s=>-Qbw3mnyovhMv>q`Q!QY zrde%Vc#PU9_L}}*>hpN2WZRKeLBPp^@&}OwHmyp;vXC)${V6);NiY5R8aI(XFo z0B2R!{{UNX54N7_Wy3z2`qQH(6^G(w{(#}f?fm-9Hr}bB$TnJru&Aqws-c!><5*`C z03~HY00ipP=S|s;DQ6|{6MP1vJxUc5cvMi=HZ%u#q^n}>GiDLQ8Mm1XWR2eb;BJ!J7wu7 zbOe}k1?@5)^&txYEZ>iINmZJy`Yza|D!;SKtqW-U7OK`Y{{T()`ScR*eS^60)!9lM zX`3|xjUJl2TT<1eGANneSQXUyV^hc@)%9Ci{>&j*EtZ6hN6(7>-!45A&u@2kIy?!c zAzWiWx8^^eLFPi6aN`9%M&!ZN;wcSPJfk-=WLNH_Bs#Orr1=1AYE*Bhh+-E=l;*HN7nX9e2I4hENVr2Yu#Vx(6ddk3@tL`_ZY7+NE%AqWD-YDGJ+YS@PNVY zwpkC9bNT%HODa+TZPAE6N6S1$eCzx@J|(t77N#@k+H8aPD59j_) zpiPgh)93q55eVchBP@~Gi&!h88?QIN`u_a)E2@Bx^?xp^QNIsas&R3pGSmvCX$_^) zSZU!%UezsP-UK$Rh}hRLkzPa zyI24be+JxeeW()Kg#j_?+pF#DULWc`5?jN#z*cK#GDd{ffoV+q{{TO?q|HWiB}$Z3 zbTmL1p>?LGk)?EFJAU&^;5s#%m2z8#1DpHwR_M>KT`R{F^{2(d{a#%^CCu{{cZz|i zai+NS{Qg}naCr*Km8z=AN0OGJ2;+LDBleuJR4TGe1(1Jg*SP-xSo=w#6ZEahQ~l`r z^tvf7Bt_JwHO`!Ar?12QuiMkanN7bW^^?^@L?u9iDCeYkjGk2r?#~2zklOY)ztfNC z)U#aw0A&f`>D&HVe=fIXRyG04GMd(nUs`-!bI4`3#b!}6HPk|?vMLzyf!?9KwGc+B z942albhdymtdMQR&%6Cy%&`cbRtcXjAD59Q{QWib+NAviK-K;Q)5GQduU?Wh_}#Bv zQ!RZgRk+HFvWKTgC5T8^Dx{RG1L|uLiQPx4cy-q{TG zxHNN|S5NZC4w`a3O_RxymfKZy@kLckTB2I|*&a!}ZlO$bv1HX?=vKCStWy}zA*;=I2upO!m=CxdLtv5zhl^Zp-G{$7x)*ZZ0Z=&`awjvi;9%Ue8=E~unQ zm0)#c0hyQ$EhYZ|Khxczy^iLxSG0Z~w!J5~v~a#Mm01U$ACdAtT?IJ}pOeP!I;z~# zSEW>Cw-x$dDHxhYU@H&b=StN3&U_SdkLaghyTq2=4y?XV=&5=(ZcM>#kxK zx|RO{f?TuofGvg*;DvRashpxW}bUJzV5NS64f^ ztR4hiM1A5mwYedQU(!ETucC<0(o7>_uc!7`{a-$i>YDXLF#ePxxTPuQjTou(&#z52 z`^Ji%ol_znzOra3qe50xmXc_gtF;x_Ld3>Ekot$y*@H_I@_4{fpYOgu>i+;GdU|ni z7$Tm*=RkFRzI=FfJFcr+D_4_)HI&IM9VHt}qOLWTO1haU)gm;L0?wuobrMN8x6<4o zy1Hm+*0j`X#CH9a;ljNbTHC`oVLE6`Y0~udtp+^Cc>e%CjTRQBf@)-=rj{j0qY*|f zvQ8E_$uh zC^4m{k}Y9c1(gPw1Cmg-q9Yt=w=MM=t^KcP{9;9TbhVaFAMsr+;+<(DjbV~1rmzlO zQZ|hvW{{pU1x~vHb%c66eiTsIh1|E%N#MQB!Pyul2ss{ z2|9n;JW$gU1 z`TWmI5#ok0M2$gQfkBi0f3vCfrlX~2rC4gJDkLI0x~zbnLSg`hm5=o-ZUu;8Z}1gM z!ze2HmY;+!KQER#W<-)nLZhyg&KF6@^&jf_bq=DlGc!R)VUk$U zeP$++n?>wxsXtNns9Yf6J$hjvHTADa8tNu_ArT`fjT}iNk*t0~#IiGzNY!>er62D; z+iS$(PK=_2j1TkmJ`5On)y-{Eqcf#Rf%OPnbVJwSM19;plDI!Way0))Pz4*-4uUCpaYsRdnJPvQmHWSsB_;`ZX>`d{7JONiGcRecAaR#_of*Gxp5 z=ip8!$$!;ep--En#>$9VrfRh}RCka{_5fK0Fbi-AuqU2B$J=rJMD4(;c@ajG&RiM@AVrQZ+URnhKR$7H1dO_gZ^qYTQW(yCBv@AP6 z%U|}%LdXE}SE_zX{;c$rm$I=h6E$Q~B>|HDMKe)7Jj81i9(7h*w5_14rMM&f zeZLH5VptLWPO1CG(lBi2i^P@qQiq0cJn^6B&~?A^5Y%Jk&tmKAYU)Ik!m_HLRPfxg zm`btwYEMWcSdnY}J+HMIG^D{qd7^Qt{{V~6NG~1;;-$Lj(futvYIu3{UuEw6tP&xD zd8!@==`SDLPxflVzOQ$}Z58lsz1T32AIxBW!_0I_6QLhYfL z2@efJG|B$}2THCWyJe%m@_mfdKkrz_`o2os4pVZ~%~?}EDy^v`sb99P$iq=n_a+-f zD1Rez5S0OeEA$+Cz3zx4Av9Hggi!wgtNfi8+*?odz(&r*S5mG3&Oh1dhN`!I;i^S> zha**wig$_XXe|vYnOvlB$O*FPEpP(xPxyiC(nze?0o7R>)v3d$Vzj(P5Ih1se+Vh4 zjX6KJ=hrR7*{#PzUMu#tYc&mRG_wevIBMZCK@eDwnH?c4+mxg)BUfRJqNp! zu6KU#$_m8Ux%zpko{}u3T7K22r>BleT9X}Pp;c7$=(ep|tUia{zM9$yVle>3>aL|# z^ZDn`hf1uzt~+*xNdRR7RfTh28PCgypHEaj6ml6kl8|I7vDCGc@gvP0B!Z#^auQlu zp0SFxuXCpV07cWqo7u&t;|;0;&?|j~O*sDmtNoslPqOYeC|h#74O-Pg4jHC@&Gw%@ zmze(mf-xmUEnY);<}wkAiYcWZX^(HX`*Ow1LZFckmrxQfjDNHd_4b12m?8kek$7bA z0=>UwYsc689WL6oYil#&M&zIbd9M&_@KUt@0E_hKR+pf*50f1pPAE&`gGC&laMZO_ zX)yh5Q;%hn=%6_-$s*&~EV0We@n>B_?D)Upx-x?C>{3fxJz8X?N5l<3(|@b;>)F1F z+Lf5fihttyNy@ZBGv=MCq>f0+%S}@uoJjX4RBWeKt7cpMt36!PGB)1a34E^Zn)-4ZCys+j&G~-NqF5Drz zLm42@=uXU@I!<+Ch&AYkZ`pTIAJ%Q;Mv&x&apztm;-?Z1p8$HfUX1>CAH{HVJ5#r@ zEf9gAp{&W#$xlaF189*Wd1#(5RJz8emL-(2zNWY(h^N^8mgqDJTD2gBW2&DZ4Qcj| zS^?FrxrXi7TV4o?n*OnnX#@gznsKE)Jos?5PJ-;tmiZHur+uxx@HrW4l9F~c`Izal zP)^dBB|y0+Q!Kn&QjP_`1Knr6mK!yq&>G;V00GDSUca}aU4<++a?v2K1VW&t8kvn80 zNuZQn3N?F4X#Fkv-_m}b(mH)I_z*&}1{_yNI5qzOSNf{5-+Q;ZaQAl_U3dfV`-G>P50s;lp0(0>YADhfO=w@z9MhnXDyck)EJxPgomfO}rSMy@k0xr< z`SAU}E{v`r5y$m2NHj<)3M%RU0D1%lB#*Qo#VI){)}1_^Znrleb87)x-e13#HJ!q^p`b!P zmmUL+E7d=E*(3(i7i2stz(1XQ$UhKR%15I=3gV@{JvCPc>0e(o~ArB-YZ>RI`R?rAbL3AtYE3 zG}!+DQ}5D86p<8`G?51aKj>Wfe8-natb)f9#{~3x{5(9*9?|8{!HM3P3QUD2ZylYg zsi*P3-z7}5)6Gg66=MN(MrBaS7#o4A+;i-r;cbd|J`R!OM-N{=@N_1zea6Z*e;d0U zyhcqueE!aucb@+Mmvq${%D7^ZZ`v-B%*#>ajy2HEvjq)n1_Xn9gKuuzEw!ozjqAtD zxBXfDy%z2XxX65YmbyWs4irARM;?KC?dg%nR8&eUbP96qf4M()8fh;u^l*VxU(%%C zSF;lUxR@{%$MEC*U*+h&-*9-2tB8RO_=g&gwzccfZ>g$hj%>AdNJhn5$vn|c^QehR znF6RPbm_3ZvIWN;?(aB@>7vrWeiXp}06)*|`So?4!guk?GN0+!8UFxRl{j_dyW$aw zM6DFGtkEc*vY{wc{m1YB0H4%VSOR{p^yi!Mk=-rh@rcsH%i{B=OU(Ah;aX-6518`D z<_fp^3$OXIyA1_drK!sUZOg&HGK5zuADQSCK82; z$Qes7*ZrvQX%(%+j^gNJ?bYk$^XZG8VcHfUJW;G|nl__PpLdozkB|AO@wXmoMK@w? zTtu-MYCM$LsTMkQnHC@4n3*0Wiojfpk^Ve~zLt0ajuogC$NdZbtp47MTbnkiATcC~ zAFt{HNBY0P(g*#YuB84k_n+zFpI6@fr`Y}7AK3k`+276lPWtp;)#ufx@qf>>Us#p; zPo`aU;ZM)u;}1omH3WpZ`3GH)8WM5U-jJ!Eyo z{>iFkPr4Z@pInM9ARwe(v2V}5M%{fbwvTEJ8(^x_%=|==lU_OF{v7tO*{`;!LIUF$O5f1O(TVIq}1S#L(!A2?9Q6#oOF3~%@jI1Kg zr0NUiGF$cW?YkRY>iT1D6J5z16*V~mwaS8M1x|7K^xU^xuWs)o?cj*h zNT8)@LFJy4n{WA;CNm*lQ8s42x@W1A!AdG}@``x$B`grnj_^pX9FoJxz&5K~kN^;# zSlrMFTHHeju5}7?uQaujhnkpx{HcyX_$&GL&+dsYuf>g|1<#u)ua$hwDT)eo zUvbP9TWA99^`Y{^wrlcGcviZB$3?Sze>P6C+mDd`5x2JmT(hLIHC}6TR@YNfv(yQx z=5W+&sx~E~cv3;>BgbHD1v_6NZlPEtQ5h?pP8Ek5aMj2B9Vfcx{hDavPa0=T_MjBT z55n4NFhS01UzsB8f9FS&!enV;#f`ACPA^AAfWi!fja2mIbX38(MO+D?oqTEnYPbsI z+!3zJ?Jf4{VDrd4CQOo4>7`9gSc-u|z*JJF9TRR`?R1j8#@}XsnJHJ1=y=k#hL1vU zY6uzNI2S6<=Q-I~8U)8xXEV{YZ<1&tpC;6A2@@=}aK$5tnkZDNn4^u$$8jGK+u8B< zUhP!)P1zl5pby2s0;9tS5T>elfgh0Kc$1PV(H-pX<{94` ziDjXs-j$TGS2WK_1LS0uZz722nxNOo3)~MG3#9t&YzH33I}fwGy#(udI!Pykl313e ztxHN42Q?L_pv8RX<=;O^9fSUoJcLlRKsORV2V06#we88T93F~pN9NCZHFT3vc1C?5 z4NM&(uc)PzeXvl{Q_B+A>Noy^);f7Ulif4d%SKIgU3Owf;i{_98_ze~&P3Y% z7xM5)weNH70{eG0t1!1%JSA!ty1}eUM za=&Tm96OXoGZb^kgA@Zb;&bKY(_r6ysh`EmhQZQqD!;p7QQ?j%iis*_@~n!eS4#eZ zx^ByRpc;z{)=j&W>}0Lkjv8Z)DaN=YpIXowXMi0pw}#>=d|1{?gX>ECv0w9^9$g@) z`j_Np^vhAxVm4Okr;e(6n5t?w1rUy#7Zh~>+F8I2P9r6W(!%!~{;y{DJk#y=(PbsY z<;*RjnpO(cjSWB?8oxXY`O~N4+WCSp;90~i)&Bs{2kBO|AK4NsT%1z=G}LPsin5k3I#qqZqOpHIzgCBKZ#1%g<+-tKBole>-o;^H@om=bWYlz) zD@tky;iUi|0YCs+;O)U$ArEf_>T0(@+D58r2CQnFL1sVF%}obJriT0PhU2;$x-$EkE09p^)U~l07RK1gVW&-E`cNeSllszHgp0D@h|c#AC!H zu1#qXp{K9Pt?AK)p3}AMhFd9i@oH*?YNmY^t$WBc)ltOx`BNfh&FcNHv+|YI8+#Qy z|tcjOlL#$>9Z$#uR@bko5yB~?`<6`2^T zBd1g&MMYY&AS53H0`gmu0O#0_$CS3mi6?vLqLV$cwF=ac!;XCGPb~202fgnc!26Mh zmhFW0@z$CQVSpmFKd7he;4ACHrroLA8^<}j@|*H~ldyK)2DNdmnW)?kl-zrwu8Nfe zX-Q90h?Xc9i=&}=NV1D54xwJ@wrsX`k!{h-b9HbFkU&uYH8uXxL(qy01=Kw0O77n4 zo#wF?_diK%92xL|8kbc`tpOFSPCZW?9*mZIxUth^F?F?d*-W+tVG+T%_WYKrrmLEk zIFS~LnIv?yh2&e^++17h>?dop?k{WLK&p}fhnA}t$*nao7!?AiB#$nZuQ=Uo_Mb~> zBuy;5Wdl|NaMV6n@~04b2e;>Lc9wF2q6{?-PDICLV49YegYBrYQ&c<01Q1kYGRY(` zlM}410F6ouC}t;<{gYwZtyD#IC;--^lPZHlQZy4^KtRoEenH!<>vfm>Ruon8#WU^GWv|}yV+3XHlsi~G!lBmN~x12{G)-q!; zUhV#H*Z@6;Y4+Y;&BFa$3X-;p$ZJDDexNTL=g@E*dMCC1wOo^D4Uwcr{SrwXbE_hX zPIF3uTKQ+AC$X#hD=9)~J3eZkO}28Ic80$z8cj7Uwb?4H=R*rA<_B%QZ~Ptx2=03;M30i+dv*S~m5PoB*^tCYU6skC#wLz8g_-4e@ni%P(gqoQ3v(|Zh zUQ(~Y@)2@a{cr6lmOa6vqLm`F?xEx6zM`LR0yXfj$Dsg_ ze80idzF#l8@SsJH+q09CTCduu%Rsg0RyCcQEhVKUG!Ld1u=KUX{+`#;5er+~$hr^2 zG#c>)(?_Sv&b=4f+Ai+_-8QjFq0W->80u;UfsQn*0q5i}NJWFscHB8SiF0_RtEHuC ziG)$rP*82!caM$hVF#E=i9ls`R<`i4aH)TqND6bsR z)nVs%hgz(Pk2GYPk)?r9MmF4=&sLVVNquNUfkiwa5T;HKWmt-hL3nu(YeKExdE{%$ zb-UYRc&@k=oH&iMN}5zu42*z#Yn~@NYxfUR*4Iyq*!z>OaIu_Bl+t21MnbsBhNY*Y zK`ijs?lfi%DIQiVS-@fRzM~)B>^t(tC%(3sVvvw@s<2{eFjO{J)MN7D)7HGvw%KjV zwI#~OaJe!-iWHib%xy+AQ$xbP5ywG=N65aa!R`E(3Qp14ZIPszmpBFDX?T?reCT-S3l09mE?ksC z?n@@)brjI8YQ+dV2o;IQOf?6U25L`1j$8SY^&SHr(qi*_i#43BtCkGRSqe4IR%CJ1 z@<#jM0H80rSOtzl0IQllG7EGVV>`Rg$CIRJbj(x2jS|sVV4a zk*gtJG;IXWJxp9m7BaFFP#al19(~Q+x$G{>w?MLPv&lU8)$ppCR8sx%GW&Z2wsL#FHA_4& z$pv+L&Xh4FMn@pE5<@J8c_fZtS%W9gs30A4pD%5@MUAW*a*-iopaYVMwKM{YgG|%U z=akzv@p-sk53i8;2n|tIiJH(5l=IITk~s9f-Cbq3x@9Z(G_}~A@@Mn;AK>{)iWxF5 z;>tgghKjMGH+i5(k~yk4@=3rqdwUGQdp_{*wp=X8BScaZ&=R2PIj0f<(l`uo9SXO& z;JcZ3OJ)W%6exsi6*T_0PpDv75^&1wC92^|<`CZ3a*6DyN-ga|J^O@!Z{1 z0&H}H&8$~x%G{mI_hRz?#ytSh9xMX6T&O;D1d&2>3HZ)1qa#`}?}HQdLEf?49`vR5YTe9ycCZmYLRB1jzDH$0Cm)vY#tm&B+V_HBmrwNhcuZH3p{`9-^RhM{~Sx7pMgDGgB0)p~=lSRB*2vW6PjsX{M-i zEb_}dt@@;zMv>e7cXCPgFG$ig(HeyV$O;eGIxHlUQ=YMVzgp;j_}%fZwLVk!Rwt|a zn{HQUv$-i^6%#=mLW2!N&uWaWVz#B?hMt-T!^aAyHZk8hHZ8wQ318>1~aS`-I*M6t5Cb06)ThzzIG>t)}`*`40R-+gOR|`=@hu z4{2{%mlauCRgK)#TW4+HDye1@W%0C$i3O_`rp7-k^0>1Aji_p9BIDfNbG;rc3mv2& zQ%WE#0mtI;2_wj;K~KZy)RSq-`yG=10FEn9J$qG&2y^`%Bnoi_n}tpdI=hX7h1%U= zgT?j6%f-=cy@9vZQHP zgqpF?*!j21=h3N#;?_U$U(jD65U-wbj+HRaM~TQ}8zWIh)b&v`)lpD2Ns2jTPxuv3 zjG^9pu+<~k&G}+JizB*ZfCzGYz7yx1{{Y4G$)5II9uhHJ{{U#APyA;e>h(Pc*iFNQ ztHVVdd{xuaQ^b+MC0uWyqSOM>(YlgUdWcX+x#Il$E1vS@rv=aYZU;2RKQ5|1r7lY= zh9}8bmf`cDALi-M)6$5imY$(vg^#1^A{-N!Mz172`VGEue zI8caU6VG@hshBFZr!gxtKB5pY^%eY+?IDv<2iN?aQLUWkrpo=rM2#es7{#7e9;o?f z-MoX+E1dITcJz%rY4)xF;83=Y^?wigy?RcMCaelCuczhq^wU$i3ZWS6Hk1)+o@fQ3 zX{C@Vi86{W=^_0f{w>Yz?O+zf{-f$Y>ij%9L}i!iDBY@mmOqE*kMQ*OxA&bo)9J6S zrc9KqRT5gCH9>Xy!#uq5h;F=n2=}K1zN=a+eq>;OvFY~pc3`yeQREBc7L>1`{{RpA zsG*WdO8Amkt07E`CMJm{Ra%nfWRqE`U_sHz9N&(8m8-@sPO7*ZSa8Ta8!hzlY4BLa zgmF_!Q_+9J_VfsLCrb53^r)fS9f8-|8*%QM6>l+8Cw;#x*hsK_CHZ62twC{g^Db(AzLGX^fwMaO3IHIh}4;32owa zUI!Sj+e&cGPfT0)<1b$ByiFA*Cl4;ysmD%}wqpgBnuek#GV6+pzQR?KCOV(Qz+4}w zBi$|KnidYtQ{_dckp`Y#dFhqA*id*23ixz1MGc@C)mF~R>KREF1bZu!W0Px2$#kr*Ux4c=r}*i@wZ#b( zuS?T;y1SG@)eVj*Gx4gMCO|o)ZdjX!xW9X=IIM>f-E2=8zq^Wt# zHB(6Ns!o&=E14jXSnAVj{-1udwzm2|250d!=d&c_ljZ&#bj{OVUb~MBL962w<4yxd z0&B<9_Vm|?-8P0#-aA*eHd9FmKH@4DP&ZRXk_v)Bgtd$ z$#V^=`0=Zu7zFTs$O8)@GbSSsAvRP>Ykgdf_W6y{A zdQ;QW;_?vI&}A`6T^2?cj(W<>elk^?#6M;ysHzOh^&`^%0H19v(}e=pOhJ5weE$H| z>C(H4c;jCP6=m{M#CiI9^zloEz*5Z#j*|qCW9j2qsi~+bVX}}RD6T^WJO*R+{QZ83 zWP7J#0bp9WALZ+M)osL28nMkQz-Rq0?CE7i3NptU%S1v%rWl~{r;Q3-HA5fzmAaiL z-DCuU2U`~n#C0irs3A$9tXa*`B!yLgLw5|u9u>z}W-j0EvN>iwN~%I81l>R_*o z#8}lz9dz>07XwV1r4lvx{Ec3(SGUs1(;RE|f1jq_O=JPYSFXlZR}Rs6RjhR#S~WNH zSpgrD`S<38s}=L<#EqPHdHHoI4Mc7PQK<5SNmZmJ92V#G{{T)!{{Y^-rj{mlsOwS4 z0HNX2yJt-#ae~@iA(`ZWvq+!`xz!l{*B9h*{@>fM?d;hf>~z$nPEVgqb^DrO_a>?s zvN6aDwH%X&V&E>58#t9$mL8%101?8dZEfTlVeCG?xBV~qdU8W0t5h|A(y9J^bEeBz zWFv`MCx)J)5LtZX<&H%Pvd41ZumoP_!2Wq2*?SbVeNeq*Kjr@bdgJGzB;n8c@3H<6UBwW^yolpl}rKCgb3Gv(6}UAuPw06wvrh~rqonTx{8(1KVf zH~qll`minPCjS6STia389<3yrxOwsa09X2lS+W^AifVHm6+JQuq##vKC$2@kgP?s^ zBk~9QYuy?rkX6aA@YksD`?iAs`1&-$IW&s@yxv z>HNNZ6%77Pvuf9vt5s>~q^GK^ zgCf(++NmgF4O38HPDxwnDy@D)eSU`%Sk^sCSp0|c=(%ROiFC}mzuH$;eSG=`@;$G$ zVw$5NHC}GMMu61APe)4Bo^uF{Pf3}qsz$mMU<75aZUF#a+LpF?txdhWQI;G7H9mMA zzGwE6o{>+uI?Eg~h8%m43JUq-=l))T*>_D2O@ED3W2kB|l(psSV_7KXik@le5@?dW zWMA4Po5uia>i+;=f>#}kg@0O4377DN;a{KntI?m;j})?&ml(?ir97#}{GZRDuP;fD z+hB98V6D^75C!{dwXaPrkj zHAQ6YXryT-km}`7omci3zTK`MxGfB#6ax|IqIvKGiLZCsNF5n%yL>lxejeRz7i$1t z#gWx&SdXv~P<=f56+SlLuvty(o}$c$sHm@=mo|3>;j4Pen(V&dt^$+G6w3N3%y5XQ zv}lb=kfO@V?lcukf6iH3zk3?szKqC zQfXX%-mg2U^SirjC1n?A=Jw1q-WcKAxjnx}SZnI&p#o6Za?c!5JWTHkn3Ba6UHxX> zz`_|N)X^xND_@0ZIPlLNg%YKt02OU2qqtxVMEMZ4rw@zFpDgq-Za&VEyX@)qHftk~ z&X~Md>Z}z!G}OyIKv+x?W~Ph?a@L2Me=^_0+g=}^m`A~;viq^x%D3T`Hut#& zt3o3YgjGCPqR^fngnamPy3Wd1g!n8-A&P(lY76lZr?gY%K2#)h>p#j${4em_EE~d$ zJB^-zym8fKs)?GWrl-kU43$-Sw1q5V@guQN$bZM#Jl1xOzBFtDe?*4$9!x*gj+~Cx z?nqndqZ)zkBr@p~#|&nieDnDXLuBK;e5t_T@Zr^Kb~kM9>gtQZn}ZjF`lhR9Bh|3V-U`HBm!Hw^3SVd-TV2n8_Do0EM zQqolb&3xnNb;^}UL&I6)tkBuPF5`Bbd``} zv=*zDnx!!n)YUUhN7XUR7YcctsAxh8+{@Qu; z1A}{g#^}d8QeGda9C9uJz#vy6BLr8ij{g9chsvxr%iOT_zT(PP)h^&_2g=zl%ve|C#AEoW{J%bikX^-eo-{rhie!cEu513TK3yqtSq$|QIvS?3c;#EoQBoSJ z2GYpIU(&}&BG36J{aE&IYEcx(2+s;tYwMnqcqQjU4{dAPr{(^ve#&(P_YURpP2$I4 zV@0r}rkGDhB;kt7FOk>M0)j47@<{&xU||wO509TZ(>!oIzt#D4iN*JbEm}=gu5|FF zPx~LYsZs8o)m-gWPl(6CABvtuXO^mR6~IH`5xPFBh9I+jZFBEZuYlm|8h8yrkMIsZ zZ}aI?0{ka{bUS>Ofcewxr%rVF&F><-{{X?L(IdD~QCBS~bu2W^sL1}Hhw;V#0JVGj zxB-oI&>uj5Zb$e!a9Z8!(Eb=F&}#nxSJ--YiobhH6mL^SLbT3R(za)k&d4#uUQ)-8tIaA8%A#LF0vO* zms4EcODN<0kGiBwBT-9N&1+A~t2;(8!+wyTbBilhI;&lR)Q*cL-}Wtp$T6M zMcD~oUXZ+=M<1WZwQ*Zr&c+pmvFq#pug|3SH`Wl0x9lJ4U-fY51C8y?r@0|H9if`R zZd`L!EhL#d7FwFVDtekwqOy`geoBc^C__h<}_EG*NbMqPs_iRrZhM>ph;#s0Q&>~16t z3ZY$IconDHPMe2yvhfU#HGhN5dFP})YrZg(R7Ubu$j$;Z(!(T;AQFDstfbrNz_9#( zu05-VWV;mzD_>KO%lyATv!wEF)?vf$U(*XDHf=&xkB3L0+>1#w@u{JjQw-ssEK zPe1W2l#xiNgT@TV-k88EB#|kQ9zRy2Vn3z*nA&X+XhpV6onD_a=iC0TUX#gxA=Rb( z2bkfUa34N`yq{#()TWV_pCGm8lar{fCYd5#Ks@qY)B8!wa4l{HeY8Hote%SJg#TS5sOgNaTej74{8ax|Sa=Dm^3pfAv=P zb`Jn62vMe-bsj%vKh^8i7Al=&E9(A$2OTj{=cpL6N`|pwlrmQ}NuFd~e{|v{DlVm( z#0T|X^#TF+cb?^cMdN2v>F|%w`ShA=OLk#!k}M7Z?a@X&M@@Ns#Z2iPEONYTh^sXu zO*5mr1*!r?v$16+`qc8*`ujD8*Gl-L7DMU4e$J3bcQKiQQCNN_!QoG{{f>}bhbz(1XcO^zbnwNX+&B3&@6{%fUkFHEk;GmNkR`~pcPP0WiM$O}>Nkb_&2KM%4Y9%hV zmf+A=;!Rv?cnXimgs+zd#;CZ~n>!_MmCPukpOCM)3Z+rUPIfCKkWT2x0qlG>Z zzyLAAl*dgl+7jJf;?-6*sn_1bWcp{1^nTwyiXA`lqWJwT>&Ip&>+<-$y(U8;6x7?R z@3LEJmS46>sZuJnnn|jojaXS_sBqW07xr?z+rCd5Lw7KMnh(+xI3%3@6T-S_!k)b| zaR)EM8Is=D#EEh=$kg+#YM_kQ^Y!D^IAq$oAUtwy!4`#RTIUk; zDuP*qMyy(7duX-FfpdH6zw{`*?V*0(^?rH${W>(akrEFOmHz;G`JX!UJ4ovBu#x7* zlj*UEU7AfmnQa;UC6CmR_2=3_BV$Ty{{UC|zh_Rzrd06(Q~CAAt0g+rEFWi76nUjt z6@o+vZyvwfYa6fjSPOq!`%`X;0TurMSNgtvRHx_Ex_K&Ob18>I_<{2@o;^2qR#pIT z18Qk|-gP7y%V^9#E#BDNxmHRDPBhU^NT< zf2QJQW?5ksCco;ZPNG{y8WwG9R`^Dr@K>ZwT|GP1qx|N9{`meqrF)P+)&9>< zs*#h_afoz}!%}6QQwu7yl`={aPotOuD6*Ri568D*pUiO|FZ1=O7Nnk=rNpfyl;tU- zjfnz9Rz{mgt%aDA^(3qQtKZw=b1xJAui4dFpl3ZfCT0lj9Iy}(6$YY_1N)kTHOadv z=TW!U^L`j>Mv&AW^7W;fo?T~oadkqWVnYPcF|icw<7X-yk2($)PwQkO)&4j3mqoxm zDuz*9@I7Y`#-fg+yjT+TwfNhOj+XvwQZb#yvh?=Ic^vCcJuql*DGpT8b*h zp=euOJaMcm6uOyGM4cs0R1Hj^6UqGE{@K=t1BXtjj~cpsri(2i38bxdD;AZA+2Re$ zC@i;If58X)A8j^@=c>qKCWAjvuss zSo~AR)Zuqa*X8>cusTES<7_2jRtf&mj$sGES z&mPr&)rCfpAwLdD&S+E;M+&H=4F-}2-??YU)wo)>>NPbk1!+(#UI#pVa@W*bh?{=L&5hut1GB=H3U?Bhp6j@I^qE&0qP{!0m&qr00+I)0aMqy z*=PAC{{Skkruj>^H($sBHgnM_<%Pn7ymolSz)AqjFYfY9TS!)Z_8; ztvbW@vm!Lj>XGd6hzHzme%&lLKiu0PO(>weh);-(R_sy@P=yL!fD@=KKnAkcEpnZW zmfX9x_ZTlFd^nu;nEODGX(TXntyDEel`a;K8}+q^MEnoj)xd%bf8=OV|r+{rLsfti`KR+_7* z;C*~ zrmcfHM@^Na$W~H9u~5rh4O&!3Gsd7t8%U*;dQ|i7vHtY6#8TEiBrnVD>(g#B&jEQw z4F_+RA4dNGSEofsxPO-i!q1W$KDS`@4@B)ueF|>MZRtm!*f2L-?illNQ>`9FzmDwB zwVcCO0r6GB@)eMUYh6M1d1cJImej&aX+)H$&_E+Ktw9A&O?Y66jE9o`SC*5!9NNSQ156nnLB@ax6CsW;>}%SwR%|im)}v3amj; z03n+=p&0-xx$;!d+*4yMbcc_?x@ZMIg0&xQH1RdXM^k)2`5{@nDE3=)cWdJEl4T>r z*NV-Lxhq!@Ih|stlOi#6ax`KP;p7E%Y39}!_9kv|*pk*+h!de02V+7)fX9iY zK1b({i(utV;(Ms!dwFAt$OcA^iWa$Q)GJU_j_lx6RCRtmd;Ej;+%jRL$o5w2+UgvMOwz9(%QNXMSs0>&J#VT8f z_0m5shnAeH$~Ko{$7!b-!PANZ=#(|%L+RC%Y+vO!)LUD9V{?0-Vr4g`8k&*{YOSfd zG5GAB4!(+7WsZ2}rKN@$W>CRiHEHz*=hgN03vKr8?DY7mj5ApO08Hx1tyYxdU$;3u z8`(5_S|V+hwea<6;zH`JaB4fMYfwS2S6>ZZ_iq_NPaJj7ReW*WC?8NQ>>!rQBbg6-8gbA1zn4zl-`&p>YgULio+-!Y=l))lvF@t; z%v04IjSR4|hz(ssiieTolf^5RjNOPUqt&F5^#1?{bj2H(nHW0$5r8Y7=f|SBrf3^X zj@k13ztzL8OS~wNsj2ERl@n6a5V6uTO9XBtPf`H4IzhF#ACK$r$!~bdR@D?c{vkp| zKVbFgby>U&8i%KjOr3p2ML=&MsFmdb$n?sU0BQw=!ztt2xwKEL4U4QF>SGO1tax7+gTm0c9Mig`Zfb0tJ`c@5p_CZ!rxSxnWSJ*?o_N&cK) z-Qu3sP`XvPA0VLd@=lbR+rr~o#+b!;{{WNyRq8_3#6>J^lFC5pggZ$xQpOS=+ZT9w z^nqc2)Wm;}w_=OA^eXv!vCVyd)%!ZCEP6q3tiQ|sRqKUD-gsp*(MnfK7KSnvYJ64w6!52Co_ zduR(44PW8lIQme2-imG_YocR?yf+?NRMU^2&-}i9Ct8k>)WJ?BF}*sMj91f6l*}DL zkT{pnNfy+<)Zgko(8^;<8ohsnWPZ%&rB>$Z71c59UMEoQ^5ORN7`7|#s^zM~RM$s3 z{_!*9)&ndTT47GC-ZTmi1|#Yt)vMZRYvHL^RX^(dJvj}vnUSPe)K}7<M@=!}FbVqSK?tMw4SUTiK;wAT$J&KFXt_5T2&f6LOLZ){V=bS?I3{{SaW z@3N~QnWLkIRh0}eRAoHPASDq*4J>ZW#*$I5tNcB(w+g^a#;fGN$o~MJ%cm{jw~Y49x{U$_S2P-sU3_mI(^MeA(fgTs;WwP2vW^rbc@^k z0p((?%D7m#=lVnZ9a3o>0BO@&=ev*d^7Qhr&!oNgF`5CF4Ff1s*a3 zex?0aBmODlZEi4Xf7SVPnH>#t(p=@U@=X~z3CKfox>{B8dZbB693QVB52yOx)Wv59 z+y1ZR({qF)KkEMgSC>378a4e#)T?lRw8!0q z@;4k0v!>GCD&sW&08r} zx*K(ffW-d*M0`GeU+T|D8MX&rO_RvhOS7?6BDP6VWonB502<9Snx3RlD;4tC*~0p7 z{hRac#k{>iNMm10S$sO5mzl(L2(e%NvwMXhu7x3m*o&dv2CETztVFWZl^ zqdj*1AA@d!ADSH}_WuAcpItpP5LGHmB#yDGJw#Oq6eD>{{RnI z>?a1IrlJ^~nFB{NGSrVE>Jo`nNU^oA{SAlU`*Joh9|S8rm+oFULYZ1iw1}Wy*8c!o{kONHLZXL{ zUY1lO{Q6It3Mz@^2`rGwCzX**L7af5MOh`d3-lV8H#g(n8GB z{Z;GJ#Ki=oQvCD&0oHt#CSH^~M^e<(+MU_bVnRE}c^ZC~)%5=WR8PIyNU|CpK3~tL zq(xDVk|qp|9Y~nZEoD3j6FQirXT4JE46|EN1yASwhqHH$Tk`3j6%gd{>jafF6*V=r zl@!f0O)9&#NF=&ZBNk;fChkxWF6USD_gl1hikL+Q^fEeTDdZ4%5iryIBCF?LAy1!7 z5YcV=x#g+I(Nj-O%C3^hLa6Z6Bd?048K#g6kXZmBkEow&i^|$WZASU={{UC{x?nU& zni>@he2p5se}zf^0985%`$u9n+lp=Jg~wFWZR*`kUh&mcREm1d2(Jtph0-QsSP2iN z`hK3($1GF7gChqko(a)4(759j5O4~hkGBIKK8pTlc1tY^QB>1Bkt}k3pMiyHMpSRa8ENJzk)NMPF1hSHlJ2a%7arsT4Z|PPf9R_C!*OgD6;|`AB@>N%Ml18d&kFRfZL|7# zj^T4JiwXD_&xsB8=ZE^LZuXAmtfvVinL0tG!HPj8<#6oMffU-LvoQf2=|9rnpJCZT zp%KU#_~U^5){FM>9=#YX(#Z+9i7Dzom-){^_7{0mQpp{4U0l#p)jU=el>)w|ra*=> z3)@|pc{U65AML9eP<=8of;a^@70>#*Vit+wm%nr7dFv{LGQ+8j%y|X1tWKQ>yaQp+KGBDQ-VXuQ zR=!HQtDoTeJnQr6sUek}PN4j74@|jyCQa(9jWv84kwX;$C$q?cVH|VZ7Gk=Wk!I)f z$F@9p!sv|(k5VW8o*bu{L%)q&%*V3d_b zzO8G2OaB0@o?CmP`Zn}HK3adDpHHWUh=6bRpU>B*HG9K!)(DmuBB9blBkB8y%n@li z-WR#jz^;p4{{T^cYaq0ZM~f$W3gWtd<3N9t<+R%LFx3MOkkjk@ zKNtF|!=y0DE<~!KPnY5I;r^~YH`nFq9-<=}#Z@vf6z;Oju$Gh;yz{AOu1D77{Vl=w zLlnU(%E~=xzwzEbFXz?%qBXZ{jX%TZ`FdwPBXe7WAq9N!Rn|vOIzt;6pmRKW41Pvo zac)7l=U4l0Yb_$TdvMmuX`A8ZDB0;Irl3h&0 zUXdQAW9s_e{94}3BD4Cbz>ONe?_R!m^yv-8nEU+yigNwT-qr#5_e`5LfX30ME5F$L*zhO#6h3n}pLJksoLJ zyt+f?J8H3@k#Y4j^wG;QtkOXot2I2O!DAD!^)WnN{Da3ld!t(*kS)rcLyZsmss4Xn zJuxQc$1288K;JHdOz&hg=+aha78$AvEOOOVv-uoI5hK?)U|z<+F#SjA^d8i#EMwDe z+^gsTrE~uP7twIKCTcu-eoK!d{atX9~luo!qyWWm;4HpUb6?Tv4d8Y5B0I{{W42;hF48*fDjNs;-h*)HL6El&d7Z zG9gP&u5D#^vHpXR$G>gXO(N?LMUU6cr1h)osG^0HqC&sW)j?DII&uE2^pES^h1i{^ zxE7ml(Nt5>QOg;r%uh}ZHdP~0F~zG+fW(5t-u&5%a`oQl6_4xP8WZ?@%`uPmKc7mr z&4L}m6qOP;Q|5IERDY+^DgIDt!-b4&-;TR?XW}uC@0uC+K1G&Fin{ulRvDgWo679f z0m%^}u#d-n0Q^|64Yv6u*L)1A_Hq9JSEtLNV(q(p6-YvYybgeWm>;zCHDd<8Z;rX2O+wKz| z?Fd?VMkqhk{;!{0>NcGfRalS4k3z9K&W@ndc?yPD^)qpAQG2)Q{{Rncwc_|*8n@~< z56I`s)1`3S##id-R-8>}PnY_?;`*H`;;31vw9Aguq}H@DezjHd(ratUt4i8ENBWCf zk7(9O7;25GJcsytd9NI=h}v1aj-T7*(@gYKbIf6Arm2XaT4+S#1z`FM%7oocp@*RJgni9a_{iEORg_e61;%qlW>cFCwvT z`2=xpE%o;D%`?Jibo{^Ks6XQRdTFPYF&k8WrS1O!Eq zto4#4kEK;mN*Z+}*pp#zryuJs@x#O6*Sv7jJo10R{(g`+3VxkPA7>9=!_p@>l`~cX z^pi9!20s$Car|HE9$hE6wwR`or~R)V_}5tR*lMOj zQCB-lB~e1?^SqO!Xu(M_ptiN-0i;_009*S{bt=g}hXQB|`#&t#`Sk2IYYb}BHly}^ zy(RZv&aSMbTwA>yv~@Am!8~nFXM#njWO){I!C|RXkFTf$e{@Ghlf(tsk6u5QTb|qM zqh(=1kHt@4^?rR)f69;LRR-~^tlWKdnyHI(RLb(!Nh`}dS89|xX(}E3QU3sww3b<; zkxjs5YXU?&cKp##;a!5M>F^)Ok6e7|=f|Sk-IH>b+BtURjKmN2E-0pkmBwpYlT7BK zol+mk4~2c}(U>Z{zH)~pk*AJYbXG{E;=UzFM$IevfDI}EBNXVDcG^Xr;}yl#yh#bIS}@K=DZ!{kO$V2*PC6)? zTe&)ZYY*Iz$ATm6M7sP2v2 zl=Lo4RGE5=#e8$kEQu5l12O%@h)TYArS$9l%j=AQ6S=Y3Ah8o=&9 z2soeylsQiaCTZ#u>WV1hRa|~{TKtt<(~Sa3w6Cm*rYePuo;_R! z^!+`B_jz_32R7G^;MSF@Fb6yaeLl}Vli%`>HMO{HrH#LqsS1TWeAhMkQ;*B51?%tT zcl^!jX{9;7+M}bcbgFk1Si13(rHnjsM+>wE!zv_RkEXWP4z3Nt`<4FyF2x#)d0yd3 z;;4cD0AW=WA7@Y6`+e@6%mxT|1X%o}Vuf-}7fGfFBEGfgNXCCL@19u-YL~}+g^1}Z z_Yv3atasSL!HcY|TLwy;MAwovvg)${EX9dZ#JG(lSqP*)jH|ED&qXtiK3M5Z-?yCm zXBUGu^e34969cnxHPfKhfPO_qeqA)={&N2SF-n6p(Dz(9DIjH*u1bBsJIN%e5{gJ` z@$XP%@H;w*B&TP!!p6i0e{S6FTRe8-!dVtUl?9nz$uf^8GTUR4}*V@t7 z%j1qPY_b-a&5z{p71#?4i52eWSd`aN6sq7F8jd-kHC{O3*7v?i_eRJFR^~apKt{1E zH3g4fCv_ERh)oB$&%+tvt2Vx9~P>x6* zn|oUO&eHD{y1?s&C@Zuc9MahjxIC=E!ZYQ%x-kDWMl zayCcFPmnm;NvO9@a9V;ET=fP0gN=*Z%+)%wXxt zG;>ta){5CAiLI(OT5Vd1bt&ZK!v6qhS-qPPZ9oFj*8!MN4|GuHC+2kvA0b;viN*duO#x&#dJv4T{UY`sbI}+ z7~GL_ZZ!uoLl81c2_GY+j(r1Q3LNL6d*5lVHyO-R+!qHbqLf-!6~#?I$@1v0$MLJV zvf3&42Vw5bb?R$PRZP(eY2c}5j?`Msp$S9H3>q9^bh|NjQp9~z=u3MAghWXnxl$Dsy!QPEM z>LRGfLtRZ*OktWdMUm!-X{L?MpCk>;q|U~@yElCt^Tu+{WsHigX!x|3H){Yf2GIe*ZdyTYsmk#GkSBk7=l_t5*56{eWB-=N=n{bq+lmRelB$82l z$7*?>%=y-sJr*3tMs3<^5s%Am4cv1ylyHyXH1*lHrpcLIL7yuQr7;s54O$!0EL7Zb zFR|y_(ALtkz5>g&Wqv2EjC`84^=kosFtOWRAuSw$%$Ez zi7L=lu7@6CS4FuWQ*xxSckZ>&jiqyK7)}Ud#XN;n*8-K{@}S2?dv7grzUnoyv(tv6 zV@@W&+0&2AoYIvQ>0Oxkr`KJ10K@J%YICns98Ch(;xj8+=+h-*JdcMD9Bmn4VD~cI zixn4As}FN|i+`Bj?adS+50rokl_MJX;C+M3JtW zG3F6qx{u=)Ya>+CLA*BQNvWA+m$9iT79hzKW}u|g9X8fLR&s0!;TG2x?!4jd1Ti47 zmIq1-3sR>UrV^xZHT5*&dJcZ)+qTyh*Vf{70FZOQlS+frzWP7XMu0wtQ9RJy6uWp^5bFgi%&`;Bis#`gp}#ceGaj&zDP05m3^R0GTG z=xwyya+dr*cb&LKKqO+L&A3pUe5qQT^flFV-%(&I>5kdhjb9Y-QnWR#kH}`KCKA%D z(^N|)x|rE7=_Tb3bf6~RP@?m1HD1JHyt?rJ0O4%nG7f7>B7if)%D5dG$IAN!v^u4k zB7D$BiKmb4ujF`>(q}D2gxi@qWW-bWBsAs!0D_uRjiwQ~iWxrcMuJHbRBlPtApls| zab$7Hb#bfePM`<|Mr~&`r3SSW$ETUkLUw5FcF<)qMzlTfqG~#I6Q5r~0_L^p%V5cv z#^o}ZUA49HbW-N)V5!MtH!S;)DU`@j(x|6~I5YWrq8Z>GO+W%HI8Z*SH|Xsyj1k^W zjBUdOFtkd8T?wpf7~@Qu*UqOM05;v#p&k@4$s}3RDULNnJ={W^Ycv?(PEQ&>?kfH5 zm8hnDp|j}n6v-nQsB$<;sinrtP!>o8g}I zBIzI#{)Q5yerx_7g!a<&IjoY4NF_fEn%!B)opk>I2%x9Wq|WBdZ}{<&&|~uWJQi#G zmMo~OuF7Pp;#88JT6pU!DEyL%0*ZhEVPI?nDE7Z>+V*%R)p-oJ5gO<*s;aNWUoA8w zuMaSM&L3NjY>MRlO~sy^=wAXss|K{GR5ZqX_~4$4-s$ZQ%G&fGMc5b}x3aP_J4o9; zRh1Sl-?l$>js)E6%=0`0<)_Q}iKzj-Ui4V2dxpbSq?2-4be3a*hrHBbc= z;gir`m`>$$b`LULqcte31c^L#siN_ZzwNCvK|#@P+9a{8CvM2K46_L=qsq?Z zSpr@?5-Njhg3Dk+cO2QW65PA6LaT1Vf^1Y%B#I0g(9{xhz#5Qy%ll^YGJRI-If)c} zEg=MP;sN^)oheSA_P#?SMORZ(j-#HR7@?)9+w)V@RDIDRI#!v9(@$W;F;)Xp0=ldZ zv|FSQm=@mlL*gHXK*2}iG|gLpr9e3H2cwCnOTr`A?BKbOW9nL3=^)q06T-A3h7CIJ zA2xoUDY_{k-C4=^B~wQuVlq{4k{5VTJW#DCC>vJ20Z$|8$p=&Y9I#tly|htVsA|fC z!t*?9$J5J?=hJule6#JzZzG$MYeO0FC~9+_A$VtvK3Fo{H?+H3Z&2bl2K3z(Grm!( zO6}lQc_}EQL!w&5Hj#Z~F(HXU7ltdSM;!0WT(fy3n|{x1nh*oxpT@xXFs=`wrD{$% zbgz~#e5paQgDj~ekc6%`)1K7B~n7FL@?HtQSsR^^RW zFp=V<;Al@WYeU5P)1a$yZ~PX{z(t#?-xvz$>ndsz3{Gbw9@WTGs#UCM9jhRHf3IJt zlKRK?ijQI&Et7Y>yA~n|DgmRz8_K*YNzf`Q!#ETtg-=D>p6RjNO#c8%XNgn-UA#E~ z095|~qAv~~Ds)iuUp}^0$cr_Ar^Zt*N>LocBTBO8UcS^3`x)@>11jv6R-?^f2q;-x8A)jN&h@>V$3)fD~}a*3-~?eW3CtJtRB?$dEBk0#}R8&;Yq zjKmD_B#eY3k~yg{tPp zZu*#krKNH#Um^r=Ba2^97h4PPKznia4|PIX(&{JS#t5%^?GjWZQiDvqW_ z7LXkTo(XSl_P?68*-ayj^nwi*HWXq;V_-qzIOKd(^dj9k`S&`@^zpPr)4*!I2{@rN z;6+6$YB5ao8q<8z?HH?I#_Sp+T~@H1T?IBvHCwqd)ncw_;aHVl{I*FX{Xez=0FS67 zliQDFd17QYd)t^4_c4h)BoquyO-w*$x#Rf?F}Cx@`);Pgm%M9Nk-iAztaSvM_;l^# zlbq(A9ZV-le>G2$nFz6&9ig1qv@WpAO+~w?aC;+d(Lpkyinf}&P^gwNqs$3slgvei zl@08&4qNuKm&!$D3*NBFms7FLc=&;11d~p|LYd1RmB%kV$PKRHGZm7di%hZuN}ec5 zq2O_v(Bi!sAC6zj6XeeS0L^8$2guF;0EF6xnq{YYYN#jdJl1k*N{5a-rX)iwFvA;0 zksy**W*`M97gIL3Tm7A5`W=eY+eEdYQW1z?2~w&^BT+fjJ#^$z`+bV;#3J5Y#o^MR zLZtvTH3ggl=xL;k@f69T>_6mz*0sBOwwGx3&hy&Y3XD7~Dk`JH<|(RoWi)Fb$yd-I zNonb2m9I2(tfuzlfCsf!+{tjW$1G7R7=fm>Adp1})D3uGS5-LleQUIAQVkg#&ujkU@|m_YapKvW_pKB(9N75d{EoBkb~`3i;{s3toGBH1qhIZNhk2G&<^) zI8lNQIFkH*da3^5=nmHD4e_1WeUY~7u{(nam9NHCOEh&WjjyPodsNk8vejuEHE^4T z^Fr(_d9n8)ZG6YIZg$H(vuPCgO*JlQLaIp|G2}%Es67PtepKDIi=l1dnbeA`kt?)h zP#iXqLMuWD6d;3;dP`AtH)mwAc}(6rulJ5a4~3zdCzi@kZM?;9I~$Fsm_borU0+KJ z!wgZo0PiEH7rpK6K;QOLAc$Q>sf_^EwW;7KTIcNJjx^~E8xHw$o-Mtc&YA8JwwzZL zrcMq8P7kL@2aV%x4x~RGpQ-f#!|DD6do@;88iB_}jT@tw*buyX5 z>3xiUs8N6|{0&^-o*(M?(p zUkb5Vj7P;?EhI&Rl1ZufA5TZJnc$5A;MCWl7?rw1ZmqKx=f~7j*5+c!8EMK*Lo8;l zmZq+nMOk2H4bS}Fu==s**oSA4VQ}%10`NY0)%o;{?oy)>rj+tHJPdzCqRm@TJ=!MTtrS^!yq1aSK* zDf#qMf3+8}Tg|=#kS%N4qM4_W9lUS>r3bH5HlM?jdTn<_5ri~s>QRs4jFra^ zij~3P*4bYUelYCcg?m#kw6+Vyo6c?;nptz(lPw(#Sqj)<21ux=wV-8=FD$lG`-bhQ z&joSMm@khoZtu8XGdzR@6lMylJe5aauNEK*kxl>(qz%5qZ`$p|_73DYsm(=2a%oOA zrD^HafZ*#fbn({L)xwmiKZJ^@%|tI5MpR>2Stu*PJfXki@qc6{f2U=Q-#Pq0>aR-@ z?oG-?g5OkzI@M8>jMR!R<)7!}(3u4u8!eJrcC3PQYgDCNQq)ATiK7)WtTie~Hq;S` zJbU!=$r7_jDlzzaRRzKD)>x{XYPDMW4NLsT<vSlZmFC0wk0dpi_0+DhN zl0kJmG=uOhz~j+g%d5h;j*ySx$IpijKAlpPsX{ZySH)hGc*eveaZq`wf>aqy=9vB3 zA06zhv7Z>Tx2Td@{{Z4G?w7J59yPP+K3cKz;&b~c{Q7n%;ni8tAG0m~s&&;?DmdzI zO;J7Si%T4pSpzKdM+*)_&UE@Lbg$F{YkNw!3ca@sj1%yxQkDMzKOUZYn_HN}L>)r< zVRQW-pP#Ae%96Jl)hLxpXsQK-bkfPL32IptwJa-Q)>b4b`V;x%-qu+I1_H6SnZOjU zNbVL0Bhv^jSMqG1;{O0QQD?(RSLU9cIO0_)q{i&wTIBHj{*%p^`+V*($&h$@^`=)1 z=0Cyyugj#Q^pw=o)WutqIU2@T#Nhbc( zN8-D#5r%t1P_Pl2v;&WypRec9W!=S;QB-L%abxlQnAANf!~7j8 z=yyl)x^T2J6|ANnIiQ}ZooilGr9?M>sVG&EPLh7VUVWKbvcf9StNiKyuk-X$liS}e zhIdh11+JgJ#^=xNe5CW%RMetV&ot`QPgx>X(#V(cmy{~&d+BxkKwH|^ zwT5^p5mWsU+fV2Gx*(oI4Pw*}$rl6tTzUxmH+R1E&SLANrp3dD$Ko>Bs=8X-ZZe{S zAr*Fy2(A0%l(R!3vw(p}RyQZ>?6K_DIO`)Z0CB^AtNfp{qkCDrTTvNRVsaXUFrhw_ z7RG zq%)!k9Pr|!)61>3<282rv@&E}we`%?wPFq8^ zdb1h?~nf8%&}k$912 zkD74Es1>i5t~!198KAgVy+E$jB8G#{%Yfrb3VuVY8|!H@wA2*8YSfb{kIUz;hgfD; z(ln)1k1%GpCd2}N!22kfBUdrVTA9;MAL`9Lf0sv+%Oug0O$+kv{{R4|?dV!+yn{&@ zs0|}WXMjS!74kFH@S?Wq3%WBrepRx=4>&;sJT zIR1a+>Bliy_Mxh2WBwypsO?or3Z!h_CtE=S&-z%PZDf9JZ+C~oC{c!w;bryz00+ya zVr@dP)}EiY{x79%4NUo(I(MwAj}{~`nnkCmr`O|lwMtYMzK_MOHD3P!>w8HgEeWh+ zU4ABS<^Hceo$*ABRyx#qc@OjY^y>8sNNW;&ftpto+Loc7Mt(quqYw}aavI$K0AH#1 zucKMpUVy4UhyH=!}rEpz<{SU+O2SmSBKUkIPLd`+9VjAd+L_nm8w= zN%)vTKIGZmLL(HmoY#x6#jiEbtvJ9KW%AG@buQS7}#ExFS?@@ zPaBBp=c$Y;r>HElNf{$b@GpKp*Y>H|m{)-7%YEYHaO!N?njBQdSt_a7;PNfj^GF1v z_e3&&6}bBTKihk(Xx>7#>6u~=#Pyaf)gDFX5@Z^b6j>vZX`QBdBq3dyRE9i%sy|La zx3{hBlf=YYhmia}f9*znKF&Q>Yj%b);JWfc9vN;Q!@|CKKA7u%JG6tvW9LdY%Q*RUk0rWkD;-*9 ztXh_d+xMd6utm~K$OBl|uLu2&x%ca936`;;S`Sb5I(kc~Vj48+Ut0aXNA2l?moD{` zt0Kb{1hAp~rm2!?qGJ;oSFcS7Ox0)ZUrZANMl^3p5|_Q=mPizC;X$4Mt3ksu<#XgAZRlgHNf_Ui4){h44sRN?3L^+aKA<&l^L z{67%?09Vibo{Fc*DKk}DYO6C*9ei~d#Fnca{4TyaqYJc=x0`S-!c8TFpWFtDX@WJE$4v<`|^QN0hsb4RLk5#`xxpT^uW~Pm@`C7wQTNOO!DNIIc zmZ@5A95%YAr5WG#0B-hgZ%qlEyi0fR2eEAj)El1B-t65rNmPtNMZ~b%&J%Qvkh6!wvN*& zpv7^(Q2F`Ny+3PdZ@fmRg)PW5xG^}pKNI|u|AlNt4 z*dxV`-rPfO!Abs&JnO@wcr339s|v^{%mn}x6{-BV{{Y4GB+^uE9nBpbZ4PEQgaWRL zC!@+FP{&b8BCOCg)32N(7o5-3OH;SSo9(R!KCgX>A~e)PJKNY;8b^;#rib>{Y1@r+>gFucZknG4kjV1~^{A(x8cp5>Dv1!Q?qkdmN2$VlEy%{#a;kGNp4PXoC~%b*uvedOn|#oBpn z;f-T5#OtAn_-cfjP=eGIP)!J}PC9}8)RNikL=IyTL{Wf^G-p(TgMp<9)xxbq!o3kM zjh%;In8jn9W`vZ~k2F&%dr!YcTtmDL}Jab5@P{{U7xw7#(2^_bEk#7$34Uhzcr)wvwbMtZL> znHnf3mNo(xSVW307%?Dg9^<|L0B4H!#!X8hNYt3oBjQM-XYJ4Vv(VFL-dfJ#ZIeRy z$AmGWsHJ$&Q2tarc-O6!{s?@_mv-${+qW7Mv}ZG6o>|I0NWUx02CS7{~>FO2iK= zRk-l{`gm>=vqqM^nrnF~88N&f(NP*Mt|@;TP6QBY0L z*c%V6@5ck$`0VDDHRxbJiO+ZC{;nN)?}8VP#bqae;67uA<<#oV!mKkzTD4TtR>l%p z!YzG8ON7%9b>hIFBq#c-4t=YSY`AvRPLKDF-}t_@4&`!@m_zKjr@bW2pzS z^3<@&RaaFKQxgb``jzQKi>aAQddYimzl+#@EMXqQ9Vr>OHMT^kXT76)S-U7k^Keuy6E|NL<3w=x%qv+E}OgD=eGct z_43pHul0QT$tPsi-G21 z#Skp>()6MI`AzTOJ8s9G!(* zlmFkv5fKzYl#)go2B?$*l9HoFjSi(pBcOo51f+X}09Kf?JJ9&@lgs z*5J3Bn3yLv6b0n{Hg)}V)p%?5=dltU5k(cA@TALcP6w*qfgmMM77LAMix>mtxL(|o zz+qncPN*6=_S|*}bCx-sYQ^hu@`Zj^a7@)ge82;Dx_1K*yw>4O zld@v9m*g}mZ@|vEp4A_drejmeY1TJxND?Ex0#D~DTQKSj`5X}6YF_)P0ulaa zLYUAQ{Xcjqg#B)YDWYG{?tRZ}i%;L%jLa&tbaEIy4~w&45j*%6{p3ES+v$@n2`0QB zR`!R!R$7L=^-ij;JZEFhkg4B3JAr_k>`A9WCU1^)^%}!Ya_s zHMIt<#AeGS#0aW?YeO@B+ih@{)>cWVynx`5dU(~~Z2Ukj!vt-uAk+JOr_m;TYtB!k zf==2+gJPS|NhbO?FwKfkKj6?ilndFirNGEckU`im1|Cy0amDcGQuVb*zg*T{_#}uF zAzti+U~ih1j!czFyrm=Prf8y1%lEL&9~|SdKFOvJf%~n2Ul*GrMF33E_V7F*dNz$l z^qOCg)<#i9Yt3Dk#rf9klGta!5ky5Y&M#2Dp7p5}s4muKEEiM>j%1S{9Q);@kt5a1 zS&18E!K~qr)(7>BRO-F_hklrYb>3Fmm4*NS)Zd=cqlbV3oaR{p;n59jJv3%z^9-p< z>l-nBtg?YSk1q{IPgu!pn>G9T)Qsyf)Eo*yIf>f2O8i z>EL3m&t)L{(Ku-H=IWlD=Juz$103aW(>W=zc6;;D%SojCgOu(``>Kke>G!xD!6P$l zVTQme#3Dj2ooJzRE@m6D=twwT9fQ`DTUyG#upJ%^!Nd@X6&y5#4z!&+)3e$!amA%N9Afu{2aY%6&$bM*{@Zv8cYdj>UUu?<^C~ht!Ef5 zt8mid$&|N;35m((1D-j_b!N3rFE^R%i);vhl2HSVJG1Ty3(U^eJi3RyBQ?h-qpEM4 zMG^|({E$L)k;jYZCy=vwv*Bk7e$w5y>AmYs)1k9NIP4LH8IU!0b1DXN^HGkkq|_qY zQe}f!BOI2~_^gPd-E@2EMK3!DeZCg){hZeNV)PiB6wl-o_XQpb58^eJRS_Du`+7Jb z4ty#8pZ&H*j3jWd)dzY*_0aeAXmEWoxx?|nZIx2HjU!xQLo~SHesq;e0dXT z;<4fZ1W+23W<63uL4!M1z1+0x+@Ry2k| zn8smml&sWxJ+JCl!>&u~H85R>`*iBbh^@5i6{e=Ij_Bnyo`{XCZkHuMvpd(Q!9YiT zy!@)+Y&+4kwB3n-5Qpxt$x2eB){3YJN$5@6y_df6DWz0qvRB*?gtCT*J%YZHpIwX@ z2e;)0N-hppc1B)G&qpX*jhqlhbScIL7%$xzpM)F@zyHUY5G4-zqlTWBljrHziMWm}`ERIADpR!oPUO-2iN#mOn_vuhZmV9I=T+11+ zY#s)DI0WNQ-pDlm$nm%b>&5eP;|cU%Vje%m*YOK~szv;_VtN(X2-F@e-jcWYwIO%~ zg2{v@RUFUcsofO|WfSG)6$LkfP;Aqs4Uvr(moKhrgIWmj0>_^Upap^~EXi_48xaDC z!lXqfh=2{ar=@@DaR8_N_y|DYiV8gZmZ1sqpx!xARxnW-iphRuSFaGLe0VGO73! z58+a8354~5Ks?+Iu#A{O)!Ld}VbSDgOlh?_<1S9-izm05a1wtUp&{IQm9RbQy!lD- z)&ZajAtcqpkkXm+`gsgH&S*@a{D;X9e&l0Jg>=CLQj<#WHM{OTeA^$jaBC$lXm8VT zKX*mTWFNXy8#;}W#MW~)yBMY2Ggr|+u5Nv$1J4!Qgh_5xlYcqJ(~rmEvzUW~_jhid zyl}oPBJ4nCsO<@An7UJmZuw)$U`t-d<^PB}^X*WXp%R&5OdWZ?ri?5W5n@z1n-=lb zyTNp~(pndU#(0fs)SlIkggy8rm;K~LRw4l%ue8-{%%!B5BJQ_?9O@_e^+nUd5GZ1< zoHFo_ccXME8DDg_xAw7l*o%w7P?^f@b7)q%B`EKu8-~d}hZe@X**Uw5(|<18%xyDc`A#4Xp_5hB%tj7dVOgmQyfEIJ z9Z9^z1X`6`oSb}a|JcUP#k;$B8IMif6H;}EWag2jl_VU{`TjLg7>4rC@WZ2~fg1GZ z?;lr?r2T_gWVdw&RriqlK^{Lr%e_~*L$|)8zT&bu<=C`8+umY#n8)*=NPhKNMU^t} zrjPsE-$-`GPwWG1mvgPwN(lpPG=gRstgF@vmEC&L^Cp*TZk^wwrYR}Lx;e$w@49?c zxx4EqHJD-ie%`*J&i*xn$&|;a7ovBdGn-QVYoQHVy_{4Kdh|3({y#H9DcLGmN-bjz#O<({^g}VP9Dv zTZ|ty+7Kx8+laRfnahmIbrTkcMcnSJM8ZJ>}8t8^C;&DS=u^;|ZI|8>5BMSUJ7Of&Uc8{@! zqKr9WxKc@j!h-9RJF*s|yc(&!PJvsQm5>cnRwZh1Dd(I?w*1uMjSyBmD4zYsE;D$@ z=QabgJB>fPJbk)RefyeCr!AuP)s%0V*iQ+ILw$qG&3=q?zFBk}weM@(-3rwa6IZ+`>;-XL85mKYuM>8?6|$cRFg1!S5HWb8U;TKH@a*isLU6e$>P zC$(6X?;DtzG6Z8Rl3p@?VHB5&zZ=5c*r0M=b~+9&C0f}5 zKo=mBvEBA!RRhEQ(F^$Wds^YZ+Q#!PkuTx49`_~JFy`Sw^4}K6zaDn`78( zCs<3~y@I3LeH~ReymdVISOe)4J{?Ei5&pc+JjndyqLOW*gu2|7>H8x_f;{#gQOp^( zH+As|?O>k7sum&C?T8AL3xGL0VHUYSMo}fBt7yLogm&AO+VeJD1bHWLdqCl)ku(30dh>SZO6ix;0DB z4VSH`^W^#zUhH|p#o{b7>C9xF?#UReupW8U-aqm2TMe^_2vW>wvK>CAKQrKjbpAxF z4)DzZ6rjpFuGD6)J{!HSi86dleq$Y_dw7Yrl;niHbuLsZB77HljiP@@(SYML<|O^C z`y#_)TzxzcNg5hS-ND<4SESoXlIIy#y5eu!IQ>Zs5=zLEG4>N-7g_j_a*+6&Et3Kb zY1d=_M=07J4gUUj6ex{?fgsY2Cl~Vj@Gn{s8mL+IB(x%{reWUq@QR6#LFL+}o-0rkroc0%zF9BNjU>kNOQUxq5ElOaFkL3DO zkf+S)(Ty+fkS7$wn!Uj;{Z`_Vaft(r`3Hnudnf8-c(q11t`7~SmR`rqZKY-A_l>C; z!g^w972YJ_P@u`_{@T`q*-pO}eg;4PZs?SBL7dHZ*-k2&!*f=?+0c;f>i`z)H7P<0 zxbClFk*OGwsp0d21yZ$0sFLf;&V72cm3*fOZJo|~YAAe)e%Q3y3QES+ubzeH{i+K4fxk(GHvegU~73dtU zkD5R2$#=Qn5xyIQoa}S@bU4Fi5_yI*<9!}Mj9`A+ZxUDg>~g%ku6iX)$X-KV8;@r) zVy6gi?J;jvb1W%GU4}XnM8csfJMt14l+M-Pav}%BK?W>G>LeBOU<}v$YrDBQi%0S^ z=WdukD(?WhAYGYTX?IgowTPbboqXe~%84KW(bGwQ0!gv%4$>)1E|ohi)0_tDVxG9W ze-w-g!HwQ`m$Uw6g)S_Qjtv?*ldD*MtrFq4tW?q%cPL+@c4P3H^3;}&u=HKCzM;(5 z&v7JVgMy@V4KhE{fVSCd_MfHYAt^@4Baa*Fx35+FudJ~Lf4!K;?pmKgi)WFHc9SZ- z1T(?zq_(Q6x-PQnSwOh`qrHEhzgW&2#v5^4Ut4_k0VEeAO}S;fXCH7Q(G?K@|ESaM zCvh3wy0#E~<@atDhtMj&e^q}q){*Nm8mA~^_j)%I&h2@OQI2y`0idf{&0TE;S5H`A zcMeLOY@Z0~ zy<XNaq;aiV^gsR^gksQ`;&sIG-ic zyktce<^-yuF#I$WlG-3SdZA|MHwKp#*95bQH8xk>FNjr6p>caxSL)W?)}AFqoG1xPX8(nxMBHTg0^&io?eI)^8(7E^@5d~ou zo#>PC?>=Y0J@;Wgff^)#8K7+Z5&xReD2+yZa`@VrZjFfM(f2O11}b|Z=0hlYd*S+NaaydVw!zR3dtp zqQO0_Bm8a?R8;Z$_BCP8sW>lKFar?BqgyJAZ+^eb%Dx5@8zDqdXhY_;hADJFNhq~a ztJe6=3U#E#kFa9!CBA+3Pv-rnHoC5yU8Swp?`Y~x^nD+HB zc-x=F*^-CJ+hs1v{mu=v0`M7TvOq${4gHoMwY=1e(I9Ya3GfQ}#i^E&)gB>EpJIt= zU+2n_X^HoQ$Xc30x~9o|5RadSPc6*Po#dXfhG4vmA7LCci;=MsC+SdsxYe*rYo6%Y zd7i8yWFyIy+DidG#;DpU3OK&E_2s*5um3);J}RQ1BZf*O@RU@OlERh0K0UjHR!#x- zf5TkMFwu_WtMuw-Dt>b{@6u@Q-YT|F-nNdmD=`&t=Y`#Jh4oHe5-vGz_ED{Vlw-|J@qA|N)*w|C~fDnRapfrRJW*(FawLZFMs!SF=~>CcO5`A>5Qk$+^3f;-7} z6#hk3Ht9TNuQt8DuH|M?hWY~v1H)8hg^~Sd?{{lMzsS>5UY=iO>M?+)k`dh(em6JK zmp)zJys+XE76Dl6GuxY6Qh&B?b(vi~gTxGS^?5*E6MhGL-1 z3tZI&?%C#_Lstp2Svf)h*pXI~YP!cWc@M-smP>V_Cxw{Uu~w#f8;gIGZrY0XnhS_- z+X6g*6c&~wjhYHQ)+uMl!POcdMDL1A5*YA76a~%Pfi1XNIe4sai&sUbX>8E$g?kU-v|zpYlVL{5Um_f zR43_U~ebaJVUw5M;=9_PMi zkPg&;Q#vujm)0)7K3c6>2{G;pPfgy%_XNC1^okRBO0ICp6hKIb>ZApYgYJUP&nEh+ z#JThOrINoZOVl(aq76Nppy2k7&oA7NZ|Nek{rlJChWt^ZFg2u;b638=BzAET+5{dO z7X3&Fq#_0h?=Vyjvv~STiGdu`P`Rwc~H7kW+l~wAgarj_QBr5NslUXRUVj1vRT8my!?FJX>(+2U8z5tQDIC& zgV?Az!iUYY&xO%3NP`$_e&<&9z}?c9SLqN+K8p`BGit5qNqEIv@SArS87W@M2{k8@=z zEw&$Sk5m5s&G@cf)fOQ{^{n0qo!N|%Q{obwkKe2$2C$PVv<*dV--iR-V_vhb8dH z1KWYg0mlaGxmmO;%bqEaO zG=InE(Ll{tI+#3Fv60XMMG~ge3R_>bA0lK&XXn=;E@b}X_)1SHLL`{bH?la%>|1yW zD-kjG^P+)`E4QhpNuq|XPQ9)^=YQ(i=hT`qG%2wSjV%KLFnoDvaJq3zA;kxJxs-Bn z>F{?dyIJ#4A>VhV5hA^}A-jv#+hgMdZ)~=`kOo4O_=|#^LgvkhPJAJI*KjUKmzg80 ze_J2&z6hQrVI=yvR9S*#QniwiaqmH;8ngosALHHicW=^vS$k?dx*@GUlVv#=?+;#~ zg)pvn#)Ia^TX$QmX6L62=a#tje>&Y0nwT7q%1xOrRmlhO!a)Rz8lvMIV6TvvYO__Bokig}MuECBE z%|!>E=rY~N__0M>=BAJuzYUCb*P$-sRZcJ# zS`d6|rDx|hv#;Wc0kAIP#64`j@f%k{-!S}!yIx;R&xwuk01#;x(xn9=y}p$Q8#|eNhudLixwX{2!J*OH1(o;M(9ns z(zjk-CDUGVR`OWQHa4suc^ynwCr@>W0}+SpT*s%Er-kC(RAE9ssPC6BKYS3ti}qqZ zAMNjmf|+i=t+o?%h#xC2G?~)$RGUifa0%HL?()u<;44S`Gz&Px<_O<`Js)dCel5T5 zTc4GQ5Z4o42HHn<4by?~xF5Lp{x(Go?_JVfnZ`>Pg&9Xk@p;j|5U zy2drQdKoA`D(|6940r|0Q-kLjH3;xss>4l6a~_17w$7`<<=J&ygT@0tPUs-yS5Y^P zw_vPOCja^q?A-)eF{|7xw4`BZ~}2eD0dK^f2Gr8QcSNdFmK8U&&WR=e7B(d0Z$iR z8x-80vOja>Hxsp*n7cYLm!xz*O~l%47B2>e_xN%|KZ?SzM#m2b9X~!-JtiLUB_8sl zzX~R+*-OrhW>HefFg=|kWzqx*xo?rChS~d`S>1%O&ds7u4Uv;kS z&g`)t_v-g=;q7!GxZqP^5|;;Gc|;ko1#u#(XCd6_{}K5&mPY(X)F}L``JQwz8%bb~ z7@Uswwv}_~T)TE@X$}`TMZuoInf>Rx{B!hi?4=E8R*Jo1a5xj$k)OgcmG-z-HRWYo zsX~G+M`IF9f~Y(G@)bw$-(mCkAw17!3xRd;+N+3RO{_Ejcd^^%&SXz@GmV9(NL9%0 zrDvh~uuP94wHJb>Ze$2n{sBDtZD~F&z;BXEW|vu775{9Dsl)nwnqDHsqz%#ciU-u} z{#uWl>{kLyHWLBkvD!<6)w(*Ag{=(;s@G-tsM|0lq{em^0$pFDg>;-%yfl1}-FtCA zs+g_;>=hD{2*xl*jzGy1qy=(jyMo*;03#!RCI)-xPULc^tUGV-azgl~j7 zlDSps_5D^~+`4(#V_h8rX1+qh@^|Nja};O|U#@QW8A9d4m*kg5zh%kB^*O9!a*x2; zG8q6uqR)I^*)^qk9txBTrOfCqJ&1MlVvcO^>@o_0Y*G3-=3Q5lya63dskgi?I?#A| zP$n;z8W$9?^p7u5+fWwo1ney>Ar)@;eV zHg(WTEsM$Y?498eYA_O^P+a)?qtsn9zu*Vb5e?VQ&I;w1)!PZ*De0up1v#bgYN@nz zC;YkdlD}C9K$-EGm|>2-2@Otn?a$jg=WI`EhP10WIi6*Ps?lgTMzWjv@(7pxm92zJ zyv(6fNzjpThA`q)5%0NBO}C?|3zvJ&p!ni~eDv$WKHD8DX?YqzLF&P2M}>Y-9e90; zvh|0_qNPOT6&k!o5H+-S6*sl~C!-yaxzIgW2PW-|>Qg1>$7RC&QuM~l7qU*u zKk+UB;blzZxGVKV4wkBZmPEslxDP{TTH-_poMS<+-mlk>wR4}B8dl%u63?+8rMUDg z4Oqs~jsbv8YFvH+6&d7|k_H<9Ld-Hi=hg1+etTAJfZoJ3p)0Zzqz!&pGfgKaxyyMn z07_EU?xcH4AaKP>nO#!0JiBudZ9#!JP9T)(q`yf^k-op-Kv_g8L82=`MPVF%N0#CK zRZgk#A>0>K&tc-jloDRZJP~W7 z)rsbERH%*4*ye2Zoz2YI#9?Arj{}X2)A*&EI!vLB z1~xgjEnU4ZPNHXzF2w_lGg;U&%z;yBBAeuatNL7u1;`EQynZQWhM#KUS@f?eT8 za3ll=00@j1(gc`aixOG=lP>k@$=|~qEC(?qO{#rMho-qqs2^;6yz)1ECgX!CzmTcK zyT|tY?TumjW`-+byPvLZB*r5vlyH_vts-^uw5hwNneC3t(S9>G^{d!CW3cxHL3Q}n z4dq?Rb>oCQK;3g#d2oC;URz%1v~+>F9MVgzJ4{=#$p8`s|3~yVsfUoGgwmq=LI)m9 z^@3+(KU14U=@M1$TCbKbrdS({TMnfxy+R{8br?ZcM3AE6n=68|`0IWm!Tx@ullZsB z`N)5_<Hmo8T^4VkZ2P%4mR3(42~LgIY$=YBam(yiU=*Q5sr|q4>GW^x z>G=a2^}Or-Ge1dEG`S77X8B&(NSk1IBm4n^>SQ>&juo?x#gxB~|2?b>Og71*Pj2HB z$f+b(Aa@3RzYfU!#d-w6ttH0X9^2WYBji!t{$K3<& zKS@84x^2s#liD$xza6CKt>r8juy>kXt2wKc@aNES&5p%6)V6w!f#{NFvp6 zJiTb1?b-W`>^|m;!IXaLdJM%Hywwn`Iq|;nUd5Y~QyhJEO`#0VNwH8(sZO&saD2k% zgyDzPTCSVOD`%}%QzRf+83`%$%n^BpL@P{n-aJ>lo0f@}T|)(O_U+%?RQp#$c}&+~uykI2iM-k^s&UgZr# zL6jCO_0fIq;-I^TK}5sEh}c84&>ay&hSB0c*@C;Z@Xf7;uhmP)6Y_=hCQzoSXv z$i~y$%YbrY-@U)9DYxlR4oy{Dq*A|u3YSc+rXiN(tRzY+yX+@x}0i zqi&ZZyfS$>`k1i3X`7o#HY$3vIEY!?hV9Au9FHnKI^IvY38?(I^+5(MFih*lefN!N zY7w0OZj|ldMMjzqnl34115Ez#ku1W^oU*HK&24}ec+cs9iUw0+c;Z~Jg_D34qLn_q zE}G=!1t~Hkgmc}Zh_fw!3n*T$a?Z8`tI9*ds)R>@#_^8^!P$LvZykWhClGIO0udQj z*U*;y^I@mD*oS6CVoismhHtDtUOxDB$Q?5inaFY|*tq<6t<_xeU0sIXst=J54p~Si zzfvZ7y4_UO;M#5I@0w2KZd{(uo9PF@V2Yzu60HA}J>*WI^K^5#rxfD;Vz1pf2DdP` z@RPf;PT`(11m-8KKxf5$i62RNwcDC8!j(G`FUMgeK0;K4a4~V_j1 zndz>zSqO~zUq)QbdhxnM^>I(%h%qWD#WdFy)go3OTjaJ8Q%mqVpNatx}qqzI2GuyV>Q_XqA;URgoh z#GXvViZi|3*!~g$M`-v&$W3Hl_@%*udAN(gb&!g*N~4l*^Ait8x}Q*4e*PSXrt02} zdrkna)CiBt=6tU7gfObiEUxDpW&zci2thq13ep(E^s=_9yoy#92#eaU=nWR(FP2Zq z-hhOUW6WzNyKJs(I=V2FzNF+tmd}B*-BCH^)J)lYF}pvQ4&7#BDN8dAls`b?ixl~Y zk%gG$h(?J~rHJ2qVzm{i4RHxKIGjW%lj9I#?bN51dQjK~q{&iJ`xHh{D7{KIOqN6x zKdAitcZ2y?-MSfHxOh=JkwZ@lCRmfm*i6wc)NP89@d3oj;QqGhA96>&hXr60^2hQXs->BH71fLt6y68 zvEF$#Kf|)FB>ce-O?2t_r8I!n^rUUljk(3UptAJ-;mzBc;m;I)=$q(brbl7fgNxaQ zVwJ!;z@aHXCP&N;!`3P)UUOv70%0ufnH=)b5N{@ZI;H-OAyhWY?FKbuRHVJ9e^29{ ze)xk@KM64qoNS;qK*wY5-+q~TJuo*$@sQSTx@)#Ize9$f5QJR`&^Tb3?P2M0HXhm^ z6()iCKWfQ!_A>&|Mjkkn7eOSots*EriAa{H9E@hZ3BWw14QyU{=&Y=wkaLTJ#dWvts%b8O_kE>I zvJ`bEquP2&MVJKXFPu+Jxj^QR{nzJx{AqS#}`#osE~2QX`nU@vKbJe{2%XJR1<`R-S#lSY74Wcyr5}fhx`!21_DKl&9=a zkvw{@Q=`q^7m`|I@PR*POtnqh{P+%#LiB*e>U^g0u@RfYnKSsTOt z!D<`U$<20zD7EFlQe`rPrqd&`k%X}MX(<4Ud+%>4lYEgV7mhw#xJ7C#)5SJAUA-ii zJe_}-CsuT!D@hjg{&M%z_@^M>`;=w{@Mn{7A_2PfP+G$~2)UTZCYkD51Zu(cVUB!M z8e6cbobS!8iu5CHyuHXzbK|5=AJzF@!vS&w@Myy^BgGGq3+g9ZtV5gLyHrO8HnPZo| zZV%WHs1m1}`mFD)9{BQywyb#7#Zq}DQwGk4*UpXT%fS8CXqhF;s%x75ELS#49COQ& zb7|1a(onexIi)_X#*=!{g9PR3owy_)WNz}-qg);FLP|B79b!AY!YAJMtRE~x;23|6 znrZ4$W+SbB{tSw=aG4f5O`;W3L-PsQ1mU38jX?pD^u<6YqZ;BGI$CkFNeQXK4?zJh z8nCdm|$)#3{--Ig_Bs zDG1VgtZZU!(XNj9<8-+q_Xf4(6tU#X{)^o>&mA+uppG`+O*u!`Ybzgo?;`uJwkaDI zbRCl8xc_{og8O*W<$bz8!yU&=;KM9j``ERTNDOrHd$f9)jym5+9ugJrH(QXtI6Pee zn-N1wNn)lAk8YlYv)dD~Wj_QeNhlS4V->UGx<``s=$F7|@-LuxXeyQo+|G_`ms_sW zR38l~Ha(F;)L-I*X!_Y!z6_Zqv(Z|g`JYyIuj~r2OlaRhLkf7D(^$gpN6GdkVqLya zZ6gZz|4xijSiAuqb3)SUG`OUx}a27OV6%tWQIo zf@>;sEV=R-_JZNUj)#{)s9QB;<>ge&0;vG~yjKvV$^rg@*r#?%c{H zcKew9`IRN_CQeZ6D<>e99h48ipq&_KZ-Cv%*+)T{3S)OyBPt=M-@G{%!}NSSV9mVu zXd74|L(VIbvI?pT@BMh)3Xvk{c`acKRv|5#_^~zaYke+lZZDf$OTe!1jQN|7Za?aV zN*BLdz<)1&*GeGsv_b4cu%dH6N*n-JOa!~E=xwhcbqN4RXi>2nXRCeW^#j&q3uzNoq+0(1isV52o3&R3n>>_Uuk#*^tq zkqytfYOa+8NZ}R%CC{_*1l;`d!_V!4G8dNFiCyd14+eT3jP(=KD<``uDJl{CFING( zXygxe&S={D_^6NOi_7&1F7pS**pT&Y?f~(XFLzbvOUdZ&5{(&fFt-7dU(ml{v~7r- za!yboF~mJ$1hPCze|E|KGO!4m!nU$Bzf(_tyC0uj|7&96xkjY(eq7i59X%EY5juJ+ z6b~hr6EEJOKuD7r$EW+Sdnoqa_o~G;K-Wh9Rhw@P=EY?T7WXXno7;X)4D)~mXF89w zcnm^F;*s}{faavRcBA`9cz8`{3jJ^4vKKq-02u9K2rQ5Wjq!gsjt3IjTO72c8TM1n<+ghqU(3oq+KhCI+f=Ug0gK+Ys#+m4y@irgm_#$yAWOs&q!smb2cPDV zAvwzW4~PIzhuV`nel`U+{Ubmu+iI=lLPaRkpaW^3VN6IB`uGtfgDX4ggQhtV z30n?I0@(pQlT(?hu#lz5lAu=o*`>8-U_2jQ7Jp&*OF{()MPT+HoxkbDvl zKODkmtgBAXYjWzB88zJ%0y??$F>pOH@e7qAfk}v$2$XtRuhW&oor0HHDO#b63_@;} zz7ijmo{viFMw>PHlSB=2&>m$7+9eV10&tdgkcarLA~5_&PC4uv!jL3c<`$10eYVtGX^nfd7ah3FCC}m$OQ&D%v~* zf*R}&k4(af)|Gntu7Ax^MFSMH)wxjZP9Eho&*DG_k`VCE)u9-DTpg*@*Z+jhp~M}#rznKJduoP?Obu&l+n0Pd#d`+3WdA@$m6BTA5nwMg+mO)0_N=diXP z=dQ%A5yqXYV#q46720Hk6zdrj)TYTx)U*W68ed$M@4bEDMqYC?fN94a%M;RsVMqd0 z$&u!5-fCp`Vow8mRkrwk@Kncmt#*(sy;;NU(96N(&b4F4D*>Ja5xeq%3H;bQrnLiN zW~!p|p~c~_oCeLPIdc4C)ZQfO)YW`zY)OAyHji>Zi%6+|;0;t!cE9vOuXIcpU_DnyG*+iS1F8|k{< zjU`})=5zKZcc9a|S8CfxX*qtwL2>m8vEyofWL$~hpnd3lV zO1V#*(@8c3{3Wmg5&9>swGqUdiB++MPnw4xrJ7B*QRfd3^lzhpv&8WGhZ>OCTj`xb z5Eb@xJ*&(9C~3pn_u7#|qf)=)-8T_+Ci3qTg8q;&4Vmr-lf_-)h_l;oiy_fG%8eOJ&Sq8Y;$jODqkEbzryzfwOmpTVi@}}`!flu&3bQTuwGc>mpL)OG! zTu_@9OhKtP7aYxht3GNIJb<%`aP%*5zqau+Ob=Nof`i9dP3ttxhFzERO^e+Nv_Yct z`DubeR3<|$^p6!-E)?GSqG8FMi&yx7W;GLnndIV)yg|sU7rnXLBE1#aaGpL;*kfep zeQ%dq`{xZ4BV^ai&oIZb49o5bDp?CF-LUvQ z3hVT$KI%*3zcFt5A(&~@rd0g0=X~ZNqaG-pkfJHY2(Z+8i~1pZtCTkGq$%*3!7yFf zT(>Iy=d_;%HmskX4iGF`@&pm{c_jT}PWnstCrMPHVfsu*6Mj^Ho2y{iOM@rr_eFi2 zEABaK_=7?VS40aEFtTQmnByQ>>;0ITno!9=Wo_+kE4J@gmg@9YVzb=$-QFFxy2q;t z$p45?8swF%77b@H{)!UXmdv0ndqoy~e+Ehpk9VLm`u~V%7|!PkK_oA2Hv~Z$qbJy~ zhGpDgx@yjfEmGEtpry)dxRSZXG=(rtt;4I-v^kL=E>Hm=g+f2bQi|v<0c_6v8T7fn zc{X{U)Jp5)Nnnnj(;~et(@{0^N}G#C<+5 zq)6%GO6QGFr$fVwG^M_@2m+Qt+Qa4VOqTzEiq6X@n|#CVZ9r_(lP8x>qYugHqW;Y@$AQ^ zmJ&AwsX}1GAFQQ3N&5ftk~%74+RGZ4L>WRWUqY_YCxTQIyMf6`)Qd0&(n@gCp4@-jbMff!uE#!iKut+Qzh%8fTPO zw($#^ty6!-Z=szL&)q0A51sH_VK+6W2;2slGEC}HAcqidCh&6Jy0=bRnu657x5TA^ zy;EcKluV|N7|#596V%&E9>-f3gj{mX`#n+3j51>TA-IVjRnseg!HO)@!&X+rZWH^H@}SA}=l<@cVdy5`6BL@UbGQlbV2 zXIkk7ZCgQJ#=tuuVIPa_8&;Y3+P;*qO1CJ%s!2wTB0us7N);= zaxnYpqh}9)2cll>y6@)1>=Zc(Svnxbsl@R(zmyHU@HZx$)ROmPD;piU>>#VXMzUHp zX@+Y_d4#S1kkku!-ksXuVB@M$xqVx_P^>+{>#Ri^V{jw?VukoA9LOJ*0Mh3 zmw`>l_!RcO-}8-v?=f@DvG;Bs!PDyyG|7u8lbZs74{z0Tw9+^Fn9MZ7eHAg8fDEEZ z<|jegdvj%Dk>GQ2hFJ-GctsQfK`j z`?W{hRt@O#dUBsI4(xmFq8TD_r7obagS|Sa zrJXVPGw1FU-<+CGozDS5sUh~+S9eZ4CU^x%LbPmadhYP%%rsp%Mu0a8| zuhcBg^9>F(2FRuJzhf})EY8M&4L@^MX%}`MaTyOWvWbQCm3wlx6b~q%2HvhdT9IN1-+Ji5}nYLmiMKiapkapzld7ba-_|KwNs;Q)q^nE9n z-k`B@atU-zOu!!%-IvNASI}{P%98$oMCCwh`4z7DcaxtpEf3=d$bvxlrE#=`I3L=2 z!NuRTzzuV&yt9zi702?ff{c%rx8{<`&~R~NXkWX!(nXMO$wX#G$$Q-vd1%i!08H*P z1OXTWPxLiLsiQhi+@)Bo5nf*ls-06mQSoT-%M}pp8fXp82V3>(brEsqjS|FPbeVJ? zfB7*ReT@CX_uDU^MOggFz&j~EbRT+7;t84o@{n$MIr9DL9*O!ySOC$X18`7id@xzP$FI9I;TkLugD>GoPig!l1df zHMiJM!MF`pgDW?YmTbT&hBVi$`Vh^BOBC*a`KF<&`zK2j@8xnOnD zmT76SF8*XOYQEdM9b?eN&#rHa6?p=&<8k(c8NHSu4d{4^D8RdS9U%b5m6>EFYHRe0 z%LyzisMGZQN3^Kz(tGfFb}=NMTla8;Fv>tA4xM)Y9{^lIqrT6EiG;4KRAf`od4o5dT|&NPel9#k zKQ5Ec4b8QrhikVznobc$kzCM+CbX{)PnSY|3$0|WO6u>p#!<&EI8{lN&re8UNO9me zrN`6N6}zc-BsZzAdjoG`OB)Mz8Vyvp8UdPA{{SvI=oh(f=p&3EtjbtX8N*cImLMJ= z3J>R#)ffK&I4+lxhi~=$cHYR%xFp;gfWc9XriN(NgET1hVy6c4&}bT@LrTU{dUT;497Y3gb*^2?H^ppPQ0DM?-i6T}(e5w^Z#$gF>S4} zJ}Q@dZkeLo)pS&K6_`v+kYp=p>Z@uNN_uMS)0Xl&!q$}*GC|{8f=95B<*n7MzOQe$ z(1ND9(MpkD+f&CUq;lQcZFgP-6UThH%SYMg!i z<~BCS#{iIvLDscL}~7UDiZ8o$Sn zr?Oiuz2`=b*%wYf%h9Vew(%v*(j7H4Ks14$^8Wyzp&{xhC?kfhnt5e40KGjzGQ~|2 z7f`GgJz6hv4z;=Zdo{F%DCAgKR-(V<`zzCz7t`ITB|^vYT9*F+iu-y?W{{Y9oZ}>VxC8V+~ zTOfI_m+kA-kXBRcS*i?kYca4}f}z|qXpuPnr%3+*qP@Esl^VL-GDPYsYtu{>ITbBZ z)l*855YWRjwt)Jz9Y0-M@>l$QtVy&`f0wO2j4o@!yn0g5eZowrma;^g?xopPDy2P!nUFc4M+N4+Xi{7$EVD0 z4M^$KQ&3mVzi`qrHZ<;;Ey3g zR|M6K3q??pQqwWCaIcBYL!oa{k`+Mb{cC&iX7F&H8m|oe^Z8eedb-?B$>3>9c~Nug z(jp$M>)ITxc6u$NwyBn5PZV{Ffyc>L4M6>*@XIjLiy>wV6-K5bpU1V2eJ$EYSv!Sz zAKUZt`Sg%nM+5jr`%kd{0IP>tv-CSDC~9J>o~ey%)5B9n#wj7LjsYA=4MNFtX!M0; zzXR|{dSbo(; zF0Q(fV~!F8#L_!>i#R%3>Gad4#>AYZ_0NXQ8CgiCcvJR&s~r*uZ8e`39}cIE4Svq2 zZO)qO4Yx;-+v5cWW`?PiN0Dh8F-R%$4I!8p3p8Pi+DqzYx%FG!1^(!<1&O1J zjsPE@8vg*O^x(4EnF{?nus@esdb{G+K=ckiqbJncCu?=hEqRW*dQGK?qo8K2i5eQJ zk}8%)Ss1(O5w)&9mmbny?^~Vx!V9+6Mk-63aT#3G_I}QvvbEW)Tl`)Xj-EgOJnMi5 z8uax?*IjA6w@n6raNsGjIc!}&@cdSE(?r$y^a!!J6G*Jgrae)cn{#ic(Rtl>I4uM* z$)iW%K7^C|e&5Tb3~Z&Vm=;0v;r?ztC^z579-ZBI5k-~TI7wF-BUEDY^tAG0a+I=7 zI!QFJ*3juUVW}NtMh*Ek7WS6MdED0QT$wdgp3}q6_J5P4_e-~3Cx)}Q; zXFea{ekjmpay?S>RP5aMWz}xI$&JcK6nQLtUUwdGbV@4dERRc1{%RPeQtB9uO<>;7 zr`!hbDVjl{@H=oQ0Tmv;r{-(wIxW9Mx7&nKGZX_#u1FPqX9lz+l4?B00O(=sEQj%$ z{3RmPQb3RP3s+2v$@Y*+ijsX@$vQxP@hA0P+B?}Jg3PKjvwZmR^8WxYN$u=wEMy=m zg}aZ=zc2NDogX|_Mx$*N$wkjG&p0=~kAQ7sQQwlf*nPq(wi~2>lC)LNavO_QwiD~(N zm!y6gNhn4*`B&4X8qMwEjS_0;=4T^FtE@nv+eAp*@&d9fu)wAnmJ>YnrW&eP9zMre^!tf4nN1+a@$E6 z8W&pqfqGvYkS782_c+_+nWVvGQ8Kd;x? zDQ%>dx3){{W8k;Q4BkPFkiY;-{zq9;Cv|?nx+3zqO{` ztv=oQa5GQm(<%gG9$jaSxpE{{Tjm^ZtD?)=}r`C7N1Fr>ms$J1p%=@R``R?Z|5gTNDlTxv=^l zZiKgt2wc(6p{V_p^ZdHJK0J%9f{J-+r9a~OLRD7oDv!EqjBZA`;*vC+#C5ES$6PL@ zhO2^4I&E)$Ybp?9V1vlFk^cZ^?dx%yj|_zw&uuARvWB0xq-8|=idj}FN=oI4$+ca4 zau}sm{U!&L1p!&evGsj_z_c zM)s*m-5I`q_gPt-Vcmq}kG z={u6fb|%k zUKr^k+cG4RvN-~o{#DONBinfh#Fdg{CrCsw*&|BUkiFfT_N&4R9KWipN42^tiSj;1kOADsB{{YF} zWM>Ks5Hx>>=lmFw*#wOnL>!6%h95pP^yyT0a=M67l~rq6`PV!;3AdNZd{9T-QYj+^i=$G0Z38kRL(AJJ-Q9VHV_ar)N8vab@N zntp$VohdL~=S#Y=G#Pq4(1bb(o`vLv{4&Z#VnoY7jfbItD)!)u+WyeMsM9=Ja0ms0 z8Vr9r{(0!=1{T8kmZvl<-w+2)N5#UQ>ZecmZpXv!T&(!&+{|?OMyN<;`--=gc&8C3 zfK63PCA~=JL~Qrs!uR%O?_wj;BJl$GC<8y~8wc|HY0^f$x$wY^l>x4rjydkrkK5Cw zem<)#)e!yT$_|MltNYnL_$16Vy3Yd@u+mpc*@f&mzqWpKWfnNlJl6CkM*4_PX>pVps=6s9ql@gPWu?2x z_Y)*_8kR|=U`dh6skPL4xc-goh$JC=Spk3Onkf9feHu*_%@!M1TIW9z_43EBLex~b z{4EU+o>)XO`5H`=RMk;Am84xFwk=wCJTEM7d$p}*zLv`H_<%ByGPq;s!~EWzBt)Lv zvKJCLrXGNK`e%pvI$lS-GHCQ>QCPJv5H)2fCUH4yl}dqQ>OgKo56|Q4?49jkXqkrr z@ccMFe!OwR=hCE-3sOuPbou0i`3{n^ZW*!py4flz^;4?Hp{99cqowl!2ANT8~vaLM$Q;+(%^pr^~wyQ0&_(5w` zOaY%TY3W`bf1gt*H{LPYN{MP^qb?m~V>G6kq_D9yx=WH!T&;lqzSkz+&O9Bqbk)Y>sHPT1kgwwG1bvmK=acEw*q3FsZC+-2gs7gf80M+0S*3<@sSpuOShXIa z7llyXpgx0peV1OhMpJ*1M(?kNPfF)LHh(-i)fPcy}R2wP@oPoXNr z`c(OSodvVUldPF)^0XC{6>a1b)l*l=Q69M4#F514+OAPZV#>pYvm5(St)n6Z|%e zN8!zWf44aG>Sbop%2rdykf7grETvP!8VVImbT30!O;{dTYBF_@$t!9EXdo)xOX)W^ zP4%m8OfL~s`7(`Pvp7Cq;pxF=w@RUs<>O)IL7@bEzt#RlCKIjlVx#VN9Q65WsY8b^ zM!6a1cTExf)ULjuk^cZ_{ZHTy15#bcVy%!U57>kKsOi*&9eg0=&~Vh%r=ONGe`icv zlV{OlUFdPtkx<7BGPKhyl@U}rNWNNzfJUr!0zqZ+YAyKwmbbjPc(gEPKk=WIqy7%H zBvx>r6^U0IG_8JL>3Dyu)FsHnO0`Q>CQhv;o?kUgnF@-8f#VDWNZ zM_Oj1k(pMRCY{)*V4BowAQAPs_o(*sBwB6(P)D0Dc6|nWeJRy0_iGtt3j=1oj@58 zICoHI{Qm&q>62`-L|}-dHR29W`n>+mn)jaA+|{weT@K)=r;?UP*gP~7y;M`yI1KVB z39W2yz_;hvhTi_r3TV?KaPHJG$N7Igh{rG8%PC72Y91%c74rW82U9THUvR;Uo$~pJ z>Lx3urK{#nyty*Cj@cB%2bP^bKj-}VGB#0d@M*sx zSmV~T`!Ui>AG@#{I((cJ@?i2IMz6hrsWrn+fC!wV;$_lXQ)sfX*jN+wD7v+lc~)j( zl;KM0;hr5gcezKm*$AVf1NJU!Un(E){?3c1Vf^Il3}$Y#7$v4zKF)?Fsin$Bt&om! z;9*j_jIgpDYTDD(qfkFV>`ArkP7)n)G5E3+9yKF}`m4}-ZeyXVs4e8GDn8E7FH`0I z5qqhAVf9{P9aT08Q%gQ1B@?vS2o=l4GQg5dSZa{U0n>l2#rgKC<7c|@0%{~lQUO*x zKWFmc)8E!+bga;=KZI7JkMVxd_T!_Evc5;{?fFMpQA#CuiNtkNM;G19vM3ENo=HIw zSbt{!073e_gs!$}tmPgYia@Ui^ZNn+08!}r!*Y)HEik1iTz1os^iTS;(8r1FENUz& zwL+gzap4I((z;wqL0V93kHc{#m~-s9SPDj^NGCpYKewYKyFMelidvM(r3dZ(pKnUs zA7NptoCxx@^RoIDrK`2W_YTF%&g2VONU|}#?freXG*u)z)A~Ap!S?i}cNAb^(1=^g zgIDtZ0986xC2bvAC1qh+xk+UV^>8|AfDHl-cCgY4wa3)|08_%K+2a(1(~oYS@c#gW ze7;>Il1~z`h0+(yYSo{!{a@w7lCGnX6wzvqRhLmJWR20IZV3d1H@UKpRsE)pAPrlG zOFU;dJvY?ItVKw!)j1xh=0f64EnvL;c(>#I9aUJg_KvzNa`F}YDyXh zs+EHuCXq@j$#7A^`D0pO%j&q*>n7vz?b+mxNdZRT^8Wx1ujSKItZ;sl6dO$w* zilQ}oT9Z*4Pa&(W%7!u{dSrwtln1r_Hym2m`X6t?k;vGnZ^Ed?o^|1mpH19c+FFfd zf$~rX_&RV-!>OspO1SF7_d&^?ffW%Z0f}Y{DFVXUw5pHPKEF?Gi!^JG)}UV|(^K=| zo;b~VOCIG4pAtA)PqdNi>HNRR);g`t+hLzbwLG>S@^h)JGA^GE|!NR?M_p$LDc z`0?%Nw$!*9fn7hsKiJ35Jr-SWn}w{pKb8<1fj0(1O>}j2P)4Yn)6}C)8mLs|A{Huc4Yl6J_a9$= z`b$9%giT+{qv!KKDGWJ@X*uk#y`}0TPEO>D2-COzoJHZP*-&h^UqVqm&aui z%TpTEtnkZIFn6(!QvTs%$QJbIuq6Ely~TH6u2yCz(v%*x&N@LQwd7x;3Tf5CtxsR| zesuZt5N{rv-js1v)z4b_iK`}kRR_o^;F1|NPECHcX7q~%jIiVD^d8LPxU_ZA7^;uM zr~O`e={rF!w5lbMAS>u<*&oC3^o+#yj^$d~S}59X#`Irm5AydfKweTTg4CwT|i^z4x^5hcn#Bm z!PiFhvdfUFoy1Xzs%Oc`0OrHuwjxpVWg^+=PMwNtUWX~M^z>D@TZck`M>7&KFdy1xfV`ivV=+qv6wq!k0*ZwQe;QgIed-Ox7@bjl09)E9KD0j{#be5)}<)o5Af@xi;WJv-a&_+_tHl|TStO@|NY`A8BCU_rP=j*7SROr}MW!2NRaK0C zNpZ*hNA2jN#A}ePK9R?{O)L2m<@~w}GW*85gC<)h>X1t$O9d>IR+?`*29@QBnOSu5 z7SlGD_)-V=J=ypx1MT>lzlNY zG_5K7f##OdMkGFhK<3Z=2eTP1q-F6VK_x5xm;H~ouUpS4R9b{XT}-?@=zdwoIP@s) zT-GOY?W(zPIeKKsON*)2I0+il`sFl(u$o>+WsM@1Zg{4hsTAt_6$G<|YtnKXdB5WtW`@ zsN#PY`j12FtBY&9D7Ov22T3Iz@-kML{{Tx-ljv*5p~ovGVCCxR>8a{-b5w+qW>l}M zsE|B_YYM& zE0jhA7B}OKKiVj*G>QCICYAU`M+4>3Yv?X#jbmQN74FhU@)-2!3ask>&8(5%8H$nu z1M8>z_~xsbCYSCVNT@n}7CxkqTI2jZh-05?j!zX2cbNP>oIju2(LCF3=I}9`cz{#8 zMLt|tKQ0|2D)C*9hmGo29h=I@KaLrs(NOSG5Zc5syD(D76`Dnjj{pJveZ4AK-M@iq z!a8SHp9=Jd+22D4jdN~9X~Af@t~3E zrU)I4h+QL-`dPk#!))@U8G)ylulRar#&Hmm1TaW{2~)sh8h>f~e?FyTvo%qmIS6W! zG6?d4ByN^a#J@hP-_>$HzSGBS0RxXuK|JytQ~h7+^y!&%!Usl;*(0Zwor=a)(nBTD z^aH>HUb}v;uh-kY3MtZfkM(+2rmh9c3if zvi>#KU-zCL>L-UtEcbCXDx|d)WlY$)4Kh^HRa7*M8_NujAcd8DL@VhYqiX|W!1n01 z`lwY9syMIVzU`oBJlhVt$xbMwtrhI79Y(7Vc!M;x-OkXO&=l0guWIr9+%3+9O2w(M)Fsu_-p2Tzh_mv zNZ}qF7XisR)Q=d(a7t+XoKN$}y{(Y1t(rQDgB~iLQtK0?B{VF2iduPDi8en~D!d*( zwjSF0H@B1|Xi_)e%)0mwm(L&0og2Q{Zku?L-0PT+HgbIG2W4@?(u4SNAZ2&Ga@Es_ zqx+}GRgqM+)jAz~GbFG}<8UuvO~D+3zu|9Qx~h1V!X^jsj^CH_`+WLCwOZP}ex>A# z!}vTTs-0EU{!Sis>S)|Gxsa4qm2`A8^t9D5QsfqCsiSCWQA31xQy7q0!&!&;3*Xr+ zHdA

_UQ689?LLJ7@;_&(d*)XZ#TF+NH18ERzdB{sLPhKfQ#h%D{4u_k>h?5QHCp9Bd#l)4vAzN%@1xWK!UytuxTB;!9? zn~VLBs+0)2!PmR?uB^z5>3dLJU81Y`9kx;4dH&p0cu3CReK8>pqT`U@Ba?8K0r+&i zmL#W*Z;Wk&Nq0^rZt7>njbs`Ea=G4g5bLquto~ysF{;J&VP$L0MaaENWEk}ebLEhH zWT;27%i8749h$ec2gqUE92~ZhnVd9=F3EwkyaU% z+|*GFvK{!f@wVrP-{dqvNORaGipT^EkyOMglU=B62xda#;Df2|v^rhTnXasw&Wf|7 zN0srsg?azoed+3hm*DkFK|AAHy6(}bM0(?k%3|LVzvEqnvgIfI>Oph*I&_-fMJ@qg zx@dvsm-LtS^AniZYOey-?)^K$FWZW^hG%U}$A;q>(^2Ut%J1|WKqku4T01<|$rLi4 zch`uBH&|NPylyuM^W5t`W1W|yzW?t{h*jUoo=lb=Y`(mrZ&DW^XO&P8Nr*is5^gsw z5>%dKyeYhsoLw+bbYA)SAgQE2wq1or{zs$z+z>O|CIDf2 z3qff$y2yx6>(`1P%0^$&l^`pMiGT^_M|EaTfx)fJ{)jStD4WjF#mV;|3KxU2H4>oX z2z&DdX%h48eL;wg`%QP2mj2%-JfG!NX+=jhG!4d{orWf&+U~J?M7dQKfAa9VY;K|E znN^psUB9Q_RL+14eqN*SB;u9GEwHYrEW2)Ak{iWO4-0m^LKa!%1=Uxebg)klwcWh7 z(77dDW7NS}cC8PAqFNX6W6}ehmj26dS&F0HGstVIiU5?*^O#AxIfY94msWDG=*iVya9LwfM?jZPTjjC) z*8Gz5;3IA1Io(ui`Bh}>nk%}Pz43<8`01)!L+HN!A7y47(D<_>CH#qs_)3XZQ2mt5*t`21BcmxA z{EDS`%&)C;$KDZE%#`D+w75D9Eex^_Jp83G1r?W8-3|PPt=z}4hJDa-ae0_TAWpiW zFnf$Wo=tS46n|14k923wAL531AqUsf)EoAAA*YwxHwmQ9HHNWy62^Fvr?6u)=K z+&Hqh^CT{*pH91M$t&GLMgo4MM^@@@E%9YO-9YqnK#dlmew%0y!FN3gpIXm5JB!q| z*z(7UZWN7Wu$_J$dk&XTjATjmPqs@tM0ZiGTRVOEX^?rp_OU1lEoG^yOg^siqH}m0d-6K;t=?634`D1;wr>c~3?lMvJpaO$nERy?t&|;9^!eih%qyfb z)1DGc2w}zhIms8|`u6xm&g<|_(V0v`t5V!Yw8;;4zIRXF!c^JJ&#e3=xm3nE)ZZ_z z$NJ44{|FkS%HBN+3OOWSQD(7HwwTaMrJfP=n5lj(#x*ib_>(-u0kOczKm+Jg2~iK- z{=J1#0u|epP6__UXNPPUsf|fY?}BH%BuAz=Ez2ASBA!O(>JJ_TIOqXpKA^Aulx9Yr z7AaSuwYpaT(1wH9$)kt0pRgZtCRDyw=PN||d~ zwYctP0rId43clNbNvVAbBP}+BLPJ#~USgJ!$-<~08V)cR+yuo?2{Ai!44;m6fN5p? z-t)R<%Ot28u~%__%{S8kjk<0D+~vP%xs5xUElldmHOVqfn1&KH+Ii}k@K$(L-u*12 z^zYNwJ7Mq%@T7E#8rwuk`A7!IwU1bkA3`B2>0@I!J-33a`Spw&3B+dqusx>Z#J?fkafY#Grq#jy{YEfY-v6U-ZK;(-e zV48rkQ@U~!3Z%Ydb%Oh}-f ztwvpEXmi^|lQL^9&2v?@v!X*wcv^AyhOM;bQkR+^^LCD3KwkdVsgy(k=se>{luyt* zy`Gmt>mBvtoSXz7PhLnC=kY(|#{D+lzJ7vSfGB8p6?BSdEgO4C7Ocysf_-y5ND2cw z`Q|=+D3&m6^6_cDimonrOJ1*KgRJyW?|4>?S&U=wk(||vDe3yWr2CUnH6ps?6%iHT z{_-u@inx`*4s}N3kd(d&wGo_AJI%-WolBf~NsfO>smM`L!@!2hZ~cxNwVq5*aWxK@ zzN`Mmap*NBXAp?8yLIuJB9!rxLA^-yN3H+8OMe2q-x6;By&cqr%X5&G%*A1yG4y*k zWD&ns{_k3a`R6=XK@NG8o5qvEg6f*8ip-iEHSO|mNVMfsRd%{JH=*nOUM0p2s*GId z{FeI%VDAmoDM~y1^81A;or&rmoPbx+puY+}gvj;Fp-KL>xLhlmbt_|Mm>I_T{*kUS z+qIhQ7_v8UTA(wz(ZT6R*-iBM*vqx6Rvvy}BZ;s!Y$8?VoN zpSNKWDHzpXykRus3|oswucNDcl73p}F)->MM|0=s-SlwuEUnJ0tf*Y<&O=KYZPtKe z`n5}6;YZ)S`GY?HcfCroWBIiMJLaUb1{c>RMNjK5k(1*(%E*zKt;&4{j^~}G=p4zC z86D!5l9PLs#+%po9|yz#+;2}_XFwTh8gWJj_@OR>a8_g+OV#exxQa1N_lGqu%H?Pf zG3xlYM$lL^L$l#^Ir*6pb+t4Unp2`MYbr%DRnlyw_4ycH+f0|5dM~wn&ivZr|CjG+ z24Rk92&I`)EZ7hnq=UL0m)0}cL_6;!BP+V3Kc}bpZPQlkPaBEEDcKgw4(2~v|BCl} zoupB1JtWwU$u(w9Dz}CVxeU6(VzdOx6 zJP{QmQ!$div(cM?#N<4&<+0S^!MfbpV6e-N8V5_XRBvUan}dxglzb>SpX?+{jsXLE z@?!ZV#Cd@Ahv(ZRd2d`fPTv?Y_KRAFK4Z@oIowX;%7hP-@x^ilKk;yvlq0 z4=j#aNzj$yoX*N-;UxH%xlGYFYUp*|LC6F+H{rFsL*k{7=fwt=g{yR8TiM4)SwFUA*#tR+^#jSMnUqlG<=d6@2s}2)lE<}*(2FTSZO(|CdMBu7$ zKXT$~n7Vk4^95AW!8$hyv*gO1K&|14+ z6Aq+B;h!eTrq{T=T6F8q$}+`K%W2nVZ+wY&M}-XQ=M~L3iR06Uq0f-=lF-Aa>BP$N z7)AtM!mUudQfhP0W4S*a5NVG+mv@)0taTv&wamPaGlK<$9G70yq!bzj8#A#}^ z=h-4%EN+vMB7;V!|_TzZv59=KreSNjvilJ9l03?15F;0Q@V>P_Ryn)A!& z%a98OM(2RGa!x7@hyk1AadPkrlq=sO);pVK&5g#)go?_u{;@-V9A;M)!O%4jLDq^2=5 zc?G}0@rWNxfAB|3K+)V|qu-~FN_~=UnbBHfWSE5mDc9JRHl%TFC`#OW$-cL9_gAbd zB~Hue(e`5iFo(J2`l{f=5w;2cHWf8o%#rtGfMd{s-x`*6+qW-YW6%qTea6=Kf2g2B zKYxz183jKE$i{#c+3&rsG^F`|kDL!{a^_Qxs@UX)mQOS|1pBP4(=Mb44n*BW$@*w9 zON$YCsP2fFwsh5p{sSducAxYEzNsY3so`Soy1Ti*e`aOPebJNGU{_CJVj!BskV8l( zwZPe|P*p-%98gxr9Cmf%d3JNK^2x9Fy9>5EYX@gtGp|OlN&JJv(sOqBo>6Lvm3R>y z71I+8J)g0hW$dQ}IAYTjN7A~quIl5fG2K;keO9_Y{Zx)nz#ql$BMa@?OLJ!LJysd{=Nb6q@|r0pl0;7!a&vxVLc#z=D$o`qX8;sIB%=v3X!pOo3BM@&2n~4UMDe+`LMFooGG5(Lqf_+9dHcDj zZbiii(GMiJ6!$}Ldaq!1%Ru#t0xq0TE1WO*G?!mRC7DH`Y}~-W@FNCOvFD7h<~+#!#liMg(G&wkB{r9b7g?K_8dAPy4MzRht0J7RNkC-yV*2btZ`vCJWkF00J&fW$ZdrdV(;L+AKDalk>=N@!7aN?#%eQ z3?W@)gtlUxFf5(IK4b1Jy!ziiPpXGk+GT7atua~J62tM*qBJ}Jo-4qqMB;@jhOl38 z_Ir|#nNg;MldXlBE#%K{o!ZWliZJ2&D`{|@-X=t(-L4R@x2~gM5Eg<*2lhd|8$tu9qNKfz~eUkR4#=$BwQI``p_-gPW zb535~^ze>#y}Bx6bB8N~va&I0fe(a#Wbd05d(EfcSUBrn%||xi3gOtbSzc=eC9NlG zhM32x_S}$wg*zFPcVTL=_w9P555KCbG;#S^WeQRJiO)Vn=lEiMsWO>`^Fz_2X^j>n z?=nI!u<4y%hA|IgrwDE!Yjyv#kNf>R79K)INAfarV!nK0Jj)k#Rl&-x!6p}(0ja2S zkG-?VF!`NX>8hr={2a7P36g`}e55~KznnBQ&rFIG|1nWF;judm-zbCIMt$p z&vb(wPKuO;i6T()7w5%=S&yVAO{O<1>7^Vd3y|(?DW)x7tG}K7hgSz)FdKREv3V>& znU}I6;O5LqM&GJUu$G33LjoQlYpmlno{_*VU>n|$_u;6it{i~`@qx`211Jtd{A9eS z>WP}i^cD1E{=@qL*x;w$rTkh{|5GH;D|syAa%J#D#?NU&maFB1qr3#kFB5~Q328&6 zu{>`fX17B^0S!NLwBd)15I(EEzFvS1sGEYFJ%FBagMu(7cB@&55x0fUoq z&pZ~gtEx@?*&6+s(H$g_dL_Suc{am?*a$uqJvIzMza_j%Hr=|X2cI&dHs=VNS#&yh z74V|*SLDdMXF=5-k6IVzn`;kbADE6+bH84?_k1LSrk=E}Ehk5Lk80SL3mPfB ztip541YUa9d3X4%rDCbhFvVp3@Ot9}lh!+BRvS|*1A>;ZL9*n1w^kI0D>Kvn+Lk00 zYUoZirEjY}e^k1rjOPQ>%4V6!Un!yV!bRu6H*m8)uyUpbsyJf908u(?w1D{& zM2zNpZQ}NhE2oK3$kr~Tdc??pFRWtwv#dRBlNtv))pm~8JZ?ku7d1Lh)55AbSho76 z1u3hY!y@@8X900CsC*mbJ3SJlG^-4=h#^evBf-i9s2Sg#gTmFbF-FCYw2Q_xiSEkc z%}lTxNkpNoh5I<36{LlH47wJTbuA74iZnCOn0)?+@4}yY2YaKbm^;+>T={t==9!`X zRL%$Fvkcojy+B-{d>zoM=a@2VSEQ2#1PVVRCU{PE(ezt68D%$a%n(;kVEc5G9{m9F zq0OL?`LSJ7$p3{Sr!!J~QilaJAy~yV&!j(OWp*XQMD^Bno{-k@nS&McV-56QR&Sn# zB>3pmcv5*b-(6|#M}eI_{tlPW4wd(lrxq!h?UI>cnP0#Ss&T*G!*y;OM{FAi^~_na5kFr)3%# z8L(}sV^K7Swwl&ew`mHBG=A~+l8#1V9Krt%Fo|C=eX|n}slwMl7%Zb+2OM9Y*^qw< zI=;%{o;S~7li2tcVuv92*mYUDVpv4OIY-5m(VOH|L2sy@3VK^E)H-`#?z`YF`YL1;7_-5j~&}3T+q}ufDZ|JE^C$5CjZ8XvWE1R zS+DWWD22f@K;p*+PHi&`X&(G za@S!z*Ow%_2-&C-;|%9{?(wZ6&o546v1V`&PzEim{CONn)nR{2 zOmb(dQJue998l_03SC?((|0h~p)!a&^M&sK;@{{_)z)gL69x4(AP=x}M?CC*B}j3n z-UJ^&GxLl}G7(o+y(yVB&UkW+Ge-uPg3LMi@P41le}8j8L^}u#i5~xARBizoI#B80 zKR?1YZR3pQ+gpS=i6DP2=7rZuckTW-zmhj}&Bd6jMsLCu=3o;0h~-H23wDvKpxPp^ z!G!DK?$x_XD#}uowAK`d3z4$dW;~=Sadd&3*9(_mUGUGf<%!L!Ic!~KP>Cr-m%rq+ z6b#;*dus2rHL$G~rVVl^wl{|gqEwmVPPM?GLu^262f2F+D>eIpJvOoW0{MKQ_{{KG z=u~5YyL{_m^2F5y7sdEWf8y>hbU54sSJv61FZ1=v-L(mFkV&w+dV${0x%xAscV(vo zjtK#_?O)FJ<%?FCD%|<=P#|xX>Tw*$jySbo*w#`bIZg*#`@LQ(7(TB9R`|O&>!1~! zVr=sF{FeHbl`pYxgamPXa5g)|+4tC3OMXovz9YdhnWz_I@*7xjP>pf<{(ydqyZZ)T z`Tr_{^i@+NqzfeBs;tTaeDJ9IbYS}x5tP!Z`~*3mo+xd=Db77(ETFU<@%CnW{rIU} zz#)qT^5S?RRKU5?R*^bN()g@^c3~#q*Y)_?Gl|dpyU$90b0Aq7l2fTK42K65X|U*QtuUnbo$?NBs`VXO|6m4nWghGLHZ8xkUbxkU-DX)o=^Dgovu? zyMYE#!gh?Ime?xbn^wg1{j7v<0Y#XGqnV1TV_U{_VCYi?TLuJs^1-0OO6vU-7Zh7r z=@GMD$6Hy(C?rL1c@hAN!n^@1%t>Y~D3)u`qHjaG$L5gt!x-{1>;Os+fR6xLvgmR* zn}MoY#8BF#+}kk&8tm8iw=D@uTFez?n_-UZiYRu3{?(djXSI{+Cu@0`kS5$3I_IFq z3Q_oymZBy9x9pNBrYbR0>}1)*{9(vP2Plohu&CxJ%m5|E%8gHu#DG~}i;+k=Q$l{HL|I~~ZY(*vKDj^E()9L>shYa8`Q&GX@vBGXsak49|` zbE&)r0IG*Sv+9QHtPC)NOJijT-7_4upIYw2?u`{j9(Ck62MX-v*W$H0RlGB{d#Pqz z5&t;sjRzc>?sKhgrvaM5=RjOiug*$^TdLx5$aw=pjqjJtRxA|_d4cZpB?4!IM}K%@ zZtRmkPZo^}{YWbRvpzH8(#Y!j@LY}rz`@D}K6N5d3sVYYrUI2jZ4Edg8TIt!t-;8;hbW{wy6EQe7waQ|`5?~nqx}|7 z;fVGI8truGxx9+v_fOgx^RwzN)N5wqMoRYQ{i3>;&WSrMsPn`x!=ouL+ zFBU{_8{n5PaIEvU<-CdR+)?cLb3e^&MwG&aMDoX5hZF}(U+4o3M|N9J9cRMdMJWf+ zQaZt*C7rj2ci5oP=y{bg2L0&7t~u0OJEB}PtTVeG%;53WSBs7 zzI7p=V}e=1ww}oD63f-k0GA!|TH#PBbLIBz*fvwPm!=1o7%Z%YAw>yapultqe2fIV z*lnczgiJTMwZNrlHlNu-EoP?+K(+=?Ifxgm;l`PM?o@OsiKvL zizMpmKAClc5f1D0wXCeF;zUzMTjkDG0lVSf`!`5(0?mIL@;Ty{1GAadrF|Hn;gjU7 zA)(&9xh#u%{=_^)Mfi@74+bVhz1Y+rwh!l+%;AoMN&Ay_tQy3xS&6c&;8tQYol9Q3 z$zVdderIVpHf7t>X#3>Py4wD$O*Q}3O1qhzv4vELQ_rJ?c!}JU+w-CMITwxI9$|V< z+^s1Fl$ftVe_t#WtX3jR>=4K90M4ca@5jP8dj8C0QlQ*Ce9Z2ioUc`sp@y|4>5kbd z=9Z=g^)lgkg3>no*zVqJV9gGc!Xo3wA9PJ+NcNX&`92qNZ+t<`oc=2zbb3n0&hNDQ zIC^_!zivBqITBLhjj!I9X3HTyC+tk0I0|nDM#8E2FtW!^xm-yPE7D)WY$VF!lpPG5 zUJjSO=`#S^B6)wl!$5vMVn%{vGD~4#XWc#uSNgQOi|NQ^QMHp^$WMVtQxi7ZvNHUv zFt1l6x9qRSVlB+>#AM)Ab3n${lePq<%I3EbfD<-9?RnRaAtQq{JxfXb#1~quM>uHP ztAPjJT2#UVb+~p#Vv}bLiwGcv=(T%OvP6#kO&V?rQ#H-h_Klrwz#%U-z50{!1XLnY z@s$?fY+W%H{tvIPb!mO^Nl{X{LOS4mp&qLWJ>z3knkU#i#&)9=tm!FmnFbxmtfc(*jy?N+fjbSu<(bOp>XdNP;~=Kls7 zaX)+qzRFfQ&F|2mDe0T+ioHx7pG>7Gfdy+Q9rNhELJ3^Y(ey<{ef<7$-KMOME|?nA z?WO+B4;@xKii&M;K>Ucl)~U{BmEBXM&y&Fpq;5P(d$#IX1fT^Ji+t z3XQ$9u%Mw3{S_{tBg(m}I>nx^fY9Il)i=6gdNh9r^TAPHzS41ZrE6C$ue+9)1EAni z0pEFO4b(+vB>lC8CWIQr>68akJ@M)P!y~{AE?s5xxZ!iV_5%TNNtSIy%=t{D&*X!s zrHRKQA&%ww4AC0j4Ha_vUVCbQ_5Dv}?f}M+S8ikqK4d^02u2>8Wra|3SMWw_IQ%?Y zh&G8~jY8Y)~6T)d^aLo5|+R!bQ~SuY!<=o2S{pw zx4%Mo4mKhQDMp1oc^fW#3B&HBzy9dK^gMWG z4i)4iTub!HBI)P7@*NWP^Ze8sg_@FKV_1h;@ic8gY!zse+-+8mqI}=u@}If1U`4T{ zCwM@&jxz5n8>lu^H67ze>ZO}nG9n=>+WezY%w*xATxuFy0!eBM1G_E9B}{((@eo10 zHVFcMZ!Ub8&V#D&+UO1t-hdTL*#~!u*J#`MmY7fC1{2F5%YqwmI-Z3eXX4a(=065-|7!EPD@)M2C4V@cPcb8}^cBz?&SxzW3`ac>mF@Q_rW zKL?qQyqginSe(=7CO_X!!?7*9BNKsQC;|M zeA_w{1N&cvC8d)w8&=6DjI1C8w~a|zWk=BXCuDrKMMbK0HT|=+PpS9@UZ+=wk#VZ6 zv3_Z`m-ZJ2*ZIraMJ}oepKSlg?kT)39-5GebrpaXCWOpjnwe-7n&N&OP$-nx+);ZC zd7C(XNC*I=rsy@PDz3;ojdQQo;nOL-IPMKmL-UAdwvaaBU1Q&F8b9fwjgeghCvE@eLYj7!sX`G{3pQDXA7}ut zxHpvKskiY_Kd$>V3FMYP=_;t^asQK;^WMF&^V^^|+O2D|LOv6=Z#lRRID#U%OEyN& zKPnN`Qg*Mdu7AFMQ;njYYyuq-NSq%W&>nhl1-`lhassq0vb7*IE&h2~md5kn+MP`B z*7)0{woNZR^*YzSyRV}pPK(f~EB?H_syO4zL)ztx1UZ8S89XL8-dM*XN}v8{tjIB$Z*@8S2iizb7psKR!=s1o zUdIpiF#qA%$X7-y>y&X6W7L6(EHDTK+e9@MN)tihA19M+f%{!Vr_mGDzRA6U#O)eX zW)_dmYSuq{7(2Bz4QXZ9l}Ea}onqwA=|GSWWK|JvyNp* zdcppNZ9T`*#CA^h5%8ZjMd%H=20oYu!02@LS6}cCan!o`f>+ia7ILn(rW~9yqw086 zyZ6MS?I#O;H-4}BtoMU@Yv8fhK&2w8Hgp?9Z-)vG5xu4#^x)HkNb`l~C$=aoh z5>c6&SsFYqb{HX`#BV>GFhOArm#$s|UjZp)Qfw$U;a`2JaOyMZr zirZMxV^txS$3_Q%*Rw@?5x^?1ZXebtwfQtm_=gXGJsH}ay|wOa&WK(7Z;ZnC!7WYTEN%a8-umg1wvofk%rf6sK~aSjNrN@6se#i`@h?)3 zTD(xg$Il*q{?s5^p65Q;rIFHCGttbriW1&6wRxf(2aB@`hf&F0=O-_Vq!{1qI}9HG z>fu&0C81+_{*Opwq$GWXtLlS*AU+M}0rYE2a=(u+tj>~eo+oA<20eb59`7S_$qu$a zGj;r$bG2{tEPC-SE{x}+8|nwQNshaX!YhJZ-7t#iF>M&PwUGDUsM5-a@qtR$%{cQ) z2?5Qy*(K2@u}|JSAQB?2=NzS)6WUzia^4KP&yjO_>uTG0w7;k`z!5!=I{O?HO1UM; zKeT0Gbn(3K2F?CgBpc*8rD~BjU*n{tQZ^R5U#?NinaR(uop0o+P5?=r?D53kv|?%Y z7a|%9s4i{=JwGX5?q3@1BzY4U-WQx|NfuKW7x^A4rZGUWyK5s+rxA7YRxv%bNbj$_ z@KbkD0d-|n1G7)Iva>JKbXn_eOGM}igQ9m<=0l;sDTL}gmCE}=RdS30R{K=RlH6R= zN|SeuW0XAfRpj7(F8dg!%|qL#VcQo1MbRNsF~~{SiQsU=6QkW>NxN@zgDc%JJ2cOX z-Mq~$7NuBL{t&F*wzuqlBOSF3KU6bH1>^JXArO;s(oa1b5N=`?b%zxaC4LPAw+VH%fI^ugXNdE1eZvJ zukQ(`u|CXV`VUWqBV|bDt|MtkbfRsbAZdORTZRzFMZY8=3x(eJ(Jh5^S*`5y)@b)H zAH~o6O06Qtoa)_7aw<8(^W8qO8HTBCPJjCO$!2Kz_MGs5EWyog!jUXq?0#(qud0sw zEiA~iBQvgb1_tpQfR4XdfPa-UM)%zIu(z*}%IqEOoNu4eS)dHD+Ccd7js5sxJd zhFCHl>BH_a?(gIgp7#?S%q%_)Xmlg|y-aZz^UXj0{o5&~56!H~Ml6qpG%6-S*GY=U zM*hY8fh}2uvaGl>igv}3-D4OtKLLXqYaf5B|JOvP(^}tjTX&tQE#&LOSD4F9rbnGv zG9a%#E2~<|0I~!G#T>!*o-5UV-ThK|J`8e#)aBG(N3;=YZ_D)jL#NuK9Ak`mDzs*em8F@{6+BD3NgT=E zS#qr|g!YO)76mbtxHnDb!{zxhY!M!>zF~6SU3XPfWSY zecbSm<;H&u>I9mA3X8-Eyp|8~9%s#W#&HJv`#I`pn zCB7l)u~uxke^HgWvKB>Ty{}=<@#~6bmbq0!p-rvdq%8%6#(I<1#rR&HmxcaDAdi!H zPQED|a$UV?XqfHr`^KsXXU88bi#pkQ&#>w?G2rS@igFv9Nu<{5a5x0 zwIp$>QXl3(N`K=2VWj>^imliAYGg2}p?KOBxbF&oum4X`e)Pzj?-f~ zm!?V|oF8YD-jsIQ(@l5$G-3i_r5_a`W`FD}F58m(Ui4WtquZEK+)c*m{${OgP8Hd1 zJUR9vHTj%<3nE)9Z}9#Vf3sPYp4af{ zdrn6cQz9mnO??G4r;0u73#0$xZKYCEDbSr?;5dO{jbjjv;%)v>_2I)z=oTH{4VMp# z+Lt8lB!x&y)sHslFNqeJ^N9I-sfjF)nxD0akp5SQYe-eG2LugAJE`omVM^qvs_w+I8KK+ z#7GFUXtAdxcAIp*|H`(UzFOk`LYyC26X0+YYR#vE*+O6cWzL3^Pp69K%M1@um2P%{ z0G6SkqmQ}SIU?YgF@w80u`=h$RlcIR{4dD@Q&JY6-e6OE7*8a^lcStC0+86C)|COQ~}0WtArQEV?w_3 zDA~OlvHIyZ8^o=%WIH!iw-!#kKBFPzBBx}@!naZdIDW4DTffo# z8?P?OS)g+Rni}f&T8y&)?(4~Gb_&@AzAjT40U4i9SG-eM#QWN=Sdto=|1)aK^|2Xk z(p~m{czlPZ3}hS$8Iz^F=*cg}XM?`t`B|TbMSo(*Li~+=N7HA;%2SH(d5JUe&RdCc zk;83dc$X`!`$t2>Ki~>ySW>hbC3`EQyu_{ajmCC?uQMO^NuuE+w$sT`>EY3X))|oP zzq+BOIqTlB+0R>iltCkG3T0{yvR$Rd#`Q#RmVAdWRsbLdH(HV-j?h!ctRQQW3z~Fo z9;!UBKS<>A?qB)m8`=S1ygL3~ssmrxTi}f}CO$tXvog}wq}B>_;D7cWj~>tU6=l0V zTwy`}kU9&~HJKAfXMniU)6~=q(P*nk)K{GTVDUT8@uc4eEAwxsEqN! zrQ@j(Wzyu!=jaL;#@rbl+OThgVRA52YyXlnP9gW3WfH+k0AGQV}AABkbc!77i4|!g?X_`OmhU03!O|2NU#+FP<|?jCESjt zpEaO(nV>3ew?!u|*F^OSI|kiiyQk`N7sski2ag0xjh#0(?8VGJQwdrC@!DbXXPwN?d9hbHUYvDnqYVHAoPRb!zi9N$%ddAn z$8H|80)pXwd(qVY5UpihMGHR#)%Et#=Dwxp3r`k`U3&b*o1T8;YX81fI39Vf>8ktm zd7IQ#g>C}*&^uLCymGeZ$AFMaRyuKK1@G#TATb}biwn6!&Wd%lZKV&%7T3rTs|>@o zcO3j^K!ReeT-3#xa<&&!jq+s+3zBLWdp3)Jv;WB~t^Cx#St)NEOz$7!*q>aX z39oGSt#k-4Gl;6TGv-ST7pBy8!-jKmOtAczFyeo_2bUYRttRS%<(G1a2qCl_E$!GhFYWpVGF35ibtmD-HKE?Ky?_?*!1u2w>Ru4mGou+PW0hSg0S+@;%UGIYqHQN+%MEC(X@ zJLEg*LmFlyMXn|Az~&V;o6x>YMyz>RfF-`WZ#TT7MJ`C2tEO7g^K6IiWdwV=G!?BV zb8Vre{*^QDY-4|~v|Y!yJP_c|fXbjNWilr(AD-Ah`=`(CXBY{9rtznBi}Q)wF86<5 zhW0$J0hLQAC4nRzLho~mGvBN`X;`@O`#;!G8}}@@cVB7?x0)I7%Jm`Fd#iVq+$79N z0Ec;d#@jO6Ny8we@T9DRt}FneRz1g}ehK=zq#aXnm-Ko>TAc9#uZLh#)b}8Hv*OcUHM$3(bO}nediTIFIf&N1nc=?6 z8U@)fh;t%j#?F>fBKZSJO6GHA4fzokclzexZh~d_qK^DVd;(}G!CUX*z@oHLRmG6H z%8jUN6kb7vuzWMEp3cUZqFeM}S@TOVc4zPvVGegias>m0yhXrQdf=>WiFZBI(UIZP zoxxq)!uu9>^D=*`pyzgq7rXmPVBJ%t5?+cFzI|MhbTb?biGNhNmD-c1?xhaE^>=RT zK5&Pa<$-SEjmFMGC)28{chojebVW&e=;i~4oT6cq{!~R`UFMH85V@JQ%n6Q{Zc0`k z><7Bpk6_4_d@f-o2m5mXU_5r?cewxnihMuL?90HLFE7Cgsn5qfBlY!id2&`%ISxn- z?p5=_S2TDw;7P4dx+0Nr?-#T~IygPLb}a{EnPozffSl5##u9%u7}6)oD#CGVROOEg zDyQD95T7aJ4W7?r1W-~CtVD{usE!v(Uy#FKCK}<95rG1@|D`qVTdFAZdqDsgmFwe&IC%sPPy=iOEqNCq{ z3&Ymb?m=QCWntzRWUE81<`$3$fV7XeK`~o#aDDP%H`}VmIK`_})Cy7NN4O&%wm9iV zCZxkK_e-l(k<7hV1-O?IPWJUPu`zk&s6?qSMIkSX$qV66I+9I3!525J1k0?y`Ybd< zB*F4Q;fC1-baj~Tn1{!i$AOR?GD>m1sluFC`z=!eNpg<#O0$vImre|wXe=1K^wXnu zfFB3H@Z->WZxw{TX9$$_-bjb93?x`CSBiJftcDmD_A~Zh5kzRr@sCo#PrMD z;>z#}Ca~neCp2R)fs+L^;5oM zY<{Py0DK_l)73r>dJw^%>nN^vnPLD^@$1upKBUE^fc6uM{v2b0f_N3MNX-X)a0^0C zWo4D?7FX_OnO^{`MK0%BjZ%oCSW99$ud~wGL5zOkjlVESiiVt27{nY;U{Qb$D2xqZM`9`ZL9kC0esf}& z5hqfzwIGNc6D0Xi?k!MF{A<1rYVMIN*pSuzgIe(503w$;Gc5%lVLL4pG6Bgn7FHcD zrg(!+FpmE)>r`wc@K8@s?xY__=M@;Im=@vuDm@|;5B zda{r=4Q4$&Ex~3MV_t?B_|GH{CSbF)0El7cjtS~Xz#IE=>kTjMUvnB8L+V9y0#T00 zngy6ULj}3yLTk5y;pOaTQExQ~(?$x>>UBdOCp}HwL##i?4N* zL375R{{)nAsv;8|#kgF0wihGN5vVJSXzH?EzG{3;K*$IXVpucL`Z6UGp{+wNCoMo5 zG^bdqH#M1WzR!Kcx@2i8@`+-MNJrjZNKaMWAkDmz=%t49`5;NUK$Vrx4f=K|?$5fp zC+ja`>gX#V)N0}UKt9Dhw=d5;Q~N&G{Q}pzzPf|}7Ag=2n%57myyST_pB*wlY{!Ul zb9LKq@KWu1w?P}ecDf8K}I zzj^yh$o)mn)9~L#k2Xgx&*k(el0+B!FW)OFMh|Tj-1h14`LX%V8t2-*$xJb6{wXSAzNvzTbZ zWlIa|MAbn$rjK<*{W--2bo=i~d~)Slxw;xX@zEZgCi}9zin*yy5;glrK$1;X=^EUpX8MUcfI{y5wt7@+nk;nWih_SfEOC$0W(kNoN0 z^V4J(@L%I?t7)TX#PaMmgE`kFp->>Jq+D4?Y(6BL7UM6vb1{YP26Dp!iGHWkpVNy=T=L9WFI2W>8fYAGU!mQP)*L>qE6k&jw)BOrbwy44l!#4t8C^*VNK;kwy{-*NA*#)HQN!p zz%KCT;YY8;_W>or0Xy&qkflSI(jU;&;u3g!SmBt-v5*ZGFj*V}$kS)F(NGw zWi3iozoScG4pP4;!lXj7R(9Jfg4MbArLTd_0i@~je>Gtsp;(Q*jE&&6s>alfo+fuK z(#{&?vS_yb-ol75;bF&etW%p5;X@p6l4G%^B#7F!CC|nwx^GTz&QtjMtB+o5^z!V} zAk5XU)*e#PoRfbBYGi4|an^r-?#aSnzDMu}92rUTpSm{^!jC2rND$>3Y!HsJ_{vk# z@N6Jyv#zylW>DcSFLL@x2VX=2lfI9LxijOir`}`zc+FH7VoBf@$u9uj(S<4}~m1Vp_7Rqq6}x%)7TsS})8Si`Sh!Km)vZ;z!H+WNi@kG8!p;4u-?HAk|ckxt-3W!=b)-+ zfJ8IaX&f{>FcoYZ6Nt1HRpTZl?_AYV`@ud`cX(22%$!WEN3IqR)dQ-21C)X~yN;X| zPS-9w(v{gr9aL0`efqDF()LJR9SeVNly-5DB3QBgQkK_xp|x)y6Iog{J_JC}%F0?Q zEjnCP42o`8OPQ614xHxKK6q7ZIJQ{D#Or4?|{NenqmKd-~e3MdRJV`6ae{mkoN?!N1=6 z$vsFQ1xE&pUSglxoi1-Z+;JO$s5-WIP|n30LxJ<_P>W!E1%yWcW~o^6LsgKbSuT4@IdE{^s?OHXdkG|O8?}AI zBM8!&Qdl-v4k#O;HrJZli&j`F^scu@1nnCGyk9^ocSh)q%F{OX)@}%S;WGnWv$!AE8rLXy|)q zI=$I8JJEuTy}dQSuVsa>*5%5ViQlS}1ofDu(N$tQxtJtS%<9OWU^K34f(EN=p$-4v zitJg7bV~VwD#jTD1|z)Kb<=abs`z|ni$_SJ>Ql5+ug8sOQtwqcb!OD+mT{e7)tj;& zk2gS{a${w4;8lBbEvxeLJD<0QFh)2l9FQE*{L9+-RV;4NypYOl^jLj2WuQbS)SL|n zwg3uHPgq&_ZGUP#d{9-cLsX|;PMoFG9yH=V%|1f1dUctYhP3zj6Y#n;Z%1s%?|rg1 zkI+$rl3CbFZ9nzl$)CHD4hNB&X1NZx^^x(M(byk@rCWlwTjjdveyj75%^T^>p|j419sQ@GAS{Pcn@qpb`B;;sUhqY+2-dAReuczU&`Oa%3>l`Cw-= z{tlYYS(49G*vxHTs+1Co_1DimVMoRivR{j|B<@Q080Da>!Hs9sK&E9+a}REZqe|pH zxx9|g4mEyajyU^c(MRgwbq+}{rhA&BuH4XUb1nlx&BOsedc2kbAiQja_3-VqLN+N| zcUhP7T+LX6QdyPWRp(H}XLy1oOyyYMdPDh-KuW;DZi=V&2cjO~io6i>|L|6WFL9d^ zsS#4l={O<3QIA$qy{H%k_m%(fP=Int$%EnL7D%aHQFjTl)|zVmN9ZilF_04dkv&lZ z36-T$PKHKRWSMH=76E(gN_2p%U@q%)dUiq=>IZfcsvl4_(G)i1+BJalncO z|1SZ2^9Qbhd1geyjFyk4wtCm6ap-RecMjJf-&|nSb%^u*E%_FihxUAh@X`;5AFk4D zGR)a>e%Py|8keLJs!&!E7-&4?Vz<5_Sa9UPRUztHINMzJ&K^@J>E@uX&f$5*!aLW!E&ZOi`9>(VWt%BZxpyU9y#i!doBHq3^GKLWeFg*1B*CQ#- z!k?}LaqtRLtc^7xOsk>tYcNU*nMo?>WENsHK+9*3U6QCMF zHyM_S%JSA7mUeNK{%x}}ULk^7um`4`Z8A6bd--+bRSyr&h=n?hz9C3oo~j%%(-MyD zfuLbdozWx_=zny-lB-n_WOI`Uz$W==KiHjyNSVU@C8g`#x1a~RaWdaG+RuhTqz_Al z`7->5E$re$%P(zLh7Dik+~MF}de_N~m2vZ?(Kj7Q@@AjrD8dC*K(|?RY#tg;?<9#% zRC{c^{(7&{2m-#qBoA=U4SHbUhe?S5SmeV0my~A>_P)Htk0{ehlWIdf0rM}KMRy0S z>{@S+HA^7<+@=@_TMQv^8m7t5M%Z2k`jwT9VVh2xyZeynUht@E<<5w)2FI(Hfko|{ zgI7}9Nj)tYlB@#+*G6B!X<7g>T>=;%Uas? zdhTzBzlnaubuCFW)55fNb)dFc2;HaMR3&wH&ht2SK&Xpzw|BL7aeMSR;}3*lAu-8) z8AU3`FGsg+%C1+Volh%k28I zYu`xJXzy-z_Z<(?;VF6n;8R>Rh5d20OdmLWsY_Nvsbh4(3s>mTk`iWs8M%Bg zbBRYzYcSR;QZ1VVytzLvbRp)Or?!9R*_V>w!>!#fE#;MZZ@Z4|~U# zE~}rg5fJ?7mirGcsj2!bE^YR*>21nf9xD-KUP8mK@xWRuxEtlHkTQWi>^Ekep8|v@ z+q0Qjlw6)%3J$^R&#K99LNjHTl8|@7uYMOu0DE}T)dgpj*UC5OGbm(1w6b)5@W*|% zwl#|<@fPAV_RpyI|J$+h17Z+``(;N<79wc*|5Bem%kGh(uZ)fXVF`p>(*o5 z@gFd>L=xS-zmIvU6@l{bg{cD$1n|>}DMpFI$R;h_@tlG2M5Y<5U&=IVUrD08{;dV8 zUC^_G=0o4I`Cf(RXV77HG?wa@s%g`RpGHzyfXOj)Ep)0Mq1=3QdQV8G@3 zc{E%T{}8Jt4?jdTcbhgwHM>GD>{P@vSaFUnej+0$=nXwMsxWorP?smMwrQWhCSmi|C5Z+xujUT(0p^NXq^ zd}Sj#;7VM}cFrUU+EszxEs?G_vqygf_gr1tn6sv3tTLG$@D^5B1PP4Q=!=z1$cAk> znF-aDoOa|M9GPghy5I>uVUGq5Zw}-J{ApOtmWBH>l!8blaRuR-NJ_-bcBzM?nqB%3 zQ@91nDbDV92v^$Rh3?1Q(yI7}j!&9%gAf;Xutx6O6Y?T4B*)$VX4%wr%d?&Jc8#xn zUWgf8XXbzZpB#;vEsC$?S2MBv*WBTEOMi2iKu$0v`7GV&Kyzu_c*Ad?y`_{!?USy6 zKzt5`P>We~>a5U;nH$!W#B2e65UNeQ$z@yffccsgEJwXN%hX<#Qd`3M(mO9J11$Qu(T{Ih2RbymsbkAs6H!C?eTb^OV z_3Eo_@oH#v;ACTE2Hnuj_rs;~)nj@imeCk10^7}Uie?=h*;u3Sp_y3z^HYrsBog8# z_f}&oPJ<&}zUU>Jy5Sf6;N0dBcEdnvtpV9Wjv*|2G{D2{TY{F#ZZ{Dy=EvvaePDTMet0RtKdd700dggUexexJkYnt#3O z(xEVnmj50C?D`ij3sX0_BUwcgx7-m=k~M+lf+EgZ@LiW^eY=aOe>>#hqtYQw`-q0s z6On(SpkfV?s@Vd_gk3i!&ql`j*+=};q z98fi1Y?0w$l9H2K(Kfrp_BCMg=`)T5=wQfzY+l$}T9241*Z*^_`)m+PfLHmuEeEkL&lno3|7HusdVg0@2piZ`1Va z5&bf)m_)Fb8e3)~6Qvloe;7*Uu7aOu;6VRS+zPJjek=NwhHJr?T#x5E5H*G-_c4ERNNWha(3q z{%&_y{9f?EwKg0SywbSbo-1+%td%?#(6fdq?n1&*Q2itC75~6cgyPL*u<*05^5x|- zp40@oU+mUSthq9Ng@2N9%hTJYtS06?yWGBmm8LFA0S6klY|!J8Ety%wK>+-FBEq#* z#hr5qq*<+B{~%Y_?78epsovK1VW`ZNfqZ3^{TN1G@I`z)X%Paw242?#b`O45S7L#5 z^Tyv-6iwq=$`?(RZj%T5z0HDkZX3@yE6SH~p$QvnPYuPlIwEf$?VSRGcO+dqhMKI1 z>tEu;_z~Io)16rqi?=6S0d@PX(BxI8G}SIsa)Ns~RwN7EL4D37YwfGImshqJ!(HJl zDMnKwzr%%l1Kco*Xtt#x56}9X8NJhZ>b<_DGI*d^^9#QaAT0@cQ0Xxd$0M_=;+8Hq zrC$x=Hv2|2_u8FGtrVGV;i0kj@K8T-N3lPtgeuW!%-kZg5{5;Bg zQL5rMqb~8LhUUIbwIew&g4g4sk~jVL?Q_O!1^PS^Cbn+iGr&|Cxe4zuj%x33p3wqZ z=73A8s(0J2e{efS44T0`sgqya^a zj7#=#+(2MCi#cYD;VOZNDNdv!|JLs?&d$d0raQ4cZ_$I!)8gn zySZ+!JC3v;BxMFmD`B>0SW@b6 z%z|*-m)I`&&H=im17pZpoXJ|!j8}*(gKrH>?tA>iNCWh)nGbsyu%*=4BozDniGYM9H$}2@GvB0M^qxEDtw?s(pNU<13h#v2_@sU{;Sl(AV-8k z zTz?-`JS|-TP#(AiuT!?!w)RsxPV48JB_D>cwus3*zV|J8t{~x%2uar~cyzVDwS3&A z@!U}0t9+>d5cA_9P?c+Tkvo6quqD9DKRo`IQer?f>bjk0RyPi>lIKw6TUg{r^>%$% zuu;b*hEI$w1k6dN95_cgB%Dwsc-17u=R_qBV`8`?=v&bQD`wkm_fihZYeE_aKOZJA7UqY%9Bj(KZC9@i2f%iw%RISYMrVuGl_P#5MGnFg94EoS0>#LK0y6|8r z(MzeFTkRz(p3{sU=Yn_t;q}Z>#UbX{Y=Kk90WI|=|KGr-!@ZE)*zA)7ZqpPSiC6KB zgF@SyxU{M5v*T?qmiFn#cX?p?O*AG%)j|984*Z&T{A~ZggX*$x=K!g&#I2UfIX=Oq zNuXkZx`z=Sef*gHz2!3m9`BA^hq(0_qg1N3j)Dld72vU%?A-FQr@ptyxpbvd%2wE9 z1r|<9^d;_Oc+GVK|KXK4$CfS1K81r3Di@Pk#1+Ly^vtY}8k>mZcA~*lKqszlLAEpJPz|Z=Pu!kjBRlgWp{aMMHeC|06ylHCc zcKGT|{S#JB{t}ZsnOO%Xxyo~Bn$k~E9g9nE`QN?z-m=r&L6-InnX-`kUWF7&bhzJ~ zeHX{EHOo;!ehkX`uCs|6uafDk$sDY?jpaui2#o4mm#~GMMP^K9`bz*txpZbt3ZbWW z32&Tr25FGQE{>ZKz(`a=Mv#`adxu!BW5;g~Ai(6txvVr_893(viZ3%`x~zoGd%HM$ zJ+91lpHY~H{Utl%UEVL_wB0$f(u?^mou`HT$^XaEb@)^D|9_GQB|^yFTeb=}+cmn@ zwMW?_WR-o3kj=G1T>D;o&$2SE*~K+78dh8)JNI($=Xbupf57A1>)hAt{eDidM*Ao} zUV34nL|j=YeB?E#!Xf%$A74^O&YaATi)9S^l3rdw`{i-=W|5Lh zvWvjHI-09lM>VhgJyVG2HSAkEj{G~In@D!{yZP=ck?sB$XO(40&%N@(MH5sRau(|L z!SL(zRD$nK+OwwZz5P2yt_mNb5ns?0R3z#0IFZM{6U@0Dz98vdsnP|-Go<7>XOE&X zM)Jh=9P&FxSjjYHp545*KU_yTLaOmy=4uh&=86YTA!4_DIeb(G~O z1YKHh&SA~x602fr$G6HPgRY%l`?;UCxWdpe*OA7TcIRd3M(iV_;BF&f7m28T;7BA5 z!c@S|6{T(pRG*Z*4t_EpFeqN1#em>wVmQ6N3(DyK*Pb!t#0UDpgiZV3xuNKBP1Pme zFSVbbbMINFnkJsG*LR^_abVg9HnC7Y)5_eeCbgUD>`lUtwP=|}`OtSS~8Uu>T?-B@h#KjS*B;*|%{BavK%)|-|@2?n&n*$F_& z8sl1c^WQx}v}OL?HU}(+WA#C=W*0Lo=Oj}68n8saAiXNWq*rMx6qt7t*bI5N==+S~ zFew!bcSo(iOO?Gvs=nBBshsSJXv$E7@sgR%#s0?T|HwLkyT8-c<(d1a5^w>|oU{=> zis1zLP$4g1^E<=VmYOQ273P$19d*9`j5nIr(S_VKyNk{jSK-sH6<#8b?3uN1=^Eqs zOBR+RWN-;rCe^W)>Vi|N{ufx}9#ORmA~Tzy>>O|KQDb(swoR&bGJh-dZ>apPM8`eb z<^HBC0PPsc@Ju^51J0^lT*1Mwp(lGR?s5i3){?THR!ha6dfCT(m^LhV%W`A0SRm5p zpmFv6Z0*neAmCHZg{=&1=mb>QdO9P%hXf+g*aq`macUHhIjNMMa@o{cCX>i4WHKp!_%eOW^Q5_5amx zI3lc91Ua=B@yrXAhkB||*~!#{S}j+yD@QZiw6iXnXF-fN++7`auGAueEiv&>xMwyx zuH@pVxIv%#SlhW%4#T%B;(%&=8I2LSET$xt9fQ98{DBzC=#2Wo?OVjD_^#vp8Ts#f zMCjgh^1R_X|7JBqWgV@D?sTKNx%T^eDzqyE|9w->WS6wFh;BEJq;&x?-8|gj{no%U zW?`OZqoX!{A~i)trB?htQ4ii`-MyddSqxO&&fYan~GbCrqd3F%n-qoP* zrS^F>FEP|f-^*JiW-J>CFQp^u?*y*1st+!Ms^_$2nMex%zd-bR(TPRnE!y^GP}Sd|F4dVlBOB;D zuCCV>9Ff?hC}mmV#&z$d?Wf8(zWw{LOBEU;pPBFKVYopKS*)o&qrcfoFFiyJUGqf+ zAZ_VYRA#a<7$A{l?`W8qjp@{S_o+xleh#PyY*?8^tR}o5pT^Xzn;mY%Mg8D>JablI zV3CaiB$OJS1^SEzDeh=dDXzgQ*kGo&jN~ujFDb1QqXzvm%P=b!XIS0x1zCzQlY|S(_r8)^j zL|kA2DU_r0qur0@lG;96aps~Dt;cT&L>8!EZB)C^uW;SVnRhps?H!<3gy7n`_y8W7 z)%*CM_VT45C?nb$%q;a@ot|j`SQw@ceaQ$bML;NCDFIgjp;mko^`m|v=RC&nu%*S~ z9ZXGCIi(_{+-gtEgwjlZ<6M@}llNMZ`It~+cLVIa#Q%%{6)J*yRI7AW&|h65&L4HW zo0Tos({gINfNk)nae=n>I4++JGmdepKGr+d-F;hCk?ouuJw^*kUAXZZeM0&<{ds)i zZodCTqY5CkStooNrW^P$M@}lhTvTD-u_h+wcSYR6633DmXU1)LcxI7WvHkZ{D2P;N z|BTn~u0sBI?~gwZn#=JQ?DV9D9<%#99=l@}QU8(k?*(53`AH@cHVU|{~Kj@EuKG{^rIkaa7^>vX}CPi^JwZ%GWn=j66*n!amW zMdRd3o{!na0T+zFA74ehRVDVbq{%0ur)UXt?lHwLb3b@(Naq_}q z4`9AwQY)Cvui^gBH%6W1LdL1xUJ1FxTzp6spiZvS-!X9*@0X#<>AHdbHoF3E-?@+5 zYH|0Ev7Gh(c!UQEyhnE`)n0sR{?1Oji>l7{F3?6NMV^i|$G2vXsjosZ=l%3C+Jt7nn#6nWo z)tw^Z)JxPN`F;K)dljy2wGpkuJgvbbKX0aY#o?R^p;;`>?pRnG{Z)NrDrkeI5!ANZ zkB(TdMpoA_o1cKwy^t@-gk){gD;I>$8957lJ3iZHPaD9=jw0ks6FEGX)q>U>+j|uM z*-j1b8qn{G*2h}wPct77L3Fntt}D}v-Tqi*)-KCd8+%Jq$5fdYDygjyG&^KbF|uLt%)Y8x=*V^_PEYJ&>{zMW$O%_2s}yqtb9i`&LFlD1lav)y!yF5a zGTErAvA+^cRbH>{QdJab`EcMTl)H>YI-wM_)$zZ`z+L>y&Ij}{9bYVFzwzx2J{qMo zdPyx0`ubUPx*M}XTi`Lvjk>v;nm=2fZ!*R-R)xn-p9%zb3>aST797X^<*4uxJqf86 zhv#x$Z;?e`X^RQV^?ewTu3Clrl5IryV7{mP-ue8hhRJ{0a?s4ioptzz{}YhZy8=Yp z9@CgwK~SAerBQ&nMX~6$m%+L9f7dN+asy)6| zkYp?^({r-GZkO>@*=_P49|%MhKjBVNID=~yQM)1wAA>e}d#I7$`Lj<~RxV)5fSKL$ zFqC3zdkFF9eJAkvowLlYv0giEDj0E#1yfz=gDh})W$F>p+F0CTabvO!S-uyF`lk z(Dk4*d8TZ!g9C~NxF%yG)m#5(5)!bR@1pO`yIJ%GKLjLegie&v*sznwk8AWp$-6R+ zyw!+~l)&k?(Kv~xTzaLbm6?Ub7L0<9hQ}U)R}P1zJJYiPzqqT#H$((gHh6Qbi-%}T z2)}0c+863|%+)q6*q>UeLkxB>(PSBuofMNv4_jOjJ+TW))ws#|EGX_At`bz4D5Go7 zBrcJOuhixJ9Fyu7F2ixOU*31*R^BvCKUDV}537j{^CC>!j^w`bTW7G>4`TQdGXXxq zA6AAj$=C;8zoXw4OxP_Ue{NY-bpu>%`ok^MYUz!D%|EAy{L2+^wrTmuEWBl@dv^|7 zYx$!rJkA8NHCvkLvwpNwrzl|RK)LWU*hD$QVrnahhN(~!`pq`;^n7zxhiCe4%`ws@ z)-CkR7HrW#BlYO_x6j&I%nI`GVWz5}!WuF5O7?cR`X&wg1S{V@3I-@%JTCP+Sf;BC zf)599>PEx9P(Siu=3?_Qx`B01_~vB(HF#{4x{{HPciqsH4TOEUPqjA|jb zXTuFBSUh){`yBxX?$n0Ci9xqoeD(27LoQ^QaVcvs2hJC{!#-TPO|d+6%{$lsq&~sRNXi%#LiZQ zu|1u@z%lBe5z*j}s_Hu>T7dp?&5ypJ`50MfA}j*KU|qdy{3`n2|k-ESp0GNK~Q?;}EOKH-;&PD-f z$Da-@lL%rU>2@R3qP?_OH81ZJ_X^6h%lkriv7q4+=4mr4FOVjcqpL#&+}5P6Vwten zYSz^M3+)?m)aPz)?$u&>OmTj? z-WKSY{9S?BEk|haF4~D6CF)n2!~d3qUh#a)^$^$IlyKuFuAW@t;D?M#07OpKT(K(h z+M1p#chVh52PZB25kBa`V`E>yd7>&PP&G$5_H+dE+FYv4ti4iz9?+$e@8|6og8dxN zA02s&UF%X+?o6-xpe$x+Sj^+U`IN;-d}^Fv)W@}?6Wq^f0v8^*R6&DjCW8&8fYxLi z0$;P~gE-feLGNoi0ql#|U11{3?QnuD-sFF=Xzs`e4R&c}Q}yo|CZwp0C9fqMYM0T| zxiZl}Qd_I8%PRYgDA}&fHsRF6Mdd%^Ohc-68qxI<-lI;)toj;4J^k% zEUx<#HSY-M8eMa3kg-`aS_M0A;AyH&TerA>Q;2Voy{@*8dpcaUV`V=_PH=i-Ym0O; zYY>|nDNg$sbo(cU*-wpIEa>TD-Or*ZInRv-xaDz%+?a`~VQjIWaH^N6m8Tj~Cq?_h z7GMF~+f{nRY;s~Z$hat4iG>#T;A?EY``B=58O zM_X)d91Dx$xj0ap0l*b3@2|dKjl2Qg9~wb8yLvo4q;p@qv)oU)zjQh}+$)4MaD_2d zEWB?KTT@io`>@(qy?lm}7s)Fa?F@xhTM%D8%FxB`jh%b@{y8+Yq2wOSS&syLg^f)s zhW;G!7FRY^ADFe-tB+!T$>p9#LkRM0U%2TsI&7VuSYMea${;2bvZauLAxqXwuaJMk zJRLs@tGoDx@LhErmRfk$2B9(B)=Aek(vFId(+~FcX+9m|Yw37P#bP4VU}G*LTBM8* zJ$nJ-4m;>zZ?#U59h6j0tg?ej{O}$;Z<^CjR0;3~-+Fs%S84O)K<%?n&)av}r6$8| zrd=u#?~iwW|2WXC%N!Mq^CudX+*WCZcx5;&^m`2vDsa{LpflWYn zj_|SINb%6F4@GJSschv`KO~oCRQEJ8DoM9us7Yhk|=pcGlW#vw~q*Mf2_&QM~@+HJQ(|G6fzQRL z)M8pjCCn9i^M3&!V(xKdhT>YF%t9TMty1P3;43CdDC?(~9?Z&PuYi@~zoU)z>5h1w zA37Q*!~WPTPdJsT^_|?eFe{Rs<8jEwvSqjT!VF!uT2Ce7cZ0#TNO>2JInV}R363lj z6BDZ|nb&xezf@%5F(G4VilXkjP})7WYh?7qjxmQlg<9V56Je1KuL4!nGTqWW!f*us z8D~u+2YMtur{w^7FsCci8HGtQ{$`-y@_91DE(>YuKe8X8|E%4U^SLj2Gj&?ocAe(* zk&}WR;}p!qXMh^;r!jX$o6Q~(#zkb)l}Fm-n3ndqBJ)M((ba^7q9M8MDnJ+jVtM72KXq!36E)2pMUOVK&C3RX5C*n9;W=(= zHwjn1D_Bn^?DZ>Gl&U;$!|mqs(ZO9&O~cX$O{*7u_5iaQ>eq0&*#4P^o`%?CH^JM0 zFe!X~bbsW&V+IXbuw7tzWTYd2QbvBz(o^0ok|?X9|M$w8bE$CX437C>}p|Xm(_F#UHDyJ}Q~Na9A)xZWP6=@#C34XbmT<>1fFul>J~V za}=|g`p_Xd)GOf~i;)q9_VuP7 zvLv#Y5h<%k4vsDO)a11egUIqRi4;#kuvMwVatdrMa^t%Xel}he`qguB)GDNV8O}LyHg4ufht&k+&;puYjxd5!4vg(5BpU9(qH{ND)I&8 z5yoq+2?v0DLbk$Bja0I4@h-CFm}@k>@!QZN@-jp|;YN4*eR!SlcMJPs;tn$k#2f+} zK9hTKDUoiiBPfzejxF&JHM7AcJghpoBB%sC&}7$lzB6siD$1B4CbDeiPBvK!CO7~+ z-2agcUEWN*_gCQK96q93wNsjo8rA*tQL6$yU?*NmM^*htrXZ9@b&29+FBp5dT=xF9 zD#|vUsA{6W`M5>EIQc@7$sLX~Hz0y3&K)c&N(2B@A%)p$zHDb!n;zl9r(7 zS3pq64W$5fOGg2PY+q=06;2aNG3H&TNAMqO1YwuLOFT}$tn=?}13Y17-33_(+1Tz9 z^3rk34C2srYiX-4A8dF8uA`MdX>D^~kg_f~rn*N$U{|XA)~<`1p(p2HISiS^)Sz6%HNwYaM)G3GfA zqG(AuMZJ*$l@sOJQf&Dp5v~JK1fb zmJjij$6`(z2)#exvu)j@#KhKfCLjdlpnP8XP^vu1E=ce5 zr>vL46Z@yQqzfOm(~-)Wr`J9Lv*uk;LiNOyQM$U3dDfIdY!wcPdK8j=pOXJ5JfmMp zZ8g;K3zo+nNrysilQ6c4KZGDmvBe}g$d(D#K5Em-E>orEzJT$(%6zg~5ehM;aN2R& zwT**$mED7nuvQ`0h+S(}1XuWKR3_H=7z!ZP^e1OHQCk5~GQ$W1OG$&9?h2wc(HDkAJPzG%uyhgUw2?i(4z9KS9?a8L+!NR2{Hl<1#Gv?G84%%HWuUE9D!upd|u2lO}`U`ombHSYgLW!%eT!htn zNl~f-Os;H9e2*b6`%JDt2CN_+7O4y9E(26it>_{U4BL99LxFdpAawBTDmF^V%I76Q3mj)#@E<_AH;4N&n!g8 zwVtqH&(9L%T1zu3^lC&ut0`a2PcS#!e-i;Ui4*!dsrD`n8>RZEiKbrmOCLZ8b5hmF z-)?Dry0hE|@H}?AXw0_F>9vE8J(SO?AK-g;J(eGhzhi!=`qY`8tE)z;Tb`lj&BLqI zNW{upPTDI_{8b+&4ScX@a}f+_%uY^|qTP0=M)$lTs_~0o1t@278kh=crKT}3b(xqS z^R@1qq^Swsc6c&edrm<}7w9QErg*_X;z#4L`#XsSZmZ;tJdpA$i1>Ail*ez?G(Kv3 zZ)?tY=kiP5Qh?yiGsmA(Hpf+ewp^IwPw-sJXLL~$bkwa3^u9yZc`miQzg;8-(ERlE zx_OroMAayJGJL*BS%H@E;^6ul;kdS8FVRf&rHrFP(rw(7Z-U&ErGXe-z+6S(%-FyD z4a#gWLFNZbw~ADscyB;^d$*|Fnp+zWh~O!Y$bcy5ufStY9od??vF41uHImd6Ey`=n za54Ve`62$a{##+Jq>#S!CuVq}e!tqbpvpdwYHlPk9$l_6`|wjoNzRXqQNktvr(7r! z$GZ3X-aZFC{WouilschK2I3&0({K)u*Q#ZDLXl4w*SWVrR9HQzR|yb zEMPx_{3g->r~V0UtyA-r!KyQa84{xa{JliLg``tP`wsn-UmvTgV{r!&ZpKli;{RA{ zMwd?jU1$PNr55V9-Sq)W*Ix^{^FSt)#_TP(w1Zl2q!%qEY<@;th5SnMYu_f$^i|6| zgM}^MscUpuokSFB3u<8aWMj{@ixfvX=rHB;c*T6oUNxKD+UPi&s9>Q2K0aXrun(gp z&H}wOh@|$NRIS-6rZYOOVi7)h;sW0u;qA36e{{$CD&620GsiQ_npw$OBzM2Nq!PQn^JW;qG6ar`*nPLT;R(@Ku4BV8Nn<9JAr(%sP|H!KJ)UoUzepgp1sgpr_W`wg z6HE=cHgaEMzSuMrbAaa2NYKHEP;`+flf*uIsBpBWez|`bhhc3hHf=gn8_-1 zL^MF(m8Yz=nsaISStKed2o@Kn8$_@ExUNjeVB)ACgBY!SMgsN z&vVTy!p!YQuaV^?sr{nXvwv8Vsu-hcs@nQM>iF&D*X*6iT!mmxBP#tzq8`6Iz6pp? zL*1>CJ%MHdWfoVWqa(7lM3BP^209Nj13Wccu&;$GZQ2y$yUQwXcJgY2-aQ}4h@XkH z(Z1MD^QGS6D=SwM-E~ltp-?(dOP_4^7N`vvyRR(vIg)-l-0ipV;CSDWz5TV&pu>3q zv_#b&T;x>e_d|L~UYY}P(r5?rEO4K%PLB!@L>JU>QV3Ui%nW3;&dzCRuNPUpdmAI- z$tv;dXsTY9YPr+JR~Q0hOw4)g-iS{5O^!sIhCwzJ&p3n9ey7@4-Oj%J@b<0!#ZePO zn1R=6^dJ#%c@-NHnvj2XXAm?$igWzdoKgOy+zC~RPydnCRaFCSh87b(PQm=ys&r0C z9&MpN3%+DMb?C)q6h~IAyZ(PFjZ&F=(6MODoP{VVE(^?6@!*kJ zmYXzvs$RddyGmQa^%LhmyCe(1vEyz+aRIPAyC*wh22Gtw2dgsGXD6Q-%+)ry(XoKHnnNwqI1`JhKPsIWNxJ)G%Gp_c^Br% zz0YC8K@#mc9tIjmkqIB)82Vq5B$*_bpXO3OxMhs)b*V6h_IxcPf@n70 zW!M0aJpIR2rOX0b^|RuzfGoG?(7O#8VjKgnX21UV zTct~PZ3)(}dAW4tJMm__HI;%Sj$ORsw0Ov<@|Y}QVB@LN^pl(# zo`>r(-G{ZG|LS-u+#t>(Z)Ov$nBTVL8f46HddEd^R^R$ep|6V6`~A=&52xiiia$kF zM0nEh8Vuz}ycpkQp4Wp9bb=fre`o<2VbyBo?LcxbhSMb3wh_vo$1nFe+2vU-{HKvx z!ygh1y(F-FVaXL!VKNwi-*sWri#75Rv`&Dm3<}IM1&+I#8_A{^;I1R~U=7pZwS!mY zcR8QFta~E2kS|JsdhP%k#0o4Wx`~}uidk=5$0d4tCYQLdTfd>gy%J6eBq^T%@skx{ zd}AKkI8UnGAc7W|*@pT~DTd%Nm&uFgtr?I$e7cB+fn1^B2?M zoD3GefnMV*Q$wt&hOK?kif}3pg=#W4oM0RfiZd4ruTb(?M=T!BC^ED_G1F0Jd-j$( zEh;H8vbRyBfH(Yeyg&K~7GL=;MS#g>_c)-H3iKOo;@KgcCM=On^;eep!TWK8K$E&> z&2rhcjnq<9gr6DvT^2dNc=jC~*wn1g_C~(vOVUKhb9s|$-OtY$YF4KH%`_d29OfdC zwgdH6BXNa#K9W&7^rvhD`8Qr}yef&1D3zVWMuDsbgn8^ElU@wzjo&1!Y^WJFdD*d$Y{rveg~+&aOe$ zf3EEh+}wDYpHH|BNIQG>gH!dAY`)%Toc!rHJa<`c8gtwLQT~vab_S%)wRP%={jNgkS6F+wR2r!K z(x7|B?9^1G{gwc8h^$R;9ApMj!VtFEt9;_R%ie_#|EGY2Xea8M7%{?|n=&-1(JQ5+ zn{d`Q2FDT*EHS=)0mhb>Q0F-lxm7U`a8z+`ACrqPY+Es2_%tE<;YOt8F+|`@@I}R0 zIxB6YP9Jguu<7Qh-4YYsirsMhpIEfI&?iBL4ye207oM0qT*IG|9UQ=I@NTIJRe(nA zHH+TU(zRvFV=uoysVdQ{kx@lcbrq@n8*wI(!5n;O(4a0=B3;vsjm&INE?s0isH1%0 zamBJg3VVJ|=uj$?`P`Vq!X1L0MoHAW+@qew9b5bO_IjZ}Nmo!MD6YB-U^n)0RWIt^ z`K;Yiduz!N3Aly03XX{CMw%wfg2tKuUg)Me!A-~eapF@c2ed!u@wfI@#^@H-cZbf? z9M*6MnOVUW#4wD7=N=mr^ZV!S=^ouF?&(m{Hs7?-?e`P z5*63X6V&$5%eda8w56H(?@cVc;n7$oc|Ql*at`3@=)!gI8?B?@&7pbEQ}tZ$q2%!Q zpWKUvo3OJf#rF9Mt-k-kYhJenrea-szqQlZn-pT@FP+xTK+_K_$D%A36m(I6PNC;6irFm1+TR`5 zoq8h`mAt#|f9XufQVm=ai048AS*hGooHt&4%BvCN3dpKMj#XOI)|T(4DnfZyG^754 zHV$T%w8BFokym}YSA+oXP3;@m!tqPL14+JJH7>X!c~scTQf)GT4lrgJvY)@d*AOqX zVGKxf!@OBpJ&(B%NA{v^JrWgj>{pnTEyrB?N5OKBtxejU?e@8Jy1SK;6=CSG@rs7> zqbw^YxXrhGQuOU6$+J6sPbpA^`Fe+YF&2OwBDom7GOLG7CAFKP8N}@c&Ga`dO1#Z9 zR7JN_-*E0P(I%u;_=k)SXYx(Sx1e(ZZDq1Ee#s8%B?Xzf+@&DYhi+clw(nbHOs&f| ze#F;wWH8M|aahD-IGKG53IPnN5AJq&Si*8qNn;kfJZ-oUKtp`h>Yk$zZ%|DOnnSA!iA57e6D4_!79g=8ChSKZVY)wx+VRsdaQ zA~|mD{5jJdTYZr=myXFwHy3HqxAtRrYn@-}<~Kn3@udPezVD`AU3qblK!3xqaU^Iy z6CdoyW%LNVGqMq7Fte3!a{XF8wUL;ly^nX9VKzf(^6{Pcf6C(CxL<+$b|x3pa20}K z_8)DVYn=}pwjB!Qt@I*!yB(Z94Ty+sj)uBKE5*7o`O$5Hk|j*}Ci_;D+(fobk0t+* zMzmLXY_*;ZS$;BIOn3I5Fkd>Q8Q^FdhEt>a`s1etjIU|{s9Hh7vi=Bgj+oZ2ck#g6xi zcp=dMDBxbn9;)>&7kICN7sc|JL*{ca@i}S^Ju1@c{)9Ij7^oYst4^+y-?2!dw^cyH5Ihi_s9IedI{Bz}-T3_PF$Y2?(fZ0;$FI z^sUTTKAx37{jGf_AEnOb;{_%vHPMha{{$qjnRZJd3<-LIA?84!Frlb0)zZn}HLPZ9 z_T%5lpku*^AK-GQa{i|b7Ru{0<&v$0`r9>;AmrlmO8=>8MdVO*O#C# zYL45u`m!cU75I2Fzee->=@!mAKOU%u+S&J5HuY^UhX^>m1KS;zVv(_*TA|zwKxYGq zyJZV&N1VDP;KMuGs!!7Z2d`VqSuv*6K+ojDG}(?QnpBeqk= zlhgc$zuk&u$y2s>X6yJTU2oT6)Y_YK=Fztfni01x1;So!T;;9pVHqZwjzF1a#fz%P z{7g0S6rw=3q|JEqZnUGo^L3YC-c25_TfVwmJ>@y8op(je%^U|w5NQbD3#{0`lVjmZ z;+%(YEQ6D!5CBl=yzjLC!u8I|%(ulO z>}Zji;}(vsC*X{3rr|ILvqh@s6m-J-wadi{mVMREd~GewDQOo_Ur1M+Sl&s;`am*D zBC;v)%y@y#StfLvKzAifb==SZ84SR%OZd)&WcQzx9ODW^j{_O2s+xoTi8Xa9%upY6 zL)#`}46O6WukSAO6ZOvDtZG2s*;?+SFU`JRs(KGrWNLOk87Q>6URC4#{y(y3#8$OJ z%1_8G`}=0|iHeC~Z2*b9C}tQTS8G&i3N$-B8x5vEJfB>YdC!f%WSGsP_R8+rpwNz#~k+Ngfdo`>p5hH!dS^y{xGU& zOsZaTBX$XD0pYK~5P@I&F6Mc7LE4SA4-7=+Q+y&J?5bPER@e*cQnj-=I;=v{I>B#* z?unOLGX&#ZO#4%e%8QcXu@sKx6yY{KSGcDy@=TWlAUHEKVCN+Ec9)K1j! z*;i~e!!ShP1D4G--}9&$tF=8VP^9U^v7{fp*ag}PH@k%$Qln`oRhGoV;{V{VFKP*e z6#tRM0FSk+ddsS}esBTJG%d){I8Uaw8!8^aoS%N}iCgnXE_>GUq@-U%`;T=6ClS~N zsD%jKO}E{FAjO*Svq`L&|0Uy!RXu{;O+x8hj_b0=Tr9JE=uT&nV|=lAYpRdq(%we^ z9zmA2l&WTahU1S^Nw(C;51o5^sjJEIZRuu`bC{JFuCOf*MP11kbW&+C$N2l4+ZNWY zoa)Cd)I_h|Px^W0UMZm1lsNJPrrm&-89dq1u0vH0VavHf@(Y~LbwKhr}Mr(9g9{U3Kl}#qWsg)=4sfL7T9# zs7cA%k>VeSKcqx=UC9<#$Abvamm z9DQHgn9w73eC^$s0O3z}s09hRhyG-QTBf#rgE=`xgC{dI89!Ky7X2MY1MB|HRX2T$ zYMbWud~uZ3pKJcfD}B?2ZZ}qhl^1 z9*}f^K&QNG1VjI`_FSJtLMXzRS7&H&rz6_HJ z&&0=kJ==#5{r2$Kl{)zHu-wX8vv$aA1v=#QV%1>6HqHIjLZGIJLYJ}H&qqKZ2FD|C zC~sz)Qy^QzrQ?S>akKt3HIR%q3YKqVH}9zqpU|W=H4vD6bd%pAW|Z|kH(F$&>7-;? z)31snTrU6X4I|y=zLxW6_=rBW_kX4QUiHnrQC-zdxYivhu20N9QRV*8L~^!u2B|8D zyA77-V?Mi&e2jf#0i#1RfZEW1WqHn!xJqkW_u2ADf0O_?U62H3$ek{Qy>$>S< z0BdR7Ky&8G>2s_TBf1_mR$od5|1di4lBghPV-!JF9IfhzaIKt6mO&!%VTy@_$EXLv zf7&DlA;8S-W&6*=yIl95L?#s?Iyy{fZ$ zZjy8P=qQ=q$WCc++x%|F-O#GxUPj}I$Kgp|v%fTTmUA6bm2Mq?@V?N-ZdKHTiIZM*guR z5!U5r%;7-78d_Jo+rcV<%LSokek0P~gL@gU(P1abecb+`(BgSI;)bM*7YG;Do_=(lJDwoFF%9j0d<~weq$yy`inTKx6mYq-L-sn45#!e0 z0NMUg`Z`6ypoZ8M1>4=24eyHZ)J*##Is#N0b%p=k%$8cJs6wG8u~;3{=0sQrR$7D-Z%SWPO>P|41(`|91;ouCmf!$wBiO6IkG#4HAO1QS3nA@ zLydS-IDf!F#JPScx1jm)FhwX!voU|*EuiR@T?WITHvm@Ru^F;r6^+4}d+}Hby&*~S zz@FEMIzCOi>va_L%~wQ4NVQGhUEpKH=m{syPv-OUs1B(vRQY`T<Y1?lX=D6=Q(`v_~!KQ8e7)qYYujJuO>q+r|9;%6-G8SwTCi zvv|GMfI-8STt2V>CD@Vo*PWkx^xkB1anF{Ue$(SYW9Mhw@{77G)eopAhCmx|0I^q7toELymCV5}w?^>s9q? z0>wAa0IWIsOV!6lpLc4VD^dCnNhPcnk#nhu0Ble*YSRW$msn zKw=?cCZ7SytpkLEVdnQl)lcV20ItKGQx}P0E$fj2Pf89*()rz)mptW3ojnRrHRWzl z33v5XaT5z6%*9=uy#jV>m=z&AJ~te;KorM&^S+4PwFVsbrkv|q+7 z%KRb!$$qH=IJUM93Z&mh_x1>So0LzPI6jib*O16bK|zH@G7r5%epe?-BxCp*@~f2u zn)$L`X+D#`zdE9gzX~_cPxftYc!tEoCbk?p6o34)_#r^qil2et!GHiAT^Ba2xfIlv zByqBds;DPFaQ7G#4Qq8(@_!&E^N`#3E{4BuX7Ck27xYp-UMlSi4*)_Z6NM2s*+BU}9 zMq{Ru{VZ4Ej<>r~<0w5q^FZFMLy|AA>?{vbuZ}9N7zl=dr~jp_2d^4j0|MG~*CEUm zQoYdNoB(QPyeUi(0BzmK-A&eYD*7)$8+}0K=mb1HRGfPMT)9SgOd%I;*t+uauZPAmLCnp%K#dA5yYL$TW zHWiknlMNg|p@Rpy#Js#plcCVoDBae8_H3m4nY^p3?T*m?uG0KIK0D-$G9NmQ3edWTlK$?U*Ml68_D#lsy@LYweN?B?^sq)7MyDgok-HY@4vs zlqsvg04l0Cj+>6jEkpD$0|9~*d4beY7Up)56YOGFv1;nSZ-9Hx^L6M3Mnx;FIjweh z!U~A~1Lt{hr%x5~xQ$RInYQZXeA(KcsX_W=@foG;ziK8>eaWZNSpG0Rji)o(qVH65+dZ zA-j^4<#`8w$g4fQP&%s&JZYief7s+o23qB#b=0^gH*l1s*Awbqc}o z>uLwD(TQfYq4}2U-jJ%BsCz^ z-FB8KhSo%#E0E5}{c2H7{Xa=t?k`uvAUvx9Q6CxhU)(#qX8v0F)Qek5BSN~zf>jVp@R)7% z)pt4OWO!fP{_IOo|NC^mS&CrJn#E8%Tp%ywM*`8TRoFc%3@2#EbM>Nk|iQAqCmJwwBg*{L?En zgPpq>A;n)l`3HVsELkwV=8Dpt)SxG=wQapk%0m*3*}+si$mi%>Ykz z{XW18jxvxD{LpXpjfrkn9F}(8hiseaELN2rl`RkY zX_jQ|oCAi92QZFS@_kv0e6HWpgV~|N!qD9zHKh3E9+B9JgoQh;X(}MObAXuryVkYu z;MWrGm5$eZB)sSL4Hk1beLyz z$T@n!V*ME2nj{jIZ!XhM)9A<2tA5WUn2f*kpW6B{ghk}EN2GR`Mek78J2BHHKiT}* zN4U#y3I_XKi@2nIR>j46nx4f<%c<6ogpQ%7cNG)|ym5jM478U=G;n44^!`+Lt`-#? zqJMvf-ha*T2#+n{OIyFqXg`ozi~Qo`<++&{cMHn?TY;8S*^#%l$X^Jxl)ie``E;{@ z!C>lfOG&HTc$>h?Q_80=S>8lc4Q@?u_-#(m+E*HRYUbx}zIiGlb}K-RbX&;JEy8qU z;Jz7*+Au;ksn_0fy~d^kg-X;hd|JMcqQBsiZ7+q2Z0wW|wcZbr9 zMnHOWNjE5rZbUjHB}PgNm;xdxY=BZja^Ls)z5fB%u7~rv&$;X96)N{OZC@_?=g&3B zFTdRrt)k~wB!JYn-x*bv|Mw*30LN=S=LWr3&>#E4Me$1FACZHy994 z!~JIaJ2;|)uM>YD;TlgJ$oA^Rt!Jjb=}BE3KG9PZDiLzA&(c$1^FKrAoE=`uA2vR< zkqNYBsN{611*N-EgO8@^Rvs<|Z~$(d5L5Pq_sRxx7P4urY3yfyxgsmvj82{PS2HQfYtyQ!E|q- z=@w{z-aMy1tRPIi{w{t>cxU^eSiX8Cu$&{tIR`V_~a2+#Mr;i8>&0l@Q-APF1=914LHvzbE_UW z_sI=wq_DM%F*=jQFt>iTA8rPn;i`TWdtfihLLl_gP1P#(vbsPa@dt_gGpWd4s@B*q z8sD^kSUu`6Ay@#H{)d;+$vjIZkSZ$!8%~MU)xMk*i21xIj`BYZL`^(WV$6St*Nw!s z12Sm2M%Pt+<1N{1U6Ee@|Ltl6OMA!^E#C=U5v_)e^2ri#N}u~6}2U=|{)Y7|W_(9|o!2CY{_g1DV@cd`5&Isl}gj*{sf6_N~ zk`BYYXleLJ@2y)gQ6sJs6_CaMzmEiN+1m{CSOa%+Y-o0)wxQ*tRFw0Xl1|5|Xl`2r zu2{s&>8RUXdWBww(Vo^wRVm1P*`n@-)O zrWO3=`*PuTDo}b8L?D>q@?QD}1NClt|0nSBUa?#&YY$2`xHQ*c7XD+A-&HVy%>OgT z_cc}vhJ*P>w|9XAXMd7%J%92SL%Pzi-WWSW?TbS?^{Gb()R|guk}?{R#jwi$;u(&l z)%*EZ_GJam1tEd{QT=I}vh-AdYnS#J5L3py5XN^ldySi)H&g%%col(H;6KDM{ zHK8cDExkvhhJuk1!mFfAi5>WU!{eJHJ$vOkUwD~4Ygknlq;8^DD@4Snnv^x2IL1>5@-&P+P>F?XH02Y+` zBB{azJ)fv~dl%#>2Agf$mGZ7Osjk*r*)s93xi6tH1$xi-nA}7&`oC;Uz=E$`gH%NHFC z8M$rMmoh?yE{mC};I01k3VVCY(gbx!m%m#H;}fj;T};2O*A502E-pMrt;4NBg@z+r zeUJ|V&ocz3!Jgy&FzWlF(^gTs3Fdic=X*b19dk-Iv0up8y7NmD*nHTVT^61adT>h1 ztHATPT(fqN$*#az&r+lL^V=!QTgp!R&n}JAE|V2baCmX>nMm)fsfqeGd_&zII<)d1 zVP1+=$J0qJyUC>qPh!^{Hy@CRDRePE>PBw-1)`S8oX=ugKL* zZ0N*+LN*B=57%--c*< z^|Jk+^{bmGvh%ZTe?w!V_?(u9rn`?3G+d4KOczXMAVHBS%YBhU6*u}tb?dDF?&(rn z+g00LUASWIn(D6(NXL+9#D?ibR>HodjclOlZ+wfo$-?OX3#e&vMnNt<-uP2FhqtCQ zO4XOed8g+7R%Qo%4e}K~*3AW2yVYxN)opsi?RU{vS41TPZ7)BH+fuU3w}2O#akF<; zLRPQ2)*Leq7Polv?ZB*f<&-!vr zv-VBMD-sL`%(jVb#-JewMtS%ZHdYHf0JN4Knnc}UlRLs6OM(T@eKQ&6PU8x1O@49Yp z)@*ou5I_fk{fEEK70_|P-n!A`M)7+g_cu;OJwnXFiThr?KJk-rK1N@{0E-a)l5>RV za2CxeTF5xIXzRWt&8ZRfTmz>`)n-KghcuH9YnCUli~IVzn=j&&72K??xR@FMBR<7QDckSP#c}2=^5rM}fAGiEEd;spQ?IYMS`mh0ZQVgC4 z_84n-d$SaT*UdP#TBq&OLPiimUG>!bTYKsoX(K}y69du3?NbjO6vfsQHzO)HQBq%$}R`XISiIll1 z@V`Xf4Tu(0Pu=~A$yB%dbdw|eSI%vkJDs4hH11mop5@XTN5YWuX@)>=nBy4|@P!F< z1hjk6L9_PnMc$sEhvi-%y2y;u=a?qsfAe1z2M6b=a%rn7i#CEw@ST86O8GyZ)hTKM z!)<|cO94ppeY8}PRMJHppv@Gw{jto{TgmSX#Xu+Px~;P7)zZH*K9YDj^?YwZ9&RJG zdhln60dZINV0M$>3s_9}KfK~Tka^{a5LAk&i5-4zlg~9_tZl2wt!g>E>zLVH_(0(# z>a5orN*46=IugNd8<5F=%RVQgaLVW@-*1b#kqNcxL2v}rLPNp-%YwGA)_~SI%`quq z2xzUJ;?sJ$n%hQZZ@Y1j_(OiaopVM>)Cy5E3KeX)>-rJPq2_NQ91?;iEGh8a#^3i1-2q`CLeE3KoazlY|~MUG*HNDOY)= zM40Pa)hAb?Nl##|Aj)c#)t^&KLEuA(fm38qZxGB-K$D$+d zHSCvjr!IR-du4E)=fW>d-L7J8{algX85NbGL8VCrWkP})Tqb-N7(|s1^Fn^CBZ^UY z1DvE%=nQ$`u zU@-Y<(#1saAWiXN&*JZ@ifI3kS9MqCN`U1fh2yO}L74+WR?w(n zl6n(`6pEN$AJyZ<9sDfQ2U2Hlwd}|rjTzUKbjc@?>|cqC>#}f^d6zO`zcpt*tuq{T z>`W|O`x+t>k8fMA7Pr%sbjK#OV(E@Xl(htYh%e0&23e)02JsX^6KW5BLu&NRJ_`?q zm-+(MM#{Y!kJm!?a+i2C=eDwC0t+4f!xIehYt6a{DJbje?$!_m1Hm^n$LYu0y9b4P zjU_nnX3gd*Q0L}g1{JiIw)Oq|?MP_ymyhf$D1{pn#F9I3y_ezTZLMMeFa|GFnJxO>M;R%ld<0N>VHRq1a$Q$=KSu$sn^4bQ!>&XSBIJ5xqoL4^ zV?RE3q2ASLDF~NaFM6s-E;9p4j@Hc|q0KUiRFsiI^O+K#Vc9i*{oHw@&9PTy&0q+| z+!eh`uQS^YEMG|ISlV_Z%X>YVZ&s{(4!kWl(C3SA-P7}1s%~0VDLY?@@oy>o_LwMm zoMQdrq$q48t@irypH{c6_5Vrrjb#FUkFAT>qwbQ{ zBHM!udy(!s0cq($288KbqLM|^5ty>!0kU>HGljD;(}k0tHX~+(8mx*Yd&RY?yk$?X@SPt5`By@~_B#7FgYYXg;(R3-+jD$)+`0cw(Y44>Eq}Odik| z!I1_motCQ|2M=ZNxccqCpm0KUvu__|PYK5QkJ3fH#nquI`Yl83<+ssV&1T#)&#o-Z z8@!$vqMy-|z39A|h)~wnZwz0foE*S38AUyHaphjRZM(Qe0a;qAJO7F$*|f5;`XUO> z=A%L&pUL&C%H5AxnUAD-V1mGR48ol~ao8g-9w*3Wc%wi^md z!!Kx(OjRYc^^l7VNq8rWG%s^M^Y5HEZEfNHBodXHi?okuE4>l{YvORncdHts0k>YP5d&&>-y5!5brcJ1t*? zx%y!2<|hS~MXHf z9Xi9$)1d?t!9CW2Pgfdgjjo7E89oKVrx;lY8QJ!S4NyFyk9kaulX8$#5DQSMI)g^m zsPH}>iK1zy;%k*gEZa)zvL@e2g?IEK&_xgE{SJ_(^rr7Rc5J`aKEKpx<~Z4KgLBCC zUiwjc7H=RB-As~}kKmJK4CT4y226EQxn+Km5h4}q(<=YrJ-v`vr4tZVVRUXPyPe&f zy^am$SLx|)6U}H*)5={?eMrz1il|n3-0_9NJ=R!bPRF@6N*|(kj$D{$mG)q(A z>;Kq`69qds^zXD-Nr?1#g^VEByQFZtI#0gL{k*)HVaHK?6dFjiB}!a9RaTk5PVllg z2uf1$JF~FR-TIZk4pV8FS(!cvZ@jL)TAhO(F}J#w*twrN7xpZXg^`b4(lD*aZSkc) z)6Xx1Qkvz-Q$vC9&v9oHw6j#GAnmN2No_J$^VHJJvU_86RZG(9k!Jb5xlTz>DCrHu zRF~QQ`UK%*;IFI~;!!CAX{SIud*zKMvR%7f?&q4;VZWQ+qg)Qd7oUXSQ%gt>|8U(A!oL&mkZRJ9*k$UC(P(kI>4 z1}?&2!jGoAS10HDZ&rd51l*RZvJ0jg8O#Ky)u#_tD<8>SksiDgL31C3gs2F+a8h-# zA3=5DTN~h|)U5Wknia=4)XDcxfu_Ldqy6cPf3b2<;gd<5I#+IGW1WRXseNuG;iG^~ z!nff-&4mj!Kev)2VacY2pO-u80ijP$8H%{gsgImNwog{7n7^XlnMi9vbrJJkZ@S0C z1hycRu6SW~JmU?BP>lVq2! z)pX?4a82%Za&Tl{0pbbzJKOEFwfB&J6lV>Yh2Oj_89|tv1Q}u8*_IR0T{rEm#%lUy zkM&zW$zaZ-U?e4{q8cRmcjtlo1rLzv?Xh@pir!;3=i+KmHv#pmn+OvVTL!TM2$lAq zRrG<)hrp$-^RAI4Wzaq!Ia5zd>!7>EMYa_4*2=S7Yf_D)?7ly6{OetQ>)vblvSs@k~ZLh ziBbpj|HruaX;nBNtCI#OSY@{MA96;ceFRl8G(Y{JU+D0FR9oh|?SrEa1=QJWutUST zcN75pS4)n)7YEr{#H0ucse<3?o3^I|TzJOpVu%LMKmdB;UgYxqal1DPEtHp!QYj-D zRMkF=KU{;z0Dpdg%q^R9Bt2qKhy9|QmtUQ4E*1@3S)1)=Bv~75oyH2n$JvM|9Pg&yG7h1 z@X{`lsNy8GCYKi|q5l|k9+SrRRKARVN1EujqXY@`2h?>?p_JU%@S%ry7zgQ@{iXbr z0pcqU)e_)RT=*rE?6*$Kz!R%0E!2Fg(kXBXgIngmk4eITkf` zVBXfJS%#P!kf`Dl?E z|KpUct5+FD&iwNI``YvGVc>NaB*PXPNhEs-yF3`EqFsJR#M899(%)5mUBA$!WLF7w zMf3Azw1L+}tTM!R=$5!x3tTM~?P>?aUJK1v5Mj7i$S&{q9WWyF4q6&H+0b~?g8qcW8Q2I)d zSpZF8<~id5-jL0R41mUqXZvMPUo6M363+dJM(T$~ZAE5FvZ}Url9pBsq9SlSBPY@j zvpLX?y^s4Dvm)qfQgeok28aXGvc9iBP>{s7kI37uQ}mFJbWZirSdGfifyt;qIDYi;>q498(uXXq5BJC>+Le+_YjRa>n3T4N5(LXft5Qi zyPo*HpIA$da(mspVi+>~S8G)<lXJ?t$y| zRkbtpuLmLuqrtm-Co)}6vU#VQCE7H`uCdqdy60fjbx80l5GvvPKp}Fmtv)G8Iw+Tx zNMu80G5KRrFt~kodF1RUnh7Q6x~ySe`yMD^DvL`!Kr7(m)fXvz$wJU$*^gklUXAyk zpMNkaM_u^+d%v3PXs2rY>eN) zQ)g%+F&s)Q%jMX=rZwpNqD(tw;gTHrnM}S!={+qjQ{W+|A~9Y zEoT;kMfX%w-p`94lQSp~RZVeE9kME=!wsZ`&`VJCsmOVMz^9oNu&2-c&LgIH<566aHJ8ew(^Mee)a3JhItmuhj#}QN5C`+aR!e*SVA%6;m zH{QrZ@}5~%94+fzOl6t5 zT~*FpEICPguF`&J^164}Q{o&T4+r+ir}noHN8R=m-`yUdXQ!GG?X3J-o+fh(o-MmE zv}M)lT8obw@@ia${C-=JKEH};^ruxJKqK~kghByH+$QGV6TuBwef*W|wW5h#Y5IiJ zWCl}hkyEj%Yw;Af34X*a z#;I6#Grm&l8=$WNx_5(le*J0uQ(&jR^_2NK^UZhJ|MBy!7*nJ-(?%wxJ%YH;E_G~YN&Pr$>ZRo(Im)7KE(*x^F2nbEn&QFL zUK#6foaQ}zi9^WF1*0l!1;XEgO%JjUH_Kx*!C&e@8Kf^}?8?2xoQF2LLjgu1~yz^l3% zroc^sk)`cy`fHg<#e|YY%oLG@>XM%zs6MrPtb=Q$nUI+|Os=%;*Y`D|oOIVyuJ$3I z+Umi9vwiU-Vx%<<>oNOo=yHOVW)|KkfRQm$E^wI^Z}89hW~-sHTOB3g^Tdv!_jIeOf-uGdr-HO^p1HtVC5wB2dwTWOcrkapKm%FXI~Zwn2t&WkrYDd`nWgRk(6 zC_C?L;ib_-?<%#jvzHo0{8=WmR9lwDGYys)=I^PBLTnkZTd&n13RH1cv6okqo=A|>CUa_nUsU!e+k3ScbH`UaiR)}$A@Cy|= zWdGPz0fRMloZ7%`Ob|M=|yKNveqIoozDa5zN&x5ziP#IU) zPQe4;{Dc-efqk}O1>WGC`ovv)i`vrqM8enLlE-57^zDBHd_K<-ivJw1?&&Xtt?buI zpN$4PY5pjmv%Bx>w(@>oc9udu=j^;%!3p3{Hd5o>Gg`D78Hp+y?^VGsL;ahc)QQ#c zx{>oNTAhwqpe`ZTQl+&<74ZQHQqsnO^}7N!=X*^URoDs-ERV8NPBc{<9A9TG z{RudZ37%X1a~@}%>8egSD?s3X(wlP#8 z-<--kz9O(;+)ldo2_WwQ1?>bTJ+8=Ys`Q0T45z-Gt8D%fBBX4rMwoLJ-%ygXYZqa& zP-2HA${u@>eoyTDg5~F4&l8DJ-ZojE5i&S9{e1hh$)HoDUs#uFzI3LyOV-v`D)9Ei$LSUWhUOJKJDj?q(JmUj-rrGG zT4*6)@IXf;u4bhe5<2U4{A(_Zl7-Ul#gXTmHqi+cwyJnO7a7pJIjic!wEmvgqoXW!*)yO5 zM!qoj{mgt&jg5VG-w<;4GDM_j)hSHIuI@JHf7NFX08ystYIn3p#0NrQbI4Y6Q|$&& zqQ;i;jd^!{I-cb*XW!@6b_gl^mA@3SjcU4KmpAq!p4ipxqo9isOGURFs#jR)jT9Yr z@ulkDm9A1FBgkuI_SRBn{L>~TK~Ur9@0AW-w}Q+{%@rK~wkt?!C`o$o-7TzvWV>TU z^^sNt%LTA`#9v+8g&oh5s>T$v?``4`v!%}-1MWts?6Jdc@W{fcx|0J)IO_S#OrHte z0gFmi+=ry8(G)dK`w)$NvaY=*WF;sSWIQKfFor#7j%5H5{MXK#wSgnLWs_Q|r| z;yWl& zD``!t5+IpY`HK+o-htQ5Oxn%FKS#(QCqbb7o-UT6;Terj>9)mfRNCG$)B41F{l+|Q zWriAqh`8+W1@#`1@D=dfO~4Bc>PL@(mj)N+AzKcY(@YMkqs6p^o8lCK+Zgqz;>a7Lw2uP zpKc_vfn4le%POGll_BblV#3Sx^6@MoZ=zqmcVLhO3m3~hNo^UbcqE0RePhE%5O4hV z2mACpFGJ95%tW7uR?FqQ0R11XnDT_*XXR*bKj>=_+;LFYQ@2ERbX86I4ou?h;07!v z_}uhu5Xe-?fKa1riQ8}-r&_)@&$!M$Z75)tlf8&VF6fd9e$}rO;q4|jmiP}ZN7eFn z&PVLha%JKvM8pAjnEA$?^3TRXuX_!(Lr8&2&m8dmoEN2>UE2xrfH7_2s=HfKHBhh> zIib@jRSLx{yec#}T}-^x56811zPx$f{{7P@dqozfvUc9=iJP|zoUSe{VOEg!CDf}; z+xYmVV%T>c%g&vr$7{4p6gll&xtc#L0?0ITPsz0&;!vpQL*vd<$M#;^Pb1CSXk9U# z>@Xg{E@F6LG>5Y$G=4ez*7%F;RdB~r4b=|l(X?4@-%NuBkZyx$=5qgH=bi8v69|0J zvq$Jl^dlq#UNFT6=-X~+hiP$-lg|!T$i+#b*;&*8)pvyJY^U==sFDwT?sMR- zd28*fg?qy$K+kFTiH@A{^pR1tPi5{%nC{#S>d%b~)n@Yf%2*N<{1rAkm)3EU7UBUN zKWJtw{O()nx`e@C99?oaj8D)?7tNMwh>g^+9L>-FC617t?;Sj{!waP0d)OwQ7Z7b>_1A21NP*mv(Cn zh8K*=G>i6MmB+5lZDRy|v&Dq##<>6=LZLQZo^Kf0i1~-}JHYSuYJu5YOEYGB%dqtV zecN>+$0)MPL*>dd5C>>(E`pz}s`Ywb!C3y9*yl>tYArlDRpGk!dj^nb&#tq9%)|Pq z^}n<;bd{01I^Z2FT6spOWtho`WJi>4U{5yq$))F5Wq}>3h*+9oiZLZfaa_@rpyXMz zo#_M6q4sc8G4?t=UbuHNy~%q0n=#vV2mDa5YrrPRPPTBV-}gd;WUM4wO#d zYELvrWWv&s^;h2tB5S-22taTM9XhiIVeFJ&!`Wnmb$@rR7%)~zCrOP&@qu1R=kBP| zJikVF;RcTGeil?l4+E7$S3MdFM(BBM>87pijQOyi*6(G5V`V1{cBY!5oCFn?H~+)4 z_>s2!3vi!h{N$Vfj1;Cf|Lc0IElBpqAK*+)0{n98{-<}NGRsB^rvh`lt~UH54K4k- zuNH~v1x-J|bi%3tu~Lz+G;-?By6^dfkN^ExW3V&3yfhZm@$!S4C+n`9H780xqqa7R zY0}Ig|6ALihzgXK#-N=gtL&NIHQdA6tHUHGq>)$r_~e`xAS;2)|GV;>XV%mII4r%m zuEuM?C!g3`%RCA%H`yfK>MJTsWiMz-`DdH+)FovyBu|My{-Gd_u?vk@*$4~Epa{HP zuqPsn-jrg8Ki-$UX0ZtI>J|$_##*@^&o;V!?e_!R!SJ~< zjZfMk#xOjK9jUcB3x|4-Ae-J5-X|fe5lNn>wgl#1Jk$ZRc+cE zp5i8?h}X$J_&L<#YQti}l_P+0l=eaDrWI*$)+9Q_SyU4xN5uKme<*tOo$8Qs+Pmtn zSc(siI-9|#GPNmW#Ep0omg~DnGQG=}1P_Rw!$Um?G1$40c-%D21c@ww3i}zbR2oT{ zcWMM1>5FH+I*sLY{CKYwYDw%HCZBQ6yYZ{4YccdWjfyUZTGP=LytV$%I~yi7*76Bq zW&NegK=|;b3#5d_H!wBXTFqX6LC(82w=TCtjaqd{pOG+=@m`Qa6)A=eInzfJxnX_R zmf@C|T~2B7Y_B*SWYGF``A;T6JwXD3+{SjdlwGt;dF8%Ud||(a!(%Delm=+waIyH9 z>5RUSbE&bw zW3+j~`T}ZHpG7khF-q10wdLTKkf!xin$E1i5*w6!p*&%?t>&Fy8!?mZalF@G5Sh>%pN=lel^~?;5CC{YGp(#9ct6`W=LSE^OpZ*WDkZV@YElu+rSU^$ zdhF%bl}YlkdR$nWr%z20_rvw0kCz9XEwe5YMk{F)>*?bcRH%{|eZ$~>nxu8xfjSn%@< z00Bvq|FNEkp|&1x>=IOv|EngCg0BJpkRu%rOcv0@9JUB-<|=c^dg5A`5!?!oY#Il8-3tF44xDktUTv~!^u2K127X&kz`-{}4IdKP_qC)c>ZQ(m$l zyDy_GmHv3+g&vq(91cD{mg7ESE{m#iwW;OIO*EiCU3g%L(icmdNAHRH2S*AMP?~}> z<+iksK?ZWN*ZQp4rAi2i`b=*u3sGPaEdI8Lr(V)*56+pLRQ5(ib!%)ilA+!(oT#Z+s8P z#$F282he=I$og8=BRepQw0Zg2SL%i7n91+vjY#ogx-pVEf027e-C6u8=((+JjdXw7 z9k{EFizA-~6)umxGwm|8$9D^K&GSX!$Hw8c?uaTk_j7FN8N%uvz0{9{ zlHp@n@3&e0b+1%Lp_Y5!IwtE+(PT|k%ql45??Ut1?4FoK?sB%9fn}8D`C`@MvUE8p zz1T#-Q;2fQ?|*k>UK1v?)-x{cM;Kk3DsX+|7qo!hs1fiu)RO4U8WU#F)x>?7Foe+P zI46A)+$VV7?9AzpE4|6x36X32a4zd?&z7Y@v?U08Y=65Z!`UD0lcJQV(Io}aGsTN$ zb=!Z4%os*hRI0f&N^0v1BMlv1P4cD;L9cgT-mMYyo19FKEG``wILN$O2x5Zf)+Q1K9|#X|&zE8*ct-zuM#(cR=L1aB#rf0K4$YV& zI|c%4r9w%=-5dG!22E#d`PTksRgy-w>%5JIcP$=~FiLMHr|b7xxO~Tj8MRx-GF=3W zPFHiMx3#l=vPJ`Nzyw|Ud=r{mP5Wx1CnFG-%gE=D{6w!|AYEbm7&d%x_jRqRE<5R;s5* zlALBybxpO^Y%LI45y`GZE8T5R#m5jx>n`KElIi6SltsnwHY~iO-z50^n25ONlyU1xA4L3MTM_}G)(!% z`#ExNtcZX)&Bxy5psfL-FMJC%o)@(CgpiN-A(qF0e@KUgG-j+&MKEQa+VM{vk#n(4 z>^OjF)Ps9VKgQL#V5s7+@}t!_Bt#oc+dp8*Z4W|()F?S0v69K&1>(Z{%zn0vnyZc8 z09FEm{2n@b9miQZp_2!l-x?kA@>Qt6F_FCSf)RGERHlr3e%Fio4< zxR*|NBdiTDM9(flj%Q>FmNk@;gy*Ih-v!veHrKsIk%5;7Itkg>z5nn{17?~qj}-~o zd**8A;HBFh7r1BT>&J^mMvYnl88JH4PaS+M_bEB}Z^Ma^s}hqZ#WPaq9I6o#RhMd1 z8ho~@@cZ`%b@iN?CTWwAfD}xEkvog7Tg?Ev})Y#7))tdXoE;Iq- z^93NG#w~&@?#ozGd4aJ`MMBNz;K2D-O+z8|Ph^>_`WTtKNn-YcklNzsRmaV%m!U0S zui-VBGrby+FOap629BC9a0Bd?zgEvv`&o&9++OQe zT!z!CgaMDv@YP)r?7uk%?>_oObM8;o2o}TMR?7Zd=eow4kie}>h!B%ug_;8rv+>>g z#ZF+>aBftx?B||9=lJV-l)_%oPW!d1<=DNPG>AesU(`O!+ufUBb65#o-Hm@0OeQBq zpbD^x<$z~b0yp7~D zGNK5c5C$KkO@gc0b&fM-wH?e zL){J#x`0UgJ!X0JeGk%|YUHC|w!*{BWT)(NEEcT`S!8fGvVkxqxg_5Qw^k)pnQf%g z77^Ta{zl0whnoRbS<|CWdYQFM?O>|^@Jf3$gL-~yEmDGOI2u`WH3w)jUKRLmU@pAbYUzw69nEEYbXz}r!Ys=+xq`phda8imJkETkkFz}^$ zhw)MIxCG}_`Pp$V>Q@SC;#Rm?($<{bAb^1#vb}NuF*8L1WD$3c8ddZ{6q$-vmTInw zYD?6@L$mMcfts1ZVAJ*}GsNS0=vplYOKOYBMow}`vqTWVgRNM<{c!orC$juYqyOQ3 zx49)P&QRRcrq73`gSXhT#W)#`woE z8(Np(4QYU8wBlGrs!*kDpG+p1TU!-?vQKI<2HQs?fpDpopPV#cVA&PZdCB97xGhqD z{);U68@mCQ(~PXzjU58l zU36abRi1zVWkLSIFLF|naQoXL?KEPo()ZRs7}}E5oB5(EnN3M?13hiCHocDDWIQXQ zQlvkpovsUTW#r_5O){uIJP!HUSL?bX?3&hD4}mIFpC0tAII0=j0fw{`5AJc=t|c!6 zcH<-5KqpsMdJiE?N;$4_J@f9M~L_Y|^sbKKD9k9QnFmF8gs`GB-cyo9{ zVKx8Z$>74C7>6C6zVPBGN@CUAS21*!S9;E3i~e&4;^Vsm;^n4{%ijh0)r?k5Go7Er z=j_-GK^78r@+a93(Zsgk6Sj#;^|4@^1I3!hipaKXO3<6HT^TF@IOivexSY$rrc`HA z0Hc0VM(^HUzX{cyY7pPvi;OTb(~D}!VbgpmR;8f#{?48Jl6~{f;LzX+&Kjx~91Ir( zx>Ed8bNQ`6I@9`^gf{9tR_hAPCs!ofn6N*-2gUz$>zh*a`lt38rX`-=SIx#)zjOW) z{K@L_4|rX!r6tI}QG3CrRxnc|_8h6B^7jF2+duMDZ zsYWPgD-bKx=tbs8QL1vqg_=!d*dE?R=ExCdRww1Aa_R~`*vYM9GR=S9Urw%Yn_*uc z@v!s!%RS8sc@c6qgVJX7Fu=;9YhQPQNE7j(c7+kQgXk@}RuPt`DNF}DYJPeR*0xKv zv*ALkZO&DwXmEs7;?L8TS9nR41|IJ&N1eGv)N_rphRLf>5m_ELj$P;dS6?vNGhp z-R)A1OoQ(&Z$QY|NJ6Tj_oyxNS=XN z_`@%-&va%U%^5~gwrImWoNZ@W(X5ZkkuqVb)uBJ zIul}UJygImaiv?Tbk-1Ezd+u2==S+B;cywnw*r0voR1hOnzS$`q+7RF9*;Ip7S;lb`>7Xa3WfD`vXq z;*Y_O%28(A6^98vb(>#O!L!|JRzZ@Tt{J8ZA~@eic7r3~No`3jdDXJkz z)aapTCr!nGu3eEXeu3Uz5;R2Hk)Z9bCxmdMFt>)k@8RS>{r|&L2#lZJdvTYK{!$dT zY$`FxviP`8=ciQDHbrmXV;yOEKMbF>F>0g5z}`ltZmC#95~8>`PBXKeoJGF0iCB$lz=qSq}59E8g|HCsUw}y=j-rj_-_`UP+ zt%s<)GA~)~-f_sLHBtWNQIVQrs61UTQsgQNB1rx zt8$2EaDL;>xk@#t1??jYFgsU6-VLTNeuT+))_goaBG>qWaaBz;CgV4mE?a9$1&^TF z4ocEai!+a<bAkjK3M0g}X?ueYCKe!f8JEWv%G z(8mAx4JU(0YAXlNqot)N=?RWy>0#Q~6`^!I!~dh`Dx;eE`#32jf=Ekuij*RflA~*sbPq&APsE76k0il&?lG=&~(&aE% z&Uy%V_iZJd|9~>wx)Pu9%bA3g(!)qN!U_f{3)IX$VY&l`xGKCAU#876uL0v@b3hvBkUYDQdUUnY>=B!=C;#vGWP6wPWo=4we{a_i?7-MnDR_l8+dzGp6_=w+Fty5l<31miI#t| z1#(idv*Do{i3h8w=?Lsg#nGp?aLO}p0Bj8jiMBhSGF%`HMXz~ zlG7LYHK4oCZ{QJto+N|eA|<<>aXJ5iN$wV?F2Pe5+Sv4%=zFs0kbFI@a{DUSaHWY?DNKR8a6I+$!5 zMP|iniiKR3h^aG$7LCPgmp;F>p`AS$W|T04h*80n;NKzhCgw(e9HO0KU@AAGl#Q9x@b$DDkR9n>@ER|+?PjRUh*+C;IfX{ zGD85NBOJuo)L79F$7psV7LP#C(jKZsxA&KOmPs^fRng6oa%+{qvR8ij8wEAI|COkx znwb9-RGKd(H;MFk%+psGm?iK5^Vb` z1*(lxL|xc_SlIz0Pd-`5rhhu$pC=&_YQAio|GHxE^gipSfv>?_M8UbVfMg0uTpzpr zfVg6l$fQHGTKL0rqC8j>cQPHTP-z5b3TDx_`@4~(nWopMv$L?$mb?Y`4fE6)v;@MtTh=qLDV383V?qyrYhYIEJk~O#yc;W#rrV>Rhv60p%`GdfKLyL%Zna$$xGKsET9-g~) zlLG{6I&U#kCL)jlXZrz3rvDsTeH8rDlzcZL&kzMZ}v@%;8bv4NwheP_7d4K{00L8-z63U z8WZKY)P@NGPv*AUEj{fp`O{u{=npJ*omboLD%6cve{QU(3_Gj%&&2Ppp$$lIlzq#5 ztcz~27_!SRA>;VwB6TvLbZA;!wSYaU!Y3P7s@`BoS_RR^%LhxWQ<(TFxTd`xD1AU; zd{NUnTH}O`B*WC*dZ2(?p2#{6s^%dT9@50B9Y3j+Z*m(uA|9a>F_c@v!Qo^?)LyLxs zUDN6qBs6Ycm{6sma6fr)ysV|C6NlWjPT%M-Yb8wshZ)#zjU;Y#LEliFCfT&yg>Idm zGv0vKo+$<4OCM3DIlX}Teny+Z}Y8~6nxq2YCxxcW2 z$?;f<<_@SQ=uIc2*x3U&d&-#(#)KxlgGR$6m|F^0f9&K@*$brzwH6Mb^nGR!e9n~! z{?cqnn$dBQFezR#Li1PhJo9=n;m6;y0~>P*e3+YBGSi^dsYa1-2<>A6+^sXo|7Kak1668J$sCHOp#gRuQz1kREvk8aRbX<5tx026s!H z?6-4Aq3zq!n^0-QOl3{nksAQLmQku`$;mOW&~mcKS6Y;;CnA24^;kl6Gb^hCDasA& z^qZziO`4kib*uSU)ZENkJLZnKN|Ps0_~#pG!q<$GGoME-+IcNQ`=9Xn&=&~kkI6)^ zSG;Z6VPxdEmI~tQf(x~Zbbs1H)Fjsg=%>mHYRrsLDTW9>x7fBg&_+KRqON3T*GNh| zfz%+3wgdr@R4=xbRO9O#Blb7kV`a`{+V9wiyO7r&!1B` zIY4-yHa99NOAF(UD6&GzW5%DSC)VyA4hNA|H%D!8Z3gOuUlVD9Vb03Y(GGbm89~d2 z#;^9GQgod~rGi*1s%2j0f9+mBkNw^Lh4du?UWKSk2b-$3!G=4%>XqwClPBI6iQ&{A zs5U-xm!*+e{R%oRyT$^&`~)W^Tn}2?oBn~mx@Zv|c@+`ES4pc=nu{l1>t5u1!abRX zy}T8)AYLD1nVrK8;^2dDM+5HjbS02&d^-Nd7*;?smKes(VQcxE@DB{5E=f51FNk3~ z_Ga(uKJN{F)qL|VNSBIheRxTIdiwC9P=ZRF>X3?2!M5VL5HG+nNc5SG=Y0aJTaqnm zMQQHVl+$z6qhk>v_SmlO+D#R$Y2V~Yl)IRd(d8AjkVj=5?-M|-?EZ(l;cidgVHb<_ z8}NAt6+AuE@6SFdL_f`~tV!&ctyfAZ^Fa!=4r{AOU9?9*V2IM(hfP_TSFJYqz3f^^ z4hvF$Ju^i5A0c+U^@5)&qV^7V9`u-;!i9bAGC$E1WcBA^-xqrDVJc(0zV6Q8qZ7Of{IWG_leb~|zG zIRV_*Y?P3>rI%CbX7BvZX-{*doC5H3@beo~iTS8YdY0g^>qNaDs{iID0DZXgv&v`X z_z7EX$LcHN;IOi6RW$P1Kc&9$@eN0xse@DHc?@6=SY8IPO>^G@0odF3osa$zy?ETk z*{Z9pueeU&mU(yg5Xj4ZM9i*U;b=OjMCCO-Aeb)C@Gsitk2rN#Nm0V1e%#~B@1CJG=>wshgQ;i4)Y_jO=h|o6#1%*5AOLJq5IYX~DnWj7nmhl5IIv z&$KE?6&pp1iz|bEON-#8498)zuUeQbh!)vep;RhAA8OAp-J1s&#|z+0qHuFh=(Cfl z7ECR&{-#{x-CC!oU(rUM@)|{z{l@&R96+n8Mfbp^sVm+t` z>O%e6dI$AL*wlN`r15%#-{0K!v(8esJf;Z>?%q3)uC=GEK$98og)6*hV)|+#HaZS_ zA$EXty%z#(hF6n~v@l5{2CFA^vHJZ_;e1FZ3Ty_e_j9Gi8UJBHUjO@?Bvm)pYrBK$ z6mwppely0R^YAK(p}BJP4Wm-4)ah|?r7GFEpS6MnO!>*# z_|qAQufhdp_)?=fmGDct$~u8`tL2J=nzI&6_hx$r?hGH+)1^tnBaXDJ^goQo@wE4@ ze`m#O!9=2tWtix8C)?CICgaAJ!f`q=-7~?=0PM`^Utc1szW}GR-;^z2N^a60+9sus zG>&i)^`+xPIe78mAl7b~6C8-YMSI+}!;Awk;c4Q!CxJZcn%w)|XV1zHUT>Wb{m9f* zQpo^|z7v50MBD(Ea-e+PwmoqnPC$tF+6=1{w1sJIfCRZ z5RjfJq&lNLc(Pj)Y}<9uff9RJ`&R=|FDxQp6~%s+*23B?YgzQqAX04?d-4AZG|)YO z651pVHF3En*addXCox<{WA%3FPWHnuEv+q}z-7Mie z<{+lbH<#L%0NeFgU)55$_O=HrXfn6%ZMrOn?wCGHUM>+^vSLMzLTLzt_!AYZXMGP6 zTZHwi!yb%sC{zF4*F%kHszFxot_vh+i>rr1+^xPv03G~OILle6zS z?T=R|rh7qlxFvGv1kt?yjd92R^Jk(9d}5VNX2YI z%sjUb9A8jUBPG^Pk0pnIs#OaLMJ-WaK`-9~5$SR-BZkKfRu%l6Z3c?CZxv4hSLDrV zppG}~pDq%ZV6!?LybK?Xyc@WhDO97EE`7Zcj+U1)>j}|9QH&n*Wcqrq2H(WWcLvkJ4t(X+hcnNEn%R8eCtaGmWJ3Ec+w^xZ6zFN{)e^jZ!-?5uP{`~r9z≦>+#A3uWu)i2F7 ze0O2Cs2xHrMefAKNnwoZ+Dv0FP@43Lr5zeQ=_-Urv8n=9@uy4#w=TDO6kL={fgG9Q zZ?*gqwskn{&H}noH z4RP{K0x?t9_tM{6hG(g2YYnZG37FdSbODv?V|o?^QVwA+;=m7}4drUXOaF_8(gHUP zXPH3J1t9->jP192oPfO?xQExbv{lmW-lw~P5QYcMU|v5cp<{F$npU)x?3khqe`O-h znueR+`o;2yd8qOAN7~)A|5N*Oc^MHp^)u4yXn5>lR=2A;1OGSdZ60lgd)dK`S#{HZ`-g5 zOk7_u%2{}e|73lSwbC?IiSfUrNx1PV?k|jo^=ccOF_KRP2M4>eCDj-^xzAsqyBAi+ z6Dy`NGSuXC&-YbfPkM9vPg6V&>{#U;>_5K2tQh-05vResSZBG&pB%>6#n#1A$+lWv zEh_K|*Oo3e-n#*CO)*iQuNS7TswhD<#G<_>pO&OtQgL1{d?t!WxA&4!aA;xin|u%r z{?ycce#&oAUStHbqwbnO7B59StH20-^19lPs(!7mZI4Us#oeu^{yM2XRw3qM*4e;W zd1?`bSkM7spJl*PzNWB`$5Jm?^Bbxjk%k=sIB>+m;)mo(GZAr>U)|@M@tuW(PIA_0 z%S*qTpg@B2J^KN$0CHAix`e_`yP1cC8*!`^Z#oc3Plma>f2>1Pf(-p}xn~hmV5j{=eM(9c_Dr9Dly5gXbA(<>tyHY;VGX<19jlJ{@b)Ro zY2ir`o*&xmbYGM^!I7(i?ey1tH+6xmWka!To3rP|Vnz3K8BiqZcP+k~*ZXFJo?X_d^x4GPQ{JXIhWwC4XQ(0KVE^df=T_H;LHY;dbR zMAO)IY;RB33@1?1#7eXYSXw|b!VtdS#iUX*x`u`Z9238E}nx70LoI`i(WH`Td}t*q4S#SoPM zX>v_?eX=pHM&&Cde%#t~sD+>)43e4s1Ny;xDi+OhCi?!Kp8=ae` zn5LRwv}sg2F;A3UQ+z_`4Bk-(S=As4Kf!_j#Di4x%Z*#nBDK@YN8O?p@uU;EGkgk9 z^4V0ktaKb(m?bHKyl*a+W0rrRD+a_8`(11kRoL{wvoLSP$klK9nqRPmT)NlA?~nfY zr%iMZDKS%|$GVF%1le>*)#cav1F;qJ-GFED^)*IVe zMmP1{G*gt7-eBl4ms|zdDZ?|`(wtn%QQXR6=TMq3o)WKe67u08rcPBXJhEO4mY}2Q z+3s5d6x%4Dlenl}=?#t-5CU|ebNhMOvAx4clDd)mf@iN8uFfO{vD6Zm=Gf<*_d6K& zbU;X)et(%FnD%TG;~c08ff-~XzP1Z-g!uxIHV!1+zfBQCW!xU-9E?($KF}N(O)lK| zl%p9BF*dl$x+Hef(yJFFWX7z~t!K0_q^)zV@K3BBh>OtEr2lEm?d39SfQQ1%x0?S! z@q+BK?#h=&d`)?DZhkEin1kqUWt8*CKQg4X{2peHBwXaz^NF)Cvl|rNLk&Dmw%dkB z2bcq}2bY>r8WL`{@l9WKn^bOTt+|D($MXE>O2$XmNrPWN>yf;~8(GKkgqGs;ZCDuqCavRrP!lo&*^WT6?v?1Y+YjqdX0WJ2S}+Gr{+Bnz^+~0K z$_dPg!6c&fRQ~t)UHNM{Ijg%mSBXD(&McS@q#$SLy5V~1=zH6H8BH;dYAp%(LV|N? zit#@S)x)z3Dgp&AlznBUX1Ng)T76~mdNrqXr58a?3SXL?#Z zzWbmo6>_tlL+01CJ7mM>ZM1{7l)Uil$oXI>3%40+kJG>KJ*$xf65B?<>1#87 zId!f;Z|94ZMUL+lzl)8huQ9a`s~PVT_NA?BB~ax$92aRnDFnvLLTTz2{_oiiNlIlZ z9%T@-|FDV|=+0n1r_$U7PC!3IiCS$^Vt*5xv($=5SfCqa)!j2*ZKMzszHYe`+CiWV z4^OoWw(=PJze*vZboxkFfjCQhpZHD&AL@MLe4`(^h4S+b`Uq#@{Q8(9%i&DmR2em2 zEG>16H|MIK(%{)8elNAucW2x;^rbOf-$R(wXtNyYBwt2ZaB|`3m0oA2@+>EbkYIxy zHNz(Xq$1<$sxl3RJnx7`D|3>(4jjZUdgcseHk8ZLl#gDQRxS}3M zTlg#?`0OeYt0fH#6xd9AUg{o7Ep4v&zg^t;{<^0wwqPBm$>ZZrb-w@I?e(;&cwA!4 zPb+2BN8zQ@2kcQY7P)@hzsg(qwl%~r+v-vr$`hiaSflCk-KB!c)#8-<6W2evKy~M) z{)`CrHpL5(G@jrkX~~jr^cXOGP4}>{fJQGXgPZ}KSlFdhKs;H2vZd|pM-PoO!_j$U z{b-W9aE+g@IX97R-=abI0!?WXAYA#bd0?Vq(Ck!_GX40Z9R7p_*v1kBe1m|5N6I#H z?gwX`L}%3rxw}b~bLz@ZzDHms>34Ilocf!dmc!NH@%3DBrZ`cbfAn4HPu2Mj=Rx%_{{63Z5CqLAPn!5js zY&7)etq9~nD?P_;FX&`Y-N*=>R~>So8_-w}9=5B1IC@oO@2N<>>t1iWvbw7bNR1Xd z#jbvj!b-5D5lfci{%_Pb=or%V@*suD^rl|rRaO%m z$`Zq=VG+aj_JEQ`f+K|G`#<}gVOLo_+$s$7nJ*IXViJ4nv=IJ>r9yUi*E^I&J2JJ{ zmsaNF@JjofW~H96;^6Fte&5`|G_3sbU^p0V`673=Zw#*4G{JcX*ZkX~*}BXgPQ9PR z3>KGx?t52^-16oVlyNi}bI#PZ8f>E_xVm8)m>@G@t=Q(-2OHr%Tc4fLpBg>1?1F46 zo9}?SAX|2&=PEoY`wwNDBh;JQ>|Y?CZ06EmCwF}-d< z`8)vg>~u}`^PN5s9FboWW%`QBz_a9ssT@aJOSSxFPw3Dd`gq4sg1t|+2T&&@=XYD9 z4}B&PbT|dV7HhIUAF8r1PG6rB_RY*p@*Kd!P1t=Ok9Tj^iY2efSB7L&jSMSCoZC*# z=`_b$=L|f2JzWoI1q$Nn;x`@Jg(D-evVlc}3?Bx~V7Pet=kM+_O=ZtiT+UZ2yvj-K zNZ;aH7({=3Qf4LDR;fEK;t)3n`_BV;l@U)k|Cd>D=C36TTKtwm7L1}^DQeyW|E~$I z+?(_MY*)ggfQ_?rsv238JCj0jO2%5&N}gQh zExIJ{H$2%2I;uEen&+k$s636f5WHa;Y<@4;gh+!0v}WrkV4rg@z#1qEC|HWlaG4L* z{nTc6M5wF;mFyKGr9x~WrNV_-OCTzPf}$6|zGJzV`nmbko*XxJ+K3Wj z|A%Wk`6GyXDHyBg(A@j)Z~t2Ve-?+U_Y3X+y1oB&0$Mln7GYtY-wQ0zbOuZHwz>{C#d}4~ zcQzVIJOs1M-uP{1?gN&?ldjPIWbYWAYv!1(U<>Y@*jZ+&#i93lA7e>nq_i`V6+uiq zBD901k*o-+fjsBRqe@TZ#OI*(cE_dx}Xa@bskaBZwT42Dov7C*rn&RDa zyjf1r;Cm_tvRXsPtn^66a?;_b-PXuFT~Vp_#w9m*@-%T}=wl<{Nc}4)b^mVFa@g}VHk2%9rwdNa|77h*-tl@HhI1)sf)B8gZX|@2b^JdUPu6$ z@f_C?77~~wM4C=GU6?UjJ{oy)RPRu?&s41y{inJ5=LZgR1vYX>g-E_F^U-~mZ3#it z(ZSMB@V{hAUPhkuDpfk${31oK4GUhPFRhZn9BJKb>;6HStKx1rFHqZWguCW zUx$_G&7PWrhrB&PuT^e%{5En{(~j}LVsk1iLi`$fC$n!BE}g{kO2W~&d+HOxEqZ)u%`5bI3MyEX4fIC0@Cbh zU)0o%X%q@(kuc)nypVw}dfoOT%j4zb9un|x1I{F+LsRTe)rt9&<79aoL3xF(LzI(BlBsNA;Pww%w2PllmUPq~9)gQpSex zE1e78oz7?!BxG{ugLvJ9|BP2UeE6XD7;Zi>--H}K=}4WKFAq61go_FqBJ6Q{&J1Qd zlGV9mO;rf=u?SGVf-p{Wa#X0DMeP%#^Se6?%_7MDgOuvR_d7`)tKH5*tm4w7TR+Wh zzcB){vB&bAc4zh;`oQcbG$+LRuBcZ@l zW1_IQB5g2O*HX@Ji6MY1UHxVsoY7K*m{~alRnamwBt$%YMZ?5aJaWS!;{dB6 zQ?n>E@JrK9@pI?2t-dp-4;A!Q~5GWlejC3h? zOc9DkrqRLS8Dy4PotZ}?`}$_yo*WHgNs9OeI!O)&`EP~}kVsJ%@IvL`aYVBTpZpep zNFO5af7rDp#;?*{gDzoGm0DCV$-%5Vun3WNi3&@k@;M7AAh=;zkH0I2VnG0`f?U(K zN4IE%7rLVZ2mU!BU35)R5oBfotvEq}{K8FKl<_dvO~21vk0^M_qlYY)SbMs@{{x!G zR#)c@{@i$FOAo)c^&p76gfF7CzO7JWR^CAaReMxEZZDJuqM#d zG?x1^MGRk=P@mNHh}&*X0L`yK{(_q-?xG|$^S)BR%TISKkn+vIz<}5lBP$uMa1&ik zCB?KlBA$Q-qfFl2xYBZzw2q#4=4IYHOoG%cm@T@T3VuSxJ&XZf45(_*W1|*qEQPuy-MYCjpmEjGOVsFPnYM{8PcW4!tr4=BYGa*nxMmu?h852daS3Z zS6U!ah$YKDbS5i#(f&*2RVxlp9M(`&irFlcq_PSonqJmH zkgVt&b~ZP_NHHOhbm)T9Qun$k?7p6+H#OBSX`4Ls7Kpkt^Sj8nx@{^z{-_^JEi~%c zl3#s?n~*MbxIp}Sf}LOeL0{~VniF?okCH(A-`g+ABzZQ+AIa{(cBTV3CmTPDo9f=p zVm%t6nvcFq z2Q!BrN86N)O;!0yMz0Kf$RehtPN0+elI~Sid6t@_L2)lY5Em1Md$w}_fnPilIupoJ zOSU-)0i;!pFI}%Nc0%koI8lY<&Jw4!1&i^FSU;L0JZ+g&20un$LmEfZjQeXU(iHQB z1=!Rr=eB3PV=VWvHb=Hj6F$TeS{8h%Ex46t(1h0IxGxy0ozp{72ixUp0%b|@$&@nQ zES+!Gd+Iw_RKv?Ffw3R3(exyE+FIbfjMN6(AhVHZ(V3p5YD_c$Sa`T=Q4Q>;RsQH^}Fm z;uL&_%3?JIv7C^H%oGiG^z$}<2LVs8Du3nSMrC%=VF|18%l z!rDd!xzMl!>u`HoK(#5ahU{{bf3SQ3;Egq$z0qRLUnMLgzX{|M>ue*ns0!D8vP1Te z{??!E83R?8ckL?@sI(G?qUJPyMJvC->1(+Tqt5&f%S+XZmruD&YIT9e|c9e>cY;@(XEsG#O?fL+i(QL&OZyQJ!MgZ}@h@$$wB0SK{t(+> zy_=o2JFKZ|a6Sd1uLv`USAXsf5B~R%U!*}ZpA!(iD$!V==W-5v!k?e4)bRWFFD02B z1(sTLF)^;5RKl*7%gyGk%-aC1!Q9#VSR8!M&xEGfbHPVYK0Ue(^UD zeSJE`U<($OOei2hMPJ|Da<|XQ@i?nw)MC0vX69m}h{ISd(x`fYtGB&ZD10w0Z@F6; zRW~A%#j2Z_k0h1h50=CF^~mbyeb__(l7Eh8(HvUs%AF3t!u))5!o}_)mXVM34D~s* zN$y9})5w+^5S6}E#tly&NI^ve{^D+KxY|XoqK}k<^kB0&3+)XxP@nK3Ub45#D zOzntLq@q2Up(-A0p&a)HRRP@$?B04GHV6gWjk~2E$bhgkp}GnIWsx%pKKw-0QO20( z-@LvvTUHNkEgAWH4&>bD=NixMcp!UuSYu0j_&^Ty@eSKTR&J#+%ZF1@1BCo1*>v|=owff zL!zua0N3_*|Bw=qdc!6n!N<$gbl>53p-BSjD-gO2S}kyDo^%{jAr%JRRN#t+{7y#D%!ab9Y@ z>?x+I>o>>jxOR7B0in*m>zBE;yl$64lX<`K#duDWwc}+)sdrZ5Uf(DAm)C7w`j-W3 zl3hy{CvV?8`4LL9o|LtP(uzOig^CE|mmF>{t4LX*?*ltI<|riqWD?QJp#6l=PrD^X zgMw|;EQ?xc7Nff@;+0#EtsQ9=?Q^BYWa|sI3>k!qNaeFRAg0` z66>g7n!;Bf6!6cqybEj)kPi}iQSA~)H&lDWk8&z0|AI7ReNxMn@tw=6ROqJU^Tk>y zwD4+4!*&B1lR^?5Td@4#>^)&!9{skxpYo+@zo1assuJ0bjqF5CnM-JpOvF-Tfb4bm zR4G#RIA0vNmOa#^0IP#Cy};O0YeF!SdU}q5W}q6N5I6^f$F@fUGPxm@vaZmP8JEU_ zmZk<{yYZs)b9{*3T{*5_p`L=o*}sAPdOUJOuwECQ63~JA_B1iwXa#-Yz1u1Bx-hF#FLQ1ua_dlC6V^iec)Wv3Cyn% z$s$H~D5xj5)>=Bky`P9^^@Pp9=KEt#WM$>=1CJF$cWxyciAxBW52QVd!lR3gzN8G6 zKH{UhNIU?2k#j@*T-H-(J3$*DD1xD1JJm}oPE}37moI@<<@C1t)&H>c{okW6ADXW= zQl{fmCY*yGKdfEa)_8k+zT{B%QnsJA^*?CMFwG%ZOyK`(!6l*sj$Y)|mc8yuInxJ` zCjq@KoWTyF{FU(>^bAi2%b1R;#+_Ek04=;3w;msK1mHQl+H)DN2x_;3(tJKFR90t4{%S2CAH z5gFRbk$q*I3JJmjN8eoZ7Ur8#rLtK3B=IklB7tzwmrgDZPdYg}9C5Gq?n9B7gky`> z@)RIZ>>^8p=CbYNsipjH}!}7oFVO zO5z5KkWGSmr)BwU-*_D<4Oa}y0>_Eb*#VP^h)JPj?~84SG6j$DNO}9quG$i2c=P-` zxR+7(@zd>#`O6XhBE3)pKLvE+aI6{H*PE=i@+_!p9L5yT>h4YL zMjBxsOGoX2pwr83(9_^>A)J)teYa_bY+^ z+XPS(=wp;Ce+sn^zV5D1AiOZt^KU=^<-YZ>VUYlZT5D;#lO5kbR<^{P6T&-a$kmtT zW7I?zP0O|MefNv(jui9?9G$YWREW&)K7~3e{;j(;pgYjrLzqT$fy0~+ipr`x=Z{P) zmUZp*dhjt6LiZ|fwSHs8j!_7GNv`%W2x1DQLAA40iX_erbF1tuiSQrJ(5?L*-A#sb zGa8D#f$7w>XE|?Y${o-e>i07AgYH$BO3+*n18-eZR87Aq9X+tZ<2+q{0x>?X6>p;l zUp#Y@)m^(2;59>Od(PVVx>HI&6a2j_u{2*DU0j@xC^%NMMofCCUM7xm77V9NJ_&b! zTwvs%P+fhbB`6rH?%`^{WJd+3hZ1e&$CSODD7gNvd`dun?NvlO?ik05j*sHDyLzM? z2MyIsu8A)$D=rxPYJA|t=JtGoV+>!adgPI~aP4+Xh|BG>4<}0lo-KTMwYgkzDtPX^ z+64t<4aJp~@lA6(C4VO#bzf$zo_@U{b^Tll(F-8~H{LyxsSe?HZj?5Wp&|0P1prUc|t z!4x4!HC0yoPETWMH@6Y5J7ZKOLzhONd&70@`g8F046>U=cFyvQ!3&I?_uk-XNkbDK2W$wjSk4~j4e%t9V{Tx z)}O+YIZ?>l70x|#-{2DJvRGZqD%U%6eoe%Ed~pM7^{e|FpaCLQATeu34|tR87#?gXZ9d{?1hnoCTUDLa`~t5R8UHc1vkllz76;8J6n&Y5PoKg~1@ z)858y9)o+y5PJ01+ugj0H{ra`_hD)$;Y9|CFKcShd9ye71~&R z@v%1rSY2Nayo(rSNq3VYV-DGFPWj}}eLJ+y%#s9u{O#FJ;dH?1m6yOWJB_fgCSOdP z_+>4#ML5EIOErmhsmatKYYrCGQIxk52rn9%Uy{SFt-Lk!H`<_B!-i*MEaz9nKK?MJ zq`UKz?!ZvNy-8oi;8JXn82wyRzub23B+bD7Y4VlShZMK;^gZIPF_=W zkjYkjr<-646@CifAJ{@Qy;3w%Aly9``+P zHcNMm%}4#0!@Mtup;T&JY)fbqVaL+Vl@{x{f0gsW1+R zP+y#qJSN8Do<0e8pitPYVdJhfD3D#?>Hujr+%BwqF;%b}U&pwgY%s~skuAqgVQkjX zYfw4HFC+W)T$8=KX*;}6npw!C)r6+kvI6emq=C`^(tG1vz zGX`QOvj&=U9eNW+M&<_cJP{*1dEO+?*B;n@E_01SSWY5o|HD#~dH_7lq3k1=*k09j zN-U|na9N-l!SPETr%nztDEZmM+rfN3#FeqGdH)rcwT;~D&-06xt)&>(hM$(SVMF5u zmX|?m1)6z%0osz}B@?>x7n`Efju|VSTkv#5c$r^=rDSQG&L%GyV&H3040aznz=<`J8s%*8NjBd7tMo*tukuVm}C4&=tMT<0%lX@AepyGkXpk0T6MkDWKQ z_ULD={&UZ@_hhv#dIK@IY(~hk&^;t?S!0vEau&AV_P<={(=r(|{sr6)IJ`2Oojlw2 zR=HACcehG_jehBk(FJ*&mCEMY;qxjd8&-C!&})Ac=9d!DH(m!*B;OJzv8O(`Bh?{j_HVVMl{>zRTq$nae zgz*FIvwl)XNKLx&U6%k2O4doE;Sz>wofbYF&q%86;A&wAn0HX8#V7Lu_ zsv7fXA}t1Z3oSCUm^*B;0G(zJ0eR7Ns( zkiV)^<4z|S#8R7$>}n_4hGUPB6R6=K zz_bRL+mxrPQk94*BeCHiQqJ6A5a)Z;Xx#!Z&XDZ~9#@0UQPUr}GAYq?+{IGm~|h@bG4F|sZrTW_%O^W3lz~AvLpqu zChW~F`SKq~<%`m_+@y1IST)mocVlW~=b(V;9^r~=t9z)Of(Mw;>|HI~$LDdD=ar~L zse+!S4at7*6~8g7LN#q02o*3(x}w+vs!7TfG1I=$l#y$e!u99 z`Fbb(j9DG?D9ris^}22{@BDWB3+{+JBRS>6aU(sQIiGdqaJ`_tKS0(h@6$}56yqP9vjDrg`g|L0kQ^)W)LO3cE8z>N1m-JuyhW~}D2QQvK$kE= zEV9BtK^M14tHM5aMs+Du<-ooTv-I-}ci{_?B#=8Ho%d=FB`dTuXWNv;Y3t&G51m3)q#~q*a3n&1Rt@fqujuopm|A z{aMlDWnyEQm63WnAEUE<&cF%EhmU7a$Zgv&>?k_e2DIN(X=~E4r8%8C?I-y+hnJIt z)lyB-&th+w!tdIoyB8Sqd+EM0KOe;5yN)(@9(MVCl8^}}zNjzz+kA`oM&+}j<&X#A z%GS9&&Hd&^3rVY_J*(rcOgX@VZ1&^p&7V?E&Nv6>&(jA5=yf^ngr4s!`F6-Ns1qga z5a{qGAjNNAzUO92l?n6?xq-eoxQ&$pH#U;%2i7@*xJE=uKeR7Z@Z0M^-P_#BX3con z_LicW<0b(w+HF#TbDTJX3mDiHWmdd&p-@P@R>R9LHe?4_JVU624cxKwvjdASyPPsZ zfH;sm;K5da(=Ofzy@jpkRQ8g{#$U}YkXk2lgX(Xf85yK(sfBTH>)*%KIzD2^ETK3I zgg~SA`gKk((Vb-{ZW-NM(`?d2=i)cyP*+WDxTeYs9gj3THO+y$>{Ikg7Ckc&LvY8>!h5$Ws(~YCKi`yn?V>-}8{ghjGg%ENu|Iba7gSTi1qpaOn__K}TBnfV-X6$7>^l#DEAY{g))fu`gHWgmb&=lT1AeUV;u+xS;s9FI#I zYASF`Kaf09Hp0Vl(cR`R0FI}BcO#zy3A1@POtQ1z_y1wBB{L%vRWq<@Lr1(mSNS|) zSt%@Inrv!fb89f%Gs2}*YCJkTx1;ln>e%Djo*^(WXZhCt!%S&9$uoUjn>ceRpF$bm ztv&r|$A2AHNsTV1mmdGvGhGnLngV}`jkdN8YD1O3Tk6VYOw)G$Vq zGxz*}Fk|e}Uy1mQCw41Y0`o-Vl8p-+%v2!SgdMZHkTHxId4_5o-hWt5&$CU= zM5Wt6tnqTekjHw=WQN5)6vnTfXrD>^Uj0itPXDpG!)`KDCxk*L8FaR#d|4wir5})f zblQ`-;cS;O9;bfcrSqtn?|&q9d2l7F2mjFYmYB$);p)S z<|0&LA1o?aWn}dD%1#e`(gQ_wk|z~E(8aFc5a~&<9%_LXt<#}pr?@JbzEtZ=K~luq zpSL%gHfCg2T!DNqx`dby5S`SKDPmv4M!NC=GPA=^{(sVm_;{7o#nYX5H_BJMJpa&F z#Odh|9o7shkJsbH-B|{InE&3CLa^-6`gDSCc~C+LA&&1HL{&?nq)l&N*h%k-JPyZ) z68d<{7EiM!5{bj)3b|W7q=;(#3_oDv{x-c7wQqPM@Jb|N3hy-P)BEtQaQKAoW7SKs zCAEj0OmkxK$wF1UTlFvgEh~TCA%8nKz@Je%Ut&j1&sAVS%P7&xJ8q31TiB$ly@v}! z?=$&ClZ6#57*xmu+9lpT_uRzy^3@!Ofye$K+`8Kb!a;Pv;rV=KsHaqpDPED{9rIMy(b_>`m;LwP~nLiz4>kvnWBW#A=l) zHCiiXjRZAo6QdpW^e)og>d5#>{@wu+gdcR-id8Ya!6FX;R^E`BzMLdLdUNAQ4 zy8M0?-UwPgZ{V%tpqfH4OH3Xeor-$qHI*7bOX1Dm;6jjM=3V~UMU0sz2U3oAsESV_ zH1Hjm!|BWI`{3yj(=+JDj~pWg6~Sh?mA!_n_8pOz^GEBc4bq<0MsWG7%em_9Lj`FQjL|yMkL3!0)P+tw?XoMH8j-ZBpLOhvD-(`A1j!mI zqrP)B7mF7AJxN45rDAr~kM9gCHdwnS-Qb0$0+uwT?SE^YAIPxN1v~Mw_eM*U?uEB9 zUM8e!Ue(FY99y`uc36k#IwBC|4TuUz&H$Ual^luYkDQ^=&8xCUhIMb*t$+BD^)4Dl zYY%{o;o4Qgfnw12fa!f%I_{cdm+xzZs-LD^C~uY4_s5w~I8To4spP>}{QaWPub$i4 z`s3?S`3;^bNfG1jP~OJOc*+B%N<7iWPv^49g6~4Gtvp z$e_AG>qzVc@zEXy_q!VUC1Hyhb86Z6P!{eYv`oAZ8<@espt?f018X@#(L>UIm3DCj zbj>I~CU4w|pxR-?so@mlO#?#9UrhEru_&8+%w-)@M{z`(?0m?=xXZI_VykC06N340Rh2cgAnp?8@DG>;L#$ z_V#_&;NuNc)ZZT);0bpA3@lIk6Nv!u6Os@JmER5Fry{k@(<(_T@_3O=DKMX;891w= z(zWxcOG|67m3~-#ip%SWz#%R4yp2A6uM(?5$qbnKaN?@&{ncrZ->rmK=JE6EDI?8c z`%(IsqN0pzwqu81Q&b`w!Ynp}TYa!e+4L0OyvZhI=xCza_j#&(5X%?46b`>nFm)R7q zw=$Sz?#dJfasLvs`5kj0MStPDo5KsMt3^-$ljeC21nrcQ5PHJ=pTJ9{T zscn~MTuNn}g`A436(aIwD^$vVaG01cH5~f?99%la0~e!}l@&gq#t-4h|6IzZI1zG?+2I;nZ)LJhccdfnolB?D!$ic zKtLJ)dc2}3nrwr_JZg}YU0V71fKG8h#s8tYBKJ2n+ro<04|}*2_qK! z598#cA4}Ep7?V6%g}Lt^n)J*1VT+@Sv>RdT9mQ<^ou%e3uHPsw9rjk|>lH0{fb^-I z`S(xzcknzhOyE2E(vq@4jJ+de*-^!rU|kUrvz?}=cmNpi8Kl`j6wHz zxip^@)*wU3tBR}=6&_*gg4V#z#gj)Bap{uxfRLoKkewRhtAt98Jk(lsE*?Iy9ZGf7 zP9eyuE680H%q*p4NlKv-6&o{Z(P!~RK$j6@dePHdXdV>9WazsjZ{t_3UOzU}H^e&I zonpU8K&e`Yi!~2s%}9-J-{Ua=n+n!jq*6aCUD|y>Nv&W%FM~0Tm&}_~lmL$&o?=}Q zLH5UPGc^|lEI@$QT-AZxLU4KJfMMQtIrb)NT%st8iH6mpgoj*DBpI1ZuJEPl%tjkc zSK}4-^Pa5p4ZB@qwfj}bqPD%tdtfZZ@-4?F5w`v&n?fscP8zxfjQ5Z9y|Zt#{YT`2 z=<0^U_xkh4hImrVA|~J*@9V)2VoAkMkJV5I*sFr)EJLENBvp)P8KPG-kFj7nZS$5a z0vW7~@V=v0J)zGJ2!-B3m$JU=l+QXhNx;7d3oWtFs!f!@j5Nx~oeov2uK#4nIKFxt zv0RjE4@ASW&~UH^l#N3YO=R~Nqa4^R^vFI*mY=c%B)6%LkM03T49Ft)-k3g5Q4*$L zG^gL%a^SGijO5N4Blc+zdBtPogD@a! z%RR|6%i-}mCybeUUkbUirMcuts;knw)c2H1mEbCe`)=u*(;77soX5YtWT{o zE}9;p87)*wiUemz1{!%p$S0p*g1eghP&@dHHm4|+Geyg9zH)o=-{Re+T8AW-d6k}P z4kVfD(Vl_kP6$eWCMoACCwS<=7d|F`t7L=vF1~4g{$X!p4c&{;dayjBXm0ze$d(CN`xIT5(QtU$il1`2wI44{ zCr+byUx^ks9_kN$*I?XAZPWoFND+`{Bf{@0^I0C76}fwfnwvh0))WlP7KUItBLV)< zP;t-7y^YM7;qism#1&5(Y#ys%A~IghPZgmCx$r}mXc|dr@kjzFV1{N2T^uYp`=7lr zN#7y|7ZAgH9(eOK~k0z5B zRttQE8Og3^OxaG#fw$ybZLoys4TALMo$}t)jCpj9Fm!_RqG`0&ENc1dbRx^D{B+e~ ze^Caw7}tXqmg>H7O5m!)4FM{B?1{y@GWwRt`ZEfUX!<<%FoH`DF&!<+49< zc}5;x=$M@@+ZVo6XRa&kAxv3k7bEiKj7SwP`{3UPi;_x-(2D~lXUxf4QMansQU3{1li1~tym`S|G6Rwx@mIkLAGw#>+ z44mM5J_CD?ibDR$Em18T9!XK*DwlBsGk2AafB!Q5 z6H>Uyib9=tl&#aRy8l0-HvEeT9!R<(vB!#2r0LG(sb;eVRebOn7bqdpUR*5eZ5+ zr_=>YB7VMEU~sg!Pcg$W1!y5>#R#(1cGchBHFgVZz{9L$)= zW`T7hev5=cY8E=bNUW!zScjZ*V>7=7hKMx}?YfE#O(vk7$oYTUd$3Gq0McOg(Ai#W z5;-&eJY)WS9=Aik>N`r1BK}kV~Sa$ZSwb`uZ4`sGXonVzL ztN@2E5kc%C@{5wR7UnD8?HBUBDRtx_f1hNsSKHD4k8bPT3xJJg1stCLiUL z4=SxFlCjQCYvj$EY*lb`NgWF0a=qG@2Z~J%hl6d-@FUa8VHxHyydOGX{Zx-P!1U5N z?uF3a-SC!Hi3$d-mkV}kd*U?~tXCel&S$5w&O_wDKIE9CDRi<%r~rc(4aD+zlQ$!Ni|ca2RSjp; zvysSbxiza>IfEupl3fdmNB5fBhgRS6h9HP*P=N;ITi!V{yJDP>|M?NSZXR4xRH@4^t_1+6)ukP@oM)scxvM_Wn4IQ>dKT6BvFwiDUEdTD;c%Wk! z`5#enWr>(-yGNR+2tV_fv1hWYfOrp zWWf`iC6y~9+6Cx9`s>ACUlWH_u%i{?O45MQby-6}1l{qtC)8rMQ)?sR# zpPRyO9|jW`d$n9r-fKRGtq+DJP{J+loz0o7A5RSw|N2WgXJA14b92xCGD+zDlYBV^ zv)(5bzdw2*>Q#&#!Vv}w;Uj)NP$@3mbG5bF3B(2p*JPdZYJNR(l>Nqkm=Q{ms!kzW zQ$k(pw-;L9xH})@(M}ro6S9SHamx-hXT+?qzI$&rIIWCjHmX+fqFlmwY(i#JJBS&yp@Jv!uc1SX`#ZKV6^&+LL*oF9ZzLFkA@C!xLJ`$5N^c`pb%FQ(E$29GqAy`z z=jN*Te1gs1$BGovTZ!<)sItI(L8&cCZ2f{NkMv@G+#NW$m(hIv!XQty)@)Fs|0Rg_ zWJZ_pd!$RA_n6BwFmsSh;&N`RDD+6CX?_~w`!9Y|x5b(&vxs}M^|8Rbuuz&U1z8jm zUrU-AfoJ~D+=%Z5`5sfk#mBSZHETlfZs$_RQgE_#Gd$5xw&p@Mkj?eE*7M9#XjWy? zGM{$kNq6~{lgsPG&~S)S)OX&j38j7-|0UWoo%dfGv~eKeV}R*)8Ph>&haRkec^W*B z+u6??1|`i%D{0D;iQkf5p8NSYLOsu-?I+mU>{k@L#Et={54sYr>B8&F z_DcT0&#WI^ zJ>{JC(6qxc69V_7-w;ao@b&e#AISN;l+zy~uS4ye zndBJ@ilP1|izz8uXhHNj9cCZ^2WZ8Hr*%OY#j#*JJxdQRWO=EeTRN)_k}Fa7c7Aq^ z_GZ30k+{MyxVz{d_WZnHdh3r0+P5pdPCwoayW)oDxVWX&FH+meQTky~qXIXi<LXQug*xnI zX~v6@-78i#ExnvqUTl7*!MsJyjXH@UYuh+8{b|i=JJyskTxg`Y-;np-_L7Af3t3%n z?oC1D&8O?oXTHa(qfTKKs9u1pa%W+RJ zUKmlNf>k!1r1<)DlgPlQz22d7V1G;3^nWZf;C&ZF6>w;@pj`UM&gDWm!*sw%yhQeD zXQC=k>E5xF>4t>8qlvX{Vw{VF-Z^HU?d8y)czT3c{?n&KoaO+)lk?WV+Qp0~5`f>3 z@J+0w*Z!M_OJgS*l|s{)aStJ*)yoKX((TW-GcV*nA0l@KW;dnP>#VG20{w=Xu0M^L zK$TyJC<^R*h8y6S_WhB%BuH}F<;zVNvg^rGm+KoZ1j~%@TV<2r>373t07kx_r}RRj zHcB$6P6{(Kl4L+P_-joe`xfhaI&3A;E9!m17t)1yAql<_eR5`NOVSw^f19+uFKwX7 zB(q=km|Z@~WUhAyPc+q3g+`QB4QdqWiNwQ4XDaIMz98{cUwB+5Cm z$=T*Tez#;xPd1hXM;+0T(?PF8y^K<*?`xAp+3RWw`?hcegqR$>Y^>k{>7AN(%nPn&Ty?V zG1|Bv&_XkIDt(I9lL_l`tCQ-~1XVaCB-((|QdJv>xyeS(C*54#j7E zyF%VhkH4&5PQ*LpyvQx?eif^ACu`5>#Cc%jL+pGE>aO5`If+DV1H~NHesnZJhl1(} zniWAN&2K-SrJwy=^PoGD+d*a@vr-8pJkFOr$iOw~UVyrx;&DD{@_9dU#TdLZdMdtGi$O`Fb~u_inD_<#WO z4z+9jbLc}qMfV`NQuB5)hCZY1((eR&b4Y3H7C+d)n``tT{5Zb>vA^XXq|*4o+A^i9 zg(m2({k~fxPYVZY#YGm-p^2oB!`ED%s(wq`LXTb#b(#(vaNTo?WZjT0WAjW!SMn*{ zF6M*7{~}*%Wjl>4nTTX8RcI+^kYDQcWO7bxU1UbUAx#_sEH5EH>{mGpmF%Ir+rxBo zUdF7$kE$t~X$yD~C_^G%bg2v%b$#WFFMa7yC0QwHQM8o!0SEsTwZa#!9Xm9N1xi{q zOk(K)(h=;bK}sqaKl3iaDb}WLn4Y%%%!sgBh{c+vwjqdebXVDKuAtWq|}ju)VecO7JdT0tL9DS#WDA0KAI{ImV_p zJ%3l_71;Z3W>7y#Bp0W*nwxzv;OG}<)UVxk6Z2M$K% zzkS;}*1FIV2Grpm+OlC86`%e|^?RBS_>M#A8W_mIwFqT?{raMIz-G{W^zNPIj4&#b1Cbvhh&}!i#ifPr{gPD^owZR!7|_wj9wC|Xx^=% zwLgM=o~_@Gp7AJeh5u03J)UTUT1Rc|OsCLx3za_5g_JQk@;MrtpXYvLR^OYmPO`lE zu|6c{>xF8SP;=|e9}Bulc6$Fd0IZa4_b_p(bytq3#WUdhbPH!m`2Ell0B&5ku#yCu zo|`HLN^?D*fNZ`~e}B16+)(+EWFL@DSg*`yd->-G=UQI81^|?ko2!=dwz>Stst*=% zb-K`v3s^}2s^a$o{zFntj7Upb1_LgUOyl;`2G>FSkD~vGw!E+S@Xa!awg&=`oq4l_ zA8x9tW3VX_3>BLjFdcPIouQt*M`|M3Z}^cEN>YS^#EH^i;+c@wnrebm5QdSb>py2+ z79rznB+mi>Q2KlV3{f|pzi|*!CH9p*5($5AGv61s$Cb9GYN+odak(d51?HSc3nc-` z@U^Tk3^IGI^NM7ZgC20AhuBvl+Q(n&8OXS8G!0z%7S?YwAqyWxhXsYv8OP;Y-TLE( zu;A5=^-$Iku-`ZlvN@Q2(##kyS1dPIH;0?}CF|f^cKPht^O*5=;c=?|yxdjQ42!+kq%n)RKDC{tJk^aT|m5N5Kn zSPB@J_Sg(IJf-z7@b|McF!ReCDkf+m<%BOPfi_RVK}< za!Cc)ZG_-!K9t(bzgiI}!X*V(09Jj(g9@Ka+BrAby@HP0HuyL=*aBlX4Rrq_^0|Y| zwua<07BY{-f@?`+7;c_JrZjfRpf6XSxQnoIKgh`--3_Tk#{(hi_mj;d!@vG2J4R< z*93=~)~kXEw8K@iX8aQo>*|@-HW!8%gz#4R=|LJU~j%y>Vz!;Ao zA78#@P$p_XJ^{jp8fi&OsPP)fa0zQ#;+PtWXNWgfDGYUm zzyuT4SglLQ7VNkQ4m%pa_t|Cf@#d{~k(|-YfTB{k0^zQ3pEVgFO^TpbjwlAF%d8k z<>GcQBRA*AH zx;;`Md!r5bKlkb1=y}E8iGrg$DC6B(*;_-->-ICNMv?LFtMGrBidAn|i2?j@28fFD(-ILaAB-WK>`%I+S!ppeqs%bd>eC!jtD1MY z9w>|Ys+?H^oxTmNT)I5Y10ZF+N`yN%Sfm4WJ$DhBr)3PGn)(8NbU!jaYhsg*X$-^` zPR*I&73@pt_f2kw>%59#1Ua8i9?GCd?avnZO^v*UNt$C^9WMS3w0Sb`g%Hn+nBCS z|B^)6lZt!_hh!BI4gY9XJ0rmNuO;;=nFD}~)@V!j!snLHwwAAL@MhTULWGCyNXrrC z_uz_pJ=Ll>_m3#h!M&~~`o*Egb)c!W%TxO&rHqq5O%uy?skeZ)dX`@G!Q+D|Zz=!R zRMFQNti^YqP`%PwB|RgbZ*4 z&@K8nc_d$m4p$@`$aROFH$D$$V^@zbJG(rMW*^*>*ZfJzK}mES)*Z4h^!-b2Z9yNK z!{emPk>ojtI)oz|9L1CM*T99MA>f1*ZwvAR1PQzU%$={0A0VnwSESrY#n{(rER;!FCaC~~G2Y$^7H@FmM*u`n4m$LAt-_o*D%N)XuBqlYXo$kE@ zvgj(9EC1KS(E0G~<)RJ`$Y%n#A2TDb!`gy86Ji!`(xaf6->TID8&9Y0696||`^8t> zKJcsVaJh${Zl!asUIs16oP@CFt2!CgZ;fkURWodrKfAv?vLt$B z6hE}ESp0iF)>wIdViehJ-6cOWU{)(#?>$hdCV4e0SywAEftuSD$HSC+ zIKL0NrD&(_VWPsy8-JC;7=Eu}j)=1_oO)-mp4*lq&qS*9{Z2Z6lCgR{y>-j5Cyxid z4I&?Pb@IIj5Ey=92~vDHS^DW+#DZ)x-6;1Hi1DK1<`z$#e?(!NI|j6zo9R~oZl2xC2Xo9kBs6*uoY*M()Tw1%2R-W z-zH@l0Mx-e_PKPOHTq;fYp|1cSDmZCz2o^lU&}99z9t7*LczZf4$}<#t(moNk(scW z9qj%bGs5}a^{D9buUlJzP~vn%0p1v}=2+C;3O&7E>eqm9mV~ZZ=~UAi+7B{Za=0q+ zJk;@W$7=(xYhkD)4T^?x=g**;j3&tX46{+t7m|Gz#h(k(O7-ls2D5ycx`u3{$vNux z(|^ySmkj~~)YsU1d~A5`%uYwFUy%};YRKopL1_*`djd17SOHT)6YwEHeiS=4&I@Ga;Pjc)%H;HYJoEF6;YYW1-AO zXuN#^Fe_wDH?XBoym8NxrmPAe1+$t61;>M6Hesbuj$EglzE+36cor$#-x`sn0EP?}iJBl;=NoiAt6BD-v?2#Z??w>R3{(|p+nR>`%- z-qcqsV~!uc-fnITD>%BGOD4d4G(NN6L#izH)?1>_1IfI-*YZ4?tJCF+l23J?g=()Q zSJb0*nEhR$aymq3cRg2$@rsF}=kdu;bX4p?vH$yy$h9|%7SveBbWzJ{b#1^NwFNf-@YExkk;pmhskSE(#$=W*84y|@b{walWY74x36>(#f?^b=S7I= z+}4!n_73N4u}zv_!dhl4O)`DX`RdJax*`MweN!*T>L`VAc_}%FG`^=1Fbv_*)QH9e zJD(tJjDl<;7lJ|dPF{_@JC@1QPxBtX=u^8^V&k0HnekaIU5+Sg;bSIZw21C5+ffQa zjaI01KIcR33yc|idnni%k1>7<{ZmYV!~!M;FK z!ovCJ;|vq&pI9eq_7$4)n}oq>3hhF`GCln@9gr$^75?DDgnPy?oc!{5($)e}#waj% zu<)kZ=h-h%$we=Q?Dc9-Avia;!ZMXi8C@YW|caxsh7u$4Vz+NN}Q{TYy&iR z7c;$&QktG8r!OTwQ>C(@NBMgYTj zo4Z5rJ~05x&EoVMxtIhVku71jthMMz<{GZKdh|qqbcpI4)X1-d06@g~#>qXVR2kC$ zh|~hRy#JK528XgnEVxjE#3$-4L;PvXosnyWSix!d9}fk(KB_~pd@Z^ev!R;;Oqiq2 z_WA0yLR+caZ!C!{xL4QWNkA#j#KewmAl$#jQe-Hg0d)=?th}+`b(kczp1bK+`TpA4 z=#PSW@GvJ6Qn>1<^3xP%W|ZoSheosx(^DUMmYDS0Wg$Gd#U;r8QnJCqO@^|m#ViyW z2dt3PD!*n!M5$*qt-ymf`XTb3^Dl1h^H+3tv8BcR(%<#Ou_*eO3%Tm&Yx8TeCPrV9 z6qrnt5j_;2dZpb~H&5kgy{c>^q~upcPI*}ZDE1QA#S;Q3UOIhAjG|eqj4Kzo@Ms^F zk(0SRb^L@cR+ICvMt*fpG9Bc5xuPX5nMBpCBmU5`ge^3N@dnR0{H0@rXVU(Xb7%Ql z9?XP&E}nLu;zov86S@UoM7M%Ghgus2-7E*pCQVrpE>Pi=NG9{zU{Y%Bu0+2xjwaL> z{+7aARk}z&G@%JtMc`HEb4=01qWk}<-co-T_5-&u*KjVP55=K;e9}ixHCrp=&UDBg zK~=JfSHu`863s2Sm4n%%Wt0udoXVZ&j={R`LPbhv38+0si}{`Ks$TpT8^UX z;*72aL9%bCMbbpF%txaBvgt_lkY?~T0Xqrp;iAnQ{*znTk`|g?7Lp22-P6`Mz)_s|E~+>7*`f-8Bb$YNKfB=1K7WY-qC{vz<~D1)s~@wvd+0Fu+$@ta zoveLhA+bWFrHG4!z$Q2zF7N$tXjc31V17o!pE6VSz4+KMuF2$h=2dRs*|DOl4Q8ag zf@-plZJ29j`~7dM9}4*&(QNO^R0}=RmH&f2``$bOx&Ljm7ol>H{6DJ+hkm-x4)`}DYo-AiuB9gFzs|=lswbJ?@ z57ms)gLF-l$AYxk&F@6-e)&wN_BO)vHN##!l&+;p-m9r^Q&>npk8zU1)hs_m_)*>- zbzEn_#r75tF_B}_{>3@YT7#`f3UK{A0-i~HqCw-$lQH8X0tZQVcPqA;?S*#|Z&P`F zw5h3B;xf0$WPdu<)NSL4S70Dkj$^hl$>l0y&;4L+O5@b)5n2I8T|Np)fEQd|4UOh_ z{NgB$4+?RK=AMxp_?KYR0;X#Iq~TB=Q{qy3@9X) zwLIoN&&25E>87L{IxF!GPH0_>Cm-3mPZX-E}U+b<>soDz*z4YmW|h8 zPx;p|C1vjtgH}VJ)xiXg{CO+yCuEo(JodeB<30OMWUeEA7SMXV?{}hbi`uBR+=9GZ z4ShFL&lebs{qBq+)!D&sN*{U&$3-h-D4K1Y1H$G&zlY+l+k>8)B)>I$4CKYOA>w0r zKL%r2o4X;jTC56aod;qdZ&DMsm!eL}ZOOPDBW5)lriuw}dB|rUZV(D{q z9p^hBi>Br>=#G~M$_hcS@lJY&9%}Qv{JJe%7Q|Zkr&l+tXHa;jHXv_ zf5(X2TTO-%G7bk7gU>=JJYR06%OGcyks6QBSwmp8r!Q})$~uZ*w7mbT#I@8XL)0Qe@o7yo~to(a=vn$>fpbD!kN~ ztWu5g)j4mbIr_&PS$Ojmc;wSk_v}3~jRq}_-}40IsrECN1!$!&x7w<_);z5$b}X(U z7ekba?m_B^zO}t-Iy>k3)SYUjpE$zUGRN`?egrG1z)s_I2-ydp(kmMtjOsLP!Y0yl z+NtOr5!+43b$YPW_`hxI0et%hbLbWlqm23f`9C6rXU327og^RWL9X{&WEZk#khvSY zq_{?NIA7cOhxjPJZ% zl{s9xlFZwis=qVA&6nr9Tdlz)nDwGNJh$jeIS=Nl`BoTW{QUWk>Ape|DUX!+(^tu! zfC1aM2khu&o8Ho@vA4<1%&DI{F~>hB!B5T@CAG;V?243_i)~VVz5RT^*uY~y_Ciu?qBQ;1-cTmi4qDrfz4sQG$5 zKi14h+b~~{-~OfQKO&;=<=E}bJ|9M+25_EdZzNrCc;R&@0}kECIQW(K3HlmL&(Wd$ zGd!4BpZ?UmZHGks-O9eBm-D1KrLU*dGTM5A^ov@ye z?x$*Ej{+DNbEeg_+ZA}nt;~654C6I2By4V##gU@0H?|Ks6dM*p_#uSl53aYeo6nOe z;RiFbc^l`GH&@)9Up*10-tyL*aE}}Qyu0sncD4i3vqHocVgw4SGK2~d!(d5K5sEy^ zEPm^3BDK|K?*1JJZ#sx7d}5v)5j6&ts9mrp~F207J(^^c4}A>LhgFOMGC zSqFQPKA%g0OjwW{KT4pr4v)N_v*bN|#@E1o{C=|lS36t{riNcgqSF6>aD}DKg%R5? zVcvB@pkpq|sE1}|7Qd%>L>w5qx?ahC#dPdvgETB|ADHH)1^WHW?Dn9z_PrmV`k`ax z=ZfHg{t+K&CBIaCb-M?|%WoRKB@q~uo5r84vqI67p3L@MJ(Is(Qa7uqdhRsc=Zp*P z^ib(V%eNAKl14zI+mie4s9vx?ZTUhc~lK+_s{Gg7G?)m zXt<9S|7#>ETPy?Q4)P9R*wNQ}-1i=;GLH0?UfflPpkJo(-qFv!dM28pg zxY;qHX3P32ybz@l_6;RaSexCUt!plmB0DxAma#xHQl|MZn*jil!2^c}*2R2PsjAD? zwF;eFkBic!*Nms4e)D_6%4UpFM04pCN`W%_`R*aEo-Q8Wbi@jI0*FKSt(1%U#`^8P zlHRO>iY?!srK8+Q5`A0ArAgl5PHz%#u9W9+^hTgQFlher^mlsgPY5$nO_45~H=XjH zaJSZ4ksqwFOlRg$17j23jr>TVEQRBM7t|OeZA)XQ=~S*GVDJJ%v&orZDGfeFeW?!! z-~P`OdLLDF9AHgPui)oO(<4VnPYVkZiE|?$w#aDt1$~``>})FnaTzwDClVL}DWP4l zBr)XXwi31|2|LzNXk{!4So8Y250>nn~r$rU{?bw&;K zFPIPgc_1>TzU{RtZOMq{8;Z2`p`t^Xiq<-@XxE(aAj?jt$3iB7a8xD9%(h**0DjIX zqQJ;yI&k+6G1vKyd63zv#~DJArGM}-Cvj%9mMhhqt(mT3Ob4d6L*5Hwib({!t!C%`ewcpvC$qb2g!TmU%B;lUnoBl%o1A zITJvWpZvaBeV1CUflkrT=!{Z>)tsh6X8;vP=5)7Gvf9K9O&GhXYagk{-QgZn)7k}cU6 z2ROsjZST&1EmzspF&AP)4@jOv^eS^WN#S zsW|K^=F_u2!HnisG?d=y^z){K3JUFUyBKl2Hx;x=H;ZyGEY)Efer}}~U!fpE2K(eg z0|X7+)Zlg%*DH-7>fLu5l_!0{JN@*Tf{$kn+B$HD3N)fYjL#Ma9zQn0=rOqY_gd}H z4F>j|xqk$edPhXJw52mhXFw1xH5Z{&qd}x2VJ-zf6ojr~;-u_L73$z(X)EXz7FI+> zTF^-AljYJcjXIKdW#nTebr_=vGYO>e&Ii4d%+KvL6iwGoF3pZ{)t;ydA&swXmd4F_ zXVnH_bp#GY7JOcIfpBE2sEgU46;FPlkZW?hRT5M`>7JU0pzIZO)5Y5-L7&>JGpINe zdmbEK&fO@=1pa&QjAWa?F-re+XN_Y)U=xJ43n{)=4ZVPPz5dgt~+HKpKZS2;3 zX`8841}3H$6ldD3$CEmt8lCAwhSvd5(2UU4UB;K<{I_mZ8l0PQMay2DW?OQl|9Z!% z|6yk@oScetK0`k4x82{=Ja6lwic(7LJz;BY<{l}GOjumB{zSiOxSUsxW-N*_60 z{Z#6X{aR4&=TT|?5;uP9#k7#o)T#_nUhSU?5`;MM!V~9lL1io)Q$sjv167^Td2A7 z)AFi96#yb*SL89X#hhooPmTz`hY2Y}Z0Fl^>oL&I7v(vsb8ArC5nEy+YYYkpb1X;M z^eQL!?Na>jI-2kO2IHvk!*PmlO*e7A<1XQ+|F{_UNpaXjQ7 zcDpeYV-ZK)1X#D3Cf_!yud@C13wui)6lB%I34fUzsiAcP(d7P6)8QdUO!h;2bB?*i z-Fz-u{Y%>eklz0^G1E3x4Z_0m7(ZPNa$D;vq0*t)hFNFcC}vI_z0cMMynx$qz~PW; zbMl#$V{WQ5{)IhoS`RmUF6YZWUunkr!r<;EN7g_i2>h+P!x@LoL`s&(77kmYQcx5^ ztcLqsN$+yxW;e4CK{8z}OuCpNJp9;BK~Nr6nZa?tFgX)64wWP_W^a{Ug(Y0AOc9~( zqI0??XfbGhVK*Lrx3|2B`n@(+uW$<$Q~m z{Sq`s6=LnmnGf(^3Sn$Hr|0fUouU5`iIv)BH6cAc`dGXFLAaq|rC3-a zYdlx4ts-mCFb_8O)zMKbKaIV>1ZSAO|&A{!|b*vhD)^7x17GI^0Pj@h|UvDkYO}7uQ za?!_)7H{rMC8PVyNCD{0x!%N?H&xlXHoUIj#6U`cs@5v@wc8aA#%W)(Gaoj`U0nmw zyWwOk+(^$zCX(TVQx_cUGX1vfQ2S?MXi;I7%6XzY(k~X7#@+VR&NgEl2*G2uNS0Pl zT!m!#{4ZUNQS0?w6Ct6Z=dk-XF3?n}eY;{r#D8W&w`I$Uim1NajwEuVUPN{AC>S&c z_Zs$MNc>A<-P0Ih$Jo_B>xr~Ho5R-v&k4D)xAnUoFW{O|u@M0ZH!Ngt>&y%uYgHAg z7vf)I0-FKY_wF@!>F^^X9Kz9b;R*T8^<*^4FL`~DRmHxqFAeziLGzOtDWl35Q7&XH zqV(QfF8C0uJDl`XFXl#n@5u&rdLFx_EbRjAswc3MVw(W8_v ztNX4QDr#=idM3tYlRC3JpEEUVkn4vN#D^*=hisCY7wp~i7MmPK~$3Ekh z0TB?00r+B;^1onzE;i3!N|&weDqdsPYIVQ5<5%mCo(tHgo;IojFyJcO#T%kp1k8;f z_SgL%>D)_$lIZm$6;7_^lR_A6ZB8!!ZFXAZv>L+1#R{OaW#@ATFWz(g_;Fj&5|7@$ zkHpGoJpIT^R_UdNef<%%N{+E#ychDM2r2X*5i0caqG#{ss44fmg7^gSeO8e*Btek-waE87XlM^RcmU*k43+hu7K9U(26a+@>bU)HF0I zm7#0#)xZ|~;{X8}*hLrGoSklqvHJ=vq{unB{3xzrmzU~}&ITv`7u!qUU@ zF$YqSsP}GBjE!{kfa)-po$An+-67ISPf$RR93h}EIz~xJNQlG;6&M2~R8k}*M#Em;=lk>H_c-_iV7s~Q z>%Ok@JRjGhH~1J)>mJyQ7;G$%99azZx`-U6C3MU-{LtfR#;Y!<@wrvX`H!BZbePCh zOFuZv4c&b&;fQJ!Ta62gF#B|a+zWGH7>ZUnIbjnxQM@g7fIxc$q-?^S1PJ+=l)_$* zOMJvNaR7(pKZ1;pr&e|CGt8yCvZgar6atbBhGpL4vPpJ7dMo^FfXmb=3OmOh$6&{sb!A)mM2$(c3QOt9NOqqR$G~|qo~Qp|Cx1nL<8`trQ5( z@(yw;N-4=YkoMX9+0n1ZZ9!c}oi3kEVn7*Z!i((ne|&ZUF@(XT*X2gowxLT@QqnOG z9dto*NW9ifpGubWi=0O7b*SKgBwxng2kuvJr*F5|A$~;n3%DS72ev*nKtAY%kggfqN`01aZR|pO!RP&zfn7Cohkxq4q!XEUtom ziszIlfI7s}TH+-CBP3=cRGPi4I(I>!n8x=+Yr9q=Dffm;%jpE)G8_N!mzbRX|45aO z%g2b{`=b2DEVohSF!s$}(}g>c&8S7P31-^v_LBT#^O~t94WmrJ^T6>oNN? zjenEidtwu3Qd>CqGO*bDzR6d!^xu+B9Zl>jZ%)}>1q`jPaTn&r+4hh@!C4T`b1alI zHbP{3=V^nSsjf_eI&BFkm(JPo;oPiHQ#H>@C12RZY;JVj=2_7C)-)VTCcOQl7fxdy z!NUtzdayO6{^@yxIFu=8w!wywIE>k~a8Wb9H%Hec3W|@H)tZaejQo zV!})yo>aw;lwL$)@z-)ZnDd%qSzV?1u#vL5%;$I=xwej;C@r21@(VuJ#SK(23Fv+y zrFD=FCcvnKU{R@O^P?M%Vk{N$&*E75y=n`~6?64)Xh@&d2hW6F@f~^c?QQa{#{_<<%;TF)M=iPNkDV)pN!+bGfS- z@>?@($8EAWx`gUp-+jy5EYa6s7;b6iw;W|qwI<5IUSo3Vjloir4?DH=f9w^y%8CCX zx)M-V=pQP(2Nk|_8>P++8LTW8f95&Q?*-v}gRzj1lyijkoJxHT)q+}>a?_tm_G-r; z60VJNMEQB+mS`A_w{Id&P`9}_aBF!~OrH2|jC_cW8|-sYicu`b5r6Uf*yY~Mye6Te z(nw$5$b`FSGoneRFv{kX9YqzF7&RDwd}iX9CD4^@S)_ z@|j!fznI;?tQ>Y}l_014?APGg^jz%h-GM5yL{@Pwby^Ez8%_4qq?<52azDyrwlHTq zmwNX9HbciZ-Pvi1q8k+yLWP#r?r#pFrzQ1}sdU zl52t$tW=#gR_996i3o+smG!}!xD_Q$_ZCreJ5Bp62DNqyuJURA(W{Ll?BcBz?AvWy z6~v7Bf4Q8I(uXB#;+I+Wr-<~19hApw6ItKXBc6L2phqG6niY|E8Gcvzu0t=+@_dA9 zheh$|t-(5eJN{@3FmmfeSs5QAb|`!CT70hFL(nRDd(qeC=%l{SJsFk=buoIwrQUVc z`TZ%MWwU18q)C&$aPg7kw<4@sZDW!~4~3j+#BueFlL3d}ke~9b?7MmutwU{QNgB@f z-3?#GxkHrByflq%$_ae%;aTHZn3PCnY*Sg&+pEq{eGd}+gE%?l-&&<&O)e4jQdM)1 z*^O$9VePlMN$v9mcDIQ!8>8l2oArj8#yaZeaq+AT5fbMj5Y#bG6tUKts z)C6R`lW$VNM`+G3`{~|`ClqIHNc}ob zUCsoiOA-o!L3x|!3BnNs)6Qr-G&h};CpsmDK(zUx1*e#L6L z-)5f2d&zNy|K8hZd!u^>%q%4Nmgr5UlYB&d){l5TR);7&km*F|d!<)gQlzG74*NMF z-8 zYv4{bx>_oD!+!*PQ7*oucS^sD56=H@4~R>8(%O~k?zMS&wC(h6iO8(&r4@IvHMj1I<7*g{ zJ*^p(-;<^#X_9~4UP^`(HIvhRoY5n#{n%5$qVASKe~^JJ^JRvg#QAIFjXfQiv5`r% zl>HIO_O%b>PcL8BVq@h`{w&PHa$}|N;$Pf61D8nC1%a}G-mB;GSs8+z()r6!RgU8K zl1ekiV{Z|PsEzbAhDPg9c7j0o_qN0{qT!h2N55SBydK4yfnIIdT{xRougN`STFp=; zuXxuazW01Yp~QydReNX_gz&R={xQWd`a=9uNVMPhX02cFSUM_0z-U;k7WLzij*{~~ zD6@V#zizp4_vfeKoLM`$XT^~zq%5X6^YOAS@Yicy4a(^6MdZ(m?OWs3J8YNGxS?lA zI>WGw*Q+-+2P+E=3Ia8FvEE3|qWj?BD&-Nue6#gA-@m4oG$dossJ^{n&?pi<89Vnw zhOsR4A@l`~;x24U%;YYS52U3oL-D^yt;VaUe(;uFz>>9w^@pW~BDePcLSS!f3_U{I z9XaEt2e6) zoXw<~?Ji-9&tzK*AAf#xAL8hKV@#>5JLaZVokV?zW}NoC9-mq`A6$X(T#$-yK`e98 z8wxn1Ywn~y8D=Wd=-g>K_2+3XdA(gFc*Y-`Drs874Q|Q1nsN_RtA-7;UN5B)UUpE% zNlvRgbU@ts89d+jSo!@YUwKanwYjf<_8jmP0FwyT45@KS;v&0R zJ^25yfu9Hv1gyd@$g#-S)$F;?5}}Ryf6=Ft=I+O`IX15j<@3x%gq%1kUY;{$NEgM% z%aU%rYZw)DJ@DGPXXjJV?7QMwP_w!bl1i*NSgoU|;VgY#^8E%TfQ${YNhrHtH5B4^?_N~jYDeu0+X5z?kt(DB3i&aqY9_Qj z&{3p}+o7MeL;)3a$r*jcwcUNq`W{s_YUL*8K0aE{UCqNJWx#0?cLtF7o|Pod*#Jy+ zVB-2DM#6sySYD?T0!X*ktu4oQK-6JZxT({xfp`)5z{j@;FUyPWxA#FdEvf z>D-x}dr>4?MIIw%OTP^Wq~US!M$u8m!xA|=`JOE16$|Y2w6-H!z6K|XOMK)O|U|D+b>&t2Ud~85~x1eq# zSxj^*9z9t}^=zaro<<7tK5&v2e7`_+V|ZFpcu|Y^tATQ6vitMC-Y2Q6$y%(pkJ{_O zs$bm$zLaMGtQSxHs%$eoBNdjZ|bkC%(ReMt}zwx|QgTLa|Le#EtJmu9bKZHcvk}YF&rU&*fCp zO;jd4g%AqNYa9Bl_&~~($z&R#*S8Tj#nEc*jCkr&;e z_YOReyr`B5%CFSl&i3jB)&d3Q)=wY9)u6~7-R`AH3Rzr(PHgDSRkWQxg;2ii2rd%Qt3Kg`INu>VI3?q0p=-^-qKrgfK_X`z92l3G7zXH%KbKC7y&8ZoOFGP`~MO|PnSJ<;mzgET?bafdb^ zaLt=Hv<}d|tHAVPCkx4J~`r6dSx> zjh_2IG6=Njz5iIEwK_%ATWr0s49*@0nnkr^98`Jt&^r^OEEHj)W9MLKqm6(I3|F#o z`NFbC`8a$lp748!ot^Ge$5%TQuUT>@?}~pZ%U=g9K)-)xrF=E8OB-63_RB>*>|c_s z5gVytuFM$Bq+oh=FPk3``fJ_{?)&k;raMLE)VuGFTz!SCz0ZZ%vJWI(wTKbg>-5e2 zE&Z>Av43h;omrcHA(?ia=F4PCmyu3WZL~`<|m9toWZ$y=p-wg%_(AIC&_P@>Jcz5Bi zb+O%ojPWXV{Zc?u`nA|Z?2SE(!N|ZX2Fzwfbm@u($S}QFW>!@ zND{@x2O!?mHsWXp+ikbj$m%tmR*lHmyD?-bERpuLzAM`>61wc$?~pXf9MQ5racXj7=mn>fNE{e5MQN+YAU_YQY}XJX zpmVIF%Dydo8uP~gO9>?m;QyIm&vl}byqMq);0Gt62bsJqWLvi{KqsgD^9yZeXxlkp zPu^SUi#;v!SzD2xdG~7w{;{L=&VeL~{6g2T0QnmDtxt9_YHV>bmrmOo#89nQKd5K} zTwL%S?U8$1jU}{7ix6{0HjE1R&j03|9gUK@4Xg+JdTvA$?7ZW{FG!X$b|+gt-S$m2 z)&#~n_&=3xKD2H=J?0V&4rTg_X)W*qp=&EmzpImdmQucrxB@23Ge4w{hxycq=5ia9 zRGYhV<5ANJE1d8;fWGrdIISd+9fYdZP1hLL+_}?;Nj#Ra%Yd!K!hgjiKIP4}@nB|N zk(nC#rC;rTx65+fWF%)5hE#8~3qVUGR!kKXWnLN@x%rD}>1ouL#3)?BhoU@E53rz; zOP~U);oAB1Mjb4G5xySkeW+SNDmMIDhhM0y_D5}Id0UFDV+0}KGMOGdKyTw7BN6`* z6u?#U8j|1i5a>>vg;72M(aZnDZWP*RO62_GWi2cnAE^g*brH?6$akDxZNEw-8mbaJ zLBHjBYZ>pUb@pr;*Ow72HgLzvdbCWLc;6Ub8# z8Aj>mAvb3UAFz+m;rd6VrjqpEzWx$lrgLYKgT)pz(eOUIN-?b=R-ymu#%Up~VF$9{ zq{@WeJN}y&B|K-#D~=q%n;=gEw+*zjj3e&PQfxE*<2^C@?DMgaW-kD+Y`fjkxpjNU zR+5jJ$Hp)&FCfK86tQHiKzJ#4W7}!_3CxpO{0=W^q36-(tz1xg1V6A+@J$<y-3M%a1>wn77pD;_wz%!<@P@iE08M7Kg}WBN>g<6!It5%M z>4YxbKmp@I8cz#yM+N@hOl!qtob8l_J0P?kgKnbY%W6@={*LA>v~z;c_lFzA|FW#O z1ycF99oa`>WOi?^zEg$!-!Nwpbxrz-r39^O1AlmRPn8C{n7gmoYj$uZ^SPzgSO>h zdDS(#RqvegB~0{e;R_)B^0d~ng&X~N^@fWu`eAY21D*(i; zuzGnl^Zn&S6?@BFIjG8gv6jw(rj|eI$w+9`^b9=p`cjse8)xBKTo6o2nbm+HdMu~0P-;Z z;Y#X`uDcVzW%bt9%qE%7D)kH(?@qc%`E$+t#SoA)@qh%3eD_xIysG|<1={Y=wW(<- zV-X1S)RK`6nJKRuA%28BL0mejE&7+A!jqb28^t#9POG_ru+7IEl_0019U4%PEH+&WHw$1-4`ld864@*JX3mpKY z@?Y1Qr5l1SXUfK^tcS(%O`DjqBre&Y_|{J7{pQg<)J6<#ADnD`CIJ0utmDf)@DARA zW$e>iPVie}zZRG}g;f#ze4>fms1QcVN;%u@R^=1R54WIih&tN% zv5+4_<+Kjm=*3mzJB};+UT`Y_ZbGmDsNC4Yfm^ffHc6!);5b?vFMg@oE8-CZY~fCu z+io3RG$a|hnX+vsFEU|fCPt{%9}j6i(zB52KRS(3t+=*xBiUPo(ARx^9{9gJF5%5- z?)?bj(K0epy0Qj8JnHf)jN@a3PG;NpES074&jP;BPdicxXwrt0u77j?>}$)lED8KO zhw-NMyM_Zwr#!oW{qi^l@*gzt0J}I#~H|Yr38OM-T!0 zKqX3|w*hVVT9WP~cVARW25>08GMj!A^UKvJw#Y}+pJ72>e{P%rtFpfDUtc&<&n--- zZ5I@;xhc&r)ADdyK<;bHLouzd0pI=s#nA4jOK^iaaJyqNEs4ets`2)42tA!yjEy z{YUWOY%7%vys(pvrceSDL}q=*D!ywasD1=r4LW$Z9;3i{H70O`JKG#VdEMHB2QXBD z+P*3(@L6D{Jm<}(+@gJDVojFy{)Oz0IBLjgJK#d*X8UtmLvjBI6*M5WBQL5D6>_1rGcPi$3 zh`BRQt~gR3N)(XxPnSjmZ9oe3*E*K<6)&*W8!tN+o55OsRaB;0+TGLqxNoW@S0~m~ zEWW$Bd4?Q2lrWeCmA+galkl&R*`2akwW*@H*_=-%fi=7 zo}@ttY#aP4ipv@*lTGCrK7{{#;aqKCqpo}uEYz{!R>%bs%Q{SXb_7JcUc&bNc9kSU zM&})wBCu^3Gu8J{*#6CxcvOGebLIR?>8Rq5k;<{%?(rqFoT;ZoRnFOCYLpe~6h&5N1mmf$;8g_5y+#+n{=$Tlo( z@}GadOrR!`4y4aC1Kqq-?aV8F|6&t>8bddf{Jw8)Qv-fA0Fozp`G|Ls?e{kRy?u1JV4ux?C0yy{wD#@B)Y5Bb>y13I8-Y&0 zQDqf6%EF9XU5zuDI+>+(lysAc7D5LzmYL2j{Se}SSVdJRXVuhT^*=2x(}gy_{p&F; z+l6-{KaAepJ=qqTba^i8CRFdI76q|Ry{=c6?%ZE zdN2&XljqAD%`*=g8igrb+mZuaab@GghF}E}l+6)d zQ;8^t=x|$Hqf%mo)RIO?r+Ax*M$Wp#Nl9ACA9531!Sj+X!=gTkthINvwPtEc?+Qbn zdse+?9PbC-Ci(hF<*5GjN6wqU470KnT(;Cc>7_Ye_^2oE{m%Ko%41B^TY6>THA@mC z5o^xfA7II9s@qP}clGnVXF?^Gu(3Q|`8zO>2>BcxllKwT*pem9Y~8Z^CynWgOHqzk zJ^#SL$X2mLKtOFs{ zw!onIP*L$>!VkR#iKOLeEfrwIGKVKyR^`mgDThdez&K>rN(Bm;OQGle;Ao=tdA0r$k{;`uPIOzRU6XAuC@&!&{ z?a=NG*9I!DvCMWsfKlVbPh3K|RcG7MFx6CAD;-1Qw7_zaZXP~N2YpM6g(%Ykg>t%M1SFa1OZ?t=%P<|a?S#v19iVH| zLoBf|ZBO$y`9(v`Hl5UGzEI^i{;`7P-V58`GPI=lweF9vhc;dm^k_4R5NlgnwxLb#oo+G1a zw?bm>B7R~6ISWNvi9JxD_HsNSd>atD=gOuN@EjrU=QaM&^pUo@(lxe3Q)c9;awFKj zH(y78IOGI8U}KyxA;;$pw52ANrWi$6a;loF;iOik%oxQ{;tN8+dFz+rAUz zAS62#W5lfXH|on1mXy0CUCCS|FvwN3OTD105KHgC72_#5qc*%(YLnhP@=>Juqp6|r zdi!GDH1G;|ry7!cCM3A+rjv}y&tSWolUMDOW@U4C+}s}D2nWLko{t~`?H@llb_90- zof1^vN3Jbj+vEiA=ma=sIc_7!^JB*4I7QhgQ{B@mMzavz8e}9_6N-L80i$Q9^=VD( z5@7HDY53>se(O+Mq{z8Bf_DU(G+SynJmEqb-K=l+v6Y%A1A1*Tv6sd+W2SWTS1}SX z2Y(PErB2`5@eX~(7TXstdCP3J%&94{cXb;@GtOcnw;ni54H99e+{#i>zlzFHbw&9a zD`Z8e@7Zp+M?kA(7j@`HMexcEO9>wdnLU*|-(F@ZImW!$!n_X;W5{UaFZg;g0P?pW znUcni37Xr!N*Y>R$O)?X(7b+i9jy5CU1y2YB#=?$do?F${GnD!!I<>P(W=>XWXQ-9 zBz0V2%N>u(X%3<%Egv?hY`1Qc&kbtb2`r6S@vP{ogq}1~HC|!LJj+SW zILrxa>roDa-q9TsR*f;^uerzLY-D`)kfFQb1n`9Y)3Yp3=XT>+RY#|z=~?dSN)Ias zCxIVeFW8UU8sD-AV)s0AA#yner9o${LL!aCk*gQNw{hz~ftnRQ^x(<_eIu~{cY3vh zKy5s+I2H)tF&e9|Mf0ay?-=Fee%A)ww@!r8`4MRb;XArzTC1ut=8+9bQzSz~@bB_r>o?I0Vh_jL z^1Kk<4)`h^i=>vc-D>Ie^|-U#jaxv4cb5Y-k;{Fp|C5v+;d)N0XRxE1k?_`QCCJCy z4HV@KFw|vV1&(~q-Tkkov#Igyi#8^JpM9&~D~aY9!AoZebGp*ARHFf+9Aaqn2jE4s zgvo11etAf&&22uj<=9z8E6S)XjRgWp#Q8^J_j>A844(kAn|pY=cCrAP0cWzNh4dc2 z0P0GR$7v<)y!>2+la!Bhp-i{|LrxG-(aSE0udRo z-%^cNKKqqlX*+MsUhPK6oGgTTOu-btsNNFiyuqN_zk6-P_{!PEl~tiC`Zlt~W<;l= zRNQeUd-};wt_TBN8!KwuD1V{4a>$IukBT#$BR;n<{u@R-E~b~duy*aNDx~_;tp$1k zQTCaChtgr-igj7M0pIoGs%z9m~R1A%iqHOwy zoECb_7R&BE`wTvcAzx3y#YyJ@&A3*n+5q{-f|HTxTc6p$Gcpo$gU1G(slyz4KgBre zN4(5vE9>j{Tsv5SMwEC@`wrqU9}SYO(O?4u$OXIA=>;~bSvcW zxYXs>!vXfDkqU;cyBHMI2?R{Z`#%|bRa>}R+rB@64>#b>Di(Sg)*mDtkHmmyGfr?; zBvE1I=Iya2^EV3Q85fa+!L3uPnacfeL=e+1GwHn#E~2>=K3s!R)}x-?$mK3q1%k}> zEv&wLob_jt_z=U`N!ZEd6rPXyM};4*fTI|u%t1-Ni&x*8wp#wwU13ogMPVwyo|0as z%k-j#w2Dj?Q0d%bye-GAM6vF_lZ8^u9A?{oxaj--rxH9iyU8!Cq%ViA1Q+{ZB+qp` zYnO)kN9s5mExl+zM+C6Z@O6|h;sAkrWd^HH^D7$Hip+;FF=vfd zOyTHwH_%pJWNzeT#uEAlfDc{ui)-50E>Pa=3HspB?}|kk#Qq9$DeB5RM=CROm+%yAXVq zcsAhsl51FYDoCsZyT$XdfGhA_V=I%QfHu@DYrK+U!qki*SiLNzYqoZ9w(JAE)=D7r zoVA~O@BO4(kl*@vGDW1M`!phVR=Y+38`&7{RZ2EJ@ob)@-*Qy5Jw7C zm#xwAk|X{tJKCjh);5ga16Hao{miuyeqeyLsHwM{0}rFz9^3Eyq@z}S%;eZ~yLC*6>CpTIp5BSL1xf(P?)vqbosx@x7LYI6Y zi%ncc>Mf3pl22W`DK9jmRmCgGwUMLfZ8)9_S~;w?k;~>S>WNkp0Hf)wHg4a zs;w~Dms*hQUG||G9dS;>N|1Xil^nw^F2BNo|uLZ>nQJ}aYUR`hb_HufRVq$<=b zQ}>^A3vnN2`)&8GFiryhf0pO00j}S=dO=P}gT9JHolP8=_}taqX_vyetw6hXZ=NSJ zlswEfe04YGP8IAeL9Bz+)86;Frw_%op^x;wDas6;{;~dI-CS&kdi{DUM}GD~`C7l@ zUv`P>aN8x8`qG&Ldo#dP6{GZU@ob5$k6ulA@_S#wNi}z+zfms(|0lu6W@x2$&TcVV zgw5wUYKxI=i5I)3_jNOmAE4V?o|=s>qO`;3a&KQaN75OkHVLDV{&A1rcggyzKDl{(X;$*HxAWBw zfD*eh(e3ov1aM##5k@r-UH0nyS~}h=PTi_ad|>6U{~=jowigv$nnc&=A%TVN^Xs&2zHWbN0xUtxRI+0TvbMU0C0z*JK_dov{+ z3w1d%PUs#W)t*0H7yYHtsW=bA->t{8$5zZ<0$D;QFkm3_>9!gD`E-mb7M zg;KHZI91J4isS7lY1Wvhz8Kq8z25O?IA>=*ucsg?8*d z?l|RZ`w^M%azXJVVMBqayo2cm}#|CTtL$I_sWebu&1IreEQng zQlVCCGtV281+{4?Zd@d&dB*I9WwNi#KYU8~q2tpqXO^gb3VKTo4o<3Ki0tct`bM{* zW+sy8iovRRSmu-Qw%G=Ap_(W?T%VqAL3@IYf$@TypgJ}z=0U998P00d`g88E%r$Hn z0mdrHUPU&(C^Wv@^g%i*u4WwLcuhQP-H&!O=I>8bQZ4iMF9Gu#cGgt=5i&fGbP;KGPoCp+$>YX*jH=#U+c`!inTfH%0HT*M4Lo&z z)7>#fI-N#$8(6aMGAX(VNa;g#YT{w{eEK!{iv0( zf?*?~FRy?5KZ305pF?{u=d0)Vwe6}`lhep5rAFO__Nrt%s*N9n0Si!XpqYb&~pifF))-CMPqi7 zUu;JE-!|3s3*YWV`5M$El_&t~JD4^@6)>rPS~7>3>3MD=FdYGUE?Q?x47c-bR!Y0< zm{~GuOM1P1B31=ci@mKbt4*nr)%!!}WC1lN^~%rX?mB&hVERGUPY|op%QZ9{I^u_J zlT)9(%2>jP=Zf@6^d^nc4enm+T6iqmYzJj1iBDm^BN9(i${8yjDufB?+xyO;puo{7b+WpRG;}LrbbiKksnpD+0<||1 zGzU~;g5l+!j6{NuZhgZdvDWtR#!V3?W0OsLNKXpdPDVJRar1*6LZMq(Kc zj4JL48vJFT@b^(a;>?hFxx0<#qK*m(qZ~!~uH^|vI8f9==4&D+SwYEldXHxRHnV`| zw|z+?MwuE5&t^KnGBai{nw+wqA7G>Rk>ko6TgoE~BynAZyLBOS49prcJ&^I+q; z^YAkRjU{22Z)TDOY5!uf9~_3R`^lm~MrXJ0G7~?NB`r$DpRWBvT8AyNaQVkOz&#a% zN`FRFVpg$FIVuIzkRwA`7LNdkw%7CIP|5EfHte%JADzPeZd5u#lvEY0Zqo}>lth$c zRAS*BwIgQuz`BR87byEOBvR#AL)V4_08xm*k}*nZ7h_JN+CPDR(4=X`i6F4n!;Dot zl&2Cx3|BTctkb18jf&i?sO1>ASKa_j3)P#@8C3mV7m(<%V{#{z zOI6d&Ulqx}%lm78P!f0IhgaElr<;E_L|(;#Y}0QjgMp+Yn5WxGkKylW;gu6XbxVtK zbRA6~3?b}(DF)-VN@j^c#I7HzMCuE_%K+d2NSPWrf z)t4&qDVj4qc+x@rbTDK0_9=QX-0j)tNhnNI*cjMN13OPW`;Ra-Y&#!!WjjdF*Vp|7 zg8JGr$~96#8Jh_oym_$i@?uy_OumVhcn=7?vPk)}a;{)9GU7y^Ul@4NiFYtH==IakT|igh4Z?0WKyNnbqJ{i2VdqM|c#8ZcUGwI}3 zeAPDVV`TsnJ(e{*mE32c=$wx zUx>_OB8u9Ts^T6c>XY7NDDxAIGMlhbjF_dIpSk`9uWC7{#qOx`-{lAJswcmSaa_se zx?c4S5Ywk8xmCD4p2`)zeL44Dc0S|sitL=uV^Am%I8W+2^sF^?8E9xF5HPMV8+pm9 z6#HuT5n;oAC&GD`Nx=3`H%Il&Z(#n4Pt-d*346|89wE9GGH8TUcY?`Gd2~KMC80C3 zQt@!NxwDy8N$-P-W8>Fd%c~ietHi(Ou_C{Ua^Sq1cE8+qOJ(eRM$$g;*s*x=6!FEG zl%9OBrXg5gcom4i3z`bD>D}$SQe>N-)>W^cGB+8|8X7b2-YV7`l>36@pJ3+<9?W<~ z+rmmoRZ@DRMR#_}^j+c7tlB++<%f2y&Bn#xc9k>%X*52DEF$f~ciJA3#49J&SXapgdrU@?l~-!G z@;c94Kim3|6Gml`%El!*KPL?^4TJCu;mEIZ1-l`dAcl8!;vL2c3Ce`H)r>3v?(OH) zGq_q_g0?i*CP58Qhv+L?Fq0(SiCz8?=Z9)mUJfKpuq7?%AI>dv*-&V@{&B+NrN7Ui zA3!s^QvvLaW8FsMqx)xfr=x22Qfg2;RBJ+&6;(EFbxn=S%%*1F1!tiK-}JQRXkMxe z5>{Aq5itJR@5r7o#j}Iy0(N+8ujszs_V~JdnxM%|u^X13g^D)CaZ<3Pa3Ga11?=C% zch%O3ds>a%eZ99^44`ik{Ves>(4P?lwlO{}Ry0FAh5749Xfd~66+aGlWJK|A- z%=;&im)WMO1NNpxoQol(IVPYPxSz<%YJRQlOIvDl&cH?`V_;vq-+C^$z$SWJ;EZE@ z-*j}MaN1*%pcS+wXay;-x^lvabc=ipZz@ZtdLC+YfRWkSUO2(q>vNet^^*rJl~}JT zVDhfakAS#}@Sx+yNK@0ZrvVT1mCMcVLs1)rB=HV9as>rGtKOW-?NC06T0Un9|EG7j zM@N1?eQRbrxTZ6qZX2`~lE$g(mCw7(q` z`o1y0ej1+l4OuNUCy~?kr(E~Z}|LEJ*cdSFfQ7b$9EQHflqcUkF2G%}z?S3w;8^9*XOMb{Q#=O?KLU*C0 zAJA_*aHlQM5zI#;o050JNfQE_tZ!SmZAy%cWRrgAwkyqGAmhGXSy-rJtziyMEGxNq zoykqv%3$0;s#FhE3`JVZp5yrk`Z?gnZ!d0e@DAz%e}K z?Bf=;@$p0yy$Y^)p%0pdnNVwf=SrKFO$=!02RntOh202)H&6bKC<+lFO!~##j(3ZH z{xmS)lE{tV>DG^3;hFQY5#1a7st0Z}AeoDOe;rYOK+0Bl+YX;bWpZjR>4H z*du+$<#ueAkLC3&d~`cftp7t_=Buj%rRj1uZheVfgUOh#Lq)NB*>NHX_~v;zMS<6^ zYS*9V7NpcIdBwZ*n2&V~k}A;^BQrhUEo@v{+5W{m$CodbXt~E_;~kSrT0Z3m;>~NW zWiGEmCxlK*P7vIZdKa*~Knr^F@cSF)tvQWJ|f1T*vfEtN%qp z$>kPMjp-JqhfEp}EG=H4sSNtoY6SD6(aG1MGgWp$&U2+=Elgn-i(>Sk9KIc@VV|-T zj^s9ryhqp_wrbpI?ENb3-j8ikcN1#!EKApop*}n07fLWM)PV+nmV1Pec~y|vMbL&( zctmLO^0cvm0LR-z_U*Exp1*?skE642Yw~^DI9(D_3P^W13J8oI-JMD^1f-Ns>F(ah z4HzNaAkrl4N!8@-*>by-NnU%$Hd5) zW@$)EQjU&Hx%3@YcVB!OKw&+^@~s|T=zR}=+~(KVT8>q~R@1e@&+-o8=z1v?y6POs zV2hTzpF^tOuCEwjTJ7Jl}~t0{b=Z;WuY&|ZYgV&P! z>>Nn0`S(7_zdPUm^qzPH!-;*xYJq1PE-u~N%wo(!g=Uz;A1gV1qFPN+Kznt6tBc>B zOZ81-yNI2*=J?$zc3++TIgFVksHcbG{JSy7GwzPU!^qr1qY7SI_T@)im{~>K7Yz3S z4i3w=Q`%|n>SGq$Ju?jb4+|WzB(@mVOzm~L)gCjNfGWeaFLt!`Q-SE~ef}Lh_fBxm z)=)nUPAg>?N9&(8p3~?LwFv*y;?5Lk$}vK{V(=u{`d5SS!Be8Q3|Krp@a+!GFA9)t zq}8zh(KcM0PEjw{S2aMYB8eqosXg>aFOunK>3T|#D?|yXgeQd&Pd)lzdk-wdKY z<}rvjia*P&Nx$%LAmV4!+zrYS=q%**D05@o>93UIGg54#9_uIg_bTgLy=Vd`nYqd? z+h&Rv-o%oeFrFRkQlOw0VC%{30^=fh@t57;H?*VVp=Vky6T=K~0L(sSR@*RB$i4&i z#q4>#O=7T`_JJAF7zyaKE7Dvv=u)uQ1Q7rEuyyi?b;9fSTl#kC2F!7M7;A#i)s)M* zfF?S;bnXHezE@(276f(=@EN&{G#ACpvqnSX>zOx>Y(HRgVi9wG#}d{AL=p~CVbvaO z$}GM;I^s-{M(!<3#HMPAer&aziUzb^z3ObswzpQSpZS_3Q9_}=zStY`qB!pf6}4Sl z3P9~Q9Jy2LtK-M2x=8PD`ns;3Ix|dAc%{ElFbMsm`ye@Rqe|<2;EnMTGc#oC(4+I* zc?4Of!Re?H1(7H*oS=;ZsdQOXoPX9okmRIA^=|8c%hwwd$q9IPe&yAq|VDnw9_v-r`H_66D^= zTY5o!r-)JtaW?|iobKKOKXdhEY&NCRsUi-=zzX(r_oYudUqoloq)8gM|H8+C@UuXs zCstR>%^+m4;}{;gSI&IPH4F3NBt?=p!!#ZWfm=JDiaCJJ6lPchq27#@8qevV=~qFQ zMys8LhLuZzX8^(XO(f*;sqJY)`n0c)QgmO)^9H++$z-@!!{2=Q2!UO1);eajEBN2{IBOS? z-rU0<^&rrqBqp(em#mM5oW8YTZ)z6q-r9YU8kYUF2AbO=RDWu5om>OB9Tc-GaH-6S za*dFAxRCTMbUBm$STM&gH~&3u=Rgyav5L-_YB>KNnmgM%k3A-q@3&k$c?{!&r@y!! zR-E!eE23w)E-A`vuZJYNNw1c^;mX_dK_o%y6$D110O_2^qNkC;dk-UZXrsCDFWqP} zy^(RSe?8*4>)l&ZRKZ*7A4gT50b2E>@Ls*Wxy|zw;Vi5XFg)5Hf3Tlx7zO2dSeYNw zH2p~DU)>)rTX+f93aE=^|71MnBt8;5%u97sq^$UC!9|mHqW_8odGfAVlgnMn{{Pu+ zZ||0cYPO1!oc4l^Z!lSui%FgkiyO^6om9zoi>vWZir=zKCrv4Rx2D3ZfaK8suwb_k ze~s_JS_}55FQM1S#{j11!n<^a{9m;O>KDu1QxLKGxQJ114ptCnw$D)#109ECi*{D9 zrdZbOo!Slt<;!i$|3zfa&l}`fSx|dxY<8zd9?mh&-gacp=enJ6y!$7kDC(&8|m`xYn^V9&d|@T3X!%LNwaqTtcwODa+L=I38vh|#3jeQNI zG=}J9J>W03rZZ)6fPZ~vFu8GwgD8Bm;@gJB)`IqHE0isSy8)B*Mkbk@pVCdg6%%;R zErrQLnXZt@X1Sa7TSjqP5!+e8gix1|#Pz1=Dtb@| zFSp&|Uf0=1R29yo^LdmTKu7Z0txU@5)0kY1r&JqQyh{DRoUrkuTQlQNm58kGBJo(`E{$=6x_zBJ;p zT_4@HWGZdRO*24HqlxEC&j4+;O#2V(&vfTiXFKxJqZ*Ea zl3_nUSOYJga^FPjRO_GBmtf$xvfM>hI(18CK^5A{PPFEv>|BllwHg@hdvjIZdVy0P z<>JdNO@$mz%1$pmXAix0~H{Nf~bfn4{ zwb#u^JZP%X=Vx$t3XVq6X<_2|kOOes2ruja0%(5<0jqI*ZWysbN%*&zkcb7&xO2&m zIn?EqAoZ$fI>-GqneE}S0ncAiLw^`%JcaCk%B!eR3;swdx($}n$STt`G&g&pSI$a2 z99*xEhaMqER7iChR+?v%^P~c1D4LWL|G;|I+78}Km@T`OcQ^)_o&jTpf$clXZ9W?xHPqBRLB6u)hcreKu_J}6(olib>whK1L5Qap zL(AU@sU*gKhXa50c6d(hchGsBEF0kH_`pa&FpydN+)CU)z)M@pvt60~R=SN%Gaep8 zE!($67UJ5B3p4CgfX1Lm=2vfT3<7a51Ja}E+D$8&RB9R<KB>)wio@_^6g0_Z_9$e|*dkb;$w&3vu|^B0pbgb| z7f#=uB|-|yRwzHxM|bZ&Ht7{<7cwWxR4ETuQ9dhFhz$A{)^BNV8Tw%iv9Q>o!q~Eu zL-fl-D?eGMD7s%K<`&8Mze(pR+FE`c$a=chbo&m|JbPfwO$NvYr{3bgJD*bB^dCoH z+Qa?hZ_Ti=W#twGr%~M}D&wgJ_Fvk_B^mDF81LHK5EZHUK9&lL?8AN-W?Br>VoM9L zsN*miNPTR&@;MxSgAUN~q&r_3qQ?tcR&j3*$((IF_kJ7kugUAjngqj);(blTG{U@h zx!xxusUEmZe-|EjXgKbG;P$V1{QITF$&PaWYRd&2V!Jx%&auVfYw3jC`YZ7P5?5$yh50a@|m~cAv4tvXITmjvB9S5798tCV=7^@|Xj;C9qXgaw% z5+XB}cN*Ht_^h~+tGX7cNNhaX@ZkN(yy@TW;PZ-m0?K$*s37&MTBCE5BaQ2jgF zlBTDc_2YB585D#M-k!zdW?0b*;eElz_{puqgqX--$p9IOQu-g~k2WhoRM1Rb#Vl2Cfo2(c6fygSXX)pBg*v&u){4#| ztZK!|svu`lABe(&PqcKmD&(rm672(bA22R0WG**ID@3j}mxkC~XKaE!dO&P#2dWhMket_ND6Mh=v; zF&a`5W2BvCE+TV)zfC7|(1eu=NbCKk$;21)YJ4eq)#g#|a+VxR>lwtkfwnIZhv`7{ zFMUs*t&S{6*Os4tSZ@F7SV=r-pO;lBKSLL)=do*?%K3O zL9_oAXb{%WWJUoLDYimX1WHW_H7^MUw^7YcFzahfNu` z4`cmSk3~X{&j%3@4>@(%7f4$~F?29s`pko2Fh(|F_t)Ohe@isY@;?$Lf3wi$S3sxr z&c>E$0YTQ{RkKfh$Lc?48jby|Abh!`)-=TeO-Y)F#HW?T@bcI10N$3}{`oI^eK)_` zNNQ=8Ih%5VU|+?o4rXrV{d@nz(y?~PB_r)#>!Hcxu_#Xi6U&XzWZTecY2)NSUw(vR zmdLs^?=j!4>DCdf>3An(&{ZS*UwsnSCl1Q%WYH^nEBCoOx!@>5&y&vf5B%2q+yeUY zQXjP01b#k4aNbr@VR<&R`v!Jyg@~oQhxBZS@={DtT>rZc_C4_JYlm*WpK`QWk+O1? z93o5=8O&tC>@!fkQC%hFi4&U{T z6iY<$b0)TkPgAwZ#VH6s&(lXK^nL%sTLs>Dl9<5qzZzL8O+7`HVNDQB=U)3pg_^$(u z)9f6%J~D7?DERCf8s$;j3#2{_G-tNo;@bZA$Z=gerji5Kv;w29Q3=SAE#-D*O-t*Q zs$>N?%LHS3Kpx?3s#pmoToUeHDI@BE2I51z^JE1o~W`tB$1wC(uC zv&I;;Gozt8pTcF*3LSGZ^Y!Bm7YP@Ki~TAYvw_=cxOj|w$q~&h)bfK-T2iLQCXJ?r&rv|RA8a4YD45~zd0k&D=NB4Fm2d1+3B#WYUX|l)fbguBZ|-x$IMoOvRREWP{{7xuV1>iw z3cx6|Ph-4rPK#0DZ(RQZs15}(W#Wv&H6@yQ5W(odqsiibkN@b;Y7@t0Gxavz#rUGB zf3*N9uG@mmZ>`)9(1?e$PX+(NBo~NQ(#K!B6?B)*s@#yQsRuoQ7+hfqJ>nuyT(&rI zE#Fq1-nrk))2?gHZp<2-)QP)1@?Sk? zZkpQ)A>3G(&1P)uDUQDh33o*MpfsBEWa_`xG-i$#B}xD8!{ppw?yR4=abZV8gO6fl?E|Cdq0%h=8qulMa2#DU|2PSGR zNe8fNQ57I5PB}9;KroxYb#cb%-z)u7w2fe+(7G{yXQ|&k@-e)4fid>Gh5;Wv4d{kk z3JJ{*UuaNMq)~GHr~*nV$g9IQIlnc5K(jm_OmMHzWn;%UAgl-?TNP%^w9qM8Bezf4 zf3**%YzdJH5b1=4DqL2B>nL55H1@K-m^_2I)F?Wg$GmlVNlvln6XDL;mXob^^7zu0 z=X@6(5#KN^KJK-gAr|~W#Aj&y<~ppOuerBTFk~h-D0t1XGE=o#*)@-tN*gb;s4VUv z8N>rY51DlAZ!0jw*-OChzax24T6;tj?b;W$B7LlGB8qEsL#9$as#BqfmDO%*CDlTz zS42*_!nZsOf!yPYJD67FL8aLfzHKTg#%wis$O!HbpyrtTcTFQ!K&TK9ak<^+5>s1ljM4pwzx`!DnmogulZ4GqvMt>Sx$L{O#!E}x zigzo-@Hud40dsS(8L!LHJrAje85tTU?P+;io3lb1{7j01P5(`==eLm->z@u=4Dac1 zQhex<@KUq+x=8_bvo1AL`Ww=)+>55)#~)J(UcF#8s_0w_bW3UzG{pmADw7jSSD@fY-2Gi~$ zvb}=&%khmUuw857Ecjyjns%H`L5UPE8I<%*G3h1pHw~_F0Bpnv>?T;BbjorlA0ZUW z7>Gga<&zf({Bx4zwwiQ-!3#8Xce1Uf`2tJLA*?LQ22@^w&(O7R`T{IQ9HdA6PMezk zCm&nW8er)DUltig`{f4RAX$EIqMyrdc|V{rOI_blz6k}-qA^cQrONdX8a5VvGaFe8o;wcKq>XFhQRZssD+Wf$@rk&*(@;&cAtc2E! zbc)OAKzlCO9SeqXF4)m^tVCWK)RcI7b9$7kht$a8Rhe;B;!QRvWaVE8!qovHv2cWZ zDOOMATesL#E$51j(FfJMlYFjt#!D;j^?iO%oUes=8R2Y_E zgFyh-pnlE6|59ZI-%)*I3e(m(y?pFBHwM6bftYwIEYH#L_e%EpP(EU2dS z1;%e^G?~;cJ80YLB?v$<{OH}roB;6sFp5*(GIwv!WQbc>d+3JZ<#*1KrgwitslTd8 zks(<1`45ZwSo^Jq2cy)R7GptsGid}z#dq>OVLYO^hq+?+%Uedqi20%M-K*3C(_&F-aGo1i99W&8Cm5en+KC z`@=7Q8IvA{z9OtCF_SF2$ICAlKv1>ZHC6znc<}0-tmDb$eUEV3!%J%k?$vi-9$dD{ zk}N=LT0AYQ*#Iz3_Nmx^SS%k2eorha87HNI>#ABi)MbBIDRVhR8c(7LY{igN(nc1y z$7+$x6Ms6Nyk5Q)HRIC%GO1Nma;gxq$KHKtIK67#@gcQ4@UQHvEqa93@2o(7g+bTC zIUuBIfMZrCCn7|b*223ph!=zjqO$}SpzaD#0;(E{Mo!Bx(`l=p3#p6y^VZW0f&77R z17^Tf7YwHJB&<<$ZD-Ar%DgGST|f8f;1A@5Jd1GC^{)=GrG>B81(j5)Q->hdQrt=7 z-${x^$^04B#VQ-Q=-K5%yAiF>%S8x=kApCJGW;q5k$)3BZ_Frt{}3$xU7^}aNLTGp zml$UIs#sHvh?yR^dsKIDF^S$F~;O)Z0;hf_dLz3TsHj^8KwyUVZdyGlU-P z_G2ReVv}y^z^akYqHnMNqRn?|QqY})zsuc3QYZw+YK2ARgw3Pc_(e;?br=4#*!?A!(2KyW3QN3y;u>>g zZ`?T+XLk6T{Q+C@@sx-H_!)6fFi-aOhvG^C6J%GCXs7gmr2}G(z?pZKLjBoB1011*ciRgFH5B*{c;~-v4``V^Hemu@B zgG@?y7^0yvYE)><)fpd`HPOZsDcd}eB~WM$7xGA>xN__3KzJxO>fiPU2W!)L-IXL6 z&w_yaX<#IpQOcV>kOy9yY|JkgS7`>r8~L`aWU6Ox_#f6A`4#Pdl-IQ^Z?`-i=hl}i znitq&ZJ&n56$RY}Vao8_C2I-s-&TSCMhhC&QwmEw8Cb**zbqLy?8YHSCwC!TGj;+^ z$vhYtsN)>^#(!x&?2|9ju<91o0KnYk(~G;r?IWVY_okukf>u)S!X@LlXUv6MJWDdh zm$wfhCsLy`a~VDV6Avon3pKzJ9M;z=5p%W6fr5rbd^?FbO@Ea4SlWfYxb}QrQX;^l z0ofz}l-o3gfaEPzR8ya2f;rA2Fg(5+QArO=AyZ%7Y{4PUjHLL$T_O(U7g<3sFCQXc z3dh=gRvaWb+rz5>lsu1xm7wxZmI>qPFh)9*TLrYNvIfqTSq^(*6pQE4XdTNvjM^v; z(G#jFl>_pB3I(#f!3?^tP+whQ#98J#0jMUM(sJKhN&eoa^^->}?W>0RXu!!sk4A&+ zyCna0)3nqbLzV{Nn=w)2)!4-_D+W-YUZ*Nm-y8mh3Hzqp$-!5H@btN!Hu%A!``Zr_DD9oC zR0{~BUXe01i_;}yxhy&T=zsoOmkZ=S+HsvL$ur{#jWq5zDM_Kh!*EfC66(j1SM3_w z{y!@e!gOP8Jj@b!NgF~oEEDOF9iWC+3#6bYc(z)M z4WrAsvt!wFsLoD9qk{X}vk#8OOO`)h8VqoLUb2WywZD4*#Om>fxQKqGmNauov!wsN z#Uasty|kWi69?T82Uz~YmEU;Vxea@gkG$tvc!>v@8ZU{X_~DZs`weHYvoJyY$DTxt z*gGl20f6-z()nQWXd7g2fQ*8ARQBdAZfDAz;oca+FCN00OjDA;_4NHV(`=Dj!twiM+2(e9EF+ja1lR+?_u0mEWEmrcOfdnmFxUX8zmM|9!u+wbySF{%Klt({jMir%N+`K z1t>&@9VLww0qbkwFeoi^&zsA?^l@kxm;Sik2PsT=GxH`3bSX$d_~ zR|7vCs3BsfbvgK-kYsCv(JrdxecPbVZbNM%|Ff6=7NuZYa^0L$;^&VY=tlK{Ts)GT zj8zVlE_e{rWg?>9Ar-JY zQLyMuX6&5@oYCXRdj23p;JtI|hYv)vFUC?O=LLWQMsqw#Z2Gbj`*}0_sa-fb!yCnY z*5|p^g&{^d(6$R&+!+Jo2@0b?=E{UuPimcRwIwiczP1CpEf0OU01n^dwUT~$VY}RI z89MDFV4ArfX9_34cXCQRUbaL%=>ADaobaoc5R{E-;9jFiZsm59x_Uct-PD|O<-4#~ z6L>9Q9EY*~k!5w!L!e>ho0Wk==JrFqJkJlX_n%#pRwDVc%b3}E1+tjizUlITbBfJt z@+x2C4?7wAI{TS6DCc-nqzkE48o+Y^QSHKcOEXT3L1yidXv;o7r}KAu~nRD@hW zk5hgHOPVrUy9kBSu)LLajfGR!v=!ni3-kI>ttc zBg%{+riKb5n7Pnp|CI2*izh-Qx}uaZXI&W|4OS&d!|kUlr5$>s=YekJaI5fYX^0?M zsIJ<3e7RdwFS}}x`BR6ojcys=X(nAWi#Oukx|2K6MbtFyGS#eAil0?U!EHU5TVYK* z+%>U6dvY&Dou5iV&}W3qf`JD|Pmh2I@9glGOZ9n}{MU6Qp$-O7tzmN)dH6X_y~i0t znmmt3@Ib1Yqnm)3MIlln&*GOv{_wKdoHhHk6FebR!&G+&feCsKbT;tAgMZw%d*;Jh zra-0jl$SeZFCzc?RN-EhNPuD0w3MR)bnow0{E6{d51{ld$P3YdQ6$Trt$rgu|jXL-uz9tg$eUMcr}7 z^_}%HYs>J=NzjO7V0v2?hQdPMgsj z`j|dF^;jTC@9ar>4U~Pc~=U{359jElxWv9RlqrFOc=)DRrQLulqLn1vl}k zt|`nbwAo%S=Z2I?c79jcMAbc|HNS}OsX8&&orMpwQSxqMi?Ft`l#HH6IT@qWXfP#y19$F_1-@@x$O2Hx|7`~H4 zM3WrkXcFk-A<*qOa>iUD9~Mmhr?^euKm!jV%&~n55Rvsiz<7)`nV96@z-m4ZXaRy} zZI}jO5;Q5HZV^>Bcm!C(NZ=-+0=kY<5J0}E?Ib79Fn8BY_6>u7#h78@LY~zJ1-tR>J_}|Gm0e9X%wI=`D!;4YJU2;*%jA4XWs{7t5~AdL&^_w!BQm#dR$$c~e|PFy zQdaK?UEnM$EXQ(LA$3xSc)6>U&N*Q~Oj;(riaCX8I}$Y_empb|k<4=zjVYb2=J6>WS$wBUPyE)~-HF z!9!)bVmbfFph`$b1^+1wd6R8#L_Fp`zqu-JEhm}NTCFa?11aj!rD>MUr(8BJPpf{e zNunW)Efj#298pW@Wu7dk;;nI6GX$b(kjT5Z*(sz)hR?c_Ev1HpG7ALYZF#^bRZ8Yh z?|WWdKURlo7E2UhdPqh%G+MtqjiD~vy!x3q$i>rpH~OWT6Kgyxxis^#=7)}#hQoCF zPvYH9_jc{1?mQmJn`jrknjeo^Y@hO7hY+M>-&saUp4TE3FP|>V;H=VD*PY3|ALnwW zul8e(yNhK|>S~{Uiv2GnIj2Y}%it$n6FIseOs-YmhFnfo>$k@T0R}gdn&sQD$H1ZO zJuH-zmC3lR?yF6+<%tB&diT@-FJ*6r8d^VnDJ9%7vVz!s>qFtNc2~D-O^wyoV+Bn4 zO2l4u_GrtK|K9Rsjn7e014_b9vbu~PF{hueS&vpAjkT3&EJ`ZnpCL-(YJfF>2ko=c zEUnZQ6BMoS?_Xspg@i~rX`3!CE^=JpPQkXgx(?(*KL-n~bp-8}%z0C1co;}(vOq4! zNw$0lkCEtnm)*0v-0W&q84`<~G^>wUgKWV?Sqw52;Lo-itMy_y+qwx|%oF=v*+cVH z8nB5ahe5AkHB1!idQ!4)=I8@WngZ4hG$Qk6wf1|`ua4Y%OA-dn+R8NP-MhLrtHS+g z2}^b<9+IBiHUY8j+cfM&Lwq@?yz{+?YBq43C{<7L`UoX(euw|O zt@wf?wy|b%wy~1*l7B&yTS;npiqbJRG*{PIHW}aeilvysz2U<(mx`vp=oYjJtl+ipmN>tYSV&nlYxz-+Bob8MmzP7@W1Q%;3khpXvAWsy zqKcDPFfyh9J-ae}bG{P7NVhyC_$9K>ORee4ZAgEm(=>NIBDz6dA&jl3HSZ_BR(({R zDYa2e`5gZJMbV{ON4UdtaE^XO>JtnI=dB)RmL!YcE+z&-4zdJf`OBA>0ZJ2+dE{aN zT)mg4qmLQk6t)MBJU7JYQ(zUFUr64dnU&(qP1N9_YIzpBIt2e@&!xKRcgQ}I6a=t; z7w9|AoWU#aW<58N;(xDVDTFI#Ux+xm4*%7RLWf zEoxDdX>sOo&hJ}!RRl(Jz!Lm1a7i82&a4$zD)J$VWkm~4AxM!=4pqyjRC^;XHci^` zFcl9kVNH$l^ieOnwa1+7c0uUlHdm@oboT;E<0tZlRuNITF%+LM4j^g4CjIJ9vC|U` zyWOv3k4-fn%l^aayE{*{k)6+_3*Z-wt47r3E}F_(Jh=wqTY$ZX1b_WiKrh?)ZEpvcPK-#k(LX>~ z?>l@v&3fvFdnr!UIHqoP8yq{dJUiYy3c3gC&b^LG2cTuMb#tM*P6Qvkjk|4y$t!AH zys&T2ygfcqXi=sgEK+hXlD8P{PiVKshTyd?9l7qHB5`kaerZ3153CfdPQ%S5&ylwb z>qng8U7jxs-#rn5S%bPfE@lT67Ic|QE*tr<88DXDa>Vem>XF$EVNjKy4p+t=XKo!Q z9(!1QfYREuhm2V#;>_Fq>sXQh7Rj#UqZ;rWIog%suHi=D{=HJaa0%FyumAZEQJI)k z8UwFoZUwy1F`83Z#KbAMRI}-h$mZ2G<@>M&%Yc`4+7Aq*;ZrOJi-E%8koD(dV>8X>z^p`yx?)JTtzeNO%fZ?K%%^pcX*# z(A;bJl{ik{Ts6P$i(`$BpE#=q%z~3U9i8@~!F9$)Eqb+bE*&k6>U@mm?gGG-Yj;fXDrqe@AcnZdTZ2W8DxLwkJIY5H`EoIL%dzFWr z@tB?T%#OuLc{d6CT48_)E!08{dWu5W(d;Hc?AOl^=>z1O9f;33E@+*g6ipWokhk>f z-9JXIx<&BPft(APWNM|Ly%G(_EUVyv->aX+zI)(34SZ$T1$>W@qT~%iech1@bA|yN#&plfINl>@;uA{t!@s)3$mc8y1SfNIw$RUw5?R z)}WvXizDnAL!4);DwfvJfG8tqrEY%mQ;|1BxJT1eK*~0Fo9AKkQdD*p0btoKlP}3* zR!o9we9$aaAf5GxLa2DKR55PQZZ$}-S}=gF+9IJoU01Wb&`XEp;vvX)JZ6$368|B? zqmbr^A-!gIe1`NgcxBgoQ7#&EFU4Un=5BvwTp7_JF>CPk1CCalSbe)`<4@0b)lb>H zr_yVl^^ew5v<&m+AbR(!91rYr!emD(aIlzTPMWU$?t*DgO^rPD=7X-71i2+cGxI7neAn*fokuu{QPw$$j>jDeWy5veEaeGcV}aVb<-Z=R58 z>A1gz9bMsFoCw%RkWj`T7QQ^+LD_QoC$lNfma&t#T7o?xQ+9)vAp)wB3ts&A%wMljzJK_WMLl-Wc4Nf=Ml)P z5zRK2M^THEUwAoPz53XIDU+d^5;>D~P=*}ItZ6!5S0U!Aw@-T~um&-+JGaM(GITdy zs%U4)Bh-EUoadfNln!$wx<1$yV0yTk|FFi(Yemfe8JQcGi%shtdcH4ec=G~fb{jt* zCO>dQ26y&v-Uiokfi2`Ht0~Sf3zQ#ZLwfvu*D*|_=jkSRHPqtL&ZYU9-3R8Vu9pXE zL*o38T`QP9k5k--^sn7q@n;lQ?@^q0MWQV))jQci7VOJf{9ao~=9j^F0#_;Pnhrvv zu_q@*&)=9T(nE90F77!V?83}P-r&8*pO+@Q|0WuG@x?!T#>=JzZny)PRwiX9hSg@M zqox|fC*|Z&t?t$w7H8u;YwIC_ywzGUrB>z&{zH!uozRsNlWV7!gZdXv7;2$^5xAE_ zS7Q7hr8v&9&e^oU5-4p&GYALM+>AqzL+GOiKyb7fTFSdK!}rAqIs9`c0C92k&*@W}sm6l)y?S-)qkd=I17Yf8lKz3x zUBu*~tSkv?Y9sv@Ls8x6Q%O@(TBC89Fm{U}H=MXd{Pf%DxuqD6XK?>UT94d0$lSs3 z2|&0che#_qe15qu7ju0X9@U<p1<*&Fy`c&ynU^cGa`)#jb1fwuowsF?+5Gs_!;wegGr-cGjo0 zzh(3pg#}^K`Se0VJ->Tz?dNx)9U(5O)*unm(D)N%@X6}4h58IKUXQGh;`C$KwJfRM zrvD8me8L=Ps3}LK#KdJ9n#)%DJHn=Nw$?w51{0un^5Y=hXp{gVhrRH$eWPJ0Zl#`~ z-2|Z%#1MRtuJlv85!8G>ZJXjJ#2 z3%H7z{Car-l&@4&ORS}6? zYDkzg8v4cB`t7iWf``5xq+7dS=0kBX(Uw%LP3O0G=AauNd4hma{cef+WQheJP3r3k zgqexfTIom@kW+bTczLp8(43?A&h|=FSvBby0KEj*n)O5M3kmH6W^&~enUAK>!lvhr z=NMe+on|k8st9OGg`NY2{6(0g)O36&PDjWL18Jb8b~St0au5Ut9>8_4?d4#I-sT${ zz|{3(3%MoAKUQX1>s@-(G@$%z8VcQ@h~`DY*GtyjrdHVk+7>ZZ-jOea}2*V@ZLZu_U0QLv^3cJ{=g{WAT%Jp^(5_4PGZJaQukF{~VG zQ?w6QE-Fg8vi`nE9NRIA!%vbBZo&%mZa1_bFLiI&u?I2f8_VCN{gP@@_#aGRCZ!G9a8|NVj&q$ z{$>9R6rDia_UumFnC~n4EVv%abaFpoU$(RY(h?gj3L<9BQfbu~HK5YF*hMdKvjayP zCb)mD3YxitIO3F-2}xq~bV0uS7(|WnTSq_sYsw<`i%|*VqsQ>i4!!nVDv6IwYDPYB zAEANU4O3MnUg1b5A5OI<+Q^sBw?1!$$ycOdcg@)B0$&f_R zFhWYCUfxyz{B;k>kaY@lquV?yW#JFqI-kB#jF=@{Y0w#ETI zXLY^>q3VId3y~WDxf@qzTVBuk0_#J_PzUT|Y2ear%I@j~$`&}umRnv9&F6Y4T%lyN zpp(5ipa(b~l+akzDmO^PEO4q`*dLv!7E=R#1O%0}Fkv%chucX(2kGm`d94@wXWGh- z;z76XZPNl!AoOI+Y;}kYm(2tbmEwvpd>9T6)Wow%6l9+EMMQb~G^Cc(F(%D@TexICk1} z_wdlj%3^EEQFN9yuH6BcMh9(l;+zgJ5w}S{UPFbI6~Dox^(L)thT30yoYhK6UR<2d zLA2g=YF4zQX`6%J1mMztq=Vx|lBxM(@M8JT!$&QMRncI+TK1ZHnITcxZ6Y4s z=WUT#8XvDR-{`m8$k^RJ;bcheCR00gKPY+_bR`9U%J6gfi5@y(lbn^nz(SLeBj{tF z-)E3m^gDk0u2^d%*Oh?5Fu)AZ*obj4HD zBgMEM3=Vb6xwr`maxMG$t84S|UqoGwK5JkS~-tXSImPWB#%7^ z``Nft|AaBReZH11B_ewQ(lPkfWb#LW8{9Q1-S6$M_aO7~q2E4*^s1NVz-O6_h1MEw z6PeT2#Wpq@`9N=};b(D_WS^@o6%+`s6F7Pa_w9=NLVmX{N04UWJ|?uVj}h_20$lIS zn3{VR2Lkz9DD~#^5@ep5uBrh=lI(F3a=+`5$7XEieOZqbI;pAu6NRIbVuIR!yf6TG z1%{>kElzDH)28Jm6K!C0J{s>r3}cx%g`)I=RUQA8D%kSWS)jy==qdhr`*?2jNr^wD z(aE_oElCz2rT|n?=*y+Bud|=_)_g6<(Wt^5J}m{xcR!T*Cx7_;Vp@WcQj@80F4Rcf zBqxk)-Pv2rNksdJ6GUixE4hU1mFu-gIeH4*OR5 zV9=bhqVb{8TO_y#!wKUB<1mQ!zLwiov>OPy!X|naSo)pFKi<54mEPN|%-^yh;wXfp zchJIGE7SgpCRG&7@ZI~ zYBHj{bB{ukJe2bDfI9S_gqb8A?zvPzkhuKsamujmcw~^R_}#6p;tP{$baJ}vd7$G* zkX9myyVR76R-^Kc>X}7UXVqu9r(uJFL`AB8FFG!XV|P!(x|Sa?JHgHU+;2Z^S5oz( z@nJZjkD;L#TCU|Bd2N)VR{5c{9qm9 z)#YlNmfu_xW?v|a;G%5?5^*^rZHLS4f(Ski6SgHB48%b3uA%XlUl3NZcPjfg{x4uo z2-`>uMulSBYp>$|o-N6+p;kjvV3-rB#rMe10M75Vt)3Z|Y+L$qTf6HNT~RJjS7+I; z>|?xLY@-{dWTw5g5fd)|M|WUpBiV)bU>bkGb^pFc?A6B=^pVg)9G)C)G^_?%J@>67 zG~rNhXotNfaXI{3>Q5FLU!4Z5;5NYfTbK975R9H7^R7-cg;!%v{rU6k@&?P+J&!a- zfu*2T7PY$ScK%6Bl90a;r7-q~RhZ)Ad|R@&U1ig41$c#>41m#?OfS}Wd97a_ea#^R z96W%*w%jczS(UX}L2m9xrMnpEuUJm>`)?`D305_mTGTh3v;f4WkRf{tko~n$PfL%u z59SPVty;7h{vbIFh`nd2h>w*rE06<-tQ(}&x;8}jB&GWRQw%u#38lmwoD8`ODjHH7 zHC+(p>R=^2>+eZ2?;N~qLi{}eWKxuwDzPw%PQnV^skOjWn*_wO8ow>zjZ6EMcyN>6 zF;Zv6#j2!3tEHve!|kiEOY0ot33_oPtwr^W%qO!PzjA4Gf-}b3@u%Hj8z)^&6$9jY znTV&%7i{o8XI@6?r|f6>HjD?3%4fUK8jBekrt$-868TB z2#jWQcPS+UkyaW6=^j0S5o3cQ?Ov?h87(jgb(S=9+R&T2e2fF#t8q$(84T!r}*` z@SU%|IS568Ywc86DSnhpC(v+$K`wdy^^B>SHGMw}6{~y(RnsSl-LEM`&Z?#rl!v*W zx5p4JuFRI7+cyd@F-ZiKp%WM3y29z2!Orv}`_eGP-_&s)<0*ZKO_hI4ln^~D)srF06?HZ>d<;`3o0U@znF0a&F(O6Sf z;j!-QAeBoZf9jCM@1n44!?06X`l_PK_MC#R&*Yvn2>SDG`n$m1G7V9uaa{J&XcsoV@dUX-5PP>9{|hce{473*=d#(e zj4+Z_5<6G<&Oi)UM9d2Bdgm z^YpG=?uI!{0p+aTD<8^0g=M_B_dOXb-2r9p4)m))hi0d-4a*tZbv^9LwWI%O?FkH( z`WvTe^nYg$J&$a!Y5ri~b~4a3KcUx&b@q@l9Zc1cDBIzRtc==5ci976=G=9ofx>d3 zbc?6eO1dVi9vM>T)&);<(tKHl7gG-T{^v9GQ`&-Qd5^mnBFGh*2%`UMzZ=z;55L6b z*(N@c8G8h|ZQd#dx_%3uc~fgP$JxW?aWIj!sjDmRCGy5Az4;t5M>=n=8=*cr``gBg zIXd&BM&V7|1szE#$-)X&cn+jr(cOuZf?VB#Hjx1gA6^@eSnj21J;c9*sS>DYlSvtF zX-o#^asTB$j*I3qem!CvA8R2Qo>w!$#mn)y$Xg9q)37qa##QA&E9iE1;cm~I>Vpnn znV!)F#iidi-_}g3{??vxYm<_B6`i9dk1bo1>+1gEl=BKl3ncp{f|%Yod0kb)S7cl! zPCKY+wQr>W?D)9j3pFhL8qc3PFxy|vwSlRptx@B+nlgG`?T*^&&kf-HZz+En+apv? zB({u<-_k(g>+Gl1(~_+7JP(@h+eXO?rV3WObp2zvO`_V_-!FmzF33*0g!5+@aoG-_)cXY z1BD&WG8gO_UIgVai>9k4K^zKQ5dQ3m8-8O-3;@y!oJWo9gWrXzzsF%Ohpg$S(Q&n= zpu@5?Rs)ugEXLV2bm&)iwx&bsN2O*T?Bn;XbF(eDG3mtC^m#*0R7(BX8GWDkUT1(0k6U|F+|at_h)Q&ll0fn7 zKR~*8gGst*eQGmRc$KmW**OVoNqb4=6t2}};HSIB9~rsGmjx~fyBqwnR1@suv)Q%l zIEEXZ+yrQA*YG)eHn>^UpZjz>DB}=}yoh`m$Fn?B@ zz9$VO?9}RtjT(!wBRVYcqY}8}1$_|9M+`KT#shuv=zFKR#QE#JXkwZu5!|mAP0ABl zP2639nY7&BeOPhsM^lzK8O@AKqSCTgxYryyqktt^PomavX>u-WODQDL=E=xco1+ma zi+U~Fp|Ev&SjbsQh<|6qBrVd^oMmh%1Qn%NaMqCxuv!K7`0a94l%a}l${u1gxh(oP zaUB)|5;Vx+%z;vuSw+D7w#?RHsu@J*grb&%t#0=b>ltCq`@#v7=d6fKQk%I zhh{j4^e5{kaik7oXKLJyqw>v@D;7;3Z9$^~;iwiNs zWaS71bSabq(1&x zP%x82z)NJsvj5^%CX`P8_vxXA`kTy10g(&}0bSlvV}rVB!zqlB8n2Q}0k5O9$xuj0 z(J#1DG-OF=zZ1%FUj5*wMw+UQTu6xdcJbez6_#o0?`1}0O<^qas9ha zjhOFS+KwVl4=4c84-8dunLID{ZDd?bR04J-l(ZFF zYYf8)7d0kX!b{~0XYcBq3d+Dx1e&peIha}1qM o!GFEC|c}s!;%%@HT+#u8ys)A zW;EX7X}Sk|Vq(7v%*?v*;Xt>*GJF%FlK)xlX%Ef7{=v=(YpP}FCEt=eymF)fR)96& zR;*&gmfuuA6R(|X$}RxJoQ3DwT+luI#8eZ?w9?8RyIRP60K=0Y4LUwODe;^(Z;5KM za18Wi3u32J;rj<5K?mX1qX+dNy6Xb;i9JmMymlF>Z}U!CC{qa-Ob59u?3Pi|VSMg- z4b23Q%??t71*43#c+d6C&$?Nx!ZbTKHgEFwiBHEtOuAn=eW>Vq-usa;C6vCZ;22lXwWl11h8WEUk5=CrlT#rjOIF2MEODa zL6@FqyE-+?LQSp&Q6%*?vNehP4Z!~}m##`ZWcd<1ZpQObX{<8MTSYh|qE`NURGJuB zpbRn;IN8teON7vP)+h@1SR%yGUhA&&x{8S_cpfSzu|4-fjfH2 zHyt|oUv0(${;VOoI3|8o#qF+lZXBJjPlc?uYT5^-93Ux>Y)1!UWNK0NsHe9>xD|87 z&usr^2VzuHtGmTu847cj=F$Wa#Fs{8?T=7Lla81GN05OUUMTtRhlt8`ZaeW7?V= zYPf~@^Dh}EPsicxp&I!@j?Y_@I9a{|RX#^qNE7EC&*ZXdIDK!S+vn#{WQI+P4}YOn zjN)NXR~Ir?5v%{tz<4MkGjjJ0GP^rc+1RHEZ^A!VXvA(^_@8o(ZT&9KZ^97OxgQBxcB4)8=veILkG7TSAiOP_q z)8UWxsFw%9wC(rN@vM&Cq9qe=F$z7})W?OmM}-%U)hH1p?EthcYO1TRyr-^zybfj1 zPA)>1L4c(`1S8=y&gOCHcHRBm3!SvLE7y%DkJ9}LO3xqR5DU8~ogps?b+Y`F?_u^A z_X|F+^e_f(YbX7EVM&;jWS)a-M)NLgr-$k3<#nKFYnl&#pV=QJ~i& zFTgLEuDiAX+qWZLlxOss0vSM+2>oycs_ZTs=95{he&>nJ3@)VHb zlzM~$kgvUvQ!1Mpkca_hkWxSLsckH``s}`Ub%A_kt8X!Py2IJ#dvzCGrIKyc0W9PC zx=rL>#`X_TeX!}_mtPM6QCN-Y{Y*TVAgE9<9RG^C{s+MP zV!p40??mi&-YoeK5O}furX1sbotlEPHJWbC5hr{}8Pgl2QXwuqV8~HFqiaII_s%Y0 zIJ6~DA2L%|ugLaXhzn#k_Q%VbZ6(TLmMx;{L7UMR_g9U_NLK> zU^dE~0YqX*5OIbDoC7@JQy!`{I9you%iG@728RU;Zs3JwB)r26p4C3pS9P4i$p%cb zw6A1(y#^Q!>4Evi_=hYi=4~Z2R$t+IoR~Lq(Tgu83Omd^Ze`Rc&RI&|X4xR@i%&~H zYuD-~Mib_2P(@9^lbsLZ@hf{{SGRB%EJqx98!(BxC zU${@Otcf~R&JOz3PtA%XvKE5o$G)_V!taT2i9&(31WeMVoP2}SxW5{O;Mt~bnsayU zaIaeF7mv*cGj3otM(xYLTSjkxV%}^qOMQ1>%w9lSp#6PSPhSJfS8P(5yw%4l5#%75 zo7R}#5GLnJ9U5FHnes{U(L#xmKTKZY9^h}r8;DSFOK+`8XiDSXe1Y)~lCwn9t8jdWL2)|{^=NU6*9CyvF z#5JR#DImK4u7l}B1$sGk&aLj3Ze=ZZXM}Vr`GY~AbC#T1^Uqonx)Q+}ahc|{;Q0oB z09BoYJYk}VWCxBOS)3}wVoMoFd~X$EEtzn-up4PScyh9SdgT*WIWi=tSR@@3-^T}g z&MfF=D8}EfSDukV^Ls1xjA!qUOBnytl9ah`tK$J0NkwD^1BwFqD~3Bt*nfa_cZ%r4 z-Jol?dnYmz+(Eu}v|?O+SH8S-C-qmGZw)eCe_rn@1P$lp*8IK{mncR;as{~ zwqmpD3#SMYhIsFU@*|2kHH+KwpUF+p6D7ARz>9V#;SA9n;x>+cWqVFGD$=l0Jatr3 zW2{C6q#z2gyg^ZUXy*TMW2ETmvOvPzZ*i%Ce3_1S+Fhfs5p<+Ss=|6l37EP>fh|KT zQw)mH=5G&nlOM9Nls0SRM~!weQ!%U6)~VFi=TinkxTlIC&1}hC!ryzosVt<57*JdU zfgopc*+bQ)OzWhXF++@s-WivEM+%+)02*H=kM|Nyz3g|lOERmzT?PbDG1S$m(@ITH zcWaA#pj+ijDL6}!LbZ#Q@ov?5j#UHoL zK?64w&CB!1VzZr363V*iM#o*kYsj+7;UbyV#Y1leeZA&4bfy>YnIbXnA)DeN;JI6L8cL^ z6IH-M(X5;L?ITl=KYs$uNKG7^tR{bCSe>rLm$3`^an;c4YpF{rE59R29%}jtMO?F3 zZ+{u%!de>v+CPKt`85WfIzWq`_%2wexe9PurTyN>rU2^C za;aER!hCOXTpv~Pa?Ivt0Lax@u)1}+c(M5$9ilLK(3Gtxcy(ZN%2T`542m6Oe}BOg zuJDT`=lpaCza-@6)yt%UDO!vCq{k};>S;GK@vNNPv<@yMabtJ2_|5+Sug;im%qgOU zny|wT)^aN9j$;JW0sjCIvKIdUAC?$BY3F(3Z96@d1fr!*2G0f*`#^*H)YQJlv4(6& zyk~XH5~It}aRzndQr;f!ecv-T`#X&Go8Pm335{x}M$X~Vd&ye&(!RBX)-ieNIr|0G zU7YX!N!g)sRsg1AGk(Bym^S1(Ax6fY;<=P=XVRA{yqGaE2~8jETJWfN zxKEv;0ooKbCk zNj8F2l>CnM^hfEmwa#fgU>5$f9?u3z(R}k)B)gVNchAqno=}R$j!@2gx}V@%lo{-v#VT&@q^uV z3FDWizS*)<)`^xlhY6|p-7m`o@TniHCV*=TkEI5RrS6ki^T6X26Q#baoL)xfL)s6szk<5 z_+{My2_OBj++<*l#__#so)q?PZia+7irp~2q#8PAo>D$!BqSgcziI3Ql{7X;Km*e) z&DXaHYqJkH1L0)b54bZlJa*o+k+@iX5S6~CwkC)I%lVIK6K1j6)C{d0Qav;#QQYt= zD2LToB-12}02?#Dsx&yOtlh7`-8B7`q$V;UIJm|D@@+;HhqP7Z?Rz}fyQWdk)wF4k zzu&nWgW?@e(u{|2O$XEb1A_%S_UYooCpMzOBLx&YA@Ub_zv|6;Rg~RqE$kB^x2>;? zma@M(kQ9)nCo?cTt_oSW-YUuD{I-o1GSR3qv%W8Y37}Y_9PiQq!mEnzP#iw_& zh?clDNT#ca2{CB;cpYYsbjSo&7Gc}9eYn6#X9Dl7(;eN|KV`efie#Mc)0Wv`a6E@G zcGn4966qMnZJH3Pjl!9zO3SO#(*fIj3{yn)=ziqtbVvns{W;ud#Z*; z=IRuQ%Cw=$t-sgmV7yO$%z!P<+lCN;iM_hlxP9lWX83ew zLgrY>peEboMJ0`tMdI5MLpz3ZB0O*VOSy#?-DN*GU9PJs&I9bx61~5-I#oSJEM~SX z38OOz9&@)a%MJa+D=Nw-=yr68G@AOHi5R_`N`&CtG`?=866bhhl%#^VD){Zem;dg_ zeEi{yPL>CArxOoOcN)L7 zdtfKkQW2x6W>G3oKJ-ipOe5uO25|s{Ra@l0fOQNZ=(maldO{DLR-|c3}GMLS6h{0j2%*}eV;sL`XO>r{x@*+ z9ylzXODyqh)IP~|0JRUb^bbj0QDD(|-E4Y*x{}sAsJbYM)%x#u9cl3fy{DB9jbR;0tEeFdBr3ha&r6l)`FcgK~RGRH!Kdr8n;bQ z$oS0UUJ*CP-}Sdu!kmUSQA>Go>Ahb=65jZP19el%xDlYE2D8E_50j{j-h2SS0CA~H-JQ98xrPaa!|i?B zwFkA>=tJkd45KKNOAFfO2{Dj{IzAAOv1@=SOcwsbQYYG^9(?y;T9*ZwY|~DCQGU)5PA01Gqasb7yi!Uf%6=D*#)_hojmd&#V#Jn{@ttC8W{i&d@~FeCgt99a`cF)OSt z)nsM`anM^4EeyI0El<{bOZMXU5Bmc;*%ooztm`O0d-U1<9agZI@@rfWVlK%SYH^&9 z4*`Z3+Evv?GGGOe<+CWHv@6#eWP z7M%M*n|hX28zN#h$EIGKq`P`9E@u-=YZffK!2JDHy=qXRJwLzp3$fDU)r9Gc-O+%F z^(Z<|BSRBobwPjsb)}1$aQap0qWJUvUr|1m*8tZgmS9QTnt7R}EL5Mi9#b0P)5$uK zyf}4N|MHpi*Fa}w$ey*&t4fL#8L6{S$z+8odjbjlAx&$m?R<+}*lyU9BuX08JLxb< zH{HNwtQ59kINSFcBXxSfxHxx&E+w280pHuaD^~lw=S)DY zr^2~=1V0(#e|zIGt--BsVFDq`?9(?^<4N8*L|)RB(cslL1M;&%MTWru`D`ll4+)04Z&m?SK9ZaiGZa#hR`=)~-S z&bs8Rr(X{08ObDiJ(hp`4L9Prz+GIB8DiKRnxL%UbSK~WS1AdCX4i7H=Q^&47ZQ}!3jp>xqx|9d$WpCXCHw1nx^qhN!Ua;)9Qe>&G=fn=~bZ0u?t42Kp zm~3hP`RIsY?pTg)L>TS3w5ze?FI0&ZbR;-`{EweesxQK;ZkI8nTbFrMM<4Zm0JXvkJ@)=4OFN$pM}Z zn*SWQ&_dyYTYuavS(vgYRW{2=9}p3nNZs*1_aH>~mg1}ZYLZ)qTK)2w(m39IEqJ(x z1X=e0hG$t#LHQui`ouT-887MChWDO(cmpE5kD)#0{E9A00zYH1WVmTo;KlwYX);g` z#tly{zynHOkAN@k&xCF@OJLJfenNwi7x%G7dcK9c49p6C4_Qh&4!)}XRvbqxiM^1# zGrdndI2K8($9>=OJDk5mz=FK4QrR=b-b~qo(kv?F=b^D3W>>mnA$e}W+_#Y&G?RP& z7Ip0N4?rLt9zOh-P@!QQ`I6xMD>+QCLRCPyk*`S28rVGDpZ>`xakGcS(fSQf>eXK* zS*deJFAD8S!GsOM)GYn8?ic8zt`+wV_Yq`LYb0i8X^!)smi8a z>*tmyIQSN8pa|b?$>%HI!OcR%BaQ4n^|V1Mh7Imkm26s7Cr1-$3D)WhmF8Q?5q)L! zU3iS#DDGjtoUL(c-+jFgmVciirwU%kfYf*iJfu?42`U3Zyu}8eyIBNFX9rZNR(~WY zCNx3f2p@iT@OOD2xpI#7j`st7SH8pF_*tA({l$d%g|n0jEtbN~EcyUwCYGkd4IP0kO45n>5=lo{~oh_hI%yFoOKV|m46f#e5n zXx4WgXe;4{rK$+Ks`ffBQ?h!Vl*EOf7)UW3tsS6k>SXTZT&x)CkzK4#Gg}CH#hkHF6KsL>x6Y{n`-4sqpY2r6IJ)f{UK?Z z(aQvlIAzGWv3}so%R8wHSC^E6W2E5BKY-iqZO6!!PkdKwq;YI@>aPy5CEOdvNt8jx zV?Sw(z3s~Dr$+SE`BL+2ip+u>>Ez!zn@Mws31`yH?EC|`TzEj(&DMz3s{~M6I9k!| zwYpH-M^ilYg_rKa!??{S|MlDiTJ>;nk?lB}-^Bz?P)QTQw~z;5;Wy-w|(Q-1(8wofcsTdbn$TG0L}sd z*81-^60|no=%DD#78tQ~OI@WnY04OtOgw3#FEP65A0Ye=#Qtb~?4{k{!Ldf9U8Rv4 z;&%g0;hH*bCqt}BZuy@n5S+?703LU>mN>t{k=o<5&-cRh2dk)mPF=JyE@5#^$)_S8)-|*D^1#nDH3{U4{%ktcDLWQ>gB)|Fsy?Uq70& zb*rFV+2By&OD(-NNa+P4MfttyY%$<|^LzwoSLpM7CXMP6VaFq@k*QQ6iUr(6tMK z3|XR=Vs}htg(u}o;keD=a&_1KbR-bMH^Vn{-WQDH6Jnda%qy&=rv?o0>NBW}HP-6> zA~N|vrqSA+sfTTz_x<;0vqv>$thk*5h06Y-51a<%JaE8+cz@ILRDaVXrtPd=C0ETD zDe9Ch6ER-kzfX2acpVa4_7$>}5*LwAk3$V)=~{58if0lN^@W0P_*%hHC&`~SI@Cq@ zhkP4IWK#PA(2Q@F+SEwXT;`4XF1Lc?+qWU^XR?d$U#i6O)c?*Y@p?goI@#I#wi!!a zms$Pb;sLTKdw}waa!w}m6LWfEhD2NXxo9s}+ygC4EIpq&w`8s&zSK1MWOr@tehD^z zkRNvC@#^Fb{(HL^@)GTHkAJbA{GhwxCM5WA;3t>K**I9%9Or-k1yj~`b}g8*JT9{Y zlR;#bLS5Dd=1u>+Ov<1?3FpH2@3vYLdm!wf+MnA}%aHtn!X1s@=#6B^I{ClnCsK${hEUinsV9BMn}a zh_OLGL7g+$zKCyBLzU&p+D&TiCkc1l-F{l@MeKdP?<@n26w^!cI=G1sEVzW?I^LIh zC$AFX#-3{8eT#8Hg;SSM`9Wa)QVJ%LLVfG3`d#<=D^17r7x^F@0y6?fQ>^}J=~V`N zqi6K=-W}I=0mrnp{gdiO8(74|`S5zoh9EF?I~WrDC1IeqL-Uvi|2psml&<7)shr;# zO@TO5uuSvW*(X}b=q^JPF6WnrDOhY^3p?ceQgBS2l*oun-bBr;7-CRxttqM|8V||Z zrkEW_Jpeo7dW{(zb?RkcpbJ?Kra8{@)Np5O51Vc2tH7a^4s9?tHlWWyaI1s^oG`B( z^l2J8cCYWbn(9BP5{Fs96sly#__p997rxC0k{2{pg!zz*TV?qCmCxFurIAm@O|LkuSU<19s>23DJ!GLCvDwPq6 z+H*jl-V$3NtqqO5T_q}ZT&*jAk6V847WODpX3{>}d|99JWC)Mht zjT-M4o8Y}Q3qesli;eFVeEHiFdEC4q%vsOcaMCs)al0d#Do_ItZfK*{dwy#=kb1pX;U^kzQ& zDN0T9iC^_igQLFH#R=t7RggMn$v3;RElbk74p9$o_S}8=FdTHHn!;G>Seh67u!7ZX? zLU5p{IoSlL&m>UVjRe zzV?9}1!p8CRWoH^Ow=e*o~i<9eyU35Vs$5&U&#aNr;aSI@g6t)84mo?p8Y~woO-wv zgA-bfhxSb6PxlGU?=6Ym%39>y`(K?oOIGa{l_5jFNpPXeSbQLOcyxW$4YKTJbaw9hEu55(K3b3lb#%dXa-lc9-ZVz3$Ie!_txw-3-nw?0^%oVIi9K?9 z$0i+2?fL&Psc}RQ?ik*ii=5>6l3#S?7#`%t0v4+`$7uvtbO3~yXWfMc&e8q9jZ|Zf)z7cFyHinyxA^`8 zNTYQnF;14e4b|h-9~C2_b!(k3aXjx1cfB$fdqyx*o+b%N{ErvjcCYR`;2*T0skvu= zuqe``<{6{c^@ZapalnKuuHcVsyG^VIN(=79I=PlH!2w;m5@y8Q*(97C(!B2;d_IBx z@t$DC-1C-{_XP-N`aQ!>He{(R=0(0SN?G_BV`rR^o)tH1>}vi#RPL;{nTbMs;8znI z7rK`h^SFz)kI%s?G1Ej3iVQMlw!ijd<=zi4HPoM{7^)IyLrlyCfIjvm!{zvAa#gQxZ*-39^J*o`js?Z< zF}JNQYll+6C-qt(E+VrQW2(%+Kjflr>P$Sw5@B_u6jSxRO z1zUC;AHZV3+ftz54P|Ii2d;uJ?Up`k+B6bsd^&h^6X03C1l#5hnVFWN8=%YqS{Oj_ zxGZaEX97#zc`jmbRiE3lU;}`uwrj+F_0`|oJNn|dsEjt#yYDu(S(nn!^9q}}U@(NX z?kWfOd%Z1W7@aO@ihfQd6;<5$chC`oXC=>|^4awck+uLI*7*fktiLZJ3+x(6%+iJSo zDG5PLC;0d2gf6(2Eo4mM-fX)lZzP3Ezw+4z7rHdVq15(C915JHQ1K1mM;79E{e)nk zozf{a1r7TBGjy%PG3e6Az0u8-&Qux+Wp`t7Ss@N5C!kp4__F?LU16&02Rt;fb6R!8 z(BO^JoDi9juelI7JecMwnf{Kct7oTy+?Nv#hj-9YL@0`yhnX+at@U~jM`lp&&!moY zjnHAGql9H%c~Bp{O1Nbp{=qfm^u(A8RD|dcXV9|I*HN~pW=VXX99npvbzu&g+7=x` z@CWc3=7yHvo82d%sAU{Z$}L$*0@VkxNHM2 zFD~3{hYpA*EOZx~dM8`zUiM#XY}%yD>gkT+2Rf?ZW6i=CBvprd2`Ed=+wKpLI=!Rc zm8A^}PW%IO65K%iWO#pU5Q z^$%&rGf7msxFe)^uFf1pTAJ5NY`H%~(pIsHp9#n+#jL46c=TpLr zECXK0ntqmIxa)v#PM=eWZ<@VyUnA!Cypgkgr}+I*F_(0XYM=`Qb#qk zjrhWf-mCU@WX>Tw3tz11EG%>jGwpBH>ztsN+>JXL;To-P)fGpW3@Y6$U9gm!dc6ep zz>W|1NC3&woi6BCB*H&AZq#%icP@i)_N4IiX;lT9P`u`J zq1p{h*1xt~JZ|*CpqyfO@)Y)3hcS4sM3rqZB{NYOtL65GZ)WqzV?94!8B9fe%R-yX)AY0MSdmJxeaY(EDJUWeXqdwWJV0Xtl>Fk=1%rc_ak=3O~MSRt6R;R zfO>x6N0D#L{3$LAH!&U~^+yfhW98A~ZF_@pn?Fv@JHN;}nJg}T-!BS}|Y zues+3v^D-=n^}`A+}gRlj!8e+bjda5yZNu%R$AMTSqz!3w?9j&9gVrpmufVFu-iX%9%XO4L$iu&<1T?v!@g%-snAOEfkkmQt1(wvrxWXF+Erbi1#gec z6F*%1(YoHib=~Zot7e*F59Q{H^`MW#^*9b1JrdBFecYkYWN0H+e#&rp!f^2!r-!%VcE2;X5W|m1#GS7C$6yk z+Gj%1h?SjC*Iy~E(KD-`t#JQ@cG~Qz;-exh|7~iPU;@G_Hsj2ani{QysfTgW;y!_F z#5TPo_+EsUtWH!*!_%cSNN-%k%)83UdNS58tUVw%3YN4CYi)pV2-b)Q1z{b{$ROA9 zgtQrs&(?tSo}c{#m<6I@fyV}hh$Mh0`goiWzQ0pM8Tcd$f3)D3lu^QFPGiaG8# z>Eg`E7)=kye^OcUuD;3#j0S0+v5#C1cWK7}MirP}=yE@H?Cspj(~dzGw3L?PQeoh(@N`m!#v;>FcY&Eg|xf z_5;|PVl7ROC;nZX{r?4RaIJwinF#S>!z;t+2_$Z0kkssKgf$&7aCKC%7)}+8+|9WP zBPh+1cT}V_OU6y=2p8zzz2#$J@I7I%&5$yU-LWj5pii1lrEPE4N6m#_Z57P1AAiph zoGxJzhQ?(OMZw-j%F3yxGX0lZtU4~wcu5>Ow|-K1NMpyXH~yo51MzOew7N=G8rzuK z$FXbIduzc^G?U<{3Yjw8caKYNULdY+8xYob07T+2@)kM347>?Jui-6oN36{I?an(1 z+l4*LoD3!TJ~^Z6D!$G8;+f~~g+4*4jBQpla3V+3O1_y77d%}FkzC3dKLS39VvWYc zH?H1@Ari@>N)xlgo>y(lKU!J!VyjtUj!imNEd8Z0?t0nQE^^^x++uE_lUKE_J7QMl zIuN~S5#r#Z_BT|)Js6n*olv(lU56rzl+07ma1IXNQ?a`xMWj9*v04S?CDYbJ)93`cDW_UD{0fA;K0uK|7%HNfyLZQ7l})hz7uMgh*0t+pgJ znT8g-*qFmG{Nc$R#TaN;6(J!GzHiym(-Vswy-7ypxlce$-sf@{*~nT((_7Hi*>0l< zZMMb>Y8E-)(t)c0NcHFkeNEug*%6?-_S5oy2#X&Q^>w@|gRl71j<^LhyP_KqwcPtc z^v&ET)nic8)%ATaZ<@zv3TK|HP)_&)p_b=I6`wTriBZhV3q&Tml1%wKkz+;z%}d@@ z5;l1No40$H+-S!~arvP}GJp{W%qh$Tsg~n@bY@|fn&_ssvp#Vz@VQc8dW-10m_E+d zLeoOL05*0kLC!W*J}l>i@N^QHWrXp|L~MhY0+obv>t;~8r0@gANWX+2WyX9$!q}bN zdDV`!%M|}y!-Ge;DiDSHkaV2AN0U>=OB^1W7Ki$aif4wx-VyT)@n$k;ISixnfFx$A z9SYq&vpwd>5S|8dO657vwpQ-yPi^hcydF*b>2WYlZh0*71A`o;U6@ikqZfIpnt z*L$-@&_JqbR=Zopl6MU980MF46@n|%ZmmM7Op4IKL~HXqt}zD-=>N)Y{ z*=MwJc!Z7=3(esJ*IdTqN}6-)!pu@cz{0lOaA|;}M0(Ef`Cv@BhJeus{n@rTmoKlw zFZ{EYbtYdeRotq8B6IpjW241SK3J z5P;o1sa7?0sdABaq34;y*;0vl%S0}hK1vt9F@F#cAzuCZ_4UjUE!MvwF^q9ds-7X} zB@46C-XB!T$+|^8;_}adlRp3^SR_410{cI;GcTt zydG>HCGcDQ_Mu1h;-uV`OH+$Pl*uwEk(?xqYs&oMv$&>GBQWclN5U1uC=Xyjl=zwYm>Mt<(# zxtDmlFq+CEnO})dx)|y_kK{>R!*QQ&fBvZ~ddKLEV`OEWY$IQ*rZvS}h1N}ed$iUw zQ(u>rnrY@k%QX{Jp=_dmMlK^>yQ9=qgQ?BTh#S zC&}j2Yvgo^3RqcJj3OrZJGDBSasYfPs*R}Nk24`9?0I#y;$K_SD%wV$N~I)dxy%VlWjG*6|UK3Qpj4}v7ij- z%klohBqn}UnPwl3s;$_)^2yiO7Gx~v;H;*k)*$D(Cfb`_*{^T?T>bw1KqQqWodpAr zgxpii-vnT1g&^-McxgKb6d`8^C1CqpileibkxfWhS^1bk_}3X-7noyE^a2ov$if;f zEUXw>{?(q4+_-7@+S?V<2o(;IL{(?qFw-m#eG(e3njJ8|rN&g{h|74$P3Y=`@Bj3g z@pGb*&_^kNr*zrV4V47y6*cUvM7AOZKxuCeYb`SM6sj`>?%z(OKWhoaSm5=y@!2-T z>{MW;jS5Tah@DHKUZDD@Yc;#ao>+tkSItdbvBF&otw@a$e754*UtK0|-B*z3c}ZzS zGP&zo$Ha4G!IU-!9m-FAUjUECsTe}$*s7`$8C0O+9)#D>2P`uscO|{ozdd5_Z@TA_ zkA7jdUfoC&S-;2ItySFWDsf5eH8XnGuJPZmP@?KeT?JWNqX7a(*7WjD-V;e!c$nz;O%?Eltb@(uuZii$d!`Ik2IISz=O;F+3C9u-&ob%qm*|;I z4w=Hr1*2@`IP~Iwhf)?L4|c4zie`u%JG#_d4)4aU!=%c8=a<-vnZ0zueZie}hL) zg5+r1RpG0hcrAT??}~<6Vf>7{Esluyhm{gujBysXvnEn@F+GAWuzerD07f5A`q6HX zTYYPMqF7z6TI6^4UFmkK=y^p;yE`I`UYyj~c{TY}8DV0mTgY;Y@0}27eeLuRQ+5te z1R&s)x677EsIJ$>Yid);o(r|T`|voi1%1XfohTCU+KWEee}^z^D1VN=&}6LPNDxC%`FTz@$PkrCYi=FCMx&hz ziieEmFtr@hVhutz3LB?9kIWL@6EWs8Q@teh?VZzyagFuw9*y@WRj*ccr+Vaid9Li4Yg{L-}2P z>TldR=4vwsZ-fP9TVGz?=R<3O>J|^<)rZb4$a(Gsic0+*KfDbe7O2MWnfuHxqwQ^Y z0=#S4IZ3m3T82SeGaFGPYD7@elDIsehOeNaVX^XO><^o*)ZMx}-P-l$w*TlFR8m(i zYxZp8lR)#^Mkd{S%ZnbmROyTnEI4{FM2Gcxmg1w=&+-RMVXb$a>1XHs@#aEG+7i~P zU(D9YMJbn6tQFK>PSPhkiu}yxIxsN-{gJrBJbYIvx7cK}D5!6-CxR__;LNY?{^jDS z#y}4D(d;LlnSs(kGr6kY7E81M z4=GH~CVUZhEUNZDOMMUa<{6-2ZPErmOis9(&K{>=`C`sJ?3X(n_bw6ol1iC%vc3!0 zY{`dpceDvzR%`Hx#8}|)j3&~LHA&fTbSRKA#}_!m>_q7kV--G>sC3V|D^TOOF2~@1 z6rFWg6KosBCsHDaAT1%?AOeawm^2$PYIG?Lk^<5rq@_lKGKA439fE+wNCz7sp>%^% zLvru8?|-gq!M5kQ&pG$+$Oa9@2u%@+{oHI)4uS(a>6<-|L)!rGs?lQ6rvauBL`smn ziDE9h;*V^+88DPD!>Lz+TL4@!z!+i(Q=OVD&Wmj%F@1B&`K5rja?xH8rb%u86_V>1*96Mb*S;$!Ux>kZ+`38zsKH{ z0#yd-gc^Z+j{`9WQH}$@>wM(V{zSz7Ol;ri~R8^#(N#?bYhK_*|R9v|J7E0?f5*=GKHfM*n;7=z|PCoBV2u9{F1DM^DT!W?gttf9^P+neiz$iCc zZP7mTSqI|v%s-}9sep;pnyR+WSE*h-q%8qldU8kGAf}7p_9dB?AC#Q&Yu>faa-koA z15e~h_g?(ymLxM)0dZO~iR$x;ZXTPlvV6CTF3BrQ(TOzMSI;+1^lCoivs}=q!k7s~ z65EtAU1@?$t~USNiT?C{f`>r){gIM(%gZu0WNQj1BJGUd_b>RVME&mexSDFtK0l1c zXwH01k2~vgrF}KIm2E}VsN-Gu=lZi#f4af^gTWMO% z%~AE2$>PB*zswfQf2MoApQ4MKpdEY9z}Zw*;HH~c^Oy5z?S;iTcA$K1vI;q8gZD<~ zmM!TRH@Ib@*&*qzn5DA-Y2Fe_*uJfLDr8ycyyn7{@ z<9u9VX=yvyg`1gw9xL;CMT#WvL3xoP!~LW zc5CDME;>aO*?1PVl~Bf?vk;sv$ljbu79)|ub5x`1RjqfYQeCkqmnQNneIN*mAGDBR zs#kBxkN)BZmF6rGEnjX+-7LPbq_?*Gw!zxcX8Kbv<$g*mdB%;TA#^LMApYCMnCC}+ zErVeWm;(4N4Z~j@zDx>DwsrIOcL#nF!jQ8&f7Irme#(0@MnoKM32}|)GA_eFyr|6ny^#=&o*7)%`TTrl6^AR%uQo>&aau8YhI+o2S z`7^cXNB9-eXJSR}$N}J8PMD%Cb!g%l*XRaz_D+5+N@`j|s>EmNPrcyBFUN#9c1xSY zw2SMA{p8C*);kc_lD83k@m#wXeklLjGTZ3=KWB>xP52rzHD%RAHj^2p$Bf#OIrPs3 zX1=gYl%}x(_`1HKXl;Z47`L>Q|Rx>T>@Ot zvx-)<8C?|xBa^6c*u7uqi`NJt-WcDCx=2SdR7s@G@5wdWegsW?D-WU1lcuIK$(~~B zOC9`vtSrlbE9G*4Q`wSVjQO5H|A(236=JRdv7fiQi_=Pvj8vgwnHCjwBOHE*NgUZ% zqDXYjLPf)9x=F7r>|9!TqFCiahDv}$gLzX!d%*wD^t{DT+FKzmf?QYI=Di;K<-Z`` z#(9gPnDYK4hDKJw)IK2oWJb9`LAD7EeL#O%y_UuI@bQ_Gz`{eoB_cW-e4~J{z z+Y0J_djh@mO3WVM`k-tz&l8GjEc?@klJs@$)Yxtrxh>(!vX&_X{1D2e;*8}rFQ8nj zQ;L|DkMe5nB<9$Sg|*s;dMtciYv`1P3%uheyE%r51V|n5n;kp7b)HDxCwp~zFq5rs zemYUwn*l~rG#uHl&{Q>)fZ{U)ws6$CpLn4)ZEspb^ z8;Qj~U}QoRwaC3@>v>x@?nr_B+}_nyk#KA>&Vt;ofu4gD6O&3ljxH{zY$qT$h~44d z9v_`kf8ak1KZ23e7XN@2T1A-A5QwRn*!lWEkr@R>-VK{v^m&lhsk-LN4??WOQ3pfp zx!PmTFXm#{O*8pk63?9AtvzPCYcai7Pnt3buj9%OcK?$T_Bkm@w8!wIOt&NgA>T23 z^Hig(Pn!#=@A|CfQMF^JL8RpF`_LZ8DZIUz;7BVp~HwT(-efk~&nBC7PS5=x?zvev5@uZgHf`bEeX*1PN? z;O3KPSIDh z#;L3+aepeKE z>0*=POsTRF=UpIy|D(SK6gTY6L@RRw>?BLUBC8)C4l(DJY;+lu5?$T9{{gh5MQN$H z(U5h5*p>K2mIwpqjh|%Rg^An85TL^T&k%cP06=c_ z_n(%NFGsV>S1)aJInD5E*mvzxM(PIz47jrW9YmcEOP*#E%=+=z?YuyaJlOHmjNqIF zop`_r{yI27iT&5w_2^Z=Q@9h1S)zRgc~nVcHXs-+zOw6=5Cly$^&YHT5%+EeEM|HK z#tGGITPMVch)VMZ@05b_8W9GMP!^WRy3)Ap?w!h5B4d&wO>GsW?_O-C7E*Y6tPSWs zduaeC+L*Myhoq4W^kKT~Co5PR#@j|rHj2Oh18i)}SjPOV%xYmB)EXCh{o7EVG{LvO zFs8h^3(cRAMreH${In%n@#A1xn)!v{*af`m%y;Y^od{zP8K-hL=zBM&w0aOPOdg>i z>!5lh^Fi?(^d&LM-TaT|`K9+k-ED&a31Z&6x$J~^ZJ^N6@McNhO@k1hQo@h| z1!Mlv>QUoG0o~?1mt8-~5QFGr#`2fn*BAc-4BoWNIGY&Bn_hQsTZVpek-)^klB2eZ zxmI?em#R8USMlFw`+|4MC)cimZwCIlxe?H_^APjB$rU7h_vD(*Nyz1FVsKHWdC)8{ z=)ak1@^mjloRWdrXVdkgu~Eo})u#z4j8uUtGx=*xV!EUR)9LZGrJ$%71XAP-0gX>Y zOG?nZ(*e1H>$7Q#1Z@%36 z4=|qkrtrkCb?OQR61VVRv(_{gq22v5TXbUNUT#b8P- z&PZuihNp}jw$<2;JzMeu1R>p>$=r-O@JhP-B4GZu+1F}uXJ!%$qO@hi{g}gAB~p6l z96@%4P}+M{tsd9`shDN8XFuLYM8ZcXh%lg%&-<4_Aw4Vy>!RgOn*RYlOdEqUYR88a z9;>6W0+%wtHsl+9rWL9pCtZkG(YXV&_tZ{bs!?Z-PZHEssLioLwq zt$htYqm|cLZ(7{=+obPn@vGP$-tCI+JwL zqwTs;@Gz#VRz0ZYZ`aec%ZXl&44HGgo9DWzVL!xsXn925&iZxL6)5TFrAXr9?g>9QAG11SjN{wLW4CDBC7Ac;>yxa1jEOt;;VEmg+%RI>4uNjVWOq2>P${AeE&qee^7w)1C75JPjHVmCaOCqT@>f9i z-POS`v9$G<$0v&2o=Rzfd}=ja#K?Z zA8bn0!mPu=g^rprmQR)@$a;jbHF>01^Qr6K4Do*71s-!^PS&Lmy_LkNat#bvzg+O@ z4wf$(8i7w_ybu4!7EUA8pPsz`u^hfE|jnsw(dj zd&(W9&Wt?Y1uKq-U0A`IZB!%Q6OW=o4Hd(<^NW;)aKMgL%SwnXuX}>13A-LGwNU|o z#YZQKjjbu)3+b!`d2szjNP+p2hyvHPktYw1Xm=kEU#>%sGe}33MB^(=KBeo_O zM>O9lbicya`TcI_BmcLBm`5)A-?!euJFS+o80ty4qw(mg1#A)OMsB+Duv6kSs&Ek(oAdd zZz*?+cvU5tR8^I` zXNrhdj?(GxklyY&V<%J(zx7(ut00BRI~!h?ep7D0uCk6f^la#9cnC}8=h{}{HG0E# zMrAU~I9zeMV<#DGG_1hyNZ-O*?Cb2q*oYgspkzUXiI|Bv)tiA+)z3T+cp@Jnor^cV zYFYeZrq?_UBoj`{Ln6!3*>gCju(o`cw}JG^Qc5*5pbyCXS(cKp#gA0J3u;Ri`XaoL z1ghay9V6_J>T}*}h?!mXP#tGp>}gR@O#QA!M6k^-fsGgOcWmL>UQf7%uR=pzwst0~ zE&JMN+LLPLWs4H%zeSB+$)2F;t}p#C|7tyqHPD9G1T&e~6z+_8(WqL)39I6~lk@ev zb;*#ZQ;L=ajlfHpBLTkkV{4|s zh%7V5=j2D#X~iTQcV4T6YTAUcH?CCV#5koWwD$e_^Y5bDAR`50Z5Tjo8LLXQnyfNxQ^>MW_Gg<0cM#CUKS!8Y1 zjXS)MdUUiAiEU9*JE3Da--;nJ!=)1QJf2y+b*tOyf&oI6J!mf@8NcATjnI|fIcu$1+n1VWMCl7X(I{b9+5zE+{ z+g>z1e3@3JF9j!;QSaAi*QDxbsmo3V6@Pzd`Ss5yX2>;Tk3}yok4q58@eSE1x3lMQ z9iy$LWAwsP$|S3gaz}889mwjM>-NcxR$m-YXr2Uq_?(6{eTa{IC7e6c(r5pzQVwZQ z_fkVNW34Pj*}OFRpxkH6*DcOv%s{A(i#!8TcwDPg3;sX)s=)fIf1=EUe44g-p=K->Bp9@ zsj<*Ukx;yhRkG=DYb2Qwp@5@v_n{t10i0L+)F^-V_fqrpwLT+P-^xg#ODS~YN@-=C ze)>8omb;+5vSKliO)TlfXZ5;#-t-C)?u6&jV2ccV*v}b0rZ2#U!E&t|&*QiZ-;{Q5 zyPB{EgmyC@>?m%HtuDN=aMO{tC=fI0h3xXVfOw-$Rz9BQlw9yzW{PJGq0@@W0<^u1 zU%je|$&wLcRMT|OJ7a=z_lO4zug$&htc;sVFe)F+7EU=PEJ+{)pY#PJy1AA*$jZ3L z%Bn#DZ=GJ}VT{~tGRPC$;X!ma%TZ;=;~90exu^E8YYISJ#9CA-uVmv& zQoLsQXK2Z+3A5t3SbG=?o0WHA+>ub(kgO(9?jq{UH_r-_E6{~{8=!UW4AKr4MGHae zFk6$+1O9`wq6wchONJ)ZNXEsE4D3HN`!&-K7i#d8TbIi9hhOkvR|hn(GXhLcXFku( z89(u|azT%#TkD zajcrwOxKbHY89$7!FXOPJ#A~HIk2>V{5GpvkPH|PyOkbgi6m}~pZe$jK4Nq3vRs~t z=W|MuJ1UjZM~)WFwVoAuRO5(g-BB{F_%xA~s;mxY#SM-R4>Tp5o{~*g_td}IS&nzi zQs|gh_>NVUU}`2wK~No@VlWi5MZ$kQJK!ZN?vK z5?k;Qp1uWLm@JaE=&e0yM)H&ap~T8Lr(#CZ9WtQIQDOYZ!#zrp7hKhqA7%)x&z^#2 zfAKV>n6SeKPP2EL?dl{TR#1D>2xj{Z`9?A}$jD_odn*n8DRE461hb1g2?!!a|9)96 zN}cY8Jijz&F_X35bV`<;DvX=#jHp%Isq=8}13B`MHOYxrkg*<|O7Y5?>Fx4z*OFEH?zZ9< zz6^_%_(h;*5;uBguWw|fJ}|cMv6--W&-$zvIwpOtLp;88*D)~)G5C5Mspk3F@a?OM z)+>rNx@di%>qCWM^o_MmD+;0TeOHQPs#FuRLDXmj!NkmFswQ!6RmXqnnhQt^Y{i3! zx=(-F!`mez2042StW=qfYF18AQqZI+Lai4xbp!1NdbdDzAluD?qqT^lBF{&78i=Ox z%+Q$5Tv8iv$_}1uFW65X*x3OUD>2~!)0!vD-{EgFvE$Ez3W<$jE}_#pUE2d(u;e3< zgSQLJiM~&4Sf(=yMad4OnFDD0<52obJXxxEXHpxAw7U`E;FN1 zvz4O8()XYFJBIqW1{dCA7Xn#Xmx}+{PFUjzkPS-H2b$M~s%SmYy%#q;#cCGc3bMJl z`-{%>aL*xpmmL;4zexBpLKWlSWNQKTYrXP6TZwL*neM?@y7E)rKTe2f>uQ#6#?x^9 zwGZxmr9+`JTy2z`8y?+Ek3#T~fcdzo5mqUwM?Z=r@#|M#(U$)K2L1yO@w77KQ>%)W zLGGp~mwVlY^o&rf+TvWOPKq%hMv;IQW-^-ZZ{@ z<~Q!e7BHw-G8Af95#l^FGB9lyZ_3JfsU(V`3k!UN-20P$8xn}$K21i!V5C!G_l0d4 ze~n6(TUn)ms*q=jd(=*`52io$tl;kIFy~BjE2vtHJH?1t)n#;XNSuZ)d>5s0cPjY`oPGGnHL`~?#Woj*dR4RA+W7L3 zM`yUf%v*j=I2fp)fWuk~_4xLE({HLSpxys}w%0nAqu9T*3bWJ;v*qk&Q~^gq-2o|D z&g4BvVnGe9C#Cg^BrSt5bGN=N>-1lip~}(OdKWXr8&JIW4tMVU+mr(5ydceH#>BrX zX=R8)FiZCJZel&@4iO=CIx+5PlGJ;OOP1OG#-BbwjS%%NN+<5@9OHKcZ~gOX&9LNx5oF>3la(osqwH_S8;Ki`ny}nyL((s~k zTl~0eG?oY&I)wxmnF^vu3ImpfSP7e8Y^7tO_BZZFmrEyZyW~rTuRB<0n9a#g)>uUQ zZfuacy)CjsE_bFh@>(b`I&h~klS;e4^CCbGhxO9RfCpAKX?dUciEt>5E9aBJ-uRB} zje^}J6-+DJLE)2UF_{N_uZS<&nu9`|Cvsn*-lQPoAimetxcTsWD}}Z|9`LlqlaYO@ zaa_tMLG~Cc%P>-EoNMoN+*(q{R5!JVknn`RI@lHFq)19Ky|}P9#BBoGytbi?NsFE^ zb_L4+0181cV~>v>)&*2SV@4ygaigOTfhP}KNSAA4woI^V*#7`3r~lZ8spHOhink^< zdp!%;GGl2+F)4He_RB!&4=p5`n|UG(h#bfyG0gdcYi#gNw?E$#t>B-QVeSOQ#RM!~ z*zjWN_O9ZOOl!2CsPnXPNW=;xC@(MwFXH+^qK#N}Yo+g!+>$JX8m}}1rfLPs+p6V>$ zEZ@$*HGU+;=^oJ3o3O&*XRS|KIXT0+TML`6R3&~6C`j!PfA#?!6zKo{fqC#3` zZe|gqJ^f(C2h|9UNhJ}`yOce*VIR}-jOAs!QFdwKe^@BtN8q;5i%Mt>#W9eU2qfLR zmXOaCs4g`}9Q7KFGo&^>GpjU#DeJH;j=l7OFE8m2|I=)B5L7L^$4dUq+U~|WBxQbr(bANV6R4NttpCwl~4msH|LN?NbT0IYZ*`reP5rBCPBi&Zj5-3V&u3%KiXJ z7uI{-xksoxEqyM@bER>C$E46=LmG;59`>w?n`X381 zqO(A&U16a?ng@zvhnUNHT=LO;YOmH)Wv8TFyW;9(F4p91?FQ|5>fuYUr}7TA)6(X| z*FShW3rcMwhym?hoYrC-@}y9=UTR=wI`805wx2x|9Xgzu;@hk4<1mM*ngz56zCT5f z-<}e8zZscNUGvyus2-_V%C696I#P!(3#GgO6TY+s|lU8~8YL>7J zvA43%!P5qERn+Q*fI`KReDqrLu;DQ0XkF_Ix2`UU7Hm8}3nP}P{gHq7_b|VjCsMe4 z_n0e(R_5l`#P7VTbUW9o4=zIj(##VK54JVmXgAt#JMW6T{n_>9awW1t=n*>X1XrWd z*lXCImL<$%WhH>U7%<7uCM$ z7IETQ*>ULTlXOeB5rKoOGxZKWILJW7(t4>hS(F)-Z*Am=HS4fELcdmpYr(A*OORc4 zc5FIiAkYH3n7a`*m}mf(JY2(-%2l)oRjBDTKZwo}NVvm-@_hD3!Q`UBW(Qt(`FmV# zb1$NwNOV1&+sH3`kwg>-HprQsF|0@WV(E9uiOYPxfKlgaJ1UCPS_eg(QGV=B`)71yX%Lp!n4gkZHlf*DGpLBh_jtEj&*R&eBI8E21`AFU^AJ&a@-oFl5KOlkt zXm3xJ?l2BlalJnzzzA^94IF`&JB4n#15K@a21|B!P!9wHAiY1`!a!!ciJ_qh#lP$$ zd_dF3b@vp=(%ss`x0HxawG`x}MYX7I_E>LYxp>r(Pngs(n_t7ipb^ctE0|`k9x7VM zAkvem7YbL||LggCUn`};CuygeZcCS>>==(hzP#DIJh%GPh>nzNOf{f?3})z&Q4G0* z87+JYu}rp~8r9{KE-_XYb`f!OHcNv5d06;NUX|J0Mg0e;W}3-9v$%3`ZiVndUUe$K z);2-k!MpOmpO!R!1>92TWwcV{yhV;`777~+-0Y&cy6rq=!XrIJnVT@c$4CcLAxaN- zo^*Ke0`3>B6W7G(@jvz+4!v$=!Rx1t6mM+HT^@RiDHh1O2weR@*xEPw>w6K}-0Lv0@x!urpK6CsT zdaG!&Qvr^_TKubz@#2knZ>Pi`rd}BywU=TLBx;cmQ_427Jc)*BT^)%-#vCfj9Q{8j z6@AK*byQD&nr>2!0My@}D;CGT{Lsx576!*`?BHG$TUc78(1+fp_+AJJ!3&AKJzha$ ziVmzueRqKI>T9aUT{baFq?1E|fvALF>!n>__k8#4{Cu84+4apco_;mvM;E>W`dO8O zQv)!*9W8zlA~BxEhxsnuF>d^y`ciup`t&9YtIN`?tC4*Xq)+|0fp(LEmPk|C8AOIE zks@Zqbv$$fH|cwx6oCb&eB&JvZc|Arkd`Fda1H#I*T28RxIb&&;zT0n2=~%#Jfwk% zF0yv!oc+sgh6S8qmI@lVZ1PpX1F+15+AgQM$Sl(hnda$of(m;TTd(NzfPUMKMMxi_ zbxKaibKb(A#0j^fO^dg~4c&B!M)@iM8WtGTH=FG_h<42tD>^%~%I~RbR#jh~=B}`) zr7~Yo0?u*|822TDVf8YchIrPhH~)ch_AO-A^bY}_85HE2!y~(o0(Oj-{OwYXC!3=`LNH=*WgSst9_clwYEQOf9ow0 z9~R2@NNBo;xPVJszy1L+Q8jLJdjT$Cm%arz4E6mL!SiqJX6;wzWXE9|fargkAgyNL z)TE%_km*}d+#j2@cGfgQnS44}@*fj-C3)xff^+A5#}kNlDW3Sp*ETv_bnJ=Fv9UMw zfScIXl*_6q)+ZUd8}_3{15(oJs#$cRvDoG4Wya?H!GG&;sPEJ(*CJj*P)Fk(u2pl| z?PUTEIkz#zUJxkNIIh8|ZcSEW?ayznJOtSTG6h9jvTctC#9$*2sp) zVpc4D7X=s;c?$KunU$~Yq@2me&HWrVY68D7=)D(%cz*4|580+ZX6uZgx|0?UAipHM zp>2ZerO@vYrd`QI%P@yEA>G5c1DMT2$WY4Grtq25H9N2)d|||4cnaGr@Va%F9lBnZ zQ=Q%1d`nVHu`~4LZQ>jCm?O<_l$d)s4|3JC&En5vQVW?9uA4g}!uYM8(O}XG93nrD z>$Zq$Y3TFMDf5gS^Yo3}FZw=nX}K62sH(5|P`CM{R(j*e4%LwV>aL8~BhRP$hW*K) z#M0~Je{bH`>+;AnPReT%%*wJHU8ugpzDquvs+C!SEFcepL%E%AeS+>3P{{>;Ag=tT z7{$-oS@GYf9F4W_@}wz)WFDY$3R?aT+bzQd=jhXWJbYfSxAAmxmGB- zw6NXy*yjHujrh}Fg*n&*d;eA;Spg2)zTJW14NLF5`=wxnZ)$$fM}p!mEzfgI7Zi3h zi%lQqZo8CiTMoA2<4(?UR}G^(ydak7qDU9bzo#z<{}ISAr+pk?Sep6k6fvX5$k)^; zm;|d7u@g69Ga`NL(~kg8_I437!+6<7GEONf+SHZ*033Tkf9VAfeqp;_GB(G)7fFjp z6WR*DN#UO@6=u-J$2sPY{P5NKbaD%vQlG#$B(+rWYy5&NX(0x3Ms(%a;; z#3G@N6nQ3r0PTC5+}zYy-Dq=np>fhy7&Bjz;#^zW{eXx&pq-8vEuS`do`y1>U~dhC z3g{x;k175`!WPJzkuyiw1({c&j>c;6G-aph|EK<6Nr~Y4S8g6aH*nIX?*DpM zKh&p>9z4OZ?`rN?tHT&e6}Z$`=|iQlCEAYWIm&y@iZAcxct|jW{}Z?le%{pT zve2J^Jn{Ao+S0oM^#Cuqzt(??(cHIUFIXj0Sxa)^+PZL>Ew##}_Va5BVlsP`rw-0y z6*a5mr;knJuPE0W>@%H3@A90rwxHPFjHq|$$RVk3eYB+|Mvs!n$9>ANL*PP+?nBy( zGOnW_I(>9fkm5r-#@Z|@NT4xgfx-iEm-4qtP=Q?5joPB8H#1+zx02Y8hNYQWqDNVE}!EJv&H2nWx@Iqd70D-fV;Px9-aL8nz`sdV{WGB{h6x(*f~V7lIHldm@FIn z0r^2Zc&Cp`64Y9}G85R(^^RvoLqR59y#adbWRyeoP0W+|{Wo+(fG@c1_TsyDWP@o> zTfC;P6*}S5$J<&CJ_!|XCU0J-(=g_Jbh8;Fip*aY@|(@`*ico)6)q&=GB8#qRP{^* zy|Lq?pv0$D!a#r$p?dtTlB(@!Wp`|Av8g>m-65+98dtfyW&rA)C{A8<{cPMK*;-8+ z>)IY4pGd!pg)zHxD+wX@A`aNT@4ooxgu7na#qVNmR3zT?0qusU9$$%`4DUE_ZY0au z*>MNHB%?<>;CcRt&yD@r_1DfLR4LZ0W?eR5UAfQcH3yj}D!(DWqs6;{EXR z&f>U&KEh>2jouvGM@BL-g{9H#NhDqjOj9sTI14r5{S@fvO4)wz&b#=^`=29lJ5bP0 z;OU=*>~S5DfLA5QnxMs~8f}`|`_ZRLMy#GgHvez4I6W(RD9p=XG6RaDn8krW86&4F{9qRI_yCpdaO-MG`h zq*+b5Q&mljvH|?u_z2+Uz?o>e7_Nw%x>DlD;8a#D{zVgbL_eN>{T_iDGF>n+ux@BeSl9XoQGJkNMm61#2wMixmoC(} z?7XyGtspUM(E3nT_Ks*d6>HnWKf1#n0XESQuTF`nnqtGG2a$Jzk`)4L*3z8$OBCSS zoMp0X)oBr&adZ4^u%9xd;ww_&M5hBfdGMs3rz`~`qfSn)ae}{+&ydoKr`Nc<(E&_; z^X0cXo)YEeZ3{P9n~(d|Q@BIjP;?zmJbh_T`~+A~Nv059XM74zeexvl^RzhLqf6-2 z)oJzn=>S6D@!reyWYqX)-w{f`6tni@cseodEN{%ZH-Qru%OS^Wm*BTvLRnZSLKh(q z@HAVlBIjE|{+sz%$YASR_^Y+<^4sK$@MwkJ0QGw*J*{otZLkv);oGzZ8y&ioX1MIK zyAQ|ok`KAnDMXTC00S9vI5gk$^nqUOT?OhtxSgUCs$0YWm&hgHGHtlx6Tu}eOJ>aC zLyn{|SU+!g-P(eIZlyN?4HXfKy-7Lo{Zvty@c9$l$G|LA9WC}Way&Wh?o=-kdNY*^ zlrk*nOp8k4p4!!^&?R}mqgt=~gN}DvpEt#V-rfdpGi8Cqd@VU-XC@B9#Lw3T&f|Aj z=!;tHV3TLjCl&QbCDi@nr!Df;0ghHW=ZXsjN0?8b=_`2eba7h_HBk)pV?EoT8e=z5 z<0fM>6m9abL>h94p8p3hM9(gyYW4u2Iy&CGY<^?z@`0*JI;1{>KjIaPj=Ny~MK6Vl ziZ0#Vtl*7hyBe(pE4)@>^A^KI?Xi>ayUNpNW!Cg2>LoF(e^_W`c|^n826jLmx^ z$X~^t-_GaoR+!N-l=lYi^4Xqo<{DH2-PoAsZ-d{T!o^~6=N*)-6fgtGfItEZ^FKdP zs0~b}57JIv8b%iJAK(q(a$zpYYM9*yWe#nGTp+)Lrnhht)$i!(U)r1%7v2r>RexH; zCi0p6)HNFxck|_D6%mG4uZonk1rUk|Hw>$$yX95f1d-Od)C)MWgzhUEw7n~H3OhaC zuJNo(Wa+G1>}23{7EF+9fa+7$1&2>!Da6W#7}{I9{7G*D|Fvy7t3TA*jJ^YHy)oSZ z?wBc$byXeKrINqDxWLK$2Y9rdJ%4!e1bue$T=cC zk=ETm{VghKz6IVkSv3gA^RLmYl_LUUiX1u#JRTqU4Kgj`oQtax!aJsN3XBER>Bsd} zKJ!SegBi0A6$|>~JA009m|v$TP7?Ab2zC+U-jjEat4kgZ&^^n|r0}W@b{RzNxXu2WRmQj~bHe}=&o zo_@V|#Zl64tS6%Ca{2mk6XOXd%IG4bBm5Kp*Olra8PnJx$)9u<5BNG2p5;0OWzk}C z=C7?^YHlr*c{c;Z8l0Y^uZXp-moWEMi@w(HDlX|A_3<(U-X1n@*5Lt-vD2K|xxi}{ zPKZINs!zJCj<&o=f8Qu~dDYF_ZQ4h#Dwm(*#;e!gJrYh~62!@YUsQ3OhM8cH+raG({#Ea5ugvYmDBpY>wSevB0b()VnVh!qj&#Z|cfd09hCb zX_~|hKxNERBMgNgzAB8h0KU4-+3R!-?=~%!4HAYAk;U^Ly@Rd45Qd5{hO7EeX@ae@D=rjbxyVU$b3Rx*V08+11f^qROyD0AuU8kkH;&q3*4zf28#b6;Z3iO0--w7gCw{{h9ly5GEoY zZ(m&Qnt-^V`Sq~r?RjyG9S4J6BzrN35Y71FZBOtS&F`~7;2l)c%hwG3?x-W)Hcr;H z4JG|8Y;bVR7uDgQ{i(r3`zduO@*EC4<+uGuP;d!5;ZH?RuWgloYS*O1WzVGT@Pt_Zc!drJZU9~kIHexbyD$wz}ZX?&kMPU3$(~ZZKq&qs; zEd{8TW;o&5);hyx$0y60ce9aEi3oc0VpSbtG!&Ny`sND#ded;ao98f5w(a?vD3~_P zGpAx!P>}AwSkC4t^5#|P!`bx!Z*bQy>wGWq?Clt!rD_3F@QZ92L^o#BnPICnFgH)i z$c~;RWa34YaA2O+Pxj%<+N>0fn> zb}$`-dKr6lM2+g6j+l>R)+4$Io0{l-kO5a+v%b5RW<m$XjCX1Y_YU`N3bQyq4I^^e}Hf4ty`$+VL~?h>}P-Mc(aT} z>C|sNLkj9{{>li#DfqhM{+Ap!8BGzPpL~B`sD}D92qx>?70y#}yXW~IfIi^tlgEcb zSJ#_Qci^G%G?eH$!W-g2SH*GnXMb5Fg4E;{d-X9(sfk%ppvT~GbL264g0lHwyuCQy zl#0lxA+A~m1xhj$5J00hHmw!8*H&VaXmQ{ZvC0|hYBta#MP++4<+91{xBAydukf0; znMebPwfFjjP@v>O6dZJtaB0WE6D2amYG1)HmBRPk*f~^&VC<6~LDdu{{oVVK z?XCfsO}TYa2L3&Y9u?Q*?B0(eJ{Hbk{jL(wqh4q#9IQLCBGEtrJ4)Q^>V5Jbpg*`} z(blk>8o97_cC;gtWju+1<2CX}_H^w* z^WEttmoq#BT<)V&B9zKuzg`#RRhI*@Jt^BSJKoFEG>%;H8-f9)$<@<7af}s6bHq{K zVawqvo1Kg9I_RjtUD1TWcNNG4=H6H9$Zf@OZ3=YBHa*5LFpSf8e$iRY!klez77k86 z&kS$nk>;-^YS9lCJlwrVB9My22K6p^aCH`w?^KziisRu|VPj;p`6h?Q9w1qRELTMdc~u^ak&a=5YC+0htaiY_DT z2k%ecjzk2H;#O|3%Y|mDX+OZ8L+|kI1Y{(o26@qMUbYBAtpYPe*DK8dkkduSaAsCy zQIsl)u(5a;Bq)Zwd53&z>;$;7>*z8+EKJ0cBe6MS#@ic5@G6E zbrH5+9Z?aMk^&U{{S3s+YgwtMXFL%_bR4g$AUm99pu`Kjn}yfecg>=yCyXCT+y)B; znLab1`_P{`5s{9mk75vIBm87p{LJdnLxE+U%1V-z3Yg3NP*gz_pDnFTW6A>72&;5k zRu%{s2}LgNl(9DLxIST&!Jo8dPSBZIs2Q4p?jKf&tBiqQb^eb`z42$IGrv>?^oqJA z)Bf*|c?NbcV8t^g!Wezk6a%T4&v3Iqc`Ji8sir%+HEE@zw;!kqH!w_{N|8=iX^qG^ zhFYh&*(8JR1<=ccJ@c;1P6NtIX8UTqMyQ=`Hj91uv-HJ_Bv%nR9`!6eDA1vzX2?W? z8*GfY(;#Z~!g!!aA3(&O2^xZ)@d0EPeitWbkVzOtew5w}8zWYrfXf!e^kqzo7-gnZ z!&q>sP%a5BQjT@bqvATpFSAOj8mKO z98mk4JYNxwgvrvs#NRDsZo7NnKU^YTvnH0Vw)sFxzWwUv(5!Q`~e<<^XCKe`sG zb=zE;d(Roxw%mXEEBnu{UNaKh#Gj<*jN$-0Gp9PpXNjhldyK%wmwOd{E)%sg%{@G8 z^X=}nYbx)&A8N2%%e!i1qc;o-Sj#z{y=vPx7;*165q;|0@EC9en%gr_qbS6qITL^U z`7^Tnrpaen)U|T2B1Z|9K0IAwMb!%vVT)H&#@?sYJBkE!g&Sy0{lL6Iyp(uH&UyQ` z=Ad~eD7TnXZdKm(n4neDyf5%Ub+bvzSXxgP)KoXG;PZCkdE1qZ_n(l+buXjyAoDL6 za!3e=Qo?hD9yAGc$kO$Mu@#j~`qs^I1miI8&UfhX32FT@$JU$ga_h`wwET~S`%&@J z#=G%FLu_AMRet;}!E@H45!_`oB;rn<^K0jpB zr5H81ZsVa>Eba^XUR<69t`f=r;|j!TI11IGH1+Zq>n1D~h?@~@-@exLN2SE?9445= zDE>h37ondg9lZZ7ScO~R+PJv%-QqHF@@bY4&#xKo)zapaN<*;jy~@!v`H?2J&ShCN zlaUHu?Mpo+nP+i;B~f}%lBZaj?4PVbdAui)cJH+S4Z?Z8M!x{inPKm}I{T zw)EVBf^L3gYLH*1z08-fJQ@BMI4QnezI%7A&kV!BRs#!jEMuDCRA<-rCYx%Y>s3OfQZ-bf!XUoory%ArBuL&%f#a@wm0e5n_qp;lm|gr!ZG@M)w0U|z zmqfJM`Brm%WCKOS+R*&7ieVU4I^V0GIs{EbBe-UijCV9lGK``nx-)WdoT`!gT37{r zBd+L#O7nR4KaQ@$AL_^d8>vVs*$LTOwuG~{&fX)NlkDP*L)qgvE5cdl?##%JR8~gW z6q3!I$U3>heSYun?+>`g-Q(`wukn06hq(!7@Vg0lGsB4k6)=5Jz4GU4gFWps9Ckrg z%%EUrd;CdF)%im5)bh0=!L>hDmi0*#w$!laEvzz9uc)S&*V2P;fzLutbEdSqQJsqB zBelY36uOheoY6_}Gw7|O-*?)+)?n)DQoBB~V^-3*wd^c7b9DLg74n5EVkJxNU`;<| zMl|u*nSXmJ6#OFY^L%n+<6>XUjs9$v8$J~VG+}LtlbSb0a?VALcJBTGB`R@ldRWbN zq=&X5bpNC1by0Axs4k46Rm^O*kG-0!<1!$As`|Ls~6bP~^kIS|gQqw!S7J{S>vSOOz5M_ZHUhlhXmDT;rX#ECf zJMhmh=2jcRRIOlZC9-47=#8N4rx_vD-}rNwTHa98Xw||pFS&P3WFhqBO{fX&3R6&{ z&Ux^KY<2Zr11{=dt4$V;&CFgtMzF>fdeXQ_)eJKFz(&o~gVWJ@urKgfe)-*<$_a*3 zGb*ujy1+*(A;uAe=)ZY6-_U#8~Tzey8n7_3^N*iQL`O@ej8?{PveE3be~INm)IP;Ti+~<6rg?9A^Q2O((}@Zau@^O zEb$lS-_H2CO*fVV+kQz1H6Lu4`fYFbPo;-koVl03_%@Pd(sIU{e^^~K4<_B78SFNw zwHV1;(Wtg_!;k%JNK-WBWt^D;-+L!MD|a`U5{*r?xI@WxU)ewf(o5QPzP$Q-Mf+Bk zpH{4H!xie{le^0-%X10~Z2(|P5zrSW)mY8SbI4X5{<_sfcXi0xbZTZuOe}iC%LZGS zw;ji-mtQ_3_%_6!=j$_&;)jU^|4nBDVI>Xs@mscSJXzB9QiX+t-dRw$Enn zQ>HrKkARmgMMg|n{Arv;JGtdGGj~5(qen+7$1ch{Ef~^+Nc;V{0{Xu%l@1G zm~7V*o?!p|;{^n%Dj8}M4?l%o9}aSB^Q`~5W$(U+y-)-2)%b2@*+}=cTQcEe@9BOi zn{8a%_wdVdRbF?<5C;G~3X0RQ5huAJWC6`(57QU^4rVvk08uh5@uT|%x{|g%vgo5- zZ^}?M3RrlS3)wv|%=DoN5$uS$$rFXPN;2P1n^#^WcM-iS^WagU8KGEV)harDZh5_IKB)Hfi8jzj*~Tvfe^f^&Ix=C8bWoiEuz{3#1e* z3y&u~xanddw_{QHr#*uYli%!arkqg7S9f09qRl)VM0(>3${9cBj`TQ;6j|IHfLh(` zH%bs&+^#ML?k2=g%=7-lE-_N?zySY?E_ z&EiGZu~Ycf#;RR%7Jyc!;S_WC9_BHAC74!XL}%a6V;KZ;Me*P{{nh*>7kD|>ughuK z0Ud!D4c`lr?(@6?>VAteCTnB?;0?wLd2HB(kJ<6~rv2pmeGy-Ar|X34W{Ay%4&FJ= zW8!3UuGY!E$norP;~CU=USY?V(e&b*FY$m4SO544TalregMdJ!WJ*+W=rAVH#VJ|5 zVhPi+emK;^4Hgf9cpO^HUs~?;4a#b>gMGeo70UldA%dp~aG#rhgR8;oh$k6p$Gz!P zex>ksVd+lf!haO=3%T!Hg)%E!hyb^T(9y8B1~-J?CL+O4-VgQC$N>)ZlQSC-$wpB_ zXE!$oUaUXQu0ul$XAtZF>ffacx8(QXew`X|(Hmd@3KwybuH$y3e?N-gj@10a zct}>;VZJ@aW%*Yx9PhEjTswn@UH+Dvz@_P2%ddge&XtJxtxcFi@}W~mzHRc58G0G9 z8H|MH%nwsJ4d^)P{2G%^IMm~De%_}~idFrMYjMEknRg3cyY&bSXq|4nZcF-m-$Nh45z1=$9_BxF zwYw34>Ll4pZ~fNzJJu@Kgw^vX2>APq3e5)4zx~WHSIZLs@-~p zEHwwjKvmw~;#L*C2cp_?63>%^f1t-jSRKETu)0cq%l+qY$lk#&-B~U%W79Vf^fd)XOYB zZqV_`nCV~+xll%!AOL&QsIT{@D`FdiV1cBkb<2E{*T%Yt0jwa1yy#!Fy28xwKhf=y zzr@X~I9`pWl1R6ekWVu7f^-Uf+3G1MqFVsCVYajg))QW@Cbh2Q^m1~AEMT#AM2srh zBgyZakb4hWJ5Q0HJ4mp!j~^>9W*Z$y+oXD!Nl@i{A3z*SZ7gv4Z+=$heNFSb8Hp=z zF2_}$kt(vwD(fnO0{JsWd9RWud44$9Ou)m*9|p3x*BKppl<26>l_)oz<wUd5siiixhe)7Lz-pMLS=A7Lh%;a{#WV0#+J z+Y|DCGsWxhbTBpMseFv0xM;EmxW^r;Us{i`;{}aGDA;mC@unOUaIK1`iC9Y*+f#f4 z_QlgDSH;J~0)-oXz%}O9wkQD6W_}Z^j}kGa<5IOU5N4}ab5b<@yOcm(XCnU`%g@+t z@x^6qVC+AN;6B3LJ4OevA3q{(K$43~B4Ji#Oc*(IKJp0w9%4?4TqT=~U-c!S&+iNS zeqa^Ktv#nbx@&Q!;f+o17v*{!;e1UR;}_z0eA3P}%D?&6K`EwMxDPUzW6vO(S_FFq z*S!(JWDQ;W>lQ<;Rb{y?G=8*xg!k9Qk7$7o#=Pv-E3~a?SF|ymz4$6uZmuiRZ^3plWH5-Mj7>|{eoa>148g00N06OD&`YC+x_Y2| zJA9E2RO6P8#|s}Ia(t`YFtOR!6~8vO{mXNqDB#e)>%K4z2Uer_Lhxf4r|i_v_LMp5 zHhT&_;9Cts17GKC8jnFG>{KmwstRJ(krYt`LzbfkN;z-|0Nbe+@%6_3V)NW8>N_G$#LzVln^1 z+Xqzng$4oUG6<7g$Dn<9Yu)M1ve+`~*O2O>)GLC?F;CMiiwPb9b#UWG49OaOggr** zK^Yfc%(-tOAW@Y=oQNIFk&X>_reccM0gBz)yEhARGq?iak-6Ho{giY+NcYT;)~vT@ z6m{x5L zGjTbzIHRjvcrkA+{0WDOOd40(onuUx(e(ot4)~tKX1C{51owV5@21AHSEW8SuCQ0G z33o0ZO|r0{y~yqZ_;a|wHVXHg>ggM3p6H?k-+a$Oeho#2R8HmvFMEBoyy&vJ|FdIv zwJJlT*0lzmX;%q_V5{zY{wMkm6Q*OGoE?B|=K-qX9d}PQW&2*p;rf@lCu;6+o5eb3 z5$Y^;;!5$IFRh$W@-;e6vP3QEM?9|d z+mjqkHOv1fZh;CeoL=5}2u*KXC99Le2p3)3X=D4gmG-Hr$`vD1U+t;xoaCH;iP&^= zK%xcvcF&q|;(z=S(LiIR5t+|O&#NeA05o!M(Ons{1+l`e2m{s{rSe3!dm$9VKRR?kMZ$) zSlfFX?HxtW)F__Pj;M0?x?f3GQG*`H}*#4tn>cyhXs@1W>gJJ-OcJA>D zudS-OrN4Q#<5oK7@;@JW=t!*l>{#=kQ_Rsdr1>E{9G3eT{OuPOsZXT!R!DTw^}x*o zIgV~ryjR_IIV<1Mo*;uA>=3s{Z-KL@<0#^x0abgPZ9hEfhCKY-(0SNOOa=D#{+%ni1o?pcoIcA6wiTPuhAB#IYl*T~&u@NmVBLG{(RO3i z5LMx3h)#safH`w=$iUr>ffbJty3%JqS1b)U9W|CJaUYxj3E&33!3XRRjvLpY9X7(6 zvxE4YofORTk68^Gq#s;Lr#*W<0}Y~69A^D6hJw-%QziFfT%oxK1o#_14VH$JFsgoi zGoknPGk@nNc4dY)-<|KDDioU&?T?!)DTk!$q6>4ov<?8j2zwURdhXrt4BHP{&@La4d%}p~V@*X+S1EHZ4!<;gs!igTW2+u5K zW}Y)An}4($L9o$#rQbNeT2ubW6T@62Q3M@AR+KnP(^h)IH?N@dj|hWN!>gyE=+FNo zbZ8sU`5*Z5hG&M1wH*?j?AW~Y=bBg?7}aTCSiMtd>ZD%q-rPkeDqpd^T33Gg0HK7m zfVWka%lW&1VEzEUwft%|v*>N|5gTvPBg_ff(f8$&o`8X6XF6F=ET@v$Oe4qO+oL_Q3KApm*c^QZX~NrHq98} zV`g_fAcwED%;e2Z)C zfhQVAhNnxdi0Xth&YX)z!SySC(VYG~??_H8e$}U(a?w%D$uYk@Sy8>ea>CT{2q&Lf zZH11Y)J{n;oWlm)qbv(@qXpQ@H{h-wKir)rtL%_=Lj6-p92^WK;X&uB(1zcXi9g#p z2IZ#m_{MSvGzdGci-ZV?UHO|PmS8*Q?7?9HmjXU3`kD9T;doEK>oe3Flz*Qt`KmMr~f=lJ~Vym zJ>uc}K+c%)0wmhnp@nq%>MkdZ5OicGmt9l|NdvUnBl(=Jr6=NdIc3?^EU6cOuY~n}#L)_PceY z#UPj1yeZ62UgE4ybi8PR)o{#=8jsFbTmB=x?L1v$XE zy3&Z_S61_bJe&Tg{Fem2uV4<%_HEL6?XcsmQaUu;JV#1g?7VCA*Y~U%0~u-Fy-!>J zSU^Z$F6HfcvT*3wyUH1^w~Nx*HDR$$>SXn29|cctk9^Kz2EBzQUFfw}>ffF@$z7z| zPTHQkQqkyUw-JO&3EmCDQ;0!K%N#R7^_LjGWR_AG{(`j7A7qgU!mrQS7yDT>*2!M| zAZ-zO|7rdd5d29NfkBPFdA+J>0{0OQFGvCBzi*t?b5&7*7#Zas@gOR3Rf)izcF)Qv z7V6WdDF=w1{-cm8u%MAsXB5crwB6SdubZOU_>h0W{pV8Ye{p#yJ{QMRB9ekJ-0$m} zd_?>d%LzeYhe{7lq*>bMF5u5h_+6XGF~#vB+@S68(FPOjZN~CG{2j_q;x|XHQQ!!Q zweaz_sn(sb^}3s&xlKUm=@@XRm4wn5lo1te+XF7ePI07NNAF3*zm=jlbtcTUn{xupx;}iR`~MJQG8O z#8Y9;sZN10Y!COytR%IWhc^~wEY4g8rgiII81P_KXd+zY4~dL)KBZ!zs{-b}Hty9O z%(Bb}_8-lp87#M}BP^#X!5SCkIBjy1{~+G7rMh$DrI}zsrY?pfnWL_VjD(|laI<4> zv~o?~Jymf)<|f@Z+L8G7cX)>b0{f8p zcF0V5WS6tqpgLUT&jZ@VxIlS6=gpoX4etOBykL!z6cDSZ&8o=o0x-4)jh}j#Et~AA zAd(AFhyweTDfa91^tJUU#Fy_Nbx!ByS&5>ieZ$U`?wH@3r8ycQLWB2={$JCc1Gm7n z7uG`xFjxfl{o+xMk=q5zm8tlPx3{$brq)vaj&%*F2u}Q0D=|C!rh>xe%*Yz)8Sb%- z_V@)|2!~V;f1`bEL^q+6W5L;c?=d%h8kXe~E@1C2si%OgNI_X|FI(^Iny&xLH3wSW z$=XD$cKCQ+H1uku-=p^3cZ6&~6YqF^L-ScHD=R(m_g^iW!sx~}Zts?7`~j77Eymwi zOg`t$?p=i#RKqHFhtPY9k4ODtn+5m*S8`O4GxHG|jr=*QaGL1#po8T~b?n5DfYF1m zn|_!o(dL^nk0<549W`2ouMU3scUnVcuWuV!Vo}jyRMmMBeiolA|4mfAUil@iy0iPx z4Qkwv{Il-!xjH(k7deix6;J1lw&J%O)?;Z+EFR`w7?MYo>SfC8kYf{D%@RuLn+Pn7+j!%|pCxQ$wiOhH2M2$oE-QDVBU5}UY4(r#s!LR@tpE@_9!obBsFspZIZ}17cUir=l%( z@3Q^vS9OZ68UCGcnR~})r|-`E`){T3w@obAngS1&#^s`8iAq+z_$TJD7JpgX8>9#V z71xyhgPR)!E;~)Nd|hIa8gT%^Uv#~=_nRg~>!OB%^d2`6lC+EOVyhJyV3JwL7D%za z#&mGm)s%1Lvqgb;)-Tbyo~hbUx@!}{aq-Py#~=jueACB=CY;+IN*@yi3(#e_o083k zO7&s%9n-KkOoc*xJdPe4oPT<7NpV;W9#Z?#ZZm*vaUYdGA%;3BcU$kAckE~hutZSy<{S#E&!E;nOXjLXC@M@IR!#QINFe5KsvRwo$>h8mWLTZwk4I z)1o(<8WOL2KYHbh9mnMBm*=@HVT`moy{-NfkrH#iSqlsjN;>7rxC_yaVlOO}FfHLD zme^w*_98oW#4a1c;%shnNrD({vvF>Bf1_c>P5NkjlnA(~HfnS)j^@iX9kIh-c8JtO zuA4u?)k@TC{fc{fjgxx}R)EHb2S(`JeSK|MFwfdZ%qK4a->Dct5cS|_xm0RzD@(mJ zn2y_YIg0sB2*S_5tvW@6Z-aiUNbi;+tnxZW*sTpChh)EEj8i8?#8Coy9x5b2l@O2x z!<@FwDQ0MJgN{y~x3kW>y^hgLxalAS1KxHSO(H^vZ8B38sxt6` zucv!U2AHyN1*2^9jH$75uVNg3AcqKI&(=z81IeMs$2%4NKSpc6fAs2=RPj59g3}e$ zY)Dq+(kZUloAHkXg;iZgZGGrDgU;Hw@fG`|O$x*K=xdvk8O57JVWO}C?t@I!>OUIo zrvALUgNGEwBG#!U8o%~9J*Wc)^SNgtANoq>eddQ1oK9a*SM)5py*F2HBt~@~Pbb&J z*<*1xk|Lcgo?OW=a&owRq`83jtf@p1$@wg@WXX||2PTy^zCCek|I2_q+{{HvlG~LW zO?R%4adg+rOV%>%-2_VBV}I68A!Xx5wrlDm-_{u`89(#0IZ@}$jepaikylJ6YuY;dn&&7I_IYXBrTSZ1};se-4FDto-XHd>|j5@PvVD6e8@=9DwPZ8OZc~pw@woq?=D349R@+ z(v!>NLE^_;OPe=^2$7nYWu92yj34!~NWMn`&lpaCeZ41LD8M1qeq+@)y;MbM26-wr zySLrk6(NDTp0{?ZO|XoZHwf~FN)btR!FN$U#UCu?-WeI^GM`v*pl;r~>X}~IG~MWu zOr)bg5L z@WEmFyAOQX0gpTN!{6rJ*_1C4PfTyXpQ}hb{9Mj0N*;e-F}j$F9Y^W?LI0ef?NW4X z;>doCx2wLRP=zc^YdYvIt<^gt+=4AfH?;puk7WcQFKmuLTRY8HXPxX&A{V5qy~(q) z!@7coBM;*Ry$ZJ&M@j>m!H)`OD0F)Dd*G}Jryg!ia9j1)fD}VcZsl6zV(Q^BE)FK& z6>fb;mz420;SXw}+H=E>|Fe`D{AI zVJwwsYbJc<#YP>Eb@pd5l73H$+O%$6tJ@W5_a)S}xgw4!U@d6;828f9*qNgyWjr}< z6U$&GpjBe8r3;ZG>c2Au(_JHQjZLu^bo%O?OtFG+Py@9UI9cmu}oh)@I|(q^!st2XSsV& zuR;Qkl#Wh_C&iCMaCk1E`qB#bs`S_P8@{{>o(Z-FnED?Xy5C4TEQ&h*Ll_JKiJj*?z^D4jRfFXer*nHq)NPqAP}FQ_PO$N7j$Cl3W(v z>?M3~*8+`#PNW#drz=7_4fqVi@OMbJejjmVPwm^e*7*JaOSYJMT8Cy@<(&2ye9sW4 z1qj;^fw=6*JgbbrYkfc_=TOzR4%!Kw8;q=H9mGo{(hSu7(--SOrNJzfO?`dALY~h= zOxM$#VHP|!52#yrKc&B$TX;J|Ipy2%G~P@tpC5W~4jP}aT56qD7bh^w`!g4cdK6Y; z5+8=;$ylZ>EkQWbZbSyX*t$Uy)+8d6(AHaazM^sWqvC-cDMhfsz-Oo$%}_dAY$0A-&d&B_<4+dX8?)aYRs$4E#aaN(;o} z2)XZsE+S^4yXHIsA6+81cg@>_?(-ho{izb+Gr1eSpXTP__P0(Ff&bicylZocx2Jjx zY)m$LyOTrpA54@rtDW64i3Qo;(Z^SjeR#(EyauAr1{(CZC*TLC+tZ3uyVI-L7mi9q z!0WBrs6X{Yqy47V9Fi8zV7!fe6ZKlIw+q?tO{enF_7mjgoQ-LO9PT8`A1^)#(0iMx zMzB^M0qyWja>Mc?7iUz?q(^&2v+9603VoSeGf7`Qi?r*{II1sYI{C*sF-cB~6XYI6&U zem=bGc==)#Uak$n$n=t>VFkIHxFUQxNS;HWy!EW}pCvtg@QW5(D zeZn-HKMrB_@ruFaX4=!NCw%p4pHsa)=8b=^K2?0#t93HTV^6+mE)nc!=3qqlW{doEh#f*ZOCc zeUkbGRqYm-`Leftd(OB=&2Ll&#RcMHwkj;`v~Jc(e4LmW(0la$W46ByJ&5L+D#}Pz zWF`3nXbMM$C|iZ7ExX#;d#Cz*J_{O}7Nxj={|K3YzR6~``MnMic_=fZeV}3)`UN4y z`_NYiDq%EKeaw#_EGUg0<*C~R3xo|+iTm#tAtF#PCU z1&oMw1r7EqNM#uKnbB&}?chp%?&jVAt=ISBuNGO__g}GrCH7}QTkT!Ka*Ra*<)Nt z?62WO3U-`Wxgf*s%o;l(uOpf~L-O?xT-T=K$kzp80jv*9H|$8h19nk4`GD8iA*I;4 z^OfIv6+PflD>L`a@h@*m%9PoyT&p`X5jx4U?yixSlB(}lmfjs$%Xzvut9hs5fQReJ z5GSvep72NYz|~TaTAuv9B%ue@4~-$do-fSBa@!J`uf8}qYXM%#f28(mapHPm%f*$T zX+Vm}(g>XSweI#u>C7x^a{?NUscv zF#cjOOcre6m%VzW#|qBMdlBrv$6l%{cYlKjn*@a9wutK!4{5gzQ@IJ=(U zR3o<*_;#L#7l1Vcfa}H8v))}hH@SRucAD*#TSUC*g04Aff$%HPz<~D|>a&8`La8#Y z-VZKbKV;w`x0?s-jk8z)En>=Yrk_Bi8#iLW-w?0h1-{iohoC4MQ5TvHR{fPFjN93G zv1dvP!k;T|GjlR7$RW(l?2SaY${YS1wJW+4`7YbL>L=g{$}`y?UMfC$_K|m9GaN{5 zh@hgzAKjyNC95sS4D8M_^FIQx$m+p_H-@}9+96|XICXZl4D1OzmKa)|55yi{PjSIdjnU-c7SWPPhqs+3>JNm zoXay)@)Rzxo<)Y)oJU4>Je)#bl(>8@?6_6vjj+y0eLZEDm2)rGYu%JyiC%Al8>_aQ zk(;5yaN*+o@J>E(dfF9`j&LQ=h+(pJF>MW6EtvuS0^u5$u({Lzk=7xuHfD`7yd%sH zpM6_jd|W79H!3!^PM>vCDhQY_Q=JV2s9qB=D<|CT$GExl35tc{g#|0ro#9>gI%XdN z)o*9ZCC5nZK?`!@F~N%_P4go zk`3Ak~3@v9bW#%n`w-;fa2$T`c?l%X*a)>(k_z~;cma3 zGo@fPJ*t~Wrle53pVTE#s&-w5&peP z=|>)%bQTBF(Hhyz;Dwmjlugh5HUCLH|)Olg@v?GBYbJH7Zj%gC$k_`to4C zAN1w@N1=qdZl$O|!yYE`jy$jU&#g!=4AeKh8&f$7SUZiniZE-`(&f#TH`>B0z>8vN z%YNu*>voWqA1pqO-QD5&N^jCAD8Tuy81i~5fX;an{U$t1egO1|LI2xLXlpH7R8hUX zxwR%(f#(2(A@?RR=iM|8lQ;wSrNd$g6-|n+06Iq=Cn{f2$RBl`c-nb zZNm;-`)P6uaNMy^o~h@d|9rn*i1^JUc-tWw)VGjZWR=`Mw23O%8*(@_>EGp)k?$fk z+)HZIY2-W1p_UK!5Z$3iePPjyLse^lUkD4-TpRY7>LR4w8B+TlA4D&o%rw0r-H#j} zpGOtgFm^@rNxLEwT5`yTCi35OWNtxk0$2&ASysyhK0J~^|I9kE<_s?|F~X=Cc;n0U zD|wj<8St&;<-}8MP3BZq&LH5Peyzaxlfqk1X(v0r?X~OtIb&o{+9;gT#qh-G-^)Q2 zPZcZw>`I%423P(Ul<3%PX(zIgP!^&OapLlHk<)M!l-@9BuG3HeLTUVdIWO4hs$AFSxwFj~ zezg!?@Mle9{E2_0)83Tsob|>6RV1Hkw~5B;K#ktskgiK(jIzn;jcjgcUUq*}=uz*& zY))2f#A=|%H{ziFKqxB|_Bj{$V$N5W9Gb3TIKAVcGB8(!$$Jq?H zHRrDfZNB>PF(zrgI>&8MLY!Q|#%PCV(LGp}T+{P-x>k{pT&)AvEFdY@+1D7>Xjo*W z+AdpI`>fW;1)7Q)4(r&7LtClYE&LXTN*A;l$ntHd#?Wwzsx z7<9ZNB-j4Jdhke+(Z;+kjG?+qgDb6gD-V0Tb8m@H0Gw?P6&(_XaM-Y2CX(9{PiFAM;Le`_An&irx8hi$T zAj6EFv906@S?WkY^qY7x+ww~M{6^59@5{oqdU7BTXgqeO>+hg_3Jtgf{Ih@i(z!%t z?d2xR((l9Bf|B4>+kID$$lCBHNnJO8XTR37i-UA{HhTH^)o?WcX^1IVMk)*W-`twXZhre{NB3=9>Ce5F@O{jloWrqe0tvFMT;k6l_^zsW1y z4cuye(}nkClDJP<`D!190ITKv6S%{>c7>U}8se9| z?Tj+Y8|n@XvkV>ro5{^en~0kaJNO#7EDn9+sMBw!=b9(SsCTV@h+8U36Df{0>) zgd@Vq&YpyO`taRq%qM&1r+MsWU-v;$+cR|O1RB-nw7a4;{MEUZpMe3{5dV{K(|B?; z3-eazN7)UY)d1H|T=Tl~g9`Cf$sG;N_S z9P~&9Y*?r3_gpWlaoEz*M#JUtgl^1+4%miPIJ-{U6rjvk*xs-H^}3lS`tEPeDBGWW6a%0<^(oetN&=c3gJ|Gu@-3aioxY{m=B zT7rARwZmH+(tKAXEkP_jjeBAalw2vI%`uDy#x_a;lKGBHsMF;NN?O~CM7V76P*#ki z?3W(lBfBnI;fFv(ZGyFQ|Mf+L0y0klVEn_RwfCpgCr)njEVBXH@uL|wc4 zhgfWlhFcf;eee|VkQ2MOj|vv4ZGCJajhmKu;*~hDb>*)P_=?L0W%GN>C)S=?_J@;} zyUEBUQMwS=A@z^cFNSD;@L6~%Cp5F2r4td-R(5DN9?eJFmlV7`Qr&^(eCZD&i>Fz%K^SVU9WP>2a`fMX5wa1>7U*{3hu+} zb1i35N@(i>BcS;F^hmd|0J-It<5y3TzJp#N!?x+elA)wGLujt7$Bhy$l41gHN4$wQPQdoVob9@G+S<*^0mc`K{g>AvPaBIt*{*}_)7 zv3Ec)0c=zuQ!0`=%W8Gezc0cWyfX}UoNfyH9UOeRIJ16LuG101IO-~u^eoKh_M7p- z#)yVeeEQ*6f+`rjXFV`G|McLeeIcTO1-PCSp0C4Pm0t(B>(d&iuzEgL81M#w$B|EZv4j!RWW2jJ6w3ukE8!b{4z3xRj{GHm&}!$7khXHtQg#qT zj$Z0j*FT?pwmd?V`*_3h;(IZ}d*b1Vxtvk^#cUz1SgCdV^0NegYd}nm>mIfKN4*33 z*c$_*OT7$&@NHyu7s=zQS(sU6akDR#`^w z#PTG;DLz?+xw(ly-eOArGNwDSV_~bP-Y2Z+V1MY`>^urLgu(_kDNY)i`6xYx5bA?Y z)2A!;x| zMg^XV-g%3lsYfLcIg_8gcx>Wg7McLBwb&8^|0ELF_n)NsY23@c@HFLdtkedzubgKw@mq@%I zRsV!6=AHQak)`4(;o~8W8mN>}q%wk9)Cje7%TOa&QC%=0)Y zg2Dx!ca!RdL&QA-6Un!_Ch7<@J~WS&8S+I8MsOX?+w_r|BTh@@x%Xmz8;4?Q&ldAW z3;C+Cqnkd)!xmOKr4^2j*e6*jLeLa3+hMkhU#~MQGZZcYZ%soj-zgkO7G77yvQ66) zcThUAfZg-*^n12_0M>e*o3X2LhwCBFJmtqQ47HkO$*oJ@L%NE$eNL$rOL=$dTI&3^ z8Y7;TKH6X~A0we|l0xxn=w2Z(#mx@G`Jgw|fo$HIJWP+s;$+8Y+0ujw#|4SWi1oOu zfqpycpH_EqlRtn}l;uT{aVH%KvcjB)im=N!XLdGB;aDd)9L0** zg1x;tD8TYHDK%+EOG)K7+@HBUTXeIq<6qE44;b7%O2M&K&gFl|4fu{T;*`nh8u$6* zA&?(y8BX2q!&wOSfNCwvK7EST`sY&aXa96FHj;*{ysXwQIf}gZaBQ7E4VYyvq}FGM zO3Qx~H6NWkF+VLc&gC&g-8{!LTwYBA{lSmH20l;v=0L8!GjiN{^EB_ic$)1Ym?`Ijc82&s{sR*p#s_QUck)*QX36hP z%aS~$C4AJJd-3Hsaaq03n3(VAzLq8e({EQR0dYeu<&l{$UWjtr;a$N$Ok(nRu)YO- z@arwxGkA%blW^C|pc-LdTYk&Eg;P?{RrRZ?t$`LTJesI_zKpi72)!Dm#FSW(_3H#u~c068SUreJM zzUlU(_HBRZZE%5T8TFS{`HVV_10-`z!g$`WJ`E*O8UhFhpnGLL#@*>uhMk34F{P!H zR%BL8roXoO3l`?bazU#v4MF;50l1*y>&%k0KsXLMiwOk4I@`N8+#ece9!>}_?}hg@ zB7q@rd#=>!?(@E#;ow4LNO6>qm4h!rc5^F-7SRtmNdr`|N)N^Sd#6E9V0l0G@J#d+9K zS#CA+O07|Ob3qM6&2=fXY5HAy0x4Kq_lrnVzt(9fc;DE^v(C1}r31hsva&uW*nq|8 zEjF)`?>3scpGz&q!$KY;nKpR3o0>b~fx*EKA;P#d6Wg7_wM@Mf=Ln+_Lm|l(s_Qqa zO4Uz!-W9F=N}zx3Z3bd35vigcf&)R;v^~N`?0}l`-6L`{;#0O0pBv_b)i* zh1s`4nWeS<8}xCa9{J6_GR(%GKxE+ThPC{pnxzStnDu zRdja7R}20=w!wEQ2ZO-}{rp-}TV9DOeUTuL+7oQtWGOz%Hu*BkFiNIr>uWc4WKjLS zF7mmb0~LxFTQi+NJ6xs`GmV?-sll&#&q{ZQY?^R{%llNGi^q|Rw`(o%zgOfePeKp9 z%25sBKF%73ggY$(PfBG3Y~B8&5b)B%i&K*FIdk?omRS5UZ0KC(0-o|Do{Uir$z*eeR&;6%8 zb@j#~63rj!W|W8+Q@ja!ErlH?eT-(>H?=R&YmK|UzvnVJ?MTmcaY(e7IC<>)&xuPx zSPbQ}#!UB#&eqPp!u;Og?CnAJN8*y#PPY2*?t!MA7_0dX=36sM0aVlq7NC8sEi`}c zscQ)WwE?#ztbHv@SGKVL{PhK@Hwegv|Sg}Gk*>mxF5;1Xk*E38P9 zSJb7B-afeKT_eRTPkLpb82PGVEIkEVQOvm!mnGMKNPhh~U??^%{f~JDE~8^0p>>9z z8Eaxszdb~X|J48nQU%W!ceDNNYX_TeT5-9<8?G6Q>fFm}645)Fs{BgK-*Fs#>Ev;D z2=UdLBUoLVJ49(}l|>;!;O*`}M=QB^Zfoc{04^E|x`C$1(E9 z*xjyeGcdD}xrehBpL9{Pjg0RDq+PKwc&?w?eUC`#c{nivjR_^g&y*LyoCye3Lz_t& zSr@Ii^w7nEQL7;frsfu3rueEBiEY&zT_qwJls<8a^K=l8$I;~o!> z_vih7y`FQXgj+wS-iTopcOAM?C~gKxW@;+F)#LMw%-SGC9@V>hp1ZaLWT{$!XNJnX zOLh6O_aOfYGtCCV>fpZ+kG=t<>6J13cF~yuL)$@79s;4ZOd~!TTqO zphT9pYBSi2cWQDzod3fLZ>112>z^!(0*~hswGZ}|clahc>H00UtPT>uVnR9NT3@NG z`i8zESx6>HEc3um&y{$5p{JPX9QP=I(yo>HIF~gbC6i#O3=u)3kTHIcbAHOKtUQVfX4k_ z!F4)rtb3u!{})!jDvuB+N1g^n7$a+9OF0s9j?WmAT`S+*$~AfAYQ%WE7M7*m+?vLR z4M(7x@tisHYm)+fwLeda*j}7zB{%msJ|F7qaga{B_>0-b%3BB67iCQNo0T{uLJIWO z-WH;yz#g4WX~QJMN|J9K9Ik2Ps#?N?%8tDC0GhH0UYL92d!H;_nPiJ5qw+h1#rqVa z?U&=2p{=j2tw1HBk1=6G+q}7hP84*E9t>1ZEgS5qCgu(WPzZo>;5m2YsLKpn6}|$|D#y9_ubjb8(c(cOn?q| z+wCQ`4{0((Ce2BvHWOZEux)U8mT5Hm`SXG5f}z@)uDUgCi;8;1`Vik7Z^7deImX0q zTQ2-fzQ8tbN*tf?532}McIG~QFswmau2UvP)T#@9&_Ta=V!4bZAAeRElML=SyH2j(lt1^I_kH#cd`3pLXvk{pl`&r$<);n z?sx4mu3IhLl%39)9t}#Bs0O(euGhuhS<4WZFAKCwRdLA1zF>J6_10lXm~kSy7|L>qHjppdx&bbW|>h1-kWa}eu7cQT`b0y8s&M< zs(-9PRU|5-MU9iIb6@bDkmw1Y-Tjq<8u0WAEnGk%McL@NtJF@)r1%Tb6hydC%;Bk% z_n5jb`bNd5`D)fJ;2uS!S6AF6L-QljNL>E)5N{?Ff!+K zZ12bbx$NB0CT@{;jN0B3J1&v%zIGb3DcEx^*68|*sz}X^63SIF%t$j*{kj_P&3)}@ za~!@-oqKnvDUaPR@ge}k7)6vp@}4|;)$Bc@5TJv8{uXs7pMt8nW9ZyH%e57GdmbP; zG>nr}FmFzIx0?XEY2W)@^oU@;a!PC`XXu6jzk0?7_j$HSoCT1_{$m!Ce^3L2NYJ`& zZMS?9bbT)`YW-Mm(uz8Kub|d_xRCNZJo1D)G0kkY`Ivn8Z0ONZ=}R8z%odg~ICc!A zC*C{V*)Fo_GJEpm11FE&HNuL#4Yhq?88ww6m`IAlZb*iqqnJ=35>u>slDoXGi$A7V z-wj;rx`jq-`<(KwAs-7%=ZmQ7i4AG%Uj55`klR?`=ggS0WUafxgtq_^$`eByBPo|P z9y_i6xOGdt+?Vz662U#0i_LIokLiM7*A8n!GwRpK38LkwrHhd+ahR0vnRNUCyJI4G zwTpTV|AAl{d(!8$sI%wE1@bAopSo|-e_o|EXXECz87c-N!;J)`Dc6b9B`eR+TG}I5 z5pe-;DAt=myBUhMP}U(0Q9l($%=d1s;)|h-iXm+>uCB8KkZnn%axNuaBZlWbrDKuM zzURHOpgdhmrD;g();})NPNRaU2a=e3WI|?!Z@mVE_JLVvujQ1X;Gn#n87o)-8{uH{ zl7Na>NY9o3dA|0=j^`XZt^eh;})c+P0SUXND)azIhQLDsBNQjOR+vJLr_n zUVu#eUc&|LPNb`H=f-sbPvdED&KqXV#gXd6xqcRDJf46Br04!XnbVAwKL3tmZ20|6 zwf$U^WAV+31vawL(Y>;LCr5L77=){T-edERd!vf3l@q3q=oJmW0`sbduHh+H%Vu0; zwUyc6llKQRtMAY1i=}mmPU^>sd&rN%y(c>FKLRm4DoM=PB@BL{;19*h_J z;TfZ?qGVv1gsNI%JS%)y*~s|El~r7gt_U5VaC4{b1yx$@CHVcFq?aE5?!MOLg7K{m z1OxJqLZrv5`Gwa{>=G%4R#Eaxxw*N3Luv-eR4H!A(eLvv$Yna!HRw)5kJpE_6u#FE zGIlh?89Wvw6E|Aln#jeMc#b}2s!EH_wg=0y({j}2Ee_+vSZ>+y*c7w{K349ExGCwiSYJO12S{TI9= zv$`#kH2NV%g{lU8_X-;c%D>+ft`(UpKIRXIO_d9{dwoKnsed@?WVUZ$6=5efVV0Flw`z=<#br{`z9qGOq&>XbHymt@I))HN^1E+U%u+Gkw){yw&^Mrs@DUQw=7tZ&DST^NUcDt zaA}PI8u~OcP1DC%5gNg4Lv`5}MynTsPSutAIvH~qTCF3bMGmkDu*R2YbAI3F2L zvs8gt-@E^T*B5I{Ir-LC@r%!bnLB|s4m88fxsD;dCa~gkH@tRI{w5SyK6`~S@qsl@ zet?mv=XF1>x8V{jN#P_7L)53vavqImH2lHa$-qFMaP!~~;hRvg&EBn|Q|b~^Stt3{eZ!s^=`X&mOqs&%Ozo<)5ar%%1bIm4kcE4S4n@v(tPb?-55I$vdl$1PI z^uLMg)h2Wya`9K@AiXG}=L1`)9@+nhCVz4k@Yv}k1Ir1f{5FTwOXbm(>Agf%!xL z+W)Ppc-37)t-ywOI@_wM7W_TW+w)?saqiH)s>a3j+&H?H;c(}d&_#(QcM^bj#;zmV z%Jqk`&7!OKc;KOHnT$pynQ--+1HnP-LqgB*!1MRfFxiI@{Lp*11^U8oVEY613|t+6 zD2Xgcf9*{NvqQP$F|I6we&mtlmho$mKv2Fw$IapmScJenX{~h6Qa{iOjih0RaIEZ% z4urdq1|c2~cAIVwy7{rGPe-`!{n9d=hm3^$z9i4Q<2#(*LR-l;*ov!Ai9+GqIYTy| zygzy!pMs<{?hSAOY+`kg-}lVTer2`Z?A_H(;Y}ifuw177;D`80TvS0xX8!nPE~Gtx zsClR5`lrA*HQo+ku{HE9rB?wfMk!XSW#UwMV(ri5``jgggI(9my@ox+u_8ouG8g(i zrjS)PD%YUV??YSW497(Ssd{%8VlI5+WURu(0K7<)bAw1k1H() zTW>=B_T?#VD*-S+2jfE$74RfoZm*QoEFzv0T@fxzs* z?903`Iax$f_pmJrF+(WDR5sYfHJq0o4WnmH*`oi-2-8mG?O*F3$SL*eg(4JVH45{s?`qSNEa~{FnU?y@Qk- zBXg0hU;qGvR=kN2{vK~bvte4$7gs-(ej^8@iVPCa4%>Q)I_ZNpHb^U3i2k@Imv|h0 zpkLtikTp*!37`eC#(ZX=ka72T{Ra61F#{xNOc|*1OfzoWeNqo{@sp~Vb>+ZxM@i_$#WwIQ?{HeTb`1ep*U7%5xO@zGq8@vh-}J3E7JJ)e=q2USRac?m?$m=U zgWTJ6)eoXwgzaL~#Fy~^kCWH7y?~%|)v0|&O{*tZwFSx&!?(~bZR!+?l!-pKa!2@2 zQLF9Isr(VCZ3 zKTW`eW)Ffr)z{mLDNEVjCKal!bt&&PMdCtus4{P3Zt4&l^={Jf`2fgu?rXoA#EzaQ zEYM#!ISWepAoGE&`>`A12XL0k^e#^`O6*d#Wjtyp#Pa%iB>z^bl~vqjhLyFYialNp z&Gozi*S9R(>w9DZo;tZfV#*p+k3P%f-qKb&9@0xR-6;uji4k;AePSP?954eOrMy$` z6DSLByEr+hJP1?cWr2=e221V^{|T+6RON?|Ob7p=F&`QRZ5kT>p{_Qt@#*;#9bT{0VU zCzrw4UC~e2A4kb=OTV?f7gEhcCsrKvJo#~tZ0u>~%j$W1nHfFVZ2P3PFK5VI`FxXeJ};@=ktij{X#0Oe)Im%7T2+=5 zEWxpW_>|)K^0Z%mGgD*K_DrnLV1y&lWH?sN^~$D5SSxZPgClMk>9P^_i>$``;zQ+9 zqk+`b|EZGll#Mp$4M}Wo%1J%^_;L>DZ`aF2=c4pra>_aM%v&eM0m=iGD#Ddk8z0I| zOvz8%PT6sT73ki?Dr6L^ET(^-P%ociF(%W$&ach4X?-!6?*-_e)iuUv7$lk-DQEAN zKaLRMhN;e0>IpZRgrC`+uHV2e&jE1^Wba#id{1nCa1UeX_mm+CO^%PNlE|I8?L7hH z;k1dIo&=jz2+Dw ztJalegq*)TW!-)=qi@h6C8*bwAtIc?E*Oxr;L4w=Tm0UjBGmmLcxTUW6qXKT|I{D5 z?6gWSq%o$HnH}o-1tKc0@uD5wO?D+_ySu_1$UNgT-*{L1@^T%AR5Z`h{L#`yY~di=DWf%30s zl_?GqguY?&bZUiRk6!D%lLNLz^P2UqiM0jR8+8E$OR+QYrAaMW=h+O$xkZaWqr&_* zo3kv`Q?a8)&!ilyV|B-*wC{{7I~Kwj)XTqlEc~96jU)<%%q=`JN9WUVQ)CB9x&eJ4 zfX#k>vUT4X>Dq#CEb+S*->EtpdB}ji8;C#qj`lZPD?8HD*+~^__L`nCCW^Rln1g!P z=6i7@9knEN=Zr&OOUktY4Z2ZdjF{iW^(sf^<)_3evEDe1w?{>2+QY+Zyzry`Py};% zeWpuiuM|?aR-zF=$Vb+nIoh%HN17w7G1z&W5cA=@25nq~3%KviRQJzZ_t?zj5{=)F zbPDCsy5;a)#l9~E#yxg_-ZDz#vw6_Nubk>rQ7?iUHCb-vQOOWFvmfyI&kIlPFm0GG zyx?kw^TLi~E0q!-u5OwI@1E@BxKE8w{-L^S464fwmKAh85!&Ah{Z;0sF>Z!~1*~Sm zs~xH&WMi-ixc~fbv9ji?~H6khC{S7WB6!yRK?%{Yq z3kAz_m+qdMn^Nn*`v97i2J!VO$n-y=dt>^e{}H)rJ{sPq?-c;4>lcP7<5-%c4F)bg z*`47-3a3$sVh77HGOIO^}h8y@)(g-F_AejkW{5rAi|oG>7~M^D41wr zQq_3t5uwy0B>xprjxTcY+!yHjX^qnQNPrZB$u)3Wk`dWjntg(W#R>oIc+@5W*n^r9AZNTOH}z^TtGD)0SNEN~^82>ISKcJ9|N5?=_XQ_Vz+b%{OP zL&aQtu%REVf32{2L0IOy)*t8?MZX`~+}z&2#=B6N^MXd<=afJqN|f3)6aQD8bi>`X zjOprsxhD3yjv0HrfTw`op$!)odPnx%i(I^n3vW@V^jAE`BdRyFz5(eP~Dm}73y`;Ts=6hr;?=1DntZ2IAEzarmq z+Qt3ppfqM}Hoe%As%PbXbCv=pDtdP@yB`F`LGbvWb+ofULf&~sn^262;ABWXSO(yi zKy9y^IiC*UD+?oJL-k`LDd^$r)9*7s@Y$byy!lF(hUa@QEsDVp&AZM1qo;R~w-jSl z@c-6>1n8F$t4?6u5*LxZg`+0~vcZ0)KTq$hXX(3PS+<7zA7o1BR`*`wfD35z(k$4UE`hwxD8 zS#J`Q2=z@R+oHm`!y~6VQcG8<)dx2AW!d9ZYYv~A41__lX9ypLe*OkeT-nJ$&u#yb zA=sTO>Feuu0tQolo|&bAGYj6|-tApKPYfS-)TpXc=1O65%w%T!k0_>W>b|a;sb0Aq z7cIw@moTvV{raxl3O~Lgzl_qhTCfzTlv>}^VK`nToS0pnil`*jC5m{BNhWhv2+-N5 z`lrljYB&jYF5~7p6Gc4t52$gUJ}hY)pF3?LMRk%77C-768@ubqv))(J`4m%p+WH4r<*Jy3_WLnFwSd=8i^a)%h<*YM zYjEZCf^g<$O~Oc^O`MYKK%tWUcPVF<%89SWu2gh{j&qLowogX4x_V}SLe{eT?#a6O z$PIbS8GEwnlImK9)-;8SKz!JX%G}d6!N{W;7g)l;DKKB>x~G^TC6KL!p#{u@|A-cg zEy2_XB+w(v0x$hIQ#1KPf5$nO%s;W%(y+xEFxetRywi%eq{xWmO6jmh*GJ(QlaBo>g)BpX$=MrC4vSpnvIq0ClqXgcm&SZ z$Nuk^#GrzfW-OmrHF+4$NlA&=2Q|J-jqQ|KDl3uk>?kd}Z?84B%c+_|EXPSV{H%G`7^njou1IOiF| zz4i-oP3b>hbW~5Lye@KU(tBM<(X0+*I9@kXw^z~Dn_$)v@sQ&1@&DoR)|BbpNpU*x zslvAp=c0%ZW0Q`@8zJ{va(^vQ*z%di%6UlLM_(ztf6K8}=ensAkq@yEf%)eYm*4+9 z+G2=1lEoTes8sKb=o3nah{S9|I~C65T3Qmt!RCYO=j`AeKaOD&JuJJ;SC5%Q+%)}tNAY`jAL@mt0FHaS}( z!|Wze3y^>Ku3Au2&Bv36Mt4R-LwnLnjtb}Jtwgnb>o<||Da$`C==A|%DC$i-yL`vj z6#?s}qL==^S-TCSBp`BHBa|$e=$OnxaA(t46>2otK2H5AZisbxKHpf(<*<}O@&EVT zcQ7z@p>`t4+Nd<6aeS-juixf4@kgg}47F!XCNtWKFfwmFS(MpmlEfWF(8yg=Uf3Bi zQELyntfPS)BU0Si!p;?dc)hyaC#DN7eAnqMtknWj4^}cG8x1^^Pha0YFAPJ^`<)nR z3D^~8eyTBk@%rrO`;k^tDMWyGfx&zhoqXN~%36{Q>Mi&hMPMKe?XkIN$DUj=txXX! z9poRcD$Z|T!M9Uh(JBoM)n*xFU<~wSw=eQ$#kF~#*l3cZ#|ISz#$+Guy1p51Sf77( z7D)Wz^e8iKcw{;MrkO+5wrCDe7I@$(s5eIDH-{A0!1D}i5M$Sw3(DWVzCSkMuDdfE zGkV6F2BZmeXdEb0BNgLCNX{3jeNFbB)bgvRoG7pSeS3I3zcuvn^~um|H$`hpz`-sl zanE!bO!`_@Y=3(S{q}W=SG~1@YA?C)_?Krp>Dg znkHfnys=NZZ{yTAVm?$B7O&Z74Kv?O6%r{iWsY$-!jlYWolnvX87%N278}+NNzKk8s^uvBb%)RD!$H6hz1(d`QTbIl6Dn z3PnNt`j9KL)2fiBy%MEIQ*Xkxr3i7f@=}*)Ljs?A!-8_|+^_uD0`mT)f43-1c6J6I z*A3*Zkn17GKgdzD{4qV$EwjKq2Bo zx#yzA4A<742fF|tVH~nI@kG3_U=2!&RS=S7gzE~=+~#D6INc>ps>I&N<%Fno?#>pm zPWjyju%uXr`L!4+^UlsA3x2A>V)F5$%Tti9+kEBP`{>ECrY5YynSnZ`Knj_zN_47h zydQnQ+V+Rvjem}+2G-3Gj6#aQ;zI@=n@XH_Yb>CGc@8WTwXqmpcXgU;Geps$iK6qrhnq+z`$ysk5&Te_vK3BDZGCI&DdfV2Qvo)RN1D@{2Jju&U zyl=tq5>OZb&|+4(#1E=USyi+26QCv>m@NtHav}mUTgX52wkWkdPHrV-jGCr;c}${) zoPCC_x;~h1(dTEUS(bNssOAX@F@l|TKmIsfTWy^7tT^cuxUFfgDA-mTc#AWu;3Yw( zn`%Frzt2dF3Fwjx>GbG|dRCs-E$qpxHQwZ~BL)ESGkCh>qhPV?qBcYQX?oz%PKT3! zof5h6BekX>Md4!;kXDLOpbKfj%fTUNSq7gm{(O7BT9Q^tFjR90a{;-OQD;RP#>dy~ zYh~6xRgrpnvI2I}$=XZIhm@JPl>je7GCDS!5sSlS`ZSzOQd$Xl|i_)R=m; zk&wKa_}4mo4BYHg!u{s0o8)kM(uI0$@X!ecy4$YXULK1ws-@w{^z&q}mGPtbrj|+1 zPYLS_5jj1d7$~EZHGas5&I`qeV#YAlitl`CYt3S=WnA~S&rg@-ZNn&$Ym#SA*cF4S z8jMY9rPBEm^fWmjyTr@uzpJ)JQ|b8aFIjy%7kxAAm^cOW4(lQgYE1~g!&t`_ud%`s~m8+`ITU1rbPS3@klmd#! zGGf*GcNg!HvaE8sv>`~1ZzF7)?=n~|5?Hd*igvpPCT_|e@CTgEVH=$)OH`eI+kDcy7jzENSCsps&>0={Hb$YXWsimF8Q@+zBqVk}|Pso!`L zL?7!8-0J>3<#xQW;qA#nnxZU&mjFo(IF5*x94 zKq>FRzup{>C;3&S`n3gdK+oAfZ%4zOggf&pa0`4?Bv<@~A& z9EXD%aZD)%cBI48!%}42Vd`6bKoso!n}u=iA=^N^ZNTMF`DF4g%6Qm|ap+{f<86Vt zVMwk)rN35NT9ln)vY!{$fwRuj$`N%;w>d*xmk_7hrvawFGT&)8zb8TyOkx9{4od9{~i zl^(Zzu^f9h-Qshb&UT5?3*Az3*HwRo-haDP;P~L9{T^8L+uC{y_D)~yyK)miY+V%P z+CeI_j={wx6pxHai8XdP7dCDoE|%NIDPMLLr%7Sd#xr;%cfN5c(dUsl@+k_FFl7wk zTFxv8A)OJFlV`<(pDN^d8n0YF3YK+HI2zMsXmmv=!FmlVJs+tlI9xw3`(eK8>8S)x zaC5(Y#!!E2ey{^OZO1Hev4HsXDhX3253w(IUDDvCNnlZ+Qs*j4)(-I!`SLMS)++=R zYyP@SOCx2coqzzqKJH`LsRD1lEmO!?QEA|rpOkJ`5Z)|yv@@Jc&T zLB23KGB>}|J3JzcD(?GEb%(~rk0Ba?_h7wc#hgzkKYF9^m&9{EP(R`k2C`&hdA`U} z$#FY!3|Qv0?wi@dQcKHtg$CsigZC7*VFQ{r<-3qoLGj^ll8T*v3!Oj#sj4BxuwEX|Q3 zz_Nw%mf*2A?@4tz8Y8#(SLH>4j%N7I*o7GG*aO*&`^&R*By0-aLz9n~N1R#aA8s}g zvXZWiPjiHs2S9cWz`|)WuXTw6yalyUN$obNqAIh`Z@)-yaR@ z8Ep3=zjupm`!wKfo*Eh%>-^mu!x?oy}_hZbQ6p0YqVC0bno4%NL{6-9yI;O#XW>QW7HQ(z)||vhrJru zn>NbBojXlG|coxw*CZo1{!E+n4x__QV*Qq_O-d*-X9#Mf?$J7}H=4bM(n5HTl zmF24ER-cP`&nJXS#D;q<1SDN4TOd@o&ENJrbX6W9st>L^^@x{V;s{pSm-@)>+4YN) zF_5l3aO@4?ejsP2hT`+1nhZ@IOT%XTJp)kPcVxSo@pJGz_l{f>=qX!A5J{ecIT!)w?4DOQ`@|Jq2`9?bzYv0GQw>|GJFnCP z*o?5GC*M}5Xz6)-rI#nrPV{Br`$TP}+uDz9a9j)kYT8N4LW~>I6mB-<1`BvmqOz%- zki|rKND}+UpWRCtex|H$8CQ{YC`is~VVw*<;c54^&P)_n$+_-|@?6V6^xDS1M_SJ^ z-Qn-($rUZx?b9msky!_FG~CNO+H<1c^q&Ly_uhI?><|k;^e|V1DnwUvee9aQ9SuaG z;@$G`M%F}?xezm+A8Q|DxnXUS zf7C9`pD%~d<ia%3I2#L#HpgI)nkSPBTuCWusE?wtkKgL|`kZvzkP_0{hg!8+dZ< ziGOZQy?Mj=v{MzgD)^5bY;(2~^IXW)FLs)$0ch!Qz7Z|dmr3O9l1STv>RNBu|47j+ zK=MRgJvgb+!wszsmv#P-Wn`4zXpDZM*uEOg)bdruZ>-*@2kJ7dEnV)5_NM)M zyji1647~$c8J(#PvgkU}FED5U|C6iJ*5iTkU{q__90NlI3Faoke`)6SjOVIUv-{9! z?eP$~u=Fo#P+K&~v2JXdLbE?QgIFqf_ zThfzURyHenTT|_Le4PdiR{`)ftS|)ZIX*l0oGJcT-P8Jh%*->Pfw;Pq9a&r<+UcFB z$K>2bgO9B^V@sM8%h%4rit#EueVvJI^)%j=Ga%d~Lq1snboJ|Jv&V?Ibxg4H=V*my zdAmpo04*edq{1^K*HoLL$@NFGA9-jiLcJI%TRh4h3trb#K z)YX-n#UGM3aWI@H2?mnJGc*w`Ei4h_qTZ?tw&>n1%gywGTu2)y$cM1~J~Fp<8?%%9 z6phQW=M3dCWlw4`7RzwxWWr;bJxij>y6XZ&m1 z8I7;3023bco`^=dv{6}p&}{cRpV-;ae|t4jg1L+gRX9qHIA|dpDj&7?S~%v-`LQy_ zpcT%pu!oY9-L3HL9P~3OqFH{MU!9)oP+3?aP|fEzwdOBntFOiasZXWFE|gR?h>+31 z4+)_m&qaPtj1MqLGs-<^rUggoAWx27?2iAIwRF_~2wM|EhrMhRCb)zN#=n-0FoHhT z|JSp1{cG8X*HNq$RU}#8zd4uYUMOw4;$ZB#$`TTMx_c!XrTFD?mtpLg4&&hTn5A{m zup|9=|7320p_HTLD`h8z&RV-Sr=OlWv^@%TcU#DNaa1V2Uw0q4QRZtTGnvNwMwx4rWKO z;}Yf4>eqDReD%!{ln;irrgg|CV?1Anfa4Cf+fzAiZ+_LgP))uaA}v~<5o9}KyZFQ0 z1agktvgtKj>%g%Aq2#)46GL4_EPJ=`votGrU2r>~xet+F%J` zU^c4&0G1P#&upjZ)(X)#G+^Fc5mO=l`jEkQ>ZX~O2_DR$Z;|;NY<=MU*KI^nc(l3v z>AUQ02JqgHQ7RLq$Pb~0%9+c#>xVl!Wj|8N#BoY@8MPihNNuc;=r1DzT3fS7-+v1q zn(n>Qq`ZiTuNku<8OEQE&)uO@_7g(&5bJIO9Ipl|Y8f3VD1(nRaZ#qwaxM;Y^;M|= zA*#qe*dYLj$a>KzhB)wYcZVP7Ky2zcSmc$6KETo$WeB&Pu9hs}8nPR}&-% z9!T$tfG#>ER^1V4nwl2z^mO5G8n#aB#up)A^w~MCuLRu;B=AOEeMig`HrMU_K63|u zBSXksBIHqWtY4&Nqe*hOpDX&|La0IC%Pcdu_W>5Wsca$~Igh0{WS4uUtyFG4=(}qi zqQkaFD;T|z9}D=c(@-+MVR9C8RfVXo?v*DZN4DdSXT^nlR$L>!+ z#N;+-p2kyV*CfA3=asiDqI+pbS%QEcLzaAwY)hpR9pGET6}Pj5^6b=mB&5k}84hG< z1a$~1Pv5sXQ4_pNYs)31XFK{txc?@JWT9d;HL&Z26c?m-(zfSyEwug;@9@{X2Iln1 z>JI}{bm0q-tUqP=^O35opOmF66_kzC7LqF%)Sf?!!&y3W<*61wGH5uKFL6UHEnWEw z{C(YiRHr1vG6{FnFCBp+!RIojpw`8>vi-cIwNNU>+_$wZWYS(cJszR0{jySsZ-Vcj{WO zo`}wp!X7+dL&~X@`eVRF8kzHgm6EWx=i;Wy?y_{-{IRB-A*!%0rnE-m;(=)lC}>n* zrti~jRsL4ag#%m4pRI&_pB|<;{}E}8`~tm00^36{l5TU#>ZI+ft;*DodQ|8C zsI7c?(`Drq=86`c)Yc6;?25mRX&9{~Y}gL-YLmh9nfK5@Dm$-2WlhH22Vo)?=MKE< zq)Zs#YyW@YZJ$5rL^6{WGonbPA)LP|o)%DFi;Axbw5|2Te*c=0(F^l0VtjRDs^hDe=P#{gPba8LdCKlO)0DJtrY< zR5(X5l$BrBL}2kp_F+TB8BwhF=@7@0@Wret)mYup$=sAG{yFXhV@}78laU=Qry5jE z){vX;B=)yZY9i86kib>Za{dMi>Npan{fAV z!|s;Ubgaejyi0i3a|gYlDnB6fM~0F$R@P);DG|yk1(9-a_m!v2;Z*zi4Oa9`&7f>2 zbtsX#qeg6>{jtye3&V9O1~3vIrS4JGUihO#Mm6PVI@;Up$O4GDzwp}n+|M07qDbwQ zA(WIg+}I_RjyoE7?8h*Ud8z}lL+}u~OpyNg=$U5DvherT#{|=Qwc9^w)}0+AGUgEp ztoXTzfS@3!azpd#mzKJ0yMWVOs28{s5wg68a=Hb2351Vxh2+6APnmrNyMt$53ne`1Kb1c&-+WYf1gm zLuVGK<=6%s(nwFjnUF7-wR*n)r(I@~&ct@r1Vy2`BDFnGa_3UL@IUhtf5MOR zRCPgT@9By%v$+bNwO>LpAYH2H4H3sDjcQWEZQ#`q>-7Vbb|cApd=u8kLKIC?YRDQ! z*pQ+Xmig$%?0nDgl6m`<+xRURMS(JoU7#^JlIl4pCA*|jnEY~U#_CnjlE%H~u{G!m z1O=cQa5~uI38uff;+6C9s_s$^5Ih=NtH8A;{HTWO-*LiLLw=vuTqh@sTk zpG+xJ&VtPN^Qo`@%vD>9>Pvk!wz~kW*I+DE+u7&9>sIT4_vD@H8SKT zk+Oi57*ZgsOu3Q^{Ef+z(C1&GmW!VrQ9jrZAb4bVKcH7UEibSm+=J92=JyjEdDWdF zzDY2%Ge*8RN||f7TM^`jGbvUZSBAKsF|l6hHx{`$L-X`|Rscmyco~U{Z@8lH{4=TSerBNlYT=3|(nSk1I^ul*x!E(g~m>g9KRUs&*Y}Ol38tEL7~C(W{$Z zxgiWBe(+5Lox1L4vSwQq*7MZ|S28o5W@CJj$Agjxl{nh0W7eR)s|Sze)a$CMQeU{> zL@Z`f)M=lV7!1~P`f7`gmJsR!JVH89lF_n0vprEUyDDAwqEp#|4c9#KexS?iFIJ`H zp8p=)IS0F+8!lY;9P<5 zKzel7MhVD9j4o+J5Rn*&h%iD4m1dOGklgQm-aq+g@OikO-RE5AT;GdKn%qkCz8wEq z0D;}Pv}g;xVZ;^DA)|N%HC-2-HaUe(L$ULg{1##$1H3(i8^LU8`Rt`^G|afmJ@CKukiW=`JArTxbf0k8il6klg%RnoOB=E-)`k1DOWldzykB{87^(>_DRcDAsW-{`2!1_asQk1HCUMN)0^&UDZE*yRv*Z z3c$IfMtr@x+#8b{)0JHb{ljjtdPULof~66YZ@6VN-s1Nr8J;%Jm2Ry&P>KbQ_m;he}r?UHPtAmeCzbwMLIm_JL9Fc~~F1oNvxDws{>!E^M9p zqEakY;dGM1df4ov@N%t)S+E|f6yZ^m7biuDM-bd)Mu_G3;U9^MM`!bYpSJ<}>zIPfR#)&9Ap zOJ|(Ld+)FrU^3t5GCw()WUS%F(RTmI=Ij<)F+H{?3qBH&AcGBbxb0x7Bh98zvl;Sb z=G!^Wd%Xz)&!v|&P*2S8$34T}BfB9fu9aAj;d=s#$gsjD8RoSkV9Q5>HHNCR$+w6V zK>UoKj;gtfEnQasBRWbYuP?)_ttM9K{*gAHTPv+2-qOt23YQYM=d{f_?c%nS_@^|K z!Ju<2L~LqtGKPC%^YW%-EY*`Dok&hIJJcgVftINmrDJbAy!t-nFxwDnYLIsqW81E4 zZ3ql7MZ6i%@HI;Tvuo1Pm5GH9%guMhNA*VO{O&QYRlSvpjlgVtPc`gvzwhl5K2O>G5`23@7gQaxqqxk9e2?>1xGjv;sqmQh~rJt4M_B1W(d53GjK(r46xDzn;N;^V%}vbdFoAQZ^`emHKgQKbw~m*=U~E zAwAAN!H{fJs_$UVpqRn~tL$F;m4ErTF+w1qT6Q1cdmgXNqJukc#6E35#*0QD!+IT!>4iW^GV@QJ ze?hy9s{vgVZZD_d2AC0#hNyh=zFvug%Tj6qYkq&)Ea&DP=@NoE+WW zu<|$LvIBYDkEQVnOHXIBhe1I8is*$0=bf3WJ41N6yK7sA#(bJy*0TouN1w~$nHvM} z)Pp9L-1>ybe&*p8<7#+&&c@*6c|^}M_$V1Of0XiXCopsm_eCiwF8J!r{QW0Bp1lBL zMsIqkvqtoAZ0BjT^p8i}4o>_MX%`JRX4! zV5RZ7viQd$IdsNi8+?g6H7ltHwr}rx95eUxpbY;bQoJADE^V)WJC%;!<-}!h^14r? zdr92u-t1^)xsY6?TqyJyS0FMI*d|Wn02Q4rE2KN(nKkc_niaO$)Rre2L5EEIeG&ib z*NniY&SXs!1%d!a#D7Gy8`wKR{F5Nty1G7LWlnGi9kO{i%gGU85`^cS7{7Pu`O>^1 zMNFEyS>DX50!jmMP&2b&FcwT6{`(Y?)WJCR{Oq%@c=g8CS<%{ciC4m^T>|ot_I8>H zqhJ{Y6mPf^XNnwi zA5=1|;JQS%fcL@7uk)90ry*>Ad>Ty54>^>=B%fq?4j@M50)Ob1HRla0PJKVG3QvWk zhP|oI=5ob*Q*C9PDgP>Tj`7}`ZB&B!qmVLF!|iRu_pl3wjGDwCYh`qds#kg_^(m6m zFr~Ck?^03jxeeuvG}TH9z0t7 zS??AuE+~q9=RriU4~dF$X=)3XSB(Gt+Cmn-$)+ghXwCkv`>x1I$JFB4cS$Z_QzYhd zy^tvKjyA;h$hlWn?xcAS$JmS=whM-`%Go;S$%4jHfC^Ow@~9)YQO<}?45FSbYZDwR zckDu@uHYr4`|+J>tc&bo2wv{(BIni!CAS z;Q5#$B#gf>6J0mjr=%vFU)45Dd8-5$l(gpxw55_16@w@f;nW7~9KiR+Q8Xk8sY z;J9eYM~>^Y7S(celLU*VD=A+3hcCq{{Cn@;43grjc1|p-#n2KlD4d#d#5x`M)A99q z>#@H@E)?AWH6xw*-@?1=k6&0fGX{!nRvghEl)1U zLfYBeQJCk=Xh-^{HauIiVFJip$$6o1G}hNt?)$yxj+;MCOOZ)HBY6bwtSKb$+fCcT z5B2hi!JLgOS`?hGJg=I4YmdDXW~0U&sab0QF?^g@B;r{jx{hS4u9WKat4uc2^%8n{ z|0ME}(2uZxFF&Y@X9!X#n?J50<C$T$09-qTkS7coa#BB z=Mw=e6cAOv@1?Xt<7|yaFkahv!C$*f1PO?o0b<7VOY23tIk0uApqeva!P{AJUmjj} zHv7~U|Kitnnt>k$ItukQU=_UF%ec(8+Lo+&lNTTe--J+nCBrbJNSxg{{ zS*2%*i=V8=Sq`|{D(WYCcD{zxvXx&3+`OgWIF&7L@T{78bkD=n%Bo0be$;~EEbe7b zU*n9Jhe+R)U4(BBGu;opQL4;mSOQx%D5M7-X7|de zjqBBM0vp_B4^hU`LXTR^<|)llR`b6LT`I*0MnyK9^Clc&p=E{Hd=t_;79ktS74`=F z0zcmOgHtRYfwL6Dy-w%5>Sf&$%%dU|C#gq?14W}5hL8$fG%h!{|3ToiV)LZ|PHhdR zveTn0)GY!(K^fVjr4=72&1Is>M+Q%72$54&rkTx8veK~EaZ19^GE3tnUOLUG<$pzU z+m*Q51VzGDBYS-R7(G_mIl(D);DWKA`&GJXO)QKnmBc<}EA^(M+q`cE!x8@vhqGI- z^1QosVO0UK45+!lFLO*8k!X%eoKD}C&Vfz&EE;eAcJdpOQsADJ=+Jh#Z1Srnr2oSt5K85CM=#FvAw!`DIf1F z;lqu=p8R#z)dA!H6)RnAGGHO!nDI`=P2C~-93&#{=$S7&1@iJ@{&b@%_0L!40+v)a zx@!p7tebm(bsZq}R)OP(+Ua7whhjn8-S~dX7T* zONk;--CD@U@<#;2{^oY^%P5PT5zsEds7ld9eQGz@!Bt}1+w2?hr8WE}h zCGCJPUKY%)*;f4k58()w-H=o zEL`X`!d3Dq&6-l@>BMF8L9(l22wrt?5*_Il^e|K<>1OXGrCRM%!FpzSs^48^s0Ety z{;h3g`%*eRgvdF50#qu>t z`Rk(cSNwTY3#KkbL4Hj3zpst^79paNiFB9U_*%cU-lqwlO9hLVArvKEyM#LYEmYtH z6GM9r=DtjIO!eLODT9nAWBl=v8h6E&KQ3!(D^sI(PIhugPHIz|Dui^O(n{IVfv|yB zsh$hQN_vW3cUx$`PLCenCVAM=Po@Y#!NJoReecx)<_$-+lwflEMTsp~Yq8@7jpnnsmSIioi z=g$pgFcYuhkl8j9Kayv|c9z$rGobVjD-T`UDnHY`545m-PA z8GAymX$w7n3FALE2IgiIGWRbY;z_`vg>gyGB<^Ep$U`$*yg2R=CuiHB@ODQ&9aOj4 z-4F3lanJotFJL6oR&iUxb(vMMSr5i41sjRtKJT|ZO>SDA$@8Zy3SmQi-ka9?l~com z{7$1tqR<7LvufqJK|ZW5@EW0X`hykSdvxw>=@GsHmNE}DcRL}**;&)6nGXVrlXc#1 zp(5y1FKQns(?H4x&es61`D|%ur|geHAncjfN~t@u?C^^KdwNxHnxXkALf?YS?eo_| z??Tp=+%INj>%6dU)+a9|&bdY%dqXnQi#!m~Z;yt7m>U)4!q;48tTjcN2{7=Y+wK1i9d{!=0 z2iD8b5Y)pVJwbtJa-UAcJ zdlqF4B;I9>DJf8}A`GuU#s{)&0T)>TEoC@0SCHLYu&1G*e6V@J6 zEtvpVLOo{IF6PT(j^9Dm)@gI`&s)(*(XclavMuVRy3|A`H4KKCU41u6e->Sps%0;3 zKEfm)WX|lcC()ryU&PU;m1u#<%2VqQOv=Kd0y&yH!x5-gFBRV&3$Aww{W{1i)Chy+ zm#~fpg{xo)#(0=yTV;eX5Gfq$!WCSTYi=x>7o6u#LvH&q6K;HF9 z%+#-C-;iC~$TusP4DG$$H+zcVrHK40uxD)sM73~v{XvUDDmWqU!Tz1E!*0Sf9Z^d4 zah{^#{}H(>M8)XG+=a45@rR;c)jXl34R;(uK) zIm*=uWSZhhQT}QINk5HM0KnvaCHOQyyyDtvbOu&`vJ<3oq*vo$TPObf)YIT;N{M@6 zHz=UdsL#@UU~6NGw(Rvn>4myn_XX4=JZIDEBo(Mf zW0wEi`cg5*jed0@8dZVYml(>|3B)E*trI5Cn=(4bMFjZXLcHL>r&twiVVl66x$FiWPSOkWzhoy4)Z&?qE-G1;A&~gC5F<+LjEp zeATa=sD0Vd2p=i%m~I_Q2H1bXFq+GP!KH+phP}XCL_k zOXAumJJJ%S;{pK{Abz{q2BDOY2xA>@yFu9ioy&5;kJaipW}i|YkS9QXGd32lSc445>J&+VJ{em zok(X!os(xm6XbZjlQ$$c!WA11_<_HrS!LJm*9HqZulYjzT=w*yr{tP)`xV^<_}lDV zQ#kl@y_lH>N1iWjQ9p0?m(*4fA|C(B=oybqrve)Oi_MiPIo7JmMw*H=l+>Z6kW9sV1>@Dfoj!t=a;tgG=@8^znuq@pu{Jfp zIcAe_zh13*U3&_~XES&z~Ro2Zj6mezAA_1lMd^DsoX zQPFi@M33a+hv$&)TAzB}L~9S-pHK5Ydi^A-aLe4~G$!jT3yJAo{hj5`g0)LPvvNh# zIsLr8e7A`5eXs93jyFk9ZZpx~9#|5~5{;S$)4sb2%9^k=pPFZGXiU^FImYNC(1@_m z-y_r#QY=~e(y;=7a!j7m|5rbTAmUDz{4gY5PDSPGCAVX)U$N}Na))8k1*8>qJ~Ki-J=VZOm*0V@oVM84#)2(-ymN*K7Th)aV~a7iV0{l5>`a zaUs5&6a%S8+$-BV_jM)i;mWlSGhW)b3U;WZMNbxRHC(y+j&9e2QoY%~G?ducn@=b~ zLQ;6~wrm*jRFWmqi_0atXK$LSdWgQMmmg7yjPwJ32bV_W-~OIHuI7^2QkQIxyg{?(bR$`S}wDfBiK7GF0O>qHhv|sWzO0SFRtizPNJ@G>W<1jm=C;Rx8&CDbfQF~hOXWepz>iA z)625?zxN`-qOTB4_w3~Uo~q3Kx{;f38n&pDtOjDX*(NQ!=%j%8_X$uiq~eaGQkYJl z-`Xtojxc1tvSEJz5p6l{v6k>!zoa==WW;n9>HAabvM4)^-#D${@QEH45Mm~)q|3fA zg#6yUIs_6y_5OJRC=s0puhn?`?`#p8e`0qzd?{1CTVZX}evy5K zG1EoVNq>vHA1sdnd$zc z3`?(-2Fs%|>M_|A5!&(ctsT(i;!XX@Uq@l+${CJ(oFG}X*h#e01GYMjE$-a^)$kxOaEfe$B0F3mnA0!Cd>?XkRZs=Aa>}?3O~wqyoggvIhnJ zrh^Q;mB`95b<#wHs)Ks;{Y(`Vr^(hiX|BTo=oAp&64pKLd4gBz%Cffug6OJji;{N* z-LhLSd~8r%l4<#D%iqOBw*fCV*IvOt%J#Z=f*_{ZGJBEl&FcAoM9Huk=uKvc)CbW_ z@Pw2ZWZjZP)2&3*ZALNS{k6n_3g+ZSLT)L;l0*BjE^l(Osv^a(kDq`3h^0~nx8;cR z?lfnnybup{;g6CH@hU3wh?Wr-L#H+6IRAF4KL7P~AY4Yi_$?hySnLWMI7sbkNACDn z+RI5<3IMw~fV4PClplc?>kSiB> z)Tmxr_$j`qxv2|(hxuLjP3ZgmHe>codZ50zfVEA@9uK~J0u&}HZRa7}i-V<~KLnQr zSH~ObDepYnNI*Yje^rnFtYYm9gqEdraV@8$Ake!P0F&sZMD|1A7g8|^<-kUjX>NSz z={}2Y{g%v38|x?f9&|a%E?$JOyr;h=Thb@oIM6;dQ|LMu2kAEP?B7|NN4y*pT53iJ zd2VFShRjhC7IuPkKp$IROUL)6{v#sZdnA*@ea2P~nWJ+dg`8%(+0Hwv-bm3F^|gW83I zviaxK#P0Q1Un_lmhH3HWhgV_jxo*^1s{x7ubf2ICr$2rl-uvOV`HKwtLUi9LrJ#!- z_r3LT6HQmB7?;9PwZ_}fAD(rwqYk3{B%k|;Uo?@q5{|GqC*0{}q+wqJok-T_!*KzH zYC6ZXIobEg-&%>|Vs@t&x#7&Qk9j?-^AN`&k=_Wfj|eXZ4JaoZHZ1&wI*KESD=AB7 z<;|c7uMSWT0i1u_0ZPJP2(gf-I&Ee8bgnHd_je)}?vGAvQiUAd#&i*)9BH27k+|(H z{OzsG6M=*aJgkENct`#9vlOvOc3>Q~c!NCG@F_)=T=F;e`!*W!PBUMu@OFz*>Lbw} zXMra~3hekIjs`CIHn6N`T@E9E9-UaR%-!dKm;Ky1H<8`n#|*Mg02j|rk2cEQ>o_pL zAdh)UA8LD>etgrr6d>FqzH!71aw&9OO?L9@n!`O8DnKep7tm_TBSr(Xwy|j7UuBoC z^+tJ2EoSf3OgKRe0!0pdN}io_26QHHS#UFn z!4gR_X2t3mk+Sm48np?e`57BPvx=*Pq65QblZ(rGm~p3UylqWOuSg_ z#S(2qHagyVgXWuK1}?7}iq`5z^0@tnfqHA&#Jr3Qi!MK4DIZmrmfInV&bp=k`l

^DSv`xVV-b|&av>z_I7A&DhU|!n3J|!Cl2RYl zTCZk479U;{ZM@*gs(F7IZor$$1lEF0Z}xZg$uYIsKi27QKT$b~6cqf`T8Oq@aZf1} zOswV)3iyH1lO{Fa^ItGeVe!hS#%BNOo-wxI!@`HkjwN;f%X09$xRT}Bza&14216A}(iU|bfP3Fmaip&4U^NQN#;!uH z>*q+jT@f+$!u3MlJyz}v1=*DG$AryBOVube>b$v2!t57=tsAuY@Df_TJpL+xZxJ~= zVO;FoKYrur;QSc;FJBH(Wn)cg*%RuLugfu7IxL>(2jg*ECsN^d@`j_+ad#lc6iJgR z{`)FzRd3b6A@Nj%yY1Zm|8IkJ5`#3|tDp$TGuHgTqnY9ozsslZK~_Xai5o*qM@~bu zPchAUJy1v2PwwNCdXb>*%ob?M<0~L>Eb3dX3IEp^6Rq?*H6nXPi8vl!-wWkwwm6Pc zHzuP}AjJ?zKsIU5e0vw0PWIYE+^GIPqKx4bcHQf6&mqMuqr+XW?vU+WH))@2nSvYh>x+H%52IVi03AX>-R?uhrmUUbJ3^LYvtJoQsA&YIl$r==-ap(Iay zyi51nd<^P|KK8brdPc<}C*0r)NB37<%NIw%tUj1Pn`K3B!N#!?UNaouw#Njc@31lJ ze}Uws%TtB$9F4=AeE!UC3Nt?_EnjfY|NNghl`ch+9$8ql_vy|NhCTYO zj*dKKdSHIA$^Gxf>si%X%bM@#9TBWRTC03)6rIXs{h&`kqeWn&SZw6~e+QLVFoaXdz;Ca~UnqIzW+?S|f-;glOJ3ts|91fU z5pIJ1@{zJ$_?TGx{~AxV@h^SxmKL~$4u=)<_M@-Qt-Yng7SuwD1oJlY1$BR@wtUS* z$Bgnj0kc+@z0Y^~+T@4iTRz8iWxU#*x}R^-MpXGqRhjonhR}@CH8_~hqWV5PHQH|B zE2Hz>6z!jUWD7 zpPy8DrgZClM38<8340k7EZf@lj@v%! z=w?d1RXU`|OOKpgwJ9XxQcHXOf@^(3ecK@<|7Z_ zb{)t0BDq;GkTxvH)JnM|X=?;&aWTc1yX%IMu!1UP7*y#dMCsYSMpWomh)Z2;g4Owm zx^6%>8GZRWM+<$tkzz&Z0R4b+k}Dy=QDkxM@ygK>aajX#k^Zg>03hM?PW4yt3uvKD#zl;$Srq#;Fx1i26CH|BMlu_p|5&<`?}?qBxic;jScVDTk&|QP-cW`W zXf9g*<6yY2(})yOSDQ9wgc7JdjxlNkeOLZGU1;{`phdyM(wfFhvz9SA4GHrH`_3a4 z(R}dwc#cEggU-yaWJa@tiy?%}R&enT|#g23G9`kn?oA~qDY9{KITz60p zW*dWW1nw+%Wm1jHX!a~gM-CCfq}uM2TEQ6sq8BS?++Aq05Q=idOVCx)oT&qQljk^u z0#2RKpq+VaxB)5-!1Uk$$21{=(m={qDz+FE7&<>7a_5IeQ;e=Ds;v+zW)#amidyeD z%hAY$3Yil7zqj#rfT*tvJZo$cXbnr+y1cT#JTNL`HMu|)P=(U64K%4pPxNhiqXshN zF0PgBLr(E&ds%-@>9OYe5;_9EK8rT@2$qMkQJ)a|ix5u~qnhV`hVL^@N=XTG?9Ap6y3!VLLzvZV!WWSA}1A5PF-kH z|1G&01dzS*^b7wactYro=)`S$y**N*h^V+`tIIz(bRfW}Lo0asT7y$WZC!1Y=;&ay zQbpwvG(=-f36GsCPAkxN}{}aVEP(egoUr_S2q( zjCCPXMeFznqIJfh-` zoZ$gWX%G`rfSR!d|KBU-@qc9%8O{ZtzJ119 zcKc~|!>eK$uk;t$l6gR&*5b*|r!y zv*y^;lmPP=p@J#pqxy#A=5t$B|P@mgi^vXr_ie+4Pj#Dg1qrSj{fK zPyMAV5F!k~VX>CM6Kr6cwaji{G0gArRal%2HsotVj=q_o>+<4nE59u7a2x-I%*|97`scEyoWPwx0?1|II_6XK(E$!12nFg5h8j>#r>a(7GaU){ zV6KHDNVhgHDHq822xF_&O`B40PbMjMovIAOzylX!P%crH25k`CG|U*gSmi6)goh7% z|Dd8Mpx!F4_F^!`?m4yNxW$1%N}ps6_#Z8Oxvg$pb(T%QT`$-4`(R!1#sT?DBG|9d ze;$`rh7U7@eXhj-zJFvNXl``jfD@wltqv&BoX^PbHiWI>nXw_v>~Kkva?whK&~dK7 z#$@d9#rhTc^D3n#V^f}TWaE|-P({|2h%urEHL2=vWNa^hpDBJ$e@pV3eCZV+hiAau zHCB`zQU?0Sr%& zbsr&mdDByBa=f~+DsmKKkEd^UvyjFRj+c=9$Habs*bKDs6u^^1C4wV2sZj>03$XGZ zK*3X@cp2x^W>XcGTI6Y{2l!g0YW?boNw=Z`P#hMBA@ zm3b#u00i&pZa`w@kG3h=!1bsdu ztanRUn=XGZhE!=oPdP+Bl&Q4sXMtaVO}TjB$H3Q!)Z|@l%5j_e*UciWjcB1;%o>#9amj?X9!57g|5Y{sy`zgO=S{~wXT4f zuK(WkX(7yadSX^_x}4foseC%EY47+S3XRTz-;}ACh99aZFXb(5-Dot9v6=!5|DVvz z{Jr&3gzkZb?SckMT@=Cc>pH{Uqpp?+JC1Ju(W+~uE!q%d<3K4&ybd!R?K;1b$^emc z)B;E0+Dg~mJ-~FHvX(Dl@Pu6=T9qb6-M-M}(JcPm+F}xf=G8QaEZs0{+)z<^Oaxp$ zM?zFrk3OC%QD5giJVUycHo?XLsK+1s0MNzh1|N3xR^xNiyXrelo!Ko6C3?Dj{bXTT zoy@Ut9QHv@Sm3w~pU~TGr}-7$h~!Tn?iv&oHZ9#)-E?&p3CSsmq+IuVTmZzQ=>c;= zKK8V`{F%bNK1_(ucWQ%Zs^(PoZ+eh?7jaiU1llJ20G9)4crhdOh3J<;cJoF-p)_8I zNsX(A+k9n}!y`3Zr0Npz(sgxs=Cmu^XkLUyeXEsy_Kd1j!so~TX}d|s+mw4somlb) z1m#*T1r*p~d1Vo5qVZ2z4+b427Mh)0C44*k3CaYOhQwWSz|yY!NT)vs7w)qdviGOF z5J7TpZddyC720LiHH=5zK)4=wt=|28-e;-qwVA+TTj*Y2<8zl(2;Ogtd?2yU^vPaz zZb*Xe&kPMsBokd%)*>?LL-3!e^M{n_tr-@+QX{#{JZ5i2HVnApzG9pvaza{V?p0wz zzJ8w_xuDKd*RRoTTy02>^)q3NB2OlZRw_^Y@@s_imIder#Lm9;=V`=ACd%RFO|gGf zsM{a&H*4ufCl_=JK5tKRIsH58MRB$3Rcv*s+t=@9thcA@8|rY6ZLR#%beN3X|(iCbN9OcHJ++Mp;AekBk9!l@DSxcqCif{#0mb=qn|;9oFB=@TYl54Y|rBwgoLsV|)*H z5qf#8fM1)QLl)Ku6g4t)aZe zp|b72VN^ad`H%*EH<^iush-GQHg)`B2DTU(Syw7iopg-5KU%S}JBq(&3FKd=>%@=9 z*1V^5G9|KKyoRlp?fY7&lA?_u5U_uJwUlf#P0@r$u=Ur}nm;n<8_LZ%|D%7_Deh&* zyO19*PH;`4b6Vo`Rs1dO@c0aD$qAq?@28=jFB!BHSpl&x zb)6?&uYbw~SO04d;M@?H-THLYC5Cqsj zxB(6VT>|^8cERDrP2nVMw{CPwd|qQ(f)^ewq#2u{(V1)Iek1>$yY9DB?W41jB4Z{k z(fgzH&7(K{8@T5IVvvgA+LN1(lgYi^49B^u=Ovm!4BC2P20{n2ieE3C%|>K`-id^B zS9YIeA~fTe@Ej`s`fE}ht$IKxy8S#`GY2=`qv^%I=NzI5nJ6o~ODQu02vLk`E)$4Wsb7w&yuOR%WSlpG%{tclleWcywvNHw*A}P8yFeWS<(3k6tRUr_d9 zwnc}cGgZwholv5PrZTgMMvOQH$z)Cc?A36;_@_VGTI@fC~nm_N-rj@#bfR1u*;DSMEH5(E{IRtT#O$ zf1~sjt*@29{6Oyjc!B5to2I=x<%+g>)$wArt!LADA9`(Bt0=*KFH?(%0WN*yEa@N7 z+XZL-b;pxc_=L18!6?e+dUwt%euc6{&!)~z1vs)p8${zCq3Lun$ zpIP=Z#Plvp@6#J!p|d1BS-3Ncr<|7cy;V|nBG|z088XlC`9FXcm_X-6(p>-e0@XHN zZSTH}WV=eLZ|GY#C)Wu-YKG$;egC3f*n_@i{iAg7`%MSuzxR6j29 zzOj~_r&8Su?U5BQdC>>9HSz7q*YmE`G&=6ZaU8SaM5b?%jZW#a&Ba|&%=w?LqrBXE zG7wt(&4*oi5k2nrU2WzR2ERwxde6!ZYm4n!rS!0e5zukC623`woLTj-M8bVa8zze{>;>w`wsQFRCwV z=kj;oJh0nw%@#`bW@|q*Q60q)8*Fi^XZi16Y9Ub|tL`1wKq-q#UxWXMf(4I6u@s1^ zgWX0oQ?|{sOCqHrxzofMEvt7PhghM_UU0AFYcu;uNZse=a~o}cQhVO=wObXkjbd}A z?KM@Y22s+UfAaWrL~C04!s>F&)n|vakM6+*1vKPhPIsKPmAYSB5Xsb&bN}s=o4kSo ztGI#fJ^HAcH>6ODfcPr&4PleeP)n3Ql;>wh(5cER{cEi(N$bO#WlOy#WKUR;rb|-@ z7l|s#lQ3P5OKYd)iRt2~BZx|Tq8`C9s(+{1uqE-^KaJ##OfZfMg@ z_b8Ytg(4bD^jFT!oLuzB_`g8xIj|CC-9l_U6E}R*`cahE=h=^lb`;R!BsKQk)aDHL zyg0a~3SeRaVfo_rIG>Eq%l@QFYDjQ6o*v^g$P0pe{5#z;E+F2jzd={4>f>{xjFnK7 zdO}p!D|QX~6hEcf3UbWF{f zV%Mdm)hydjW`^Y;hOh(Z-KagQA2{zZ*kwtX7+>S~{!c85_dyBQz= zYvBLsMzA{1vLgb1DE2EO?9u+u4I9?!&GcEG4suhyB{5W`xXG+=4R|r)V=!|#jSKx@ zHuP!C{tzx|pq^!RKc~!?VljJJY!%tQ-6KJ&Q|m|4e(tk@b3#=crWivvgNy2_DA`XY zblRY3A98h^({bvvrn${OSB_~l-U=MB*(-2RLI)AmZPr^!$rs$p@y~C~Hs_lvnF>}Z ztk|rN&JI5r{VF@qq)I3s54cRK&wPA#ZM-Iw#4ZY*@m@o!?43fooqm40WKOGXLQzW7 zp;k&KkITM+8AZ0eFbk_VP~Bml?1Y3l++?b>#1&X3EY}UXQE!NUKl5B+Yk`*yer*kR zL?-r+k5}^ob0x&e=|ct1uU>=`m5c<5U^ikplS&oD&T?(&UnuE04=7-P1$f zMsL_GZmOg`U`OcU;sP&5V`Cv=T_o)FSzGKbfxL*{?T)93n>f>KoHACY9!yi4-YR4C(j!NRDWG|px=^R+S`sq%-Vo;HS4sEN?=67d*@jrL6vA;}BGTQx3^fc&VC z-0BTv3eAvJB49=%kU=K*&a=vnzk!Kg=X-M~+0MF(90ztV@HM;=Uln%C{KDr|VcDK` zD*yg6ijHfx@{dG)%ymEN@}mRm{*}`3(yd>!6?qUt%6eKwskjr&9&U@|o{&*Hc3cni zeP?=vEQpGEPAi3Ga5*SXaP4HEZ)^!#YhwTZY_U_~U!NA66x|+trTY}cF=Le=qqlVv zoie%J`4RLNS6A~gD?4S$Opbq6ZYF2Qg_&v66x7XLkSH_*<93R&rmoYgrI@Qz@dW(D zS|%THFIvXD_(FvE!BYjYJT8;UamU*wetRP-Dr7TEZz4+gC;1C%o67aB-NXzPLf56f zDWb<}mJ1Rt7k7i?TQu=D{dSp8a-*iccLKCQ9K#hR%TSpq`!-i}%njF4#N=M7K+aAo zb^LVEPHI>J+*$P%oA>q5-m~`XQ3owVi%e88%J`Ir+gYu9*>{7UEs$e7CF0>rG28!$ zY9cNvmJXy2bX>aB?F(>y_&&j*BDR z1odyRI}@c96SC>v%lIs_Yw1ep`IObM%q&qJkH}z3jrIldI}?xZ<$H6TaDVW{O1`xyM>Vu^}q4r(I`fvzbo~dP4>w%#89qv$;Rsrvso zuB=M-$ex#MS&=T+-duZz$|ft65tn3-Ym4IAdt{H2?3FI}UKA=^!bNdi>*9WY=l2JA z9OrO8=RIDp=gWKJC0bU~C|SXI-TrPaUYeTiB+F#>DlGXBMt?@DqYA;O&>8r-5v7C< z-Sktf9WQzwrufi|Sl zhbFl=s&Wd6T)Uzu4`1*2zmR{i@>Iq%NG4`@DD`0HLi|-{5Pl7Rv}3*SP+sWL=cZ`g z!8uqZygr}v{WGQxra@@Axp`*nD}%_h%h)|~8UUXedAENcoCVMXm=4d+M5*x={2)2! z>n=Z|Ar!#O6~^9JxH0`KcVW~nkap~oH)-;!|9123Q?|LrXr`pxIl4Db8q#e!z_7u&h04ki z)O0F>J>#%trNB)QYR+)jsL`l;`>X%0E6FgmU)?3v`-N8T=LP^jQh{^E1L4?_Z@Tp_ zGD{y5fwYI_vJ?YuL(a-^1?Q9(VZ&n}KVv+f0}rGw1jyTt+VL;Wh-l1Q9#g&@a?&ap zv|F1U&LeCcMbj);HP96h_^Whi190a2GgBD>o_-caM<@FuH59M6(P!(Jp->c+tD&8a0*+lE*Bbm3;k zTR#MF%hAT5Yh?j_3BK$lZ0Qvr$S26@TP|Q{HGK-H4uqu&i$p$zsmOy^{rovmYY*KJ zb8%TYQMs6BLmS0X;~&cmFw`;TvUBeZ+iZF z2nI~_dFW;{4y0>3Be=e~p&u$F)mj)OVw@6dCoAHRf?M-|eL%t8pal@+O;^>Ld#NC; zCGr+VYJDrb<&@DC`Lq*)i^q{2nzAP$U*yO$__lE5dSWRf2=1hCT?qloB#b?L_1(%< zxEdyhhf?K(Jv-2I$ZdK{IKw!@Efnm9(zD)9jL!Lok~ae9OT!_|hf%lK8jEtvUr9OV zJB}(=uPJTx;8$oREp>0FJF7$2tdk*#)88)g|2Lr6E~9I{@bf~DHJr8LP_&Eu_1gt( zY4lbxvIH7Z!!?r9X;t>UhY>ysd3rDZe~TX!Z#oj$^YvUo;*HgdSK8M|mBfH?2>R#O z50`zBRzP|z<~rOUYc8}_beb5-1|n9a>ktsAYg-6+d23+9huj++iHTgaL6e=p&vYEmP479<)V2B7<9f7UsdEesr z<#?s9->v8<`Gt8Sq4xY7vk$?K7eDY;4a~v5T$r;&^u4t55_1SCu_^TiEfmce_cbnh zO*4mR3)^Ny=@Cg$d*h<4RQ)!V{A)Qt4kjKZ-D`-EZAhYBY3GtR5R$^GgfN6$!P*p~ zqGk(qAu}ZBcTfgY4+M8fd?#fncRh^<^tU%;Xli|7H> zM~XGs8rs#Z`r2zB(HjDa41Wh~O-)Pu)dwzM&kAoUvRv*u=SxbQ^$?ih4x<<+M{HFlI;rHV<(i@!><(x@1RQX;!{URcaY_0dJL# z3-^L*UuviS$+7ajZNUN3WgK+RFM1;6lap^x*(?Lwcl=TG#WmAcMJ=?Zpt+=$o&ACZ zaZ(RdI}8M1D_(T3`_c{%S?PW_EKlnlS^iwJkp3&!*>XUhnfub5E$Y$o`E^)Lj$sms)Uy8$xHsNPSSBa@8n5enLoWUgha&hsM1)GzU3$uCpw5f zx>fijptHob>B%Xj8)&?4NnRkZTgd$W7EbvzGB<(UM{@`N&EO*Xw{tGLov;B0_S<(8 zL8#b2-sV|}Dzm-$ZUo&gWZf95*!p2%NY9>UE10>dU}Ayz`wHH+lWpI0aUI}>Yy@8> z8tzeC0~Qs7=MTtQcvW|y_z)gUKngg;+RA3J1D(T?d$?faBy9P~{Ru6%IOV+4-sUt7 zYj?+xZ&jXD2{~)1d&pT>9q$10E1?bW^3iC?MX7Sj9x37<{71$Q7&KH1TAy3t=hZt3 zmEI3>4LZtSGY7#z36=%|sOn*}`{b`R{v%_)5vuR@`nBQC*)7WBH4>81xx`VbZ*wiI z3a$tHF@%7~{sDv+o7N|24nZbKxCw2W+%+3itAT@t!b<|3;9%+PZZ zOm~5rl5L&9J|s9O=vfv4_?Mxg9LtL7MGmaxP|m<7Dz6>OvsWRQHWO^MSvFeOJ?}@n zj=MxKXO8P*KmP~!Pew7CP&VbNDh1Lb`Wj}fo$<? z+V1TSnhsLF{JES7T8fIsNq-#C;O7RQ#Q7mWv^74f6oQHu_@>vS<|3V7?q}0_LdVxu ztn}BZ-wqlANZE(}|FA49Y4OC{`Y*zl@8V>6<=LAG;wo%UoJ!8_0L zB(j4PbL07Z9ex7)p7bqlxw9(0%515FhN01&*|2EQ93q}_zRH}2c^e=(%Io>S04iZ^ zIg8!MZx<6WP08=iRw=?TcID9vPrk5qzdmvWMgPdr38w96QgbhzGsQH~sfF=%L}MaD z80|?Pbh5Ta9E3$N>aUE8ZUv6&(SN`H4B4B&DePe9ngR-thWBVmT7xF;=Jw}y&frvC z)*swwbY2shn5PDaL#~O_=*`(IP)Fwd*U;t7arA>~*~|7>Y{oYmOYNuS_^1(32kKL@ zij~eoT)yaZd{0`2KA?TRLp$lae!o=j($+|*vn%xIYC!FMWyOTJ@#s5kKZciKU!Ri* z(V<1*xk`V7vAv|abE2??#0jC!-|AB9#PbpmVpauPRxA7P#|nLt{5D8=J_HcOXY_i-A!WTJ8usTHkQ%DHd5e|SrzqnZvdoZ@ zgntpqmEL4UVj>_hvS{qtVE1ekW%5^J=X>MHxal61*BlyaU$RKB0wNq58IjV?cM(Fe z(k=#j+@whBWOKF1Zp8@kcYcjHCn4Z|j?e(vQY?T`iFPg){pIg5nIqg&6qUP1@-KLM zHEan+Ym|#WeL^Raij)FBqfyBEDsI&)cjRXXtL^@{@_qPjII^W~ZTPaE>gzY~?#b~x zDSPhOFG<-IDi6m&tePC0dgyys2Q)Oil0Y~31-pDdGD2Hk3+jTzBY(^l_Pq^+Ou*hX z2HI+7bMmdT2Aka7OKQ2DJ!lEl{rA9(st#hn|1R}IH}?$a2{BCOK#A-_xe6 zKOmehE~j@QmZ z8UpRCu%L77=J;i?M=e~!*uHpyO2YhJ-d66t1Ow|o5m6MK{id|zC-DPnDEl+_sXqe{ zwG{oWGmutq z3pK!1Ff#}$OSSsaHua|z+*de~;h9pd-|VkU28+Q0nX@mTD?mZ8<`9xy>^clOHm0~i zt^u;Rl}#)uDXHYUUb*z93AO^HyCWisB4|yrU-iEln7L3|=%bPsXNC55 zCMU5^6lV&V@T+S*l8>#wRO-`-#(8Pf)bO3POjkJd342{?ybim>M~ttJ&c`u$JFvYE z`&sW^E2v!cQP)S98ZW7-1TngppZXT01vO>4h=K{AroI1SIpZZRKV5md;CZVouz@X7 z+5wURShU!!+Pyhr<0K=lr4e!&>I{?5pXchQ&CEE@8A-6?h>-bTJCW>U+@z^MAS;%G z=fPv#b9p^8t%l(sY&x%dSlJ;Tdy4Xp=-8&A7}fqr9h6;Q%ejh(ti9p9t7a5zN*}Ve zs~D{Xs{LS~P;KJhmM&~RRhw<)#Q)p)=@vTZjP!YK{DqK$U?LKEWwrh5w{L5(nZn|? zPmuXxxJh=@xtB+VUUIqZkwRZ(l>xVc!%r;RY}__SXzzWtlX9-Nqu!4IrN%CL@&3sO zgB&&e=0@z8ln)+7|CT|RD4YRlHAqlu8P+F@3HS1F2@0CK6WGmo@IZ(N)7YEqcKWPU{RuX| z>6}vXE3Clr7X8t&c;ljFkwICNPRbqqDN}9p>``vEtVWtFf(e)xqW10CuOV{_*b^i| zM~NXjK{j0-z6o_MbE|8>+F@xWb6W+IZhI(;y{#7&;MA6MJ7%8ZI~o7}S#@0rEOtqx z9&DFXmtQ5Jx6bJ&2nmhyRhqiFUoo$}-i_1fcAD!9<|@>Fd*aq7_D~Jh zjj=4>U1p)LL=CL1UBD)1j~6->dxK32?-Xz;sDLusGRhHuaqdNB_TFL}`Bu`Lf^6!; z@Y>7QsgXUgW%S;RPa)TVzO!O+Hsbx^RX^8v(WL;j@&}#16pVtFWR}#!=Zk#O>D5$S zan$A259E69*1dDI+z``jzgayy#s0y?9P=fMK=wQ;pTB5*MFM0>y-rQ8sLJ=!$!N8g z82D;#V)Z786CHC&bh(|zaVI8fq&B5*@lm?h`s*WA`8=a*K~Gwamx=WLU*_`5hF|Sm zej@!!2~gAm@+bkX6B(dEsPu5JXn3t-ZV0N(FRv4B6uFNt6bh>feUo`e$_$7kszO?R zRNgCd(mre9s>-U~ROT5~jm2mL)N!Y4BX$Fx^beU!=IS`<-L;JV z)p09z-y+l6S5uMgEc*8{e*1@CkxyEr2?@%LGvQ1Lw)rL`TV2Q`{ghe{GP5PYqj%jhp*MiR z#NrjqPZHO&lYQgC&gTkBaG!C8+jW$-^;A4Q-c~Zjf8`M|@#B?4EV|Z2WzD%wo1C;% z$(yc|_Cg@80+O35>p_~1Tw&HReaDtYNv0ZDS(Wu&zud-B@^P6&nSF7bK1d_*6Qa2# zv?MI%FVLB8q8t24Fl5c!oH16WIW~-Iy3svxRHoB42->!?B9LP&8qSod$3jFQxT0J_{qdEZNuFR7_WI zFo~7oj4Z?YCChHBb?n&5?gRM7w zgX{Wlcnfyv9g9Kaqgi?xA&29R7w%~CH|A$zapPyvQv_?JW=z5jhy0?>C2!M;Q}v`! z3CVpfb}rl62n|Rk_3Qeeoj-Caj%D zpBi3SXDON)jh`S1{c*?NU4*Ko}sn^lbsvdlMiVbl~S= z5GEhF517|XGsm?v>t(WQj63so-+zXZee(ao%tEnD z0#}xqtivl{cYxp7^7Y7mRHa`F|3~4cqiP-S`=_&*X{|_OecpS;Moq`GR$Tm@MjhQ!}G$G3da)ldR9w`!(Bp<*ohgt!KA?iRg_-<>Gb71r>6W z9~#u_ne9r-kKKHF!_T3Ic%}AvuzQ00tj|Y}+#K%wTN*A^M4}Ay&!8_sbi?;qw#Oc~ zy(Mm!v`ZOeB^Yd|_;_UM+1@SjbFOY6cw1YWX{<6{MWMua`E69`1_I98x8`LY=T++O zJ9jkM8b}P!KIT=u!9rP*Z2)djAZxH}Z_V%p#~M+jtev-!{En%&RX=ja@BpO}K!I+k zuXGpA5XUMySVg2{A&vvFC^#+4HybTRt;)h5-v(@|uXQ@YYc7!8&9AQ+0*{SH+};42 zQGhw<;~K*Ah*mT5r?ctxT@7ZkUGdcd0+4Hj6PI<}hmJ?s%f7%#OXt?|);x~HOi`HD zgH(g(8XDsFTPBGm0snMZbzb#F{p}3g<GT*U6<^Lmb1T zvvJK(v$h9Gt`aN>$E?q-z+V(EBN&0?;iJlXgc{XCwRU^Y_z3>i;9_!~&asTi%X> zZ}4BWP(oNZ5!SkemNMOW6|WF9Uf|&AQkyPGU;~-c!TlRZ?x$P=n-DrYA^)CB+v1ePm#TZbt}rUCfz~a6oV3# zvzs*G%okZ@7{^HKVQ~dJDTWkD;~9!U<3~Gn!rB2h?c*XYwUFyAKoaJypQpk>p%q1e z9+uoCP?^jb0bVX364w^Ba2W)vDoL5#5MED?wl=%7HGE}#NqoGbyX~y5#{1TMPgRGC;6-3S-LS;{V(s5M`xe7e3e$`=>nL@Xd@lTs+2<|^ zJ7L~eHWgQ`|B+FtWGtr!DTc)i%W3e(q@0UO2-Idf8JbP8w@NBTzq7CSvv^X5O-7~) zU{uMd5N{n|^~J(nzQNBNs44(ad&xI7djgVIRn)b#v2f(ZT)UnSM-U1qi`L$!K0N;w zuF%Wf)7lBgnzcV0f?xvo`D#P?qYXQ;yYpo)-kPU#lcd1P2bZmwGr{+mBA>da`Mp-m zl*XPDOOKiAbx**3_){=_i`og=EG&P!{tnV4jJOdMSFj0dkt}frUX%#f`FFPa6Ny z@^dDQnOCIW%P1VT+q@J7FUOoQ2#iAK<&zEa*iKH#|H5e=2AuHjR_m9Ry18De)B|dl z9QZOiXp}z1`7s8+c1}1pN_2IiROE3B1f^D0w`41uWtI&*i{0U0iD(Yxm4f+4X@%LR z@nzpaAZtj4LTO*u+J}>OG+4O_J2m`vKL(lme^qtF^BY-I_5%LzZa!%B(qo&t7>bW>yGKaA6b|kZ`U{EWht+X^m&BbZ9yLqRe#5SXZ?=Zd01}Cqox1YPTkh( z>LXi<({r6>P1V~)srK&Fa!vvSUhmsOdUijye!%gKf zefm`=-_)fGTig;7kP;B4LkwRN$vNiiAqMX=JGBr8FcIph3{_OoE5OmXiBhZK;@62X z-lj;~8e_PJx1+a4VE#{J`4ricju0a0Xe*ZR;hdOY5=mU zTp$Yva!qRLzXqXmL#XN$KFJzZIs8&*7Y}~w=K6f*3&ipFf$D%bgu8`5zJXBvXXKkeS zP-2W@XJcoCV!1X(pdke>u=-6+%Q5u3Ofz3r0ko6ZSik$X78Wy{?i_ zk`uJR!vJ0-_fhZm?XFr2_Y}WJ(VKg#@}2Sj0$Nt#UWNOAKZbO*nB$RWkok zfRf~ByZ8IZZzC|01|fQ3(OctnO!8D^Ra>Z>o=EU{C0m!bv+-UlHA7z$#HPb!VjLw^ zOZ&L|_ZA(XusQEh>t~^!+Rq;uU+YgKx2^e}GWd6<_3C%I!ssjQdR~Y!%XiAqN4pg*?JpVdo|Tv`zoO(gtLZ>A}1qT-%)Q<@#Rxvyb}p zjTcv=6!$1tg!MWRTHvk~3meG4o(qZd48Hwj3eFIhfM+rR!+-1eBc5EdyM(W+v&TSw zoTqg>l;Lm$*^AfTN_qT5FT>&My3(F;>p3>N{!M8C}YC9@*?Do zD(qL743hPTW5+3fjcw^OWiEbF6r>_4TTc?Vb(t1|OoVX%BlQ{p_bE5u`E-Wy(To&# zkPejfA*iUMP*Fv{vFy?Js_z$1sXCKMMfTi$XHTAg_N1QP8mo>gQ;hx8t5T70HzlDJ ze*3=0xM#7CmonUeK%q{a2t(J1m-L#x@~j8b@bCs_ zP9KljSnjt;7pNS=aPkR_EA-Rf*eR3gml-r~+R}N7@`gA))m%KeLu*f(mhi}-&TJ0# zv%&RX>ous>h3u?s-jBc`xrl=~x5s%E`6=aw$!k++mx=j%)9=HLC{TaTPnpa|J*1*AJ6&e^L|PEqqqTuf!;1)#!`dzeq}PVbTI;qr0q2&BsbpB6t*7 zj>;%X;y!kvUxK$8eB*WO-Zt=fc@x!2*E`S8Ib$wzzt)lI7lnD3R9O`Ty5*XVSba(> zAF`nhdNSBMfc;)Rbz|MNZW{^BOq7YAzr`8mNLZ;_!G%fd zb7td|R+;EzyXxeAw7EW^VK-yz#Hc_&o zE8q|Ft>OL5y|9X8GnN~B1!Vd}7}*td`>@K6Z6Zyk82&+ROKFR9_Txh#zmamYlY^rR zRX~NB2C)iVfJ)EJ&u@gH%#a)Rt~%0oHfpcez4>dKD*qZh;P@`+Io0o%AGP0(vV=UP zGzm*_C1Zd*Rv;N^!=r*Ym&ezpEq_{SnFa0O*P~SW0@AMJGg$mGs~RS)=P^YuMLk;L zf-1A7;%9Uo$`6#&*~>y$l%^#O)8g%sKO<^$Uu2bP2 z#Ib9$R=|@?-AZLp{Nkp#Rxc`HEs-GQdu`v0m|~R)5hqOcl>sgF4-C=pmI9@uzS7lD zgP-xQkBJt#O}eN52i-1qn4^=!9|0@H26PQkMfA=b7aOQ;YEUO>b1Imi5(UA+LJe!^ z`h~93=S7$sX;IFGy=Sp#d}X1>8pk9VaMpjNbn?}BgtMeeb29{N*k@dIYw``=4#6kX9C#|6}le*&Z{DZf{BexPtN!rN-7gk&fnY{9|E{*G(j=<9xu z=uMC`jG&w`un)H-rjGx|2I>3O>wsebDs!e5rvoW~Hc(we07k+$Clsh)5^V`6s*RC+~^Ju?A27SRH=97V^Z^s5>#190Hr#9zl)N??f} zCU(RV7{E?bX%FfoH9qijE?0Gj-zQ%92}jJP0Z$#jiwrOox^h{?ft8nnnK{gde-@pp z%(LUf$w*xTfOv8*>NCDCqd{Fcw5YgKiGEvmu8aw%_%p6S7gF_?z9X%c3P6}fJepHR z79eYsIB(i8wSZbO?I$3WnK0fZ$=sdSk3wb*+np6d3tc5a;)8})9Il%BAGxAid`6hU z2_?R{Ffd(@YG@4z%^I#P$ z^(iTRgDfv=a&EUBh;aaJ798o2QqfUToUUi?wIgn)kC%Myub-`O&D!7o=let0DdI%! zR0v2Q2QmkdO$IeJCuLc&t@*ki#G9H&yfFsZ8os|%U6vk*qz9uJhNw-f?drR-g~dei z-+wsHrm#!!_`vSmAzz+#(yO_0*(5ndxB+AfW2A<0H3`D+A-$BFt5u8hMAyQ)0Fl(` zOS$ap@GXFJvY2JY%Z{VS6*Xx4kj7NzO2GL`cd_v;qK1$D%_UF#tpU1L&&y&blnVC$ zRi9yhF;MkmB%jaRrK<1C!g<=-P>?HQG$hVEI|r5{SCIa#Uhy_6(Ud-X@(0INA3rnW zo?=*#Yl?guYH{%WZIQ2gGUR%;!t!odSvyQ^fWmW?v#MLQkh=b_1)azR(mpG0nlDb* zB}?I0)%g!7?^`n4eHVeE#VeQLu@WcpLb`$GhPuWW?do(8mA;N~g2hO(5rq8z6AtIH64uvP_uZcu?wH>N z1dU#!I^L(M%8!TPYtxe za17k9&f=pAtL4)51+0ZChe7ox# zhI6=Ox0XD7UTyQ#h!qarK2K{BEyiiA+0SKo{(|y`E@UF9=ru0>KgcJA?&!RGR75oh4zk=DhHGuv zVE=HOJ3n#E9JiQcX*0@t4Ag02!|htOGy1O2%TI`T{k89_y`W2>qjOgbp^azaZG8W#obReewW`7^Y6avUm3tSy>351l9p!9#lA$2W@J!O%gZe;->`9)g(2 zgABVH6cxjxL)I=-7;3kf*a-}r8pgl>VB{+lFS8|0rOqL{@EY`zP}tu0|8qomiwc>A zdtjrX(oGJycEcH*#=7~FO#yfDe>;D+2uA?{Blh_fmG!eJAAkhZHBuQSA_-^b)G^jb zmZ`E6sFoV^oc4Sb0R+$aVuNB-9xL3X2E=H!`p3y~jahY0{NVyJX8{J*e7eLy$9DkT zu=NqSH3SFz!zr#}`R5HTo`mH`9$%%n+I!H(yX6 zds7gTE*$}feqsj>r0jwZIn=v|utd+g9yio8j50A8xMOhi)em{VqP{yPCEgBs5FC*A z+-Rb#$OE=?4Jw`4NHJnxA!mu$7iyZ@d^$7*QJX8A0Dk=o9w~ci)reSLH9tdZ#-CZQ zsRo4MN&k_J;G;gjl2Z;@>#^J-(Y>bwmw;k$3({Zz)(dsTJ1G$(J?cnh^RI$;Np$U< zQXHI>-d5$Gf|BAueu6*V*(%*dm~|5_Bg-cRR;jJ$+4=V9-U(M#Nxfi`X1)ILUFYJq z^vZ9dS3zQeX9R9hs&c+FMcJ+ z)yw}etL9*Q7dOy#sf0BJpvbTQ)1t9=UO6uBbP?P@i@#6m92j5bbg|tU$L}B*L(Z>? zVgI3xumVLNDy+40W^b~Ic?OG@s~^Jx11fXEB@sqH2Wmb$f=dx*;PI-6nZ)*cidLB` z>SLxwFmc3mnRsfz7mh8-K{qD!!#8qld3N8cnzhcpyIgJU{w+;Z8343ma06OGRyuE( z8h~9;j419pS>8C+J`R!dcv@U;lkd=1*-+O|lho)?>CN5N3u4d%#}ZCb{%$9YlHEMX z3)oECIw1rEPEvjEIyy7#Dbz*f7VonK6&! zC`pGg%lsyfQ1Si8bV0CEi{i07rjoz2W_jqMWh? zD*kCwRco|m@MTEhu&>0=IQZb4d21}INrYO>0+@t_{G}B*N-fMhy zc?K%UoBbFLiH1t_SZlADcvST7?kl^U>9e#WNlMQe{rRE^Rq_$NQO3a)5Ky66p5CE|6KSHsh0k0mV z1mZY+tK4P58S{ew@ZgB=0$R|5nHz*9J6Ye_+q(7uZ_zes%yMJlOV%e@coBah1F{V)ZKhh z_xuvJ``QL?$`9cCT!+Bu`t(oY@c)n5ALy))m)bV(Z(ahcr1Ox9*so%n4psL$nz-FB zlZ552L(E;EE$Cw~%vp6wMy*A%bk-YKs8Z8aV?7cSZSpm44R2-`@QP8O^sC}tufY5U z+RuolYCdD~gKG^g*oh3Tk)c?%)N_j$JZWxERMf zM(PT7zLZ~{MPL&zfq-o`vJYo3rD~Pdn$@X3DHj0`t@+#9jDc-=y^0r3&LRxO>2^^I zqPcOa<#sGtl%9E(ACBzzkK|Y(=akVNs^r(t#Tl|}x zsyl8M9AaIyV9P-U5>e$(2ut>q)9-WAC;UDN@L?Ih?UahuJE0ZI@Cq6S+}pM?{H46y zlZLcBV*{(@8$sh58Nn|a=bx{C$~68UDSykiNk5E3Jwu7{rYi+A@q09+mKUY(nXfAD z6PM_Xg80KcFCDh`m?mLiENIp@IF6rT{n@pNQ4mAa*uGB{7kXrP(+Kg09U#8cKEPR-FJY@Q0 z5n1V&#`cdS-+88#n$t~GHV#dmX`q*J` zg14&2-0;YDqcziw7a46DTtqHzt0td>?eb93?~`P}SN#J0Ki4ouq`^n4t|S@0f=4^P z-s>ZAj`;<`jub~cET?bF87Qs%fIXNiR0 zIz0C%zW!3`k9~`n=XLEHXHT^`BlQ(fVeb(#ZM{20M34oHKC?;(?6X!6dTq~x_YKc` z(_qe2o1yXamniUd1FE%vj_OThI$x@>)!iMSg-^s}KqkTRkARo48Knb+-L-}Ri4Hjlt8It3+ZeBk$wJ;tkN6k z`KVi#QC#mN^1ObnNWWiDu9#T&J!;`)za(--1P%EY^}e>Uu$b?cLpr53*%hP2te5gb z9{=tZ5T|^1;bN4>JA5(oQMl;KVTBwY!BhbPIRW>qmb5&%>6ZHCko+|Ioj?tce`d9H zN!XpByhPcs{Po4l};M#XZDg-kn38umJ~(9wSw@qV7a(|B?V_}xg+#Wx)! z>;7D;J>D7>-)3;gYB;PgnikYducb$I`jV{ zOE~>QqwsojxdS#D{)+S~o$X;kkpFA>EAiQuKbU!E-jE$q((E|5k${_f(oX6~*2oT~Uzm%Ri^e#@u>7@+ zBG2P@!YPccB@bwWsk}YptV{>C{Alz=NZ*QWA#vv)*uwfT=|tbPmdv$H1XS&UcAq^Mn0-nFvIO>CAA>slDo3V7an?Qc_x6Lt@WSTwh zCkXsEwvS)(7;)I~ROU`{e}4PVlLmX6m=#KjeKGG(`wt1eSP2Zbtct=?*VJ=lbI@nS zrYG}OUER>~VN)6G-$x#wx?0970ACgSuCc2!F49(mw@xs`3WKw;QiD4B4rHIABd=gB zAIm^yhr9aBLW`F_-Hm6!trNGW+{_sc^c8wA2AHXW0n{a|G3vv@K9?^a?yB>62Q5I= z|0KUYYa^V!Obx_ewV;=U6`p^8rT)Pjwj1EH`kX2UEsb5PiWoFt79K%=uof64}khY?pzM#jT|W=H4Y; zaW?cO47#ju!EG`pKi!_YS$vymvPu`S{`Qf6$2ZbiIVMF3i0o|OQ3e(D?2J}1j%j3a zg<-EgzCF$t-m}EOhKY_pS%$*i132n>eRPgFMzK-%P_HGqIEykpR{v{yjZMFsqa{l$&WP9m6CE!_*>0#j5E&BTzz0o z`(n*Be=X!k%CFPSPRC2tmNM%9cW|~Bs%*)>Iv?O}$I?V_%s*;<@uXRE02lZBb@=J0 z11!4yFxM^gt{{PQpE9I;H`JA#;$t2bXswdwk&9QIAz_b;4vtj?yNfh2d^jx1!M<)) zLiRpkq+H$U7%Kd_Se>uz{wi=fMeQnL06OMnpJHV?T;@1D1TRvNinQxF_L&@!IBhdJ zWkjwKWEb{sejpr3oe>?Ep6*Ssa!EKjXgGsq(UjBO34dS74$`wW!)|b!M)+4uH7Tup zisNQ=v(}yiA^e-)JMCb5qqKii^mGetFPN(sNF+&RaHX39i{g`r<+p~rnQF?c|5`S_ zLI82X`Rx)_kM!T;k|^EDQ$pU6we`p~)4NB$_dWXTa;ji=c=v>aU$LR#r||Pr04c1<;p_6p=ZobP@RlKfI-=17KtD-Iv8tHIcnYAgJ11~1T0?nEOe?cR^E~W7S(EP%+JF5joWc-V zu2P>$ePVi~3kJ$$U~vX!s3prMIZ>V0KTA7YnEsPoUZm+DR$@0VoPQ@&L?y}Z%fRvf zd9img;{eWr%+X@~nOZ2xWsiWE9974Rh1JtqgMuYYb9xzQ0NTRIZ17}vWr^PX6X$Jp+IA%=W(CLLZv{GK;_^q_A0~85r|rrpbQsLz=t~&{u`tp7rKJCYV=uCRRE`O zelgi4SF5=h1c(RV+1X`lGq40vBPp(H&YL_0F$`OXnI>4@ogir@p8NyE3(IZGZw$Sm z-(lZt422Q`O9%M!fpIpqmIr3as!5Q&NW_~zK|lvwEygKx(;jCsUFpXBMF>95J6zE9 zch7sQl7yn8Q;lG*Tn>LyjqqaUTgBZ!nYJ2XDimfp6wgah^)S@S_Rd~^aFecEcwiOJ zb~69TG$sK!c6c+S@@L*c_J!c*{SfJ7wyPPF`#wFB&@>l;n=F%{4@%2Ynp!qT>>T+g zzUi75SZs*o9!6W&XAL{wd*A{JY8i=h9q#FtNx*5iKh z^J{PB#%*~Nyg{K28XU{QY zbcl1Y#NDG`Hq+BIDO#Tg*;D%$Veh7U7X^WV!G2<&fki7tn~geJEGzE^Yk)Vadx_V2 z_97uh^FRt#r$pA2r5W;=1p9;2GFb;fZ`73%E-xp}i6Q(?(G2CKCXy*50#bYl8fGS& zH0xPzLe34uw^6V%evzWc*&ySq9-x{!gCJ24ig_ZR!v;z8cmj|A53hB}!>HAi=Bhdz zuWfCTrPoa<(b&d2i{6wPtpIb9&!@@#qasz_^@?wwKZhQ%Y@_{CME>$~2CkKWb>yKk zrVntBmfJZ6k~+k5pn~n&5$CK^T}9!-w@W+nuRg>as0|>VEq&MR0W5>~96(?!Qc)w_ z*!{q*X7uO_?;{8Xn1iux*1-RY_~d4LT+egj*K3UT`E86s>$7k*4Qp>DH_PketAHWJuLZ@n!gtg}|3;GSWjREfsNybm!F!DTXd^~f$V8Z{&k50t4= zVX%Tk{ef5Cs9)mAFZ)&3*_3VS?SFawG>*4WNdIMDJ%5p-ztKW%&y6@?>+Y~U@g6xm zu3Lj6FZtB+^*)+X>S|o}MCIZ<0#x3BIxt&f@o6_j+KhKZr9i^|QtKai>1oGjFX(?b zj{O6?8sNh}(Jr2Ptp<{=eR*JS2Ux>p|I@+E&qV9GP`JMbM5K11r?c#|Qf`SNdEArR0! zIGv{DMQ%&|gV1ZB+zm2{1-YZf>w4FJ4IE!(-pq5cSgfdhF)2VzTNKW`i)YzYlol89 zX$3z{e648YI}a+a$_^3Z=#L+;MRlvvlz zC=&zEgLwN*ruS4FdQkR%^xX_nr@1|iMUMDGq{9{;FZNt6AN@^?NT}NEDjTjCk<0$fAn}V#&EV=EbaD}1;Impj?$N~iJ&P+3kELbLSGN`yn zb^R6&hEAX_S+8np^S>i6U}X`T_Zn{}&@)lH#topd&DaJuB2&YzfF^WD`r!rJ*j z`-_eqjTrhZ5--B{UHCm5Z2tWCwU1=fvwM@O?#9tJW_3&>9wkc28=ZCe3xZp5S1ps+ zCEcDC!CD{AR}Ca)m*a@gu=S4I7jS^l(=gq9Xdkx*>#R25E~MT0Sta|GH74KnP9bgL z`HcF1Wbx@&wLM0<<}K$W=MIwI{&s((|C++O+VJJ4OQKyhlT!NJmqQ(%ODLsLWs~I7 zHiKt3j=Wr7=0Fz!2m->riM39k^&*V41YF8SB|>$H`1>P3i8uii#im`KoyeFC*+dS< z#5p$eh9gFrBk8*1ss8>yNhBjPWV>YVl`hxj zTG!sA>`PW5ge$VgHLnQQzSrI}BV|iAg@)}KWyi(+{NCTk?|&ZdeLL^-I_EisyBjj5 z=sF-GG~X|OJD2Tx3%(eXqMTOe?RpPo#`rN;3VY0Dx^ul3m)k#m?BH>@uFI__F`H-Sas4CK!gS>?N>cm!- z6AL1btVW<0J=v2NFQ10jwJw+BCn>BH+oe@>d;a>qRoHPAT2^7}d^$7u5W{#|D_Pj) z=vHjE&VNLAcf`=a#ujs|>h^c+ZaK88hi87A_p6DLwJONnm?NW;9jp^G=+Aoi{HqMF z5b*^{Wq2~4lV(HuoI1bo+`Ew5A0&RSkoB#P#7k3~Fj-!Xhq>id8DcTCPDqR8Y z47pUT(($>4jgpj7lpAJLf2dejuqDH0=v?0RO6MH4u;XZ88(ZKJFw={kERpS_<9j~U z73pOXUuA_pmBhQy+k|H`C~+Eg{*ZPdj8!Ny6(d+U?ne;dn?V$Ldwea}>8Oc7CX!w6 z$%fjS{Fv(yP0K|i;B7bBS^KK@+UEP+zy{^yLS;ck%+E{I-J! z^Mdx#=&(IElsM|KGwr*4xg4v20)d*ickAM|lp~tdn!2`*qI&KRkBVT-9f5`Mg#GRe*`-#ElIm{JyUo0pXkGiqRZ)!gPM+5Dm z4d<&dp+42PMa{r_4~af!-;Q>>MscF+djfXTs6#i(r%-I9a*A;k>oe5obBJTaGa0Cbm%9>Zh`|eZvf2=BBc(*n+ z_w|!}FJ@kfV+?{}4ox9eADvD=@=lTTB=>c4ld>ag2z6%5$k%T@{b&k8KL}B?;JVEf z1v2&Z`NSD2j1E|v^??#W>LL-EW=VDxkx(z)#d1+uC1TR2sc;_`OYUUXbuq{D=x@sD z{`hc5N8EmwRzBr#MD=Xk!R|mi+Kw+OS2j+iN@WW4Vqo{Iz(cegiC=lGr5_!qIr+i1`em%Vu-T+^5|i!lng0ej-33IG0%(w9WOybMVHTsWPkn8Hb12-jaS{dEK|VBl^SETSJ+7g3mWMKTc=tZ9rg} zL`FW26{(zgU?=ZdhL4$RIlYVmW`EcArLE8Uz9~bHvRUCna8=JJ)5@X>Z_{2_xF_CIxO?B1 z6=8ZntcDF!lEG{f>cEN$?N;76(3Z9dm8`#V3&b0!)8q)f@|!eZU1tTq==P#5EJ>#{ zl`XZl1X9q5>fYaTL_QrqtZ@Eq(pi6kdlus%E@opvwyL$dgBU@4p04`*ht)kV56V|* zgF+6PoHZGU;O$cGXhx6|S?yjUY7fXCqz{+tPWjCgahmD|zIKUqk!9q_`w#|bc(geG zurxN5WtmX0SV&Wu(V5H|C?NGq7v(Vq-?d3_2k!+7t?v~xvU%35cp0+GrI%5wLoJSN z)`2Cq=VKvdF)|BFMoMQ$E?5e<<`${csNm+ah&%2UFqfq1k#LUH2=#iYxF6>QHT-M7K+rNRcy-q_W*=rQa)`vfKg2_ z22(-WS1~ZLP0F~=R!j-t5XO~=ewyoF)i29-bLMg_O|aQeY=1v`?_Rc-JrW!d-u5&^ z;DG(%Nc3d{_pGI>xq<7s*Eu=S#S`v&35*D?r(l6u_;Sst)k=c$D8d`ur82F|`T(1d2jPl7TzFaEO5 zemSgFtNWlqunD=}oJ!g`k8q1mt>ZSo9#Req)t|WitGa+U{!TtZlHeII`24`&dHi&` zbe6QN`WRpEb!h9j@Gm1?bz(w0$AK|#@C#X$Q$WvRG!AFP7V>@kEuiEP91*TrGqACt zRdqFOc9y_k#Aog)3i5`PIY2jf#)q*a1h&_QS-0#5jY9oz&|5gkSa}}i%+I`Qim)X? z!;DH*N6HLyn0-c61@xJHmi*iCi? zLHC>~{XHh`UQZy#kCj9!B@S6bt(Gdn-cr$zD_YFn!FF)Ncgy{B{McwK5%ODGgy{*t z3^Y~gOvF+^>atH~`>SjZPKN2vve@;VP)C!4PF)pG0aS5W&mMe8H^|A3T{E`@$MgG} zC-5L$$@Ko&%B4YQJb*w@z;JwjiCeuyA6=M-5X%YfshF;jrJcQtG6#(+sf4M#TRwgkl zTE9Y5Z|~?qiqR1C>=yZld*Mo$kQTq)as&9>gD8O#VjZV_e1SSH4Q|2K{^%?symxSt zqpBF@a38=5nO&{U(yWN_QAyEfXSQ$7&S$Gd=%9q zvA9^VQpa9BqifluvdS>Xr>T=?nQXT!C*R3w@0fY^4?9A&HYCeP5Jx*O#J)*+IIji_ zx6v6n3_C|B_Ir~YM(^gsoI#N;;P(JTiz5^WC$v-xE3BVPEujW? z$>@TeSSl~69xVcSU5fqftEsgKi5~>bv7t@$mwfSAWaqo%(!_ourAhZ3w%^|gW!J@` zr#Vml8h$xa>Z*Bhdy;e*jrIWSGRM0{%K;f9$L8znsb#f;a=OI<3`l50CB@o8Pah;H zoTf)~R*;z7g^+mD7sqa5x-uPL-JZ|c)zaxdqRMCk|G`!ch3#dU zm)s+O?0R|rZOZ22W4|m~X`E`Hl@*;qzgQU3_tWx~=uPmya7fFq^R0!^uXCC9X%AK_~()frYZjNSAge zTL53!zOmYoneUqq?g&at?p z=e7Faoz&uXqWg7^wD{aIcgZjaJzxr^LZHZw8F%}hxI3GUYG#)eS>c#EKK8v#uc$#a zm6&0zH!~`%ewuLb%{?QcQ^mgyw=hc)GY-VgFVz)?4Iw_CAK^&5x?ffL`&)RN8N*2D z$|4HO*}^U;{dc;a2HACtRlN~)d8`q7}W>wmR zQIr5-o;Pw_ChBgC!9c3$nalN?v;S%68AzvgO+Ww7iN)|;%*M^qLb%%9<3dv06Cssh9`qvKe9@MR%VZuWHN*6+l; z@bcbpzlj4Oq0C1|cjt4nQCcz?P-|nhm*VL(+2j1J6sqC`Ow!@~1g8{maOvUb?-4_! zWX$w`L`j!Vub$pn%J>6`Kweq9J&NAdB}hpp|6<{z^4W!BPr1Z@&` zPU`7#!$r}r0#_sxD~}mXW){_&n&;;hY7MM)wo{F-jpm75DcDNYa17MZmK8f1RH?G4fT|T=a#>;nJt;@bi!89cScEC zJ-QhSHGLGbdR*Nv3$@p+QT=UO2;sV7_Ri3JB5)@`pI$dw-KbjvlC5~pCy8@GZ~?~g zIPK_n*l;bl+988^BdS{Zmbqp@xem?W$;mux8_4mSSLVuS3=!??UpwLXD=lf?nl+xi zSRqSe9KIENnlbUyYnqQYJ~2$OTRM6p+5qwihPFT-y{yX%t~`HG(ExWvoqMOd{s>$yRtU}(&cs>lgMCtBr=Y# zjAAtcLSxfyLW79TZ}KJ zSvDNmQm$Ue48$1~-HW>0et`@yY8?N8Y&jfW3jLm;HP!>eJ0=l?#I zvn3i$-EE@G1!ycM_i=aup`TCh%XPeQr|dTqy2sRg&cr$Ac#Ys#ffq9XKm5OH$Aw2E zn59stOQ0lCyU@PhsrfI9OGAYGnTXyWT2Tk&lHoD7~QJ078V7l zvRdnEKEEeHyG8ao%EOvO_yM~-y#YWq!y{jC2ZD!K*CSBF#G;z{ZZ z{Sg|#q=C)QVAGvytC(Z5PJUC?)$w#Udau0C zpynr9E{Fq3pgCeJy>1)IiR>Ku z+wtVDiOvd{?LFqz#g_wt57LG!Q+w>-*>9R3*uFgd%^9GwLPK4<#&fvG;z66s{A8?V z+_g8$d0beckBAX`6W&heDZ}odg}n+*_WDFrey6FdsWe0vUAtj=3bd471=o`K>c^k? z;WAY5^s_ZfkUN#ng2?8^@HE@zmzg(xt$IB905q>;*Bq?{`Mnzo)b3jArcl)F-V;pu zD8SIJoO!vu1gCW*sfZ}gG9r8}&g=TCVqwkkbjQ)^l-vI$Zzkc)clbk@KZ$ATyHE}e zdo5wJlVK25i7>--&Ebq)A1`vx88O+eH&F66(2S(6;930rqbAz%JJb}tZFIOt$l~j( zL$P79Y7}Q&OIqc!SUV*c`6 zbr$gVJf6HjSGG@G>BJKs<>+0vEN&9&&lP7@jF?L(w?|vuZ?;!2!_mqafmak!wJep- z7_!DH9t+uMRi=E4k!Z-ZY9vd4K?bIQar~6mBRXQq?kmQ?#y7X;*E({6jAKo=%#p

2&8f$>5J`OIY|Mx)IfS)^=e@uIm}w9 zO<&!4^gE5!40KP-gnpwwPp*p>-;J>trd1vUY}F^Xf7?3dcxJa{zB(e<_T56Bhg_cW zES+C@dc(F}8J}lvXk#R(LKm(F!C0z@ib1je7eq> z0?h^%oh(7SdB!=V4zn_VM5$pkutzKAoaxV$CNQFv>~faxhq`n;nA1=N1#3QN@Ycpm zr#5F6DC(Hi>~#0l&^$>;ag}b+z7X>{n^zT@pkm^YKj5)&@;57X;dS~TqUG3Yywqh zEhq0nSxR=jf@`ii3!(t;^>HnErsri~D$Dbd%j1XR?yVWIyf5RTaiTM3y}iG_lQMb3 z7JT?q!x!_?%s)G?D82MRvc$l|%*2l~5^~M?vi(CWeU7kE!ej1z+Y4=des>n|+h4{~=(h%$l1D_e!t~Cd=Abya9(|F3o}M=AN%HO)3dIV^ z;@?n-Kw{T=l`DFwh47)v-zyR9B?K|r@~#wxL2siQg)HQPN2#9zVNj``1ymx-KSB}n z=i^n66_I;5>i~viO=J5JlS$IYy>u<^!rE*sx9L=5ljSZwonWNL$V1}?j}aqt!69A! zEV_{rkQwpe#Zu9ysnSI9s#p(pwsYK1N4%*(zdF`Zbcz9SYE4b9AG;AJ={Fd8X~OG@ zI96oUH7<0jlEoEfZ>?D=^{C!Lc~6N=CBj;2If6}#7UL5Zc;5Eh6qR?nx8g#LRhnfl z0cqHN^GqM|W^St^x$ez5w<2bib67571Hh*CD6H6U_3&Sg4{mviTz2NL`1c@ZcqOe- zvVDN?-Rd8$ahOi*zEgcJ_P_&%c?-- zxumtn=TK7#3kqa}MS^rsyFSGDQ#J?vP1H{p^+6n-zjbt?Ilk+>tU3W?7Q>q$p6;i> zH_#)YM#x`;0W6w1lMAuBLGj^=((2<;P&{1Nyrj(BpX6I3{#;6lL5XKrK``x)fhJ89 zT#*9*#sIl=yvq{m>(b7KUk9f6l1M)J6KN~3Q@RuWN3*=41PuxM%>lJ)+4ePJ3572W zteML4M&1)zrR2OvyKx&c|63rNMc45!?Os++n{A<)bG+&ODHJPdN)Y!jYF~TJq0Ckp%pd&zm!qn%V3l z!6O1pJL?Jy&?gqBD2P1_Yoa^_BWcu5Dw{2Hk5krJ<> z-;>hr&U>%JF4l-)HxbAC5AQEp%`y}WY{Ft%NrT41aSe+>kQa$tF0^LG>*pPFH__;Tmc;&t4Bt@le4$`1-w>cacMz^HnEYBFI z3V8m*O|faB;&YfX^Y4?2$*vM78U<@IO=D85UyGn1M9KO1;Vk}Zg8asg|L{ofLd$cs z0GkN>QqITJ=KtNOhHiV=PvL`NN5t|anco_t?o_v3sXOKi=op2V z+p_5}>6R}^#3q^>%sHg1-$7ZyD?L}aaV7gkUtK5~^r%cUVw?Jz!^};t3$uL;WHx{>|qUEYv9E@C( z%QW#2Btg+x&UO{LLr|RHm+-KF{O`MhBK~t z=Vwx0Xxfy`3Mu^}X~O+So_9 zo>2w(V`-lT>mla$7X*UD3@Z4`jFbK4G)StlI%kqD|HE_Z>rq(moMdaS_$H?7cgCcn z8&AS7U~W>o1Es^2p8%*e>_JA!BqMwQ)i_isZWQ~qNnO$+$2h`FkGsAICUIyA*y+7P zdl-qRSxnvg*#U&2-x7#YWt`A)Gf7V`A$;34IoHvFHEjd{y?%8O2=V|qOP*nS>BX9U zPy!1sJq7q{!YFRnI%! z0~_^W!3M6n^`^zAKW1fE^K?lBc==kX(v1Y7Uim{)xeZVMlrxdO``rGlZwB}G;Oy~U znyW#K7VO4n=iKk+2~~KVi60Bx#?#tqZk5(0wloZ zOOvc%`7eEFFR%Y%My2SD4)n0utPfNhvlzPbN{4sxjs*r@V|pM;R~et zYs~cnW`viCdv0X!qn9S4rBH)HInm(!dRo3}*Y)yjaVwa1~EqG<83Qq&=2xlwbDNCqXXYlz5HT%`fCFDKRWsN}$jhCRD00Ifx`cmd7@F+69r~JN z{1a!-iPVe(Z(gZ@?~}P0HzKhQpdNuQLJ7h~>6&!U{MB2B1uJ82UwoW4Av(saj1zxH zh*}(7k>_=`MXC8%Dp9?fPX3rFCHy&({u@zPzy60PvR8B8S=6Qsp{mR?x&k}=P$PU3 zSKNxs{e~qWDab24jC;6O@KIfiW4XH4=_&=A-0gpOa;NqGywU}gC698QD)4RYm0w+v zJW7@i4Z8P9uAMYK@|#<;%r$-0##^_zGHM1ArK7%hjoIT`$XYA_gY#7QQ|unLYJEf9JHwy9kc{XmJ|D)gfqW% zRoMv^!?m+y#1Gj`tZ%E0Sla4e_G)W(|WRC9Nm zeJ)pwqn#C1MJ~nRdJNfZJ^o@Oe~TXw;hQvaEwco_!3;a(%7czAT+y2y6N39gRr}s) zYfB|dWhNeYQD&bFiS29JS{Ozo|4O}r1Iy9IXBHc4s5F=A-etF&+^XtqGKcysu$Mvg zYHL0gC%ygk9MeHVR@a@J2ff=b4UF_MNy`%aV%c{vnS<7#qtqmMH}JTQ-s{350@kn* z=usJD0NyxIt+M^-2loXf`(69X1-h0cjYW!m!V~p3X(pDcKK8PMV*hsXwwE7i94r`4 zVQR$E%Kc20l4-20N}LziJ!NoteLsTzLu|zW18H4ALVs-p#6*Yi4WD_A&K2%HhZKZ685>pO?s24mP2WYUR-_dA5?%4}kc zzkX+m!ff|#vWhefrI9j#o)#;*3ogkI`Z{AEVZrhRsS5e(|u_r zbB{wq?&W9Iefg|c9X(g74Y)tpfbgFRU{#RjX;I)g{(E#e@Oc15$EWxCO}e_!kP$l* zlfw5ifKWvnuO&HoouXB+nqredV*h#~fqUAIswObR?LWLaV^yz)8&<@(m2uD!UI{QO zl@AUI+OYWj6K++;%IW=T9kOGZ3yye*xofyg@mQ$d1A@6DLzRcHkuU6WPfyM0?!I-t zp*a1xfjnvlfG?-QHtgmHAKaMdk^e_$Dl3|A(3Nh{%IjgEkepD-5%M^p1I zkKHK6#%%W;Fo}+7!U1{5-AwwbOH3|03< z2lykuG87$+P&Ji)Qb*9gk$#Kdt?K*1hW^x?XR?D*<|3%A)7lhtImL_mkWDbgr$p?I zU(qRihU@#oa6|#8YC7DrDG?Z$7v!EdfcR|Y7%}#f8|>_Xmu?!V__0x9d8czim@D~V zD>qMj4%mC)_jH`A?YH#42fFI-O7=E+_1OZ)=9hIoHZkfHsRCvZuWy@vK8z*Q-h^mW9HBkaXSG#H+J5pMI1# zgZ1LSt<=2?Z6bW@T&?U|igVUqdFA#ow{R0Yast$K$C@DL(*=$&mUm4Aj&@CyU(EnR zI2S9XTFOnXhH|LfNu`O~oY07l{7*$cyB{&hsI#|@B~;c%!S;wLeNjaWc=3xAMn}Hy zM?J{>Azm}diS^TJ?UDA(yP7vSsnFhfLgP zwq8Ktj6j#h_UN};T+PxFwZ_`cLd5X@Z1nKSDw1rtvtW&i+dOK~tHCPqvvqIOrQ$#4 zyr`h^G=awoLE#D@=n%i7BabG&#ol79TsfJC%Em0kHg4ImUem^uG)o>>Y4h?X49&?$ zxY0HYkD64dK9OMIRatb6z4fUz3;)vb@%)cFRLzGDmcRERkpx#1>}r6-Kbcf!c{4fm z)y)l6?ig+%i7qfP00Ife&mpa#(o8#*u4So7=HTv`mYUV){8vCgS3Ea&_DlG7ml9j6 z@0A~=Ct0(BFiekdR@`)IbJLu$t=b}Pt2_Wc?56T7PL%!Zx|4R3^jB+VI=%e!XjerG zB{J1xybYR3lh8gBq`3#@lDz7>wKVOp@kc&jXC+#=D`QX`8FSXhA#LV;iH8DCZ($PN z(=sHaPpwG;HujXyThu|TVrE96l8u5l^gbJyCYzpasW*WR2(d%E7M$wj!LDpgj%d4{ zON6ZZ*HV)4O@A7li~FvI9O=E)O4@iUT;;T=RXm;Lx( z*it>U5d6t@k?~jjz~7MK&&K}r9BM&esk3mZ1Ra)4T^D-a$M)l?>oeTtR}3s3Yd1Q? zt+}K{q6dXCqcpj7L z{!2Zc<~?{v==6pBdR6NY7`EtUWYT2v zJyh%~kf1V8cnk(ZCtFii2dZ4te+mrq(T!ih!8!2cAK;+D3IzHPdH#Uy=M0+3TF6JN z0M34wp+8=!JvYMI_xp{U`2zwSvqn0$)ntfcTILuxTuQD9ScL7&75$}_V>f9izSO*t z4|*FT1|2`6S(kK*jhr@ZeUZdRZKA(^FggEwZCG)>#V8*^PTz_FI?BLvSEog?V-s8< z%!i|giWWZSew7IlP-7Ak82t-5yi{R%e~wgsTe%T-5G{vUD!3n*P146Bk5+^w0dWZc z<&yWDJ)4G9d9DcM4!ZS*1$nyyO>x5@R(h+<`SP+|?t(pkN4y`D?n`$F_m?jJGtBK^ zv?K>E{29~D?Bx=(S@jv-J$kj(z!e%WSCjwyR-t!V<@f*cIahK4m*@qwe4<}ln&8Jn{Jz%I`u*Y`c=mC^5xG&!kOdXy9Nd@I9sOyUEpdjA;I#LN|{rAGvZ7T-3&^(S!h>Z;^FV#ncJXEl+eYkppv@m zhzL21I`QA7r6zQePcNry$%nh&gjfye>&xk1h};5vZD0ckHauhFO@ILtv1|5-3%Fg^=?DYt-WkEyv`0n#&58S+MO`XWfWtfT$Ypz8b*&76_VLLKuokx(9B z^nLj+)6Q&j5~y1x>+#D=W+}ta4?V%OP)mN3d-@R?NR3Vx?^SoHaB6(qtX14rXoWmi z{If+|iJcYasm?$ihaA}`JiL^D#R*S0v$H6?XF&aW*qF!fSTb$o{-+?D<1$=WL5hni z%HO%pYVRQ)57K#SXDIsN?yIE^bL&mThqqJTdUFZW)EehLfzyf>uCJ3~u5W`o3;9un z4@7t*hu6jQ0)ADHR8{$Jz1Z`MlmH)#Z7kl zwL!r8Bp*dRyoDKMRp%F)D1G`_SfEN=GV9SmMBufnJixT;Z&Vo)p852l_968#bHKv8 zp<6R72h_kg>%P|B+LPyZ-GQudq54X0;qE6_-GR%W2P2qhTXB{=@>8#rhIV$hQ9nWBls@M7JS)# zb!vK^-7I6*Vu}(E6`&xn3K=pxq^1@dc{Jxv0*XLcR*%x4VkvkU4e#auj5IZ>yi;Di zQNfhGI0XL*v)#d3FTW+>XK~|`@5c4pwomzq!*;Qi&bG zRm6B|9-v9=aiR;gokGd{g{II)@y=;NA3terb>_1Eq3=0!nR;(p!-mH9<11kNu-mD= zHacq$$Pesn+rWzO`*&&{8Fn=%3VshK$QCjER9lB|nI-8DpWy%S>NhpCrveWrmoRCM zU+-XcY|mY%q|HBM7gayx-*teMWF@LiI3#Uk8y^_@Kc2{Wji~FZysp)O6H0%$D?*H& zpO&r;f%K}rh)BdUPT7wWB&P=!%=)#S(a16vJ~!RsAE1#L4eE+I(ZfH+NEHfWb)L9K zcm9V*aA4J@$kmpr%q2ThV<3NhYD9MWb&zU?q#vK#su&cluuM^}5CFxLqeP`eepk6v zR8%)q#aV6aIoIFF0<5bno@%<8FZJ|zKsLVaim>q6w)%@}C$8Z-Ebwb2-PyNDQ9bu(Y(UJhy=_Uc}}Yv=ARKn$35 zM+Ddlz*Ue@{`gR<@NHk@Wc3&B!qEtdSo_Zoe=ckKHHV>hW}cP5GaMG(f~?jkp_G0~i<5_oxwJ*jH(~or5uR}YAKYn(|`>h(rLt@eG3f=#j$!cGnpXT``ZXQ&5 zPyg`VdJH@pA#d8TOY`ef0;#5=ep8>1URp&-b~4I;bhMR9>zejyEAOz|qc_65?7~Ak zKawX1KtLC^%;C_^&QLNES?4=#`!BdHR+Uh<=_$Jlk<$9>52Qn^Ew^2Q))_yTtTn{Z zp7y;foxRuo3>+egB-?7q2!VlE4<-qwr;L_+_;N9gBEMUHjkt~1)WU~X9X8nA&el?X zPAl~8gk3yY@`49(eJ*z%d_ks88pcRME+sGDB^r2#?eK-A%^IYP#6Ps)L*=z)aNQ`v zk^@^?eKgpmzW-Gwq`6M9%h#(SD)}T5zukwfBh!OWSGd}M*M^j%m)n;3k)Co=sY(IO z`tq(;n9&b6zEi#((z+%eX9^qB-4-jYU*cLftS|NTk8|vNIgIBf&HE$8 zrLl)H|I?BmWGE+&#WgL>)&e@Y)nANh&G!_(zwYpGAdPG49-qNI1s|Z)meQ#`k&IK% zD0OfX(6kQW3r|m!jY#50xN4H%HWjmD4B|lLyE~ca^5U=MzVKHl(RHI8Y!Nls`RBl_ z@{6|fd0_!{fhd|%0#uf))gk-r6q~r<^qZBNa93_Clr^>~i=SCfqZy_ncNj5)QD-aX z`|zocT|7U{_Yb`3;CwMGdQpNN%tS(Rm9nHA630UIH)LA={2P5mz@QoIL8yQ__X+*i zL#g4l={I9z2o8bu+lQv8bHE#8OI~;h)XA*xjTp^e^ zdvtcJp!qM*XibG;I0$%lRlrvNLXvH2jmB(g`ke4d7(4B?<#MCUon3zf^~g6r=}#5@ zo9Dd7r42)Gn0!_~YIV2!O~9!hxjdMhJ_<5dvv#$P^a!GHecQt- zLQ_9t+7H(h*hk6irF7TKafiEosMVZH!M4vX``GV9Ki8t`cP2%~@yTDZDT2Z63LIvR zzY>(vO^-Yw1rtD%WaJd85_RfkeJ0C zGD(h2nwJ)2ym#?_+0PG9^IAee^KkYs)=}n#G0t9ptiArF`F8nWDsPdRL04@#*g?MW z@o-dBKP@!a*8D#_JB5-@!D-^(I1U$NF*pO{F?Nj0XHDTEp^}`kbKyPE7J~Rbvra_2F6RxaR<}%=UL_(#H63c~JC!cw&=mXU;W)(z8fZ zY(uPjag<>9uZ=9?NKIJ7W`D&2D`7KHA=|%Jwe`TF9&WJ&>j#UKj|d$oeJ}6r zEU~g1zO2q#i;x1)WizJ&!#pXi4^l~>IH?m{sIW_;x!JAx>URvaI^RCig zzLg4_tcKw8F84w0DfZCubCERuIkb75%jOysaijN_ zxWvvZLVe|q?x?(>{2TM~d+sx5pCVo=1N(sLjy-<`!WBs03oZHd+7QVob~>4wc4}X5BAM&Rm*NU4gy(`C(;&5D^vi<;^T< zbG2BdXblvnfZUov)Fv;_>%nleYYQ^FjZ>c@n7PkrlezYt>?~%U*ahxnyz~mo7^1lf zo2cdea0Na14=)~Tq;xq?dcH5298YUZBE;`rs}G-Dj?i3KNsr? z#FyJHt@Wj3wpDEN!G6|eoIQr~M_J$12;+i4)WfZYk)9rGsd1l3!5l$6JjJNoBAR`K zYCkT*jgcXubK7wJ0`O{NrRRdjs_!@x$v;`xb43?D;ZTCX48u{S${al@dtLRPWPtnY z!Cck?coiu1Mme?=|F5;~>I}4&U0qQfC8bq}&*S1QAON&1oBc_T?y0B!5)XKg7tN98 zbL=xMmtnNvKL`Q;a?_Uf>lbT%7|w+x07|)!A<~emwik*M$`T)Fr?5$%8K_WtE6SIO zc<~ej_``d;(*;DaB0!x%5cmkT_f2L#!dk%Ka0(&dmtEyS^2i9}f$}h}O-4bMEjCAq z`blx%{$H^V&~sKH=Gek*6Eg;GP;shm@}n^EiX6+TM=X$LMDOo%EWuAHy@ zX{2AE(Uq>WZB31KP1B|>i4XXlT8$MhA2Ey0%y(Yj0M!}7%)p#XH@Jl>nO3+>ACI4E z0tH@@QT)N+%4VEu5TpEioKNco)Y!@<6_p)QJI)}WP>#+SkT_9{R&3ujmduB1;xjyuZ zaUyaHa(r?V+&70^sBkowe;#xEJ_>{knk z=PLSx^3PZ;4cfV!5{G<-YU9lAD`Ig`n@b>(n<`tJMRAlZ%KukJ_=5UIXXgjLE?g?LMB zO$}%4pD(daFgmi=rRSZ(J;{HyA}bd)4=+ssPpiuF=at#?StW);@I6tVTiacjsKgd+zdtrV|a*B?(Zj;+V))pMJYGA&Pl0v=NKVb6%` z?n28t4dn)vp@Av zRc>o=S)AC>no+(1I7<}z1uaGM&?P_s0dvZkzpUAy_WeMe&QDN_gJ2iaEnLkb$3M4D zU6);_z-iC>Eev+PA;sM>IffR)pG`}<`QIN`JXq?lec&rkek_zbyf0XmRFUl#>s0$h z1wXnp@CO?wHVyXk0T-mBQ4uqMuS^~PtCa}eo|55x<9mY5ziX4!9zCT0@{KrwE27?S z)2TP`goR5GI0v?ZdMHihDy!@OY)VvUt~_Z=_Zm|_Kfc16JD zo}39#wu6^DcjpiVUC+4Tl>4H>T;Se z=Arn~x~<%o=y->8Q)VI~6azJ$0b!a)MMZZIXCo~3p6lYzdV_Hv8O0t@O29T*PcPD& z*q9G#}tc~Ol|bpdw27d_CxHkm+tJGkqsYq zjCeC&TSqtfn6Xn-6oaWe)Efe(-rOg;Vb37PbLXemOANx4(>XLCqAO%SprcfG2Qjk| zXaMp#f3cQ5-`tbt<{D}-!8-VU`z_Pm%b^~jgw;zZ>jw6G0bQEy@`YTBeh@rzh?_h- zeemY~@A{T5H`jE5EFU4i!R>UjY1l7wC%`;FheIX=hs~HQtUbNdq`jTgS)s4zoUPOe zgtux0oL`?o6;7tWD}2XN9oT9&7pd=(nYh5+o#?sOqX zb@<-D;{xLEA%5KTJoo2f0^bjIa1Ym$i;1mQ9Fjb^U$&Ey19R=giO;MHtOW9fX1e(zc6#>^D$@DxYuVnluf4uB@Gym;-zl#4et{N|5u z`ppUOn#Q?9xj)Yi?E$8-k1JaU=Dh56jYnrQMIu?1c+4-L1Y=|4ryRK2p5=9wV}pAk zq#Ku7sRXchgh?vEZa1%{u@SmaEg*mh|J!Y{m!bo;O|!VIdr^B>t^@PStB8E#Q>A)G z@`F``rEAH{^NE!nWrbht?O?#0_$OCE^M!!T!m)dC*33p8%FiBYL~SHWdwL%od%LFx z;bZxiHPR#DnBDVn-67G$(6HAtxwq+zQmLu^clEbL)9?LHr=1v+6FS>H7PqF~QVoxN zDbP^r59All*f-E6vljT7@74OIMg1-M{ypiWFrFJCgVC;Pv7(Gmw!AtJL5f8a7;(Y~ zrI};*>j7T-iogD$h>4V9_te1izZ(RN*1AM^54a}v#NtDdLVn4AC*XMRwL?Az1Ohwg zjGG`+Qztin?Iz;IQo~leWNmzXuF6nfD*_4Ep1<6f$&Ksu4+k3+hVNQY)eBpRfk8f4 zfgf6i^oc=zo65W-J~x2l_qK;b@`+L2w?G(5Z2Wtb+k@D=xD{MbG~^$>5ei^8eh%iN zI~geb(2&N4B+2s`YEaAYFm^31RHXq-k8?PKNi@MlhPsZP$qY#pI=G*oQZO?sBu{%7 z=kl$@d-d*BlkdUJCl`Am=oZc(3y{rcRxFn@9q&IV6uh-%*BnK9$am4cL8&yb#?f8z zC};LSSf2$dUTfI|+U33yD!3zf4Q^)-#6EfzP)o2 z{I0L}N8h&){U>hIl@_oJ>E7vN^AAL zL9V=@?amAuKdave(?ncVwE{0NX{=NevflAa&elRq91nO8%>;r|94+&g_o~?dSG__0H3opqpwAwq)fiDs%uq(MvvyRC9A~7o9G!TT#fb^ zYz+h~CKdo8HSVHnwE$|IDuHajIwk5wTDsActWs>*G^*!}mH_8f*4gNQv_NB$7RZZ} zmirG;D}mQwr{YRW(+80ZZA1(}%>Y#1vYNQ_&L7chz=HFbZL|dO!O52O0 zJ#+3LE#@ePq#ikc(qsDT@537__1R|8-eJpuVJiv@9@$Iwb;L6YG6X|$Cs**wEbGaZ zm*|n{`RVP~OL;*J5}UkLqcc5nIZ5Tm6-t1f<3wa8{2?rmu$6Y9GwbMQsTgzeTveS0 zHT(!6fBNY{yZxad8=<_!U=M-{aE2w2|<|9>u>ythRv=V1g@(T)Ap0>o3BswOM{)^ z&OqMa>7}E$hL0_K2rzp(9_DFn`Iz zJlV#0jLEb?ip0=)mg)i3t!~pt58G(28OS;B&o-v7VE>1P88wEN@59(7`t=lTk;-M? zKaO}Vy*l3(;aGfkmEJi-(7$8AF-1(_XSmhQV(sW?HEUvW$o|cV=#8PUqgSG`H8geD zN%G1bulp%qPk3u>wbEIq@%qXLY=i1~y3OOXb8-Qo1EKs@-+gGJ{FHj-BKO&^PQ7L+ zRbxHPcXjZE$%&#OR59w$-{lrqCkb`g5pDKV)EV(hl&~nK#5lTfR$~vD3ImL!C?2Z5#k5! z@IrT}l}ME0i=E>u0#E6Hq>rs_)*J=^7OKx{5`3ftXf6h}G$wEl8Vw53xQ%#oR`I`% zuTKvqE33{zDVV)M&-Egnztud^o+(ZhRMwR_Z6Hsmzu>Q*rqxhry>ci(9@;M`7IH9r z*)oYabMw&kzgH4ShB)HAL)bk=k8c2_tG8XkQ1seR&XpYe)nH}NPc_mfQl*A$S{X)m zW5v>QuNpRi-rt;1v0A)g2*X-GPNW>VgE`-0)Rrbsoc~&wBdmQgweyRa@!Qge zc>i7q0DRrA@A4MnD&-XriTU_zHD%ev>HcWvvSEg@#~Mv^p)LtQaBj-L&i^WMgya&HVTR>L06G7 zX*WqGuewVfi)1Gjs@);l-2n!`jb)6K{Qwl)erF|TacH^eW91B9orJP6yBqVPh>DzZ zX3xacC5?xO)A?ChRLz@z0FC_@6~|1`46E`nND3q*(G)#~69-SoDa{_lyZM)s5l9|) zPYO{O$XSS0a?BC+q>lOzuOw7rs~>ZM9TOhRI(?56-RU0=*|$k- z8>_FZK!RK>cr!GF;EpwH&$7rl3<$=IQiIYxz19uyEt?14Tj@XkA})H_w+CO<^LY$T zAZ0PgrP)>c`0b-A>$W^!a&o1{YpGoZcz2S7XAP)D(_7)Nv9rk*7Wm{E+?!y zg4HBt2Fq@XWe%&@s9z|1TUqA16^-!R!^N`yz^;+w=kbGAFKE;M~95yG|RC3J+I+}REi z|KYX>6i3EOQ@_wa`f81p*Kil{*kUJZ6A}<9pO*P@-}xUYhTz>GMljE&)TyJD2SRu! z#~J;~v}3s}@rO6>Z&CYJN{I9wKD%ZMPR5IPUvb=h?UONEdOA*^LDGyB@01(KteBs? z%m4j93)=b4@L6TLmju8f2};p1EBnMnRvx5nG+TEu$M5-Z0yxy3AA zLe_HVB=u{MC(QW7?CBi8hVgW5gJUy|v^4KsN{jU4VW43yMrR!c&M~l4d*clef4^}= z49g85ETl4{IMYlHo#RLq9YeiK?y;93N_^hA)k-B_oy|}`~QfV^Z_&<`aJDTeM|C5nqM93zty;n)NRK~Tgb?s61C1jO-?ak#{8QEO- z+IvJoAu736M#_q7ly$|${rukF^ZU;~&Uw3D_w{~0AJd6Pch=R{?B?wg@ao^ln_^82 z*_d6rpj)V3YoiV!Y1%v@!ZiszfB1I>=dTj>*iYSFE%)k?$W7Y#{xlQ|?YtA~z!Ls6 zMgtn)haX$2$Cys_RWPHTtUv^-hfE(_aTj$F{&_ghW^c~AO#(Hx)x#+4n{ti2 z5G5X|ibuGIO%0iRdfyokivV|LbF5YQKfY~WgTp9Sad!shqhfVkMD}fnMr2p?e1F}S9;9Y3rJ125s+aO~W6Zb_!_l~?OBR`Zt{SGAVwEe#v47lj1Q_-~ zyH2N$u2*5Tb)hPen{OoXqKI7vTc^xjVHfBy5euCS5L5V3?yr7fh& zEfgwgg2=YnjY_5g$+1M+BELOnZYCdvrri-$o7MN10tJ_enngJsED+1@N`hN-HnV-w>OZAsE<$er_L>?~zq@FER@1!vy`HTneezWxF;SaY>3K$CM1O+-Xq=d`-! zOL&(Z$=DowCQ39`qJo<_o_zz{*Ot7A9z#3dKe3hTy|@S;0BQlFqsHI&T9-HF(IyRb z=xa$D9YwKt##F6n+~}Gc-T{B4&{ECfqy&q{YB~yk1dq$%W^zCsjH}&8N+;*e(c2m$ z8(Xzm#g8-5F|M3qiWUiSA81ZynK5@M^Vle$)1~mDp)MrB16u1kdf_MoE!F?hj*=xS zcRdD!+tg?vTGbVYot1e0^P74>WOnvJ%@Qv+GOkZAUDJGjQsDYc9PDnVz5?AFTTv60 zL~HUt_>WAv3}HricFwypZ8pn!ngHZ&of4A2XWsnW`$xl65xM;Gl?l*3eSUfP_tQva zUHf1>_4P|jgISnvopemACt19q{B5Tj{HegdzH^{Ud|dM>(1?@zvf(=VLd_+irbKgF z9dk>52SP*M7}%e@>AlnP&zeFEZOF(6uqW|0RV`w*o-Rqtc_9d2>rD37ayWVb{<{Ql zhkqVCnWytd_=g-yOuHAM&-LKd?r&-k`ix8Q-nVx%NgHm02*R2A4`OxoHDKSneB)yU zga0q(dlJxHswAXQP0>Z>!C4K8^X3jSmB2H{B!EmgO&srkNGYZf5sJ#3KD%^L)Ur78 z^i|Y>{dhh0k8kEDvZ=p%A`ggaduQ*dYv+tSL%3f$+6iR1F)FAO33#Ym8Zz_G?ER9? zx3?r5?~ml%_ZGvMDxRd2XtKL0=$LOVPHq4zQS5RZ60Ksn@Rmh$iPW?(ZSsmX%cx*j zHfvJ@wIdOsr=9J;m>S>%9k}r==%qo>(#VwDTq^IoM++Sa4?TM%4HH$m`AUP}xrs~j z+1x5c&`gx7Gok{2mCx+H68?^P{K7R1zpzbkw z0>u4&67;8$Iwt`Tw+)H;Knc&eq@)OB&&HxfcS_2{N5|}4f9K}O+9#pR8K_Y*b-Q(o z7UF$~e0>()s=j(o50fIZ5uq%C3eBhN97f;jCen}ouC=>-hxX5J!Aq*ET}ZjTIuF@i zrU&s!Njr5HUTF;DyX>C?YPQCNr|Rn}*}UHYB-UHE=d>0ZR%kKD6Kg9;1>UfSaq z>I;W>Jw+V9`4kproI&R!< z-jeaGv9W|-88{JpJ1X@V3Hum5FY%EtF5o8flBQYoG>}^MxlZq7jPhiGfA*6l)yeX^ zX4QPoLFdVNK(RFQBn)oEx4A=vmKvRW@9DS#hU^MxnOKNRZiTnxq%484;p*}1zG^-b zRqZM%vhI{2M^@838g`zaM_`3L4bsMot2K>I&z_ye=)@=U+S}7IsNGMr@D|@bteq)K zdF^s^uC()ZA@D!4_KU!(N)RHp+D4F@ac?)P94(DI8>*Gu8Y#Q|vMp*;TD^fFc(~sc zqA?PR@yMS52KV#8)qmy(F!^oW4>8sS#aG;3UgrqiZoriUH;@N9sU|L$L%l$j7=5d? zQLUJfR>r0F68A^pQ7fMlXJ1h)sgUn}u;h8hVIy8+t}tGod=(d5`1qLwgD)oi3`m(! z-;=D-1gvRmV-rJ(n6Z=W?R3t2#(H%iKjdA1pLftYo1dvmKWuF-?X8w&`SwbBWyb_T z5N@OY$bLT|ri8Gw;WWJ+W3QTa|3qapfw0O!@!OmjraV|j@wK>KYW?fecV+^@j{h_c zRo3Z*m03;#9frmvoM%!V9F$D1MJ6Wt{L3rIYk+V&A(i|f!=Oto^}8>L+fG%Se=PQb z{RHciUkv6O6N!c$k!s&{Ck_gObn@;f?Xa?nYmazrWL0_$X50|S8Z7)9yp~hiw0ns( z;VbnmAV|lkcv}6?ypDu242jXp=QDleeO(BbjA{${o<-_xM0`L%J*th@)gwZ0T|yZO zHc=&d1uZqj7GD%}Dl9Nn@}D22B**0AO^uf~r(hfAgdkvR4Kb$!zY{w>2K$)t@g)tdI z2je?RyGOFUT+7$fu7TBOZ+kxa=kCN;Egq zwdt=^#3lMF8T^{2#%U?B%kIeHgm6k0QR_hOE2wZ zv~5+inOc}3C|lD1lkoxGHdGgggI-xiGz!pzPKi$W#(aNUO4K_DO%taK(UxpocbZNT zR^QxCGAlQJ1A7m8W8HKXK@HA`aD7d>pI$jOA>?qcrjxc^K)0?uxiZVkIdw0Jm*%x~ zG>ig?-@E;^KQiy}Lb@P9GQ2EGH-A5JP3t0&Qaimm=gK-Y2GMjDwwMz- zgziVMmGB~DBm+@a?*78Lfup3RV+6KeJgX{h7akN_O^sHOhB!MxMNGObM&AmI{LaBk zc8Mg7S_80ZR0r}No#wBExs_@npYZ^Zv`qB)?p{@~-58q4>Qi;{_Jg#(hx^+6)5y|! zVwg!4#pBuPnLdC=o+*dj&m6OR6YeE#5SJs@SxM}sC)NJ^`I@0HL;HCN`rf0x%1^Sc zn%v&?_0J_AbFl1i%Srv!2Cb8zM}$gQZXGM3SJ@_X8oFO&=*P=9h>Jh>B6?$_3-60e z*2Bx-?eY00Udx&6F}hnt--+FPdlBbU@}bjuli71{knW~sn?|cT4`b)A4EgvLePL(+kp-U~f0%7zx(J1s zKb!V8^guI@w zLB&Fb|FiADo6>C*oRXO{U4b|S0@8HHg7~v^>|b!z%TVr6zMMxK$a50o(enrO$4NIB|vcg^c zt-#XnY*P{KwWN1Tv~_b6a_{jAwfgjTX`>j5qO#tVWBM$8fuY>jqreB-e40z=9lbe~X?CUqRh|RZ^|)-2tiTp0JB2m{47aVx zOeL_oPLFb&Bc!v(dzzY#c0#Jtj579(r|Ks;6x!^@7W+-`UDUq<_GQvO7z2unqW7ya zo}GGbbb)U%K{Jan3VG`KO|>LwN2Ucdak6HE)=)W=Kr6e~^oXC@zTsR3AU(cm5_tDwNo5{O7K${3vb9=&SK;s7CZk3` z%S!Z`2@w&Ut(+FQcysU4uExN2lH3j%+qav#d@~d%UE$NNGsfqAgw>KJk$k(7{$T!c zW||4{>*Dj>jA+z=8UFfWLKLP6l0|TCRJSS}ZMf9a)HbKp@X^0>N$dtEZ2eews-(b< z^)%UemA!$LrMD-{e36j-g@Bv->!7cyfHie@zZr~=GZQ>CQk#bw1Thn3-Z(#N zqj`G}Vx+%W1SLMzv2)zy0g!t?cP>;S!-C6#tZuLJC5f${n_-lcdoxEw-HN`h%1F7a zh=o6wv@;;pINcyPtRG)RR758q!$3Y3tS+YljD@&@y zS3^KncjGBLI0ekDHkhs6HE(uKvXP~4@<6$wh)v{*6{-JRB%PQ9F#wO&=Mruy0x2zhW?(Toau- z7Jr>rtLKH!rz?aAGK^WDRch7d_C-XfCFRQfogJ9-U<8~rKT)>w)=Q&xlhwkrUsih! z!dp=+mu}EHA}(Hd$viTiKftHC@ACX3D|eJu*gJ8Oel(zXfph?0TF$tpRa&{t)2*^F z|NXx$ny|DB@mF!GQF_D;6;IZbmEvTIdtFaY`EOCx>-1K6i^1J$uf1kJ57(iX-x{vj zk@J24R|<(=MLxa|J3S%yjcAao2o-;w_uOu-zOWy@%Vqx{uO!jF#&CEHh9P4-ujZf_mEfiiy9b07N*Ax9wuP}@5bPr z7OT?+l5p`iQnt%Mrxfqk2C~+_EhWA-hNyeehI?CRl~up!2@%fg5RhV3xUpG!xn3se z#Q#FNJhAy|rUtUec4Egk=LCHM>{%sf1 z?NuJj&Wz2-&^MU+L?7OvxP@z_tdB7Xo;8;rxxE9u9=*ThTc2|KVV1beL8Cvs&=q;1 zcIW<|^Q}D5sbgpw9K6ptP;eg6Pt*Po$qEJKA{BdduyP~v94awKkYC9L39`S3KER0) zWCJIsjmlM-DZ=qeXIf&Tm*5@3HrC>`<}V4j$H29;SDb(c=zJZ$-NtMdyxCZ*U_9g$ zygWP4j-kNwHls&Aj|?et@2p*3^qEL1GU?dNOD-d3FM8kL$c)dN?{LoOCOLCl zsDCXLeWfkz+3VlhZ#%(VqKDmk<6HWvii*}OrZByJ)N=k(t^3r{F3g#4%4U847uen6 z_E?fL|9@oFH+jJM``a3Z6V@gy9?7S&6I<%;b+Tq3YE5`9N3BgJ-~&6|Y^0>^Z}UU` zw!bAVdtc%t+#&)*!BZxv06cDh$-$v-($ZQeh{{Su!v7}BlDGU;dQkP5tJ5m|fJN!) z9eTbf@w&Q6?c8H^g!?2QD#9#W+jhO=^YPO>Ke>WtXE-_6WY83fuHKr!)?{tXXjM^3 zP0~ex7f&yl1#LA8*mw*py{l}9b0J8pH`~^14Sv*ct==H;x*4qv9*)sQlESn3b zhXv7P|AU8K9|&Z60`<^{qMG77m{0^$fqjKEN!_T^D}=={)8gk&zvJA>J|#K55fF?q zTcNF?@293{QY(aIJ;_f)p=9ZtCC7K1MIfX?=xKi)T#uHaF!wvEa=dh7SF(-T&85hO z3$9R07d+RSOVhl;poDPT{X10`ZB*-$-14}z^qjaE5{~c zujR?<(XPp&c&K={eRC)Kw-Ac7OUy;&*Zf1;&017RiJ2Mb>&yz(m26M48`3;pQE4`H z0eBlqW~@e;jb0%qYgXAbAInx#0p%DZY>>EeCHmT9v{mG@=`e(68qeCytQgmBa8*3aBG z(R_Qnxin57Hd3GxFTx#SQPN)pwEfV@P8rhM$*{7V9DSbHw85;>fZV@nE#4v zpZm;I)3#Ekd~`;pm%W<0%%ZeZ?^oN>n}&x*9{aDqwv;Dym_Hhv zDU5|idl&`m9$~Bj>NqALkM$G8)*<&=aeo9E_TXWamt+)Y3-c}{NVEl9I<_i$$U3eg zoMZMOB-U{qpQ}~S=TWIC4Cl(i1S3zR47Kfkmo^hda-HfLPJR;f6P{_lyxM`KNxrf)CfHjPqy` zx|w@h124@n>lT_e=N517Z|vZ=5~|FNgsp-`VGQ|41GU>P&D?3rZLbpBBwl4LA!+9? zi$kB(hz8=h;Z?{}Ih(9+&+IjIPSW+r+%3~=q^dOHyx{8=%!7X zl!t_bOLg#Ym4rU!f?m=rb+z1oWI2L)_od1k%HY3_-NCQUPEeBusfGWTPD8i8CMMc= z1+RnpV4f*69%j3xbjahvt$1VHX*#`P5J6!Yk{4_v>QdD-N&Bk$7;-DaTF@)Dp4nR# zJf*BE-n_Kfp&nASVIY?;zNrurz*+*SJCf_^2-b9P5;6ThH0*O29qRZudU7Ez;} zhw%$YmcPNEjS^EDRAp$uRC14P1&z`Xj*4C?)bc{M|Uvc@s<5 zvM(XkF25_HD}Hpl){n13*>85m%K(GfrvIVV!uuO*P~v{42mfZZFps+*W`LU0!|8A{ z_uv%KGuP%o*CI=yPH%aVPsc75gB_=BjDb9*cm2%zck|v4cKy)ak+7;b3(npwwF?32 z=9vF9OkOijZ|fy!3V!0aNrG4NXZV~F zFXRqb4n_^n=G^IYHgwL3bZu`_T0sz-(C*C)&rf|U8-s!ngYdREl*Tn=`F$c1-EnK- ztmO4NsZq_`?z;s1!O^j5T9^_mu0x z4%kv%`$R3pofNhKb0zZFncQZVPk z5cgV8LW1%P`S}3&5&1vCg*}t1u`ejq-S@P9pcCd5sv*=&xvE!GaERZw>_tj4HU?@h zkr3A2nwSe4Cn7VT+YmnF?w<9k4!2TlNJwet=3W!vV)}?aef0e!O*6=N6T?{0Vmz)HEu24O z4v9zGB(?HJArogYkIB!Y4&Zo*S>Z-Wy7s5BPRqw85L2&;;4Q1)wHIqyn&L^%N^Ew| zE`21+`?_XFDHiWp8G74j07Re0`sDQI@Jpg<-r6zT@IDhMgUX{8iuQL$mZ;HtO+|gA zsi<&)_9(m+9Q?;{*dZ?2AQ^X_tNThlwRFdO_~-Xmc-X`6(M80YP=!SQcil(j7mUZ{ zVD!xzqn#ZING+a~Y#;hRUZUTeU?4v3?_{g&M1^r(I? zH~q}}$#RTZi&}5xnY`}jFGJ~?xFqyb#VWnpNWrR0yp0&o&2C9nmkwE|Gy@!~TEo#w z{h%sPjN7;7CH88F9Zpk6jA}kbS*^^eUDLZPES7MT&fRW72?+Rc9+E$d2!@X?oz9md zsFLh*!(U7rLZG)pC+5TlU2K^^x?Qxvz5+k93BGVQ-3h~jFK>8j77N~P8Y4}X z=IeP!zi=w{OnbpT%D27#0BQKnxf)dyoRSi zI_bmgnKL2W>yu~U#CYN56zue%B%>-e-5zF1Zw`wSHDg{>_!^~nr7JKR<-33E|E&I* zBCfwT9-!lwj(4z)T5eLB2XUNwC zdqn5yu>$G#ETwa_(yr?3?}DOVbE*2}J!0e`ECDQ0gFuw!$3h z3NtW2y2Xm4z5P4$7OvYCNUWvTS!(TNIz5?sZ1lFV`jDEQBlU72Gbc^?{>hK{@w{#V z$(78*5DZF(l6)^}QB0Y=6fFQIo2s!@&{x45@ z99}>8r%rY95!vU@SRZM{co0yYf_Q$G!bnT#nbTYA1Aig$EzJ0Ot4vDBGci+5;NK_oJ}t|l{$daNVlf0HA0uA#V=xb1`x|AOWDEgSTQlExuoJAn(NL_)}+7 zn8yNswomv0V9wb+qgLT~H~S_${&7_fu72-kB%arK+qa>8DFZX82n6tFzn<*`^yf98E_o(wi_{^_Q<1in4tUd!g|x|=rtk?r@dNc7w^o<3qB zMW_mr1vi=_wA;@SZ8PG9po?f`w!%kK6bcLe%*-i^nX+$}O3~jKeaj1V56Ugi0~Zp6 z%2 z?Ei{@6kh#=10!vwcd|S$OoD&vq-!v-q%Ej zfC9NS@$)T~OJYxYfxQMfFg5}~fDxgL$1{h{a0fMCgFBght>Lc+4a_6^^uNc1OkUKpe4ezF zo3Fj?g6r(=5*}SVaPZK)4(0tJZhpwaW~aqkXX?w;eqLTac|r|_ua?9Ztn4a}7nD@Q z-O13iL^Y<12xtYz&=!cgk;9U`>^vzFh~F$=lhKvY6WhtOwvek*SE zCgG=ieA9Lr+{#%x*LDevSF}+K5hXHjp>V+?t@-Ra-OF2vG-VwPFG2rB_#t-Y? z)twu|F-VU~MmYX5mlP0|=_+?pC0L#^s1LO50bUUoy9zV%ti8-gsapA*0SJbJ z^?xiJvUqY(IKO&b3z`J+46!^~pZ; z@Rff=c~4Kqk1@*%l9X5NOgQPM<56J3LtESPMX#U(<8aDt3c4M?6jq%cii| zYL&iy%5?55-TK4UTjYhBAQhh#^oi{(;#7S?z0-60`rfGi+Tv<-5H};BAK=)zbCA=R zWw6f`%axeL9pWTOLW(iPHb}mQua}O_|KQy5biRCWbU84)ivzN&VwlkUAx;CnrI7Ij z8)2bBH=EbIcS`EbSdK7ayN?131TQ21f*s*fpVK^4`@v(OOe(gW;6cY@L~Kp|GOMOw z2@^}e4d>K9;kb{WMZtmdo(K1SA89`a3odr)tO2)y;K^LiS7 z)aTbNR1nE{@Zl@YBd=nR_krOsmtAHRoHz9l@m%o3ZvcP=6C%e?2>l5wR91zdX5f6@ z3NzRHl!{1BZ5)isqXt#d_%wUe_+#NcEmx6f#K#8GKo==bSg-gJ_|>+GrEW>{9T7fR zD&>eubYH@%rwMluP0kny&c>Pao2g%3w*_ikO-A&jJWwA1bRV(HVA{13png_M%ylg^ z`>5=yU&HW_TVXrnPM)=MEf7VJyadfa+)T!i{Y4n_>3f}CzJL@?Z;~d7-6y-=8Q+0& zbD-$k<`<~8zW6LNH}^7-S1I1LumU7hqV07rfnc*$gy~X7wJy(9KrNUQNk7g>66xG@C1b=7#$=-e|?@?NNqlv1Ge8f4@s#ZD>QM zi!w=Tx45uGL{;-bh4Bv;=8gk*ZH(SCfj!5g13s0xj_q1VH~xsjrDn{~p2e@=MniW@ z;{&&A{6Xe7&rT{mGl0?fP+(n*l6f&XSFlj~h}%$oJcLYjU}B1Y#jT}po+U#_>FS<3 zD1`4fhWF`-zsk$J7W`&jVMT8Siev5hoF>MT>o5Ltiv3AxXr+m@^-Me=Gx#2etY$sP zhsETUaNs3R?wY8=Blzh#@g%5|=9L(v^vS%KBZHi<)?>DsG&%-#^HmL%cB8(<_HV%T zaZwnWkbxEPa1Z{4(rw&sHT49^;;4Xg&G#+FGDxwB|BvyCBLhMXk9+HtEzid+pVsY4 ze>%N})^;XOO6AeboysXFWaq4*NBCK@WPMhHN@`$tn?-%pgtCEjH@6wZuYr7PWRzEl zBGdclffZVZic8w`RB#KNnjgs_j+$v!NBi(KY(h73vHatn6`YmNN7FPICp9^}w4KZ} z^FjVUvRkHQBzJcF>kSw8M`-q8Pr{ksMX3Ao3n6>xQU{BTUD5^$n=Z`URI^I26~nc> z?0EU0>0TCBiaU(}ro-H@=1R$Mxfo2S?)Q3~u-~dEK=b46=ZsxtvHmBWX18)Fq-=Y*Kfm?uG zZ5iwfyIQh0Z=aP}H^}Ku<{CuJ>IsjTL73~?0}RcZ+v8Urvm$fgFk-Cl^M%&oo52&@ z0S)2zq#x0i{83_^26}I2|0DDN!ijIejW5HrOA9!InMSz{jZ~yVel)4C)KpK-PC?WI zUPzmACp=Q6BfvWROlNeEXo!SHZx&T4lpo&0Tl#$W4l_@K5LQFe{4h*YDHIP@+4|ZS zFlFHHP(5s8q{?Ll^)yWl0o4Ne7?kH}2 z;?*@Nj*(hii5>4a=G(%1$4=tjXJN1zcNOm!z{HruerJSe={9B!$^>t;E`LYF@9%Tj zz*3s4mAN-~Syq84OYEPbs+1t^(z~Vkv`@p&EUQ`XS$h8}P{83}uE)<{iz<4f4da6l z3pPF;L+LQw@Z)PrY$`tLu|M3Zmw(gf#>n7>1VI$JVj5s^cU7oXw$HwHp)qPvl;YRmJ4u=)(PLlGv~#qb4sbJiW{iOz@-eC9rn?d zC@J=;!b)+Wbn$?t(uYvXO!ud)90I6vgqu(j`w4}AxmMx7(-4MF^ex09jJ-vof$?Ll zlSx{Xt}6YF26$A4{f|n;R;!J!lZ-MyWkvNK%JcbnmE6vU(gQanzxPsD8&4xaMS0Qc ze`q|V#kV(dSRyo2KJi5JGdU^G?iYP^NWe$FJ51BgvHFBF@>tegwK-(vR#PF&?YWzr zq;q5CpJnrj|N4fwReO2a8wmss_lU{OF6GO;PBC!R`?&iYf~Td%kpIYBuep8*HBa&p>il#b^rFC61C3nPjPoXR5Qlg{0p7g zn&vn!6m9J<&|&pfGj$Va9PMDr%f6jci1w|vyMZ)eNzcFfs^N~>Q}3kYvAbPjQTXRR z*l6_=YZllfy6NICcd#*&NvU*kY*C}sGY^*+3G&+4Qy)Q^${(CNAB`)>EuMXrge@hg zFcsQLD5LGx*|e?v7L%rl2CB-BQR6MM`qA=UWdg<6VK&n^9)Dz>Ox&Xo2PbEe0pT+t_AXyFY9Wv{!HLp03etO$(?`6Od}imQ=UJd{%CDuHS0oPn$}^8MW$4pAD#!&4g73s zs*-sj_>`X9__1l#{Pd)Hc<_2zZ&##`y^YvrmIZ{P@#HheEo0}?$(`$Fa{ZIFS8Azc zn?JCHRb-i}MI6T@4F+x%Db(qjfdb!e#4zqrmqLEMn^KTj%d1!3k*Lof5~MzUN#73x zW-DY{t>p7^ia`xgGT;qQY{R*sw9k-+ymJJj{=YxMn!^4$;J0pMJrAbi>76saAI`;GYmb8#?( zlOx0K+qUldq3U;b+xD!tju^;PaVSXh0{YP= zZF+y(cyw)7qQ)++ipO9cRlHnLF458(aD4D z#y{8FW#6;h3Ys65`@}V^mcy5LXnAN^uFsSz48g9g-`gYcAh|(o4ZWGC9n- zR_5;jx=q(R8h89>Sp_dCD(ixMZ$}C41Ma))mv59e_*heui^u8(WI10k>v2?Ny}p($ zr!L1c5M-SFrN4eDac8@USR3I-GRk&vaL`uF^awsU_hScw4>Af4F4poq3{5SIqiTUM zjwFzA`;VB5>}N~TRibXr4qmt<{Zu&*Oqaep5Oa?y zm`=%6lp1n$*{^)!6q>CDAf}?VaL=b06vp9!$6k2OxTdzkcWh$TB*?3c`8oON%^&rD zQiEy6#U3LUA9^rEI<}vUQ8a6LmZG|?KT{91fF$RBErpinadsv_o=u!289Q7_gqT;) zGc%u0P0+QQRU7ksou%%2DWTWV_VgPwzMq~h4`A}%bI^eLl_bSvjWaB?v<;o&S|-hM&YtTnUL{Z!tuu`u6)`P3 z_JuE?t2OW;Ali~*I;*K+M~nQ94JqHfcCV@{1iEwBj<=&ea1|uZtu!!{ncGfY2Q z9!19dNA}lYk>Shl&`u~r+ei|`!kU(O&Vfvd|9`=YHsF$iU z66@wo`Vuyw+mGwzjP-7W$E92R`l;`)?|A9`XV-^p66Piu`l6;#w^}-*na|*f_#1W}W^LA5rH^#K3k^pa@{Y<={~!A=EtP38TF zj;S$4{Z4Mm_Xwj*AQsfo0np^FeZYE#_pWq_pjF`cI%#dWu=uI;nN+K)jV4Ee?`XyJcA z_Ybek-jGO&T#evz@PA~OUM)YCSMDFgX&L{g|32O>eyRPTh#zI(#;g>TA>O7!CSY$W z7HCaz)7rYjF;i-9Wqc$4pg8Sd{aC#WA)T@n!>Ur59(Bwwc1{=m_(}(RxyRckH!MV_ zh=H*_$)&<6)gouGy#CnFQ{q1wb-}yGd(da$DdDUVr_=lDsla-+4IItqDcbj6-5ul( zg8Mdm)|4ZquUGs`tRCCD93MGhnE|2=&2xw%g^k#tN{P+F3J&+9mQ}L*n~B8t@kf&R zFCQ_<44Y};6wC}{0F_v(s;7z!n?>g|sIxlFk5PSWXO^SsGcgMKneZ%vwHtnz4jA=lsHD-H5a9G~{Io&kgijw)|@xta>sR zdpjIWZzM*MTT}nOFYE+Y()yYhmxXMwraHPkC7=0hl=ZPu68xRdHDHwAQ*6C77TWYb zNrMf`oW9NslVb(>gM$eD{jFfU7??QmuFD&e$=&szc;!zjl2xpEYG?6;m{mbXNO7uM#s2 zWi*Mnvb;K9X=zr%cNp=+E?jyWTchA_w|uX`&hD*UhRoS-(#%KclEom1eRMgGKD}bf zBeGt*%39~ap8jgv00IDaMRb9*lnLE&>OKF1`eC7K9&UBjRJ%;3VgCw*t zmo7Ko<|=P~dmoG={jkd1;3T*xD&l*k9vk0rQcoFKsgR_u-YWHCVsW0R`f4aP$FC_) zhWe1{!=ur1?=52)U&6nd^7Xm)Qlp;G#*eWIwk1lux`YlOKJN13`+3kG?$FIAsa%vt z5HZuB;In5DT6+(AS_ZH{=(}1saFl0LPA&`hXl{ufQE?7^1^Yi3dL!Q(p(FmF@WWz^lM+gfSm-b8N=&YVOf37jr_5E`YR>7)q$@P@%?8hUBVEt=?4? zy=}Xh6?U5dV2F4d^w%?0(b|lJE-^xKZH^VsfwbIJ60Hj zrs{*Hv~{vv?_57VyS&hUX%xel3ohUhOEFc6wl{n$DhJ%C2z1M=KFx(!_s_d~v_#|bBL(oCU$@@_gpucZ!SeJu;i)Fi zaQ&`1lgYAuQzKEQL9cD6rG?%JJpT`!Ui|F^9;Fo)8ZT@-V>CV_Jcsx)zL!=365gKc z?7V-nJHWg19CLVkx}`8&I4*D{FsVw6=_1A!S{QlrQFtrs6RJtxQtQi$pVMUip6Xvq z4!HmYwB=;&3#Cn~5_q5MV-yps&#$GipQ{L8LvO9fU z@y$Q-3<+SI`rC2Cg-wEpCT}k=gsficPr<|^dpNpS+ zB1ZExNqW$?EWzCI6ri-Oh!!Gh90K2r3onT;j&(m+v68!{7rgn#^+d4<`DKX^=FP_n z91a+Y$1&eZxFO42EL)Qv~|7PUoRc4qSD znt~G=932A>M~&D8Pj()vDf?BJ`|4Ww2q$lBIX1;mH4t^)o&^r>Oeo0K;`2I7XyaYp zGQ0c|R1J;3(%J{Ubx^|jWmu3=Nxhq2GzoEhQdD1!LCxL<|20rl{Uk6~K;}1z+Caqm zkq-CG3neOKWVZ3^I4Ui&QT~c^vf$9^DruePkXyMJy=l|Wc+dguwN%M0adiH;RtH=J zPvVDU|=j&N%iiOcOeXj-&0{%XSq7-A^wn`5pGWc=rD5FZC$-~>VcWbH(c@$&l zVv{aA=+)FjT|oI+n^Izg1$_y*{szB42YPeAt8ZSVF`mgy&!c!|$SvsEL84mnZm+NJ z@ks_*sSO-9{oUpC3_d(G*XGZa;Hkqd7=q8uld>iAEUX&iihjIH+>S^wCFIHT>QP?r z()i{Dypa6XR4DbkmL^`+>WG1|s#x@jw+yKv4_2owA$#=+Gj(VVm1uF?*A>pf8@sj= zn~f<-1)!QZHcbw;Uzrx9cQSkQpPSYrE1uj^r@zy7eZ1sd5I58`QQCUj0;auce>-XD zy!d`;)7W|F@+;_B1-cr8Y04IGNn*v0;ktuSS>Z6UcNkyyljWERU!x|IQw@--iHD^j zc0YEvf<&XY{Z1mePe&V&Dt89(F2~38^RI8MRZgX{y!PCIVWZRO^P_`=rVx z)4s|JIc!O(dJ5a7bA*bX*;wfTqHYqiF2f?D$`^3A7P${WHC?u9GuF7taTHCDQeF%0 zIytRiMM3Ge2U02F7pir~`1~FVs_j7TmrB>Sj9MQDC~t6onSbLsprrE-~Z;;o&d zc=7yEHff+OuIHv#dCdA4k9y?5WEG>L?&8Dt(sf|E*f~GgeTbXZCf#=NagpHO_;~W` zK^UsJGBue`*R zNfE|Fd(eDSaU82Tq-j<3vCa)@kBpX=;@5xwdNI5cfm8CFH40rQK=KylRZxX}6byy= zxV1{OvONwUp&|FK6H9%W?sAaqkWBHWME z1W75UQ-P`hfL9flpf&AK;v}u{Z{2_SoVm9F7$dep>jB)Dfl5zqjF7GiE z!vo-A+?uO;5ilnv@mol5Iait$6xi3*)sVckji?3eHvfVWSpSzX(DtxX#jR9C@EV0G z{K84V#@Ko`merrSbzs4l;4mvNq%Lz5^ef|sJj8@kL9fs_jx+XVd4&3XK1bXl@`BHk z2P>-b+>?L47K%#Yh~~`wW1S@POsK=lb}8CFm>70c{tQ10GS$w`C~_M308S1 zN+pOStaXxEqs@e2!iWwnvd08Fek6p+c=?Y$*v5$kJ`LRDG3AidY%S-rP1mxDxBR`* zRDJfZM=+E2{3K~vggbI-4kGS+?=6cAL*C(-g|A9yC*tmg<19dL@Qt?rQVPZ7-oW6& zwmo&vuqm9qR#kb`w+d^kU?HyQvlclm5wj8-<>eE;`<5RgzrT0*)@K>7uYkQg1KOX-0~DxVq~E!vH34@$VrQlJ z0$&&9U4)p*+)~;F+py-yasXJJ=vr#m!2ydu7jyX1fL~N6J3XhZ_GSbo-IF8B#KplE9Gu z#i!@9KO2Iy$2G5l!h2xF*1~6WV7_c=W!lQDh@T00q-8n`1o`wI9BJa`;&`8nf2LwD z!&&G#3OmkDFR-I7Ib4pbqo95%T+6m2d@AdWxer&lDCMI&H*I%H?r;pRryjjE6aUW9 z!xd|q?x+fL58Hn)hA7od&$QOMpU>waQFUHyymNGZIgvy{KND>r4Vv5CMsM&=@(BYb zrQg+V-y*HwD?gdW!+yPeS@#@r-lq8%yOxo>Zhkd65fuzYN9iw8nklyZ{1%~7o{o70 zIy~QvkV38ef>77kf4qNVV?iY1xMdSte$l?L#E^|OQC+`)HO*g;q?FE?U%m4%mrW$H zh>YrM7v=o7@b3>JPPN`Wt zg?B0j1E7WnoE!U`f0sU3g?wU$>Qb5Jk1deC!=+!a1GyIw@Gf;*n$z&EFkxpi&<{ex zW6iqCltPCwPR7>dg-0z!R9S+FceEO>I2Lt0WHwO!a^e;M0RX%(p>D_~l%!J=4Stgz zBb_mEuPb%d_;%`M?RdU!Rp{n*_5U?8G=`H73|^X@uWSrv$a|YVWQhXKGWq`zIYe}& zrzsh1Sl`eXm1{W;`mwiX>5k;O1-+Sl<*Gv}KA=lHccijN8MBM}vRr$8K9K%Q*0h7b zZLgd(E7PL3>A8o*XT^=~!4lNb_D{aLxw3 z3Ul_Z{qNJ988ew^<{3frLl|+p_WXz?Iuy}_5UOEsUjb;O2Gf%~E!p5h-k|41r{p*I zCr3khOgc&6y3$9pt8I<&#xv|5cYEwy5V&I8o?boX8tpMw$aAW2-ETSj0PXYw zSeG_8ui7sAaDdoO4;!o&|Iyg zXCQ(Ko(Z&GoE>!E-PM&k&t|;V+~nzm$5Kujw27O5Moc|((=^jvM)1#0E^0n6cYV!h zf>oAWQ#%5hb9o)QMR1_Z7aOjp)H3ck(4hB#sOhZ|to?6CDQjQyMwYEk zIj{QcT4ZUlPUlJ`o5_X+Vu)hiF9fNo(3;6ivLoG<+ z6>mWz4?et`Ahp@#&~NQ+Lm8^ z6u{95I2X1$ZS9#jol)1A%OC;sZR~(aO)9?$6`HvymPJ;s?Lqm7RsuH{HAoGJ77b!H zo1_=>(0AFq(uPeQ?4r^ZDdHs{PjXr=&rcp00l2-80qMxJJ&QT=>uFv*Xy3R!{$l^V zB+Eh8MZ9Rjn>flITU*{B%hybzgieqhA!3yYj%a~0o*k?sEB$!IO+Lu*%BLR_{)@LM z8kA^kM6DX|#E?|63cagA+Hcn8u|&TcEm<@4(nTA__C9Qv`{(~SMEEInCkUHv&%-*R*R}sgBzw~x4!sF!TQ@33?zdmv z27>FAZ+vx8j(z`|<@jQ~^lA5$xw<-*m(N@o9mvpqJR@oKxrH)qU%B{l-8eiW0n8>w z0iaAgEV2Hcqm`bNl|nk%G}&Y{i}MECvO$vCy-L{gISroJ^UNG7f_B6!?NlANvuU1`*($b$PGfSaaJh1GivC+rxdI?O5n0|>sBjE z=yQ^;j#6}0sw0kd9(9~Ao?yNdpbMcXToVh4h1|P%mERw&G z-@urP()!!A3^QqE{rOD{e_D}pm>u7VT%|1h=Q~`o(PtVx5@bVdM#(fnMQ2IhmnCdBovMZ&K;6+vDNsUVe8G{iqGRH6Q7`EwtO5FgHL6ez77kX9 zd{)FBKWeUVSuoP1hEDxQZ|JG|wbUgB zdV0|5x%nHIRQ#)CXI0&rO5^1l_t>HcCj88=4xLJdkno(yUJvU}HG@``v*yDrjIJq9 zRjbi*B{W3x0xP#NDPsx?nr#sli(0^5Hmhytu=(D%Z=PHx#$ltCDKwm@Qe_oGrMpiZ zVoYt)#uoV9f*z!sR?xY*Fe<)`Vs$CvtFF4EVv;RyUY*UelImTt{6eUSiIMR*HG1nh z)d}$B^&bo0_t$W-s_{ZxYQy7X!kYLv6edGrX79A{C*|ivH4iaN{m;n9mt9-Noz1l!AWer8EeR^sXg%d+CB@l-evm0M6?t1h>unU;0TS;Kl= zoCM_nLYA!*9^X~0Usg*rxj?h9kcx7rv^>^rlc_i2yTc=pUOD}*`P(GoQb`B>*6P7b zhpuL6vJ2?L&sdIDN5O@0Tn|&^wYl~4EahZ?@=iPuo5B(4z-$nEVmOv9<&z**$4Dz{ z7x7o%YYhTB;|P8KPNdZ(OO>hV?jL8BB+Sxrz7*r+SlkC;HloB`1K^+1PLgVb_)wU@sPU1RaF zyBXC-B9d(o#{1-`x&BcJcj+arBn$&g%{wVkQvm8uXuXq%%kH$rDrOUGw3J!y;Y zuVwM(dBd%q)xy%Ls_*X|!1KhH@sVV`!aV$g@Qx=D60Yyt{(OK>2(-m@wB>JM&F35(Zc}M17061tbI?&pG=kMzFrr2CO;ui4Ms1ZETuSdx?4(uWoOK~^SZ{O4w*|*6o-pxo* zs?kHMo7?f|{?(yUVyp!WLcv1JO3MfEo44qHm;aa!d|3QM2MohUucD&}H0_m4l9OaL zt|`Lz!-dHHiwDrNrx;0rc$JN#V>3?s3Ol9LVDRI4AIj`7t)+KZI_l7puNUP#4&UKWk>5`)`zP z-gTzv8`n;$h0D{cRAuUWLvde#K-dIpi*RZ0JsMATZ{xo}w{l))y{StZ^x8dvDKTan zP?4NVIe%S2|GFxztSn!sdHE~=mNmIeN9|7r(i|Z#NWbn`Oi$w&aN6W^4Kvy7E%wmr z2QdY_8jsrQs=ljag8Xnx7d+E{@tj)KD{tSsu1l?@^2gRP;U2Q5KhsFIhG30#j+0E7 zED3#A8V*3mA}BtES!1h(H)Z_mW^Y!vyb=)A@%V8N1!Ot#i5#Ij^`-PkMLB1CN>O(| zc_$sSl9qQRTE4rynxJ1I^)a5z9y{%j}URdrWBB>GxHZM|+K#TBrDiku>`r=V`2WaUA599cija(#f)OCe-?V9SjWhbjt z5Vx+{Bs@(a3FX9F{22wNXKz=`W<0O3sEUoS7{kOOonY@86H6Hrx98h2lKj4KeCk5t z+mm!=UbsVgEU;Xz1!TOg)jz;WiCEFvQA&>)UN9$OjC}5+>T!FM@O27s-qGo(&l}Sl z>p)JQ@oI9aLJ^>`o%C|6&dr6n7quxWH8y1ZA$8fl=iN^Uj-Triiip#)BDum9E^s%* zZ_LMyZG?(Ebm0+^mH6eVTs7SrA=2s_SaQc@7eyYr!|~7gN&xJ~tWAc(=3flghcl8p zoqOe%DPT|j^ctv}MOCa@v6ep1)rNKsrB`C;{U|=~FQgn~9UK#N<2+^xSV94CK|3af zKVcP@rxzC7C`03rxwO}j5p)hSy+&q!Cktrx%+fR+8{?$LKuq#7l5J+ngnRoPYxj@O zcY>n7lf1S3mJ`qv^ZObYo)v$bh`#%DH=(Eo=5rV2>Q*E<5=kQcdf{iQ-~`~(tzlO) zE?Bj=$D?l)TaB95o-^0CGa05dcn3CV2D^7WAkt5yJ-_6#VUM}bg=o{Z%;tb?)GCV;LlyA`e%sz84pzcS*=Q`$FhQ9 z2gJMhbbc{rc{y+8q;~p&?01s!T>=TJp0V3C?ffD|x8nSigj1DwtVd>gz*3sF65JiF zFTa!nrV}t;RaN(kkeB}g44>QXb*P9s{pI|dQp*LVR945@26B3Do>-`AD|(#pP2EAt zm#o=D^Ln#`lEuo;0f}U>TZ<965?Y)isp`P)vuvx+IpRl%?DJ?evTjn0|70*M>p2p7 zE+iFCLB|JKdmpKjX^?t=d#mohF`qS6e66JF_DuE>&>u|UQ<_|BEZsjT_jWWK$wFr1 zx-+@cT~BHB@SxS49{ddjvtdL?L?;GF;hEDqe7#xc2OGr}7w4J+wFh5qMaHaJQ+sw< z1>^lT4lMz9L@4DmlD`swvImY@j%P7WTG-xFDqHHuz3p9cxeksM7*&LdxP}H@ZP{3Y zx05}>*9}+f$!lw-0b81iNDQjgwqry-&|%Rc$urK8{oPEl8VeRe;B>E(c_zoQDB5s{l=d;G6QvLm$Qe`bL*5;&id{Kw)<&{*{C?xBAE_Xt$Ew zsyTW{yA(M>SYy{QGI8%6*M6O^96hf)Qx37PkYTh45VkcnJ7V{TW z*4Nik8yj0i7*fQ$7L|7E(RRB9Q)--Wv!>Q%tbdT5)kU~us2ibwV9r=WXo`>azH+nY z&^?JRqPsu-8B%=RsaMEvosa-!fNSZuzhU<=%^FQwH7;ZrRf`c)t}1nu$xu5sNhDHl zChRgZ^|eGGhRS31B+yqn$&s_hM=}jYO7}-QW8Vub-l3#a>eDom26p+%W<@=W`3|=# z?x6=B^)4ClIVb(iGUK+7P3=Z4jpxbLgPbGm0}plOI>dc&LiFdxSJH-1H8Stv>^EKfWN(P{wta%R zwLW|&TGes=C%B)TulHP=UJo@^{sHC_axS#|*m4t8P8)}zt{e(_tcLcy^?JH%rquDE zBNO?4`2L#{R&{+geu$@tt+}a8kyRE1gc#Hv44b;Uz`JPmkuNZljWR1V9}?a-dL0CN zq*J8XAySvBNBlPpRDN2r7d#9>WyCQ(;~FmEMpX`wx3mo<6!=AaqT)~qb7BYj5_=^& zt}r3}(R)`TTzh1}k0nTx80*;3z~J7jWZ`EP{B%EkG%z9I|G#d)Www@n*sAs2%t}R0!y4)QS#`QIji{yE^IV@I)7hZVswclgQTW$#?3>o=(=x zbY!FYqbqX5?nWHh(Yy+8)7c68+!kvsE0PB zOC46|@GnLnkL#`=`@R7~eL@z=HEj`SyreNScoR%JiiT`)UEIALO|C$kL%qFE?WRe6 ztHXNBajfn%%&4^3BB#Qzo))cYB)d}@4s@~(It$W$D~}mc)qo;AYxH!_%q_ZKEX+3D zAqWLMN)wA4iceE{hXGh7^L`Fml|#@S$Cq&bWu>v+4o899@!v`uo@EeLh`egpho*l10;j(~}(?a7cUPN?L{1V$HbGcXb!((8f)R!sABF z#k~SM)AohM&c$}VTFIZH=4#N>P0>_aR7nvgIMCdd>3o#r<8FU%c-YGc-*{5tozPNU zhr!^xPVF3>jK4Y^M8I;ai+%N-a+g)e+y$Fy5~e$~hW5mq(!zV>rw7oEM-NK+i(D2^ zySsyt5##_`UrxhTVP#ZudX9$0Z~T6ofRng7)#q5I=Hk83OMZu1tuKWim}TyMRy;S7;nBeM{cE)F9Mo%CMyyR2Lhv^r$Sa%51_Wyfi5zU`VSV z@#K)XBj8{3Zfk>bwU=&{WYBEPhY)pgaXdAFZt5i)1PJ0OoNKlz(@V86$y3Zg!$Ad()gC1 zEG?E5H!&&x6oMX1&b3Yb!|OJ)O*@ik!6tNvEo8FMndoM}<=ez)KzzG4?KygnOCWQ& zm9^t!iZwH(IMXwIhkdgay{X->tL<3{sa8wdfiBuhG}CE$Ch}nX&E>pqlRm=KWa*B` zY{h)~C7K2(r=wPe#~R>B2*oLj?rE={ny@!V0kxswcCha5sVh)CnSfi(XwG6#qpHJ~ zc3X67BBKnEj5GnU>B)DsXnSDsFv_1qd-B08E0ZBb?CNE*bLFO9)6?m+jhs%qM$xQ} z@Rh}}ifm!gfM{oDMv7sxv(_rfx|`%f5?!MPwe}staC2bfq6@8|J}qbLXEIUjZq&f; z_AF&*T@A&OO6iOv7PCRYf$MQ9p%|=zZR@mVTFruDg%=fStL{ zfD~Dr9Ojoz&&U$)%?n;dClL#1x_bJls@gP1?qPSi+;7#g3ZWsY1x0oR+?kQWo>A=; zGVQk7(|K{ZST;M%+Jhi5#W$Mqet>NhLuC`CTR~aP&3-TQg%P@T7aju z^I>}n$ZlcZ+*b$XpS_D@JmQTK6q0p0t0Knalw1yj3kC}HzCu~1TQ{{WtBS&nR79uW z>YVI<6FV{W^vcu-HbeCbm3n=uMCk5j<(t;Lljv#)x%>NF{R{frOtN~9t8nAEjMWN~ ziZ{R6T{t~u9}BJYG{{-5@o1IMoNG3yDV$J2opSH{DI7>>Vl20AKUDd^^VB%F1&p*q zw{ir6Bg~ka?}?)W&%f-ZMt)pbCVjucRzVc=tddBP!)A198S5BBlF92@|BbIX^iHJ- z!A0f*cNP3NjJ6+AMGrX=TppYrzn?8D(d?-TiDE*6-SMIxZAkK5oeqkzW~Z)({MnDX zXG1U#dedUn`WItwX26@TvilTbvB7t`SB4;5uWxy`MV-On3ovg{`^X7mFb(XAWbKjWNQ5DurO%a^ulh)xbR z?Pw(rt{RpRfvn@2#$4@|SHWbFs!Fu_mo3BT(3(aWnM-H}Gp7JUrYVbe3MJvnW#e1xeE&#d4zWu!HPPWYAH;}(qN*^emCeQon_vi-r#l}sr5x9~=B zZgv=>z4b)yNRE8^1Zznuy>TqmAeveP_UUXdyljclsLgy+D*FkC3H&(g(M`8=e-!*L zN>D7r8z6!wt__|YvA+5f7S3R9dKFy!cjvR{8P@0LsE3<3=b!(wQn3emTxqIb1!ad- zDB)L1nW;;E&D9OF5&0Pn4Wak4#w^k71uBx{KTQ9{j0~yGR)SfzI&R+5E!xKm$jyj| z;+oFRHe#+9N^*{TMZ-mT)QzOdu7YYtXp?0?39VB#Q^qpC>V_UDh3&~U1xKwhPXF?$2AE%K@jy~@=kKF)k z>Unwl#4fIf)$#D3z{o&I@us&W*(j3UKEc1{RyBfz4S7|hh^QRF-)bqxQ&||0W(9;9 z%G$k8WAxE62+Jyn^f|w?EEn>p{A<>;wz>C@*C|0;XDTFr%D>n-RkvlNbSo?S|EM{| z#|V6;QDd}p8@936cjC)1mub{HQRkx_X@W8awv09aW&+|y{EP3GyeYc8%{+JBN2KB$ zV?Jt~>cfa;8gy%}v;h%<0$zat^VME}pD_lvWyxgGJ#8_jHWO?1Joz$1na%VW@V1;1 z-C1$MyBsq2Y4LrDcG29^?g~8-RJes2aYS&wY_S8>HwS~7JHL)=K*KbJ3i!`TEe#!G zT1LW4MGcD2N_jk4PG!x+4W+u1EmX|+nR`o;0aYmRIVF&Jhw3e2*YZACe5bm8cFvz- z8p@IbNu#}rONOBHo#jA>L9hJ3W$(@K=yJXio5(bbT!_*SH8_d=G>Z&xfg zjNS_vr(ePP8Gxb4?m{=WKT8opCgsfb1Fr78+x$+4R^xR(wnUL4P^j|6!bKzf>dJI<%Do zwms|g)lHABo&oQs!f}bKK?`>Qi{}F!l6mqGX07|putI4D_mty_d=eI&YN%>SALjU7 z)c5o2WF5}ai-M60%fbrJB(I09FBv{Q8K=3D1;#12us2{T$dh8jLK3)OMM8FxS32U^ zLnRjCP|`T#BTDPenb&lZ9H{tNbwoF8t{6aPWPr#HNEzMvh40pjHMpEAG2h&r)B7pT zRS+VMN|R5+0wF+_)Pl)iU6=C9k(F1rJBN|WXHBD8Xk*^U*I<<4{EQl-ZP~N>xqS~~g?mI3yl}d|jr(ZNGg>d8zRYd< zFhN19;(?8O_Ozs3F`VxS?iF%*hcARgqfRS?6To^@Usz^szxmt3J7_LwS{f)b;vJRp z{k1nsN!m}mx}yHGVb*&pPn1<<(_fyOYHc?`1{86mHLQ96#ek-!8nxbvnPLCxx091u7C&hz@BH#K2xT_Be=4q} zrlY8r8roDM*EHLR(=IB zd&?-lg2l6PATUev9?NO^L(7H_Cf z{uzl<6z)z=ZoMpx+FH<<^x2$zH!~JX$!3ZSw;*2J>R2vn zpFP8NePQVXDUrf?VWtH!2K~*v?YqdMk>;8YdCzVhR;2u!tNWlVgjx0#4Xj z_*U+XX8FE_2lEhC5$VXsJ|;xuS4xpcI-eyjU*>ue1EpK4qT}@p8C6 z!Mv(FD(dk?UXIng%&#s5t`IY6O4>b6wcQE56CF zo%0{jI&4}`8X!7d`^=^S*={%0eaikv9j0-7C#rq>NZU~5?yhYeQWtA?$b(8;%8oh$ zX$qPq6~rE&X>u`gZeUA!K0hcXQ>KGJ6SPybRo&8;he9s)&ki~WMYA!|RKx_wZaoea z7kk5J58f$IKtv%0VQpUX={y`EH!HU$|H5#6KM0N6^VOdNQ4U&$4$9Rv!Wl|1J*8TK zLQ7x!_cT_ZB~Wn~ZQXzgJ8ZMdzi$32#zz6ESc{Jbj29xycS9^yt^# zaK1Xw{vBq{0Hl0ejEZchK5J%q+`Ib2zsmd0guYk6QUM;0i@4QDPoJ+4iF7Os6FRkY zd%j_OnCc);60kFwI?jt_seG`U!*&Lb+9v6i8trT(vp z=lRKj*9*mcEn9PYSZ3Qb6>@%y(B1{SiWM`VcYk_CvIMjRaO{khCb9u7xyuyXKxw8W zw%XY=ug+mKc_qhgluM4YAn=Iv>sgE`Aj=BB=@}622ae5;MvPZ-^dtQc_vTtC_Z_;i zHQ8W{DRr$OzN)G?*FZC{4zgSI>EYA&L9WlB*4;_(_4(fScC0#`;cH<|K@vI-vcXK{ zrpQJ^F&{Q0ZQM^=?H5eB;#63)y6Jd8#4pWqK2{q0prt&@l7lRdIj_)rWkQ}i--ajm zB~}2eG^@_++EV(Q!U_bV9Bf@?ipW1U*rc~t> zMU^SAp7bR(onRYtoe?NkDkZMuw=a#ua>O8S*=SzrSSfDIzU>sa`xz*)kS3!3bN*VT zx>7l0S#++S3T^WUA3oXJV$P7?mW}B@11eT>%N!l{uvD*THE{YW`#y&j*uGlKJ&@%b zua^kS3NH_*b+ClG;Ae#$!Tn03GV*`^du(1E?L!*~SVn}7Vj zt%^l(y2AOglPE;l#~uCE1R-t}C}m=_awP3x zgw~ucUM%#&2@jh)UN?dwagX2HU>qwn*%>8Z0jxoD5z=GKkkp#G1moHMp^vE4m!m93 zytN;F+Z%$d_ru=@znj;RvNqXEhvz%ri_@r^y#q78`X7<{`M;e{nw8Gl>>(d+!@JO4 zO9vk~Z2fVuN_YP?EcIJpN-FUhOao#j( zeS#jI&IVo&s5~Wc=p)yZo+nhwYZ@d8r@0irwsCCKNoTd zTojYg_7dq1g#1vfssbMzu22^mat+JkT`WY}rq$gdU6Tk* z(H$WSXD8Q~2g&LrRa->E4GvA;Kb$jA5dx4MM0Q05#Q!0(^$pVXLy6Kt@?aVvTR=<}4XR@wd6@aJR15xVAc7fkX#0yw}UYD>vp;8?=1Tbm1$ zuL|d*$>CjT-utD**25MmUi*h;c6TyFrS1YY$qT3A%jFsRzm12FRUTKvE?~8|$BJMb zp#-hu)MH{^U6v@caV4k4$Sg=69dYdz_oXpcw@vTqtTZA=PRt-l0KN9K`js*`0DD`7J^>S%1WS4~yGPs-_1a}&>t(k+p6#Nnfxo@s|6u4-)DhJ`?Ju|xc> zbxMuGgVT4H4@d~LGS4$BfVfby<6AowDKiRoi3%Sq%Oie=W z@ogolsx%U>j9amoVx!uU^F{OA;j;L`EU&Dm#VdSQD7{tnx6p49pvJa4!dM_~LLxsb z<*__^ZgaD6R&n3k;G{fZajo(}+C2Y7M%7ZQL=|SO^yD)&H+`z_b<=fGLH;I0?d&!5 z^hbTz_qisNhN~yvNFAM{Ae1|+pYPMXXZ+ec!#AC{NY(NwZxe$;U=!aE-}Wm?>^gsUTr;x(%G8_p9c9f_l>YkSJb8 zL_}BONk9mp4>QRZ>vXTL1NMw~_W(Pa+m*LP`N)|Z(O$fW?!skl$@rJG*ZK1jO~^*; zXZO?twA4SVK4aBLz#&}24nVE3`I(~sWqpb=uC;vcl`1l3v*^kyp_<#ybVG zf8HBE1zVw5+MAlZR0kzjM$kpS0%~ct7fnk|e|C0Q$03vAuWorYE2oaS0}sPp)t}s~a&Sbcgi~ z0#c)|&ZE@_j-n?rNH8iySI8wf<=sqW)huQ%zzy(aJfgYeK!=3wg#`!8O3izH_SZ*> z-Sw6-ld$E!Hmyh>5%^7r_|j7PND=rgS4zGY!o$TtB2GYMX$B4Zmon{bJKKzy3%O<& zNXHExOz2&K@)F%0RqCxr zys_0XNUB3l1`I;|$_}X$pPfL`uC%f8+?u~~?pMH~ zZX5}#`FG82{eUOB=?FF_A$DvY6_?duHZd?eyM4)^L1JIaqMGyj40iI*x||Dxw-0lx z-CYo<%F3p&$r6=LHEO${loh>4*XQtNXT2C&lpw8iT4tqy&G<$pO4t?Wi52A?x#apa zQo#?9SANUmjN6^NDTKlxj11;c`zj7%)htkSD;-qA5i&b50X9cWR)z?{wj!5woK$)1 ztNG5e>j&yEGt~KtG99Ml@pbwm-`TJnrG(}6e2A%0uC{|85MT_5Az1b>Rn>F$;}(tY zM+WGoh^VxptmxKOp3spDCHMBChMSG<`_()LQ3oyH9^tw~GWdw3i)oI4+_Aqw1=Rx- zWnQNCZGNLHAwx>6mNpapW=?ZLAUpdf7<_6wuWq^0SjbD|FY8YLjR}oaXpwdaY5L9} z3Wt}y@1P>{@=IHiZ~64Pu|V0eA}I9&KL^Hjg@xXm{Xg@y$V7x_9{mWfn%fzheo3^% zL&Yz1?u7A-^^GI1Z?h#<6%@_%da&A4EPW0VHDtG6o{^5=(n`)oh2vZkpe3jIPq*mu=Np==^`7gT%NAyTu`FB*A`xQ9C)KzbaPXnDDXeLqJX@E;ptC2J(ueg0Ax8-cy4JeeH20OZ6x(CHx&zGReHA1Zze)>8BZFgp%|l zzFUVcwD7pb;lzAA9AEVQt=nAx@O)eO&c|V~tWg=de9k7FWi-wmI}CeRHnP3XkvsKt zRMXnlwbAPnyLga)0=KK$BcfBXujS4}m!0)|-tO%wvR)53BFk(4v*(tw#R<~6hCFA* z3Jzij=zI*zp22{}-oaV+bx6inuy=lXDFX3xUPacgD&`3O5ltl@S8em;=Fh9pOZzDC zH1&X9diHl#vBp=h@s##J>dnO=kC!7e0|-P@iD>mc`GTxqX)S%X7eWflA90@n-MVY5 z&vzjvQkml~W73#xc>c8j%4uo0m@52-D`95vj5X;JyOH`g6sXK+d_L>TE^B&-$|Mga z^JI~72+o$^YLTU)p4(W_1IuZr%b(Aap*GPuymr~19tG#=#bs*Rm;1+S%%O_TBNz3v5g`RW?<0$K!Is)4w>pH!4S8kosloB1OOjeW=%l zEJL!ntU_Ev%nQEz8U;jCH+_v?=fCa_2(NYj7oi2{1w#bH*#|xZ-2u$^Nz!$u&J`>-*HYaFD1ddnuSO|% z!apAFKg$Em|Dnl%YrEPqO*rLly0yJfTvk^TC=*G(y7h6G^;s~8*J+o4_>28ypk!24 za~(sVB{WKWhMr~9j+^s<(?={Al4QQ9=AOW7G{0Qf>0m86QzM^^WtK8410$V+RF1D> z^^a_!PF(9WX5B!Mvf2PF@qY76OBI}z>PspK-1pZmuMJKeA2+VOK<>TdQ=Pg zS!)Qh*|(tF(}Vw^Bw1L;FklPqS#7@TN|)^-jW3B66aB$`%F==$%iVSU*59R=|Layx z59Gxhc}2#Exx(%j@qW-*ic~{Y%*k!mM8Dt#OT90F3ZSRxyN$lbS_ik3?)+ogO>JyF zU9g}z0yYR%M|+!g)^2)H<~SsctqJh#@IT5jYw|hjfktKxLes;IY{DnH?=rc612Z2G z=fd*QTkh}YvbRcnOf6s&@?xKeaDs!2;gA+P(ol1}j2iYPIQJ44sl!O|pyXzxB@6g| z?jRg)Yp;PB$T%Fx>|Dtnd*?k6>z%-<7iv|3zq=8?Ri2<&X5*S-nW(RrmnHRy1x$Vr zSO&aU$R*kz5c2)Mhde$VwP1<+4$mfsJJ#g!`EZ+6$+?1$?&-EpoKgJYTd!0tHm<>7 zj|_Z7&;V#j0?nMF@>CClnyR=leq5?8;L}HF^M>!4mpr*N(-H zz~_zZR#mf`ClB{*vA;#g#|6qsc4sBZ+Hi)vb7J64N>(uafEfQ_c!s#n-Z|&BD88>R zB=M>v{A31UC+^Ac`J`SQ|2YuXm6!5)hIBGvWe$^HW55TuNufa7o!+2fDYXctsH!eKg%VlP zdUJ2nfA{BTL((cv!BS1~zDJ6{=kXD>I4GA+3}gxcxv^CejpDP$wAwmjF=Ow-A~hcq zy*)a270#M--RGNtgmt3~AJc0YeZYWK2fc2*$Y=oE(F>Pbhtkrc_subxwq|*_F2h?4 z4h-)|VPxv>DPj3F7|^aLXt`m_4wMV^jTXQ}v0h`598pa5vxf=GW5VsQMOJa0bot_fV8_*b}Ux9wg*dM)Z_Jbeo9c@zR)j*?I8)*ui!4D^ ze`7VxPU%X7nK|LuLrssb-3fv#

I8%bc`5iwCpSKZ365?nHaUvFU13j=G!^(RiEtETdz5*h>;n z`V8dw#w*a%-I?IYQ)!a+gIK30EEkraL#)P%w^gGgG{0NJ=jiI{h053?^re2&Ne>sj z$Hl5O-1WCFk(aox8k!D4xXv-~l+v+R1hWXk^Fz(55XHyfoqy;jgvNs(&C6^8-C4@y zfQN?IAYuBN3MLlx$vE_FfCo_{)m2a&JFCkA-Z6r7IWy2?_PG?w94(aNkrnr)C`^Ub zQNBiL{-1+%fj!MdoH#(AsQcHRdOw|vajPAMY%H8L|M`vi z(TFVkno_2UDGjesa=jH^vsuIngD+OTST~4v63Tg2Mb|%# zA4SyIFq{aavL@PF7o_Mlw8!Rys+xQ&lcCF>w~9Dl!9Hzs)l>~GazkHK zVB(^xDR+ncW%(q+oih_z>VJ-Cnf!AP5B*>-*Cdhj+ctmt;WH1gLWV?JB6C?zX_-B( zvn+%>bg8}Z_PT!#CFnO}t@7jfKbOYF1&uOpTcb7^bINg;!8PI-&%8?(iF(;L`~|vt z)_6L8+h0~PZF#vI>me_T%0-q$QoklLU1?1nH9mTIvRz$J+&<#yq-V~*SeeaxxpO;c z2bo3w=Y-GLo$VKa9Bb~mVD4*?;apK9kI5>Yy8)A%Xcvg`aoOImOtq1HORc3CwGR>K z4RB;N)ZYEZK1w6lIYjppH3<{BvH7xP$SNRm5Q8yiiZ(NZN+g-3l{Ikye4g_2`zBtp zQkvGMZAoBVYG>Pzol&N zHU=w(n2n}oD)p{@u%$s6M!XZc20eWGuA`bLjouF{p}ne)Yvk~wOJ8(iWyaWUE+iZK_2AaU=EBOnF;eSt!L+ts&N(nR{s8j9Ce zxmrUN^ss?bpO5o9&4(=TU-6Yvz0V~65ArgI5xauwd=<0Y)3!nd#>26tgu9A2_i%lZ zU4p~pvSqX4)p?U&UmtImD`GtU)__g|c^kjvjdWc+iGen)hsY+EBXR3!zBw)t{9 zB`}rCvzMBFfj_5HBB#Y!N^^`_Sj!$_=u5dd>fS^af@@+UIfdlD)li~1zA@CPBb6Y# z;c96a*gvCS@mHcuW|cm3?X8M8cVjwL2Xov7BcUG=QSh#ctYTdvGc789b|Dandv)-; z@0HB}$s!{0tY=l#UNWqX_BSt7@10WuZ+F_!_mIDzuvjfylNDo|HJCr$a|12;2)jBL z^o^2037$?OFd#kB{uU)@C`)h~cz_*;-hQ{`VFBkg+jUOdDGLockpZH(0+g(kO6$`Y z(9RAu%T@(?OZ4fA5}l$G35L{)?emz$Yka9&vnCb4x1dJ0g=U4RKYOdV-7qz;KH3`y zSsw`T|3cC(H2*WS;iKlVARN$JhbM>j&d+@fy*#qH)=0peSZ)uUsmd*_$$y6+RfaG= ztxwv|*0{q1)X9H(ww@B7ohyKgU<>M&-j2Vmk!%0aPBlKRhx};te^>}xh`KjpCpT*~ zBWK2nxyF#I2m9Agc=gn+8cC-b24vPs1DcRy<{J5h+PX2WjR{$|P^KU4-MnvS|Irqe zZx9tF8ej-lxx!@4xsY8$98d($Q|Dop(%F&5P-KDZf3o^yXOUd zA##FprK5h7LxCp*4aN7~QIJ-?%>=E&F=4$+i*v7G9c6-KqFiQTEZ6og38O!BwuU7N zX)#8t9k_0)lF27gWN5hBDx#ErJCZ8Q{ZUIDf#9IVK9d-;i6OUMu3O8!S@3?w#@m#& z&_+=%JaT=0*cbrCyDZ7yQK>RSf)DIY!n}-_H_+Mz- z%>pk>TIofJF(|)q$%Gdw?-PuF%pswrJOrUe@j^t)h34eJZ<8=G3g_ z_$u8ge!&bdM{X`%R?t(`(jEdRoe+F=d5gcH@ku{`K8Jb&(=?oIT;p?x{f{#_eB%;T z{-sZ;&+piFuAQ=NW!Gh;*M0dA0i@UjQ$VMWraF{+ZZU%lu1Gm4r+D|KZyZdN8{I#x zN8UW8)I71#)gMYFb=m$_E0^A;HZs(Nw;$s44YiskJ~r}b*xosa^q%7-c-62QZ|?oI z848S~5>8MLE;i@{vI&8=);5m9R!mh*7mV&JiBJ%6>=z_5Y$fuKseAVBU&ez*`iGY5 z#i|(4C!t%&IroxRTTDRW5xPVZwGW*g7@4(KYFZZV4!M(C)kMirY-!5;_x1+hr+U~B z1PU2^mb^#_rLyK)dihDiVx2H-yX3!V^%M0O3SGEAG4=Gh)psMyy(u58^gPBRtZ2@J z_m0l8d9xp^gXcDeDw*Z;V=7L3`%5EZFlQxN*5d|Z=;54`8z^Zy(zQ&6`jn1t;a|=U zJJb+>8RH$;sq-M^1Ud3OrjJi`%GS0EvrL3<)k?85ey*_Gikg97E9s{?^Ku?O50*bo zJg;rPCSuKptl9h&mK!PZstcL?n@mdLlQ97x>LyGw=@Szw5V=aT=K3eMPKz9Ybm7C+ zCq_Qp1pR}<5qR|Rq2FfaCiy%@+Zi}|wzUjp&!>(@oVlL5U? zz5M1&mDNnPI$CCPGTH3vgS7R+Hz3)e^DL|4Z@1%eGuupgtTHT=DjQf~@I^}t1GBw} zPf0UEE!PnnJATAcY$h9cG93Sauo`ut! zYcQq=%aC1q#sg;?s(#xHc8h;n`$YH+F8XOmF@8cc1hs3(AU?0&caun!zs;1-nh?3< z5Fm2yawv=uM|*CY8}!<6{hG4{(+GuS zmnTrWd3h@}vyms*SHCMFF@=(~@GOBbxAg}s!)Q~xnr30NZ)ahM8H=O;#%W~;ZGrp6 zIE>JeUHN8vduO+c2d8Q-hV%Pw<83Pj5UBUG2c70TzImG?uXc1{@{*WYt@@kD41GTj zfdUQ2Yhy2JmfBR`SF#zNkMMUU9#+pQIT1SwB^uG$LBnkOtGJ5g>vR#>lLCx;)G}B{ zi}GA0-7i-_vgE)!n$Nev728zuPhb-h`pE7YrMAi2Ztl1C0bwivr5w10OQ28uqg9ou z!g<_cY_!kUmNOjOgcd67*pzE!KlKVySUT_08WNDYy_uQ(BHT)8Ey1KB7s*#!uxBA# z{aSS+dn{`1@XnbOFn|rzlYlo?8VdUupLv*jyJU|DbaecW<~0%!chEf^gt_aa>Y5i8 zV!2M@`*&8ZFQ!YSF&;O|)?=-aHve(tNMBa27|XN|5VDSY94n7LoofvwPHcfY@^4~l z9SfrZos>KSon*5uC;5fck1`Bl@BjN@2BX__x;5m#k{9upUM@P7S&EGEUa-4oi2FIP zyoX;{s=SC#Hk~Dl{#hloni-y7-U1b{F!hwlnZ0Vy_*+dS3@;_)tM0v_#D47_+%uVg z=Ck7)vKVPLTur{MAxVE{pXtwz6*E}29}{0m%KoatCeDP}n@fgxh#2NnJtqn5Us&7H zpeD5%#TFZg-{|Z6PsmE&n)#T-vzIRI&PBrlDAPq{dEo(P;bFNcYn4?h6TFzh9N%h% zb=ilvY0O!50>NKXJei-SKtYCwxF9@+?;dwM=Z9a4Q>@zf*3B6pTfBXF5ypgi*72Ag z<4gH6a7oL=Uapbg;Hv2=hmao`5QYS>@kld^SA}MN5k4S4co-VR?HQHC@F>jdgx=Mm zKy?~8+?E~^yNB0%EhcXJ8@;`znk+!Zy2!!z#xuF0Cz3R-)M^D&x`y!pU59V9TK`hP zF_9t*Rt#f&(IjAvN*61dDK3ul$6C^wtJB->!X?5UtzX#C@z*hi8h8I|VChcAd|dC8 zIP|xlH5)X}uiRlHpMrn|nmP2cA4+lX=C@jVB7%<8UF1aw=Cz}9VZ$Ee!p$gzV@T%yce$cwsi5W1&nC(lQC=J{5CWYC9k)N1g; zO^=OG3z=37Ills5Nv^gTXOUiL><(=$;QCkjOm6g=lzk9cs3>VZopSVs^X0~1Q^rQ@ zYLk2_YjKW4bhbtZ{Y#F|tR(k1V${0tDcqW}>^-pHDHOHFE2=VR;x7JV1P7HhsE12F z0`;jZFa_T8;_x669d$KbEJ4~oRK4xV;lXY}lEN!CIB`3>V=T`Fr{8l|8DW}f7;L=& z{DBDng~QWWtx@^zV(=&zPxkza*U054!dPsK2?Z%9`610TE|@tYzy6+}j-N#oTd9t! zpn_jdPfzWuYtlI+EEhD-SWQNA#)b}MoEwcw3=xr= z7_%J+C51eiHZ>p?yD=!|sf$QR(2kj~(Iza=f$_lsDKZPLUc8 zkuIyYx6ZSJou05}zk7$-JApavwnr{a4+!JTWVVNSA@9vX`RiwSbwYoLLiN6!>fX82 z{oG}Py22QyO;=oXbrq|@*ZhU;7{PK=UWbzUrNSp8vcM?vbDB42GPkyOrh3_TM&BN$ z{;NgkKzu4!h`B^wRm`QRmMhgJ6}2c>TCt?^M9+t;;tQ+9gG0xM?^lwpy0wh0rG#Bf z^fz$7xWAUO&xz~&P07IaH~WhlaLufeuvi+0m;2wPvttnVnzmfEg;XbfWJISV2DP|| zVd31W((uIU;&oig=ThE=U_ENNHXzy`xb2MX0+xhB?=p<=4w#Ki8_cFliPhcnKL6HH zH#`aJOu3dKCk4M0`V0Az6xyz-FI4r|NwB}Lu*W%P`>|@UYJ`~|ba1x8(tEQ&sjWHD zR@g*@nyvMw|EILVSX)W`DmS*3ZnB+aVmjB$Ly}+f=P~JwTfXX$k0+-0%Htle&}r&CNcEZHAJL&<${$Jyo-ha zipDv4Zd*2_;GnMy`T1t;=@9ULO-ID#V~p{kK!m&{pN#6NKjbs9Whb*)>eAJ zOt}Mv{p@GhoPBxbHn?kk8LTP7ArQiRKv7Sd?UQI(@i)C8xJ}wzO3I~6@^$SHv$K;( z7c-ca^bVzEA_>G9&n}#io;bGq#BBlo>%V<0pPR^_|Iy&*7U1S}{j5KDr{PMXPRCcz z(bcgY;OzS)B;3kjPTJuZU4qnlj(8oVCy(oyz36BEh>WgNMcRJ=T|>2fW%F&r@C?0~ zqq=r97>uu+D2(9QkbB{SA6hI6!H=R{zg>{+tNjCNXKv+C`qpBVM_6CD%Pm@|CypjwBlE85 zn}jbSoqQw#sB0;hEoda?*>HSm-k;ZfA%gketWqmUH5|tX9aZqa6_eGn?`gh$jOwuf zG%nb|*orVq(AQRm^_;>AD+~$>Rcj(K4N+c)9MyWFT@tVzuRr^LmD>U&R|A9-h4NJ! z?@EPiAwRgMeQ#BA9tK{=n-L%_pZ(~Xen$LoWLTi0-TiM&WcBX_;as^gF+brA@M4TI zZ{-YB`s$YEO6ul*Tn!d~)7)a!}UWH}L#DM*{wy(%D%e`p0s8b&#QhqJ1u?ZNOOVqucXy8VGRzF4>xO~!`7yRdA_}CoT%KFb#P@Rb zqeJ}_hvMt-%{r5sAM)(jqDg;RL+pink)53)T`rL$?X|yzV*1fQUr=-=_%Pz`pY5O@ zf%>BzNj+gbVkJgNXl4H+p*X?6rdk1p_eyWC~sttTlfq+^`!h&g$q=nG#;2?V+qawBb&VzTL51CzGP;-KmWC(k8(G~bDVn}*66l~lCS;ogRCKR`L$0h_V_QLwuZRl?7gs55Jj>K#_gFGz zb}&>z8=ULDrg{{y70SpS{*Y%TY{)3Lhuu(%=Ur{^Z@E(SgVVCgzL|FLYu3Ew4(4-E zaChoA5^-}KjoCa|*rdq1=LewejZy-7gUCQq#x@STRkr3{|G+DVQCf1eVxV=s)TGRa z(&IZ(8CZ8K2TE5#iZXHJ)91i{mllVJM+P^RJx}we_&uEYa^r^H4?6+*Qnu9vF?8~t zmk5zik@5VCN`NU{HnbIQ#S+eJrxGC9hIzilGR)kb?zEhRYd6~`?cI2egJ_0L+0Ie3 zhS@xljcTLv(%2T=3){M3nmrYcTo%QbE1?IIE;crTI`n$I_nMi+ZMMWo=fKj*E$$Fn zly995xCjkNE*jkZQ)$UO5Wfr5y?w%+Z>0Cb+QQ09=8IfJl;_69?283@3iNV0Cloqb z`OhCQtftPm?Xotl&Q>ho@l;uSx|-)t=Wujf@Fd$27*B+2o)oml+31S?uCH3WHJGh? z5j}TuG=;iy5%2?Q3A_W8&bqUey8@|?y`Oxt92|}Um^gWIWpHZ04idNIJ`gf=KpM`U zf8Phl+=??$5V5uLs}B_XL}IDm1Uh@+{(S&$6RJGPu5$&{AGA2v&U>jicxYN$e>N>y zHu7d69~_P_4r%x@2Xi#ykga>G=H^W^--_&|7>hp1*ZIAg%oGf$Yd78f@4w)InG8)N z^sjC&y3VO6Zoz*^mwHv3);bB=sJj@!t9ZJF-64dP`XRY06Niht@k3R?(-M<4vRQhp z+L7BSEZpz3syDcJk^A$f;j!}rn#HIBClH2k>8iiL;YmG%J9}Po+ zlF054qd%-#6T6xD{vpCA$#1G2=M->xWMF+O2y#pz24h8xYA3h&dXPU(+dmY-*q=Hk z>8{N)fsUZX)J;){AV{96o?x-3oa`y-&y1{7;}Jl1_IFAov2rB&k_kAfEXI5Ydf_gr z=e@9kfVO+z-Pu2d`6h=~A=aWqKHuEnPbc=N7x`W-HsORl{&h^3fw9-2bH^bY`@&m7 zF~H-3z5F9G_G^h$CtbVEI5acrhZ5{Y@nf#tw)^J>JhmeY3kN4hlk&Y_jAq@!q%L@! zG+yRqP+X%O4oIZ?TXd=g4H5;99a5lE7Cv$>R9gLu-=7MK+uZ5N0UUBqd~=Cej8#m# z!Ue{G2s@5@Z@l>85Aa2kRbW(#Jm{A42T*(^H*O3Es|mkvefh@`9oK1TOyN6-^gQI= zD7t8oinmDRyWwj{i~+{X^b2YhWl%j7{tNH^?HLV8UXcvo^N{Ek=^-cowQt?rjhmYs4(`LL8lLNQW9U+ws9RI z9i6$B98$g~Cm~HmE|Oj>&jr<2DUps^`l=_qJTj=UT*j}oqkc~C8Y0_Y(^{kV72#?; zSI*^k^rd8Ua$HU|aA)4(2EDBdt76$-5&h#pMiWp${kqpwXewGuF(t=z1Q*h_bBS6nugC3T82!p2%H_sO` zKAUe}CH%Tk_*k%uE(@pjJ!EH!q=CeETT+bgv*<$x;PBa&*EfywxQ1EMx8p zh-@oqu%9Z(4!bYVGOEi!&=Rh3|B?sHbiICm5X~vFH;)HGpY$K>lUl}q&;nQHjTmFL z*7BIe&u^|qDsx8=r=)yyFmwFZXZ;IuR}GVe>-U0utwAk@rmQhwZB)XNwA;_+H)S4a zsL)}r6Y?c5C0&@A8B&{|cO0_v9wR#kt_Tw|t zf+YLzn1?8j^2)IGiBCK`>u;@)UEobaEG|{oO5bCj+HHFrb5P7Xkaozaza>|HktX2e z?b%bdma5+Of?W#-a#Gs*_;sX0rUy=~j^BLa7>dmP&hSQ%zpwRGrC-~K3fE&juLlUJ z+TlQh`HUq+TH3%R=QseI;_;}xH|?t&#zxyPzjK3%bAe6JX+}fH6Kn@-6j{=cAk$~p zDuZa5)@f0iMhuaic72-xBJ3Vh=t_TFr~5w|?%5R?gj;=!S?w=|jDYo+M_aS}ZqI7^ z)j&@nT)!|{PLW>Nxo~UE+BdY@6A5Eqx?+5QRMZGjJJ?~nTx9SzF~cHf(c3zl^y03c zLm{M2EBS~GyoLt zAK1XF(}%=vr3K9onYD0Ib+)5m--vPFcFyZyd;28iB3^-5w>zo^vk7{&TRBnZQYPX~ zbg_>tlMg|ZJuhJM16gy}%GY$280A&a<>EX>pG=4g_;4@k^r?SVkyT|5<|4tH(^xT# zuYlX>?JSpeduvqn=_~%6orS&26^FsK%Ib$aCSngRIjuW;*rJ(mLq?b9g{hZMw0Ewh z4*chgP^gDs?8GZl-2|N9#COroM}YMlep{x;mV%qK$^R0p9TzIM>Ao7DmFQzLI9ItZ zwcc%Qm|66`gE}1-Ui$Ivcg#D^(IGop#1n(>5B{^s7-On#4#u16oCXC$eXJ$IFW*}@ z6(%A5O}z*qvKQ@u&>Y~X4EoDJ&83~04kCizr!pG}B8izg_r1=64X)cJ2_<*#vag3N zx@06d`bH2<;y8%`X{z4aoB zv~ro)6ZyXUwf|-*QiuT2h`yjp80GoVO*O7Z4{cXs{5~ruOXG5!DpJF5)yJZDVzfJd zo>A%_%cxZla<$&^k>?b&d(<)vd=efqn45SiN6GzJXFhG%F`lad;4;)08?VGnHq+BQ z8_@ogh*TbPWPwvx=XOUONj@N!*edf~AeuB^CiY76jU-KuFhVeOj4UwF7#*#_dG}Q;oU5UEm`Ksc+}-sA=T>oMD*AJ{cXH z<)VS>G^~TDpA6;e-?^rL*^l}1g-(3bKhP!4_C`0Th*@w7Xdp1ImWcTY`nHWcc7 zA7(nWvK{tS?=t;E?;^-MZ$AQZXd{WU)TA7qGGZ}BS8LJo#%X=7(eN2rP^wctz~gW1 zauA25ZW(xMoPvn()pqyz9iBq8n`GNjYnjPz+zR4a8qcP^0Bpq}vd$8BV5_x=d#P3k z&w?M&3yV=-54D8vi-_gwP=jg2{90PXnhqI?lsBwv4r# z&*RXMTKZX;Ko|S5)YCpKTnv?&!CUIgrED)V*rMEC+4VH>(mdg$z3-3Pqc$NgEq?`P zMfI@q_=1ng9LFo`xoWKmQN1rN@-Pqs?tOVG8(HB_cLrF#r{~V1z;nPgL2!$q+lRan z#k7qK@J%Mp(xE;pLYgST2*c;JPOqc;f1HK{^5v_Xo#x~krCzX2lk6f07=kTx7F`kj zcTOq$vTt!kmPWO(=V7D1j$uL~jCu1t?RTl)^0m@PSI&`5r&RKc67a~MW*I3Bw~+-k zZHyA$SRjTo>PhxMk@L_VWg_zJET-Z~K1;YMw{&UwddQ2P8UqUg@T_M<0t*#eEGUp*8MI#gW1_jyO>R17_*Xv6WY>`H z>stCsCRanUZZE~6s#b*TIVN`17L z5px8wQ7sxg3KeiVLhSzsVwVBfc zERC00u6?Ba+)-c@G6sZ4Cil3G9s*^eHR)b9!VYuUG-Ip)*eWn0(v_B}zg(Lppm-x!N2mFozK79o0;^3(*E^ky@X?ua5_t9{|<+ot{ z9k{V}7J+d6fROl~8O?O{-EM_A&}^9qmmn)Bh+Ey~P3Bh9Hd?&#g*ssz;u@Z{`$iM? z%5gdpb+Ju{4oAH@LhKy*o#ZZLZHZ`Ja7m?@%yTLrB|Lyo1ZiJA1Djep%So$R;6qj$ z>Z=PG-p8G~+H>5j%(z2GX>N-dWzYS@9@(HB`x20S3=f8v;m4DP3~85YR4GcEo1g61 zJegz)%M<)+EBrvYPPhHRLGZ_d6JL5;)vx<1JMB$M-iT}}zBGHa5 zy-E6O6HUDP7d&P4Z4z!%bn$5YpYzkYl8Tvt0ii3u-sYsX+9h>x)WQtz!|B&7BH4KP z$R*^_Oq_GH8d(5vY|3|j;jOIrG=#FTYP@+I0wdphtLiM1rdM!#5GyWQTP&Fn!K_Gk zy|_*An%KhTnfj5f&goklnfKnr2EQ1G{@>)#L$wfvDtV9GwExin6PM;sbt%}22y15X z*yY+n)-}TwL!f$b$=cpgiNiMhXN!k!O@f|rQ{7}8YHyf~Rym{Y{TOr_Y%JH!envqR z#s8@xg17MQH;gs5BrOdHW3?0J8J>Qgb61}`Naif*2dHhHBOem61FGjGs)^i!p8g&l zITF4%cX?IHvU1+=$5(%|3Ei1ywjd9EsXe4`Q8MR9O}%-rq?79)xGZ5e*3HKQs!P*VM3J$2knzqt|{Mqo~hD=p&WO;H={*#LY;D#0O|X2%ltY}~gN&W%a^;V*(x|Ew-E&dX;`4=$14Av<_-kq`7O z&_|k<+V%s^URdPqw$psx`OBAI@BoN#Z2Y+#{m#kRt?FR#9BDR6tVSGj)zRW@B@mmR zBW@&-82Q@7JH{^>W%(yY;;98ATT_F7SGDxn>EK^uB$SgO$KmIlnv8ixbjKQmPILbZ zd>pz169_9c`2)EKfCLY(N_?91PIBaU`Gpae=W0N@FICdrZBvPC`g80qc!#^U0*Kd5 zUn9gcQt$Y?>WkYO<&-O*2%WAmUptBfH>GDG6e=)6ywO-RKvpO*n~-%A_gH3}<;*pr zYuYemZglz#n|{nd!FMEndgRatADuOrWC6Ckch7oo#+Cx142JVe1)O4&eTd*T0n*vt4xce?8gO3#f}Nvq zXEo?f6$9(*`xUtn%8ljDHqk-ytHyc;nGL~Cfa~2jaj@xcRNhi7H|VR_GLc zH3_V~LrLVBVrEUby$oH(Y@DntZPkvPj=w{E9j#mYArcZsrbFg!l6DLLAQGp!bu~ zs_2UZZ$c$cwiEyVXe>de-GBu8*H?pIOS|x`Z3PgiY+LI`a@BWs(f_9k8_zW5fZu$% zWk07u1HWKGL!&PIO4z?b@|uAa&wDg_(B)*|Y$Zy5Q^7Oi9Wq(w65H-6dXq35c4*sU zav$?1^Df9PO=>ONwx{HKlzb(R+C6a7v2eir($(6ZEy7^%GUg=gbK-N~yLMkA8#_dR z(T$e?BKz}5g4C1&Vyf&S^GaCutX2IrlYWVFpmqO~pf?31p8|gYp@Pcy4=}wE`6&q! z59lj=X}E7aJ`LxGZ35#TkAPkuR3FT=c_Z_+)RMHAp^@RI=N9Qg#XMf(swLFq<;T)k zaBIW6Qmv5MDpP2@=amHJ0;Z~0b|&Rt_(O1g#&?b9)`D&mi|M{lJ&1w2K!Oyv`O_e} zPvj*PWRW$GW_#qMgxrLOsgQN^woB^;QMH?A44ccf&86JJK~N-HV`(H4Jm|`cj&2Y4 z+@uZDw-?dS^H%Iwp|0_G!wi)?C+?2$7xEuewQ{J*{r>o4`%cD?@Yl> z(yWEGi&-^OE^*=-P&e4GTjbXG+(81(w*Tj>1%PU_pwjbJQTzW@Xj7Ay97IqOUt!6c zD@%ta1qwp{W`du;CV|Miai zH`A47@hok`;N-L!o?NpieWUP};s=`H{O8~f%l@Ub78j?;S5Q#f!Wl0~J8r5)P_JO@ z7X%M8#mdpxr2glojfCsrPNveqj_wdBvY9csDJV8j3ihz>-I6i zmN4;2S=tvCkpX6FEOEV^Hxs;~6+j;z9^j)hSp}>^3OvezV+sm*ZlE|--a>!48*h>h zg;r>nZYZ&LQ@Qa?KbjynHoEnL_(r*KUwG54)AB5JVOyta&}e|8ManP+S;_{kgnK_>{eusrh)`oB`^ z$8eeejXK-%d=TJ0iYKI`zw&RQzr(rC=N$}M^W72Ro@eUY5_>=Q{MYZ-$; z_SLUTV?$d3xo?n_1D!<|T(gcqJ#a!~>r%(xm3LVw-j9mdx60&9gkKKeo6KqjTE0u9 z(g(!E8V{HgA;#9kv>VxeHF+{YSiMs@7t+I05nTi`c=eJ8*$h++o12k*?-$%T6ze4Pw-0ED^#X>s_&EqKzcd6 z8q+#wDUp7k?ZxnH?o?!UTU?y_ymq2)bYudJ3U0{IRFw>4)zS*g!)cfQ>Ph7@rHR^8 zUmdoN{g`+vu;O+}oS*1Ia(UBnJzAnml&@2iG>YIQWb0|W|rA*;@@=#d Date: Sat, 4 Jun 2016 15:22:30 -0700 Subject: [PATCH 15/32] added documentation on how to contribute to yellowbrick --- README.md | 35 +++++++++++++++++++++++++++++++++-- 1 file changed, 33 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index f944766d7..1b2dfe9d7 100644 --- a/README.md +++ b/README.md @@ -13,6 +13,9 @@ A suite of visual analysis and diagnostic tools to facilitate feature selection, ![Follow the yellow brick road](images/yellowbrickroad.jpg) Image by [Quatro Cinco](https://flic.kr/p/2Yj9mj), used with permission, Flickr Creative Commons. +# What is yellowbrick? +`yellowbrick` is a suite of visual analysis and diagnostic tools to facilitate feature selection, model selection, and parameter tuning for machine learning. All visualizations are generated in Matplotlib. Custom `yellowbrick` visualization tools include: + ## Tools for feature analysis and selection - boxplots (box-and-whisker plots) - violinplots @@ -23,7 +26,6 @@ Image by [Quatro Cinco](https://flic.kr/p/2Yj9mj), used with permission, Flickr - jointplots - diagonal correlation matrix - ## Tools for model evaluation ### Classification - ROC curves @@ -33,7 +35,36 @@ Image by [Quatro Cinco](https://flic.kr/p/2Yj9mj), used with permission, Flickr - prediction error plots - residual plots - ## Tools for parameter tuning - validation curves - gridsearch heatmap + +## Using `yellowbrick` +For information on getting started with Yellowbrick, check out our [quick start guide](https://github.com/DistrictDataLabs/yellowbrick/blob/develop/docs/setup.md). + +## Contributing to `yellowbrick` + +Yellowbrick is an open source tool designed to enable more informed machine learning through visualizations. If you would like to contribute, you can do so in the following ways: + + - Add issues or bugs to the bug tracker: https://github.com/DistrictDataLabs/yellowbrick/issues + - Work on a card on the dev board: https://waffle.io/DistrictDataLabs/yellowbrick + - Create a pull request in Github: https://github.com/DistrictDataLabs/yellowbrick/pulls + +This repository is set up in a typical production/release/development cycle as described in [A Successful Git Branching Model](http://nvie.com/posts/a-successful-git-branching-model/). A typical workflow is as follows: + +1. Select a card from the [dev board](https://waffle.io/districtdatalabs/yellowbrick) - preferably one that is "ready" then move it to "in-progress". + +2. Create a branch off of develop called "feature-[feature name]", work and commit into that branch. +```bash +~$ git checkout -b feature-myfeature develop +``` + +3. Once you are done working (and everything is tested) merge your feature into develop. +```bash +~$ git checkout develop +~$ git merge --no-ff feature-myfeature +~$ git branch -d feature-myfeature +~$ git push origin develop +``` + +4. Repeat. Releases will be routinely pushed into master via release branches, then deployed to the server. From 2ee093eb0fc43c2c360d5395f8a309581305c320 Mon Sep 17 00:00:00 2001 From: rebeccabilbro Date: Sat, 4 Jun 2016 15:23:58 -0700 Subject: [PATCH 16/32] small addition to how to contribute --- README.md | 8 ++++---- 1 file changed, 4 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index 1b2dfe9d7..34be6483d 100644 --- a/README.md +++ b/README.md @@ -13,8 +13,8 @@ A suite of visual analysis and diagnostic tools to facilitate feature selection, ![Follow the yellow brick road](images/yellowbrickroad.jpg) Image by [Quatro Cinco](https://flic.kr/p/2Yj9mj), used with permission, Flickr Creative Commons. -# What is yellowbrick? -`yellowbrick` is a suite of visual analysis and diagnostic tools to facilitate feature selection, model selection, and parameter tuning for machine learning. All visualizations are generated in Matplotlib. Custom `yellowbrick` visualization tools include: +# What is Yellowbrick? +Yellowbrick is a suite of visual analysis and diagnostic tools to facilitate feature selection, model selection, and parameter tuning for machine learning. All visualizations are generated in Matplotlib. Custom `yellowbrick` visualization tools include: ## Tools for feature analysis and selection - boxplots (box-and-whisker plots) @@ -39,10 +39,10 @@ Image by [Quatro Cinco](https://flic.kr/p/2Yj9mj), used with permission, Flickr - validation curves - gridsearch heatmap -## Using `yellowbrick` +## Using Yellowbrick For information on getting started with Yellowbrick, check out our [quick start guide](https://github.com/DistrictDataLabs/yellowbrick/blob/develop/docs/setup.md). -## Contributing to `yellowbrick` +## Contributing to Yellowbrick Yellowbrick is an open source tool designed to enable more informed machine learning through visualizations. If you would like to contribute, you can do so in the following ways: From 4d00c5505283ed95e9161334b6d48804e619c400 Mon Sep 17 00:00:00 2001 From: rebeccabilbro Date: Sat, 4 Jun 2016 15:26:10 -0700 Subject: [PATCH 17/32] cleanup to readme --- README.md | 9 +++------ 1 file changed, 3 insertions(+), 6 deletions(-) diff --git a/README.md b/README.md index 34be6483d..ee82efd2e 100644 --- a/README.md +++ b/README.md @@ -52,19 +52,16 @@ Yellowbrick is an open source tool designed to enable more informed machine lear This repository is set up in a typical production/release/development cycle as described in [A Successful Git Branching Model](http://nvie.com/posts/a-successful-git-branching-model/). A typical workflow is as follows: -1. Select a card from the [dev board](https://waffle.io/districtdatalabs/yellowbrick) - preferably one that is "ready" then move it to "in-progress". - +1. Select a card from the [dev board](https://waffle.io/districtdatalabs/yellowbrick) - preferably one that is "ready" then move it to "in-progress". 2. Create a branch off of develop called "feature-[feature name]", work and commit into that branch. ```bash ~$ git checkout -b feature-myfeature develop -``` - +``` 3. Once you are done working (and everything is tested) merge your feature into develop. ```bash ~$ git checkout develop ~$ git merge --no-ff feature-myfeature ~$ git branch -d feature-myfeature ~$ git push origin develop -``` - +``` 4. Repeat. Releases will be routinely pushed into master via release branches, then deployed to the server. From 15d89146f24e43b62f44bda43d24b075a27dba54 Mon Sep 17 00:00:00 2001 From: rebeccabilbro Date: Sat, 4 Jun 2016 15:27:21 -0700 Subject: [PATCH 18/32] fixing the numbering in readme --- README.md | 6 ++---- 1 file changed, 2 insertions(+), 4 deletions(-) diff --git a/README.md b/README.md index ee82efd2e..bb125c9ca 100644 --- a/README.md +++ b/README.md @@ -53,12 +53,10 @@ Yellowbrick is an open source tool designed to enable more informed machine lear This repository is set up in a typical production/release/development cycle as described in [A Successful Git Branching Model](http://nvie.com/posts/a-successful-git-branching-model/). A typical workflow is as follows: 1. Select a card from the [dev board](https://waffle.io/districtdatalabs/yellowbrick) - preferably one that is "ready" then move it to "in-progress". -2. Create a branch off of develop called "feature-[feature name]", work and commit into that branch. -```bash +2. Create a branch off of develop called "feature-[feature name]", work and commit into that branch. ```bash ~$ git checkout -b feature-myfeature develop ``` -3. Once you are done working (and everything is tested) merge your feature into develop. -```bash +3. Once you are done working (and everything is tested) merge your feature into develop.```bash ~$ git checkout develop ~$ git merge --no-ff feature-myfeature ~$ git branch -d feature-myfeature From 66859664fc445a7f761cdcc9c8ebc71df0ee7af9 Mon Sep 17 00:00:00 2001 From: rebeccabilbro Date: Sat, 4 Jun 2016 15:28:16 -0700 Subject: [PATCH 19/32] fixing the numbering in readme --- README.md | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/README.md b/README.md index bb125c9ca..20b7285e1 100644 --- a/README.md +++ b/README.md @@ -53,10 +53,12 @@ Yellowbrick is an open source tool designed to enable more informed machine lear This repository is set up in a typical production/release/development cycle as described in [A Successful Git Branching Model](http://nvie.com/posts/a-successful-git-branching-model/). A typical workflow is as follows: 1. Select a card from the [dev board](https://waffle.io/districtdatalabs/yellowbrick) - preferably one that is "ready" then move it to "in-progress". -2. Create a branch off of develop called "feature-[feature name]", work and commit into that branch. ```bash +2. Create a branch off of develop called "feature-[feature name]", work and commit into that branch. +``` ~$ git checkout -b feature-myfeature develop ``` -3. Once you are done working (and everything is tested) merge your feature into develop.```bash +3. Once you are done working (and everything is tested) merge your feature into develop. +``` ~$ git checkout develop ~$ git merge --no-ff feature-myfeature ~$ git branch -d feature-myfeature From d0128f7aaae667cf851cf02cf1c257ceb3b1175c Mon Sep 17 00:00:00 2001 From: rebeccabilbro Date: Sat, 4 Jun 2016 15:29:58 -0700 Subject: [PATCH 20/32] fixing the numbering in readme --- README.md | 20 +++++++++++--------- 1 file changed, 11 insertions(+), 9 deletions(-) diff --git a/README.md b/README.md index 20b7285e1..7b2257ec7 100644 --- a/README.md +++ b/README.md @@ -54,14 +54,16 @@ This repository is set up in a typical production/release/development cycle as d 1. Select a card from the [dev board](https://waffle.io/districtdatalabs/yellowbrick) - preferably one that is "ready" then move it to "in-progress". 2. Create a branch off of develop called "feature-[feature name]", work and commit into that branch. -``` -~$ git checkout -b feature-myfeature develop -``` + ``` + ~$ git checkout -b feature-myfeature develop + ``` + 3. Once you are done working (and everything is tested) merge your feature into develop. -``` -~$ git checkout develop -~$ git merge --no-ff feature-myfeature -~$ git branch -d feature-myfeature -~$ git push origin develop -``` + ``` + ~$ git checkout develop + ~$ git merge --no-ff feature-myfeature + ~$ git branch -d feature-myfeature + ~$ git push origin develop + ``` + 4. Repeat. Releases will be routinely pushed into master via release branches, then deployed to the server. From 4532dee20eccd932c8c97b394b5a9445a5a20d29 Mon Sep 17 00:00:00 2001 From: naturallogofx Date: Sat, 4 Jun 2016 15:36:36 -0700 Subject: [PATCH 21/32] Linear Regression function. Returns plot with line of best fit and scatter plot of data. (#28) --- linebestfit.py | 39 +++++++++++++++++++++++++++++++++++++++ 1 file changed, 39 insertions(+) create mode 100644 linebestfit.py diff --git a/linebestfit.py b/linebestfit.py new file mode 100644 index 000000000..57d3230f0 --- /dev/null +++ b/linebestfit.py @@ -0,0 +1,39 @@ +import numpy as np +import matplotlib.pyplot as plt + +from sklearn import linear_model + +def linearbestfit( xarray=np.array, yarray=np.array): + + # Check xarray and yarray are same length + if len(xarray) != len(yarray): + print("Arrays are not the same length") + exit(1) + + # Verify xarray is (n,1) + if len(xarray.shape) < 2 : + xarray=xarray[:,np.newaxis] + elif len(xarray.shape) > 2: + print("Incorrect xarray shape. Must be (n,1)") + exit(1) + + # Verify y array is (n,) + if len(yarray.shape) != 1: + print("Inccorect yarray shape. Must be (n,)") + exit(1) + + # Create, fit, and train regression + regr = linear_model.LinearRegression() + regr.fit(xarray, yarray) + + # Plot scatterplot + plt.scatter(xarray, yarray, color='black') + + # Plot line of best fit + plt.plot(xarray, regr.predict(xarray), color='blue', + linewidth=3) + + # Plot + plt.xticks(()) + plt.yticks(()) + plt.show() From d769cc3263241004ae8da0c2e42df6967a150435 Mon Sep 17 00:00:00 2001 From: rebeccabilbro Date: Sat, 4 Jun 2016 16:02:26 -0700 Subject: [PATCH 22/32] added line of best fit examples to examples --- examples/examples.ipynb | 139 ++++++++++++++++++++++++++++++++++++++-- 1 file changed, 133 insertions(+), 6 deletions(-) diff --git a/examples/examples.ipynb b/examples/examples.ipynb index 2efcf061f..e832cd5da 100644 --- a/examples/examples.ipynb +++ b/examples/examples.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 4, "metadata": { "collapsed": false }, @@ -303,21 +303,148 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "metadata": { "collapsed": true }, "outputs": [], - "source": [] + "source": [ + "import numpy as np\n", + "from sklearn import linear_model\n", + "from yellowbrick.anscombe import ANSCOMBE" + ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "metadata": { - "collapsed": true + "collapsed": false }, "outputs": [], - "source": [] + "source": [ + "def linearbestfit( xarray=np.array, yarray=np.array):\n", + "\n", + " # Check xarray and yarray are same length\n", + " if len(xarray) != len(yarray):\n", + " print(\"Arrays are not the same length\")\n", + " exit(1)\n", + "\n", + " # Verify xarray is (n,1)\n", + " if len(xarray.shape) < 2 :\n", + " xarray=xarray[:,np.newaxis]\n", + " elif len(xarray.shape) > 2:\n", + " print(\"Incorrect xarray shape. Must be (n,1)\")\n", + " exit(1)\n", + "\n", + " # Verify y array is (n,)\n", + " if len(yarray.shape) != 1:\n", + " print(\"Inccorect yarray shape. Must be (n,)\")\n", + " exit(1)\n", + "\n", + " # Create, fit, and train regression\n", + " regr = linear_model.LinearRegression()\n", + " regr.fit(xarray, yarray)\n", + "\n", + " # Plot scatterplot\n", + " plt.scatter(xarray, yarray, color='black')\n", + "\n", + " # Plot line of best fit\n", + " plt.plot(xarray, regr.predict(xarray), color='blue',\n", + " linewidth=3)\n", + "\n", + " # Plot\n", + " plt.xticks(())\n", + " plt.yticks(())\n", + " plt.show()\n" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAAFBCAYAAAD69Z+AAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\njZ+U/HjjYWMAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "linearbestfit(ANSCOMBE[0][0],ANSCOMBE[0][1])" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAAFBCAYAAAD69Z+AAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nTkSuQmCC\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "linearbestfit(ANSCOMBE[1][0],ANSCOMBE[1][1])" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAAFBCAYAAAD69Z+AAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwf8CEepit6r77nYAAAAASUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "linearbestfit(ANSCOMBE[2][0],ANSCOMBE[2][1])" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAAFBCAYAAAD69Z+AAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "linearbestfit(ANSCOMBE[3][0],ANSCOMBE[3][1])" + ] }, { "cell_type": "code", From 56236f3d3c7cafcad716a14f36d98bd66eeedd94 Mon Sep 17 00:00:00 2001 From: Benjamin Bengfort Date: Sun, 26 Jun 2016 19:29:41 -0400 Subject: [PATCH 23/32] implemented best fit line draw function --- examples/examples.ipynb | 230 ++++++++------------------------------ linebestfit.py | 39 ------- tests/test_bestfit.py | 28 +++++ yellowbrick/anscombe.py | 19 +++- yellowbrick/bestfit.py | 192 +++++++++++++++++++++++++++++++ yellowbrick/exceptions.py | 7 ++ yellowbrick/regressor.py | 10 +- 7 files changed, 296 insertions(+), 229 deletions(-) delete mode 100644 linebestfit.py create mode 100644 tests/test_bestfit.py create mode 100644 yellowbrick/bestfit.py diff --git a/examples/examples.ipynb b/examples/examples.ipynb index e832cd5da..faa8664d1 100644 --- a/examples/examples.ipynb +++ b/examples/examples.ipynb @@ -11,7 +11,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 1, "metadata": { "collapsed": false }, @@ -33,29 +33,37 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/usr/local/lib/python2.7/site-packages/scipy/linalg/basic.py:884: RuntimeWarning: internal gelsd driver lwork query error, required iwork dimension not returned. This is likely the result of LAPACK bug 0038, fixed in LAPACK 3.2.2 (released July 21, 2010). Falling back to 'gelss' driver.\n", + " warnings.warn(mesg, RuntimeWarning)\n" + ] + }, { "data": { "text/plain": [ - "(,\n", - " ,\n", - " ,\n", - " )" + "(,\n", + " ,\n", + " ,\n", + " )" ] }, - "execution_count": 10, + "execution_count": 2, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXQAAAEACAYAAACj0I2EAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nT/w/ZxQsI/W4kMgAAAAASUVORK5CYII=\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAd8AAAFRCAYAAAA1uqfwAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEbGYmq+IiIjF1HxFREQs9v8DxhmcCWUNT7sAAAAASUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -77,7 +85,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 3, "metadata": { "collapsed": false }, @@ -91,7 +99,7 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 4, "metadata": { "collapsed": false }, @@ -117,7 +125,7 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 5, "metadata": { "collapsed": false }, @@ -170,7 +178,7 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 6, "metadata": { "collapsed": false }, @@ -178,18 +186,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 14, + "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXAAAAEWCAYAAAB/tMx4AAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nZlamnMDNzMqUE7iZWZlyAjczK1P/H2vRH9CKnzHJAAAAAElFTkSuQmCC\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAdUAAAFcCAYAAACeBiTnAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -203,7 +211,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 7, "metadata": { "collapsed": false }, @@ -214,7 +222,7 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 8, "metadata": { "collapsed": false }, @@ -222,18 +230,18 @@ { "data": { "text/plain": [ - "" + "" ] }, - "execution_count": 16, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXkAAAEKCAYAAAD3tSVSAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nLMkbY0wS+38KAMm9sGHqvAAAAABJRU5ErkJggg==\n", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAegAAAFeCAYAAABOw4xkAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", "text/plain": [ - "" + "" ] }, "metadata": {}, @@ -258,7 +266,17 @@ "metadata": { "collapsed": false }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',\n", + " metric_params=None, n_jobs=1, n_neighbors=5, p=2,\n", + " weights='uniform')\n" + ] + } + ], "source": [ "print(ocknn.steps[-1][1])" ] @@ -300,179 +318,25 @@ "models = [Ridge(), LinearRegression(), SVR()]\n", "yb.residuals_plot(models, concrete[feats], concrete['strength'])" ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [ - "import numpy as np\n", - "from sklearn import linear_model\n", - "from yellowbrick.anscombe import ANSCOMBE" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": { - "collapsed": false - }, - "outputs": [], - "source": [ - "def linearbestfit( xarray=np.array, yarray=np.array):\n", - "\n", - " # Check xarray and yarray are same length\n", - " if len(xarray) != len(yarray):\n", - " print(\"Arrays are not the same length\")\n", - " exit(1)\n", - "\n", - " # Verify xarray is (n,1)\n", - " if len(xarray.shape) < 2 :\n", - " xarray=xarray[:,np.newaxis]\n", - " elif len(xarray.shape) > 2:\n", - " print(\"Incorrect xarray shape. Must be (n,1)\")\n", - " exit(1)\n", - "\n", - " # Verify y array is (n,)\n", - " if len(yarray.shape) != 1:\n", - " print(\"Inccorect yarray shape. Must be (n,)\")\n", - " exit(1)\n", - "\n", - " # Create, fit, and train regression\n", - " regr = linear_model.LinearRegression()\n", - " regr.fit(xarray, yarray)\n", - "\n", - " # Plot scatterplot\n", - " plt.scatter(xarray, yarray, color='black')\n", - "\n", - " # Plot line of best fit\n", - " plt.plot(xarray, regr.predict(xarray), color='blue',\n", - " linewidth=3)\n", - "\n", - " # Plot\n", - " plt.xticks(())\n", - " plt.yticks(())\n", - " plt.show()\n" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAAFBCAYAAAD69Z+AAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\njZ+U/HjjYWMAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "linearbestfit(ANSCOMBE[0][0],ANSCOMBE[0][1])" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAAFBCAYAAAD69Z+AAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAFbNJREFUeJzt3XtwVOX9x/HP2dwIIWWAJkFENgN2qqipCAUtjvZXEKsU\ntdWpF9TCtMHqWJ2GjrEVbb3g1B01Wuu0mGmhxY52tNhIxbGCzuBlkGoa4rRqQcw2iGQjYcbdzT05\nvz9ArGGfzaMk55zdfb/+W05mfEY07z2X73kc13VdAQCAtEJ+LwAAgExAMAEAsEAwAQCwQDABALBA\nMAEAsEAwAQCwkJ/uYHt73Kt1AAAQCGVlpSn/nDNMAAAsEEwAACwQTAAALBBMAAAsEEwAACwQTAAA\nLBBMAAAsEEwAACwQTAAALBBMAAAsEEwAACwQTAAALBBMAAAsEEwAACwQTAAALBBMAAAsEEwAACwQ\nTAAALBBMAAAsEEwAACwQTAAALBBMAAAsEEwAACwQTAAALBBMAAAsEEwAACwQTAAALBBMAAAsEEwA\nACwQTAAALBBMAAAsEEwAgCTpnXdC+tWvCvXyy3l+LyWQ8v1eAADAX21tjmbNKlF/vyNJchxXr76a\n1IwZrs8rCxaCCQA5KpGQFi0aq127Pn1G6bqOHMenRQUYwQSAHNPfL119dbE2b06dgJ/+tEfTp3N2\nORTBBIAc4brSqlVFqq8vTHn8jDP69cQTXSpMfTjnEUwAyAGPPFKgVavGpDw2efKgXnopqfHjPV5U\nhiGYAJDFnnkmX8uXFxuPNzYmNHUql19tEEwAyEL/+EdIixeXGI9v3pxUVdWghyvKfAQTALLI7t2O\nTj99nPH4Y491asGCAQ9XlD0IJgBkgf37Hc2dW6J4PPU8yH33deuqq/o8XlV2IZgAkMG6uqQlS8aq\nuTn123luvLFHt9zS6/GqshPBBIAMNDgorVgxRk8/XZDy+IUX9mnNmm6FeAHqiCGYAJBhVq8u1IMP\nFqU8VlU1oI0bO1VsfjAWnxPBBIAMsX59gVauTD1LOX68q23bkpo0iRGR0UIwASDgtmzJ0+WXjzUe\n37YtwavsPEAwASCgmptDWrjQPEu5aVNSc+YwS+kVggkAAdPa6mj2bPMs5dq1XVq8uN/DFUEimAAQ\nGP/9r6M5c8yhXL26W9XVzFL6hWACgM8SCWn69FLj8Wuu6dUdd/SwR6XPCCYA+GRwUJo82RzKRYv6\ntW5dl/L5TR0I/DUAgA+mTRun7m7zKePu3XGNM1+dhQ94BwQAeOiyy4pVXl5qjOULLyQVixHLICKY\nAOCBX/6yUOXlpXrhhdQX9tau7VIsFtfJJzMmElRckgWAUdTQkK/qavN76m6+uUc1NbwcPRMQTAAY\nBTt2hHTOOeaXDnzzm3364x+7PVwRjhbBBBAYHR0dqq2tUTTaonA4rEikThMmTPR7WZ9JW5ujU04x\n34AcP97Vzp0JD1eEkUIwAQRGbW2NGho2SJKamholOaqvX+frmmx1d0vTpplHRCRp3744221lMIIJ\nIDCi0Za0n4PIdaWKivShfO+9uErMV2eRIfiuAyAwwuHwkM+V/izE0qmnlqSN5T//mVAsRiyzBWeY\nAA7z+x5iJFInyTn0z69UJHK/Z//sz+Kaa8boqacKjMfZRSQ7Oa7rGjdRa2+Pe7kWAD6rrl52+B6i\nJF144Xcy5h7iSBjuC8PDDxfo9ttTb+AsSb/+dZe++112Ecl0ZWWprxpwhgngsEy8hziSTA8dPf98\nnpYuNW/gfO21vbr99h6PVgm/EEwAh4XD4UOh+PhzpX+L8cHQLwjvvOOovNx8j3LevH5t3Ng1yqtC\nUBBMAIdlyj3E0fLJF4aJkvbr7bfNPxuLccsq13APEwAOaWvr0CmnhNP+zAcfxJWX59GC4AvuYQJA\nGgcvvZovv+7aFdcXvuDdehA8BBNATkt3j1KStm1LaPp044U45BBeXAAgJ512WknaWD7xRKdisTix\nxGEEE0BOWbmySOXlpdqzJ/Wvv8su61MsFtfZZw94vDIEHZdkAeSExx/P1w03mPelLCsb1L/+lfRw\nRcg0BBNAVhtuX0qJERHYIZgAstL+/Y5OPNG8L6UktbXF5TgeLQgZj2ACAeL3y8+zQX+/NGVK+idf\no9G4is1XZ4GUCCYQIJm8gXIQDDci0tiY0NSpwX3qlS9MwUYwgQDJ9Zeff17DhfLJJzt11lnBf+qV\nL0zBxlgJECCZtoGy3849d2zaWP78592KxeIZEUuJL0xBxxkmECC5/vJzW6tXF+rBB4uMxxct6tej\nj2beLiK5vltM0PHydQAZY9OmfC1blv5pnUweETlwoEM33VTzqS9M3MP0nunl6wQTQODt3BnS/PnM\nUsIb7FYCIOPE49KMGekf6Nm3L64QT2PAAwQTQOAMDkqTJ6cP5bvvxlWa/keAEUUwAQTKcCMir7yS\n1Je+NOjRaoBPEEwAgTBcKNet69L55/d7tBrgSFz5B+CrK68sThvLG2/sUSwWJ5bwHWeYAHzx8MMF\nuv32Mcbjs2YN6LnnOj1cEZAewQTgqa1b83TJJWPT/gwjIggiggnAE62tjmbPTr/dFqFEkBFMAKOq\nq0sKh9M/0LN3b1z5/DZCwPGfKIBR4bpSRUX6UL71VkKTJgV3uy3gfxFMACNuuBGR559P6itfYZYS\nmYWxEgAjZubMkrSxfOihLsVicWKJjEQwARy1G24Yo/LyUn34YepfKVdd1atYLK5LL2WWEpmLS7IA\nPrdHHy1QTY15lnLq1EE1NiY9XBEweggmMERHR4dqaz/ekzCsSKSOPQmHeOONkM47j+22kFsIJjBE\nbW2NGho2SJKamholOaqvX+frmoIiFnN08snMUiI3EUxgiGi0Je3nXNTXJx17bPonX1tb4yoq8mhB\nGBVcXUmPYAJDhMPhQ2eWH3+u9G8xATDciEhTU0JTpjBLmQ24upIewQSGiETqJDmHvmVXKhK53+8l\n+WK4UDY0dOqMMwY8Wg28wNWV9AgmMMSECRNz+lv1zJklxvEQSbrrrm6tWNHn4YrgFa6upEcwAUiS\nrr12jP7ylwLj8cWL+7R2bbeHK4LXuLqSnuO6rvHmQ3s7T7sB2e5PfyrQj39snqUsLHS1Z0/CwxUB\n/iorS307gjNMIEft2BHSOecwSwnYIphAjunokE44If0DPW1tcTmORwsCMgTBBHLEwIB0zDHpQ/nu\nu3GVpv8RIGcRTCAHDDcisnVrUiecwA4iQDoEE8hiw4VyzZouffvb7CAC2GB7LyALzZuXfl/K5csP\nbrdFLAF7nGECWeTWW4u0Zk2h8fiUKYNqamK7LeDzIJhAFti4MV/f/35x2p9hRAQ4OgQTyGA7d4Y0\nfz6zlIAXCCaQgRIJafr09A/0fPBBXHl5Hi0IyAEEE8ggritVVKQP5b//ndAXv8h2W8BII5hAhhhu\nROTZZ5OaPZtZSmC0EEwg4IYL5T33dGv5crbbAkYbc5hAQF1wQXHaWF5wQZ9isTixBDzCGSYQMA89\nVKg77ywyHg+FXO3bx3ZbgNcIJhAQb74Z0oIFjIgAQUUwAZ99+KGjmTPHpf0ZQgn4j2ACPunrk449\nNv0DPa2tcRWZr84C8BDBBHww3JOvzFICwUMwAQ8dc8w4DQw4xuNbtiR1yinMUgJBxFgJ4IErrjg4\nImKK5Zo1XYrF4sQSCDCCCYyiBx4oVHl5qTZvTn0x57rr2JcSyBRckkXgdHR0qLa2RtFoi8LhsCKR\nOk2YMNHvZX0mzz+fp6VLxxqPz549oGef7fRwRQCOFsFE4NTW1qihYYMkqampUZKj+vp1vq7J1q5d\njr72NUZEgGxEMBE40WhL2s9B9NFH0vHHp3/yta0tLsf8vA+AgOMeJgInHA4P+Vzpz0IsDAwcHBFJ\nF8toNK5YjFgCmY4zTAROJFInyTl0D7NSkcj9fi8ppeFmKZuaEpoyhVlKIFs4rusa/49ub+deCzBU\nVVWJ9u0zX5zZuLFT8+YNeLgiACOprCz1l2EuyQKWrr9+jMrLS42xvPfebsVicWIJZCkuyQLD+P3v\nC3TzzWOMx5cu7VVdXY+HKwLgB4IJGLz6ap4uusg8Szlt2qBefz3p4YoA+IlgAkO8/76jWbOYpQTw\naQQTOKS3V5o6Nf2Tr/v2xRXizj+Qkwgmcp7rSnPnligaNZdw9+64xqU/6QSQ5fiujJxWXT1GFRWl\nxlhu25ZQLEYsAXCGiRx1332FuueeIuPxrVuTOuEEttoC8AmCiZzy17/ma8WKYuPxxx/v1De+wRwl\ngCMRTOSEN94I6bzzSozH77mnW8uX93m4IgCZhmAiq7W2Opo923wD8gc/6NXdd/PSAQDDI5jISvG4\nNGOGeURk3rx+bdzY5eGKAGQ6goms0t8vTZliDmVRkauWloTy8jxcFICsQDCRNRYuHKvmZnMJmaUE\ncDSYw0TGq6kpUnl5qTGWO3YwSwng6HGGiYz1298W6LbbzLuIbN6cVFUVs5QARgbBRMZ57rk8XXWV\neReRdeu6dP75/R6uCEAuIJjIGG++GdKCBeZZyttu69b11zNLCWB0EEwE3r59jqqqzDcgL720Tw89\n1O3higDkIoKJwOrslCorzSMiM2cO6MUXO+U4Hi4KQM4imAicwUFpxoxxSibNJXz//bgKCjxcFICc\nx1gJAuXii4s1eXKpMZY7d8YVixFLAN4jmAiEW289OEv50kupL3ps335wlnL8eI8XBgCHcEkWvlq/\nvkArV5pnKf/2t6TmzmWWEoD/CCZ8sXVrni65xDxL+ZvfdOnii5mlBBAcBBOe2rkzpPnzzbOUNTU9\nuvnmXg9XBAB2CCY8sX+/oxNPNM9Snnden/7wB2YpAQQXwcSo6umRjjvOPEt57LGDamxMMksJIPAI\nJkaF60qzZpVo717zg9itrXEVFXm4KAA4CoyVYMQtWzZGFRWlxli+9dbBERFiCSCTEEyMmEikUOXl\npdq0KfVbBV55JalYLK5Jk1yPVwYAR49LsjhqTz6Zr+uuK05zvFNnnTXg4YoAYOQRTHxu27eH9K1v\nmUdE7r23W1dfzXZbALIDwcQROjo6VFtbo2i0ReFwWJFInSZMmHj4eDTq6KtfNY+IXHNNr+68s8eL\npQKAZwgmjlBbW6OGhg2SpKamRkmO6uvX6aOPpOOPN4+InHlmvzZs6PJolQDgLYKJI0SjLZ/63NKy\nR+Xl5lCOG+dq166EQjxCBiCL8SsORwiHw//z6U3t2PGa8Wffey+u3buJJYDs57iua3zGv7097uVa\nEBAHDnRo4cLdam39P+PPNDcnNHky4yEAsk9ZWeorapwX4FMefrhAX/5y2BjLLVsOzlISSwC5hnuY\nkCRt2pSvZcvMs5Tr13fq3HOZpQSQuwhmjmtuDmnhQvMs5R13dOuHP2SWEgAIZo7au9fRqaeaZymX\nLu1VXR2zlADwMYKZYxIJafp084hIVdWANm/u9HBFAJAZCGaOGBiQKivHqafHvPHk3r1x5fNfBACk\nxK/HHLBkSbFee838V/3uu3GVmk86AQBirCSr/exnRSovLzXG8vXXD+5LSSwBYHicYWahtWsLVFs7\nxnh806ak5swZ9HBFAJD5CGYWefHFPF166Vjj8Uce6dJFF/V7uCIAyB4EMwu8/XZIZ51lnqW86aYe\n/eQnvR6uCACyD8HMYO3tjk46yTxLuWRJn373u24PVwQA2YtgZqDubmnaNPOTOuHwoLZvT8oxT5AA\nAD4jgplBXFc66aQSffih+eHmPXviKiz0cFEAkCMYK8kQV15ZrIqKUmMs3347rliMWALAaCGYAXf3\n3YUqLy/V3/+e+mLAq68enKWcONHjhQFAjuGSbED9+c/5+tGPzNttPfVUp+bPZ7stAPAKwQyY//wn\npDPPNI+IPPBAl664gllKAPAawQyItjZHs2aVqL8/9aOt113Xq1/8gu22AMAvBNNniYS0aNFY7dqV\nl/L42Wf364knujxeFQBgKILpk/5+admyYuPDPJdd1qcHH+xmlhIAAoJgesx1pVWrilRfn3r+4/TT\n+/Xkk12MhwBAwBBMDz3ySIFWrUq9i0hFxaBefjmp8eM9XhQAwArB9MAzz+Rr+XLziMgbbyR03HGu\nhysCAHxWBHMUvf56SOefbx4R2bw5qaoq9qUEgExAMEfBe+85mjfPvIvIY491asECXjoAAJmEYI6g\n/fsdzZ1bong89aOt997brauv7vN4VQCAkUAwR0BXl7RkyVg1N6eepbzxxh7dcgsbOANAJiOYR2Fw\nUFqxYoyefrog5fELL+zTmjXdCvGKewDIeATzc7r77kI98EBRymNVVQPauLFTxeYHYwEAGYZgfkbr\n1xdo5crUs5Slpa62b09q0iRGRAAg2xBMS1u25Onyy8caj2/bltD06YQSALIVwRxGc3NICxeaZyk3\nbUpqzhxmKQEg2xFMgz17HJ12mnmWcu3aLi1ezL6UAJArCGYK6WJ5113dWrGCWUoAyDUEM4Xnnjvy\nX0t1da/uuquH7bYAIEcxIZjCuef2a/bsg6+uO+ecfu3dG9fq1cQSAHKZ47qu8dHO9va4l2sBAMB3\nZWWlKf+cM0wAACwQTAAALBBMAAAsEEwAACwQzADq6OhQdfUyLVr0dVVXf08HDnT4vSQAyHnMYQZQ\nbW2NGho2SJKamholOaqvX+frmgAg13GGGUDRaEvazwAA7xHMAAqHw0M+V/qzEADAYVySDaBIpE6S\no2i0ReFwpSKR+/1eEgDkPN70AwDA/+BNPwAAHAWCCQCABYIJAIAFggkAgAWCCQCABYIJAIAFggkA\ngAWCCQCABYIJAIAFggkAgAWCCQCABYIJAIAFggkAgAWCCQCABYIJAIAFggkAgAWCCQCABYIJAIAF\nggkAgAWCCQCABYIJAIAFggkAgAWCCQCABYIJAIAFggkAgAWCCQCABYIJAIAFggkAgAWCCQCABYIJ\nAIAFggkAgAWCCQCABYIJAIAFggkAgAWCCQCABYIJAIAFggkAgAWCCQCABYIJAIAFggkAgAWCCQCA\nBYIJAIAFggkAgAWCCQCABYIJAIAFggkAgAWCCQCABYIJAIAFggkAgAWCCQCABYKZQkdHh6qrl2nR\noq+ruvp7OnCgw+8lAQB8lu/3AoKotrZGDQ0bJElNTY2SHNXXr/N1TQAAf3GGmUI02pL2MwAg9xDM\nFMLh8JDPlf4sBAAQGFySTSESqZPkKBptUThcqUjkfr+XBADwmeO6rms62N4e93ItAAD4rqysNOWf\nc0kWAAALBBMAAAsEEwAACwQTAAALBBMAAAsEEwAACwQTAAALBBMAAAsEEwAACwQTAAALBBMAAAsE\nEwAACwQTAAALBBMAAAsEEwAACwQTAAALBBMAAAsEEwAACwQTAAALBBMAAAsEEwAACwQTAAALBBMA\nAAsEEwAACwQTAAALBBMAAAsEEwAACwQTAAALBBMAAAsEEwAACwQTAAALBBMAAAsEEwAACwQTAAAL\njuu6rt+LAAAg6DjDBADAAsEEAMACwQQAwALBBADAAsEEAMACwQQAwML/Az0BxFEDepVFAAAAAElF\nTkSuQmCC\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "linearbestfit(ANSCOMBE[1][0],ANSCOMBE[1][1])" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAAFBCAYAAAD69Z+AAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nwf8CEepit6r77nYAAAAASUVORK5CYII=\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "linearbestfit(ANSCOMBE[2][0],ANSCOMBE[2][1])" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": { - "collapsed": false - }, - "outputs": [ - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAcwAAAFBCAYAAAD69Z+AAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "linearbestfit(ANSCOMBE[3][0],ANSCOMBE[3][1])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, - "outputs": [], - "source": [] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 2", "language": "python", - "name": "python3" + "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", - "version": 3 + "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.5.1" + "pygments_lexer": "ipython2", + "version": "2.7.11" } }, "nbformat": 4, diff --git a/linebestfit.py b/linebestfit.py deleted file mode 100644 index 57d3230f0..000000000 --- a/linebestfit.py +++ /dev/null @@ -1,39 +0,0 @@ -import numpy as np -import matplotlib.pyplot as plt - -from sklearn import linear_model - -def linearbestfit( xarray=np.array, yarray=np.array): - - # Check xarray and yarray are same length - if len(xarray) != len(yarray): - print("Arrays are not the same length") - exit(1) - - # Verify xarray is (n,1) - if len(xarray.shape) < 2 : - xarray=xarray[:,np.newaxis] - elif len(xarray.shape) > 2: - print("Incorrect xarray shape. Must be (n,1)") - exit(1) - - # Verify y array is (n,) - if len(yarray.shape) != 1: - print("Inccorect yarray shape. Must be (n,)") - exit(1) - - # Create, fit, and train regression - regr = linear_model.LinearRegression() - regr.fit(xarray, yarray) - - # Plot scatterplot - plt.scatter(xarray, yarray, color='black') - - # Plot line of best fit - plt.plot(xarray, regr.predict(xarray), color='blue', - linewidth=3) - - # Plot - plt.xticks(()) - plt.yticks(()) - plt.show() diff --git a/tests/test_bestfit.py b/tests/test_bestfit.py new file mode 100644 index 000000000..f4adc7ee7 --- /dev/null +++ b/tests/test_bestfit.py @@ -0,0 +1,28 @@ +# tests.test_bestfit +# Tests for the bestfit module. +# +# Author: Benjamin Bengfort +# Created: Sun Jun 26 19:27:39 2016 -0400 +# +# Copyright (C) 2016 District Data Labs +# For license information, see LICENSE.txt +# +# ID: test_bestfit.py [] benjamin@bengfort.com $ + +""" +Tests for the bestfit module. +""" + +########################################################################## +## Imports +########################################################################## + +import unittest + + +########################################################################## +## Best fit tests +########################################################################## + +class BestFitTests(unittest.TestCase): + pass diff --git a/yellowbrick/anscombe.py b/yellowbrick/anscombe.py index 91915cabc..450dbdbf2 100644 --- a/yellowbrick/anscombe.py +++ b/yellowbrick/anscombe.py @@ -17,10 +17,11 @@ ## Imports ########################################################################## - import numpy as np import matplotlib.pyplot as plt +from yellowbrick.bestfit import draw_best_fit + ########################################################################## ## Anscombe Data Arrays @@ -55,9 +56,19 @@ def anscombe(): x = arr[0] y = arr[1] + # Set the X and Y limits + ax.set_xlim(0, 15) + ax.set_ylim(0, 15) + + # Draw the points in the scatter plot ax.scatter(x, y, c='g') - m,b = np.polyfit(x, y, 1) - X = np.linspace(ax.get_xlim()[0], ax.get_xlim()[1], 100) - ax.plot(X, m*X+b, '-') + + # Draw the linear best fit line on the plot + draw_best_fit(x, y, ax) return (axa, axb, axc, axd) + + +if __name__ == '__main__': + anscombe() + plt.show() diff --git a/yellowbrick/bestfit.py b/yellowbrick/bestfit.py new file mode 100644 index 000000000..55f1c4096 --- /dev/null +++ b/yellowbrick/bestfit.py @@ -0,0 +1,192 @@ +# yellowbrick.bestfit +# Uses Scikit-Learn to compute a best fit function, then draws it in the plot. +# +# Author: Benjamin Bengfort +# Created: Sun Jun 26 17:27:08 2016 -0400 +# +# Copyright (C) 2016 District Data Labs +# For license information, see LICENSE.txt +# +# ID: bestfit.py [] benjamin@bengfort.com $ + +""" +Uses Scikit-Learn to compute a best fit function, then draws it in the plot. +""" + +########################################################################## +## Imports +########################################################################## + +import numpy as np + +from sklearn import linear_model +from sklearn.preprocessing import PolynomialFeatures +from sklearn.pipeline import make_pipeline +from sklearn.metrics import mean_squared_error as mse + +from operator import itemgetter +from yellowbrick.exceptions import YellowbrickValueError + + +########################################################################## +## Module Constants +########################################################################## + +# Names of the various estimator functions +LINEAR = 'linear' +QUADRATIC = 'quadratic' +EXPONENTIAL = 'exponential' +LOG = 'log' +SELECT_BEST = 'select_best' + + +########################################################################## +## Draw Line of Best Fit +########################################################################## + +def draw_best_fit(X, y, ax, estimator='linear', **kwargs): + """ + Uses Scikit-Learn to fit a model to X and y then uses the resulting model + to predict the curve based on the X values. This curve is drawn to the ax + (matplotlib axis) which must be passed as the third variable. + + The estimator function can be one of the following: + + 'linear': Uses OLS to fit the regression + 'quadratic': Uses OLS with Polynomial order 2 + 'exponential': Not implemented yet + 'log': Not implemented yet + 'select_best': Selects the best fit via MSE + + The remaining keyword arguments are passed to ax.plot to define and + describe the line of best fit. + """ + + # Estimators are the types of best fit lines that can be drawn. + estimators = { + LINEAR: fit_linear, # Uses OLS to fit the regression + QUADRATIC: fit_quadratic, # Uses OLS with Polynomial order 2 + EXPONENTIAL: fit_exponential, # Not implemented yet + LOG: fit_log, # Not implemented yet + SELECT_BEST: fit_select_best, # Selects the best fit via MSE + } + + # Check to make sure that a correct estimator value was passed in. + if estimator not in estimators: + raise YellowbrickValueError( + "'{}' not a valid type of estimator; choose from {}".format( + estimator, ", ".join(estimators.keys()) + ) + ) + + # Then collect the estimator function from the mapping. + estimator = estimators[estimator] + + # Ensure that X and y are the same length + if len(X) != len(y): + raise YellowbrickValueError(( + "X and y must have same length:" + " X len {} doesn't match y len {}!" + ).format(len(X), len(y))) + + # Ensure that X and y are np.arrays + X = np.array(X) + y = np.array(y) + + # Verify that X is a two dimensional array for Scikit-Learn esitmators + # and that its dimensions are (n, 1) where n is the number of rows. + if X.ndim < 2: + X = X[:,np.newaxis] # Reshape X into the correct dimensions + + if X.ndim > 2: + raise YellowbrickValueError( + "X must be a (1,) or (n,1) dimensional array not {}".format(x.shape) + ) + + # Verify that y is a (n,) dimensional array + if y.ndim > 1: + raise YellowbrickValueError( + "y must be a (1,) dimensional array not {}".format(y.shape) + ) + + # Uses the estimator to fit the data and get the model back. + model = estimator(X, y) + + # Plot line of best fit onto the axes that were passed in. + # TODO: determin if xlim or X.min(), X.max() are better params + xr = np.linspace(*ax.get_xlim(), num=100) + ax.plot(xr, model.predict(xr[:,np.newaxis]), **kwargs) + return ax + + +########################################################################## +## Estimator Functions +########################################################################## + +def fit_select_best(X, y): + """ + Selects the best fit of the estimators already implemented by choosing the + model with the smallest mean square error metric for the trained values. + """ + models = [fit(X,y) for fit in [fit_linear, fit_quadratic]] + errors = map(lambda model: mse(y, model.predict(X)), models) + print(errors) + + return min(zip(models, errors), key=itemgetter(1))[0] + + +def fit_linear(X, y): + """ + Uses OLS to fit the regression. + """ + model = linear_model.LinearRegression() + model.fit(X, y) + return model + + +def fit_quadratic(X, y): + """ + Uses OLS with Polynomial order 2. + """ + model = make_pipeline( + PolynomialFeatures(2), linear_model.LinearRegression() + ) + model.fit(X, y) + return model + + +def fit_exponential(X, y): + """ + Fits an exponential curve to the data. + """ + raise NotImplementedError("Exponential best fit lines are not implemented") + + +def fit_log(X, y): + """ + Fit a logrithmic curve to the data. + """ + raise NotImplementedError("Logrithmic best fit lines are not implemented") + + + +if __name__ == '__main__': + import os + import pandas as pd + import matplotlib.pyplot as plt + + path = os.path.join(os.path.dirname(__file__), "..", "examples", "data", "concrete.xls") + if not os.path.exists(path): + raise Exception("Could not find path for testing") + + xkey = 'Fine Aggregate (component 7)(kg in a m^3 mixture)' + ykey = 'Coarse Aggregate (component 6)(kg in a m^3 mixture)' + data = pd.read_excel(path) + + print data.columns + + fig, axe = plt.subplots() + axe.scatter(data[xkey], data[ykey]) + draw_best_fit(data[xkey], data[ykey], axe, 'select_best') + + plt.show() diff --git a/yellowbrick/exceptions.py b/yellowbrick/exceptions.py index 72f91a56a..9c29b68ca 100644 --- a/yellowbrick/exceptions.py +++ b/yellowbrick/exceptions.py @@ -43,3 +43,10 @@ class YellowbrickTypeError(YellowbrickError, TypeError): There was an unexpected type or none for a property or input. """ pass + + +class YellowbrickValueError(YellowbrickError, ValueError): + """ + A bad value was passed into a function. + """ + pass diff --git a/yellowbrick/regressor.py b/yellowbrick/regressor.py index 4f13bd464..295378098 100644 --- a/yellowbrick/regressor.py +++ b/yellowbrick/regressor.py @@ -20,6 +20,7 @@ import matplotlib as mpl import matplotlib.pyplot as plt +from .bestfit import draw_best_fit from .utils import get_model_name, isestimator from .base import ModelVisualization, MultiModelMixin from sklearn.cross_validation import train_test_split as tts @@ -54,12 +55,15 @@ def render(self, X, y): Renders each of the scatter plots per matrix. """ for idx, (axe, y_pred) in enumerate(zip(self.generate_subplots(), self.predict(X, y))): + # Set the x and y limits + axe.set_xlim(y.min()-1, y.max()+1) + axe.set_ylim(y_pred.min()-1, y_pred.max()+1) + # Plot the correct values axe.scatter(y, y_pred, c=self.colors['point']) - # Draw the best fit line - # TODO: Add best fit line computation metric - axe.plot([y.min(), y.max()], [y.min(), y.max()], 'k--', lw=4, c=self.colors['line']) + # Draw the linear best fit line on the regression + draw_best_fit(y, y_pred, axe, 'linear', ls='--', lw=2, c=self.colors['line']) # Set the title and the y-axis label axe.set_title("Predicted vs. Actual Values for {}".format(self.names[idx])) From 69598205839bf1e92bc9048c0bbc7ce07f5ee196 Mon Sep 17 00:00:00 2001 From: Benjamin Bengfort Date: Sun, 26 Jun 2016 20:19:07 -0400 Subject: [PATCH 24/32] best fit test stubs --- tests/test_bestfit.py | 102 ++++++++++++++++++++++++++++++++++++++++- yellowbrick/bestfit.py | 3 -- 2 files changed, 101 insertions(+), 4 deletions(-) diff --git a/tests/test_bestfit.py b/tests/test_bestfit.py index f4adc7ee7..5cca1a825 100644 --- a/tests/test_bestfit.py +++ b/tests/test_bestfit.py @@ -18,6 +18,14 @@ ########################################################################## import unittest +import numpy as np +import matplotlib.pyplot as plt + +from yellowbrick.bestfit import * +from yellowbrick.anscombe import ANSCOMBE +from yellowbrick.exceptions import YellowbrickValueError +from sklearn.linear_model import LinearRegression +from sklearn.pipeline import Pipeline ########################################################################## @@ -25,4 +33,96 @@ ########################################################################## class BestFitTests(unittest.TestCase): - pass + + def test_bad_estimator(self): + """ + Test that a bad estimator name raises a value error. + """ + fig, axe = plt.subplots() + X, y = ANSCOMBE[1] + + with self.assertRaises(YellowbrickValueError): + draw_best_fit(X, y, axe, 'pepper') + + def test_ensure_same_length(self): + """ + Ensure that vectors of different lengths raise + """ + fig, axe = plt.subplots() + X = np.array([1, 2, 3, 5, 8, 10, 2]) + y = np.array([1, 3, 6, 2]) + + with self.assertRaises(YellowbrickValueError): + draw_best_fit(X, y, axe, 'linear') + + with self.assertRaises(YellowbrickValueError): + draw_best_fit(X[:,np.newaxis], y, axe, 'linear') + + def test_draw_best_fit(self): + """ + Test that drawing a best fit line works. + """ + fig, axe = plt.subplots() + X, y = ANSCOMBE[0] + + self.assertEqual(axe, draw_best_fit(X, y, axe, 'linear')) + self.assertEqual(axe, draw_best_fit(X, y, axe, 'quadratic')) + + +########################################################################## +## Estimator tests +########################################################################## + +class EstimatorTests(unittest.TestCase): + """ + Test the estimator functions for best fit lines. + """ + + def test_linear(self): + """ + Test the linear best fit estimator + """ + X, y = ANSCOMBE[0] + X = np.array(X) + y = np.array(y) + X = X[:,np.newaxis] + + model = fit_linear(X, y) + self.assertIsNotNone(model) + self.assertIsInstance(model, LinearRegression) + + + def test_quadratic(self): + """ + Test the quadratic best fit estimator + """ + X, y = ANSCOMBE[1] + X = np.array(X) + y = np.array(y) + X = X[:,np.newaxis] + + model = fit_quadratic(X, y) + self.assertIsNotNone(model) + self.assertIsInstance(model, Pipeline) + + def test_select_best(self): + """ + Test the select best fit estimator + """ + X, y = ANSCOMBE[1] + X = np.array(X) + y = np.array(y) + X = X[:,np.newaxis] + + model = fit_select_best(X, y) + self.assertIsNotNone(model) + self.assertIsInstance(model, Pipeline) + + X, y = ANSCOMBE[3] + X = np.array(X) + y = np.array(y) + X = X[:,np.newaxis] + + model = fit_select_best(X, y) + self.assertIsNotNone(model) + self.assertIsInstance(model, LinearRegression) diff --git a/yellowbrick/bestfit.py b/yellowbrick/bestfit.py index 55f1c4096..e22c77351 100644 --- a/yellowbrick/bestfit.py +++ b/yellowbrick/bestfit.py @@ -130,7 +130,6 @@ def fit_select_best(X, y): """ models = [fit(X,y) for fit in [fit_linear, fit_quadratic]] errors = map(lambda model: mse(y, model.predict(X)), models) - print(errors) return min(zip(models, errors), key=itemgetter(1))[0] @@ -183,8 +182,6 @@ def fit_log(X, y): ykey = 'Coarse Aggregate (component 6)(kg in a m^3 mixture)' data = pd.read_excel(path) - print data.columns - fig, axe = plt.subplots() axe.scatter(data[xkey], data[ykey]) draw_best_fit(data[xkey], data[ykey], axe, 'select_best') From 773019e63fd55d68f6a03c55ed57ca1ba4719eb2 Mon Sep 17 00:00:00 2001 From: lauralorenz Date: Mon, 27 Jun 2016 23:14:46 -0400 Subject: [PATCH 25/32] hi i use pycharm --- .gitignore | 56 ++++++++++++++++++++++++++++++++++++++++++++++++++++++ 1 file changed, 56 insertions(+) diff --git a/.gitignore b/.gitignore index afe3b1aa6..d6bf048cb 100644 --- a/.gitignore +++ b/.gitignore @@ -64,3 +64,59 @@ target/ # Annoying stuff from contributors venv .DS_Store + +# Created by https://www.gitignore.io/api/pycharm + +### PyCharm ### +# Covers JetBrains IDEs: IntelliJ, RubyMine, PhpStorm, AppCode, PyCharm, CLion, Android Studio and Webstorm +# Reference: https://intellij-support.jetbrains.com/hc/en-us/articles/206544839 + +# User-specific stuff: +.idea/workspace.xml +.idea/tasks.xml +.idea/dictionaries +.idea/vcs.xml +.idea/jsLibraryMappings.xml + +# Sensitive or high-churn files: +.idea/dataSources.ids +.idea/dataSources.xml +.idea/dataSources.local.xml +.idea/sqlDataSources.xml +.idea/dynamic.xml +.idea/uiDesigner.xml + +# Gradle: +.idea/gradle.xml +.idea/libraries + +# Mongo Explorer plugin: +.idea/mongoSettings.xml + +## File-based project format: +*.iws + +## Plugin-specific files: + +# IntelliJ +/out/ + +# mpeltonen/sbt-idea plugin +.idea_modules/ + +# JIRA plugin +atlassian-ide-plugin.xml + +# Crashlytics plugin (for Android Studio and IntelliJ) +com_crashlytics_export_strings.xml +crashlytics.properties +crashlytics-build.properties +fabric.properties + +### PyCharm Patch ### +# Comment Reason: https://github.com/joeblau/gitignore.io/issues/186#issuecomment-215987721 + +# *.iml +# modules.xml +# .idea/misc.xml +# *.ipr From 6d697b71fbb8c62917a291190aef7e00a4ea87a7 Mon Sep 17 00:00:00 2001 From: lauralorenz Date: Tue, 5 Jul 2016 20:09:57 -0400 Subject: [PATCH 26/32] sphinx quickstart and removing mkdocs related files --- docs/Makefile | 225 +++++++++++++++++++++++ docs/_static/.gitkeep | 0 docs/_templates/.gitkeep | 0 docs/conf.py | 347 +++++++++++++++++++++++++++++++++++ docs/index.md | 33 ---- docs/index.rst | 67 +++++++ docs/{setup.md => setup.rst} | 11 +- mkdocs.yml | 10 - requirements.txt | 4 + 9 files changed, 648 insertions(+), 49 deletions(-) create mode 100644 docs/Makefile create mode 100644 docs/_static/.gitkeep create mode 100644 docs/_templates/.gitkeep create mode 100644 docs/conf.py delete mode 100644 docs/index.md create mode 100644 docs/index.rst rename docs/{setup.md => setup.rst} (78%) delete mode 100644 mkdocs.yml diff --git a/docs/Makefile b/docs/Makefile new file mode 100644 index 000000000..0d0bca988 --- /dev/null +++ b/docs/Makefile @@ -0,0 +1,225 @@ +# Makefile for Sphinx documentation +# + +# You can set these variables from the command line. +SPHINXOPTS = +SPHINXBUILD = sphinx-build +PAPER = +BUILDDIR = _build + +# Internal variables. +PAPEROPT_a4 = -D latex_paper_size=a4 +PAPEROPT_letter = -D latex_paper_size=letter +ALLSPHINXOPTS = -d $(BUILDDIR)/doctrees $(PAPEROPT_$(PAPER)) $(SPHINXOPTS) . +# the i18n builder cannot share the environment and doctrees with the others +I18NSPHINXOPTS = $(PAPEROPT_$(PAPER)) $(SPHINXOPTS) . + +.PHONY: help +help: + @echo "Please use \`make ' where is one of" + @echo " html to make standalone HTML files" + @echo " dirhtml to make HTML files named index.html in directories" + @echo " singlehtml to make a single large HTML file" + @echo " pickle to make pickle files" + @echo " json to make JSON files" + @echo " htmlhelp to make HTML files and a HTML help project" + @echo " qthelp to make HTML files and a qthelp project" + @echo " applehelp to make an Apple Help Book" + @echo " devhelp to make HTML files and a Devhelp project" + @echo " epub to make an epub" + @echo " epub3 to make an epub3" + @echo " latex to make LaTeX files, you can set PAPER=a4 or PAPER=letter" + @echo " latexpdf to make LaTeX files and run them through pdflatex" + @echo " latexpdfja to make LaTeX files and run them through platex/dvipdfmx" + @echo " text to make text files" + @echo " man to make manual pages" + @echo " texinfo to make Texinfo files" + @echo " info to make Texinfo files and run them through makeinfo" + @echo " gettext to make PO message catalogs" + @echo " changes to make an overview of all changed/added/deprecated items" + @echo " xml to make Docutils-native XML files" + @echo " pseudoxml to make pseudoxml-XML files for display purposes" + @echo " linkcheck to check all external links for integrity" + @echo " doctest to run all doctests embedded in the documentation (if enabled)" + @echo " coverage to run coverage check of the documentation (if enabled)" + @echo " dummy to check syntax errors of document sources" + +.PHONY: clean +clean: + rm -rf $(BUILDDIR)/* + +.PHONY: html +html: + $(SPHINXBUILD) -b html $(ALLSPHINXOPTS) $(BUILDDIR)/html + @echo + @echo "Build finished. The HTML pages are in $(BUILDDIR)/html." + +.PHONY: dirhtml +dirhtml: + $(SPHINXBUILD) -b dirhtml $(ALLSPHINXOPTS) $(BUILDDIR)/dirhtml + @echo + @echo "Build finished. The HTML pages are in $(BUILDDIR)/dirhtml." + +.PHONY: singlehtml +singlehtml: + $(SPHINXBUILD) -b singlehtml $(ALLSPHINXOPTS) $(BUILDDIR)/singlehtml + @echo + @echo "Build finished. The HTML page is in $(BUILDDIR)/singlehtml." + +.PHONY: pickle +pickle: + $(SPHINXBUILD) -b pickle $(ALLSPHINXOPTS) $(BUILDDIR)/pickle + @echo + @echo "Build finished; now you can process the pickle files." + +.PHONY: json +json: + $(SPHINXBUILD) -b json $(ALLSPHINXOPTS) $(BUILDDIR)/json + @echo + @echo "Build finished; now you can process the JSON files." + +.PHONY: htmlhelp +htmlhelp: + $(SPHINXBUILD) -b htmlhelp $(ALLSPHINXOPTS) $(BUILDDIR)/htmlhelp + @echo + @echo "Build finished; now you can run HTML Help Workshop with the" \ + ".hhp project file in $(BUILDDIR)/htmlhelp." + +.PHONY: qthelp +qthelp: + $(SPHINXBUILD) -b qthelp $(ALLSPHINXOPTS) $(BUILDDIR)/qthelp + @echo + @echo "Build finished; now you can run "qcollectiongenerator" with the" \ + ".qhcp project file in $(BUILDDIR)/qthelp, like this:" + @echo "# qcollectiongenerator $(BUILDDIR)/qthelp/yellowbrick.qhcp" + @echo "To view the help file:" + @echo "# assistant -collectionFile $(BUILDDIR)/qthelp/yellowbrick.qhc" + +.PHONY: applehelp +applehelp: + $(SPHINXBUILD) -b applehelp $(ALLSPHINXOPTS) $(BUILDDIR)/applehelp + @echo + @echo "Build finished. The help book is in $(BUILDDIR)/applehelp." + @echo "N.B. You won't be able to view it unless you put it in" \ + "~/Library/Documentation/Help or install it in your application" \ + "bundle." + +.PHONY: devhelp +devhelp: + $(SPHINXBUILD) -b devhelp $(ALLSPHINXOPTS) $(BUILDDIR)/devhelp + @echo + @echo "Build finished." + @echo "To view the help file:" + @echo "# mkdir -p $$HOME/.local/share/devhelp/yellowbrick" + @echo "# ln -s $(BUILDDIR)/devhelp $$HOME/.local/share/devhelp/yellowbrick" + @echo "# devhelp" + +.PHONY: epub +epub: + $(SPHINXBUILD) -b epub $(ALLSPHINXOPTS) $(BUILDDIR)/epub + @echo + @echo "Build finished. The epub file is in $(BUILDDIR)/epub." + +.PHONY: epub3 +epub3: + $(SPHINXBUILD) -b epub3 $(ALLSPHINXOPTS) $(BUILDDIR)/epub3 + @echo + @echo "Build finished. The epub3 file is in $(BUILDDIR)/epub3." + +.PHONY: latex +latex: + $(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex + @echo + @echo "Build finished; the LaTeX files are in $(BUILDDIR)/latex." + @echo "Run \`make' in that directory to run these through (pdf)latex" \ + "(use \`make latexpdf' here to do that automatically)." + +.PHONY: latexpdf +latexpdf: + $(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex + @echo "Running LaTeX files through pdflatex..." + $(MAKE) -C $(BUILDDIR)/latex all-pdf + @echo "pdflatex finished; the PDF files are in $(BUILDDIR)/latex." + +.PHONY: latexpdfja +latexpdfja: + $(SPHINXBUILD) -b latex $(ALLSPHINXOPTS) $(BUILDDIR)/latex + @echo "Running LaTeX files through platex and dvipdfmx..." + $(MAKE) -C $(BUILDDIR)/latex all-pdf-ja + @echo "pdflatex finished; the PDF files are in $(BUILDDIR)/latex." + +.PHONY: text +text: + $(SPHINXBUILD) -b text $(ALLSPHINXOPTS) $(BUILDDIR)/text + @echo + @echo "Build finished. The text files are in $(BUILDDIR)/text." + +.PHONY: man +man: + $(SPHINXBUILD) -b man $(ALLSPHINXOPTS) $(BUILDDIR)/man + @echo + @echo "Build finished. The manual pages are in $(BUILDDIR)/man." + +.PHONY: texinfo +texinfo: + $(SPHINXBUILD) -b texinfo $(ALLSPHINXOPTS) $(BUILDDIR)/texinfo + @echo + @echo "Build finished. The Texinfo files are in $(BUILDDIR)/texinfo." + @echo "Run \`make' in that directory to run these through makeinfo" \ + "(use \`make info' here to do that automatically)." + +.PHONY: info +info: + $(SPHINXBUILD) -b texinfo $(ALLSPHINXOPTS) $(BUILDDIR)/texinfo + @echo "Running Texinfo files through makeinfo..." + make -C $(BUILDDIR)/texinfo info + @echo "makeinfo finished; the Info files are in $(BUILDDIR)/texinfo." + +.PHONY: gettext +gettext: + $(SPHINXBUILD) -b gettext $(I18NSPHINXOPTS) $(BUILDDIR)/locale + @echo + @echo "Build finished. The message catalogs are in $(BUILDDIR)/locale." + +.PHONY: changes +changes: + $(SPHINXBUILD) -b changes $(ALLSPHINXOPTS) $(BUILDDIR)/changes + @echo + @echo "The overview file is in $(BUILDDIR)/changes." + +.PHONY: linkcheck +linkcheck: + $(SPHINXBUILD) -b linkcheck $(ALLSPHINXOPTS) $(BUILDDIR)/linkcheck + @echo + @echo "Link check complete; look for any errors in the above output " \ + "or in $(BUILDDIR)/linkcheck/output.txt." + +.PHONY: doctest +doctest: + $(SPHINXBUILD) -b doctest $(ALLSPHINXOPTS) $(BUILDDIR)/doctest + @echo "Testing of doctests in the sources finished, look at the " \ + "results in $(BUILDDIR)/doctest/output.txt." + +.PHONY: coverage +coverage: + $(SPHINXBUILD) -b coverage $(ALLSPHINXOPTS) $(BUILDDIR)/coverage + @echo "Testing of coverage in the sources finished, look at the " \ + "results in $(BUILDDIR)/coverage/python.txt." + +.PHONY: xml +xml: + $(SPHINXBUILD) -b xml $(ALLSPHINXOPTS) $(BUILDDIR)/xml + @echo + @echo "Build finished. The XML files are in $(BUILDDIR)/xml." + +.PHONY: pseudoxml +pseudoxml: + $(SPHINXBUILD) -b pseudoxml $(ALLSPHINXOPTS) $(BUILDDIR)/pseudoxml + @echo + @echo "Build finished. The pseudo-XML files are in $(BUILDDIR)/pseudoxml." + +.PHONY: dummy +dummy: + $(SPHINXBUILD) -b dummy $(ALLSPHINXOPTS) $(BUILDDIR)/dummy + @echo + @echo "Build finished. Dummy builder generates no files." diff --git a/docs/_static/.gitkeep b/docs/_static/.gitkeep new file mode 100644 index 000000000..e69de29bb diff --git a/docs/_templates/.gitkeep b/docs/_templates/.gitkeep new file mode 100644 index 000000000..e69de29bb diff --git a/docs/conf.py b/docs/conf.py new file mode 100644 index 000000000..6ae686508 --- /dev/null +++ b/docs/conf.py @@ -0,0 +1,347 @@ +#!/usr/bin/env python3 +# -*- coding: utf-8 -*- +# +# yellowbrick documentation build configuration file, created by +# sphinx-quickstart on Tue Jul 5 19:45:43 2016. +# +# This file is execfile()d with the current directory set to its +# containing dir. +# +# Note that not all possible configuration values are present in this +# autogenerated file. +# +# All configuration values have a default; values that are commented out +# serve to show the default. + +# If extensions (or modules to document with autodoc) are in another directory, +# add these directories to sys.path here. If the directory is relative to the +# documentation root, use os.path.abspath to make it absolute, like shown here. +# +# import os +# import sys +# sys.path.insert(0, os.path.abspath('.')) + +# -- General configuration ------------------------------------------------ + +# If your documentation needs a minimal Sphinx version, state it here. +# +# needs_sphinx = '1.0' + +# Add any Sphinx extension module names here, as strings. They can be +# extensions coming with Sphinx (named 'sphinx.ext.*') or your custom +# ones. +extensions = [ + 'sphinx.ext.autodoc', + 'sphinx.ext.intersphinx', + 'sphinx.ext.coverage', + 'sphinx.ext.mathjax', + 'sphinx.ext.viewcode', +] + +# Add any paths that contain templates here, relative to this directory. +templates_path = ['_templates'] + +# The suffix(es) of source filenames. +# You can specify multiple suffix as a list of string: +# +# source_suffix = ['.rst', '.md'] +source_suffix = '.rst' + +# The encoding of source files. +# +# source_encoding = 'utf-8-sig' + +# The master toctree document. +master_doc = 'index' + +# General information about the project. +project = 'yellowbrick' +copyright = '2016, District Data Labs' +author = 'District Data Labs' + +# The version info for the project you're documenting, acts as replacement for +# |version| and |release|, also used in various other places throughout the +# built documents. +# +# The short X.Y version. +version = '0.1' +# The full version, including alpha/beta/rc tags. +release = '0.1' + +# The language for content autogenerated by Sphinx. Refer to documentation +# for a list of supported languages. +# +# This is also used if you do content translation via gettext catalogs. +# Usually you set "language" from the command line for these cases. +language = None + +# There are two options for replacing |today|: either, you set today to some +# non-false value, then it is used: +# +# today = '' +# +# Else, today_fmt is used as the format for a strftime call. +# +# today_fmt = '%B %d, %Y' + +# List of patterns, relative to source directory, that match files and +# directories to ignore when looking for source files. +# This patterns also effect to html_static_path and html_extra_path +exclude_patterns = ['_build', 'Thumbs.db', '.DS_Store'] + +# The reST default role (used for this markup: `text`) to use for all +# documents. +# +# default_role = None + +# If true, '()' will be appended to :func: etc. cross-reference text. +# +# add_function_parentheses = True + +# If true, the current module name will be prepended to all description +# unit titles (such as .. function::). +# +# add_module_names = True + +# If true, sectionauthor and moduleauthor directives will be shown in the +# output. They are ignored by default. +# +# show_authors = False + +# The name of the Pygments (syntax highlighting) style to use. +pygments_style = 'sphinx' + +# A list of ignored prefixes for module index sorting. +# modindex_common_prefix = [] + +# If true, keep warnings as "system message" paragraphs in the built documents. +# keep_warnings = False + +# If true, `todo` and `todoList` produce output, else they produce nothing. +todo_include_todos = False + + +# -- Options for HTML output ---------------------------------------------- + +# The theme to use for HTML and HTML Help pages. See the documentation for +# a list of builtin themes. +# +html_theme = 'sphinx_rtd_theme' + +# Theme options are theme-specific and customize the look and feel of a theme +# further. For a list of options available for each theme, see the +# documentation. +# +# html_theme_options = {} + +# Add any paths that contain custom themes here, relative to this directory. +# html_theme_path = [] + +# The name for this set of Sphinx documents. +# " v documentation" by default. +# +# html_title = 'yellowbrick v0.1' + +# A shorter title for the navigation bar. Default is the same as html_title. +# +# html_short_title = None + +# The name of an image file (relative to this directory) to place at the top +# of the sidebar. +# +# html_logo = None + +# The name of an image file (relative to this directory) to use as a favicon of +# the docs. This file should be a Windows icon file (.ico) being 16x16 or 32x32 +# pixels large. +# +# html_favicon = None + +# Add any paths that contain custom static files (such as style sheets) here, +# relative to this directory. They are copied after the builtin static files, +# so a file named "default.css" will overwrite the builtin "default.css". +html_static_path = ['_static'] + +# Add any extra paths that contain custom files (such as robots.txt or +# .htaccess) here, relative to this directory. These files are copied +# directly to the root of the documentation. +# +# html_extra_path = [] + +# If not None, a 'Last updated on:' timestamp is inserted at every page +# bottom, using the given strftime format. +# The empty string is equivalent to '%b %d, %Y'. +# +# html_last_updated_fmt = None + +# If true, SmartyPants will be used to convert quotes and dashes to +# typographically correct entities. +# +# html_use_smartypants = True + +# Custom sidebar templates, maps document names to template names. +# +# html_sidebars = {} + +# Additional templates that should be rendered to pages, maps page names to +# template names. +# +# html_additional_pages = {} + +# If false, no module index is generated. +# +# html_domain_indices = True + +# If false, no index is generated. +# +# html_use_index = True + +# If true, the index is split into individual pages for each letter. +# +# html_split_index = False + +# If true, links to the reST sources are added to the pages. +# +# html_show_sourcelink = True + +# If true, "Created using Sphinx" is shown in the HTML footer. Default is True. +# +# html_show_sphinx = True + +# If true, "(C) Copyright ..." is shown in the HTML footer. Default is True. +# +# html_show_copyright = True + +# If true, an OpenSearch description file will be output, and all pages will +# contain a tag referring to it. The value of this option must be the +# base URL from which the finished HTML is served. +# +# html_use_opensearch = '' + +# This is the file name suffix for HTML files (e.g. ".xhtml"). +# html_file_suffix = None + +# Language to be used for generating the HTML full-text search index. +# Sphinx supports the following languages: +# 'da', 'de', 'en', 'es', 'fi', 'fr', 'h', 'it', 'ja' +# 'nl', 'no', 'pt', 'ro', 'r', 'sv', 'tr', 'zh' +# +# html_search_language = 'en' + +# A dictionary with options for the search language support, empty by default. +# 'ja' uses this config value. +# 'zh' user can custom change `jieba` dictionary path. +# +# html_search_options = {'type': 'default'} + +# The name of a javascript file (relative to the configuration directory) that +# implements a search results scorer. If empty, the default will be used. +# +# html_search_scorer = 'scorer.js' + +# Output file base name for HTML help builder. +htmlhelp_basename = 'yellowbrickdoc' + +# -- Options for LaTeX output --------------------------------------------- + +latex_elements = { + # The paper size ('letterpaper' or 'a4paper'). + # + # 'papersize': 'letterpaper', + + # The font size ('10pt', '11pt' or '12pt'). + # + # 'pointsize': '10pt', + + # Additional stuff for the LaTeX preamble. + # + # 'preamble': '', + + # Latex figure (float) alignment + # + # 'figure_align': 'htbp', +} + +# Grouping the document tree into LaTeX files. List of tuples +# (source start file, target name, title, +# author, documentclass [howto, manual, or own class]). +latex_documents = [ + (master_doc, 'yellowbrick.tex', 'yellowbrick Documentation', + 'District Data Labs', 'manual'), +] + +# The name of an image file (relative to this directory) to place at the top of +# the title page. +# +# latex_logo = None + +# For "manual" documents, if this is true, then toplevel headings are parts, +# not chapters. +# +# latex_use_parts = False + +# If true, show page references after internal links. +# +# latex_show_pagerefs = False + +# If true, show URL addresses after external links. +# +# latex_show_urls = False + +# Documents to append as an appendix to all manuals. +# +# latex_appendices = [] + +# If false, no module index is generated. +# +# latex_domain_indices = True + + +# -- Options for manual page output --------------------------------------- + +# One entry per manual page. List of tuples +# (source start file, name, description, authors, manual section). +man_pages = [ + (master_doc, 'yellowbrick', 'yellowbrick Documentation', + [author], 1) +] + +# If true, show URL addresses after external links. +# +# man_show_urls = False + + +# -- Options for Texinfo output ------------------------------------------- + +# Grouping the document tree into Texinfo files. List of tuples +# (source start file, target name, title, author, +# dir menu entry, description, category) +texinfo_documents = [ + (master_doc, 'yellowbrick', 'yellowbrick Documentation', + author, 'yellowbrick', 'One line description of project.', + 'Miscellaneous'), +] + +# Documents to append as an appendix to all manuals. +# +# texinfo_appendices = [] + +# If false, no module index is generated. +# +# texinfo_domain_indices = True + +# How to display URL addresses: 'footnote', 'no', or 'inline'. +# +# texinfo_show_urls = 'footnote' + +# If true, do not generate a @detailmenu in the "Top" node's menu. +# +# texinfo_no_detailmenu = False + + +# Locations of objects.inv files for intersphinx extension that auto links to external api docs. +intersphinx_mapping = {'python': ('https://docs.python.org/3', None), + 'matplotlib': ('http://matplotlib.org/', None), + 'scipy': ('http://scipy.github.io/devdocs/', None), + 'numpy': ('https://docs.scipy.org/doc/numpy-dev/', None), + 'cycler': ('http://matplotlib.org/cycler/', None)} diff --git a/docs/index.md b/docs/index.md deleted file mode 100644 index 6b647f28c..000000000 --- a/docs/index.md +++ /dev/null @@ -1,33 +0,0 @@ -# Welcome to Yellowbrick - -**A suite of visual analysis and diagnostic tools to facilitate feature selection, model selection, and parameter tuning for machine learning.** - -## Tools for feature analysis and selection - -- boxplots (box-and-whisker plots) -- violinplots -- histograms -- scatter plot matrices (sploms) -- radial visualizations (radviz) -- parallel coordinates -- jointplots -- diagonal correlation matrix - - -## Tools for model evaluation - -### Classification - -- ROC curves -- classification heatmaps - -### Regression - -- prediction error plots -- residual plots - - -## Tools for parameter tuning - -- validation curves -- gridsearch heatmap diff --git a/docs/index.rst b/docs/index.rst new file mode 100644 index 000000000..4b0e35d84 --- /dev/null +++ b/docs/index.rst @@ -0,0 +1,67 @@ +.. yellowbrick documentation master file, created by + sphinx-quickstart on Tue Jul 5 19:45:43 2016. + You can adapt this file completely to your liking, but it should at least + contain the root `toctree` directive. + +Welcome to yellowbrick's documentation! +======================================= + +**Yellowbrick is a suite of visual analysis and diagnostic tools to facilitate feature selection, model selection, and parameter tuning for machine learning.** + +Tools for feature analysis and selection +------------------------------------------ + +- boxplots (box-and-whisker plots) +- violinplots +- histograms +- scatter plot matrices (sploms) +- radial visualizations (radviz) +- parallel coordinates +- jointplots +- diagonal correlation matrix + + +Tools for model evaluation +---------------------------- + +Classification +^^^^^^^^^^^^^^^ + +- ROC curves +- classification heatmaps + +Regression +^^^^^^^^^^^^ + +- prediction error plots +- residual plots + + +Tools for parameter tuning +---------------------------- + +- validation curves +- gridsearch heatmap + + + + + + +Contents: +========== + +.. toctree:: + :maxdepth: 2 + + setup + + + +Indices and tables +================== + +* :ref:`genindex` +* :ref:`modindex` +* :ref:`search` + diff --git a/docs/setup.md b/docs/setup.rst similarity index 78% rename from docs/setup.md rename to docs/setup.rst index fe05ec7e2..0f8738742 100644 --- a/docs/setup.md +++ b/docs/setup.rst @@ -1,23 +1,22 @@ -# Welcome to yellowbrick - -## Quick Start +Quick Start +============== This quick start is intended to get you setup with Yellowbrick in development mode (since the project is still under development). 1. Fork and clone the repository. After clicking fork in the upper right corner for your own copy of yellowbrick to your github account. Clone it in a directory -of your choice. +of your choice.:: $ git clone https://github.com/[YOURUSERNAME]/yellowbrick $ cd yellowbrick -2. Create virtualenv and create the dependencies +2. Create virtualenv and create the dependencies:: $ virtualenv venv $ pip install -r requirements.txt -3. Fetch and switch to development. +3. Fetch and switch to development.:: $ git fetch $ git checkout develop diff --git a/mkdocs.yml b/mkdocs.yml deleted file mode 100644 index c8e810a23..000000000 --- a/mkdocs.yml +++ /dev/null @@ -1,10 +0,0 @@ -site_name: Yellowbrick -theme: readthedocs -repo_name: GitHub -repo_url: https://github.com/DistrictDataLabs/yellowbrick -site_description: A suite of visual analysis and diagnostic tools for machine learning. -site_author: District Data Labs -copyright: "© 2016 District Data Labs, All Rights Reserved" - -pages: - - "Introduction": index.md diff --git a/requirements.txt b/requirements.txt index 7016aacb5..35f59c190 100644 --- a/requirements.txt +++ b/requirements.txt @@ -24,3 +24,7 @@ cycler==0.10.0 #pip==8.1.2 #setuptools==22.0.5 #wsgiref==0.1.2 + +## Documentation +#Sphinx==1.4.4 +#sphinx-rtd-theme==0.1.9 \ No newline at end of file From 6575c2dafb8c1e79151d18dd2678f191d941fe40 Mon Sep 17 00:00:00 2001 From: lauralorenz Date: Tue, 5 Jul 2016 21:01:26 -0400 Subject: [PATCH 27/32] first go at autodoc with sphinx-apidoc --- docs/api/modules.rst | 7 +++ docs/api/yellowbrick.rst | 94 ++++++++++++++++++++++++++++++++++++++++ docs/conf.py | 6 +-- docs/index.rst | 1 + requirements.txt | 4 +- 5 files changed, 107 insertions(+), 5 deletions(-) create mode 100644 docs/api/modules.rst create mode 100644 docs/api/yellowbrick.rst diff --git a/docs/api/modules.rst b/docs/api/modules.rst new file mode 100644 index 000000000..3644495cc --- /dev/null +++ b/docs/api/modules.rst @@ -0,0 +1,7 @@ +yellowbrick +=========== + +.. toctree:: + :maxdepth: 4 + + yellowbrick diff --git a/docs/api/yellowbrick.rst b/docs/api/yellowbrick.rst new file mode 100644 index 000000000..c7b063df2 --- /dev/null +++ b/docs/api/yellowbrick.rst @@ -0,0 +1,94 @@ +yellowbrick package +=================== + +Submodules +---------- + +yellowbrick.anscombe module +--------------------------- + +.. automodule:: yellowbrick.anscombe + :members: + :undoc-members: + :show-inheritance: + +yellowbrick.base module +----------------------- + +.. automodule:: yellowbrick.base + :members: + :undoc-members: + :show-inheritance: + +yellowbrick.classifier module +----------------------------- + +.. automodule:: yellowbrick.classifier + :members: + :undoc-members: + :show-inheritance: + +yellowbrick.color_utils module +------------------------------ + +.. automodule:: yellowbrick.color_utils + :members: + :undoc-members: + :show-inheritance: + +yellowbrick.exceptions module +----------------------------- + +.. automodule:: yellowbrick.exceptions + :members: + :undoc-members: + :show-inheritance: + +yellowbrick.regressor module +---------------------------- + +.. automodule:: yellowbrick.regressor + :members: + :undoc-members: + :show-inheritance: + +yellowbrick.utils module +------------------------ + +.. automodule:: yellowbrick.utils + :members: + :undoc-members: + :show-inheritance: + +yellowbrick.version module +-------------------------- + +.. automodule:: yellowbrick.version + :members: + :undoc-members: + :show-inheritance: + +yellowbrick.yb_palettes module +------------------------------ + +.. automodule:: yellowbrick.yb_palettes + :members: + :undoc-members: + :show-inheritance: + +yellowbrick.yb_rcmod module +--------------------------- + +.. automodule:: yellowbrick.yb_rcmod + :members: + :undoc-members: + :show-inheritance: + + +Module contents +--------------- + +.. automodule:: yellowbrick + :members: + :undoc-members: + :show-inheritance: diff --git a/docs/conf.py b/docs/conf.py index 6ae686508..6541ec372 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -17,9 +17,9 @@ # add these directories to sys.path here. If the directory is relative to the # documentation root, use os.path.abspath to make it absolute, like shown here. # -# import os -# import sys -# sys.path.insert(0, os.path.abspath('.')) +import os +import sys +sys.path.insert(0, os.path.abspath('..')) # -- General configuration ------------------------------------------------ diff --git a/docs/index.rst b/docs/index.rst index 4b0e35d84..67aa52988 100644 --- a/docs/index.rst +++ b/docs/index.rst @@ -55,6 +55,7 @@ Contents: :maxdepth: 2 setup + api/modules diff --git a/requirements.txt b/requirements.txt index 35f59c190..b06d76d09 100644 --- a/requirements.txt +++ b/requirements.txt @@ -26,5 +26,5 @@ cycler==0.10.0 #wsgiref==0.1.2 ## Documentation -#Sphinx==1.4.4 -#sphinx-rtd-theme==0.1.9 \ No newline at end of file +Sphinx==1.4.4 +sphinx-rtd-theme==0.1.9 \ No newline at end of file From c9e313d86b637b29eb6ce364f219e96a682d92fb Mon Sep 17 00:00:00 2001 From: lauralorenz Date: Tue, 5 Jul 2016 21:06:46 -0400 Subject: [PATCH 28/32] different section name --- docs/api/modules.rst | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/docs/api/modules.rst b/docs/api/modules.rst index 3644495cc..6814db03e 100644 --- a/docs/api/modules.rst +++ b/docs/api/modules.rst @@ -1,5 +1,5 @@ -yellowbrick -=========== +API Reference +============== .. toctree:: :maxdepth: 4 From de7d53d30a60b767d64c60f08c1f328f75736886 Mon Sep 17 00:00:00 2001 From: lauralorenz Date: Tue, 5 Jul 2016 22:02:59 -0400 Subject: [PATCH 29/32] Refactor one of the docstrings to look nice with autodoc --- docs/conf.py | 3 +- yellowbrick/yb_palettes.py | 56 +++++++++++++++++++++++++------------- 2 files changed, 39 insertions(+), 20 deletions(-) diff --git a/docs/conf.py b/docs/conf.py index 6541ec372..4f14dbc3f 100644 --- a/docs/conf.py +++ b/docs/conf.py @@ -344,4 +344,5 @@ 'matplotlib': ('http://matplotlib.org/', None), 'scipy': ('http://scipy.github.io/devdocs/', None), 'numpy': ('https://docs.scipy.org/doc/numpy-dev/', None), - 'cycler': ('http://matplotlib.org/cycler/', None)} + 'cycler': ('http://matplotlib.org/cycler/', None), + 'seaborn': ('https://web.stanford.edu/~mwaskom/software/seaborn/', None)} diff --git a/yellowbrick/yb_palettes.py b/yellowbrick/yb_palettes.py index adaf24abd..d2e272fba 100644 --- a/yellowbrick/yb_palettes.py +++ b/yellowbrick/yb_palettes.py @@ -86,40 +86,58 @@ def as_hex(self): def color_palette(palette=None, n_colors=None, desat=None): """Return a list of colors defining a color palette. - Availible seaborn palette names: - accent, dark, paired, pastel, bold, muted - Availible seaborn palette names: - sns_deep, sns_muted, sns_bright, sns_pastel, sns_dark, sns_colorblind - Other options: - list of colors Calling this function with ``palette=None`` will return the current matplotlib color cycle. This function can also be used in a ``with`` statement to temporarily set the color cycle for a plot or set of plots. - Parameters - ---------- - palette: None, string, or sequence, optional + + :param palette: Name of palette or None to return current palette. If a sequence, input colors are used but possibly cycled and desaturated. - n_colors : int, optional + + Available seaborn palette names from :py:mod:`seaborn.palettes` are: + + .. hlist:: + :columns: 3 + + * :py:const:`deep` + * :py:const:`dark` + * :py:const:`paired` + * :py:const:`pastel` + * :py:const:`bold` + * :py:const:`muted` + * :py:const:`sns_deep` + * :py:const:`sns_muted` + * :py:const:`sns_bright` + * :py:const:`sns_pastel` + * :py:const:`sns_dark` + * :py:const:`sns_colorblind` + + :type palette: None or str or sequence + :param n_colors: Number of colors in the palette. If ``None``, the default will depend on how ``palette`` is specified. Named palettes default to 6 colors (except paired, which has 10), but grabbing the current palette or passing in a list of colors will not change the number of colors unless this is specified. Asking for more colors than exist in the palette will cause it to cycle. + :type n_colors: int or None + :param desat: + :type desat: - Returns - ------- - palette : list of RGB tuples. + :rtype: list(tuple) + :return: list of RGB tuples. Color palette. Behaves like a list, but can be used as a context - manager and possesses an ``as_hex`` method to convert to hex color + manager and possesses an :py:meth:`as_hex` method to convert to hex color codes. - See Also - -------- - set_palette : Set the default color cycle for all plots. - set_color_codes : Reassign color codes like ``"b"``, ``"g"``, etc. to - colors from one of the yellowbrick palettes. + + .. seealso:: + + :func:`.set_palette` + Set the default color cycle for all plots. + :func:`.set_color_codes` + Reassign color codes like ``"b"``, ``"g"``, etc. to + colors from one of the yellowbrick palettes. """ if palette is None: palette = get_color_cycle() From 3490375c22a3d702df9a1418acdb7e5e93ddf91e Mon Sep 17 00:00:00 2001 From: lauralorenz Date: Tue, 5 Jul 2016 22:05:15 -0400 Subject: [PATCH 30/32] leave docs reqs commented out --- requirements.txt | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/requirements.txt b/requirements.txt index b06d76d09..46a4e65b8 100644 --- a/requirements.txt +++ b/requirements.txt @@ -25,6 +25,6 @@ cycler==0.10.0 #setuptools==22.0.5 #wsgiref==0.1.2 -## Documentation -Sphinx==1.4.4 -sphinx-rtd-theme==0.1.9 \ No newline at end of file +## Documentation (uncomment to build documentation) +#Sphinx==1.4.4 +#sphinx-rtd-theme==0.1.9 \ No newline at end of file From 21b59194223d14d7a26ac9c3715fbca12bb8e9eb Mon Sep 17 00:00:00 2001 From: Benjamin Bengfort Date: Sat, 13 Aug 2016 16:05:28 -0400 Subject: [PATCH 31/32] more exploration on yb features --- examples/examples.ipynb | 2 +- examples/figures/pipeline_prototype.png | Bin 0 -> 261784 bytes examples/pipeline.ipynb | 179 ++++++++++++++++ examples/rank2d.ipynb | 271 ++++++++++++++++++++++++ 4 files changed, 451 insertions(+), 1 deletion(-) create mode 100644 examples/figures/pipeline_prototype.png create mode 100644 examples/pipeline.ipynb create mode 100644 examples/rank2d.ipynb diff --git a/examples/examples.ipynb b/examples/examples.ipynb index faa8664d1..71ef47e65 100644 --- a/examples/examples.ipynb +++ b/examples/examples.ipynb @@ -6,7 +6,7 @@ "source": [ "# Yellowbrick Examples \n", "\n", - "Ths notebook is a sample of the examples that yellowbrick provids." + "Ths notebook is a sample of the examples that yellowbrick provides." ] }, { diff --git a/examples/figures/pipeline_prototype.png b/examples/figures/pipeline_prototype.png new file mode 100644 index 0000000000000000000000000000000000000000..bffa05fc3152a3face4f70978c7d8a7509342892 GIT binary patch literal 261784 zcmeFZ2T+q+_cxjV0@4*xKp`jsqSB;FOKhMbU`3Q(1f(NKheS|OL9ioIg3<*kBGL&8 z7?Bbbq(eZI4xyKX9KZYY zB8Ta@`mIT3XE{&oxxsmSW97zg*$b9zsp0n@uyIP=#GEdWjO5DMAhaoG^!1%E7o`20 z&W2sqdE2@7ekn7}e>o?;F?phDu5v!adxR9{-Mlu^8y7Evc(SAOu#MVl9!zvHW{cR* zhLfjGIy~HsKx!nj$_!Kw|KtvN_39(?$wLNZZd&u*?Q3->MJMn>(1r6Q6~TOn<6CO8 zdV`JlYB>GSw5#NIdybERcOy;t=AFy{u8Jotv!DQ@ibPhOX~WwG70A zEZ6sY#1LgFy4epN^9{A!66oP92}ah&?_Bz6pI<6qAR!+6_%V0EW+B_cHp-7wNX}v0 z>6DsQ$d(50ha0=_c!fp>5*6JrOOTQ=(>@S^bZz4~Iw(4OyEW z3S=J+jwU_rGMJs>@$&4=4?)S0`P+FEkr-s`6pCFbN9xNK$GTM>JFWM}hq!+JA%mZ6x&JBFfYMK;@#Z!N6HL<%-uOB&5O92(44 z>vKnIzR>pL?GVbgD=WvMI`7neJ=?4&Krj^Cpx5B0ct2t7VTGa#pP5=Ldu{&)k%AA` ztoA>Q#S80xywNbv|G>MtMEg*$qB>8mJbBcHeAdRdEnnyT!&tE`a(T+{)d`9YwZ-KK zdBp&+{D`>8mOTftlZp8fdrg{oiH9_1SQ)qtwfSjb<_|Wmh=s_7%)|!o7RbNBnaV1j zFWMgEzx%Tu+l&b7y=uI`EQXPZ&vSjk!S#~SkZHnr$8z=U*TZr8Tm4zQ_;POr{h0RG z2o9`qh$tV(l?>gV_VChO4l=)X3D*yrX@3+v zylrsjpy;8)B^!Qxu)FlcCVOnn_A7tmCF@-es-14sbftZKUMZX<`f!&GDMq$^RUcA!UbNdnpg7mw z3h9h_*16dg?YmX$Mk0~VP7ZfVtmbloLFXn}af^*HSN7T1zjqQT-Y*=1wzX@uZgrVo zMHLoCh}^NKY~M2Du=Tk5O{-kbXLs;PXR7CJSlNs3J6c^JPJCNfaGeE14T;6-_A6c? zyWI>JjF+cqAabvqj$;@S)z}7F1QEiNsxcm`nyDfdoMhsTg3QyoHEH}T$q1i6F!iB7PGm-JtCi#MsNE(J) zgU1M`Jg{q&t)p73L@ltIyM@31#v!&t$2oazBwpMRw~aF0<$H(w$6Ypw!Q(2AZl+3% z-9c=U^nP&c_`$Px+a$~$1pd7EQ{WoQ!5E*N#Sb`+E6jju6LWcVDExX>aS==^BxjyRtPDJO1<@+B`Hp@a*>8 z`~XuClUv_y?wf88?zpJ9u{|QB_O1r2Xzi1_!BTWKhVTw@T3Clkwoi84iCm z<0(ecNpSy0_nQKTckN763_pD`bC;{kj@=2jgEAs!qL1%Ba5w#^V~P6XJ8`vLwOl{g zZ3SmF3L;nTXkd0dR5|f%H~-n)cMbPSJbl#u(D!ll!?F`Psr>fG-imic?>KHG&HcIV z=iWK_xii<)S7ifEAG-9x^n>Bfvp2F84Qxt3s@+n%)xf306~0C2o@`zCW`p|F{i)~A ziOOck`pJ515fb9vVj(0WJ14YlkIBC23)&egm|4jSPn{1frWn1vm(`G|l}XGh&h&6n zd9kr6{@JO0$#N;*TaCU=x9YZt__zdeCK}+4^U~B?%f}R+Zg~>*H26untdQ&l*{O?V zIc*s^$*!*^Ga5~jGR(7skFVaI!*Ly{Gm$zgrJr{AO6-?_r;e|8Ul9C`xRC37ciiOr zh`vyJ-w!gsN@q3@2bJ6@yC#40MK zZ&bb+*JR$@ORQ*KQ_*vbA_@0DPqPyx`osj}DVfxmg=d^e|C;J$IP_TBKpCTK;GO0W zIjkdR-f-CEQ9I9@`?7sd`;ue`2&{o;i9_o?r8qXFZyizX9dtwGIa9ar<;UizMME+;g^jcy%Mz}QOX zqaR{D7p@U*8!jClbbHH@Z8a)2-)~Rdrt1aj3Em$TRu%43Gg0(aYF4y#32tAhyqk3* ztlswV*2j+NqUk%+kEQdb`!zW^SULnaTz9zGbaz;O_|ow9MlHG1-1?C`k(VPIo@J&z zmLgvZztW-cQKQ2v%9~iq{VPwNf}l=+@}A z?{O_Gwaa$i?ri4T<3Q_f{upg{(Z%n3k^{;KO|JURcp9F@O0r3*G1R|3bd*>ZJr!-0 zkdS!P=)O^9vtF}o^F*RYNoMKM((@$=-clvhvSvS>N$S_8`Zv{X_#Ufilj%#-<-K@A z#l-6Pe7BF1{H*-%iCg*a$}}j~c^78X8jvHWE{rU;^t8lJRQA!bVoHtEN$&XADz&Oz zW_q7W@EBCZ! zR%DW;H_03`e4V(kyIU>LXrW73uW{kIg%ZU!#4eWDe^)tDkXS_AS7&@TF9wSrz@Ltj zII#n-p+0N-$Ye7*OEvDv4t#}9fc3TNpQ?|8(lv}^6R(B59&3v`M>1}G@l0pxvrpRC z_dZ$G-FLu6zx}lDVc&Cn2W6y29$+p!kkWXX9j~QaY~Uoj zU+Cmq?_B%O#mJ9Gd*&amWv#y1;5?J*eZp0mabhjGr7-{fOik2^2+i?zl?L1P zZ+?~q~lxQIrB#137uXK4Le(uPCazVfO28!xW}6&QM5 zne92YF|zxl&&jP%w5hVA8Mn^{W@RpXvR$r=e>PySVxak~Tfw4u!9}Ea@^GnPz=hQj zE~C0zcsFb=Bf#lW_uJ@SMh)t@61f67B~{;Cel?$b`sLLZ{cP!6XUnF`7VoK3FUDM& zFCIMacG=+4KFfVse0lB`j_=&-%1EjrsvXWDF7fRyc~)f%I{WnP>HGcLx2uo2?jz}A_501mTirw6%7ylHS(%4sk#mbGgK4p1VPcOGziJtO*Xrn?eCsc& zK)MO2FH9%BE%%OrlG^pMKgk(3rq5Mc=lN6StY+j}mD)MYoK-7Ka{@ny7Zh~<{smME`gb*;i@#*awm z_tm(rV&z-a+dbCZ)vo$-!m0S;^4)!mi_PY|rGc}TYm0IxygEGkpI6@~8?5AVjVUGFFN z;6B_=PeaZGavjtYj9bFLXS4?A}D_mSTQyY)qlKEyL57fUBVrS7@UcEyGhON zPF8-bIKi$G>Fj~-zAc4r>NgUPog^ixaFL@&nTczOtktfdXo|*|gCioftSYek0 z^H+Rabat5rz=$@Pc)^_-(uyzQ=C_4K*w;VuC` z*T&Z4x{uDTUGPAE|F=HREB;siGm^Xa?`44nD!~7upd_!T@b|O9SGD0!HBVplzv60o z^s3txcW*F;uF^r(1KP|l{EvV7&yat7_0k_-RZ-LU^Q(XS)98Ye+NG!+rK@M4ts<^U=Syc9y;%j zob2N+k-BtAd|+I}F+rSDA~|diUo0m(=aE;hIBmkV-4R6!3i3*ut6(YOk}8fXbl?Oqi~g5>rD8aYTi)r%NNHK0XAN(* zRX3Tk%HQ&Vu$aflf>!vUJo&@T<_{Pzq4rPWbOVTec+`p-%SgkHSyBDmc)wZ1fSOP?(tiew#Ow2wzSNXt)xjdz} z;W>K$F~#$4l%OxtfK3 z1ZqJq@Y8E>Q|~@>qnYw-1Z(xMj$VISEJG(7E7Gzra}&!=#7=mMk>kNucB4CWVw z+bF;kA!oiJvi<7KqEKhdRm_`PMbnxpbdR>Sug)BZBRIGwK${hae&QHA2`xCCVrM#HLgnLSv}&?Sa{I^2eq!)W?q{kXEJU78qwP6#*or$o?SP;5 zx1o~@sjQIt@YMb5EkOT&(R+Y zfE*|iihIT3&B1L04+hJoq=QYlxVv9o1= z!I=&sVX$fZ57>BY=u-0E2;?BfrdJmZc4Pa@D;U^f8GUVFQ|{IF+ye6xMhe3F0t+#o zC8w3sh2DnyhP%w|(sv!+$$ZSZ9Up-dt+m|pmyE&JEw;lbvmKu1I$Dwdcr9=_Gwm2Q zI;I^zLFnwmTzp^^A^#GYg$&>n*r%NgjX^k(zwB5adLyC5u5bvfGQ2v|{{gJ@mQ1Dj zMu-QSV)4+wyamip(i+|uSctCYaMwj`-rz+~i=K9|c~cGpAN$t-prLC9Z#&}zc%F+L zj57bf14Hix-p=BRUvf<@RzD^O>FUDN6ao?J`vzFt0-9&bW;M}XcjX4h&6 zi{w0POvt2Nyn#Zc&(kt{$O9s9wW!H|o5j=dbn+4-23c8f+PSX?p*p}~#+A=fVS#h` zo={K%R7CUk{maBz6ocD!5WN-w37_W4O!2@xZDUzMK|>Jz8`_UR>x-YrBUIUo2pF*2 zW7zGjC0G;nL^UofJYe7%R%b9$Y!mr!pcJUE53<3?>`zWRvLCa3ruqR(4#H#GKw8n2 z>0n?fiIH(>L-0U6>jSm$II%CBHGHUr2Rqq{UnHXx1!HS2HeyEU%?Az(&vEErwu0N+_`Mj8;_qYJLTc z63i!mHuvb$V`;^FO+Aat%E=K2OjbH`Ws+yoq-$isx^^Gu;>Tgx&tvW(>u|OhrDS-o zK5mvg2m^q0cv=evhO#}tDN(9ML6GqBhe8y*q9}VDQs>e0lMz$UB((RCi%JfiyaH50 zhb#V?48n55x zs0tW6Ozin;+j_7&7&KTysFAbySEvKZyPNm2lWH|YS72Wdu;oIrR(m0~8ZFvuu-(K- zA3E!gTlAoFq^b<4{(i-TvR0+CRYO44TG6n>R-ncpEzTnENUgC~OJzeg0U+xH+lNCyW5?N9aH^ zSo!S&?F4G^yChO#9wQsN5tkVRV#Gm$cL$CLtzhM`3Su$PESiylT{;0-1kcvFbH7|Qoz^z zgxy{;SP-&sC-N=J8gPd6a}XaKl7Wrcrg#pjKoGefR3K!>t4qtiq8E(0mV{emFCEZ> zt#wYh8rMv+Xg&oTNd1SVM+d3sAv)eJL-*0ZLYI_?Q9{sUXTkf8g6N@k`l$p<`%Zn` zxre*Fu7$18bfB-nqn>1X{1?De~aPs>mqMXuL;N0OMzr2-tVW z>h#ZBXjU}x6rECV?p9tIvagawBDDWngPh@V3Fm7^_Pdni%d~cSB_ouCUNeI%bWF?n z>K5D3i&(eb>;AylV8Q2#=U7C5@iVZa_@W7;ixhzMj#djK7%=4p*%!LMe_RB@(7k-1 zMWn?gL|qA(Om5}-QF80neROgML^P6014AQqYnSh<_jkT%@tQQRU|Ct29qP*~q#9!h zBPhljD3jIe9At#u{OQFlQ#ujr^22TZG7OX0wHRm&Kd=ErB|U8%F1;DREpJJnpJ+F z8rT0cac*Q182gu$y>hSUR#>RG3@JuFH}G=y$pBenn)I`{Zur)&+^JX zv&$-Ayx;P)j>@f1{3L!wZxFj?#eQNw<#&KI8O|6hi9_lTn&WrE!^y(i39KWX$4dJX zgUE1Hx^sZF6Y7LqDOll_xJX&Y7aN?A?h4gAcF4sY0g;`-Ord=)Q-?(JX)QR5vm>8| zU&8Q>(^p>7|u-55@{AQ zs2$B*gf)ikf{$VU#_m0VFJKSI;;g6mS4cQAI)OKeS4?&kNO;Kv7fFE0BK3O}+ZY{; zVno#2!=2F5G60wTdwvnH@KJ<1_+AvM3(<&cp1AYd~d&prYIom(As%!X*XgCX{uJ!`W1EndM6S$0SAzW%m%NZ zh3)yO!Wek|>&pnY(tMo9-Vs&z4l07gYCa9m^2PIvHszEsq4*at82Q+SC&%IGggq9u zTfkC5OyR?udcPLla{aRxrWC=Jf3H^E)Csm+1YQIi>#odKE^|gLdS6??_s(rOtsDk` zcRdf&w}O1SZz6TV2Y8;skS8KyjUgR3x$zR#h7HzFgg!Eg3D6ac;~`m(&0rbNW9!#0 zadIMmr8st-njljRrG+CQ-6`O&|^_#Gki)~kZ-KFA+}hhay;4g@8B{AAq`co{;2Mau8! z9$2UW*S|6Dtqd}szxu66QuJ+Lekv!&qhRynH3hHE6f*A32gF~dL7<}6zQqNrmN@KB zr{~cr!fI+Uex3Fh4~M!C*aG*&BH4XP&C`#*0@K-&&?cM$wNfC(WETmy-O}(f9=&#s z*d)O6nmzY!HP~_za}mMx?w_H3$KpW%`DLDe`Hm=EiGT<=+ETiJoFzGOca}P?V!QnF0PGHXgugR|-)$-X3 zHHCkf26hoG{7QNCcGs)sGqC&GVt*YhBg4Ky7+%J6Jd%B3EkQ2s5RfJl^44wKGAuLB z8v$8GpG&nfc!|^5U3uA0 z|79BAp@G=upV=Q&?UY~(C*~IfRMbeb1}g8HZh(WkQV@bQ{5l{7BWCJA>L+13J`}{i z7OYn#mEdJOJbyte3MX({)zgse{U3aXH=x%`B=@Qvs8JbdNpO`?h29_~0;#$uGq&%D~2x9_Fwdfwh6Vde6R_>o(pTcD8>vScam)1Z{z-f zxD9*hGp_4i14do`+oPwdY~E*j!!AgD!zFkbvR&&D>98ZnN6?N24j`r=ZC=|Sm%VP| zu@cV1=3o#{2d-`W`WQ|pIF>N|!vWp`4)By_{R=%{RF|q{6=4VZ4;yExmAMJqI1ilh zJa}?1ViGK4-$xfmCmNZ-0PKz6fh)!=)+pQ+WoW~bk!`=7AF%M1 zH04!i&nDATu!SqRx{6cs>v8>!_h_&Mo|Xq*_FCzwyD(zPYGf(tt%oBWnC|1J;AQN- z@SP7J?s;Bw!5eS>K-|4$(iAqgEjotad&iKflET19nBmo5;fOM4^JylEJOnl#WiKQQ zuL>v47LEg_j|j_1ae$Y`OEm3r^QR5cm97)c_f%l+ml;d$L@a zA|HO6#^_(+NYWwC+h1TFA_~~JP0)37$MD1PCxfo)t|D`4*Dn@e2@N@MM2##TQn z=9^vQO9sNELzA+5c-4FJscCe25`+)~xyyPU4UO;m*|-7NqKDh$e-YhO>M}?<-kh?= z~!kRrvJi0qqs=nVBOK}%4P(t9yN&HKMuoyyC5wco?6j>$R^vF}NI;!c=| zkiqOts0BoX^{sUxLMb`A3VGoy`v9D)EE@oqYG8sXfVU?Z_$nW?jB3m%NbA~bJ5IaO z@UwIf$Z;y&ia`!&AhbJJ{yXx4o5XRW&c zG(NfgZz9Q%YF6r?FJEju} z1x^GGMfLVVa;2Y^%;_jPzWOE|i-kzI{@krX;`=aM4_HzWlF7Qr3ww&Sj%-f0#Jv@i z5Hk9KT|?!c1@4f2H|ry0JuXK=`O#r`8C<9TpHgV-5FO3Fu-RS;M7mxG>Gb?gMS#2a zZpbPfKBAh3>(oemZTPu$A!{V0>by3<0SrGO}3@L1DTc}@uecsOd+)+)BNPnofT_s1ft6`!tceX$V`J-CkXzI86?0Craoxc@UpU?lQ&%f&PuloFpKL4W6zs~Fb zH0MS5T_`zmTV~k(uR=-u^RrV6psOakPMmv^g675mx*p%ao&Y*%?tdS5^Avb?50|FR}zS((G2)O&zTCDk>5 z3s`5gAu-BzbZq<6gY%&986O_|$PT>MU{~^nDyJRmMU{oPLG3~|s&+L}zARI0SnQ7+ zIaxW`qiS_{^|7)8h}rST_+97VY_@orKr|An8fW)e=EAK6G{_aJ^bPIGOcL2$749}= zw!BOQWt$lfy5FMpl;)O>b5I*p1soD6xY2Gf(H1xK~gbRMZFAVzynneDx5#=RwHyof*A* zK(${sB0b-k$I5`9KQ{lTc^s(ADbcBdoqB61T@^ z!-Y4vP!fPN@&pO}{n=yphnBEQSlN<)6Z-#9sQ+IR`UA;@$xqZb0$!rA!Je@n)*BCuMpp$&$|*GW66 zJ1-7y1A`>QeXOeijP_-oSB;228SR}GkJTR=y-kM;x?4TDP60;zAEaFwVs<052FD8W zNB-SuKX$^r#J!nrk?!^S0_EnZuE(IDWZlJMtPk=pCsC>EdVo*+52M{~jrfDI3mrRE zC2Fp`wG~iyemvXbiCUoere64?3fAB!4G7jUbNO?-nDu2N=cupi^##=jYMTYYGIpG} zP*ejroC~ZSN3H*)Q19i|YaQBt%ox-yjn813IAP#rGDW}Z3ky79%I9Hr(*Y*!Brk2a z4bwYYac4|8*Gap?4QUl8;AL1!&pX0AK}^yWWx%KXheD0LKppJ*qr$)gYKS$iXGWNu zGS}Pn8sbyk;ck~axBj(Z^%x@!Xl*{;c=d_#)#)HIP0g=z!a|=I@-ESTXgj&Hf)YY; zfhI{SQ6#7N`LEBySAwvV<Uee!n*Pl|!EG7~(XcA%gKG2Y%E=uedx6t%w5Uz2 ze6ddR>qf?mFT=Hj@e|}S1fWjL9+*zO{DYBwVAS!`;y%vE;tmYNwLQZ{|IIq}+vopU zCQOu9Wd|%3;uE)wM*CIRdE;rl83CO&;_cc)A|$8j;1MmErgAwxDh&%!)X}s;bPwaI zLg;K{eBSDdyiz$v++%Djc2xmN3-~CQ)Dlfg_n@W^-`kh_Ji)H|YZHLLzL8JxZZqe; zPWArZ&i#)9!rA{91%w6)Nhw)9Z|m^<(~Fi}+P`Ftul}(3rs@GvAUdIaCE7)s`ZdPg za`nr__6qZ}uIvkADoV+Z2i~fO3%5+@UVyDd{ztQ=;X0{`uhU-)f|Xz~)x!b-xDdJH zIZG{nu#v|zT;_81Fd6bN8_O)rGnEXcn17cXJPvfu(c;+`B*ka%3{Mak6G4Zd0e(hu z08y*|YsGvb#WlBd_(gb3QuGb}z?SeA9hKA9o5ZF)Bl;`Oa(u*9{d{E5?HLo$X!qh` z<@klP!;VB74BkkLRdf4c{cF2`C^PE*w~5k2w8d)aidB2X z46LZ%!o7?`#?QrXs~kPX5o18M!NfK@mHNZnv^Lj6SeS5w=>HC3dh?D>--8wjjE-SA zs_EACK>Fj>My_2G6i54V1Zv0PjljV~t9r+T!ZUxc+-$BtG1haZYM zEPK`lQ4AaJn4sR2QZjwI!y>(2DS2o$xTmMTonbV)hFv3K*A7)2^m8v6ygl4U3H6)* zz#p2wnm}4jIC$>9SUo19$W+UvcLvR{Vs$*y(E_zVozsBFi!eEvX15+8>^tP9vL8eU zQDG@_8`m2|6nTW%Pn|aG_?df3E8-*EAOgCfS8)G~eBQDZ)Z+LAXKna{Oa&brdqe3R z*vi#+#Rcg3+PUf$D}>lZp--C)I-8y3p*KQ{lYxFT&8%r4k-uk9LO;bP*k3=$MD?~Pve zZW2tIxw+J<9@46=dePjg?n6nFmW?L1Mm_k*d;?*vp^`lDFecc3e$o+LUiWP{p#;@g zwp>Z+6OT>+s18x$6_W_R%&O8#$6se(Hm{}3gU_J8q;W5}Rw;7AOtFqZVt62fw;C2f z6BGy#krJvN2jJqgLU@BdTw~vHEMOC}$aj|Yz&NJ2Oxns)wLTs&@mAv3o{>QO%}jzK zpm4)cyj{bI>kc>1(>rw3c}C+lCJ9&7;-XuaIAgW?)aq*993BYQy=o~4GCZ(;QSGBqzuZ*} zvD|;C@25>VrL1qY+0VU-LaWMKHN#GL@bb}sjkLU2p#*l6vy(i;*Ct7f$zd7noD6^5 zYTv4&KVf>JDi;(9JEmaQm&91eD28l%pCiT6y@lInr9!ymA#Krf zP6T~lzy*U4gJ{Sz`u4kL7Lrb4bfH~Bf9i*(($kWlwUJ_q{d8yzel-q%wQ6o3;cdva z3D9k7=Dh%Se+oij%VZ!JwOOM+XcY}PYW>Rft8|$M0Fe>jFZu$`c4*NZik3sZc|m>I z0h4y9AjRQJq(Bqz*}84TF|n2u38#;VXW4z8lVVhWdW>O{FP>T%G4ae4uEt~MJ>HjAL39ea z>fFi*mN63VUsdjR5lbt^2D$K{xO~Px#D~D|aSVMyJSYO=Q>p zg>>~I2d~s?kg4FT(#FQ~=d~FuZ$k z38a4ftYvI(H`^gVt?h2sJ~bZTq;0KVhax={G*$`22ZHU|Y(I;;O|rQw9FpJcEsAhvgQvk_{|8=DY2d z4MbXIbNeq6sNbiqe7qAK^OR9*yjFW8_P*$1#fVPcYBOc6dC5P4F#N)$n{s-Z{q~`d zt}C%c{51pjgNeka9^@Y@g7}r%rI}dlYAot`XkYWzR&ZDbZ}#N;un*|Hwe z$XCeth=gB-zr7;4K+XT8H4fGAV9{vS3(YlZyXiKtq#u_Wyq7c;8@FI`i zo#%$lQrtUa@!2cV?`JZ90-RC@F;jTt$N&Q+l@7F-Y@WL zq-C4-VwSNO_xIXW#jc^Ps5NBCuKRoNODd% z>w5os7SwUL2gB?tkTAT!57LM8Le^Sga8c;*zMknlLtPnvL>I?Xl~>Hhlv zl2bf(Sv_<}{XMx{+qY6foc(%*fu_67E~}uaqAB`{Le$R{-N}+VzoUM7wn5fI1Twvk z>?Xca&G8;}SB#=UUh5z8AMpxa@avtv7F+&qcF3;4uTOj_KSGr-yPfcruS+d?sE_1< zrS-&X_0L8(0d=OR%o?o}m{rhL#g|L;Y4W2adN0Y%a9Ft94MWsQ8-vA7YYHTlqdjWr^cWme#SLm&Dcb?Im(j@fzHe7%3$apKBu`ql~A=u`df}rY% z1tstz&Eg}x(vX?T+EVs~wqqma9(zp^6l{RQ!Vg)rctzrEc#Qi#sxWHMYc;;6YZZM{ z?&_*(Iv`%?D5e~a@q6KyJ`aqHvOhZJSF~BM$_gCDyj%98FT0VK+zg+Oc=f0xdz6i( zFQwEDX;q+R@93+{HZNtFRm>#Q_$JVdA+-CCpqgUdQ7c-Jm5cZcj^os=Yr4vyrrB6~ z#i$S}hDbM?e_UNJ2L>wTd}DW2adl$)xi*#teU)Td`)?~SCxVBHNZVG ze;MBlR&gWU+g0SHL!;4mY@c@xuKD;}w5$Q|XoCV_Z6N685G{EqD4^KmL&0o8vyJ$t z@+(7$<+JWRFa0h(Q%sJv^q?)H0?k1h0!Jzpz%h7CG^6NWQAM{WT8h+S>dNEus;J{j zr`LjK!ci3gWt9+(0MXvOq{9x#87PF`yVX!Kt-oV?u^T30a0hBitk_X!;?mUe{$*)5 zv6WdAG&>B3fjuc8M;b2ADo)?66Xj<_)GqF(f@m^792p@f!SfvExqi2BkZ?BDY@mgQ@jqI4@bnh6 zn7UFj_m-;r0zf1Rw6_W_j2txxqg&O20bxNRu!6Qo1A)s6|A=`w?Aft{GJUg4 z2qhar>mgSKe9yN0E^Y~W{L3ttX;akFHe58tma!58tt@Sxod?18a&CiI0`SR6?Nu(? ze6HAzc{4J#UD}durVymgZ@hvO$J!E2(Kh}>3SEpmD>kK{>ao3rJi|+Fsa;kh%6(!c zu@nkbq3W?_RlKHqJiCweuKb5Vv^uM`x}~9Nb>7jHJJWtu^NFQ9n+!moq2|sL8zSIt z=q)!}b55^2$-u2QpYgJT#?sg;J`7jDE)A!oH}WvMUV38K&Etfy8utKG01yh>cBACF zA*1HPt7%Davg1u;{_H5MPXzh^Av#{TWoU8#NaJQ!&Hnq;F+5|8gJK^F(--D}V`&@& zyG&C zVSq-RgsPO#p+R$YN`lzsWSSwfg>d>KJ^n#uE{PSTFv_|UjUM4{F9wL5L z1pl>n!gAReCR5&%4kbiUen!Xq><5Tc$3pV|q};s<4U^a6!)a4D9zvnx8KJKOehA__ zlloMWhb*SOrb_CTPhy)of(?Vvi-hVgebc_hM<}>xjal{b?=bIV=^n8Qt^x22+TOSO zEk@p-iKXly=q|CP_80(Mf2THFHUYW|2<*L~Dg$MzW^)<;5aT0NhrL@tpMjB0YJ0#M zIIKVpow52IE#5`a!?slDf4Z(%1Dv#jL>zWYc5(+Rvp}-g)JyQN^SPcPXCH zM;+U#V#P5}6_e4FdELB#*7*Lm+tCzV@dnaxQOyigNv2f-GpraAqjdH|F4(C&RoHoc z?~jQgF{pVEbr^IA^&|v(VjBS@c3d0x16Z6sl-LU6R7!5>51CL~K{R^ATQ_616i+J+ zpCFYMuJVn-Ws#=s{WG@@w%$*S11%AaH|2J~EfIwRhr3#*uv8joT2@OKHiny)M;yJn zcz|v_+qnn(p2=KJ>9fjXpT>~jHnG10Ftnx87d(6ncP{f}Q^OTFGvTVzf);+AjqU;7EvK=1UV*(-SXHD>qP1D57f8LaK~dLQmB^$n1(& zmpq`QCC_OPcfpvo9mcFsYAe3KmiUY)$6)w#Ea&!sU-3}q5BPkf+iwH*qfGE&!I+_? z8~nk^A+g@QP%6j?m$dLhjFzby6vI=HqD=tVcpy-S7$l|Y9F>_EzAvtHo3rS$n%Q90 z5?btM?$U~jCeB9xT9F?u?_bQFqNptLQJA?Wtn4bNc_mb9@M;eeUX2*mm%EMuNOl(?;G=9Z!Gv|aIv#xfuVj9pmxXU!QP(YM!X(@G{D zFd6ZWAb`^z?WNTw=fO!~a#*c1{}`5vH3OBQ3oGt#?pI3`mDK4!G57qiAq92eEN%JD zih8eSjcDvaA6{_a1dTuf3k4;Nn2_@wJCD9{I`h|E0N*kf5YQlWvPG2F0E7@oKG2TG z?Cx}2Nx7`Q@!h~iaJa_cMk{iw>38 zM5_BpQ_s1ixhKOH@&YdejrLSc^}NW?nYtRE(L=LQ`=k|Xwe&VtEFm&xC^`n)Us1O# zO4PbGq_*VMER|OrFjYVUmVSr6LPRqL?9ytEMpJC6Y5*5F`nJG|nJEl|(AG5u+e-{F z_ij?{P=P_ehdBGSXLeJsS2ad8@{|F15>O5E9>`sblBWNeMc1 z$tof(vT8K4n`3siKhM8zUm(dXA<9pUNMUFZ=Cv|plBn1oTy&ABf;MMPEoDs-JtrAn z@PiUbxx;{cwOTtrV}M`nA-SZkR36oj>`PA_$1*zwvn?mjd#-`vs-3G=XoMRLOM|9B zBU4~d(RqJYq;oZU&KBzp{^f{^d(`1ZIJQwE+Avg^{3A#f&$%B~E#1*&u^fGH2^@f-c5b-SzwusQhQAi{Ex*|`#} zc5p3_L z5hAE!4Zk{}i|#IFOf|JFfCga*WeoxTzaU|Ctv{!bO<{U$hFjt|fg< zgm7-n-7AuCAMBXzQ$QYNr>+j{0#_?w5x1XCw?IQwJhGC76A9Y>_N78CQlPI*6TUeB z)NQcUuHZnkRP2T|5DUZ2q}wF?kzv~;j*4kqRHvb7grb7t82C6ehZKlR#)W}*5wEWeZrY3UBb4wd6rmrbZ z!;v6=|IQ%KnYKiC^RWpxOS@4bOb$>pbWH+Iy`cS5-Ymf|S2WO#16ji-)%&^J8a_&*M&8&IV=rILN|Fvz{*={vxhjV!BXA+12v zLNbRTgB>Pvd)Lab%aj)=S^-LH;Y|4^n6~tzC06$>vk>(a33E^LT%TM z|Fo>1@zC*)@J+ZgBBh(Ib!yT-V*w^eeb)ekCo`1TZ*!PP3@2)J zse8;WTZFFun({kG1_4-)_AjxPh_`1TBx_k{w0fR35KdB`saCg($quLuA1uhjx&K}Vv}%V0qC{_-x{_liMaK=Q$D z8X1skKWISc!1S7&0v)XbCa+(kkAjX?&Cl=U;p02VjlBNM*NR0`hTQlb2Dm8(doSF1 zmjpcCZ@*7$n+~CAB>J#Fa3fF3Xf=X)Q z!zQ7nx=1HO8`j~~AnO>LSD(zMWz)LCKP|lcuCO~4`_+yZY8lv;FFWCAUg8Ndv z5Jrx9lbj%I`m)Pe^98IBCsnNBLz2rWNG*%+t@_Mkk|0h3W(`hCqbzZsa7G<|dT@t5 z#s~=I;H3t93X})oW0ET3;IqmgtQAjpXkr1+Za!&$;{)Iygm7PTzya(<6z(goo%!mI zU|-lD7B3tH0nbtcF>8O5;Jy)z@g33s5;(l4u)uR6rG5x>UjHlbe+B-phW`sG|3b>Y z82*2Z)5NcL=&C6cpD0wr;{cVH?^Y{gn4>uQv;MKrt7*QmzdLk!OF+^xmD~P{^cot+ zChr{=XMhe>O2ynUHKkp^N#8v!tHuKjK?p$xxX$F*`gJCB_&SsGIec8Z;bWr*Jk?lT zwzt6NmmI$qH|xM1j+pKi_zcrW(RT>B>Vgd=@VzBr;9`sa+*`7Jvjp>s6VOgc`TL3! z<;56ekplbq`nSw0T*#r|Y>iJn*Pdr^V6y;fJkuko!<*m(UN2Te@3}$BRnS4-amkHF zc(E_$gLcGdG0?s+tL)xK`WV|KG7TqT&GV|pa98Zto0H%&lbpMyQ=One*2B*B4RIW9 zr_5q@>2|zEdx@<@K+J9|IEYy9(j9TQpBVzWJqcT)EPTEmn^L6wd2%ul88Y9bPWq!+ z)fSv_EU$!gd|%I8P){zuh^Qr*xtFGmiElf!*eEe8cFKiZM(6;S3r1ik2-zGi9WP7Z zD^>FDm-A89gRYM6;YAYy>p@JRZ{OIs7>FS!BN+!laN2X_BhIq?atXK@saoFvTqzRx zh9aE~$fu%?t@NO7+cbzqg*vlR&#NbERY$B;&3@W$Ca4*m7 z7=^kn;XY0tGyZ5=D3A@Uco9zMFd2pDK$2# zfJhT*R;q|flbTq0EP&EGC<@Y*Dm7S9dPhJ33%&QAbJq?&&-;GuKkxnK-kI;tb;2-1 zNY2@3@3q%n_4n&*^^~I7$i`p}7G>#EqoLi=(%s>hL+;IQPx2! zzOU6?3iUzqqfSfj$zPv?zdtBPL3?r34UR;41ajN*PWyU}XM-q@(1+hj5OM-so(l+O z!4N~$$7@{qxL;}we*I!btH^=3YS&%4xf7~FA4=LmmLwa~dSm#fD)e8C_5Y_-h5kX7 z0RW9Z$TEMBW&R+`{6UuagDgYC^7?};^9NaGHTURC{Tn^%{};$IUFSt~V~b_PqNIes zc?=C`MZ0ynSJQKu)zKhlzu)CSkh5J=eDSxS`v#B+p_kFp{C0E!3Ua6WDIxUHe?ejc z3fgvXIYOA$_vbbT4gprER}SieD^fZ+Lg}D(Q7N(?^M1O0$phoKqZ4xR`Nmpz$~VWa zH7nD^814^j@mMTIqL9K)9U;odrRB2EYckajSrD5d+ zLfwV>x!t^ZQ23fmmtOyJR^=zuT}UKrViF^edz(%<0_oS(PnyPFZ$o$i@8!==$b_0nR{HV)e%;QE8*E&4VaEKM$iUTOTIuu>)3Qb^`ts1 ziZ-4Zps=)PP*_9+m9kJ!8KD88{e!Pf_N!rz#aKDn;%3_W0^9-CviF>uc>u)i#J;^k zYqJ3IlFUp)F{YR7@v<17(br ztU|p2-b+LC`L@T&kYI3bD}Er1f(;$e?&fIyZ1krARcyhuAM3~HVu!J%B@`#nl-i($ zW{01C3x0;l=Gg@!h2vxoye7*2eZ=Nf;-3Hz$a-}eTF1d1n^O3Y@67oK`L-8m7?ZyM zn<^%*C^`aM(x6*WLQd1z$0gGGexXmAfE4xXknt07;x!AQ)4*f!W zbs4Gy%U3DderP1;Sqm0OQJc$egP0?FT^c1pk%ZWYx;Xu*HS+N{5Wj|MSrnb(;jPWA z9pvkH9dw)_pi}Zc_4e<`ysOYtwu|{v@u?~Td*C$YU&Gh4wSV?gZX+3Mn9uw*Ri~8y zZ=F_wAy$H+glBl3I;b;X#PbTrKMph**^Ad98~<}2%=4j`a4q>_nZNp-L0?1wLVrP$ zv``r}Z#?M=$l=1&n92@`{IAz)_Kb~XE-hmXk}D^dz5<4Lz&3AxfTB=g_OB56*n(XQ zGjCBGbFWSHnrZwFMLm}EHauMQSOdmws^H^Gy`k3- z9H-B_OQ$YT<@W)Ct(1M2n&dMen0!M5Vyx`NxHrFl+1dIfzXqE`;m+fRzSaiHw+B3h zLo6%2<80WG*Du`D-t7d|i$)ApS{VWCnf?CSh%b!lYxc(zS4mqAlcP8Bi`9)GA`ctl zHX4zK%A(}|lE}kM3+$exxTA0;$Ej+xaoDG0!Cl`5rQZQ#Eey3o*Ze@r0&-}3T z&4pGj0X7NHrC>ADr2BYnh|kCDF&z^5nt?v?M4xYiln!Tf@U~mn1gV<|t+HhRn3#=e$G|dd+$E}T6MP_o z9^5lK{WlIuYQm-Jtq(U71c+al?u_=DqY)eGvrc>4<;g1vPc_wLVWKMNKe z4G?);7sy%GhXYJ~Be|6v7ys}F4f6HCiw$d_L+3Y3kmZTBPzEoo>3idCmQ!>4BxIPY466PGh{6bfDCGv)%_-b{ z%_{!@qFB}(TeBTzjk{e~NErOW-`zlUDm^on)_YoP=e7`CD30c%iLdnx z-MKovokPj8LqECa9Ec9Y*0Q!bnbmS3P)1lcgJjt$jQ0_IRqk1J%K;kE zj-}E{IXO1t9EcGOM06SI`z@8IS|+(_=~StB{n*^Y=b`HL6gZZsQRmi4Y52WPyZh^AqBn)brfd^?4(a^N*IQRW_M;1U1>E8O8w+uB=Gul7L z@*$xE7^4V%WtQYS2V0LDv}xk+zSX)34g&9lhy`{Hlb?kEM#?L%?alLNs`?b#y9{NYp z>h>xpvpqdiCe`i6e3w}SU73(ZL$L(T5nZIEDj}UnLYVag3^t>20Cv)7L=POH{$T6$ zx-GP60XE<3Ec5Z4==b4<9S5uQHpYLZTz_(d>cbL_`ZMqTJuOMtEyaG)A}Q~$QwP51 zrIA2qbibBR!5T>=0o}999av%-ps4@GDuQ_ta}Z2ibjARR?hq>zxaX#m%Q~2Chr2)gD zVb1=&$8>p7t)G3_c;1?)}cNiD3ZhUm(t@SWmix9&XsafpYV=Me&K0quxt zCC4pe)(+SF@az?&mSbqcuf=}r4JwMa7u`G0%TA=*L80S zOa~Oaj$7fki*s&bYbSpp8z3fwRY~#1q~mYx(v*vL3#^R@f??4h?`idkP;DP44+B)H zJ`L|nA)xBt@5|0WZ?8@|@52;yWnd37Av3Hy_TiQ+zbrojf`{fjnjli-S-!-4n5#mO z2z?+nSP#QrH6ZwwPcEVgMcbA{te=8Vmk)vZLyRxUP)h1zH*&^cRSLVS35ut7?cSb) ze}zv*sOAu3qFvmU$eV4)e{_q>G{DtHA`BI4+DfkKx=Vu)8TwCF z(uMn_!h^AhAQ&s{fPvw!iU|NfPos*}#x!)?q78JDN+ZB?)Q5o8P*eMx7c}t`D~qDP z{_=!@qRpCfYfd7BV_MBCh)E-v_35r}Et>mEe8Mn<{QX()`U8Iawry9l%{1XFQ@%!SFOrl`82mqdL)k^3}1WKa+ zM4=?%d5`K9;!A?OYN8RUE808%=<=p|7@%znLg-&zN!mJOCxg}cpR8mvAXl}40Z|L-X3N5GX?h$48|Is$4ch%b+3vb)ExrPJu8iL<+M0@3T{14F;HG@&MjnT}j$H)Fwi0>wmJ6 z#!2|1?D^P(_dqO=@V&wQ7L!|+niQNLZ1;9_l+w04QX~nOEIN(7L)u@@oo0z|92EO_x}eK_h)x}`%J54m)D#dX|DTgp9;1h;b89G z6LM>M#?W%cuzCd=+uk_YZv)tFn$hfw-E_P*?t}K~%&6rn9#Vu5s2=&`j zX6>U;pV|8U2jg8pII?ZEWSgY5;HaS?Z?^=v+JV+iy=KUXVJ93W0t*8x@U5InynRY> z`2|zm2U1-X4vdl)5syS=qyNn)F#w~468>6!y|ZZ@1vMr`Ep=hkd!&hhvv5yJiz0L! zSP`Y-t-mM!I`g-chowDN)sgJaBPO|j(FX!rV&2+;3^lA%c6#h5G)wl%WV&n5<%}+G z{WvAlYS!pKvD_sai^b^9`v=96YBAR91_v)f$rw*r)++CXp=QnZc-m~Q!g2eGU0hK^ z2knfW>pU~;U4|Vn?Qy@e7OY~oXSM^l_?U-{g0~PDO)P@JO%!8u7sIJvA}R-&DrjI} zVi~WW@*?y=jd;-m>R@;gbcBX1_b7tdE{PcOT${nm$@C^_7 z!JnWvW84c%dl&x>+PAA7u^sb8=;(;^4+Xl(OslI5&uxZTKu>5&fgK8n1q*?sDEnuv?y&%QOy6UY00qbqtL2=^U`K;c3EQ~CFq0|jJ za&N3#J&Uc05_0i(ugmsqfs^5R_p@JH7Bl^+o((~Bdln2piyL=nB8;d#iHwil5iZa#Dgg~AJm4w~ zry53IwR-$fg7HB|%#l5Yk`8b^k#YSa*!%J;6li(kz1_zn=|a8;Y@)y8sw0I z9#IV~rk%`Sml-2qz;~HdiStrY!8r`Gk~>Sy5aB=TQ7-_(WWafX=}mVWZe2M0nN{Ql z?(t51G(S(uder^9yR4lf7|HQ=+9RR`KDgouopjRB1>d#rQ>m`kkBw2O8HIy&2jPTJ zpfTB!rY%>QY$@;HnDZm2SmW?J|6%)eJw-MY=}KQ`Q)W|k>Cn@~Bk;X-kG`*ZziTq0 z@p56s17LXXu?qFiOvVuM8tV7?)SWrs2oN~cXzv{9>*k}g3wHbpt=sxTyS5n4$ZG-2&k#j&!_9 zWv%#{P<$oCvxGn0-F*aUN9LEVbm{3N$&%@YUI|C{$|qgj`p_)c5zwXVJl?cs-WPK? z-sEG(gE{$-;E#jXMfYu{&ZrR7j-ag6y-l(l?+7`#^3C0J&iCVhkNFYG{-EMj{9^(9 zetgW2B-m$}2VMvhpdZSTcywiz6%w&u-oEg{H4-Ks+(f}E4l7FtDP@5R`(e4QaIq)M zvh)4K2oDrC$_m@5WcXnRDIjpzw&LI|>##+>8wpPkg8h5usK3rax#jtFR|xVSbb+E( z9T5!}fPj!cJ;FthbtW2NK8&{+Y{aAe&i@p|V=E%UlwRX;c)x*yHfU*Z$Tqyrqm}?@ zRHWy(Aq(FOYOfrn;GUbRV;8JJ{yx2>s}9Sx3oC$Z(%1d`{i*p@jBy(aP$1O_8GSjr zel={ju};({5+ohRFanf0 z<+V+{#tfZsXg4*X)ZO;qq)tey3_n_DsEb%249P5Xh#rtkzp6PMSyns&%0w>A?3xA* z49>mQv$L_2Fa9YqT<>1dn?m$3bfq-c;9wes1}empoe^kGr8fz1`NrE z*Zf#zNUkU0rB)SZ=Gn4m4d@Eb(7b_h#w6a{qN3~35EQxhsU@h(fWyYHLsZ}B4WN)6 zeU4o#g>xPWDzlEJf14o&f!PS3Ua7b?V54j` z>(uYqi!=IOxiVWTt4$Hj%Otwu0W<93ZJu5q? zu&4aX`y0YHf^l~a^FM!bLfxiPQ)%zo^KY5ycCj1X*w4eblgzMvD~m>igl7)%MyMX6 z*vHGCb_XBcDsZuu_+)rLK~_+(NyTJNGc&ePNq%6oQ!TS}ZsAMj_5o)R?=ez?B^Eb& z;gYGO<=!=%Qba?`w};4k3PU;K9i5^&E?CF77-h1S*RYdubo_fYx&iX7Iu>a@?WhnAUkPKF-G*yG<_OAk}U-4)$(aU)$fBau}IXHVDf zRI8NlbMU7e9X}4wNXLKW>(%m}=Ue#p5g*s=xXX@RjV0FlMXM0P+mD3*jRoMPyK%Df z+qAqQlU z^P8=B`RF%#8_D>VL@sS0R!JjCCtp^F-gw;5x0aNA8To{RF{h zO1YxzmiRi?ZDFi)5RXzslUTTsNFJ@psEnPb%u~#V6Kj>{Db-X-g7aAu#yao9ElY=C zRN*=}JU6^NJX8c2;FdSS>Dc4XH%L?p09N$1BtHLXGm@DlDto@@v z9Ko5pJ%eFfTJ1#3VVpnC%$CJA^dXk)OB|UIFQ?PNnd78V8ZA)3}3x+c%FNJ&L-?XyXgO&vBD}Xlj!>2a&yG%yJ-#Hf}5)T zp5IF)u~T<&bXI;a0g;=pDv^^8-ptxexI)*hX|JArdj$5@wGp|1WpG*Ef zJC~S{=j?FX7_Zu;kU_k-WvOD+X0reFU2UBup6MU7$el0G9?84bQ*o)UCZ=7Aui*~uImw_fKLNpf`ayxL!`mv`Tq<+E7gbFMq&?qmU7 z^4irE9_ah*{fGE-aemkXtmB=T!pMD0P7%x0KO#5$%MQegz)f(zHS>}iX#;+cmFxwA zQG9Ri=AYMymlXJk9WP$8qJJHLe|f`pvRkRU#! zmiR!)s91PA{ltD?v$+CYD-)!sl`f&BM8PkV<}f?oWvx*0&uS_|nSl!(PhQj%nL%`+ z#aoD&X-SFYs56qMO;TMP(U7bR%|uIF{U(PSXS%Y(b=s^KsI3FH72WJSsoX1GgULzz z3GG3WZ33Vea)i#%^-GxMU0CE&$St9kE3%GavwdCRRoZPi*ziY{<2)ahwU*eDR@fBB z%f51M!SiOTosfmiVMS0SmjZ@r;F&V)1Ezh>CRB4AyZaL}iOihaZMr1c=Jx%;9%7Un zZhCGoHM6E_tkb&b3Hf4WsL5R6_}g{aE<-H>MALzn8&-9xD%qmM!zIsiZj?&z5nAWG zGAI5~tf-)?dUB<9=(eKNQYxsrmzB%hETePxDvR`rH(uYiMh$zUeA@e z%qJ_`zhWb`lo6)IzGo|QzNf}9D>>><$L5i_El*b@%?qVf4$<|`jvUuP>#Gcxh#Bm7 zk2JIL?A9G)>??8XeGV1f%TaNp(BWGf&B?MX0uu`Ws{QGhO?uFdSo!o*uil=1PS>An z-@4J=tNgcG7_n$8%1Mb^AQ&F2a}23&UC|dCm&H zA%jFly{{7w>Bd;fv21C}F~huBHS(U9JBV|6lFaCI?-nHEl%gch9ORLxQ;k}4PK+Dh zu6oA>9Y}9MOS6_|X=^x)ksK-pBYlxXX5=-xsSJ}2;MM8+OIvEF=!0M3aQWtS*zp6b zFpGn}L*+XxW||bVu5NMd4erCA4-`1?>^-VHa8&QpSD$G0|P zoq5rwC1h0Cz=zQBU1)A8z=iI73Z2W3bHlW7=l0{yifnR}KzEo(t2Cc{1lC1PkwhCa zdLl_YOgG)iY&rH0o5~KqQsDawyQ46aCD^gBlgQ=89p_b!)?GUqeEd=B zW$TCJjE&!s)pg?~-00n8v{B>;-m6{tN&ZIiP8?TzVtc6X3R@rj`kzr!gu--}Ah!Qe z!#v4Y`ibc*QW)#*$OsVKMvR6T(1>_J4Z*A5)%%Va5`uFeE&j(^EcW34`i#3BV^Ew+ z$InFkn7zmC^N~S}v2HZ)f*2Y|DGX$3!*mB9SR%Ex=ic^g55%}e(<%cm^#$O}$H5F` zxg&%&-9DPpP|2aU|4>F@46Lrs?Jk;Ff{nsj>2%sQk73+)>2{|MvPx{C>`b@Mszh_` zedt)j*q_&;t&FbW12F}M*}d00c;16tK~NCTdwIVJ~Sd%_z(xYI%YOq zLyPp+FJY6=F*U`=qENFdYqK5e71^cU9R26Fg%;unn%rdqf_+y%v`5zW3pujq+!s{MjgfHVW9Re@>J?C(54_ z<^L$ti*jMCvxFj%{oZ78#Bt8}Y8js4LS?8#<+R(AhD@IsG5cmNORuZ0Kx(qnwBXvs zJf}V#`|U=^b|4eoz{Ru3w$e@v^EsK6I7F)Yx#jJOV`vR&X?CQ|pI0Hvk4MfbO4i}N zyG<}M7S04CkIa3l_Y&Npe#;dsYNfBs#*dPDraf*p%)9#9GQ(1w?wJqwH!U!$5^MY3 zN+MJ43F8)g`@H&-3Wwdk^I_(g?T=08N^DJ+lm zk38Df?_#XWi+v}LhW#C^Sl{ylyFbt1M%yJn$`Y=CpEg`!D2%*%aY9bz)3&wn)p!*! zps4G;HIbJ*^D2zp9eMSZ5Sx0-9)HAHrUC}dUw8bs_fSB3Nsnfp8H|0=T~hQi`0!rb zaqe~E_5wI9Twc!IUT|ToWG|uc6#GqxU@_hwsVqZ|kfX%eYm>{3%geWL=3llDoWpBW zMbU&r{*KVe&9Js0$4C7L*uX5-1omqDU(ymN^apk$3jN*vf^oz*ep#Cf&-PP@jEl(| zK}KW4>1~qyMayWw{~N(HwlVtkbp6uaw@!mOJ^^O6PRA^AqiiKu@$Efea&xu(g^MXP zJqh;uURj!l!&rBIXeL?`{CfAr;_gW|t9Atl?gt!sV84xCFhU^}xg+0&MTbAEs1 z^X%w1dkG7|^j#L7tPn9{D+RaFoZhoSaLVEtokd>O5u6)mC`((lyPO#3C4g-d|x2N za2K8xFd(?kjc#561L`C2mZecb2k_Uf-Puh)a5|41yNq* z751H;pCjHoJ$e~kVi`=NrHR2P9!T`%XR<6nEU{x4+tVf|^oE*VYM}7TGV6kd@}dbT zq^gVcm`i65pu^{kis3z07H1xk^BQQAbc0HlLYQ9Yi|e8gYd1t@V6h*ZE0ineC^{m) z3iLasTKoI-b(KOm>SDba&bKW8cQT z1O)vYLbnD*3^yFfHn@q&ZNq9Cyh@DQ+DV^F*I7E_+l%q>6a-3c8AN$dujTHphsUs7aMF&&Hh&8HYZt^eLHc8V!h9zt$O8h=oraDD82xAfzGSGFFgxu`dWC$#xAs)j_vTMP!7c@*W0NG{Hwo zy-X=*A0Z7iJYQhiLCklwzJ`2@aRIo5L6`7Hno(TK?(W-<-9F%`zqYSyc{%$6Uvxhq z$CmM4EfD-2+jH1HhI69H7TkuG-H`1vFWUUyjz7gPHOsunb>^S($7Iz`u4FbcxsNu@ zF4rFT`4E*aDB**6k!h_3PEF{1TJ84tIu4oGzJOaxl$8ZJVJCgr5tX6|wno)`SOfK) zEoo!a5wd^V&RskN_AOEs^L}CpFS1ilgpqn?5(Pns-CxVtfHs-8<#jyyu)m zehF5dV%hTp8^Q7%kAKv@*hqahfoWgz=cv3wBx;?tXLu>QVK;I_taK1TwHbN@O zn~9$|C)A&>Lgk~z#eKM4sU(O=el-abYO8^wly2~%xHbEQ?&%=fK<)?4Zd?5i{P=75 z)6RgZ4B*g|>*eXVO9GC~>ZIXjcRshTSKHn&@F~jDEiCv9>c>@-0-H)-r5k1GTlPCv zg-gNPHowzAbrQdm9_Emf(GmPQHmLN$Xi&g+TVR*3i;6|5SAj%je+w`TSXL;n4Cwat zc?U&(6;zo0a$c>xEP9+lW&X`@lFEv$tDn8uPESBOw=tS>BO@=VN1t++Y~7bS{VRl9YZ4unoNK`_ZO-HD;y1ie36UtIi-By{LHLH^;FiN0fx+K z!d;Jo7uG&cnkU&xWTZJjw#2>Zd+2K3=NNd=HZy_1X-nOqF!$AIC^emuNm?1|!;dck zZByG%K5SmG&bIo%%@AOhpoB#*l%ayuHa#_7nVZ?MiXZfK4hne!{ZokJ38)=~pU=nB zw$jm(RI7J-$Loo#Ql4)(YEG?Ssvcfc#V9@?)j%OuC;&uLgL&&XOE-Ai?`_ zP#++wQqBNer)@mISb5C5G$W{}F=jLvF`mLbc0!~^3w1yVzG2_3GSH#;;=S^hFUz_sG}gEFz_tsY12=A8$)rFH=2DFV^aO# zUzw`B`#5uv4Wn)|u|M=v==!B<6{R#zd~d7uah;89Ef!WOUbp8pKPtBCb9(V+Y6me) zog-dr^AXF#Ft(eJoXb%oOSGw@!*vUrMUP(fZK>b+e`q7RwqfE&8MS=ta` zAV0$-kX;EDRXbb`S^;X@%ISinnW0t&QMXr{Z^FnfuEu)IOgbJdQzl=$lUP-Q4{*FS zb%R2N^fm{3AVm0c(4=>T3XLpLs35;u&?sVB7n|0d>I|12I6Unb4N7Qx&yWLd^Soy z9b&xY^sbh5^oyIPW5&GtF3pX88_=;ML$*7~K^k&al$_1REwX}GrsCigt-L8HpqSr5 z^p(o-&?qJ3%!a+X{H;*N6V!1em)k9#ul#&|E}sN^n;x)D^5EqeKkmB2PgHwT$bV-C zX!fD@j0-o-T#g)t^O$L_!V|=M_IQP} zL&ZTO_+qECyl#RxHC#r*z;q|e5=9ZszG$l4K)4iq5|_#7|T_kJxJ3 zR>nx!$CO}nIG*)!tn0G3TxyRPeUtzCg9Nvw;@&$h9Pvv{)`JdQn8uZ;x) zdDPeixOu*lj$G-4UlHdUB(n{?xY{ zbXge4FKkYqw2rVl*nF`k2ot|*9Ctu|zWY{cl&OU8eM?)-OWvI)l;_eNy@!fN;rK0& zSoX+WLS%TuY1uV)io#09HnU<2-|lZp@tcYMk;S3(Ut0BII70I>hYWOhA$lzh(=lN6nE~O_|nG8Xo{g{>jQ7+;VHe*h2)4ZHw zT(Ua|mn_()_VlU5K)Qmr$Rb*WuX1AA$|c|Oq1**r?oeR}O4z!6aS zl;_wLI}nbJni_M)p6H5Xi~P&x$W>Jw|7vizMeC7wwY^13}ciIyjujX%xhnaWlqlR1T z?#Q+d5Z%M}HJP`^`pfpa)AvFtOGT8*Df`?grBgpxywB^v#xb3o_w_e> zCB`y*;`p&f$x1FmaaD~j%TP>|ZwO3I^U@4z+-Yj)(Tqr|kI>B4-luJ@pRHlmkuU)I&XRq56| zmn`|Z`=+9m73*=yhTTTbwuFQanCU3ZG+k=VFke^~W_Mo5q47Z>B)6{lu$j3ReaxI* zAKyp+oU5e&n7cQ3PQs}#i1Tmx%l74NhQ7vgVzr39ez>64J7e?Imng4AkH9W!R#=I6 z7lt-zarJ#iRp^T%U+ z@FJCBkcBd{g*q~`Yja_3YGfn+(>v|_Ha?TvJmko!dEKYRDOPHR?$>$>kfl`~)4mw` zv&5>JyU%BXRqBrH%R4q0%bfE#-Ov%g;r&eB*{~)x@fWRgK!?7|bNMG6?Ks|n!MUcPpfa(zUNG8yyc@qd z(mz9uFMV-G7l5!bEa2|T9^Q} zd=!OCZrMqEa2SIMvbZO@On(dTG4gDI9jln5DP$>29Dc9}oYUFh8aJDh)U#J8argFT zeQAl$+Lm(yEH&SL`5L!UDZb*f%NF@33g+T_X|jG7Q(Y4UstUX?FVuSR8nAxKi#U0F)nxh|-UF@SRf`bOFAl0bX26B8 zpuSC?On2;{7V~h0tpRS?->vvORacHj8+%c2sCu-eBNVBp$!|UJThHp(Bvza}oom

S;EL9Chl?wb&;NoBO&5NA zD>!va_9b&@Gj9?5Bvx+NC@N}8_d2@0kTIRZft%&IsC-C{*YKxu0HXT`yQzF5x;**-_zNcr4SWx{E;lUCdU z^h3=S6$$lD9;wrC^x4nGVGD8YCLR%odhB+e2pS~hxX(AZmb^(R&Jx|XV`e9m&thx8 z1|(vgN3N7{#IJPZj%)`#U1%9;U(k8ec>JxPcCHtq5{&acJTz@pth&FyFxlIA#b~d_ zoX%9>qt2FAYnfmKl~q+O{nWl#b*pqGoPu%lbK#i}_#N8amS2qhWO$v{4?!Mgf zQ=c1u+Tp477C*Wc{!P`vFTw-8EUK52^cplLD>td>dufy=pVRf|d@Pyf)GY2{wfRO0 zWAvEWa;uz=;ih<*LK95d!&D<1TY1B`d}wyuS4B}p*4%SiL%w?3bJxrVL-+A^?Dtg* z#0J7;IzndaTpP=V4{^#f)_njjpEBk9$z@iIFT97 ze*jx^{)bCw^;FldDLycn_cMF!K9iChY3`VHP~xGV5y6|@hF+%HCKW0D0{siS8w~bF z&Z@GeB}UbMiu5>HX8K0wV36jumz%bwC(3q_jp|GZiQ6=pGWz03KBKRVE9QC8zRW5lCap;N0 z4&U}uteM*{4R-l9-LWL()|hHYvh;ud_$&pN?#o(|6K`ud)1AbScBj}j>b#jasC1?> z?R90KG=@gdPGA+YxtLMDD0pM^mZpd8r@wA8f9ba{qm=K8Yq4jx67t(~;!Ij>yVn}| z3*Iw}LzE*-b#dT(W&>TdO0A0bld?w^AN9-9V+Bja&Rj^`YmC!ARA|TCGxy1|LCZ;V z!_!TQY57s_uY6;e*%788i(f?h)#;6ids80sZNm>2(_2LprU_3cUdcE-S*8yHfv#3g z=nhpq)qm^|{YUlH`i!N|B74D;5>6(;}4c6=X4D5 zr>$Lm6}}2I=6s#uDDcob;Zw}9MMlfdeL#QdGgl*y^@G~4r~&tVqX#ryQ_qo`-Vuryk(6)eeFxGPtD_N`mS{daOjZPmT!9$8V? zCsOTr7oB5{o>NL1DCl|p(?4qI_Txc=qTL_UpINV;+JC6@To=iZkBXQ)m47~Nv!d>9 zN#r_Wm>H<7_o6S-BhV(DD_~~Ft+h8F2}1-^cmKVDwHO;-HqpDF;v*I}4H3?D4-S!C zU1EGX7MbgqPetnGE@osc_}q(j(oRi_PXtUB(Wc-O$E|}bsz3RomL2H&?dnV&{Ui1A z6CVzCrQGsvyBOBPde+4=sz>?U4N*(|&_UC^n%p2qE|CqoK9fPmcNSFJocHre(b2nn zv-8@=P1{--&zm;va`78J*}(V$p+7ja2|A~yPsivgz5gT-n$R9BZD{L)72+KHH5>;j z1YGHpXL>Ue{TnKoH>{c7e*?lfEsh~VNvGe+ibB0Ht@`|>cSTZ8=^STCk7KEc8H=KU zrOrwAcV^g7d16?W^Lpm@yXURm*V>iJ5}ZFRrnq#3f^;>L?PR=^ik zAN6F5`0O<=dYg$WA9xObh)yBocquMePxd%yypomDdZIcWxfMqO^Q-UN)7i&mq7ylv zErUNLTtfT;=3=O#kZ)h2u|H@xzO(V5qx1L-DGxppfO6@#}Pb=F8r zZk7%a@-=sKiL^CMCFE>3dwAV}=aso+Hg{9&!NH4bpBLiN2R_e~Xq~)HO9TAwj<|@r zBberj#+06WsOVX?c zb5Nwll!Zic9MiSt%Dt3LUkqY2<<g`W>C*Xm7S~zu z(qCZ%6f?EfJ9~`X{oSOoleiS&&4q8@rH=Td&vmRSl&zP zo!aYh<78a$zPtv5SO;&z=p2yvzK5k(#rWc~1~)>O#IYu+Gmn>I@xEzYgeLb&YS_W3 zz*yg^_5L2z`gPAWpZqX(!7pygyne^UN~l>>&!o0hGp~(F=HjAlQVbYWQxS=Fa{KbU zo|luF`?y$Gud%RB>~ht+C{s)Bl{)fDmlX*~o}Wxe0LnLJCbKN1<xEGq!sy#lm zR6mtr>vNPBXw+Jp@oe_-{1e;6X_i40wyw3{il4b6P#?t^OY3OJsMOTHv5u~Pe5EG% ziyFDbA}RITmrwU^XN{ZT=V%B2>Hy~F7g~Ew|G|;=RBu0 z52Qs6ru!RRZ*Pp1`NI zhHyS=;=7B{V!#wJ z3od-2Zt)X`s^s0oBIUTm?B?MsR(sWyd=fZbMINdXEFq`7*|y=lOv2+=JlQ1!nObC4 zUgSx@)+i;VZ}qsOakcb(fRb$2H1xLb$G$$4h-B}SCZ{85>G{{y6i<^HhQnN6| z-JMX&AJ_}c%(1mQXC>*b)6IX8Z81=;RSBw9fgYk!s!t z!x?j7AN%)3rI`r^o8o7bu6QRTX*HO}c+{PQhvs&9o}3t&7&>^8YY8PLeL2XxO~t>S zG=;iR`E64k8s2m^QWvu-nr>xB+%K~5Z6To`e3EmE_u)B)4sXF=+_(JF#fesuFMGU9 z&|eEJuT=fQYtJF3KmtGseek^!-(52c;aL?XcSVP=j1R zRN%h}#Q|wQYC3b>%ogL7=qS4W6BDU$oLrCmVW*uum=xz!bFi(@Wk@({u%iV*MhM4_ zIcvWL9Eb=~sP4H*c#Qme$&IOZl==?VewOAo)u>guzb5GK_0P$luemyn7(izd#$p zo0mfdw6&iP@J5j%; zBgep-43#OS`IoCvVnw&(TVV+|F_XDYuCU%O3&AP1c%N#EBXbx|$3Gk6e6DjKKAVqx zjO^bkw#ZnwsQS|Vfw|Pte)=@KhMa~CxtzFqncPUu;=26Lzt$C_ou$%KXG~@Vz^?-i zl>(5cE76=2pYl^O^@g~LrF3JEzb)clij zp&pdI_u%E7zgCnd9Tz1U$1x3hC9Y(A%mmXVvBYP@-m>F$k<~VX^}5N615t~t z9{XlsE1so_Td&2MruylPN(4QA+!JY$>!HXTE2=o*QUAa~dd{R2T&EtCndT;-a)Hwi z#O!}AI8M^jK^?I&dwiw;29M+bTnWf+!I(^ks`-HFyT#s@fzkU*LXayeq%im*VUj%O z=jip*E2{H-BageLIekBJ9~KOba5q1HhRY}&d+J!$uW)D4?aNu;o{p5A-dvjGjMC33 zq9N^!K85Oo#nRQixfw3$W=(Qz2^(I{X!8dN4nN3G%nf}VFK3Z?)zALdkD`d!7hnOJ zG|%k_aaOcS5z$W^$yD`^aMUxV?;m`ze?qqFaZbot)1>qD1&{^P=1q~ODRL>o>DDbm zPUgv`&;uT${<_PXuD?%d%ss;W)eGevb6|!ZSJsYFRo^wB?S3yL^2U)ldhLrzOWA>m z9xa@0@Zm=@Jq$hblDBc`@o}pDyR@SS_1o^NK89XyWz1xgZSIcST?zHPk-0}D{a3(; zt>To94sD9%esYq9Y#XPhG^pnk$J++sU{^>?ojI-N)FJcpevNK2w|MX_hnCulRsvg~ z4CTx&(@jTF18P09S=n(^ZL(HcB=hOrCd?0-DQz-^Yb;;Ltr19hb>B`@dE)MgeMxnM zoP&JY_>9`*{vP#(R1~%8OLR2a&NO*{D*SbLTdfe$*B|*jqV&J@$yR)|Tr|tjprv<( zS{`f~@{nhDV_;&B5wD$PZtm9TbF=mv!s2GqtS>HB#Rf|B+RgG!K{a_!dI08&g|+;s zXutal3sK{}yxNjzdGG;ujHsTr)gf|AR5JIsXAIlv-DQr==S+j#?Bx59=EYr|RJE9C$ zj^9nx_JM+ej$Jl)q0Ya>y5`A%BOHBm!3eg_eUpRrPIpLO1uON4>VBT9??QNi3)gm0 zlH~17B%33`W+D&Rl-%xtm~z-gLJo&ih}ur^=?!PX3|KbHYIA&fZZ;bsc&7chAk?9~1g3E7_;;*WexcQ#N~zNm?Be}CBdp{(lZE@4CZeiRwevDB$;LD(@C z!#R(~^9nbK>5J<;&HlgGd(Wt-wryRM0z^=W1{5TNNLHePKuM4+0+N#=IjST`=3?y#8iB*D zyXWm#(%Xh8M>5hDs{*f^ht`IpY0NGAisLsq$nE{5mBgN&cNkR;n`{8VdWW1MK#X-) zd~F{je>f+JyvFGXS-R})G|Nx;p0!PHpoYU>B9Ji~B7aq$8PZUwrtj)(*u>&px8VeX z!a?tJ2`h_MUZc3xMpPnj1$bW@a!@(&bzEnExTFN9XV9+CmoFYONOsaq_$MfYW9l#{B!Vo04EMRxiGyRtI^=V5 z8PgM$p(ObvmDi5FSrtt7=vCX@=E;?C@Ks+wm2_>v@neC|{KMe*b7OvE@b^T;LyQtt zQPh7+Jg3PC=lZ;stnzOaJ^r9Rz~?KTAJIU_vvxOIr*1+W zk<+j@$T`{r)A+4>;Xx`$($Uj+*0R8$jI>pog|o2p+{BL6dZSU0`2wy(d^Z=h>7qN5 z(wm)`6z|~Z22R+VReS|92H!k39l8OZhh}E|CF9M(ERwkbIuZB7KPxKhh5Al>IX54l z_eTA7Mm=R(Y#_HEKOBi2ie-B-g$3grQrPg?pdK2|i9zO*MBqa{PG|^MbJxOwKs)N` zZL_<79U1}NUR<4~f47$B!f_@oHLl7{e>vE!&90k9Ikc&c#D!PNai*9QG_dd%s7urA zYN*To_1^C=aS(IC1tP=SsT0Y>Sx(u@Y za&fjvlD!6{%PjsIpD)+RfIJBIfYf&m-z4!uIGt4cT)vxM)NSyvT(@UQ_}ar8FwKQ@ zlJ=k$)bRxgZSke8s1wi|WgyJJD(OIlmn6 z|5O1eH7c5ZqJEBxfyQDY%FoUK{B;Nljv$&{&o|S-uN8w`{$)7qYX@QPnVU-!* z20g2ixVl zR)2LRoTpyz3+{NGPg{`|iC3@rERvQDIy^fwt>@eGg!T2&jtY{PB}I`7Ewep>qIj2A z+C@D}A8@YZFW539`;HwhK2AFsMLSviW~jY#bJ;h^2vq}r@oh3dJgFCYCMY%spc!tCww30%X};9M)#bMK<}tx8Pm;f_LKd$9W;G#O~g7 zjdceV`Q29SnX86jq&b7U_skH61G7;%R*$an@77&Ce;B73n~kiz7MYN?Dz>mMK5DGV zEq;Eou(9FQS#_;SpN@;oapoo9j^%4Q5xzI&YK;3Xv{DU}J$=5Fw}-Gn<6WiLWu`aFr<%^V z;X&glHYSBBFI?F@qW)&&_K7P48jqOH_?IS(3u19jrx?H|?M!DllD~qCib}8UsK3`a z9j5l)VhtnWH0gy+5=}$Xg&H=55owW&Ga&V#PH(;P4;|T6v4Cx}8?rMMCqZ_f^!2I& zS+b&G&!QtT_Y$q{FnJ1~O5!u9dfJ#dUDNLaM{Pf8S$Lt_ejA9=`!h>Ax7Z!MX{ObE zb|CFivaO@&Pnjk?38UGp)bO^cyS|_LG7nkedt+@aciuCunGeJ;Dd}nrJjkJ_m{Ydx ztE{72ePf>Y zGr0F_UXi}Nk3Ml$;*r60Y^mT&<9QH;@)QnnG?!5Ocr(&q9%ML~$aTJ;Dl=SvV{=G9 zdHwC|_eW-8DJEklRHbl%l0KP){E$O^YlD?e{oCMt?~H*{+78Gtyuvt~G=riA$$IC2v2fqc`fHv<6bd2tLLNcv*g5=G^ckw1h^ED7&*;}_Uqtfw zd#Nc%Isjk526t4P(+_Yq*J?C2cL@->6s*tHbRHlrE%LbnTM2)x18Lc{L9@tPOr=8 zG3D30;@;|0jp7Z8GhSvN>1j)KP@1lr&+l?9@&|{8d@Pm=-IDDW+=8oe6xF!ij$T^! znfZnlwt6&z6-GMMfArLv=0jjuuf()qKF{C>ORq(ay?Su|Zb7AKQ+@mi?xBqwY1E-i z318!H#alYMdvU9Q@q~}62$!&e-nm77?XWDpvH4{+t*_r1Fj_vo>jnzXGCcD~A6G0M zA_?wi_^b0n`3S65gMKU8Al-U4rbR`xBsa)7^3wiH7H>=P*+$^Tc**Ff_>utcuTaBbY=!s*bVMCo*tl)5-{u9`pj|_@3e(NR=j)`;e#+!DsGXNF>X;5Zg=ykf>fi&uu&K|-F5$@& zD7fN`*UKijJ0sJKBEGrU8eA>y+;fFVym!$K}nXlI8>*vokl zaD3IU$>Zul7I%ZqMkg*)WII1$otLEP#P<(BpfKz+lJV^vMpwu<^m42Bz^uUu?Y`o9 z9(}EL|5E?bxe=vSI&S>Oe1-nxlouy{<{rO(iGxikl~H}uCoLn5Sa>OU)TrCt_gqh9 z;&ihVPd(=D_m?U&BK-Z9Os=DLd5hq5e#I5QJLdPxnP#`P3v^ZyE%{tYY7tCQz)k@a z$8BRXPd&m4Q5Te0Z!cu8>bn8Ge@C5f-rqk6RcE*A#0MZCV@{C6$Ege9{z5l zGu(E2n<%V>9;s7~#R2asWgtvX2$DPPOe>tJOdq6+ zub@hyeN%^m$Tbv<@K@(KI-U*Oc%F>R?@{b4`@25=16mTAzWH!o}rw z1IaDiS#;^okm>>#fK9_kj=ZLR^pv*<_&k>YSi0o}+dgcESibdLV)|Lk0mC=L&=1lg${yiRTW0c8hY?gg3@O@|r(ZiS4(8WuFMxD} z_7hW=cfUuKf>R{<-aeuAB*0TA^a5rZ9Q;;t3<6aQfg2}}9wF^nnFfg1ZaE+9J$g*@ z;NoRV@c$qPa%DQu|G&{o+~S}Dhd?Y_#ZPXpO}DS>^uW2?vmZw4A9{O%EL&?hS)wGu zf9cMf>SrFpcgbZqLAJj2uWbG2B+F|c4dtj4IB+yBlnqXRorbA-VY<5FP2Vm?z@sYx z)~SQZ$4!!?8Ok;j%0_y$Kt4w&17PI<6mkzfN@4mo=p7$5D$qZG_HfDmQ_Q#)gF=gO zr?#a;8E;!Scd%4H*TAOvtb2z-Vi#sX8D!3x{UMn6Loo4&VB!zK#2;RoKZHExf0&5= z|3Ja?hX&&h4aOfDj6XCOe`qlNH#8VWG+?F}E5Nh|h*P*y;8V^rcgQ^wDX}oqMvg7`?AxNMPlS`%dL#!bt^h81kz1#6Z|Qqn@)P|23!)v*akk%i0eMu28mCGt zd6<}E8CZ}oRYv8a!1n`Y>QIpVBv`U_|KP0bQrfqC9=H%nl4rFBt1hssy()Q3;f`#8 zj*Q1*a736qA>h<;;cXCuzH4V5V=V)Fs{nzd!+F627VxVu*`i5!&?}I$yZnOwpTzax zK}Jb^>ZP)1?J?dBFF2yAFm`in4OB%rh^SseR+hW2!T0#_x62OZgK3cL_eAaE)PO6p zrsy2-z>bFyU@N=~d?^gH@q)t0qcB&AATUjfTSnV?NG_g17e$3s#=txP4+f`&eN=%L zW^_Ep8B``=?}-H+v3wi=*xA2AyT+PTUliA%_lcgyzc>)&D0|Z1{lnt}Y~Noj7?onz z{+~%!fE9f7H^~a@QS3Z}7$2-@h3VcKBS=Wg*a{n};ehSl=#3#zb%OVRpE4fAO1uQN zVB(q{KwKjZnn!Jef-pQu#c(bwr;|u5$wzCF_t*I+Okj45DdX7M?;M*ba(i#nl9TWo zTY@+Cr@}A8xjwUY7r)-8ZH10{589~xI&9C5jD7b0A7yO*;lt}XjWFkZ?*>2UHppyv zK7Bb~e2i?T%wNF`_KgacX_X7n?!mb&u+RPf7`~W48|BYN`Lj{}8^lU~Hp-uk@@J#` zU$Id@m9Om;g3BA8u3k4(Ej9$sJO`m1;|wgIYuL=SG|p|<`4(CVsD)TZ+M)$Yfe+qf z{h%fk38moJ8w4qNF9vp*yV2bRhiWK^&`e>-Jh2e(Cb1>f%_LgICV8cb{K8`M!iWK2m+Xu}XdEhsw7(cG(O*9Eyen4gdC8HmC=H=s{u zcrK^!NZ$gHv2al94tx*-pxgOZEBF0YQ7gT87Z|FRBp=#c4I@Y$p4@lX8cT&^K`YH~ z>S4^P2@s-e*p1<3a1w;WsR=rh1S#%4=b9{m5vv&B3Vf2v4ZoNqfKik^eYVJ}=!(s= zg9qIP!AR+|8ir~GhwlyrT&$o6WH;fr4GTnJtNs=}#{5*LB>YnX%yVZqr$-8?1PdeT z16x2Tvn9At&M82(l#;7M0TTk+9^9X@r<3qR2nOo9Fs=60H+)%CjpB!I^%~tWJ_={a zq)UhcCO@gt+Xvj+bRhJjc*EI}0#5LM=tLD2HJdy$%LWqsKLPqC4@q^Hq`XJzH?w)R zcM&U$2${g694;M4+tVP^93FwfdjL0TfWmv?A3@og#7~l0fdBk7TokFy<#&Sk1H{Pm zL1mx+Ia4_5fygZokD6!hCq+=cfMNA$MKfR%)N;B9f?zNOLeVwyx&HB2crXaXAZHn_ zvBPRwIO_+9HjTmLBxWd^0m`m$xRN2TYv4+Tx4}Ud2f;8vXpW#f_WaWqo?=C%)3EDP;ecVZO=qy$owu?T|dGAQxv>Z2iJDx-ujI%BmB!4aeqd zl8arauNYUnKwRphnDm(bVvGI7$(74T=iY8QQKH5C>M)SWB;>w8-mf4En+r;3(8JfK zc|?5Fwl*^5$18$8;g8wrA{$5Sk`og_);>bxt>pqKr zwWXKuT=r0)PL=(U45#EV1n1t>G< z{T{XtpXMSngerg}YlEu87v+agBZhOckg#O?X2hZ;W9@vYcFtn5PjPp@os8`g+g{~} za);+9)@tJOFqF507+#)$4ISSYc}~PFfubDS#d$G%R_IQOVTRj9&Y|-Zfh5arr$Vy{ zgl@U^OQ^F&!d`uLY%8cQkhOg1F5)brX7|WdC=(LdBI2A0)7yko>zfhlZs!`o!`X(g zP0NtPc0d7?T>w&zg$2G~!**zYCeIr%NUG!zaWh%Ps3mMzVqnJ;g47;Rt{g)7?*xw( zjgT-$Dx22Fxgsfhh_)qhqc~`Z9^-&I+apW>C6vDavToortEql|3kt;%6HJpyu53jR za#24>Nx3izUFeyb8A+F^-RHB(=f;A{fC{bQOq(_ zZw~Ld1rR|(kAnlX&29L-(SoB3O&(+l=q;(JrhX#PE`mgBZwl=-FXg}Wm5AM01^w)l zCEv5$-@<(XCqswjw+e}m4!nJxQtX~AMps~W)Y$GbtM|T_=J-eOBo>2$s((p2v;}Oy-u==O)&6~-4Y+RFP5Z#my%nzU9|GAHSkPL2^ zxy`?X`Z)@14Du465`cWbtF>JDC?7w?rU6O}m!h0hzm=EdP#5{_u3e!sZGW{i3yKU! z4cPF1+t(mVBYYS^fzuj$nNY%_ZVvWfXa`R`_=aa&!Q;}Q`-BL0g8bAAF;T);osT=Q za8wfh3f!M=Ld2dt5VqY4M~Ze(_x7HJYLXURqi>(2%v8O$J46Z=LmV{2P}PjG7gUSrL$R$T}3Ck*25jts(e*+xr&%xO)Phi zfHye2#ikY@jV&#;BCK~{UhzA@%ap!5qT!Es$0B9h76c0GMAfTZj!f@6K#^M_2;cD< z&k>m{tTU5* z9V>p95MGae2Bekz8FKi0W{?k2YWs-VY$ORgi3;}4ZlFukUNx&f-Fl4^_H;GAFI{|+fM8QmBz{VuH1oRg2brUN_jb} zm+<}XVTLJse^c0(i&`%w6LD=fIIX{du@(6ahBx>=SZPB|t{Kav{(D=RoMj*FgvJ2Z(eyM_8ZXsv4g<^uTA#-gazN$uTIE?%iA&UoXf5+T)= zKiz6%ZC3W;P_>=>Y*#gIkFe%rQMkID^swvgT_H6e`u* zyzIf~u5IfDC<}@z$TVhH$+>Yz9xglE2CWS6S=? z>OA2&n)UMiv@oq&*%8!>;K&u9cZ?m z7y&BURwqNsBrPPZBu_<=oS1eg3j)b!+Q>DN<1@$LzvyJ##sHr?f_F+Gy2Wb5hHY{; z|C}?`2;{qjdRfU01{-eAS&#}UB#gyZWk-mi;M?e=eQ*M9;ABYJXT$?eK;R}@RVkDLexR~K*P?7`A~omB9+D+ZH3yQStm7Fo_qSzC&x}X-N!g(6812f_~-^`C57U6h;)6(h#Q*iNhVD-Z^9iG!HT!_dmF? zWw|AvMkq|lDM4)x%hUJlj-Edlyi5coii8vA7%0R68Ad%*Ha)`9yHuGxV~6i9$el=(oXVRypa=gJi&P8x@Y46qWfkf6Kxx@o%p;A(!Z&{ zRmi%>ODb*23@=@4NSx#=E%Li*SP{>6XyGSHdE(U)_MoB6w=Bs$8cxPQQBeEPD_`{% zFqm-LBZBL)6_UjUXKtODjHECk_plOc|B_8pB|Z7(i0;(Yzo#tc-=-{?f_)zm8?t|Ov9=N_aJo?eZ25o~@WV%J)6Wl52o+&-KfVSgT4Lb~v zzv3vwpToar7(qCWNGuF1LBWj){o^qETK=_RhBegY4wlnR4NNTDu)=#HU>P212fKb6 zUWVVH>4WAEiICQ?nkE?K9xFO_SCveVRJ!<$&C1QgW-LE64`u(vfEfT<%Tih223jaa zfhjN7+0up^86A;CsbPT9RDoE?3K@PEY6TMuw;>x?4w&BFmEXns31w#n?qh$oRd9Xi zj?;0cXhaNx#sRI28Iqy+>aUMLn8qLEPSLE9#P>wh-apUw4WbNzq4x%7|y zNR5zlq>))Fio0I_^Aqz-aWkt}z3-;z6AJ1O7CR`~&|;*_lI4acGT}r@m?bRgbB3{z z{QN+}428%gdW|~RF7#&?^Urj=xwEr4R#`|0JvAJ#x7>+1eD+ovgh$LkB%upx<2YDP zEDRQx;Rj%(0K}#?aaDd$Nx1kUgF{A11z~&~5}PSsEU1m=UZQM4KBHlY55k=^G`nqJ z;*kFF&hjuHkQ0Bm=UBD1+n#&xuCK!iD`3ikuz=1Y(=8`cX!arQ? zPW;0T6j}2#qd%0p3lYPTS;pUZU_F>S3MoC!Dbm|2l-QHH^XXVA5x*FFjX3I5D3PiX zaSA~wpkNm#c?Uf3K@{vtjjz49g_77ITs-7LC)xo7qQTA)G@jeD$8^?TPn9`sw{I?%h27Np+!`+)A#h zP&y=g6^bgqf-2mw#ETGyNX~kZd?r7p)!4EPq;23Fq+idqi@iW}YkSRSyT9`@-Qt59 zZ=&@U4h2*cTmOyWHZ$Mhx#` zLcI+SD>1EbC_Xz8KpZeI?d*t`5HM({l|wCEqMElLpucO?_ipbh~sC^o`B|3{nkg3~{zm;-J zG6pU-WhBtqwZZ9wg~Vh$>KD$#JtSDt_hhed?jtUNFgg5#-x<8k8hk4P)nM8!jVURfR6!ev?uvikDzoqJ+`9_ zuo^aOVbFu`0Np?rh!B3UP^xyh!c=cheeeEC^=y10s35gf1nd9!r2hI}I70pfp>Wi| z29kkcQbA7Z$*!nh-78+<&VIgTJ=yqZ=FwqRRl##)UyLa({p1;_(p$A$#a`QN%QFGn zweTbqn{9T8_E`xkidS25>Qh*I{Q_V#aRe2O*iEm4CAi9mPtM(;I+OmA=cze1G%w2^Xaing&M1tQ*6{W_Uq3^QNvr7)0^3Z zT!P`}1iINQLh~3v0(9~EMKpZ3%n(Nv81sz0y^&nkUR=NumfggD{;>1AcGPQoHbPE& zWYsso6WO+)nY9MPGbZ%v8L}UFij`mPw@=4E1N8_K8vOT0f3H5-RKl#}ejw?;twnMv zoyCGAapJwXchBSDl10Z0Ww(Yuy!D>&2@{o_-({xNw^Hmb{8`Abz)+S2n_@XoF0l{? zokXzof3!6`2hio097K|+O~@Jf0KbeB5Gd{z1jVm{ZTb=VhsAX+jskfD1cd(HP)zi^s-BY|y_da5Ub8kPl;*(OV(Ft~-= zyL~o|$zx|kxoz$CSwLY#F~#RJE=#Wf%yv4jm>~5Xm=SPO*v0bC=G2+;NLO z%;(+(&MIOx>Q?<%#em~G?Q3c7_eAdrhrRU8eP8IjIVGVxv<`^D`eXA~`;_p7Tge&B zp3AWS4=YwG3}X#Ii46D^Snkix<}1#MzJ%BAJFyZJo{)*d;t7R6X~Uo@Ii*_p0Z1RJ z9G5nxC{zbtlt%l#2zXKFSpNA?~EN;3%l788GQ2Rs!kYAPtb|ykVi0vGfel1Sq zAgvh~)SvW|KuR>0Q5Yfpt&~57vp5NZNd9num)XPR@@Fl1;yQgzDi-^pl5G(}EHQTAjX}ExBtd*c z!xM%ILc5lGp1fp9eS`W!KH}7kWTTfrhjlH1-Cj(96{(V{U9dF!0@`|Bg{2wRpFO#0 zG^#B482wCmug3(umaPDVw&LIzgjYOv>n;2)M>v6TW%74d@31_RT)qJr5^!JzOo@7K zp@Q$O3>8{VnGin#=c5*`!JlA$?SDF?453Az+{M@U9X{D@SbHM-5y1;eztnV3G3eoV z4P!pM3Po~`=lf}!K3@qDD7XMLV}*V@JmHijz@C6*^eJE?*F?*y2+YEp!A$_KH~pn% z4{N=jAnobcmruWn{?jsYI5n2qxe`-r4;-RtRI4qBXfi>Nj+!YT@y0WB-ri$(;B^(k%<_ZGwJR|2UL*#i!(q zl&e|aokZV->}MBCvS8(^lL$1^INoxGm<~EFif2g4+W?|!PNx@kg3t*GX43pxo^h$t z+0WmMR|5bc6}~;+*BlvsUb`QmbC_FOMS<;L<79$jol^;>HVTZLcZ{1ae*{$8M=Xjc!K(YklULOj;Rpn8ZCpdy+6$L5fw zlr`0h5U@De27+s_i`&To(7QYE76kinXnzkFVB-^Zw+Z)=_mQ5L*rmt2Ww+lBOqQKV z*4Z?G?Zd3={RDF`y|gTP@V`mJh~~qzr!Qb`Ut7gO0g6YEyl`*k9>Z%?yA0LUmG1wy zHwe~;1Jls&4QaLbxB?gO(0$xpYlc{j@6D0s#3z|9eL+e=ywdH{y z!np7{P+YWxNFWw-+o7wMR>8g;JZ27xPf#dGtHC%hY9pn~9~P){|L82?zv%4C`?Z$X z0NdfB+cO2VEBtBi5^d2(#yuJp4!W9k{b>&Dg;3E^7=skr82Pwi<38b+BB;9z$`o`E z_f~O%HKW*3`6KVP3K5jl$RPA58jt7}XlM#5oyY`cwmhB#vMhvnx!C8cb~TQ}Yvq@8 z!!F6!@a$O@5=43fe(P`Hlyae%mq33jJYBepG<7MDPF#K?IVF};Bifi~gHBz|Tv_#n zd?C+8qp|>?Jmfu6XduRc^14;e5qXMw0}CG;G4~nGzD(`pjIl_f2BZ^|lm}@YVcX>d zGEM`6eUjoNxm1_p(N9>i6k!#wA*Y>m<#IW`1`lO3nms_m9?u?H_};K`s@b=Up}pTM z-3bMwEjDaVBhQLjtKQKv-+sTrM;?f#qa(dde+fUA+W9f~_y+?MOvQEg#zU@`?O(3^ z*td3PPc#|S+`?e8L^;^W0~@V^8cW)Row_d1o)z=mm>W&9AS)X8CIMtDzjlpF&AX7N z@I4ifl#~egC-6U^WTfU7DJC4Iu$&l12RvXNVHUgpy`|~u>gEghi;skrF`A=0ky4`$ zG?%`Yp3Kgbxgvl3_&Kfko8Rx}8BXVS&zAI*k=~Z1z8{0=XDYD- zm#w3NI)6XyKRmic2_x{SQO0H8kbHylMKG@CwO{q_Cx5hPFEjJZ^r zXM47{Tk;TIfY+b*HtB|6KO8N$|Kmd^y~IqmlpZ|!+ZT2-$&OKk>neDOof2* zfb+Z(Qp!Vt`CvFr!0&{Bn(`3R(uh6+Ps0%|cG8*)H-%1~K#Vi^NgMx%$@z8L9v6D} zH_{n(oR~Y2_RrxdWIs>(OO?=!rrmr4U%`ljD;kOh^W^kB(YN~4{&SaHBhavvyvTD3 z!SX~&=3x4-9^4vqr{`RH+rgD|aK)UdM4dMXT|l02oq_b z%8@q?ZVmcZrj~uMs*w)hO6;?|UMfzEz+V|r2VMM^9*wgiU}$nj9eDC6g1rt__G3=? z)@77)7%lZ^Fk9^8>hK_oTSs39FGnSr$PIV#Uv|RW7G)67%Pe|UV1!i56yaH*J8^Jp zW#nNO-5gE$$_*xPC7mPJ<1yu&deJ;L-06S05wcPR2|qZF0gTYq6c)Ivk1z+f1~X_M zrE7C=r59WgrZ!GLu7osvti^lK#eca`jqJhvHopcg-eU~Q2VEsshHnjK@M^+q{^O+J zMz60S$vqre_!Gg)F*r-B{pY2#{Cnwq{IhiaWqc3*`9E>#s35Tb+(7wzVR-q*SQAIS zC@B*2S%RQZ5qq&O<(y09_@Hxf)2W#lQ&%;?)Wly~;Reg2f^(R@CDbNwn|!Iv4t75? z%OYiIUHk2&&zkY#t!D#vzRm=3g=YoaPW-J{f+=^%Hv*}SGqeW|8xInnSJ|4dtU;|< zRNoIK5N>wy9fBZFO^-+8p$>43Dk@lR>Pa-yrhtqqUu4jNV_9Uk|R*_O4?|UTxTO{bs|CQF(Ft9p#*oN0}acgC1#8IfOqz zh-DVHTbX*7P_2&qCs(Z@!}&+*NjEokg9GG1ow^eUa|X+kjPU+Bq1;H{11e&seJyn5 zbA%S_Xm_FSIIKh5dO{rTQwaLHqUzp%RvGhP=saqh8)cTaR~Z0T8PeAjUxjQl|4|Fy)O8qZ$2K(RrRD%1-;`#bA00T#p^c#$f_biD=nz|!_SCEkK zY;sm^`?CA?xHkyWko{L(K0|qlv<6nUaF>rBKI{m3T#NQ20)Ar$HTx}3W%3QtcEKsv z%=zP_zKi*lrx4?TAq@wz^gYKU<(yFEmtM^TNg=bQLr&_Y&>?NNY$MR$7}mVWR^?;} zFw}_c2cv~4^Fn?}Th2*J`xd(x*(}qLQAm1Kktn~r?Zz|%LoUiW@w;V~|2E$Uj>soy zE=;WzP{09D2-+e|kQ3u>5=L_r0Yt2c5)gBC*Bc#wmYZAe?SU6|O z>Vb4Ff+yH8ZSs04bURtJT5{ha6Oa8aLsMHhw;mN>3M#f28@e3qJhn##?3igtdVRaF zkdatHY0pOOa?s^}d2k!Y`&dtDw zzQ=fOF77~^`-AJQY=dUm;Jwxh4&JI@-6hNQ-!+b}G*A?{qsUW;det#yRPZ0oeXX?E|$2bdPL(^x`gfySd*t3Wjf#Z|0I3CMgPPhVBU%{se&Y&7q^GZpvX7 zg2^b3T>ut+Nv1p~bUK5D2yO#89u`;0@!P9zK!jCy^wvEGzrxJ`Z_35>*={Kj?0$)P zIPZE|)BYrrQ{HVkKo@L!0(LvDgW{c~E)D-ZQS2q@2*wca*xuIEI#gv^IO+i|9D(moMo|0gbm;G zyaOzFKxSs!5qBFr3w2Y@lGi{HRB_)ykKFx0&CDBH4#A~1G_e7MrQJd-vBn2KpULd` z^h=AQ3P)jTO$oh`V|IE+<0G<8%+)6yYwaSqIjMcXX(+M(HFc$SRc;-iV4>QSS1O7P zs3mcKiSJ=j6BkNtJKO4*@hVqVj|k-5f*KoTSC5L+-CC*NwpdIR6EJ>3TYx3vDLRT) zhj&Zv|M=^$sl2q$n)N!swz0DHDz6z25Mj%IL#+?O*va&9VLmSel1C+M`l9!w9>Cj_pWiPX$!-^6~8=*e}Q})o+x3 zfSBn5vs+!U?A?#_Dn=>n7CA|>FkdF{SKR3U#bNB+LD_-PP`{s{mg2DIV=OZ{!1wse zx|w(z0h}?NRJ?B|y}ZBAI_Bovp3{uGu{#m4^MNhi z(84EuZCAROi4>GjSLp!cwY`_l)NTN_$lRZ@Zg=K--pv3$xg4QSN=3e(Umr{K8yoNztZbw8;2R<%N-TV=Ob5>TSY;3QI0>w{yfb2yK{vu6Id9D ze^uDDj=5o7Tx*vl_cGPQ@14m5|s>twc@aYQ>nVZEk)=iPXdWpUnx??z0Wv zQ{#Rbt;s$k*{n6xc|+70!$NP1~MXA^5)G4HeZ7X7*ErEAq^encl1ylJIC z%2!P_ej#`H<1<%EMU6_q13>>s>AwN!Vdz^)ZfUB$MP=W6s9|f=DZQW@>C!^Uq-sQg zewnA5oTQFq^x4uCIe+VRGP(hPqD~NYi#L*?-%N9~@E-Sc3Av*?!>M!}rezB;h`e}k zCaz%Z=a&U#Oe#vQkoqQi4i?i_x?YZ!S*iMPO-d!1vDg25%ge1dIFOV)GFAmF%T74r zwH4#*u}eoTe#Un$v*c_m@Xk390eaZB??|DAJ(nIgdGqKq?vym0GK~YGk;lvI7iv<# zNc=X7#!Z-eM-J460T9#U{Ew%*K%NUtVS(WC@t(*hu;VN1>!FGi$xNfZVNb|)*FjqYp%ZtaYF+#9d?^g2Mfo~VZt-)>?ADDCA59^#!| zr|v0mv(WcZ&JXOar`G~{&a=0KmXbI*F?~4eTHU*f6w(Tj!AI!cfui2S!0p{(o8V$A z66kMb#j+S^M@24T{WVi=lh5?nx0sFn{JPS}Rrv_C-1kUDO^8TXuE%-wY0ZH6OSi9? zM%8M~VnM~RZq>4t{oQr3ZsWH!&)6}4IrXNg*``Muh$>I0X@4+0u&J&K{5MQIA=nt= z*%|e{@6Cf5JEEH)Jb0YS9ZB|BRPJIz3l_t=5qzRK78Ibfwv^r>N%D^>v^|WR6=k6;FMj0fF z4^WP%g5nDLb6;wX+R*pVjb|o$#Tx^KkjL^|l{Zx}X~)>QXbeC%9u)>nb7I6i7Jr(PXxm10$}>RJ~7SQ%yFWJOP7*Yx#oD-(XPDdR^+~^ zTfI$R-kPy;Q2$C_W`vf2wj`RL>=PYgj^^|Gxo}f=@#TPCO8X?2>1adAIZmh8k|a9; zdY=`1zc-*099Ff}&9(&9>{lWQ8#qI8>6+|Y?_+By?Vt0xECNq$M0&4QRrDA0fD;c` z=zHo=&eZdB)pirN#jUQao-1a%j=jv7u-PV1_&tNTa)MO4HC!pVTJZYZDy$>2C~9wJ zBvvRO*RLqGuE{BuH-CB}_{GR~KE0DaH_yt2g%8ud5NgRd#<65v)|Iwers2V22`DzZ zE9(RgOJn!f+D+g7Rg<+-aiU-f(2v`E)^n+b<4q!dUyphvXtG!@o#*#y$WfKOB1T_Y z=DuI>5HcqB0PvuLHsA-DsjReG%`E2{C~zs*S=Cqho>#=E2y+8s4?|}p!G#6T|wn86& zjCgeOR%1`Ajta{_&=N=fI*h((S%BrJ71+W0aOpOetJ=f1iwonhI)RbZ={%437~bs5 zZVkJ(8cSDiG2|+h`D$4Mlzj>&TZtIt1g3f8|h1> zd$X=3t>;d;snSzqCn6s_k?8(pQm(cJhb^x0y1#hjoAeTKm*T6`s6Cg)+~e*;jApmA z3)PVkOcHH=^BR^Vp4{|FN~-Q6k>%h#N1f2&XLN`afBH8RKW75HAyDnRtHEv}L1b>A zPg~yQ^i33iB>Re95Bs#F%JGei8*J|bZRRB>9^BE8tM&L==N*1k0c{h5Ji81W-ICP& zHDnx9fvrd9t}I51(sS|4IoyY#&Ki~f_^l_@f*jLreXOjg{d>$;C)&u#24y_w4YjZQ z{1_Ji#788{9O6EpG#%|vSt0HSDj-oyci2ijFBp?@D7+M}4tFk=VI-0%dffUzEmgMs zx%stM%btr35-Us^zo#sf%{Degp7M07+c(!ZkgvP7c2+jO0l%=a@rgH$deKWeQMx=^ z>lm|S-si3!6>pbwjhCFOiJn8|c8hCce@(|)x(2{XxqyBgnW?rO`UM3MW^!^198d5$ zseB36zn7DM4#(3j{S_{=Vh^gvbc^pkt=p>VlpGu0^zxYi>Et*VJBWtV`4Pmf87J>@_Uzu) zvXh#zH@3`ulzaJYLkAojr~SOuePvzKu)|6lNBP$_y+guxJ0@Pi(Z(SZh-8%Ge&p{! z;@P7H=KdSc=NP})C60SH?@jS9PVc8GhMel%c@^{Z&1?i}|Bh*FLg43{cRw?3 zL?Z4dM{4uOR&;A|Pgc`hnnVwi_?<#@KD_V5qn#kxY3AN3p%vT8g$edcU9Jf}6v?W2 zchbV|(S;pQmC#k~G79CvY(+yT;Cx4APieWqkiw&pNVOqTvt%HcM zoKU{3Z8_I-v8a?!Va#@MuV3VfPu98qTO-X3POg@{ zyivkELaKdP7x;pSrxeIVlsJZEI1>mqzdUseyKhyb9h`OS`KEG1>QMMZO^T4~DQm0D zoNsS_>sq-+W$#Q8(4>V-_3!-@wG?XU_Hx-^jDHAIuMi@WknA~bm+U|I7UaPczYw#z zn@I$E5%+>cX7Ji~JM)P1wtjrR3!&P`KEqVExXo}lnJlhjI$(Xr^Xu`s(hGc#r-e=4 zT$vdfn;(Ni1>g~e*<2FV4HbG`yv!uFKfn`kkskE#9() zGo?4k3|I6kaDbo28LVkjZn@7hS4RC^<6NOmnK7S@I;?F1Vgt z^oZmTF9pWudJwB_y5hNrvzJS*7NG^WA9$eOlqDT2sI}Ki`C?KH?Key#c}?WSITe86p)H0 z7u7x}r_!GcXT5k~^(g(jGTNb}2hEzCBu7UJLIb?xV9+c{+F6*|;$=@dI)8EKoI*me z0q2}UVV(R2i76VXpveEOv|%Soq{lxKr__BFjZvZNEMVQ(1}Sjm`afLlw<$l@TwzoA zDC)^k7Nx@G-|xD&%nsb4AH&N+^lB;Xo!NKpxaX8L=XrfR%HB@yk}MepWQX(I z=}mLh7OQr%1YXXV250f3&mmURa=Wc-_lcjw-<<#M$LSRwOs$!BuOcK^=L zqzZ&isDh%>L8$@?O7B%EN(ZF|F$yRG(xgZg1*G@hL3;1~uDJL4-*V2q_na~A$NSYi z_8`gouC?Zz&+~iMF#cXhGcvv+vC$tsa|a*4?Pq}~kE}8%>{H2jwo})c z+E~FdX&d)kt4uzmH&xz62wI{|@6qmkOELNJ;qCCg@}V~DjUO|VsOb?vQ_X*)OYz`kLTa=-Q14ZYb#r3q|b;c4q zJu=;>5)+-oyv6bCK(mKN+p^PI9h+rAAYA?v6&QuHQYdH?2)Pf_#vhD^`UE@n1gPx8M{yu;weB|(8|4m~p@`zR+Z)S=PCz^NN|ahue-QJ&c4ot(+* zT7BXUzrRUdkp4Ykwj?R*k^=S+X_M zUitWf?2UYjoMz`wl~BV3Ljpu*bv3vYhb+kKPC-cQN2qYNJraw&9hKu!Fqh^zM2d>r z;>lhgCGB*A-yL9rjy^BF%ppxkK6#GRKp{WcM{^@+hS&sR}}mFc86szK_uEEf@-pj zphe${9(lGrQdTdTVv(RGgY4a_KGe-=6=EPtHIpNh+l4Jh@t=B{`(E8`$rH6thIxyY zg}$d)PxO)T+j?_NR^Rb;6GZ96SzPEjElr!wo^<|iK+q*n} zsRk3JU=`3>rIK`M`kZylRNg}=WuMVz2R(cmJ#$h&&E^kMqUvMGxku{;&_W^lcEjex3Y`C`aeFic*V z{k@k?S00Z|dT+0GoS$V!d`}2Q?vCILTV0LVUc87{bIlZfw28GjJK1}JdhMkXccjX3 z&b#il<3$xEldzkTwwDDRei4Yoh<2<}1|X0cxJ1O6&j3kTTa9g;y2Gq@LGQ}d%|sgS z73>`G>(Q#BTDQYa95ZoX(Y(<;67AWWl90>G%3Vi6hk@|jmM=2ynt7U1fV=e~?%7oA4UFykil<(O_Rm9M1BNE$ zVSc|^yOvchr3_)vU%OZfhoad|RE4c|EMa@noeV<~r-Wu*bg^Gk_U+4QJ%2AYAL3fe zNGa8aOa;~M>>Y1;%dn(6fxnv)D?-?k$8Vdwlf<$S!pohkkOX&5j@KDXZK&s~)|&V# z`3pCAE5f4Empi9yCvVG+9!x(kMdWBM(aToFa1nVsER>c}n&emSli5j_TMr3RydC-| zBfe%ObCmcBwY%0}FJwbz@?Fxuw4UckhsG6^te3|U%C|Mu-%v76{0{e33#}ZfxP%Oc zAu_Bf_sg;bqF>q3?_bVn+*k__4Ds`Ma_kx!Or9s+uJ(%24>8}vHi1gF_1gHTk5_;4 z@iO74ErA5Ci*D!aILqAhwk`UFf{F7V1!)X#pYXh2^zaj2|1efS)64fq`tiB^^n4E< zU+s;m3a6lcW6#enl8Q&Wa2H4R$3tE8Qt z91V|>2?`F(2ZbnYlXry*zp|N9rlFGc0)AQ%THeiN9~Lr{kaaQ_nQC{tlZ_#gj6Edk z5}}5$olacjr)n_qJRoyIOwt>jB|bczcuE)DTu8=x^UdvRog|L2+|t@=L21<#MPQ?> zx_D6wfu-TRA=y4rAK6p6`02UB;F;R$2)G-iQp)ODyq>&KcA$1o8tp}g*$o)Vv;pb>PBmsI>Duz5y7bR zlS`#24+0GI;Q78eD!U1}4-et**IbEclu`D`Po9g=WL!{%NVG--)n$WW(bbjfpIFRd zjkcv{9_SEXIE$xblOD;XZK;}vhTPh1sWu)ed2%m&-%Vy(&S~luC@QUjgxk6fiaa04 zRQVSNrbe+Ko9P6iFTcV$JFhboe^KyyIDf{_Bu7Bn zdSm0qzB$k7QEi{4;!Fi;NQ&BBmaY!v;1)XdlxYd|azkc?KU2W8e{xo6kg&ZCOy)$T z$KL9c#y4hYyk+Ob_W~6SRC;)N4}%4GXNvb?bgDj#+6YTDngm8aV~=D{W>;l+c?G4Y za(~gW9x)7NIKn4_v#IdJ1r&TMBkE!Y_oMTn)E&81MOs}Hu_BC9P4C%rRnbS$mF_bk z6>KOshA5?D3=ue}{LeA09pby&ptHw!f%Xet2YDv}6ne}bn`D8n>)AjebXsin6g|VU+gz*8VZR_nms^>Vx zjCS3bA?aGRMVE}1??9;-7wX3?5mmClO*E^qIU#*9g-yWJFZCAWgWjRa!Ai++Tdq-? zOWZXplZ1V!a6Q3N4;_^qj?JC*$5nn>F@&DsP#>7w^`d8Jskryh^Iz^tE|Ewsa6%-S z|NEPA_>C`?Ks#-~48;*ntut`rtFa`G(OaKK8sHdG&vq=lGi>=)k%u2yp*un1C>Qp@}Zx0cGW5J$t4@j&uV46+|6b&eN8zk_a z9aQ@01gQ)pMgi(XePxITZ)kwM0KL1zeY$MY>i%qonyyuo%cZY0$Qvh2bj?g@18lci zMI&`<(UMf3a++0Wt`X&7sFVCG;ew2#)45BC4(+F%@s3zU(s?}YL(#Ekbn&36{Hxbo zVn&QpC91s&_>+YjGrw&QuO^+MtFcN$Jn6B0(=KxrTA)ZOfN(mcb?jNJEWMR~F_bY+ zxKMDQ3+cYZUSF~{YJe+;IG_j z?A?1qK3Kn9j-J?GUx8TCiM@0%5hApj3HB|0<1xi;Z=7O7xz$ehe7U!xOyUT7s5b)~ z8@NG5%1ydYC-~^|prE3cs?-aex;iS=A;Y>HMiL_Y>ab3_M zv*M+ithO4H#NBY=Pg)d>liJFAUGmD?C42jwnl>(V+KSSw<-5k%`bifMI!qsb+xS^@ z<@`!Ro)~pE);iuv5K&hnh-nlos3m3^kk0~F;s4t^4ez)vQ zHa5yn_XkgU;dcC?H{=jMv|h<-aXzViDsxh3qRi+hmzV)9`V^TZp<=eEz~0WyXGkPI zv?~7l;jg`dm||929iz7}>uL>dBOY6mIQ4)Lj*rRCRk3zFbxR z!srZ1j8ev-|B(f-@$S)RRgM;S@=DdwYKe-@`O{k~*FUpFV**JvU}{9B*s#Wp2DT?E zx-a+j#JnKoAEmB7^{)0#NX)3sk>T)|)c){q*Q z{T^INJH`_Y^KX3q=_L6V9z8W+gnUd|Rgz{%Lb$@}M`+vCDyLu8NWUv?mLBb21x9Sm zD+Qf(@P{gWXj>jI0#?j-?zd{yR*_o`Jj%WD7M6$VKLhtZ4uvS~HL;(K2u}qGTEMJ_M0d|o54E$S z7hQZS@170u)lp|8(QH`+In}t^Djn_MO9<;)z+Lb~8}8*TJ&~U&yR!@b1ix76xmTjd zp4>#|FD3i+;91G0!T90bhf>=v@DBJGTqZ<@DsWA41yrx4AFy&|*WThUrMkflQS5il zT>bMp9K`CUdGG4U_xPrvZ&LS$pP925DVshs21_M()}aAA`=0y5O^DuUV!PMR$KCX< zOPhyK;oX{IB7^)o8JPMQZ-CZ1&*ix6HXf5g*!)cs-I){mN-gdWrcBY+)gdmy#!=ji zCM4MgcaG=G(hckux!q*-15Uxxc3lk~p z&y?g*`fPvp%q_s;oSx4=vsvucxnb3-=HcqYUwVoGF$}YxN|mDbBH0`ek_D^bJyYfl zXfT+^U7fiq_sBJ*I->yS5pRGQXpoMl5OP9P?<@LwKzQ{<+!hQf>T3ga*9I$nkJ5Wy z-X#FqA29!Oe1_Df!sr7jH<<*f1{&*7M=CNZ*4}nf@kQ3PGHw6zpOJpvKaccN)qSkF zNo7zB-)2aHjvS-!XdeCL*-B>w=fJ1QyF1sYI&`CL&)mU&NxT{2A{+A9F**yQHG>H4 zydht~L|8fboGEEzx?#A%3)pj7fkqXz-ROeFq6!{Cw?8C5ex!0E>?ZK2|HhBshHcK+ ze=c;Q(=Xz!7mm&fj7b=irDKkedm~VR08)>Mc+?xoE5ms;CLt_&r!El} zfHpnC`HeChkc5(L1i^QHqk=eoP*>yM1J8u#*}g=$h|CqFf?b7E4xD>c@6AXJXSnc2 zXbmnzLT1{J&3UnZZaC)KZat2Eh(;&gj{>|IH8GHDynX^7PMS?lyB^P-aOlL1kMMc> z>M$OHb^nQFLlbY-8Xlgllw?tR(vPVuCN;&QlTayDcL zEN)+>^y>AlLWSu!Z_mX_r~12_c%^cFjGynjmMCBrVB~tT@^!o<+gR^OWmXU>J@nhV zNZI5dYh=d8sOz{!B{_;B^rk`xMXHch1eY;;1^XiVTw+cXx59V9?0R0STk(FZpqmf} zUcD8I$CW#GpW*d1$>2DV>`^Jf-lQRN1m#Ja(b(s5)WyNZy?j6yM)lE;&&-0WPc2369hrS@gSy+r0D2 z?ALf}gEEV<3|#rW9(Y<)`qZF}pxe8{PoDI9%$0Y(WMAG2-i!2^mIv+liWcW&>aB$0 z@Nk&V-~p!kj5_1<;VzfWXJ>$e-wm9-5e2qV8E3KB5w|@XL5B%+vPIyu_9z(!-M!}M z6S2LuANE7`54^BY_8)Ef_&s2doetwmO8T9^c!)hqD{Rbbs}+y&zp~mTS<0Akde>1$ zj%|FvtBPH}tja#~zJ51vF3;?OI204KA9&^q{A?{C32_?RH^8kQIe&%6rzm>(-uB>$ zwE}8RB{`9Xw~0VNyPS-hLxJQ=S`Grc+?*_2Bd)9C5V$cAto@8nLV6*Ujw`+TbSE!a zLu9aiOqwe4rG?_T&BROk%G=LwCan(oTG`lS8C9NoeAb?NWlN=fino%{X&ERp$q_As zwol3+;?CT}3NEWkXY7fjVn*)hjS(IRr5^e{>1V%Nlz!>BrnFz1$^q4D6A!M**+$D3 zxcJ_H$$NjbSGPx}^yRKQ)|2#SQq<&HG*1{v717T$sx@Lr{XHFRlMnamZ*;nj$?Ny9 z%y#Q62oeV0xP@t23R0=g`n-c#Euty+(VsimnlmtRacS*+CB>skUDuB(Vu}00fpnOX z?l2L2AzlHoQT+AvYgK;5y|Y+5+K2Q*s7z1wDpP8uJ95Q9l~B0i5u)=tM&=P>MCvV% zf;1vJ%(VK;bk+V!I+&C7Cl;?9$#I7|v;y{+$0ZCqmPm?<>h+Sy4)pu*Sn$#WQ3`tC z!PVH+Xu)|g1j5Z^KAzv1szd$mq$_C^!&BxAnlmceF&WM(1Nr1>Z3v^c<%(NB-8`a$ zvMKE2T%yedcr|Q=RdNdSUBg%O97hzcqM{RNe(!ZJ2h*Q^=axIJ@c9L-P<{8C2jedf zDc4k+O1ej?D@|4Myq|l~qRf`a{34%1(i_181U2r~>lheD|Jj&PVWxK&o;&Hb`8T)| zTRhyuTif3k3zP-_@=Ju#u0muJLLEW-P-M_gJdhl+8W3e!gQ$BLNG_7k$%te2s6(3w z2lRhF*I0AyWd5FscW=UbY5K{5%g`dN2Z4kN7duZH&bGLMfTssXhoj8jSj@)U`Q0i$J_$C&RrO3DJ zu8s~@dG2nkvKwU(O)HYT_TG#y2S!$pinJU1{^#0H@U9qv^_7PjK@1k|JoAPsb(Vm0 zPGFxnfcLF(De~*WS++E?sJ|FMo2Qb%IvJXVPVD)Is^=?k;`er*s6YV=MdK7Xfzt^my0(N2V zP->STVtXRbA0Cw>^h>^l5rXX$2SN56<;jg`up}=93F2n3r`tRRbdp_pCNfOotp`;; zKpUu(uTI^!KX;^F?z0TluDj+r5wzE?KnqQ-zY*H;f=td8FSUCb*$MY6gO*W#!u-jD zNg2Bf9#g2=+PF|D^LuUwv#&poJBnO{^lK1IdJQ2ZzKd&<;lhu>wb>{E(0JqX`v9ZjpX+|H?u|s-) zk*xEsk?-@vdF%*KBTK47$iIL1Gwx$CZAjJl{#B?6!lWWY?I<0-l0!4Xyw@ETNaXUy zRjcA)ph4R5u8Fs^(4(F#;=8URjxWll!mf%HBf)AIr&Hd^cC2MBMgFPQKL1m-_Ah|2 z|G_^xe}(?{F%QUubBtjk}Su5*1F_sdDINzNa3aPEQVp z`L2XsvR0mPNKxS;PD`b6clkwKD-Vs;`dBJ)tVL{!;l~8UYkBB=poI)oD@EHke#Wbr z)K5D%!Ta3Fj|yeCEC`bILRp1YZE_5OI9<5f-RInP&&e1b^s{n(yspMhc>ft)9T<8B zy*9DxE75u>JE0hAa3)p{h33Zs|ED<-l_#7Kwo4>AbwMPkWCCV%_NJQLhVVlt=9*7p z(Ml9}yV(^5*Qj4^LhFd8zSD;|t8gj{A2f`JtT0fM6hyXAYF=D^(da6tZ-k=oKAF2{ zPG+8t7$X!J)_Cc7bfVQLiGms(o`SP*(Vmv)Y%JuFrC^|%)(V^2Fn8FS#v^MEe7V)VdqZdOhJ$*S5oXAYkbG=CuUVKm?zk6QN<%;S>x*gpfqnVS!mqbC?$qH1JJXP}b1uvlsQ_-A|q?4jq z$LXJgr1!n}Q8qJ$l3#mEeg%C8WwR)EU6}{?tj+~-4rd(75q8W0pX6Ml1WO-osW`Tq z3y+y42r!Va&2fvA7l3!<&_+F>&ZYawtUEmk)gSNs+<)Z0e!-bu<`_bjfdzAA#+2s* z0qo|?0oFK9e?tpiN7V)lZsBm-=Sqk-nT+l0ih4uAsIM3NZ28ZYQF7>yZq}oyK ztNoO1$xo`vUJ*MvKTYwsKrtXcc|kg5zG^}k3z9D>pwLK?(DRYh6RXC*$oLSG!H)&f z)q)Zb#I8si_8s;?cwd~;WhHS6!dB>W2^dqxk$axPXGKzlv2%%#5NZXI4C=7;u)gHo zR2K|XDsbzykxOD3PqFl)Y_Qs^j&so=O?1=d4IL{zxKGF8*!g&@LNj0J_` z9YxUHju5?}-q8H$hT1Tq`C3s8%yA=1(}>w5&Jo0+hIzVH+WI%L`G?Bv8rDnjwg|)U z+^d?SOL^5*#cFY88itFY4T+mJLdWbQ9u8>Tk2K!vpT~g~sYg(Q~hX9ru ziWnvFpCGT}Evo=N-JBdb*=$;0ZqR7br8;$0`BwAX3H=SN-z~63dCcls3cr z79rA3v@BaY@x>uuj;arP^Qd3HNN+1Awaz8{B4gQdF}aR;Jc)DP+G*%(yE@drCO6sd zw-39q9wKS!0711*YuczFRT9dr1cZi&4T?8Ce&kPWB@1P)?5lbSHnWvtygLO~JwMsU zV^Brs1h4GN?Or(adu{BI&2{p{dwYYK*vI^7qI5t7u}`3@7PM^q-h@~z+5N3F*ajyk zWCB?d>DEmK?77wc%LR5Y`J#~fu(>nQTD?8ANCV10RDv}u;7*= zm>t&kOkbd?RDqKFMmdme3$8c0Xwj%38=2FX>R>t{{`*-1@UgE?Ogz6`ai{wnYYT>k ziLymE#N^9&@0dj~21NQBb-h8DrQ+`47~YcwVX=$fG!08x1IKXg7O5u06_OhFl`l@g zAbz#Gn)D%x8GOjf4*QTY>mL0~DIy#R?!qqRW~?XQ$3S>=l!tmL`i06us<3|`DdoNa zw?|PJ3DxlcKX>OXES9cP)6Sr_shYo$b%?d}IubhKPP{%%DcQLI*_{^;;y8VmRpqqv z?8^*fua#$SMTf_A$GdFl9a9mlQ((yt*VSmxS0993=bV1qqp2{nuv=f^#7v3V?`yRx}{nHUU@a=BexD?wOqk1hJlOM0?;Byxh zydS(?H1|i$14eU97ggVE#w+`3%eFK9D70G0%&R zdtT8O{^=?HpYgDw6f56Vv7uL?e-E2?sUkN5Jfr^)QbJ`kC6h>tz(VF|j3s~sBUdNRBo+=Zfy#`<-zjBA zTr`)yiT3j1|I~eEDhH@A(F$M+&F$fhXD4esE<9(a8lDFrfG6MPqVg+7i*AO@_->y+ zpI8e$0pN}Ts&dg0hd?}m?pepN!0^``0u6H#hdB6|(<41e7OI|9?)33hXS$62gOdAM z{Rh14MG%g*ac9{A(KKHSP|xK;Jf^+b;TEJYfHhQ+|MjT^l%P(YMd>;JM3PC66Y4m` zh9&ppsJAWhE%->1E00G0g9&3J^truU)U7FUnE0g%$0c{XDP?c)hiSj_FPU};exfkg zyna&J6

j6odh7H|m$sM^4pIT=(hMAAgK2)d29m3zGhg7tQChF1<+P?%$+9E&1<4Ylthbj1fh5-8qTn?!8 z;gNYK@jpK(6i7W(=tqYD%jY)L{rrcdBZf+Eglb*nt~&)ibb)pUo?Njl4f{xg|CD$k z+KoMbIzn>j{bO)-0P@-C!5lv;C5yYNA{yWZ8Pq>R{!@^H zQQ@(~{~s3c|2`~W1|?uxLm*_`!CqK*{^~&W`vm=8cy6)S7w>v41M)*FZ~(^|XlY$r z?~L^6$*J5O+U>l!?FE)dpv-SPOL5o8S=V5#B~hpquscls)(tyM^tRnUpEmPa;R(+? z5!Y2ip(kVCy6*kXPjWLiHYma9 zLG(dAOdf0hck;-&yo?8O>Bi8Deq(?yYylWXg8SRA<37V9F2nY_k+q9IFnxy4G`1?& zyxXNWi)^}EZuA=>jyI|S`jOQ6PI=fvOXg&o`@tuce#%p{IBkY2p5Cy}2Ke2OI#yb0 z?&ba@p4hYmX>_|ac*E-|7#q92ZDbAkjt^tQ2L|lIq%AAe)nk znzv3rfWK}prl5lH4!xw}KK*98QLsrfn!87X^lCX%w$Fvjd*ESgS%Tv3vZwyLn+Reb z@VkjteSH?Vl%cHdAvPI=7;<0uv8%5;#Hq0Dy*Fx=TfTT@3*f+>Uw-f{)oS5U$}ho9 zmdebI3U{?x5D=E&KU??pV4DBgRXJKooG$R z9I^lfhejn;CG7a#7=8ZvF1Yb_{^P0(d;Y?Q|;c#S_GRfdeN;teRZSHdSnp) zc!$TBB#ZE_S6;>W+&|x%rQ7J=7-aqT02R3WM3g**O-}8FgJ)nFHvHO`d``*s*k#oD zUPZXeKKNYKbQ!JHmYH_)cBMN3p-G=PQf zz8z(dvys9hO{zr0zLc+8#~!7Keo-c8)jNeS2A%b>(&10hDl?H02l)#GORur`EI?N>17M9@I&>if;4{;a~e$cIdygkNqR7$678O1b6)=k=gejZAfazSF_z4Mf|7b zpFwPeDEx(@1(;@u;@K|ujUV)_V3*a~F1lY9={3V)8LxZydQL4q6P7_|BY_qb1}JWe zE&Tb>Co6?~mxLi|9vW=s{hIRm^_(}bYPJ9%CfVatsuKD|ec8P{K8;i56P5YkE^MXQ{ea++Ac*So7FhwReu(y{GVtxdMj zqUf5aN#R0Ocxo(HIaP^z-vU_~5@g{w_P%pg?BX$=AH_@D?vugv$G4Y7f~1znIl!)D zHRVw}kU=goP!sjh3mn5=ElzylX86;$wI};FqPqsT;`I8*!4#M=`~At1h5b0lM&8u} zhtcG>LCa)@)4K-tHww4A)I|A+LJ0}$hswcoN^`Vr>yt&xS81OCT54qnsTq2xnq9^ch6EUg~7kwYt#vvF~=_B|?_-N3wy$iS6F2&&W61s@YU( z@rp-D@W)upB73?`|FB)*t3m5`ugIVo{6#VuCY>k1L~?_|u?^p9RzIV_q2%0kiaBtm zXCOVo?(2ao*n5~@rvS1XA|-!CbU{>Qunigr7V0m!;|2HXtv1PIE#JfLg!;^DyHpvw zK$o#MkM?`>^CyU4(APMu_3p5|lpOy)U?;-eB#?wsWWI`j;44T`7!t6V59LX-X8yRj zylS5NWz=PO(B);Tt6R77_YY?Poh;audR2;(sb|}K$9B@lH&-JRB~sygcItBWH{<>A z>!%V-^=Jy9mwtCDvlZ`@`L0%GFyUhsyd(I%7t}1lx)dIeUu84-jnkEkl$l|<&akll zo$_n{FhEgTt)#aYBrl(@lzZc}4ss}x@$s9kF|-N?Ap1cb1Zu9-pL5OgnzD6Yn|LD} zjZ{THEbNpY^B=GNsW}R&0+;NFsMz9T&)yRFrNF<=e{ZV)%lTg*;}jt_6$1a7F7a0< zPy>v?MI=hEk}Xb5UVVMQA<*0d0{zMKuNd$^$ey0zR}PMQ_G>+ui>Ha9jebkxp&^Vi zaruI)oQk|$CTY+w_qkN7uD+?+n=ppHwH-`_wYMSV(^{T;$ASt8+9WuuG((`$|Hf02 zS4u!^MG^>o^>i8kyDaN=V!qiB$@YYF{sR%I$?taT6O{`~v8FW5sPw{I8Q^j%1ceB< z;bm`n1<9Feex$?mpu=DHsvd{{2C8~-K%}1K;K(5FN zF;$X__iDVS3xetmJZf+FO%6GrAJpHeCa|Tq3Wfd-LTFkqTYabUhM3@Jx75ZrC)x7GJmsZsr3-YH>T^$jp2H-&0_6nCt&-T)Jwt=BlTW}Z(3z?X zrMjVc=MsdF#75~(W-MInHhs`}XCz#DZ``-q$Trb7I^(q~r5;67kWXpWK9B{R)-z9}P+q?#UkcfIw%v zZJt9kj(^Q>UNcBUb^G!~p)cnk^tB(>k6|vv1>|pUMt5t50bAJfi61ks!KAwVfr?}e z1(mpZkAR%`D%CLhc@PP!TMe47OQg@p)yVV709QSa`AS6aS;(C^Z*5|o?m^aN%C*S% z#BL^hSBZApH9mkhFRK08-~>!-k>e`V{HC5+zM}kdvg_XTgRZMv8R2{dB{ic$SZTu6 zAU|+xae8z-gh^47-2lqK7gbLnY#<@?Ms zcNz_M8KdghzdA;{MrlAm*rq`80*OG6)Sq(-2qn@Ud=Spt(hs0D-#EwdjUeKWb{Wq?KT54D-~Bvh|LPd1s!jlV`@`i z9uiqf=CO#K7<4y*$G{{QUS;tfE}MIpc3r5GL@Q@Bi<;gJ+27-tbwM4>jt+eF-xDo!VFvtnm6%YYB0U|)tNePL+gcd!hR735=1c{JbCn)<_ z;}loA-VU~A@Y=R2{Zb_9JK2Q4;}cw)3g>^!xX*1NWvh)M>liO~VCfMa1Op1*$y&!g zBQ6NF*?OA)Q{qW?3YDlLmHT}@7U^SD@1!xYis&O7yU-YOmQG>hW>h&Gc20)n5s;%h zqxn7xg$|JU3$@EDWQTij>PKc(3U83!{)LNvVl!89g3EKZy}4xvcZ@J~ve@U0iJ3pm zn2I%0Y~Q%OQ~r#7#{Dkm<(0Cl4Vifl;W~4mb7CS2G`PyCaDUeNi|(Q0A@BC2yH|5Proz#v?W(Z*Z-is>5q;NL}4@ zO81W3pgZvVqi7I$UKzvHe6d9#PnFg+_RVf(~P?hSXyMtUapuq_I{4HV>jwE;f>IzQV!$g|fp(8Oz{0 z>eo~_beCJN9h1~*Ju=6IJ)yru(Z96kUyGd2j#2O-muXND)Xuu-Kbz>gq_ z1Z7Hbh5X>>ykogtYLZ}|tEg&C+=%2u+QElJkC1Vgx68565_Dbl$=>+*_ELX4t0Od( zZAUriB2=Ch03}2RF~NJP(V2(h9^l%%L~E> zC0xl>j$=2cJ%lDMqB1%aVRSMd2T~Cy+fBLnS=+7ik6{j9jd^!ur=EJ_<|UdG>ZuvR z!H{y4dTY124mfz7te5qwT}MhCR|^uv%z2-1I|$UGc;$*6Y^?T|D@^17B6Y>Msk-?a2iZ~dlnv^1J{?a64rSy^}KK;za)%Yg?cbh54JE&7p z+q~=YRjN&2u8hQ63m|!Ajb~>t7g6P&%+`gKXX!1}unQLN%RNdVAxyF=uhk zX;d)DMy{&D>W^ZZOb|L09X>fOrj*+;+7{Ts^@eG4_Bmc%Zzm*->(Pp&n0WEhZxviM zgd7#c(Js+XV~?$E_gdaM>^2qUSZlf(NqYy}q#-1~OnQA9rkoLlaa`(ZZhv$AyHf1o zUUbn)tWip2?(2B`T^o5`vsZV8QHr4#TM-46rI?G6(uY~%AQy`%69+^`Q>_^>+x-lg zDtNE7RU5Nf5|tSR(nuHVksXkofzRxc)hyYTl=lK0!V53zIwTFv=vWbkU<-PVB${o7SvlQk4olM zkrq0Zf~6vw3rwH0n=rJmq!iw?1hK9E0BKzL=F^v^3iZEifz{#UcDKhhDPrRG8}-0_ z2ASizE9EON>tiSgECbWAYfer%qhNyh7qpt1cGh)5tD;OYdc<0J0YRWa039q${&ZCHj{r$~`gQ+)V&)N1N9y94AY1y6KnpCmjWOJB$?1>uOabwM3UjI( z>GYlUJG1p%Ju|uXIn$E_E{sZNVLV(`h2n2QN{)zEK{vvz?uCuSYF$)*XT(BibOSOJ zUEpKRNA((n8s3XGu#NMlv2sYcBn1-=B9-gWRV;v6XDnZQ=^Crbo{TxUu&@Pw^MPtS zcx2pXGTkrrsR9e9>VUq##UCA|Lftu&+hBDmB{bq}^L4e|rz$Y7JOAp)zI5_A{ywYS z6hLLtfn=#P&m_D--#Gk|u@f>Wte@3zJMYTiZ2x4evgoK&EdFAS6A<^K(DqJE#i?~u z7*hUt8M)fQlW{*Z_dRcE$kWx>owuP^c!x{CkgSZ22RF-2F0t2A3G!PvL8hB}*Xvak z^cr|xE}uPF!|Z54L{^ZQAhGt*09%M|eSZUI#jTk^3`1)Le@yP6vD2gsDk@Y{d8D4b z1Xx>V=|ZyFW9|;&4Cc}f6K|q_J>iM)Q}X?C!G`)*+Y9#e#CnAUO6W*U-bc_ig{8DD zJ%X0U_^lR=SF45ionj@z{8kq&vzI^;Z$~$Nb4^6#FZM`^-fFBbM1c#m<|W3TFVg)n zDJTO1C|8RE$!Sw5VHDIl~S zfeYFmwfnnSO7$1jHUaAsH(jao2Yh}S-U-n%M;=_rhSA{UpnBylrxb#puhM-2E~u|v zU`8yTOp$s49}FkreN*B!rzVg1-5XD|GdbxDeo3{8Y*NX+ad3LbGc3Ao+##^;^dI|A*0fVF@4b)Xv$5mRN*fXD()DplX+wyuJc zlalr3z!=GlC0%q=Wz4P{P!o#3)+PPSdAo$Gpz5e%!GcRw0Ey!{@~&R`ByL@oBfY_6 zp(qyB_>NvtRPV0;>6KXbe0NO{M{&ft55jmmid^uZRa`2iEIM!!WGX(8-i(gC@B2ct zLdEq(-dX6F{CyBM+SMmBnVEtYOXmwK{ww1eEW&Hc4!xS_3Wf=<7~=2VYv+HMaT~@& z@!9OJPXb84=5I)!0Lo0*x_q?Iok^1Q#gNu!x7v_*R#noszv(n@1QCDLX!n4DW-8K} z#s{bJ*YKD98YIGxyO)jXwlfAKp!a*<$~*SmTpJf|2}M6(xkc4s1GDk1fSYQ7kO64G zYr?~v;!F0mif70EZYbf<9(-s9K4O<^G^O>a#j%!-Kx`NTQt^6rSn5kwsUh@7l)JeI z(S}0a7tL&J49$a!p2zrGvrP@c4k;-41I&r&Rc8|?eNc95_sE9=~yGfe};r{)2Kpf6*9PgS-x~1cQ~vnv-0?@ z-oEf`ReaCK$azgXGqb|#_fp#G!s$*m6JgM-&G=@*R~j?%Wrwsyp0!3;{L9Z@8f;+0 zoM@r^$X?_EhmYB0|4cre;_@t`qxd=NAfa9H-x7~Os%VU2tn=FX&g=y9D$o7b5!ByV z_evY$-Klad7$L%Qbr3ovpIA;Wo*{XGy?_;mT2p`06x(mHlD=)|b1-{h?&4|P>BLQ$ zw>hZ$_xA4FQ>SBI6vPEeL1^V@XFcK+FU={oc+ShS>1$HFUEX@>>Rn(Z%|SXLz? zW!;%MW3ZR~4pvJOB`i-`gH`G__XQ{Gp9LQ)IFTVN4$pV!+IkL=|FSiZx^1*!Hjv?~ z4{^Go^>FrGI6-P*T00l|-o1)+vLKik@U4ps)U3` z=L@Ni6E_;JSy(<2JURf^C-J2n&+z008DK*_&BtjH=w{B5FGb{Y-o}Pc2glVCC5WOl zj3oWp|D-E_W*OeSbI4}@@$4vbKf{J~*f$5DXN*M%ZxFggraJM)tB^GtrMN6S@{Ay_2m)OXeUT(9@4( z?)Wg__S$!bgKbbWn-;+j>j+_i3CFq^EuCSEU#$3kI~%TNwpBkj&n@f4nIEVti$yCicf`bgk^#t$M^SopE6J;2wU1bWZoD*8rxG+ zL>#7o`^0WBL`dCf2gZa=$+IM=bwn_sR~3gqLxRv8>p&!Jbyj~CBu-CpZ8l}{2#n-l6*nB!6_KWyr|Gv+Lw14q6y1H5oH9yOg?fG|+ zeEHuRw8!40OWGBusrmT;CD0_SBgOXQeB!L&`f{h_@$})$Yvu`IWdpGP5 z>CXx%AMmYRTyt;tq>KN)=zM!MfNNHVzqa)m)6bWEpAGKiQ@XckuOWLLRI(sA^gbK` zYm+xavHkd}o?bwO{u&U8*{+WFzgSEDQih+DGDlK2NN>NTq%}Dj>aT0xEL^HA)PTqd zM^wh?5e61WEq^q)(V^5Ka%VWq20Wy8e$T;XRW-9*{<|XOu#Wmx-S#=^^e=pwl}K<) z8`g8REPNNpM~>=k0p9nCQ&+CJ83$h2Q%t`8OT}MWO5L$Yyq8oEDJ8=tzzdP}GY-4H zuD5h{1^wUHd+(?yv*ultZh|c!8384$Ad-^=39X_?&d}s2ibw`Y0*#;~0Y{J=S^-gV z77!$Z(j-v?$x*W84BdCX=zPC#W`5`1b?!Rn{&CMYti^JTHoWiNwQE21)KgWI$}B

5SA@?sF&f|e6PV@P}+yrk1~gX9nu8s=IF9-Qjtr{W8$kBOOlIPw z#>L08LQG*e2~Il?_GGa~1Zqa1U7HgL%<2d3AcGqR=Xu3UyZy*QwZ>BA-l4OMsO3qA zUYqBluYT0w7VF~LfH=U^LMeBqS9`j0kKp}|qwR1;}Mn3IHy zq1mC&g%Aa51O-NW!lBW-HwH~sGFZ3X^or05KiP**1v#@IZkF{qw{B5mLRyH4IJ#up zT^tNdJ^HQ{F{dbzuTgN2h1BnWzPrU>IE26E4~7_;iH}v4j?EXhMOuK>{xFF>!4>}4 zO-HUctuQXp1o+n6@L=b*yN_zW6zk41+0+nXmwM7PSt~zSUVm{Jmb5W#6+O{25yGba z`~qzn{kD4c{S8$ew)>#asRa!EEvhfl!0GX0yuV%K=7~}wM1)H=JLh#amA24qBJxz< zoSb<&Gn%-0Ej2Ks;JQVjG#5cp_^GH*%u9E=xW9e)YT3{kPGCCHFQp29eP1htL(^5> z`N#L%Z?aDdg)I|GTHn(ZEY>zf`^e=@*K04U{%B<+=15Yyth#%WQ{1jizlc#0v>u*f zO=jLA`!*_sh+2PSVeHo>^-T}mb!^mC+Y1jEzw&>5r<(Rk9i+oMNe7Mehfg}l_^oR^ zoTODSbtdg0yLc#ahlma%!N{&*ivDq%U5r)55>^Y6p*JIP;qG)Q^KS`8I=E&K`dsc} zK~p!<;wjE}63-!Tm!!L646mKquG#D@KHI-m(t#BwByqqdM*61BP}N;R3bxP;t8L-M z26}&X-aC*`+37}};Ve7d6XA9P<|7>K;{RCsN@fF+B#6b`ogPE@;*(!v5-c4WMKSX{ zo4h%4k@3C_dt!qG34hvlS$1UdbV*bl9lUIL?EZE@GO2W9#OWS2_f2zBIJsus`inw7 z;_!l5Cz|vyHln*Ed(?JC3(c<8pE$HRBs5za8pg%9czlnkAg{!YfkZS)z>w9Sl1vm_ zw|sPlKT=LU%4oHtjz*nMIdTmdxd@ZyK47SwyOD*u^6*sgn9Td9#97rj1gU4@SDRFV zbto==aoAFmq;&Z-Wr;OqT$iEH7`G`w_SIYI6WuL{zg@|8FwpkIIKp2$U8`H9;HEcu z6g}BBzwcY4VOYt_TRgP)2bmp+Z)aQ@4OyK+^l(HLq$9p9z3ozXWZD1AMCdS|R4VAk z4bSMk>yfwV9Vj9wB#<@XJd_nA%7Jf|wbkEoI5dX&Xx^j8B(s^@&YY4U;1Cm(Lik9= z-MBaOCD1UG*ZZvb?2py4(IH1 zT~B4rk`zxdHus`<{7HK@!~uFRc|bo-kD2;9?_Mfn69dM_VwK4>qrQAg=`G0<2ukkD zqEGHMiNc`-igwOKdD8Haz{!Rt=cgqJ5#)TI^{up8^v_E%(;5s+MXz@g3fbcB$u=&GzbJ2dQ!+J zVvln3sMQT1!g#X_^nu1kHz~7456|XaQMel%XZeyrE3iSaHI?dFGPCt1zCM+@7k>7+ zQTx+C(RcB2&j6{11K_)z(?g%49vD0(X!T({e+1@sn5t7<7ebDc#(ATxzdV?VGXk-L zt1}l1(On!>4pqgYsoG@ESTcc13|*9AFTI2VEXmDk#+bhSJ2u(AX@(AiCF;jpe|J)l zNYEXk;Ig!M8^JDL^U6FFI}6MwxU&Vvqv5Sw)oG3@kjd=kroBW}_J#~4{4yHLk90e= zDZ4%DyW(oTcdv@9|HPeEi$uf|$un*!ozfCEJIk+)qE~X^V*TAHCXa5>w6&+ME#b}@ z)6^c9SAL>eCvy(W-I!t3M)96iJJ004{RmC}>izXjpHH-OBE8@M&0R0=1FC@MaIs|q z?^b0d)dyG6j;^M}cPD4x%({{GOr+g4H(!0k5X%cAUs1y{@-N^2;+8|ea&ceE3Ameb zbioTl;<+==)mi!O(8mS7irJcC!&mCmyf_`oz`ae`2oG*p>9IrEF~_a@8>Yn=j=3-J zypzgHZ#sf%8)jTpmxO7y8A;m?hmlB_5iBWC)TDgl-OFIQnQ1D1Os+z;-yL(_?WHEm zs(OM~1?uR;Wj^~5Yh?5hy~mex_3USYC{>9pTAm3dq)w4C=ACm`fQHg$B9UKOPF_T| zRjIZcz^Ls`nlvZR%21GQ28o~80EHSI&Ar}>@AvQwHG>-5!#dUT&kz0&AMy-+Q zL86l^DTWlMi;o~ER~cWq=z>R_UQegAwrQeZo@D3+MZVKt?Ag}2+JBgtJ~BxE*8 z_*wzeOS%YGt~kwTegnmk_Vc=r#7A(Rm~fZnSEHba!Mw5 zOJ)i=Ef_Z+3me2(Or$+efAXSUhDsAXDul}=-o!LtLhkqiKm6V$W2%*mz_H)d(;-!S zkpIT@EGo2osdeJS#}1Xaicj;8ZZNPQ@`iIuAG@X98U3P-)<^#^Z014E`Xzx+uaT>? z)9kA``RG)6n!ZbT(tZ_PA%UVU_8?Yq{o#({S(O6=;1A+ec4t(5rLwXJWJiWGN0Q%N z_*jlkb7We(|Ao8fJW>O%ER#WWo*j1b77|YLtlsrJhM?B+5NwEMBR%Fob^*i-wz@dy zBf0Ax`@WO3>8STqwn8HI2`Az;Y$Z51i<@<0LbX(EJ_db%1~@StsSMf(8(XsnE*<+e z70jjRDgj%^Vj{-U+e5>WaIw;cN_|_T6S&bM;_~dS+*xAmS4|U6K8xMb0uAd|$StXz z67vV95uQMQ@uIXQQM@a!k*-bEG1z!L-mrqt_@?*VRKg74nD=;A22BKcF!crd@a4#?qm*aNS|@C%FhxoF&*WjfyN1o)Xj|XXrooX$shqJ~-5DzYaBU1aY;HG8-#4w%6quci=4a z3_E&l>1<~`IeY>rx!yUO#ic_ESltw$KAK^lZVYT-2sYn-CJFk?XIxu2JG%PBmFZ@% z&h}ReO76yzcL*zP!c58LULbqYPPoqJHe85hBVR4aoV7RG zND@h1CoOcV`Emw3xlT z9E2 zwk5c`ebrJt#dZk-+5qJ`J9%S`!y%c>46C{7*Oz{|0)9`%KV4~1G2ibsl5WV*kX18o z@wb*76>pSEv}k6F@;fb9J@;zecWaCr)MKs762U5~`#Br0(3TFwJk?XP5}2vwZVfxy z8W>suN^TQW+|w)(yVCEAj2z5u-lJ<#p0VkDhgXB;zyv(3-`BxlK%P>iZzp(WEcB)U zOscj9B-F(&+IsEpNxXOR?#SlW*p9XoA=w_(WIx`K+g>{RKqz2_*WA!d<9@fydfdtT z!?Y`CzS+WDT1|9;XkunGeDnN#QU%dIu*sioov44a$q@v!O8v^=aQ9P6+|dPau}8yh z=?B9iY9uA!MHx6ss}*(h&^PmL&~Y7UMKz4ofm!i|h8&`|KFKA7zDJdcXttvrW2~c- zA;q+)_YCEN^Vj}Bp(nFMN;u%Gfery{bheEZrkSmm?S>E!RW21XXum1&>r=FzBb0XHx` z_+pT!t@8Jv$LK7m7o7Sdq51=M)EE+tH#{KH+X-Sj#N1z5yRuyNMfqiXg}>Kx4e>5e zinl+R@8oCSmwPz+F6~EF0C0=>Sq59PSfd#2K*F#=YP~o!F2OpAhdbib!AA1VS+1w107@4(k@>5#j?0CZ z0()>+2XwLl7xhp^qDX`9pq_!L_`{^Zl_rWSc`0;^$sZf9aKvpPHX%I@e*x=_m*6_l z#t_Jwj;5)>O~KxKzO-Tdb%#K1D)7VcTif4OgjGMu1bx(DXa0zjCsB7nv7dYNVd=IY zFQZrMK1syevyPQ7WujVmzEuG{sv?E?xc)t~jNJCg)%$rl#mItcc4Um)wI5&v-$ffxF{6dk7NfR{XSm1GFQF||zT+j8rt>4ngYLH{_Y0uA6IAU4u+xxsr*OHwIeHk2hRupS!Ih4Pg4*7IK^-P9oes!$pDZU|Z%BJGZ zmQ_-o%8I#rPFcZ5#Si;u|rmU` z6lGgc$AeqZu!jmp&70$l2t2m#5WDI&QF@7@jbw)U3{{HD^jX3UJr|~ct`KAcT9g7S z6-RTbz=tC4ydqWWB_=YPg3<+)e)3Ga3$vn0VfDh6#SIoNQr#w@&w+v7M8w0;fV-mD zyND1Jb)0wPh$rIRb9uG zwO6&*P|Oc3=}#Vpawie~_M4F*Zwzyrfuh>Q!n=_TvY%;p$ z<%!5mT^$X)%L01DoJ#X;_HA~P3#w%6ort-dqU2W-^7*x>q0@ly-m`oIXVp*(`$)@> zP&MxsKQPY{HGsP*G8YGLpl{aS z{MafU_H|+y#bbS&g~*bxh=S!@jp_VR0KiOG}8rid)UocNx%Q!mu>O2%#n`**2;dLAOU% z$EDi7hdjS}Z+K{QyJAl6HS;-*CIUHZD20Xy`$}SEJ(48ORyDH+I#K!Ht9Cc><5n&> zBUM8S>f5z#;c-3;_H&jIea_2zTJfK5sBV%vqEM0f;na=#@$I%&MtvpH2C}BL`n@)S zlR4J8B!dBi?#u_*N*^i5So0zV&oQ6wRaGY~xP+YQ-yRk1c)MIv_7Z>CjWVKC9w8huvkp45nNx(9 z=yJnv_W>)uZ25)C(K;71jNBG(_v&)4sx`N?fe>wf{r83xAhED?%KG(huukH zG8>X*>Tq!E_Udi@b9)<>oMTew>yUYg=;SxT@ ztm1*fa#+Yrb5Qcc`=~|M4L3pIk&fVaqs{XPkpM8kHNIOS_jK@)RY=qBdv)LgWpjRJ zb{&E8Ekja2M4wvJWzqYA!ZqOvdMK6)e9z^K6`a)vuX64>6@mIS*<6w&%gIxl3DKSyIt$$4qr`YJ$tu; znA>$j%(U=Zl=i{};x+Lee*NRJX#OkC#q{=X7*MG*xPukJCL!u5zw+dTFcHlr`DQyV z!tp^aipvV-)T5+5Upj5uC1P$XmIuVtfQH9ah`)``cJYSMu}LFXi}< zF?SHEl6)92z$5$hdF22i#P(9F9)BfpA=t+uN32-%b$k)moll<3aQrIGG|Gr$J0#F4 zFNbQ=GBiu?3_3WkoN;;VMRGM*iP-?u@O)j7_8_=COWfsp5WgXp z+`Hg|C+$%q8ag^a^kgh_ZHt~J7W{%bv?A_ct*rzkJwNG9*&ROFPExie2cH5TX~ZQH zdsVcp2#u9Qft}&Py2XsS$BR??Lzw0IU+!BEwh!eJyTI+-&U8B9_5})k*@h9&7cg># z10}VQ_UPgom;ai&{~C>d7aA`SuPht>yn`#!$X)~9{}z8X2J5<`NB(EM~X0?=T(-2e>ubT zuD>t%DbgPC^QkiXAW5aMWH`{WR%G?K1GxZ(k=ANgLW5N8wL(thp42Qy<3LS_ojMwx~2JzW=%efqEy_&o2oNzrJa{~ zb4+rA8kaJjJ{z2VM9^6uKy}X=oMm^t%;?7;ZTvmN*K58Lb(p|*O>8e1kfSK2C$eeQ zYehG$Des%aTXT(94M$UCS~)3HcDZ&yGP-mZv~)LR<&x_od8dgNJ>UruH25;|xA`gCpWQ^l=p;N|4-KO%BJ*q}l>)Ofo zG?=iMj5O8@$kJvpI4{NGorOa!fl%*Y>pqH#&HvgyFz}Ce6qtX!T{BLP`0i+fm2o0f zp&GiNBBI!>Y|q8P5tKpo)QNP1a2#UYI5^$I#(d zDe*-z9e!3X3XE0RV-4dlPJ<6_yF6X<_sGY$T~YB}(uGyXmX~F0cmXrC^S*!gze0-R z1FHv;Y@|JX>ze)sf8Mu0MG&1d;pERabSclypCc`a=hV+x@#%lxJ|hkG1>&R@OWJ`I zf|69h_|QCfy~rLEw72MxcrdA+dBCR>rrC+X70vKY1YL0G;G6}*F+K_a$widpn*6^u zfpmYTb}HYEsHvE%MkXGbUa`A!Y9Ov;@b_cJdisMt0RkENfPmo)04&pJf(@0}MG11% zLZk9aXHMr{*%rv^(BmJ?4OEIaJQcLkXZ=ty4?#;`snKjdLUQ~rFMr-IvDHP7f=*fw z7tbN1bFN6q=Z09EWTsuaJDawd$^C*hrBUv^1AOzM<%^BS`_kWDyFDEC@rflcb;xi8 ziZv?`6wZ|8Q#8;mnws?WR$f9z`>Z6sCg@x^-^3eOHagyOHLp1+VR*|lV?U~|;_-=W zt6pZ%{8O+Fh+Up^nZ-KnMwo5Baut6ua9&Vf^rUeZ)C!>mw3atgvCi_nh}3vT1ir<; zyA$&-0_ylo6@C33<7xgG<0S=Ri)I~{&Lduv-?KUubiH{>;&dabmOTO2wQ{KLP0q`p z&@y1*(FgZ2fmO?VA7|4qi)G*|H6)cm)jSa*f68fP@VHA0u;gv)nUw8eEKQVB9uYO{m1uYaXOQKDMaFvaY)z3bs)cVgne4SPEQm87fT% z(XRK0-091^#lyUlFz*hL@vGC6Z4f^uu;hK_aMz}48=C2zWsrQ^NW4pVzu*|i$R=`s zIKJj=ICYDD%;Xp<1u0$TbLu!RG&pracJAu!vmY0LoR_R;Mu`N!|Mg1-(HxW(ryG%K zd6R#ovAn3W1(dVvPFbcT(LAg%>ac!;OLc`>( zsXxgL-^@~Mk`HzrG#@R!8v%jC$N3_mP><(WmFg44Qs`p+C&MiU1~YH^Lr9kpk!R>23s}AyA2$@Cq94JMB!I@RRsCL&Y9Emy&SC=Ih3Zif;Nw09(o(;qdbkGGg-y-|Dt3nEBBmh3KOq_)#-&V~K$J0&b21i8Mo8<YJ+@JD6P+9`H0aGY?Q#*a!y_A363qyA@lXO>g&)RLLG=pwHq@^*6mJ4 zL;&{OjpO2JLqv~cvupE-5v${yfwU(gJRebrIS5X3(%3k zYM0h*2H_9svy*u}%ZH`<+tfA>9czkCnTFW>W#A8Ae8L^E6o>5+)z_=E$W2Wkf2+YV?g zrt=)|eFyARFobxM-oQl5!u077n5#;_dkudbSa4-=tN5p4xj?3 ziaM;=FO%EGr!C?++)D(x^^ua>GdA_*3)K{)w0Dw#zQo%5i-pHF#D>u&SichVj_#A% z!HTb6sRX+Kn;;hSy2`W#YQ0fZWY>)J0;O%K85%8JG`?rTuIAZ>4Hhv-Sr)~$iI6Me zYPRy7`0Eaw2qAL<;r*%Z>s?M&#B&g@l;zbX&gwNDNF3K7Y>?{J;Fpc{$ezG=$pdSTbb4sLw@6>;b)#zLmSoy`K?CVIzz6rMtnH8CkH#4I z4@~LbB&M{Me79tqbuL&nq(2JbKA?UQMyrac*NayWlsz<{>4E!H6JG_1q#BS&`pa1f z%sLL;O?iX<<;#|)b`#oUUNfVAz|*$!?$9r-wYh#J*DN_N@lAkjzbAy0#GQ(un56a0 zEa3G);hk2rkFNJJ$PX$g5}Ey^4M9Go=TlKCF%WI5+eif@T+_JdPte}Ni|2_!%O?T2 zm`g4vybdZ4k0%^PeRWMA+ijHy_XHi4h_A^~aBME*77FlJC`UKc#a^ATBkNi6jC=-E z%hne7@WP{^#$Kc!}3*iYK#;cE!|IWN?o10EE;5xdOs&R zS$l({7in>s<7CYJwk(s@+i+CGPZJBuf^g_2hZc1JN68h3bdo=?| zyl6Z@=hpO_?DvQs&%Zdj+;+!&&nxQZY^FX)&E#CTNK$0H92veY=F+ox?hCn+4U>;W3HvddPd&+9>IU$ z2j*+jpAtfQcWz(A`_-G|6Fg8@Fs!rU6 z73|uR>;4qr%GG#xQPa$@AVBv(;#2OuB$*+1^?kONAEueUDnWVQe?xXi&tvaX-usHc z^m^~7bMFW`l?)fo2d$4u=I?IZeBGZKs0<~-8*F+KfZ1^>{ z+tm(us;uw1&#&(0Sohe0`A~wjRw_63oBS7a(l71AP^h5wqxI@U5l?UTegR^m9M3)3 z+nQd3a4`n2gXMSeR;^IJY_Octw`SSFi8o4m;mwWFzQ83dl?+jS76&NSmf9P^ZS?2gZ)`5nTMG3m-LPx4v4%s9iRsbNmKyUfhc-2`DPAVE*dB zc1o_V919c?wLB|l%63$v>W@aojz$_;rzXS@c*LH`my03054)sh>GEEQEP3IruAHhk zK+b)GQjPtIs=e9vV4LhU(P`&Rzr_99-he+AB|vU=bCRYQ2g;tHRGSi_CuO%Z{pfz+ zYG{^LAICn&cp6Bm&VZ<;C9>rnl|7RX#ex105WC7h;vrl^nUzMb6*UbmW(oS)@u1t{ zB2}p|N@rm)N72*+P=gskX_om?HZB!aiUa;9y84BHP%pDvJwO zk|ItH(GkwZWa)3=?j9#ULoITVVoVQE@z#bdqeGxQ1AcWvgn|>`kfQ~7L}kvo0H)2? zDMdu~MNbN!todsFjBYPk5NdRF7!-ggh^@{kf=%t=I=H+1LJSoKTxHIA}`{(!#z32@G{@fz^@UA=b@o_+rmplXFh-)tJnvZxb!JP*k(P`eSA_j8peS< zRe)(V?P_xOJqB#&=bI(NQVv|Xc|{kLyL^H^1%aHJb|M#TcM{jJiwS)X%FzO(vHavg#TDc4wJpn7n!F z2{+AS;K5jK?eYZ9D2@ZYj~&zuh#nFcrCbci9o&dzr3YDoZUB;%F# zE+I9-^X8TR>Jt;xfJ;2v8X#fhbbB?~?)Dcx&w6@HwjQZWG*R3Wf^U7OXV#x897n3H zI+Mf=1&CCH`6m6hOVeM(De&p#M1bTubj3u;pWRos$fCkT%78-9QYV9kxC@|*l4saj zPHw>^P^BOL;*r>%96cuHk4SpUxPv-1iPyyLv`j}A{#57u@&r$R-`p3Vo7?A>#dm7S zwPsqZtQr&Q{q%E{lHoDXbwcl%fJ(h6!Dxld-8kAV7fy&aA?_Mp*B9BYf}zVegN9W#RVks7@$6e5oCfjMH)1`Tv3o11q28GPYB}pIV{FBNj@+U z{0r0O`8F@?DS_wwJUAr&=9n^vt)LXWY( zwfU^Rss8$|_@035+d^ z6t+R$td1@n)IO-JRm$Ex_zXIF=F+8&Z54RZ7y9(&4ifs70nhBn0lq=$p}!HyZ;#a? z{p}dwoWodYP;o>9+c+S*;ejy9WY2Xl9L%1E8UbPj;y` z=Ow_v^CAmlvquhMkyiqtu!J}c3niXifF7dkgrgMXCg|CY<`g4<{g-(G_iB2-?DI|j zmq0B7Rws_|f5;5D-#~u=oR7cgJo(kthJ2&)oB_}!5!EK$N|j@Nuox$5E1 zBysz2psu>nG{g}?*^))7nObX;hE+ILvm}^WAl&-?6$u9gQNqcUW{Mlk8cbGNOa2Y(K1iTm6l zJ$MF&%jfIl-OvI28?FCw#3vbAg1D%9 zD47OPC}!1Uwit!RxMM@@iK&OMfC=a@ zMtr)b+jn%s=XHrp1~JSBTr4f1FK&g5Q}27|BoqY`-3_=K0zt5Kr;~zN8*i`U6=2oC zs!z1sgjH{BSR~7MS(@i^jCtXvdbABMZiH%hiC9YLD+08M0ryDNsPkyNr|?2vx@hSx*0 zvg@IL>Qx;74vc7EkDY1wcXN~JJn{O}hTEi)lsf_KJlS-hzu!H}Sy`Re$xk73nolVAQs**P@*u9elo%vft%X;it1hq@5&WSB?#_|{>ifgwpcQhZ(L}3fBo5+L zRAgDJ^YOU^vKFriSOjJEp)3324R&`UdW;*jn#!GTW=Jc8LIReISLx7?dI*ljM)7@> zxA}ylr=4ipw1)zS=ai-&*+HL6aDu-SEF>`PRwSO2ruBn-!Ze`zQg4cuFrLd{jchq$6$b;RX4(yyhx!h44*uBHX=Z zb&eO>F9xudpnl+n7=NmvFD%To7ViEu+#gzsb&#>_YAfN-s-W;Pu2EuEaliv5#vf#_ zA(w6O;pFks$+FR77F9R@fSx%9ID<2tUvcI}3u`?NN9M$HFi}wVH1XL0>@Mh-^70EP zhlsdqBwe}V2@gr7I@ zoR1u!eG=!+LC?$$Y)mZa?NMFX*Qu97`*ox}gtnkst1+Vx+6fb)YuS1*X@<{b?zYRs z=O1j5_6T3vhmP(?MX(fX*oxRe>2ZfOE*HM?BOt+05J-3peQuA7YJZ)yXX_#0_C!BJ z7Ku~`24p9ua}Z$nw(a`6tpMQGJLoV|j}^_Kov1hm~1TBFF*+v%q;n*mt5vlsbb0!L3dK1eTo(=TzBHP}~aYIYN2A1L>-;nmb zMfAItyQZSi3bU@+5a4*{~VBw?uQV_v`R1kx^2V%VTrz=h!&6aG>0y z^zyN*6@V(zz>w;(3(AE;Z?^&pW89zG9I&n6FHe9j;76pR-=T7gJhR$ro&nW8s1HR8 z)Gfl?|FvsN1h{MBXn*^goWEV%Quffba}~#f%%-=wt^$1itqaF4?d|k>a605WO@Uke zo9|4z0|Qqk{~cKf(puc6`E}obJLs?XP3dJwy%Vz(W{fS zeTDw?vZp}CB+?GX(vp!4EkyCjV0B*jW}kt%>;s>-C&l{kZ|65p%43(!(+`v)zii9WWHGfKk4onJ#Go-)!^zQOLGq+)!QSS!MDRA3W%S?9-4Acjvqt1TFB~ zEp|i?M9;W@PDh?kU$F9(<22;2?=V*2*Kkg>4N!Eu3%cOs5sVPs3V`k)-eC0nZS)HY+r{Fp$WH`VY+uEK!Bg(U^?;OTmU8eh=@=$yavQ;*wAC8 zgAnC!tY-W-to9=>60dHGwms!4Jz1GmgdPP+s|+cCLR(%P8`gbr!suZ>JaOZWIr!2M z3zchSzNLe>a+3!Y*G*T_XWo^gyPk{$L(u9gg6}bb!+}Kd(U{Q$qt`{ya`&@2gsR#v z`~o{7n190{KTOeS+l;$;kpa9&$}|$`t9ZjjBnq>D^J7IqiJkt1E)JD*V}WOk%(X2nYrfa-woH*Jv3=E?kq*1rF?OaBF} zedkcWp>=ibs+TVG>Xpa%5Q>9+hOqHHov5&5Zi%)P@(_uervc#{lV)# z39|))V7R+^Z!3gNiyr<)?$Q4(a$kOF{U>tYZk*DB7GR17+Wq4^rAs>3@s`X1Bwfw+ z?nAK^%jyTat;pjo8Hq1jgN%;P{P&hv|DU)e|JjD$@x}k$0sr5BGXAp-|JerUp7@Vb z`jvwC&)slLdi=*J{hxG2OH@PYs4uJzhZ%KyorKw_@_Ty4AoyW;DDdJvAlx&uabPTn z_7X^bxBN3D6|BApMwV#_&EFX;c#BJ)_UO0{wZ8cm)9eD8O`mQ9wVme$JIju-=q(Ue z$l-RUB52hmEv?A!<8ABkL$P}hE#GiuXt3NqqA%A#f;gE6f8}RoMkQz~yo~MEE$|Ws zAkdZb7a}*&`!^7{!3SFJ{Era%x2(GltC9@u(Tl-ci=vb}fMWbEVzB@LS~^U&4#^Kg zG@v)tnb!D@$-uDRXk6`YFgB%p?SDRI2K0VL3_juXzaoK4zk(%g@A3Elh{>k_LmPCc zgI4GL_ykg$JX1b~uR5P*PRc_x<9qFY(2SV`BR9G6!azZws-^|;k1vj&-r%jws_Fm2 z=ZCxdzkUs6iZIH@oNTTx>u$lnMMMxQ+cmfgICFM9_%mtAOK6`nj{)(VuB&%rH$?mv z(EWq>;4KFUbGXA{XJ|jJPYM#rU4^h zboFu>6zu5!qWYBuGRH2bAH9b$}@p0|4lRu(xB@a zFzI~uvqq3D09yk&3-t@}+=ozdTR>f>ixyr}!aK9oQO3zGOeg()vSL9?z_QWO;DRb|6~4t z$$R|2F#oG)b*%a^Wd}AG7_P3>pQq~)0n3%wP?8Pss^^>!*V-7M#vLDsLbL&M_h3%n z=O|_NU<~k9WWi6$?fXyX8WjHYz<-I#B#?EOOal=%3R3tay8*RSVx;2nk70*)-sShs z?*MIEo);v~J3O3~*T8E1ehQjEFoCG35)>gkpPWX>*q?Ha@>N!{X8oD&x&{VC2+dTG zLn$;QTowUM^J)RApV4!+?=Eie)jxROw5_@E5M<_-y%&#zXkMT!aCa-+lsXs$N@H1lTQuv#O)i`o%u%1I@UC|V;XjZv~{6%x}mi&H_@eO3Vmv z2);V+92F9bm=t;|KrDwc&_;};Z2aRlUB-c<7Z*@_?Fzvx0W&f8JAm3#agtp|#3}wK zrdn2U+~<(xGvQlxTk?X^Fg)IoXM*MM3+CbJEiST=3T<%Lm&x|`fzz*dCZf(5yr>pu9{xumP6usf62JFL zT^4=~tOFe&-2T4ZKz|5r_cB2Wp)*~|FrhQ}P0>?%diC?3LT2PEAbnRu6U#cZ-Mt;H z9rON3MKCNT8Jz)E?yMYM4v#(Ba}qe(sD*>~GVbzGg%-9Qu!|!pz;FI-3oqje|FW<< z1R&SFKP72T@4V0Ql%WZz;aCfavf3(+N{=$WPCMdzRbIi%z&Zz{&)TL)e#37V<9U(M zI_r^;nOk^+)VO1p0r8yeW!B?-ZxDEfGcCaVYyD{{iDR$?GbTAYJMBFHMu@7Lx(##D zS4>>Lv5(fl6~4jyIEt0}0$9{d$*lI?9rlynAfW_gHpl+q0ZwHe)kUkBq*8af$KgJg z%Mxg~cToUzH~urfz~w@EoZ&8d1u~ctcfcx&o{a`OO!M(7l;55Nq$P0KGveRsSRbRpkWEfV6qFlsV{? z_uUIJUnB*T3#J2?wIWQKAMf+{0fDXm2@9XwyPBCwGawgAHAf+TCm;UP`IBJ~C@!Qj zB-0IP=F-D^NP6&x&Wx>_^U^WNl%XA;%x$b32xeJJX&~(cj*O7+iW8fKfy(o0-*GDS zK5$L7fi0^N#B-LMxMQ>w53O@ISZCco*ZIFck-YVh29J8Jhj8C)k$F`lp3P|7oEehZOaj?W-?u#k2z|o1=%t z9~{cziRYyxYdCuLlGAS}!qjqbi_Qy1RM@(iI{k|xUUy+5z92i?rd_WT8pcJ?fwMTFxF9fDOpkv{~(eS2Mlp zu3M>#jhc~xWmRq3!$w+dY1+!rX+(OzEHn^^vPe!hjnQF3!ge9$F47FL9T{LdZpS&b zz|Vh_9o!-{WkCL@p`%$C{mOwJnZjNU0 zvAnocd&@k0iIcB4Li=>=CH7k(S^PJo;k|#1{=ucEnS)`!W&GBkQ!ne}EyZWi=G#A> zU0GJOb^V#@wvs$swbSwGyi|-tV#oQq>2wY@|J@0O*G)eo1Y3`qflTlYSJGY1jBcDO zo8P8ZI$mrq`w)y`?#F{9$;{+ss?(2X(5lVN6f9qqjA-cpe-WWJUGj zKI8P>N-R$@dr$vyGay4Tx+1{eYfyerzVF1K{C)rsI^1@D1D#!fe*nC-v_fCUNr zNLd`{q+tp4VqB#lQUykIal{{H4Wpk+#irsDiOhH8XM|3lJcoYXWJj>Re=O~)HTJWtLf(oE4fr_<$kS|QATp$>oKv?+$=x`pEj zICZVsXGISCE!{>ktP5%?LXTMizjAuMW94hWPkcxC=M!mV0c8QgLv@$*;=n={D%aXE z%!Zze65784I$157>mRS)V4c@Wo#77Ziu@qHXgdIOj{gB#P~Jd08Wc;Kht)$3t&QN3 z!G+M!pQ|O^p>=>3J9RT}7m|K`et(7n9u$UrN7i%OBN=sjunf2ItXm#mGX*a*hP~>B z#$<12$)4`%apy{LZtS^O-V}p((R;ccZHyNe%8ZYCVPN)s7#xAD1s=#)bit6EP{>&N z!nWld56ovyXC1Am9?08vFuDP4Tw)NV+yJxdM~>QX$fTgJy0hs4x%m}IP`7?6jBoke z!>}8eF!-k2!IE{C+`;|i8z-?5f*-tWADnna0F`qj z2Rk5DU(UWZz6!6R7fV6(>L}wV;yXAKub^$#TTpv18N%xG<_`q_nqiw^)UWr%r4PcY z9Ov)_CGD3GJ%*7|{#uA#c-ek2sFN|*tQPGM3Ni!|=b*_lvKla_F0r&r8cXtJnk*63 z=}M@D2L0;;94ZE^$dXMB-M@neC@G0zBU<`Ko-p23fI#$oH%XdXB>6D-U;1e11Vy5B`Cmwt?hq0wh1br~P^I1wBUoaP|5@@}R!u zb0w~@?SrF4D!6+rYN(wS z6ObSu993JJAQNlac3FDo{Nacm%i9BQ*9t`p{t(A~nT3~~Q8f)U3FshL>5h7|u7=~m zqqfZ9o1xU_mPqGHxGLY`k0dnfk2DSx4>S(ga*qTzdgIBjAB-h#gRFVyQ8)O~z!w_t z*CBd7abFy>rkS&aNppp~&U{QT68rov&VwB}8&3@sXUVTq=k;OLcFfkMlyG;x=Y;a9 zjtm&=!sTM+61%AYL{G7Dg@QCf6QL=50z-{a8Fmk2SF=ac#`mukPS=UTbrT64$&FMr{A40=c(k5hzAe+rXnSlHWbr!RD~ZW`tQ$oN&w=pf{b!; z+O#{Z4h%Eg_O7dklO;&|j$WdKN{H^H_W@T>ITC#(QRBmoAdF~E2)8`y*Q8BGmMV@5 zBKW`9d+(qq_hxH!1`q)O2_lN3s00au5(Nat04h;M2FZ$K1VNJIK|m!a86=NNkT4)& zhytQ0Q5Ypj5=4?9ImfyEp!+@hyyw)t_0@Ok+<$gawQFzL&OFaAbgy3By_)mmYwTDy z#jB{B{&i|uIJW#Nf(@7kIF9$V_FWo2oaEk`n>J`cX5wPvDpSF|`tot;!~VKu_`P9< z_pm}}BRNZd41$1 zqT7Ff;fkyaG=DwYo|QWR&DJ+}_AQ!1DX$GfSqO(j!v<}ea#9tYoelI?njAm%IvchCf~u%C{#0k!n8zf{9|_6itGPvkwG@oJQ<2_Kk(&9HYtH614K< z$wLq0;U=MiCgTOymG6(@k$JakSx@i42wg)V#&`@0EmO6J2|wQ@KB>w_H3kjgT}AKV zoVf^;$6YCC$Lhtxbm!{8eBrksO>oQsn!&qsq2j103?(G>o?h&$#-{A%LhF+YQqshD zD}`a`l=XP&A~CuJS}3v89;32L6X00Py(eJmGeH`}O`nXX`RPilv0OVq*i3;V<~6Yl znBp_|C0eEADIGj3%X8?}O^!o4?+NBFo(yb84CL5|FPw>*NpiI6@6@|1x2{T>|4>SL zQ+|IfvLtsjKgpFPcu_Sv-r_|-(}P{Y7FZ)srvkVJqv`|QAp3r&S9&y|wPX%-JcESv zQu&r)bVJ--j~@q?o_T*dfKS9XJCZ*o!aihDNCykWaLK-UCR*a^nUMk8j{zp zX8Su7c{?l^@}Uc^|1Rxw*G^e*_pyMQ+UefXz4URVtx{BfP>qyz(Y+8aRJQsH1~eM& z*c~sMe7}tT6NvIR#_oM@yryy7j#P1o_bzo4^YUgqyab zW^tCh4geX5RF6Oipoac{WcJB8>bZy)ML7=fHbtibjfM)>bYGOPs&Bl8{~?7_@l{ zD?CRuqa}1My~yjyRTxT4oVpwz0+O+($dnDtcTh;aEYtFo2ixkK78oYfWHd*BvbCxfoOx?Zt zANIXuDzFfZU@DT;TAOS3;3cFlQRF17bt6zk2O8{yyDt(LI~<9J(w6*tSykJU3b`*W;_k^U2arE5USX}g~h1|Re`n=$i7(H8Qce%LJ+$yYP!qRg6 zL+MeSP??r!<3Jo=^=CJH-9o2R8XB=WgMhJ^XIZCp?Kk1%^qkBWK00yOjoQ+55rOf? z@@}*Un@0`Ruxb=my`*{Ws(mnEDh`!;`R2VK;j&kzRW&RsH_!&l_@w2hM6AAb(;5DA z>l6zx0P9X`A+6WyU9iDLEqJ6OeDTmg^K2LL!tWdK+YsQ^u(qH$Oc;6l;UMljjf8JCf?VHFPQR{A?MrRqm*l<-21hI83JW)R$wiG1AY!rDhZvPAl3<#5SvZ zjbR#0NEV?LWEnDz)_+j)bs$a!@eOx=`-Wf<%tYyTRqdEkb+wcC9=v{MZM`!fr8i8q{`MFbhuI75!>Zl#Us`empznFhES=`gcf{2V&3dgZ&3)2|ZaJEkN zry?QZv{pZD;fa9}zF6O>a0(m5v^gB~2!~)SB)<3NKsf@`RJf{M82M{ChzL z#zs59GCzrTyp{Nj-%f)Px@QYkm7)6v$8uYUVacXI_EkeIQFJus5Ms{SG;OJ^XgIHeCCl~ba!9d$0xHo$ z!&1Z|cFB1vB|<$vT42F|wHkPUpX!TiZA0nL&p*=5I;hKYqVeGN?$DjrGpx59jLY^L zlGZsK#=|7_StWvX^8{Z4YI1N?jlyAc^$sHdz1R5`-7AMF9B-_)(|tl6q_jJ=a{%_| zZf%;x+wan^*nKx#lyCx?0)^y4@~IxOsFU#ihwD{h2)N5nORZ`J(&F>h5lp(?!xDKK zlD(_5C=sOD^J)+EaGZ%*9S3dB=D2>wimk5{j?tuvochC;VwiF^`3e%S($*rTa_4!h zPBZJ=imE(N*GXqiXlQiccuel;-!ju^q`!X;rbwZ6d2c1I+6JJIMze1%I^MKx>Nmqy zW`Nx&dI$Cbh@-n77G6x;RUE?i!wDN@NB@o?0{Ai36iWUusp~8%=O{+653S|ACG| zEM+@gehMn_!1GbR!C+3=js$??9pah0jI?mk^;p7#=+<;9e`j@LU%mQt4Z^R8`5hLq z$2$dN^<9|k9z>3p)JXPfgITUJ{=9I^2=@(Uyd#j|>RR|{tofnx+PonAW`ZeWx3pTx z)%YCqP~M$U#9vpG{7!(f6+~J}?)yfibtpe)-Yhjwa{br@bHQTI5~mB63Zhl$NU_Xk zG$zFemo@X7zh4;5q$o_9Mk2GmEH}7168Vf@nl1f{v2Kk&HKWxMkO%8?&U(}5Dj$#7 z$m~17G=XKodJ)fwp=we3P3Y59V>3N@mJD|H8OJ|xkrSEm4gVEChM*F&Eq_iUghL^O znm?nD-_&?p zp>1*R(N$@%!BqhJe!&vgb&Fd|l9xb1)13M4Y&Hz%TWY!@Sl zM^yyx_Mr-QIlvs%I1o!~_9Q0v@nWhVtaMgPys%q3maqNoFTgD~mwh{u8W8eVuG5yN zCyUk%xb!BbE>|v|$0O#Hpx}Hr5S}p=)RST3Si#lpt`8ff;C;8=&*ZLdqfMIM%jI|u z=j?ht`66%n;;+wQm&{(7KJAvaQRJHMv{lTVpO!@Hz9abcg0@M&+1U=I1%uTul?{lF zQ4=Hz%vwId5sNq031*c7cx1abl|}*-D+mM-tn?2#5L6Yn`?+dm#`ao zv3-vTDyz~+25-Xj<>jvoRyuw zJwvytF6`Lkfbo;@e)Fr$_;q@x$-{yCnB1antC8oA4&`UXnOfSn}wG zRwpv7;}g)8t#pB?zH^_Qc0w9M@gXX)CC$>@n3g1}KxnUE(dOYIPq|bHHf1(lSGga} z#z^d`{5c9=L`;1Le);x%8H|Q5PRi1W?G)>@alLvGC%-b_`ve=-NXYxhflzp#)}$wv zp?sv9_KKTGWH}6&o?Oq~oEuj7Ys23+WLy47Myw$cyj`KkXzj;c+j$oxT^MrQyR&`* zT{_8@YsqjWH)z6FWauzDb9biBhz1hNX zz}VJ>9(msW%K82j*=^Z7kz(xQD4^3s7Cu{93MjrqBIX3hIV|z<96bzFT&zN_)(z49 zndqO{)#T4FFUD)COMm!S0Tq=`rhJ5?fDY=?s$g;IYmj1BcQ>?BxV%`6kdvc{YiEE} z`vmNW^`=CC&C4f}%Kr9;Slku1R&L9F*LM$)N%z?RnLwkZ3CPA+?A5nB>yo*+3L|K~ z77`C$I^s@>5yp`J(zrcOrfm-m2#PWzHD zz`~`3kIoVqwJ!OjBi4IGZxh%)x~cQ@0o!fU=G9;TPg3DE0m&gTgfWsUULA?=S?WTr zum)2@T;$LTi+eG=uJx;|0VZyGEt;jkaJ3s2SEc&P%?>LNH{Gx$a<6$h6o5OLa-1ko z{YHj#;WI^cgSPyu7l6|MJ>%=i$`KSG*u&m<@jF)EUeS8?LT&RAj4VsvasU7`Gqnlw zF$f5a2&BH#sH=kS1L}sV%1|#oqZ8`Gs5*Lc;Z|jLf#8jM;$2h- zLhCMB)CW6*q)2kF*yvs@yc;7X)iEbzkFTb}Vi4BPhnB`|cj&}JT1eyYaJW3U&O5M+ z#Bx4jZ+SOQws~GQuHN#B5pNptVoCz`whahuIEM^crp11I1NuA8(}Muvx{wW*Y=RU= z6Er~Dg!EMb0DXVSBPzmDBY>cr$QzOQ{vm@yb@qTj7_n-Hg%KunfY5$R_beat1y&Nz z!+-*z;^T*PnR#7cf8w_>O1DF7xX!)F%L07Q??ZM@6miA|rYDZPm!{n*AXpryJNz2l zw%+I4f&6K&kNPz^u4kb_WT#GBSN5bn*PyaUR&wDy28j~(-$Bmo4hv#D7`nS8p7H(p zQ)Ls~r$r}!ebhI-=8gcjmfgh0wVZ%+x~H;>v|Emqf&^-BQR0$HOV#0xft^Yb$wP(j zw2g@uEaY0nOE2f}1IG4&*;nR*3WC|MA9#9=cdY_N)ny(^wFE3DX{@hP&bQ_Vs9Y7< z!%;Ph=i7vk$bVjEqWqiI;+rqdyWKuo=11{jN-HuxOoN!YYOK;l+}?^QN959XY$wBz zK!^kV09}_!89I(BQ@8I@e&zXm!Fb?5EbT?yc#vE4;sGS&)aoH;uU-ED$z8AYbRP>H z9{ve&O}&DuQb-aaX`OaPm{JyFbN2naTMuM|wY?uM!3f#TJc!PoA=SxjT9n-^%AgcE zA8qu_r-nLqN;Rift4fD*%PPyW7{>P8`2KcP!gNRB()Er8Sw4%BiFpNLxVj)g;`B83 z^u(JB6qC(%~VXDqHv_U z+<6}fLD~M=9e9=^ILAOqe=K~_FzCxG9c2&A!4;lq-2FQu1~XMA!c~MV1NzjM@lH07 z?5SY$=204zR-=gcuv_kKLMn?t8>RQIdQn%Gs##EoYY1G{Wi}WRKRXVIa0q}+Ag19C zn_7Je_X(?ZfDBZaV3qFk{Wud;{x~XS$)_Xfh-so3A5u$^F#sXwHTJK!cF!3Z;WBhD zY$sKFsxl#>4_QxMSJ2@*SC!?PKx}a^lGXd z6kz2o*$Qe*i_dko1g(8$$pC3yy<_&`jh03h4B;xhQT12)3e?!}PMdK9&LGM7RlZ7u zLRI|pg%0jwKf_o_w%vrU9bTk+{c9b?O(0Z#(f!w!9LRGyo916AEdJ)!IAs~fgAshw z6l<-=La=j(NoR!1_hOpq#hPwL8@gG>M>qMIOH+*r3G{sjHqS`?cVeCw!iJ^gw0PTm zv)pNLTb`bo>-hL|0OC0v&wW@C_S*zBi z%`uO{-YY)?^QF|4I%E>zaI<5RS8nUpXnPiucX!p=WHNOM zG5MBGdbOdG-`~zQk9I|*jmEg&E*tWxYJ*3T_UjS2Chtn{ts`KOh`iFkM=K$98(+=s zy$!Yby!DLzzeyF2&YziYy8S7HZ+Uk+iVOvyH+i4kq$oe}SoQfwyTKD;W8E$e-~HK( zvTvuTaD3uMY8!-+C8TcMKiQuRar%e)`nJLgUvoVtttt2VE`?!}OsVx)W7?M0Dkr?a zm^lmStz#O8N`)M2>{##;KFVg55~Wt-8R<{Mge=7)p>E(twcir?-8B(LNFe&744Q<- zyRs=BuTk=_SnKW(vai4D>*%m0Qn_Mmos&Wz3Sw%>O1v83Iq~z!O)62-LsgY1P5<&i z($FySzI0Lxb&BUG&&HS*u|2u$DecbHy}GU-FtArYI!;n1TlATAs?4a%*tXX83h zriLavG}FyE@>RMKW@rUr=47P zOTJSVz?9{Yj`Iv|)`wr6>4ZZ&Eh9UufgD<`;_g%x$m|;xZ{F3e?M_VJ4C>snG(`xJ zXF(oquda?DX}-i!@W-QD7ja5BTZsTpX$)?P2Fv1)Yzb7*^qmWn!Qj-7R8u1BaUEHY z)Bm;}!RR`eVIl1@+>Rtlfb=Zsb?b)bSUxA~_+X=!_2#)CqzpzxX`NkndSeEG;9j1u z95!HPV(bTYqcc(g2;*pxYccvC*2^I1Yb=yuG~4lLA@BbbMNxPxZ0iC}U95U1@*t|n zgNVa}Ah2YcFM^GM2LTJxgAih|PP0JWoP?}}#fY>kWFQ+VNQ{YGWST3SnYuO+sR&p7 zd8?RUu>);E9xU=kK%OgPS~P2bYg4!O>QSiv*CClK4x9~P#{UrGQAD0a9*wy4>DyFe z-_ER1qiHZ)l1TFX#ecTtq90L6&6I7lfpgb&g9NZzO_1M;pIerLgRybQ{7dekUDFGuT0Knb*enDj3aZeZu69KKxUTb%ogR#d`GwF@bcp*Ee9 zpY|Mzf@w?<1uAM!4UM2;==;Dfl7I(m7F;>EgF+Em?^Gt8~H!c9FtdT&i z1{rO<16EkRV*H0#%bD9IYXx-@1hha|hkC*>vi*){p`zObMeSSuaF2w3-y>s~V;8N( zGFrIf;nE{@ncvm~c?^@reao^4@t3l_E0^IrFArr+(~ykv2568&!?%5lY`RxQLqkBp zIOw&I-=nR;AbW*V5W~lUnjdMb0Oo5R_U;{3fMOYMt+Ho}3Z-*aPyjdrB8Rqm#TjsR zZ3Hh5p^#n6yar`#nOc!>wsWoe>VsV1{KO-9S|=IH?YpfJ<+~KJWd!<7k9HrnL)}qr@ugS$*nz;#m|0r4LfF#eei~hObNqC!Ez)Gcfc8h<-kbLcv%@FHuxI zDkW3<7rIUhtMdV{x?Ir+l)0>$A)v8Vkqn#2W?;?N9Og~+O1&-Xg}5cq(^?9~#biY% z;pu~uMjK1hAYFQ@ph;9^m+Kc6T4Xf^c0y7>oWe0H_SaX4Qff)zCt(NC+Zn5)|HTyl zNd*gRr-CnOC48j}W!Ja!fl@`AJBc1pyaib})z%^}xNcVN)nSyOP^Bi>RfDA6%^+`j3IZXm+#%%tUqA92zqm_0;aq)y>SNC4rh`j{ zM^3r_Q77uc2jU>6-yiVVRKJx2FWPxfjDGbZE>I`A zAw>~PVy+uY`KE~Ga`-I^vP|n%pWS5+JI}hyw zX}H(n$C0nz3m1NGU>mF$9ql2+d%a)*C-uGyAq*{YHw-;y73U#Gdlc6qX~R-v4Qi079^3gLpv^c;V%;co4w43$qjJ{NOy8fqhi4W%IlC1BJw3j(lhh7nF@CDEFG)kB5@W>XN&7k$6I)1sU5wDVSX zYA3_00*na$1c1HiphMFwa`$k+{5GUuQo?j3El9a7SU5mA(L+T>nkV4%Ij(7{B8_78ApN z>mBkw`}C>wjl80D%uY=}UE)B4M||&5OfkB~68Xy#2yu!AUoS%8sIdx(CoPlhZ>HfH zkRi~Jo(~QB-G$~qYz`B?;MKrR!~q?G^LSq<=-N4)@C#P*LBYTIs?L~;xTTC>S*8E# zI=8nO+$dWt30balv?U-LG1xV2( z^YbIFXNI<<@(e|xhG{PZQgO8M$j2BXSK%dG1tY4lq&bLgvg-UEBI~OB)=8Hcf4=?$ zZGRzqXtw?ljQQ2--N=fb0cSpYV{fV-%HRUu7Q_fEs+XDJ7dVZ#i^I%#Pk|p#nenZv zGuzt}fo#vGKih*OK^1wC6Y6tids{e_h1FNmDsU#lbZD6%Ixpmj2AMIqr?vUVd8o#Y z%FMRFglu!=K;#!56geUxs7cNJF2Sfovj@A8k9mez6$`K`?C7%e4fuBf(dS3tocOWW zC1R<@uH3VKCxz^~HWaR2pYcUrECinDOtd2Z5e)n10B=ULjJ)PGKlsG}tDUDSV1X!m|j(;At^czCZESWZHe52yzvU0(L?C& zbkV7OXqit`hmo^+3OSpf|8LGFg`-DW3JpB!TfTv{IU16DlzlA?$&z;kxfhQSpB-%0 z`q7&i@7{pa9UW!mKu*YUbf={vj**9*&!g24lYh@2m8iI5`>M@?Pp`eL6Ujp1$eg$` z3QP4bnD)=n|L5q#sru*WBRA+@0n`e;yelE%Gj(=}`AHP6OCAGmvWDrNMnI z7$TD6VmyC3Dr@1)i z#}DcE8*3{}KtEC0yyxsH3?!ABH|NIeJ}jTWMv8TuL44^IaCU{txJuy7C;0X~J7>6l z_?c?zfST8qR>PH>Dfz31#ms`GVK7D$Oi#VbczOW$*67G-#7oi?9vh$<13ry3mfMTd=#cj0FY6|rv{{jPL2Dqt-Q!{B0!g&Cr$;poI zqqppG&_DQZG$4rYdtEfkv-1V8^r#T}>SzF6z`cdD8#Q zlETSY{J@lJ=g_Fpm4_6Rk4DJbjZc7)sMPF`edeJ(y**S^^3lP2m+EhPuRhm9o-sOp z*mu<1nJg7DV3kEML+awF#?D|?wh^`8wv(1ISoxa|#mDa$+uBEYSC{Nk7voC_&uriy zv9f{G8Zqm7ZRSz90ioa&(>kF^u>b=a0Luo^8U2O=fG`CKh2f>ZZw>P3i>AI=sxn#7 zt&ZE+$coAf4{IDD*BuKHUptQzrj5Rd96AbkV%@=lBDt|b!JaLbIhp%g=F8sm&vLh0 zdtB{ikhtLFrEQ$(SVjRo9De~7q~T`$HvJpRO#~>GqtP;E1sGlAGrs^Xh@!VJIk&@P4QHZ%)49!ppH>*-|0l*6aNj+@)X82QkTjM z-b3CTT5aluPQfk-ZST@!CDRl{f9C9;Ssva~xbbcZ0Y4(GQ`G3nhhPlbKH; zvdAgFVRixU%~TbEN+?wNgNN{R0Nn)IGHdzQH?p>NP2PUUh~dH%n=8{GFYWte8|>anI?BFC*xsiV8U)Wfmi_v7xJ}wJx-tIYc>&T1B-aFCfZ%R(1S7Wn zj!9@pH1G|)+u!g?2?BMF;>^5!nE|cVOb!u86a~6Wz;Y1TsC^}W&g;j&o!4#5XF(Pb zS{x+lAgAGw84c+})T09AFpO{GZVQCpDRW_+MZWYpAXbAXdhIuKIA<~~wVtrcpnOmU zQR1`6^3v=7IST)dxy1^}?9p!aW7&vR+bu>lHrVi92U%LD?F|t}Xpp}0fEDCRGa+Kg z`AD$JhE-}W%>1~E69<2w9Csi2CAIKxgBkPhG0*;P@-CH%(~ej=4Q#jfWe-}bd zPT4m2<^Z0zY^v{q2lA!u09&`o2|{Gb_V$+Wz6r*Zv1!P{r|by zPf!NSwnycWFSUZOA@}nDt~O zLzIEO>*-x!%JJ~hfWVdDC&yii`7m?UEWb=%bGZC09=#P92%^`!<0>`vPKx!A$~T!(+I!#~&IfA>20 z5+`Q=(gOHT?7%;s;vY}(kEi$-S@yqp9j1S$%?2$NTfAmJlqB!F`)0NY#?D$SbQw)S zva@;PCk)%_4BmI@U3SS};0Vy>pXh!00B`_kS*w zL?`gJ=_K3ML4a&NfyzK01QO!$GNexwfQ+KzX z#RC6uqsSWnlNR_VE$}~-763y6bsce^r25Zn?G8nU1CYR#fMTZ?I``^%CXIUAWFz7xk{4?C-T$4Q7~cmL!dCJc61xmQ zG^b$!Rl{cx9uT7IToKKtT{Z1)Pw(@Qg+!Nx2(6r%t2<@}oYmc5PWNsxU1E9W^3C-VGR$=0P+NaLG(XQH z#UMy$+7$<``M&d*7S7E?P$68(bV&5&MQ|1p<3OdmxPKqy>EK?zk7cFOjI819F^Y_KNRzFkm38r6FZl0d?}X zN&_TneEIDf_jYLsyny4$d}U@Pyx^^4EL7ACVEWH$wwdff9`Of!tW?gW5!fBk`)mLHO8@ zY_#m+sO_yx&y@I21qVnl{?tt+Y&)BO6P~)dPCyZO3cn|pnD&Xo%kEUW8gUhQ^C!TV z^pza_{s72cgh{zhgr)jhNf+|MSMTz(Y^O6-;ppzuNrejRsMpN26uu8p6bpEME79#L z414(41KQmBBorhvVTCd~Xh{6r_qVT%GV;3c!s90tjgcjN08hR1Sk@jix{O8g=-Hbj z@T7;t71fjw5=R_Lx*UH5`t9Pt!AHUhwZq@^r`nA??$zzrJ%+hhk$Q<9S<;iR5I0St zpdv;4of0<EA{Hl0Q z0Kz}f0R6=ooPCXoYE1d-V=AAsP;}@<+9R=lyWH(GeC!iJ7GVn%E`M!nJ!IAp)I&+ZMxMxH*G;6k1y(ASq)pd;#j4BoU!D>{BDY!JD=s6LvwI z%TVYg34&rlrOyz<)V@gjg% zbdnk`>nexn)S1n(;6bxYO|}kt%8Jb%1`JC(j$N6D%6~28DfX%r|1S7*!4EvwMrrPV zz>%{Zw(2!BYCVHyh+|{5>StyzIMf|^^z}5ym^SB`wXv6J%J7aq=9N&@gb2qxr^oQ%*t%ou4&f$Qf0{tUTb zy~>sAA~ZWLG)vway7baZkP$q$2H3AZ6&NU=dth7|?T_xE8fO~Q0D-E_{v$M`ADK`s zkf>*+-wUl~)kt^gQX@1$**Zgg`C5SUWjc_0A|h37zuG}3u5bi2!}O+<@!3KIKnNqy zCtr}RF1L7H%&P4;mBsGsQZyvf3G&Uo*O~C~(&)zW_7{gA(!u_I4tgto6?dp<(zNSM zZ7%ICeybNL-+qXrn_YB=p}J{TJT33Dx7&(G`2&NpYA?#6rRWLvl5A&y3wMlU@^^Uj z_pw?5%xfE2a|cX+_#qT=43Elbh^4@VC32oZ>?j706#uwwJZA6_g}+e2MuO4A_O;rW z@^fLOX9!--X7j!2visf7#b!s;DNu*Q%#)#Ab>%dhg(Iy(K zzIb!czJ}QhS_1^*2|2r$hc7T%2hM>$OtEWNX?@E6pKnyQjGse~D6cGB zAFs0+Ehpd8o53(^`oLD<8Ms-EBNd$Q)ss5i>k&z*t+mdo?&Qzq^@#o*wELS{+x8Tn zn?q1RGRQfNfE>%oWY48ohN^FF6S0Vn|poc^AbIDi3s7ZtYtrES4LZZ&8>oK~0+BCgwqT zC|RQ5z_pvF-j7UbxGeX%#6vBAMazycq^b1P{3#}VDf&$3@OhAtvMw}AO~5`#h6%Q* zUh0&^ph@+bVIp2e>-KjJdIIDqi_Q3J17mq|p_<(!uHkpwcwH zgv-3KDJ{7L3f?3FF8cBFiVN%A!$fl8o2QWVg_VqZlcJz%S1ZT{&HFcf8M06A6Irz4 zXBb(^zw<3C>oEftlrIddO63Ig4Q<^uJe7mAH72=FK^;0J3tJ7Ky3=nXjXm^(z!1<+rX# zoK!hmeYbp4vfTJmnE1`Cs3y^?UCpZ_#UiCcECtXORTL!3)xu6o>I?l|ZAfm63}eM> zjXG5=5F4$@>w_|oleE6JMVzjHtlW<%WvN}H+2i7Tsc8y=Q&nWIf{{3D-J80bIrZoA zD>XmXXNF*v8~K}$g`D{k_)+%SF2$%lLyegw~yS&u?GhKBPr~gr1-bB~X?;OniEk!W*WkT-%r}cG7YPH)L#}gwo(kqv*RUDsZUGvy&<#@CUhwe@;#chEEpoKa_GTTyLOS76B_e9Crn|Z|Cf~w+K@aCU& z^Rn6}Sq={KLN{p#SGJ6HbL30x4)0Of{=8d-RRe%N%tPk4PE@W8j)2k2^DV1d@0-@G z=5F`|KGth#%#qa*+t8vhN z1K%beb3%=wS*&Rj=!xChnaD%Gw-j2r^N7ZaNZb2rcV}fZU5?KNqOPUyG5dkwHn3CI z;<^7X;>Jp?!cv7^ts=$3Zm${2muvjXaOjBR9Z2IO%x9d&a+oqk-!P^HMAn(|U`cVa zGejAG<-n`CQn;SiI=`PWX*L+nlF4#^D;=;JSPqh9ai%c_9j?o33)5ng%Vp53_f;;& zbng}-5EVcf$o>7S&7-N8>as?-soku-fEv>02@6^yYMzK)6RrA0H&(*)g%(6Fwlp>5 z+V$NhiAs9hE4D~qWe29ML*(^a3WDbI>0N<0+6>FgpJjI@Kya$WTDFig|CVz1GemiD zD+fd;@S;05E2ceL)-2yezsr!j_UNs&L2=Us!ED}drqZ-;k)}QA`6e+Ny*T=p;)q&; zQplk`>vp@SH|2%xwqpjD1s_Ye*3EXv7Op(@#pW||%Csr|T+CReSr(pqq_9z4dEn9-EL<@Al2=p8n%jhmUf(i~64j9y*-r57UqHc*r`o8yz=l zBnFU$xDzcCLcjH=tXAb3LP4T@PQppP^@fJQN8mqv5Hu)h`a&~62j&&EW*^?9L+!{c zMErLpVMnw(ECoHFE1@!W)I)Yx zE)}Y3TPZqx{`RSR=Kyqn5Wn+mtP3H)Sg>X+g-SCfr!p&Bs^^Z_kD$4^mV1MsM_f;P z7?F0+qeVIgB`SjsSdR#H$SUeFQJ7QSgs^pm$^k#}Dj^%~Zv*;Q_^W z5A^DfL<}p7)OfD<^sC!P%=EJ_8g=SKY9w|FIMZ^0oNa04h)iD)i}W7s`sMZJsuo7s zUndJdldyaJ<*O%O;Q;=kVpK@{3RR_j5-84sjYhf|z}guhDuP9*O^_+-@BkS>5sy)l zNEV?Sc1}<5=J|eheGa#8BE+_9BRS<$95K(6$W!~%%wN`Aw=p_mFWvZaHC@sP>Aq_b zP!muBQt~`kAkLM4M+iFnyx!f@psvaU()KD|hkfeBZQ} zlxsuf#WBxw>RIWC3S~T^$>^+dko_wysf_#-)UPJ`0?f}fxp2Eo!a)H>z#Pk`)HQ09 z*l)ouwOu~JdA0dG9vY9v*61&z0kQm5qVVJf6Ae%Xo9z@PP(%~gN}woIxbaF$fa7H3 z+pKn3U1?Y7)bDD?G^D9=^+Q_&KeO(;Lh1;KI>B2Sf(blderizeZ8;)*_1Hmq&_0o_x8=aAdA^Nl|{g^u8;Om zp{UU!MzC|JS#DWh@MGC&PaX1Nyy9w`#P~Nbpj*Zw8jEWe71qLZZuzriOM9yAAqku& zymb&Ry=SY++;lVu%%P-)UMb|QK2GdN3^TfqSTa)gBlb^Wrh(FLV`&oCV}b4 z_(AA4W1bdEL!I!^KAIzBS7$jG!<%ARzI!#}$u;+N(68#5ciXaNo4mlPwr8UfPZij$ zvP|D9a8vDiYw|Zi?gWb~+N^I2@7<^pNuT*6M@VSaa$knK%Mmc{mNvd$c$7+KJ$1An zx(04;E^4iY&k&Zb@8xf+Y>;_8$p2f9P~Y*h;?n5_gUeyu@{My%kXtct4IO6IDIk?c z6=6TmPXhpc{UD!VX1EGr?kwItn>M-nmX_ou6{>YmN=J42iLn#u>`on9AQ`RXG$p!D z7MTV=o4(|ANSYC;`u><@idK$i{xPuz3|`76ZH73O@ZLjS!g36577{_!@k8P_?|60*K3_mVfC^#v0#@rH>NS=71f<#9p4F^G^uG&v@8JR-!;Td zS6+`6_LRDBq>YpRnG*49fcPcqWRA}-q0#tnkQ6mOWL@rU?wUeDj{CSb+o!yEi^nCs{#|S zr(}K&dpwtv&KreDq&Q-Qo7&pA9biVRTmLoVKYD~Zbf0V9qzJ~l82HBD;XbnVK%|&G zY-UoHw%;vHnzcs;=@;4`OX1So5+n3wEb;6#lhyKvk1hgy%Sn7!6 z_491}Q3Yea2o-i`WBYNKWnk8(Dn)+;B7r9T9&k{UsoeD!BYv}y z@4B5wWwBYg&mvUsfyb8*1Cgo)W92Ktz^O<+ruL08_ckpEnuzc3kPjA(_*H%et?TY# z?O)srsPZn~QEoN=?g*o;Ry>h9f|zeW`GX_HrFq++a2nA**JVg7b{PQ@;Wi?=?`=r& z5vnu?ggFs)&%0OK%*+5wX!Y2m#(WG;K^+`?c7UL?$^c958_uB&%f~L zF*g|9TvzQcz|PkjsqenPfU64#tGd?brnK>BnUT)3 zxk1+_*E~h&S&1D>Y+^*$xK^dU&WZFhvSRHW$7VIMvii!~AiTYq-0Br7>bk6^7371B zv_5(@X+AluTm4*5{%Me|nrpr3TXTn?yqt*TQ_&}b%vH8ahw}limCV|_Z(*5R^0UE- zk#2xQyDHvG_&jd~iL9^BRLf40t)_e3-8;BDpLtx`Md1q+^}@{)u5(CN3Z4vGz3jc; zZU<%ZZ*Dc(B_2g+KO^eO&&OJ>+jnD#+peqvEy0vsaeG*tG=}}C9O?Yd5~~Y}rVfn> zDbx-;XV!9>@R=gPAhKq9?^+sPgz(;Uld{Q55okno&QX@)~qhX=CJP6xO~lMlSf6~tt1y*hMxs6$0HDI$Y}^kOG9 z>q={Li?8@jY#k!GR`HNQu%R#RQB+;F)*K6`Nl}}NrvZ7f$8~jK6||K5Pjwo&Bzk9L z{MfCqL89xhZP6sSMeyrNljW_YE}#8Qyrv-}PJ7NqG5z50L`C{k&W0n5-RW*VEBJWW zWQXEpq&s_k)q{mtQ2?V+ordEH?hk*SRvC+`>IE6%yB~x1-wxSaK0NV#v$f!yJAc;G z@zq}!Oml+zs zJ9(GT1gkRPMNkUm0}!N?9;-lnW7N8Pjxpg^rRAFFCkgLFrSM^$oYl07)O zs?YOkHm|#1BkkC`zsNj=iEi!>K`^$XTxH@#<(W{YFlTsGx(T_T5LFhg^H1n3gRn!- z3AK$vM;Kw5gs|^OB;0=h;rOj@amPB(l_xDXKk%3DD>?*E<}e01Pj6AHiE^^-(MFl( zd+LIi6yJT*m%@Ziukil(#>pr>#AL0Q-pbTags^T19T!p0p4RtdwU)}|R@gljimO02 zT&%uy6anH~S9~CowZr0q59UvDE$Szz>1CM_1B(LV@8s79Q;R3IDyIP<(3;b0FL=FA z+Oy$K9#&HA)Q3HU_Glg75>x6(&s###w6?Lq9w5%Pp<>HfJJhCJIOId!FM$Dr@v8Yv zsj92Yd=EQ~G)+!gJOmyrv zzh?YqoCFG^CK@ivxDGn+Nwpl$i6O_3JD`@gbb1;=KL+QMP$#Ol^~+*(oQ(r{xk}`2 zY@f{W)FT3t@$l`wmdQea~`c zFWD~zZhKxTd9`=pKn1FxVwi-}H3E7}6S4_) zx=(uH(%K>}JH!*c2B$(y&xRPa*s@mqNwVh|jFah3y0(f4Sn5>MZ5Ez*^v!5!;i&`U zfJ`6eu0M^8J)V>b8x!+x&j}_9NAXB*Djzg-jk{sk_+pXPQIZw{Ycoqqz6wKX7=g8d zcy|GNki|phD|`aBMALl{x=)r>2r~=Q+6*+ZXw3SY6Tt}k@x2D+syYq#Ytw)RBp-_~u8kDK z)Q6gm%DVc(1{#v^Q|fHu;AP%g(;Q8AEg9AfIx)~K)MeIRN6TtE&lr9;HP$-kn@~eN zx&K!J^^d*=z17PWSkCbJEA58~Z#$Gt2n)_>`mzwgC#x2BFGJ9CRb|GxGj6dfX3?lB zneUawVF%h(uu^hgn=NmWU%zK8s5W`m6WhU1(Q*Ub_tbH79`w5m6grJkuSk+XAmLPy zQyXk;m84F535=(mEV$V69763b1)KaN2h(rtk(UhJGaO8lZ%uwPh>Uh{6~q%0eTzy$ zqjpONeA4B70}S)m%}8Q;zI)|(;x9za=X)j%DR8XYM8`R7h7h1Xnb2fiKB={!p5k&$ z+6Wh2@~h}>y|P9NE8o7xzy?ss3uVhD-G%Z7aijyE!2tSSc`rW`k-}2GzJzhjovut&y|TBco^bsd10SE$TG-H4MxpJVhrI z<3oqPQ_`mG3*|gMc6-CVKybqN&h3D_&|vfE)Lp_N0@wc;{EB)&=cpJ(2 zomIXNw{Q-gH5o=GNTxzd(o3_NjF+a5S76RdM2wkf-BE>Ty2`Y=C+x-oBv>qY! zOTk|%VR$mtLdTD){R?hu5yB%1LZW!U!Cal z6p{=9nqS1A18`=E+U+{Fk=i5QVvU{7zX9PXwOve^q#`+ z*=7gRO&pxAo-icMC(bO7A+#Ee?v?K8aEf6YHA-kLH*AZ(MQ$UXvzXW9-IDr(xTuBqs3Zt2NM;!pI_At z4&+LX(385JAC&C|-IRQfzI)sVaKIcgPql6Rq~Mle_}Wx`Pt8VycAjJ2$=LxC`Y;6p z>ev#yV&_{OJY!VjM?U~o;Ah^QAmLry05iVu8br(~l=H58UT@w9;4d>(U+>pI zYya_T)PJ;=ZpdffxL^t5U|+Y;DFoNcdP*YR{eD?S*?dQOi=|k$!6rqNa!KKJ4sPLc zq6}JmTL?^^&ymx;lrGqMP-b75fsL-~SJC7HOJWrk~Q7Zhbda~7{#~4*>?bCa;KN6(&a#@CZM^|Y5UY5qA zB7Q*xKcI=fFez9bfZVnS<9;lBJZM$%Qr%NSn&= z+AjgHc%u@zjgUfpq~6-|j8TC#%d{*Pj@67vX$mo6O>kW+@kX~dhDmA8*L0^?M6Zf6 z028%4W^X5qdX2cAhhx{|mCF?I^hoIg8j-0VQq)780au=$0v-K4p#xTdkxH5A@crPK5{Mn3)?{F;jF z+|Twc#Rn~PFC9OS?w9^rLuBZZy)WFojT3@Uf0fAN=m(Ik-*<2aOEcJds1y<3B}veJ z*#Q+t>lRLW#(%OkPNGD2)Qg~~f%;Qhs6 zCf>879tw3Tc7BXC@^ds?0<5FkL=L&=?^zHJO=bY;TetaIvM z>ik*HR_l#MMpmNlRgIM<*2*m2%uXMbAF>z$<>wq81SNSQ$?=_fT0_)k+{$@EQOi*?8+n?kHj+km) z)PvOmCR9zkOX%}{VW!pMRP_-fx(?fe=@xsAr|~FqwfH@IqaWPNwfueSE2?+Q?p9o? z&K2@y9?t~tU$4^bziZSgR9yia#*QJC?8sO>Qq&-1?$0!Rbx1;}q<)|rJoC}8mq$9x z+C|MTb`Y%%q|$b`%edX=ueN}Js>v*k%et>s9@VCDQmw9k;@{!*>pp_$+w9)Q<(YS+E2MjNAa8Eamv>hFM$W!qDp$-J^wt+KM-=`rXFkKa#wj42KlSGy%KKe zTtoRGjfu05)s1akt)#fR)_U^RL4HA%s|Kv!=Qpr)qEJi9=Fnhb|Lxx9>TixrtiPn+J$=>FW1r8(uH zH^J?iQ=825d)qhw+n42=rY!93sx#5sdLa6+57%5C1q+hF1^ElBxeHWe4YJaua;mz$W@h(1)S z32RSE_t~hNO!q^jBLWv52X1=5Wp7kbsyx?@_@#b@;R}IZDpLXs81jpa*iA14_nTZE zU2OSzYS2q{gYoq*9aaXm$?B3~$KOjAe)Raoz9Nx*;QBdK(a%$B`yMi$8&s-~-Z);? z^xl*Gowlf9- z>d5S)7S+&szgFK+rn|PD9bP`NAACX!3Qxm`!)uAp0!*o|u6+1C2jMA~#8+p#jP)Y& zMfX<#hI{MDAn}JsXIm4)E_Xr2aXfY!;B^Vi&wF{q>=h}kd7W2kQTmRgYXvTWn}%~jWUVzfo+5;-wT#YbO{TX! zQ90Ktxi)KUvp^3!BU$A1;=)n=&-H+nprfEDv2QT0;hDeN{g|WEsJ2z1LgyMzJ$CN1 zAu7qYqlfbrZ>ArV{|!vNAxTk5Lz>?G*V}elk=QnPO=#@1Fxym;ZgEGaa3z#xJKpI= z6!0BttUW*EX6$AhQrQ1HsL~Gp-ulUB@C6bIyHQMy+u^DkpC`@W+$;c=vhW!OxQsj}xhz!=vqL#|S1m7C%pPY6wu&!1kL5cM!k1+?|F|!IZC#(ad zu~18t$RO(W^gSNQs8{X*NVN=7AN)efp8|HDQ)c)!NPp}G%5-m!wVS56Y-P246My*T z80RHu6X+1sK1QqApi_l=dX^qRH5;^N_q>ja*L=%_mZL{Yl5HobI-T5zdIl_|^__z)cw2$tA36C<;qL=x`R24XfLd_Eoc(w%Upqjcxy|PQXkoMHMHHv( z0f=AJc9GX4e&`H3fecup+4l5EsL$V|p>V+34*uqFYJsi~c#|K>Xp5%|t6A66(WLTi zXtTd?_a!PmAQ`|N(WMu+F%VVNzl5rKr#l%&OpHUOi|^R3K87W$=NW#Wy-AB`*BWn- z*o)BrfI!Xz=D^>Z^gnG9H;l+yTpsScdv6l)I;$ z|NQ9rQ@!{XQF2yUx>Z`Vph=pZ@TR0^`iWWnj}sfU6R-vEtxiK&tUF~Luk5MNO)@8E zetj~S8Ejbac6fmDd)A_?)lePR{?PQL^;Ko2S>mS(>{I#*6mIVb{&v10Ars13OG<4n z0#t$n5M~x#cm_>)9}fl2knyv*N!oDrG-+!!>WQk55GJ_1+{|c~QgA>7ttJx4NqL4Y z<2{eV-7iJ}prJ%M#)aP413cJ9x^S5JFL(fU`rX(WH%xVhSJQkwx(eS{|PDtE3noY+0n4S9>W_cZWh0W|mk z0F2m0n`@QtU=dqmUi{imlXA2km=`y=`O!jwQFDRy{}(B@At_#I=UUX3W33B~NXw5X@EVtR<2vH?uS~+FRCH$j@+hfj4hpYkP_c$UtH1^h<=jc98zRmPsna5zH z=t!(%)`<^MG6FH9@EDx;Y3jT72j~C69^6_pbnmsbENYhmNprXdP>4>_3emkRA8|6? z1mO>9%US?^{Ijjf^2&^VVFCObTig!DZp-g)xh=Uchxp#>^Kc_s)_1>kO#Z20U52~ql~~&Kuj!9N(0+} z&gEZ9-UqbKC0TPB(%NqE$h6-YRW2!4T+wlQwDJvpxs}%fcOuRz1aAfc&_oAxw>O4x?H4dPt1Evh8J4uKZZ0bt1gvvY!N*sdeGT4zZI zJA^ds)_Q*%x6Dbn<(qB>#kl#l@n6D;tt7e2Pu| z&&G{)BfWb9mK|_tU|(k=7HM^8Zeu}P#igJ7^X~Z;_wueYv8DSP*MVzo>6eVhMeqI45N=4|oUy+(vHW)a4d)$8Mi0$e`8UnIl(b2cZR(bsDRgeu^`Fz&1(U=vQ z^L7%H$EaTP^s`K%nj|H=eWECjeEd3CKZ-(?FHWSUnmDZiNUD=hpc@w6ST&1kW1PtN zzH3sVc{JECT#PjB=Q+`cjpN_9ASH}rlm?w6ah`x0{C->@)XgcLd3(cdK6fQjj4Cj} zF|`1d)-7AL7>B?XlV>p14!VQBG{SvkZ6nk!Sy1R@wBOBOQ8lNI{pg1lku@gg70Lo) zD1Nn@FUT`=+?T6I_QgXkP_%2-ZQ8Lk=(}qU(`dL(wIX71b>`#213w;aZuGv^`@TK=(Cbsoc8%C~4b9Y)| z5Mq7aFO=O=z^LnrZhjNKgp&OR0E}LIMwV<-K<%co{Mt8!%`H@TGhzc))I*u(ues<{ zI5<0L5hLp!5TneNYaXrYyp5djn3~X*14s3C`3>C!%mCmO(ZEA={2q%;C(|wlpWIJM zq597zp!f!A-vKmQh$jH4>Pv^gUS9ZiK`8$$Oz~VJ5cOaXW6y0n)(U&t8o2qqQW>=- zlvipg2=Ff-Hl1iQ)|c7u!(uexzwW-ZOv4DVy$ywtYt-MK-}g= z=Who5=p03_YO*wfH&BY{b{ujQggFY=Y0!(Db|T2zZ(TdMss?vmeS#DG3*}HS9ooa< zn2G3Ci`(G2vgquhjYzn$`{K4pf2Y9^h+>rz$$h%y3Q60zU#}2%D2ZvS(DsOLBmA=F zy}=?HuUJFUw^*5OGhOkyT`Y~_xFXw*M#LR;|$v@qW;J0z~ z>~KcNhB@@FY?v102CWl{q46G$9>p6>r7zNG@9NDz@d}ZDWljAfUIEJonuX|$oy;aB zw5=qt9)z{|Ld*EK{gK zqB9K*q={GI#?@r?W`l$O%GS*UKP-Rp9vT`1&yxfJkIb64t4_Eb%PN_`M2~-Ab^lE! zcX0n*SnF>x`A>1RzoiLq?Ee=1{F_YvT{3|I&|8I|Sj4MLjk78E3$9d3$Lo8|VYp8-2Eg`Hv*kwyIZ zHqhZq@*#&GrQQzIl_d@RJ2^-e-xftdK>-1Sb(^FoYf04XC9vZn@#kvU{w<>$Oi0di zJut!|frKl2bCxrS-E{p?B&(YddJz~)4yWwxjm)59xp?DFR@xh2MOmy%ynMcs+ECQ9 zmemPC-AWO}(JU-z-v;3P|>M66(l6H=|E~xP`7*WN*%&7!4a}DglBBEA5BbZm+8H#lK@T{~yI@ETst(5P}|I z5LzUh$J5dwfOm1VCEYlEp>$B)VR?3V&#b{U9b(M3fIbq6=01ytFeXB+)TO$(U`5uhC={Y$oOYTrGFQ(Nh?y&`$j#&ZXR2 z7^t@diYV7qRM`lyf%zUoks)-?QM=wIqe<-i{DM8)0@!8v{Ki1f5My6d%KWNi- zZg>Ot9`1trhhQ0JW3j#WiPz1y`u=`(RWM=H%M3f4o^F(R((K}^zz*=_ZjVGR*HQ1V z)f`B+A>)5NJojK_UD@tThF{CMjL@r!wPtHNw$vZzr|+F_PylB=Z~yZfjUR9|<{ zM^N?Sge$dv3z7BXzCrO-rf0YR!tD7A6`j(R#iT|+?8&hS4!IE3VtW;H^Tmu)H72n| zOwzMYgkuZ_$|?0Yn!I+kJ(b7ydr)Q(zhaf(wD=nnkSAX6o;J#w}4yX38jidj*!0>l1mPY0KSpO!d}uv~3Q5JIDKty)7K$C0`Q6HhnYyp|Ol# zu2Aco%ooIhFz(K`*lR&7?W^S!RyB&9yDTwZs6tMn1{G30=Hh>7Q4BEqxJioY{NY(_ z7L%Pzl=SQb%p06V>L!_)9#Rn5P>?F(eS&6vPgf-s=pJFK( zclzZn?3-CK9)n>6Rswl2vhrmi<~M4*mRv`Dh5a0d*= zsZaejCQs$=+@Dr~UTb)wfj-BrdO7B48r-!+G~U4I#F~Dase;YSyVcgS&~=o@SYuV^ zu=)H67bcr8uX`}o${LNECL}=*GURUyaVtVp4%psjSRc=g(rb-f5=GO#-&fSXW3E`7 zi(tU~jS!d!`e8JDUY{&i$W^#=e?BoHx0d>fc2g#DgAmLD^@N5n+cTskria%*cK$ju zLgGvs`(*QQq?wvj}H0!6bDr<5l5A~4a0^%7rwc|(TBf{RTprM$f4I1pX9tqt!SXZg{Pmbawj;KL{EPmBCWU+0FvLT;n?g$9&d| zWiA?V@WngS1{dtY*MzuVSPY%hNyj}+J*3N(XZL3b%G2lhS6z%{D5$vRv#%(?nJ{8< z*WVc=8~zo48zr$!Y?;i6hS57U!b+-sP-ij|Hzxt>5>Y*iS?z#AW<>f;>Zli*TqAU-MfEHu(eFPKYj) z{7t+vR#7^?8G8$S8sXWiz}_dc)F%Y=C?oSsnoYhN=XTe-Q%y&ZlRmF3hRuM|X{AoL zV@@Aun%dP|e*nX;P=FW%*1e$ybyH^?6E{}^waJY!K#j=i^`n6SFbxl#Xus)ynIZs^rk;r@;ozW1svOt7;SYD~psIB0`B#{t9FIOku!h%5_2|Zjp8Sz-VgA2I)ZH`c&r z7h#$n!^C`>VH3CO7->V&n85j_EiWlN%^%*(xiOqR(*OIM6_-p$WXt^HLm!)1y(!xL)PHzE%mKlvG@E?_56HSpg> zU8aOdYLE|0l{VJ86!mJIzz_JR%6O^zRD~*YLrH za%jTpIDE+sg;c8XrR@X}xYj!}!Qk8P*v2IXA@VKa+iE-rm)20QmLko9J2$Rs=2npU ze`#j@)7Y_V?3q;q8{FRC$7wp3_Y$^I<08I)_;pywzghdWc%Un#xk8)FOXmZ@d*h~O z`o^doI+#`RcjCN@&5o^Hi0Wi1Ry^D_z_TyfbxpQ6GLL zad$qVlN8t-Qgv{#g55%zDuhjZ#fiXrC`rm8t8 zUgn$v=F)Bh=YD@=e}I;tH6 zQy()VGq`>OOSDs2M8}G7_|88`>~ZL!qjcF>u4?h%^Evz zX76dnm7?O6lYMP@{m&)~4`;=VKBHQEt6*tVyzu$WUM$bQ?0_L0}sC* zj(H7WGwQn3tt%Bmn2RIr=(tYUC_gT|M?*HTn06;lyzHh5X9=GQ!7FYd*L}iUb;F~(|(+y z+%u3_>$H~kxF@y$$Qg+M!lpJwlCEE)JTjYH*YW*YmaFhdEehxr;#Qryck@5)IRDe$ z^?fznPm;NcFyqjpn?^5Va1U^Km1?EqZ-I_2mNCiN5NxIo8Pk~?X#6_YO^Pn$FWfna z1*}vYm7%F({7T{?oe5`BR{#S{CMxAk21*078^7}warL@C#X+AZWR)(%1FFMw7!*hT zr;JP6>GslHd3^QC_h76JE1AU%b$C|o-e|M!e~3k7AMV8Xp6^eSu$d+-rkRUIoOKv^ z8ieA2|wJPPly~EhU*b~Uqds*TSZ|^c( zNfbg}mh+ueKB2qSk30Cf?NZz|YJ)zQDB6p}6+HUz2XwT)XOK(hDm4{xjhaZi@aV|N zQ~4byFIVohj$Y3P-N_%f+(+7223p&8aD3zzP`XulKB~c_!ie44ea& zRZeS{@pwui+CJojtyIW?`(`m7h*UAyoce2#1qT;q1Fw(OfyG$^7N>;@vN#q0!{YQp zOe;$v@)*=0m5;>vEgIeNk&dh91!$qJ`qF7Idk!1hKnlQ4m!I;O~w@z zMlhTr%IaWGNc_txs#vuZ z%+!aHt~VPRTeL(M*{@HV=%-)lS>8-yw?5x-0Qq``D;2E|C7r9WmKkESrO$H}P*<75 zi2%ztA~>4 z@umU##bLyZMmPK9chT4+djcEXeRPGGi_ToovEZXN^FiiQ`3$j&7s5;nF2+RGSO6^4 z2+ZO8{oy);a}>jP`Xd}ZjW~iQ#n^Lb!m}FZV@>?00`GWG5c-maBdUp?5J!7td{dAUTpoq*XRwJC2n z)N}+mD#x+D$Ygy{wk!Qg67@NTJO5Oj5t#`sRDH+eJW9orL};V9T@0YWx5EPfm3W7@ zhcc{><2pq^AV6{({P!HjRv9dGH;|e03T|7=p)1(12sPd3{w&dXxkA!~(frlfK(Gt= zQPp6}FEdr4v2I;*w!wx)Vl95OT|d4w54#Bdbk?~OQQo^MGobS?Bfd0K@b1Ub`)!x- zla&lwY`qd1O~IW$l;P2|T8;j~#TR`PJRj zd6(~#2CTH;34Y896eJ2QJePe-ZaA|Ud#GR=Vp`^tzajf*g!pr4hT48iRl3c^{b%e! zP$E|Rxhy%sNUg!8ycsgn%$Lgq)?Z_&rE9xf={ES;P&-<7Pfj~D^_~>;n|u?K$C$*J zv^j+(j}Ea>A7=h=CkWfYw_*LCM8r9+*T)?}Kx;#~qN}1&V6vaRXq}af0Tb+W;+?W0 z9qm6{Fqn*)L3B<9(6aA*ZvvE!q|X2vx$- zL>h4?AZTQtu2D;42k&~cXAs@`IygvHZfjt_QG9!5%7%tgD`L`o&o*6!7(ZlQV&=&Nh?~XR0{VHtBKCN6_SQpD}%Ds2xWR_ zz^Kq_5l&3*M1mm?MGtItZ{_+z?aIeqv>brnFwT!JUb4f!fwN)J_Ck949La`_&Bc&Ri0)2Z-%ZokrOKSc3N zcQ_SxHKX2hT}7R?KS8%CIS9JNKKSP|R`qyQ6ZjLHbq~SGozEU6gWy`(f1qR_%B&fX z9J6!};Ev&5?758-m?AD#6jQUaVvqvzaN6;?0v#AEloQ=3-${!FuS%yu z31Y=md_#dwVITH=sRDYOjN|>L>t7E6*u_CH``*C+<)HOx2i?~$+-%j0_nJy{ir;{} z4#xmcLtqZzJNu1lCIS{z^I_%!=A+b{uxs^^%wT3<&!~zt0%#pqB zDi55@Z|xRq!>5w8)8J_uWCa{wKS^BFk>I}xXC3j0cGk6)=1*%@&-yUw{<5e1;op0q)G;sn-)R2HdRX0U0&nn`R>CfWfHHi zS2i>AJ^_G|Gm`iQyxjaUm zKXbVAd%n}fczUFvG!V?S-3>~9E_GlKnlDzUc!t1Xw!BJo|KY#TWen9$3T6A28E^VY zs6Y@EDM9DT2<4um80Xn|FrMUY#1DrdNsq3<9IWI|=FVeW>mRzI6TR04AxdH+95%XM z|HdwM88**=nNnJ!w9ID43<5<3?gp1!|@tyB{u zB=n6OTQi2!Lu3lt_jduQ_;>a*gKWQWTcnYxqXJw{1ApW{(_|I7p@7I}7rn{o0ny|kUc9*y$= zyC6NYphL1xa=dg#FCVyP*6G=545Nig=D$+UK|6PSGA~|u9f$BFZvWBfpMDGSVMGMM zI|7J86X!gT6#>ex$R%!tuXeP-+~y5aR^n7P{mf)>=s&Zyug7ajU>~q`)|N>?u*nL; zQx~(Y)^jILFOMMwSfX3FA8~eWC}$@+Ok-;Hi!#L7hE5W4-Mi|xq{x>1&KVy+uzue` z{{bnhVQQE$`rL|;a!WhA|M-?x6Pdki)py4SVh?QpH$vG!(ZxCF-qT_?n|0oTB3e}I8bkA z?eu#j7cG`BH36y4FwAWNJ9trJw(&s85JKe^OLq5pOxr{hk$S^+d|2Qi-3PXI_uD;W z<*7vSVng0%IP4mt!Bd?R>BiY%FV22_a&!bbfg6q1!BIQ1Z?DwqsHm8CF{K?fI1CqsTjPWQou@ z>|L|Nd*+rJo4AX}>(Q)|JQtDGC02c->e93PZ>N0iXvI&3PcOrW(k3|v<9$Y+Z+HO} zqWRWu=w%Adlm(2{I4HSNZWHa%&!Ye`3Lo1*_*k%d&Ur5jiVS|GvjRZN5sz%&cuAjL zMW-J~FWbkl%n5*Ab{mFpi45pv;~MAp(~sQ09vvy2`D_4jm%QTHuiE+bAlLt#>ZQz- z$)bC}%nd2tJe&S;YAM(sy>}10r~d_I+f1#HMt+90!m4#Pg!#=9pN^;7Lup^0{il6L z4ugT%U(67z=Iy$BX6bisgHlf8(|y7z5uOikjSezZKi+4;6Nr4ZdCZ8ZNMjeZAsi$B z(R%tGFw!9%2^}*Tn&?YJ5$T6?l7fti)-iPH>>JgbMX58~Sj?%-Q;FS+E}tLmJ66u@ z4?`z@86ox^dH3q~^saED?onx>ISiw;G1~V@E9M=P27-FC7>zbOxPrAp0-KG z^a(1+wt1?yT2)abHi^e(@FNf}+fVWg-D6<-h5d^7t3h^XIP(`lKGU4NRdG&dI~A~@ zbB9j;`V{x9M6`fbM?uh~hapZzr}lq8+$^27TXl+KO8@!2y?UITN-$*4&xc-t-u>CD z8u~moA33Y?@0YostPbV6t2qI4+&KZ!>uKXnfxD+kQE#%BW(GNKZ45$Xp7N!PR7y8y zQIF$OOro^zVvzrc+qCW+E{v{d7Wc@iAws5WH#L0C5TNzQo3WVDa_&h=SBZ;3#9Qxg zovZFx6SdKL1k(ux zVT>7dlu#MtP53yw=DuU+JFtB!=BL=E^vS(KBi({mMZjYjzXW|-7cM1b4AFqJdPJjwp`c-Y``oiQQhe_W`2K1aRB4c zdV5gg;)hMp@8{4eG&dyWj$M;MfA5F7*!7@VnAARQo(+48+rn^3-H|2tCZ%wKj*W3h z-syS@EF%R9G*vEkaYK&gX8zvPTf`a2)C`5~5g`OQM{R*!;6rn$(UsCV^4b!bY3<=Y zRn07rRb${h9@&&hxtliRSd}&yg7kNdr?_X!FVus3wvw21+uZU?SP8= z#!vVAfJ{@MK^={=@@Y0zZ-WuoyV0oVhx|K>={Ve&%2MQUbvW||{}i8kiygyWpK901+zh8;QM@Z>-5>~=!XtKDJrKu$^OXqQ@frsSqvPKN?e zV+goIs;#$hg2g7TFooQ@nO2m$oe*xCKIj9pByg zn%-}xUfzg^d2Acn)2v&>U}Dwko`wU7{lD2$Sikfgbo`ul9H=VW;}F=^0zm~ z?z#O};1ttnO=4Q4t@%a`b5NwL3#TUdR4c@}vg(oM#16K~UAVT~oAQqBa1eajeQ@wN z#t!JnRJmw@l8Hd5j6=zbkg_^=2inWy#Oi=gw19w6|MhHIzE2h}JQ#w=lHYUEonh-Q zHlM?1keo``bHk(x(yLXc`46L3lg6#+Bu7I~kRYQ5giH;R-i`-J>${})!6bKiH02$Q zraPS3;#LL^)`TAH`MqR;N%;$ns%sf8u~p7xZ2QO$4zghF*S%|zgqnw%?e%8Hf0O9n zB>Fdr{$DFaF;>U6tS(ML-;Bt9R)DD$e{m7l(f2%UYU;Anln9|Ac8|7hyo#ZWRk?ZG z&DHjZD& zD>8=*%a^03pZc;dCS(LeD+4>7N}W$T>eZ{<0HXA~25BJ8C%X6vCdEz14maaOSD8pS3r*}&D`R;PMBaC)tQWEOuW~*2pBTs3!b39P66bzO| zH|wa?(U)hkWm?t_OXxi0{1gyXkyA~S+Gx1%LrS>Di%(MYv$r=ZKBUV`U4>wnLrsU^ zhGqp^jS}l$B7Qh4Ddyse84q8RR*bQ%_!ywkcN;$LR3A+%GS)$*)lh!=U}dK4;W9CC zkk+9%SFa`;x9l>$c-Z`~26hq~dyc`d)7=Vd&J)NNHz4GO+X_%(ZCU7S!O4cixF(yf z8)t9Dd^It4B)#mYF~;4hsxd+DzQRaa@dx;yQ!6F&Jcc{0q29a09H4@)Bake}=DE`< zypuHG#}fYJ)kk^lO!g;Wh0?W>-ru|TyvA~ig+Ejmv=Je@BDqv2RV1Ssu?18pX&Zb= zV=S+!dH7kP^TQ7sF_~B){+jptWg>-=y-$<;pc%WlZBuW>uQ06LEZ;j!sRM%nxmzrR z>GQnRBe>8{u)|NRpL05k{A>ZT`@MoYQ{kbbVIO*yXC{c^89{v(q%f)d)q{Vs>~TAK zA4h*G-?q{CFDwA1P95JP8BdA2{oYVi0p1zRfHKtK_2Qit@=MPHjDORcL zaz5JlP(pd-jHWs0I=JL%ZIXP@CTX`JaUhquoYw%Gm{Fs39%{tY*&1M<1hHGA?*^?# zD%9tM!ao7v);}LWiKo+la{!>FGoV9gER-J6@kTHToqsW$4vhR|_e>V|h35_~GvzJK z{vQX0U2@L;ddTW+N!zOj-53*6yh1K=#@yN>-b1Fc?=Boe%82 zt1G@ODi`5ox`pqC+!b5zsw>rasCcncX*h>7sp;S%!uP0@fd)PGTgI0LmxzVN&*gNN z%bv~?mlZurT4t9A<~lzD0#CwMv_erXGh z+6+fTiVl(n>R`#R5wwLxwAJ3V|FU_y68s(V$m$8 z_jzi+E7Te8UcMNHb8_fmuZjO_Hi8Ya@a&TnCtL7iju2Z7&0XUQCJPJnqq$X*6^IAuA2R~ZZTNL47)RntZP8U9s^tgX2BOy`< z=2+LXw3MzFgJo3RTmZ6?-JA@b4uF^7joTjf2@3Z9ew4pYNZVUnkUk=@x)_AJKiZ_e6cSrVPpw%{TtZ&peG)@pxfc?)O@W z{SVB63i8!7{EP1g1?-pergjf{=RL+8zs|{-7af-|%{%fbPFep`BEEa@`3c%&p?jiW zrh^ae@aEc@AAF729*o*%Hjpj%aQPXvraV@SdY!VsjcS*Z**}uT2j9veTRn@Vn%;fO z_Scfi*;{HWW|#H1%JFvoNg@pXM!Fy zpRkK4Ez=VM=DpPYnt}FtVohpG=Lclo&q=@2P@Yf3<1XmuTCQ(G^*iB;uTf9q0|>p! zZtwT3u*U|c)2i`fp~N(z7h?#-nTxA7({;qZIl+ZYZPYBuIFzHDBup4JT~F(vEP^QQ zSeWgJqY$J%wB+~u91bQZ1X=Jz22%=MaGRieC;1zM%L#ubX*wMfhR{O(D_&lE;hTGFLQ^h^BsV|ib1&4 zMjFWfNsR5{hsx^KD%$gh{c$K&9dzgb2WmZw>fmtz{u65XtU9q}Eb`l41z)qmB0f@c zTxzGQI!7*(tZ~p(ttn2m~Zh^Cnh-n4s_O5;0ewj z%7b3OOo|;ULf%8JFa_tgs`ApVwUFLdQ@>50H=KWg?K(R`lvS-UG3A5vvO?+7#@fXO zv1`f5hPVrPLVMQ-YY^Q+z6|B9R61p2%f)sQD#n~#4A2OGmYt!OmOoz5Xp+>wRqYf@ zCv#nEDr0j@{4{KkWhe^`1!X5V={toJ0ycG#d{u0mU!g=twBwcpPwPKfE-8ZcOc4wb z$gn(2xh}Lq(2Y})Y03edEHwDqNC;c3OK~%O?V5VOq3;QAH~nlNuVtFJZtMe%i$7iV z=|^YFDBpP&WJpqa9laxi)3X(Drz`{>8`2?n-iWDBc-LRMFVASlEOSSM7CfOj+gc=9 zJ7M;&$c;%2`v$joz|f~XvpQpXj(lr|Dgd|Ap{v+q!>v!s-QU-&$o_fEvXZVOTX3Yq&LDqA`lZ(c zrD|eXu17`fT%0-y;1O0Q_K0yzcfnXL2PBxV1tNAq^xgaGB&ab8U2aOGK0yTtb8Qt= z!{AA2?WQ$$3o`o83)VJjoMtQ585d)+U=Rp{bWy?9A?(vKF*^S(g<}DKR==1m#5km< zeSqXS?79O%uo56{1M+d2wJ0NSM<7JB6xyA1d6Qs(Rz-R@W!!57rX^)A!(`s%g72={ z`7pyP?E;?sEwBd=xr#?#FK^ksOqn2N2f&)NvX6G#KZ|d^!OFe%b>vtnz-dLUkn4ym zb#^_kq}9n)fc&(+>e2u5=o^`=HRG(}!smrh{_V#Br$4-t~b6WF<`9zHpEjDp`L) zO{UJG#1m>C9Sq%ta{9tleemMGT1tT9P9S0zN1=Nj)DJ2}42 za*|$bfTg5V>{o7g0QtGT|A@f|%-ae1VJ=)p1#Q&yNjy8juPN@w#+H;&<9(j%&Zlky ztH5;ewxS}^d}r9coY;@D@$NRqYHRXdQR;S8UFUG-WV<8hd4%hj^!8nMr4<-_mZk^3 zRJlWJaRgZOl(D6^?QmrIe17(wv-@MzWpbZFXH}#s!!jtEK%b=#R$C)?E}D#q%!8!46l=2|Xe4r*(8?(1$5+aT>I}PJMpYXoiXD0yQu7 zue{|hCOh>Fhx_$!Kc=B7`T-`bC(n0zb=z4`OL{}35UxaW_jKhORNLEs=6VB>I^!@m z(sGRPtjR%6d=H7C8MGUZ`WC594a%_o;RTs)@{fh$?8T@tIq!PyX24}ear%L0o~#~n z_tdV$lh;gLowiPwK5IN};q)B;^D>O5(puPqCb%qrYY2!^>u-b^CqbEKd-1&$fAZP@ zdG=rAwVkcfy~GGsFrI1z=ER2KN+$#5PC+w<^o^+(#%0I+XX3hVe|<;Na}|FBRn7dL z4hAzfg{*x~_O!Z(lgag(fLZN(?7xb7bUGFC@CXIx0~~PZ*LT(_AItS*Jw6-0zpq)9 ze27VBVD4_t5R-6(_rOi-`uk#Etk11DmGo2lmtky|gBZgl5s_!n4;vtX()@ZbA>DE+ z1j>$%e;w}amh<@%n*8Q#zqNH~c*Rdpd_iX{|8t(aa{Mq+a#vw>ec08oDbcHM=p`8B{UvWmlCmk#-yleQH}cplT{qXLge?1}+b`ysV2!$xs&xKgaet=1ePkw-eJ3Q(^b=yh! zF#5>~TW-5h?bWr!+5jVZUy_Z4Ip5>ah+#fd98=(3Ame9k*)r8YZPwq?Hh)kyJowwn`}iA|)FEQBq1;8c~!Gkd{X2M!Hc1Y1~LjE8R#p z`&*aiKF@gGanAR?!#{5S@E&{b>-xo9bImm;+#A&yV^~h04ION?nmPVCZ7tUSvE=I~&! zVVv+%p$l|=&@Ku^c^xdb;p{c>FJv=J@?aY!Cc zqQ~?5rZyQ9-y-s^$6j$Cw#bx^hjg1oB_+l*9Dd)8K{!q3J>+nrD#lwkUSF@h6qm@m zMEOMdh!eREUES~VZOLrLet&BaDj@vEL?PQFP|-B6!)iusmHLaY*GRavl=Wp4z+7k} zJ+*V?M#v4SH*^<7#r}p5q(H6Hg<~~@vjwmrRcAji>zen8N8*J~{6f(4;V;w(F{CrMr)Omi zV!0rAzk&JW&zsa_h&6dFu|FL#rSIuIQ#QPwTVjHv7{VZUb?TazXvJxT=B4$My~0TT z5;bFrOPU64F%NGNV+y+ax8j{3{1D8ppKKS$)bY`ub_eKlz78#PqG}W#bo$;!yC#aU z3td<7r(p<6@#<~ZWWgI<=C0c*t5IWDad`3Vi(7d~kqgv35qk;|be#sh_y!S6V;>6C zG%)473nCTtUs0L1kE)E+J`_F;hp|+NGy&&%CVzvEw-v{gn9cvQr*ZqS zCu`VM<;V1D@uZmhm7Ncw52LpjUdrL9bw8*5qSY;UTxS;BFF@`q15-ggRe{|6$vA;A zm|e<(Rk|jkZ^9|bn+bDS5OXG-BU#lDW1HKtTc~IUC4nA{gu_rce~8XAy5@%euF)A8 zT#UdgT^R~`cA=qBb%WFJI(La#GuM1H6pDOtWtVO)AUDKnMK8Pck*73;jEOet=y=Le z{OV^;VGk4Wlf9{$MwbMES2!z+4^@ad0}0GyMfnR!BjxL}`N{F8`B|wutW0%{Uw_Nd z%I(ug+K9B-cz&wX>fPXiClngXtICB+(j6{m{aiK;FliO)o?-i6A0MYG>F&=4je#vX`VAnGtPV=s8y z@FcMyC|e^_Vd62ZdvwKNYn@yzdq>z{aED90Q&2Xf0_QiiBB(*Qxs`Xw#MH4i&2Wav zHm2dKhWo;g^qves&jsb4iqxrN*dY(c1lbAAt7u(=>pELwu4@Nx_yQ>1LHeKnS8-Xj zXa0CP4!=$V_T(^k4dT8jh%b~50lGX$X+4cI#98|#i#iYtk|aS zxs-f3I@dQ^<&bK9^(ET$K35Ek^X58;G6_Krru<&i8f81{OXCfdmFGC@ZR}M76GK5} zA+4w9px&;ok%YT|x7uV@VVsgYq0LL2{CD@&2Z(lSkM6%K`({_Up~$66nYp3lYEsO{ zO5NT$u*F)a6~g>2;(A*vgO4%f8nB@{?mF(DI3ER^clEz-K*djxNVRhDFl!t?Z50Os=i! ziwXwoR;&u~-+D9fw!%4-`(TVCLTu?o%ay6-C%BQd-Kua^-Z=bi0ZE{0wPQ1NuR0D1 z18~F16Ym_lj&CN>CGWJJ$iu<0jSLOK!Epg2k9ddtH*w#;4vy3B{E79=!fX@UP-8HA zc%5UyA;PwsBj$ST?=wgyL(ka_j^4Iv4=$BcBJ}`ZzI>7eWVv7*d@f}vA$P$? z7m}VQ8bcZ?_=OdwFNGF!>pKI(T3({~=?2yBTs496?2 z&G3NRzimu=38}h}0mMVO`AVGqhn3!K30T02oam~uYbbs z4YtdpyGX^Nwz{ZyohHR|LbYxafSmfS@2|#g)J#w!<_#D0&d{-;kUn>024l=Oh5`H>E z#wqiMW+62uf-BL7tUtdr9P5qGPpdD!*}je>8*zYT0?A)N@$P@QvSM+&PS5X@ zxiRBy0bUYy`f2n=UdXs;3L+%~1|mw7j2|t?3%aSFdSFi*xJ>U{s3@NbzoiPI6Z5A+lNS%JbL#smI*8@rxs?uMlXTN6Orh~t=sqA@BLH=AfD{Zb>8ywLkcOv*PHc?IE>T~Hh&?H7UrMD&0OU2-f0J+kg&V$4?kIchh z^V___#f6aFIUjt-&Y<^s^=&-I*1zPyZCv!~+;n}2JP)Xs;UfQksh3wQw{O4bcigcW z(mDZFB-G$5*91B3?+2$sj04ORmJFu24w2)EH#V4eKY1&Si)TNn^mO$?^gX<-4uhSm zWp3Mx^VG1(I{vOj2A{}S@vFBKqjee%`tO`7X^)0<^WH^kTX((4yC?0B9@es;TG)s8 z>422311k2vY0u$?GQr#09yBaO#;@jmkdck8JFDc72yXK(t16t?UXs^Lm_3Lpjf7S3k~DDQzMR4jXpNr&}FjVrPB&w7+LX^))e z$6b(MXr6%E(lYV?sdR?J(32Q*(+CVlpF&MZac=*0$>}^0qNy$xdLQQ^ZZA=t14@D$ z!!{JzCb7b1s_dxD-lm3#m)zyTDe}|}z%8Zf>>}m7U07@b>#Gje4)Km~>JmdBP6kRYma6@qJardF^>S)!XL-OInQauBc69{6giU%L@ppQ|!@TGI||MQ6aE3|h} z*y*VbnFuhzK0*kY)2 z=tms>w|<3u2nkUA*rW8)w&8~L9Y`t-J%Gw=SjC85?K<2Xo`SzOyukL%(%BQfg{N38 z7HMZ}+Zbo#pTo|!AUpcW4IkCAxKr38VEw4;R5KTO+IKIRoWiisx>`qwr9o+rW_tD+ z_oWzN2+7~@0|g&d^3JqibyEtyfAx|CDY<(O_nDG>1aZ-)!gl~^%=?1H!nwM}KS%{l z#d+7io|o^X>w>%i5%+{wwEU?zlNYKN95?iK+V~7~t)QCPF70fOb_lybv!O3L#`@9^ zVqNWBbng2&yB1{No4VqaCZwEx*p8FIhlDOpxGFMGVFOUo*2AUqQQ`J08~H0h=9kBV z+v~p{cQCI15w5?GD57tFcN(?xPw6n>(~UjlXeCN1o9MYS)T0)Ad{p34$BS0`UK-p> zM}mP2)-1P0jb!>}G;59la07PbofAm21Td#zU^zVX8S~7kfkj5>7rsL6(dp=^KNtqNQ@O>LvO^c+T zS%*8WuQ)1);UKeo3KQ+o9vfT7=`jYw$KM=^^CZ`5HR^t!vGu=*_im;7&5d&@5lzDt zA<)|B{?8!@q;msJJGvAoUy^fySQUOMx4{{U@bW#?Z`D>{1~T@W7CTD$ae%jpLfI&D zTfDoRzp5Z51J}e&4f(%b!OZ)uiXT5Z6_Um<$xryGCPysT>JsH0 zg^&hhlGj}Amcf_fq}^JsVV8EE%&cBj$^7_kktCZy&^o%4=m0ZI#Da2BDXf7?S|E^x z_g@lOe!Fv%6GwY=Fq8o{zX7zpfBHE|G2mz5v|E;P^}#Wa$NI{j%s=bJe;{N~DXb%m zY2+%kaisg^f9P2){wJ7e!OJsz`%X~e8u09!o*u99uQi+nWxH4n}l zeH=P%YZA(Mu@tN&@iU@7ktY#VD{vUdTi}23Pxy;IxX-f^5Vm6xnb1eh=Kg3sn+w*w zi=ievC7r&}GbC!yZ}w$2Agt%O0c*><8`TgiEhsTTS2r)e2p5=5wPlkozrkMBdAXQ`|=>?#E7Z@#5&Wj=)ts%hS}fAuUFYGkijHloML1!Y4|71 zr*sgSf4b-zG={`@i>7@f!tWq3cg+ob%ha|JnJL9_KoESl^yl-b;8Y@9lLUF0H>`*3 zUQt7JS_JdJkqI4KEM`=cTLViC5x1J}U{U)4P?`qbTuvr0a~-0J!|`o5Bn^x| ztH>-}QjP_d$361AeEkC7O9%N5u*k>+xbt}Xt(g>C#A%39NYi3~5id=h|D1%foxnd& zj4{RAGKta8kUJkt=lXsFQjr6_caHg~Qf6Mrx~h~)5xlQx#gE(2zUaDLK|BGk4xv5h zvEgDuRjs$)+MQlHkAEVJMnvD=cf!xbd;qlO z0??WVI8}q;emc(-&wqr*h&$iSyuZUzMJ3Z${yo;04yictcS{B%@V0uBc1q`OV{RmW z$|kM>f4_N6`BwpEd}j_umo83h4KH1MbF{+suVK2edgo;gA6ojh4U?34jpPH(OY9W6 z@~Ef_XA#!l5KW;>E-}wi_I!QP+_Z&DcE8R17bk6{EKq!Mha4L4An{hj=Mqw7{=6V} z1RE(C*O`yCUh9=pAwk{x^|}|y$I}VTb>=R&M6C_9@m+9TNy%#|sj((7=TVG?@!`u9 zmrP9kY6pZ2rg5by))2B)u}~sLm%N$~7p<5sJ%WrQ()|C7Bbp22qUD}YyfAraw%K)E zX9KUO4@!1t(Vi&5L;Z=m=FdZ1Mw&isn<3XIZv90tD zjU98($dp+yn7Ortn#{z|kCeYXR7q&vGaK47lW99}j~jr!F6k7Aqd!r3D+*(ZD?y$5 zt_A3>+cje?H+?v9c*#D)bnyAE=zdR^^09&MLp7W%g-g+2xMD?FOKwdw{MfjMb_=r= z@m_PE2r>{phW4{?UCma-Y0MbZ_KVOC)ZJP{Q6$U1D%ZW4nA;_O8(noHa!|az^SlvT zp-E}owUH;`UVni7{o03%FGP%aY=N|-hoW(Rs?()>-8#Lm7`AphNDT2e%7Kt<9yb=D zwHu$0?khYA-74HzSw>O?7n9sq17v8}3TMUv^z}zTi|fNHA%N+tbfdA<$aDxNhp38= zu((-_MWxq8)H4e;P7|6jBrS%R6&3&fzVMGd>XaFhTO_6?C_Va+&WvHuP}CHLwz2)v zdliK{>AqH{)8^tf8Gmc6N~sz=XXNnPHar>PUl_-#a7WvS`{!R=E(GyIrcUOjPdG;fWWW6&!jV?8q}HNh!ySti33|1*ZRF>PM+B}0gG?RVnr5-g`R&|3G_Kt|8t+WCqDc23-?Xp5o z{$T+ua{u=%g~%yI+YYnSxi*J;kZaV}a2K*fWg5;zDR1N_?}?`V@NpTj22P_d()L#? z>zu%X+$hz$n8Eadn(OhqG@2{owqa}Y9$Tr*!Szl&zR&E#EMu-+nkX%BU$LuVwduJ2 zc3Si!h(6-OGd)ehxIFwqpNT;wfaH78nJpah7RnvBD#}n=AHprqB+bI&J=33deaum# z)Dvom#rID_7CKr&zfheo#YvpQdWKuv!Vab_nVl;AKAd8Ouwj?ojt>wi3fRSe^sax8 z!EO^|WsGAFa@=`h5GB=F<58kR+u6OCJ~jKW!P_0aIEiVE5{OR8h2SO`=B;;dO|I0} zaDN~#n>GEtOa4yq20)mATkk1$gnq~sC71g1*?jid(2V}GFNBN8aUAZ6bZEf=L9laU zbWTQR%xx)uOhkSn;cY`U_u~rxY*w3~$~--}yki9I)!A#-JFp2SZ$<vA z!9ec0*LU~vi1CDd{t3S$qzz`U88;|*nDem4IC4`8tP`T91<^njXJ&S{80t}9Wkaly7T`Sd7%X3w~oNq53wzM zjd-|z=TVjuCTX0qjcxLF2zMXiD-m=GBF3;DUBO2yX6lYSB*Valt2ltmlu>^gT2_7W zu*>Hq{aJsu^BGgP6;{p0nKxL~{C>^wQOBrbDM_9^O1}Qq{si_IaiWtBC~Lnhz;?9l%bbTj_ zwTYM<-!w#N#1=~>a%cMiRR%lebj8lCqO-7 zVf{s5-j$RpJMrSA(0jt$Gp6oG<`ECpYa0t{A>#RC!!LEY70D*#1SlK=R0U3~MEx8>TwjHPm{JEpxi*5A&-LP`7mQqL$6KkbZU$zdL=?q0Or!VU!yH`KdIL}2G z0I<0d0;VX%Je~P2qm-ZZ^$p4UD)c{QdrbTs?ZzEYd&2pw`$&6bE6RMK#Bs65%cf$XX z^dQE-V_jYt9?kVBdBudqpc*(o`wR5=d$b$f(U?s}&#j)FEqOY9V%nD;wIN+)KYB*OU(QH?PlWRU>~X!tv98op3lD< zIC)bU>a~hJSlHKU*nWfazt`vdOL7^pC`;`CvSUMRJyu({+rmQqB+|R#!25?)dHa-8 zvG-j3EuVrPcuHi*GDRcLefj67{FfIi{&;gN$zHr<%c-Av(%{-lWAo?e4^|9}BW*N= z2bh?Ddnn=gnEBry^%u(LbRx)d@_uxtj9cK*jKgh~pXVO%vH77?nysu`aIZ}u*m+rijg5PlJ zD$;jSmbJysZ5BL3P5NwE80uO)!EW0@pVdtF>fGP$CrOEk3X zbqN_5ZN>GNo2y7mZ*~gTe2r~zm3zSPPSGdH?%Rc~UNzaoxCvxNRFRO^cffqyJT>_K z)YC*0l{HGb6b(W1gnLZ=alMF_rZ{v2Ry0Q?`g3ved%ja1(rndy#v}W=k_S_*hhRfj zqP`^w&FhhsES!9vb}*z0&odSqR3w%ooL|2}=z>0E#$)Zz_F6$!g6I?;Tgt6SVpks= z;?tT0-`?P;UW%q@wtpXH^LA6;2wgpn3?oi`5$B=W z6NE=I((O%=!oW|6=XgJ2D7ob$UMax<0GzUReTRwYoxVENb7OiV~MVY@Wk|wpx zd8SNGrEY24*sY>F#*i!ET|>lFj@2AN(E4J z%*4zMfuox0=4`y}aHy(*_pwvNoU+JoK*=s6Ej?=>g)py3#oL09v&~!#mJuE~M#4tj zi5RQX7XRQuXLR^-D;xulQZ6AD98Gqp-#(4Fgjg-flwWe=@AB^%oUE%NEkf#$|R87=&Sy7e* z<*%Oku`-{w0)XaBP+kB+#E#`GM{8J8aD8=IeQKtaxSNFwD{_VD**t45J}!_C)-=;Z zcq~Ggzh)JaVkyty7x@Ave`D>^b_Ut22guNOQTlx%Y>XP99EHz^rGlqr`Si|n$q#RIpTe}m|};&J}ScecjMHVtomqMsq2lEWj(mIYOL=lFk%^Jrc| z6;@6L&b}bJSkxv9j&9o1s_ndPR^zU7FcGlZuyW~G6*~LQl9y42?ki;q7F3Hb{$*F< zD7|>ug#?e~PZx~QN>~j|`pi3`UO|52bH*aEN1J`(1oKkd6hz1yaRWs`wacDua5vn^f2!z;b@(F>Sxl)DL}PH_ z3~n`v{K~a|8NOKRSXUXH!+BwQ9y#sFsEOn<@mZ~)XFuiBj2oZXeF-&pBS4G=2ag3K ziPudeVKZ7ePQ~+#1F=iTb;uUEye3wvjIB>G+c`hf}QD%dTyKLkC< z&H$iCv63<85qaBQ8)c6Hr3Es9$`n`CUOU_R{n;*0>uJv&z@jaqP@L@yiw-{QO+ZeM zI~(SY>DR$Nlq(*(NtlaCV9yuaeu#+0ghAp<6*z3of~s)&{DDj;-lpJ<~k(#uC0U@dkn6*ky}lEi~UZqbTIqH}RliR$++b%E;X_jvDfVKL}(+awSsPDW&1dmoztt7{LQ=#$D(awuq zfi?Ct`oUw88o^JFLHy-Hfte!L#vFT1YrQB^QkNtwhu87Xiha%l8J+eyuhpu#W#MG! zVGCM1>A9buo~#JJJ%6R~8rc8~Hp4&ot{Nq+ehfX7r{QV-MubtEyca1K3 z?HNg`R8VC{?SP8bGIMR99LUoYzR`}M=>>#p5$gACgv#_L$P;Fd=C>em-6%dfAS z(oGA-T9*%v+6+#F%AWk}1ZHp+T*fQxnrCJd_c_<2G*S3!8M>W_*W zU7MTgZtanm!{7TV`j6or*lJnMoI+3)G3Lx67(i%6dQAk9V(P|o6`oaXCvjAsOmoRz zvA^g-Mj0t8x&^Z;gS1+LB(f*#p#CY&FxuL1=)`-zWe?V&@LiQ@e(iKRSk92*1b z5&yuJ+ZvA*QaOGoY<~P>rlFk&ToJ>qO#ci?-VI)^Zj2avM%UtsVDf#(EbE6nN(V z>hFUH6l0NKI%lNp!&CXcj@d}r5SijZC3C`kL8u%CN9mNG4Jf9OBFY~`C%fEIiE_eycVe2y3c!m>AkOk%y#n%*!NB_de%Z7AcM;Hg>L0i7rfGt8CPfb zbselo&e6MDXRn~?4uJoSNgVD=jECK^BJ!!a5LEr{tItM2#LK`~Hhkls2W%qh?w2uk z0=UZRTU@xLOt9lHQ?{pbuO<0Ksh@#^8Y-eRc#Z@`5@L8TR3m#$cJ{|^UwdcgP+GcA*(3M1v*rRkEbB;qMF++PjL$4P;wV$3EYlN^S z+WrTn%&!k+K<)Dhbiq&cIQiE(8v=Zb`t6OO3|Ah!+r+=Up5-Azia`11W-EA}#!UH}bZ1=se0PL^9l~S*w#H?jOzbeJ7DW5q3@|2)1U=j3BOrO5L8I7a= zrlpM+HTYY%vgIl4pMp~@wb{QAz%|`mkn>!O#SW!yqAcH=t#Rx!njo4I6m9Qz1Y5bF zYC4vnAK|~H?WgWK9<1!y+vp3PoRV*)Oj+7^?@BOVEk(Agdj`H&|F8GgY4(_p1Pk*u znF`@1Sv1peyZs$hRVE8FC z{mmP`)1$Gt__IPciSf#z8^~zA-2`mo*;oiH#G*yw6gz#kraI^{4BMd(CDwW@( ztSg=HyV~mCxykl9_xs{E?A5zjTRh9M$@s%|4g~W*I0x^dO3tnT@#E~h-b`1a{7zIY z!%8l5;-cu&$RRLa)p(r2OgneH+kmwekJ}q|so!Lh>`f3`*(0X!;y=le?Mg^m3Yu~%`SXkx2y-+9)GSr6 zvg96&o3@$<*F4Ac1vO#;FACXnE4<8DU;s#>KPX;ZzWe^llQ_14vQmF{8}aB->2CO1 zvtTCsl#@#_WpVB%8NV?|)@4OPTdo%XJad3f`_CEStrsuIC^wx}5Z-CpScR;>BgW9n zbrUe+K;TdNqDAqt&NpNSe~f^VxC)f!J&Tq&<%o$wm~=gBNh0>>+2WQ;ey(YcIZu)Us3O#XVr&NWEP~9r8V$)5_E0rwnwu=Cg4D8%!6^>oyye( zf3}c$f3|Kn0D{B2FAmol8m4MrjcRG@HZy_f|xV*^Ah^AfE8@0}{Ceao( za*R4H$jIZNo$*Lpp>wI@=y$IjVFwUK==~l@MD&3}57!Psie)X(FAOrMYVPPkEWGEk zLpQEo_n1b+Q$JOG^Y(8D;}UwqXzx!EeIWF+P6N4S%+rp5TQ!G!O*Yk{HsWTfhn4_> z)%h9f+>bzocD-1d(33qceI2O{XQ?-CFWBW>hlJUC4zQps$7KPsOid9^pm@)=RHXZS$;df z?Nl~$-~vV8dn9>fbq%Q7SpasHNxiSBDu&N;E}KhBlB7`5r`||4grOxT$!eXDiaeIg zK~SgJrXB&76`{P5dP9{y-!Q-D>saGi$>m2O;D-F^8p1mYGd^7bK;?ABn z9oOP0XwP}s=7*AtPJM9;u<&iIxS8tTEsTB^8PUc_^?u7t|FZ5(@Q^90SF`)>1TGQ5 zS^rA>#)_`y-WJ>d{Hr!pA9j}dPQ-0OaP;$?{NGfQUqu#JYA9E4BfK2*YopI@xx2M- z#8`P5FHB~xt0vOLgmWLkeOo=B-9R6kA1au7gPCv@5|MY_$t?pi=5wpI)=RaG0o3l! zxA0YasP4xgpVXMIg4vS(t&#<~ThTa)+X5fSl{X)q>r(d3BX~&1KCYZLczC}eB~*Z8 zvbtx6!K&!S2vO4QLB*JB?QW_rD@d&*a@AmsUiU`hI$X52idR~uBfSuzv6_=t z`R($lS4XobJs+eLYhaWf2cvY}2^E%7i(HoTE%0UZg3m(wI(c(_(u-(uMw;o!AH<Pk4#Hu_&gi`;k6x}4-+?btCJw1PZ*bw~(0Y(lvWokMB`#=l1R?ucy2`bx1R&VX` zBkEtf&i02d@bQp{%9D{`Y_!FbYW?^@+_g$^Jjd&DL5YLr#uYmb;aQ9-Dkb>h21n59 z`qoWAC7t|Dl19|%w9L5J%h|%f% z_1U3koz&XZRz4^QS-#3=$gb^{So*0xvTCpu&(UdG7liOC3T&YzzA~LoN4jh;Y^!Ey zB@@dE_Mv0brRKFkwF%9iA@)}vOjml2mDvZ~{hsHnPONLrWQWa=#@Q_(1h0)H3H!RK z8NS3NFTw8IciRaPf_8eW4dX=Ajty>uKRRzeX$dK_e7oe?Sf^)E&gRLOn_ZfE30>c) zSHfh$dASQGJ=9lpv#;d4jHT?^{x^A~@VA;{me^2Ks#5d_41m8e?8)5(8^_)*DkPcl z4YpzvV4Xt83!KDE5{|RTp|gcNRCl6L$?!UTT_QY?5$g@jRy~DQN*B*~Ih@?H&PT)Z zTO&{@TDFwB>8dh|UzvWcjuEj3Z0059%6rrvma5)ed|N#EV{fzgi{d=sqRZmyb&bG` z-omEEmRmx)N={AO_2VVw_g(e`3cX6hA&=87a;MnT{SxK$1F)1Oscgaz-RwPX{~C-O zA+siyQ|W+CQbcYrcDVr@K#{R+l|4cr5yT0}Pk`q?ofe4$|wmL3^ga!|AS_ zD$E6ksEbK}L~$?{Zeh*%fgxvv2ev+mLf8kX*Yfv2X?Zpi=IBS70u=P_t*# zP}2gt>Yd2oH}DH7`9u%2Ejbi#(XUa*MBmFvnSiT#kUiivdPA<)lGnVPzCxyKCl$}+ z0xlYF74zX%u#7Q=C>f?G-^_%xv(by((Pfr@dTiA7D2<#m75TMpbO9M*rTH8V>_ST? z8OdI5n+@2*2J78js5ra$2H&63Dc~j|A?Jb@`cz% zt|f8Nml4lPsTQ|i_=-I|@+!SnCL@MvH6`@ybDfFODL0|vH%!EYi^WAt%D6|$Nc3-p zUX&g-@ZO(^86lS+p?s2QhTJ}{3o^-;eqk3EzStWyZ3^Q_WoBz$O0viC4vz0by!Hl{5vc`g{W3`lc{WMNch?R3JfbZz}Ou?1ZOC1YSjQoLub1@md z%B1MjyQydz#CK!F>8-vL*S%<(ltdriFpbm?nMrO>W8_B)8PzQFKE0OCSXe=FKFT+B z8?EBliuhl=VhWDK%%3AviOEvu=_!7Lxz2kI}1-{LUQJlp=1K9#k4;bQ|D!0{;3xe94@noIS# zpXxJq|E5Ipw!mb8+Cl%O@PsEnHgxHp;ChOrq#Po3@|3Q~uIQp(?NHYdb@Iw(bUi(8A;m9rvJ_A2&eo^m#xTW; zL)V_%zwZ$;11noXR$Hs-6?BAii&71K_+XtkfZTe`0g2l8(<@IQx5>so?&*mQ^?Ux= zg=5LjCrRQ<8TG%uA-C;NID3JMzJup?MskosyZwROU{!CqLbvLbX6l}f8XHMuFY{;q zfbN@lX5m0x8lmUVT1M9hJ4fBeOM zB*}c-AL&IOmiJC%QED+V^1;f$ZcxUDmD0Jllc^MJam9kX<`O8+(q9U0QX8#ovxq=* zlTxQ%;@x(bZ+A^7aVbA8dRK`%6ken2>7XC=R(>&LVmu8_D0bee93TnfkZLR;GLS?1e6z22<+GN}4K#c`4gIWpY8j8IjI-`3h=5hdjxw zmoDFnrbyWq_}%m%_*sbk=e^@f@-t2k+3Hi-zUI=Vh*CA9E%QxA-%4b{zAd@?aW~z4 zP?+1C-7X<@gv#)^_r6SAHQMRn$NKp4;lx2(U0k#WTDhNl-t)$qo$d|h-D>p}HifrB zb4l(t!fvG=B{KIhggx-H9)`-9-xMVlbN?~Fa}F1w4UEigyY>ZO*~h$xo=ADmK~v80 zE1Pc+_+*msdk++;~I4F zN+C6*TEN`+vjT&)v9`Vw2rmpg+QsMu50(hpi}4&qy3$qg5vjUCPuw$S}|; zjZD0wml`OV|FLoo7|1Y3_t+NA(CI9y@wmp}{2Oz(d}Nl3zIMXQ){`~G2Fc~3TeEcw zY0qjGb8@Yuj&qLmpUvd<(Ag)M4#_z--5b5K@MEe%465hmE4&VbXZ=-)T2hWPo0t|AV@68Pa9yF{Xsp5gf)6SJqo^1T&tr$etMO=Vp9zzSO;$Lz_~T z_wISIugtjSK^=igb^$rJXz@ruw+w;#(5npML89Ea=Gz+4E@YRzE4G5YL^~qLdN#Vy zaZ2l{C8iv83{@ig{{uI0u`jVvpOUW*4g_GMT)RsxBa(oyenE@p7&r8c5!q!qU{(ZC z6LNB2#H%Ku;{mn*@G-pl?jxwkN&}wiUnBY0Q;b2Ib;q*KVSq9lx5EdZ4W*bx=D>iX zoxPC!%K=v)0sL0_TzK)~@RM)Wfivz$-2`X_h)VyJjWL|vS+O-Cr^9B*_)nKK#r!L{3mbR||bM{H@=`jm9} zIa0Huri_qAFPc_fN;B0hB04>QG*XKMLpj=P=%j`w(`D4&-z39H( zuQNi9JGpyqVz4ELULPU*hA*T!Vs9%q?ww1C8bl_l-IeM0^C;lwWM~h*Idjl|sJvy6 zI+GjrL(l4y{8M{kOg1J`<^_&EedA3MBtzZrbVg(AAFS#LP&Pt{5W$lE_6r91Xs0*pcyE;#vRjceM44MC@l<8x=Hq2%U1U#26YHw>wuU&ovX$L_=-w z03b;8i9)l5XA1Xf6m>Cyd2>ur?u>1zX>nz|`&wWI#|ifbH<+8TjrZe(Ly#s#^lPxG z?hnmLbR5S;kzyUT(ru%3nPSa99HzJz7_ohLa0vXW)=~8EPRrX1Pnx1cw5nwa zf=~5FAeFy)pk>{X`4A(-D-F0i_ZBVbJeVbcHd1op#fNsHDwXa7mpiV1_dLgS0hk-( zhaOCR*e_U*A?*ssr6z2(w6fsbzjhQm9Os451RW=g%^;Q$A`O2A zVTv_9LDq&zT1E2u*VDq4Y5A!NOVL#( zm|wbB?FVer0HfRdhih>ee~^f}_!w%Q3G?yw4QtL;1tU1o$!=*c`liwSxlgk5?8;d& z#%I#+RXAcEVYl~jzS=n`pmZJ|Fa?O=ZUH}4dZgjIg!J0BzI+(CO)EP<-%7uqV^JM( z^E$4CTNkLzt*56PkMumQ)59W_W>dHKCE+Z36GR-Dsu)_%d}FZ@nL0>-9p9B!*7?>{ z;zvssDP_FqBATseJK><$f!7LZx*ciM2%HyoiUIqL+BfrL@ZN)>CQAP)ro>|5J-N)@ z=WqMa_O{&>rPp0MJNapHhV<5(vt<_l`qA5;ie%_lY5T@WZTY)WUHCjdFD^QTZ3NFU z2~ODTe%?p!u#)xc13pANQ>HSbLVhyRhUg9kzz?s2p5m__%MJ2CkW=*Tm%7s}{3M8q zX8Vvnie)Z{(TMVjC`VHJSCt0o^(Lwj(dh&SZZ9Hvg899&xNFE%tuSSc=p_2mswNNX zz4q92by8CG7aP!Rs$lBM4{NdioZvF<>RfHbaAoIv1&${)#3wdnW{{)=k8sG5Z`*j~}%0jdpS*4C3C$~#(Z za*3Kl=7ywbj*E)?QTv&)$8A=nJqp(nD^XRzvgjJ=adAj3;desfWpS*Tp&weenh-5()l^{VKU2rfD#3274!b>mSY+GC=F;_Zxu!U(pYFukYD%Vdekb zc`70VAALNTzg-EKx=}9)%)H=qbp>{cwvP-XHe21i&1x$0240{>zXiJw;}!ITZljGh zCeoQQNtFHpTlAQtGrZ&CM1gxD_r!Zg*Po+%!kQ)M;I>%VL{OlhI4G{;y5B#iAC5`= z7LcPwilNU=5j_EY3{#Ck$sbI$m8uCW|p%; zxcp7JWdb}$p)6~Ke_EwDxEB#zDdp6?-A{~h#VksP$b9bOLrpfsWuR-7ne8$H-uEQ@ zAeawhQykWPO1%sHBT-7{-kX|feg0PZxh&rE;09n(A?gsScc=NH|Ir}??=HW2t$IF~ z6f>DlpP%ccmYUSO*6S;y*;fKP?=qn|zY3d7P7xS@U9VVq@zz`Y^s6#GQmzHc#9n)G zQVWyJ-Ai2}=|k^FiSX7-x037;$nX_iqql}5AlISQ8;8(qtC}r^1H%I?WQDaGfzp|= z{sRx51e;0`%yUvtIYB-a-_alDJvF3d_U+K{UuA*JxfDGbKYpaY@#i14QE6zLmXu0B z0Q#khY8oOK4QcP^_T$NT-zWv`+U$>o_IIdKoK$_6V0g?pv$~giF^fumPTybEy$)Jw z@p`s({fSTG>&5H6ih|OX2GN%MsbQo7a)jn2pMdhol`aGCJBHv%6;gGsgl@}rv-~io zGZu|`lWF33euWvwy%Jvb^X(*Qm98&e{Q-$VyMiqAP&;8i587ojI@9xbLLWlpd)pAF zqMpbo47e$zex}(0A!RbYIw1wO{{tE3WC=ay*u{(AWe%;}gHPlM%~yh$B|d4f)knzG_q7Bg zZO8q?32cF~)wzm6s~ZBwBqh3Qtn}Ntp_VjTAs-eRiO4T5hj$(I*SyO3rTrdoZ}52V z>(dv0*mc2B*Q8ADG6PSka@+^w#)pEB`T;&K&33x{~QW(UY|aL-4sP zUsY$aLw!UW_3+9Y|NQ#f>P``?>z#0`;(d_(XCNJ=x-Iq{;uAa^&EcOFa$Mk zYAGDoancqq;kfqs#P(Z+|2+Xo9rv5F#{;;VM~TEjgf3j1^&v`GecS=&?=&tiY6d1b zjJPJs#GR;VC|VAi28<5J+`8kT98v+Y%0bQxbg`nrDO3eqaptT`a^VqoG<1|PS|^Bs z>#{$I$~NB@y-Sx-ii9?az4Y#sPNG^#3a7Z4g7IP=U2X{<(A9VsvHUSepqQ;OGw$hS zcRuC!D)t0V^UKd%`}uhkL>fD8Dm<$LZ6!okPZlIp_UV}9`9{x*{lejWv}7>N;sM@~ zognEoRSYtJRjDA&{Z|(g#dh~6kKCXgGJaxB_}D0$;xde9W(TKwLz97=Mr3hFB{v`b zD`5)se`)v4vCt%))F0bNr1m+aQ_oRQBvX1p&KlqBzjTm|xH?2c059Ly-$+f0Fb%%| zy0KWupcl4f4RBe+Qz7E-QBU=!VMjl8EZCr!=ykOd^(@T_#iwZ^trM+qviHQd03M_8NX*lpf`Ogo@m3)0t8G z|6}jH=@==Im6G>=3otuQ)wDdygDp(ptElL8r~J>V0LKsOOmZ z%_ZsK@)Mb_GZWeBe$=x+@w)q?oB^mXcU;SI4K+v%&hky{9N+c>`E>POFCLHp*{%5% zCp%?s6F-K7hM@8hF+2St1eLC%%;=ri*kaphd^+@{lqQUOon zyv?t;G~-uy+20h6dbzdL6ha(hDYZxT8;vC%s4)>^5&L6h3zG+1X~1 zswC~FZy>yWE4i85eB&x4P2Honk)H3|llgY^VoL}I_3(i&*MvMNbJd*<{1&)whw=?8ENc9oq!q(XOHpZF;Bn_#~~QERI_X7qjf$=ClpTo>2IOtEhaA)Vdr32?W@Oa{d$YzglmC7n5q!gw%W!XTe;Q`JP=mB z+BOP#HwmYPdH?0DRV|gpnP9R~ZC~xF9`ZgX8CMR8NxjuD#pITt(S=_Gob0GJBFW)T~H`Iti-W zY-E3On_9VGo8FlE!1Db=v5}>dCX|_vt=)4LbelMX_>OH!OA-i1My=%wRe!uYk3`rm z_txO5e&e??79h0_-yQ>KAeRo#sS~9y>JoB)mqp*Q7lbfx_ac1QHFH!ZMK>1Ie{-;jGrMr~x!v;g_n**5bu_eG3&ofy0(#hZdMQ24*Lv4Dyh?MJiPlSL z!+W)V`FwTHjwjcF{cXS4i^qE8ejfStCkLpLDCco>0^vMqw*n7-#Uy5r>IRZDR)~sB z*%Dz!Bq>~uHBs0k(!-oD5>Kqb13cvGO28T*DQ2EjX8z@JQU)|p%A-`l2a79(oFr2X zQiqXNnnk1u31ZbvtcgY$!R2J%lnqjN#1-6$gO!gS9^HgHTnIH08@R&A>Am0Ob|;P; zTr17Ut%)y(lERz}Ca!lvYuO2?Ecn?24q=qNy#=MhmW5UijEhZh$Y!c2#H5EIpY0|AI9 z*u3X#>B6pkn&*6%uvQu`^sMjT%2GB~{@`Atbxo=IpvFi_gt?Iob#5b{Ru{6+dEpQ7Q0J{>LxAXSAdmUJ z?bD^J)1}vcNcxGVuhaRpO<(3t?B=FeB|S5a`vyZ4UdXQu1!+qv!*1KZ%HCy648j03V=p=aF4$nb<)OT(C(f5|D z4oN8Rq^U>!m}0N{z#&vwJ5>DKCpT#VKO-<}t%W75lO74b|FL@qmTkFn8tO$c&Vtc( z)6dN$gnhb3pl@2Kjd@5uKx%lCVDm>j(6%XcCc&g4b1Rnq}-DE#9U08}aoBR?tCJ4+%31_4n6yq~u{V5hFW% zHJ0#u_ZqyvJ*$qf=?I*jhvD_CHh;Z=)QnlJ&@%JoulR%|@{^Boctk4<_Lh=ZOtsbV zJFwNr(m6E7HiIpN3EFGJ*)CAdL;qG_83h)E(eBQ@ezXt2@EyOQ(sb3paAm8eqRl~q zw2SpN2%S(+#(?#`G(>kYCg?=-r)`w?BVqgpyMzE0x?7_VoX=veRogK*fz770ISB}a zD~Vjmi_7VN`~+$}kIwV{s{-VIX3qjQHkk)%(md%qg(CFA25mcDYO5Zs@DF0^+#OyLlWZ|8hCMjW<1KgWus4l({uH^RP1!;+7uor?uB+U z=0jEWY>9K`iZf(y2K8=MPD}9fBYtt(|IUi#ce|L=KEh<4`9(og(l|iQBf>x*Ys<}> z&lGxZpI;e0afICPQAUR=v=w(oG$XKp@5PpQ@Bq0g#~xMXd{9SQ7^8mWJRfgesS%pu zuX{`qs&K(nS?3?sJQ7;8PGH$3pa>n{R%6?R&@XeslNRz=*`6&2;0aroXB}gIv@IW_ zZ+dq^GK37N#|pt#{u}m-dE=V=w*gBRfV`Ao;os?V*f+PbcJtgk1A*ubc>F zgPh+Na`n-9Xa&gH)aaTn`i^j^=;`R3Qs0F#6Bnb)t>vV#Ioyr@pP_^Xr|t^!lb(U^ z<1T;U>^T2dU`5?R3ro`Oi8=lZIxLZ*o(>ZQ#*cjb_!Du zM?Lv_=Id8K&YQU1P(MJwM&3dSIH>JMr&J!~-d#J4{empGwd1I8ymh;t{`ta+QcZz2ocEueTdy+6}Yj`iUycRnrr;`IaH zw%1ECH3e0L_XSdP%l@-NYRj(EF z*ExnglA~0~_TnHX*#D*IK94O-_v#@S^OrCT+Uf;Y2U!}ZlQ|nMT^rXKGONqL2Y#C$ zJ(ecdamgBz!cYy~NMm7+QI-)=htMFc+d$47BNVRMEhoo)Avlu#u+o^j2->9z(_B*{ z$w}s`kiEL`;n$7S{9D14_eXl@q#P$Jl|0}e)7$n1pYL0h6a8&-2rZNB&6K zYHJSVx&9zO>2CPG+uuzT6p*RVe#7@2l!X7PD!5M3?UeUJ1<99cs05WqW0y(__w7U< zOb5YuJ(+V6t(7Qye@MHg_c)TgL^D(G8ge~Nr|l;*^o!!?Dw|Q?wq$_faxaQ*xQ0lc^2H73uc-0l?f-H}P8s5wk769)+LAmlfr`up^8bVI;mcR##LC)@l znDRabbq^5BdV%U5f{7hN zRE$;iU=MW^-XuS1B|Mn)4b#pqDBx_yKe_;R6*)zHk^{obZMVjdNEZ?QU4^wW%J2$( zP{s`(l!PDC<0dz1^6tRvpyG;od&|xp9qA;P2p27CPu6fd;TLV$c6#q!XCax^oq2xS zQjBEUZB$@*#MhsCm{uK{KKGygbt9o496;;0B=tSExTp$x>@OwBn)ssf^{MlRW%|0a z(pS|`C638gfn_czL0|DRPpR?>FY|G)zHPZ5#X{y#h)s`&0PDC4Nj$f=R|-+A}o%Rotx(|of&f(2VE zz6)tx;`}=5dgMjDz0l%chX9-A+7Iy~i-mR@fYPbMAhtTd#TjOzS}i5vv4s=M)}lvO zj7T}z{)=QNJ4RmF3LzV6PgUu0vZ6Ktl(4RgDbHJu>C$1QIi!dird(B)ogeV4rr3+5 z$E_`i>#gK=NHiYzgr5>Q4A2HbyE{SH#>A-bQ#z+8%*Xwtq>8OMcoZEwauDNSe+5B zDOI7)K_hYlpaI5eO!(U zhHkyAoR$jG*bw0$p&`eif&7-2k@<7>K&+^tj5G%uve!%-GEMDLE3Y$mpMj`JlJev>x1QfRrfpl+=rbMkpQRC8n z$*WKr)Gz5&K4(PQviXa~0tSG$F=h@=g02-DWSu5ql=A?jarYkm#MUOP8C!e#Le235 zfLRc$@!ma`?d95xjRtprkN+`E8Be0@;YbvfzJ|eH>^NR*DU%9Fi&@&UCf5-(4@}V8 zuK)Sl#XgPc1pfhzw@h!&9T*p0)6c=LydPlM$Tp0PVEezA$+PreK3K%wXE0Nl0BOI> z9r5|;1mm(?hT%^Gh7myoO-;i)<*ggKG`cimPO#%<&bg<5Y9Td~Qu%_@ICAm1cv-2g z(gtn=eG}~*Yx--#m&$z4yBkKNV#%299%g;9VQd&XXFiWd zi{qX1G@G5Uzg=04N=fuAk6Ws?jL` z#tG9#WWEPK6Ra@=)He2p4yr;w^vh5)Qf{BSM$jq~ zv0>ds&qH0ewY&N#A1X0FN;PwV9sQlz-~TSaZr}*|wBA;niws9;tM_}$jhG9{hBDmL zHaBEtrKhK+rliFM5%y_rPGoJ`gge%Mv?Qz_xem4YEiFM$A)L_YcB_OH-kx}mVj^wgBGq{DT`LBFdVY6&!N_gZT zu-ucO$55r`l<$``s;97S5Hx>L_GBdCaw31s;U9ou_P|j@NDl#d%1Q!a79F$!1z;j& zzKOhV@1u4u58fj|_xj+~V>sZEe{FjTwJz>Ux);R>WTnIf5VR0k4d9V;4{Ek5MP&Dr zo#vd(T+i>=G`^GeFGj#STD)Jn2(;-axKr7R3Px=?;E@p*@DG;KH_i04l&k;ZD)Ny9 z0y890*HHlsDu^1qTcTZ3Q#V3eYOTU=vLfEq?Pn;tivl75#T>7Wj_eVN za-!g@I25>sEky|}ju6n=jE)R(!X{B0p5E z=c9(8-<)90XFBaC07taoa&~4Oacd{_?<3Pju3K@z{7Zehqp%p!ks(faDUO@dRFsXV zKply#nre^HiQAs|MOJuZEy9APoV(}-c)XvokqleW-IEm~lNE77J{pP~bYQF04)O(~ z#0CDkUiX7$HQ9af}wl+>w@jmJVh;kM{Y$W4Ed@uUytZ=LxXa( zOW7Y6jD-~ak?X23VphMeC)NDWktyJQAK7sTS_n=_?HzB$p|u|!8RCSUN6OTi?$m8V zV2(BNtSn;aKw`LlU$8PftIgh~P>aLp)Za3uemF#C6ZFWxI6(@wwcOl%NSA?p!QkHh zx?r4?U0V_zAAjn&hyn$EohQr-r}4|B&QyO$TJWdkv-;MQfHq@aKmHg&+?%uE_mSN} zO_@G!Bc~IXAHw2+z0m~|u{lopGr;xS_M6a`Z2UC9M+u#HO~xM=j1)*Q_MfQz|4Gzd zYJw1d>7<~<_=Wz%2UYvt2hx4L0sYvYNnma7vu&#j9&%%2tr1=mPGH)#kg%BDxr?qV zk(fq|PEYSn25p{x{*OX-f8%o=9$@Ffn1AK)MTy zg-(sxM__uC<)aP~lKa03k_BeqFUf|4v7$WP#T9fR8#e7D+RXs4@v*~mdsG=OC9njx@dJi+jC(LrMT=1Uq-`}-)QJ=`-=+<29fc;vQr9=M7F4w1A zRy9^NdKIFg)ZtOkN*G)E=4O87d%qI;7nY)$i0yy>FY)=w&y|o(W728Z?1_w=VXSMd zR4V~bdV2}iwWE)mr;6R0bn8T)#1AKCQd7VX)>R>nA5U1-UmNNwZ<=^Hn@mi@Ho9DD z=oumZ{V-;6g|$#H2}m6b(r90SYSuesX`=hnA#~j}`1eH;^DOG`QYCBI)&@MSpUIBm zjZIk}Hm>WduT

Qc+MZA@Iqb3n_~0D^=4NybGh`+L*H54MaDUk|3eN@45RVWZ!F=6tuBHbu#pL24t?^r|AWh(Q0nn&-g*H+?^lUk7iDz9mZL9~=`3wF9j=^$6I+lxn z;?gjvv!;*fVEW{ht$zBdQr~x=QI*aXR$^`#$tY68; zDnfiocI=Rhp!<^{m$O%?fj%7<0}T+R+{91a9-@N(`jKqTM)`b8Bk$gn{8n^36YRc? zPn!_NluL1|CERy@NHt~l7;bKUqu&ef2X;cFuaT+3d8j0RrIU> z+Fht#YPTcozO8u|r9jF*WC1@}7Bq$B??fa<$BrKNH``T^CA#au|2S4}^0EF~QvJSCFVu1HMqb}UK9fDOn)V+n=w*-`6U-JBTKcv7 zyo2k_!(j1>+`PfoC-M(j&`p*F1n*p1WGLsOV~5B6!+~s@K)d1oML05P{y#+guVV!f z54o#H(#32maai&-CpAv-}cdG|rAEQa@Qu`)0i&X5g;q|-iX^dLuTihpY_a*SlJcd@kN z|BR9J(?9V?Q3nQFCuyW{O!F!J7KH>OhO9!KxG;l+e^CF=_z2ZYw*O5i=l_z&Ts%@* zk*(oOC)D?k3`~)CA1*nYOW2C<~F9v{MCwc+F&y5)>H4!-I(;oxz7!2-J)DgINotzT0 zPw+GBH@%p|Kw5%dd{nvVRNeYYBVM8W22*WuW`{MtyAC0<0_LO~0w(|Zqj1Pgb@+1H zt)cAEP0&;}{M>nmo5~lBDSQqWxL636FIx`7ptIkRS$TkU4iHfv0x(b~D$zX(Xh>1` zMgX|C>%XI@08==uPIWwN$41T`X$uDbHASkVF-~^f4MuG2fgy^ebq`FfIu|xULdI>b zMl$;$z?oE}?8SE+P&*(#xBjk&84(K10J7Kji%?xJHoXb^pM)Z48?)zSF^52hbX`Vn z%aNaGRCFgme`V04kuv-@Gba&%x*Y24<5lr=kT@~9@`5$dO9l-MhFq76;auxYiRE5| zmMVl_zc>dCUNMKo;^gHt;w%8?s2(+QehlSpRXFku9*|lh)SzTEQTBK!JN*eLpfB-gIEERdlj^gICcE1AJYB$> z&^NLBLYu#g9OS2R2V?SEC9xs^Qkqz+LLmB(D;mljcvO{LG^rwYrh?uBN@*VxGi?s*M8-#U%OF@ z{vy7%Zql;_j`T%K{A@}Pu^c-mMovy-E0Utq;_5kqNu>oO3}wvBYyxOPpVp)4G%ly2 z=-es~k6|ZHo~Dueew`y0FaY+r8M@5KQ{7kJN9-5I9NGc(S?R9VG15{083d+k3ai)&IjrqH=RRoN$q3&+6ltV)Sm_aF@Sw4@ z*MH3nw+hg-xztd%B-I{T}a}^GSBjUF^XSi~lqg%$=C}a=g`@u)}y|T{_#f z)Hb2?)at3=WRh`?WN$IGr$o&fV{1tu%db z-)T}rf}ZX4EoEyeW>Kh@Z+!?LV?Ho(O@lb1e@8n3O;WUj@g}t!qwg$D7EN{K&HRLU zPO4ss%l z?=aO-wCD~%ibi0H;J2XcII^Woq%5WLMt1+ZY2nOE>qWi9EM>o5P!P7zI<7JYbC8Pq z74pI!Yty?y_k!TiH(aXMhYey68#Sla4u!;TD}7eGP{ZpHuBVs=7rtK%ahRQ8sW3T zC|755`6ooLRU2Lq`4wFs$9-6X@j0VPGOmw2Ep;lgnH}EpU%b%yN}ERmq`KX3)03YV zu@sBu?0$L$!2Z6NUFUrAj5r0#%)5RJ@L*apU{>VK%jX0I8CR>F< zlCxhLk>=70W7BP*bgd3WH5IWh-j*AQzNxN zO6;7~@8l@T;$2RG#B)a*?mLu{Ad4jffY^hmhsEENbP#$xTaVQP9@Y6cXBcE}ST_KlE<_??XYInZ=!p8F%KZ-93TJC+3L^Ab?hC5{aKx*(99r<8CkcEjK#vejC zk5Ie;fQPAwI_xQFa*y+y?>BzJkTAvAN(TU}*CNnH^>-8v6Hj1cNE= zyXC;DSva@o8W}Pg-~PR|@bVKXvg8f}$^A5o@@R}g1UY4U{qml4v8=jobe+=bX{-%~$dg540aU25ug6qIQoP?4zdBpBD1Y#Y z(`y9cm7F&xpPG1JqA7s(CqoG$H}@0WkA#@S=cJ>PE8fB)qPlA3gw6BfTMBhoXTGPvG{( zTK*AT_fbR9b+Nf4TSSEFrFT1amHOu6sg4n%;`Cq+U4DbZK#n%^A|IfMolqq%M(C?M zqJaZe5hE)qP=ABxWtq^}n#hZ*=c_(X_tBJqwMAeiwla};w?PfyCqRgbMbLd=7VX~I z-@(3D1gO)%X5(+smfkUgTJN5kEUJu`Dz3={sv>5s_WzZsNmyJGrXH5vtJ~lNcyQze zVO_`usNz0#2A$Y+hkM$$gn;Nus{un1Vmqv^)E`oc2U+C%oGRzihRz>}>^W8B44&PmJb4%2KpS$1_uwfEH-1+Y-8(Pc^|O7@aWOpc(- zMYh&QH5RP%Kdia=_2SXlgQF6g*KS_R$gfcM4X_r-XCLdk#)4lCguw_#bujQO1m3S3 zkR_Q>%KwRT{UAz|B;(0?AJfIOhSrxKutwHVZv@d&zbDb!zi3cTV2Q$=uw&=?2 z0UYA$(QC0ox26-2J68u(`3Yp&1C@sNW8m8!jc|50c?sj!Um?u7iK7Q#7|-;<@wA#Z z2gggFUxjV~jZSumkZ=#->6=XQa(G9YC|c3NHAC@5m10`EYY`eW+Z6L&-v>o9)Nj2?%4b9!<~Hk;w*!cBa*Gsat#$ zW&t&P0|gkgjPIzp5(0!>3OAW!NBM1DDo9~lTdtMbooz3tov`*@3#RA})Z%(aO?6bU zEa_y_9qT9p8d(>0VAI>X4l7{Gb=korxtuYTO^1`8zj>!tI*A7Zz|w8Al-2yo2w`-E z#Dq0 z(!1V7vXJla<~fk2UBjcLmP$~AJI;9pAq=UW!?$%v6%HpM^UbBIUlr#5;OhZQtbSX> z(K9;YV|?6JFaktU#rk3;mv?0D)0rzU;;s&?LMdixs{-qrA3y9{(tzQS-nVM9k#dV(+#TCZp_a3;TtDa3+CdN7}p+OX}CO9`x>t?d8M)QO2X?Yt1FrI*?Ar2 zS_Al4J*unUSBF;VI+x8bT=mfx8%7dn9i;Ycc*VXVydqqEbNw#Ea$OSk<*i2=)T?s4 zkAK-+xxv0MUP|eL@|lVd&&O;&Z}$Z;)SOc4uJ7kwocJmRc3up{mHkV$!}m8ynQsf3 zrJ|DY=k}QSFt6QxJXw1~XvMoLOHq1pDu=@als`*VuPlspZ0uPB2ao%}j(y#B^|8Fi z^3;dwABp8TbwoWq_NWHfD6i|GjB!xx4cc?-g?-U5pX%a3+HjWG(hR6Y6ei=*TDNL1Gdos0J-0r z9jsL~ynmSl0Uk!0eQfIDTW?uYw7{eiqGDtpBW`}ss@nl!k=bcUXQV* zin60P?EigPZfRBDeKlyVafObFjqsE%(c5VZdHS;X5Mphf^e%KVIFV_dcjOl5j{B2B z(iYIFoZ~rS`1Oi6_Y;x*)uSbTYhB%X9!xj7^Ig8yT%*}YJ%zKNC|`j}7n66lWlBy4 z(G_E)H4}P`(%Hu9?~F938sqo2s(l@+edJb>J}?u$c|WJNmS5>??-;Mj(kHAM(-a%P z`>yNTAEU`EU(lyW6}FzRE}XlclyG?&gZV|AcJho(u1>-}yecpKiL0F_9x1rQ zmMxF!3_TFj7YZ8ro;Pkn%Pb(?s5TcWpyGMx;Fb@nZe6*DCyHL%H%jN7Z!_c(6spr2 z5S}+zqPRt*U!5~T1Lu^lF28IM++y*@dVOlhOvNiO)H=<&KxF_Mz!F(zvAS}syZv?V z6${J)(;EX8D}Av;(@(mru888w!l)?3XC9-@XTx{CUa2-cc}~&Jy(N2R&`g~OzCGua z3~yW}MeNa>`toZ3>e5uUUYLq{)8GwZ3Wi2Wf;Yvw_e9s*`PC()sM^ZQrDi2S*% z9bzL`MKtD`Td^{<9;og>xY0#H8I2;d!pB2xG=*W_ zg?*{Jx)>IV6f*bj3+!?;M%Q(RV}E0#*Sk;MB#-5t75t5Yg)_roT+{5L!p=h zK`*LMzAJ(vZi7Mp(8j!5!nD*>JNI2F0sJd>ARx6r%iQ|b>kd&n&CWGERt{KwwEOIh z&*?@wL3?H&HPW)o%aJ5Zo{_k4gjwHgP@JvM`C1cjbHDo z%3c%FTkx!!`mA2<6{g{lg^75$blgB!*YXQ)m#Xj0S-utPpYoa?9`PPG^uKUm8<2!q5;!nOp`v204|-HdI;($= zb!3B>y>YGBxiiNd9Fh&Q^iQrUlTx<-@HyK(Beo{saRt3AeokQfoZ?Wz9Lp+hy6)(# z3~#JrfhbW-AColAGPdHG`&rMyliXd?o_WfI=Yo&cDWgCG5*t?3tjD?Zh7@6qovz>5 zq0xaqnVa&J1%A+Q2wIL_){vXRn-{oBsa~3l9BECvl2ZcG|HZswQ^#f55sX!yma_bTu1XznOh|E*~6lUdWt(&qv(Y{zdXI47h)q*sT5N$ zxFk=|@4Lh;Wgba8+%JE9AH@+^HB=6LRJ*;&3Y3b3P zcSQoq?g#4EK|Ou8e|4tPc?WLg$-T49=@c35+1A$H<6rJQJJY20!8ZZY88^pV@ggY; z5K~DZ?BuM4sKleloo0rE_w${Co4$c23geWvQ0jIOT&)^8rpDp-IrEgFrLYzEbe3hI z=RMF8M}`{WINABq2}H*XEIG-wPZ%qA>Xg$I1JKQR6=|CHd0{nuUBZx7&qE!ti= z_5C(dU6$c+9kY+^+-#cioAKlZ;%9heA6=XXgLiLypt+^^@QMz3*;nuFm)jQ=ku_!< zflm`q_1@`Dm3xtrF+u5|-Btaiv5E`0-OK&bAAOWbpX0GR{E9U&vi9CCP5n3(lY0zm z0TVUg{lAzk{?c8(r)~*G=NeCH_pf#3IoWpQI_9|bs=H9l-xt-TR*q@z1q*+h(bJ=# ze=i@Xdn;H!MIn@XF$HXyDN6`#l+IL2z<0P}e-W^ppw*V=$ zs(qA-b!TqgXA`5yv8}Z$)*DX{!2gWJ04@9&?=hzRo;lQkD|qnUQUR19=gN}nDXLc; za_Xezv+u7EA)Z*`F2_&wZN>_{#s(m`8wD9EqdphG6cK$r()x-?E|pKf)^Tcv5e<)K zeE8c-PUWCaj7S_9fhCa@BgXMJ+_Asm*QiShCaQVhkzW0^BJtrHBe6)#?ka0lZ-vHZ z{6{T&??w@l=$|X-st9TCK?g$qeg-zntrVXuC9Cq3$&my9FO%G?AFq~k zY07Hwm1WX_4Q(vs=ji)%$)Osa!-MK06OW?JH-grI3sl-v*Qty{#$}mUzb@I*r#qmy#FI0S+--9aTtETF@P13o;C+gCbdk;V)Ew}5(3q0&$^XI>u1=m4x z&-u>=#BkDE(kD!o1>0D>EXe0h^dK(|%>FTD`$kOp<)ndh1oqe3pLp&%E^Kxx)ZpCZ za6NHs$KTdXJOLCA^R*Pp{LK`#78K(^qov{I{i}-;k}y*F%_`%e(Uz3M95G54lR|~| znw#gHPc7U`w3l9GQCZTPP{JPLT{Yk025BSt4XWuS68o1Zo>0a!_=sKIwBYqa;~&fV z2mS~4Y<>44K}A(Ls9JRPv0C#MOm} z_`O$-fX1WJ*T20-(ufx$hkCN&uPu$KsZyU5=(5ewLDXtdz4X zMwcQXlokbMj(p8`8H99?u~41DxeTw7!m+G~>{60BQhR%x+KpWfVKKK!dE2{mM3Ic* zXLZ$lgZoZPeI}5>N21TKEZE?=Ax@v>s`z!zM2;WUf2|M}__>#2*Ov6{6{QuWhuI9+ z@7%=S#Al+%*tRLM_o)RT#t9b>k74%O?l4%@1J7S%-9LDH(~9WK0pj|~Tx~;~sx8d zwC2=gZT9oI6i8DX#d`W6jAr$nVLqZxrf$bvAgQHo9?1Zj+4F zPA&=KaQDHQPc5ms921AJZv+pj1|}uNzHfy6;uqjYA4-9W`Cx9+&DlL6_`jBjJ^DGR zg5TSZ0~;R0#{EmrWwBv@Ev+zCY&V^!tj~u_rzpegXfzF*Dek;%2mdy#81f`7Z!VtI z;iJx!vUp<<)Y1^U$0;ekfp#GN%H(n4qd7$}m8RwL>aE>Hm)u4=U)v|qkcoKa$G+7- zQ1C;vq5Qk1ah#MFBy9GxOLcV*_X$rlTs`rJh9k50un4gC%!bYPv-E(yJzEZNzNGq# z*?w4uu=ZK|YSM8&)rvh%k(N(E0_)PYGspI3x}dy6_&N;HeE{qvmc@%Ndv+>Wo9WX7 z$>@ta>W4_gwLyqy!c7Rz3{HX`TnHi>nX_oB#F@jT@1@vgnM0 zIW*etXSWuC0yHadjVp$Lq3p#U2RcjqihO%Sqb=_H(8V#)_wY|O50~EW{R0ai>EOo8 zkcwe<@xq=Nrrx>=&giw?*9UI0-?U4?K0n1O4ji1P1B0%SiC$6U8{q;KCEMA)sE~>~ zE(I#fRr#msxp#mb`(ufKr~}c4JFz@^Z8@0M!J3-mjO{Pa4@WyIsaC=Kuq@v~yuBsS!q*>8>qK zJh;cJJ)U&%_VcUt(_z|L^e)96;5Cbg>P8)H4Va{*{{9+jO2j(zT^^kSPxhFwtF?mb zH*qv6>@yfmU`s_kl^D^;8_}pgcW@f{)kCz``NNI73CIx*y%hLZZQ-*~-dh{Eb+(na zxUTJYinj7icPZkC!MmfL+2TC`{b`gc z423Nt5%c=%I%uuv(8v!2abY6Fuh0dNeqh7oVD-KIIvLMY08Qrr% z(|sT@7|Y*9k!Urbdin#kV^?lEq<$o8!Y536-}Hj5$GgjhFiXfXPQQQA%cCZZs`HxOECTrih55~G!$ra-9yz?e#-lgsPYc%c% zf&YZYaWK$VVS2H_4lNbWVH;I%3;B=Mug)BF?954(vH1Qay^((alP_D{7Sr^cfBvpM z=L<^pT)MZO2jF{(!gW##4q-?Jr{BbHwOq!=zPS*mx{FMui>LP~`%EW3XG&vG(j1Oj znH$orkKJQp`~jvzH@)h-DS`FC)Ck9pthfy8QmdSEpMI$LE8XZT8~;&x+vM}Xs+!Hc z7aoDBHu$CcrV18DmH(}8`6jk=8{1dYEc_1*NffuqA6&Xi$-I#*h=Ja>tm2UW=rq_H_vXp(B+tRxnwlUvSnlN#Hth!$z>Y@ZG}^+uwRq zt(1C=o#0AkWfQjcTQKQZJ>3&}e%-(49(W^FEbp$HMFXGiUys;?HBks|51tvm%^1Qc zF1K5R=ib=o^sR+GHhX>N!y$yTqtYFm+?Gt*7L5@Nxn{fyrQR&%NW#4Ss{TgJ2n)lK zM`Pk5V6tw9@~F8%T=%Q9I%XwT-=4n&S)k4m)5l}@pLH=3Omv10A}Y6zdwz8L+_v%! zh@qN!tUTmNKa6$6pvZ7m0#)rs`7pD4XZg|1=C%qf5tovIv@o1bztM#bmzH z1k>Fgr_zp{^iuY((Lf6{!X(CfO?78yQX31fgMl4~rj&UutB;Z2`b<^4d>CsV_$*OY z?|eJkMd3PuE&i3=z3g@h9#L&UQACTeNoD8eh6R?(-QbK4PK1MBTQL@tNzkgEfT`~_ z1-<@~pf3-pRZX(YEjKgMecdE&A?_XAHr^F{QEGf$!i8{ z>1eHrU|YcyKjyd2f6iqrx7iXy-_)oRr!*)$y^FC4f&(YA(^UPtUnL3^$2_^TpF!k$ z`=SI8+@&jpIjjewVzRb1oY{6yzTG{u?r&YkQ`+l&`t#88F9}~pXYd9~!>KU7P3orm z{oaY4NFGCURc&OwEP(31oV{L^FT5z;E*YBsMUVVWHU5zQ~JU2?eIfYI*N zj?eM@+1_&$b6rS!qeH%~t)m#vHB|<^{w6VAR#*n+v;!}Vw-gxtp?K78les-0p2TsP@bpQy9kJUUOczkv7kLw%&^o6TJI@v^5}{M3#xH zKf1=-UUYw&xz&e-48L;iR{3;a^frUpB@ig7BU_T0noz*r7A^=N8kSZ=&R??fHn-_i z>`&3XB^BRsOqHfflih<55{`ly%}xDxT7pFmxT;;33Z{f0;hFe}@@JYW`YXb;f;1z6 zvk9{rZG(8$!gd!FBa9%uTM&lA594LdFZ?6N^fZW`-J(Cu8p}$TJv}zP9IN)phH4c3 zchGnfMhacPAUyF2US;R0eCOle6E<>7KmK_!-G*>OuCnHVWSeSv`7$IR^yb1;tdkZA z>Yl^lvI1wZS%@?_PO#N2FG0SS-AA*)C%otK& zuKrV|5ft`-pa-}dykS3HOZ`c4j}4-haTM1XhEr~e+t48&leZq5dehIGy1x6+GDPl7 zZ&8T*p%Fu7`OY!2vwTY^&18EHgnr4zPm8bd7-<%=C!&)9jUU2YB4tX~4TH|dt6s_~ z^Vn3Ahohpcb}8t#Gk!%p5Y`t!MJI7KP&m!-Mb71H`FIg#tG6@q1Yo05KT>k1rEboJezx{i+ z1<2%W>$0tnHL=O4bPMfW0PM=h4IJCIP4eTB^S0yuE(P%>Ry&q>rd_%Gl^OE^Y{K7{ zG8i#6>uFZeX zBL&Wn6aX>jr=smXJcnyVs&`m_)Vz)gGb14Fb|g$_@AD{=vG&Zi?|Tni4^WgeyuS{? zfSaOpp|lnZb>J?p^A zKKww!9iBt(s$&{_6QA$|dS{rg4z<(ov+qIKISi`?q_UDH& zPUZ4Gvv1E$BrikE<-wMIu)K|xFF$d>}tfUob=I;wXs3xB+}6u4WU^!P|iDoy-$gU^{} zueG(q1a|BKD1e!7ert=VMm+EPu=jMr;+4E=Tb}C0Nlbh#(2rPZaLx#JZ}ruv-&k}t z-~;De0NzIifuzO`X$&ctn(BMhmHh1x(9-rW_$cL z{`(kF=d`HJg}yU3V^Eu`&ntKOoVKwDkICt#pwp~M+_a87=e}=Xx@#h)Z^3iM8WLF7 z@A3F-dc#k*hWtn1%K}+h1?MjY-*p8jD^Kh2=mZ2zoMU6Gd}j30M$5~9b%zlv*M^U- zK6F$@{S=ZHBuSkMr~emY?;RCI*7XY$BuGX;G7X{<903&p0cnz;s6-W&EGmeSB%{zx z7HuR5Vju?rB^k+C$&v*m2-sv)x(Sk+u5TCfJnwhk``2BymWwrOW~8c4oxS%jofx)# zn<(ocJH*cR3N+;*wU^oK)d($cmf=Mv-XNPGi=c=gyJVIO0ot{f>|KK%wTFc7G3NaI zjF18q`iX#v&SkhM{ou3@o>6u?$#L#y2|h@0`7i8>ul(3%g=-@1@Qsw8Y5Ckj!i^4n zM+jZB!fQz!`LE_irdfaROMGxYz4mw5wInZ=8s|kp39T)qu1mj%KK3dzlUW9^tJpr| zdOo$OoT_8_BgM)cASH_dEPGc<+rdf}OS~n%pFu#(Yi?DSR+k}EEIZWZ5dhr)bstv} zS5VQpMJpc;lWQ9wRt5DY!v+4*8EFC`bc|xc)(nkP0CJuV8w@$Z7j7oq{ig;A^coVo zPjh3W)P4RrbDp!DamTk@6CIg$w^mHbC+{ifIn1mv(1=_xQ1U%C%tv7V(E~DsXDfe3 zhx_e?4Bo)V^g6~9`p)vD&@RC@WOeD4@$@~PY1qSrXnI*y)AIm>#^dHD_ z>jc$Z%8qnQySVB(4Rn&PO(Dj8T3Srm6M!xC2=;kxu2`U8c$56s(2HXRz|^Vd&wO7+ ztJrY&DUksf4B$e>aUzvEzRm(36F1l-3zPX}-Q-Az)F0SM_eCm&G%GU~5OfF%PoK)$ zSc`6kmb^9Tk}sB0&n{qiRtW9a5{Q^{L!S359?#_zVbM`8*7(cFsZPRw6kZjLIL7^0 zs8p=cRHRV%NE=oJeJgL4y7WGz!YvMcqbX1=rbIZZs`Skc(6GO#+?;=NF)Iz4X&L*P z?Axn+TLj=muL$P7O)M5lD{#)>sEg9s&1_$7TSwPa^>Q^ie`#!RAn5Pr%A9?H*u2jY z4lV?@Uh^CYEAO&YeP4)6e4Re_6JX?$LL5xQHa9y&@6z6-y~>|!h?4i91Gp9`1$ZqPnfOu z5MGO$&XpsyRPN&I_~Fd>SfL-h#!n@(NCZyxI3D%_M{Hr!`?o?AiOAt3ti8EZU|Lq_EFA9J z?M&6VPjEK(CYBTkOq_b0x-PH1bocj*ouM~TXuZ=bUC;B$0`~W21nnjqlE{_y#hq0+ zYL3P*REx(sMz-lqElu(vbGdI=w$ID~Q6Yh4FrbSXaus7rs2HCSsV61`C)qlWCzh=rG^EEzW} zGe~^(dN@ikFSNWe#gYmH?1eX%&gZ<$nl}bA;lL@)Gm4)wk^SYYeeuwPbLy%{DDKT+Pwg)Z>*LSDrLh;)g|dPVe&VaXpdmm-*5gi3*wx%R=Fn0$t?CssKa@ z%pBo&Ibgu)NKsPRk5BquL*0Bcd^@YmA=${c&tAQD!X&3|=jq?V-(-2J_~=-;eE%w@ zL6RqW9Q`U<;j7?jlib9X(v;B@uqyb!KD)JxMO-$m$5i+J7>cPjBc?=}$AIYnxfxp7 zE2E%TuSUyqtb~qUQQeFC+INw?77p7DXX#FKr(IWr5qwnaNofQZj`{e5q@HhY%#AFY zFvbtlF%1o$&rTpYU^rR2?0aCCo>@;! zjezlE$&|BR#!M}H&0 z&S(6VNCd5rL`7^kbGWP8qVw`)3RN_lR%oLToz4d=J)$1+W^cLlZ$u3EK?kuO+3>N9 zGpB|Vqmi%eMl74Y3p%eh&^!E-tmbnmv1$^dEvmh-7oM#_8Oqt>rq>MrF6Od#0fn60 z+RGGD^=)=><&XFB7<5-tXHMQ3RIrigOir2b8of=e8j|uDbD^}X@Mj%vGNSN@y3{*D zfuKrK&$3ha8~y(dGY#N|RypYvi+f@C{D?CU`Jmf8`B+q~{L_)Unm+S=GUrcUt!>mL*a=EpG74rz6433!7ca?=gT`bn+CZ~$Z*gr5`Ot&vx0V4=-$Gk zlLYXi=A!*y#>!#mcpwyZ;S8{ZaRAv_mAuqk{hvq7@gXM8@wydq#&fDd23YHwi&TK< z?g=uu)-p6RI9lQB@?=?=8^uZQh>MjKSdzuL-?3XNC|NlO)o~_92-Ux>0+){ zS6Dfw?{A)8KD3|uiHO@+nliHwlX81@z=?hZM0N)t-0_pC!oIN*!?(h?Z?7*h*nNQ; z32-)YN_IH$jr;P_}gbb2 zR4B7jgpYq*_rTgsX?rFm@OYrerfADxZr`|gF!$d>q%1(}i#~4cHZ}2qX{TT~99Sar z#7p&s`kO|F5MP=QCItYOU$&L5=rigven$C&ae8UqTHac@pZnr0M)2Z@Sg?}2pXQib1G~Y- zG22@F^@ta*0{R$do5b#&Lj^$UKfO-+{vyd&I*)rj78!lEmiuS`@Z9?qWc>~Gis}=A zOE|Ui2SlN{)GeDoxH4ply0*BDW$VIG$Po?(!Xe7UG%=1}6J65#W=a#T!#Cy3Ch~Yz zsb#OoKj<9G;%=37n!A8&gqfBKpUvlMct%429X~DMffew1*Kod9!+>6~heN{XFAmwV zK}nS)IDhn3%I}pg4-xCYjT#myJ<_Xn7@n`g6aggrQ%^CPevOzm4(FdoH5-oIgN3!UF_UUxb0BZgL^uun zOft^HpDwn30o}&!syANSi!f14)#%xWy67@D<+5&I*o#eipP3<-HfLyc#WX!L5^@Vs zwCB_*3+wGTB>M{jg{5l~Xl(Qtx0%i5x-MoNnfm?m7N6ReN&ZI}XHfx+nBOG#>OUeX z=U>qb)RENvR~!?b44p+7Lhk38X7d_GH_-co^h6dpLb?ltUYwv)`6m;hG;%SkT&d}(6#;tOr`vbC{d!9^s>q8?#(jD|>bH-}cC>}^Vf!mndD z+l{&NM*h-G7v>Xno_UFMotl^QP0_#7jI_W7reSZ2eCujNb-@C5e&+es%zvBcuZQ;k ztSS4qUAPu^cHkt`G~>Ak`(CmBr>4E7g|`7V!vb_9M0>HR)!Ua`>;dn(WmXRG+jG1Io|dD)ghC?*d?N zR$&9jWUo$PeV5>0%uazfdnxlpzZ7pgipNRNcuciUeQ#_qOsIWH$8urO^(hMU`rtfmzAD`^D;sN!)+NCfnbtUh~aBA~G;(PK2@0-vNwv&sioW zc6WA0CxLWwiQ$<>nkcFr;gt0_Ix5;N^ct#tCBKCamfJRP(m7n}EuVh``xuKEMBD$rcbLQDbxi-aZpk?Gu!vnoHGsu6H!;j;XTCdQ&oK$h|x z>}zbR9h~_aeR9YV-6bvCsk1Ny#_a#nt)UkBp3g2-_Gf$MljA6OIu`OSkn6T zYJwEcAgN}Xec7SvE?5<9Zr0=no`-*TkLKnve#7&i8^DSf zER8*?Lr9Tvv6M~)%@BSa+Th+rQvNA1Md?RrygI(MnflQNDB-xo`lH8t3fcua&P#U+ zjbmyA87-yb+Zm41ZKoq}dU>-Kg?TiBt5annniRS&JWf>{c7iwuS9=HlHBZIXttTuCrjM$v-($6Yj=Qxxd z<<6c8=TFCjzE?))^>L9OU|}z;PtVN%g~j;V{Y#x7OXC%TCOA?hOoh z4j2iK8RR{v46^=WfGCgMe}6PkGDo6OSYHB>LZU-Dex=xDBZNuBdy#+j_+#wHwVEWv z5l0Ke#ux#y#p?xL7pc7m|2tmqT~RbM`|hj)<9;3R!FjdH;6oQ*Po7RA$%S|KORJ37J!o%+@*k}XEC|2magwqPau4YdcKI<_wyYe!`xX^g6b>m&f=}+Cd?hKECYrwD znus?;$}p+t3-u>d8Gc_TqU$fLg5mfTU3KjhNdiN}A#Nd|9|O5Bu{f%3NwZOvWB0xU zM8%!Fj!|f)0+Wa8U!TjrsUg3tZy4E)*e$vNekxlT?I5{inxgJ^!J?g((99!ccp>~R zz;QOedAP0(7l?oCMipn%G&S6ns+NaKau@ zsmlc*s1?}j*2AO6^1dYb9ak}5FH-ZP@s8)zKBM^-;0G%cZvAHtOA8O=v4?=#?K_Mij@fy?1VMBEAO&Q zMd}<`!=73Qs{0n3W~Iyf+9iP@+2B@$k*}o=wV{^%%M%HyG{xZH_B-p1u5?q;E-*_z zd!WU%ABR<^R6dzEI;jiSh;9zQcZjYXre*l? zi?kW8C0vs^M)yTzNUMdhlRxKL6QUsJYpg^2h<=wlpS?BFUo6F5nW~cN8n_om1N&DI zD%69(Gf|ZdRL4QwqGeNidjz4pN3^bE1a5GDV`R{?vUL@i4wc~Z-(%}0kn;XU+pBq% z?TGT)JXHopM}d>>Tzzk7h+gx3XGAaQTG{H^nh8|AEetBV-Ipst`pdxa;ZWmdgtGEx zefsHmltd8?++}!bUN|egPNEBBgofoli-q$b?>==(UK`QV!qhGWvQ(ClE6OJ@gxz|c zzArNc80~-Y8T2sxU|(c7Y2WtrFwZ@< zKI76@)u=}FA4VVU-VoxqotLi_RrAi}iB!q%1L&V&-Vxt#!K_mC@I0^ftE*KtT_Fk7 zqRJ%$Eiq9^#n>Na^?9dg&oSIliO(8)lt7huaO`yqC7I>YiwU}N;^ZdXPEUy2xWW)wY*z?+F! zJJBZtKGMh1uLtj8v;JkA1%!d@c^Ahbjif(1b`hjUq%QBJv`@m=`t$YU2ykHK{(n_Y zD$jbMAXwT5o)5{Q+f2U?efLHw#&?R7B`1MUUBv{>^ce+o)NE5M*t-G)d(*r^mT+0m zu6%S#STYQ+6A)N}SOc>Np{gG+#nmpI-U@cqSZ5!fxZ`{2-fF_HfMhbUO5u_&zP_5~ zNAG$>!&9wFC3igUkH*@uLEJcvOz}~Ts>-gaMpk>Jzf3C4_=a-pF9KMO^lO|nA=tZ` z`d9J+4zO;!Ez-DNH6P}eN-UYd*-;zI1Kg>RI4@M;X^C`z6JfSEw>=xPC+!#nC)|l0 z>EYHiUfIXS$=>zD4BwkR_&{8pr(WPY-=S>~3Rs2h5gRgI^E@S?_FCa?M z5lblO6RN zoIX^q=?+x{Rh_AN@|+Sa#1$gav#kY2OEvA;i2KVn@wKFB>@mT#5W=t{Q8ADhn3O8D z4?!b07$kq>71&a` zD(bcb{c2-9)aL6~U2CYB)Y0FYSnjzomn6dhmB61Esi6n+svD`t5Ri$;zCN~kmd^8_ zW^X5NTdFGE14hTHJk86mpx~bl_0U@7#`^(Yard>*kXIpYYZWuZ`71M%CxPmPqXX1RA13S9`qY{B zo!_a|a#I411xRb_+}m=PS$y)Ip0%!YFpLm6^})|Dd!NEq{vBEe9Tr~cwDP9qO6?dB zZl9aV(RDmKdHZuqBY28l*vRMAfG7zq)({o~C-({d6fzioOyv&e887iA|CF7%VH&d3 ztnb9%MoRL<R)`J{8D4T&LY((eY8+Jh@uw3Dfw;P_~wJT3= z8Xexyr}upD`F9_mpqrDzILb%^1t94$-F_zYR7b32gr&#V<2^7bl@TAS_3`=(rY)8) z$Xx*y<+XBXkM@Hq;Ou=I_-U{I{2ciXM!pkwCm*n!kJ<`@p1||^9w*3a3nNPG`wrE%zkyxg1;`7+Dc~#-skKcIa8pB;$Z5aPX-!M* zf~G%4le4_hb2t`p_y@s38bU(O>)!ibzXnY}>o@7CHn)(35R!31;?L;^UL)uIO}1w7 z3#kiZOl6^_2{4OdLa#?4x9}V{BFlX08J>|@xfncl2q*jeOQlu;Hl5{%e1~?0 zkAd#0g~v!;qS;~g23{{E0S2RFod?olm~2i^BHb}b|C>}ZiJNXNP}hPDaxCF zvw;C_$?+2%*W|S;<(_%q)YX}~5o8CTap%R>YXZKIj35Ud0uw(qcc=cVw#EXmG2433 zyWUn8W}F3H7-xQ6J2gZ0u0S^4L zGc6Soj3nSuL{k=QkUatpFpA_?--|s3I)fV^j_)aPwYlL&?Zil~n3S;T(xzdgo{NVv*>YL^xH$jNv%wVlH-{q&4+CiuBs>OF3;B81VYG zj9w~z&5Qi)HJRi$n;ww`5`b0}7mGO@fATD*%+aN0+k4ewVl6uJaucTMSaKt#>3u=x z_<9-b#~$6ju``I^A*6k|4aK<8esCIq0j6XV+EWa?e8v|v%YJ)gKGjEyAmB|Oaj5XR zYZsaGKUXJ~@${Q~!loM8#%TiVcbTu&iQ7E*n<6w}?gD<{Fyii4cu{^Nt*Cm_U~01N zew{5_$Om(1a2tC;j@`;fi8l!{{8C_rYDyo_I#$I&8_sTs#d9^4^O0RDqSbcV#C?ZO`EMvYc z!@Yi69@(5)H#H3RXxIv)xB0dsuX zZ64L!4@4?ulp9jcQdo!f?RYlMKLVNgV}to;o7pt2Dzu?p!|NqCzX~M`_psuz|$~Ok?am#nvnnqp?rHmv9A>UM-pR7mU{XA(broXt;0!*HsEw zvJ(!Tf6)x01wvb^F^X_*fNSo;`r>EyDD0o=Etlttx8mT~AYGK09@uM0#Dd%t#Wf8S zFdFwS`vp~a^VXj)+Tfhvo-20~!j(TfVu`-zM?vj9>cK0i?o0Atbw!YR^i^j^=GLHQ zjF84$d^%k?%d-zG&vN~WKJMV4htBJ6Cxc1~qo@a>DfH^3Kdp}E{r8C|eRVvZA9o9754T`r7{Y+NVO?ydbf43Ot}V}&8K(u6Idh}VI8e}B!3{U`%uu~kPE z3V!6KD(*s&wN*8B^Y#WL&Yg@Ja3My}iiiyVLm`Ma?c6E&5%kXQqpW`~UUbU&u9%IvU?3JL=R?YyW$g<2-Fe;Wu(94dkQLWao5{CqSFZX&QUZVIg zk+vL=%huj4hyuK@nt0gaAb`n2H<{7vo{86^rLiV7a*29>LNNzhMQQmh*p$tpH z!3=5#x)Taz!aEm`we69$&6uw0r=mui0!8js9~1`f68Nupnp2!iW7_wuArA*q(fS%i zO*Ipz2Lronk8$8GYG48`4x{o z$^M|Wzv$vT*&g0KT%gj8t&d8Sv$`6_ACc%I^5r%))0gSLHyP+sTj{v}*H#unc!KLM zoBZF4_(H8Qtq#Mvs|@G*DhGy84gAh4H-s-3UOA}Z&})WvznJDjArF;RBg)IGU{rCG zGGHgG()u>if}yd3g;1g3eX}L*OE10ucx@1>y>8qSJgl(S^+)BE7}oCvvqEVThuMis zA8z$#xlPoYrfV~7fMPBoeGOnfS^X7|kxBzjTZQI~y#pl4tMm7F?={=52=fz_uelrl zy}_r-j$N9vm-3}SKk2!!@54P_P3W4mUta$D7P!|u)h;S}Yi7}7%{$~SOi z^()S;-Nf!~ZF4QaH%hjOp>mra3Zz>b3wB0f> zzV`?6ub2Vua1ax)5__~-cv~4nRn&DN=PfW}sIPSC$kuqqu+uK-p*Bd=Z+`_Ch3=}~ zIXv4~u$QC4$=4#Ny6l~^@ZVD<8=PBL^l*kmY8T&HzIr-%L=lk+d5C8CUUFKORqir%dN&6HEp#fH066sPH zsUP2lv(`?7?9O?N6~9~TJE>i-`-o;kapm19gALe{zX^2xkmfmfE(Vlp~nU~)p|53Z)qqHNYPr#Mvv+Pv!M6B3#tHF`(xS`sHf8J z=RV6-IH4p9I^3QQx6Be)%Z<~uZxI@p6Qg4K8ujRjTrQ(TjooFaXGP@> zOtoOY3x>ki zIPCVylc6M)kDSY@48~5o(-dYd<;cU%W)opppKsrU)c+bYvH?J+2IIdwQ*I7xPcHJ~ z_`e?FGF6_V{QW&f6iOAf()Ei1864-zDXKobIy*_RHiYx~1=MC3`SR}w2>_KN?cu|_ zK9klJqg9>@cEOyTQ0EErF)B|#v5@~heoaneB1+A+mgWR-1qZ;6y4y%XAk*&i7q56w zDYWI9WcE;A8QOHAp*rZ!_FC4P#uE&YvWZLUWFlJ3W%*ZN(Is?mz%*)X_YO^#P%xN* z)}JgL`rVr)U>nfmL-cBF-xRLDWSvGJ@$f0Ysx1|Z)h`wNUoOm2tDJ|GZj4kzZc&26 zCo?s*O&n~+2~tXdsbE$9jA95zH#eK2(N8M0I#*rwg9RdXeqY6T5XkB4S#pTx$Ziv> zxX1_Q<6aY^{YUf=5iDO<8iN|ewd=HHD(XQ7LWnGa>c_h1fMs=4tlhT9FNf4@_Z?p^ z9F;Mm2bzZIZNe13`H7)@^P$(l~hfY7bL-ya9ALs5~%e6Yea zF1OR=0>R_N!F7-Vskt9+?`=6w=SD|5&D@r4rnc#mCpLE&{hCba-p?hiq=LQdGO}2M zR6pGH9{Mk>ti2_{r)6O9tKPLv(6|k}JX@m5>4WeJu_8o)vw$96mT|XLH6ji;Gp1*57pDd>eExW#m zyNpc26l;H=l*oztDHy(fpMU~te>n=3WE!$6FfN^4eo#!yyo61ZG1CKnP|CHEtoOn} z&?bK+I%WoRo^d;fu=j7L3y-Fb{UR?^e(<8$eiqyr@=9+3dbh#!;yrzud+)xDvDDz) zLn@x;d8P;Wc7M6eVVe($E^krq;(YI$>Q#-M5QJbr4+Vs5sbu{7r52THGl)!R(sGz~ zFs7POL&T&JnCSvGS4?iLa;0;{vQ)8%m~t_=gKaG+*_6bFiVx+lvTkYYY_<<62!@LJ z3m~HWw{?J!%8w=Lo;+%M)HbFwvK5c&>>%Jbmt`#g{De6cG634O82M@->%{0_1)}@Y z3--0{k3~CwLNgxuayowjb6+8o1w`o><=@#t+gLEN9d+yyzfx=)B%TmqUbiKAtp!pA z;^}^^^ct->#Z3pkj>3Lz`$7r>g$dL1Cuf$O!`Yo(6T zYrs&k^vVg!n&+R9@8VmZbDmRueh(c$UH|Q%_IK*bjm_m5!0Z~|HNNw)9NV^FC^nHQ zH2VMdbR$tp2ruUJZ`Azu9C*AVr&3bUJOL1*x3J1rigRkLr#S?8Fre@h)Uu5lKj%iW zGWybH2`r~&#mf-8UAss@1lc@14mR5?5vA(wzZQAM>B0R*w1WQNwrqo)mf@BMMU3va zSR4xx`+X*rh%Fnyf(+4>L@dRcMIpU3qVx=?OID?sEqF$E6ko^8?s~K0e%z%^{ZSxh z8;h5Eu=~CVxNRyE{<1U~F?fF9eOm3auqj0&MPp=ifNXi<`-TnJN-oZ``dXs_SVP!N z9CaB}HkchJ?gcFe1~XYIP#yU`+zaL-+X7#P_ROHk)b1+&T-M?8)@f&T~_ zW)K;T#Ci(46N688zTXLSUOU^kIR?B@K1?QeXF3YhgUQx*i4gGJ0vm_isfWC=ka2tJ z9(^!ZKx2iK|6F!Zm1sWk1Xx)fY6QQf!lJAuG|w)etvjS0H$yh^fheKl@4Oe+x36d6 zmZR&)JV=Px1LOe`7mK@@vS-CrhsxlL$r42c9<$*Tc@3)1%B+dj2jMJLHK--ofO49C za5PEKS7{c~dkK=Av3D>~ht0VQyao5pRjcm>I1xu(mQRN*J~cx!;z0)1y?yg-uGv7) zNH;MzOlUI< z`=AQEQ6IWHa`*v-3~@OJs)?@B&rpZN_X?jPQ(JZc1x-QcWL^b;+IBEGsI57Kemw_c zv8S>Z4N?L(Z`~R!PIo`iH8a`r1WmnIf|;51N0aN7x7Wg28LU9}_8iQR-X5qykBb$s z^Hd(B_vXPfVAhVlL>)fQiEe(g!4#}Nl~eLSv8aL^p=dfz-bQ1tD?Q}l_4lZ}W_Q#5 zu{qcAL9vtmxjL~5+QJNaqtFOi`9pCBQ%fQMiZZY}D{FjRz=V%N3(ZoAa~JQCR>%jB zQZh>_Jjc<}J6mOb%QwTa*A~Z8OQZW-(c^MA9|s0?2bt7t{ZaE`FZCHLwz~_NYzK!f zBbQ6v(mfaY&wm7<_w-M1kN{)@&))-1n>yFol4ngefTyjhIggfK>?#`T0jTzPA?gG# ztlo60`5J}>t0;Hx|6Y3zI6rkfjYy117)Ac$ItDtR{9Q+FU1~LNj^Iz#&@Nx?*qKTy zrw{$wO2T#E1{J5ijkWAU>}bO8&VlI8JpHGwxSVks-ZWH;yeoS!|H}KmP6nOZy|2z& z;mX0E)N*odL{fpP!SU*=bAmTK!+-Af>l%+#1AqAq-Y{+U05q`uQveKImtH8l$^p(* zHNOCn4Q404*@}nT@ikr%=)^#x9jL&f-wco;@m>Z%ag$ChoWdtbWnpy)mjAgsdsf!s zQ@&}3MAI;w$M@~tPb<_67DnGLAL#?nuHxI`u2VvRSYPYfbq=ElkoL8yEmmgodIER( z5SB&Lh~?HIz)rbqzR*g2tGK01u{qUsq_WelIl|#91b}CM`_iI~7-AWLG3Fc+r%F+C z=$^7%mbJ~pd)KqHST@mqg`gP|(6D4x-gYgU+RH~~Tw$zK@|ZqH8yM=~8oB2{yw>;M zehQQI;;a-Fq6|c=qW(u>h5taQ$XBc?>;Kc5(4Xqj3x+WKF)<3y||{ zSUq$Ew#93@TUr{Es2z=7o-_xtg4@3jl0_qqlPw!)wjsY!W@Pl^ZSyN19Ajx_t`Ss< zBTt{KU9bJ7aJQkE;HW!IXMZeX3oV2$r4x*+E-EX}A!2R=v=BF-&6*z#x<~#;#Cz3@ zjS^8E(Sya z?*y9nS9B~{+O+3(t~+~cU+mle!D$44mtIKd$a7UXE3MsL$oASHBii1AP$|V(v9dN> z<5f_u-?v5WMN(AwlK;$>(M)j>I!F{Z&<4h^e&OUbXijBhh_R|utHX0-mJ~)P#NQyv zLJ_oy|H;ZCCmjg^K2LmikuZcQb1Sa|)AHv7SYAJc{04C&aVU<=t23FbQvOpuSoIDLD4%S#KzIkhEraLxnN<89c(w0o`{K&`@D zEoa`mDJ5}cOx9|$NdAI{=ep%WVlIRXHfU&1q%b<#PUM;8ybj5%P4;Hc`wofYniCc) zj~br!2b1X=8lFWl>w-1tj1M!9Gyc5YY`Bjihc`q@l=T&Ab z&unTSyM*6ohmG#S-n z`q|V954Jp^SxqMeGcm@WycEsgF}5z;deB!{O)zc3nGDWA+3cql%o-~U3_OG;h2l$j zrVNRetZZGR4!y@!C@=Wx-17{!)@i+I@=G%3(l}}^@>4}qKjR<@%j3N#PG=%iVVcw* zeq_jK1MKt{I_^}mE}2TMdBp@9ha0EVJz=ySR{e5|q6(~_4hUEHmCpOE>Tk|KKyh$D z^mF81_j%qml=aO>J5-|4g8ZDop-tfnMqA^Y;MHj9lM1{<@eDKCe%-;jTfMJN=ZehEyXxnM zlwpO}TZj9}ThJU-A3?Qhz%a}sqw6>>>dzc@m_E=MV%ylYww$+?Oyib3CqZv;m@(^^ zgI)gwOdAbZQpwdjoSBr=5~GM>Ahh3S!IO0HvBUfBK?4LGqK^*lt9fe`^mDiM*Jh7! zu6}C<_3eyDa&d4p$o^!XW0hX$Su9iAG_FpfR8CI%2D8D1?+QEq+?Zi@(B06L>|I!o zVi#DNu4`sLC9a<4#R72>l;FBCBdtJds!7RPq%>}d9y{8f6O%rY-<+!TlgZ>OonQ#J~{t99sCrF+a4 zhlsZOP4i0y-+y(sH9l4T43v)F?qAuCYDj;;wX5W@7YTB*!gzQd^0a!{mWkH7ub+-pk~{cnmo9~ z$s*}1tn=0js9Mq84RHS>yPsH8{%3#*Bm<$SO3g$pU;+TnpFw)$X zbF6#`2JeuMiA?XkC_s;!r0?D)@J#Hs`=ECj#Zj!bW}r)e(V~^-OUKz$C6bfm#>GhW zdn6&USw698t@Kd`MSs;$1d05LRL-K2f-}_UEv(KT!Bp$}lI>gZIH^BW&S%B2{99QC z8%;!As13d;Rv7pt+mK(=!~Rk5YXUQ6Io5*oEF)%*BlsdmXq=PqwNmvQ zLSw`izRMnNLx=xdBP0@MC{F-8V-Ms~#?&vP51jZ)E#!v`Vt9Xp$%siHW+IH%$icpW zDSLN42@+ckr_ww!wR~BAjn&xr@m756EsMDC(aaMS6C$ljaRnB$^|sK&XKs$J0`Vf@ z#!%9*;g?7%d-Q{29V!iZx5^i0S<_o$XF83(GO_Mfw&O9|9 zx|>Jw>S?+~kL}d;g|WxtNwZ^xE`0-@{kXx!S~5~_4IPMPsEJ!PA(-&54qlsTg6miX zA@#)AMZpMZ6Z{eGgB1`zE6em=c$xxrCLvMY?byDp{bt~z&Ln(CLzs`2&%<*(-!RPY z_p*wGqikQvvAc@*_?9Wc#P+9$Umhj+e?0yN1DKrMEnW2<8OAC}*X8;!RtCmd;PdAd zKNf`0GceawfyVZ@(We9vxfe}~#s^l~8rM-G#A^UItGiyqaR%wb>7BAL1VR0YMaY4q z5_MhhN(UL+nd*g8rL~Ok0DW%k8f?z3|Ie}q#WWJ56^|p|(=??vMc`tN{RSYMFSL#d z=;%d_6QKh-9g_eqzE1k=eK{W%)m_ksw*grB+hwbq(RCEG>CMn`WDU)=W8>9GKlPe5 z1@4Tp#0U5?66&qNxe&v{8E!`r3uM)fM~SAPuj7YJAOR=Ag7XKD7OS=!O00zWf6hq- zSquvLVK#SX7ItiM5>I#sKolFujbP!U@tq;}AJ8Mepood?ItA*}+)z8ATi4v&Ky>`j z`pK@>~Mc~)q}1cU;pto z1fb8e(26Ha2!E-zd&9F^=Kd?Q=}RXhM?Bv#oR|X+E>oScEAcT!N7_AW!c@b zYHhGTKp%Xz>9Odyij9l=%c|qQo`3(7C0!_1U+%P4;2qyUHjIYlRQ2CpCUgMWKw7>c zsA#2`HeQ9z?b1e;BvRm9zi9~dHnE$+8GbgjL9c@d^krUB`=!nB8F$cqe+%jcv%ZDv z7S$Rw^Iqe;Ovk;NIPH&{ew`J$%jSe{)Ra>Zs}_!Z04kaJ9>_EHgY!Lh5|2T-tHgyg z*ja}ndb1=5U)~D5v4ovR?(>{K&At@lgF zqig)Svl<0+@Z*~UoNG?ktkNlGsQOf+4WDbR*h%d|lgx15!&m!a%>@>4r13hshTo8} z?7RR7%W!LH8IZIs$!aCeqN9&sI*DTODS;tR#-_URX%mfl9QQ%j(Q>bpX!32mQZH6J zfS3%afB!&}zIy-CJHE6#!@z5zptzq7(;TOD-!tXV3;7q{JS~zVY)HW?rk#L%zlUhn zD1R@@+oKy8a?us)6XXkqc2ai=c`!szc+`;W!a&6OujJN-@JBEw&r7y1LmtIJfK`1K z3>U=Q_Gyn*!*qCc(@1w#>(4wSeW_NbZq$*iU4}muJZ1XeMMcM-DT!(ba`s4!rJMwl ze~^Q+=>*L((-lNT>4yE?oEO&?pz)lr{%V>f8@$d5W_|q zb_QN;CWs@=37*lG5x5bg%`L$`200$LpixNEuk+XhleMWwgu-0lLy%MJ?#{q3FRNFS zqv8y2PwuAUJy?)sbVf$vJlB~3OT%4QKoupiFePepEvW+h{&>=H95TtUHWL;f-X22v zua)1!=2NlZ5pNB(u8V~JYD_oq0KbIMB%I+B2XP#^#ow&gIlCjcsKOEYqm9?pB?TdK zlz9arK;i(z5VX=;Dg%b^hD!BH&sm0zk0Ik@C?EuuyLL}#d9lKdnH~LB zGk)UAC(ppnZ?xl1qb8;x-87;~31ut#bmxrla#-{ICDM3l{62|)q6|?gV|VRNP9ofB zm+i5_iy3h^(uHttA?UD&hWH5gKuBXCco7)*DQ-J+&Vg4(sd8`vL1HERF0wW+%uWhC zLroye!%<1i%^nWhRugBefUC?iFG@M;s3!9Jv)cCS`}-RJJkT*rfL6t>>i1>Y}lC~(#Am{9%58Y5`fDSAB$MkI<9*m9W{ufyiN2Iii^s$qiCH-%a=R@}D+G;jYYiDGEnJTDiwF`E`vGR++iA0g zsAZk$G(5bQ>!MyM&V7+ih{MX_-~Z;!@`q78h-%aKK%aI40xyToC37R^VV=FiS4%V6 z-1&e`GX-W7XW1mk*&Me4e;7lVpjT^TBi;^Q>~ei1FoMUK;$r`?qKTaIl;+dROz9$b zP+pjH@&D`YYdy?Hya{0cE;|aUvRYN~{aUX>XUzxZ(n}LW;QG}E%!7Ow<4s5@_-h5= z@{|o#^3{m9246Rq^pBWBs<_a_?H?2^B9n1k@&vbhB|13Bxvq#$%vCwtjDG>9YW6e9cax zZG2e#-8jC^gKmRNdMxlLl}?@nh_$g`8E#{W-{vk)XHX)u`UsScH@wdRQ=-ZZiEG0~ zM_18m6qlZQeJBpf?E63PbB?$(`VWJ<&I>rh+9%>_>r^f?tKS2Zr45{FvWb>=BUO2w z+C@!U#ouviTM(-UBy=Z*^_&EB_iI~;j4PV{qG6&hsW&DljDlMX$sx(O|YS-*bb+d>Hq(r>j*}tiQWZ0=Jm2rY>O1SBuo7l0Y_Mb#-@z7^*Vyf}knS z!8h&MSUF8O&1E`8-g=sGX__^38e?V1uDTI=rarG5P_I{2bEMz8bmA({hYPLLveP;t z^QqwhQcYmz=cO?BzAymbKRxy*x6YH7Z@paNH@^sQpX_~=zLVB3e zspE%fI%&JqI1K8F*>rL_wk3;1D-Wfq(?>_-kN|OvKgzg_gD@QfVB@k35@b^*ivbq* zgKE1cWnh+dF%k#5B(p~MkqFcFyxOyLKO_~{7I>xe*oYs55iE#F(KNaxs2QwOz1-UZ zbrUkQDekaOw?QmTwzfAa1=!xJ+F8;c6n7WSmpBSxHhfMa{$s!I0r<7+p{~F$vPR&e z;q~pmd>=FhaEc2y4jL*5x^J)GX)&7Jv54yZFGiv$<%C_?b8}RB3S;_)#)pWP;$Wd0 zOQ+GPXJ#E`5)rkn4UIrK?GODJk{IDtEx{KjGW6NbY}{19C02>?$5#c}d)e2uwn~2Z zpPh0FH{oZr7BK7P|6>LE*`rQ<(jS%GwnhPBIrN}0(+rQZXoy2!AEwq8&BjHDz zkws?V@OqT0Nx(G<8g!gS&)bTaWn6W7ynPpN7nMEwpOt^1q!~9dJN@VP!P@&+AoKC2 zk7(;&vPhldzPkdUiES%jC-H|Qm4BGuIvuv_L7=WC=!?{!kjQ^x9`v>x!0XoD0w9B} zze$#1rq@HN#RqUs1xVVmzz0zveK7Ifp2NVU+xY2^EAYjiH9n{H+ym^Kc{-QIL!`@v zjr;TsReUulz{tJE3g}E+x#P>SP%R8cll}c|(DLE_#@+05A&EyT-`Isdem6_P`95r5 z-DMxv!xipNaamtcy`H`NN1;AbUf`|QUSbsTO4jgdTELoYP?6$w>+iXv~1cG;WH|FCea6J}E8B&nl`m*#%e%{?=#ww_S>>?mfSQ``` zPfZLOC3Z(LYod&rxEE)J;KW+*;b&^U@)SxG@|k2*iJUz}hQjvXZfZuf;0Py0%>`1F z!a@v^y%&uZJ2(G#_7UAP7G^1iU4}&*7>yAK9r$s1J)&6Oy6iSv4nf>KRcY+^mKx4cN$WxcUw#VaF3gq7~tvjGx*Jowz7n05~h7j2FxF@f! zp~@`BQ1$#BxI2*d{&z+wMNJl!s4Ic7@wR#}+cUPoNLr>Nn!=t_Gsg^Q9vc5tdA{5A z4>apJ_X>(OhWd-^93>%}kRC&&ph zR(@#rg2r5`FsazF#TA=ZkFd!*Ham*gF3UE1M5&LUpSX&248?caYK4 zauZs54ZJq0!Z2wQxxJI-3BsNQHF76*or!~&`F8c4???GsT5fa1ycF^)nn*})7czWR zFrel?IzvH@A?pQbHg;A2xxuwE(C#(7k{PA$d}8G_*37HF4vL4m1bAsN#=l?#=S9HL zKi}RYwkAdv4;d2{_U6~1E{v&zVN&J-66d{AqrhjgYaCs#>>Bubc4_6bhg{bvowYb9 z1qo>S1ZBYbF4u`t?&G_{9ZM*K)(!tFs5*Zq$+w=(ZcLeEG`Ky#0(sRG`*DoQZBR8| z0a~Nbw7;yIQ$&vI4+RdlL{a9li>qKYFgm|oH1j#^LJ%MwoRRVOeNgz)p&84?NrJti zI?;s0Xo>&J%2mT!ueFc==u#iAytVqu*EtZ?W}%0~Km^Y3-QZczHLVm9D*@87+vRq_ zgRqE^!^|~ikTES|S?c!U$g5!5P1vTK#1t^hU+0u(&V#~>c{yq%wb`Ec^MjH14n}@} zwoZX1@zRO(f@R(*pB>M~l&j0{mo!NfwlmGCM)pPFh8LRRSn-61- z(=&0z15nihV}vXeye9xPTu8aUbjG}E4V^~JB0=+%0LjS$R_Gj`4Rbx6y?gcjjXeXS zRGMZH5a0_P)3y;}NGZMe`hv+KdQ8u^9CHpw0{cW}6nlR60I*$|qNYQwczDsH%)eeWh5wzw1p+C0I)mr@rIhz)6sZUmK&DeYN?e2JP;S|Ve6 z47+>4RkD#~=NFIvCM%=4%3!|6D$Or8vya0NZc5)_R?Auh1vOaY;6&Uno-qRtnrI|<)$S7oo zY=`r{UzhrPf8YCYKkoZ+cm6m>>b$Rgy~gwPd|u@`mWpWK5HlQPJ&mfSP=o<&s_?r_ zu(*&e&l4DT(_MsZ=h*LXA#Cn^EP&N(2kTLwlrgit1!gzHp`G zAu;BNpl>+<_0oMR-=b1QSvG6tnJ;k)9?7c`zt?CCssJ8iaD2B->x`F2| z7bv|CzzZGk)q zcsi6*w%vNi#~&;`7l9Iw5#4qS@P9*qjnK9y$sGw6qC3*(0X7$^OG06km045bC0Yiy z6@v`JwC9mCA0K8spPYyvL`>TMvhhntF##L@;Css|k5p0$O<%(8w*&-9{`a*z06~-o zs{|1Zw0qn0S!FbC;?yL@{2axL%gSAx2|%%T2Jr$p_7)dRWTWC1L}{30RUTA3I$;P2 zjt_4)x!L+2|B%;h`kYQmIsZZpALzS$1A*WUJI8k)Xu0DWYFI+He(_c?ALwNfk}r*X zoX7Rak%}_B!@DgJTBB3G;e+x!I$1TL1B%D~5t5W;rGLxedt6A;2lOGNfn3Zy-0%0$ z*$eMyd%)Z5nJRFdzCd+=$XmFv>Z>|gas7x?M*Fdp}jN$veB z$=G+NfbV{+S#!rm65+qq07Ql!n8l;Db9sK-u*!e500e#zYIdParO50Zi~hfA0EI7G z?`6eK;=W0#A5{Z^I(VpYqm7Q##~IxGtq`R1KEU8GlyqnJ8(;VO$teZ?A(IX{-8nZh=djQI)zIJ1 z)cXO32(kluc(^x!;EJVhTgQG#ez~f>k2dNJLV)NE=juOoH*B*4Hd|&TS)?vpV$PHMn&AU+HldUwQOvaS zDCYd$TL~mitZQ^0m{)9q(my|sl;p9j4@x{23PGp#namQR*eXqfz*fvmkUIUF6%7#w zU+(H{Hz)x1;PBP`Fk=Cnb28I$^-(}nRkPPJMVAkBkev|^>~%|yxzM#Z>Cvz#4XK!Y+`g9%=%BD1Ura7b;;@ZYEkimVV}h6T6< zU;dFcV8^-<>){`~{-4dU+l_>ZbB_O}PVa(qLk@DSdRb;~vN{-CVEvy1V8{xP;vj8` ztIs7q;8eg>v)$pH?!Z_9Sy%fa@SY8_9J0;Zeg=i|D(snIj#KnXU&*aC=>^(ag)0N3 zrxcGE4Aq|l&G6Ryc>nsRhi)wOfD%G9P;_Yn0}^CM#fsB_D!#U#cPQ`>238cut-g0q zAY<@u8ufHg4m-NKrM2oIkTq?8#ZvuOA^=om^x!UY*{bm5G*2x-%sLE36WDl~QBlmO0g3=$b)a@i=Cex}`58 zr-)v~Y!n0;q3-JPXFxPd*K)5!^9k4#UBA*?167Ye?#VG^+y}~TE4dkrGFR0B->a~b zb{>o;1J+*&7c$$JYv+L#OXjzM(0M<=Q`rFfTJru0Y%}g*KeykfZTx)k?h#>u>mF-# z3Fu{qu-xdkWjIu{@Gds|q=~agZe|4Ep`McG3Hz&GRHV z;Y+9E|I8p1EJi??qN8ht^#No6RcLpSflWuf90?O3W#bz&1D_*N{lz$7rw)EB=vhNF z=t!>Jn7J9Hi@s!8nE9!}A*9sxeP6eRD~Sqrhe4dnt<(K~siFR{pP*i6`HHS;@Po5Z z{Gabuvulit%A1ulg>Joz2*i=DEqXx)Rh7MaP&J3)0~g%4)OLlG(Gef1Z`h!OtZ z7vrwufTrN#=(sYDbX!mz**jE6=KQIAp7hYa{n;vE?GjSQwV3xEiQcr}w*;4nHPJs)=3 z?0-9ex1pPeJ0a}odDWh{NnE{@8sNJucCp)o01X6H^VT`OPx%9l9imx6;F}-AX)&32 z?xJL{VkFO~EQABDt6?#A&D^Es#qD|o*Ox_=MzUVf7!)bg03Bo!qDSINn3X=#>ls$D zmE~qhWAZ$Tj590%{!OWI*VT*mb&)zyjV73CFQGg5ro)301cg+eAM848v$j0j3heQ3 z(hHZQ41IMkDFe%jK7Tvb-{)6han?N0S8p=-+~nRJM_(H~u&C^lU1Z-P7t9rqS-F!= zR!oF@i03jeI-gt zB>_wI3Qf=R?DyqdB!#H{D(|Sf>eo>aCp6{zD;_UGtH+SgN-M^!#zlJ76|C2jLzEvl z{@F0e`@6t0BlS9QKw$YyAr195QT))&>Gc`OwF$Fi^PZc;?^es4REc3Ln&zzTw&P{~ zMipmq{(!mnUcID~L0(9ZweSMxbxJaGEJ6c>zWo;`9S>UwK;39wgIv$~wFPGuwFx?K z24oOPUJ>wi*YCc|`^2vi65w6V7#xq2Wgo>6iGcd9J}CPwVu=(Z#m%oRm^}x>SZ*0< zWpVB#bwqbV9zRY2L{{q|+AMvu8OlMVL4fy0?721AM{>Xq?!V?ea?J{Y@(qz@mmPu6 zDp{fD1zXY*A!yAv4~)@rI>J?{gf#v*aaaccjpBz`pCO1xt6730So1C=e_>0y(QUc&&nhN(LS-TbB$6Cs$i70+b4QTZ{uoQIFaLIBO=} zs;<5eN_36Py3qujHBz8fMsC>JA$VfSJZNQD-DIHlr$O?Y8?zvXO*U~zyzSB)2-kOf z+bCpd&7?48nm5{o;XoBZhKI zfJE*{aJq(*_8LFWBgGFl6FEh#Oz>!v)=5bQ~>xEO>rlS@EK1~xc zvZmu-rBa%Te=V=uw=a~1QmUyJu-C+h$#}Oi{cir%P~7=6O@XGI?g{N;%&8}RQT~?z#fUul#UE;9u&?E&@m{U7%GmFb zGdM-fb2P3QKKRp2YK*IC`Y{c(f~Z!mfd-Ycxa`ZOsaov>>7g%+ZQih4m3{)S;|SBT zSZW3-H`n+6LC2-+g#@qo+K+}fbCasol(F=-=Upb9S!tia{M>aI{5GY9x4-~bP;$CI~l4Y6f8Z{mZ(kZQ9J`LY^BH;r#qiAF|J%2 zXLpy+TMAg$fABsI*U^e@x6!@LE3ngZrIUSowBs;f^$P3!KN6!`DMox{=8LuB*<1~+ z?8VL47ut?e`TezUN^lL~_q1mC)gw38qC&AvY9l*ejFqTw%{;rI+>gEUb|xcDtgEmv+qhVeOV&I0lk|xKaWC-L)uMV{*A;-{8nyYIan? z{4`QEN3|S*qQSWQp0Ga1u225vH;vmfW)gLo0?Jyh_E%ci_n_OgXR}l4Nh}51P7=cH zS4lXAdnkI(S!%xlpQ#g;?v!xnCT!>Ol}f5(Q9k%X9i!7oIvnaXPT;z8`X_wC;>V($ zvvLj#NAgF0!DM6NBgt)(cYv)#l*~VLc$E!1v$gW7gN!DXk9E$Jeno>?#&rH+)g$aG zRR|Y*oa96{ou)a3D=ww&5YzVywbEmL-H~c2SKRldox44vwx7CqBoFvTzowNyYTG2u z|IzwFA67(M#nuK$n_E|iPCHhb_G7>%lI!*J5q@gl;}&KCuvrhoR@PM(xr`aO0TZEj zGH1g%_FO@1Wr*-G?;Zi$I&#W6Y@}(fnmR{wW1hq$DL6xOESkKjfR7R-iA&_GI$L-N(-x zg+WH3Lf0*evj`X?DnDMj=6V8q3HtDKf=P_$H>t6c=55W)d;aMmbPito@&QhTpGPPf zxbCtM!tWX(?|kP)Sxw~?EV(wT+?#r#7zvV@}(+c zTdxkc+C@`66grIfhKPMnh&0XbgnJTW{ijHW?Hlu*@n?Xb!XZ$@_M1y#mt6-w=j+A$ zCX5be8#nD}E=?lw7VFqWz;XT*oxdF|jbMK_*2ZY}28S4!BwA94^B(S)y!Fo`jHiW5 zRH=Jlrs8q=C0|Y+zUHuA1UNk5g$iM+0^F+&a0J-PxcUI4;ki(<7vt~vGgRmGvap9| z;51t}<}$c4x0ZvIk_1%}ps2n4d{iQ~GjoM8i>?qxvVl zuLxl$YfQ!z#>+4dIEWV*CkboYM+iDbN8sGcs};+53NB}4y3QOx-FMk8I7y7cEu2^R zuGC7EGI_XUUvA^HY0$+>b0C|*)9@`91gB#_v3#Fmq*#H`Eo#`yDIOJ2s(+eO>??@}+V znUN>Y2k-U@fsw;QZ&%Rh zp42t2#VQNQnF4*&I`>}4_2vP-Y((*0zC<8v680j>_EQV^pRQL-IaiF1H9~Rj&M`ZWSHnGeVI!e<25lWeFHS@H+!w2Pfz@mgllzTfU$BB} z?;(+EYZ)+AkQ!~`{)wXj4prwy#fbxXW63dw%xXmNB!7}6%^NV8vzTFL zSp*jBRGr(^U#Y270qP868?bRxRH*Uej$-5BubSL_#A}sg3u?l7yQ;3<*&6{^_v*eV z-pglOG9`;2zQTp`x!UXnf&z>Ob}6S0_bD*$0Awpvta8XMBSe z#fy2|(n|$WHx70@em?tDuu|9M^mtF~UAM0DUAWdY<({k(qw8;hoctvWya>~hQNnz@ z4ek1o=~9wV<3!J!>>|KTg{*mqF)@p8B1i4|G_YzZij&A%Z;Pkegmw~tkCcH`>+x=4 z4(hz!qEsmm>~4TSi4%%(dJJ4=Y)sQ%JzAgD<;xHCj)#FQcn(wAl~m-@*WacS(4C?=sr$uTZzJX?j4(b zEr37Gsm4Zd%i1TU#+6`BGngp79#54#^d5hBTHadO(|KgyDCR*azY%+t|MP58MF!3L ztNxA@WIF@T)tH1vI_2Sr5k~~Y#0u>t6hr7rwaV` zAI0X0pE<#PzKC)6!>t@C6sp|%&cPQ%w7Q~HBIsUp1?98mSTeVJwjyTg*qw^vw5CTd zy1xvz+!qLj=K=BiNuPdPG@}pt)E}$lBL_BjNyFBiLfE)bd2V$C6$#QkgO+}ADQGve z8;SLiGjqwgJ?v7pBQ2qbrj*Iyz7I!@t{69?!?i?8OQtH5TE;uOLt44SCRIwN-*{R| zJwzI9egSzG*wa2df}KSc!ILp|4z07?JR+woP0c6cgM4DoT%xztzbmG>BrtA%w&dWF zKs(EN6r~#DF|GPBC4|jn+t5%YM!-98cilFi#I%Y27R@pIB~mSm9?mPKOBk8P&uG}K z_b(E&)~A7;mF1wg&~Aw>KR|I&%0A97x#1WW5DL%j_*TCBN%BE=rwp;yT5o3oualnpN8TI<`MM>)!OrZ+FD-TPOzFUFJ}kG%yc;t(%=_mmZ6p1Fu@o zH071Wj;$M$QiY4)Nnn>XsnK8%WL9I^mj5Ko8Y32BwWVLdP!37%hviJP_`M~9xCRC0 zZihwktG!qp=o5g^*{<_w$Gl&(lhUtKzgsY9lOa#4fwx!b`lzn1;+XJ64KR@z-^9&B z;n{_04U?+kj?|j5q|?r}ms}vm(PEcUUc0m9{9VPU+^jsU?sakJ6W6DYv#ESx=2w=_ z_~#qt5j6Q23J=gFa38@%Bx4@p3%ra8U>=QPejlig>WRQuRm*TU??!3#tj6K(|G2X$ z3~e33r;AtXWP@GmqOsqeNnlnWfiVMb`OcHINPjZX}*B)b5jR&m>g0hX19Y%h0i>J8d@r? z?;L2flD(jOuo}FL^83%1GjFb?!1y}EKZ$JJN%Qm|Nt9snx`9iOSx@S_mg7_E87#_S zfK-j2uEU4Da1y(G`7|X(bSeD1)V1ZA;LbGBweY=(j@ff`2?Yo9JM{JUxu2VL$7-(` z-l>M_y9=GA+KQpl>N50+S^LGtF{skYsl2EYLmtDwM8qZCqML_#>uW0>jz>}3i~Xai zZeU8-!AX6v*I-d$iaPAsL&Vlyy&v#8scr$^e!t&)uqVg6sJp>c`rWjJtCcq7tfk*D zhtj9KK; z0TzBe!~IY7+(zLCKfDxuEj#t5<7uP*{QKl8o*yG1{20kM?vF(WnKg}q)10r3i;x|< zaGVX;uP+vQ%!68h^1dRAF={`KTrib?$K2F?3WI!bp8n<_;QLf>8+3HF z(=mG6Vd~sfFg$dnmPt*#%`Z$x?vRtlgj$BkDaeurygcoyvpws2%9<;ZXP)e*Jr%Ae?kVn;{IisbU++ITQEXQ!jeG?VTPy z#7@FoWDD1~UmE{(O6T#^x%_Vro*GRYDbcMYAGlcNS@h+cc7wu6+24e~RnNoTlg5WZ zp0Z>ykJ}9FS&1Vc@bQ@;08D}DdR%_wvWf5a+YOMoKRjakP-W4$uGh)P*~ppf%#kw} zES?4M``584^J8t*^Anv-c9-_kXIo5LNfsdeWc9l35J{3~+AH6A68Pn>?A&>V!(zC< zZA?1mDD^RR8o&AV_LVau1e#_%-N8O#v}$Mj#pZpOw=#(2Kls#>0?zN=?IBa7X4wR+ znfT=9p8NCtkW6wtEF@!)FU?{eoGUVPqINsU&|2QrR5dp5$(s0f<2IuB_M^79ISi$c z+2N&!qG57eu0Ct?R)#p!rA*O+;itjLJe@L~s|Ojwaw|E$8S+K&`Fv|(c*Bv%2@>Jmixbf8pcm(e}SY?R!$YSw~kE% z>pakob3;9NBiQL^xCc;5>?hr8*^DR4hJ&=^ZRCJ97fmtlD9@?x_Kx=Zxqh{`IV~Mf z$O$f%5w5_8oSl?T`J)qh{l0@C>d%IDGp&Zs5;qmqI<*;4^SWmW*x<$p{QSgOsfMVC zZ6kR{yx<<+O&X&y{?KIFo`_BegB$uEj?NQT%Ri>%@NF$-0L%BxRXv->R2~rOYgzTE z-PB>~cyJhOxi@W-92_L-paAC38PNkV2C|2?^C8KckL)Z54Om}8EV#?g#GXFEs~PMy zTSKcrub2h$w9@43n=N0iBW|OIQVJQsYn!~cbJdMWPyD8m+u5yV&Zo*3I?Uwm#d=*c z#X9qe#g^o#Bfuh&x$o*Uay*4)zQP*$Gwl0t@jQE!`5sjf;-b&E*jav$hpL1o%lKRu zi~C%@4YHjFgmDsa9d&6JP0CLBw`%V1Du~uj`E0n=M7sev4phBe$1_FWV$`Mbp1rp7 zFH-ClcR^UL3t}AgQ1yICrfeBm`gxTAm2skN`9W+j4}UXyyA>qEyWSm8vZ;BL`@tf< zyo#^buHjaG-NBOZg27A2RqD!v2ylkn4GjuUVd8V-LiE0Sd5Lg}l*~03;+bo|j(S|2a($i}VC%CiZ))u|Wys?L- z8C$L<)FWS`)3rk(FSw4oSLJHX#$zOaAj%0k|c` z)lZX08_kCD10ZVKU`74S$@98NQ8fe$_i_g#t9xu`#O?2S$a;RVf0D2$K(UHnjHiZD zk7Gx&sD!EfHkZXbnzsi}N~(+T80%YbKE{)AMe^odHB4Og98t0f5u&}2BrZ9am%Obr zzr$a14&eT|d2Ei3ytX&*SA(d+6{Ub?i15dGb$<+ut~D!vES(OC1`EUL2;zd7b5T4{ z;J0~Be$C0`6X0oG?$_vXbbZ@L?4DJ9Tqe<{KY(8-)L67E-t3`B7?>cCCSxGz?k#&aFcRg<$Pa6R-z}Cc$eR)GphvL zPge$?v3JWOGV3XG;SL%za^BEGLMm$Fe1iS-HGhAH;t&>(Y6P0MCT7|e` zGB2CKZE%eG&{D4)Q47|vO(BG)V;p%Eab)Y94qtvCdT%kUi3rxlnYxY+pSImOVQWa9 zy;e!j`4mV?dVZF8j$Q07aJILXIVWY>c6SNtzgpAk7R6th<|&S?MwIbM9$dGoqd4po z<{)eE#rui&*%d&@Wtos35$hD{@fhN;jRCyBL)S(ko|#SvVPk6=xMIVxtMdHF8M+(a zI_uvzq)v!cNnDJ!fDNHoaurVIR>yQ=yEb0pQKQYLZ?GW9A z3!KcU=2p1Q??0MYKM@TmGOu%@VI{3QzB#!?7#JP`2HeA7FywRr8OqdrPb;mH1|{4J zAow;hyVt*73bl<>a!pBQR~~$DcryPs(;j>9OCZcZ;UN>r{T8}f@q7KLqXe2qbb_1J zwAf?}HQR{0vl-VJG3|FKlvtHdtaZ5DmK+lM&q#}gK*M=I!rIKuE&xDHZFy#@r09uT zwZc}TV#fm@?H(DHcTm>^bm5$Xf5Dz_zmxk;mRvy7WO`A3q(!k=%+!7r%6z4n^2G<2 zK`%JN_i}*sBtd6OmRGtgfAeV#C`WVB`*0F-j(i1av3i&M7InETrAKM`%dIgkEMUj} zlw|Xv{v7e5Y1nl(1kc>=^R zrEd&Gv21slo4khwDoBf7s+XEDPk+xjVw ziB;uKM3>8-W1H0|9dete65(itV?v4{^&4()YF$DM7fA}YS74$+aA z1z=pUD*5?Z`nmzs*I)bv^7B3)X}ohPYn4;RY#knvJ? zK56k0Hb2XTAJu9dyg)#PB7abyxsEkSO09^l>bUJHVcqItxGZi#&`wte*^0V1e&n1p z$3z2;>Slq()oW)X{`SEB4zN?nd83fClYtQWb1ykj5nc|R&w(%<>Q=5&#*Ly;FK~d{ ze5s$8)eg)Ur592$C%$fwYu#rN9D=(@A*EpgmI4by^?ZP%tDOu}(k>`&0%gX^jfV78nkb+?LryL^`R3Q0oMi^84^033MgIS%M zF?=Ukp%;+QZ2)6x%eE?SwJ0JuXTIQ6Ti8Rsv2Zp`7)#II^LR-CyPH#7;ivTo0v2Jx|0&RMrvBp?iRw`wVJMTovWj$0n}`VhT;X0w4yH|M zEeWiyB~5{mL)0Elyw_AiSQApXNvvJDi}S>D{|Qtjk`Ad2Go<1cdIokNXH#bDJ(_pO zR%6d=Ud13Se;8uIuVWc*fR}|+Fx!$S$mQ3^?Gt?dp&pN}WrRq!l z9!KmxT<1@9tiILVI5)C#_X#=Q8xC8-laN!9Z6FCY57`>$-tRG^uuvk_@ z$@XkXTCz&Z%3l9QSUi(^Yh4JZiF<+*#-E~j{qE}?Hzg<^m~EQ*{$c8zJopmQ)w~`L z0+mhHQWi3yM#mY*Se=g@Aa0Lhiz9v=5x~k8R3=vTx3d+6K(dZa)JoG;2zx->%c(gC zkwHzBsyR7DK|U!mt^dw~;0C-P?$pWMv*!5qyVS5#d-3<|&t`n(U1eK0I(tglNaP&m zXrXL-L3w??&D(TpnH*k=0ZzcWQGSs5r6X4Xt552=p>?C;yRDS$^PQbRkOJRt@}9bl zv=66)i^j>|9jsg)zu{ZnzqXtLOwis_HSPcvlt#m13sM0e;wNBhu;54i9#34W zv{Au)dz<_HAZ^qvz0*wqMJ1j=h?kx8a48bkKSuJb$Y;fUrZAwEPpJ;8+3N6{y!S3q3_-V zDpQTo?IvqRbi}CIO-+QgImz|11%-)~>WMqljdc;3<4dVQmimd-Wr({WsL5!oe-qaoQaog&4eOv6X9&1y9F%-_Xp2?C2BY-yaG zyzFKGcc5j%4qX>j=bMO)7&DtZAKDO*P5j`DI7D7wgTP`2wt|43!!Ca zv_apB{yV$)zyApUJ)~W_I)EC<4omROq(i^l|L-q-4#J2oZsK;-f$84_ZN(?xL~u+b zngkELOvtliuGRQ|Xr;qlk_xt9AFwAZ%WTw}a4N%__NCj+J*Z76OmP=l_nB@3lrrNc ziYCdd4%dIEg3Fp&3Vo?HjtghVWR1Tfl&8t7C!ZiqFI=GuZHO?g{1=2oXH9E;M?VZ9 zxX?DLgyw$S{HNQT)Y!Umx&)OQ>ZWL$(U5S~e;bJ#HOJ{(O4jRfSNlO?-fQMK^&Xok zx1s&FkvFkcrF<_EhwXH}4~P!HvAr3}H>Oi}YtCVL;1e3^$eW!IO^H8J7m4fjM3A z2jvq9Upe}=fO&?G_5r>MM~l9c0R}V)w-a|nI_4vo&tm#&G?TZW4gYZbfpf8~9mmQ2 z-`7!p(V8}{Tgc&+EIn%ECiuRMMlz8a>6>NjmZ}V3$1lVHYQdl+|b2hAk z2v1>y^*2N051KcLnq?ali2ps*x^qwfj^i+4>R#Mb>rJQ3R;nMFiyvgmol0++{e{_HR1|u^>U*QQQq29sVBo;}_!}V1c}G`kwY%4Nbx5 z-zk9Q;&zK&Cn);Ku>Ay=>*nP*P-5A!X)If7{>Xr6T{IPNF|~yp1=lGfE7~jSR|VE3 zw5Xo^L-ACrSEUhgTc8EUu|!O$gmYb@eOn^o5;z%&wgk+>4<`a<^CpoPw>b+pAML@k zEI^GHVx}jOuI5JZ{)9FCPlJAjklcth5}A)NSD!c-a; zslkj^Dvp>_jss7PQ{3I7scJcXmM}=H!X99|usSg*$j2XvVhvtFXWpk%rYk0Jl)eck zPI(TUv{!Rxxl={=8koFGOYL{$pImBKpIdv3Rq>FTu@)kI8YQ6)`Ob9?(S^kM}06I`E_)SuY1s1Btnq+UbwdeO;%`NmB8;ph&Zjx5P zgAVG~_mbq;VE@jru^RKfmbbPQhBh7H*hw=*f_4*51Zx4@)oy{bg|TKoJe> zGXI^TBR>cF<5!F_R3&q3_WT40jSz0?fC|6Z9uji}8kkGCD%|OxxA0uFQf$VLGd43= zGgn;Q{Ght_?>0rpRUQqD2LJ5)G*Nhv7kfA^0$T9*kw!n0_*a&|rIrETh*6eZYC}$;Lr|+v=DKguv*T~_xeBZMKtTa_%r?q zHLYJI2Sh0*&zcbFJ*qC)q{g{2L(l*B9B);E{d(@zdP@;EkJ`o}6<9n|ya`3|d3Tt+ zCfZbRh`J?>TwDvqX#Wh3kvASbXs;yPYl2Rh-Fm(^mX=C(qaqaJGhkh4xW=z~?X6?W z3wr$MtB34PJbbU;DG4^g0;Q#4q+{L0yY(V7?^b!iV>x!FCGvt-)Lwm7AD#NIVKSqI zVM=@^)TatVUuF9ub^7lw7i!C=OXnUILE_Nm=Nzljq&28+oW>Q448EL0hCB)Sx;+qwl1hY=fjKyo7>C?f|@7Y#a*zPVsG`Ehmisn{c+^WoCFHKwMfC2KrZr`oU)D zsviM(1GlZ}5x2f?^W*Jx`K~>YIL~t$n+rl%jpO;Gp6my(l)#_<$P3zRzoIrky7x69 zwH)>656Jglu;@(o{|WN_@aLBuJec~kCaa*8Bp_J4kK$H3z}?UgE~>vtEoImJtv!cO zr?xVr_A%?d(rzJw^|H}9T2nbZ@>K4z1h3u)r^WMZ?oI;R#(l6cR<&|)g1SB5c8vJv z&WP+#T{E*&_HsV#*eVS4id;0!jwQ49d2ba zZjL_zOF8XwI38jiZotLk!obSw0O%KWT=A2ZnIZw&Tln|53#9Q+xKCdD|IS(>c15jD z4$T*z{jKJHceOzhE5b$p9WrE1xgdilIR|PQ;n_S|g<@bMbueO8hvUr(oNS?>&h>CS zN4Vk7yp9`}H`bw6Y}H5*^v$zE=Gk|^S-EfY>^ki+IkY72feipxFMQC;HAu7gcT2)4 zKt`v4R{cN#0Uo#-DcZUCcgJ#iQbX)jeSm@*>P9P1KbLPoffzegX9)*ax8LRQ!5K8< z0)8eg`Uf=Xc*#*Fd7U#az$5uHe~g(fbm$Cn%-rgvggzwNWSlGcJD%_+ZiXzSh^LiH zLC}^33H_`oFv_NH)R#LxYXX4cAto)*{H&9k16JCf$w2a!3`Lp{sE)WB>JRa!<{OzL zv4w4bN710Vt9>WE$L}?}PRqo2ey`n3nE+T zN4XsGg6?XD7a95~$T*z;+x|c13QQgYe06c|&1`>o$OO7u(SF~u2P?Kw4dpuY9-+4( z4Dun1UIo@>$xa#lDU z_V76L?QF%CI2vyQdek$BnTCRy{|X)mef;x4`0)Stz=NmOCZboq0Rjs}F=AFStrq~i zGillkY&X_Sznmg8Wvfy2aLW^#+8)OLt$&QDTN^!)Pq?DiE_S?~|G#(NZqzRcZ9u+3 zzYGzk7R@0nmJj7w&zcZShELH`3dC<^07&=xSrcT>4|VG@c#=(Jt7k>5cSte$R-Ua; zD1JxQf@pjjOe31STEPL*NBpy>-A-iGX&bWi`Kj5BHSuRydC*PPo_nI88WyG-B$_7N z;kPA%Gj4tLBfz!GMV|qOnr+Mq$lG}!B9}Jc5~pb{5Q|W*eu?^dgQiw!F3Ichf6e41 z4eDvqHNB7a$WaM?l=sTxf9$~QNmMAY&;3}9D?Ewk+`HWFJIMI=p^o%B9ga^q6MwlF zz)qbvenBnwGih5U{OEz(V*vsiTQCmexKiMM9fFjoi)c}Xvs8k6m1`QAx+sragN%q+ z)6l=QE64=sVuzhaju8F5G1z{#RYu4+h>c%)6Inm9O-TJI)GbE?r}Wo?1mLZ;>AYdb zblIx=Qz9QEi5!9q)mZn$nIO#YVc(u2B1W4fSR`{Q^-hqq&0Vop+zb( zuwsPo?4X1oz&6^4s7JQiSD>Gns0$lYX!&f`K;XabK7I5gPP4ZgyDuyEM+rI*8bjC2 zoPT(DXNp_Ir=8{Ln^mfv*LqvE$1 zD4}}#&-VS%cv^<9^&_Bl$>qAAws>bq^qeuQQ!aXCOmyIRuX2GR>_s${gRn+Lg|4Fo zDt3Ubd*g#(OZwLX8(Vy1xz-w^i}0kwj5#t|Ho)xg_ezA>X{fjQ*UCaA79rA+p!Z=5 zRf*1k9!TZ(EP-3{==@_Vw+2+aqvg;r0$8VW7aqR7kRnL AHvj+t literal 0 HcmV?d00001 diff --git a/examples/pipeline.ipynb b/examples/pipeline.ipynb new file mode 100644 index 000000000..a2c8e5b35 --- /dev/null +++ b/examples/pipeline.ipynb @@ -0,0 +1,179 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Visual Pipelines \n", + "\n", + "This notebook demonstrates a proof of concept for a visual pipeline for analytics. \n", + "\n", + "![Yellowbrick Prototype Pipeline Objects](figures/pipeline_prototype.png)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "%matplotlib inline\n", + "\n", + "import os\n", + "import sys \n", + "\n", + "# Modify the path \n", + "sys.path.append(\"..\")\n", + "\n", + "import pandas as pd\n", + "import yellowbrick as yb \n", + "import matplotlib as mpl \n", + "import matplotlib.pyplot as plt " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load Datasets \n", + "\n", + "Note that if datasets do not exist, please see the `download.py` located in this directory. " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "FIXTURES = os.path.join(os.getcwd(), \"data\")\n", + "credit = pd.read_excel(os.path.join(FIXTURES, \"credit.xls\"), header=1)\n", + "concrete = pd.read_excel(os.path.join(FIXTURES, \"concrete.xls\"))\n", + "occupancy = pd.read_csv(os.path.join('data','occupancy','datatraining.txt'))" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Rename the columns of the datasets for ease of use. \n", + "credit.columns = [\n", + " 'id', 'limit', 'sex', 'edu', 'married', 'age', 'apr_delay', 'may_delay',\n", + " 'jun_delay', 'jul_delay', 'aug_delay', 'sep_delay', 'apr_bill', 'may_bill',\n", + " 'jun_bill', 'jul_bill', 'aug_bill', 'sep_bill', 'apr_pay', 'may_pay', 'jun_pay',\n", + " 'jul_pay', 'aug_pay', 'sep_pay', 'default'\n", + "]\n", + "\n", + "concrete.columns = [\n", + " 'cement', 'slag', 'ash', 'water', 'splast',\n", + " 'coarse', 'fine', 'age', 'strength'\n", + "]\n", + "\n", + "occupancy.columns = [\n", + " 'date', 'temp', 'humid', 'light', 'co2', 'hratio', 'occupied'\n", + "]\n" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[('scale', StandardScaler(copy=True, with_mean=True, with_std=True)),\n", + " ('model', LinearSVC(C=1.0, class_weight=None, dual=True, fit_intercept=True,\n", + " intercept_scaling=1, loss='squared_hinge', max_iter=1000,\n", + " multi_class='ovr', penalty='l2', random_state=None, tol=0.0001,\n", + " verbose=0))]" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.svm import LinearSVC\n", + "from sklearn.preprocessing import StandardScaler \n", + "\n", + "model = Pipeline([\n", + " ('scale', StandardScaler()), \n", + " ('model', LinearSVC())\n", + "])\n", + "\n", + "model.steps" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Evaluation Visualization Prototype" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from sklearn.pipeline import Pipeline\n", + "from sklearn.base import BaseEstimator, TransformerMixin\n", + "\n", + "\n", + "class VisualPipeline(Pipeline):\n", + " \n", + " def draw(self):\n", + " \"\"\"\n", + " Calls the draw method on every visual transformer/estimator \n", + " \"\"\"\n", + " for name, estimator in self.steps:\n", + " try:\n", + " estimator.draw()\n", + " except AttributeError:\n", + " continue \n", + "\n", + " \n", + "class ClassifierEvaluation(object):\n", + " \n", + " def draw(self):\n", + " yb.crplot()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.11" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} diff --git a/examples/rank2d.ipynb b/examples/rank2d.ipynb new file mode 100644 index 000000000..3d12f322c --- /dev/null +++ b/examples/rank2d.ipynb @@ -0,0 +1,271 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "from __future__ import print_function\n", + "%matplotlib inline " + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Sliders Example \n", + "\n", + "This is an example of interactive iPython workbook that uses widgets to meaningfully interact with visualization. " + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "collapsed": true + }, + "outputs": [], + "source": [ + "# Imports \n", + "import numpy as np\n", + "import pandas as pd\n", + "import seaborn as sns\n", + "import matplotlib.pyplot as plt\n", + "\n", + "from collections import OrderedDict\n", + "from sklearn.pipeline import Pipeline\n", + "from sklearn.preprocessing import Imputer \n", + "from sklearn.linear_model import LinearRegression\n", + "from sklearn.metrics import mean_squared_error as mse\n", + "from ipywidgets import interact, interactive, fixed\n", + "\n", + "import ipywidgets as widgets" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "collapsed": false + }, + "outputs": [], + "source": [ + "# Data Loading \n", + "columns = OrderedDict([\n", + " (\"DAY\", \"the day of data collection\"),\n", + " (\"Q-E\", \"input flow to plant\"),\n", + " (\"ZN-E\", \"input Zinc to plant\"),\n", + " (\"PH-E\", \"input pH to plant\"),\n", + " (\"DBO-E\", \"input Biological demand of oxygen to plant\"),\n", + " (\"DQO-E\", \"input chemical demand of oxygen to plant\"),\n", + " (\"SS-E\", \"input suspended solids to plant\"),\n", + " (\"SSV-E\", \"input volatile supended solids to plant\"),\n", + " (\"SED-E\", \"input sediments to plant\"),\n", + " (\"COND-E\", \"input conductivity to plant\"),\n", + " (\"PH-P\", \"input pH to primary settler\"),\n", + " (\"DBO-P\", \"input Biological demand of oxygen to primary settler\"),\n", + " (\"SS-P\", \"input suspended solids to primary settler\"),\n", + " (\"SSV-P\", \"input volatile supended solids to primary settler\"),\n", + " (\"SED-P\", \"input sediments to primary settler\"),\n", + " (\"COND-P\", \"input conductivity to primary settler\"),\n", + " (\"PH-D\", \"input pH to secondary settler\"),\n", + " (\"DBO-D\", \"input Biological demand of oxygen to secondary settler\"),\n", + " (\"DQO-D\", \"input chemical demand of oxygen to secondary settler\"),\n", + " (\"SS-D\", \"input suspended solids to secondary settler\"),\n", + " (\"SSV-D\", \"input volatile supended solids to secondary settler\"),\n", + " (\"SED-D\", \"input sediments to secondary settler\"),\n", + " (\"COND-S\", \"input conductivity to secondary settler\"),\n", + " (\"PH-S\", \"output pH\"),\n", + " (\"DBO-S\", \"output Biological demand of oxygen\"),\n", + " (\"DQO-S\", \"output chemical demand of oxygen\"),\n", + " (\"SS-S\", \"output suspended solids\"),\n", + " (\"SSV-S\", \"output volatile supended solids\"),\n", + " (\"SED-S\", \"output sediments\"),\n", + " (\"COND-\", \"output conductivity\"),\n", + " (\"RD-DB-P\", \"performance input Biological demand of oxygen in primary settler\"),\n", + " (\"RD-SSP\", \"performance input suspended solids to primary settler\"),\n", + " (\"RD-SE-P\", \"performance input sediments to primary settler\"),\n", + " (\"RD-DB-S\", \"performance input Biological demand of oxygen to secondary settler\"),\n", + " (\"RD-DQ-S\", \"performance input chemical demand of oxygen to secondary settler\"),\n", + " (\"RD-DB-G\", \"global performance input Biological demand of oxygen\"),\n", + " (\"RD-DQ-G\", \"global performance input chemical demand of oxygen\"),\n", + " (\"RD-SSG\", \"global performance input suspended solids\"),\n", + " (\"RD-SED-G\", \"global performance input sediments\"),\n", + "])\n", + "\n", + "data = pd.read_csv(\"data/water-treatment.data\", names=columns.keys())\n", + "data = data.replace('?', np.nan)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [], + "source": [ + "# Capture only the numeric columns in the data set. \n", + "numeric_columns = columns.keys()\n", + "numeric_columns.remove(\"DAY\")\n", + "data = data[numeric_columns].apply(pd.to_numeric)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2D Rank Features " + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": { + "collapsed": false, + "scrolled": false + }, + "outputs": [], + "source": [ + "def apply_column_pairs(func):\n", + " \"\"\"\n", + " Applies a function to a pair of columns and returns a new \n", + " dataframe that contains the result of the function as a matrix\n", + " of each pair of columns. \n", + " \"\"\"\n", + " \n", + " def inner(df):\n", + " cols = pd.DataFrame([\n", + " [\n", + " func(df[acol], df[bcol]) for bcol in df.columns\n", + " ] for acol in df.columns\n", + " ])\n", + "\n", + " cols.columns = df.columns\n", + " cols.index = df.columns \n", + " return cols\n", + "\n", + " return inner \n", + "\n", + "\n", + "@apply_column_pairs\n", + "def least_square_error(cola, colb):\n", + " \"\"\"\n", + " Computes the Root Mean Squared Error of a linear regression \n", + " between two columns of data. \n", + " \"\"\"\n", + " x = cola.fillna(np.nanmean(cola))\n", + " y = colb.fillna(np.nanmean(colb))\n", + " \n", + " m, b = np.polyfit(x, y, 1)\n", + " yh = (x * m) + b \n", + " return ((y-yh) ** 2).mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": { + "collapsed": false + }, + "outputs": [ + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAk8AAAIWCAYAAABORmlRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nSUVORK5CYII=\n", + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "labeled_metrics = {\n", + " 'Pearson': 'pearson', \n", + " 'Kendall Tao': 'kendall', \n", + " 'Spearman': 'spearman', \n", + " 'Pairwise Covariance': 'covariance',\n", + " 'Least Squares Error': 'lse', \n", + "}\n", + "\n", + "@interact(metric=labeled_metrics, data=fixed(data))\n", + "def rank2d(data, metric='pearson'):\n", + " \"\"\"\n", + " Creates a visualization of pairwise ranking by column in the data. \n", + " \"\"\"\n", + " \n", + " # The different rank by 2d metrics. \n", + " metrics = {\n", + " \"pearson\": lambda df: df.corr('pearson'), \n", + " \"kendall\": lambda df: df.corr('kendall'), \n", + " \"spearman\": lambda df: df.corr('spearman'), \n", + " \"covariance\": lambda df: df.cov(), \n", + " \"lse\": least_square_error,\n", + " }\n", + " \n", + " # Quick check to make sure a valid metric is passed in. \n", + " if metric not in metrics:\n", + " raise ValueError(\n", + " \"'{}' not a valid metric, specify one of {}\".format(\n", + " metric, \", \".join(metrics.keys())\n", + " )\n", + " )\n", + " \n", + " \n", + " # Compute the correlation matrix\n", + " corr = metrics[metric](data)\n", + "\n", + " # Generate a mask for the upper triangle\n", + " mask = np.zeros_like(corr, dtype=np.bool)\n", + " mask[np.triu_indices_from(mask)] = True\n", + "\n", + " # Set up the matplotlib figure\n", + " f, ax = plt.subplots(figsize=(11, 9))\n", + " ax.set_title(\"{} metric across {} features\".format(metric.title(), len(data.columns)))\n", + " \n", + " # Draw the heatmap with the mask and correct aspect ratio\n", + " sns.heatmap(corr, mask=mask, vmax=.3,\n", + " square=True, xticklabels=5, yticklabels=5,\n", + " linewidths=.5, cbar_kws={\"shrink\": .5}, ax=ax)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 2", + "language": "python", + "name": "python2" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 2 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython2", + "version": "2.7.11" + }, + "widgets": { + "state": { + "2b2e97ac5fb04360a14b241b102d297c": { + "views": [ + { + "cell_index": 7 + } + ] + } + }, + "version": "1.2.0" + } + }, + "nbformat": 4, + "nbformat_minor": 0 +} From 7a4955163e0444e19e93cf1f3c4c3f353e34fe32 Mon Sep 17 00:00:00 2001 From: Benjamin Bengfort Date: Sun, 4 Sep 2016 13:09:40 -0400 Subject: [PATCH 32/32] version bump --- examples/download.py | 2 +- setup.py | 2 +- tests/__init__.py | 4 ++-- tests/test_bestfit.py | 2 +- tests/test_regressor.py | 2 +- yellowbrick/__init__.py | 2 +- yellowbrick/anscombe.py | 2 +- yellowbrick/base.py | 2 +- yellowbrick/bestfit.py | 2 +- yellowbrick/classifier.py | 2 +- yellowbrick/color_utils.py | 2 +- yellowbrick/exceptions.py | 2 +- yellowbrick/regressor.py | 2 +- yellowbrick/version.py | 4 ++-- 14 files changed, 16 insertions(+), 16 deletions(-) diff --git a/examples/download.py b/examples/download.py index b878fc57d..5d11a86fb 100644 --- a/examples/download.py +++ b/examples/download.py @@ -8,7 +8,7 @@ # Copyright (C) 2016 District Data Labs # For license information, see LICENSE.txt # -# ID: download.py [] benjamin@bengfort.com $ +# ID: download.py [1f73d2b] benjamin@bengfort.com $ """ Downloads the example datasets for running the examples. diff --git a/setup.py b/setup.py index fb48d830a..a2f42b026 100755 --- a/setup.py +++ b/setup.py @@ -8,7 +8,7 @@ # Copyright (C) 2016 District Data Labs # For license information, see LICENSE.txt and NOTICE.md # -# ID: setup.py [] benjamin@bengfort.com $ +# ID: setup.py [c4f3ba7] benjamin@bengfort.com $ """ Setup script for installing yellowbrick. diff --git a/tests/__init__.py b/tests/__init__.py index 7127a6a2a..d6493e068 100644 --- a/tests/__init__.py +++ b/tests/__init__.py @@ -7,7 +7,7 @@ # Copyright (C) 2016 District Data Labs # For license information, see LICENSE.txt # -# ID: tests.py [] benjamin@bengfort.com $ +# ID: __init__.py [0c5ba04] benjamin@bengfort.com $ """ Testing package for the yellowbrick visualization library. @@ -24,7 +24,7 @@ ## Test Constants ########################################################################## -EXPECTED_VERSION = "0.1" +EXPECTED_VERSION = "0.2" ########################################################################## diff --git a/tests/test_bestfit.py b/tests/test_bestfit.py index 5cca1a825..cf9c706d6 100644 --- a/tests/test_bestfit.py +++ b/tests/test_bestfit.py @@ -7,7 +7,7 @@ # Copyright (C) 2016 District Data Labs # For license information, see LICENSE.txt # -# ID: test_bestfit.py [] benjamin@bengfort.com $ +# ID: test_bestfit.py [56236f3] benjamin@bengfort.com $ """ Tests for the bestfit module. diff --git a/tests/test_regressor.py b/tests/test_regressor.py index d859d2ecd..8026db6e8 100644 --- a/tests/test_regressor.py +++ b/tests/test_regressor.py @@ -7,7 +7,7 @@ # Copyright (C) 2016 District Data Labs # For license information, see LICENSE.txt # -# ID: test_regressor.py [] benjamin@bengfort.com $ +# ID: test_regressor.py [be63645] benjamin@bengfort.com $ """ Ensure that the regressor visualizations work. diff --git a/yellowbrick/__init__.py b/yellowbrick/__init__.py index 8599cd2a6..49e7cb917 100644 --- a/yellowbrick/__init__.py +++ b/yellowbrick/__init__.py @@ -7,7 +7,7 @@ # Copyright (C) 2016 District Data Labs # For license information, see LICENSE.txt # -# ID: __init__.py [] benjamin@bengfort.com $ +# ID: __init__.py [0c5ba04] benjamin@bengfort.com $ """ A suite of visual analysis and diagnostic tools to facilitate feature diff --git a/yellowbrick/anscombe.py b/yellowbrick/anscombe.py index 450dbdbf2..b2d87bb45 100644 --- a/yellowbrick/anscombe.py +++ b/yellowbrick/anscombe.py @@ -7,7 +7,7 @@ # Copyright (C) 2016 District Data Labs # For license information, see LICENSE.txt # -# ID: anscombe.py [] benjamin@bengfort.com $ +# ID: anscombe.py [0bfa366] benjamin@bengfort.com $ """ Plots Anscombe's Quartet as an illustration of the importance of visualization. diff --git a/yellowbrick/base.py b/yellowbrick/base.py index 0a9111420..d121ed61c 100644 --- a/yellowbrick/base.py +++ b/yellowbrick/base.py @@ -7,7 +7,7 @@ # Copyright (C) 2016 District Data Labs # For license information, see LICENSE.txt # -# ID: base.py [] benjamin@bengfort.com $ +# ID: base.py [4a59c49] benjamin@bengfort.com $ """ Abstract base classes and interface for Yellowbrick. diff --git a/yellowbrick/bestfit.py b/yellowbrick/bestfit.py index e22c77351..bbc027bbf 100644 --- a/yellowbrick/bestfit.py +++ b/yellowbrick/bestfit.py @@ -7,7 +7,7 @@ # Copyright (C) 2016 District Data Labs # For license information, see LICENSE.txt # -# ID: bestfit.py [] benjamin@bengfort.com $ +# ID: bestfit.py [56236f3] benjamin@bengfort.com $ """ Uses Scikit-Learn to compute a best fit function, then draws it in the plot. diff --git a/yellowbrick/classifier.py b/yellowbrick/classifier.py index eea218b3c..9a45b3fcb 100644 --- a/yellowbrick/classifier.py +++ b/yellowbrick/classifier.py @@ -7,7 +7,7 @@ # Copyright (C) 2016 District Data Labs # For license information, see LICENSE.txt # -# ID: classifier.py [] benjamin@bengfort.com $ +# ID: classifier.py [5eee25b] benjamin@bengfort.com $ """ Visualizations related to evaluating Scikit-Learn classification models diff --git a/yellowbrick/color_utils.py b/yellowbrick/color_utils.py index 439cc9a28..8ad1959ba 100644 --- a/yellowbrick/color_utils.py +++ b/yellowbrick/color_utils.py @@ -7,7 +7,7 @@ # Copyright (C) 2016 District Data Labs # For license information, see LICENSE.txt # -# ID: color.py [] benjamin@bengfort.com $ +# ID: color_utils.py [15f72bf] pvomelveny@gmail.com $ """ Defines color definitions and color maps specific to DDL and Yellowbrick. diff --git a/yellowbrick/exceptions.py b/yellowbrick/exceptions.py index 9c29b68ca..726daa6b9 100644 --- a/yellowbrick/exceptions.py +++ b/yellowbrick/exceptions.py @@ -7,7 +7,7 @@ # Copyright (C) 2016 District Data Labs # For license information, see LICENSE.txt # -# ID: exceptions.py [] benjamin@bengfort.com $ +# ID: exceptions.py [cb75e0e] benjamin@bengfort.com $ """ Exceptions hierarchy for the yellowbrick library diff --git a/yellowbrick/regressor.py b/yellowbrick/regressor.py index 295378098..f8c37f09e 100644 --- a/yellowbrick/regressor.py +++ b/yellowbrick/regressor.py @@ -7,7 +7,7 @@ # Copyright (C) 2016 District Data Labs # For license information, see LICENSE.txt # -# ID: regressor.py [] benjamin@bengfort.com $ +# ID: regressor.py [4a59c49] benjamin@bengfort.com $ """ Visualizations related to evaluating Scikit-Learn regressor models diff --git a/yellowbrick/version.py b/yellowbrick/version.py index df1994d36..cfcb9a613 100644 --- a/yellowbrick/version.py +++ b/yellowbrick/version.py @@ -7,7 +7,7 @@ # Copyright (C) 2016 District Data Labs # For license information, see LICENSE.txt # -# ID: version.py [] benjamin@bengfort.com $ +# ID: version.py [0c5ba04] benjamin@bengfort.com $ """ Maintains version and package information for deployment. @@ -19,7 +19,7 @@ __version_info__ = { 'major': 0, - 'minor': 1, + 'minor': 2, 'micro': 0, 'releaselevel': 'final', 'serial': 0,

$aSJHACav`gWmid4-i#3vpG%_kldnRVq8`+@1slrops2fH{1W2kVb9 zz!i3UrrKkCgfDrj`~`wa^M4&c)XncXP(a@MqtvQ$UCY3DELOtQ3F$-(=S4XY0oP+w5VIA8erjsS@-wU3C16$0} z^sMdlC1sT~ZS|N7ec3HjgD?W!Q82C}-}0Wyn|1K-2j;MM>)SI=sCvJ$(78h@Wa-Og zoOwxZ($6`P+$?M5#YjChd8PGdr^jWf#MDB+bF__bTNTw1t7<@sVM#`!?hWS%5DJBg zI*1XFZIP8k?U`i~FztYB6Pv%`lS-rpbkU8sO3*d&Xj=YlF{FKI3o>MweeHd<4*$&1RN7uMB; zW1T5bIEHJzJ zC*gCuhrLbE>>9NMKF<1K0@bDIjZ#N)r|8T`E^cNhuL}BRo>hw_FtS`fFKM?m=f>ba zqHlogvps7Fh$oWa3*N>)R)pJ-rhVBn)XfS0M&*B|K|pAdtjGZk_o%pIm`c^t93r_ zvDn~}W+PiV;n%OXHKb(Mmaxc`P()ch<;k6DHOuGURD;eWO&nUXi7!$G2FNO@+Mk% zC>(6FeN&xua!__VX0fadUb%RJdz+zwN_?QKU!`EVh^@@5C{#(RwA$n9s=_=Ff%aXz z?xeY2x%ccLlA}|^$ec#{&b?i7St<)5^IUDkU_OJJ9>&#VBfs5@;S1Xuw@ungA4*fw zd9E%YjaVs>=em&wE$Df|@XsXr;riQ-u?0`zj-OZ6Y16zwLlci!|H$Uth(VPz5f>8w z8eW<%c!#dG9XC zWCW#!(Cw!5&)xcl46F87vpO1}CzNIqzA8?5c`R7ptrcR}n9DN@Ax1*74MJaj-jq7j z+rU5tEzL^*@tlm-Ia;GM3gy}{$8Y!M4^kxm7eBtsE{^tTOMiXU5i;dGPDT(erXe3| zW#vZj-H)nn7fME?8Uy)y3?U^^KU=n}dz>b2vDk?z$9{eAlTjJK7U{WV=c8w)t zrSv;H8&*T{^w6y6rh`3Fz@pM{Ym$X#REY?zDk(%oD$f>8xAmis#1%ZTgRS`hj^Ovzgolx9QMrM8Os4)5{1cYO9KdmregLkXoql zhaEKU<C3d`Y&N1pEnxLDjs@LGRd0<720gH zrMTVyi0o`EZD@ed&BC=8dn%+fY_pq}G>2zW6(z-(DTp+E3gEZB zhCQd!)Jbg^zkT}mpGCUOy0oRHwGo_~msvhs+ zXn*N<5zu?g;p$o(21gZzcuJBjyUIQ+R65UoZVuDYWuz|!=plmmX4KWxRux+dX zkFgKS>O9TpQVgmYsg%_-I!&(Dr~LD)wVb)=Iuy1*nA2n1DW4NTUK3T#Zo}S9=1>>3 z7yh)29gy)z&nfaG2xT4~ja(k#QlGa{$TS<*IW!dl?a{+_*@66wRwUR|D`qWci$@kw zS|v26%4cxiuS;xc*8&29muGu(UZ5LaQc9l>H#JBp?;J2tR`GjYq)bn z>+qK<)L(=qJa~qSV)hS|NzwnS+#O?XmZWI_CbnOw%OAxZTWNKt0P^?Be}5^uHdIXB zUA*R8JVz*=u3L2?js`(TQ>AAfUWXZ-UtuF0kIDy?cWcY*ukz|w6Q@V$%FHIX)TK4D zrC38~ue~uwCIDKZ$64OUCuzKqyZ6pBj*>id1yVqzPw8Z(nkxciNv> zCV$bhO+PheF$dW^4=YsAH1mYIA1RlEzMn=Sm$80n`?2I)&_j&muq&9#SjeV1os9k!3P+nj|Ciocs9;vmvTG~+R$rxGIf zM@1m@{4#rK_h0G@{qy@8Y!n(`E**|W4sHwY2uXeatZpnTT-G!uxL282X_GDxKmxmd zF{g(xRF1_Av^JXTcm&_dm32NoU9~%{TVwu9>)v)hc!a!vUv_ot<=)4DxE1!8Hh=Wz zBe>b+5(PdX`ZK#u*tlAW&|D>_zf)Ov+!uq>H?N7P-dZd?kZ%%5QOXZ$I~m^JDcdd}TwFvOhF)0B}77A%BBPXhdrRH(Igr@aqK>#`R;Jn|Pt8K%wC z4ZFS>o*Et9c!tzSu)RBAq2*as9F@IVUO8)sZPIi2m^J&PT3Bmk*F??}9&Ok_rdHZ`>kb6HJQXIo$4XRoy$1v@DfQbBEb_O7w#Vp& z=lC~boKgxaj4UKUZX-^Z2TVja>r5O=P}2up5I0~ClMSSIeSiUz?56ezrQxr)VTqJM1H!<)mG{y)5=Q9=iqI0;$>lBii~x1Gbi#{qc6DmFFFSW}F#=X2S<~ zKl(H7eA;BI)PFKZU{nQNvf`;3)~Dck(NZtXAx(dr<0k<9l}(8w?@;j)d^H)NBHKjp z9c^!CFV2tG0K!sCOz*^91aA|B%Vzpr?|kdZ=1I#W#Cv!QGeShx_gANyXRnwZyOob? zdZgw}IA~(hpggfm^Jns%J;>ImL77`$TsY9XTmiA(LjgJJZ;jR?&7D*TIeNS7^C>NN zGh-i1(S4YmG!fdG`a^H_VmIaIs>PTJ=tlGg(2xqu-VBe0g!j-VeaP#K`R)wUxk1c| zD&PZf{A-zd!+Pdwqn!MZrj%S~cgl*#rN}Xdr5e?>^MBPN?WTb1Nw+qCfmHeo)QZLc}*XS!uGy#@nghXKYtK0zZJi z5Q{9VLcA}BzN9QQ<09pZEt5aK+@7p+f1HAiElhLayXuMw3Poin2@fp!ILL_e&D~?V z0e$oTJLF#1Mxk>|A&hS4Y)0C8Y(ei~d1TLISb)c;1bhB=y2e*mfcahYg}a18XrF+` z7du>UfqoYXKRP2`^=G6Zrug>kSM(~jR(bL;Amd4FhFX&}+;`-6=uOYlBw-7%x6A>( zSt4N3tlYr(s^J2$K@X@#h#uafKa=~{Fqn~`#Zm#}$J85U<%;${O|UT~x`V+xiX16{ zXa0a9=R{tro&I{k9bA$%zZa+Rj6dN*-eN&FvpN-~JRJ|>Z!!lR7hQ$=w{+F}2)y{w zauu;+iqQ`;d1Of&V$ClE;-++c&Mb^V4Wx!l!MY@5zXE#fGu*o0|F_n=*VMS&Z)p-q z;thS`La&0}bTmhuzPdgEx3!Cir+ilszQs zm*Xp2!FTRo03GiMZn5L`JfeSgPL`gy+*;qSJ)y4c8LxPTvhPGco*3W9bdI)mnUO$D zIGzM*+s$|5V;r-Bh3-i;x=9IZjMQ$3($%~Sfs$I96Y?&v9e<>BhP?p-|F-@kdSs|Z zMa~W}GqYe$#GHT4-b}i4XG0pu;aOjPhEXc>zv!OT;2y4tI5b5{T2ORREoo5265EKKlojUxE14hj5$go;*9#v`Yx`_L>JJ&#X(+k zNUL5av9C)T`_%Rm-LR_Fn&kp}d5DVM{cn!Eyog~nEN?Mqd;bwdIi4JRcSlAt z;6}VZZBG{MRtRF%=k-A1o|t!9dON5Y**I#yEg?*hbYg&D!7fWApO%5Rd;_lE4BVd#0R5}X5GIM zGGI9Be>lP85fsUoC!acVCpk-AuYpe3aei_((m+Rlz-WO~XU~Us8H_s91a-)M+Byk5E z4*80s#^&nl*_(L}xc?+@<^}33+Ico>v*+L{(c1VT@sH>4YL{OD&wUc2obTP_=a1f; zF%?dZg|TqyG4Mdaf+7tQS3$^ekAN@K(Yuf%ju~7bJ=X80^kjWHrgmo1d?I49{rCzn zhj8xyPOJ(IiVclSb#q`WEf0BMCTbJ~cwz>zw>GS(Y0l(Y`Z~#kgOQjV@jL2jGipL548vm~n-j^Cz09M5<^$RB(v|D*XIQGNTy2a%o? z2=`T}NVHG>|MUfx%djQwaSR(HBfHD7nLvn!>`Mop%poWA&=gCVtc{IcL&q_#m;b~c zOS!d5Ro#fEme;a7pLDi0rm>!9ys2T8$PKR<3~f%yF`o{Wp_L(B2jQB&RC0%k5=mk< zWTJKZ;YB?DWTd_IZ$)>+FCe9~g4=6rP$Jy_Q?FXwWkA7?C)t7~d5{ih)+dvSB70Yo z(G6(SOXY#f*Y(r`k{Q07kiLl6LXSGYjA-eA*Dpv7^ zea_HmE~1z>l9QZ>ewddhw&%XDMI%U!FvHEAIT2ys_uapUBXGz-ibj{v^5as0)eTeW zPvvyyC8ZCakwy%Y+-v!?y%&Q-zkltha{qK&S~b6w>`&UTL zO`;Eg4sNuTl+q#!Yn7LWEv0ZtZI}?*WTS_-yc=;6x!&Ww7XKq2-t^<%-8Zt23F|h}VaC&qMKH_&;pk4=0RfOg7BH zNkpM$QUfy_T)!9Ux9NaINZnEg*d%|NZz)r2GMW)$2;fO_kI5c?Y<#~D54>X0k96cFJ~eGG?>B% zn^o9ms<qQi9umf@3KvP5o18+|Kt zP4g;UIr?6}%UEgLzEn)b(Qf+jREI9bOPy8G)F>_Jww4}36@C2qr1>W-; zn}H!-T_KkTsV|nPPSHKc(0F>OAOyR80~z>a>9J^3p=izCo$-%Y6)>!z$17R%%{BaF z4P1oarLk!>XHIP-L}>%Ue7QxM;@n~?tbGd&Y~>lpcNt39fCBOpT+k2DU6m5dG1pN! zX;?SjVy#kY#GwB^E?knSfW0JYcV>R#>Bmm5q$qFTb3RYgI0Yeqv2Q+j(<*3piKu=9 zU}tEIby;>PV@oaXowR-!XlYGdk!y}GErmQ_mjYmayRV>>UGE;RDG8=GA>v5$TkXxnKb$_t;Z92ZMe)jP6)QuzsIB1CJ8+>&GFNhYB6t4YG4>a!71Vf-|7e1A@C6CTQ*(x5u!Z^TMZ>)Zke zA4tDpIGu;-q6iSG%pvZuc$TI3^z8?b_>In0tjNqxo z_dh+ZcV_i~{X2vR0dhacVaOTf^y&-7Q(v>_7nZt1sG98^X%^3_&>TS- z>48h|+p;G_SQbki*Vg!kI}1}Ial2e-HFS*Do9cM3H=L;8t+>UK%X;~Huj$+Q8rxJ& z@pK++P}#$EyO8wZg{U6>6#LLEm*sg;V{=VQv%RFK`8fuLV@*0son}$$k^x(t49Q8d z=(F@7Bj_3kCeziXzBYX z49uUnxr8=b!q#oZY>q5Sh>pia&YEDE@q=cEPH?e#|A|CpdIYV!}ngF1-_Mxjyw07T2-6j+_1YyGSGVSyWal zpMgBeiv6Bh%SREIsq~7(Q&ql+KU@C@?d|hxl+F+!P0{iq^x1U~X&IP?b^Uma=yZo_ z;`h!`v#E^9ed4^3^@7u~6PcKgS;Q}HBX*ICZ-$$(MXyNn-%Klw+eN9AgB#N?{RsBz zAODd59yQfYA7zEf%wdLV2g%(|oFP*x@h zi9m*Hi1dtG;Vncn&55Ea1U+6Z!gvQ>PVeFhJ=JP_2X=z`5I^HDMd-BF&@8_9-~Y)X zlR8FwdHT6ql=TTeRq!Ea^CCt!BwCg6$s$!~{tXuN)kYAU969k+21Vuf3x@Oc1=21N zP@se6Bwz)}_#t;&&6It3mGMd%P`d|7%dXr>%M$0kdrOFDu{U?*I-*c4yi8&kFzZ)e zp6;7QsqPwpn-saJn{F{jnn&+-dW$%9+#`JYj|c|euv+AB#(b~xnoF-4qg9g-q8yWD zX@%^VFSLQ9$j^sREJ|Q@n0-H#u0TJr+T8>Y@30l<4j&@Gz;9z(8=F&=c=I&Dq0x?@ z@n^hC%%5d8gucbJ#989e=j+SspMg`cxb0i|<^Sb(E-HpD6>q44O`=w<$Tw3ME%yZb zfNSOK$zO9MkfiD0!JI0)Cn5zZxA7YM*vxy|KtuMAVIj?F`{FOGky${&hRDmg8Ty$j z5d@Ld9@)H`SK6+qcstI*jSyHKM| z=)tgqw+by57x01Z?wJ6Y!648da&R$d5U%)~b}lcd!Jn>KImXtr!4kBaZufFz7B~MN z5$!<&r@e4uK&4h8`;%GouNlyXI!U*mS$~s?TSP4G5*90a^lrjGQ0neEfKKzC65~D< zc6zd`Av!Zmc|BV^of0ghrlD-bpCf26ghxN?MCUC^fqgQR$7~O03MJVgjXd_Vf}d74 z5=CD=IvG8;`ud<6DhMVss>sOtAk#ST#z;I_>u1A=?hl*ImY)-dy#pCy_O@3QPSE$q zMTR|a__=E5mgHy`l6*@2=cZoInlglZXFa9+g*HgCERR>EUq5-?#N+m{dN{y|KC}+c zAHD7JDno%Dv%Le1_VzMMrgm{&+h#ses@GLv|6}2DI@-#WOy_bfIob4Tbh6W{zu2z? zzx^rKRoT|@7n=%u(ATKPC5lB)EY~?^-2_>2;trxZDQ3o=hxlGevEwQww9e~ryIjLh#MRv8(M(v`_p+^>uXza#+c;;! zXQZda7m^vb6_;n9u_g@(Himby6!qYiP6$0uw)ZP`Z(eiw9t23r!ml9Tk8!moI&k1N zGHbS+US(sBoZO%aP_%KB)S28(<>zi86g~tb0gs@Tv1I#z2+oqaogJ$$PyKFpy$*}g zGArQWi%k5DW@$34!F>ufwYq-k7qUIY#6}InpbcB%OVBOAmq!}y?ntrlzvKDBz91i( zSNRi*WK4hx^VmaO6{)M+iTo5;Z38W>rYKma*f_r_hX>nzz7?F=1HZl%4dEZ&-<4th zz9cDF$QK)D7D!`YCSRxQbA5ZEczV^HVo7l!g zlGH=)lHKXnLbzWjrha$LQU3mq zh)U6En%`uChk4GWz%JBourWq6TnUsx&cPK3T_cWa@^YezqS=9+t`{nmLo3=6s~DOQ zdQ$*;f1{3}3u@Jz?g=86*0a3H1&bv*+YL-%UF`wOIX;S0}*3k!xWK z_Q>nuk^ow*F4!6wzYL#kQ7|L4k57~Y@m9{hiy~wtosj*2m773@eIA`ntF3ewFXIIM ztV8oc71F3epNP_>1b%OR>)1>}UJ{^1syUq@UsH7YGkXnKZ@ve~GDt}#G8ARSufgf= z3awF$;@|44vTEP+9liec8pbxSEL_)m`UraR8}S*KWXmk^ht_8?z{r4|zIzM`Aq~{% zrDbz~fJ*pp)9%g$cM@4eD6qYrxlptBkDbIf&aP3Y^ipv7rs1Bc$Cc!fRwULvO58ik zRwaEn9`5uDje$(P_R&eyb@zA|y?tpK2cri)y-W3QA6RcWu*r7iF-|ogH`tgLW)ahd znfDVPJ^|mAnlbp%Yxb1u;Aid2ON83D*lBZwLO(a`4ay=EQ4*#%Xm8t}P zo#tD89bS(7TtOXbQnxQTQ}_VWz0*HnlA?ReEmi?Vys)%7{i!hTnJcoSaJo=~gfRPta4A+YsE<^@g!L;?H?&bRYeTe0uq6;3yH#otr zfwCG0!nd;Z1juAn&wzWZ;-Jm`kwQ4t2KMILXFF{kT~|>qTgG+VRV?A3_rpdGd;0}0 ze;`a_cXd`lQtGlqZI-udsEd~FHU7NfHI(_L55Q+FInc2>kt4gdIxv1E zF>?i>!K7WjW#r!L*J41Fd%*gq(i-n1>w#DCrE+ZuR)d|SotY=H!;84dc0!2?%s>!1 zi48nGoUgPJq7y1Pul7ui%P_f*Y$x~Ln=3jb=Y4Y!pM-fHiGxtlMQ=Omaum=O{pGbl zAFm(dQvB8GhmJHUryCVr-m4O2^E}lL!;)FbH4=Ik&1(tD$^n3~#gaO6B)u74k%!2+ zhHUJ`X#L2jgUMw3vYL+=e{|woWB~who1zDfLNrLrb=*PLG;vv@(Io4tZ6LTa_+BRkczh#WAdRpsj;aXg!p$8%HVO_EiI&rUVDGqStV&wxO^} zy4ih5x#8pgVfhyCNdlBipt2$X>~aGO|N9SID~8xVZOPSs7Vn zTqEJS$Vgdni8AAI@Ar2;zklz4=bra@zt;2hcmj{W^!_VMqDj#RyDgCCC+#V$!A|H@ z0zbQE+HZ~gyx6I%9udwaeJ|M3P9x20?Q!my<7HPecnTbOpTcK`;7eO$-n(EBo#^Fx z1(`eRiiPp6`ja~W;p`GE1edo{%V8mOk|(;Z?a$QA4k`A1LG764qyB_~{Ixh{D5}HG zd`2?oud+~c_KLa4ve5H~FKsupN*gPOZPkC?BRViQZe==q>p`z4LS_;bpPJdURunNC z^HBiU-jrSOd_Yy~d)fckEwfCbnR0sc28(ecegj~vDc8B?EWOFF=Rk4Pd)IG8Y0yzaO#iF6?a~)DPB>+!$CbApvKCSmm z%#pz@wD$IB_wkyicINfL8o?s8e!?l;7AZ5;c;nlQS)C@>-rSnO$_FC)B>$Zh@>*g3 z7XqvyZ(ynNmyanELy?#sX zrjI+j>|&1X_F8>Z5Zc|thqgr?f0f*^_5D)`%nAsg){RD!l6Kxfn@813XUt0%iU|*N zz@SJYHXW1NYwyyp&hQy#@8GK%LTqhDH`?nEjV;_y3S%3fPiBmJ+Ydi2EDPGb9MXGiL?!|)mHy;IEVaT@%n~^gS}G zetcgzecD?74FMdLDuZv$F!{Yd`#N4KN(wXglX>Ls5onOJI8?Ld<=;{5Gwo}LUlgMk zJ_b+O6u&l6x{_00sdx#I7jrHYzvZr3J7}9H4vkEC?1EQG%+aRgxo zb2?vyLm;_sWR(N^cQ0i>{+M9U(Y<7yu2qx4rT|uC?#^O5L0(Ued|2Y|jTkq!PUW6P zSdS;$(}sMVDDR&ivW1~gqvq}~xJQ-dRw`WIn@ScJHTht(z|@R-qS0kk*My)OKR~** z1w9ETp6nK<1W4i(IJ20_q>=xmMcPk+L`Ip<5{s9UQq6>mR-`|KSp{&oxIY<7Q4s7e zzT!qw?hN1v;?=e7)tn?tRJiBRH<|0m)*zOa@CSxG_U68HpYZoYpH-i7s%HH|cuL$z z&xC!%>fb!c)Gf{#!B;(1;IEncq8Sx4PXthzT_4_iN8qR)@&!4BNL}dG)@bMON_mWP z1{;>Z?~?hKJ)K054M$>x)Q>k1-6ZHwczT1fU9<#`Z1yL^KA=X^MJiz^(@ogkF}Jc zQF6{J10y|+v&eERe-|8Kqtc_XQJ4OvU)o*9J9mBHQpkOJ1&%VAZk!^yzdd1Y2Ouf(Fr`rrl+R&UW)%V2WDZ2#F}tF(XQT{S6m>L7k8mDblC|eT^r^P4(;lY+gFa1BMeZ8p`c#nD`$%RhZ0QJB=kjbyQVd1^=XG5Md%01ftfZW#e z{dS1LPOFNeMrO*dd|MC0w^QG!YwI#A^nSuXOc*aSER4ebYGf8+e{nh!DP9#+<+Ft= zl!EBO?pc)ll?7*G3&7Ax=Z@CTy4=XW7H zt@aGo3Zd$J!Vj}#^Gs7yar~T|oHMDGzr8p;YMtZT6;Y&R^HV~~h*2YUMK07g-Uj_5 zoyzL!5is}2t7uQ+7s38*$Z{5s0oEZj;B4Z8o#;y=^0TyIC`RlM6b!WnY!YG=Fd3_f zXnxx(AQQ-P3uR2G`%R#O*4WlOa;VE87iHNSGo*f@h;xWyYyoL$W_=#+4syQxp*IQ= zc%i}fvDg<|)GmBaci47EtVrQz#yzZ=TjA!1200MPfq9a4|M$K|c{(QOYe}^8=E?Tr zqq9H2L9PnRm*Ytn%6kg4VWXViUiPQ`my>IYBag)(U^**S!Se=tRnwa!iQQGj|B! zGbD>67PHS;r^Y?+gF0S{IL1ZBH11uAx$dW3bK#Vyt=u|7@kgC>_f*k(^}Z*D=T=hH zR_V09!9O-}O`evpEj^CI*oA<-J_gqH5q#ru%$?GY^fyy0#6_02aG&jvg>F-GAy(Jm zU&bW`TK9c_V0#>r<6MM9G?`&;L|XqAGKNQ(f7 zxjL5Q?B#Ut5v5`p)fB$m<1MJ2;cJdKdKTi_(U#I=e%|*H;_a`QHQA^aAj}BNa8(!Z zicQ?~H|pvdD4YK3+ipJi*-Q!io^o0hV5+P7Yd6SlR6n#ZjSxT|REHJUeFLr1>PkF` z4vpyPf%qyM5|s3H_^WhGT%2bFZ%KqL@8&p`5XT99LO*hTH_ck2oljm7Uk*wnz>9Vy z-t|}7*v$Rm&1>#iMn8L~v>f@u(%gmZC&xv3+49vEDhr8mVEG**pPM9k6 zv>|4xxka~IG5iwJzeRFt-A&|!qDupKEKlS{uI4|f57=WRDHrXSI~Nc;LXtH0MSE0Y zI9Lf@wy%*gqg8zUyaVF#v^4QCrk8(Lrj$V_g^){@M{YAD#AJhD!)nM!TH9BCH=;Kr zLwBLI(GA8ez*3P9f0S8i1X2sm!$Mn~_XWo2R95tCdx8Yl-(FvQSz!Ds*?4%OWCnF; zG9sKiTse%Q&?u)%KJhmDG5c<(N%glfDrrp~q?Q-D zTp<}vi1?Vt6WTuFWi(9}MoL|Q<}?Ns`Y}Jzp#sl3xGpdQ-r);+RmX;(nH0w*>icYz z;5lkQ@}*`R)o+|HVzwkzRd+9z2Cg_mC%1sr$HS0bdV|@=bjG?>kI)Hre;X7+st4S2 zwFHWMkb2@G=p+uiu=U(8{wFx~gM=s{m`Afb+egLpub!~oYsXkDfR`x=IJgL=WONm#at*O2b z=ROBSU7d9wC#3XHBkn5?;IvepT>-M*{V9TRRzVP7>WSj4QBI0P0+0=R$+&Sv^ih5WA+EmvDO&W>xm0nTdZbHADllM0x+X){c`xoT66OJd5C3)lk(u;Gc)nq%%7Gt#6@LE@R;_RfImJp z4Qcgi{=}7M{dfUxm$Ih#%ryB;<1u*Ea~c9;sayxIHu!A<1q!mBp?S{06ayA4 zD%f1CQDxb`fEqjbdRM$kQY;ZxHdL<;6Boy*d3(%|_2`_{CHFRa#&1OHw7G_D77*sw zK&ux}T?+uAGGL;@^2s{uKze=C7(7`WQIdI2=MGvp@j46oQ1;mf5LD4T3~4)DJw4~{ zLb$$mlI8Y*_P=bJb3hjJ&ew0-wZcZOspd#nsTn5?v&gPA6u(_dUQ}{PKCeEBM3&c@ z4v-}p1$tzBs~Bm^`<19E4h3euxFLrXd#jcQsg;De>?TFvSHO9Ty5dxC5=I7VNjlTX z^N45|$n460A;9`PBKVKFSSVU#{90=nM2Y6SE8@P9upQ6My0#1fsSGxAMQQ`3maogY zC27G?o=MooCW%>Ek7>#w@iS`^VSyZX(>EDi3-c^s7q06J0D^4sy|y z($Kl_P49+dBMMle410h2LB>mMg(s$z`CNM1NW&Ox5mX(>S+jXWldSgZPcBznRc1B3 z3&YU5Dx~J*$>fr)_waVbK~)}Lz4t$g%x3}HA12Yc(uAWkG(fzb+#^`_Z0_NQdC-y+ zIe#Nkne{hfhC*_AifD7-iawlnFVSHM_q1G;7TIiB@dVf>IFKN4o*V^uJ`P7vm?3r! zx8Ln$J;Qr8V5|>sDq&=<@Ei^+8f^FxSa4Wt`qX5UoGC=k@KDX=ojBbAbHz%w>_Yg~ z!Tzde1Sg<2_pze9t%QUszkqfj(hp?+07`yNp(|YXgtqPRJgCx`&rpG z<2GiM^cJq3Kkk=VRcEIaVoDk#5X}08${%Or928u1y*mRlVX9fKMsIp{FZ#z>Lu~!0 z#dGf9kTpc0raJqOO-^fJcZRs0K{;oh!#cg_OE*u0s{ttaPSb$)Atgiq={SX3kw)S% zX>kzbd;kMyBOl&w+(#kl;r*ekC`O8-6UfY!I|j}FsF{qLt5Mb^Rr=)U|bGgnrePmETsH){TUw8s*p&#s)k8ereF3(@;Bf5Y$@?`V$D zkk#GKVml`0CXf`GFS(hq)WhS-)=MUv!JuFxA&$)20RL`f>j(R=dhf6I?_MEag0I(nQ_9MoZ#j@D zDMUAp4Rl~`fZ45tI8H=vQ84q>0`__-m+o;J&ei28PV>F$c2nkL--;>zD`d*&1VsBG z)*|%;@ho#uB7l;&D9r2ltf_4Bz+&dCWpg_9E1gop+Ap+o>rgo?1HGl6wcf~vL5HIF z8~H2U>fcB_j}8|^_~{Buh2W_&H$H<~$P$x>+ZTBoeKu9?&CYC3S?e-5&TtWOE6Z^N$@UU|VpU6989{DftX(V1a^!ArHBzheY|c#Czl zH$Sqs{qTcfgECaTh_?x);slQlsmam%?sG>~ScfXpGoYiv0!1@z_MT@mAl%UD!S<{Lppq7?nRpHG{q3Xks;Xx z7SkGQWYDqeD9b+UdoL?hoQiGL^GsDQog0j8c}V@G*UW1PmJnP1u&H}duSn4YlkY1q zn1mY)(u!E$Twx>cY|BX_$@FKwDP7rm6!gup58rPjNqE=$fY|NkYAkiY1EF8l?8 z;5jWYG2^10qZMH*Jj9k)Q}j5WE&LAZ)7RX9&jptUdwXWL2noJI{hf zTiH5RZ=eGLclx>4>0Ga)y!Ga8upaf(2`HnM(`{diYI?IYtK~;wPTGnr&aeS%+{#4# zPn$|hQ&i9M1GD6_=vS%;_08Lhwh)oy1I=0}Gr_eGd$^m=-`re0E)-X-Gb7|zKPv)a zV{?BQ0L5JT%#!>13>frM*Q?AO$E7H?)hkEmgh#{IA?EatvfG10?k6&Y```W_#cr0* zD~t5?OOlLKbv8cycvEA>!uOgF#M5<fl#;>nPHUZ{a&ixRdd_oOx5B_Vrz2Ps<6% zLq49N_VN)0f{mXq#*p>QhSsv;8T~D)T9CxZgBe$g80ZP9!0;zNJY=(amV?F=cu(M? z6P3)&?#_H!I?u<6{GQf2A^z7M-KX!H$<~bdpz?>-2}HO+&`Bc!UVe!v`WN*=+91!j zZ@N~8y84fF=hlF=tSOxfaOiVB#aF(Nj^ifeu!8QF^w`@-amP)6;n3brd)RVuPagxut!8KC}F}~%cqF%0P zhgaV6L#hc9W?%~Q5i|tQg&yrryBM)B8r;m)u>JOK2c6-nl(FNL5{C=-OFME6nEcQS zP!=2@x~sAJ$F-l#dOg^pW# z#E(f$p8n3O|D)hI-AKp5*K=mj$G=)@%#;|{by(r9)cEEy@ymyYVrz@Nh=V>KyKA{5 z=ii}y(~WRNsI_U9QXZ?>_*`ZH=jh+iWY7_x5JYjIQlMomc{R>h8GJG)dAK~ zA70UQXE`iF_{rN53yzaR?n(aKJXvX+aT7JW1Qw%H4SUQ)U1&G!z~p}hcAmhtT;H#s zMWIpW`1y0@6Ss{Bt*6ht(uQ)zW@5!@mU1*Nf&4)ii?tpX#6KG6SkW>&lrk7K$Efw* zg0Re4c81O=Ke&u+g{j{_nwnlge=^0f8nT_b5^x){o{7~5%kclre+#cp2+bQHDInc z@u~@{`ujKsH8`~?pmzhX+!h=(7|wFOnRg`3CfST6XINQR z`F(QZowxXf*-KCD6Guh!H*5FdU_^l$)P+tFBGfeKEw+)zR!zI8jm{n8FvluJDdfho zAO5i7pLp>1iA7`BB+*&*1lYOjSuJ{?Cq&&x&jbdhRzZN-2t~DLZ*v1TBZKVGLsn&K zDu2oQ1C(8W1+GYDzf_%3Z}N_EasBt69;8PtpWhK+`2k=X3Dn=~vh^hAVw+F5VTP*t z7z<{Z{>zpb$>ym|&x<00mYfAD?}}SURRzkm>b3{UMDLa?ldAbQo5(xe9UA2^6NlTw z-2XsScQhkXbI#es%;B&F?69D@vIj50M>kzl(5XnrQ>NejV_Gz2E-9QGcYX(=3H@6X zGejx{+uQ9M>zNOXlf_F#YDGW5EM!K0+qO;^ZK7UW7n&NPeM>zYhPBpIN=5 zbL-51Qctg%weFQ~7Qhle(W`oFXW~6X`q8X~#EOso@O0I@F^b-T&mHcZt@?90D^e@8 z5^+~N8i?o>AJ?ZV!C(7!j&_vTNtG6whVB{sx`xezJ3{FlA?b#LU}o6f%@}(UbuS#x zV-$2ryxrB-UNZgO$j8q8Ko0n?OqI22$L42rJ+GraeRFc|fGezJnRgVbTNxW%5dg!f zd)iLaezMNiKYX#cab=Jc8$n!eH2E-}@1k@(q%UbUT`>;Qk{-PWdtB(qotSqb-M0%~ z#r6nUW5jj;TQ!sHYFWO{Q^R{65j}Z$TrO+xTh$L^wP=y(hw1LEB@XA=p#?}%FX+bz zO;p7f5+A!dQr=Y2EJ_cY1`&#F?pk*IjQ*jb64T0iJV`axZHj37Xs*NG6a0p-Y#>o- z=-|tWpW&WE$4Q!p1jiH7v1Pzr^P<2*xwQzomp5%j4G8cG-gjSL z7v<}f^3rOg=;arctHTT&xXA^V7j_S}lgs}@_@+gB^s49B9UPMK8nqK5W@kNQGL%0g3YS45Jo%a!poYP}5K3vaQd>zJp{itpl$u(jMi*fYse$p@Krp@fcv3mzk? zCLd5h{lky#UfI6kp$;{xr1Cnv>6ghdseSbA2(+eU;-DmA#qTI^aFwPVqV#G6EIa0J z*yTR(_}vZ7aDX=4uIvJtJzO_vwGj<^Z`5Q8-prubiidSyH{ z6pZ4J1C3(z1@!Zgxk^r`*(Vc(S>8!;F<8kCTT2mn%LM|__|djw|Lm088VJ>>6x6KMR8&hsZs`3}@o~l(ZE#7_?5uxt3yy!G z_?Q+*jbp)H1(vC6Iw%hQ-sG8IVyEY!f>M>K)tUL2Y%GJ_`r!~%;dXc-L-QL3jJiN^ z8g=^&qUJ-RypMy)W>(?hDq&z|a?3cwzj2?gH2}^J>>xM?K(j5^nwlQB$&fI5=64tI zQ1dH?$s%TW3-bu3Sm;j7U#_+u+#>C-Tj&8?>(Na>D0nBe{dSS3#BfO%J`k{wQdM<= zdk5e4e2X(r&J06h^w|GA$*latsZ+>s`C~i)J3|EfkMlnEF@tV|Mf|NXEJ`0$H{>t- z71U^Ld?;t?`$_pxIVR@FMVx*7AL}EVVw$!em#QlGp};gP2>==fhnou`PtEyXq9#o2W1j*Y!pOn^-%@j13nZS8jD6Mhj@l@FkO z`;J(^L2lq8;+a0Hfu6`hxNxl*>$FAdD7R;3z(-R8?;Y*8=QO`oW|xdxP;Tev%&L>f z;yRp!DVcTiLWyX+Ren#_(APaoTn#5snrm2lBfLicy;i*1#F-RX72#`Cp_eTl-5>Mp z{=gT0*tg}bqPwhQyOT`CSFiNnq_=27J;R02In_S4>iHnp)+l*^P5_Wq4ZJ&t|83vJE1i-689d~x6Ty8?JvN{%w(-_095zB--noj)&$ zSiD@0Y-OEv)Eqy$0DAl=^XlAZr5WlRKx$d97>M*)As$6eO4?e2}vRCbnoP%3%vI9M<@Z{ePg{r>_2-S8 zfX0ubK`f&jmjrCJ(Bhr_w{na+#AZh3E14D3bT9uBbf-SCjR~pCnvQvT!gSYcDMYq+ z=4p!I%J0?cb(j$seBvFco4%8FU=@+^l*8RwOPhp$bk2JZ<*02j`5u`p+S(>J?Y=(s zKL)mSzDMc`#1vGE$rqd}Ml3Ttc_Z{Y^L>jADn_b0j}PQzy_GxC4&<#adn3QBWN*Hz zozn3;;5iW%j|vMXhB$MHfEb$Z?i&ai$2Z&VSX&$!cU4N=O6r#^f36< z8MBkz_WmhubuKp6C(HQ`zw^&^_-ltGQ?yuq&EEKgXW|MiWfSEvAA2Kzy#wLuW%$32 z`ua5m((A0PtyAl=R%Xdsq}y+$81eIv%&hxL^*2*)qKV^mZLTJ{=Ls`a{^|!l+5CF0 zee>UDo_59G(pf(|T<;H`>uW*Um%eR@e}%r#raAARn@@K5y9DF49oEOdc?*55O3tDW zsHSN3s|+h_rmtL5_NiTYzqY0ir;l^tYfZ6Z|0~eQj-3Z=OAzWG9h=-ch>^FYKfgPB z#LRvqSdFx%xyj6K)Eqr2ky?$a8EsI(cu1S;SX)#5Zo9IcGh2E^vFOXGtE4Tob$;d< ztN20%LP;@hck}#b7NU&cQ9o4Lvrt6jfXgbmq~i}L+YS}#6|z)bzg#jy&Iond02H>1 z6x8i{8msN^XDL=@ z{qRJDhX;LBw#~C_Q>4!d^YRT?%Wm>^uTFor?H*2V(XFB)ETD>8Y22OYfvYtqED1{t zzdipSMW5JZ2l?w8dB5S#M0(M`(4jSDh7!tje##Q&f_#Z7rou0?oa^OvWdpLao*Zct zrNg5vNoB8XB}8jkkK2!*pHW@?1X+~&l!!Naw#g7^&6hV3lSorj09QXEgw{UI0jL3b zLBVVgN5K^xe)m#u?=6*% zx@M$w=DxZWN$Y~jFfVsV`qmr#)$iF7+XKIXp!$IXj}mr0Z+|Zrr6*55@zR;VH1EI6 z{TvGzoT@}ViZNAcMdw4#2)^bwQZROUw`Xsp2*Il?*xiu#elkVF$8wK%wM`I8cf#BN zcKV%2u}hiLx>qbrOz~=ye00`0ce@zbr-jT91v^B(snP{D@U7u_H5);dTTpVh&Xw&#T`Vz?EO|!Lmg8 zA*+R0tyLbD7{A|V>hkGdJ-Y~Dv13YETL+PSe%z&}{^6>*zB0?*Mxq6{b&sT>ASr8h*_~X{2K|^96mu&zW-4Kf93Xr4NBG+_^KKdgMGi)G3xFl+pOo{ z+v91{b#51*S+1)SJQRO>L~(YJLhXqc{s=w7w-xmPbg&uY?bT|wZH*iD6)XyVFl8lT z{eJq%>MXFB=s?}}z>N)ZDL)V3}qWmJz)+Gb46 zwha!^d0V7D;>zCIJf!+IWl=Za!qhe5s;{SO6mVnoS4&cGp1i#b6=Y^o;G*r7v5KQC zhFUSuBBkN;C8rBHcxZGs<|$*8s2Pp9wz6uDNo(+tN8pUkxQOJdgyV!LHAbC-Klp4Q z;DkoGGlV`6w>!CO%<*_St?k4wPp(kT*XZ#NMB~BrhclF6AuMiI=_`aa^&wwJDh~-XBi{zjlEZsqfQa>&`NI&!iSf1(qACZ9fAW( z&yxh$2d%4rl`9a|#e^$0J}~WDJi6lINBLu?0|>Vs!=OfP6Bps~+eq*_Rg z`?705>o|i!%Xw7P^?G*(UzLC^v14Yk?#K5Hbu*?2tHZC%3_urz?D*17OfX~N8!B5& zkIMX7Qy6ugQ`qDBMYpHibRxt60ABm#s~b-LMI36w?y=Rp&HHS6iJhE1&n6li zkjQ3S*kAvPJWzt3_KlO^#a~)Y9ua``;DIu(_ouRKI#M6)E5ytI|Uf(o)E(PRV9GQImOW$gW;>gF+xR~M)6f!@IS1l1aUPa5h8%&zH*W8bW;RK(5$ zMl)0Nwq}FERrekZJwW+>yPNVec(M)~C`bQ;WPL`8Din@mv^zGvv(Z`(-ULFa^?0>6 zMl&|_@!wCT8$P_=8Z)&c`e5GdU1GuTpGgAo!a{QCz=G^Zv(=qZTVxT1*f~FzKk2AT z#fbVoe$d53rQ@(b9sVjER7HuACO&RP-kU{%$h|X8bsE|NstER_bD*bdvAwn^8)@my zfyL7EDTg&4fgw(rh3h74ITMRin6nMv5zbL-*SJaG;#{II)TnQ$bcq( zx(0VfG*jdH)wjuar+_D?I=q{s$=FRgMYzgYXnmj6;md5&9?>Sp<#=sbwjI6C_%Fw}ugxPZ;h>yW15>UyJ|0u2o#4G#{yCjs!$gkE z$?>d7B+N#g`XhG}xd4)7!hV%e$~CI*J634NWZXLDes-v+IL+pIxzot>o%gXG&VD2lQX{j)#n>~iX2bkC|?4wV#atpk2 zVoVgzxq#wxFA%=s-Oc4d%sP1iH2!Kw$_0c$no*VHIC{dsrLz3|lWpao*M9MfSQelb1jL9`9I$5k+SmbZfS` zADaEz(k`@y>yalvFcdKOKo@4>wHtKIp-bA;qHEz0I(I3KLk>?EF3FWL?xYP)4B?8!Y|fcwON`9(>KTJr<%XDXFJ=sQMzbaKgrd8G2$}D>JNc9uZPf zUy2y{tW%)o@sTtA+JnLc^>z$7=f%G!26(9>|1CSF4v4h~Y7mJb@;}f&Oo#0!(EMT`|8v#9e!%L;o{d>D z$r)i^am6lV4%h8Nb^qR!yX3qT^!7(Rq&)F*`NyTyAKc*09VcaFc2V>pu=pYia^g)C zuFRp{-=Aa?P3L)>FuBvd8Kd&;ZzY}H;m+ZXU_y=e;C)R~hUc0$VKnBZZUPd*RWKb! z*N~;dn3bp&v}IBQf9d`5uWDG+pk0nspRr*Nt}CP0dEVvgxnD)>(9nG6(VH}=&f`o* z&zLNCyMQW#SZpnSkL?mi&7zzaRW7ewt>#=+fETkBl~NnVHV^R1S`|qPt=QgtbId*T z76gX*6I8zE@F_NRyi~La&1~Xy54Tu&2Vpyq@u9GMW}d}{HU zG&FOwb(idyN?*~8)NdTQYR?p7eGwVi(EJ(k`?yZAof*(`Bl{~7UlFQ3VJz=!(Tc@J z32zOUM@cb%L{>78u%GylL72c1p>?n^3~XrNS1W)U+Yi`rh1S4Sx}$&#vLM4;DcaH8 zd@ey*JC{GC)d#}TER%qgp8FlrbdA_!-To1|qv)U40Wbe>n-(rtUDI$K=gVpZHRUP# zLZ6};7xW^a|KEqwY;V_eXi+0`OAW~O0>J?^H2mv7VeQ&XEv81Z7;x2X80#E6`KG{z zr+|y{(SFyvmzBQ!i4oH_gz7Hz>90O7?W0#G-$rh0yR%yx2;wTVEiI+AeQ5;my^`ad zZFDv2;{@bX3vbz#nqHUYspvlnI|m<~AE)YBP2}yZeU-B1+yPXU?bhZS) zHC8NLUC#Wtj&85bs~ki3_(9v>iKYqBDz7gdC506xcI6F=TYpT9StC2LL!T`s{&u%a zQ4C2&(-18IVVPoxnaoGkTS>sd&OxJdK^D})4uHqC7E0@J*_f}V56@?V3oqwdLQFsu zb85AYk_6cfkPq`HI~d*f|7>70>&e4?tp_i_NSTxe6!v%3r?KN%HTeaQ2ag{_NtxeB z!nYJiap3M7k8V&%^Y7FgXl zV0tFKJ9r*a5U4AtBDK_6q^kPqJNeV$&1gsCy5;-$nG_Fr9J)G{&UW>1l3#7eYFqsF z(QHMn-ihKQo=@KV*hrx}j$E3Y*f^E|5&280b0N3tRMM0>8?)@5J<9*;Qn4s!>vP^E zDJ&#?#MQ@hc%o3w7AP64=S^W5N4Hy{6-8V!v!vnJ8&g8&!K!$&#B-mkS`CvXSm{)D zQ-_(G3V)Bbhy8y9MdmkK#&%R^U4N(lBp;>yh8J*lu2!aqT&pnDe{j#j!UTVP1*$A< z%LB4fEb@^4n%aEL%SG-}2QVsMNYAlZ{t|mnDe}JYO~0&m@D}Qo31>(0)0G0BJPQ{x9%;0pRE zP^a&EhH`3yDoA^IFt$xSs`EwCkpIF3yvZf%E)%%$b zoZsZnIu|MU5!#cklo9YOS&)scO^-u>Qdz0PE!p1eQh0$wgfXpZd~2tdm~-omI#mvS zI_dRJkN%xJYBg2l4bClMx@)Nuq3BYJl2R9i)7ImbB|G08uS@=3>0h4zTj)98rq}ezKGB=rCcD*&kMJK`)0x>anORB z_`f*C>)rDi+<9C=C1iKE%f0|jWRUKpp0={=l&K-C&NcHvrsYALG)y1C&S{_EVHUjytLi*$zAa^U9#WEP$W&CNi!g5HaK!5mZZ~Zt0<}?qA1P)D4QjYQH=9}#nu;kZ zPt4UxXEBG_?D!kiXU)L;t9p7-dFXXqNP!OXo#LV-Tgo4LKJ-Z%oXg8eoJs&_;rad$ zSEJmwhL{3}po2U4itB+B7dfayCxf=U5_@ArBjmeC*;SHLssGLSnvM;+5O2w=$%<(d z{iRQlYfy;B_)~v6&0RC!>V{qW#i5 zT~Rw7)ia)%xpKttPC5~pjW~nFERmEKENPGbUnPq$YU%idH9^+DF&Hb=AHjSnubjO_ zQfa1{V%@pCIM7&*s8D8%h!YNYGZy!?K03YzTOMlrMj~)LviaiaV1z}TE^3Ft7K^^Z z;lnRDimK(j)%K_babhJnr|OJt8~22Ol%)kTl^>ZuGIBxZy?tEE5s_3N&rmO%qEejS zesYR$KJ$FLgGwI1T4U=@XX+npbFV|P(!e<%4E@{JN>K4t>h24$Vx6h$8{`;mpvDcG zeG&8&=M@WJQ1n;jyM1tF z9G?}8sT)q4Fp~dKDj~y~vHyt<*gjfk>pNyNA+vU^M{ILGO|9-)m5jV-w-~u@^;y6t zq2m!>5e7T+qWO!fi!kdN zjFdhQ8P2~SX+e%ku|6kvRqeCR@^o{6B^1OZ$%Nvb;>3DA>6a)-5@X8GiWF0<^73=+ zlRwRO0cop_&m4@fT>Ygu@o0EAYz?N}mhjbG)#}Q){ca?=F@l%lpWA837Y(yO#j&^9 zO;-~mBfjy6HXV1BNd=Sx%^>FxnKEUSQBfeRoju$g&f`f=bcAH?aI;m8HvAE^?QzZy zAb%$RgNXm!!o+V~y)4zjROhH&NxAiu{w{wbUX}?uf3P>QsX5Cp@{HfnHNQGIRgNuS z`(8d5K9no;2@r4GNUC%Hs&te2TLlHY8pmT|As84g zTYmbf=$Q+a71YN4kD@Eo@OE$+fnl_&za5XL`S>oIpMvbDy=5iWTr z%#Xq-wohWe*|2OX6^`+rGwvY0_HkFyeG?!!2sjdtdUm*PfFQd7Gt@u&@JbC$BfY;u zqirI)7HaGbBt}rVQ1ekan_~(wA`0mOK{z`D3;su;)$gvvCCu3RB7_21Vvm%fKPZkZ zVl7faS2HrOm)1+7-a+Rf4O;CGk`1ZHBeTNzsg`>Ll3$CNN{+OJb>v7l?@ufVQ&{i(Mfq) zXVi~AzKo7eJ|Yi%pF6?_0ZA&c2^W&iP;#7sNfhth|IlTH3>SOt?I#_&aLX&OK`Sqn zl21Ua?~FcLxmIhcLg4D%(SH6`tR-CFrp|TGnxZ@?f?A}kSS;3dy%v@>_60_Hf+ibr zGprBBLUuPCZum0vJ0m=OBp`LSEV(wVRL8ewpmZR%Np!CfP!Iwaf^mZ0i(#eN!INK@ z>guo`PL`FhR=iHRn%T@f#cc9?8O7Zbu7BtvbDmTI@DVNyhL~)DZgu zjIdIJe(R@_o2)PODxBUO@9^Qy@JlG#U-0VtcCg7tlb1)67QS zy4NMvVAYeL8olI64M8iIe9l1L;k_8i*Vo(+!_{UdYfWy(k(8@Ap`x=m^fTVuGj=ht z|5ejVb5Eb`R#!0u^U!{4Vx1lTC;GKwH4jL%N{OuL_L(rPY1@xeBE2TZ%UxcE?B!@$=7Q+U z)59O9Lc1AmIh!D|j7Cge$Lg&8`=`^+mf_Ej$cxl5w3Q6(=VV2KKW$>qVg_)PV7RTf zt?zT{Iqr%lfM~(DC>j3b;EIAZZ`>0Nct~;7_0xsS_0 z1o7-j4;o{v9odkw+?8lI8VOiKN;hi z7pY#%*jEraA}ODzvMyzIkJT}%ej~s!4YbyVCi#IAqSTh0+AMMoQ`tmq_GslRL2YGtrZXc1XQ+ch$T6n(58^sK2z89??Dpjtp{3~Am zI+YS8Y3@W90NyeSf0Oy)epMa-vFC3HNr%Z;3&$-XeXH*19nQ+tN?{=GgzGZ0d6E}6 zr>f^f?OSiQ8l>yC?ajI->ea23k^`+4xue4Q36iKYWeGj%pe_7E2hjss@f*0&dy>yK zH-z())MKERd9_FT)1T`kX2_4sg_v7NI%tm8Cj`3M3b_#J-Glf3)T=m(Eo=F{84|(f zj!bYAKz(+~nE*6OMt)?>@z$ldsvJO{>iw9Z*c}mSzYBy8?2^;{oqFl>&;V4H4saO$ zH)o%|!aZ*_R8%)+9>&Yo(e=%}6l3|Dd{;^B`#Ii!qzyZj^{T39+N}+#?ugA<$DW3k z%>8?mU_@^>9LLm%*WkFSp~AkI8sUE2SXn=;6g0}DjP{umY18I7uz2X{OL7cP6qoHj2I;a_KGx^H!b(ixLd;Qw)S9*%6jUmK^WP0gbA z-ZM%Su{SYd&)TCXrA3j_+9MKM5jzN?MvYQhyQ(&=qGm}{zjn?1-ly+>kmSj8-{)NC zI-d&&ls5BsdW`5XpEc%92Pfdm4OuDb{Tad}--bHQttRngk9Ek%x2D6-R4QDZ_!dkh zhF_;naUyWXTw+^8R%2WW1-X0)LW%bi1>J`>-RejGtN7T4-UDM$xP8U>R{As+;Gg?% za|z>27_oJoDzahKOynl_WtBj&$YU>mG<6tkgNpe znJPa3OkeMgey!KDahNZ3VQHd!I^zadaEVy@+v)}wXj|y?m}Rq}O)kX9=fwp-lZI}u zSI={z-rqswt#LK&IJx(w)^Z^>Hd@W5Jh66BDc$fk^I7wHTfuu4Sb{F^?l9zb>5}bTh_>uFORh) zF&sa2JTbaWe_@Be##ZGxIDp7#;849#F<$G)*t{i5#JpL&(K-4Nov$Sbf;E;sa_70f!Uwx8vn^tKIM$7w~XS+R570lk0{kUZHN5_#G0m^$`yiLR*e zww%@WnR~DJ?q4!>Jr$D&6^TfdF&oeNgr2#!6qd@T()4Z8bcbE|p*i3?Gr>QV?)qnWx&4{dpB)h4@m=4dFHoZd zX+@ie{C1D8`qbPCL-bm){ed$nq7nt;7r>jbYVXC~xp_vkM-DR94!8#>2r+k~2UEqw9Ui~L zY_(Z7ZsbxE{j#ri3wlRUcAvs+w+K-qpv&8%%8CQe;t~@K{@6pFz*8?vTv44ON^ zD0j$8Dy;*?6=*xfGxL{L_Qx%&=-;&+uhBys)%!%C%@Wo+Zy^ekf8&C*jJRr24QvhW zs~(jD6e0S$s(a42Wyy~=A+Fo5<7H=myY}a&{N)g?0+7iw?u;atnJrws7`_7Y91E>g zP_>xlz}H7Oark-H){)hd=u}KAHENQaEMLVQ2WLKA>u&>kcWr?k2mldN8a?^CB9uFy z(ptnb!$Y5Z#9Zfnttc#c0Z;xLQntJBsP3+mg)zj|mP-v(bN_fA;DiM-)O6pibX|cP zl9HTw@ip0g^N;WhKGcc`*{|h}*yw=)(95z?wRcR-3)NS9CwgS18&i_lbF0BL-K0YHpRW8My>ByJ=Bfe%w%Rbq zTtLLf%kDpp$yp2KmX$_pb@g&KCmZVCooZB1AJu=63hYgXOFEtJM-y&2GHv5Z=8u z^S*uP6lgxY**D2qwJ+>vclXDG07<9n4=){8hORA!YWOkNa=7(k!mQPFM$X?iP;Ra- z0g{4i52#e}x3IySH|Pq#u1o%+w6HOFIU+RZxY|o=8fp!#ugPIbDXQ|f42n({zI?-Q ze&+S43uJ65KtN3QLua>v5zqZi|M$7@^yvc4^Jq;Dl*_P@A|(m8$7J19*!*p7`=o3Z zo7@D?+B~ssgjh}ajM$8!_~=P)WF%h~FSXrOXy7j90g&RDbkxHi} zHq?(o_Uk(A{zxWtYfu^${g0>yJGs+O$Hkku7;5~>IPbZ}Al;E1;!~eDWGO0iINaJv zF+*A!;ky-q+o{Kne*`Jm>?LTmESe1lqzg#s*8GffkIB6W%bRBR{MvT{vUV`PAU*?* zht{d``|s~9Qg<@RBsr5gTBcrG>r_iS3p2|0rc!GBAB}IvS;%DwTy?H6LcRHPK0jt-b}{Wk zx3~T*^k4*kPyd%rzt((zuXb!TKod7|t)@CRRp@0D#hT|gt{=I_GrA;fEfbZBa=23# zA3Q>GP323>Q;&wt0myt@5p;6CUjSQJo8%@but||d3 zm8Dv@R=-eqc%M@L{9fIYqt0s~80*#3Ihz=9;wsgk6oNAkzYzU%{1v!kj2io_tmNv; zu{ru|=E=vNJuNcJRYBB-xY-zuCT30=pPj&I+N~N(u&TN=BoMEtjjvjobVm`Z%e_mwxE3q7} zis)`TW_O8f>d7re8Kn`)Jc6C}Rw6@4#K}*u`{dG3A*5{}YYs@(ngXHzbnI=izu4f@ zxrP+M7Pf5#Mb&4d5f*ql)Uu%KQf*b%ZE*#-31Jd~GHqixhlV?YrPUORtTS|s7>x2@ zoT)*Xd!Yy8uwAe^1{F;1{RgL+V2)?!GDs~9XH206Vn^**KC~-^LgO9xCi>8AM^z09 z^9$y=SR*Pbs%LITYEu}Zbj_Q7V?_YDObra$)assm^araW*zGox%o@{QCchGAJ<6le zQjzYU)A0h9xjWk2Iyh~5CF0Qq$JJswm$7=I)Gz=^wVdYkfTOTsFYCXC$|k>2g`IRvGsdS#9Wq8D49jK64eD zv%igzlOTXMFV3crTfl_(O?~q*uHHd~fAG#{>Gc>6C&nP#Q@b~@*uPj@pw$IOEbMn! zf0i&A(4LK4yP5eZkn64}V_zEY^?C z$YIg;n95Z1r5pVu$amP{H@_axE84a|il_@t^-N(0A4QRLRcchUxtiN2Q6V4pj?(mDh@4waHC0w884z)&)EHh230(jopqyC zLoksZN#(os+pVF-&Uy7LCxN%-<;wD^Zcuj`Lgrg3IBbK$%ELHd>aDPVK%JS|_S;$* zC)^dJNloSKObR)FJK@mGo~7{mFmqD!5S+EkScCeba5yQYCM_QS!PfpbYmuXXK|t_= zx9GW{!*+r3R`2-gGVyQU=y}=v{+?{4B;oB+dy~ zOuX*H-}JJtItVn?T&s%3D?@#Fd<;qcLWejWyfIJ=fxfF-wXhOI#wm32)-IkRcW#o@ zm%66>od6Njqk3xp-3*tIE(D-*yq)uJoUmcc10pa~!kCG5V$j#KoW({=Z=hba~y_YywwckRsT2}lj$i1n&Kd6Syw{D#p* zO(1?2p?DN_hA^`$5ifQX0{k#VCA9m09p5PiPx1uUzzT4P1Lc!c3((tMo!4wrt@_M} zc;QH5U0Ysy*Gg1Se-)!z#AVb;w{hAc2{Zb#2e@%X?EOMc6J_23hIc7rcA091YtyR) z$+cF7CtIWOfMZ2{PJn6ogDd{}Qe-7?Lx9)3*c>GeE2@?9 zB=)GwAXqMHCDg%FBc>1*YvEA;x~Aq-NrwS#$io2+1L4}yo&b#Toi)2#j6lGZSH>5m zG_gaE6mYfaW4~)bAjLPSyc#8=HgluI1s8l!H z+Z@AdNx|`<>`4sDLEk5mLHZJEWzTb$k(o$WJ|-XzuFWm{GtlSBY+Fcyhq})oB2z=+ z)sE36&D=)DL-#%bM#(Il%d*U>Ns}?Fon$krks7wtEV4hQ7neT{f1|?N-#wGy8(^t) zPt0jF#PY~|cY!~<`ObXU2>Y&X%`;w3&tqt9Rg-no_7p-{8=f?k@|=YcRJKCSV+ocy zSA9WmxSq7o&g*9T8_f+q)Gn8QN-8&OKcPPf=P?8Sjs{wkhW;MLX+<^3Hbjb7ypdt|LAC5j8uE2FdI zQd|lj?{|)-DhJ#tAkBtChlle2#{ZZD8YtIYFXn8WSpD&2&=L9e(QfU#|L(nVcJ*Th zdutM6AgNgTeka0M74uiLxkboWTS0+`#7dd0*jO?ef1*s{~`7~7c=1j=sRNU{b zA5R==d093cu(|r29GCFPN}iR&6WPs;WRa9J z24%dCBhZ%Hxf%aG^*)6qt&i&@C^+jco?V1}VV%xvR0eWg2+sP0YXN)Q;!yz3XI?Va z=yRd{+AqU2B!$WY$B2>3rr?09#%Pf<;O`cP;ksHn9{ds7El5bD7zp74s7P%!_ zInK{Owq;nQu2UE$C+6`a=-uVhkP%=Fe2h8Ai5SuW0_JqyebT9n3ux~glCG9gK zww(M;&lP}<#HQ5fL1|X*WJyH@FWh$E#DJ)L z-Ay;a{Vk(ZBn|`|);@;4y%hcfrX1QEd543}Rmoo%eYQ-+Uq049le+BcdsqFl{0$KU zr1@W?yz6q^r&xB#Gd^XLdqKy7MQN$Aehpd6tK1h-Ku*h#S=NTXr45(syiSXOeS0C< z*_onyE{66) z50C#Ni6VkC>(7BFdI>zfAZ)Jk!RgWU<@4%Ej&pQ%vc3`JBO#L^E9fUPsm*4xmn3g^ za8G}KP_~HWIgNyYJ1W5|3J#Wqw>o+7Sb(Ti|E$M~H_u)*&DNJcRYaJ>kXcS$hkA23yBmmDdQu+EvU_S}`vX_`k8;z-b^jD*&+gfa+mOlbdI%0+3ueXO!DL3;1 zr*}tXqL`x<4*>SSELMz<@}}eZ*#)6)9%uCGYM|{W{|Qs&1F-Jh?b& z$m={+yLbe|AAZl#v-L;Q7mi%^yd9`ei0L4!9lJsO4oe!f9?DENkVl9e?A4U|Zok^E z|1z##6uC6i7Pa{IvG$G3g-S3#Lk z7D}~C>^K|&9pCg{8YwI*@?GHh;eA*5>)@TTAJ?>F+X=;t{rC40bb>byMw<-lj?j6g zU>}2`@b|CB-H?usGY!cR=4-Q=2H5>875bJpaHj0K)VD`s??g9i4MUOca)~u6yY(fk zMKunEqv?*0gx0aAH48L)XD^;@2K%iIV$h@PpbHeA3y%yR3IRDqu86#dv@yO)wG_@y z<>1ohkych!_@!d+AnF!2yYs)*_Kefwi{ez}*zwA7zx#9I4UZ+;j&ep%twX*Ew)WF`NQ|6I=dCB$5 zvv_)vzNm%rdPIiWcHYKFBtVm zvj!LVqHJ}PBGl3~yOztQ`Nfqi|4&`>Q8u@x`bboYBhcS515p$3+6+eVClz%cc~ssG z%U!APyuBA+qwG>-1m{$G^*OiY-Xs%`Sc>30?yY2O(y3!+Fea4q++7iL?4lM}liv0e z@BX6hN5auM@M_!Uk_wJdSBslMXlbUC@}9~j8H?Jccc|BhBq+@-cFY~We;vF}EL^I; z!J@{#zv#PHuPY3Zd{(ON$~RS+(wJCk?JCJ=%0JN5F*>i&rD3GnpEwg-Wk(;D!Fz~N zc9%0436u?hgI&SjXDv;`)jH1G@AydeDFCBq$Z(UgnAU8|XSjNy=;xl*Fptg1zQBlE zYq@XxE=TfBq@Ie|+*WxaDRvC#!{la5Uk?!V>8p<$A+FNJAt!Z=!yAVx@f1h0LDX`j zhaQt1BF~j^>-^ls{w-9~bvDlf1^1)}47|zm4`|0uovyq^i%UygX)~iD9wc)C*<&9~ zg^;ecf8^$?^?8mMl+G682jXz$%xQ6@%^$RKrwErrvZr?(e)G>a(1y6;2t25$gJtg$ zmHJKcx@lDn!QK9jiq1vwNxhPWC7eG&q8 zyy3VdkA~lqc$2Xq-b?88(zVp_7~gj_(mfBSE6r3U`~=LpU21&1V?v)OrSX3=_!kE6 zW*WcopRZj4YQ2$;vJzdt9fBD~Iu1dYyioZ($2i=uom(aJV>H~b{8mR}`_p!RQPU{MP?CeUfr^Nym$w~%kA^Mj97!o`hUwszj55oF6F}t3+w=9BCL7Q zjJ5>2tHPWXG5QXRK0Vt~(o)D2!9-9+g;${CtfM`1sCFGZsKzCXgZHVKtxxH|*mqUA zhAMAe+Ul?E7Jqa3ZW+lnNNP=J>6|_mw0I~&!O=P#dipnFdSse@tTYOeO!>HPEEPdv;D5CY00z5CRrP*mq|%W7b^bHA%B(9SEB?WCR2t_?je0MwrRdDF0OE7* z$;O)ZzE_1zkagex5%otC02-w6{U=k74C}zK>tHy>;~J_AxB>DnzD%?SUgd#Fri zR7@x2=UNC3Qc+$Bw$eBMW#eDFg_V;sd209qF!ipzwmqLY6^LWYFD!L5={5S?u+U)1rs(90*nxw@R%xcdrcpj3a{xb=_<2t@2 zubWtF$lKvI>;!-sE#wDu$2Vr~*4t*nyFX}~{1_MsgC{PzqND_Z)2#%rq z8Ao(?F7s&pglZs@c!J7LCxe}Y7h;_*uzujM@cU^ExC$}ECcxkL#--N`(~vlK+qUMC6dVvR5>}>k)=2V7ck>8; zsmX#XcQe$E1ZAbxlZ3LEj(LNfUB9am$lKG)BO*_xJ45BJyZuKEIr>{DEDhUUqmB7) zZIRs24(AA`dz=mWs6#bVDW4o>uuV4H%73GObuT8O?_J|QRf#rW z0J^@k;(eWda5`eXUTZDPv*fph_(jYAic`z@$llojFC2h6Y;Qb0n=-iW?m2EA0Y1>#DPxVWTk1Hc5Q5~rp3^tP zjxKM>{oby=#hjml?LgtpJ7U{$qiA{+Hhy34<@> z6YqReMqj>NDE!HL$mLm-s9eF&LK5U)_c8~QX-zD0QHukO>11vlk2^x$fJ-nWt8uFT$luQhOv#%;9t78HrVb$RPDp znRE5O@qvhu8H&X3EzO|9PEM z0v?FNMRJA2ouuZXJf7UMc|-4Wd+8eu@ys)ypa*-(_7F-fK9dD zt9PoGo)SR!dW_q-XN#W|0FVax^W$RPj$+L>s)WA4Q5A2Eo9CdJZo_SxELC1TM8lbo z6TTpkC`JkkZ|q&wWcYmg-u-lP=lXJ6&mfWUt(LH}LHGA0j$Q~G>!kooz>OM?RJa>6 zJ6k9QkvR?7%Qb->8GL1&5lDM4oNF`f?s4hz_xk7FNcYykq}h-2j6rDZ(y4fnP=bY} zIbDX!OX`t(azZpnm}hLw<>7xH>q^yZekqB}ZqF)0iQP-!FWWN5R5P9mr{%f}&W468MG32fGh_pL&DXEGj% z8+=R_&$)y)i(`Wu_eZY@YOB@-jo`T`Qv=LM9n+^O<2$-ZXCHID^qwJ~E6K0Oz)l_B zT*AG!Ug*LPewt&LXF9Tyo@*3TcIDNbXwuO8H|+7 zQ3awZZ3K!-9`E{JJhNHx^jT~?!TTd7AgalFuR8AVY89D#t#y1&`4Tywt;|O(mpmMn zl5*x+X2&+VCn39?YYb?_4UEpwxgjJ%js~^9p?ZBhYb&?xmq}5wDpWV+SE-JK4Aajj?_tYHR5gWPA3#2WeF@X(9JD6HQk6)WEz8-TJ%ZyY)L+pfwiKtJ{H>C+16fF8$V0;@ zuUlIvs15n`&L-}+u9s>MO9kBZH~N=j(#~}F9CCO77vOqs@n^kg2XtZc@}^BVbRYWF zb0(f+L_&bfgAtnh+Dx~`fE6StJ2yNSTLB||0fL9Vpg1)sJZcp8+wzZoyWQ_Gdg4s? zJv@2@?~f7#e4H|_W{ol%BDx$#c=4VlmKK&ttIY_@=S|Nl>ryyVLc}eE9 zkahtn53tWoPa>XuYHrfc3qZ{d$xGl;5yRP7u|Vy|a1+2&7-KH&|39LGZsNTPbYc_R zx8qH;)$FF|A#|=2T2*aLZ_Zyy&2SKZ5Pvw%s}jV_ytR^Y>ze34Vc~BKDYq4da|s+L z0`Ge~3yb{HU;dBC_?oor%6D0ooUY+-(0YQro)4K9)b*b2xM1Z%+?T4By7#fPovfs# zhVFM|=qkXg00MfOP&s9}R)0T7`NU-j20o1nE4$UW1KI;+aAPj&XihfV%?%qLZCyHS z;^_gaL!9$H9f5|vuSpjdK+fiv9Dibl!nH^@>M-VMp5f4D0P@Rkt$c>e7}Bc5>pD`q z7a@%EzEOco9xg2nmTj>H8J}BL43ubtjOG1#_5qhI=7$VjfoIN6-N|{~n*kBHWA~^4 zEj#C@5i8&JPu~+3PoM5fcHDklOjlgx0XJ1NXOgAB-%>Czurz-tm021bY~gyQ^jEVe z+ojkV-k{Fr?vt%?8~?FEn!-}%q;Cs2>;Klws8pQ4g4+|Pcfa{*Jv(fCXB)n#0bBzq z9lh1c>8CaJv<84g3Z(9yBE*s%aePoFSWSiwPLKz^un69JQ7It42ow}t0YiFtT4xFM z=AmWzL29<^BK9!|=W{o3r4r|>KbR2y*&EjmH0zzM=*tW>)jvJ=<7Zs8Fa|PPQrnWl zn}@jT7a^{OqquC+@I9V`i}3edj0Qn(55;eSzRvIx`p`G<_i06L9@q#&vzD1DHe#q< zCn=-lvf@wY#Y`Yu4z1bFn@tDG}c5}-C1GI+aqJc>lxWeLT_$D z3T>^_`Syp>)c{j%^mBeTr29&NM!#sgX|2Z@aO(vvAwR)m+ws2^GDe>+`U0 zp%e$?e)LHFslTRVt7}F}H^!fF7641~+%8KD%s1mFgm44{9&B=xrkO1Jae=`v`QAi$ z%ix+V*FC}|VJ^>AJ(rSF08P;jdQ_FwnnfxZhD)(8IYRl|`P@ZVp7jDJS#tmK5=aT&+r{X`qUpvBsJ~t=~RBf@0?Wskk z+HIA@mQ@&}g$Me7d`14~Tw*9`2lZGq>Tg&RyK|_@Q&Wody9O_o<)9=MmXCi|W~#ru zGN6GE{Bws#vXgUn#mouok~p$5(i${a;=2bQn>Ic%md@UfHaF4)YrAWv!Td3u9fV$$BVqVW%{wRf#p}nxX_r`6CO!R`;(+PDwO?TI zgb&|~Uj_i=%0m0f^+iiBo9Rv@Xr2-LJ5S;YyPlzmfGtXcZGo&P408_v`}&zee-6vv zS>&^G(v?NB-|i*m_n~LSR^?^Sfw2u&-UdRPuz7-6o;C>d)o@RBRztwtqchMm(I!BT z9(zh_+upx(`NDE$bU;lW;oY~6D-EltwbzLvMOLp=X3&h5ntBW_%zdal0dTMTz{(|V zh18?!^w~p7^BVtx^+?Av|G^1YT7#@kD6;ySonqelOG2^Z%9NAAd|Z7j6uku-n9oJW zXEm$n4;)mzU5eRrcy`5mSY=6UFwhm`w9ltuJmR_I)|PDQ@(t%HKk!1dHTb=5xlVbx00t1NliAYAU@6O`B}CB;2`J1bTcD z-Pln&G|sPgn%ySM$He}N$zX^Q?T&=%Q9Pq?A_xB_Z=>x1{a2e^3f{({E(?jbp%I@0J8RHxEEr*VzrcGR&;9lQG) zfa+1gPoR{oT11#CU+Dum&4n(#k zpG$peXBlI9<;c&EugeVe7dJ9%(fbeD!>Wl%OCzrOaWF_H?8-8A9_x@mjv@ljH@KwMk26szSVlIC<-XC}A(v?;=HuH7h&zaz&O@tq)sz{AvrCjQM{Yu#a)Nt}s5xn)9fij>EN{XUG&SRdysUJthP=p2n6a zUAqwG_E2z?SwyI1FYJGd#@iXrhKDXS!ORoRe;=2%c~|K2hu3rK!>zwl9Km|7wv&B7 zaBhMp=XSP78n)g^=RAtnD~g)woP7zbPZ;&q!4-@lJSD#n)wQ56bZzqEf(bN;H<+cJ zgV;WlpRh!IdceryBtfR$#mOkyRP56Sz4&6)5iNBQCDCz{_EF&it$j7^0ycJ!be`qn zS2btcyyzwGHYz`pe=^8q)i#O4EB3M`A}luR_+pWZva{}2@$B$~oegDsqw1waA>P|7 zr*O{iCP#Rb4t;qOgRZ58@DVCe`B3qfte{DB88=E{r$4MbTG!+gnZ9i}qq4>@+jTNf zcnaFYP+Vu@WzMf(=xuzfPP^5t0ighY<1yn=>+UTmlxRlHjm= zPSY5+b8N=dy`q6&WTtQ!q{v9D_Jh^GdCI5^}d)_eBA- z!sDKbK% z^!trdY;2-o=xpg;5+gXSreO?3%!$r>c8~^16i$fH<-!DqZ&^dD;%tFuJT5%a~ zK2e>2*-Vrf^PcnB?`YqbyceSDMwzq&iy06z=RbN;F`5WZljxY&JgUS+v7bG|P{Zq( z-L2XYV`qI$crBwEfan~?A4UiGPbGPHD#)89HF$N2Y!SHs)wJFO^u!{L*@yXwWWo!3tyP_7( z08c2@aNXEkk@B5fyBX~m@h?Ojs(AqC8bM_wjn)DbEWI3Vm*Rlq&FS>k{sk>I%IEO) zs(^;Mx$Du*?UyP}6YoX+>ckl%tmLejKNZzg`4q_?4tpj?JyuPnW~|w60&_2XO-G+R z+~hPXA^JT+6-yuI zq&X1`>k=X73)+gRUY}IWx3)-(cx@yChy$30k{1KMZ{?n9^`XrTX_+lDK_g5TKFaL7 z)ICqVwkMJ^g|PWJ9G~*m@Nmg8ZH&aU*=n$jG4sdQj8ZTUyN#AMAve3zQXwb{xZuKe^7n}5uHY*AowUcg>%J=8_0CDb9bdJG zLl!l`w-e5pE9~_+&k;3sU3dR)0kx#GIn}Aiaizmj)kJ=L@I-sWKCDtoayB7?F;Qk4 z!wC*Pk5cM=<%i1O-xrdXcz$Pk6l}7GiOpx3M+|`PF7X64Zsv^qdh}&#-W~N=Z>C{( zBa~#^O7KKjG2`vXN$#7^`R-vaJ$WELa`hARuT)AxBUwiLu3{$zT-b2b-}WoUewTPU zHs6i|43So~sJox*iY+^>rmVaF&eQon5Va0?GW#X=*V}r9#0o=hacG?d-`t31`nyIG zDqH{%Y|irgDtg+4g7o8-jsq;U3w;Il%d_m7Q zkf_+v^2JtXSI2S!Sn5OBeQj(J%1)Nv)nT>03%YMRJ<@+7BzQI z%ywP3i+}a=pLcKG2-NtIYHYzjj*xu)5b*%JkHpRe5-!HK0^BI?niQTN~bVQ?lO#kRNa=Vn2c*3d~7;~8T!=A3XQJAIMb zie~qUfn8}5+iA%^iYh~#Zf6y^O~BJ#eER;uzIlvpO`RZ?#N`i|-iKkRZ{9)+nOYQ| zH0Dx6749EtX;*V6@|Pc}@6@LjJ7)Phq-H<|C&8%5^93T%n++40JD&yqI8qtWv}(0! z@_EM77yR01Lns;-M<~Dbp+W`KZ7Q;`N>{rsu12lKbbf6uOF2>?T zJ=^ZHRG8r9Z5XhH%rltGm@vcSF*G)W`*Gfox3#1a@<1|UT06f9F!i43hvde!_bg1I zR2U7mI}uiMmpj$Pj{ceSJ@vW{?Bc0k5%UiX`KZR3LorYZycZSPbibybtodxi5aj=e zhlr5v_ci*%YC)!^Y=Z=dQO3e+@>cSZM@^D8}b$lJmIN9vLSxm`;nQ6sBqSx9Ch%aOy z)rpM&T?P#xV1s+PGkK;AxEob6D+PC|$rREp#X`0ho{}Of$kCcC+MgRL6caue0MV!RFwQTuBd~H zO9v@&Z-lDV&;Q91N;9G|FsQ>K0Ph-9p@ecc)BhZ6Q&G*82bG9&+n$``5nvEIA8GQ&tEuDg1hPcv&|c&i@x!hH|+2-+uFNzps#z> z6m=s>u34Q7U3aJM+LXINPC7ffL4lH*9_Cp5@asz;BVlhsu#Q)r1uQdu2+KwoshIyBMCDr-w5jOZn+j z?@MwJursWeKP>v@5I_jz9|6I&*wrGW`)kyx4`8lwE1WW9*JM9psJ2{_;Bg$Py>o9C za|4XdlR6f@6&LdWRj?ZW!^G@k9P9ikBOd9HcGsJ-e4~{_PLua-mkXsTy}#!>T`(GB?dn_r9<=C(FCO)*Jp1b_(k2*Z$-aLF$ULfj2wZ{y;TxLFVz8M#TIqE7a%Y9 zRVDN)r#4{=Y2(mBpbcs8v$CO>eD?>?bq0{IE)D&$$450TRZJ+@FL^kr8}o66|~{ajm9 z1)#LYv#y&khSVy8__ZsZ4bS`nS;Vo}Q1?Yq{*!}IzMl`WM%HS8U7TY*coLgMu>%k6 zG3K2n8aW{F9K^;tOIxYvmTB53mXGXQ_l?hP26c(={@j zv^Qjt%RAOO(%EO?^<$kiE+Y!Ws~!jZ{K2p%VqEj~LLQC^f_=wL@y|^_F;?v#Bw_8i zM6RF2BW%tAzv@!;AE^aj%xOzkq&M`7HS;g1-be#Os15MqE!iH`7Qo3nS)csfb{{u`XAZp0a3hWlsE5t&o5o~+;g9>Q(mca=h!H6@YQGk zinU)`0gd;_gIcKkdle!EZkOuT)gvg~99`bCHg~FH&#~87&qlT`G*03LAcvK0g|rG<*ED1!_P4p!F~S z28jxxBzld$bfW)0P|XxXD;_}{Uj}UEMPq3|h`Z zZ>CDP@OS@6hz;3f*Wb}%;pDQJQ~$7{&^V~~ojdb`iCM%P422f#uz0E`ICPFw6MO<{ zO84ARPvRoFnApr6Q|0DtxACK~r>HM|Rwb+PGfX6H4C2t=$4gXCz{v2R0*3^}DD}+_ zov=%=`H|ndpG-fjlFzNXB~R7f7bbUKbqwMVc1B{a+E{hfhnTnZRZ5dJ1~`dktG{ zRiqK^>ROmf4Py`br1ezdQ_NA;Oepi6^6kmhdAv*<9*_e(*}WWd`N=i52_BotOA$6X zEG==JHvpC7RWMEufr>grQ0D&OFG_EHycP4@0}|k+?lIA=05~p8wY);z!AR%ASEZHA zj^8+t7w(p;^Q6RbWK&BjKkz~Q?}Kausc)LO8`|~&21QhxE8^G9eefJ$DnH(-R+}DT zoE4`e(=ovYd9R3F(5P>>R6O$f`g%OH6~7bpfFz^`;e4#X-L)vRSr>BK=cuUBr^ssU zJ$&$^ak~5Wo7A!~sqQ+`;jhxBB7WaMCM|jXb$tWKw-S(jBR$@elbaya??9VpNh0+Svp z(iAy12EZGN{=?JM>dS)Tcwnu$he*iH=bsEAGT~;saecyR;0JM^`9HayJ9;dZ)aUR zG7$8%;8syqswcrnQBPmvJP#q&(H@A6-RH$i#wNevzh0Zsd z3CodSys+NyREK|!E~^KBki2~nQibj3ETpwwLeHVHlKJpFf(#`dv49qK^yxRI7k;p) zhPzY=(T-$lt4R@8|$(^td~-*I7rFzS^?aq#PrJ5F!a{ z-B~H&?i^wym@yjO_pT>WH||qM6qeFUBbxEfiE>1w5+Bu^nq!y#%DX@ajwu#W98WBW zKcx)r-ADY~Rd(;tNaX%xQF)BBje+0Vs_%DQ$0sv~`WqWhgCqF%6t~vWOI>2Jq$<|0 zB`D_nH+}AEf*Zo+;<5Z<#JdObIK8M~5B3G2Iyhs%#R5;ugKK%jk6qHf z11F51W#v4WDDF<`^2DkD|9uAZ_(3T}^e;2HkRBD2tC=V8(kwCsb=gqHsGkJn_lsYd zSpJBU-cLM8#L^}XB@8zHuMig1rvefl3B(^6`)g^k8F2=6i8FwKoy2oBLyNaBfp zYuBq9cRUOngid{vr@fUn{Y*Ydx*Dq&aHcxc7T;XK~2|RrmN} z*2JeSfK1VU0|=Igjd9{i@RB9#6m9n!4Cc)Bx){weH{D!Wo3t}?%X%!wVXAT2#snb6oVf?1ItW3Rp z%5{wX>6~O7C`Aa`1PkDe5a#YvB}U)lW?ve(ILqEhb7$I{SiIJy5ZE~fwn}-0(t(`; zx|AUu$<(KH$~aB*Ep=w@!|&D#x^Y_22kAUn4&=u}{3e+xm7RUkw?{**(x`W6U~!dQ z$Us3Q^;hAyNaV7OIAeTJGKr8EwaL2oOkFa%I%lLZs6YCyy>IU}Sirf22Ak`-8DHdo z1OAQ)6(QqDmQ8a!GS(7H_ht5M`RyHP(xg$Xmo#QjI)Dp%zXT5>W;A$md+GBZ9ydZH z1^T8)WBO~K1THLxU4cx}>rwo+%AP|keaM^M&c*v6-`bQ5A1f85f3GjcCe>9IOLLjEFZ?bc8AFdF2628j za{S9LB`O{1uY8VgLcz}FSOHU$fG7#Pyt87lS&^vM@{!7RqE2C9IjqY?e4o*OhFEEC zfSSSi8o8|#{RfkiasP8*pBhTUR`AG_--nw%{Ns3hEb3cx*Lj}FnVd*0S&98}J_hnU z6Ere(&h}7uNVoQRFf(C(*{GtxmU7Ozs5hvBM=pWIS)G+p=0;QjI+nEF#CI*c_)LpD znJp-DRlSNsroyxq`{KV--m@^_1EHI|Sxn0R-s@Xa@4dDz3NCPgHvvV8)+(q7rBo24 zu6B&wbvs&Ooyy&uW$Ek*gQz{Oo%J;OSH3L4@m+5#Hgvr@J%BPk4+^d~GXS*V_TvDVgti2(MlgEBc3!Y-h zqng6ZQZsOQQ>FKe-=PbVH$GGD z{&c8iQh=yIXv1blaLzXPJ}o^|Y|6Rkxd4R6p?1JQnkb}Eo!L(-D~Bm7T6{RW?PKXdeP#s;w&VLRG92G~-dCr6XIlJCo?p;b zUvfQQrZ<$xoNTRVJh6gy&mvyvsh|<9#wS7jPFSi!9zPfA?(15rkkQCsXHP7lj%#~e zt&3gih`^^J>;9Ju&ti#O(a@D`U5TUjvVzPmEY-IL|^juv9ulZF3KVSK<&@ukKE>9-=lF~5Z)Wkr7Y@zxq zVHd|`t)|Mmb}U=W%LQ}API-o|dsRUG zd>G1rV8529zvlmjiYN%P7B_qYBmUY?F2`J_z>(L8sw^ULgSn)mBrU3u&BF9@Kg+U* zka~l4e-<}h^j$9;tthB*(+Cb}frORh@m^k?MhJi1`j_?3;W`iA5ys5;XamqX9TrOZ zUA(NKq%2G%Ye1Bhq&dPYYELlo@6?}$!}^iGh|5zwf2-R6X@Vc-VDGtd7AKYvGEQxV znebknI=ec%%1KA=7J!xYTnCN@-GKqUz09MfJt;I8x=@@!2bmc<#}OvS{9T)A{6)3T zi&A#2eE?d)jjqrYwYdxPZz7I3b-es57AMf-F)olcSf0+3;&4{9v(;`d9nO+ga< z#)PF>dmI#xS|Y7@Z+*G2SM76m^{q*tXTN5xT?L)BL^jR0oC2@j{9?~)f85is8J5T2 zsVma5WkK34f?SJL4fZu=s}z&XL@fs8|D

R5rPJ*(Zuqy3(@xXo#A{^82fc!X*N2CA+>^{3DMj)tF!ok2mD-PL(5%U@M4 zLlajSqk^7vsEwhKS*dG6#Qe0dvk~Mfbsh!yR(G4}n9pf{G5iLataB%52y2~tZf;{BaR=*w})wZ5LqXIUUp z>KNC|f2-5|TzXn3g%`tF3bi|iGwJgkB=S9si0w>%@>!VuG8I=)tjaCH7q~oGkJJ5O z?QC#0*es%n{T2Ib{Q6BN=to^hKF{0JY@4>S#(Eeo6g*lYouy>~fs7F)#qLh8_0P2_ zY(_2*ca=py)#cJC<`OXg{>~rjKcDzI$~PTH-Nj#BQzW&vLoW$Grad~8N{lXaiy!tQ z{C&}*NiF`BQi>~2E;ao4^zfCzs*(9u{1m79tJJE@#EM(&G{+S75*H$#LKF=n* z+>iBKeLd>Y6G!W{7;wg}w=>Cbx>ytTSN=OqKkBbd$n_sVJfQt6L@jtUaEcC7AidjAykHeimZ}aLtVYjXtAuZavZnS*IQ=HIz(o61Y}(bfJ69-`Lm+PX>)BotB0Qwh@3*VIQ5N)@92y?@+B=VW@FVraXtDNKt<-wo)e;1NiH>N47?w$%YAR{aC$__+ay2YCEG+pVo?J(~;| z%vzXX@#7p&R?je0nb5H@mburhnAi&suhj}maFS>;enPna09TplRcg&Wke_=002r9m zj}uIY20%J{sfv8-UoH#0KV4%frK_l=Fl5$dhDENX6FhLVN&{=ik*?ubs}OlN99*Ao zUFl0m^(zMi@#Dw*)abhITictBDtr(zrxa@N?BVu)UXB9}Rq{aQ@DzhyOPm(J7`RU`yqnOuFl`05n>spaXwb)cY#AdwAk6D`{n@ zI&0>BRA2bd%cCo|`nE=aRiqpgzlBfszdkuUJhOtkyYN*}Wb5O_RAey_Q|h%nHey<3 zmFh$?OEb_;W@RdQ*W))g=D_q+|B7X-JFYXC7rxd~TqPKiL2P zJ*Sr8ez>q23lZ9&k0ZxU0rMy9=v`}P0&S&yc%}%ZkqFZjsr)He>+xo_HLXdhGW$b! zZA{{0=reTf22x6SCW;6ohsO}QOC*2ga!O-h=H>L3EZkh5avsL3cMUEcxC2WyIQ^Ob z0987Lxr=q$q%QIxRZ~LY8|Eq~i>Oo61Le?P+j8w(CPJqrNx7DnDI?G=LsvCxQ^_Fx zh|oz=NHPWV=>-1(u;bmg4X1SBCP^NfS&F zid7^@Gg{VwP;vaL=RsbRJ?ys!!LnyDpMZFPf2RIm`S9pO>R*!E!z9$yua^d>g{08b(CNFa}k;bH6W z{{X8!6<$pQaQK#`d?q;6flrs0AG4%}=B~wOO+zfnDW^2Flceb@qDYb}fioT(Nx2RE zqJP7ccNW&-GdXZ6g|3jb{{Tz=tn^T~pGk77Ei}DPZ^gjyr}Ok30gss3n`JzC43c9r zk|f3o)~si0x@jl#BvG_&p!mg;PY0jCVPw{G#~OIDuCx6d@jtWtALlc^S+^;4**d+l z(yBlKO)^bDIW;xmkC#ZV@0L&Qe#iKoUz_-ci^<}TPuP9Fy&g+y`uZ>A)ql^k->QS@ zyl)i$0HmnG-vND*n&Tl3qx=nCAiHu_>7*}m+nYaQG-1V42RbosLJ6eApRe6iHGd3n3d zD%sj9cy!N%rVu!`NI+Dd*xWivj+xkVXYoRsn?5S4TCRs&;M3EpNlsvGaSC!I3eIIR z5K7o`KEBn@xm|wmnnh@W3NX*1pr&dGr7_aUWq9EFT?9yf-)~mIuK^${kN2TppFu}= zd|ci53Ya$z2QO7!m6QCTL*xYpJdJUl zqj71>4>`5Al#->WJV8On&bkH%tvxf-zRKJ?k7{Ni8GN4MhLb91l;mN{dECW88%aG- zs-+He!dNLwaz_LZK|{W6yKe7hTEZwykWz?a(?Y~hX=-JuTGs=OM@izBbhfr@M-++^ zLm3`riSqO{JsFL&+W1-;`YeTB_}mq+;#q#$Rm1t@oofoyulZfiHayHOR{D=4+*!Hu zh4k@B3RpyqHc#s5p<1^OERToIlpP3Q=L_3QKcgTRr5KFkfv!OEu71vhEzQ5SmVY4y zbXgpN`5u}Y$fjyv9pk3~8k%@t!+Q_k{)d4e7WPGLux}P<$kD4B5)OZurGL_o&WE8z zhV`|80!;w;D4$0+n?*lve9wB z+NXw6w4pRK`zk*w@!`^|u4LL_Q>n5(VAF>mKR+&lyzMS45iUk4DwbSiO-i$5vb&zu zuPf4_G}QS9(A5a80(u_HU_aFlV*43x?$#oRM5k2|E$9bv%OKUD(x)ReC)1?=0KPU` zbN)9uR;D}=*f{*CPDhn%`5uCLzSHU2OpYo%mK!IMrKWYB8sQ6yCy{(@Q5r)bSp@AZSPgs+ z8t0Br?XQ5F21ALRx@-&80pU?FY#89{&Kd5!w+* zCCBC=#J|#3$5XUTP&}qvR7*3+?k-0Kt-$>I5`V3qDLRz7fXqC#wLria002K{pFz2~ z)0yrm;@!Omkf2k?ihvi)`E(!WcmD6(jvq0ctg0)kKn$^H)>N=l5C@W@^ZxhjNw@Om z$+fPVD|Jfo^RFLT`t(b4x^5SL?nKVx(34Nu!=!^VI~I0kW+j=JmS$pZNhj)0=h@H! zMHEmDkafr2`uASI+m9@6gp(M_~Ezh!5)j&hZXWkjua-%ER3iR1%dWSymJoMvD=%A=_yLlKqZMDK|mz=R)YZ7hf3|N zZm#55ph8RFc?0>H59igH?GNO2^N({>Va7*p?M`PQi z8=WE*yK3OrdcDW9d&RIOp&Syi0Mfb@N&9sc1LvZ@FD{1m-rVkUL}r%e290*U8QhGsrg?*^mH zW2?gW>+mzJpI*BLT zTe#1=UTzP6xXRPY=B2Sr*8+eA8Q`Hu%b_K?vayU?*u)}46d*5guc;)nf3_x`R2>?q zDRH#*Poy)>5hHrJT4~%1+zo$IZ|x89{QF8FWo|Y909V`oub)b#zt?~(PL-=27u%}0 zj4*eRqj=atRIRlBvYUjUIS^RCLWGi+J>bTN>9_r>YDlyZM9R0mgLRb_JU4;(>!?ghEzUyt{vgbM!vr7-Ou z!{_Jr^j|EK1O6>auMfgA$Kf4hrQD5NhK@>_rK;jLXjoGs`F(m1ibezi<^5- zCf>+=YjH$h;{O0+KW%@()9HPrQhhXT8as|S{7ct4G85C*RLw$iNmy1DC28X^RHH%y zkKJFwmL98pf7pd;h+siI3g`SkZ?8;BB#=^|1HhBR?501}!>Q?>sFIcmBoO5>@wy7A z1YRj=e3AqqT2={i&8dju!v6q~?tmi7!BocHM0x!9SN8SgSx|SnhVrQtKeIR;c5CS= z+sPzfa3ww^ni`J=$KA!5rZ-%w}yGQ!J!_toszGI?~PxUWMS&EpW z5!S*8s76PIJe-R&D=Vt2Jv+6vTm4b`A8)L}Rq!M~?*ksaZ^C9$O&&in>reK%&r>P4 zW==MaYSo^-W{f{vYA(Jdh@@4Gx-qf6L3H?;!$_D3AC@54MB( zo}Xpj*w|ddOp;^eV2Y|=Q?szuAczu8{{XGO2Hx553ynnUr|0~rI`*cg>Jjrar~A?W z00&X(GZ=vhlCnvh%N3lWYMl#26iVgv>0o}JQ}zD7)s>*uiofl@*y*u#cI>c6B7_yF z)sJ4^=U$uTrlVM)k#Z1-Cg<(v@+C90Y*i%J5n-s4&(t^c_e7Ok(o_fRAM_VWe060$ z6+;SSHh(eF19)s4F7b=~$T??@dRc}+E3$M|A?apGsl;Jj99*c0*XYW5YVSFtvk39aVSTrjI+)8Wq?f3aScK(gJ&EUe;9Bh2YPZa5FO z*Y@;9_m5M2gx>Z0n;}EAvpa7ZJk(2GUWT(TnyIHKnADP@8kdrq;?RhQ61Jcm@BuKl zTMHI4%uC2JtNEJzCY&>$&*V;JYnw&d(%qt1$pcYO32I3#Ow?DpzsrwBM>o-Zr`Oop z%Ix)P3XF8Y#U)&o^m)2i;aKYG8cG=fqjpwjd0lROBbWMnUi*cH;JP6m8|PY@dLQBL z`+T}(EH`+s2af4{&xJ9B3cPA6KsC((G~jriploXR^D||)4OJ#nCe+yoC z@xZk-*GWv4(x_1xCR1Vk2tLX0_Zv;J^F$G$@darjYX+6b)8W_5`Q(m`wt>9v)(2^p z@fB1YB2-YZCp>dpf(SYL0j}%r+pnj{!BHhd-Zz#uju~=)agxjC{F(X96_bqjD8J!t3`ev!{#eo zk1m*pm;V5G+b-F0J4V2E1B9)0Hk?rTeCmAqZmI5V`$dwDdWf*JqNM1?y*ZYuo*fqZ zikhmL;#t0(LJag34 zPb$1<4~&ur_}|)CcNzFh@&Z2yspDQaAMt0QKkkjP;=!v5M^*UPC}p9gK;u^O!FS!|nXM}TH2{)gnC*Yg#oGgH(&21f%?pQe0V*ETBf-nH>nxVe}wbJTj8xIMT>`g5%~`5mpIZw+;LVmu-IkSVVb zTKVzMTsMwCCy&lPJ7i?#o<(<&&PJ~xPLz;I3e>Zyub9C$uvqi!XI?`K1X7oqb=9GL z+L4dwpVYy@)Odc%kZJaZ+iWjw9^-Cdf|cy>){mV$5d-%8@GHbrlIMxt^;2zH3_W#d zec6w#p0_1g4GvC%wGr+Ka`3M;e*D*E=MuB#tRc1wBKu8G8L$(oth=6 zmeGwenCA?v14DA>CX8gVL(}Do5r>^BHK9w5zD|*lBi@ z!n%2CprZ){(n!(6Oc(f(byDh*!Z|4GCXs)qwJ#FOxA!uxGp+vI3}pU)k?UK8QQOYZ z?e_ZQ6si0R>D+@A95__;Z>T#DYW9vpDYkaz=gn2_9BvgW@_4<$fXTqB5mHK#L0yz0 zDy9JWbi*@Ta4f)k2+C~jq!w|64k~CykxKC%zvdwHd9q6P5+mM;5rH&eR8xbD3RZ%h z6V@W&*YI$S_ zkB65=TfdDjgFTCCfkRP*f;P?#O7|RsI8gcuo{CQPO}Ue*tl7EBYH0Gbbz%x?8qAGX zhM+8qJk?NCi^_;bxZ^%+ixF^m_I_I03x68TO;~5cT@>O0`RB{+@;wl4clXnfn~9>a zB~{}GfF77XX#QSLopFKMSzY-C=)%4(t1FMCijo@1t0yvJX$?ZhEhR2ORZ$Rd&3h2f zamg3C9sR}RFs-f25DBQ(n!ho`lg6H(v#r}++s$|^_ZwX<18HPRR-lvXf(Q6`6Vc1a z(nF7#Yam*P>ZcKiXM#zkc%pR+G^O8Ore9G6{wzMe^^y07ePs>@0D@YK>J6cFTVDJOONd1e(&JehiRXA#CPsTE5w zD5us1*4=Iv@IywWcmf!XKhggHReEyIW4@JDqID|TsxhY(AL{)2I~`^57CB~op6lxe=3i(G%T`z4clk|>J9!T$i#`G3XZ{wt+%ZB~}k z>oU;C#3<8R*VFCvuR`uG<37Wns#VHUX6J#@wU&~TH(3vsR)uDgNozG4k^%iIuZ!tV z#h5#U?GK3wp)$l4t@2pJEXas8if`n z+vvaQJt%hXL2cX|Yy4WWyCqc_Z?#;kuF#no*{4;39ESApH3EOM-pl9RwGz-MRr!Cb z=l;)Ei)OWnz(w(C{C{WKdR*=um5j$w(o@pn@wsP`0};o|50WZIl!X-$pm4k=D!_|d zk8fLC$vs`!qfcM;eERl-QxZmtr12hq@t(Qj_H|@!O-SEjxW5vaDT9bSZ7VH8Bcx1j zL;8Uui|RMA_VL_pROuRwpT;x(YU3a5bz${U4;c=cc@ID3<P$@>Z%{jAzt9^xJG_#gZ^oo&bM_qy1FraY@trKNmwwPaYx#Y7KXuqCYI&Ib&EtEUrU0 z0kv2g-}-Uw1K(~pG7|Do`BU@%04L1;-kwPIxCe(7xMV-Yj+FlZ+&!4{3d+ny1ocKE z46I?6Kovrm$~2*s2`CSz`k(d*&E4Qaf&T#GU!NYEK@4J+$Q3h<3O|=j^!;bIqR7FN zp~k~JP`l1&WYr{MZ(9)UasiO(xNk^4jyQtG*F5{C!!Lv!@@Q1SuCJsC*X1XHf7si;B$P(NLELZT|9W@TqiKm;?~U$k>={85`p zuO#sQ0N-@&u1~>QdDgua%eKbj!j9TBcE@y40Jt>LX{cAs`T5r!Q$*WaCDb%g1<-@)L+?&L*Jc7MiMh$4KLq(I(Wu z_^w8_W&Z$b_FhuQ!0@7SmEnLYene1L_VMV_$!237sMMufP|zp^NgvP94jei~Pw?C2 zGCe%4w&E1ERXF`nRc>5#68``cnU)rMz_2qw3VyeOM^^rt^*^`EqC{YJ1t>FBt#Wgu zRAc9wetjrSu{>6g#Tu`b0r-4?1;u-*O+y6wP;@J9?~DDpwzj@TKkmjiZ*DxyP|1)K znTpz)B&CJpK&zKAw5(N;9BTo9<55d{Zr;*!8b=h$R93ohIG-w4kMr|ACyMq<5Q{RG zg=!G!jGB^3z+$6`;C&4%o`6hW!oKI+4@m%FL7u)*S~ki`MN31NhjZms>S+YhHFUEq zFwP#PR560F#;d^vuj}_}>(=g2X{JuBFKQo@5Xubw-o1d}0F#W%YX7>+NN<7O_KCV6l!Q4E(E~%9QA)edS`g7V)CBc%gks!^jxP z9%j0-X@N>~%OApS(2G5qkI#m$%?xeehK=%T9X)kCgFyS4N`j=5schtn3!4&dBe#-J zBVc17;k#&mZ?1pK)u!C!SXCLcDz;A@K=BmOf;_SZ+0;z0#Xj=GNl}Qaq!}SNq?)f6 zRXS2YvqdsgOciF6TY1nE8#gH73*8%oD_EekMPz+d;##Ffb5FO293Ri3$u|YMm+Kxh zhD5@cs$7By8PknEc%f284-%{MN8`5T++B4=EE^9am)%=yc~WFCH2FvcZd!aUI|Omf zR~>4wMT^5xqB?0kcVA7&7nJ!=a<#V&Wh00qZ%+?}3G%O>?ELxzZ&2=Y+$^@Cr=l8& z&XK8&Y283hGS#MkVPf06J9uabsDFHmM|yRYaBo-~;YW z+j)i!zit|%g1SzE_!Skdk1jbh^B`vfsH*R49zTGnf>!t_x-(wkr$YH-(wu!d*~{UU z)S~NttLy5_brmF=@~3XnOSm^)N_cBBwfRcgMX8x#lT3mL;~s>LCIa^gK=+S(#Fo3R z<1Dh!M#Pb$=To1~wCY*f=epXqub^Oc4kJd84NuHx)Y7%%(Z->Ut05w_boJF$k*q5% zT}9egosXqUNOc>j)=H1591q5$k|;)tV2clypYZF$+U+Vlx@?xlx{XMKihL!&SSNgv`l1|4X_8yej znwN7JsMgmWrCV6B)bFSdt&i%r_4ij0pY#6!o21H3DtcQ*9u-T=m8q+%k(L825<+TK zWLWu{qDHy;*eL{lKR(O+N#g8@6@Gu}{{UyDj?qbK1-T(}g*r*kko5KGrmlw@R92>n zntBSQk)x+diH%JHIB_J8M-+e+BwbH8)OhFWwh5g(rEw?A{aF71it6!11wNuM5{DpB z{{Y(`^;C4N#bOOK59hBGb@LTyournk6^u5gkz;ZCq`B4q00y`ClIgBqF z{{S~lJ*Bd^HmbUPR4V@fG1hvFWl*USJjo+eE5>At84RizxMe!7$}DcY{{VsasBSH& zQc>IK{{R>B&sUix3rJ=)^fC}B_7C%PipfWtqpl#zY8Axm=9I}(EmSOuAo56Vq=3Tz z0MgbL{3w7&Ajr}396vAe{{TLoF*`*>6#oE>(?8|uu~&80Mq`XrR5EzQ5@S#k;ba8;+2DH zTQF~_`ZIogrC8Fxrn&zBSIehMTso2QHf{PPqWqD0Bc6 z=pK+meL3gaQ4GE(V=sqahtuWxo;_5_b0Gb7U4Q8-PxT5O9Z7mD>*EP4P_c(cMp-`O z)sY}e%GcC%HyTg$x8vQk#3mX7#63MR{$KL-Xkjf+8nU04Z9kWvNr*5~#xDtv@* zIFcgyG^mkTR!jZD^ZKpn=heXf00ZsAaFH=pAdf8uo?e|PXl9NQ=rrlh3iq1ZM=@VQtN2YBgxA9ZU z<^KQ`({+4!i1IVd4SjT3N2e&oswQcVju8}KyxiCzEB^o*9?YP&p5hH4YhRz+`zv0P z%OhBzYpnqX0szH+&Z0#}iOEC!M!zAGCl)SgKIQ;snnn?Q7~Md%+!N2^`g?L1rd2UX z8Y+DJy#7OvRhH`0SX)l_lkw>^6#FaXj-XPl8<`kRBNvUxMhziZcxDt$hm6#QHn@^dKuS)_zAEf?&S0mdJ&e5+A^?qD>XTXWg zNa%%p^V_?kyQlY9#!X!ucl#R;i3ShlQpU`j`U8Q7FSw@y*A!wuss3P-*=t z)AG!8-eV>0gWN>1VZeZ)WA|Dpp_eD%!?a z=_jbHnxc1oASBAH4tH;|dA`=AGtK{BQ{{ScYk58uGeYnIUmAnz? znskv;e`or=IyHM^tZ|qcDVuUu3ap(uj8w;8C1lGxxM@UjM9{4nRZdV^-{{XRGqPAX_CrKEn zC8S*n$lONkcwHp%`o9)GkI%OnHz!pnGoST-&XY-W(4a_`qck3wsr|fvZ%}daRpT9G z$ZPvQ+wu8{KWF41G^}n32Zk0u)B5tIWQE3CVx77Sn-*s@sLfKHp9E&ji>uap*~`;P z`~ZA7htN_d%2^4s%b)a4LKRl`S|q1lFmt2UOwWhC+Art^20+Rj14TJ5c7^m3Q1A@ zFZlxcv=0J)jS&9;Pb=s6eR^q{22#>QC-gM#9=~r(RgPI{9;v{ZN&H{s2|lqnI)trP za15OBW%?coHY3|FIgEWf41JXSpTquMs*%dlERipUqPYGa_`b8yIt;hpPwk!e z_T*C6Q)MKTT7R~dT6*SzWDPRcNef?3A;2ZLA5Ay*vOCEvvg(eRrFi~bCVLIK;F)KP zAYU%_som-@dxgFC+3@Eu!xx|RH#Y8c~AJU`XIbyOYIQBk>T_WcD$UVL=5Ggqx` zER}T^uaMQj9V98ti4qw6#GwaJAd~60wzn&Z;87yOtRM77LTShFkMi-Ssp#95?rf(~ z3&r9H{Lwr$1cFa-Da6wpal(eAOzQo?keeO-#G%g6myT(uX(FALl4q%qpQ=$9OKK&U zNRo%R`V0Fbw3vozPl)EcRcHs~-b06;Ix)T5Bk`T19u~S2skN;zXb*iUUKFS7>3!G# z02Ol+!g21w%4XAi=h{a7s4NuIPQ#t7OY~H@y^fdT+4n~?u#WZF~ z<({Qz;Vf21U%9C^XVluHC-o3XVPWpF+{gx*M{RIC{{Y@VukHJKLlvNeyivUq&WgIc z{{UzCx)^J)G?f$)%eo=`vePVeG|vrVha&RIY8gv4+?E6j3!nB5#d&!n1h9|{el9+A zrbkH9(!$-_#!nF9m>_?=j1Ml8SsuLD*xDq{H5*A?1Sn}HNMtu>Rc&ucE|t2eEFDgv zd*ASFZMe?Y1`@s{IMwJr-}Qcey*)D6N~(;W5dMGw{{X!VkF$Z{)S7+ifW^>FldYZg z)59e4#_^*&!3=2|Fl!goSb9ajp#HZ^_H#=&g%Hp`)PE03WV;qHD38C&f|UMw>xu7L zD)plAPbE6J6v+Nbd3kIUsgMv&$rl#q>vBE$_Qpr>fY!(5{%r93e=d_ly;v1?xLrI6 z)nA{l<8Ok1-Q8uBkIIl{{Tuzt7a=D zDn8C9{J-Yu8m3-YQjEs>R3D!myayT332k zaG_(Ub&~>P=BBL zvD2sUm71GPmjBXoJj&4a4BC^Zx)ZNNnG8<94*di!GDIVy`>{T=mKKObe(imu*U^aD}b( zx2u8)oxQWq8vP^x57#|pYy-BQxD zZ8Lq$66&d`VJcfkrAe?PHlt<)ey?kdy1^*Wz=o|t@f7=dNfrI{q=sc9@TvHG>t2IR z%Gmsq%Tbe6jb*&D&eh2wkw9Cl%>xjH59qMxjU(&s@l9^3(Z(;CTYgBp3Moz{FoMx${|$u-g?otF6SjoP`ZAl_{z# z4P8Z4QAS!+dfJdfG*-K~kTu4gLcn`}Z`z~2K?TY1{%R;Z{Er&&}K4@3&fi*~#n0}l~sDb%rqF)8`+m+9`ScWBvzUb6N?|d`mC`&V5t`)p>h#YJ zIHw+qE^Fa8&5Ekjmp8F8^>m3fDTz|OX|htZ^#Lj=<%XKRph}U%%B>Mkq4HmkVwkrL zjiCPk6e^9H)S*v0X~3m;pPnh!qT2U+aw{8%Jn*%}e7rME{goXWK92ZZ@_S-uVvCU2DDZ>O}qZu^m zY!+89+aLll#8YC>%1IR!O z%q&gI8(KTw<+i)hw#(tjI3j?tkC^Ql;z_5UnCM@#THNino)T%06WAjpsN<@=k)AaC zI3WIK+LK^*HcF_PpwExUJhR0a0x9*tWMLYHdnK$Gf<2Q;wmOyOa2Rk< z$Oq4g{{XYn$aekT!);KivHq5P{%ihU^Qm#&N!xh#inSxxQByCKswQ^xtgTZV0VSv- z!U-CKKLstP@K`r1T1a$2DIcL4zvA;=73o#J-E=NOPmhetptT+r77F- zdj3Dp{GBVZy?MXso(R^AOXZR{YNe8AqY+AD8f3fa46IKK8`4dBUmbS%lk_IgEFbIAV(*RTLFJaV$ejamff* z(yWArH@7DL0M$IURt#$AOZ~MTetD-K&#hag_^m=!$C)9&$^Ne{iMt?kf{{YzNRonPejNOKZ zZA_BDsT<4t6BnsE14`0Fy4!^&OOy2rw6(cN6JF z8e`!=r;p3>=yjSJYRRQ~x=Q&n6NQ?xSEy!6%_zF#DfA4j_0#wk{)5>{uhT?P0_gPo zLnlAw=*{m^VWvO<9$_#(&$MIh>l^PHoB{qFflQI8CVFWHoKH?^Yqcv~73rF0AAFRHEnn zC)3Wg>DZg-rZQeIapj~?aL-RU4%DWkq>`5(BqbzGK1d6}0=f`O#uzbQR|8eA_&(^n zWJ^-@*N^snJi1SPyh}U=CRHAt+4+3BE_=JNqyeJJ*Fq_!je{0=X{2b3ffLCj#D@W` zW*h;3_6G1Ux1d(i{$J1i=O4GCb!g;^RO|&kPAl^Kx-J<{kh?Ep(LHWgapP%WgU>`? z_>3ZHC7^$~kw3}(MdDTjfPHIXPqn$a6@`3M@}_gZ{j?+U&q>>HNaOgENUs`K)`QRT z{JJ3h)%@BvMn0aiAF-&U$fX)oBIIRh>oOHGqpLspBr&vsNMzDIHwA_GHZ$6Je*W@j z4Wb|^@i0$CjjS<$Qt=^ z=+|YE=JN0T*~#?45%2<2KjsFxs2+GYy`GWmjE?Nvcpcz!HC0u4{B0dmRQc*nHW~Oy-~r%2&Pnt2>SDRIwUXQXR7SvLY15I%BiH5U z&_(jQv^SPB0+_A4Q<0Lh?vi(&kj~9dPa8#4h-#KgpmqTq*y;w)YunkMk6|1DUplDZ z38+@}ul!i(EcL<{uL7P`{4M^kK7b92@=J4KG5C|4%+I@J^G#1pT^)5*H7I&H z#VuVuRI@^5bWq>2vM=fceJnvR-fbg}Na6-E1{9U9MRHdk;KBQPI9R@VK*bk!7ixa+>XlGd{oI6&EC{Giov}4bY=hskfzq-soFz`(aRJe{BdWzWfPbhnUIEYuo-)(rGOsMJo{!u=7;U8gME!`h5Je(4h}mb{^)E zTGhd3qHQq*o+-$vXPQMHwgUwUp?z$i{;PkgZ+7~vz6gPeLH^tPy-_x8+MWx?0^6wT-JS$gMU-f;z>iarJcd_obQg~?+MuYI_jYV_t(0)gTe7Z1u z6XMThRHY3?ZALaKifN4RPfaY#Nj9f75yER~iDuIu66sAPh*bO^WfO09KzIO@BD^?% ztIzW2(mq|>3V5snAjM4>`VuHV)#t;c#{B+OU2WK#nzwjwJf`NRtII(xMO7v;t>`KL z0FD?|7_$`0%A?GRI8&`yo47U}&_&FWqqJ~>>U@|X_4yt?e!UsN%KJ_vnFET0hixlP zAgZul>{ry+%=9w!$MVG4-Dqg*sW%qq&P0Ka@a*2Ey zklgbrm0B3rNf@H)ryAf7_^yQU+wJz2>uD%SBJw^M94n1OBz%v^^l~V^KI|M0T3O8< zC-E}W?Cl(WIp+e?fF@m9kQX2+u>4#4rH^!+KtW=d;%L6Uogxrz%xfGWq8tZv0qch0 zU-ce@oxifSX4|L@kE4qi%(AP9qWf6&u+|&JFX~$zI!)|OuVu|}*9(^o_SF9XgQugK zQP=}DIB*1ggk*o49Y2f?Dq4e*t4bN`QHO~uWp61+N{fbBby#ZPf5wQ|xL@p|EvA{# z!#<{+Rp*{4^djgP^8Wx(>9VL}l4DghBElm&fsU~j0~-ZR5fLx;iM`9({C;>)v&0XC zq}S}vukiJt?2%O%Gkn+W{{UC7L7q-+y;qW+nn$fMNI+t~QXH}exw!)1pHmO7*ZTWB z@a_@?Ho*WMwEqB$=(#2=D=-!L4zWeFHp|n`_VjA1Yy_1lrY(L&a3f>&3F;&3{{Rv1 zX696sRp{CHDgIyfI(jMDO$=yP`b*MoudlY%Ry`nkDp1m+qEt^0lDk7xT$gA3F&0~J zSNe~7k8wz@^<%TwhDVqAetj`>Y-UXoF(JPIBTw?_uN%-iEA7rkrhgE7JzX z!Q~=Il&{Tm!^@y+dwfRPwKa$MHBD5M^E1>?7%FF2#Ie)HW+I&`3`DW?l97T`x2T3K z?a243B!^AcW7oK^Y2s;K-jlw^VJt`KSflv@xby!2i|B=Xh4_2fm?);3Xk=%}(NwH$ zKY&3^kcOj5w6amnQsxp69TBN;dF1-IJF?vEZZ4L}%&B z-gyKgQiJw+A3g`7L!aqx)xqIP*5bDfB$TCTA0JlJi5_WxZc{udE`~Cbb+mz7>Xsl6 zW)a0?^A%kq#Qy+AAfdphHU2~V$D(mQ@bZ~2BPWTX#vX$;0sM!b*@MtQirPJm1!T0f zSWW8;^rmVt9dpYhl@&6;YEo)yuw^9cv_Sbl9-xoS{hKwEcKc}(_;M%)jH4qbG#L~$ z;5@x)(usFl$>w?F5u_hR8Z9YwLkGx>2Zn2XLAt!yi}jVa+NVrtu`h_$d;OL zP}IdOP5eiVZ!L+i)o=**7=`bZ2$k93HSHLvsXuNH9)*xYJdj2yAc{R-sV0B`H6nll zMNe-5Ty^c~viE-6$fx&@5mIW*&={SbstE%$Nl>$5<%xqbDo9kfke4eZ!1|RI#>(nO zQ4J3efiQh|eU<2nDKG8St*qp7hlyHeK7OBNI8)`+?WGfEcg{BvR5O$?)#RxmGRHWI zMJfv<^vODxO(+;K)HPV2CB3J)x45;jsx<+q)1&P^zDGPdUCZ(ZxRO1~!zF2nD^hAn zAD;?P`B%@Y-sqmV+dDHHd=E4=b!sG+AZGGb)j1(cWM$;*2&5@zVs3vH_67Qx<-@9o zyr{f>f9m1T=JodITf>Bcz4%;m z%N(2qX+ezS{{TLs*X|v=g{E3Miuosbbx8=4dqnJ8*Qu!3S$>~U`oBDneoIT+tA#3> zf7Sgj^YvLb8+cLX01&xq17DX(I?ltvrCQWAT{5&OB#}}=8LFDVERMz_cD;|(4h_AX z4ULxbkuGe>3`{Oqp7n@z{*aRK3aJCXZ=*@woTD4WN7WdR$eMNe}pg3{aJCM?JOlr z(q*YL7J_|ljPsJAT|7)xX4coXt9oz#_w2q{Zj_rj*Ti4+xb^bS9=&UKYLPQCX?4XH zj}koq{(VNtc0K|sxvSE)q{lUuStP46$VjJDM0%)~mA!}4`VV(YJB5G>3TFXm27L*~ zuS&-3l75703l0XJxj3(=fO86(v?)Xef|6UNlXLDc?5vp*7PxGiFTuOCluMP}wf z;JVk;HxIP=f2efA?rd0zlxZA4%Z`)>dTqu@XNG9yk?doP))JE{8%pZjk)#8|bL}XO zWbKiEmrhA_D@KbM3NxKNKjP0x$KJH{xfo(e=8hH)P`mlOn&SnTZUFRHH`CsvV-{(S zmRr&|S@bKDPs78HAGhVwqLV#>NsVq*<;qnE*hwvSj4Qc_tbRElT~}1F(n0>0_K?Y^ z^k5nQ{vX@$pY?G)JZ71q1~ypN$O_{*&(Ek$zOiX1*-KB2i_FlOks?_9EQ$;*9K}PI zJP~rua#!d$(TBuu95jqa@p*ZCKk;5ir1IWMkyamv%9^NseE!~<*MDH-@=Hi&H^lMe+#twwN~ zXfyeJygEkb^EiBJKrz$8>neEVnwU;jM)dmGqbytZH5LJE5Bm>lZR5J0N@^j81#Ul= z<3-O(f0ZO054vFd(Go4OsO1fKL|Q=pO?Z7Ct)J6H!NU`LL%X@LUSZQTy zlFe0b#adT^t|)%WbbZRa>c6|r*S|m(1^CM9#aNW4kOZC7;aww%6ad{nR`*8M&EdSL zDW{TuwP-U`QzHt8kyc$Q5#GocX=acu+V;3BaHY-En%dTVL6`9G^{5-5HM+5t4D^EOwL6V;_hGnYCPSSWPJR;bbr4yE4+SVl~4zTTa93FnQN6dyk>nyTT&)}%5lxjGh_MTR)g88T?> zfqb!ePwmAh3S?Hf(nbFOsValOnSPi)ig{|s8vg(fpB(g|rMR__$`L11l0X^_G3UgL z(v<%IG9NLC+j$6$eS5)~(^B+L9Ppsb3FCxKArn+Imr}w~V=52RlY5kMTfr+(8fKLz z75$tm(TeV}ZFGhuXj#Ut+W2&>I0|NjXXnEd=nR(`vTCw3Ls^TdqJl{ThFts9BcqKf zsv(*$AXWgf@J00UE-tDiSV>Jv;Qs&)oN@mE4@R@YzG~wf*nt=mKV`*8XLdY(Wh?siGW*mThn_DbMp{P`!T|e0O*0iAe>X}I=r|VjC9$!emm@a?)B7-CT^oOMq%eP64ztCRek!UwNy7-aH;YdG)K=t(o znDq7N-g{11H?0Eg@XTL@S4}%l1_W36A4(i`j+5etUScviJnk8=vQIyPp{c9qGi6)H zOt2%(US2}1%!Snn0O<*1Z+nvJ>RA4sLS0ZA1#K~k)chf6PaOQ|(mPh=YYS*CWwtho zHB&&vOBOl>ML3G_$*wvcI{RhyR@eKyoj%~e;wmWVXdZcGsq+<`d%~_JY#MFVF6&24P zO!Nol9%$R=LKXy(_;_(h5f{iFJZqYHkPa)=IPc%)JHIJ&nHlIRANXIENTd5W<)ku{ zg&GHxx`x-OkDo~-9(~ESUfrF>(PNQ^h(IKh^EDt3T4J=XmrGmYh=lh3&Ky6&e&MrhYX1PJRz5bL4jojjbuE71+4K4Qx@+t2=~}Py{{RmU^>FL| z)785%^3Mq_eoAevj?Y$S8cN!FI@GJo*HlMOSE6#X;yY=wi4Uc}-Z>b5vU^dx?e^<= zeJn``3sfr_f zRE{|r;m|{Ey1!ClolchWsrlBvwe&RkbZ~m>;_meAOoU5Qj@@K^v{Jj)%TZ9UnuYN^ zY%b8pB1Y`Cc@2i8x3ZOJZSIQh^_RFw9pG9o7AK1pD zB)4JXmdPY!(9|A{_B;7nY)!>WNr}zoDri&7Gfa|Tr-B!8A{nTP%neibBWsUENRO!r+xI<9{TcG!jUts;Xkh z)y(0M*sv?=HWxZTKG(MIzXUL~#HfRaMqmwi)}6kC{hpYe_6x}LOJf`P26)9l^8$cl zj~rzBo~37hmnX*E*HHA;T~~{a1&L`|TxZ_m=cfGTVc0}ZGU&b!74xz#x&~Vpafb2Qb-gP&p_p0@^|T6qUCZJ z+P%rPsq5k~#j8)5o-zJJrNfFX{;fO$bsrQ;jo^ zQhr{2Dw4yL?m|IxWF#?Gg>@w>$5B^OYeB+;k607=F#K?$`wEKfwTsUl*C`)%dozPt*yw&VWAMxhZR)^ z=Zy8Ohs_`5P1`*+yfRtcjRhv)**Qw4l9D=Vxh1N_mJz9jsMbi+I~QU~l`cO4xwPNO z-s8t5vTfVAtELt}Knyd2lwBlX3Rb@^iaDd(O`mfwyK;M&kRUB?%UUo7rZxvCX@O4K z@i-k-rc0{(2NyiBRP9`|7_LmT^siG3L>Pfkj}EKH!S($(Jlr30jCURke}N9^e(m6}}4t1E;< zTDO-1Mn!m>aP#PL-@gU&m}l36t*nALlZ=X`Z2&1%mq6vNZGWK_zW|`yd8=@B ztm@?UtW2NjoRodSIHzrKh)b0$eekO*T%E=5g5w=OAh4i^fdDt^p5J?f**ZO-T zy61^uj1@@1^Q#gM_$i;CM{sN~T?*TlaDNaW1@s1>@!_75y~*(lA+s@f+Rc?qxieFg z10@w~5VLEMziY!RArZ+Oj}Ri<@$F{I%{OhnE`k1#M4`9pAmG-ivJYw&}`LMJ#a4l=#WyF-at%5E)PwI#`W% z2T0`Ddp_KGmuA}6RouW6S^<-eI2=DZXQ0RKtN#G07QP)Enq+`DSK=p6>?f1Jc>d^8?j*HQM&p}C%*gFAe=$4 zqEkK3R<8;Iy|kgNbDkKbdL3GOcXG;B?qw2rs^*+=sg2vT{{SZsh5bhb zC3b&dR`%}Ti6|#*_Ug+`M^8mn0WwreL642X6n%CpDv&Mxs}Eo;>z+Bcd4;05ywH!u zQ7FG<7L^`ZC-&5lX4A6m8xv`Gqmn^i?NuD-7&=WU<3m*&s--}Rp^Um^m87MyWDdjVEXR?^waxW=US)!O!j$<| zwfy|Q*yy4wn~0D2#Ta?fbsn;b7@~;5rxyLju`bLPfY#OiJP&paP8jKFjz`Hq>i+;& zr%yDAO*fHcm&j4Tx&RA#8MG1QBY;2EFCXFW#&Dnt*Y@?J2_rP?tc184O@DN&MpfC` zXk|3+*Hvv2O&=_6$E1A)u5Zh6#_?0>lTh>-r{&Y1QmlVf^Ya~GdfEp`#DW@#S}h3! z&S6(l%Ob3mjLb(QH}yBSBkQM`h8bvl+l@ck(0!jSok=3WM?aGOT|6xGMiC5BO<7V@ zF=cm}r5U6EtbxfRf&jVZ+&sh_rPUG8RotbtpcYHj!ig#QlA(is7UT0&60iS09(`>9XeG3Zm*-`89n0 z-|~LWgCFmHMw=-l^mXX%t;|x@$tT?rDPJgreGS7{7uBf#o;|8j45+3>;ru`9{{RQ) z(+_9juAG8D58$#c1CJQXO29GF2xaPs$+IC1#t3RZK+*!*aQ~-y!}jcLko`y zeR%Qz09V`jb)gAt+;AU>4-d2L_31OYdkV4%>Lr#5bw*)|Z@Thpl*r1os?`&RKSDId z7+mqFeLc5sw$0x>f;RjiN89k}=`8YHJ0up2WK&;>sy{WT`T2g{o9MeYD zT37vF>h$Q@ZOz`Ba|>kBqK7}0ddq<9IkGUtmHX-B8CqE8SY-yNNFlNk`WEOIF+4_j zKZAQC{p)KvqaTBZ@n`MnS+$bgj7daAs3y8I_J1t&DN^tKr4oO+T%{EiYQkmv88QME z7LjB7rKDA2(SpE>G3Wiav_DxK7ava>XOAB0ap_!tRXTX?z9edCu9f_&!>m8)8*ly7 zFcC`f$rqYP-l|8QBM4nzcRqFV96 zD^>phY7d`S^E-=bM+8#K{7A5kURqdnFlk7+Sf_Fo0loE;V!zYdFTKSF>QzNOC=W@# zo?D3?2<1clBV7694^9;5B*=Fj6jVzQshKMSMyWKlHL@exAYW6*F0fAu5rNgf7avyV z-l3K-BauvEyguKv{x7G~WVntpuMJ4e08#3E=)dOkJqKBi?Va^fMVE>?nI+LomDH8> z6!h$hl9rWKmCAw$4hiJ*Vb8L;`Hm||M}v@j{{YY1{;Kszc74KAD zUrPMAXQ?$mB=gY;DfYf*jp`((66C*$MO7op+LVHnlBoj9bt8FONwCxI!+Ao#R)H`v zO5~b@>HBl%UW_d{R{B`h3-)9cBC+V8;&_AWNv51 zOo)p-#iWr7$jkcERg|#&abnBfWp!OD<#mIo50*!-&*jrr`!&IcEOM%WU({`Np(G9% z89zFH-hv!&bHztrx@s!384tIudOF0Cx}Bqvt6Vy(C3^NT`2#o(Taoy;^e(vGFK)ES z8A5Y_PO5qKDC0q1j~kUdJ7|HLMtulq#u&U_wkpYRP;q1Z1^uIK_U_%)p%j}x+I9?shh=-$f4#?s*itxb68tvtScKWDpr4cpt8m_*rK2}CsnoctdnUp^V>%LBVM%#A%PILk{% z1I1GKx<$!I7b7x0sGgBpZX7n2Yk~c21&!~fx|oNWV8MYDQQ@3%%MV_O`*O z#Em{H(JBGQl5nMIn*7PH1Guqyyq!e!SxU(B6I4uG6i6h-pH;Z;D!O@3ZqY3W6j_hrgYYaDjU4v@6dnw;j92l?>x>kDPDb-4K{ z;ZHVBCYQ~d%G3#f`o4f$=sn?C2#C-%&>S-crF`kb{5*PHam+JY z$Stk_i2xK>)K`HVMg=(2_Vm|Fy6Nh&sMLvxk1HJ-($l_HN2$gvLTj1o@@{37q||Pj zlFV5^HX!>#`qJQCP87pKq|^>L^T9RrIXrXL_ZL_;)wL#O40RD0{ZsyyFa-rZEZ|oi zW|D_BTvQsIEH3g1oL07|G=dC~;-r)nW#P5?K{hG}BipSa-Ap`9RTZEBuaT}z82tYL z!9&qK#`m#X#4WBOcH%oS)fpZ#3TK9&%=Ej0uW95qq+$dS+{zou2G%(1{-0`l2gmB{6s=D^H1ujBnh5Knq?u`bh%Sv=81&E#Sgqa2m9 z2TPt!{{R-E_{uy)emFiy{YR#^t>VVycn-7x`Bs$}^**F}aHVt7Z*^{pj9Y1XiWw$m zX;aHD-8(wMqgj$wkm@St{Gav!ds`T~RRDJ!oaUT({lAx0+3oCS6#&!hpc!iUjz3`j zeF6Qi-?)v7OD1B!Hi6d*;?nwO9BPC0{x4UZ}(+V z@y28FI!=?5T|Ylw9oRX?K`rl`;Mx$yED+o@WPr<%E9X*8G61Lh6|1h&`IEc*2Xo*l zu~{)ew=t7c(dFTz$)zSXwmH;zB*+>#nk`W<^7$?<*Ht{0Gq%adn|{%@w35cZQdDUT zAASi0FO>*BRiL3c6zU<~H|@gwv5~wu?l>spMdOky`$_z$DQ3SPenjA_c1=AMT|!i4 z5?ExFssq$eOA#bU(ak+m_|obx83eV-;9kLt>ucLEW{x_4K?VkY(l4p`{(M$g+a%Tz zTCK6Sg_XQ1B#f2{{_Twr!RK4bXD=6-egboH*~`<6LvZi#omEgSaJBw+Ew zdFLmgV-wz+Lwr``8n<-h>7>ZSu|o%fo}#KpQ4~_OT+x-Nup~;hjmDqFhqNiSTv%P7 ztEC476g)xmZrWEl{l2HWmf^MTTTD>e+Xa_8rE*dulZDb~Nl;Ygy1hK7ZA!eB!HXk; z>%G%QoWy6h4NgNZ21>q3<)elum2xuERou-BNmDAg9z&^C%fYa<$~FAP^T9B-1pojV zVxTW>Y5Do|#?vO&Y}x`NjGz^7j7CXj7<2f5K7bQnAzZmmi`aQR+aCSh*$M0NlF-sX z^tkGnY3Th-BzLD3!K4x=>31c`)J5%UoC~eT=wh`%ss^vYLUKCs)?=Gi>u zKUuVj2102}oPmx!IAfrOx2ev}llaEh%UAupl@+q3B~49C&q)xgT#D;yBV?L2V!@C3 z&M)})yV>8tX!itZcpk)B{{Y4^e$JL{w${ydcS~muQnU<3NzzacA`h6L&N{IVirs&f z-dlP+=U}#XI9-KCCkvRPsi32yhs_j;Qj|)O$l#4!$oiZS^tHW`UEIrUAct+y40JRh zwSA_hnc_ZQI`wE;JH6IPZsUIKASocw(1HQ{f&IN&1~Y2X;pnk)(&He<;-Q8^6)ZAo z2*iepD1tEx%EwbJ!2|mJJ(7nL+&Y&I{$wqG)#>x-O=DzjA!I|Kw*@|Yf7$41#ylyB zEE7zU0t-b?d5)uTsigfte_Q=Np4gHyUWd!7RV&kLQ2zjvd8aZoY(%v>Vwt2QHiL5z zX!y73{10zMDOc0>)6=Cf$e`5pqy8WxEh(m`3aldy>X1m>gW->mym4>Ke@;E7WMN7k z9VJ^7{*IA^aIA$}u|P(Jtr zGhE+Jwv902_cd7(&*8czxb!eox#9?#}0Mfte{JOl0Y_QVU3XkF8=l))~ zSLW$)^Q|bTtF5D}MG~ffbvi~RPdk%gslI~WgY-8Z=zz%83L}tkEn0m40GCW?xspGs zA$xr=eLmcE$)#E8Nv(>JQtIlJ3>IfB!_??6$lwp?KcNJBZDtXg5#OAz`n^BZPMz*& zCf`wCKj7iz=l1;iW2?+VPYI)X+8k{({xBw_ca*EiF!M*`lhYmA%E|@5+K;!H**oL? zR`hSP`TqdLbkuRjJoIE@-##CgO%=O?_(gL=0DH8ItyNTQB!D2(>VcQ~kU08V-=di( zhrO5mD)8ce)%$vKXbg$sOXc=|g}O~w?wMthSRSTSif>aiOa_2-_?ei18p8go9!CS8 zZUv4gyIE`K-|Y2O(<6yj%g_ERrpoQ%k2LT}Q&~Mr03&Idp|s5|v0z=rim&6J$IyH9 zbVtK!`BUNjp1oD(eM3iwPw4*utNfiOa(%0}@sxs+T!kGZV3#OrkUezbMQ3LqkSqu` zEn^QTB=?%EooK8l!HS>iw@ z6%6dErFEGM!umn76MxPAp4Y>(z-3TCUOlAK*Zo{NFPC_R7FeD_TQtY{x=mMh#yP>B zN|~XiR3@f)>zR>dR{=uA5O819?Myp)jlhgX+-L} zy0`rncMm=$wHkbWW{K$PbxzfCR8!PC{@mJ^okVF2zmL;DFE%nf zgbN^7v}49(CiV-Y4nXIYd8qQ+G_H(-N>r^1<52y%{{Sc28Qpe<-YlG1yDJ>`u{;fG z2Om;@$y3o3!hC4n?@3(-{ogPe>7Vrc1vK>Z{FijZwd31aF%QLb!2Iq>FoPT)d zs6aDSn3*ajkZVOPScaX=gN;iUI<+%?2A^<6{l(HL6CsGHG!5ELNIzvr^{zcnQ?A~h z?wm-qj8_V2PhC0m^TjwM*&c_T_>nvU`v59$o+6IuMV z?|v*A4jyyjC0V@;GE;rR$-$Nr zQ2Lrb6O;nOg}>MRhqZ9MqsdUCRZp!xf6J$yYolgikT#lmHj&1^KbH=lS8q{NteFik znb0AG!%S)8Bmkwk{+B+W2esZ6l@g{Rx$Zv zmFO0aV?ng5Dzll2`mB^b8d(lHDs+mE$pG?5>Eu$@I@?@h`f>Rl{c$*vQB?pV%=Y7r zD^dP_ys+C_gLFt{&uF0YrvaLJSM%yEZt06PP?dC)bA7m^Snm{(nbKzU8D)06TTPKU z;>Y^?xQ)u^ML&dU`TF#M?+wY*2=K!B007U~PJ>$9O%)DE8o9F6jaTB1I_CR!jw+|Q za~!;#cjWQ;_WYJ@EHz{Y`aRygYwNAsHCp9xUO^&jj#`D2xpU7`bz1^ls2lFco&r;mBz$4~Od59iY;+!-v+Cnr@1prEOi z7|KIEOp;Z}7QHbf5{4?bQGFzO_y*r!ZHuQ8A}+5!3;zH?bfPaE69==%{v1}dr4Jr~ zUCouwK!+z=jh`n}@t9INs#xTeP%+Z=F_PE1a=aG$1MJZuo#imCD7-7f^8Wx(>6>Y5 zF0)wa=AL|hA3wLE?l$#q=a#0CFx6G~qZLG%Dr&lUBg4r{p=D_+)>lZ2>ki7C`mD#- zW9;t6=Gw+nERr7-aIYNHWAgr8C*0cd@<1X;7lES_$zY&`N)c&ZItbT!hjmAuhw3SEIL&t)XuMw5G<=G9=ba~cqM3Sj`neXqu05etv=P75uC_nXrhLD{{vMHB$2H=s%Jrpa2&pyspXcY%YKf5;LHY zg3S~P=UVxtF*+fh{{Ti`!TjIam3dgue?Rs*@~~c+YHC^-p_Wqe3UbC2A#NX0l%kS9 z)eHKFid7s)9TY`2#~Llw1ehtOjW*|pQ*UGEj_h{lHKkR=lw#sW#I#gpPYU+A?zCs!1I~EN%ByGqa5!lv7t$&anEwE3qooGIDJ;x!cInFxw30u;)9kxufuvbuoycu1RSKnCh1@Wa3x~Fw z7PgV~i6n=@M=snc@*kg(`JiLHB`%HG8UPs z$tnV}IU?*e79Z<=KB}Q;QH(OEAL)BfNy=SZFNX~R4gmZl{$DzDgvfs!D6c%(h>^Wg z6<@WEBvw{m)nm!J*xY_N7WQ)tw(g=RSx5R_=kw_sTivVpjEL?yRO8e99VYTr6*5gN zO-)1+)d(_cULoP4R%GbEP;1V3o) z)AG|w54Zfet3@cu;}+1yg(OsI+L>ydw8|`^dz6Ut`V=4ct9xCXvq%@m3b=_{$sf^e^&a-qGS(7S zgW#tD{8Xo}pU>3dU0q1qC^8VXxPO#{6Dj%UdhKy`)0LHMtqev zLIjGZA5&;jXry3;Woh*+i>l#)2l`*$tc-HpD#;S5TG6Rm<2d^|cu6us8A{`hD^JVM zs=Lk0PuAU|_q1|Ol5Q+bE2bWnp<#|QM^z;}@Rr%0fZ);o_31@9!2;OX+O#ZO;TL0_GEQ{}VxjJ!1RK`hjHjI3fMEOLgv zIUrSrV$w=WpVSmxEvNdAezUioEr~`hgFS&M=f1<^U@!Ejf0ssH z3P#Rd0_vw|tug6LeE4)UQDk0_$CG+#VRI!r3ULVg^=PG4@)E~D)V5(^^!MZ9Px>rY zpT%5o{l6pg>i!~l0b}y6DcjPYFS=@^jq2;?f+(ac7K&Q%D#U6nsgI?EJb(-D>IC}j5 z0GFp8v|JVo3C?J&e{cEvZvGt(F_CIsNMa7`D!h)wzK`>^W%X${i~7gDg*6pb7@fmOYm{14Xu092Ai zH-={dr}%$5b$D(SWbjaf@+0N*;nSR%N#&8MA)a`a`qI8?snumkEdKuEUD-s#0YJ6=Ujx~v72=xrCp(G|_ zeJV*}-=1x8VeG;f_KIzcEzx7^<4u*^#wg zRGY}pGt}x;Bz>7%8*m6ekL$;?C^ZX!3DKTB7N2iT-AfY2(OUxKjvjgc08RUP*F(9p z5#aYNT)9Iy%hGO*!~{x{Eo7E(l=V?PNq3qUp>G^lXSe)QC3ZSm z#K=P&4w9r(_>@I6EQ&;_>GXYn9?2rKcxGFBqNtTUz-jU(wFK8V^W)LQ&A#nC5$@tH z&=__-XevcWYF9P?00la@ua5ndpO&4m8_tE|iYjR-@$72qt4%}^h}U11u@J8yy}pfe z^tTA^tf)2H1=r=;K7OAs&!sWnGDdZ~XgpN*(~WSXul!d-&fwh%{7Gq{r>ugR8bZY- zk5q@mt>sAN1O-RE^po^In|o#(OS#UOH0u8VO5Z>7bbxMALlJdTBKpt@XVhfYy+^0b z<7<`Utf8-`lAFbOp_tS^uFBpwsv}Xbxc>kH&$9?Dr$s7EWsj(${{Sj=LA^+-JQ&=M zoj=Ks+xc}Cx}!Z?LiAWkYNy8(QzbP{K3ch~@`<8qk_ch?Yy@`%FulO`mK10%3sDPH z`O$p;0E>tDdN672!waj(%}@GYPnLhx>DPFjxg~7!Ly)4TfYz)<>uTzeXQ+^}%b>fw zj0Ui(>d$5zeQoa2#>(C+2W>xr6|{=_k54{7<>`q0Dd9gxs1$!khZFICn?ILLw7ok! z*TY*qO-_ZaGQ=q*rUq0<<4a32I}!^KYmw<7kL?d>johR3qf$cpf&j0}{a@wl%$8Bc zM6w`b{U1Vq7uo)9lskt!+eV2b#_fqR)n+vk(-m2iNff>V3d|%6tOgCIS-;btd-{1; z{XERbPoSszsnVG5#H`X=rnuAb4jezv&@Gtm-oe4wg~RO0Ba%vrnA(veMp~HUXv|(P z!bJT*@ZXX>O=0a&*lfttd30&^pP$*$Jlm$@GCcOS{lCNxab6?+Tt0mU84ls@8oIj3 z4&KVr$5B?_XANAi6Hx=mWJ;(a52ZjHFn_Pm0rmEA4$EQ+h0;}PTyUuQ{{TKc6Q<+1 zOr~JEzH9dR{{X0TpxZsm-fb}cFV~p}pcF72FIhrksWP^)Y3b%Hvd0m;nxZ3?8p!9_ zto*;VJ)$+N>WtOJ4k`OM{E7AIskvUl##f>F8hxMa^eJRJe|gJF%|BjbYAU6MNt7&$ zRZ$zqBErx|siZ)mJz%%^U5C@zJeyRd{2O;xT=y+={Hy9cKf}}3+nmu+SPde*iWZ)} zNAvRO5sdBK{@L*f>)gDwalxhP#Mr4|jl2P$R4*ZzvHdE-_dl=4?G4{AqbG**q8isr zS3k@BU(2Hi`HyguTgPT}3R6oEPwcM_oA-CfVYaF&AgkKjhFRjIf#z7KYU>QanNY%N zg}`;OmqcXg7B=>x)0U>Xks}hK@$Lj^98V58r8sfviFuNHdvf1QbT6na#M9F`H2z%z zdxz!>_-X3$ba>2-1ZJNbS2PpQWudfnk+G(byzp9CLq_6A11qS##{*HdhQ?Kv+C^zA zUi0u`zsrF8Nc@Sfck77YFCp-eJqoP>;gV_oe=MGX9mV|7DX`BX)YLce8RbfPvLRfY zdSOr&Dr$)%los*bh&Iv|>P>~t4D^y95RT7b?l?4UacqaC0 zuP4V9-_g+vrx3JiY8r>bugKK@06qqYXWw@V=+H$VSp{e-oc{pDSApuf;rWNX`!{pd zZoS>Qa!Zb+kct}WiiD(UlxRdLEcDW(WU3Qj$cUoW7rFO)y|z0@QVV#O#5L6zEKUjY zLRO-cBDDbY^|H-j|Bdda*7O%<4Fhf|6 zY37nTggP9O0KTwK*2I8r+_vo}jWS38tz%6sPfvoR`qYdMGsmR!^Dl||kt@lh{s46v z<0Q~|P!I6&=q~Ob=4ZPzYVu)sIfk^YRFKk9W#o>U8Jvg~I=9wLi(u`nEsmk%7U$mf z{!_SlX)-gf@fdW|9#!+seJP&2*SGF_{{XNabjjieslml@Uo3C|cF*%e?tC3eUoAF1 zzs(7fp&*Myg(vbx?(mk^r7QuL$;tZLpJ!5gd^GsT-XQb@ivIwE{2A+GcD#!bfMWY= z`!Ia#S{|O(^Mczh@g6gDH#UEk|F><=Gc#AcDt?a@gZl`BAyiV z&J7fB&1;^7TgzE&$r9T>g&L|j5^G%K#?;4Jg(fnnhtbjfrA5lDTvbsquGesnjyuti#B$mVu zNVp&C{Vct2;Eq~MKWBHBo}BcNV7!;jR~!oC{yWp2)#?cF^^X!@9P0IReEyP+i|rOB0uN;On%;trq1iyI-GZoOl@X5 zvIY{Fqo-*gkfN@s97+{IyO0z$xIdeFBe_^27+~LM^3H#kOa8Xt9Wto=ss2p#;YqeI zU&bpj_0%&@RU6YH$Y5&4Xpuy(CET4h0_?)yQEOQHNuorE3txjiUqAH@pBFE1t0aoP ze-Cf3%b^?iHs7J9fYDP%hIBFLG06%UC6hpQS00izSaJCGs~H z=?i#@qgTn8{{SJ>I5tkysHUyQO-V_Z%u0(P`=}N5v;ZtjqM-0>K>TV0`f=?C)1azG zLdV1f;p^q+U!NX~Vz{1Ys#1jU{(t1JNGz90;i{HeDX}q=Ay)8BOAOMBGC+qD)ZZ|=6e19!88PDOz{8vRw%R51mhD{1< zKpTf2MIL<>&Cl_3vT(bVcOKE-84*CNvq?))P4_+~5Z(wXjNygzTJLC)x``Bkz)u&Ud8o`GUN z#30B^k;T+jQ?#0@yj9rWy1S`xKDKKcf<3rp*)9i(V^bx57aD)hPm!S%{zO+>Z!}m* zSeiL$_77j^lhA3pesg4YUMudmPhDiO^q9HnAjxI%6;xBx#VctNSG!acW?0zik&cEu zy^gPMF2I){+^Ycp0Ky)gqvSqfzssUs$D22eiq=W5?ORBtN+QXO{{Tr%0LjM=kozzB zg!Hd!X0enfurZjql4Yl<8H!5yD&Ur84MxZA?Q+FHL{@TGo_{{<_EK%|FfdD>MKt?J z(gN1JO+Rl*_D*TqxsFAuphYHBh$IBF>1K3Y_kdFu%g0R)nM->AcIEN{ow#9aF{hUO^k>2KIi`cdY8 zFZF)XtA|5$OG#D!hY$5vqBHUb=ATw<2{RbQ+!S=VIBDLUDdCnRcp0H&)jWs_M6x!L z42T<+vG(@W^|RN(R+^rgTi4X;$IGHguWjNk9l>FWdH(>GpRoO%Ykl%(=63m-rdj0O z6`2|=tQ97Xnd@MxqKCxmDOgQopqUcjMuc3FoO6G2e$%z>^OCYgtX7|byldq{{O~-w z23~UH+lv|2>GS@EZYl>KDjpdiSAfS=v$(!TZ*9v#Q%jW1=Dci5k?gHM_O>EPaGdH#{>6G6?A)yl<-V&?N_ql3&zSU~WO6eg=DZb(8Uar1528}vE(;*hH z7Cd_hZqn>&JH5Ta2;%%J8V`#&Ri!guAbov$SG4WhfwVh$M^!)B)iiO{P(UJ?;AnXC zZ2M+@!R%_-@!1TP9}Nt(6)haKlvLGn!yC?%RX5(N$f7voGL=A=Ba4s-_6WM%HUlTt z+e-S)N5aCGBjH{nhZD!sh!X5Pp}a#gwf(!#0r-G@IW^L0Kt3uASN!Qi(t?_u_XgP& zH6mt5$yQ}5{_3iCfUHr-l#UdDg`BaeC-(HRSbHaq`o?8Ja7bZXq5wSn{$OXJMYhAZ z+lR5-bQMqRP;gyDmab0|O89(DLuaS@ErGhR`8jK$+nC9)6SKW9u1r|0q>OHC?K7L2n*XKJG7&V4!NvbNMd)HB>Ql_b*jV1vy%IZT!$aUj_1;N#4G}M+F0|WQZjGC7YRBYba~6t|Q>KJ>ar5AOv(o}~&iPHtwlkY+CzPYa z;c``V9!hFzdEx}RI7oD`cJ(ZUfgqB{gUALJa;>Y$8zP-VU;@6i!&OcVf6vplyt#b( z?zb5=I{-j-CteEWuthQJ>5i?hE8qD&r`IDGDeGH5{5d0*s8rp`g)DuRG;z*^^pK74;MUV}Te=KVZhPh+8_2jM{6KGM2yGvs<8+i&Gh zbnX4^6;5u3z3`Gr_SJNGnIXqYqsbE9D8zG4)?m*ZEvn&yc>yWx($7gsN#UPC9<4lc zrh>n;@voOf`!%;RPbZ3G6&Wq1dqoVZD+LbX>P%3yga-8;Zr?+G1->`F_g&-i3-j<;5}~gC|2bm@l1-=urqCvKYj~4SKlXem&SMcLO1Z zray1t>q744YUx}rr~1BKDJi=`7~Cs18&r|noy^S`5-}oA9owJ9x%&G}EwP8-W&`nd z*X;a1Z%?M;w_HQif2;hSoi=4V2|nsthsw3&2ok6743#=#P_LjHe_aPvxc>le?vO(q zv3PU_o?2+Rss8|H9cW#;ni%ov{(toznNxcxtcE(O>Vy)wj%uG13GQ23vbux#IzGQk zeSNDC7Kd3?6dw(Hf7E*MzJZM*8T9`Ei|ajSVdAmzJxwM`e5AE2EPC>l1?yd`HQ9N& zQEM%}gZ*%IZEHQmbZC_{{{ROZ*ZoJNmm7o2Ac>1dPar!!)A{tDP4Xn91*TY{sJg6C z!{(KwLRi0%H3lSD2LAvMIQQ?ToymF=r}=cP_bYg1SYJu`gF*g&nNMV4DRO#Q%{u zeFj1lJ3L@5%d(*LGYhrW&B*@%V|Z=MXlS+RE8NINNksYdA5`zz@=zqkZ?t6n*%C<+ zD&=zJQct;>!r$#S`T_kx_GALuN!#8jkiv`pAN6|mxT2a--N(yAW9Qq_*AKsCf`n6K zvNbcvi>9Q=O!6*=45}&N0Kcb6cD04?$3D?Im$)qgY5NTZf7E)o{R7$-o>Vyg;gYS*Og?C;03KV^w9Y~qb(100Ya50ii}U#vlHu)R@a=HNj|_gye%`L?w8hhL=g={kH)7XHU9vM`E(3sI*)DER84giaY!}IKaxi} z#AEH;#cQ1!fc0}@Z|UuOZfy)@Wc?sN0N`u>qIyFX*=;lj>Dy6mAB6G9`*F|(xO$rr zh{)8&V1UTcr0H0OdP&ksXN_olvcll7)IDlgYEV=2?W=j3MkQIszad>X`FeDw7l1?b zu5_wY0BGE5TO2(90G~*G+p_TWaMaUgVTUI!xxVAUJkmO>{{XM;l}4l~%OFSot?d5N zG`S2IF(0%2U+SksvfZ0mW4W=_9-7jjKt5Rq<>mJDgQVEocDFxIkjGK0O+#BvB{8d7 zm!^n7t4ZVgdy)eS$U}X2JXm{0c#&H}S~Y*>q3LC;vThPa*E$#Cp-9v>pW>x{&y`1? zM~7$Q_dPq({l!YtQ&bcaO;CLExGkxFa&!95ttXGK2aqllj!3jS$HadPY3J$Clv+c0 z%L>M1(_9=V{J+)w`Zbshzl+DwwQWjIH0Ee89PcEl8!6OgDM(i80Af8~U#R^1E1Kp> z9V1>D;gWt`-|F<~V==czjaX26iVXb!06KLGC%7>bvNV+yXzv!Nm8n`#&ok*{({MHD zj^OF~TIR>=c8Xa=BB%q&yuaf5C0YDAnO-mzzsM`=>U{lr2sa-32{Tnv3hH?(>DoUO zvs+AYS)`Ey+UH0mfd0SN*{;;1SAlb-$Ef`O0M%ZTU$ck{BL!9Yf2+*&8CQ00CI0}3 z$x$t2Gcqa}W_qt9Ud^s$MI;^#fj*@t>Gk$v)^jDmF)VC9hs*NM`o4TRB1_AU2T5a5 z{5ors&<(zONq>1nGSZ;lZuWz595B4+H zp4Q>w)*N?vE}eMw&q0k2{GTuPRMS$!Pgzd{bIc&AlkfbkD#}t(4uc?tST?Obr660I z`&z=>j~KAje+l99r}%$9sL6{8hZCyjeoKhNjq)*2n%TP&1q=dUjH5=g;}bd3~Ye1Mv`eF;KhMy6aCVQx0IX4p1r=gXk?n7uY4Wd5RNapR*)25{6-!G@iuICJ z)>Xn{mQ_}!a8NBh-(pGqz- zZml3|S#8of(<57X*NCsD*nZBOrtA#D8sl2oFk+GdPm--Q$2eV2B%sK7ItBGyvkMEi zwx_&E(pt*Gciej`yPhW`X^{qbNpIK+@ zqm`?IYC6f{mUyAyR8@W4wor{6hIw>qMGWqQeJ%bT)u!2{Dn_h-58M47kPX`E5N+fD zQ_rm$kQJ#c<$ML&k;%J*t}-MZuj%Te3|3b)HuJ$(9CdmY`?WLcC%2f&O}pUFLGU$Y%RpRwvH zDxP}Gyfihj%)mudrV4n=$gZ%8h;@R_rq}$FYXPM<%Y`j15p@&(fX zKs_}xN&6Uo#Sc1k$&l~alQSMYvvoO!rdJhk#VnMyXf&ljX_cDls#$O3wa3%?`?_t( zc6?}FIFx=JOGCtelk+_&id)+|3e6UcUxLeQKrLdw+Q2Gr8z!DCCtTsr$H1DVma)6{$(2@@x9H zr9u*XmjnDQBy3k(OFVMjK9iiV1-K9?_E$bs$@A!j&2QRcCA3=PPll17I@g6y4_Y6W zMhm0+}Y5XDnE5k+il> z5sx*`Fi3|BlVC^*QxmAhP6&R%5;Z%)#Y$4cg=l=U1d>(#yOADAzg!om0S zOZ+;c#vvH_>nU}-)31?QvRL(LjS9W=xHr^E0P2WtIcECJk8g=4byc-f75E48&y_sK zLbJ^lJEiG@)?E{>0CbPY5cpwYH1$x( zvFoOaxohG=9zl12*lPmA*ply;;I&`zX>|+_u$uAHkDs3&i`wMfTSWo3eI3lYVW2t5 zOqzgxFXz+dOL0ZA<;Uig@)6RC=B&t8W$EXZh>0o8Zj{YQuPdznJFg8MyEh%Ws!Vwqb8?aEV{rS>If@i*e(!KFW! zLCE=oacRHAtr>!4A=0W>)S4QfT#xYd3)TFm?Ai)Cf^lYOYUPcwa8#vTTs2Z^^T_hR zsj4t645ism^dp1q={aU`GQ_g}pYb9nIQ1m)^5A&%#M{)n*zqBbQ6k~MXI(r(@bwkP z3=DKxw`XVkhs|X-7EcIwelsy$_7yDt8Cj=-{{Ug-c%usw#{#y$O!rSwwfOceO|zGl z8+ch_KOJaIah@W)e6V==^=OxOmfjl~!`!Ot>>{2KCZeCguaESpPNntE#`#;At*DZU zEUeN>V2Nnf2@O3o;aiG{YUZbid8AQW~=<>S7Lse8G4D3=x5_tl*>a~D-`t^N&pQr=~gcVd})AFzBkB9bDR+Z_?{zr4(b^WoL7(Dc63r=_E! zS`0eU!4)#%o{>V-(-c6hECOQ48|t#1B-;M~@(^M(ajQrMzMp{ozIft3bm&zis3O+{ zWE|=Z{JL1v?K(;thNhDrJxp^-C2E?fDblbPi4TQpV^l1tQ~|E->iVCjy~d9dRyI^V zf5Ly&^2bHa?KE1*RU-f>u9}?SU|0G1^$#bB%VWH?Ut#0>e;}li5M`Dol&P9kh5@Or z7zW^RbNN2j$kE;aB6UDGpCiVdBnEqQ@X^eg_^BLe!zYC}^^#ns;HIRdj;Sd0%+RT2 zrgWBf8g#wteRoGC%CO`8=h|cuET#QC)xAH}j-N|*mO80&e8H}f$M|ucxzpBVnxZzT z$B3kw%#y)0;%I^=t6X5HNXR!QS2zB=`?0x4h=jPUJeh0$5&llD(Mb$_iB*l;;dK81u=bu-U@CfcIDz=rm5)DsRYj8-WY59Mjr3qDL2&H9Wft;2%)uzlY!|E@jd#kynMS6KI z)=^LOf2j2?n+Pf+NaKlY6`DnMVP>1uRg2t%fAzikImmBHf2;X*chKj%9Vhc!8*W#v zT|GldTA7_8slEA zBt~(Hflu^{fGhiW^i?}A;r{?yb|wy3b2}3gA(E_QnyE1HQ`J&cyvr%5hFHubw1-J6 zaKF~$+1}s1+}ljXHyz%&4aX#8W1~}W0{tQtD8Q*xz>i7}98Em>1~%`;O_$Lz8tfj{ zj-X3B#Z_H4Jsze22mr%Ts>yM6e-@T&l3C8CDf*Z95Btc+$YcI5=g?wXdo8XL z1aPEh<-9 zf@bNYl7_lk2$;ZU9%^vP;9F9`1ZFMjvQkr_& zDGWf=K@f^Nh}^LxsbwTzkHJpq&F1ds#y#}0$ES>Q^>N& zYejUbiq@bHv)AR(uiHNidPf~iFY!D*E`B*@ilwNs(8lH}fl@0e0cns>QBPTh)Wu8^jjO-~ActMlk{ZZ_Llt3SR z262Jg_}VG+lTAKq8dzBj^=~e?>LqD4S}Kt_6Jhm*k|bWhRNKk;9~pSRGbd7|NegbAQLH-r`LoK3zTIJB*tD0ITKGgHy#4 z_~CG=pp_8Ds9BxKbL4OAkMRDc{^=bnsORU?Y$Ycj&#o}n(o(A_5*f7E*w~{LEapi7 zZb&+p-K3CGgQrp{Td288`kZ}q&L+pkk~9)3$xO*Ch>DNqd8fN4)vd?SUiS8)8I{#y zVe9bzd@0irpty^~A;3@KYN)M8!;keIp=7r;;f_gaV553iA5o_UDv67o165SuD>1$G z1N}fhOWYpzjZde=PoJiKU+O(3ju~N-#E3CK{P4 z)hZcX5GJOPWG6!a6c%Chw>IYTtJ_8*Zq@P%J9y{zap_=mglg1d1VyfGpCQsJtp(rtj$WInx1MGi7hP8Go@0`a2eh;Qm!>wqa^)5A5Ur^ zvAiA9H;Mj};m4OuBz8hwA%=g9RQjCPpzkHRYj;8zv2~()n9?PfByCPmOClF(WJ7IQ zLwb)kJbpc!!4fS)Mk*=xe%_1bx;uQ@u3C|v8LyG@`+7oTahkF%mp2k3wY()4J|CujDyd&S zKhLc2_7x^!qm&k36hsD z1w}$h6myTai_0OXjU#yK+}oCsPy1Voe~-OO&5<}Rpt%DTtvxaa=l1lXJ%CSeAaicO zaa#8b6T^>}D0J}be@$7={nXiO03l(5HXk2OY&(G9; z&t8x1_DjpS6LXQEjnETC38NUuub3X3PoGQ@cMV3|l2~#ZyDN#q#Y-GDM?3sRX-Alc zkx)&+($aYE^a9^oSfQH#0Cbtu+eug9Ma%r@>IQy%etj3*MQ3=VHKY>HU-UB?Cme9i z2+z#=R-!)H?R=(ns%r3ihLbgeU{U6uB}*JIu&F}-0Bn;FMTzxVKtSQGs1Igamg5}E zw(~PA=ZJdh1Ir#?;67fxGiCdaYkF?>(!nKhpkT*Bh@*(LSCUBySc--Lzh58F`!R=bjw#p1W8sRA4QoMAb51;RamSBN zEc4Y>&R0I7l>U8RZJH4NExekYzBgq}wZ%?z(R8cqJSrvli+uwUNAx_NIHW5)q$iTKQ>*Nu)EF!vD;->0 z{B7*M$`_ghmN~pAO>~7+9%LV$8-{vCwsQsL#kYvI$u+p)3Mta2q<&e*9COk_9?G91 zpLyvGeqxA9vpdH}TUi}aM;I`&7e-ao&I>%;X*L!o-R*3(LcdxnDrnL&3Lfq`ua+n) z(T?rS5H{Q*M~(^30FMm0p{_+R4-Y?DbfKr+`JCofz6@t#tS#CHABl5m*wC*sIC;plxc)dx6j{{U3G zboRm2>d?W^pM;hp!z5?&r2!(NrBxqeQ?5%PlfcgfZgvRi20EK*&`_+-t`<7-*(|wK z4zRHSK_H8Zew{U2E1D&h!u>o{CsdgAKLD<*fuAlvXm;yywp$dA@r&CMb&2G1wXIfy zKJSY;`FU5Y^6vziqbv4uH1gGWC7!o)NnIi=keKErBb;$r&0K6_>b)4`PZQb?HPpGN6wQ44d&cj2%-7k~ z<9A7psyL@dpCd_LcN0~&tppU#1>VQiA{`)c^#prF+c2|g+$cbJY0;z4&mzBWdRF|> zs3eLzX|x(w!~V{mt)G@F{tltkcNXl%VzOQsD{_R;N9oD^%{5e#MOG>#olK!){lq>- z(m_|ye*()Fmu)Tp`n#4`MJZ1Y!}I?DEeG5Al2I=GvBA6BnC;>Yb^icoQzdlMJZe0% z<*0QgtFmibZ_66TnxLziI#{OiWMrv{-mUp|stZkD^W?)OX^&%n_bDgejnubn8>rA`k>Y@YkeRz-%H#eOOpd898u zv~4Jnnfxkd$<&sTZz{2Svl1`t{woSxNgczbJA3NBmB2LnIzw&r%?y#+Nvw=hTd4$- zUc~~Qc%T^QHs8HBneM%~l{HO098pyLybD*CqRLm6k|l@ls+}0hW0Jx&k-xG)7q$J% zdk*Cg+txS|I9fBrMd8;Ziur$>{{S$CM;?**1%NnNs}g?20KjXQ^z=h3WuwKUGd#*T9p zXo#e78Pa}quL0->9*Q1kr8~17z1Ei{gsq1sR|8XH@=?`GQH_p99#~1L1_ z3I2oF;y`wGab>i+7t+AKj95K4okTmq^|&!3pj+tMRD zx^T3+lk9Vqc_?K=6(ua}YHI)tp@~YlLz{~)kgw9m*o`6=2;UzU_g`Tov7D)c*a_Q|Q=JH2rjjFgK>4nCH$w=9)&P*pdUO)@nvlH_^;TU(7^ zQS3jwU)wFFiP5uMk5BXG{x7BQPj>~-ux3h={3!lfzt#T$71g+58v}@-jtO#dQDkYU z2@Kj3;Zi?iMosd0B>I_v%J(B*RVy@rs9?fHqTj{nMJ!&cZ%{pdVmNEX6g@5B- zzb>4k-?)l;7NvvFT`!VF4;6JvYgcsvHIsR4yn25~;G0-`(_35#0Fd}X1A5#auB?p=1y{#w5E2^?pT<`rhks{sQSS z)qQD${J%auIB(&V{57P%ET8A_pY;x>Rqy&bdi0WxMXY%t)MTuxCQ`7+s7P8XDGhx$ z{{UP4gLber)MheSN3A}7RqBm-ZX&FT29LtOGybFH({5X{8WAkUENv^)%Nv<#s+F|7 zdP<=PLDdj#7PruzeZ391M-UxNA(y&1>-!J*Gu5P>SM?&bUxBx>V`ub=xLE}>TM zD1U^(Swbo)gEXW{tr-GDlmOyc7!>tfAIG0u%l?J`09UU~t>=!;jLE0h z{X?YmU9@S>F&x@h}B!jLj4j~79jl?9)HK*jjDMTXa4|K^nE(B?vh1F z=3mqPk;m=NpGf@w0CTN0QpY`9^?$Wb64TUWO>B_p(<`*8X)H*w0I=Zjc(=D!(IRmo zs?^sZD1AC$-OqFW6jnrNykU$R&_eQ2u}F;n8fHn3RyyY6yH;QqQ4DRgUv_2%(>Ps8k+lz5;W&Z%W zG)3Y_xxKcl;AK<#*Xi3k7Bz`B(ntp#im0C|a{{W6e&`|m|aZ!OmT>Sb2cV}_u z>mU^{RMAaMPaJDI)z&Flq?MK-sn#a)J2?YJvB@9ndo+V@h6z5J7Ycnf1M}$wpG`gQ zhq#tqRrpg@GsE>4A37X#8dUbCLXxJ3B6D)jQ3+@(V#moXayh3#8S&2*ym~?Pqo`K5 z79-u@5=cA|3aRrY4-A}iTYWXHyZCB!C;AvYhv!hB@j0b_RnJSPzC%*SM-&Z_XdW{u zkVjEavv|zDRg$bgg$}Jmt)&?7%vCYa6hND5$%zSUm08xpFD9rExL7k zWpf~Kcm?ev?Hp-Q#Qy-7rDpTr67EcfHlj)DX>l0ZN{ZQKJ}J}ql{H|eI%AZE8X_*} z0-ax84ZWedjS?U6cB_9nXZ>I7bfa&Hr@0Z_!LB^hP}Aj3KX1>b+$BXWQzJ`Ji4{4v zhanV`tdba7qEv4cHK`>UioK;-6@dg?@+?St=KkIrV-3UiKjCG_p{PIQ=-OSYbGz@f zwD9~Y(4$ahydTW)^rybsnvJ7a#XU7(^+eaz zcZ@T7cs|ocA^KO4$XQe#co4xi4)@JQ7on78UR+V2dT2xnuL65_^arAYu zR7~|XQZqpFRaI_k%%tloI!wteO+k`CQIzRbumITF*APcF-N`-sNeD7hnrRn@!1qyj z5&TCLHN|?Cd0yK6wpVM}1T}AkV?+lHp3dBZiq!f1y4yeF?tg7I%E!fltEjA}M57bS z6t(X(lCm$4?u|;=TzZgSf_NX$7j-0&U52||GI~=;{Jn9<=hE%ASj=J_H9grXr`OGM z{>CfOj+T{7qI=D(`B@pxgc__HfpBkg{@?NKL~R&hAg`J9{{V~V(m8uH3R4_E)$-}a zjih4IYYwCU0=du#;NIZd{lBvqTuIyyNp3;_5DFi&Jz%b=j#`MK$U#{sOFZmHF@x&# zRGR}}L9jpJ&%aCJNWy?H^RL=?d39@euHM)1pTYh_jwE34MMx=7$W%{mRF-MdPY?x(0s#Bx1cZwf`n%k%ut<^B$wH?+7Y%SoD)VW$}X05(2;T^0Vo`2$x&k!uDfxdhj+wi*nt0mg?TVE+1$%t+rx>UC>CsgA3BEIQ*vdSv8M0!!s3+ebSa7*R(BG-H}ovM^0+N_@HkY>&9y(RKKv{uW3+XCb@4K97%4=Eh4a zEjvv%YMLjcf}T{GF(}moO;l#9cQ^IvTYf>X_7V-^KwnpaI7C=(q^Q5_R~{IEZbk~a+;a3f0VWs!?t(r!H$!gF-0+c*qzNIvmGq50xno^ zMVp5I0B!A5vxLk-g!=qn>i+;INR@m=5keT&xzcJWoPN(vo#=MXJ`_fJDq85&J1~|r zRVv6->XXkI^!QVMmHOf}$o2&gk6or%(GE`%5L|&xAuWG5w#jW1k{>4eLfm~N;;bqc*-Tm zndQev4I~~3+Lugo31wCE$0S6{qTo0j@DJnKNvE3By69rhPCeW`N5kjSky}l;L*qY{ zf71T|#)ta9KAC@y!5&Dssi2rSXk`-3s771p@B%e`4?2(FeLc9g^-PA(r~0e@qt#nN zsSq(y=}Lctx2Ff)SeR=>UwutkrDG2qQ4;=FL~dnKa4ZQ2n}4l;YCI-bD5}D~zviuf z&(dKmjMQ$?>s~*X!_#GLb`p7Hb5>xh8m2WfRkW3Ct$9E-4P#;$sB3B-kETAG@qll}z3UnKP|SSsi-GMgy`rGPhI z&)39 z(=Ye8B@4|ssDnhPs|4*Q+)Ok8(vqmhN%~p7w&#z2HqlK$@v{1n{Jgq)>hvr^HF}@n zVNdmW^pef?K2iddD^f(w46r zZ)0VwXHxm;?EYVGSTX&DlA(bV6h;Z9>M85UE(2aRG4apS>&fTZzofTgP!6vuuSm|| zuG$&3FYuB6UL9kTdDFFXR!$_UtEebys#>mpBeH;^Pr5TRpBj({9DqOq-t5+Kctn;e z7lM@nmHz-a{{Rn9Lw^Zl07MJ&$o2R%0shW9sGwFgy6E3RRKtDwzj&%|~p4yyE9S|yn{)hUHui4VYWO)9fR({?&psx>r8h@+T zr)c*(O-WY-sTrD5B~c!x^JtN5L)7pMwOYo+fx-5W+Ou4Sazgz2d&iDAe?*SoN)Pa7 z{f|Dn%I<81UKS{4rLL-mGb#JrrEKD6FDl5cO8|#J;MjBY1KQMv7-iKF@XL87Mmj8x z?LlpBj?2M9DC1g;bwWQOdxoDI@&MC8l%&Vx@iZ9-Y9h$}+f>ukRS3*6ttfjmXVh-; z1Ac9ONsi&R+(e504ONK&y#D|?f2;E9`!)Tw--{Lalu8Pash|QgQ&aM%k^6XbJN$CY zWP1a7RMXZ~M^RITf|h)O$5~W7@K+m9IWqBOb#Fr(s{jZky_Q_Z;Mk)d()h9Y{{RpA zuu17$BG>C(;f%C(8X4jmcz02k%pNr3_H|?rQ!d=5ii%pJ3=GF#+{U77EsMFUj@qrw z@AU@P{-qXQt1DD|>-&EWf7Sez-`+%HS;@0+Xwk;$|BR&xS07=nAyP#Pqrla}|kMeYluI#9uu4)ZQMN?*( z8VKZ;Jz8(#R&68bLlWHc{@y3UXQUmfjo-qM>{gH)0< z`2?WpbaxJ6SjvP0(?|FRPqXi!xYQK&>!}d2rl@}=lF|#SGmDNGfKT?n*0;8;>=o`0 z>C<1B6gVAQaNHvihc#oK9$&NUulRaG!@siiIXU5~nyS3X>xNM*^>qcbswv~ss4+G+ z=lyOynzfPxPY*)+1)%=`is+CVfo=_>4DhFK+tT|Tm)@%i)>Xxlsg0H~RRugG{^PcU zlgO+|usW0h{=NSII+3iV0^TM>VdfZue{W8-R}j!DzH3cg!{^sLt!7&<{6bg4<>{wa zjboOe&h-@_k#dZL0K<`OM&SPdU!rAOTVkrxC!Y_5f2-{2b+nuF(zSn((~mBa83{LB zI($^&W2P{$j5rnYe&BhFK-#aNRZ5TT1MOlppwv*-wEqB0=hHx46vkIy>kM%7&dy}y7Gy)0EP^?vy^G$Lg&{0@$&nw&z*R}rus}E%|+xUu9sd7BC zkJEDZ zM>-IHrQzl2<^EnZ=(%TGsdPI4qlFDWmNV0KS9#LpQW@i{CJBScl@}^ef(->JflKps zBz+g3YOO;QCDC~NKNs`z_375Q3kiU^2g`u_bDpSg`HWIF8+POKu+H?f`8b^3IVVrL zpUfB%kVZm!foU4|1h4cYi}qPm+DT~k?I3@|g95eV_EQ}OBswmHg^8Cw7;P2dLqk${ ze6x?p$b1#TY)rlj7ekS!cg$4N$5mHU%~EDiu_W@KC`5#LH62dZ3-t^106oKT@SUw= zVAMDO)`L8Lf5`s;K8JBF#7Zw@N<_o6R*F}+AN5dI=hdiJ?d_vU36~C%t22)$fvOc& zMGCRIJyMo78i8-|{+#<+wrY?N=N~;kKTd;tp5r=8;YO*Xa33R+@Z+X-hK_ZPDu#|N zI@&+F@Q+AfWs}cW>C*Qf+UDQu`#BIt0n`udull_I0M(9*qP?C;46!ap8hx1IpDwaQ zi;YyCYG^AeA$F3Oypkg{k`=p4ROR^t^<9eo2e*xkawe2CAItsbzv|=G{{VbQBs4vr zU?1Qfy*<2!t)zx0M-D`BL?>dLk@qXkmb-mV=lySYU8}*4w(G3_053no{;%-# zf_wSqmZ9jsY3a`yo}jF*aA_)PAevhlCu1Wo>DDv`i>aru7J)A_5yWtyU%t&TC}P$Xy=$bpf^jpOkRHV1=dweNB5 zAhoUZ!Q6>T(WSk&@W`e79D z>77)hqR9{^%)E=-195X<^!8sRs*9m4F;bpw_Hq6n_Igm;qoia8EWUIFf0+2XfmyVv zRKjX0p;Dtjg(i|}l`=2^e{}0$5BM7o=m)cumfVtP8|Fc$^2bGqeJDx;{DA6D@P&$$ z(ZnI9j-ojrC8(yJRzhwZwQ_{Hxf+GEgY@>TZX+KFE$RsxN94Kx0B5azRm4rHPal}+ zl9z5k?yFH6eW?noGFhc{52Tk0bqgDh^||C<-rjXr(-)WfU)kmUuU?%JF_aqBvyV@+ z?c>t=pB;e2&@~vLieW5rMhuX=E=w}X?vk)}1hCY=pagNpKFVL}Zf-nK^r!o5XY&65 zSFc9nbrz{WHMjA4et+se;OQ&<%G&0tnxd->9ch`~V3STh@nNtdOle@GeFJmF{+`>s zisZz>T(6f6EB>$ezL~YV`m37CE2koz+;Vg2)?LZf-F=kA)>7AE>FJ=YXwo`+NV3UK zExfQ4AP2uES?0uj4ZX2umzL3~XJ_O1s=u`V0IId>vs}rzU6F4R9Xxd)KV}c-(GB0f z%ZKCc>#4|A)$BZaWvV=yGPvppsOwUqRSgu4GMIHb9t&w=SNlY9>_`1{-{OE-+swu; z8d#E){*X>0xf$s_&n<0Ns4iuSDBOPl2z?HkdX7F_RnKPs03#W)IUJUAVQxz5N=%hQ z$rKqFjdZk?Gu4ESSYDc@IUan}m`Bwa|+M9yDeYc0E+zU$t=0i(Sl60trq7c)= zPgPowk34!x$XiP5AekM3a(}UNUe7!}72Ru4Y5>MfYG`UW4j&Ld|B@Og%s27&7Zij71XU76Io3%>Un}4D_UogIS=k>A8)Sa z{{Ua88CvsB*F4`(7#ckBk3IuH^z$S99y2i7C4SlrU5Ju0>vSf zDzIu5VHQetor%M~J1QNmt2RmenX>C!l2d0QoP8WC*1FYq5g zJ>h-r_Th0qk9RSVi6qxGu6)PO<<$DNTP?&U4ZZ}8BL_fJ;Lx2_07b^9__4(K^scYO zW;V?oB{El~a!O;0mLvujStrn5H-?#fY0noQU-j>KHMbk6pnblcUqA45 z2=i|(Nqco9_F;iqm-E1_JDk^t?ERfGV|xdDY(2*@p*bih+Gy$^hIgHn9qbi;;b!#5 zrGaE`ujPfk&0B2nUfL>xq-P_y%=voxVB`D{_06QvgDho~j0Im&U-e^$NBd#?#LU(l zZ5DqeJ~9|7QYmMomDLN(x)EkXQcjWjid*|vzaH6>Z?+}O5v<0dp@l!y{>M++?$;_p z-3CF7xBOrFsnF?;`H$CIZb4aFoT!#>AlIg8o^vRF+mfGCtLbmiuHKMs#|PS0wUO7s zRSEWVt@)BGc4hIwMgA=$XVE;f{;oX=c;Dt-)L7?=DRS>$StUGbA}Fvr!>kDv-Ia+_Kk4fd{ zn>3KU0H>JyIt~8-;n{j}fK>gg`6*$QXA?^1q`Xg*Li~V^Hff z*HK^yD9jxhwP|C>4u0#soxBM9LGlPkm3+WI&YdHN+)GH7hTt9`YDWj>#8G(tj5=$Z z`N(Wmodr!ClGIYi;8-D&oolKj62*6lM7bW4!Q4jPqCSUF_p`9hTj}E}kLF7S^*+5n z2e`uOISoJu+lJoZj4uuBy2qlANl~#3fAAJdfrE@!C6( zF17>H?KE7ucOsi!mBxPc=&Zak*J#l`)aTI?{~LRrzDM-xpWi2{xA9vny6 z$E1hd3%MDijUJ%z(zmpnJy|%8g|o#MmY2YZ!hNWxS)nwj85XAdY2L% zGeILnWqPM*RyJ=gnA*jgQdqJ5N=ZK4x7haEh=V{X4RiUPnY-uR#Tn#Pkm;wL2l~Fz z^7{(L`Tlqt;*`lvR_@stql753lRH&18Lu$ZzKFE5tD>uZfOxmGGV)6dXw^ znkq0db6>a5r7`m!{{Vlsi<@y+21x{(P?4GnVDbL|H$krB{&ZcTLx`@($CQB5yk;4N zNHnzbsf}ZfP?XXQNO>h=B=Wa6Je9vM+udDwZlFF!0=+R_0QvcSwHO^OkALP?3M?p8 z*NG!P>Zs~3SbsEq&D^s)!@dE=$FH#^PL1YbIUKY^W;Wbr5Va5=Bo5gqUHM`%>_mgw5K zUBQp7mvK?NaL+w8RY-<^TQEZ*EJr!YMt1*ZS#cO_1ljPkzu#yt9r^woeIS6#I&NNW)@Sa zdHSEox4GwRU9RTC_a)Fe$RMabRj4AFCpFD8lU{+4a?PXwm@7^>tqxBRIMTT59^Cm+ z@(P-0*9p9GW5%kp#|>RTr-mwd3P5TKF)A#~0|vWZ5aH+}jz&Jm% z9(^S|wH3pcQpbnRpO^W+K8Ean&Hn(C@l=XRtp4VCC5CDz`)ut@l(H6IGX)gve23B& z!l0gP17?bZV%vY*E6F3b2O6!hn%6i4>aUkY z&wh5dYi|6($nF}P{V184>S|U=>K>`&h%_$M`ajMB4ZTP85J0!HowsJ?`)CM+#Uz-f z0+Ewm+SY_0mke>}<{g^k5iRSb&A|9ejUtA%9#ri($M|{*ayeY(MM_pz)$TgVnn%?O zR?P0um5d>9pc`Bjy{&Qez5R$S?d-%qPYS}Q!y$a?YfS!sVd2B0ceD_pyCRYwJ~gHV ze^5JzZ5f1=tyE%~iJ-+OXhGpmBZ~DS@;@cM>_2&5)G0l`I#e9|_efDn|o$DDS1k<98 z<^bSvj;8)!x8=J;McP&8nSce`SgErxNY#+#S29e8ohiPcz|d2jQQ96ofxVdB_$j}j;aa(E0$*>p0L(Z z`PLPV2};ZLiAw@(MacSGa&2dSERzjPb!W<+UU{WIpFoY$X`TmbVECm2d}lQy9%i4j z?ZZY}Yi`ztIVfuKIZ2GF^Pwh|De0W0J?4#^PD*OjCBM{uMz3a5i)n^qD__JbQTZ-2 z!oTeFL2qriZf>^TEOxQb;0T2pU1VBR3 z`Jkz*n1tnZX<%5n7ADsAv3`-_5TsQAVYuo1#(cj%nXn!bwbXvx)ka-Q+>GIeFtyvt@ewBrBWQ!Xi`BH{IGoS!o351m)iR+u@sPFP7P{nT`MW7B*;|4xd^c2pKsaO+{<=UYSKP71L46mIQ0}gCzE@!zlKkxyVF1yKvX43widA>BerHy;j<)$Y)}XS~;KJlHi$DaF{W=kmLtNuD(oX!a`_2OD-aMM*$WIo7(Tkm}Fh6=70-ZkW3P5%G_UAL6B`#2?=ZkWzM7=3P> zYJL;Og#Ct<=rtjo?j9>ESlOz3{{T*>=fu{d=6LmSe-}HZe2&kc%I_?tZc{Z`8&rAE zfWuo&ELxA=)JG{TG-APBf7a*g?2>qr8>Y9k1|X#NpFcCExg$LbY{NFnC5qp|0<{#O zM$~c?E}AzVLt4_k9jH4!onTm%#8XF6;MVBhZdN^DK~WTi!GElTTaT|E(%d{D{3%yH zxchs)ew`HBB(kesc)>vO&UlZ6u9MeT?e9-e72?UvDxJL5RgzCo;np+=bs4R!3)xoO z+;jEzqPBhzx03@j`FZ(%-=9vro6M8=(L@+01p!u|*ML7EQ~v-J(wh;#%{>&=**ci( zsUfpePHHAk1Z?WDv@WDrF(;C@;{1I*m)$_IxJaIj#-6{Ef1jl*Gu+A{SeY5H7eE;R z*HHt@q<&klss8$A^JVG}ji!c3A%D48;~F%y%sm4C09{{!?PL*1saV%bA1^OIpQl=L zBC4#706=L{)fvt^dS#;Q!(9QTlB+9C6n2f3rf5&@x)$=t{{WzyY6G9G?ajTI3ww!V z9wd5S*EHew{{Wk$lSyy47L-d2sPyuwsICWZulPScn{$1Uhs4TYr1Q@a*sa39; zocufiIP@py#2w1~jl)%Bpv6&5EmTyB(Nk4X*3UZ1^HMCXW&2lo1E>wJQ-OV7tD6~Z z_O_9`%Xg(lGJikzzt4|UhUV+(fQEfiJ#{NBG|=NMPl#~;0E*~S!gkg^SX#au*WA2m zOtQ~j#k`dTb;z>RRGDP~0bv>XSO5ix_QS?ynPVgLvqcP~d7qK=KjrGJCCC~hjdlM3 zMxc-Oqe^C<&!s*;v1oHus?^o>j|)pIlhv|JU~{Qk_p2rmmj$&)s`~!`rv!VVA%<6l zg(*rX0H0or9jCXo4>~A+Mv!AC@UEaSpYZ0r2^gLE9VKer=;ejHU`}O{Hu6bgB{dTb zML^eWJc}P__X%Wl@a3#Nl|>)4E_zdHZKRAC*tr$1l3e~n;a}OFmE(TTOIbWk1eKbM zElr|n>S^Sc#-zyeQ)_7hYP(r%58w-s^{i53TLsK{> z3OHiCf0s=)or_UIlF>=`HIvN^r4iF1s&xuo(PosXkb-?C{{XA}Pqi@Z&|F3&Y6b^@ z{{S~nPPd6Ki4y2U{+II<{(UExedX$@nh9yDWsMR!#WhJ~lr*e#Dm^{dP(Q7KI&Lq2 zYYZ}pRyS5v9%Iwio?RCi3=??v&8gdtJwJ3$2upw1VwSIrta!oD==`?6P2bcU``Fb&sB=*5=8GU;&+4NegHq3zPhSKam;xc=R9V zHpMSJj8cTjN_l^qt;yl&(-dKtdHH9gvh~(7 zFB%zOwbhK$$|9(bNewE%+!Mhk{0+UnXPDwKPoGs=OH1^v%9dg2@cw-O{kzk7%1nHt z6dGD7URDoJGh|dfJj&s|;f|8es4biueJ{_mODpSEPZDQkk$i~LTGz|v`F))QXW1@e zygx#oAU|UI{{Vye^ip?EQSY3TNi-OoveC3oqCdW#o;V$?Gq7lN68r}J!W3TP>Fnk^ z%U1y%mCE^*rmFn@T_%FxbFpIn5LV&%U-=##0NbXYeC#R{Te`6Ii5i)uO8G?jYVWwG z^a1xX79zkXAJBb&1iftqjp6?Q6t1k&ygq(^Z}~CNZs~JzYd3;R6(itPSkzZE(7$bd zeH4ws@{0u)LOOEU7pd~3RCKH(T6(FaDzeEjnjk``45LebfYLx7%wKKXqdGL;eE$GH zPxEx2ZQOQqcx~>)YhUz0>{t+{wM96o$DgV5qRN-CXRWG_C-)V`8keZ1h6y03mRO;Y z735gqATV#G%Yb?QgO)BVBXux6BVkVDWLj}N7YB_v{Le=aZW2poq(+9mM!rYP{{XSm zwO?S=;_#xj8R{{!OiWUNSzRo#G}5d{k$Dsnz_B1GxAX$n_E!vXyZt4}@e~u@!Zikf zo-0yEkUcqUAUCSl0R?N1ECX77y<~2~u8m`AN@~gLTgJ8Y&hk7B<&hQ|qgfS|iy?Lc z{YeT<$v)J;zB2ex$c#S)N++ozq}Lzj`E<70)g8h})PVdi$AxRz$KuBynDpq=^uEo? z?}_QN87OLLVT8E1rRm+rwLKh&rdiyv3?xb{JNd2?>&8Yu&h!r$Qk09Ti% zLddpDSR>PYf~CAGv0(ywt@&H5!Xt zjbLeG{iAPamvTQ(pp`nm2ATs;PoEFZ&!lZ{YOcN%VPvitd?Pu=kUwuq{0~L!*QT5z zQwU~Qpp7bEEf0z{@w9-`t2YF2!pHg&eYS4rjWsN6l&&f(pH7$F8##cAb`n40BZt|< zf2+%`HGLtoanAK?1T>S)pwC_^YNm~yBUnf?J8)Q$w6xbEvTED523ZD>)`iV(f(R%>;C{3(L3!; z4b+ktnX8(Yq2NX`26%m#9RhQ7{{Uvz6v@wpnX4cR1Xc9XRaDeNNgY+8shM72HE1?> zaeaS~03%nkvq~-GV6mLg1u8uL-aefe!v@}#&Oj_ku9+82O*mmG^Yo|l4L1ficH-*3 z+cQg5Q#wvk9IZ=H!&3zZ)%^UXav z3>#?f?ny*J{{Ra_FZ(}Ce7@g2^q9+Zru*EKwR7XBYb1m1<4NmYWyw_2rDXv`ifCK* z_+<@uAD{L<_BR_QVN@O=^#1^h9$3XaIx!X(G3^kPfderracr;}SvQEQiqf z50?UeXO?;t^2Cu@Jd$4mMF;5_b;b^IL)U@H9!E9B0if7l%XeaCtEuyOi0kwcWNLJE zTj?oy(m+I^FRJF>sYm13cIS7xwK|dAK4n1l2NXZI(4RhqtsS=EZnpBl6qKz6Ndlzi zm`czC_I&z38$;k{UhR5XY|SnTf*NQ0a}_uFTYa-6p=zp9@8?;Z0M6olCd+;Yv^RUL z#^OK598LWeT7Nz#?DF*Jn(J%j_nB>kAWF6G09S?vMu0r2O8o1do%3G__EuJ|n{d%& zG8DCi6=#;Ry1r$Fp(2_+aQP0SBqK!ZrAN?)4XM490~9jqTV(MM`|dCY_$g8=!;hYF zROyo10ksGJ02UP?7qPS4aw+)oIQ@sGy_@jkWn*e2%T%l7;WZ2eZDK5RYLYS})W#_6 zx)6&dr((`Unb_ak(=^DRO%y>~`r{ma-}Pr0=*@Q+#6mjh(lEJZ^UY0ic%PS$=yHRj zu<0dB)M4<_Ns*E}yhKRJ;z1N;b?~+Ti?25Naqh2iBykmUr%#YtdGuQ)<+v)g(m2yz zHKud;aDUI&dG3kYyQ33bfhkBA?bayPvXscQ?8uG;El|1`##NJ1A5Zmx_NvlG5gG?w zetM{J_IiF2Wq7ywisdeL_Za zl^#l?O7c?FUS)qBLIt@gq@Vc<{j=8*+)Vy7B!wJlO3qm60g zE5!W%-k$M2d4V-Z$jJ>N`0wDQk~Wnh0Kzpj6+VVk#DE?`%^pA3VC$&Qx#xGA1F=pNCmi+v)wA;{Nnt4mk&;Cql_n6Q)E-4!7CNlDZ_WMS^jbiw{{X8dpX&4K za=2+%Jx-=(X^H)pig6Moc6HMu&P1kG01^l~c>I5lz0D?QatBOBG}$gc)&5SOj#-^r zK&9EWm$R!OP~85pronD_7vqm~SQJv6Kh^%OJ$Or`SBUBZ(MMH(x?vBMpT^B9xh~c# z!=Fnx>H2$ekd8V309VVWlWlX=-E9AbM#|q9xL& z*JFRwN8lT`9Q$e%Q8$FTU;Q!F>%?@Uyc6{_@Y~BxJiUDVdS+}1sF5CO%vDS*#5F~9 z+Nw>JL$c}xcvZE)Ex`Vs-;v~mctvtQfKYyYGZc1jS)mSx_(8||y!zuM4kH~~Pen}^ z-n+yU)f#j5_KGnml*$jOmdrV8+}qnQeN3<8O1K`ant!UDT1b3LQuWbKELV*^KRz90 zG|I3uLh&b(#ajNgCyQ$J@p68@?0u|ws7S?nW{{}IP};Vp8itNNEQ%CrCf=ZK&*VCS z{ZH51k*zRKNnSv`bE(Zk8!A>+Q5kAj28yN0o?ii+;|TYGPfIeC$dKLU0r@)ReIa(t`Mk4N5k8j4CB z&MryXlA?+!WSrw_>1PS87Vs>^OAvURt^WWv=YUOda>B4546ymFf7mqj=*ZYITr_uX zRH@)(1qDH-t{_+N`t|4e1GQ$XdU`z6wK+LdsisLKs;WaCoqlLZS0eW=N6-#!^!8mI z&2#A`+;Lh(Egu0L;2xQ^}Gl`T&eMFwEfTT>s8B;e}D#Hqs{>3q0(^jMod>28uWtO98M z(C5#FcnsIj3Z9nJcfQ+-Dx(JA#m!KWB}17qB1xifP{7qjQd%nqTO))1!;fLhjqb+P zg|K#c8!7^mftIc*z;tP6XK^%f%RRfol_TIGPalMi-y`S8*PzG!nwm;VXzFm&QRJ$x z8C9cM>S^MYWK&e`KW#t+l3AYD{NC3``|{nF!%8D?ZEN=b04jOcrPuJ@LvUlB-NZhu z!C2!I0;iA5*A%Z(F`qBxs;Gk@J$4Z)W{J$S(pA(`WRQmti!DI9D>2ihxzIrbTzf|z z^Au7wxOJ{LAZ6iRDgOW$UOW#;Zmq6OpbKk0nwlQ(509_y{QSCsPxAR{swy%V>2VbB z!BmS`tjSqcBXm?Wq8c#7aznqB$g=`V+uN60mWD{5SQ*GhRrT|r;qx@>OxJN~w4T_R z2<@Y#Jowa#{z9aWFE-rQ%fmiRlOc_yd}UQa{{RlkL6nMW`z&Bcrd66)zz)J7nqTSw zJQM7`E@_1qw@7N_6>@)NFh}#_>ClQUU)`>(PtgOaG5U&AN{W+8923Brnsf|qZ<3pm zT=X^AG)bsk3slg}EOQ|PObXRL0st$lx{yaUKb~H?=6NEE^wm+wT3jIEoKHS>(-NDfo;gMs{8WUXlDAS+Y&|S7$t2i1vxaN{bP8uKtG$y&O zgZb&FpB}R2{zdJoI#i^3T#W>lWuCP&abs4VH)YW@Qld-Zyq~0(4Av>&qB_!tw!dQk06bUu^hv(%HZWK*+O#ysz`D|Mq26tloXnvglUF2-+)`fggqOaRh#JuaEP9+&Wp5nSH4RkS zqXCf1rA$6c>Hzx1x4-hQFHSW_bk>vkEQ(3|R1~1dG^wc+BhrRC+O79l;9+HN^%U{~ zmB~J|#cTNwUXT9(SNz}EGR=_w@MW_CTAG?@>vGkvla{ee^NMpML81(yTI*(Dp+_T6 zs6<<@C-ViM@lfkID;k8-KpKuiA1}<4>yD)n&QQrbTMf;U*}NDbXcxJ4ijrtNv6E9z zwC7{D<|82vCodj-zk~kZr>v}cI>+(WG;&BO$<@e_G%CV$h6~N_>;rQp?2KY~{1UYe z8JGd)F~>jQraF@LEz@BT%Jxeg%R!Q5Xhfv|uXf^?yU8U)o6S8EDa~fR(4rn$+k1FFhGpZ_c_Qkz-h@ zdo%^0p}?eACyIAXLvKeMFLLSzXwv$8}rb}N+g`PKOPaq}7IzV;qlWc}@aHn$;{ z%Y=(u;~`a>u8zDSMKwHcqTxtl+=VnEv~?ReUD|131VAmVT$3DkmpLddY03wq*9n5fYqQU%cPb($9uon8+f9l z3jY9U9Dk`@MOQky|(23oO4${qy32W3+cwB zUe%D__th#bx~1fsWFYQ*gYETrevC0HWOR#CvkvV2%#zR==0| ztH=D^8zROB>Q=w%;r98|eVsAW?rG9y26>~Xh3Zy{2;_VDe(Fh{XNDm$zlb@pVSQg- zPqTAq=sPp{{{Wty2X{LwW(CKW5%$uYetvYvLEb}uZW`Q_^W!n~)wHod1X*mIT|zu` z^QVfUrlUpbkE;4Yf;8NVn-6D}+YDNDUMGZ4;3=hRoDaeCIpfBi78tJVY?3&pjAg1J z%Qi_Ia6V*_$I`UHwmTzpPbAcBSvF>QCaKd^g`qXLwEK0AVJ=E)ptUz8nL&0U_qV6t zuQp3g5rYkQmU=n=07?Nd(}ihI+tO*_y|%nbWr|K2f$^xCsQG_O0Pyv%T&Blc8exU75M)}C@8hUoxa^!ZsTc?tC zO4pLMNn%7YMI~jWh^(>LxRdA!4lX^5ZARS`4{mN1X2)wfcI1)%^gc)I=)!JavWIUM zR=y|Hih<$8NAU`s9fuq+GlE8XS)RV%^%WCMwYG@OQY}4Bx{0wlIT~sH)g`ZRauJBk zv9P-Y95u-w+4t*vy|p&xws|G-Yfla*N-uFIhY?Ji`Tl(t#mf7I&fqUEnbp7Hil9>< z4$8O48rOz;n-&v%ttBQAu{H4KWNKBKp1U8L@zhi;DjG2)*qCP^Iw_9EUn83j>F%FP zXsT``Ws~?w2t3VwJ%7v5nYrAfwi`;>+(!}A35`L;OMFsdl{Kv?p0ecn-?6t=+Mf?S z22&E%QN1lDLjaqt=~?R3SI)IHh>xIhR39n*)9D~^ShJqW&VQ}eB>p8RhMq#4N89q_ z>(O1-!+o{iC;P6N<{}OyRjqUU2AqGFsn0=8b{}_bRiww|arM%{DNu8jRQrOiN=YMS z6EfDK6pXXkWm!h6SONhS5O{Vwjk;f1%N=R`lx~1|@%fKG^3$U0{hM;z-%rxafc_GK znfp(cNb^6;wo+8qVR4f9tMhSFR8+&KA(lxJDde7|7Mhq;!dQ90Rsd{4lfEjwGI2y@ z6~ebIk*=MCPZi8*Yk2i5o&dC;o=wj7{%7sSN6QhI-F3Ss8M)|^YOH&-k$E9{Gd%9NS&j>wECHM2~w^ zT{ZHr^nTiOiZJ(fhBt96oKzwthmL>1JdFq0(Yo5*&5g=+#uEusO+`<+D%q-P4McUZ zJu&qCw2YO1x)?`tKUS~B{l1Y~gWO4v)pQa0(zMU>^64CN+*&z?HZi>oMteN+R~a6^ z=jbrZ)KF)Ue~S2OppLa*shMef?6VT_Q$6a?jZS@P;PY|*Bi)`>i#GHTd6n0zN}daxX9kqcIQ5={#fXlb+G9-8(!5VA)l{*SXqo1DG|JwO zL)%&p&jZ>yi!iM*`+slwK7AEgZ!yZfaHOH@)`MNTe_At7S`oAtc6W-L{^k%v})rK=>4J`1} zc_CLdG|DPtNd!s(G7m!eWAvLf!MGPWfzbZ|y6foHD8@xN`I^v?Pd`!X>KlknEG)4B z8Cp;pX*E7y<@7YKN9W=$=E&6s?Hq1qI3RfHu$0slF#WTM{`mdDnn2^m9ysOwri`1| z>Q*P%D|)%{W;R+`nGHQbs0Z`F2h*coUa)5;aJ)j0)3~3D6#}2_srgrrN53Q4(&TGe zzNJ7C=#Dp8WR^#14uKgpM1y1+lEYB?T-bYRD;Uz7ykfGr@$JJ z{{WNn_3B%0jlkxcCL*ge!KG62($zo<$l5g|({LA?0=BvT0AXt+Q3Yt-=;EEVub<1M z5v|PRh+x#M=lOKOU%l({brmTJWMZ#YU%6=9mPe(DWMK6zsqdr~TMb%&-ZdqY2N1wp zPHRpbZ7#*2rOL;Tgc{d1trP$_@&5o1Nx$!A=c=t(Q}3D?8YWp}E?vIm2bJKORc{$O zK^Gt&r#{n6AdWSG*i_etAMkXt7%nc?#I#R~;!{df%d{{*;r{>+OW8LD>sn)wuEysh z6|lysI~1s>s`1()WR+dDG-LMHNwvqPSGQoI>CnLdu09Ye>GttG7tL!dGyNJy9furO z=jbWaD!#^!8DfVaB~3h&KDnwZN@CUl68R>Y6(R3(Z6VZtm-gKDB|z5d)UFe_wS7fA zyt-dxmr%PrQ0Y;}I=I(~sHf&Sd#~)qhP47@TOm&<6_p5TCYrY)9CT_UA8?u^l~Jtf zKd^`UUeiZl%M}tmAC)PeLyYxDxJFS-Nu40D3YpIjhNJeLl37mC$;nS3j%uo?;dN+b z6wdWBD|+NrsV9P*ly!`F|Nua_UQtg&bJwqmX}ijyZ@QIea*Pc-z^1!h`S z^SeDvit7?E8i$uiB!$)a_e5yXG@3@I_*$JXu}ye?Mkdmpbf+I*vY+MY=6$u=b@h>n z@zW%1%CTsb9fLp_DrI8|0~j{B2k=MJ`&Wtf^=)dySE~(m{{UB)ONQBZBK<4G+E>gq z6FL6?SI?;t^*->ctPPN<6g7+?n!Hp_k~l>rkSt8bL+NJG`=NOnt~mC??iP&|7}b2J zl=J@pKTkf-y2*$UV^1n@M&_v%lth$Idu>n3autJe-EF?e}|9k=(%@~Pj3FY{mcySUilgn z`+A5KoglA69Fn7$o<}T1fX0kH7B|#Ao9(wYSHIgyLHrcJh=gX+-ZxbS;C_9fH`egTM(HZ(#uR)yOwn?n^Y_sp;Hpwo)9hO8`_qmVkI&FUpW zhFx~`5P16DvbF1>{nrg)9}Rwff0?2C4_mUfwrh{7xn%`E2*(gdzz_Po`c`IQz{5*T zED}~!60@~Lnk8Cj)(JyJ6xGP(ZZ1e|I*o`A#r>CC$2W+6yTXoN>0tTS{5ku2F}u5t zY5tPU90=)^^Qf=E{#;X!+E};#^~!Bby-iIeMNT@Rvq_dpiLxNe4Kf*Gikt2LSwx&0 zEZ|v)1bsdFO}yR0LY*`|s>#PZ7xo`sjMsIwwTtNrIegPa6DGCF5^4t=9u=YJr)~}Z z0J%5TQfT4I{k2UzK+;paR!&U4FPlt~nmD1FRWVBZ3zo1T{{V-yw|hi(mSLrcu{Fsm zvGK2*b^NiK=cH?Q9^mHFaFyduJ^lXxG4X-J*B(^p*8Ehis=?4==G+m}iCG4qH4rs=jqG3^Wr-VomiZ|ZDWp+xZsjrll^>#nq zu+1ZpUdbbmw=KivoNym3SFOE1D@lW^>l_wBjxV&zQ$mSZNfk`@S?X^ruOa-fA=m3} z1-K{NaeU%ymSA-wX080X6K#Tc6{5H*a(jZ0oiX-*s=XT8y5F~%7P0B(GY}C_>Ya!R zz%wm?1Rf2~`2PS;Y^0-vL>)eSf5Lv=jglp335uvbe-EDwXXk;|Xlr0lLA^9FolD?i zW4w!UWl?XVew(4O{+`r$(<0}KdHtU*l98baj*fnOc=>Vs=))azdfAjMOv^lCTkGPc zB+vjH7W%g&jX>Y=?LhHlZ4sW+^W*FOuRgsJfVv)-;e|B&f7tx`VajewygaTzf#aMA z)X0@C>!!?JM&xkcO$NjB{uc0&*`y_^N09>`XCE$$cTXIs7UrLj{{UB?nEN^oX|o^2 zGBp+1T9~5dI%;ODh|1r%tR!;LYvoVsVt>^8VU{!z=q;-?u01LIx;OKd zx%QqpRt93-{5GwZ6D1@G6pc|r(^bkN zlR~vT_Y$m%ti_y3W5)-O3>$H_mfK88pr7I3bJFWLR@U$|&iX;9t6*ZePzsP}Fn->N z^;g8+!Nb#$fNBc#if6jzGFdu$D#~$Wj!9~3mD|o;P2pBx%zn26*>GE7Ff2lG$giiK zf6rcoFkT6rzP3#@81T^xAnu=0{(*uT2NUq)3`?j~P@{~0(FwEnlMyC~2(n}iHA;}fJr+zHiINz#$@_&pN(R&|gv^dluBGkcL60t&D!Y$wP*+Qchap!=urj4Y z@=FP>(Dt4)CC?<@+=F3n_5H0DmzN5&h}75c={kKs)$9DaOxK}f*DVjF8?^f8<^KQ` z(pPnNc$%U#sj8`|r$SvVUlf(Zsw;UCHf8~d1?(UEKsL9%+u6x$4pDpS!lZtG<^E@+ z3%Dh~VQf_hr{JRT^{4ay0E_4+pSrQ~v>$U_P?TDyEBr?z9UR_~sL7}+79f%JVR7~L z__DjWkMz+ye}x*k{{UB^>vL`~+cN^iq{joPe`Q5FPFHtkF-*o9xCF|nsTF0clr-wD zvQ6>DoT*`-+(=pr(=P9IR}{VJUC4Q42;Usb?}Zfneor^&YEpN$jQY#1+)0zlM~} zaey=aPQ7h?Xv?i6RaN+YA;zHa=~YkMur({xRnJch?xe8YEvdaU1z9#fkcl zr?S~B=83`;(uev~)%j}j=}@?WLE*qlmH3FMioK5$ag%HL%|=BWvGC#n^ZAb ze1T4fGBdGJVafV%2o}2AZMJu9Mw&qf2$o`H#nURigx2mRB`@^T7J%wllJ9o zo~UZ87NT1Uii8NDuC;5J=8(q!08Lglwatacvl;9XMGN?TWFO=+{vM0k`$L)(#d}7f z$NE}oKQ2CfL5sDrc^u4arm{tWp_W9^Bb%4-8T{_RFaVum?f$*Kuf38(7lWv9^B?41 z9VfSGZ-S&lg=wJly`6Xd>1te-E`qL}m8qsuB6Nn#u_%qCrl$Y~U`@`e1~Q~ntO-!}3NJGAnMwM;^ zg-Jrdk$!FXvG(xXY*H@?pTnn-7^Qrd{aNWL**6gzRUEYDHz8fvMOR>M_Qf)%YsozqYxP zAy@saJda5v*|#fXqCHf85XDYUnDgV*3A*#L7C5Ttp@u*rVLe^Q07jrlsSHbE#X|Z^ zscZdz9^CP^w44$FKhrcGf9fATnL9S>BB3Cv{uLxPPp|lXRq9q3W$$W$lH?*vJs=O? z@(IZyPmzU41hTPZT_g~{UumShwOMqtQGFCtAJ6?&>h}9whpWC+5)4{dn;l>Y!PTDp9{+uN$I<;Gie(hRN_?6Zos*czJ8_XAsvr>Bkq zFsPO>q`P{w`B|C0b|8BiK=MJhG@3kDb5&tgBfHX|5PfQR^g|W4+^+Ip%<)LHrF(-` zqO=3N3J)<(9=%zI!wu0&m|f|asmfK>Wo5`?anMm!(@6xjqt=t8RV)iS$md%A;WkAj zZrp)4dpZ8KE!r(AYI|kWGn)L5sQ!Hk_S=UR!@*FB0q+S!;(rH~I9JTqJsHi@y|T5n zhMH=#92F6=$K|Reg`6aWQ;UWm0(s!x_vhKoovc>WjVKSDIM<-v)zY+&g6EE^cK-mq zVxP~`raW$6$1zsORjiUk1G@SAo<{(yPf(ZA3G|C!>u+i<<1(nX(?uSJfO-D_KB;ds z-VfA>(E0=1PH1$m_;J%5^~+6G(YnbcT%lx&rl$2zO)VmsWO$}+V0kPAhoAV5ca9l# z1(4B)4MK{2bMoo;b-9c`!589G?eoT^9CO3{N34{)vU(?j%#`gk@yFyf5}z|fTs*SC z&PJpM@-J`p{?o`-<+Msvu=4Zs>0QDLWHQ=oSjXZ)R2A|g%C+O`((?&TpWoS9Om-@! zqbez+RjpQvswQ7A@3DAqBy;{Mrdh^^@)nqv!!{k7>OoEKLO;l~M8lY>^F zbo~DSm#>#cM{o2_ByG`>%hgRSN)(x+l2-F8M&r>Wkg||(X8mjl7T}9}BDvk4>byI3 z(mg!5ao~9UfDVN)*jdJ&9HUpvWBGMHgRF4S#RTshGLn;6L;h1zS6ca5mCddS-&-j* z4eIu#r+SA|pr1<9_J6WJ$qohij2q>Q;3d&6^(MC_E zOG6lvGFT58EY=@V0rr{hF52KL24p`88T)^qPol+d35X8~e25hOUvFHo>SUZbQwBd& zjFi+8nHi*!wKzp!Rcyld{{Uax_XQ$4nlSI?8;{H9(~B*{k(iYC4h&YFe!hO4K-}A! zhaZs=Ra4{|Szx}nYc4f#CJrJ7%FG#nwTJkUJ*Bd=dyPU8sJ@zi)&9>`xW1m!5Iapg z$j)=e^QS>{o2HV#B((BRTP!Umig;p?sb=+n@)IauQC@CX{tvU{u~;pM45-xpAD=|B zZWm8De+&@bWa}SgI!^Asw8UmZR$&XrnUX4jQ}-2BQyQtNDTIn-r*o%=MJz@Bg5%j@ z-AV?Q15Rkm{Qm&e_Vl>zJ9WzIdcyuh4hQCV{{X8USKja5d5w`>Rf?&CJbS?M!Bl0P zQW>Rzz>ah<`8^k6Q<12X^|O09j?i2YA}e@*g^v&QR~-i~VvacscQc1`@P%Bj{8*>2 z%b@co->{6gijf%9TAdux{o=Y*eXo*34P=^;?v6&F?Q2+%ufHXj5%_GzJv?4bJ+;nM zXFNYT^xPX%&jFaVK>P}54r#*&`De?eCe-ZLqsY?J)m2YTPgNz9)YOW!iPklDUo5sn z78e>cfyW$sPb?5g7mQt8FXLTZ!n7Tu(}(%GRP*VFNKi=pDm0(W`Tqbuk-sOf8*jAs zJ$w`tf5f*aidw8aSgIAZVAE5peX_cTO%ej@BI>u)7P$ATCZxg3l|hHl=%oL8dE8=kw^i{8rvS=9Bj*ZrU8(%ve>SsL}UD={iXAD($*(jg7wF`YudT>5yw9@bm6xQ|?fpXr@C zhxvHptxGLU8EH&*;2xSQGjz0y&hOVj79A`)dO(N5f4pm-i7?MX82Bq2d#? zh)^9%`ncBI-~DfIEu5wjTu{@8uUq#{U4H@b_3*3sKw;vybJ{$B?(_jvr_pIpQ-ote!!|Zf=DZ3a=GQ)#W1dj~sfK zlgj~OEZ;-^x3?v_wYFU`A!2-xc7A?+KW_+>QK^qkp0oMvO$3cg9za#3aj6v$)gw(D zqSAQ~u{ZkIa9YOK`uj&5rbaJ87_Y;p6#oEM&#E&+uA-D4wa-BgZ+FpR>!YflJd~8{ zA-Gu*rCB%;rU*PEzPRUUlRDG1`Sx4IYa-|?c zo5$5FM;)CijBb35rC3z5jU?(e0RCx}%d z{vMo8<-@Hi{gzsTAX!QBOzvW4`iTT`n=Q2)5Iske&$jhBddVJ@@)Z^T09X2lN@1GW zP8pE@078PFvpMS|`~LuK(lo7KUq=-~L9Ejitg4BOHi#JB9aqxYK)wF}P~-3r%I8mp ztyMoY9XirRBJmJZC*u4Q zTHET@pcCs=Z}xw0OvkyKl<=*jsXkm=2mOQP!}j!++aRuXebRI$ zFXHZUIV9VA9~w7pW~QghQ3|Rinz~t1 zT34Iwm>{xi4vvz@K_0F>oyWd&EsUZ_E-3=nP+bQEA0hMq08r>PaXp00$!!ZpNf`~p zj}cSGzEr2BI_u$10|(NwP|`j^nmp1op{Jv)hBb&FSn1&&V!(dcj7Y$VBrB`xR@nal z?ndu%eYm~KQL8~#4O5d-iV9Yz<-lUSWY4$K?be*E(OknLFC49SmM4Jnt||>Hlg76J ziSN7(JswJm80(~fidkoeF_fyFvmq=}DMiy#g_=7S*L6G(uRH{yu$pN@&oUH_r$&kt z)IY#@;Q4XscZ+v%;mvPv;jyUI7)>62VA8%=rhL5mN98*ZR^@7_5|Wb*O*}D8Pg_it zNm*X3Vysf4CJF>HBqq$w#lYj}a+aV*vppteu8=A;(DCyb#&g5hiEY%^7csI*rRZow z=qNaXGAoc+a2d(<=`p)Ib7^gyH7#!XT4<<5v9hjTAsqQdkPww6VUg-d4sCDV)@%_) z-`Mk(X1XO+S)*b21xUqf_~Zw6 z%G69kMDU7v2$1=tI`xfK7bFW@jAGmFCYVC;#Sa=Rt3qp2^YlKI=rM1x$s7bcB-7_! zB>w=S91ry`N`AH99nZh<^%-yP4r-Q$q2XB|$x+l(RM2_gB3QtK#tIKv4xkQN_x4x6 zb57H@ukN|6ql~R;@kvctK6yVXd5=tvj`n|TA9Yx;xdpU#-*OT}!x;_X>P z+ut!sPf_7NZI_^NR8&q;{IwD&b^UMS1%Gf@4lI3#t~s}DM8&OX{3PlB0BNVUABvuT zK83LRXEcHsuF~0-EmT{616FgBTHyVBFV%?J`=tGF=GT33c}m ziD*3O^B`1amB1sV)_>z>XqqrLc1n`JCrVa|iG_7KQ%a7nPaDQb(I+h0;~t{l;t#gp zo%KShEs~Mfxk9%S{R&t8Up|&u`(I;fu3))Gr}2(7ubqB*=&fWvJp7fz?lV=69$Zp` zAg-)3)ynW>G%Trj9`{9AG|0sMp?*H1JAM0?t~S~>vm~P-yfn&^Mp$s+_K%%9X77?W z6|7KrQVNiCA1|_=W6S57(9vhJ{y+AP?$5^t>=kq`9Lorh(A7+}l$6|>sTLv?Srmr# zkOPG`x{>U!aOVi^tp1A308b4fia3*AB8Sd{&*zgHZ*Js=ZWmX=Ced0fXT#A_ap_ja z3fKAcZ?^A5?A@u56J%&J+m51-OS}&?e1a2@K{HfKNLpy*T_k`$qwqlX7n7K-?_v5` znLLTm1$}t>dHQv0PC~axjm@+%+jytqkn0bmka&@hPamJ3Mn4CK#ZqHdiw{jhM~a3} zpTc0H%gdT!Ttt$v$jYKpilX)bR^E~6PykBe{{VWC^+>HId#cJ8I2iN;^Y!Dh28+q+%>!{-42~2Z{6IauM%Nj@i4`8p?WV8mwJRsZP^LuBLkBH3eR2ZzZIN z$;fpv+V|iOYmYT<`)pxiWyJ!kBWd~Mf2zMM^rAm+_FJm0#9?E7Ujw401##j30A@vh z;_KCN_Lsm7(NUSLlWS$#%?`U%S4y?1J5r&ECz?G{NZzR#BhW}t0sfxEmR{kQ_Vu^i zqtq8Ypct#Dp4BG@*XLRgdMLQ|+RdZzwri0LM!kW4DidG$T|G@kMh_a+FL3k+cWjeY z4Q@hQ#Uydl7@DSO{{V?cG}UMJag?g^vnrPk?HC$>xC8@fJC`}Xly9U#;rMUoqzx3) zj}o-b2ogv`^Kuf^mqP+H0}zOD13wi;Z=sVEVm=*Bm3==*;%8qxnU~TvN+gBt0V$ehKJW9jVqpo8+PX?uGziqeW2+L z6{;z&NhQTWQ&C*-^787|x~r@{I(DWP8<51unk_BqR1J>j*u){rNBOywcsHdHsrV8yVaO7*!-$H$fSDAUI zdy!gcWB~;z=AnTZ0D1r^<>lx)atL`o)-dteMWj@sH9+FrZ~-Lb@#CCz!!7V1Xwu}U zYVdffOw14@OHnh2lDfFdtM4ju>0L2dW^eOl99XCa{bwfK@9o^$Eb>KBPSZd*o+6Z| zl@AlqfxoxAw`9746hlx@#(^n-0)BnkEnuk)((8*Ik9YxI#vlRU0MG~qnliaLsVhU~ z4@SeJz7cI+yW6c%xAzK~YJw_%g;7#T6(*UbVNzCV6E3UAqfW`UtEc% zQqmDZ`i)5R?l=R0{eV-XB5NB!Y#>m9PZ=m!dQ-JHXU>E9bS>_Fr=i5q3QT$hVNnCj z=CVXar)dimNlS-1T&n3TOX@fLT!~7xBS_Ap{Va?h__}%Y^m~$9&Mzh_B7k^AIMeL( zui54D30HVhoQ&8Lh{jNusZ8q++N#x5ns*;^{{V9>t)%H5zw5w1PivCI+jreE%7lLw zMJxVaUXWhyK*E=H3veE-@QMIDs5p7k?ELyqWV?e^W=NfH?YuiD^5otB}m*r$lC-?9--(^A(lJvt25lM5!D_X-_ks zTK&Fcf4KWg0ktb=t7x-zvE&GrcPh=1*Qz+<*HWU$q>^wFwMlNw zgnTAYrn%3rmk-GK^h+-`?RLUTI36^>`@<=pr>(|CCgb~N zr;O9&5TdMAGD#cHEV&iAllKEC3nZdVT6oicVokG@#jL@tCeon)0AfW+<59qQRFZN( zmqD%9eBQSJQLLac){5i0paY)+8Yn-`eL7~^n;Ug*IUszFLU^fbRwkgyPfa08VNp`A zl98fKTFQdRcs4ftpJHjE+7dcQG&thFVfErZeHGa4cMN=3kUVC-Dg#_+P7MI_G{8M7 zcbCSU!3^}-eUrHAahb}xO)o69>sduvMr`Ik9Hvxq#IY<<-|=89LRjzC7YTm~O>0~p z1bvkAt|?D0ymmdlOGbNJxdW|#OGk%8Q-Mw%xdYcGy(Ts{Q}3KUT13s_=)B20i6~N) z>5fRovAR46jdH1JjFKy9Hy|D~`%S*jX>y?L*9fM)shn{%s03#p>c|%I#^)q9z82}X z$#WPq@wJDhPn8GDj!r5%K06ICxV%nGW<^QdRW&rN5QZw*j2;J*T+SO zX>yTCQ&7v|T@)sfBQdiwd5Km_HSP~QfH^na?Tou*i8QQQA@;DVVxK&k(x2z+R+l?3 zFeI#oIIbh7@#=0oY4QYT*1ux+6TEj8$;nGAxyU?}s<6o>Tu~M>AGk=PnxK@|`-L7c z`CI)Bg<*KE4})tkjE^lEuxfMZ{;xiZH+e3a#a7NEaJ3`0jBshg^5T54$EUm>dS*KY zWuT+S(bSrv>s3opO5tHjFc0~` z87u80MiLzvER=z~Wa$V=03fljy@od1rrh>S(5z$+w4ON`slezXxDD?|J(xFXT%M>-flvRQtx|d&(*_VKQ zBl}kOySe4HnOG%Ik3S>)`b!Skwld9iD6J?!2+EDdxeMik$B#=YtY=|kD`?`Zma`#~ zmr}!B2x^IBb9apcAdo0n{Sw%6K(YGWIf~xuFpby+dwvC>M{{RE@x3#fuqIXeUD?&7tBD{G20IU2xRKp+B0jE(=eFq=2_H>`lQACc7Kr1Th zqIC~Z9Xdi=R+#jF{DY(v3_qtn&TXzJqgI7n;J4fUtn?U@Z;|zxmq==V6MuuGR6C1u z?MkClLrM2i$YLRD0<_*&Ut4|EQE1sfBTDJLxV_I7nmap~0~XM^{IYA?^Zx*6rlpqV zAT8kls`_fD=coMKe$JHJU$S>KMQvB{NTiN&40FeDzvT$rD=g3tMbweU99#O_sz|og zj*uF#;ypjw{{XAkqc|?FW-26AR2*qv`S^4z;rHcS5xr$x`8rCYqs2XB^%Vpukz)#8 zw(5_hi(1@R4iB>1nB$ZHimm+|EjapgZj8nLoCVN06(1`8AD>HjH=Dg2Vcp}WnqVfK zCxV@Y%9R8~a00oxAnNABi~B8mZwwt;QxyxA_4Mm&CaLHY$m_zR{(|e(8M;i&`e`0Y zu~2kPNjH_XO#lS3R=ep2>@UaD-9kqUb-7IpzJG7}snf|Mv3w*b@+ zk7?7#8`do(QL8AE%F)d!Li{Tb>`&s{6K}8A*=e~Nj5RGxf2efuqdjFGl|ugjF`u77 zZ*cWC-QIYdhBl&;&Ss0mO*?(vT}x? zc=S=YZ4qv^W+zYwm#5|at~BdgPm_NJvO6PkRc^oHHFX42M4xLYWxT^ z2aQ1rcvVlIKpSSE+H)7lSJ%>2#{$Fl^|kTTEHik8ma;0;8dV099EjWkydFL4#hTUd)aXfT+R<*`WanbYcHcPh~YgiLk$`1tbuj%KHuUw+sxy|{I!O=%mC0kTA zR55=PjzK{|4D+JFSw_@G-%GJ5#^Xr?@$Xjlww4mi^O%?#d>Lwr*1G)b>M$$vJtVNR zZRQ5Hu!Y2`DrwzJlJJ zC?m`Z9U$>=zn`bIme)?h^-WKb(x>u0BZ}JJUYHag=?YW!WBff&I2yU(f48hPqD?oA z_|_GGbiAC{7W@u7l{YUuU>V1>Q zvaipl_za$!GI$ypM~-NrsYeFDc#eiF9K4MiY8N8fPvYErQ3R6#jw7phsxil=Ja*B? zI|$~*OHh-7v&m6a_l3~Qtf`0}(gn_te*hc%y>n5g?9)XZKXofI(Iipw)As)WtL4X_ z_j~k)*3L3KILTF#rCliGrEesH6cMm>ceaoLYcOxmHumydOa}#!`s(c+AhwD)oU_qM z^V8GL3#qo&CMl_fI71{cc|=vMQB>1-f;B{fei&G38kW{7E%^4Ggp(f^N{0C-5Bj|L^Z@opPEb%+M_CO*tPLzuu7xqouN2EOYc#}K=E_)~>;5O% zt4kD?qBjR$pe!^002TRuT?FkeZY_6W=zyuO6;@gmBk_LG^XeuWF^!?9r=zM-MLdu^ z30Cb=(pXLUTIY6JZ*`8qdU%1C6_6I6c);luhg`JeK1 zE@F2+9x8E7Q1LaXk*I_|O4{dn1Ug**0J#w&NUYv{M!`kF)yD*Je`!^kGy066e7Jv~ z{hpDujdL|&K!I!Pr#0dJ56h1ZpK4OHNQOD)dLRw0R zZ1IFo8Es3ZLnDH}sY%v2{QEY0q&+gW=gWu7q}6r`z2s|{%81J=v6e@P%IRymjXZjr z{j1wca~~1YrGOdg6(uOtw8`ZVu@WSv?6oa#EBIA^N7tQSk8ZS;>Wc{tskrpC#^LGb zlr;WW%SFzB_LZa5qgg+J_4Qlp`Sz9W0ORG-iZG|APEbvYNTG2@5emalLei0FSjhSt z)B3pNpX>D=)=3kNAK?E0QR?W^K0SZc$Em|DLlWKzFEd)<44yP$sdTX8P%c~g{{X#v zYgB{%L#CvHVln=HlM-d?E0BjIK8-*$Zmhu2qW2C=MwbNYvpUK>3#U`Z@Mk85OlFZXPTT^`)7COJf*@8SEap@e}d~#>~U+UxK)*N*C z!;q9rlANTbAtgkxRSI?>dJMsdAkQetij4*?OtOl$CNM#+@RDqDoq)iZpl9B1^dSJ&W+XUflaCxegA}Jm8V3eQWS^uY9RV` zalm1JX@9MId~71NT~w_p=j)yxy)e6V+>DO`m{{u29ZCW~HO(~t0LA2kPJx~6@_Rit z+=`POSCE1_+HW;5%TQ>C&MKBEpvVP-$WS9|2T}C|vuWqrd%kM1ySNW*yaqUWXNaXb zZ)=-&UB*j$m4!m#jB-@)C25@>wBsU`;70o=v*yVftVMP{v8&B|QpPi0YWjGaPns#G zdOZLwqe%6Uz+ic~u@%=d-^$)J5(shdr87(#c@xJ2^5M|SY~}sL+@GB$t~WeB*g0}5)v&IL^=#Gaa>>|C}hG?_eZ zI)%3wr%25`Wm`_o6x=7=PYv5qK%soL9y3+WXnu=uF~e(IGT@RbXaiHvjR*42O6ooDzBBMtnw?oBCVRBX=PBJxkJXhaslJrrL&D@k?n|$zl@cr zG_McE#+*p?=-D<2!7^T5CDb5!ctgsA)N#ct`Sh2s-O^RpyGgro6mrwFGgjiOn=JB4 zbz4{ zPn*P=xc-_+n!ZuXF$^vUECFp=L9rxzL6ZI8bpFiLflo1BA8Gz{JvVE+GuV~f-NZkD z!7hV>Y66cSeMKwfQ`5v-pZm>I9%7*5G1!Qf4?bIML-&t6)j)wnk)b+cZ}Vzfi{9#P zEQ&}P(r31e_{Gjs(wd2-c++5BpD{X=NQNi=F_)}EB%=YqNLk|QQ1 z|>NEa<1)Ej+IKIL7ro08o$ZZGv&{?lAyoPJ+m{JM;Ps?dJ& zE3(^Y&tL=5d%w{59_o1ze1}c@{{R($-@B;GBu68+mP~waPg*PTR5Dc!20FT`)Q)(S z(Z6mr1M{SP0rqse)N?|~X@Gx+AldEhuHKWWauZZ(T%HTqPCkBh zJt<@BOcpl_9xfU7oOoK9YOCugag_4bR4@v(&lF}+6REPHm<9ZsaciQ2)ovy)Z{wFH zq{&0Zyg#3x?eb#Zn$FPgYk6iwf`C6_hT>{S@dIOl`#}}0Dp%y+QRi?w@{4u#rABiz zLzW^epW4?=I{nQl5vfX69r7Pjq(GwI`qRwlAk9@MUJP4t5wAnWVMY_ z3D+EAD~$z;00}n{+!Jym{p*l9Yj!O?fI%$8;d?@b$C>k`Nx=BH3J!x-_B_pF0a2|~ zXHvZ>Oq$U7SIm6+H$7AG-VC;D?lSpoRBcw8;K^0bUX>K2<&xHuUj$u}m#$)+Ll)lp_rw1E`4AC@ux zPnSVf?%VmQd_bFRP%|Wvy%N)BBS7=cwJ{fZ30%`9?;L_wA5Yaaf%7WU}~XN28?O zIhbl>l3%rwo(U)_<*aD0Av&B~5znOi7(VCWTL|NiTAF}W6(~J_u?RQ;@wS*#ql^JDN!Jw~hGo180b!Wwn^u$L^PmAj<#YH3{1&8e0B@~Yw59Jd< zOPrmekM)l-wTWIX-u1igR+q@XSvI2DiB<|}Tp#R|AJ6#@B2CwlH_2~4rX@+jaB?H< zsHG}hSm0A0en50P?O%nR{k!)$tlgLqrRibS3U18owDHr=Mx=j`WF$f6kboTdfJp!V zoA5~`<%ZX7;cYS^r<>_fAvGqLQ;#kOA2HCKd2-_KZWhvk9Dw{L7->-1HD4-Lo})DA zY>)Y0_oYo#GGp_*Ww6x=PgOoUapR`UM;r+NkkQ13au%WGU}txkmg9u6Hcb4{WgIL( z?mmuHiLHNvhs=3;*T}51D{!mQRxk>X| zmP!n*bg;be%M||r!s}v?q`p|h?&P#Om^89$a^Ik)yN_RU%U)PSBxkCU29c*ouK_}E zX`hz>I(o;IY^`s?GDmd~ttcqzTK@nJkSpgvJnLFhqYa1tOMNkplM9v4HfEt|>Z%-_ zgMl%b|8dIdsA=S9SI&~g zd|Ik1OH2r;9&JNURNd?#m!EG2g~Wtw$&?wSh|sW0Q(njiqw3S5C?(AJ`omF<2N8zQ z`~dT5H0cVEq+*gpGcvGMoK#YloWh7;Owu;?nO73_?5!}xfnCVdha#F9E~PfTOWB=L zavU!2LQ}754{u^!x?XN6N)Kvw>`(W-L@9+G28N?7@=4=T84L#c)k-bIM{$7+U(j;@ zf%0QdexYdPiDoQ!K0KNmh$L!@j9HhJQD3{)?b*%sA%solf?9#$8M6{#Q{g#Mf-CRt zs`Y!2!eP+MGQ{^!-R%k(%FK|L9&<+Jn6ncPI^F6(k-Aa?s~pWUpHgc5UEJR zQ>3cJ#qx!MX_Ns_gCs5G2jQLflh*lUWf_w@I)O*GmOr& zr(&geysxS1GFC)6cc+QS?+!f#mT0Ksg>~zbaZU#?L~qP#&O7}+(5@m7zH;=&r|}0y z+Ru;!*gO9)^3XcpQn^Q$<6q?_LSX|~nBdu)w(BT1Uqb^NnnkRLeb~tUveDn9!CvoV zLo^nn!ni7G3*$wNch2^cnb3_7lJ!#ww>g&RTSn3q#v+WUWq*T{b+MH3U?)3`NTR2VZ0txAc0`)=Y+F z6qGs@T7P+Y@OpiNAVk8IM?+DXec>BJ74bG${dS2NY#$~xjE;%=gPy?ze+Uu#he27% z`}cFu1e4`W!D0&FwkKg9Dw-<0iRPjyvt&r=i%_w~qRh#l`?q-KGp)|{0`u<`VT61C znYVk8>)2E}q~!eW4sKSb!HKvvi$3QKlRnUKsIqL&yH8|MO|7mG&LIVrOSY>1Zi#LFTqDI6lqnH)G)|)T>sPE}B5|YL}c2 z$0i0R8JiqTKbVE^VT$`F=`Gs$PvwP`h!nSK-H|32JxYC^^B6sr>gk{GnL-SkiMHP6 z2o)R8y70}MP$!^Ap1;TSo%f6GFV>cUcYb35jHmNF0*mF3G znuv;-B3;<$gU~Nbjhy}5jmzC6o7eh8FJU*mC%+#r`}1*WW`2+TCBKz1q&CF+;Z8;U zc&KNQLG71wa9+Rb#09pis!-ulWlNhkn534EEr}b{<@_zWNc(8^VAQC>0~gh10hk<` zg-~$Gg$~TKt<>5zV{b~&1pQP&-iq_&AO3QS?w5_N_%4%4lp`Y&Ew1`<({Bszf1vxL zLY3709kfFz<|4a<`_b<;4OGn>?+~;g$CIgBel^*`& zDLC)TNxP9GzAdwDX}dS}4k|XeryPi@c1BjZt*q3Ne<>NX<^ms1KawHN@ym-!qt?Yg zHfU(iwJ3kfw^j@2rJHz)DQxI~RKc!Z+#TQT7k2OHsk{iM^-}k=9F*6mlJA111@>*Fdb(Q>}p%ua4mU%&qxYMeg ztUR%LJ$DJ5cf?2ot1gtdKXt##DQ+#RAJ@?W5$ldSWC?YPFxi(E!iVQn%Pag7M%l)> zzwk7ADyIJ3KSsUiZC)hX7$SEgU++nf3E5bh4lrAy=`Valy4?xQ<{K=pxZ4rk9_g6O z0KOLolj6mlW~LAeb6xu3WDNm~;*(cw&iA!$ z^Pq|yPS!H;%QOnwo}H{jR-ryXd3&R1Bk9CHjN;>9wztWOFmx{uM?- z#P%E>?uCCep~?&)lJ!!XA;kkS3PIzaQ*L^XUWsP4sPSbNV&9jcJ$U!MlRu`0BID`C zT)LHvg`?kEGD=VGQe*}Trk)T-7nX1{^7#KXn)8z%Oii&kdb5pW4E=pr*$ziLb?Q0u z-q%Tbz${@5*EGdGJ33k3h%#kXJGpXoVVcjF8eCge*Sj$f^noFMOgS=`=!u+5siMS$ z5@V$^Tg!PSM8-6>#&j}fcXp=<-T*Ox0!QGL@ydhN_!r5LihGHf!4ny@z9yI<*&hv{<39OSl_zSA<2GTS0mS5F1>?F8Yx!@fEl#v$fy>8=+<+SGATAf8Xgv;O( z#<#-r^STn(8oJgvr4`f+`ET(fk6k5~nq8144e=;y%iI4DlL+f><5N_Y4qBE=hwGtg zlN_>oZTadS#-cHCx8!SGqLMUg4@w@WDD-VK;jkJPDKi+$Z=BdEq;>K8jSpB*9p^{c zcYn-gMw`w@)|)HCPE&e%T%)qhXoC4LVv~&1i-`cj`rxS63tag2OLvYZu}7T@NyDCYRnDyX1T_YoVH zr=Xr$f4u1+WLL>fFHD`WgLc{W#!y5&TUsHF9 z)7VVTIDHt#{-zJ)Zf5_Dy)}KAV%Hk)^-3jvwg=5iO3i z2Kbr9#uKHfvHLXFQ65$FVV{(m)Rq|i)z*^X5W@-GMQDvAy1 z-^e|`fO{Io@gw!DrPVmx?H{`yU@AAGv@NdQQ3n-PFj0Ia#xQH>Wir7|geDs(%&q@>x>p_=GNdvTy|)Onroj zntfx;*72f~uh7dC@2KrBiR;_9Q=^-z`3Iiw%a8Mdy9rPK{P&jtRkQ|Tk-#?#Vcv!D zXNHXV*zJ{bmX{A3ROzSteyLM&de#AH#ya@4h&gyB%{V@sE%Ye^P>*CG-#_DGW1=gcJhgzP4w-xOAkfmE zp;;U)uuUDK^2HrynVk}K^P8%MI_@%N$g)P8wwOeSnA9I;s3%)2;G4xO?NLf4kPDAA zNrj$N{@d|(kCpPAVtR;Kp1m?%{-F(c*PDNx5`3HqKft7^sslGxnlp#YotMC!ujd3 z10;ahTkkCL99{JEJ&4O#aC?4ieKnARzJ8TYW&uFc_58qlNz_vz%v(- zYA>YluxJ3l1lL8~r9*Np!)nJZo;QSokP9=GdmtHux>ixG=;%2MDjpvIB8X6)#R=reJpjRVUR8vQI7PIe;6svD?wmlW3@V|9A^|sPTq=4 z$`-Dhq*e(zEY0ogdO^M(=yu!0m*My~9@jVKCLwYq0Yg zrCEDlR%JG{rB-CqK~?jCC#t#523A-19;YDaq{nvH7ygmVE2)fwo^3B16hD0--r20y zq`32xb$6pqI-x2iGAQ=i8SHu9gCXX7Oj#RBxj-WLc%iXd1ld6Z9nT zKss5}PUm?~2$GI5e8RarvZ&sLR+@AWAS&aP3{|soOfo6nG>+8w59vF#|86vUI5V}S zV`rpKVMhaLd*?3?T@roMOiIU-Gq9PHY;WNj}_N56K-eI z``ZOHFk@A0p|h zrp3o;i^~cl@Jr%3=ZljG_=QVHt=&fMSDjj0>DH$m&@f&n#7^i~0O{zsVFb{0U@dR2 z$Nv%7#Arr3i5TO{U0)e?!x53luvIzAf`2T{pJwC1e3MD7ft2X~*`ZpK&|-c>ownQRB#@3k%quls>vR^r=U2{oxrl z{qL`Vy$R5$^lP8ezEIrZUi6#NUo-*->?y@s50*2iX|w;pnBPvx6Sg}SrT35kspNuR z>-b&tv$T5WpZ94o$fxUy5A%zge7=+(hrBEtj5ztURgvW)w| z?kKkC*q|6FK6;E8bpJN_=g(!_5MFtDC}L-|^+reQVtcksEq!cW;X#K@!CsJpkxL?l z4JsxdX>zy(q5^htW8U-$vf{uuoBG7 z$+4msQ$T<%U|li6JS{)pI~Su1BE4a{>^drCd#!s(LVL)XF%YRE88H1Gc>AhiDt;7$ zlYFh#9#!ty6{5trXj)F^BLw~_1-KD?ysztdO$wLkXb{!=0fUjGi{xh8RK`{_cyw8q zgPtpo1-ZBzpM2uMXNdePeH^HpB_-x04QVGx+SRn0Y=nO6~IeZDuqmO4c@8b+AGLGIDQA@rLNxJ*kbFTI#2X{4UMsB&-~G z97_30yU@tRVKIZR6!SpkshkqwY6+ChSOywY_a;cA-?a<6TsF4lalT+LG08gIZc;n$MalMdEjN*S~EyFIRbs-buY7BE7m@oQ!b;FyH7E^JX0~uJpC|a$P=2 zTM%})b4c~Fn!q&br|GwSnwkY)meKjx+68kS*k&rrL9jj&UViig%&b32{Rej1H1iJu zG(PRu^7E~lkNi}l;+P8Yrxm%}oK8OGk3S#2SojlApK~!%MLq+31M5acSWSIfO^pf}`6y!kHjk z*^&>(jF1Rt=es!1iZ#fGJmzySu0g@8|z%#N||vd9mBb9;mQp zflDj1WWsR3K(UXi(WaNq|1fG#j9b)*+-Znb>tB6)#;y;D~PVTQ7 zmhI1i>?Bb>F5+HVds06uLwBn6>(rip$D9^_RTlD>(;na5;*1o^Ch+AiHB@;wdx)yw zb@gs*%BG*9HbEb4Ws7&-8eK14OK{gJ9`Oz4D=+TIj|WD!E4Is4g^d`JG%A5ZpCGZz zsySKlaHyNef{|00T^!o#-V`J~vnVyezN~(_1%aU>D2FA`+aBBi8Gc_SOA@e?bl4*! z6e_=mrpV-^)Z6*IRv%UuZ(SJ#7s08;muf3-(@Yb{sE!re#Qm^VC|$@#dS1riL7h`> zB2!M0jOlWhD$FDWM+htG6m*<8x+?OnU&$}z1zGEAWkj@>+9z=zN&O*=E66lZVfi+L z6}UDlM~{|lB`I_!ZMHPgEPGQ;P{vS(*T8;uX^4JQW1K4z3Oc7gYb=U8P^tw8=plrV38 zhR_y6OC}|v*(gCOsp7Jhv^*57<8KJv+=H`&app5je6_RU`V$GT_n>rhdgF%6$_H64 z^=m0pigpQ$1EqonXfESWrI=}?+BdjvIIn=NFczr!^8gj9kS;~!4h?L z+v&Hxjhv^S|F)8PiB~BxEmR}V8J|NLiy6Cd-)VH_fP9cIA_;_R^6t*Jk<^XCFSc9NhQH$?mA3y&{EWByEf3%e3CI@__pJd=~+; zryZl*b9DMmZzJH?C9LJ%Hd+{6w|pQ{>h}qi0>Bh$))!WlSS`(qKtN>;P0yG90BOtp zImz;05QG1m^4l}eZ(u|`F9;OL%;WC2JC!;cjfMerMa4rEa}!L~r(56fM_mgvfUk7& zY(%AClf|O#!aPn>CXyB%j*(-{=$>@<@?gp8^VdiLwsH_kUY9LE{+0U7IDgi&y`+qe zBddF&$oY@KM;5lpq7p{gl^3=5JwJ0a4KwP{h7c)Um18snYIhc7VJX?#IDuU<#|mSY zm>Sic)8-zm<+=78W%j!wej9omdi^1g)clfg^}Du+k?oQ2^~Egg+M#%&6GG$I<*oEV ztDo9ACwar{d?KJPV=cD_QU>Z{;QpKT^6+>tAvG>`<1e^#1YelOxKp< zr+FZ}d4}tFAKrWP6j9x}lAsn})!0!IWGFYwbcQA2_tY)k>$1419xs4NcpNFwFaC`y ztAZ_2iK4MmxynXdL|6vv$>q<&!{ZOkV#gF=9fRvybmO`*L;KW2gPuXew|ndsD}Z7B zny@A=j>`kS%0I#TndKvFu}$?I5i`op6=_)FPcsw7>LpICzd^z$>ZsIMeiZ?7?c-)fU(pi2U~i^A7@-2(zQcz(x@wk2w`cX_!0)*lDn?V@|6` zc1sYjj&Y@jfp-#-A_!u-pKQrOw&Yo?H#KMD~M2W^uhy0Y@1#BKF;JiK=SQ7F#`>B}}sjFq0l61tJkFFDW z9oNNP7RV`!=cU=x^+3lag`;DC$PFtBb2uWeLSg78Ymf$SD8YUTKw{QFhE&y!Mqbf!F z647edLR-eQKV)0>DJQWdkPsE5lzkpBKxI47?qU)coz)Z8s94MU!AHFC0+*8oZkoAJ zifQ`42D93zJ;l?bNVM1_L|_Gle2}D@IK9pz4`=onHdK@bOQ6qTH&uyzc91$CFnZMR zBTZp(nV>{bR#F~WHGQ*pq*A&mlmKA%|D|P# zJwNrV>A}IwH>yP}!CIPz0+`pfmnGX5)799y%15>#xKmg2_qI7T{zSS8uO#J)UnI8D z?RZ1Bk)hfw32GC){&CFlKFxOJ51|97pvMk^iBq)0#Hcpux$=?Fz5liav(V+!x9$1Q z4n1BDXG$D@r*{fNd9HNjHn*cpL^E!SqhE&lu(PFx_eB3i6^#dSuOyT@gKa)alhuB^ zgyRTu&v-}w!R88e<6=$jZ4QGs9_!qBFE#dl!=0YcZ{habKB}a)heJ)i`WC_HvD4xz z(kIjIzXD}vwubwM9~VP*Pmj0(Gz-Fsk}~?EPWlc5wA4(Al<3+8za{R|sca^;BDDUz zrtrq5khL~M|Qc_6GuE~|=zhT&jn>*l*r<*X= zZzGctHjcBi*UgBKU?7gBAEuDdr@Zs#p%+mS`S>jom&55NV!`7K^Hz=!^QEF_QD&2vlze=^ zq=Y!dKMb?a^trMw1kPX_nX}2mbKac$GYQ8KpI0Qm+%oA&-x(xDPHwyZ8lj7;M3jD9 z(!v`4DRId8*v?5UiyE4k=%!2IZ1tm)bQoc#tjhD-h&cgH~MicUb@?z0V zEuN5I_SLr`DshF)fpS;#zwFXMesePs(2wV(0eT;$@ULBP!Q~CVh`Y0DF<(crl1PaJ zmf(-Ge~9hN&jjfTG314Ywcq6Y=dBU;n zUQ^?-+p}RtrMbZ-pDbIeRXSMe+9L3`G%bpTZJ30>r-IJ`H8VHSVyBJIldT5GM z<?R?lil!nMe7F+j1Ib*O+&+r&2aFx&V1ihrcvF?&yKl-A zCctnmZpvWEkHiY8o*0HM!6H53_$Cf}q&pp2Xf?kbMwsUFx1~}si6M$9PyEt#Bws!$ z(j^11O}Oofm2IcZ^-Haj;!{?srf=hVx2NPu+>kA<{QZq}pxP@@bm`cvcXL&;98pNy z5Bn{0jp9Kcj=QrDCnf>N@&FYZ!&z$CihyiS>V~Xmn(c{s7_tn}45r5?^)-ZwL_@ty zT*y-LZ?+%tb%Qy{Lz!NbpkCM;s-YF&S65!B6YnWQJq^8-G;0^8IW^V`(=+N^wdQM+ z?X@pAp2`GLU8IOwRo8Kuun97&V{=}Z=H$wEGEwi-)FqGs#Hr6%1w<^I=pfuA$l9n> z<(Fd&h$1mevJ5ZF4FvDS*#I;ub!w>29zxdB2QbpESriW+MM4|TqAsbo#EFH>ozqpp z8bVRYWrNdWEY)$V?5f8G4_NRtM*GpQc9a;`w_KW!5~u*SIn9Xl}C=JG;|-n50 zpp+kQbpQE7R@3~b7TxT(j1T1%GR89l#?$55PnIydPM@C}_?+%bGtU{NY*I+ST6C{e zLo9JQ^bi;ob7@eHk;R1!>Q|(9yvHq0N7F2W`Wl8p{Hs5&XBi;FR>l+>8Y6Ng=HZLC zb=}?FLB{F&7YBEaEdN8E_1Q;nn0JJqXdZs#X-la_c`be9mG97k-XwhjrfoFdr#3D zeTv9fEUo)81+dOS07=ipyq!shdgJJa{v4C|6~c;q4OI!KvixC_r$~*oHaDuZdsIAE zCTqWqp(daEf0Eqg00HORaGE&EPVqpL|AYkcmQ>z;Xn7@uUU0ez!E!mwug9a?Crmkt zVZ%IQ#y^+Ob>Dvf00R4&UW@oC;|BT=p@(c}A-Q?m%E}~30hjzT)tJATQOl8>sLlf-#cl&)V{Jr7{+;#s`CThBxg~(yaG$ zYi#cdRLH%r00R5SNp!+261-9xKZK}f(U(zcl=eJ_r(KR*vm)}lThBy+@*0Ne@v1rT zrP2ZFdW*`_WCzho+H`|;bK`y6_W(DGap%lrzPSqkevRKhjCv%T(x>IyZDFyQdrjJb zWAoJo-v0hnVJp{XApRa^J-4og-i)pWCP@F=09BcPUX&m(VCM=^v44KbKQ|Jmz*X9{ z`kUM$C*3dJV2WMc{|xIXMI9Q6>N{0805%lkq?9Mqvhy{)r3O)CZ!u3oZE++5*m|*@ zTBk087j|6%U1$gP#noK^dNi{%qtN<3KCXaK$bXkgw?`)J@G$;Lt8wL$r(yi9bw!f1 z-TBY5d1@{C*d<+Kx!H1$LakWKYqQI1#@RtT?yaS+j4R7uUaI$3pIxZ6mC%-3{35P9 zUj~oKUGy6C+f!!8p|f-s?bu0=Tn*<;kPlOGAw}j=no5-iARW?>VYs*B)Ye9|0-+pE z16_NZPOS%1|5<3Itc}E$o8lN?6#>OwK1m!O?XI0{1poQZ#pv}M4a=&AtPL_{e6~pPD|iK4i+ANKmt2Q7 zm6!+)J_0d5IbQJG{c3pb_=jDHl8{DP4ht7@V+zzi&lFMLmGa7l7TR}uur+Wz@igsL z%d4D>krNbozjGfFV)^@MWp{7ljanR=a%loce@+QXJ^kSkEn+Y0I}lrXHCtDIO*J<^ z?@u%+e5QUSFcReiswhz2`A}Z=ln;~&XS*jIy#b31~2np+Yc0j9T?y z{8_;^jRKiCz)DZS86UhO*w(@LY0c=d+fOQAu`<%nB8_f$NIM%I2Twz@@SmLm~RLT9aN@ z+$r#E=Ch*@R!X>qwAXO2;gao=QmJE@wX&y5N>NS;c@d0y}e(HO_W?_@GWztN6xY3N-^RcV2CI*0Q3)ldfcz0Ju?+iyINEp%GV}{6#tMR@eytD|$t73{ZT(4wy zu9?~uM&)2|O=j^IoAR`NEO2Q4xw3UqkGP;slEiWPC4+|eRoBhyFQ%tA$HK~->h)ae zSzADfL#-tp&4ia_cLXcB?Y_7Z%l>!g&6xsIP1GlMfX*`+)+~aYHZa&q)`d|fRH^dN z>gQ6E(P?0y>Ba~jS8BXy&YS~YvfnHRV+kn@Y8DwtSlSkkXa|Qr zv$_8;KA+|gxmZZQYrQ-hQhZHKrJvC+MkHmtRf?Q#&mjwzy>1@4M}5knl(E-kNpkWg z--Yo>*%XGLV|UEdLS0*>m_#bm2X4pp0hvG?f!*nWW4G9LN2f!(HCJ6s5ug36B{0$dlI-#*vZ_EN1Sk>sbZ;XGu4mmz24nBw0oRwZSBJ9^H_S3D}Q zzOaQ{bKx78j8Q!spubuLO@KmMluxIwV2KO|ktI1k;%d>Cm zp%5CL;DCG$c3WNgyR;IXi}zVFyvHtv^Vk2-CUTz5%h~cMB=4coY*p->pa4MX32SXdlXQ>Wuw8}Q=Zd$8XYJ)H z3MIq^A`XNbm?p$G-FAKGsFCa zGB1kiv3DLdAYm$~%*|3-l3bKTmhG)K`r=O~CiR9PmPQ;p7Ku#sDvmtCbP8>s9dUT< zHh5#rV}y0_(fLlVYTlHKePrZ6J$3GlY#SjJLx~}b*#gK0;yz&+^&bNY8-wKy-qSwf zW1`wC(tasfF!~1RYzFLkU?KIbvT~IWj}Q<2c(#R;YPZ6V)g|f39h1KI7K#lEz{r0X zw3{>8dP51O9t`g@79Zy>khcN4)1SmY8#(Xh+tfQGySLVOQVsfOSO?3b(jUS%EC&SF z-`6Gm!$_;Rnl&CS7$P))>K8BuNv)TnUy_E5JNzTmVQ~~y2U{acVmay|PoI>C^jEV~8~WnlX#f?o_C!ozCewd3 zsxi(dWo`$F&uNMin4Xh;#-gF6YiIpEBdye)u|{?_5G(Z4xA=JF_mAixk;+%1Gb0I` zBjd?*ej)m(U`pxCe3wVG)FvwjQlT2IcmPpR*&(KycnSHCYCOOJ-_`gQ5Q?bB9djte z_-x-jH+kQi8GwH&Z1C3ru3{V{YrznN^c~+_NP)5WuG?7ONNo*uMOPGZ0}nM=7sY=z z>Y`~{+nGa)nyu{(XFNFFBP$ABi@5=K35N@9wyK1nHkkB&`tF>sEl2c%NOu~Uua$o6 zEi5KxBrnLEQF?cPPbM{)#7O;Q>){5iT#|l~@G1W%wif@vS?xEZvFvD8%Z)^*Ks4v}oMAg#Np*y?dJfAh>N z7tPfutR>-3dv3(JG2}~{)DOYp;%&*cj10EQuXDy`+U3m>-Fu|&om*3?w9N69l8Q?*3I=za;&?7dA1(Qwl63;KsKx-d@_7GRSJ zq%`GmW{J&X?P>L5!p=3#d&1_i_WZa*KD*O@6Q%Q+SC!T3>M;$P@R{7Cdp z(qdI5pdk`%1z1R){*Y%y!>g-@7-|R5i3XxmJEYl5@}h<>Am@cdNNo^}>B{_-+hl9@ zxjYJMR*p7?0sSesJakrrL>mqAQjjSOCX0yHUjvvPNeybjt6U?eA*3(!-^@KrJsx%zP&iM2Mc<=fjZ#PU#wSzWfSWTAKQ}tSepBRwzk!%k1i>tTf3n1k> z?0po^pN})jx>EYjFR}Kgg}q#9>iuY#Q?4)w(Z~n)(D~h=Vi#BSe0G)^Cx6tA>M*2; zbF%_LRZ!Nc1p0i{( z*oAz|LyPDMo8C`>&`;PBkQDJv^aYd3r_wq>ib`b6Bc{6lnmIj}SiQb2Uq zOf3!M2Ux-sT57!#AFFh?VF*8bAkHRi1T_^wsrQ<>Qr#xRimRq?SAp%IKpKwW4TLL+kK{j z7*|EQbx&M>+RmmrnSjDb?LB7%yoOp}a5*-=1e@$t`!g4tzJC~i0B+5{mKTec$2vdO z&Y4AqKpF&BPx%sdOyyE#nO8jF_7@e5bjzwuF6als3=7rUa;ja3KAuIdjx_O$ZP28N z>%)qd_L&l{zv~yqpdt<((OproY#a}y$0){mp+lr*>~s`3<*TN^>~sT?b%er7muO78 zOG(#}=lMSjTNLI~a4Xe_0-l8*+%jJrI;C6mGUvln+c)Yj?>&o#FkZYyzinrK+a;tV z#OFL!1@TUiW=yr&iFQ=4;dbOvZD89r^G|)QE55gB=}TYKOiL7K-7$oq^?=ippjj5juYo~KtZ!?Gv-*03g-7T zRQ=6w-?Yvs{eKurfW7U<`_;F965y|Oj(U2JwiiNQq8j|0o#!h6-4}jMrW5zx8|Rf* z=hrtyZMP(_t0I`&eGK5MW-w95wZ32I08}#c-=g&G)3g@gPXDTw|BK3BzLdXoHi-g> z#gp!Xjiyr@P%XwY`%U%ax)tble}&v5+Nu56k;`G-3}&B+88wNyoQ0jCetsiCFTIM& z6Q!Jt)capDS3CJtZu^3ug)ETFd{?n{iIs308}zyY_dPh1&$RO#Z2clyV8*jiGW!kK z2SH620~o4ELe**(j&_#qjn#{nR1j~+n~aUcm1ZmbH;&LxIzE4nJx6i@f2 z564-iAgD6AyLAXHd5|Azl9JKQL#xhybhacgMktgUG&%*SKvXCo@19;8@1)kx1MYLZ zPU+XUg4w?+W$8204oL>+m9$k1FZagMIbA=&VCo{Tvcrd8)K*tTt9ars8{k_MRW!|< z(*tq*Uk>vv$eo1rE-pJqE5?r0mQxCEqHkBsjn5%p$^2D`Uw~-)Ctj~X8wt@wm_=%~ zR;sB3y`IE;b2O)R?cJLK_hyxMh0hH@+={Md^z}rv)yRg~F4LDISy9%bF5Z~EFKRc59- zKGROJ{WgjRLVXD)?c@+Woq>@sh2s(CqqRFXi)do^TFuDCO6y{Fp{*DZZluZ7e4wJA z-kisgg5jtAzc_DdiVJ>BFshB;jLQ@G_{46i>*~KKbwF%}rxMt7FKq2+8ae zu@P8wiXncr_c2-%4Q72WW+varz7lDqpnP4R^F35{#X_v_J6_J3*w|y@6>U(0hDC=2 zuIh5Q4o4Py8q_4bic|&T{C5BFL@e+JeUtm)IcJiNc7@;mSeMt-xa)3$SmFCG2LCWh zhl`nXi=#;yBkzxhx~}%JG)DE*IHyXTD!9}?js3+rdW~HVvYh)J8ZOoE>+7N7*-&j~ zU%P1qlfv8cnm&zcuA=ZuaFyUsy8|r2@G#cOhI>1_zXl3)-)BOx z-`xhPBGkZMD5NS*cj*{7^g1}Y?Z|N5ZYxm}2)4Zx<0eY1|8A>7Kf#v3m>b>u!Un|< zXy7JHXNWicDB&bDt^Zisx~d;0d;J78lR%ryh6ZO?n`Sgenez!Cg2#SiFmsvoTng9y z^(7HvR|UMgP`)H}zJkS9qPAsQ(I38yV+z-|-lUQ1jJT~TciUB?8ofe-=e_F-hQzzX zzfV4!m2%3deH_%gT`~JPPru&MM__4zVKDI+U^tP?o9zy;BMF1_0uHkom##0EwO=lu$0HE&ImlkjV$;X0q50GDWeF#4xm!8x$bQScl;>vf2`Cx^L`t5 zT11@+lNOLy_vk~e%#71EW$#75sD|i0ujon=RE{Dy8fzyzS-x$%I+WHb-(TWgn`_z< zGPx%K99X{( zE6svd>q--OlC83uALL!kt}Yc+BIsCt$GxcU5Ah^ zFAjMQ4`lUKkbkT6%v>Q2QA?@BD3}F@Mp-2B6D!zhmZ?!E%f(T}%(Ld6PuBayh@7^^BVp3=YMG7vL;+iZRMpj*;nO^@`ZXFXT9#O5>#Z?H`T(K zlyge^>0(q@)D=--a0IM-I z8q@}`o1E-)DPOQsA>0uo`jVHkl~1>JalN+*j9dF)-K1NXEQ>w2*R-uQF3H*AaG{Hw z+x^O%TT@wDmTV=Fy{D>*tgtm&$f1{0Skw9D%$5)yBFRME9*AgHPqK4er=lec+lp?6 z!zHxtyM9&$m+$^66k7lB_rv}G(Rnz;ORF&qPQvLJP^VdjGNAXet9e`MmHSnao!pDQ zJYI3`LP&)H@&g;9IJOCWXX<3i#PC39aY?Ys$xqps06HMJ5Z1;6e5GUj%4oX#V6JVV zm`2KOy?^?szipzocyiFk-xtyYn&3wea)woRV?U z=WqNC>bz}oOH+z0@l7nkD!QttMxJsSHjN^eN@=`+f%tQ7Nj~*=%#+M19ALB7r#@fc z`E|P(t?iduy%9hIKmdO+ULbk-P~)RBjpM@B#@Np!F)M3hU zL~M_12h#6jdy`}MuwgFRjE#?;tv%h&!j{>Ms^{Kp2T zPs`Ui{hf4xYjB98#7PXU5dD9)57cq`PwMyQ)*DKU56kxYj*yZLIP~W%armGGjY6}5 zAXQ)#aMrm7-%<4X``XCk3_r`&pzlkLkCrAk0;@-zfYyVA5=*?EajbYei2Fz6!>)i0I2->SYZ>!92&X*09W`r zW5?$yBg-}`?Iw~S%3-W(W|C%*S>H`tP62L6AdCGiem$v@(Vhcv=ANrsFB%Texc$8$ zy12N4Q50)d>JH#ZDsm1(8}&%PM$IFNf=S&^W3lpSS{+k+SeMa2_EQ^As`>}^x=tV-Tc4ex}QKG zC02GJ^}W&ALJ@6C#s2`?{{UZV)+lvV{Jnq6(us@dCNW>|^(Lm45XI32^r=wAwJpuP z8o%Csypcwq0RI42=hIQSVMgQYkLT1!sz{Z}M4pm0X>U&^!`7hx0FSz|kU0MUsP(@E z*m3^=SMBL7RFFIQUHBKwXt9>aw{#{nr%FXkMs;HZ7 zLlr$_`9B>D#;#cFBk@v7l9nO3{Z?dG7AN=(JXh+O@ZKhJ}^NM7dLZewA9~Wr^8>f zjW~1&g|3aRyLihZdc;@EkMobqrT5rXK{X(u#Z%2#&{RD~+{X;Dnd(BPj%lEKuj*qN zQ*|Q8k9D3)3Hzj$pnfIE{{W42t{JbRwl;A_L2P*sGI)Qe9+lWFzlfp{L7t_YR>upi zM}}pYWT}(J&G%6Pq=Ff|cKrVUtbLcjQub1tbE^gNJ*WJm$olkSExpx^s=PZSQX& zo5YP+vi|_K90{t?Ye-udmWehmurP(0&nBAG7)Y0LApH zZQ9=2*hZ8O$R&om4Ks6Ti#|)qKf19T~Ou4D4BV3L`zE^2gqp7BJR}yQycc^75 zK_`M6^?zINmiG8c)QjQ%53*jQhmb%iIL{{T`p@WvQmFDdFS}`jtyr4O^>sC?B}6I)hLEraUZeS93Ai5KSj2FVDW~*RD8Fa= ztI~pGDpr(a{{Sya8hP6!#pq~Vs!#;;(;~}O-bDfI_v7*}YY%>Cg2$?PD4val>C}`k z@MK*q-hX9JT&iJ~nw&)Rvig`bGeGS6kM%UNCQC(Wq5AZu(#uYZ_l@5o(NCrg5N%x z3v(oNdKB^+2l#&8leD`f>9rZANFh(vt)xRM-sOQqr|2(!e;nW4&B>G+>R^1lzt5lb zW2PsyoH#KsE`0E5`F)*DrQ6vGq=iJ%lv!Phnd)jHf--nsc@96Xwplzf3KiA+ zJ$$M^zMmUne9P#RnXt)e-HY-dM@3^fX434otVN@*3wH+GE^cLSyjA@ z6h$!98NC3wVy6E9*%v3-jk8ZHsaU-RP?>7=-dNJ^Aor;R(Q_WuBz{GDrc z*nMl;8yB>4_>5&HW~UD`qtj$4YHDg?sDfv6PYjfDfU3%kq{uE0^*+b1`=D*{%7_gs z+n_F*oaVm1zssod?#A}jg|^ugVOpg?G^cSir9C}s#N_mBdb4V8oJ|!JAKeL{sFc1& zrxjHH0Bt;rSqW)fBC7F)Hw@gKPxSUp<9P8ran49I8p{z(*M}VN>0?^VBMTC>N5f77 zCb|6lx|_bXep@e>#K*X@b(s7eVWg&-j~??tlyU`0R=z1q0j<%BXq9byamOM)UgkMA z3wJwwF{>!Sl@zh9agW>Neti?}8+6-_h^Co=k5)ACCYAk^txrcY1-o_!S?y{JM#iOx zy%dZjpZJs_rfH`Ot(lvKdunE4Zp61f<9+5m*P6FC+;=%2=0de8@(aKUPPm!a9Sv+s2#FHDyt;k|exc74Lrm?FstiaTv#+;F#O5^sAE{*Itp5n*+ zZtW5XSW`@7c$MK&q@O(0js$TO9R{Bu`~LuE=PKc#pv+NJ)qUiZ(o#_1jL~EM)}A>i zPu)#q5;I%@P|Tr0up|qv*>1OM%LcTRcs^Ap;}s{%CV&Bs7~#_U-STUTf2+5#k>I6E zG~rnJVMnPahELhhN4C3e7&mn`Q!PmQGCzo013`MN;v-CmqG~n+i05JU#n28DL}%D`B(Pz)&Bqv zE!9P`DjK!MI%p#`Z8U95Y4ng{l6F|6Dy^gyZ`Z)p??YhSWSGQ~MhNm|`B&DwIQ#@Lh*;_Q1_Mofat(S6sDGG@7~GU} z7%H4iKZZs7s8(p>#pCBA?i@=|DwiRn(!g8rFMq?wYfGi9QOf@SXrj|Tf9LbYI(}{X z2&}%MW=Oc{re<+pB;YBE*MQ?sIaU7v%(pd31ob*F8R~i9s`JZ1T{N{(PaLTqn9)>1 zt^sRsk{8qJ0mYBDV%hDkU+G*np&M~Y^R01{(g=ByRF}flGz=-EOArV_t$Wa# ze##SqM@R_2nZ-qa+bh$-Ep=>e^{J+8OF;IH7@~P8<7$P~sK~BS?94=$AEoH_fv>@p zfCJ~ljw@Y1oj%O;Z+>RCQ!1l0YfTQJWm8&`XvBSlRB)*IfL)*b!1v2#mZxmss0b(Ya|p>QlM4QQ&}&LX?$%NDI19aCcs^Y_9C*`?P9enaVmw*oa!egx^c&aN0ofK zNwse__o&uaE+UyYB?zgZK4mCJ5y`nrHYZ08Bs+anAc5C*;I+ttmP;*Go)?mHX(21W*<+(R`wT2<|!dqxX_jr^Zpv2KTaJyyZ+g^_;y$lW~7?&9-0j> zE1m#(^b+N}uXJJSvAdHuQ&lWts)?bC6=P5(hBOOLRK7MhQr};re@<=F?`VFE+g5ho!K-F)SMSQ-`QRl*)6`lFr+qbdzrFC!FWNImK@?oVE zn1`sCs~Wf?o$JljM2V_WBsT+1j{uP_+oi3Z&@V3JSMdR-ia&=??en1^9s>j#@ahl| z$8pSmMP__9V#8hzLNVczFcY4kz^*@td8G)`sVaV^kXO1g#6DRGw3>HK1k7E zv#*S+&#MU`H1i0mnkJ@liz>*q1yN81Vx~vp>-%=++10+;cFpxG5}3S?uMmECKkRe@ z+;^J`NrkE-c*2D0O@6#U`3lqLn)EyDFOc19QHGMAFPw%-)}%-zp1!uCvZg8LluSUY zt-a(1%WXxpTTkcNrHnVLK>{5)_4)Cy`yD@ZcWHbTU{x`aaEORMV({R9pIxn8K1#lt zuL+xczB;0+sp;aRnPCcQBr-!xC5TyFNMON;Vn_IU5=9C+R^fZU)${v02wX_9OC$)Z z0^=?i*Yx@EYOQF!LRu=jkw$<>+cjg7Q6 z77Z}eFjCf5Ot1^fQ6!a$Uw4NBa$Je1l2~9mH@?*s$6$*9CY33$D-oK{fIM-5-< zuSP#o=%Ob08;@=={#x+pQNm9eLa!sa3!za#4n2CcEUdp>B-`6EJ2;`IO}HS`^#1@` z3{@zR%DzQsu{Zw!V|C;FIlsEb#cD^FUP3{~Oi}IpWplJ|1X*gUJJnR#TC# zllk|yyYb)%<5}|`;Ood^0fRv-1kpWkjuZL<3Ag8uZ$yp~ETsT&5_&2?iD5ZMQi508o)=8v-NF`PZW=QALpva41sHp`={CjA$fa9l8R-(K* zV+mIY8r11x%4D(ekf;gO{yh6wvM<7VVA8#~`E;S9qPSOOXo%&5e`qzwC-n-;U~d zl|U`0KkEIxFwm*~*+aLko|vCw$RUcRf@)c0kjT$ZDzx<~n*3nD+=HR4w+gowKjH0a zZee8bWOrRW4-uUFk4!e*7zDg(RPfS3AMu=i+~cBc^1tHqcb>$^?Ey7iEOJ)T)E7z?7Z^vZn^M$CvneOS$Z3_irF7 zp-OyJQIqO~ALqx9uTNbW*SmYEHqJW(iJ?kpG1SphRY&6TPa`}_Ow!F%)^O~gmyleC zENpM=HMv9L+!>ZeTGX#~YwM4M=j_Kyw%IGbPw9D=f;DKyHUd0I6Wf5^K6Z^i!r9?5TQreYrPnNO`h)W7BE!|R=ri=^rDPVPRq z{hyyoY;Jy{roM2kPN@)8h2@c?B%*;Kzx80>+P9=1uRhq2FVcjs+oz8o^;hTB?NMF) zLK`{H0b2AX(?U)e7%>H`4*KED^2pIea;CDucJ zUk~TdU6#w&;;Wvfp#^H+Lr%+43z2V2M-Fd9?O3c)_)8fdJzqNXm;7E( ze0Np;iO=)({{UCdrmT+RtC^z}Vx^%0zTm|pm@MtB1)YAniRRzpe?HUk9j*&`Q~Cb@ zE}4!p8}twX{VqO#Z%kENgU1)#ER?GgAp3Tez$&r++_6ckfNlvN(0*_3(ZyDy)VG~K zmrEY&z+4g!^8WxL~>}taHg0mo*XuHxF%kN90=9_vxg9 z5*pxFSD5mr`Tqc)OJZXpEGvZ1ua!@i&!H<6@>D2UNr{~5S!@{&lq|YJn+E>?0)OJ3 z(@8qgqcrL97y_fGN{VVKienUkC1Cm=QlMrx(#+@9Kim7FO;f}DU+VPhPJ_>&r!mv` zN~OrlNiIRFB`GP6t-kU(7{*8J%~PvL3RrP-b8pABhj@`BQhpKqIH%=~o|@hpn`Md8 zFb#MOKeR1A-!JFYO?4A{A;K<4rR{^wTItNdRD6dX0tG zk_DS??+wMuw7@e8(@>|8^QWize=zm$Ehw~cXjNIf!O=ll=T&j!eqV1?3%cXU;PUxM z^VOA=nJiSVPVJD6qB@Bx{W{)B*Xp()YX1OSem#n=u2HW5jx`k@=tTN|hy0xc5VfE9 zlN8gDkAsP?ryu80>(ewFo=i?YC{?kGKiNk}Bv_D9Qmx1?{c9!h^t_MRU<>3MXjk8xDeR7DLHTv+)bNKqx5 zBp|4fWsDi<>E>-exZ#T5`X8^;*=60#M#?>D;>1bvHLXr@^RJ&w8BO5vC22T(C_8wb zKELdBP+jw%l0MDOWL~bCqOE6+Sd7(@&W$2it3rqb-XI2dn)*~9B6xZ6Jzpkz3?4p%7fJUNxa!DZn_MPFmUv1+vC6eF$aHxXn!?=N zanHEUOPk1{@EL-dXHOC5o{S>;d1RVT0LrI^p+I=#05~5%Ds-#awUl}4TFiUZwnHG1 z7LKZ_I+$y#z;q@Uq|7LI!U9w2sDLaiMfGs9ygn`4HlHOrYxZ{V{{Rp8IwY{Tw=x8> zjwB1kVj81L)`aN6uOC2bn%0mz7jVAWM}zoPY!vjcg_~S)WeSSQh|0|z(>kh%*y-Z@ z9ytTrXkoLujF}}>arh3eUznijWvRUvqBvAf;(jDy7#dXIg$1gAZ9%RNSayyx6`GJw zSBIj>WEiToMHrE4%L&)_D(9Ff{We<=1(b4c?$(ShBo?}42&B+_KDqlV(Vx}c#XCBM zwoffg9R@f7o+s_e`E+6Arh^X^D1y5O3`?kJshP!OrOLcwDdi+EK+Uh(L+q!7iBd+woT?&-wkmEDLdO7`#ZeDb9k5s~vC% z72<#5^T9%BA;r+u(^RN{FcohaL0M4@Fhb2R`>B|KU9Wv4{cd^Wgx7E&lr&^2=M^pM z<<-HxxnVWB7j6|Sh{m|>;&Do2%hQ2$i*946>LjA9qqSaCqJ*ufYQr)lan?xb21%|+ z@-^(`f&78(yLXC0?6NV_PxP7d$LI5}S~BhiB${MhG1T_2hT^2HDuWyc%AUPprP&c< zqO7Q%4+Sk^(nT82PGU$UM$nQ|9Bs971&|Fx{kit9>Sj=*vX5RIG4}NAw|3VOBv#1U z%rmAQaCb~f3^XUxnJ<0Jz+DOK)#q1r3lvTM5-{Ws@G?U3X%ICOo0;DgYW*jT!`#MQ?NZ>5eYp3F`bJn;C zgN_86V05>}Rbn$#V;&Y-db+byA;?TcT+&L6XC>xKvqo+dIRI%k1dIDp_ZIOVs7EJP zkoZTJ`o4W2wY1!3l+AP#!i$3ZCWrbafE-s9IL|>QQ(%h00jbB{o`f{5Br=?2&-_ZQ zA(W*oDWTdQNC(Ibn4S+MJkuCcSpkE7AwU7I?C4i#d$&zFhBb5Pb>H)v%C)=<^Bwyn3#8g)@6RZzDAIqf4e_2iZkSL7hP$er`fvkB7w9S9B(f+Tu zt!>-0!*=jpA%qeAoGqXZ(rMZ9KkW2gyKCUTOYiI+ZzM3ZxXS8~Z3HpHji;!ojnNXS zp{dj?fX5m}+Lq6KUt2e~thu9j*zSYI#oNpA4Af)x`FZE%(#dXitLROQ)CnSxL6L`u z$_;D%rE^kG%h#$D`49ZQx4tteCP!vrTso)RRmQF(f=C)vSZWMxz>h?NNth@W{9R4v z{#o}@)(C~R>}WAhmNP@?S^z8l5!8RXa#PvJW!ad?YAd8JTBlV<&$_tIeEh|1Zyl$) zc3+zvlgAuwO(fDskXYrCXQ!!+)*~O0ze)YW`dIKtCga?{v+lcI@h6K6o*+LBKouE0 z2Oo#b4iy+Z0C#IG=FTNcsO4431cOYT74qTs~ z71#G7Sxx+k04PHOEnt1W%(fP{TSMEr23isqR)9`;k%}KY9zAQ88c}@FtYQ5_FhD6$ zmOrwG{5>D-zq{vn2? z$TYIV(MlJ2Qs!iZ+0;uMGNdIzZ>iw%$o(V`-QO+TZWE8Gl@Fot3RZ*tHAO$deJRnd z+YPfqY@m?DM*y*yl-8!DNj3go%uwR>_s%`VO*JxA)@HFt`eKGU$|SF%tdboSRmM_( za7a#{(k*5q>tajpw##&gsugN+&#ph!Q=Xe!E!`wH3Krlmk~fCpwE*h#r|tO;jXufw z*@~*D8Enk$0$0?@Ep|ZCQkXon@BvF4D*zL%^ZDF}~g;jaJ6`FtbD`k+hAd1Kde3*-ao)g!y@njz3%co7wxailZvoOk96!BvF9T zO0P82>5XbsQ<8!1$6mWwf^WdNblYv^q+TWdwNG47`u@*9%RMi(yE~P_?b~YWk%25r zEd>E;cTuT9iVlaIE<&Rz7|2!EWO8$42-P&T29{}%g-S+PfI@YtQgsjM$2TlTabkzU zN2-n(r$%nGY4G8WD3(9r{Xv?Oobb={^rum>Rj}dRDvUEwbhYnA$`EZ^4S z`V=gdk<15+`&Pf|&3w90(_Bn-G<9KGelPHUpXK&rin>}kMO0ZB@+k318{{%CRao*f zgk@OPXS)p}POIDoW6k}&JkLCWB8sQTX#?%@=)MMZ{V7z&2jEI5^W#hdT>ZT?SJ%ZX z2`sskclfzJJ5({-M&T<7Q(s z#tV)EwT^L}Il#{j9buM_4V{u&S!-(Mni_p`Rb|-{rXW%=sU#rXtfnx8{{T;=hqoiU z4GN6_Y4Rh~(~tA%me*|-bfA;r5jG7gU-ExGJv6S*$5qcNRl`z|NFoCx;A!cSJY{gl;8{BX%5sVqyNoeq8!^RliQO{{TzV>9|Uk#0JnmrfPAVc?0w5 z1z$lPD9uX>*3miw(~NYj6w<=siFAl-TZDJ~e^LG;U%MfnJ;E_)BjqXJlOa`40Es23q?)2?XzY;z3cAds$b*0lnRy^s*&*BB zF6NoB@Q&Udlo|g3RytI>we7@Y8w?;;{F2^DVq66IMj|6pcV7SKwd*TUA5_Q8F{OquBoPuBN&$=L5KGO z_9?d2(37IDTkOh*ze4u z>QIP9MMt5;i$F4bs(##b)wq9{*J48jVUi4_H1%siBTrM3t(KMLdsA9S;wp0|B9tgdpbpE0Ic?`d6iC&V0vlK_kHd@}i3VUA~}KIIls5L-~Ss zm2|cA7`)O@H8k+lO(eBT8b>6K3u~mYFq8`*&<)5Sl1H<3_TtVsBbIb#4XS`@HTw-f zAk=2K>XL8U%Ti{Qrt+eIDdmHo&YtEFJUHLU$t3gK@!d4 zC)5N?>K9Fx!q*3b@yPMRY#_G^@E;)_X_7}CIK0E!tQU-T{n z@jCq}l6`peEJ5=1^ZAJ?=g45`Xk>;a$G0 zn~n^9OqC)jEs&C;o;b=0M9|gfc?TXuGbhr-61E{*?ACM2WO&@W#qjir`kOr|r*i74*+Y?)SL-V+uy!l!1Jzarl2a>hj~&MSP0+ zaZ$ac80MuJcJ)ev9}(`?{^vCaSq%y#~C$M(4#-mQR|)@ zes$<`wsOAP2#QI+LvNNQLRoWpV$K+4Jy@$1SJB$}dW?Vh;IqjFJV^?? z%cQG?MgUw6IA3jV9LsHIZS=|EHjnf=0tE@lKEGy7YntTKXyn*;*nX}y7FPKS7>rep ze9md8R<)q1`So^vH~gtEdwVktR&y>NJwiBUBrCE?v?EW_FR9dcPq^rwgl-5)-1r-(Ts=f4!K>d@_+%m~UEf9-o&_rrT=*8(7fA7C;Iy zLzADG_31wk^7z>FyP_<Qys+=4!y)WLbKA|i3C z)rmZ7!l$jrYi()_R_cr!j-V|kldWJ%82m>DgZs3Xr_C zsOX`U*GmfqGDs8r2le`Uehs!{%_&dydh~|pagtgAiggL7>7Mfn#tR&hF>(9Q>l~Yf z0Y!mdM;~9$z1%dA<4+&R{{X9x?CCsVEwdG?6&N= z^XjG7r?@h-F|x)rs`(UoIRvMuFw%aF%Krdg?Rv+$m|O~;w@`X@gC~lortsIyxmlIn zpsJEB4W;bSmst(V5N!O9r}XyJmf~C@vM-qb09873$7PYFQmVd+N%Hw){5d@^WcMB3 z804kLBNSLtWuBq0Gf1+Xen2jzOD2$b_Nw1*1N#PMKg0WaWp1J<(n<=i%n$NssM&qP z3=&CAAcO7`?fi@xT6;;Qzs?&Q5PqcaIQn~bJ1T|Nx_IZ;{ws$Ly$6^pX3<2gG3)-X^7ZLABQJHx zW^W_-NBdv(XFX<{bk4F(HFR-gDQzG5MDrP+(`D7Ex#Z~<4gRqFd#JP$ts`#@hv4D< zuU;J}hV~e=#|jb0fd2p|PPKW8Y=jRyF6^E-w6qmoN4Ah8j#^c?1T~PG{;U50kG2F1 zSi;pTK2-jGc+W}vc_1qNqmRVBBPz1>6jcU6Qt?aS5t^u^DO~uKwC#Zge9-4(pdSd}p;5=klG zg(Rp1>c9Hl{MJy2{CN#4TyV{4{P^{F_ZOJ`I>)FFH5@6NeY`psup5Q4DCTO)Q$LLd z+*C>xfkn^|{lWhLd;b7cZ^y9x>}s+CLsQXsf5v)PE~F6tiqrD>^xH1skztUttDOi| zrlr_NBeUyGLXZ*9seYeT=lm9ZGMRx;Y5Xh4hxEGg%;hO5r{(^y^>FGu`59-aiPy6>i+;+--eoW-jKaa3nNIbRx({x!@I~6OhgGI8m@Ja2-W^R z)y8AfOwfMZ^{*TtpySis6xlYfkS$cmDRh*ml8H!_f56S-k z8+&~%u62!H3UFOR&&wIlNT!+#h_uRwM_P^l05yMyn4j-u9`dKc!y43NsiUs0R9V!m zbv#}cR2oWJO(6(o)J}#rCgc5=blfdsYkP9w0Z78V5FC;i5OL@7t_^9_bA7d2#eW~r z(Gf1nNihpFs{Ba0tPQw4+Ycc$4EBRjcHM*kK(7UIy-v?X)9(SF+Wn`+7D@zVL+^6cI~r9cSE zMdUxI0r)z7m`e*sRwJa*tVHnY6Jx4cD?t;@D$L-Oc#$0y!WBs*`u=qD{=?co8Ib8G z9WPsWh^Jl7m9eNv(V#NMs^GSw-mq3rRn6P!{{R~H{AnEXYD25|PvxKUbf4*7IIB!A zm-@eNQY67u%Sf}Dcw&)ZXQilS9P7M~a&M`J=^T%*KG>Dv6ZmZPBjO&OgZ*EZRYq{1 z>Ab(y`+A2HD3lkGQbpD@N-S4N5@~iE>eX@h{{U_7kfk%z%^I#xTu7&ljItzB7I|#S z!}Lk|nkWANX}yY{Zp%=#_5T1TPDL_SFYuQfTWW1&-&Bm+t4Mrx`H?;9-j>rFyWb`6mL&5tZW)WY6A$(tjt4yTYYU~C3G$pPVj$- z>i+;|_H=?&j^!G545WVsGhgBV09UWCMAv)Zt9JZyP#Vg_r?KerOm`7diX ztLP6W+W}z*%zn<9Xzm-2QkEQZBBE(cXHSt4^o=j5NUI>yx3~M>y?Bx^&+X~K41m}C z-FGxJMelM;I}+DRrm{UC{zo370rsIIcIo9=0HV{UcyZLF1(gy+n(d|AmH>@^@+;rn z7%(~O$u6Os^z$A!9*~V}G=>P$C}{jdyL!YR7I55tKR)WE$)bAzdw+pCz20c%4p9PzCe?HR`k9+XS4 z-6W#k-6NO9ufWUz(^^#uerL;xuUzmQsg$Q|t#(G5XiE+8k^quZy;Uv3#UeRFa~X5#4f?sT0>|1d#^OOSidnx^@-(T&JpTYM z^>OLzeYV*lg4V(nE;R$Mfyp%=F`D!p<~L*J=`sn8&r?>&B7qY&sT?yUPn*dZ*DGoy zHU-TQilLj$Tcg( ze$e}KQ)HmW%l`foBtq#|BjT4UQ!Ii-b1OJohz<$zCpQ#;BpxTvn^x9~vCZ2&> zPr9qgUWO4<|`hKo1ewIxnWh3y=1L|WnIjLscmr@4X%kxbN+>oj<0|#>-$0Z^p%!;^)_yfhJwD9mX?$5 zA`edziqQ2EEl-p0)pal_Qmws z2S}&c>BHsH&YD%4Jr5JZb|InE>=?@Wq9vB$Y%hOLKc0P;S_XPC7;h??SIC-i>21Y= zqXs6m;C{+hqx>1^mZEx=nn?U}SrnBKR5W@T{#h)5Fw*3)KkNHdBvKMb5M$rPYtXxK{{x2B^({@&}{ZIQJZRlcgoQ@nlf7s~5Z`&== zcz((g=f=Ovr2hbusE?YVK*^+}+NW4zQ7afV2A7I>`2L?;+V`+N={=iCz+~2xKA$d` zy-Qfhr7=%Rd3^r>!A_Eye5>OFM+}cDNlhk+fFHLZWNAcYP4yDM{TH9f_O`+ZOSK4U zQ|Igct|y{9yUCr3kwOpoytsd=y#=+oiuS3Ba1d*eVpy6aVDmgnDAiFV%0H>S1;1GX z>A^I6IGZE+6OTVWAL{#hQDZEw7#${?~y8|T! zRak>nbspu!O_z-$b*51%uM$r2l1e47a4ZNu*s-@ZbA*!E$l0gqNU2&A#b`KG)637x zr)~F0Zp10L+FPV4ud+zajMUAAgjqhN_{5 zm0DS9DknO9am%L4bcS01I3CX}wq5@Ka=K}vwq!w?0>MTPlGV76Jo=N-WW49guO-B= z%i%{AD;#n6dEtLBPDN>2=RFs$&FwzAizQW;Im){H!&cJBsU0@qs;_5?G2*C-D&VPg zr&!F5uhxT`=>ypBV&x6(;afX+!of!bp9NBcoK_JODom6zHBp{fOmb*zG+`L(BH;f3i1$n1 zZ+DHd>Ra1;fT@65q^1Q1MSRH~dB;UJob|F^?`v~3KiPr^p_A~CeSeqvIv6m0hrRN2 znK#AkOq}u7m}1E1Cx2&go-IsJJEW3>`q%(L0>SHzx*L5Kw>RTZ%0{6u zE8c6KJZZOO4Cgm z=jSz0Rw3|BER`C8m@UVEOJYrlJp1!)e60XCNq;%V!QrkA4OCK?u4+Iu90x}C5_^Ta z#Vx(I+Fd2mHOt|sS}?9FT4Rrv4k?pA*IyNWOK-}$`uv@AGD%b|dZ zaLXOwE~0-pa$=^PG5i1g4@9g4Lhi${Ks`_bDC#{YtfASrOfvB@y9fY5^*IB zO$qeM;PLtS=c5I-f0kEehZMV~Ig6&nNa0-L;K)gmZyi*1P)kcSSSS!azaeOe0lnG| zZl6z#imvOx5Lt6je}|9dk^2>=CELw1%)5-sG2#Z01}Vm;H2LQ~T^!E{iWj7yN>OROW`GxLVL;jUKlz^&9^a?osf6t*i z?5$)I>B~9_;E0Ixt!OEl*9(Kg=4k8w8FkKL3R+yI9xR+_kK=5#QprYV^t7_K+)hC< zX&Arw6hGGPV6yc{Nd3mp&R@>r=&D`3BjqzPH4d;wgg??D+QL_Flb*31{9zSW| zMLj={*Ht|?np%-BmspN(SXDOw5^Tc2@I9k#*5W$J6KHlk0%Uygiku(vbz93-lIL8- znEaN5hwT3VDI9t+IL()_aCA!2(wWj8d`VPeik;<=VGPn$6CIg}^na{CA5U$p+l+>q z*;x6|XZ`0m=_8i$G+VIyE5GuZ$f0?iNdYz8NRHX#T zQ6n0UJBYmUKisGfsr4C9oHzIb}k!HjPYt zfRn1{`X72T`V;$4UW(se1OBh|eVsPTk)RSrkt=D^j?ybPm0S?O3!kUdJ&C{5+x2!G z-?OKpk6Ev$k^K5p(N)7Lg9{NT==Ty-|@=g&c z-enZBDTGrb+p$S;G7rbf-ka=uHO3q_1JtFXy*5EwA?4NX~LW?&!Lg3RN}W&TYLTD#TsrI|3kM( zC0XP;GU~|^t&Iwv{d5!K4spWcVv8G^?CjPS&vc2s%lAr%uXDm3-YM_4zLdg0E!8P^D3I}$dAakEd3`)>ZQ6?TtMdZSf&V|D}p zeG{?(VJ*+$DhbkK2VF({MiV@7Aaqzugs??C@JN;??X`_sRf4mvSOche?*?cj~R$`nkAxX zZ;1IET`O9PI|PsmK@Q2!`aeL`A-i+Hz@Nv`$0KS{zTqj)kr^SoaauYAad34<`L}1y z^n)hm7Zx=-oH=+Z`^Ca9V|7`olEl3$heq--N%F00V$$0$aJpj#T%o z(%ZW3diw@4wW5qfZ{WdGG>%{BqkCE|>4$wgUcV8V<-L^(tbW;C1txS#&3Lnx1%*~4 zBC<&LD_g=>+V+0FebGejPdlvSn!nce>lf^w_#u40YBfmxNf)ib%LJa>PELrQT}Nto zWHNGh*oNqo@WRj*!KhT2aYN*95NAI^Zx76=v!Af)YpMCI5 z5_rm)Osr>wlxQtpx4U;sb6Xrux(s2h3XHlG)hvd6+4?8<8y4p*`5x)x69JKo2wmzF z0U>(Rvh)SGOeKhTUFKjurPcj3cZ)AGS2`N?EhkrdI~n&d?{($a?8#u4cZz zPgAeTJ;3ok|KX%Zx;`6DUH$xg&$G=xcx~C+4v8S!cW7t-cY2$%cVy|tLvqo$AXv{% zOrqh`)b1FKKAlR0?z@+rwFfA>%! zj%gaxxP$HD=DR;jBLqaB!35uK@apFgRG*w+!onqZAgW8@bt?763|S)Wn#OxKq#2w) zD=as+g(Y<~q~TL9^->z7$vk@>|+ntn06xH*Qpp#4B6+**9voJZVWku9CL` zIrYU37CGznqk<|cVBztP)IK_-8{`a}@+eeRs_3QHe4-oN*%`U1OR_i0GuH#$Wn{xF z!6zc_QtySJR~-)kIRq@Xxf@^<6a$pA<=L7ZxXk3@XaYk{?tpL}=&^`x|oCoV&#o zPaoCM|E7m`VX@KBKR1yk8i>Y|x3ZD)$~=T_C9S!eJF9NwO!7kniF#P3m7;zkO8tZK zCr9E+2^Nbo(exN3%HWa&K_=ueW(TA;pehnulmrI))gDeuV3y zEDf<4BaI5_HUmAeCSR3^0%M@>W}EkvuIn;Gui%8J@5Nr`Xx$|_)(vr}pEm}?Mf_<@ zD$d7<&C7M;pyVaUmQsyX^ccBq_CUW#Y{b>Y;@Kp+dJTpFL5yZr>`AHLCKn4p zwx3*Bzvli~GQRWuRo!W9W!AaAPo-jz{9}^wg$bd7)J6*!aEqs5UcGI4>d&|Gl5^LT zrS|hpmsW~@G)12T6PIV8L+VYwkLpEtih^D4|mTjsHqL9(d>r5;K8H;HMFuQq3J zfqDKCBisbui$9XX#6C)(52L-bEtfsE%$20`J@*30NXPlDOAE-V)AA#Gww_d!13P&$ zO3CO+@Y$~}NmK}XpT9OBePRz6P5>1i0le zXh0`(3Ytb-CqSo`D$Vv+yLBkFhf=OZr;Ld34Ai;w=7yIwH;Qzl>OL_S3mM?4?y5HTiQM5apcG3JaUro$7i14~th0#lfg*|EhmesJLC9-c9`vh+$ zen&3eU9>>;_T4Dt55zNbf&?cR8y({$Kb&CX+1TM=?E|D$3p`^Y3>0r7gZvtj^0Ho4 zSLKP05HCm6xajinMHHCI8Vo1DU>_=s6r~0ku`|kpz9W!@ABU}2sc=8`nppe`F`)m#F z2i6{Q#gSnuktg^LgAMJH@T(88FawD5G(n$hOCwe}3Y+?Bkv2oJXKaQaOv)k3qyu9M zMyar@C6ZapKYMAv@rqyoYD|Nvx0Xti6Z(-*Py)j`aXqzS(z{eS!`+gE!<6Gw z81FCtSRTenM`HzE&Wwo=3K?GT@IuvL9nxoZSq#q&nEg^FkS#yHAbDI(t>vwY>i5r{ z=9u5IZO_>gOk6r2?{8#u^f*&eAxvGi5w9UW2GO+FQ61nsDAbHKeWcvFrm(M1i;+f< z39^x{7y-+vwapA&mB;_cNtXe82PnNM`7zYG4%FlcxL@r}-kdR?uCB6^+h8gGGc`>^ zkMi^gWzAru_+(Hvld?FVg}?4uo))~uSo_X%taGB0i$*zCBGY5uzA{HZ{e=WXoN5X8 zb3bO{O_TFl?}$xMXY$7^Qw1ayWCAVZ>87$k8q+j84yh zs;8;P$yDm2KW{rPZI!YY@3sl5UCux{&sEDsFtwOd<$0OLx8w7@;(K>C+v)xz>f4lC zvZyb_k+ha*mSfE+ZxXf`VULVJ?ZK+~lPZPc+gYC;wr(YRYIFC-tn;bmVe7E^*)cDL zTeeMKNippvtW!4(7G?p7-k+W|@GLXgDN`op?}y%&hdTjTYlgQBzZ-BD!j&msq88ox z20VkU3+#`C{G>dPDH1(u497mc&l!WV3JV_U3NMk-Jw4hx?DXSRW|`;v7{l&6#_2wK zqgBOI94Y+a8)`SKms~vP$u|j*7I)Avq}ae{x^iVg$CgH47G@;AXbArU*=u;vQ_D=B zRVAzq4ubq4y>(LFF}{vF{2nvx#4}Fo`gQ1zWN6XLM==JoTfVMSB^)#x-=IP)$!Z-b z$nw|OOY)O0fnA}w?aCdugBSR|xmpCG<1@DK!WIx)o)IWk%>6mo!0>qfSbXBN>sfKP zxH!3#qO)$&?(D}u;hS~Ug$|AEZ-pcnjlbZ3v<_VHE?&yA3rW!A6v1q+3chOocWYrWcM`5^Vy(9D@?~0m;g(zL6UkUWo zy`4>+z6W>$LgG3?y*p=n>{hOA7_=veh2O>*v*X=&5B807XMVq5b0s<@ zK1?IoWY{>O>&r<)K9|YQQ`>*44QOduE`#jbYl_FM>G^^_C%a+7Se#}<1djy%sfZ*{ zXItQAjj%tujpL3gYggDl$6FCwRtFI@aEt@|LiUK!^1YEO06c7x&k9?F5a) z4J!Wyy$+LhnPkVkQFXCS*CS*WNDF{YCZTj2;kNPWz4GUK5?#lpZ+M&A^TLYkNOiVH zAV9!XcvvWxQJemsva;!bWTvXmLr*_BTMJ&cD#}#kTQM{`zQY>!O9TZ>+jcqwiC-u+ z*G9-XS$4v%gT^41_+c-%=Jee770 z6~UdU3Uw}mB@>nXW(dL&P~I^$-kGH_7B_$BuDgs7zab4P5tN_HG6e_nFUM08X>!) zVPz4#;i5N}%0>JviQx=QLb14e@ikzU#TC|ERrZ*OkgNgIJK!UrY4(R1>@`0c%6%gh zI0!S19Q0Fq>g$MO47!c(6-{K%Ui_G}uchRrau%#E*@R{65UVtfKcUgI|3M%1ayZV{ zWo>Hw>4WDQeylAL4?w&4CB^F)@GQhKeJ96&y5ec6`MtZWGRLu6YCbA`pVAF+Z#7Vs z47_e&6mYgikcC1y%~yu@ss~Ivdvta{e_WBSav);dWr(g%Zxt7jJT+qyl!KAEED}Km z`?>!r);w9`yw9=FqZ!t)i;!hXD-_E$0T34a z2QD?5ew=ZamwvD9DsS*Q8{!@;yZuQX|L)%G^_wyu(E7*-kI=>C`Ay`7^l^Xf7w-)* z9cVt(ZevaRi!rk0na79uku*zoWtj>=w+{o3m(k$0-u(sR@DNR?OWvr;el4gAaUo6frT; z_Va7plkn#Pghi}{UaocZDQZwKLp&1gpx2TWtq)^XrZ)bMX#93ri)}JZYAXa^&-E~c zFYcnqj(}2C0oOoqwocq|&zuQ%l>4vurFjeF*&w<-6>iun;>lQxR z{M#Y4N{eSdJoFd2pCeo7j9kW_xBgWljW+7R0e()0KHr#4EoB})Wrf-GUQ4@bmAAIrc*wh1LA>TX6TjlX&-az1)BuvN91CbFNF$x?rb z+>=|+PsF@~7o5=i!jJzG5gKu=A(2iA8`7;uo_FDrbi6(`Nee|9KR%=aNa_xirRhU8i6) z*}g0w^q0%^&yg36!+(Nu%9ToHE6 z7ML(2sS;?7~P~UL9lsv!zvB^_rMH4KONSPvW zF0`Aj97@MR$SO!Zgrxt5@rdePIN?V{5=Y(6`CR_LTN9oa}P=4Ak=P=F) zp2^3{{u}{s+g7~QPXkYqPA08B!!17w!j1Mhj8T=t4+V~@TIqT_jRcMicmsYI{C$vL=U9;4_WYzhAJ7t(^c9OWbFLSh# zCv`q%!SaXo&1EB?^4z9Mcv6|S+zC*!dEVr~{ZX$x^D}u4sbs9dTugNK+V9@QOb?%g zG+W@|eih{S)|c8#+4X|gr@@73u!6XO=X=5ax3cF2FbCsbgRT~));5jmKaC3~O0$Z^ z6XDMbjlJ3OjZJQJ?6HtNzr&K!d!bwpns?WoUA+ObW!+*9*opSLyjJ03-X5RJT+9nd(Mb$s`-_uG-gKuykI9`31;jEDmd* z0^UdAUAJ*qlh+#CNC2E?RQoZ?^?t%Q#GG71BWU5f=+}>iqDx{18bY8csf9Uw*|KqlWzOY>hCZy@8ymn8sfARWza%k2&^j`VAe zUsfG77mp9q)DE9U<@$Jwzr7<+neunXle)S}^p)=l0(^9Dxoqa{{RypWM)#|Rqgg|a z;8ht$$3fC>pmjuf!v!S4Y#E_&6XUGnDXJ{=P#&>Wy<_BJ;PrjZT7yapj)a$z)?4Gp z-9;PKqr+vMl8=UI%WlDd4Gq}Fg~kYK_d&^V16t~8AG}N!UI&n`HDbRDmHSvb61IRs z8OM6XONf`{ik2A`ei1VVG(BbkoC=t*4+;r99`B*72*2o=kj$eP`tHZ)J5pM_VS2aj ze}mnDo{68~9n`J!KwCW~`PMz;*3)OCiBC=s*r)Vg>J7C2S%vzPQ=#3g$Psaowko(T zsg!_KUUnhK=&AY*M?&V=?Cy;il6p5_VF6W+&>$+$)TxU)9ky4MOtdi)$@xHK#BIdL z;7^{=?>KByIKk(6fk@|!!fG!%ru}M&_a&|EAFdi3_-vsku}8bR;O$c*pPP~ue{u$r zQ)v0CrD3h71F|BJ71+ffsSp9C4z)>W#o$$&ZtLl#{q$job(oq8xawr{Y(K2&Ngmjs z!%^K|{U$ut@Yn+0g6nc{2MK5a|HvyC)AMnuYSAq)LKK2U9d7|zw*=0S|FkW8{Cxn5 z@R6I?MX;C;IhqrlR$r{AEp2mfMX(6_6*XqFAV1l$C? zda($y3|Vlehmn85>leUix3`gS!$#T3CS$=21#kNArLIoesv>00E#i>{-R+mSH^H`o zJW%NQzANg9P4UM{l|PYI7;b>Gm-GQYvI(kak=7FL3QQlv-WV}@ z6>CG$IIO99mi%)8O2$zQiG$tr*y-sK@5s08zP$ESMCju-w>R`Uy8vBm7gE#?8UsLyj_T-iAG;~GB zB@sN%lf(f4{|Wvm9_6K3-v`e@804paD2*K7tu9nqGosI2RHFK_fBsPBOAha+8|L8l zheeeb@}3fHWK&aL@_e;1C;Mmb^9tYMl-Hui|L&CpbgXo04eDlAJq7N^iA=vsX6FoZ zU<8o+JbW{=mg2t^oFgZa3=z_^wmF+J$IF@OT2>M1OV^WhDEE`D#wmBSXKC~H=34lk zsJ%;lHxQBSD$Pw$UGUYu(E+wk@_ml0dXc!#q<**Fj+$G*0%r1}kNq$0X3qREW8K&z zq<&6kWNN%^dL!<%RW~%q`4h0}W9SMB(>gBRzuQ~5C~lwo8nEY+gMWTbz-x7C~GZbkk7NBVf=Q>$~?kGb*-CQSh&W- zJKAg6(1yj=j(2qvn-(Mm$>{O#X37~IDB7X$a zkJXw~LfKwvBG-xtgk0-;spFeJ|LB*GZPkcgK0zK(x7u~ln}EgyT*vEz{ma+zBcG(| z5xwK?Z3H3SgS+b9nPUiyEf-O}Qb?Pz*};a6X#I!q9*cpck!%ttb1|GMNzPvD(qB@@ zG%%^qD4Qpv*i~Y;G1tmoVERQdFIbD%tHr*DE;JR2zy|)5ko+R%d zM9Er4ohP4QN(xn98<9k78wFBCNmg+hPzT};l25qUqf=HQ>Y6`P%($IqO}N^)E7Ii6 zn1eQGW9z88r_3C@nIh$_9)YS z-rqzW26_Jo!Xtj4q&TL}dhh5EP{f9&)`+?(af4NS1FZqq7g{|%P6w(PjsD39S;VI% zj0mekhq7LhAkNN5JMKB^FVcj^CGXA%u(ILyoovetUrU%aGe8gT_6lS=txxa5>L7lTf{2aa87%W7>I1iG)P~$1YPH4dPh~leIgw*CBIuZf_zv=4(;n%)9xp17qp8`E1^wG}Y67#$At>mgF&-v({OlL`NJ&b}gZJF(0K&fXQ-yNh zpGon>2W8)Us3Wa|FvtMX5zG0` z7vwD?V%r_<&5T#e+kb5o!*UAo#b3)Ud#R3N=o=IgH#LTSaDIE`g#!&SO@X#ty8b@$=e&j=)Y z6jmakNL%|JATcV3tZH*i<&tNr;)(^6eN-55Jlln48R9CGW&$@Z z?)eKNR^bC#Z^5$_)tu#8d&ZC)#%*A|id~jVt*Ep{vFTRxipIGg5ZP2bmRo+6kS> zsvo!UukE%{wadzb2pBQmcXK?*V-wpEtFp^FBSs6}D+bLrP6a123s8Ht`tRc1(}SMu zHu&`*x(wJ_v%dfO7Mkav>0>5Np^{FhR4BwXjRUAXc4gAxv7+Zsnhc~&1Ah603yKPz z2`xXYeu}2R_q~k%JUaC#wC<)yvY0)H??t%JY(7tOrA+&;si5owcC)?4^*JI%b`Y*# zI(Fvo*_)4X6^P_nP1zj_)_a*!Ntlxu=;IZ z5w)X8(`%rcQ3e6-=TvH9%85c+EBMM;k_>D2WXg(@|7=BXal}w$rTzBCda&fBHd37~ z`o8sz!+-(PT38*?fv+fz_Ks(Dtc!4TLVtV@6o1dbfU)--m4Kp;ws(Bpntz8|8kRVY~%VN-9v zgMZ5WZyu_NJsRXMnc}y!^%pNJQ)ACn_^{2gk6SDXX0~MR-S8z-9-D}#`fKx*D1p-^zxQoB8J2U6x3p_d(;;oxhc2!uhGR&DI&(5>Z@FKQOvyH^Mb+8?PyixkvEpf-n+-gbf z9T7Xm{1tTjZ2$aC-PayX@L?DSOS&A;v0#|%|4w-C2m@t6s7@iPq-o1qu&qc-p}3i-5H1qCNp#~V3sowB_j^7verLK5}C z(nzg;cqMjnFwsWAA(@EW+ZcqH0#b+id7X=UlaeMJDc`?mY5dpy0S#C& z(y3d!y+V8P>0&-(C;)oM6RwGF!%Wx6g;7vWmJYz6U1i8DcfiN$|uf>Ty+JPL@LLhovnj?CbYkVMGwi(gexC zm#1{0b^7wqT;Hn;@z{TX{b^EBUSw3lb-FzAr@R-0mffZs!Ex_V${1?1IYjb8kz5F7 z6x6IEBo=99Up)eIG_**4uYAG(4>#tRi=zkHUC5qUs}lB^&=Q+@Z!np7JHZr$s!F32 zgvf3KXOH#}e(9M57PC^Jc9PbQCMWgH32%0UWO^B5I|W*`@EiRW_k-5$=kdsg6s3l} z&07e;t+99Hk-q9}6^2h#(89!o-NdZDf4v;WdP2ka0O6o-bMwx8K8Npd)wA+I*url| zSHh`z*Il5uU-~x`=W6FU++h z=SA}o1H3PHp#*)@%1v#%&d3Rh3ODc{(U-2$rJ*vhhUy7|4si;`R{diCnCs~x{R>t` z8*w3`51E2Wy&XuuvFjTkV`T?nHiok`%R`(u*fFcwf<)~W^$fZz-%C2)$Y=GR_$v1P z{MM)8?LT4%n8nLf9@gf_MhK^Oy|!mpw%ZO^eZE+`Q?Db6b)0*t*Z<>9d9WM}y$q&* z8G$)D7}B$4xA46I4D|{e{3A&c7jVc!y6{eSwIrs{id(UAZ$qxM2y}=Wd**kmN%)36 zG(Or!*^Xl8!5d!fb@yBHr6Em(5~ELA8OuM;!_%9Xz(%dARewvpo9*nZnOfm>c% z^&{|%Q(qI}7YY8J;;e*D`#O$7+UMmE>pwGk47mEH$A* z$1zY5ZC))q-sP!HQBqOvW|Dc?w8{al{`wzLz;UYk2Cd6ORmJ^Jyr_k~a=5q-#j6f( z4Kvz|x??GK@a65wSjy@BkFleS$Qakz`WNTed!{>KZyt>dCR%*UTf#;^Zs$JC8Z%?O ziR{TFSJ-dovlC~YFmJ4jGvfGQqxNZU?EKd6D4cQDs7#Nd44_%?%s^;FS3US4?_HXY zZ;^v>Auzni%7$J=WVH6hUz1!K(Z>P&RdRAOf_3}dx#1JiQhrJ@=&L+aPRbjNmt&$D z(xQoZe7k&9tM7gDy@baWq3E{+D=_4Wd+O($vLpEt#56)OwuY5@)A2{Fagq208aXv{ z@f(5HJg#o&o~ltdj?MYs$G0%DkizJ*Jahp)%fRD2lYs_(6O$ejA#iLA!eENb~v?(_Tv{N-MVLoFLy$izRDq^*`c_+4RDB#@He_$CA`ktuc6!8nk_YhhKEZRu)D1 zAb#0%7F?q^Eq{7?21=SZ)!oh!0AGY>YW~gspWdf+m7}N+0YZt3^Vtu2B1BC8zgGrzy2{-vm4Ev%N8 zY3O5DTHo*vF-Dgvu02rB7xyrIcYi=>i^a*IVy3yG@zhiccH?u3bCMY5X)c+8sLc4} z7I``=Qg6E}HZ%~VFE^2#ZFpNQCeTFA%-qIW`N9~;TFRp}1f-!xo~RZsE(*d_Y_Gg@*F8fp>KDcF| z8gq&sRMHJCXrw-~6nR%DCv@tdYRK+j&G)12(}zydtne$BL0Fmg$ZenNY3SaDO6)T0 z$Dv-8`{lVp}C&s_oDv4MpqLeEkVx0o2o^DsqWy(_yA0XBKf;%{!(tXdGa3xO~g1dgn}lPt(-0#1FhnS#CU*MaW!}1P`xeVbW=h1)I_y zf(MZw1>QZ2w)|Fm1ar>S@sU&ne<)i3m7Rb%AEO^kxcdaiE#^k3yRe~s zEQ&@9M){JB`U9hhdOy_s-kAL{4spEhsxz|Z=%&^12YcqVDz--r*J?mdIfac} zm>g=DOM;ZfX<=N)$U-zVUp}auVu5@2Q#4I)U){#cAH%rrllbrCQO)N!659)5U1D5r zywH3t>sJI0%d{Z8kU6mL6+uulGvNtdwIo(@{6Sb>%{H6;c)Gx1dmVy-T!PB!O@qjm zOQ?K@NrBVu=Xhr~hsos1^r?axS@JBVc>X}pM9Cou4WGj_;ROr$Yu*wx2G>p^2d@jXf(Cs(add?tY~pYQ5YTTFSZ<|PW51V)5HaXYrIAc3*D4R zV$r1f{yWG;Sq+i=g32E(1oOxav#$=);;8rZYpJJI;^lx(8^WeoyD^Z(xyZ!)LU(!r{Kd2PJf&xcUzE@ z5NWToq1WsBtm4XgrDQ4NKG{oZ*dDR^e?(ueHb;YkgyBe;(xwKZO>6|O?60P(GuSma z;Cm6H{}39%WjDzlxh!h2+BK?f^)SCEhjnq&$Ze`xN38i)()6}n;o;bAY;yZawLf7g zmAtQ4goHz%a5+Wz&Q=prtRIF4?XNVPV$>p&?a@uv^diMC^8fm-S4U))SqkP)=SR!9 zDMrTKOF4_qpLUCXoAJ<9`WK-H)`(P3dX_a)+HN=U`HdAseyD);KO!YHc~;j4Bm6Ccn?A} z3gHsX&cByZ(9TZgTVF8`&xW?w9(7iISvVilG9yO{+aLp_XJwtfHpL5RqBP^@G3%pP%jy5d6 z`($}5EahFW|6Qex;kCLAeoJ@7^&hL0xSR9QNbk@(x(h~b_mlsKdaxJYUgtgu3df`WIgBgUoV@TowYSzHlo*e$|Jm>r^P(a zkI>Eji>H+-d5jnLG6~OS0*=dU@^9x3JXKQW5BU1Q_b1*p2rv3Yih$|`#Xti@iv2rw ztrg88*T1f()8J3#i|6_$AEmZ5L(gVRBLnc*IbXz%sS@@@_QcldZ`>7>xk036!cS@U zV66KZln{@)b-_m^GoLeS9;*nF8JYl*2&MQ8^!F= zQyF2?TV>pKdGgi*`s>D0`^V0Pk4+DmasO7^3f$v0KNgjl1K$%YNcZ*bDvk!;QMnws zouXSkW|rb=of%4vyK|~emz|m;sKk0zydgGl@v`l?&utrtJP1U+(4M+qUX5}Uyv)+h zNGN}vwQTP2jaTw+?==z48X-N8fvd3KaYN`A?|})Fg@t)YvA|R{i*IA+PrvE>RB6q} z8bs_#>MTnNFR?s|`$s;TImzk-h4`yiSuYqp$QmRSrn3~1(uo=&CZfC?ZL#5+2LV$E z1D~Zf3o^qR2li9p*q(6w^2N}(^XKVTRYDK)j;15^yj_pftBW1O8fK?zAzfdM9Pf>wke9U$rER4k>TG^SBnoxjSQSl*?m8xai+kfc+R+&`hmoSLb%6+w;6dtW6DeA z5s@0y@Z_Ul60-`@8uZ(0N?hGY-5`muxr(Lg_)5devp(B8SMY!)jC6OK&{{XHeBfU*e z!GB@+WeG-|@57yPaumt=JX)Vv)>?jJjiAh=UbFl|e#wO6_>ZXJsEWmi&y*4~14a$k zm_}?6ITCtsl5+fN=&g~hfUaNwy}Zz{Bw%H6a5MSQPn)Hs*&Ran>0QrH#v}syas$Y3 zFf^~>^dQJ}usvNSi_i9gPR-5?x#qR(X49qoRQbZB6ZGe+GGY6FjRM^T#YAwqb(%V} z6?NUFLQDklK_(YDrZ$Fw&sqH(SKSAzr zYWKF~wck#!hIt#ZNS%Td1Z_S?^=dwq`gS_?>H%}1`9t4d>ku`!(-Jl&Hp zG$rZbUJ5PuJ;F*GO5rbKQBynV-gbyY|8m!FlcX6s^h7R#zo5%B2QeKKG{NLk0%^Qf z>_Gwv4}5i!8C=S0W<427fF2`MIjCF2zo z1ca%zYpE~+^3&6MLR%!7cMt5LqfJsj-ozNg`|Fr6eVIYq9)#o1(4 zS~zU!(JB0BeBf55>fW#Dp_SkL542Pv`By)ryde+%H8QF!h>FruZ&5{I^VYdr zr9Zk?yr2vk#6)0sRo08^vugoazg_>F=2&5jniX@KCWt)8Jr3l*YLNxq{xX_(7ASl> zZKZG0Foz+Heq!4B2GZwG?NuB&>msY0hkmHfC@O-3N^?=wMUZCMK6%ajWe6I-6;idt zw4mKk6zDq=v^VPads}0nKvb|EJ_zD0a@Gx*5;98jpP%mXgpF89eg)+!c{HmK+yfkM zXqA-%@~H$)iv|YBK9jnt?J{k;Bm}+uT>VtMe#M>BLR5i|SaqU?gf%w&1fZF&GZ0}U(P1gQ-7ur9)s+FeXahBIx~d2p4$Jxp7I{E%VP$pgq_$`%LaJ*y^z|Or@B>|m z44b%NI}g+!{juUS6M{|9I}fl_mytl9oF-FoLR?g5izBUc+LgjM@%FMg$oXk&p98q> zsI!g%eI{ugkebnT56DUSOzJ52!)rga;GRcfW4jBkzq9W}(;3?Fe2`tHth3!6!=yfk z6|yT#p%l3#j!&JHRdSWUa9j&>KF)sz}h~` z#{n-v6-qNfPTP)}9577nE&rbt^MBTvj+B)Gx)xQb;2MGq2BIh> zbHH3_#3^xSvL`cNP=(aG?xKU|Xttk2mQT1yJZs(dZS}sXk}HdpZUj|w5QlZ9Kx3Gf z?K@rLp>KcI7MTej=FQ`|o*Lq0Iz1kOjM28?NlGOCQ?Feh?kw`STZl`Iip`tn5G_Ec zjjTH+nr^b0sRD4!7*zmT_uEMS_M#iHoU9tN9P;q9?K}D#E(dLpUhbu%fwWb5v#jhqyFNKIqEs0#JV4h$KHz;e7;aR~%a)u_!G~VCZeYk!R27 zhsZg@bVouU?xKj=5A0i0qlI{q@RkuRZ-s=6MpU_&NXl)*)yxpX$z@n;QZaWys$*rqW;n~FrxTYGKF~MQRpAg5r-4Qf~d`fF%KFSh_A9$`$}^n7S>_obk_HL?NRC!Ba@I zQ~rvT*({AijG(lHo$(0IgM}k(@8i>elYf=jXxUhavoV~jqxcY$=oCo!vI;1dVu;Vg&tO zwJ+^eq<<|2n0DeEm*c{>id?`@L*KjK0jR6pdbDSHNkD~;{`zKk5o&;!`Pp(E{@-z* zs^aWVL^Y>Nv{`ArI7$JPg|Olm44__2)6U;k)EJ#Ws`iua|6NeLpSyW=x{i3aX_yxt zC*=!S2F%_>=9=`9p<6B*YyT1n#i@J9(mT5vzXe`@BG9z9C znC3b*#amj~n<}JYybo!R>WrG#_rJFA(Jk&` zW9$0ou*~f$WNwU(3iFw=@I>I!mRNghprf{sMIDOV8<=p;ZGQ{Xu<#dJgg--#&EC3h zqkCgaUsXJL6xo#C&&OIpXJkgB(<)C+UrXPlt@^aO@Hf)&HZ^myP3bRexE4}OQFeui z!qOhg?R7sF7-r&W`%ExJH!n8x@ZLD6aVg_0q8L~onB>ZZqc?LR9Ic;4l=6jD z)IG;WYiaJ#G<*BLmymgJUSD=Fre`}Ig-!2lctvNN_bT(7aLNXPi-y(8!#$q%M`ZXu z+lSl9g|UJu3&a@cAC0M^i)Kk)Wo2zClee&B@}8pJ%;Tj%|HtjkCO<@$OYa3xCYIyE zoPyS2-GD!5+siN(+)-_7ay?%cZm_)T*~QK-8S^eqn?@iB zym49Y6N)V+fg#GI;>MmS6?4$Jav&CsfItS5^jf`hL*02XWaZ-gzVsD~a<=Q&&-u2m z^C{NoDkPT8=jgJ)GMD!Yn|qe++5GQ+m~ouAZ!im?-HHr2tQ$<7d?u%@f=0XeQ0+N< zD6KW2#8|z^mMpcrS5_Th73rFS@ArDuxT=3?dG~B=1@S7&j5HJeXAQIxYc=(_CLkJ7OGu>rGp9&iIZX zG2pL3#uvb@vmRM3u4%QM_vl+Kt}ynk$X9d8nAc{bVA*XmrR ze(wTemX7Q=)F2=n~y2)=tBFDkZ}79C81Y39ZB2*F1NoZ=^1KS|&n2s;@) zPn{#q6cY$=?Et8B@bxnI@sVt4dHA|Yv7e>yJr;p@uyP0p*(BnUzd~CuL-3M+Vy!Ny zk&@wN?g}QpN#3^bN~v-udXRWiNo2SbbMKTSrV#Dyg<<;Y48=Ze=^?>x(ySDY9sHN~ zZ&Sg(GObm-%FYPZ3r@Fw^%SaAPTl>EiwEeyDyERDf)^+pe_4WstRz7}T`k;F_>>$p z#w*AtZ3!}Drkoe)Rn;7OO3!b*bA~pmaG;2tS$_^y01yp*uLf;N<%$r{;Vv3M&#DW( z{Xp!upiXC}dPV`6?9Krr;Dpm>QU@$*fll?5@n%Of8|Q?(7WG~;q7_Q+x9+1osXThw3qVULQviKc-!i! z`~*gQQ2$(F3(Z|$Sj672%bEH6OjDEu>y0o?Axe`3Z9m$Bfggmb!iKstE4n+AiN8r* z)fN3{mgQ?}eQ?O5;TF-97K!YuKbFS$*Ml|pmmtOuEsTwW5e6FQW`y=3*tvnk5?}4} zKqrms2O=`x-h)Pewl|()s=szCuvB5yv@e3l^w0Y6lZxyZ>Z?8Kav!zLmNLNn>or2&0 z1|%yM^r-*anseEha=?9%)Z{$9C!BayPkLJ6G|Tc>q0pF5bWj)Y3azvgbR|=orNr3J zyMLSl%Ek2uIG#}hIvy=F5lG7R6K}r>9^hPLrBMChw^>=J#8Q-YsCL9v*rsSqOieMs z#_WoTk{3VkJFA~6|K+&VT1$X!%$w2Im*>tv0-QK);N)#~HoQ{$EE%J>SR`NaLFl+3 z{?HsHA=L+X3QxG5EoxgRu_!!3ac9vd*B@W9yv$yneedFSBm_v}D}6Q0?~>p>8xq52 zn1#w&oFt7h3=)hXk=t~ z>7yr86DzBbt3E0d73gQpgW*Kom(cpltI6(!q~UV?sRwhv3%we7v=pOH!RS?hstKbU z2`Dcvqfb{*XnWo?7fxXcc~>l0M~L?&M7HLQU=1*;OTfxX@cmTj&#So$+*5+A^O{t#`&z3S8oC8iH+BA;R&GBmUA zDrD*(P8(WP(Pz%XQQ!d%&4>qnZmIoAld3{aN?-XHa6mL#DRoi5T!8HMe5D>)0~-Lv z!oYq%&nWGzc=Wk6Azt6bjmP`uMi^P~%?^)bKaHE2|H*F1WwwQfDL#G_)p3qIm*s8k zZSU&gT1EZtUEI(vlm)KA$pWUXFFQiN&Tma}0X*noc``C1_7RXjbv)G>Oad=?BBr+Q zmXus*AmM(VEZbNyx^VhOZ0ifcFhYE4M}MFqSXh)k-;C=qKb^VaINmltm+^d=K4g@t z|JBzaiSI1x|KTVGmv{Ieq96P&=%74deJ!86zjA)9uM^M$2w;$^3t2~KWn zpHDMn_O54<{kt{33-OIDLqF!*mhwE9u~=Lo6ED8e-@U@V6T2uTvp)bWLlc2g*tiZF zBnY`UT5_n$D;*zCwj#a#j@{yF2-`{nZ7GM#5x-kTDnqP}d_f<-5cgS=pbXf;+8j+Z+0tT03c6L6_X=TED>HE6a;@sKB3V63TiBa(LAM zv3s9BSWzwQeW!5zhdGaF*U0WPlm^8iQ44-v>ND;}1B_}#vZ`y{pS`E|Z27u5Zthm(b0I7AHRb&yAHAzd%1e#Ap*gcPX z%842;vz1h~dCfdmUPGoJEAG+s9i{P0Vz7TYq@4ms5{R~;{h^1;I#FED$ zYng7#f?ifK%aqBwrj7fwcr4ksO(<@$hE`W`2-R}9x$|hMQ? zoY{P_a%lAKK(b1_{Xl9o3*}^H zjzJX>3dxw^b%W<3#ARTg`1zvxDLDhsT807_ZtvXQMtU+r z<(d`ruP&Ltab&}6=v7@5mwYIfXuo7TuwyHVQLCjbVU57K8=uV)7~aigS^;OO@0@`e zc}mE(g;A$mvMUAAnmiXKI#b?Q%Hm&V23r^S=R6ynYww z4J_|3Wy0NU-LIKr)qy|vS>Ci`I2(S>m@n^@X%nHbk+6*O0~%sndONy>djGm z!#kF{`_SuN$H|h*Lwo9|!bWb>0ttXKo4=j)%rMt zo(H9x7JtIZF2x;)h+hjGp2d9?Q|)cq_1Ct0?QXNaCuEu!tpdUIh3bEKV@3pOYUeIQ z>_)jhC0;~gBLn(oXRcFi+zkmS3P>zfQT@%AZXJlFN3MbrbU2-f{L51Q71otUuweyW zRv6dhab{uQ0-s!=aRa!16iZZ~18OMEKr7qTa!TQ+^~d{pFi%^PH2M$mqn7i6VL5%I z*<|e1yO(^x1vK!*)n)gW1GFtX2)T^0%um|@p;$@ECbi5k0{7jrHl$u7XYwW`XN0^* zyMq&vlqS8c>SD6py{~Y{%!4{LCSJ+tciB)H7R<%SRpLYo+i~s-`d{_$OS|Pd8YDv9 z)d~il*yWj2mWnFq*d$NNM5l3GR8}{izjMQ7(S}`K_28I~pze*)l zIGN)mn|t1$BTLhlWlgSrg5X!%f608jAK{^DP9Tq{E2cqm-EWtbilz>(TV4Gg}`rxu>)Uo+te2qDc=EO{4bdmWNrLr zzNizBM2~=nVV94hBfOx?SdoY;lDlwS3M+c}a4O69YT0SzkqK?1=vP%C7mcz0*D~sv zl0-`X;nYH5%`d*>#yDZ&(Vc;4=8S=7l`?ugt6v1?(z*rfemHS{-WnB^P=r5j07(7JBN?lkBW%uco5Hj1UCIGhu9)b_*G-)sP zZk>Z}BQ)FhPdhlNpBSIF9TUUjMlAaA;3s?n?z5VhqQg6Lp?I@UMONy6ey5n=7gPQo zzq1mP6~23JRblfXtY{_td?Grw>`})Fh!!{ zKOC?ewkI3=)zV(h!Ado00~*d5Rqv)i{*4gYjs&so%8XK{&w$@X4uD}6otBH<`Uk{) zaL#}rs@_f>+5$TUW*Zb7uS(!)7iI6vig~z!r2(S?oXm=U98&R9zLANf{J8(JkGgzN zeP~1knuV_L$}I)l_~iduj*0xRgE7~}-Ywy3@0+Z5RgK@oybOjkl5+mTX>dx^Ns`Hm zwTpFTmgctRFtE`47-;c9kYy2;ZP8N#p`ULD5^rHj&S7uO2EAIc6P~8$v22Wp-I;jl`XNoLJC&-{Sn3IE z>1OLouYT>dk*+1qpd$d~na!_Vws~wW}pN znxHtUNzp*W5`isUVz7R7sbE;1o{Arnal|sQ-Y9^e&F>QKESub?B(X_xfG!vx}iW z=kIMkvqz<>>Q)n0i&th+RrA~gOe3yejy!EyMpFw#t_X4Y(uJ#Hn44`zbpfC3W55$( zIydT}Lbix|U#8CwgGCw;+=H6$7$ugbsq?)gVdv&JT_H4e95{5=jvnuUMUG0A=)qv= z4MW4#kb_P9OJS97w0077WI`6$sx!JQVC$z$_ifxbMEr^eC!olwt+wr2nRUhGxxOC6 zQ5@ihU4So|oPQIp@Vv99uOUw+OUh(~l4DanGO1xtGq%2ZWQdL%-+=l}%cc?#sik#U zpEC4|g@><6`)a-);Cmitwx+!`DYJS;zkhGVfhogiWecCTj3qjPd8umRBN@%O^F_cB z!#&+N!O>?d^;g}#4k~q-<@Qtv-l3T(3j-B8{UN~Y>=2tw%hy?RFOsDNIka-q-%o;t zRE}{j4<$sH5W8AgDUXBboR94(Cd%G5yY$E?zdTP^rptMK@jgfBP5f8>s)jisCVM4Z z>b+>1=xno0?AG^bha$j*K2V}#^>L^+ zK}*TPtxtu^cTX7UC+5VSAHTl-HC^2I64F=RsSNi!qpm^O;rN))c~KhUJFKVL_T6LX zL_pMe(KrjEn#Q|l_ZSQ2rKvV^*xZs7)PUvZW*Obc{h_5SN#;dMrVo;daojTYN#i7^ z`~VfG(x0B7-Rl=ZzbRP$Ya4F6-cm2TQjWW9V@Uf`{kUB4i?uiMA*EbZ_21=y8n!n9 z{tGc&nQ)|yw?Du0QKds%$x(jPBqYMpwp-gPCf@RXn)j{TH7+I3o&P!AEy zydtbs1+Tk&YEAkWCkDRis;eyC#s|WRw3vf=SXWowW6P>C+f?K_iFXpggDpN>znyc2 zl!hP@YCq1RuzgG~Sdy!iILzs)#qD!8^Qs4KZqR5SSMfAUaH?YIT4qTwC0;}#cO0)s zviUA<8AryV315j*BeAX#L(EoPK~_DRweBSv{YtoDQMB&sl5*|TH~5(9A;RfQ4~Y$& zC%*}>aGtOQs_ca(!1p2N>+rxHpUME!&GW?rQ={^J!vO;-5LVXEuUA?pq zLI|$@w&w|p%!*BHj_kjWP zf95Z_l2rK*l~NPZ|AqA35h35Ydd&Q4WbjRU61^Rbw2x5a~`#M(%P)| zesL1;_XSch!PH<)5%YSv*Tm_4IpEZFFSmoc`whZwd1D{e{X}p+{rn+ucRb+F#rtu8A zKA~JDCzTZ^Aoey`&`p|*GfI!w*v``?tiX>2_wK|dcsq!gN8OwSAW(h}?A*P8tS zN(XI?XgGRilFrcKy~S0`duKl;7isbI*V653wA`|>UAW#@!k!=Hcj$0nwIbGB-PBz( z-`svOx#Vw$l2{kZWVVceB{(n;Gnsd+eAE@-=cmJto0*`h`X~4TTHDI+Us4sR5VNj7 zNh56A?8;9ju0m|{CE;&0-J~9(zST!?5?haP%oNS^+bsY@<*ZL-iP6FC&CXw4As7FS zMyk{j?ZxbHDnRr03Y-njoT+oIQcuTCa>pzJD8?*FT4m36Ja*WuzFevb?z zpB_B(9Kgoddy&6WtJZ`55 zPXpu7!J8zx#<78LBDVU_^YfEayH^s&9MM^M zSirxkzM!L_OrYiXI3kOZ=s%oS&g4ID$mQS$PWExF1{AT?`I8`qGJ-0Vvox+G#jXrD zhI5BDxt+r-#f<+SEuqs7Jr;Pb+rnXcMraCcerTf%b%V(aNLxR?2A(CQDPrunp3@a$ z_>xOWR+Xi^P_UKY-gJS)Vkwq9?y;8?rcb*KtE;Cpe8IRYz5hp6o~O^vwWm2eQ8?p+qhfXC$55KPUcO-DQo8=Jv-m;X9e5EkYG{0_$% zc~l%`DPHGyyMlIOa6JzWHUUFm-@5%Kqs%7+r%PKU36(%o8ehmp(;}=_zN1GG%^|8-^fhj;rW{gLRe#%cI9(>;_JPFdrwc!vwUIvHGyEi+H63Zl zt!c<+dSzygz3X3d;wHyAUKzL#lFVnC){=?nV#;RQ6W)FH3u-^Pxya8J$c&`TL;S(1 z*4<7%2KVijlX6wDi~NXHD~f*#m77TWF>}}NbiD5Ckof)mTwriO$ZuoDe~G4r64)X> z^#~r*X$^`4`$GCgw(_r0c`joPRfyWoNHc-O=WcRYyUSjtinNAdbb(*EKI4$QnAnCQ zm|iu!)$}YsJ%`<#&w?e&OmjG*N*!URQvyGjt2+Jdx@y@AjPOD~kYi^ya)&<-B4RR8 zreR8@t?|6b{wNka(Hjyk zsJ?#pa{{FlSbDt}HF5$w-@ilPq@uU|^B;9E_rPeG zgc>Ar)$9=AI(@X0jB05h&a~J{Ms*RcP#wl8Pb8-&ve$41{R$@ljf?5KPhOs-P7;?V zJb&mtwX`6)gqXl{i$x_=SA^cK`3*;=sFP-;t~vDq+gaiR$y8i%V3ac~M1|(CjOWgf_r^RaZH3CzoxO9bzA&QRYeRPO`uN3j3ZNiSYZ^_>$&E6eqc(X=J* zzPG?nzcSx#YG4?_I3+mzzAnQ6uqFYj$lQUR$rutw_)TKx|K!#>$%JWZ3~C2clays~ zJQf-F{w``*>`5DIR&@zg3xzg)T%xPSY*#wiS^jBX7VqDhFs#(u|7xIO z14kzUQxEnr5u85_#XhXS@rC;b0g*T1+3u(ssl`J+Y&b?UF+jrisocg`mp&Rr%^y9h z{vc?$b@*q$bxqA#eyRvJc^NhB-kM56{~S{%L3iV0c=zQiywT)EDbltCDfE0SE!Imy zVrCN1F#Nk^gWis-Zg>e(`=H!ibo7nGKEHv5w?7>@#i@TZrGP+uOB~7l!}%RRj;rT{ zf#YdsE1O9wciD$=8NWXTJ$~!1D+{>H7%nqY%@GSt0l@Au&3hu?%rrTm7W6s!8TLBM4l z&%KlBd!x0$BAiAY8_^?;G$b|1-+rV>jQ;byy^QIPwE}*!+R@v)C*4ysqnmlQBg0~G z9%nbZ3l*YE16EYUHEW^&l(gPR>F*w_1bqDYYkceLC(XAmOxQS3GsxRZf!q?>V@oi) z5vgueby9h@{~yltZOI00pycqg;%aemin;st1(rWfoB134x1I`ZFu#Fqf6-_l5JRUZv3`gn6K zW}AbFSxH)`rb%$+gL#S0F9D#9#hVZ1jTUt5?Nlg5r*rn=Q`#GrororE#Za9-A*H>? z&3rl=RYE`T+sK?IR8t`;4{ii>@tC(|O*iJGm}-iVMtnsKRs;=;GXs>x&af%1jJ=Co zz1FX*f}|Q^IXnG4W5V4&BYqg{o}6i{?Egyg0#OYG0R|*o`)5-42AoH94Jo-qFGRQcuaPtgI|Q zBQb_wHt9R_mi*}xmGqv=25K56OII-)FQS~_i7Yv*L7kj9LbdOXt8Vg!^k~DGSE0nX z-h25XSDpyZDMd{QXwGhPW&-YTi>{Itwpbpq{A+CYO=<}usQiYgI5qo^bsPnA zb5<#akH;xu;J~bi^w9I6RGMtXJ&iL}lcWj-&r|U}=wPvT+5LV|X=xC5B-Eicc*D%* z#GJ2vR6%I&^=k}V+1iWzIJCZa7^ZYAUAGO zlQo-1gJXdM$-p7*^VcCuYGIJ`EZugf<8dM?&yBMc<-W{B1RMGdI{VIZlXvm1=_pXS zplCLAlTwR{)DC0myMgfxT;?g>Z}p){K~hVI0w`EPdZPQ96xMOJxnEMW;lsD}N6dGF zZSg5XM$x-7RSiFD=bPz!%ldl{ZZ51p{$4@q&N!D;BZsb*Oh3X6l*K4%o!D}k2)Gw| z5&J{kX%@NLUAS8|#{)+XIY@B1pIl**R?*%m#t#O5W&OD;RjZbz7tkD*Ca_ zb;m6Ezd-cY&&TIXTrFv$USil{%PBJPcM+`Ku)P!v4!zpCB;)O3^3~eRx{viWP7)v( zx_O(>0cZ4O+%Pr0ZS^u$qwJ~lo0lZ!&(ae&rUZER1-L?DeSk zqXeymKVNPXVT1QejND`1CFQa^SGzn@vy@EDoy(0dDNBz)9<&2>-C>>a(ngoQy0T8% zzh#^%btV!J71dX^50+g4q>T*6>AdHLngBlb_Uf$8@@8sutxCG5imQGkuD8 z_CtO=%gJr9?C}v-W=N7C>gsmuzT5K8siC+in?OD`JJIugKPjC~?tAga#LvEOUvj3i zbiy3vJ>uH(N?+%Mg(${*hX9%X2)PMu)WnJG45bn)Rg0J~Z!1OnkJrc&$EZVd>;tq1TK74;UvH$y@i!8%j(wTnmSku1&scYfD3y zzt=e*l3KXBwCkm0i8f6Vw*dHgOzAtlkuo$Osb;MT$QczgQW8u<)PPe2E6Qo^aedvd z7`+Nu^SDmfWTI0xti%Q$u=OKAWMQHa z0ym!2HP?mZQ}c5;6)0%QvevK1Kgd=&a#XzIMf~P!_8axzbQ2`T*#Q-Wmlzs2V>bLC1P4T zYHux|Xv8C3eO?)`_40kLX=R>2+^I7Cd+km>niINoDGq*-T+zpPel&0$P^QxL0=SMn z!AkVOHO>-vv* zzb=9v!|QkMoA3W!v@UHjRK@WT6oR{?ZghOwE04$E%}HSYhHCM1KmgxhTOuv4PhK7$ z(e%rzr`p?hLarT(`x5WYQ1_Qm;WVZ({LF7Z0ONW^$G+rOvNG?!G;G(5s9Tv?QJwL! zQG)m_*(wsWkm$(^!l?TdJa=c6r4({v6~doZR#?TaB#lVKqsC-ijCbz$7bGDNdo`jD2M#YlnE~Tb-7cTRYy>k;(aX< zz*YA`r%&%A!SG;6eH9G`wz{RR_?wq@^nv081Kq%KfaR%ZLhd3#pZ{uN#9aH1&NwQdHs5ep5 zltjQ>Je>nkjr})VN|99apE^&{T&FIsZML*Ssp$Z*54{_*7TJ9=&cNAQXxEH4rsjh5 z?~m5u_gjT_;k2&WfJSY@5mIfw4PVL$C5g}dnV7b#0$bms7-#PR?PDx^X~xa-FA1>l zuh*48ZVj>f^%fpnBBzCTcCKtz0&^<23kVoBfV}l$3GTqWp>}~owX<*FB_vK7wo}sgr#C*(RtA#{&1O)Qe=cpT{0~|Q zk%XXjUsnbef29AiUiDBs$iKSqoJ7bu+;XSQqo4_x& zS3XI`mRpx5nLP#v#N$=e5(Jg6!3}g`nnqNld35p4ZYp0GoLP>b%xjLL0{Uf1;unP= zpI6CRy-&O3f_cvG;=r-a`GqIM3rd~25Bo_{Et_s!i^L_4T zmK}-?HU_HnMm0Em5^xzF9kK~RXz)k2B@fKj?oW?Dd?2|kOrMllkmjj$u89oDQ5F0k zbgAsM2k!*gwOzVjCp+WFvU2EFo$rfTSaH^FwuS#a^p78U6zl5Sd0MML|I^&L8&fzz zgU`enOQ*oO@c){180bYc+}FsTrciA&RYPbqlPA-BA5vg+PM?KFo?(ghzfln|ORsz} zv?<_HL$6zgq%#-Jt=;Z#Y2ws%)@UFw*5!e)Bm82CnUD7$5Za>WzX_SSSDh-?pLE;W z--8E*&XP}QJKo>gt^ORI(9u*kFy^<*|JL6ebAfsBT*Y$gfR*=KQt%otUYMAwGM3nr zNmkmOt4S?^l2KN0P~kO`|Al_rL;xhdXA-wOJQ9v~$LKbHY*C69<|?zjT61 z2INB+jUKGlb7{6metb2m1h-agGsW{sOfl8;_5#X`O;o4%-JqISgxAS%trKmu&<;gH z|6d8WhRud5Yl%T>3W;Y*P$A5n9f~*@r#0xy{@}$JJL4*K z_tCU>cU;HKc-^^W&kiO~n`u6(RHn&SfTc`T0y@(^PX7A1?3&;to}f*!v476pzJYDA znh85}J1z31e_T<%{BGmPX3~cM2%0k%{23lGCrvu`*0TY6%#5?O56PaT`)o7%g)PbWTdCo3zKl&Cc_IyXjN$z?2N}7jd3M0+s=!62sPzno{i{4mEgbHaQG)1mq~aln{S^{0 zJSN3=qJtk)6lsU{ylKm(kGb$)3dnn1lIPFMe}G85eyme>7gQBhOdVbY_ZlF}B`xwt3wsB|U|MBy_pX0oPHa)fDWDyi0IV zv?-oc9W2u=L4peElUFXJ`8#VWMc!w1X8>AE_*XJ~T&cne?C5l=kRY0`IL{t8FCnuL z_@}j9oCI7A%T^k*J-r)~0l|N;I2BLqhd;LQ5=pYub9=Uva!XsXPxzYK4Bbl8dhrEH z5fxb_X?3AOGHOZTJW8^((}TtCTBWN0jDO~QpyV}uGdSJC^j$&=bOvPGx6C@e{_936 z#^(5Ibirgun^;s#n{DUpQ1nC3fT6($VMz}(dR&)VF{!Sx68vwL_PeQ38t#^Q6uE;# z`wL9ZAB4N_?T5nW@6{=m51jHb);^B&k9TUk#@#6ss0@f)cGLB-yLdo=&#}Rb^iqwu zKR*eRIEq2gFIjLiucFdKbw!y~=JJ(|EC6dVosRs?V>Rm}foq|v6|8y(6wW%n(r80> zxj)tYuGVMpnMfQ)LgJrrIqvRLdDS2GS}`wlG`+^uUqH+Naw$!0W#+#ysWIZC>f!V1 zX@CFjta|G5kjIAYckKZ%Z~gPZhhBHXUxGryh1G(+l~36ozYwn^0yqsq$d{)Jc?hS1t zJI+sfx55@jEMY*Hdsbn^i7pzFCrH7SRbgmr>seoXqi(&%@cymiy5u8Ar{Bu5Qpu*5 zCT|vkuUvi2rrlP0-hxwEouz|ZXp>6ueeiiDFPt77`J6qj3*N>IjIUI?6LtKw*5oYQ zFhx@W1sBGFO;s!b*&)yU0!KZ5%~m|sbX0lj^1U$p%HgBn(Zqzhn26xS;7Xb{x@fAw z5m%W?=V?sm*5Ba3lCsi|bu1sKtDn8GaOKM1p zf?kR~Quj+;eGS5Iqk_JA`J)rN0oNMDQYiQ}&)Va2nqS?2KM8TC{MB=et-u91xe+>1 zmGC4I1dR5W{`z3E{5b0;u?3wRrRu$^jKE+5%fv;%Yspd967|&5Xck=s9qJNKGC7r= z4+%}N)>XL&2t0ul`EMd-q6{lhy+A*j@L$l z`kEo)$<4Y^93`}8Q!I@I#tzdr1yAL`G6_kFP=N~hC*a{qBDn(vw$So4l{Oi)h=WVI zt9*Q*&@;ttB|$;t`Q@;a(zNF%&J|9+Rsgtt(C=C(2}qSgMO|%TroAy;Ww^vgc~h165jRNGgCW-P;rO!Fq1Dvs0l0Z@Q0r$q zfvPp>`fwXng+_;g11`Qr3yZ4ov8w7GKA-8MFgQyiFRf09yXxQ`lQm+oavu;+S)RvJ zW{GP7{uO80*g&lh_)125SA01+yaVhxOOg1LIf_#2^P_VSw94Y~sZ~CC4j*SXtgCE@ zbOgnd_n`d?{;qnm;LG}Kn5o&b%?8$3=w}7pUGt|+8(Rp_e3moYqf`+}v_Zr9Dn(Qk zEk5VrdYFs%WOutY0fp3`n_KLVdUKJdR@w%Hu?gMt7ehtzJ@+jb#nc-2&;zkd%M*=V z#YLda!7r!Kxqnv^4Z~f~pZi}2t+%k_=AFzAH+RKWx?u+N(bUKJN6$7al+4Ll3Bzu# z{WukNF*UnzDNY@%^=6*LRK-MamM1nwfbD%_%0^Pp67<116yJ(D1x zZCTutv5ECZPXM8+cQv3)Q)E(bnXi{;VOQJB{s<%?H*;AE@NT%{o5bns0Wk1u3rkA8KL#toklS8T8O)XDkC}Gyi=+? z=YT$4YL+IqDyKx$xAeYlY%tErmU4N;Q#M8N!9MJTJxLIZ-lV{c1Gv>t*NK! zYVlUOmdBK0TE+XRc7{(8TyKZ3niv9lYkPXoqg1hOkH2m9x)V zirjb0>}+Q&@W>b=b+B=`?!o#7)cgy7E<78!bJ=3nMW z?6ZZ`1Par!xOUJD&-DP=j6pb&ofV6J#{ykYkTHW86JJ8K9VuP} z0-d~#BRTy*c(>3-`KllGfc5`!rs?%qx!=ejb>?)bQ(}A{**@o|qvCi}o|jy5yL^c3 z5R58$Z<*V{yI zR15yBYB6!{9L+F~cOOqyjL^VK;PTaC;?)1;sgOei9`*lc)Cy|ZfI}SvBDwnKZxEDG zw_&|NbYbvuL_KJ2g*?U<_UVT*J*{)kE@#}t%$&NAa?KRtn#{i54Oj9W8#(+T4Av=( z+F!_{{GnlQyAcLsN%N&aa4|`|Y&D0xVn4$DHmk*Xo&z$ieI_h(g zNBi(J-(mqxU448{p~8a7SW7jPRL+@1=7{RrQGivv)lx==xpIXsNf3nP1?=czN~=4w zbbPD$soBh)NWucJ303;}OsU5)U^DUXeKXjeY8Ir-#aKdD!2G%pj+mqExTGXIlG!@Dmq{k=v(5%qcmf9K2ejfcdcrB!AxzZLgsZHV!7E4Z?ez;MbQ zUTN|UTaUShV9@Hcu}ipBB*s0Be^CDIX0f;x+h4+-FD_h2U1zS(gHK+hJN3$KLEHI1 zoNr~PB%a(-LsaY6_iq`C%%`8qJ_~xirn#S0xk|^_Yyw7c8W3w6XkU9R@y#20o#C*I z-1e#gJfM&5UaQ|Z;HbW3j@G_^e|!m)3!QO$qjDARD!I2`AFM`KOZfihZXD|9HCw9) z7N0Yw{hIM=qtO#-AfB4SPaU$BJpp(%%iGnd1yi_b;2wy~7M!AWvW(x?eAMd-biD6` zkCL_i0$jm{4N$){C{4pF?t4~}<+Z_pt3TmUEmlCQlp5-n3_MAYC{RTxr`|Wa^s5mA zT*VPL+$VwIvJKpe3wgGU>D?}ga%DFs^;)Lqq|?T-c?0xLj3x)&gQ?2WbP_-SN@9;J zsP&|_dO|gEbW%4u0nA>Znw85}0goY32hsbD%pEk2Dlsak#`>n7`bdK@xO# zNioafE&bR8(N|DS=80#9{8G7>y4)18j39B{Z8!7X`1o7(rB>z*ea^`_#AsoZ+I)84 zjqxckRV|@NnDm zb{pzNs&h08837RWeEQCAS!KRZ0L0(0SRJI3l={KQ95tu>2;!Ma*OlEvZ;cG@CP$Vy48al-`_dA@RfhjSWN=XVcw#O5Vnv3v$4N8{ZY#BEcIXn=Dfzr^vxkCLyAz(GBJjUaKWuBfa+9^y6o(_U~=0 zmq+HC|Nn!&SuCI$YDN@Q6OrbJu?Q4dd^W8&`b0hLxk1iOS`(k)tYPHmIYT?itnYlf z`@J+QTgSZwAo93o)K0NZ$Q0n>xcOvkjPY%d%vC+5xK?NxzF{ z;I;#_w%i2eG=NOd^rvS!^1*6*zopyQ!PqWfv;b@v)dP`HhEAeF^qcCe#r1|D?}_Q@ z4ib)LKSMHCAOF)7Di8a2ZG3g&U3OnUAODwxy-{r@^UPqwlJ2Zt``5mnscA4(3#7-m zrh?CDx7=~b_(2hrx8drgfI*puxc)g?9HNzmk?;HHGKe>3rJ6+CG~vOEUS{96`>ejc zfd{`HeNMSN&oAps!Ank_^FV~g0_D#0SmNPlXc$@hNwnWawaYG69q*PZG~_mpZSRi5 zFzVl&Zk!+Te`H)tNs|L}<91YV_SRY5n8|A*C0T=^Rc$R4$EO|i$d69tA-{G|iJkGG zGfGT+T3fqUA!9y=N{fn}C7YQ!i(-PQKQ5^z?Au7q)%PV^GEV%+key04oz0E^;S6K{ z$Fw;1@T>=K_qM5fil(fUosz%24C;LLx@QZ+ZkdYiKNG*A2M_78tON+o>sKX@Vis-@ zU*59^qpg;5YxzHNSB*+WcRjya;L{y9S zWKaH`L_-+!bBP&*|7%S^leVdTrKDMt#Adt~(|)F|=~klI5zoe6$NZoFQFPW(P5yrr z2N6*e5hNrBj4maHfP>Kuqeh3Mgp`Ez1f-D|B}g};yHvVCU?U`?5lLx@vET3c{=ai} z&YnG=xbJ)K%Vj)kX~qNIczUd(FCwXGN5sB?Yc>iO11`;+OO#H}uqz5d!#wp%n|K3}}>T^Z5a^YH0 z-~U!Fr8G6tv6||clmB&A*0#Q9+^7hPfg6@3O1*5EOX#wuY0OsJA^cjteNqN2g*lQG zE*Pa56Ybo^nA@+C8n0h+u9u=S3s49($8d!{b#Z>Il2P!HWXi*lKz8`e*QetXO_;aM z7;b^%z{o3Sz0(2dA5HD5=sLzf#XP6^;<)l&Ch(5Ky9}otj*?8V5;FGK=cuMfkx9E# zZ~jLhK6g8DbvJhy%_h%80@?yr^6|Z21FI@8pk)u%@TWI0N$;49lV`h8Yc+*26jbN$ zOjtA~jFhvd5v-WHJB;K&d3D`I+M)O+Szfj>oSAB^HyZj_XsUTGz^_Of#gla77?x~y zJfRjSitKx*|Mr+qnJQ60Cv`p6tj9*=2hU1+3=ZDi6upk0QWutk7)t8{LtoHw&`VDN zEKm29o^(zYc`3QZnZ#f{cUq3mmxJXr)imE3N@X1>b9HrXgG{-)1kRS0zb~Q3XYB7^ z6@`2qtoH2EgCe^zRE=$(I*ah!tM5NT$$ICmp0E4yzO{F%&qZ3W^pKV3q7p@6tX*Z0ywB4FL6ig1NV@SiJ%Zn(TH)TnpuZXs%D$TymrO})Se1p1p z-wz~?m4EU$3H59PT1vD{E%KLzNHHtfiR3cUs5lo%qEIofg zsscu|k-7%{;*VZE7);pUSqg~W=-V+Num9dkZM^^GZLKoXa5JYsux!SjUYHpsWz~6G zON!^6sD4U0zuTILDviEjZG^c?%@1Dc4~@Yr_wi{jFVMtkVr4+Ct$a!}d9f9%YXoZa z3+miI8&&>vIH&=^dyI;S5~)o#qv=O(B;#?wy8_c;wqj4q2Hc8tQlrnu zCqR7Eu*#poXI~$#xKUajlk*@CrIt|;$`L~c-J0J<-DUY&)bWWuxbXZ!Rcch^F^Cmk zh!r{T7;x{jQ@sitd>m%J9VehDAUw=i&lPdsR_FOLPgGHywX7XGaG7f;oNt~InT?FR zrN(^mLrKDNPoT(|E$lC`Ull3^HD!Klsl1$2b&dYU_+3^$_EBi)wfdKz50QHNFyj8k zQWXen_w3KCsjAIgiUgQOP`0po_OnPuR68WIor$tnN2BORt$!(^-1#vHryR*HQLg>5 zu`G9$CKPWL*f3=_^#lI8>x8=6aSMnBOb6P#GFF{DnI3+IqO*IGQxMOYNWK&=w4T@k ziW<81JiuDHw}QdIu=J%8nUxy}0OFQ&fH{=jNZIDP3q?Sb?>LmqX#d&mUu7NXGXH4= z1YzASn9tAjnE7xCSM7pn>pv(}fi4!{_uSvHK@AzYKJebGqvQ8NP+9oBr=~$-Ev`jDEDDdmPDyM&d4$UoHn>;Gh|^qVk!^t zH_T0<5a{j8X(m^y+Q9I- z=5d#R0ABg0vmz$XBLYLp&Pv@%Bv~`pojutNb%xoKw9})kyn$IX{d7{i#L&jnhL5kLpoi$}0C8TBgNeT4w z%+SH~oqb1}VT(VR&_KIv_g(Bh!8Fn7ANW40%hG4kj8i=X2fOoAxziby3Em(02S`VD zM+)U6Z$MmHL;A$JFA^{GJ~0>cEEa!4P6QVLGzaW{i)VfSgj4pI3|JDZTcr#R4EO{( zI<#VH9thYDXe3R3;t@U4!zdPbIYl^+^zj`RS-@*9)dKAI`7d5Jy#7pf6!yFCcPj88 zN@ZiqYS>$^jja_*sVyLMI1muMu#;>Tj2kqxu6wqtYC@`#Nl9lXB&kFxRPMMQE_K&D zwd)$Pule_o=eH8An(Mu4Xb=FZg$aH%eHKsm75o7H8TZ2*blG_n(=aom?*eZpsW*eJU;{md69)gpGL5=*j^m$&@P4bCWGybf};_iupD^v zTA4V^6X|G-&wTAl8n(%BYbl-H^)UZ#&DKTk`i{(d&q*Z z5mceU7viKaqDt`6(r&y-PFcFiLPT9l{stcH-RG*xn)I7GSbW+EWHA?`b>WKqyi$C+)W=z1k;>&R9TOWO9F1q-T&1Q3toV5bn`!ztOqQbFm8Jw(5e( zPe@M-E=N3nOvS29N%Es}ZHI1YG}I{U$_J0!-I(S12SOEFmE*amrh{HnKgNV2T^+spk9pquLF)OD@BT-SUJ}i_!|kw{8B^_N9lli6 zO@Q8UU-*3cxWp70-Ubcu4m3=3W(h_<*Gg`jEc8{-`GU(9{eDqU;b)i0Qh;!Q(81V+ z`|^l|cW?~lpm+)9gGYK1#}rM3J4qPlc?@@dtJKV;{`EGl>2ya@B$i3OC^gtAm~Lqh zo$~_2k7|_v!UTB#{MxwYlePXbhdi^nWdu!>Xv$U+NDjsT&={ zKGA!3GUCF9EH%0pESTqhjZrnoq9w&+iBZ2+34DP98Ht z0|WJ3_Rk#^4y(vnmOZrvpWl+BS7d@xeTx~+Zjdv#%;^=C$CrwbVELj5Q({G+8>%e6 z>fOWLdypJs2Gf%C01O~nX$5B?L&LNG5Ea8_Zh5_m*w};V_HpU6ox3;wT-j~2_11g# zOHXwAq4k9$jXN~Ok_Mvo#?-O*_+{(9eHw0|eGvg>SDIf@izk_F;=1s%e2-S?uJ4V9 zJs+|uv1niN7M9n8r;`b0U}*0S;fW|oC_3uuuUqL8wnN?aAps9!te2Tl;(>T%L*cV| zF2$k@BB(e}lyUyYEuth_!y&)uo{k5fiSij4`_OEC*aTPZTi>m4fXRDqQ<@(i8pb48 zC!$RKD+#1MU3nd4W#d8^+I)aqhehM zM#nUyd>FI+AKFWjJoZ0CHo`wY$`6@dihgP=%(gQJcASp!{x!r-u0o5uC26+JP*fEM z{u;YILfdoVwc3q^hlQE-)m0jK%DSAL5tb4t8A4OScQP!;!xzOhoG3PVekB-NBR~Z( z-jfp|>ESJ%7`-*#!9M@;jopQqL-Um`+ojHW2g?)>v~aCPBz7Lpwjg z>HkyJ5r0bX53F^_(3du24a7A!6S4yV0-1p}UxC%P=x9(=UDQqWh45IBiiSn9HF1rz z<@Jqrn$GBp=byaKq?HSHeye*H+`TbZbpxu^D{xZO%zqX;cfhu9Ud$V_nv5)YEASC3 zhzJk9N}}EjiD^*iTPjeIXkp2rsvKC}_f?^aC*L{6bG6nG;{q zjqHu&oM1=g-i6l2$ogzdAaZeTR!5gqV%}zWXsF>uu};7j$hv#!-Y~(D6fN96|F`d< zwEbs1a*I)tXz3tg!N*&bEj(f4Xdq@bC-}|jI>Dg&8UDzsd2GgpI_*xD(u@+aL#SR~ zMD<}Gdz`{C4=sz|^O|GeIP}Fe!sm{6A}Rhcs3l%#FyZviA%@l3w!YDel;;TZtt)pi zD=1em2ETJSzNVNF)1KEH1DsYIcV_J~QZq!^c3QvZH9zVK3hHpKb=jc!cw^@x-6;gz zn~YuB#%=3OjJ_7{$;;gDhDr&U#a*pus}8@HKKbP>VA(1{ZnCRBx;X^3%~vXB<>N(k z(;}H#J026=Xo2!B+O}o%Uyo@h_ZCqDe>~B# z#k)=)`?u<;#~KG@a$Q{yHZwcS2w4sISUOpLULQFBIvBpGHCj+0^1JZSEn0mY_FHHW z<}7xh-Enyh*2jVS%~iE!%i=#Ry_2@&J&Rrbm8;oyqF=Y|NhzA@E$3BUJ;KJXL_;in z{mPLAO%7UJLCFw6T1;I{ZTVSa`$8)4k(MTZV9xJ@a=!5`2{fCQ{kp)eE}8z1;5%-w z&wn-*)ToyrJGJlcQkNKtZqy%VqB^)Mg!vuFS#y{p!CqXDFEhGfAjYax@eQA=*t}?) zUJoj9yHAe_gp%HI`ki_r3WepW@NYGzL>=DGbnINon|8Rnni)**aYBTxAm7c+ynL%j zt?BJ!AZZrY*~3rw4C(*L zBd8z*^w^NKsqu*a5wr|U8bgf}`f#targOTFkm(6ZFi+%*@dkK=Ui{c#N_k1V9Xmm{*b2jsxGIUw&G zzT{6pkuX|9crG(ZB*J6CQlce7p3l-yISuX0QGQaSGd-R7w0|d2mcf{8c18ZWwUr)h54mf>YsMOzTXGIYox~pIm5&L@X{1U4o&B3aYc@9&pZuGF(-bg zlZ7BpMW(CKucZHqP93qMPZaf|eiF3VD7g^*r#RKF`1sH3r!_=!k39j;cy@Emc=o({<{)4%uE;L2 z9hT)kfR+@9=a-T{LUBK?MpJ*l#pb;AzBkdb zTv69_7S1h?f}fx?DPffo2k{TS*h12kF%l2GjW|AYLqqndN_)v2U9?GtS~8Q2{mmC~ z!YDlte2esu-Db3FH`y~2k8yIGhqGnURStS_2HV_{v3B%zegCr60}PZYTzN744h}pt zE4p?@|1JXeRi^A2tMd;f^G~Xa?x>j!+hPBJ)WZg+Zjf&UL}%8>c2)KEw${nhnNxem zUVZyy)0DAkv=a@}{uey8y@%VItf)tRwzrS@PO9D*oD(_fkmA?L}KDibQGHW)+au4Il6HLG|m?7RRo`2)q zTO6#n4b{)MzxU^HL9K}2UTl9%k9m{UtDRfdCBpKKZgmB?4Kscnn)*-4Lf@88n+NJx^%JnIR0_ zoAdn4bt4IC&7_mhT!c(Ky3N>a1}+a@*^vs4h>g9>W+eFZ3S0Rq_A04FnsoOKsw67q zY~X;8SCJ~hjco#w^?=C2=x6Rx-Npj)yrb=_cG{TTDlv~5Fj)%2lu6_Uw|n?en2@J0 zh{yy9=~#q#;JVN!sz4!|tblDerT^FDpaDg1$w*~=JC(-B2EyBHem~~1gcjYN^Nvsb z&hUqIftOEB=0>+IqMu)V`COO+PFg!Q>SWbB8CPMy4%xv_<2_yd{o9+m4W_4MQf9~j zce|s5ozMdM*;G#gf6L>BSOW5ET<+q@-6!Y_Z60ZbJ!E4{)|+Uk$d=At_Uy$v?@H@a z!bMur&9JMG+=fjdq3>>giK|u7XKsx93mhk;DVBG7hP{L_+)w)09?J{eHTrT3ug^XI zTA$*(JMR3*jJje;Gnjrl8U2|knrdSzwFYuX;d0>O8k|EnYZXAJ+wb+bz>laud3L}Lu5^X^JaG25zfBixWmF$|J z(_@cq`HL*CwDfQP$XyO4Jm{9r1qFF#9rJ3^YIW}8LIwDAZHVoy_v4zyey>ahpx+(N z*SSwzeCR&2ov;8p2{0+qt5(~0 zbQ%$N6w0_lXPW&o?WM*I_*PXT9_G=xE(la$D^yM4XMgcvsxa6*GXE+otf#4(o3EEe zUp1(CAyy$R&_fWMa089e8*@4>%??tO^YfVnxmv%2kega&WjjG^dBuKdBpTYBtJIDx#dNg`JTpt!*Sk^%y^zr0*3BH834tgVsqSGnc{ZGIny1Mc*7aQeQ zNSwX`jgBD`1KWv37-VK99u*idlg|H+r{hq|_WXe!H(a&7Wp~8S0B<7UYeg}J?r75b zT3!GNN~lfKv@tmHF&OjUL*}yFr!XB$*y%aL)44{sbtG8j4K;*9mN!(_NZt7k!h$#x z4l6nxq-jGSJGH_SNgeabPVePd6jDv3tFbIWb-lyjY0_hca|w@g-+8C_qB%v zkSO`5DkfZIx?FLRw`}Bw$s?$rk=*8F*hJh1=_EN8IuA_nuPQ&!LRlr*u_wBm0h*s*njw|8(KTTb z910}GC9$6e-{%?$c{TB*#+W=KC=;Hb7cz;7anRJjt7;r(e*N%H;_k{d$klxOp-E~h z#DqxggI1CZ$sOod06b<8HBTgui`?#u!%t0Sz~SvQ!jzH@UCcmMJ6?h{?%oWKeH6p> z!;p#D6-z5Wjz#K@XvjLr(>SZ|UbuGY=FkDHUU(uv@s4IBDczo|Yre3MraI{X-$U3^ zKKX+gvx`Fz$Lg&lJBJKjU)1`${5V-_&Gh#t=ij)^iTmB|r^q1v9cc&O!W8h^zog}* zW3tb-D>IZ8M>z>elBV6HMw#>_D)!^Deg;D;paqRJ6GKkj z^53h^4Q}p9k5(yiK$t6Br}P)N;}l~NcN}VCL8V+b22t!?euB+cO$A$RE1giQ*EJnV zr*S@PZmk!f_Z1Y@@<{H*eCC=v-Ba(7BK)i>ajs+eQ{}ex1m-5E$jlIYh%Q1eK9jJr zE2W&CFgiCudl!nj*Ok-}IQbEz-YOpxG;XNRjOYhMnNzBBwT)SQiPwvezzPX;o2^EUCt8MGF3NAiyYBTsQe;hdiE1h zj{+fKyjH1n@0)k6QN9*je)w!y`oSMNf#z}V7sf8&qi#`VdXNQYYE3b*zh5~X@yjwv zr6l%k&%Dy9T+@-?bvC7Yi*wLhlkGh>C%C9(rM(!B{7wZ(k{)3CDAt`^^tI#& z=Naiwv*;5+s(E@1(@XX009INHx=tU=coSSw&ErI))>>lM!(=Ad4GJueV& zdUnxg*2}NCPLW$jz7Hr$C;ID ztCdle-9UFW;bUjk9w3@#!R08yR}7EbK=JZq3ZD99HuS{WKV)i=h!3}Ku1^md+Lo52 zYbaxLQCC-nCHqz_6#OCsRRiG;&-9b=HR+>Fg0!X0!EAa^;+%RkOXMNN$09QBRsQeF z_i1&PJgo*>To%>_N=kB38xs?ynfg7=sqaAN4)a zGyAUZj;Xct!L1w*wKU^A;k0A`=Fn9_PArocpK#sjW>kKWvmBmEnf7jnz5>ztDdl^? zRve1Suy%Xz92cNP@Azyau4<4;z;6}tSGy2fDqG*YFEnZ@+T+(ZzNz-v1|8upYbk_2 zd9vV(GYgX1|CM}g5-54?lZ5+vtOKjj7Dw`mJEvxtQ2PH%d5(>&k;Tp zj~eOe&Hx({P~&GJFK^);0wdH%1C2MY%C~p6XZq45k@^+>3D*p_7TFq^>9nN92u-NR zG$e&?RvROn7r2qOGzq%^`KKD?f!lO>f>qn`yQU7i??boD$MpDAkwVhZVcO#QIXm5 zvecBP8|hd(fnZqiAa*`xLE)IbDOf%MXkyixyXQxWp85;`5aS81;sE(aiug+nQ%aSw z=A*jJMAfpHy_C6WI;}P!C@EmI?@HiGK+^_}S-cf)F4TwhxRd3d60r#BYvsi8-}8e>d5tfEKy8Yr+M@_Ae~edYy78+hLK9J(GQnhHpY zLsL$|=weH)4cZ;7uVR6}>-6Dc1M47E}p17*2I+dfTB&Yl%`U%hLr$+c8prh8vBCUrl$#KFdTl&rD z)!FSP`jPNEyFg?`BSopn6FW?bJj< zYIo<@y{agdl8||f>)2R9dk32YgsjFkuYk)@M^Mi#TUr|AM27-eEbSPp1ndwUw4vkHij?yE8%G({S#5XxktE6pdujRqu$*yq;Xp3?Y?$k4WOrnt3=j$W z_}-+INZ6F0V|}?OLmVbU+~K<$dj}w_quU+c%HSN!+y(z&5aa(YJ)bbP{Xyk#ds>~bm}leOs`eJB5}rGRwFtD?4oTh0X%+#29mEMp#?VsH*8 zak^*75dKvN^UItKg84x`bL+UciJUJ@iTOTUQSASwyqa2qH<8JSZkNwmnB8iZzVi_2 zZuEix`Qbr;krZ|0PDY4OAD@CEY;B03Rw)rMH$#pl%8Wj*20Q=5z_EAe>H zk-&8Ol5z36{Gxg-?Jl8VAN-=-(-PLg^x|!C03<7gWfmBeYHH=sHdXNL5tdezjEwzA zIWS{W_Fd|_!NL03_K?%6VaG9y1e zdZ*GTw+le@qGWI5iUXBa3*%wH*un8`{ZOuM;wBNoGNKLi&$$tTFQe3cZo+nKk-`o zogI0%ih(V_{zK2!0%k)WzeVB>rc2!Ima0zxTi1Y6eGzm}AGs&J~j7 zfa_2PGe_}VL=cl?sF~!*Ol=nT_g@tonm-)r11lpetc9(;lekC{Sht*WI3r%ArK;w` zTcj=Zx{lPbS`Fm+Bpk)yZHhln*cW*vl{v8#2rE<`k3yKBqhhGHW2W++E@ChXiI@NU zDC{dgEsb|ak*OgoaJS%wYhNBlVQz_o%Y>i&d|Xo$YC&CFS2dIvG7PN8%) z5R+W!tZ859pq`ll49^W4d*-_qIlkukZd`GduWui)r@Q5Etd#l`D>GL=y1g5OZE+H5 zoy%d>ovG(7s@MB50rtE1#gIU$MuqS#`P}h=VtAj}iLWq@E7C>e;tDC4Y-y?vC!})w=6#Zj1(f*fUKhcka>~BZv3&W~pXl9W8F}M8!|43PT zQv&)nMSCdvo&peNCtQL6}sicS})vMO?c7$GiXV zV^s_~AHORRx%lzvj}yHd>Ti6aANUC9|5=j(9@G&8sbh=`!ZUSa8K+}?hZajy1iYt3Va4O%I ziieQa+|HEH4`PEFrD}c2HkC8$Tvp^zs}R ztlS|Ulif6U{ms8X0L^6CQkjIcyZ>ozS|%x}=)Td=S~PF{L*o$O;L=P=D5oT;vtd%6 z&-5*8k)vd zg#O&)v?S7$jGE%sO($Z-wu=%8b}M|%k#{+zSocneB~^%1puPB_wjZMRn)Hh>7vWnO z^0FIk%*dy~NT9PjgTehyw#X)rYh9zYsx4_KWhFb=D_Gg?$E8?D7k0qu#`-N|;nzss zv^KK;`pnSVo)C*4)D%|QOii9m8un97GcGdpb47qRm&|L*n*v-iWUBmwP>K+)ge}bL zDdCx-daiiQw+{!-S)HB@EqHajYB@ME`?-rBxIsoERO$%`VB)MrY&p`Iu1*>>X#8(X7v+^ZVrFQ-3mqpGPW?1L znAjgAuUkgeb!%z)cFEXRizRUezE*Rcz<4(H)O6g*E?%)~wJ>3HG*TnAsmWt5<4r|o zSz@^G3+4AZR#nC;CyLl4d#=5MB)O;-Ub&uTo_ssQK zKik8axaT{xotxzEQL1GO0P~wQj!4%5D9fKKy?+NQqO{JPCdxzqd6QFYRwJt4XyshQ zi74S;QIhHlsx@4DW6$&l#bD&_W%-_cQdbB%MLURt~pz6Ft48PvGHKb@9}dWij=6!CgwP3Al92 zblhG3J{7#$a147ZHl<0KT0TizyP3&D>eVtq#hxoz8Y`&%>!qo_ZN1Uz4>r*|;hoYF z8?q*6*8Ux9_pD<`Q9Nm?6;tb8{W|I#6e&My*i)YlbD!s1KC=Xg;lHo{+E}vxl_CNT zPgwJj`gvDJrXL1_P2_V7Hn;qHTCk)+$!ak#9y5KL_cRMMAxdINd~_pnPc3y_t?vVi zTJtCZE9y=8x!?(0k1RkiQkURC(ekDUq?>>*-U@YVOh5r!B_tfoHg=E&V>cB=Cev*< z%`4n$DJ)xCsU_luxOw4ek3I3^LX(xb6eZqxRuttHCZ*?ROG)J@CTi~v?%{qc@gE=~ z5!SxEwBYo7W5-XrcJAJ(LYus+nKm3~)Ei^Sa|+&F_J>C#lc!?kL{EnBW+k*YX-OxX&86*Oyj)#T@I>eEa21;#U#DfV9?#r??MPh!hC{7L?;gjjHW4d8QgS*UD?1=>9iOv;~ z%;Xl#*(^c_@yWnqiHv>QY*6BBz*}0tQIM*}q_^2stM^Q|;2%xPdS6dkG1!%nNqeU6C=Ubdy8yK4}t@>?;jXl$lTl^mS*(8ju_ zD?q9#Sx=jSf@G81bF-v#w?@v$FH5ocV~&JT=FD`H@1*+xLH=5Z{0#3u+LQUk#ZmXU zS$*HN;aPn(u6Q#abyn7LSq99oypX%Tklv*56e0>8G}GQGhE;XFt+ z=?-MWgqcxU=GSRzrC+}SpF@PCA>!$_NtX7N;Y1{J%=h1Tc)-jB-cYD{$EiMnQ>v)A zFmC{XY0&SrD9~4%e-zWV_-9`R%1qpKIqxn_N2k~ zPrPm2CKX$BulO1?ggG|#AsU=eApN*+YY+m3tRxSK7fbLEj#GW_PvSZ zw!B)>-23mK`T3mw)45F_yaNIpUD0#@gJ^>$6CYQ&(aU1>karTD8@tbbyS{Ju{VK`r z?H?*q0cUL)8x!0(-ymqHAzgy^chAdo4{ZzhN76~%?{7eEBPkQ`nX8`;4eyXtgRTp> z6gQ|xR=<=cRbySWj)|HI{x(H4*^y0HI`ge`Q8EKV#i$F-Nl)Fz8f!HBQzd2^g1f)J zdRPjE`>dOzh7EjTW}DE1U7M40y+5EkdpnbbEgf&3%YLX_oPoCqT@_bS`tER^bttoZ z(U1GCES*M6&VrF)As^DcNqsxMu(J4hM2`eK^3lVDkzU91x4*#BOBJ$pxG$TSf=;H| zaXvvHRY`&LLQc5WrvsB1%~PJ5aofF&uT%}noF059DY(8zZdnm|LOS$(A;FZre+uVe zFArXV+WK5*%O6oEGDDxl_*Vr5FK0I|SDJsEfeWlN+KO`DbvRWYx##@puz;D>9%0DdCC9?N8u; z4VX8Dy(88d4?WPVF~%}KGA~QH!W;_X3_p|&D)W^D6q2jznH#5#7>t>h@3Qz`_H&kl zL;1oWW{E6{2D*h`9uu-y&MWrOTCj+O-z74C48p&%)HwR13cb)>U}p$a;Rz)f%as{u zs)FZ^MjAYyy)AD*_sQ{xv%i~}p-tsM+hnUcCZd%u{}c&%ujL$FrS-twO3ZkpZViyC*cVqTkafKM=;h=R1RG z!xnE4MMU`zcdiKW8pk{N0=>g5Z2VX*+}X}B?=Th|Zv24c%*piL)SFFazzS#?;Ktb1ixEc5r!FhO)4^2=Cz)WNM#(zryo=* z6i7)s4!M26TyYCOzqnE|Aa%iF8j4Ti36-6#m7)o7Y?vke}Se?90;5M90^4~{`&$-Nu0?*2((cK z)By*{p!sQ78ROV#?uu4_xYMKg#52g!vgVso$>$vhm9BGq5JXiOA);}?DT>q!chh0t zd*DhIjV-}1wHoMpVzt%iqb;D4NyM}?cXeUO|cuf$my5ne2)ti8k7Ag2>>-aR*nF?m88 z3H)rD808nA3b8(drsn%|tN1QBF=n zsJ)Bj8t&TKvQhWLo^WMI^1zlF4ae=>FVAlX@uvsVz7gU%sT0l;8~AD_C|ps(z(`bu zI(sTs!wbLmc!K36ZQJ&BLQV7CnKg_r*yNuF4ydN3#z;|3|n=V_R|CwTU<%Iq91-h7KYPK)~yu#BXyhYzKm||9BiFP52 zx#fCAKLgx!s2Jgjb%pm1){#IO^mv!*^W`ieSxu2ufFZ1#cxB3S;_}9>*jz4~Ayj5i z>n?U-N^OdFS1_cq#;2}B9QrW%;OC~m)mg~LuBrbKfVc2kCGrOKXa)9muHrlQUXYi+ zQG%WhbXGj@E{dlMT4Obj;>xr20k!Ed%uce5Jmpn=N9`XGK2*J}&)}}qcm>jPGPfH=pt6x2ud3oR4jvN^7Kb8kN z2o$t^Lwa&+LnVu@@$Ds}uAh0G6&m$0`p_BQ1=TD}t-fP%sgnsoor);8y=DJ!ea_wU zmIEQNpU)MnLO`H9ZKdS71j0e$=X8g-;eb|w{^-BW>5b42?!$ekBS;m`g?-+cz?%Q^ z7h0g!$ouD91@*gndZ%b!7K4l=E60je4r|mCqst8(#kp9!-^&W$IgO}=@}rbV=%wHG zHolwnr_awr{e`?Fmx)BaTk!1{f@#jL(#uTrxO=qkbX<1PN5Q*1W7t7dMA_9t{XsgF z%yyy|`j1)&%3cdxU5hxsXp=nDaWrGqM6Tiz=r=}dTxmQ^#sv5|k_;NbT(gbJd8IYg zTK3pl9!&NC(pdgLh&7Ehz=<{Yz4*DDMTj;ifOSNG9IW`tWh?(lJ7wu;zaR z9Dc<%^w@^bsyp>pSuMN9uqL+}P(rZjoVVjwAssb?)QQroU`uI~Al8{3hJIkbvDA|R z+uWf=?FOyIjrrA5Kh@V~t5-!NE0$MkTba8~>T|J1Ust37Z3h|~X?(FB9DUBRW&)0V zAzj#__Y4|nFG`z)AtiJ8sE@B!eW?$vl!aH(V;rznogCCB6hgYLIWj?ir)TzmRa9q=zz}_abcl$h>W+B5#Y9;L*8zwON zoy{HY`P$MCG~`D8w@)#L@lR;lXZn}_DH%?A^O3_LYy9q1O*!PjR!Xe%OYKg}n$>`S zJ<+n+Mtmeavj2DkbG|6B$qUms-ax>HWlqj_4M0Wp!Zy@<^_p^IY6!XVr`>!FoosrN zDX1|&lJk2n*^~ad`7+B4tHSI7H4g0+?GvsZ@sJMY=8kL3yvC!~QIcu2prrfT&_$+#(g;^~3v5z{oFd;$Vg zS&x!GpOzbwrZx4b15bk2CpEXr6uIU67zu}I?~R_fG_oBoi1}8nvy$hCdz|8~p$u<5 zsf9a~fawyf1+)v3PHwv8>cFTjr0)Jsoew+>>YI@b6|OW$#%Nc02M_)kjW-KZ=egjsQrKR^!r7v>19w?gR*9 zp4^UVN}Pu)mf7;F{izRKk@fVjI#6KfFZz_n8HH=S0MZ?_6SwhS+O~G6lUz1yn8(F& z?c>pl8E6|-v*cko9HiU&Y0t$>vYXy#vvfq=}c|V0}Y+V1s75 z3jQI!Q?v9hZRk9vsnjQH1A8l~C@hBL;9;4Z>^Ai}L7%d{YW?NAQ4%)m3jq*04Ip2F+h1N<8oSpo>}K%qg_ zxSwAuF}DxSB8jxcTEyDGD~cP`GEUG`RVUrXn)&UWsn(|N>UuTm+SWNmnKtkV9Apq7 z|1)5((eWieW|N1eg4R2Rwk)ln*^gN*YAX1*)3^eG>V2An-R%%J>i|;~j>_6eK+Od9|i_&!-@nRavx_|AQtG zg#BqZ`Qo&^9F~T&i`a^G6JK!u!W2A6X2os$_TP+=2kgm-bXaj$>b)Kxgib%?$^0R; z(D9GpiHYiG<|~No^6J1Zb6EXR(p@W2CErFpy7H?e6e5xA^#|#&Qx8B6Wb@*#OM;6W zUFDt!UJGaxle;hRK7nc@ zLDI|WJ8en>7$Cxn zJy1@tUTjBT{j&MT#8m2$OD`Y^`v&3BDfGgvGCsKBm1zXp!5kn^pvqKcCU+=Ol|B+Y zQDJJmdk>mu_<1FG$(82Vs!3Q}Vw^iN;Q+jk4`MiYVPYg#IlP*D8Aa;bQhqkz8y|B> z`{r;#(bj0TI9dB9!bN|2*?C9KKUd>#dbPeiVDs$D{uM@q;_vua-=(- zYbEO0=q(f(PKI3BjAF4k^48motkNnTF-bkzY7(csL_JN~XbZYOp{KiAMzG1I5PY14 zr~g>HN3L4()*vorXH?LzMM2_+^oryhb_+h{Rhn#H_12q0ieFa~j9-qLFVK}u%70Ig zqmX8rd$AJAzI-sh$*`vfh zT6OY<{Oe%-v3&y8R1=Zzy2d!o#n!KBzYmIx3yGMbz}hO798}cjRpM8VWAvP2=FW=l ze}=>_eV&7?x2}`D6 zzCDd$l+!e7o+n#oK-_Tb`0P~LXy@JhEde=kpBi$-OQ`l<+e|{^2FvX?iA^6dYbR?K zVS0y!=NyXfrs4Xwe0~BV4~0%Di0}R+>H@*vzMZ=mlK~qJ*<5~urO!`=4}E~#W0-V5 zS%=p37WLE6zLcAJH`C4cO&mP7OQT&k@+RGI>E~l9<#>|wR_O^>*L_9N97bgN{-1b9 zHnMGb{NVncpr%J^)BThxMw@O9g;bP)T%O;3>_c_QkRQmJRcbd{|JfSIR zq74GDAc^1Ia|iT?#N~qy(TG?zWWV9TL>150UQ(F|((%OpJBg9Vam59~aw5qMW ziXkd;F?_vv%t}#=)7qQvx)cp z+NQRd}K{qdWN53PqS) zY3#hUSKB{Kw3LechxW7dQSbS+BvYQ}#q%fGdHRo>(cPkSFS8pQbC`v*2>cm>8Eep_ zeq&ckxDOFQW6Ut2ArlR3D~mC?Ebx{~IkU{peQ{ zl@Gnj^OvOH>1NFRur8>OaTsdtn-@<{lN3FE?@i48R+E=Pm6Z_P!ygYR zc9F_ZrA_ZzEZM8Tdgguad)4eMQc?R46zg85RrF1fL*)t3jEx2xuMKp+3$o@@Wl#zv zcrE){%tw*;_ICf-jj}@PP3WC|rZQssMJXcBDfzIY$SH?t)1xo-wy!>FYsML#w$a~V zsXll|9+p;m8Xn7#vkl#);+{%b5E3&Mm(bPD8N~H)%r|FXYhQ5DaVzG49K>6(-`6+Z z*dk$1W*tC@6v6#5tTt6&?nZ=j{#lv#S&{i1UTvxh_eOB6ddi>Atf{o|uJ@Vm5Bhts zrIih0U5$$x*euF)I@oj*ww>?Bwc}w6ci0T{FJ!WPGIm9-pM}O3(Fs&(ox3iEeYKP5 zDWU(jBGHwv^&R5Gu%wejEefDgESC-+gsfDb{x+w>YJ3`Jxbq5UVV2Ui&@3o$ogEl3 zR;EHk^ls+iYUU87ud%@yMBASJXHKm~YH|EEN&M`$N4ER6PR(i0I6;#&hH(g;Xe)%! z%j)Wjn?mXj+pW2e4JN-XkI3n1$s$CTh@u-aSGu*3wQ?8HT;dsineOHrO#Qb_w(Vq2M@t^|Tk8yLVM-+Me za1azk1_?~jTJD3Y1#jKg#!$3;uv}m0F}-71`87v%XMkkp`VZ;eU`R5a2ze;NlxgRA zRDzrz*o_?Vd%EK}mjnL<4;fqxnzLxJQGpBB?yYxl>-WF&@eYTGYWjj}G1pHkWdl(> z2~D1NHoun)6f5y=+clr~UQnVQXeyRvxA01WJUbIB0!2-fd+ZLK6$(Id<#g$nO*&yf zYu5isR%3sfp%$d*x&a*=U=cYDS&8}`Fqhwp!zi6d-1He})J>x``PBTN1Je9T${rn; z5hPvU=91~9N4-ZA?HAWv1#$v8HzIsmb+*J^<&PtmkAecYP5tKPY&xSQ1)C2B4C#x! z^aAju6%;!4_%S!pQNT#Bf``1XqJLcxbJQOZNwfLqA4bSE>xbY8nAN6udqAf%{1Bds zW|2D?9KOTxCUe-ETf5|8EXN~A!S=Qth=K3zSTdqIh&)kND24hX0k1QSwPI+X%? zqq@r&W3GzxLrddwD!jZih@z6K520 zXD-L99>)n_$G~^DCexA4)ECoK%3hyG7FT-nU>6bVoqQMg zrwrG_5r9%7<#frW()Q%dLydVWqQ-$`4IhL9(<)N{NQ#^nyPCFhW+xP3IZL~uX| z#VzZ+`*rGCPQg{-f6gn%ipsu*|N6k#&7muUU!8qCKSxEm^kJ>PdwW1@+WP`DDJ69x zW~69_q&^~q^LoFnbYPE$Leb3n`V}*#^euE3@&=Wbs`kDn-_XSk9BBggagC|!=ku7iGZ#t^vw|YHa_9qcOra z!DMLc$1!u@3FjCun@^thMg$XtGuDnS0AU&x+xVu;a(e2f&-+`ZlxdwV={pqvFoIls z!q^}KecB=Y@%G%TPw&e+ZfF4LTCBCFcl4Wk&azkT6M~XsJT`K6T(?ty$|8f@a|dK& zN$E=St#d?J8x&H^QT?@^Ufe-zW6nYiVKkJ@9#MSgQT`a@Z`<7Dbr|`6o89C5u%~K! z?95tSPPPs%TSYV_yZ}b?K10TsR&(0MtNb+%4K>A633idp>9!`h7P{-iiEcIhZ(W28T3~BHDJ`TI#sGpY;KsN=h%SF zUUy27z4qK$R&W^)W>RcFf9Vf2#B_Z-W!H85tMNRFI738jY1I=aotx@rdlXSrI&eiD zk@G_mO9D7(WPb@d^4)lJvcOf)jAGdiPv&v>^-9*8AMDs~i9NTN;}HEJd?d zBSP;gartD6www9`&12pHT)55vn8Ya_y>Q5k@4NH>k3n+PKYxU}_TsQprkeNVvi?qz z=YmD;1OV>BqlMGUBfo*q>TMJij{|ZDxmtW*871>>1+(4UM*vJE#hgbPUqA0|ZhO0< z>C~OGQ-!yL8=u-TByVcu5?>~ez@Eo97JSyI(IK!J`S)pR9PUdn!3#9h) z-!DVkwMQ(rA8n5s?l z(UG+m{KFPQ1X(&cGc2|KYonN69N(G`WM7(d?+#!qBi$jQ`Ft==^KI5XP2wY{8pB<# zCm*qEepb?Jn#&ur@HyUe6gcN-?`W&L)}6-7?!jJe)6ElKR&Kr_=Iy zDo=a$@U}CUsM|I?vZ3XcPu*JCS&;%?k_^T^={79Bt-gG-BP1)2uE>1Xkxi~+H+HcD=dF=_!+AB+WsAba3Tm z>9d<|-z}CbL%pkP&!euZ$-|9G^MsdACvLN6JwI=}a$mSyemW=nL5rhD$&zGz>1SlI zzTJ!Y@KOJoEnIeq(OvJ;h`;mG-5dhlxrEDK9de0p%)~xa-YXLvlt?ufd4X%{)Dh%L zFElFp%^1dn1<#Cg~%}YsRXszvVl3~I1SqtS_)YuYrm^tX;?C1ORl&h_y ziCnSD(~5fOM&7;IcmPWfEqtiiv~MB#h?YS^83rIA6kARpOKkU^evRG@>!q0-i~UVI zW!z&ilE!cJ1l+mvSNU|Vt9y9 za$UnqPsA-mL~eY_?Qd!9u7FG$Q_yDq#y~nCZ0f!S{4=wfIl{9B;py?#%R+l8CC*;A zG7)|TL250Ews~vEh;)*f!}<){QZ;jw8ul9KQLH(a{D6lE)(2~&uSSvJ4p!E6@m{Zt5^ycSy2}79rZQwc`+Tv(|b>n5vfD>q%`WVyd)3?NnY3hqc3%uMqBQphVSd^VgR_ z?aMQ1KSv1M)c4AYn2CD5PA6hEjP=&vPj}MFp&kUe>_T?&sX{q#Qox zPd{+|6D~hvW-AE3#rfA5Z+pDEK(GCn+^7$Atz>-n)^W-A@hj*_DgHaON~d^fa3xI& zG7huzYGMuv;z6Xk!j)MDc~A(gzlOhq-xC;DX~<-F`=?p2{7c^rGHR6YW&y($@`IJ5 z;|6_-k!VuoOhP?iHZ~6lD2}i&sZAfUYpkB4iqA&o;RFyG={n&i$(I&A$u|*SC#m9| z<C&oa0-8&v7M*KEm z>ija)s)$?CO$F!V5`P5ok*~&ZTF7nEH_U~ko~jcT@8*{j#HV*D*+8^gD(=KM3rCv8 zY!SZyMPaKdpmyY9ZvnI!eV4Uwn9P*THBe|maKY-^9qXGzt2`zQ-#vKJA8FSQO-zOD z{UvaQ+R}0LS$#P_Xh<*NzyO7GTg%YD+sOHgKruFpkIaHAPo!#C2aQP!X==x%IukHT z03%TOP9%)|SI7IoJ0dz}9EO}E4I?8}bFzQi4^KG$FK!z)XX3uRG#=a|nMWj+A3>>D zS<>?NtRSwo$u`$FL~YHcg7=3xNnRr3}_)aa!2rb7aVf~oK=|MqUr+UoSJffj=^(tbx)UU!A)jFB#1hs*V6 z=d(sfOo4sWpZi{?Nkbl z+)Jt84z}_Emm>z}H}>ZLRBWDQ-wlI5+CDgX&#_I)cf8}-)6a}5KUZE+U9S+mzkd z@nn?X56ac2zE98M6}6)rO;QwMaM+P+Ce?6Y7Wt0#5!v!mFS|w+ilBxg%qHIP8+b|ay~mezVFdFOYI%v2d*-2?{Im@GdNE0uhnZB2CVr*Bm+yH!AkaXVl%qez=JxX_Jx9g9dTFQT_&H;l~||X|nzjw`5lH z$m(#napgy-(_}CF!d-X~8&8|$Tw!!Ot+fGMzp~u(D5ZeXv@O0N|Kvo0gPii7pTA34 zh%6LA9`yBCJ3#`Z=0ajRy$Mzr zkxT}qjJ8ODRksWfg>;oUaZB-*&(xI1ju`^(bZo0G>aDaNkA6G!O`w}U12nq@mp@}B zQ5KI>FoxFW6hE%r(N(>qB@GEK?im(+FREuZc2pH!FrIiYEl zPF8d#BCMEhio$6f=0*Y~LYL*8?iEZ#^)7D6NB$bnDyaH_Dn1ySF~kLebAuQ8CEhpd*1fsZw(Nj?fU4ewCvx!hiy18 zA+>5-7p&Y+$OBz-it`g=Rn~-@EBEX#7^UQu4j;?ZvB4ADt-ZjKE_jSN$Wf7xkAt?f zgd=$n5vW!9Hi?bz+xhju>tiTk&cDwe8_xR!jV^qwS>&3olZ}7vaL>Y(OTs9bul~{C zk+o*+jq+-!)!DzQPe!zcl!R~`s{gLgR!@b<)3m=Qm=>TIu)05Dyr|&tWLxJX$4Ah_ zOTaZ=Eo9SkT7Wa5QpzFNBQDt1#7pLN1x4HX^k+IC7UG=AcZf*ZcvnIXre_9vkjsB9 zHFeBK_pxg-hY`f&jDk(aITR^$96pRrsVZ|(xaq;iO}1bS#;f=)u)2EK;)k0K@>?&3 zBfeq^_dUmB{3^@2Z=1PZz=>|-X1HfqLmXRGDWu{&LE=UXHSs4?X?%)tUr2N%r>{D{ zq7fhVx7;f#lGG46h1IAXC~7@}2__s-=oH0tKd1!;y27c`+PKo5#}lA5vNJ>$?<2;W zDx`N>=4zvt7aSiQOv|m_-ci;|I_%fX)!?fQp#Wz-aa(^kbeGJMewJp+JnJ7QW5KVb zh9@wV(mW=D2qzkz?VC9~QY8VGTmpEF8eu#AU%ap6%$w%Fcl;D4x(wO4Ior`Wce$}v zpm_FgMRBY6mNnu>myJc|IKAnBfmg+9|DjZJvfwEC+mN_O)xg26(_C-q8ou+fk8T4$ z{5Q5quN1={9fOm77`qMq{A*3B%6oZBYYb_yQI$ZkInrF@bLQ)nHeU_-_txhQ+8cM} zhyT9h^dkjVXIhX)#N$5@i})%G(%2}yV4Q~BZT80itH!6L49B&MjiPe4CxZzVpqJn` zK-MwrfaEPp5^y~(KW{kv7yRbU3i8OM1`*A&>0VJKbyQ1S_B6u{$&l1zoi6U)ep9a) z72nu(_V!atOfRuaIyswj`w&wE5$(kcER0~8JaXT&O7&7-d;)RtcnN-^EP78A`|07sGqNvbr$-rE++a)q z<;K#|#u^TOC_U9i%55&5xn?A&A1M!5o6P-Pq_bnaLYfd{Uk~7 zIh%YfJkg@U)A*5C>{hl4A)>C~_~OjnBQ)Jb3VRh4U{Ce;xmQu67-fX@%34o#^M|x} zW+O)J>bbhwZP4e67w_d?jP|D5B?BCp(Gkg0{?~@8$m=OK{$Q7Ms1d6CXEp?=q94on zZ3NKLMA41{Vj!t0A5&dp&Xatu)Ikex8NQqSnX`(dSKyC>1Yy(T6^vMIYkK~l7{QAz zj3%J}u{}Pv%`>(v8=Rs)vB7Ecpala3)N^e+tM5ijS1!)2Y=&Plt#V7bDZc0D@Ysks z4cON85eBQmL?@3=E>`N}4$EmC&^O`q>S%qOp=Ross>y1i9G35q$dg5CUvTorYD{$z zC1Cq&ty266r|RufjI${g4)0QJ_>;xW3H9)-tU*0qt}ALh7K>(p=@A&kF0CVKzH#hQ zap`8#wkC*EoCjROBPMsSjSd05nz@?*TwyL;z z@x$ALgMGO_|IhV@*z0zAKTjVvX+)QqQ&_y>wf5~ZHp_`tIcu%)zMVWj_rB3fGft|X zwq1F``Y1&IesNMS9q?^rwA`4?Gf>u+Lev`y11D zgA7$WlxJeIB8YP2j-Q6rq_x(b-K*5|Sq+2(6Tu67PQzbu@DtZpiKb?2YSCOgXtyb` z6lR|t)-AkvSGV+O6*xhMJH~|Ccz%u0a2zn&ZE>qjL;3XJWFYqnFe?O$9B0A7H9a_7 zg;&MU-6tSM4?#9}3!{xqt4P!DfbZ_Xci(?yAspvpZ3rKFRpGlZrP`s=IYCa8VMQRMBPjaQM zk#p5A9T^U3Xio}j0&0cUDssOnG66&Lq zRwFA(G~i4CCn%oy@4FvhS4>PVpY$hao?~p!N9|ks6<4uiTbyH(KucD_}dPx@6f^$6g zLDmUgu9v?kep8=jM2HqSQg!z`J@z`+C<~X3teM$8X!%S>zHzB0B7YfN345AS8{9lI zrm-8SrMQ@rV%6`v79~8YEHuFRw>U7M8UEK)+?r$w(sYCZL^GF4{#?o*(kTyi=C>w- z=N^e~9KIeH9CXH<#N^f}5Z`NMD4&Dig7y0W4o z$HQ&X|J`Is3)jQc~bEa40 zl*9Gk%0=;>b)1@maj)Cr1)K8-*!c6XFWs}_8j@BTqUycGTqBOy<><0J{7K1o#iC#t z-r+Hv26j>kt1o4u%4Mi+xtNZQ{f~%$aJbBfWi4q-rW?Zue1;JjCGwb=5P)YIPx z5jjt+>gb*e`_`_1(WErpTiO~JFWd5iAB1x$OGqqw;flU6gbEl+B3$-DejUv0YgZ)Q zc}l*`ndq2al)Rq;R$+7$7@mpPd`(JTY*_g<5LJgc7l7S^dBll3GD_TBv zsr+Rk2wAA_%vPYUAMQO+ITtv+)sTcPcv_33g@z;)Pzj(EBp6aG+)l((0V?UVy>bfeeelm!&pq z5v?yF;p&d+%$Fi!?qOHDw4G1LKpj+8BdI{xrx3`2dl&cb{nMcr@88e}dz`1p&FoPi zf-jtkKDtT2*|F5|bV`duROU_p{Fs}VW6k(oXe7&v7D z7;M;GF?}=rcf`cd)Y2xldIdpBAb8YPqvXm(M5_n+ zV!YW@7AYbP0|TD3^jpG43-z9Vi}Mf5DN~qJ;|tx6n76@sx{Whgc=1cHnoi zq^2YWzda1SG&S%36$<*i{&Y4W+kECyXdVz;CyE9QluVEDiQC<%L=M|Or zV0vyL1lxIJ^bo6_E7|y*dsN`(Ut)bVw_6AWwzER}l0O6cRT$0%VE8}Xt2;ejEm7AJ zG})TOkC<0(*cC)S6^5#69j=tr+Gs8C-!;|c3|fcNu`|!9pYUT;XsiCt9Pd?j=D1xZ zHAQVoU8b?|ceJ*V^5opb$r_nm%&Z+>1oYYBjId_R0@F5!piZQXdt*b+(0WMjVyTf? zabHKrX{G3@^tz-K?&a-c2z60dXW*Xn)vUZqbIc4xsBFyD;6#8EEGJA{0*m; zR@=X(yZ6>N(lqZ-`zp6T)ps*%oR0l+PGGT&*Dj(zByUG?BuL9fMD7OccbUgjxRoDp zyV?gP4KAnZtHt(c*6N6Pvw^%?5(r3n8NJOv>A%DWv80z$IaaZMRr& zRj`5bQ$zku@!Hm)+UxnY6jEfvWxT`4i{EemNCAX!Xh|(5{OmUwvrTWO(6B}w>t|a0 zHI2f=g5IHPJxtK_x>zx@|9iMJdUivR{R4&e$B>Vx1x@h+qd6v_?nm-0Qqed zPO*l4byjf>5W@K*T-=Swx+T@F7&%Rt3qbIP@l&%4=|uc(yJq8$RkJSvN3NGc8Zv;{ zv0WH_2Um0B^cd?Zm-&o{jv;^2qoLKSn0`33C60n3^kZB0gd|F(JC=z74BRFf=CP8) z-Flt)Ow-k8uWvXUo2s+2;8NL7RE@1cGAd=q;X7nEQuIq68ah)T_0g=^SfI=7h@SDekGXI! zNA<&p9I&nZA(onHqmd(HKzIj!(wR!SK9K)yQgQ`OTtV>?UFPfu_ug{H1hi`k0S>I=vLpnPqy-0*P1JP z>I}er0%{{o4^pIXvdv|q$`E7!3&l};c{fet3gEv$x^!CdACZNej!TgF>U%^83|MVr zsX=eQFCGacxk!)7tkaRS4G zr1j8o-~ibd*@qv$$NpI;T@_?1Wo(Kvwya9bE+8JMj_J7cudaKJZ|VB{4CG(kW^8lu zHnIux**j4Ez#WdflvfBhkIX&Z^49)z*g~J7Gug|n%9_&Do2|9~sE{^&N05|6Obp)!`3S(PB@;bTWmG!!e>lhRwbAlWNaVz!M_@QI<-ZpOayA``-JM6is;9lK)z2ewn@Z$M!mj~ zF1ZSf%q%&6^FnxLp^u9CkmggKTDGL7*_cT+%V-@%&UCN$Vfx*%I)dV#wzz3e@SwTY zwVdS!U_YL8>-jT3Fw0a@kC0|WLUx0LuRHazdwWCKgBLmSKI%TiQNjm(^46sCN#rnX z?&->elkmIs3xC{{+2Q0c`2X>1IwC$}m0$Iup9bCY?dR%Vgp60yIUkwTj;E)|TDAsx|62uo{k% zV4+G@!2@}BKPfsh^V{a4pPtmxJrir#cAbp0KB3;WntvU=`jC%zL)qC9+9RBFA(*i2pxY}+pzM{J>LdlaTb!t1VNyp+#%mbz;hE)}an3;=Y$VE~g5=UMeq@;-VY+@5d4Bh-DOkQpAw&xL^+N>EBV&2mg^09>G$>+fs0930 z^g%PgwWr)b=+M(9{42mW5$*mDCoUVA_SyfHm$|W~X111@Lcj^0!F2Fgn~63v-Pt z-Rn7nDs-)H<$j0jWeEwPP0N~mA*{2;wgA`mcCa!jtKmt%N=bQzRimt?N5 z^|iCt3pkkk=23;@R-K@@xep5HZ$%^ovE2rP z`5~q>>vREGVQZ3~KoS+`saf+CY`uL(VP^-lAP%i(KITz7N(@wswy6;PCCh^)0 zi)EXDrv7trR`Q0ObX9b8=u0IwcMoZE-|STByZDj+u2X>aSnl?i#*bW_{A_}nVunmU zg3uUU;@aXDR--@kogjZwx$W`uC!wyw$DK7YbwNNEVf&We!--zRF9ATY&j7$POpWwR zd<$u$4ABcYcQ^CCeCYW>*s^o9vWA5i)G8h z3|l%u%Wwa^xYkIH(z|wS8ZXQ22x)NLcycn;VzylIlbhOHfn~}dnM&iMASm5FaAd0` z>eGKjzPyRP(s*E-$X1dE=CsBq3M|t2nU^BX6WNnCZ;f9Gq{;&D?hw(!>ciJw`)zT4 zi{?&-^#A1b6chWO+{)(PI}_SH0BOjF@$W zX_Z!>*t$F^?(;=)6`5^!U-2zfDY}pA>n9?si_|MTJ!+HBr=hRBrUiPH9)Vrt6! z)nXe2q@C{B8cI6IURoJCW9gSnv>S3+E;)*osjgh-Dm{I9d0RpfetoBAeZxaNr~K{P zvRt*n-g#z+^n$xw^`UtXibdO9yNCgGG$a4q7z2A$YUaI~NZQ!4|3Xac)hWS*ybqG{ ztARWvQ>Fh)gz89%@6CzEwAG6`MkS)#J?8;4V6RvHTXyeAlpFN%`}@_uqwR7Qf0~$@ z51Dkog!dW1NjH+z4h?NeO~5T{73ZI z;De+BvS7Z$#kl1)eJ~4JIu$KBOMVA#%Ib>M6O5)|<@&<_mUwJt^&07tQ4asZX!^V5 z2J*u|3-kJjkABR1yK^H*nnud@PjiL}4$EqIa8V@1g#-^g7#OvlgUIsETMLT{RzdYr z72E>;BMR|1t6Qpgm1u0pt$f>CB5skXhf0l5M0(%uh;c_=(q1S%;nutReXM^0UW-6?Gq3C!`w6y4673q+Bo9g9Um#R82{`u-&_2-3{rnL za7+2tcPWc{{}j{D6HZnzhp^H<-*d0V?5V6~@h9Hmpkw*oGIVXzMRW3J=rqade?(EI zYMh>Ao~tBMm9IAjO67AiY&rgnJd(;|8Llt3A-5!QAqWRZnY?A64zc3N1mAfLY831< zHV5kwBES`o%_#1D#Agyt!>j!zi`HITIt94UKBYwoYP>Ax*gn|`j9>8npoR84GSSPB z2=L-YJYdeaCdx04dgb?=0L0sa%fjVmA6!FP3wd?twJN0ZDZ^s;nZ}Vw9UYzFcN%ds ze09;~hm{xU=~Ug8S2NQq^CMLSlGBx*KZ62`&kOAYoDs80KLcra?|fW;_B--R=;t4X z*^!FqQZm$)9LyX{)V77TJZzN>9a$ppf5bKM=W1iFT;L@IBUXjL1gqHuypgQuyc-sm1>3$ z;qGthN>L%5Ja0Ura!S8IQ_G}Z^Ng^Qt$u*EbWOgSES;-c`!i72^GaJlSnRu(Hcu;fWPZ-#w zQy7b!0)+YLl@@Li03R^5ftAX{37wD7?1u}Mnmzi2|KxY}`>G^drMyz*kK)27BNKxK zXO?HeKD_U+H08Dr$&VKLPh}u8H<5mVcZaqahX zUr20by(7J!d>!R>K$B$N$-Qt+D%Ozpu5aDg`NJ(GpfOM?L$U+vzpcQl(zJ)6PiZ8P zahs|$Yi*lQ-uQ#yU72E(Ro!-R%(c_Yt{`C08m>7)A9CNA)@AD6h(i9}C+RAa{kAn- z1YVhbDa7n^depFgsj3#1l6G0qE=~Lw7LnD$Ppz*m6ow-Aq2wz zuI!1oXZRcBc-=8Nfg{4QV)|pbl|YR5hS-L%FH5#NAd3t8!|!jpfoCF7&xtA+&#|;s z-Sx`RIVoA8qakLw= zU3N`-Q@SUmH8rlolXB8y((`EO?3Nbi9b4I{M+>`EivVh5W@o%fflB9Kvt!AnH?XJ} z#Eo_xHZfO~>q84{S9uHuCnXYpaX%xvPsWY)Yv`&aPmeRJN|IYs??M}dhI{_TfE8>_hNrZ^y)Csh>y{~ud{L_+CoSJu$9*vs8Ma!U z0<|)Orw0SM#nj`pqhUW1iJD`+B}NTZed>kZ>)zP(#w7D;T1O=zgw4Yp5owjKUMTdd z>eVE}BXlCqNl=T|t7zSbh=MB(pXHpv5h+KshEU0X4K}(2aH5Z&;;-8*u-&*nQ@G)jN{n4Ibaqh;^X6czZd{Wps(5d1- zB9CLxDI3KFc4H^Qrs2~vW!{AY4K@+VMLGp^8B`yQX6+l-w>9a+PlY<3gt}W<&*g$l zH;@pIT=t?S5!P-?&(VNG)XANbAq@28R2IhXu48_BI@H>Hwrw*d4db;(x5pR(W&by)|V8$fE(O!#hV7>a8(&h@5wIsK3#A5k@Qa)U_%-@_1vUBJd`QXo3|A4+j}O!*w+oIV zB3d_Y`~p4U8Z+W`5&)N@9^TmRl)!b}FR-x+5j$b;92=74E2PKvGI6w&+#{P+z3Y)a z`BY}Z689fb*Hy#&_*Os^wA{c-sC43gu60+;a*RgUJ4G#L^Vn0i+CF&oLf5MEOXN;? zmdPV%^YPa54JPZl22k%m@0_Y772GetTOdJECGEjK0n+#>F}|ME98hD**kJntWa)0 zl#;A%#F1OQP)XLpm1z^*Zv>%g&ap!`YQTQES6t?lH3A#%5|(*w(CMt)uv>c5qTpU% zB%Y>Gr)jc?4oPm})6(RKlBOz>L{`l6aHj1DGpcXL@V<`AzbBD~11;jV z%}S*6S}RI8j;6BedLB(0^bT;5Fqa!MZbR{9R936npr31%7lN^BtNb2rce?f??*V@L z_iyfoNmgtKdPe%)#&pxE>x<3qYyoqA%kh%pz`!??!{K8Zs(#8=`_F03#wFq!MFhp% zlg60a8?C>_9KKT61>UjIg!=yqW{5=c8>=6h_ldW^v!qXV_YGX%+W#VnU5rmg!dljLnHRQcpC4T6;jB_R2HAGgCmH#o35yO&&#)?9xJjj zReC$l$4sg(^!Tv4y}()y5tE1KIi7k#wH4@YuBQJKewxI_=kiO4`H> zF{S+QtxUE~Z24N&ivV{O%v9Eu-|nqPA4)Mb+%jw|d>lQxx6#{~V{9O*;xuuYDCEHI zU>8Dt#^LGrRQjimaHg60On3|1vnC76DUl~}X~EyoXs7WYik%gh))fA+NRPELvFf6b zLEu~Bs|kE zMgiV#KF@>j&G*#roSjF7!45hzE>hC6gdDk;1A88(R`2e+sLYMlJ{(>iX5YJzTZQa| za*OxVPj@l*HLH=53Wik^fH?~T)|_31^~DqOPgmu^dftJJ3FdV-GbEa2%bvu#W?NJ} zE%UfSpQV;?RhLo@tr#sb{ksWA6^2RQ9tYMhHld~kWJ(e)>UePF+u`v}^Y3i;u3x4< z1o~F0as*gxq5_ZFej5vb*x7n_v;CF=!_NsTT#2R)p{+jcWDztdQ@L5jshfO;l3HJ z7a>+I7p1II#B||ueZ$)}Tk`q2Kggs<_9>iREBh8|f3d4)4EoBuNLat=qcMxursPvQ zMePj=a~KrL6J5xGsHpH{rb$ex{k{r1Qh7Hp-w@cL9H93xs9a9v!D(2(L`nz_|M?qG zc)J?S?8NHok=|V7RNPCRp(CpBQjS6T4fg7>u&G<)WS86*^JmdzdTEAy^4K31kDpC5 z>ukMMqkVV#*1+mL-XaNtczTfExj1nM2hR~OmeX6XRR;}u9`?P2o8{4KBy_$KKt?@< z7R$k@Ld;DA*Yq72-=fD><+G1fMO;6DMc8noL9RGO%0 zsWtbtB6BIp`1uy0pL7Y6`hy~{J8j0>Y9%O&Fk{-dZBr=q9ksG4J5#lJnx>MLw{{d5 z9G4_85&p-FnPu*YyW<^?AsZV_&TuVI90YyZIV)p3|7&6TJGU99*^@F_o8rgYiq_yQ z*U28 z;tV_Ry1)b1-{>;rqYs{QAC1UK!R{F~r9}eo61l4rhd&f^Z*m?!AM~~=KB@s1;@^C; zs49LpBiFt%7~ZlpArz2LEf(%|%gtW%#~2j_Ina$0%#C)K?KpP)Wlql!$Yo>oM7g9+ zZK%>RiMZwd(GauL_by%3jk2@lfx;SF-v`2$y73>bLdRKuP?XM@>Ahkn5|o4PU+UK~ z(U5y@294J}m6v*rikME0d5^z7^#Juwnm%9YcN6fe@$z&nDs5_+6)rt`8Y_e@YSm65 zmaKi(`L*ID5tl^w+J(o5ZN&;%6&>^`>)|bbAZwu*em`Eyp78HKB1S8|4(1T0^d1%M zJ>vYzyQCx3f+t=dY^l;~=WqmQCwaVM45Iq3TPVW}j_ zg!#FrB-xnUeJk?3HJb~l5bq!};{VMx%-E|`i<(tLP_s4(+9FBKeBbBy{+UazxUS@W z&biO|EWdXR{`Oq@hS!mDPuF(ClfQjKnPp;AdSy z>OU2wF2N2)ZPd8hD##^yfx#PmhPPLE2;eL>LR6#RaUJe|iOGU~O0Zw7hW>r}kZo9R zZU3_?6s#&4I#h4R`Z(Z#G9h? z!wJaeBCq=vO9~BRiGT5e04BaV8>5K+>cHV)Ho(+9Za^BNU`V9!-KCxqCYMco65!zL zPEnqAHy5hA>_cy8x(kBpq!6)2Dc_Xx@IQazvocaMiZFF1llj~6USowZFEfeJ9^vzb zY~x#0Eq-LNOUz;=F%vP^{bLZ#wtralC!ptZABXyf_cx|4#+MnO1GsWN;z*-@g?zyu zmfUg06c+4RICj|%pNlW% z|6Nn9iuu@mGbjQAqRMv#r(yn>+X00gxqq~Je>|-m*=_xGh+y2JA!o?O&5auZ-!F7G z%gN1qoAC+oawsMc+bzIeO*u7H0|_@OHb}5!)k@SJaFQ_PEnG!D7J(uP4E=!swSyJj zY-K|_P&L4)Xa}HgQ@MKKXO9d-^WeY>x5l8=Cxl!@bY+P%peg~a5PDq4`!k7Cn9Y+c zJeyu*uWvwL{)e2ny|I~Fb?6FrzCTPl4>R)^aHllbS|;z5(54mB=lb$!iu1?rXvIAv znS+ms{}DL+ZVH*ELX*;Z*{!)XJ&$3m2rDn}y;jh9BF9kgAVq_$6evb>#yFq zImSUGl7xMCqk9Pd?}$ z&-%ek^_@vu$ab9X)+;C44fpAsP_tl!4XtR)QSRE^zc}|C9k!4V{lA02n(X@L@MNsR z3pz1pl{# z7W+up$_tif*?qIfviYPO-Zy~{%CV6Hp*2&xo^*n~T=U~n54^|`jYsVF+vHngpEku( za(LV8i5!1M;Y*{+wYp?(fB_(E=3s8&L*^PaYZZgvgW9UjCeYL@P^bDn@mLH7fz~=+ zUeaV4(sDh^A{CAbs7??bGiH4S_*EWD1oa4uY!w(O$Q<0lFF!|%#xH&huz@H0(-qhd zuEP9D454NG3PQ8f%B_1DHGI`ptB@M>hI1WNPhQ6ZCVxl6B(6A2=OBEbX?OckJr#5w z3=l8stD*M3ofK7vOBd<|q~!(5yp(UgVD4!#{XB?9a=x9B5k>RyieVP6J||xNN6>8T z&oenwzw5L&_km6KZisL(XlGC~FEGT@I5QK_d3PGWL>U@C<^JXpZh~ARw%0%cYcrBx zMJd+xV|59BG7mvR(a5MsX{TgxGHady-u@8tb)bt@TCKCT@V3!pM^iIZlc*EuC=Y@lu6cfa(RqMe-+Z1DV#fH#T_8-_WGU+D<^`&H|- zGr*#P+Cw{TLJffvnjYMatQS1vTktamZt*C)uBfahL!_-ec(&C8V6>yu;u}GzwHhkX z1nR^Gy|15a6KY_iDgIOcPcV8rvLa(8ltaTMToZ#^K zYm8BAD24KPOOIf2aS%lmA@!GDgks|QZ+6888O#wK!0*{`Q_7cNq8ah5Sg4ql1YB@6 zSfDRH>!{Me!`)ziRcMq{TC#3x*?;6Xm`{hbv0l-rEcp6&-xj1`xr4$t23|`l@eO|M?bR)XIzYJKd@Egh@%M)Ho?>k`kz-m_Cbs?vlw_U=IQym;J!)cii8e%-j+R=Dd(y3{@{x~}^}?+T zZlm*zg^zdl()nf(DKMYMB11m)0I+)rB8Z#dy1BMCKe)PX&}aCc1QtH8v)|?fP3HHg zg3NJuie*=RK2*MWW#&atA76k%`&N+4(&J*^Q5#gv^^evEdb~l5037g|+`pq)K!G-g zzijq``-jR6nkk^ug~p9q=HnYgr(A-PeN1S1bO-7GBVhAnE!Ux?Aff7no})|xILb|m z4f_YF{?4p|yA{~qvaxoh>#}&wfFVhdUxLd7JtICyXmh9TQ6V*C+bnG|Lht@6f2Umy zsGKvxEl^m%6oWrSR~$|BDDqwzn;SrI=Hk2PY-xL|QI(y4U*IvF?1%4MF(1k_Qmd#Q zW;H24(&s|T5GMt{I85ogxi;~@o*yApJI4el7+l|!YQtEib`Wj>H=O8_Y3Iv=b_(_}I$+LN2^jqi z*l4`k7L(VZLuJEZM`QHq5MbuMoatCDUZug5_U2`zmlZR7ic02VO4f#(4C*8t$34pC&C%Ui)*Q39K#eVND-{Y-RQ-IY^-BT9Ta6S~ElewV)~qZBQe zGs#|LAmmQedF-PFpS53UNFN?465B$JzT{*55G$nRzhyiI5%>0A^CshI{ayE^R;^0D zXFrkVTbSUB<{XaLiB1LOsT6+n4@Rew#;+L3y{fw_Z>IdifBggwZiwg!xLkKc^NwVbx;5x)Ze?rQa19+atsOwU{8L}-ZEsK) zux2$dFv{i48-wZ#zt6q{G@f}Z59=#+A+?7fh? z+zRd>l^A|mHaTQpP1UHvj3aH%Ng=LJJEc)HJv8k)`?1qYAG1YnR^*&SzO=-^bq)XodwJbWY+j1 z4sZp*YcRXOwLr;1we^P8dj9E~W}|gS|9paZLNh03-4MTNN_Fby{|IvBm(yIOB>MRI z`79LALg(tmAN8B^3MPAc4A(7&o)YI+-TI=XML(ACW{4Z0;hRQkpq1I^2He`)(vsji zd=I$Bav_eAo0>u+V8L=LjCTv$B%jOc4wcLWlWiTt!l<9}VcFak*j-E#!qw}&Ru9oR zzLmBX|L?i**~G!$0kOEWU^Y8N+Xuh9!pUIy=H2PFw8-z3tGjglBvZ#TtZ8a|mrmHv z($3lPQo@XqF?IND&j*6&owHZ*t{GtoneQW2L_RKH9SIcIz(v6_OGD`~X%WPMBH~`) z?pr%s_E<8Dru3eAf$j49vNEv$2q>a#6@bh5)AUqTYYH71Ip41IojU@DMjyvtyNWfI z(UbOdwg#V~MJ7Z}be??AY4xzQy}<&K56W`D`>)G3&dUPZNUV8dPaCzeTc+sN_~hed zAhyggrH$=3mfTA^KKE7c1I1l@FHgSZ!-kLD^YasI@Tw%WF zOQ*jPu88M^vxtpS!e|Zg%^=0p1h-2wY^keUSGK|+w;{47T!G8<6*5QJB(*A^FX_P@ z@did_&(BrPgYB}F?=!d6ET{SPDar>2(>Pv=|B>^Cbafi6mUtsvUH(zxCAScTxVOmDNN zm(F`3V6FN-@D0GX{jy%rU8AK^1*>Vxe`TUIYZM^hd)ktp@Nj*1z8wXD~KyJgVb?Ki7<2x^B6AvTcr+0!kI zZ*c@Z@_L$FHwq7EfFm7t#cV34-&N;TmAZ7$^srM;Wp23=<}@bF4PQF@jB1>aPFIO6 zVpb3WpJCeORtU^^A3v|c2W{alF%N&k-+!X#;`@c%;Wvt@EzKrPaZydKDgVx8N}QG{ z8DBIzFmZ4cF50=aAwYij*?$BsWX#d@kI&f(ROxZ8Ivc{ykk4-@*>D~iamQm{$_5(8 z7QWF*yEL3B?^+p}xPBl;rk!i^)-JAe66`gKz^<)6rTy{U{3IBE;XhQ{q~Bd%yX0fV zIbM9PkzsqjTLPebxbQ<5^e!Ls(Q z^EGk>lsW229XRa0azbO-on5ivN^@G|MdasslOGF@=Z9LSX}NBvO(b;Y3K087 z5KlL%JN`#k_L_fwT{V0)V#FkDM&?S&_~ zr(-<~znEQH=0vQrRZl2avBah7^RT*hGXTGU#d-O<&=Zcp83`2i}n%Is;g^r zkG`5*3Xf2Rw5+k0;(u4GYaRn@oyW(`E6L{zTA@4mr**-$ zxz<|NKjYnZSRlbhi6D=rNRR8Vw#gDzML`CX`y8DNk`s73OazRoHR*lpZnclw5T4JZ zuz-4usi)VK))yOH4p~=Js>tM2ge0}g1DXUgTc6`!vC4J_%lK}Gmx2mmPhH$-WLexA zfBf)rT%d^Pd=T7_?LpyyRik+E$;9FVowtU`uiN9v7hV=37?eqqJ7EM+x#%-e^S6H+ z8ne&ssmvV>>z|{k|1g(=YHLtLSsis6Z6k969Czk)U~i%u2)+DIIy%~fU=0F_>0^q6 zKo;B^QEs`{+;OJ>d@^7TIQBJ@=EMEXbq#Zt%-9W1r)22U^6SO=9pd8)--?W3uA0nl zStJbDTCI=AYr{HP*0^I81WiL?-HAh-F0n$CnG@fhAVXXcOP=nFmUv7>=IG%c7xD+7 zWsvgt&Ijr*V7j`}S9o=hYxKg+S{a|^2g3y6eoY!fLpzY0Zjnv?+b~>RQ-<#yx6d%N zGc5mQweCjK7-I210_&qcnohnD6>EcO3H{wc#hk_;E#fQbPw`6{JHy?Vm=cqzDf53c zv09!^f+P56t{L=N;W2z^Fo5!_c|#>~JZZ6`{s{G(S^jf`^^F3bhNy0})L1w^tmmd6 z5k5Jf_K~(v=q>lqOs)8~$4`~E1wPX6h^c_<=$cT1ILFA^p1~<~K*_5#i8z3&(DM39)|d*U>9we+1eaJ}v9QPa0yBosh_^4zs|e5Y z`H_7<0PpS5IUT@}z;WgDy*O)R^Jd1@Q4SEkXq)VMQuUiRzBT=XA2AutBURoKnex2l z7D)mfM{Yc62)--sp+|V5;N{=dOM>B;ox=ygF%h3PO14*e&v=u1CC#$K-u`~<)Xw#+ zOeE~&?MPTCU^w~skD9iJXup;RbR=pHd>&Y4t;ybX!UU1`x0f)se+sOR9Ax^3e$?4( z3b$!9!Akc^z6oTo*VrP~I=?)pzY4(eY){xzn!9hs9F!^WCi+AZXw!R4zr6PNi(UKl zLf)}3X)o*X9Mnp`$25IL;AxQsScBUl@+tm{mF$T@h&iL{R;G;G2}%c7AV{=$TfH#o z2At2Jdn|*wPcF_uVLajI_!IdB&(>5hhQGu_fqk zi+8l4fK{luu7aGIF;CGJLK`k3y;CO{}CJkWU7u~zaoqGeRW5} zxAw<@-6$iKhscG!Q_mZKp=DR~ZNbDtUW$h1sU5Gl+OGiNGc&HKTAmJKFw$$Bsl4S__qWsrc{=M#-jBfXLmh#Eq+)9t?Q zX0WZPE^@heT^&>4&*X1=yygU<@xwnirlN88HvS2>t3=SgDK9@r zaXLXQ{2fDQ-h;FAgQm+ARCHsMRB3#5Gb$k&vP3U+$jn;Ai8E#7c6Zm{2dTFrf9zgN zU%mO&ep8+Z$VNa~+btc&O`WoeuW@NW$*V7wK_1^IYYNly_EkBi&?M55?ik5DeX+(u zM8^6Qa~0m%H{Ox^9yIT?H(bjb&uqlOps&DL_Spt7V9t{DDOe5lU6vs=3#~B%TNBh5 zKB^EZtmb?M%?J$ZVJ`P#)qHHdj%xYn~uAxNf{ zV6ss)tCp6A&hZuFh!>KGL}f$vOqj`;ALwOwS`GQwa}%r!&==cvH(?8 zu~157e1T#pd(kK6;)rk=9~<> z54&hxJGh*%2TZ1R3 zPT1XW|842gC% zE=uGGHJj(LX6;lVSLxIX5=uH(ba6 zgHh~#G3eq5soTDYTcF`x85soOU*)40aDg+tdd9+a z!LHBQg;+?ZgD9RnYi+@IdxcwMrh_&wF~yn>7*Jh;#dX5z!i%>2L~o@#?-a!*%A=4Y zZPy*0k}&91qP|)K;3I-L(pEPY&392OARd1!zftM!I`SlX{I(UVBkMG? zhBNQmsIp%v0yM~yFd(|SG^ENLtkZZl5uA0Cs3rRv{Z%FHRig7Ps9Y0YzVqjM{WH0D zoh-^hE)NZw;@+Ow_%+q*8xGP9UXKkx90q~Me7J=X?Hnupdh(9loz`#X7@xsE zC7NN--q8f4B=BE4B*lF<=)rYG61G*akD_SA9VFrl$Kbx#z6K^-^K+C{{26NTjlwgI zmzKP@ZzQv8FxiIbjUegXgQF7^lhXPg{$aM-_%H*Dw5URrFVWkMDAROi?hn+BLLZ6A zWv~1q2biaIm2Yjr{Ijg3(6*{PGVB6pWZ!E_hbMR-OM44!09VE1KY}+37h-T<>kk^b zdU9@|Rmp6|?z2v_j|)9KMCq}IgHYqJ!OoM@(f+Wt)^W9ntM^z+T}|roR?#X1ePfa3 z#)%_Bu@!Tx_%Txb3jfQUD35FpH5dHnG0Rt4zTJkiGq#!AvTDtqBTjBp?FaEc1z->u zd29964uQqmbAoITe2~oAv{G3aIO?hBBR{trz9}Gh`s7G{*-C4c;o0mFdwQ9=w6}Bh zV+>s@+i~=2*X(#9XcIk-UZ8<%uKX0srq9Z=UCv{uj$~{eU7x!)DS+aNpx3mj}PT;i#*!}yff9$nVCdiI1hEsV%0*0m)2+$r8&JSgmE3g zeqmB0)v>rW+zH?6;#BJvqMJoB10qN)mQTdNq~wCs!bdj&Id!*#9n*{?$RNW2D zbC>&>Piy{cwpd#q;RiAQENjRmv!HwRxd0T1MW3o~B^W~W6uFe}^_Xv2s~z_m=f^bK z`9t3v=ONfVDyaZG|Aj^76GZgT#zIA?!-=;Len}RTcyil`f+j3)Q)!4teLcAFxVci< zmz(^^VJ%`qo1D=o)TAD(-hMIUd5#1UbM1|DFo0N(GAO|-)!&o}>30#mGw6FEr-ze< z)5i;k#o)78g8&C*4Rv&~k#c4O^vp!FUM{TWkzP%Q;50Mhyr$9Au*f?a8}rY+*DbA& z6wwzSm{qPn2`Ik*wZsiwX+RLw6={Pl2 zV82Z>tIB1*$go>4oNmZg?EjjU29*{W$+sBw`N!*lRu_|Gr?;K8CAWi=s{cN!{GH@$ zGkpv`d{?)1fQ}X{VwIer{@+5&)f-5QDz_t1G2K;}H&!>t6=K z`?x_6(uU1_%l*9@Ssl1kf94_p-^{FT{waZ53`JyYPvkUw{1s|>&ss#8Tzuut54Cq; zVe2M;v}!#AUf0^%m1}J8mg^3}{yEN4Z&bA6>0qeQz>*6sJkf(Zikvc;^NCA;xIWFN z&k59;c4yPHk+j^?3LK3VT=%Y=s1#0yC2louewIa^RAnfckwL;pTTn!`*dXgBOJ^BZ z2FdA{&}DFYB5SSV3olJUFhWssRqzXD^JjkZJkMO=%3FG@69=C5K9pfgr=3(99$my#I8FkVJ;7=>vdd}=0~ z>Bs{S05hF4EEk@ot-kjXp$8GNV53KG0uFA{1>V^bwHnLj4-?Gi2gteoapJEjMuzpjRZ9?kQ z77F)8ZzSEk2M8Vz!a|2`MOl|<9Fo2K(gad+|q5p@s{Q8H}=`?aNf+AYt7qw~4qjc%S~9n1aNCjZQI|Cba^-QnRA>v5En`jy)2!BY7i^Tda- zz3IAoT4gCYLYwfCj!xG;ovQI8k<{@lWSH}|tJLL}E(4+n9kVkNWC7 zkBg~xyN2zeET_0uG_jHa4Xd!i#>!lpl6E{ibL(L2MuA@8!bOP7GXttu64@86s6g~2 zwwtd9objf{g}!iTPG4Jz`2_pu8YiD%3Ax9*s!c9#XJE{ zZfa<2wNbc9NLlLVKc8#SU#k4l({p)SlXl&tZxZ1}rJ*KR5vN%R*V$@tMyU_}DQ z%HrCz@@#R*$O7j6$z)F@M|p zB`-|)?Gq==-V|hAqXkrc5-t{3%w~6o zC*u9Jf80XF>WMsWBxxR=_x19*RTyj1#??i22Bh+b;*&RsU7q^-)Zt7qIuGt_m(mEy zIa?jiZl#N!E3zjk?|wUV=c|?-b>&r9;TAiurHq?wkNq1@$wI&D+^H{iV|AVf?artK zwDrvdos35(?|izrq60Z-EhT z>I-S0`T55%IBhXxjaG^_tUAxCeQ5ZY;aS2fV`N~6hB>(u%gfAeT%WduD6Wp9qtgGz z3E91Dq$ZGp$sP+R>}}D|b^dxLLv#yy3~rgPeCmp`AuGsk{9V$-yF*DeP1Lg2P?c;~ zCRoi26)J{fXasbOf zql7MHqVF0>BKwZ9m6~U4Q`v^BlX6Dd;H-doX_IJZOeQ?kwM9nGx|oTOcct<5~k@4RKdG}2@({oE;qRNQFvs!`N3 zG*qS##$sq_-;Orjm7Ae9o8~uzHN0996MsUc@TVbhGyGwy{iBPwMa*fBsLdkUzZj%M z7gSvzb+wn+P8L_fSzddb-5tz;T>3#DX8c&clD9)R027FvcC1zcu8#V3$!N zZXok)s_Oo3l^Qv`Vut;|B1=Ph0gh1oJS(4kXMyu@{@?;!Knd`QuEmN>ZBPzFH8FU5 zx63di5pv49$~>-AyTV7rS-Y-xrhtOlImUO}J-?ofvS#b9ro8)95o&C-sL8Hk$cf%7 zK1Gp35*&TK0IrC`?-}kuc==Q<>&hcRT@b*R%a$|Ca0+6wK@o9$^7pj^W1r*W)@j`Z z#vt*x#B$jTzyf|=s8JO;A#8O&$f;@=8*M-K38mm=u9;ZdR9X_-?4(Jnt%7=I>}&n( zR=@s+?H@dtJh9s9kl`H7q9TRCzZheMUC^~SMH*Gwy`lJthX+5aK3IYTOj{9X?BJ`H zlz3~#$4yKZwCH5e&L3|o?%#NcvxrQ5y5ox)r^jV&pEiAMj=4}jC~v*BIH|qnWqOt%cbuAoQU|qmhjdB6!~-5tw9LXA=1O(L97EujrPof8|!yZt^I)M!cXOBeig7yKms$4_YfzQ-J=>nLvVv7Nl%iS^N^`&aEF$|e4a;n~gqcId#>xzD+? zBhfMgatddafnJ6cNwEmOO=u`C?h3}BVH3CK!>$j4N}Im2nQ{YSWKZ_Z5YNHW^#4uN z?TFw!$e*MR4f#A^AY=R=n@3ZAkxDLeAybpoB+TJDq}HOd=+RxXYIDLI^v$``^gu&K zB;T+?qy)ZP=T%5py-N^NX^FX9(+aGTim%?8C^OafQS z`qePN#`bh-{zm4gUPnP5`NOWwvo8e*XWpay*T-3;_7T1HlEClRaR}~wrT11Y=?26# z{0T%Mfq2*FUc1P_q$w#h{5`_{I1I~~>N}y)%x;wny)q%q>&W2a=CS*TZ!)uzB!4U^B#Is-6wvCVq@b z^h<$o=D&p+08hx(ubW7OGS%NBub?0ufWO$VhiJ|x4Xb3kEEzNbgF75puU zLBsgMRBS(@Pp?LmgH&_cBtp?`vfOv|W}GC*w+M%O7uBszOPo`15 zp9uL_!c2@zrw!_z#-P7+8B$E{(&j$qP{}aM&<5SxB_sU9C(Gs289OADU?%*v0hTG# zvU7PCsHAr<0dGJ=1_{Z<6}v=(fobWkR3)CTL<{> z!;F1I`Mck_#oW`TLsR;~+NKc&*{bo&>QuC3aEp6J%IDb5+srlTbxc@ABtYX({=2j^ z_lczFq;7_Er&0vBByW;(w$7!6%ggQ$_`qPo;n6t z)Q|cP$Dkg!pM@8LC37(zEb<0JbJ}7yv8v6|YDQREEuT9~iOimCso`sO+yZ|Mfe&Mq z!hbjZF$h{ksIK~o!YPwhO3GI>q^{)w$cOQ8*lB0YvIM*`T_j$ki;-jVlqZGTG z3}gYeTsWe^4(u%bkE<*jYqGnh)W*ef#|U%a$J63s8Tr$lKJVrQ`cq9JLS8Rr@B^NE z{^;#64HL(|KUWynJv|rmDU3edu6tXDS;;QT|AF2b+w>lse#KFxY-~aL?ysIM_sb3DxJd>l3;}mRm82L z)wivKxTde$zZ>UU8s);4-AO~F5Fv)D0Z7%=%`qOEz;j87Y)?d`;C^Ed;TII}^~T-3 zv;Au+>vw86#V27o*z%Y+aB>!KSd{dPK}{$hzI-<08b&R>89!G+lI=hv1Ta?K`R;7v^moz z9WT9_DbikL$p*1D7~jI%5Rg80pp$qcN2Af1Dd3DXdLN}eUubQr7SRLPV<;FopyQdT zOh_-0obNTSHADSGA0VvH9sK?O=u1^ke&x1R2BdNT(Ms!X`TGj{17sb)L!4fsrEX`o zVI1{qEjS2@=esrkMDmUndJQ15bJh$;a=N;Dqp~{Asg}b+f?ZY9yJA9UZ+Yn)Ea>Q3 z*}v%<$pNA!%RJG*^KI_i(W;Q`^Lt3{{uoEm(N|2gJ4mSRPvHNtg=-Y)s#EI0oDG3C z)J${bfmC85;~Xhpd1$7+dUV;%rth0%ad5-J8{R?4EJxW^)R;3`Te&;_5zL|Xnk3u0 zPMomrz5K^pk+Fm2fu?>>Oah3cYQi~nCzK`zEd(@a8MXq}Y|M2rKbn;|%*sPEZybhT zs6mD~nLci70j)~k9SImW40eX~)v)p%=o{nV-L*~4!&HyD0M*Tn`reWydF?%t#yXG9 zk}0bEy81dnDvbrMxKSrFVmJ!f7Atb{A?3HWOIlRsOb(^QW%N_UTxoP)hsR>-#Y?lD zv1A(T*3sO{KUeas%DyfQE4BuZM;)d#?))P`q$UEPyyA?U$k0Bvra!+E(d?@6Wx36s z)iZl#X>XcOME4(s*u$_Vk@_}lm3a}Svpo`*xnWkKoj7aq(}-$AKRK+5G2%~V zKg>{&tgG=T-+$(1gXMErFm`*L!+qw=FZSpgi%P(7=7hSMOO~O)wi?Ag|JRsuy9(U_ zB~9apza=_*q&(~lbJl|`B6 zz~he7a*707Gbd#vQxS}}h`@_c_|wXN%v{suHNlc?rJkc0vjKv(#v z=v`EDy9r|2Sffp;2J%YfDUB34Pbhb`0D_NGk6SzvGzPe1@UE!TKOh2{_hR|evq0va z27~B^DcH4_r-_n22mgky^RP@Zc+&;-_FC6cht@gU230w`vDXvg|eE|FBkpb$S zuaV|qg=@8Jooy@rDD`YjCcn?nUt4L){h`ItW}=D3vx2EnpHs=p=2qkw zwyrUsEDOS50XCJ1Zc-eFUK3BfQCTILuB?+v8d^k>LR$Dy4>~ZYZIM7=eI?$~&R@|a z6Ac3LA~k&nlzo;@xaKc+roiQJr9H)8>08Bunj9apm|=U9ki_rWcaK#|EPesV^lP`Y zY@puS<=NQfMT(Rg4wV1`U9C6omOW*S4YGrBXtigOtxke)WEOiCN9>#^O4QEf%YZ{sNQ2!K@v6YuJOWJNY&d z7mBHFs841EJ*!NeL|l^27Zsb(&1P&;fKCTd$Db|t?sd*UDKDC{A8^+wv#kK;WtnsP z(zoxP^L49jf8^lKis6hiHWHBcF&;BWqfF4Hz+mO#E;fTEtt0uUNgiF;`Ce$7pI4`3 zNKRnk8kg;Fi!D%H>oo5v6R3}@cFl_5-*dFU;tCzOdr#Qhx}IzKT_U) zU#6Xa7f|Dh%bFzIT>L*hd7^4Xm6B#^FstCnXdv(!@lyQ|A_9*9O8@zV# zGi-ll-$VX^vl{fTp!)EYAjtP%c4bk|-h&?FepywQ-m$rqNSbyP^&@SXZ=Bqf>waf$ z_WX!tWlcS#w%|`1b;lHwWD{+n*P`XC+Xn`quV8{#MC5ePiwQ8J6#SayURrkN*=U)7 za(zZCp&qCpla_Bk3>V(U-fSsU3vG;JhcPKjR;7(6sHjP`#S^GAAcrR$psJVhj3=$D zKk_0Wkg)Ulz53n3sgfA#_x`##)N6GC0)Tw)CUcM3bbd?~LYLcpmr z;D?~y!#7`Xioe#Whn4kBl_cR}OA@-erW_qn=8q@)hF6}G;K`L(=hwdmk&`heIW5@G z&VMN%UOh;guX%UkD;eZQd05#|ygzs_b{S^l`?7 zK;tJsnCETxYdS+la^58!T?8%;B7kk6nPQ|5gRkjC%ggFh(I!Ao!MXa0(r?LEHAg&I ziaTS0SHEB48yQl!Y2D7u9h?agMBqU`Nt*vLm~egxx?|%}Inx{x=C?DKEB|?^E5W1) zCI)G`bII0zd>PqAy=WVqJWMK^tF2Y@J?XJ8KgWGOEwOvYstXK1AG?C|9hRGGib@(h zw^k@f4p8{0G^bVeghyqhw>AFwQ90?Jf&Pxxp^WkOqFuq%p}A6nn})y;X{XIRd08j5NDHrr_Um8+Ly8&TzGr*Xp9^rk<4a5LK8C0N)d4|rk=v|ksQ z18}}MYuS!TZF=@^Cq9Hun(E?a`!6goUSuoOYCMoZ&)dv{?NVP-vcuFfsF^z61j;&& z$TgRnRsIirWL?RzN-L9>i;`4-Eue*IuI`1Zx|)T|nOHJV4WHvyBg^G#J=xT5yx)|uAa|dT@MH>W>dWduFyU;L-Lz)nv)-CUC1Y3 zKeJWg7?N9XS6aN^F!ZY+0jvEU+G*U`R-CSF4Q&teZTk840SN4k7W7|$q~B97(8U`3 zsQ+`wVX0Tqr_9?LF6$69?Cz~2FzjR9FBaglrPzwZ0x z-F>hkm+aAxeQh{0dF4z&qgo}5o+Oy7`*WKWPU#jNyrBAyCl}=~j5Gf6eh1Qh-Zd(-S~Kk;jP<=D^f9>;HbL`$ve6E>~?Z~c)-nYqaYH~JzIK~vP3oERVSKUiR*j@ zpj&)mP*wPel9=F-7XTW1jlA!j^8)KCl(fMFYz1fNTiehEUzi>ACJQ2VCXJr6s_45Dz$3kPG+-S*RaVFjjz5AOg<_-p}JLqn?{(}r~fzH2b9 zze*r5>XxK0Kl_>YNbZ>D(_wV<0^lnNm^~l2O~88KkChMhaM9(>+wi(ZkE|c!?q4hg zSeYVCl@`C1qIm}3;gM10$C1A|O*=H3yiN&+kw6eigSJnNnFZF9cH14a;U^cAP)Fc= z&r5F9xvTIek~{2s(y!jzYM+b@H!M<(4b@ql_7^0^G2Xl-I6hJ0q!98KB{7 zv4x!vnj{H#2nl-r5 z_bZNTY;$So^2S#Ad%NI8k_T-gOHu5I%R|wi)VSACefl^0-EaOp?ui22f&B%E47ukJ|LPM>?f>C1lvMq{_z2P?~>=I>F;7Tu4+5_zQs3?0)g#-4l- zY#~cD*^=`H zg2L^Ltghia^$J3QovGa--mFuuF>jB6Nj&1pTV8A73mf_}D8D&SA3hYn`v7(E7nWx=(Fm;hX-riGn;`fsYNI&1|KWy&D&>1F_OLIlT4!TpnbTM5 z7p2mJ*KEG(1m;T|#z4rpPigiY&Zz3=R|dLrUO#+D$2>B%CKv@OAD2BddD^sWkFmd6 zEf1E?R3ENoS2GYQw?9CbDNFt40g_6U=UwRJR?c2TYyU^^75?XoS}#iZQ;dO}>*T(T zo?AJG!4cR0adg&UO}=j%2c$$0K|s1Yr9)tJ!-$Ozr9(gv6cCsoE!`oEUeFyJ#{zwmy{L_^yu)5OelBo2TpD1*w;Q zNo-AGbrA3r2|uAXynUlSs_qOwjEt}?AU}x9dT8TJ@wW_=_!$m({~Vo4|5~{hQ{lWj zk4CL*S(U^Ox7ByPYKZV>@B7`{`y_-U3HkCRM}A#WD8j+C8fLJ3Ee}X#jRP!7-dlDN zDZu%`RB#mmii_*ZpInzM8+29QlHZ@~{G+xFg0jZAdLkppJ)*CbJ>uRTB4f?F>g z!uzO-i>rNLfcLhaF-R9&am&o7!w! z?2eBS`I#VETO^a~YAD1RpYC<_q8UnE&u~NB+|ADsI$-MM_kBnwIjf8l<{$QsGl6Nn zOu=D=cOXw|&cb|@XGoru&_G^QOn0{6<^{?ae9) z3U1;|cXWcrjhuTVOCR@+{ccRj#+nEmCdJLuS}{_SNOqpyA*glTG8U6Ft)rNw_}mUE z_%*Jp_k)ydKJpLXGZM|}`eeXzibORuIc%#4#hB`k()C_Ti(At_>u7v^1JNIa>d%hxKc z`zC_@0_kq@lA_*X=z(bMvycn&$%?qRr~Xg0+>e^{ zdnlrZFFhjI-rhIq%M5zSoOv9nNb4b}KX~TfIDCBYXtj7T!h&&0mN083p`B8+#mMl( z*N5qofG%F!huA&Oj;!g~5-0;9v^oi?m(%`s!w!qP3~}-MaocXcvdqQb2g_eL6Y6Yy z;3KS=&Rh&;tsL64r;~Wj`&;I#VWDsv-Y-p^QW3ecU2?&>#kf}nsy2~5Kb0ULaU%j0y@<1?SDihw1E0X z$#3*Id^Y2X!)?;SEjNNVFRq-qn7B%V_q#7)I!dqV1R#Q(+h>MZRiFLqG97VSu7?=v zwDA{nr%Q((%9%{Xd{|(Fl@s1weZ$%$f{lZM!`#b&t!f^2p(EA@)Xrk%k`*dZW*JIo zlsgOvBMf{o9ayJ^?_z_Trj3BX%xvOC#E;yk#~kRbw44VGTD?P0LnTAucbIaF+J^IJEMd zrCjh+j`;S>L1&mvKh^@*rTa__^MK22TA-Sr&)1d2?!FZhT}6*d!{u*KL&k$MbRgw6 z3=r>0HqI&nFkFH&e5bLh`t3*-(@WJVTO{3zvo0W5{*cJ^C!?}6Euo6gs9wsS{{tFm z6iVNurn|}N6Xe>HWj-sOP}?%;M{XfMUQIjHh20DL*XCJ1=lAypXqwbZ6#q%Hw#{*w z0V}&yK&Cz@nVrX0#=LC2RKI12y%(H_`8b+?=Pglq*J&4awXi||Hbvr|U4-XWun)y~ zF9k>td3_oZKWk(0hq>-CG6^i8tDK;W7Ra^}G}t1`H`ua1i8&|Dc@+fnWUA;qqK?pl z%QMshi9RV(4WBpZGVG}P%&(OJmC`SKg}R1+Ujg(tQqiBr=I<(hZu1z%b*t_QCns8| zTKubm?s^K$`^^DwCHbpX^2u7-+Yzi0xqy@@dnD4&v8fj3uH5bDa&)#^v*ki!l^IP8 zK3Yzk-7$;fs9R&E+0-ht1z?TZ>?pH^MMLYXnYhH;yb*Mo%fdl>60_A;8NWMwe!;pp zISsDIK(kl02yLhLA$HcCttgkh%j;`^&V$PdnxBJ8Jlant} ztD%nmoIvaOTqH*N8Wa$r68qaY+${kTWckXjuZ_^OvzYam?YFcoK0-LkyiUxR@1Z`m zYJmzEeZ~!I25tVLsMYCKange&Rzw(NjeUmvETjRqhqR~Xx4)MqJEYr=vI(?VObYD* zvRuKvaz^87f-kg$!@@%a7M}z$#AP$Al%{l6G91I27IJ_k;_}&(K<4?SdEW8{*#%T> zy6q0?oxFsumOj^paV7H?!IGH_*_co5$3RH>Sr$)O`95Ovmd!S7ac6Or(wc`VUUa}d z?YY&qioy27kiYFJ)Qv~U^*}ZESEa=h>4$M#Xy|@AzrJ$$G2XOUapJ*uYGZujCpGT3A@Ks zrZSm@8Hdyw58}Vu-uR#Y3lj<_=}R;&zK8;po$%V!iSo+MjJ-UT&mtLT5mBRaTTa5> zJaYJaw7IG{@6xyKF|cCokmC`B>P-|bHIu1y*>0R`1@q6_BQ@I&rt&VrN=>hB)IxlI zRd`iiV0Z>?hH}tI*J6lL@>eNY+p+^R4ipA)OS_%4x@Q%y zoBi&)LaxMn($@dq9Rr{>6KpAgrgpZmqHd5EtOxq}Hr5)f?3&)lV&P!Qub8)4xea^9xmfRwxxh_9cZR*gOv9@#Aph zipmg0$nidG!B(;*5DIL*uJzl=<&{bLoe&mp zFurYpb6YE%=-M*FQfO*!s3)|U$lF7M_{mUn|Ha^W|NXFe?<5$n>ZNt|dA2W9S$scKPQ=uFfGAM)+-WDqM?@2vwD>%V-!zV7HWn9)_)A#JS?q?qApFn; zf734pw*xLBHfuZB1_pw`s+vlwzfAj7t&kp{rH|WVvcYkF9j z{1P2?DI_*rUHd?yEGNi<{O;7MoDW(4reUz9o>ZU>;_{V~cudfEZJyz*ZEZysQI^@D zU~T$dWQ}%KIOGO26dicbtho=t^=f)DJ&w^PA$c}()IeYYZf5_sfKT1B5b@DhCy=!@ zjrVse{Z#0kXTxu!qvK$GS5G^1Rr*}Df|l$=oqpC&81fZBQ#4f<8zlS~uykHWucP?( z!oR~3JKt35JkfZ*{h-}*aQ0eFMVpI;l31@v+-okXKS((t%}6KDPa$a=4z=@(8$hLK z2Wt^gZr_9fz;hJWp0_Vop(FLh@^W?hVe+svvCR&Ax{MCM&UblQ zYwnZ$%KEf>rL`0z8tJAvb;r>_E( zY zutYvTz1;Y=|7xN02;#fBk44XCSuIS_e2jaeS83gx?k1t*XIE|ud3coOE}9egX>jN@ zRGT$PO!nS*JUJ*Iw7Bn_vu?2eFfE><;0M>{_{C*(2FTDFnWgMR*3p;yhq^$>X#np* z)B*ygYKiSw@{sdTiO8g;qgiL$)eZ2yvaMlxPFMmUS6V=d?bK<$D9!#cF=j~Y=_k_t zz2uwC_N%pepEv(AZB=`^rI*piYvDrLI-8gw6hI4dIF~K2P`T8ij!~Nl`u=QhlKUl) zXnJoPL+ZmjnB`^@@gm*tp50KCb6h|Ojcwq)l&(f+r z)g*7zP9Njll{yn#gtflc;abtH^2I-`KE92%;4P;wI*lM#{!tqxTm6MD?3#`}QBhV;;L~e{huWRXq9kKPH za7&P29cLgxVGEDz!rn{g+*@4$nnAhWD6?Tjn_lUzrG&(prouhm_?BbvY=c?bMHyK}92V-vhGO7sdv zRM}F~nRe+-J|4cTv}+jTBE{VjzpZ0Xf_?Z~111P3Z=5e{``F;>$z_J>)j}}cE~YXm z_%=?&CM_Mvf?y4ObLHDh@}s(6Mu>-_T7 zO3&@G&Lr=Mk8TZfzgBIW+V?Cy%$aF)G7McQfMwzfD%FURDy7_BPhf?10mYRS=v|#}J%k%` zm0c1|MlF6xfT)tcXr(X@Aeqphc@pKk$E1IR8_h0NSb|Ksih_Jyk=?Qz%jRj`e@7*?Fc}|D3p)1k{SIS9j zBH&eEl4ZzR;&SAU-3NS0Pp5Y-fM-yh-V7QF^=()6+j&D64Z?ob%Uz`0=PeG~u{iUu zbS+QQ()z>jH1MWr3DD(4SV`2oy`KpI2fkD}V^5buz}GadGYlv3&WUCPHMvVHLdC>p zJ9!nUskCbN!aZuCqEsRULvG7LYCWLfTr($Brf3 zUe(DG5+qm?mD)f349rkn&N#p6dY*Tm0GlB7l%+l&fX?SuEot9~Hoyh)oA`KymsvNk zZYX7~R+MvdM2M@A+PdIoMF;YVe0}~Go|!ALEiEfSV`~``W}Vx#cBIDlb2eo>b6jrr zDtijjUIVqauy~;-V15(mcF_z1`*FAE$)n_e(cDEyUV~>ckq6iGuOmh^;fi%jQ!2AI z2n&&&+jvqoucZM7weyU~!XxUg;Vn4MRhKEBEIxuHz}4Vg4Mm~2A#Y{XwU~tlm`lCD z>Dgb1J0H@pwqbH6jnNcxi0v?je#SQowmQL2k_+pgu)M=i)SbyCgW&qkQsvswTVXJ~n@X4A_*XiBxA|=MO7% z3Qk+PNjvLkJ=Q-&b$%g~R?QtUqAm`P2u`d|*+L0B?wCGxaqcvC9ILM>d6dECg&V@D zr=YQn66v=$j}~&{KQvinJf-{%jgj@`G={wsFuX%xIwOO>OgQ5;g@ntfAVCF9baRzv zPJZEchNW;Bym7F3bvOuaq%sq=!hy(#SeWnC>=u_5Lz7i`D&1;1X}8x`{|SAu_gOLo zSqug8KuHPFQMX^5kI-S5krFY2Sl4%Mpb@$+-Z=OIU*)%`pnP-HaVMU75vv_H8Du|g%QcHMNU$d|@=ZBl zG}}iJ2C&H|#Wsn0sPc>jMnGS1**Br{OBO$lXS=2svPhgL{{NPZ$4pFvK{}KK? zVjizP)m!7~YXdfwm&Wk>*t_cgoT9wG^0!FUbbSoo9D}R=e~6CG?XF333ak{#-otg@ z$XFa=w=9>TWa4MbL_&&*ha2gA3=~?l8P1=}JUS5IdmsQT3@|P(6*Hae8>dEw) zceHdZn~_KwDBC&Sm*&P--l!U&u(D?zM7|uxlW~A2jk%-%YUl8Le2$aJ0O{c(3{!6L zX2`YtFX-3Zx`Ivu!ezIODjH+bb z1Z&l)%6yPe%J!~Klee07qQ)d`FU+Dfxwmef-DbBt_MLHeFMP!6Wt|fA{ab7m#rfdS zgY}EMOMgyzywZd6^6p0B8D5K0%3Y91@67v8o<#HAvb*b4UOC|@Sc;ZmVew-%TJ=OE zsD#oFF?t=6-sI76^DZm4v?BlfyK_OCFrr7MDhH-EU*4?}5`3ecr$+9%CfM3}vl7%u zdH+hCTsC{g?_Cdh1ZfMrF2q5Y4T8dP3On-;qqctkW~i2mI3^s{~ep z_RQ{UF3J40z!%p0-vs!r6T#XSBUtilM(d8xG35D+X@2 zs@h#}Q9z?`(iiyD8o{+uGZYVEVrPqLXH~w;9(mDiXWYM@u+8>5Dz-`4lJKa9H`%1d zl;$2`gWbo3>M|re@RI^fAV>9OO`(mjl4Z5$;II*P?&2ikFPGxqpgv{xlamb9=CLey z0aQbbz_VnwPt)*c1w2B6U%!4XOiN5Ieu*1e)L=) zIy|56Xj<(4Tvvfozx?=T{C%1QBvN3DB8FXT|6S05cv1&nLBDg6p&ZN-TrHXZ2L2V& zV5JpmI)$zxTN(<>U|;`o6=Z8j!ycy^G&;Dou40KDm3u9n>fJOApesm63Ww`zo0rL) z_q3g2JDbj>FJFaxvUrnTLaoP@VOqpWMKvw6!m!`_=~bEy+3A~L(}`~OS5LO@zyaj{ zwVHT>r5|_~>nZL19RY=AZP^q!ae%WQ8|Ezj$hI7jxY5p-W#(f)EBE;nyb=4IM`l5SLl6lrv@nC{yEvyPebO1ZTs$)BXvks>CX8AdEX*^ly3Mh z6R!gIO1D!L_?BG&N^=ElkpRJGpEEpx{Lkl(+q3vY1TmVlYv9;|>on5D)?Kg=`fj8M z9f|D+WHQXrjw&wqHI*a}i7&7hu!0(O5UWV0Y;i*GrCrG<7Rhl#Dwr|M58m{i&=*RD z)}PLpJ=pi)?m3{*+(`+QWVQE=INz`Y0mP@&RL&uh{=o(U0zQ6nwr$bv7#^~w!pS&m zv>LIh_Am}Jf(o@`Gmd#-S^bu&YvHQ8X59WVcpc1T*6Ja=x1-0X;^U$6x+F%hBXkkv z=z<*`fWybTc;QyrN&ywr0lV^ng}=b;K+arTsN`(pI$o(E|ePv(YB!H z&y!J=Tiv2+TWVkSOK=w@R@gm0Vf8;#r~yXC-JjuIiM#W{{XO=YuGL&JA~pyrpAY2? z;43wVRPgWhPD|GM5NK}82MaqnsFl^S&3z|hIoPw-M~1j%Bop;*e#f`bf@RjLPYS&Y zA7y2702+nx>j9@*7bT&u*iLvvR(-2-pkKc>?Q3GK;OIkb#-+;WNo0!?MFlR zUGg6bCObD)C(DmrYO0JN%>ACx%8<5>`uje4vx&gXori$lE|uROPEfrh{qQ{SWzU^t zHk}|UF8XXp>pL$#p;=77px7n&etWakB%m7`hFbb8uom~!iSpGV3jWz`A_NWPnSx1- z{G(w^3%odqX~zcJYn}N+dn&+XSgZaS2)T(q`CA@H&-@?Jw`Y5`E%vuke&z}0)yg^- zusN6Ty-j}dmd3?S!tiigtnNodk`UETZ_e_Bh0unD!~lm_=DWA!q&35s8#0;OJg5P-bQ?z_f+19l^O;DLYU$c+Z>*pz3>e>jG!p2WXzYBZI*XNK^ zr2xjE@g^!R(bp^LV{2il+t71XJ2BNMk?P_`G^J~?(vCf<16qFcmeKuvbAP=O-&*U+ z?}Tr-0Im;U9d;PcvHbNuhGBg>1;n&J>;sDNgKm{_QBZM#EXAA?U>PNEuXetK+@Fls zsm>X9wj@n8IG~O#8E3C&)p}F#1QjDOzMSnewJ{|;+VHN1-MV*{tL>TsExFYjV4&+% z#lSiyLRffV1At^%El*osy@1ojjGMG9E?F<|8Y*cjH_{uryUT(&Gf84jRJuEU5lcIn z%1`UZ-?$Gh*`V9^>s@)eSl^+dK2cXM49kc~vZO(Owl zor*;IPe^VRE^M6YrQ&Yg?)c7FgR z7egh9lpk?);6elyE5}rYW?88Yk2V)lzHYLc4;wNZ%M%;2>NLvJjeR!CJBg{bOJwS* zgX0cJeSpa1Y(3s5L#c4kQE1g29?!)e(g+$p;8tD-f|~}u4>dHkY>dn!hEVlRo;b7V z4WQqatZvjDj$bj7KXlLt;QCk&_@B7imJ$B>x^emT+)WKW#ec`SoJ&2{;r^=Tv(6rf zm(TgbP?d`wl;(YmB;!{3AeV9wJb;#NtXTo>@H- zhqT;a7l28Wi0^w$t~FUcRB$tX;@1BE3`AA!pf#)E3m-u8YV$vSEacI9?1%11p@KEs zb=|UY-;)Yjlg1yRhfdiw*MeFVUn@MG;99r|fv4AYyY2M<_L^pzUIKpyRcW`H7CRph z-~%O|rT+#MIPNR9L!ak26xtYyWwu&Bnw0j=v^7~8oGZBlFTZ|e_Hz4I2tWj-cpTfuu~=aIkgcc!Wr6y?Ap{#I|seJdgj0#+rSzd zmbGrG7TMeWd{T&lr$mIEZE4k8Vi$8`(j zo;2-TgmAb&H<6Jk?rh9U^22Jnh-3Op20M3l=Wq)zHC=f#0+%}xSw<@AjVN6P=aU%WEjkCBLeC*ga^5pN2+ckcHwk-Yta@yMYx zRzN036|4z_pj43tq~Q_KAx*55Jz78frZ>5gAmQh&pu}^O#z5FmBY16oY}{Wo4r_GD zV~MFWux3DJi&Q`UuuU|}%l3K#d~*FNqvl&tJS67`^mB8eUoEYTstk1KsG9f-@2|#C zh(`8XzPB=QkF7<0wezRV7^8NSZybV|>cCw5CGo#ZeZW8{1%qMhnsVLl5e}38o&_u_ zMn|2^FM)oMR~}Mi56$^~-x@hsn;D2+=3GyIw8Ov-0v%a3I6B*Rb5q~Iw~s+S<5s@^ zSQ6r@d^8yF*2#4IM#-Vc&Uo=R=KTeDm?GzD{szGw%he7m0CiPo-LT2qw_jLSVV4oB zsqdiAFxV-Q))9sB)ovv7|e-5!yFblUpk9*Tnzm9JPoMD?dWB&n?qT39d(Eo_s zb}@2Ah#!Gw#ZI{5ZQpS@0D`O&&TC&%v6DPQ1t|Tn~nj`?lZh| zwpHWZh(e=1eYRb?4k^-EW`ZYXnQE+SjdjF{x@QlH-Gee%9CftdCokcF?|Gubb<~SOky@BT1!C9W#lU zI+_md9N+oPG&MiQlaX=ew|{M{%W_&96=B7Q{<2cv>8ac4q~8*9SFj%;B)@sAre?J* z&Gw1{;`a>laC@s1!}4AEc5>$811HM`bd{|kPMWD>V(`{l=f48Q`=a!ms$2Fp+yq8> zmaC`;?UzdHf9S=;y5`@hM#vhK;ji1y?(&}$r%<9S+XRYcr_-OFgkU5^+mwx=H7HxM z$61S)au1fPZC?}d+3*~aDzZL#$b5qTt>Z!70h-uSV{!ab`T5@a2>tMr1=e<-^T`Hq zA{_iMEH(5qbuE`besOk*Y<7(S4}wO(T7Dmis9tJo*V%XD%&sXOeoNc*z;|h7$hZ*e zB$gM_AR}UAvxB+w^{1F0&(+k1%Kg7##oo`g;~1M(pJUQZcT-K$qV6h`HA$DxjjQ|G z$*^do^QMPY(w9@7JxJ@YUn04t4dDL>!glit@ZI?fUm5W_JH%bt9ej#&NX6*W+`=&a z#ne^@33l+NWjM2ZHraJM_~k5xb3^8?JnDsVDfEi2K#Uf_%ke!CFYg_mFeHE9MGRF9|V|&Szmj zT!|jQC(JPlf7UcTTirNyL1)(&bmZBVUZnc#u#VL}aROu2hELXM>o^@b6OQa+l5mA4 zz}<|?Y}lN>H+N8%-`DD;B1p+*@Esj*&b@lvue&zc9U8m7)H@+{-bzkUKwW&7Gm1Ry z(}k7km)+;`n&lJ4$=@S7P<)5%!jg$ z?AY4IzTZiLsPts~QUXG7O)Pj8lT}oeX&MYZhl-jYg=9)Z$L}kf z*Iw_b-gzbH19~BqD6VVx9Us!Pf)L``VVK-A4p@3V&RCieTW4Kq__2oh( z%zQOPJK_aJ)|D8+EUj@dJBRNq&BFB741ij6EshOA+VMMy|320o2_O<*0+`mg37Yk` z%6-pG=P_XZ1UGtd(SDz-(B0(+s0(;cwLvg6BSoYl#VC*TbEc7GtE@`AlynP5>V&)G z5a#XLV`x^O&NT@%>%)Yq`Btrln+nq6l(KjulWAsZdVPK#Y8na0Up2#GVk>LcyCiZTsJc<_AZYI-n+pSPZn@I9I5{gS78b!k>$8PSomGnMR0C=X+l#j~cSy7K zg>dK1|5|Q)a!b;V+-;h^1Wng{b##2R1IZ|KuF~zJ6XUnzt(&Nl(PckQzMU~A;Of{0 zEQBe$zCS-WYrhPRraR)0%aB+%atowLCj-rZ7I(0?`XV%%GrcpJFR!X#n0JA#m1vpR z{7Vjc8)gObpJtGuGNAn5!b8eTTO3DUS2f6<5&=+(xx9?1Om3h?MFP5~=R=-$4~9OC zRyzlTZDkJc&wlR&0xS|Q2R~tubh$LD5!RBH$T8x4jks267jtv=bfYrR8nCu^`_(k; z0tPN+Dp6lz(tFe(pK4ZSGZucVJB(ezKI7EO!Dkt}8&yy2FF3o9e|bw)fkJ2+@C)r= zLAkmT!WcDaG3h8lsh!*NBDjpfo7|NRa1O*AxmgeSSC)$qNgSyes6!^ z$AGei^}A*M+A4E0BA=&G3ViT#LRIXq>g3d{QX=f%4n2|cpt7uzy!qFR%YWy!cF}DY zV#X;`e?GyxkDy@sA87nUJtE>ZE3tagHoyBVUe(9;B2SGH9xE%-H%SGK`>hJL$A_Mm zLsUAL;xiaO(UwK2i7eQBVl!!V(U&o3>1Ca3BjY|)s`Vjo)<0^H4NEcY(zY=pST2}1 z=$bG}^XL`x_sUB5pPv#@Fm;h{Z1%7ENJBDKVSUzg(<`J;@nPoqz zUuPRo31S!);}!3HeVff>Ka~AJceCP78K9PqR%>zdk<5Dq>-OI?PtSVhR})l3?EhM0FP2Ib zlFrQIoag-3QiA|fG^RJDx7fDF2suw$uB*DUT03GggSdQi-u!c8gj8p(=h*73fmiE6e}{j*9f9H9IZW zX=E?HGuzO=_5l@9kHJ^+I$J0E?VBk3s6D3y2QhECu z+hQM2gEH>aTVLL0eQ4RHo9#?nduRXmN`&AWYO2W)%L>l}&0-p3(Pi0GNxmCJ73z$s zpBMu9eaV|P^mkS-A<<-i24e4NL+o{LaB_<&ze3iJnd#ytmP+y9-l_Z{=(xgfyUC}g-G{6i(&P@0DJ!Y1=8hx_AuQ~VZ<3i&{XIvUn> z2HTKRubYAckzvXWL^$=mY}`?cxlY9G;H)^;Wko8dg8WOab3{ijfJ^^if0`#!PIn#` zzayzduD!37K;Q+fHo(r*zxX)HhlO@gDusS*<2aiQDftLZFJcATR1o?54#4qBAmo>; zlLsG0Y3;YtTP>{B9??%7O$y~t@TL2>lgqdlKzyT!J0imW^=#i284CSF`LLz4A@a?Ormz z{A!E35wiH_-j$gWf-93}Y%&e<2u|72&lnrEO)mBkoj2sOnuHl4m;iC$EkfN|vFnrS zAa+oqn)E~4&kaKAxhz+zKoY>N=U7!(=~7-oa!sWVT9imec*(5`k@G5x0C>v3@G0tB z{YT{8rv_RXcUWSKl(*2nw%2b0BHfhHDM&JROQ`X##Y@0e(1GDsc#nTBISP@p;Q*xmx z4eW;=H-hS`I)~~+2cLtcvWQ5D39Y&QTM^ev7ckN2sF0VDP#G}8VnS}36b5Hzh0y@lhz)=ZE6U9DvH1%P{C7D|z{$>Ebwfjr*>mj#{W+C*D zw~NL>)JNKa1v#dpJ)9NQci#N2+z4B{167XoX31$OyTnY*6UZUIn!Sy0a362;&wMsa8k*ss}jo8LkVGc zwdnoy^zbUJ+wEXAhzyv%@qN;rS*gYNB$ql{uG5=-j-D*kQ$x^j9T)!iD#G&-_Pa0&f92z!-BW;cPq}p;mQ5=?CTi%O%m>DiE9_A1FVHb1+Ma`Skv^53rAhun|g0^g^8V3xw+lYS5i#w#+8NF} zVF{zV`jzVsCYkcgLQqeYe>0%cfOLH5Y87hhdBF3V-`jta9|`4t89@kXqF!d%bD6#> znRY)TP~QpSv^KnNB+S2T&_DxmFNS0WtF&>&L6|RDRkWf1W2Z;Y-!RiJA_$-oM-wjRCmQie5 zp@Oh!f^&Xok#2Sh6?2w0a}#SJMU10QzFuhd_w_q8pw-J8HKZx8=CcE2#;Efj6ECix zIJy_f)ucE}m=u6(dsD5mIKOYVS@$BO6r6B7ZoU;yH9tM^W8E>D;&Nj#=g0jYHDY+# zi;(zT?l6mI>X9m$!8LsL#mMh9(19YpRD&g{$G?a1K=b!hZB^_ge^}`CCkki7A7&p{ zXAw>x-sKx1aocb{X4_GOKX-f*x!=uN6Dq!g_=GEC{5>0tIZsFbf9NPrl{Lo?{#+@n z16A0wknb-|AjeeDB6n+uj3rzyYgxTSIe)tX6aAWY{KvXQ!_M2kq*uanz=L`h6llgb z`jRV!v%N72w9)&7pq5eGTH${5K{d^2#@9=?2^D;c$&UZDB9)DY7vwxx;Q0Ag}LLnu46802hhNJ;DO{fqKN4~8A6Sq^l+ zQ|F2GnQ=BrpLPMmgE+t_?a~n^$<}!SEwtM<(-#Nu9J^oLq;JJw!k^GCh#a*UZASKu zeKc5FBAqEO;9b5Zz?!-|GTrIMN+ULy%@?9Ks)zhY#e@y2-M9`U`-2TK`25(}_P+zF z4)uBZ8noXvY95Xw#$82(qM9s=F`9^R)}b_}&Iiwb28nd^xSTaLbsbb;e8Wy+(nS_- zw=q)L7{!TKE!B>j^H12@1l(Z?@W1%ybFg>>^7@5S3T>d#H|L*ZX@?lv=*7EZI3tod z2S1^lk5UqD_@4o4n$6L~L0<=-kVx(M2%ShnJ}i5H`Xa09zA0#yAXV*Y*{RH?BW9T$ zp|cna(Pt>8 z=FC3}GFtJc9BaySqcV6JLKdzT+8yIOr;=w zfvbhX?}G3RDxTzqk`JsIi6jc3(uXtFE&YtnEIZ%3bRYC*4HD?vZHt|^~k3%OxzK)tVls&e}TneX3P(yZlwUv6lZr8C%tN|^k zPzU_@7OeN+NQ`j^i6|9uX*VO5>)<{?#<<<2n?O3MdEUjvI8KKGBMYTwCG{ZeP z#MVtlN5NHUfjB907LY-29W@o<6qeg;>+R{o%Kt`|I9H(&43315t@-e;MPEbLMB^ejYLg`BnV5S|lK&s;WS&(U^*LI2)Sc-tEkvofTu|O@E4c ztqhmb=#ALR{<9WSdcC0uO@BI5A6G$Xo&uu`gRa_b7YpDyurj(JeD98a#eYP`E`LwJ zBG4@Ilt5{)^0skrH0|O&PE)dW^T8LE?6^Blc=_I zW2V9{xo}TT&+_LZy#kSoz`jWJJo10GIO!f92^51d%c+ItRRpX+?wHb8RJZnsSMog* zALc=JO~z#&p^~tuYR;n`#iY@ugaOi>XEP3PV+D#9ocY|bjZ7F>p8KsRYQw?J!J3=S z2CA|&>yJM4i5b8I$rz*{;}nt7-Mo-WKXp0597pY#aJ^m3o%qO*dJ?o01X${^2`#4Q_8@-kcPm0uN6YJ5&Zkz2m;yqNXZeo* z%ypJ=s81@N_r`EOn&X!zQ6$QzFqY=j=zH6QxxR@)8{Uy;fYn_PoB}OsBc8>whE2_6 zh{spF%$a8BK@t zg0{7}Nq^_TcZ`2znN+BjUgzQ%zeCk9LHW&0>UY!qEU;wJLc}%-wFXwu#Yl#Wo7FZy z;KHu*u{GI9)$i6n-_p!%lN~#fEHS#{M0>t=Nuc}}_A|?y!bFv|`*eyrq(w4ci>iyK zAsCE`KmU&?jC0M#i?ufzs=Ku;)gqnSOa`}5mwRkT8!F>~|9131@t>Wn(cgWGzQ?=B zaNEZQ|QH0o9VuTQ@R*f31J*q*B zqODCssa-4i{_gJ&NM7XL``qVqo^#$uraik*=gXbf3*Ah=Bwq^7U-fqc6gH1qWg|E< z3ya$-eVw=%32ZY+B(}dM5a0n)+u!A1o3k!NIU;CcOW2(hnf~s?KRj!PKzLtXgY}2W-*BiqmhDGPAzEA{xyZ{2tc` z`Gxy=*4$*0vcbgm1g(p*+b-^UO79W~R)@JZu@Kny6bO;k1S|IT<^R*;%?L-0*6aea z-eV;I@%UDagW7j6GuqIjMuLj&A99q(mc` zU)Y==gRBzTM>q85n$|CSb&<9nBgX0i^%W>}NowZkOQQ@a+K0Atze+)6thTYLRck%j zzk@@z6lk`hd-7)tl%*|{Yv!=oh;fW{c~vQ+Q6hallVFTXXMGuCO0$yv?lm!9^*}B) zpvNj?Wv54X<>Fk+b`2-o9;!=T;_`<&@5WzRY4M)8rHzO%O1B~C37CTB=UH%-Eqy0W zV^#A^2&U-aLLG!L2X4k;{IC4Wg=Y?}Ek7Nox{@AqiVm21%a;QNlF zH@#V%zL8ELhyeCSY`idIMUUe_#?~0M&6oyphf$RR!>l=%*>>Ny1bvb57 z3WZXF^x%2Gvd{DNm0QO&Kenj6xW*AE3+=N zE!a!ULL1<6K$`gpm#3?XSSIJoJStVn080r^RQ0rnWonezi-`|I*KVxs3K`&{r}pAE z6L|3c^pE_YJ6shYHP9EJ!6_o=@0UuTpK$>e`E>&9dJ2wT_UQOwiK7b}zGRJ6ZKH?? z_8G5*RLr@627uSo#&zA4FUhbYmc3CTWX}Hmw&PG6tOeFcH>B6v^}&sgQXEhGb5_8T zOFHZx@Sc-LD$9h^!h~%{?NE07J^$$B#p|1y2WeI@{qv)BBtTVjkOS{)LuuON z^E+JaWFmp9&QzBd4G3p8^QTDGh&#I38g}hO-3UUW>Lz|6eR*Yy|9~drqWA_=1JXzJ z6%hGatFrUR!RF^2%jcjuylHP)SsB_o>Td0xqeSupZWt5Ow#`$XP9@{B3X*;a=L^sz!yO~p0e}xA#r>s0Ho(UawFPDyG+#z zX{Q}-wF7D|;!UgoOXpShB{4Gp%=of%;16+DEnV@>sKjv3_hbMa9#wwyBS=4=lX(*r z&37P8Gu7qNM#Q3Rl=5}H&$Qj5x|>M}12MF!tMlJF+w{1Qn~SD1C{N++YagBWaJIrV zx!~<04!rloo5iyA@-~>oltpJ^Ya&9}SNrVrtOK=bLe=}Dmr6)IC_m)?_E{YsjS+>{ z!Z;y;(~+hVKvFKYFZ4F6np1YI@%9kq#>06Sh{5rgt9IPAz8gJ|&0ct`Cj}rX3v5q9 z_14AB)H1X;c@h^+e4n>>J$ht$_0M)Y#rrFOhHzBs2@oY~y6#skHa52UqAy&j$L07$ z<$I{(SX}>-kQGk+;8eC<1tQi#JC%fQx=@O&tSYsMHSn}kF3vYrBWwP28fd+RQ)!!B zxeve~j?Qjc)1%I%O4CTekxO>l*|MC|U!L7t_$?9#-#oi;;GzxwjMW#B9z+TXYd?9& zbLlV|;YC_h1UG3~Q9g#~J?hw9e(2?d>i>v@{yF=PAZ=f*qrj+jZnkb{Z@9|I@7l_T zOS?VHJr07rwQ92UAnROg5*;W70hivry1{A{fMT8b^*8A>@%4ibAX7NZmpBDHkge|H z{C~o3q6G5aqO_zZQnGMn?LC6aJDZ<)|K~&OEk6WtDuH2JWL~?Avvvw9T=f^jx2eD!3?-zL*8r>uC zM<`=3;rs--Ys$5aF_Lv{`hC~U;FTE>B5-erE#Nbtz&M;9d^UI=zST~~p8=Y`pnms{ zAx<|Nk?4y81q$kmZ_=tQyr5!9d`2uq9SLBC{Q?e>g3;GdW1VKL+$_>50hP#*tK$g^YhGrHZ&C#tXElIMx0CHft%emsNAOivc5>oK*x552y zXk8NMKC^>~$pFp#Eqf*MnG?eU`)cI3Zmh64@3Wa@rU8+xPZFJm`TUx;d4eGa;ZGvw z?BYP{)ey0?!;W`#ukPMqjAl*C(nTk8m_?f@na$4{omg6G^B1)#>5D|%Bg^*Vo3Xrh zr+(Jt9w!d*d+R7voMw5;8hHj@8~a97oEFS!R?4c3chZbWFRb;-xo2vgg_6{iQuHe~ z!PM%VWAelv4cErJ#}WKT@U&LGYxADJ|Bzo}2}t@D)PY6~Pb~ZupAVwu%E%Dhk%)8s z_W&wX+PS!itT%}H7REWqwI+d?*4Ym3o zm#LMj0~+t2VIIxwS$P9;8|WmP@-Qiu7TkRVqqn@K{M%%?dj9ZR|3TORNi70{LBi~N zX>OfBQwz)=&T_9I9>x{=Ouy8?Gv6Pb=u>^s0+za7IQrwJYbATEpt0Dm%0EDqxd_{$ zm8pk#ld7EeU|2bg>miwx9Xi7!1otU#f#ws6NJYu* z9ZGalE2*{(?`H6E+JqqM-oD%4`SnZgOcq=Cf_|o=5Sb@@i$^cbp`PVO3@dwOJ~Z=; zoPR5f5aoGIt-`kq$he@zi~7NuU8tV(#*A&&ka(4fQfy`tzf{rNk#8e<=T~}j>SDI) zis$mI^!R?4(e|V7Z|GGX_3Z{CjcJU}I``&^3uVIhS>vqZmwiwVmU=Rz5Yo#U@NO-0I)mRq2y*_@lUJ@>l&yW@*bgmNJYb?M0|%qel1`bwP~f1)lB zg(Lp6blrZslgUO!>CR&Mu4(-od1IE=3>em|R?R0mbVbe&#-^VU%5CgyIqxvE7(H^3(7_jg zDR^{@JKo4Z?p2a6CdHf%mMw;#2P)RM*H#Sm%4jg?{gTPxGdmSXkA3eGs4o_{@YKJ= zdfhLOmf@%e{M-e2R^_ddjanYOa6Y}z{lk}{MY`SwcLXoAbXG~)`)qFS0`Cdm>D1?j#^08nmaYz@ zCZ#1TB@7XyDZo28;NaTtY?4lDM{SH<0{hO?gix#2qlpT-_rrW<>1O%i zlYT^nOvrgDm8lt&KP(PIJm& zt>U&koYWQQs6E{*jkw0-Dzn5 zS#L3r4nC=~FsFGPV2!^|2W>T$ytoQ?gF=+6cjlcozRVjGKR9WGcz>mS?Z_W@a4&D~ z@szeq-Xot}JwHOQ*IGHsgjfIiSz8fP%qBcLj?t*u|p_hcJ$Dxjs(1%x-y2 zu#M_u1YWZT3+JAsd|)A#z?rwlZrb^P;LrLFc?N167VfkATHL zr{SlAt!&@N0!x|==J3TG#QS2J3nhJ<7avto)jq%LZf9Eud2{!{(RCwf`>f|5SOhF+ z=JJRW@N(}41rnBfB5AHiw=eLqj}7hIG%;eYtGfNj*X}-iYj0!hnXd zdr$c8da3iI3fX^Na+tLZj$LptjN){y8!3%og%n&x|LmQJeC5k?i7L5l5C9FHU~Ss* zx&iNBwNF=hYAT0~ve*J^Lzznp>5P=WcdAA!M~&xZS6|rQR^=B=>I|9FD@sRY&sX5rjF~p zmK3SLcRoWg>mr%Mu?u&tH*vkVJ+_Z#XCgAub>zSYN_+y%d+cXx6zDxUZDi25E_xHt zoXc)_M{(`y;cWw(N0*?;7sqQpK_01i()v-{?okN!jOc96GhAgn@xj%Z)8idcUO`4? zW0~K6P&g^m9_N)hs|5NYLJG}V>ru@s|B8TZxyo8jTSSj9y@27CT4g>e?$Ac?#kFyo zpUVYMbbOBOcy+gdsfqb_(9$Ka?F9A%`ueI)PkH>_zw|`GDm6@b&t=*D&aARBEL3#w zf(Syx-yMk_Tz*vKwj^&Uu^YfLp6M4NxyvB-v05UJ+xKxzHoHt!ZRAqo<;rC4d)Qs@!d+z~G2A~{+%AntRy5Y9 z4>Fip96K1&+L2uuI7e`+iGF=QY7TRN>m_>Gv3qBAc-)RnTTLr|Xuv3_)b{I%Zx(ay zwmva~lE!bhA()EROT{GDHsTM$xN@7t$p-Dmf4jArUY8i|4K)-Ko6I*Yn^Ibioe}<} z$-R94MowwDyG#0BQH34<3%sNu_ct~|TRhfl8ue{(nlu-fzg@f+SZsZH9Hgw|FCqC# zZM6FLv&94{92OEky!UE9LXX8^Oj4;Koi)-?D6s4aLI$HPA}LT(BOEtVoM_SKks0>D zwVrq9A8)7Xu1e$5#knn0dppggat6mv7@qxp>CIQUch$dFHQCGNXD`_i#|KRfq(TCc zL$1qAeylwqU!0Vi=Xw(JUqn0@`cRw6myIG|wy}Lq-NHg7if8!b&cj$gqd_xxbbAUk zYn@`L>ZZJUPcBn0A&jR@r#DIu>YfvR^J&zsOS*p_HD{&yJiuGScv}?fWV9xl^y}9w z#gJ>jxxgkEQ1bVoC*dLP-9MH)VxDd_Qrj$ao{laHLZvZ?Cnm~lGT{T{axjIRG=t)% zp0}KT&1T&1z zIsals(g|68<=ey4RewGin6?SqmY=)26o#}`^dXc{PVKrK3Jk2?HxV=Q6?~h=QtUva zerJDX*{*Nl$dNNww{$8_{2@RrG>Vsey}3I>V02C)tW!i@w32l1o`@fFt9_1g>fWsG zS;ylar+=0ziaZy_1R&6j^=*60+lmsRQh&keFaES5w5){iSBub<(acz-kK(VM1h%}I z-L5Tu_b0SZfzo`OLZ3fVCfyWl%QCH*M>`s->8FHV{7zBmEZ-@Lh!;K%-iVCpv}7;2 z_wnV+C!ZkIk`l!tNhiFe^omFhk%;GoLhma;%N}XkB>jGGg6;lHlow5a{oQ1v%@g|P zLc;!#@gXF0CB>wVU&QuOx*hSxk2B2;bUH7Gj3|K@o^GXJ<}9W%t2MW>G^LbV^dATn ze?iKTv*tq@4naK2`@RfRI_B7;64m~oNraaVe|;d^ySaas7mI(;)D^E9V7ebNdDT=T zTVB6>Sla|7#g3a^&_*KPko})o*`IJS^FXWm`hH%g{`8q#e~r%o6x_P2v$ZrjQmg4J%j)spJO+O$eb+N= z^X?;y%1~j)H3JpCecoFYc-HW_XyBO>g7y5E233bkFub+qT7 z&@MZmE3gf1A?KhyK-`cwKv@~25RI~ovxt54T$sq%7JFt1ol4?zWkSBX^!zb_ElP&n))Y6*$^|caDb?elj#8-F_ z-9p+{uV2nR!a8D3fp?hrib)4wl0Z{|Wvvue=L?I$o~IjM!N6C<{jcDrm-dSvb_V_< z$TocYDyP!}a41(-w&tD-)o~FS@RhdsjT?MLejAnww9$Jijh^(~RqF&mac%!Zl`A!} zY17QagHIn9L*RzbO7BkB*e}juO~)X0DjH3%7IkVF3`)tj&FmEu!4C=5F0@`7Le+7T z`09SluY>fV%Y93ZY)1}>2%FtOq`iX^#N_y)Gk^Ro^y*q8&_L4g(T^#xxt)u6ZSkXg z4?Z>H0P&e#@*o^_mWax`1kjFX)VzWqvupW5 zom#N6o-FxaV>6KppG*8N&v2ks8ZTdpA5+?F{UR}deR+mA^ta!WNZ-A;byv9l_1_-= z8^G)QvhjkVny*x%MkH5E$c)j0b~9QQhNtHrOI2#xmy_qu9Ze z>EPWilqIFOF`?=O=-pJLF?G8$RamSzz$)azkHFRs_c}X?_aY#g1M{DZ`{ph`fT6@dhtZW8BnP@Q`@9@>FL73OFrCoA7-=PyBCaL{K6CP3v>qrOZO*Sg>r)=YGy@1`E5^ zxp=?}7S>NsoDUuhHJE(X*P`Qh&NW%x*wCBb35~Yfxp_!>tC5-cR@&0i$zobN*Q+)^ z%#=u*-UB}5yCuppUO8VO@uQYmpU}YEH~iwz`MbFk&6*;2S;xs^cz_gzNYkH6m%8q7 zu7-#t_z4J0p!@ZcV2auVFptJ#$O>ZYHXZy&EbmR6Nn87CX|<>Ehr z!;%pJ(yfb%_xiIVc`{S?crfv2dq+UB^OGk_8m|{%wC*F{T;sS?t!jJHRA6%cso!VI zwK(zZ3!6!3eWvNgu_5JI6D!@=n{?T;79x_gdkhY%zoUe50(;-+{pIW+QZprbv^_*i zgXYI<&t$GnrR6uigAFiCUO#m-w1?T3wjHdS8f?~EsUQ~>?4QL^NM=K2-wxHOkR4N2 z4%IvcM~^?YXo%93&cPBL1PAaL368eV@pxffOp_eFp*lT>N{M zYn|tPUqlhP5B)TE;|HO6VL7)he_kDS{kqs}Q+#Tl5y6vuly0-@;?hwc0ax&`SD0du zE3?w71bbS}89OQZ4l4LM%bCuElK?EdefNX?AW!+b)7m0+rUisU{}J3*jyCvl-2G|K zYxL$Xj^@e?u$KxV}})@E_Yc{&!5~vNBQ{ zX?^5ff>o!avvxm({T$$rVW4lJ3KwyGa|afmn}2+$QI<&*9A&+$3gpt^>c}5r9B*w7 z&}tVhJwSbfDKGs>GM{*sKooPMv88QNBT^?@_(%kOwzKNu=I^Yvy`rzx{JHa+w(o^? zx9$=q_0#HzUt{#^N1+#V;Kw!IUcThq(Zh3ekJ0`oKbE)N#fct_ZUx#$_HZBxY$kzX zj_{(Ozz52_0fGj;j4q|BF{b*>`&+Va3rm@&|LAf5bl z`A-2jS3?SvjHW{~Z&qu)=_H^r6q`B z4{M0OTqhk${Bqv-7t0q9JnF^aWUZ6JJ$D@09@nvi=_E+aCb$}Wd({y2YdgZqXRaz|1 zNdK^+eKy0*1|lU5w}P$y1)l@^D^2Iwzt2jeRKMx(xxLZ3d1lrAmbcwHb9UlCf^adD z{Pl+GFV}Ig{r>Gs@#NzadXdx9qM)D$*v#y>f300vXl{j>V=QCzy6LtN$7SOi_*wG9 zM~SQ-q}2c2{gYu)j7)p)6Iq`1^K&qRCMV!|Z6^Oh_i?#Wi$fL-{|*eMDb5$XA)5r; zjj|q?1K`gw`>i}0Y>&DzB#^_7=w}xXFP4H6WC%c1# zSpzp9I|K)-K0wScv73vC{xI_v?4^9ehw5IJv_E%3o*RuNM0MP zdikY>@e0W7GSSo?4b3y(&S71)2a~TZ&su$IQ3Z!m)Tf`T;(nG!t&zZpOQdKAv&11y zi`c(2;{Z5E4u?1%z3%A_N11$?NR0VBySl@sheUvnN0!w?xXxv=$62^&iIm|r@;95K zpB|=1^!+006%yptwkbKg_R!9J7@RRKHnN)GQuprkpgL4~uwgU4$v{DhK4JTLWGtU? zQJTNVmP`xvBfVbydw}umqAYAcqYBS7jAQdq+-rE&t!7M{{}#<$?h3EbcUAXNw%xnP zT8=I)5e+b+E~mtn_xjCm3Hev2NvsQ%RA%{44}@3|u1AuKpRL{0+2D|sRO{iGR^w6M+5MIOQ|(Y@Zw4{n>1cY>7QuxG9CzN7bd{wy&4y@JzVXl%mJ=B7@U%kq1?L z<@Bkpw$>NLnHjyD;zts4NisBcs?V5*u*=L;(Y+PL6Mye;x6wBW1G$G-?v7p@U4>KZ z*f##%$YkMrFbDf)cPD!!v1AFb#yr;ly%`hsQ#Rrg1(l`Kgd}h1JZW=?cE!grhW?Ep*>VL`M0w+O3dGt*k5_vi{q* z_6OrNsvQx{ls@9ldpccZB%z0*)tmg@a-TXcEC}3ikoE1pLmh2jHGCWW=l9IBMvIR6 zy@oAn(?URd6E~dd*RmTe<{&Rf72G9!m4JW<)2<@yFS>|N4_Lmoq543{I8B@_b~ob( z7V~rWHw3N`RxQLFN$PedUw}~7f-KQRSSsJ^EQ@RrdT!k@{Za^K7sy!M2z<;%{36;i zhvo>tSEBbHfr3$Qm0_O^+N? zGW%AZDK7jte&(VYC5#EZr%Mh|g$so!-o@^b3-u>E5S7)K=@I{f*t-0y;~4E;nR>Vu z1w?h`ZAXmn?UzVzVYlq`gKPxAxd4e%$IId_D;Biy@1pCVJj=V`?z#dN+syqeE3F#k zSFIi*f|<858kwwMViWoJs6D=m!xY&zvK2|_Y9{PhIx}>%Kl6F|@kauiBNTKOVB?u| z?)Z|l8LFEa+KBv0rk_?m!pI*wBGU9`Tt#{~0*Iyb*mXwB51(Gd_Qe8g<{L{zA>m6~ z8r33FdQUBLLs=^O-(q9_sDcR@`T3IYckRhHhq0@`(5#8Vd`t5`Ime#TnRgw*L1Jvm zl%yU_Cheh{MLkBY^bhl1l%)E4a@qd_x5PUnjDAcHUa|UY9A`LR;kxI;VYI* z;y6xly}D(Cx^i}cl@;StYGZ^aky(TMuZ${;8IJelS>qZ(i~njL3zU5A1`ccCSV(-t z$M%NW+z({iyTuSOq{s8-v?})m2Q=4R(y+WR*YYhw-KJR($0F{N+|(WCwH#9};Am`V zHi0WLyh6YQ3>1pyH+i`amG4&xs%TjV35^ZNdbSBo;;Cu?{&ElovGkc9bX@@Mz*YV7))ERDQ~TU6V+ku!^V`1Q8po%SNl>~jY~e~3e@N^d~q@Aecy z&>+5PWnneQmmXkgxGYtk02b<8HgB^lMn5a7`H_|@uTO>oI(m=*ecltR>&4U2>n}_H zm}vZ^kdthZ0p39*qLjXx7ZyE$gfM@y=N_Q2a6*I+Sxbx1O;jPs)k%;z4 z&iL+fP(!4|jO9*v%`NmY8u89GJ6%MRFQ%J4I$j@3pC4#YPEU%m@UAkjq^;#J89FkMt@EGtf=bp># zsBg4h+l8;p*DgWjb`J0>(4gTkpLTtj#YOa$J77RElv@dHu;hvby^iC!`nNcJHs0+k zBqVW)0avNGjk0MXg!wEDDPh?+A4}45YI`}U34!2KHEf&vD}nc06~S8+WF9-a@Vqj~F-knCx zQn2`|eIQEyDq-V3%DD?g-VoUB{F=}-HI3;}LV-0!HNfq*)|hhB_Z2^~^q!7yK}_xj z+9S1F&5o)7xlJ`{6qc0e>Hl<%Ev6Uy?0Pk)(%b zTA6hM&mDEAzQdEm^v}A%5jsO;$Akj<>I@>rqa1)c5zI;{J%|VhtsCU8@y(Vs|D^S` zDO5$0w!3hT6tM+C%?JH!J+L2tL>v9Iti-Z!oS1LDE_v7;f66iTgw-AB{4LUI$;=I$p1m0jn=1pusc3yR3B=K=sp zS$Q^^<1Mas^kC0Z%;Zf07oS-zm>f}aQ@rz#!OY0Owv#wJj)r}O>Pg(Y-2>v=;^?qG zf3+IH3rnW+a}{C9C;3j?e!ZwZZEL)v~so{UxbK-B2fl25Pmgum_L~F;7&q`=p|Mn>hoUH?$|7h8fs8x?o2kk z?H$H$=2{}D0DQ;oJqN=0V?WZ-#(<;ILp0+bO$#iD{ z$D3<$kSb-FENn`W%hDC34tnbQPcTNUg{V22Pw)z}`yT=Qv_sd6!JZI{c3*?YfjyX% zd$y-*Mo1dGQ!>8VfeyeHF%v~mGBCxCmO{b%cSJb4?KT`MjEX}tQ4VlM-6 zOtUV$0)=loXSJUQm2bL2m232=%RHhf<*i^D}# z?Ld<%;i&voa z(3|J4w}dL&Lgs+Yk38J)@at?@W`L!{nsAjaAXz**?9DE%ugIs22^A1X(t^!djl~pe znN$duMC($5Y%Xv`UqoAU?9~j&W0QCxddI&%?)sIUn9F=IO6>NNsX0djaA~0^=e9q^ zRKwCLTKf7j<2PYU$hr#d_summH(BFCAJ%MXY#1PZrJDh`l?oIG=y)Th)u-|Xbz;RYN)V9q8|S{uzxn7z2U!i~lC@MWs()ZR`^v3{bL5S@X6jyo z+hJe$T)x|cehU7qHHn-&y@~Y!d20r=EPOK)Tjqo%InR?Pkxj@8ZV9_MC;A=q7NTxys|*sdxDvYx%ylJy+d*?5AUIGkksv&SYDWFUOfV?uMuisL z?xaQHH}BF?8fS&~Rv`mFdHEQxzgwg9>jCRqQHtgl=2)SrYcNaB^J^fb-JPwLY^5Cc zts^WTHbu)m=Ky)Lc%@`u{^xeZrab^G5~$~MoBOB9f<^CD56t#QE~og-YFn6NN?HOU zeUVKhb84&Oh)b;P1Vlso5~8Xidi>4-M7cIQZ^bw#;!~lU=xdlDta~>LJJ;blN|?Qg{$V%F*<$AZQFPT`Dv*%7SoC`WdrLJ_}A9t zn8%6`$hneseo&oU87RCAHN2uyI6b)v-?uG%^C=j-xNH7CMwS_xujJ%1BOLSdCq&pFe^5PH9k2bl1dq0Igsab<`~OGY=L|(rVchPAWpb6!t9WtQusFMJ6e8K3i*L5qP;*B?t$r@80TP6uCt{_J6}8Ggp~h z28>@o&9!+Wr7C$I)y3ksw)M<1U7Os5feJ%%X(C8#t=^n0oqWe8_Q0L5nWzif_A*QD zDW*@ZxiRidOPftKGNDW_V~S&Ec`TJ~7@6F$WfO93!e{%Mr z?ltcE7GEd-1<&8}hJB@wx`P{O!FB>JAoD<#nzRAl`Z_lEvs<3YTNVEN^#@>O!T>83@)VZZ2Up6IEwajyuGnJ%fsnmY|2mAUG|!^ zrJd&5oWai8jUKY)gH_N4Qt>deGe!?awxR3JmS%(?Jk?xUX+T zq#8t;8(ZhNd&_3cpDD#;CWczHd^mUw6x*nHB2a!k@8`qMrN133;JUWLL^3~=h(+2y%P1<~15BqiCz2 z`=#Z(+RNruWW`U=C0qlBKbPRPWCK!q;B|6!=1ICxnNa)aD4i0RS4)dpqQ39_oNl*?(1_gkyLHwL@EM7SL8zD_WLn1=B^JPI5rPk2Hpd$eY0EH%_c3wMKwv| z^?RumK5buTTO++=)xk|6=O3DHZ&2FwK1!yNyxvf=djxs8*GV~ysp)C=K%I7@vlk4Q zy5*r9bh0!3$(}}o?BqDxxzAjybjzF2p$-^Du`@}hvt>-X+Nm0@yygn@FK^1cLB+fJJ`@NfR{bE9Hl9z z<2(C(#~>VVq0qW_>I6DpP+lyg-@A5ReG3SEbAoI@bZy@vnFv`ORm=BIpOW@#6s^#Y zQjxvLr$NZeo5(`ID{~dC;hAkxnv=oyNXgyC*ofEbIez)H0@%j6Gm0APjaTA$-B(Swd1H6k_? zUL^)Z7Xtaesz5?!Q&Grsx60&Gq(SkDiBf5HWgS8D*hD&A*4?w(vq$psfW@HWqNvKu z-?^A5v4nT8v27nQ1V#gCJI(7K(httI$1Xer@55W0jE|YG&Y4R;M!Q(Q4ldB>F4Dzx)?9%l!m;746IT;NqOs$11uit=>A?kRLw2`LbOqy7D?&WDtl7Vp$V8 zrafFJCX!UE`{AaOBCSdtDRp_b9RQFeO1cbY2R2ySsgtI#))Xqdt`2Sn=&?^JBQfl<1ov&4P4 zMJoNusrS4%XPm-C(Oe%(Lt(j5_JZ7$&Gf{xMtU}aSBORrFGJc_6jDGZ>EjE0=_I06 zJTrGtS*Q&Jz)ivI8+A9Y6Ep2zwO($ze7aLngGwmJS@+jj_bEK;|M;|{BTY24v9erelb?D6(bvOd?zjw!`o zLo}|ZD39}Ahr_YYn+`^uA57lodm9Y#DI{&0~3fru(vIP_Xcf$#R%Q9OJ^5H#YIY2b~_aA0P$SeX$nm zsQB6P_#^w4QGS&o;I zuGGTv>`5u@G3*{6lxU7&>L#WI&?jg+9mglCsl>iI47LM#c`36@w(w)ozZ$I5=U!Zq z=Obm~+@zT@0$)tt35~HTe$t_P=K|EVZ&onp%<7BLwyQcBGDY!cfHkni)?GT!IcnIv zK0~Z;*<98SDv7y3Vx?xKu?ptGlQmt>Z=N5uJ-_>HVa_hlq)d0F5Yl^7E7ImFxmc7l zS-TV7VmRulD_Ou`x8QH24Q}3T|D3iqZ zIIK{W1%vkRPD-yZDr)qSdnBrFatKlPe;roNQ{#_g-+BRYIM#V|*RA!$(CW4Y(4fUBS{PuP537d!!d{1}r*QNy( z8C-v#2ClcXSyII_c->R4Z2zZNx50imb@LtEFG4Sw9RlRY*0T1RI69Ebf=|8LGUNT5 zbMu6^Tpf8J$v2P-_U~B$FH6%AAk5kvVA0edF6XMr+$zdNlERq;*Qc#f9F{bSowGeu zHs>#&^1Pb_{&*WSBJ48~s&8LBoq60kT!VPMuxLm9!QIt<6PJMRTYkX(KD>+d0~&7j zP*MVFrD2uA#B8iL;G`b0Pw{f8Q;e*An$AoOsr@em76U~BA+L8r($e!V3$*D$=gL z@^hXZ2Uo)AEoc|}ro;}T=izwE?0W@V6WR0q{>{tfao;`i6@ftLlPW`t*|Gb%Av|{G zwtlV7KtQ-3Q7k?yS`AVk?%(Kk*yyybauN`B;sk{AbIU4rVICWMe`l%)H>qZQ`}1<^ z55hz;GJ78dT^rDgD^z|dlPo2ydc!jKiR0UDKf}%$Yjt%TxivuU{y**s<;kyIucvI= ztsMzyO!BLj)kS6sy==ovI3vht(lG9tn4B}=l&j%MZCz^9i?a2F?L+Rhy)5qpjQRp( z^VobI&MPYF2jzPHh76@oPgXmgZA$d7cZ}%QN~E>#U3&1@Eocvyr(*5}GjugafiM!M zs_J^6wbMN(Ye!gKV!PufX>IBhKVE{00o}w3L)t(+1|Y$7!2K8@A%%63-rnEEz%96l z2kDVS4$0>6fTsvH}j&=^R>=E-G19TqtgAP*RyA`mi-)fg<$wPC1C zTxrsY3&+wU|J+{xH!YES)^I&<-2Ek|pf$9e{!yHQ_+6CGQDXm)B|0@pd`#HZ-R zUp-nx=@4(DSdv*i2eAI8v%>8))aF&Oe)&Ty1$%wn1Co60d__wfMvwt^0&#_-Z@gn3 zxv3~Ue{wlvl5k8@aC$ZhH?O^j$*b@SdR#(_)k2z!XNHMiEeg#Fui6mO@GlKFylNpf zJ@Q7M;7T6-Jmr0U$ecH#zivRy4(UjCuKm74S_3QFk^;91+Eq%{;V|4jseAltF7_wt z{g*D^H_!#Vdh`xfT2Vsoil2d-#T=>TaOf>B#X&H_b0V@+w?~#o1^RMvUO@J-0tEzx zp&v9paBx*6A7t-lz}ziWWVFY#6PtT`jr6Z?ceD{xXe7o6xTE#H+Kf}ZL4J72L94^P=GT{XYK67o%jaM&Y;o#NB`=&Hp^0=jGc_ z*vK%oM#Z!Z53A~`xN7Ofe({Dm)@{Jzb4vm^+dtWL(%U|Yu66-|-NG3kl1*psyljXb z^7(unqj?M3{;lmE;`8x3kbS+hq{gP>^eSr2A{Tp6>5pF5LkXZNO17Yba+*SXk)K=l zZ4C(CA8ozEsrD^N8#G@w_a)qt3iNw3-(EkLNv#$N?`Iup1AXioova5x39V-QMW)C| za>tG&(WbP7Sp1!Nohwm%U#aO?dnfx>v-+$^R5;vpa3mS$avaOBFBtyP!T`hUgNM_= z8&zYaMjdWu3^3v=J?wT(n!K={cTt*9tr+LSpysS0Ve)nRpC^_u(ZF!+Ce-5$G}Z{I|RKEV*m$UKJUsVKe9T8fBL zbuz@VET%3?#R7ZIsWD0Vnz4+pVL~dvg$N<@ie=Gbq=Oy zBI5KUS>!Wjw;8^srE$M<&CbuQ<=DbcEvz`Btd(H1BNg6iWtaHOe?g1xVWXQr|56Co z3th*2%d-cTU4ZD}6Xf>82!^KkA4g{$*5v!PaRdPck?w{e-HijJn-QZ+x&)*YModw< zI~0c0V3c%7NT<>vDa|P9X5aVuy??@Sa2znU=f3XqI?vB3Nx*F!h~j)H@OLq4<{0dX%I*L{061rcq{&gY!Z8+c^w#-bqV3^m2rMal3sle zJYV5zfSrI%rwGC`TwQJz8Z7U6ibgS}$|>p_j1O40j^Lw8vrk2+^=ff8W#+lr<}hQE ztB^Obn-m3`RcG<~M zH4>ODv_pPaDFN=3@HcYn9CD1cA9}`jZgwvH&<*O9ZE8#$QrLy+8`~=-xxT4ya5#+k z66K&}#Tm{yW=bkAYP)SY6mHW!SS;>=vC93uSWMC@9bd>XLLfEP#a`Zmtpe*W5jeP$ z_zt6Lk_cwYnmvin@vlk~U3cQ6Mj zsd&XqGdfV9xq5MeD*FYsjRJ6Pyp~_Qd%Zl;pUds{1gQbo24qx@m^%6$3RBrNUEQ5* z@8E3>4SKF}h2+`9Xi%8Krpv;FGg{ED;RpI#VuM?yeBA@N59Y7pJIAUk8qW&Jdu<-w@4GzbZ2MB$42}wtf}Mi zgZ@zer6pT>A0e`&upd!2Foyk=dmR1c&r?d>W>;Kj!-)dBPR{U<9#1aFbnUBy>pxBr z{2$!w>-S4RcpgFI0NID>gZ%R(?tz^h^yNc4pgUCj2q|vB{i$MeHSCHrS4WZGAF#7E z0X+cXU!0sc z&?OBt8v~Kg#{GkSzh109bnEAhd2K9DTb}Z~0!@R&2FI(wSYAeQEn;`Lh|-RR*eQy0 zjcoDM;T6;*0XoIXsJ!BLQm)4#L=Rsz8ZlRn7F-K?Ff3eEIZ{O)^=jVnqNFP7~&Hro;_c$O`xub zFvFX3Y8DOJ+=5ScD5jTA(uk_*;$ld|2}lv2Nq;_%cUoQV{M6H&qOS>HxLKUW?oI*m zPtH0GZ3{U~_1(CF){G@thDzr!ue-On7gd&{0?Lvm_DVH)Hb3*azICv`m3WK|Y5WhX z^qp&ydxO&3)laW5neU#b%h|;Q*BK_HEm~I|7VP7R@G23wK#%0ZlJkz3Jws#|BoHGx zxAUaDXN4Sk6?m!zk;05`(&=`{6n`;br=-zz={w&(D6~IBynn8v_0|Nv8LobSO5))) zP$*}(Wv=%tTJ@YYiD~rVDf?UbJVM*~$3-Yls?BgN-LLjD3$IBP1JIB{bcXs`X{u1^ zAG-grX!SZYkaia=Ed11D$ItVyn!X>j6}PL=y69=~b0a3jfy5jE+)Io3ZD))Nw60CI zr-x-%Y^WsRxAe8t4j7izDZWuPY->Bq+~vhaQhAO z{F5n%rH=4lz5L{r;An<`i0+&FQW=ubNj@LVlb0$nRba55w;?Jl9W$0VTsiI0cP3Eb zX-b9qoRxI!+GY!pc>5Fvh7f*_W*-vcUDLr0F>{gr|5sd#7DvE>dRjJLxUS0WyyO*oypzSde_AawB z4&2{BH_$NL5MKQ$B6+9FuP+N(t^-6GbZm5D$Q#}nxQO_t?whfeApTXYq@O3UG=9Vs zRrYd!KYTMWA~tp%HgzX2v-4nffBT|+yQPUg*EWo1yiCdzLy*EFrY|~xKQ`M=!&v^~ z4WQV|Z~`ZIzhaZ6~Fve(NMg*rHyWhS%M zx%VecE8i0}>9i%~4nhp*RdYFTUBoZPKiQxS!6Gj`5dVTN>Zhd{8gz6FCIXQ|(++N^ zi~yc&ZOW$v!?aMY6T!LNM>U>C8U$_FZ-Ys-Km3K=Ot!&i@)B*ow@_{Sk~maS3F3vT zbLv%R-`g~Pl_A>%5}BPsHAsp5A#8`+XxI>w4Zn9yQZ1BR_Sr+G4 z(kJPZZ)GuViA}}tXbD&~534j$!&}p>X8z9~={=F_#oJ>>>XWg0W1@!iFVU5_K0rTI zaU7Yoi&?KgL>i4!sR>=EnzZz8+q-o5YY!CIpOH$GkH^Q+KE-V~x~L+*20(WoK}sqU+TOsxKbw_YH2k~Ijf5u)oHm!!bB2m-}>!~V5?kr)+8)9 z9R8jB?QmRo+%Fz@lcFHr=N%#D6)tw+k_ug2 z)J-$(1D%1ma!8DkGI&p`;6S^U?LI(-&^!(K+oPiM;AWWZ10wN1#=Y~+ZrNG5On{;w!Er-?d0n7 zCDiH%zxX@r0tGR@TefU{2bkRqtDkn;b>6G69Sm0+D6! zf4E7Jlp<#v8vKgM5-t}_M67J&C|M+}ppcOgQG$}^JFy4rh?Eof$5g0>@Ej@dTy%_c15pQ9^b%BWZ66|Kdz$J^GM`ZZ81h``e$!KL#+P8>OU%64B{nL z#}zkO`K{c*WbSj+z)vDN!meWLqyCr^dlu*8k=T#rDo+PdA#5QRK!_7;8i)5yLmb~6 zck^pE=yxgEWe*%wXCl<}_qaIo15x{+bjLgI%Nfy`Vzv7x6J&}Bd}6WmZVW(zEYY7k zi(sGk`g}uv5BWT#Y%z_Q0( z!38QjP#BAANtFDHzDz_lfG?qzBm2&j6Ws1vidm`mvXz)lH*H~pdnN5Rt&$OQC?PXw zQ>1BbM&lL;(Dk2_FTmKcN@oKN++M=EOSLC`^63HR;a+S}*FKVwXqyH1gk08xCj~Jw z*;~U;$9Z4<6WLcY^V994dL@NxJV#f3jff~(1xLL4JGKE~HA%m5)Cp!eVhhIWEtT(`( z{lN0~KP+JKu`dVxCK;~yT-~RraATayi3phB>#SpV#F^BfS5{^jbHW2+)0nRxrrMeC zecNB7p z$&sq@7QtIs$lc?tK6d;dJb57Q1e2*hF`CSCR679v@8) zK)o~2kh|2(LA_8=uhwWfpu3Q-JA`e&>+#0{1`O!~-^4dMw@}3o@V30Pl@WT8{$eP> z+_hS<-0JaEg_`#ono^%|YF2y$!z`w#Zd=+C@@B%!?=x#N^=1fhqrDj+q8uxc(||_~ z>SfL7x$O$lyHpmza<}HUf$U7OAp?5I9qe;Ts@!^`uD4wmKd?`4stDEaRKB(V_J$T# z+l~6fF;95UXwL!pj`+`v?ry)b@~cm>g^~Bp`RmB<+~&~q{e`D|>}EdIq?v}UrbV@6 zZ9b^BP}#D^?2W|k@jl40;No0${`;@>Fw=EZr}KHI*V&#pvqQTwDw`JUJ$jV(PwaHW z(7-_Pn~I8d!X|YcmS7jv`oNzL5aJ867~;%R4C#dO5G}6V^cXc6iqg2{Z+oWzL#RL6 zBWmS)k3rI4?*I;1mklb0zTznK22JlyS}q}2p9zE(E<(u23&gPya?D%InFo8xE14sj zgb20)edIaBlN*rZ&-@|I)T^gD`3uaXDcN z>DDSOk)Pk*(az)MFqfM8OGv$QWECSR4#9N*jg0|$3lnY`FM80N|O zM;T%P9j)nNt@`NZT5t+Z3E9uiPHR}ZB|P1pyQiE4)yC8YXl)@Dd%z*GFi?zvr52WA zNrQNG>00vrEzXs{C%LTUbc~zubRBNHvbgfYOq!Nhy1_@@*1dq<4n*VD;sz5);uSc+kHCg?Z+N$Ub6|>c)T%|gZU4-!v;SM8A(7G zAvTFQRT{Hzo!)#(-g{2aSVdGFXB*;TFjQVB8#yU>!yqhdRd|dy(eGPj0mK04nM^| zJCvJn^$lc>_BkhT307D$ZuniOk4Bgi%Vm0=e*1)eH@~i$dhL*+UMiYMCaPqagW)0V zL3yt-CbpK=-2|5LZWUz;;&SDfS}U**Jgw!-)_I_VS3W4A?PNz5@%cO?>HT=Yw!Iut zcxmN8=wR+(U}rk0d3BlNU6a)3V}?gBI@dTOh_|LV1Owlxh^6s~UOda% zP+x_gxgg_`7;y9os+BdULzinUQD*xd-ymg^yvG#48BHzB&R^E0eWbWW10T#xzE+-YIR(f9w_F6$_;ap zxA_Dyfxya(GiBXXw~Qv|eAOgl$b`(T-1&=M9rmqKV(BbdSLgidLg|}I58x3QC%Dyf zP)$5if`WO0QZzs*o*I&%JPpvD9u^IwdsX|tYX5(s`^ydq+)l5PRX`P?v2>y}>-V^i z@5*IZ%9HR%r^1kGwe>6(RsR-kP%e=x9Y05i&2G=(m6T>SJm}|@Ou3;ugj?X|lbByF|17`m$`GcEpD~JL! z#6T$K+$?ad?bk{9{3>dGa7`<0CM}(nu0BN8 zFeacIRq#HEB!csp2MI!QsjMu1fmV^^5oeE`I_oYsko*ASi^lN|RqBS$SNv@-I^0bd zR`plpgLp0r^C3LGyXhM$vHALGBQSC z`&`#aFX+<6MEfZiTBU?XvCoBLw|qcK&oj=sB%&DmE! zThKq$-qYCxh6q)ZObd!Vr^c)^)RlX|ha<5+080{_C$;(LV0NXq=Z%+x>4tC&`c4-i zn!uKQhR!%%aI0lu{>gr53C9aKx$~VExSm;jsTB&e$|lF?Ie&Kr^&#erht zxwAcYc=bV_lRk;#$Sp!3Dn2%9h1O`^{x8MNN%d_wO!)e1kNxJIEHMu=O-5thx6Sg4 zhSXoYQdH{)o;p<_1so0@+HRp*ix}&)0XOsc@2~4CDdL#T?H|;>;f325%^2|;*=L4> ziHTmlf8Iz|RH#=gCHdF}!(wh<>4L2zgg3FItruy50F*Z$QBo17p!9JQ>qq?I3 zJR#2*o)$^mBd)50OtWH{;X^0#$3`kT{$0+ z6-pX0&nwacrQJI6JQW!ER;BJ+mRkgVbkkIC@^;!8@QB$L3oV5O!A1;u3ioE1>Nq*| z$9vlwxZH(j9uUZS4N4&yy-Bwbe`@F(%YH)2X==myI?kIBnJ+fUn3~J&vgY$4g10iG z!(~Bu$uax3ew+m_;Du2g>(b=keR34E8HAq({eiXs}mIvWM*`vC}8}$k)%+ zF<&xG6nRbqH%mYvnay)zm$i=-B+J0_V)>h%%%n(@%iAUYCDAQs=F2d`8A^Wf0bE<$ z_Bqp^Q{TzSsl|-$iha)u)7gMUdE@_Dg?HL~3DgiXL5sy|u0+FmK`2r#k{80hCzpA9 zXGQrt;fq}xu?l_bHyD9gk&|de^6y{bvMM$!FBN0Z#Z_{VUsjJj2I}0U+dOf)&Y7DE zD*IU(ID2eJs#AH;zONQ9VTh_D(yjQvz4UMkGToy2;)hq)lP@Q~(ygvd1B^E^;HIcT5k1O&2(jGfe;ZQ0`7zQw zxp|cg>NTe2^#*KQr5V11HeK=u5V?`R?h$-cGLJB0fQLU7rA7SV!mu1dJT`UTE@FHH zGj}aJ@!R?>m!s>bF{2#wL3iZ^5;NT1`?0fnZuxK2Z@OK(yw30UHk;_7s;99Ri$F>m zK5mmqeC+p7_YF0?xl=L4|3=Zr7KWR=4TZWPq*%(o9Gc>A ztD3BKf>ke9_yFDY?OQ)No}Fr-v;tO$=HKk2bg<;u*XdG#ZYzr^PuXHg@+S*sMl|br zZ7wk3fQ%=Yyg2#KHTfHc7^XCe{&ZGSmhX=p@mU$>3D2(o*9P{_s@WOU_6W!g z6i!Y4QlkSUw|I%M1=_n0;ZRPmaI1~qdX=NSPUNoGM_ASp1+BkmMu_jpzVmT=UzTLZ zBOLH)q}t;9xLA5d*{|81Jb4LB-t=OhCrN2aoD_jUn+7nh-`_gPQ(5ttm~VFqUbf3C z<>c_dG`G@JZ)uDb)Bfg?ixeaqLfp+SAE%;r7T(G6MLac*z1Bs&rIe=(z(CQ8Ds-90 zU(5!W1xGG1zrPj^PC=8B=u$q*&=Qb91^1lYVP1pA|6#=k`Rk{>_lF>!r>7Cps5wpl zRQt&$kvK~T>%o>{0V?}I6>Z?#a#qLvuh3^HB2?|^{vYeKh>&h}MxxChC08<{Mx^e28rD-t$h@P0eL5G28yC#m?oR z8lwuT%NDGBrEGywBGYLv|G?d~G4-A(pG;nM|y z9|(B}GT6=kITP}-PfWM|SK0^;&8zq5xBwL}k^F(f3z09W|tV!Gk4 z3SSfsNb}U~kzd)GbX6m!G*gUzTv?E(>!NQGYh%%UCG5Wq)C#ZtFf| z>jSTD)u694Zbl=O<((CPC|ZY=2!E{m+d+A(<@wI@owGyT@>ByUe`8?=|M-HUEE{Zt=_La;GM?R*<${-FLl0Didqm>XBaKz2|he3~n zP~BSBJQ`=E_djlw8^1@@UxfW~Y?<)7h`w?Z9sJ0~CNXxK4)3u}>s|~J{Nw|E1ukuO zjCIu0+bBYXQ9jDD0Gv6}nL|zq+!{6dZ^fIugC`=%MZgPX zXpfOwPN5}L(r&P3?65MQJ;erdB`bh6RG5%+vRq}gxNXj(gk>qFpVU~Absk7rw-1As zhvarqo5y=+Y(UN6%%x#P1DR0^e9^1Af?o0n`)TbG@cN_2?xylb0D}@xj}sf#W669G z+BFvt@1|^SWR=t!rpZf4OS`Cd`v9N6tB51QN8Z4M^=M1m?OtycgN+wEtR&g|EcyUkcpK#7J zb#vak&o4YhoFEfuWv^6`^n`Wz!@%G`H&)FBqZ1H`D;zQao@~_@hLzn_YVU75<>hi+ zIgy2wMtTq&C39#<`rY;zEmT7qz)ZefVYe^}9%C9_x)Zv5pcZh%rf zDeaKfU!5Og5>+;K>veW>o?pDQohMJ}sPcYk6vQG{Qfxj7BIa=TTO)DH6xzrm^0mfyQT@0KRcM?y{vA~B+v0jm-Z)Z7RW@U9}>bYqD&5EQxo`5sARUqnw2 zPrSG+thW;Pj$^yx(K!~dmHBo zPbKd|WNXKJV~YTV7`|)$Rho&ewgSk(zy)MQrgub)#AC(Dm2Fq@|E9Bv;8jZk>m?J;0h-NniLET>o2cq_q|QuOpqmr<40LL$GE0Lh+n(Uf zii89H6nyf@ZR+6!E8)&%6Y~gg=voe8U+Who=1qJWxL@^BNC@EpYRU=|I=r4zW#30U z?Js`T`^&qm8CL*4cj^2rn&%NM*8gl714U>LunQYPz49&o+p~LFYO6y?)*!&qhl0XJ zx%Ja&sEt!3eLfQr{sJb((vyRq1K;}FW%0MoSYIdCgh~@8V=ne54e{$wXHtZ-_Z&_| zR-~0{`^`7!duXVD(ZdcPfJS(|fO?4VgxkpQoZN{{#OJp)%Yp3GN$G7bxUSkc~NQ+NqSW!-)t`hDP9Tn@;VI@hE(><<}zDY$SzZzzZ{e@ zdgXQ1a0Bl<=R2$_%cTFtl)mL^G5~6Ab1R)?wT6y2u4VLk59~E@Z7-L&`#j4DweA#% zeVA5zW>#MTur(#rp$VwM3i7iycU<$5$h3}9lb~0 zw6Tcx^=CW5n9FBcNX+ivzQUc_()KGUm=8c@ITX53Gn2#(Iv!^in~vOuvD-`*tWH}X z`W|Y3`IY3)olV{Ue`TZ-92u`%>_2{7A_Fn@e~z6|G&h1PYowx*?pB;pVCE2))QYe< zLK~eUey*uAFuPFgZ955di+uzl{jKmB{fRhtcfLS<2nUuPkY!ZNnA*Pu^Qu6T#tnKr zJg>@5f1uB+3J7C`XY%KLk1|C@{Bq<(fdO*u6p7G?il7G7xt-FPK!D>c+<@$>2KJMz zr?03@^u(+OIoenELJJd5E)#g)(f)^p56uXOC%#S8>m^Z-`5^gK$e_uDOs<1GjDA<6 z#`~WED}$7OGw5>;DW(GWe@ALdKVy=>o8b@_tdK2?FX9_bprtmjzH0wi3W$G6Cr4!{tthsAL51(aeR6GBabJVpaoc5 zmHPFFsQYtIVCG6pVW)930o+9~)Lx`jeUM3Q$i3QOVCec)@;Teisdvo;s~& zzOcVp!=jct6tR^z;;|#qCY=XJ5{Xlg^?E`-iGN*T5r>9WqK8GnJzOrQr}%7;pGvH;V_XQ$tgHBm2I#TyWStWmyi^Fzxq&D zpd(S(7$aqvNN%3kRMai`+~`Bu=~SXzjtD)Rsnysa7Zs7U?k4jtu*i(jTG_ln+JZhL zfSUU9KxNZbwIGz=QqBqh0`Cp>gFv_dF$?vnDDH=~wpDO=Mnl@EW%*N(UD#gF1M&oZ zRqgirtIYM=+8n>W&39MdD-!D2FQ452Bnh=d65)f3!jZC>B98co59@;tsTVdzmE{=r zWu1{9G>%4M7)!Xb2}!pe$O*9~@BC*fUAcZAo2R_0SYTVl;1QK%{M`OSwTDWImOuPi zLe^@Z(L1VRv+*zz?v$%$sNF&apnhBdtEs5^I~ad++}DJhIcg;eYt4b=z3gBonSi)n zTHPcS+pXq%;=!hdM6qOMg6S9_x?*s?8p*hDoe+!McHQ5)JkLeouxVYzlJ8GcUqyd) zpT@?biO1D~D`8F!?X1vD^#4n{WFj;;8=KO0&GleJ@+Vc@Qm)Ag7rq2U$-FN)-6nB+PSc&^)qe&a628yrTwYa_ zB%>a6CWZXc@laOiuK09c?*qBh0eX8v8rZHs%=lGjK9FCY=PlE66JBE3;~_H5Pr zi+JYx9~KPQ+5DMGdl`drE!J>)N7hH7!K8?~q~5XI9=#7uQNu|@+qJ*={8I1$dG8E( zAO&(vAG`i7vl74N-9g6%KfoLjZw=f0E^yfOVs$4A!#`^Yls(}bVawIQXRh#89OCciq#akNTjn>-Hlu=mYkdeDtlk9n-UA zIpSw};eW9to4|P?$S~2j3*!0;f8py5A?@HMJsskx9xY-aETGF+W8g@}Y~P7;+Q4wm zH#m#6i`oVm2{iC0=o-(NJ{D-wj97;9HI>RQ)tZ;cg{oXs%lP<)K8W;%1$bMv=qtM9} ziaeh#9{Oxd?tBmRU7rK=(9))uUc+JuHiraZ>>)e+QdQ&MMQ#sDcQT1on7NC~7%y@o zfNnY&$%#DE=Z;dIv-Pm937EN2B%MQ#gd#3%5zhz8HSvocG3{}#Ze;)5kuEA=Y7%n3c?a?J)`u+Kx9T&zy5FDP ziBTxmud#hSOd+M;ouCFzy~V{q14t%0E3vKdxBVmG?T> zmlaAWQlsN_VG8;#LB@-%GJu}BF#ZoK=yHS7GIjDpzH_3L7U9QDy7AivRzvSScQZBo zU2%Bh6)KEJ#_l!uCA?NaRnfuuNK+i2BOwQB;?w^f|&K#IlenG*@H<*LP>S zSfu#E%{hde6lJ5q8P+xrT;iH~;{s03f%HnxOqfOTR8$NXmWK}dorNXJs;ak!flR<3 z9(}cY#9^;n_L4&sQ^kC65#j2(@t{2nNsh^Nvp+#CY%gJ}-(#cz)hvLC(EvY+h~;GO zoth}bOm{n@0QO|lLUNf@mhTk*m6t4p8nPRTm`n7qKz_tSGKtH7o`_`TxIk+r%_%q) z>jakpVBp|eg}EupN=PHrj3)CTP1JCNr3sgft*hlP{mLBE(hKQS19A8i0qIQ>kfA?Q zxqUtS9MN>YEL=?pG}NMC!47co8^5ss5Yn*2?yZpxZ)-`|>)u+zcUd0JEl(Rr!C;$bi|wr%83 z*v&JnaN@jmPF+C21mq$KFO z5E1Gm-qNW0nZYM4WPTs_rn&&jdaREfUu9_^`Gz!J00GK?_3FX*|NNR&QnaT^G7WMU31$kp})OZ3@Xv2Pg zzXxtlt844gvM?N)dKxbEWf98O#0965L6`rSpKB@cqmR8Q0{7sN8PS;!O1mer*0;O*7KWDp2-Rssd`69IY zWqZHE4H%)vzvx#KC!}lYEMJCrQiRAwE&V>;H6|Ds(Gf;u0tKys8z-w5dWD=NkoVPF zJ)01SIK^b6#s<Qet3N#r`dE}EHc2lK@9`7_`%r_GSPD8h+?-5dC{MH* zIYbZKs?;Bs{FUOlOpxzOY${6(8=R_BQ`*Txd1=?G=RJNxZMcj4O!^-d=z&_6=X8L7=3P~XVB4wM`V0!_x?k`L z3J9i}^RV2XxorXBb*>E@V3~MIOeV7pWbEc5L?mFrucP(tY{NqvH$+gk^S=pEziXLW z3f9pn5=B~8SI6SJm}ufSSPP^uRDQ1E;baW`2Y4{*wsI||SCo`1+{fcz!``Jn<(V<; z?Z9`;C@3(?Q-Bya2N(;2hL>P??Z%yr;*>V5x($>|&x+%N!|_yjAd6oOBMmpg6fAI+ z&!hQ-H7I;Gxp_}tw6+h88)#T2P&7tMOEB*fJB?SCJJR!BySXCHJDZBgErl9g(rRYR zc|orP$Iec7)feZJp~nN_{yHG3^Uqa0*%UWUBn9=lWj7isOZ?5-mzSIi)gFK|pw3)< zHFoe3=F8Uf`;NXBsV~A`_g;}J^4hFjFvuX9C6--Kn!~h(Q4k@gk}~qJDKVbf>SeJj z7Sl!jP6;4v@#bp}j(Gr?dU2V8b|8WWxOyvFgj8^^Ovr&}zlu)tSudoDSmzaJ5kBiyJb%c# zNwiMCKFrl~N0;`JIB?gC@3T1?lfC2}c0jp@TBtYNZ2Sq?x@c=G-r_F}1aySSYE|R$ z*6GB_>c97$(=c+hM4#-ll90Ec2oPOiV2V+ej~3MMnExFAVSQu%^|FRY+Oq}t%(X>v zcRy#bUG?D3L*7^J8VYhpBJCOBf?KhvSsa_dXE@raI{cVMzP4mcLu4acrTMhj=rxve;OqhTA<%$0U-bTb@va*m5NXlpkMD)ofZvd4lg^1_}j7-1+aOZ)p z>H>KmoWnzRI=W){;uCny6xE!rz37NGv2gLj%fxFr8!z1knjEuoZ1zGatr3F>JY#1g zocmUb8p+xZ@}<^r%CMIPc%N)C4*^w1-bgZ2Ue{dVl^o^T&evz~@{yt$RVuZN#%!(` zV@0_?+h&WuN+VJrpba%}lEP+4U{jMF)!OOI%?WaAvMD)CO-gK|%mshY(Kk^p-{{SO zkNonm7}Ryr;wXm*W=6w)jlT<-)Dghp#ZFAV2joZ_aR=%Z||4 zX{w$sD+{){0X7Z4sZG9%-CY4{1mrS4Y%$Su()6Q|55$_vN>H5>;m8M#R>e;=S|nS!;{sQv~9H6uKU(c8j1Y!pCL zyMw(i>gLn-qBwnS{=4$^{ihJQFR_SHz*o1}0n+(|VTx@~_nqZw9PkNDr$R_J-y| z>BijCGG2C{iGIrgo+lq%rl5Qan`(M$#Waamt2)rPvO(s7c_n>H47f!yx*b$P1lK>A za$g+D^XWtZJc0S3GjJ7GfWNI+9Jh6D857qBEA26EA9iC2&|478e^^~v#9l=L#-z7?9K%cpc4c+`VV130t}6~t#jOj<`FN4P-DJjS|ME~ z4%2wwdQJmxgVe7KR9(&eT%YHPcikLgti(2*disw;erwV5xiC5s85$h7Oji?UR5lX= zvP{iAacG!Ev4=kEKs8eX-N0i9k=m~YG5I%hO=G2kDL-QdCuJ%ueO!!-A6g~Cdn?$v z()q-hZRGdogF;pEv^7eJb6w~1llYzuR`h(*&ysjr426H1s`58olI1%yniUgz7&LV# ztzsYGtu3cAQ{cSi+6F!%gh57LAso%euWhJz&^wc~0(MJK77sf2`79)poQ>$XS@U;# zN4v7&K0^j=5ClX~!s#S195)QPgo^iJ3X=zB9Ox@*Gzx5yKzh@7Ftv4|V85%dDf7m6 zT&ejIL-oF*a9BCrPh7ajL*FFDY?J2}l%l@#ZpO>tOQI!NhW?TVGP^Go)Y~$ID=~qpsu9dQ4;^_SYKup!&o{%4d)5a(J&DhsiX`40r+c(@ z`8?`UWsw%V?mEi<%utItnI`NY0w#(K6D*6%xP5d4Y0Sg(kl!32pEhhR?&cm3Y7Pw4 z3(4BWUlkW|V5vx`7#~H=REqN}L3_B8!t>Nr>^!)ME(mWrSyuo2j2N2J11kWJ3rW(O z`*xVuo6Z(Ru^5~?BHpb5KuY{l;5~2klE_2Zq64Nm+_L{maneMgU!Q{q)b#nj)V$;`06oc;|C1*>&CIiN z_$%Of*!w*i?NwJZ!_=O&Nm45_4J|{{2AtmT!mrcQA=(w?@K;TeFIGl9CW<~*r9E}D z#OL`&LEgi1!vLex)7w(nDqa~QXb4ji{#Fn*39R@WQnu|yTs?XBG^-uqvn)=E<)Azzv#pZjNM z5&-P_?IeSWaaFpf&PL8prphcVWfIgMjG489_*VqqRN`gRP|<#?d?m)frI!4Vesf+h zZ53hPoz|xsu$ej$U9xBWXN)eV;(@F1j-pU~s{q3?PTU&tGIZ(1KF_f{5_^_e&!MfS zrnhEcp6n!7jZKEY(dDD|goh`^g#oeXgPt z+zv6&nVlJ}JGAwf=c~bnLu{g#be}Rg1b(v7%uB?#x_`42gla4(kqOxI$sTs2bIpk{ z-;25W#5f8`8ktN>QPWdYrs^M6`ISZDwAD)E7_mS%=JmWFUosMDZJ|jQ_H?K^@6}%z z(c#z1fEwbJoJwuwTv0WKjP+jGXz&gJ|L$RzT?rs?8xnO-2d*Gyf?QF43IY;2RXj;N^c*h$Yv z>3xYfU$Cuw7gM7CRv&kkz#|`wfB~86#3cj6SWgC$=3}2a`%Bkarx&EAWWBOGs<`m1 zrYNUGtv0}|u(CLTR*#uNtiefz;Ek*ody4szDX}}%Q9!sYTW5C%{2#yy@iPkXrH(}X zriL=Tp%c{$$Vf;(>rWEC%=>(RuV?!`-M~mog+7r1?tXO&;X6PH3bbZ)RB2h#ug207 z`>8i^GfoUQJ+o)zXj$%^ohUL=!x$eher zA*<3+{-AyvWB_)0?WXv@g%5^VE~6*t+5UNotCv1dZI9sF0OGDM4?F6*j$p9n{TKOf z9*nbJSLWgH`;3wEm2s!RRek>Xp8toHR3*Gf=4>Ts96OBg1a`UuDov6Tro*6m9WEYP zAm$@y^SWQ^LSJ@bs-Yfj&U2a!Nh{BgLc7-JB$dEiO1v4h`8U#`eVnCe`8}2Yu&P@u zGWZV(!;V$ABk}|vg~2`KLOZkISx4*3mBEZ1O9Nz|%Ch1gZ%5ANPew|w<$cht+Ft^i zJem2y(n4p*a@Kd5OyhAGjLx2lu~===QM1s?AD6th zA(=Vv1J(GI%3u*$dr^^k1saVC9>m#a4Dt1yu6@Gjb&9zBB2cqeWgjTEB6c!k zg57Lr$-Fq#2yv~rMnz`0wQYKGKR(1YvfH$G<9-|qiw@h}ikj@**CTrP_A*w3u#Aq9 z`&F>K=;@T^2~z9bJk!f8dq;J|58a~DLGgp?dk1j~IH#eJf-KBF|07sf!+hpN zp83#5RJ7jpg)2ujDc(xwaci@O@#*8+v=gg6lhYS%H~==PqX8X1sr7ml!p@q4w2nf@ zC7=HC)jsZ%aro2VyM86Id0MA_0{&~%x|LPO!X|+d)+s*ly8GBsp+?nmnQ}R-Q88*< zOeJ1+&86e!`_ubBEbbe>pDDA3jE$>APpc9q)qlAg11+XN*kt0*pOBAcI`O`V8R`bo zjtNIvlI!SJk1gySuTndQ&j3F${@aD@g?iQR6t(wmO@DUA z!{e7P3G)@o#*FF7MBTD^w7X09=M2!D1oA`(--d)kq37`W5=PlsUQ8opEj@Y=6|#7>*jVIym@#fzQGtp}6Ozfsl4<@v zeiJo8`oUY^i)#xT?Z=DB=ujq2Fx*XWUTiyiY)RuK%Qs=v`@pM67)gTmz~85;#6rwc z_xvv(P8nI(qRRde3YZp<%zeHfh>U0o_ADN%jfci=Tt&R4vQF*$T*UsF>!->*<05cD zdvi{IBC5x87#AK8n)7BM{{6fYQEzz9cykN}H;_HS(iPNL zR%zKKY^4RfKfTd_`dd04kT$n(c9v(NS;j0JM4U{m5R%;8KkxBoz0)BT#>VuR7f?x#t~*s4~kNCzBA0R;4M`*v0H>%{u{u35Vs`Mv-V8E#TFx zUdXW>4HB@0)7}7MXtfE#0=g$rP^**L_S`@pn|y?OX|z( z<)tq&UG>9eyB!vW=xaad9>k8z)7bBB;Mbw>#jXUZLgaPB-1~pARNZ0KjUG;PreZ?>oB8^kP@m-`hF15d#^H*K$0$JK4*2bMFtzWWn%`&V$b0nAIQ&~= z@YF8GM!eTt`@7R_RoGwoQ1x)SR_L+Jab`ygrcLyEQs^s_DN`CVLF7DIeT0jKK0{9K zpVrSxTESP)&ke>mfa|zPc4_Hz>-UGhSBS86W0&ypo3KI1aeVw+eU@*zT1S1lB0;~Z za6jMFWv!5*{h0o0;eg`)e6U-&~*%6wiO=#h@3lqSwDvF0J z+S*LsRw|LajTqQI-@*tu>c&>+l5aGOBwdCB(*(Wk=Tmti9YMLzlEDocIid<#n*mc~ z4P-XIM|Wp0aW~JbY&>Za0HL4nMQC`BjsL5&k&oIL*S-*b&a#49=-7hLvzBT|z)6!? zzfKY%inbP2dh&T*Zkr;q7_ix8a4a6l%sh?cSYMubox$d;FPYA{%Yzq3)+%6H3C~S+Dyyff12EpSeEA;&-Xk2Osf2@&kO+w}$&WYWcnU&?yT$0ac zL@E4;|I3?djp#)PJ>n+oSut}BP55Ky46-9TVk;pQal1!Pb zwC5va0cO$~1Jdy|l38UxX2M%FY@-O77aZ(3N6q8}q_5tlQq~(jw(5OV`?oTOEyvZ} z;*=!HLf%~ymSu%lH+#&1K1g}}Q1d;jeqWYW(!Kj5oBSu6@G^Dju`SF36G2k=^h*zg z)2;p8kD+HS5+!#1&m}P1!rOH*+Vx)8r3dmO2uYbu2c9cF$H+I>&PvjE=P7Tx6hvPZ z`_n9*+X?UPJ8+RS1DECUt^$SU`WVB8l7yInks}VS&Hl=&uLDlM$9&l!B&6vR%|410 zzN#Q9U2{-+*B`-TL_&L%7th#4RM|m_%|7Rs?msUk**bqGcK@{5#nEw!F;8uC{VK_y z^-N|G{h1Xm;b}2Avj&ecLu5JRznFf~A0S&?EM>}>TJ*CrQ<>@*-PMRhXjfUrn$DXy zRnmC-8xy2?Gg?eHWaD}z5#`m3rZfSC3Zn;BX$Bx-Xi3%=r39sG3 zsU##vLse&_uwUw*Zti+YLfyaZYUMKbYxbU$}8O?9mevyk>r8zjJ6K znlL?XWhJCe6W=XUOC0H%x`3=qS@-Ww-kSl*O`*I=5;l^7bxwbD-PLU#|9CY!4fAY)gK>|!%o zp(XWfQx0^)y`N+@t2t|Ui=a7Pa{`MFhxG8Y2x39|bkK!rp^!C$NbCfK>aLya>B!D( zy6{g%{~dmrNz<4w6SYid7K_!TUc3VjJE7xKBs$cQ3f!C6-G6}DtK3c}dkmjcwWh_M%>C8s8375YVpO?7#MV_{mdH&%1sul|?|F zqsZIr!PS{W*M)_zPoS_)ji>gbu^Mo4?D7c-1j)|wryH-Wpi|dEZ)J@{zWD%WM6|KZ z&q&jmaK|UvjD2qD0@<$IQBTzPyRL-C)>@=$2wn#{SBH<$HG2&jKA<(o8|YkVa0?*U zM-?QantY6p%Mx~DPm$&%?a*AP-HgkAAeQ4XpIdgxF3q$%t0b{}A&e=`UT2%y5qZu^ z7D3TB@(O%D$>?V9r7wMiFB^{TI=DLfs|OVVaPwk*5;L0Rq^W4~uba zVSkA%bh3PLu4x8jn%*+?qcU$0ov)0BZY|mGCyFrsCb>H~QJl1RP78_MdGsjK>L=Vi zaKB8c6GQLT8cp4nJ8Nh_cN3D69VRJ{jwxpK*9Ns)?qt~u5sAoBYd$e>ff);-P85XC z=k_m&qC^j2NO?PS++8OlF?0e4a(kd`c^Bi;aNn=;xH;JSTVS+3hvki;@f^oM|Uk-{e}1Ju0(kXSVjS4JSLWF+PI4 zC8IT*cuXF@@T#5#lksu;XV~0T(98Urh*5?a8)UM4WUAv4su>In&Mgp%=&P6K`GB=w zLBCDi)XYg@(c}TC6g4EiPX^)YRF_~EDgB6G^|qSN zAs3_SP02#)Lj(ZpvXp3dxI}3Kns5G*W)i2%Zs7o<2R|Q|wbizxSGV>$+Dk9bCP*`v zpgwfE4ZS#cJ1C^~plvQp@;?Ip>$X{`2>RLlj?S()hcUWG1b5_R9PXx*6zF+uKdzXz4c|Y@2^ytYj3-TCw{5kv-FMO-C1o) z)v+Bb?ge_+;~bYq;1)j9@7=W_zjVqDKHUg?%rJ-w9~>(-IQCq80)`t9I7_P2!NA$V8++{N_nDWd{Vv*9I@X8kO*^SYvC6-b~Yq4>tdr8Th z(;Lbpw(&5X6S21BDtN~};wU~@*alSd2g-17_YTiZ0vgKjVZr3kE6U6&lE_Eknn8}9A#=n%_VTK>xJT5T{*?8@f6@&-uc7L_I>IafGSwrs+N#c_c zv_spwn{^!Jv6!JQVd~e8ktJRRpBQONFJEpQi3l?9A|#&Uj;H>+@&H_US9EmyR|KeLks6 z$e>oeo6tD{%FmLl@9*o=L&THLYF>z1;1&=K&u`5u zgymjDk^BGxnr7|fG)_1>YHsMS-*I?`$A5~>gDzutPj8j#J)vg51NQfaD04cFJn2^U z+`mcMLmcviXYo*8n9-D-(3mvHHL0pJxa5x1p4a%=#cbtuG#fsmO+=gfR*IJ`Y>vt{ z=q#rOv3E?6if0l0kKkTNX^qhz?@%ARyEMtKdgf-M@89I^jBW2eEWls})d=cbLqGqyb#-cC8)AsBo*#h8x{7$Hjrf8Pv{|J&_+jxO9`>QJw zfn*dopcv?1E9y5#Op7ovAL2!JXX{a`tImRtDMGokNs17j9$^*|qbY(#*Sfv}>^TH;iUEl;}M8c^Kh*)S} zF6=Y|XrsInYO%O%=44Yf_U&^sp^1f@J%bVl)z{Q#BH4FeXvowAB4JRdSni6R6Ugg< zVWBhCiGALc=*s?XOuvpI^QtQ6`#;tz%S#==Mo+BL z23I2c{6pMCii8~z_)aW9Bgb9KvP$zn_*v!CLn~^P_2S*oQc61G^7^`<5mRDE^@8iH z^S)%XlWvmGLvCCg#8y$JjgJ(D$c6-{L=ChpF78Yh-h8v8k!3rZ@uEgW+p{3*#wB18 zlp#M)M`lky^=-a;gDw_0vx81mTd=S)99%%w-mOnY_j@+ z+ID+Bx0XS7@J!T4!ru1`{M`COm)5&K4a^(1Wj}Vx&MgSl7z4X+37B*6k?1Q$+8P>| zra^ADc{HH z!yaos=bWUI&;Jnk?rr-@JlAd{2?lhnt-}bIZocJ@qDNU1rO3OW#nx!J#n$Tgy{*|w z;w?-YqdvtWL;2)V1EbXvS1(pmGFtxwo8v>!KfnJ7NJmaiutQd)#`$w%VLQw3-#Qau~G6cb=8nH74uQ%U z;N{al!#vxBdyN*0NbB%6{#=E-R(WdAv%hNndOQGG3W?fE@2jRZo|VZvoz(%Q%6zWq z5Z07=p(pYT+^T@v<6@<%8Q@qg&sK!`f_vKZ?|SHT7?!9r0&*a<{yb~4T%BdLli5E4 zj5=+5?c-D(<{ddvA9md_eE*6i=cjshPU(xYF<15p$%~n=XLXa^dAx}uq;Cc5J3Q9x zVxzK#l;8EF&|jxV%r#OgXv->aibA`l4o>!iLY=GK%sdPP%P#x-)U(smD|kl0G=nBE zp7u5sT!p!n>>YVfiCTo=;%c)v(1vOUb2Y8_iJ8q z@R>ZgKkfjFmBg@HE*n(s`K;kyuPlPnW&daNxMm9a_v>k?$%Rpko%P4~$L1u;U?BA3 zMum;Cxo!ebOf$}k{7`RuoMe%o+NRg}%EnWDt5jU^I6Sff2Zi}rIN-2>@c#}VWPd}$D|c+?)0<#VNsv--g?`h!sg+g;qsX| znT=7aaRef9dFU|1%3ZIt8j&eWO$%vgU5yscw_BkS}5em*X zMIL$WaV;@sB_IvT-EqNp?i5b``|yzuT97L02Jvt0=z}S1$@_GLXBh?5_-DaWBAJgy zb=9P@a*r4g_4TUTit|}!8MP&P6#ZpCmG-{t9kRU=$osQ3OZ=d@&#BdVvt>IN z1GKP}Zf08To8A@)or0p;LQr!2u$peDY&=1r)A_{>;Ra2W3ZRd=@TmO$Y>Yh~Ilkf0 zRinW#O?NK&1vF)7C=g`w%k$2|U~1=uTewMN!fi&U<)f4~Kxi<36S#v}r_l|rj_L2E zP*R*MEKiFyLv&Y-3h?EZTE8jPb`^M#5a#>T8)wTZena@@qD?084$8l5@IL~M|GB1h zgN~tCtQ{oCe%;vcJn-s_Qprx84l_DWGa@~3rKe#>Jt}0$rB+w(_Q-`?+b`JC1`GEQ z^G$hwOssWs2@s2J?fXk)>a!>a35-9dtlIMfD`>HNre2JJHSsYFk%Hiy{Ykg;C>nWUwaWu<-)Mh+&?-*zU1h)QvFuK1qZMA8sAM z!NWbCR$KX@0_5ot_q0e6+D`rXXEc7q1-FU+{A=fA%Cl2S*O>QWuvJ|%9Pn8VddL7I zli7A6(5#W$P!0*`=y}q(QprZOGEqKV3`Dm+Wld0Xzx}{GyqJ<)99PCr4n3ZB1P6vr zEij!*C_R_edw)@Da=7KM*!IMzX4u}1Y93q=p714 z2KOr(7N$N zy=hkGieufu0AhA}Tf(q9=0j<(uQHJE|DsA`!N)Gz{{$^$By}3^&L8)g#aE;ymkZ%m zylsFX>Gj$T#hO99jUMSiy8{|G!^i}?I7yDbr7_#OT}2w!L&WY0_}!ucjO=2H^GRtex3E=f2hoBZy^E_w!F;WP-gBhl(^>R2{+Uu!*D5v18;h(g$YmeE3J$qV5mxZ?zg1-_*Gd;BlcNADUXzmop=)b>yZ77SW{^bUgb3Vb@ zi;GfHOS=T$kZ^@5Ac%yL^_8!Ylk2fG=5i;^44fttbWp2g+?CHql=a(D8J@*!apORMo@J4P=E|l(k9^M0psEKzGylqYQzk&-z-@GV_1S-xF++8))td-ZH1- z`-Oadk~dtUyTGED;gGX zv`iL{8gl8(-7Co(MTGR`HX>BB&DqtOJ`!Y|ckQlb3oHmdBs{Hp1uPC2smjK8X8Bb* z>zEq=XYw*8^yHp)_(UG9NG8~auZ!2}JB3~<#aYJWd;jyaxq?*AX*0vF8i6jtAidq& zI;3u+fw$0;K{mRxQni;Fxmw2$wOpRF&O8scUSG^Q7i=DCmQ`59X9jzI%)LyWJS7MA z(VVA2|4j2r4G$Zeq>6&8B^(&Y!1iq)Fcw8$uD-0!0TkyOP5p7v)D!?3t!B7LIuR&wSE!$32(SK`xjdm2Ea7xNV&c4(Xzj3;1a@U zJ_Z$>kcj&Okd5$&!|7(jGBd9+8RS*Zh7y>TfikVJK}JQ1N4ISsTIweTDVWDY4zlS{ z>~cKb-gHPyP)%oE_go!)*4K443@LAS$DqXZjazh6M3^VaUWw;4cZ0lDz>A#73f!37 z`p$?xy$XmnwdmqT9dbl~Q+_m5>t)V+DTdyU|Mn%VsCt2@CmTM9izpOs^1=unMonE0 zOkzw0VL7oHxwAYUXvyA?vdX^QD>hyX1VHmyBecg@`ScRL$irV+Y?_(FFwJc#=H2Xf zqrn-}^$nRZX+BwX@Puh9@1X|fMubc$dpq92|GHsTj6L`+MAmDt^{r2B*%S`RFJ1xy-lkEw73>e8Fo=;Fus-)!KP8cZFb88YiqSzvyngaQVRVhlZhu)uZ?%npun(5tbG=Ito%N<<+ zeHkZy*|Ldmh#nzYYLbX9ZOjl2ftTHC;>GJCO^o!}L?-s|z_Hre(vwf&aTgv1J%Cnz z@{6w1hx%U~W8|_mzWmQoZ=ciggQQ&T;U^=S$3j~UNi00F<02`;t<@_r@Z|{O(K?pc zj7u=UhC$Q!W*CK$w!ZG>Z}dbKi|g%tMkX!PnoG#0K-V}WU=Bu)n!enwZBomGRS}~u zZRk+vmoM;*X9xuwf8R$g6*w!-wx<9y!1u|YOa*H!PlNWE-*n{hS~yT99GhttnNM_vysYMC?{tL)QKcGzH7T~szas}!5Bl}{&G273 zGV%qlTr#MRC=uz0_mvd|-I|FWcJq&l%A1~IRa4ijbW+pg(~|{>!8;4B%@y_5W`tUK zZyIZ_SL$H5BC_fFw`-!!%=!-$Ir9ZC0=H(`+q60-uYWc~Qphl!)X~?1@!!}fEt!R+ zvX#_L7d4HW?5_e)2=X=J&a6DEMtBWionY45cvpZ(7r zK90H3Qq8mEcJ7|qu!r>b32p6#Eo!Z^DuIJpL|LaE&NcTVU%nJ|{`mXdwL{K}gTDS! zEty>Yg#@U$;duads;WEQ+~c`fDd!tNN)|LpW%H*{h-gmp-~0nveOh+Oy^YGOFVRF; zABX*^#U<^{bS5k#(Z^CK)Zrwk>$BBD)TK8#)8%yPGAt=;DKGc*avxP4YR}bvY-%Pt z*cy2i(kxSVx8zwbUQFTN&vfp2LM}YF27s(UYwKv&#~>m+eGCvTL-Ux4BnztaMgi3w zbg3IGT}gw_7yjn)HlcsTKcse101@tN`ago0GBG72fD~Hxub;HK-Gx7FADx3B97*uM9{B9|m@F*BZwQ+CfbbNU z5L%pIB{NqNqyKzXGn#M}x-YVARsCX|-9Z%~%|aHNV)@4_x8Fx0D6>tsT~4T2bwy|> z2-PxM!>kV$VRNJ%w-mP#YuOq;vAc%nlx0%O=gHoq2>IzGZ*s0=6pJDFmsKr|8sZPd zfiD)S?8Exvy{^RE6B6Wg#_rWwsqQDXb^?|oo(D>SK$Ylen3$QJ<_%k%F(zUa(b?zK z8>%j)vgS1AYNK_E1c)FZqCg;Dda2_H8yB|Vv+pggjR7F zEoG26iqYVXiV+KC4E{BVU%7cTB-cXrJc@1lpNlNeEFbRM6B{NtP>|%2yu!gqmKXS@ zTq@I*ck4@0n+b4nTP+6)hv_v>w^5KtXY@(D&|jQ{Hw{ERG-o&0+m z=vNDK6-b?>iHfn?J|#@3yQn(`X5|EPovF9!hR|aD?iCleuH)pj#j?GD#C05y&iJW4 zy{cK6UzoG`ai+J>XiZAyo%*qtXSW8;@Xz@5*C6hJ19%RQ!aN8nr|~ir`@MU#? z+tI8E@lwtOqe}#;+%3M4vKipI?|Vo)R1c&WH8hM3Mkz@tJ&V+4sfZb)ORrW3W%Vkr zVJf1cSg#|Ly7<;s9s+&p;a*eZ$Zgq$qFcj+Mq@*zyp0(bDf^l!t)Q2C9#5}_sn_nU zF5oGTAmq!#{uZnD&M>Iml6-glC#ctL&<8`WrSI8t1)a}0q#Ar3KA!x*=&WKp062RL z^4||5)3!+R?=Of1RWY#au=ID?l#LFwXAd)(1;1a@0Y3ZWx8aDHS`&ebBXbhvPvXpB zm3*A|9#B*qyuJ@vXzkAwQT@Pt&EeN&a~z%AyZexMeYE;$gQ5TnJd3c4#CirKN2%hT zCeW7~EsJH&N85mEc7#EBurE6$ETA)M-2pkd7Lpj?*8Dk{t5IE}jCX_@N z9A@OQYfvF)kgXR@U44zB*r?OKgDDfS@AM)`L)T@>U$4X-YVnH7>Wr^nYO-d8vhY%ppEVF{XJdU_1j}r%UIGc)Z2N?ft zKe9MW&N{gXYhAi$w2zX(KfIHA+XsdHoIwd-e--nP)3xezmNEZ|eoJhAsy693kX0_b zwC%7g#GO}1uYKACpwAl_EaVPOn+q1Ve?F${h6lOlC0aWp?rQO6xmhEMZQ{sY)NwX7 zUE=%aLz16ZUR)=`8+HJcY*f8QmBo}t<`y2^)ogYX$y*mg>WL851vzVlql~$&f;Atd z20DkjU&rD{mRPH07K(t73jkRB``6OCwOo9|)~$fTO*jxlYWgfp9yfBh=UtsCtp@5n z-Frv&55h&rK&0g;?vL!`Dk?NJQUmTcH;@vuFB=rkDl*EB@D4iwA8BZlCx)8LnY7M` zha!{HpRd-}H9P7dbb%3Y0C%3hgw|OZeqWV3qOg~uS3f1S4s$u(I>p-1J=@aNrgr5- zaeIFEO#cWTq9lRZN0u&!tdGK>C&3*U=~;xS3N=r_7f>%{RH=a(SdK_S_ zr<%>G=U2p4hp9`N-ET=f(XUC#dBnB)HRBwU7mdfD+HXkI1{KD2c+0D3o0XFUJO9AJxZ6b(jZ-v3DjR3Rr1Cd1>G zhv=KBBIr1$zuK#u5s_#6WK2iiI*3qL(}mvf9>#z)@Ub)^>9RTue*{xA;Fs%`8o5^792$8WyTCD%QvnNnxJxZNJEn0>iL8&y zS1g*YDk3S&!M5ODz|o68d{*Rhy3fONj{rCztOSV>YyV4zYcK}1Q+>!!TR(@1v*~;P zm}qgIB}leXNm};5VcGoyIE_S2?%~wdq@6R@SYabzZ z?H-V&johg|zAcg3er#)rDBK-Mq~`Mhxo6dQWaeoNiSt!8?5TWT`j22^&^&AWWsl)r zBpkTsZC*!)C?|djSn?{Bxx#-dcRo2gS9!fSH|kad**2et?Q35id$}>P=)Z~ik09%^ zt7Bcwv`dFdodq~Gt7d|hiv?BcHCd#ZNT#lWPA!UuXU6qe$3Riq;2_|?@Jj&zk{z&@7`#r5sCd+IP8CA3*lJ;>J*`o?@4O{CXg(ejND-5TA!)FTjh*%#Op=CL*z#@!UE- zy4p<$(Yq1aa+@P35qq+pZ2{|h|9kw^k0mt&zFN-ezs{ICoCiiZ7&bqa7sA7nP2-#z zNz5XaSoh}uQT?_^i^s_%>_qEhRiscyR0~)xj znY{Pirh1EjsM0#MNlH{nNjqzs{9P3@9|7}&%rTVTM>2c-IwPS|V>o;gL*I4G|58P8 z_XavO=VXyO9O_!{^-!vUhUiPtS81K`05SapoX?U2hi>AT#E5S4UY^McN?~MY$00Aw zr*YC{&Qa_D$O~-nt`Jjz|MivtRs&e{&A(*GiZ(2A~W}CmZ5Z{sb`w7w4u5jC{ z`1CKumToN4Hct#&r7h%GFsU~7z@bC)IhUyi6SATf8mapygV2z z!jlBJ4)Fd*!0zthxRmMKC__Dj|FpX&J?H&r4OLGr@kjS#X3 zE4~|P?V?c?H=o(L+_-sVa=4Z~r0V)!rPU`sz5I>lIH-6Yv_w&6AZGLW(T2Gq0hEpF zIyo}}JVo^@XJuX7**l+!JT=&i!S1=cV711pR`IOpX@)OvS7;Vmu49x2*c>Ihx-nWC zfMnUBKx_7y+&k|cjb!E0G1btrv-y!9Z-ee`baBiT~opK0?tTN+WRnD ztcL~v&2ud{*Yl?rfj*r{%Y%+Kv#Lf{h)_gEcv8VvbAg z2n;c~_aA{mdHwyBq{woj=Ig}%6)GO_z<8bSodz$d<824ausv*pnhRLI@xrR-I^Fx4$2HGSg z)3qs|xi)rKv>e`_>H!Wv-bMU$A;C!eV$8na>wGWMWn!4hSBT}rT9@yYGoPQ9D-oDp z2&dNUJ)d#itF8^EUcgi-i}+~NdU1!yuBp*@@jV&CI*dTJSuKu5a8ms&r94Bkwq;^G zxQ;y$UqOZLD6b^=!v;^ZU$E&Gr2H6JV7UCUioYa~ZFP!ctpX20c1!^5ZQIq;R|@-F!cWywZ?}{H8=DpPoAI zXUS7NG6N%mkq1nQ(i)1shJnpxjd?6JIs+C&$J421m*D&N*4u3!PFVhm9(iDPbV9$S za}@;29}HS8j4{n0E|t){RiJW1JdI>XWN zS$s+KXlMC0>%oY}xH^bafn3=cJ9#iGxMu*ShHBwgVBQ2t8OjMAAwdd!u%J098&)EqY?=R zS!q$h^L|~Ft5>z18GiDIDG?Z0F-4u8C{f%zsSNn=`il~Slx&&V^GVu4GV?j6gNMn* zSIlOS&Aw+Orw3zxo3kk4Mi+UWj65(tf*1|T$KswKLS$ule$rnBG(~`~>Gm$}hU{rH zSZhHh-TU+?m{4Pws<3^8O|0Q%n`IVG10uJ;_@`#;q?h1H&Rjg`huGbzj?-IAGRwIXyvELyGKPoOwaF z1B1v6s?#&XX`t2y*+v4~sKXv&SJ_AYUJ3ceil(Qu_z~MaOOxu%h`t5eWbi}MyDi}Q z1>R=Eg$p*zqQhcWZuVCcoM(~ZB?k8$&I5n9?uPaE1p4PIZ;xnmx@#!H!|D99!#YPy zx3`WjaUC>;%vTO{*%8xs1KpteR8t(^`$O*9llwIcN8f8qK68w&>YPPYps9EMhct5w zFcedFP0oQm$|KMEV$|wVSU5*05w(172i&zZ^x_CBg$#mgM}!*;(c#Pz^^ajbpzEEd(V!xGR`CV zgp<_~%R{M6N*sC2JR4VMnd2@Fqb8mG=J{%rEifXk=;%cODJ~x6pOpHSYILexNrB zs+4J*X$_^;ZOm^0XYZE!;vrvHgByvxxFuw9w&DL<*N1s;dYbd7i^pnEWO_MVD2lSK zzfv66wUepw`B-YTT6 zVr}xl`JeJ9{}UhOYy*dp`z@Dl$o;$snATk?PYxhEL1&?^Qjhj~#fZq0*kp1~rmQSv z)sD4gjGKh})XF{>u{Yx?wyX0O;3MBFncW%ES)ZngGG^ojo>s6wY-&I1={x006JD~? z%f+X^C9;>rzE1xEYd`y&CQ4!dR6d>9OL(p9(?327YE{dnsva*9qrHK-Bc%jqN@r(w z6&DKt%DX$$SX`4gzqe9tP}lM84L^6u((@M|IYq9|YO9yKtv!I@WZM<*4BIc{-y|_v zc5D4iFLEPzh8z@jv`P}A5vT{J%rM3`Qti&j9=7(jC*_6w6sLj~paGPc>#|CxAXjq& zTatkrEUWgO5{wY0*Ha}%n>{jfHqiRpe#tZW17-k&E&}S$RE_c4ibk2ir|R-rhO+St z`_bkwrh1+@;Yan_B&F8J=)d#nNYCBe5@oT65h7IQ{~CPzK)%o8j@k^C;0@rwS<_V+ zN%5HY+5sXnah$`|wODaZLznyZSK~S3+X)RpkUFBdR56-ZFV2}(B=9|F?FE$}TdZS5 z+4AalYh;3qcZ4+FfU_+_dCXuV95bg?o^>S95V)03sI|KR$t*vKoQdp)g9Yq75dPS8eXZd=BP%l5AXs3fWBiYzGeX zDq6Otft%-F2OdHfbXc0Hm2ry7oY?^Aq^ri{&?y14tno-VuYvvw074fi_y67(85SS9 zJiYr_rCj#;oQTsOUdL0lz3Qg#tX*@2x0-ErVot&HzDtIA(i!U5yEn!g@AonCxo-Y# z8B;hVVw!m~rv`-3F}W3!d$#;qc7`dtzKaBS?H^A{sV11yJF;M;VGLj*C)_%8RTfzX zchr;tfGfonF=1@RIaOP=pZ`nP!o;0F&4%5z8+e$e3 zJZ1pcGrnJGboVHPGsY8s>|%sNn?YT(0kY8S?W^5`k*SJ%RnitbYHygqOP_h|K;tmF zccABq)mfU8AIz za;#4xc&K}aTOj*_>}G1;eCu5J6dvglG6(+x9BXIuA0Bppk%vPn$zQ^Lg{6 z91%~VV9&}qkvC*F$P~7+symn70Oa@oy_HltsqSQv6dQPQ>{kBBGO!)FzemRu-ua*Fgjy4RE?V=TARJ(n!dF@i1UgtJ3wf~r#A1dQp~zb($G9Ye7uiuQc(EUmAD@^)Hycw!*)#;mII>GZ;wF(1UU zD*s-RsMSMct;Ba4HAA@F6e?p8>vGr;FH6^xT@43bYJR>7miM}~UCyKrd-Fn(%^ z9VC@|g<#17jP*K@u!Sw+A2wetf)dpu0 zKXk;?zkh(2Ac+zDrW9y+7KI46!uEih?AY2jHpeU`L9ME0=^2>_qk&%6mx{e!Og|O6 z9iKr;|6GjnH1a2$OaTTHi)D<~uH6^ATI%JRd)bz1sGYb|)Ywnb+YyaKdJ+=13v~OS`QWM{(1XtB^^@m5v4tEjU{uE}-@aOWj`WFokJ}%XMFweNia++*%8R=T~NtDRenl#+i zSv{|IT3v=L)+RN3kzwiGzFRtk9u^?~m z*bAQ%D(+ol?V4~_Pj8DuKZVNysx?tilPe%78r#xy%H7Mu7z(Ag5>3qNnn|E0Z3&>CHZJfai6VFbg+Ga%^~ zT`>!@SR_H1xCcrpfuqCw_(oAu_Slgcz9QM}e-xyg=#a`T(1 z@$6RXDNB4BPXYUT=bS&n?oILLMKwWUPl;pFJdEwYH=vb29?LJ61l~NFdy*-5zI6de z_{uU0{9nBW;5hwwOy%hyji}3#P*=h34MLPwmD; zeirdkict}*Qf@sT|EbBNJ;LJIebV588-V0Y1zPo^gA5=3Bz|E%n=T)K%wjsnUO}XN z2OX5}y&_9(%<{G`wMLY~6F&&u4h5fBe0oCDuaO$51cp02V|tT6|LW1eebegWsk`VK zB|!s^4`w<4tQ9q$ezYD2qsphriLQ1lIAS-}gfGh*$_Gt~wj_#pJcqL1CpHEo33o*P zymjiJ+8^aKQU5@Q;-NSEYzZiREC6`vO7Ev9OF}vfNDE>D_l|=TVAduVM&kvMG~(4N z6YhE^+d)k;3!As@BxTPOd|?0zxz)Nue@#G)_ID5XBc;-#b^!TQ9XSd8`MaaJI$!+Q zJtXG{d51W}f+WrGTc11XvZia#)%-1HYY4)lN@T2=W%*Tix9+xkOciaz5lrd(rLT2S zZ>ni5=im@PIpkn+`(MQls=15W`PQWd*x#krG36+Ycmn*~6K@O}0{i@Ip1Hh9W#1}U z3l+YL)FlN{$V61?%*67IokhM1xGG4$BvvWj_`w({*iViJRt96A~4@^nRND z()Svvl8(Ea?K%$Xtf|tfGHSfTE8qay2B$s>sae=}Cs+XpU+ISJ()Jw(UwOUZ4VU$h z^&N~_h?9z%@;9kqsryAL{>)lL(2-Bzt6& zRS1{NvpHu=*&~}mIF!B5R-DaQmpvlNUKw{NO4;sE;ZB@$-{0r=7u@6CkN4;Oe!reG z(oT`OE*op5pBiA3z{}s8ftvjl5dLqsyE`^7nI&)}+Uc+#w$b|xzH+R>;XXH-E0pfD zdqF`WhSaZ|r7%MrSuDYj@s~&_TvV1bon*+jG#TPOaIxGu{{wB=0om&Y&DQLTrLEMY z1k6q;kUwMp0ag*$Yt?}vAA4{yasH!6LPoMF)$EApq3juu4^G#5c zniEGfBj5T(B#F2!V{$)3nUc!!7lezA8Eam5E=%wWg=K!2%$v1uR~Cr`XkzKRs`)LI zHYNFr_QOtAd1>Eqi?SD1sDESMLgI7bI;Oft+t(PY7k!V|qy<-+?b_3mnw@Pp-RQA` zU8hOD;by9szdJ5 zi55ub!IBuJ_xN~k&1YL$A`X2{g_WNzvK7Ea?va3H* zL_29{M8ZDpFW!qB7#uT(Yrpie2Ki0H;|2U^h7npIY?H5O&56VxPRnaf|RF?y{K3Fxv z7~b+EH_6wVnrbha)y3W1hp3sy{7##36S0l&Y0Z9K_VwkIe&>>52u*+{^M1L~2Bo`z z{*_vZssQ9>=7+;JLuGc*WMAN^WmbgM0bi<8UMN0M<-T1q>tK`|D;t3| zTlLyoa|kv&645o<5a@HE75qhW*YjFpO;toO<>%aMNrYokuc?1)-)Xd5#+%49cZ7_Z z+JFWRcg@+hR_3TSzTFZciC(0wx(LrUYEN=w)$)w*du|-t^($IEaqEZgZyB5c?DdqI zNyI}U#ggu~Dt@!gsk;^3?7Rd125KH7AwPbnT2qI5g0D*D=K0>4-7#0tPU-rHGF1BW z3=gzL8TJ`>#qpQQk0Lah9?ug`SkEg)f{8RqsDvjW!06wCJzDxCalS&6Wo-V56ArcnxKZv+56kI$CREklLJnWE7)}CPKP=Wp!D9n4VEwK1LFIwO7o8t( z_s>sRKIY%@rt1JJa}#*S(uV>a_7j;I5$wo1(xu#%=K6B8^ltcq&Tn%k)lijvvA~Wi zb_OR<{*c(6rg_P>209^TO0Rcy_k+spFJm;86S6?=dPEDoL!QbiF1z1r1ubV!-BUdE zRy0D!48vM|q@`|J&IJ8RsW`|lrv{6 z#&0F0SV&de)7Z=fJV>#bSz;0qT>3%VLRwSnwyg$I@uh{%V&CZGa`$!EEBoZ4_-p5| zPh>wtf(Xu$F)06`0U8U{S+KSxNVe7&Y@skwQT6(@1-*c0tOX4j20RRXy^)AB?{o_j zFNuR@qPJTD|8+)#_ae#kVFPz}vA?k*n3lb4E!jLBQ{XmmLFt6xepV>SHfNuVnHPw3 zA=$l=JAK*68~g^bG7WW$LQY2l_ZKu?Bcgr4zg_WsAe~}4f>o$jc7*#$5tLmpgW%gN(2!5oI3WXq|F`yrK z%QV)x)heSF>L{vcN7CpyzIKj(Mzelrt}1ry0E<%_l1&$#m@?D%sEbX?&=-2dS)LV* z;`j5#i{hecm??j*dr`%bWu00Pv(>ui!o#jq`^HXF&9>>&L@(@?oaV!LuwY$&?W~1O z1u8qPjS*%Hcopn_RL1C8n}q;iS}mY>EROrVxO}%SsPCHbes2y(iAjDjS78PqZ*Bzr> zi{1oYem|iRd`MgA?)i1fO^Sl5RGEW!*^ikCa{^x( z%J}7>3mAyMIqIzS+sdW|SkF3#Y8 zi$l=I4DPBP`F2HudBf@Dc?M_Se%n!}-SW5I-y}c&=igQ1G?EpO31FHsYdx}Rp%n(i z0d*$4RMPrOhW_Pv?JWlbI&yybo3r#VD;wP8cf2|dfj^6R6?byHE^1SWDBUnhU z-I1#9V`)AnY{K?7vnpjI>1mhnTUflb^icJ6j%*m65dbVU9AF!kx}d!B^=b1l<-o%2 zqC-^vqfiopqCY-du((bBL~ZQQU@ks4-Fay+h67zioK{?X>(!`rfBc;!Bp?fRl&PjlF&DJKr8x-d?{QQ$knm!C>5jR*0 z8_IwQCkrjcP@KWG$5yxJ;Msdex3h@xQW{@=h>`|&qElHK^n`c|ITH^d_Rva=y* zoECRuN)704HKF_ZQ?Ni$%mA(jAjB_p9tSSKg))UQcbCPN#BNOq#gv7`Itj>49$!~R z`#hKjeCbgaTCADJp_M_%!H|Ncar&1*ws&)ev-1*c>8XU;$XhbX?pz%}eB7a{hKNL1 z6-u?tNcQT^*S(Clu#XUy=MCH40}ZX{<$=opcCm z{Xpc_l@$;K=2IH|@f%pjTh-e$*X;EeQZOZKaeb$`oFGx7kxuDR+B{Z$V*pD<@TFU@g&70hFZ@z?Qr$0 z>i74T=oXK?WX%3D|9_Dm9>=gKub|(m!mxtcq{qSA&UwE1qb{`eU|XnY_*ZrDZ8C}g z6xGy1`EciiyS>G1;WsIfZ?jO4ao#9#NX0 z>&&cX5!Bm`&9=7c;z~sCN9&zke}yR)GbLu)AL(P2N^25Sk+lgG)gpQHBd7RO`8 z1X(#>c|m0Bz8~%Vf%eXilB3etm5w26{c1krW9T2IBy5-8$~XQJ*8w7$^dcE7Jfbp``X9qyfTh>s;-^Wu#-i;kp*O)Yd(jeb&qLZQ+lX}-dF z_pTP`Gb(0rE&WQo4+IssD=(Sb%vb}g`vK`>(X}s6FP_VctlI}LFjE;h-%7@X;5HTE zMiC*85;(o)-)QT@0(BGa4inSQNxbUyEy>J)Gm_Gj5V3n2GL1gVIzx)^9lD?3feGB2 zc`g+4^|n_~IxAG`QF-=lQ5MU-gTD#+i`C&rKhf3x(V#LKkiHC?)T0>C>qHbE0_^T% z=wob3Z1lzTaPd(Y~NJ0G3sSv9s|svQ=9lrCRZBO#(=@e~0B z)WLoaSg48DDZ_K_e}0vkPhq&;7s;L%xo;Q!xOS@c``u%B0@V#e{oK!wMe4kf^Y6N; zt?snF*QjWE7I=ONfqAix3qzIoWY#jJesA@#SwA+VV2^CDBTt8Hd>GBB{4xQt*RtZ- zVTZEM2p>C$TNapI!{3Y_e?UecLUsHZ!ibJc_~5bHs>DIXBpT3X3Odq&uWF`kH-CL) zfw3ky56&`q)L5QMW6J?n?u8rL{_#K6m}Zf8<>h|fa49lIvesT^IaBg-bRg33!(_6% z``!gvr-xcB%H8Y%d%MxYGk za-9b$)`hxgOGS7}^40qc2}77i!Va*$i@9_z9t%+1n%3bt9%)!7YMPQd?4sWkOh#$E z@s!AWJj3=`e9$$ea6-cJ+a`1W^a~Ozc3=TW8RdK4_e-zBd_!y_vKv1M-qgralng(` z@;scMFmglu=3o|XxW(RewnMToo=NF^hD!+j@U@H%@wtcb^-j00;}zK7{do{=WyY^qnic z<@hHsVH5pnN-?{*SSA1VMy>>U1|YC1_;vjiGW_dGtRMVG@$8TJY8w+{y++8h|63ni zs?b2w3pUR-XN!{Wy>*qZuFWi_ z0lV# z3biuUN`wey(O4|pc1bT`2Vc&z_P9&9i6TzlUbu_`c8Ifxr>j(h9>>_y=HxBi(3}y* z4>wsSw;HHkrm>P&SE}}$Oj%hW@SW;rTEpn52(qCTh z??mK~UW&7GwJ)-@&&f}M^J^xi(;EM!4BvTAamOihth4%laF6~c(Svi~_(RyIdHQ-w zkYU3xi~`!*L);GOUR)mIteK4%b!V>A<^Mn#AfrA<=k+U%)US4_c7`Wq@1+iFA_x&7 z_#T{&0MgFz!`-S7PtwpM+Rys4^PzHA8DVSfK29`RPKa8P6V+0s?E3yQGHMp7Jl(|N zt@8X$9=m*7ukjN!tk~?jHu%^3>%jW+p{RZq1CGg!Bnl0~?UQ}?S+7QkHRQP!J?Ccw_Tc-`KefnQ0|0Ouxpe60)U zhqGGpNsn;zMi@H@0hnf!)duF>yy6J)gzJiBE zcT22UVhw>?UkdE@v?le|irPZ*g7$LU;uNPR6?G%w3JQ6Wvpw-tGxL9>u|1tDYV;jY>>r4}=r+7a2}uGFO)PL`hO#S9gnw z3{GaM)QV^%U30#YdPL^^{XVrY)W{MAueco8=8ck6NM;?O2J@!YHbUsV#GMX>tDs)e zQuB+7?)RSmTQ|rjMrWUEtRc1MC{bBLyX4A+yLqlXive`!3m={Q^^>(N;@(T~RddR> z)zo|}M;a&X0xi|Ni#$&wiB<1Wh1iPPYizCFQneU+&4skzUudn1p6hqvKJfkR>Thha z1LTRt_&`N$r_H|j=hphi>{fTpmKP38&nG~9S?|36Rh0^2{ACHS22fY+H)@3?sw__{ z=W3~uQoS6Ln9aF6|1|IO9jG_jRtWKGRr&LFPOJkc?Lh4;yBf>Hrh;X=54%NUX4%`3 z;NUahRd5;A!w@IDAn62z@L*KK;|xNzKVbr(N~XJLll5^IWA1G8{m`ooi^kHCzD#Kp zqavnF$#@$C_U!bs{iV(nk`KWL(tv+AP_ZD z)_Kq|E0gY_U zfT^JRR<y{^E%GP+Hv5HZg6F(z>4@<-Dr9kDmu z|E^YpW`H^Pb@hAUl)-KakFFNTY&^*8953)`DF7{f51uC>R47^5kSF+9izBy3INEBA z=tNQ{a>Di5-A5#U3{C%EUR8n;NqI@U7a9=>z%5;urSVd{tOvz+9RvCGS43FD9ow7p zFGm*i)QCMKn3H?w(J<2+u7+*X6&T>%{lV^N9AbJl{ge-%yZ7lZJdZ`9?#(}zcvg{O zMFRFioE~1agU@%(UgyEyc!$dnAS$T0|IMOz6b~GW=Mn7K6Uz$EeK%xAMP01$hP!Td z9_Sgx3u1H57j+o^uQL-Tubc6i>-E5ck?RZtqAPb&>B$>CzNEY zVBPo7`tNbq1m~;V!1g>wUAHz(Nsw>;zq``BRNKyc=401<7bzH7i9#AM5HNG67!sf%XMMID&e6!EUa!gYvmhmWi+24Z#9WEqaczM)q(usI@JqVu){d9dfdt z;qz?6+r237X#$O=KvRZx!{h9Vae4~y10e(o^Yy~_xudybtXkj&%;R`})TUUPxf!+q zDDx@zSk_8jnsg{UUR3lo%Di*A@|eTbBUw*2`X;JoiR$F=t9062{hl**;5m?vlQqL4 z?6%H_Bo_mNZNp_oD&yhTw{a;o;dSBy$fUf~i4E2-d!K9_akB0UvhE+EWlVX0{(Y7e zCjXjUt&tFUF=rdAGixhnro_#2CSc7k2)#qul(G%k;jbbM@8({@bV#ZL zd5u}bD#bkz#rM9x%B8JcA(v?p^vUXwFmS>2c_c+?%*ZeVKSl|R#Q``TH-_U|0pn9m zX^GJOXP>e7n^a7Mf#rWzVb*NeuOcs0ftj8VI~=#1t~13Uru3nX;&}SI*zUgj=@jQ# z1|m(r63NyK*RGn7xHDtO+g>`wZxLmRr)>NM{3jQ}KeKrv0V$e&Lwx99zeL8M&~k<= z+{g8(A!@0UA+1c!U60#yfgu_J9T;6&wd*m5qQ`1Q`isS4m#biOJT{fq%J|_S zU4xhKI2y`TmP23U(zoKZY4dXkgcH%qyV|muS=%KjQvMfSNmQx>9vzH<3vUC4C{6vd z6gQn@TC|)*T-z5zI&#?p7m#^N){XEAi(@HgC8e@Dj6aU=HTnH1iCI94ts?QPuRjcc z1?3_lsjQgz{Xbtxf$S7v;U6IilMWK&O)3(uMJXjNHu6B2$SSnw((wG>2m64EJ{Trq zaRbW(;8E7VJYtM*HENzKa%16Gn0fe~M$pPoOQf5d`J8y6*TZjq0h&T{3~rV3fGpgx zi)&?Ea86wj!H?Q??Is-HQk!K6N4K^`C#C+P%crNYP1_d6$~%SY`$LzdX{7;kXE(HJ zVlp_%z3!RA8N^nQ%np#!48@$P5Ay!^9 zfU{S3G_Lpt9?tl4=oNss>;jHYunW>ib*Q4RWzr0Lwp}a7#fa2~DI^;1j~D)a@*6&N zRmSSIMmmsKXo@fyVOSV9GBPD1$tJnkhu%oJeI7Mnzs%~)guI(uT8&K3ZwKz ziLX43S*DsEll8bki|6=bO)zYfJ#&{l=8!O7R~?r?AFE*b$j#h(r(oL3{fSK_OEt^X zrPOo(3F#q4aj9b6>IfHO@v-UxX1&n0cAeUx?enLB`|2{Q_0{#^-bit;tz2=%yK;ht zN)MxZ?#?;1#@S$re5V@=Z^1%N*F_?M$7}r%C%kSYg=u6*V>$yk={4w6bZtGx=B6C2 zG`-y3hv7@a%WdF;luyIExC8woFhk2Eb@6mA&2{0#Artyk&Eg|qu~BBn4`D;B5LN2@ zJRw@w^eRSn!i2{FvPX1(?Be>XUYRm#)2aG9`i1*OG-vUirdj__ht&TXaDcsYl|ZCMx4`@rC04lQG1fp9q*}4Fi1jaxlmUR4CWaxd-_TLJsdv>~Un|Bv z#a_;XrO4HuLpaJ0wi!)o12cQECl;K4bi7OF=e{V@uX19J=?SDuwP1&K~0qIgi&d zA?4}CU^N{CbO9n@wvcXAp0ut%fcuAai{`Q6-`c@cIoVnOO4kY%!euX2~ ztf3pz`c+Ot6RhC-Wwe&$OxM$|BYg+3+hKnZSbRTeW*_knfWzaiLvgxq(rI>zto_-Yg* zj+yOCdNVgY(&1&!7I*6Cj?*D0Y!WZZ|Tp z2>5!<_tiM1QW&b~GuTw49TZ`8AtiO+;^h8m>*yI_ISrwSh7)Ev6IVpjQpX=Xs>%Qv zW|($b*rYPETB5S;7W&1HxU6ZhR!Y@0r4(q@L`Km1H697E`?|aiZzleIyX|JHop*E5 z^8A;rVk1(hRV49Rj6LF%_dD26*p#`Dbz9R^l{ZJN$^S~dy>5!PgoZ2#0eISa1~==) zg%zPJ3;Hg!VulMJ7Hqn{>yJLNk-VO2b2LWy=M_KkdgL(>oUF+0DLzzz&G@lNgRaiJ zSf+=m;hV=A!$z}e9yitBamXaw$RguktFLCy3TOW1Gxgeem7FvDRFRkmT!YIfrD^t? zv`Yi?m;G+Hy$lQ<8T2(mq)FI} zu0X1NYI91bgmjz&xqQJz9Wen}oZIBB<(!Zy!~c=1$Y-Z8Wc?EQqvLvZD1k-eHLeYd zsq>sC@C~zClP)s4I#a_fd}Yv8I0mzQrzQ92sP zSJ%>drAsCps2d>?;tGOw zU9LnX$ZeHC>$xO)yhs8x8iH8-t|<}%pqBaq z%?%Cg3Cit_VjIB$Wz1y}nk2qg4D*?_nY|!&A^pqJD4Cq+ogJMV&)3-MB_Pu~?X^t` zV^wRAo_j&_03=DT=MmA-&uDPB$kCOZMuq>KO;*?XbDPXrq1EhfhLC{2I8EG2v=fei zP3ZCQy7EaNeKeSvKeHWHKvk9+6q#TC$yETftx|_8rYI6`h+b>PqxJV?c;s)2 z)IrU5%pY!8qD>jzNl2s}p@<)&9p!wR5ABWO9vI}Kf@Ha)pGN$;ED>$v6J?Pw{N_=E z#3bbw-CHm}+qxl~=N+e$zRhn-CCksKQTf82G1-uEo$|<=x1*Nis7A!REmo=Q31^KJ zj0IXgF)8sUDz%!7d*|s1!*erci!H9REZs<@D@_g6r%Ha$I&y}D0`gV-f;x{luo43yw@_1pm_4&Kl7ef8SySXggnB3Yc50iiC zi{5Su!&|l?goE9i9sV3)aa*W-n~&?OBU&O-&xG1To7rXT_JpNq8k%Mf55C=}6Lp>! zO%y-gz@KnMPj5~p){pf2VsFiLC9V&Kg)i2J#hLO7B^u7O9WPW3vD3(km|NT5W-br6 zKYJcuWjp_*ZK+FQ7elv&75pbK@xrH$rl?@ZziU7PiCD#!!tZq!rC+YrriAA1&N(WFCO`rT~_XNutisCG<1^Z@#s@0YdIxRrQy zsENYgW}nlL2Jao?io@&A4{yt5Lxlu8YPm2LRn`X=4;y~pmzYh4$H5JBzzL$V5U`m< zWl8=4^F-d`8~#Bm1AGX#ii)zsf+_7*7q` ziwKXk{&_7!)~X^gZ(FS~9xKRMyknG9D2wD|YoES*$DcFa1S)*yi#ybZgRK0|#)Nb; z6gNx|67=DlnL1XHgf1K-t zD#OmNM0ofPZ}?0o+>ElmzjeXltA>m+@XVI0ul|*7W zMReJs=$#QB+#xy-WW#prgd8~@I%R?TGa6NR^$+1Vee>7WZ?xOIM8Lp| zD)C+HlCm6O8d6*q;Rk`MJ&ggWQz__v0Nqf@5<-PS7-g!4j&+KUU?4GDeRdRKaYOF9j{|a&_60*!AL9X8#WDs z+E?NSDUwbPt5RGZHa@qgwCet8`t=IO7u{&bTVVxvnvQk6c?!K3QcYImw1J zEn+(Ah;~fVtwT-E-q+*;Q(4X+Q0efV+w3o|$NU|AmTgSxgyPBS3$um#2CKB|^ILcH zk%Uy>P>}W+#s{*;?;Q4G`;#Vavi*+HM$jEMF>12STSP0x@F>)(M0LJPni=fuS zi??6~=CRuw8cJuzo(e`pph`7%F)noMvjKy4?#K}#AoiXe+R;4QYOd{EyrRe@=U-k5 zmQuLgbMWhT8v)P*Kll)S!&qMp3mM+x6O4B1D%a_pZ?%`pbI}ywDdo}|zH%q&pq4vh z6KnMD-K{YOU4|w{4c`1T4Cf5(n398~`vOf~Q6=mVf#Sw!1rw1x1RHqS8Puc>iRWA# z;}ar(QJCL--D%31IpiKj7KG~f3?=;@B=vHN_4?(PwI^%pus>hXfmBKumlqEf;*{ix zngp^&!L8Gj{XiF{H`^uYVIG%GvsG48H`+gnc(ITK3T7{x0YJJTQ|s>H{!E)`x(2lZ zm_PlA(u;htZz1r8Q`!2#A3Xz@=qLF4SQ7)I}N?72 zihs>j;Am1NTlA+Y0d|<`bQyg3HRHX{Hd;DzT>l!?rISW}oA1{az%!fp`$f`>yo2Z;5;GR)VQc$zRf&<{l){vx|QCdwTxv z|BIsOF8g#R5KUiHYL~Rrzf8{N?WMSA@ z;sii{$lWLnpWtxMIlXK8YJ!JF?8hT$9IbBgY8kG^(ki~Y86 zFXZ)Oy;@+-l_@IEVQf=-Ry|?KV@H^fiun=Rm#ssD7Dj}TQhzQU3|5sZiMj#d*I=on zt0l>&VgU0J{vSo*LJ5uivPAB*73~UF(v$C(eIqd~PbKbT>33hdOxzfr^3&_hF-ou8 zHSM}|Itr^AF!g6_?ZuGBFUtaX2XN{fj@tvsmW>d3r5leZpq6zd+o@W*8PgIW36$Jl z#e4#MXIm~yDyrXWB9ohov4q)kBCS$;SAhoq!k$_Iw~y&8-}+wdDK9=H@;QO6NG;)h zQ$<~ArkrMaeVtW;cMMuFd(zEbz5V932Ll-UZ+T7S?Qe&5Zs7U{^5jN)&H>9HU8O>j zs5bnbr}-ATIG{<7QRp-rZ-EYeSM%fp9~_x1`8(6vEP6*)0({%Xr5;)TOwphJL#55p zInlw^d7;SYrQCZ{ejhS(CSrBYzGy{EdcFHw(QRX|+|l4F2D1PVt}LGB`=|&T+I(?~ zzrqokES59D!o$&EvtmKkpSW)}tuHu~dZF6#9pezCg02g&xb~$_VFRBScVL7iys8e&L3Aw}Gy8mj1{`A=T|$Z|#|pDzHO)!B1jVkB&1 zNn->MH}Bb)Nri)$N}?3DA{ZSfe7e9a1}@oetppA@HyyYFPk8mp6QB9p_++Ts)s}jQ zi)PT>;1*Z7ck5Ozxco*8br>-y^c8bB|C~x22}3x@%PX zr#=7A=65aZ+m-O|+eD9eAm=rfFRU{{gBqsa>go!?y!ky!YdTJY9K;J`_)Sap!OwV@ZrGK_rmf%=YaroUu(SP_>e-F&9t<5 z`G6ZVHCAQv`?L9uXZ@RCbIB{kIgh+E@0P`XHFVa^CJQtDi(hI!;$^fUMn{Q5ZfHJ( zYIM|Y=`kJSO&= zq2`rC<~xnJTj1L9)c>v|2jaB>dTZ!B#D3PqU1X9YLNBG8zR)>A0_<+f9J464n+g7v zs&e(`(IL3MBVpUG`G$`jV(2phcaBfE^Qxi2J%KCi3WC+_2t|1*`z<5?!e>(^sI_%5 z4(eTgT|4KNEtHv|!}}1F9rNP-Ld_&%lkn_3WyEF9OkOlgbar-@bm?uJ0H)UWZ;u2O zY`@NVhgUz$Ov?n@{S5K)O7Th?V`;ExGx(T=MIQQ;8h7x*P_1+i&MPBUS;qgPi2Vq} zI6hYHOj?=N5xiHsfqKb0boeXUkyGlHCR&TR&Rcn>mcOiCTYA%inX!|2Y}u4m0@{CN zw0bae-&GFrOHBcbMZYd+qOR){MIyS+VG$P5D+vR$Qb~(J zjvn`OQ{LF{-lbGZy!tiJ4~A+t`&~dkvKui9V**&p2&>b;$%?ylbpgkh-IpZ>1vPuZ z8DS)ILv>L4$RovMYwqG0I&=9huH3BBw=tkq)d#kU3-n2|*%o>S7hyzv(P?+CY`UEX zWwO)cz^uAfV%<>yC(=%_zEN(8N!s|Sd3Y5I`QRRL)gYf1(1~u%`!0k7x9il2dG)mUCe=p**g8hC5W-&^st_!k5W3PM$X;Jk!ILeSm!_csdMwX z^lDhaA#UCmcO1)=7McG}!|~B~b#t)djT={Gx!VetAIob(6?9~C481wHXevU3^!hcU zgng_$+|C0o`(^D7z1$W9T3!&BUY~}%nZQS}CQ-ZSNUa69oj|!Vg%ytFhYt7B zUt~<9M%3Nh?lm{1l=ItGr3$t$N^$Afn=DK|_A(Z~h_SW4d_Uw*1RFi07v=VJ?zu{a z?e1NB;kWe`%gbz~T;)7a1Z1qLQ$TCgE&f_4Sn9Ajh3_Wgu)88L0-TPwJ z09t;co!vL{{SEV)P|grvS|01MzC)j!<2SnkLqk>Q;C4bH zmYTod%@xfr?=?0HrQCZT8tU^xODIPK*;^OT-j{{&s7MZcNCe%*+ z2fNCx7~K&|*`{8{rEOUeW=>r^vzQ1Z+^65}Cfpa+qk3tpb zop!R=i>8HUwsA}DXM&uZG}3ri$gCOPyC+wE)c6FOspOY_%#(=2=w~$Cc-+3#=%O9} z+%Hu6pgO+tiR=3hZA*`Phc{JMKHAo#FoIh9!FSkBc)IPr`-!=L5+943ffYx+O~Q8i zj8%IO89gQaB_m@pCZ$pukCm}o@B|nGbUt6yQdd98It*yTC66{$!dfpCO9tgQLio5m_)AaDP`HevrYAzpFO|8zXZ;K<7?i|#3P zo*|{|vMrZx!x|Yecv>%>uWaRpp@DHIBY<1+N&iFjxxapvUW8v!!I|I4vj)$dARB3) zD?ZX~G}3Tx=8n~ZEiDf0%%aq;2a;*Fat@W2w$+k!FRVDAdUw zxa@0|SwR>sGRW3hXD)^Fp`;JPHxZA<1ZH(j`?Z~B$>`WmK?dH)9K88OsxW* z=d*mP%X%K@(KvH0sM3Sv6x}AXFVmfY6&e5BNTt#vhnMVqdld9I;cLK9bZz_eKZ+9h z2}xFyMS`jxYIx0d9bH(FpmL@Ds{||7#D#-D@RGXUY5g$yhJ09Q)|mJS&i|mwoIL*E zn0Av!C#!$ZBly*wsK*yxW<4r;3=I(R{VWoU@~$!{JN=w z6s)XAu-0J?h0R9U*jZ?<#ydBXs{~|p{-fCV_)j3C1{kN9z*{f)4)BE&#W-S7g|+iS zVNu@I-O~-qjGA?7a>3?4xvPUdOIXz=h4%)TZx?;V<+@b42G=jr5!nuZ$F#ksxJi7% zpPR<|QR=p%e2&PVP^RtT7&oxYexFpei#uHZ`V(MpYwx~%r?7X1%xvS^I>Gif_;E!h zrc@YA)YOZaS6Q)MHB9;{&R2UvATiB$IEQ_Q>CL=$sY>O})7QHQi+=Jo!qQ2123-uhf=O`svhcFbPP(mNNKD^^P69)lQRKt_x4z3g?0d|##U z^&B$FBZgQ# z1k0&h^jZit9qSt7||n1ZaP zUak+al@ipeS^B`rmmde#Cm0WW57W$e1Uu>&wj6e=L`IX1V`zg@{i>Q8WJaZtJ7t|Veq-jrm1EV{wfiH< zr|)Nd*n3K?C`Y`iC?tnO`6QMrd^$Tbc7#frQ94s zuQXy(Y`62>N;z@Y#{^Z7VEaTqi(%a2*zUKIMivL#I}^O>6xLlED*Q{8Y&Gh7<|i}i z4LH7b$Gbb4{Yr?HSDy5Ged}*seOgpINh^%Y@SF= zNYq>Dd5-({c-Lo5S23#dG6(B zY(>wDqwisl$W-5>+BypK6`0{v0kT4L>a0YpOaL$T5v9vURFEiP;*XD zyUy@nIJdV?FtLe1@z++6F17N;b8(7wMZEQal{DaX}mnSc45g{4TL&G8Gyp)r9 zFVg!r9*>D=PoMliJ32mBVinJ3o9t^tU4QlUScUlYO>Hj^y<%50q9jUPRlf6k$Q1mx zI-5mb*gIa3hDMa^-U*&)f4EUy^n=5x2QKHqpu)H;U=!5Y1w`jJnrzURP$EprDLgPR zP}jLef%gnqj{gyiR=O_Ql~G;z<@Vz=?z|9|j!=6@9Dd;oraf7v$>2~W`6nFA0ST%Z zJNbPme2k2cKrhtm?I`2%=+!1^cL=wyc^!3jA*@;ogg|LeF@1omUAn2wb4@1y{3M*K zxEMSlXSMW)Rl(c2-j<1X;2_plW3knU-%Iv$Qu$LjJKkDLp^X{YiCd#H) zddS%+%#mbTo}W%xg15Kr8_U)YDG|<#ESyzl##Pxv8DRH?=qlcD-aoE>iuXIvcJ2+P z8XYgBCzm8+M$VLO1D;i1O(L@2KhSYsG*C+A z%dbyxG!PT5s;i0)i8=c{{ z#k)h%8ba*e@5mHBcFtvxrM$f-GcTmwA{hxG9e<&6GS0|)c!k#nhR0^SJTk59s|~O8 zWmKW9-t%HZuR7Fc4PMat9!MG$FaEd2Dpg6bf;=m54y2pJ#{bL>+6llk<=S|Q7A>P8 z(n`k63EEkSHA4BmJ^;YGw)5}wnf&*GBs+o1@m91I)0z0ZN#V+`q>g)lB8^AEY2-|^ zcGbxs)XUM}$S{e0+@mz?z-XF!yXc#tZM{QI74BBo=FzKHSH739wEvHy^YCZ;>!Y|) zv}P$2=*=r8T#e-yNxqZ#E5 z{vU;NRdK7y|M~`Yoli>-AgT3`E0X;k= zK{`Vo3d&*^7+BTeX*VQ1xCqInbLvx?{9+hm#Ek6FuS#G~$>)$$XlZCAasa$OE}w37 z15Wq8=jG0WZhiEhH1%VWjQ=+NqMsdusNX65KK(Z$AsY<&i3#;CEGmu6I)k3LY;}ri#(D=5o9aBy2%MZp|SIx~#=D!bu%Nx{vfbyZA z7f1U#oS)Cq^1eRhdh=@6h=!j7FFwph&z1wv^wTod{a}cQK@VpzBSfy*S4zu3(AUqX z&X138B~$XF=1JR2q3^Xv7Y!VIh*R%)<1nfZH*MZ~n${;O(_<4A_HQWWJ_f69lBL0I z+SPLWHpNZgG*5=K3ihy&f2)yre<$QV(K+x81+EsPBkuH!PE;wV(Z~mv zd5l>trVQkaD95d@V%MlxQ?ndFI4cQzA;vEYqCQsgy$r&d#Etu`c@MhTHqN^{3st^< zmabG918`i(jEt$y*U)`?Yy~krsSgCLgH2cM#8)n}Ftq}!me00fV5NNS)8E*JWmCdU zqZ29NgAvykKyw`(3m?^MPs}sbcO@*ev(rzbi(`A|1zv#~eh-~2|L92|$eM<)%A(Z^ zbL8YIw$Xsemx0YaOZ|M9lVSEM;-GA+Z!{kgXb>L|Fk)s_%|%V`6Wf|+D8N0qzy_=z6LkB@(3Is^Dl9r&EL(U~N98fhFd zr43*5%RL-y1Yrt4vCtd*|M2kq+#T~Lm|+}*5`Q|o&qS_++MjlkevP>r7A-q_%uERv z|DIUT#*4gM^~1#>}N z&}16iPR}?d?$c!BtIpooS`hyUfI|*s(f(S1uYYG|oMJuE;KCb7(!Y>^CPwu`Z*>e9 zba}x3i=md(4s!rfzM^$!S-Kg>tlLO+8W&z4-Q{w*G{>8fdK0ErN*K8_ho4Qp+^`7PQtyeO-P!s0La&Ooo|?(MhNTm?Z0` zVW4T5s@l$bLzc>Fbp+3!YjYNf_OVc>@~E9ht50n@X<2Kj>hiyXa0izk zb+Cjyd}pxEwkG>n*;U|&olt%r&(RUj9U=yCxU0JC&z&RbqAwl4XJ_sg?5>xRJN)(a zNxPX~;cD0r`;nV$!PiUy55T!W9Z{mn22Ol&;SxQ=l|UO3(G(m3VBjCjZ0;q7s0%!l zJIeg{nmb+%n<|o^J9!^*BrDfEzIb{NZkVl}`n`lF%FvqwYN*2ADzxtZP$CEzv?4}} zM;$nds%d7%)6wa}n@9#CUMSKu46nh%ma!T3A0D(B5Sq=B%X^7VB+8Z%t%U-qf~im3 zC{y=;IlI_E#BtUodQRIX>PGT}GxHDY4Mtgvj0|S?Q@Az;8Jpwt*%PR$6Y$TP5M(Uk zAr**N{IdUBHB80bKEn|OE1 zIUlyHTd92^dh=|cJfl&OL$K-`Bx9gM{br2K>hI${U;w~Y+vM6}qXK30y?NOWaeP0$ z=5ud)UTJ<4%X5Isls2BSi%cegXERu?d;a&@KUYTT zIDu16&I3$+`8a1`TEb(y^G~G~HXrZuJ;WtxlH27-jJrfqowt zOtQ1YM#JzR>PMkW=-|PBc*X&~`cvh{kjL3vFTfK3ZWrx1x|jTY%aM9GFeS_|*CCdo zV&P(qj$yC7AQV8gUfUA)n}KEs?6`LekAluz02Xf>$Qsls{v$ zIlk0T2TGxq7cye6y;qw@Gt;Z+()rd}+NCn`3VfbU7nUjxwc||ozTE_(TiT)&cReg- z0AoO!EY=tP*Te(z0O&X%1?FC*cAslB3*Zc@Hm&DXNt=m#^YOw!8V)dySRD7xwM6p} zM5?LC0hK2x^-u3jMsmtN{vp}+J0JPvBVqsVUJWBGb4q|?&M>9^<=@BIT7SWjtl*C1 z;CZDFW3TVC*}^%*akW|64~kmi?D11oNj)aCehRG-gXLM24bwsC&Q*t;M)|3wjeG{h zu&<8>Cxdk+Z+)3`%B^@SbQU`$gxA=UN+oQ6@%0-p?2+jGWOKDL;WX6ZVx(2;VR4+I z7t?%Jr=~9`B?CLBf-Mcam7z`R%?VIEul96HMNjrN)4g*VWew8NWovMT{j?8=$!5v6 zRT!I=OL&5?Eh;wrVoB8tU)&qoX>6Ak;ug(V zSD2!J&q8NDTP0jHlIFxeGBUbvM`1Wsj}%g)p2yb;mcz7kTCx@3;*h`1DHQv31eJ#ZvJzpnP2SMk~;TeizF`UGl0c*>0X@f z+ux_Nh0{*s-t?xX+@$;a-4A=Z8yujc{?qWXqOf9E-f|!0x>Xjpj^1jjEwvkodTXo7 z9xU&28z8CwyX}zy)@TOXE}Z%5XZ*xHb6OLYFL!wW6-q0jzJb~}pBjgq5Xy1iA%Pdy{-pNnM;I69WE>aQMeE1@cqp zjFQj|nXt~17-=vH^zk=>kEkwB+xh&has<0~DuiqFPwASYPpHS8$3Us-k_+c{L#`RKxHAr|QS5&+ZPOjvaLHf-Kx0VYtFzGdaf&6T{ z2!xUwnj|%q{}BKf&Zm3$Q1+;Bzd&umS$yi2hrZjt(|DKg>*@DTnD8PyEPFS`u4$@YDVxZ>DT$7HO z1(~WJv_xU45qL)Lf)!_V*ftKJ?;9X0ZldGHa5LUf4shj;2z?D3`r(%7t8Sb=|oK&3og0mlV zON?5C_f6lu2xg(>|1JVamJ23uZ1k6D5am&`QKvr-2`-DKnc9Qh`w#DRFnn$c7n1#@ zT|KKW$q%ktEZH|}JpbhFZM=85qbGi3-Q<&i++|&e9MMO3XCUZ?_f04)$%+qa1F)jd zyB*_F{|vMsQ+wLWUbGI4TEp%O+d6Ee{p?v7Dwz~Gc!c?*9W^@`PKh!zGOXUT}7cS5{>6lJ&=R+{C3{7^X>{DA(m*&o9 z%CMaZ2rnmRJtZ%2CYO-vFOV3MX0SFUm@PFhP}_B*TJ1kP?f|hC3r}7#0eq~qk3VqO z0>H)wA%^-hCB_=&g~s+LBmAZ4RMi$W!-|iX)?*CMnGX564wA)zu5RqnmN4wZrJG*+@Tg ziQpV4juqv)80AHF6`N1MJ*s*&m!hDM8P!|k;R+3|qI`r75Viux6NzwKBeb0sE zvKQyaI8)q+$?2eu@Qx>IVC8;A!gVcBa)eGJGv$KWqhWD$>S$Q0Sm+Po8gMsK*0*~W zhE20RhPR_!1 zk{Q3}v#DIEqRUQ5?o{)?7q-iQdS>lUD9vb}OIWK20)VCW6_-16A#yT^56<=d zlVWs8nyRw-%hW4XU34q68Go-*o~rOT;XdfBQIz+GlXRO`f2tdtF|K)LELrP`pE~C8 zolRqrpWFO2g{v9U80*GKsjPHRZ8^VV4ka_^V6H(Vd>*_^0;YcjvA zjHgFkOl8mSSdg?gclQ96?SEpb1W~h(AqiS=e#*pJDffPWeFfJUGKhvuOk40x31|`m zEr)c1h3Dx=wP3e<5#tPUioDN&XuJHI(TS~$!JpWdu;pDwj~~@w`!_^ zVrkPZD6K+Fr8pa#0UC1^RXyGeSG{k#A)&oxd}%@8Z{t|q;d;v0OAxkqv@-+L`nX>@ zjDI#P5{wDuD7xFxp=^6G6eLcqW28T-!{Brqd7C7_ry1uIuZw^4e41(&;j3BhrUlBZ zJr3%mQrp&CW83FP;}W1)bQ!P)bv8ZeQl>{uQp)ntlwohsDTd$7S4-kw((bdLzno1A zBn#{?S+ca~^^U6Tef1ut-OSRCsdAXB*HwFajXF0ergK~wwwvP5BRXvyUpLQ&@mX<2 z(PekEPk;-0*b>;PJHMRMFNk*gmeO9edEQE|ocG=z zh$}Rmm^7vjaVr~H#DwP-&%KDWy>K|LK6F)_JG=O0pCrKa$oxWx7Z@{(fa55d{z17% zXnLjJMn_~4vh`v7=5z5QnqM+6C(8tFOY^f2%{Hi0SQ`1J&Z$+aRc~xYDg2cnZo9Z{ z$q>pkV1MHhR;F84tNL6Eztt)J=g*~3WKS9DTYu}Azkw`Ma7J^ z{F+9>Hr(Zc+JYcdnmNHmM085$4K4v_{rkP3nF(W%nVjRgV);YWg#;UfcP2*4Sq3~; z4cb5eESaNkoJ#EX;4MZo`?$>RMhG~aEUK(1Twq46nejC&PA27b^h^A7 zU-`+b1}HSy=S7ThbH>ubMIp$buaqmDZ)V}i>O-ScdDdpUqh`3x<^08uFOoAAcezsfGc){x$;U%9KfJ$}yL)j`0{Umg zMlygxZxz;pjLw+}oa}!-k!uKJ$n?(5rB?K32o5T0y&1$Qba!69@bj@()bQM|K>zI5 zQzfWP<{@~>#JRs^ZT7K#_P15Y8CCXvFMFrB%$iJM*)6-2uY%dfJpe!h#_E_n*=I(6 z54EhV89#r~S@QswxwBk#2mlCHLqdt7mR-b*m|2{CV zNa`DdtbaLUo|R|$u-@K>q4>Dh`Fm(6rw9`tb5lmoZ{u2k{YQPc=#Zf-w7>=!eA0?b zg@1~rM3wwU>a3Q8Ok_Z>6)mwfO#qt-@gH361$aT3N&WaH9sZq> zU!L}qZCh3g$D^k%2bv;n6g7cz*Occ}YpB~3L$z!5T<*XTK(R?&LA;p&ZF&eBY1CcB zOmXxYtChHK;Sp(9=S$735)^auBMo52Ai+h)r)OxkMV%oar7Np+1SecZGuMqGX5G(< zMGooqwS>ROaMM!sq-itkRml9Jcu@hxxU4%uJf_pL@$9F_9z3M5j3$rjir7E9_!H$b zz4MymBWw4ul`(WXS*#>5h5+Kebt}HWZ;p|cUZDn*ydoYQ?xrFV0FX1yWWWTky}sC* zmA3o)tjiEMbYN{>m##^S1%zKxN}S1ne^HH=E{w$|rXvk!$7#Lp%{wY*XDaD2dj%hD z{|@g4##k{;Cj=?6ZHQK#+z_gBI5@E|<;pt=&u6W)3ywM4Z}X};Pct?!oFVmRoYY93 zS?QtHR#t=?Tjb$y|K8v4PYR6&K9=VM6JyHgQ0}u~(8J0Mw(eAW{VQ>7D)n2SaBJ2y z#kE5l>4u|PjxIwxzJru8aCB%N5r(~0%Gwdx^8GfWSxe^jn9xU!jRMrOEySda3>3s+Ml>*Afdb!4VQknqhv^s z-#JZL&`dFH0+Aa9#z|z&Z?7mh|9j>f2PknfT(~#`u&p;YTF^35+sn9E)80j3WjVv; zPSu5aq>XdillcAKc-%^Bb=%1*I|z}d7%+}dJkC7*O z8`ilIRs9Y1xr%MZb$@_Hj=|P@PhIk+8Y6{E^sUX&=bS&rbgAUsj6*ZK31b0Kp`zx(OE)qCj9oS71xLS2c%_yihP z^+ND}!A=TiaKXUlsqXs1{%Ev6oy)_Q+=K`5aR9n?P3lcMi;XE8vM(u%&ivvRUplR> zr=Faw#-S*rbX31HeLumB#6T!!XGP|I(g;Ua4m=WjOkFT*mp5keF190u?%3O4 z;z!1H$nO*H@bN$0%eVq1k82oOufJSi|Frgzjrmz-#kJ|rpj_)$R|8y4wOenA?5Dvh zc2D9h^y}FRp2>kytmnBND$fa0kKIf;clUHZ*x0-EL>-;k1PirH*tUuh3t?feRM`>` zWk0{8xRjknV19fUXEi%o+gz=88B|7S@`7(ZVGgb)9hrDb3sfG$b%&Sld7@Kjub&@s z%D_doLxPF9e^(**+_g^fWYKbcw5NA@rY9SdLaEmu5HUj5^$vJHK!(*95_;82>wIrg zmrTu?n$Or@*3-+}i5#p>WVn+%?&v;O-mZ+VFPKp*QO zdhG{uu}s6+JWWnFKUG>^Vwir?^Reyj!!d0X2$C>*?=BQC;65<6+&+2OrihYww7<5$!LCDjhD!#TWFmHg5)kCS-?ggp%=Cer zEk+}Gj&&&|Ng$AxPQ?}3f9)S?<7cptwFx=sOV7r?haQ>JD}**rH8$VuOaR{ATIKzhi-D~Y zHZK&(SXI7C=?Ok}5aZKH`=zI)mmH<3eo303+cU^i@Ssc^Nyy~I(YScH-hA}0OrF-K zaEb#aDx*b}O~Q^j-H2cPH>hUVboZ<#@;EXeSY3aW?U8N>{QeXCZ5@%e)3%C_7$$GS z4qC3y>Oc`zo7i?hTLl3}B(j7yoA#(6)K$Zj>{h0(xp`Ta$tPZN3na8Yuv}W$%!S`` zy`9%do7?Ay^1Cx4Y9QR_HH3n_snfPTGwOzFNe9PWZUvJKP_F)PZGZo#to#?hxR3XH z4VM|K*FO{E#K($r*_($14Pj@u{2AB2KNG6tEN0;@~0c}0` zYDFparo(6Sx`SbZO*HPGxTZ0@6MXj!{i2LJ#PvhQjF5!N>8v`*)9Woqx3t$g7KB_5=8P*dkNYJO5 zytv0?p;bT8(s(afA3{b&CC@dP%qbJh%ZHJMU1qtzdt)CDp;SyI7adek=Q7YHg7d>8 zwTFFLJ^$igzOwx~U_kARS%Uov=005ia4c9t5-0zb*YTd^(%=&9uWMWW0WW&@J$8|@ zr1xp4pBKsTt}m)DrfnX1hkIMJW(1w^LV5y}4}~-SNsn!5`M5ZE(b2_E8!MY| zWs^rKh1n6Uuh2pKZn)!^6vUGFOXP0Yp#Q#PWpRYc<%=OA^DC~gdiw15d6Lv&$F+)@ zs|Ia3Q_6+ab;D>dV`2_8Ne1)YM*7h%{ZCZV?SFW$BJv_A)OC_e#P|&jfXW?l_U38B z>m_*GfR5HC>+=!(#{|D^YMWkt5MPvkIjhNx;0{!nD&$E2E67zsQX`O@+BeinaBlyL z=a}L?dWMtS!!VuoSvISYEQih7-}meaZm@&-^>IV#?{oD^2QzAqE{U~~zNtOR)11hi zsLh8Whe5wELJz^SZ(H?jX50uT&Ngi}DSzV%jzMh7iI!f`Or<(-NA4%--*azcMrrQirlNR>o2Wh$> za^vPTq~Ah`32xQvuE?+V5#P7j9NIUe&NHvW2LDLbelXUYhY;2?`RSV|EAba3D|>=c z<+X}mPep%3KTbrFhB2*PNG~o8(VzVFp)@lZaOT&pSQz?DeR3iTYCNnfo7ux7f7o6j ziB$@+^sq2l6gP;A-nD#3M|+TNDE6@^iM3$L$$;N9J8@)l#Sk?QG&x?Vzvoz9ceHok zrQn>1m1QuOv7L(y9yXs!(piLLWhoL-Suq>w6EuNh8SRrz`KFzq>UY}3N59cuux!<} zhqRwU?Nl9ofI633pu)sa(sc!T&mY_YOqiHlH|l!^Xy23@Kh4cecX_)>{b}(g_J$4c z7`HFKuGsTN~t0(LMxAKqV*)TK`_`GcGO3KU$a1|~BTk(n})M5@~-P+GYNh7U33+AJA zDpP>d3zeAY48fK9QQ{4}5_`vITbY?xTyIvUESi2-3FBYNok)y259o^CS$Y{-fUonq zU6td{3<71qH99$}Uvo`_tnF8vpZ_W&diU7qTSEd{zAb$5_NC_4+wevn_e|8poz2>A z%`4e&v1-VCfBmFe_##GdW>T;B*v`S2rZyE*m}DPWsm2USQ&C=AOb7>mW-Du0P8yNg zC~gCrw}YamPc#bz_j)^<*^dBL&Wre6*8DhoSg=mDvS7}iFI;q~#Uv(w$bv(*>-7a*H*jVh{TkEZ@rqb)EQ2!i zS3cuT%uVA|OrmlZvLA;1znkheD!_c7`4^|0wsHE*#9;Wi*?lzS&ddMK|qG=*N{M1eq^IVm6`P4zR9{|KVxkT;CHdxqiDR5(|$3aH?|d&v@T*_9&mi(BtrkLza8D z6LnCIQ2Wvmc-AzuMVJTXkM(NrWr;U?P;cvg4y20@^xirr=YuR|?ts6bBA1q_@??9J zz#Fn5+sEbx-P)OwTKxo!dnueJ`4h6Tdq*Ut@1v-DpflmLJpjR}7`r$QoFM1WE1`Zgkuxhvy(+rl$|5Hl}Rt zlGQ3Pj14dRYHX{MMQ>Bz^WLy1@nP8;n5xO*W5@ zyZJF}s4`WZn|cA#8zM4#mmCLl--TeBEX>|o-Fs2QjCU10czjb2$qYhIUPC@;Dr%X; z4e4?V1?dn;8)z96G|*_NHU3!DUHYtw^HkgZwYom&nZ&#kunsFWTE=V@_ zxC-7pU~mu};f6?a z!{ibKe$(o}_?H_fxNkZ4APpVY1U)H*XI-ma2T0U6XRd;{nP-gSb9gr@>43F!usb

v>#E<9A=_nUKnYV}9N#*{3MrSCMYGd@-|0$v-cbE8uDhC!WBN!Q ze=S$Oxn6nt_4S9kLhk#8xzASs3$b6ZE^~_M!i+7hsBA?-9$BdL@%Iu>3o-M?Y3v7K zU+Ss*6>Q#5dUZ-)QB_|Lt!YV3mx%XwMA0m=7~NympR@)k{5Yj+@_k}LSJINy({mm% zQxtPYl1_%&x@Ef*X8ECt~~M+%a#H|@`*p7G3Fq|D?P#5Kpfjebr-#&wOfI>0$09qhe6#TfvO3FS#{ zIOVj*3i&~?XNNO6xlJkl+AlbNPpE(bb$?AN@n*bCGYX6=M`|@@l2EQJ%_@$V=ykNS z4&XMZ!h^}F$7V9wC^JrWjE2~Lh%6KzDBip!AI)H#q9Lv>^ZV|4hL5g%{EtbKC!SBk z-i+#`NS14Gr4I2lnyH*5GJT8}v%a2s%d%*R=RiNv*j0*#(rM~8g&gnfy^*J<<>jL~ zuMLhHzuwG!5WH1UC~JQdqB@mul&y<#XO~<^y3`JpO`|baE&p(ndbNU2<>wQ6Iw}5s z8cTn>7To(_(-)w&zIF9Cv~-)m{L8B~omb&2ToVnVV`IOT+jv%stDjEvR#ex2S85_C zq36x?j!ZGhlX0Zjk*kX3BQqef`K@_{E`XIU?%_lM!;r=(Fii~hYgK9=?@w?$UoS$$ z{TG>q1$xOcimYPLds;)eP%J5W>l_Nk~|g`wBLS{r%9GVTu`~*>uwD+={*|U zG{pj7pUfFsMnLk~cK2BEBe5_d>BM8NJq)5mq9Hkxn(E~wMb$OOJJzV;W|{(Jl7!uT zhJ7fXlsQL5E=ML}KBccykhP*$Ae_6}k9PT2>JE>SX>8h=hz;pdzPuWVv5)p7qc~rc zM!7=b_l!{K?F3uj@%cH0CBer;RRc(K5lxpB%wx4j7P9tyl*RpDmODTF@r+Y#P)CLK zZP$Hr?2SSj)(V-RF_JHmcc-e|0QWanjV}w&sykG^b(#?+7FxU0igeqxnLjyx^n5-1py$nK5(QDL_eYz{H|4Dk#(>{N!|p z9yaP(6{dEnwH4w38Js+0|Bpg8=+m3l#kg#T3E#<@^QU(tVi>I8)TgMmfL zeO0xj3Y^yh2P+zQxG*JkWNk8>UncP&sD?*PoWz^oz!Qfs+CZrqxEruuBT*97;eE2= zIar5J2;!LdO`u>?Y?my1+eD4jEE;&;vg2JtMh(_cS>vbv-*dnOt%Pm6E zl_QZ3V_z-RLZf>39gdkDs9(I4xYLpgm2njM&R@}hNCaF%HbR3wnam#tDB2XM_IT{j z&7<*c_5}BX@xX`0R-8v$pWnNdly-$9N*!*pbSpAlVg%Vt&;;1;0Hx-c!Uw!Fxk2V$ zsLBKKsi|MzJHEn4cc;Qpb6!@ZjLlm_kj0zF{57yeSn+%>W#}?c+RH1=$=$SC=m)A^ zVUcDWmEpuM6Cnf^J{y9c$3gd;Xln#Fq@Ix5^!!8-ua0FP(zby#l!63TrEn=F3Ao;3 z@_9l+yFf#Z_rpXM_Z7&f2DsxnaV^Ue*j*3GPt~58Y4q>+TFzxm?P-Q}lk$HPz=JwK zrFErwB*f8k$4SoFEaXSxH{p|BnH6Yq^h!l{Wv&r*o(asA;x9@6e9@fn?cdFO_;C32 zDQbOzHCrv9EM|9vWVTN-S5B?P30V=91A9vB%#N+Jz5B3>Uql5eipRM0i z7AOzP>5${fuRJ#N1*ZC5U|QA*uAoI2qJH3ra$DmBcKs2arPT)LogaOwL)b} zZ_?F>3c1-(Cg!Pk)d1BctILZWLg`mZjmhXBCHxs`!V@!8n$428tAl5Qeu7RUXmR!E zrtBW=lHYc7r<+ZNb->EM>X$cN?`i;83!W2NznWPboGqG=s1=#M&n5}fwkfZFDaJQW zvBum=8J*}}M9yUQJaYMtM^De^*8JR2EyLPW{UzBM<*YQci)(Glq_6e>tiRj?3~XM{ zQvsE9Gf4s<*_|u|ey4OPvjH7tTPoxcb-h*K3C9ec;{x=YD9EWGVl&8^*|2L3SQdCn zjeXUz3x+-qL8s1Id-WD_7v%* zYOMdOkhtt0@7pE&-bmp97|b1L*aH$_;%^MM%+IFu>yJIEI<#i@YZ-I>gOj! ziVc|*9ht38b_()GkIYKj6I9>Pd;_$9aC1@T#Q_#J(S4Z^6dsvpZvKA30O0RYVku46 z(H#}O_LTl@;DZ>?QCDu(h#PsMc!D0b`MvjqGU2lwaozgXH7#NuDwyvti8dhV zaph~v(gq}K%NT?QAQpte0PTx@sr4lQYh^WiC`de!8Q&5eXeuPQvpyxKh-0%Sc)-su zE=o4o8>rYJ$?;YGDc%pdxKXP6rZO>9b`bP3pohZgM9JsU&BS@gTWS)tU~-(>N>dwg z9ms1rIgf%MGuw;({4U?7CJ7tfMP05+gxdgscj}#T)eHphG-aUDk6Z^N2jJ!H28qNM z6+zeq_;Mr`o>LP)*PT}li~t4)Tz6!1n)HkCWVJMC4>mpsV3F)KZ%=g+l^emFYW(X3 zGc$`KPy$DE0xotwZBqcf(Z#oOP^a5S*+K(D+xnNpSL|+UF_4ISZ=@&w&I@4s+!$tY zLR)#Y?OsA2S!3h2rc3g0^-C*9&hNZ(V7w1qd2~ML5)PW2dD%DiN+dP$ z@zgPkX|k)U%l`D{ehCG+#W3boXFELl6(kG23>eSB8xY9t^P(+4Y9qm$ShKHJ8;Kt^ z$IW+f@CHrJ+Oxk5Y8cCLhd4_ACGoqcADY(!s{2HkgSiSeWe5z|+Ima?w|j&JVh76A-m9^?n-rbIjq_ z;!fg{FwiG)3x0lnQCH_;L%0D4cVeU%OY5(o8-jviS>$3-G=uI%Mtp|J%ND+@kA6R0 zrNV6?SJAK5tlMs}Kn*zSYeq!>dsa_v_m^aviJ~hV5YnhV9I1DSOSw^710S9Fa7tP% zhA4p^m4*Z*_R(ReNH6N@UBW&H<8jB?I=u;|A8uEl^@Rd+lH@VqxJ83-F~41FEI!~@ z2lBD{nApp_zT*N=`b?I7O*hx0#YCaAA6K+H1A5sH3)~1U2i@HY-4k+`7r{QM4Vqn z`u>4;Wt`LgJMT~dUe3ASIloga?dJ@Pq!fdmyGsD(pUWX!$;sWu0(hrXt@#8JrF3O= zFy!J|7{fyRKGVo)-dUn?4jeliae0Szm?FNYbpm(#mcaA>z14b&^gHDqI}}mVQ2XyI z7mX+WbUpmvNp9wy1^*iw>RmN!tn(G6$rLdD|1%2o&bz-P%W7AY=D;!Fvw$n;o-bTl zpdvTsOhoH}JE7e;y7TTO{0-0FtytPlo!Kf#{)HP2dQs7@DA|v zqKy`C$-)I6|EqO>BLgHrmIy$N9O(_{mMj8gdcaof|Hgs8(~I{3*Nb?k%ew(js3c+% zNs&|YyNBeIPmLy`yZ2X#72c5Qz$b=&@W&V%EG8Yopwrdb^?^n}zs7iF0p96xcHxGW z%)IY(Hjg%n0BQ_Uv~3Qi!*knDvVvCzOlfY85SDR6ZxsQ#prVN>RJR=|QjQjPoo$3cjozovd}zcjvW+*P@7@-ow{40QAD} zUBY#CXt;ij%&*ChBgNXycrnZBQ7OP9z2$j&e~1;aXi|X(`@+0ML+k#j(@7avIQ_aM zQq9TJt#&;DDm!F%6sD1P32o49nN;O~j1!H}cb*l|#T7O#1P|NEdg1^;;^OS0ZrCS{ znzi!lr2dz{E{oC8nv%5NArJ3To_e^FJ_8a}6JTYkYHF-xgQryYvm}I-)2rWk`1KfG zor9uV`?0jdHfaBEX@&x_pz#`)GO2G7@0Xl{Cpf#+t%$u?Br|yL)1bq!Jlp~U>lC0L z&i8YaKZmE3U1X^cs6QEIt*>xm658Xf8W24I)j?Za_WNHFRVdn2MVjtm^NbRC3xOk- z6iDm#zYjmlr#(gkG9YNEtwTlSIV}h5t$wLW)YFINvLaN8H#myiT_HcV32r`btQ&O9 zUO)i()X8`C5?;6Rdizh%;~QF=cIo~Hl-O;)n0Xv4Oo@%tmsmeHwF{-~IDc2hB58`H z!vw*6)wC*}lZz|Fs>l9PcKiN?WNE=t7IH9Jo3~$Q$Y>A-{qOp^BMl|nqwc(wT zBDQkpI`SjRwQn)-j;off80)r1%h}P=nT7e!G>br2X3(z|6%!Q(GKtA7maV?ov){%e z0q#oMOZ^hYWDDQOPEorq9$W-TV>(P=+d5m{-AR!Y^5pL-fcjOa8pGxGVoH{a(puRS zbiR+@xUaBi)BI}`7n4gxWP(1(k*5q5rh-_q3uFgQDTG|nW3`1sIy z_rLJq>4-;Ri8UKn%7A5mPHf1*?Nz<8de7 zS9`VZ``Ox$R$XtFAAiVSJD|0zsZ22VOA>Hlw-w-~h2_X)o{K16JzaxlJ_wamAv=P} zy(}7ZcN-+;Um-E+6Ac2zeb3FJbbRN| zO@yhdR#+ET4mZ``B&hbJxT#R0FJ)n%wvLf^l#c%z8efmSp}9eclZG_oWuYIO{&4J^ z2KNME{z&5)DhbWV$4^bjj{O0~U22T`(865~Q|PDGmyszrlTbw~f8)OId3gBmV?fMs zCdPQR9N0Vpdfz(M6P6yFWBK^DZAteyIfDt-m`dhXb=MCu#150w{ZTX^y>nMDda7M7 z-0=$jh%?WSrGg*qTb4;5AY1$>`CSGnY{yfwTIKBk_6+r%o4_xBPB*_j>ukaFVbBO< zab~EoTSrpIsc}wRAby=&i?bN5W>u<<7_Wi@4)T~(yEW&iv0g#)yLSO8D@KC!7hJ%X zEoZ6nGRFI;y!MUzA5lOC7>FCTrA$I2QbZVZ%D2Z^6{`8aNVtXp^-!MLk=Z<7!~fqLD$3;Xw$j zIYUB07L^BsGv9*M!#ja6Z>#780cV8{^%&O_X{@Zya<1uqb-XEJ3ez)2kCp-6r>AZK zvV%70>8@z6ay!T-x@1U){3&zNBN2_tT|nV(`Oy6Qd3^uyBrp=2TGpE}eqNLWJ+#c0 zV>CAWWl;=688mKx&{~u@KR-15j9StOu|28YG+NpH5OB`@)$w#3`?zvO9>?K^hzIR> zvPVe*PvW21_$i#=YwyK3PH%OO!@n-Ah$-}I)~%yQ1}~bogoO+=5yp}4Vi{^jPl1T| z_I7Pz2OzelO5FSubB7ZT`r{wkvu$9W;%ezdf?VnUGh?x?&Oc3!oQ)Leafc{f!F`Bd zjM$usFr5p_*NqT6NS@KM1S466$t@2%0HU`jCw5(25r;03nY$(Pw>Zdv=QF43iK`6E z=dmDfu=LhNvj9=}0F5-%27uhm-9aD6hAGmikQVEc@MA?*g6+w0p~5?IE4fZ$*MZc~ zgMT&-N)9RAHHAuPq=?a~NRU4qW;<#3WHhJ*Lx(q?TBIbAfCQpnl^?A%0_a5 zelMexq%JI$eUd&&m!sjWd?_Ndc^R}{K94O~Dx3r%CwCxh@W}OfflL=>RrKiQWL`^u zqyqHk{MYL;=C*N>D`Gmt{scF6;+#&|;G~UZnxdWxr@ax+BK?!Z;)pl;GZ>PfCY%TM z!tbKp#!TD;_4VC*LDFy;PqXhFrPN3@(}doBHglj=wDAS>L$X?Y;^%^$8z67OMk#M_ z{!+JTIUxwKOS}MrSr-@Y8fO+TLmj2;vrKn1RW^`rpFA5iL2xDahX^ zpuQ*QS9^^6*w7D^4afwSDLjF9v1o~r^COT@PrSQOITi&kc#mEZXbz0}@nP_h+JBdB zO;^);^Y#$_R+7?N!lI{((`FYFv-abJeA=0ruqo%g|u%>6PvHr54!zdnUf@J zPt(qOv1HR>W%f3ALYlMaD0kq$=ktOHhxepcXCjv0D|+R&zw6|o0BgEka%vGD5D%|5 zM5$7)pcDHS)XI~y+?j_ zZ$QRU4iJImWvA#@eIB8RDkPkuhEE$(2FxPp`NiSpwP@i^M4M z2<+G&QEt!YA@`%c16%fI^|V58d($}G7pR@bXYHi$bK<$w&UFy9HiUbHZVyG_^Cml2 z{B^W(ziQDn_$&l4xcTZb>Hncm*(tDJb^qPltev}@;1JPuz1Me2p;+d-mTj(&#iqWQ ziMSnd_#gU3LwgV)m4#OF-eh6LDT<)c(ZcSy(jTK)Rpro~7g=`)M&6bahoRSEzQ({b zF2hE_t2=M~+4__mW#Qr)^LZKCFnlg``O8B@t&1bzr#o3B-{@qe7=8ckr#DQBn;juF zaLuHku)KoivkUHbC%toy-P==UUERD4B2FcArI3ugQ_L=!pYO?HVL4o|v1{SJoR)K9 zIR@Ce+zJ4N}@F+&(yJ*f<7}u+a^V&t-hw-Rz!NX;=H+Z z;a_#&2X2asJLd6_0DckbQnA8M1<-#_5Zklb2ie|<6s76iYGiDo#bwXx66s2i8*q&v zsq{Hnxo%F70O3V->7bzT)99mt$t&>kWlh-U)vme(#;H*YC9kN&ZrzY2sfl||)Q=D$ zR-@0FXHzo_+z0O^K7xEq$a|&VZq>j>6L=;Ga{LA?8F;4A1yD?BeD| zE*VUS8PfKbMEX^t2q`mJJosa@Si(97=RVQGt!xK%Q~zF%P;7_iJYb!AAILLm75{TR zG;~C96jD_<2wHh=xwWU?8zg;`LMi^7JY{sNKV z#f3piXD~oSV|shM;Og9>h8ZrqicN!-_-O=3!w$NTFPZl)fhy=<)bha zjd&Z?-(;u_7%X?ou#6_iRB3zsWx0oIs%9={=Hvo$t9&#a;-+lcw;m>#q!h|F`RnU< z;eLH>Di1zEA37niYiN6F(v8OrzVth>$z{rT$#TNyd-IDgsF{v!NQk16P6mV*d#DjG z&4GxvtpJn%A7Q>pYLBP~S)otPR5tvBInm1rKvUHk&6c1x){c$L-~_8v(AzlW;!-G` z&h=A?MBF)75{2{G_vT$&d#XWYq%$@)^t7BrbfJXU)Y&=oA1#)e62yov~cb7z6 znXw&`0`X2H5IcDHgihU42?@WBa0LnPRmUvzQu|q+;B?Dtf8xS>BhSwDM&{?t{z%A| zpSpn){8fLfnY7GkT9eGG#zF~s$1n#MJj(a=SD&H&mri`~6-hHH+YT12J~g4b;{Bxt zC*le}o=sd!yv@mN$!l)(<=8D+GIFXxW`~yn}RNrvMMJT_lrH^l`nmI3KOMP zVI7uAcRPW>m`Wdk({a}<-Hb+hX&q$mpv+^x>352IO{kESriObiVRJ!iS?_YtiVdsHIxyLtWB ziK+9%`Y}e5F%xTDeC2n--^Sw}zA*dMj-Fk`PUZoW^# z$BYDmqs?B|!SG`*hdTUdH?e3#whhzKHb!3pDLQr-J(=#`o}n4ZO}K=;7$2BIx`(Wk zRK^ZzdmAhHo4vb(PuktMMF7W{DCns;)e#fAfv}yRpKOM>WYF8pucBFgakZd`xN%XHaXgP&Ol=y@EJ5u z+qY4ImmI_Z%+cO&10ROWP9%T4iK)F!H?06H`Yr9+t4CGYR%vQtaRPAFV;2kbm6P(>C$H!&zc;jyAJXn?P^H<80$*L_T@$wTL1@RD4!X0g~e4mU1ucBKc6l-=6QU3xshQ%PfVIa|p_wh`wN*?K=` zjlK`^M+lc9IJsalW$y@TQyZoB6khY8@-oF725-4D@2GLe<4l%J_Qyr^D*#ug*L2*w zQ=~p~2WBn0dGmnuM?&1s8Eb@Uw94yu$$X(REw%)aYK#t1cytmM;Dh>gYhc)uD)a^c zxeB1%e17xVESwpyUf5o2n&0A8${y0UMV)G^Ies12=hM^bt$6aoPLCyxUXCQEE3bB9 zJoj{fQ|s2;z7=impxXbzY_NY$;=I*Y=RXNi zt6!#4tyCMqLEe>?mPeyT&j$m?8xGSg-k6JP1@Yc1D?8)UWI)F^D_$o4?i>vNzV$7; zcxqzeO%-iZs`5)W9zX#LS4EG6l)F~QGv%*5H81S4mTEE(pI>;ESQ;KL z`%40=>+kRFG0$obHV$>PkF#~;5oB%@IuVJS0;4!oNJw0}Lq$Xb5=4A13nPDM4lfn0 za==m8W7M;@7RyT+gURhviz8Z&KSsn&q|$gXcSQ`#W@{I(eJy8u;=5xYSNn6WYMLXiB3N;rP2>P1ayW&KvEFcY;pTD%vKSq&s^o`R zsne25WT>B`gE%4pszoFBU3)1`Zbcldo~-8$4Hbh|Ty?sAjvo>p_JUd7exk!gzG{n) z5OVl-%cr^gBLy(ywBc)@&4bY|@{TwBQ<={YwE06hqLu%k zn*X6QZ18{R%rwZ?EkFqI@n6HkZ#_23e_)Ed@jp%YDW>YD0M63+@AdyhoaO%pR`dUV z#{U=p`aAQxuyPA&Hg@;qz)(%M-p}krfzNN3-6ma2*om6dn?(+v5a@4)+7H(L>Ab5m z>lW}5;!=kb>q^$UCqH|UPnKe)O<;jY}lKV@EI1I3h~xy5#07o%}@HO zsxQ22D@nb)g>fcv<|UvG9-Mj$c<}Bauq`-@??#*HCA~=+M@W!`{m=l=l^B|{wbY}S zY}3k(aO2~du(fg$V?3u<@g*_d`pFnpnSf}f#dxUR5l$(MWj!G~KQ58!_>{%a5S}0z!re{|ENV5zle4~_vi*>nH#DW zbu)g^>xmqb4YIRl#cq^Z^@8?hXegr`OC zc7FS^jfSHsh8`7jAU}poiodTC6S`E@qPxx&ekBbrJH~nex9*u4?Z=g0+Eddl5%P*m zX0kQRmQ@^j*H;+b*8#?ZA5ONT+gtdyD4}+4E zRa3U>65oihq(j@ZcbcXw2CE|0rzFCxuou3|HEC!4I_C^T*DQ1OW-(zAHw{f1NFt_R zy$=8V_k>QT;;YTlXhsDz`GnEEDE%kHQ{4oee1I>b4cf;>Y?^%2(Fe!nSpX&6^mz5y zM&9OkL@uxr`?A&U5aCl?7(-^>e=1!3Iz2+;DF)1wl|*XD{1pNdu^|=7Ed-N$rSqAxkXxiW6I)%Cc_@_zdv{l0-E+Er=%N6`d=s)#sUl zvyf9lml3Ie4qH_T|b&kP!0nGHOllZsu8hiF0aZXE0#hExr0=t!PaV zn?P`Rk2Fd84&122yK6tO*?A|lRUKcdEw0_w#c-ps_BFc8qUSu_`c|WpDI{@19Vu0= zc`ZX^s?pvLYFx@fzqvn0wkZwIQVZ=da>^wX+gel}&g z%VN(M&%7pjTg4*o^VvmZ`FD7g9_(@sSJu%1E0-yhuPy9ciBuo+lw>mCQC^SaJs-V%+yZ~EnjZXbjv9O+q>_wmG4q0 z#TThGKjSl*cOIV2#!FG$J34s2zC)*~#4o7%Gq!tj0I&w`K0#Wk#fd(68=t(Yho-Lj z8DD=(B#vipgVo3lX#8?9^8acE<_Z1gk0Nx)R-)fzv3*)LWl$3vef#MMtFw=9TLWf? z%z5tnB9P+6tJ`~D^=>{W4>#$1pgbhT?MHs)hFg4JH?4tpCd8*c<{lE-eK<#YqIoS> zq71=NoRHd1t;Pa&5UIb<8@C-#9%n`q78CQ~?b!kmK6}xyHQ&h+?nunRua~l>Mx+$` zBq%t+^Gt=ontM38)0u<7z#EKh{qVNb4|;7QBF0J5TyZa9@b0;g5d*ujdt>m|4}tt> zb2fj|kT2Fx^EpI>Rv;L_f6JyI!sq-j=@^Eb0;j>v*q*mZUbk2NTUNV$Q&Zwr&H~)R zmE$ckT=J)~wqGdS=_w=w+ctlaswRDxdxw-4nx~7&~6kLwDRMKZFu2(7`i#{qe z*gwSvnfVe&z>~T9xf$GQs|q({hBtLdY9?qN{MevFY|qDx7-S#oLj)+RIW+4+L3bam zV5e0HsRL*-e9fObsh>|WasKyqjqP#_+r;86TB&-jGfz=oxxyxKe*)Harm@M_aK}8z zN4dn}enwEK66fx#+Vs4W?Z`K7C(X7Z*ZkglF;P5bi|l{O)AkibFU95lrU-tK=N;tP z5@D=-iJ1}118VbPblg#uIy_MlQqF6|Tv)z{G?+iY-sFgw})oyQ{y zoOw>XTUSj?)DOWn+vi7DGVbsBj`8vt1fjg`7qd@K@~j(6)Q99%UX_`@U?}(N3Rc$7 zn*!08e!^xYOis}`Uj1w2gjAlWl~shUY9p@?of*4yDZmhBji`vf+? zOncK7kBF2e(ZG4Y%2^NN?>va2Kc4OJw(y12kJ?U7dRz?>ce4YC|5@ygjtFgZ=g zs&FjS0P-|fRxrLTa?{PiF{*UbCQhX3sN*Z&vPYE}crm{4f(IY)XA3>!@}SZp6YVl6 zKX}wg$q`(}>8dC;dy{DLPQrr&BKeAkd+_+DV?>GG+s(6t+F}#5n;YE3jhB5-?h4o~ zKSzz9+-bf_D?^Sr14Nj+MA|QO=>bd?BspTQe`?u!zwPLya@J2kmzm_m9D$b1UAu1l zm$1*diTE=aGccYydEX9f)`%XA~r5j!IB8l)zba>Lil;Gs$9S|h{iMC zc%>#vnT5+-hDPC25~3;eXhY|wxYlQbwZhN5ADPb3vdD+eKjBvBGiJ zxMTkwTn*uAm*CGF-phr8dO(%HoM;s^wUX zSr6SiQtZOI|MA>QFH{_OaYmxsEq=X~!YkyG7l0~ja)OJ#SpF;ZLa=R49LnMX5jQ5D znt>wsWW}~m(Pdywm;1p{r;L;SW3tz8V*Hs@2aGb43*NyEuIS3ZORk=6AEz_JAci7tCL`smkRT}G5g5+VL}-lUlp%9HQB=a&Lc@r?8OfDCuRiTQ;8Ab z^E2~F+wYvnVOc=))LTydXW_B-8k`Dr&!%B2pG8h@OpuyLt!*vjf?Dvqa28@y z?Hpv3Si^3Bi!Rm{g@)kOqV3ChH)(rj$t8>)I&YLcDpW?@>yh}KETr(kniO{pjySu} z-44jm{{BgaQ5J9?zEaW)QW9SF;EID!{3S`uvpB`{!Bg7BxtOUpxvL_6c(4utoI_nJ zepQ_2L#d8*-28GzuB*|H>C~+>UOZE68q^2;Dh~B)I`*g^aps8LJ;!_q%>RAt&w>zE zk&K(MXz@~i#*1J5nuoZ{ivqRzPwZ%^i9sOgFlg(B_8I+ijU)>U2Vx>H>$j&s())%- zaG`1P{8yG0J7~E2NG<#_At1=VgSM<7s$fMa*U{pi=NbR{<;EDuG4IstQ1Qgg_ECs| ziE_~9R=jZgu$tVvnSh{N$Xew5@+_=ZXtyHf-2W^z=+z9oce}t`TDX4`4WOv^yVT#k zUsFDnxUEEUz*{DsIY=cra4k4L`Gx@QYT|V9p!1<|(a*5a+5O$ufggUzJVif76}#7N zPuZMs+Wrh8ihhsE`et8dr6-a?K~+X_v%i?WiZg$E5x6ytP72etY;;FwCno{?@0PV= z9ryP!V7)8A($Os`fKSAQ0~)fDNIXt}rT8%02nQYn#=MY=-}mzG!%mhO`7?pi{+my%q1Vd-v>Zi!t$=|)l- zmik@$e{jEp>(PB&FJO*iW@mQh8=vz$_0kERivNs!^AVZQ?wq{H?7o!Jl4!gB8HoeeuKe5Z#9#KC_w@*|eXg%#{Eu>a8TJfa3(zR{O^ zzQ%$7M0Fwbw#4-5Z`i>l9TGI@9~`vN`=eE&_GHh@-yfK&Tk-}?f8zTXC@^u>UBfsm z$ik;MD@1@Tf6YIsSw)TYL|ua6+zhfvVgnXm!6z=XffTbtL@`_861L%2UA6BLQZJM_ zppdaXxV}lsLm)<#u=U5!o%|E)?6ooe<*-m#NtgCxB+TvzedX3QP_ZS1{b&pw8*X`- zIP1`T@q!BvbD=8I%Z zQOt8oP1)%TR$^51bL+`~jli^lQ{bLB`YspZ5|HKplW@>AGzLz6?LZe5T5cJ;KU zJns*=9^894jWvPrZK)e$bgzPqUtCXOX)ML9Ae=`pK7c$6`Zm05zxS zp+pQ%LNY?Rq{-zsBJA&AHcrn7uzd2kUJ@TnBg}EBjuYN0F~72LO|hZL`7L?79}x1f5f=CytvesY+sRB0{${F z^17E@7M%YP^Ja$`iybsFJh2!qYgO`L$N3zoIt$^7x(}JWN%W@M`h|Meu&43p)bt?N zk>36#JjsJJl9ap8Ox#-{!t3U)ww|6>I(RH(f08{y(hW z2i8f~%wKRGis=6td6Re?VbwSO84n=GNwwi(inS2+w09G!d(2xhaffp(D2v(HK4M>a zpgQAQBVQuy)J*zg+_TiXMCPupR^aC)+I~=>deZRq^TQl%{SdZ|Op~xaYJ+OM(WljsI>4;wes&+fyg`n__AqG6LE%rk zd96Ds%)MDOhANG|jp5J5n+zG+hGAqj7gfPbotdoPvHRQmM=?wZr-(#|sT25i<#1&W z`F;=mzjK_$dv8MiAo%9&8Ohm0cZM2?hhrZN%sw@`*KM?Bol^-*{w5phh}kfY-UP>e}(Sxq?Klt*`YO z%P`=3$q*_qSMyA0i(5Vv?_>*-bjfw+?u3jgO#!?B(5lk2vCaVuB0f-1-mWfA-y!ss zsV_A~oBnrE$QQ%esR-#3zLW%7m+ZEyJ*L1ZuV)bu=HSwv@G)ICqVR{-z*(zdJCch& zv}fx>=Ta9I+7$EunXi%kv*_vQ(kR@DyhK<&V?a&ka)_ zyZThirF7XW1H&+HROwIx&tdiT(uh-1v7@0?CK{7*WYo>HG>(yfkhu;&8ofNeMB9fh zMzs7B;7~XP@a9z)d^H`dC>1;nrnmi>l~(cjzzPZfSI?G$d18(m~06A(I2s1vMlgziiu*5op-JITew7uO)7u6dvKUf zQfg*yX1n`Xd4H?bel$MAI6)BBCq*N%aa(KDc82XdYd+v9rxFto#s0=vsw5cc=peBG zVq8W3S&q26+BV8ow}SoZo-BOx(UA!P52qHww4p=F{w-VSuOiY5+v+_U{}xApIsG(U zVvhR~D|CZ=uWJ9f8IoFHWZQEa+rRU_Ium44`TmdW)JYfR5?W<*ozfgJUd*EY#tQPa z7vBTK6=-+;N}go0`ybp?yoB1v;6;w|Xg@z)8J=mX(UM$-gcuzIiRa*OJ%KwyUtyONMv}PxoN$Q{L;+4_{k#+9pOSvaX3!`=LC2@-wT_ z&8e8?!ZpJ;cQ_s^FWy}7jBrx^c{mchh*f{`ISO&&s^sEP;o2~DywP>^%F_ZND~;edTEUqIG)VV1u~^IdA`|?s7M+2=snj_ z{6#AN6s+z94<-wB;yKcHdTA)F&44JHD!V+RmpH$$#vKZ}h*n1gEFy*8`6RZ4z(3cM zd{^B#v)9rSJUf7Ikthj}I^wZ`YpPw{S^)AL}~ zEhJi>aI%L@LtWp_i(-60Z#uhym^!4$VD>*O-V@JNd!|eu>{M9KGYyoM#`mJHWHYGo z>F~G+Ci#6w>9x1n*dqThoq!6EBm><&cIU^w{NYpl4+z0jrVjP@J^k0ovgIs0wrCGC zua+@FB1hXhnhRF*#A8c1)OO2eGfjJvhQB6%DQP;n%#O0DtJ+|j*9K2;^O499GKmy8 zqHM0iciQB{FGMOlLr+K2kKvvFb^966vS=@8v11H+n#qhfADm0TpS89w^VP$CXMv;q zn}=?+`Z%XxP6y)yy(4BUR&Cavgbc^3ayRMAcg6Z&i52KQ8d$<>dIv2nNLBcIGB<#L zYS*1k7LNpSSZX<|wZqC<>Z7WO3x!B7y7whcji|cvHfkYX6%#&A-suxUcowG>44n$Tta7rU%1{jy!AnmIMxvb4y)*bM}QL zVgm4ZS2SjECb-}HiDi3Gv<>zSl%DWKOGuJP8``9h_|IY%p-iD({C$eQbF?C$msh7$-=I_6p zYYrskG#w6R3F3tEhcd|vo1D^6#Wq;ATZHtX({8l8oog0{#!8RTLHMf|EKh7tps@AH zj5LY98J_oN#)ZxG)plP7cPobkQx`T$$!(=#?^Mk^q4_EAcf6lmE_*)1BC(-+H0Ls7 zulB*aS=pjP+ji>_VH2D^xq466jqd`*SrtxwbEVC1ZCKqEYfGP#J$6O=6Nxe&ki>M6ts4 zO>R3HzL&)KwD_xn)SZ2jZQfhjOXtxXTyw{bv12x-1Vt^~{b$J024CE!=WRHW^S7_W zLswD$Alw7dp-0Y631VFgfn9;V2)#2)U{lEA)&CKN1us{Y&u{5|H2KQw15Dj(T{Pln zR6x!6_OH4!eSLxhqTdJI20?}vQzl*g1nX*Y-yS`{tQDKPY9(V|f5!4VIV#Oc8N%d= z8*%>d^DbRDCPKF!SRsn5#!;QM=H(R4cGNWu0~Y3GSXyO#{0CegE$p$)T^!5C(mpIt zUMF?M35U?zx?!`Ts9dV;)99Lj0SO;_Wvp9zT4rZN?y?nlbX;>(NhPtUA0mH+8x)@V zluSNc;xCb8LQC@qqTEI7+D^|V1rge_k;epo%%Kx*Z+sdbObKqt2fqc9kf@%~PYx!Oms(rotCvCPf z?^RU~ZPUf02Sz5tBlX;YXwA0yMwjK}YLkUtLQMr~aNT0_;ojkFZi2afCNS0Mc;A@U zToey##84~#>D*uU1rR7o6h8XciGzVI&EO zCl}SdB!yu;dUqibr3a-Fd?zU1`A1G<;hVIv9<3BZy@6x34{{(1YJ~nMs00!5jiA(b zrcmSRbgA9%#`89i=P-3a#`PVP5#CoNL&4G!i9=l`kU%BD{q2K6@yXofF~buZ4qPdzQn0{Z3vSe`C z9#d5Rhecdh{=;L|Slr`seF_sM*XU2S4hc(fT5*ZX@gZsJ^Ln=y=%0r6fm- zS-rQSuP(MxGxCgr`33sxK0%oIbN(_}1nWuTY@uCDxl^=`raoXZ<@igys`K#f-h;$% zf~BKEwr4+GHy6+Hhg4)+M;M#N%S*H~)p9oPS6iz0yzPe4q6lgyXnt8{+A&q=J;j=N zlM@?^2Tys#I{mfq8s29to;h^edVgE_m#8L|{i=m{7SksU+E|F6MBL*-mfLf_Tz>C)$Emol?=|({N}h zVdD(HlE&MhOSQX9?9UXee>esG!fCsbU zA4~BTTF<5efG8vP)qlf~r>~}_wH8gQxWw4+-1pk~l2dG%bKQ%98!8SMI^3J@I<4wt zN@h&eSby^f;f8i3dYd8aOr$GkP`xs<$P!tD7;BfxG0t?Cy|8~V44 z)D$r}&g)kf`hdKts-LX3CQ)VN@b7d#O!mttJB2MND2Ysz$q-*{=}PkS%j#cn2@W&a zdBe+%iJKkYC!!uiT3V_A>@kPbg^fUw`N{hqMnKtLdqI^1CnaS3CuCLff6y_v7t$SI zkCEJp;jar66b_V3u(~|xVW>LOzuoFVf(eMyCAw*`tk^r3{4z|@q~WJB=G_? z;O4Sp*x}Ip;c#10{|4f`ae+mH9KY4>vY$MIQN}n_E4@?_=dO-vwzuS9uJr4s)vpIX zo49AS6ZI^7N8`3G)!Mjuw7;UuZ>R_b|VT{)KSb!C~q{jovRP`FY|D^R;{L`!MmfKE6;1o+6T-?lzdcBM3pA zr~ds`-b+8J*TW}m1|(QWkJ39TI=^h4J$|=c^K?Z}w?S?CT3~Er1#Bcq`IAl2;-Qo8 zPQ){y%fs}ME`ms0sFZ%;^@nPZyC=pAg$KEm`+`l<;Cx>!U3e;}Mk}BW+(N%U;D`0; zI9))=NP9c@l-FjfefY@VhEn*JD+aSWhkv|d>(!QSe%PQx8)$D!Db}8NP9~NnVw3@tD{y6jShx|2o zwH6_lxxbrOMI_W$RPuQm=wlUO9BQ^l>X{~r!~{l{!t&8QywhrQLKXGM+9QYciiAK* zMMNWb0#7L>XyVvI%|tB@nzOIi9+#$Nscp_UK|OeUI+^rU%@Lr;DSg!xg1a&bDG%uI zew*z}t;&m~73GUu?-92atQq&1oorj0{L1)S*@v)LLvfaIBOsML{~T{JnwG`he`pIg zB1?9OcWR_)NGBy%o$Z}me3Oi9-gkM1nI%3gqDL1Ol7{EL!YM}=gER3aKZTOjNnTUK znls^jd(%0F+vD@Lh4_rN?y0J6XYZ5j9)r5A)k*BV9_^X|vPmiLWHfsV4U2uLQN_`F z<=-46gOjUtf$sFz<~-PWZxhqK-uifqY%s+dv8iloq-6Q3CJNy(<$X%Y{W$vTcWjyY zYaTKNY-u}=-M^AmY*&^miETkDN{JO;wq6jnoRc>HMvE{+W_`k4jVg}$YD;#bGMA%{LWKA)L6RuJ{fcl1swoW>)* z*E`aqRJ)Xo-gS#Vv`{D@=M&UsBht|B@k3U%Gu3AtxfIKWQ0{gxCenu^<9&z|=Z2k*^47{d!*`h(jLtg?8o;~kIZ?7M7#>ENEC#YaP7b%PW zDH+2n5YW|_v2lVz|6F_5oiDvsp5l|9U>+H5WCWxrhuUM)WW{J52XA$HtD=H~L!(EB z?p6C2F%^Mc>47`eciyPtr0Kwq?8Ogi`ffEmnfe0n!YLzu90e%zg@D1LTZ!-M&eQ*1 z7vclhNXv=$->bXd#CvQ#k$H3~obi?z#;;GFNFD2uPky0tS(A#WtehB~B$GsOImnq; z)?h=aTraS)TiDM!lj|Bzw{RORkKzJ!MH{nRYOwEYXU6h;el#}dssZ?R72@UcnC{6+ zNzRAQ3$vZQ{@Kqd^79@0?YqP!DTA_0DvBA|N?*x>pN)~_P;!*L>VNt+$J zqs5%1S@5QCR*9_lBsyMcN+I`QhDEcsA zn5sIUcse&tkUl;OEYOiE5k_zp>Cshrb3Ib3k?|&SHSM~KRr@`Ca z?yF8|d6dxrsWGd>yGu8gfKNlR%VL_-6}Ctl8!y6#+YbnTzDRcQrCSAJl3w0r&Da)j zq^oCzl&F|QozuZGl$9slGZ|xM0@?EupZDYVyw38|yf5GPQ=4|iD5J?5A6c*8^qS?# z=TciE$d#DtBA{|vj9Yl-wuJWfFYSY+6ugLyiR&8OJF<3lOfSVd#e9-s0HlV0G~tF) zag^a`mXxHXS>w}h#BU_n>46t1#=rmVCzAOd{;*~PLOVStIQ=8=nFXO0GT!9`eOhUu z-{lI5p9cMyGjiMI@s@W)2uWbgza>1q0acM))VhPY(-++Hw#GIVq-Z`{H5vh;{=>ov zIDv@gorxtccbn7P9R11eoz(;bR0qJE^(q4j$va6P2KM}PeDgk`AqIbC^U*uIky2f1 zo4sWncHmy$)h?38??QZid4x@A7?4`cUnGy+_hvw%r>`=_OJ_t;fqB@9-vAm@o9p&* z1lFomKd=Lp{Pv=PrQ+bh5n=^T^(vDdvXx5|hdH0xZO(8&T$(#F@85dHJ=AHs0NG+p zFUnGau78*leajzo>Wo}f28#*Aj5o>28|jac8~zQ5^`3{&6-u^tbu%EwQXR84^tQsY z-V0%QAG+6HoL>C%Wy=kjepB$+wVMa zSer>vKhv;Yo(A!lk;I_!c))Tm-y%_=wggpuhFffBzCD;v0{$IPj)}7wZV_uTl+q*e z(85bm-728L@wxTAT*0pU1ocxWHX3UmzMJq+!`J>McRm`B$KJ{gDYJa;+f6S`(r)P1 z2qjI%d9fp-Gxosxh$+$W4BB>Ysy^jWy+C%W-U)6>o!#Hx4&M!RTta9ID*X-z738nq zd|W6+u)9hL6%ZLdu@a@};B81pwI5@#0=E4XoPjLz(b|njDMRY4oy?y?LKjtjybu>F zo1hqT-EfHF4_bSSScH-9P$`u$jNm0BE7M_n1Jt38Fsoro^)h5~;uCwBd_b%rbA=&NT%_R9H&`;`Bt@zFL`1X>m4%&5V{8vTSUH zU~J@^N6!}H`IXADR5`NpBzm7;OupQnmL2*yCgAh>4?KcMN{xDcp6YyqAGkNeBk;rD zDsdo5c`TzUK?y<%FU{aHY-)I8KFf)6fd<>pU?&F&xnQ&D;jxaAXBKI)gb9>gj?9T* zdaZF%f9uIon}O8i+TUh zCdSVp@C1gRgGRa|91Lgtt`FH{^=F3;U%1}t+;TpHWDra6NK6*~Z5v!3ulo}9ijmdB zM%?NfdTQ;dWOcx8X4Go;yORlwc{Qv$5$j2MdS*%aH;owGdk-xEuqLyX*|^l2&`(UN z|xuo5|#C<)MYfDN^8w72pvLFn?&(f~1CJD9VyzP?%ChK`_!rhzjxL0x)0*e-eO zz*!@tMACatayhaB`dVq z8SoJ;A?=+M?%sp~!b@Lz!a5|%7itHWWprd6#~y)$p1lnln{kVSiptSSb0b2)z_`SS zNC}Ay6%rRGuibci`taqSBq~qa-jvuH(!oDm{M(NUf6pbpIhIw8F8MKHphgAD!m|d=^Av3!c?bhlT8b zVd`H;yslS9w4lqY{q}lA?3Fp#|BuQ;!+ z#v4|(KuwV(R}tCd+&ME5r1Ju0#LDuiHM3}LQ3--)=vMXl``{(84l|DrCMDkEgdjlH z$WWtRialyH+E_PJPnY(I{8i(FNWI%CYV&iavJwFoTZk4xAmk-F(a7*F-m+da`!|#` zMNc|QGcc`Y@^Bp)wIudSKtOx@TKov%VfJ2f2K7d7?WHJK^A&464^V-mberM7Ew)EE5QMP%N%rD>sM?j-D57VU!tJw+9y9}g#S+o)m(j+52 z(5GHN#8|jAhQ{yaeaDr5$;SkuoJs;Wshw4gV?>dP=g-Xh`++i2=W86nK4@g=kdTZ} zYjXk|;CQLy*S+1MkA*Ta5j)_Xtlqy{2PkJ>v1+(BN=@Yx979nzNSvrR=wz zac@&x8!MiY)D_rmjcA~gsohyWNLdET><=gaPLBk08W@nTxKuoKzzY)A3&3`ky4|a` z=9emUHq}&9MXJeayZstRo4ZJNr=VkU_ez6F_gOU`S>SAH8-96_KgFFn%hE?%E-$sR zC+-*bcLpSE%ax+Ez4Ys}KTii-#DfBChu~YgRc&dOx2#Q?X~adU>-rjzBs}aoWrCl= z+8JW%Nj5vuyFi7finUpc>@RLdq9UW(l$jKKF$-9TCGxB`RMNB9dP0iRev6e2EOAL3 zx3hcIYN7j8DgvdS1FR3|lJ!$pb0XeP+hd-XbADd&g_m7ZU0c(FDdmU>gc(Ba9k)N1 z<%VY)x`}m5Fc%Zm4C)w*{vbaGifl%n|Lu5iqp+}7{=xd(K$tw$67^~o7-a#$iG_#Cdg=e9fvN-9K*9p7JRH;ZgqX8^uW4$^cmN-@4y z)8^?b^AeUg>Y8!V^@-tX*!z;jz~BmC?gV3KLjjDB11nEuX}rT6^?z8sM~}#~Dy;nV zEr@xS@$NtBta5f8*IhuK6khUo1z_wLaMcTxisp`G`ueLI3^@C{EiJT_KcN2uKywO* zVf+f9tGQM8R7U~Nx3INv^YdNLo_?PY6F{0d(Wmg~(D+%@hql*QAU3+#-zbY_ByA(c z4xZQUKPNx_#kn%q!Y)^SN&1N!zf?J(Lqks77oAtRbTBppk7bp4rK+PW&PgOL-wrc9 zc&}~0MVN9BIFM#{nCuagM^hO@^)pVEkTJVgt=my&d}BM--c9@ms)j?^ow$vPCpX~3 zeN&gLh&heOe2xD3uOX{P8n1n`#Bl-|)Jgd{b6N>oLY>yO|1oDArs5GU0XBUe13c`= zvYTh?lGSN(U^JT&U_*;X8i<9z5*{Zr^z+Y}--4%rdoe26NiQNSS9|O|G!KcWEB5&y z+rbP1&bNHwf$QFSomwi(3nEm@SxD%Z@-JtKgEUoQLl^o=M$nMDTs9FoQwTM|}0EH2M-01xOgi z(DM@FxtOQK)bWYEU>a$hZCw5Y7K#nrfYN}+B=r1K{AgdkFO0ici5SOutvOi4qr@Oh zKX~bsB|DY)**ftuV?o4Mo9bdOP)6{$1mpY%5wFadcMK$$pyBIHzr2ZzK%YPTQ53y5 z@8ASWil#i-8Q)?ovec=9LaWQ|zw&A3d~-#C@N}xR^HV{v5a^^+Hh} z;Cb{!D-2Tpe;z&yUHZE@=~%{o2~MlIeTydn8+$M|qSklML%usD`$>dDHW;f4YzUPj zAv8x~WYmUS1BmD~L_qP+&_7s%Wv82-X)?%d*o3Tmx1kf*rycW^u9O{!pt5YfaE zLGR8-P9l_lk;*bh9j)uTh|{=Xn;4=4ZU;cW|HERyb^8&u<^DZOVFRu&7o)I}KZ}x1 z&}U8pJ;2#@#|91|6z6WUBa%s`^c$kB5cwAP+srHB#f{Dx=&+Do4;CwvD~*eY#^Ih; z^fLXseR@We@5BhLqQ(?hnM>I;f<0<_j=iy5mZIz;RFJZb8S{kDI~biU_lh)F134Dh zB|aR((SGs|e%ml&wuR?g(uTa)fP^dyjfaHRO<^5>%}I7k;SX+wrIk$TD)z$9>a*A_ z&Z5@KD-wj_XXg#*xoZ#+YyPU8wbO$t&8TkP&LA1M)5m#R7ow_0wSEcw1Ue>kI8!oO zBjj?g6w%TN_bDn~CiiKACvOR$ws-wn5iEfUNFX$xSy^g1XT(ei`@-3Z@9+Z*T)I^g zwK`NrL;rz%L*!AW@K0OyYvyh^|DbCj>tISE1Lg20*-tp=Fde&jx5_Ri5OZZp83_v8 zS=G?ylC3n0D7=>=Pt*W7>qi%@-8UscTD5#vWf}+Dm{4qbm?BqTACxL|N&k&wymS$P zdgQNsB#=XKrl|CgNWyYNaKX*LgGGp@9L)UDcEM*w=7qw0QS&xFrnuF`TZ2Sf__mVB zS5#$wSTDc5Ngia_?^8w|JWm$qYZNcjCs1h^2IZ3kR!mi?d^%Ag_Y~jwr2ueMX%I8k zZ?{oJvJuv3kDeT;F6bRURy#O)Ln=!5xn6ztIUSHM5ka2+75#W^*IcPg%_VDFLP`U> zUX}^cq#6h)Y(7Sl&MKnrB6&1V+J_k<+U;!3qY4`|Cjf6tlcKG=!n=o-ReC6cxzel7 zj@C^~8V>g?0;cOfix=u@GeBMvUVi*pLyg+JUuMF5p;j+Y>a*HT6Y~HSZORJ0toBrt zhNex}KTDVAkecJu%gb1Um6VhfkCSz1>RKD27-UjEdAi>aSz9vNf8`RElDG8Ic$OS* zCiPAOP*UB}f4(Vs`XXF7z^(nQHn+bd9OlLPCQYK|iKLfj|m4m+a(By_@X z>beTv3ruhd5V1QiSdO+XRiwNA_hk@dn_lE9&ereL zWaih(f+M4(L!h~6T;*pjD~z4odt&0G$@%!ccuaPKl@-E`J$W<xkcts>b_XIU(&<{ z8(Q}9UG4cKP_MfU}r@wBhIXmAKkkzZ~Jxt|irVR+gl z=I~# z+~nRkNzY$DV|(u&VuYto9R}W5Pso=T7C((a5PBJ~2znCH1Z(K@sA2j@6LtU>ZEsM= z{?`%Y{$nD>QhUA3XP6VXFMpO#Bf990ySNTKDS7AT{jOk$K5=6ht*V1ZYh7{pYi~%T zx@>Z1Yj{$n1)3qOVq2O{1!c4Yym*H+qfmMg=(9#@ai8n99~Uc?H$!CqI1gT&wuHBK zh;0Z}b=m+l9&b%0nR4vJo6c({#oWT$9~IP*AhnF~;hXlvril2Wyi$+$Sx~?mK!Fd|C zt?Jq*#>&wV*~O5MC(7BNGpWVD&}>@VXs2fJs{b^decpqc`X`nQL{mPUCXv`|4|HpL(XTT<{J@ z>T)wz|Ie65F8-(f!8Ja!V*)C%f3+XTx@cO{CtrS;BOvMUT0Fq9V*AkTUL zajqScjX_mQu!Yv3_n3B4!rMYN38!nivr@2+d zPWd2TlH^X;n^ZSTmZxB(_)5MXhe(WVZ+Bk#%zEn;6?5RC5a09Z9vLkqkeZrE9>1Wh zVCq(+nptewne60NH86ja|FC>t=YGXvvlx)o=9v>>y&+7&H>?@ZO-WLp7wFG-meHA3 zH~SCAn2YTd$&d0Z&(QR0+wFJ?-{LI(vbuEp!C*@9Z!^*hyXj7PKw-xKcB(!4X4ol& zJG*fe?Sc;=sciBnoZXgu@)K(-M>R#Ne_qUGET9mLCu9{9uy^NG{*?WY({&a^P(S!2 zy==jX|t~=Z(_8aUTViIwT0V70RRkhhxDG{#Q$@-I}_V7DYTH- z)AIM352nIQJweNRLWi5nW|2%JqRc0-vL zI&%so3FSt&Ilt6mlzL}1e{gkAQ}Mp`WGmqHNyHHBJ0|pAgOcCDl_^vt-5NtbQ->1! z2btx^_?j2)E_jO7bRZV_#Q!bL{^%0YL=Nfb+87bKHm0TM>RDoaZ<3&7m*hBHAu9YE zM)n*psY-}g6eG<~?{)@pwryG^(3hky2t8)O2r*x*H#hb&D&lgH#mBz}y{u+aC*rCm z=>?71Y5KJK**DW7^Rx#fi$>e2c(c`zWe-6=#+*J{ZSPD2utaF3$`7(2JnZ-7v)Q>H z$`cbtND1uJD4Nb5cpybYA`OjGe6LMcKg zZuP)*v+j05MY&6e;>^~B7e*ZDb79US>J|e#EhEmlXPQX`vZ)HF%1SJH3}hdJlkQ;5 zl<&o@VkvbPWk30n0-;Q5<$0_^Rnraw_vsWZb88r*=2YeCFHivpK5h3H#`T0g=VQ!^406FtY>FmBb z1c+6w3_as3FSbcKp)=XX+z`BOfkW>M6E#OWYoB;pNjRyk;_mQCS^nOe?5ckRy144e z`MGul^5iDIs+T6NGNOJLLxGZd!M5Da_SnvzEelrdZp>DMA}>#1i+hg<4`-4OXD8Wv zbcke>pe79!ebSpM8%zM#%q!ZSWlxW~W(^msI<&^lU0SGUWwW-zoMqyOvW~vA$mz-T zvnTt=uSbjVg+A6uKx6B@pjzL9*5CQtp?VvM4u|zy2oLFvT38-?Xi@hr)F);KS6gMX zVxT7SeJcm6=9kL05sp`7Di#v9JA!nkA4&c)xZc#QZ!c^omjxqsBQk`}sv)yz51j{_ zMQtzJR}4F;Cj+l{rPq8lBEN6$PT^$z%|)AJ!^fO9G&HP zd|HS*s)lN9Z&#};r>}WsQI{{_38D%05+Rbv7$b#_frzK9`iD3FWA|z;z&sRj;b3lR z;9l>y`FK9#?AHa?%3K=TK=olL=b)eMHMx^I=#>b$tWxLK^Fo^SX^gpb3LnT2Zh!!D5 zoxoqI;) zc{flJR`{o8R?t`4JXk&ph1JRT*Vb4<7<}A(F`)Xvh@$~~{Q^wn(CGW|pk7&x+-?SW z&KJkaE+tyENAtp9ncnh8ZY_dU@%5k{hp_WmaezhEWS z+$fPRA-gAkhcd>uE_Jcswpd*zRu;iG42g4f|xTB+s1d)j~JL-2-&e-WT>15=}ydr1V!4N#0k?-2HH= z57jalo{?^RnnfY{q(|~>(xpnsBYk2+c*QFZDkH84%#{_hc#YI4&J_J)A1l|GC}d_! zDOts!nKf6tb}RE?QBt!wc<;>A;}&H*na7VYNYd}%)7IMU3HKg!0cll&sn7EoMF`aRu37qjP3fQslP1Ij5(Kh7BG9(nPm{{Vc* z6exI<5V#?d926%!-IST42ppyDp?5W~^47QFE4i7PE(=t)zX|I3yzKnhd0f_BKE9?r zMcionkhURter-neczRi==RaCA-ky0&2`cT`jr?A7WC{rUq8L*X-xrg!Offd zX#|bIj=Ko@Yk}@N1;CfcG^HVt3Y+QFOaOuQ#z4&ogFka(S~VA$m|oK(t*8&3&>%wR zzKce<)!+;CW?Gi4j995|Kne?2;Oep&!|% z9>=w~_|EvB8Vp8X-kY2kjJ*cE^YxSqR0?Rl?;e{O+?{CI>!o5xK?rLil)(dF%;>Ki zD$4E)iTc;Mf1r6R5M7QMQ8G~0F;Onh&l1f-iWyqZ=`(3QmrV*3&$wb-bhs9)>WMDO zW%t+P`1$hZyo2BHVtk1c znU^a|nn`f#_087669IYL|Ccah6? z>;74Mp8k6MKP+s^AVx^$WL}`C{jbBD1D8xuzmW#=CMXjzno9+Zf1!12UGb8%tVc{V z)el4W!P%<4+I!0hpza#rT}+I|RY33QF&lrQ>%ik3ORd*T80vKvy?Au%@7i3Q(o{U3+g(bjjKGGI=( zcXib&LFjO!Gi`7Aifu_BlVuK!KHs7)UZXCQW`2Ip0@Y7xV$*-KY$0}vZ_J!4{-|hIbqs>-4Bl6yFiGf_Cq{A9a$+a!9u7gnX`Jw0D$|Gr zjGX`7xV)Cz<~=vhjL`40DV(uKRII}QWKjNKcJ?eV$D(RuhNx^X6Nz8waJh9{y>=&H zrfHJaq^0UOxLlRejA=4d4HRMYR1H_Ok(i8BZn|uf z{DuU+e0GX&>cgxh#YWUO=oly(j(UXDG+WfS(Lq|oIGS7Qm=lPIeCS&+n%6SVWw8zE zDN*+Cm&4PVnjaIdKNs2_USj`FR9Wog>oQuCQVv|TN!h6tf>Mp-pbUb>jx%rVDdWsLf{b2-PKlKd(U`ifU=5n%)HwZV4 zt#`VV8YpE!_Vw7`{0H64bFJ43M@&}zqiPS7;S$9z5T0B=6VE`KsXdH()t4PW(BDE} znmpM3Zg)n2qxsC!DOtywZ8PgbwvndBufIQo>%Zl(XhnUyNTWA!on+{7g!eA;Cw2E1 zyH>dlU17q@mD_ZOUOJZ~MV63}5{pmS=j=X&e(`rUKel^rR-S-Y1In}AEKizK(G&Wd zIs?{y(oshkJ>0RB;1F2Run7H7RsQYE&fU@nFU6D*P6wUW_p@iImki!)PfM9o>4IoycP1HRCy;zwI>9A-gi6q8x!C zCjb}BJ5Mn#mkVgsv~3vfNNQ_eY#GA~MfRB7#g)X_*QlCOFC`zExA-^T88ZG7MqwPC ztQt!|LQ~JzHF_h$BGnvnN-Wze40Q{%6t#0$L7T=jZyypu95Q;u_MTM&2E#C{G_&28 zqG(j3=QHa1QzS3v>Bkqvp-=NZZvJj2@i9HQY^!V(O?o+Wg487|8#%8j+aowr?x;;* zqw3HOPW%FkfMc9S>GEYxVuj_kv}B-)?d@s&1U`SUXHd_PgJ)xcTI;D;^;lJ9#%m$| z^g$4xJR7LLPrvPsNf&6i@cWq?KdU^=DJ`ptRD`|X;wK<1O4yO#MlN8eY(PBl4aTiQ zg0w+I`80~mlk8H?;hVrpjzE9ChNk?cUuw}q6TUawJ16{ZQOT<(yH38XtCh0Ff4_1I z&c;(=t14!Y3k}GR9qmhB{WGgwaGJOaRR`wamQOq>;phuzlbY?q)}j-8`sDA ziqV7I2^k75pmU+bGuPp9v&d^guLi2bDWTsC7>&oVT4Qn$OsxAT2(rJ4lJei+ETK8D zgGx}4+)le?wqZ-^^^D?6t#%ql;S0hi5*^ z&l>ym1(EDwq7?yu9EbQFnpYQ8`1VXrP96g}BOR8w1qiuU&GHH`QesR#3v7U`>FvU# z>(D$3Ln--Q#knW)q=0F39(4D>$F!>|HBZXKjVzSMLQ+(6nuwN?3J?Hw$IJD^&BeNN z;{k?eDmakYZR4^%6@ z^&GeBxvujV_c2LYl=Zw5b93Q@w@J$2(MQSYhOKZs6l71|X8C&I$@DYm0``h*WwjV6 z>j|j=KvqF(QAWi1lfUpK1<)R_o&@ojJ|^;_{!Kxk2mLQs32QDx%^k4!?@)vDH;;}8U} z?MI1vkn@y|j?Rv!0F8b(SOtaJY_=exuB7i-LIjM(DYh^kLYyyu$+SZKdnjHCg%eI(1QgWKeTi z;zne&iBn!)pF87XiY+1DVW)5M&q$^wVyZTb+DPKWnM7up-<#yy-;*lgk| z9sxXO-h`6P>%n{h)&f*-d;~WBGd-^S0J zDqL{-h)N~gX6b8|N9=8xQ`pvNPEsxrcLtBC{dr{F*`_1Ssa|KyAv(N}kIq*DPtHPs z;EurbJ~xRvt}>@!r0G2#|12ua+pBe4$bLW>8)w^e zpXiloFrYbCxB-glcZxA=;G+(>edmMxTCyV0@z18T>I!=K%V83{?f5-%O+j~=;HkJb z#s~4ty2>IyFzE55s(a*td+0$fkBIo;^%R{;&1uU96K9Hpzm1t{ojz0#!Mf#YwLBE8@C zc5Da4#>yqyz*tQ{%~U|6vH4{UF(ZJsP_w}cd0}A3O@B$TxRGWvc-vzWx{!RhRid?g za{8N9FF4@q46JH6^%aaHy0Px5SiCr3tuxOd zD}OnRxn+(+K~3ZJ*mS}gB#xp7A$3ZIJtgzE(osq88wKJkPTbE9c7(xe7Q*tC5JgC! z$|hVXUO!!DvLgGJW^{nY>#j7pe9gVlzoDx>C+QnUc&pR%n9{M?Nv0PW7whs9bPbf= zM4M`Kvb?({l_6Y`bPpGcAR(^SJY00~R z`2h&5W!zU^|Nf}u;{|D$+lCK zpG*LX+4j-qtfOY`&n}HyTFDm5OW7+nfOmO%YRJ=4wnm`leo?m@Zg4hZzIk5zvGwQ8@V*}4F z``zl}l+h})T+2;B1cQOp>0Wt?)cUZeDd1YQ4ckg{W~ZG_=P$o37uR6O^xm~on_S+5 z;_z2E*XCvEv&nlF9!J7$;ieO~=X};KkNk>S)O-|iRCy?{MX8fLfO8)-6s6V0KF_kN zOf(S7?=HE%asFeCPI`@zK4EEYJ)Suzw4)BJ(^`h);Jg2u1`XQ8NzMKhO}Fc8l)74~ z9wII7M!P02GKNwld?bHx^H}0Syq|?Q$VGC$$QAl%HfSYyv9cw3x{NZ;{QIX*OIvHR z3b&pG{im)F|l;yGO)i7FanEP|!B zCy_Pasrsh~`xhu%+xaXT(JR>LT;_L{C!sxp4VzuPoiBcv6kOIOol=}vfHl9|I3%#F zB#F`52g|Gt0sU$CUIv5w_@2jjfaSLoj54hp(XRX$O5Z$X-8o)+#S?+L0a#7mpp?vb z4(+}iO{=Zm?|POo%KLUQGKppve~a`q8d62~D$0ET097XyHwo%B7Hi78HQi%lY`lDV zIX|p3w6f_RRbp?+tx@AjsQ=dIE-Av`F7H@Z=&prV)?;ff5c>dkV6|N(1zomvi-t28+bS~+#dK!8&bj?3WJz35 zzc4anGOM5<^KMX3%$g_d%SpY9mi(LnLWq!f(^->o+85)uFs!=beh%ub)lnyvy9X7LqQ`guP=Ll95}H#spN+LJFPLDpZwWS=sA<#c8OrHA z;YSmP%jY^U0bni7yyldacGs)kZ1^L2@HnD%_q8X>O}Siu*igCr3Iz%A+c7@axol~A z(;~ARGNONvD;JmlI!^;iTP4eaxO?epCSSNp>xPD{sfN;B5ALw)xZGUI{IRW9m*Lfh zYq5QU*FuIF;oyQSUD#y&cW!XD6Rxb>+P~IHnlrB?S2Oq8Mv7>2?kAdFE_g+=^UJ7p z*;4=1cCHi37?7GDi^gRCm1rLbeoL>`>vpbomOQ?NE`Pk%BT#FG4TuRE8|4pt1q!w_ zlN+MFJMLENrMs34r1TCihj~6nzT|#*EDpGYugzTAyJM=s;Z-bGm%&KSoiDEx)Qh^Y z{~iB844-3Bwth5Fo#1XYSt*mLeS4!%FwHRE>zG)PHiz$$GD1zfr`bANt1c%5&2%?0 z$?S`m%dFqq*ib8&tdk+VIu9Dj*|rY~ygrt}K+*sb^8l@OajutwD1IRMc=n47s5P6t zvOU!&S_izj&>?~bYIpa1y2nMXs=$nCpMAPS69d4%H?mL95)KEin_%Sylsx1lXm|7^ zT@o2gjUNKC^$335xnW)cdsGLnkiZ)URlS1>(1{{!+4nO$OXmB{#41(#bt*E-3o1vZ zdzYzD+XuDgRj<|e$H_m;&Z+wJE+QXk(%C?7U++&tX*oVQC<%C(!D}v${BZ&Z7bc}M z+!z1Q!|0s6B7Py{F_`Jn;V;drL0fhQtNKw-ECU{UWM0=j`nGIs5V90$$cq?G)Z* zUJG-(>+eYDCuib>WVwRW>=?_$Z;a1)lq6KK4h&^{slGPqNIX>lCs`m)J&NTo-=^?+ zkPzC;S!Vb5vv(d%DF-`q!hHTv{JzO-8Rm(HJu)%(Ku$Qpsu1JdZnsBL)#`+e5KMxe zp-uyUmZfc&)NXTP_%p{^%Ey>fW?kpSmySLjtq?!>g#5w1;Z@g_v!FA=PdI2zR{i)c z^W)pnQFv=7m#E8U`o$7tNw0|x;`iY1;;p5387NtsL0xw3pU7%&M3UdLf$pu_R?OE$ z#7L{j`7gZA;x{r?t&95{^sZV7oW}J7G`&VvN%DUJ+SzS)lo?Vh6`M_s=mBGMzc-a^%w?^*BOVvi}Q1HHp|P(4%8qsYY68Gx2lp4!)(PI?^9Ib zbfr$If@hv+)#^Bv1R+;R%|PU>{77=){fC%0X{e-%O<&9w?nh-VWSjDRT|&vn3|o6^ zZtinEZM9^w0P*HUAZbn}HvOq#{9O3pzsA#Dwh&@tv0bl}&{b#saKjITN}y0PS(SY! z^CoQCr2YG5O|`qg^U|6~+JnZd92>4EJ{d=*Gp~ug$)2(36*sN|mlyQkbzt7-ihBOi z@yu@@uf&;JV>}Me!LEw^Ac$sSe&LjpEFPA5U2;U?nOkwRMn*5B>D3*b)w%z?4ve+E zyo95~7IuI;qKB=sIeOKm)tzd^h&#QZ1b(SRoUol~_IJue#4+~PbA~^U>&*1KS}Zg> z^=e*cwLcPA_d##mYDuB5a&J&TDU=i-n%1|S2uSU|?*24M(aJ|8hMHnL3%QfTM#yOC zyZ$)9IUaHX?9_B;+xoeeKkbqFuWrV{4woud0OL zP*I7E`$v_f{Ip~n!9C$}DBJQdNjzYK^xQ=qwhB0xWJexkv z-mVM%B(5bw@p5a)mxp~%uBuqCp^YZ}cr+xxb(|W4#aYgNZPocLD%%=9Ju>T#T{+0U z!gwT9TMTo@A}e&esEXQephT9^mKZn@pL4LP+C+yeh)cGc1LNJqPZ0$T_4jZE#+Z&E zy*-G92CU+c8ft4PWE?M;%73Wda`h9f6Ju+1OHA9U7oAQdRg5BdYj44Z5-ONxz@`_? zwpJ)*1WF+sod@;VqOr*dl`+E>4MRnrXUo=eFIwce7?)G3>oM#TdtPtiM4#;B(ZGSX zD64{1GY;p{B3_}4@3eBtCe?@8sm50~`CoE&%`b1IVprMZc{O=UuSQe;_XfKzQz-}I z1F)X)6*YGlLS^}#5AZBcgI)y(`+Xd4M-&}8*qENokxH|)&d%-VJR>*ZBZWfE7$ z@bz5}qy;^yem4?(v_FQzc~3GcuNH|{f$IUG4R}m(>{Dyu{o2ZgT-Shmn_za0x+>IDD4u3CoY@}ShU;CYcXi9Yumo6yyad_r8H~SOO?OSyb;`8kAxQHDH?I-KZLQTyr zKc>~yr9kfuUz2Amw}FEf(1?K+brNl3R8QhC@h{Zh!|M{OZSv(a%4FMQwd7&wrBAuiyngHv(1iMI#!^_|w|Q zx%5o7jdQJeWiEXCvl1?;D}MP_@^EX0MF5H2-13aM6*Zo$XX)KxrkT-PS(g$(y-9cJ zEYM$}pjOa_YgSvCU8T(3di$5R3&V=L-74me#cb#NKPvQoq3u9QfXT%-#}^A^W}M+N zsfk5eQ1MUbuZ$5}4q(F!vo6*w9@y*BMEpoBmme7)yG{kVeUFndgEp$3$(gc<)%F*+ zR4)+PrAg+nRRj|tpxli1o9wG3`+GtlfmQk3to2WQ8@+~-{jG2K}gIsxwwF6r-zgBkb?MB0NW zc_v+5L3dbYn){A1FW?_Fs{eKVrCcatD1o&% zG21W6SLsx}?9f&YXl+3_#c&%Ch$feYyov)liIFZ?}=Ek>G!0?GkIv#(}{e)(fn($=0W%GK~C|2Yu5B6=QzO-!(s zW@fr_@Yl{|(6*9T_xY*~y2Y|Eu-u0L}niZ$%Waj$^{n!jtGOS4*U48C(gJ4~IDz03iu&=F%7!bVO zfvy-s;n8Quzimrr7B2nxsOf#7R^rLQ5pF1^{NT6&J*)=GF)%&~op`b@A%L@*5!0Pv z4^?%e>u9o}U@n#C&1+X)$kxOJ1X8|9L9=w9efl8mc-fRI1Kx*uIxTkuHL{@%`ejr) zgEn(B(R5sbY7S+o&zp#Wm;aKG70GjjlNIs#5vcnl_~SVeRem~o)J2|*q0LAAx9oT)>x^i*OLsKdhWVQx^PyXaO`8H2I4(2`lK+p3Py{j>Hp z3r(s!C1;As6^l&WUZOBoln^qDXrF$$RD1u=4Nax*twAnT_}G>!)i0^&IVM^V76WU>3RR`?WfQT4Kp<6|6^3xOi(yA|988hB3mMPX6PZ zVkT{{a>s{j?#~a06-U=|S!g3n`=LUBW;AE09_M=M8Si)E5FL{tCL7 zXq$b$VErUqlg@VoD21+Q&os*s{0>d~jmucS9SzMG{?4^q%bt8?^fBHc^|-CYxaBta zZp%Nai$U7Tgr6CDDbSG+aAxXTH1_!u^BkdlO-VPqZtqerZfa}xJ%Qmd>sYJZV7NUK z!ZFuuJc2U({C9y<1#{xwESek*Jt)3wjjaZs>NU8?!yk3l>?hPYdN`ayB_sAH1HJ(s9F!pH2 z7_uR*jep+qAZ$VaYIUo+vNBFLt~^;nU^w)ZQ&ohsKqAXcR}q_SMeCR?;`w}UAuL-f z4t&}2WS>NA$X#_V_mO-)EeKwz1dMajE6OV6UyZ+)HPgYA=2mj#MYvjsfqv?FXQH-& zAZZvy!;-4bKjX2_I|)7{Y-N3UFJX8i5q$mNXr`HrYO6qmeJafpfBNwTBtu45|1sn1 zbpAR94wvQuoIu2@Zvo(B|6rF)AxyY%z$bW90f86s=2pBejhaA@$Duu&Jarhntvs%- zV6gw5CD+aJ>PiFo<$xR-WAWwT%g`&Ok*el1Iz6#l#LrVh2e@{OS>Q!3?H|xBz`Qc) z~DbRj=f^<%jK<7t(K*-$-=$;^y4Pj|E~jp;><@yzdz=It*JFRDk!!AR9 zT`IZbsU~wG2A1~xjf9J$dPY6j<|EEUUBXpOAdwresI3!3kmVR_mP*$q$H!2cq*F70 zzb}oD_RN|*@fE&zP-8_&b*byRM(eHloSu_w@l+12t<&Xx<}~2z><)%BAg^6q6;sFC z?d8aSRN5;OfYWYvkWI@x?Sam;IRlqqj!UW4#=*r8I)@EhRHW7vlHWfvyW^oDo%8&AMiV;LzEBvC&unto|_C^$OC zoo?o;I(e{-P=m3R#V&B)WsW`R&IxjStms>#L`-GXXnNR#IZ4nmq|wPr@n8Z z=_7sjR`zs*g~*G3y7~!u#cwKCT_aZHeSajMsl9xaKOj!*x2!v3_4SE?yu>WV<|>PF!0=84@YK3Mn@{K>LZmr(clpi zX{O=CTh4lL@K%1)94XA&<~c-bQdfUJBiD^K_lG%;%ajn=@#FXOWA0#gui3lKuf;>b zUdKT-KCi29*IXj3oNB@QPXY<7S5sx6xWaTEd0W=!X%D9PuN1lJJWbd!>Xndby4wL- z*@HcMcbd{956{ZV#>J=8^~!v+FoQVDd&wNi9dav9SkAEaTMNoK73DJc<>q3m-G!dD zYq_g8xOi;XPu#YbtPF}M0Cp7@FL@aG!Ybg<;NdO#4Y?P%I1&R_VHSgjnNMe?oG(J22}}_ zyeIbOsTP<|itOyEo9#EBCWxKt!9Z=}TRYgW+=an|Kd!QAR||XZr&3*1QmX1l$3UCy z?zZEcGB`>=_FtqFV}8ayr5Ow;s`JI8JsNxm&uA98vWzZ$g^fL+l0z0$5UXeOKDtQ# z6fcmxziE;msy=e8e9uD4^ET8(Bjq#lSN2iHQ6&HSK|%NGDb4;@=HLbTnsu|}-W+x- zZ<2b!ft^r$Vk8@w?ka5~-9M@q3>6EX@=FY6WF}LOTtp>mYjevRt+pyyzQtA3?EKR`Z=O-HpY2^_dh#n` zm~`_H_ZNg6ho)AI&8S(+9SRPa)z;*8k2Po)%dB~sMlprn*@CY22K%pC6<<~?uKeY< z5BN_%z+IXDHC$oU*@@ux+n+1_BEt>kv2#+ls~J0_(qY6~ zMc{i--;>=FY6T-o>|Q*ex=6UJV#E9-{ztW9RN zgAh5@)|t~1reDMU^l7iuec63_+}8Soq+enLrzcsS5yO@&bV#&})f+`-L31%60&mU^ zu`VC>CTsU;bwX<~M_i`Whp(P@O6aE(vwbOFC`-DmG8#6ZQ`G8tP@@u&bpJK|=2rlw zc6Pj!=N})*7`sz1k&ZwcUKdQR=~t>_jK0pffmxpNCH$jeb=$YSSDBQWa6$wKDRU>s zze0apvJz&@85DE)Q3}8FY2yc{jz`tkA)SUkY;^koBK}U~kb{I=Vr9G)a*J^JvRvla zom>6v0^`E%q#-ya=;y1Vdd4D+oIkZnlNoekhu|y-gwjx@`z%u_)WdWZWB+Hrwd``4 zu65s&q{s?twPEKSC-SmWI*GiD=#Q`I|k@$kf+E;gTGCTBo7-qXP$i&!=L z=Ote!2qJKWdd2SH+QRw0Sy$Y$&{M?t;Nui#QI;VXay6qzz5He-RQTh9Ni@ARcbIZn zzHxEu3I;`)=vbVOG-hn_ zc7sNFEd<9M{aIVdV24ptoo8N5xh1C_qdv53oi&j2=HxzYgWj{K{T% z>@a?Iv+*rA)#1xF)8>rzYwVHdNqteiWqRQjN$qbN@j(@vcE1&C-{R#iDD2zJQ;& zzh2<_{_)~%?QMDXwI^#^k8$=DW=<97HbIYXn?+Jy#|pBUP;Ux#51BVTYO4LcoP1LB zClY%{$ldJjN@V-W23o>jzB#v)?Xc3*;ov9Xw}nEH2Q4#Iu1-m1hJk*fS;Us3J;8Iw zxtv5Z*g-shg2p&f&f6WKQi|uEDn8`FJ$3Gn65bwEslA{EDI29$hN+n;K zn<+JVm)d!ey(q)WCGW=hEQQ+F3>57=eai*p3^aM4Z`hnrmWoyArIM>`{B^~JVt*97 zmzbweX`s^x5iaOwUO&m;k7VT>HP6dM2MrYDHYUtYAl+LxeK6tVY>F~w${le0Yu|EC ziD3hxb^aELCCEgW`7D5jxwx>(g*m-@B%RxixTIy;j3QsDZ+ ze7YAc}HHcN&9pNsk7Xz-nshe@BK z%egd4h5_t18$m@Osa08aR7y`SO?Lx>+EOZPZ>!4vMUfU>zMxQ*SGpF#37SOwn0zDg z@I$Oq<+uwYqjA_zOZxC4g8J;Sy;dNdFBW=os9n@>4EBJ2^q(zM`oZX*t1dP2^sb^Z z?YY*1Yg}s;;H~I)Lh6x7-kL`IfjQk3^eIUmAkIsVGSEe^DEA79g#v{*%D|0(U~%-(e`Fx@RVp9!z%jV zX>oqL`iM@5!lbM{xT zfmDrTJXaGtJ3ozhouN-DsNig8IwNT<_{HjyvaxCaZvU;f(j{*H&}^Kp!Sprb4YyYh z6JF|S_=fh?e8EcH(%;;Z?cowYCEf0iT*s~92pXBwP0c3ZIwMzWw2?fj-p9Dz*0Ylx z)AL+SMFjJEYM3R)G$|zf2tP>7ZQ==!ONzdpF_Mv_U^9jb+w}9F7BgMloID2fjwi^m zt>a~EuC5MONGe)Do*RF-U5Um8vTy z`O=vrB`}F*>S0il)NWPVU5!AKM^(6^3P7`@sI`ck5O0L) zUm%evp*LV$^QUbF>>jlS2GT#(ZB=zPkH02PX2J@)n3{$<}!jwQZ* zt=!kDx5zlJ33dAg#tu^?N@>d&FL^WsK6rpzd^4mn|4C7Vh%`7;;Jy_W z8lUy^(K9)BfNOCh-?F&6l26)=B+u*~){J*eVv18kw+B z_b=OCt|ub!sB%1R8O=nd8hO5*|Q-qiH$Ucq7AkUzRKf!yyz~dyci~gn}blNC! zBKa!QKdM;)GTiH`XZ`K!f=PtJTtERU%Q<**&hyhy#ZFZ$d@dN?lN?NG{Z0`QI09|% z^n3JpMFD`A?dJ_KI7{YZfDeM4AqCGLxyG(C?;_6>59X0EL{4&^FJ}#q&VR`MM>U5X z2HA(Ucca_#`H~Q?$NNs1?GnBLc*!yS*F<{&z=QkKpQ|uWk^V7@dSef#-Vq(0zKap( zZzCM?wJEG$-<{mKGyjSKA3e6t#Rje?r0==cFy}r3od9b_+&PL6<5{Sf1kW-fTA#WD zn^VkHhrVcv98%LJ6NcNO&s%v};dd$>KQLw}2Vm46-ciZ@T!JIRXa8<4D_}{X0gw5A zDGvTU&JvhpAHFyvLQm2pw~(C{{7o$_iMDZ;YUG$Yc%Y%?K&2;vAkF)i?6}~EQ4X3z zPi$74`0sU95YLQ~Pw)P1LhU+}Sy8Dw4$%Ai`CT@huNAC~lZhF81tI=dSrBJnlpIeFN^-Cu+604@Q0kX3nc95MFJ>6As;DpHKkI&Ed{ZSXZ zR+N2@H0TKNaEIY@_{+TIm!RzuM1a?qyw}1BWNr|lXZMX~Pa=nE&_Uub%UqboKPofj zj`N|h<^#H*+34e)9(PJ*aO1L#47CgA&b%$Ut~(YOn49~Ne5^Lt+*V;fTY!)0i9f&h zMU&hUtQX|J1hl8k0Gs9IIU6|Y#tC6p3OCmxO)R1;FGgXTynW7tX47$VZ$KD$+sRfu zyF85TT-&~AXYRj&zblg3Z<*&63C#BGl#<1k!cpLBL-6+akhOa}pvLDx|GR;VLIpI; zbjIxRyo^D@{^vkbC5gda1qM+5fBut-M+W}|2FU;a z8u<7s<6z2o(&!JH=B+N!2;&`SJ@k>U(i1>UB(*bEr;vRFkZhUUm|3`G(b;bG!H3UZ z6(teozjw9$H+Rd$rIMuLwEV^g{FdUb2atI#pjP#E|K>w}OTfU^GC4pmwEakd;177h zDB@pGxlsWTAk}%$sET#R#<-q;eOJ^IzVT=8qUxxWBzl>*^5ZG<6t}KVdR#7*?&~gT z4mV}Z-de;yi;B=mh_BUkn%OTQBC8i(&pkQ3VOO@`4vPJlC^0-v-YGKw{VDtDGdGU* zN_ALE-|Ar41bC&FbNe4vuA~n*QvbC&Sb71MlwbFdI?V}L4!U+hd#1M~282G?bN+Zn z!6v}Xd6DXx9%mRh*f34I@zDIY#4A478}no;IxSesh2rcZPL)t`psSPn?Cy-YY2VxN zR;`OxvrlTd^BH)z?aeaOpd6W=vJRQ;O3Odq`f4lNYn88h=T^^mLnpbx*faV+tyfK( z;T+2yVm6ZD)Wb;raEhj(}qEq zdU2`uKPu&*6v?(FhtILXm*RAK8H-g!M2`E4DzfH%04OI5Y52Si1byt#ey?d1D)JLj z4r4J)W@`|6rzv&s>t8~FX@w+xAx))dj5BID{D?<&8lgHEvQt2~8vF8LlVheee_JHG zE8lAbie?xZ4W!d_9#4#_8c-ATZH_fXks@mH`o-dtt7!&2{Wu06=os7Ad2rX)cuoHtgyX za^92YGyGG=kXiz~*_*@miSL_)ah~5})tlHd=J^tm+^|j?!`ZV7ox7>92UKouTH>{( z+?eFUV<29Lx$`q0L_fc#vUQr7+uH@bcp&4u|kokB5-!f%Z^*$Pm`-iGhdbU?=N-NPwVoJq zTP|Tj#xbGqCyYLc{#ZDgyqd_ys1OVX+kf=Xi}9iTjavOG9Di7@T;&u#LK0>W-*q|fNR@3xQY8}KszpDelK)9*)05wAId$7w7lILR^rviOOP); z>@Bx=Pu-hK+*%n@+Cd+MmdE&E9*TRgku!_;w5OqN0=VG?-$V9c;oUG zKT2~uE7af>xOR81?^@vV(p@Tt6R}yh*}Ue|D~!85(NT6>D6Gmy1SLO!5PXm-X5V_T z03fR#f!A@XS+~=bGZi&h(l}@J#Fq(z@9u&l<>AS#^EZ2uXFfQx3Y$v@-f}+UdJKvSI8{`OFO4+gsr93gfl|Jt$Z+^ zV&|L0$R^3yE2puMR4SA482)n(2ikp-53lIbY1uLUiJv@G{I#3Rk|%xBQ;J_*uCW_& zvFeHkQMdCQ6B*#vW{CQv&(vBWv+T4%NoYX{K}deimrLthb(b|wsHa~(4r4|ymL=*| zK>PeThmnS64_P=Jq@6a+hU zQz#sHKG}MEU(X3uur<@ZnO{glaX5sh*IgTar>(}-S7!&2CiVybR2UqkJA$nIWA;yO zA|TR(ximUVL}9luT~2kIYBY%O7-Pw*FsfD3GQphycL>(Klf|}%_Toynrv+e6fOENY zJhyFTdAbc^@Rl1jjRTr1KEnAmU@2ODy9G;m2?ikF^ftP>4|z0h*0{5#8gT8XRA0S_ z9AhpdIz;TYWNNY_4FeKhL9OhqZmDX%Rn1*WHLh}*vf4>i1t%#_KlMAKe9ODQPM|n! z;LTMSa|=_%oI`1wE`3cX^Jh&P$s#{4*g5-0^)%EZ;w_pLQo;@_pTy7Ky7|jKMY^wg zTYnc$-NHOUrDAK>x-OCq;Y)UIc2pt&b1NaEcl3-9r|&61S$E^mO2p_~&G2+KmO2Ge z9ZZsP!&>&iOt|*dVm<9-(Rfy^)atyedx{y(PV)DHdbCbv;6TV8AMjQ0c^SuaueUa_ zX%_Z0DN5BfLEGuc(m}e@SL@G_Lnn6NR0^ss!|QU~^YTBAF_vD$_OMWm$ovQPx`~Q9 z>P;Mpbn%LnYFt??d09-b2gX5uG8s}S$)>MPNQoXecdLwf22o$jxzBJr8 z-pY4CLOs`(wV@IZK|Mdh!CK^+sPMNvs2Ex+rYMD3{{a$j1($WN*siQmCW+P4e)UnO zF(z&Y7!xM9GWM@8SrrnR?5?(QD8U^p+ZN5ERYG4Zn>{DdBh3b{nDA)veYTcE6eD(| zzD0r4eTPra4{2$B|A!K&Fq5uUc6=6@qh}{z=k)vLrRb6}t9Pq^N#~sqVlz7VR5@%p z%ls+x^_d`qjoe(>hnvyGJCrxJOGKwc&t5@d%sDfD|KOt>C=b5c`TE`^`KRa?UV1Dn z?Tj>?S>pM&9Ev zaq*0Hg>_L<;+Q6b^>+p{W&s`lM;@)!M`6$&NQc~NfFDV}G7P?g*GEEcFE%INlDYG( z%}kYBjDuwL^Bl(i>S{os-^$&P&UlJO>xZFFO`TC@)W;%;=m?@F0D_uV`E&Twq=qSM z`H+C*U^(2G+GsdtGUl#-EGlueGj@8%{+_goI=)pP6@*wj7;c{6Hy<}w%IsA68Av2N zi>+I9NoM-QXi9z(s+c3JbyLK8`+0G0+Vn&DSDlhEF_KTYt04MI_QN0qX}vk> zT%^L5BxQn3TZcr_-CH|I(wRtLYnRQ?d?1rS1jRl5=g$S=Vzxm>uw1BqmS z@CahZb|`uqt={N`Nd{t(+GMQ4s*r#mtxBwdm1AArBEDyOI=N& z4g`2s#lp-+W%UlMtlXzxqoI(yuMQQ-aIopFlD81}dxZ^Mc;$ngkGbO6#ST0V zKNtT==uL5HFb{S3;SmlcF7NyvYxH9uH(`M}}84$SoRzH#<~?&UrIG-N0GW6LCP1q=N(?3|x` z(Y0C+%v^a?&0nL5*l>@L+-ZZP>KN2{aImH4sv;~~@`X||x8-cXFP!{v%#|U|5i=F% z7)Ib3@yMG0(N~siFfbPHzkFCZJz`wSXU#jfY$V9y2QpMXjok{pC%{g7uyV2wT2X>~ zGzd9LxEL>ExDV>!(uN)7dLV_|Y=p~OA;l_YNn>~Ht-4Iz>!ZPZTgCt+d|MfFD|<&( zj#mWeXby$?IusbhO2L~_{Sjy8Ezijcsl#Xf`P{1wtn2t~mwX|oWCNzhj|PPc>_1!{ z{q=--^8CU=wHTI4j<#xxWQ-VN$H<&&h%oGzJgxeEmI=jbFj}%61+aEVWGBN+^w>_g@zt*dkV?TShOfL zu{URYKTNP=ZA0Y$KG{b9C&4rcsgU5m%+**?!d_u;{iTwv zro399EEWvNBjqE+Gp78sW$O>!%}q*lu_HvXWMvFx2s}dpMI{5-u(XZ^9hMkjac}(r zC<`d9i5U5uad8nd(mHTL8Gf~b>=%lQ?Y!{r>|`!a$1N!MF7m7AksO?)}J6ITZwP7#5R8jcSW=WZ(4y z4lFQiO_#@X-kiQM76-;U?EB?I#2<=yDa*gmuRfQ>wyG`JspSo5eva$D9Hxny{i`ed zDW3=)Z!2Nqs7H_=Qa!(1{+4p5$F=J1Wu4}D^NR{FKbD9)nfLn32C4(j)(i0T=W}fW z?s1e)2@g)jEhn%N)=N}dHiyyk;Th7{(kj@0306TwKvsvs}jnF%T`-|0I8KZCO(y!2c z%aCUnoGZ_EJ0OP5R4`_rEju!5Pz$DF2$z{H7^C){C0t zRnw}}2}qBhj$pJgpcBgP8;06v#Q8^83&*2|%oUIf$AjkuM$Q4#p|I-&=@T8Y!(JFx z^B!NtDIA+rGgH8iE@ktBv9sRHa2B0?|G}~{R4r?anGe=e7luM7yKl9pM+MB03ht!7 zpW^b*D=xLQp)=ylA7}uaH`ACV&-W^tzvx;c7=VXy1w^>|F*h?SPv%MLv*w8Aur(c^ zj{o=+{42DMm}5(kK*)DrE;s?Nc6uO6qm*KQ*~WJ^yUc&{Z_?>q$oHJwTI|heqVVQ0 zUHIfT!E;AJ)qjA&<21jo=Ha2>ySJ5ayneTuK>{;o4DaKm^X|B9Ql(~+xV{3=BGoO!hUuRwN!3loCkjI=a)*!%d zoL8Y>#ITuaNSza8mR8fyI4bl#td2ot=?0%S&58eOEBY*}G#e(pQi+QOv|-;drE<9o z5qQD28$gUb@^{mcrlOneLXYww)Nn;Ri9@~gA)i8ZlfwrP6iGm-d>@emuizq`YH!rY z82^fH6u83ne)X4(_?W%AZqJWEGI&p5=|`Ozuyj9%nBmX-zn6TulM~`tHfPfC>a$&t z3&s-n4Cuj~Ed5FUiPpscv!4wOo!9CU5`{gc2dAHI{j zG^|zWW+h^H3w1L|(WJ1@qWnYHFQ6SFV(a(bZxY&8pEB#h$`!P!{^32(X5RW8`Z|kT zWXk-@!h*rt;|&i3AEJr=P9+|A|3qwGTej?{UWizyqvs+CBqJ9v^CT&`D;T+OJ${LD z;iQXI$@ZD%u#}g>X)o?D6WTg$y1!m&YQ&K!{wo`l8o!Ly*0h8Mc7aJtuiwfKG+RY+ zG@AGNl&vKMW-Sc_eFeUjOmBTO_P*Fq3LomJAjWPfemIR?uS$*E%(rvU*Sz?i#Daq! zIoE8xFo76XZKqXnmL$1{91bBt7lmcUAT58qo(^L|L$NRG-nzpi0;R7XO=b~evLF@@ zY;N;H;4NpQrdd&iFoC`ArWhTMo9cD?xI#G~8vJw~pMKl=?E-5X9E@-(C5HriqW|9TJN^c; z`Isv4BP7wr(Demd@>6g4?TQ&6P)n7<>qIzZIYT?EMsk4xM)A!^x{@Fv>EWec^r5Th zi4g0g{stb&o5$d%Qoh0f;DL_+^>I^`zm_bGpksy)L4R{HOd_|dMM7sCf`=*|lF{D$ zxJoS9-TxCDU~XL3h&T&axQK}Uu{B??N+le72QeKKi)uRTn#<-g*HfrV45urX5VscT z*`2?b@C#r#D`W^sFM7<+h$Y>=|9^qt>3b>vQnYEGnsYFt(}_pz;p26f!gYOHS$RK> z#Bbp0X&y3{mtbxE55aZN>?73oYV@7yoyXfypapGC<^$J#Xf%iA#QiyRM$+`nr zXn0}-4K7upD@Y5YO){w;4h;+ez|3a6p+2cfBIla*pJ%txJ@uI`uV!{&qKv<2&gVgELr7iPJ>)`%*ZkFU&Js)SfXCU>fJI)7JA3Vk;FQu$)im*r725eF23W2*u5 zp(k)e!ZX2hcu7sGxjsSU^}D+!8eE!HInvHFStWZsM!3@+PTRSPc&h_GB_w_~(cJ8^ z$Lck#?jKpGmWh3xN8?+gfN|MfGXct)C#BDn)>koCyXSvq(^X8ZVeCnu5{S_iNmgXs zrSLulkvsZ_TJzku2E2~`7?YJ!u;K!%7Ur2pIW1r6O^kiIL1%E1}$j;FEBOU)x3k000v&69d)(Q{ zbz*_Xz4sx+DSzpD1Q;_|JyG5tb-Ba%(2f~xgY`Ik26K~z^~NmX;J zzkIK+cVWL*v{%sppwG$UpuJR`p)Z-UQ+86{bdxR~>zK$~uTsc#*e5fu42Uk-Rag&A zw3oHHbZSKun7|QNMl42o1&O@D3IMoxQ{uU_<=sK>a#U(d@wIvAqzs;#D-*Ip8C_2f zKjmF|fp-XZ>IJGMFzy7`&jU9h7d!;<13265^4Td>uk!#_J8=n7AM-IiRm(3E1;OlY z6iGayHiRGZODT~yJ*vt!2kk8G1BY-w(_vwjk;Kx-_~)iw!QL;fG=q8`bE{fnEUdyq zF`up}^_{g32&Q?f4tip4mnWTRK=VnF@RFTb`^5(#hm3KMfStbZ>yyRb z)o5YaKAlGiSF2ux^)I;Is7F|k2fyE>Vjtig_xZh_boK;FjT|;r>+icoI*hgG7c1P+ za60g)%4UzYF=AhN;|gO9vP_)6!J3kDPZKP9h(Zr8O*(fAKFxeaeg@mwMZ;Ggcqj6+ zZGb+-?p}b$F`xhTYiGBmoxXeeR)1Z#lq%z8QVL&V!Nx97XIxL{WWD5s`?!WXU;U%3x*T4T5IF@QwY$dOh(>2QHoVYi~O$zLdGR3@313d{293C1Q{O zR*t>!Myo}Hk= zi$L9VY?T{dno2WC?^3T)rvKYeS0{Ot7b>kOdhtd^u){@BHOQZimGgR^ug9GJYk7i1 ztHkP>?`PBtYD}7MdpjyguSEYCWf~PdHy!GAMIg<@X&l^HS!6TjeXKn@$sJVXngYo7 z-asqID#yU&4^x!Y!F!j#7M9Q68Z7jQLym&omOFkHa}D0AJ#JJv^Ef?u&5#q8*u9x9 znlbYNBiWfliMGr_@x?wSZ|{G(^aK-RQTf#Xxb2ISEB_X%h_U+2h&=PsBI3QyPtu7s z6KBO*W^{2cVf{6n!Ssq$_CH^Emo6>Ac(=bg6J9#D&0pxdRh7Rg`x+c=cY>Iz1zL59 z*6dGi)$&PZan>D-GDX*SX=vFWl4G~GPy}Lx?c7qO!$^S5wiw`?&09;q`V|r<-3dE0 z_21puO~VJZR-CiiS@Ec9)Kx#_kdsA$YHhNm{sd6vf%cAErZyHC@BMZ?`-+q(In^LJ zNMv-la%od`=GT@I>vv{qqP3M?z&tBoDO9NAH;0Dq=3o@7H}6_}Zte!kvS0WPqT5j3 zF)R3MAJi`731evzCsA2%3%@~Xx(`z`9H-|RSMiB=KY)R2k_PXB}HAncwM_yf);HJ#^&iQmSF$JS@n_^6^ zjxB+;w|!V}RKQR(6eyWy|LpRXNk(-es!bq<*3vJ`>`Ik3sx)J<2gkpE2uf^7G`EZe z)M&S2B-y>#Y(I+;j=Wx?2`tn2bqCF@QGq5rNxmyaE#=V1a8OU&&-5!Q{A?EFA0Cst?-SrG)eG z7^ii)ISV&PXpyXCu?e`L&5q+kVAv8N$WgtnAk4vb_> z0(?L)(ClGNx^)Y z9eg3T>MnH7MWSX@GKNyLCC?0vgs+4ez82A=;IhelEDIiXEjMyHGuWEH;PqzK45^0yW)k) zMH*0U_wmj*BV3bzrs)xzd_t25dhq|GPd8b(JUy}Sk>Q}C+lboYEd z^^^A~MvSQIQb7wBS6BhOu)6L~`dN=1G~L83_G{cbJwe5qtFpz03w}6i!bR!M4bQhc ztbCD2J6nSYX4eI>L)UcXUu4xPAJR-{@p5$8yox1bGEywPDo<@|&~!1p5HRF#*&pbU z)4dT2T@4U+V1gQgYWsbJ@OtZ{_AM$p>T&L-=SaU{f(If2yZL~<`<|Qf>zwT$y8qDz z+wWK8Z&v54gRuj@>`&G@0#+Nvw$cdZka1Nbr%V=%b_;8E)rqaNR+k`=j8yM?XHWhE zc4As7W!W-vY6n0t-#7oJg|_ejyg4nP4`D!>qsAtlM7K&z*jZ9oufwZ6#uo+T@Z|4CoA>>re%z(H*bHkCQqy!_E{E>y_^#r+L2;!$D#aM-_zK* z&b6bo!kh${+MWUR6lh+}Gf}|PpM(T(OB8+P@~ux#PQNYw*Udv?L#R1l<35Hs>QkuoJF$wcX}vEO;8g zY=1XWTL=QNkK5T2cxIK{WCoT$=3F`Eg9eBf8oXJ1zxqa2R(fNm2z|phU)yFJlAU)R;KB;8R^?k{g-I5(3Xw zBsQL>nQ&~R(d#rYN?iSujK^k?0QBlG|KDDbRVZJBp#zaY*G^r+;>qft?0Z=Cb0 zJTeDDbUITGNordjrT)=d=1Pf$mfoGkO8WYcj`oiKD*x*(vndWu~S-I?C90 zG=DUwP^h08u>Cleltc~Mj)1|bkP8OSfq99|my7a&kn?p=&zr6$;7Pd3Nd`PIq$Xr}DMA1Ie)3tc3p zTqV4kmVX}?7+Sc`5)B86^!SeQzslzY$%v^Wm(#=DdG4$$GcczNI&u^*8a|7vY3C_( zFvT1EJpi`$iXo@d@q&<021*nkh42gfgLb%{&-*y-tp8n7=5HbODzV5h)WXgT=L75a zT4@>}&T8#t3d&#!fX7v%p;QU?6qF#BcTHOV% zR~gIY4YU5W>6zCU^VxA4U0tV`h{E1JTWL!h1yN#=E#7gp`K+n-TwMO*DSUihV)f?* zC#BVWIC;dci+uCx7z*<~Fp=ZN9nwM6bkw)yN@Xj_T@-Oe5hSv=U(BZi#(FXky&3|a zLv_C)4(%XsJ6`0RNC5PvqzI=&_$N~Fs@l$eIA_~tcmZ!cNO*6b23;~ivc>jPd?CQLLHEhP~cFd8Rhk4&|nIe!d|Hzu6fA3l*@5GUV{c;UAHdDGHpMZBr#>X2bORbh< z2b;#tKOifOP)pc7GlGj5IbR{X6QIMW{qn_%#HYzOX^?EEOn6O}Y(ril4=^U77@_$F ztEfR$)$;WfSLU!Dri zZZ@}4gMRwAR+b%&yfaymP^Vwz;Lpy9=jbL*kaHY7qWDUz4;5!9n zsYW(uU-sMLcV|`4A;$dfUra=h;vV*St~#_)LR3%#!a*naw<_Ylr@h_xtzbu_>#}VZ zHrA_!tI*Rhz5ZhdVS*>7RWn)|+rS}>%e&c{s zjmI8#cGD-BmH+Kr#UY^d9T^aMoLok_>&Yi*VG!}b|B9-sfGytJ8*%~i743Pr@mTla zrinNSsivyD9RI#cb+mDl%#)b}`3@e$G>VS)aFq((e`&(_Ubhy)HQLeBLx@g>faaHW z_p48-ak_e=Oz=;R=_X^hcTQv{)bEc<_c_ zG$ceZI8syN7?7zcnwI#TqTZNTC=j(lTbPVLbFZn==RQxfx*y$5(#HtDkpfCQKvhwG z=lNd~NA}mVybeG75a(ydgAq~fUdly!qcX<;gBUdWI|!|Kk%f2$ZsihOGC*sw{tSRO zUe-Brp=bKpv={ImB?K%?<9gG?iQu(%I2Y7Bd;Ap!xhpiDAdC2TY5 zG49)gC$XHA$krw+C%#|eJT8U&Ni!2y>S*k> zj(?&ej{N{rewfa{{P(M977vCQJ@*wm`F#S<2HJi87}m@zqIl(bL?FIZfjUwPRW?QpOO6!=t7mV` zrc~+F(_dPmrI*sG%lt++cBeYv^KFK3V*rvdf*iqHF^DBQ^S0ib(QbO@;jahyo=I~} z$Z~Ayxm(!@XFr4%39(|}hoJc%1M{isJ)g%<;Wg1wPcMSBp3auE1CF`yu;GddT{nrL^N8GKU$~AC8E{k%jzS%qMy)f z>iRN+u&ywkphtylF3+gfcb2q%C_EBNpWiCkX1J04kF3${6NK66DJk=^xMHfw4}Zrm z@s0R;T{)0d??b~cd((QWv4))V{yi!8Z~I@26J<^bFeRm@J}1m4w_J_*!vUTubVZqk6(o5IHvh z)KoW=cN9nISOW5_J6X^poYfX)Uj(hphQIg4unFR#RxVFto{M`D%q-4dlA`O1=T|t0 zHZ$y_K!cP1A6L%`K1M&FBfviDLU-fZOnJGPcWnDh`l%W0J?fHE(xMu{5|=E)a!fG} zOp(nm`^4fG$0}1B^!;vcg4QkvaEM1RHNAC!)XiDLYU_BPw#SPqGO5f}u`f-LRHCsb z6-^SPiziu;T!^ao729={hLWTW@H3SF%3GYZ>CV<*wB~82q8$9zy^HQn%?QmsfXs7B z>Yu&Sk6pt({u!P=u&t_ir#(P-jjqDHNkQ8GLhVOu)Al)MY+M^x!F{3jL~ZxXp^Ovp z`s0_t%)s_C>b&oG(#loo7`QJ||BJa{6!`Luf5*7#slOeG1mivtYS zzWyT<4(aIv1WskP2~I2N6Q!Q)(CI?im!niMpu(lqA3ti|ZgDfTUZ&>pejh{hxXof4 zB}rV7gfzvm##ZtV*+CMOw_nd~J$g?Da~qgxX1~XKLK+~i!)4y2K1e$tgU{|_YWKWU z$?_}#7YpEE$>0P1RHC)Rt*Nb3=;d<1X{1XCWO`rQ^xtd$`&%Ez9l+2IlyIQmE2^UM>y26g=>i^4Zh8*sbc#z-ql{pUPds z4eVNOGcesB1Z9bF2M(PFZ4L;YZoVFq7JGl)cv9;6_NOGlFRVd;wb0Jd{@{<$4;lZ+ z0MO8-I<396rrsDVqD8t&B)qY}dw5&uyC?+FR}=aIbiJ8v`BdATE~`(8OG{3>`}BsD z1AioeN&CiW_kt&eO6ij;_@~;V@R(?`z4vB}l48PaKIW3q>#xY)ut#Yhok3M+B5+@3 z(VOA0e`IChma291j4pR6!*(B$fOQeWN!xtcYoz@kt#Z?_`CPq#D;wGqqwJ=D(>_%F&I>2sYsz&h=AQy&zt*OJmXKzs19;^Kc~_DNT` zGy*E6=@mfW|8!Rjc6HI-zZ0MQ+&Zk9wIk}ddo*{F@pb!|H3I{%y`w)(zY<&tVe*7b zm4U_Mf;-;#x;glJ$ma5pmsi5^#O3dqgMS%!fa)poiCK&M6DvLyZ=*-xdtzY&8)-hn ze@=*#Yn3-3U*h+OJmPSeG(UM|7jV!`Am@J@4vF8tXF*MD^WOp9a&6@>zXw9mSFfo5 zPWBWsZq0sSOo5rAR=5_#co9CPH>?p8|G z{m6)+NiG@}!&oM{_G9*5ySB6n25*x;{kzaw-xKF#bjhA>cy9#cX(dA~>(tk-b7>_a zK{Dze8BlYPTXabN3i+Kx*HVWWHuK25nps<{cvxxgYd_SK(;5(^@(3Vv!B*~9V@=jJ z9>Ku}X~l34D@V(g1=bHVDmF?YF=p;_>My;uYfPQQ=#;qsg)gP^*IvfQ6c3j=jlzUKf7L%Ya*+Q=Ch#qY^dp>UcBpDe z@4AHvjf&(FY8|mt+zqFz8TkV3XOy*IWt6@(lX$io#@IF^tN*0q^<~SH|DL749s6?^ z>>+R-1OQ*hU9^Gp7qLz$+PM!wW;Scc=efbkV>~Jf0jw2>Q3J}(EWz8F{Y~ZlEfzdK z11J&ifh0j=g9q6on=vScrM?Rs_LSLtpw~O}C;mHQZ zQIFQ(n%r!oB`fp2>=)h&bgdS;EMXZ{QT8Y4?3vL6W+r{T-e{RH0q48;85~RaHyp4{ zTq^O4t*=t$X$^6%Fb(+HZ`wqL^rLetR^GwSXigmyw%c`1#%%_ImOaA_yR|T!yP$Qc zhN;p|22`87m}qv1&GRaj%O3SL;29_VS~VGbhAvRi&r%+hM*_UG!b?3w0sYHVDai8L z<3z(J?Rg#Y$HQ#8^YjWV&t5&Q>zElHzm;|>+2q!BkRcpB?Q{?DsJ=UjVsPYP89n{# z&|myKJVo|8$>a2RrMtsHAy_xZ8z_>R4S4K7N=QJTW?RkaQtxvxRtuBw`$~U2wa&1g zTGFwx7=q0hoTE!_tMd3L+E`OqKC!X7`u@En$JOdOCI5PEK$3UL{Dk|_K){if!C!U( z<$-?70^1mmn@@RlzD?GmxRR(8DVDbOT=#7gdp2w_^`zMIpz?jZU9U^-(6r-BDXr7G z!ZAl9OludjZ0l`u*D{R7o-Gq16#LCUs@Qrf3}n{0ah&G4;MfMN3YKX~rNW#W{t>+X z0UsWLNx&dx5l&ge%i#VVxWgVH40HUC3{bc2Sz+&BmP7lc0|&>6AiokIRszjbEAgC% zFNz5wWg!+~7l~J2<3T7Zz?6aSeS8UDJwK87QuJ}7A-^iQ%NGsyI}Z;@lF5nVY?Ng* z`zSTOO>H;R@)^<~oks}5UHzG=TFR`r!6TgWc~O_xKQ;Q_t6z4q>q-9NH8ELBg%qhb z7FJeG-CJ+m%(-iA?n_rPv1_*P`3+z8%x8@8Q_UdLeJSu4(UFloZ4Zp+=6Y7-Y`wtLg0f>)oDiWwkc)(`XZ6`E7{iq)>ZSdJJ_iX3+MTmebO_xKItp z^cxPzI8G8TXbtO-A1CPId0n~q@-eun07g|OUJS}+FgeNpon`Gx$u#p#lj&WDn*Pq{ zCeD>{$j5;dFd&CcNKb)(UUR=Mte-q7P!K-twG~ThIIfe7aJ4NDmhGM;BrU#7wIsYu zCPWfY(njXiPz7GMr>h)wpgoym{LF^^{Y~c4*^Gq!9iy!3zny|h@5fY!!q+8WP9rR& zA1Bv?HUq_&w8CgdD{E%?>Nm~;V~?J&g#tCVftOiJRRr%)*0rDJZ4EJIfo0Ir`7U1nE+{ ztb^SuSV36(4OOqy%Hh5zO=DJR>*yH{w)+wlwPI^lMdp>+F0d};c*)WC8;j!}oh}^G zm1=c3LvDEe`Elkc8aFcELdPwx>r#@f`D|(&(Nna=bFb&Oa0suR@$<|AnmQHScqzXN zi!)X1j6UHJ9JzPaR3377u|MydTS2J@aR*eQv+Eo%P4QuAyf)3p3cj-~T6=S+K3TV= zRzjqvE=Nl>*g^V!(7UI_OhxR3mG)^OpSQ}8R=ck z^OSVXSdeTGXsb9$@Ft2sk>&A7&v!Z4Q5AUoAK7=8tUz~DDdh^Po>t!*ab-WnagP;CA{XiFe%*X zvZ3u*OXRF&PFmO!*u{)I0s4YY%Zlz@rW~|RF+g6!p_aghO4=SLho8 z%NZaUGx{;A&B-+J_UTgjemZLH<>rm7G$1cqp5&l3)oZI~b($h%q>TQUAW>CcYEY4b z?yVmk)|hq6NKbLX{DKJ)X!6s^+DBQWFQ^?m-ybeWkKguTM$oDx@B}Z74=m(ivL$*S3DU4dDe#^~Jn61>W-0&LL$Lv~R_j^Ievxs`fQ8YFG z2hvTouYyEi)?C=!ocEhVUSCRyX2!jNkXdQnP zaxT7JgHDzwP@)Ep$Yq2~HB?0U5F~Vp>lKacjBCrCO^o*>t!Pzz%+QWFp4>RL&bEV5 zv?+w*QlxYZo%?#-bo8;SpF~(xiEos0xar7esOD_uC#ZJwXHv+!LHSaHby-7OulMd` zo)l?*3PbKXEf$|YgobaN&sWyB{V-lcTcN=Wysgux3S@{Ebr$k>XWObgQn-|@3&#h) zpprml1AxYK_d>r__ekY-s6{G-FffK`+3UP6&IuhnI6uJ^f63x86BkL^7iyF^FyP+u zWOO!j%Nwn;#c$w4`(m!FuK3d#)h)Nw4#Hz1!7%J@1bctd!}eRo ziAANztx5=+Fav3R1`|IF&|DQJ7tUrHYbsMqTf%Q@%6c}-2-|Yy*_h2hzB&FSeN$V0 z?V4o5alV}`_!|s90CJnhnxrGW-qMohcSt9siY-k1-&wL(rE=|1{VyuPR)KNkzPyGX zhfUIO1M7oCHX)2@l|dP=dknAItEhL%QW3WNKKem5#DUCtgr~!FS}D3^Hc!G{*oi;f zuanEPjY;oTe~eEhXbe!?lz6v(rAdGCj=WYauN1U~Tjc!>vzi-l0~h|sVf?+D=;x_e zXLDo?t*qfPSZoU0sSVAxnkXIZWXy7Fjbb=kS}HdH*tw=j8iSqsQ(QdY&Yij9(Is7u z=!)==0^mEY;f(e}su>{MXJbM&jJ*mbs@l`~>t^G$l$rBrC5oeS_P>_*-gmws^Gv0% zf=nHp_){&n#QHZ{hQ+Y`H_5Vv_qClI4G^)q)#Y}YZdQ!c9sa#x+$i^(La}KaI z331oDQQ`!gtMYj3uD1N*bUmwoWL`4^$8X||i*)X3?K{?)O|+bgGReQbdAucYGiNK5 zjRHrF{#h0N^y&}OlDygt?CJ4lgxho{v*c;w{2E$rXA869XwB&#_|@YT^ux3B=s5$X zIvO@h%EX#^h?LHsvyIE(^c4UBOiCkHh#&w?i&qVH8a zQ_ob9587^jD|I{jK2?z`Uic?kg2OZ@&gEnP1lV&we4BeBw1+G%fPWjf{VufNE*-Ko zjI3=91pr6Z;pyjN!m+&l?-_Fh#KrmBWrT&HqiB=|ak;QCmb4(h$4y^;d(SCx0Owfn z>cwn|7bGEj78O4{uk@T=2<-2m=SV{?TPVc3uwUOaDC$QV{#27&Hwu z+O6}-ePd14ch+Z5yo8NfWG!_)jmKFYb5`f!En(^%Z10;z7wccgrUN)WNMVoUgj2vu z7v!xU3MTXL#$TyCI47K3;Wt_eS*PnP=lPo+fdaZ)FajXKRc zgj4s0*AXfgX;h4U`1FNwwU1qmY95jSe;HrRmHMU3{|)$|jK386J7 z+xKXynOjSiU)4HQl9sT0@q{w}wf7!~JYakA>^^D1d~#5U2zm@3 z-a+v9{mQjc5Q?=K%~as(8Q)AV@?;64@9z}YxokddL?x_>*RdXNkZz>wP<9<&?V0b5 zx2=C(!@pP@`ZRHDdg~)cFryGpO!f}{<1}@?TxT!G0H1|b6i%1(O6-ZqjL{z=$ zu&;;JLW;AIc+a5hqzDC;aZP#!%WQwib{Zfi8vAHDo0r`FMA8M0n7J&i(ZcQQ{kkcSEA0%^*UBf$L%ty_> zjUm*sv0Z-m+%Gyv!rXgzUc)5R>vXdFB%|1mNx>Jb54GoB->s?trF4iq3$KM{J*8g{ zk7gcJ)vNjuEz!}SVBiF8F-{*5%qiJJB(v~q$3y{fahG1SODif$=RqI%<9mZ&xD)LV=XNg_B)+ktfBO&8BEZ+g81hQLfrMf)?bIJ=I%2MMt#C&c2dMuQ&gHQ)G!&{Gzc54+mn_yf$uBl=RCOm@{FIv() zh2)B_bq^5cL4^_csVlJ@^iIR|@c=2qW?}ZmQXm7)KE-OIIvKvINBD4d!kbxE^tqCj z&J+FMV6{w8E|zmfzYkS^*>^eXyE3dCuumpy3aC_{WrkrMW#n74si)nvwB{OffEq_R z?cMhx}?X;sQJ`NX_l_7uI`Nb?i0N0k6B;j+z0=)#desRPJx#5u}s{LGgl`gcrp7LF@w zp~;7tBHp+X+PQ?sZd^>;=@@4{7&sJXA?JQJ<7)g0Qkg#T6YdZKHgZb3kkn}lGnR)I z>-{_jKpGpQQGdZ^+Rdw0|FQlp#3fye?=^jy*^&vGaI?wPNPZwm4~1bq3fq{eAy4N{ zSB8$hkF70AjIL_!ou41#4lh;bu~gQA^J!<{Hn&5>R6GZ|&DeODy2Q};o$OMmYso+} z|HwK{3mzrC^g6!emf`KJ%D2+nDzZ6RP)^A(W159ySw1F ziTi}_v>+4)p9?kOBab=1Lw=!b!3B)|7K*@9Co62gFh2tt`If2K&0a4;+jmimiXCj~ zKtHgq+K{8GkE?5mL@~}4UOe9>C_#Wx-jO}l&o1=8%#^WXYc&!IaA zCCIIOU&@S7)zaF_KI=vF*1T0WT2*}L_{Y6qsLmVeY>$i}?P(K%a^12`x9DqYP2N)A zIo{=0pQl6n`M9E}CsNyw@vSg1jjzELs)1EC$qzV^3ut@wr|Z8Yareg@j?e=$*oa`H zi+{G+BUtyl@cQ*T(09+={`>%t%8A$-G`gTXgBjgf5 zEe;D#QXt2?QE1a_Ue&n1uB*R~G9Ef9l_XSg z!W7y`3!gfRm{A6^!DmUx+jRojXTi#^JBnN=+3>9XRdjV^UcGW`-R;P8!bLq9&3&N3 z`;Ke$QNyvq<%TfxBQiqxoQ*a)^GlGeE?;?p1QTRw(-=IBDopklfA1 zckO?$!od9IVOq3TJ0%%-mSkF!gYHmvdHqt*)Xq9eY@(5?k@#xtc@{K@>SrO|5AMme zz4%s;*awzp&QOO>qEj=&SFR<=$?9s!{0s{QXAn!E)bkiPitQAm(90Bb_}^`T_AAZr zcQDT4KB4EH2EPE_Cz;te9L6$)_hy!nXid`M(BUxwgd~(pvXW_te=rz@Ur!A6bIAA78DM zA)JkcfRRUS?ar#bz>CPzXw4`7BYO!H)YdXHqUALimNYaBn|I0;&! zO-?QzdTR4D<3|RJ44~or!UvboPNT<|0)UT&KhC5dQ2Gg9*yVy)U<2vudKNS=RkuqT zR+rhXr^r=|aBFFaSK#C(JbVYcqv@+w}C67 zKg%6#Em(2@q#mf9oY(?OY;y#hevq-k!IWs(7hQYp!(JKDVV>8Mu(%W0FwXw9-`}9`^yh59nqcU-x5@NuBGGredSfQKe@;C8dWl+Aypv-q^kd!E zrjC2b>;xh2-@zG7D+8cEYPio@2Pf+|IaEVE_ch-b{YYPRGEX}D37V5A>iWyh4vriJ z?0mq=b5$LVlxrt|Du_E^3eXDh($DYy(a#3+1GmTItOnXsr3cpVML_{Jruir11@w^h zEi8^0&Y$+hs(VxR2w-h4o709wO7B2Uy-tsDf(F!>F>TB)N6juhWm-y z3fqSp)COo-QyEePMv4>Cc?W79Ja+dmg|2=}a3u8$3WK!SXB53a^WPuTsPhU-a8v^$0CDTNt&4eT;q@Vxcz^(mwYRd8m>!yyt}@QxSmBv7fEqBX zV@AbyrN=f1ER$mL|49$w^<(N6a{sy15C#TwB+gyj6UuX$ymYPEo;FPG)Equ_vMvpZ zL0$M9|83u&x{;U9u?4@~ZLwLmr4I;IwEjA}9mt#Q=Cuk?8$BiBTyRpV-x5AH!ly7P zSLWUUA@aqapBqLDMd{cUIZr4i;=btZyig)_{@v4mrW94=sA%be$DT{{uPY=BvCs_W zNHK+=CxsTjuxpG$L5@hDGyQloY#LL@Cty5kGfw1@s70i-C47{TW$Q<->Rw&slJpcL z0B4`~yPSmo)H!_WG}tY1BmTU{yn75|>{{GmK>LeIeAD&q&HK)NjpJg@ey9%1#v%3U zbn4t4jJst@uNf&)Is2-6OYvJ5JZr!trx-z~b(BTvZA~)#X{IgEuQQz93H3xL<*~A0 z(zYNc7F93Qe|ecj=`ox&y=A%8WXMwcn!2f=Qb<@RI0X&ki7ZP5)g>K02G0>zr`%ub z1ejaeGy@={Rp5NPkun26(J`L*9bp*mGkDvOgWrB#g3fhJFxIT)-1XuOc_LrXg8DVR zi}|(`ijhB3{--V!pgRXU2rm7`JWl_kH3;4V!Nr52=LlU#Ho#trWvpAVGT#BWi@OX4 za0CKlP@nx44LN@ukl-NjL=!hKaTBAG2j?Il#cIATaJIdMPC|j35yHbWwv=$e$ z5}fm;KkFNqKixE!^5`$wBDP`zz9#W85iLKG?wlbHf^PY$etHNobM>4kS^kjdcD=fs zS?ONNMCF2M7U^R5_vck3s^nG)%=S~bha(}Z(m@9MO%jMB@TjyrnMy;1R@7t!aB&(3 z{ozg(E{KXYU=x)Z_6?5m3kY2w{or1pd5sq|MR8i(C_D0-4t}js{AlA0?qQOWFDunL zF%6w5&6(o~~aRVvtz}^N`cI*{&pKc}pkI|3vW~?^1fNbdWHl z{1EKHygR#NQ88GAmu=$@+5s~RJHGlI9a*JapIk2jOVn->ww)7qL4R%G2#ZK6Br&x4 zKkQZYwPf7V;n*OdOoedHbd%~zIN^E=4b+vADFj#Yh*gVzyDZw$%9yqK8@J`v6f%5v z>Y!;7`4oC}c95sbKC$lHCN7ZV_^vBc&XdyV8c=^O9I5&@jedE2C9$PExQ;>Q1zGSg zj3qw92G2kSD*Z?1%Q2IsDr5$V5sm)}xH$|;E_UJ~X-Q5ci{U1dMK3|NZTK;B^M@9+ zKzk6Yz^j`=ZYL^u;PWLC$oF_<{syXGF$`_J4 z>;%f&-Bb>q3cTg4E%|$V#QgmbUPHNb>8pxJ{3>LjFkU))A>)(;&Rau|CqziHhwlu~ zL&gyyUkYH3wNA#E&X#OQJ=ojNs0+whjBu+LV|JbxB9H zJW`ZqVf0mja8K;wdy4dFT#0sbcD!RwJ2K?T|Eo?|$LTB2BFm9bn>2`C00u;po|dj0 z9SXPs)BkO>GBflvkd%;R)?o?Q6p^?|E*8MaK4bkcox>lcw!m0v?0_E_H2p6qdNP2# zA-(Qp{1VBr_hqmZN*QIz=G2kHFVxRBIHuTmjjs@|r$}*lc6wotLX21}5CMy8RgtJK z&>+2<`+z336$$C7w-uVTnB}Z9V$CqBazhVq2q$dTlKY&2*Hs5tuDwcNcty=<41Za@ zz06XoL(6CX6P>T-RDv`UUb%R~E8+PPddT-I3zi+3DHZ*6{kFP^dMYnL<7d+0UR7tj zmID%ty=f(wXOa}tf<)vkfJGf@l;T?t}f7H?(SJb|z zL|z{xZfT;tv8v9l$TXKRYAE*!IhR31ENNu*cn;siD-MiOs!KcuiG-OuT)M_C6yt3f z=iE0CV_jSNw3c(D3Uts67ech(ynDk69ctF#PbR@RHW1oV;B#HagDG8D9QX+%cGqoXSppLcayqnQTyx{39vD&foT z9W-@3Q3TOy#fdQfBKpVwm-+%tO$K&qf{dv7#ujlJI?r8_{g|YHv4Ztm>-HJkN zGPeI1el)&q;kQ}c-$w4e{U;Ph1xFGx{;eFn1Rl$T!mx4(^(h?@C4Dq{oetGg_o4Y6 z6)oT&rZIo}FK?6q4nx}!1x$TFf*x-6ifWd}GwIT%OW=GEwgzrC2@~1!t!u$r-^k!{ zfZIJ~GcmVNIu$np$DRD$>`d2iTm-W`M};1mV|jowa__g*Q2atg+p zJ@Vs|oJqL=7M<%H6DA%+l2QUFBkWE-Q>{g8FkoM+k3cqDd{M|Xfa0pu5N=pRL1) zdC{ZXHVjD_ki^bBMN}R9-Ask)a|81-0UKo@rUTN)Aj}DSpz5WuBk{wsdv^G%AOJ47 zW!~OK4attfQKUhd$d;#ztRbQuPxfkAJR;Z^9b8uZ8o_0J6ad)>{tVe|uLG?#ur+F( z7b{M^8&A^%zpw@cNFaiYVT(uA+O|0}s+locnPRcE_J>LOi6ndZ|ETJt-*aXTN>O?2 zV^1QhTjbAWbzYL&at3NZt4p`OXFpuh4ar&4OJxaiXL%5KlZlMbi77dZQteL$w*YVy z`e>^WYdea6M4kvU(hTvn#Bg9Tc%Yk+J5nMZdEvlkkK(UMIv z{vxq;?`*7wL$~(N5O^|az{PgB#D1T_2GqNPsuPV9x>zRl`unLeZ~p)p+OPO{wJ#KV zXh(@ARP}T{v|&{vQ@-Tv1@TU!_WZI&q1C!>7HRS{L8Jl*T}Xs-N7L_G|G>)}-G~*^ z6U=m_Oo`j`|5w?Bn=1|3)sU=f+_?tTCB$13-v+e>b9+Ak_CNtUbLFX{iXD<}Z94=} ztMU(FGyOgbl=`DjH6gijcwpZ6kl-1nS0{h<;iua)1%-nb0g=z2C)6TBk8xM?$7c7p z-B+|q=mHi@R}WUrbF6DSO;vXd z*XvG?U?pDSCWYiKL{Wl;M2L4@ISs+?ICVK&uSYTDa#@uf7k8Lo5tZSE+12k=FCAUv znh$@EklR;*eC-EM6gp~W1}rJOahPL-CP*_s)B&%cpx}D>V%K}{!T({E#<{PB*&<%eo!Bev~IBMQAH z(en_VOk@|ey9MiOh!AOh14Gy;2#A%|u|88ns2}+TR=s}#VmIWw^uukd$-;A7YXuEn zsg+3cE69zrhCFtvPxaIX0l*jgxkf)9yjk?)ZU5t7LT&1&doS1zctFb<3$}l>VSJNvailqL>Y8w*Z4K6LbNl-l zSUvQ0`xePR?igU~Gt`VLL8^x}oRo7jT~_py&f)pi>%9|=3{tXK0b(6z)`=DYQ3nJr9l!Og5^$YSgIc3068~7J3&O##B1bEXYns_!UBVqP{p{6RMe# zC+U?*R7X^P7h4;*8RE;HhK(3^Na%%N74Zz?^?dRe>w8!2=&qc0^p#B3v!C?I@%~3u zv2YxEU*`AZi5%HvOL6bC35W;L3s`m%m1;kT{uZxsOG8*Hd@!SK2G!j~GSctsIS+jB z_+&kQ2wV+Lcuz)-HHete_~onwttc&1imE>r*Fvh1!W};zsfP$-?smXNx6;fg6^D7S zPGtdtMykRG4k=#Vypzapz3<~aaW`KHnEWHz5=EWrMAnlf<&`ov@;~yknEI_)T{fyJ z=$~(N-OLE6dgFKLZJL=v-O9ls5&Mv~g|+(C$m!v_0I|t<2z@p>!qVx<6_zbnEz!qg zOq3=D=wncOf4&;J4-7DwfhScPBio#ZTQZ$N*)K&-ea_z;3BQlDoBGr|;s_Ia#LEkR zz53?bx2yZJ!0+p~KDx?~;ct3*g7j<(ISD}DzxD}54xSNggE8~1rxX@oZKDAl_$sxf)I}4IF7Ud|&8O(gdgL2Zn`x)lpQr6>#)lNmP;Vr}O$lwI> zA_8e#y)+dc?ia#tqaekOYS8Nxdaz9Z+~0YdfO{1L=N|ngK|&pp7eJlm0}fK>am{wgsUnDdHA0v>}Bv!nc6;;((Y8Yqa%>J~l%;nx^cA4glD;q=}hj;fexP_g! z!fbfk`&(T7!yiHii>e5}Get($3qfPFV;P&%qtSEP`ufb+*A1x9`)jj8fE&*IPyZJ6 zlwF21{CU698}TkfO8(dm#whK0UGx>Ri0&4kFFcNPZ(K@I$g3PNUm3#mVmfz#NgdP*7#i+tTuYfN)?5DA#N|lFklJuZ7mgb9Jea=V zE$3nj6H66j0#L>m{hIke)0OO)w;;dHYgtCtz3kj~Cu4Xy&yOulC3TErI zS)21UzBOVsggwrID0)ZeIR#nt2;nQT;E~p2EFwi>b4Dc8vFIfKp+~Ow1aOvR>7eKf5>9>`oM=w-_p!(GT1H=;Jw82xDA(o4$__Wx zx@)g)0EmmC)y5V9USn84F=VsqeAE$PaBqx1NelnX;T5Z(zw9Ahvm)3P>ZVPJBYzztE7I>BidpmUbNF*za_9>ps5ZOm$anhf}&eF)g1-d(rYv&iSRX2V#$p?MvmtJ-??W zzz6z$Ur$I^HY|Y_*Et;n6zF<3)?*-A)|J;zYw0PH( zH&%b1VUA)P7TjgL6=hMSfJr=4^NIQnQ)rMxqmwqC#L%r=SJkI{6f=9UM4ltz!7DX>ZQ4-j1|QY7evr$chBA8RfCVr#Zi)r>L15EBX&VS zR+7r*?vcF@y~L7i^y=2R0@PbbPDZf9=RtUXfG_fAM>k;7*=v=Tp}LT=RGfSoAk033 z>L+^!Q@r~M2tZR3A(Pz3_z@cK8| z^7$kFw&@bnDJkhHRJTY?sH-7VlsA7*|~o?4?1ycJY?Jm5HtX|W;aBJe;KV^+gjH;WzoV^{11 z#XK%j#P#b8a{(NFQS8>Dne)E2&6qsI=Zdr{)ab%E+w}7o`jYU9#PW8}y&dSS6D-oM zka%E!r%fu7*XH4bN;EQPVaoUI{W`&9HbvSQ+=rIJ#Kq5LtIAIh4Zl@4&lBFCtGEPa zrLNQ@Qe0%8X1bq43NmuwQ{fvxTJ4>lqS!twvGVlHX;bFLelfk5Ae%bAW%4t@7Bl4l zQp_6yb#e4+%O5D5=Bhwg6AOoij7mtX(jM4=w+}Or} zt~3w6=hA0a#%6>VrSou~_ic0HT{EpPYl&`i%_t3NO3dr%-=3_(@j>|jrQ-P`fZx93 z#_h^mD_G)KP`u%AW7Kj&(*2Lmxz*L6-TU>C8ApFnzoux*XmSrR*qR+>p1{&8`Cs*) zUOy19ISUVC_ier52)AvlABC9b$T{%X*gNV6P$}Vz0<_-Nr7Q;T=sM~f4>5lRj4Oau zy=MF0+50@}IXbHs2hN?<%-8M=1)7LIC^1&ulxY)1JlSY;w^F)UT`|n1HAN}?5qJ96 z^O@5^lAsP#(=rBGU6S3qmW}Azp6?0PpFrTxBE3g`&DcxASCXXqFe9tRc)en{mo&xy z!(Dx4UdlSX*wr`E4yb2Qx+(zpB;%c9q)oX99g{=x%$V zO3bHnhKR+_yTe(-4T_iAUI{9FDGGjcvbq2^2_%{IV@iH@Xd(a!YOmswRQ+H2O4G?l z8B)iq$D5VYPidI-(p=#Ya&0mtQ86m-@RC7N?~{~@;Pf3dn(;qYQ9b%k4DhH300LzI z_9jZ%y1~^jokkTU0|qu3a<|R>?jlKto5{&)k1{09f2{xE3bcI<2^2$#atx-Nv%X3> zXX}>Xo`h+`Pc40cK;iS^yBg;$uq>uMR{u(ZDW4?*UwGJ@Qrm1l9#tSy%(pvhQ15jH zAFVb~mE@~4AEXztBUp47AyEwTMd6CY4>`1#VbgtKz{aCVzw>?DqDpg`O--?lbmZPj zc+}q4h|KwyQt%rurM&SMyBX2RUtnv~+=g$u8!G|+!Vhz>WTnr$NAQt4!_rcLD26%w zS_jFDs>+E!u~Zt8x1VI^adT034n&{-{3&#aH5A$hRcBCh zU#M=M$0c((JMLboREiuJ`K3Q<<>eaQ$X*I5`0bw$;>i2;Jr6UM-kwXj)zM)5U})}e zz@m#;m>guXcKwEgL^&6P9c8EHoo!M6Gv|JcW(j^6&l_JAloNV**(B%zakNsF$-NGp zfWrZjHmBLMC!FBK+bH81yIIi=F}MKDb_4s3kYD9%4h%#QqU=sTdmQ7WF4CeLx%VdY z8CGdKJfxYiKcVX@#eeWCqGc*b8vp)rdC85M5nwK^56^RObW9RWM-NUcrzM7U#|5ME zE+NW}d)+z2jT!tD?m$|Fn;OHmRdg-J9=#T z>$J^=XFR9zAv&@;wN+NmF3nBbkh*?W{T!h=*>k6mEE`G-nB;71Tm8N7Oqtb zeWC6j2YCNK+`fAx6KbImYI8DQ;Eg*AGV&;NyOEm(FHZPP6tl&Ob006bI&|&se7(Sh zZTdxcpdfPl<-F0W2qNkTQ?tH3m7LM=cE?+&dVIyxF;j%qPJI}AS^i}jUW!)f)wAw? zOYY4rYH5+A*E1c5!{>1o+>19$!?;t`)sJ6-kt`8Fwskr-?8_W#n5{jFP%9`Ygi_+N z)K}k1P4!GAIdA*y?GcZ=t_{+u#U1dOLmSj$F23(t<(elx*dh4}1nJJWq55-A=xWZ>~?8ulE0dGYVT< zJbmVQf97qa=vZ1%$ zA0=DCZdjGE`;sO6bQYAqPl%aS%zql1q##Xe%5VC?hx+;kcx-*D|4OH$YDI=nN^%63 ztyBSTgp^}@VuZZD7hgjz1Y92t)|`u&`bkVP1^~w$xBbHsCx_+Kq6i~bK`t(y{e!a@ z7pecKCWokRpkEJJRY_K!iPuL)4jUVnJ4SSX4l0{zW>*PV2D672zF9ne&YdBrho7*b zS#+fgs`@}x8Jpdlm1&%)ifx5d3_|!?bNH->ToeyR%q3qLizl5+ODR*w6_qvfA$=V^ zWZ>wnHxH9^H-V(CMhs>*xx?#X&I%5C1-P3cQ((ee2UASzuy=(>hh(82SMopn$o zrI*qO#=#7}m3@xztQwpiNH6h%SNg4|B_&BW7E;A8~q; zYfDtlA_J`g8I$j^j_#uWMxOVxt()f@n7oV)g|=%eCs&H+A#E(%xL=zoriH{L0YbL8dur;{v>``aSE;2s>|?d%#zniPB7lg^jc0?{QFK# z;telFh9;&!5j7h`8v)r#{zllAOejRZ%`JU4B@?5o{LT8kq3!5sRETMyu5;FT|Bf?T z&D&*t!6g1yr*LcoT#kYcjh$K3<*}Jm9yv2w9oWSkhmN?sNF$gj$;z5?#9cnCB~B|^ z!7lb^Uk#F0)iT-Q`#~7`RQJ^H;uC7&(<~AK2rEqd?E)HnLIwJ`ml|o^nZ^jLWiQ?^ zNPMX+e`2f1-YXiGWi)l-+%Y&&P`C)IAw2ahh2{=;Gu+)Wz&ZrtJI!fzz*Zbm}f@BE>2b0;bxi9``J(wD~Gm_bY<>6um#C! z&ognq>z0xU^#@>+eijMN_LmMHzvIR4L?7C8NhQc_?towkZ5J(niB@mg$P|rv1XJ1X zd6+a&`|4YQ`!bV1#W`c(R&eBmnNWO4n2p`9t#_K)Pj+)--y9R5$d%O$@S0lup;F5R zvzf!DsDUWFFanyV_uSEbEKlts?bA-~RnpVN;L-YqicYNH;p&i&SPtC)!f;3N41t|7 zT@sE}Ih?}jwMiBTNSG(zlR-Z&HxA}^V0=uH)$TPj`kC=dVBie$t>9(V|D@> z2A>0t9WHZ)MYyLKKA)$H$h*RxH~0fj%4otPj(6FLHC?3B258MeodBzBw$_qq=jYHL-1Q0VC1JC+__x+-@KJ#~b_5{-5) zb~c&D9o?$I9|2s|U!UZ(p*M?*@vUqnkx@*`)6-uECzF(@?&ptPx!dfi&*B`dq|`ri zyxPkOHF_WEKU#;EF_J8^u#(jKB+Cr@Jh5WYs?w4!F>2x+T}%Ra-oA!G2Pz<%Vf#m5Vv|$4#Ew;3 zZH##dN4jb$_~t81ud2#)2iI;j69e}Yn@6Xkr*V}ni2>CrBmUoFptz-1LfIMDiR%8w zCE1yQyjg@`q9*(PnVB3;6rcWCr{s3`iVZAlfXOqpjXOIK*5P)%00{EV-z(m{S{1{| z`F~oA9IpOalLN+B=n(XKM(+u zY4!l~slaXkn;W{fzyFWhSFRw}*>))%BiKB0(R#v+U(ZiWNwfveleMI>F#Tob2nZg* zYEC6KdL!6h!}-D~Zdd0f7ZrBcsW}FRShWS$(F#Z@P+oW_=H`#Zc0W<98^3lV`?QUX z0>u0myLK9l@kE6|H8(>^5N0yU{D3AYpHHWOK_F{5&+FslvTzjFz3{yTN$WGosbK4e z9@+M_W>K82&#SAvW-mraS{A_O%#!=6GM@v*CTPdP^A&eK3z!kk2drijjt?7l?%$J` zY*X@w9jb=|!688z)wQ`E`x91W`Hu6oybll9u8X~nv~d91Ww_f@gH+zHzgj1DGMt?X}W?MvogPJ`hc%o}_DUbXy(D_Xv z!Bz1~@NV)ygj8HHuY?Ciy8*Otn*a7{N;b=4qPQW>3GKCNSjBytYF!EW_f_(r$7c}M z2S-8~CxI8^vtmj=I;bz;4t~l}0^iur-8CCcS6p5{kOAYr7fIAnQ=P@*UsF3Ly?i z>2GJB5?y6?L>p7h9zscNr=i~pe+yOj-nKv09-LUbSh}F+cO$M zD}7A(!DhDL3@-&ysx1!QOH#;Rq5eMImpgoCu4T8QP>y?5(dIEr)s5KnYXXcvOY<6A z!;P}D+doM1a#>Xy{=7_0Yu~DCG%v5p;YNIEz^7C(d^$40)fT|t5 zy_=y4z&P+Im?Fn(`Pg0hxEnco!TN6fDiFw=_&XiQ>lnRP`5MEiZXY355Q z%^Op|5s4%`P5w|NKX6?yZRIEWoh(u8Q~P7O{m;KJ=YJMnX7`F@@B1h*xkkT((}(B1SN)6A7$7XIRw)$j? z_eMd?sBLKe3Z}j#C`E};C zs_o>|zfeU>HXRZ!x+9ua7wUv*EvNK*o~Uv)nYG@N5>6Om(Y$ia??p=O>{lhUkM|Y730Jf1jNFxC4kIQO+fSRr^@gmqh}D?s z$(;2m<*aixBTqPiu)4qY69vy>_9*Zp_-(6W{Q^WZs_6LDvqBmUH|MeRylMa#7XfeL zBWIklMn(tToOio417lW6Qc}*7G<^sRkr3QFv2-{2Rt;mCJ&1;mi4V;|f^n=C*g|%q z|J&I^N2cZK9Lls!FrnZkkJ#=6&FP!kQ>%ii$O*&Z*yu;*lV~~%kLvUa8?X5M;_>t^ zO3G*2-Dih+L-cmQfaPOj`)av=w38Y9j5NPVX5~-^;%GNamw@$a|u! zl)_zp#0mf@1JYvw#U_LDjlGX_K3$e!{#_v_Z zvt+i}g&ps42{Xy<0rZXKx_>PDv&bjeZ&TZ~t6zV=*v+NJ_l$?Lb^eDNw%_nAn8Tld z`_U7F7!R9^3dmiJEM`5VHBt3Z_Lk>)2XPKiOw653r`_v;^9lh9_3hh_@ z4O&hH>o3%0VZQ>=Jxk#tPG0eXQO29yeKoUnMZ;@J)@G8{yUdgi0GS|l;c<0xc&i13 zr`m3M6z*Y=O1Jl|BBhIEy|4O5MnJg4xJdB#W4q(feYe3$MaSARgqI%P2MpvSGo{m~ey4(GSFf0|D32GqqM1gV7P8pprL; zoZ8C|8n|eTG&c%OD2KV`EXz7b%U79<=e9r(O6h<9TzY`)vBs)q$%kT^u`RJ7IHYZl zN1LK{V2aI*KgO1GKYezmwrS{kcLQ)2=F>M#IhnQCzaE$r zd#y^>Ou~Dwjz`s@4!Y9|H*%kKx(J zGlMtFF^Bsr`1bgd0bv+HJ%7Kp6nNR~kY+sBeD-gvSxte{9{dfvNqa4YZTd%U zU(=Ix3C1H}kvkLy<<$zNKo1UwR;0$)nqM1-dxy;43pC6mf_B_iDFX{D^CBO@`ce6_ zHKQ_jnS@d!p4HwGtFj4|;k*7Li-Mj3qVis6(uCvcH2xq-{S&we^KVJ#>S?xf-WsG?Ml*Q}%pv+%YAqgt#(t%OS+L70j2R=x#Y-o1IHtRrJ$_1 zslC4@zPN+W0$^C%txw(QPW8Z6gI7YhC58K1WJ=ntv}OuBc0bmGq2Sqtc)UNQ=^&Ko zta435GFVl`A(l;-+FQ?E_g3nA;+^TYyaj#zZVx)jz~DJbO#9zUe$IzgRSiZ;YNfuF zVzfrAy_Up%>D#17LC2a~M5usBU45&y8RBM1*?7C&?Vf%-qt{P4#uu0XH>)6o-wfY0 z+XDXRN-n>ts_&SX-q-MLsd78FE>xa@ZBl#NFhm5X#w{IveaCq+H9CYH3JB@sPhiov zdHZ~e>fg@k!xJv~aS61!zGw&y<4=g-*Q*YxWPYXfj2KKy@%4v>@#nbcnA*iKrvO)y38&6V|6Il)dk#TWd1 zFR7Eloo{~xtrO*j=|cX&ANn_O>|$U2&f>g;aroQ&w7ov&KJApeQh(0^@EG{}Ds z25ACmv&m|06)NDnE0G)fGV|rM#|qgE@3F)3xRVc9IH{RmV^6)5^Jp5!9iUb&^JQ5; zIQe6dg}1*S$l%Cr?!{v}hMm)+$M2>TW_>FoLJLG$!sG(v4c@9t;xV8)Joe=5-k`k= zWvOYUOHn;?IQOB>hKfCti#j?%rzz{rwx#ewksI(^d(P&+`G4`BDO~>y9-Hp25LSEn zFifyB?K^u|!(3{%ebdp}Kd$1u6YcX&ywy(uk;YI5Yv#paliJ%28JRb8<+bp$IBq6fY#LA-aOUakR+P84YY4(0Ev!kSPDAHjUwZ9-BMHrE)WKe%3~u_W zSEAeCPI7rbn@|4neFp!<5N495R2}*9uVsCoJHJPCB%_SvqSB&t>zuPo(Rtm$(D}k& zYn7e-^IqrQy!vcr7jvEsyVtN_p=&wz5u%q;Cqz&nsM&dIk&~Xnz;S4|Q(mSGP=8yd zQN57*Aw?gzTG6zLH9c|Ly1Bgns1{toOXsMsc9rz6N;DKcw;72AU8iZuXT3Hn<0a#Rch2KlqCX_<*EH?`1Jhx_Re&?$R47OeD25;h+{a7iM}Jo|E=LpW(B zZqFV$acClUdQt3Z8Ayoi?+(7B*aYsxW<$;w32A!FwqJ-S$KS-t3w_ySQXeuS)Q^$t zkU)TkM8b664r$Yr!OdL0&lR@RNfsJr-HJ%nAQZ?m#@tnJLYV zcowbXy!P_nhsvznHCHDTFqtUSqer$_2T|#&XAv~Dbl>Q#KF^R`myRcgTNv}12=kgz zfZJB@I@7J64A;oL>b)`1624pB6&RlNYI!-ao^&a~TIM!8$-QeP+O9htyl@tL?`^gv zcd^K9`>7p{tRYxp5}*0HvgXk6l-xbqWOF%Yu)fUFs8ebOG5?O%lJXT$j|%(|E5OVF zG^@%b`52e`*}O?%9QC%gjLF$2WBwV_^+f2&e^i~MvwbH3N4Je4&3~6TP46|!N1;+M z97cT-FfQ7=-ECcr41(0Z-tX zLTq3XdNn=lIq|Rkmp94+IWErOKF|W-{RQ%xSVK#9s|v;B4Z4R7vbE2%qs7xzk4uai zuXC1xh*;zD?!;TC(zDFTqXkz00u%q->vp))=!2mo{L`3Qf4Jv?*$rE1Dd&gpUQ@poE=N~Gg;fGCeQ@0ArjV&d46zo2=$ zo+Z%i!_D=0Bs$~Q**)Fmm49E1)OFOvIcre^gq@y6Vr~d0C;JW8H`T_LNxrI_zoMJh z26yOESFRvXFeyDn(bGwG7wb+85J2y96Lpq6j?OAaIsT0VD&EoOrt8)$nu3yOg4+n6 z75=@7HQ;el`Zn9daahCP2QEHu;X|Z+v1{CML}>m{{93-9guWC5@@#f)b1G1coOh$% zB-3GexW7O+`RhqKSj5Fay`{;l_)^l~^;|Vy$YUG;AVXJDM(|r~#MUOAt zl7+i9$OB^3({y|m)=u#imPP2>2}@E&{%3UGORIsA`e(EKn+H2;4sD-5bdIr_Ie;~h z5nhRm%NDCDM`Ub`b&_*$UW61v zDwOE9C~Cvp9WBLJ1v$X*tzv5=(sjJFEz2)R3^)8;F?h24M#k?fz&``M$abu`z<#o6 z>TgM?fdDqQLBgryzHbo33> zLWf^WhutxD{7L*1TqfH3ikrGGnQ6HZO6+gn7uh8|VC5k`2z|%p64<78p;`OLVrxF@ zR|G3DsHx-DmB_u*LtEY}L*3pvSDlozyyPo&LIx`?>!pv?!uqEXCeP2KNlJkN(c$VM z%OW_9o4fXmwf7*Kh8(#LQa3{3gt>ud{ku}*ii_Fwzf=Uqa;x@Ijlob&8&~8zkVUR7 zJ%+jty6_S(Ax8#TOfuwE!z1G~OKm@*$F9B$pDOuDyxE;V_C2#`ZiAHH1QAdGJ@WK$ zI5?OeW_ zMAwk<#1VCQEt==3sCMAqDB35As$>f1@rKo&K?X)?lbdzBW~eNjZ)vs=xbKjI{{+t7 z5DJh4I&TvS<|I0136=Rdkekp>1gV``W7lyVnri7K^;Rd}oh?vUD{2?8$^5{Nmx=LmS8ODJJ%tspNFMC;HrV~i41QtxDiSG$(9D@LYvMQk zF?7M8`aue}tce}x7@ya)L71xkRj{=?0`=F6X*FDmrl}U2i>R7<9ax<{S9<$7Pqjs@ zIy~y*>OMi^0-HE1#22=qBsAU;Ad+J<9Dda`RJNWo19SE`S*j-fLW8DjNlbLa{MFwc z%NbB}z#lbQ`+0l@2JK-6^Dnfbr7pWrEith5;UH-Hq_dZ(AmoX~0#%RL1X(Tg5p$6S zodCn*v%@1;r$nXoU8o`jVU$K$QFdU5IjbMA+0CY0x$h4mPPLb7Fqeg%7Fvs*UIMzg zAJ#uA63Q&6Tstq?(Y&9s&^3A`cbBO;mYFH&HZ%0Mh|7Zj3T;VD$r88aYju-otL=}> zJHo5S*5n>FxXb4ouk@p3nU-rK^~V%b|JtWLgIKL&c1GXIYsOWbfQtP7>UG?^q;ljP zd5`(%yZR$m^?bZA;p_NE`;Blbe`%myeg*pLU0zmbs z3*&4uiU`5M)S-V{M+`5<$-DYM*6#cq`{;6K6-oF5Wo3BAoiL2hOwU`9cr~KsG@Q&T zE|O5JO|&1eoUXX3TAo*>Yb1hFl0U&zp3>HKb-ky>oPeIhf7&rm5}5*8aSX09XR-6R zlS7Vylh?M-&4+}F+&&vpuXC_;v9nlKtkd$VLth_dem2>*;2;_kPWqM+mN${iXv|5; z&N4^FFW;AV`>S3dP9F@Qd^fA^b%stFwDoy67IK==ol1|$0vcFb;ip~9efEmg|e_y4H;P)()|tOwF+dhn80`OJPb^3zm1 zK6LL1u3@fgpr+Xj_{&$s!r1tuQ|n(?QV+@ddZOo$|G7~5tI+qeLMt@+LQ2A)tL%qF z#_APn_u*0jAx2V+fU65h)U1?`cad#+@agUxURSF^7`aJ!xp;Yy?Gq9(ShFOCiTjw`uJfr=Fq3@# zg6=)PT-Q7CoDZ9@2Fk(jAG$(QXeoLiLi| zOC;BBmsIyPFi=&N1DSHuDYfe~zi4(pHifAC?FV#V--8#4|_WCiMH^B~{Y z5Dj5$$hm31_rmljxt_KGhfD#n+Uh0+)qBG;uymcUg=0#;6eyC4m!z)_0?O2ocRxEfi=v~y*Dt9I z=Q#or{^#})F)-rZ(n9+ZZ<>A-QO>nU`tFTtNwmKdnu&wZVPbQN-u#L#jPJZNbqNU} zMMu92@XXG%wBP$&GKnDp2fz^$#zx1bh-F4dZPtdKCupc-O|^>NNwMhvKJz89+tyao zN)g@63sHac^xR)_)}lKuViU%R_#8!Y*O+kVxnrq)&Kr43agmby-YgVe*chaadjwh{ zx_?q>kFV2FEGkyh0{zl>f7q#S`jAx$;Jck3mYCGhejt%);sCtrmW$WZik)rxyVO)D z!;6hcwyHfMPKq42Z;bxPj-b5NoQq{jW!b1V6!>F}ADpQ~e4Pd(jhr|AdtLlHOplff zptnny>bV1iIC(H){cMkhdgt#tut(jX0q3yE0C2(qVW=-n1P`aHz#X54W)^k$S2j!? ztPOh8EJ3bXsKp~iP;LBT^(tMf2RqJpf`_B{1<9BVAkXs1?~kJH5tk#t#;MsHAQ#I4 z-p+IZO3pb0B8n|AteN6xt8orn`N50x^330mW#oq%eKT(^F0q2j$b!HdkG% z!uACvN*db^L(SAr8KqYoewlu{z^-x?NY&ApK4z8dUo^~2wv7AP^Dfpy1~cHL7#CraJ+s>{+%iFjjQskT$668e*C)WK^@WTtDpMP~@x|q7 z@kmJ5xpPql;eE;-kwM$9Q9wBdy5-ZR*nOi3&lLMpB@IMUf{Bzlz9~7PGO_^f=K=Q+ zZFxntDDkkvBKTZ|9Ie@T{AR~1^d*BU0*}l$&JTU-+kTr7vy0qsBK3xcp637N1-3=$ z*{ULj2N&|J8a;G<_L2)rpmkPDe*qWvV^RR(G9p8ue{DHAH2!XG(pWb0DfQ_oLNhbh zr4s@xtSv;##EwZ1a`*~z3HCgUrzvmdF;cU+tg^DYx1$sAhqZaPeG-wffk@~aKTQ2$ zE63Z+7hI>WKrl!8o!#Ib>i=%@)rvk=HH*e?zr9{2r-eNm$^hxV^B)!M4z1RwjTR9& z95{pe*i*G9+jfKO@BB3H?H;V+^nKi|Y^Kd@W1Uk>R+y(?W`eoDTJrqb^9~mQ$&kQ! zLx2;3EO`}rW|^9^?MzNEolq~t!)7$WMBKo6NjCm&zer}fDo6PPHGSz^No!hlnb!FB zM;FAcZ{`FYHwb@TBDX9we0cWPZfy=T`Wp0Wcl!&LSpfq1C$78HvU>Msgs3#kPUAj@ zoV9!+5zcW8oBHd%$nobPePg(~)t^9#A1lkoBwz}1R_nTlwwYmTTXs9?-^bO!ix1M% zU)xUepiB(nL82M8u6i`uC%qp!`rfW?|E^WdjFuW?0?PKb#YdG8k2l~sK$=juKJD`h zdqp4exD6>XJ&vnyy_@){^VC93%S`awbIi$EgzT3F&zo7Fkv@k}+f%s~qn=`QWDzrl z{4))eksdEc{wuue^8EL6u);?C_@O1~mpG3t^*9RO*-Ze@kLE6egHr(4Ro@Ds9)~ws zTZ+>Wp~+)^-gL{t0NmNs^aGGIyij_iD)#ufEM>?A-W7nf*L$TI+Kr&LX75s&cid)c;s@chCtH#5_Ad z&j_3=jY|5`r3jyrGUfo6HrKk~phq&L6;$+oE`k(2ZzQqCy!Fq_m@dDp(j$G|*p=$Y z;SvW=h&uXG8hA2=X;?Drxh~xm ztASj38;Fe9{Td9Tv1T(xDZ&P>MSJB)hK&LFB;??61J%C!2Lu`*(u$R+R)&?prfNtq zz-l6vzMXcT%W*b?P2r@L z0@AGI@4#_GI6EW>P)#7g4ClRGV*E~;C_3D}|8W(cl{MOPC*9W(rZ!_HMZH3H+BJMz zo~+3EGFOpo2<6=+czh;*{zM1dzwTHi2Hu9$gHEZk%py>yM;PeTd&Swx==X8VQ&uHT$ zSRA*Yq_`X1w3pdWQ@eO4=Mf7$9ghw6+~TzQwfjFX65&28#d}$(ZnHMCEr*gGmsF5 zNxjHcHWiJ!^Q8jt)paXny%2dn17!4P^=0h)D`Ew)iYZqb7PRj0UGC%t@LRVS`)Uz> zb@9}UwkiR&Y({UYyzqgx)@}Wt*%M>eJ7?21c4XiKyyZTI0ponuvob5<%hcpo}{ zFD@)av6z=#P6feU;?DuIir&1e5Fi2$9wyL=8)h%NA$X}hU9TrzWqv$b8US|VlmJWe zzd>{*g?<$midB?6eeFgrXZ7lTR~l?0c+Gh9&*oqNkgEB3K^Ksv>u*GkcE}m=Sl+k) z1iw%^HkL0kmG%AQbJ_o>F8qboXLBk1PJ2)b8uqqh@`H5+<7#Fb(jZeXgqM$fj%9pZbu%K z-g;J_jiOl`-ZXoQt@$x}%iHgr9!UUC771_IVXFb|S_;NgcG{D76__bk0Yuu2RYMDk zW07&bvWgez^_kwk6#i}#czh#zI|6SaZC_qzsPXml)jFt8O-&x0{*vlbLJCVlJ1@j) zSs%7^_Uba0yg&sZmjRt&tD0G;o??o%a=GO4=JPWEfw`ZY0&-F`m2fP0)AB!#&O4my z|9|6F6iH?XNA{ML5{|t&_Fh>zWJcKsWhCnyE3((&*efHWvPt3?p|ax~DGo=@;hgX9 z{rUaxT$k&5uh;W_-uL5XH}B4e_Q&gSaOV(>7zm2p^V_87fsgEO$u!|M=q`YLj9S!B z)b&U|Vku8V%j~q8+IGDhu8b#*Ka$;UpIgbxBak<67)=}+xiFc#=_kIpOPj|75C+Wf ziqiXL~33?mBP&}mCIr;+n}@v*W%McG=-U0oF)m8F#FSyE|Exc$@vtgZE9zpr!c znv9R??LR+Zpbh7aH8AkdU)uVwTReXs^(UlE8W`DJ2f*wzlX{6askptG_1DOd0;?~q z9JyUjKOAaHcGBAB#_sIqjpuFYZH+IU0?hFxGWJ?t9S>O1<&@HDk44$S6lqc0bwYwMk~#yJi12erl{J5!Ngl^rUUA{qD!ji%|7hycN=! zlF2_i&T|jF(1W#-DXjM_3~R^MH$f#>gtM#)zdL?+P9_(_Ud0O98;C=|znA$+l(-v* z7~p5=aln1B(3q#rQOae$U#%cUr!CdWc!kqgI6ly(<>L_8>TmGCFa~X9M0kApw zocg+T%qzO;SUsjIR|}+t^%3pXLuqX3`@u0!=8a`<%>`9#gdDzL_L*1)qJv{Ts!3vO}&8w}zA3zuoPv7&d8~8`_;*&l=B<0CtVD&D&?;=FX-wI1el*2KA~*IMnty)UeO6?~p%8!MmsWGXL( zkTim|)#75qLgVCNRpzhx-CSxOp+X@yD8Fwf*V){=q^Bj1;pR(V@ z*4HJTVs5^*npo7#HSk!xL-nE6g<_2ad*0odrYqXnJl=k!8C}Tgtgr z;u(+|ikNF}f7t)4K=3@BZ=D8Q4x7;F`L7)0&6g-I2IYii zH?_8{0kV%jsGd@Phfm`lCIIoA-qTz2T%W`^7ce={^;TPq=~72b^tXDc3wXE)>Dc8L zS&1-+XIIKwl(b#tn|e8UpTd{sn<#kuQ1#%t=qI{i_7AjWldv*9Ij-7wi}D4_=UV8L z**$V&SZ(dZmN@8-cRh<#rk6~$bz6AKS*_bu0PZhCw|5W}Am6`Uy@i};MVFY(1hO|~~?nKmWm$?@CJ?%X4l30{{87#rMBrc&dPu`Mv zubR0!AZ5TrvUl27`}w^(xg6G2L$SSkvVDd(-0^*+wHp4op9vocdof#=_x=S)6Jo*W zVy#6YgEn}>J{aT{h4^{xp{FzPu8Q3+X!?IS z;SyP6WMmxNs7vxluM1!MbR^2EmOEyb#yVAXp)*g3%3wqUc}FpU+TSpJ{`S7I2r;z{ zK)=|Q&d{OF2zY9~p_DVPV@y~6AAiJA)m=9i$z3xZ)&4$(S7u5lqftJnS@aeT6bPU1pcD3!%&V=Y9URW!Bf1a>s9|Sku3rvf;4A#ztwg7{zK1?LVOog&*FK>|6vAKKF;593OoB!}BZ=DzS6CV06ICFYK6IkLLB57Er87 zFT#tp_K;KF>U#VZ7jxS?Ij_I$JNcoUDORpR$p2V}b4y9UgS+b%!_Pmu{mbBQmP57t zG`5wHsD5nmEWf^VhR0)-T~pY=$qn1Z&qR@GorRdwi-pbZ&D*}uR}xUzSs*YX*O__Lu2S9%HC1em{m+WPnS5~TifZJi1bUL!-k(`+i#mO7*ic8`93k4+aL^`r^y{C@ktv)5f zMv@SQ+xlDmalEQ4(L;f-**Vxtuk6pbI_fRvwC0cx+dw&tYqmoyKv1ZRs+j;2JgTia z6$lbg01ClqrC(3U;Nu#pdPB3FRdn%w5@2SLEgR07uDH@vT+80m6?}8Sk47>Cc^({P z5Xkp=Oo^q2);6;gRW`kC1p3D-(WI>}VXgQzQ)uo0{JzokJL{ipqx`wa>q^a(wNOG_ z>~Buy^knM6(CP-QSo%MD3Kn6uZ4Zw zL%07`WmmEGmRHJyTj|nkvny#^E2-V>S>`#~_V%Y;Fzl}Hl6?<}YHQ8Z_g(3s^KMpq z2q^#c{*Pe-O#=vBS-u^>ZNf0$xmlE;?V7Jxk`Z5BTEi-Cnmx5x^i-M$;Ux;{RQ>s? z7I!=8*UaM$Cj8m#IW{_G3YbMxD#O>hA6C1uD{5VyO7= zIAK@o8cORWuJO;xTfHb3`wy=br#sNagB!4QQDS|GA$E52>ZPsO+mU;6F7*N{p&+%gzG>SeM??l6}9G%u7B` z>e-Z_LyY44*zY&1P?jd!-N`XM=wDIKTPA0-3q8uj?@o0h3^!^n_Qm_HluO01G3}Hn zMef4yPDfz%IY=ZZO~7E%ZR<%XpUY5p3S@0fKPYgS?YAPC$k3u~T5We-Jsvavvt0V{Jg{jaR%R6-pUzxgzDMSv^bioks_`Q;;;S@R1r#+s9oWNM6x#*WCSc%DDh7 zQ2B7b>nC=JS!u#PzQxy7-5!OB3Mt>T+5>DDGdFUUc8_qg;=bb51%j*-Gd!vFZ1tw7 z<%N0X#^C#1S?|X~Js-czv84VKp9Lffi9X`jf%>jjSao5Bw8v`e9Vr%~KO=hTCf(b1 zw(3e1q+Nu4T#N2LK{4Bew^~F~F$w(R5d0AUC=gsS#kuO~LmO&5aa%)uC63>vuQq4v znC|@oPejCaVbIh)j~W_K3bxiA8l6p>X_8A>J&P=@^@d6kwFn}`WgQ*naC$ANquU0u zxIEta;sxeHMO(UQgy@hs)_WQIhOfxie>kfi^IrIUUE3m_xyIC+2RCWNttsZ1x~ofd zXzSg^(S47v^uhLz?82(+(?s~80P7~CFc>OeB$MRpc=JixSjV6gl+62=(D%Zzb}XK&2v|wEH*274pkC^}&^1OL3a2!?7|v ztN>MMtTd9oV{RD_m5CX;b+Qlp1WC9k;p#TR2wPDUrA6eI=TeyXlw77S6ImEP+}m(k z;n-9_QTv3IDb=F>M==g1yOwoz_2iZ?=sGWs-kP28B$bwJRIYvNd3#e zTa_W`qPy!56V+086E=Ku*isiBQVnf+Bb;)wK&RKo{o7VVrC?5M&oU@SfT>Q zmOO+bU2PMD5-PPmwYgJ#>7yQ-8<|h)n$BiAcUmp4e4wqjxaEHgoBbH)>ZYFk0{{#r z@mF@A#ww8c3L;jX<#W(E68t!tEt|c)rflNdFrM6)*?1)2UkoldvsSCMbEA~2wshRCM*=ufSW#L_pfk{=^ zz{P6+jPVP;qR2}d9M19dckqWcm5DcFy6UjU=TRT?T80<$^ZYElo-@k+?X9tuLrLaq z@V=rT!`2cGt(6r<202PWpZ+s!0J@R<%9_eD2uM2s=AcvVMeW!55@}IsI*$aCkVR=V zd92#k_@ES|ar%u+CM*vO;+GSg2Xm%};@zhA(6j!xfuftD<%#19aEh9cFM`w0vAuLq z;@r}=e#WZtz=GeJK_PLo@X3w*g`h_;AdB@UAD=6IE5jxfJVQo>VAqo1-LF3sv#Dw* zqQ^-sYr{3K))u1UXUz#>g0(C{nV~pThf$xW06;+KPt>Nm-#XBH_RTiMko{5V;x+-$ zL@(5C=?XnNI@i>i(q~&V1M{m6!hRjRJtRJP8fjZkb5yYGbbV1uXP&uSWr0w=hw+fc zZ!j?14nnV9BS_N64&BHD8rP#^5Jg5M8RUXJ!ZAkK$qcV!Gh;_JF^!^6EAlH0;B=8W zo-`87&Hm8f_7+%7jK9C;*cAwVWmA7(a<7JP+7oc#7gr>F7<4)`TX*`##KqrGU2Cv) zp}J3~uC5XOV^^%smv00$YUC zb$@Ia25_j@5mYpGbs3`?sp#!v>QYavZH(}K?Bjp0VQDMD9gjwPh|vmZ&osyFrZ+Jf zYvu8D-0xutdS%~wKzp->oT%g1&DSKh>in)Cu3cBM$!%|#;fF7e^UrVohq!$rv5>4Hs2z8c)1)W^>x5Gw=BTPG%~+5<%{^Ym!b1x zqe>k9-F4ZKmt?iN>?<$Z$BwfKp0A;;oY$n%WOf&R22>YCgQvl%a3{{@2f`OR?QMnfH%qtVnJ_dLGlkTJ1)!i{N=GL#mc#vo)5#p*r8pF=&O+HHjlo21FoOS z)Jl=PUzfgoTD+%S`1>oS>Rm5}@$bsr;N+3xLvy&d?u`gLlKy3hgU%~naceNZ@|gC}r(l`1x`@_jI!h%ghrl^~sO|maLdr4)&mwE_c5?Ev#zrHZ7aL-lM2hCro+`S$C zxuFtw9eD&5RN9K^?{i%I`(3Je$X~*!xNt8&s^xtEjnTYbd7J0~dHClhi-FjuqBtX3 z|9RTA)zySAIXhGfVd;~9(}isU82xPN#(PkaRfVV;c!?*SxvjE_eOw-(#MM!+ZRo*9 zonyfBlut`Rk54dOhLP+I@HG)JtzW<&C=*n|D}HiD5i0AWh`m@g^7dj+!7wXhoGqgK zd)3WA#t9zhlRt<;!8-FaB)S8*Hs>mSoF;d#YADTKClIoZ;(q3~2ANzBJI?hpdX-I^ zQ9FK)>Y}6Qw4Mu=xzSR`acihgKsB+k&yMV8N0v!xFl8K16TD8?HmQw;T)IFk#h-gi z9T_T~Y=54gfiU|OtvcQAdoLLgbP73c1@iyK!b=TF2JpA0aqQsVVMIp>nL?pM99s}> z<8h5H$A0aEzA;4Ch0#QD25SU$VSG@SOC{ihq@mrq{C*^TxC5_z21ONNjwK_h7j@h3 zNMZDN7&SLZ3d5H_q-&Z$PlbF29p8*d^4EoOD?UpH2`)IAQvi6t^`raSKP!Akhk#zW zZS8RyG9UUf>kz}$r=LyZs%~^weZ9;Od$?}M^An1aG^%akRT9j9Bzudtx+4cUZ<-qm z*~S>`LYT&`YT{MZ)OlbpPu-|R5+Q-Ez^xpg!@A;8gjcl@XvOyDkmx(6lP+hnE`7T1pfhldy)=2un4syDNCb}=tR@ZSctEJeg`r8*r#l5Ulb zy)2`zrONMqec;)!AdBbwmdvJYb9iBwa`8oBKF@$dZi8QNAsyJu&Q^~+JVS8qEFFJ< z=LShV5a%cbkiL;ZrC6@F@j>{rT0>!m%uRB^7O8ODWSU07*xIkm^g+w?E?V8L?cQmk zXuj{yj)~tKey^&RHW!kvTq%o>LuS$~uU9_y^4286Fu)YZUfRXpIcNGa1cyYL%6^OZ zcFH7yT_UG>tf7k&mQ2#dP?cw{|W2La!%Mw2fbD4VCYXb~e`O%hZ z&#?Vpg@;BM!4e}?F@}z7ab*oB9^=P^vnIO{7nh;@oJ*p&AcFH%LT3`8{rEo@XiJ%a zU(>N3;f{EHjbi&GN~t72Z`zletETo&AjLgu;?KRe^^b3UGy+Yf5P)aX(kY^C?%EZF zk6EDZx|NJwh?~t#AV!|n>t%y83yXbUZuiW+3ESSi!2miVqt~1Sv~+Z?oRWq%F_P>? z+3C#wTK`d~=uB6nf9Ph#s}{1q5o+TSs4+J#6w($XcDd+&9GLk_pk8m{I2lDIQ`u!r ztAfEDwbq)UM$P4ipN5hPaY*j4UA_aMCNCQnQw2l8G>6A?4vO?xhb3E+K5D2A~ylyHF}^YI586v zO2-4t^Ml3T*rYc0>oP@k zh3>tLk8I^G9nX}VWl$ds23TjB7~n-`M~M5HQGJFx zv5;Tz37(|jxseFsO)v-&G{Oep4s?SG0JvD?o!p3oXr=;SvB+fF^lj7qWI*SxR#H`F z-Gn<3Fu`yq+OL@l{EuRLv}rmp!Lgm{5O?s2^I%i!J{g4fY>pr;zG^6n>O+>Qv`FZ4 zHX*obvqrjMH}R`mhrwf8KU=~OcJ{~BS+h#pKx7zN>Kkt_<~jR8G3zMnh-bMutmKuU zFx#B5on;g24F)T#LT)`<_?EltuMK}6i&NmN5-TIb_#{4u{1&~7!_3eO)|S)l0(;Wg zA;21_Y*p4SzV+qaZb9ri_G%H68efYoI%i_1!i`=Hfwt`C-ojP?`@O9_ix~3Y4~~Jd+7+M)7x*30u=1V4 zm@~^&FoR`jjN(FgX5jqzqOolLn<92A?n!^6MhlHQND4pcXjU@FOs!YwDx3<52XBj# zw93j1#pU1SS}hG#rDQf;v?pB6`h?k(Ju_#cIDY!LSB zw+E-Wgg)eSKxJw*K1o6${}Xu%R)^nzz9{UR(=c0khh+#ZvdDkK_KU}*bG($(er&(= zuOpj&u-j|(fm`Rv*Sj@cflscHb9xn?Ka~7ir+$nr0M2@tD@nu0gX>j0C^%qSWqbYnLt#Rt$YO$iEVgb%s@%d?n zo$7iS62CycI;Dr)I}V2mh3BWU*?m3+$Sn)9TMQ4Un1x>JmLR#aIWEhsV8)M1Vsuj3mJ-=wP;HtP(>%!{%KMD;gwR`{GW!j{xRxvmyc255H#;Tfs6#7pt!d#?f z-%0~HeJR>#P2d(3$_vpGVo8AdAWOxB?8lOUwL2*^fWWi<;}+&~g2uW35vEyx1&x@F z5V+Zf#x2;V143|$bNQr&SsEPzN9TWsxk|FRRS}pkvKFGv-);KWp_>d9pcg86EFKFC zb;1i68vk&?`M@Vj-Ktb-zb9C;3}1d$`KSm-XiFKzuh{6MexCJ_SDQsb&fQLeqP24C zx6zfD+x3cgN5%I^HkX2urXo!yPjbY!?Uon7>OT=mO_EEO_L=@?Vbg<%`PNK`gUR6*PM*)+I`EvDsW5up;9?Ry=b@Rb@{;k}D zLnUA<^6)A~dYi7hwhFONDhXDyHW8NbII2&l^SNOR^?uCJ;rJc&uM9dOR-LS>^4|Cv zgub+5VR3s$PK2{nW&&gVw|5j1x2WWS8YvYZbHVa*F!yWo5DQ?B2xB5ad-5xg0PjnB-^{&8T~*#tU1H9e8tgP(t48ngAoR#@t&|%2 z-SPnHF?g?2Q%Nc~@nbwN5~9|%{|2yL2cBTydf&QQB@_v3I3x`iooEX9(Lj~`#op8M z5Tv^K$+5LU^))IH0wL5Sw+&1!>OQ7ASjVf9AQRCw`Yqv^KN%uO%0jOu_sK}WW*6P# z?@3<3fT2v;^sBdfjg+Dm1L3M~s#Ah!wQ|m4!y-}t;s#S+io6xLyJ5x`$v*B{>S&*b zHr8{!r;D!1DoNdat1$$cCoiXH-3NxyY9p^FAV5qS#gAP-RFW4+tQr--T5Tx{l`Se` zdH8Ox8o$iQfRwG_a2Usr;vX=?<{|cL&xOO|u-U0D7P(0qO#iZ=P|;m9^PQ(!QNDG} zl^InudR|u*lLaR%EyEP*sEED59oiaa&a3bXNlQ{!oqo?o@nL*{U@-LcU5myRgP1c@E{z% zv`P?i-EgBm8RgTNRO5|!XI?FnPh30F=tgH!p6w)aW6y8z4*%DncCI4ReO&D!l%9J! zL7jCY=Ycq;oo&z5c-|(Jv(frb+vv__cs*a0yDa`aD-82@3{#?LqC|^Oe|tg+n6{NBI&S13IjpR-?)dOm{HD0CmwW{&q+4> z9|M|X_*v!eKKUx;M+-r&lor}ORjlm{ftOh+_q=B1u7SO+Y?{{qt@*0hmx@J{BdMT|+T3FK^ zL1ie!#JRu|GBfz{;{A7{$?{2JTp044ZuXMI!Q14x?S!i1p%64?I*J|I+1IT6GPk&` zalG(hbdn1GNQqrYOkzEhQu~qr_gL`ws@RXJ9Gi{}B5=USBn_x9H8xf5+GOR$v0p%V zF8hf#p7PensYmp?w)6d-2AR46Qm7}uC%Y8{nSEcq!&CtL&m;Nm>CEKW8_0ntX0DJs znbH!UZPk^i`X+?{k3W!*E%WPtGz_@JF8fY{d)NW{=s{!YE+UP#8D$~*{UM`#yWV2~ zjk?Ai;)+d6=z1BnJpQwmo=tp9+1lc#wf7O))=@EwW|BBui-iOZZHC+R-CsnMYHZop zx>){T&wFE!z2+Yrac{enyE7J4A!iM|8*wKsc5vw`s(a5o$R_u#_ICf1HzeeulTiMv zk&hemiz@{Dc9)wHbgohgEDN=8?7&j`9Pi4J>nupT*0qr76U@qHh9I*Olo9*la_BfF z%2H$f*;wT@?)x8o`jR16lCej|foSR@pFMg%rzqc}N$~d40x$Oy7rb20B}1nA;KEv; zDvZgOfI)&ffHp9yK@JPh#EtdcOLDAA$wyr)Q?{^h0mVhGIcZ5 zd&Fp|=)7c0uIT=by0Dggq##~w8q0W_M7}hf>YuS(;hXq|8E&4m#%gv5+G|B=jIDaKAddh;7_&p*8Qqa7n_)eTv~r z>y4{D?&`%b?Zcj5{wY;cbVP5ZS)@_f6QX^-?xYgA;5^EGHc&!2sJ9UFi1o%}gr4KO zua+G0iRB22`Jn|+%ih|%eGl4|=y)=yP_#R1Z@Aj_cyfzZWBDAy1U?@uZY|_&*c5po zu99NYr8B~Dtp!6#gnL4jZs_y<6CQsVT}4}3{Pfao2m42eW!{ex15{e#PRT2IX-)MK z?Mglm7z{qK3R|x((!}>HPWBE_Cxo1zP4?JjCW3L1_~-AInO@)28eUG}_N)#xR@T8= z3iR~{Hljp=y5dE$`19@VQ6@DS!_2^Z>xqY3$*Mp|e zHA^uXE0=fn2ji@PJm3SFW8D@wPHB;CQU2T@(J?fXKXuMx_m$Cs<-3ksJsd)g+pCB} zHipeS)tLSMSXH9@yRPFL9XY@B5P_taFCfKPLSLCvkDq7MeN5=Ap;R@vP_>ayxqFF9 z%`z(0oQ`|2fbNH-VUg%DJY-*N2(TZdYd*pG&6y9H=3ll`U6P<^ox;l`HXmP+I?WyH zi`Dl85h>zsH{qv7E6)u^!r5m-o*hBUsw4f~@vPx9!fCC=Rln_%1BpQHBE@V~OGjNw z^52QJ32Q%#`cr-ixX(uHgT2)*#J#Brzo8Pzi-^-{r|RKpQj5Lc^W1dNqe)>?_X_~6 zBVi<>-?xwEdF&u;*egf`nklyOD#II#tklcE(`T@hCYf&t*)Vt5HP9@{0jsNS7S-$0 zAehC*2bN;L1E(4+FE?qzEPAAC_9zDijraApes0)^-&WcNA|^W#VI>v!s$Y7L%j4oo zqMndA_%!ltENi?q%+ax@dExSE=qZHh-8cJ!rcLMmA*Z*|c&5$q?{sgO;FtHY^ZMb^ zJ$ZukFOHJv?-QV-{+2*_sEfKwMSW2%cUpZ6?uz5o37fzjuIqQwYQbzpS{;(Ge&i)s0M8`s$m(^D*9lh?a zmIVDO6o8|uaX4B`b)w6k{^^kzTZyRY_`SW=I-Od#D<7F#7`4r3VlFdci$`<9FPiM)YoVCD1Oj<+xli~(R@}oDu zo-ULYZUboaFvL&K+YxXBsw@{bxp~(zwd=k5e)@_wAuVre>}zv0UKgeQE*Esmnb-hI z*Z*O@&CsRdD>fnLeZVSgZ+?>ba6u}`%aymU{{S5wSpO2exHxY{w)Y5;!q?#lLe}Ah z`SAUID z(sG67k}btXY;g?__yM>EF>0XU$_kAbVE`HE;Z&i{1;(Y@LZe{m0s=>snAtJ!kNj8}!#N zhZaYi=h_@Vfh z240nB$mMCU<2N4Z#aAfgVq=QLCo2=laf2%{6Lr5`p1Q6V5P>;;^fdL;*S1i$vT4ZW zV*rkI|B~dRg|d~k%U%?qjq1$B>b+~yiUu7r1UnH!qHFu_o#C!zXyxpDk9wH6!r1CF zp9@s&K==N0qals-Q28`owi$0fKeFIfv}ipgycX+W{Fn~-=z!0u`GOcHRo;mzco72r zrlO4(OPX`CE7+WSxB#YX&B+;B_KyE$Y&yXF<(KzHYoZE}9 z^fQD-mnL@(&H0+*uT;LcV#Txrb#s$rf+{Hh|F09FZDmzj#BsKPZNXu~73IFS={+;( z*DRz7i7Yt}7FBUW@3(^%BL6vX7=3jIfO)%sxE%2UpaTM(&#F9;hKAmy;z+&cY5hXG zmh$XxW~{Ilbw84;>W)90z3J?}swynI5A;O0u4b57o0D1exe3?*3p+ity`E-m?IYo3 zZ)-ViAuJqe&nFSB%QD>fjZbDt86OL)L>#XSn}24?7H^mZ%i_YmqJ!79sZx;iX_3}D zkIPR4OC4Xi=lwRgKpv0zn0vwXU+uWKt)R!T+iS0tJ}7~IVcNQ#kY(p8wwpyoz4P`) zLK7djkd|QvDb^vky3b7UZV7Qghl=xNwu4nCgj3=u71IfKB-rZFF>g8tXp&-i9(5Hj#YTpVBKmsmZuC2kW1b4y?JE4wD_>hBq5$ZP$ z`9(qReJ^v*nms^=#d`BtZ>jLcBzDDj1FF&OnjxG5B6Wm1Ud|teK|xegp5|mfuJ;{~ zvrev2$@w48et&(5%rsei0@vrso-x*^Y4(bqeD3c+vGKZ8gBY!2FHc9FlklHrOQGep{pJhwT|CRO)W=`vG%-g=M4q_foWpzpVc2e$>ZS4 zPf0xwJ1s1cxt7l|s@lmxy_ZCGxr2IFs&CSvZgfrj+X14K6F-p{DpV{KmJdR0Ai(u| zYeAe2F+wha%iR#-;Fr9S08F#NB&cg3!YqzE>tFVFAmSuP;S^4^_s~TiV^GVgbRf4`q(nf8 zJhhS%Wtv0IBy$F|q7M0W)zOPxwZs_!;o`v-hh4Uk#FFV<*T1g9usqo8a#8RMvGL0N zGh{}K1tMR3m_Dj5|Mm!r_p|2`l~rRA?$r(-7Lkjv8UQD6Y<^uq0!@}W2C9g$ zh=_OaB^G<-GVXBrzVLH|(Ub!RD*y9*XE-~9;+Idw6E;^P7F#}2zdiZ;B)k4-#ZG@! z4%Y&VU806b{f8WHggu<5H<1ACxiS0}Yi7})W2#q{C=K!Zw5|VML%K@JJVKW^yR4PC z1QY{x1_)$|N|k?tuF4JX0bbC}W{-&U8#T)|5}gmW(KG6+`OJ2f{We}#l=BK4A-Aip zWXw4v^3bme;suV!ncX@i>hHjx7^qTs-HSOy-S?V>R8BWHN8wvO!W-oX+uZsW6`)+3g z4P_@e=p@>Q{3l}d_037{S4@JJC-qI*_LrNZ&%aIWxFr3BP4Yy~b*pm<-#T&8#|6oh zzPX|&_7QKTSU*193*8+~nXS?KYCTi?psuvJS(w3G7&b6%@SC#sG0d&r^XmuJ zmcB3Z*C~N>GOS^`frYdRW}HzN=l_FD6X0#c3F<2xw82B&_YoWI`L z-087HSkizi4b3(PtM;@&EUSJ?X1|DH8IM<{8}+9JDqI1MkD|FecQNoxKB>m41>-vZ zc>@ljNBR{@A6|b48Le3ag4g1B5!;^}OS{=SVK2jQe(+0Z)z>QLw5IA-A?2ozKt%0h zcb|?S_t4_ra_55Ga^2CAj+#blVR||fhFiNcDX;KNR04VM?_Hl+q{$>Tv*tWl!Z8;E z&415lt5{~z%K?v#+F~)7H~7ugCUn5V$JE*JFh^GfL~1z~13tVB_M3T1eHKGZe&{_T zPeKSLvrH0l-8bYkOsx5{$eZCkQxQ|@KU5PVWyX}=jIaYdhXk-n;!=4F{5~uT(9}9S z_HP@%PvW7irQ0);0GFy*TiAY`s9g;+Mr!NEJ`d0#4i=MTXS>CU5cI)+WcruD5L z3aU{*SHDk0NLAWBw&NgX?Z+-T-2UZH2y648METDTzSZ_k)2BuY8MqK=wLTd1b+Jst zp#8R7CkG}U^;;aaii$ho>iMFsgNhR)A$8wZq+!2F>ctl=5u2{fzjG%K>Z@NWdK(7A zrJ};Qs2D+7OLqqJ%bwl%@VJHF$TJ0ixxMA6lwC8wYHhawAM?E8=%&|8w^xQ-CPrIw zrR*In6&jA0S)xU>dYNxU=(X<_V=~sTe}(@?(eewJL!wQC#|r=Z>JGZx4KPl-9#fB| zvYzHisLe77jg@MDATb%M`>`9K4EF=&K(XHt5%?|ba21}$+=}9=>0Nld-s!+(4-Gt! z5+8y;TghT?!I53=VP66u7`yYRi522~5u70#LFid7{Zt>6r*oBx4iRCy-c2g^0v#Mb zYHh0*m&p}8k~Aleog7RB)xI`ytENL1fR0EdX30k0i->p&v1|ba^kQcg&y!6~Vb!_~ zia@FP5c1m3qAk&Cg${l`UFd~T*&Z6Mwhy@)S3w}lf_Kj%!&NF#;?N&L;W@^QMLQh* z4Ma|PC>Q~zE{jUNsSl9~7}=}i7VqbC!#TN)`!mUu*e(XRVSBqsbxYxxS-aUAL;qXc zPWjP$sxV{WlG}hP6u5(9XO^+FOA}(0=Lo6M2{-_m)1edoUS*ljPLWH}{&g!8QX7Gn z418Oy0Oy5UOOh{IQnVssRQC+mEMgW?c zy`4+S#xP`7G;xX8lH+e{j?nvf1yJbPvhri2=87J0eYW$R)(B4}Ux(4&FuNZ!Zk911 z*Of;no!tVj(PjPO)qFwt_As{7#K`2+53G<&7|OgQXyC@F z;}Vr9_JKvAHE(dU0w{y@Y4V8mh@NabTGrlA|H^p-+nyQ9BAqcoUs|lRehm=ek#MRdiCvaEE zgO!>*B%4(SfUqTpd}Wlu={Q1WiM7imc09$LAuow=DSXJ#e^Io7plG?r`N#I0*9y z7BKlJSQ_qSKW2KBYa5>V_gz`3N~m#-vat|c5qQ|mnnOnQfy1~>ROr|e#v2!6O~AW%PL>t)h0Bk&QTYa42#a5Zl`!OmL8o<+ZrWE9Uh zP~NllTIIv>v)Fi9V6bda&)^^GKEm*t^EasE@%Wd5rVkI)^}}ZhE9XSa#BhyZ5BfKf zu1|%mq(TioKcF@ca?1t}uOvQ66J`w7PfrtsU&%r#n~yJx5H2l39% z3Eb>7m->9pMn`B7qEo^V-sApp@+o=zz=Lh& z5I*5&#rNU_6Fat*z8w@_{;Y&2_ z!AX|xHCgue$KU)1T%brlPxNS3G}G;Sr(fKR z2FQsrDEjr2ck0&LzhK$eD%kf*VNNXa2I%A%qifQIW_G46c*aBj>T4a+2cGv06C85q9lVvaII58*F+5S>2Rwc|*Hqv|W729gbYcWwSiT4ts z0V&24D>@!zWPLL>%8GW|k1kv{BF+Y|2d$9<3r{$Izoiwl&ah5#t8SfZ(dp))pHiZOTO9?5zW{o5%^^5tk5qmQmg#McNv6bsDhOT+Cq53DLjjz8?J z$vp|!j>s8GW;*f$&W=r!{f6r@t0pF*#hWT>q^T5TC~7>* z4CU2UDsZh-&lg<#=S1W0drj2p2$j@yBO+uB3^uD%uEJ{;x?vVJtTt)PNqK>M140rP zq7P})%GlnFHbJ@jYTB8lB|n;)H}G0=-DmJvUQl{^s@&cA?t+!-ngpt!)mX`YESJ=~ z|0`f>)X-q1*`8AC%2gpAP&YNN!t}~w+irEnuW4&V-=g(f*_nO$k=`#=r<8PeNtK_~ zME=qKoN0dGv1*_DZKAICFdL)P3}e24si#$}3mIG+c%>UrLf2mUSVbXI?YYxHyMs-Y zoPU@CI{mJCjOOSc zXG(YcRu0CftMbg($N?>#d6RoPqf_|KLi)6@$Hm$*%*n{i8kqxraA&#SC?zf#AUSpp%1Kce0P?sEv1XsZx^y zV9eVcujd-LDEbHyk{`})K)vE_r-knnS}@P;h&X13MNIu*`<@f1*0f59GEDA-Yc$7b z|Jb`6S}e_e_dg2%a7Od9BX!PgHw0n%l0+xFy4K9y7a8hs-!kd(BcVsW9DXIijTto} z^yw&}JB@+rFNhZ|GT-XLgdlRDVZe~Sd2v6i|J@JadZHz;(nD@-t5^1psSZT>y?y#e zDt#rb=hG;ok)<(%iuEKb3ij6Un5%}0!3DIug(3` zeUO>g+Qs5~&U2pgeD3=Py~JbFgZqvy_wG7IdCO@>P9~-k8FX1TA6Oife{23wEyPA=r&Q9H-6J-(Uv2ZZM|khA;5%Xy zy}VB@>P|b&ak=*NHZIi;g9#PXRT0z8Rmi4^M})kq`?&LzQII{?jz!^W|3mExkURSp`rS!rUsR{X9^N{s- z`(%48YVe#0Qs?mxMLyp`MS)tVuBNjRd3DTmTT>z}{{$Gei)W?ZFIzy|RZS^2j10c0 zw+ZhvJ5ZkLlRPthx@7t3j+kPX%-66Bo^08A3c}d?o3=TMX>ZsS1XkM*^1B_y>GHH? z%PfrjQ6Qk&CP5hau#R>4>|)tD`;993`>1QvmBWW5jN)&=UXEk1no;we25Ie5{~L{f zB@1Jc4-G=~jkzmsuhI>S8y;ZEdeCBraorAcq+ZeL?qp@AiJ8nhr4iKnuR^`A{;`wB zR-_V8hf>{^!WjwEb=h4?6|gIjdz0p7W13y{_ZE%~X)|!`^BB#X(T+q_Gm&75 zTU}w_!^-v_O31eRybw7)t^YWsH}Wqf<3fXIX|kd((zC$BtlXEZ7}lrpijb|RMdDgk z_07~e^P@G2g~xo)U-Oo7$=b53zVu7|jA+5E?$SmEYu*fpPTcho65AU?4 z@s&h2E8xyMBr<~M{ZFUWJN#Jk7YV&@pdqCMSI2Yp*NT4lE7#xqMz(y)P^}l53X;xy z<&BBY*tvEZ>V*lq#@RmziTs^%XK9~c0W;A}j008~;5&6;e_QhhW5e=*@!P`x2*{Hx zA2zH5WASel_FR-RX>)P8trG@rrx5PxPCqqKx#Z^|o(7)f$%?@1Z7lU&zqGY>U!YP7 z5XzmnNe7rz(O|u@!NS?qPXjNbsXmo-9`pA_E$$cN2C5H4-vpY@H}k*WZIa^CGI;b^ z;2sH#>ZHtEE|sc`&2sA*)#2Bs_@H*|nLrZopUpzF9!9`K#a{MA^9G49oi+=7vlf#4$~e$@=6aI-(Zn0&zc zi1~@5hoP95WrCE4XI=$qO{lSIM%#Bt)`z52il&Jhn)lxP*-*<{%NZe5;?$NRf9jrl z@=k^wvsAcRdD4uISh1PR<)hrM%0JaICvr}Wv6Lfr^rjG{ToLG&&K}zy(p992X_+zD0ACr#m48=Qd3K@~D_ z^qX8$ruoSX)W9hS;-^?q;?Qu-QF_j_7Tg$$xBbW@o zC%elh`+ZI8`b0$9eB0T~({Jqkp?OG*L`F$oxwGd+c9@;=-R0Ysb3#p)h_T5yOa z@QdABD=gdW87+17ylaFkv$GBPMxW=9?;|)=IfmK%adlqBvq*(xsnPZv-wkTPjC)P& zx=io^$j4SC+u!syU*!fwn;MT6F9B)J+Hz;wq&4N#g_p+aUZ=y+ZPn#$`A<`G^D$du zqbK~0W&(K%D^=~<&YEfLP^;$Zp52olODhMzT^eH5PLx1jf4BdOc)W5e4F+^g0iIsh zQL{={)-@N%1ft~MTTPbfYI(wWF;y6@cjG_5nUVqy*4xCMRnK_0iuO|F#2b$7-|d(n z8i~w}5cAWEL5Dpyjr`VDFt2OjV6#wtE?Z?obBq7KKy_AF(>tQqLe4H?dz+cHJsT@7 zmL8SKIye&~qNBRq-cGs9PrLY^3AjXs3K&B~=-%X=PM|HuOxV@7qVw}Snf+NmtFw&T zPB8ICgX*vD&K&+Z&wE_)uAg6QPfO@JY6|^yb)lFLdXFO2gyR^FSKGzpNxWQYJYI5j zG0*{!T-*kzHPe&{jn7GphFh=c2Hvwq`}$UR70D+DtpJ=gT3?4>sH;r#gmd(7MjH)3 zwT;1N5n+@@+x0nMQPTlg?x`);>eEF-!DCJ|@==zvFyrc(5YQD_rC&m?$+dq(SfGUf zYvh@G?LD|Hf>aDr840j!D)48EOZSCct-U>-*!9(H+jT7FN4WE(zQfC z%DCzGpR&Z@dVzNK;Xp%AUouI0Qy#<&ei?-*Ter3*1N+28yp9NawErMt(_CLBi%2-r zprg}IH0gKzi~++!+5) z-%O1*?TqdLH|kL@ujPGK?PKk$V#TIUUZ*&G>GTVy6kg!+DtLVqmw{9Mcop!I0zivz z8koiWmYY888zC^$af#}6vqVyeW-_lDc)9g{us$*(uHuMA zZtI7fJZmzR{A{a9+QPBQv|f()pUWy&timb8kvy(+wO4~dCvynnE!5Vod0wfmD7VMg zak1+!C2CN9{+}yXwkAA?aT8HLs3w#Nc|vQgcZeVHJK*+ zcy{4uK8w@EX*p-r!luw@?M9c%dh-3P>wFI%)q!G3UhBx()hP4Hq`Jwq*HIK#LsJ>` zfxa6y7xSX<#~VL6#={*tmX*cUSC~w;3Mn@HjnZiyyp<9vYRZ+Vq!;x${_F)UY@o1? zsDY3#Yl1LtbrmaYZ&S0F5rXx}*#j;15QoG}R{wfzH!@Kntq`(aZ)PYOfTCGI5!C3= zOxBfJe_EO<%k2f(Q?M_O(WUkt6WPk#{m`P9k6Tpg+uYRlWWLE?-@FFTRn@3lb0f1` z1bD|?EMm4|o3&&mX*`l7#hRdw8| zdTi3aryrlXRE8I6w~U8HA*%U^EUYjt?5@p?*-s96PtXe-o^qTg^~QvpL4m0x}dz z))jZ9%5x%y`oN;$P5nmLR)%hIw>ah!7yXCpkAb6I=O$a++=O4`O6FX(;P=Y|I}P>s zoODjyK4qW**Yd|<;|36K!csRgMLKR z68^(|=3z&;jl?@TlDSN>FdV=t*fW(qymupudc+2fIDYTn3Z2v3@hq^&Q;$l8E|SL4 zE$J&P^h>IC6Cn0|gChp5gHnWBj@r#Y?pGb?C$Aoa@>1#7tJXDVDMyL()GGR503P=k zS0)!^Q(9D=xp1-osT8Qm_yJ7cOarNFr>MJ%P@eZzv>q`kr&zbbUO$w^`=qV+um1F< zv98paG<+Qm%+pfnUx_a@>D7HTKkNCnXWkQf*IM^1zP*Pt6&zMZ$%?wcqof%rf94@ zOn62MYWhEd!nCSI!YZdGSIjNN)iUn27E(S@QpQ1;*2D%eEQFuHa(*Z3MQf@3T3AO- zO%Cv5d%Abh^Ld_5Xt42087y*mn(Br(@}vlv)?z%89{7Ql@q^O>D@{K@WcR_Z3Z7e% zY?n3`l|TF?V=v_MpdsO5;1-1a?HOB9ey)g@uvfb*9eG>mh}L=Mu})f>rU}7`To>^& z2(joC@%NwUDDAw*+#MFY^fuxYcjg-SYcvHhvcLDbHwsxI^Jr#m;RJ1>DJ;}(z-!Zy z5t451|8!rq&7kFF$Yg_X50*D!cj4slh)tdHBeNeJK3vgYeTQA_n?+K%3Lng#v^I%Q9oI&4(h>nEa=SzgI+r7*a<`;vx71ua8|i za9iE#hON7CJrOSy(|v+*u!%~nz5FL<592P)%X69o+nkRPV> zz3_MFshjHWG2od~S`6+CGy4oT6n&MIwMRCs@qogpD9`s_7x8D(LO$(+X7jL49mS;Xgx7#CW=<{`B`MYbUw8*TucVS z4FS%ofvVqb3wZvRPpZcK6j_|dbB`4EMd{v4Ls&8TJPQRB2nIgcrwclbcRt*XizlL2 z5-WbL<5X5de1xv_Yp)!3_D<~T5r&?nn)C$D7pi7AK(h5+yLI@MI2>%2a~hwnZgd9K zu1|)#UVqcSnhz^n8aR-+kk$`zR&5>_;(r#^1!Q46&{`kdOsCd+0Q@(w9N@#HF%NbE zr5T+{g_At7Tkh%obaa%TB*{PPep7OUFRbcz1UkMx!cV;7BKzT_KoH$6RHgfHN2Wn)gw5E^!dRI1bzepH!7%;{ z)yry)awy#&p8v`g3CoTQ0recyR|McE${{!W=TEN&ki|4&9%rp;UvGr}U$ z+mPq6Ue8a^z>y*EEpO4g@Ti70!ti#j0ZbKw88buODTZh{DQNA+D3#kzs4cvwn_zdp zQI?$PE$zlk$*JpB$;X-h{-R{U#<_snLVvPKrb@=g0wMXNTBssDC&7)z?hVh>{1wg_ zXUdIT>clfs;UOo%=>e}}n{(X@L#x2WQZvG0I}yU<@H#mL$Llvg{zqW;obbG>@a`2U zBi)UIPe2IbB*=Qhc16da4}$Z8I9&8a+G*5(4{+iNIc-NSOipl{J!Rsr3l?F5m3TY4 z6PexkUhW)oEL?efajnJmh5|pCoC@(@v46glm|Jw3lDr#>5cCWST3!8K-}a``8F<)O z;ZtJR&DvmuRfs2(nmj#u$W|)H+y_10Y(2fEG-G)ViBnwRiAWS9o9jEv*gX{o%Ks4% z)T8pPfBG-ExH}!Ak>$zMNYU0Yw4j2Jo`I^FMs-9j-;a^h7d+D)<)|Hu>qrE2)pImq;)BPKYvcTK# ziYJY_Fb&7BMZNI;0Y!*R>kszcv=!4We35IuXyRub zBfj!ETXfX6^vQW|xui#WLG-$zu=Kg$>E5-fu;w_B)eDb#vzOMg}Lm1F#URZ0T|=E(@TTO4t}$Ub`X zwKX5wIasBS7?BHFL^TTyl-Fy*^*+g1WavtsNt(yV##KBHu!_oo&tF8 zhc6la{oc`!=T>c0iurUqB;FF}*8PQ;Dz_<;xDJIAro~U6#R+^6NCEhq5A^xG?5*QH zEp(^}*iwht##~&78xyNXVijK_k zAqJ=`po$hM=Xo%V-zX8eF73kdy_;<9@)!38%VxzZ&N)`(<`|lAcw`X9te09CIr$Zdtfm6fZ8z0bm1Z@-LM`OP9upcac7??eDEDDR zG*zmAi;pYNR5cZeQ#ZCssG0Jy?`+(881A=prghQ-hz#7KZ(qm7x5sO8k7|Q9nVIOh zY_`?$%-r2osS7t_tCyLpKr=r|VtY~S+uD&gEU0 zn<`IT+PH~ElL0#2;Aia3&wW4TKMz8cls#66L;gcCzxRgj)51H#sA1OxD1*~K-?keP zx*Mi+C>a*shGt1RR+wAJGy6b@mwS3@vKPjxy4(Nb-sXnk{FH(dm^pFEMNgnh=1`)L*>}sIXG3itFYhb*i2Zrv6%SXZ`%El^I62<;>vywhKo7kk zDyyBEs_~2*uFYn)*{h$SGisAYkGsqKRbZE95$YZ?oULvf$Xq%PbquZWfQ+aLD*CtD;7!c%|FgjgFCm||D!?mvcQg6I-z%9T8E8-XSQjj`?H z8(=7IEyfwek?Et&`OuUF0;H=EV2cobxEfi-P$~e(dokf7=gGw8(v-)dI(N@hR;s{Y zs)<>jj>J-)2N9O>GPILB<Q8lTq&4t^EbV4xUuC0s|sKVbi@*2_#P|-v@ z;m8>nO;C^le9v^qOsPdCoQlIP9=3A0C>qM-1lx~8ZP)2;QS0A3HA>~3jW@|?$fM?{ z8yJikSbAEO{nP9oR|Lu2u{+>lUJ++hw!TS)IYRRDFT?VRkQG%q*T45fR2^0tkikM* z+|Q|XOFv`rqYwOjBlX{Hxb~K#!#mHfoTqlrafsgw!=B~pN5Px;l~f17Vn3aylA}a5 z25$&u)j4~-Fi)uqclbS;itV@)wL$RjLqnDu@naeI2;|ix9wm{RzNS71Z`dx}v{`YDBA%5gHYxd@*h%@=8pVPR$3$#Tp?1;{yTU5YTwBviY#~ z05tnD{@B|{r?esPOLq;vb-61YWi0Y7%kb7$SPzk=sz2@ zS$Q`V%L|Bj>nP-vDCYWP4{A(#>Mk*z5ktNgVZlv2M~ho%ZX1kF+1wn2`Aqgz)uWEC zpea)!r+B-q{sf4~TiV&}UNp zbaO84O`m7QPwQ#u>&4kcjNSyVpXtaiW;ggJN7`9EN;BP;Akz?@@2F^$fhpM)pu-ba z$-vKp*O7G_JB?9_WJ?2KA0n3~@=|O(_G|O-*1Pbji^_XX7BuqEW!W!&RNg8K@MP{$ zH_||;@OSZ#y1a<`{bbzKCH2CUynst6V{E(kGNO5W!F)u<{1henfKBtnTFGtGzBi-u z%cnax&seUXWr4{x69}UyIi|MJ#D$Aa8Ej$_W2d0Gs_#B-AGk3e7L?v1*fi+?E_5)p zc_o4gXHLNA7xc^?^_!yee3@cHwvSNzw3aMN6z7FIs`BCyLid{!8H=1c6tt{jntwFc z3stk9bZzSu{Hl&E87@l#*U&_PMdp+;eRSqUU5u(cYuDEy5_1((*S7KR9yrO=u3Ne( z0KvM2?xt*y(wf*Nf#)r>1;~^>L~m2*i+HQ|ZI9_lMZIsMYCnuSQhB`bXj1eEZ#mL`)tP|Pm^02D)rgyY_E+u!f1yc*@7&ZmkkwtTc11j!Z@);< z3c@;=d5JZ1BI6X=lGvf5uglxRGQykbg5CzcbiC~8u3DYvptI@< z@e?>X#P&A-670(>?EhGX+5v`f2Os{0*Tyo{WRxakGvvDEWedF0^{icRHD!txUn`U6Oy@sNTo%yeQCxT z>8nG^?Dp1#BOO$g8sRsS5I7}!5;0)UL5fmG?r&Sxt}ZZp z|FvI~o>A(2@{P{P3aOUIU#v*FBG}-Vli>CB8O2`r&=89soM5F&<;~IQ1+bPiWI}X* z>5vWALJH%}Zf3zo`+X#<%#&$dih2{I^c6vQ6`Jei7RfQrtS>pK_6RCgzXQ;mUMX?u z5-8rr-#+ATQ>!L+zgVc-7xoZG3}DMezc#_5)S5>1Td zj&mIAAOAVK9qa?Rju1j44!+qiYhM|E>w-clhH>VFtxO&xg+0da1tcxC)v~QI?ym|w z`EplkQ65?%+Ur{5^B?zp&y`*;bkDJu--+%0HH6q;Q|x(pvRdH2#4=%%v#DX@mNS=c zly){S`nZ5}dAKZh2dN8S(CNw*uEw<#<@4 z89K2!3M{Ne8U`4%P9F^oE=l0wc3WRmH}vYcM{_asVS+w`1oUa-hUpSl&2RSDg1k~0 zm3Z0bliwPkxFNZu&)Qy4eY~V0^7Q*X6-l0}uY~oDuKy!QWK6}!rN#>8)@X!=!cYl#3rLVbigwOr^@E(>|a1yr1q2pv)+$yiV*zgZ>c4NC5 zpjs%%)4)!9k7Gr}0U+0a3~lX<8Jbf<+tyJx%HW#p+KUWiBL;Kdxn~W`mE9aAl`dv! zV)JhkCx9Cmy8Gk1iTChlefcAp%Fr9Zn>h=w&OE6JpC-nZ655Ek!`Z;4XVp;ccU=}= z3WLlaG1U<3%2IwVmGP3R5d(r>6uu!enlZnvGm!uiHHN(y_#qcw~tblfik$6HEoeMf>jqtVNe_)UvC$ zCg)YoI3v_KVP=i{r!h;qrk#`a~cajzlJoUs$gdb#o(RUsR&yD`r2%%sDhdyhyl*-e^cj zbdj+!*1}Yem+nl=3^_rKTS`2~WY@`_w}n$p?H|@Jm!5VmI?FW=-N@GZrgkQzY?k_3j11%?GurS=!ZO!mHcZq?+Cl>l*+T5x-S)x02mmW-j&JaBOmpOHMQ8IL={)^Jt$#iZu zQhl^q2}(EEMLc>>RqyD@J!{c=N_0_vJBqO`1ct)#JL^mZkwXqa9^f$w6t?!(;lOWyxrcJapuuN) zJ*LdDHjz~vd>QsS#WTB=aks#Q+*m0ic{*))Y$`$qv52ojM3y;fpn3d=z*e5ZC&E?} z#*J;-GePDSu25+j9>E8}Tl+)xgM(|fuDrhh?g@5mz*y-N4Us@h^VZW+TbP-5`aWew zl?VsDCw%7RgwiXT@LHqt4N6&q{{%bmqy)LByc2RUQM=(dsN2M(^J&>hHPX27T0c~3 z#HhEXDBzCqRnJ{^_7c{x_tG^ZBd`|Ii|;bn{Fun|-x)Fw$fOX6m-=ZUOIuir!#X2} zUVBt>587Gk9Vz=|=%u{;u(usTtuw)Sim$@Y?*MIAw5Ns#E!li84*&0?L6p1bY=vI-;LV0+q z{&l%N_(pn;6|$pBl>xs^P2ku|y15R!&#ifcIPbUvW-mHw-u7(xbxbZfADC;!DG9Mu zF+o#36`uMP`rxsJD1WZ2qVH8_R@5qm_nLyo{)6X!K%$0J804WW67%4x+B%<2uJ8|p zXb{sE9~;GI{j*2RzFf&%cj};{&IuyQWjU?n;?{*L?{|J+sRpdN47z+p@jqxmbJdpT z^ro6^s}sh#b%I*=*Ad(J$owbY7vD&MWge(#D|33q@g`U$amBcM1$xDcQg99Qisuy0 zs`_FDuG+2@1r3oKT))bxBr2MLI4G`fRrXBpQ*B-Th50YVg_JoyP!=e|#S-1)F+n(D zTLcr>Kb-LO-Zms94e+Y^wF#)??e!V8T$uGKv}U5J@hwy3EWYC6&d{*M!unwvLuHs# zW}TPd7dY3QJ=LN4)Z2)jt<%^z@KqTP4~B{N2VE$ zp)TUv08WGlGYATzDD?uyQ_&wK97awvGuJmyZiYV1N7;fMEGigc+hCkp{w6G9y!E^@ zFjQ6sw2MvShT!Vf_bC%dx0>WiAhG2NXiY7*clWUK>RPkhc7xEjfG1Y~+Wvd3uGiPgIed~bkM ztYWhn#+dGQz+&SEouL8As|qv73DBCdtTh3B$O+g2`a|*Ki(t}Z6Xf%n$DVBq_*d`U z`dO{==kv?|-gi@=TC}UM6!2FH$w8 z@;yd|v92(-^wpwZO*|LpQ$aOO{(nQ5BMDs3vSC?5F0O+x#qZ|IbQ-P0`AP!2!F&r4 zVJf{%Vat+7Gl4a7+dNv_GeX?950z4*Y@-^7jix<}DZ^1$`3HL&AW{oyC_8v3d}s<2 ztmoW`+N9D~s$J+ZT)LmVdnQ$Mp!`@J6L4Us9a07iFwieJx=&4s8L_t@f?5 zd`~6$6+HHM3}vaOWMYNe>U3RGCqtP#Gamj02#k>g-OM?;7AMSMC!g~}xcF+xnQNP2 zyO8aXW^;cqZ-yJP&a;}iP}o}b9ak%9jjVnKh!f}(6os(8HW#jpq6_a>oauk=X=41u zoP0S$Kj^oATiM%jCop-#_)GBpPZ;jF2?lzCpQnG?-sz$YLCHX#^IE4x7r9~uNIrFC z+aGuO+{rwY;9X5c0QIN$p>76;w*UV5$XFYiwZ$ybVvn-wCNFpHd^EE&__Bsos zg?ug1fW{B78=u_8lN_I&w=$W(T&~&bjn|^M=GZ&gBbFMh_i>^c%=!q!lqWrk5H0=> z5xKqQIn@B#tF?TrVep7eQOwnPNr#I7O%SZfWkvad(za+1^fz*zl=f)O!aR-qQ6b!u z7w$s!+u}rC@gSJOB+?hi#@$dp3`EzI0sSQR+K}H!w#9L<>iy@eB|O;uh2TI({{X-x zZ%$i=&C8YraD!=5qZOqS!N+y!N%}&3@M<3jLl1xj&~e^)66~gH``@-JV4P-_AC%h+ z|DLB0=4N6_Xjzj3Qmj|&|NYUuf!EZmb|p^R#Z|xZ$@44k#%Ds-teHSYl>_l&1o}r= z@@luvP)_+K`m27uvgQYphXQ{ng9C3PR2F3p8ZtQc0MTJraY`^*!W(LJT}}&QN|<5| ziRGW4$7e(HkN-zN^XKh_`!*(nm-cR=eN%!?igx49(iQC z)ZAM#qGK*rSxV_=raDS=A0j|4oqvTk!mr#?KW4<;%rd(+lr|$h3wOk+YCV&!ofIve z+!zh1=kaDXaO}@@$;B>O4&T3KPzevycr7-iswBNm!5LD#TQ(f7qFq{}m&6;YK5N4` zrlBN?9_NLFVA>UBELpx$6SwwjrM8OiiY_1hY4PHntQ?bJckKBErV(HY4x;o%2mKJUhqKF6tB;YT!jp z8a_uK-2+Zxdtov{5KQ1gj@rk+-}tdl>!$7)-@tX!MA7mM5Z@N$iY@Fp1tA;~K^=36 z)@_|uIOxsZmBztQ`QONUSd6HZEsJ-hjH@B>}1{i?sqZ~2)%p-v#8dGR&zp3kB?#d)3`z0%=Fh*f znZECNIKH4VRFoMk=UE(5T99!i^u!-qq2ozt1^X(~@ms*6hP1TF)fRip)C^p&dLKU3 zK`NS<`=6f)FtENg!n?nuR0MeSU1tap!0y>u#sVY}fiv%q?YPq z{xq3K0KM|#acs=zYz7E}H4krCSAAdC0fhBBOhCl}_@#p^9&7)UuzxE{3$3wWhsj_i z@fBBTT3Pq??FP%%2dObssG?7QmaPM4faa~ejf~o; zXH%77jmkg89udm0X-&zhTcC*e*zB{*`T~$PBVs$C63Aj8Dp}05@av7DMsO~B*rL$@1s+(Ra&1zUCly%SV{=m}k8b=HJ zL4M&!EE~_+`gPy}g7VszZL=HD=n8Eu1731Nijg_{PAFEiDB9xd-~<`5;Ixsj=A6|yp@K<%VX+9%ph zbn?By*gt;=b}>O$9Q8wI=L?^S07!5~mvV7y;n5`rfIV3*`1oaMhV+>Jp{vt9xV}f# zBd#dIySP|cj&lUeLPyIV&z>eK?iLde5;lL_(iG{2&IzHc z`_v|!&ikBe>?);8pOi&lO~4sl zAd6gPeS26}4?XL3)zb2#5P%juja%rj*=xYu;A#nnhqkbVl|HvU2w4ql<9X;uw3y4F z!$zyFzA#3!i@BJR=xb;4EPTr9WTr7|;?6~da8uw#0OZkJ`;ZD;-^a1!<-W%jVaRAH zM?Adcu)fKE_jj0k$`D;VsyC5~hP0l+NIYl)Ba>|iMC$JJ`^uFFO{WCiMvbh*F&BJT zi;w!(NFn}H0+bJqg7p6UVzZd=_O{}}RVyU!{0O^L+B_I407$DX(p$_krQ*m_^wrkG z{JK?jJ4&MdMt*6+J%!G-az<)L)DIp}0pnUnX->H3eX zFm>cVH0n?XWAabHqh4s3Tu~k!fhEv@@SVC_+uIR@GaX%wf1cGTmE@*|G$rZ>2rz}s zCXfq`u#7!9;(ovxKUYO#^#h$G@}J}wC$JtEl-t^$YG2B1NhO-SM@1`vhn=PJ2<(rIyT^LQJv%EV$?bN8pAz~ ziQ4Nxc+}3Ujl&(pp z1$;*{10?WWB3YEYZQq%@3Y}?LN1-+}pxdj@<{60D_I}#|0`|Sqh>66HO^V>;F{r@= zc`$q-Dtm_q7K4BqELeJJuhDEP0Xco&7j{0TWYQEuAHd z=U&uK#%M~NFq04$*ZaVGszV)O&CI|F9d-FoCz%5_8PO)8cmIEDmfymq% zlB=P)CElQm`3V%s>o0m@{ZZG#a{Z z0=H?Qk#o<^WMTD!)H(GQlGSQXKtXbfUuvHS7z?&?xZV6dc6@^6JwGvk4Sv1M|4<1=DWgEuOTv5twu2X9K_~;dR$gqP2o;1(0yn* zz?RnZ6>-&5+l1&LCzH3GEA3M4jmRED7Q}((>yMc%ZJU13$QRGA-#@Jd;#(k~li-YS z6J&yhWHlLIMzRg1OkxIco}StBV5!(a?cM#$^GX9S$<2W8SYOh-MSo;?$YrD*mlR_k zZ6UD}w|vQFuCCR#7*fa}TMG+3*vpGiuE*ai9}`>weUky^uIgc-F>RGEKv>yM(|f=W z{s00shXck!6SqPwtC7eb+2^XS}emxu)LBQ)s1Z4h*lWn{wW2v|7>9vbk7<#;7vUnDEccEys}ew9j~U|6}&J zU(K+4%NpKyU%T4`U(&CL+cxKo5m7ga)!hjA0i83JEV0!fGSnS&vFI+Z&O%!(VYA~@ z<$~^1{U#ST9&b4V%7qfUm!G?rtJ6gQB1NS2`aU|jM}zCwhKiAcTBP;uY%b^*6Y9iu zt;nh4K|y^6qx{`VP4%W4B;EFAf=r|vy$@)!2x0u|!8I@a3zDRumYd-4%()NMy09Lf zqJX`}vAGq#Nhy4n%Xo`|H`t9ox5{&@`&z>P6XJR3&Tzk&b#=TFn#xKU>4dYS=bPk{p2P@`dUR-hG|S6{Z-P1 zD6wi4QGHutyE_;p(%6l>eyXaA*h|Mc<^2ODfOLs@I$tkZmk$n}w& z;?)rmIMZ+ZuMF*^1}&7HT8X#45dpE3AL_)DJuB2KqZv+74@D0;*V07xSK6-4ei@GX z$>@7gVHB0C2%~iKsSeFE}VV}m}1Ju`@varh4H$-)vuKAc`w#)Qjr! zq&U62xpJ9scD0Q~8zdf5hi10!6yWf%>27)dDk&jkp}geOd0OY8WZ1XPq@6l?6gEsQaV$&z^ef<%q2gDA#FmPWuvBJ$I&w6UGpb z1m1}o@1SxLd!F%Ht~a_ij^WA}DRlaoqNPRG?RyCiwY35|cT%o|6QP4l!$g zt=>K8sY4IdFf=&1UxqYz@r^>X?vP_G9{wo)9__=|_DlR9vjx4weQVw(pOOz3L-Ih2 zfD@+s$I8n1cho~0b>Ze%)toxw_)mW}M=+S$Mj|Eilkv_cp<5G%9IKOKd7jIqzNeAa z?ZYs-+!voxPd@KPE5Eb(npExh@=J(_4V$$CXk_2PKHI)O|MBM^BDsofRgEDs!)02V z4ifnYb%uXJk_k0B9#dPwwYAyhhFV(2)gC2Q_F^8%O`!}tZ~Z^=de~X~1Ep1Dxs4nRDwIB(GMn)m$)G)JU z=7H{sMyKPy$q6OSr=N&4kCRjBJZ>`S%hVsg_wfbDE2~0I^J@Nnq4 zE*PW=N(QN+hJt|!a}=$(gGrmedu>9kzTP2^hL}QW+b(i(M=padMty;v=&fv>s~xZDp!u)JsGjOns4r5!M3CeS=3+ZSmI@`zXZIO# zQhoMhcRreh1xVXG^)B*b7tZsJ0*Dde36NS{Z{J_8<{vQ6(#cqKZ^k4)E+?`VYU>A> z>neS4{P)Z!Nz&6Nl0QrRyp6 zXU;LRP3Y)v;4q;xUy4FR+$;_^m3}oU~H$7!c35N zRfL7VcrIF+=N^!~#{u^8^m*Yu*JJD2AfGb1g?>Zq4Cp@>Pq24R$uzgip!aRw2;k$< zT7l=`SDR|R0<~b6b0N%L%u6YhJoiP|*`6?O1Mg20<`#ipR*xbo?J}fq3o}c!qCR~Y zIc5Iddd!P~jOc9QHEzC(9NTs`={avAX$95u3oG@#;A>C6u3Y762z%lyej+^I!s6-Q z*0xZ_uzv zK~r{ceZ+Y@% z%T?DMU9!t%*i07Yr7gw?0lWRoJmsUeXF#dg9r(N78W|lPtr!jD%g?ZtgH=4Ej}}fG z9w81kGl5nF(mzK}1FS2v_OgI;k3@2Onq0a2GquhBJ``LBnD z;6*pGcrp)}<-ZTFjokT?JGHhjvO1^-q}ormPu9V8S4hLBs#$3xcnxmOx9VvMl3e*c zH5-G#PS67meEUH`)!wGU2IogD`VFp1Q{zb&ytEfV!iL~Qey+(m-DVZ8dl*XdR6oiz z4OtEb&I6r4GE8lqHnLNUJ~YV+I;%iZ;;_kJSXh8^;nR2@a2+ri?%*#h<4dX!6lQ9- z_ZRPpB_B=S)42I8oOST+7&27YVd;RWuFQMKlR33u8)%?o_&cF7U5$Y3cl;Ri07r|a z@?heZ$(I#@+=n|mru%J_(s*Wuf05Rt5#B2=9DXdrBu(@PoWd>_EYK!vKS}-d9QH56 z9|Pa5%<7NFWDyX9wl(&~eQ6UjBHWg(L~c#1tghJVjF--@>LR-YgB}I#Zg?9%YFHtl z5FF>d0UP*+U58ogoa6^eD_O_E1Q8i5RLCNp^IJtMC_vg?yA_(&k=>~7=5)n0JG>Yp zWscRrMVm71#Vmx@e=rDr|CV&q7lt=^%bTB8odOPiXMDrpj+*vxB)8DEz@ECgG9@*U zJW-h^8uA|zg}2{Yo4&L)q-ULT*twc1l^yf(^~5ZB zc?}w@Fy=xv@^5n>^q;vO4PVMY+5kneX8o~7u@$?E(%F8~#$20J_N#}L-sBT>H^h>M zomyV&5XAhSWMHcNQ6AFEI)8npbngIWc^Co4btVj44ZWTleo8l zSN=F=IY;`UYLK>q`^@G|FnU~tAnDk;p}J{sa%eg7rhLBvmBZleaqghZ!M_cp=l`bt zMP%N(Gk~bex`0T;mOR*_+qStpB?scYwB%YaI!5_QczS0WQ8=Ss!kdwy{;?^y8|CUA z02L8~LJCcl8Up!cl(u4AzxV zWYkjgy@1MuSR&0wldn0$h`^s6!-I}fWlZ;dYk9#{-@|rHO?n8kf1lx1r2Dod!!oe=v=OaQ>(|gBv!ki>gDYd?M z%RdAT$2N&|c^bJ^Twk`Xv7yy^U3~rZRuQL~$!Lj+rG59)zwJep^s6sIZNb;~kNJVk z%F6BgabK;CeX0EsL;8oLXpgFe++pGQGa{C~3A+l@XIL0G@w&kB_i$;fVLhXkCR#Nsu&@(W;8I`?pu0FDi% z#b&HVPxZpuK+(wSL8&FE)JjgRd%Q$1|8CGjjX-XINYo3H9!?(YMc_9~-luE}U%mH= zRierp7WX<(xRZaG(>#0oLg;^F3w(GLv$j?0^PX23mLWh3@4|RC_i!t58YsKnt zsgKs8%ciKZ{wNdAFwWugkI^c3Zl(fJS|x_nRcKhJh$^MpvXIFBn4x0II!|F=CH6e4 zm&?gB$@mmA)D9F$r>fR#;_?v^$(htOI3z6?ow7bF9matAFYIWabU6Hhk=bzdMHRn5 zj4QMjr0i-UC}ym}lr*KLYGxMJ;W;REJd`U&NFO#59@Px(!SLm9zg-pZuzU>dnzafJO%{jZ-?1eiUX z;%*-wbV4U9sn~DbDuWe3!ehQdlzho=E$SXjEjmSbo*a)VzaC`8U(j!C1U9=1+YhA558=-Pky|YOeV`%+&jCp|si*D0QGw9;oAB(DWS{6J)u_ZG2|<+1{{$ z+}xi0xQJr@HKM28DT>yd-v3CERN*i|&vfz{FpbCFHmk98HOJ1V%$z4CL~~a{OW^+_ z(+NGO@Jp;+M|leB``f!0zzZ+87cS#u9>(h{7p|&Z8boew@{3b8||#4suNRnXfTUk1^MtoiE?D{G?q? zdzbMd3V5(Z;Zl0Uf$LkRzP^-?pIAJ>9z!SN=xQ?k>1st;Fyn&NI$#=Zhen9B)Jxs` zmMiMj@Y;Fq~$PQ56L~^uA7=7E_Cq8 z0C~((_j=?jZAUIX+uVXdsPs^=ej2%2$y6~%P&!hEp%KGKB zdD_#9_)eSxA(z6D75CF=nXb7WriYedwh8hKXDN@Z+t2RNWW;Qlnz1Ol)r{L^YBiSq zY1lbBPmA)~!Dx&7QkR5Uv^O#}ZOooF7R)dfl?bP=$L}^Bd~VtyMT-S=up6jSmliry zVN$gp9vbS1Fh6Pi|B-?1xw+8U*gCLO2&hWH1EM3s4)AxzXD9e%d389Fe432MdE8SI zKd)3}Q$}mB!d?*uR@qoGBg5qx&2R2c{#7uvTh^bOmbAp>R_l{*!SpY)9^TWU#$p<) zR{$jm5Zd=0Yo-&%)~|?UV)!2!BkOF^Bz2?e0=HFi-?pL zrhCf9PYXe-J->?dbx2;%6h~^)m@s3CzJ}kK;xT@H{%qmm0bQy-3mEKRpH`J`wQrP% zo%o_YZSu9MVG8DWrLviw|26oWCD#I;9TF=Qugmcwi%;w|;|urk2r zWkrX<0;&I~T$M&Y`poXuT_)PM0yO~czR1_+?I$T@JQ19*( zl)i!#>463S<0Mc_JpArhEKAZmoO0S)Xt|fxFWG#sl@sP_lh~GOBya^Y{^PiCKk7XQ z+DC-ke_B9n3qC>A09L$eUTGz-1<~1J`Z2l}D@uz7s%M-_G7UoW$5D5!e1>&k=GVC& z!yW;WO}Sa3liFYX$<%zLG7ZhE02=b1hG8j=1Q_<-i z6;3sNG%VuOe?u3Mkb=SLDANmQG^eqezryATAi@7bG~yiFS_vPuugsvo&I2vL*NxUX z$sT1Wcb#15*O7pOTv(MB#_3-Q?NypL7)uYU(9dBPiszLw@J1aobYLZCa=ihm?9m7Vwbzylk6!|oOWKQ((~@X&8p z` z4?qxr*CGIg!!#gTzL!B~#2 z_p^>yoo%zgUEFkxc!{}PWcq~>7}y?fp;&B`bmR&;xbh_D@m+Kb%nD%I_;l-Wwtq?RepYd5&63yL+N4c_lFeenXvt6@nSnp!V&P&0RYX{TI`Q}YIE(aw0P4v zq-ZGL9!QAc?0cUHzr2dZ+*L*3A~E)hEve~ctyg-9s?p<11AOI0_TSrtxs+h(m1At# zKcsqcf!Vn(67Ev4bK;)~n>@h+k;HBll@$K|aUgnL9jogWEkg}8UmP=;a6gjIFRWKv z0h0{=ztD1&-^SrKo0Wy(y{w_*2Rb$>+XWFhFTs-+@`?GW2{<0$yEb8h;`C&?{1Z$^ z%q$P5bXpdYGwe=%&Kb4NGQhyOkIW4kl}hk^5SO*f?Wp0L8`$AMVG$pr14u7O&OVm<;}8rw@-C$aDCG&@d- z{=i&p$eghyU6O z2)J)~8d^;S{4i!8*)BtdIhzu1jx}k3Ea3W|?v{Knc8vVIzI<-{{v=+1RJo(la$2-fy@D5qj&A>GD;SHZI~`p|Kt`! z#Cd354Z5nv@tj+w$aS_}kxRP%9V0;3#rK(?ocZ5q6Yka+Dgz)7fwh?8d+z8k9D_&r z?m1y?Ui7uTjTUiMng}iP9_5Ms=t?}^8Ua!GQ(posSz@%}tbHX|CKD zcPud`4KG%MgkHqr<37n7BcOTKw{)Z;y=zkNULwruI@!tvH&$S{ABkoC{5w&87XI@| z`WbH|1}qPWJm1FP*#WicK=SjXJY1@=sma{fB~Hc);rb}1UF|&Po@ct})K%#l&*IDm z3QMDOZs67o>0A2XbVe?fs&!|bEvgoX?O)#A(~i%btGx9x9r5zYwb0ajhv zv>XS$-AHGtX(%C*dtH7a`R#T|(pk-5%R&A8Qx zG*BEV*9|drx%i{9m_?k)vAfHM>wut8AVq(7sVT+wa-qJ`+Q@VrFYNaY7^V5~HJvP9 zl4wUE7I>cG%y-yS4e@ub7J3SB%;u}(#7x7iw~r#EciSyD@o#=0YQm6_-K;tS*Y{!y zr5n7$ihACS%^-`rU%MrdkyVuDRp3M z^=@!AgIqS{%l+o3;;t@D$6|Xh=z^?fPk883i=27ciE2u&A6^=i#Sy!1#`4rIyKET@ zbQbN=hE)HargOD`VT@*ac*OCIf>5M8SMdW}#|;Pdnn6R(Bx0abCkAjn?w|y0(GDWl z+j#HzdZNVBZjbZ$?^i=}HWUm&>9=vxYb}Ymh?9~=PVUg})LG7^AS>)xP3nOpFJo1K z#~A%~zUk`b%iXF`lMTp5WxobkZ)(0c51UrY-bR*N3cK9HQM%2+3rXqm`ZdXPL8tzDkdgTAe-gC!s9b}$Kg&3HbkF1)e@$l#-^O~7~?Q1d@I>Y8t~@N^b@fE&=RH#gf( zALT!J!)HotA3eFeH4%qC0frwx*qpCm%%;bdDDDM^8uTM=Lm_}kv#jKa9+iB3o8y0E zc&e>JQdWy!5kl)Q+O>dD#xI_|3)h*xe{`AUFI@qZ5J(6rQ0tqV zg@4Rk_$FKzagu)HUnX;;-nv{D0bC8Qe4e4n%#XAP{j%dTI|%JOcEsH_fb{Ryu_z{~w$089kKHkh^LVCZ zl3q`WuF|FZ)epx+#v@$#W!BeU0YN(kbEQ51d>(PnJ|G?RtpyLT1K7=NQd60oZ*_tA z!xeL+>D|f+43RCQsJwe6AQAAZ+R>)+M0lXg6@!@RpdGGO+xdZ50l@e(qg4riS}2@g!@XCjrB$HA~Tw{)DRh0?{+t<{T|f>3>;nQ z+l0@FS4cGv*1G(unG5Ks^}h3Ta}Ti^{eh*BHAp6Hcb&Nzw0_j@X>kdQQ%W0&)8}3K zijOG}Z(iR-eGj=u0~Wsiz$TpDf+lpv^Y?G2NO{Ur~2UOF9t3I^mwe=UtN{kg|4QrIx?^U%960j5Ymuz~r zI8@TNL5h};Q+W;;_m&$SPSAxTX*^sK54`hK9vCEh-F@c~x=&in+1(BkD70X>!Hq0? zgb325htyw$30mp#M5~km{F;6U(}lb$SoQtdh=zY2oE@cD<&|8N2j{8#YkRkqNuPpv zm-KNt__61Hm{lo%CyeP#RkHg{Pr$F={4#&$Nq4TCz*3$Ec3t!~`bW$?(iPP#{0Aw_ z02GSR^jx1o4_g+t2g+g4{{~}P_YXgER``ls@q+mcpVuA|Dk|?>40opN{KZXLHo6 z7_-U^u_~+OSzOrqg$6jMK!{i)?I{9UjL5K>623`cROR4p(^Ugf3}PXbor&-7wrH=L zJtpq!hR^l=2~&Pz>sN|49bqVzNW|#jURUY*oa9S?Q z%4`67pzeCMWFpXU`ApU3nA?sC7Iy?|Y0tD!##i91BBZ6V#QCk)F8I^@p}X(cuEb_H zC&T}p&dY8rr=wK|aXs}J_p~i`zHyPm7$h%bsfcG>^R3E!Lzk!}mS2)sNo*h7RXM5t z<)0`etg#**WA`t_G=-H&v?H!U78gA|DY#?$ z61RWZZ6oY~(F>H^1T=CM3LMOYnKc<5>_~z%DeTMg_Sd&T=nuL=XqV~!EDKL`tsLh_ ztI6jvf_FA1(Z>h;*V|jg&b62CSgqgFkU;anddx0}5pWeibv<*A`APP&| z=CIyRn0C-LD^{|%xciROZF<2JBrnSb5qtS5CUq$3SYsMGl(&5I-tB{^xI2 zu=4y-08&jAmv$?s4rqS*PW4YreKg9~n;IgWQI>V%b!jdigE=T}R(NUrcLcYt^2`=r z77hW_Qp?dmRi18vMzLu23n!VhwY5nwepB@3`XAXd`&Au~a}^n~{*mJAC^#rLaq15M z+-QKK7i1ABaxufJnz%q5XHXqhDtzSPg zz-$<^GG{;HqNV3f`ni3)_QNB8Ffvl5(kYD7gP=awz%S^qPFhB(>MXv1e%x&t3kEb^ z*cMd@;zKLeaY2x{jtj_x8e809Ac&3kFC@+Q8PN z24mlZwVPG4)VUE?j=mfU-%l~PkAbMqjPS>V2_*@Oz zOqMl-w#7zhdyCgz11hrlg{~e!le#13_hOen^fH#pgmh@Y-E6edRk?xQsigc(+jG*T z2if#|wT}84c0>9$(Vhu2PSlkLf5;OvV2%RT$tOrXRxH+NtVFXE6~t34;00H#l}n+K zCxSKd7IV&AWA-YjA*w|O#B1f4$Nv$Up-Oi+%2`%E_PG9t&#rAUJNG&&-PJZrO^~H~aO>+Qu=7)~D7wUmV2-|sV&{R9UKfE#0%q~n>YCWVt zeSz*p>Z~kOefCzUdT8f#(&klP$9lVaF>uxVMts}W&|rfo;iXK(@RqCc7*NJ$>DL{B zr|uBVv2yZL{28fCk45n2ejf*_#HDh@8R{xitI)RMMr-9T{R@DHK3@r8^-w_?aP3ck zLYi#VP`B=2gnuV@9W}3mGnr<88jNL+pMO=mdyF*zs%`&>=l>)7en*-$At&eipg1Md zBKFqmT4ZOnc)t8lYP(TO9cbZ`ZyMLE27#SUSqpSl^Xdeo7RB#0ojFrxaW>*R!aVCe1spB3vU zV1Oa4rz){E8HZFQys7Kn3IUOEE~pc|9@r{N^<}uuUuAV?haYc(q0U|}PV>Fw4F%eK zKf+~B{AkQ2vuUW!Tc7+l8dgUZiaV*dDRIM0WOvw2w@6CZ4fP7GH^xyG1y1&2;R^dEeX&Zh;;o>A}QV$~xZ#3`vwX~%S&=ty<&*)G zTnoc^a+G!9Sa*)gy&GBlj9khh>)5(2)Xvdmbj-(}IXvqKXs0xWY6T~3Y=yt2&&&?d z8yb}=tGy=J^N^}+3UmOe+*{fMf)Lu=fcf6Xuf6hKu{sL+7*8+3oE2JOrA1t&Ee^o7 zTm|n~#J_Ef`TB;Xe4BUsGUkp{jIqsupX!~uW5;6`VAgt?6&RD%e|QY*=nE=y+(+gg zZvStd^5kTwqO^md!1j&<*2UicHzop8nIpvCc0fxnUm<9fQ@E!CXhDR2IQ7{4G%>&4 z0I&J#AH0!u5c6G)cUUVvxsn&s{P?QvaP+DVncDftj8?8q(JZxkpP4t5Rvr^kHU@ge z0j*$V5`fj^Mty@pCf}zG$MTzf4L7^0ymD=Q3thaiH+g4%f?4kSDF!%HDo00KreFR< z7AqAzH!x-{+fkcoE`HxPno5wgMV7@!jW%UX*2k2N%XHq?tO5UM$68SHsqiX*o?$x^ zVwg$(is#sNmKWHaV}h-DXH{k_xRtdP^zKdpb!D7NrMu!_HLWR6VbD-7!r0+G_D}iG z#2zS@%dU#>iy=M325H5Yl(jZoHJuCrY?C}Ms5mU1U( zs!#E&ZWfS3mLIqnnyO|!8I1sl+eZ|Wod>~>z(b?v>&rBw-VZZE-XvqY0lnt>6LNMixCJE%&>PBT|(7Zk?>!h zy|FG^V`s5cYAKNpQO$bBof>vc`3GCobF6pWT82=HO#%m(rNy||AAt9f&nL$GtPkgqFmpJw97;A3!r_d~{dHrFT9fZ&~+Pjr{yXKCzSYTCDbms3Z6K)exCfKe*1 zoBW)YsDngNW*mf%);1$Gt+&=wg%uO!catlINT#)y7jNx%R{h)`kWYrPR4M}W#YdlQ zwnjU@pIYQpB{};^y)m@fnpAL=R-@J!8TL+*OZKUq7tE2`_rGO~G1M7+z5k3OsQL>1 zOw9z?zw;CM%J~mNYx=9L)l`|mB6x;e*$8dkYqSB|d3Q@}LugYi6nmX$26fRxx+RtHm z|LbR=ZqCj#IRlivg}P*Avv2-st%)i|CAWXR`s3nKgn?c2e~LnFjv;_2NT#ikLqQ4mGR|_^a5u84gdZX74c{+=7pl<#xQR0RF5BE zW$xSyEB#3n%4ygMuBOqIMml!)gjxN55o1k!s;t^G=uBG4x=P+R0*n{d zVPo*pJuZ0&jn55%yuEuJ&M>R1!S`I(UuEv)l~&zP-Hy3p=~u6Vizq!qLKKU+)0s&_ zs*jzsUR&BKJ#Q;|o^un_USukOF;$T;=5_WezZE`Wy?Io_euAF}QJfHtrp*wHnRwBo zvVRdUo8~+pq}+U}v1;;1MDb0TX(@0t^6rBxc$~!wI!ddA;9Qv=!l+yKD{vJyW6SX@ z&I@{udwQo)2W{++ZL}FhLL7f1SV-YwI|Op)tC%&Rp-I*Uc{BUmd(7P>{N{m2aZ5*sot17Jcdd=KDOVR?DY@g7{|^@}3Zc18{TPAL z*(a7|8?%LRXZGByl>R_^3(Xou1PUr6rltY8hh4cV@)Ulkv_FG`XQ6EpOIZXO*o>Lu zRq93B^sR2QP#<;mwTf5YET5gAWMutIzP)+4h4M)dbnX_P+UDt_ELS=e2U7vKa>I08 zQB>dU?8N3nmQl0V+5!}xOK3)D*i}-f2WbU?eFcpnPz)3{uyq-lpbkv z0Y1$!4k!-~`*XuX%VFPokf!$N_^nvY^zmB~Z%J~fk8 z>r2I^NAH%RIYuH$3-h&IKUxbK6WXTLMW5*wN4{D}mYQKSH?|g9oQ!JOJ8yUtUB{ux z*`t%*8WBN?1d6VpDU?h_ST{4*E1_UBC5AIeACr*a;d--&JSPqk73D?EN@n{1@#;XK zq78lq9Jf+mJlIf9$xO7sJ?w?Dd!dyPE#qJX%e}d-PDHDCd`*t znA%E>sKXwudn2hcHF z=QliJ!bPM^=iv~6dQ7L={Wb388B`Xt4ebp)#; zB1?Dl9|hLfq`=-Q+^eSRY3GsI0Dn`vt0M)+wN=Tp#+aXgKJ#_piyu0mTe^dc@+}Dl z>8XSfwy(z27LR#@jTi%++KP%wKf2o&qDFC(pxl}sTo%bP#^Ld)yI2xOg4w2{;2WE0Vukg7Gk2g zlb=SV2qUh!o4fqgQ460Yqxr=eyd^#IFk{kWAF3=;od|#Jtc|D2M2Y5D+yk*#v+(@j zGEC!zq2_;|{AIX3ATLLHF*|;t8yy+r7>EfC{b1!oW}bgrvG$kTX6zSW%8vTt`I;A5 zS2H5^)5|oGyQ8rfgP~<5Bo+sYSX|qt>m)0C%M)WHbjwN7V0>jrEth_iZEetMc9_&$`j@FoJ&qdwvT6aDembl75cKCFYxqa=l3>aPi$rUy?b{y0NYXIPcNV) zIxqNx{-qK$vJdULP$hQy&zrArX14NMW@NUhXDen;sgjnS8#*JADDy`VAo@(EQ`yA| zIA;zgKEO0-YC6Gns#^K-eU#D%@|6kd{7_slItdLUR!6SLjEq`PR2bn|6=!w5!w~pI_ti`9(xf&~xdBqg*`VOq;`K zLQ8vL;=2sbD@KeJ&)yL2s=sO3jndb&NtKPM>1NnLYc);P_aHy-l*`lx{(PV{gl9LY z-MWHwJrYJL2piUANT9RI_{(%2f8XU0n5f#a?4O7(14i;`grN8#8Tk%4^h@M>=WChX zv31*Q{Y-)^vU3Ybf~D?3)qQX8!yBdH`bp&!zzdn)5WY7VX?JqB5G=e8{ur5=e^qvL z$3T%JCYmDyRjT$m7!Yearq(|&4);8kfcE_j`ybhtrKpFd^m-_7u}#;5$FTLSp`UI6 zF&9sk!U^2AQ&U-&o|jir1UWfSu#Jsnidx-m!8h>r8`l^_A~==v*C{%uLzwus*G|Li z7L%@B0zAq?;+G-6tOQNgh*+J=?gZ^lu#O3T6_UFk}JA);vHfDtT8WY?ZTJ()$c zL%vxW>``Z(hEym%{)#kK%x7WLg2Ob< zwJIhP@)u2KQ`+wwxZKZ$vUq7vQ^-@)gopVzOCe7Jn=E-+MzzQ-Kg}*UBm{xtL}w2S zaK>96M8>{yj>{;s#jM0%Us>P(qSQE2awpwL=Lkr(yWT8qx?1k=yXYRF!ug|TEfSSO zd{Kk_%fRj~b#M)(u#pEXpgPxlhmCUhvV1H(fif7QDuC+tjZY(5=ZX{;uN1qDQuc6U z?0vGf$!GkXC@u+1aBFH-Z*75nKQp_om33t}?rjEU{psDu_VsB|=P`xNnXd#4I7cnF zBrki;???o9y-j<^wzg70i3wiskstyT#Uh?|r{JZx5ex>O@y`SN-03={WO(&Gpk)VK zCl&OsLtywrLTjf9s*gAfA5%>&J{!GRfL8p&Ace`yfA~MLKB6j>)TArtxTH;mfE9!XqYcL(o%e<3Ce6SZ!LcH8pRePY_2-$BDw)Ek&fde&YlorD z&FRuz-eAc^O=t`v$mI0#Qt3!Bd)7Yt&Q}#>=+r4j+E2NfV$4Rnl-#gZ+B7}Ves|c? zp#7+B-R+)Z?v>u=LTH|0mDWv<_8LInWTU#+@S`DYjLUVRIVbpvYKN+ClNfC*5`&5K z6;hwk4>g*dD{hcd`lCvjyZKwx&=QuLd=c4aXQB0|d=L1;6P#JiC74rOD`1t|) zKPi*=#+)aZk)A1AJ+ZwjL;jRfJ@x%qwDFfKuSeJVT9uX-Xs)-V`pQxd51aw-l;_5b z*9VbLxt}`{MM$Z=uznKe`FUafe>9%smeW>#^4_qgilyxNKm4pk3q-4Fn9AQB`)|I^ z2@1*U0JsdJ=+JmKE6~}V@&Of_xE;1+GDiVRe&*1 zBWAnSD8#GfolX6GGTmk9&dp3X-52f(rK4t<^9V;^dNY5;GJN;6j%I#>Zl3^tglzAO zeG96N0-4uk_^Qp%U;Yr?n3^B7!yTPP4yKGJA^j6GDl?1Pnt=`ZmCezjEjnwsH7(6B z+>J>p%rh0xj$OHSR%~`F=z7!CqW1{HSB(8vO=V@~u1~CAYw>B?729MI>+z;){g;cy z^Boz!-6Jk~mkHyE-?_qi)PMc%4u4))Mf*gO*PU$={cYOo5H9C6Fhk?#SV88z)R%%tNQ09)1<(2pQ`Ab_8n<08r)W4M7Dn zuOwrVviZWNfZQDGNVZ_-w^Ty@_I1K>;U(U%Fsan3TbS>mmX?y3*YC;p2d`Qoug9se zIznaAJaWTnG0SffS0xjq(m;Bwuod8<)U1a2dmc=x+Sa$dv#O``&oH!_69$vD=<#RU zPmZYVBR-#Ve4LEF$ucx%5W{VmLKt}_sh_7o)5MSD6U!{Ea{tR>ZSWtwaNNkl?s5= z9*2S~BQ0ZI(<9yKNh2g##oA7w8%(_rmgbd>REYUqzCvnRoP9M@XIwSNYOWYZwBwbJ zP*O;NQT(*tAwg%R6z>WD+lPBrXR8ko*GQGKshkAC&>}%(NfQDeY%1xpjwAVUqwhBXX;Y*onJ%p7)^BgoBF1s?urO&Z?bf?H%yq~y z(<6Zkhgs^Q%OvA%WE&3xe*kftTp=>*XvC$@w-dM=JkrCiqttKfGr$`1u3*%Qa_yCz z#c(x+9|;zw==0W1z!h0R&P^w=Mrt}i1R3L_3{RuQSRLYCW}6J5x<&R^e( zcFppy?81o$nDp{~%!YGKImOI?Y_#>OtSuYtl_KnW1EO9(K^*_LQ=2=m%LxMjdGQ1` zPV%a%ysm7n+AUC;&<^)C)w|0z8|ne25ZKC7cD3ODmU-HpnXHsn(53)k;+ykxmK-3b z7^tz&v&?~N;dCvtxK?bAFIa3T0*bXH>vwR+PCeSGf zQe+`#OC;J~f#nrrIF9uCFFyb+$0<7T7XAaUT{V0Lh|>Yt~R_NbsX| zv%Pac!VN!FyiF&A?+lL5mz~MG#V<5}tq<7wPZkD_y!AQnG&^2Y^!EHD3 z_9jhSvubu)odF8s^;jhcznhk+7HLj5B0F3YC?XXsAi?S3eV|LeCGuXY{#Fe=@iH1% z!y*i18vylA0C^%)$__ewOqnp%UJNQwB}yA@b^_hm zX=M9!SGNJ>&LJyb*99z4)wgC~RxPLBl1;D3pjWq`)yV0FSAAQ88JYCd^x_ZUj-m{! zmA-t~6!uXQcMdbv%h|qW|Gr-kL(*;iG)^i@VYOm(ghTzTP|J2E#{>83C_ku3Nxnw~h}gfWwa_{!td{#^-ANZKrE)nX@+824&vJ(Cv2I zV^UQ=kBqKL6iDi4HSPNq#8@RFGkE!-egTgqT9Ljid&aXR49Kf4!4+EmzG2G<$Ppif?9(vyF_dr~0_`qM>MIi+`N2)H&(Q?D0%3|#Pv-CTu)zF?`lMTi(#OJUEHG zwpzy?`~~*Wy$rn0k0OI9S^V68fj#9^aS#1TIKyX>g^$d+5CX5Zsk1&D=s zx_&`P(Bvolqlj}-bhW(G5Q(BXU>(5(B;9V#));p$76syq--uH;+)z6uIm_YxRH2~0 z3oXScJbN5n!^e+*SMN6^Jkk7UVCo^`Iy zfW(LHR@b+G&>WNQviRg4=lYaz;yA7QBqCzxNz$*oBV|d-k zFN~5#88AqNCH^!X%}_w&W2_Gd{lNj0wct7%G>d83)W+<2ZqU4^dpg9}+rB_IVjJvJ z2ak7;GpHIBG!HoMqx$5yzuQ{poZ1%4h9I*>Hx?ImA2fBO;75!5U!Mou3YVG7B5F6ZB>p4{)w5l0z(GJBN(CW z$GpPW+q!s#^bezu=u*Xt_tlY4)w^RuS=hLBCcni7EdR`BnH0#nw7ZkEY4Y>zFKp^^ zbaSrQMzv<@3r7F)bhG?*sGG6TNWS^%s;gDDG(+>C@=L0kZ}@=jB{G#(MAqhF&XlCi zH%5hiXrD|;2bK?&W~mHow-F$z1CiRHFRKS^tni9%A3n1uFGR50T#L5w>w^6vy$m!C zVDhee#_Z2@a1^CfwTG&Fxg|krk}DJ3oJ}?ElTA*|1iqoge)q; z1G#WxnjXP{LR2B}gxSD5k!t#mU$CdTC8Fhf<~oBgT;$WLx0$8Bl72O{lWGZT&*ks`S zX+~|w+K_NjMrX)k3cS^@_4BvI6*f|zmhQ{pILwcN|9d<@tZW*x;k2nP-;HPuKaiWfSnSc`mbhU&DQM~4Kl3>}@%Yv0#zZYK>2 z4*~;tjk6}5)?I!LFh(^4adYY6B;YFgd!>>z*c<>#bzb_QWtya|*(#(JZqQkWrUG3Y5Ob{>{q~DsW3hj# zm}_T&Se%W#4j1z<3hv`YaXp-ee~Nk!5*(6#{a$5+|0sGBt6cDr6`b7#4yf^SpxZm! zCq>KbzcL_-)Sy%Ci^0X36%PN$(RBwx{r`W3NJ?ZxID1Q0A)L*fJ~SYP)`@ej-~0Rf-yiPY?|VI;ugC0Mz?BOWk*hI7WId)U`_hJ5 zs`j|&IRpQZY0q;g$ryF0iwMbo#X20CR@xTde1@*9$wHg*=!%*R$QV%uqiC{(eElY( zH)h~NOQQlHbY*9x{U_{Zn%z$gEziZpcVk;ybFSZX8l`K>Y2uu`)TJh6vTC9?v*)>a z2>MF|n-n_+D;?O7oj!W(h-L%icdp>&-BR%iBT_H=k4$FhUYru3w4pOOI;W|zb`zDX zOfOo}kQFuiZe8<8-DDDUppb?0+qF#B{%pG#{Nehpb&qq@KQeuiVLn!F*{5)~Mx+f1 zb?4MQ+?YH&!j^g67bzAN6)u(fzH@eEDl^HP?{pi4yJkkf$6kT!^P~7og2mW0t%)5w zR}M#Z5;=SxK{gy@p`IvZJDIlY!EVn}r?|^1g0VmQ*o{oR3Nw2PdHH`X^u&Jw+A80L znFjL&9U>mX{3a9hmOf0C4^*Gb)^r8aI9If(6-qUmL(*%I2RrD?mLb%n-|>gO+k(fobA@$~m{#_f(~U`F+?sPWMCP0+HYrF*=2Md;m6b{J`d! z>b@;G9siCcEm_D*gdSHjr{PlQ@TsPtFAdtVW!CVPrG4|()$N0rpjocNg+RE5Q3!Bd zKi>T=`Z>w@(Ho4tJfLU`p&p`UiUOBqu+I1an*sz?Kcp^h0BNBr%2_PC_Q-M* zp^;%j=6o6j+m$1PRpib~&Y5TKoNHekUCIU3+T=e3d>KC&m{xDS%Fa&b3=yoX^X2T? z+-S@%M1*&)msyrW_`C;;&0CDKDvxbWmpLCsl)gA>k9(*};wFWYzUNJZIL#F^g3*<4 z`O~ysLcKQn|0pR;Z!XF}KsL-OO$DaJGFhwl`M*@B>F|EDq~6b(w;t633bt8a?j#Ya zFv&0AL! z2G-EH#yNdiO~nv4bWWhKgs4*Vvsdh1t-Ymf2ua`0d&ZcZTD6(^gmY!g3D)e%kAsMK zN^8@#)5+6NOM#!I#eCA&ECmoxF@uZ}@7vMZxoXsyAsk`lS2*OsY5tSf`APsDfg3Uu zD>UdhZ9uMHY{VD8J+CiM2;Hnr0r5RFKW*j{QArn7sL0XTvB>Exu@LJA%GWg8-bK)W z`|ZJEk-v*RbrgDhgE4p+@4^=vp$ms{m8Ch{-LlV;l?-n;J^;e`0kx4IwjX(^2X0gU zHU4qOhu+pzZEqjcmgC-;)R9aB5)aET4;zb#EEW+9`mXeHv6p7MwdATuziRQ3A)i2D z6A#oWuG*!nx~iD&@!LSKPtY^xR~@S_Cnj6k4mPs|(Bh;V7!wH)&u_P-1yVr2R1(yS(xi3_t(7yQEgp8+(rl~C6F1EQW{U#jiWPi? zD0Ca%gttlpuk|dE;9I(Yn2=JO(pG2+$a<1#E-&_#YF515t)1U|K6+rHp>D{VP5LI8 z+zEFie3*bV{bha%VfJL5F$`@Xcz8` zxNk`~Cjble#8}%lhKjhOydo+F(MuYM|z;&g)1c-Y`4fSG8B_|?E+oh~c&kBkPBVbA=;B(f+l0$BTD zgkEpspYoxvb8Ukv=&h{YnBTkM6+?CucLS$nonL(OY`aah!M_B2Br6yAtt|_D-m=+F zu!aF=r{GxSKe7XR9|6}wuY6JWRJGHi8JR+t^e-1Y;BqL5Daq||lOpAq$XzCyC^=c6 z0|q+{zwwLeEOf*A2dD@>Mk-OD2XH23l2IWp(L z#tF{j^~jxR>a`^x`XZv+q|NHqgW7gV(^U97B8N~-C#k_Yv~$!pPHf$j;q$ncmy7dF zGTx`3;TFU@5*Or)j(;<+e@LDmBcDG9#<00Uq{T-GHhWQSeeL#m`1DmQNwmZ};7`5O zedS}O+*~jhLMxe?m|nW+;_1xa)BE42zvzyRM6X;$k~>M^m%T7vI4t1Xlgy2b_CHv1 zC9xl4>{7#s$@`iwdGw;X(t=OnNwfQAI>RD{7Ay=pw;$0NbS$eup-Cc^-%0M&*J1<% zhP4uVjaTjez<-k1L#jOcE1uZ%x*ucB)!Rh&n*TF5%7W4iY}5^myH$gm_E_(?+QMD$ z(no^(7nysDW;9Xenqh&alM`K65ekpuZ-sf^E&Yi+_hbV|w^Cp@?(b@q?#*6Wm5j0x zvPJVOsz-!Ut@@0bvjoy_Cw6@5o@C!o1}?#B)tuJK_Qh}BeI9Ar3QD9B;#1R91yR~6u;mzb0|J2Ks;+M?{X)#aQHmgz3w|@q6<$#1) zuDjD_a4Q$vDz8jlSvjH0tPw)x?+#qvT;EqR$TfN%VNOrw4WRJ5@SkC=+#YC9(1~$O3 zz0hObkFp?$es9_$M#a1QTjLlJ@LY1dwn@see;w6ZWPM?I{yHeUeQ2ByG*o+7@8veu} ziZ$;9dn z3gFdSS?J|mY$?)$RZMA>$A_wZw{-Ch6@aFM;^&XVP-?ABt)N#?AIgT-+4Qimd6*?SErN zxZ4y8h#Djg1vt`B&Q8H9NAWX+cvx$=ba7gc@zS-awQ!HLo@?P!C~e5{`zyakpNsNq zvXr97>vO%WnEzhXx9{?U%WHbzWAa#v_q`8Sz3&tV6YY@W;y`>t)yZaaysKn)w@Has z^n&{R{^9jA1uCKY$i1tGymtwv%ixLW&)()JIzk5kyELIJw5;_0COPc8qq3Z%HJ+!U zoZjBlpVlNwW#Pa!mz{Q>&Hj;noJF_X>{kvU)}Ea%7>k=Lh0px3m`-glGHun(GIR96 z)>pGVQsere&OnFn5JY;rNVXV{$vmU?)=~`cBykqB*?g#wme%C(C^sxJ+$rwzmI}n` z9OhM9MtdcoPg)t9SzJx8Wfyrz-Wv{S+Sog&eJWNdZ_WyfWq%BxHF(bk@p*Xk8Mw%F zaKd@_GL&=0vl`O`j%LX3mDM3M_C#B>n1N&TYUFc7Y{Fm?%U;7_D z@!sEx&|;^$=Eugx!z=2+w=4X5$A}6KIwS3aUL$qg+f8Ia?I>Pzj0=Z@ysW-r;!Tg= z#cstuP?-Uv*?Sxcsw zb@mN8!?%8J4)#^`4E7SW2V%s^#J}kJ$fa{0_YS1<^uQ$^#)v3gshj3oRv%+2a$KjF zgGQxHN1SUUI$Y-pN0$euul&CJ)o!7mShb1goei7lKlU+y0?rgt%wu5C+?2NXs z^GJ|nVQAnZpNRgq_ouz?h(xGSul&J|k39l+q`DWqNvyz`>|E^}zIj?VXkN>7tl*y< zLO9L!7IJgU$~8s~ez_pgFGhq0j2Pyjhvm`>Ypg@F$g-MpLYRvJkq-AxphQT+$I3>k*E@@6|^3G1JC4L#=NC`Y`APbxk@ljL`$(_U0!o+88 z+EQHaOAULgp{o4uifu(rx#Ut`cH#w&F*I8B9~m3)vYhNry}EF0V@$Ggp@Jy-55B!v z-G~cic+uKXGoCE=bFp=}i%T_^pC6iVES?Jy$bVd>#0A2V6zf|KQ@P{OdYkod#Nnhy z-aEH7T9=9}t(&Cb$AuvloiFz;NPQ;k57j()s;ct@(}VTm3)$az-+yW34B4?jhoz*1 z>SxRxOSp=^q{zN@_s*v(u81z1giFTVnqSN#qcC5##fQ~1(#LOq@wXS0+goUA30v*Dn6K~w~U{6UN-;6z@Rm;DOD zdvSOrkvp%MjE%`#jGfj~M!D`i<<9x(`AV6x>(yh$rVg+})n6;4F?x}w0NY%X0Nzvz zWh`C@e=Ojp7-{R7Z2-w$9XxO_QYP!GPmP&afC>^?xk1- zTtiEA_eDTt2qd_-LO}8%LW3!xU+_OFpo*v1sodF2PL$6p?<>bPe&bJ7|3*D*^ zHX}wlQwy@O3Z&twZlw5sI)j$qJTxgiQTkMW21D!1Wxt+}MuYwslj!jGhS0$u10e=( zX!QqQoy;z?$?KjsQ{okg%z`+Z6W@r=W@#u_ej#$rwjHF0ciL<#RYRv+MgSoNp;^rK zX`A9A*Nk>qYtc2H?m2x9(+*KSjwO%QSEBcImt|Jgr#}3UGnN79ntlg~L%ikJuVp5N zNJm-YA(9x8U~J;*S@N(l{XIq|8abix)v7>q%fwwYba$UuIk~RPC~u2XrDdb=bWhHW{$nNOnGr96Ryql6W8Nzy z_$#=7XFBk6R&EQ7l#scxw^R%~K03(ae!q@|9nbs0sk&#s6kF@k+t_#=tePC`dT)?+ z(fwRhwIOcEmQ!5kdmYwDwN7oK!`Nh{0{g&i`E<%;kxUnwDUngU}if(>-6(O%&?sCt~)$Pd+_bOd%;o(_G32oXhs=8!xcse5ql(;W_(Cv}QWo8H}+mCAI}ths6bos4$kl^bg(b+O!Pfl4OJ7JCe;k(ZuC z*$pGLpM7b0y9o@t=`^q4^mhjK#SKn`KlH4exYU}uMf3a{Th==`)w4?*sbsvFmVvUJ z8dM?lZMJr4IRea{R*ILFpV7$Tgs=7P~zc=!< zIPH<1fNkIouZwJfqR9lal&`DZ+Euv~7razw^b3}c*dh!GX>k`j*!>PX&Ap*|=rj8b z(j=i8;}ZWwXi7&rBjZ76dB?NQpN9jz09#Sp>M}iis8{5=s6idYUSZJpvL{-~5GC=t!9sC# zCf|*f+G#(hh!5!x#!xpOtt%w3LF%O9xE}p*=}=fGXoaSH{V2(u2>PScGy1j!Ti|y+ znNGRX%)IVl-fQat_q5*($KzvFwmK|-#nD+6$Rp;zFbwy9DCKalgv4271eoG2MFaBI z&JxfPh}F)?b>*>6K%2UY`Ws%;zPfWahE)6EE237l^y1Q)enS^@s&4j^~OQ9r{EslHyY=pO# zEa>iHOf~tXE&YF*d6TGH!q}IHB%eUPH(f3djC^ia4Mfvdcx=5u0LyDYL>D5o|`Rq^ybW8?jT7UWUb|8 zL<9E;dTUzZ<{_X}IK5Qxwp~8mM+twiy3r=I?U;*KE@wmHBGJEeqBDpv1DS`B4j-=^ z#;O@VUJW?U>oC``P$nUSb!)VkpL#N1i#hUzgB>ahU1_*8T0)$VKq3+{sUrQ}y&~`* zM)kP z`fQabB_6xXOiSHM7$RIn>>3r`n?-qEL+9D*yFkql1LO8uFuE7Izak)Emi|~E=%SfG zeIR%BK6Kesrvv;y`gpSXbea#!l(iWWR2DDf=t$X`05^6F-iqjECkYr(!4R<-KnQ_2 zzot`7sjiqyOmqv*M@p|Qh)@qd&xj1j*a5^It?Vf?(OKp1Yn57lwOB>Xq@wH~f`o|Y zhWN9b($XP_iv{S0G?0DaUNvh)V}k3PrTmllJN~#pJ9|b8K}7`q?2nM}nLjppxO^V4 zcso~q!dAN?G%d7kJQFqI5@)W>%v&*vb3Txi))raLtLC6Vh^+uLB0$peUib7`gJW?LLGhNg&%WZ)={$XGIM!sm?*$ zNmoM-O`(oSo{Pe%ky?qJqZ72cLinRS78dq@WNDwyavwcYuuDg+*|XNeJuU%+e|>w6 za^SW$+l!6=p;HgvZ46Ij#bnCImDA6c|Z>k8~*r@M<&AO3Rd3bvv3 zZiT2+b@co+IFdKAZ_femj8=XZbl8KoH9I8&6Le?(-w)=!$KMz`EoX))Qv>LvDFZ#3 zMuoZ;=Se?+iE0>3uZ$JHIZLX8*G^V{_HC&(ioTR{B-w?5^kd^K($xY7?kj7@S+=L{ z*+VEI8ylOG{A>#w)iO%*QQ?!5SLVCsUtA^Y4O-%by^ijTX3uG_dQ4lUc*vR>OiSV; zSlNb5(p8j)-8y504dWr0JuTaG3W-{rw;C<=&JcB;AxfUVSj)`U_GnmiVY<_Wb@23|rkgR~`#gFEVzYrs+ zx^?-It1N?E?p>kj#sEu7;IZne_5I2#l`qjHJW)!4hZ`5j$-0cWj+zVXVr5Jyt6(L< zq7c#3;K^t4qPSx%fVaKo+r2S|#a-7=QVb0b_LY#zU|gf-Aa3wCjqrRi9h)$FI2I`} z95l(>{CIET)nK<`Gdc|y?q)0sEt5%;GWWWr(8%!M=oFmct7a|Lqz7YK4~A_kg{n6= z-z>hVE5V`QsrQepXHP}c8fZR_S`HqM=WO*bQZU_A?DK@1eyrtEHDtJZ<72=X;a;S! z!$RuoEY%vvvE)dJ8%~#e&COw;oJLCD(#091%)#rHaG(CS$Zlm3uU4Vx z*j-7j&P{4QtGi04HU5+Mvl{Wf1pf(zA0Nr0%%TkBKqs7KeXU0m`qar3fkJp5E2rzF z8qv7h=C%kM6H?QjLMzBE>)3QBF7MV74NO z8n;C1F~v6@1M)ucwf|so_Om>jn79Z>ZUF^a^4yh~K_Ia?B`h2DCai%K()24B$?$f zPU8Xq<$rcjA#2Hi3!uZ@!uHMNE9*ncp`UsT0qIkM%WV^#i-J=RqR#_+P!|+K!}AGfv>L~a-x&j53b4VMp=a#hy)3d8zA%|g z>wL>3-o;g}IG{f!zNY5QkiavL#I3-2d7H|15#F*y>JbXb zX2LGJTqul>xC<|=$$qXeBbK3WBAN)>`hjYFJaI#$Sp>I$4*i7nobuc$MB(g;MIl1S z9LfeI-P6`aZ;&tF=nv*M!kj_XAO(r6jkD9-vw?=hxa<%2mP^TqSDNry+rXX#4<}rJ zTKCr(z3J~|tX$PleuU1qNMUCn!M9}Dn|Q3I_m%XN&IByN|tC@)BgaM_n?NwJWo(#WaCJoV5y^+noSya869Fm@6*@e3)g1ZqD z@)+YCrQK@$OWpSk!V4bVdPgw&7#J`Efd~&~Yi;h5336tm9(UeEL2&ydx~O+n*JR4j zRBV<>w$Q%Pt21F3>dF=#El}ljPe(zmlwcW2)lwhyU|di0Eg&BLj{FApJH})6n#AaX zp-E*57!~Rk`EyBI!o|#~$enj_^q!s-sz$$AHEqqtU=}ETt8ODT=%Xi?Ft7H@iL~ho zJ}49z^j88{*`jg8*m{nFVYNsX_1YQ0Qca?__Mj0Gw2YH~o!FASuoV(w$0{x-{acnJ zpaqKSS^EUr{IIUfqhDbnBSz+>zVR6Y zN)1vw!~cpj%}{FPSM_9LNjyS9k15VD>yDB%kb|?$V3ZVIpv-?^N)+6|OlaF;jGEnw znUc0GXUkwxv(lcHYp-Ob9udeJ_QF7if2-Q%%ZU7>NIO2u=_By#c=O6&Bme4i*p+t0 zE11WIQ7UIi;vKn7;x|7ZOs zDowXffNG8LA6ZGL_T98u$DE`jQH`M@!&5-)p=|0!qmxyv5SpNE4k=IW{TrKeoc~rw zjG%LUBL$w&roXWaQOyOt!H}XagM)UBt%|&+YE23pkeo`q_Zo%KqYw)bZ-)`KJcw5+ zqB=eIpw(Qb1goWG9AO)An-u@jE*MA^u^b}UM#K`qerD;oHJ>h4?s@bYagsxJqZo~O zUU*Gm$l_33}EM=h1S-f!vT?#4| zNPggLMxuXVu=9g89*xYBIn~GX8(<{Raue&^Ecv!!YQ{*DiJ!;z3SoF#UpTa05}OJF z9oQ8`iG^&hIQaF8D)z?rVgnQcwzXY2X&V3?c~VWiisE6Z*?8Vo}E5Rm&fX{V%_y>X_OF!Py;_IZ-v()Z&wV4nzrIiJhX zA=T_38C95y$^EUJn^|)~-5BlhGaV5m#(CR5X~sIf{6=>eI9K*!yGX+G122DOb&ucf*LRO>`Z3q*laWOG)lSJ$I6&)vUT4cz@DfOmMjRz{Lh9@{T#DYaD z&90oAQOAz|<1MRh80HH;!nb+ON#8Q4b~oqJXs%!#{t)DGvAKa}=b+>hvyk^JFR(I$Z zAtv?Dzhi_sE7*Q8_BDw^rq%^$|kkpeliHVGol7rf%ysH~6Ez9w|HT5DAYx^R?GB z@AEm|TDidUt?zE!Q;cbsu&kZ1#h89b=PNGc;Tr1nFu<|t-X~sPxk2n zvqr`i61ky#UFSt~o-Q|={SbtG=?crb%;Qeaqiu?f-Ru8@byoG46TAO|Xg!$K&mj#D zY97lf3>-4+dZ}SyT@E@@_!{0$-FlA>S|Vr?6WqJA2n1x&LkRa;wGoGCec3`)Y7aXt zBu`-KY2L&$(wazRTuy0@aF&qAH)QA}Q>J8^Mr1{#SZ5c&D>t2WKFD9SlYR{ns6-+; zYnmoEC`#;PN4zS5STZnDN2I7ayQ)6NDOaJeJ|JYS)fGA*)zg~B#!UIVJcWFqr+Cih zH&ZJuVwcm!)c`(1;>@-ka=F5&4EElZ!GQe6=S%)dv`7KL>-u!dGX6Q;?6Wy;LOBJ_ z+G(Y;==k|ptsTUrMbxivTNdnD=kZj4)T*<~g5FxYa<$I2!$ek)-P-~0zpK!=7*?Vb zu0<_n&4-qCm$bysrcUy-yej+vx_)evsUFwprp-#dTUcnGFI|(=yU>kH z2Ag{pyAqD@pU?M+jAM zJz0sTxT8+NyqPMpHD@9aQQVsHIe}}Jc5J)%M&x*S&*JI$XS3WPtce4&1UHoa8)*f6 z=!{BZesVJ_*g!#{V=L-*q^>c`@psiH@1V>q0&~DEv#suP>ZrGz*6qzM$uqYi`={Ef zWu}JecJ5~Y>d}Wuy}aJY56x7|Hq)C17olsU6tilsF(TW)qxcHsT+WjB{5|jA9o1g* zdX-^))urS;mDcs@6(PNwYAVd;WLI+KO2Syt+gM}UQi;dwan+?40it5=S?%rI8ADf3 zMg+}{oFR4se;}(EkzWH>2|HW;m4D2he#mMe-wu0AEC}D5VqI3E{9N@h{pa&Dljm>N z&C=QTU2Ufas&Dl(`M4QQZ2#!(jQYgPdlYv4;Jf_MP z+(QU_z!3brFHc#XPzQc#{YO?<;J34vP2xo8w;!*yq6)F#LFd#vf~y9{#i|{+YOfbq z!xn`TegRxf-U}1=k_z$zE(BYZOZ;n{=qgn^bCbYxlqKffyW8OTg`Qusf0)-_cS2b7@sjM2SPem`B?|*JdCr7CaUkBd+#cc8LX(e#s6})x`SMo85FMf{&ITN z@wkow^Ko;pG=qg*jOV26vB7j^9=i^~mqr=!B|WlNov(N4&tz15dT^RKXK(w(Dd<7O zWp5IN*#3~on&`=B#?}w%f~9jPGlRN0Osbic`97{INJCod4}^BL)FfC$35@i%I3HJh z9I6GsQ>06(+1bZ#FcJcTg|gwSYda2WlQ~{5w=j1){aLFs?RlEzTyL@G#9eW+^59EX z{oV0!pc>V4^?E{r&cXBdj(0#~3D8h6S`$r1Wx>isZ7~z7567Q%CaBW~vg|^xK>JUq zmSCn|!mCdjkte&|*Q|>_Zan4`P)rNbx8Sk1xJswl$m zx#ton$yeif9zy~mjuj$_w))O@Z&zJksbtX?ftT+M0fL!V5ptEu$%vq`q*5APmtxss z4c8pQbY{Nj2m>In%Gd`+{;M8cC~#!QR6WqLGnt{2To;Y7$RxJl(3d{|-Id+r4gc(E zn5em8rDf*LeobRb0T@eV{>*G9BbreAh$?pf;(#B0j!vjVQp?~0Y*KI%wdcq9I7SM( ziG7Ar+u=#tGyRd*;w@5KX&sEUW7JB~&nmV|_*KQD#ls}{R(GNPf@uG{e|n5NGf7!u z?Rs%fgoI1{l!dC?%k!KdNe2VoNkHr3cQtFSu4yH;v7P3*A?qohTa5=vdR9{GHOJlZ zl=}p%!;5eh807}QdfGX+GkjBYo%Agf8o7Tu0omWU3}rc*Rx9?>8j09feI;#B8ve)D zo9F(YxoavnjsqxxWhZB!>zxD$WK6QpeU~z*$`e^=ny|)c1$f()?H>B;s&LPod3=n%UK0O2!ul)U;bWVQGJj2KG$VyRXfP~8xTDB7F zHU87{BrEb-dMe;vvQr71FgS#b9}f`qSG!b2b(7m(R^9AdpEC|3M2b&##=dCw3P_9q z+9!ZeYJ{PfKlR%i8%uyMuGeo8mClw-<8_noxFNH4(>;w>3Mt2C$J=BRp+forV70Q+ zk(rI~Q*BM-AJCZ_j*HtB3irkRia>y-9mbSn8@b6OX|N4lfG zIu<S4woDo$PknQHU8VfixA z=n3tGi{i}Nv}Q5Rv?tOdWje%JKSs$+HGTJ>)&u$Nd4N_ar1WGoIAAM=wkmo~+34tf zCF@kF5=d_0U*ag=`~sS zm|Zj6ZFjcTM$SqQCiir4vAZ^2O`##Xrlk+}B&PGpu~cQwY$RXn$S37mPWkTWe`F8B zKI)~mP}Pd43l=GSZx(~@U3&G!a8P)%P#(}jc93VvQ(aT|dX+xAO(=|>5DIkjNmE0)jsS_{fD?o)>tEhmE%2r*ad-H;q z6P>U$%`4sh+nvH=a7u4tlYT_>0;H7(-XsclPy)g#hr_d+oi{}RG=v-siJWw&o;t@F z;~TDRf31lKjJBUx+IMb+(CtEmhxg7EcrbZV-pJV0HuAQHP)`b{epLI;qO*)ite>fB zA7lzp>{-D3F?q~+6L&*c0Eu=<3vfVN0ym|+ipPKUmJvFwmZK%yA+AC6-5RYF@fOG0 z9Ht4)Pq>t#Sx9YXNd>yEMRJ+S3IQ{Gni%47f<}V&5=t9+m;s&~s|s`X@f}w--XtB( zxe708<%mq{?2g?MwaUuN$$)S*_40vSrMm~lWup~k>jT^K{#@)RvGJeHk{vcUnguZq zy>18y&eWz24GHvo++g3x0$~cjr}>vt=iA$p(T{AEarKwAx($6n%a)N6Lo>|($kJK+ zqRjr0F|_<0VXYE9(3b7sHlxd_qK zFv3g!eKQ6YCC~ljdPP!%0gV1ALVcHt?|Ot^2o=6#m3$xarbmlTFUjssrZ>>Xhq19Z zf{Z`cE`>o{XX1iF@z<(DNC{U7+dbszIjF(PlKJHj6A5ao1z7-m0G| zHcOpvY3DBj$3{esNM8BYg$R7<2;Bc3m|UJtJg%Y-~>?Pck08#WOMZPpc# z93mFIY^+Upr}3r8d-G|{DtG+53(G8?aOq3!a-#={Tf>aXknH5wOUvA}p3K1XHthb$ zewu3tv6vk(J~+{SLI-TJZdTa-x`2^;zvCsxtFlV2e;vEaRxZxA)Ul=9u|(CI(2u)n)~4dwkPdx0#|EzCX>djm~DgcfdE zh|=<9Nr$s96{-$Cf0pdY+}&+s??2t-Ari%AI>-4m2eD5dG)FFyQX3%m_#fG=OErN+ zr*2zqWA);u8E2_`|Hz7s|6a3lDJ-*!+;%dOXNC{kNU#u=7LpI{@(K1S_4Z?t$M1nu zg9@!t&;z`v`YxH_cOAng{;K9>#XGI4@4`2?5 z!Ba3}7r?V~M@5?~kly>tGxCK`-g#G;T$Vq=-l!|n%B|O|W9`S6=$j;}8xZ({im+_+ zd+$M2(gPiKQNZkI($A_asx<~kv^*UEYp>FisrB1-MyM3f2H=9Ksg2b#8kBvMQ`$k9 zHY;|^et!MT==e!&18k;09*HE>PRon)rUk|G8Zz0=|C#OI!L0qn-v6j891@tMh?tbU zu+n9If2G3r;-SRF#$xb6t{`n<18fo`xkaiAdPTpiy&TTZP6qNLbl@2>?h5TOtwUoO z=S)6KFwM{0XGEyJbiT@-JkRj*W!;8K3t=1_Br#JeisD@6y%owKID07dqNPCaR*~>c zNB+dwVcIW3o1;PW-Z7eS7riaU>cZ_FvElYb2> zVZ{pGxUFJ;u4k+l$gzD6*VuZ`J;kgceI*5+(vXz{+Qs}EE>g_he{^_=zNc--~ubvI8tX{Vt&7$e>5#27N-6RobVSOW!XF(WarDtB%1v&_M zK}Qzz4)U?98_1Hsj!h#R6mL1bw5S#g?d6CBs1rTI#C=!1Y6iFfP*O*P9*F1g^IKNe zds?ekQ)KD5qRQvpLMmttais52@~bENuxR&H5M67xaPDM|k|I8YJ?JCfNtz^2vwx|K za)jDkobB{gJ|L@2L zEA#J)BRt2dWod0GQrrTYG4hK|}qfTA`Vl&or?} z-Kw6#F%w=6I$ORpnSvT7@w#uBgZ~Q`-MdtfU|~=rv8t93iX4=w&Q24c%xNMpvuF)O z&b_|vr1H7C2F}R}f)={HW<_;B$Em^;^+c63XB|+jT^d@tL$fGlpq8=sa}_cn$sRwM z?=(NKGP4c%y+X+R#0xA5wHJYQ95J87fh91af1enb#iVbkk z-zo6eL=!R~3V)Q?q^Q5r1X(q%YkT0uz6opQ#kDIVz{e;H6W)`u*RvYr8&YZ`dQ6Z9U0+LCtPPT$&Tq5?N|G?; zJ#l{As@~6}uTvIh=bqY_v|YTE^?K34fs!hY)k8+B-5O@`Txeu)EF$F)it&5F1bE1>m+K5>({#z+cCe_+RX(` z=swyhh4&)0Bsx?*(S~2WwWv#ASK^Y#*j$58HG|tQzSa*d&wUilO`%a*Gm8wel@{5S zR~Eh8g+!#cJMfvI<|#C!yE7+v5?ncHfS6sg80>7k+Gn1@_I~}n@EM(iY%B9(t{?l! z2-^&mIlV>8z^c(|-toPv*7%ZM&ynrP#7_CP z4o->luMHW6^`WefEIr(!y~-+zk9m;CAuvb|pU5_=SI{R@+>>7L^fCqg1WV#Gaa07= zMH;wo)|bcWdiVY0%~(MC?TkUQr_UkHLTK)DLJzlJK?{~e&J#a{-0dEW@xMBCqG&hG}G(Oi#^4v>>3zGkxZK`_=gj_A~*| zg@xQX5TH=+X{Qr@ggi9e8JfJnS3h@tdu28dL`&&v4U!nhKpJ^JGCRkz_h>aIH<-|> z{x-hpYNxDjw5~o_@2*eE-B@ZKST7NZK`P8=7%s9d1fF|}G;&m0rNDDOby$wKZkoJO{vlDHp=K5kSsDMpW&v~^Cse@0gkcD`g@J3 z&f4B=G?$5XGYyMlY{9<(z z!HuVRfbsL3vrM^JX$#~UCd0dsho?j!DzN35S~_B1+n9 zPA4cKD8?Pw)T(j?7wWhSDs|L1j$Yu;dq<|MCm&_jMTvwW6D|NDP(nqH@}hQ~wA82w zN>r%2whQmyV(>;fmu*-?MmFg&_{S{*bs4$YB5YeO(qRj`@UU`r%_^49`&`>&0={?z z2(8>pV?EYzMS9XEGc(a_Km?& zXs{KPcWlfbo;JVpbnOaq-POJ8Bvt-dCWY6Ez87vh>y5()-0n$8=_=+GzLA8?J6Eio zuV14UO0)Q`wlVn!G*;=pB>U*cysns(GlhaP#QtrwwB%+SYL18_W9UWt1T*Cb6=J~Y zZ--73_e@o#Tf-0?g**tB8nLd zIswwX%~`4~o0gFEiErgyL}c0TX&dN@v2Nn*(!6p4U@BVM3q7z7z;&8M6bvYHFN0^~ zf~4$PWnZD8(P9-<$CL6oU(9b+g*1*l*}Nmy-fE(gC=3-uDTR90t|e}o7@kJ1+Q5+s@wgCN+|kY-wk8$-`un3Jqyo3LQPco z=*RBSUvVlb!zWA1&>myr8cpNQh*DI#?9tr!Y?Z79HjQAEogSejY63pgdSg)Dbm*wM z0%rIs^7l%f1&ck4mkRWvh#Cf9)AFYHL6Z!9_G0<6oaN+xV}ooB!pyEmMV_&_O%>G@ z&^%$tXb^7rMq=%tx*lGR842?(Hw&5xug+MM1dxX3t2M&Mh8fmVyu%+j)IwaVX71_~ z9^Wf^em_&JF0ze`&g&r;#OGW3n``!fm=wY>;=sX@QI;I)NDHr>FTLwrgVGut^;(3y z2_J!`-P1{_E_RxC7xS$k!8vEj7Ip9EW7>Kp&gb(QcQF29ZRl@6nOtg6BvkSQ>=SBi z?(?k*GG$`@+AJ>IWZanDi%lIo+aOVH)X~d+hk;j^Ol$U1j^wa~wnjkNChseB&?C3D zNTz3}^zJW!h_c?V8`hTnH4w3Qv#Qsx?$AbEFOBM;SnNl>A~-=FUPGT;DoiVWcr^}b zB$J|4c27`^dCpd$z*i?Gz|T{pg1A*)Ya3!=?Dyp}9SlRb{cY`6YZcWGAfSK-xPSrC zmm#wWDZV+Fp~Iu9W31zn6;olc3~)||Fo$)@2+SwxaieG+uGAa%R1!}PnsS69E2YY3 zQX_w30FY$@!@bzUM`!LU9REMHVl}4Lv5 zwg(YapOS>`fCaaid!?>$;z4^(z}s zkFU}?C27`;fV+dxvF3S#oq+0xYP)H-wn?_>jko6|NmTsMIWxBjMXU@!NoGu!-qF*Obh9U})G-w!5M!ylG;ddH;hZvz z(HHY-Ze6(7Uqw#w{|2$#&>_^@t6p&b?B*xSC9}B1|D))<-OSxl%{a1|0!hS#^se5d7jquujXNuS85=D z1|e$ni`%OR9DFvl6BDYrbD4#Duvx7y%is*llhx7DOFoI#<4!QRAyxWnbsO z9_c{^lEGBfY=5vmwALg|p8r+_0Muxg}ImIpNL*i@NhUzma-})$XHl&0_?9 z|KU=jlUNn=Am#um-Bc#y_gK;qU#O?G_kD*bKypFhHeUG857=|J_!t4&=9G%oEQ3cG znoE&J`gJ2uCJ{xKX!!p81Ddz~JoaI|bw_w4yRfDJ@Yx!O#i4D|&CKU(#n`y7sRD*o zwMZT760&wdBgsXgAe@$F;nH!nJK^+vSc7sTR>yw^7R1f=G2EakfeuI=S9UulHdTJq zvfje~9C3$x&FjOTgyt4U+s+wcjVVsek@||}PZ)Y2(1_QtJQ_XgaQV|A^tzu~jqtjA z8om)}4vB$!sJU(f$Gx=4+-ZrNs1!kkP`&j$n5+%Ja zOGC^3rn&C$De@2`g--FfWu?X0egxm$&{YeZT%3IXt_stH4=sPl57)d~S?9%W7Cl@> zDGS%EVlOuRw89AGUaZyD*3ZNg10DiZvBZZke!HA%^BS+RPfZqx>&NA)jJ!Mwmixv( zmr!6ZvO5!d@3EN!iVEZ97B^D{_#bhscbpF_;V zFAZAH*+!F@JNpeRw??K5q1bQ%NAg38akH>x+a2RWo@=-{Pj@VuKPLnxRG{3ci@7W2 znVcIYYt^LQn9b=c;rf30aDS&O@2TtU+DIo0^k}}c&&OE@I=gaDHEf1u-qdUvxA1q=bcTW)P>?rkYF$0xq1fi(3yie}QP3>~M0L46IwnX0n0jRb#fmQ@j~-F$yjRO;}*PAt<^ z=qy}qI-ySLG5=P?C~0*C(Cd~+Q*1tKwQeZ+qUXKGAZ#$pCSDrycJIr-K)J_YQg>FA zgQu)%p*V0ol>K#>Oa8%Pb|RqST@!3$?OlY?q2u!P3SC4QX)sg}{k*-c!`_PO&g|0b zdIkmQ{uIiD@(AY}fjO~>DE9)1q?UW1dAg7JB;tmnbmoM0wVni`i-5Sj*N=bu+V61} z+&;m{p?{ISrj3NfYo?ZZ#x)~`I7$=Em{j#vJ+KUFt#q_nNZ|t71nticbrj3RCNB3s zw_je_NR|ZAE~<4n654iAE+e;Z@;emp{1($&0-lU*HZ((4QV~|(XKAT-BT3RYZM1Q# zOqh#fK}-Tbt5mrR9seFw(0$vVwi5aIB4VJ*AJ6Q>be)6FUL_j}wC~I&O)u!@4QnNz z_=;Zgs?|8guFamqBw<_O z{;cxl@{-s33cnCaQ3!DZ#0G>>Z4MPttT+ZcjB6tMEKMjr1V7zABUIsvkUGp_>96><75Qd|tOSCJlf%^@jNQ-m?)(G&Yo(-KB;72M910C3R zr0@XWfvm=&U!JI9nlgLZS$!LQe#ycr;>N-4%j&QXTnH#^2WFMdn|*JAw^I+jIO7fX zS-Zr(iOq2Z_-@-fDIMvrr)O*v%~Pw(YO{n=y8>GjHtfyW{e`p%`k!NZD#F8+?!In* z#jFDM3`~ahkxjcO>=S!@yyw@U(}$1W4c_=7m6wQ??mzp#E)4AZC8aigR#CHX4l0lE z=Fh8ZV_*?eL0P79?={I5L}Xu*@0)Zjl|Jpa8;#&M(HpJVUcfAScqiYimXBa6&;2Tg z0gh1!)Gp#PHq(Wz?r6*1=SfZJlT3CTV=Aw+CTOU_i6pt-zHyKvcQ&*Infn#$$n!yV z_IAB8a((k?0CsWmvClp4ff`X3_w^~qp%)mQ!^n#{JiP7b7}RBS37#LC#56lY$?z`5{UADP7$T5v=({7{_pu( zp4A(4^d@q$xHLs%Y)m}X*o>Zk0YrO=-YJM$RPxZaN3>Lo61VwN|0CO$o!BaZWsjFi zcza5H3DtW0+I4v%)E%->QCM(ylcaDK64&WR-h_7Cu%VkU*>HGHle`GxD1-YvCsaW*PbZCmKFk79WEWcW# z73%2}=&d&tjtuVQ%C|RH6dOJtJX3na$i6{Xtjfw#m|=72Mjs+}ft#DYPpSQl)OzGL z=7Rl#^t6)Zxm>SA3k5T;;DW7`Zdsn5bWxV}b31B}OVv7jkD}U2qOJNZB~B8VJZaMP zYrc{M4@poc?!=bRNpso5x4rt@;z3?Pxik|~&QGjdsn`CsE^{zlal;90fpijH&Ti~= zdA^|9enfD|S6h%2jNn@MS@q@V*AIw|OL+O}4SREEtDb=SnWARKxVgFN?*D%gOhTLdKES7PE1{_t zu;hlrhl8j*RF9$krrYGbQ>XjFn^CIk{p%0CM=+Pz>zK>ffaxbce$?Rlg|5|DrFBa% znj^C>z@F%q=g1r{c;&9Bkl0u`tT;H=Mo7XS#g@L;hje^$cA_T1K1U`Sx?7j~|Kd~a zgV#JF&93 zigiYg&Fr98&Z@~tf6z*a`|Uu_GTp&&ij6{*7-1Q-3sTFDU-#U_7P_^%WI!)jpKRr4qC3`EBF6wq(bjVF&5;z z0xzH~+H|7b#uG(dRT{IMA{bg4nwU|Y#x+@L+_zg~6%_=hnL)s|y|!qvY>lsjEeYJA zzCr~n;o6bI+~j2BPGOMUQ+)ob0ZLG7Nlg{T@TpD#b%EDT&hXDs?$jll1u1>*ZxqUB z#qJV)@ioWimB5y-Qu(~(OZx`lh8e5nHjr;TQ{@-lVos;~g0nnX8{VRnU}2OXDq;VTjm#S6FG|N$rf4c=)eQ(H&6Q4I zMZ;3~v1A|1IXqP^gS)yKM>S@(U@9UVam#aI$}Z}og{(FH801(SU`!m7`sJWpl%?!N zp^Xx+zPSCuyh*>;{0rAf_RiJ)U*cfPozM$oO+ zM}>@#ar6#u>0PMBwhS}Wgd?kkJHFs~l_l4ZvaXN&>ds}VssK>V8K+IGkMnqcVT_Br z>`_BGIhart*=Oj2y_^pXv}~;{QxnTD>0hFtZ50(UQ)CnTZEKa(TJKp-fa&?MAah~z zb%&4$#I8V%Ld$04Ni$CTToX7%Dp7wD!@|-hkf`nyhr&{eLN9v)*gPRA%j4%(7A2mj z+9db+NJ4_$64*`@xK>vB7{2DyxhkkYvv;-&N*4Y&BznRuLJd1Q(wJEkELHUnE0V`2 zjK`ndYOM?khkQl{rEGxXohd}t%{BHCk*BsbHSbMs1iI;Ln%;q^r8Bm{u|H8Tm_RJ* z_V$s(15QEv;X~3+s%wf#4p$m6JkOzzyaYAABIe~km_zImXv>t`oaTC^gy9ZcH)yxX zbgO(86K-0X_O-*TutNMf3dPD;^T%)U{I$+&pId%ZF&1GhmOz^mPvXsRP@Th}>B%uu zv%D&Zr>17Uh9b9&)KS)BvJwM=wG1}6PuMqc1!|@57%}H$RvNyV=a%5%?hcq~ZhITb zR_*?MrbH1esI^jIkv8P}dl`$bQ>8KU;0m}3s9~bHK_FSe77Y|ujDfmw&|ia}L5o+R zOQWMpK0t&`R4GaQW}aA+{I&Q(hpZD_^CwxboGc0hl|%EQwe+ez($ea(w+EaxmGb{# zL^e^5@wMV2Llf$}VRQwh6CD*^Uh{bdM{J86OhZ(e#(%|RjfH)rMLP0@dkwZ;mntsY zGSELcM@*k9^8!i6NCz112+FI@PxpoQ!FoS;XpByesJV++N3o020#$@2oU$`fkapZ2 zs^n*W4cN`EPUe$UdP=XMf2{?U4cqmLsIC~4iEj5pr1If%H^fXVgi4dEikQiHtfK0J zr*wIu4kXW2u1cRn&Mam?2~~!K4kMvOdAlsr{sU~{(+9v4(7*md!T0ob+g6Im?ku}L z7Av4*w>A6p6}ND$gwA_&N?XC#vkiUds@jZWZiE=%FwFe5Erc?W)$gH6qi83#06-f} zT}nANU9ecl7MjCF=;lnBf=+mVNT!cy<#4V9#eqh~a|B5J`|ziVOlZQLi#I(DfeRNW zd07YFdH4)3u6@4!mFDRG7aK$AjRI=ShXpHNr z!RF{+D4{nO-ZR$#}vQZ-xAy&o`R_00h`TZ$W!+cW3WO>Sv(94@3p3{6FZo_}#YZb(3wOj-e7XKu z*)^l?XfW+cP?tz8fROWu{?&oJbkgKS$G`d1`~RotRJ^k`Fc)<-9H-59-4Woom@FC? z%(U*IAfWN5p85{?-H2=`SH|%q@Gz82GSQy*m^i4z{6sx%9vM(U%6lF0zPfcUQ`m*O zo$oKGzhXQN9K~(IJ-lFL_PZr%HpT5?UyiJD)i>;g1MtyO?`wX20O5HQ+#D?h|q@D=~`(b)y$Xk8XYnk!`QAuoh)pGggfjDRPuGwvWklv9a;~+ z8S;j>gHo&`dS>SKmELVQ7K>PKp2J9W=e5|SQuGkgqVAxAaytfi_W)k3UM;LMaJw)i zyI(k=^MznXEvM!TbeHP=Vgix>2m0B&=jmDSh6@Fio<;lxrkX-u!{$Wn`sNm-|0>jY zR(s~Yu6TGwj>RcTh}MH1g*u%Yd$McIfaL(o3t5n-M)BQ zQpJPuX?Mr~G@9FnGsi{iv!jyBNh!kRhEAX6Oz4En2Wb;?pHw*W*(;l|!W%rh;;uk} zT@(hVS|V5V}Bp0MF?x&-q`CyciLU8dwfc4O5 zX5HdYk;8lH*rDiQEtfe4i@PjPbNN0qJ~a*QBk$*5KDC8IG=@HU5}zJQ(J8z3-OQXE zBYcpVR%qE6R=JkI|A27!0+c!v3Fs6XCYzoX$Cw)0$p#iB1>oc?^gH5nH+-KBV}IX# z-{hK(z#fa|;49M@*L|l`-euu7xcUV&QKA>;-JPo9qycbbUbgQnkY}qWnuUEJ=-^pZ z5W;J>&u<{`kjqZ$6CC0q=@%p}qmb4+v&H@n4UGGsx;7#zMuDuB*%u+m9n-`V!bme4 zTOeC=#o^{7lvr5Y`~AJ8;ue7qdBN_KZv$=#1Fw49zqZ=2yIN5LT^wdAVMM?h6V3kd zT>!;*hsM~{ZAMyA0m1Oh(<`~Ddm8VfkXH9`@*mB`djFYq)Huz^&oNg|vmk~_oa5By z2O{3!&4)(2Luy0Ix0}B^k=ImiJKwuYMuxe7x$xYu>Pl95Qb3zSpV&xjO;X1S&Y#84 z27gUE#oYk?RhuInn=kdNs3N}o;w5CNloiMwZ(hO7FAni^pOj23-Vc~_iQFnP92fl= z{4=r}2yc1BLPTIrcb4jS{x2Yr5=aRLJ2(B#I%c`E0W*A~(K~1Y2Et z|BCK&L<<#%2(p9}W=~f+pI{^d{3jb1r3Du%D@j9_ogFMLFShG7IA<+d*lPU^dF3(r zqSILeBL=y(VFRWV_o`TzEYBO8GvB4fQYU9UOVa6kpq}uO!}>1eXWkj21vQjB>ciU0 zSt5FO)8%d2eyd`AOZ*3UYi`**gL`CCX%2bx%yLu7TCE4|p<)i-@JT*YVn^Z4H(Sg{ z|8&yEcp{d&vjowVASgWgNFe*AX#d6}Ak>xCf9t%Y?{gwvR7bgNOniGU&d7;(wfEtK zk$D1}srsQ6|0hYEp+83Q5uQn-H`*1qfQVUWkdm-Sn7S8cvXy`?2-SPdFrF@v2D4$q z=3BcqVi~Tlse=6`EFT}9h8T`#hP>xs5mS@ltI8_@v89hmK7@H71n7n(Ul&M7?+^R# zM@P^~pc229gni=iC{+o&Hf+CMf zJM$9fYad&zH}%_j@6+Ixx+?EG>MFF$f=+t2ha46<9MI)Cw|jx)9fz1>2*uh$GC~H| zl`H-I;rY4D8ZLrsxcM;8_D%I>bX;#bvBlLwA3b#RgfbVn53y(`~-ikG|jWvHom_ zXuI&8Q}Wii`OXd&4M8vBs@8mpPmUla4lKXN7nm4mz;t0ci;RV-v)sk2ChKw@@@Ci@P*c&t}ypctq1am#)g zKvsY$f!!JRSG6k8MSa1i9*ml_FPvY}y*{wkU+4v!!ursFXFDh@XJ9?o_K-)dQ+e|Y z0Niw#4x$p);a?IFRMjmO#O(*zr>`aNQoSil{tT#D=3d*g8rX*G-Np=HcKS!V^Hn8i zpWNz=J>rZAQh|pD2gy97O?>dPwi=7%GZ)v*DjB|WD#{CzYddYA*t?8~`mu*i6pemT zi9xPo&JmL{EMrt@L_weR3X;NF@Bz?>j;mmK>7qb7v7EIwu;m9_L!S&|Y~S#dV=2|? z+`Pl3{rm3j@y&_x$k8XF^BaE ztcNIvkG?q#nDg*fPbuI}>uXYYs8hz7yYq^3tLwC3J-4Uu-%t9*R*hpU-uw(vg>+P8 zuSb^)D-YKd*nw2#*G)lEnRY2(2j+)__^n5rdCZb2hnr>u$^RpJX|~7|MBhpq>6(tg z1Ju7c_c?^hC_Uq^$8K`F{7gu$??lK9g}LkFj7L@3V6MmehF^TfX( zX{cafp>*ge*tz-{WH~}PZ1hN%#l!?!bV}fL-Bnd((Hy=bs^MTB5lGCJ_^>~kIBFan zn89XNJwJ=m+d@@li0Rw=BK(ME9lI*We$NuhV})Wnt_7F*7t~xoT+4KS$&mQU5(H4O z-d5Y+@Rzq3k(7hV&Y2!J=~JbY-!Fz*IKAO!>)E_SnDD)HnFrZXszwh{_+apWPb$Rvyi31!?56yyB@AX=ESKd30*i#r1@h+VYHmT;e4 z<%+vwxS1v;^l!Wgk8R?&0T1-c)=u;k)f8xz-d zBMnH340{d~)%{1m42wQ*d>4qccrdSL`)=Bq0yjD|yye}Xx%3X`M?3sSwy>HonZl=z`PEKm%zPk3fJf%In)GXQGVe6V`)b_6mBWrNk@Fw5+m;r5%DsgCh59 z_3T!UkpwZs(*JQrd$`t=KC*k6rwE2SJ!;dW$;r}vUk)~?HMT=LB{T~)q0-dsVWVI` zrH*2Vq)MR?!0%gs0+&~`-GoR1KFPeZU_U;l&o@L3L`{$Mn`vFXnFM9a;sG{U5}rK|Y$yBzuEMspwvco>LVFRT67 zYGdBpI>4zf_MGDKBC+9kvoBw|A$Y|9fe==>yxGVs>|3sf!i1?YxYJ0G)a5|i1C)}u zQPtJe%e{#N5I$nHdj7t%eLOwvHYM|dPQXwrw?F!zAa+;GJUwBTW_7^fSOPZ%RiCrC zuj}Gq5b0{+obv;yo~=**m3<$V&}R6KcR)ywpSY?mot-2G+Q!rC-zG=rOmYYA^GL@& z_+gejH3p-pm2F(o4F~Nj@)jaE&VIj|nJGp3-BREYX|NlG&&L~p8_2mclSjWM1?eY^ zheKS4A?tpjS-YNWG#Gx-JD57n3Hdc`OPxq7J$199@K+2>?3BMC%l}X68PFfzd%oyU z;&!igPxP_$(`Y%}XtGLP%#(r4ywCrUnfm@fC7`51|(-O+yudT#DGnl3uep|9%NYEVvAtso`JiwV7E)Zn5!8`ANuG+XVm6vY^G~ zEFN;aA1a;u%#1^Q_(#+m^5YuF9Dd#~<BS^~UZsA67M&6&s;PPp*>KaYUsvT5cZ{6|w10@e+lDdyMqs$6@MLH}z{mtlbBC%dQ2{np6@|)4NilM?qm{lm+e)b-6S6K< z(GUcEyZy8jrSi}A+B!12DjC8i?ozPlfAV~=HUDlqvy6r2c#8UCanPwPRk&0Hx@vX3 zEv*R{dn}}ie%^a9X!*4P+$kqsl!n$$pl~#Qb@$TJ`hsS6C0zRNj6Q+Jq+`gTAT>l4 z)g*DOpq%x8;{fB;(crXfmzcMp-3sMIThGTQS;{;n3hA!z)`7mm1#IR>{U4=)-%W)h zmsN#Ypl?dw{na8FnfFnzN-C^g*PXtp?(g}0PHU=U+}YpLo|)wys~NFGuLnT-=VYDM zBYr!TWo=TP zb?5no?Stcsz~A3tDak{JWe%7`+3IvtmNBsh8Fz#$6;Grq@G6MNGu&UM))1i{T#Y=U z6ZlOHdR{sOYbc%^XdLr*^Zn?0>NWC`jQ1RzF)d2$koEm@C3eQjoAE=a`WbY6DB=9{<+tw}7I)Ziog52*)OY)G z`Cd9JN%3~+BdT{Mw0c&Qi{|+*a*zG1Vy}It}Ya{SELff2dUqXx9IJTWS&8$&F>JoZvzJj_{_&t#RUG5%?2uAtpu zC3tv86qCe1sL^;4Oz#&2g1T3QxraYWJFalM3hQY2hFe`ejT(v6DlriWsQB3l+wNBh zmE}^)KRlJwQ&rQu52vVcYBDhw9IJ52^l>sFC4L5SU0a)et$eLg)$~8TQfZi`9$;2T zVoSE@P{(z?SP|XXnfhTZDJaP!W;JDT!|g~9s-~6vBLhW zeuy@VC^y5@r03gca7Reoa;g8`&v2Qc3I_TLqkgHJ&o*Rw&uL9qSU9iQ64hE}E+D^E zTiXZjH~}|mAlpp}BGvNrwSXFWnLyI3wPLGdFvk?s*eInHsqb>9i_xUd-Ic6^F5rJZ zI5}jooL)%TQN2kDrEql;~fL37p>!lK^VT1k^KS#W6yx z;!1Cg2q{QEilEg@M;eA5ld3xhRGPeQ6zYB*ma^v~Ln7 z3#sr zp#q(1xq5Q+{N5Iy!`eF{Wd3X)|f*gl;341F6r-2G2B)!ren>!W0F8pKZn0wHAOTxPuAfXm z=K8A?;`6|T;JB+vgPwolJkXTTZ+SE_gF={DVU+W$EOq^p_vv+(t3yOTKgrowveyz- z7+rIKT>)cGp;NY$OlSincgMesho)zAGB94E8<<*;TeGSP+>M>P2=;Ag(l;fnQL zfB!Vfq{lm4P*_73rB`aGV*4K4XmnOL`bQqIZ$KVP!7%E`$&l5?>EZYz)HQd{gZrU!Y}2)S!6 zVX=ab6;$55HMdf$*gtia^d+ZQILlqn*RYGj-@6DPaRSnWhbWIj-`l}xAy>o4Dh;Fv zbj5*xuijbO?6fvhjac&qlhR5^SQ4tH`D4EAJcK4SyxB$Z&&*p=olD;P!H`a83FwF| zQ43T3lI!#Kuf|*R`jfD2HpGiw%>?=Sd#)S;`W!tQt3Qn7Q-gnF(VpPW)@mya*)F~Q zN>SsTOThZNhudSa@jv;ib1&MUlAG91<<+8``t6OYL7U(CbZe7{z?)YT(3*!GMge!y zqB}W8bFL62Lqu!5e!ANf@(0mqlq^`}3(D>rmkd!W{o-H99jI}MJ`Ly;7|Yjo|H+?= zpS8dK7szth+cjKE)91Xc1H0>2s2bq!xoZo#aW8Lp$XxKc6S zD$N>8N0K~W@9MmD4gcd-H#olix&pIltdI7fd2Y<=xCYV;vamG#-D(P`-0SpRu6Y8z zimKncJ`om%Rw*JC4DNwbZ7&t1xj&EWJ(gB%pH84}B2 zH@_PcUEq&AeSW$(Ykg!jW>w>;AdBSm&MH>D9t9CdbBa3!48rlevn?x+u+@(UmC$XR z^{m^R=qzFm7&NsBT4t;3Sw)Kr>@GH|iV}Ih^C6E2$VFVvqj~wn zV4*}kJ*s~4=&uLyROxfN+GEZ~YkkA_=q%Jw?35u!H?~S?=4P-b$?25ZVyZ`Hu|jvXyGG|ED)cnzz;_ zPSv=)W*Zx^aa}Cc%WgL@yjLhvh;^4TieYl?>WO3E<24~KL>!?@{!qUey9afZKDFh! z*ZA!?$33q+bG4${i_^v)FNOD|0t5)!I%$xcDUT5N8WvWd72Dv^)_cRfXbXUdo)%C1Wmh4noGZO?Qn zKM+Wew;fIo9`P!#M2`FRDK$NO@yu6p@`SKBb#}5&I%;-FQ>GK*1y>#eo{jm()G~bL znw1vu<17w!f(i7VYwQs8GpRyRm&{;eHD|C^fm?9<1epZPooSJXk1Tvb^%g) zTDaA8{EovfV7CS6qCw1P8f${AS^C(+LGn=LARe7kp^>K$z=nyajNHbp>z#DT zxSoMSy{+_^V`i!r&I0FO*3bi>-$`?NYn>w7WB2W=rs`1pV*UkODLGKX;a2g{Y%vDN zOPSM8V=odT<6goXEQwBF-^!)HD$D!UZst7Aos#0FwYOv*pLf+h;QoR1w%Fi6nmHl# z0qMyQ$TaQxpC=wK;q^L8qR8^Tx&bCK`Ir2OWdhgjI4JwulSnsxQJbTR!|Ac1}!ez_N00%>?n z8$Ef8Qhy`!fAX1$pG*663(lUn{u*-brP$fq*AQV$YzfA@LbLlx*u&if-x>xE%}@Sx z2YH~T8A6v#_x!Meg0-(_ShA*-yyZ+W=zDT8uRYfvchsK;95(HI5j{vB;{&h5C(iun z-65;+z9ylvyuqYQs)9QJ>m2F?aKR@&@?9l1iXD+24vAKx8pd(FcQ*6OHf`Rgs(pmu zR!3blYpWxzmk$8@uGtBUwJ9DZqRZ=G7FxhMxid@PH&A^7WvUsr?DLJyyS|lq9qK$D zwP`M>5ZQK#F8eF=XtwcI5)8-=G8}QH%*6^^#dfeP)D)rX2 zGd5hk>{26OnWFeXr=fDYBZa~Qu% zseQ!EefpJlS0(91>q?DUdD?EVUcQ*1%qXvhqrFuPA642W#R3houA_TTT&G0;-pG5k z5FC2F?i{QY@>DV@GFczgM=j@IX{xrWdiUsk&ivLL*sj{QSqX$c)$FLReB8}F>p*a| zj~lTh!e{@X3%I;+XUkFkD;)R+!!JYloTYF3sK_^f>dPZmLc+Vm{N;?UY4W3=AGYTV z@#w1081dgKW%m%+EWcF+*a3r2p&Jp`wK{SvJ!p=UJVI?BDpw z!`xmRrvGAw66oTa|1z)x@Tapaf=m(=y4nTB{Mg2>UN*@qwCP6Q_hquIE#t(z0fYse{_7NL}K@wbzYgYVH zPYOANEulU?IN!6BwE(M!)xbV?Jl|op|l(qG& zjva>?F)@G(@yvDlRIzpHa6c36GzfSI)Yx1bF$AKsk6RS=n@_Y0hl~y+XJNS<X_pX{4uB&axB|u*ZZ*Av z_Y%?L_)`*hpsG)`rzzV8jB+?iF~-eHh036AP#%Fjl}m-pZ;*Chd6j|PX+ZIopGe|y z=b?)&Sxm{)5l?N;LvJ~h7hkvJz@}guP3TUmj%I`R1?pdJlgqO(Y?TQ5%)Y2PQscCF;{ngGH^$ShuU+Ww$dQ{6$b!Rr>v7@0U@6DTP)cx}`Tg#eSGS zVMWwFXr0=MZcmnHpj4ncyF4+MS2DWGjb6R#MZbRVu>dDx$2aAl1#Bm0vf;j!w^3m&^)56spx=l1hbd)-2~2nR#jsz} zccm*&6Kz%02ve*j2&;!7`N9a=i2mYaM1Arqr5hDv$7SrzcLi2j) ztmF&sR{c!t6r=LG?BcCE?WtQxQ5-(oGkX}Z#M>%vAa-uv&U(QB+1}&TW25Gm=@_J$ zzo-2K%4wWu@c6P;lEnKfhWqkl+#zA;X09O>x4eeq&`ak>dRwP($;<5106*WHCw@{{ z)KBh%tt^MkIYkNtDji3}*;)vG6<*d~yViz(dtrZkHP7 z2&7iNxX-!k;A+;yRYa%*x`EqFBL|jdr);jk&?atYA;*B*g+Hy3QSILEay4fIWwTl? zPKPd!#QVIB3MpPX?=Ff%Xp;6IyO91vKo52pjNF4Q5Gl<`-wuj1ksEz0hreT3w4?Q-pC%suzoOj# z)ot#0vH^;(mUeZ|joJ~1n+&NySFzHp^GXXfMQHJ=sPae6q?gp_dv^O9DD z2uXT*KFcwiG2>WY3C1T2l%-BftB7r?M(B{l(HRP&BBv!{`=}T zeGbU4g6U7UvabKAN79YvV~DjtAZBKLP}G$3?ku+YaXwF&g+%sElwfMsOR$ta1bIsQ z*kJhNGpkw;kXs2fiE&2BeJf*2gWV13{s zTSdGfx}otWtsj>}=QC0VRYghAvxpG9NoRlm!A433N$SV;&J{SDT7g<%GASL(yr|EOZTQ*o`ns||1~8G(=tz1o}{J8AvEe;d&y^4>u=hBgI4 zi{Djczpf*x;tgdG)18q$FP^3w9J`9JY2AP0JIZwmg4>C-O1-s2sHwU1Ks4r@71~+Y z6;2iKIy#YtE6FAb7I;0otdO$zBiD*94vfANxV zj!=7_f)lcqQDOvJpwZCa_-;VZQ9e ziiRxbb~_}6<>Ph2@pSYE-{a?#8?d@u9tr%}@0?toWCg3J!rI&z`6y$-8r z9yuaFAS#5*YmdKpz{K++*RgK|Ad6OI46ez*hW+rTc0((;uI}v%XqP@xFcRLQvhe%Q z24oftwwL53e~~!wK5^GfM-{?&#fo=p`N$(^J?5Bxt6aCJSzk8Y%31S`aH@@!i>4+M z27Pcz$C_>aeRpbI(DfIv>X9Zb<1Yr*?aw1=4uD}&O0DwF#o;d(%(vSyS&H)Vr-0Gh z?-o;OtB1)811l-RB?2X4kLZ|?2R#h9ZB0UgATlYy=|GdN&YrAA&GFp8|j5 zkb8NcMGc&sOah!Oulzm8T*HvRhR&SIGxwH+_~vVqE8ifl%Tl7i5wvRrh=rRLmr)*u zNAC1rJl~D_`S|)FPT0>t`NIX<2clIw$cCYre}Khu8xnGGXFf4D=NI5bsArH5&CbwIe6|Y zga81+-42!iBimr=*U^xjw=zE29Q((7gB?ar3-7X}eS7f38M1d(YPoyQ>@h&t2|2ma z2oenPw9zQ|E)G5G@f$14)N}Hv!qH+wX$&({Mc}Y|nX%=x>vxlyy(ii|H}^j8{3u0< zKdy6RJPnOl&20&hvRh`ef#RuoyThO+Evj0b6RKfNX6Krv4r1cBtmnJ4PK*S7#_*D- zl;-U9JIhraT5|ll$UA>FT0pHtdsPLg>AUHT+WFy3oeH3)1p+CYhAkiV$;BN$yjAAP zpX-g6d55ftVNT_Mzry&yxYE4ae1QUbet*5TT%oRV==Tx+Vn2(D$XZFd=Evly78)Zn z*an!)7Vf+x`NqaJ=8M267sPVC8;?Y)-tMCZC~rp%)4@1HR93#nkqKp8cTXMB1U#*n z{a>9r&&OlR#2V()1`hJJF6vkSZ{?;{8Pv*SNm*?7D5^ux!qZ-YHS-Y;_Nn7jaa+BJ z+MBDThrtE1d_$A7mSxGWxJS<%sF(nb??BR})QvlnXyd;PIFw<_u#kzfn>+`+GiuT* zp-}drRbPM9?VEa($is*3SvvM}>_QW|=vK`BS_!|NaH04?4Tl2Z9?^OddXmFpRQy2H zd-sV9h|YjDRqu6aVpuwRP}kRXb;UOQ{8IQ_1JO^53z z;?Dmom8V6F)b$@PMx-o^vvh0Qa)hxj86}qVSr3&~WW+HVm#tfN0lx=4=A)EM)nebW zt#$VthO;|CL%4Za9o(ROjQeUXT_P_sGUOk}h}l5p{a7r6v7EL1MI88krfTDhT%leJH^`i=Z3a2kaviG|X32HBo*>(SwaS|J_#N#riXH2BO}sK0)J zc@J~K1z8)22v^Da2hqb?e&1T;3?PUXlzLq8cJn|bC4-zYEkuuOzM^a@ld1y>bx!rI z77_jfaXU-exxOnxRQf6%vP0<_JS~x(*&2kMlFguzW5=^t1 z$&sdNG+^DAXcDoFxrJmd6qMt7OR7qNKlLws+A+3#H@4baYAW?E#b<%8Gejl|Otc&!EKMaSXQc<+WjXvg>OFG@k@N;&iG< zW3t~Ua6=E00?W?gvLL+rxp$B1QrRkt-Jjk=VhldiJ%0KaiyX7?5(1K%3V+fjz{OZq zA6!LZ6&}$&RN7+kt7|oW%rB?KmAW;RCu>v6DYkQV0Dx_6&Uy(C?A>{d;i9Gx9_2N+ zLXyju6>Tf)S<~DQk6Js<_xvZP*2mFle5m3abt!GnbtA5CjQGDVS0U4>UU8~b2OrQ* z#I74Saq3U{{M70+?eIwWjiS0kVDO+B&U-#-f^_;$O*N;BVq7(VZIxyfgq|rT(@_}K zTNqZor@QHgfYt1@<(yNnr=SypdG8_7+sAnNPcN6L#=KuC^NK>4=Bi8sOsQ-qk(P(= zN3nKAiFKUs3{tb5_EB^KWy`}J*vgmbb{#~OEN&M6eQ&;0Qk8Z38;}}gy3VwvA#%*l zTS%FzuIyUO{@tg_zYL1LKd>n-i%qrCGjZhnnkfzCmb{Vv4`o}*ATvvm`mE-(oo6_k@88BLYFBHP+G4L7X;H-9#NMO!s-kG^sJ)3zYmW@8cB#=;ZAv9*wY0WG zwN}*3@45faJ1^uoa^$%0>$<+@b)M&Em(Bc2LZ)#mVaG&;N&m_AR&BoQsE?U3Y{Sw% z_%p0R35G&XjG1aH=j#mbFB=shmmlbeZiRwxZf0r6*7aa;C&tWJ^2utyOr~)IkS>L7lWv;G490O z(g-H!0q`d-YdC0XlV9o`bNwSBxku9=4?Fh?H))|b!v|FjOFZ8;j{kH_2^gerHlWwE z_5W9N?CcnMz#8Q5K}Gr0I215$?if|5NE~EAtyevBJ7Q|GBK(6#PFJ-{lyQ4WL^oBaD(V}@La>}(-fStot~-)+3@~7+zUof-6a-)Pe-?8)Va_{y z|4F@644Sn=y08j~5m2Yme^Lkv-83rr`Jx`Iv)5?)Y>6DuPbT;;O6bBg-Y*I0{?GrJ z&(7DKKJMp2aqUMlwzAVObbC~7qSYYrw^#<&(!%n?uVf@E)0~YtR-41;&IdDj`T&ok zz>C%s5RXrQbY|73PN~Ezp&|U3{#MuG?HMNt6$}0IxNnH_*wwdI&$FMp^o|?nRQ_F) zx7PD@wk_u{Z31i!VoOSsv6Tc!j(>IkyMs)oPjms>fPLZ^hy8Xs0_X2}H-EE5Qq!?A z$xk&pJd(R^_G>Q!(VW0%C}!fCp+1J4Hb`<`r<~og1l^*(aJlxE?_ou531F9_Q)ah@ zmuBl`J^88rn0tDnhzn{wT|RmQp5G@t5Fg{TaTwaGuU}-ALn;w~8SaO0GBkXw zs`bj|lFQ!kUW%nFW9m$lPwi5cg7^5zmT?KP38`)Y4$%|+TFRQ2do%0zAzQlpGx`=v z{`G%tSQdR{eYPCP9pYE-9e}w8Z~jvw(d`<#!NPlW=3Xzw0}-U>*DtcKZ>q3UmMR1| z@>7brvQq+-w65%L48P_aZY;~at)C#}h>PG!jC>Ao!7c3dJb=owK?OCE!wS;Kn0S9lKimMAg8?&6ei<6dSKoizM|fYUNV3we zrP$iGPAa=!xU5}@Ruq&B4ySWwe1Y9PrD!5foGTG`yh8 zjz3lV7^@OP0r(tE0T|r&XKVY(m*Tr<=#)4R#}1i3wY)(+uO#Zrq0u77WA!k1avjPU zMkkSlwBI1CE)p~KgC@1|3?QqPSN-jg#sO}crUEL_2~2yN|MPpgUaHzP)*eYd2^zX= zj~B4^EMGSR$y&DLjjm5G@jCywr7{!{%pE^DX+UHY32~85S(-ZEsb~78&n&;zI6Xiw zK6bStTD`Jhh52A%z9u5FV1>wjCL}Xh5J4WtdXz`fJ`qf81N4t|jEftSK(LcMcdR$h zVMVE)P_{IJ!PpsLN?61Gh~4>w(I_-uveCBT)$^u@3QTM2O*UwkC-}`vOb@=g7ZY*X zE?z2FX?q3{*doR@hV)DyQppP`nBkz1;U%8+yQQ^-GmfZCJ8}yPp1x!|jd3HB+czqT zg^M8j`)*eqT%mfG{cm9q0<5x;%FdG7Hay|w8EOv*xTZX^NP_42im|@XVc<+w%-GYfe^)YshvcUh?_6^D0rCvQ`3bsjnsgF7zpmPa66XmRX%a3Z-hM)XQiX6 z75pCw)&KII+Db;~c+Ho<7g=9BaLItvdAk z-hsEBC6*h)_U#lH(zz7LGeEakWmPqMh%fQ5e;Ag3u@JELkKOK}J6{4Ri4u~iodHy7-`dHJ)Im#Ia4)~!=xLh2l>4aL%r zO5G0M&>ixBdp{rJb2^Z+cy%ld9n(;F)_a#^J^%qIJ6#^GKa!G*T9p9Jh45XKnU#f1Zi{<0SQ2DFL34E&O{#DKfo? zls)ON0~ar7`|H4vE#0?lyFstsuo87-d;j6-%(reeZAfvmQsmbaMO5IYKQ|(~cx%BE2037ku!7L-Rn5SmpAq65GK+g=N|T zEL*HI-G;6KRbqEv{znqv3>n@VhIC>Y@L7eb8o>A@+o&uvYTuGAoBw`ITPx4dRLDaV z>2veGLuG51jN0e0+*;t${ZfVXN1r;$h3N_CN(ZezMlS$)s$`@-Z)IWBRnVLMm0z>k z4`-si`n)VEqAuBvLk?NnkW6yRkbfD`2UN{wUVo-fu z5x(IvS%A}&HW>knq&F>0S+WmJI!h!9;nijIKyp<ji7a%m@>Ol?+48{H#z4M2_WP zWVopR6mrwq$>2NR?=>?AH54|0j8?Ja}ra=c4BazFAhm0vX#o zKElCtyOFG-AV0B-i#AiPI=@uB1Mj})k)$T$8b4Vabp6M()hVw;y^H-?HC4kggj?P^ z`4`Zr{1LkgU8KcJ321S1G!FCCrZ)G3kZ8?w?*+@H#_)O8TYLOB!d^wH4Wa+_a7z0r zt36CnOIaA*DUSEnZ>w&QjiwyT?xDI|K3Rt(^o zlyT{~uE=|OFH(Rcx$_sy8-Ses%dQ#T+#ZMqvoJH=Hz-5lyih1OzpE>#uX!(5Ots;H z2et97-Em~C@>bG+BsIVZUAp+9?TgVO=Hq*TUGanJvyibX1Q%Vn1mjr<2SpT0!sxdxb9v;rp8bq?)O8t zt&1WrmTdz3xk7LcJ?-oWqaG)tu=m#ySC@uslgTaPy1M-OTZvTsbHqr|W1cS?|BHgv~2NL*9@#Z-Oxas!U8dW4d6;T1SZmtWR|1FiQGK1 zNV%s*w*JyON=+1dU<$}&~i(@nc}~j zOL3lXda%3nH2yBT@KC8~*{P17i1_h`>zV=5QhfQ$Ys*GEJYyfJeEXT~6jbkL2qZ1q zng5p$?YL`WHmtQfk5YOqZ(Mf+04#Xxn*LdQK(YRXUALaOp@D>Mu__o+jHuM_^*`<; z%ve7wHS)A%>I9eIy0)K%Rl7p(=IIH^g4k4zRh?}!;+|3ymk;hgXz#0pCgy*74ZI$+ zQ&rm=aw>i8TG=W5>bCBhjdS&Y-u-KB7^^CEFa=fy-_69fTVbe*1udNSK}i+bX&XoK zNuORbA!aU&&mVICW%__zPVw2`q(Ur5|3?Dw3YS@!$lhu-jrLi(TAFV6iKz3;ty307 z=Gd`XfY|dDpuQ1Pz7TG6p%y*RPfG2)(cU4Kvskp+kT+gq$L$Tr(IaLO;TXad zD1Lo?tC}%MDQq!5h4;Ers_D5uDA{oIaS)wB+PVmTAL>XLv;oGwyZrh+vc0G*y9O=h z>FZ&@v0UF;12@uu$_9VnXn75fx|h@1MIjLXi-G>#o;~>HP0_>9viZ+{h!b0VKHrK8 z!*Vp~UUQ}&e5Nd!HK4NzG}CtiuF(WUbM@EqMBLHd$RlMM@4Qw%7trS_aZ0Lm)*tqZ zd>P*sKzCBh1ojf}##-UC`^USZ-~G!aSOXqwXp&itQj>_(*nnGrv0JS9k#%-UOIdu2 z_n2i``MMGKMP9bH-lBEM0y53&B*oj>ndc;pnj8O6#Nb-_r6=aBBY{}p&4V8^9_ujl zXMUB{9O_nMSsPqWIbv!o;{UObzg(<(zsv*4Vm9qBx-IxAfANEz#EePxV?XcK#}{3V zPSPhAJQEIqF`RoRMUCdlA0Hn=0=0*FFKL~5Xy*$}Rs5?gFp#ZXwGXFZ5A<|7tr&Ef z2NgFR3-no(O7#leSwcT$X=m8!ca5DWpRaX4$C_uW+zfV$~3rQ?{tSqlQXt3E4vHSJS1%E?~0I0R~I%H6FHK|4nll=-A2 zd`@x{E0+-HS-Qw3t*TgaC)XK??i|y+1Xjq30g;ra>5t5X?E2NOyiz|lbpGL_@saEEXJ7Kpq2)dA0Ns0+<%`=FrLkh%{7Z|&C}L}S8Bht zBxZ$)GPf|C#Xt?4V$a7C)2X)Q8`;XhMWU*c6<*m^j1e9T{%w3IOO=s!zr18Ysj;EW z5XjcTQebJZ)yH>B2Y77s8N+t0lLTz=Ow!ka+u5j^cM#6&U8eWpp)9@YBw$%NxdG$~ z8~lI8wXhBvbmE77a*^1K+XVNQm%d|H19D3*bQr0W!3@SX>)=KO4T^q#n~Z6UYc}Rd zE~gt8F)BS2cr8Q58D|#1(1CL=U)%5}GM`uknPDA7?lxiHIcv&b7pUA|DP5rzOFosB zKT!5X@6;*G{{tRNdDi*wzLlN2_ACGc(OKTn#@JWxlADKQ@j)sSLd$ZZ0$vY1lUtaZ zabWI?m$EZ@X)hQoU#7^BR4V;cmmBM_Vz}BSV<`_@Zb}u*dcW}XM-|L1rMpv(S3u@B zj&UmGGy8KtyPV3(itQqM5lAviC}dY|d^3`k0tm(shnGkCU>r4ZCrSKo!-1wi%Y72d ztHZhoZ=~(PLa1M`#jH!VSi71alAY&XKW@`6+{|MD8)FOjh&V5yQK2~Ai*iBe1!}Q* zpWl}%w^KGJ6@3=AVNkBQMMQ_b9esSnV&YL#gG5Y?|5@Hv6pJ%UPkc_Nr5661N}2%F zu+`b|>Lvaua9J~h7BloHGZ=EV=hQK!qy|Ci8?l@Jf{#xKxZnFvww)_1^J*MJrx+vf zD0GcaLPxN?K}Ev}16K~)(243a{RzjXHrE(-;K76J%v)tUXqb)V;I1ssmv|t~`FZX= ztPjk<&)r&z&>G~qSZWVhk+f(52PfnAi|=!)i51@>ykvGs+Mx zDlqL1jESN9Ns~*01{T;ZF6M2jRT>mJ8bc{X{&Vvp)oUYuXz6f&JleLViL}Jq6sNl8 zN+zAfC#k7c<;#9PKh#ry0@SWmJnkx##bVoU$cjV357X5?&Z474Fwf#oyT&+kUL*^` z#n*OJ`d%V7dsRDe93O%?=7lVCFzX9|*ER*yP?klIDXn8?&#ggAWH~|MU`8=fQhUCr z?*1yN779A=NiZnTgTUi8$N!2e)54a|Ky7v-BY<0Tv?dJhWK%Um1MNpjP0uY zv5wKx_etqm1rx-&2d$?(X8S#Fv)&2OtK-Iw#~ciU-GZ2th{Y|DYj$0Yg6XWqaxO2( zjV(;@ZDw%(rbr>vusndfc^K&DHc-U3Ch<4|;G#)22YLqvZL1?T5gEa)zc=RRb6l0f z$G2J5Ba}@iC^TtjEVnK8ib!tONV{3yR_tmH^dYwE*Bz8R+=NY)1zpBOo)q@0S2fWUXlB_?R%1*7n-daBkD0_Zk**V=y8)d%k%Or z@D4v=_mY$@HW_Lpp_tgbY>G?f<{3N2G#*_w;xM$_rCn7J984^<*zYS@-ISGuQd{W# z4}v}gok$kS73@6)-uSAQA9~hT7e-ynYBahoE#aqCYnW&HVPsSqg+#a&?cUZoL7Zpc zB@&Tc=2$a%CoM~x&W@6emcINylFyMX9-!qPQJ(wFBSycgg3t7Mwz))Y1MAF@)hUOp zd@)dsKdT>h9tuimD6#V*g7{=c1Sad6>N@k{s)~UZVYdBTsMA_jei|IXJ+J}p93&I# zpu-}$t&VX14=pyG*)IEX)|!Vc@YUMI-W4!E4{q;|$2l zSnn$?4tD;x>Wa6fYhOyRoyRVR=8lJ1TAG_gr|w%c+!xLr`k^$~ZB^bB=U6164lLYI zFPUq%DpPrp6X0yFeLTzj6S-jqG>RBQ_F-5kcV6c}6rD_)4}YOsK>>5-ns0qBd2f?x zn4kYQH6C@>v3Jg6^5!?={9VU@4?*nXiI3vl%dfzYFK0u`SAC&1dyY}eMYhIrj~Mq< z4IL|ko7Lb{zZ5yJk*y6smzE1k8#tV($Y$7hl>TQQ&=>aRf*ak9l#g}k_>I#grnUJ} z#YxN;!^4_-B_H|}Pz1Ft@8p4tuDDft2sfTDc5;MUg=|BldIAJK{P;cOhWNg-GvD&6 z@xkx5Qv8QWUv4{lgw3kS?xYubdf53jKX5-lydnZwB->+i-_Tb9p(8{t1sWTblnx%r`AsI z*_p%3)-es_XChO$IVuGoW>*`_Gg2I-T4|xAGuxELIKj=X*Scqyp%a`M$WGw7j){S& zb~l3!SQl6Ai;u^am4?mcq`{#Ctg2Y*HjVs*pjKCtP>$vu<^8I!KYqlpCHysxvHc{C ztQ-ey>xn0Xfp2*d=<3TyuvNevak4salfOv+(+7_`)q*I$d;F7W>zc+^V{>mHdpu7; zRg(f*!qqirMCwPUuMzr1%-Ht zJ$VTwGwYy@V*C1s{(M$I1Jqq>4iV{UMexnx^s2z3qNla z+u6z~-XBr&nlzmP*yeLk`@AH$7>k#;o3#@tW~Tq8?Tyd`B2SKQgCZ~BYPGo-j1lTC zcP(9;uW;19r5($Y0yOYJ^dr$FDEua(C<3H3mf0mr*FI`jI`|*S)z;@4dSH1UO!>xq zkO!MN4;5;62Z>8%(i}dCAo2h`8MXBWe^S4A*|&*VVFe%Qt7s7jEP2fQRIeLXmw2=( zcU50U3Ezl{uwM2nnF+<{L1klC6>&I8mR}dItj(FSSZuDic#mJzM3}dTec)166|47T zvHYlLt7k=*wdrOTwvtMjrJ1wq7SO!NLTwz;%t=Zdg-o3nh37S`&2>3^v3pAs5n2%6 zaa&UGX4z3?4`Y9`oL-tRvgqPSwN9ajA6TmWoBnti#v`Y7#4j13CaoYcyvE0G2q33f zsZn$fDB%soo^(cPOfuF#1)zm_5{YjX_E^bdAz!0Z3}1l~+Z!2UqWc7j*j;m3#Rblv z12O!ZDFj-%u6?=z{0v0qfNqx^x9m`spuHhU;MpH&a`3_ByBxrj00JQyB?MrOImXv~ z>CmYWzda2V&?*uvHEwldORwazW`GoY7S>3O%v(Uk=Es-Mp= zmcz>VhI!S~*tceanxE!$c}cAdtpW0xWXr!_WQ{p5(p5C?FxOW(b#S$#*3Jo80eC+pD;?r9v8xrz0rRB7kpyWC%Lkx5O!Gsk-wd*efF z8OAa)mVZj;b2yMoY;@_IE_?+|)gc8tMt5$URvv^(uRo-d<~^3w5D-_&u(USjwEW$d z+4mJmh^+wMelnyH^J=6^6EVt&Jm(<0RHB*abrPcr^;<~Kl;)8>I{9leAmUk5n6C(; zskW?jFN6~ZHQCZCc5A@Zd`s^~y!tHSz5?BcorCM>UX!2&Z3|RdNqho*^ zg=V9EsQXp4D1ND>CsVO9k`QAX*Lu>E%Y=MLrU!u4=RXaej_JmyzpvCmN1U{X)|!)d zQYzp)wcpL=aU{dV^cdxR?Ihq+je0bq1u&1`Mq^?MZk%c;ti4=n4DwM7vT%BW`JppT zWJE8P0(<#70ME7i9NS0J)1-$7Rk%pxY1-3k<<=q5_+z&2!oIw_*AkRxy_bWcw+e{1 zJRJ!8bJm~Q!=mcL(Cu*ZE?{ZLv&3FCsC9m`FDpbAu-i#=+@{i=_watm3oHW6JzeXQ zk35?S{v+`diN3nfr{7!x``@R@d2n@w!n*dm9UD5SJ9Zf;J6kxIDJ^It$+N91p7Y`f zw@BI#Cw5k>0yfhGTC$aIDpd3cetLgqL!;9|Vqqd1rMo{{5gA##N?|XCnoLDlA6V9F zd0VFb95gn3mx@~ybb1JItU@*~GW^X#bW zN~eu2j3up%06(}dduE+q+k>|ccMeo~g4wMQ$zi11eb6J^*~iH!53&oeOXbwoQezMK zeTxoFJAGzGxyUsnvaW30ECK)c$+UL-D_G9Pw}37jd~fZI>y;tWt6wS7F#3fV(FxI@ z_(DFcI9t)9IZxY8un65(W0Ph6m!?-O%<l;i?i_hmQQ%yNi|K;*3TX$pm<+BtPgdSm#!WdB4xO+80ZEvmMO|U0Pn!&sQ zTI6m|K5jZ(>7JbCh3YB|EnG%A-Hx<;4V;G{1ez1R^^jo90!BW^jB|dHY*^pSO41Qy z@p3)y1)4K;A>->cB?Rh|^-lMxK_-JUGk6Vwy#}V2`+TMSU_NY+1d|@&dVuzXTE3>D zOB~^6TPTfatAZ%(f@jcAL;q){b|o{ z;8;c{r2-OV1+3@Nm6xBDY*76% zw@^8}{W9k$>aDqz z`c5UGcV`95CeIo9T%Aj4*3dC^x!T%x;gv;0Zp}V=`L*rp_Hy99T7vc6(4w{j1>7WK z(=Vw89xIFa!d$35jjM>#$=!GNeIRU)NSUtzMedJ%_l+d*7WXFLEu=#}o zsH&&sQdEj-fYrbXR_WkVnqu5urbyLc7=kFGJ|U5u`1O+@Lqx1#+kj&0r>!<*DdtEv z?xg7ISCwcn}e24!Fn;dyzJT+2Gzyy)R)QX}c&cN+dF-xr69vV!|MsLY6mWL{0{>!&8P)T!&hcV4C!@ZC ze4#-K;56NOewxNAu<&#AXs^Dg?D1#Kw7Lv~MxE3p8*b~zVfSJHGP(A3lVzOr?0IP6 zvZ>tF(CpGPoicEfwn_DKzHMj|+0jwAZjVW@n=$H9Tdg_zRd%a%hvVW7M@li0?ze*UZ zuyYl&YP(_g$=f126>)@PW(0Py@F#<}749M`e1UsAf$il&cEws2W5N5kT>iReZ44G} z#h$7L;>oVpPrLfvbn-RghQ2I7&t?q_2MST)b5rMj#|Q?KGTC>6<_G+y*a3$Kw>&i3 z?%9*a9&YWkb&+L1O|QtFDsa!M2T(n$!U`X>KJ^DsSN379!Ow@sNb?fn?1cfdr8Q(0 ztKY5l_M-3Ec1@nbW}boXM%HGT;uJMSLB^d}#aLa;ccY^8Og{ULU@X=}X$R3<*W24T zt_jnUE@mLOBZAxc%PMU5%(hy~E9|S;eM+1PP>nuKPfagWTzj`n8Tl}^O!YxXLpHobWrarw(tjJo4?AZG z6E&`)qUIFjv2;F*l$7I z;m)+zv-8L|LVn>w6}4k@(xAvM?&DJe-6hL2zHGS+NWTv0&Q&>lkMKvHL<*knA?0kY zyCVY{ZQ*ymkB}a_+INW)FHLJtxm9&*BNo0tYe~gSiM>C1ulG`HzQ&Hrj{d6XG3(NN z^~;Anm(0iCc{yxs5$ohMF{Qv6$7X_J0slEvj_#0b_6XygIifscY|;h3yo4S}I`w?8=MWsL3h({v~W?_!yTve=na&Ish1@l}}!cdwKhE z)CyAg@ln9p3$04trjD9EOW7U!4mT9N7Rm298=AcuGn$|izfKT;SOv^xMgj22xI#u{ z`4e8ABM18zsxCj=V^#k*+N?+X!n-HI?g*ibz!VU zAKVY+urr<5WKzjQw#7+EM@7}yFwQX%xnK3_eNg=0Px2dQ8_e{c?E|y3Cfe?HorfXf z-^~G7y{;0#*8Zp8@LXlZoTPB$G_;~Md5Fb&Y{I;0TanzOuCPM_-El{v*1q{|+Ysg; z;$PQG4=1Clp>Nv9M~b1hi4zE8&lYvo}gMETT@GTY0s{2xEzPR8~gLTqJ}cBua?isHemv^ zYE#0}E(&6$deT%DaCULHKh|FAI!{yO2<+>Dvk3QIZKuf4m+z(NmU3#tei-pdQb1t$<)P8jM&-ub0@~z(8aC9*TmRCtS+!tQF64@UNvGw3DRO1gB&M_ zG$A6ig2>&j)An(XqoMuF`)WHirAk|jTXV=bWbga(u15v1Mgyb!YDtB{xFYc9F`iyM zIayS>=!MwQEnCU-YqIb2#z2#%iyjJ4!&te$pTu^5pis2Wf>`BKm7z z9>w1=Ocn&Qj10(lt|)vh%pgZ>ovrzaYES5Kg48^M6)BD7G|ntyMLq9pP171P5$7Ck z0!fp()`nj$6;cuZe2b`H+S#y5;JZ}n^ZD)mIp;Y(d6#p~Qb-(RW@siW>W!>`HpaPm z7k+ifh;32Py|`TI+Uhqui|mR?;Ia?jDGWo(AlE()L0q;lu}}V#-QGRPoiWEJE?tdC{4BRF7PF%8YH{lI`w->%GqX{fx*0|;S;78Y zFD07si}X$48$T}HqME$HK<^Kxf!zAn2IMjRakhqsU6HZW@?6QeuRf%i{{jC$pwMBq zhaO{I+boGb1hO9$Z${W{os=2)e5(00;=WAZNkU1w~rf>qmpB#beO9Bi}3i55qAWpEgLqS~^9(OYff)9?7h{$}Dr zRFq$&Pb<(h9pS3!+&1GxPFl#8*CR0sym@M&ei_%#m2bgXfhS_a>d#%A5iJiBuopgZ zw^sT|R`8~vdR{)c5AsD_Fw6xv+tV*Pq3VLaR61!%$hlQiveF_;Z6OS=Z@NXd?W!bB z8XQ`{)OzU8@Gm=NAu-)b9=Cy!miWg|482NlNS&iZ zDjEF)O6~RgSSuFmywv?inhrw0!Ngh8E0wT4%` z+MRT?ezU7Lo5iNACB4l6!R6q`fePXwT&LQK_Wt_4xJ&sB2!7T&dwy-5TLuGNn>}h# z@=Z_nG~+UsKl=s=((tVfN2MLL)E9r2XBx-2PYAE>|EWcJk}l0A>2foFhH@9{28iZT zWw$7YZ0!NX@QIwaKxVPOKWk-L)y=QvsgcgB@E%S8U1@zwysv|B;7>x@b1{)Q&E-Q)k%xW5dHXFWd{A~4maOF=5O?+&femZh-d4$=4BlUfPKX^KPZph{}(djaB8AvRa9ebYPmN`v~6IbhkM08XyQVI7G}sL&Xja5`~KlKV)cBP$`$MV_+<+~KJhGKJIi60>1}MoC2q1bx}WqZ>n?%ZKoUy+VkywXyA*45rIM z$J%b|MRrLpxrcy3-HMw3*PquZT{=4-T&Q(_Z|qgPDq3}+9eZ0EdM<8pRdNmBGmD&F zf5k8Aq1gWFW}55{nx^Q97#p|f6mbyl9shL}u|LbwKAKVLNtL?Is3~2j`qQMZ{(G9B z_!Rx!ih@UAt!L-nTP~-SV?6MpeN{%&@PkxP}&3pc$+F4!<(9~ z;g_%b2J_oWBnTw>+dQF?BPe(b&&?>O(8$eB7Y~@~=LX-wR zD^-~ssgcV}_3aM}f-$lnM7}rD%(S69Q{u^*pQn=EQ|jD8RvjzAwkT$ zO`g+Qo{p)jUYzI+%PLaUk@`q&ted$gtKa?9Nm`Y_#1D7jsr@LfO0%f;qwtHL%T;ZI zf&#}+h~87znl*h>Of2(yL=tfTuD+)N3h#>^`eEcJ?)lPM3oZL-JWGQA$W8$ihlH&U z62j;wI;q)$T8ABj&rkY3Z>Uw7v9?Nzm)T(IC3^LEX>Fb5ljc|=))TRhKpFTR{K--6 z-gSjav0o8CpH?G}^f0kim5W_lp5YL`e@uQ(D12C?z%Nk%wz4u$u|phS@9Wb>m}@`p z`6bdz9NOb~A^j}A%rcVR@cil`Xe3ZUA~A{E5||N+6?60X*ooYK<)w1g^-$unX=xjX$xiO{x9%afJ1m9{@ z_{jdnxIT*(^9O9*8+~0aorI={&RkG?9CN(g{`s0j$k|4!zm4@#AwAWf~%wL>&l!>t41k{7e z-bSISg%f7glG#hHyT5OJoiw(~v3C(tAv2cG9Wn9BnS}cZ%EyC6CF|HODo?q;7F{Ub z`SI^{(1(p3%;Kf{^7oRu)Uy9b*sEH(i#h_bz8jh;A9OCXFZscD(8&0QO@3iL*}zDE z`CN2G3ah#hNxxWF`lw#-PRya%*`Ga&lzQ74A;7Z>1G(=Ji^|CzW}oaV78ykL`j%=L zQ^AF@-T7h|<%5Ru3r$Gg{znpi+Pw&vvt@N}=0%?zY!JEgz^}hdQk4Sj$$79{p4lq0 zhfC*rLiYcF@2ailtvy&LXY20t^*VWqwUrVLER;ipm>NrQO z9442@)cLF_6;#$>P}>4UvR-5WeXqtZ!pL=Pc}d@s=$^^!d?~D032$EO^t*Rvh$AQv zIlXt5R2nhw+Kw#GseK1e%M6mU({-!lGnY51xrc<1wRe)YGK&NE9lx(wJiBQ5TI>2c z7fWck8Qmw>8~=^}B7*9c?r@{a_sS8Muc}TobD?$E&_aUw{l;;{EJU#|h+ve5=U`;_ zbbE4}o*yug7;y2F3%M$N$U{)3D?lHW>SZ&;ACHu}%>6u4gAwtXh|6jr=cP-RDcz zva@sdNzy{Oh2ld)LhwTm{&jZcezyIXK4>X$H1QvaTRH2G35rb)_tz;onPIM%Y)Qe+ z30H$3iEP%L;MoSH<%T>8g-UrL{U7=gZHrFjb*dV7y8u2iN{T2|%7=ZwA%1=m;xpvn zPndg9nCVTpYcu{ls9r~5aX@*!Z|6>0Oy~}M?zFry`MIxsBtEs~NSwtNA2x26e|jR` zoU*=ptpo~=Lt0$WRw|t@U9HG)Z^cB&Fr8(P{HnJGD@W%gP<~Dx?8SxTjDGo$>EoK- zoJwP@&x=f!7xI)%<*jqmyI9>HV>`uW&^>9k_WO^dy5}3NvPUKAW8sd(c*d?N3Q`() zs-hHbq#kc5$g6afMAtSgkACBgt=X$@#qTVmwWx96&TMtm*p-Vxla<(Qki9ndJ-lr# zx1dcQjw1!Jhwr_*45m|7>iXD4#U+Y=el4i&XJez)He>qRxd!EN)3hbS8)X_!j=cFJ zMs;w?(^KcZ!|RBR=3(XLK<&@jq{hA$WzxsEd_gX4`8GX~Xv@y!qR7zZ`#Qf3Nj4dwxy8Nz7;-)TX?_p}gjp*Toe8W-n{ke!1 zp>Y4q6*g2!@dUW3G*?o$d@8cXUTO=HYBx5~kYn>HC{6;UI25^2I~fu=L-y}EXf)Jv zMyhsoc&?4jUX`dw1reBA;Ii1s8Ibr!mciH^DvC`w6$5T33-(*3-Cmy8a%ZVt+5_N{ zG+uE@w}mqMLOJRUBvq70%Y8G`IYhLy;ckWu-<@ra38#OtHYxT&`l#do$qbcHXi;_^ z^JRF$of)E#f|3TWv7()oHM{Zsg)E%AO=xJm^^)sez<1ZoaMWGQHJJH$4Ur9-z$l-k zDdUVY?8jQe7ii7*k`QLTcl~pmIn0nU`(c?pBW0R! zuP0^clL*N2Mp4rfp)3wu?sZ|a^4s%Z+`BX+=|U4~4QX@z2B>eh@I}eaTixzrGQp0% zT5=SU`mko(%s7zr*IRJ*v`Iy1b+PWw6*<@eqmO}hEVY_QCcO=$X9+3%6>=Fod|i={ zwY1o2hbAb}j0~I1uD@>QwJT66zU3ioQq^sG@Ax_#$d9`P5X<<7bq@u&oMT<4>bhlr zeB0~oQkRXCDERUz=o0$-dVn(Q`|S<9_$@hU2R*-5+D>ulLk1RL9tmNlS23G!^pdb8 z+W)LDtnpO7D6=RoMFr{U?z%KQ*p#YGyE$5Y%caH0-ToY%HNLOu51W zW7VnN+m83tXF+?Dp2)7^Ypz`KLw##krYdLJ8E z04LX8zhAo;j{tz3j$a5zo1*wVFh_cEUImYQC)j?Im;cjfolm}=3wmZIjo^SUbiRug zxK+1UU8gpbOO|rsqN?&>sTeN*{4YYUmEN`)S{VQ>KEKF*C%~@U`LVB?-QA`n)d-wF zTA%Ug6Q6(?FEUL0f?@GjR6w)yMn8?s^x6==!ha;)gfWwecQa4&biI*a3Ll%Jjqf{^ zj!P=Sf?q@bKClpHT>Z1)uNikK|;p;yj5?M6hCW^({9_EeF ze%QA?Gh@k*niRwDZadsm=xp(i6QPftBwLKWH9u?>E+%5QxHz_H5S@+{zurb*{>cpJ zQdk%YH^l&6%j#1rs<+7+_0gJVX-}1XcPdo4CRo;<$G@-z%mcMu(YPE7osCaKCx%yY zo*ed(D7-2GFJ6)76(LyhTz?~T)V^)IAUEcTPTo&UoPz!1+SWK_F!+dPt@WbuOZ3vb zK?Pa(lQ!%P73wQ_vt4mu(nappXr(_#Ants@>Ky3`f|^A<)p%u)58F&9f&)heN({Z9 z?ixzzmRkZ{yeGy43ti#FF|$~b$mqj!qLVIlHkwkJqe&|Xc^QS=6+n470Z1$?=Fv0}aQxw_l{>$#D0*3#Fq zY-yYBn{tr0w^yI8P*oB57TxrYN6>tUqBg~Mu1lAE~w?kp#RD*DCqK?uhf z$96^?P!@6m1gYDyQfJH@SS-O|)XW(y>gf6)H{KEchIf@HR);&krCCrb4TH(wUX3Fi}bzdWXo zuf#*!v37rWM$*%+SuP_j!Wmb`@4bDgtqkQnj|{$q-YO?}2E%EVn>;XB^oU6lx%zws z>k-Z~2Q%8eZ~~~P$NO4O+qu}J>?@PP3E=^YR@C0Y@$n7K_LhK%d~niE6yQl)wfj*e zQ};xxY­?tiOcS~_r{9#+*Ok)|vML~VK~;*lFf1HywMd-i+gCV$*zZSiz0*w|7U zpz#HH!DG`?bjS=8QG%7Vfz+UTy}_n0enC^Q;(?8>RWd~2#^A#M^RY(jSKli`nT(?P zTqXANIh6>W^a_aV=g;-~pPjKQ2Q${VdcvRn8$v2tV}UGmZJDc)C2WMyo&A-AVQ2ms z(BR4}DyVR5{kawR-u`0B@JIahT9`406p69=Mu^+2C zbm-!%8gK85A~X!*ZLVFm@jv_B7Pjnz0AUiV^dCm?i)L<$l$bysXE}dI)0?umsX#VX zeH$BkSJ>IophL-eUpEO-`zQbuQF+$VKJ)m1_wmR^@!hMlUl+jE1#v?(%S+!<%1cH+ zaQmw_Cy_YXLdz=C^&3jMf7bQ(pPhSKm+4X7{-$QkkTfASM*N_qzE@H}UY7+@JbMiw z7#`AVE4N$Hg&A29D0~UCDlw)n**`{*XKRwW&SDZ^gfhlYKWm*JkVM!k;NLa(*|gd0 zo7!l~C^Q>Sy{fMJMU?WdGzH8Utv1_E&L&gj#5|3aW9DcMdOm6}%^tzcBOBj1Bry<$UI#RjTV}9FK6*^U7Kt$z zzQJ$2ZJtOPn^avgY)|>k+ARbUAsyEb%N;&ht-XtIPEsjC8z-coAG*mLtbcgo;4?yO3c@g zB-B$6)!1UF?NSSh%!@;m?vYySO17-T-Aybz0wuF{(sqd%%>mYp_fRVkM`x2ijFXD^ zi6wN7RHL?xcjGHz?ylO7#E#oXSdcq~W7B)<=syUpPHnns&i6}}cLrf>|IBV`4L=%q zS2Y>Kh%;DvX|-o#va7qwikQnYO3;iF`if;_8`1cQ{5Y!PU~+5G+aaoQyiZjk+h5p1 zqEJ^Vs4?;^F@JuBDd9V^x;`(%x)!Acca^;*HpcJL*OG|6`ZeLkLbTr>bB>E*659uj zLFb9%X!K%iAN^ip?N_}TstIvLiQHH6`fe#e>bISCOh z5Jf_$`Rrm3ZpUrmD7ALk+v1a}@oK^i347+Rg3c3g-u%58i7u2=mHp$XV~x+y=nDg`lPe*B+hB|1SvO?-5Ik4BN~*o}7`d3TM5nK-SR{TWdRBfwW>b@Wp^ z2${?dg6+aquN(pHTU2Wp-{_-oK2dvJM-X`_baRU&SZL1K3%$&jV!)e3W{Us{>sR$2 zGHi2TQWm|h@9y8_CH*v92AXVI3^25?xzNSvN9X+)??xtUq_ieTO}$~aHfXW=v}g5c zz0lGQ$?!5q0&Y>aCsgS$OBE5KZ|^&F`D5-F4MM0`RjI38SMh2!7ft&SW_F!A8``GQ zY_@M*G=P$SJ#4vpJ;PotfZ)j|MRt)kL2^JYwmpP*(*ALCIT`GqGjxnexIInaJj;Mj zY*8%!RCb_l5A>lF$E6L1q{Gr)8wtsGl^wk~9cBU%b8DKL$Ku$>bk%woUZPai!fNVK zhO!fRHk|{s@uMsAT~B5{vwurD!#vyn2qx^4UKcbek8#IxM;ugSty1lmjW(C^u^>6{ zgb}q;*onl}D}pgppIM^F+|#C5*Tet%L;4oD;l-G{fBo}*#cbk#zS}xUJ0k~vuPJR^ ztK8AOknbpa%iC;Fl}S)7{EtFn9V8ITD=N3eWTC8kmq9Gc+AZ%DrM0(e2FQ>jJ&mfn zkc9b1mHpp|E!D5d&cX#MKkwj|PN7y0zZBStZ@@MxX1e5F&huu>6w7LAGP|ZuNgg3n zHYbH$c`m|L&-%lkZ(=$kNpymC=x>OUaA)z``}hA64UKJ~veGz!|5m=U!1)R%Wj!{; zUXBtWT_!VLiwF@<(J9vuxCIN!-lGVak5t%Ibcw!`zaCEDmSbEuI@w^le=>bgK0klc zpP>-8oaZ~xV7pygmOHg@Pjtiqmq{+UgJ)oo_170!kKLv@F0HdZG?LDW)S3@5YZf>veCkf5kARK=JzAq9371JHKXcU3P}hKal0%^+N;wjr#l#y{*%DJs8Q)hv18SUo|$= z#*8K>X1G5j5!`$NtPHb` zT{y>&JNJ%H_=?%$rOySI%)F%6-WT7QnmKu8>Y(E4`3ZC=bvPoL*U*s1wJR+(40>;2 z@(3B!;{@>5-E*p19&HBOgzlK=FB=;K-@jWv-3EQ$7n0ZnlfK-qQ^wRi;18qOm`=hw zrq`{M^2*&VCYrG8NaYEeU_q(ZKpnFoLDP;{PDgX-ldT3lKG?GlCmha78yQH){+wqv zzXp<}Yo%|OQGtGyl{czUq6~|K`dUG`AA3N_fbkO-~&a$7ale@_GM@g#)XD!xR20MP;4FJG=Uvo>71uHDkh zF4}!c)zfo_1D$41$M+(K5fuprYvgb1=WVZeGt?su*?2`L|)XY7e7K9%Uio%Y8 zsxLN&j)lGQ;l3;vmCYFsWHpJp4kc7$s{$GWublWeWr(rgUO*lzh($sZKd^_gvMOKF z<%w--2&$bgcva1%>)2_k7Fw5C?cozOvU|BE>wZFs0aCI+;<{2#PU}Jzg(qd{Npe^B zhs1ckvS{bW>#Bi&|0b+4!A;Viv0k;IV&bs4mlHlMQC<^1nM65T*4U92F)BySG8U!-vYp7fGl+I+R%7%-{!g7XZw;v#ZK~}p z^%FmqSWzJq!CcWl(()g!-XTaNOTlbPIWvG=1GZeEZK)QHkca zBrIio{3jn}P9-lGKYLSmYS9q^6P{o1eJO*azOaX@f+r$$We>)OMbh*|)*^!9)}#3V zNo%vIc1Q{;K>K_#FUN`#nK{X=Ws;R3$?a`tsMQ2&sJ03R3Icbx!@nxGm(Lnh`-7&# z;2H%H*ws-txgqB7y8Gzi5}IE`^v$eKmSY@ad8a)O6Ms)yn(YrYf|?1?dc6Gb*MC%f z*Yp`w0jnDhAiRK>YlHajl?2!1O59o%!^sLozBb$Qv%-S0t@wkMio!_FHi)_sl9o{V zrQZC8>80}DN2k7TlnsSS0j_WFAYu7vd81d>Jaz+<3k**bsA(2*qovIwdat5y8k9Bh z*JA2IeS529P!2<^r8nAM8jFzjQLn~f(8VcN}#o(fc8*1y)>hDG7@<+js*_xi#t%!P5F`5Z`(Oq9^EWdOGaF$3j1hC(-zkdS2BC$GBahIbY9GO z^^?udaz%!oA7KSl#(GZAC0-1VlSGle5xeIqN9pj7+^qsPaljr4KD4d&SKhBB>ud|D z!s8&}?EWfgwsRoB9jpook7rh#Fu$tZK*P0yd*=IG2)ebM>C)+TzorCmLREw{J>^#m z_?zaB-v8YUR7T#mJ$8dsH2>z46!Vof*9Ns8(l%&Sq8rFJg;7i}D^%^|tFC5f;bw#!78GJa%@!7#KItv90@6sLIR+q^VcIHzw zxJu^1!EN8@eAyY%S5V)rDFOS2$LeN%w8ZtKHgwq?BbH7~TyzkBeX>>cF zne+Pb?b;zq4X#%@1teNMHSZ2(;O{M~yu{Hd5w!X!3%RGu8VYM^ zlupJ5+IV<3-#{9(s+jv^sADPnzLGjHO3;?E-y0u>`+Adr-g;wg=-hhq_piue&=>>A z^2=yuy;>FPRp|?jX`0st%Cul-S(F}&i6<*stw``PS#RcE8n{j-9ACm0{X_lAZl^L4 zWT~%EXWX9aHQ`BP+|+sJHN(|t87LSLon8?r*2AE=f9gXSF~;62$k&8PM>B&-r;%hG zPX)UcSrauQ1J$!^g`jD!v+{MG7W~NhpBL)286;<6T_?J2z}cA553>1lwM4I6`RxO@ zDp%jhdS!RLOtCr>Cqv;ph_TpSx58^K8tBaWYSfb_8YO3Pa*VL&mCD}G{BI@M_ePi? zoT<7RF3+|o&G|;*4K^Y?r?pP)rhs8(!)V;Iet#g=eLqTFI>K8>n=;txv<#6F_v(1O z>m_{>Nr_VOqkV%;Dk2f7XZu{>9PD_)+O6=pj+yGy{6Id+H$(IP`Al#OQ!d;h6nu z7E85WHm=I6Kcf`AdamA~Ho@rxk_cE;36BIwRgI#q)(oS1TAE|%#?c{56T{aVr=yZ( zwd|T}nCd#K!kpo`R7zTVZE3R5!B|ab4z-ieabID1(c^6WbeugVj(jTE%k3zOrU-Mz4%A0reDa zXX?CBJ-V8)E(&-n_hQz2GYW;GkULkzVv@mz)Br#rNc(OtDjX$h1!n+$-1`KGSI+w2 zTa`3%ot`I)&QRll#!tEYXO=G2Ul5HAm6gl7CDjIDB9i5q*B{ErnWkO?bcasCl;Pkz zJHVIFJat}DuiV<;Y{r$eM?_veR^`~m)X1>RG9mv8{5t=vl=IlsUO~Br2(O!j>-Z0)T3kE1#y!vfC`4H~> z*ycG@L6PS=V)MLTOu+~Ov|6AwpSpSJ(}=ql@~+3k1~3JRe=CrdDY39Npk9c&yZqyG zLl?a;63K@!)#&GZ%54nNV+?)i=bQvI8mlt@6;!^;mn4!Fef7Ao!wyK*MQav7ZwOQ+!7F zgpdrQ8?Ff?$usv<=iR`;ty9-!Y(xmxOWM7suR2i%c;VV7>8ivnoPfrp4YC6UTZ<=o znu$@w+L9x=89}W;rS_3j{nYI<=lQAYFEQ^}Wqd4H5gRyfxvXV*So4LWvpxVn42L6> zxvy+X5V?B;?#Zf^+{yaA`{VCN^+}Z?YHq4o>wqZ$rA}joliYjz{_S#h9Wj@H2 zp%j+8ZvkW8%1DjI%dw}foz>BHCySOxz_I$`ji|E8A1z^vY7?O~th#$^Ujn^Lo^kA3 zZcE0ls!YFa+dnrYnrOV$0<3|ii+@zoVXKxk%Pl*zL$4a6H6;$;p|^>1PcpQH{wmFS z*K%fL5%b)=>gOJEx9oM~DW9>qMZi|RH*~q9WMzVEPv9T*1-pV>R6@_Ff(Dvsq@nu< zlY-l0Ypn@Llzr_o%5L#g;TFuCE|!nPtsdg*Q1TN>d>YjlR*@j9t89DD8V3J3C|?R0 zb`wf4NmG{fAL^dzr^kcjWgi?`8=GdcXZ3Md`IvjnTz``1b8GbMP4_VJaWARoi{5BkOLx zlVzi;VS)$x&`D^$7+wC4>*7?1B$gZ9LK~a6e-t>R6o{g-Br56)3ItmlD^QQ?xUrw5 z6SH%Azq0vUcy=sD4y(w?_q5`trpW-m%K-1Xp%FPX#k>hY1Ks zi$q8kA}e4v!6D3IEwP(R@drOsQ=diDCogD4-rN-$#fhG4S3Qf9<~2#@H6L1bHaRbt zG8@>sW@+}GfrRW}s_FGinvnUN<-m!=+_Lkcp6zjE2CTnH3r{%?ZdzM}+9IZ^cI;cV z#E#n|g&~|)8?C+1MsR}t8op<=x1-)eOYX~>EJ@bYnRIX^n^RLqHZss_k%LLkZ*T1Q zZof%L;o4=hf44;30Q49|)zl=b9Q~z>)Ax#B_W=FUyXe!qn-0|^73u4z#Hv@e8XdVe z@-!2*sWaG$@|MZaGn>B<>@r8{a%bm%|qRR(lMYe#e zC3OP#TM8wyK4C;Kcml+pb2QAI)s)!t-4K3769Qg@-#KzEdikWv5mS%&K&z_rWVti9 z&?*=FGTq5(zXLrL24_Pr^)m=PL?XEOVj6J8?{otf0gA>1o4ir6LD#Mdg} zDU?zMug9UcJC7|Cvp=@nrH(<(W_X)V8*_y~h@|}EYM0vD%(f|UUzv`y>!n6zn9*@_ z1A;5n%6UwO*b76`f}sQ_PJzlP+|d~sbbHK4^{$S)!{Q~I--5|;Thsj=e|7fE%~#S6 zTtioq&%ABT)s;@D>I-?RGA~S#)WS!E?*H+QxNm5+L-61q|67-=+&0A>!-wLL! zwfU&lwtuQ}AY=BF@9Mzus<%gTNGOq883pUE*3~0CR&D&8-Hdz!Mz?1hVS=ifyw@S% z{4-nYh`SzaNf!f{P*ij$1MsdIqo`qldubj_=pakLu z@%PcL@hx(rYTbGSlp$aRTU4a7;s)7=DNn-j^(@-Y&|3$8ZFFTZufn~3MI#U1 z)Qsb&V8IC&tu(YT1}k^m={Fzh>`vjx|EQ9Va$4nlD9zunI$hIqv2_42XK4!QXSNClHp~ge&)eO)yOUEJbhWP>TzVXw_zZ|;Sj^2-N}R!#NN82Nhuyg$W#A`Os1JXyXuyN=T4jy&`U#<5LFvA$o{CiVKEQn**L5cF z_``4hTvJ#H?@Jc*LUd!%aT>0sH_B+s4nEh=DNmuv_Jbj*e0fJWj67^VC%%RkZR``V zqAwWg75`D`(3YPMzoaGN3f>v4__XFRZ;BOO5w*P|`c0XT z!fc*#Dd#uyzRD!{2mG;M?)-y+jPFuWpvFibWDF1xSMUF^7R1cWCUlEBkC^&Cr+%;0 zOdtxCRv&kDKI*blp(3t*2Na!o^b;w1h61|0UaX+f50ULVEllECk(2V(JX#N8UVbn9 zM>Q0qK4`Xh9BYmMh8m!|RU>;cM3gdiwIusZYLNInCsdmCU0I5?<79N1?Fg};=)r>v zZp1E{c?HK0Ll2O#P_gmJ2F>{Kr1#`|9;4EXXmL3iuUGdXgf%6gUUo={w81^&OI7?pZ6k zl8)vsGJe50vE@Gznffc|hz^Lzu?ANG7EKmSfImKg%a!ElA*DtMA_Go?k4=@_)74Ef z-`)9^%zhibH`c+)7%VG(m%!Z!3GlN%ud?8cyupVcoBwwY=R3~Rvpsbes2Ffo1$r#> z&8?D1a~x)A()zV*u68|l$os#`?;k(I7Dis!*+4%oz9@G!@lN+8Lxv9q(ua@y&f$wA z?z^@5mayPQmov!LdKpxn)N_zjGth*=W6r3ubRDwr(e9-c=JiJnws( z7UvK&m#Y?z5VJ^!32F`Jc5s{hxLbq$Qm6J!6O5SZPgbf=oX1&PgfEFr@?z%@HS1%d zf(}12>A=X5d6N$(2NlYuZE-mkZQQLQug}ZN+6L(-qSS4=-e`l|5AYLDDoXm``0!-3 z+{5I(O9;HN!|WloE+L*W=zN&iC1|J5qAteaP+koX^){wWgbl)mz^n31I- zfqS=JEN;8$cQDws zXrU`jfjYHg%ZRA#o6gpOB38~KibJ4Q9{lI=*&y11SK0rl*!~2LQeD4dM2V8v5iz$G z-9u~1-Q&otOKYu4y`Enz_4%E6U^NS(`g0BQuTJ9*OKsCy9XEuf5Qj+hC*1-GY}2nV z@op1u!vDaDBeUewaQcUzRiB2=P6=t0Lv(7Z#P2EkJAcsfvbf98@^#+2zxOb@Fe7f6 z>yRX_qk>6GJ7LO^77u(|zKUtdZLeiuR7~}D-i$7VJ}EC6+TqOA-c+Dq$cKIm>-WMn z@AH-&ds~)nVD-i0tLiY}JuuhuLtR-ue5<8pH$z`C?Wm=HbRUrPU3Z-jrQ zW6QtlWx9!Rvq`krF*;H zrGC3QylqagCMVc@Z4L}}QkPnsCn}0s8jFgKJzL47r}>yF_5-X!Aa;}Q-1$qCf6Q*- zfjgQhTpALvf6|bv%-R(BM&CZ$!!6LuM|fA+%0y_&BG8)4TA`2W+F6^S5Bex$u#C!I zWi~l5-H4>U3QCFA7gB>Kq9^9((Q#6nCvKWR+JZWK2zSZW$3-lu!!A5LDGdqwVz}mj z9LJbsr)y8^ua+MDf_8m-TKUIDH3~wjfz=I{4wFsg($U+;y@GcL_C@yIH*R@7=FFm% zA^?$2MuqpnlGmg;FnO+LrDiUH3;(DZpqTE!#5*T);Wm7$*$LxGzU0uwbLeV>gpbGWMJ>&t zwIkcgtDd>0FJ-iLakJL&F79pyqR(AhPP*)9b_4qo= z1AAvN@h=#Eo1aDC88i=?v7^8JCqUv(XN8dGUSBz zkSH@CR@b0qb>(^x3+Uv4-P0nD!_wSZJkk$(r$!lBebGphL2JYV7z7ee;laomx&n5) zEYhI-)b`f<-|Gf1LpsThcz25Dpr7Hm!+6r1YOh0*UufdOh}j;qD@3g2*((1t;+dez zU)v1)?SfU&HK70U6dOP2F39!48Q2(X(NLN;PXWb|78_XM^#%nC&_uG&(KaPYD zf17=k+rKorF%4qz`X@oa{RRBiYyLk(h8zy#L!6k5QV|IyoFxd?{JWJn1h$ zF?CD9^x(PZz6e7r^?2xmF@n-Ni$8ZX@@@-m z^Y%WKO5&NuA;!Xu{U5!Ig1iYhv=$ungPx?1LHKlSooxkV)mo%+DU}ebhgbQmT{vyq zUvBR{)YacWOgtC2!?5MtiPtK(H9&HG1-%= zU9(Zt`kgxT{FKR<6Ll0KLg^p8q^wz}qG zf`XP*sF`^m5dKoQ!>DE|RVOM7y#`|Gx%)VcC&J*pvXhEiNDpP;sKN2P>mW)a%E3^L z=MuLnoabrw9#Qhu{Md!l#H!+;I8UQ2sn@m&&-|fuWT%aJaKq4${RKeVWm+7&{owg^ zV7wMkzO8Z5z6LRjynNvl)ty#FMbmCnZh!xw-p20XYD6IG*4K}N+wf(wtA{WqB~o5p z4Gf;DsdUy$_o}iIwl^xa5l_Ae#hxvYgk~t8Vqwze@9PH*zyiA@Mzx{;IwEgh#*Q|s8v@csUuRn%AYKKWX6}5al5oQ{bB6(g~o?&p8t;UxU zo`S!gwi6$O1qTGR3g(#^?S`(fqy@FybkM zdxbLl+G?R%I>ihDdUQtvjjWlhg)tuU!x0^dQ=EQFv}XSiKRB(AMpfbZpG)_D0|2I_ z85AM=m(h_wFeh}bdiY!WN2UrkEBcL0eekZvufMi3159buCzAi|%h`zr56d$|*p!8) zC{fBp+R{(h5qonkYLi^!YKIn*y+Bi}Ha+J#b;lsVasNQ@%W;$J(7n2ql*n^1Ve3nd zt06<7P1b5WFR;wW0RxeH`6ujs_Kska)_T^fBW&JRFX3tMb(HGF={Al-O1zRT^TMLp z>|JK4B|uILM->aa3yykvIo@{lT6N7Gc}>YGZ3qui7viTp*XcT9tc0hR0nwaiA3Tz~ zdsJiW7;sf*20rgrrMLWhdF6vb8M^HKKdO!|luB$HTL!witi;P39HNu)IHOGI_`#T` z7ls#F_Tr~Dg$L+Vh)rK*D!uDf-p&PyM5YPolE^iDGJ+nWw9*+UfhMx*IYKqFi~i~cDl%(G4T zq(uf@{b?Z(2yS@eBTbo6hC_X3ym@HOo!5vWbHn1mAZ`m78RqUonC+6TjrV!fW>KB) z2I(fC6FG3HW0!k6pK|!lV(9tcDp5&Y*~0`v@;KKi=hJSHxH{qEh?OUiDH;P?yv^hN zD*crLs%`-vv;3q;_?LN?7GW)Z1{7t#2d`J-aFx<)Xu{9rFd|K=|s^d^nsp+VH8^0Y<)Sa6qgMKgOAH+%SVzQd>V{0OB(G=BL>|Ts(}Qi zYd(8R$tOp2*t@bxVwHB`b&=#RDViG=Wj8_646lDqq*LS&$t7j#i+_S6RnnbA&orKM>gfh|GgDQ2dhOa$X7;nz!DwE_tEg` zhZs;-TZ?EW*iM>4GnZRjbr{BL_2UzzHWMX>KU@uDhbE{gnuSYf00E za0w`V>7&20D=C^aXHYovyccoJtD4-ANMj2;Y@mFo;c>4apRJ&v3WMdW>`BnSJ_VT&CCGG+O`jM)XJ z^Oir90;@)nmD(3vL%pkEuc*()0D_Fd5*PPo_Z#Y1M^YSS(YI_zvdNmt!3%XpUwt<^g2FTdJ$aPjNmNf5pR%|V)r!s z#dg@zQLqP|5!!O9bKxv-1;DsG^7b+#`z93CY`F0I8`4WRh;4dU3{hU5)}i=fHPfz5 zkOy*5zOfszQ*+HK<{y>&I9=&51$r3$(7gHkX#AUjFDD0_Hp|`y!3hjW?6>wHD>;}q zoaZ)9mwBE#%mB-1a|aL`0NR!|A3E#j`Q)K^sh~dX#D7zG!gnE8aZ)8fBdPdCb(odR zo}mTb9cD?j_}<*XRf;+pVUkG)WP{2ZA(sj34C6!VoaE?-qV@hA9igj*7Bvau%sLHO z1hG#9hR<1_X7Hon`z=d7{r&lUe#<=4b^oa1p%b$cvl-zI`M2)hc@h5*%+e6mKj<4u z4$5nKXS|9w!tn0Vjfr6Kq99SH_~(ATN#V!052CIJE#6sPm|!y~(k9_cB9iD)jlcxc$SWk!luc&z#!WN9elR6uL{#oO6?Znln6-vDuTNG*@&jufIhE zBg6D=F#L$q1uipe5^s&R$m_HcKHF^}VmK(m?{Ry(KVirK&k5T7!FOCw4Xm+BhHg!y zk8_Q_&Q9u;-Z9D$lgMefy!@I|R{Qn431Kt_3sPXEb3p;a@$D94%fHG5>$uP9{1(O= z90k}>ry7OBS+e!3s4E+#(ftb^d0%BXY2oxLQ|L7d_}I*LgXnC9s<+UPmfB~qMvTBx z1_oo4auu^X&Q%2qFIavB1U}{DpEcc3)%Lz9dm;zztmrMFy(COV92@=~4h`E`!PWb6 zEQGe!b2=&GoWY5+ptFG=FH$}|=}7`HC{4o+KetX5 z63C0DG$YX5=!dsw%sxs#ojbPTGC%SMualg6FXsl${iT*NwP6ET#z(z+2s#&NF zj>qd&O47%!)y*}!#(`G|l5dbK zc)R_K-J|j=RHI}N$XY8q z)rzjrS-oOu@_2$0zbQBxMEN*hPJ+Q;uJw8Lt0gs;YZ_2cam~DPcZ}Sc{*4dpV1skD z(>rNTIgFR;8p1AYw)%s?+~Ck4EJ(QyXAp+^T=`{QP%%qd{hs}!O6vqXbllk%4$F_}cNS`%l_-zdCRJCB+HAqhiy72)jg ziGAXHrC5yea?A*AqW{@hchCyUugbcH)09G(TceB{r-iX4vgQRts2WfqAc3dHze_sX z{T;s+RQ>Kk6ayg4qJt_oy%hPJ5w|PL4Ll8F;!qP8B-tmH*$O))7AQuvMN}b6tR(in z%HMRRsymz~o>M0ncf^SZ^DcTho(bHrUnxA)u`h(v<9$wjjH1U63RJ?+@YzYP4};CE zxY>2N>o8P`p)bqV&u6TcsuU=Il0s`#O;$ld9x(InZ;q>sdxx#<#5782Qj8Jvv#LK3 z6MDzrTDnh|dFHIzM1fFW1#$NPg2B|q5krE6SP5-U*UHcM(@7!h*fnmhrJY?s=@1@$ z&-04-r{B3^W|=Sg^tq<4><8uNH$JoC)f-z25EiH_M59trJxhB)da<&Es%+JjkM#)j zfx+J_D@SEk7T*0abv0i;X(-DiChquvwBo!|`ZYZ62CnLZM|vR6Mh77a(&AH*N=r5e zr~eitv9WRl-8m>d`j{TTG&6L_iUVK}Ao8w82Hn@A?Yd%b+XBJ~oR(T}2A-L6 zdgXQVI+^`KDehih!)&Sowd54nt|GSD2=tjfO}eAQc6}c>GH~<^FIAGo)$<_!h7qRKeO#thua;o#o0p(ET~3SG z<+Zo?k=vg{-lKXQ`5p7##7}d;P89}!d12%nbx?hK;>285O=7__Rx5Jq!yxHwAG_j* zC9DcwX{#Db*<8tnzJL|hj-iA>N+V(h@2zeoGQA%;dtw+=)Qdq}E@V7eg@4q(kRdcx zZS$(X*W|aHXu1gJkkl-qZV^6|k?_3|U!3?VuLNd9zkApkx?FdO&C&S|GMJ$adaLsd z?eZr%AXe#U{7-=XyvP^2E2dnVGk@G)s7xiP=^i%a0zn3wkkplRB3dM09U_ye66SH) zd~1caL!&S!mG&EUBR#0FfI$1R!~F*~y`aPv{=EoOkkm^)l;OOTl0oA#gP zWCEz;6+GK6F4)+SWZ9yqgo3C%-9NeyU+*C1hjd%ghY^Ly5mjSWW5gi@8#=j1r0p7p#+Sye$Uf ze%2r((BwyC+wl~tLkb(N^_>f~D9_SImp!6lgBZE=FsfL_ONj#u`KwBjb`439yqN31$|mrY>M^R! zVTKMe_qNod^d)=+7hwj;wj)fLd9_Ak zFSj&MiFG>QPAU%%UkCV&nWMEfP}d_ufV0Sej(Zm*Ib~$A0Pz2E(bDn73=D$TMrw=v z+G{Xuma9m;jOw#ntD*^pbB(zZ45)O6DjI`>T%KuNU$*l6qnpuU52k9#=u6WE=@GFG*D<6A=0N&4yzUGVW4*O-=4~Rrbbu(E#=yB3-4J zG%;T7{DQ_233LclAk@cjQu9JkGM50239+(@)nN&*KvOMlh0M!YCh zu)Jr;nH$u~`T|pivLm)(@5^Y$i9Q*ec9mAf79s#jXA+zs}ytM>}6 zSgDEU;cyKc=S#OUfqPfG`5^#`7jEr5yEs|gaw#cLu5q=7i&Bo=Q+?HzA;ft^+fL?%be!mvx6)1Ium@D2ep3e?Z44i4(58J z4T>k-gbhw!fWK}UR4)`HdpR|(HSu25x#8F8tqgpSd}Xg&Y^eGZXGx()Xp(q}l3grf z^bXrm_(sK6kxS#FUCw}G1M?H&0U9zmQr9;JPSE!2|KiJfK2vmZcs_hEcedGo_zdm= zw=WKNwr!H8G?$|DZO8!+1woPOj`~-C5A+{im9yx1fNaoVCQ4uKLg>pD{0ucobb3;- za-=ToPJd6=fD3(vL7yZ(d(ZbefVNZQ8{Txk@H8(Uk6j%NLd=`0!N;bnTV5BX6qeV* zjDlh{Ij{s}9c6Z!Q>3cm_t5J-mw@;$INdk(g|&5Zh#B2jhoE5PDtwaQ8Oz)vFPYU> zXdT3Kw!hb`g<4irGCj2BWScU-nV^$b=Kadf%f={4^AS~7)vk-ncHxspo>pnoDJQch zg0DKedo!qG;t^A(bV6OT`@~fF=Yvi2j`0Sv_}xv=Rs>mq#^r z(O7uH%=|DgOf>G`$XOVLkdn$uzq_;wFSW93bkPtcHIM0&`^e!>1gv#fmQiljW^dKE zZrb7B4=8gnEx%P%c)iG~d){)bJ8ei5Ba}Z6_${kHU5FERH#iPy1nycIC$-SkAcB2M z>l2OnYnH|k>h7#zlY>u5X=QJ;*TAHt8St#yxq81#P|IL!2p=GGIt^d=jjZi8uO3~h z?rZrD6zfdX9EU)3LG5XQc!CJ)r+tDMuX14$N|M{_D^WD_K6)urK3^?Z0RmM6Tnha(ni5QPtKF>4EKKNj#d;BRespmz2RXkP_6}Y}+ z**2{lZGSS`C@tRZ#1x-Dp@5s3DQt$wcNRW204S2$LJ@;c0r9B3=dZCp{b}Q}>U<+u z!8hk;x)l53zhXA{Fav|7r|RH)jgayT` z*mcCD#f|B1uRscRpyVF}x!>hRto2ak-~3Tf-COg+l_XzmLnvwa88mT?q}F={qp+^p zgW{{*mo~{x$m+}J$~Vm73$3DporO0~;r4&WvJ*Q#I*1<}!yn;Jy|G(~2HSa(t_+4k z6N&SCo2nBy4|aP}*(jfV^=t0h)0g3hF7ZhjzI-hoS->BO82;_+%S!|4OLKS?3h(EO z{+u->`$lT`IZPlF5IuGMBHl?D{{6&cMBIFB)YxkJQ!aM3!~msi&IzR7FO7F?dLI7R z)Ff;_z}^$Oboa9J(wCuMhnG5tJ;=|8kr%DgnwJ;`6+vV-M1JX1xkD;*q1OmXD%7Ju zZ*&jek{jPaVload*himtwNoULj$8UK?=R8@%u}4QWu*R5p%vR|&xG}-mWAZyr>Y@B z&a<=7zd5nLTCeO^*DC0sbjruWrRB43=2IMdv9|5D<0x-u8Mxf5y?&2w(hSOPIrMlV*G=*W3m7^!M1*5bPjXo=f45Y7HOcp-h}6unjafmzw4}`uOX8%CN4y z9Q*QR7xK2KiCMQ#XI|SKa_P?BM@P6bhqg^1zI>I)Zw|88>OFgN2`n##n8zEXzwD?} zj*2p2MEZ3&_N|(#NeRaSB9ym#O;?1VwMYAU+`34SpvN>z2dBWp(!zNU{TI@Dt@}tlScgO1=DxHD8d(I%|1Hf~^+;5z>ghSGGJ81q*oD@aeL%qpY4ohD>~*wMeZ)oqLm?7_7_dE#ZLdJpYExc;hGQELQEJpzRY9vnw(03o9=Wf$Iqhx~G#BOQTr2Y4AB`v|7xFGG&_Z zJsD@;!;Pw1+Y9Ep*uXX{rW|w-aQ%FemmUVBlwRtF5=Sm_Y>%cF6Kz#Qx<{tg;X_!) z$#Ear+b=+uA%+)~qH4>z^gmaE+bTI?w(?%kqhQBBLQ_7v8rGH9w2cODCa)+eE^PVA zk6b)$PRNQ~uE~1!7oJ_U_oHEtHbxmbVZL-+WM;mpFdcWr8rKiX&CP8YXUHk|c<5c5 zwZ!tnvB;mACZuZv5fpY%md?l!j@zC(QQaGz>ywyvJC{`tfC3^e#=@;Lb@jVmiiaSX zU&;mUr<>- zVu6Ys*V|z7QxtYgvDCxuhc#2V7D-n(-HRw{6-_| zHldgwNX5b*9SnbM)MzjO9Pnj>*t3!2aO(hH|G$_;{usw0RV%m81p=}abJu(%jn#s) zFXqk^!^9fP9=tFW)ZFGgOb=F#?vyQ7ci!dW^bCoxjME1rGyM?wQJcPSKB2Y>~ zMQ)$loev*ZYX>fvl+eD@DJ!cT<7|RXob`*feOKzTmFOs^j9f1d!VmFZawwQoAF_p7 zDXUn!Vt~>@pIw(f_f2Y>IjvT9`NB@(iMsu(354?eL(5|;)(g#x>chkGE!DtqpT~g>wbRk@9!_TyvOVP9Opcaptbu! zHd$ri+xk=ov}5!x_vo1{#GoxV2Sa%M>wLg}Wv#A-kq0zf5es9Mvx&w12-do}$s?(2 zNJs+5^^x#vH*RXeT4>SoYeJ_2owdet;%srRG|UYs-jHwhiZm1sXgE_GG%?{{QqIsP zC@{rMgDGQ3!b7FPXFJMICIXbUX0}XIIyK06W6%MWU-H`c9~tPPv z*LlA#p}NzE-#~v#cQGJKe~iZF{q)^?)X#|HLR}IQ(@ER1*?%+UCgd*15q@BLTls76 zh{f8=qpn-a-r>RyU7wRWZ&LPISU&6-vuk;ajW8IiSCfp}L~PW`*S z{|3_DujwK4oj^dgI;0EOQBU^g8YGyK=smi|USF6^xt02l>QqL_uljm8ows=znJGjTPE_$EMmd*~JP?9&x42T;N z_X~gT+NYLJvlgGpfL9B_K*kK0{?R>-;I}LmLDhE4|ELGEM5{kM%74k@kkqB>Oi0-r zj=+VjzDn#|#0=N!@X(`X!B3`ct)x{X>OKz{j%_yVUcQHB5FtXn=8KD_7M2$Dj3l(v zIQVu5(^!hfU3i{G+R@x0tr)|}=4?!fH*&rk8{A%fdTV4VHJ)yDQt+#I&ZgTugdABN(arU?lt3&;RM8T00(f{rT_(w&{$( z_J(#pw``VpMRJ1c3k{yKHdb%hSFI@waJiMBWgQ5#JwXxZ(|>wyDy?x6RE=ii#2FVsk027%#+-iS6| z$k%zcS*$f{5KcC5nmAGXK6ALe*dTp_1dPMDmM2` zaF-Yx!ePV8SHu@`mnut3zi6_vb0<3_5pq?S1`wx}VEdPv{vo0fpR;YiEq4kawqMlQ z-_6xn7;Vi?-P#I$J`IdaLQd(jAsH0rC)B=R{~o;PBuYD$na%h2eX2QHdTZNKF0d#n zU_cVTWk`RhR8|tRWLaqO5Bqkkd-T2p{dF+LgnW?{rcRbXwI!Ni#!|?ju;g4rt$iT4 zWjLUA`Qf!5h3|#jPoF97q=avwtp#8X*d_FP@RsKz`X!YjjLlDgf;B_QC14H79LE^x zm5DcK8ULehS=XZXp@_8Z1s{fl45TP*iHgG5zu&x_e{03CeafQVFL8XaiDzm2=7{)c zk&ri}Cehla{&|VNJbFCjBf?d+;FWSq8*YKYS9%RuI5gcD>1#NWPn%HR$sV zx_G|d<1O8sXv9MGDup(&%34Jk8qAS}`>?_Pb73`mbR*4f_@;TaSzDb8TurSXw% zzkH(4_hXH{BtHQZoBX_&H{^zX`?>5_3oIh%?D`rSS&Vw~S0Kq}PQl!o>5j0n|F!f^ z!ZUk48U~ymy#6rR$2S)FEAFI)zoJmaD%@PGL$cJVJdh0~` z#OXpR{Y2OT4e^2M;s`tt19KJpn*Xif>ttG)6AsW(`0Q+L<0T!p4BUqgr;HZj=c6zw zmzL+FabwJtB(^dO_dZ%(^+jOJV2!uE>|dyrl^G3S6aH|p9QWDSu5RS*-j^zo7A^9# zT3Qn~c8hnZdGr*X)ejNIa}l&u0&k#*mIn^Re;6caSOCs7i!*A*t1dlYyL6 zv#lScN{EJO@F~Ewyw~fyu1S8)nSMW5Z*5L1w+zm#V^)%4mag#?Re zEcJlVLS72UfvPY5=pN{)E1M5!+=(Jl2}u6=khnT65t`cql4Dt24sIqVdgCSb_V^hU zWB=yBw(krx(I0@lsIF{|9^(u>e`yCYLF_U(pkYIFREIgq;dUno8hgC2F(9{BUv5&A zT*W@Bawq?Oc}%{!itXS02*(T~Thk1q;0BM|u*@G}qMCGW1dCRJX4^+-+l3NATJl-$ z`%*lJdRYznsWmb6E!0my%og)Ak2wuQ%W9jh18*k?d>FW20?SmJKBA!FQ+Xm>?kat-jtx(-TBScz=dE}ce=bYk~uMx z+pU~TT1DC&vL%iM0^qj45j(l&GdvyO zG-sSm102z3GGcV48stSJneh6GMUPuR9QHKC2*b-+a+d^cJM`l)rGQG@&m@z@95750 zcD?(?PMqERVJ|q7%;&HQm(UDa+Zzu!zry`s9@%QL z3`{9!35Lp~;ca>Ynr)u;Gp^)+$5P2KzFY7;tB?(T(r$HCSB znsWQyXoXxn2H}A>!`Z@tZKViwnLIIVDgZP#vkB=M_eqmWAx*ApM74aWI zxu&pTODp`3l&tZ+YSxYWPC?@j_z%=#$2g;S_$q$ReHfc#Dx;o~tE7B83atK88Z>ZJ z7c{A(RLoLnZanNjH1lldnS{zRShIpG31n`Mu*=h?n{#WrF%UKR%%GnoJ`B^T+`xsH zP&>9kPG6m0g+qZjU9E|VG^djTl0Y=^ZA_ukwL{VNvjwS~y2{5!DxBqQGRVN}Du$8= zx_dLuzGV*uuVnBI0lvP}RY9LL>hA1>0tPE&myqWqX$mXVx7Pm%k^o@=we&wwycvF_ z#<48rrE`8Z!K^aU>TdFkJ^%G0D9LYopQ5*eroog1B2s>T8})>`bh5d{jr(Zv+HFSe zr?6bJ0t=gCN_}0lu~y`h_56jx_ot~Pib2F#&(say5EAx&Qu1&%Z5vFx@;8FzTr2Ds zZf#*e1MwkHX&^znA`uCOTp^ z_fAQBXj*kqU)U5jq(eQTB9fej=zJvQ>?X+GNLco+zpD2cbosK*f;9vPLG2qrFHXNH zYH>M7FVT)OJNXy+9e?Y19=G&QJ^t+>IFVZ8@^7N|*TU2;yOnKxLrWEW*rME+z(esr zf__fN>TIs@3GRd6dy(D^a^DNt5xc;4@7jO2g@kh%1~4g0X&D!~dup|E*8wS3Kzv&s zmn2xPNV4N9MD@uWrsh)wArMmug_mvYjYCwqf?OsBm=fu#6WI8tgn5~wcOQ%X@Pa(` zy%j$8Ghge3n7rPeh@iO`0~N@O=~}kV0N0>2qMj7s>F2=Y%XQ^=_&BPDmzIqZ@(~FY zksL-w21eqZ&Jq+4JIU@p8^qrOFRy*%T9^?bClM>7+QW6*{F4;uBdT1uOD5@hj>yST zd^b1z`zbHY;)>??oW%!^nUx#02edeaCF~euvgst73rRYggE$>Mc`FKatgcNWr%-#y zkYc7!J|cBiObAa^w=1YO7N%4u?dWRa&N$h*5Nwjdo6nY%Hdxjyut;!cSQu?vQS5#4 zub*snJHpd8z7xDt8i6_I0J~ZDG^@%ujb{4sI8h3aYb_G$4}4Lbyy8){v(io zSPK8vtdgAj-HmV#RC$_iv!Zdnl&AA<6gT? zjQm`fUjEfyVTq>-&FEgXXaDubTr_Gx>?sV_)?(AWPuqErc4ta->SVP;QR_?X}i zxMLIHTy>7tuq|vHsZQ^;5St&d+0wdP`b{T&MBV<(c z80Dv}lrEfdF`4FrJfd`FFZDD)su6E{+R?)NkRQU5`v^3J5GHXHY04I@WcW1BxfDf* zddeUE$p<=29k!rFnk`*g%>3NMnTMC(Fu3~GIGx`;>+G$}Kx^R7h=9bJM~7g&na<0p zb(^S@Ej`pXTHd|$F_8B16oT$)5IdU+0j6B)`XXZ5nUNll4#HT^U+te0F`WQ3iNv}d zXvOy8#n#W|)mKw!qyiaE{K^vOvk;UuB)z>~|EAGUZPta}N|TF*ECq69H)|Z`9c-n% zNa{HYqPuIBm8?!o$9mAuae7Q`E5=LNTLVA2=zVufvB{J4(08?H4-1fI&`KRQE(~g% z3NPRCX6$#$yDX$w&Sq}#fWOQy?4m-4b)5oqWn?l9L6&`Y)YCa2$2iS;@9~wPVML=!-ms~m-V^qr+m7-A z!9A3?lj+M5Hzgdu?TNq5oA~G&_S-}~+cl&YqRG{dHb8WOUC*q(Y@zzOMYMk_x|}JU z6sh1{_2ggRAMHoPAIxd4C0Qiu{4Z{nzZ&P|eESgEzaXvV(n0x{m!?sZwW``hHKj1w zS%dMYuI$>06zxZKbt`*}{2ipE&M1x%pT)UUuUI`b8~S<>xZ84wuk}YR@LHq65(5dEHKK`Q5jwv9xhJCt8XVB1SK=|Vmyj8H?;?a7TllY?X z!;*WeyiYiG{ZnVc*fsoDe>`Zj@0I|uZ-X2CuRthR zsKw~WDZl2bCjdEI-QH2{hK%+XS8ez0%Xrxp1$z zYaJR|rT4G!vuH^8M<=@z0BfaV zs+Km$8tGdO7c`amzJFvUP|~cPl9T^xFiAX}=F4-S-r_#|Yf7N9?!Sx`NBu_tjJ-_} z4ce;I8gY?#bR{^UHM6*04(Ii?Z5EHB$^?Xu(YMU=AwI~L9bPN*&$`%DVhnKh^uiE_ zM_?bJ*9H1_CF&LDs5*dguZhU~j=^zG6K5j3DAelSC^DrFmBBXj4hzwqNCLyfLPbBJo+%W=YaX67(w^rg%zM1CEKD zKm(OP4}2GCUiW8nzKr>G4`V4_3{M&Jqd)Hxv*!2WF#j!T^0P6#j+=3oQ^D$sGw?#H zTjyGU=v{6zOv%U2iF?5*uoG0J1Fxw(3hTJ57MVYygV z9SMQ_i1~Qq69fD4#(tK?ANw6Fj0So|S9*YuKbkt(FvB(%a04!;WYd01=%agxYQ=b+ ztSoZ4z%}?;saSuJkR(=u_1rxFpl;L*;UXv3FpLAtn9fu3O_b4ZH++LoMxNB+xrmZ@ zi#)|H=!;fG@ze^0A-*|!>qt19^a9{zx73$K`2s&NghtJD45z#Cd<{(jFWRKN{45B$ zK-STaE%Gz5hNF6vdlF`yK}tSqclH2Jk3+Xo`5z$mxA%!`?=ba&r-Il(bRg)e|Kx&h zx2el2z{+3=fZLWdx7Jj4y{_()Crk4*`Tf&&cKJt1XRGj#F*J4xb`=~z)bnhyQvS9J zhYkNK3!#pc(5>v&$_*d{r6%j{_*N~f4*!fiS|1@!;1P#b0OgVp@Rz0P_;TgTgmdR$ z`?tD{jP>+OXZ{%sCv%k47WtGXXIKCV=0KY9-vO}N{iZnBTE>t2 z_dy3|XaNn~KbiBqDx~`o&q*VQh~5KB#9QybuEi1dO9=4>Y_GJ__{1h9+RRLK`VQ~? z00-xeG~J?(&E8JI9Vrf6|1MhKJ>@zDIQRTOg2fZSP6&LP=PxA;bX)|H0~yF8<9nZO z)C6m;eL%ph-7dFm}N%KCA$7*JYT7?&a>2M*M?H!_bo^V{bf+vs~F6y>}I&7r>8!xKr z^w&5QT3BdS+iQQTJ?l#5G)+Mf$P}f^6`kYzuj)RIq0hyQuU&9}t(nYXojc(uAcf`@ z{_BtnEFps-%M!HV4rr>qiB5Sqa5vkGPcEv8!=&gXSno}X2FD{t)yGpErsp6qpMSl& z=j%kXv`<*3d%)#m$qa0FGyRc*yLi>-1pu1{Nh3jEhH){1(Yi}p7+H3D(Seu zQigx_d}Cc!My*bB&FDg!%#Y&zqP=n_%_Sa{bnX9n`mf*+#Uryw9i}9hE-KLK&QWzz zbiJw01P)&GD~#6S`AU^X)F780_i4WSm5U*fXi3}eYbapYVS_y zo@h=HvUV#?J36~1Mm-#y3?xdnf{nF24q(oVwu@G_F~9b`?WOy^rV;wUN?qj8BIugj z<<=(bmFMk1mRjlASf0;(t>4v-OR~3}#C1xdm2hPu(d;tZ2|3!4Ce~!|`&FOIExe<& z($g+to(y!EiFc5Fpp~K_LXjP;A$M#-5?sZ%@lq+M=RRm%JjJ_WHF*H6tHy#VO3t;E zxI=awT60z(u2$jrSavL$VL|rJLinukEKc@y*@~7mXS%eB$t&?Ub-K|NNuK}^wkx5B zj}+1Qh3-G$vU_>rWY?(cuwLmY=B9h|S1t=FKfz$3?(rjcDGab6uwbU9;uIanMw-tY z$c7e%_y471`AdQt6@NU2jDQOG?-%rxl83MVPpMzPcD6z$WB0sFJU~H1=r4)2cyyaU zI(wZOVa_L87^dOaq92^C%$VIA&-1Yn^8kL;aE767Cu0n)Z5f|^D&Cin z$KsqECM|Cq5d8cUVwjQWf6L9QC#}zD8oP=95}jbbwZDis+eXrT0aNhhTWD1M z&d*zgWVx;8^9)C8F%U;+c|0X)`;O}pc9kCF3D{=n@Or_cWeI7LIwD5FlYZE}1 zjriBB-SqP(QFT$E9oN!g*hF&`D|hgq z9Ox1}8BFc|9^=54Y8A4fbPNIpXLzu8u?)fd5L8$T-T<(w^FWaKizvqP@jf zRMoA19MvW?cJ}sgx$M&Wt==nHvaA>$VfdUqLUTIW8iH|9mN%-c zQIczOGI%zXVy;_KH^v0=SlZGzB!w*>oujFhD?Mo95Wqz(s^RVEkL3(pIGdpk{B=HS z`Al&s)>{DjXY`it0j2}B);*ixk_yzMSG@S}j8BfK@2c`^C4Q|jT4U?21}nlDBwB(53SPIKiZYJ7d|_E(e^s9Zh0sx0#7x2t5z-terl{G z%4vR&^^q8=r;b;Fo_ANCA#UMm1QmAq-zK?NY&&4wGR;9CEb`0c^ZQ+NK9$6MLsm^M zLKdIjV?LnJE*U3lD10wiu^y%d`b70+%~KU#Ar8}g2gg8TD>lqZlNia!wl@(svnu^T zTdy_vxT^5Pb%^j-kVoSf@m(Y3e!p00MZwBNgP-7iR}#bGZsB&xe!*RFr? zdAWBR0^mpR_rJ)W^m)KBK^G3h`qLFOofNjL{{B5RKVE5C5b`fTw3XfK7#Dd&TI;*N zMaZfIN_S!5Gq?SZ(K%$UVWv#dIJ2b`T(jl<)Nqm&6`}eu0G&{8!x4AKT(is|-0!ArwVJr~iiD=0(;je3L4z76*YB}GwY28n? zbah$gzW5S)8`}5n<0`hcNi(T}%g8A^7|P&ugLuzR4x<%$_s;+Jg=GYoZhK8qthk+S zoF2Yq+urYTCd-lNLG_Mg zX}sUMLmDThgvL{*&Rk66S@n|;omCAi^x)=*pbMvWFl`5PmA!J*le8qGi85pQI5~Of zH^P~Ltu5TC_nQ&UGc84|<B`7OnLCZ3| zxANNRpc>xSu4%jGj2iL+ill zqs2k4Pe2DiJ=MAr0wv9FqPM)Eu_t;<9w*s0oOhJ6&0)bdJdr(PIrPA9^;v4;v|xuusq`>!KhtYMh5e zT~PLgP7i+C-iyZ$RiX`UY?u4|HX_Ie zm<|L>B>J{zUKLVCfGOo>&-|Ub|7}yQ4k_pv(6MKzCD9)^K-|8X_e?)aqOeE|R`eO%B4un^Nc7$H5b)Q2~#=ygtEoi%Hctu9*@2wsOnrasA+&tp+V7AGGrl z4p+Er`RDI(N(PKI=LK$#{za%U7$b5)J7~nKcAr$_1dRgPL@RACV&c9%SCiY!z(ROW znCDUR7Hz9H%EEN_+Q0f$9=9E`x=mztK}Ke|b{iuk;Vu7uP6L!RAO$|TcCBww_yxewdF4{KRZ_{ ztDP#>X+*M5M|j-NX`S=rMXrBm(fABS3C)xyhAS*Q$!^kY)|Og6`DKK<#BU^)eQ)qe zRl3L7KzOC<9-<1)VY*QN!sRZoOIU@dE~yGM&aVW(Udkn6!qI$>zP1QU*Y{P}B3=+O zk8a=3+lmiFoy-Npc5&F&R}Yk=p0LHy7URG&xDy6hP@h7ZuJ*PZb^{B#XrZMwp=&6`v_uI)Lt31Wqu;XfRXb~#4?-jFyNGAfu8iA zT{M=i-DJF&8`4p*PGVzTE%Zs1#}JJ@D1}%jbQ;>oic*-i&5X64>(O{)cdKwJ8hE86 zwBysTv5zy9c`0&_;9xEy7BvN3X#QW#mqU@pk3tj%<&e5!AkwU$i=Wl z&eIW@fIA8476hoC)b3#{XI6ee{j`Q@su)o?MQpdimonZ82|G6vY5vRiL1D4LP~ON> zb$4+Gws}seIG3=)vv~bMKHQp>?|nVg%`rWpuQ@$JKPphkE6?Kt(~~0pk_b zSHe!Yqvelgp@HABxntTG!$O?XKf6wsXY;D*il-XC{%A}c*xfKnjl!U+i z8`lhd6ZzNoq%q^K4M1hBAV%n8i(+0X8`Q**H$3~C7N9SGxg#mk6TE=VSje(A$Dnq= z-m0%``B!J|RyZp{=P(9utr!Dr5~sHq73~vrDcPX< zE>wfAksUnpp)I!e>MyYy;y3e)cN_o*=U=wy_@MXqko1E zvw_jmxWQLPk!wbta>bIbX#<`8dut@*0*(rG&@wg9zvAVRY_bO)nPg$|WTTPO35C&` zZ>%l&YLPky0=f>=x^d0Y>Vumb230vaGxh$F-kv(Xk75V)`Egnmp8-6_33C~>nml6a z3$FiQO#96K7wrc(7Z8*}+*zGZLWMqSIg*U1Se>{@5|l#KAvkXVzV}hiqvm&Lzl+vx zf`8&@hA!-~fA88fGRSs|08$<;63;l;h69N z)csDi7xzFdIOYHa_20JipA#Z%hyBm;gKir{z!ke~pnvdpr#njU6O8G}XGnM$SjW7y zT>L!$Yasf_RxY=I*>}1B18|rzr6&#xoK4&o{eF?a1{t0%V|j z+tm|&pcvm>apJdTO?-+?~%W4YQo<%F}WqnssE# zqLD&spvaNF!tXhK(Pfm0@F;+qVtUGZ(x#z{!{<%d6lZ_heTAj#L&YwE(L^F0s#eI;{^$>t@lZ~h#u5xMcoxk4fzO8k7HL{bBNCaOA}M4DrTP&^y> zgvRWh{#||^D0;6@)%$WBJW!Y}ro}UtTBmk`?EiHW46XjLX6(`TyHLZqKs%9h@Lj(7 z5W6Z-n?6!NfHokzV;Md5?u3}+7p?6ec42@iK!F01)#-6g2q z;&{In65z^hQN>%e6J;*Qp@cz&Nejt+4r$S&7k{uRxdr}p)oro#@A<&yY9lRi*j~rScmc$0 zlw6h_O zIaocI#X+nu!4bJ`1wI&DLarn>Ns)8#L*_0ox!GU6@BNk7zZ zQti<+YK)`U&rroAZ?Y-L9dx*{Zn?T&X8zP76g-c@*UQqWRc!`t&^X)L+Wt$!*P7OU zdhdBvg+{v_Y)inzCo>>2eLDJ6{|H9Yi#bom>1~#oZuB@t&)wdx-3rPTTJuDC@yxzz zh^Z#=r{YMO!$UjDnL$ntCyhu{z0c=fWyqHLh`IY$_uVsOe6fdIY_xyL^LF?FX}2as zrCPBB^bAaOe!X{m=wrVAbG=20!HMaqI@4YMGz0y>{|ICXvyxXNO3a)}ZibZ0$PzY{ zK%a&;Az?LIE<&}|T0U|){q4h-g3OO~LUT?||06I!Lta^r3v>vZo-w9KEwuuu#_8;f zlKQAA3Ty2E#UMIWvt*+tHgwnw;qEs1NJXOh z+2Zcl5jv$bz_fNwDKfpi31=ieYb{WszwzAR)TnzU@s5`D*mmUccl(aFzq%{+Qj0O$ zsAi>ijh{YEGZ7*;np$pu;YnO5drs%NzCR~^0g->`FK^SxO~c~+Gu zzcqQE+Q*VQ36(H=mu!th$+@Ps2x8c!+|P$~Ur)g;_Q}AR<4`_`yV_t%BRVYFizV~7 z=wP`9csM2%38BY+8ccr1@uA%oCMH2`HY4I9#ka=;=RsWX*PS`#gDwM{LaXiK?iIhUF+ z?nM)$Oo4=$VzQndV8}#9Ao&#YtYNfvk< z{{e;BIx`sT*lcx?gYd@O`NG<_Tv^_yh>}pIj`W~MzVt7mQ6EtT zkR5yXe9h{~uk#z-7{Ny#?rPO>cPf+M@?lm_sX|_ra1fu~NxQPtyO!?${%z@vq2Rs6 zt8gLl0l9$fGqktd%D}hRg(U@Oer6@IZsHgXM^Coas23MzX0QqF#Pj3$e>~hQ+;O&g z8Se9F3mC?<fn(sK4GiB1wXiyh$S z*%BJtBHDWA%aWP0#lc=-(o#XsI+H9c>QiOlo0toQI_+ zH)4^j>at|#w7W&L)jG(*WBfqf^`_^r?^wB~V~NXyq>E_coO@NFiZ{Re0t957Hi|x) z8Xw6*b!BV1+EcV3ehL*0Y5VQlBcg$i9xC7o%YEUoIPPUxGPAn)*pCt)U+#j24Swi8 zx1bdvIIvM$pkj;wupjVBmWw`yyT6DG^kCg>W7--%sCU!Vp>To? zU4ITg&@iVF-1X7ALq0T_O?qzEhxY%||G)(cIzXX*S&kEOrtMJW9La)F0hcosh_qh? z>D;*`*a4d7^b|5ghE6DP>rFBqg#8TS0ZdDM(OK zeGVJTRn+MYL^#cpyWh^$9o7kVeZqsDec$rEKtgzBuVXQp`ER zeH%-EcFl;%=D8$KuX`pTt&!>^ME91dEGqStsJ3~oyDARaW4V#P`dfG@pc*y{xV-7G zyWynB*tk29U_PonR1$AYih7!xdsbe&=s=oj;~deg&4>=ZI9}=dr_-?=vVhKZZC(e6R(DWn{;pxxVp@D$fuPpxp7)Pr2%K4w$A&?PPXErwr18A1 z=q+;i|By+YPmwi4-N&|EK&x4Egl0?q(Ya5{mBvw)OrR>-=uh?X!B+!l71nBX8++sR zO69$T<{^&lZ30jpQE7%3-?@?}_2$C6zyNXv*S}HJg6`QfK?BpoNmfD5H0t6kJX%OD zdne`P9?WBDJ<&%|68;!5i^3JKXCI4yV9B)QO9};2wx~23E;bc2+u}uH;vPS$IJXEY zr;_WUgq^%toUJ*1d-P?n6C1&yQW2OeXX7#pI71;h9^sQ`Hz`e0r-63nZ=! zbLjspjx2}G=*Y~8#UvZn9<-}l z^gq?uh@`XqA-75Ty|T(mAL5F(L)!JHa1A3Ll2|fQpb@bRcYUok^JEvHr#Hm;dp+~@ zL#)i&MPBTnQ5wYxy;ybgi}kY*dtnETy8Pca z6n$^4Lw2o8)c&InkECL9qsDKZNw2TMx+}xLHK*+bN^}Lud-4HSr7B_5&=XIJppW+uB z{(TbZ$ciRTYdF2QOgyYxKvQ6Y@Gxw3@Jla~pZ4+LF>6MkxF9OMSsY8)-L{Z^&}Sp! zm3-n1Gx4lLPXB9~Y!CG&je4wE1V_`87PALu0+JNX1ZHHg{{_s|;Q7lkj;)5s^Gj0< z#j5Vf0j_ok6O`|Q!ij6bp*bdy-y@QGfcZCwKHUT zczj>mSIKHCJO5Fm`IY=+ET>#r*v6~%oW(<^7*_+q$U|wdV)&JZ)eul{!=F{mNz|3Bg=3I%PJo=A25}B6i zd=lJI6;-1}IAYVu!U9SuFZhh2dx_|d`Ob4eu?hVX_Kjy^Bo>Bb1S<3LU|R%dh>G{K zIcaBi;IY>JcH=<58+`}aT`6%3e*(bztp?ztPb5ye!1r131Z|FWHhDG9{4BWCx~&bQ}GyTUp5&WtA@{MAJjuj^@f zovBr~RNhzVC#hZ53i<_r2KrmRyc$buo95e&$+n%1+t%AfS|*Q9cv6(GO5lY>_MzaD zAQa-Z?er6Oha<0;Bfp7Oi=Li=p!I8h=_X3#E54X*eWJwwbO?eV-5VhxjkMBI+wZyG=O5Vi+Bx^!^LeM4?c%s) zY#w>vg;!qj#?BDN)=R;P;rTIi68QWrwc z4i}Fq$@)m^NjqHPyaF(}-dn)$r0e`L%*ZZM_PP}UKoZ=+JPgY*UEy>I2#i$!U^n4c zSX#dkxWMzv59Kp3LvR>df09yC$+yqo z*SW0ui4qsCi1Vs$@71vMq+#SBHfjrBM}v2~ZYO8;w8A1_Pn}H{k*Q z5lZwPma+Zr?6;M(&+hz&P7J~D<+FX$rhTat7GWYHt3r#;D%3;CFfIMPtSkoaQzNsN zR<7JypIId>;SQ=^&$D;Z`)}yL52o%U!6LOG5Z4cZ%Tce=*=zZHw4iY}Z>TLyi*?*Q z&`=*^SfT5WR6Sjx21l0pKHe6G?VoFy+8V-|u%1nox3?-EhpwD=vBfhWKS?ws@p;c4 zy8p7?ZVO|4K!wk5$e{SRB+;BlomJh975~oW8J$#ivH#7JG(0F`Yx&*P7(?eQ{?1VO z+0X}?d4CjtOeGFhGe2mz^hsM=^V#f_`fEW2;>0|zS99XXNG2905`u^Yw)Ly~I}57Z z^iBG$Q=A^al%Thlw~;FFWS$3Jiy?jsjEv%m#uGPUo`M`*_`iQY|Vweum3kDoKr?; zbjicMbiixU43JDDiZ`C>BId*TnBuADS1jFW){@hNbqBm}dYTZU zfd}lVprHjFd$sjwZbEA@T?yYD@qR&V!#8rO1xgwFUpBGh@9bJq!^F04^scaL;7gyq z&ePvGqu$#7&jwsi-~QKJ6*JM+$y*&O8{pypZpoZ)6{(zEBBd(K_dfpCxEEjFGw}BG zNac%|e6a?r1Ww)!x$nCMjOCQL^;>(!Qj20pQ<6PbuQEYd8Re!uiG9wdk7YxxqRS|(x8u4AMS&Cps&4r$+%$E) zbh3pOcPw(Nh)K&ep^N85NnEDu#R$_4KFpDZVea7VWSTr2?x_e1y7B+EaXjS>M0e5u z*G0Bqs56>jo;X3)1T{(=CrmBhnL=E;-ku*{%|DaTg6rx5Zk$;)w>FvCa*8Saf5ubq zKk*Dcl}khgNO2xd%lg=($e@x>7x1p{(hA_t#)&iA~}$ze>kkb zC7!Z9#Q6^vRx5o`3%zbqWD1ey{$wq#GA%U7Asu5!z&33hsDSZ0-gxh-Fyl4zy&CXA zo<%4cFxEMWk3CMG$(uJAPoQmRJpX_#gND#%3>}>v4tcd99-?AXkY~HsX7$L(tjJX5 z!s15S>iTp#WA$xaRlx&0A>C{IIlg(D1?bSdmvxUIFu_2eWd&57)B~t{Wr*1h z$wNfjaGoYH5?{BFh2`y~y1q3zWlhp@Ge({wvcs)?v|68&GPL$^=u28kR2x2-V+7?z z1x`yOGn*?sf6k^!MJ-9SfUoq{L=+3rSm3Q4O+|9W6M>`K&gJ9o$cHuJqh*urX9w4_m>k0RKsl2ARc4Ubvu@(VEFq?rdj_gd?*n6&!0n`;!W|6?g5=pIv&ZRFb$81|KZGE zWoju*S^BYaM%NhSb~0JJmA@5OFQOQR#d$dEUAna`sIeX1`8ua1!msO^JxL~HvINl} zS3QndQ$xwJ0J9&-_A>F$2|k6XHs>>bk@4Y~r7Fzb7;gNM@}|Jv^z zp{8O{9ChH^JZmaLJu{nGGPiK_HfN65K3n@_c@S2W=uK~oYY30Szw)=L*k7SpPe!+4 zY@N01+ueN7n~d)HQMs7KazQhm#NJ91C8?(1Z~5(@FffCdqGm#=GY_1k7}Eo8sxGg| zQQKrMZ>Y9_7J$DmkR=zWS>!p@=2sN|R6)&~C{4C9>E4`r2$elWoC0pvjnD?R84cxa z3GCW#VdjwCg|!>~d<&@s69!0Ym0leD9DXzyY!SqSmeeFE6Z@1U%+Ux8Zur-27p)a5 z)`SX(G2NWoZ`LkmUxet%nt~15@8qptY1JBRBX=D0i%K|E+;)*LV@I+<0Mk-@r8)z6 z4*dT1Ve%;-L=@c!0OJHuHV27+F!7-f=$e={1 z^q;9^Q_>TdCqn%K>ayLD&3D;HuUq}}wkJz)cYc0eG9hm9`e)Gpa7Yl>;bF4qKN`vY z37X6kvc9h7C8D*Q!(PRVbheQP+!q< zU1gCr*#U?-l!^em+FT+3e0fExv8$0-74PimK@h`#!9bnds|l6<-QcAg$WtK3;D{lS zkVJ0n0ouX`aeOGp>LZ3{sHUd6b`S{l&2gLlIZv-7kQQ=x zHmN85IYmfW;(#Zr%k?H;r@<+yzd1+KG)WlJk9|A)e$v4)JB-@Kcthz!Refdc8wbtK zGTlq`t>;rL==2!u);ZZ&<9~(*;ukL8x)^||)L!4u5?VpvK&qoz(_ChHw`dM%Ab;Gh zw9=K!)X|T_iGX(G`4?=LAEZZKPLf9T4={%iwX z@Cf$dbi`6`C)DHWbZ$_9aYta#A|{?iCcKDt3amfebzVi6!WZU;xH&zT87Mm_$+`rh zJvXkHFG{WJ1x3Y`A2dcxarLBxer|C3ieGKIwdlVv#!EXi47i0*@%hpdke`QyDm2BC z>|~v<$4X-rnO48(olkKBO^z*HidxYCeGUlWmp=k$r2+o|s4Q@8wo}B+4L$Y*2KkAR zD}xcet>_94f5Ac2E$H$=d|>PAlb;DJ8d1qs^|%uq?H6}%-?w@aA048msJCTO7oV#+ z#7{gCM?RiY_Yli=>Wb52CJ&eX*HJV5kCpAzT0VztMaHqN8o2-wS1y42D6!+7c}=7H*wv4=dq$Wf5tpdWTG;Fl7Hvt%Mdo`WwEA`#$i%k>8DSf2-kLG>mc-Z6bGRwMYDct5D-=c5zbAa5}GQ@oS zM>J6Z$a`Yi^iv|ZyUxv()$TW&r0O5Do@DO4^2@U@sjYibhO2EoQVDt{=`Gu3Y)z1V z{(in?K&qkweaS~0rq3rs3LZ|h&(4Hw{fymO6gboiJ=W$sIV2qh*^IyQe09}#H1=@DJF*A0fDN0{Sj*e_EQHgM zY|8G6kLej0dORp6j)FxqX1zkZ5W1wVXBHOfv->i<&nc7$g8U+Tq_z#8h=0y{ku6F+ z6ZtA3kbkqK>i*p3bJ*MkQBq5jHJ53v=*dNCJ!0}PvWP}sL3Xt>y8?60P(aN*(`0q_ z8V`b4*!ObMJD!f>c8ik6-~GY1I8=1Ks^#dGdRQp;t>-vcLte$q;ch%dH4&X{UJ$0W znyK_q%CxVL1MdTG-uf4X0m zD6_UKOVwb{Yn4YVRVRkfP}lJ?Y|6OC6O3)n@xI1)AMN+wqnP*WHQS|h1Zo6ot&N&y z9}`5m2r`*S3_rekO<;!?JNM?b-w?Bus5zZPtmKSUwXh$MGhAzKF+n@CDWi+y4S;QN z$NTniW5)}34(a=jvG|-!!5TpvgwE{9CPjQtgH7f-du62FxtM_EKEG=WpQX6X<=HUI!NcVIW2E*-BRerk_;Sn|)fIP-MmKAnO zZII&=ypELbBG$~bp3tVgo%j(3|Ba8a3Z^>rl@Qg`7p6eJx|rvHmGF%=AFeM5*JTNP|4E4PyAO}KRhD7x0CQ*aR(w}iOo+lADX%i8xeifm>JW3sQ$ZF zF`-1|tO@Tm6*2P1Lo9*ULETo^gB0iSS=>7rPZy6Za!QwK3!u6fe1OnJdE6k(lCzp; z(}(C*#SMiFXKOMvSgh^C1EO?6OY>KUnj%n|$CuGR$RckFSwIgIxWv?KExi%_(5H== z`;oVUR+Fwa8bcPbcJ4ft=}RW^pvV-iCwmZ}sOx&`p12v!cd|HZ?DMLNc==|xytU2M z!$tT95KxbxaZz0ge&B;KClHqXf;s5lGW%^+qNOyhb}G(*8xYIhblYNED7W+r=3*@J zm|=n}y}trcR3sXqOUVq`?94Nqmwp#KVQmbphE<%daZo-gNUMB!6aMF%0b_xq52O!3 zy=0$RaW0qjJ_IO<^Xm}TLzK+8!%;l_#X?#5WRz^1iN`2ehwtpOdGtK7fEbM$|Gc5B zdvRF_3ZESad@iI+@T$d7JW#+pl;G^4UbcCGFwF>BVf>b=Hdo3Pl~qm*R3k#oAiq z<4a`@3rHPRA=O#Pj}UFYck3thw{ezGe`6WQckGbj@0U`%NmE*LY`z-x+1Z^Xt?Iwb zXt%%M^{3&7gXh~iUpv$78tteqN8UKx_sDns^Bd9(pfI`-Gbn^iEfnL^+gi$cNczFq zQpN0GCW)l#j#7E1Q3}jf|HBzkg@&}Z#dC9};oDveogKvP)%F@GhPx-)m$&k0fU*Vh zQnVHy5$Z&swTAc0>5L>hjIptO^S@WhOiYspzx&@ns9C{nr9762??c&8fC?!Hkhmo6 zX{M6Bs9gP!QlMvs>6N61vA9vLXD%l#9fW_z2p_lakgU?i)C2Bg+nv4E1BOu5NDMP% zu=;Rk+SM>+C=r=ISC$>@%b*e(Jt7Ok!4oGrXs$^65n*wkL{43j@_sZ)4|kFl8*}4- z1KX55G2Obkaq75(ECS&Nx1&Z;x{XDtk^&Brvq;9Jmn3uC`I(p(@}Fpey1R1)d#wV? ztL}NRv4EgoExyxcfwUUXfo}rxzNpW!n~61#EeFg&C`4*SW3g**?lVEAKv~$DCa$m7 zHFJm<+ClmCd+0JYT#mgx^_KV#(bGNT0h`zRObmSEfSE2+TbzCK_F4&?VGXSGGJ zDcj%2Q&XjM29Nqls26QdAV7PfZ1yi0EXK_qS(eWDT4lkB5Bmyaux{qo(Xo3QuG(3) z3hMOtz7xMcOs#sNT;K0If<>O}H*f8i5^lTDCn1R%s}CU6HY@+bsd^5Ef2gKa)RtcZ zijQma2*uGlKsF3XucQEo!iq4hwx#L=&&m^8jCTF8lEx5MoZ3#O@!`9evHb27MQZLf@OsLa6%}3ImNLT3iphz*DGQ(l+16 z9bGR-_g(q*-0u=&MO7Af^$D>by+2d$yWeSF{0<6``3IpMz}DO3wOc~)jq_Y71D~=M zI4ylCx7HlWDtrMt&2?L^$*-{ZyWErdA@^s=ni})TJJoK6j<*NkXl*=9=H(V@xX#1m z@w^(AX`v-_>J}Lm9B2F`hx1&;kK#`u2xdm3UP2=!f=+xz@7eqF;iXj1{J%($Ficxc zoAgdHI0)dDH_t}t4C#z0ZTp&s0DA<0^K^PfbxN1#*I9J9;kfcvRT0>{6x-u6fe8@; zS_?yrTvZ1*SNYci<9iu7-SaIhn+K&hj06M-lrx*u~_dq$FJ; zL&=xw=W&i3Jo;n43Islv9c_(Ovt^*j6|9xCQwOF;K9xOb=<_2x_&!)(j>`WD2M?+x z^WvgUC55RmxN>J!Gbk(hRFwHa|EGP{v6S%|iB+~8-TyR6Ss;_v*H$V$+-HFF5A3B= zA8n&pa&!ivQ43<%6N{) zHs8YBT(x}XR4NJPXcJqLQ1wi-mtTn1H2nZgK_vlPTX8^d6HcACSK(Tcs+=ux$x;G` zD=oB0)d}F6t9?^Hc=Dq!pKrAw2~Q|={xS*yJUTJg_x#K21&EU8S(D*UMc5A5MAF7y zY9z7iF3s*WZ%PTBIBaLPap)U9p)G;EHu#4|T#frZftJtTv(@%g!O?O<4sW_;zmtLI z0PCESi2wIn*Nyb+O6vcRwby^7{F+@^JZQ<3Q;cX0SyfqRf8o6dz&FHG{(k?29R9AQ zWtoj2VvXGxS`P=pZhm&QIbht{rdoP7yJh}zbh*9OLeIt#dQh*7acjjIH*l19b?T+} zKjS^^z1lRBO}}CeW{z(b);9?6knFbT*3ho^% z7NB`8;6hgJoGf~273>8Ws0|5OvJ8j)Xr30_zq*Bjb&~BnPw8sT9#8|S!;JfGk^P3C zu8*0wr=@>LVP`cuL;@ZHmNC_yq`8|%qB@5z~hcIo3 zvC0-X)%>b_b6F?)x3sFp61|ElUmmk4W%cZ1Y%{zN-6i?cRlI0mN0ZzI&o(V7C7REE z-om^tiwPfy&D)>U-*Z8~90Kyx5a*@w# z#!~08Ye&7o3@q1_xohh;7B?fZ+|q1eB8S4-&qd(kZLweVzWzYTklZgjm=W2*+#Mf8 zz#e1M9r(v+t|C9QQWRL`zan6-K3vJT<0Fbg38%mdLL5=IBte>Y4;5~ooP;AQmi|15 zQZFJS+Hy0spJ;$#eyD8<7#Ihqv>{YNkswGR53*C zv;B72@FI_4fWC1Bzrr^6)$XVi-vbwiv;Dj5&kxBmUJoWz2B*e`@)rfeyWMQ*wKYIK zMCGwY2@mO9vdWnYWTQiWnA8ReMrK{yQ{(lgmIM+k+0mLXH4)gy|>) zd*+QE_4N>tI85+werG5wtuC=aW0=R$7zs1`!=`~nOA`P)ylt9Bb>UZ8XGCix{QBP% zfcbFVKAApKIqZwx(7*Z@iVY3)*ZoIj`KMfbN?1~pwCr46C`KTY0k>Y7IQ@bh7$g`N z_-y>!WjsjP)&W!%JU3MSzQmH3v(pF_Nd#O4sCDk%2fOk@kHw1Z^d6$>iW3EaxnxN2 ze>hG*79%lMRAFu2u)&B4_zeQ!>EN2eJI>Y3Z=}+1ez)HN@zcFN#zBm19L9PMN^U+C z#v*lpaHhvXuwcXi`<)7p8oQt;U$D^^qZ%NfsGTq>LJk(@18; zcjAzwl+{)u?N(}=37M&c-9rq%eipekfoCI6?#T${m(T#!J|3+o#&=c+KXc03lbAfR zK;{{!eSwNSQud*v8Br@Qwbn{u---0le)DdD&DM$E+d%IWdsSHUxW&3fJxrxHy)1pI#a*mRnOQhY7r4by z-vpO!RE+zILPV2+^WrK17M7Qu*eO*ZIz5?;WE{OMXEJbdOW#XwY+5-p3xhlgwEDh5 zQYWc-rhy*62PcgkVY*F74!0i!9n@dzKpbU^^^dha*EHWKiNKJQZj+VYac27sR<|x8 zHcv6{@)bK>iNaUGr(xiW>7hrdjfDLB{k(Pb%fYFzqTUu^oXFJHl$|ioUTaO-(X?@L za;$Fi$VSF3uo+r6?t4U9xMv#%YBjpUz?(fHX`jBC@y}pUsY21^07Tif~6ogBTYY)+h}pyD@Ux;seu{xoBL|5&zKp&6ls z%?rtE0Rl;-tcOTlIzl6w*Ot1>Yll;C&Dx4SL1K>RG@-~08I2>6lw!)O`$(28SUq34gr+l`$sn)R z2bi5J>JBc`xF2o1h@S0_TIVEaG|3u?oL8&3=GQ^wWJo0vN}!WMIXjWI#arjcwKz<} z0SDJrLp#g1%Xh)P^H{Tmexi8rM_2G)n=p~q#la0E!~0aGgTz)ML(`2E>KGNkl}OHD zd(f2vPJ+5|wI=nQ^v!@vZO=k)Prt$(r$@(1Bd6etsj>Gw7vIrzi6wkKSyh7S_=b7v z9Eqt8buyZM7@%J}hwd;=I zG!w<9`eH_Ro>XLzKY6v9#h>997a2ncxWhd9fmk%=c_B08zsA3(HYu#Q6p#uFcppCk zNT0GPSZ?BXWs)&(^r>_bLYW#He@Vz9$Z^Z!?uH~m_vGpfxXblpz%)+>hEC996=kp2 zBfShDA6*fw|LLZlDopOK8r|f(<&P%EtfNj<|8)cjntSfG1>_HZD^UaTx-TMrtkMwG z)8L@3?Bzh|AQkd5Dds)IwTwvK#3XxFC5%Y@fHRUuZ8M=PZ`+v6*f9Yjq$0(@T5LwS|QlCS;TwNwq@XK5s9L-N~k(O({)L53+NRz@Zykj2rihPfv zadqLUxa2e0;J!c*?vm{HqPxJ0{g$O2L=2;O+y*_LSm6GkN}&HEPo2pm(D^`8Z6J;2 zKt&1sxO&sI>fybpag)p=j+)+YbzzFTOL{X}1E3G5#OoG~so+O!B3ZRXF|RSt9M63; zd@ktZOPUeq`}D01(*1=|ox!7xr&<}E3LJ&XGD^b5!<75lN=w*k^5wPET;W&o3-X!g zazMMopB^oa<8pbME_pTporMGsg&k`>KvaI-aeE+|C@w+q_S2MiYyQ)f^f(Y7cHz-| zh{K9CKf%e==0QWVl*dMW+!IK~RNDq{2G^U=Hnja&7}5J~4Vp`T;9-;@ZSw7#5b6Yp z%djxD1+VW^=8}zYJ(k7WEbM^;w^_b?@(}KmPpY?GyZyvF`&a(Y=H9E&6eb+-yR{hi zC4~BWJz+4nQhh?c7)Wf26RtWNVp?0|p?6ihu8SMJe{-RRdR3=C*l=%zxN$$blfh}r z89}nNyvRmy7+t<=B8=I`?ujZJK`e+~8CiRhu+9DtN6Ba9PaCzSo6K$Y&~4Mzt$)P} zp>fs+@hUyQb!`e?W4C1P^NopEr-7Qg%kNA&b0+h$gdYyp$$m*`s>}jdlC9;2W!r=R z7NIcwH{q*=Qrt(hm9vu4g3x&)x*C}6r0 zCpWn14#;$MsV@et_t-jV7c*7n&aF&%4iKWvxUcWZ#oDA zhqK0Ye?@;vM3$7O4v^73R5?meu?GmL45L(t`rK^*^>uZzNAb98^^w<=j7Y&>o>bUK z&3}?n8*3To+iKp|ptIRpM@y1*TG_tBqR~VeMgKu#C~CE7qNlQ_GtVXdZ6pWdU?MB{ z2q=U~@5fh<%UswVfJ~u2*}bvk$S68{`Aj{l43C7PvTYtapC>#|q|cys z2i*Va;TmK%7GyQ;H?TF}DF>@Wd347ObM?bw%g+o1sAVsX=@n!QtR2eWCK!UHAAVTY zpK6H+?O|24Snp*)y7GIm;GhkY%Qs#t)Zo$xv3HN`js{K;G7FnnEvaW@>flwh8r7db_MeE{L&WF zguZwov!KzXl|@dmf!!oA_SIvfKCCJ*Ya#{#>J!2#=JJ)+iAHX!j}29|f!+YHD7A>H zZOWHIe5@@p^4btm^2mrF!Drh5dyu~NcQmH5cB>FGLaCi9PCr-W8aF_6YflH}|YO_0af*9O7FKmG0HwT~T`hJdOy(tCySG zb4F=%$yyzxZ`877VU4rJpAaokf9-v1m<4=j#^K|!Ww|I*B zw8=+*OqV&=G@CBl)JZEZ-+r4gS7m$>V%*+g%oNdnm8)ARq3=!=NJDyFg*84%asZ`i z)7DAXrLI2SxC?hKmie@Kb(YTJ^K+5Y@$S`Sg;X6S?QmIKB}$Tr6?#=);wrzQ-6us( znlhSr6*F^q9ln}X(5N+eMsdQF18iSY1YGamqe0BS&8=mqUU4iN^_?8=u~`_nlJy@UIu-SimrCOD>@L`=Z`mRG!pTVf z4KfR;uLor~dkN|2AWQ1fi+wcd42H;u3{CKJS8gQmsvx>G!QHBG)30KEwVO)g#P{OF zXYvrZC1xG^PH54%(%a}c9DEgSD-bZME~aXuqVBdHxC`lsQsWZF@7`3(FNN~On-SjP z0GvWFcdDL#*Zq+4nN_oDZvuVJ*e0S1aWcDbET>ZO!UXA3ihX1#tvNeL;Xoixj1d2! zetMu2Mx`zbpp)AwDP5ox=tUgxVwcZRI?*VU7%0`4HZ>0S2Pc7>it|}oaz|!V8cd<> zAYrBHvCoxx{fjx)j+zn)Z{C%yUHT1lR|KTePcIRdw8E#NB2j$K?>p=-&gjpIUIBLp z5(xmNuQ&W3PG{b+&C}ME9>g)g@d{J!-3=Dp3`ud&AG#0x+nWL zhRD6nx%z(k3!rIn!Xhx>fAex*OQk+xx#%te{Y;JW9p2ZCsgvvce%kin=3-U#`E!); zb^Gob_qPhQ_*e(zjSCk*D@+d89D54In_tvZ9~~kjYh~l^Z52L0LHq1{VE*W_OAAV$ zGUJFcO97F;6=u$R{-w#9BrQxnTP7xH`jH+5hCCozGXtVBxa%2aG;_V+Wj_WC7YExB;~VqUxb4-*dP@z*(o$3dCta-R ze2h|-xLWVB>Hg~r;#;5N=>#QTd%r@mx%=V$3)m7L^Xo08V-47x1^%_Nob)bKeW_Xc z@qBAFac+A0BSZcCghPkIz!uoFQqChgk+meOT$iv@zyb%VG-3-oayYXhJn=R%En~2V z53!_+(8&st2zIoP^;FR?dqbBy!IZq+^IE74SWTX0)NDE6#8f&WbuT+TKp-68mWoko5JE*W)}v!Vk@-zbT; zMUAxlIOAu9tz~{=W`AL@7xnpNwI;*tm~R6K1dVH(C2cx|%911aRPXcGcTV!F?IT-d ziE6c`_TdT8TlNT4b8I%?WbmrFy})DniIp!;BGU&u`5~)?>%iTPv;LR$N%i{jX_Zs<`a@e zWEOPhSx){POr)aZ(RSfIa3^6e;c@l%nAut!N8S`_woCh>vX>LzCdADq2w+r{)iIQT z)H3t!TMK#@btavnw#FUeUt?^lu-GgkBa=NbTn)*W32FvrQEg1B_(>nD+#HVnd`u;j zr#(E`!ocOBpx=C?K6F-mWwy$|WaD5x>MK%3;y^od& zvUvVQ9bKAg{hiec{!q*5F}3umeIGQoxphjNS(O6_Ox|2oYo`-^ZVS;Py3TPiFQZZp!!wvm;`LQXeM4hsS-nufQFlM!h$aaRei%W z_kXWqglisXYjXg;B5p`8cw~R3r5n3C&FE=Iq%EOW7JbFyZ$npn=eJa7mwr$(sXHWVsD_nx#~V5Uouk3-@mqqCLZ_RINO?G`F1Li z6Fd4xxviBVRPy1$y9GUpvY_8B2x^h!=R;u&5=JVG5$G2He;iou_WGHJcvrZXH7=K4 z&vm$bIYbeUDT^9IU%Yh)q~FTtea$OvcSy*~yg97nPky#H<}uM>URax|aS)uSzO97m z49r(}9`%Y^-$dO*&_jXx_xvqh>zbR{_GzxMyoK)B*_6`1CleP8QG&i~yh7vO!Yy90 zjTO6zbll~Gn^Vis-$NMk3(X$)r0IfE)CuO_{76%0vw_sN#T3*hJD35G_}In;_NkD6 zyyw5^e`Dp}6mkKxVopWEa|ya*vnW`t2Osn=ceSy(c{#>$)Tc|6ob#o!V z^32&*|77moC2P7v zj~=OmCWL+)q?GRH>ShOCI&^e5M|Rn7e%5o{7(^6py;!*Z;962UFw>uFZle4QIbZn}rh{_Wo;Jdt+GLH*&yqY))(`|eEHhC5 z*EqrNi(??akNOdYy9KDEbi-#PBJzmO5ZX!E$p>>9!L>L5n@I`ijDlCQ$|}>5%)fn7 zIG`pnsx;gNKSp>GYzkJMXItyw0{7M;u4SK>%Y`eDR>ZyOWVZg+7x-EC>eQ=3R3xYd}M)7TUY#+3WkO;qVJEi3~$Ql#bT(3W1aRvZ7Q z;TEHPWIdZ{^B3NK2qZS%h__GCxd?M4e|VryHh^(??7gvbPQNLG+a`h^@J;i0GdqeW zSCb$>670cZZ27&yd}R_bj7P{6U}fey_x3ofEw!O#GA#VauSvaVU`&FN9#n}{t-EWaBZ8^(Pn9clM_{u-K$^!0 zK?+jsUbl^Lig1tr`3yKd^o0eWr7KP=RRdVa!=dxD-hE-r&aaE#67N*rik&v*3Rc<0 zgmFCN3F54Em2^vqf3y)-4+EI7!-Pch%Fr|mUwWq>BZk{;+LMEgPL@$5BDF6H zOfK5zZm{3}5zcMo^GG*{2o5KARvij$sNMBTlt$i}64-UyCklV{Py3ML^OtLc0- z@dUstH46n1sD>43`KWeH^WU zjuNQEbn^rRLQ$%Md^|Bd)VI~pv2q@8J4`Co!o}yLBF)9Mn%~J!g7p{7F;0qbg9!RcD+4cE?koLh7&u6!pxgdURzAmDaZi!SJOxVZK5ZW%@FXf= zSps=>j66xYrayS1k zgr@fy+rdzd+Qj!o+Z~#5m|dBkHBXwPevU=p51$F4#%Cs%GF5G}sW?~1pV^hwP1}Hi z>>u;Z`nz-1#kqmOKh-h95*4~GcSMk>>4#sx%EYE=TkBe1(G63en1**?j=3>r`sQ3- zmQ6TI9R&4TOL@n`Nyc0Rkc#@Vw*Y9M^K%60RhDIA0`5oX7FzCTLDTj~ZDF}f78Sz_ zJ+S5)BG&^kO@oXHMmM+ijVf=7B$h-N!_}9z#@~R3EqfdoFDUu1fC$dZJ*;+~EO!%8 zChxk1D{;Fqq}=u-|DtTUN8mI!H&4e2{zOjMQnjL+puv7gBTBt0^Jk@fZ-}oM{>9bN z`+Cu`RD1{(64D45-*(YbmT!V^)bfq>2dHdWHP6m(@Tbu+H|mMV%$d2}dAF+NE5+Ba zOajHmuEF9h+()*!4(aCk-@yZIG4O_^ghCuNYegKUFlizpBJgU49zo9|gB`tf#%B#9 zy|zs^66H)BSuPnd2B~6Gbc-#JrFn6+gJ2E*~WXX$Oir{(` zaUH0(#0at_%8Oq^rm#cm+imiEW;}Cj=>jftK10y+!{>&O?IrdeuYZG66&A&A2rq$O zWzMt2W#;X8D;Y!0Lwz#}G|*+ljq}aLPD>Oid5%DP??&&*{r_+#&`Mv&ycP77h0I17 zt3fh)-wD3Y;j}0E;m*=kRFhK=MDQ*@R2euq>fr#$&%vIlq3TbTLB(%g3q1W4YU^^3 zU7IR*67>J05#^5bz9FdoC=$uVH}|Hvg4JR6QM%LInAP&)=Y~#pZ9dbvkZ#BrRwrF0 zd(5mfuNls@{68F)eMj9+DP;#*iQN1inJ#r?=C32UxAj`DaJ7MN>t%ECwAGAH&eBx` zwo|45!J=8OR>MB4`JeycK&emsr_v|91RIrgF8y?3SXPTPdCL`49`*>~V1gsT=>wS6 z5&gKRA$7^k_H%j2?*4vp%lJ57^*tyRyzec37wG?Zm%okPg;trtB)dY6Ayy;eqzm?7 zP@O8~t)mbw0}App#Ku$PE#{HSPqua2%kVIZIpGJ_J&|3@bcjU*@vDWh_nHs8xKiEz zha>FZ`iJDd5??^A22+#46!w&otk0UuB?o%(; z@v67KUB+b_0G+{9@$tv565)Z`y_x9p7HL&pkTlL`yU((>rtb=h7maU-Mio@%g!L(k zw@2wy&j%dzHyJv=P$;lXn_bSWdsUImc9V(ai+Uh z{#~QmJ$n_1Ap`r528JcIuept)QhJs0%9@uhX))F*nJ79RJ z~jd%KzWhXP#skM07)a`)jJS=GXl%Ax)~ zq@f0~hLdg;GBZl<232nctn2VjguPC#?1>f#ngeW((5;bSu2(k~`PK(leBTNwwZ0(( zxBrtD6v4S#eDf~cIvmXw?H|4t5;!(wF<_&}Kt4m&DKysakg`_$1U)}|{T_$TcHp)0 zJ3F{De5(A*x$!`G&&L*f8_I1#3pQKZv6{y=CBsf!xeMJA@r{F7-nt3HlCFUzre;V` z=C2rxs`;%YEJ#QarZULE{1!qkswf9IjJxIhCQ5{920%;qfJJt@5dUZhpjtu^2k%1J zYlXA9RRYT0l$2F7kzW-n<{LV?Z=CK=kAF0n55*otb`4tv!A~IauoXX|Z8NK3)H8X< zyQ&@AOYeP0{ki5OO$oR=*8sDR+h~5I_!iJBWrQaZrH9AB7JYGl_a%Xo^Kk`&b;*@A zU`W~9i?*v1p#kT{ibzfsNCPls0q+@$VN_jIg+O9Zo}Jl%T*xS=*d&OCflS!0%%)FQ z4_o-}BAh~@!Xu#GGrt~wg8_svEN6dS<}Xu%e*j!zRFCMq0Bg|?T{AcAz*d#J%~zg! ziRQjhqW0=SbMh0~Akl2i{^x&kXr9M8&tPbyhfuiyi08b- z#@3o8aWNb%p8e<>z^1tNF=fL*aS>42NZs)wzyT%vryv68M^k_hzZ}xkkc*3oGI=&Y zZy815BTAq|*aCgUFgLOe`CykO+`)x>PT^Y(OLf-lv;2QK#ZVI-GzIx+-CqJ{4mRXfzuPozF zfTS8og_p;~Krim$hsOp(k75-^?o^NW$vy$$bBbz%f3rUtYVM1Y|Lkj>ApMLDK`7TlIM)-Gu*==;a`Au zcE)8k?LL=FOw{o~KZ1!|~N3SZD zAIIntM;c?g3k^Rxb_(vOydW#WIs-gG6RJGhgFleof`cy|f4k$} zre{+C|3#oZKA_4UFcHe!EYwJNn_tFNZtZBTtkvM=D-kVTz%?i$1d+wyUYXr#U5%5o zNZfe@-Ha8B39;eC?ljx&<6AUfPeh8@2V>OKuFYPv^UF0)7U+ zHJ34(HM&XYW^TUJH7Rb1g%8)-NeVvu$_if1ZtczQ(k3W5Mec9)14}UAU*jdbzHcpH zIa&xmsHe(z9NHAkayi|()JVFMfDN{!uNlvwlt5qQFn0HBmvsWm?*wtB9_}gp*sa)F z`TOJ{A0+2Hwtf*E80r*UUI}Pgtlr56AoV!KR;9A|bA1M`fgV?YCCt!yzo%f7qj>8q z$5hsK3S}_skG>8AF9ScJ(jQs8ENE)HTUtb~sn4ufSTrG6;LgOh>Z-fFdc}1DnQ!Ky zeOK%8)Vo%7N%!7X-MPc;kn-mVkWCMkr39M(_E~^R`;BU(pc|6ILn+^kp9fZ;lwJwF ziu!;v(&M!KCB~Z#6_+aQ8YD-U@d%bb#8H&#WX+vYXD;Gc21fzn_P&qvYFmZ$s3DE6wgWP@yr>&VZdlbF0UXG}3L` zyNI1^H)1fj-@0krb)2&cMA-khETJMWE=lzeq5lG_F{7N`+6YacLd3guNmaINu$Q&o1|_}b_X;neGof$dvdu@0E;KT6 zb)CPC$RZYcc;W9xT$JeRn%N5c&L(9p(1FLB`^Mq)WPl)zacUWT{C^}}hd;0O~p~#&l%Goc@mDqvIq{&TT_ERS5Qm&8d@XW6)D7mL1OL*|d_)mJzA)m#{F$WnC z$mxskMe1Hv@mFsen8&eSoxfvT+W(09@}M?oXzVl|)YuZKHQIp4C)OO}HaI6-m|(&U znE*NvVR(^rc=%jGRWtgGi!i9S==AG9dOl@|} z8gYahEn-Ziq2_%yi%ip|h!aP_rvU%}2#j;X>$w=0h^~UR~H*LDV z!t-6@Jeh68MUJVFWRzQmuJi(VLBA83dRQ_&aegBGX#ythBnQk*XZJ}O3MVipV z!nIz|TLN#2^Dud#J^9*5yhD5V#@;zD z8{Ri=IyY}{=lR|7bI67^U=#OU6~fZlRJwlwWaZ?e2+_MPA2_vw83`|P4YGPLOrPh;^%YakwjWuB9K+CLY!RDT)gR+y=DX#b&#{}>Et z1ysa&9wir+Zp&fDb7NBQHQv4+&sOdZ!Y!&DfofA%9EL{zP&F`Bfd=U^p>=z7*<8EC ziyz{_KgSDwKciql*FQRX&`*P!P`v`P({6QYCyFUJaxr1O>(dSYR&bB<0nndW;fAz5 zNcT&iH$`Z9&brP|;=cukpW#SBPL6jWu&XXk0}{IYvyuYhPD{2p9%q&BBm;f0GF@2s zJo!<^BIeVgy1CI6NOB7mSvo;)A>y;XdwS3QT7%`w$Ph@dier?H=>4OIUy3PQb&D24?=?3tdOTfT#N@3V7cF)thK>Ah83 zS7@#vAEICq`g06RPqSqkJk;GL;mr=fh>PLUpMZ43W_b{}nc!%G0-q*}-2#hVn3&4i zB?>-Yx3BiGwzXS@$>>pJsi_J)6fd8hv~{pL>-nPP?_iSbeU2y!J+u$I#l`FQb8lXQ z_vxiZ?Z6)d5jku7KmkNBGR6k+p)zTyH<6906jSmzAy`-1gAE(Xk%jmeorrrjXWm`V zcc$dXFwlEm*-8k8;rIkuURHs~pSb$H$)Z9EcMtZ>DW>s&_x&O)#OD&~9GR=zJpOW2 z_SYZ<38B0DO?-4S!Q>3wj6O>L*p-)Wh_Z8H>AeEs%gsO!Lc5@ir;ewG4HK1(j*}g< zmBq?=S1I1!xy>HL|Mp&j!Hs+XSBPl&A4SEj>}(o5xP4%e5`zxO3)T-i#EA;=Ye(Y}Kj*8; zT(pd98*u#ql7JZJT}stZ}C1uWAi4rV;7Cpcp{ zn0cMKP1x#1dl?fpCzr+05OlLH8Z(pwg9tCbJ8Y@ZxLfxoN=ksFGf{b?Ezih|BV!c6 z`-H^3xOTR6kzANyJ22|Yj;~=iJie)qJac;{5k@>v`LYq0iL-LD+&lAAM~Br3`lu!D z9Pt1|^B}#YDvgQ^K^6JdguxUAC+02T85GeaGwtN*v$FnwJB!-8w5mLpKEda1m%3vx|v-K3p+7_aIwN(|om^_is>|@fMq>@jO#4CW48JEW(7K8`HH?ubGlOe(9ZxPdg z0WU!>z}SPxGpZ!=E)Fl|2jRg*FbMzMObF zABm9EgLCra$x_p zcD>O*l(0i=_WU`(nYKIWBS>rBImc%@duy1_s`b7o*$Hs4VQrG65q;uUAF8?^#jib#>i#2h((BK!8Vd6Y|bi<*D+aREf!Ut zWKHZD%)kPTB}?`QNG4R~0Bro$#3Eb$B3%8dr`kO($n^XKKoHQX8@IH^CKQXTRf!GK z7V5u#prz)(*N?lr0j)bZoeeivp*slz&mJCeJ4u8Is#iMLT-XD&w(Jn=k6oX}O_|;8 zK8&FrC`X5Ymvz7yb)*H`EnyYYU00yKvtj&m1B~v)p#-I?jWyG+aa+`_=$$b9`4JsS z6#N(ghF}L&`15|=L+1br^F%lMKRIS2SMna!TJR_q1qo+OCRpe?;?aGOxqnsdQr;#2 z8+XC}t$ny#C5RcLny)u+FxVUI@c6;4$wT6p6p!(;Ew(9C4iS%02=8ZKE#>Cc#JXGo0^1*gJeo`f+zY+*kZAH8Mk1 zoz+%=X4mW*Y2LE{TcQ7Y`^D$o$zr_<$RnW&z$BF{jaYI5hgwyS-SZEjQ=qXA6Ekg; ze0Ej0&_AWdtl3v!@ii;A!q-exj}XSh_@mRDj~DB(ws{2BPoFX}%E<)vZPu8wP6Bq- zQu=~I6&BU$-hL%0>>kB{dg|#CA-)XlqUByQ#YEk z-c6^D;wcW-o_cnSXXe43osjg@P8ikvo3))5w9=1(7EZW z5*iih8|OLh`@n#)}+J7it^=Z}Mc=q&~97@bTz2OL?ECo}Z)V?)Bi%fc|> zTf%!dOWyYvh2^7|9pE^F1}3tiGBXnsQ0@?O2DsQmCg103^5ZKww(hZx?O*HWkt)OG zAZ4FR)hH;?$XPSf#8?>CSRcu+{RYk;*+{$8Z7FI71xd~?($xxv{SPy;O{Fu7r+KM} zQK8-4?VlVCmK37Kp(Ej?g?ETDifo%z#Q=Q|4xHAQ0`Il5Xn5OH3Rv8v7JOfZr|;R4 z_p345mwqnc9~D16a-$Ig@`pl**GNT*M3m>d&4?U8yp;g}CEwW=Ko*+Xzpqn1UygMc zy$ic>{ULzzQX)VbP6F?4vRuso0_t+vX6SQ$D5=}6VjvWxm-n~UCy3+rVd*S7dW&_kYtVHFCgEn#E4p*0s1sT?(rhXX-Rb9}PM_zep z!;CY{5>Bs>^FAJujimhv+|BpLmz1iGZWn;6ik0$|%pw2$t{DP4)xsl4@BmV@9WG5u){lt_GXY*?cOMp^r9)<6{k0F|@F9DuR zIG6&TqxW%t!KEhh(7vyFL$b(?wjSL}W8pmS*z z+K2gUg(tU9!ZcZUD@WCJd^lt_UrAlYeX-LeKn*UI$Ct*4BJuD++Ou%YHto(*3dYN) z@1bumxp;k_w=bo6SnFS{7pfTE+4uZ--*z2MPW*GPnLlQ#7tDh^?S-wQr5Vfxq|Z$z zDrLccP|Y`eKJwZ_RoO`$IKSrOgCUozt@6*!Yx3N(!jtpkibawOy3&H!$!0^?vUg9u=Q*M z?&b6PP7yEg>6D%G-k(F%2eU^M>pzrAUb~i+6a5nZ#v5X6a@t)@DSQSjOMoB-Ji6T8`^6gGqjh1|4`)296Q!_gwHu{K8W{^J2CWE`kE9U8a zAJY{h`>^@zmq1`(^;|F%O0ZNCLiUis1VVliC&A7sf2WX1BL)iOF-DEGI* zTaLUiVInUT$!vS>Q(KGmKkJE0<%q8Ch)$b}s#P`jcc_?R=Bh~LK1suu@GUDVKMO;N z@f3@HD6=KoG3K;dyM>7};v4gMkts9OS7(=Llp3p+jEI%Mw2|of!4ck)vza;_14Ee# z7bVJIZNp-vQ!w zd6l3l>qaS%y40KI8aQJ5 zyq&;60-0B&(4HG;FFh7XKGL1IfEiwWn|TEd@Y-A!?1EBv^gAV0?12x>O1ZIBoM*OO z(pU`g1lZ5pdF|D;C5t0H{Nps(d|X7F-w@rdpjdRDx_LPSKPx}{)8)eCCqT&-pF12% zcKLI%`O2n^)=Kp5dL>})k}yHiDf##47vs0%@tm2+=R$gYPsf= zvcq;e;kX(|-cj1lvJKCHZ}bjk{jhmT9>r?u@MwzJ*Lp>5kZjovoLx?P$_T|j%WG(z zRNu1W-urJB&kq!8Te1v9LA~w(*~&10^*4-}MZxmZw3!>o3I;OGSTv`TuK&lz=E26l zbYUMTa6i&~s8)Ic3>`aa(6SKhbc|H6v$PRE2ZR%F@JH+jA7Ob6=ue}9{)l2;wQi)d z4kF+Dk=TcLi{R=X&vja0PAj^;->w~%9S}}7E{V_4*RXl=zK3UNI>0~{`E>CivD5#p z<%7jst)x;1ld>$W{Kx0@WHkl^{7je|Gih+^V7Tjrk&_fr6r|1^^t;bD;*96uL{95# zv0--0q`Plo*=MavWOdxEHjkA)QsQQOt_1DH)BW#L61QnmMa-OM7M3Eqqaqa*#~8op zp~!&lbjCT5`&8d81dfgCw#*EQaTFJDUbcdBjx|B1`ZG-wp{`bo=}JHd&b56`y_;|P zWA7{hK14QwTf#jHomX{UuZ;kkukUfBQ+EFlD?tVSn_!5)ugoR~~*3w=u6M~T*) z-3CbwoN|@<%;GF{FP1>ejLctIM$FC@hG(Qq@ZfsJ(2D_Onm2Fuz7{H=>w#!6ERqAW zuUptzh>%64JU|ACKd$doy%04DCrB2=#Vy*fLjG9UIa6Q}i@2S+`d6%G4w4+;-wV)y z@HiVmqZ1<)yF};h!YsbreHDH8?93qim)l{dujXqiI9{4arpj>KZY5{WLTmn<;2@7B z!@u|53TpJo<`A?zb<}kaQhd;)Ot0OoN`cpbYNlo*Xa@jg&9a#4d}< zzQt9LT1NoYF1A;Wk7C>}d}M=%-Jh)p{*OX}UeiA1IUqv6N2w(I_D_>j&9mHyVC^cg zE}*#8kc!jx+f>r;`u6#3)ih57?Uz@nYhHs8c3s)A(f1@RVo`+>HCyf_{E$53f zfy4d7fH%oP1qnWDI~bR)(*j8X&WOJYG7G^L=dgEjEd1z7%B}K=6x{HUZ!wSM;zu(G z^>TKTOD>EqPb`G98qeqgb+6;)+N z;+atuRM5(=pZ^6d!Sq%fGj>bM$o;^NJCe>`51k!aMDX40m?;HIhS|26gl5jy44X6G9#)|33u9f3v2x;e2{IZD zik=Ug(vWRIOaRmb*$c0bq`Zd&39@OvG}EZvhLaR^ohzgi5M%oX+&5o0#U6^~9AEfg zHy%Zk{R-#0& zmK}Sul{4djr8?g&>HYSIW>d^8GXUOI*Z_T*qMSJoazxSA%?#QwPv1R1JrH$bZp1Ql(>Wv!JZbj%F(3top3O+6{mj*6= z%@Oe`Z}aHkr^eM7QeXYA3ygH`E&?Q$C{6c$%~)T zxku{pJ`>_SsJe6p1g?>`D;YOmZk#3PZ6qx`&2Sdp41LL^V`Jr#gH;EQ8LmjH2s-i6 zA9O3xr|YfN5BKSI@9h=wxry>3Sw;a4Bnx^jR%DfW2DcNzEqIyzoO$bv0dqy&Dlte?O@X&}MelFMRMUH15) zhA;22l6mj9TPa8}h~$eGd(4tmvQlToJOh`V_d7m)nQLRDwjJ`NwZK0s5V6j?hMR;L z)oO#{*7D>~I}Rm*{wCkkA-xxs&2j)EVr%EpWuoG_`VDbCzUu=D0A0~k=x2xp)?$t> zjp=J%<}g-^X@N19(2n*mn|Foior*RYS+CHKRfk1De4AL%Vqd2{sA2IG# z)e4qaefe2P_MXsH_;>gB6 zxAUz1s;b())lGLM7*oN6naB(Kcd0d_ZlmO$-xmfft(}#8CBUwLN42=Kt6f-wnV0x- z8dfu&AFMB^nWpns*AhQh!z;FF8?H;)zqyDzkGdY<8X!j=AlCwhT8*PS<{aVwWh+Y@ zUjJ2LjAkpdT(`z^^jxB#m&Uaw%Db^t(Nqi=a!(86)V+D_lyahS1RyCK`3NLCa!q1K zf9@S!>Lqz4>q~5Mo|un&j88>uu3?6dN((lua#i~{raCs%4LU-b6347ft?x%phZ7>Z zl!d}TY?QS#jdkot?dOs28*;-bQ9j!WAP)BoK|$GJj!KUY<4l!~?RI+33SyB_@9ylw zcs*|1Gf;OFt%OK_MwGYnwtCDS<+}h}V)S^1Z&!+uqz8p|mhg0eXvz8z z#n0ImGM8-|3!$^dc3I4ys%(7_Jdp7sGsLwB@mFOw6B&D?ZV{P9MMnE7RC+#Nrn#jN z$XN906M^3q4wH61KzHJ|x^ict|LV(uO&`m*B6#Gj`)`dcRg*dlSyTI{S z=ZL@iLBQ@?jH$pp4}Jr~bsPhl?3B}|Cr5QbRFmsB{i_e==>$|BcOfh0-p!cH``RsK zS1jS5KzAFwDAYO5f{SS9-oaIQc7D(OYYSg_cz2h%l8t$K?+E7>w?trWA%_#gxLprN zTUiw7@l|$|y0OTyxe~x~ydmbzg>>zd@Vf%;mjH|PJOp}mbo{ZY7YB4_TKed4_xa+7 zXzRy<+WL;c$|v~({`4kC zC*rIB(mYI(V@oYE>*j`c=gzz5!;>+-7Dmsi!TJKewl)a= z`TKbHv!9VsovZXnEO9OK6J51@RiBfaeCb23frR*rD$ zQw*13F$_@%vJ>$2Mq}x@>Ui_Qvpv7uZ?@&593j&FFbJV5(&G|ehzw;&AldEq?AESz zV!439=4}G(912$vxnBg~nC;4ap+gaD+&fF-otYH$O8<>78%f|`u8|g>=F*>}{=tTO z7T8-?k)d0=a|Rb2yXpLQZF-K5RGk<;yg(kXb9|0%d!|LDcZ%2C6aJ`ytY#N_Z|l@f zp+^92FhN7%V>jLGFVVm-X?mXiIbbj`mQPJQ9s>tJSMfzR&;F)eh~+79o;8jAW5t5T z_O9s?O>I=(qP9TNwoI%!#0lR@c=3Pr-8;K4u$7 zs-b?0moflC@rEfewSYl}cd zJlb_wd^vj(ulYev3x+CExPNh8QEd~yU~ZKY?Vo_D`Y)CIia%m>x+<0-mT|mue)1vs z(=xrAVE}jbW(hsfBH>#LjC5|nYAISpRk9gDHU5@ca_j;K#kyscZiNI z4#Mu0bPWyPI)LYflll2~IVOh&yQ`~27K^gnE!dwFe3n<0FPM!$>5rvm&Z?+2gMG7f z?e$n%7ID>Y-#9FOz9>qr|5%@)F*^nQFB?r)d2LO^i@%`vGF?aLK@R^yjHCAkT88K_ zvtkz3mVuyDw{4zU zBcp#w2~(l>Y(IkidUm?yCxJacg<65o^$_e4DQ8(HWk#@Qp0HypY#2vTgypKSZpM+j zuAB(`6hsfaShy*^WrYD`JKkB(sLi>Q(TDpTV72wucF5C`Z}&3A%} z7kaVp@nTWm9uA1=(fQ@c!W_Yx3}rId=PLFI^S?mrIl6v)w3}T@&>B*DGb;m!;6WJ{ z0bx52kJFj^@m74(MmhyqnGA@_2%~?zvyig(m(`LGb=6C;;+ykhetVLbeiZ_=haHnC&9&KMsw{VqRAL# zu*9|=wSs$}FZ(@k++-KcjS(KRH%o9&VMmuT?~3_$Xm*8Uq~yfe!gb6h{*fPG(Q(0` zOPngmu>Y|&v{A{ZZ?)n}Y`*$iOt(zlHoBvO;tGP4UL4uxeXzhKvU^+ zwx+>oy4o?%E$9^5d&N$2a3RU8?;3W;Q2Kbp2o}hNd{G19e_Gq5EDVIx<55*WG8v!&&jUd$i9EiQlS{VA{bNf&gHAUg(=7*$S#+LGFFoKiyZ^$5G+O0W+;tsI$d zozx-pm>I6dS?qGDv#~G~+mvQ$M$S)Hfnss!f{ISoO;OqGt>xeU1$_hD$m;I3&5MFv z+^Sc)b)Myu!-fKZ7DEhHKJCo&F<~>Ku6xD7T?UtyKVSp_`~Q2QA; z4}qmT%q&O7i0$I;4O5h-4zFl;>3^Hxr?fYyb;U;a9FNqGVm`A;{ z^$wRGp{iiz+l`Siuz|SbG7gThpC25LW)q6ZI}O`NYVpJZ`_8iP z+AnTP)p<)zq>lhorbxebuQPerURPYqr$%)d5$3Ek%WKE{TW7UIV5WC7zPr2XftY() zRn7^PT=tVxB;{1);OD~OX+0&AO%9CV_&UGbLBC--l~Y=5nftw=*k{i4WCD`)#Ns(E zMIO2Cq_NW{Z{6~L6nE5Ui<=$+3z&pb=2vgD(xN*HmS|RQ`%L-3ptDfb_a%Q&4FVE& zADNqV$82DlOa%PF&m8io{_e%@+B{ieSOkEQN2>L z)~?3msj0bw+R)aHrh!*e_eqpdt*vK4<`BEGoRQ4#MmFyE>B~Ho^4)Dw318-C-?|kV z@{y3~(-RQdeYF?{uCQ9m(Tt}_SKBVoj8>`SZZH%2AB8%(_ripFXt`0Q4+T%|z>Pgw z+}}J1Gz$p}wg;f7k=>76kIuu9R5(jQZ0UDBQP&wf4DY4E@l zF~9TgP(a$+xo1$!P1Q-`KGUzyqn7QY?brXKc*}|7nI|<%OT3%wHeXrj{`) z%(xgECB>7!czV+3f(`wclVUnEdpp`VFL$f@Yh@$q-H&SCaH!Bc)yjg8JIVD;*8zaC z!L@W*YJehk&1lYtNm~A86#rGqX@8 zMarjdSEBHHe0ddxs5c+vAnX5#wr|V=z*cijmKg&z^E@f1Cxs3jf-fXcR3G!`I&~19 zB}xFS>}0^^J2pq+$Y!I4mF?;|BHkDO?ubQG8^t2M#gQ@pfr7PvN$gJaSIS3h;774= zi?c{^?2`^+@!3@mT58IaowJu|kgbQ)b|S>&Fa9n9>9u*KIc)DuOsG{NWZ33~3Oi$m zWfjhqz~Kq=nbw;%q0jI#=da}=yO=(P+y155&|G@L*naHtmghS?)f0;Zi{HTx*__Jk z=udKu$2Jr8od(S*YtrlXGH}I9K}9rHTg!VyhNd zbsoTzuVmoO{>`PVD>SUWMYl&b71H=;IGcQ19oQ9esXKJ*rrL$m{Jwm*Eo*M8v4{Z( z5D4wXKupV!r1@Ws*)^ux`%r4OjH#LnWuxzbPUrlFKm9?>R?k{!#6oMtWtGda>fPT8 zCDNqP)6e93b_3^9ACCQcO%x!MO6-x!bq+WcLtfPD32Jau=JF#(M;r_1;>-WwP9@S^ z+aH@`R>6|%@@y(|#r!D8#8EUK^cyP28!2p`OFcXdp!d|`U{QwzorUveO*KQ}?D&~y z>4c}5>$RdHlwY&hIi@k26^>PJNlb{&*p`;3Nd#H|3fO|B`Y=rh}f7W~9#9o32HX zha?1IFAQ1rZm8rogm#Z`p`yBy_Y5>Uo+IN~!zGZYZVSWKwleDb^GowRw{tS^^HlD* z_hx?o^e)d9j{h&KjoRozwVQd2DK*%yF9J!PHr-m3w@QTn-5Bjc)wYbHN5=#Tt`)6V zzK1?`g$NMS#pY;d$t%bUvTc%ucMO#AMqyYK4}l78T<-2E#!<=PzocgY%G7x7b{1!P zyE@CU08$N#Qi1%@X^CPPr{9Q3s;iU~VX-+zxp4fr6l^nl*skpwB z>#kt+>cs%_(=}2D+3Aeqx0MSZEIN7sDfYu#sjwzC7fp;o=hl$y@Wf4DI@JQ>Bg;EI@&)G zZK*x-t^_uWd{A;zf-GWF(pAcM5mX!(XSYeN(jOyZ5q# zQAlCKw#I{{RUbX43#t`D2$&Dmmwb45^3VZbH5S=+L=hy(c|8!Rw?~1-ux#61?A}#L zidB*5X9Oz#E?V=0p1aNOFA;DSoy^qhjMi1n;&#@U;f$?M2v0FXPlE%sn?V+gf1j;5 z+TFLiYe7`=sfvVPo$Erlm!a-V*5;OXbTh?8&wGZn5k*Ge=-sEi1lHX}QTdQ_{nYZN zK>;@tUF^cOGc9vEWd#dL+@QI%Xcyhl89i?a-$woE2RUqIa-qdmfD)<00jNqw1i z>N5ersz-bIZo-H|tp1^6F({*LXXgE4XUyQTxR_UvpAF@23 zLJ=pOua@*kwoSAYz-+N&oTa+Jq~d9hJGzL9h>E9NFRo(KB)ovrbJ5k#P@= zc-aSI^HUPp*F|pwm+cX5%+Q-a0SpUcO(qn=hyI;d@19`KFCh7xQ+VQ%OU2~V5O-BR z^Pg*1%JuYhqwjn7@zU}S&+(W-=DwJ_XxeJjA@=SPMs~0Pdm#5iyVfYj(35!~wmWyc zjqZ+Q>eN|#UQ1R9yyt_4&c^CM)(EGK@`hh;bUcFw!5NNDCdW^Ip`O;M+SaKq0Vpj+ z6RUItYF@%0?_};fZwG)lYf}6?Gf5Pm+PW9D=wNw!4Wy<^qKS;GmY%6bM7{~>hDiag zURN=BLcZ?eBs+_9HtIk-nyBez89(@m$Ar-RCHUphm8<>H5%YWaM$QWT0mR@D2XxoP zxMYjdclc{grM&X+yPPgqeA;8kzU}9%(VIl*AWWs@sNz|cej9?=6J)f|y*D{HI^;0R z!SK^;gk;Ml;2W=4)_KQ(OXVgL%&_@WbrLgw9`_^0Gl&bGpHjFGpYDxHNxkE6Rc?upzYDB~73aC>oMw`8yoP=x*#0lX$Ytp>cZ#&`JuOs~VihV= zMy3zkq#YnujS2mrb0v&_Wa0hFKJSxMs?*mzj?nx{(}9US)_`{gctn-&o9 z+?YvR2(69iLpBj^ol}@q#=UzntM9C0*3v2*{|Vh2bFvCG@qkT%svB-UGOvINVHS_~fZHa5BdtbVMF-X_U?DJmx4$4*s)U6ZTr1Q} z-CC>mKZ>X4r-Mi^$VZ)w&A7Zs&$V0Xli&uZBllj4VUjMO>%{c#NclfG+j)8$o<{dI zTRHBgILeJnX-!K8pIjBK47UYIw9@PR2*QR($wW_A{-sPw8(6Xvn5dvH2 z9zK)Fw#fSMeuv`!D1gP0D?>|@%b0Jcyl9Z>uj7!HKV9?8tmThN5qaV4pNlsu#P3}< z^&Kp}Pe`mDK(9rkw->$wNSjg8j4BcUg2NBtS!74$H~&IfZk7pQNL-E(um2WQ`H$-a z#4)HL@u8Z>bq}3{TtJ13mMOu{Z(t; zVVLI0H$F!94_+HhU5AP}0MVjqjDJjlm+@mg?4r3MY*C;0y0f%c>lr6ch5`it>F|I+hy&}e) z+4ig|u39dd0e1wKp@u!X^lhQPnDcr#!3L#YeR%!-Tu=W?U>VE+SKkiyK6=K{ ziITng;5+-E{|()WC52hv4a^w;f{NX(0zCnC9GW&Hm%~VAy{OaUP?1*lGn7)qCGmzw z`G~J?Yh`_~bMJePs${V$*n(RA6uxIZwyp8>1-&Wi>XXuhb;;v%w~BnuL70rJg8Ttx zMFfsquR`mv19_Ynhg_AzqhxhVwCEY9Z!_XtYsCofNKm!aY_jU$D>jZwtazPD2*cyy zg7ff~F3dN;{t?P7XDPn4V8BHqxfs9n%gcdmC-E~vyy?C@f+y#FEY09T|m^7HfrqYem-a7JF1xg0?`kne{R_OBGm z3Y{>G;aH*57Yv@qflY>w0VQe`$d76D*-tb^BFO_p7cc#UK_ffkrit8|@>)+m{zTBU zXj(46AYOq%jlx^_aD=t9Va3#u=Q^f&lIZpaNOhX=4zDZp>WjUYNePHZq>#F=K#bS8 zo;XtK5MNPP*UBT}i2%n5?G$PJ+N)71ismSIq_bmk)`KCoq1B_RN9y$dY=zX97;8X-?LJ4QoTAO2Tqm=lKoUvN-W*sL9G@aKRvs%-n zeQym711~H1mcPpEuYNa?$y!~NPADLfYMdYNCGef}ql(AOh(V?K76#RX39f!M_gHdwQ&6eht`fDH< z>g%fzBRWU#T+3=!ftl%xk+ynCKm{B}*9A2So>_V{$TYC#Yo~F}vNrOcGky4Qz+{!G zoQ;iwlbhxHZRVg%WvVg$Pp{m0W0^bN@DLy-h-SfL+tCzdrHF?BzAgOezGTqNCsx)x zDJG-mFUu=NJjBF&D}6cE{YqVvoB(G+Ig9uE%>%Y*M`n5rN?=7}o8ilY4{)XATlku0 zmVIkJ#@yU2YnhDdU!z1>D$6 zm_e{xucA8WpO0!=@LKmXHl>ZjTMEFEtE#258Ot8vtI7-h-S?$i$<*eQAb#bif6i&_mjM7pG`st@YjYz36?+X4J;I9GHg|9 z5bEcLfbERr=M5H`j~265`V&l~CG-TnOnKH;YBtxhiSj+)|51dV9t8$MIYk4xzQPZS zGYz}~5JT=7<+1pNdptYE?;OEC6tw%C(@fOXv$fpX8aI?jcIhAs|0xx|_*Ju!0ff;= zMb-Fy1@1=ADw6&YZ11*{wn7qPrg&}Ysd56bjt%gRbt>xRFP|V4f4Hx$6!sEhB?rm8 zk)XD5>Mp3}dVMaM2SI?$UW9-&UKE~8nY}PMIKft0-WM7i&Ho;2dgED0fvy;Ye*_*C zqTPqY&1P9bYtBQi3&c{U^?81UA$zH;$oV%Sbx1ue19%f)U>-vQ62D4#JEZNpZP%Rk z_nuDTauA%*|C2r`S5Uchyh-%5kv7d|8YHfL*8Kvy3!sA8D>~bxN z%t6qLpvr+PGWO(jqZvozAB?L>YtX+F#LL&j66FYecdLA?tr%HaEW}*;PLB#z;B?ZT zByL=ireig40&;o#XP7VW?oE#0z>)PgT2#QcOySkuSa^mP|vs23t zZz7&2W8nFSY!>3O=n+eIms?y^Bxpr>+sClrfu4Q6f^Ml+y2E`taGK@2>?$pZNoYf> zVpSAv-RO6b(Gin&+|zz*F>C8{vDD|Ru(JBk^}%)T5_|7A|4h91kluu6_Je`%@f91o zv`u-pi3yU+reNM7BD!<%gr~pLA_KlPPoFFFO5%eED(|}Z2h6Sa=z!p1keN@Pm1!AK zk3NL+S!AB0{ZAXsrhKboZh*xGF_7?jlOh0Sq_DxFl;Ee~(|Sq1_Nd*8ajex`GZGdH z2MOnNO%^(_kh_@Xu0k^~d5c4uHg*y6+~Gj_zEx=O0-QYMTQ|}jM+?8SS)3(KHD|K4 zHW`Rv#u#E!<}%Uh^}Jk{e$S0+Z7x--E-zkj?!Z`VpUW+q6adG52-Y}H(E_osZ-8o~#;YdA-o7Q-tVazg`g-_M19fahX{1Q=oD zTZcU_4f2`pd`@En8(C-d3+hGACBET zH^0KZN#3;QQDK2jT=ID7);$e#596=FA#m|ksM!dk;g8UKxVn+`i%02Wq9~T!Pr^yu zoezh~U!iMoY%l{+hm3>E1@c5dmFzcpxm(~jI!C)?p|aL2-Nj`8dz5N~@@QZ+d?2wyqHgigPn% z8NBaAfj&w*7chCaKDO|FJpA4F154~^9djmgmWNKNz+nAMxP32@4fcCP6}@8OC9hmJ zc4HIL4^eIKYTbYOa)MnAa(kaPqk-XQr@`Y975{PHRay6)s$#*JN4p{ET3S9B!?^cR zHJRlf4yO{D+AAdF7d6Yzk}h$88XT3#-d=H&(|vQqnll=@qQyW2EP>YAN{Veo(Yd~O zp|&Nw!Zy;Xzp3lbW{OZVGKt9G#X6@v<%1we@8D^5ciy~99lwjJdl}1=FqgAyKfJws zrD+sU@NrGUidrpeP3}`{ukU07)Y-rDimH5+ygZ}_K$`oF|h$>iaDEYi{mIW&pD8x$dW(Wpuyt_w63lHo{;sccB;vRRLn;FTnLAs5 z<4u(sA9MijEnOFK=~LILE5oJQ3!(&p>Rom+0*_h{($cW#xcqso0 z>BVXX`oBh`8DW|!{(H95F;_DRba=MH4Nff+v`nk5wKF+Okv_W+f-SHrY@o9q#iUnR z2HsIolV&Ecuu!w0=$j>_4QPIElNS*q{kdy-qhGc~=6K~6*WU&k*6#7=DNOhE_-Sd;l zwfX*VeoK~HwQKi3fdK>h;Pm|(c}y~f~JaVu*tEs(Bs6H@;7wuH9Kup{Ybn&y%chWA)OkOWKU8?sPo)2qZor z>UsT3oAjoaRp!u1(`hleQELUhEi0!7ppNz(QcsWOoFBt8D*|tw2?9>6!3I3Z5}t!s z54X_IQl&+PzbQ*EF1;FWx=>)Y$gC2KUjRO#o&-h;qr+Xjui#PK#C8H{QH85q@NkB+lYi(9CH zQ5#I%L4k!NnZ(F9!;zZFkPRY!o{4W@-~vR$%hKEgNE?gGhd9cCZF)!xOMJdsv~d! zI~1a@ka=$<4`Zw#MLmn>b|0cwutcw|6H-@A~o%voIpxLQq#D}kD1>Ft^OYEO6V-mNj2S=GMF|=H4CO>oZ7lN4(ra;%-m!ZaH)&Ds<9OSpWp2K4 z=t0#QKf*|yZMKJRV28ssCMX$G$R#mjI*>wW)hRmttGN+XR8Od+R=m^gK@UTwM!9gHJ^UYftHdDiaBGP}xPo(Uh)sz8ZvCV}hot}BangLty z>*xF6X-_80BFmW4PmiM%lcenN`FC5}zs0g1k2c=w4eGHC6i2~8aQ04j`74dJZz-eU zpP}eWpgd&-tyr-=KBU#CHQqutv0M9bC7=)XJWPwdtZF^X^Yr{%TX&uzeQ9t#0mk$9 z9&z96G4sKOf~uRoTA-W`Cm$^JL|1N7VEBtvd7#9Uo@mp8dd(P)SvrjLzDPK@2$fR# zbC)Fo&rNe;4cvlv;8p_Lh~L+-Fx2f~){>#5F(_X`Xso6EgQ zX309x&|=6@u9CN$%xZ)oBuPi^%5-_@It}wgyfOX3myo}eK%Cx+g-Z4HWOkjU`p^U3 zQbbh#4vwc%RbwYiMJhrppsRmiU{bXG``z@(iq=Hb_*GapMyI*C?N-1Pz*(Iko$3hO zzH#Y+8#8ZeOHHPvNqRPP62CX@LYrPoYM#C5N=@hvDmjlG-cTTwtU~RoB57^+mJx%_ zVESrhgTM2kU2tx=ZEJ-I_{W<9S6EIC3r~!cl3?dYxuS#u2clwH49k5!*t#v;_4hd< z-_4*s*q|3UmKHWD^^%KMq_!4(f_OrxW-A4crqqm>qY5Ii?9z#MF~sjK<>q>-{cu0@ z9f^FQvu#r@yyZh)MA2zqM&?d^=`yFY(-Z}O-lM@>i#2Knn+6Vdcku;Mg4b>S{m~hc z>IWd87`+i2*6r=_i{mxvt79P>zN5?2@lUV4j~h-Q5a1y*k-ul;&!nwvfJXjnG_VH6 zAc4h+_DHFHhK*iLQ%Zv<s zZ>3PnU7K=~ zz)~)*{o&r(tFWM_SGSgCk$FMKJZ^GB0Fi>e^umsAM#41M)=?3}VL{c^$g4QLu8(yS z4K2A6+1Zqw#@e48QE2A7AA)XL+0AXWfCkPw`9c-mzEcfu<21A?WE%q6o0l9LzhdLz zLn}tkHFwrDqk|@d9OrqyjQolsl*0?Cyo^;eg=0;38wdzt!p}%|Qu!MLIQixB8eNg6 zgD#quTe}1aKyj!_7Lb#ncGEAs-+B@1h@!{IrS~w^NJub?j(zUI4m3~Zkc_Hy|Eqp| zyvaKueIs5kA9Mwk-K!OuF3D9ba2~|o_AA$IFb7ntX|6&^AN+VbA58S_C9}i!yuIi9 z6t#n+u0v0r#264Lwv7)Tb#@uhi!EOm;~+)m>KFQWu_SE4m2s-rTD-xNTL$!Nm-N4S z7v#YBcXX85ev}wcuK-l8$^Xy0q|#+0r(&gBHlhpOAcKsY2ONvq`fAV^bAHe?QF-^L zE%9zThab1%odw~+qsaE#6;BbSAhKylT&Ldj|3dFfT+vh7?Y1L(X^{B6O1IVN6uVEA zfwjR*q%+z^OHtFGIV_NZYMUB^3+oTW*gnb(1(Fa-amIw+^j$S~`@D&uN@szBGtt>+ zO(L?}OTvb#ylOSIIYydwBk=pIiO;aMGRB&ZTt$saqz62m zZ@2k{|E6n`ux6P0AHg|f2E{1%a{{z5`E?3MSK&XZ{`^`t#cFk>#K6Rg9HqVMY7eZ7 z0vcGi*P_jEL0#(+>dUA9gP>d(Mb>6Ke`-`pfT=UEq0QGJqM7fVVB$;}%Y5Xk;=3bt zkPYo3o0jrfBci!B-vaYDI7;p0W&O$YB_gf0{oGDK`B?YJeU(zyIHq3r5&i}I%w@K= zWBZKSR64*O%Cd(K2PQ1NZ}JEY11Y~9x0<46soEK?7c|FDGvqy_WwPE=)nAfqERVWn zhKA6w0NPNOa>l2vs?t`7c=>x&XJ&`M+Z7#-*567<=a+mGZr(2_HD6SDG0KuRQrtrm zNM!`{n{@u`Sd}@xjaWjWDn;UR&GJASnDoCK> zdU^UIYQYB|=ECH6M5&_kx~lAL%c9Bh7~0)O3G+_mfWWn*lLa$Q1Fc(vtrw@coQ`<&S1iOBAb;U;`I-$+>>!-^Sg{Y6st#m{+=mzSphUlCJ)Q zxe280dQBQ;nx8H9y5{EiGs&p<3fat63&wW%VJxd)&|7Hh$+)#=FHO(51v4~0o!I?< z(zMjb1$r6$&%me(Tq`R7V`5Ncb#1J1YJpZzjs4Fixd|3}ezg^|b%S+S5&O$7}DqpU&LqdHr!TcqB6nyR)n@n8!_lG2ue_02}Q>v};(`LcnKYCv6DRd>~x9vrc&0BwFa7^0m;<9k&U% z!4CJ&m)}IK(#){z<5T5>8gI-RRTbIJmhEF1n1ddF%u1P|pfUdPb)Uh4uYBjp8O>6- zux`V%rEW*dajV--(9});Lrt?WFwNVmkKtp$PlQmX94%N~Vf~~%hn9W~AG;UZwC|HH zNL?BRl|d&QSh5xV)4c|A#dBRH9UX+v5^ma5FO43Z1ln{)p(HLp95TF_ER zYtao~3TDvYBl+y+eB0thx)|Jfg)&3Qmq=U9VCCoAPv32rm!1X8 zaM0mXf#Ko|;O09ZcC#^>Aw3~qQtQ4{7}9Q|&t`ixV8)G6eLdqX^tX1ZxyCL^Y*q zd}nrsnk*YtrQfPC7$6~5AkPUq`KIcSG%?)i-k-4kLG88ebE-8&dFs#AZ+ZNsrpTG6 zrH&-dwfV^gUA*gr{%2^1_vB$=wOTKnN%R;8cM*sC13LR6Q)(2?#)2Mz0FH}cW3+g6 zF&Q-)pTqpYizcM&z#tGQAr(nzE|SIqZ6C5l_Kp&l>ulwhFM?A(Rjf58^lmz8B7tdZWXwr3%GQ8Af?Eq zewVnn2IY$@q`I1xvC@g0waOnBF-?mICE5z`;2~t`{HSBo>$oQx^Y_6ci}PeCl<_zd=F_7i2gms8@Oi&kPfi4Vp#Uv zdvx!nXW?);6JISw81v{R8f?wo$^NT$-0;O<#;2F55KgyzZrMmrqowa%ij)H%zfmFE zNzMdkDP50K9Yh6egcIPl&YDv&A`-o}|aUH8$CCx8gR?(yQdTUCnV$j@;)O^2oA)IIpPhoX@!ii`*~#_x6x=OoyM0O(dWU6KG?U zWDM}Yw!U$6l@pIR6i&T2N3sn^AN_Nk&wh~QV2L#Z&vNdfX4tCYPWuK}!T<=&QX=+#zEH3rv$U`gU!g0Ts zo`25Jzlz1%d{RXYH#xi6B{p<&;5w=eJ599c-(>7$3z?pG@jPjdTi9MhtpT6t>02+i zT(81oRN2ibIAEy?w;kHM4iBSb!iEHK!OBs_FJVDh*i2*caTKd3h@*+;#|;$GmLUZ@ zKQIIGf|0dIRX0LaTnz@VR^dej+VeG`IL;eXPSX?iZ@qJ^J*?5q8^my4y<$Mb1No)^ z0e^I%M{(Ubxq#+Ut;$k2^*VbDxmHv$;ZU^%u>3p6Bh@3LXG{OY-iL=5od&9I@sEn{ zp^Sv7Q|wIjvITA~prZj5jo;dqPk?B7Iva~ipoj+S{W9wktuUsnkk)}Q>;n6>O(1MMakhS_1 zhA7Dv8+_jKIDG{1k|#t4Nd7g$Vb5`vxo81FstjA;a(l}r@(vb;Q6Y&vi4#u5<$uF( zH8rD^wS;%u#ePyks$N0k`h{DX4pRcDwl1KeNqn6hiiUjVbD@y9#g9Jw57*)BC$z>J zWH7swzNQTQSqffWTgh?ez%_LT_t zdAYu^7N%B$UHDY~@UQ(!9XnE}HNPUUY(yWtcW)J z1l@LgJZ-REfYJvHD}cW6Td@y{=49t#3)Goa6vu`q*_>z|!wT9((tzFOPxzX-N7Wsq z`pnMZn~~yw0{S|ACT9{%lSujwFU}jAD3~xO51-l9l-@O}G(0YOD(v;yjZy9!E^J__g;YqE zA2cWR|3SBnW@bg)TMC>3a)D&5J|&o6?4=$b4W;&YZKXWQ9qEjP6B?GSJstJ$G%q~= zkH8B4=2y|L4ez_(Fli|L(^J43u#1{sRd`D{5HWM{vXKlQZi3nN2vuK~RJ~L$E{Ek* zumt4PY4cH_G8#3_CB?AjGeiB|P5&xWu`Ub5_wpA9CkI>01S-}LVOG@dPb{GpSqwqi#MuYwQ&31)o{`YR1+TYt^C?`c6ZSMjW2aLPAf&~aHChy8Ps2NgoKxHHMl6pOvM1!2>RWe=w z5jX_P)Ru-m`xe?)eUKQ|h3N&qZW7c~HHO}KDIW&$R*GS`I#|^X(PJ}_*8kgMG$Xfo zG6~BuCMpx~(JfLSfGIGx-}Yqa5d3v^#^>g)6!^?GYB+5OH-L0{vcM5f&MpCCR7k*w z^{~da@;b`2`syO6$mGb2+K%#LLhk2ApJm#+yUt^SrztB#Sb!tYt*wjhw}jtwHTVJ` zE-h{^H81rLQ4?8HQ3rz=IXz%=l+9QBo#jq+Q`m_r3L5PA@HeAI3IxarhS2OUI?~sy zW&q~*9vrZqEL~QI#{8VP-5E2@sAaHtTrGN~e{cL5!If_Ied37DD~!(fwm7n?@K6Zn z{HJoOayHodL-??7@@25g^T+)H_T$T@3#)QV)kKzUQxZl3z1GSwEx+0eKCF7@Ugmuk zO1?J88WLvi+64*b)KY(n`Dz62+bMV}Okt`mg!fV>=WHAL5 zEYf*6Et1o!&g%z3=cjJRnLNTTy@wh9r;Ef3RX90!5sCkn#x*paK}Sz1cL$W}R+KdK zgwJT`V=Zb7z59v;LhbCOxf~Ts^1$iAS5;S!C$gU*;K$KBVQRYzWyHA1cf@8nRZCNn z{MT*eBf8mcRADB1Rt6M?NCguuIp6y!TDRpeW997o$LL8085S$l_7x5BpCcv9 zuemHm5B2}@B^2Whd{-=`qsE<`tE5?6b+`D<_|C7);xsFdrc)eej8tH8eAmq)+7io# zPb9J#sEl*SmPjV=U0AIuoe|S(+YAx_6<)IluC=!pS>?%GL=I+qpTN+mYRVOh^@@kl z%;bjM3#(;Or3ht3CBf&_aa!wDuS*67Z70tA>lz{{Sr!JzCLtpW#O+N{hRZFrdo1Cz zo2QqT;a{`6SkLz?sc98arh4MRjL#p5*xl*B`#gHZAYzd)oU*^TaEvx6x;@McA9;qu zhXoBeabpc%Kz@WIy4>1!R)p+6Wn;bbGccz?o>=^J_?e^qi1AO8j@k(FM;PKr?$j^@ zqoI}n6&vG4A=vx~bKVwZyuhs6Xl;z7I=SuVz^(Kjj+M4P>WmSn%X!B6xN5q2ETgpb zX~7MLXyC@`K2yf;qQ!L^WuL(3$W zo~8Kl@Kr(uSv!5Qu%t$L zz!9_Q>P9qRLDz0QS4PXP$c2Y%MQB$RFlOr1aBJXjXN|k5phLly4ek$V8@Un~%Xy|K z0nNKo264FzXWPh%*zs>+&Cyjk(#S1njB#D74p`T@Bt7VWC1@*_j+p1TFoLw1)6-Kq z?QIq>H@)r1Ief%+^*e*tyN*sN*T-2JpM!wsH#Xa0)IHI@FEmbRj3o`KW{OjhFx)q! zFLJE+m-?WiV?rKTN^?KG3A*Tc$sok>J}{Zofu*3oOpYpdH}hm)#P^JDD#rjfpQiL{ z!}yd<)Yi|dNBvhkYxJ@NQEgFa`IiJ{6OJaF#3k#al-Ccuo}astc^=lFf6r3a0^3mG z$$qoL`mWph{XS8C#uR_sVL5!5xXG{9(+o9(Y&X|3{)G`Up`bEPHN6zeuh`E~wm<>E zYHhFxVaqBD7`W8|jc=~5b|;LIH;-!5_U|!0hPnG`dmyEVannwDd1dr4cTvSM$Cepq z3YM%8>-mxhax5d=k-DK=)=Co;W9cx37c1Sj{ADpGr;cviLhV4Q4!7qFY*(I#VBIul zw*#K2vBKzlX44Qs+M~{GJFB0gPu+p?&Y5rST1>2Kavyqqoh?yJn1D3DmM5uq1++;P z-P8aKw0V(5=f}r7I3K(Fa|7)alfUzZkDWCfKM*<96-aLPy2mJ4(|h^_zOr5MSPSeC zS5GYsXS`{>>Cs=#tnZn5lQ_X(ds=OoQ66ejp0=_8l{f3LtY&`t@LJQ;aADNo#pDs| zcp|s|7SP_jgdXpLZ2yjSk9km;X@0}AG!S=wb7kP#KgvV$Tx9J_DEK1(=L5LHt|isgW*D@}Pzxk~*~K}$4Ly#8TB zRkOWT=c$2!?*SQ6fQLD0v;R9)NQ5dW(>?l%moxWPZhFYw9fu4K%mr{Ki$ei4nu09P z%+4mf?q31ImgO|hAepwGA+nNxv`Jbb_0lW!uF_b-!yH%FaBBWV_>BZGzpf~}c z#e!hx6rxxmQ&PTUF|uV)W1%a-wbRkhgsgtc>{4Tg+daKCIAjHdvii-K&imyZ*~Bkm z>A3>a!8@0ZZ*Q)o+3dbaODJePR&|?x#h8AO6XKR=(Qo%zerjku>KbgFO2Fsn%qp5Sbnn;|3hMJ7Co$LY$)gJ#a`VEtCMAFj- zg#s+DrbC>M`u&u}D!@29RwI5MZcWy zw#8$m-Q}wb&ylsM3ilQuXmh-LURZ#*Dvtpkg-V;cDXW|*&#cTP0G;;#zyfTEdi3&u ztBo`ruE|?Coh-#5Crm<|@YsvAYv)=kFwj-5RKLglqF)^F*b8Y{#oLvqDByGA(ypp? zi^WXFvS_FDj8dzrvRA&e3uixOlQ6#{n+^~?VtDXMj#WoNbLm)8THNw%nz31=Gf01- z^VAq~4-nCqgsAE?yZw)gg0e}~q}ChA(JUb(&EwSguxdX6JuTd=3`nG3eN`)X)x-*2 z0Xrc0GQDy%OS|!jDSUB_a1Dys>8Si1kCZSKP3~r#ys%%Ym1&CWneI#c$M=Svz2!nb z9~Tt-^*#%^JgX{v^QliIP5tt`sIcjU9$_-21tssR{RL*4zf;<2CUuOkz+`bKzsTF> zUTDI3q|IfyfJ_5e4Ft(meY*U@3Rz0a#7)vaqsM6kEH}A^o^0JR3XemLS9fxrQ?2s8 z3iK;cmJHv~X8ASE)P6y-F>T-dsrYX^Vh>oDNAcG5RzX74Z@%lOZIL6s7TIFuNxQzb z4oMCHW$eNeST47$YI?e4-2JgmzNneneQ6pf_*>qKk#6|0)%_8%vT`7o9_gy<=Y2IwNNSGXzls+it8xrTlK1TK|4 z5q$OrFL5tFyDZ~{8nEZ7j|(bXs5PG0u@BO-idMbk&6;)h_aFa{05sbVqEIrmJvqj+ z!z0$A&L+koxvxX7PXBIV%B4>1`6iX>nF}XHZ51ER@;wE#K*x>m5}moC0kEZ_0uXEj zd^)n!lvQtr>&iRnG{-ljDzI@NQQT#HK8vleR3(Aa$V-B>a}a7{x`oiHxhe#UXw)8J z=F@&qsepxJaR(A-U%XAy>nnl;9D^_p7FfP2`ZVffVlE4@_mS?Y!fJyW@2I0*gt5R7 zo10^UoA|J2O%DS#L^K+`04efES+C57gWaHwgr(A|w2g*}oD#P?pxW_;Byp4Nvyj0? z)S8$`A4@E^kzP{TRqaC8mj7`R_eDTNzwloxQ3o@Y3U!MN8yP$|#lm8?U`sl4qt|`N zoG%{y&4p1Mn;+eH8sxie^O3(JIyUXJ;^plpvSJy!G)jQ@*F?7cC0Z6w}XqF7&Pjl#UMc!XD~R zQ^D6TsRumHACXDJM@N=(?Zpb^c?Z_`YGI!TCa;;89Nt-0U-j_9jn&~pO=~S zyMgA?5L;J~_MfB@24+zi-wT%DRBQ9EC(nPM)#N`eDU>uzYzTR({UwE0P-WM&h>8r6 z_@b9XUu71{y1KEN!(Xg#U(J_zqmDjKv;qpWTg-Ri_Hm86wV0J12PG zRG{J3)R6v+CJVV{Q}<79fZt`AC_3Jd9JG6K$)3CBm(+>>rN{GEAH{4^)b8$>i+q^i z41wb?Y|~a&W0v15iZnwx`JVyeAN@<0@l$?d zyMOUWo|a$bb!RaqKxT_F3~pbKQ6*+Oj3%+eH=T7&cI zd@rc>vA|{t+Ff{g))7+LG59q1d*Fipgb`f|rExl)I+43>ljhm|`@}2o@m%zK%bV+9 z$7X}gwOzfRsOY^5DEb6@B>$7tO9br*V79HM?b4po2nr||VQ`kLKgBBLZ#t^Pk0$bI z6CWE*%W=`D*2xn0<}L~p2NF+>dpd0A6Xdw$fPkpuaOh9W1V>-DY4>`-QGFgn@E!Es$1!n_4{_agUd+M3mD#_$ zFXwnuK7t&E_UQ2l(0R-oO3_(U$0M>d{R|OFQH;(jtzU=2zwHw zPetwz2#Ot!5U#GuFjxo>!EXn!^-AAx-yzpY~;yMr?y- zHJb;ySOh?ODA86y<3O<#II%BMoeee6erRR|P-?*;{drWX1`jo zsAEcFE1y>+GjilrGSWP)GvQ;`s-D)GrptqCmK&h2F8iR^z0?Z%>*#8TQudY`7C}&4m*0Hv{oW|jk_%MoRx8LK`9jKQs%FM?QRYfH@@g^CH zgUYG5a{lk1ZlAQZ2T^L+cC>-86Rff)UgFcPT;dKxCUl%P2bdeA;g4W@*C{>TfNZ~f zZj%D$PcuWrp91;Wi(WS0*xtJ5d?ff4H3)(0sreGs{}lXSU?Y?!_ZmK1?cOUsr!Q}! zs+pzCa-iGVRBLap#*IJY6sIU_OD#woP5Q|3lOqHxaMyvs z)|@T|4kT*@BPQ?3Mw{FGIO;n86UVK{6ZE+rx&TZxg=xAB;_4Zz zAIb0=uoW-NFjXtvlj@glCL1aQzVB%rX0JgWC2!`3FBgj7@J35p`U>zU8I@+p=2UWH&*a~ zTc3Hp?}Mx1eDv(H!S;8qwFY$CGgCd25VHyz4F|3axdPW4rNfIVUnD(9G|KWng6vDd ze8jSDc4k{OwcDge1-WF+{VxdyEF@m+n@nk+Z?3JbOL6LF$Va?jWYq~mSNYnLo_@cy zOR*?W3Mk=A(|z&2x#fA4C7gdk_{}`?>&ixSaAE>A{@+WPGpM!g0rlbJtaFZf+xoa( z?&p!EKKT%Zey@l5rq%`@Od5kx<)g8hiEonY35*S{n1(xx!6-{p4w~_22iX@{epXIa(7-u z(0rFuITL>KKo>fp*IM$=)2UfAS*W_QT75oWp~kkCOOaiSS7)%YQM04A2qMGN+ik(b zRFHkTi9eZ-Y0;!T9j-ogJZjWTobFg>8WV*r0z5IYubEfn`J;(3bgttjIxP|~GNvE)tSP*l*;&YN(mK>?Fk(h*WE zO9*_R&#o{CvI%SUhk8Afs2byc5qfbJkmTp5OBqv z2?UQ3Q{%`;sw_?Od#lG;$AhuzcEZkH?{aU3Em6mZ)oN0`K?)M8AG{-tyvo zAltzY4B$JZin~FSPB>)Ii$k2DXavxtCAj83*JeCp#OliSZG|^gHkdlKR`MD9%P+5N z_cc1V*N*GlUK;zsyd-7j?>P7imCp0GV5bX`thfo@v<*wC=Hfqv=}HG z0751`AnCf#!=O)v{G8|jMW6ExX=ICGal!4g9O%TZm7@B9~HWoNf zFX@Y4!Qtv#tCX5nFC2K)frC~MJ_t9fl(TdsOV$%qge_Jr*r|n8R(pM6bAu6=X! z!_&Mb-t!;IF^<0lFhKOpRjuD?)zwOE?G^V_+JkJPz3(}gS0`dAq0Skb@d<2lc$#{D zD6RWhxVr5S`ya}wiK}=y!Qi4lKst&IRJ5>Qby5tKchS?=)|qkp5jwQU5*ovxYMHo$ zOTJEf#g-rTEsC$-ur#Vz{^w^ck?&s3O>@K`SNZO{!>gS zz;dYnaF72IYDUD));|MZNrfDq=8d}?Y`&|_fv#r{50BzEYiM7+c`aIMINkBy6>yYa zOScb_2_9qF+lp<#1wp5(Wisw{mm3rI#y{Kd!H^+LB~KMcPHY6UY=Hs&ZBNT#$ZUa^ttBc9mX9Ry{Cii zA|(Sq^v=RQ3ACkWZ^ADIT99(M{xj-|)hE+6%;p02kkvs@ZE9FMPqU9L5HPxnPH79h zcNyYQSJGIZU%#s&p2O>qvGcyOIt}#gJbE<6vfTIJhc@XQ2;c;b?rM6TQ8XYqNlc8$^PPK|x!ht_)C99pei*o&m-ng0lYUSCAM9r;#Jpd)kO(e_Bf zO^+HyODxS)_6+?XRqhlJybk&JZB|W(j%G(wjZ)FI=od5f2aMEQF}v!naEIL~ez|`| zg9T1QtG}-05_folaWk}FQDW15VKz&Le--lciIWMsv?`2ta&=XOr;IU>d|TF|Pc-g7 z0@octx8=(HKhoU{uu&>Hd5dNR`1h5tvjp#a_+U&*{)BUJLsehHwh@5o()Lyz=%fIf z6?WAs4!*VkzwneISd>sjH6;LbjB;M*_ha8y6TnL1w^N}@=X23x8NO9}o0#$4%wcgi z{$mr>R@AU-V-*fn z)oefDCm1?P_wBsX+KH3j2-@^8H6TvO#(%}LS;rV=w)=W~hwab9n)nG8ai=8HGWW+t zpabOTc@fq%&{R4oE5xCMvc4R(CNacFjDb~Mr=LzKK8v)=vd_0qub()M zoESXi0)%8q*GA5B8HN&}->~wuuegh4HXrGqS}V;0BrVm07M0ktTG(Cw8MZB$@4u`q zkCEq``sIgpbupw1o?$ZVvlOO&RteNu%X@m@g!zV}y*JuAd{;(5@jZYc#a)?TJ-xu% zu9g@3*K`z>|zb)G^Kv;21ikvGt9hFc4SuA5mTed4uW`vsc1x?o1kfKY@x z>e=7x&@1&tlYX#ngJ6heO`Ttz{vtX*l)^=Qftwp`QcFrE$xkNYeg}JR#rW;8RAsj6 z*8;KGX8=U!Qs(-Obf;bM$0M46Jvu%VXb*G3oJp?2(k~TsAy<7qud|zKc8u{0c*q^- zY=4!74==xd_u0Ihh{kFb)C#udaw#(P`th)FYYgJ7hS;5}@AP+^JfP(64~`HIcq}8K zYW4-!f595VUTbwD|67tqYfF2Y3kMWxUjur2>s!OMntgpq0P_{*`TkrsxLCDHLXieH zsypOxPp3_D*TXyvaIbxPkJ=a#?$K7-(KCzvs`Ta;*T{`r=zz6`^$H9wP?LKkD1aWG zK0CQ^=ax`q9#2)M%BVVlngKA>m!%0}GCIE4R5o526c4vmd$^MRc5>zX}{Uh`9h&Tld{nF>JRS!wsv_ zw$vTnOk2(`zPCmF;(REjYzk_jkv11ZLGlKej9DD*oLXdQO`NSY7P>J0kXhJ+$q#7& zn2po8*P1PAbm}Mgo_i63u$K>#cwsp2215N7u?Q z22IOS9SExl^szF7=sC5nXmN0xsOSj&Jw1K&v9zaVP~yelhN{r{X`v^Y`)-PQ-Y<@L zR-sy50-_$Yrp1F&si=TsBp7A2R!4cIWweI@Zbh*}OmMGOa@&;Hcsmoc{nhC|fYPrl zWeJ?nB~g8He0%FLT240)H`z64m;s79H~vU%#`#4UEo6U{>+vJWRLJ07s=g75G{W07 z{c_QC3+Br=g{z-f^H$~<&%aJJEFCo_rwJkoiQ}Ppg)5R=6bf;xly{vUjVk~1b97_s zMr*kLDeCv*hzkEHxw8f9iYUvrq7M2cZa;3H5e*`X`nO$N+pAhZJ1{-6}SsEQMK2ptdNW?M$?0-{PjFS89puv-Kd^UAkcfrP<|5OWH!h}?jKz#IFWY%UHB5;dK#s)(wA-v+=GXm-_@rV)TJT;)R15fXvAc_ zu96w@F<=~j_@fAdK3H&YdM{ifbvJ784k14B1oJdw-GVG2?l;SvW+sE>YL&~`-9~1b zOwd!V<*oC7RokgbMvrrF{Ezl7Lc%PaoW&J&3qlC5-}fYuTu7KcT{Bg5W1HtpmR6{< zu%s5JX!R|31y_bEblp&S%rYx&(x^>Mou37CbivsCRP^Pp1CH@&w}klcthN^jVYImE zyiQz5LVkg=w}f&0z;~v6_K!^`eg}vN_i(C?{KFHvDg{u|@;RW<_$2U_3-!2VAgUk; z{>m4z$&6JA$4p4IN-CK~CTqxt*CaUM#C8^ieEse4tmM~qu+Iz$#ZP_?y3TsaOQN}2 z`=y9JJwG}E7S7Sr{E0ubdd7$LsV>n+1v&i%6|4RdgxqrYQUack@lGOtclu`QCvn>) zUV`9P;s86_SLit%8F<(1*%4;&0Od-BqYl&2F3`)n?;PR? zpR@x@+pbZ1SxB!J1@nO1L{)lJSd=%5;wbztp@k{36>U%dS~rK3ItX?{j#8mpn32-G zm<{=il*uW&u6UeLTXMRTkffs&vsdU0q^c{P0Y`Xx<5Tv{-esMuN5HKnqu`yp!A;sB zRzaur&A{r1M(#1wHp6yZzDT3t0h>X%>U+;WB0tP{<%urL_xY{9>Q)IRw~Ucx1(zjd z%SJ326Hp$_E+VyU?$~kVp4Fs5Y;8p&TRr_0_!g%v;(wNH&Zuo&yU*1pzS>YJuFn*c z9i=NjSVRr~HnG3!ZeD2JjlOKP89NZ+iFz|oq_~<^P!LkY8lvFqD&JhEuj+bXSe71v|6nxB#=q=RW};#(ENM2uL9Jfm#P3l8yt4bu^=srTOs&O2?kSj6Q!$mf5lD+v zJ>F1a1yhp=;B0NdAEv=~Wtq4gi(zCTAJmHUx&jg$mz}E+u7Q-cN%X)`tNw`ii-fwI z23zz4I$%4Bu6XF2{xkD!@Mpv{Bl?2^y(fM zHA+A2xEP+60Rf_td#CrVWlVrZzH3>k6N{>c-^D@B#Zy%mH|28G#ci-I^i_D0{T+Zj z6bI?)CC2@)@&ZHHK7Pa5L$&vP9wpZj)MoSdXT z*Y)faF8h#_(ih>2Jv@)Z6C7{Vl8l1WcAkZAw6)kAPzS}~E`q}P#q}}@l7*!MOtvam zWlc049=xh?U#e&qpa0xn|M}PQ`JX73%AeQK5)%8nck}%&&hfyq z0`rYC^|{j5rnaHyJNpJu8~8~M2<{~x-4Jw&+ZcW73oz7|vS#{D{9MPu*aEo5OCk|| z-#{XD^CUcY(DdfpdjoGm0=J;6Q`EZru+IXBDFOKaS4A zp~>%U;~*#~Ad*tjol;VR2~wkLbV#!yAQBS75G5r?2@0bbqa;QNBGM(Y5t5S9N(?0T zeV^a^AMDw4o^$SV-S_pm4uN93vTZTO*zW!!PQt=mKp~x(Jfz&_T?~V`@A!^b`0;h< zRk$zJt%OmD3f-$JU_Llk|6S(O6fq~+G-X4Ywyct<@4`)k_2=};p*vP1VhwTAqT@Ar zbDbVN$Nu|t4e7oxb}YpqaP>xkx={LgJ2adOBoSU+I~9B5j%dun*)T-(-Vj@nYdOXi zYDNF3@-TDci580$vkmHop?=|NKa_kJ?_Z!YL?NS)#vX@Z8Jg{Ex(6wkf@#mD)lR za$^5M;iP_b33oQa2TN`cvo}8{I;e7(bOqt=RYY+_fX5u8!>-iy#h@I^GsD$5tmc%g zfW1sFhkYrML>@emH`m2s_Y1kYeZR-j7(6l#I4-Sf!sMC5!+46*2BK~k5`9i1o&2n2 z*qz;qj6V%@Y$d>iFh@1Y5HS%S0pp8et-mMB2p}NCX_QE}an$=--!+`-I`sbEg~Qnz6ZJ_B*_~ zYzTRC;xvLwQl2+%seWU7gMA9^zx^XO?(4=jA1`bU=Asog+>v=SXwdLbS`@saUaF}4 zy~^(JMDL$M_AZ9)A(-+8%5P*72Xm{>0*o~nP&8mutTSSz`I|MMQ6}?atAdL0`H+z< zlP5{Xh(PXGGJaBuaAh6t(c&4699ShGx?X@AG5R+@)O8zcgj{ECVg9D9|01NjdB0^k zZj!j|B$6qvFVSC$7QPo1nNT^%O~rn=*_^&JL%zlN@jf6QUkJ`~e43wca!>GGxbbSc zyp;%D+xVf>^m)Wz&9e3x*4Iq)34{@N^O zHcJ*g!OPbtEc;GO$w&DFI9ob9E?;Mc1oyf63fYdEYkw=|XTG0K(l!G$hz~v1!}aE4GnUB(jk7xtKqK&20 zxWLCJkiDABGx2s;q9|?4ISL@o(f!e@-c!2MR8@m4=B?*9EA#Q3@2)by%=wzhtRJHD zElr7iF(K$6 z=7k?%?=(P`^`Jw>^N6PChQ%(0wL{Nr70-9Qw$*V7Tz<2}x(%EM(u<{7n4fdbjp#~6 z#1M{6p%icac#=l2$NQcuxT^pcx-+xGkV((Zs>JfmpIOG`8`DkDmvE}U}Cm1ibF zV=G2-TzaI$yU{*<%fsT>2JI8+5xz$8%+(^M692WEE1cQWBsWt@4sP?!n^L`4V$_6l zX4Xdj%5iK>dR_GT@v9TMa{@r@ROM(iP9OL>1U2XPv8->Jil=_e?_ud$VTt_u`kd_I zd9mRafw-QJRiT*1nQ`#uHpk0=Tqx^%%*^K=i?#oK!~rw+IIzA?*qGsSJqFRCywM`L z4s?mVt|wVs>K<%gx{RN7H&vSZi$K+$Mvk8%X1BiiEOf)O#X0)3j#>2jAJ8 z8`$5)dCDL2HCoMHO{r;{2TjjR+C=wLHY#wyPRI5!cA{hC?m0>gg8W@Y1(BRtmC2c zw*FGcRn)S1xYxIm6(ef>sx>feh^-<1msW@s=oX^q>SDP@pL}qireumcWND}RdpCCB z*S5>j2y)mAMyxvuZ0V2f+6yf2_vP?mr{%Yu8R2%NmuR}pvIxrlOn2@-{`t`_S?VCm z5Li;+zMUGg%c1#)!3H>k{L|_*WFdbJ37zxT)~or$KlKial~uHZf_ah9U0(^;cb~~h zZ~AW4R8;BNCWe(J(!1VthnFD_`Sf{GWHbQTpY%ixHwF`Lhrd%@>3O+-0Rk-JZa7rWD--Q-}*W1*FO#h?+;XTkt7$F&pH;MtakXB z5{Sg|qh0=z-t#iR_tQfh&<>zkQgL2ooJ{MpF{4eVPtkJI`h+Xrp`>{ciNvy0U)m{)3Z=u`nCj5tiLPi$vtq83bP9Uy?FXlRq3W4GPmUt4`N( zm4-5>&EtxUxqyLPk=Z=W3E!YwXIKPaxQ20V(D~7as0W@r``w{frx7b-&=*lUw8~wX z*QD`Hx3a*l7^Rkr;?}PuU%1I1sg`|e5$r|}b)wn<>cR)Rp1~6zAZ$`wYed=dH$dlh z&qGC?b}tWx%Px5MMSp6t5fuG>@<+`SOX`&K*~KrwYqMy10b>xbn>3GkH4k6~;+ATK z_TM9Qay+lRjUvC7Qi^Wb2w+NUAy#I676!$^JdZ;?g`er)AmPGaCr_!j^p8}(1y6A8 zTwTERhkhI15$s;GHJ<^NG_Cnzt8yELzE!u%lrgD4=Sj7JqZHfilSoFYcML-pm-Rr? ztP;@Nn}HB&$LtHD@GF6^fhV?yCj-WlD!vWYZXbk91uXW;<+9tuP<+_0E`N6@aFNBp z%%VBr)Mdi9e;8e)Q;-;F&R3f#CVg%m=V0lR6cj}L$x{7vpS|$VyE0vmwYEW4g=~oH z(D?APcKvs@1u+hwaUa43Ajr_UYiw6fPVsTN)wL7dJ?ukr^2a0H$Yxm5p#H;#_h*h^ z!@b+Yilwney>It!P#-X!UyTC|l7`Xki?T_4G=h&9nI{ZeEkS=&WehxMA6S#R!SJYz zidUuHL%CB_?nA)%ayazX9FwL$GryI5MIEH}FVeXV+o_XA7`XfK6Csh$B7`X^Y_9j* zV#m8)7R~z=DL#`eu~mJ>Pbw$AYK?WU`WT4bqV$5&?lcb{7$m z1wRudg!KJ)jalr-L$L+ z9~nHF!j|TGh8&TL!b~o1UyEJnu*FUPis7kQWuhuGk6JD72*864BCACBgn4W2)lz|s!8M&1D=;zt%H}5D5P5b24AKNqIj+D|L z2a`F(7SDJy_yWj(F~dY6qyrX1n-c(A_8tI$8;rhoL|okV?c&6LB*Kb$k=?sL)aRVo z4}L0c)XI!#Pew!NJThko(?ntEzH;@qdgpf$+kd@VMjJyUU!Cm$q{Ki&1zDemS{J$* z42h!Vz_A{es)-1|`LN`n^Q@^4MpPGc1gz7Zvyy7veD)8(99oHS&$~bZKZ8)*ffv_Z z%UfT3z6ZX!a^#|Nss+aUb|<8ka+Pgl$J5J`VNi@*!UN4z>12?mbkf1MeRK>tskhUt z+TVZ&`8-$wyNQNKK<2GF4dnY-Gk5gsTkD@2ooFu^@1E1h2oFxb8Ws!5|=Y*i< zeaq>-NwcgWtHgdET6vE*8|xq$5+G}Rm%xQjg^f-A^|KkoA2F&$$a64zI8d>G`Jd4` z86~UDF0$Vhc6s&N_Ia6svBCRBK7HkZQn;{$`^92t8vwZuY(5~&GouOM^=*m%A0Ss= zUanjvF4QdEadojX$k^KOES*E; zIP~2tlPBiuArA_VLjV5$OkoFlj_!-qs36! zs@}N2WOEODsAoH3_4#y}O0w2#2J?nQW@owMb$F9SZSu9c*8$n#UAR}bw=uqD@_tG{ z0n6?$n_%2K{R;bcbRBx&5HgJzJd+qLuic}%Fu|ZQZ zP19PssTm_D?l101D@*_qJ>V4$)x>wlt(Zc`5UXc_@9d|SbM`BkrYdI6B5k(X{umH) zLrZ%@Dhu-X6NO)VGGoR-qAnAdi?#>wTV&D~z=qm_O|#an4f-@qG?=sE+CzLOJ@Pfz zyh#X~H(sHsO7&X>%+yy-x;!n%Og49tQtq>+k1{hpKi8k+4>Cza@pXE{Kl>&y&D1q; z{nR#Ft^w84#@&|)gMZxQ>L~zuPjt}hx7wB(U(hainT8vJX{@iT>x!<6bi;CnUp^&Q%F zv$K%PfSi+8oFV-7x7Ggohx5xdX>&b=QV|coed$6~7=gQGotC7&5D%szDpHLPe$jwu z&!yInulwJ@yVeZ<_5lMdFzjJfHLjol(FjbYsUygqU-+m|M0i(Oy*%>Y}`;L zf#R;xhv2;MsKazKk&NQj6SK?}^mj9-sHkW|S3SEqza2;C*vq6}J`Pcx?lqtQfcWzWfJI z|MXVtBdj>7fC`ZNate=S6MFO|m>yX@$UssC$?#-hcudi^F4I{X9S3yrXs+$S(~sX% zDFMsD2?vE8 z{AzCZ=@<7g>bq0UzEWBXg0C&^n9Qu~v;5C3q%lwaM`emMRdu*JP5p0-bO?(R8!izDKq>{AfX&hr-S>;);toOtlk zAIpAbqjTkX?HIu_mai3CRDp)b988W8jX59|*!!WR6E#1O5C?r0g)6cXwVoqK@f-{H zX>bW}=2e|P-yW)w%%#^&FR@4U5Q~W88aE{$A@vl056O!+eWhH<<7&gs4u!lY^=RYx zbV2I;RJ9WnjFF$OjYhl!_T=-EAn$Y@-Q0xZa#YLFcH3#c5O@D4toq&F8-jVkX}aHJ z@5#WI-@O556i_}-O5ZTzww*?Pzxonc&?%X{^M|2)T0rU)1{7gdp@RQ!tvB8A(sDh9)fwj+PF7(=LGC^-Sxdw z*20A?%vtumK@DfwjCd$1yT%Tgqc@k;*immAfvszs|5&FNG7_gzul~V7tv8s{7W*t%mD$jv67Ju5$0rFE!lU~0E ze$;}WOJ>fI-r29Xh`U3W`uL$VoA{uif%gDydODqX-SvBmc~MEc`H>UF;oON9k_9Gk zsG0Qbx86|SW6Q_A?3t$LErinpcDEOA)6ha!zj};M{C5gC_rdh!N|hH8>zTc=%4th9f_k;yeT^^#aV7v#MM&w2T+3Wd;msw6LQ0 z?oVxRM(=x^L_oT)S6#(47geN!f;0_=Bx;4iM${+Uw_ z`NoIPC-h6lBs}Jj3E^rfXFQuv#iTrn*29El+c4|p!FRUgp%7l9@57Dc+@F?(@ALxR z$0k&VK#Wb{MfZ(w62~fgs8yx{TwqNMA@mXrR!8t9j zFORRWC*v9_>}|E$S#Ns%zUh3s3I8ggk(jD=ez+y@#xr>HkktGZLWEq)4TftFUMnl$ zxd(@ol-LNq+nQk`Aa$RTE(_)1j45{9w9v~v6shO+xV6vw2h+n|J*nKK8BV=a6D)3b z$rJBbe$@7DEBZzF!#|dY!R$S&6k3E@7+S*3Jo&70J2jb@Y5XI7Nl)Jo1c(=KcZ-~ymT&x_&J9xl;Y&BrZTjUqFsS{$TPJZn zDsf=9?=Rs(HQ?#tlj=LtwRYD}ilu6sQ<^8<@X|i?)|&(@`aeEjDexPD=+}Vp9;6dL z&Qv~-crz{RYKD1Il5+Ecw&>J}@Mqvs@6GYVRXg19=P znBv=qP_nStc!+74MO<=s*RAPKpu5KHAV*GlfanVx3UyYHV($QsiF)U+Wb^pGM?V(~ z85^f?d6kj^hNjRS3kRKqTUmr_FqBxbc*WvGSc~M^hV2dj>P@aB<3smUjj&q){{$Kq z=1_wyh}C6#$0e_o_03{(w5d0@w>e$?QA3n=39wv!8LIWkyr%@!hA#l-%yRb2_gu6Z zS24!4$0z-&`MK7m^lN5M#1`TD`sNRl6ze%1rF_}1)KIB#(q?}P<;W*hpvIg@w=)DK zsTJ50z&DSnHwEx&d$~Yx?3DBSYqn{EtsvDeZ%mfcor!Ar%w+o=#_h{w&If|XybesC z|7oPo{&snZ^Avs^1DDB|EN+PY@x+eL%5kLTw@+{*d(67O-=W%cHUB&<^>Wz3+6K`v zLw=NkPDEdUAMc1CS0c-=3B)K`m~nhzA7kF* zBl(Iew~LdF<{OE_c{&vUkrrqTgC2(HsXvg>6*?*D;9qfTExl@$eMJU`}P6<~QGiHvcQEiL{vN2>hNMm?%(_ zpP0Vd1Q@lK!Bf8u2`$(v-ah8ofh#9RuY9>`lJ+}5*M9T(gqW)P>K7b8Ju0$Xkz(qcEyGAyGXTkST-o&n3&Qb zxp_Cz!bJK0VGz#3?D6fW5}lWo(U9MjcHk^K%`FUTDl-v~jp~c%UQ4QUfu5fem-6&~ z=8xopWE90}3&3(Nh)HETGfUSAQh4i3|J&%>PgAQ1%_ZYMK14?}KU=p4?s0$lQz|2DEwG4 zfZF1~(wxQFOn_H#y7o^sMw7@LxPaz6CaTRP;;KDz{6>vTX{jUid6_T9I}7 z%2`-gd9EQVk7gY24xVLeXwB!mh@ri;Utk(=FulDuSqo zt%F;pbC(QMWTRqhVRJFMELB4rp=1(6*$jStUB+kre_gzUpwj)710&_XeY&B#nM}tO zv_k;wa?7&Ehq3H%%EZhZ*IiSaES+lO!D*QY?)#5K@E86f+?X5t!EBU@Ba#icomZtA z4c2h8y=MTRw*{E6V;@6P2OHa|8#;%yM-3iqhHv9tp8#5|IQw#<*j!Kf@ye0>hscpP{R)U%lARaIGSx1u9J zPZF|AvKNJ$=Mb~lDQc-c%muoLV!~N>ShHPC>-yh5#P7Uwcx{9LI{~(Re>ssC!xg$t zJOi({?XZM{5c7db9kTNiu}l2B=#st6>QqsZiSMzgMN-=Mg|~pT(x=oWQiNipiQ|y6xqoFM zLb#T=e2th&UbbK0&wjBF@+7*_-K~(gL5nmiw zXwr|Aksi_IRkTQ=fMns6hwhxf;cUmda>1KZI!VG@CO!k5@*Cfhc?G4dNc`2hK7Ax` zX1M0FRJJFPud;9U011dHSfZxc7)Q{F(*U1GP9M1o+sB$GpYHH?YMSnvzN7}B)W3S) zP_4)_D+`>It_erL?Ft<`9L@1OM z#^*JrWzkTX>}I{5`U4}Mv9o!d%DMHdU|Cjd0#>jS26U6I^W}Yl+({oUkf@Evy