From c3bb4b65ce7fbc8f43c9bb0a4134812734a5cb6f Mon Sep 17 00:00:00 2001 From: MStarmans91 Date: Mon, 28 Jun 2021 13:58:13 +0200 Subject: [PATCH 1/7] Some ordering and default config changes --- CHANGELOG | 10 ++++ WORC/WORC.py | 11 ++-- WORC/classification/SearchCV.py | 6 +- WORC/classification/construct_classifier.py | 8 +-- WORC/classification/fitandscore.py | 66 +++++++++++---------- WORC/facade/helpers/configbuilder.py | 2 +- WORC/facade/simpleworc.py | 6 +- 7 files changed, 61 insertions(+), 48 deletions(-) diff --git a/CHANGELOG b/CHANGELOG index d833c0e1..37e26075 100644 --- a/CHANGELOG +++ b/CHANGELOG @@ -6,6 +6,16 @@ All notable changes to this project will be documented in this file. The format is based on `Keep a Changelog `_ and this project adheres to `Semantic Versioning `_ +3.4.4 - Unreleased +------------------ + +Changed +~~~~~~~ +- Apply variance threshold selection before feature scaling, otherwise + variance is always the same for all features. +- RELIEF, selection using a model, PCA, and univariate testing default + use changed from 0.20 to 0.275. + 3.4.3 - 2021-06-02 ------------------ diff --git a/WORC/WORC.py b/WORC/WORC.py index aeb33d10..8ddf6688 100644 --- a/WORC/WORC.py +++ b/WORC/WORC.py @@ -355,16 +355,16 @@ def defaultconfig(self): config['Featsel'] = dict() config['Featsel']['Variance'] = '1.0' config['Featsel']['GroupwiseSearch'] = 'True' - config['Featsel']['SelectFromModel'] = '0.2' + config['Featsel']['SelectFromModel'] = '0.275' config['Featsel']['SelectFromModel_estimator'] = 'Lasso, LR, RF' config['Featsel']['SelectFromModel_lasso_alpha'] = '0.1, 1.4' config['Featsel']['SelectFromModel_n_trees'] = '10, 90' - config['Featsel']['UsePCA'] = '0.2' + config['Featsel']['UsePCA'] = '0.275' config['Featsel']['PCAType'] = '95variance, 10, 50, 100' - config['Featsel']['StatisticalTestUse'] = '0.2' + config['Featsel']['StatisticalTestUse'] = '0.275' config['Featsel']['StatisticalTestMetric'] = 'MannWhitneyU' config['Featsel']['StatisticalTestThreshold'] = '-3, 2.5' - config['Featsel']['ReliefUse'] = '0.2' + config['Featsel']['ReliefUse'] = '0.275' config['Featsel']['ReliefNN'] = '2, 4' config['Featsel']['ReliefSampleSize'] = '0.75, 0.2' config['Featsel']['ReliefDistanceP'] = '1, 3' @@ -450,10 +450,11 @@ def defaultconfig(self): # Based on https://towardsdatascience.com/doing-xgboost-hyper-parameter-tuning-the-smart-way-part-1-of-2-f6d255a45dde # and https://www.analyticsvidhya.com/blog/2016/03/complete-guide-parameter-tuning-xgboost-with-codes-python/ + # and https://medium.com/data-design/xgboost-hi-im-gamma-what-can-i-do-for-you-and-the-tuning-of-regularization-a42ea17e6ab6 config['Classification']['XGB_boosting_rounds'] = config['Classification']['RFn_estimators'] config['Classification']['XGB_max_depth'] = '3, 12' config['Classification']['XGB_learning_rate'] = config['Classification']['AdaBoost_learning_rate'] - config['Classification']['XGB_gamma'] = '0.01, 0.99' + config['Classification']['XGB_gamma'] = '0.01, 9.99' config['Classification']['XGB_min_child_weight'] = '1, 6' config['Classification']['XGB_colsample_bytree'] = '0.3, 0.7' diff --git a/WORC/classification/SearchCV.py b/WORC/classification/SearchCV.py index 47c8c500..42d913b8 100644 --- a/WORC/classification/SearchCV.py +++ b/WORC/classification/SearchCV.py @@ -592,6 +592,9 @@ def preprocess(self, X, y=None, training=False): if self.best_groupsel is not None: X = self.best_groupsel.transform(X) + if self.best_varsel is not None: + X = self.best_varsel.transform(X) + if not training and hasattr(self, 'overfit_scaler') and self.overfit_scaler: # Overfit the feature scaling on the test set # NOTE: Never use this in an actual model, only to assess how @@ -608,9 +611,6 @@ def preprocess(self, X, y=None, training=False): if self.best_scaler is not None: X = self.best_scaler.transform(X) - if self.best_varsel is not None: - X = self.best_varsel.transform(X) - if self.best_reliefsel is not None: X = self.best_reliefsel.transform(X) diff --git a/WORC/classification/construct_classifier.py b/WORC/classification/construct_classifier.py index ab3ddf49..bf74a511 100644 --- a/WORC/classification/construct_classifier.py +++ b/WORC/classification/construct_classifier.py @@ -325,8 +325,8 @@ def create_param_grid(config): scale=config['AdaBoost_n_estimators'][1]) param_grid['AdaBoost_learning_rate'] =\ - scipy.stats.uniform(loc=config['AdaBoost_learning_rate'][0], - scale=config['AdaBoost_learning_rate'][1]) + log_uniform(loc=config['AdaBoost_learning_rate'][0], + scale=config['AdaBoost_learning_rate'][1]) # XGDBoost parameters param_grid['XGB_boosting_rounds'] =\ @@ -338,8 +338,8 @@ def create_param_grid(config): scale=config['XGB_max_depth'][1]) param_grid['XGB_learning_rate'] =\ - scipy.stats.uniform(loc=config['XGB_learning_rate'][0], - scale=config['XGB_learning_rate'][1]) + log_uniform(loc=config['XGB_learning_rate'][0], + scale=config['XGB_learning_rate'][1]) param_grid['XGB_gamma'] =\ scipy.stats.uniform(loc=config['XGB_gamma'][0], diff --git a/WORC/classification/fitandscore.py b/WORC/classification/fitandscore.py index a91cbee8..22cf1f57 100644 --- a/WORC/classification/fitandscore.py +++ b/WORC/classification/fitandscore.py @@ -199,6 +199,7 @@ def fit_and_score(X, y, scoring, print("\n") print('#######################################') print('Starting fit and score of new workflow.') + para_estimator = parameters.copy() estimator = cc.construct_classifier(para_estimator) @@ -406,38 +407,6 @@ def fit_and_score(X, y, scoring, else: return ret - # ------------------------------------------------------------------------ - # Feature scaling - if verbose and para_estimator['FeatureScaling'] != 'None': - print(f'Fitting scaler and transforming features, method ' + - f'{para_estimator["FeatureScaling"]}.') - - scaling_method = para_estimator['FeatureScaling'] - if scaling_method == 'None': - scaler = None - else: - skip_features = para_estimator['FeatureScaling_skip_features'] - n_skip_feat = len([i for i in feature_labels[0] if any(e in i for e in skip_features)]) - if n_skip_feat == len(X_train[0]): - # Don't need to scale any features - if verbose: - print('[WORC Warning] Skipping scaling, only skip features selected.') - scaler = None - else: - scaler = WORCScaler(method=scaling_method, skip_features=skip_features) - scaler.fit(X_train, feature_labels[0]) - - if scaler is not None: - X_train = scaler.transform(X_train) - X_test = scaler.transform(X_test) - - del para_estimator['FeatureScaling'] - del para_estimator['FeatureScaling_skip_features'] - - # Delete the object if we do not need to return it - if not return_all: - del scaler - # -------------------------------------------------------------------- # Feature selection based on variance if para_estimator['Featsel_Variance'] == 'True': @@ -474,6 +443,39 @@ def fit_and_score(X, y, scoring, else: return ret + # ------------------------------------------------------------------------ + # Feature scaling + if verbose and para_estimator['FeatureScaling'] != 'None': + print(f'Fitting scaler and transforming features, method ' + + f'{para_estimator["FeatureScaling"]}.') + + scaling_method = para_estimator['FeatureScaling'] + if scaling_method == 'None': + scaler = None + else: + skip_features = para_estimator['FeatureScaling_skip_features'] + n_skip_feat = len([i for i in feature_labels[0] if any(e in i for e in skip_features)]) + if n_skip_feat == len(X_train[0]): + # Don't need to scale any features + if verbose: + print('[WORC Warning] Skipping scaling, only skip features selected.') + scaler = None + else: + scaler = WORCScaler(method=scaling_method, skip_features=skip_features) + scaler.fit(X_train, feature_labels[0]) + + if scaler is not None: + X_train = scaler.transform(X_train) + X_test = scaler.transform(X_test) + + del para_estimator['FeatureScaling'] + del para_estimator['FeatureScaling_skip_features'] + + # Delete the object if we do not need to return it + if not return_all: + del scaler + + # -------------------------------------------------------------------- # Relief feature selection, possibly multi classself. # Needs to be done after scaling! diff --git a/WORC/facade/helpers/configbuilder.py b/WORC/facade/helpers/configbuilder.py index a42f824a..25245782 100644 --- a/WORC/facade/helpers/configbuilder.py +++ b/WORC/facade/helpers/configbuilder.py @@ -191,7 +191,7 @@ def _debug_config_overrides(self): 'n_jobspercore': '10', 'n_splits': '2' }, - 'Ensemble': {'Use': '1'} + 'Ensemble': {'Use': '2'} } # Additionally, turn queue reporting system on diff --git a/WORC/facade/simpleworc.py b/WORC/facade/simpleworc.py index a3efe3e4..8d78582a 100644 --- a/WORC/facade/simpleworc.py +++ b/WORC/facade/simpleworc.py @@ -392,7 +392,7 @@ def _set_and_validate_estimators(self, estimators, scoring_method, method, coars """ # validate if 'classification' in method: - valid_estimators = ['SVM', 'RF', 'SGD', 'LR', 'LDA', 'QDA', 'GaussianNB', 'ComplementNB', 'AdaBoostClassifier', 'XGBClassifier', 'RankedSVM'] + valid_estimators = ['SVM', 'RF', 'SGD', 'LR', 'LDA', 'QDA', 'GaussianNB', 'ComplementNB', 'AdaBoostClassifier', 'XGBClassifier'] elif method == 'regression': valid_estimators = ['SVR', 'RFR', 'ElasticNet', 'Lasso', 'SGDR', 'XGBRegressor', 'AdaBoostRegressor', 'LinR', 'Ridge'] else: @@ -471,7 +471,7 @@ def binary_classification(self, estimators=None, if coarse and estimators is None: estimators = ['SVM'] elif estimators is None: - estimators = ['SVM', 'RF', 'SGD', 'LR', 'LDA', 'QDA', 'GaussianNB', 'ComplementNB', 'AdaBoostClassifier', 'XGBClassifier', 'RankedSVM'] + estimators = ['SVM', 'RF', 'LR', 'LDA', 'QDA', 'GaussianNB', 'AdaBoostClassifier', 'XGBClassifier'] self._set_and_validate_estimators(estimators, scoring_method, 'binary_classification', coarse) @@ -498,7 +498,7 @@ def multiclass_classification(self, estimators=None, if coarse and estimators is None: estimators = ['SVM'] elif estimators is None: - estimators = ['SVM', 'RF', 'SGD', 'LR', 'LDA', 'QDA', 'GaussianNB', 'ComplementNB', 'AdaBoostClassifier', 'XGBClassifier', 'RankedSVM'] + estimators = ['SVM', 'RF', 'LR', 'LDA', 'QDA', 'GaussianNB', 'AdaBoostClassifier', 'XGBClassifier'] self._set_and_validate_estimators(estimators, scoring_method, 'multiclass_classification', coarse) From 9e0e8d05b7d07776eccc1e04b5e3ca36ba2949e6 Mon Sep 17 00:00:00 2001 From: MStarmans91 Date: Wed, 30 Jun 2021 10:04:18 +0200 Subject: [PATCH 2/7] Additional options for image plotting. --- WORC/plotting/plot_images.py | 62 +++++++++++++++++++++++++++++------- 1 file changed, 51 insertions(+), 11 deletions(-) diff --git a/WORC/plotting/plot_images.py b/WORC/plotting/plot_images.py index 00e9e221..b60f1041 100644 --- a/WORC/plotting/plot_images.py +++ b/WORC/plotting/plot_images.py @@ -53,17 +53,24 @@ def extract_boundary(contour, radius=2): def slicer(image, mask=None, output_name=None, output_name_zoom=None, thresholds=[-240, 160], zoomfactor=4, dpi=500, normalize=False, expand=False, boundary=False, square=False, flip=True, - alpha=0.40, index=None, color='cyan'): + alpha=0.40, axis='axial', index=None, color='cyan'): """Plot slice of image where mask is largest, with mask as overlay. image and mask should both be arrays """ # Determine figure size by spacing - spacing = float(image.GetSpacing()[0]) - imsize = [float(image.GetSize()[0]), float(image.GetSize()[1])] - figsize = (imsize[0]*spacing/100.0, imsize[1]*spacing/100.0) + spacing = [float(image.GetSpacing()[0]), float(image.GetSpacing()[1]), float(image.GetSpacing()[2])] + imsize = [float(image.GetSize()[0]), float(image.GetSize()[1]), float(image.GetSize()[2])] + + if axis == 'axial': + figsize = (imsize[0]*spacing[0]/100.0, imsize[1]*spacing[1]/100.0) + elif axis == 'coronal': + figsize = (imsize[0]*spacing[0]/100.0, imsize[2]*spacing[2]/100.0) + elif axis == 'transversal': + figsize = (imsize[1]*spacing[1]/100.0, imsize[2]*spacing[2]/100.0) # Convert images to numpy arrays + figsize = (30, 1) image = sitk.GetArrayFromImage(image) if mask is not None: mask = sitk.GetArrayFromImage(mask) @@ -76,14 +83,40 @@ def slicer(image, mask=None, output_name=None, output_name_zoom=None, # Determine which axial slice has the largest area if index is None: if mask is not None: - areas = np.sum(mask, axis=1).tolist() + if axis == 'axial': + areas = np.sum(mask, axis=2).tolist() + elif axis == 'coronal': + areas = np.sum(mask, axis=1).tolist() + elif axis == 'transversal': + areas = np.sum(mask, axis=0).tolist() + index = areas.index(max(areas)) else: - index = int(image.shape[0]/2) + if axis == 'axial': + index = int(image.shape[2]/2) + elif axis == 'coronal': + index = int(image.shape[1]/2) + elif axis == 'transversal': + index = int(image.shape[0]/2) + + if axis == 'axial': + imslice = image[index, :, :] + elif axis == 'coronal': + imslice = image[:, index, :] + elif axis == 'transversal': + imslice = image[:, :, index] + else: + raise ValueError(f'{axis} is not a valid value for the axis, should be axial, coronal, or transversal.') - imslice = image[index, :, :] if mask is not None: - maskslice = mask[index, :, :] + if axis == 'axial': + maskslice = mask[index, :, :] + elif axis == 'coronal': + maskslice = mask[:, index, :] + elif axis == 'transversal': + maskslice = mask[:, :, index] + else: + raise ValueError(f'{axis} is not a valid value for the axis, should be axial, coronal, or transversal.') else: maskslice = None @@ -142,9 +175,12 @@ def slicer(image, mask=None, output_name=None, output_name_zoom=None, maskslice = sitk.Expand(maskslice, newsize) # Adjust the size - spacing = float(imslice.GetSpacing()[0]) - imsize = [float(imslice.GetSize()[0]), float(imslice.GetSize()[1])] - figsize = (imsize[0]*spacing/100.0, imsize[1]*spacing/100.0) + if axis == 'axial': + figsize = (imsize[0]*spacing[0]/100.0, imsize[1]*spacing[1]/100.0) + elif axis == 'coronal': + figsize = (imsize[0]*spacing[0]/100.0, imsize[2]*spacing[2]/100.0) + elif axis == 'transversal': + figsize = (imsize[1]*spacing[1]/100.0, imsize[2]*spacing[2]/100.0) imslice = sitk.GetArrayFromImage(imslice) if mask is not None: @@ -206,6 +242,10 @@ def plot_im_and_overlay(image, mask=None, figsize=(3, 3), alpha=0.40, if mask is not None: ax.imshow(mask, cmap=cmap, norm=normO, alpha=alpha, interpolation="bilinear") + # Alter aspect ratio according to figure size + aspect = figsize[0]/figsize[1] + ax.set_aspect(aspect) + # Set locator to zero to make sure padding is removed upon saving ax.xaxis.set_major_locator(NullLocator()) ax.yaxis.set_major_locator(NullLocator()) From a2bd30021e5089d6cbb15a060c8e10a4943236e7 Mon Sep 17 00:00:00 2001 From: MStarmans91 Date: Wed, 30 Jun 2021 10:44:08 +0200 Subject: [PATCH 3/7] Documentation update --- CHANGELOG | 5 ++ WORC/doc/static/faq.rst | 75 ++++++++++++++++++- WORC/doc/static/quick_start.rst | 23 ++++-- .../WORCTutorialSimple_travis_multiclass.py | 6 +- 4 files changed, 96 insertions(+), 13 deletions(-) diff --git a/CHANGELOG b/CHANGELOG index 37e26075..d725338b 100644 --- a/CHANGELOG +++ b/CHANGELOG @@ -16,6 +16,11 @@ Changed - RELIEF, selection using a model, PCA, and univariate testing default use changed from 0.20 to 0.275. +Added +~~~~~~~ +- Functionality in plotting images functions. +- Documentation on how to use your own features. + 3.4.3 - 2021-06-02 ------------------ diff --git a/WORC/doc/static/faq.rst b/WORC/doc/static/faq.rst index 121fb8de..b2be377a 100644 --- a/WORC/doc/static/faq.rst +++ b/WORC/doc/static/faq.rst @@ -11,8 +11,8 @@ PyRadiomics, require numpy during their installation. To solve this issue, simply first install numpy before installing WORC or any of the dependencies , i.e. ``pip install numpy`` or ``conda install numpy`` when using Anaconda. -Execution -------------- +Execution errors +---------------- My experiment crashed, where to begin looking for errors? ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ @@ -54,8 +54,11 @@ for the NGTDM: See also my fork of PyRadiomics, which you can also install to fix the issue: https://github.com/MStarmans91/pyradiomics. +Other +----- + I am working on the BIGR cluster and would like some jobs to be submitted to different queues -~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~ +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ Unfortunately, fastr does not support giving a queue argument per job. In general, we assume you would like all your jobs to be run on the day queue, which you can set as the default, and only the classify job on the week queue. @@ -77,3 +80,69 @@ The only solution we currently have is to manually hack this into fastr: queue = 'week' else: queue = self.default_queue + +Can I use my own features instead of the standard ``WORC`` features? +^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^ +``WORC`` also includes an option to use your own features instead of the default +features included. ``WORC`` will than simply start at the data mining +(e.g. classification, regression) step, and thus after the normal +feature extraction. This requires three things + + +1. Convert your features to the default ``WORC`` format +""""""""""""""""""""""""""""""""""""""""""""""""""""""""" +``WORC`` expects your features per patient in a .hdf5 file, containing a ``pandas`` series +with at least a ``feature_values`` and a ``feature_labels`` object. The +``feature_values`` object should be a list containing your feature values, +the ``feature_labels`` object a list with the corresponding featuree labels. +Below an example on how to create such a series. + +.. code-block:: python + + # Dummy variables + feature_values = [1, 1.5, 25, 8] + feature_labels ['label_feature_1', 'label_feature_2', 'label_feature_3', + 'label_feature_4'] + + # Output filename + output = 'test.hdf5' + + # Converting features to pandas series and saving + panda_data = pd.Series([feature_values, + feature_labels], + index=['feature_values', 'feature_labels'], + name='Image features' + ) + + panda_data.to_hdf(output, 'image_features') + +2. Alter feature selection on the feature labels +""""""""""""""""""""""""""""""""""""""""""""""""""" +``WORC`` by default includes groupwise feature selection, were groups of +features are randomly turned on or off. Since your feature labels are probably +not in the default included values, you should turn this of. This can be done +by setting the ``config['Featsel']['GroupwiseSearch']`` to ``"False"``. + +Alternatively, you can use default feature labels in ``WORC`` and still use +the groupwise feature selection. This is relatively simple: for example, +shape features are recognized by looking for ``"sf_"`` in the feature label +name. To see which labels are exactly used, please see +:py:mod:`WORC.featureprocessing.SelectGroups` and the SelectFeatGroup section in the +:ref:`Config chapter `. + +3. Tell ``WORC`` to use your feature and not compute the default ones +""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""""" +To this end, ``SimpleWORC``, and therefore also ``BasicWORC``, include the +function ``features_from_this_directory()``. See also the +:ref:`quick start guide `. As explained in the WORCTutorial, +a default structure of your ``featuresdatadir`` folder is expected in this +function: there should be a subfolder for each patient, in which the feature +file should be. The feature file can have a fixed name, but wildcard are +allowed in the search, see also the documentation of the ``features_from_this_directory()`` +function. + +Altneratively, when using ``BasicWORC``, you can append dictionaries to the +``features_train`` object. Each dictionary you append should have as keys +the patient names, and as values the paths to the feature files, e.g. +``feature_dict = {'Patient1': '/path/to/featurespatient1.hdf5', +'Patient2': '/path/to/someotherrandandomfolderwith/featurespatient2.hdf5'...}``. diff --git a/WORC/doc/static/quick_start.rst b/WORC/doc/static/quick_start.rst index b77c9ab0..7a834fa1 100644 --- a/WORC/doc/static/quick_start.rst +++ b/WORC/doc/static/quick_start.rst @@ -1,3 +1,5 @@ +.. _quickstart-chapter: + Quick start guide ================= @@ -89,8 +91,9 @@ First, import WORC and some additional python packages. # Define the folder this script is in, so we can easily find the example data script_path = os.path.dirname(os.path.abspath(__file__)) - # Determine whether you would like to use WORC for classification or regression - modus = 'classification' + # Determine whether you would like to use WORC for binary_classification, + # multiclass_classification or regression + modus = 'binary_classification' Input ````` @@ -139,13 +142,17 @@ Identify our data structure: change the fields below accordingly if you use your label_file = os.path.join(data_path, 'Examplefiles', 'pinfo_HN.csv') # Name of the label you want to predict - if modus == 'classification': + if modus == 'binary_classification': # Classification: predict a binary (0 or 1) label - label_name = 'imaginary_label_1' + label_name = ['imaginary_label_1'] elif modus == 'regression': # Regression: predict a continuous label - label_name = 'Age' + label_name = ['Age'] + + elif modus == 'multiclass_classification': + # Multiclass classification: predict several mutually exclusive binaru labels together + label_name = ['imaginary_label_1', 'complement_label_1'] # Determine whether we want to do a coarse quick experiment, or a full lengthy # one. Again, change this accordingly if you use your own data. @@ -176,11 +183,13 @@ After defining the inputs, the following code can be used to run your first expe experiment.labels_from_this_file(label_file) experiment.predict_labels([label_name]) - # Use the standard workflow for binary classification or regression - if modus == 'classification': + # Use the standard workflow for your specific modus + if modus == 'binary_classification': experiment.binary_classification(coarse=coarse) elif modus == 'regression': experiment.regression(coarse=coarse) + elif modus == 'multiclass_classification': + experiment.multiclass_classification(coarse=coarse) # Set the temporary directory experiment.set_tmpdir(tmpdir) diff --git a/WORC/tests/WORCTutorialSimple_travis_multiclass.py b/WORC/tests/WORCTutorialSimple_travis_multiclass.py index a8184b0c..42ba545c 100644 --- a/WORC/tests/WORCTutorialSimple_travis_multiclass.py +++ b/WORC/tests/WORCTutorialSimple_travis_multiclass.py @@ -80,7 +80,7 @@ def main(): label_file = os.path.join(data_path, 'Examplefiles', 'pinfo_HN.csv') # Name of the label you want to predict - if modus == 'classification': + if modus == 'binary_classification': # Classification: predict a binary (0 or 1) label label_name = ['imaginary_label_1'] @@ -132,8 +132,8 @@ def main(): experiment.labels_from_this_file(label_file) experiment.predict_labels(label_name) - # Use the standard workflow for binary classification - if modus == 'classification': + # Use the standard workflow for your specific modus + if modus == 'binary_classification': experiment.binary_classification(coarse=coarse) elif modus == 'regression': experiment.regression(coarse=coarse) From 9a733a221903dd5ecc87692d9fd15a3cf2ec8f07 Mon Sep 17 00:00:00 2001 From: MStarmans91 Date: Wed, 30 Jun 2021 10:50:19 +0200 Subject: [PATCH 4/7] Update faq.rst --- WORC/doc/static/faq.rst | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/WORC/doc/static/faq.rst b/WORC/doc/static/faq.rst index b2be377a..4f76cf55 100644 --- a/WORC/doc/static/faq.rst +++ b/WORC/doc/static/faq.rst @@ -127,7 +127,7 @@ Alternatively, you can use default feature labels in ``WORC`` and still use the groupwise feature selection. This is relatively simple: for example, shape features are recognized by looking for ``"sf_"`` in the feature label name. To see which labels are exactly used, please see -:py:mod:`WORC.featureprocessing.SelectGroups` and the SelectFeatGroup section in the +:source:`WORC.featureprocessing.SelectGroups` and the SelectFeatGroup section in the :ref:`Config chapter `. 3. Tell ``WORC`` to use your feature and not compute the default ones From a29efba160403a1be5cab6f74e95a392ea796121 Mon Sep 17 00:00:00 2001 From: MStarmans91 Date: Wed, 30 Jun 2021 11:29:50 +0200 Subject: [PATCH 5/7] Update groupwise search docstring --- WORC/doc/static/faq.rst | 2 +- WORC/featureprocessing/SelectGroups.py | 23 +++++++++++++++++++++++ 2 files changed, 24 insertions(+), 1 deletion(-) diff --git a/WORC/doc/static/faq.rst b/WORC/doc/static/faq.rst index 4f76cf55..b2be377a 100644 --- a/WORC/doc/static/faq.rst +++ b/WORC/doc/static/faq.rst @@ -127,7 +127,7 @@ Alternatively, you can use default feature labels in ``WORC`` and still use the groupwise feature selection. This is relatively simple: for example, shape features are recognized by looking for ``"sf_"`` in the feature label name. To see which labels are exactly used, please see -:source:`WORC.featureprocessing.SelectGroups` and the SelectFeatGroup section in the +:py:mod:`WORC.featureprocessing.SelectGroups` and the SelectFeatGroup section in the :ref:`Config chapter `. 3. Tell ``WORC`` to use your feature and not compute the default ones diff --git a/WORC/featureprocessing/SelectGroups.py b/WORC/featureprocessing/SelectGroups.py index 9dbb616c..40b267a4 100644 --- a/WORC/featureprocessing/SelectGroups.py +++ b/WORC/featureprocessing/SelectGroups.py @@ -24,6 +24,29 @@ class SelectGroups(BaseEstimator, SelectorMixin): ''' Object to fit feature selection based on the type group the feature belongs to. The label for the feature is used for this procedure. + + The following groups can be selected, and are detected through looking for + the following substrings in the feature label: + - histogram_features: hf_ + - shape_features: sf_ + - orientation_features: of_ + - semantic_features: semf_ + - dicom_features: df_ + - coliage_features_ cf_ + - phase_features: phasef_ + - vessel_features: vf_ + - texture_Gabor_features: Gabor + - texture_GLCM_features: GLCM_ + - texture_GLCMMS_features: GLCMMS_ + - texture_GLRLM_features: GLRLM_ + - texture_GLSZM_features: GLSZM_ + - texture_GLDZM_features: GLDZM_ + - texture_NGTDM_features: NGTDM_ + - texture_NGLDM_features: NGLDM_ + - texture_LBP_features: LBP_ + - fractal_features: fracf_ + - location_features: locf_ + - RGRD_features: rgrdf_ ''' def __init__(self, parameters, toolboxes=['PREDICT']): ''' From 8f291caf412b781760bc924aa76ff025b0813e25 Mon Sep 17 00:00:00 2001 From: MStarmans91 Date: Thu, 1 Jul 2021 10:56:06 +0200 Subject: [PATCH 6/7] Prepare for 3.4.4 release. --- CHANGELOG | 8 +- README.md | 2 +- README.rst | 2 +- .../autogen/WORC.featureprocessing.doctree | Bin 264383 -> 279763 bytes .../doctrees/autogen/WORC.plotting.doctree | Bin 151962 -> 152054 bytes WORC/doc/_build/doctrees/environment.pickle | Bin 2870214 -> 2877958 bytes .../_build/doctrees/static/changelog.doctree | Bin 143866 -> 147770 bytes .../doctrees/static/configuration.doctree | Bin 370369 -> 370385 bytes .../doctrees/static/quick_start.doctree | Bin 40558 -> 43175 bytes WORC/doc/_build/html/.buildinfo | 2 +- .../_modules/WORC/IOparser/config_WORC.html | 4 +- .../WORC/IOparser/config_io_classifier.html | 4 +- .../WORC/IOparser/config_preprocessing.html | 4 +- .../WORC/IOparser/config_segmentix.html | 4 +- .../html/_modules/WORC/IOparser/file_io.html | 4 +- WORC/doc/_build/html/_modules/WORC/WORC.html | 15 +- .../html/_modules/WORC/addexceptions.html | 4 +- .../WORC/classification/AdvancedSampler.html | 4 +- .../WORC/classification/ObjectSampler.html | 4 +- .../WORC/classification/RankedSVM.html | 4 +- .../WORC/classification/SearchCV.html | 10 +- .../classification/construct_classifier.html | 12 +- .../classification/createfixedsplits.html | 4 +- .../WORC/classification/crossval.html | 4 +- .../WORC/classification/estimators.html | 4 +- .../WORC/classification/fitandscore.html | 70 +-- .../_modules/WORC/classification/metrics.html | 4 +- .../parameter_optimization.html | 4 +- .../WORC/classification/trainclassifier.html | 4 +- .../_modules/WORC/detectors/detectors.html | 4 +- .../WORC/exampledata/datadownloader.html | 4 +- .../WORC/featureprocessing/Imputer.html | 4 +- .../WORC/featureprocessing/Relief.html | 4 +- .../WORC/featureprocessing/SelectGroups.html | 27 +- .../featureprocessing/SelectIndividuals.html | 4 +- .../StatisticalTestFeatures.html | 4 +- .../StatisticalTestThreshold.html | 4 +- .../featureprocessing/VarianceThreshold.html | 4 +- .../_modules/WORC/plotting/compute_CI.html | 4 +- .../_modules/WORC/plotting/linstretch.html | 4 +- .../html/_modules/WORC/plotting/plot_ROC.html | 4 +- .../_modules/WORC/plotting/plot_barchart.html | 4 +- .../_modules/WORC/plotting/plot_images.html | 75 ++- .../WORC/plotting/plot_ranked_scores.html | 4 +- .../_modules/WORC/plotting/scatterplot.html | 4 +- .../processing/ExtractNLargestBlobsn.html | 4 +- .../_modules/WORC/processing/classes.html | 4 +- .../WORC/processing/label_processing.html | 4 +- .../fastr_tests/CalcFeatures_test.html | 4 +- .../resources/fastr_tests/elastix_test.html | 4 +- .../resources/fastr_tests/segmentix_test.html | 4 +- .../html/_modules/WORC/tools/Elastix.html | 4 +- .../html/_modules/WORC/tools/Evaluate.html | 4 +- .../html/_modules/WORC/tools/Slicer.html | 4 +- .../html/_modules/WORC/tools/Transformix.html | 4 +- .../WORC/tools/createfixedsplits.html | 4 +- WORC/doc/_build/html/_modules/index.html | 4 +- .../html/_sources/static/quick_start.rst.txt | 28 +- .../html/_static/documentation_options.js | 2 +- .../_build/html/autogen/WORC.IOparser.html | 4 +- .../html/autogen/WORC.classification.html | 4 +- WORC/doc/_build/html/autogen/WORC.config.html | 4 +- .../_build/html/autogen/WORC.detectors.html | 4 +- .../_build/html/autogen/WORC.exampledata.html | 4 +- WORC/doc/_build/html/autogen/WORC.facade.html | 4 +- .../html/autogen/WORC.featureprocessing.html | 30 +- WORC/doc/_build/html/autogen/WORC.html | 4 +- .../_build/html/autogen/WORC.plotting.html | 6 +- .../_build/html/autogen/WORC.processing.html | 4 +- .../autogen/WORC.resources.fastr_tests.html | 4 +- .../autogen/WORC.resources.fastr_tools.html | 4 +- .../_build/html/autogen/WORC.resources.html | 4 +- WORC/doc/_build/html/autogen/WORC.tools.html | 4 +- WORC/doc/_build/html/genindex.html | 4 +- WORC/doc/_build/html/index.html | 91 ++-- WORC/doc/_build/html/objects.inv | Bin 6259 -> 6269 bytes WORC/doc/_build/html/py-modindex.html | 4 +- WORC/doc/_build/html/search.html | 4 +- WORC/doc/_build/html/searchindex.js | 2 +- WORC/doc/_build/html/static/changelog.html | 465 ++++++++++-------- .../doc/_build/html/static/configuration.html | 14 +- .../_build/html/static/file_description.html | 4 +- WORC/doc/_build/html/static/introduction.html | 4 +- WORC/doc/_build/html/static/quick_start.html | 35 +- WORC/doc/_build/html/static/user_manual.html | 4 +- .../WORC.config_Classification_defopts.rst | 2 +- .../config/WORC.config_Featsel_defopts.rst | 8 +- WORC/doc/static/quick_start.rst | 5 +- WORC/featureprocessing/ICCThreshold.py | 4 +- WORC/featureprocessing/Relief.py | 4 +- WORC/featureprocessing/SelectGroups.py | 4 +- WORC/featureprocessing/SelectIndividuals.py | 2 +- .../StatisticalTestThreshold.py | 2 +- WORC/featureprocessing/VarianceThreshold.py | 2 +- WORC/plotting/plot_images.py | 9 +- setup.py | 2 +- version | 2 +- 97 files changed, 677 insertions(+), 501 deletions(-) diff --git a/CHANGELOG b/CHANGELOG index d725338b..49cf6627 100644 --- a/CHANGELOG +++ b/CHANGELOG @@ -6,9 +6,15 @@ All notable changes to this project will be documented in this file. The format is based on `Keep a Changelog `_ and this project adheres to `Semantic Versioning `_ -3.4.4 - Unreleased +3.4.4 - 2021-07-01 ------------------ +Fixed +~~~~~ +- Bug where most recent added estimators were not valid in SimpleWORC. +- SelectorMixin is now imported directly from sklearn.feature_selection, + as sklearn.feature_selection.base is deprecated and will be removed. + Changed ~~~~~~~ - Apply variance threshold selection before feature scaling, otherwise diff --git a/README.md b/README.md index 51654616..4852f7b6 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,4 @@ -# WORC v3.4.3 +# WORC v3.4.4 ## Workflow for Optimal Radiomics Classification ## Information diff --git a/README.rst b/README.rst index 5d9a902c..070f0780 100644 --- a/README.rst +++ b/README.rst @@ -1,4 +1,4 @@ -WORC v3.4.3 +WORC v3.4.4 =========== Workflow for Optimal Radiomics Classification diff --git a/WORC/doc/_build/doctrees/autogen/WORC.featureprocessing.doctree b/WORC/doc/_build/doctrees/autogen/WORC.featureprocessing.doctree index b25a75e23165afd4636dffc50125ee13a87fa04d..3ac1215543a3d0905090d3a04e24e6256dc73e93 100644 GIT binary patch delta 26180 zcmc&+dw3K@wog|Dl1VbW0wg4Xgoj8F2zir)yq^+?h~f&U5FjvVLINb9xVr{K*C=5X zCsK&)f{KU_(D)if6i`tCMOgPLiU{}?6vPErS61&iRo&B7(+zyN|6IP0&UDqO^E>BP zr%zW^clGv_-QK^m`;yzVHc}GWFGvf*e{9KME$8_=$Q5hYw$-Fd^Wv*LH3_pC>gpP9 ztgWA&FndA6!g-AeGpg$orq?7i*3{L^XsVexETOu7WENLTx?B158bI(?U>ES3SL^F1yVWa(!E~r&sI$qY1Zn zZ(G{-=e8l9PI|xOpde3-9>-4KPg48nv3MF+84N|wkA$C^hc2A1FNWzXbkY3dNlk)Xb`#$*WV^7J3r((P(}Q)zgyMv0JqP_ihYv8%&|v zk;&d;R}Wy@!?lp+;T%HcDYDU1J+DUMsL_$5>k-7@s9RtYi646%*f3S#*5|@siw+YA z>A>GA9kY2Gm5%fa(~&080hobogn%VeF2Y8ih6S}X^-a)q4fPTy4UU}rMdGBlb3@Ci z)nwu=xH-3WnQ50Ndg z14WMfJSFiH>Cn#dsMV>u8JTH!V5XA=2;3NFDmyPZu#~gPd_@Ix=%mVy0VQ6Nwgk9oX=(prl!i783}g1%Io2d=|(@aP7?Gjj z^&@3Q1Zs^xJ$cvx|y0V!;v5@#Yi{0;$?SRd!Ek0 zXIo8kAO)R4<-+MwLO~ZVlwh%5&agV=8URd7u;|4T@LbeM*3R;DYNe)g*eUp1?UXnt zi!PMo&>|(t(Uia>7Y?@kevw{?n&+u*wE7@BfuB3}Lyp-G;6b;*W|lh+bznzsN>DRU zE|CJ9gvel^)qk#XQ|iRch4LG6qa-*$4_e5+xK)dnf;0lm%1XKL9kJ)4nnoC9NeOO| zBR4Z8Zo1prNaQ$Ff*G@*d2=8;)P%x_!QUz?^-io@D6b(aN@7FQh11Q;n0- z4R%ex2t9q9YHq??*VOXr=?x1cmiW2D@M?v@6S#Ddwti=I-Uh}rccU?h=6I$Hn776D z$??h09RlW#0X;!)B_0U%L@09f#;tCNg-1L1X%OM^09dC5Hb}q zAy&w!t$x#V3`pzjZOqes*wQWR3+e#4g{oLB+;fyi55bp(MCW|AfUk_;KEs^ z3SvYK8FB6qGHYZ)%#aCe?HDpPA+T?)Gh=9rKg$@VsEloJV(fx>8A2x2pO`T(ueCAO z3rbg8j5&r(3`=-|^cFt%vC(51pf)G=M^1#>M#kCJMm(oA~H0c|vx6Pb45=}6Rs@(Cr~B(3LJ>)Ea3e)#yC}}y4-=Pw2NfrG|0*k z{?$yt4&$i&Y^tr+x6B+2o!6bn6)3)3VmH4ASD{P zBaIcV*3z{!?~zSYSiuT1j!pbK>BSm~=~%J~aG%pMla_%CxWMd*)$hZfaaGo=>H0SP z7AW&C&B7V$f3+6Hl6H|aR{nQ#nR|)coK?T6X1`-u#9@3Sm8n&vHRzLxx+<~{JABytY^9G~pnabJJ*J%X)&n52R@~cdxtHE2IvuVaPon2bV0W*KfnLUVC$~p>=k0g<{$~T3M_p+k400*y z?7&!>=>6j}69nIAe`s7~f2bRg&USvQMfnOIBa?$&WuiezI-m9x;F(zPFHC12Z6=3Z zR||m&ia;#rDNOgB-9q|kuIWNznj#U;C3r}&@h7wp0>^cP7 zi=M|yZ(+qiR`8S-;#R!%o_;%@tN;wN|B~)i`tM9T`ItPMF1l`Ay0_pZqwBUjOIpY? zfR0hN&cbTPp8-*}2Fk1`TazwD*|*P;0q(VOa}i}~5s$Ki+)5urS%pSU8YUf2_cpv@ znDn`iG-w*@{u3EN{+lks=eVW%Tsnr27Rye5OCs5hb6Q_58h^)o6Mh}7#8DXg=p}NA z)=ShD?1&-&gYopG;>eelBk6t8GOT#|S_Wl>wIq?9+)D0rT@EtPLFE~2ekDm|B|fq- zq*8;Dk__LpZDfcRI#ozqkI0E#^oe*HSBd#xQic!WYlId$Pl(i`$Us>0h>(Ql@IoFL z+9Y=1doon6y@uC%cQk~!OHhdjj)@uG2ebOKB{5pKTQQu6#seAt(D40z2kEPk_6&BQ z71B(XtEHU zRuLW{iH;DZ1OXoXj(T-!&~u75k+9fDd!M?_~@9U(iB!8_uHOtT{**xoQms!zK} zEL**oRFXPg<@;qX>8b@cgF=@7J{iIaG}@Ex7^V%@{w(n3dN8%al!MVV~rKC%t|`tsi+cWUs%yEJboJF}lG)ZRtrMzU_tYoTO!CIf-3 z?1q1k#o8xWk?b8A6YSn?d2=X}#k^0(X~(fPU9IsJCii07-zSe~=g_iC?~M!5e#T!T z0_EU(?ah{kQzK*|`ET$3rz+UAf0G=le+LFG>ZNrPGSg;g1Hm>PEpLD+R35Pj$(atXsT9)C~>SHio|PUgeBdk z3?kQ#V%=|{$*$Z{(3O+Gq*bG7B0F}Fynt#(Hq$u2y8R!Ka;usWA?KD#^G12wd-e9M*`dX2uGJ_VqpunzGR^OwfH8Ta z*pca^ko|m^ybLG2XODbJ7Ll!^M0$T=lyAim60MQlqeNPN0kw$We4E3ogNJq~vnXyK z<)=6)3|I&X(vQK@Y4+)-WQh0G$3xxE%GyMhSBrR-KQ#*D9F0vLNQ&95pONw5_i4r( z2Cc=c|364J+wldA8%`8!ZqttmpOa?NDNFdFWwEiz8qZCg+4}d$H7NfYB>ScDK->7@ zu3As=b6QJRx0dDiF*1wis1&R;0xn4i!VLlgZZzxiHA&Kji9$?GS{4tsa|#pZBqjz~ zOz4#WWyala78#LQ>X4)O8?sRgosD+I=rxFy$YPF@9i%!7^Ut6cP7n_XT`cNvWXXf+ z(1=Dn6C(@=t9Uw4j1Hg$&pk#pt~=krtMMk#bqY2T-HQU&2thH9XP*sOO0RT3MIJM$ z|LPQ(Lbe*zzmVly`~$fhLI{v?WblH8@iwvIP%p{w;JO4(yDm8Sx(y!Zw`+ zwxhH8n6ziM7*v=IU{D>I&BvrE*?dfz1b>cC#!#6>hGmPPsFp24MDg^T1>~93_UZ)Jg-w=dv z2h~<+ZO^tsOD4Qajz#!R%exN@!g1)}8VE8#c>f$h_<>-$gY?UhhYeXmB9mR2LnFNj z^-=C5ED^(o)Es%(Fh+=0a8WkCQj3a^WJ^VH!3iyjKs$c%O4TDp^^T`Wl)E1)5`B@B zWA%mN1n-N5Ic8t%41=o(#|>`fwg-)q*~mGNO_vE#7zco8Z{O%J+Cw9&a@hEAI#OGW z;Bnp~lly9I+zv0^{T|8@1B!tWbP~BIM+_+7FCS2>$YBQ~=-UMT_U%sJVf9_;aX7(S zkMFjwv|1xyFU zyJV97<{3No7$ooZo-~6bsb!b-g0ft->=7)hRLkOfL)j#??0zhpZI-QyqLpN!dB*+} zMf1rr^VGX^OFRpYrbEa|e^GUDFw|Oo?djQs z%A>>;E5!Qb@(HjZh4Yx+xgyDcG@rOi3bfp3*H;bGTv?)RrV4@2%u+eTCC`o=pR2jX z2(bzU0&j7p1_VgU5U4=Q^>&%l+jnFz?V`CnLcuH*2iJh78#wn}Rjj!d3$Ys&9DKOY zWZ;0bjDrfaT$Y>!s~4w`SaFdC<+A#rw8C}2P{(q;g^N?&hWog_CYGM+vP&T0`6a)3Z-Avq4Z zVLS#`Fi#0nM$o}p#D5VN-lBuWxM=oZIgMuDET&z_@42k|D_Sh32=Z$#tBxWW#FZ!V z!yiV{Y2@FzB0s=io*&NSvdCn*hn&gv9Z9BJHTc1YrMpt;0#cdBhY+MZk3r>otT3J4 zK_=&6zHpc4`FWj`$HFt{6ynJfnM0}KGmWGQ>LEAh@#L{6&$>Qa{6%>61+;6vmNnMm z1Pay($htg!0Ztu5i>R)H3b+E-=J6{~D`!h}8q=)^EV8b^qC9a0W|z>6{+`Z!Bn%C$ zE3rgzz(4PJ7nJ(v9S8IHyn}q4hqPvs5Ap=1U%)v|ICi6sNuU-c9A^kL<#P>F1)ppD zmdEEBBq(2~IA^E`gL6d%pJcdyLXBdQ0cs#}_*i`KE#hOuKj!nu29xxHesFE7%>sa;8aF2W^ zpXc=5@CR}_gw$g4X1)le6|As{_UW#-C{DLXP7m}ut$ztZW?sL`Z=${~-<(YhU|(0# zV=k?Lchm3rxOVwp@@qaHjj*%h=yq46sOw(9v$Pw}#3Z6ifymMz&GUy;^>aSE`U<+= zl`PsO6^I*wA%Q9WvH}6oGM?VyDiUG^3IwjEO}iJ*#cD=UGnyzua3%f>2*I17 z%nHGq3#SD(jH0z9iBH7bZ=r)at-+WzUPXQk(>{7hh zC3z#o)__7Qw%(F~_?W@lZRaDQnIHmP1q;A`rKzmq2D+c56#7RDU0KOgdMx994SZs*$#ZOVphsDs0$BU$?q|n>_&4ZzT5;|_S zq2U{^iv*f?+*>O{R|vu7b})STvqb`fRx%hWDk&7V_7qeiqNccz-$3~iszMhJ%@+%m z(0r+ezGim&qqFE7=ysqmk&TbmB0~2VO4*fl^nE@b(vAstM*b439Tt{N`>Ph~HYH(R z^hqJ_|6j3oBrK$v{lA>`&}pW2)@X%`V|xlk5CDu7(z^<+kd}g=XOR>Hmb0G}ih(1a z8YO}ZaB^vpuYVm4)ySYCXU};mhYepu*AQu^9X)RebRC)M8q}hCWV{;BiL#W7Jrg50Hbw&i9Yg-NaRlLmT$)6Eu^21z<3< zI0j}|p>nK9gv$8)X_9|j<0`fS<#Ve)z&8K5=7wTvTvJ;t)>G%8L6K~KE*+xH#^3Q? zT%ulBEXF32K`jh#T*Z7nwFy`wpoWieOm%#Wb9b>=PhBagTVbhtAW)rHPrU=Ri=oa9 zto=EPk5b%H;gn*&oSL%~7JgmNqi~G=Y_WgIWdhrO7oEngTSi04lwvXHd2|_l9Ztlc z=S~=qJarqbCLfBfA@3LaDsHE78u_YNjC|flr6P2{UJzQkX%i)57WJ5oxCSO<$Q@q3V5!Y8cbOZebs9Q+aMVEs{LceZXd4P*UR&{Q&} zL`+=cOL%zo0Tq^)eM&4Z2l~C#YeC2y>cq*Ie5k{wjUZiE#b4=4*DY8XqyGtvfw@&I zo{27AT*6Mz*M_^5);upT&W39WQWvYomayb&v;y{@yJ@@Gm2hcJC7TU89xL(HucYHN zvaLk);$xOQFLOM#7dJqe<=+O$Ke*UfotLJ#H_94Buc<}6*FIBw&D%yFG7bFbP8!8- zx{nrdU-Rt1nOc%>*>zxl+VC=!Q}yTwB)A zEf}ub*V4V-H%G*=__Z**TUaWhb$+Q2Dh6q!Mfi1_;n#dXHLkT~=-0L6A>r6M2gkx# z!#bKq)*9Z;FXfRs2UJ)+Ij7VyQeT$5tCul(D)g;hPfIn|eyoVm_kkf0rE~F2MCsmA z-{6Pn2+eg&NE`vz;jM8)0tZ5$V99`<##N2u4lQ=NVU7Ka9v@nyS&vPVyEq#8*r6Stp)GC$2JW&HMY`6jwd zD`h*6@uz&Gu#Ek86D`!Pl1myMgOX~w1lI5_*BYb}zCIS99i9!|i6X|Mn!n(0{x})e z->tmkqI!B6e@eJaNZ@mu1h5}&Zn0pm)u*v#{yw#CZs{Om=AOQ?dtwx{{Yg5<^#Yd1 z=+Bjj+rzBQ^m)==W(|gY%EdU(P=N3G4=NX9{KOaN z6RsQ~mZiX;RE7Zq(lQKI88CPG=xNs^(f$uA46ejoWxyPHk$&sag_uWy!Plp23>c7> zVNk*AWqeTIqa8^T_hjKk6-%B=d*LEzSGIR6UF}*awBM~7fiJ)I$mh!SR~{gYO~zYQTWB41)^56TbYZ&}k(o zp`Fn>=t{Ut6NE<9i&zQ zfoc_GivXEyfIz+e1gO@ZRP~Du#Gt>yuK!+1KUAyww+sC@82X`J=zm4kFZSP7w+7?R zQX5S#TL?lx#n>+}t`itSLZIwZQN&(W@M5MN;|mJ|t5t+!0%4Nj1=I`uM^yb{i)M9e zx4>PJHjhG$9WT)FT$r_QqOs&h0pk%cb}a(*2NhIod<3Uv*q!QU!C-Hg25qjCTNtK@iqliz7$IQF2&^6|7T+>B9ei12_hp`igVid=B?<=C z3;hFC{bKVSgxT!68FOu(JZ&Ka;~uL3j0}M>(+D#zAyCp(6tQQmy0tT+%x$#cd}QIk zJ{;W36@XN(Aek}(t5n4j8^o$xJI$_JP-l0Ez$@j(^A6Z22ivg%kggR-GlWluhyc1q z1roceI8fuwcA(1?AlPaY08|?YgdzfHwhAP6FL9um4nS8cK(Hkz0O;mGAQTZmH>p5k z(+>dE&u*G&_vp_O5a0R|0JK~M5+VZVP8CROuHis+4nP|fAlN_>0JK&B8TWxsd{c?x z(Ha#<>`AF^rFGNi*`n?}3x>i*jR26%0;F050v8azJfT8}eIMY^i>gEe`m`vCa?p%C622`2MKQ4|l;+PW=u%;9G*?fG@M@{D3cW>HN?R@3rXsa1MW+ z%W8%rzE>g+r{O86ei9G(_+1?Cf%Pwa1s?E$pg7<&ES(?l!47}AqvJybaoB~w!~qs9 z^<8*KfqRplga=%H69-%m8l&S;$3+uyz~u#i;kpKajsf8Pc57y_zl#+Z+=8> zT6E;4iqp}eBOg_qh89ji3wOVTyWXPjDhB7_5BS`|ovz}(ws1FFxQi{^y%z3T3wNu9 zyVSDK6OW!`R`?dZN8jue!K32)B=EQ)lRbR^-nxXp!``QZ*j@ia6Y_YJ;BE*JAh@kS z1PH#nE&>GK6&C@5FD{D!S%d-dmmHxG{-VMgu+W$#`0yvp-eDsSk0pEqR)i70JSoBm zUojM6gm1%fs&ssXOhggB;3T4G1xC^LxdIFRBGxc0G_dyJPl3e)4&RXxv33T7u(e3E zgumQMEHqlCLo6CCd067JZV{3A_*FzCKIRk=+3b(VJ^U9&BtC8s5sB;A`iKg|>Z?_7 zsA=ZfHmsoi6RHg;9=o{GETR_IJ4Mvux}k_#Ts;#}iz`neYH_WGcd?EWe!U7tlq~Ke zcv!bRB-k}9W@7!E`i2|ft54MnX4f<&U|eS>4DievFd`rqw~T?Mt(cPgt^v*X55GEu zWBso+_#LC)J_fD}={p)6$iEn1ex^vT0QhRQ=?gkA5qIK3BCV~jX{+pvnwD`DT!er2 zNWT#z^xMXGwYt6+w6@W1?Zac(%CBf*^ZG!uP^aCj`B(}YylNKJ)U{R8)?mE0+w{Ld z>(`pH1kQM=vr@36EZriV$UV`Ck^zN7bsVYjpC*+ZOp51hu?`XIbg z#C~XHz$J-Tc1OBlX-6ChmmI;ydS^Tg!$XJqV1~U9E-_3W5NJATx0^l~OaHH?V`CjZ zwxdtPgQMvq`#JZ4n04Bi&*$b3Z4R^^0qoXafu$X>K0+cM8|(Nv9Q_tN$kuzj5p_K- zm~|G}nV)1Ze@&q6sNQb-O<39y+uf4w*jUGp*66R|LAKqWFwd8DaQ15Bz0oj!UZC-) z-){ViSlSWeyGq7mV;#TbqJNDCN8`^IHe%{+Gk=9){#}9QBZA%hV_4b|^SeprV`Ck^ z!lHMBS&_5(NqwE8p3mlO)<0@kzah|i1h88lhNT^`zPn^SHrDZrD0&ti9LYbw^{_-> zvwo*x{i}i2BY@rdR4na?^*to(v9XSyGtsBxp@Y`Lx`WO7Lx%MS1Fc5@yY<&$X-BM& zl&r_bI(}M2Uyg?kS;|T#QL6+_1IX)?}F&h;h}@p!wQMb z`mSTeZ8l-dch{V*OJtsfrieAU9Ti_P{#!}h^}wxfEx z?H^)kM{Msc*^Z5M{K$sh8E1)(wx92sx&KR3j(c20K4@;SlSWmqa^FGv5w!s z(38$<{rT=yxZq#?zZc^XSTNI!@k+S+Aa^#b@l;avC(AABnk7qEwbM=&|;$Hsj` z?;{(9Y2@LtFj0+XBR-}neQ-+YiSb+}Chnf0FqQ5EYYVrHVFyl7oxEl=**=zaJ49!a ze_+$WUH5}?Fs0p&e`57~Z{fsvHtjIHcXQ|v9YmImVcI9~T*OpzQYdkq;FRbG#xm_B zts>{RE|;O}#8{Sdm}cgE147n}GB4Dc0tcI(1M+YvH`W?Z1gs90td1JT6OXIsI7~c# zz)QxV@g`u;aqQhsZGiW?EkGgxE`@Rf5JdoxNPqPoGld6ugAMn&_iaqRRlp?TJDJp18W8tPV7 z2C#i>H^a{vk-RgEfDHSR-c3F*6ufUKVBdd9hdVdnm_Hg#PFYRtn7w<&NL}X#79s7f z62TExr36Q86$Xb%237(Yontr|*k$v-5ybY_wca6>AyVgO7z$HWg(X~}8EvUmY|pp0 zXgku+iZ=g(3554PC^w=FMIa_*z^Mk{bt>Ro1@O8mcHIdZ;EVk&KsmhEL%9KnA_3vu zVgTN*0GxK6R}A!Po`gTu@NPFWZ&5XGS2S;_VoOd6%`cs_G=F@F zU-Jq4sb;Q^4b2~_n!n+i&2Gj@=;nKd_`A9C2hq*?57PBRuMi;LEhffP#=T1wyh8emN{knWV(g`G6(S?r9A)IBSfb80eP?vMFL2lXE-<4?;OwcwL}$^jbibs4~w^Y8rz?kW}cQI2cgt*{bsC*pTX`0c7k05*Qu#Ke|~RX$!K z5o_Ec4eaeI_I|}@tOV@nOedf5J02#kk!(R4-iET4{f$q3$hYPb2JSa1?k@^1RswEg zmJ=>+!Z&ect^@Yz2XNhUyto*;k5?{+0psP10V@HwF53wg_j#MRGSA9xZ)mTkid+LX zTg9zZaIq3_lX9GJabvTIEAy=EZ05K!&$A5N87gj*f{T@a3wtgdVjA~cnz*vR%9co* zzjqtBtt#%{6kMzXTz7#JuDig(mHRhfn^QplzG&b+uj0O`;9@1<78g3<;!YVSf0Z39 zHh+&9xSy)HrxaYQ1l;r@CtTdEVdBdDEAQD5Pm4tVT8T02N*>cBh%eekYDJZbbMN%<4U`ZYu5T`Jm4Ct zj%$%RuITBwFs9@Bl8(zXI<9u;xM-l`>|4i4td5gG9p_YHM#CR>T}Kuh{kF*JH`Wju Y>>}I7vYSJLV?x9evl{k5Xz-x_1r3YoNdN!< delta 13955 zcmZu&X<$@Ew&qqfq}!wk0kU-xk{Cn+grt*BI(s?`VF|>Dj*J3A5N5&^fyg2*2&hO9 z6tF`I93KJ>xI|DuX`U=Xc%p)Xpbr&g%X1uL)hLdRg1mF;-0rTMkRSKnt~zzTb54C# zb*k>oXNx1=ThVR)Q(7adu-@BA>x6$|ejlyioki@n7sS~KEYJ7K4pyOQPSLiSrHYyu zEsUi(y{BItEj-V%5#rKL7AelW%Z6(nk~kC2!qd~7ojTQNb-XT4FTuz7>RA&e)g{br z>|2*Owo&g3Wwmw5V;k#I3zho|PdME2|@255wwFk7~c16iESsD9_)7!eU zr?~zd3lrl$152;(V(FUpm}2Q1r#ESnVQJU**e15j>8nZ~Y$to!DHhbRYzE4<%#ZCh!({vnXTbRE*cPaoRhL@#ZJk4( zrK&|A9KI1PY&o}`!U~6e!YNwk^1h<$0k(yG>GbV8!0IiwAE@#&xOQi%{XG7Pud;yn z1*fP##7^4&Ac3nUfjBAPd-h`%tJ%UbrT&{TRTYV(qV);wW>IrN3jss{KLQZRP=Czn z-S_8I`=^LNeRm!_pT-B+O}=>BJ}hBw&~A$TZJ)4cjg80@D<0NdY-py}^WR3?6OJ&u zIMtPR_lCS1FOGcAx`?-y!R6Vbtdxz(6s>P-?)0H(G=YxB$99CNfU+QADl!8xcZmg` zvYYLdYI7otxkwV`iJ;LwAWWggRvGp-W_qXXHtc=$7@NkLGbK-6!JEO8#vsPVOv#h? zGbK-2GLa`MMEw`+7WQ5ykp(m&S(cd$UluexJN6V*`N^_E)h$XV!$=zw#TVOt!g7b+ zmMQA1SeB?d&YIcf%%*RlzDo?hZnI^{`j9N-QmXwripN)VfhIi5x9^-bP_sEmBqmGJ zL6L~e5^bBbRK}q(GC`^8lqH#PIcU{&u;4p3z-}^BGGP!XR+->k^3g4UUhW}|e8z4P zkDp@4*yt?c#;7dsnS(~G-#i6lx8w{P%cf?@fa`cO0zL{YCr(Vxk^yhXk^x_sMFCIw zKh~c;kwpOqwHWY`&?v~1ky!zzWXG<9Du2N5RCNnyGQVoujztdr?JSD*h=0Pk+>*8Z zTb8NWKBl^ZMx0ylXM9x%h#$!E)&Gn2(`+Y6@OR5Xz>@R*`eOZ5(h}f;gi6hH-0=v~EYNJ^W%XSIR z1vZzZxWw(%ybs(VPBBfhv>2A;60sNAF1#0h&))TJvlfZNm)P@A;9XGMPb|I6X0eA{ za)h!OE*}VGY3ylG@Vv`D17HoK7rMmOAJ_=i=#o8buJV>TBgNy4Z(ti;vWwT_&FEs2 z64}LjU9yXJyF~pi{-~ILjYWvZe_}VWCa`ICBzqS|JWj?l(2dw`Q^AU0cTaT*?Fy@o zZGuvNPfs`5i9@Stm$rmmaEUE1@Dc3auBN~7EcUAmT|T>FM2%&8=dW_w&SK-c^(L37 z`8PX_jhw%*c)Tx&VzJ`-i+nJP&lX#LVU?^`Hby_6IkGA6ecP)jUc(FRJ+mcsG@uS> z*|&+Mszu*{SCLV^!vC;D%~pn@4&9SYgcQHA?d&_3xb1g#74EW!u0`-3;^Z}0g4d4Y z)ofz6?0~TG*isT|=|0hVk!=zuuCZD+Bbz4MV730BG{?L;kA|{fOh;#9Oe;AC;qo8M zZ66y@4y|dfH5bXbc6Bz=743DVu=14-Uc;7_i`Gb3@iKbw9xLDC(S{Q%f8z7ln`Aj_ z&KAR++Gy z%{d}zC6}xiD~?3-E@Eg8UZ=HCU~0<4wLL~$8^Z0)L7d$=NDS=+R`w8kuWAX}aeN*v zPOsw0fyu=t3L|-c?Q^V35^L*N6l=~QmY7`LNG_XL0s;Y+sKCl1ev@1B!|JAS+}NGJ z)1?Y0fX?FjKUqIo$&*N^mz!4dDEvt)xx;O&ohNgLG;TcfMN=(wE$FkiH1PFb`5!5_huIZW^Rh-5CDx$aLjd4^Ud*8R*NwT5M1D;8}(0*U8GvuHLv zS0trr>0)OpznkUf()ypD3!$a;-<>O__v0TjxW^a4q}wf>*NZL#_<1P7<;54D#%ne9 z9JF}e#hwXD9bo^JOH2JTxdB&S%#~Can8B}UZ=w~6UKp9IIaiEv@=|TLTI5~Z)vX;; zOT=55+#zZ*c{&VHwK0?r)y}pra)^p75dGOy{`V{pI}2KPm=plvR{}XgLf-9X1liFC`h zjG7|NdW9r^G$G+i_`QMzEmR~_(wyh3t>C>iYxjKVbvF?aXLc$Qq{8yisat&K2Jv#u znnI$z_&Jt`1hlg5XH7awvb>I+=w2+TK0~$V^o119`O1Z$7HH4XgXL zGf(a=RKnzX*X5OJjbdLMkHnb(CmP>RRlJX8c?Gb=CwIU&drh=L(kAu}(E4Z_@EP)) zf*7_fU+f*hm$7yEG`FnF56mrV@Uv|%(T)Vx5vd*}(1#&@3 zDhP~bmKi9*L27Cvm#5(ca(NmGxAXUiDqY0w|z?a!qrQ z%r$Q*lnXA{j2jYBd>>>3hRyvZ^2b;~A*DC&Lf@&0{C1617fSXFD-5z{OrQwa<1X}j zrw=WZ?3rCC*)s!f#GZ1IU&nLU^g^PJyHHXm6B-76$}9}}l!C0G{l_v8@=x$C6-n+t zd}AkbuGyNg!lA!bNN0&FbbgF&D3tS?c=mq&o^3Y?>;&iGJkf{0Xv?vqka9+lmh+lY zwZ2eXoWhUTzNWUvrSd>yobitt5J^+{BHKk0J8y!(qmi=)1W2n8r~n}3)cF#&rSa^8 z7~xr?$yb>wMHd-8=Zl!mt(w2r2G#QkEUk!oEw#vZx}HzbSYZ*-Dzzw}xd0#A9VqsO zvS1hVE(&%*XrK$0riiv09@|vULq*0+ZngJObrR9cMUrR}{N@tT(q{4Pev`vz^Konr znQWbDXcMO%<^S;Z+7lt3d58~ZONvCqMmV@D5+QSV9$W4IDYFWH8#q^gx=2!PTal#P zTW}-F&19R3h;1{AB-^H$T%D%4s<7>25c0FFKIrDtMZ%fK`*|nq8|uAh-)LJaRyp+3 zMKlYvKFU8~CyFqg5NmZ7E>1iK2Wh{M(9h5lcqn-Ze^PGURz%b+e4PJowH8ZVT}10$ zu$}N&KKaSRW4p%#NFCUSeV0R79$bDrvYS;^V3A>C|=zg))oJZvj^$}90-^PU~)TU z{S1p7`cd>DRji$-g^G)dVZJ$BEYC=-=cxXyv{+1kLkkPT66*PHis_it`Ws38Dy3wv zpAJg>Or_Wr-%wYCDYa(|&6^F)G;f?PHhKfqP!U+XVuj|>O8mWnTP(YI5q7rlVwOb` zkch~vXUZ}jr?JWsv3NP}rwtMHb^e^E0-udt)yNXsRo%6M-@`m5l=*l{AjGt*Dk>3S z&+}aj?r>Kf(7x<&Lkw3*6ODN4*UgCpFx5i$EhH#p?yd+@#`V#R%6aN$2QbLK1 zsY-6K1`9q!+m9y6eUA1XJ&tb(4^xFj#9#T{+DXF=JpA~I+*rPg&*u8J5=?8fFR(0! zEk_4p!^L5?gDN9%ZuI1|ZZntVK(5}R!x;-|^8CbI*HjnzYmO%D$yHd>@8okNkd z2~RXj6n9Jks$v3}=#eRo#RJ~o4Hi*~6ZRs1mw^tM-M~GV-Qf$RArY=MVXqq!d6ne{wgW6M3X8qGzOM9yW>5Ob0<2g-s`pW_inx5L3Q zgk#g+d4c^AwJ|L_<|4W5Z1+gEgKaXuIk|zq0k#SItNft&s6vZJ3uDDIufRdgKRiNf zW7(R=2enC>b_Rnt5RS>ka6yy)3I6X>(Ogf+f$`nV8AIQ3jGtGR3tuF{d-20Tu?bQ1y zN?n;!D%$F`G`p#_oQg|JF&wteC>y804^g>G^N8m+@hun?7>gc}x)~-TqtodWCt>qT4oJ&eoF~Y)z?e$u^k5 z*gK^%h24TTI*|)o6NGz9EO;6YhCV5k8N|n>cp}#%O1JZY?4wdjA=Z@2j$CbWYBf2f zbmVtX@1GL>rT`fJn2KcYSj$XgP1*t5!OkAvksbUtjU|@RD2gi+P;f}p^a3k0%cLs< z@n#$@#+CVdOHV74$*`CcTIR`C!*XmdUPByqE;_elKEF-SRBg zm$8Qr(rk}lg+reMfUvWV#$QCmS!KRG@4+atEg^};;3A~lh6Ls`Ph-i=V#GckVxJY% z9}U)GI$?s8QF>iQ$(~woCoD3O9S2*u7giiOFD>2=Cq9QE0C0kLuY*%g(vyqtzAe=mHXDx?$j zQ3v_`mht6qFwy!VtSR%V*e&9ZgZv#fx?G-W9XSL?dA8Xg01=-FZ=5g%oq|8(tE^Bo zy+ahYRuv~VV(E_{eiE^>U0iy|Y;o-WX>w$9L@K1QO zX4^n*UpB*qLF1PQ&iBC)4xeUhC%Lyx7eClh?tZ7*La4LEDOP$9a`?I7trcXb_4HRt$n>szF$tSs{jf#lN-c zq@=C`Ts#O(G~m2n^9$BTN%G;2aQIQqYy}RQsc@(X;AG#rPV!f*t4WjSfY}Qqy#{8< zDL&5nI!V6T5feZ2*`Q!TGZhmx0jAv0m|{*dkZHKdW5HwM=oUB@go#Ba$ngH*Dr2@m zzFyz(h1~by5BxBjmw>NK9e63o@L%u)FZq?1j$cdB1;63ZA(d7ld*3jj}1!vg0 z6EFBmpDy?!T9+4mTdT{%gaW5+L$vBuK1paE`NiQHhmRd@a&u}`IvCH@q%Y| zbirdKU0(1oMwb^n6VT-ax6C?SU{|5z#z{W`LD!Gt1#@J&VBR)N$E&_SaKQ{fmls?% zb$P+1N0%3z`EQ3}%CjVS|icgN$8+ zj9Y_@S%Z#2tCq29ka22|F@k3Z4Lr*$#->5XxKzt2I*ddbgeGABNL(#e)vE%!mkI2M)=ZOhDyg5$HXFhZAmP0Ba1{nVZj}-24JCq zH3uIFOA-!W`w-XGAlGtAs3qK`l~`!BJdKakQqmI7qKT1sB1(+J6Gmbr9%m6F@d$_* zi3bA2$RcFqmlcEscf`6I3k|Ht@sY43d2yFWw4EEEEoS^gTg-5YwwNpuZ86u9eXJiW z6IZ)iK96KeyH2ltaK@x@4@{adqxP>r;<1f=#n0Dyh6w3tX<|PP5=T=ksqFhfkS`>P zb3HAYv6lvc9ge#GWL8~2u&Fcj(&a%SIl-c{u9egzv{D?3v`l2ZDlyr!#aCi09ZJVX zS?*z%26@;1DJrC@i_$WmTH4$o3dISPqW)$}H5(!obTbrSCF})?ts*(jlEGY+B0a{E z0Qy9Aj3tiwt+>z7HQubN-lPjFLDy<~K-a!l(sd?Q(Y4gjwb-od1(RcoD}^J@;x2Z9 z(9$k5rpRvLqxLt{m?k(0m>r z{cP}RQ+hQeTL!a`!9)nlVDHhWMB$0ESVdC0#k%q%OLy^Pq9vl6q3OOJvfnQc!lt4n z(Xx!C7;Tf3wi}WxX*X;l(MpUKg-Q!Rv!y2tRyzhw^>>UziBrG^BJ(|@%{B@eE0nAo zta5tPVDZDv6qwW$;!m=!0l7nzK7G>AG~cXgh1BFHH&y~6PxlHCa%XQ+_*HL(kZ%~e zUNh@@*Q5(8LD!DtfUXgJNY|7;imqdZu20RnzA@>-O3-z8NGZgE;)g|WzvO}pbNeV#|gAu z%r3*}P;gEs*p&9qM#0@tlZma~{>*Dq|;P9{{&eFXdHh#M7$5#8x z^Z~QPR_Dqq26meXTVtZ_qC8l&`gw-}fZqZi6L<6*Kj-yhtJ9|Gqh5)vEOlCf1QBaX zETJ~XP?axQ{|@*l0Qm65-wp8bGeSSU8h6vDf)ZbeyH=^-mz(kL?0}B~fFI?)5k7uw z=EqlKuYPg{BIdE8O;hlvnDOU!z()bVKYl}e{QSy~uf|{f2#fI5_^(p%SDNuRcECpg zz=w}JZV-R`(#4Oj`fvIwq=Wza6#P9VeDT}&a5!F59$+6<13J7Py#YGDw)LZ{y>EK4 zD$$kRk326CYvn)WtkkTXoJTb>~6!SUw4}Qnq=||E5WZRpB#zm8eW<06I8ko7gEbrRd^H%)P;IFN bce#zawNgA+VR3|D(l%>Ct$4G-()<4b@qwf1 diff --git a/WORC/doc/_build/doctrees/autogen/WORC.plotting.doctree b/WORC/doc/_build/doctrees/autogen/WORC.plotting.doctree index 232db85fe560b68a70648fadd27d6695402e19f0..d0dd481c19eaa4bf4682d22df1f170f6a7071297 100644 GIT binary patch delta 249 zcmbQWnDg6W&W0(Bf*gztj0_+!{o^vmqOIMG`U@DpOy9kLai>C2eu<@lt$~h0VopIu zqOF0R36NQlS!}BgBolMgr@vpqD7Ah1LdMOEjBloUFJ|0Clot8PX1#o*Xiy?WvGn#A fOBt_4a!$P*2=*4k^nL#s7f=4MCS&U*rV{}GtW8*k delta 166 zcmeyim~+-*&W0(Bf*c+Uj0_+!xzS2`a)XD}^z(BVWw&-S>MvltJAL;8#+{srIRzPs zwg!48+ovpKJj=*6*(JrKkHZVHCn8wUm(^Luxxv*T=}|xqM7~lcU#6 W<(z5|2zCdYI}EUZo$bnYNlDRYVFqOXwfN~qh+JkuSQI^-v-S+DQZPZ#tZL1%K@g-s!nRv;@(!S3O%~zSOV+JfyCIX! zX4b7)x8}0U4S*NWJ#UmUJIcl+V3FBgbDGu6UZ(+q3r6{}%oei>bpY#7J>yJdcDe6Y zsK5Ys#;6oBdlCGSGkNr~%+{JwFE{I%U1OK|1??}IncZds=u(0NV5C_!vt$}|Ak>WY zBbSd{4tIceNa}X+$*o1^k$kCHFcCk{g%Q0qlWHB{x3GG2k|~v|H;$G-#!Q!EbBm2~ zDF^wK;qD^3o2xYn?yVv5+_TM9!797O$v2sBR^8W+maOqnA_8z=v~D%bY}Lpggep=8 zRpu~(PMeI#_#mjpkPeO!1fs66AqFJiu#sQv+ zfd!d`#$<*bLRuX`qmzzE{^FIb+4#Z;JZZO<;6F2NAwVBMw6&PsOL=9b5*{C#) zQoDhrfPaHdSR^K}xG7Q&5II7UvGX*PvCynG$8-65JvU*Mn4s1|R^-5~1?-mXduaht z+O0!(LT#Q^r^*2JW*_}4b0KOB%x~5Zk8RfE2)i|-VT>aIX79&ec55#BsqA=r6$t z0O%~b2Gdi5l~l-_n~tGLG+6PRn&UL?9C?oW?9S(aU%Zp+y0LgAX}6|$If)wLZpN$t zBKfqgiU?Y7XGc%dpZY6mk>I z3iDXNn;JNXqFD!IUrebM;R|J_(1e1b?%snZfs-$Tshvi}X_&d1IRTyy!$%$Jl-WMc zGp!e$!x*~2CUt(ZI9A+JY@)H26v3aB(5HDI0gPNvUarOB9j8iu)h$}KI6`uUT$h|1 zhak%=#N;nHXqwgBVWU<7%-rl-i|fs5wPpgny(hQx%vL~2nFG${opRZMngrznzYfot zz`5YOb7s{7FX1A{Zh^D*-CDw+ftn3*10qVvfV?@J3#)*dQ9BCto+9Ja>QSEe{0g*L z>Hr@$dfK~pBS4Gjp0Am3Cp>`%^P!rvTApjxfYJo^?26T>TKR)V+sD~U3;A`VH`q~Q7XBXUCi#AcK|?c zg?H3>9>UC=(ZRF zFSQ7ThLh(!okl`QbG!{LYEEqL)jG790NmI6^M~pT?M)USxsO`LaxEMDe(tbUz=|-1 zQc-D`8-uEbvCFEItO|(rnV?xWbJTEqG2LFoWI}sCU$dCk@@zv-d;#2hvY4eg49#%x zR_Jpf8qNj3X&r+WHH3F2xwy5sjrpSD_Tr7M7xh|7ev*;HVnMpWNY+}(+77IdmT}u1 z)T|&uyj=rXHgXA*P%DkvZo5gZrxbURxcMya3FD9jrG*-f3Kb6&4f@A;F;D-vskn>Y zrxqPl#hT%^s_4OTCa46h z-*XhCfv7CSGEyBwBt5{a+=naZA?sh@eXox(eWU^IiX@P#s0uK>Qa6oSzSu4v^XH4z z$W2Q|XpusGq5J`fV`LZI4X&)m4p5e26n{W=MnbpfWb@m`f^x6EMe7OwpgRzwK3 z&}4un05tH>>-)?{p$Q|8+rgSTlHrLtc&x~x`4B7!J@k2ACY!P)uyWudYUl}%F*naa z$97$T+ytm4Y(hoF*nnZz#hK)>s0U3T?D5syfW{JBp2JEFH#r|5csGhR_#4)zY(2~E zspbn6yFQXHIn4qz8fxYUATw&fi`a9i!ypDrHM(wOn5iL|KeD&AdWePp;+ju!kroh#i_Tg0=D0_x^0pvyu<~o4xQnn zEOJi0?OFKJ?e0sSAkv0c_twy)3EjRU4Qx-Lk)gXgi{D~FbCLTT+s>?q^J4oiVEl)* zaolH3j6uh}`%B#WIEKJ`lHBv3={*wlz5$~SCL3HJhd!S=US zHVmr-bZBypVETqj#(WW@YHQXd*Jhu4{-p(@p-T@ILo@!1$nvr^!FT(D|uj`xK5sioc}I2`sOxTM|oe{)y0Ogt`_hoCb& z$p&j?n3XJ8+IwxKc#TVOI~1+c){55_ir1*=<tsG5<5Ek+B#9H47Y2f1#C#^Efjoknl>1FFuNYoab>kC@qF#t7kAZy9j(Ngk*qk~e{DM2| zCti_cFe8ySWip058F{K1;AYu_CB6sX{mdhf2zmnSnJhI2t>JRi3#^@-E1E_D;|d_n z1U$(TUO#A6bKrl0D&TW?XX-e;HRR50@#!RJg0j@hy!$W)&uSWu*ziOd@8JYY+(18! zrlO$nPgF!xGAZ-DiK2o7^qq!(c?-e+BnOR6h9_FFcxmx6dgpZi{2F_oMI!;h3jYfg z@MCe$O&H<~Jzwlk4?R}H6J5NZcpAC)dDI(JB!K~m{s#yXY}k$?4_rHpO2B3Uc+H32 zCkV&-1wBPJHbQN{v)O%Q473eHw#)2uc1=~-%MHJjtD1=KqMIZ)-XP3oIxTS&dy z5wE>A>t;R$=S}0fbHl|sMHrfI%?2LQnD{H8+jKtqgGsZ(W{XB(e3|v!>mw5|Zc&5y zh@IPRFEQ8OS{aaJ9x-4J(u8pjqusi~eMAMJym+C;uxSqCdeo7EW}O&(YF!?a?&g{a zWrpz&YzhaHT^5sUpUGzKU^oq&F*sT%-RhXv$DHyFMnk;2Hs;-JrqKYc0DsgR=MRMu<7)T~Fu4bGGpgeCI6rbDEKI5Gfzj@= zb<8zAFVQ*|#0XyPgU)Tff#qV07DQfg#o^Z82Lp8h8^%>}OjCzZmH;8+c;)wSKA7V$ z2vgCQEKW61w|ohn#Q6w)0J8+cyEO!6D;R}M-~!W=KZ1!G?|SgOMoD#Qkgo1n!HGlO1GxiW@3QIzwkbGln590CuR zJ+4Z6k;*42=r$*qZyv$^6OL2Gx=q14UKfHvg=q*28*sT(@QFV(xFFuqgy~&uz0{x$ z8uCokc8DW|>|hf*9Pq26ruk5bLvbsv&^^(~hFk*h;DC$X zs0krPI^Av%coG;fXk8jZx2-V4QpPTXN6y7u9JbD27zBJ#d{_>k;!|`qS+2emao#Zy z-F#_+0jgSpJ72BYP)>vwF907L z*?E|R*Cz5l8LXd#GT89ah-Ee=*lI`|_{Q}3b|C#itAgtx zy_vh>OIiyd0I`v{+!0(gh$!HUMZGy5ygRpOz%nB?r2&1*)(SQ>1*pJE4{X;_H@pB- zK}-EhH)sG5JI}P5t2nLIZH-ZDfx9XKYy*wu;*VPMnaG^GgrwP;4Qp1|&!#{P!5 zDt^X(vv*b8e3AW1@5=hcG5a3x%Knf4v_Iip9emHz?az8wrAW*zU+J7sq zK3B3I^{#3c-eTs?8W{Xy@l{>eG^gWgr+&o8wnttX1_;VedlWXqu$kXZumR<_1@K=-Sjj2 zZtv>O^A6ar^{$?K?{fRY-qoLf?Z@`py{qRv=QjIsarMOccH6sp{$2lUzu&w1i_4DL z@Aa-;a_)8Z7rd*NzTk!SW8T%vzV{vbOWxIq+<)62^R8a=ji=c6dROm%+wJyOysHnc zey#l>@9IMzy4L>C*w z_5Od0yFR!38e;aws5jmq{slg}-P-MmgnuYYWnO!fw;oI;P+LtlAO&L}HFMN$|FdyG zCiTXi)Xc#MA&gDun5d`rB#PSDuu2;Tzi_UV$-Jp2nS|oL63pJ$n7Cm!N5djdXmvQw z;lQd3_SUXGWV#iXFIh+WAP*V}utE+NYeFo=4;$L8n|soa0}ag$EAQdFr6-YWs01`S z!6Gcysb};g&mBtP19vd5%!eLX@o(>|Y|F{Hqhg#Sy}|40POTt^soY;UP-Uk)ZZw$e zXZITp-&g|6V1HjTaJkazuNh$qKy;u{?Gvnhm!5xrrYRo7oPx&FbhCC%6GRU?W~so1V=OS9#AItb9avaXJqp1L zmJ&>k2IBE;x-eiB9d(@|%`T1Z8ON{F_OYocilqnoDL!8VGU2Be@JR$Ns3lN(b8Vp# zY%Uza&m9Z?GHll^gUb|;8@;J2S0x(eVk6{)#jU!kMp-k!lXE*(F1JGUyKrI#(jhKQ z^i((*J>QtMS-TZxG+^A8RkNO5L&3zAtqy!l2+gt4Ts3bnx!RS%B@!=#KORifoHBXv zK6sx{Wq>ssIQj&0n@o0J$(6@>Js1sUlAo??Sr-^sF9qLJz*wtMY2*y>a!2bHDZN)$ z^dyc~f%W(=tkxC;(Qf;@`i9!->GayP1GlSXFv7va4SsA%(NkMvS2li^fTQN4_?;Lm zgJ3-9&4q;63v-mXii(y$@S1JvvLVVp!tgG9`v?p4*xELCezUh~=)xnn`!L`!+1hO; z+ksEQ;A3Y{8$L&;n%CDly^pm`$8PBjf+(ngAnuCidVwHqxiyn=m)P4=ZJYfZwq zJQJVqCre;{0H(`fMQ*qUY4?! zx7smt`BpfNQpXQg!?T`czv`bq2dvTs*cbxlUSZ8B*$$`h(zBhmM<)Nt7MldS@@WjM zYe!nYmV8MJAE@Qu+A~L_?dh3#dC*(C$s46^h|b9>oAwZmUxPG;-FqBu7wcR{AsSAw z{W;k83shHdf;+vsk}?bX${I1!`M-|g{hHsw6%FZ;LAyuqHY;Ggp#>jy6h?FK(P1T> zQCt5YcaQXv2GIQ@!u@ujy~S*~RlmhQ62>Y-Z+(0@haF>M!LH8#qT$+}TgWgE4j;CT z<_=aW3|#FFiCZ^9Jsq~t%bk7bx8?r7H^5ueZSlJBb9(y+cn=vh3#TMti@Uyd=w0e~ zlM~uO)>S?<>J3|d!KP#0;CFA`S-IZRf^5e6ab4J{%_TY5ZFFbMsla+p7~f-=X!n^r zWO56)YtVW1T!AAPl$wQMKZXj-PP@|^10B%P2C9QO0+U_+=BjUOOM48%tz{t(?TtlQ zeXazd;Y401XuPD~b%EwFcfdmGLskJctz@~JU~6Hq9obvpaaXjD;y-d#`~m?!2;=pH z%A-A-!N}xgfRla@j&ox>n8#Stamv)c9w9(HqbDPJim;N7J4dL*W{qv<3NeJK)!Ry) zU>@w-cfznwV(Tzq2`(42VcPaKsNrcFK>1nyLm8$VVUIWn%vBiXCwzNbvgB!u|Hu{b z>p5?piGbGjAVIP+`LH<}ZskHy_sN1xFm0yCEZFZZN-})k*Qsita z!D18qFcj4oqSnONjhlCG-+I%Y?a+9~uSD@t+-5h?yCtv_bXsv6UHHCOa<^)rL~)xY z1TteAV^Es7?Ow#Z2JR2QcZKMlEWAsMFSl!AHiC%V?Syhow#keyzqqY6f-riUKXfl& z@m=#NP29F2UK(GS;wUx7R|$KYr1{bX_g|r{ibw<1J!pJFH^mq< zX73Wp_o|r0Qb`mH6uGkzWf=z^Hr|2qH&Zt=$oHgsi1?t1%WAKGgRW4?;y5I4BSXcC zGlRS@PAJ1TUxS#yM|(1B6;~wCz7YQ_G$*ZORnd=YluNc8fNcN)yKeFn*&e$?q`m+O4?#1|@%^wxejA zEjtIxb}P;WhFu0PMVzaUvf^p}|Gl@S8`zNKaIOiRn;I7l0-lUR7-wOLa0!VTUCZ0C zJLX0;#1rt_-z-i*BqqqJZzKzn#Pir){%W8mIh^D%y8 zZl)PT*td(F{B5tocY=@LC}?(=Y1_UC9yZ4fI88#F4ud-~PP5=F5T~hVul)#W-Zh4pF)t&YqpsFyP1tIL+6-fQe?C9N8Dbzv&=yrcUvgy&CR70WO1| z)*^QsplIFY$M!l%W?v6~KzDmR{Nnb7SHLfb+(M{m zlhJBPPf4%4d(;be1nr{NQnmnq8p+YRMZQ7$-Pfaj_(e|_{mz)6kqxo9B3jFs_ej?V zd(;(oQ0=1YB6pEiw2Ja$((IugHN)LpyJ)tg8+=hOkamyts2%Pu+eN#@-g=5?;3A%r zZr|!rH{9#Ci*CezI#MNCyT~_4zwh^`AMU=JP(PfSi`Osk2I=?99`(chfV=2NyUDW^ zEYa#ky+GPco6%dS$Nh=BXa`3N!YZ+7#X`?Wr^P+$gj4TbbqZK2(C%Eori(p&NvCsr z)Cu=$?xNEYv7*4sJfK+A3#47PN9}O$=q}oIYp`A2qYAiTb&o3C*rN)#OLmVcJgr9+ zaBJ=!RT%G41>6t3M-`kNRlrTidsN}idQ<^-KJQV5<2|Z?+pYJg!mD~z0rzAsKOt6Q~}Ro=uw4vGka@z;sFpns<5(074X!F9#y!oM-}j>iyl>2*P{w} zzDAEKT-T!tc&JB@D%{kg3V4!8k19N)M-}k+k{(r<=urhcGo?or>OHD}2etI5!t;7m z0Z)hNQH7WFr~)2I)1wNn?NJ3h2d76B9_Ud8Jbb4|6+Y0T3V7mAk1Bk!M-}jxp&nKE zQjaR&*+xC8@Gm{8fCnn|sKWp4Q3X83sYexl*`o@0bX1QjOr6zR!wt`?>QRNE9#z0Y zvU*hE>>gFXlev0SVRerx;BjC*s<5F)74QtQE-I|Y1p=Egw>q_h6D8+x20n_(urrB` zQpQ_@nF+4Z3(P3Dv?S2D>R6BE!&B9|lyBwc0-Zq#gf;1&7$49l^o(>W_ox$|de=p#rCVSPO=cH6 zG&Zx#Y!n?>j}p)<@(t4OIX&u!=kRsW@ANJ1xzm~8!P5a9JHADF9`8|4JRz`)p3}B% zergamc8Bu6x5xbPOu{btFA;8qFL4W*G3o`q(QY{`h-BLeWVXQ}*qLqc zjUX)a3*yz`9n$grJ?e-jH+Io+{*Fqc<`iJ#eE57js9Nw5Y4ph+HNw*)yJ)odsd&&f zF2JufGLuaU&Xx_ZKH@p)_T?UR!?P^A=r-?ZaFA|h7oDUY&?@kR^!eA`^l7%{;syty z^?Yne9j$u91#0YIH5(U!u|sohT#LnaL$`6|6Wegy#x+Llpj;c*^{_*7ZCpvi))d;f zW`!M&YvYO#wi%d>D=^p&FE*}rUKuL>xQl*2eiTcF3)b(^Bk!TN`JG*x|M| zPSUW0ZEc(@VTanA;v zVTaP%I7Gq@q_uIRf*nR{h}On_J3EBd#_lsafY!!dEIWMG#?B-=c-F=~9XoW^ z#;z4RaMs2i4m)ht#*PL%Xx7H|K09RA#%4D=VAjUgFFRb;#zrVRSk}h2AUjmn##R$M zP}as)2|G;I#x?=_MA*hi%np&YG3K!YWNnNp?C@9{{X082)<$2-4vn?ZW3lgZZ1fcD zuvi=GB|9kAW;LQU9ZtX#3sh;5>AdkK9F_tHSHsa7u+}tkF(+G%ItSm#Sq-z?;WhZ+ znV&}v`V*YYOzCNQf7{K7@;6Yc@Dt2~O#r392+}R-4xH&V?OHiw-=31+c|qe7WhL5MGwo@8MrsYeApz zMEr`0uzw0aQ8rj*|FXjq`*)olOaTOZ#SWujh3a#nGR$*;h;=_~T@Q5q8;KP}^B7OmMpkkj+NcEFA z7l23~rL@R$TU^Oj*=yjjB30}SkY=~Nk^N;A@);}-BFU`GE@)kE@4Fp(xAxV zVW2x?pT*iU!m5zOms^;+8Y|ufU-s#W7${$sk#h+gY!UJ@3jz-#-OY)(vi6BVFH>a@ zB}juoX9gG)gh!&%OX9Fe=6YVFD}2CHOJkZ^a9jq1)fly{-km_lDhr* z!*!n?k_|qtoG}+6s`JN~h>pzx`?uib;hP*M58F+e!3Zus!b$!Cjrefr)zBAf&4MGY zY8LxCXw~l4^1x@T?l(Q{ziRJpofUW#{HTV#up;n+_b~~3wleU{_b~^1x-{^VKBb6A z=KE@ZJv}FwEWBo)y%Q{uyH=h(3hss?7OS&|!NPcJ#Um23Z`|2hWA<=KKq>mJG>>uKvALE~&;-8=6pI_jgU*VtM;GZY(&+qZi zAMwwWIq+vH{+SMcO!&slI8rdHjbi&Le}ezu8!@BG1}C5eHVNBzwvV@F7Og@7K2bZ~ zTEMmNZp?-=n8)Gkxk7vAl-6A8JUf-r(e`mp?r&qB7^z!pMvG3_94*5*gJr`Bq*jCN z{YQUb*vu-S!t=9HWyrvOVFBNCa3lVm48X|-i)aKU^A+-1z z6iFM4<~WUKbn0|;>~m=QZ~2qIK<{n4*L&Ltj8rREwC{c=y0b35x676DlHB!LCZeOe z?r-lc+z4MnjVk(dDu;C@)TEl{dlZP8ZvX8WaR~IOL3Im3#5(X^cj@-UL6odrb+fJrQQdbDh-r4|&JM82a&o?}t3$k6&UqDl zDUx9?iz|Dd81@nZCpp6?K^hFZG?rl@ytp?J!$~iS11lNVUZ5*tpjiD*uF+-QVI zw#Y{^_B@hczlXc=7*10`C}i`C7^GK|w$ zM?xfXy_okrl3=&TmAFp?d!{PEC_x$oi}zvzDv4aT#^IEVT>EuJ43u08DMaF^QqFQh zoSMaNM^fpoxbpRhN-tNX5+z83N>7Roh%Q1BgI*d3PcjC*SXV@tK`MCgf{5WN8syLr zA+#9L4d|!^3|FzOod!2t)oBMP|FDJqG;h%AAC=7%Jz{~S>^5lib>+OcJ;fZuSDA>D zG-$P)x5xuKlZU*{LbvZi`<6#KpWnve&?o2fD*}oQEQqxQeiF3AZ5q6yBr0_!Ar(3; zIryJA9FlpNpX!Pb_4`MJRGQ;cD~LFo3y1L3;KDuw4+;to7Yv0SM^Yy{Fa0+5B`gnx zHZ~AE5Y%B)4?x%RTdEce~AD-`YKcn=~Obx&Lw z`^2bMsxpcaq`{~Q;}|87lGyZ$IGB>LsiiAoplliJU-@YPQ4B* z=tAV0?cR^%lo?mTJ~^*(RZdZYG&mI-A3dNXhn0&%DH)Y+(-kpLDlI051v|9Dfk$vY zaoAJM6;C4R^qRO*_K8lfQl%3mNP|wnxfZuAL1TC$KBy!@-5rNhGD4lu6){jk@fCX$ zR>PUpPThTPLU-=j!MeKD?_eWKLoRVhUY(xBAEaZ%5YmBgvf#sQU#Q=irqF;GtN z`8znLqy~qyhxjy$-;U(cX$#VCLH$vcOOzlDE)Bl^62z5YL z#6StfX9*iM1HV&(qpskrCuuZmDD*gzT5pIeZ=b03T2*RMf;6ZVJ4+bGOXAnPabP9m zS6f#^m|rUB@Pdf7F0?j6Lxj-cOS;qPe60&RAgtqBm*n4e`pO0?XxN!w9i?`fxYz#R zE8=`G|GEjg>Mfr6p|ahhS4?05yDgsiFXg;Ah@vs~pG-u@#WNj0om2nvd6gah;EPWr zdSBCqT4i&*2ayhK;llKr`}0^H3Jozzpi>B)i|`0xumkL2;mHD!n0E=p&zl0uM0(H6`aGBl4BI4cKgEM z(@1)~Gp@9KqSpfiM{;^mf;8wA93b`6D} zEq3Y_gaZUHA;yK%8rNaqg$erHXcHSh{X;?nlabNpbE6OvFiwa|OP9zc$h`bV{O9ClZ>z(=zn=aX2LNCUbN}hn<-y*|N=MKSHwNXHoM4X}9K`UF#z^O79EpW+=rx?^Abi!j<8X1r;Y717L7&NYTH{d4aTP~ zgbAer3@?aiAyHt}5FxbqeJ`y=Sds9i!M2c=`gV+tZY90LYbAX{*+$Xf5sTQZmGm{` zyriJ_WhO$swb_qQ#+S6??z1^+424|JJl~^8-}CD@0Q%&6enAK&4`!4=rG6x2Kx^qR zj`w52He1o(N>`b~F zNtC1QVj~h}63c!W2Us$e{ajbX zKv}kwmb~m38{1!mudj+usSsk=eE+jZc8xBHX}R`^U6-*u6b82`K^p7|ek3D1umD~X zvsTA}m5f;z>53RAv-l^;JId9j?6zj{+mU?A$Ca;7d^(`YCrXe8pF#uMlDBf9lBjfh z98Sro^h{k51Emt*qH0gYywPcFt>hh;gS!>Z6NV}Hkh5AA^-d(o?u{#XpGekLB^f11 zgJkQwgv3bPB*xtp2U;@5yejq+ zp^~VSjl(G!l`hd0F;FV;V7JdK!KT;SYfiHo=F@!tvq(}+#+9^B?x~wJOIbK^hzj z?kX#fGsvJxM7t*rv1CMhrLKs9673us#@g3_jjHhEZKJdw_8R2ld||qs-r==K(tSCu z{Cy(b7gR|{3DO|lhA#cYPS8oz`&=Au$*A{;u84tB@7zf0bs9}w83NFIFOq!ImZjfR zo5J!?XsS_yG|0D6jeG(-iG6?2rH7fUZh@@?Y) z_;$G}-zY&EeCrlrWzZy|t&Kx0nVTEY6%i(y3PijhVu=>5=g|-$w76V%#tXH8C0bt} z>=La-)soX_Se41>m06$mR%YF)Y@q0cI9R@JE3=L%=fy249M@qc;v}ui;v28K(1zU5 zZ1;Yo_jyxX+56PgdOd-ovJQ)qsML&v=I^u)>osvWB=ae+(iI_U^WB70n(MIm7cjVb z2IdHJV>?20nJb<|66W!^Quc{3Um+Nhug9VUY0xFOnVDOa;Cm_;K6wT47vm60My1c| ziZ~fmDp`0!joHW-!&DMaBB?ZMdHOBw=`0V0mNq3AAeDR|NiChz;t)zkr9b|!ppq|y z<@W9w3lWKhFuWg0qpRaU>XS#hQk6!OAPpJ?w`A}<68?ihB$4QfIDC?kXq~Qzf%+r9 zG?XDRj)$}vwMK|Z3jz-#>Ey(fwNG>^snUrOq(P_P=KMiAxgg3h&WZym8K)+6MGTZv zXVXX%(Z)H#e)+I)c!+a()WL$f# zu84thjgM*uXavixCY)Ls$C*N|Y-OkSA{qCOaR~H@abH(u93@DDaU+3I&1lB?pp{AY z)i}J8k?u>nA_hu2{uwDFlUb|DCqc~fJ&L5(ycOv;<7cxx6q@mrAPs7r7eg%qP-fGN zIEa$5X{xS>fwJj5U%2!R9?SV^TF8l=N#t_RdGo&+$+hd^Q0S8zyGE63lpqbR1qaK6 zZY&aBnR-{nA(o7K8+1hslzM!@G9y&+C{WHj^C#R;TNd?BB;D$9CGQj6s;YFO1ZmLi zk{H((f>b72IS#92M6-2843ud8hzZA2PMTqUQN*N2k+gasuAF_M)%~ipq6BHsDlTGj zl%zq6`{E!<#-=ywiWn%H{2k0H9GlxT>$%ttX85H@hW$%i+55z>e^O-_B}ju|aUDzv zFNtg4hyyDb*S@AJVxU|*!`C{i8I^-(A;-=_4Lh(UEIFKxp=d(N%TK<$E z4VJBn36DXrB#O<6Ln;}?X6lMKSrjWKlpjn$_IyT)pX*hevX zmDSh0RaOrvn<#pj4VJLmDyxqw=f!O)R#|k&AUGvC;KlTm}7U*m?7 zGhPpGK(jpZrASxwZ*i#f$rXK@U`xK7h7zdMnS``xWrIzqnv;jqhhaJ3NHk)STl!WU zT*=(hH+4k_hwwN7n&vVs{;455Nmm+Rn8j~LGHU6{^c&@iSRM+Ea!QZ}qt5NbC>JA% zLkr>nO2(nNx*|>nhxi8dp+?dy_c#UrF&6IOO55Yg*C(&EMU_L8V4xgwF_Jj6IS!y? z9D1^@h=Fp5?}$}0#?4YrG%P}7S`>aB>6xArSK>ag>WC_h~3=read-BPUDSCL`Qc# zkh2QLj8fj+kA#67Y6vctUWjZEJ`#sUpBjV@6I{v1Xeoh8Wl2bf*5!c_HQ{)C?sh~5 zjuSu}0rrVF)FPV?5{Dkr6(L$@A0=En1^<2=#KX7pGD`+5V?7eZv-$pKkraC(uB3gU z*slqSX;3Vnc`b8XI$=LNXT@eFi*K%63<8{WO__Z+jG?HN>XU4SV z`^2zISsn`00+b*PhOJHD#6qY^99tC!Su&1Ys4F7OF%^t>K}7S8VzGt@p~dTTD+}-C zo;W!TD{S*eH>`f|HLM!SHj0jnQl7eD|iRjp{>e$ciN2udVZ+J@p!40*j z=J_5)x}jIa0njHmbT=Wy0$sv$pD2k+4N1s>PWz3Vh{GY7Z+V%n2vMtFqANo97NVmH za-7jZi-Wyr0iCvo2kTpw)ZHBqJGhp)Ghj4f9r~AVE0-*qR#?JruH{?Gc}cG2n@q&X zaV>n0?t)ozq$!}8bT`tW{4uWBeR3$jBV3ZVoGF1yrATP^R&e(R!Nd^`5x1%6hW#cE zpJa~am%1WE75}-e2;pdmoGO?~j^^=Rv;ar*j=?&b1#DZ6VcJfq&qHjDRriB9C<&CDZ~DarF~YpS~7F6sPB+f&y|}c*vS@p z^5KTf1xeCGI;e>_%=+Y@@&syf2So`~DpNwzw1WGIG6s(%!cOvB2jYN>B(_Ah+jT_< z&-F}#Hq8N~uB@z?lQ2e7mrpv3VWmhD$;#KpA=4*T-b>IWXC);#`KfSzIb_DI<Nt#&(dr&u5n)=XfWjMzV%UquOEg3XEw0uL>wNC+kwFi8b)L1m$Q$Qk)R zs7fG8kOqOyiXsrlO%76*$AOcKL2GqI43t6qgPa|e3A1L(TiMR>9z=4e5?97Pap<5b zhbTcB96CFKLjoYl4He_iNk$@5SHwU`#Ak^2m8`sU2K`LB8%dwH#Feg3^m&sieJDX1 z^f@DfJ{%p1JFky}CK-2Lqbp*d+~I@S`(c}|I_{?}eG@p(_b8G@-;66~pIG#`DvKyV z8Y~J8X0w)%A0mlLUx~vf8I``MD`KEj;=_;mnh9;83G0Yis8>r?Bixf;EWHp(tGVZ- z-@u;5@=$1CQ-U;T6&ikIw3306$Td9~ef{5Ncbptg-2rd3ax6i
KP(gbGWXi#q>fc2 zx-FJzCWi*9dkLy;HojnVy2-Q(I*SO(PYmVp@g4ombU`A;By{=Khy+`M*CG-px)DKhCg9$D9;>@~OT*aJ&g7{-WY#TGy_7s%F(r8^g zE+Ln|5b#+_zy=E#|8bDDf)bH zW;pKKE;m=9>qJzkh~OdSu@Ez(HX3y+6Xj4>U6hF6uppQIU|LJP;bdf5i}Nv!4sbIx z@`nUAWXJ+(UhTJCAVW|P|12`TS%L0~L!M(3x`C2gK{o(XnhzxmkR;27k)8F=uex-Z zfw(B4QP~iS{OGMbw0M8 zP+EoYl20$yGHwbK#E5VCJGM1I{oheGBzK}cieiCvt@u`f4H?4hB*QF+HuWvb=q6?l zF+qEW=eD`XPNrD5&M%$QzyqCan^PIf4bno}T!4WH^>w(e)=yyjw-tyO-5CvOlc&)k1x*PEH_N8za?wOZTB|9Mh6TBZV~ddqb}Zpd;#dv`vR`nc z=T&uoI50Q4(naC(k^u9fPJ=d2cO?mgi6TeeM8UO5kpmv+Y%jGaC2jOlB^s#SpUuq~ zloQ$&Go%4cmb1FP@cexK)?bP#(7^H&_xD+LF&^?2$*SXbX9L zX`KKKEY?5CIAVKZP5*R2!2YqZ{9x7_juw2Qi0WYG*!X~o@F!RNGT8?B21?@3`hx*; zp8EI}3i$6i`Y76dV-;}V z$!$f)<%_d=YTL>|34FRGLM;5QjqjiY{(^30=kt=a@f{TKZJiL^<5ROvU|0Cqcsl&U zV%AE1?|`7%VMqR7Ggfo&w{_W&+;hO&=r!xI90|&8*)qE(X?9nvJ*-)_3NXe&1IFY@ za`>VqM*#*7TdwHj_+d-s3Q)keIXsOTD>ZZ20Rh|QFx@sQtNNNboFf6zpEe?~=0nZ?lE(srRUg;6 zHP!PP*G6a?ooR(BmtQk_7GO+&T&LI6&uesRn?KR^Cw`JaO>74Q-JhGnHoENWjHh(} z42=_X=njtl%kE;dn3++==_T*G>Q-|(OtOqSL$Hc z&~Pu(kau0fz^og(uOiPu!TM1NYa-#gS*YdQIW!bJj1-vpgV^r6X}Bu-0=Js`Rd2Z9 zg|!`ShYRkzQM#!v7BNmYRZ*2@hY8O65$CIflj)X%RIvgTyr1N}Cv-85iG-b5?}FCA zEY4;WFXfVI-HPUzz7!lP;AzE+X#sU}JB17G2V{W-T^Dog{xKJbQKX}uBwshHn=x=0 z2y!K`VE&LZN0iFZ1gkzlY4N~iVpt%@Jc|$7(8e$WR6@v4*|^PF6K2&-VwajVM?@+` zUb?5<=-`%yc^Sfj`ERJm}foD{eM*B?ghFteDOQ(=qhJ} z#>aui!!gZXcFfM8#b`h)et1;XP0P+Z^f9oeeHWV)(Nidxz-I@G!DB#kcFhNanb%?X=A31vdEO{EqIfZpZQ#7Ob~s zi&1aU**K+LjlJ{4!ggI~wII1~$9N!nz{#jBL&a(m9pt8~yUQp;)M{cg$H+Xp6=I7D zVsfg`9Hi}n)-BRKaw3c|pNgwue6 zHa78ymdKigJG}4J*u(`asN)omZ1!?uU0b0d#Q+8Ey~xniLYAvxb&ffExtIcOY~}(M)WXarP_=I602H*hxtXWgYdKY{J6ovC#yMaK9WA<~)hR4IHKWS` zLH8j~-8>Vuyl&2^ENvDJRD~h!s*^+|Q#)lLAm|EDbx$ebrkaVOeQi&TVL|=K8`Zy) zj`zCmS;D#r+zRp{WQ7AT&B+T~kQY_ESBS6`QrE6wBUBIUJKL7AS!X z0S{+yukF#!oy}oyHtSGBi%##Sjk@PNGV9oZvreAW|`;c;4n*?S`-==x;}2{|?te418ZgN(WQn|p$8 zgkPZ|z=x9iUdi#>>$CCDdPCHE(gmEf0*MRe!V|zi8DB`;LL}ti(D0e? z{u8rc&{hWhtHJPmDh|=tox4<33K9g+B1=Q@>VR9Lc|2s$;QzAJ7R5qQUN`8@3elM( zc?gF@suW@e69v&PTWQ)#u2gN*EOeQPS<}Esj z4i)KKAr*9J`rw-OFY!3mRy1V<(2|a(L%NAmobcFIG|i#Ge~T8znS-J`C%x&8`L}n@ zQ?Hsa0Elf(;+GH+boUYu4Lz&LRYOJqDxY{;k08&wVgW(8&citlb}gVJDD zP@ZS}X0kRY4Q3VPp#4;y6DBC{qBv7f$nAbH5Yb3AGXxwN7DCWUQqiVqhm=4;n(*4; zsC}}+v4q>G+-#-eRkT%gWLP(96tF2pU8#!3elKal)of&N`rDAPH8!H8tMM&3Ss%cX%^@K|jzzDRjt{Xlm%j-~g3pMj3E5cXYU4Tig~H z-1p{Jrdl_fv7hv&Q#x*_(>tTW%8G-|;2y{&+yBaOD~RcwR8bDwA$GVRz8j~w-iDz9 zrzF8_!_cGRbvhFM+#adY>Gl7(7>J8^b>+)jS8&JJNcY2(fDzSE7j>GG%lUI?(0^P` zA2sMzv-<^JsR^6}3lAB|Y?x-lOdc`ORyF_|0`3>Oi@b^)P*>KMX99D<$7R&!icD7E zb=^oEy#+_=?-UZYUr`NALo`{BbL+a1W!xbuNP`mZ9@8AMj5NB&Pc>@}3))*Ut&&qW z09MUuFhO`*5=L&N8=0tPWG)q$c8|t?k^!xmX&Ee18n}^tPV4wyiuDG~+$cl^sZ1+M zcDQSyg|q?|v_TDh#EcR0HmfK(ZYeR8wM`6M5C<{(IHQ9)>3%O-QPFx;8Dm!pfXXoS z%_@mP0I(q-s3cBoX*8=8_i4!}i_*<12>}f12SpIc-x$ocdUPES@2ly?+{z+}M6M#I z>U$t=WoU^!M+SKiRC0aMd4|n`N{9;5AZF)}Wv{qd%nm?788ig*r&Ng~vRF5!wj_%S zXwb*LP4BG7w*d_5Ac7<1G(*YzI?W$WOrAj$`Ug!9qcbkwZ-eD!wguKf1U-BspRq^$=8#sq1Py}c=hleeFZ&&F>$bmJIpJK~1Yjea3O z5gO0E6g))SPl}K^rEB=91Q_UQa%!V7H))aFKqtxf$MfurHU~t@^qZ42Xpk4Bg)+y# zkzYbj>)FknGvd6i)k;gs3CejO>rv-5Ai4F-5k`k_He;9KLT|ZkT zz+!{`qa=O4JB<&E>!t)%5MenFZPsq`$CAizT zm@l*_AxDP<79G9E&ULs0zZum0@M z|IGXks*3(3Ven7lO-ifvCzp%j`;|T`H&Cj1t=cypLPpJ5o?LLiGAwGlSBJf~<3-!e zN(Nm;UUS!}!USU1>7DQsCr@5$rkfY43=p;i7+j?Jpuje#g*ChaZ!2I33W!MrQ1>QXtiS?STLH8{hXmG=IiXW+ zUJbI>oinPxn1JRj8IBElW&!^SU9`Tq=2KYBEg;dWCAe`+W`hu#T0_t&4Gg!4)*`SP5_lV0EQ`hnjKeqbr)%m1z#hVa;p* z>Xlmn$UL)o^E!fu2o|>eTfS2qw(^>X?HC_2ilJU=07b8L69Hqjq25%ps+0zz*ho?Q zcHT;4In{imsGJ9~me`8+8p;de)?urh2BOks3x3p{j`>NKEtW0D0XgYd6W&896@{T92L{(3BykF-c{v8(B$^9@?0X9pdm^Pi4l zlM@Ur*0(u&wFM?qu|>W`3s`K>r)w57Umi7kTC7<-K4h>SsV^!salB*maYP0Ua@IQw z-WbxBWErHJ_s$Xo5b}B0O^n|&6ZEVed(n6#rGx~6(sipF12#LhrnJaSM2Z&c)`$nP zmf1-TysgDf;TYU9JI%+Jw9$^`-CFFF^T1AJrK;_5p1_NW>BDqegRHjpc0A*NEz*H* z-n;Cc$-5R>40IkJGSaSVUP}+!w&=Q?1cK828}lw5qQ^Y8#r_T8AtK!nd}BsIn1mJ^ zf)2b|z}s~SaNrQYS|a(%HME(T37WS=BswIpOu$Pcn#>Xx2sO_H0S*ByT;=b?^vxRq z3>xH*%^`UiEi<8&1++NmD4Q*Y^I2yxp{@Hoa_iQRTQoN=Uj+>MFVggOZ!lG}Rt)n4 zU65L)g5yKXEhpy0ew`v$UHafa0uyjNkbS_&#QtX0t;Jikma2*QPz z_=y#GO~>kt`<>%aZ!)_Y)6Pt~`-#R5x^sRCrEYH77%vAbvbTZ(QXV9woG-5Vx(nR^ zf=YzN2L0zrdRiw;M=f>jGv12SHE2~jI0*!$?J*qpc;C52dsuAHr#-_oV`vg*(C5Zz z(K7-DNO4V?+=Whj;Y@@debrFrp%FYpJfQn^=d>o}_^LOthdi4?GN#k%dF7xQ=Isgng-Yp!2RGe}zXfyD6}TXOSVAtBBk9t;l-t09 z`f&-h8TaMxr)$YBC3nD}FEjhg>@8<+$?O&v2<5ImL@(&hJeR(bMxFD z%W{&<=9_dxf>|-WNn7?u;#_rA0P<+o@%(QoY$*6D`Ihng?LRJPW9a;?xrd9@nyQ%W zVaugNB+&GQ|F}>-Gb?2`hS%fS+zMlgR7*ZQXqlpj0(w68p9(#jV>(PMmZOT(9C>B+yiqLr2+V#)sJ3%^`;mC8agtQExC4M`5;D6XxhpQQFIK@5Lr*v6mB4Ku@XP z#!6cBTb?teetVq#agkAbDK5$_`Yk7cT}u7-I9qRI@%T_uS|goI7rgz}VvS_6p`f%y zd$O1e6PeRui#A|@no^H_(VLEVPrYY7zTdTy$ErNWcI!3197-F$&a)+$gQY zSb+~E_k8UM?v6b`oOLr)!!ddiQ$lG#!I|)KT26M#=h9m7at90Egjd-YHivZOJ9F<=yehzkf<)Y-NzLheE1UJF z13PogbhHxpA_k~QjPuN14kpGCn2J_LnLIMsA9$DXo;O>ZMdYga6AxA5eEB z@ONwcdJW@i9vSS3aZkJxyJ9Qjo*W)JczM{P*;_gU@O&`qoAp`D1Dcixi46sO%n4Q5zyc-v%+zrT5Qh>Kwqw+-JGEM7sx@Q_dpw*>F_Q%<_(k1R)4>&I0~5j0hjX!MDe>2-UfxAscLbxD#m zkW@4#3M=LB_G$6GxWHz$US*|?I0@twJ>3#Hv~xl%0a6{6?3)*QO^yk|e!&r*8;52| zu&;Mt59a(RquxqA%N5l*I!Ih@yGY&IY-gDutO$-#rqUKz>-M~YT&*RqFd{Fr> z`HNGtJc6!c-8h?>O;mGx5%9)he)WuQ>lo5lxY5+j%-CF)?y0$=J;Hw!wc%m~*`N!B z<8LcUKuZ3#BqdveOG?;kNqNgel#L6NCPDOOi{dpzPBMW&Pn; zESJ{>LFc!~{*+6Eq8tnK{H#JxKBrFCeP?_stGfnUF*2z8+X{6?LtdcrZ&?sf?SK{V z%S@M`gwiTIE=Dg$G#mJC?8wNV?iV7Vn{-5GwsUfbGC{S>^B!GLGZKq-R*9rl{#V5Z zjeoUV;|bk@B~LxpwTPD&k%UChLE)D|;Z|?ng9Yi-iC&z+x(4xbacL&#`dsJ=GWLSX zNK|}v?cwFBQasS~E2)Y0TD(1_TR16}P;EG&$tIb<6SPqL+iJxxXkhDbIv7t)zoOj8ll2I%V2A#HUPV9Mif;OJbVkCUPp40D zN14BiG(-xJj(=Mv9q#a~inP3W7imeVKzdRo;fStMoYFi#izlwD{f(#&+bju7XlpC} zn#GxSrub{Wrgmi;fAe3X_?!BQ|KYzz@jrOQsWy^ysA=xkW~|5zE-}q*wvm<+!vRJIr!67?=i&#O|o>@!+@&0J-kG>RXS9}Q2lozf9=Oh z`X5~Ou%-G{#|+({3EfBeShg)Pba94Qz^$9vUhb6%8YseWKgN{8R~IA1#f(aHEbpQv z8!qF7R#~d?otd>rj-_EK_7= zci(}H0vaeP^ChRoEPWFvg0)pcz?T>iRLQ*jSngy5w96-Zpcl6LWkV zD|T(orNk`I^O1<7#c*d-iR$Lsm&Z^+0VQ(&i@(;*=Lnd2+M53=p@K3Qmx|Y?*?c<4 z#O(xaMS%nj6v?@fQ#V_KRxO)P2^T!JH8)bl2aT8upVE!$b2}kE?Hrk(&EWB&nINCi z6#b}sk3XDf~L1?a2=9{jzW6$p_j=f+``miGjIK0V9pJ0g2E5SgM*ssn znab<&`QTz826k2&^9{hYVm&F8{v7co0E?8)X^xB)?DJLHLjkf{re$13qjlhSs?jk* zqo1n{QY-C9r^fO2$V%hA0kGDLmJka4TtomAE3|_G-Kjk9ex<%oK%iF|5JRz#q5+^( zZ0cp%7+$Hh9$;(5f)hILzRE_gI@_aHPZoor*`u1c@OVp8Vl0kTQGy7@FVoNc{ULPF z@R%>JQ0=i<#xL-p=5whg8_j5so>@yxBdBAlf%)1=)vl~^EeUie`9vzAYux5$nVH+Z z&Sj|9m6ywq(9rNuYM9XJrd{$GarUcfg?~AHfC}cvlG&1WCvT}E#JxeatD&5m;e!36 zG<(YOziU<)96f-+fBSXsRn~by|DmzX-gzfp`J}pZ!J^nQn8X9yL-CY4r{+*=bA>Xi zg;cp*${C_AVK#>zx6f=*!Tcyr^Tm`B9Mu-8voWd?UBH6-Zp=-WT=4A?su){EYZ1Zt zAkCOfc@%l7@#STt1{AyrE06j#$~?-3oVl@;3s`U`(mb+x!I>MU8KB_3AKRLmS3NN> zp*mZp%G5a~SQD0>^{ywc2j^mkL}N=Au;7-KHX*BZO9!Cfy(26=&0fo^&o&!*bPia? zN3ok~E*7Yo@#TQvyCu>$&xU-YRCUWwsS{Z^a0RxscPJ&QoZ4v%0l^pet9wjoH^q5A+^|%Iu;Bh!ma5<- z8dhRqQne$zyj%%nDERDk)_Xb4E;=vh-`{0#&20eGcQp5h(WM&nfX8Z8HxiJp6}=Q6 zQoh1>M#{In;UWvf*ef<7IjYl^02|3E=YXUK_?A|s(X|lD4l;5EtUg% zZc)o{nq77d-#+`@_V=C5XeW`bapORoArgRKyUp3QVrSQN?@H-%MDX3?eBCasw2Te` z(N(Oalm#eQ??$X|26J)XfUbO1kvdFpe(`#CNh5I=oqVa%tP^hC>Rt>NGrl2QwH4HZ z&aa0m2BjQZPcc7lTaIIZoWJr3aSOS)b={^g+iisr+ZDAkH3553ezj7KNUEk>oS zOOpj(#n-Yl#sg_T^GQot&8*az(QYs?7N(jl_rObS7O<=!Yfc07{P4(i$Z{-@^;4gy zQftl62YiTDwKv@3>WpPcAnF(X5H`;`r%qzVHVNL(G?{tW#|~28(NI<^Hu2B?Ny1DAm`qIHao92Y_UCy*VS~{t`$_ z<+>IS%l7}H8tqJ#RxKN3{=8h~vGWM)I1_%Br)sqlke8TJ(CCFxS?|&ns?2a}5C$3u zyZ`2VYL4qTq+89Yz!>wKEiNv^+F?~EI7hMuDn%{foe+JuH=T-wMGbia)GFSyw{tOl z-UhEj1@8lH5v%Ncyf_mTn`!{8+|VIx74t=G>Nc2jSTGCUvf?g=;~sBIw_$6C3f_ka zTVISPJzD?5ikE6kX^F9cTggpl%h1)x?Q`e2;J%kg_mHkS?WAhlCPBv$!H4qW zpO(}Lb<0l*7u=6!S`9Z%XAYv}R;t1Jsx&iX@ZXXAao%ognln|zJa?lMn<{!eDQ3t> zam2r{ZkDKx8(W+qFXNAE<+k{F&HRzf@myu1c2+HCtIBx}4GWYhNYv78DG)VvnGeLZ zbz6DBYwV9p@&L7KI322*qflf5u#pR;8WL4XYZ^qo@~FfPQ7x`o-ls4EtI5m!Fj1Sg z<%gn1FH?}ng0>Wh9QgU0>mk*z*PX3{=euSo;hH8b>{{P^$??{>zc7De)xD~t24vSk z($c^^{|28g6Lun3DXO*z0evNLmI?yD1Vk*5w#@BhJv#7_x4%`psermfSU>?mpW;(w zS)PL%b83#CE#_Q|YJd}nTukl}5j=!^j?c=3>>o34QVrMvQzeB6Am(FyD8y`zuOqis zU0wmaDj@)0CSu!_H)f62L;xHj%KRgLPh?7K{!zd~NKv%8C((9rbAlCh9nG!x(}i6& z!fex^Xltk-@Dt>*@R^hB&3u1+&I^)ikQabePUF!b<12jSWl$47H|Olh+mqg9bODxX zq5!aIF-Zethi6cF^>JD1 zgoRX7x4pHW5){5AtkJv#32=z;fgc&^&JIW$qJH2nLx+sd zkdq}Z3UjDdkO4C393q*74=G>ZyD}*wCM(IN{KmeDY>>U+%SgV`}T zd6d<Gmc!URlI;~_?YlYE?R$11`8~7)|&v{FR8Lh9H z4W=r_p=NG`(=vE@O9^2&+xsYgyFbi&eBrg)=W3~Qd=R(9b~IKrt zcIHrYCQfz2tSJq(OlRpJ%?@l7N=US0 z1mzMb1Tl5$SXV1|4I6~n+M-fe-}H>8;8NhCCPWarHz=7Q@DFd-|1E(tKMr_402H^AhCkhi3& zqai`2ZM{{UVS}(=6xDg6^=w+qaT1c%9Hujr$8*Bf+{eJ3cA=QrGly(|y(%j*=;mX*HwR@=JTtQ@f)WG^h z^1}y8ENM*W&ytOf-B^#vm=l&PDLml^=BCnjPbHJ#EQl1=Lv6I zj}>E1h%D(y6dzn<;&l4;bR+~JHfC7@^JVZU zOR7!|(MxoT`9Y)-x0PM=7DL>|$?VszI6(w)m08Tc*|rm`Ok%rPoTP)$$^w&*d%T+h zlOTi0ud52oHm$}o?a5=hJAh82gqwtY2~|C$_Qw)Ji2d~vv9!3}G%U-Esv19EMQef& zQtbdjS^1`9=2?<5sp>|}Rb&b-Nc?7rHO;cU8SNx5wWq2fw~EjtBjhfzC=JHEEz9_} zEh@Pn@$V}wO7q%NI=Xb5u92RuEMOM=G+IuUc@V)&~a2`RgkC(aXCdIu&q}4l|V#->O^mR*}V+Ag{8z z+#l0gBwB;iGYeo-S=(-PnWTeI+bAx}R{GLzt}QF!s<{ibEmLfeX(v_6WZF{Ad{4E< zKrPJSLyGNtS4uJW$1ypoC2yG{J*a>I zaw=Oo^fEa@@4Bc-%ul~yX~Gb zM#!yYa8a zmvch09f>Oo`KPmNhqhDr$QIg=BkNOO@o81KRMKH!zrM zs2ap|Tw}&4)j~}p9@c$FLK!85E(>Hc^HnO^t}T!;M#!`yl~oxZ$P^J*)t;=C^PCe> zmliAY8IONqi+z2?D&~b`JE0$1mm0fyZ@x1MhKZP?s`^1HyOyy*UX=O42j*Bu-lt$9 z+spiFPDqUclE?4 zRcn6mc#u#64z?2?jFo4xK$N3sc}-Z~kgCTn)44O9?j*RUA~ z$^f&@fE>-AL^3m7vb}6{DQwMVh06GM}Ag zDT$7AR823`u^BtfajC`Z&3^C3VvY(H^MN>JvHfG?X~x7)-u~YF!xXL*-n4ldQ?8)Y zYJBqcT`CPJq13LgDk~o@f%Y>#X0TGwTg{v~8}!*F7uEW#lcX|zrP_Bjm5dWw{lG!t zpSzy%SuuuEA%Gw zomq8z)F0C=Zu}~ZR`Wegr&oALSGo-PyETszFqyTIDLtKD;qluU9Rc>v6neV<{BM8u z=YMAY2dPU65skpS+d{+%p>jzfqK~9IhaKrP6`}+y^e!nx^yRxOL?NACq4(<0lxr&H zq|npp6?(6JHwryng~EJz)Kos3<#E(zF41X zJ-MzClqQ3^ME556z&k{kyDfGIQ&c)--VxTX%u_*GqT@w78;)F8-+CRbh4T}Qtl86I z$E%7GN)s`VeO3&kF_kTrjxstZTxLr?e8yC+%a(!?N)xp-OI$c6#B{dU)Ga53%EaIk z`zUq&M2mw@NiJwhL_+pHEuWjvAs%m;^;(RCX)>tuD=3OMU3_4NwV5vUsfWv(vXTah zD$9mx`It4g?=a59lu%k3XXvwc8D}^h6fU!+DD+{ivX(eQDg`B!R>m3gSui!gJaR2@ zMiS;K7eD`x%1A?>y|YLYaKVO&R!vdJ=zY`f5DSM}Y}KTwpsX?mlCpOf14A;XGe?|G zC;d);IH17Nc`_LFrf)mv84Wh@0c7p^u>cIy6~Ui4ezl0qjCib3M2-&;=9JYyDQ&3C zP6pRm$`-2K7aT5O3(2rdNWva13lSDElc|A4-2Kkvu5aFUW_Bc{V>ZY>&*oR-b3Qz- z4NL)g!az$1VJ{Ot1E9oL*H+@QY{>7J)-G5Jz;!AEK8Q49DFIHY$YWaS6kivn+Cjw` zR#94zLatd)!~~@cTI>p+!Qy;yM>S4X-4-8i_3PkYrz7RQ1WWTko^xj+0*Qj z95_yt>)aMcM9f|kc5Wlmc&r_T3~aB?C#?;7Ou|aAhT&+6;7V-IUhObkFmJ z$#&NoYlpsRB}H{qAVFr6R^SFYsF9o`AHTzNSaQh!$2#(9&#h?DPTrw@$BqP;ZNl9C zuD)>f991IttEB#MNNf0axvos+n$|$l0%UwpYx4lf4`Pj6%08xhtyxl=yOf7TT75l4 z;bNB}MdxBVzV4cui80r&hhkh%-wmA0QV(WbS%_4(#Q{e~<`5L5pV7SE3U54K38)x#@fn1j%m zBeW~S!b8UAg?j%J8P3Qx{uuSGR5vesq^i7O6p-_2@u~kQmou{~S(#l_x6FB*WnyxI zB~qxo&`D)4<@WjZqyz+zQc`|~V>-8Ut>q_VfS9{~8V=5A5C1h?LO7ds`uPtmW42T^ zlfiLCCXEQj4<(~$um4*!HbMi_EzWc?T+FUm!Zw;vIXH0Lwp?^pMPW&it|v9fBp%ov zN;Wf>=(3O{P*<_@oC`PuR50I>%&}EBnu^Yxhu!V(HoM2CPvSyd zIRvttl>>wRK}i4o$@X!YyE4!(;pV6y{xBfk+TPhX-QyvqGC!*s0SBu4A=U2YNjiy@ z{g@?$3^YaiY~$PQ?#}N1#@_C~b6;ve%RxaK8rHt?ln0Ooh6Nm`!h-T_d*iUpg5vQ& z7Utp}RYtJ2>)2H!(DYOPG1oL+%u7Xm z*P1BF0#%<|F@v!)6#Y9}oaHBcb+)#@-9HuG5Y;A&9P@7jtioW`T+sDNg|5S0(f(AO zBU3|^C4!>QDij@`Y*EQ!rAD<7yN0Hm3aW0J72tF*__TB0d)w`uo$=v!)!2ZCu$kn4 z^MGltXmGPBmjwjZEidDmwufBBDN{|5c@Unm0J4lPN?mh4mcAeKuY2>W4v#^9uPN^C zLzkc&1Bv*ddq(q|%oQtp--xOatU&?rk38@n81g^X5=_W{@X)#DQIF4m*3)cIgl76v z8=5T)p#RdDV=`dI&~@i+mIb*-Ab`zHG4CxHZaq^N6afFo)U^Fs=gGlyhWt;e>~r5b z$psFu-z%`YPk2|Za%jf;T@v0vr5N_wV<0Fn+z8Tedb0EDzh_ob4Up#u!b)9-2A*4z zM_No5LemzrRH5BsHetQyY~?om=Ib_XNN6QC{O0SHZRh~Y+1j-su?05#fcwX9nF%ZV zxJybC`NnU(1;3k>y;lUmat{&`nx3&*Yo-u0GvE&RjF9!-9 zSo(+k@#O7vaCya7{nY796-WU80iD-$J`fl5DWe~o#sCh0@ARi{C-aUO@;=z=KG{2X zv9o*3ji>59IT&ZPBq9huWQ3bX-yia3r>bLE#^&Hab%Rko-}(*n37tFIw8Y6WV4%6h zXpWz4eEl09e=CPvyyKTJ<#?rJzxg!}R87eY9?0J7&t7$Ye|m7T-IcRBI^Uzuo$VM7 z;BOZ2&v*BCpKtI9BUNA8KnMz8f#&^!X8&NH*T1@%z?j1Vf#5bH*gt)~eI(|1bWWY5 z0UXGF)L+oauCvbe(GhcJU52=CoxutmVE-`3KKLDj)-{r2Xo3OqgB-ax>kkIBXu#|< z8k+tDA3ixywdWj@g9?+900;m3IX~@~nbCy|EO|OVi<1W|aNM9-XIgGbn^UPu`hI(Z z=Z~sfdIXy+{~PcUOuPH-GUa#$)7f=rbWZ=t;}o-;s(oxecFB=YAh}0v`@wZ@*s;?Q zn+H^xe|JK&kBqBw5E(%fK#s2j6|}eUwxvCJW`?);oBqQR zsEQFlU}PRHNpyI$y~2D^r6moKg^P)H_bElY`)#ENa3H#ggcC=1`-HrdG3g3d?ho8{ z9uHI>g6intbbqV+tKXa+GA>o80~m}e00h|`yy%{7Ztw2N2^-b2SHL9rfC);GzO927 zJlC40&jNz%7KFL ztwjZ`a2}gl;jB%a2biGrAAP7H}gtUzI4~y$bm#%l9mBx&?a@mcq|H_C3 zFa$&?9$#G0_6kPaEX6rsIpM^Vk~Rq)Uy#*rJS z?QDOyy=l55JG;CiRk>Zp1O1ZLOw%QAzNA*dL&rn^d7vX9p>k`U$5<*MM+W=-^Kswo zo9k>IJU`qx+C8SRZo8073bdVtYOr-E&fA4!*IekP6evLPt9`Wo|ooEP1 z=3>so-2^_QNMoP2pLPcc!k<9s@$Yu|D3WgIG?l9s3Itze*S*2e4ye-(itFBpHYU=2 zYQ5K8vjwV~|AF~aUsHaPu-4kiClMj^-E^-{=rn}>+s?C-6K;jd6}sq(F^E7z2%6?Q ze!d1i3ktqFOq_XSXR5=-kE*-LVB$1-;54u8P0YoLg*JFSFnDh>q378}kB(Ji?p3+; zS(&B41?w%wN@FGiag2$o&BH)q8|Sd#{Bbs&j>etsub=Gl1@x+kHute332*@ZlN{VM zrFbJk)d`Hz9T4De0Df!hXm|hgm`7OE#CL+igMsE&K(l{vvhl5KE~wfmX(o>cvLAV} zZ<)WTy0s~eZ+$QBLqPBB9~_?^n(CiXs2X+&iU1C&@EQMfLrj*`&3Fq0`1g^LJ+~_) zj6|5(omz^Es6I#yRrF3Dh6`p3fK7S8tG@J|H+2I|J(z7$gw*?A@VGYAe}m zfdKEVe|pU49_w1)-~b%jH=ph9wc?r%D26{0yTNLD{^m0S1bCQ+h9zn&&yD@w;s6}M znU)3YZ#<#Uyv+?%GdPEEDJmLPqI$D6D!_pXHMEg&v`ssbnZwqsp$jn3pwMm6(uO_0 zsHbM3%aK6vK_2w%pAR-Ug=%3=@49*6kU)SSvSn86F$2{skW8O&n--=bS zb&X_!p#6t1(h8@X_`bXC&xT#w-QtuJ1i9T~QyH-!R5QrsNKoz#bG)_7&0g0q7AS__ z-{7ua8{Pm(_`R>6i8gRecn1V{bpQ6g-ar0+pSR*`cK-kc3fO<|o3>J5fnst_jaGqhzY~5>7F@Kf`EE&EfE+b5cn+KePZT68AIJH&Y?gN7)h>Ct#2fQ zlpr|XY$ZrgE*K;bcqiR&slT&lfdG%lPm3A(aCXhEpv3_=v_Ie36+5+RmH-D7!PCqw zZ>`sbw?Kf0d(sHVu{;>3rh5Vk6liQcrvrv|pNSl(+1T<}AVFh`g7@~x!NDFK>B5Ry z&Bj&;2Pzb|{doMeW^v1rK!7~i-;NunHS+{epg^9`-{anF%{=i~AVJHH9;Dj8HCuK8 z8i-H?_uDFh4k&^@*x2XoubM@W&aWdNzcyhYK8^3k^$svKjo9AHjc$bxm+WHL; z;0yg*8z&nKzqWph1cE|8oe#qBYwI^aG5mHrP;LFJ3M%wJ-)^M|zkgtWpg({Yqx`kaW2OsYcnVDIIHv)M;SYbuYqZ+x z4G`dch(4gsH`SYBZ*ScYU7&%e$c5uW-UzOp4g&;uwD4#?kasd`w(u+tzys}KA<=`Y5L#W$a$)P|Iq(P1%)Q&+X1_=bd zJw#ilpVKLdtRUBI4*?4#K`P{6Mg3HSqZL6;9Lur&`Z-~tkcOfxoCqt`c2)xf_#g#z zt{$H?sGkB01qvT3zN2BVaK626s4zGH$28HwAr%s{G=VYHoF*#3Km&I@_;&k2=IusN88Ug zpYdi>%}ARgB?u_WvwW{lV30t75>CAIXA!AtmT->+5=2`X0yxo1veC|1EBSqJ8WzgK@yStS`>&JuQ^sotBz4cL)b6gz=N_PM(NGTs5O?jwA_AH}|$T zTAA3$ks^ZqjT2GaYNp`SA%Oq|j@CXM@qDNmEF2KvF+T9(;B;?`4jU5#Of|;`0yGez zTzn^o_-d95ivw^N>AM|yxNuD)IUvC2#g5uo<7u>|yI!#?ut4$`*_*+fMGVy@P1<^C zuD8dfI2HtuA6$&5bU5goHlS=Acg5y7)l%>Rz%DN+esy>tx_L35&}xK^xy;?BY{n9z ziWoVBwH?B{D#@VGK}7@&Xss!UJY&^?(>1GK2@X7uVte0vZB@2h2KQ zK853BO+A1kgI;*RtW)GvNZ!-~LR?Va^BzO-uyaNyYrKrF%y_2R3hRO9*TXOTF9H>` z_t^{QgG)NDA?8(WSM*2`ZwL$G$EIX-Xb-qj!q9zT~*4_T&b%f zfQfn!*qzqL-DoGHYEN*8lP5k24B|WC2WE?R%&RneL6hWlxJg>N^>RX8 z6LFkubJ_wIv_BbKUtXP0JLVu3?$xSBbpEwXA43BEdvtqrXS4g{beER5@i7Ed8`^xH zqlY+v|G>f10jt~l$8^dE^G{_87(syqikpUlRt0ovMwGft2S+ugKUpd`7HDir4!@_K z+4DnMDp_N(Ehh<(KwK&;Pglwa#9OE#{v8!N*~?1ZaM?x z#`gMbs-_c{SF76L1sJ@m6dM8_7vB^Dj&do?@l+K;fmW)(gG0i@!DvSJbeSWQx*KLq zeD~@0{`S!Zc_kB|3XH&V^yR=Hzl{%weDi>gxTFHjM`=}Oy8uPf7LX~zbUGUm7LXwP z2-+xxbXd=k86GJ~s?N!BqspWvup!}QAYq?+cp?y}#sdH$X>&YKh55O^{ep%sH}?1_ zMne=HAmRZ4M7qVcKZf*6wp!z0E^vqqG%}Ap8(UC)dGE!(pdDb(AD9 zWX1syWOwnRBcm?Zi-RL^*thB|8sH=dJ!nBXroltI4Uwwzot^EYxaY0Q!f{@sr}4n| z{>$v`>+$rw^YZnOj>}{5O*PYw?``7nOAZE-AJ9QQ88x&Rx~jGkL&v}Y@J)O8Vb(EY z1T4W^y=Ch5X=&neWp%OeE3@q=1g)Rw|`@2RJj|;P_Flf~qKH zB$ekTQebd^eWSqc#x_z-5TqG$H1K@Lcw$?rVo52J!vj~CrkJTonmEsUxt_hv=!O~9 z40$3sITTWYxI%w6a|Rn?c}?B862O58rO`a9x6~<}8V3dzcmc6Ir_Ie9G^))!x~><5 zcquNrIfoYY@UC1FF5rPH$R}KR6E+7L(@CH7*IlwHnw)ZGqn%%g1RNNKm!k~MfZczTs~ibTGv{@0tafCIMURuVR)2*Z`r?g zH=ZBzeIa#yD}X~vV6E?|&X*Zq*IK{=#|PKF>FkQG%fSUip#!Tj9sstXgkOLLn*W}- z-}Ub_1LnmAp*aE&|I+?0FLzbVcnZw$YFCFUuV1Z$8eYEo1Is8bNc~NXG@H`d4%&CvzB8<(Pl&co-BI zJ^(}Z#|3#2@2#pjMkx+}f#t{fOY`gv?`^A=fh8C$5YXShp1tZ%=bgRZb)$uHs;VUa zJ~tD?0teX%f8T#1w|gq>WB~+;0|U#AkmX3y=xQvdGorC*;0Y`iu{5w4;|MHvx-XN` zz+w&zDY-$H9hp(-n|oW- zJ=&)M>Qgc7r)q(X^BYg-UycNh_wpxOr_T=sfogG^Ajn}PI-Mvc$A9af=P*EjKi7V8 zv~eiKtHuw6c;Ep41A4ywU3YV1|74Sn_2NS;s!$RTFd#7eBxg9Fg9!Nc71csE0q;jeaAD)WmU4>%Y~$;c4Yb>E$J~C%?6Rt_hd99Z+ReIfhF(j%MFI9- zI_=`}T2+^YJ4$eGZSH>uq?XIA;eQSUYI92*97l(Y)UZU30_;2&?LIjg^kR0dk&7Nj z;2$6CoV?f&_czqQ_c#LI?434OL^Rd!ae#l*c?#`)Fh`b0Yr0j9Q0_7z6j*ZKIW=Q+ zED1Gy$AJL(heW;;w+dC=(?E9)0n{H@R8f4s(R6tkW>9*ZPP)W}$H3KfS_tU;k=1z; zHHuXoX(rWSaNN@ta2*D4ZxH9xBf3hKE)9?OysX;3;z-~yCEh-vjjQtP+Eq(rhy#4% z%d~=m+CQRFSk;$32#`%~=4&%pAz3vyfdO2n_{r|R9JF3taSj4x6S-+Y#~uysiUaso zjobwau$?vHX5i}9a2UXK)^H25n3-3%Mh*gG<9P=qOTAY0ybuTY&LUgUd6uhN#9;u} z#HIst+ZC@~R*g+L1W=uwx4(;m$m({^K{)dM*7n{8pM+T*IR^o<^Jh9lESe2j-JgL1 zY-f-CgH3t7M-9~u1jwe1eLx{~hbHyJi5081u>%;OJFhk^?`PXbyS(~Z-Kz^6;6r_) zLa3uYhXK0t?Zb@|enRx>zHK3Z>hdyC!K|K_Ify`}tNr$x`u33n0kX5i(bfyzdSBfV z76Pa)CLOg9lN<(c%}BsOmyX3gr4!$F>m2+{0CtQ_0)fHh;qkK;;!_R+WYfwa?a%0j zhVI_(w_=cI)m9Ei0*A}Z$n2}x;%_^tq00*|)5gT2R$;ecL=%r)^t%NHP z?i+B4xPPCgt0eHLP9#dFEkH#2gr~gN-P>!^Q#>B{OgTL~+CAtVK0V^ACsr+|1q!fD zec}FkbU+u$@r6LEjvO-}FnINi$LlP7G+uWYE&Ez^yv`v&uZb{+-7Q+GB#y^ewT(&x8s*&TN-YFXO^fH~geK0mwzm&yjDVYA)fNv&0*7gv*e6f- z4xWgZziQhg!~wqXJ^S~)jeqA&?^XSyKmoStgX;k=`eO8Sr9t6lXUtjEW<8hOf^VOqB>}R_a z)0yl#*bW8Q)@O(@5ocHSnF0pr*535zs0XpKy#WGbGj@K|Z8&yr0f15-33?{;gKcj#7~>2mlU3M^Lt z_V(|(o2L!+10+IjI`437kPS$LEH~$@Y;%KbK!9vZ)=u|%3o-1tfC0MoeG?$JcIhT~ zUT|0T{Qw8}rteR*QHWf%?+*;%8mqiWFELs*A_Oo%H>zJGmjA4(8W;?hR(H_3vMkE1 zjGJQ!+^9)f1DCZ)O-X!ld~y&iR9e-mJqQ$=7R8HGx}$DmQ;e&uTI&}mz&5q#i>9@w z1puPy8GpBNa&pwQ^I&{rX4RfC0|J9-f4T=p+lPB(6y_hRwm&%%I85|*Pt1``(O$(> zqql$pi?RN9O|5SMfN1(#z2SV8@zvm~_P25fpc;$QCen-9eA+cwc2%wtiM2Fx^dh;s=yJ~3%2FHChS`3E`aUDj8n~h!#rsGi~Twnm# zM5p|3XAF4N=;T3wZ1Rm(VK?=-90I5&--d%xCSh02H(&tQl(^_zrd3zkSO6fJ^iO(? z{WgaH>gN`9e$|=%|Gd5VcO1!e=PQeB?)%=mWO;1OyfGxPTWyWsas~v!CfpzZVQF^D zGn21SC;%na*0qpCpELh~f3*MKcW*>|BjZLy7H?%Gp3kwGsLc3$Z|sq=+?b8nmB^%+ z4Z7^wsNjkSm90g@ddM{L^MzT0Q67^WM%RVRPSkMu% z>l`1`Uij|YPSHJ*ZGP?8NhDNxXzddqirJz=>yQKfr-DE1^@i_?$yuLThseFC>WEJ+ z8IL0Wmm28=?9P#%Tpoy2yc7YqcN365kpmufs4Rn%U(3;FjU8~fXQo$ zJ|sKCnDNF@;WMF`UEEWnA#U)Rac#01Sua`U?H65E4>l9Q4B z6jYz-fuRlo>P31aW4>rg2DjKU>s#K)v$h&-3{p*Z237``&{7%oMJ+AMJf|gX2aIpP zSu`yjBD7F?*;v%V;L269(A>~X_q@t!Hr3Q)kd!4Qv{UYzS=7$*YRqe-L^~~>(Lpa! z)>YF5ft6r{HvS-pi`w`@*}{!GqcM-6Tf6iR0abmxA-HQhLKe)u2WOuvyPM=kaGxA+ z3LVvcF3)g6)_-Y0gxUlDrc)!gm@@fQgBwrD>KP^!@B4S5xN{&PsOtVaBrixv=p`{s z?!|5(hT?|ohu%0B!xzbw0ji;l$7JJZp@`*U|FYAhOP7;f%Brsb56Y?n3*9IFb?EMW zOZ%@6WEoNo89ga43@((DeBIiJRuLM=SHpzjBX6OLD;=MRcMq#Z<(`v`siQ(QDNS26 zOqJ`<4U{Geg=U(zJCQ@lCeoIfP)uT(CT#<;v`}a!EzxeY2eg5fh>_4s%FpgTZ|f9| zUjyaGQRk>8CzTpeHPlMgy=O@y*np~|LiH10vs?|`+xV8xTy8|`&#L=6JS$sE12WW; zGEDawMpv{oP=+lOnn_LFd%Y_6NjFea4YN}5d+HPZ{Xf3`#ozpb|1bPtZ$R3>AuTIV zu|fVgwl<=Rua_-UB^9bc5}R}6#WULOBr5Gv@eG(y3_4Z&bnWHF=JVaihyGHXYQ%+d z64$-;%@<9_)i9wLf=fGWI#Ru*Y

rj4kALiK+5!dgaA<$kS75kRQjb1!ai!@SFrTQVnAGd~%zkXNBa2`ay@m((&m zXg!qi`hH_~{~(f6b==ia0}_hY-K%uvhup`c+6t4=F(A-yxfck&`YgKlS@ltw5dbTv zu^C+;zl;X6pmDp5hpADbE~$Kb$Nz^IG@on;fr zw1fhqatcvKETa(QLy*_s#gSMduMG>a2sD!0xR=l{tc=Fq`nTVU%veIhureBSkcrC=5`Fs`FMo;S|FTHUL0w4x%#z{_bJWV~(E9oMn# z;6aPVb<@tu`j)u`>403u(S0w`xisbYm@sZUo&!RUdM|psv%CIc-L0Ohz&=y(wL zRNm+X6Om`}B9>}7)Pyf1Qj#(XNmA8TFeE74oY2jmo$1Qz3p!~m$G*D0%LccR5U7j- zx$qPfW(fsGLE%;z2U-BDGZM;1!myxmTWWkG;-PCPD@DG^#e~-KWUbe=U|A8vLQL+I zG1;Nnt0=v6t#MYx(V!EQtoSOaCGwq7Pzdt22c`Q`$*f9?vaD-?(*oeMED&nQA*!v#v$Z;7 zu~Y~wXrMgv?;CsD`|=~AZh0S$zMh;0nFIzejgol20by;!&(ceiaThTZJ;&`2h)7gf?>L1-rKvDP6aX zbSNmGcF@law)Q0rIzddDYVAoRZ0$dG$xOHM7T=LaiBc#Ib)a^Mf^2FsPuVHuB^$D$|hEZK)$96z_$(MHe@&M+HOoRho7TR?hOEg)z$B_Ga=4RCg2! zR!$>s9+%Mw+eftYd)u#8f1rcpvOB3e4k~Ggi?6dLd6Tm&wd-t&gA(e{X=_q+M{k?? z=JGJ8JevH}qwn~yR(4i*_xN_^&8=iqr&}m=96JKfLm~QDiauXo+vF<|>x?Cd%!5cK zjh?QJoTFut5d4S9q(`>_uaiGfxWPGBr82wZ_I6`8@-0zQ#2_)Mr^gWTg%j*@u&+imih&qEavQQfphDkzDNGz}P~1X+}}?~7OckW?YD zZ0k}=l&#C1GU4_&k|i?T%xs!s4wZ?A?F7P)u)0ZQNsusOR2xBb1EI*`gGb4#l#!jv zax!JNlEg-4{c%YxSBMU~M_aYO|`;*fNYq!6|#KyGR;S-vM--vgvFWzeBh}Dv|dlu1KQqmD2Df29C0GG%!*#?^G97g`_AEI&f z;?+69Ayzpt*%&S@Rpv=bPRG~xH3Ue7LRu7_+D>ZU0Lqz<9q#MFDC>atVX-2{{ zRNQ#+Bl)VN6{~N8p?{2I~vBkTd3=o2!bJr6-r^|2l=ss%NXRsUHfT=q9 z#5n)8QO$+?r;}-Gy29sq3wC_E@$6uq{EvkJUJ zH(ScCuz?(qaME*18y8Hx7^-TtDv2@#@UL$+@2{YbsD+)~m&-E>qaXM2b8j=*rb zqJh@A1VcYt{&74sRBxdC0}Jh2CgR>;)E?zfcO=L@<(>LhMrYNn3ifbPrVL9~OrX1+28 zY-c$w?~s4Z<@42XV)_ORL8aHHTIo_)PC|e2Y*U^ms!2DTl)m4a~-F12Bu&(vY0ll=I_xp-sS=V|40>8BW^-GyJb**PkLgz0QVSG)x;iUBVy4|{T z=A`u4gHl~Ob5c4Tly4+un3K|9|IkR8++|LVE(acUQ|9##nbv?brLWEU^wPnmFYkNt zfUG9naFUeSi@WZ+^jzP)vG@JHJRw?_&YZ;d*A3Ms!%684)uz{BZSt+;Ynly|!_}It zqy?qcH&k0+XKU*Z4W+!{B)0$1P|6!lN^dA-eh5>>&MF)kQ#k ziEd?Ie(gvalzdz=^W}ABNJu4`Be!!G^m{qo5JsiW+=YN8F`J8s@#_iUmBNTOuyp@Wcnb)Lisv6fUnb4&6-lW1&_oN%$;-cHRl19&= zpg<+iD4cfQXGD~(f+bA*z279XSZCOtHmFn5Vx1A$G;JOBWSOWNpOOY0YEMn9N3%hD zI%`e4(Y1oQJ)vp#ggj_bduO!Xozj`N$*9$qkfDl>UA)I~Dm^{$=}_XqA3gGPSBz=Gf%+q}a1uMKaUbkWCpC*z|dtPFw4*c`cVt z-O3J0ce<=BK5=n!2^8XC#c%Rf(9WPi)V( z<>_z!hwoSLUqFOu0&)Km-hZ@e)jvOC${3=L~54ZNZ!>H9Ml2?E&w*y-ehnBjHZPn7k ztL5JYN;KKFX}sCY>E*s(vMH$2K+L}k>>;N*yZbMAPdP1RzRt7;syk@|VBAJ#1wLTO z{&PO1ycr#LZ_tub0G8YhqOiCBeEUF7-0F^RRhI{cgj(1Z(<9ee+DJFr5+?8}3pTcP z4))FA@TiYmwk>801RNH8CR4niB(E@GXUY1&CP+GL2>XM**Zl1-2MEjd2Vg>v#&Cny zY-RP}IXUVvTTN*{;I=tTz50A-?N#yZKRuO)I+cZ5twd>O(72X_NfU{Ye<3tiGD^W8p}dIc8An z`K(?mqAb1@?YPtzQsU~TVx@V<2@7tYGE?&w+ z6!8);2tBq!lzN?Ut39P#+cWXfO}EQHvXYbOQD;1k@=LewD3v@20yn)tcM$P) zOTG!;aDXrEAI_!`zoz{b1OaRR`{9V^f#t$S4f{O@_#2!&t;6nduXQ5nx}9=i>Ua#` zRP_ly>Si5_>6V8CKOjNkijf$fycIS5kE)(uuo(g91BM>bs!!2*-)R@4ap$=EUI^$W z#zTPw2QiaK=4nP}@k9zqka%L^Gwb%IRCfErqgk(GnqryZx^`d0DTjopDY%Dc)6Q^A zbz7v~;sv+l2z+}uIvaOSPNz%aOOC)F^?IkR!BMo*v$*vo2YA!c9t{W6;@y~5UJ8z1 zdw3*QUlwm^b3{m*a#mHI7cXZa2@<9;-0Oc(3-4&Er?T8E-fiZHkTi`1 zed0}zhvUA;;l&#Xj{*D|m;KDJPv>4OEcy-t@MQy@$jRle7akRlh!7#={7oHXIYVQj zZ@<_?$}S##2Z60-oIt;I2ZFo!IKeW2g}wBJCb+fiWeC7#Y&Jcm$%~`3Gg^FX7Lp)g z`Xk>J^}7A8jKkvnQ3QjKX|!^KgT)&yP=LO}rP}?Nrju^lT3BfW3L+*i-nGVq+$ZFF4ctKx zavlevdwA{Jt%D*HGu8Yh7(yxlCSp6QKQt>A03r4OR*{DvS{}*7O*Q!diin#)Lh#PC z(;u0V!v8qx%6g_Nk|0<$`~@DA9?`zZ>B@vQ*wT1}9I(^&yuD)m&!UW|MkI#gw6a7f zJ`sv9$TKv#8{b>okgl0kYuOc=Arq>f3DuXYw1M;a_8L2h+WK}+#8%~*f}dE{9#nc z&RXStq9TbSEVO?uwKvEYE%|(3tIA~6LUWY`IXLW~nj4h%u9w+Kx^l+jL!H?2}<>Wlx=_yuZIw9PG-wR+d)=70RC{CBE1@*kKn2 zNwig7spgb-0fzo#q2HYpv?w(mc8^3U(~Y3>ty_SErX1JO3x7SMy$5nWWtnkpNra+| zCC#=L{Z4-teN8SC%K!;Y*^blvORost3YRvPX-Q)))Mbommim1$Iqmd%jpb{Agr*$P z;sZO3=`tf)@Syh4PDSwnPTmGj+j4nCB;u#5u4ZnGF}9oVe}+_u-k)~+>;jo@Vtlr} zy`MNp(hUR{V%0J@Xx$66_(%p_;vizD+6817u@q=fdJrhlwL;{weJk3yrOUWnv`QY- zp5)Z{qGJ&|-ACqJMZ<*Z=YcAYHLcM$alQ{Ya^$3IXmipTF!XOred*d+HNR*8aaNMz z3;*d6mQEbq5Q$p9bb1`(^H~s|eJY!)&x?xW)HQFptH^qX0sHRsjoI3_vi`%`y1DmGlw@6lE^IZgJ9;S`*kNTEGGPP5`Hy0;B5)byY8`U}2EC;$-B6f@(d? zh72Q6I=#9HY-+k{1t!CmcDv+R+t^(@c=cj)T@Fd=B~JiD@;tPLluy$5=*G}-R>VXI zx-vzVxkUFm)hkn$lfYlSS{3!YE}S`lyDTRkGOyy>P3mPiND#PT^WynBd0LmnRoBeM zS>QmxUv>Cx$yP0TCdKtRQ2@RRFrTv7BOeL!@=DzRGcn$r*|9VTJxYYq(yIIXnxmGj zhW3yTFAa%eRj(QbFvQGN!}3WQv3k`oCPMI*P0IDn&5fPC4f#c&8%D-S=uxpmZqBi$ z1W=H;?P9U@{MG92cTp#$n~6`N;aL!I^?v=&X`a-p_aH&QHHj&{UaOTYz~(07{q66f zI~?j2-~fg=xJ3Gv1}k)TvZy5W5(y*-+_PEjeooU$H@=Ecr;yi~YTq8!u#IU$0J-EQma?x#1tA`Jr2~iSr`@Lhc&mBKJGG z4}?^NFhKj{+S^MbQ8&53f(Y!VOAp8LJ(kG zmeSl@Q(5X!kZ=`>ZmFT`Q}))IXn#r;L|hY{xnQ_n8ya0IjASZIk10!Ly^_BL6k^~q zczZ`Q2=y|UAi%nUNgwQMapzU9V1fhz*AKg&(^6Eg9~L-Bx%#`a8MO`d>aW27?FuRX zmPVmot6#Dp;tJ{R>h5mj(W+h{b)XpE)Hq_-f`E4u5WBQwkQqqS8#o3q$ha?`@=2N> z^}c*!A_QHj+HIyUHkcUQOkcbk_QlTXz4cde6J5Q!U@)-S^}*?fd%ZqbezLn#WPVI@ zwq7X;V2A^fC;mXMnLLaE+BFsY?Vm=VUQz0TgFAn{~M2j9r6=;UnB{JzkYo#OliLP#aJJ!unA^cbfzv|GwjH5(W zw=`QJ8!#dIr4?PH6MPf<_<3j29(PB%wBFL3G_t@Tt*hBE;+8XlPD&>c))l5W!fQZ5 z;yxtCbU>#&NOg3JTB%ORgV=2=_F_yYHIfMFTEAGRWI^Pf6R9eox-n&<6XGD{60f=v z)=NCegV-lFUf*`6d!6Z=!l>JR7soG)h4dXOz1iv?9<`E;)AhTtU;u-Ri{YzI|FAP| zJce0pBF&AM4 zWN!pVt!Zmz);=n}DxMa<7ZFia{t#noW%xtMh3u!|@u17{S-(sw=W`(}6_4mJ;S&l) z*LTqIo}dJf1f_xPj>UVvJ{;>UKWpztlHm@3{ON3PRR0wiL zTcgY)cVty$^kOkJn2adM5Pl+s$?+^L8YVl{RVTP4DWe_0A^%7QnvfG08b{04M|CVj zax&r`4e5KcS@&p#*AnPj>oq!*uq9`gRhuOY!>XmUDy8jcd+KsZOsi6gk2@@<#55?~ zk5cc4KmJ~}OR6u0%H%URXgx5m(QfJWT{;0*yg1lD*p;VdRG$iwSj>akW2yFPV{LbP zZ#!DORqbu55-gF>yel=g)?`ss^}khW41>;1tMg*5`1%h|pNi&1HMIm)6bra+Vhxa*U`eK2|MNmRxAdIJX6}k_? zI6wb!%N)%U>8u(NSEaKjLhs{Hk50X;Zqgx}wU@N9K!~d5L8?S07RsN6%CyR896M}r z$Gf^Ow}`4nI#uEc8Txlaea>0g#;W?ODp8Ar(nI$eS06e;U97J0#Xcf^RsBasEkZ)^ zQK0B<9-`e4^8R97E0NY3(+HT&WQAcu6D28lzIX7fpg%=S>z1Sp7RsLov0bPA0_(f9 z(~S;88gZGQL>*A}Y^rnd1GAS7{o#yPf|CXwL^L6v8mWi0&3Gy$!4OsQPQIUc2N?_Ci zx~#o;wz0LkD-*MBEeLRNjQG*>*W0_YNY;%}NrTR(F5dnL#p_%03-NqoRl1^3onFi& zVipYbFB0|5js1PP{wrgEYK3mD0g??HP%GKc^&fWVUZ-O3FQSgrt(B4pz25|JenI!U z74!+XeL&l@is$QlYr7je``dE3r@GRnBI1<-um&w3+nRLNbz43UgUbCN&UC@U{zja{ zx{sB#t70V&gjyIU@&zKtl*`1)z@UOQhfVl%qczmhpcB>+^Mvy0JnBe}4IA)X!g2M* zb#o)~%2W5dB&9<4KLzE+>+;r*joo!VbhSrm5gDPn+^C|q%#naaHv@~JWdaF^R(mH zIpQH2`rHx=eZFr_w8Yxc${bl`Md8_T+D`H7BsPGqp zeQS@pwbjjyRrz6}?b&ilC9y(n@5e29P0!M5h6pwOzAfX%chw~u`&ApLJVsU$j-H1? zlgEFh=H_;^TU*R471lB!Gu$W#ja5mOV{A71Xi+H71lrlzv5Hn+&BXv4AnA)-R|A(De$ zs1Q~4Q^1HMmP|-~iFZe{UXSzFEk_rJv*Y9zf*&+n8DpR@qDn=WGir?|o$+L)^PZg1 zuaMn4=7(gNMYTFVIHUno3B4qD&avI+lHNiMW`3=oSiJl~f+&bgRhsSNY~4@K&~*x1_Gdl_|*|KmJT+bhAm-z&`9AP*m}b~e|kE=Hxf zbsjcKIT-p!rJ=M{U~Qk8?Tk<5-j2qA_S@=`}$Q_I7BcC~CdVrSwWU7`mcLQKpzlvaZAPb=IMD9(5x!V)>NjwY_oJO zm8q11f&ZvTR~ITCQvI*tbut zvEjMYZJ`D;HKlN$CTnO*!J70KbS|Z^l!Aep!N$SXvu(O5qu8O@m<{R9^jroTkseId zj6e^z$T#~QjpEjLn<#DGT1yrQ&t(K!p$pS>sq9Qoo&B9tDhoZBs`-X8*QU_y1z+Qo zDHP}O4VBS^$(msa2d58PDjBwi5`F!-3`-Kl#muE0PE>fwUK-{{+eOdG+(>aTbHCf# ze!Z3dq&_EeBSo028BLj)pSZz2m(i40f_Yz5cBy=Db0UhR>KL7F`NP6t#IGxj=yxWQ z)=6Z?Zgc&)=fjlG*px}@{mLm_Jk#rpSLg_KaolOq(dEbr)qbIv=9j4|C18ljnE0*H zct}V0r`^bu*O~-Tn-Yk?n7@kyyA&xp@9ARd0bL~%=aFi-5L2_MlaUEs=1q(JlC{D?t`iJw$CB*AC@;)i_eOq zPP^A4KT%{>;TkoOa;jxPRm#nkgrTOb&l@`I7X#{agmtQKw*{?(4opf)oR3Ja^S;}r z)-9KA&6T)HIT-kxID$R|Jt%BJ6{)5gJH*gzZOAFXth+yV?Zv}?+1M$b(f`OJxvEn{ zKp1iSQSu=5Abdn4=S>=e%9S$J_A5{lHIIbg9lXl6Z2l#>1!7gxN`sJy861S};WZYb zO>DFTE3#6xH4uzM$^jwv@z1^P;mTh&H=Y%{2ef;H?wb0ZP7=o3bXD6Q4ay2uLZN%N z)XnLsw$|tL0CPICf4e$5`{(}fXh!Z*{`bHC_TR1*#qo@XZbcyyRaIEZu=Z{=%l*gl zXW!XhDd;M_?jRCT6%vGuBpeRuce6N}_4{Xqy<$#8MRmMJ1ea0*486-aB~>oDfKtPm z4f=)FVOzvO<*b+j2`WQCyx8g(8&1M43h2wN*->{m9Mwn}8&JX> z4D?Hftx4ybuLWFXxD6-R4h8gu!=ppNRh2>tB%uTW@ycO$(3-TnU4d0)BSK0xa1gje zubp<@3%o8hOt=`%sQ>ur7k~2${=YzD(rMQyDu-PT7ikz2&{qzve^&X?rb{0eQsRMw zz=gw~SQnr5-F^_x-T;y3tfmDqWIFw{E24-I3$8A~VRBeV0mw*W+&{4~; zMh`~`novMrZx4GtYEEcUK$@-^`Uim{krE1}+u_Ucz)v-!9095nSHc0|6$(WA`OjqJ zboJhajCCvy(Yn?i_D9tG(Dbk zMc)U`2^lDqsJ$7<;k~lG8J$IJ!T@@iq2%65n64TryMPIrVW5B19-ocm;6&F+a4<9?)9?UE69y0{b$J&$|6OKA~MenbrNFC2AcJESWg-AP0(2bEWeIHl_zdXlS}X7)j2x&y-MN9BvHar?CU zwo|a8$lJL?KOg>gtx=a9a+-N&H!%;1IuG8rRM$&vg#y z1J93kNrvoAA95xBYMOhZ*a!Q7Abp8J>aGv7LJ{oKE(wvXb6sBepdXNPTu46l;UKwk z$Uh0;xu=CaKqc(xkpIkwmhwEQE?e2Tqj67Jzy>P;Lq7G0$dLX-&Oz+YYwbN`5j$7` zX8g(%A~R@L!yDSHBdgkvjoad7U{Gbcj7PFRX+B+80cLzzl`iBTgFIx&;yU-Ny$3Cl zMNok`xmrULda}AUT5Aj)^0`{WFBI*#vuw21loBu`S31mFG*A^SNTa30E5M9Te5RJQ z#=I1LBF=T%<{8R@0Rb41E28Edd%cw$5;R&wg$m5c6w&r+r!6Nbn=GQ1K2M%zbmSE! zjmjH3DfoL# zq{Qn6Q$mQqm|s^LbK2pnJ7oQsyEVz97D|@_Ixy*T&q>lJZbrX9hvZ=mm@+4Ia;?XC zqz-goQl?F%$t)TfMq`jB+f*+ABQlNHgmX=l-6mTRONaceu!KY_+;itce7Fyl&|sZA zY%$JGXv9%|iiEcnG}2;3e8l&*x0`$!9nR!D=v)s~KH&TaTPo!4`A{S`NgpU>JRx^hW}e9!_X)1^(czy=DjU>@%+jcnuQ zu!(s*a3Oj5XxQdE@kCDQrpj$VISuS!px+L6vc|_l=GI3V<&In9v)@GksTSd;nQIkT-=5HZ1of(3zl)4o7^E@{0`rr6x}6LAs2Q=Junq4&TA;I;9=l%{nTo5+h~ z1tq60Uhs)|%NjwqMA4p_=xa;mI$DO$2zxZ*eZvJY?jJ?LoI41S@pV2O!$k^#h1hNT z>j^Gy7ka898UZpfEa6afQM8|yLUMs9+Rzz2hlQ9cNA_3ytu&TMr%DN+^BB2+kvMzW=5n#mfnk@|dczIg2+Fpju zDKQc6yp%yg>V9d$YVGq`<)> z)_}mhVeS{solsO&nJ~0a2_KY^IBpN7HHJGTn8X_pB5|2V`0c*TQ`OMW1(a+D1N|z$ z)E$gwav-HDGd^gdV1dxMd_17-%Wb(4S{DNwQ1TrN^sC3iG2!EhOjxVV#XF#|SC~@T)ifmnZU+ z*&pZ4xubzQk!Q>Z0h2FfW`k6zVZ#Yy9SZ2n^!JE%$cdCz6-O5^h8tK&=g;R_bPgEP z4Gi>)C%vI8BC6(>LrE@U0KITBmaU6wClv*fNP>WP@q~`uiWJb9NueZ@F@Rn^ZB0(& z8luWK7f_%91N|c!QICESHmmv|6HJl~2;7UO{g$j5s-)mhlFFD8I_=A@MhB%(63Q4r zZ}Lal3g6S7cu`Re(nat@rUXOpx(SdOJgdf-LEuy?8aiL(wn${HGP$O*I2ue~K0T%_ z8;QBd_+HeAFuD4;KN zqXD3*iKajiv}{eU(!=36IZ>h-()ge;-2q|s&GNItow7KhB$F+du4p5uG#I}I z8uYp}59`tgOc)t`~bh_vJLCs@8ER zDZm&&FH^@sS9;Z$0&xKa8nA%g?HvxKcLr7F^9mgWjOZ37=MCHb=)1$8lq^0RHOPZv=lLJr5qMwm*`*w)kGnqYV2${DPU0n`fYnGzq*uY z4i}*f3h3MYS#R1U2O2bto5by@YJDsMNU;bG)lcF;)EH9dk@!oTyK@xHUd#%Ick#18 z2ev$n-!W_dA{*x(OQ>Upm4F3LVhh}wyX*qy?!m8Pgjazb4`Mq;@u+F;xrjP87zOBm z7VA@UH|`u|PIs%E8pgDF}JGp?;S_cFD`jFgcv+J*;j&#GInxO~+M=B*0 zN|!QIovL2Th7bNVTK$04`E4wu6w%^qG5VGMU z*P>wTb^A*CX|Br8AaF*+LZS2#Ewo2-J*wu=1dHgQf9%VnHz&!IjxIB8K*@G6Sbb&G zYfX8{RFoA}^Ma6)4_qKX+nVFTs1&dvBLRnlz@^bJnZwo9BNI--Eehz5M#D*0en#oC zl!HZJ27!BNG$IGxH3qCUoFrQm(3hRFH<6vX(vtBK2N>v=Ms(``4+2Y>01Bm##sO)yC}AkUr9OtWmPR9q8Ga4iVj%jEWS+=*IjRmQr2lI>uiUz&8-HKNE?RSmM? zBDO&Rebv4aZ%I~7s`;Q90R}?j(&V($dn+rI&U_P2(k%+;k7#R3_Lq%A^0Q%9SKONPnG8{}| z4G7%J%&pZHx_}9rVW3}{4327T3b5fM+oDSJu>B@F0i!D$CY(fD6wo&&=I_j&4Ao3= z7&;>p?aH_~;UU+;lk^-)!o!i<<;hPyDo$SsuC5`p0VUeOkUkeC6IpRoBTWh zA`i5MvAQZlp(K+rfL>!LeLi*T>~=51CISu#nM;{_R&)i?+*=gk`6{C@2K+Z&2qjlT zR0D8p7KhD97-SfOS*?z3I;L4$wo6HW~dVuTwloQh-!h*!%4 zxnX;y8>QfsaAY*j4nu=dd_qgtqOd4aoWsR*Mge_=(r3^b4CHsWD#Z~};PImuxIAr* z`B;E3Ue)TlfDzupVE)xCtM4kW?+gX5$0N2o3`%=ig7?jiY6EWzO4>Q4%^F1g_f4e&SVSUGY8T4|@tKCGe}y zs*8zBUS0mv1_VhC&pBRVXjkUEsztKl5-_2VCYPsg%&mnYi*>cZ29$6I1O0)cbB?oD z|D)t&#*dnPZ#ha%SIWSM>j*xLrj}Kc6+z&vBtuiBsdN;#n9@|eEK1E5^ z)omtm(3Ee0(70|i$XzpS2NWv0>}3@jIMs1bC|#J=nVP3Sk{nFUU!tq#rqQ@S*MyjG zl50^g_L@Z>b^3A_v98oq;SCNFAEmp!bft#<@Jri`XMS)m5jXA*bg5#(#bibSeVrVs z@cH4ySD>n}1c8M}@Vi&KLO;^+%gA|&D)kXE*04B4<)(kFPqPxD`j0Gof>07K@nOa<+{- zw4M`{1=SW|89pZnG$e2PAd?YY)+1Z>EltPn0mkOMrej0&9>NR{hj!nK9G;B?w)~zx1#-So4VPNCMx1E99OQRZtawq{c7(lPQYniL9 zK<=2gx+ocB;#~f)vE0 z_7E>m=&TqyNzAMUs9JVl!VRbRO`@TE1CNunujiU(9ielAVhPOWpSw0*b|FjWpQj>T zm);*GtM00rWW$NF=ukjkpgYS&Ay>_H@cp^YfZ3XZ|bu{bsmQrwICNTh8q~@SLr2t zgk6+-)r6Z58Y?&;G%o%ePXnkv2{@D_GsZz@|8{+J_Rq$v5<8at-~ayGf4f!`R=6lc zTvYi0lAC4

99D!mc~4n2AHWwXdN0LphBy*AFxrU|>vtgFhq_k~i?U-qr62EtCuj z0(bEWxnwH3N3jc*XPRaR2%%E)AoU3EnRSZsY&0$C)U2HQRt>$u5qc36qWADJZNg~3 zA@70FjJT?pgCPV1AjF>FMS3=#7K6?^_k$>ns?h;Rv82R8_%S)~pu34_n+ADTGq+aK zx!TjAoRCnB_!(q0tB8=i7ru~DQ}xbSH3x&xgHVX}f6y{!G^eim%FRl79K@c4VrJh? zI}jVA-*A~mZ5ZUb_t9&Yt#Y~1Hg~c`*r_RCow1OZh7zB-4?Cz^CimM zwa|{U$Zd)0#0Vp7swOPheudwmv%+$?qM8B~bb|o&V}5kpeP8su=ES#;f-G^WE>fuE znUFO}#^s$Iu9$6bqJS@+WReA$2W%2uMl&|wiv^!47}QuM6A?>rQjGSu6y$)3?z0=v zr2bHyJCZsopD;2~0SOX!_zm7gI&Srf4$bC>EK&{6 zgoZ#tdL!TPY(1JuPX)tTdB~V4cg>+iJG}$+M2wPsjeCZ zImAD5aAb1~g&vh&_h@2{Vex?vIXY1JQJy0ia-r&D*&dFE^pP4J!&x$xB@}vJAeK~1 zd3auK7%e*QJ94RCj7pe~tQ|pksIG)k&202xznsY~7ZFrge5)I{B zP(Gov zrCxt1hZPIS8wMj}N^=AQJmf#m%NI5hqKv7QlRuOQr3sLLB~L<2=*$}3#(R<`#oS8* zF+Bhy<|Ks>fC;{CcWEPZuDxBdZiiTCeu`)Z5An4il7FE>khUv1JZzxBg{=kMNv4vk z)}D~$xk~P-(DP-UzwgTuQ9rsB86Dvv{}|Ebk1p!Wv;K`#v(|_;jhZ_xcdI}Z9O|Em z7idG!`zjMuE`2^|LaYEguEP$h3L@o|17lNSGA%6Qpz*6fgJS8bl$)8Ew2ozO^1bHc z5AjV)I0@%9V2y9=>8>XCS#U0meTs(#zTopK=UDI~Jmh_2FQ20&4#)gUH}-i6SmJy5 z$tiy^iSoB(5ATRjx``q<>2;!mTdJAM>hflR(D7q5J9C*?G?{xFUfgx%S`)`WyZU;=!j-Cp4N3SsZM}{(sko8i$=TTXIT^p-MkCC+wwzY_Xm@Jzgyx* z?fz4mv=Sn^5}p?U4^nr$RIl|eQPL$@RtY!=l}Ywi?xb5H$%q8}O&^c9C(&}QZYnVw z3B!WK4M-ezTXNn;;!FOi}q=4tDQ8i$6YN*<(q;Wm$`br4GR8yb&;kk2K4LjNyx>gN(@kP-2jH5(s; zgOG1H;}TcD;S5WgZwu(h#u`q`LJV%9deUyhI1;+fKUX^)3?gMR&Ey2_63Ij);C&p( zHEE|UclXzigM&fD7u_*^ro|3Q>laS>el@w7zeo3ERUkEdmHnvBmk zUsvT%qxI*|(~|i7>5omu$J3y5)79Wi=BU0mGL3;lLE)ZIFkcCxEl_=DR?1i&wC)S7 z%!Uuu2SKHn140dHm&u^IX&03?q@De_xwH#;hz-)tK5H=T1Q2Q;yF{jmzrj&!d{i9z zDjm++s8*#i`IW)WQ?@3GV%dbU!$SFqGnCGy@&Z9clvQg|nJA~!Il7q$H=rBE_wFG% zC#MDH_8VUH8?@+7_b_i&lK_mcBaMWG=-uRZI>*O+lSg#6^q)1$E<&Q@2s}^ur#>wf z$Cn)7FC0c6kE$(6SVndG(U}3@efq=fK3r)%JuGZN5$Uelpz0wu@iR#1-SMxo-f85X zQ`fo!pNcWBLg^=Y;%8|k;z8-Qh|^DU%Yte&?g43(2$$E14xKNnLpbP^W#aH@tLZWk zAfZ>534YjQnEyuuM1{bZ+?~+8(#RdMcU-)hvJy zFN?UPL8UAS^m}pIVE%xYDp7gsb&sX@y=7Vl@Sya-$9zoAmFXKgiI-~4&QoOig-j?u z^6%19JHAddb^Uj~rIl2u-t(%n0n#Asz*Vc+o*`pd5}|gJ-XxV3`yWvpb)#t;95Mka zR-i{D(ujgX1q$TgdrEQO|I|@1!Cf3e6ci{=f}e|C=UB=p%Xx*23kaq4_b7?1lP`h?Wo3!4H zhIGzt@j@4mB})|WHx7S(N(WE+8NABMRm_fK+oh=#=TmDikfbRD1`aC2PL5qZ5nUpVe52|Or0@$b{=|I8u`=yAz?Uc^5*JuF3 z)G@IrN*bhYlu|#*o}BcYV!ll#zLBmtBIjtlIZ1Zfx^_|| zQ$#~d?wXjGhveR`JFaswSjI-MAoDnpDQ1&a)X}KE3aiB&5t6q`$>cgkRSnN584v`n z@C%7wRn_QFpbY|0F1AyelpfS;m27A<9VG~OF1YlobB8CYo@#SN!UqWg-0ZOcxvvv+ zZKZQze-mILG;M&DZALw`!2o@seJZz3*O^LZ27uSAyk)4CF5YBD3`_v~4?54Zh1-qu*jEU{0-x{&oZ~%whwCLD` z-HZYHy30!Xtr5Eo2k@&F9v2gpO9>k^C?-q+*d+-4B#o|@kp=^_vzh$ZiKMP)GgAP* zX=6mE{(8g69kH(Ui_11h5V!>a+5}8)355B&Aylg1P>^t?rAwt#I!&!tJ1r-H(0+GQoTzTro1y{u#kz|LmV^oHbmHXBTg{wez8sEK9_&@MURzM)=n zgk6J6j-+R(XS3)S9`N#$nVO~Rpy-Hbzfap~L~iOn?3rS_h#U_obknFAXKHlTLdfXG z;!?(gz`w`*_GD$9j(X9Z3NPX-uGDcMhL26egVq;Li|_uJ(9n$T_@SHE+nvH(8X&(l zw=~;G952+ZV#5ZLo@Ae0(G%&Z>t}3og^~^xD`fWj)K!Q#`M7w~u@9>)n?T(JRvM20 zhq&A=m8=boDFFwi&q^ilg{jrcMNf6`HB&MudKvP3eOMW`sLkku4E;N0{An>Lb_1)M zw#a6wqh)m7joAT|r~*sqI2v?JD@pZ?uFs_-q`4Zdo3u#dB#F>NN#!VI>UP~a5#Vx4 zHWx(_E~DgdP(oWpCvM-&dPBD9t1RgxbeWjkhJvY5G;$ zKrS_jnjQ*6wzw%R_HeQv>1=$Yt!qt8j=XTFI}3FGwb$gi@aeS&ncHGA1;}ktc1ggM;wTb zjq`eZ)tFMXy~%O>;3UHgH0jzv+P+Ko3$1X?IhxMm1F0&n1Z}>4&~cn_`9lDPFf}S%^P&7HpA_WLv_mM+p^d@f`*DH~!9z~4xD4LDMFF;o7P2?fQWzrLR zgsjv%>;BYq{1}<)(XUPCUx0+(WmgMDoK&+4@#M3u%|0Sj%T4vBg;QVCX^~3k=oY(6 zj;nB4E+X_eqnmiIS5|c|R3$7t+2@q$Y7RN=*_5&YBhJ*W51bdm73(f#veF7YVul0y zf7N|zCP0@4$?rl47ExLxFD4#tRPN|9pejp*%NzRo9`M=?`39o2AZIS_Z<@ZK^+Z_? zca=#39t^o)b%lT1p1pN`1a8UI7Dm7h+6?LpvEHjU2c^Mgzu&=7r=xRX(i_btRnA|^ua7UV|V_M6E4 zitK648Qd2sJX4t{h~ zDMYa%IUK}pvlz_)(zYPlL>x_|>y|J>osa~HyDZV8EQ5v|_N(?UFv3ShvLJJf-^ol7 z>Z*Fkk7fobo2J%usK03m3SEi>b}c(O$kop;*i z3hkA(7YAEw`#1;_ibV}7?CN!Uv zn%{P&YrLCg`|z)E_0jFD&ZFNR}U)?epYAd#xNMX6LVDGZ% zOjit3F#&|yEvL4#y|J~wzAIv-Yavo0u%K}l8b4->q^=fcWJ(;AkWa5Swz5)n^C{#( z>$Z#4>+T@UBVFH}#>vB=g4#?@8+pVylsiT0*5;Cy==5kggD<=kC84&Cr$Oh2OSMB9 zWXZVbI=wW>ED8MUj^C!LBch-iBBXc&0{v6a-SEfUCQ}^F$nk(|5Ok9W8MPc3>Yqt< za#qXpt2ueyl3=BLM20@f;t6|q9*+mo6IR_aQqrLF(8ZIVP!sQ_-9>Kd<`B~eMo1{4 z73_EV{bA%kqHZe)7Bp_USkdov3`E36w|JJu#-X5qSeP?_QGu)*3$UPpSWsgW-;`H3 z77hgklrnac(OfAjY0yC_<0lQ5vIq%9q#dVR)R5OrJBNaTPdnQ%wPZ1?TSKiMpn_=7 z!8nY+4e66^3A;FH|!(W&QwR=*{+%p$OOqYKlJ)*x z=~x~u(B<5GK?6k$9|*lJ%^M76@^GDQfn&ZTxYeq(S5(xDrc{|*shZ?xL#iT2;}kyZ zwFdISsAg0xw<@mfL0puYQMFvC-j7OCQhs$CMLtxR=9b{2E}hCbhq7e3h-sXwCv;7K zTqSEJeJ!_2wKsehjbfTnwOpvixk|@#WMyq8R}B`Lar%zKgLiHw8jmH+DrTY#@W7W1OD4=~Yk+I8uQTsA?*$21vI6Fn8IC(q~dUp{c^K{gT zc9G~t$eCD`I4Ggiv0y>pSt9l7mO2lE3exYWb6n6B;3q|&CR&74-Sm@0=%L-Av363@K^QK}=|GRJ`B5ZcH2s z3O8JPa7+^`a@?q!K!Q-MVK$prbAfhCg-97*n)`b?ZV&gO0BY z!*O)yUEM)9os=aK`1oYxF4xZhggIXKlTiSnhQ%rKkXCIDqv<={R-Ux@hCFC}>}trU zHR$wK4u?~^0<189h^*3`x3iKK6?VrNIP@_Ju&?m7?y0zLOUHcilAKqb4oBytT#}*u ziAZxhEnvmvP<}^s@?(CyB^?%^*3-;~{D7=m>kSBWjDK=i6%%1~r(+W+RFPBWg=sTiM_@q%tr`7Jn?KB0 zUopn(3Fex8kz z&_TPCSxl|_)e$YAA|^9h zcAOUP+H#`2ZcIuVVuDuMJc(55jzqwM2KpTHyZKBP*;2R932;zCTj0iYbXj)COaaRl zu5Me9QlX1)1X>3uXicp(>$z!8DZI!+d)NqNuu%5-N6O^cStM-j{Bx{W;~j1Ei8o5r z)c^|`_h{v>WxVN{9gaujP({Q=HLwdACjG)6S`!0>;C=Zl^(Ue#B_SlEXsM8V7{2ZQ zEuyK~!{mcfQYE7Pp>K5W`k&~1bA(Yys>bOdB9XLA#8Tv>c_b^r@;T|C5PT9ENAueL zPZ3SkQDz@Bm$Cv4@lV1a{ni_*|0u{pUNt@7gXZKTI1CWw*!cqz%FCByP$7Bq=&-+X zM6)jGr8%mPOAc-ek>CJ-gP)%aW+`1YD=Fw61Guq$!0#m9wHCL%czeE&xL8GB0V<*OaJysxlS1;sFQXkB_>?$Lt4XW3O0yxw^Z$ zMrSdLe>vFtPDtsx4u`U7SILF+gFt$7V{1KC)#X@)YKcq)U3Sq?>tlHmu)d%`Lhv49 z$p0f@4{b zxQ%ycGKj7+k*m6@FBSlV2xyS;Ws(je(n#Q_$s!_<5WEoky{dC-1Tz4fhd$MU zgfKY(L4cY;C%~V~Q@XE7=BH`~C>1GT5Te>UF|JMMno8qAhg~{~qNAD)5K`Rg2^_>s z$tO27?`TCb+M>I7$uBv;-(f2#vD$A6dn>$%hiW27#6zGU@*8@^y4hK2joYVmfqh}l zBAU+u_lwXym{;{Y?02mZT{(5^EA|H^RQ6E8IV6vP=V=clRQCMb9VN~K8%`fcWb7fI zb;bqZm4Z?z@Go&vwTIqOispV;jT@7BeG`wk7bI{2bEymZ}ZlX zS0X=)W|L4P*e4Q z&7@AG0BfEE*3cktWjq`3QH#jq_uL_@Csd_}Vmj_fGq#o~{~0zc2=l~SU|q5#HY}GXIXbMM zZ%EVvZ)^X}VvcG(qAD+7fCEE2mjdGsJ4H!zp_vp2>98Ug5goS%?X!Z$f7G$Agnx)~ zxm1rIQl$j!33>|gGB0t^W{&6@!=-wP3O+3P+-EF(EYNj7W}s*)NiqtWJ0I;a73Cub zpKF6DBIjj835N|qIW0{!p74sqh^5MDmJTca-Y4Sr{gYp4xQ25NT0X)WXBOd zEYo()Re@FiIcJrbH!=nmrzVM#?Hd2ujA3~p*cOa*%D4nU$fK;N*h`IcDivT&(9Tr7 zD+gXnwKLTcu%|NT_*2l7ME;-i%(+wuwpHfb=xlmA9MI>vJRQ|w&IJluYv@z#yvmWY zh81AV-{oo?4PFcPE_=_FGl1VWQ`r&?SoCRWk?A6M+8gbWNSL{crXEt!OQdM%f8v9# z*e=SRt{)GFa?yY8wr0NpxnZY!b*9O+-OI;XprIe<`}ny1 zr>9Sg&ZONM$+$0{?~)A*;uM&SdUPK0r`d4YkqyA|DIn0$558wj>7*Ih>F{tkloNJK zea}W*C;FVm=q4o?+Lw;HZ^=c25K`?Vh}UH;2G|Ej!#3aP zzVdw7enB1Y-YmWfShrN^D0YPf*Q7UbbD;xiaQN0z&zX>mNJvrJhN=C(j{O~|5Qz^}Xk)cDhC z>y&E{9c&)aiAy zmf)ilOjA&1dLtJiJG%$wVZBJ(83R3`aT z$%gpH=?l&fk%e==>lcy-9R_4#&&!Ll zKSyN>cwCSJ{v~eC2yIJ5sxA`;ZNW4RzPE2=!!aq8gdm1pR=x zK||Yht3un3QAJ@@4NX<*4i0@+YxwJscbWBitq~nVq3`IYPrv#DeJS>4a)|a?UpOr@ zCN|o9r7qTLk&9I_B zIqAv?qvdls07F>BxBrGCTTFiznY?^_OKw)y^btv+US783R?8+ux*=InqJJG0Dq|Ht z=DV5szexd`yY`|gV0jIsf~a7@t1{b{uV4ZV@w;JKn0aSW*yiq^QpMdeA$LENn+;OI zxr+=cK~N$2$aE$&vo=}j9t~P6`@_|}wT+F%qiH_7-NyF{CN!TU&kyYFOF~r@*SV^o zLicf`%S*q!t5e9Tj$6)=^-!qZ?+hmNJvHi%$QjabO2fF8RMeFs53%Di|7XdB;N4P? zR>>x`VO&H|<(sZVL~EYMw#-JhcIrfS8&1a=A~2JEZ+n7>SAKdw5^5UoX& zB)~6rVyAto%OYbgLrNsA3yQR^g=7ejzcpv$X}R~PM_*>-1ijtq6?Bx8HcE}j^Zz05 zrKcsqXouzh(v0;5+2n!vWu6wSdmuv4dQ&Ste4^^01SPcuT&R93-j|6XQeQP4E?^mP zk=8z6el3DY8!{Q9`uGya4_V?wkS6y{%NuEhauab5(9phqOgHGz4PpGhLQi!z#|E}h z3^*~IM*H%{p_*{RiQrvYE@{GY%ZcDDD9>ruv)pn3zrk}p*;9vem%PfQ_vor`frH3> z{a2Zn9wn z3qq`6aS*!Af0DoY8C{Xy8%BHURV(2oz$=A32t6p@a?+gM^&PGaGdyCu65t3!N`kp7{JYcyTy5ebI}O_LP-@g=|n#O(Kh0w_HiJJP183MrEyTWc`k&nyuyUB%6bl{`pYvNP&}Un}#?w7*ZV zo5%E(XpYdXoU~;FtIHK1+$NU)lWDO1fhmBrE0Wfs_``IVT#KRW9@(Rxp;#^dX8?ud z{Zg_wo@GW%syUSs5-FBU2;ME1=rrx^~hw%fjT{RV1j&wFZSXnHVraE@ouH)LN7a2Dn#A zD>HBLN6l1LU~V)=!PH|q@cOfCx)-H71Z=%QRNgY*9?qhh0978w0&`1B%ue?Z*I~=u z!}p!tHaZ#eRRe;^d;vo&ZaJml;a{l$%2KZSE{{aO0soHUlS_`yxHE_pR3EaDLP^SM zjAhN7iJew&;FN>y5NeS6};A{DMR#L#`l;>Z|^a@+bMN?jqpmCivW`j)I zrdo3d(%nNqe$0*1WJG=msZ&0ta?=^7C#~jwpI1(QRgocmnOMK$l0Qz>y!x=pW*$UzrJhW{&cRKt1z5FJ6w$&f>3 zxrt{f8AF52mt+hd`d^_9j7R49|Iv_k%hMIYw1JF@zKES_=MsR3-CR1%c!W@F28Xa# z2zAwG3^<8;0EOrsynN*TA>_10#>7v^c^rheaGKYS2010wxDyDeHcA*!EK z0T5#Mk)@cGsj+JOVp|ER%yd0N*$nk5(vCPR4QDrAucDZId~~r0{s# zXH7U`QaCM9iF~XHXAIysPsslu&5QJD-&ZtpQuzfn!EM3_5cs#v3%o-;qoC^mnOiCZ zC}>T_pzvKjY_zI0C}7LqUGY1!yY+vc`EC> zs&@v!BsKm3twN^8P#ffoOj%j4<1KQQCrZ5PQxSoM1d|Yp`*>q?_~z*NX>rExbu5o6kma0I!;0LU^I%U=X=U=iEj=t?>VLkL5LUxMKP`~1R7#= z-NuM^g`P+WRiBxpnB@TOa%9kJ5q%;HZoM4wC`jD4CJZKYhXienks2x|5lI|M7DO(d zc6xGWPp$TrAwXU@?YtLRs+#VPTX13kc%K^~(-F7EbO#JwuNEbSYB+5mwwcJ_pmp86 zmeEiRC?XAq0sD%19Jkx5)QP}hi+!ErRC|zY0^3vxFtGThc|0Sx<%u63)etD6dl2}) zj7|cn)>@*H5)21#(RC~2_J?ls7)+n8?ubID>P-;dBnbX+FxdP_@Ox)GX!ZE0%hU9Z zE7g)9Sg~LXhWI@M*x~cHFA}dFs;@mTglGVS*vEKrpAJtwrDX6{iIi3C+XhN#rd&v0 z@AgklkH&N}PfNCYs$%B?JFOA~`kgLqplr2&nvt9KBH6{NYQCA^_z?;s5BU|dKhqw% z&NvQHO*japln1%n{2ot!738{P7HvOLjY5P_NP@&oeuKUf>0*_Wt{fGrx>O-ha)39v z!aq-D$H(3G(Pq%ab48#aLIumlVH#a3s`@@pV!#xjO%C*it%h2&w?;x#(uLGA(BLav**KPw9R@1hVfQY|u+6tq_<6p|c6_tZ21oQBbA zj%rV6iHS5rDnuWbZ`*(6il4HRf%TEBxLO^}eOqSW?1b@q`Tn zepQB{A?Yb?za5{g&|p8`0;(LVl*Gu23IUkHHPhvMrs^n%6(B^?Q8oH3l(NO2y;9Kd zBHo*!a(__L64?Zf*nU|CqPace(TmQsPRLoB{X^6;m2;yKSZPJbpKA!uv=!Dz%efd5 z@?ps5Wdx826LXDY>SbNEuv+3O)5Dm-iwwR8eNu)hjYu4~DhJk;g%SB}z=(ggM9>8U zN9UOlAs>chGs3)Rk}6z9YAPd2I*bS!CiXG$fnn@&4O4{xObJ>G^QQCYlBuW5wH6sT zObCjldCPQSyy->M&gF__1cr2+5q4}(J8i}^d`kM}1~MWQfGI%@F~;Iec5|5|#&T_D zo)1HUZri-bO+}Bc$w&@9E!SmFTiHh3Em<(~6en`Ye zw4;ukdx_$xI#^n=s?>pod|V)HJ**lIH&7r`0hp4cgz3i%UJ+I5 zWrd_sRUK3TMkq=qBp>5l|Jb;KlixnN?>(1{c~M7&>^;cR1WhiQx{r;VVgQ7g&qw<# z6T$lVD3B0*6vmFOtR^Rx)DFmUs{3xQieUhS=>0&HuK(smDVd9^Ra-zrE>a{t5prRo zwtKX#G`XW|sYET25DXKQ&u^2DoW#HVQi&QuAu1Ae*zYHwr^_WOh>-gP$qRBs6&#O|V$QyY|7M$*l0 zS5!yGgOnfdc&X(3t^RmNG9ekZH2tykTd`D2!!U@1g@oGh<_k#(g=m;>nVFHL^3Cxe z73Q0Ll(eTys=%JPp z0}x`q`6ff$GkkLi(fR|83>e~mP(|;&YjvlI^RfDas*ngdUopB9<6SB8H&VZ1lsriJ zAx3v%2CyP6>klzNgN$#)=mDL25-Rl@F$aT4kV}5VD3q4TrIHA_PtonL8E)j8Et0w^ zwOj|3BSZd4DNieaG^=W_*%``XY${(rAc;|8cM@SC92A*!eqos+V`-2HnzC%FF4MYr zAjE>A38TJQn}Zn{!E<5K`2OKD|9Zg_Ix6rW z71U53))>dILTs7Fy(B`;$86F)8MKn?V(Q1Nak`8r@iMiX2^ly{cu=N7cT_kNMI!5F2z+#- z*auKZJ`$2$-llsTpQ_LeUgn6FSjftl4m#6!!?AP+yL3zeh2*cxm`-N>erwEky}L9n z$nRRT1gg5us6<97U8MkHJ}E=K{hBV}CKnz<@_mu`HqkA_RwaFc&dGmse)2II^4Gc( zYAvViWL%VP)izxW(A;^{02Scr`mFRjsvh2>fWOFhatXUtn?qx}83N=3Mp~bAt#*6X zpCvv3b=ARBY;p8|22e=eE+y$6#af@X9v`V$9)unRLc>1qOf!B0MFQ$tm`c463)z3j z%NFmt(^J0Jl+TXws*JGXFRDIFV@Ik3!|n;g(&NFpN&Y!DSR~}ad``TG>BdjhTI`i9 zCv-+D>>^>86f!&r-7gdHXgnOfJB^oQbW?~`u_~Dmd{_$7bR~s5re!r5Kixuim1IbT z=-pEEga+ZGLwWX8H_WaQ1QB9)O0n*w*NvKG-6wvPmIFd6Xbwi5aeu}O+~iz9l$Pb1 z1A&EXkes72eLY1JvdbkWh!6{slUkZibP8#? z@J-jek_o|^Wx1SoWR26!a8(sbra>gA-sH4^_FmCYFghc;T=fpA5WV`>$#Ag3_j!nt zuNq01pr+3)A>dx~KglYk+C7y4m%an6#k>z}X^Ra+TFgH!Z?UC-eD_V~jJ_+5Xmh^% zm#|#bCjnuS8-J8MNL?V;`2wywm>UfVnE~JfUZpapN$583PWw%IT1Yh_EGZ@e<(~mG zC&~9iG%i^}A$hknh(3$?50Qwf)~iHBQ3MfU_schXt)I`*=&8mHB_xt7nGn2gwl#EC z=*DAtVTkHDoC|DKcqfkoW$5xI>m}%2U;Z9C`8i(dR0GvaEFvW0bKAXY_e{3sa7Q(D zmC^DrsN8Wc9nmtW@$M!HoT^jF$dokb+=Y(ag++4>LP$0Fn-eN=P(r$8-MZCHHxGl# zO=pbV?J44-`mD~x#i5|^Kq&C_-LZ>qU2|ZoN?2{I5Qxxw?DVJ{9Cgg~O!fy6H(eu} zN+wXKqWp2=WP%B~y5+B=LFdylcJw_+zKh8pJ8mTulB&fe2MZIGBvUZdZc*+0LFbxFV`@4?QBa+3&*Tqtz($Ft-*^o{@avXn zureC&kH^v_-4Ysx1r5|1u1Xn)k9BKJfP>N{lcI7=ukwQvkBYgOEI&i2n>e8=c(OuM z_nV!!o!(ZhvlXDYCM|&yU>z%J# z%GCVAxHg5=eZ{&Eiq;2IQtDELy6sG2XKtuT> z^~sXX5P$5{bsNYuEv0BR1Ed1%pprU-z+y!EPSoWy#=@bJ(EGqah?Bwc#w*v zD>d)-UAhV+1gV|s4dbV?qZf3b>0c^AIf>t;SwkMarQdKw}*K75cAm#dK;EJ{IxCB;aF_ zJfZRC$4DPS$Tn&dtQ10$3CWluseu_4_nRVXWXQ*4;$NZ^xzA*xpb(Aa{_=QD&B7B| z=`}C+BMw5bP(Ja^8WEGt3uVwCb7B15q}Sr~W%s#HD*^=mCHF#hWOBY()RwcDn-nq> zG;TQ!I`_p5)zYaxbKbhIuBWk$!AY$O5}NNhO?Oyx?vZI$LWP-wfO~~5+89&Q)15Kr zZiy5TZz^ViaDj$D_%sdAgVZHFq7so5W%+7KVE_mr&>-`DJ=4}?z@Hfao~IQ_%j4d- zoD(voCwv`@&QK7zfLD0ZNd}9lp@Po~h155TJ`}S=&3zDaMbU?Hx~RDia?0ag zzT->=ktqwfPeb?sg5ZBYa^(RNrir-<_&BDVU@l zbCa-O2BB9Wlr!{l&0Qv(A{!o*WR4q-yuqT7cFL%3k-ao;I=9 zQ(&(z<7lrUopB;(o12tz;DGMylhKk|+_Wf51a*`8B!a;A;liuAWhvSuTs%dSr>eQp zjLZ~Crh6;*kXt+j5=9}2F+l4F}#D|$UXPp=kq#k{b$NonCJu$TsB+Fu~U3;?fA z=mHDg2e{-ZXSX9zm~0w?OAJ3eP$D7sNqY5YO;^Wt`ABb?tRGI7#X5P@Y;58w=_(#( z+)1DL_o4~HdDE;+LRBqDWQbo+UwCm2exYlcC`pv6u7g7IVtSbyI6}-c{++&8Vh#tH zELh#a$^4Z|QnGK;E?6}g;@_V%DI?W#3}yiMA=OTFTL=%r4i}xfgTZrumh5xtY>N=I zCDa_|12O+a;p;ZM@Ef~=9ecMy;bFtI$#TRuE!?A!Uk&{nrqDKR`3Mm2c?Afy%i+a` z_a1pcA!Qrl_V`>X(Vzpbp3#Z&_vvU8TCE~8VNuDKENP<@a8N?X(UB(IHO13j zLN3CfayYA~s23XKQT)#dzR*j0LaqUUqBb;ch!RLE}b<3!c&K)-#B$4O~WvLP8Ot zMu&H+$Hi$zZ^|1w?2pfSFTtg<0}U4Qd@q`DfWC7+s7 zRd#3y7e4>KH(twxvOk|a8`7U@YiSB(M0a4&B~s%7omVfa^*>mSM9{#h`&tF&{8WEU zOOR>rBd>Gp+#8P?ozb9?Rf9?$nDn>$`|MR3Bs&={D6sfqU43fIU~i$dO%Z1P-4-(k z!!gC_COd~`VP`1`LyHubdB+ENo>7X^Dlq3x5pMH!w_lu&VY=W#qv|Ow@?k<5BK}^7 zZYTxMDnyhD%=tvSaYz&8bUsp8btbI&c5i7%iNKg&Xk(~;bHiYK9s!-qg7 z6p2)0y1hmdH<}`3V9>|4HyXtq_UXJ6y%%AB z`ALbum?EP1JrRQW*#7<^s*r&}pXrFAg^#p9weLsS%f{dT+FNW@gkV%r>WFt=^iE2< z_E+lEwaljZ_TB&f;rIUHd;EWSbe^4!vQfD`PRqva8O5nIs%Tn@aOO2_qKx|E*`zb4 zgSh;1YueWjpY*15H=8WGCTC;iCTSS{H~Iw;mV6fc@nSZm9m{f9@ZfB$6?!o72UD6$ z5;1C;s8ll?4g%zlrX#vvR-NGVrNt-y(A8fc0C|&t;JPv#JJ7A{!!-@93xx_0fZAcRy=uU;;RhHW163wG z`Tk5D24?a>B^qV`_yZo+YMl%n1jx(u*MiQGSX6(>*IW9+a+S-cnPVva@o_G=3Q&IshXQdN<;$UDtG{r7t?lOcU485a*B-_>B4hNk)uf?J|uX5VuwTOhC@Jr|GmVV{!lH9LYA?(kuh=gBx8B$g;?aB~Y z!w99Kf@!HF>X$sOru$8U4p$4i>F`J;_I4h5UR7zPlV3|E$AeNHc120iE}e@SB~K0W zneKkJ^T_kykyO%ES6e0KK`GC>v69(e-i=7;+l8g9Cv)HG z)nvQYc4F3iD=W!%zR5cBd~CbwO~a;jQSocp@?{o$$rJ{1yt|bGv7m4vT0!ekWi4-7 zcNITZPB07_DL?gAs|Ae}&~f=<+_Fs_pCO@_%0Az57Fun}zJP;HYLC$aH&7;&+O)?a z5Lzk6x&f{@eKbgL`u~HGEd|rS1V7_v_&d$cz8{?(Wb<4F!+#bO!uil zFleM031ex(l{PT~9+c8JOB|OIT5ZNz5)o>dU%vMwv|9NUcoikzpV^;M;6W)%57e0v zGOf}a!)h99dCE>Z4T3@AVl4FBc$;vlP{`7--kRSkedT-fvzYh26cJpl@_yjK zn=HJRvf0@xyoePP*1!C(Ebf=xsX7RyRor_Ve92;lIzJ-FTEz^*ppn|p+&$cL8#+Tm zFSVU85Gnj>({_qLXl3C?9W0^KD*PA*jnt}9o9^1QY6t~>>gV!meY*Scm~LAYuC(dr z=1eH2)Lp5j+oWz)OJ^Y`9cmSFsXdtds5AoF_@UYWX~f>I?51PK$EqLNW`18l5l5+% z)6I@HrCi?X$P`qgqm@F|=1B3cuFYx_|AZ>Th{j4qj%niov!Ia57peqgWz(j7aWH74 zc%b3Yy?Mc`Qh~-r_ol$Cnu0w0r%g=c?TeJxE6s~Gd0n+GQadJ$eTwjE(~beJ3^QHz zw+XYn=1;zavCh5u0v>!xy$gDxj@D??yYMuqq@1EF`!*q#*Y)40v;9RNHCky&jAZh% z^X0qp!o^imx#QaAO z?>&3^>e1709^4lKrX%%ofgA*d^In0q6@KT?dGs()z;>bY=;6ypzk7Q3v7+xBIvEH2 z3*PpZubw@BuJHe4S-3321{l!KF`a)T`$f2$){EzCKm_^KgBMR)lK}zw$0SQzh}33D z(^B-zU{A=Iy#qQ{UIfCfOiuvwJyN6l=4mIlfSQ(@XNCp@sO)|JcrcQ^kXQN$DRSMw^cVRcegcfPI{)knPGP(6JRID6mQy49q?UaDj-00mKH~l z?rf83uHh4(Q4!zV9ucP2M>j1O~WV{`TX}-<-T_`I{(U zJDX{`ZlX@%+1cj60QV}{JQ%*AE8x4;>mqGUfmE+*7IglSb=LAg&(C)(*!g?#e&l(d ziwOK;ci`ud$my7OY|0ViUDL5Az)H?>?iZPccg=ADQBY-YHln5wn((G?SFwxwVI76}f9F2na>hm01I7UYl{q zl8~;>8c_54jLX|YKGBUg2a1AV*YY+|L^up+mPT&u+Sy`{0F_HEx}Es7Fm~5c%K<>- zT+2VqS8{9XuDKQra9!BW>0C!z03nw+>>Rd{0yekC50`$!p9qOvTjLQT$*v-kCByFI z00G&h;3c~vEZ#Xicm$|iHc~UB$#zrv(oY?N0HzOJV!k<)E%M#NAV5I&*6O^rYe|0S zax0iFozb`iZ_<-dwsSg*6tJDWC%v)EZadrS2w-wAo+f>|2RJn?Z|3dVix(g$Tn-9c zk9La$XF3oqOB*baNYJY0%2eQi8wG2)au(>Bszw(`Hy*F}JY1f{7h5?=HI`=c(5H9NFUF*6C z0Xd|-xsJ>RX~Z!K?m~7l8gYpMZb*A`m9ZP7Jw||vP|(;W*5+IuO{O59FGh3~lWMu{ zI+~nwV0TE-GCGA3 z){w8?@|toHeGT%phrnJgkN8;VN@2Had6Z#5=g^@0!dEIu?;08b0V?+zUysIeU~1Q1 zqXU4*cJdE%St9RhXF!0;u{Orwc-}7FHP#{oWVV-nY&$9u5Q^G%RD!7as07E>cr=xr zj$LER0bnPW!d&y~*^pgJVKBhuQj&iwv)QhtO`?F!eJ}1J$+3f7`(BMq-$o1B^xHMhMhM89 z0_d3awxQq%g85qKgPlXx5y0fKW%BxPbT|_MyK7k(5TH8mUr*H<_uVaJ0+?K~OlhV@ z*tu)T;s80Z7~|ZP=l~#cI^`eQjz@w4F86|XFr-7f@`^zb+nSgFz^Iv^L52rk+ylOY zV%nR?u(mCXs_8@=gm^5(3H4`_$!uD(w?A%z{MBrhEykTJ_&Nn+8}#q-cG&5fLr%8119w zq&PmldASA}eBp+t#+3z&$j z3USEosU%||hbx5Wg0Jx&g(40@F@_eyQm1(gfd-ivLrZGw6q&Pm3`HD-ViSa)aO18J zYu*GANC*ngiYeB1o{8RGETfk+JTFJ*n-`#-1z%zl#Qi*2&_y32fj4gzWI%|efMb93 z0n04{4mb#L*ORkQvBF^2u4jaR%pIkqL9RF3wL9ktg2^KsA})7k zI)Y%j4p~0_wlmWaz;p>>wj90f9`*)rM(R??T_>dHf&>kh!o!m>d88KuSaVYBnkW`@ zTs%@?D`#tW4j)GVlLrvy{EHl!*>wORAOv+y*8sPqdW4{!(431bKz6p(BS7U&|J?l~ zjoo!{3Jh>L9~Y6eYd#in#bplvP&5&DEps9SwsOkiA7u#anzB3r%xjK$M15Pj*oh9Y zE|!j28@9+63!1eTFeq^vrkmDhs$$tST?7QETs8Wis5>A#vb#>UWEjx7Tj75$2e5aY zM9ewh`!FenFLn5yV?o{xV)@sN!N!Cy3~=To3;Gxa#!CFZ*6HJ*K9z(OI3B<_Mw{H#mx=s zXjt!%?&Q`J>DFFC;bx@4!z;Pgythzy8(TZ2g^))<wt#+2Swj>*VaLVfXv-_a%n%yMg<58 zuI#I?zszG}=TfMSgete&*_?eX>C`OfxEdoYI?UbKxyDcn7s1u*SDJA11uWclAYb$f zp$wdi2`;AiPj6=h+HgqbHBA*@CF9#b!EYxmXI+UOVPmh zWxlED}g%CSW(=kLex>1PavHfZ4PePN-8<)Cj{ud^ z?W#{B2J<7;M%gvpCW>Tp`=UJ?6tH<@hSxaAmf)@26{8nSCK?#F3&JuNctu4y+QU@6DfdP*rn&lBt# zUl9T_$Je^DfnwMA0s~wZU&Yd#ox|1Ai8)ern7dACr1F&g(?5i zuALa>!$753)Maly7|mz}w_71AQh{+;CK192XZk@*+0w9_d@>omRYR%&Vmm7(VXBIr z8-1j4Mp_=(p*5j%TIi+rDw@VN1Hp+EH0YcQPiO(993M7qhpb3A5a<`e3pCTM`KFQX z3O}Hra4{-S2U|_Wnr6DI5}pN(tKpsH@Xu>H%V7AqiVf4*ixr)m2QB!sTz$?vK}5=K z>JM1ZxCDPzpRZ^mtn3?_=0R)D00x!wP$}ZYw9cU>;Yi@a3+IB4lBQln7*zgpJ~-&i zWh2>C%<^|W>v;fxmmF}mTy-aOc${i}+d@W=GZG|z#1eE4gh)K5f?OEQ1R&1^Bp)y= zu%>ps#yW~d5A}pmBebIceSw9kMb}*|^jxlKjzid;IKZEqkNU62LpqFWA_o?1WvBnx zr;!W<`uU75`z5wiQpcy0abZ30Cl^uL)OrWf*7J}1vEGxwzvM$_HJgp;G_;YFFikb) zfGiRc5mHz4H;;zXnVK*#ov@uV3bg=*;Pw3F*__(v`p}I>mKH}&DI_BnqSxlHkJhWv zm<}$Z9?+mXF2xq80pj&4#6pf{+Xr2aTh*v)E|(J_cNyOCY6d>%N~CzxyebI7wTOez zb-cz;Mw2<0@v>oMYM+8qh(#m>ui{k}tc0U!K`R)ATmVAsCSIhb)*`wmGoLLx)Y6H9 zLNo@cdrljdX)S}4Y#yWn3Beoil8-B*jL?7GJ5q|Kiw}Sip(>e4a@6Nb9IwW;b z@Ty950fUcKo9?-aEU+xk5x!qbcCpb zLi4uP3?nhJ05c8!M3O8hgKXqN`IGp5c!TQv@o+Mv>o|+z<$3$CR&-cV_`jf|jhDK3 z+k^j+3*}qdf2uVKVOtA$L$daX3|Q!Xyg|2H4w5`;AM8Orz+pow*J*p%P;c{VQ`&+D zrAyJBLb{dwYPP@xnM{N-&e&x@g9V+yE-St3G>TDMy5;bJ!V>U5>L zLB`hYcG-l6{Sf=7kUG zoL_DZgaz~YjZ|0Wv;=dyqT|yzYKx<2ZH2o>_@FCrF#T$#)L&CAtyXT?3cwTsW=2XKu%K}P8tzq5VA$rXDiR(Ag-bzU**hFAhHB2uRw$Jk5eAhXmiC)Q z({-ZaWR%STEM~kOt(aP{jYo%%eTvFRu=(OV{n%g0Gj(hMvq6Dj5cx43rc@pqZ<^!h zFTL?V0D6ueaTiaY)MN^C!372A_xPz>6Dbm-se}+<&j9xP{AA!x4W-d2IiF+NOvqpR zpvW;LoL21!vm3%0Q^NIPQfi9<(lmXLO3FKHJX}b`_a`g2F|iAY1#UM#x5q z)N4VA(UO_jK0_?$!Jlivo}=DmQjH!{+O9YyfKWRh)z<2YJ5v*)D#Il35ppyY#_t}C z)IoMl(^}4h)+P8tJ7s8KuEBV9%^kp?awEJno*nT4O10!*>I+r06cUQp!>cUU8`lI) z<#$C;615(!_ZhCL>Ak6*Btj24m<`m|nK#YBU_k@rkPie=`86$v0tyP3{oft_5B-02 zv7c!KB@ps5HPN60Pv~4Iy-=*FCjkY8bHNTeN?4B2n3kbboNyq}kxOau&i-;~gh2&q zYI(dqJXGuHnx-kRpm8O*O3e?7@AbGRCn8KOxJqbcI4HrJ^^^|sUC0)EQ*Xe6#?4^L zo7r?iD>|38a>mr!uDGO`&_r2!GNg&xakXe`T9zs#6yIMAtNjR5_l>^wc{4GBJ6o4W6kRn_&Y2RJNAa&gd@TuGWG9?zzC_wHBf*G;OTN>}9ZnfP9|G6qPg_q~;(^ zJ?|VHDPaGYo|atGD$0!O2|07VUZ~P~SEeU`$!TFZ zUbc3?Cj-bq0$WL359kaDz2qf78FYHV2WvuL(^YrUZJw&-#@pS!x_;q*uyGW$)7q`pN0 z_QV>A%uO?S5mu%@s0TFkZ^utKVz_AS z9#9)uY8;AsL3MgWz)Kq z2$HTUEObAJuk$}*#wuzM)9htrN$HXd_2jjChtEzcE3Y}VS4M;3`U4F z-lilgz|c-LIKL9>QX$-?2A5Q*rcf8pQOV|w<2IpQg~Nuwizz*Ojcf3b?CDTO>i!Iu z-Q(FzZr%US7FCKx3l^qYhQCr(K^{hJYMBbUu1}}`(jjW|HCdtqq^-U}Lto|#8faS3 zlEG5FZN3m-Xs57uD@!mB@wC-_Lv zFvwg?GR0LPw*2YHO2na}#B$iDDX3+qGJ9G@aFBn1ei65}9r4X>?cuZOe^ zrC6G3%9el#t(*wC7=-@ev0Bp7JO~pHQa50ff3#kVd3m3RF;hhWOvN`aA$f60n+^Ia zT0`?@K2r=`yeG)&^RC785Rnrx&MlSCxL$nJ)L`5K=3I#d^ zWGy44v4TfI;ao7H2qM#5XvG5u0v#db-`h(F1r!v1MD=I(RyS-GVji?|kEppN3!ye1Iap1FS4{|a+Nd~KO@+?q+@CKF29+xzc4(~R zb+_!4*jglI3D;W@vCm&h(fDy8|oFIyEk|Z)e&xtwnc5_r~3# ze`y*X+n_9|(7luCQUjY#N~pSQ8vflNtgukN8D1apy0{^qRzem|Wk}naNoC|}CN!@F zO}?KSQ7rO?X|ZI*PXUA))p@S?EN&8NTJ|~+=${07y2gmlorp{4I4hz zHi)4rA2St>Cu8bIiG9e z`>%aDpOe79y!5|P=}$+KPSnJyX`yEz_eG=z>8cL|e&U2|ka4!j+`J zE4%cjAzRC{ssbF8vXJ8ETQ`Wb0FH z)Nwp$U0Tu{J}>y=|LSY>jA?-Yp?H-jXi%P|2UP0vf2#+I89fq0ng=z?v0jae*u{Z9 zM8p_JS}C%iaywVq=$EndtEmYlRNr%|#b!y7 zd+&kJv6X5YbUY49=YvvzJZscaC`CL8{M+DDJ7G1X6(!Rtje+X}j%Yl zc-UKyS6nmA*0Q2&8e1h5x)+m=hkqW(F;-j7t@`I!(72v7j_Ek(gHsMo5ofj*T~#R~ zZqzI8=V+}b?(4Xv{o|*4SGaA~bBl|B!pkgmau^go+G^a5g2Ka0i+|r|PKZ4Cbt8o) zotUwj9h4Wr*hUnpuH{H5X6cg}6mKemEz(Oy+^EN==V zR$I-SmqM?Fe>oD0s6lDHIt}JicnYzmHE5z$b*8JCJeInZj-zeTk;m1y)k!xFig26n zHQXEx{vgMalgIM>nx;9*lWP3^1Krlx(73$ zJL5r25>(++DJQIN%x4hzA1wborlE!}+$Lw zn^3eBX+cCOx_)5v@iWK_r+kuLm+vk);E7ImrwIQ`77#BjYwp1m%3B2B^KE>XCSL}< zx!%ZVn{KT+Utl2|V>-S;p-$^dwRH2Cu7Dwad$}BU?mu|Z?Yn(kv+nZ;Pu#ynl-rsB zMDl^Y2`NM&)TNy+FrcMq6$#Pv?CFcUPw#iB3n+w4r44@_y^9#YFGhH|TGCb=6nGDU zK(c;#v={3c1Ne<-{d_rG4`!7mpSB)d;e_Bp?oyQFB5f`6xUG><2n7-(T(b5_nuans ziP4hH*;Jh&yL+;(A|d(#`$g-VdB`g?J$UG=*c@r=j^{3JfI`^C-*CE~xSTsW9QDZr z8LYdqs>i~Ar;#wbMC8xLCEF4lSOadt+XC@&wV)w z66ZKKc3yTLJ$&*?gqp3S<&S+)n_<8{5B8I1_vQGwE$tO>$0_J9zk2+y!t{o8$0_Oe zzJ9S6I&(_;{YU$uGY9kw2=|xwpFNX!TLo7Hya$#1hmRgU6M@r|??B+kbo27@)BVIO zb3jj_^ZeNhndX~X??B)u>t8(hod}$!>5@61C+lB6yC(yusr3#7ezN}CuVvsgwVpYk zd+T`-aXbmTZKcA8B`{qAJg zlVfA1Lk4ovYBK&={H!W5Hux^p_ZRBq7L==byZ?nq zYq3pY8odw4_cS#2w_^}#y911N|UQcY~8>F@Ntv=c0efI$d!(VG-X`q*}A!j zU+5()RBsikv`BWY*2&uP@4IvZ7|Pc(WtvE+$l5xhn`ILfnjc6_?kcY7ysE0r? zt;&K8{fn7C9Z}RE)o#{g9(2CHT+1wBI+R@x>k$LM_m^~;>AE~n!#4Zjz72^nVt_uM z(1&uNnXTBX!3hNX50^APwh$rR zKIa)J*1)rZ2f5FjXMWktczD$7pVDQvgW1XQaOtk1(p&Cq9Zlirb~p^V;0&SC$%U?n zN!#Rs(2N}5uQL9C=Ime3Y3VDC@T+4!ZEd4mL%|?)nT5ELa*LaE@YyQ+Tt=WEa*0L4 z(WQkewz=J0BPT)PJWCAU_Ni5*wxrmKx11j_fL{#oA?*m(F<~p<6doW5{MZYqJ)EWs z9r(*wBn;mY0??cMh*DO!w>+KpkLbuWHeTjUV=0$ORDcltYY6sdG^4TNlfP#R-rDQZ z)@w>!w044mP~?_ZrfNEOk}Y_b0!+G7n#3yubZuhWvbfm@Fd>VecO@b%dKny0$+(Z8 z*T6!M?uMF;Xn`P2JH8nP=6|+1BDJIf;W9f-|gM zs+RPPQnCg@&=tRw&IV(?o%L|sJCfOE_u^NJitf_85vSQKEAD+lEVsM2#I zb}t9(Ovt)QlwOgwUaq)%C0gJh=IS(hy1zP2!64*HcY3y;(mew~z-4gyeXpf^$tXN@K32sp|#(Kqa)Wd@c--{yX#wcSEMM5Ul^O_0f>rn zD<6j3t{Ot?GK2-TLCfgUW(yb$Y0m7Wjr4|WZ`qc$MbuX9v<*;203QR$4W+Y+fRc|; z;Nl<)h2n^H+mfZosJJhVT37MS&)hy@8RqTdI|IX09t~5TN>yvI9v~ZBO>xXMYA!hL zt%_S!ZPNgeQ_}<%etx86Pie4X+O0KztfOLE9F}mH@PRa8NfjGybK!zThPZ8Y<2LUF z8uD4rrgqcZ+jy`Zjph2-b~#& zeN_e^nF$zFxL)T6+$Gi`*2bt70Sg-3=H+*&;-dc)2kTjzLs}-oL5Vw5PRad8gqU^I zvrzFUC|so3g=ud(J*Bg{X^=!nmKvP2~LZoDdgx>Y|YI-OyNH#S`B4v}{ zL2U1)a1DyIPWW&n4{vD`u96BrZ$%5mbLpzBTtfb-y6T-t-d>Knlh*_Ox5&Pxj#?y0 zLGa*VuEZm^`&9BgC|!ycOCi#)vt?)1A1rz!S<>37EIx^z06|95 zAajvs3xdp{-UVW6t>Am5;$RS=FiRrqrEG<@@#S#LG{{^@GL+7Xn^27Dtr}?HL5fN$ zctn%k12>^761Qm+1|TZz5)pElXViS!t7qUr>QmYlzM_lb=X^$2r#GbyXCvy!QLnf+ z8n4x1hQ`{5fWgJ>XxQ*eX~W`(21{vC8n3b&E~t>9|Lv9&LBF>QkvMY2m@OKxirNL4 z`3IvTJ|~clj_H#<>JBke&tiiq1sM8Nic9^;a8f86YshMhkTQ_ar20x|(w)l9PJ`R% zEQnClp-j)$)6v`7PV{!6tiaH}Ej*?r6n(k@rdSVaY!_66IcGxkPNDjyCTrSjwIQfk zHbSARy`6Sxy%gQ&Eqh4qyiH7~%2d_wO}lT4GR;_kZU|uzq4<#s-}#D)vH_i!G@#jC zQE;24b~gsGt4v?}v6CRA0f3K6#hQ9Kb z^m#Z{gm5c=0fZj)hO_n!&96~+S*RJuMXISO;Gp$0skQ9Vn0KEp*`UrL^_%IA3A#m1 zX#ZP_40Tw?!xovAkNT9Z#(ev(&~KBLGbA)W5dKp@(*en}CH`QoE>AU%B36T3QlTu% zF@DFdDCWBkR|DOeY*UWa*swy@UU`cnUj)*o_R5)1mA=y(G&sU7ujO&=-t{)V*VwQ^ z#(j9Ra_@VaxR+EYEB}|N{pPo5$Oe5Y|0`@*A>;l}v>T)AuLTnsu1(zMOsLBC;&|4h zVw`rA_NXVrc~Q34+O!udXxJb?r&5+QPBahTTTTdX=4Mr8+GgZ&n+B{>@h}^# zX@$Dm!ZuyYnT}TRptw+%rH(IdmUQ^#N@=$#btDzaG6hhdj@RMo&SIMskRhQd+ipBD z-CZxn=&p*i*QV`OfT7*xfb8#@zsOnpt^X|blZT#mZNhU1z?X(`61wrz8lFpzg^1DsZiGWKfFWp zLhHBHaA=qRt9aP5Ar!{nP2_DodkFp9b3b07FDCGNY{Ad1J&WpEcQEb4&mTjTqZ1LZpQRw6f zut=^PsF+VpzOD|THY*3VNWiB5wk7>LAK0c!Nc~}N$z7|!vR`enj7#Crm!}!N(YQ;C zGet!H$KK4VO2Ni$F-l7YPhh36ZGSN;Bw&-Q2WkASn+8B-535Z*sJT#=wZD67NGr`I z>YSZ6wZDKuSGJz%6}8njZ{oFSJ(pxy@HaBOzNUP$p3(sBvP(^`&8r)~ZIe>BiNG$| z>t1G`)YbsD>2=rGutLR8W<|LsuvPpNWLO}_dHAZy!AQ;Fwi)M%KYX(m;z|3E3*fD{NRHSAQ-~XgqbVt3MNQiz2PYlP5a1S#RnT z9TAGEjp0rc>Q2_nRhN!tqBEgrJw0C=CW`-7EwGIWut=tI-fB{;!)%kvBXEnJ?!33w zV<7b8T#++pUF=zHGgp)$p()EQpNHLi;h65_QL|%h%C3?O3uK+1-lN(`>9?uVH5ck~ zW}GJHX#EX!fBZfTy1QE>?=~~z6*O#+<2F>W>c#7A#%%&_qZX|N5I(llVjQ$&+B)ft zVkJSd(5lhYCT*2uSRm^uH^MMK^#_Xzr`yz1k_u(oFZOoDhyHX1!-4Kk8^bsN!nnJ{ zLFYo$q4jZcF|={-TUEuuppkr`#@;@C2{`D`4#;54@|dr=mKz3*d*7<=fCr@%Y8*u( zDYOYS2ZP4VSmbnieO}U6S+Z%{EOAUToC7M9J3b}EKLr-Dx07r?oU!YF5nkFxN28Jw zR$xe9OVWJbDeo1K>lkfAgqu_ovm(gr?M6l7Y$uqQ5WJB*oY02W+R`msQL@R$oC?wF zNtEiu+A&zR9_J>_3<}AsLb5zM%GL) z$5fflKXhOFT#<7?f8RZ)^HbD09j0T(728ulzLLmYN}qZ*-&T6D$;o&p02p+xN*(@7 z6d<-)s|`Yq2BjONQdgZfVryk@5n~|qa?dE~@6j{Rpp<(Sp6$=G3<$lD>I#nxs|^8l4Xo;-Sb_puPMRaB)&&V$%xh*gzr^;D@8VUW4) zWN48)rDC^ZxO&rqZB&=#n3Mvr#)a~Qs9c=zXZNm@6KDKgi5mEah%Z~8rS4V)!XKYH z*dSUG5WW#=whnn+Eki=@rt6;{P*83eki1M! z=>{Eroq=tdW0S818uFiRmhTpaD3}flPe2vR+6K>uAve-@;l=Stt>CmZX5SG6jtbE% zO9jy~X}8N#0t?w|g|8}M+lENr;c1qxGr>7+d?=H3JHf<+hj)^P@nI!V+a{Pc`Kiee z&k7Fz%DAUeQoCH7K_Qu?UjMXAN9|H?PKD@I9mpyb+3KI|p_?V5ELcx^V;T=GYJqma znnB^=mE@s&svNYnwl_HlBE)VxF+UL*YFPJ+T*GEBhXW~u_;@54v=q;A|m}__5bc z+X6-MVa8`wGd!nei*1peDNv*c4DvNsaDHbLnZ@D|+t6LblZ2}) z&1dR3w024k2c?Vf>4;7#n#tiX+n{H~p}>O1`KU2(G{sU=U=sN6fiF{*ZF;BzPuqRo z2l-TH3tNV+pos&kF9ddfw4k25$P>1~yAmHzP(Zl5fdL_48@;Ot@W@5<;3_=eUuo0F zu+j3O4Jv^LUy%2lFI35>v)r5JhztiM=@l!9{*_K^kv`ZKG*m(=(x8J_8`|ruD1?fsXQUpxRVT%R}aXoh(0*s}!4CP9V?``n2<_ ztht+peuULjidwskim0_{}|pzPo$x{uYg>;S9Km@SItXJd`Pf(BAB_vrVQwjvBF*F%ZU4_tSkkg^Til%={P zLJz5cp3;f$Z+fz9Z<-1c4LWFT(UWEuR8<{f6cjQ~Ds7<_o~V{kuEYJcy@i;I?zE^c z)A4CSv>;pf6KDuGl>0}t1WQOXE%zM=bmabHzusF2G|ib{K?7~mV_Gd;396=T(+meC zgw^q^(Gr+44LcC%DC>{qfJxJ`o-iOI_l=f=nX28J_H_aZ3P`P^<(tuRq>o~3npzVL zI*5Vs@KA=|*mex0oW5R%p`ia-uk7sJAuW8#S!k~ii zFFG4d!{32GhYz&XVlFeQs`b(Y!K1x;hD_!rjloegmQZ>Ut=~`&>xJQd2jbIDpo5m&Z0Z{jWj~>5OHLA@mr^yaA=}SL;*3t~U=}n`dd=ksZ`0C?Fd(C6s~d++ zd$xJY5Ty$JR(5onmMRej4-o$Jpr~YZL1Ei@bp8YovtTWwZuIu7GW;K!Jr z$pWQuOcMv}7}GPpa$qLMF&f7-U{Hy}pw(x$CZ z2Le6%LG()ZwXq)w2PL!?Nq(-1#ip&rfPw<@i2u1P9Gm8moChtm=ja(7_C*=1Wfk|ASCI)2}D9#dy%4(K+9v zDQ!HL^?_~Ca9K##xX{k>lf3=9MSgl4%Y}?CJ1i~er;#4xrC3DKI9?nHVS|2yAEu+i zUsRb*`wfW(9n{b639a9mE_oHK5NldLDfE+C^rr8@??nvMxCG*)NbL zL4M~-K&0QM`Q3p)k6u)(n8sd28gvjFs}Zfz5^gk&4Nn3eZT{7ar>EFFkaD>}A)>r#%5@;nZ-*K_HCN~a zqQywn@3s~1W&K`Kp^FkrHCvjNScCx?>1#dbL-a(5HBDau1qI~7lhHsm^_%8GPXZsU z$P+riX?8+~au>a>rmaXxgdW<+;c4ks(>AgILM?{gg3dz}(bG8e90`21Sx@*^J~p4W zkJDU#abjoFHfxOwZRFLrbRUjzt!Z9$AWc8r7u|tC|8R9m6Ud$Wr_p3pff=?lbRk~)Z3Ew>XoNxKW>87NTJCbS zZDA?JG!vS4=sJ=1Ey`LIirvcPzZ`FG#M=xvxORvX`h867NVDP3#oM_t4>pm zlM@Ob9TH+9zfSq+gRveTY@c5f7qTM1y3Fr z@p>VH*Xpb%A#CehDBp_8bfx^NHy(f8n-1vqUr|6=6H-lBVWE2=>hfABp=PRAP-+ni$&ZyJoySW(x88a+TT;9VH%(iVC9bBf6kte- zS7$f>58WiI7T;OR|11zICL}h*IR|Cml(**YmXbGxyu3d*k`jOj_uX`*y9x{4n=yzMv~uFj zuvUUwt1KVgS~jObl`CiewpXqAYHjjt77b8nrb>e^*%9H|rqXaQXk3bZ@z0MAg^Foy zLIlWQ3^?edGLj#BYYbXZH!MH0)mHnP zq@~v~=7V+J)$EL7z7Rk-$lOMOLZ^c2h4TBzZHc^5*&X31J1~1v4rC~+6t@`vX{LG< zdr5JD8&uc7{4ZIeQi!<1O_bsLC{ZIA{ua8+`B;sx>`B*yp({%jGHX38J>EyDlA*U~ zmtOBpTl)PW*~2v_Uw%vXH+K%!qw&CXrc^h1mogo&yiCP!LI5Fv5)Lo%j?cyHt)AYt zwd1Ym_u7xWUJ{-HM+>?>Vlcvyfs2kC-dX*kmG?qmrzv_GI9^1MlZF6ge4(eRC| zd2C%x$*LvDoDUn`Td(QZVxCM9vHly&fn4;dmx+j+TB$;JrK-B}{CYhabSQIAwYjE! zBJS&8aK?en@4M&xKfe}1VLIeou|1_Ef3X+x7qOR+Z2odDUHRJ zc+D=gB;DPOx!gGYdXdoFSh<$#$fUsuS40sGd; zu=jc~JmmT${Ifr!GvY5>?YuWi}8h&2O^Pu%% zh^zafWsgq4c`-a3`?YF1dDwDy8EI88)ISL752oA2O=FCev{~aq`(o5yPqeePx~FvZ z0j)h@7BrAL`S&s&o2Jf0gU+Y$DIK%8r(EaUkl7la9Dwo z^C8WK9P1!$T5?7hR1j~EY00P-X&P@}X^m%8yY5Q^ENCEYgx^(p(ll)(8g#COsQkC} zaB=!*dN|V#+1e&$Vi!QD-O1H9mnOCj=>|=Sh4PhLxy)>)+2u;AcV5aeQ-r8{q$00X zhyn<|kltTXA4W%A)ASA&G>~&&4p(K!HO;vZ1{K5*9;i@j8bcWlN*5?1m(*JtbiUHJ zR$9IBpQE9Z!Ju(HYCNHHrg}%iLdx2Ht4ZZdC~_Obzx$ky8-B_DiKeivYX*jNEfJyi z@yYUt7Oo$5j{Ty=CC$tw`o0hso+-frZS^T5Qh6$hGH9rW_r7j%p6`=9p z$*kL(%PzOAR)b5q4IAJv;-_^ZChoEbXOIXB(_lD|J`RFW(vF-DQ$E6XwD)P;p%9?K zlOAs@=&lzdVTEb74m4p!6%7OK;1l=O5zW{wyGz=uqLwP#nrpSVD7ldSKuFUyCC9Tl zEdb#E2+wWp)Q#E_4Ds7SJj}%ufo`kRHcIDM2*-@#0%pm_cXVmB3vGQnq8&BvPEy&p zGcA0DH)X_cP=Gly0WOb6hjgwm%@1~qo5))xK#hh0F%`U_DlB?uBsOlmInsvjIT?X2cMfugBv(ga9zY0Q~4f7t%2V#N)Oh0N7>&R0#YO zVTXaM?J3bz9RVqf*vvQ0&ec_y|v8JMym-SARa zO5A$S<=Ld0ObllIydFa7&Ej&`{+Wc85`=l5*3BC&Ls27A)PJ6dWl8H@M$t5WS+k#! zQBeyhi+0<(zK46!CX-Ch=DhMVNh3HpOduM8vlY?phSKYMY*GF_u&3eGs*1L{Qmk$Y0t3v;uGqKug2^{)u@qudy z6~Drvk#|g_+4cWfPhbLEaBVr4_ZCauC)-I!qugrjhqDODvH=Gu=;h=#eXJ3Z>+h)6fBB!-jQtVwv7;2QSAg!Qx%HP5Z( z(7VDT(qRB6#KpW%7j2KIZ`a{QtsJ{D4I4@bQbobtAj(z9S%`WrM8E%?+CceROQ5P1 zq|5;D2K_<9y4-Olk09_b3qI`;7ao|Zjtvsbg39||Wzkn5WLk2r`HlkeCHK@Ha8rbk>G(y3 z&rr~~sx)*cnWoq`%4FfR{;wa;PygAU;P(Iif4}^%AN3CUox5M%6LIpTr3l~;U7`X3 zzMKm`JQ=Qf0&9v2jdc{DFZC8jt|IT;EeFO-bFvZOO;A3m*i-A#?r$dKZR2(_QbH(&Hl?o(@L zF`Dyy>1OADZ_1`f;!=N`1}yqGx9AleX1&=IQy(Yd3R6lrY&h3jEPAIM_rD^Yn`%D) zaga+Kz<)$Xgmvz|d?moP!jC@m*gydC8Y7?5o~lH$w?DalP*GnZzU3XAGudYv(DWE z8kV9X^Y0zgUfXYbE1JNUy%5tJUZDLwUG_TapCV{Uev<<1xTEcOK>M0jkM;F`I~hS+ z5~nM^L9lK|Qh*VkZZzV#^G77#Z%u^)$L46ZH9VpnK?K%Zhc#c($*eSOw3^YSU&4f^ zJDCs&GB5-i$~SUlm%rvSb-RwO9D?^7r4t<5x1%;MWf~4%4kx|&F`cy6+;g@meY}wpMLxo4Yk_P{aisuk_ynOInx8sP=7!i>12Cjg5N^=$(CUxc3z*L077%-^O_1gIXm?_~}T%tFf_)g=Pe z){qZ@I;__z0Smd9i64&+XS7&Y?bR^t(1Uk>=Fg>bi3-8<2+PNG?4a<@v@Zl&Ws-3` zsKk2V`C>Gq6Y@_>*Gvb_K(6ANBttkB5mY$2Ykgw=6u$1Gbxdx(8P2vYQAo6vaP~w9#fW`Dt9k3i?;a|A35RwphFUZgAY*aw_FD7s|dt6O~UEG*PNb zetVs|K^9PG{^($E(D`a0&p-ImQt0r9E_H*^~cX? zg}R%URhvdk)258@5m>Nb`n4c)-`x$u)0;}jG+wQR1PxN>f)vmBh>UKU7t|7t0`wI+ z(w~Zt-lB6a{6h$s#wQ}eg;@M60-<#yKKlCAlgIIKUX7UYaKuPG0fpv=@n!1xl854@ zT-mglC&Hw11-(h1=WFiOLb|=aKtn%;xplFq z54EO~uPnbYb>24X=2&Q7=GXg6+QLKs;j;onB$K!~mi8g%Z2w`f5u9dJ)mH@z_z zZ@Q;w_K-w!!3uVZ@`LG_C<6=SYr$vHd(Cs3twi+^lzS_HP(ujk4=a7*rXgIxLixJ# zvkY9*fL5T?9Q8!#$#AXs*e+aEcmF1f(=;P*a-+TL+>)TGR}M6oMzjMb`d4AX!;49i z#YCPowOQ&~js*>hwQ)H4hqC`MT^sbICpT6blS-ll*U}FW3sH)?>?uvu=^-1_=y?t) zH3JorRH7%zXA3HEhJ*W~zHD!sMv8J!A)AvSErR$PTGw9awh!Wn-6;Baq;AaIkEp{! zlrl*QWHyP43%xPTG**&xiZIT=5dI|pz%7~MVe#J$r&NFIMI5F{ea$P3sEELrkM+lQ z*_cP%mY|ciL@qYXGiuysTcU=+6df#QVG3)&6snj~+Hj$F(i_oHf+|Ez^X?i|50S`+ z2_NY1zM^hyC5f7*p*5>&LnZ(tZtD-J?LRJp!L%Phld2{}JPas8;a-dwkv8`i3Yh?m zC{hD8uvb+1s2X*DsUh*Vm{7Z1dY>kMztMzxiM2ly5+5cM$?@yn^7sssW5mONA|+5E zHd+3Dq>eV-Ul=4lOen%2mZNzyeScXp;

1OXxitkQdHH2+)CJWgP6!fQUy3h~^pB z4%7Lr(xA{Iah!gMKk8f+SQOSH&2fHYsM%M z81t!iBfR&LZ)};W-E^h}`x;me7w>XZfjLFB70r=t`2AH|nZQOPUeF}sVmZ>SnEe@% z3BZUVv&OK>)5rcYYsA9<(S760N+j1XmH*c)G5#kzCQ7vAS&NMFgrY`_J8h;QS-M=D|~qRfQc zk9gnPcqmVgHVqZ4Su1b=rgDDTUoRFk^4Rf93YVP+Z-;%lN>~o%7)#dz791;nk0P*y znmxr!l|_=KWg8XLCOg!c$-k<68fMU+)2v~%IxkobYfJ6T?@zH~~E1E(a4mJmevB8k}R2ouOfkht)i)fFQuscuD#=gZ? zTQnb5a1LA13?FY6#{L^O9z@pg?@xMDIzmk`XK-JtJ&+JJk!`(7;qfdy)OAM<6M9FrgMKpll^Mq!L(|FKlaXM6reA9 zG~XyvEW936lZ@%G1fd{M@Zo&lug1E|TZ2XRH*Ize zU;AX4lfb_d-uP;C^nf)lat*$`bQd_5VP;$FQYNi#4ul$FzuzsE4mXXPfT}3a6zpDNpA;BX zD$wx?vW3~)2Zw?J(pR4ka9DKZqM4>KA7Q1+V7Au7%*|B-3@WJ2`rSi1(M%5JHm%LT zf(FX0KA$TlqP%ID+9SomZ*FRN0YWH>0LbW9fn zt0Os@r!mihMk>3OG|$nM*|B-45@1k4YpCB{R%DvCh7t`rDa6*U4#>w%nunNYK_lgu zHKp@Cn9hE}bx`#|NA0BpP&X()8z&cHi;v<-9lOyrTae%;Zd~Z93O;eCMdn zgyxk2b@ALWnI!yhG#txGdy`y_aGLoKo(Z`N^k}%E9pWAShbXE|2|RudoeTyIb}9YL zVnWB%^oWR3#{r?0{3&$W_#-r~Mq~Kr!EmhltB0Nf=$Irf-P4^di5eThI z(W=#V#cgG#W?KX(w>%Cy*JJBAu6E|y#)&&ghc?bDsPsX<`w}Gu4*b| zV*o$o5e&KxnWk^`;AnGS6%?W|4?da>-_lM|k&2q9TF@X9Q|+UvyQZ-2UGr31U?F@N zQSgkGInvP3iEz+XdWJGgL}J82C#A@Vid z%F99`(rt;WCKGWGx&3J%=J;!;28Rtd zve$TzzTbT-0&{Dj9zWltok5}bi}+E8+~(cBodf=zl052my1T+CL6Yhz@|L7 z@cNogaqiAfI|tz(!lJDUw#*h460ql&5s|`3zuf(NHTyyswRK@zB)%({>N>FOX5^4% zbSzOV$!yK*@%xQ-WK^hr7{BtW_bI(BMhBF8)cow$C2SG0O;Ba^<688TYMt? zw;sb33ERXI7s{W-?>dLQY5%lKx4g{etIk9I<9F`g!iKFoXd-Ka4I33;%}0^oMmV~B zc$6FCC=SZmx>X=jHrT1Zj!95W^OI1F6Yo*R${NUWMIO}7=I7m zQZHU@hHf5zpg|^j_H4bHujwf0VgL2s;!iT8B%SI$8h3bPmTs5lvnBYyB7K^c5lM{8 z5b`IGA^fxOm`50BW z?~dIn+RoSIVp>x#TR<{piG}7z`Ro3+*~Mw+?qE>dkhQe|C6k1ginPLr_yjtz=Cf_q zR08Dxw&$K*Z3=3z?9-}ce7!}*tp7Lzvoa~z^!HVp+>jStbVbL2&gdE$YKK)Ue0>HM zZWM;Sf49wEcho8^zjjAh>D||VIy-XQWo<4^yb3G{Rq?SaMq`QNL*~Wsh&xGg(fJNlv4U5dS0bAE8U<*OHFx)GJov-6Ai1g$g7)lVeK!g zDdi;7q)#c>5O(fKJ=+sr!B^lbe?=;O$*@At4#QzfN zZGG2l=!cG*vlvNO}Fdgfb#j8%2 z6Ht`~>bHCf58rHvh#l&)jp7*^+F?*5d?ErTAMM#Xg=P$X0f&AV(Fpp_%LKT?h{i_0 z0~VU04i9(5(G-lUgGI78?eh-NHcK~+ieDlax=3aIg9qGjs@#&YODfwWowK2ikoMnH zgm($)O~L^S&G&}W^`!HF{zruFKbQ(w{?r#H5hA${$31xjTNAE>fP3EA`)Il zXi9_sv;=oNe8m3}N~W2O1c_Rj3BezhTggm2`PC6lo&xBHhqy03o~Ba2LEe838J#=?H&_xfOhv8qsP1Ew-#PESzA|dzQ;bQjPaH^-o zOotQ5m0Jk}_WOq`>a`wp9=>`mTrd@a;ahKi;(&cIvAeGxzZ87ari(h?v7m9wl>u}B z*|I||juoALK?7dLGr4WRmh5Qn_sW61Kk-k=jl#5e!L{dq_w*Y#DD4mOlGllCT|I*I z4v>?@ADRl;+jxPKj5O8TVNr4;pn^3yz@KyAFdNbT$&Q1``k+j5coIw8OI@a zg7~7H&`!)7zNWG==QzFmhYSqiOWgh;#aGYi6sgr(Mxbc}ssjWmiGs!l?v?&{#HR_e z6ivQNY3Gh!bz^GT=d7e!hr@u|`A2NPiy_T7QIR4d($uZVNmcoXhWLm1CoZ5jxNkbO zH-}aAUuJZeaKnE!o4pm}iT5qC&wE!tZV9l-UV_MQo1IONwRyj5-lHP=d_BHXslNr@Wa_zsVb`=oq z`?3?T(7YpF4=1g-L?Argp?+{5*E|+*===OhRWEJcaKY{C2s&wZx$>9i%7ant2_P_2 z2y7RDK|gf?65hS{yGQS^$24}GBMW=#8Zd`iCseZsb6gcx-jr=@og_|SLk5QM&vRiP zb?*oY)8ea~T9~m>21fa^B7}xN^_J#tGwbt4o4xQ1z`~xI0!+C;voNj$^XSRl=U;FJPQ(6#LwNAFXb6=rtLXElroM7sq1*pSKcnNC;l0 zL!vs|=6^Jq(+MJKou{ew%Y-1LP!Rc;ULiPlGx_v(e^fLzeJiKbnc6`K2i+}n7;!s& z#YS*dT+uh>;Y6zFXJANEtmgh#7DSsyV-lq*>sDDq^278pdrNzE=G5J&IBXjHO0bHu zWWxaEb49tm&jAX_kCK_}^ONDK_q?|{t^~KK8cno{(+Um~R7z+02UA+ORI#CbO4oE4 zp~8W>W3%<5UrX)n!$HB{VM67=+5MRi;4tBX6n~r=UTz8lQ=d1nDrrHWA^)@V$)wjm z=Ig3XJ73X$q}6Eps8-gRS}+N!?AWXUgZ?^wn_iB4bh1(_ue(j%ums*{R80qleUiRU zhOs@BOk-Nclz1EM$?!1av-DYJh8uW&REsau!lK07Y>JeCIn_{kG8?SN!Zg{_I zTqBX+VU`ktX@8Rd$uv4tbuc?wVkvDUbD37!B=knx>Pj%~P9pGz;m+gUceUe+O-pSO zN*SZc5WhL{4WZ6ge0IRy#nGB?mX<@lwsuM2c-=Y_qE{eFBiepBuE@Q%{zFYK@d~Mz zqoXMeW-sLUZgZ)`gVguw>@(rVZ!Jk%&Db&nz$>&!@vAi-=}wn{JS)};+WI21&=o0A zHI*0NKJSg>xJFZzfU2s{uJD=c#5Gp&sH#f2{iv~uN7Ym+ldDZt)Qt7}9Q$+t!t&9x z-BT5P>oa0v!20*-8JEQh`x{GQ&9DKHQ!8n7S870j`Vk3c_tHNdo{Xv8=(oVhWNMmM z%*@|Rh4y)Rn=YoQIAvOik!d9g*yrf!OLx7qiiLmJF%}{Of3tHT*21iUMXA}Y;LE{Fk%JsYVI**>e`4T(q@lydnQ2~sSuSx{M!^1dCayB;*1Mn z8N|OuVC1r`gE&$ldihUFnxFfZm(QNoN-NVqtRuKYRIo}Fx9d>l$EGS^LFETy+G{3~ zq^V^i7uq-mh}Xumqazw1cNI}>HpMgs0mv~m0_b?1FtvkUxq<>3x)-yDdT7_QSP^Cz+6pDW0bm5WabA?IFeIXy`^) zsiicJZtHhDa&rfSnLQo*c;PN@W|J}wCV zwjQoy6_}SbrlG(BS2swAz?L$;+-r}i9l?jUh&;c~_>wBHrYwh02IXypJb?CD4%M_^ zS((FLJ~{gwmTSP0GR9uc=#-=CQkQ+km{i$f&FOMO?%Jz0LIu|RO_3E|(JtOWEn@RT z)Zb%4v{4W?{;aU^TX#<9U{ezRk3Cvfk%C><#@|hPoyUKCa+mj;EodGqgY#K37%Ebhdm&O#q>HA?k4;i$d*xm_nC*kzP4a!*Af*DW zDnpy>_9(+N$lQc6>W)}TcY1{!2y%A4q`N1CTRhk`&% zdHicF;=i>urQX{{kK0 z%7dEQtVvy3n$O3@ zF$)?9A-BcNcBif3laTcEeYgP-Ud44 zf1;V*_rGBD_l{+tr^z@51$vY_dh6^*J|lK3#; zhW^eCr3iV`l3b0c%6m4XKi1#;3*AH9ql;qQID#<2G{U8ERTHEJOu4SVeN5eNVS#CY zSW~JNI5dQB=}(^fG%d9Emm@%jd=dL)(C;tyJ$s|{iz3YTC+*pgF0x(9nRyd+f7vea zVZw(x-u)hzGWboqRWz)c?s5f~@eBQBKkftOQ>SZNf=z>S8e27}t_9P6rWx7m)salo zIIo7j%dn^fvwp4#;gD{>De#Fuv0LQc|1dS6RMl0rt11P# ztft|lNO6%7|H_$AyrG^}&VVs>k|U-j8KBTSH(S!(b##!uK49E5h(#ZJjSP~Lc{9u7 z(QDb&-IW|6AYUZeW&e0cmwNG@0+ByVC1YlG&JlcCxYDI5EL{)o%+EOBUnYH8gEXQ3 z=eWD1)5(Pgrm@h>14)9$`8fqWkKu9X3BD=U;cFMW_`{(fa3%gq7dO0hkMiz}Y5oNW zsSjIs&v2iOo%5bEKj3~; zpEK{@>tFId5t)&hkvA)mRVcMTSj4S+pC@vQjEszoq(~XArQ?ph%9@RTbaZWl6s@rX zJX2|Te34`QuN11d^>u%5)O0`=X>J3+oH3S=TroeO2Z^&NCP#9G@g)MFz+=< zij2huiNO)@P4j!`PYvhkqQ2dr2+@RSZH#E@(IL*kEq7wme$LIJp@iXzeY|~)(9pvK zPm!ul@F+lGdmS%EcU}~&Jam|W0TIlLgyia^*MVM!u9?>mMS);~Vz^R}LUR0%@xHYW$Y!SmkM7nAPY-EI7PPpO5X)xCu<(l_9Q>AHRG?k-u1 zLu?5(>57*33Az|lI4|0Fn@mM+o&=LY68sC3130|5`2SVC6`3C9V_R(=N5Eg7;5rd) z82(+!nmsag4T^wXn;cG$y5`bvIu^R!OeI;gG%zqm_9UVZUN&!1bSSno&5mJcL6!9| zrU=*+oKUSBD)t^Vwm{2f@0iD93CX4*p@SW`&>6etdLN?5AZ%1#h$ciEo+!~sMN7pb zj|CH&i}VuNR9~Y+st*?}eB^7_HV&#mK!scp0YeD^R}|6G)5e;*xPK9XDusg+qW33! zPRC{n%(CeuwM8kq6rdqLfkI@tp*|&95}l+dj!6NfWr(`Whw2kK()eV4T@>wJ zE6}DKb7-VKZmQ350mw5bw}<_g4~DAC6~*i-sHP+eT=?HrAK6!S?mSMkN>L_l1vgg) zPmq=4+q*xq9G*br_&^oF99quwknc(+HU-(NlO&1Ab6tJx>n)s$%2p!b0Bs84k%jqf z&3u5f;oW54EJ|Ugz!LNtUS!ak%cV5-!iLqb3eAHeC=udl}&WlDY@=pnd z85>PNA-g0m-kFW#gOX*&mBrRX224mU2+5PtGAC|Q41^@`S0@vMjKNPez1y2~#(fTy zQ1e}x^#c@BiWHoXtr3|yrT@hPohPkqwG*;<9D%<;@Q=6z+W%g(=An;W5d=k`FVU~a zoQ@z@x->~uP|@arLJxq1;IbvSHy)41Hqa+jA!Yq3ECNVEFd^bLz;BOs{{n}eD#+q( z;Bf?ADr%cfY>c$!v{Xe2kPwLc+dPS$UVe)s@GL(r`}z~2(M~Ua03-zK)X+fh?;X>P zi@KwhxfH@y4v~a{%V2(J>2Jq;3Px{imvh}b*FatP7 z6P|U;lia2+8(~cv2PQ0QV3~EMlrj+iQ9ZP5J#0Rgq6ARF@b+Z3i|t1`6=fqPr?_u9 zaT26#t>VE9r~li8V+PxoxrSnBwcLwc=9;jt~Qoc9klfMj_uxvV(`*dSptaHi?7J=484p6w( z9oP0T4)n zhgYKtbETN?4WIYNqamg6{!@GW<*XfL>ied|qcMj+g)LHCQ&QY-KWm0$7WOeTakH@< zpzvK)d=EL(jqY1Tu^e+sDtN-C`_y*(d5@ES53~Y5O`i%eg;lrgHpUZW&$%;hPYw`i zfU%`|^l4f)g)LI(vhU3CE1#z9A*Qgtr`ne*jEd1!?LoMZ6wU%De6fo5$PB zbk#gEeWd-8Cu*E#F0#k`_fetLsqvsZ%~R8-D~~=Y9ki4`!@T$~m{)loQ(9`nSHKQ` zrIbzCEH;nL0t!`7iIm@MnF(wz6XPX_2BS`N;_7s*W$=V(V+!6avs!&h|5lY(wA;-H zrt8I6!g7(`=})(I@E=`iMcxkkwc~I|f`5LBeLBP@Z|&#|3`L#}`PRUDAOXK3FHHNC z*ljQvMLw;f@SG4tF@>l?c`ba~q+0o6q)$Yanc}uI#L*<>6fT6Dq`h;{>pY{g?5anc zp4Q_E?bWcfa5wCZ;=&e1e1#~D!a7(XRjo=c-8jk6>04D$layE-G%EM>l!7XhZ-$kE zA5AP+T)ky;cCIfeXd!<)NuEfyRFteF1Zy;}1f@PmfX2bl|M=-oe)<#oUw!%k?FoecX4qEqE1+xzl7F`js0TyDVIjLE{8BKd%;6`#qeR|EQpoLs@D%{f= z8BM3}R0dP%)C8O?=jkV42P>qiOPRgahrQuURqyFrHUJjl8)095+#dG2=CG?`F7r|3 zI&+9D)N1r%hhuisDDvq?ug4YI%VCMlWTXmPl#d|9XsARBDuinAY)`vs6ZZ6jM?nj@ z8az8cf<`u&LU$>wm}vb`w)o8TA^-}Jn${YI%;~2!WyPq`iRADg2vEvOJ)n~sqV4a4MlZ`|JR!P|~ZCwh~k%nQsgW}GAuh46wQ zgcm+KQc@H*WIhgP432FEFWVE-PMq8d)Pjj9E`L&DDTVjD%QaYsZj{_ zbxJ~jg-c)Gv|eUl=E~`Dh4!W@tI*!<@9ATJWeffyYQ`3N)v`PEy)ti4-?9c%=u{>1 zPc(KF<>@Qg;|lHT(;4#ODVimY!W$65T*Lj^Q$#o6!rRAD09R3*n*H32cm*X48=hf@ zUr+@oic=WRXNmKovA;zW?bcu^P+ z+DE$K%eGAtM2sZ(QfG;VS+@0~R=HwJU>+yhrfh}OEQkV>@<@ICsn_}BuIgvY)|WvN z{MYDO3WZxV0Hc$%3?h)%?M)ZBn;GE>u+?84(~TF3q^wubJsEbX!~c93Lki`FrQ{1F z8e~Nwum-^lNJHkqgyx!g$s{T98Fj;*;4<4ZE?A5xgjWoqQ=E;WmF=6xbQ({{E`yB1 zm2dB2@3h^SZbznmDHmZ#J;r##^_Fl^R$tmwLZC@1<#5@gW8_wx30&c(R%E&8oiFJs zz&5V2SgLzAimD-n@oLEU0LEw|aJ01BBnchje7?AVr{^O?;iKWlHTt66=g?wRnPn4V zq75CI@T^-NbN$N$9V=Zr%Ht|@V8XH~EXUIxg5B}HDo$AdOS3p%csOB_^5D39e+cEK zc$O`X0}~c0&mEfLo1xgtmM4G{Cg}$>pi!d8#lLJn@Myv#BRHctN++1OH$;%a=u0*p zAzR^4&t}V)OwfeqlI?qU5HuDqTFW9=njKHDghTYaO%QaqAD!k{R?mlc!gbM>=Pn(A zSKYhJd})@(APN2j!H)}37ABK`Cm=zWk%QgQ7l>kh($j0dWk*f`Crr}6?vF>`_lEJz zyKMjRXfaQE+FO>#qY01nWBw&ttuNb;1xq+Ydwzvr=$toC$Z!g9{`uxPd^%HwT6 z4Gj~(2(q*}rtibapW>V6mTe1*@%W4${5_B0Gb~U54;<95yu!KW&ynWv2UCZkD5Kp*7$McB=RhngWyg?Ft zne89W*tV3ShP`;%**=04Mq0s=VPJpWrpar#ln1Uk!Ni!tDRYhcT{~8noofQPn28p! z-JOO5Zds-PPMD+@KBD6az3$2^jSx?`WK`j}6AUMPaC6yFC0N2CZS{76Bzi8{^_JCh4oq0i+kPI~8)Z9R&Av@If-PEM8`lWvJ@#d_f05Me2-@q|m(@A4ZhuHTBe4>BkSHui7u8%3(0Z6owtuMh8&bW;C2cx!D zL8mRFK@`5Y{czdLO52a{gexxF6FQQk*iKtEgD8ArKkO`(QzKzDGLWFJ*%#635RIvKeY!)L)S2Wmete&oG{&- z4f~jJaAZ`@rSIU6J4idH3RVlzu$R?f2kHN+DmukWguPX2wTW~)0!7z-o?s0 zmzQ9L@@HDiZ$`sA2uUF?MY`xkc_1}rqUcE)5$Rq1dH8NzAw{>XYPb`m3G3!9{UtUC z`R0m;u@psF|1?%Y3I#89adS2vP#OwzjT#)62sKL#z@jK61!V-73oiWcsgFYbrfFH$ z7$Id|2*V(fys0GNJJ=ExQ8qI3GKAQ|{_Z^XW;GP$*HduKY6wKg)xtKi{-*TtDrzCb zPS-;4#*b4A4FZwlSGM}bCSR@F2X`kW`;|6Z|pO*WD5tw=t~Je;bqqAP47tW<@C_#%Vo6{*xaZQMq9f9G*Zj-t!t z3*?A7M3%TdD2r!Gj#br1h%YjTo|pQVQx#=1jZtp`m1>dzUL+6=C!gJK4?D--BE0~T zi$(jRMY&818YH3+N#gdPgN8q5dxZER!-tXhU+wHX&T5x`S<&!K5{XnlOGtGGrzQG5 z7!Q<t31M7E!&WXo#de_f?y4JMK6gM?gM zS?Ojhv$;_>l#@eY8l)4@dWjRB4tW_Lh^q_`f{&l9sQQiFYw zHDRs`3$}2}x?H|Vn~X*IHlk9b29QS={&@6!JA5`Ay%?t2U{#|hq7X@(hQp~@bMO6l z>k0jv3`}0p>p5&8D=5HJ^%6XfxkRqD*{t8)+HUXlzWw%r4$UvxCgINwsR9!GbNoUB zyC^(A!e$V`U4PyiKHowj%`ayCL7YagXak7>Sn?Q3IBp4a}s-1=_&%Lmr{N!3EpGF_0(7_>d(L>dvSlFyr8ByRdC@)io>2?AMo z5#&wz3}*}mTV&v*lJ1sGoT=f_fED7kmtDR-`Y}%ZMsCR>lfZt?rPWZvux=lJJ3MM~ z6h*WpI2@R;y!Y~Outk@JAI$~>`tRLG4>>n24)XNc+M!T%vs#R2N|+}RVQ$19KZa1q zNuY*Vk-m?Cl2QozT>94w@Q5&T8jtERwT}658ZTrM!QS@;3v21m55Hb^ZR!CFYszzp zP#=1XSSYBVgkZZRlf4IBKrqiI!m*B?w2{8on1OVu-4x?FHTf6o=n&88gz#ZRBEq~y zg$m!hyK^@sNRg{D#!3nj5Qq?s8bKz?{`44u7$e+3uH74}tC5IAgn1_}#oYa-BF9gR zmaG#+A%eJCLGzH|GTA~$hfRd=e%kw1Drg~5444vR4uy!qa~buL@I8O(Ei~GT!gZul zPLRYih#)*wkRU*y>r#;){5B@S{_bqrn>>J3t!m}ZrK6ez&BFRlDikAe}Dl~E+6fJWEDldh=iv(<0=oZ4ze!~4(b>M}xZe9jYAW~eV@*j1! zIs>}aWy|CNQ1nGX+ZsiNPZL;Zuj>yGw$h_J1QcEx+b9|+LF}=GoO)V7j%}Xls52Tgt?Hs3cny{iK;w%L zG~fau%$lEfoKzi@t^@<9ga{$J2=EIlz{EIQ;Pax<@c2%~>r%QTBVjCTD9i~=BG^Y- zu)Cv9iEO1SpuB7uG7>H+=D5RB!W`L@=66g3`IyP2;OxRcem}aEXSD8AOn%0gb!y z#7bIC17^rXJTjMpf`wlss;bnq4iFPnl^_vuHoxy5?ZK(H_4xRo`$y#7Q%zNLWKkfP zS^n^NLbWbGrHG1lhy*|p30jI~xtk;B(Wsjvui-8DjOi{%_pfMOROGI9ADit&|EK#G zP;J>}^`*(Q`}t9Kw__7U|Gz(cRR8n?)nr9!AOKf2rugK+^LN!p* zIIp$G%Ur~q1STZGeSH_EmOi?(w8RF=A$M?Bre5zZjclL<`K)b3eQdXAAf)QUp$Y!E zPVx%3qD{&)f!qiu3@8D-0>dbc&M8V@(FFhXZf|#{Q(Y}x_XbLk-{|%y%Oz+@)r^3J z=tqOLzA&U{Ltzd&g9-X;T|~X8Az!p7oP;JM!9CL(HmaoP@M{X$VhQ$Z2fcyLCAPH8 zj3l^c`uoGtSkGBY%WSa(`z&8}hOC3Cu9xoJ4o&c1`^)TbMRmeR4tEe=C$@B5Gm_xG z5-pHEFLC9h`UY?W^R;1o9(`$98A)(|sw;NsIq}Fz`pS`pT)OnY5h-8$E6(()-nDe; z8A)*87~}X+JGu#XY5gN$f_`S)L%vz9ftDU~7AwSl9$mzE8f?N6>{rJ#Ep$;#T&e>T zkf5GPT)n%r#1>1iUz<#Oy4Nk;KNv}H&rF-<($X?pEWv(bMuAb0^|*B36EHzPhb$TW zNn>tZ+NSYv!tgq>9QL&*Xla|nKne0IGu@U;YY^ZF=9w17Ummj?VCr*g%VQn{nEe&iXFtHy5p&DS z>906_rS;bp$@$knPCb7vFQ<34z0%URM=p;!3*>yR%D(vc`7FTFS9mWkpTDyEJvi5n z;2Xyt;a02F$BiU|eiw$~Q9i2Z5q3E=(SRI|$9g6NRs@t!Q&Ko0&POocL zN9PyWicTxE)zNtcr|7hoesy%-wo!Ci&8&{jtDURCI5p>|N6|%nMW^Efl=-6_8#67> zA&O=__?ET_Rd+24#|Z%PY3mu1hpW0Riu1|yd0;8x#ei2ES}QGH zP?P;(qt_Ijq{^3!`l>~iqHX%3;Wms0X;Jjj$)o};tk;kFoo9m{HSYwyrac^va4nx6 zB}L^8aiR_s{M2eYE9YkLm`#!{0>%bN0Wh) z!XJ&-FOs81KEh7(VVq}sl_mDxy-TXZ?H{eIzFTR=|BAk(8TGPim9^^ok!Jkydamz5 zno)a!S6N2ib2cVO77M*FL)05PQ&rz7O4Q8=kuIWV0j8)y#YXR}nvF3X8@9Gc!J~Kx zp^nvU(Md!>h>B+)3#<@s%ImEbb}Q)~I#s?RV?-e4Fbb|vUXu4)t;TL{*_FMvj^^;G zjop9@A^W;;s~}@gDOpgN@MQ0fqEiz^IgO=q<`mBR`p(OnE$#nW1&jBDc^2LASHa@F z-kwFPwoG*%Nw4cYlj6nlye%;Xw zXNS8{4B+XB{8saZBRVok0F@d#J(Hh4e38bzBdFLF6Zr-8C0C>gf(rD^c=`f)r={-- zl%09S#qoYj-$E(fcKQPOzI{$APOsxmPvKXojzULGoSwq>Xh*T?miJxRQE2bb=}X}| zv7^vS_|sGP{_7~T@BQ=?zVA8;t&&eq;XCcdbo8t@MAjUrnrCD|h3=xzH5^2zEt20(a2ySzqsYmYsWuf?a#@OEqE^Xw ztLm<79W=l00$8cNYY`>3zGjh2xM($-DWYYy$U?j+#I$Uod)~F8J#E{0>vvs<4*L^| zCQ>zeS{m=uxEtFG;x)Y^N=jp9fv-O=gFOae}+k()hX1 z6$U2Is@rJaX(p%sxaw5~B&fy-Hn3I6%I1*y zN<%P(?5yo~cNELY)w<9;Q8cR`M#8hBcz%RN5+d!jIBmc4)2`s_&Gpmb`#DhXSF1q% z;1qoA2|2C&ejX5f?T$VzzMlXDUr*Vm#rK+6@U=EMExuR5g0JVT)8c!*__o}k1hZz+ zAuA3mhNHwaszpf=1uTvUmgkP7<(G{gHhzQze5fMWB@dIVtXL9X*S|_hG94YYc(?Dr zMw$~^2JO>u3W%5L+>|?*%DpJ^EHm?VCJBt$hS5ruJ>^ zZw+;6$ww5SMw3_Ev!{#Spf1PBjwTBRwy>_(svKm4^ zD~Gi?Kzg0X*enV;aWxbzxaE1v0*eKBL4MeZ;uKd?INx>wk+zyvL*$z+Akya3YKVMu z1w{H}`)Y{%&5)D>qJ4CP366rbaNJMpv?33ng@}5Ec^de8)*MyCJ92uOz<1?n5GJH| z_>1mn&6b8CrGNVZ9k%;=F?IR^d4rL1XP72RguR@e$cHL;qN8IZj9+z${9JlYN~A~Y z>C56rs-w_){PYyQqd5w_QaC+@Z+b_e`|;^1e4{%GZAYD+!Z-H@n){SN8-mc(F$CNQ z+K|^z5wsx?a~K;z8}k0LK^yY@96lYiAuqRD%LQ%7_jAZp(8hUrd6_s0`F0MGAFrN8 zZ=n=L1)RX*H&8r__8zQ)#d{Dui?-5N!QxEwS$&oc(jxol;SY3%_SLPeEoHL)Hg^_f ze=wR%;HEW(F@d!Fxy{!;nT|eHSf4J4#Q-u*zWNXU@DB=YQOSPm9JA-2KHZxk0YUHS zQ-%1u1?4j!4))yBr<1{GI*Cv}TM(5o9O#wy?u1;R(~1r>SDgVaxl=-CRcxYx1dn6- zS_V(*_`D52j-9&M|ad*`%Um zLQtvIVSCu#k5+owwMnWB0Whpu25t$k&|g>d`*izhBjsq;Ts(=`Lki{lY03&QlTGe# z7Omf~(2l$1utkV#N(lZrj%UuQsgsKB5Hp1FeRroPBt#)R2UnrVK&(1!_Go;nR1U=h zzi9WTjWkIM13MG}er>nAr{|+Z^(_Mk+=X4-Pc%NR8vESY(~yZOFgPv75%9CS$J1UX zKKHn&HgF&UyGc(bhcvo|dQ%TCs^+!ky~KZ3&)egE zqibZ-NF>B&sFs5gnUQL(H}1r$ebG91AOd@dR{VqB%PJANxUl2~s%4>s0!PT^>-B7| zl2q-?QRN##;wmom&1cikWLO-Sl;u3p^!I0&u2kP#bczjN1RB};##q}Ub%{b=RI_*# z0lw@WRTMfwhn5vXHg`_4a;%&!2Paf-bP`U3-!C|e35I~4>q6HwC&xuA#-j-E`EGC0 z8TXIksc6y03}8HT`j)?ip*@U1uXo+E>UqESLbc_h!^vZ{7)wabbw?c-u5on5!gcOY z1o%RCh7>>3$hyjd1Z@|v&4JrJh zN(50Ys;(RuB_p7SETK8Ohb_xSD=s=|I1quoK-NHNie9u4*>4j~&Kvx2o)NHU)i|)& z1~`Ko7vq~o7hXXc2&tA!dxOzvTy^`;`;EYwMdwn6!rrch5{k1<<%ZMS!VN0ZfWTf6 z*lNxaa?xd~;K_+t8bU&LdA~j0#R3oOy}6SJxVL}0YjIzo5Z{hD4VE?i}@)NQT}H<+s5N!tpG4nGUlv=m<5 zk8XZKkO+~NrM)nEu!lY`l`k-mCST^Rtj9H7vhb>62?9WUIlR7vC%)3EVU zVJX?uK?6kvm1E&Vl?hn&h;8r%A(rbg0&o&RL+?JG9q+!eu71f zDGMQxuMKvOPv;L~01p@E#9mbAsm-^`^cM^mik3JqhP;{p7M+j@&IVryoJf9VFrquv z6#T+}xK#O1Z!3a6hVt8CHYGfvCk2>3aAIKlPS+Gtp`KYJ7b-gJ*JC_B%v zo>NV?sI%UoVN@D4A-Xt3N($5u!oZI-$D+#00JRK|z^@N`FW@9OhC`z{>=$*XIjm@B z_Do_sW6?nqxk=uTdI~4>MZ2P4NM)QmYLC%hVEd@XT(q}%6an5O+ne{myD9a(Xm24j zn<6~Y-{+YK8`V*syhVL>%wS-28Ti@C%D`yx9JKDsP#ug$dKtTDm-Gc`F_x5OgMV0+ zo6Uj6ZnjsCq6-WbRloGT$ovK`t)lIVh5I}$&jNSUm7@`|3*iYI2+pt#2i2m!FOSzW zl-H5C!?^T_?MNpZUASpIR*SHtny!Q-GQ>|+qJT*7gzSRZ@u@!j?Qegpl*Xd7m%(W< zj)0#v5Bu6ISai|lKm_*EUuVeQyVu98Li3Iidr{YogK9C9P^^!8IIPeccF4^cAD>^e zp&b^M2!s`o?9T@6adHM;oP@C&^Y7V7@2@i|h^nSV+rWW1+39#SCSAJCqjAz=QP~X^ z9pf@sLh|}#(2oRPbfe!O2;e2ME&CX|))Ws%)uKJeLdC16b2wx+<%^+Jg)ce>dlZp< zjf1PulA~_CILqEDlUO7WQp+I;!8s?B&*V%|I!RD6Mq8=m# zD0^f=_Zqe*brBZz6)=Fnou|L5=AAf;nj{3%GB5&tj-e0W4?A6r6EdR+@MWCZp|jlR z>9A?(J{2ABu&95-!L=NmP+gHAi&gDC30`XN>B{r|cnalT^@jM@XxIp8Ty(Oxco+;G zPfE5fWQXkzYFBruMOB;-36_woec!{fe-B#_jnf*7j%pyaMtj(SU?fX0tD%s(pAXu* z$Sg}S#%DhH6e~2{9kNCp-6}Lev)}q;>r)eI%-`1=w>!^fa(Xl~$=9ABsF4Siy7HaL2 z-_7&hXO%!uq~95m5T<_rfp_Is{BN^QB}Jryo%`f>#w(&5EW7w@(h5ZVvu}DYKCT|X z?TItl-H*8vpCJ1${-_?ZSI1W8@0YI5-=A2W7bvnEi>8-QP^y1q=SWFQL?0W90Hr=d zT>)^YvP%r_Y%ax+?SW|q4^-bGKOo=r!GnB=?FV;*bOC)IRReF{sl+p7>RKAa5r zZV8g+JWIp(`6x-U23T4W15%&=mdvG!aEaiZPyf)ueQMLa5#s+Rvm;t#!TpCejn9W> z({{K{^Xb+fO!dwOt#3ZIgw?hothf^qAtbu``_Edt{b{S+>EI}0Yuw*InCgbkPCruk z7yaS5w{K)=!qw}BrP?NoZVyWgFrSt1dR5igZq=cs*Dd+Z_FWtF|3iKKw#5HG;(*pk z^>zCgS`A!p%Qxi6=mTa3p9XXj_GY!#+s?($NnvN>0sgr)CR=?n)ncRw>PjU0g4od` z556+om6eqHhLf?|ht5Qk%oDQcO82agDTew3k@7C{&k=LOiMbE=6*3R0=F8gUQhzvl z9aWk@VV;sU{L-SM_15Nh&LY0Bb84u1?Kb!O>WS(1AUi|K^piiRQf1dMZZLi#gV7?S zC*8~K?(;TQcwO9yfcuvBx9nrxKQn=g4@M9lV+r9B~EJ|6^T_nC2Push=j#Fn;$X2hGFHoCiFx=c2DK_r)-B`as#`t?Ny-JB`tldJ=%Ckz!D&i08gentA!-ZP~+-zy3=T65X+ja`4 z-Y}h&+U|>4f6(=0J*4^VHdfJ#lX;waWeUY$FMt1 z6d?+7fe6f2i7rRMBo5;`>84L=1&$ZpT5{c^t?Wy7Y^8O^;J=M4Wyc;3ebaRIQoajE9eIioNQ=xRLZb}+sRBP>B_IAXPs99%#X)pD$D@%X} z6A)#g#pdlV9#nraIrnIS1@%n?!uDbBkB@Dag)a~%a$#wy`po9BI~cu~j&2P`JZoD4 z=Azag8r$FT+8}Q9=?Pq#mYb`4441`ok~4I1W<3giR?wh%>=*#&F@!3mDsh*9AS`WikJPLEOl z;;}(<+e=1;?9!YRsC5vr0EC(V8jS7;=SyC!r~68 zO5#9~qIz{0#>x_DJ)+nhui;JIi?h`y?bg7DDYgDZ?|6jqGdZ4Y;rHiMQLjYzi)TBg zQ!ISzBGh$P85^LuyaOZfMIT$#&axnuGcY-NQEt|(Vdj|RVY|cS5;f_^~6kzIJ<_jrKYpIaZ9>X~Hv7kX^IQ zaBLjDkvno^jz`Zq=BT({k^J`d!E6!ZnGB);%yCparRUUt6?1k(mlT{4>o+}hbBLHD^zjLM-FdTT_q`mrPqht4V^7pJ z6{-nbzk544<&Me3oGpE5at3feSm*k1M;o*-g_V*Nh9irim!UDPD=8jOv@rjGez0cf zaqtResV2{=DPvHOeFDqVP9t0gf>hsNQoDGqwwVBVFu2eg%nDaKCDx|}mFf!F(JlHz z5CZNHuXYsGJxhVoLY1MNYzl{#JE!78k#z-pm-A)$uFzb4oLTOf7?@_ zSxue_yyFfJw{W!~V&@Kebiz>k6pEaGQj~7*xt3xcL;XJ1HrNZo4kWfBO%=dp?q1h5 z#Gb3>Wz1QhbzDOY(E`x=JbMFZm!n78-sI3g1wmoKrQ1cm$T)fT<6IAlxlu;k-#8i_ z>B`aQ^*h_90my8$KUGA$%iApw>q1b?N&^&G5W&Z>7|$^W-KFa#M-A?aJrM%b7?&|}eeKC?IHZ30g(ZVwV8$t|YRpfl09qnPJ1be!EFPc@ zAuM41#@A-?O~b&LLts0c4W_Wia6MteO_()@PGpUM>-S&*b!KAd#6LDDf;1U(e7BX4l)bC2ymc{IBIkBvd{ zGK9(}o7*ZbEPt;#Eo6P>j|Lm%bovHHE3V1ad<*Ft1E2{7w0;A|FT;b2%jquWf$Q_SFF6(AUYP{LH>{x*sE8y7{5Y<6v!S5WgjvR;x6Zn{ zw@E=&RsHkn)!1B~di~qGkE?sseqe;6do^AdgUA&kl5O15iIf>_#EW$c)x_uH% z1h(G(h?mLd$6Xl1by~sOX8rG8nvZ@>;(lPqtQQx0 zXWDy;1Zu-X?wEf$eaCb{GZ8r;g{XcTwl@EPg~q*?*vO<6$2L|sJDsKd!aiWvEy9*V` znNxb2jEd#?;Nk?ItT1HF<+_Mjl`4hx%_8!oR=OgK#h%N(kCTbfNLpyA+jP z593xrAQ4{(^b{8>;NPS1Ks)LFeUU0SVL%HP-K#BJ^*dkDAJuonZ2Ut!m?xvr(2Ql# zlCGh6{qU3`0#sxDaS=%q%Mz(E{)r9+`4dy(wR0j&2EFKj;zDM?{N^&i(prr^YKE~Y z_CkF$rv@yxaLe53%k0M6Q=UGR6f2n8rT&8fYj|pQ$Zh%O5UJPs=+|tHY&)qQ%ThL& z_*249sP`%1|8W7%g5yPn~WTBxnzcbS>n8g`hWca8dL+9uzEfk)bg@Wl@v8Q99i9w9Jbo<0h7I_;^ z2wJm57UXi=jHB`wT2Y;#*NLPhB=z5H_Yi8y zl$8xkpRk><{ou<7-|U!C`{2u+druyc^~E`?FAj5ZGoWv)pzvIs?Axyu|Fi) zZMo54&UPz?Vq4X9Ft=6ul&&b~a)T)~_GA&I+N>ytZxc39hro*IOP7L>Y2mN8{e-16 zKE2VnC%f6WnIc>yXLs?{`Ux0;`p}5=&sc}yq3mc=iV6g6f3>so*!nxDXE&w!WaZL) z^21zd*!yC%21#=X>z|kC_jZ0zl4PTkT)pu3wpKKjfJ=Q4-v%NZ4qN>$oIiACK00%i z_37qz^kdNa$^%bPee?|u=1+JDxW@bg4!($Ptjl(TlgJ%nefDbsM{!>#I_-SShHacc zgDt|>Z!@B)%IO#z@#Fp8l=jngkVbYl-_s;Q%WzGBLKS6%ro&0+-Psfehxt&6>MU9J zzvqiXVPeSoojbD$O4$FNmcx#*vWzJ9Rrip>qfNxHuHmfF?Y>EzN^rusmr&tXZ_8uk z#&UcRZapFbO!pp%}LEY%E$zX zE(a1xz^8bWUUnGmC0<_p4rNXuR1m<9P`8jns9BSYN~;xsfA4i7&RF<8o1iq(k8y zt3qdwkO*UVDk21`uYCgrHlZU_iU5qSbGVYCT3UsYiHA9eqm#m1%Xqj(Q7_X`Y97pP z&~UnR+LnhtK^AuUm#ImOS6}%8_~amiODCKVuadUgux5(v_It`gbCP5~>#PQ5) z{5n?4=Iorc(N(<{-OTGw4`6=|r%$b)ISp=vd15)OP&Ba4n44l0d-f=#Q_W4aZlUUT zzA(4g;9iyK0V3#Nngyoe$4e;{845ZaCBq-@cym8Qb z$yS?Y&8jwOZS%D&r$?$^XEjPA2%VWyRxEGWo9~50VTnb!h66|N4?^YPG>k4s*@PQ) zq7bb9@QeQR1rUyz*fzT_{t*D@HKnQwI_2F!H2^$YdE^x{K*iuk~Ro_Ij z(Un&gJkk^wb_ea@Gh8ker?M$rz~GLgKK$8F5obO)p7e!00Ie^4L4Q?-0>!+#ix{wB zYuB8a#g$Hc%qJWo+2pL!b)s>b!i0{p2Xp`A&JtZV?4)L#E(^J{gC)nU5bKK+Xcrn- z*9; z;F{vtEQ|wpL>J_58*;4g_++y&2~+h@wAM&9e;T^JNwooW;^I(YiJDo9>SWW3H5&|4 z!W0EVCWQ$A;d&(z@FXC%J&`7#)%HY%SYO-$LD&;9f{eOFQGZwLZ8~P6oBA-pCJvK?sX(YXzRqM*+%n4YI;Wulu;G@Z@(m? z3cRvAM#Kifm9W!~^WV5bW)TmUwBm~%ayT%KEnxz*e(MYKlus=gs<6;kcV~O>R$vv5 zol7KJX?EP~vc^_2V^|?lcrdH@FxAlS>g){iY=~>L@^W0l{|JTMFq}BJVOKwjGwX^|N3PLrM$gc*?P9!vTK{*$ z4vPzS((oy5chZ`7P)4)q(QL}0Bv@x2;(QB?Pm_;!a7-O^&0wYmUDocOS2Y5JfoJL^ z+;2U{r;;hBk*bgE=nk^Y*feDxq`pDA5)KhWe%`6*D7?+TW^|W50A<>4M5-mGRb7aLwg9^Dp&I9%uh{g$(noCc2n$*>l}JD0l1^IW zrGYyisz+6AQAdglYcMIi`rRX}*{5_9Bi&R$l1!@mo)6W%Mx~y(^ZsF7XNQt><&*^O z(CT}Jk+eAdi(55V!x($yB=y}*)UD0h2WB^PBD!bgTMM5*63J?oa48K1~r zRfW^+NK(tC?O=-p*Xd9={b+Ccq8%AW*wPQcY$-@(0VCd~c>ksjmje?zJg zWTHeQBT`iiajtBD$k8EmDb6PRPZI0Z&fovN>g2!8ng6bfA%h3!rl7CIBlT*hy{n+I zSxyA%aDwfOU5f^Q`of*tUxZ5F%?^_8_V%VnSx0?Qh*ru`KNr2eafgWS?>tU8>@QP9 zq&phl!fd4TU}X&tDY}nKlj1ip>#L6j*qE#ikV3GzM+;y^5pD4JVR{deadP_nc~9vsHlGMspW7OQtKB97T)z4)TZ80&CYZ(eigEVsjuC^E*Aw* z>|#Y&x#y^?a~e!eRXrk!CnC#l#6USnFLr@IIBX0l_2O_9iU0jZ<%8~7;W^Ig5 zX?w<%#NkLsU9;dObW*`*r-=FR7D)&$(h7oojhN9CepY;GhG3k9ICdKbi%hybgU0h^ z;^}bArMZkOQsmjmR@fLrY_=v|efbVOtSCGIhxIT(j5GXg!wpqKwY}fMHVEa5r;QM; z>>uQ;MyJ9)-TKTn7>kgGt>440hhw3r4I|rERtRHzFo5)|uzzNi>HO*tsQUeFy0rzf z<)pf2Z&+dP(_LCIq7I1ulBpIXB_~IOo;eCUdHi))5e}&SxhbnWU}l@jT_-@gKp-M? zSpJfE9iMu70g-IO$djE2>;i`c7k`fVL!j#GrdThr364e?hh-y$ z!>KIQpeP)N@@<&9RGwiIlUONBrr+D-#>A9ko=*jLQ!MY>z>r0 zOVzqNv9-p@2IQTfaRSKt*Kp+15pr`FiLTC`e2fLt)TGtz_Bk0iRGu+LQ0qgO-chW5 z)*h8+Hs47PwkXuX=AY8G{!R~6xA_SPgr^6(^x5@}R5yKwe``t$R$p?&1|8Ln;o`DC zsa};;SHc#2>=|t?DTFT(9sf0jiEl&Z$c}-Auv?T#4UwHeh1#XYa>QoS(;*MG zDcjX^VFC)V{_HkiCP7>Ow0xuc>4=JUlQ4nNTIP5(8@uoU6EQ%efqEf*(K^kdMX41n|mw&QN$Py}9tX zh|q0hh2u0^d^h({yApyMs`9{@8aMA49&Dx~RXlw9lTbox#f7VU`VXzSX!1vR*5tj!z7>Sft#JIykXD`?Q&@Kb!iO(_eKy6lI!%A+4qMp z0%v6sTMt>^4z5HBS|Nc{-}kS{bZmSyn2&3Nbv zKUG#6?Z>Wg9Unu+6)KF8<6w;xadLRhmlmP_*u`xkQ2-f4lpV?EI!A*UR=hLKm(_WJZ%ChU z^jP&xiTk+c!XsgKR(F2$8>2rcK_*QStiY81$Wj}9*RfyQa%wDGiDR&RWTspn8_brU zk{D}d+YDlikD_CC*@==u0?j>B9P~ziT2X9JpuvOUmmt9>j~`Y?IPuB%FM;`@V~%H= zthFHOQ_VKQNl0+k2&JBBHXI=qX??8lRGnw7#*<4ckVs-D>^An4!`ZO$Zw=;ao$-iv zI^pbrT202sW|!C*QBt_rLk;-Q-J+=2GoA7A(Nr(H$~N%%J85&q!1|IO;%d*M1Dqud z&lFzlOrD!xxAdeVQ&i7oSMy zG3zUam#sa!yksGMX@$UOlQ{VJD^f3!6f}?e zZ95j*N`lUH(+W+&TaN`id}U|Jj@J}BLs4hsBRa);T9oP?eAMg z+#^R(B1klez-t^y>+j-L(D-hOqFf#c{<+}woA+&|1H+4>>%xoL5aj?zbPq`Y=V+;A zl|vJ?-h??pOj<|1B~@fkvY52#+<2;UW{uKJ=M+OA#I3JL*f2R&rX$0KI(gR%(}lS+ zoVEw^Mtji`Kh;{;#Z5rh*CCSp5Di|}i~JjbR4tvXZs}e$4?HKCs1-UXWTFZZdU08` z(g3YD9ylJKZQ>WU&B(-~G1fhXBdy<|R1lO8LVA4Y8!AeEo@l!hDC+mVHZoLJ2Fevd z2_r-X^e|~lf%;K2!d&qBO_4CA5u`QgrXQ+FXNiS%w`^-RKHawN^R3DATpJR>A z?D(&&IFO&l&m^2P&}#Rzgjq*TMpK9wh>d@2wm8@Zy<+ERJwuexrz**0<14S zVSGPj|Jw3WuCM;yF*OJs>BgnnUGLX#>dAjv(h4b{ssH=7lZBIJi9FuVZzkQ3MCk_V zmD}wdDU;l7i6vs%m?}!Kl^CMVDp$z31;#N(%2lR8_hE8TvFtS1L=8kSi)_DekX5Ps zh<|Fe2beTzGHTHgycRC^iZakIyDBZ=k)1tj(c$KcF^(!yAaJM@vO9d4A>h&KbK4FX zYEo1Y^(V68lRIh4s-gyHy|F{NMM9pyKq5CIPJ*o1Kx(4ao8KBHZ6H;4%wV&acY%?> z`FnD$q{mIso?c?y%txgXhVu;Wk=G0DE$6y3&Q^#oaIkDAP8(*|^O{aA> zzTP^mn?wc&*X;36bhj3~hlhvIwq{vnc6Mp`a@8^)wTHd**`_iR)yTjos>m9*UVBVD z;ReigD*y!w9L-7OS+;&^Rzr+gukV0mcl0tm+jq?h0ADk1!Ab7UWWCr<5j6QD$oi6T zUWdiE?53Jzg3)Ryn`Sm*Z!|y*9Cf@KcJYse4dQm-D6}b|lpf3)-=+`RC>kiWFt5lw zaGZCv2b~ag;5aETM~83JM0LhGgpDE zS&8^;s+K3axuWEe(Lu?F%_&!GuB;g$s;`mi+?>dS0y1x4(Txb!-fWcQsNBB6nvxa#m(+v`5x)N4hzj;Hb+RNZp&<=OgMTF;qT&% zx0P+LnN$5SOYfXOw`eXwe3M+wZcAgXt)o0>oHSiOC56aSknIRbZBS&yrH)@Gk?SjW zA?H_g;77*}ZqVzT&Q!MT7q(5p^X3h-dV`3GAk;_9N|S{|QL36RnhUHh*pk6y8lU(T zZoN+Y^vD*TrlWK88aJBa&2HV!ZE=rfJy-@A;z@lC zZ{keAVUMgD9XnREn3K;PPXJb5q+i2^+mzRtjc8TTik5Q%kzi!NntBII5i+}n$1P5%m%K$WN?$5DeaeSS`)RB zW)!e=XS&?&A#4(1h11zlD{+`MySe2<2>5&Rxh-!Kwtnj_J=~{RmyUGtHY!w?z3E8c zRz)y&benfp$BUw9vN)`IQ%Z!8YKxDet>dh3{}3K;tb=JipvG&_Le2t6Q);w&9Tp^X+K>Nr=VfxG-V1oFW6sO$e*M5$|f}fsLM!5^#$R&fBTQrRn~+DsXU{8Qq+R> zbIoM1>Z|wR(y`xT74CFD)O;S+V_QyLjV^> zyiqo047pv*khyF+Np)8TS6}_(td9rM9@1wtcqs}}X& z@1crZ=haxE=w9vi_S6u}Do}5}l4#WD!qbujg>hlG5#zKW@8ak747vJF4&E)=9ir*Q zMo+s?<~&9H_FW^wyjb3w^1aEyk6B?b>fpAbMe@~}8QlO#-J5bZLF=1Vpz0wf{jY9& zLNmI}mq<#6a7Bc8A-Q1WdCsn`WhS!U+aPl(WQ1B@7h%3LbQJYXbdcnd{pP6&i&7mX ztFz7e9+y8LwV|#Ji&Veq;@YUgPzR~(PvC`-gS~Ys`mpyRv9X!;_F$qjcaPk{$Gq%$ zD#Ol+5`!cB&N2ppv%E_BJRY2TGhF6|_&*!Z8tR4Y7?MVzgL|B-4Q13&^+#m-*vEK{ zqnqrX2uN#B5ew*}XfcBIm6X}|LqCF>hkXdB-Zb0;eZ=Pqe#2r44dJg-QoW#PwT<1B zDQ3y(mcLskg$p->Wee_gqHcH|Z}$)BDlx4Lvp!c};&e)h028ZXPhh$|^e;338X7rL zRDrYI-koi8nN_-!F2N$TK0{INx(8G;baeN7%B(F~thws7-Kv3DU-qm>IcThBuwOGb z8R80!eYjOIYMN)JvW}$ea)Q?LRUA{Y!p2MkX8SM!_o_OC1MAC{%H+@zv8EUcq zb0Wpaw9=6uE3F1uDqB$qmmVVw@;OZoh<;T4B0CU#U&N9xboiOl#<=y>2Owd?#K=W2 zupsC!X8i?0WStmlplpA!i%y3iYN&xo{Y4&z>s{FI@>sV<*1Rn!JlxA~y1NyqZ+Lz# z_Khz2T(LKV!v+X2LFf>sM7*b3plC`opW1Xg^HA&Ry8~$32NTE<@X{WY;pJ4Fs110+ zM@O_ltOUu{hV;$gV`&GEM(afPSG9vQ{#*?(ho9qsQhE<8>u(TNoRLI~xg%6y_03zr zzeUfmwlUG9k9>Bp*J!Ijm9ucdX`H8IASipuCvjXsk#OD#qwMj#MfV`-K9*Iyu6*hi z9U`(w^^Jgz!1cNmFQ$f5LGmWzu=N>$U3xA@zpC>9gzz)&FTV|>VY zDOkV0MPPikt<^^22p+%4DvT!6swjK;yTiEE^s&x|r_?0y1sJVMSt|@VpTK3=-gdYx zu5&WjP%fxV+;HoUHvtPSMkM=K$5Y!^47 zKtIOh4wqAwFh%vtYKJF(+>f)*7k5C5N;@@sOSa>>596+4N@dXMkMGX!C)Gz^_x9VJ zFxhkv4l37w=CRZ_f^KA2i`8A?$6$ZQL5ETri%vIW z_7-)AQYfGh)RzO(?gOz@YsM*svtCRuNv=!rZz%n3zA(@AJen!)N+Yi$r~543!EmcRWC83 zS7@V7%WUjoM{P_)T2*v*Gfie$yD@COw}eet7@(uhpC5kxi(d;&xB4xn2dY4 z)}`}oWn)ug*4G~KJ%D!%M>sZbNO!OX8BLe8AX1vD$g7y_4KZrHWv#q#>E@%)abF)w zt$GB`wzsj?L7>Kc5(BFAdO}2O^(zUpmRNQe1ricy-6{~!b!6RhCZqNdg4UH_%l8~X zLok5FMP0Z7BKsW;V`cdPq9E&w-`Wi;FU=8spD!9>p|fDEqrJTtR@f zVv@UP8cT9FaqFw!;D~bfn^Cv-uzeH?bA^NHHhZ`Bkt$X!w2M2a-?B} zW0pB=4KehSk}Rj<6kL6g6iY~nIn_|k)o#m;G@@0I^#)OY4ILWNa~DeuuAU=bgK^cW!T!w<9G3yVr30B{@jKakiukAzXctl^CWkM#or#5qpU3Y@~miBEa%6 zS@>*3S3G+i%?1NtI-QaNM_AjVhxdqen_0tlxYC_=VA_pZmTfoqO3Ft zWNZfS+)bXIvI#TxaGNqE)lyB7H7k5fg_pu-6_KNML^%~G%ZkruIGf4UONgd12Jnk{R0ynttSf{nympKSfX zsx{MXnOxxN_rE>DPCHKPVo5m5woTAcC!1}YBYyc|LUInTaLkE6?+@U4`FLn zw~vkneH(s`!MWjJkoXztOm&49x#rAwkraYfe}>eNL8Sf*Tz-Ne3ASLZu}QWgf~8py zD=?{zt4=cLuVkA2tOM=jiV9)t8>u?8`S#CYwK1aYKHWF6jt$@I(}zbqWPRvzR9!Z?21Z;J6}#Ky;2I|@jSh06zp8k7t{hbu%@8wSy)(( z2H;Pc0mUk(vC^G~j`bAtKC!f+u716DH0o%b_i2efrUU=BhcbY~@2mlDPB?tgS*$P| zUPIMe_qzK%?&qBFrrH_z_i@zSMaF-`@Bcb1-KE}mjI9yLDWcjss}+)Mt+DD$_vk@o z-3V3z;l$i%97lL$N4@XZjj;TlL&Hjy&f;-Tt_%VC(;B;3lD#NPDW!{UCe0vAO( z>O3ndSyg1#Gw9>*xHfpcQzwwtNF6=UWc6 zu&4EK)wP~-H=V=VUJs@>inB(xv=aO`?i#};oD4kA#JxRU17!oM%rPW~ExJuYNE~2& z`JOy8-JV#`56}BgRkdc_LB3j34zmEUjy4L;(fjOMQ)Jl^o&Nat0iIG_hCZnv#y-FC-*GLRXG=L^YNchoApE1e0 z8@(9Q5jM1NS`Cg%ED(n1P;N*^;Fwn&AGT(Q4?lwoo`%c)?TJ zNfRQ_)|BQd)X7OMgQf~+9-(khA4lWK^f02!s$yR>6QC33TJUh(thStf8sIWsan^Io z&4{XlWrLdBC$}7o)GM@w$@J~w=HWt=~fGEIFy z!s3hunlXd*Xj^xP=;iV0qHN2%55w~!?x974tte$>gVC==$gAGW9Y~#Ci4-4t$j)Sr zeSYoO6A$lsv8)ih^K%C#o!mus!=c$T57r`5y(O!T9Kd{WOfMGX^l^tb9S$zW!lfT> z^{6Dtrv7&bx7^2Zzm1^loA+G9nMQ;6&{P$*(YZalYqCJ!^*ZflScv&lz~OPoWKTfC00LO`eTRWptQ^MyHZJo9<=4>?cvwkG?y=k>U|{7~9DF z0q%e4|6BE&|55$RfBv8UiyA&el<>b*<2G_>W4H#nU0)nvGm?g^9R8~~2AB7@&Qa-_ z%Hy-#>XnMXpO|jw5#Y%`Mqt~px=(rBQD1}O>h|OrI>H}kh(Q$tjJv=gGNbgnSpRZz z2IL5%sYO-ea$O*eTYp5c!QD~ypyE68P#0DFCc5cl%9Zji73pX+k&}|6;o#WySv_dJ zIjN!=TbFt4`v2j+%B@UIHW{=h2Or(~wM2Zl(ZbSJqdgQvwwbEKUVG>ZfFOR#D8Pw7 zk=Y2261#`JSS_oKZxVh!ZvC;VWxNE*Y$UrwgU1HW@D#Rc{t%weKGq1)N!M)Nagjj|a_@C9d_7M6{saFPbq|WTc1s|eZR4y9 zjtGlhbo4q*YwJ+zv-c&^14X+*<;6OWue7Dxec?Tv#CZ*~Hn^0L#@3braw)Oqf!F_y zN@_A;(KWxgW!mzx?b5-WwnvzRe4xmS-fp!!9=*V(4;z;k8QHd>>JvrY_H^c5g;`%9 z5x+8FHPjQYhCjP58@5T-M3HJrXK&#yOEN?BL7HwoshlmgiLJaPNg z(K`R;+C*#BqM)_O0UZam;}6)rfw4To2~au`H-amPqQ;19QUz?N{R{Na!hlSMtm=}05G0;~TA z3qU*ilaD29Y4tTZ5^mc&=JA~5yElB^ACLIHlu9nH;5I!2A!EBWTjSE8PFGA12OnCH z`V!;;S~x5(o8QRkNtaaOsvO;WiaP4x`@^=Ydk`qJ`u*Sn9+Quq#tO;7q+Cub23_$B z6ZqwHhJ=n`FUuNgIHENj-LfU-Sz#A5Lnx5Kt+&iY_NFo@7^{Lix;>tfKh2UuiI{;# zab)N$PCm+6gV&J%VYTuFxb-jYFu{z^yqT(+q^~U4#IZRfCHvl;x7UrA^#VyxdC_Y> zgPxV@it%s*p5;*e24fX(4vtkV6uM?o-g$vD$@CiTd8l%BpFD+rLx74dX4buFq6)Qz zX|TvY%vkk0ib&3xFq_)hJ)5jnl`v~D`q^sE0#*>~8!i(r-`}NHuNRqEv}8C4vO6ng zYkBDTT{0vjusU0h>;jH?|#J@rd&@DE&j(l*;*;Cf+CzI)MJSwuw zjI7Eug|U$J&%ecDpB90nvMI9mc`vxi1uekLsD(>L7TFk76_FjHQW3_L6V|=M!VqPt z;Bw%+B0OoFH-t24DYBx)O_Pjq>YrI6Gilj)k?J9K8d_hshx;>}Kc&8AE8d`Jb(HPg z^UEqwNC#|+x@`_UZy)23%}e6MKs8=3WKzUQ7|mLw>m5K?$uwabJnvTYx3Rxxn&J3Y3%^?SO8?ue>AB<*GlOPPIM#A`} zwLNlrx-u2lkypQze2LZ*vH((eqTA0iP4mQk(TMlo+Ri`}2CKgO*f^Hp>2nX!{5SWU z42=e+YQ3mF8oGxU{>hGrx-(HWH{Oi3bE@gcp8~!_HZ%sZ~tCNP?Rfg zEDIy^y;SOJd*hMLTa;bJ`6g@bdNERcl?D_B`3P1nwv4e%fisIFzp^(ylCYa(Unx4p zmvj##fa}ZmcOF~sL^!f8kQAxWTx5RWW3;Gk!T<=)ke$aN%_VYU@`aS`@wmN!?J6Bc z+@R85G@P{Fc}JsFbkW2xk7D8yDV}3^S}>^omhBQwwlMc$v; zo6&h$Ro<+r<_Ay0wlG*Qm-!#wvf$;yh5g>pb@8zCWKV&b`o*WFSRqEe`DG7z$Y=zF z6}yRd%+q9Qm2AL{FI^)%sfk*@<@nuD#PZzbSy}g=P>u>c`4>%|6P1HIhO5^de?T#g^=*B|ibz{2R5@{(^f(Qw((VZ51#ZF@6Jh*4Kx8bsbv2=c`~YQ*dkiu8C(3nY|NH(CR>M#zZo*L% zMS6`uEKLHg-n?hMdgNzhE~?Tsvr%rR5Jg&KONQo$hN^Eo>FpyD2RpZBF&a)MZh?tEiF{xn;dGT;U+`B48_l1<%!k z{{DfvVS7%*W7Z$%=esE4F$r7W{8NuQ3n{9U#%gQ*tAz@)a!yCYS_zR*Mr1!ruTR>$+=ZiE{`|PuF=`Kfhwht^!g+gZ716 zF(L)g8dFv_6G+)yp(Gh_x6=7+x5p6HXV#3A`XrDogJPRAfvQhA-5~41jNVpzhVWfc z93gqx#5~3o2)kSCr^JO}ob_WKc>T^-J3Eg#xAbk0CREfl{?vw8SuZKJ-a@I0e5@(g zU>dr9n`AQKRq*}VJchwW<(vFnx4(}-&-rzgHFKq*=1P@9uiquX?lSM3+IojY<2YRk zh%~Y%7e7VGKjw-zkD-2xMC2&`WYt|{`BGi0XwSyYY$mYGx<3_WeSsvf9f?NN)$r$J zRb(9(C$^L=j6;T&^a6wv`X&o7#P_Xq465+9BdbqFV{0|yp zm~j20aUUmNY3QrL^-uKrTch#*txvc9aBCs48Z`CKBQd{&b?}(P zpxzx;olyc~q+y~+x1?%1of2q38zu0>GA8uWI#(mqG#$%EP_C-9>6so`qSZ1UzJxhT2Ig( zgegV5PV&Kk7@EW~ZZL&vzGw%C%NfQ<&jGHlQ<-5?SjMooVGf?+N;oWIu-HiL1{Kc1 z6ww<*Yo}0+vUq5?LK#?V;b<66<4w{+6zPj(bu?h>t5g|JEL$iB54?#CxMXFVYTz}Y zjV#-V5%*gEZ~spB!tAnAh8cZj#utB27c;`KY*MpP%o@i@Q-43-?w=eCpdt;FQ;m`md;_Nv5zpu$Z3)dobrX6 z)9)N4?rf5OtN6Y(upWITiwxCBMQb+t9AnJ3lftUk9z4AL_%m_%Q%|&PDQ&ten_vlB zV4<&59Ffn^tJnX9eVW7(E8?W8;gbk7ZIY!zjW_YpboZNaIT8nAGnOU69({y z5XH` z+CyJtT*C+3L$YK#%8>=GfA+xg(rFXVXbul-lPKKRU+HUmF6+MYqdS;BtuRAmgMUa4 z)bZq?e}wz*kOfztfO;Fb#>Qqw7_^Y(3yYj|+-6Zl(C1hUo0`Y~*KZ*kqtMu#)N?B_z}FrEi6GWqpw{*@i>qNzOEt;YnFrDe)NXhxNwIDvR*zn?a2| zZe)tQK--=+*}ob@W(j6 z%7k2O32cHCx5@gE0R_1FXItEWr$c^XFWP-$wM}q4q{({j>%A2C@E?7s7tT zLVV84EF!HYxE~MPsE~IWQlXLd`Y&6EXVC#TSxcluxDdGh?K~NgZuDjK5e*RYzLk}a zb-h1NSZvth{Fk=YzsZ>c3&<_Lg5YjP6i*8W zdvQ?(+}%o?r7Ea_SpV#6q%`J46m-0tX=n*(UNor+Xi%8C2|m}tELArOt$x>ClTCpH zLG%(%Uz_cY%iKQptBE=67OLfJfYH1L(s1>4bBHcg1y>CH3;`Ut)heMYv*z7gevMaO zxx)`|l8u$I)0MF8pr#SK(BdwYxVbcI#>}IS0qe_O;nb+~T9ccJ+W)$vw@3*Avd(~< z02&e-KM=t_GhNdh^nw`Y=`kulPUeYOROK!_jN?K;_My--Wg5R=W*h5}0))Ob0RwEh&jbUsrp$PZsGmq)JF0I-lDR zD!XfXvQQ2aPE%9tr}T(;*Q6fE7o<(*?0%sAEM8Ag2@F#GHxCSzADZGauRi*^x8Lp@ zSBUl?yNa!29w_wrpnW`oXJo`zWS5&!X7|>byShy@V*Oqq7zN3I4Hx~s7$TPj46cseKxD zNYsdJ(a?S?v7hi|qI-Be@=o#?#3RZ02W`&TTTlaR#!!wsa~LP-Bg?8z>!stPJVA$O zBGxxp5X$WNklzmdV_Y|5zIoRecwseU$0h7FWH6$t4LRal+B~(KC9edoV9--~wo1I)f1dBwBGwzQvJZo&jO7JuO;FZ&eT^0Ee)ZDGZ@wuxeYG``Q<_;|V349e)tTVXC z689vjn$4cF$r9lzW?;@GJ1Ym772RjKinNj`ZT|8j*`rz2>GIeR17S-^D`0rA{1CW4FXOD;7pH{+%k01>?#SC$#%;Zsr(EV`Zma+k1Cn zMVD2(_{yXbmYezugU5ROrjO`rQns%x?AO9sh)y?kOA4|*;1{D|d97$#yGtQ{Fs@fp zU!Lp}=R zDll!9oXl(1F#*JV8ps5eFJbkY2|W48vdgd~mz1iiPB4XHNZdU+@##JV2ooJTh}MRp z6c2a}Njp6!O^Q*mU6ov)DHFX*uljbZ0Mec#j>(cm-aWuMWc(CUtlTDdf$w;+q{+rq z(s1mCB7Z!Hn_BGdBWiVD4kB^|FZ%Ik8ZcR{LIUfDt^&F%i|u!?MGoL2Y8|}q!xVvh zO!)#r*^^7(&?ZNgm}9nDo$VeXa23k^R<{YbioU9FOd{3$qWqLfFsUW@KwpHmEWhUa z(igz{BG`%RY2;#>MW6EJG0D8NL8~M&3x3Rdo+-dvYfLca~UII`-zM_RV#y&a@ zh1emK^hjrvB7nM^T8y`^y2uzEzCaPisR(sJSjhn_CM3ODR9r#a1hK^v)W`HgTeqYr z6@#}reK3-nWD2wa9Pr45je1-P7o@~f$hoHXfaoqQlG*8RUzw6yQJa(tqP*FfoE3F! z#%hvAYj@9-uMT1^WGm zm;!@%2t;Nt_==)M69k3`nyuZ|aoN7jYP)iUVla0DmBNEr0grh<@$Z574LJ{Ynxd142`sOF-fct^|=qTV})2-$|%hEmn&sVVuFip z90+Oc0fqcO(3HG-@ck7xr9O|F^3ytTq*$Zfw!IU6eUzf81n&AKs1QMqMEE$!sPh|I zFQ_p;u1JD8?9Hxt|2o1_d3g7mITO-D%yiI>?$)KaJKi-c7mvc8Bn7mQy-^h}f_IEMY@RgW*zX=N zB}XFoJ3{0IAI>_764NpiSGXOOmI2A#&B9b3uo5z`u$$#GpNV4yN|Q1XZ}G8~quu@% z!kcm1aNIUoh9wTJ;N+%HrLDD5Q0!zAD2ocOw)G3@q3igy*m^~dKRfv)t%CC8$J-FK zknZ|oFaYi0xbcJT(Z1@Oxav8pAiSzWqX2Q!3-H{)FpDj+8@Pr7N{&4p1Clx=tq+<3 z`67?;?l1Cu*_+rZ8c&T)mEsB1{Q2j?lTMw{?+V^M0IWXTndILSix zzB(-T$7rW}b~hYd_8y5_-&kVgR$sbInkZyuGmn0tq z&kjmmn+z(cos)G8aQ1NIw9?VP$hKlCnRN0e*%ZxPT=KYR)te{7P zDyW87*vitZzYcl1!um_YPV7l8&zLFumfP^FR zG>M^jti2J-Q*!H0oX1$rMH$8;95;hy%?Ucu+D;eolVi-)rmd5?goVeyrj0BZ?#hy& znV1TQD}U{`By58wyH%*@z#3Y^Pz5aaiBhg?|2qzuHr93DgIn^#VXODL6pWp$U7>8~ zJ>_H!NRVRh!nC1hR8LCU$3D3(;y1jm!?|`uR^n-sE&{bRP7Y9QTm}g2B{X;YIh@xG zR87CYow6aI3^vvYBH`=gCm8~yHP^dkER366BG}mM#yEXf4Y*I5_BGqR0mLCFbpQ z7w{tTxSBDP5tbxx`Cb+TH?zclK)ymUcGP-GeyWMR3{leMpq+|^8##{e`s{~37eWaY zeaz%OnHR~jCl2Oktc{YJO)7&8CQ-F;+8as8jf=ru|6%1@HaA&)H%`QS>Aaq(A@QC zRarbnLyps@x{I`vq{S$ta{@TRpx1@PXs~=DZ0R(*Hlem5v&50!)w%QtqPoxg z*W4B~A3R@K3J2t<5kf)gCc5(%L{Z&15l0R1(P5`=ZQ!gNdGwZ674N&7OL&09I<2F2 z7g;>xFskc^opA?wP6=0?v zFM+Ze=ksOCHb5Y#zQi1eu36$Sidbtpyac(M#1C+Qq`AWb(1?F>F%;#ZdgRM*fZSEm z2!g7iB*Zu2`H-5TZ39%3oiLD2aOA4Yc}exP0pyr+%2WC*{-%yeEjy4@k=!+^r2iCC zYOD7DM&Tibaky6XKtd=V9>j!N$G81`Bq_EIg5m0@NJ8m9#gx~jS?Nk@3~z4;nW`qe z)Hxs<<)waG;( zwpAlp*JJn>VOdLEV6ZoZ2x5+a|bS zt$k3du(PIQQcQOxbH3W=7LnSODB^aVJnVOxl4rZT0!f<9L7MtVF6Xm?S|~U3oYQv$ zHYOaSUvZXc+m}ggG>FaPxC@+uo(+tPguj1kgGZ8!%0b`+;>N$*T+sZzB=cN+w!ubF ze2+tS&LaNl5a-CS$L=4pMD*Y6Ab})>5oKS}p1KC~8FSd&#$0ZXE6$LTxO3wIcI` z{D9qBMyn*%S%ONC-1H0D0AD$#gEN$(Bqr;^GP9cw!;%S-n_eNrVC^#5t;0SJ-8RYh zh{VfuA*ByFj|X;^#b?g$4nlRGEv;*wgNFDFv56HMXm<|D;AkFW9&6*|YHX*QhEJBM zMu`qag#)7a5>c;)5|VaL#7jqY@yyy0@7u)(ZouiGUcwPS3Nvcf(}NcBY;;4k`Z>170XAW18H+c?I~Is9#T z{%vF(SLH#dsB-gSb>hE%bR!(cZn^QcE({@IQ>QaPQs+JIzg^c<+pjQz;da2vDwR zb_dzc8(pa^hpv(@a}q9uj#%>{X`ibm!WH+Nu2n`>0pzaJDr_0&0{aB)xA|yZzknZ= zg(7J(7jC@vyY>zTW5HfmU!F&ESHT5X9v<6Reh>xNF5-+ldH>9$nYAYHFZzmk6iS9l z!Jlm;+o1gsc4K?0Nj&ZCgg%euD$8Qw*8^RI;B%qKHb7~d@DCD9aiOT)Z&CiK`;W*jrK1)akYoir86s0% z=nsN)w_hS}Jr#_$AHmj$HItO&@n}l&So;T+tAR|H=4=&LpJCs>-9o&lSs`D*msqHomP>X~ng`0^ z%$)gXOTSMZPj8uR2~8DJwP@FQGA3mTCm*h?*T~`6mt2{s-n4RA59)r6yGf5u z_Q3ZZ&Nl?jk+i%(l31J$Ay%}&)h@1&+-+|mBie!7A!!>U>i{nTSA1JD7_7ho4CgQT zA7_RHE{4`)ub2(_>(P`8MdHue3MO05Yu^mWaHz}?Li zrqzv{*u0y-OPmS|%Rif}HaS#P5cKU(`vS}TI)r3;3J$Z?2o@f>SM>d6|MU=nj5c;I zDT>8Vs2F4wPiGhLIwJ$Ljm6jUUAkP<-VWUC< zAw{z-b)E^k0_?7YGAS2IQmFjkUm?lnE;YS&9#f_U+FhO3sBUT(;X`=}VHQ!!csNrl(q%w&X!U1L-Tq>doPP&@9=BSZrU+;7-v2JVLEZhS$vBK$cX z{GV&%@hvtgYS_Jp3UAxReAco^;YyN@9knou0ysPZ@nsNc^0te1t07caT=w~Asq@YL(6c*E{1fz=VW>$sG+GmB79(Rwu^RRBF zKaZ4Fk=>2ez*d^=!;nH$8XQ&BJpP^#?;7R{;m$yIZUBO#}CZf*F|;Ju`~;rPdagm$Z9yGZKXm zbVA?aYf>3JH(F!vf8@mQD0-fAuBesED{!4dnIh`56dN`D|yRF27f{X0O%Z zks|698*X9ZFygRzjw&Q5+-GaT@6|i@4kHtcgrcx8f+LFJq>(E)9?|EqFv_@Ydab?J z?vc-|@f|Z6*~F$QUso0;pBhKfd1P}CzPq)q_fUzX#V(~^hyEAR%c^NcwO*=7q+cZGJp`H^oM5}@m$1PDVp>>PEm32XhXSzD)y zQW~ByrW@ag7(hLvFV&}~Om6<2QSp%P(p`$PV*W8O!jp#`B9a(VRCvthOpUC*Jcl?W zN!(|faT!zzMFvA*J5f}Mn(DMuV+7$uxT z2p2N+9Ta9nrEFQT(TZD=oivO4T_|W#lETCYrTz%$b{%>@)uTk(heP_S`*;0;JboY6 z6h!2(^LHOZkLLKtQa2=nqk`Xjwf*L{_OWGo zlwt{EKF}zHyTiv(p0_1II1;>jc7HNuoY)ZaPdja9>?EVI>i87I-5^G}w@EkBeAOmA z8RA?^zM`z~f^JkhPzZ|q?_5Dd%(k(YJ15to$Tjk_>QVfXt(*CyH=SPhi2R_9AL#Z? zx<8$U?<9%^!G=BAZXMcIPl|3$D?~8vIv31uXNw~Z*&e}n5qy=4Hy?ap|1yAUl#WI7 zZDcrnD|^<^LBuykd~(3Tba8Umzov4ELFczPjSHeV;;b7aOZ1x#=nc__%2EI+n6Oep z4`b5g9=oN7wc-04cKZvP!wmU=Ousd_S2u9T>-jN|UC zogR_j5qVyF9VqJt-#*uB;EW#i>s47;6SdEkXoWZH6eVK-!cQ@@TH?wCME56IuYcET z9lzqR9ZHc48AE4K>Ji-O>TeA|k#0(n5Uklleh=PqXg;`Ww`h{Z3bPE}ii>0sn-5WY zDHdWs1C~j}_Nx)DOxB7eXAyBVbPA^1K=C{vL8sf3&c_yR)+Go?L5d!u+8E1_`3RxE=_*Fi?9VqEu6{_3u{ zbeO~k74K6j9vQ!_{!Rzy%a15JY`3}n9>%cgv8=;#r#&QJ+rGNGBYPz=1}+$OClGj>iu&8VLZ) zf}eE`xpdq0`tZ%)i4)jU9Mj*V+_s`vwR7S@+?DFr8*@!B)j+Ut)Dfc7iX+ldsQT zdtkUfb3vYb{cU3v1{7T;D z3UnEJ zE9`bn@}Nx^p5dHj8OkmA`l1L_-y+v!1D3L6_u^qAN3W%DSYPrME}MY4nul&8{Q~5yc@Vcs@<47fE6OXD&PP2pBNo76eTd+mqK~}$+x_qr;8%I zv^D%GN^Xhu_eh1z>D-im1XaF|D&O(^s4`a)?iE~&MjAR&nD?yzU>Jo72=_p^5Wl&E zWK?u)hi3=9gtEJL@)pYyoi6*0H}~$|i$=l25vWgKxc};lLF%)yfm30P?>iXYy`5L@ zxjf5!^o*ArdeqKQM3G)GX=Oy<7)`DUWVjh8QAU?K&w$$On zRG0eu_uStP(de5|Ov5;it>M;exbjMgf0D=f)gu$V>>W-K8se$RRKT)65J0@A zj$h%LZiH;sT$Pq|3>JQ;dKY{N*G;W@qT;f&>Eq7MYu>U&J|g&{j47D(m4*s4fUj!_ z%uPSXg~oh&0cY1{d7JW-by--m&OgfghEcI>X8Uo^1lO9)qmh-usfLDu-0fAWCP|vu znSA{hgoSH2<2i#ISmtE9f<%)>a2R8S{Ln#kay!!%rm+X}iWY;4O1smhWAh}r+OZ7E zXg)Ax2VRU5E|wop$~oxCY2Z1XAvML#nbU3u=Odi;ngblv|3!Nkqu z_qgETsQJJe7s)M+$SI-zQ(>}rbp?2E_X!nX#uq@yX`{!~I5{vP_6OR1T+av$+i||` zzT!*);*W{g4*ukZLm)HFi-;#~+-ArP8+pz?DI(OG$ZYf;+mL>9&eSov-MfE4F&n-2 zTE7r{M}Tm^E1>RsOcCch$$>>jBIDhuq<<-lczVBJi=f;sO8rCTsVpodiJL!niGC#B z0~{@AbIg^c&eN-9>KM&kT_o%V#~npUux^2vwyI9B)MPW+N2-{bC!=MG&28S2qK~2e zwaD&MTA!?zczqlT2{mL3caWMAB=tjKHdQy58Od+g(ccIdl~fHxGpR|_WA=hhzLk+Q& z$1~gw{PqNK>a+)ey*{0wVl|Sr4=jQi8ove-ij%2Ug({xVFM}R=Kq#;>CQd4m(3RCt z+XBs92AfCb;Ul4bIJJy~XErNgQouy4L*Ofg^kFAVVPK^A5JGI1F)+A3^*=hM6PWCx z>(<}>yC*j};dnpt8G<|1`5;_jXQg}iI>(4^ytpEdjbmtTsWaK_mN9RJ zkk?Ju;$$3QNfO6(`db#BG9`IFx`n3{E10zAl1=Qv+;#Cu;yn5(PP800_&L!+Z;61R zZ;RxGrh~H%w0Ia(-JZpCpCddp=N}gUS zRP_m#UdSJLfYe`zXE`E=S7>=6fQ;Qn)H{9z&zaXGfe++2@qxE5; zj(6^g(=8OC4w^fIzu;?1;%SS98h^6|8_g=TtU1$1s`c79-56|8tsq0Hm478L`5)(Z zybiM@nW8G+OvKkmNA<0w<;4I?9A16x;K&eIWxNeWxp z)U+O*Oe7FvXS%aPw;r&U16FsmH2*}3w%b9ssqPLKs21>s*SOmbr6$3Wqo6qf~E#hKLyfT}~Ybq4gKvzzh}lRUBtL7~B16 zt=;0BVx)=H;^5#kGIcqmKb%>eI)Zyp$N@DpQE0)zW!hXS@cb z5mi-y+!)i#2c8J1V8^fRvT67#5)!txQ&sfB#dW-b>-ylt`u9FuSnQ=REuCfR(7V2x zWh_-opC7-!{{#y}S{)s=;9^H~GKSiYoCYzJ$@7_!H%T35NnrPgwz_qLn<5fvt3C4O zJ!wz~s4o;EAduz72i2fqc3{9DhfxR1!m_2Ebng`twF$K^~ZP%{UO{_U7K|{8P_D%poDNKrN@wT<_bv(8IUs_K}DozrjOsNN0;x9FcO(uKl9JO z3a=}tMMETn^`_p36A=AfNa6!3#f4*bB^&Z&ZHp!*7qoKI-xM&&U^v8r>>P*K8`m4Z zKm^%lpEXIoT;}}2D>}jq-l;O0yW+`V@fWv6Pk7co5-nM$LGnPHRx37Mtk({eq{7fDdH`iF z;~_W9`+w^kzW_&USY7zrN#(M?q~aEt_37i`^X|Szj;Yte>alRLvGLavI#kFz?EbeT zq!S^BNWZi$PR?0cMfUUcJeOuZAtZN$(vHA))xbo&z7bb&5|pRyTH7p31NqXI66IS^ zHv#(7wztlxqEqq%y{yWN%H$eRtD2$>sBV&Z_4+Gq;ZuKW#1MuD7dtd?0pywDhW(h5 zsn|71a~$S~o_~Qq)7cTWhVi@L_^C^{GhH#8qD(A`&VgE9QN&Lf>Qw?vGJfiuWe!pL^G48FcZ2gmbD z(v72oCZh8Y?vom}BKY_U4(KEN2Z_jitD1qDrFIp;_i7o>?C4C~tG$tl^U7I_lc`a*e1yV~lMn#k{9QCCCObKiGZYd;u zlKb^AdeD=5JILc)()7uSM(aI$(zd{ISJrd~35F2EgKQ@JpmQXqg6YbnAM$L{fQc+o zmYmkQI0hyr3+W81wWMq^1xRYC!j6DX4o!%QDEG9J70k_ODvD47qMHtMSZ|ci7blI+ z@M65+4-Y+>`<%C3#TpFf)lCVYAolzf0;a~v8C^{6;>}Q7MRH>x(GRF6G#_q-ri_p$ zHWfs2uSAR$epML?6nDEuH+;YHa$|)W_7dLeQ6?BusVuEmWQPwJ?yhED;N&v65}X8w z_XDNJIqDCR6q&r}S~++q3qh+clH(WcDkAt*yoM~pA%soN64KHYtJLCzBh??eO4lLV zr~8&Xc@qcyS{vIS;6Cd%7R0DGXPtOPs34jEQT@!CG$&Lg(%X@OilE%Y8orD4;prDN zTwvnBg;=M8v+Th-&t@5v^0qNeMDC!BaX8^kdrQ*H#FJZ+xaiEfT>}r=6i^OHqZ1Gm z=t{TKP!bzzWFqGfxGe%PB7Ht`2F2_NQ1{zs{s=SMQOXD(MJPBG3%v{?gJ51Wmqce83q2aElXt)jV`Dx@jkwQ`-qJu6vp{pzY79AnCp(%Ly%#|y>`@eXrr&z!_wDK$FBxdAMaRC~UBKvySh}u? zi)B@>*X{WRGrh<^)`MZS(v!5;Dg`+?JotS*rn|mA`(rrG6BlBpPwrEA>+9#9Eb(Os zU;hf4n_1UqG4B*oFTrf?A7hz`;|ZpJlWI_F4dr>FAyy?U_up_3@l_Y+(iNV(ggA!= z!Y^?dBVCAy#6uYEyK*J_24l$&NH<^ZlPL;SY4=QqG+qlZcQ54q$Hnl-1B)zA@#YC` zKEWmu{~k()O<^7GFJnT3x_!%Em{F=@S^6?rRaKpr{d!La1D?tY8_PdfZNhdSn9HsGTaYVa%)R2hhN$_aKCLey21d^( z4Nvj7=zBV+cod?MKTYNg$d){n39}SlpIpUg4RlOC=A;=y9;)S zinH1^so15ml=>SDY3u4k>}XF;xmA`!z?}|iUwOi@-f(K1FP+X3aq=W4WgZ)`ywRnu%4tjR5as}meCogA?#3H zXO_X-73Gd?|hyt;3pjBLoUm=5_8D~j*s_6a7xe~&0 z6F3M#w(s#l>pjca7#`QvExF^NquC$vh#<)9J&B8tj*}}a+DC8RU`NSRB{@GxHrcoE zD|g>|mtGmm{RxY!(_a6y4--XrU?vr5kwI9bMTUiXa(Z0nrAY3y&_aPNjIYH1Kudoe z(-EHg!%M7eU>5RP0);s}rqfb|!-D5)5@lZwES``9*EC0RTo>iwddTZ>K|G+lT`dTf zSi}YLDT+LJQ@`Pq>kQ{LDKpTKy@>-%B0tXk_`QEP%)b1S*HNrb~*d{W@_17GzgU=T_#K6 zep4x+c=xFcTT}=X_m(g2P8U0K@I}-%TG9=jC}0KDUC~Ezlil!T=p7C$L6*5#(`_Y4 z?3^%1%s$oc?9=THb<&bI==pu$GZxDX`fEbe=fu%s+FFI5)NrAhD{K}JI)Hy60TW7t zp1vR+dZTfY^(!<^)wl1lV4KR?mkz-Am`_mMkguC^iU6xJn!9aXlP6HMuKpB)ysr&R z4)roJ>_slek4uYdt8-#2#5(DY6iDy{uC~9kV$=tgsusSsXx@0E0r-@Q*4g8mqWY)D zv@J*XhcrpMQOp_N$pZN#GZeewF!%j7er)6& z#Hslr^(8DUJ@^BLspf0;zH)r`M^B2ht8m`=Eg$U5<3k()5x34y!?g~#{~0vyfiEh4 z_hm!N<2Tt-5g1oEW2|?m(hg333+nJFwuUNL?j}1#5HbZHB(meid)Je^Zm%^4lGd}g zYiWt^<%j+ZIBt?x|M9T9L`>*OJM@P(a}>;7A|}R#Jbc_g=$=@HWHk!4R$c-!j=Q|I z#fXw0eWHJOa$Kt`vUb4f?P9#eP*`j%ZLG#l3!$pp`pMdHsoyu_;wvWBAK>)6KBRnv zvTlVlWbG8n*KVb7i%j*gU)VmWZOY^{6r`Qs_mXF^%rvV+TIpC3WLbX$8d4|~71GWR zOk?_=RN`Qg+X)f}Bdw#VFb2ZXpFfiKht2>ZHhI4hLSeMF+VF90hiz8Ha#Nl;>c(j) zXp_RkyQigbmmJxNehgslHd1Oxq_FVtfmY^WX_a96YM@b819K`Al^^~fKvYdh2ZL5^ zNQBY2Y=q&|St-aU=~yeKHhG;sDz?=@tNXHLP|IWFM8=h z^rV?MSi8}tW&w!H_~e1lBiQgn+|2S#^=^|qfjZe`Kbfz1jODH>=`8L|>1-n#C@)VZ zd~K`IH_7HctFAuo=DLzf#>67lH;Q(7p`nJ^_F0 zHH}*T0-D?tqP6ez|AyHlKlG6$Yy9;Kt)y+^mxV2y+*R@l!-_q@5 zLEY3GKZx7ssun;py0UvEZjt2BOp-@{ZY%^v@aVXuq+$chLZBSEn>Dl5_C*=h{d$Q{ zN;dQ`m#icqo>=7h>_*qLNIhI3Ue^m*J1n)ui4ooS8t(XxW}ivrt-Ag5bW`2<@E-qL z>wl$e*lfB>$Z+BBztZnx0aj$Kw5lS{R_d$srVQmK=3->l!1xV`3-p8y7f5Dd2?7>V z1sHc_kr3C{7aM+=NfzKV)$FKyv`xWc80}^ilII(Y*-cxTy??F(E_HD}JzJ zlk^ncVSC%^hgUSf(8iS@QczqUmjFvp95aqneNPVhZ|-e9Fm+9C(ABmqqck5NVfM!2 zdgI>R2h^UI5u)SoppO+pR&~h5+4e`M3K;i!p$=F$CC>sIp44F=9UBldn_LHJol2}a zn%$T^t91dRznrBq8Efp9i~N??{(|6sj}$4CHZ8ijqVWv5v3u|BLiH*soZS`v6AxswV`s$RSqs?W74o+ArR!LBiPO#g{i z9a-w>Qb0Q(Hx7nTr%&50v6LjkjC24Z%W-TlpBOacY>Kdj4sp4MwTC8?l~=j}%Uiw= zHK1a7%MYUE?G3C@h?t^+2Lxtj34tAub&v=QWvVr1is%39whV76T+(JhNsdcxg26@b zh;Z6QC7>-s8~$)Jl!Kt^4bd#8O>IdmCS99Otwcx2z!f)#c8Qd_)({)EOG=R1CDo?5 zgQmb%<{?f7p7iK)=yr3v{i^k*g9G^SP{?xl!z0%w2vwK^k=^f<7IB?WNEn$yj*rij z9;1Z>2I`Y+W>TR?)r1eplsUx;6Puot0DKG1_XFet4--lay8CRMNs+@FVuP&DmK>#; zDN02fBUnb5rb@0NM5_bRzZsg!S5pCr#*`z1 z!-|f>@U=KEI0LluV@lx`^!na3!%)i8puw{vJ%Ol53cV&<>7p=NJ)LavJRv~P(kGsc ztIS8crLr&u|4x(Zi zxfuIY&k3v|b&Jy~!Yn5t-Yz024b=af{)hka5A>g%>&EFvBJ!3l%XL?wQzWc8M3fNI zk01GKJGdvA5sHB%z%=G?jEdx@HU+cM>GyF8oEr0*FCVOTD32pP=V~aEI#acJxsuet z1~J4+G^?=^(^>?bf@8tWGEi&j70pd=w0d+@C016%*?}Ib)s;hW8Z_o4JsEROowN^* z2JFsfEdu0yw7ICM5}cdbVEj1TK`FH@;+8!JrNRZul_CaVhWs|%|G{*OS(C<65GN0z z^(+J0@p(l(MYWxorD~5U<59sz9bX`StxB|-9HiB-`eR(*ugI*Iuo zu?g5>rVH}SIL-2YcS9v(826jM`eb5q3>DCla#`6(QB3oPZeKO8A2ha+m1QD7E zFG1t>Pj(PN8#*Btp)7OPnpG7%H?~3c6mhT`gw!IB+9~X-TFNY`tx{S*H}zewdwNV3 zEwlMnMYtjF{?fc)=a($ejjaTZU5vn>hG@~sTf72~j=V^}!ub=^fmzaHou~@q?l4I> zzp_C$u>R+N{7mj5nXZ|yW<{Pf4GLYLD{>+9IO+BHb*v5$2EOyUkK~`PnpjBepW5M) z)PCZ_j?(7T!b#GNXUfu86&7w{T;%}=glXdB+>It`A5kI*+$7=u^5euKxl0@PtFa(A zW}trLB1Ys2U6=>2eUHv~$Acs}BFl@?S~U0B29q?9gaQt>bs^DPjHzdD*S*(l9d}Gg zk_JRhNf^=ny0$c5U|aCdjoH-&D$kTJk4{fcp3}O=`fb(VOb?Fe*KausVRc21{Xe47f9}M@RSslrQiG= zmmQ3-vNe#nGRpJV%6>|}Mez8U$!oGs>C|tor6@32Pyq(yvH6@{#Vu2Q1;m-i#Ob$3 z7Zk;#B`epZzy<|a4jb8I|c zJV6)?%t6z($-y6(e5PFmaKHVoha>Q`Z6qo8LlnMu6K?Q`zu|xH?{>hsbuz;Yeb!c@ zhw*(Yl_+7l&zA(f!S^{dHeOR!yDt8fDr4-2((p3r6|K6RJsJdG7TWy58dIH90WtTT|E-C7G--a>ub_d|?D zQJ3t<5J$r%1)Y)_yo_LqCg1yFdOcas!XrHJ&X@uf)}S&_3Lk&7j8Nn5oOZ<`$O?vn zF|Q{<_)kW0H#JNhzTh1j&vRLRR&Lhe$OvUngU&D!+1Rx!!lcy~Ml;opAbdya$AE|l zMW3l#!!OtLaqV&~IeLm-EuBp%Dx?Oap27MU+eIff4O3Ra;nISML6GE`{%!owIyh}N zXcbDD2on0Mlb#LFOL{YlTClL49_`{rrbE5Th@jle2FxJ*MG-Y{k>H>d(Tts(yzZa8 zr>J8y67r@LQDS$2;k&E=bK@H)uVI7p5Z=%qH|Po=v84 zIvxR2NbeV)vTH>e2xO{21^UhEw zTQpGXs}Zk)xl6P9Cx~Xan!W7~6Dv`h&vCsb+UT4_N1GQiwZ{+E|i^s~+pv=y(gc;i>X584NPYoN6Qqo!v<>IJM z9K^)Uj?jH*m@B3TCvR=m1fv?w(x|c7&}W>anrlT@(;w7^^!-IghHE zmdR697(S(&HmITzr2A}><5PTmeG5km5Mvq`(KHQygRjLwyJ0NRvJ@6dk*p+M^Q@&j z1fi)oJR$hdsYEG!+}=Z9vvkS*l}L#AL!2w+S}5Z#?#HD&dP@OZd977ntO(NGl9D_R zER7;P{&*+^yu@*vB&X&x+5}K0#)Jix%c*8Z%#jYcO==2_nK)N%QzPt&IXLLHe_QnU5Y85@A`{&sMGzbNT zzQII+#V{#tZX|gt_R^7@@bp1;Ep5_TGc{@2hh`zm9@`Iy5yMq(y5~hoDPX$a&*|TY zEqUI%Yyc zRIN)%*i2~d6Ivih=(1 z+dlOQd`MOY=gDRbyFql*Acs(5B5aVKs_1hZX~DJK2hBZu2qUlEg*LJrA~g5g=K|e$ zanMDxLs_nNF@|7mBYP2|bdePq4Zx}jx~z42fN@!}_RpcJVn}xj`kDv|OP|-J+zME~ zK>&DOEDgfUNvTdz20V91MIJ@K1dmqGB^I+^6n1+wFR$@Q!s zGD0EL5BK`y@|1XTU0?>W(LQW1)npuhJr{lUfU%^9?m%r>^e%m?N-NB(jD@A!_ zC~M>rAmY6#R_kS8K&P@Qq~FyYVaQX3^)-(m-7SBBffkiqglLqhH@mh;R6 zde#_BkMK?`>|@!^ZS}gvY6R(iBkb!$fHgf%Od@-~y0`t9W(|q>6;puBC0N}YL{M%D z|4)ts@r)MJJ{}`8EcJt-%hQncU0onzfMKQGq1`YZgpC))cW7{)arcl4iL}iS^zdJ@ zJ#kFtMAYMo=&n;>f4fh1Ia#v}R%@ijM6(<>ePHN^_w-OI5)l^SD7$42zkAvt~~Yp#6p{=v1>@hJE)NEN^sak6C}$onhqlU0av;N zyQFI2DHhQ&D&NnBtSNGp2}_cGQBu`;74-zxX%QX*(%p}l7szsI%##-Ya!sqn@3AG) z#qJs%20H1WK(stAdOj4|^!x{u4TBXJg%%HGdxNEWZL4?@z*`h%-rAw#T82Gu5-S^M zOdKJ)X>J%ifp3pFP;0ik`Io~im*vH}3LpRMeoyNerj#b()?Ya3Bbh`^Yom0qodKC587J8m>x6jNFpy(sG*!h4CC~b;Dij(SJny;73*m22U7|t# z@BNaWKX1RNwo;6RGuk*Pk1-oO0=o@bsY{w>{t38QUB7O>-$t@`{Mc6X0|sr`3mQYZ z-)*$E+0BL9>d5+vwTRa&)Z|*0x7g|%rQ-)>36O5)FY+lke%L19QGC!k+}>@OuFf=g z>WpoV=B_R>Y}pE7Gm9?tZl2(BCEMCfkC zE->9SV)OpZSGf8Neb24U3X6VcdGo5x>S-4qZlD#DgrK>PiIF*YPT;4_R=){9H=X;6 zM{zP|M3|rl`L@c)?uKkWGJgYmk2qNpPMTqOhu_1fKy>~uQ4)__DGAnk#E1dL#)^+3 zH6_S1e5(T2-QTAfz+J?-Nd5~XBG}jv@9cKErGp*k+c!WKNd?8Iq7Tq+8||G}M;-Jp z*N{~Rma(sJaSzYA41rmS=faW(o`Fro=%LhyHL+ zdN1e@Jz4ReDwMkjOA~h^a%1vFi2nw@5x&X7wrHNF7{pd!y3giukt{4pbg2I|jUlDf zx#19dMSewODxEh^)vl#tNO;0%Gipw>Ic-wBg=dD8GYY`^l77u2+0f^;!XQmjV7f`> z#{|h*But6)3*Rb+H*Ymn)A|LRn^wxDqTg9{9%6H()0D#sG{$4G&TH?Ax+p_}yhMU_ zX4{f~iD);&nr9GI2NQ7+mb=b$6hv2ALh@+B9e>;9Xyj~jHY|pV8A zn!?mA&sMM0%_F&A&o(g2BQ45y7l!OIUH&ZQY;io5jm++D$#b1Ni54coDlg%<$rb#= zJo88RjOwx97Ka7D&v60^A@|8f^f3-Uq5x z9GZD^P(^sFpl)VmpfB?nQ*I^eZ=L{G#%sWGm;9BC+}7No6gy}HDUYL86*88arhiJV zrBA6<(eCV9qJXKxb_-b^B(yeG40$$HxrYZK;|kJ(v#}I$qNiC&9lzdh;%*LP*v8&a z%X*IUlvK5~OOWo4TscWo(?2y{^ty)#EA#yjY^vj4=M5a{rYG`js>;w(C^xezpf%xP ze>-g<{nvXs(}YF8b@mPC>L??+>Awnx&W53?y;g^!>`Ybjv{%`0sz~nYnqZc^ro2i( zlIGF@&&<_#-I7ee+;#G+@ZY7KVx9*e)~#O2LLag(70OMmVaW^0S@YPcD*L#xsO`@t znHJ5Pcq+nU@Z9I?1TPwz=LBdHe4KyRqHAubM|nEpm#h}a>(F|7Obnm-5X@TsAW3T7 z#R?=(eO0}tiiN8c*^uNEu%Q%m1sm&3UYp33%}51m4>shj4l4R0LUT7su*8r;Y!%%V z22BAPv@~mL91*hZoHrv5vK$%CeS~91TshW=ayLLzbJ`lA%8TZxbhC5H`$cx2t#=uc7EJBxk^rE(~$B}ZPVshuH){4m;p;6kB0F4^* zVB@1wR-xuOTn4qP2ZVt@N3CSy3^B6Qu(!w%K0P9f93ng*fH`?qx>!@y87Oto?)Ih< z2A_4|AmGp>97E|12*t{4kaB020Nt%kFi1!wBBbo*Hk)ajl+Q?6o|#rV*$9{(=Qx3i z@iX}XZG0A6K|H6v!L74~IC(%ZG(Wvo2seYc-~P~nM#q8bXn#$FAYOOz1osw4g^&<( z5ABZikd?u_39cgTWk@&u5+pDg1Bq%cy1xCW`_|Mt&qDQY78O@0cljki8_V6d|3Y$3 zs*BGfVI{xYwx|2@W>S7H@Wfa+2U_&#hUX#D8s?+MD}qfi@nh^In)L>p8z2tI^r=ls3MYlt9|liW3Si!JN6sF!^(`lECS!+_2!U0 z7onB1&hR*ggM{qPQW(~d9(hnz4=h=`(6^r9fF zCaJ?kO;H)Bjm*S3teOg7Q4q$J(A0GmO|H1lXluoTj*=# z2R_c~jnl~mrIf>?m_n2xaqv(kR_@?+Tu2>`$%znq5S=yRrcW*}2Nyx1+#PL%6@sWq2f7E{a)&09qO4U~^c({(Spnx6_=l-`1r6buW+Q0w0Q#EqW)BXVvw;OnD z$xzJV35AKuqEvgW&H){#r_$WgqTz-(h$}8(-s$32B&(5=8!cz_MhVs-xjAAeaVLi7 zK^ZfJ$7%h&KQ9qE+{waLa-vPgTlZFl=_k1`GD zebuK&_25(@{>EqRi}mEK(_`FEP9e&awvVrsgsv#v5|GvIh%DyUeNzm8h09aF!5k=r zFxLGkj8m?ajzqhH&ht^#HA@LJ_^3QvbwW%ooc)Bzp#D6*0dh}x9&Eg5V{=5JXy|0a zT3hz|`baB@)^5;}UfzqN9&ULk->>y8F}#3COH{yZ^3Izmg9rk~CW5@YkQ(bGxv>;R zqI5#rK>`ESGo_UjOC``f(LrT zj}2y=Voy18ARVI+B}YzDFNR#(<*eH!K=)_tFup+`F9ZRJDk$GHhm^N)f|Am8Q$)8n z-bgu)%j;F2aWV@dzw}k)Fpg1>^6@>cSEI!gjA7QxA+_Zd`5~_V-8rn@-;rF$2&aF| zYXTDYW(0<-lf@XpO>0LSE>RF-_W((wY!?qrs9-p4UmWad6iKPjvIR38aKyQEBjrOg zD;UyJMOBsAuP6$2?VZrp?AxMvyW0GzNfn%G^(w5JSs*tWQIQJP!vhncB!{IVcS+Bv zaO0IyZxe|7bdz*>RC9)LzuqiWovi}e#ieLJRx>k!+28AHxfH=_V($%-xn(Cpdi}6#OUkI=hBfM zRaj8;2>FXl(T9O03?1u0?Y)21*|$M>Nkc*URp0Xsq9~Ho>j!+q0pdw%W!ki>UB)E6O4azLO+8! z0J>|lZ{VKbc-I%!6g>!e=X+!fV$ACh;H#)mjWS))GSRJ*ShU&sJ!?C_Ba~zz;5mds(s=-QvkxdkfzVJPU;6%`a)h=a zXA8a@l}IWa-C@SShV}Ye3PZ$oAdnllx8dc)?FWW>IcGSAWugFtmZ-rdCBcs&lWo6n zr20cJ-?S0Fgo~8aLmLZb($FddQB{LCg%NKge$3T3Woq(wQQ%@ znkrz0orV}OL8_*FBWp=xk;>RV@NXMlg{si56p>X|*u&gJxv|CEynpwxsddut68WYd zdtUNZ2dw5}EPN?2?mz$I|L?PQ!zQ-3qKSxAn)h#G4tx(qXA@K8u|K%`Fk+{QD3-gZ ze}U?%78lX|bovT+H=3#@WlP`vs!CR%xy!}hAe_{fKzMp+xRQpezE;ZxAomgDvB+ra zReeTzZ5O$Xlonz@F^iPIq^{?v*KQWS?RT-%g;J(yCR4?vou=>CRIy_a)!d!YH<|~C z)NWxOFl0%UtFMCWQAtn&nDP`tf>TWWSJ*CkV2Fklk^;?L^nX)BHneO_IkGEPrPE6G zs7p&qo1A|+HNPoRO_L77)=FR3cbhl_i;&!1j#7&CPtvx~w`Mz2L*=pD?bZ3!22j5(0?X&%>y$LSCGLm!M^jDW z2A2CRb3eTQEz;EN>9r;>o)O*Vb23}?ddx3A8et(G{p=n{As!)Hxz9B%=>cK8&UroW z<1%LtaGPDoT32qH5%$YN%sKx}iiLhzZoh>cI|oaOHX_N4gHbJq-6$>VEYcM$!)2}K z*=c!I6`O}ohibL5u8|&iit8VwcuyP6#w>;!d1mPrvT#a4GVf_OddpuGJ)=CjH<r z)1+d#uen5z?m>|Kb_8u}vS)<%D`;6L$9Vmz@tRh8WEJJm?4F9@j*51_IS9ytd%Zcx&Mnx_4pp73$aH#2)OV^%Q!oT zH$=HtDV$!;XB2_;Rq1~`oX)5(A9RNF>*Gfx{qQwls^PJTM2Xl)>wt@0D1Q}v8?<_V3*l?bFD!4Y z)s^U*p|nYD4?p<^HvmcdeS=wn#{o{)b&usl0PT13%AE>@q>~+-ew9r$PV82dzNZgI zS2kd|>s+>{57D<2%n4s71tit*jZtPb&@b1=SW}gfjgUGVS{hGR;YFn#ZqN zh+g1jKX2m8eiuX<(|O7Q`(`*Zu(tnz!!D`{Gl`KK(vgU@q((LyS}%$(@mOA?fQit0)7A zD_`WO)3b$@_)_(vQ*kii1X1bb^lig-Y6R!Tq7O!p`ls9Id`{{buN!kY%kmw;fwRB{ zXCX`{2mR)~d(C@xNDV7Y1)BC~#H6=|n#m}asa!eQI_BF;DfMjl8&xaT;rtlEs#r7` z%G`B$+0u{kaD<;oJvwNoRrH#F?;K+uGK@*jqrO-pvmVM_@PEY8a{ozv%vGMWgg{tj zkKx>U&iU zTRQy!APRH0?4Np`F(cOaI0M`7@Ndwuj==KnQ?*UDo!4rv>uz-H}*qS@J zp2%tmJed0@Hpw2t-dV*SA4L_zRxW4VZLE-|uC6>!pO|hqUwHuLO^l~cu*~Jw=r!~z zuwaRCCZom+C4eb6!_`ePsbX6Edqa&v=;&eiDRmw3+q51|! zv@ZvQ3LDK>WRN=yt`rh2ga=VXBwNv?aycO6qT!f&#oZOS9O57f0oi<2|->zG<=I!FR;rw4d<6oStZ4vi6pfs2ojrkUY@cE+Dwmw_l53F4d34{p{?1u4`2Oy3 zQ{9K}uV|_svT`=s6u>2FhhnL5Bc%5;*EZNF<>@};sUgLpMLca*zQQ7yf=tCigt&lq5prM$l+ytoMrh%&W82qx&ONECi-q1;yf>Jw7IsLJ_f(hb}w9 zu@4e=bk^p^i{{hXt{UZFyRYl@NB0XKlopE}1~THZO7>usqYhy14=h9vFzSpDA%Gkq zJ#m)zu!yB8l#SP#1wrm2wr28-A>m~CY2*8q<)zuh#g#eqS@7@#$)aux3ltQoSh>Ut zzT5>$wLAr0X;l=KVV)GSWE5fUGOV7G(A*!MZ_tv6oh6bMccXPo${5!=-~xyuMk5~F z2=gcxWq8f!!Eil?prWx06Y7ZuG{A;}kg&ttG(oNjasmJ89gb;>r8_gfFEAhrE zsV8LVKYB2n?yMHWgNbJourLnW`>h>pREm{IX(6$7<4x&8=6o@R)0G2?5e$0MpEu0j6063WPDZc-5 z!#^ISKmyEt!wvr!0tqKOGIq*@z}_Cw*Zw35Patd#YQmbj_INx>xd51ZB*lYVRKhUi zqAjw$pxtoDu@Nl$T5)+ioF!l1RRD8eO3@%LtKI&|arX!kJ6{;_*u|M0WUz_=Kejs) z=M!LnxyMqXhobFxJstwTaeFKlVau(fE|#gdP@Rsab`P+rBKyu2IUA+I!9KgT78K4p z&IVzUlGz^gKKz;%uUlJ(tx)7L)@HE6>`y<`P=t&-pRvfsk zs+A4M2q9NwcP%`{VSjxZTY+2f*mn-LxId0+GX>^afh8|*lY!w<4by_^%NW zh)cF8TJJ-4&@|8;$0RxZ$KAv3jz8O0f^<{3Di3NEN=i6T?T_ES!p^Q~@Z``h^7N2v zxQi?~Tm6&66OHa?Fga+#!1faNF+9UQJf(LxjLE}$1tap0Avon=3yBpE-uF8Nr((KK zUIqdR8+qGqAECCd5iLxE_|n@~?~&B+z#7%b#6WwkzkLONDh`uqK&wY^-@SbG9w9Tx zdGVkB@xKTZvDe_lX+daSq~zd8D#XM=kw}6YI`6~V)>yCe{Kb(YoW^v5J@NinqG_3A zUlhUcc%P1;`ZCg9fr8=O4dzlg@JM$f_PU7amBzr&b`iT`_>%F`2|flwUJO1p`h0Pb zy??7%>tT14ZP`hx;_1oW(`o>7a(9LgUw&1oUxDPt#AxN!3p)9#|1Cz_HUexv>?Bt` z8#QeVC;9UWe2gZ(MTMGmTre%{S21(4yb!1jTaW}kGjA)FP($S3480JpX|s)HIcgE0FAhT_!RmR;)|W=13CZ%I_gBGJ38HO+fy4ubYg@gEy}2OyS;sF zP#(2cl$0E|Bt52ClLI7C&j98=M=Y=S&5D?ucDS6uRGaRTwVG?#Y73GiB3<_e;_B4Ou{wdhFLuihP6 zt^IZC;7K4m^x2H*ZFlp>rA69zrH~-%SXq8@qh7-gnr}`IC=tuHW)+BAHEGq?(N)mg zHKH$bK!Rt$&54T6(VxffVMn#RAXo9+47fSFk!e(7CV$$1{!Au*iR;{Ny~7HDaJ&Rp zV7UNm{FAs>Z%_e_cbYo~9e6!!k8&p0G*KY{b5~%BGE|Y>Eq_%K1#9A94Eb6^@}ZC4 zciIPb&P*;Ji#eoE8n+#r_W~v6J^yXZ`^)?cebzHmR#M6eI(m;}7?Xokwm@?;KT##f ztk$2YIRfcO*k0ao61ke+_W7 zC#qt>xw>LyoHfySkRS{d#Ir2NrUHNtc;Q(SEtZ8&MutuQSBcfXxU2vOKNOfS1JzH3w zUHfTk_W5%|lVvJaXbP+f{_+U%fu;D@eEDB2uB@zWJzw}?;rYC&NODF|p&3vS1FDRZ zo^f&g`-K-9hAT@&4&d@|%5u}QEX{7LE&RB(w7Iyku)6q@q036kJAkf?tGrsfrIqKK ziz|liJhk(1$}+9BtE*PlDs51;6i}Hid#05&QzmKk=WJEZ)9)TmS+w8rcw=pL&W@h*^m_nQrmMbZHr6)h>(oNl zTr!}4Voc>zJ^Euw(9WYr39G#(3SUtZP1D=D~Td1*PSvK+aOzWh+@DD&e4(t zrRcsT@kr}EqLz#hm1|sDa(!`O&e|kd3%B~F6EJ0%@C>jKmcKK-Gu-^cGO;db%HeCV zvAMc9vRVk3GF+8f@WZ-Z8BSMoT@0r3eOBd*?p)!}74W{%Lc43jjTwq9&5&uuKM zESs(yYQD8_%5ud#-kSf>5M`}h%VJnT9KiLLm!swaqH>LMDVF9Dlxvq2LyfE$Oc}=J zR+d(0u?!odgY{v>AFjfG_xCzUCExc)bA$};|ZesO*SYsn3yHi!j#sCJ6Mlwra@ zd_KQ6|H4oVrGX5Za%e4H%$7`r^VEXDlws2Iez&;tY}QV5L-mG*Qx>hq^6b(GG^yuc zFlEqsjLM4l93?CM;`7bbt&P&aNN!yZT2U#GmVewo*xGn$*Pg@mv=o!U0>k|B^Q{-~ zQ!JJi(?c=DV9GEt|KkRp&p+RqT^qriY|sJ+JVaQ*Z~ZX4xM@Xcs8MIol;aYfZY^w- z*0ss4^FiGlkQDp!cd)-^E8s)fcmw!g;SPG z^tjSML$!WDQtWH=7Fzpmb7_9r_R3IgX5o}& zd|_#IWo?5iWqN+7u^oez8AhYQJ%iEUT8H(G*%8dxo`J!NIxMd)&d#AbN-p2wS}6jn zGL)RY=VOSxzSkE#t?|&t2F~}xSnjo`TB|Ajw#MgeEO~#ggc_>1Hm=%GtC9+$)@e+?8HHai!czQ6eO7e=52e{GoU(+T zsc{0It7l4H;LtO{pE|Oh35Z&!Yg*OVof^{(H4D{&D&x3*S$5K%OE1M<+R1<2Tw2|l zeYU=`xVd2sv!SHH!f8Dw_%V#Cm$Pej`8$;LXV8@6IzL@_vGrnhaUHARwXM~X!9SFS ztwmMNYx*rqL=ELo5>W@LjN{}n-kM!qg~5J)iy;P6hRcg9vsej~*WW|gq6L(qU*SjM z&YD}CU0*kq7)p~?5S441zhRc@Vt=T;n=+s>P53WX);HJeAR0=(4VrR{$y3_yFl{!} z?n8uS@v99rJicHlzQ|R@BQm^P8Gpz)*QmxDGL)u_!Lch8? zvC}7)X8$rjLjSFW(>h$lCQ!vrAIj6BK#KgU<&rv2-T^kqq9hPSyo?EA>lyMR*nPI4 z+Pi>K^f7ug|Kr^J>IlYbgr)d1^h~D;p7V@a7;3k$3aM;Y;;(47Gh{>Q?FyoDU8HYD z;;mC4MIKwlw$lcBWz{ZKhthEomf}yY%`U+9_+fSpo&!6z4P{MPIAxhwo8Q=6TOO4! z&7djA<+YWKt&Q*3=50q0H8u(;MZd_8N*>dpw1fgF@(gx0;Y6KXUS8RlrHv}v3qy^H zDx|Vq@n6*kz6~`hDu~K8A>Y(!l%Z@4gQgsl^0dy|Je2%eIAs}=$CYiQp+;eZRl=_X zBAx@Eu@wIzI7c(bDUc$Mt#5E3W!d;1uH*%l;*Se{)yNylN{Ydh!PlT-=AEMk#?G4% z(i%f=xKY4uv}Gyv|XF(vH`}CI`tbEdMaSX6=umI1HM$)08}2 zp8pP-_6Ivr4CUh~;VI8$|9r((WT?5QfKqf{i`A9&g;CZb;3*GkK_Ok`kcJ^^p-_rG z?a|lg|GGK9T#DWqYOPxaRHkdB3%BML=VzBO(PFAtShw-sL-{=FK$Y>T`I5EQ?AbS~v#t3_e63S>KT6<7W!dzbfhAI6{A6<@x-x zO}o*Xbd8m63HmJ(zTk`wa_3zi`=dBm|TrC+8 zm1#`+?E95c^ik4;Ijg@IO&Pr8FD$RG&VNX7|5+pos61XK7FIAfuRJe@zMe}aB1~ob zT-t3BhS}UtFBg`due@A;v0h8Pp4xRjtCoWZv>dl<%CWxje8EOaCBw2ms0f0s?0!y= z6sTtQIoF)v@swpo>L^cPn`~Isk~D_Ss$2}Jd|r~4S2ow@*I=?*b$u>LiZGSUkM)(+ zjfJI!f3sZY8tVa3nfzE^oh_XnJl9xfG-dF!&+6LBi-pB`2{b{qY^BaM`&6No+v^#& zT{rD9m2=Io3aC6@8p&~oV3~@UcP?p+LCbtN8Z}=t(9XvffhwPu{>|lQn=f7IG)#goRrTBp6 zWq8}5(?v^Hc{lSaduF!=$+6s1oC0(UiMXoNKjcx@r86tZ6kQZSH+fs`NzaWd7Lk6@ zba7^_v#C9W_A*)=CEB8VX4PuH9Bs8ZcbgeNAK_BeLsQ+P3#1UPvm}~ewTe?My}hJ5 zR&tkaASAfy(h?l&5=aYM(is zo;iXUSnGWmJSR|*ZL1nr@?+ArlJ+Q@6uOipDeSSfLQRSPB0q!udSte)hw^j7Uo@s-!Ohpcss zo7HS0)E`G!SGricVA1+cFuT8Q%Z!uE=_ae4iCa08d7PP%a0+*98{*8#CY#t(DDOv< zOV|*OM%^>4l3d~>Xys`%Q;5!xkR4>YOYATj=@O>Z|VJqDv*G#XNHZYA^HoeUzs`FVr7^|*TMz9R`_Pf z--|5lMIRad|0hqq7jF-!woeq?I^a255<|ukhO2~*P9;0#&;Rq|fA}x|K>x+vp7fv> z(tXzKM(O&A$#wu_?dT0|I;0CLV$u;#Fq+B7EhXz{Cda0slZ*O=k9K4r|1qyq9*{2UXK7Q#GF@ zyuh|{dzCKR#oZRs9eAdNGZ&_3j9wz4JeROi{6%|VoR|YB-vF(rZ&pvV}ghix7D3=-dKNGa*J90WxL%Sas}48uXa0% zszg`9qpdEkkSQs@WSf2nU(R)!&dDq(g99zr#$q09G$0ZQvou`(e0@?{?`5 z;c9&|WB2nT?C@Q~Ts+l>f z<*0^$uZ)xWWbdHc8mhJ*LMtT7Jyvv#sc%wE6oy&xcI^~id>xv1x_Gu#@#rTN#1O33 zr#}->A9cx0HdW5_I}{*iRJrLnw5j8ovmZFN4l~yxXW0@(;jBq9u{UTbkXh>-3EQh% z1zg&L;Y3%fo3#r@S2cgutUg!+Gpbeh zU_ze%Us@k>=5ebJKf*KXwn|0-ojtuUo;Kh(tD~b++yiA-E|~)&OD;*RdJ5&eRJ+ra zv=IvZbM}N?+2b0=6I^k#Mak*SNEl^3nWD)QMLqd`uaXfs%HgN@%6M_FW*;weI>~6* z(hlAwVyn0xN7s*vuC*KAJ0;yxT?}TfjLuXr3~!b9_5C*84uiG*ASM3ONc=g0rcRHK z?;muxVUbm4t`SvS;BCdH_j}z_x>vkzA(PbTXKNvaE-zy)y=uR!u0%&TU;@61)EJ)p z!VaT|L0QK;yL^2nxy^nlh1A)FgF!rV!T!4hUR-KcT6vGKeL*VtTGO%4F3kT9=2Sbw zWEz_}Gfc#wtQR|E_#9eueq?H}Lsk#Km2IqZ*xIj|MMqi3f1!cvi%(@?8u+7D|XjNlNUc!wYbRVeof+hFuRQ1rr#JA|xd2Ir0(UeEH_O)}; zIx1beIx-(ZCn8YRi*(=K=?@ceDJw@bTzclnjT!+c!FFvTk67(9T}sMEP`(;ypmqj zNRF6qG@J2?tW>BUDJr-RU*QmF%r`=RiRWlChcaJ2=pOBJgo>ff)Dt;Mxgb!^$?&LB z-Au{-AYN17g1e%mehF@)s>Z0^HI~E(t)_@UTYIW_R%z}L#$A4Zvw4;b=0zP6Uh@OS!ORGY9%I*x<|Niy3VDLsqD^bH6^f1r3pNy z>qD!H{1K{l!=W|4bksfB;v*gLgp%}Q6kT_QECQPEp$^SEh1DPy6gzb*rKDMq*O3BV zUM@{4DYn&0ZiS?A{Xv|99U2u|lFE zr^2J^sxMR1d;qOo_}#MH&;baV>h0TwSmr^o4=n_Af+y3Km_TXZfqO+kyT8OT)WcKY zZgK7f9p3L(JyS{5S7_U_rWOLX)5_R!7fPYJgFixBGGfrCy?)&7cgV|xX|z}g$J5Jb zwgw8Cng#dA$7FUHeUWL8oS`oSSL=Eik!m}gN;GHkn6yqTgWY}wsPbGq?!lYdvo62U zXeC8fs)^$sMM!Vqj6%unm#LV}YCwi>3cQkz^;(^N%??(k34YelV01e+rhDy!7Dc{o z)tJbc8=z;>dWvSrR-Wm#5yiOE<|CxMuWkf2GZH#yeH#%qg-Ba`9G9D)_KvFBD6^N( zt~m4+i-F${*0lng%8SB65?449sTbVldEJgyi_5%pJy_2f5WQ005V$j~4 zDxUq4>-Q2%4f`*-elOVV`kkNGxJ)ufan3l3DYVwp(ZfokXHIb+$Zfn-F@L4me;Iz$ z?jO;4f1|k08HB@l+PdSBf-xi`(oX_!_0t$nO4Xf-5h)9rQ0=~iC#=LAj*^hUwN)=t z4a3t`G3=P*MU(S@8icSxVy_?#R(3j3PD?}BuJG;4iZRmX)Ymzx*K)s?(XjH z?(XjH_Iutl&&q7lWV!F>*FRp(9XIpL+U)G??5r266K(Dao_&_dFTDFN&X$b1k2X{X z+b|;~%t$|sSBMT?A%aYtBE;;@4N}*6t4o8J6G7yGqgGx4Y8|05_v4tMog>o^T5HGp z-v)Jdt>&_%a!XGxs+=_(Gh)M6bV2ss#+8Vrm9;Nq|A!GvE8T0@CY)so-R{)?O~0*X z>@8YbdpZjqQO@Ag$};B}6fnBA{2jv14+7paNVl+j5UV%Ghk zlX0CjpyupFYH2@bd~C)G=N_BQD=TWoWPCZ(@VX>>x4A&XvHyP~j&&n8lZdqg#=Lrp zwTN!KMwKxyuGAJRqgAt|4nUL{5uZLj8LPNGa3GBFlOraW@n$2MZEl^C-& zjv3J%%D48v#-RQWPd*Z(_8`>eM5eXqwx43&cZ_q+BdiVJZP8|H>$Zd`zEOTvKVBlF6Ov-0w#&6ii;7B{QD zoZWO9qsvsyC$S)Zl|0v+PRz}#k-GpAsGTM#;r4#52aw0a2<4~LV11_QH?mA#xKtS{ zEipTpS5DB58nnDPFJF3^YtQ;HK1SSdVt+Xo&PmAiZer@RIf*4UUoPq;WOEH!;Xd0o zEJmP;m74vag?Um`SuFqVjR}@tRa{cY*XCxo*?cW*wER@ceHv?c!{JDy@!C$4zms`o z-fCnyT4~NzD^^5qzb>R7}!G5t&b5bc_IALXFX3 zntYL%N><^8Xc>fYZ*z`_7s5MsT9bV`oO5fNvrLnfjt=jUB2|{Br(|WxftwyxUQ=0= zDjSumSeZ3$)TAsYnHIiTw#_BHMGKOV=j&o@QPOCZt+M6saCvn{DM&>wp5tUIY5Z*E z?{K!dg2~o>f-S}hHi3gkA8+X9bKEqdvKKsFyQL{KfZ*BwHhh)J%k zl$VRR`{~#?%j753aNVH746sjD7DuL@jj^@7bQ+`Gbjc@I z^6|D7`<n{q|`7Sru%t?1L=BVvXzZpPo(iPm%kYSAjguP8$(Nx zTw9PdT`ca-7Go)blwP12US5gWazdnmK_FcUo*drTr67%F-fE`&9WK9CH?;>;#Heme zBF(tVOrHMbRJxD>8sQMSFL{-YQ~DVDl9x^cwVSCA{Ded3$!}$W)^JXY7$-kJp#~Y4 zV{1y5C%dLVZZITf=iep*bCAWhbUe3vN+T z+BP!FNHQ@mudFK1v`lo*<@qjWIbzgPq|rD-=g8m1(%xQY+PWhWGmB+3j{k|KV{Vbm z?OEt9ojh^j1dX+Hl1QVrniG0vBXk%_kAXW9C(go18h?}U*n`x0P7_WK6!PZZoN~uF zP`q>+qum@YMyR^dZBgqcN{r%@##<|MSZhA{GC$A$yU;6wryo)Gu$(rv$jr3 z^U8TZ*~wf|HPkxMWZoK?XLE5@x*wn-T_pQ!xNkmI0Fz7ubd&R3UP1;nk(IeJ^y(w2 zD)fLZO_ru2gPvj>&^DEZX+O{8!67C!lDRzj zalr+tb5Q8Yw;SErk76u^P30}c0<+^dx$7Y(zmxOSMjvvTO!M!p`O7)Z&eLVi4hcPf zvqkiJKn9%_$m1}k@f<$LV_Xk}l4{fr!Fev*%QQFy<@a6_Asi{jAsD38KrJMYmzM<4 zGlWbdUByY(*)lQC5MDaXynT-5<7^#m(#Xg&C;J#p8cCu#x6Da8=Lc#i2wY*${*xhKFv@xW;&v~h0g^X@w zf70s~xu}*WIc1KLjc)M=DK&C8xoR$zem32e<=W57S;BdnqsEOBXLHneoh>~U$h{)l zI?t&|%ZP@=;>u#VM_nw1mk_#jDy!rWa#mrCtz!~-TPK$s!dpk{*;=>UVzdiLqxrVV zmA}K;Y6Zeiq&9GhEJ+$_6lk&rGOsEtuGO^@BXdornfF+1bMXpquHsF{j9Kw|*&Heao%FK??DM%}~L`&uBFS>ve8d|A#)dZ%T}sjWZ(HPw0p; z9TVOmkr*;JxiYVyCZT<_Ln%O)a6ZB03{LGbDc+7GonG$b4jb0@np#HF!T&l@nR1su z6uvyKV6|M#)m{xT!-v!B+UQG-tt(-n&0dNlbIm4(EUZ~L$E*OEP1vg>r1e%+Zu?@L z<)0XD`9sMyez)3tc8=-ljT}(vR8>Vml7cvKV;)dJY7N`RuRHP*IVNkT`XG3y+L9Ja zDlgOh+)u2b2QT(=OXvzuv&}iOoee-4I`{`kmUkD@S^Rnr=h|tt1ih&*%^l5b+twI9 zJYfz#p64<(XU8CIQf7lJ+_+`0BeA#aGrZiqeXh7HF;$+Imid;#ZECarL)myWgR}7U z)-!b^_BQ6Nt ze2{UOauE^P@@2_tTB93Lkq4#l(rQ75PL~($$P1NL2HQJ9yE#22F*Ti*{@ZI4+MdF4fNJ7uxF_A$7w_SRB!vafv(toLHqPog3E=_zk!h3Va> zEUA$LV72W1J5|Zt{$4d`wns7Dk8(T5?ZuRQ>fauIGL1Oqg9FZ5T2zxLPJ3(1^lOqa zyIE*FgSy^}(w5aD zkH4Dv*rUz4dh5GLLXFl|x+A^3yclLl>N;*4ToO&Bd3V+=7aW>igk~~rX*wN!Sh(Kn zJ}-sl-E5YZgB*-)ic-~;sVo@_B+s;`-9C?cuZ-PvnsxiBnolBJrM0rZm3xQM1>kJo zdON1VsWksClD`?QmdG}lC1$6pN9LxeRdhiL^!}a`CdPtz=`_%wg?gJX*o*Xfl2(jv zoN>hU7OqOxo?BJNSvZqQWA@25pXh<~cPn$!w&4iY&aRW-cE7Wj^=-&W#nVhoCa-wW3C-M z*j6(v&nuMc^|ZU^)LR)v5^5O+%LP{Wy31>97kdE`rS|rbtmW1=i;~pJmCA5zSgue~DI6sq-(5clj8gR97G%a%E>&_~}$|7UMV(hFYkw)vbD7mt#B(FkRtI{%-wSU$6mq_x4wv{IH0_B)o>OS=RKxTM^v$bLcGRZVhn;fk@Wib-=$kyyPx+~f4 z3~pC)Yp*Lgx|XUc9OH1jmUFuxr_#LQ zvgK|W>Rsp2lv;wJ%a_}nOnkXWm1$79yI?z`63MbP#TBVCZ=6GCKbOL)($bpcm1fkB zvm)v}snwZWOS1LyaGs_((`9ZKnb%kb()#n8BxD?>>D1BKp|ea|KleI{Rd1ynNvH)H z;Dunz%$0VZT{AXw4if2-H*E+nd0xKT*sQl&4kglfy(PU_Z2z%?X?gO%M0SZx#AI(4 z`iDSX@d`IotV4iQ8f!Rzn_!D%*p_K6R7+pD3_71PbEf$ye`F`%tCc0Y4@E7zg5?u_OnE7r(8W)rc!pR}T&sCbR6Z)Z2Fw_BoCQjOflj1l63&^ztX zZ#2~pAhnEtgw=V066*-_QfkoI-eQfsuoSCrRk*~YZqot zmbotJ9;|9v0mZ42avM={T3|m5jo)Ghc}i6-nM%kW z(UJzk!JU{}ZOlpz^6-OtL(0to+$9>+wkDi_^=>LHoxP~m7L{{&B~MYfr;m-=qJ9<{yWK*~Gd$?5)+#Pf$)F;4uDgv|#WuZ$ zY_^cxbo5TQ=<1Q)KKoQycr?kD8?ys>IcT_Uayefn6;g#feaOj5dNE7@vx)uYm>x(Y zWoTMtPTE+_F(W~cb(1@*a{9NqPzGr}0m%l2StrF}sg^u6;JsQ)}o<+Qwg5 z@`PBidtR@%*VIj?p}Wa-lH_6n&)^S@WR^5IX;&2%M^7a2PTDr11{;)TKbmMV{=2wb zI#Hy_T#;9uF#nX0N3ZfYVEl#5mj?XA@y?zUYawkqjXT+XGGVzQ7&CE1g8z>jYyUrS zy#4>=2?^7_olzziuyT$yE5UEGa3yDDZdQeEE60pxC_^7HjAAQfjD?-ehL=tV`;X&; z>#$Jpv^)uw$$BQ81|OI&v!oViTiiTtY`>sGFt22#+>x#zyHC(tYCujl8>^89<*yrSg6Oz(bM2MCuDEml4jhq^_!#2g=Qe2nJLqLJ!FJ*Y}dB(yb^YyN0hTO)?EU+k`pvtPW}B-7Y^3;1ASn~n{7Gt5`Amc80Jh$o$Y?$F$L z@kple#uxCx#G5C7B;}KgUoQ!^sCT6=Lk8D!NiFYyjcnyo_YQcxtz7Co#xt>?w9teP z@7?q$$ej0F(93db{{eSvk`;C+j46WOn?zOP9MG|PlSrj&p`WR&xS}^ZmyMC&w3R3b zdawMti(ku7m~az0R>f)4Y0P2vlUep`GISreuQzz)qB3^yRJjK4L-16&1}`m_ZZfYA znSY@&@h_rfjtG5<#9icA7tx`_8hSwJD~&IGC$hmS%nojcG)erfUV|z0`%%#z%E_^g z?O*}OK+7>XlCLR?-=RbM#Ot{;nFUpQM#x z-)2OL`|NM5>#uNXEsa!9L5|)&85&tm&pHK?&R|xN-`g$8KFJ6sGq^E)x#(Z~7Np${?0Ai=^coE@P}19dC})XzCPePe zn}O?Q8|zSeR%)B&pWT8Secd_K{kuueqypxUzn-cOUfppT!30>AkP`lbJ zYhSU)t6f8>bsDjk#Et{ZETlXKBjw%98F0e`88xQfq0(X=%)Ny0z@z zQsv1JAhk}i%#5-zE6glTWc|o^Wm&hh&z+heW{HB-TB07=Rea~QNkgr2vnu>LmrEkA zg&uB>$EtHfi8XAm&{t+XOlMAp&<$+=G{+BXA0n|%bAD0{+QJ0MHADGjr}LYZ^1Ise zC&g-7dMP!)7T#yGNYb*Eo1%PW4t{26O4ucl;C_WunD2Iv$Et87k%k;5f0}4!%W<)8 z9%eCBsSJ3Q=y_b=q-97mJCa|Q7t%TB>_L)Y!*#hyrlI8~9UXie-g>`5nkw>%IR05n zF1O_ULGIBL>#U^-HP$xz(e5iYPwDGgD;KTiMNp;$W~L+4d`rm@A~&e%l#(r5K#77q z+1^^LHD7$ZJvm6MC6nnT&8^bP+Ol*FHSSEq*NZ>xBW6Y3W}G_ zcvrE070x4K_Ay$yhzM5|v8t$WYF+jLIjI$u)p>H)z&@Vk?Ql}6AdoC}P-VzJ$U2cN z5e^@(%J7nE?D3SxAm>xLL*&KxpE#AZ;a}B<$4YT@hSy1~tNKU=TA=MCU)v+Io?%$QXsFO| zUu~IWNq1PWTS-WmhN~l!%v(d|gDHj#IJO_yO!MZbT+4btiwm>hf~+d)Rem_5~eX%1Sm&*}|L zxmzxmV=|~ZPX_r@q{!}@Y0slAf=#W(8W{d=inOlm(24QM~4*?e+D0ACq!t&^e35>U|`Y#_q@8 zCT#dVAYX=i9sTP>Im?u}{ce&^jD{J>G~!^BhYcwm)^fMJFk!#4w^-y(OKHAdHwDL^ zcUE(&p?JripH@rI(eK~(PnPa}y&|uwq|zIE6h1M=+ONZ@HR7=FcV^M2SCy9AIVS9M z1G2pflHBm-824BAiUJwR>TKUwtJ@^=Lz9Pz$&D8CPo|bBmMaK(T*FQ+Cbym=SE}4+ zC@6LJ?pPNpn$Qn#^DzaO$-N62;nQVmqXP4!eKu{|isH04(S_G`Bp1ef=2f~|Jl63Y zO031OQz*~W3}qGj$1%SxE|ZI9XEnzWNZHmv$XcKCL{Faj-vFrmPuEPsmx1d z=PG8-H4|2z*E{QC7~9m`^?%ad}@Ii6e+79h*l=6SBX;1@>+ZMV`jirwrY#sfpdS8gFZQNxhZopC`QdW~ByI2fsI6 zd>g;xcu6(XEOT>)yv*9=0Smb?BKN)MVe^V*s?OkcAk$P(Z!?Kzc>G%nuMS=54n?ka zT9hD-mZ<+q`$n-RM6Knc=n7q(W9!1*tJbQc9rz4Rk&FvRa+UKzO!6|09?5^3lj@~4SROJ$|J;iB9OP2!FPt2v+p3sWedEmGZZV6mIpJFU_gf*|7r=m8EdD~gc@_Cezaj_SdH{x^OZCU*r)XZ zOYVcNlLNNo^(|Q8&1){!!&Pd$_;QJ_@n!0v zQrqO6EqC`Sav8lbFRx;?>`!y^IH2T}5IVMjE$w$XkZcr%GL!6vOAxEe!AY(~k%XZ< z%{sBOYnc`Yk4w(Zoi{gOJFiOQv1tu1#qzIpO%}EqbasMRZQ)R2Es`9RQY5WbscCYU z(OcdYMnTvWmzlpbpu1rzGdS+pRW)>H{D4l3Dh~K6w4#K&e0Vwgrw3Cjpj_BJHt6~$er$5 zt?pPS4o#>T_tTGN70sD9b>aBBTHby`thjV#QK5S+6|1Rl(`n41_LB)YojDL?kckXe zkkc|l7O1x5hLDs?ZbnH3;h+DdB5~GXtnFn&3GHnZeqe4Unbu~~pPzym0b~PFF#oi&O1d4L z%@M24CzTebAAg&Y?2xlyzO>%V4P~=e%LpZIE)&ncJYAivVJxc?GS=~{2{r0q{b&L+ z_`_>GXdR;eY)+y6VJvquOvBd+9_ujnQfl;W8pUr(=Y%dp{cTQvXF;9}ZD&pBZD;*xqI6Q<5>HoCe%WV(~nvR|5j57KgF|cvC$P6yk?O?_~$se z4H-5 z$&^B-XkSrPlF+w9>m6sV+vnvZmdNWA5*55oPhJi!rSM03**nsHRpzYuSR=h68ECmi zM!q%$)EaXno%%9bU!SZjPMhf>{Ii5yZ}O~yQ<7NwfF{%ubg|W?Tyjq5fs)zMbd-jo zxd`wt;3Y+cTVqJ#hA-evG7Zz$d@ze=|1t-fUKnXS{~D|;lTrARNMmKmpC*!7G&3E8 zJTaG3RrbLFr>7J1=j0@Y>?~uKKs~SWwq}E$6Kv7p_U<``IvIdpD*2p zvaIHcK6EQM*p@nZLAdo7FQ`qZL5IqiBql+yL3NJ7ynIGV$p}|=r|>Y>aCBxP%wSKl zA-qMN??seqY@VDE{S)Clt*+#N@-MdRP1?xYfMZ>3c_}sQ2=B95YQJ;H`&Mop$sz9D zA7)dBiXgW_Wdysk;4zC}QwBw_pG^@KlBa#@L&kmAc{kQSOGf7VjCGbwdHeb3l-<(q z+1M^P%`F|cRLrw)<~b*4N0)3eYjSHsZ=chTX3^>3kgI+2HMc^;y)C9z_xs6t?EzCh zWiW{v=9lraiGXOl|$m!!e&AbYI5k-(i8Cf@F#DYYT_?g)e{JOq8lex1bkp}K5f104VK?kunjTXDR zzr*qTmy8^j{wMc%k9A`vlvv}oGiS?%p-d&1-)6B7hdcF3yp3rdD%TKO=p*KIVCq)< zuS=O=DNP2odlKUMqcnC&D9m=A54QVe2OdQ?e@{* zJ7%$LN-fp|FDFwheR{->RJB!$_O>ibj55Ehqak0Ol7GqIa>Az5a`d&I?3P)ua9mx@ zs$efnrHkF}9LXidUPv;HH=>*mCLA?PX-b|WEE7(3@4JMs2pn@|fgcC9~%Cq2sKXbLuyDbkn8KprYC zs#DuTEiY`5kj`1$tT|_e#5;mbIxR$3J#{a#oeEBOmcQm}&n+Bl&6{KzXP_OfMq^>B ztW$4hTwrS+*UFAPkMRGTJW#HB9rvSx&rg3=N+gM^Lj7+ zk)6!D?V*=p`p`x@IrH%{yDYf}OaF>n!^Aovdnt8s2Y8?D0?%J8bM)D)?LZK3^s(PI zk|(h$qUYaO2bCt&xWo0M2|Kk!DsLGwBop;Y?n8z~#)Gh;LrZS!JZCet7JNqKtsca?^lrLh{up~PB-@u9EGnxJ}@+!hSlL8^3ur|nH5X2Zn&~F$+Qqz=7R}8SMKDRd)$mUNZJ|cq-N8)NBfkW z_-VQE?4DR-#W%?`es}Z1#Ghei|2LnjqVIK(X>g^{;$98J+VM1@M%zw5nt1*JE?+WA z*ge3_nwP$ZJTujb7e8FJr<2SZ>FkQJs&<=BOEk!SG6hTL44bNqoHhK|K?a)2KYFuI@bL?Qfc&|{H-fmX4qsTT(P{wMs{k3Ht0BpM3D^6b+>V8 zWqBr53duBb=QJN|=y}p<&dtBbWe&f{=sczgHBv%92C?espbs``Sz$&aM$;yph8%1^ znTVkgqdHnt&S_G2n=3fycr~y2b2ewZ-N~f$H>iDCAiGoWN)fpc;|*2w`-s_~{yk59 z}lKTY)9xj9)mIdc=$JU*}YDfC?up|P#ON|(vxoTZPq z(j}D!9>{ok6WMg*(SgBJYN@Qo>i zb7Ly>Z(gg-6vc0}rYj3;kJX6PX!TNRG1~YKO6GdA=>?UGOv)u^>F~0~JH$;o4KP6N z^08hy#HBGx2bF%~o~J@Ba&&*K_(9qZ;?B~LhgAdrY;V8nL-OqLoHbt zxde#0&|X@N-$90_Yi^0qt=?cGo7pOyWsJ9fn{*mvjGgnsEM>Mg=dv9oV+NFKGc#sAO3fpxPATFY$eL2iF+s{${5DdPN9JUYSCjiw z7L1nrx_0L>_tb*s8Aq6mEt5@Q`e2+IEw}=yN!w8hfJGR@ztPQv67`aLh?I~#)x9XHE=AJ@2E!JQumV7d0vd`z*&)Nm!5B#C2UQln>ipG|z4d1kf)^E^;#zOw>IxmjyAI5?bcpWKfL#ajc-2HJyg$cLz~fr;pSbuRV-r=HRwPy z6*4EBT=~+gVOd()nY_1guvPt&it7HL|XM zGbPN?kO^}nE-fyUNix_Q{N8UbWo6`cc&y&SBPNG@C#9CUrLp`nx|o9(75awtO0Xo^V`{#sntpMNj6!ShTGXDnJ)Hd^T8}| z_QtnBO=6kj(%C2CRe%&-Qu=FOKbw-|>IY|~E6btI+x>HIEj^BTqacXXnq7P2%_H zNMpd+8Dd=rNFoi|pT>kaCwK!Wv}NJnfig!xa7w7EsEiD4h<8db=`?7MO7qFawSVf{ zK_Z8n>E#G-X2~GN;YKnIwYBMaF_EU%$Z%5WfaV*0j#W-Tod4{zE;McOy*KjM4jboW zSYw`R4VNa~lACl|oPLt8*TJICW1A+GDU;0I5~**bGdHqt#aaO-nMUlim^@@qwVcvq zM0GHT+OJZ1m{`ucrcWchbg_2hP+|?32z_PNyIek*^ZNAAa2dZvCqI^{m?G`gSQVO= zQo|1LK6^1M6XeUv_B)3;di_agyx+?sG%_1xc)?>$LgOUYG7NIQGzB4ZecV6%q_{ux zxRYX}Ka+g8II(6PuR9+tS3l=pO}Ur>i*+OQTZQZxtQo(hDZh5_vc+m?l1k%sSd^Vj1>T5sQO}=QZ|4gFy02GVm--ytZW&&?#d&jyF5l*eq zw+eq}%HYp)>OCSM_mt%guI3pm{c%N7hSJFXUPsAHw^PO?GpV&?!!?-g$f9~*$nyk= z#f#?BZ@{acq?ajG=H2!4pK6X2GQ1ncdaBt?ucevjeyeNBymE)Z^j?<=^{;d@m$6$? zP*#!uW;!p6RDQ}nCE+&DW4)QKb{<;5k+uKD6wnR`$E ztyu0ybEY!e-akjkOGwx$+#5Nu&JkWpjo-`rY|60IW?N@hN_Adjctfm3C6$Ki$KNJQ zr0ZzE; zgpAd7AEec&ql0hk#-%%}Tnf(rKB=er6MDAtqJZk9P5MmrY+}ZiExpzhaUBz0OvMb;ZOeVCM6a z89*5I8|tVGHL3m8%&((^QDg1XnovUx)sJTB7ZICSTlZ*dka+Hki<4nZg&fc|IL|YAFU%3i()Tjpa;THr5Pk*MT$6 zCN$~gikUh*+%}B8SA{YNua3~yra;p|PZ`@mEmN2I!`Il?{RXQp#wf-uM+z0I!Rn^h zGMU|gGReQ%j7_QLc+bF^B6)-Vbv^mlm0pev`E$=|v92qf;r5dWCCj>KVYZH^GBv!;^jRA8Cxll3xzsVYXxtSLB-a%% zSW6a~UsQ@Tk}~O6(t4HoVOR^%a>#=!(RnmCrW`hTq#X83Z&#H*C9gF0A51y?^PEh9 zEQ6$+<0aPCu<11NX#2^8oX4PK?I9D?itn9K)4Gtgc!=sfHfqe_?{#IY+$9eEYtKT_Q{GU$?A_ zHZx*1=1HZ&hw`_H%Lsk%#weH2(jm(wtQkDQwASo^P31K`@}?R0v@xXq(}qc)(K^nS zace2L(@fXoT+K`J?dG@T|`OO1F}!cfPOx%E61w;+YYoekZ)yk2(hF z=p~ecKJsGTdbHFgCFx237K%psTS%zGHNB&7(Hf6n~He?$S&axv-U^HwF}bK zaV*w*1rklE0o&6OwRwe~y9@nV2BvI810|ABqx2?<)@%M0h>N`I3eyG%Ck#zN8m?>V zZ3EPuUgOuA*0e|PbA4oBx&O#OIApzDQU9HXhHW>uj>i$Y1j*8};!Bcs9QQGoG@Rbs zp86n!d(8I^V#*6AN_axwJlLw8hT$cyw@F-YHd=yCxvBDzCPbuPvc0?nHpPrH#1i|6->Q7-F2nbC|&0<3$NU-X3SAyCbJ&-)9`im z({XN)A-pn*R>pX^HE6vT2>+3R#%{}fBZdHb`O121>nAb2`EIOw8#a-I8l&?J^HxuD z#`XK~O^w~fPvE`g+PwJMS*!IPdUdDQxMO8iN=+?&t_#h(v#0v+&YqG;%t@!^PJy-p zN{boKt`CB?@iUd4r$|*>Z`0CEr-kSks%dlec%yy|b|>=!E&FmOXTjs`PNCEqvE3YA z1ZI|Ofq7+AG@OjSv9DOpD4d_#Tg&Fc&1NXG#1VQ%p?%VhCYIOSl3~_zzfe|@KK2=2 ze#w&Y;E^lLxXbUS)&lif?7!4k&v2%M8bMZl=g@}wk271nZIU{ZYw-T^n&vt70oM{{ zmiFiFrr+Ndhs_aGRnk(D$1&YwEM8TmDK&7@dBMeEZ~)6A4$*}vi~l%~|cqZ$ruE*#|ko6JyX`srHxTc_3y70L9! zhc`IMGlvi06IVr?jY)z?gn=h4&67y5l+p({-Hj^J@ z6_nO~D!tw%a*}Dzz2q7snC^_@Gjv}l6ilY|l%|2ZSH=jY$uw9y>H*2ctg$)MXP7F# zr7c$NsH`7ZDAACx|v_^Ey^H`M(GocVs7nwa|fCArCVQah}61|BbhX` zK$=X$b&ZA#-Nb0cE|@M$R%gjWZ_awF_j*2@N~82(@3r$dCadLsxObgFzOr?~fyQJM zXiS5F#zX_TRZ-j}8rxtXdkZ(T62@h;MB^F^G%mVC<1-30zQI7_qk$%56lg+&fhI%) zP0T3J#0CRRj0T#NQJ_f;2Abps8kf;=B&q5QG{--V$k#cJ#*ND4IFeKi28tX<<3?q2 z97(DM14WLbaicOhjwDrsfg;DzxKWuLN0O?+K#}8U+^9^BBT3a@pvZAFZd4}6k)&!c zP~#1!GZ?xLoz**-qIOyh+C1COOb($o{_koxN9w)O zbJJ>l;g_ONl$WIM(9_>4=c)YNsBZR$psGE<()QN_7PY z<>$p{l3%q#M%Fm_*V_+PZ~itfFYiW$#gWIEx6ZWWCMPf7CQ0*#_Ww%-42lz(w054k#J|3Bofxq10Fk+Mg-4Km(OG%qjj=9F7r zv>mw$nwsg#39|DdG+9waU!JpWGB3T&%gei|3_&iaE_BCFW?Tn&nfbZPD_@t(3!0pw zXPmp2nU{N$VwrVX-X$OIz0G*NXkJ0yJZb7a^_6+vHZL#lruMdtTkwq6ikF#}do%sQ zZGvTdEcv;4`8PH_iOx#T_m(4N)ht$<=vuKuG8h-N_5WXjL$}) z{Ja>=`d2vI72VWW|3JX zr(~MB+WcjB5aslb3JHbh2`}9;8n886TtJ4816FX)L|>c@;9iv?6k#&d9WS zbhGp#HI-Rsmdlluvn&~J1uru%_r{en-=jMqAmby}X65DFO73vTs1&In@*=I`>6xw| zCr2+%WBXWc_zau*5}1dJy_}oMeG;Bh{oky4FEcOqCiVd{C-aPtT+PeNyIFObfjN=a zZf1N2@pJR?Z?abA#g+GuhgW*WW!JpCyj!egc(r{6M>zkC+s2{%ycnA^EHj*W#_c^a z(p;;m4&RVo-`QL?q|4>O?X_}Rk=wb9+obPoRiSir@&6U_|5dA@1j--Nq7pLfoI`) zcmZC5m*G`-4c>q^;ca*a-h=nyL-+_jfluLc_yWFyui;zx4t{_i;b-^-euLlPPxuS| zfq!AsorKMx5j2LT&J0B!uCSds;MG7b~azlfSE8G=D?0H7v{qP*a;RvE-Z$n zuncyAU14|F1NMYGD1bs(0V|;xRzV4rLJG>E0@6?gYhW$Zz}~PA><9b9fp8EU0*Auk za0DC$N5e62EF2Ffz)7$HPJvV5bT|Xfg0taVI1es>3*ln81TKTi;Yzp)u7PXedbj~@ zf}7!1xDD=rJK=7)2kwLW;X!x^9)U;Uad-lrf~VnGcn)5G7vW`i1zv;K;Z1l8-hp@F zefR)Af{)=-_zb>)FX3zW2EK#u;Yauhet}=%ccE(4A0oTjUwris{0o~d5;lWI&={IR zGiU)Vp*6IDcF-O=LMP|~U7bKpEUA1;K8;1akLE{7}ND!3Z1h3nu3xDjrKTi`ah9qxp?;2yXa?uQ59 zA$S-bg~#9tcoLq5XW%(_9$ti(;1zfkUWYf}EqEK=h4q7TQ4v=m?#m3v`3-&=Yz= zALtAHpg##=}II1Y5!s*c!Hh?O=PD2H7wJX2NWk13SW8 zm=6nJCs+izuo#xYGS~%nh23Ef*c0-g019CRtb}4%1tm}lDJX{uNJAB@fwfQrd&54k zAM6hY!a;Bd914fS5pWb74adN-a6FsGx!3&gs_y|6MPvLX; z0=|N;;am6)et;k0XZQtvgWus#_zV7le__+b!e-D28becP1}&f^w1zg&4%$OU=mcG$ zD|Ck*&2`~vJ!xY#Gwt;P7dzcE@Fdb&X zESLj3z+9LI3t%BEf*e>3OJEu747!MJjjPaNWw}ef>p2@N}&wOVJ}ESC9HvJ zsDX8`59|y3!vSy*91MrTVQ>T-2}i?vI2MkB6W~PH04Kw#a2lKeXTsTV4x9()!-a4W zTmqNE+lA=1#iQ<@E&{sAHv7*348{h!Y8%=EDNm2^K*vEQY1940eHC zVRzUA_JlkrfI?USE1?)xK?#&X3d*4Z(oh9!U@g?Z-mnks2m8Z;a1a~0fCJ%RI0O!Z!{JCc3f99ha2y;DC&Ec^GMoaZ!Rc@&oCW8= zxo|#Q02jf+yuA4t#CWs0e8XOa4*~k55R-)FgyZ}!Q=2G zJO$6dv+z8;058GI@G86pZ@`=IHoODx!Tazbd<37sr|>y^0bjw_@GX1?KfsUhGyDR- z!SC=V{00BOzp&{tVKZn1jiD(tgBH*dT0C>6}m$Y=mou@FC?Hp41htf z1q^|qFdRm}D9C~_Fc!wc1egSqVG3*o+rYN4Jxqmcm<}^x7R-SiU@pvq1+WknK@Kd2 zC9n*3hFxJd*aMbB9^^wIBw-~K!75k{rBDXtuotAE64pR9)WAB}2lj>i;Q%-Y4u(VF zFgOB^gri|S91F+632-88fRo`=I1SE#GvRDF2hM}@;X=3wE`dwoa<~Gnf~(~+58-3@1U`e$;Y;`mzJYJyd-wrY8%=EDNm2^K*vEQY1940eHCVRzUA_JlkrfI?USE1?)x zK?#&X3d*4Z(oh9!U@g?Z-mnks2m8Z;a1a~_y|6MPvLX;0=|N;;am6)et;k0XZQtvgWus#_zV7le__*Ih0UN5 zG=`?o3|c@-Xbo+k9khpz&c!f+S?qaX{$z*ra$ z6JQcdhAFTWYy;cE_AnK)VLHr&Suh87fVnUa7QjMS1Uax6mcTOD8Fq!;U=LUhd5{l< zkc5>`1gl^*ltLMl!(NbvN>~HcPy_2=AJ`Z6hXddsI2aCv!{7)w5{`!Ta4Z}LC%}oY z0ZxWf;WRh{&V;k!95@fohYR5%xCAbR%i#*R3a*B0;X1ehZiJiR7Pt*=hdbdexCicq z`{4n22p)z<;W2muo`k328F&t!hZo@`cm-aC*WnF#3*Lrz;XU{OK7^0q6Zi~1hcDqP z_y)d(@8Jjd34VrO;WzjL{)E5bAJ}9!VN=)~8bK3i3eBMfw1U>q7TQ4v=m?#m3v`3- z&=Yz=ALtAHpg##=}II1Y5!s*c!Hh?O=PD2H7wJX2NWk z13SW8m=6nJCs+izuo#xYGS~%nh23Ef*c0-g019CRtb}4%1tm}lDJX{uNJAB@fwfQr zd&54kAM6hY!a;Bd914fS5pWb74adN-a6Fs3$grSi z`RaLi0bYWa;Z=AI-hemZZFmRXgZJS>_y|6MPvLX;0=|N;;am6)et;k0XZQtvgWus# z_zV7le__+zh0UN5G=`?o3|c@-Xbo+k9khpz&c z!f+S?qaX{$z*ra$6JQcdhAFTWYy;cE_AnK)VLHr&Suh87fVnUa7QjMS1Uax6mcTOD z8Fq!;U=LUhd5{l`1gl^*ltLMl!(NbvN>~HcPy_2=AJ`Z6hXddsI2aCv!{7)w z5{`!Ta4Z}LC%}oY0ZxWf;WRh{&V;k!95@fohYR5%xCAbR%i#*R3a*B0;X1ehZiJiR z7Pt*=hdbdexCicq`{4n22p)z<;W2muo`k328F&t!hZo@`cm-aC*WnF#3*Lrz;XU{O zK7@~js#Twe9IBu3)fez3d=1~gckn&@2tUCu@GJZdf52bxH~b5m>>+Fhn?qx00?nW~ zw1igB2HHY<=m4FdGjxS+&;xoxZ|DOF=m!H}AZ!7HVJHlP5ik<6U^I+{aWDZU!erPI zwt}r;Ti6b!!Zer;Ghi0Xh8mkPAy-DeMfpz;3WREQdWI9||A|E1(F9 zVKtOM8Kht@sDMhSf@)X`>tJu#7xse#;6ON7s9JT1$PRHBUmXEQ!qKoEj)mjk1UL~k zz{zkboCasWnQ%6o1Lwi{a3Nd-m%ycPIa~o(!PRgrTn9J6jc_yE0=L2Ka3|aa_rSey zKRf^r!Nc$@Fjc& z-@v!UJoD`*XEp&fL9j?fvpKsV?P zJ)sx$fxgfW`olmN1cPA+41?h?5=Oyj7z5*AJWPa1uq8}^tzjG34z`DBkPS0nCd`I8 zup`Wc`LFQ}H0Y|~na10y^$HNJ55^R7|;8Zvr&VaMvY&aLrgA3q7xEL;h z%iwaj60U-4;99sIZh)KMX1En@gFE0(xEt<)``~_f5FUa@;8A!So`9#|X?PZ%gBRdM zco|-S*Wh({6W)S%;9YnhK7fzlWB3$4gD>Dq_!_=}@8Em*5q^SS;8*w^{(!&WZ}=BB z*;CjIHiyR01e!r}XbG*L4YY;!&;dF@XXpyupa=AX-p~gU&<_T{K-dBX!%!FoBVZ(C z!Dtu@<6r_zgvqcaYz14xwy+&cg=sJyX22|%4LiV&Fc0R#Lf8p%AQzUvQrH=Gf!$zt zSPpwaJ`_L_RzMLH!)hpjGDyK*Pyv-t1=X+?*1_JeFYE^gz=3cu90G^I;cz4z1?%A$ zI1Y}76X7H{8BT%I;B+_>&VqB`TsR*tfQ#T_xD+mfE8t4F8m@us;Ci?bZh~9jR=6GR zfV<#sxEJn&2jD??7#@Mg;Bj~oo`PrKS$G~^fS2H9coklQH{eZp8{UEU;C=WIK7vo+ zQ}`UdfUn?d_!ho{AK*v$8GeD^;CJ{F{(^ttU)VHH*bEv$V`vJ^paryq*3bspL3`*3 zouCVJh3?P;dO>gK3km2C17Hwr0YhLY42Kag3bJ4fjD_(q0Vcs@m;zhDHn1&h4^tr< zro&8_1#@5rm<#h@0W5??kOPZh2`q!1VOQ7<_JHM(2l-G4NmvO*unJZ~DU?Au>;-A4 zgf&nNHLwo$fqh|rH~S7$HH-N0-OjNgsN31i!>ci<*U=-3^)tU zhI8ROxBxDMi{TQu3@(Q&;VQTWu7&I22Dk}shFjq_xC8ElyWt+V5AKHt;URbg9)-u@ z33v*ghG*e9cmZC7m*Ew74PJ*g;VpOv-i7z!1NaC&hEL%$_yWF!ui+c`4!(yU;V1Y7 zeudxR5BLlIhJRs`d|@-#92!FtXa>!pCA5Mz&=%T52j~Qyp(}KQ9?%ndLmx;$KNtW5 zVG9@xLtz+JUL!geqfronWW0kdE>>;OB$JeUs)VJFCe zTv!52VQ1I{c7xqvIqV7fPyk6-0Yy*@tDywSAO(9t1yn*6RKr?W2YbW5upb-%2g1Q{ z2pk57!;x?ltcPRZI5-|ogp=T8I0a6F)8R}w3(kRa;e5CNE`p2UQn(DRfGgo@xCX9+ z>)}SY32uQ~;dZzK?t;7FUbqh)fCu4Wcmy7U$KgqM3Z8*y;dyugUV@k5Rd@~FfH&c7 zcn98t_u)hM2tI*N;dA%`zJjmeTlfxsfFI#!_yvB0-{DXA3;uzBVbcO(GiU^jp(!+j z7SIw}LmOxZ?V%%df-cY%x1-+p!B%nVGfI+YY41u9A97ez>$bvC27RJK_m;{qy z3Ty@2z_zeGOoeQi4l`jE%z+(XF3f`kun-nO4lITxuncyFU12xa1C~P`s7 zDp(DrPzL3&7o?#Q)<8AXz&h9m_J#f705}K^hC|^nI0BA@qhUQ93&+6;a3XAgli^f2 z4bFfw;cPeu&V%#eLbwPnflJ|XxB{+%tKnL>4sL)O;byo6ZiCz5PPhy1fqUV8cmN)P zhv89p44!}|;c0jVo`dJ%MR*Bbfmh*mcmv*ox8YrQ4?cho;bZs&K7-HUOZW=Dfp6h^ z_yK-`pW#>d4gP>X;cxf{HYpS~h0UQ6G=Zkj99lptXbo+l9dv+>&>6ZwH|P#Mp%?Ul zzR(Z)!$24WgJB2^gW)g|M!{$p1LI&kOoU0WB}{>>VH?;Ewufnu4KrXS%!WCzBg}>Q zumE;~MUV@NVJR$wU0_$(9rl1dArA_m5LUoSD27!~0;Q0Ga;ShbRKXfp3pKDe>;wD3 z{%{~11c$((a5x+RN5Ro>3>*u`!wGN_Y=BeXR5%^ZfV1FiI2X=?3*bVy7%qX!;BvSU zu7YdeTDTr=fScfExD{@LJK#>Z8}5Po;C^@z9)d^UQFt7lfT!STcov?67vM#B8D4?c z;B|Nt-hy}FU3ecpfREr~_!K^aFW^h~8oq(=;CuKHeu7`%SNI+NfWP2x_!l-w3Y)>^ z&={IPGiVMip%t`&w$L6rKqu%7U7;KFfS%AB`alBu!2lQtTfkr#3d3LojD##04P#*( zOn`|n8McJ2U~AYGwu7lK4W`2km<6+82iOtj!F*T!V1a0}cDx5FK97u*f^ z!hP@nJO~fNBk&kJ4o|{U@C-Z)&%+Dw61)tr!fWsbya{i^JMbR74Q+f0{X)M7zA6u5Eu%>VFZkVEEof0VLVKLNiZ3vz*evgYzy1NRLF+uFcW6M z9M}Qo!aP_23t&*I1~CeRd`LknmHt)VTngAULUIzt!e2Hl}2^nyOn7y3be7zl%4FbsiVFdRn0 zC>RZ6U>uBxi7*MagekB!Yy;cD_Am{yVFt{E*)Ruogt;&u7Qjxh2y$UDEQMvT3+xKJ z!yd3F9}a|r;E?}E(LKe0fdoJR zt!>-3ZQH)~>RxTzwr$(CZQHip>)TCUCiB04lPm^d2!>)fMqm_1V=TsD0w!WIreGST zVBFV=wmM01o0Xj^G%M<0MYu z49?;_F5nU_<0`J<25#au?%*Eo;~^g537+CPUf>m8<1OCd13uz2zTg|a<0pRM4+1p( zOCSVBPy|B=ghXhBK{$j*L_|UqL`8JOKrF;YT*N~HBt&8)K{6yqN~A&>q(ypUKqh2H zR%AmCs}6h(2AKq-_)S(HNsR77P|K{ZrIP1Hhd)InX;LjyEKV>Cfi zG(!utL~FD`JG4hfbV3(&MR)W-FZ4!V^uquQ#9$1;Fbu~?jKUa<#du7>BuvIsOv4P! z#B9vLJj};JEW#2j#d55`Dy+s@tiuLu#Aa;4Hf+aE?7|-G#eN*XAsoh09K#8m#A%$t zIh@BuT*4Jx#dX}kE!@Uk+`|Jr#A7_cGd#yjyuus2#e00fCw#_Ne8Ug?#BcmTz-E65 zgdhlt;0S?G2#v4^hX{y>$cTbyh>nw!YG1bD2|dSg)%6M@~D7HsEn$ph8n1ee^49$qAu#A0UDt({zFqV zM+>wbU;URMi+ELcl1Or^g&#|fOmX`ID5 zT);(K#uZ${b=<@)+`(Pk#{)dVV?4z(yueGm#v8oDdwj$ve8E?I#}E9%Z~VP~pA`Zl z2!bIvLLwBxAS}Wo0wN(Yq9Ph%ASPlX4&os`5+V_jASsd~1yUh3(jpx)AR{s(3$h_Q zav~S6w9yzE3q1Dunz075u30DTd^HGunW7f7yEDk2XPoja16(B5~pwmXK@}E za0!=j71wYBH*p(xa1ZzK5RdQ#Pw^Zt@CvW-7Vq!@AMqJq@D1Pb6Tk2W0b2Ye5CS78 zf*}M#A~eDv9Ks_aA|VQ*B06Fq7GfhV;voSNA~BL68ImInp$odAJ9?lOdZRD;VE_hVFos|lhGQf~VGPD%JSJcgCSxk5VFqSmHs)X+ z=3^liVF{LEIaXj5R%0#JVFNZ|GqzwGwqqxDVGs6VKMvp!4&x|};RH_NG|u20&f_93 z;R>$eI&R<=ZsRWQ;Q=1vF`nQVp5rB6;SJv6JwD(QKI1FC;Rk-=H~t`C%fAFd5ClbV zgg_{SMp%SH1Vlt+L_st}M@+;*9K=O@BtRl0Mp7h03Zz78q(M5QM@D2q7Gy3 zQ}fn;H5F>BYL5=+gwE)SZs>uY=#4(;hyECdK^TIe7>*Gbh0z#`ahQOKn2afyhUu7z zS(t;ln2!ZmgvD5jWmtigSdBGUhxOQqP1u61*p408h27YTeK>%FIE*7WhT}MiQ#gaO zIFAdsgv+>!Yq)`%xQ#owhx>SlM|gs#c#ao%h1YnCcldyh_>3?3hVS@^U-*Lnt^N`S zfe{qJ5CS0)8etF);Smv$5Cu^Y9Wf9Ku@M*XkN^ph7)g)}$&nJNkOpay9vP4cnUNLQ zkOMi98+niq`B4ysPy|I$93@Z+rBN2;PyrQD8C6gX)ln0*P#bkn7xmBp4bd1)&=k$k z0xi)RZO{(w(Gi`{1zph{JvF0UNOyTd)n=u@k$n2Yay}2XF|7aTLdJ0w-}AXK)VZ zaS@kr1y^w$H*gELaToXS01xpPPw))S@e;4_25<2mAMgpE@fF|j13&Q_e-NpBQhZivLZWj zAQy5YFY=)P3ZgKIpcsmyBub$S%A!0fpb{#hDypFdYT_T%#=oeG`e=YgXpH~R6wT2B ztTvoITT zF%Ju{5R0({%di|Pu?lOj7VEJAo3I&Mu?;)06T7ho`>-DeaR^6n6vuG_r*Il)aSj)7 z5tnfV*Ki#-aSL~F7x(c1kMI~z@eD8U60h+F@9-WU@d;n>72oj#zwjFY+WaLT0wV~5 zAvi)J6v7}Z!XpAAAu^&O8e$+OVj~XXAwCi!5t1M&k|PCDAvMw>9Wo#zG9wGJAvp)iV~7)qcdN}~+Qp*$+05~`pos-p&K;UCn&zo>`$XoyB=g8$GA&CwFA z&<1VM9v#pLozWHD&;vcu8-36Z{V@=OFa$#}93wCaqcIlaFaZ-W8B;I~(=ijXFb8un z9}BPui?I~TumUTw8f&l)>#-4=umxMO9XqfKyRjGhZ~zB!7)Njn$8i#;a0X{_9v5&4 zmvI%>a054S8+ULI_wf*q@B~ls953(+ukjY|@Btt38DH=X-|-W_@CO0f{v{9sBPfC) z1VSP-!XO;NBO)Rp3Zf!9Vjvb`BQD}00TLoHk{}t9BPCKH4bmb#G9VK&BP+5Y2XZ1e z@*p4bqaX^Q2#TUON}v=Y)J|qA{AFDVm`LTB0@D zpdH$yBRZiAx}rOJpci_hFZy8s24XOVU>JsDBt~Hj#$r4sU=k){DyCruW@0wxU>@dU zAr@f?mSQzlE!JTJHexfjU>mk$Cw5^E_F_K{;1CYuD30L-PU1Aq;2h55A}-+y zuHrgw;1+JghK>GL}WxkG(<;C#6ldzMSLVcA|ysqBtr_ML~5i#I;2NNWI`5XMRw#sF62gD z=dVLT>c5~g4(reg+XVK(Ms9u{CB z7GnvPVL4V}71m%a)?))UVKcU38+KqPc4H6rVLuMy5RTv|j^hMQ;WWO7Vh9K?&AR-;W3`#8D8KeUgHhk;XOX$6TaXpzT*de;Wq-b|4TpwMi2x;aD+rC zgh5z@M+8JdWJE)fMqm_1V=TsD0w!WIreGSTVBFV=wmM01o0Xj^G%M<0MYu49?;_F5nU_<0`J< z25#au?%*Eo;~^g537+CPUf>m8<1OCd13uz2zTg|a<0pRM4+3=fOCSVBPy|B=ghXhB zK{$j*L_|UqL`8JOKrF;YT*N~HBt&8)K{6yqN~A&>q(ypUKqh2HR%AmCs}6h(2AKq-_)S(HNsR77P|K{ZrIP1Hhd)InX;LjyEKV>CfiG(!utL~FD`JG4hf zbV3(&MR)W-FZ4!V^uquQ#9$1;Fbu~?jKUa<#du7>BuvIsOv4P!#B9vLJj};JEW#2j z#d55`Dy+s@tiuLu#Aa;4Hf+aE?7|-G#eN*XAsoh09K#8m#A%$tIh@BuT*4Jx#dX}k zE!@Uk+`|Jr#A7_cGd#yjyuus2#e00fCw#_Ne8Ug?#BcmTz>a?jgdhlt;0S?G2#v4^ zhX{y>$cTbyh>nw z!YG1bD2|dSg)%6M@~D7HsEn$ph8n1ee^49$qAu#A0UDt({zFqVM+>wbU;UR zMi+ELcl1Or^g&#|fOmX`ID5T);(K#uZ${b=<@) z+`(Pk#{)dVV?4z(yueGm#v8oDdwj$ve8E?I#}E9%Zv^P{mw*V2AP9!w2#HV#gRlsX z2#AEph>B>4ftZMmIEaV%NQgv8f}}`}6i9{CNQ-pHfQ-nDEXaoJ$cbFYgS^O(0w{#S zD2iezfs!bVGAM`gsEA6af~u&F8mNVTPzV2_9_phZ8legPLo+l-OSD28v_*S#KqquY zS9C)U^h9s;K|l1zKn%hV48?Gaz$lEySd7C2OvGeN!8AN9!7&`iNu0tNoW*%uz$IM9Rb0aj+{A6% z!9Co^Lp;J0JjHXoz$?7QTfD;ue8gvb!8d%zPyE6k1nB&iKnRSW2!;>{iO>jxa0rix zh=eGJis*=eScr|dh=&A7h{Q;OWJr#bNQE>=i}c8VOvsF^$c7xqiQLG8e8`W2D1;&? zisC4NQYekGD2EEDh{~vfYN(EysD;|7gSx1P255-JXo99_h8Adv)@XxvXpfHQgf8fc z?&yJD=#9SUhXELf!5D&J7>&Der%*p8jpg+17d{WyR_IEh7&l6(>Q~3IFF0Cge$m;>$rhixQ)BG zhX;6w$9RHgc#fBNg*SMM_xONM_>8akh9CHe-}r-oUH%dXK@b$d5dxtQ8etI*5fBlP z5e3l@9WfCLaS#{rkpPL17)g-~DUcGWkp}6I9vP7dS&$XkkpsDq8+nlr1yB%$Q3S(RUDQVdG(uziho)$b7HEamXp45}fR5;lF6f5t z=!stFgTCmG0T_hA7>Z#Sfsq)EF&KyOn21T3f~lB}8JLCHn2UK>fQ49$C0K^#Scz3w zgSA+X4cLUu*otk~ft}cmJ=ll+IEX_yf}=Q&6F7y_IE!<*fQz_{E4YU1xQSc1gS)to z2Y7_Xc#3CuftPrVH+YBl_=r#Vg0J|FANYme2+;K}0TCEM5DdW)5}^o4b;LvsDpn|5B1RyjnD-Dp&6Q^C0d~k+M+!=pc6Wy zE4rZvdZIV_pdb2UAO>LwhGIBIU=&7UEXH91CSo$CU>c@lCT3v{=3+h;U=bE$DVAXc zR$?{QU>(+DBQ{|RwqiSWU>9~{FZSU84&pG5;24hMBu?QB&f+{S;1Vw5Dz4!MZsIoX z;2!SdAs*ogp5i%P;1youE#Bb+KH@XJ;2XZw#Z~Q^P?tck{AP9=!2!T)tjj#xZ2#AQt zh=OQ{j+lsrIEah*NPt90jHF106iA8GNP~1pkBrEKEXa!N$bnqQjl9T*0w{>WD1u@r zj*=*aGAN7ksDMhSjH;-H8mNhXP#gcEF6yHJ8lf@%LsK+I3$#LOv_(5~Ku2^&7j#2+ z^h7W8L0|O801U!l48<^vz(|b77>vVsOvEHi!BkAg49vo8%*8w`z(Op>5-h`Vti&p; z!CI`x25iD+Y{fS0z)tMO9_+(@9K<0U!BHH?37o=doW(g@z(rif6385B$P!1nBXXfC!8r2!`MYiBJfGun3O`h=j<9 zifD*|n23!yh==${h(t(&q)3hwNQKl$i*(3QbD2MW>h)Sq}s;G_{sD*z}2mhiT>Z2hVp$Yy&Gc-p_v_c!SMSFBWCv-+vbVCpH zL~ry#KlH~y48jl$#c+(kD2&EfjKc&>#AHmtG)%`#%)%VZ#e6KlA}q#IEW-+{#A>X; zI;_V=Y{C|7#dhq#F6_o$?85;Z#917b zJi-$^#dEyCE4;>Ayu$~4#AkfLH+;uW{K6ju==qmG2#lZzh7bse&h>f_2hXhE7#7KfZ z4cLgy*n(}?j-A+rJ=lx=IDkVqjH5V)6F7;}ID>OIkBhj3E4Yg5xPe=^jk~yq2Y86b zc!Fnmj+c0aH+YNp_<&FNjIa2HANYyi_=AAG{t^g55EQ`?0-+EZVG#}y5D}3P14 zF%b)K5Et>00Ev(oNs$aGkP@kp2I-I<8IcKDkQLdH1G$hJd65qVP!NSt1jSGsB~c1x zP!{D;0hLf0RZ$H!P!s>4HvUCj)JFp}LSy`grf7~9Xoc2ji+1RMj_8ao=!Wj-iC*Y~ zzUYqu7=*zXieVUmkr<6J7>Dtgh)I}&shEx#n1$Jxi+Napg;5u^#kr`Q#4cUg*Ir5_UM34=!~xDh92mN-sppV z=#POIgdrG;;TVBY7>%(QhY6U7$(Vv^n2wp4g*lju`B;EOSd67uh80+e)mVddSdWd^ zge};L?bv}`*p0o|hXXi>!#ILtIF6Gzg)=yd^SFRZxQwf~h8wtv+qi>!xQ~Z;geQ24 z=Xilvc#XGshY$FO&-j9G_>Q0Wg+B<;=P!W}7(o#XArKOw5eDH99uW}I8Cj7HIgk^%kq7yZ9|cheMNkyQQ39n<8f8%q z6;KhCQ3cgd9W_x4wNVFkQ4bB!5RK6UP03M4JFyFUuowGr0EciGM{x`%a1y6+2Ip`d7jX$!a23~a1GjJ+cX1C7@DPvj1kdms zFYyX*@D}g!0iW<0U-1n;@DsoB2Lb#3B@lujD1svdLLoH5A{-(hA|fLSq9HnBA{OEx zF5)8r5+N~?A{kO3B~l{|(jh%EA``M8E3zX8av?YJA|DE%APS=hilI14q7=%YEXtz- zDxor}q8e(TCjLQf{END%j|OOj#`q6S(Ht$%3a!x=?a%=o(HULP4c*Zbz0e1J(H{da z2!k;c!!QCPF&bkq4&yNqlQ0ESFȽ$rm7^RNI5u^3CR49l?+tFQ)Zu^t<+37fGM z+pq&Wu^W4^5BqTthj0W(aU3Ub3a4=v=WqcRaT!-|4cBoKw{Qn{aUT!x2#@g;&+q~- z@fvUN4)5_1pYR1=@f|<#3%?Pd-(LbEFoGZ$f+HkCAq>JIJR%?xA|ooIAqHY1HsT;2 z;v*pvAqkQqIZ_}MQX?(WApK)_z%s{94*lbZO|6&(E**%8C}s0JF#@A78e=gI6EG2zF$L2w9WyZtb1)b4u>gy(7)!AXE3gu)u?Fj~9viU-rX8+)-22XGLFaRkS394B!KXK)thaRHZb8CP))H*gcTaR>Ks9}n>ePw*7a@dB^# z8gKCqAMg>M@de-T9Y664e-NPmUjiX8f+83~AS6N~48kEiA|eu^AS$9G24W#L;vyar zAR!VX36dc>QX&=7AT81(12Q2qvLYLDASZGo5Aq>D3Zf8-peTx?1WKVa%Ay=9pdu=x z3aX(xYN8fuqYmn#9vYw_8lwrCq8VDCC0e5m+MzuRy zhG95HVid+;EXHF3CSfwBVj5;(CT3#}=3zb-ViA^LDVAdeR$(>PVjVVMBQ|3TwqZMV zVi)#cFZSaA4&gA4;uucgBu?WD&fz>R;u5alDz4)OZs9iW;vOF0As*uip5ZxO;uYTD zE#Bh;KH)RI;v0V8Cw}7(0uJ~~AOt~B1V;#jLTH3VI7C21L`D=uLv+MMEW|-v#76=o zLSiIEGNeFCq(&N~LwaOHCS*ZYWJeC&{Da!~7j;n|4bTXU@gJI^Ia;6VI%Z%NW@9eqVF4CmF_vH%mSZJWVGY(|JvLwyHe)NcVFz|% zH}+s3_TwN9;Ruf6I8NXcPU9@j;Q}t=GOpknuHzRW_wfLa@EA|=3@`8! zuki-&@E#xW319FP-|+*#@EZXJ{v{v+BM5>aI6@*6!XPZdBLX5JGNK|HVjw1BBM#yr zJ`y4kk{~IPBLz|+HPRv-G9V)|BMY)2J8~iy@*pqrqW}t_Fp8oWN}wc4qYTQSJSw6R zs-P;WqXuf>AJoCWsE7J!h(>6F|IiH0(GsoD25r$E9ncA#(G}g$13l3jeb5j6F%W|= z1Vb?#BQOf1F&5)60TVG9Q!owFF%z>e2XiqW3$O@_u@uX&0xPi^Yp@RMu@RfF1zWKl zJFpA8u^0Pr00(gxM{o?saT2F+24`^|7jOxeaTV8a12=IScW@8)@eq&j1W)lCFYpSl z@fPp!0Uz-hU+@jz@e{xB2LT5CB@hB5D1spbLLxN6ARNLYA|fFQq9QtCAQoaHF5)2p z5+X5@AQ_S)B~l>`(jq-FAQLhpE3zR6aw0eKARqFhAPS)filR75pcG1@EXtt*Dxxx~ zpc<;9CTgKJ>Yy&_p#d7AF`A$$nxO?+qBYu}9onNKI-v`?qC0w^7kZ;F`e6VDVlaka z7=~jcMqv!bVmu~b5+-9RreOwVVm9Vr9_C{q7GVjNVmVe|6;@*{)?ouSVl%d28@6L7 zc3}_pVm}Vx5Dw!gj^PAO;xx|S9M0n+F5wEU;yP~N7H;D%?%@F*;xV4!8J^=MUf~Vi z;ypg#6F%cBzTpRc;y3;v;NZUmLJ$N+aD+f8ghp6|Lj*)bWJEzUL`O`-LL9_Jd?Y|3 zBt}vsLkgrsYNSCrq(??%LKb92cH}@V-VH80z6h}#vLK&1rc~n3pR7O=) zLk-l#Kd6m=Q5W^m0FBTX|Dh?GqXk-_HQJ&bI-nyuqYJvBJ9?rQ`k*iRV*mzWFot3n zMqngHV+_V&JSJiireG?jV+LknHs)d;7GNP3V+odFIaXp7)?h8xV*@r}Gqz$Ic3>xV zV-NOWKMvv$j^HSc;{;COG|u82F5n_A;|i|fI&R_??%*!&;{hJwF`nWXUf?BO;|<>7 zJwDHv$a#OF#rh5ClVTghVKWL0E)G1Vln)L`5{jKup9&9K=I>Bt#-4 zK~f|~3Zz16q(wSpKt^On7Gy(qo z4b;LvsDpn|5B1RyjnD-Dp&6Q^C0d~k+M+!=pc6WyE4rZvdZIV_pdb2UAO>LwhGIBI zU=&7UEXH91CSo$CU>c@lCT3v{=3+h;U=bE$DVAXcR$?{QU>(+DBQ{|RwqiSWU>9~{ zFZSU84&pG5;24hMBu?QB&f+{S;1Vw5Dz4!MZsIoX;2!SdAs*ogp5i%P;1youE#Bb+ zKH@XJ;2XZw#Z~Q^PVSfpPAP9=!2!T)tjj#xZ2#AQth=OQ{j+lsrIEah*NPt90jHF10 z6iA8GNP~1pkBrEKEXa!N$bnqQjl9T*0w{>WD1u@rj*=*aGAN7ksDMhSjH;-H8mNhX zP#gcEF6yHJ8lf@%LsK+I3$#LOv_(5~Ku2^&7j#2+^h7W8L0|O801U!l48<^vz(|b7 z7>vVsOvEHi!BkAg49vo8%*8w`z(Op>5-h`Vti&p;!CI`x25iD+Y{fS0z)tMO9_+(@ z9K<0U!BHH?37o=doW(g@z(rif6385B$P!1Q`C8fC!8r2!`MYiBJfGun3O`h=j<9ifD*|n23!yh==${h(t(&q)3hw zNQKl$i*(3QbD2MW>h)Sq}s;G_{sD*z} z2mhiT>Z2hVp$Yy&Gc-p_v_c!SMSFBWCv-+vbVCpHL~ry#KlH~y48jl$#c+(kD2&Ef zjKc&>#AHmtG)%`#%)%VZ#e6KlA}q#IEW-+{#A>X;I;_V=Y{C|7#dhq#F6_o$?85;Z z#917bJi-$^#dEyCE4;>Ayu$~4#AkfL zH+;uW{K6ju81a`t2#lZzh7bse&h>f_2hXhE7#7KfZ4cLgy*n(}?j-A+rJ=lx=IDkVq zjH5V)6F7;}ID>OIkBhj3E4Yg5xPe=^jk~yq2Y86bc!Fnmj+c0aH+YNp_<&FNjIa2H zANYyi_=A8W{}Kp65EQ`?0-+EZVG#}y5D}3P14F%b)K5Et>00Ev(oNs$aGkP@kp z2I-I<8IcKDkQLdH1G$hJd65qVP!NSt1jSGsB~c1xP!{D;0hLf0RZ$H!P!s>4HvUCj z)JFp}LSy`grf7~9Xoc2ji+1RMj_8ao=!Wj-iC*Y~zUYqu7=*zXieVUmkr<6J7>Dtg zh)I}&shEx#n1$Jxi+Napg;5g0)b48ai+p%4aP5gri`36T*M(GUYM5gTz35Al%@iI45u^#kr`Q#4cUg*Ir5_UM34=!~xDh92mN-sppV=#POIgdrG;;TVBY7>%(QhY6U7 z$(Vv^n2wp4g*lju`B;EOSd67uh80+e)mVddSdWd^ge};L?bv}`*p0o|hXXi>!#ILt zIF6Gzg)=yd^SFRZxQwf~h8wtv+qi>!xQ~Z;geQ24=Xilvc#XGshY$FO&-j9G_>Q0W zg+B-|`Y(YH7(o#XArKOw5eDH99uW}I8Cj7HIgk^%kq7yZ9|cheMNkyQQ39n<8f8%q6;KhCQ3cgd9W_x4wNVFkQ4bB! z5RK6UP0peATHt~0TLlGk|G&W zASF^G4bmY!G9nYQAS<#X2XY}d@**D!pdbpP2#TRNN}?3Xpe)Lx0xF?0s-hZdpeFu7 zZTyS6sE-C{gvR&}P0<`J&ro4AELxQqLEfJbeSsgN3Jkq#M<5t)$%*^nJM|I(>>uD|+YH;*bG@}nRMp$LkiI7*-tN~0{wp#mzR zGOC~&s-q@qp*HHEF6yBH8lo|ppedT61zMst+MpfUqa!+@3%a5^dY~72qc8el00v?( zhF}kO1V#`9LvVydD1<>+ghvEKLS#fmG{itm#6}#%LwqDe zA|ydlBu5IQLTaQ%I%GgbWJVTbLw4juF62R8>MqI>00whFY zBtbGHM@pnZ8l**fWI!flMpk4)4&+2`!81I^OT5Axyv2Kb zz$bjhSA4?{{KRkkLBNTB34|aBir@%=Pza5%2!{xWh{%Y7Xo!xOh=n+ai}*-@L`aOJ zNQM+hiPT7gbV!ek$b>A&itNaNT*!^Q$cF+bh{7m>VknN1D1|a8i}I*|N~nygsD>J- ziGNTV|DrDHqX8PBG5$kSG)D`xLTj`|J9I!tbVe6+LwEEGZlfmn!*xQK@YNQlHpf@DaJ zlt_g%NQ?ByfK14YtjLBO$cfy@gM7%3f+&O{D2n1Jfl?@qvM7fNsEEp_f@-Lany7`^ zsDrwwhX!bf#%O}3XoePOiPmU?c4&`|=!7olitgxvUg(X!=!XFqh`|_wVHl2)7=T*o8gVi~Tr& zLpY41IEE8AiPJcPb2yKSxP&XXitD(6Teyw8xQ7RLh{t$>XLyd6c!f83i}(0|Pxy?l z_=X?&iQo8xfK&bw2tg1O!4U$X5E@|-4iOL$kr4&a5FIfQ3vmz^@sR+DkQhmk3@MNj zsgVZhkRBP430aU8*^vXekQ;fC4+T&Vg;4~>P#h&u3T03hCfC zG)GIcLL0P2dvri2bVgTnLl5*sZ}dSw{DlD+h`|_wVHl2)7=T*o8gVi~Tr&LpY41IEEAW8>jFO z&fqN0;{q<>UtGa|xQ6SviCegXySR@Bc!bAzif4F%mw1ggc!&4+h)?)}ulSB1_=VpH zG&6v}2#R0`fshD|FbIe6h=@ptf~bg&7>I?~h>LhgfP_elBuIwjNQqQPgS1GG49JAc z$ck*pft<*VJjjRqD2PHRf}$vn5-5ezD2sBafQqP$DyW9)sEJyrgSx1X255xFXo_ZN zftF~EHfV?T=!j0}g0AR}9_WSM=!<^nj{z8j!5E5R7=e)(jWHO9@tBB7n1ZR8jv1JR z*_exYSb&9Cj3roxR$RhUkciScrqTh>rwFgv3aSWJrOONR2c|hxEvZOvr+) z$c`Myh1|%Cd?6w9yzE3q1Dunz075u30DTd^HGunW7f7yEDk2XPoja16)sH%{UooW@z4 z!v$Q#zqpM5a23~a1GjJ+cX1C7@DPvj1kdmsFYyX*@D}g!0iW<0U-1n;@DsoB2Z3h? z5Cp*x93c@3VGtJK5do198Bq}pF%T265eM-Q9|@5NNstuDkpiiZ8flRZ8ITc~kpQd7)4PGB~TKjQ3mBu9u-juRZtbxQ3JJ58+B0+4bTvc(FD!V94*lb zZO|6&(E**%8C}s0J`(jq-FAQLhpE3zR6 zaw0eKARqFhAPS)filR75pcG1@EXtt*Dxxx~pc<;9CTgJ$>Y_dxpb;9QDVm`LTB0@D zpdH$yBRZiAx}rOJpci_hFZ!WB24D~dVm8<1OCdLjVC|lONTe@de-T9Y664e-LPH z06`EG!4U$X5E@|-4iOL$kr4&a5FIfQ3vmz^@sR+DkQhmk3@MNjsgVZhkRBP430aU8 z*^vXekQ;fC4+T&Vg;4~>P#h&u3T03hC&g4js@DozVr|&>cO|3w_WRf1y7HVi1O4D28JMMqxC@VjL!5A|_)BreQi}Vix9L zF6Lta7GW`#Vi{IoC01h%)?qz1ViUGtE4E_?c40U6Vjm9RAP(aQj^Q}|#!38x(>RNB zxPXiJ7nkuLuHrgw;1+Jfti^h4z$R?QR&2u#?8I*D!9MKAK^(#n9K~^*z)76K zX`I11oX166!ev~+Rb0aj+{A6%!9Co^Lp;J0JjHXoz$?7QTfD;ue8gvb!8d%zPyE6k z1ezZ}5ClbVgg_{SMp%SH1Vlt+L_st}M@+;*9K=O@BtRl0Mp7h03Zz78q(M5QM@D2q z7Gy%(QhY6U7$(Vv^n2wp4 zg*lju`B;EOSd67uh80+e)mVddSdWd^ge};L?bv}`*p0o|hXXi>!#ILtIF7$@693>d z&f**{;3EFTW&DS$xQ-jRh1DgZ zydZ!e2!`MYiBJfGun3O`h=j<9ifD*|n23!yh==${h(t(&q)3hwNQKl$i*(3QbD2MW>h)Sq}s;G_{sD;|7i+X5)hG>i?Xolu! ziB@QXwrGzI=!DMbif-tEp6HD}=!d^B00S`?Lof`(F%qLN24gWE6EF#rF%{D=12Zuj zb1)C{u@H-}1WU0TE3gWyu@>vF0UNOyTd)n=u@k$n2Yay}2XF|7aTLdJ0)OKa{=pfX z#d%!7CH#vk_z%}`9XD|ccW@W?@c@tT7*FvGFYpqt@doek9v|@uU+@**@dLl`8-W%E z5Ewxb3?UE_p%Dh*5FQZ`2~iLg(Gdf&5F2q34+)SEiID`!kQ^zI3TcoQ>5&1MkQrH# z4LOh#xseC?kRJt62t`m7#ZdyKP#R@X4i!)ll~D!NP#rZ<3w2Nz_0a&0&=^h83@y+S ztkJp30=??-O&TR&>MZx5B)I!gD@CFF$^Ox5~DE&<1ii*F$q&J71J>TvoITT zF%Ju{5R0({%di|Pu?lOj7VEJAo3I&Mu?;)06T7ho`>-DeaR^6n6vuG_Cvgg=aR%pb z9v5*5mvIGGaSb;D=-%dLfUYjLMR#!z5AYC=@dVHC953+-Z}1lH@d2Ok8DH@YKkyU3 z@dtqy1rP+m5F8;93Skfy;Sm9m5E)Ss4KWZCu@MLH5FZJV2uY9>$&mu7kQ!-`4jGUU znUMwAkR3UZ3we+i`B4CcP#8r~3?)z!rBMduP#zUg2~|)P)lmbrP#bko4-L=|jnM?n z&>St%3T@C9?a=|9&>3CP4L#5kz0n8#@D~PPAO>RyhG95HVid+;EXHF3CSfwBVj5;( zCT3#}=3zb-ViA^LDVAdeR$(>PVjVVMBQ|3TwqZMVVi)#cFZSaA4&gA4;uucgZ=AwE zID@k|j|;eje{lu>;To>vCT`&l?&3Zk;1M3VI%Z%N zW@9eqVF4CmF_vH%mSZJWVGY(|JvLwyHe)NcVFz|%H}+s3_TwN9;Ruf6I8NXsPT@4p z;2h55A}--FuHY)J;RbHvHtyga?&BdI;R&ANIbPruUgIs^;R8P6Grr&(zT+o;;ST~W z2_Oi9A~-@I6hb2`!XW}8A~K>N8lod6Vj&LVB0drz5fURQk|70BA~n(=9nvEsG9e4H zB0F**7jh#n@}U3c7LN}&wOqC6^~5-OuAs-XsIqBiQF9_phZ8lefAqB&Zi z6dZ7>c;xF{aKn%hV48?Gaz$lEySd7C2OvGeN!8AN9!7&`i-#CeXa2jWE z4i|6{|Kc+K!&O|z4cx+Q+{HaSz(YL76FkFnyu>TK!CSn?2YkY3e8o5Xz)$?f9|T?+ zKoA5&aD+rCgh5z@M+8JdWJEpqphT#~AQ5b`<7>@~p4oaSH$749?;_ zF5nXW#TERAYq*Y^xP?2oi~D$hM|g~GZlfmn!*xQK@YNQlHpf@DaJlt_g%NQ?ByfK14YtjLBO z$cfy@gM7%3f+&O{D2n1Jfl?@qvM7fNsEEp_f@-Lany7_3sEhh&fJSJHrf7y1Xo=Qn zgLY_-j_8Cg=!)*>fnMm1zUYVk7=S?-jG-8Y5g3Wl7=v*bkBOLsDVU1sn1NZCjk%bI z1z3p1Sb}9(j+I!2HCT)F*nmygjIG#)9oUK8*n@r8kApabBRGoVIDwNmh0{2Lb2yKS zxP;5Nf~&ZO8@P$vxPyDRkB4}KCwPkIc!5`VjkkD*5BP}B_=0cvj-U92KM1rufFKBp z;0S?G2#v4^hX{y>$cTbyh>nw!YG1bD2|dSg)%6M@~D7HsEn$ph8n1e+NgtisE>wdgeGW;=4gRdXpOdL zhYsk7&gg<}=#HM~g+AzuztA58F$hC26vHtBqc9p{F%A#!ahu?btS72B}`yRaL3u@47u5QlLD$8a2f<0SsUX`ID5T);*A zi_7>AS8*LTa0|C_7x(Z05AhgJ@C?uK60h(EZ}A=<@Cl#s72og!Kk*xX5O_rZK@beV z5fY&g24N8%5fBNH5f#x812GXBaS#vjkr0WH1WAz`DUb@OkrwHY0U41QS&$9ckrTO) z2YHbn1yBfuQ53~c0wqxzWl#>~Q4y6;1yxZUHBbw+Q5W^l01eR?P0$R@(GsoD25r$E z9ncA#(G}g$13l3jeb5hoVE_hVFos|lhGQf~VGPD%JSJcgCSxk5VFqSmHs)X+=3^li zVF{LEIaXj5R%0#JVFNZ|GqzwGwqqxDVGs6VKMvp!4&x|};ROE1Dg1*oIE(YRfJ^un zSMVRM;W}>O7Vh9K?&AR-;W3`#8D8KeUgHhk;XOX$6TaXpzT*de;Wq-U3?MLqA{as- zBtjz$!XZ2&A`+q?DxxC>Vj(u-A|4VTArd1Ak|8-#A{EjgEz%*_U@g{T12$nZwqhH0U?+BC5B6a{4&o4w;3$sc1Ww`e@BLqSr zG{PbrA|N6nBMPD+I$|Og;vg>KBLNa2F_Iz~QXnN#BMs6aJu)H_vLGw6BL{LJH}WDM z3ZNhgqX>$jI7*@v%AhRDqXH_SGOD5)YM>@+qYmn!J{qDCnxH9~qXk-_HQJ&bI-nyu zqYJvBJ9?rQ`k*iVLVpazAPm7!495tJ!f1@eI84AqOvV&U!*tBVEX=`N%*O&O!eT7N zGOWN#ti~Fw!+LDQCTzi0Y{w4l!fx!vJ{-V79L5nG!*TqLllTXxaTe!r0T=NvF5^F3 z#dX}kE!@Uk+`|Jr#A7_cGd#yjyuus2#e00fCw#_Ne8Ug?#BcmT;MD;HK`;bINQ6Qd zghhBnKqN#)R767z#6)bwK|I7qLL@>GBt>$hKq{n0TBJh;WJG3UK{jMZPUJ!!Z4cLgy*n(}?j-A+rJ=lx=IDkVqjH5V)6Zjja@DI-5EY9NsF5zEX!GE}h z>$r(qxP!a6j|X^!$9Rfoc!8IAjW>9Q_xOlU_=2zajvx4i-w3oOfWQcfUjSDh1iITcu0VRNQ@*%hU7?zR7iugNRJH2gv`i_Y{-F}$c;S6hx{mr zLMVcwD2@^+h0-XCa;SicsEjJ8hU%z^TBw7%sE-C{gvMx!W@v$yXpJ^#hxX`*PUwQJ z=#C!fh2H3ke&~+@7=*zXieVUmkr<6J7>Dtgh)I}&shEx#n1$Jxi+Napg;2K;gSd!~1W1I$NQz`gfs{y%G)RZ^$cRkHf~?4n9LR;-$cua^fPyHD zA}EI9D2Y-igR&@(3aEt2sETT+ftsj|I;e;GXoyB=f~IJW7HEamXp45}fR5;lF6f5t z=!stFgTD9+{V@=OFa$#}93wCaqcIlaFaZ-W8B;JVfPi;*)73LE3v)0R^RWPnuoz3R z3@fk_tFZ>_upS$+30trg+pzur^oW(g@z(xFv%lHph zaUC~s3%79>_wWD@@fc6=4A1crukZ$M@g5)W37_#5-|z!J@f&{-cwGQN5DdW)5}^iB~cn>P!8o$5tUE{RZ$%^Pz$wD7xmBp4bd1)& zI&R_??%*!&;{hJwF`nWXUf?BO;|<>7JwDHv+8>ATWX=7(yTZ1V~p)s1G8CswvTB8lxp*=dH6S|-) zx}yhrp*Q-XANpee24OIUVi-nXBt~Nl#$h}rViKlcDyCxwW??qwVjdP?Ar@l^mSH(o zVine4E!JZLHeoZiVjFf~Cw5~G_F+E`;t-DDD30RJTBrAF5?QW;u>z? zCT`;n?%_Tj;t`(UDW2m6Ug0&~;vGKVBR=B`zTrE5;uroP(1rklASi+(1VSM+!Xg|Z zAR;0o3Zfx8Vj>peATHt~0TLlGk|G&WASF^G4bmY!G9nYQAS<#X2XY}d@**D!pdbpP z2#TRNN}?3Xpe)Lx0xF?0s-hZdpeAag4(g#k8ln-JpedT81zMps+M*pgpd&h?3%a2@ zdZHKlpfCPHe+w#Z~Q^vjR6EfFa$?PghCjEMR-I& zBt%A3L_-Y3L~O)CJj6#rBtjA-MRKG-Dx^kQq(cT|L}p|`He^RmkIh035R6-S0MRn9bE!0L`)I$R_L}N5TGc-p_v_c!SMSFBWCv-+vbVCpH zL~ry#Km3IO7>L0bf?*hrkr;(B7>n_kfJvB)shEZtn2Fh#gL#;bg;<0oSc>IXfmK+I zwOEG@*oe*8f^FE2o!Esv*o*x*fI~Qpqd0~W_#3D256<8$&f@|u;a^= zh=Qnyju?oA*ocdGNPvV$j3h{g5jXcPQ{3wV*D1xFW zjuI$^(kP2^sDO&7j4G&x>ZplYsDrwwj|OOj#%PLWXn~e!jW%e9_UMRC=z^~3jvnZR z-sp>d=#K#yguxh!VHkmt7>zL)hw+$*NtlAEn2s5kh1r;kd02pjSd1lDhUHj^Rak?y zSdR_Zgw5EBZPSlM|gs#c#ao%h1YnCcldyh_>3?3hVS@^U-*MSn*#`fpa_l-2!+rHi*Sg5h=`0R zh=%BhiCBn(xQLGgNQA^lieyNElt_&ifX8Vny8IBsE7J!h(>6Frf7~9Xoc2ji+1RMj_8ao=!Wj-iC*Y~ zzW59MF%W|=1Vb?#BQOf1F&5)60TVG9Q!owFF%z>e2XiqW3$O@_u@uX&0xPi^Yp@RM zu@RfF1zWKlJFpA8u^0Pr00(gxM{o?s@i$K5ADqTnoWliN#J{+V|8N!8aRaw-8+UOJ z5AYC=@dVHC953+-Z}1lH@d2Ok8DH@YKkyU3@dtso1P}zl5F8;93Skfy;Sm9m5E)Ss z4KWZCu@MLH5FZJV2uY9>$&mu7kQ!-`4jGUUnUMwAkR3UZ3we+i`B4CcP#8r~3?)z! zrBMduP#zUg2~|)P)lmbrP#bko4-L=|jnM?n&>St%3T@C9?a=|9&>3CP4L#5kz0n8# z@D~PPAO>RyhG95HVid+;EXHF3CSfwBVj5;(CT3#}=3zb-ViA^LDVAdeR$(>PVjVVM zBQ|3TwqZMVVi)#cFZSaA4&gA4;uucgZ=AwEID@k|j|;eje{lu>;To>vCT`&l?&3Zk z;1M3VI%Z%NW@9eqVF4CmF_vH%mSZJWVGY(|JvLwy zHe)NcVFz|%H}+s3_TwN9;Ruf6I8NXsPT@4p;2h55A}--FuHY)J;RbHvHtyga?&BdI z;R&ANIbPruUgIs^;R8P6Grr&(zT+o;;SU0B3m^!BA~-@I6hb2`!XW}8A~K>N8lod6 zVj&LVB0drz5fURQk|70BA~n(=9nvEsG9e4HB0F**7jh#n@}U3c7LN}&wO zqC6^~5-OuAs-XsIqBiQF9_phZ8lefAqB&Zi6dZ7>c;xF{a zKn%hV48?Gaz$lEySd7C2OvGeN!8AN9!7&`i-#CeXa2jWE4i|6{|Kc+K!&O|z4cx+Q+{HaSz(YL7 z6FkFnyu>TK!CSn?2YkY3e8o5Xz)$?f9|YbWKoA5&aD+rCgh5z@M+8JdWJEpqphT#~AQ5b`<7>@~p4oaSH$749?;_F5nXW#TERAYq*Y^xP?2oi~D$hM|g~< zc!n2viPw08cX*GF_=GR`itqS=U-*qcI|2xdpa_N#2#L@LgK!9sh=_zJh>GZlfmn!* zxQK@YNQlHpf@DaJlt_g%NQ?ByfK14YtjLBO$cfy@gM7%3f+&O{D2n1Jfl?@qvM7fN zsEEp_f@-Lany7_3sEhh&fJSJHrf7y1Xo=QngLY_-j_8Cg=!)*>fnMm1zUYVk7=S?- zjG-8Y5g3Wl7=v*bkBOLsDVU1sn1NZCjk%bI1z3p1Sb}9(j+I!2HCT)F*nmygjIG#) z9oUK8*n@r8kApabBRGoVIDwNmh0{2Lb2yKSxP;5Nf~&ZO8@P$vxPyDRkB4}KCwPkI zc!5`VjkkD*5BP}B_=0cvj-U92KM1rlfFKBp;0S?G2#v4^hX{y>$cTbyh>nw!YG1bD2|dSg)%6M@&N=) z#8psNLS&)J7fDLwz(vBQ!x%G)D`xLTj`|J9I!tbVe6+LwEEFp%{)47=_Uoi*cBMiI|Kjn1<J43 zh=X{DkAz5sBuI+nNP$#HjkHLI49JMg$bxLhj-1GaJjjduD1bsJjG`!p5-5q%D1&k+ zkBX>-DyWL;sDWCjjk>6Z255-JXo6;Fj+SVJHfW3X=zvb>jIQX09_WeQ=!1Uv3j;6^ zgE0idFdQQ>3S%%9<1qn~Fd0)Z4KpwkvoQzrFdqxC2urXO%drBhuo`Ov=-y^sfWEKX zAlih@*otk~ft}cmJ=ll+IEX_yf}=Q&6F7-eIE^znhx53IOSp_HxQc7Ift$FEJGh7Y zc!)=Mf~R3ZpR=<1hgeF&R@Z4bw3bvoHs9F&_)C2#c{4%di3~u^MZz4(qWI zo3I62u^l_G3%juw`)~jUaTrH%49D>|PU0V&##x-h1zg0xxQzdB71wbCw{RPGaSsph z5RdT$&+r^C@d|J77Vq%^pYR!9@eM!l6Tk5Xf%gOu1i=s-ArT5;5EkJP0g(_HQ4tL> z5EHQx2k{Ue36Tg%kQB+00;!N1X^{>YkP(@Y1=)}tIgtx_kQez;0EJK(MNteTP!gq4 z2IWv56;TOQP!-it1GP{abx{uu&=8H$1kKPKEzt^X&=&2{0iDnpUC|9a&=bAU2mSCD z24EltV+e*}I7VU=#$YVQV*(~&GNxi0W?&{}V-DtFJ{DpTmS8ECV+B@WHP&JsHee$* zV+*!nJ9c6h_Fyme;{XofFplCFPT+5x!aq2JvpA0nxP*Uk1^?k1uHzwF{A|_!9reZo~U>0U$F6LnY7Gg1$U>TNUC01b#)?z(2U=ucD zE4E<=c49a7U?2A5AP(UOj^a2@;3Q7rG|u20&f_93;WDn^Dz4!MZsIoX;2!SdAs*og zp5i%P;1youE#Bb+KH@XJ;2XZYyI#qahlh37VogTA&qLqb=H@13IEJx}Y1nqbGWy5BlOS^v6I9 z!VnC_aE!nxjK)}u!vsvkWK6*{Ovg;j!W_)Sd@R5sEXGnS!wRg#YOKLJtj9)d!WL}B zcI?0|?8aW~!vP$`VI09R9LL`{iGOe!XK@Y}a1sCFGXBF=T*nRE!fo8eJv_ieJjN3| z!*jgEE4;y5yvGN8!e@NNH~hd){Kg*y-XA~^1VeCyL@0zoScFFeL_%alMKr`fOvFYU z#6x@}L?R?XQY1$Tq(W+>MLJ|aMr1}7WJ7l3L@wk(UgSps6hdJXMKP2>Nt8wzltXz` zL?u)~Ra8d})Ix34MLje?Lo`McG(&T=L@TsGTeL?9bV6rzMK|<7PxM9~^uu2mfPol{ zAsB|?7>Q9BgRvNo37CY*n2Kqbfti?%Ihcp}ScpYff~8oF6*ejX(zi2#lZzh7bse&h>f_2 zhXhE7#7KfOIkBhj3%eaE8xP}|JiQBk?d$^B>c!Vc-isyKN zS9p!Lc!v-8h|lQ40 zfJ8`)q)3JoNQu-)gLFubjL3v6$cpU9fn3OqyvT2TD2wu_fJ&&0 zs;GtK)Xo}`&fmUdZwrGbA=!nkff^O)Jp6G=>=!?J59|JK6LogJ> zF#@A78e=gI6EG2zF$L2w9WyZtb1)b4u>gy(7)!AXE3gu)u?Fj~9viU-rX z8+)-22XGLFaRkS39Dm~^{=sRS#W`HSMf{7)_zzcc9XD_bw{aKu@Bk0-7*FsF&+!tk z@CI-39v|=tpYavn@B=^b8-Eb^Pyj&?48ai+p%4aP5gri`36T*M(GUYM5gTz35Al%@ ziI45u^#kr`Q#4cUJsD zBt~Hj#$r4sU=k){DyCruW@0wxU>@dUAr@f?mSQzlE!JTJHexfjU>mk$Cw5^E z_F_K{;1CYuD30L-{>CZ%gEKgb^SFRZ_!n33AFkm#ZsHd1;4bdt0UqHop5hr^;3Zz; z4c_5BKH?L;;48l42Y%r<0v!$@FoGf&LLekUBMibJJR%|zq97`wBL-q2HsT^45+ETG zBMFirIZ`4O(jYC;BLgxaGqNHZav&#iBMYy&_qX8PBF`A+oTA(FbqYc`jJvyQjx}Yn%qX&ASH~OL<`eOhFVK9bb7)D?u zMq>=dVLT>c5~g4(reg+XVK(Ms9u{CB7GnvPVL4V}71m%a)?))UVKcU38+KqPc4H6r zVLuMy5RTv|j^hMQ;uKEf49?*^F5(g{;|i|g8g2v-uw600|8G|m-NijTz(YL76FkFn zyu>TK!CSn?2YkY3e8o5Xz)$?f9|S%UKoA5&aD+rCgh5z@M+8JdWJEUssgK-#-iI{{bn2PC`fmxW1xtNCqSct_~f@N5al~{!}Sc~=8fKAwp zt=NVg*oocPgMHYKgE)jEIEv#qfs;6e(>Q~3IFF0Cgv+>stGI?6xQW}igL}A-hj@f1 zc#7wEfme8qw|IvS_=wN=f^YbapZJA82y`@nAP9=!2!T)tjj#xZ2#AQth=OQ{j+lsr zIEah*NPt90jHF106iA8GNP~1pkBrEKEXa!N$bnqQjl9T*0w{>WD1u@rj*=*aGAN7k zsDMhSjH;-H8mNidsDpZ_kA`T3CTNQ0Xn|H}jkaiq4(N!^=z?zOj-Kd+KIn_T&>sUa z2tzOw!!ZJ*FdAbq4ihjDlQ9L;FdZ{73v)0R^RWPnuoz3R3@fk_tFZ>_upS$+30trg z+pzur^oW(g@z(xFv%lHphaUC~s3%79>_wWD@@fc6= z4A1crukZ$M@g5)W37_#5-|z!J@jHO-ZT8mq(NGwM+RgkMio>;b<{*H)InX;M*}oMV>CrGv_MO=MjNz4dvru6bU{~iM-TKuZ}de! z^v3`U!e9)=FpR)RjK&y@!+1=@Buv3nOven&!fedNJS@OMEXEQn!*Z;|Dy+d;tj7jy z!e(s6HtfJo?8YAK!+spZAsoR`9LEWq#3`J{8Jxp;T*M_@#uZ$}HQc~W+{PW;!+ku& zBRs)VJjV;X!fU+6JAA-Le8v}i!*~3|FZ@BE;{gOgPy|N^ghFV9ML0x2L_|guL_>7M zL@dNXT*OBLBtl{&MKYv7N~A^_q(gdSL?&cGR%AyG(26hm>8L@AU( zS(HZwR6=D`MK#nwP1Hsm)I)tVL?bjoQ#3~lvgy)1k14ktFZ>_u>qU01>3O$yRirRupftT z7{_oNCvggAa26ME5tnfV*Ki%Ta2xkp6;KgXP!%;$6LnA*|0C~Cpra_($M2({BA~dSpty_#O^|GCvMUf)*&>O81{^2J zBpFC%;>-kyi2E+?sJP?4p`xOqprWFnprD}O1qB5!ctOQ03M$I`e5<;9x@XG-@cz#K zyg8gtLegDbU0qdOT~%FkKDeP6N}vqNVLVI#KLj8MA*g|gPzx8qRJa5#hb!P}xCX9= z8{j6m8E%8y;ZC>Jg&$xW{0!USSJ(kN z;Scx|{)XMK|6-vb90&(N6KD#DLUT9*j)bG3B^(Q_;dnR!PJ%XYGMobK;8e(hZ0GUtc9;&J$wTj;XBw2-@{h; z0k*- z%Ag#^!vyd{04{_e)WAfjg^OS+TmqNF6>v3N1J}b1a1-1Nx54djC)@@1z`gJQJO~fN zBk(vp0Z+p-@Ekl3FTzXk3cL!h!yE7>yan&TyYN1I03X6f@G*P>pTcMGIeY<5kD0B8&cLo+x84uiv?1snyf z;21a#jt3W<1a0AD$bfc`30aT}9iTIGfo{+pdO>gK1AU=C41mEf1ct$I$cM9_5YC1% za4w96ac}{6pcK4N0Y0dNDyW7FAq+Jz8EWBTmV43EL%@Dw}^&%!Kt0cOL?Fb7_PxiAmr!`rX`-h+j(2o}QIKfyNm1-8Qu*a?5aF4zqXmIw`@5gY`Kp(!+j=5QDs z2`!){w1U=f9GnO)NQ1VJ4jFJNw1;fSfsW7#PJ^z{1A4;ga0c{)JQxUr;7k|_BVZ(q zf&w@j&Vh5`JQxS(g9nPi3uWMg@lXYRxDbL+0~4VZE`q6W30w|Wz}0XKTn{(EO>i^Z z2DihVa2MPI_re44AUq6@z~k@)JPpslbMQR82rt1a@G86xZ@`=I7A$~wU?IE@i{V39 z3LnFA_!L&c=dcP^!x~r%>tH=>fQ_&THp3R!3O~U%_yxAZ4%i8Qz@P9p?1uf93Ju{v zI0%|RQ#cfw!x3;K91ShuSZEC=z=_ZX(%=+Ghf|?FWJ3;ggidf8bcG(!6HbRSpdaMH zKo|sP!cZ6iBViO2z&S7)&VwR2AKXw3B~S+CFdim=9|91B5KM$ga1l&_OW;zt0 z;99r=ZiJiR7PuYmfV<#sxEJn&2jL-j1RjMa;7ND}o`vV(1$YTwhF9S=cmw9aTktl# z3-7@Pun0baCGZI>gU?_Ed;zQAU$6$ghIQ~QY=D2mCio9*fgj-~_%Hkdzrhap1O9}+ zVK?mmvCt3>goB_7G=)RpP&gcpfTQ4OI0lY|`$+yuA6Z7?0~gc)!T+z$`HOn4X`gU8`1cp7HGb1)lTggNjE z%!Sus9?XZgVFA1c3t=06KsYpuoZrUpWwgn z3;YH<;1Bo{{)XMK|0hC2I1mnkCeRcPh30Ss90^B5OE?xCgxILLT&ofiMV$z?m=%hQmn6hfz=f=fG$<4~pP?a6>Va zKpB+7c$ffw2tW`*FcBufMKA>}flJ{ExDu{`YvBgC5pITC;C8qJ?t;7FUbqh)gooe} zcod$1C*c`*7M_O};3aq&UWM1-4VVXS!Q1dIyayk^BKQcFz{l_jdzJ>4L-|#*B2Y!Gb;b-_S{0hIp@9+ogg1?}_GGRYx2#w$%XberE88nB(;7Diz zEuj^(hU4Hwa6uZhg>=Y(_K*oVkPDrlGjxS+&=Y#W8PEsvpg#q3wA?;bbQ{fW09Ik+?;TpIeZh)KMX1EP* zhdbdexCicq2jD??7#@Mg;R$#eo`L7!d3X_Cf>+>Gcpct=H{mUK2i}GE;RE;(K7xEGhsN4fU{r}oDJu|xo{qggY&@y#o&c9@WFVf0zX^`L8yU=Pzx8qRJa5#hb!P} zxCX9=8(L%FdgoM8E_BW4-ddhco-go$Kfe>8fL+BFdJTkmthXP26JH^%!jvO z0lWtbVG%5bC9o8h!E#suD`6F^hBdGj*1>w%02^TwY=$kc6@G$k@C$5*9k3Jrgk7*3 z8hj=+ghp@>G=`?o44T7Xa3r*Vme2}X!*OsTxF8MMLONtXd&q=r$bpW~2~LBq&;xqH z>2L=0gFF}rgWyaU3L{`7jDi9<2S&qrPz2|L8;YR>%Ag#^!vyd{0D=&Li7*K+f+=tb zTnbmfm2eGQ3pc=xa5LNjx5FK97u*f^!hP@{JOq!xqwqL90Z+p-@Ekl3FTzXk3cLz) z;dPh~Z^8n22NuHnuoymsrSLHBQQP2vGf#cwKaKTB?7EXo?Xa|{)1-Z}x zIzt!e2Hl|-^oBmr7y82h7z{&T7z~GeI138lY#0OQ!dMsw7k~#!!3!1OgG#7^YPb-> zPy>^p7A}UVa2Z?F^I$%_4GZ8sSO|+?F)V?lund;N3RnrNU^T3PweU5pgKuF2{2MmGe_#vz z2tUDp;TQM~cEBI-C;Sb&VgHpvLpTr)f+o-u4u$4$1RM!RLrXXoTEhu&BD8@tI0e$- zRA>*`kOLi|6PyNJp$GJY)8P#02YE0M2Emyy6h^>E7zG7z4vdELpa{+fHxxq<DR+ zhY8?^00bcf6JZiu1XJJ=xD>8{E8!Zr7H)tW;byo6ZihSIF1Q=+h5O(^cnBVWN8t&0 z5}tu);dyugUWAw66?he1hd1C&cnjWvcj0~b06v6|;A8j%K84TVbNB+jgnz+T@HKn` z-@X#3%~=V;DrkCK_yf{HCzZ`sDa5)3m3ywxC}0btKe$54z7o3a1-1Lx50F{ z6K23Ya6dc%GvQ%)3?7H4;Axlz&%tbX5$3=vFc)5j`S2zzfOlXaybp^7St#~HeqIV6 z!*ci(R>J478oq?J@D;3s^{@dp!Y0@ZTVN~v2tUEk@L%{9euLlP5BLlIhW)+}_J;%D zKsXqhz#(ub91cgoQE)UI1INPgZ~~kJZQx`$1=_)>kOkS$0Xjk#I1Rc(59kf2Ltp3z z17IKwfiqz^jDWLX6r2s`z`1Z9jDz#R1I6HlGVsB8r~*G+2tlZUiBJm{!Bn^eE{7}N zYPbfjha2D~xEXGP+u=^Q3+{n?;Q@FM9)?HYad-lrf~R2?JO{JkMVJGxz+8A8=EIw? z0N#Ox@IEYt4`C^M49nqDSP7rQYWNb?!dI{!zJZPK9c+g0VJrLq+u&!|4!^=q_#Jk^ zU(jHcupcyn1E4V+49(yWI1CPl7H|}_f@9z~I38SZ610VrAp_b$CS*Y_bb!v#1-e0Z z=mou@5A=opFaQR_5Eur-As^0yLO2`7z_~CM#=!;Pfl}~71^A#6s-PM!gfP^=WT=IU zVJch(m%~+XHCzYR!!)=FZiU-mI@}2};2yXi9)OwfFgym2!&C4y%!21&HoORP;1!q) zufu$J6BfWbun^vd#qc34g^yu5du!dmzW*26cj5x#@X@I7pWA7C5&4BO#X z*a^SGF8B)?tQPizMsNT$hJ&FQ90G^I;m`t(f>v-090$jP3r>Qza57{-JII7A$b}Bj z8M;6>=nlQ0H}rwN&>sfCU>E|!U^wK%Sx^XP!x%Uh#=eSg>|qVHo!*M1e;+CY=xg- z8~g&>VF&DlKVcW_h6Y~>4WSVn1dX97G=t`F7#s;Lpe3||)^Hr02rfv2wvY}P&>k`& z2XdhkbcU|b4SGT^I0O1X9`uJnFc^lyFc=B>PymH68pc2oj0HDb03}cgRkfBcTPfgjUcRj)N1y1!>S0(jf!d zLnh=vE_8y<&=tBtPv`|_Kp)71{xApz!%!FoBVZ(qf&w@PM#Fhf1m}YrilGF`pd7}- z1n@%uf)IjGu#5V!yRxJ+zt1_eefVW1dqU@@B};w z&%m?rJiGue!OQR}yasQ;Ja`MMagP<`qfu?XMG>0SL zNH`i=!ZC0x91kbJNzevPhEt#&oC;Zx4Y|+(IzeYR4Z1=P=n1F88PE^%U?2>FGhrx< zfRQi?3g8?V4d+1-oDXg&h7u@)au^R2zz+ckLI@_pB)ABsz$I`gTme_YHE=E505`%- za5LNnx5J%q7u*B)!UOOiJPeP(FI0dJDutTyRU)sM2Kd#55QH$)z$BOq z7r_*m3YWlTa5-EFSHU%KEnE*bz%;lCZh>3jcDMuXgu7q{+ynQ){qP_>1P{X_@EAM} zPr_613_J_Z!SgU1UWAun4!jDl!Rzn_%!fDOZCC*B!h7&Od;p8#Ls$Y!;S*Q}pTcLb z5t za-airgwD_fx91o5=I z!&~q+yaVsTLUlyEeuiIQJNyPa;CJ`~cEMk;8yc(=_J@XW02~O7;b3SA&EQaI4u``L z&;pKvme2~0h1PI9oB%F33DTe~oC4|44o-zk$buZmg^oha_)a2;)`eeng>KLTdO~kF z9r{3D$b8ChgPY+NxD9TH>2N394Kv_gxDOtH z2Vo{W43ENN@B};wPs1}X3!Z})U^cu2FT*SFD$Iq~VIItfx8QAf2i}E+@IEYp#qbd< zfsf%6SPq}U3RnqWz$*9>{sn8{D_95X;ak`M-@(6OGkgzQU@QCxKf%xNU)T=6!VcI8 zf54yc7yJzk)(iVVLudpC!a;B_G=XMt2sDSo;0QPpj)J416&wSt;W#(}PK1-74YY-m zAssT{RA>)bkPW%e0XjivI1Rc&cjy7Vpf{WWeV`xY!2lQtgJB2^g<&uPM#5Pz3JT$D z7!70KJSc*3a6ViB9w>oQD1&nF!FZ^IDhNO|1R(@9FcBt0Elh!n;S#tME{7}ND!3Z1 zh3nu3xDjrGo8eZt4eo&Ha2MPS_rSeyKRf^r!Ay7r9)-u@33v*ghG$_GJP$9xi|`W6 zfmh%)mRv~j}W;Z=JTrpD1^~428v)TxZwgQfl?@k z3YY+u5P)h3K^P{%WS9aM!=-Q;TnSgfwQwEW2-DyexE1bz>2Np9fcxNncnD^~qwp9! z2~WYZFbiIQ+3+&Vf!AOz%!B#xHY|YmU?D7m#jpgH!ZKJ6D_|w8g4M7F*1|ei4;x@3 zY=X_O1-8OZunm5J?XUxO!k@4Uc0+@2g@(`w4uZze6q-SEI1G-27SIw}L2Eb;P6QXE zL0d?N3}_FTkOR5U2|7bp=mtHZ7n}ioAP@S(AQ%ioVHk{rd?tBX2~Y_EsD==PVG>M+DR41d3YWo^a1~q&*TIc24Q_#3;SQJ%cf$<05AKJDU?w~Y zkHM4h6g&&F;02fsFT)&o4d%i;m=ABm0(cJ=!Xj7CS+4QpU6tb_Hi z0XD)W*bG}>EBpl8;1}2qJ76dL3AG=`?o44T7Xa3r*Vme2}X!*OsT zxF8MMLONtXd&qsfDU>FL+U?k*20TjY$7z0Hx7Tj5jm18ZR& ztcMM-5jMeQ*aBPOC)ftRz;@UHJK;~*1-qfaMxh}zf`gzjG=*l+91epcp#`*rR?r%b zgA>68Y0wtZAp_b&Cgeaabb`*%6}mxB=mlp$AIO9LFbD?2P#6XyAs-5$5JtloD1x!z zh6|tsN}(JoU;K-t z3+rG#Y=Dih2{ywP*a|#UFgOxgKuc%^ zt>HL05nPZ4Z6O^ppgm+l4&*{7=nP$<8}x);a0c{&Jm?RDU@#1YVK5T%p#TbDG>m~F z7z=K=07{?~%Ao=#KqUmA8bT0;NiZ3vz{PMWTn1OdRd6j_2RFhrxCL&7J77B84Kv_A zxE~&ZneZq)22a9M@GQ)N7hpEL40GT$m<#h@KD-SJ;5}Ffi(oM9rJO)p~Q}8Uzf)`*mybN>THJA(YU_QJJ3*bFi2#a7bEPG=mMufH|P#Mp%X3jiG#1i zQ|TH~LUz*jEyA zdHkiWQJzv?pfXTio9P-5^n|KvLayO?nf9OxE4;1|-f)FCSSdS%nxsi+!+a%Pf5=K-{clO|2d_Nd5a2ZH4}mHJddIm3qJ4H!`{AWI^wb~)QG zmn-B7dM~W;1?5zWYh9jdiBE~ASYlb}ndAxtU7qrwSN;|b5Z_5bUs$e2rYjUE3s3R{ zy%Nb%Unm^(71x9viDjIHOU~K8fh3p5?`qSxz%`_xjjLbZf*}Q&62|Bug@Z?)UFaI! zchso9BMOHMC~%D&<;oj5qW_S>AtOh~{|37HjyTsfbjXPQnJ%v+m0T0=tmq_|Z zMsF!;R^TP6t;^(+%%J`ss`i%n%6uhqUjFhLPr27s9+>D2`pI0?-e8q4#KlxuMnb9d zRr$h_hxkn-2UwS;i5xHx47&m$^QT%*Ri*iJnMYE@{7-q%Q(ZC9cai!3l7PR=S1x%s zS11jaze3Q)(jsM1O zHqldA;|Y7M?Tr6B;_fLe)dfK(d&os(BENBLYn`V~JvWJ58Kq~;1` zTR)lc=LD9!)4mZQ8UM9SBY+s|-w1`DbKx*jFW$ zk*Z3ns95sYlkBAONOlvoTVGeb_Htzq-*zs2Xvw5fk~z9$jEP>!i1N=>?W^`y`utv3 zsM<5hFV}|}t;*w<{2NqJ3lKHmMG_6k$3dz(;-|w2*OdCap=_#3FL|fjCB=`j;Rzch zHY5iNXR6;Bv6$qmtkegSL#be-N(ct3gFddO6`e>lT)wbz`Xd6e1!qA7r7DRWL@Ej? zQ6Z_R*{?)u01B{Iil&!Ks4BOrn#!=Ry3(tT>GOxe)QS@Mfl_|GlRZ+vy_v2_6<)tf zqBGH_PA5DmASZBPjh9U+#grwV+!8WXD4c2=xp3v)P#bl8^I#ztd-}rODmg%*Y!$Ap z_EN8^Us2JqtBSFXj#OgaP>IxX)RJDw7UmU~#L@{TL2~Bm+HvW0QB#*lZUjM>-z$d< zPRMlmvc1_-<(5fg!vUSZCE*&$TohpmB_Idjeo-owY(=1^k^>Tq+|j6EC1_Q!jRVMm zY9!L7Y@q@RNM12+5PG}n${KEpmQYo zux#qdK9nyQaCYFWd4(Rh&*MxKO z3gvg%exEP9{34wrC|-`Q$j%+(?A+1Vd20N)|Sp63&gf)LZ6}lI2RLu1U8xGB-5yijh5yH0H0mY7O;J#URsaBsfCIQ}?o( zpsEC=>;>h}G$gHCwB8_J-R#WF;RvBbvL4wtTp{hda@_zjqO2p}Dy#9U9Kvm$J0-0> zBXX{6pWo*QPL-i-R|dH*66bb02|24uj}+hJC&m3&l|x-1B^uOE)SgD=Vg%yK$PP~q z>tfr^mT*Q=_HcP>!U5F|l?HRItK2KqH|OezFokAd--5zXW(5)1&XFc7={Sl$B~@HG52<6Q-}H{Eu2J<=s7;^Co(RG9ilSD9qe z8fj~)TZ~FJeaA5JnR!08d{*TNO&|n0b7|UF_)03|-Z@#ap1RAZTat^rqBM+rrDlGO z6OMW09&%HXOJZw*n14~1PBmn#=17w8qxq~@0bt8Qw3^`J#V zU&k-;*%|FVw-js%$tw58Elh4jF0-MSI1F_saO*pXgrV+I?RVvFZRw7`(ZM!nK zPi4B|Tp@jifcA zjlM1G66?}Ury4n4xy!3t@tIPM%HyP&C0y!Z#K_&Wt0Ep`!^)-;jvHn5oX_s3% z3VdO=J0s++EX!2)p5EzUZz!B@G^IJb>@h^P@=0F5$g7(9#=XE+Q51N?x>C{`O2Lp8 zr!+yN$tZ0s$rmG}Wh3_${pif~2}vJ;d3y`lLh2hVuTk9sx-D;>zrHPE1%$338 zE4Rux7ngH21K&!n5EiZ6vN{IqDv4@tK*E4ic_nHe~G zqxi`sc{4$xN2OM>4XwmVypfq!iMKG4s;&)eDV2EBNJ1svCX!B$ZJfzuui6u&lR7ii zO-S}lA4Zd^L#9i8@0cDb464AC$z88BB)v28@Mq<9>yUKU$U~F8Bw=nH6{wNU$f9)FG<_V8TSk3hukQJsdAlJ&xUEDN zetXR>n>cE66(|{1I$SxMsJOZ%Y`0hUw#dCrwiqZ+e32W0+P#oRr$U_v^q;L0rWdtJ zI(;SbVR{tw4Tu_8ovGXed+IDTK)NXF8DUj&g^vyeF>!S35x`~zNsVu3f^hozj z`Z$SwdWX(~B3C!r@ru%&T{3$2(^B4>$D=&SW_bbW_zs5k?x`OCiFd)XlF9ga=5^p*#**SC+l4 ztRw~3(K(mVE?Y(#bO)YfQ9e! z#v1o&S4E&wbuN+Xji8L@P4hvQ@+DnUk=T#&%Hx5wB(2jSj=EOpVSJa8A$>zp0r7+x z3B}&n&^t>B&_C$Cvn6v%-*LVQ%2sRWZL)RyWimNJcBBj1icgwLpLAtZ1my9JjBjnH zLn=x)wpQ6Hs)~x)q$s^47zl;j>QP2L=;_=@y%j0DadwN!gmrEoQ$>XIfr?}pfJo+0 zc^DgodUVK^%3Ow)%r4QK{K(Jzaa_{4#VOCySS-nr-{x)(?reF%@Bef_1w=II5|m(=I{jFt;d5 zucUdTTTA)`)SqnaCF%;kq605VXF%1sLflp=CGSXBu_+iiSWU1}A7u29{AAn7y^7%u z>04EIS+%uwmT4|W?zet#M$qwB6+nVSh}uwY(G}j32?a7TY273fT+P@$D}B|~d%Tx> z6sr)eMSZ0nJnEawgweXR;mNXH#w#NTYpi9Pf&Pm8%a%MooT41 zSng>h;n>u2>=5#nGp44`kFJ}#x3}k^E_G}^!d+Y$C{BF$a>PYiS(VbLGjDeB%dcaP zpghe?^twaRLs98Ax^I$RD#zYZ0*#&AA?e`IJK7(NrGgzbK>A+`U0E)py&{96`oTx? zq;aMuxo3j5b{*OGutV=`~CsYX?1Imjb@y%I*|an)=4>I#q4?5dHYvx%*6 z$#aw*uXOfym}S!_YgRFfE}3O=qm|(tzl`lkudv*a=vS5|oAheRcyy$f#B4UjTqz%I zTz90J%qw)%-~GKDL3-u&1P8{)>Gm!s<1^ACH3J=2dRWOit%OHY`?+nQ=~R)XP?t?Lv?JoOgcj=lbbMiW!<~$kBLS~}LfOA+) zmyzDFO6j1ll-M&tP0co`PkO2t=n(WdbdUq;mVBfwA3xsK@r)g%E$WD?)KF?FPmRRQ zUsF{q7h1AbwRAX2Cu%(|xrF1k-&H$hy1GdMrINnv>eoj!A}JZ9V`qt}GgZru`GBqSXVNvS#$S?}yu$I^Q_Gxo4R zc_hjqUwM^>^d01>k={F*n^cb!mg-3E@e+V_B_$Wr0Jb8TCeuWzI_$In#N43O#f@Gc{6=oXc_Ku1~AeO2tf-uPS7Ip8Qb_ z%E_~QRozJ^jom<%+o;;zVL6aKcbTn|D~Z=ZDj@Y^Zf@sPQqmcmdOSDVK#-KDONI!*C#uEwBn8qqC(^_>gY++ibFWvZoP*^r7meN_utUq%% z*YHvDV4(ZwoqbkRWWRAW6j23r}JP61I&oL(Ch0Gt!AkF^| zALSkqh&-!htJ$&9<<=H+brBLgh&VPYN-y`yXi+#=TPQ7h$@?Y7-Cgcua^Yethp4@+ z!8Co@6SPzk?NmUC(|bxULY)VbyP}%IR+`V$4@bX8{70gw4VeR9*@ukUReg9~mOdlkphGfpXw0O5M@w9&H>WwWJyr7^G9j*xWiD8NM;E zp*3_+lx}+}RwJ@16UG}PDN2uuo9^h;BY=@}m&Tg6zPoqq;=H#E@H4BV)MY!MbyKlU z$2=F?M(N{<(v6#tyUZ7qN8X@JoN}Z_()um3cb!kzQAdqD(3#Jlsa>qde%3Q&O0_^_ zKkEUqp8J^(kM-Kk_Ry*Kv#tj32r=qt^_2|v1gipmqZMy$W?nQ~_kV&rin#@y^ZH#7 zeI4~nNs;^(9b!>>u_s(op*J2J2vy4~B5^u&Bf-nlpx(GB&S+C)Ga22}o5i_*MYi%5 zr?8RCfj3(>dh0k}D2e}3^qkZhy;e88-_3bxy>?nD`t4s0Nu~Pky9jo`rmic{-7Lw6tzMLn0ODd z{*)}v_N|K2vgC$}^J ztr3!7ptwfPE8##%oKPnCs-ttfEuUL4PO~Z;X-dh6nK8RV=E}+qUcY2EiGF3*VCm@& zGOnm!#Ig0@nl%WKkTDP`7z9$+N!z!qJHJMUEyHYqDk)<|u1S!~6Yk|mTryDHJT6bP zdH}^rE&HjOy?P1CB*#{p6s4cTG*7D$A9qOIwzYZ*bdoRREs*J7Wca(lO9Rkm--Q!gCw$qVnFF&uZdBD0(UN$YX#&5cJQL}O7GSR^x z1)pxZc#Trq;R=}ZFDWJ^mZ@e|rJF*!JNJ~)(4enG$9uTP?;l;^3;VsbXD3fAXBdSt zTS4Ags5I`zS<(^Kk6%c(b)sSfg9TY)u7Bwd)g zH#UX1^*4GgjnNFrLUH=WY*)mHU`-Xj<86jW)}gP%N(|}vUHKgfB-&bML?_K7& zfb~r%D_X<)@4KM#h7T{;XYrEfm3u=?+_u++oOK8n|fLHq7P((S)@xl0Ot zq=VI{ViGh#;uK=@jjO0gq#l4V4!Ots8-3Gzmj-(LVei5yqr2Nv8FeD{E$fv5{et>l z1`{j~Mn5AuVq&{@=!qvtpu-?kQu`RE84t#A($r$=Hu^t$6X>c$=A~L6V4> z!N*D1lA@9l(MpWJ_IA=Idf%<81SpUA6uCu@# zQ6AARUWV;k>XElL<&6_7=y+R=8PqSbK`N(P<(cf36(P(XMHv-~_oQZqsc#Q-Zp%3g zmE~~E=VMBVM`nM>@RMZPU~yS0$Cfbi^u>`U#5mI-;vQ8`DABvgLrki>l?1$Hxz@qr z^_&{%>Nv%6Pn9`XpQXF7bYY1Um)JOt8t9Ka{M(+I;yrN3+gr-GTU8F;kW5;Y*+Dwi z@`xDcfh}$Ta!E^N#VDiaIn{U%8zsxWcq+q2XCUwBRmws28we$`OhGD_beOCfp~hik zfK>v>&FW`oSot=|=vvgbH%Xre5mQW?5X zGP2wrym7iYW7AuOQ6VoFO|T}krJPly*t>(?a{V5hj(W=b>eoR^MtH;azM(zYeb3Ua zU{L=(Ixzd~`4KDS)ghfwp$ltdR%@x7-(#CWC|nvbbAmh~*4IB{ExGmj02)x|~v(f>xe2xxASBR#pYw z-dQqurDsuQg==VXWyxffESWhS3};R9)bi(WR)?%WSysoaveQasIM&m-i>&-*J32GO z%mb^X>!i}EWd#m-d!eG%qmC?-Ps(#xATTGlQ;tMMdduK zLs@!gFDJoK86l~u(x)h=oF#ks%KbTJI2FDuUsaa6b!1JFRi3hB1*o5TsW@-@x6)we-3hH>GSzF6ps#JbucQn^5Q+8QYSwW1lf>C5`j%Dx?G* zrBOlANQ?Bz%Ok8jGa2oP*i?)@N>Ta<)hbkxvf40l9@*j?l;u2ZZ!$=mKTd5IdqDN( zzgwo58NKdCCyo`@G(B!+)gS7?)Eq%e_>>wm)|M;<<7~_zqC9^|v9b>$mUS@lM!dJB z;)aq+qQu=%+Jb5|1f7TC3_`@+EAG{cbNS-#?01ismt~}~RH0i{-v*}wV>;|>(X-Al6c1TKtz<4r|Vr?QH6 zibq!K5a=U!vb~<3G`g}dmaJjJVlb@uXq1lF>^eZ&AXTi4s$aB@9Rx8qNR}ld+t_+f z;--;(OZy<0ycfWVZjM@KKxD~>gpsp0Ng6%dRz>ObzDUxjX^+miPS(|s#zPznsDF$FG0kwIzNt z$N~^n=Zl_j?s2I$uh(4Dl;C16vr0m_%<8+9TymPmA7tGU^Wag7(5PIZGJ{^MNYco* zj)M$2JHpV3m?Q|jK}<%Agw64si(f?Yml?$r^O-#rWWi=x#agez>}PdonHV99tkS=4 zc1Nqpvera$dm^bc&^x%vCu&qcb;%ih;p(@}d7ip-+19P0^Di=FEy?Bxl?~$r%def` z>UBiYRienXu=0$VCfV89>5-+m$PDV#OKRl(VLub>jkUAQB_Y+!-x|5oPL$E}QhC8h zKY>}NPY7mY&DmtJu`;%ze^{NCzIjD0FTzHA=~HMkB4E^S<{~AkqL9}lSW4?BV*g5l5y>rl`S^{XPL0?$Wjo2Vwo{5eZX>DR;1Ruo4HJ_U}N9I{AiO z_0F&j^l@>oVxC%m z)`*v}rgF^T)p;1}JgOUp5pg*odp&vn^E1{#(Wj~J zxOJVST77wleCmSjJY$22I=ku;6}bHb)h}$PXU|G12N<=yS#ip}BYw`cUoU4wxZUji z=}0KCXQO{s=+US+%c422XL@A0H#2c`8Piw2)(p<5!ORRvuF6PP z>lYPLv73QfmWtK`aPY-Djq^=PNIvi(v;KRZwpmI?8(wUxb?nh(3t zL#t+7)V5LCTFyjGV9!V|P!BV5R=OpkE7?#{uJo9h0n>Y?W^<0)g9}g2v;x|L{jCfW zc}|aNR&t*9^ccoUPxSWf^8`^LOCLwn%2a!rELKGKq{PNgmzdjHigjhwB7-r(sPwIt zl?WrFx%Ek1TP^B1lCDG5t#+@fLNb|(-2iK%c|Eh*KT`3fc#ULXHC4fOtw*=#(R^nD&ER~(GK*=9vxGyM8XIZsZK4>Y~Vb2T& z{I<%}w%eW^S2v?{eU$XT^=K=~`AB3^YAG7&5>pcRcq>V=nBVIfhy=4oTvzvI^z}`} zxq(r`n^)ZYu7Z<^BxZ0O%rK%VayHS8`NV|?f}6Wm&zRh^Y$UZWd3 za>q7O-Mqt@H*7N!=698#2?AAZ^2k~?YEvUv>keUt8*`=1=8+0S)+v{!bo}O#tN>UR zFfXGKyfg7-SMxAtw9W5{dl>2t)|LtCm)P>=7^8dUYvs;7tc#7T811YW6SeXaB)y8g zx|r&x*!Y>rtJ?mB2@_XdcN;Qh_yGAt1?lHCRy5*Mnt1H5DYvcbV*@ZwbDD7{r=`r_%27Xx{aNEpz(v0 z9wXfYMteei>JgJ`OV&ako)H%S((U&eV*AY>$Wev)aknL9V%U zkjR8w-4&g}j*hpDQ{GG84nuC$~kEppNW(@hRQ%$P8ko6Kl%15)#iUaP+ULlz! zsXF{pND$hGA$MMf=p7PYFf;9~PZO|ZzPNjtCA5xvB*~WM>Z`^#CH#Wb&Hfc9uQ}>S`?mI<6J)p4_l?SNsqYw_ z>FTj(RK81n�`oM?0$Am-?QO4CvS=ZcdUKl~t~t89`c6elM^7+ZRZ)UqXAmEs=|S zW}43P@hfivs3K7LFx%cPh5)UPoRiEM351V$lJyeEthMA>W>0bi`M})B!t?gn@Uzs6 z@?^qzf8;Y+)dxC{2!v&A2s4BM!C)XLU8^b1tcugq5 zP!{1?Ya8p?Y{mzI+Lpm(Bm0-G>2#;C%t(u*OiJ}6AtejJktghjwg0RGkVESZ-EHx(Hf z-i~b;^OwX=d;C=%fy<@HB+Zj?uZ!B*$LDKAXV-+AvvFDaFufY4yld#le=51ueUOBd z0vhu!8b`E$m8DN1_ETjFkM;4evO=tyr(|1bQ#S)r2+fr-Mb_+`Dj!1}l;z9R2kh!k ziF01Qgr}FVo;Zh3NinL21QkPM6kSbIFg`t4kDoJO&7=i+4@nk1m3cAhvlz_Ov#n}w zPaN|$o}i&!po_l#*qh{SZ9+|R$%uh^95$|*eDbx?yj0iCekG}dj0Iv6CRLoG6A73m zL%dLJE6>zfh*WWjs^F|6M7N&o>1O}gQPt^Z#1tB8grN4c-Ja{evuZb)C*YeL9p!{6 zYhL#hnr}o@Do2`TOxUoJhgoIxd`Rz;{8E1sH`~Vh(n+LRF!nqkuXmXlOwVkxo~7dj zV*V~(dZ%z_{!w1*O>_eFwCB@$QWP2XsydL?yUSlcuB;5kCh3>MZ zIUsGR1Pv8J^vkxaz$T4wzsoD@Varsous7xQuF*-Oj;3xBju_^sn|;D;C`XeB<|h2R z4z;(6U3*u$`dCw$6_z3U#g3{_uK1GYT$u^4ca>Ap^-xSVN%jP9t+d|~XIz3xqoC@L zJe7Q`RIQXfNltkSknTET@o*`TYMX?oK~S7(``)e&NjKV~^HnEkU2t;-nhGjG<3^vF zapjD8qB5ymKZU4CS?YG3FshFGLZlb1NF9^ObZUdBes&#v(z$2SCe$gJbZ!~3kN4$> zm2PC}YBjZZ$p?iGQIqr{Q{wD_sJy36&^f}X8X)!|SoI6@K_Sl2uNigo7La1YAnw^o zowC;_Ct)N!H~E|6)Y#U@Ch;Z{MW0%v0;V%l&-OFt-8%o)&UJckRTD`LNb=~&0UQb8 z3?;R+=+8Pp(U;m8P{IV^JRB*)FZL`+BrOxAi2P~q6GQ^pC+Wd8w-roUWad0jhC>~x z!M63uA8MFK6_}``i2R`*31QtoY26#unF`lv_$RE-VzX7`_^G8~oXUep==vvN^3|1_ z%<>fPdx|rU=p}P}cx>H?5dSgBN(bixBk`gZul6U~7!y6CqSPZdyOX@PS?k_=+V6Q_|HzCgdz7u&Rm?idQz@d>pik1K zV0U%#lV%}nx`(>GM$h#y2Y*$qU}QRT-bBLGGVi6vW4%;EaqAQL{r_ckB8Rt1QPL(- z!rFxTbJ{)^7JKBEW))sLh~febG7|_+OyC9 zq^O(2?p9^@|D%F#p1ZA@PMCS@7bfn{|A%EWZhVYins?h2pIq51x>Z0jMM`F(x$e=C z_+K|HIsQIvToRzYfoUYeKFKVE{f}oD4zdRg!{kGrD&~pC^m)@n57lL)%QONtl}*2K zsa_m)R<%=P>~YFeYt&svrLuLcn4x+NrAlt6x;on>X~bGjkygi;nq!f$6vxZjH15r| ztNBJ!g4V9S!8kgq%;qlX67Q>?wGO}sH6i)Q1@6l-! znJZ+yoF;w6=IP7pyrCjGyJcFVZH8mM{R1=-&D`ZkafV1E2jnhHt4w7_m1MGgea1(b zWZ>8%Bl16WHnIX7FJ4LKBe^(PBPNof_4p}C;t$ksEyw+|+2~7P%x-ftEm0O3laHj3 z>21kx|8-m+nBv+lTdjJOL7Ob`pn{5}5xni> ztR{}DsLTu}C%v7#-=}gy84bcXk%}{A+B^jr0G5#j#%%P5ZyI~sQ{UdF#Rsq!kCzWT zN!;$!2^=#35{Y_}0U~1MICbZg(Uim3qbkc0Oh;4aOLfdN0FUBC||n7NM#LBcB{= zpN5byrOo`o##E!S`a@(MTJofJPPyBosrd<`MaoB}+Q>W_H8D;~gnX{9pI2w}X*z~H zlLq$BJ%1V9?&drXJ^#?rtf;FZwz64*fjeifRMOKVs3c!Bf$iDCn4+0uJu0bM*qhja`xZ>CzVSc+tN|u>a_uNSLDubw(&+8GyS7h66Cn{uX?_5nY0>AbLoSsHT?a$vD!ms-O94ss$nN@ zpQy%@`tTjb1L_D(&PDhA%QP_cssf)RPJe)Xmb$DBSz*46kTg7%LbUUZHx4rXub%o@ zIEarEH(yOP+G{@ftR!0dK7W?X@sG?>R!Nrd%+ky`=<+}%vlb6^jHlMfG?z(i@|GiTMj z8~vup9>h((lW3fxy#M9Omo+Nor1$JZc>{9K_S6@;sEyG_*k)W&8!N-L8MkL)N{YAP z?ddi=<|j;=x_imhqK7<#nzNgvJQ)>*qweB$>4b+NN2Hm(QdYlGAeeLqxkqe+*JtExRcPv@c|_3RbpuzKx{H zj4|{PJN#D1EUFYDX}&e1j-$`nYAzUuHSSc>)|dC3)l=D2_mt%EGPCkjxdgp>>4I;b zgqa&1y~5@Wk*bZ&-Evn=c{)R(h>PZZM8NqW)Z7Qc8=P{}GqTJ2z@t@T{#s9}<&M&jDsh_Bcrcd@SjC)U(pkM>8gm>`~davSxH$8>zb-`7`z6Ediuby4ftX!mUqs?+ZBL{6mG@ zO3g??PmqpD%DL>Z?~8dP8p-l?;(2?VnfVn}(&Gf}DCnF|@&ZG^GW{sUvd-3V%X^%N z)KT2y>=CE#i;aBZM|FAk#rSXhZ&;(f*Dp~yaQ z<7PEs)FY#+Ssl~GlB|%SjwMZ5wI|C&CYh*7D@-oR9xvp<@)W7B#IZ+faF}Drk*ma| zt?xP<|HJh+>O4#51v2k9>T)F+=CN{wM?Z{k>1@w2@?sau+$JATO^}6cEeE-pYNO~I zpDK_kwQTFT&PCkZPZ9dRdQwxTpX7c;V#y7QtE?|sq?0CoR(1B-Cp=$uTxb1d?&-L{ zsN=`h(Pphv&q__Fw9%y6i=0I`336BDuCphZOZJYmtD^Fj{7t6cTXSD%dZs!B>L1Kq zR#HSRW^589$zYsSs`)DtusM^4qbK@`%3`*i9XX5$G;!vz_$>g*it#5R3>m54y=r3& z#v5${{Vqx<+xC%-u>sdRP~&4e^&3a_PweD4s<_Fbi|Vs+bq}q2wa3=?E1v_(yA%44 z@}aK5s(|14lzUc9qmDIe!$_jYnz1qiUwQ&qD4CV^WXg;AN(H&pSV&zx&1aD@iI}yl zx)hZ#Pf3wad9{BSX^OMGb%brNwW!N$oJQ2>wEB~I7A0zdbTy8eAs^F0-+PYUtv;Wg z=A4CBk55WtmZcH*6j$%qr&H*x>cWVF?UrlZVy$OOy-oBZxvuEcYKhKPiLs7-qI#~5 z&LJ~VA~jl)D5}aucXZP$8R_w~3b`yg&!u(mgAb|E@vw$A^th3IY$4{L`|Pu6q7Lo+ zlns3^jy%T2L?hWp(!^}sG5Uiw^sUycO|9)^<#zjkm0azp$C7wkQUzEWT8#i>=uC%a zWHTzAVwn=?Qn`?ik~VJ^s^Mqt8*>x}d~}~qf(%HW(JwX{sp@$8lj&II8x`{V^l^zk zxWt*|B&|MrBAZ|3} zy6$nQkL+u2#u%w%tCu*q714wR--;qzn1#QSnQBp$e@#sxuK1=P9mHip7C5iu%~D1Z7mVbR>sy z$*rPoolSJ1AU5_(VV+nD@pm?bBCiQcGvxnc@9lmgOR_t$nbByZElI0gOS>9!W8{Gd1E^Rjle7ibYn5WOr+Zs?APjUXodr%;e-pRdIUj#V{Z&-0*`@Yxu!f zU>}SHgoUy2n*bYzpA0N)7=DxCKVTt07>2NhAN=Cq@0|F&ADK6ktezf;M5Bwm5pm+g zi4!MIoH%ig$b?4l^tj;Zu(yjCeMw9>@GbrEw8x0+JdQ>{>9MOiS#t^HCgUjUC?f=o z`iZRAmL3^yC$9OI(FGceJOL>HA09y}Y9oFZkH_M7t2v^nXsDQf?;jx*E_0;hE_kZi zC*v0$sGBt>yd1lT6m#W8L#6z;2VgIDOaf}8`?OPS58b(dqS+Hs)lQ5Lp@r|ROMGG& zi?g>;Vc8&o@QYjG*fzeWo9MWl;F;AoM)(UiCaf?k$(9w zciW6B7bBk6^r!M_0yV~GX@^M^lkxfK;joWb-jW&136m9Bl30ln5nZfC z^ckX4qN^iJy?GzA4CjyLvte&gKZu6d#QUIryMwpdcNkctg)k%TOEdT7hWRqvj3QQQ z=%o&eiuR=s^=5Aa4Ou}rAUOMR2wPOf0s|6Kn+@~#Pid1X% zhcDAnHl={xPaqSgJZCiTwj5AFpYL{cV<<>3={Dy4E2Sb9u^Y?}+oyd^7asM+{$~8h zGz+3(hRa|VS_GJI#xcAE&em%pVHSHNUvXAB8cSmwT@eA((AbD|&NWr6W60=Zs#ts( zh<{{8#uJ2biN*v_u+z0C6Xw}4yA4;4NSmmpP~S|Ob{x{I>XHUq2om+$9wJiV@hCQn z&iKV*q|)`7M`Fo|%Y-*joh=&s3>MO&*^?JGS0TtgoGPLNp-NZ6^QBbJ9Sqph94X8y zP7+tbfh}gweh!a$=jN5<6ZNi<2fA(8p^uKB>klLtEuKM(RmOiLNBWC`B_&e<<>Pbe zZ0f5(3wb`HU6V}w$=?iKtmiRIoYs1f>C!Q2K@aY191lw-a>glR{z51gCJEl(I*!28>D>qSH#hdhiOpuv zvRSOeR$$Nc_V|%mVK9#NI+LpVzLh!_sJYMKEs)FY7?;g3N_a9wg3`9H#1jatADL~+ zmJa*MBTp^01a}lwLLK#-c(tf3jCpRZ{b`7Zi(RD+E|K_b9fW6NE-1VRvCfPQDq=`@ zD>{HVt=fEQJY`a{I-Uth;XoEmWTtQqIf8}C7r_SA$ih{$^${CsT4Gb!*!y^KjZcOs z;n*THmew4A;v_w5QIQm#ZNYwl$;Yhgn40^)lCQvneyI!$`HE}&PbO}LXO2!&1zXK0Sm`)G- z-eAKfX60tI%AzI3VVNj<=7hgtyZpjDYs`?`SQUGjQ=$6i{mZd@)V}qwwptOCTib>z zC3X)_Y$xzJnil;nVKNKWz0ldy+MfDl!*w$G&k? z3lV62X8yusYq5X6UgT)JJinS=g*G5S&F@ zP0=h}l4RpJNun0yFtb9f*B0;_WMe7_c?oAXt;GZ!;mt8BE+XUzt|H^Gs+)otvJT@i zT!N!XAnMrO{^a3YfCmXQ4-j9LWJ8EzeV~dBmy;v6DtwOO1gj9qSPY|-{iL<(tfV9IE2C>RkVdoe?StO_u*hM2VPL5?Q#I4u$Bv7Nk~>dV^MvXu#8|ack7}T;jIFm z3dXM?B$Y&7Zr~*ZZe@;7VEB`jP2Jks6yh6o`$9X&4DIM3Ch6gze=fi9n*6x;B8_9H zdd+XesOw`y4efW6LtNCu*uv-?l5))k>~L%eu`VI)5Z^Ns)2`yBcP7hdaOLepdkJp_ z8&6fON+D(aW87fa`1`%xSWowA`Tb!#mU zWhI9OQb5{RUW=ZuAk0ALMrP6$PYoOEqzk5kZp-^n03ATQTR~T%D!VXp^3*CP#bI(!690!!FJP5oQyyIGD_~+t_ zkB|!%AkbNA_6g3I#+F}$1mR90^BzPN&iiuIr0BTJ1QQopkt9NHRbFITE`4D}(=>Z= zO4ZAW(LQU9`f0a@3Ac0L6gM6ta)Y}KfjsugF0ViI_j@1SqK z{fIgU1|-__GM(((Baa+J3cJy5!5%rFfy*?DHzV%uPKTrO@aDVrK()6b%_gLXIV;Q% ztkO+JsEQZ}!FW}UGdJ@myW|&2?#|_I`<4A>DG^+0om)yTwGnSJ=WZ)xoveOjrYvBd zi%e+%MwAmy&;_P81V>O`@xSTbgQFK|wc}WA`#^FNF5foFJyC z{h6Pis(PsvJZ5qEt+YtuQwCnP=p@VwiBAHEMCe=BmX?vC#L_9Z^ChWNr{)wc3QCTP z&r=9-!DU9QE@iGl97G!ju5ZXZd6m`WJbCMb~b01ke1jzpvVb`#tfo}F(SSHRfyfF#1~qr9|xc`B8>#Iq_r)xk*_ z2flo=nH4eahR4eWy$X8>r^BFu7^cLo=_co?ze8mI{6R%l!Q(AB;%f%)Msgj5Ik!}? zlAkb z{MCwW#(!rvJ;-xcnP%c(6^YMUZ}Oa5*Z9WG=KIatHzJl;@Fw3PA8&>A`|GI zxuGv8^MxRb?Ol$BWm8!&A6ArISLu1Z@D+olnVD>N8)%j7BDl^~s!)n#AQrEbBCzH` z^L3mi5y(o66N};OPH;ug=OZm72)FYN}YLJEHXlq&4a;g2dA};f{<5|c^CyVUJ z1ZD{t3ZpzNS#yaEvuvl)7w?0IUqU~B%jEYg+t&?3x5>QfLejk+`}*-8mm;|Ew0+Z2Vf7R923a00(@ zGv%m@H&jQDw}HLmjpZpU?vL*6l`@|)EOg86UqzFAE7M^xwEYd}cTSU5CguHO{ zI8ee3&n^vR+XW<~^p{blinP}7{buHJv1D{nSUE%B*l=J~lzF;dOgY(C<0r6Oef;^N ziRb#v5U@a2#q<+wgZ~wf5HPA!P-7TD_VfmM9k1#XtHNx<=**ySV7&@Dj#;qi1*;u! zRfLSzygWwI(ISd-1&*{;%*ZiKd5SN<7gdPvz~u=aaGKk?>{%s}<+ErX0CCa5#3I_7 zP5L=_ElhnJL{8cRnh2qbe~7bu|K1)GlBdb$07C9;*q75i;#YT(2MxQ|O`5-4AU~SN z4$*4VGp5Gz9Y};UIhjn(#&>SqI7SNl=^+-?>5aYVSvoRO^oCiyH(vIh_ilW6_m3mG zDX-4*VP0?_q@A>G9R$>b^#I@vG7yF8SI%t_-h;Om*^^>re8I-DtCk=V7_rnr|Ke!&UPsBZs$vo>fuLsZc93PiDJ{RqXPSYz!K}Ta=9++#s z5R6-{0i1)iTN$*hv;kktHiwjPs9)Pf+J+l>Mp=7{Ov)}V#Ha)?n^`gDC3V7uPl>a6 z))Rj|%W_zYvn^XKj6=Y2Gnt}XtEtAkCW>;mJ!#9EAlI*oab5&jao2mLuZF}=Kawso zx}aW(?~o&~t2%30maUd~3pCbWbEx^7;SiABQ!8P1QGu}_PBV-L1V7yu6f=s2yrfHtM?KUYicXmyn!Fr|GItGbd=3SG)S zD+9t&l=H5eiICxf6%k4o$0%0qXXETog%xO<6b#6-(jp7y%x1$QGF@IW+}DBsn|jUo6|EEVF4LJ z7R0RroK75aR+?w!V0mapI^(4p}xoZ8{hvekuegWJGJsQSq7y zIOCRbMnNnTOAdS(7{x)*l^L^vg(~w`4H4H#tT_}SWaVVUslob~!4Rrs7U|46$yTfi z=7e>GM3jluJxZlpUQVo45a_{>9C@td^TM`hFm84-r^3q-euQ2q0D;s}@=wsUelhyc zj8Cw$uNmB^X7b!cD6_02v=oV#K_m<=pEm3?{0Z14y8?ciG%1pdUnntVtetXkK*9<^ ztt`tQWt=E*9b`Or9E^(mS^*o^RV*g`{N`1!kVP^Wm9xo$sCZd93lkBQHhzFvD!o_p zA_y>_qN_}sF^>sWuEnte_UwVg1c+H%^v4NveNpJUbFeap7E`XqklrBhL0v)3 z5yE3h@Z1S(A`UX-zF1(zy%finVAY1;+`DH?G$uWJD^#`Bmp~tMM0|@Hp}upQ`?hV* z@<*^xg_63sGnkgpP8*~XL<@M{jN%8l_BUKdUs$L<*Y}cCuJnwp>N^d0p2;Q!ajO79 zQkiK|*0M+;S2A}#R5bb9$*le(05S%UYHDPNl=bp86jA!57Kr= zQ-hHe8VRLhDBW;OhDStPh2x5y-2J&W-eWkVTE>Rrgqam&CHoWGmS$O3S*yD#bEiZe zE&^EWM!i=KXS=0UCu2Bt69aO__4tfY*wc*L{Dpf1c|zQZJ&epaN4;ZSjM_ado{hIX zvS3|+B+A2chm;>q)uCMS1Z9`@{2@4&3D<%5C(&Z6FHQmK9d&C%>%Ce|ZyHKR^V267CpO}M-}YSvxNe?Os_z< zGt>%)Y?T4q{$^Ofqpst;&hsy!%;Kf?Wz&ck9F#6lDcMc+&% z!a*%jBywc++HAxcgp=QV`ISFaH({-9MKB~ziP&~aVexSWivx{kuMUe2|1BQeA_JQz zi5DM~KwM-%(Ueuj$Eyc$kgQ(Tc31aRJCRyq3J-rd{ZH5uq+%+#|J@!>jbGo`2rd#bTg`MkY%IE6x!kL4_J zzaR?f{{iy@gKgJ+d}^5<^SDHymqd9+@2$Apaf-PwBi7oDiLExKW5^L4X#H~*?XCSH zH39YRz%|2iG0+Ldr;1v${l>9gT*kB5oNlI2j&3!)4DnIUi1KSP{2os0j_Grww!O1B+&g zKSgRNgF3IgjCHkCM!1N~&L|v8>H|Q3>Us|~l^}Plk)q>JAhK$tc#7D@5|tewOta{3 z`5guYuoaOA6OA+@N`>x7M#GINS-CCyo{>QD<{g%-CTq#9=C|DFTHqBn&IQj-~=c1KKIbVcerphv?j^Tm{DceW>pE+1(>dnGG$`6=9 zJStllXzS9V=?G)uW(pU_wL96$S75y^ZDH7d^LtZ>NC9cXVkN8v75-an5VAFlVF=F&!CwQ@huoU{O{Mnidc{D4oH?W=qMT<-aeAmF{2w zSb&p~#QR$up@r82KZ*m)8E6p2s~kTd*7^=3#DjAB(eX z`!+E)GMHqx-7SPFZW%#c+w?Lqh5C@WwlkbWOZ5~_^oJw(Ugz})ZnlV@X?zy*ZH!Si z->_&xJ@Zn_^YfRym(=91BdU&h9{dnlT$$U?TOU9r{%od6$S^6zMm`jYZ+YB(vg@GQTKkuahDT0En1bgW+H;Jw2P86JW&T zNqgi|(L~*lf>s8Yt`cN|^O-919TyQDB45LSh&kVw3+9OdyOQF@7m{)!#^NoO=<>&o za-V{DAG}dKGFHv9RE!`-7jagxjC*^7bMt3M)M|ITt@K5^KNaf7ArQci@n+Tf+Q zmAipVM&|`cTi{(Zuk$2~oII10bs3N?>vg%Vo8uS9wMN2`cdC~hx^RV4{jzqal9cddW?01Hf4~Nr1H^${`geMR6+JP9rKe@ZRv$^x| zY4Xs3NpwtXE|!lY0U*B;9lrE6xFS7k8=apvlkN6%JQK(6F4Qf6gnL00;{FnL_E9oE zhpXP{IC*k+{|8Mx79)r9r))qQuoR@-C!=8}9gigqIj<(L9`3qB4&uC+ceTtGt-Shl&2O6#mY1qoCd=qU6{Bhk@>CHf_hd$GWj zevNwEnw+1d4I0{}Jj~+5twU^oFgcPNy&NX>gG*JutFmIt-?~BO zq=^3Ia{Sca7dHZ01brj!Sc3i2^CGT9GhOn%)+J>3X6 zJN%JPb`}DUgYey%OoiP@vJO@Dd);@q?tg92)QSVR%!wtgkl14-;4?cJPDYgBN-gmS z2^=HXAdnY8Rl+TJCkx}20J5K*oR8sY&^KRboCKZ12?+-ZPun9|RLc6sSHrf&RLFOX zh|ZXLA=*e@j(YHpKwsRbVlFSZGW1?1t|~HoxNYGj`hdXgPEXI0!+skQhx<2d>twJe z=ezB0Z+P14c(e6+`?TNOYagZe(Ig!;$pxeI4ChBsJss7_)b$;(R@J9X;E8_w^sw6& zB+^ksF}P#?Y&zhrG3eSJ)u**d`}mIFF&rH?Zr{9l`_5q6?_*o8)m8(R;t*i}Itxaqr5Wd~5cl@$(#SUE5U5D(5qDZjIQVS(NtOLmTK{?;j?U0)VYz>&F*KnZh zWp+c%2We?xrmx^IHLlw~u??|#UAiucMuUo{V0F|hZ4`~+CBh*l!?SdtAi+>CYpYag z6lIPuKlPoatjM~r6YwC3CaXMHOJoHe!jP$?KOUO(Z0ECd;SmzZQ47|1jeOlXsHw|T zzlLB!#+U=e%-Nlu7ND#;?)k_r??vVN->_;4B z#e@x&a^q(E419?NnMI}99=E2W9`svC%6_|p=P$o^`zD295=lb>UrFwL^ze>~f00x| zQ2y5M9a5_3>)Ql}iSF>_7`Lobo;JoX3?txFgsWZd706J$&?9JGP81Dy-Vm>e%UiO~ z{SIsWwyR}Kg)OKsMlc(ID_`IKH>|3PvFOz18b%d|F;qw~-I@CT?bo;eE$jb1 z2RhaIru={Y`u1P{Jj#`JglEiiy;r8jzyJB|r{6%0Ula(?&dvAMH@5#*e*b0pZd7zr z_P>2&``@ul2`5-OBao@`SKrwFe^^Bk8+-NHl>fiq*#71(p#19u|K?f!Yna9r{q%Qb z)3+-5}-cM!H}<}Gx%w)z+w1CI(U(solj1NgKO6`9S;mXCzIs% z&08O=-M)GIR&ozV6X*G;4AtKS0z`nR68X;Gh0DFg^+wWBI+jBZr% zhH%jC;oOfS1I0F>7$8l6_@MzYJe-Jo7wRL~A9jkMUecZj!qfs7{2R{TFJHcdQbA;! zI7i*!Muee^Z#>%Ec(AkgU=0XMlaB^?H4wxUKRi#Mi=et#BKt77;+zG0V=74lsghD3 zR-4iAXz~*0aUj`+=C02oLSmUwP$Ld2fLu6~UcbASZ0=o8?%mzn+-m^FC!6~}c>K|R z0@LX3-JSi-2Ybom-DKnO&i&2(&Br_V>%-*k&JUBV&7J!&;DA(^lk^o2rhG@l`I1&{oZMBqW2I1 z2e_%Z#_f5Z6G{sNrWAV^rwGll@p3h+jUc@zAlw5n856WL0_?MM=qM8$gL`8VdL295 z8Z6%DYvhA5ZLPxe#zaVG zcoY&10p_tyzJs8wNV_^9H?&4lP+T<1qv@c-PH({Z^<>zkTYxO>!xSVX{~7o+xt~oD zzaP}7r_JN09mb)WbjWmEMiVx}YJd^{a7{+9rxUB#=7zEPIET9VltI^gC3FsRHgWc0 z)yctiA2X2Mcf#hJ6TZ1ynBC3Cv_0ke@n16?`GSRe+DgxJ{n&4rUhLnSeD^cNQ{-0LQGqF1>d{nt!yzMxW1qO;3xE?q!76Q+E#_1jwsbhY2$R2M9jH_!fp zYWvDo9hH8Gl??ltg7>y=pg=S<$33R#_SOd|64l1fw<-JX);h{WGqJN|O8#)`K1xJY zis@;}A8u_~sGb6*Y-elt&)$fJS=e4QoPY$XNXCPbI)ZZuUA|_pm2c%_lj1C0JoJzv z{5th|zn742pmO~tY2Ms?Y>b(Dm}>DOG_U`3G0p4dmF5LS=}PnZGHYJfu-6V@ELTQX zuD9QYWBZ#d3Y=#BTA{JGjccH5G^q54?XGD1n(SVG|*yYFWpVyyf+Ad;y_R3dkpu4j;N2K zkF-bUR{NwvC59hfWiS$?*7pV_sz=3!_bkGO2y8&p|55Ej9$Y@lR(tKAYlsE^otmJ| zX7G@K2GmZQB%YPwb(mnKhQ$rA6{Zni8^K+SF*w<(=GsE982oI-@Psx1`dLk!)~p9) zjoNkxZYwaJTARB2w?}6GF`z|FNQq1G3CotA3Y6vJ4|>wD|4D< z=p^Hsdmj+?b->PWpLn|3}(3IES^;)C0YTi=Yrg`Mz zC`2=85cHX8GnW8QHXdZC>nQ7>HjmTEAqbb}}B&=Rf8wH5AJVn?9;ztdF|i}-$f19U#5+e zzI41K9Q)nXZ!2ye#V@%n*KDJBWcdniv55RUhP^jAmiQoy_NhB$q$uR~m_HgG;%>7w zK=kNzTxll|AI!Mf-2K2*H;$f}ZldknZ8`_FY$MZ)AFn6~E`g6TP0kv5tk29)G8W(X zXM&!)?dMvLPugb^AS6(H-1eEN9c|Fsuy{%`?G9?NUQUMeh0V-KrJj7_ioFeyXA>4) z+I*JjFKk}1#|h%I!0g$2*ghPNmgzGFuxPK3HnuO+Dcdj6=l0%3dj*7r``vwX!NC&1 z!oBYO=z_fxz=FN*Jlwy3po5cuC>*vqw(GHbB@tmbQ$d&s@1S-}X$r>))i82BXz>w4kim}=ArgQ= z)%`Toc=)^RB*zREi=dlKQ1l2?v;niE2+6@2T&dclQTx1}D_%v>gwDIDbcECA#LSph z#BC^UftMTS+#xFPlF^k6%psH;la>?=hg6{_fx6MkxNwh)anY_uw=X;_)4NjzA(~}o z_~^~lG!!(wRkQenTx;joQitA~xk-uFbguX^d)0vyb!ey|o?WDK&skDzmRm@6 z>{V7d%vu8Cpw`FzbU&lZQ)#!*3YHR^wro4Y*z!%swiI8_>&_BXh(+EDesWB0fh|S} z+eNs$9LVCWAFCnnn74YtNR3TSzR=@BoC%g1K1O4aE+e?>pk!$$$tBSt=%@-QTy;YY z`0?C(vII{Xg(cd3@U2A&0so;THia1!^?(bhc|l6bP!4K}c`O7DxVA!e@|YO<@x$N@ z54qrEwZx!j@lgP}aM%~+AT#crmZD!_+QPaZubBZK)S}VNA$%gjzxon@bx7UP6@1 zqK54xl3>}j7Y^33Ahh_4FrYa*MC^xe$eMe6+FpX9Gsx+{7SZy8gp^?%)CB7}%;eB; zB-GQ^MX2acdJ!S@v%FnPu`wXC_7W7e3vZUB%y(2oV+ZMi#I~aay}9mmWEraG6_GrS zW&)xDri-}%k!G-8uA5mTx?~D*RErUaEew6^n5wCVesYTT^Es-rp^PlN*^Q<6o54jl9pS?A-~7Qs7nWB(<5w4!Uv{5ydleZvyx4F4 zdQw)$h3+QdLHr2*P2!-dec`CsllSw`XRW}YX+-)`Qv;ls0#_q#)^c7pNqrAKB!lBs zvGhZ?YNZG>4^hC{Kvm~pjSlTv!qB_U+6FVwv~kWDO|PMD@5m- zl+-px!|@o-pglxV=jD?tDl$Ics`XL(kR}vYEvfwgroYkSGh_wm{iGU<4ZJ(^c@;uf zdpNLkCUlFE_c*?&1RK_*l{`Sl_*Csdxd21?k`f5JsU$IoswVKbf@!(hU>?Ac;}p*< zd{0U3-f%d9Q&juRe=O;q*upW%1j6yvlbV0}>A#i$c|1seFq}NVO*Qf__#wY8H1b&< zfYGqSxo^GjlV5V#;F?6&47t{3!?yy!XdJGwySDxrx=}A53xnD4sbZ{{+4_MeT|_h2 z%FqhYslfnzePZ}kX4pb86wGimCQdcyBW;?oXWGW@MZaAMPa{k+Ad2U%xM%PfGv4Bn zN<8?g=jU<^bz~v@NR_Tgoaeo>RxxcZ1;ZG89zj2+kW7$fkg8>f%LU&-?c?@H-sr{T zjL9TbIfHsO@@>jz&OqN&nTi}4+lbLudZWm>&UTV*x@cc53i@HI-G}iZ9-Of?=X^-# zI*~dw4{90g;?DB(V(A&IDj9Dc5FW|(B*jez=Nz{4JYHuY8}xAzR0nv4o@U*X#O|6y z_9CQp-7JEuY~e5ArM)M)m@bi+ImnBk_0c$evT--Y#`1;=&FnHTE#`7R!14`J40<`4 zV>r`6Tx5WI)Lg*A(0~|164=KW%^qw)>$wBZwAoIf%y;5WFGPkC_!l6`{t2A=PKN#L z7N*kmVrwTRf6&t+`0gUmNP4v3-1$axr%bEv>||z1Ogve~{zW8*hr9S__avRz9+KE( zu)2g%pUWAJ)W1 z2IOPjmsoFUk~=PzDM!Jv2r6%GC5S+YMOi_MlBXmjRa_gfS`a%T!+7Q3BVF3IEnjqn zeHALv6g}nL9@I=&bS?mxX9_zIXMA?2Y93;6K%S(> z=b5#hlfCnltQZpybwP9ntwD+~A#mTioCOr46+zEqwvxnW_@XI{Yj7Hi*Th0^vSKWS zFY?%BrZJDmkxCwD;4}^)q|#AO@)ddq?Zp|aYA<28z>I7? zyxglgMXYN(C_qMF7mak!I7P~O7NeVldpGf~8cDC2HWNm#um-t?MnC{-#}wYKk&!-< zN*UgaYjR_fxRx>Ywhc6x2yiVnOKQvF<(O?~`Y};rC zD){Wn0z5w>wy6;a`5~RQU$wCJXWsHGss7IbpT`YRv264!ylP*JSI}S!VY0G@$;+T< z06LHJTzaDQMrM|m6JB{*D(K~K>ZS~s_Vy67@R!4`Gfa+r!O( z&*K)Xj@=IzTO7L|4qDDqoRvA3#f{lcq7j7JUa9EW{SXeBE!FA9Es5jsmgrpA(^3dS zT6U3Z<>c)l>U)R~6dg9;iATGO@x-HDgmZ59Cl@|A=jBoWIzqV;6Fl0@ipyoqc14H* z_A)57#=}026q!k0SU)bp$bnu8ul_A~KH{L4!R#_g*7AKsDCQXO{@ojYeE;r(TzLPk zBS56!Uj}Uh*b(N{_>iqn;7#;A_fYfFl%Yp)AB!UidL#M8F|tMFUYK7Rl9@gtBn=N} zbnXs<(=ImqzFpzv?q%&v`EH^?RAPq!hF=d6$6nr=E9@&m*{;2Z_mleW>S9FSdwBn? zQagYj;arK#Z2Z>g8+WoKlJI%T2;EB%S%R5BUJk3bwxts>2Ry>fu;Na;htz5J+UIzr z8=4;Ho{u(m?!8rZ4B!{xeYe|&o85RK!#hP=`N4?O7bU=U<=UyPafWDAy68;65u?BQ0oYTo>_#KwPzIelpn!d+7k{Oh;GN(hGznX7cxxb^{tCX2s(u}9m zoDLzYvDgvRGH7r5)azBam(83|^G*Qss3{hiZY@LP#Z9~=K=a&ZM`tWnzMUj=j2B1D zRk^Be)O+Fmh`wZBJrr?u&ew&PBVz=V3tgN;c^%_Yskuh=&kVS*rRSdLUdc8+ zD0s;smoo*-S8yaK>{8cAhTblMT0xVt)m61aSRs+AW0K*txkHo%?b=o+>7ey&c!=Z#YI!q7tWI_J zb@UhTVp^og0?($uoUf*-hW%}OG!2jId+mvPglk^a`fz|)orY-ge$k0yqu6c30 zv!dd`%{}>e1aR_+71YI#Um0KvbdGDTxN}Q1acC!bWlt0}oOR7EXlq%=12_EiurfGQ zod?Zk?90H6lv_V`Uwa;0ydlKlw;EJicOFcfHSFWo7;t>v@aRSj=0QimdS)l?+AcC` z_eEHy0Cb*#7E*h*9+qo8^VFHrI5B78>lJ7{|L#|>w4STnqElwt{F{_iP}4qHu}A@GJ8-48Xo~@<)yl} zZHu*;(!N@|45AqKXdYF_o4I)p4d(*RGYtYu!BFcit&AQ!7tm_*&U$j&r~8X?-F@s+ z-5y=HbVL+#jLoM4P9`shi5Tw3U=3Kr6DHqAEG@V|H;|cnl6+P=*M4>^#a=hByJ_BG z^7Fn4^;C4`$&Jpo$dJCY|A^Oo#J7sVyt^hhDlpW}sfEub@@+ zez@q7NIdsSIXbB1hJ~(zhShu1QQ2sY;Vo5s)F|pOZdq6cevZu#P zaiJZn2>8;wRuM4Sx!(6X7sI++N|o(?MR1%hS-SPrd^4;3gxen;Q>F>tJxk(TyW_pK zrl7^_48w9eL-Fm(S*STPiFUC$Vr+AP!p<=MX zzWUY4bP_ z<>0_hObaz{Ayk2I&#i{VWgLCK-AJ0vW{znv%m~iy5;*R=f%7yVyXl#Hdk1{O*E0?C zR=M5Jjs6LUm%!~m9kHUL;^fstxkG6;9qT-g$epHx94KV~$?V&N2R!XlY4Wf)Ihh_N zpY)#h z057{%?bO~$jL&@|f#hgU`;$agb&eG73TccuzF6p3svx8RmtSPU#wH+84wlL8gJOqk zfw=09OTU-$DENgF^d4?GhiVYy7o3LIT^lG_P4IBRG7gQ z!|6oEVTi@Ij8nXlr}R?Jkp9&p!4kB^6dy2pbCuOq4>v_NIw}`u@ zp->dc?QZ=h1U7Dy4LlL*2REOt8c|CQuw5yp1-OKjbPQ#c1O+VoncatdThJEZS+~i> z)q?nnQSMQ0JUws&eCm%Y76!stGcOIOt#nF-jBq!x7Ve8N>VDD!83?U`Dbvv!$RJq;3 zvOCwqsyPSh4BYLHhgiMOF$uaEK^|~XOb5LmPtC5I8E&fQ*8nij^I!d}dYy?=VB#E(W33e!DN1n;>fx?3y<&utn z6wGZPOgLM56pdBTCjSh*P->4f%P{6qWZ7q~qt{?TM=Zjt@>A;$!THz?R3BRk1k~e0 zKF~d~L`jwb!v$VOr`07!c2xUNCh{|q>2=fIMk09oQ8FH4H#9Stoc8c^zLSoq6k17y zDaU+^stVBnHU8+FvI0E$5*kUe)7~)~ln^|>IGSUe8_bpzPkes!G2BR&j;o4j^GxOV z7a&X<>_~3LW$md1_vN=tW>T^O+sD1jSMakFrrZk58U~O1u2~U0E%kgqakF55sdy{Y4-IW1`wB zBA9XlG!RdGdOwj3LMbAuh@Gp=`x-NxE8idVco^bR;(5;#XC?V0HR8;jzs%9XC}&5# z5snFN`+=?}ha)O|wnOflZn$Tnju`S`&a8IgDojS_zJC&jct#S6ANiv*#q%qKoVa@$ zW`>sJpF3+^{eS-=BE`etpf$3u#lu$aAm zMhLPxT|c>hBl$}QB@#d`PF27J-HRH&odmKC-v)(B&Wk2IDoQ4`=f=PF-@3{T1J=G zYPJ301bQ|k3uq-X6gD(#wFUXb7@sHYvy`Wr!tJ$Yh0hp!r^SW;o(*|~f(V8yc0GhH zzh}`Jq{pZoRx3sV`XT_w9SK$Hwa;F&2*xO6y>2A<3otQ*_^Y zJ%c2ndcvSbrqMN8LtJ)XHD8@MR1HwIVFQ>K)|%_AvA{`lFhpnr5F%k$uqS_8&kx41 z(}ox#Y22|@$Xm30gy5)N5o7+CdPb1|s<99Tza2m=(Ykj0Bnv4ndINWrFqBP@{(X?X zRJdYtWs7)@Sk7&txWtVh*A8tEaBFZ3-412Y)%?&$356dX(%?D zurbFZH|#{gs6tKD^y2kV(xKhw;r-m&sv+`n2$K2E03L>A973QfruZXegt{51`pIN3 zsso6Eg7&#SR*2FOHW2U$+)W(OMlgvY2rpeh`Xo!*=S4|^sPTOA&dd3%>2>R49#%ONITiBgsY z5p)6^OWJ#;wK&A=XxF=d@arM0jG;KOP&TZ`gZ{ZCr==qefxXU&k}o-h>9BW({9Z_% znR@AEJHkYVWd443v$6F&1Dlgl(CT#rg4{>$6}Gj_!+)U=_H;@Q)KH5Q<*%x;DLE6T z2FSEtH&0`BV?~NJQ-Q+_gJH(75w*v1c~L*eh?*Yf&I@jXWoF;B;|Qdo+ChnuUa;iX zhHW$tvq5`68>%yd%zNBtw*A3LFah5Q#vv&K#?ym#mR-!LlaMmEzMo%O$Y<0(wHQIygum1*(&D{P94YPMKLyY~yPME60C~w`wOsxuvUS z!k%JcvXfxud^MnVfqi&q#`c@EkMN+!FgnzklI_?ytNYPqkHz7&ubn$%OE4mdS7-LN zmyU}5($>~Dm$_~lNFe=*m+95@uA!Ky+V*bm>UwvCs~T8~+%<0In%I56y56N$7zo^} z>s@5kd;8bBBG~->uKKJ(y|VI;+DAJX!@CALEOj1u7>p9x9jUgf*MR^*quP4So>|x) z3Z2)+_yKzfBIpgfH&G9ks79^%Y}iwU%O<2{0vJBaB_|jhi~*KjFxKuW9kSRO(F1J^ zb;R1n-OZmksTNBE6kEeUj2xG#1vmTEyaSYfBF3#@CD|wPVkqVVYHVcU#RAV2e3#?1 zIhNbuz_vZ?Bbp;lWbzyt=DObT!0kEa>bxRSG6s;|BDY=xZOxuV0t#`g;zQ7=>(vZP zBMSvolse(<1oR`h=+sG~50&*MIpw_!sqQ*-lVp30IxspKzo8>n*IG%$+aTZs^)cu~ ziSiPfAf&r;MIf|~$4+38^H-5!R)MN+V2M{$&uRl40}P{u#&26kwRSW1s#*+~2;meb zEj4?#&d&KxVR+i>jO+TzdzNiz)r9wvoS7%*yS6TQ@u&x{CZU+Ec+^Y#FvQStMjJ^j z1e_Z4u25bD5KcRUBmgiXYEp-g4b*dK(i*`pjocQ<6nYl4=|u+S(EcemrX3PW>cXJ} z8IVm;q%wykCdkFUd4LjX)^RoCj!hr!@=9i+B!f{{QxL)urg5B(E@VGMvhC0-A{>8s zsaVqeLG3uj?Imt__VJJdzABx}%NdOztm8hY1=GannFVbP%gE`M)0k^BFhK~UADoEy zN7JEkzSR_YiiHsGVGy}-Mz@t4jad}c{7IQ8&w(8C%vv_8^jt~U`(#rGGlU$<1x*Y#~77q zHg{Cm|JziUyHAj1pdUmOT40E!FcuzfDWrJtHh_YXcf*zsBl7h@{Xod zM3=zI#!H|^5ncK$3{be9VE9vLgDrF43if6APZ!K=V19kygj7&m{ngP*@<9EQ;b;dn z4);&T=|KKfD>JV-U#9)OU>U?v6{l_#(UZy4gd#=_n^${SgLsKB~up6q#zVl(lmU^Bx9bWT%n#aN+-tEqx|x%tgi1) zp17?VAT5U|oOrANXD(->aNz-&Hns;{0eIxyJI0giSq#%3BE11?1-H7cmHv|D z6asfua;%~y{xll%N<=(`M`p;gY-d=JlKU=YPjp zMBY66%fI@{SGIm@>wo&QH=qBCe75V#6#d)nuYVO~zlA-f#2BF!w}0WQ+e6fxvV)nm z|NLuT`AUR>e8_grkJGZ(vv^m#!o9m08-|*9yDzvWcK1XV8{w7hfBqjX^vd=sRm0UQ z+b{boTd~=VpGyY9=5*5QLnqUhuz0cAd5*-GgYNLOMK{XSzNdwMO!kfJxcBOsfI2=w z3UzoE7$858zpkyQZE!q19QKhk?Z>vb_bnv5<~P-5`F?1e?D323YuxFbohxYhwMk4I zj(FNa#m-iS6X^*qZDk$f73Xowl-G@IlaF{?ExZSvv|0!r+CReG?Xa`HhD)_ElgzB+ zB^W*T)^FVm-fOU86ZN1(;Qt~FMNQ#nX-4gW&Ep~hLJ9wg3k*`CN~40sk(k)7EI#tL zz&2+_j$rg+Y>;Qz6Z5_}oG1Ad3;?%)Y_($OB7#seU>PE)K|21&h@;ta6{=w%(X0~xU=wK-6;!_?F%94MWTf4u53Byje3WWOb{v)L?48QVjr0l=y8s?yXGm69Brw) zt9oJ|-`Y3kJHttOhoS{ZtC)TfZ-CkZzTSYt(->zjxzYQhy~hJQ1rpyox%r?6`6%I| zDZX~^=}Fn#X6UNHdw4xyoBI%pe2JWabWt$_dEhfAZy!tL4*NNHo@*(dSkGyNC`O_ZPviE}N}=@CS(c$ocp<;%aPw-W7iWcV z-w_U2YR_0wrcu=MXW1<$>h|qyH~B6q&9a~5%(+Bcf`~zgEmhf=2twhT zQ;Ly9*yq>mLws25aPE0nt%%n)GFvLeARf9x&cW)(ASB`yD(`WU6J}yv6KvcV zfK7YUIcf4;CEaaY0WQ|@mZ(5>?nV55g)Sbd!W1xkMtuTrEuAC+I~jm5vk+`e!POAHj8$#}Fi=h<$OKO$VK(Pp&rA75*c{wc!alB>&a)ecJ0mq^z++Kk&x#Q*?FXg`s!DxetfY? zY1M7g50D`*1PjE2;;^D0>^6xUV?26#Pm=EwPL!X?&~7%r^WE=!8#@yRo!ok@>$V6w z=t5fDY<~Cl`?qi7lCo-xTg~tM{&&9n!M99{+w=Rl)x7!scW!xz%b}qq0HD7}0FJU@HBE$-!0H6M88k>^Hw#WF zKJt$hpeiqQPomUx;}~I=!~Js3uBa!#aOkFA;?CF%yy=FH%H7lI!{+`QlFNbTnS&Oq z`P5LA8n{S(r3XW;Dk3^f;i0ksvKT1?_ZcO#11!arNNmh(wo^A6ILWGp$M7Ovae%mQ zdwGr+b6oh676E%-@36<9Mh=EZ4Gt3^AoNOSJCZIO34w|S2kg2{MtB}mdLE|{figTM z@>^)CR5eQYV{#lvJF ze^&gltqhSy0==4wx{x)84527N51!K<;zjf9>LKc_reFrVlaEK~c)fk(1&)@fB)jP6F~sdGVx5 zQ321$_gPFS6-wAq%Hny{>cP}z(aZCMLWvfPLJ2^Q{3CMN6x8+H#jZX7GcLj_*AIo;os(&pmmCo z3jkX35Yb+2lM8zL$jZw_&u=5(gK@oxmSOHTOg3{}qcDhSh9Eg#%8+P?CBcCxtS|04`#NoJU_FA z)y%x2%>1To&2ixPY7Zo^S?C5ku6~4i@t^ zf&iDow-xe0X-ei|nFU&1}z1&3e!)C$tMej#*o-@H~~WRHqMvFR5O)A71D zxnN6nL>)kqYCLu62qyJKDOxUSFHT3J*I0=iZ}d6J6jIAhgfYBQ^rN0a%#pH0@Xw;H zms}1z+hxhWGh}%29F=Y_l~+Oh#5c1fO2NOym66vy*7Kj1Ty>YvG;WTCbKGBU!V7uJ z&b}1p2M193j~RwkVHI!3%ZN!63w6r=%F%^q7k>W+E zkd~#Y#p9BX$(}(&@@R=4b=V1C4#41wuyim0-;p?$D8^fYWBmRy45pp;$5}}pYm_{U z1>;4#H5aucg6o7MF%1TcJUx?omXe-B9WcY2*_xgLIO2&N8`tlr&Rj3yV+1We?l7|v z*6(#3d6+uCuC9hX(c z7TbS)wHj|blwT}IB6$Klp!jT~Fl&y50aqKlB*Yy~M`pqU&1*^jId%CLuMm0DRFb79 z=k(WZ{&8HX%s}?$+5Z0t7nYr^U9|b_f;QInVk+)${RkBsg%wLo8>Z!-ZXKiL z?-jJ%6|25G|6%2sCcUjwH2KYfCVIFr)rMQIQ0;m_wT#kh>i=ZxKSup;7Sxxm+0^<^ zwmwI#B9d5b!&Lmww%(xP@0Nj+ZPrx%FT}y+@5fakE==*i*!r&l={MqH#}=m2zuNi> zRQi>u(wonJUP2kX+4?3+#kD0P2xqdyq6$EUc&-`;41ptxu4NPcVFo_ELBRsii0?&}A<`xm>SNcOvD zc$Jjel1B0|9?tUR|Lx|@q)yR)-88zs`aM8E&N;kiLKa`_e30}2f&GFR1n_J}-cRE3 z3{Dep8Q_(@hQT8g1EdKMKQthQhmsT&4=#rYZUQ&^pdNw^2*TVRn0Ag?=U%=?O9_;KrSOdb+b+1&rZ*b|LsgNr}B5IhcJ z$z-b>;kD@@pJ4@+Y_DkE?jPGehj_BgXLI)NVka4XRYs&w2pnb@AYz|9+8N@#DgL$Y zD8g++n_G+v8_PP`Zch+XH`!oi@jgK|HCb;5x1TnzN%AOispN=Si=$WJIq3*YKjG;J zk2T?Ra3+sH;AChu z<`uly8(a%e64dMN&H-rDZ_pXs`gp# zCeDWUdw6~gKOj87+)o}hl6#1>1Vj5?BYAkzK7lVb++~s zgxI!17{i2`ZL$a@d*^sz3UBUPcyzbXK0Sor$+3Ivwte?bvc0*F`k;@D5{W}T_|C1h z55DvJn3;Xd`BM&$ z{pRGkJXyRuJ!S@^+c$50N4WmlHQG^;w6WElw) z3_>OyO@9sxs}R~w7iF;h!Er*FSmY)D67FaukC@pFM)~2SrN26z-8N0M4&qZX!Vv%8 zY7-5ZAEYjJry*JCV=g0b5S(}n9(*8d`%%mVU3nmb3_|EN!U~T#J@iI`UDXZDU@1Vz z1We3}5HucZ6V8U?QA$Y*gR`TW!S_S+d>bpF-)G_vW)S>IIx@*JJ>7MH(j0az2j)FI zk?jsAnOVWu)?5|6bta;;qMtPddR^j4ChPTpE+GlbvmY)HiL?S1!$UGxIk5Kx@6LQB z5l@)ks2*ogRvb4>t?Nm1aHqjHF1^*Kxi+>P-!qwZ4w1FW5C}!4TdBa*sD6sk`^`JO zr>pM`l+LUi|FoZLJI!NfxB<_&8cCOVBG!Stzuu3Vj&7l;;3=_DF+`TH;72r{@$`(6 zO=DFInOo3_C0Q5+t00Cie*qdTWYn!*atDE0f*iZg>Cz~&xX;DK{eXK1bEWsdZ6Rjy z>#Twv^b^ru^hf&{-8v}9(5O&5B#~P}mP{ohm&%=62ZJ({$?FHt8$G_UbHBgWelBoF zc(FrH>)cv>`mQVz%X)k)$BZ=6t%*ssp4^l_D=dT~rqMOaQF>)B&sQ6Fz#}S!kS=rZ ztiIaZ_nab)j*eZ48}ji{Ikcl=55VDRet9oBKFW;1;6y)8Bb&5&rs*2$aa9OSw1%;a zpunVW)Fu);Np9H2Eu@l}oYxV;fc`X^-NP(kaAWk@8_^8dAf|t8lriPDmW{TM^DfwgNWZ)AlQU z`j2OJ*Z^LfuGgOEdpLO!22a?VMXs>u5h_uy(}U8ab)anVaIpTqA%#uUD#~B59AoWI zHW6K|Qt%E`N#rBJ;f9Z|RTZ(p%4FGmLPx~OxN)!79yj(rrl(6psE|kzjYy(~r%!_^ zHb{qtr9cCNZ^)ny$FH_+Utm$&UA_y* z%i-YIg&%(goQ$Gkq^M`QgJ%>r@DE0g^W;77-VjwrFMB-P2E18EwN+bf?N*GZXzeNu zg(_6yX}RTNQ-Hx9BT+*{wGW0ZN|eTzVT2b+@6HAixr8lhyZ1h<;c7)VndjEpBREsG zN44*z2vY?e zIy{xzqL4eHs-ry~I@Q-6@=@ly|MV4JsIR>`c=q(4{*&8Y3Wi@0mV-4q(ydx~Ss&}SfFU=;|D@kM0kdh?RefEHya9wJPMfENCQ zoWprO1RF2jBf%mRPbQ2+0>+DbGlQh0HwrKw9CR4dC>j8oQ9ZL-8SwoORU{x7Vw<%Q z`M80UD|m|p;(|q}_6D{Mzh}zeS7dt><16%HDB9GJRqqZqWovxMZpXCk=~irjeR3kE zQAo)Nw|+!8W4`qPDlu0bMXf+(4n_H5GJy~D9E#04+#8y5AVXF@0X}FA^=i4W64LT< z;y6h?eh6M31Fe_6Q*~5W>dVXe79e!f>_*z&TI~drOkSj%HZ7!5$LK+?Ki{UcoZ>s>sKsAf_$ZaL>{-RH-3mIZt?HUwDs`YAIc zGt4=vgZ#=`bd*7!4FKSsgMM@E*WGXL-Lh;7r<1cfZ1uR{uGc!#5zHzGu5N7^@UrAy zb{iGy?qe7PkiE>EX17v3Rmn$lZxVB7+Hj8zIL=NLfx^OQZv_JtX!dQQ_H)tu#FhEi ziS<+H1Mm8E7OGf!-DroB{dYd>(yL1BG0R_8!j<;wx{?%_bzPYx3td>6>a(sa6Ms>O zzPZT6W>@{vlKdlkfRhIZI@qOMs@{9vHxieXdIJRJeakDj`o=BTV5rZ`-oahkjNady zLV8o9cM{r;Y#k>z_pxB3a$+d2WG*f>2>+rIqw3Q7Tj>R`z>=Ed0l@PkI9z#)#~0rD z<4@6u*ZgO=0N9gq<~DA{v6xqL?WYF82O2LImHn}G?156l>9T><(^%8i(p9L35c|z) ze}Szc)5O+vs=Ya9VfBkDB5DXith{tf<1TXd&D6~F;@_X}EfQ2g1I?)79*%b{@E#nk ztLKCzP4)H37Od^pXafHxSX|Y#@V2-16@&kK+50g&68sx3x<;N|GupxiX%=(Hd`~c}%9Hu{Bhd3xX-URF9(Y<`V zSxbyIO4rLr7ipYddexU*yyU8`IJR1LTb#GjKDu{c2E?--ueoo;K6_B19o@qDES}4c z?zzex8vG9)-D~bQl8^9z&r>YHB#)Tfz1|6orQ%{P_EMA@b6}?fJK*gG>X#qkgQ;~O z^q1zo!^g?&^}ag1*K<<7akn)+GQl@YnSpPa@X~2Je1v z`T+6n8_KB=Una_)Zwt1nOVba8MiOyxmaS zO?0E<&8iLA0N|)(eS`gm(D3^fXl;(g_P9>(BI{y1K-L zth^#U^2}c2LkPH;!#vIeTjK9cm~b3E#}%7xlsCX(eC{Zpd>^?;jGJ4m6|;Q-E)Fis z^RW3hxKU2t5gzDcx`<8~PaN$4BWAlS!BxoL%}+_&=TK z3!H`vjs%O#y^F{^88JOgfoD!`;GkpOkcBkC|6(RJcYowkp+4pcw{8!tWdm>rPa5v#?Pm=LUGL06{D(0LHqMqpm zj6T=!Y$U|a{!ad~y1cgY3(eNyzruO8;+mD+dV^x-#IQCOqxG64^nkSDk>j{RIMq0{ zI#pkLkC)-$p|X;>%n($9eQ`X#)fkU&qt4->I+?hUwv8oEH#@;5UuL$tcDqpr7%!12 zYb^F!=!y5+M8AHy|HBu7~(&1--JeOm9f#)5bBaV=T+ye3> zKtsITYW9(l?ZE*^>|3W;^}?ZRUxGAXW-ACSr-4_3vWi}2Du?lI!b~Noqver` z%hRhEwWF=sENi#SXZEp}uZ2vhZs5Qu;Mptxi{RxzK&60v?WOIVr~abStu8j<9LsG8 zW_kga4RH~XJD1XSX5q0D{uDWR@Vjv~;moT3d*$>|ppX?L-B870pUOuIBq!A52n_fp9q1iIO|J+ zuZUE*@)sc)E^6`-QqK43xbhbvp$dLzUx4Z4XY_gd+qe{SJ|fUo-S3O}i;&K=+<4hw zEmv1QBY|CxWa9ew_t9U(^J*!w&3b1(Cp!HUYhw*)uhyj}?-NuI z8xRkBt403{LVOhm{}WFf^p7{1Wlk~{QFZU~!}rldpk(msRe}%%gV6@X9y&n_P)cjc z{kg(Ycd;VU6F!l>)W{hM(_GMak6pzjn*B_u4f_@)cn~u`Tnl-Whly+~0fU8C7LC~_ zAgOhw4C1bMUt=HF!c2$>t-*Elvl3ZDT!hL4Yh2vL!Z}P>hsedlY8Vc5E1_~!4bw0R zBIDk+2P_0B$Z&d?whA#da$IBCtNLa2j7#dGkQ!cgiO-eze>gn;D{6hnAB`9o zwl`CzUrrgAYhX4#(LzkInZa3eVd%pvEAxYJ8Hn;Ify@~0(Oq4=Zv!Pt$PC7_g?Z+5 zi1431guG=RN7E6)n2u~cZ*%E&Up3&R3=HwSrJjOa7@ae%+Y!QW{}da+^Ynb(rU7Zf z_u&*Fqv1qRcZw#FvhC0GMqO0pNneh2NKh7cNYNqJg;mD}yiB zi2{$vY>>BEN087>pK?RJ{v%x~lmPBjv7&Ktv~1aP1#q;F`vAzi=rWMy;kSY>Ix0jQ zxe{dVC~sokP86wzE70V%;q1slEAvknE5dmsB>7_vfzcL54f| zoEUxzf@?XmCx-E$v=WC65ygQQoHl$N)~j;f@Gbnp_TLD_@s8aN<;=m76Yw%12&KBQX6KV|hB=hX@1ZJag7AX@}9O8s1*3rAS08CHoQuU@kZ z)E*n#h8*UOc_4`Zz{Dug*Jmit<^k`F8vbM=XBD0}5n-XMFQ;c`M|r@56R-j68-;iU zfe4XM?rezQ@3;pTj=CCGA4f4disGsinbkBa=lD6|g^vb?e3r;=A>p})!ik5kl*=Nb zYcFgPPlq{Z8g)IQrzq{w++BOa@WWc>6LG8{V{U({-S+^ZNBbr{SaUO zKA+OMB#X>5WQzZEJN+s%{YK?lwte!|?I&MD;XiPNP$AqcgsHUmwe5e!O1~UdGG%}M zwe7z~nPdviluI(&GQd)pMM*vujYA58VQcFQh4^tgFK;a}+x|{bX4^gRLg!@TVgEY4vCUiq zn^~7alYcW`4>Nf}#t)9C?c+2#9wPdSIQJk>!6|Z?GQ%rvO@Puz-r0%xfsBLH#s(&` zY@$PC=}U%VO*7j*?ARo;ckgX%BVZ$<@g5>7alx(r|Xue)}9aN($StBW`QbX1zex=;85I6!%KswrMgGEw93A0mGZu}4lSQ|-85@EC?4OZ(IpJGhFj8H9X z3Rg3Ny$MG@>h2*&L$-G&4z_sS!|xAp(TWFK!x47iv8II)Uo%|0BfUr(_ZBuLzq!WS zy;sOGtMg=N$+23-=>^|Or8Xm2ng6;)x zs&R~^Hc6DF;6Mva4|$hyiazR%#uKTUTFd*m%L0jdpi?kA#^q?J``_8W$#n z{9Zz0zL(T*A=4R}udd#BKb&w>HM7_`nGT+hNshWYEA4Im=z(XWJ&}d&#L%ma4D711$^zA%H{`yae9hP2caTgHE9Rnp4FDJx>MES-B%`tK+Au&b33l( zT&!ff0$7e*(+mGwOY&((Q4J9+#Esab(?XpM$p@)O(cPI zW|}2VtR4Lx0vrMX-^@{z9bj?6NFJ2Ni|Q15HC1Fd#QYFBq?wbC`Zbhea|Dg(+f@iE2n~bBrSb$;_X}%q`e{ zf$W4-en|OGKSg@N-ejFAjX(WVZnp^t5Ykcq9Q$R^jm-z{zpe2p z{Eut=C&?Yi3#W&HF2{_(_W!f@w!M)h*_qh%$g9ybY-1&BwQH?xT(Qu|WH*_`s(F#N zq#Ucd-lo*e>JnMqQxd0~mCU>(vn!cN<;`R@r>1PcU*z?UVZiQ%KP(o848wromrsUa z_$L?!3IX6ec^?N&RTVYi2CU^Iu#~(4ar6s9SE5F-9}9f*1DE``00aN zl59^MqcU?-c{$;Qket?Jb+8UUX=|<0G^2HeHm_NNKrhSnTGod)?tGPD%qb8!Dgn8V zO#vmXjSM>JThs!xl>`&br`6ik#jq?)LQ4>YOIh{Ykv+Qoh-d9=UBnZVE2i$SazTGgKE@f0pOJzAEzFf*bIFG*YF8N@q~_VXB~^@^%}CBx@{ge?CK5@sVVkxk^4VkBQLgWj7bQDXX7i z_tue>vZoT*H{v6KR9qWh;Zk;sI9aHJLKd&6kU+tSHjvv>nXi|aC>Uc5A>D$BPd83C zay?h;YIFE@f6Hb6m`89HjqWoywS^T`P8W&Sx`)d0+sGCO*;?*vC~9lR{#FUxPVNcY z)=KOyYj@Ly6=Ys4j+NL=ck7kdO><7i_S34U6!YSh*!}eryWJi*U+|1PhFoFX0SZ00 z92=b{*#;FAh%LzW$56N6K2~}qZHeN?e%w&Sc_Ib4-8nuJQ;op`Fm6GLz66|`5gbpK=ShW#_%VcVpI9sz`m$d~ z>CkuXZzI~^0dx)tozZK9s(xd5rdy%FwV5 zOxagbz9ehnJjvm0DB#nD9I2n{#t=@W(QdVHpNiJA-=OA;bzdKSVu}_gPrN;x%wuxm ziVY@xynwm+GFQsfXnL%(DvDJaPM8JkslH`3r}`OAEv=Cq@>^>!^_Ym6*o7ANTicX< z*WTu4JfIs=k@F_6Q4!N?e772`&|=)L6utoAE;jMcC0cl?4fA7M#2$?8&!1QNVO{}m zOuo}^oV~w-ip$b*<*sUx5OL(Yh-J8*`v%&2iaZRS*(9s%@?xbqF2$ZhSL?jQEpwp* z6Ps2Yg;*1hV8w<)!+BCe&JYi4akl79;NP{@mk{owVd#@G(eJdVhEnKcqGbFtE$BVnm^8PTHiJ4& zh7nH*;KV;uI66@%qF(|xfj%t91UTOZx&(INI|F~($@n;nW9_&Sq)}Ta0A}CPrj&~C zR==b#!zyBT{gR@SMf?jf_(^u@Dtr$lvr;?-bAB&+pc= zjKmfq-q^SFb-XxHCjJ>CaJxI2iBAOmxchL5$xp(rEA2!J6>y?oX?rRZ$14@3s}Ivk zxELjS%Vh!*0YX>@1;}b|qVpKb!bRd1%6c-0@-~ zI}=tGfuqzW_ZDe@mlV&MgI3;(wC!i>l;OJB;ovkMX%^=|5>J?DXjZ@}o${Fiz&LO# zZ9m&T!#Tp%4aBdPbT=a0(*bA)r$@MVqLRnb^XDa}t(Jg8P52ih-YbKqKcBoD6#25J z4iB16ni4X+IUKw|42$LF%=WyWCbvh6hA2`k@35Q4|(8*E;m z9Gh>P%P;`1)^W{7qdGgczt0diTQTZ}M?e zDqi!34mAUp07Km$Dhe;r=%L{H%Z4E5$ZG105XBd<0wA3Gkn~0NlsZ(WL2k`vLzX{d z`MlIJK-f`t)I$I}f{o~IKY$}KV-Zqs^#tMmM?)lFX2@U#fEO2$zIs-2;fb zx~z8z+qxzwtIbR3FQW4;9D z4qqU!0AebnzM^{y-VRnj8x4909QWjT5$6Le2p1_JtEfblbDj6=3a9P{3rd7laryOV z)cn<~%Fx)`TARVPOT4Yz2PCroYY@>jf1Uant68havx9W3lTkig5JFR4dXOv1uF!95 z`FU3H2J6p{|0~)VYuq2MaF49oAm^{cO4+Z|URmkfw{^d)3^ZPcm!Rtkythr)wGCeN z{t~P^^Xb`_xl%f&c4lSihWsXiP<0>iSbsyh^>EIi*Ec(!B&}REkygy4PH(z0b4!%) z-*i}em3S*Nc6CG?T?SBd&PFhE?Lj-L#WT~QlXgVP&fskt9H#{|R_V0%$SZC+wd?GM zw~zrc^hTE^?_!ab#Q20Uv=ZsXTvf`;*(3Lu^ zXoQh6Gif6q@yNI|cq_gPWcY;4sQp{A<5qkQXOPNO`gGPAJD}#lr~pIMy(EfE9Hu=#DQ&Kjv*TffMFsrX(xiG36Y@iVmDEYP^^L zR6UI(*-!_!F2f6wH;^FtfS3w3YvG)llqZs6;+I0bu6l^U!QG38JtU(5@F|n5-2!_n_{g z3tbjm=*+{1uf+2%;8jqCbeVpIf0iTvTY>DY!!DBCs<70d(`$Fy0ST(RkOigC1TVct zvSlO=8Tt-Kql@LMYn6%7og~bIB%woMSNKU#U=Td`ymZX`7yA`lBefrQUkJ4`1t7Z1 z!t_Is+I~=uxPc!!XOazL(T@5KfGz;MlkU;fWyyZ(gm+jfQ7kLDhBmT16N5n zZB@=U1c-HXJ1dT53FkvjC#YQ-kR_<2yRJ4VTee_ZHp))oL`iVc6`&OXxga}BqK_YX zuYh&5PiHD#nJ0cKKmOr*xYWk6Xpc1leZx;Y<1p$cpt*)*Q%IK#Tcksdyz9i5u{z4E zmS-Kq%ifw)e6Qa*&zI%BtZ8k?6>sW1!q6E(6@yysbtx&+baGbhfz(0LNZ?(k06X>s zxe=R&cg^n<2*n5{tTGNkv&d$Dkx#~V2k=CKx02*Iq%E?<;iNcPI&hM?IxIcQUgfV_ zVA`^cAPuJx>T8nLY~<*^B>EDVvdlc~5ML}eveMkT$!JJ!+V_eEJWX6*Jc<=vDN$H! z@VHSl9uGz-3eygTcChWwZ3fWNR>)L&nE=eZT=#aO?hhtN{+p&@9MKW(M12{F4Sp67 z0H9gNB{MHqpV5JiBHK)sfWkZH-)I6zlz=(PUy`11&)xg)XE*C*m_4q;mux`FpfY z>PyuxE`G@3=t$Go=Soa_qhm**wt%!62^JoG^5mY0)^ZL)_CcP5G80{jb?kS?%tlCI z9jC}#_DqTrUZM(ukqW!v^qQc8ArSG4#g#U1gt_5{Q9!e-V0yaw5JfX5T`R_o?X5$0Y}mx;TFs?MxylDH9k zUyCD+`9^ks#)R=d(;YOKwm<~zghnmMl*OS7HR>7(Zz$(G6;c7>!v(M+=8(`QB7Cq< zMr`o-IV;K;Dz8L}Tm}(Bjqc53Bjiimi48_ z0hulyM05-Zj#!27BYE{k-4(PfXQ$JLQ09w&`Yq};A&5+xgD9$&CEZ7BC?2FQ37+?G z<87rgtg6-g1|i*6!5Di4)9O1ySbug7jQLHY=Qm<*>AHM=`-r?-x_vi>T6yxEzBhi3 z9jq2VMgSl9Ys_5d9ostZc+c{Fb;u#UvXackWjcUl-sbYwXpKaK?U%ps{Iv)92=oI# zbfKX&LGn4LAInQaj&NduAl>L(35|8LlZR{-vU63pKGGQV zyEqP77=lJh2mnYD(+OgkLR=P$yAN*Vqvc3;LxyS!hmz!CqEovrI-IOIogvt~euc

eOSVqQ|ZeB`S}*UE55_WvJHd)`$Zhg!{7QhC>JnmbV$Wu(XiRf0=Gkg&s*Q zrrdSTKrfHRNc6u99E#^c9ZoYU%Hq!Z855B+9vZr;W#9xmI=8CnQ5QJVn`N?x%%Kfh z!GFs@;>3^gTw>l7OU2Q6hKoM}`j-KtbRWW*5E?U)Ae$3fH2bY3V7#Ydxze5I44lrY zT*jwTkhgpA&|q;&^32z*)+^O%h>+6==QGXamk@IfP5n$bGnXh;n51g4smRR=oeljV zGHub}?D`H|(^t|8qQnkx@)P>T+)({%YEYH5GKM?_N&i~*5K9y%3s9DgG44q+5KgrK z30O{<6KI6vg>BqTe19)l%g^K{ zTWAZb^BP*WB^9+U`bpP%8RT9HiKSL`z&1uAKci1H&n~VoapKgP`w7n8(UUCt{5!5!uL57JNh{t}qtYFzUs3b5$Wn zCz%52mk`8fU2bQ4Ux*+A7Wjo6dF6HU7lV^#6%5SaT5mnR8$sBdzhoE@f-?kXlEGS@ z1UStg7#pTU5q-pP#-N@ElU>H!4~}uo7ztTv(Z3Ec`JgAkhCX3HwV$*i5E_?e7+x~m zy{%hXH!>o45RuIb6A_82btTsKqGp~2_bW$-+|uQmEgMa(3c*b_uH_0d|KeE!+M^*J zEQ-%J*SRh@=nbWD5x(n&67QUWOUt;?_uDHioXK{f{(@{ zCZ-Dqa3+!|hw(l+omR1tz_>U_aN}w!#iAkgyTPQ z4sKfyRG;O3CFk!ztIASDbtf_d40L+io^ZB#0+=7Lj6elAak>>i5WWqev9P5&E-hQ^ zndq6&+l~l_TtU`BA+;LEs()gZ0KMmT@H`_5%(J;-)YT zo6hsv+^aN-d+o_fMUzKJ1}MV0w!6bCfK>gMd2F5EoB)UVa#Y0tW`K8c2t_e7M5#%k znsRrsw#$zKg3LRM74;!~7<7Iid+6RS8=U4@Sk60(qnG*Cm9pWI@6`B51=8FHsYSPaAx~L^w&C2Vo zEa{E;q0#-={9?F6gLelXdM-AXk|gYJiXpfSm|Gi(6D3>OlTYq`ax1$t!S%d=Oo~E&ioZoedKjc+&X8eBIfRakY>IkYjs?6hLL!Cat7<`* zNV$R7iw+Cl{Mfkst4U$pOVd}_&#=y~@uD&dvT)QV+sOoXzQU^^=oZjY<36SU<;^<| zb~N0-=~o%I%#`J$O8R=Q3<1I`vS6>a8NlqJdG67v+;Myqhyug-qkB;va5o#6|+c zxQ$G^)=q!!!5&k0QJO2|(UCL*>a_%>X}S4m^>{f4j+U#!c}lllU}mqWJwhNAuT=x* zBtuP~k+gWOOZ!$v1WtBt^7yx2h2WZfnv`YvcpT^#SC21Kg;fuy4u%K9SQ(Ca8TN;A zcB(^HEW9f`Yf9_T2=as-9tR}DSs3;B1`N^mXR8C|E!8LrVhPPP9uXz!{+zDf#T7%R z+TrWsDpezyx;0dvF9m00`U!DJFhjAQ3K?AKAJ-0ZcR0JU=FAKOH($(U;E-9vGkQFk zmlHH7lLEm>XMpgpKwkuo{$s70^AH|C)Rr{UYX$ zguvdBz!GgnW)@bfHhts$l%S(L4|w$BweRiT=FPw(3N9Ww&$^f~6m^oL2Nz0NybQqU z5Ne88Kv~;RQB%T&qM#`Z0*Y-xQ%%7VCy9U7ly)(FZI8g3LN25bsV6nKFidC|CF5VP zT><$u5IC8bNEAq?wWeqqzrx`rGg(u^hXA3lpXQo!E&>H0l>%zY_}S;NxJ(f>dIM!I%{b%rBQPo&U}OGV|5Kn-*36I3s%U4IP>Kg zc7fcne1yx0appiWP|YYSiin`WOaKC=G8Lzti3f?J2w~xLGNYl$!bM9Z5^%j1^C&Aw zAP=Tp@D}7Hg^|D$ll4SW83JSqPB4Bv=B?J2u}~s^nS?&zlbGmpmQKJ?vSx1`PUR9f z9D`#6s8FGZSvY(D$Qh_T*1b8ftkAa6i&WxO7c5V0ej=C3^ zstY3+1kQ`B+RV{`oTQTi^dH8*Exh0sHFZCt3C}H*P$E7SUV|4K)6QbmxP!I~$oPwN zB*vz$citK&cf$I?QR{;tFnpX*Ko~0&4n25mm?#N`C$s>zH=7=j|LIRbVadXY)1Ygf zhrWXw9T!wkbM~Xl5^q|75t%AZIeE)<)F6<9!K7sTC2?^cU}NRMA<+S+T`Kj775PEm zl5)Hn?OCSR)}||8%j>^2Rp<~F7jfUK#|ig_e`^6n_usm*oC0odH%!2H_3E$>@&f)4 zNYZY2Jcr`~AwsY!PswT~VggnwNNys2!+Y^|PeyV%GSP9Ow-ivcaN4mR(>NDhWhGL%!GsNYT1>ULKz7I15T zfE!;n1B``K?bPn=VAmWUGwHF5V3x}YQm)EYk^|hFT9J>2aIf>4`qT0LaIk;jwzOIt z2kM5U1iDUYg6B;N7zQOsPLv}o4B0konekK*2~*BB5~wr<$aks)J!r_JB(kH46tLXA zq6fJ3>~$nZ>K!YxqbDKE)}}2s%+ZZ%yT~Pye=+sagY(J~%Y&yq0^-LL1eAM`MOlbhcqN#1UDSMP3#ffoyZ{KGeZgP1o89(_^l>rxE3RuLI`z!<>Q54^VP6ITXcl) z4liN}DT&(JlceSIsi*PS4Tl8e1{39tpkSLe)GBRKPSTLd5J4n{J1`c`v@0UQNPUq= zgtTBsy9rPklX%GlW>zxZllw4ay(##C@sLM5tVHe-vtvd?m?yD0HPncDi%`WOxWxv~ zb8I)4)I#tkv!JvegB$t6cFXk+*eI#?s_sOI&SauI*_1krWmq*mC}OsY3M?1E|B81jPwu1$HbTQus{mh#h}c24(A` z`cUuW4!dyL6QtIoIsaRXp1xvt>-z+r z4)#w;bE}@Su`OH`My3_~>7%|;Ny#BmgOSQ*u9y7lx+BF}T|q7m0Cb?ch38s_UuypAZfx4KM+sNXp=$#M}i$&8UvT#(Lq-)EJ$JZMn!%M zsS0rjrYu*|2|hauz9sm=p$nPiAc3i76|_p;>qSn}JHp4;XHYT)c&uP7LG+#Cb~qU@ zY^fqyJ{nJR_{@w|(&BZk1SGXI2 z2%6-dWhLdBdpQWCs>l2J4*k!7$Bl4Ly zZ9Dn7Xw6f$(689#=u4p}+cTd6?J%85%jhA$$?A)h7y*7t7R z+AQ6;U2eN$gc2sA($(eUo{_!lXn?g}ny~CA>V6#I zsyb2J0Q6Sk%nW<_-uwE7j zy*10JG^&&g*%5w7j{eN?le#0hmXmHzyS*1CF5MD?iH6h(s}S{gfK{1f2gVK1F>2|! zEVC*Zx;oGbbZj+9?6Z4b{%gmP(u{C?bEd)pFn-`PuORnRSj~Dbn$7r4$GaK-jKER8`3lIUKWVXCq=Hg%i``Q@T)SJ^2escSNHDf#zbA ztzn*GOZI1Y@O)TZDVc~&#o;Al3fT@AN8m$I-)qN4a!HuTVv(4|v7E=5qwKRBvMKl< z1S4`2c4&V#fRP-!3;)??Ima#F7BFisC>4UY;q8h zP4gnFcy2R`EowSC*yufeO~<&YB5mSYtaigC6(UR4=gEW zQiS8UCE)b{!aj<|=aF`8-#z7L)x;u3&??INO_)r{3$b!ussJwa8GQmG6XDSbhSlNt zc62Vy`d_#TEs++Qr54tyEhTUH;0EL}G2Ne>!I5c%osF0a>;Ube669OY z{j1;>2?>ipH>{65PL2wfC-)UCd=8iEuS3HH@;n-fMUCx;UbeQFBUY`gg-g>6GZM&U zWj!ns>!P!SVx`8WC7M#_0;VnSxR3x|nQ+`j#q+0&L7})1DYY1qvNGYUOgJkOPAMc< z7R<_oLk_+0vohh(`nWRT1o!Ec35Tw)FbS?qIAwusvBEc7V7LjdN;2NcgcI2F%7o)R z&r`~yy31J$YrM=>CY(S+?wcOHRwkU438zpklOv4s-<1g`#>gV=40VjDi9FfMVlYni z;uMNOS6EfPxq4r<&244EahQ+)u1q)}^Ac$+X|?E{ILk!d#fF!a2`5tT z2U~@??3FlmJ=+az8AQJ_;m{PkGU0svO*rJ7aDG&WL-qP&;QMmt@3|-OTGz*zNtX>_ z*(M^2^35Bm7hy1NRst%o-eL26<5T?!$P80u6qZdXmv>gXa+kA3BjqGH1LQ;JRRPPT zpNiL-_YwhQ!K_(gkhP}A%8XYf;L4`Yv%2d8{Q7D_&e&bxC-T|2lyBQbW$a5GbYgEb z%KumFr?#|@8n7yv#}{Zph*o~S>8@;-nkNptG*=}d7S8w;*TD+$63k+UqXmSEtH*pK zGvc1yRH=JAd{4VWxER7koEZ~qTb9<%Xn&ED<5gkos;T>peEr0W&V^u#kH2Jhfr#Q3 zeg%h#JZOP07?Y39BVQ`{(U)QmIRk=Cf8@bDhCCDMv_8kR^(#3!YUhG`N!q*M6bk;3#TS5Rvz!wz@4bnmoC9*jCoBW|h7NL^e}1a`!@;+dCbxGUJ$&@w8C|Ny5zFsK z&QCCPf2-xER5@_mlj;FiG8r!sl>Tn1E}F<;BU#AdIF z^Cfan;EL?^OyUeAm3;YFt(d}6^I)KTvxK+I@aahocw3Bvc_H&YTK=LDv1twkw0}_m zve4{G$BWi2`C>UV#eY4@{OtQDVY;gXYc{h;Aln&3Xg3|Prt z`XmXVcWW@6KHt?jOL&9=0GzlqCw<@=XA+RhrN6kM#0|C<)+FV#rg`*q44>=S@duVe z1f!|fs+5x;^@d2U)J%QQYNZoQql8m{D@D;eJ&jz$g+;R=ZqZ+*u@i_>}J*^6rDU|csh2~Yc=)zU^>`SitbF*kL z$sd~mMT`4uI7!0!#J|dgotHcQBYaPRphqPth2y%`k;zdz||Dko(-jl zj;L1{yWxXchge%KEsNwIYsOD( zcS8nEKGhr=LWYvHD`aZ{&Y0On)11oLgE!Y$g4q@ma7rhbHIupSU3OqtbG0u+fh*M4JyY4 zDMIUdqs;+d`b*1-*Wm&)(C&0RMF5^b2!*ou{Y7H{h_vyHgo>s`2E?vXItRW4Qz@dN z^6+<&OjJmafvG03$($_SUiOkWA1F)NF z``B19$ptQ$Qa;H`8bDiS2ML{bL`gZ8B^2H`1oi)X?U@Ab7Bt7R}H^X=NmX5Typ6#2>b>>_}KIGx$a#Sf0(NR-*?9gT58XOk=wmmhVD-eAy~A>GiV$E^u>Z0d{t;1CNVmR>c!ZJ3UR#0K3%aBR+{Eg@V z2a$&mB0;F})<_>TEolgb6dGPBI8T>0!th^AV9_`B$w6MJszervX-&lMAPYj=_Gl>}b|0{KKrvga7xx@Ih;^*e42`XqP(>KA z47jLfLUob=0$c&<>HSF1-DxbysFU6D zLsyFM`$+2-ppaqnhwGS@>JmR_oE{Xnu3yJ_<@$r&>#sQe*VjF);`%GW;_F73xv=}< z7`my3Hq{aM5z9j=Ff~JB}_TeT=NuK;09TGy?8))1)>ZNm!w4jjw3I? zlOQcCc8Wkna!0Rf0|Xq%m{5XhA=ZOJ$TvaUS#e$ihr%cQ)-L*!7tOt>ttBlZqG4$# z?JuWYCFa|>G8En1l(Dfl_eOXjG5@S{sD85yD=9c4bLscRBqJA*84Wo8UDlA45gCF0eHncYyO`IqR$o+|uGC9jD$1 zVHMF5B|ID|1l~8yg}^-w`CG)RiDt}4}KjS~9@o6k3zJ}@TSR?3r_{-fP zNqW>=rssjO8tHA7OIE^2bFysLY+yi30`S;4ue^xAZa}_0X#cczBEg$uV>aOwobBvB z4|Se>)Q%cd^#phSmJ7)!=e!FeMuFNU{1E3AV7}^dU0+Fv7Ox}brYc}j;u*CpCKj#$ zehd|07hXfSTt#WBN?6NPu0`|)wDi0lrz5Dn5TJnY3sv(7U9Of4Iik7cYT2MLp(X{2 zTR|Yq<@O@oihPHSPb}2~-Hd!yVU3Z0ira=7z63X`R=NlIcLWB?bFxxJYAeZUzFxv- z{Zm2%qqyg}BiVMmPx_MV6WTpktJ@x<1cEE8*Uq|@zZA{^^QRC=?_;a7j`?au1PcMhFFMdG;A%afsXRKoOva`K%e&`4tG^ zm8bSP2+^EZKt%6?cwGmiG#CuPKhZU>WU;U#p}#zC`d>@ek2;&2S8D-8M6H-dlkvc` zznCUGghQ7fO)Nm@{JRzQDomMM*0%x{ILUMQbP)X;xHgmWnH&Q|hMZq18t<+0S@E^U zv<%ev=BtLS&RcU>sJ`yJdZp^I&Y=JLHGcKF6Wsg?_kroz>({SdA%*el*K4l>MYv_0 zf06fa|E5XMf*9;}WFHHMpW&#AgL-@Jb|SX7^|_dUj*abN-FHrgGZ+hX845$UCz0@u zO~Den;+|4yKqzBTA(I{PVi#PrFer|q=oaKyhmjL5eWS5I`qGds7UI%eIUUeC%*?)w zpC+yD%cL`;=Y@85I2`Y{_)jyz#*!9E7~LAzbrRp#y*unvG7r*Bi*dq{+8inr_BIq) zr@vHX;OTkX-E9mfshYBIk1c`p!zHhF(nd1IMD0UsYv?=c1a)YW_p6DGJ9tZQ`k-~` zVlV59ehd1_q)CFX&q3o==)GK)RT=ARJ;2cz53{?scrOHstpWaHxR#zKe^IRBQa9KG z;UEmfJT3qGpf9<>1xk)rVYu+GUH}+ZqS>XtqCq7;;(0Ri0kC1;GDR!qe<3`cM5!E# z*d4khc5v#n&^IX&tm9PCEb1VO3xRSSMc8r(LG{TD?&MkqYX&s40Nz1k%|y9Zjy{U~ z(-X&w8m>?HJRM?hp-^exJ)bRjubdoZ6Hn~*vhbnED7Ob9D z#-5X~TTGiA!?9JHyVF)B1NPl9T&1`NIWviOr;+V-h{F_BaFcTddg+mqZO+3mux@5CAlY4;Y~HzzH@^dg@9O`)8^9GCEM}vyG>+m>s4c!bS(N zVM6OX8Vl;NJDR|U2Yk3cj6=>zFJW*VIX+l(B;u&;iBcd)C_F3rnM zoa=^fp5bfexRFUVf7HxiNvGqe4JmeAfD-}nwGiU;sEh9Uo(dP){ZsTxBDhddcV_9Z=XB=7(rk>veWM##?Hfufrq zx=a(wYKNqOc!ZFE$kJRRIdTx8S$tDWaxPxLb7L|hWwb(ePX`Vh%3N#%z^~J2xaGmE9;BF zbW=wWRu}a$lLJg)=*>NKqX}hrA(7l1j2-TjPTSq=`E%hm&!77{$^$Y4QBIho!tnsK`@lvzQ?;1+zTw&riAPF6GaX@cJ z*`6LPVm6*N82FZP10I#25cFdl9~|&}%M(dhtG}TF4`Ex7jz3wXjAo zf6AJqlaz3T&I+Sy_@QB&0yPi)AOhnc$KvYXU$%zYeixVG>RwfubPp=bxoG_W29w8) zmwgxx^PyXHI9Y-e5fuPxH4?%Uk@y+xRO#X!?ug?d$vWP1v=Qzyh`r&86M$ekkcmkM zu2tVZugq*^J9&TBV<8C!v3<-GNkAZ?U5SP6=@>4Z-BAPqL5q}3NP}vOAP)zx6SPu6 zHBw(f>0H_`4+Z2u%I-Y=RD)JbUgwUA*^}v_tGlVSZiPbuxzVN(GLWj*W=TK*_fFzQ z8s(NdfRj+4?0R_STV?eOQVE>dfg@3JopfK0xJiCWWd>X4o;1W(Hhr1%UzRG>rxdw~ zX%){4wg<{|h{A!W3okyq?`b^R?B~Z-2$-gqQrn1^K+1!>O|k)F0WZ=?f``W!U97Ai zaYz`Fj@Yr2QdgxR2rtRw&CD%#51oF#Ur^SNi4{q}$(@{LrTVb1C>~J^bI`bnyJ|TA zbNL#8TyACiu$SR>*T8NP{{}Ey{?-*ODli~E+Apz3VRHl1BUfQ4kZlT_Gzp3G(m z&@DtkVb9@DP$zZ{Xxc>-B|GO+#g)8+Xk>z37!fN|wq#LWT&Ga9F?lHQVYYY?U}sCV z5}#+zs-PkK2QZQMYnki#pjGW)1(f*6$tf432f-d<<59$C*<*}xK(?;-J{6=+DQd*)_Tv@X8Tz?)unk&LB0J)J|~b*1QjM6=Wg64uRXqxg_?2 zTh9X;6bqz4junD9@H8CyNgRXN$m0qe@_p@6ov?BdPLI;0&#C|{^UqhjlN(~TZ=!-( zBPBR10u;85!0-DKOlTA?{v+ouV~OyWE-@rIm?L$^XMebc!Hc=Xc@vlK7Z|{rI4$9* zt5Oz3WJl8=4+c#|*+z&!%(bsBjJobbj_WyjIZ4(%;Pydf0jk-UoJW={UDCA&mu#+D z3^Epsr5FKEHL?WoT}~lpDRNYXQ#aHO9SWDZas|?b_HCCBeJhWPe1D&>r*v%n zgdmH8TaXnqq0^tlJTwt(gCy;6=Nw7bC z>5&~{U03wfA4GNEwflqVeKFJh3`az=hX_DPxZo}Hs!upLpv1}{2;F;Nz#;snRmc!? zMt6wo>#avpUOMU5jCz&@72LTC2t$AVydevr5d>Ul&P?6e0sHAr^+1H&2DGS1NX4i( zoH1gTO~va%PJ(V?Z@Y@M$Kj|EbW^)EK^olG!dkCEG2Qci(- z(1QR6C+uVB&0u38@?A2;o9)H}t9`!~f(`fEAdp@nMiv|ZN=^zI*7N0Q#@7|`Q@ zJJ+w!c6f4Sz59W5ChFZEe5Jkfqm?xeVTlo-P7?^tA=N(73I?076@067SbF6lvHu$H zVpQC~y4Qu?kyYLlL7cGwv5q5bK-{kaV|NH}U@u z5EH)$TxH=2&^?g)1}TdF{6VSj4XJY@T9>}gO_u*rZ6%%w(kkpd8@eIoYbzDgez}fT z+LD&!pK|X?JVRDA8v4OThK6pGOS|!hJ%_Wp-1w_?&K-YTW!dqkb!_|?&Q@zn|NUWk zP=afS31WH|1Xx>tAQgTr|Nc<_{YT}>#CfT%wJ8&&nBUUx6?96=vWbSa1)W=4e;_^n zvHbf({kN{^Qe|t}+Ox)O+*>~?0}#bWAv5@@p<4}qxP@q|<`z(Q0~yP~!%F}nr@2Q+ z9in?KH%e^P6f_LJoM}|j#I{=?#|HJtlqD0xi02&6KBGK_!l_fXB$}E&^Z(>d`XDcO zf~KE8Po|Sn4itaUB1G~^+iJ&PRrr@m{roE<6B_WKdt^U|n@ zB`+zcP+bfsDm~$;`F=^$I^WNq!(1Vy z<@bcxbV@o8L}&mfUo#r(DmQ97g2u#84iV^lxG(~?J+Em5BBMTV$f<@aWcopn8 z0}02x34#=8TxHM`_OMP=bz~W|@S8_P-;j-yr!!S;KF`P^?3CKI!>4KnxG135qGg46 z5*Z3-&ffThwrDa-8VaR(58o}QCeKPd(D`O0ENR{J-~c1}nFPoIvKI}IHBgn=&|o9B z0{T~G9_vFx+-Eqs=)R{^oj{3k297?RLPe;~Y%r-ol7e|wd>7^1%IeZF*KrOIjSjmL zBnEJO%SYqc;gQqy+dH0%<(xV@ z5|)HEuvtUdcw`Fuv<^By0&iyAAENiccZdMtlXBP;OqXf^=JT7``!YnEN1NGQ7`bl4 z8$({X(}VnQO1#+X;Caxg-lfhU|Kg|%ODebk#wL02Bne#?sqLWq1}F0q?e-)G^|52A zyPAO_f_xhm9LaM4ib-?YIch0j&BL5eCo_7Ci)B-~%$-(ROpUlU)HE4i2l|3(r(+5E zYHGD#L9$TGCQO;?1BtcK7Tck3j!nvkl9oUzw1im-+K{hc2WYF3Uw1M6-aDNK%G7gh zG#V32JJ=Txya%Fm%C>oMgtXP=v+Wg1F6u7`quRIXh?Gz)e*#c|?ugfrbN&}Z7}cV0 z4{%Td_klaQl&!*}JP!oA4h0nfDhgtPGpla&Q3ioxhJG}6WYBc0*%fNL^O#dHP)3oinxvhB?W|(Xf9gU+j#XU@?H&*3i=8Z!1PibD_Ng^$gE5Z4Wf0Qaf88-H| zU;uP|3U@Iihsh`Vkiy#bx721r74eS^)ixT6qxmlZs3C&tqf(ue9Fkup!icG)1jNF( z^pB?(B^yCrL?H>il;D)oQ8ZX=_t+G0KmK$WlKzHT~;8OB*kD0r7|v zG7zJz2}LT3kPAF^TrCJij;C&Jda8U1aYe+r&Een$y{nm87it1r*{3cLpbmJuS)Q?w zfs-vf;kxA(eTwaWJfTijq99yNY(27>1nI*-CZ`BO3N3KU;RY1yxVDXRviRA#oqk3I zc{&D&8wkRK=AvT7C&(w8Z~Jz*_!N%)=jfG!leZvM3eI zV0H(KI7K)@pZRP=)c_T$OO4D27lK$Z||Ru z_lJZ1#ML!;xqhQl`Feb>a`~=u`FdjD`g((0zF;b8q_{5RHCn?>i-p69%kew6bdn&r zlKVGK{ToXw*z%MqMJFOZFsLDTFh&`P_*x=Iu!fsrzZc%?cj>Sd2N4}mJDL_cJY)7@ z=}vf*M0>5Wljf6Ec2X6~)u7{PRTm8x;wn2SJ$Ot;f+))9I1?s2Y6{0$K?Pe&s z6r;MdEkZQ?Lz@YH?et_4h#sNbDM=pI9+hHt(~f_5*z54`fTLpGZ*tv(>*?WX-I9?D zXm=p=mE43^{zfiXQC|N=0Z0x+;5zfqnyzg8w|Z_f3CptkgmeB9f}R0$_B|Dd=jjLH zUhuo?2^CXb-yx15ffwt+e)*n2I@U~HOIM5zy^4tF!4mB{l9Cm^M0p!D>>Q@Eh-if8 zk}!0h%=|B(?zL1rq92yGO)yBvK7bbML?TbIWRhJ9YEU}&IeoTXO(jrOq5gJalHVxQ zn3S)YS$USPd=;uH=juNGs5q4}!~!4o%4DCeSh zfUkf2oS1%`AEk!4(Go;jh58O&*^$Ngu6uZ)a60Gf>$z>1DrnMp`ctDg41cgyIG_PXY#KnFU+qQ~rBVQ(qHp`^vL3+Rg3k6>bwr90=tzz2{;e{o?Nz<7~z6b;Iq)U)3~+A$cU|H znw6H-i&I+A(C^mnXLlm7yppw@Bou0*XsohUog-nOtX#Fmp0(6*RK8BdeM8H^1HY^e zPJUm5|0aC(3ivU6@aU7B?b{ze{EK^?pZ)aVlY6_5Z{N9>eQ@vNj~_nXeYh*wiP44Y zLCtF?T8eEnm}r)~;-t-i-f1H*HB)}T$cJ>6zsRM$1~qpyn}IzU=LcIAU`f}J&!m)p zsv|BV)~SAeh{SCQO~Mk+fu_L>@W+#oB6vQDD!9FgnS;J?zq>zRR+Dqp-LV6O^`tn$ zVUYe)rhK1{hv)PqQFf>CNz}~=?G@q&Nf$<<+&Qt`NRTfD<@PWw6dPLfiTG!^ujSxS zc`oyAh_?f-mUo>*^MNLrSr;Z7l4j(u?sEPLtSctTy+#tf!G%|f)bNjj(z&sLUg*fQ zv}oeh!o=c=xI5vig}S&`xY#2Apg&w3M1?{w=*erjqn znqAff2}hB|0^<+MRYj_Zc1EH%im(1LvDtrkvt0R{IBSc({eeX7BBI>WJR8B; zHWe_eW%L+fzNk|P5_af`WB}_b8(183Uab>hrra~dNn9ntiA+Q_y1gV%*l>KbwPIlv zb4|S9<6=Gam;DRE3y03Yp8N{Exr)ACMPIL?uS-$G-g!ExZ=4M`3Q2haQ!$OmOiApc zoTJn1D*9RuCycZT@it$5^tHxqak8TBsDh7{4J?1nuX|4TwaYmmTdr!+W+Qk5z%n8k zCx-}XcDWOv7SzPVC1(W94=15U18BmLX3DtPtz+}%(0AidW|uAK|3>s1!t9onnifW~6;M#H*vRM0IlQ;(TiwJ^b*KW3f)*O*4Eo zx7SOAN+X*$NK!MLlEKg@R-5yIwDH(GU-@3C8jJsi0P43J8eI-^cEP*gA--4a>?$_bVi#OzV4+j5vA5a+&cnzz5dkbsm8b9ILOA`8r1V4ZTltCI~0@UCSUDX_8kr z<XBqVx9nc6*+rpt~rovWY-@on~k=QlSff+zBor)|(mCytqsD`;9GEd{Sl zPYLd79QCw?d!s2JS2yJlgT&h++<_Ry3zAf6uA#gLCH%s-)lE4OEe0dX+jL+ByRY@i zj6GJ(f3@VqCsQ}~A9EJf#A>PaEb&pL-(PJ9RyXB%PyN+RIZ9^YHM_bg=eWzOb5=Ly ztZvH5<)W0;O*!C{UP@c}YG%8yc(Af8!f&{H7=Jap~ro%XnD2bO3MeVwv7_ zbO|5JI>*x*C(AMlX!dhg9O)?R*P^R@QXn?h`e)%KHgD`}Y1h{U&nmgW1Ox_mG`P_8 zC*7A(l3{n}7H8Z0!-aJCL3iNC^LE`YS2xpqdv2yl?_z=5u_v%y$*MDneJ&FdLaN*m zPBix)@oxUw-8U1vt}A~|aslh3;4QjJ2Helq1|#HgDRL(G7!`=lI9}t8jc^l1j#hEH zI2q;)13^fYh8+n{3XG0HPiA~7g<@U3w<#UzSIK~%Qy|E3$*YTF2@4m#cnDb3Tk=rg z7*{~z+Ej~Kvsnt>)=)l4n4@{{@s!2ia2Q-A170Nq&UnYy`g5GJ+%B+k-BV1gT=yJB zWSer)UpY6oi)y3{Z@b8G-XGxVb-Op$*GKMATsp&WT|^6-Z(A$-v|#Km9C#RKID{Aa zR8zyTl&408!3ed@$!sK7FS0$}iiP`s#|XKS`(toHG18mh*?6?s&v8R<8G^JbIlooO zL?FRr$5uA8+sGF+?|U1$Po_OoeifFy6gGNPR@8wa;1F; z<`E)A3nAQUG#x;iw~VIAmcAyY{WVO31pP2CYEcYu9|D;s1Foq7GP$ro#26T$Z+Mjm znEM0dB8IjDT`u}scZkUZ+ZSjV(ZxI@v0RrsM$TY#y%HX8v8UvtAj01tOz(FG!@U19 zy(%{bAc06CzsoJhectpw8Y551!2z<`N~7NvpEn_~RU+V6qp?Z^%*9ssStSAn_g*Ce zUL^v??jLd(OJgtCpPNi_KWAw?;`EZeO$f{jhYEvtZ|=Pw@YQC zlGSkhQa9^tD#>uX6qI<&#y{fk6`$I&r)}h)tSY)yBH+v7k2w<;Br0Ad0#*wn(Hl@4 z(ce4|?^Pn;kZE(32smFQ0v1b*^XlGe{UH*3ZM9a3fMK2@QljL@t3<%ysmuW_6eBk& z3)v`+wk-YgmSkGq+R_BbTR$oVYOE3gZ$MrvUG4!hXROnQ`7^;XUqkUliv-NqMGmjK zzH`5!vaI7R*>u77KfG*r&)xeA?Fy1IyoAVzE4+(*#Op>W7iyj&MTOUb)dgCgQ|O5(iBf?o zdLO-<#-vyoost_ycCd0T2crG7uAIxiMb71`M8Hfixk?1QN(3C=aJNbXJQ*KT(X&bf zY$`DOQ+2*RKN0Ysj`xRy{l(ty=6BY%zu&@4z(FcoW%uZcPRCyNJ{sWl-}SG}x53`N_~^gK+utd_?Z^e7R_1^B=>JBU->sAx zjt`S^|L^v{{7zD^Vx?4o+kf|+?HerlTOOqM#kLYZcxU@T3ajF^Z6zPRv;B-Ef5XB0 z^7H0*f!KdjAOF1%aYL?4uv9|LcK@C2f6ThSmlndYX>iOd)jQL(lib?*C+}?k`_kv6 zteiHj#DDP4_J7F||5{SQ5}pr=4m?)i_h*Iw>vy*QTNeK9q;N7f+yC7=+y5iW{BB*D z81viz(>vS$J4^oSwIxgQwEcg)v;F^7OV69E?|gUrx4#S6zmvc&PuTB#cl&*oN_#MG z(l)-k{UM}PWa$2X{2SZ<1q=OVrI5Av zpM6gY{C;(OuKOwOUVnf4AAcVZe{XJu(E305{`P;uvj1RSS?k1q^&495AI80`Z~otX zcl$ql7a)J9rf6vR%Xhc`bC&w8YAI{-KmERxm~lTTQRZKR^ZjZb%afPs5~+~Alu6fc z4PU4!RkPBi)Exd+1HpJ-C*oF8Y9aTN67#u;yk5XP&u&D{qqE> zF-2c~UahBOVQ=aen%GWlJ%vCE6FA&xkvziQSM@Oc0_u4X>@ zvibCX{-f`F=i2XIpB0nqxEbntK03`#&TygG=-qd(A$j!4*@STs+0CsRKi<5#b@N8{ z;b6=liyp31dU)JDK*mqs-9HW}`mxmhjYf z`=r~$AA7TreTHB|1ej&KEVju4YxZhw{f_|QY&?U{@tJtFs+&Acj|Xsv&GIjL`H5V8 zhP$$GXO&#+C@ygt;S6xTm~c<0`u-FutpuvGa}?}nS?e>sCkb)RM+-kt%x(-Jf6zT`Di-NQ+a zcW^X94_;0NyeJFGlkvgyCF4S_h1{J9vRv;lW*?c00zelo(ptN{n?2lJ%Raol`*3#y zFn;#%$xlD|^hx%!+dDhAA3b?^Z#Vm7C%f~>qq`5EJpAMle%;S*Kl=0Rqlb^~;y$DS z=L%>93&Y)ZbZ;UW8N7KdV+svUhU)<1Zur~mQ9X=nbU5oC=GoyG;i7WfhhFV?07~ce z0zAoIL!{2}U}|@m1qv{juu93zT<+Sk;`Eq37*D3z?q_!vyxYlObKCuFdnYa9gi{AZ zB@?)9;k8 z?it+4ZAu<=XPDaV=+TE8U^XBWi2;7}VOkMH+M8g~N8QmBM~m+8tN`g62<_qBsK{+s z0u%c2-P;#{^=Gp#QYZig^T7QXz*)PJB3EJ8v0Hzf^&JI;;4*7a*!)Vj`={hLeG8#? zL!@vv8x6=h5t+e}!Y|)Fas81_bo+f}V7gqeVr&k+I7Da%EWp`M zjQapj!2E*$9)l$zAWqv*NRPYpq2!gIVq~q!VWFMWnBxs_dH7#Kt8nIRvSh~m+!>F^ zxm9cE`K;Dvpaq#J?&@(o>j4^bPQo==h3k>8m>B!|GZ4w0Ley`yk zHJ(Wc_yjaS(+%!Gu1FYC(Rda{4gNnn5l;M>sBp7w?AhQi0*6Bm^^i{jz!XOvfOnLq zD9VRuwYIUW-DY=o8Vgzt%xw9FH{_mpOW$%%^Nxjw1(x*2y^cof`+?Xi+4MSKLb>8V zaPI1Kk^(jZ#M~(OmlSpN;`dRt1mUic&~IG)7T8!j{t@Dc*!rSR(&KjWYk43z-yy+G z2RD9B^R}CK_Ym~ncy_U=@yxD%W^6e{SBNJ4u0wEAAi{8rw7Pon`>0y&#Q0uc!Mr5> zz2vmG33$_4Nj9ToM(`#JU|p#mldwnz9jtgLiOh!ilETr_$S~UT-{9i&kg7@Xakql;(PRdeHu5jUa zp0HXs5O2e(imAUeMVDVU9@&>&HgC9UF1TpQOXN~(=1rGOd4XJN#az{b*}0!AlN}K& zC_zKa$uthiZ!*aitR>5*{w8!3`*6~2*IlE%KqwN>wr{i>`(0=~aOi6+#XCIMWMZ65 zv~xdx+$cGA`?_3re{EaGys5l>%)sQB>(aaEbP2yEruMPa-7i($HF7ld_HQyTPN$y&F^)Fo#&NpmMO zfM|AyCr4dBy6~bSFP0hN@CHwFgK-@Y_ih3y@=LJ!@$KE+ zPtL`o)RVn(`Ho*zpP~9pdb~Rw_l`s}3UdXl4%9{6%?lV3f=()*)GzQv!-~U~jK;BC zH!sV~A^2`eP=LHVC84$>7*9+D;2tj70|tSl_3>cIx+ghwtJAZjx;VX41EP@#%eo*?r^5y{ftWIGtH%m#E`6ks|Qp z9Z!j(2F!8lg(`oPPa8Btx%FBuHoOt>2?|EnvZ8y~g%xdxEgYM_8Q>r#W&xyU6s(bS zqN5cX&$8c#E|Q>1@LA&|I)p?WN}x))3Dn=sgS9x|Q8If(4H1Wi8uU3%IWhayEx2@EOV+{Wa%xzy4MwZtS|(4I4%#8{EEt@Qz(8Nnp};3Gqy5bM-%pVXRJgo{ z&sv4A)0V8G{$)Na@?cjg7xiqB{c<3nhVs=Dgkki}G7E|Zw15YB*lqu9xm5?-b%Y;! z(a^Mi4#Ja8140v`lv)ct&%)D=e@aUXF_Yrz7~T+^gm%_!+zHC)SFhp0^I|l9Ichc5 zTQqNXr%f3B%-Xlt2(3dvT@PE4WV(ZGyTxtsqx|e1Q{XkN6~l&xA4U7nyJf?6uq)!y z27kua;O1cCzT@nWaPdKn2%rT(-<}*srd=h2tjX|!^;^KMCA#*mL0+J+lFriX>Er;J zYG=?$WlhT+#B7QOw0Z;HZI@8UKjeN)J2p3MT6A4?509o^SlF3BU5v#JscN8C`m9)} zG1BX>qei3MP&2Y*1f-!@D>`enwxI6lzPJh)Ps9YQ~Fk;8AEQ! z@qTxIFdX3U@nkZ~Y1m)lJiH78uac|l&-PALOfl+0k(S--+RkE<1>!z}=Tbg&D}g2N zL})<)?C~-?eAOr6#kL&0*Jn|o-Z($lN@2*OsEFu>(<1T+MWih_^Bv{A7nD_BB1p>I z#_0Rjl?!S>9B5gJMoiYx3fwIq(9*cRfpPZ+Cuc1hiHnxG%QT1M9<;M~)g9*T z8~NrB*5|R-1~CeEN@@ns$z_1uoD1x=BHi<#1IK(M4Rz#h;T#)uF<>>_krIq2b&f9T zxWVHGm$w`QqG@Tl6$nQ?TwpfBEif{FG8KBC#cZ~Jw%4Z8x=dh^ENU2if`-qg% zY7s$cSH)`tn)D1=cIgE&0;eL_sFULBi3K}2p1~Urx-0eGljafaV4|m`QS8wj1}hweBfl*nL`AYIu(vgL z1qAArZ%VzT+Ba;cE%nv$4m3ZHgd;$%^zwa4x>o6!hc~Bp#JD5>B-vR++TJPOo*>saq(c%&R6QzA+y$2 zbb;>G7$q*&$2tIWIvQ*h7wKTAb-|8B6{E>_+L7q|Tc(D1<|B0nsMRgz=xK!^Maqq& zhCe^m)d-4=7&Yhdltcrv7(3u3DRrfF>t^iZ9c8TN_X6e4Z9QRSHN7E>c$)6szK*lb z!l{Xla51K%$5mAGWjHS`U_dxC#w9O2z6!oe@aiyLI@~SjU8&?7_pS^tnu%bBTQnJ= zlryo!ggkF=uGX46l9YODD%K%1Dt5UQRtsQmA03U)?Q7^nOzW^aEXj>%p)gzMGU$zp z&+T*C*SLnKftVk%Ko~{biSyV*T61oH>Ty`ATsPNJM2u?@GYAhWtbnf~8;0lY$#W+% z#OgUgM{tUdv2*9qhjsIF9%`a$7sN|k)6dtn%y}0tTCuK7Cv|s-r*xrcGpGLI0i@J6 z4}>2{j9Xtg@#~`KA7rt4d}dzVxt*QU&r;LzB7XYd?uQcev4A}2+FEjiO#8nO;kC8r zjzHE?I*fV%wa8{s9^S<9_kw+l>Rq&Van-r~Dow&N^UvXws?F_M6=&s|b9?5GHGv|} zTl(yoJEEL-M6LGB)tuWSO6RfT^hKw#QhhGk=FnTU17Xp`tDATzdoQM)T?Ug?2#foR zPFImy1H|LkbWEY=?@G>_-^Rhf;%9=EMDt^ObnT=61-TCXrBDJI3w!mye)NCg)o)h9 zg6#GGgX}GT^`#_1C|74}@~`H!D(~um^2O`|@yZBpeoq43+?XuNO#6E<_#*F%<6?ox z=Ewiag(91`R*}t!sa{1kf1M+nEqW6v&Jb#j=+@Cm8r&*z!5t)xLwp^B{H#3kV}NVw zz4M60o-P+MD(lQr1Hrh|LJnZ$eGCsAbY%SPcjRT^0Gr_oJv@P(NaIOGSsbm!(ScQ;1_VjZoy*kNF4N3#oR`!^k8yQ z+ul420N5oe9h_O~K<2DyHyDsQ%%yLQjch!dLd`8D%tY8|G^AUmxR((kpdDz|dnJ(= zV1hFMFX9@&XoqRhYtdXiXP7}cJLu?n8;I!9t%87tK_)^413`(fU_ZnAfJ_%B$|9n7 z4`_{Fh1$d;w2gTei3DIIkm8aHA;Gpnq191z0Dj7&X^dwun1BdA?mg7vLP!L)hg9Q! zik)GB75D*S)WE=A+1yyRi)_6AIY>O|Adnz4CRVC=($bL1S2Y3j;uu5S;d8}_o4X02IAgcu$9zpq)PjB15FS9x#nOjfVVUpk)1oe9oW#4m1|J(}Rg zs$6cN#3nX!w||m&r{l5SJ|F;PR|K_V6Kn+TH=Uf-j^**gyB(2SaOr_!vm=iXs}&Bj zjuhHiS;%Qx&m-*4+xQ(2`5S}@|81#yj^t2^0I8X;W9c-qha(<~>=NJt;t{R#$b5utf$?r|JZh=v;>MqFi_j9_=}Kog zC$4aT^R^4fW@M>YZ;(iljsnbBpyRd72o|-cLN|@_0(~8(+l+tB-c{a)c~q)cT%r~P z`z#yB2{K_MyG8(BMC^&<#n`O0O^qkZlxU@_k*SQ&?E`2qLLZCqgOpgj^0t7Z7yWS# z5tY<6-T{<)jA`Mx7on$$hH5WZX9Vn2cX+nM8*I7f>PZ-R0^ zK~&pIdNEzGC8^sse(oF1fv_AUNh--IWE69dCtRHhEJI9|IVd9X6sM1TbcnnTe8@v9 zMS@bR`4@P@tO zxicOiY=n+baJwu!aLO(SmV8EUOcA-DgF|sYiRn4WtDeO^VKFfl#?_L($MbxJO9yzw0o<(h0H#; z((Zl3w0ow&OY~{>42DGpYB`nL*el=g%LGj+J9=#yko%D{>?^W&8HVRQP&dpj^ zr|P#8(0Jk#>xCx{8HdC1zWc5{aKAn;z-h%HR?>A^FZjKrNzJDdCMmT72RAgGIgV%J zUZ*?j=}*&bxq^wW-&Cd>>L;5Q%bXM3wl(N4RUD^C z?`v!B`yG1gqD}GfU8YG$b@eoN|mj)4SI~S`Xr+(Kkw%?8`DZs|(>u`ZsS-OfEra$gBA zp>lXLkPAg{z06N^tvEv~b-}M&kIy`}Aa7pKlvo(b-I-)zgq5It!0js%QG!DY5-dVB318>&3Hn}4p+^>3 z1RbCf2Dv1=P@2*i`Nd$mDTZqk>8#_Aouj*|1VTo~%}o`mb~JsWK&`%Y{_iT>GIhRwho7#Cg2#oeCHS zqJ1cY(WGERag7l~>&a;w({Uug+LUXXQJoe{)3f7I(JGF*Cpnb5(AV9J1ZY$6-4B*o zP{b6vdniV-ZvXR{ByFnn_*L90Rem!5l2TC^(MD1?I=m}AAl|I9z#LD^pkRe|@pV>; zJ`=?wG;uuF#Qj*04iG8fyscKaQDc

SABcXRE%Ki_=sc=Nq}_TEo#y|;bqz1=m0 zbj$YMjC$yFt3RJ+PXOjt_R2$h?Z}_RmX740ab9^xGr~{PgRt8NRlPcR|NWbuq^l?Q zwD7sQSZahgfENF8QLgO2=^^#NC8{SfIe&V@ns8S|acLl%G*f;s7!gZ>jMR4#iKWH* zf|Y!XqbFnPER!mm!LX5W6#;4oA+!}Z7Dp)t!n znjIWaLqpc9ajJps`o0p1@b0|84kPqoKa(N`_YAl@M;(me1uNHL>shJYs117qb^2*O zEZL7%hBVHZeaOgaZDWSPw`CkN@Fj9|z2aZc!QY&9j2*yoexX8w$SKler{sVvG=AyS zMXDAmuA598>m5$ihwd_-9!FDtW-!A!GOKnQz(oTVh5r9kbfo7)jEf7M<#KU8e zduB@EvH^~@78>CIW3dsA5Uz4FAiR>*r_8Qdq<+4t6)$MTBj}0&jt|S$j%AE+tarX4 zZpp(dfrVpdI~+h03XoFu|2P5TQU*DKbUWL8qZ~^uW0;e2Kn)je8Atj6S zGj9+~%ycYQHq`;~q}-)Ub*%60D%8ZI_a$>(QUqdZeF>+saK_y8OU(s!zWI)ex5_>- zW?G>zhB8rC%O->3xSe67-k`+d7c}Kb3%*BX^wjr=b>^G&`1T6TdfM1rGZSAEoy(i| zqy|(9>dL1!B8S$BiI0Wrc^%()k_3@B5MRN}ptY}LVivZ;@h>p{@%5X{ON3LImW0u| zW0uon28SVBGScgfCw(YghUqOEPrapnFI9pj9wvTHx!g1{2FJn=0H9MKwWaE#Xj&Z$ zf7wILpZl)HV&mR|zOjF(rTwd~RO!$~4nfQGXd}Coj(E9FRjSo5xMZJs6Jf9lUPV7B zzo;MNIXl)$aS;5-86J}#shetS&8_}qd@|}b*IU>)XL))Ku<4lx0Ta}CRsm3=duP!V z&6;S@rRp0^NX_{v zu07UGgGmiVbozX~^$Ylm51T)rx51jzR}MzK;fx-MNLHA%F2m3Tx^Mq1Fc*|NM}Sa9iZ>lQ&Ibh<}a7v$=7ExIDCrBvgd_)2(OYU)b%n7ZC@ z>CD|9ll-`m|+hWQVEJK3&x`^@3*7xmj(C!`))342qW5PB(m3rYg^BJk3{M=J$WZbmx- zu77X_P2_5&~uV)!)QPkA@&If|u7=>{HP|9pgImBf;_;7w~_X9<@G) zsl6Gz8Q|p6h`P{G`@gz|U~)UJ2CrL$5XCZZ-Er5kviUKtd2Ql14o|7Q~f$7Q^t;73USf zdT`ocRWi3U{EmUTlGwq-+L!f>-Wu368_@ z^jh|qt}#$`c2Ag?mtGCN3+|zM+cYD$2ROD**WtACw z%;v0u>(6M0mV?=83qe`PM5RwkUc4rXU{m+2plaiWfO6FyfRtqi8(9;Z2E$9;Y2E+C zj7kt!h==Z-wqyk50Yn@YqZnj=3=JFH6;s&+A_06Uq0=j|nm6}%Q>?yCkGg6LtgOg)mZ!@P(v#H;!Qoeu9_4o8r}1$L8^F~t7?F;02%jK zy0_yJ?qw_OFC5}l+F$6<7aSJIALo9eQ31hFhuO zR%$pAdBbt`Td0O}`e3_R$R*{Yb{#(4X)LlA)nuCt$~Dzw@w{SDvf=_$+G;C0DMkq= z@xA{)dv6mXSCXWORZj!Lc1g1{yE8l6GuoMXozy5IS!D31yLxuGovq2@Pc=m{No8jJ zDTj)RjEqbM85xli5y@mWMO{Z&)E*Y#LeN11=Dff{fKGcBAm|`K*S+Z|tOVTzXo0=x z`|QVm-h1(vWN-JhDp19Yc+cJ3+}zyU+}zwO2cI}$8GJv6+j!mhY|=y0C28i3M_Ekm zY&j^|b>*QM6N8u=$8nE~;rdQ+n~EDyL@nb*RZ+Rc9bl5%x>SjW%QZJnlSMWzK}e5G zZb{%XW+a2L7l(EEVbq>&LYZEc_8?dg8;1@6hpnI)cOz3#m1 zF!UgL17C&#e7U*L!~O#YgoI=WOE1LwJRhx{XQR^rP7gGBoE|@q1~?D{sN4wT`($jZ zizW}gkcN)m?Sikp=FJN+WRHp$z1|7k+K_FGWw1*ms##xxS|*1%Xp-~*2zE)wf&7|P z(Z`O!L*PN^#0T{dcMQISV({b>?-m^ON<<6|=U)^!j6+i#5_3-{VG^xt@*uk^m{-nz z38X6GZ8~Vg>>xF_InCB3o8sQu*nX~w;1A?JD6Yx@U12JnR`@zjW7)U!|;c^6p ze7fIa@GAz6Wz@M@>J1-Ofm1}@_J{G(Jv#G)RYJkYUX&>>+^J9{3Xu%xE8N>qhY~TqGXUHQyI`# ztq4c|a61*pnZ$z#F(h$II&lfYog|&087RyfbuUWYaSl(18h4j8nv4*9qxTAzcLz9l z(IqDc)LR9D?!#0)yb?_8RWHN)hbjCv-7y@hCemg&cq zDVQ^4V=ay(I3;(ODs}hnY`gFu8nm=2Aa=S5U z6}xD{<(r~~QOPipCM3jw@h<3j*gt9^;uEBs2y8+0{$q4~f)UZRfD@gAj39OyINYVR z%jEQ@kq~#2bA%!|HoE(40Yx==q^w$VGM1D?v7o%A>`2*>n%w2y8-34shu zgxD=!N@rg8WfsnI$1`|J1R+4Hs0@Pug{Ld}HFkzd*I?u$YHHANav6fRRmGxhCiCLjHnsz9NoD3i~N8A0V+aBkqE&n(pR{Fe2i&@|IQFF z3-Q6gTNQYp?mWgJm2xLVj_{s#Ts>D{AwC`AVq=`l%+XkZqlk#mMNq}==y+ee;>%qF zF7SUAM#3SPgl03UWDq%p41FmN4|2%?dq8(GSgkQRIZ;Smn<0sE7Wt@F9Dj1|A`8KA zuwEm#q)whPu7Ru2k}UHTEucri&5`BE9OEuN`i#JBow3AyJ4QV0(E;Wa9W=2(KpaSB4n%<@y|Fd!p=7u#9Lenq4aOdH(NqE+}|J^s=4gyTTxA5sZGnu_pFrp)l>?J*67|+pt6b-mp0{yGuc~lhrtPU_w2x< zWgybWEN_{#DqLKA*gzRnG9MQWD6;lYv0;D#)Ksgdv zbme%QyCNyBKi%&r9;^pX=te+;#wv*Hhei$Q+R(#N?oy z?O(#`XHk2wRd9Iu0Ulr-Bf9HBe>_Q?LZiP<^4;+YF)-*@oi%j?Cy2!<2WC2RJRqJ=l#6+Ut z!@$w918@6^y=}=V;t;dH)0UmRvYH;F@mmxci+!jaUS5ms15je-Ee#f{g_$(VdzyuE zo+LfOgc3DUxQ;{g3~T-XYYUVeOnHVNY>h{wY0I8Z_HI3mTf(fw7@oQ>dq30qO)GEs zdO>&}^}7(@*bD@pyNyJ&Foghu%kYsjedq2cpM9!K(50+_ylqPW`*^iNWYFg!`v$LA z?Bd>s3E(uq6PQa^X|NB0<(0OQXnIzewhf7jH@{{mX4Rr2*!+62oUZ{Uz&!hChP92hl^57!A$!M!N}XtX zaE}a<8(k`K>qgN)fl^WtU2z+G41-yGvAMliMdBiSg4vcDn!uG)HF?~U+nRS+%WFhtekZ&DP~V%se~S0EP0fbD?wA67SV{M zQY!K0MT%tIyZV}?hSG`^{Cx-FJazbZ)_I~?Wv&=AoM|GgNP+%w=-l$Rr>$wSt(t4bkuAXJ+0E}NESn*Avp3eXtG&aKi{%=xLcfHlrVE~x zfemSw&UdaeOx)!{QZrFug0I0GPeepRt7PX0r>SM2FfClj{?s_@} zs{bzM#>aZ@w6KIb1d9XT==rEDzJf~xA;^4P#VvxB-luB>;k_sK2!e89ysC>toW~BK zH`Y`%$cKpKAn}gS1&Q7b!q3UPSD{RODflwzqjF|;Vyb1t%sZ!^l(K^^t-)Eds6yuH zkRgZ#p@biv)S-t(yP=KC*<{ioRA{~EollyHMLO%uj5gA)3hVMr4~z-p4T!e}l)X5li35h)rZ0F#Dq|l3yBY!F+5w^z@J7lfh_Rw?w3r>+ z+zEA3O8q5Nr>c#92ggHj`jj?G6Jogom?Z!#ql;BBd&CM9X3geF za`vNh=a+v1^zZ1H*aVOs7E|u%$&;+TSSWSsMOxj8+y1c0robp2Bqh5kyj_@XC|;(< z-kj>JoHeJ4jq4~}xKA#cRmirRz$jnll?F1QNCDl7)|3Kbq0kaDkFabrOA^KNNNq2K z7+^X7=uWR(oFcWH<|h}Ctp9$l`p>~Qbe^qQIokwtj4k1dy$BgvLeRol317%@^&tVu zppq4ZDDb0|g}8PUuh9hZsxw0Zq`jCC62OYoCV5dD^j|B7u}gu*`NC3oldgWYx~F^< zOVv`AoS@0ym`O*$U5KtJpw-A4YtEx8N=XN16BQ+vp(%UM$}1^6_B(&U*9!r`to8*qf-p^YroV-CKA;H#+gM zl$&-M08`c{-WX$QyVD8(#bv%AA1}GrbK=g}(t8zc-@-L*H45SpeoW$nzu_hJ2k&~`-~|Jud}%Q z)kRax<>r7Ic`7@3ngzf&%(VwnzjR}|`ijlAlKZ|2_6y}DMCg|~Gfms1+b=xQGuHC^ zUp|7s{R|$Q&v={DTud~6BK%Opeb0lDczaHZ7sEv6Dweo0hr5wTa)P_(P%9~*G%kr= zO`t#PV1zAY>7J#&t&KD7-u=B-oPapE9XHqhtF`qdS2HN6HL%JnDFQ1DX78=RS)VARHnlDuXWDz7v?il=)$%2Ye82H`O23%3Uhj*ji&l6(hOF z+w!Vc;>?hGrKmryroht}VcqRgmt5iuGZnMVZ*y{=1`G57azxNO8CiIF@APJ%F)%nVT@HqiBTW&(Ly{>krb3U!okR+mVA+iq*W~uO++LFspd<_o3?x4q z_i=FovWRybPR`3yTGcO8*nGdY*L+o8MC8U`O~!#?46Ke8c#WvqbS0p=sYtLESWpbX zd3#4r=x|f+OxQu6rp+T-g76ObX`WJ2ZQ26om zC$LP#&cwF_X=w&K2(NK2HU?;uXN@mcr%t|-c-!w8n8m607figRqW94ntrVG4KgKWd~V|-84XSNlnz%`Q>r4i4< zf*J%y)2&c%z|35{Y>hAm`*e^&xxgq{AJyzDsn0*-B?S%zDU{lt*?4TBGI@Mj#qA3# zcynzX4sK+?O)v)~qr8p~<7Hzd>vA^4E+o=vZda69VSkY<;>{F+9JPr6PZJ@4H`3yJ z*Kcj_l#(4?Dn8}SaqRSt5xXMia!w1JVBkv18KvC|&@m(Oy&H@PVo~bRRv>1p`?78K z@Y{P00v3~0dqSqRgCr7!pE8iW>_L`Ru-ZYL`wA!-8$%W-$@m<})x>1anKiKSBgPre1xy?Zy7xBV<@t2Iw&v zUL){en80`Y5M$tcu(VqgWPX6+xPloYAh{IG#w?CeH3vrZTEpJ#;wz2JY%pch6324c zRu@ukhv9Z&qyic-oLe_PyPeTRm=y2Z_ikXgvf;zD(bXmAHk1j62Mc&#edX$zKY>9e z@t-S^H>qd5Rtu&|FP}O5tJ73abs7XHkpdaf(lv4KuKaLim1QPWdhOpT zOAhPt6B5i&_aJ*n~V zmVe6Y_LycyO!0g<@@CFe?AO%;*wKE+Ywz8HUYE}?htWChqCO%xwDC>hHPys|_#yhc zzVX8w`nHYDHz4@Wq;l*TuEau+!_2zTIP3L~o?-u<++lQ7__xIOva1PPdDm1`zd)Ec3VA+ti-_lkYs5{05$X82wP~&CB0- z^jqJ>o8K;5D(wB={qCb@cz;SXXSDp+zwyBbX^ZkZYe}9g=;U)LRD%YepMLWXXgX-Q zq0<~lLNBLpzxkuO0zna)ylsB@zyHn$A6)vuwbRM?8e&6T>kVHPC+CQeH2m;G%I1@E zZ0w&+i<{SP{P^n4>o>0#pY&m~gdD~;={~}Ka$oZ)V#b{m+apA?8Xt6!JopYHm`%m= z6iOlhJ@OhJHm9o_-tEpoe+1tkgkZWm?o5smsN~V@D=Da5EKFMxc4z>0n0$B%&>kX5 z3B($V7~mM)O>dqc&Qs6dTq!<>Hq3?MX6rf<4&u$4Ra#sBM}WY1Psg2ev5COasg@6k zJJWmB?VT|7GB$yTvDcSef5P;HVnA8|@s)uX?bGuRcAj+8XyuB|R1l^hd^Vk)+`4w{ z?CcENP$JtJjgPJkv@4Tq5AWZ;yR~!oDiD?`pADhrPoi?YkMIa5z^5yrItQIIT75f5 zV;lu>F8~Z^fWl~SUL8))7#i;qECdYRwvY8SC6;3cYfoAL-&rd@+1$Cm za|JNIxWD_e$Di#oQo#1+*6#hgJH_Me;`ZaMJNI|*KiG-!od`l0hB@i zxDPK}c@jCmV8T3y2Dt~pCWTQc5ijB7L$S9_G(SX(sfdUb3w?s`cioD0rMS)H8FInr zQU4Xf@@4f9A#pHaI&jzD4F<-t`=Z^Sv~@RAS4nR2tGkv}Ivw`^^0a3s6I!Kiu5M%J z*E`tx{E;Kf2l%NvI%bOh#H5B-y*3dlHRpFP+C+;@XrdZaGC0a%6g8S3Fdp=DGIxp_ zSGTr`&fo}^iRm*Bg!m+cD3o>LYWT>{1Dq_kArLypg*e#O1mxVL*%AJn48Di?C;?~@ z5AK-G@EX?%drdKlB1#g5NNq8)vyzIa=Z4u$q-Ye5S0h?L<*MNFWg9qHq*8G&fkFmL zpGF%&T+w0MY{-+S1nz=EHDVW=266|d42W3VqKbR#YmEBW0{eU}>>Qq*Zq5hjfy1!S z6>a3|>`&Y6CJYdVyc{!`Zros4gyVgr+k>rV<3{i5k8AAWLs${~{f`(zDf8>Q6TNLrHc>%{C1^jDX0A0d6{F^_P-r~W9lC69(W>Od*? z-*5**)^t(}Zs02Rm~@e8_mT|5G{D2Oi18avPDYa+u!KVl16DQh7<9hz^+w)ph{uiM%lsL{+C~v^7xG|jRgWLO3T}CE_xFYDT_I0D>38t&&gVF;$Sr$e z;o{yzQ|ih!gN-k1qz{KMeuPci2=WKU+BjcWTtsCMO$&=h$+S@tTMMhY#L|lXYhg8) zV_MCBEv!b_Eg0g9OK;MUvtu=Jcdat}oFG{^$-MRj{rnQQ3SxiWogT5RC|8G_Dq|y|5s*k{Xu{ z7J~j1!Tt^qE*Ih#yU0P}p;FSMZE*K+XPQ@)&)bdEC$D{l(Jg5a#BtL@I-SoJGQb^y zC*i5fd!%zkOpt6giCxgmnG(j}TEQh>7(Ay__)DJGvLYO37sMpca`-Z*`3uW|WWsAZ z$%8rV&7J!;SIYxanYU(j<(!7MM@4t~cH$&1ncq zfB5#Foj1Po0Y9`?{@q|5X!)MiLY$o zwAWuhc#YS8zw%mVxfOcz;J-nk?}b8dpZ`m?`ult=mell>*gb1el{aN1cM}%k|p)Vx0Y1caKE*r{wiBiGxH~I$oB^DCa3oh zY_F}<@5YRpw1BoTCG@;=p&@pF#0;HrTL8O#^C9-#qbtS3(Gg77{qA;1CXky|-P1Fm zYab7LpHH^2EZq*qnY@ahvN}u% zIUHTxgJ7uEsgop+_n(8RJCfB$EatRLXAkrC)D#W-V+ReW3no&Es7V{f%)_3Zn$=aR z+OO$G<`z(`QHNr+p&-d;R&tc!4_i%ZgbiS~JF{vFog4RYOk};%t$_@Uz7ZayH<&P~ zU~Ei*1AS&$z`NEqu4ltcXE2mEf%NTM0Qbc?Aq9L|1WwrPR6Psu%*=Txq*u`ude=)`x7EJuswYqmMG)T7edkYx=^lVN~f?x~l@rZKA?Q9AY`%73+ zd*dCI4$=Wh3448fUeK#)hd9Z7IOcU&wY zGK4&z&K#u7Y)+d!E)QvTMIki?k;#oDmr?h0%=CZo+eBs}IXlMD6?hm76eT3yVZ!ht zksL-Ky4Fwt$yI>S7;{#g&aT6BkK^a_BAc^P^oGAO@yqFOs;74H{$|Tvj;%nFAk(Wz zZiORpBWU(oM=dp-A$~rD+2{x-gGl7V5&a=xQM~$ZMSsv8y&4S- z>mQ>!j+|{V@`eIFitnG!A(I>y>CKN$@o;lz=P^U0^afh_9jw1m|YP`=T0EW!GN9=%*vDwyh?{%VZPuzSr7H&6ygzQUBcAQko*G>6Q1x)CXyRaJvM!U>2OC-!@>WXs-4NKk z0fXx8(ctuW2-hhPh?AV!FR~;OPp_(m*yc@?u+oO+`7OO0@}I2F>hnWPp9D{7LBNGH ztBSFooy%5s9EqyGXFyKNKqpeC+7QrOzz15$8{)=RaVbBx6?pnz>dI@ z9Gk)d`|y1!NohYL&N;}L#)LOg^F6-v7{S{-uOZZe4gw81Tgq}`H_I|k)Wp9=C;+q7 z{+4;$N)Ab-H{uBw?8-X8F{S1Tzy%oO{k7`c|x=r z3;HH{5L85C2KaLce&{fnIK$qky9Acfz)Hxm2G6b`Y=Tt7z^y=;IB3f>yxp6gj{`~)vkopc3ebqG5!O`hD(i@boi&NB>xMusK+u~6 zo`N_J#Nq`yRQo9p#mV(E*EZkhE;)Nas+UkNF5Dkl?D}&f? z5Cf6Yx;aCKO;h56ZqK4J3QDvo!gTA4@R0I7ujz`}8>pcO*h zoAJ{Oa-sfRb#;}LVVJzcRJJf@*gXdAEok|iNW6kgWeFaTF)u3XWg}=u@+ z5VkbP2|D9?0pwB#}dkh-s^XmAkprMnc;IJd$<4_ zN`bOr;XMcuwK+tb!tW)}*}nVm{@r`;0SPH5 zdcqh=MazAUB(|tr%piS(u=gby7pF0myMWc9;T0wdSzf|DXTN?gFd^byI|&@DcQ4oe zVz?IlEA?69(sG~VcAr&*jee|-!G?~ihp?FN4!oNZLt+wkip!dw0>P&)^l}1UY=q)a z%+eCwF5Xm6WDwvv1!W$6?z$xm%3YF5Ml}u4jf3u?Gf!t?oQ`0P-e6S>r@_w~1uWRL zV2W;cyRr?Pg%l$OjIn|`Q0G<5NK>wYxB%Rh zz2e5;OZSE28HghQr5e0U4TJlO20QVB_*iU3~W#^SNMJiA7z!-ur*f|qc=XqWkOmuef5NLGs4GK_M; zbYjb6`p7hbq>wA2X{l7}N{V9D%Sz?zPEydc$mB^}50ZzV4jj)dNpCaEbee;bD-MYQ zj@DmO&%s{!q=jQO;Zl#RZ1vv=H8`jMuY^v|i}Jhe!XB>iZwMRMuS}*5()>?3KFJRK z9U4xd2$)O7eO$wlJ*M!8vy84j((kipaBKzJ$UHPzCv4W6M9ZpkqW}dpK*7DV(|R&z zeSTU`GD)tDYT$P-sHqog9hdDtZUjoXFqkFox)z%Gf!*aEGa3KC2xS)#Nzn>2{!5QdOtUKJNM!aOO z#9)z`dwh7DSh0dNCw(Lhd|fV)iRaxQ6Q_PaFdk;S+c#s#L|3=98Avsfr&tFhk#$by zO6mgC%1i8(f#Ajn!Y$GkQOYQdsuk6UGo2sRY7QH6d`K-W#|);SJ}nD!(v7<|40SlH zT_@C5PT%3%5C+lKf?Lpw4j zlNTX{PhG!C*>n}lXyOQU>%RDjwf)tpoi>=T0B2S7%wAl$)Stk7HjD3w)+>e%TT4KEs3aD+&-28a@UrV_D56pQDA8!4 zi$g+$jI!FLOMav7-GmNm8^-tGm2?WTUfizB3*gkS9X}5LE+}{s0JDV-LNbfrfNptG zr9D=EBn}bDKyhS&;zDsHASkZ3I$L`3{$UcjEj z=_#H(5Xabb!*fivQc-|lP>7Idkq$+~BCWGKm>Jl)Iw5yIIQt}%Y<|JYoSa|0I(3*L zh&F=vD=m$?Tv~2RJbdVd=OO}Z*z6)RMF^AW=ONM{7Yp6gO36vh zauMh1EU|4yIE6!zEvGPI`1i@yO6+rW+?L@GXElO>i$}#VoddvfNAMWM89h#=u(22o z#N6MHJ{i_p+uCR7dXa8Hs?1dj8^PIa$?_0T@b42ruw;!Xc5RRe?W4{bFgxq;n8$uA|Pwo%5?_&CreTdW*kJ- zT8_d9cnp^Bcb6>QMaWsWTrXMrB@XCuqhvWuPM+b!aLKZV%p8I+n#)0!F!@kbmn=R$ z8i&2f0{#pd#Bzw7;rtNG+LCx6YE~?n=#+@5yh+4_4sp`lXKn$QX823Wt+o=vsy~0pFF8`G7;#jx=3jad2 zl?M|!Fj8*Ws5ZZ7&y?{0Mwkh4+vIJ^p2@jPjZ#4|BY766Du02?T^=z1VGm2hvs=X) z4lo!sorf5vFcPGnWDqLU5jSxp8v{64ccI+VWoHn>v_zdV;5=tThSI7`))$sN7BS#w zao@IZPPw>S3Jo(?*LpL`VKi%S$jbyv>Mvp&;H~>UKm%96s1G?RZmCcOsq}MW;ImhB ze_?zOr!;^PYbVZbS1BJ+JSXAT#nUKUa1wDQJ2$%wq<;L1$=}#Rn7*z1Tc19?h4ZF} zplnlQmh=vOfVde5dAkoU7;Z1E6FT+i+rk|UP9&h?iqvT(F21*t<7y(Ks&|}biTxnk zqzy;It30}gQLr~a6h|NXT-Z>ma|P_RQ64;}W`FfYmfK17hrvb_HI3y~FupRA8U9=e ztc3uP;$4N%L_!pCZ7T1)F#UL{!P|V0^lI3&-8Y}$)D6|Mvo^%zlM9CcidTA@GxW78 zb|YraZ0~HFtD5H~(n0#+2cIkV5p#~sM`5pV4>J(8Ae6zEuoqUVQ5tG^&F8`|Lb&T-cniPQq8%Y_gRbqqi6bP9z^M%G&%HEGSWUQ- z=lID5#~JG&W`$uLSVz>-QXcza#E{v z_OJmxTkkNb7pk}mxn7ydYh1yS)03i6d?YyN;Pc^w$Os|H2^`AlXbJ>lAI`?HKA=JyMTO2fNF)4HRi;DMnzL3 zsgNn8*>KI0;cPjqAar!MyAe;5H9?0CrvsAk2t%50GM)Rq9V2U}%(M3W91$3{sx3Q9MGXYXwH|1l7ZUM9 zZzfX_(|r(fBZ2khb`NfS9$?(;;Dx9{)cnBUm#4e7_ZcqtGx(``vPeBnZo2OCjkkO6UKCEf7sph&4QgUmCwN&94GT?E{aB2P+Hab@jrW~HsuV_Q1H z3?Q!js5Qwv*v&Ou-{`;EO%NNvmE`5HFi56m$LAo_M*3s14JmC2-xK0(B;Qwt6Y01S zzpf00B;DXYE7ydQAPG6J=k0Cy4@|^d1_#pSVi+Euwu$Wz} zRy@ouUMCS|m#z^7znH}^(AHPnU+Ybz3DB;@C>KYQF>?QmVL8NNOm7lnE8MDk5|*IF zMndP_e0_!}#sGh7{(JY`q)b|5?bRg5K1fl&!Z8*%dL6xWDW&tF*fXz;5J#_0VbXOo z7MZCw)$Ul!wQH3oiE>l3{+B98RVPs&W{F$d2G7>Cw9(h{=S`+?0imBoFn!L$RgkUckPwbAD zdXcUdKiw#9#(g)@M8Yt{t?7$Fg^r1l(-_Fgxem8!5YH2r-41X)Whm*s;3UEpaG+Ym z%oc=*ma|sr&iT{ghDau53>wTTe8j35b)uCXE}gaXnVcdjFkCT(M6!F8Sd$^RmSt%x zo*?)QoC)Yquzio6G*53nC{q@vZh^a)j9mh22-@LsiQ!7Rx8AhMpg_BmTS~Ma=~^z~ zn-UMz09(<~-uiYahhb9mh7khWXPXcyCogV{G>vJ6s5-xHgZhE`q9*sLW35_;K zeK$5tE7L4gI;l0bsl}S_a?{x=r>#c`qZBwB!NafQhHLV@)h&9b*HUp zlGDKmUsrE#fR<~~{jbpNYEKwTH5>PQJ%D^%;!$e)N z#kkH1C4MoxtAsuNf3d$RF#$aAPZ9a|+l?07E6g4LSJThJrT{~T1my#k=jl0Am4j1> zkM2bf>Y&?4oB#xGM11Zc{2Gx2O=AuRk%F}tplY1o&F);gfwD@q`=(if&(H^f^Eep_<1d!S+F z&}-z?#r>mONCX}aWE~v;mSP8_uYk=gpDHgFJ(zyEzEzG-RbBBn5!0wj^IgxGhC6T! zY2c>d@6*P$yZ)%1F%`_`D1SYBhImkwXGoxmna?*rDXzEv?Bl2sI9`1B5iY?x8hZep zZzWlh?V;3-9CvJ!)Qgbg9Gt5-Cl2T?hY07G6o_Zc=)1V>6}dmdd&UGolkJ*ZobMA5q=s?3lBuVz*Hk>ZQ%3tgNW_f$gf(^ir{D0oAYsyaL;T{VYmq zWZPQ|)kNh8>%f5NAGu-b3dt#zPz7urkcW@b&k_qO zi~p(#58_nME_}mJ#5iB5_--XZVilGWCbPyls|#{Wi`l!KNC4CzFRmZb?36&v;!J`!$y0X<6*RdrHCqKRMSc&M z#n#eKoEIx>@dCRMQbIm#+d!Y>0Y^8`gZ_LN zfern0!4r+x$BodrlASMU9|)x@3NwplxSJRX7URg5teNR7RWl|AG+AB+#tg$T$uw{H z`CbPCn>q2lT-ktJ<_@=*#$!eaCtqts4ur%paM^-P)N+Dige!(*=|DL0hcP)4(kD3P zW$neq`ZXl34+*Fx#)OCjy>nhwQ9)Tc{p9B3oR#y&^O7Y7oHx{QzOAqh5yv{oo^&vf zIq>%q6(B$`Arm>ZM4d35QBB(V#VnFZ*Fbr1>D`?n6oMg+g~x-xLU3AOS$T&cgbS!Y zYF~VXDgnt>r!Z6;Uy{+b>A0vp=HjV=U-vr$x=Ut-;Sk&IOXxugTy9nnB?iU=KTNfN znS{&Fuy<4{PQm5DH4(`sftL$NltWFlkyg;rP|!r2S9Kp}ISaE}1fIbv>j9j0AMf5p zh)DNZXSi%TqDR+5-VdCKi9;{1A`S-X%Ihtw4;g|b)kJ4Y(Q!xevi6XS4Q2wC(#F$8 zt5V>I5PxY7&`ROO@Q3Z^NYX1;mE-CEUdoEx?txjC0Tly2%|SBwvN9OeqVB(NFIYIi z&ViW}TMRR-KJ6|J!I=|p9_VW6#Vy#O?S}nb)Jb=m0B7cYtr-K??qZE2OFD<2w>#hZ z-&Feu@pywSq8CQ1N=PVKT6Ju5T!}Wt5cM_IWyJ8DAUX%8Ht(4u9;IXDf9I`YEK{qn z#FJ_8s0q|tyfOs!TiUC(V>AOI3)PBb!croqDn*9Akz)H4(Mpc>8s!WsP|k1O+1&YR z%RO4?u>p${y_eL8?kOdCL=TI)I=1XQg7kvmMLv_xK}&WoO2)WdaXRuZqB7&A^XQnV z1|*pab#+{=rZbZ7lW~xNpNO#1g~c{R98RI|`=U`{86BC-jzNPzoMjm5i@tt@-$x>X z)K9Z09sUrKe-t8TJd}4NhOCYvOXd;*0}6HGLJpkXEdQdzYDlQw!-kKjGJzP>SYQ%l@1YELT_`#tR3jFC=9@7e+0)bakoPFnkF#CxflM$J{g$e zJN|vMUbo*NITlDI7Kzg#TcFF5iAB>-{cy2F-1MX?Lxnq7)O0tDn0=Fx$`vz~;|HqN zXxcy2>^Y|s*vZd$h{}_pD5P<6U5(Dl+OznmhJ{$XmW|eDaS&@P!x(X~I$Vp3fZlGR zjT<`Z8(6!6tLwRMi1-zRQK{;NY&8EIt_e59y66QmHjWChpSzxHEhuDVA9i;gj4);F zwMlEOcC6Tz3ed0y)|SJm#{izf7!%&qr@cW=`lqye_BGLAZ9Ofj*#V%t%!;0$cNr!v z!cA)>^ByN4>95*o`h-`vUyS1;+opJYxuCGC;GvHT%DZ|2CuR+Wx?mrh;FamT%eI#( zwaZqjQ&*R*8#I02{oaw~R3`3wyUuBH&YO7G4Yu@6c7)=2z#c*s z4u(%PEo}9e@@@#tS_(rjG`8g6ZyD=w9k*ERV5oqrSZM)E@CptTFlNHBBD_ zPV;=ps_cC7D(C9SoyNm8eH__Zd#`GOn&kD(tpTH-K6m$Q!5flGFE^}#6Ms*4)+W(L;;oK$R$H z^?MEJL?2<9XbgzAT`pnkfP?paxR3<9vIK0?Tq!b6x?{>$E%Z-%?bcGOBa03gmwD`m z_`ey0=&0=$%TMQ3f3k61sc=r!Uze(^mMzS(AqJI7wQ_o*x@<26pNxZ{hvQ}Y5NR90 z1)4h}5;aB)P~_Pduvx%mAxny^%?k>1Ar4V`7nIFA1>{10-UStH4<-0$A2+IxmV*%) z#zDj<%R$H!kvNq6>2i>`zn?e&`LSHRFsZz5c(9;;j}CN3z~s9!>Wcmen5kuPhR9kE z?`%f7LwQj*q4}Jjnyr5D@2K+u1n_x2fN09N0z95$!PfL0|NQbd+4-78?D&ZoMsb_v z1(HG%mc8dX4^qTn``SP1!x1;x)NvU#a7oAjJh@Q%7gOL>ib3M0YI?Gj3T%jiJPB;M zM7E1Uo`$-mD;A>n@0aQzF;3UHBO9(M|QU|%efaQg-A~-gz7n+aAf5oLL zAx>yLu1ZSG+>B!c#-CpvN9CLpF+z+JO)NIvM#MiS7MpC z9<8tUyq4+EgaZQyTuOpYz9by0RoxDHLnSvAwiF`|(5w>~b|KQS;_UXcOl`OVN6D`D zizU7k$)rpsEjlkuK@JpK6Z4(nWl<4U>@gI)pN*z>8D0{0+Er;>sy(~!c|ms=EN4Or zSS4v4Rvd_==4@t!fsHmO~);$Y_unGTgg&yHX0fRep^$?h}{R-f+l2n7}Er7*s>pYz?`pCG4P6c z!+!XjKTWf2(yDO+cl;}wceaPGNMwXPd|pKlj^Yl2)efbaY@>-@toka+BT8ixBLH`n z{)CBfq@L+uk4Mk&s~NqT)m=K*Wnh(~lcUayLB9`NNwtRGY=v54#DvgR>+x ze!R{b+hbp0K!M$aDSmk5de(>}y{ZszrwRw{`+@A%iS$DZ<$kP6$K>#7CWWT`2i z>*HxgXycEld6#tRpgH%4FPW(4fc)n>E12qn^%a_S%T;Em9`xi27s>zn@1Py|s&)K*(xu!w9?ui>?OcspXNR)cnrwe0pad9KK!*V1Tfh z_1Loh+|jtb^~t>UHxD|Wj7G>b4391GDB-}(AYLfDnAyJk^po~J;X+`x#e;nY{w&D( zHiz9Oo~=OY!M@puHDWed5EnZ{9Y)`OVCD{r35P`L93t;K9vDC*S?6x8MAcwmB<_ zf);)>`R=3tfu%o;I*GmcAHVzPf8v|JZE#HP+S~v6yN~{Fygelrl@fpb8y|eIxP2*A z?twhakl~ZlZ~nN>D2CocUlW`A+v(eH{=>R5(EFg6Pu@1a{I`Gp!3URqaP4$5zJ>#h zYrWyi;^Z9a@9@J9k(g+7at>4AvuSbj`i&o7y?OoS_2QHM=(vXjL$I#ghnmL4T+)IR z+au((9UpX{4BhEr_@-O}nQ0Dy9(j!+1|NzS+LqJ&?ao1egltVPz}+2pCda3f;?Zqn ziin_g;gqvn|n92*rT30OBhHG1}(= zDy&pp5R2MDQm*Js1!3~-v+4BY*0pPAXJ@dO64};hd~|J~U71{ac>ng@t)079fv{Bh zY&gIM6DHTcJcSZ*Q0yZi$qDf3O8lfj2fjYYfXS6m!dwG`voTV8504NLdUQBNYLp(3 zWGGaG20#+klvvgao_3}MKrSfBYnwa8{hhVqlg*v`J68bXi~GAjd;HmMfm@f`n_Ij0 z@9q?jw~O14x9;5Ez5jR%zwQ;ATVE9q?r+^eE)Xbo7!zC-9}|Bd*(Vu$2c+3fPcuY0 z0+a+K*TlUFF~&!y^us(FL7x@pJU9YM($~>YSO!oA{bR5=?w#XFIC zho_RyuT2C-V=7}W`{W6IZ@JG~HWR!Mf}oxvL)y8XXD%5N88N(I6W(LrRYmELM}z z5aC2X{tjI&#~GY5X_z)uF+dggr;oWu!zg!!s>}5DS+Dy-%28+laZG~v08zVTflBd3 zyz0*2C?E`dRp0iH5kw42Z5hR*9%K_G8{+AApr_F{-1OwcpA?arkq)XSTNQEpKb=0~ zK_>db#Az4~{*ubL$QwecZAkd1(oS7kF+94E!u) z+&Ooo)?0^z4utA3ImZ~^6vR;4#-)EF0|x%(4GXOAr^lf3w9|djMD3h@(kZ6sqVVH~HJ#^Xln!N|C~vaLZQLR&KYt?6 zlN7@&7`S*5@Ev1!fsS4v_bbQI*W800YOEZrQ?gdedWjsR%-@Ky?=XRJOcn)> z$8pGp)=MPHqCthaB~{H!<+|L+Dfz7GX4~)LsfPO$mII63E!GuhVyw~GOe#B+?rs6e zJT}O^>Z4r}zEmoIB;h!#nBRzsBuA9XAc`L4_E zndHygX8Y1x!E*2Vl_KF|zT~H-?|fX-e<_{QfRA$i;S+vpsLaRnTAPby-fp$cx&4$@ z75t3~5u~T#Wiq1$U$z?%!^<#1L3e@$lgP9n6nxJIpvu|^V_6EO$yPAx6KGB^8KFvi zabPhF4Y5GAztw7yS*xY<1`Y?K&a}DvWc?cc`RLwOa&Lvb(w=Cqw1*e$m8n##_A0A3 zw^vz7>(v%|b??bXyQN;)_(-p;hZpNrP&ZZ?skG9(9;M|jdiVx$ioVjwBX3mg>xIHEy}xbEI&(&3H5f2KHt`-1jq+Vw_5 zO)NNeNk-4q4=4YX0;GiwAElTm^j-KZb}{*3qIVS?H$6^X;`qe&5yS(Y$I#w>R&=yhGDYzXKXk-@E+`4fn8VHxoyCzz|j;Tze8P2eu!nDeGEY$Aklm+YAV+ zBF$5ruzSLpC+D|9i~IfQ{%Q9GT-s=v+3z2Xu`v>()N%KkmA*C^cds48xZN9vN5YG^ zu8UTaio>f1C=Z@&*mEsl|ZH-%rvSX%^WY{gE8{l7eg2fJ=1 zRr0}1D;?L{>S>+O$_^|um{kEc-D|uOwi&~9o}+ZwfyW@P4^cYK9ONvFv1o)VRiGlcN(E6!SE(>uu>npuNpJ`5 z#1$j&YSaRDpX}X2;51&!?H=#-`BjKT@p5k~yaSF5RG>v}Jzc+AEgS*G!UDRc@NOMs zf^~GR-ZOAl9SP-C>%Za>_#?((*fiBZ`rtp%H;=RceRlmCY{nuz3#>@DicidR=JPLw zpxOXsx|uc>(i1iMXz#|go0p+CEB&ZJ8zrgX=vS`PP6iZkf}ntvO-vF1>h7zAZ~fj> z+g8#`5T5puCJNQiW;&X}7(Q=?kbN;rh@?;m>LWFMBI+b7iR5HCml`{9c^6pMp42>c zG?T&s-7Hn&&8(oVcsa7X>;MFG$fB} znxJI9ccZ-{hDO4~54X=Xn>RjcQZc%G`R4lig<#cc{Q}TekRl|D=Ks zZoAPSeaO|mX*DBix>~t*4)`odDQz|U&3qU(Wp;S}!k&38oM!Q-IebF1%(^VKCa43` zwATOz=hFTwj5tx&_f74Y%sH}xTAi;Ha8%hCbdL8A;5~k;IAJ6*Gap46fo6#WqYPsj zVD@r>;cP+Ndy%DJyNRrwYyJ23t5PJ1>~f@zT%d zmVS=XHrV&Eq0qKDOuge1ZbCT|F}bhfbkm68aDfF)DZtmCpry>1XS0@dtqGU%dYX7* zvyP2O0jtn-BH_M$^Lp#!;&N!BkMFLufes)uPAX_DaU58{zduLUA;ZSd5<^+^eOL20;Y*T_E?C)HW24VIb8kh7+aGUYZ0x-{^A7cPy za*+y7LOyt&J^dPO7XEZFW!xyGt(Uf;&Lp`XR2` zwq#grG_0ZIV6<6c5p05RKtI9J*l53FS$~w54sV$M3}oDinh2y&RZQ#1V>21K-pz72 zpT_v^cjya&(|d!Xt$}J1j)$_%UYIfDNw&Q33Qh181{@qCVdz^jqP~OWxfCu|Lx>wB zm<~0=Fb-&O7e~Z7&QBO@lg0yuAt2OjqH{qvh{oEM;VLP#=c^eaMgs+Io%F)B!U(S! zE?(Y7dEf?2>`iS@WSj)JJpjSwSxR8`CY)vG);5{&*#UKW3zm@3QL}!*bTK*;m!kSJ z;#1s`#D-bZUfD5sqjdaDiv%13nH=ksarlto9cS4Eg0}R=(hX}e9Q(>cA0SK%e-DAu zsGiOTLt)OHhp;yN z&{#ng$nVxGZb2iy^|dvlPO*$I@%6fRXoc1SkZL6qv5sJ>gH9$ZI|NHpt%d7Gkmy7Ja2=(CIJ^xJ-VFA>36*KJ z`#I(0sdz{wA^VenCSAn$fHxMY1CKml1RK5matpu7XFre+@C3eub%sMv z;A4+%CCiKsU}p@U8A?pWh=~x$1!poLVi+fwACY*JyGYW=Fj9mK1&qAH5Hw@Y=(eV# zoX*UnaUby!;O)_U_O&o1!?mcLJywM>OooyH4BQRbFU@o6Fl03pW5|5tSCW#bU}RO= z3M@8}v5w#v#ED@!ACSvxT&pQQ#f1A4dPhsp3w)hh^-qc>J(Qe%aHJxkGJG6;^G)^v zU)Jzj(IiPwO&2>XBfh0{ma~zS5vBY|NN9Eo#8_gqCJd}DAhQQ^P1i^19#=BtWM#S~ z9-|`ciq|nGJlYoj) zwVDQ;{5&`kG>vMukyh9;2Hcer&GiCaNBrSqwLDOmCD!g>yx{Wi za4y#Y1y?(D2Qu`Tr>uQX2NeT;Cul2 zB$Gq#aR?2neKrWRf%v3vzF4jrtIisSB`guFE}yl>SeGG7L>=Zl{v> zIcBN)k$9I8Si4JOtnLHOpw|oKW{878LXic@3^!bL!;~l@M0t^1hG=~UnNjKb+5%1@ zcL++DhD%JCwa87>6I(tk8w=$n`W2;RZoDR0_^BelX~uEeabY}8;6Z|I0OfNazt*n# zcP{5DYtaP#8U%QEmL~3G~J<_2v-nfRD})1KFe1!Ym-y z8SqGpVY?c4P;BxR+ZKt1vM}kv1quPo*94C>E+qUq?yPAoVkCoz%OpHKdZhMFeYUfs zJ_B+>fb5p+*ulZ*5H56bFmd^X7^S8Dqn&M3$FTs*;g6h0qx=mhfw9gDEBl3(rP14} zuxKdBGmfDZ<)La7?DY(+m*vforel2-Hy*YHPr(xZJleU<-@qD{bRMHLhx$q%s(qb2 zjEQ0c$b%1#;kc6+>1d5?5;#GAA&~g%BY+0v%X}uti%cp30yD&c&j8)60dyBYUtC68 zx3A**23%JhaBASI@GZ|-R8@6WFd6D6DaOBJGv}cc0*#GccA8&RIQNPu9<>JJ%>!8F zpfAfswk=%TIlSoRQ~L zr!;VuYkCgfxNg} z++3G4L)(O0D!OBimMFBy4c$M2u~uT8h*mDV&Kh-!ASA}C4Ug{54NY5M2k<^GyT-kS9fRX^tABuya$HmM_ZW+$O~GMjM+9c9QyHZ2N_kg+isz*EP4DUv%r&rd zh|Nf5nJBXuu?uB9-~dmfvmUm1G9@S1vccGad?w$Z!?Jup8eL};`WhaB98U&UdPC`s zJa+h($aL{l*&OTQgcV##Q7gajssAf|&UD)DG_2%AfiR&@>w~X&ylG}50Q@;}02x-Pv zDDQoSV^-OjHw?WKn49xtSr>aVhZq-g*#r(0^iP=qq46Ac`A?k@(^hGK(SQ+uKe@S^ zUJicy{9iG2MDgGiB0l_HT1f1E;!QRY8L-5l)A|MuYjz?ndw*GJ^J2v9{nC){{GC=ZpARC8>^wU?JRJ1oQVYC!lV1v`ZZ>+jXot2f%~t|RBP31b#eX{5AN2Qar{`$P zad313m^3XC9*(~C1`gbbB`%r2x8T7s6mpG0Hre=i z0T9ikh$W2nn~j^-aSIMd&TWa3t$Wag09bRf0b7DpYM%^F5&XwIppJW3sLwYVH$SZn z2Sv@yK8RBVQ`yE1U?6L}Kd<}+MPIP1VsYAN(ECBZH?Z~_lQ1VC4_Oz1!uiv*eKs1u zfV=D2B-?ZQaqccQ`x3>6KH8G=L3X~AKG){Xus1rLFkPLBY`8__=|p&d4`hpuYCnNj zEX{~H-ffPL5FZlmxlyBW_CV@S4d)`h4A|c?s1PA?y9N%|A6{B_^(2`x)h)H@ma17+ z94$gS0Z#4&6t@02f(+zWhP)-FgCiIZc=G2>1FL;Jf^x@Terh^1P;^YBvFC`noH1!uVexc?vFq)k7jM zo#O5xx6Tn`Gqc-FcjqPgB`GV|d+cV!g~Tb7>J+nQg(PB0G)gfHbP7aej0gmYAro*B zcQ8*YI04Q-v>jo7(jQf4gLgUo>#;W=Qc`arGP|Zg(iu)U9Hx-h4{{4v%;5dOE#3hg zt`M1#T+4lk#-LJ2ATf}Gq;~%Vo?nA?>sW_oZsIUH35r=HNGkTg5!NIIQ614#9@5|} zV?j`gK<`zri-j&5UGK{m^rRCB##*ExlQ4Z{}_o)bPMbjWrHI%7Z=irAP2h@9-|(o)kLUW%bcOSkw3=0{!v{rLKI%Uk1+ zxU!>kb-8bP35a#G@mRd1(O9F7?tH!t>EGDCCw~yOQT{%J#2)c^j3;Svo`JudFb{a7 zk1k5^B?9Bs4tgAx5&g33uAR1@SVIC<(RVk$AC3WjI`iek6`#q!L{5%&aAqIvdPT)Wu z?~15TpwxC)L0v(Uxdcak5-3BKML?7KJ&jJRU#zEhN)yLS2rQN zkqhg2V^)uj<+;X%6Y5wOt?$}hklci}Ixy4F^v~+maZO-P{cwbHstyLejYCgi=(3v4XjX<~$<^LL#YK!mCV zgyaRMh5>j_a{~t{vVFPeKcI4Zycbgv29%bKl(fPq8=>1I)EYR7EKr*uIx6Y7k zPDpBb-xc{5Tgz!cpS4e*)ML3voX~iaVRFkH5UB=u6bH?4K)tE8&%LHBHIsH!b`;=Y z<8}WH@&x8+q&4>X2z77S!>!KRUknRDM09B^fK*gjC&ft}jPS;E{x?_$>zWZ5?KkLx ztXF>IY|4PFpfqcL^Zg9P#3rE@+y~!(aPU`eC-V!^&N*4hjtR5pr8+~4Y&_$Z3--?M zwpOxt-uO21Fk&8m8+o|+6^=Y?Cdttx4Pr}EW-xNXa~eYDc&0(p?T}*KfRRALqrTdQ|)8GLGp*iTa`?zPJfq-$L{J@i5O+K`T(padW zyH3<8!k?TNRLm+QG8uJ8h3e#TOC~~FH)Z_>T9v|^`2VEhY zYU&AA5+!0{#l?Tv$Z)O?8xxF0eZ(2}M~ZvBzNR;%+s_UT>)&%}LGqT#)a;xY`0%)P z-*DJ}g`2+;V96@`+E1r8+gxI!y<0Ur>iTeut5QrcD_7&VV2CBa7dta4esb>i0^Fdc zcctK>dr{iv+;WK3K`)SD4?j6&AaS|*s#dhbWG2=9f)SJ^GAnN;$@3?3FZ3y`*q~dh z;NpaKJ5!j3GZLBULCqZ?=`*=YOlw*TBk^&_&_g~gUyb4h>Uea3`vTK*-rcyd!BRJ_ z@ZX#A?+>pqU|L${rj^0-43FJsr?AUgNru|68*ea5bp~f0Tzd0!Y3%qBvmK8?#!i8l z?B=NB+c`SfF#Rm?r2$L_0N0`sS`pF0TC^X)N&)My8p&vJp_!F8Br=o~1oaZR80Edt z6xpbRgbL&c=A&*gYzW$;4_L_rE2T6b5#HiI0mcTS5o|D`by@GUXnCDFHr5HJFB;C< zYORjLNktC60OVOT&?#EeSJ1(LY-&6$<7^G8MZ1Z66Qs46N%=#q*TJ&pbE1U^F1huY zl>HR;ztjEVi~fs#aCsslcW`%7sI4MlQNPHUm9D_ZSl5+Ak;}$2U~KaiS5q)26QphJmqHp z81AD_e|qpXGivC11^UwXIy};|H|QL46Vdo2>RpH~HIXXG2D+@9VT0Rfw4RUpLm041 zdYkQTYvDujS_GbZ>lx5lTbBU`uFF9UNEG0`4u21q^-_R&eUr3gMZ?HeFGC>O*ZnUa z-3=uu2-HkajUOHvT>h|_%_)%mNrThv@$xSQNymQC0jRr?p!KGWwy6DGtssUa^qoV zAJlF<-D~J;(RS^m42mXlFV&TmH&zOw14*LbHln#C(+crt&%&juc3vG@ znpx4zV5l!$GCB#9Yx6q1q9;PNV=R!7iaELKkkElwAAC1h&ZH=7#fI)Z$&cA)c+u7} zlDU5SSWy4ZD8_3>`a}s4B@t<=E4g4UxNyMQian$jc6eD{R4H8~xX;30>ShvFo-D?m z03BZ+^BFzBnqjvN5b+IpFZIT&EF4M8GGy{fI?2dYaseOnY|=tG*k0{X-HJeTI2%~y zO3~)*v|6&>LbYysb+Z8jB1$C)C>u!Q++_9TTv$T*{wO=|{S0?_ak1?L?iu4-*aYx! zytw*POL>AT9zRVqemIr?R7$f4Vf6STK@ot6H~aO>M!hZeinNgQ!-}xCB^bU`B3)5K zw4A7ti+v$IfNx0z|c_cyaX*5yn)1hi=0F zAy@Ivln$CX;B{uEihA^)y`DKrRk6!ewk_CTHF)WpXXMb4obPgj7N zo?LA#0Bp{NtHDp~Z^^2=0)~hU+hd}!fZbhtuo50AV{W8BR=|XkXoApe0h3P|ex)-Y z<^5d)_o6uBxk5FIlZT`C$;;-4m@HMx^CT{XmR7YDXF?SKSGQFVxX@e@Gvw)H<=Iq3 z|CcbF?_)k;X+&CrvHRuz0%jC=YxazYiVO`fzApD((a72KpEc4rS#?p0p$JiEeht+J ztDN1!ssgRQ8D%|v!r;pa?Qk@{10~R}>FR!KZ3k28K$OKF@HACIJ}$pd>2iTRGm`1d zUJ7;ZtfNs-LltI|g*W8Z#-+7;jF}0mrfl9|Xg-2n<%FT6&Ha&U6w+DJipBJVz!DC* zZY7E!h3m1lHE15donBrCq`%-^gK9Q>=P5BHT`OU$Z&l-IT=?Ql*lX;Fr@a)$rh#g~ z5}?Agqjn{oNRd#GL`A?hp4MjgO^^@>Y1V0 zZ%0d3dYQi3L##D{7xyI;w+XUB<5&fOAp0j_t3=pwm$8@9GFIW}lxl_D4|^7SB6e-& zNQLPhhdJn_S+HaPQlz$fUZf4BHbm@ zV9ugL-igb1j(HB|hOOf>#_+{^z&nF+alCUd3-AshhM`o$kO_{>$!Q6BRs=$?8Ct1H7Rp!K`2$WVM^!OeMWeYJ!OV-`gpH_?U32D>Z`hhOU5S$ z5T#mWfMUTdl}@KCiKked-OlC83gT%VnA*8wt1?ar9`TZ1J}@h>RRvNFca_RuSmFQQ z?hHL zuv%(SJ(5o@ke7m2OERb*Pi}AK^jV3!96(it0o+|!%L%(q&ke6@2uy*2vBLtti;)l& zDOL4WLU5-BSltZBi$UTb7HdwII=-o|RS`lZBzBQWP?W;Ffy7ZOTeQ>R%^OSr&E%Ka ztTG!`Ew5}NMpW==q%z_fuquPds^H|Dn9scd#7vET30PVuAG--uzaBBbF-&x72{ra~~ z?cX}J7mv691~|2MCokPMTpfVa<-4=rb(ikVPj169xzFuQcX}*_AT7gFOkTk5tLyg@ zo|4MR@F@7j_l7U~2t4O4oFF+dPyGBhJnF6T$%~^lWbWt`K>@-;oA@mpfSt^_LwraU;_fZQD%w%SNvpul-d-C#582=JOSRbT;He7qB?Y0dv*uBjIb*wiyuaBU$gV|ed8Pd`T zMOQ((!aS0M1unJ9cdd5T2vZcD(S>iL(SWZsu6j&f65og^DaQ|VD~2PoH=V@;*BA2EqC>i<}-0I&c^)JK7UCP9+Rfa}Oc| z?xx~K*ov^Af^=I+`%R4pZ-vo`^h$n;wXt75H@v_>ALmEW!j$f@4Y>QViuh9CJv>7MaG1B=pkb3aXj(#o z05%^b`dc#BJ?V3VJdQ}87~zYniDYbpi=R+Xu*;gw2;jo+HYkRmm8X;21Eg)}jhC7P zWrj^S9|QQXKRkUE;H>8YEh$P;RM?phc{J5^yySd}i$Sw-tvBsndp5#ZVPjnw6uwRH z<|%pkMz#Gm-en> zcd20FUAQbLIIe5Dxn?UkukF5I+$v0R$pAGNByoorj|`_Hh-k;fDbs6P$-5xvZLiJ% zVhA16W1Q=}(l+j;0TC8}FC}hzs-#JLzk5eV&~gq(sG78Z`=G-EXo;b=fL9wSDNFI? z710wBRgB*H33>+&7#EV@BMLRCzt5D_=Nbct{l6J-Czy&@cBWL;zFCYBgzf}Vv{cU zEkQ+-_jrKexjLL?2(bX|Cnp?zs*6c{H@@=^=;)3x{Rw*9Jkd*T{?L6_`JB=5iQZMG zLy6lRCjVwMJPD}fj$oC7KBSmn>c*#PYo(lHXTGPx&_EupH5}rExoomUY&5v;AC`py zVs6JRmDz5J2mdkbJ0Dew&fbz(#pZ)`RIIj+Xc>DZcGRW^A$=lz( z9XAWuyy%X=>fd;96ZOBJl}OYjEA^uXe~wcBep1RBxGpdLWR_Nz=~4#k&VvWiqAN_L z<=Ft=mQsI^sV;TU9zXaT(0(&3XCSuZ6>L!z6`&5#fBv8YK)+K{+Q5A!1^%$SKGwnN zJ$MFKzh5ny)BgE`7by1Ixg2p8T2zMOEu>?n~d zUpKZfcB5k?>Q&EN&6Xttnqbg~z!=Ulg5WPlSnu@C2(uhYsh^bJouhV|b;2l-Z2AKE z)O%X5Z}H-AK4ebPc%?Y#n^152#ZNSpZ)6oF*SOibp6lm%Ur2mpCeenl14f{Rfw&ZW z+=}OjEhH?dbi?_`#)7(QRqI`{u^ZP{Xf1Tws1+|9iJBazA8uteY=LrQ+c0@CM$OgN zuz)uE>#d)I^9RizuD_A!C+?%p&d@M8gp;p$dfW8hLEc?P8NtxV%z-#y)P{hOG8Gp{ z(Dme?rRAG@k+*p349>g4oWM_KH_~V@BJms-Rw9Itmsbv(=ku!NvA68KLXb|#E@SnD zZBR;WH16|Sh&MOUS*0Lr|4ppfdMt9-fPX(W*m}Pt08-CsNpw|UhI^zo!i=QLuM%MP zDfN5^IYu9X-~D)l+qJcJ`xrOC+U+&vb-O{QTpeU(b6sMy{a*cB)BAt_!H+dE+stDB zRN}HNrxHPT`s0f3ME*D!oeg>2wKs;^^l$#)Teaz1wF%~wUpuww)vz;7bR#=Q<}tB< zea1W#dLn%^7=?3ce*aJ(69)Dkb~qePt-svb+}-X?PH@jw%}}O4`ONaHbxnkEcn%98 z3{RTj4skp%0rj>j9%|yWD#{(2v8Z$~st1G;YjJrMP0Wx)hjHej5Xemoh_6+NVa-?& z&ueP$^~~9tg)IQatzrwlNI2_4peBq1lFg1*nxKvuJ}`& zZ}0Nx5V7uL4HUr~7C$VQnwb+8zJbJtzQxd65+1{eA_sU-CXMPi&K!=4CwF(5t!(=~ z{(USh!+*(A*(uUHFu5YGURTJpv-?G{W0zBkPafUhEXWFs*1=(h0?s=8&~_TA*zzn@ zqAsSURMA;Q0Tvsgg26EI)KU81ruK^?0Ni8^unFImy0yQU?%=i&vfA;wlc*O6C#t;G zl9l=mQe_21ir4YGy}l)JT>Ll+t--XK6-#l)X?-*g6AgHq;x+>ksR!iH@dl7?$mtfe z`=r4XQmz;N%Jzm+gEsuE8)T3ifAS1wK-yOp+MDDSZ0%+fgXU8^8@JL>;itfTO{%wm z31&hw8{2efbvPHQSRAzFKWx9%KS*3iSeHbBG$2`|fD4xrQCQSpsobHEAVhyU*~7P| zig{olR^tbZswy$YxH zYyYA3-z3)iw6VIuap{TR`(xg)#h-dgvo^(S(Q>UAd{LGTW0(^|$U6|&? zOy=9g5R=KYGEOBVS~6%&!*m^%fSXY`UH~syvtdpta_k^=5X+n1Pf#AFXP_$LYrcr8 z!1_#Dl9ZA-dI91;O%az)flKDs2@~)F{S+&JG_(Gu)K^-rF4$SY2!ilg5BlL5^YU;m z*4yZWL62n=aDCu%Qzl`{BzpNl{Kr_(gs>iR6jOXS@=n#*^rh zlZk^kb5x;c?b8_^kXyrkzjgF;K){2@P+HV>>ieCL}&FkpmyP(y4K;+k_yPsdZv0}@t z7^;|wj(Vd7YJ%!mW&b)Mvz{nXRyW#Qp^M1DhQ5fpMb4`JR%mW~D&9hR<`I^B+r;^v zT^4ZU9ft*=eL5cGJNKb2_sEMlE1zL0>bDE#(QpW*lp9~!IdVr2oW{LAHoJy_6cs06 zF+X6B#VSq5M7(}&FBJu&)x}h^S8%Y^P3fL}kq%}1aXYTz3L$o59~>tA6TcYIJ4B}~ z&Xf4HiN+iUL)MA-hR(v$zBC)h22!j>VUG2Z@#eyvD#}Trs4V+Hv>_YOc}hrYxaF_% z#{H?d+Q70>+DwFzB_(wuJt1rv6jde4KA340B%^DF-@)u75E4Um0PG4c^<4tz#~BjN ze>LUQp2KosZwga0y#0A(lHgmSBNv=9UFx@|hm9}PK@HXuhZwZl3DWV1W$Dc|H#11z z$~%gHiFYt+^hBMX$!QliIf$2c*t_ckXfqIonmF?4WXWh2N0(5+UIsW$4L;|`+o>aL z6~9X`^o$S((2Q{0sROv%rEpLRgB3KE0ue9y=3xWZ4=qus_c`e# zZhQDyLzS7|aP5Wl56+Q{fD8)?iD@*n-P=L&I?zOpY(oE3<8IvHPQe?&7%}2)Nv{74 z_Z~Kf2V2mHn~{+$H$#9P53@;}V5B9ExsP^Ymt`>x?SzPrSkgRjI{PKz*;!lM?7%4> z6?afP;NLxC#6^fV_#@)GnPP=aW8)?1igHkr2qxLU1Ksx~P<@F3W{qdl>B;2QwQI5l z{eSGeOKhB3mL^u2ZqK-Dy5Z_a)pS=^SN$b*bp*4hkf^Mz%3?Rmqtq+e6e(F$W>z;# z6B#6fR3w8DoCq={rYyto#+!m?lWiC<-0;FMJT_o>;Z37g18)Yiw=s)>x5i++Fud^2 zfWPlN?&E(1gOsu=t6PCgG2;L4O&Ycmf3^0{%nYod6m@w?@1gzD^8gi}pPa4IgW6B5tvY+X z9q9NNSaq-i>((78`~KII`t9*-@Q(~^kw!^6@StW(kC1Z`&{MjY`Q5=sQ*U9 zV6aMv6En03ZeS?7NK=Am+b6@}?)bC*#8raP-&BGssuHmCq(6j03>M&%FHVqvj{9*Gjl&WXBLc6t@a*vsl8*BhUiWvrh)QySRXueU;<_8bL%o z9E=dyl03r6C@&Hi0r9#?QHUdTD~hnP*N8Jy^VY3X6xlNi)HhHwWi_poO4T>Td%w+k zO%wLEp=uwdDd24yhXKnaD^TA6qW1Qnj@+55S);7S8X(HW>KiNXXlWCzkr|9^xXg}P zMCF}IG38Zo)u9u3R!aM9C?xkDUW~8|@?|3NjNzq&J<0bG7OrN^H{KUN=4AbXg4~u& zBvO=)LJ;bZDWziOxf? zG=&gv*<(9BWT9c+AAuiGNGf=Cl8)2o!A(Z_+dO}r%#l-vR~C$5AY~l@8n&^0G8lq0 zzY+@}x4k~?!x6?Dk{~NNV*iJbBpRZP)G9RqbUZQG7)%$CHoiX`2F%FPpbZ{TMh`#$ zhD_sT7r>k@Qv^+fbCsY^+R?G%BI>;nRLsn1KTaqv1=@1DV)9F+zUPq%Kd_Lp4y&qK zF+eM76nTHqcGG$_;MVTC9PVfv>4l?-AJ^FlP7hcM^9-RdmU(Of{G5158SyOY12V~} zoccIQ7(2IfNKwZWk+u(y&K3C^M!zL)fR|GC?H^arV44&hmy4?Y72oUg`Y7o~-K8>Puv-qy zS{2lcUzs@vR?_(`*%IlqI*?zkbv0v2`MfIpWj1f-5MtqM6!9@hkgZoIsL3|2E7v#^ zv2fNG7EqOajl%+!0@FATkwUS?zMbAE|0y$-JgS?hkl}W(O z9@YVz6=(!GE9KiPp-i=4m$vvU*sDdolj@tgQB+Gc4y9VuyDHP9+Cdo+m^GMK#9NL} z>VS`L8-b2Ryh*1lFE`8%pmplm=1rz0o}w^SMeX);GGlDu`9kJ_@`(>!!;%%-K4*M=kxS1qI{@9rS# z3wSrCI6$H(I0hc{PZ12FZXumjbt`1P!&2BCK!u+0o%8h`nR z$0I3ILZ+Td#(OwcZps<J9)i*?a-77HDHQ`{EwHWW%4#plpB z_Vi4$UBAnJJ7Sq#lol5PIt3c{=GGF&e69x*(rUHK6U?K9bf@ zNN=1KMC0ocxfepVF>;a}!@LQ`^{!y#GibT=teb`eW^CG8>bG}>X-Hgj$Yv0K0OW2s z#kocftlM2y(R+W=Z(+?(#z%-a3MC+fVa07_oj)QvGZ^LMY zjk8aL9>%xSPSg%*su%J?ur~2w*R>E?CbJSn>&njAZy%~7RrC;1iQMKCM10=lq=D5l zk4CUo)Wb?0F}*Jipdkc?;bHbf!+=tOQjB*HMIc~URRi5*<%0nWXgS{o4%IHWg+qO2 z%&;w&Za0vURjT2s{_XEtfoz9{7Wg!+%HR1;B^jzA2xd`80V8yq!gBbW?8!7Q) zjquXS>JUjip~Y{Pi8slM$6j!X5_v$C&{89jIHob)(oG!X@{~ z80S1U3rw=;#=1){T8M3+5PAX{&!E20bQh1PM+gSK=o; zqs_#!MSdm~mOG)G*P#d}2(HzXaAE`D>JL@^9(?*xlStqJ3ZsJm$(LZ@)tnf%1LQInr)SBilzkTqAv2i6y?3~G6>Y9obxjHD^2YEL&;4brphX%$z9MaH_1(=PQ|VoCL@c7RI3| zIC~Ljaw=vIz$1p_KRHK|GZBXn`1zzF`{x-p9FGr#6Q%TLipx`<`n#|0 zRbrFa;#^%PTW7g=50n8(9y&;U`ZcQk3M8^f_Yt<4ckm*egmf*1=Nz9Mgl@Ja z%fTaucuOg$acZktt#Vu7>t;74knk)s27aECOv^^fu%ZzH-PL(f+?wY;e6-`ggGY}D zm@5ZQ^E_0K9Vu&Q{}nrR1oZNmBM;-csuKNlz}X&pec)4O-i?U#K_b9fYC>19xqaiJe)Rso})!;=q12U z1ACU7fM*{o-cE9;)HM^1lw2Y+*U6GriG*OKl|HXKXEI{IL$&#noWl**p|mrotzkx; zU2SIHiBi2Fg?z|Tr_6YNpAv9L@x(ig0vBo7{iWkAER2Pc3uFSLCtGk0lX1O*iw5ZfOyW z{F;`c?Ba)K@nyWMQqlrLpx0x9MB#G zU(E+68;k2L`GdG@Z;c1Gm=5P^tJtOsotG6ukPknWUX7y_B(#~-ux zR;$>7RSeZcxbP^Yv4Eyh=N>j@5Od zZrolTsl+9`#Xng83=bB;mAHlH;(Zk#G#Usyk3A z>Lh|f)bgC4r6{|lcR9VUv4OIDW&2bVWK?0~knpleeJIBv( zEkxTOCw;ZiAtsh#1G)S$_bxSXwD_R)(}a@;``%5D?z<|DSOBw6B@MO&vDmyF!qvkaT5I*2H8sT6M0 zf*S2#^g(!4gOaEYNw|l3`2C<7iev}Fjh&X~(GL4&wM-aaN_%{babcKdCLpJznF;kx zHIr1mn3~<@AXlqUlb&SaR8J69;&*!6k|F}J7HYLX4fe}TO(a4uNH?OkIVxnih*dR_ zj8%yMki`o?@;rsEPTLaD*F+qWwvb9)o#4*dh4euVI8J5z> zTxAR@b&Xtq7G6lWU`ngZsTLHj)9-+b9bKXG#fioz>J20F@9HMDC(8a}vrMJf!QUzB zkUKBB23m6 zNoD@-ENb~U^x8x&^Y)x#UZ|@;HsQ4)t`16yjn$GL>N2}5Mgz&=gEdOay$NCm_svX2 zink$F0=Ho8kuHf1cxnk7=aK}`dt6{axKbdkc~U>_p?w6Krs;_pT|kUb8Tbex<(GnvFIp--unPJDPn#^4^zQHW4w9xGkzU}=nzuLa4L zS}+80)|wOtJ}^p%br4UgfP)O;>oI+m$ZZx1c&_$`DxUzWX@PbSoo5mcLc)bzip*Q^ z+vV;>g}COhdke(bl3rk8gm+R*`T-7OoeZ)Z421%A_w0(Flu8?8*uXO7d{tUj0Ck&Q zn*QcR*^S!yM86XxErFGuc%|Dh(?9-h@#k2o{?oN$Jy zD@y^QX^zex_IlECjv0VWGbDN6;X*tDYs~2ANoENG%TE=9#xHC07-WC64~JG%P66?Q z#{AgOp&}h{J7jvu#3gZ=TXnBf@vleIv^>&)1Id`83O89fhDb;w*q{E=F38`)1pT-R z;t|5Hb-^%0^vTe5Mz-Sv1RjUS99Fyq5nVKAxJ8f)W++N#7OPo&zfx1ULTPSn&xxve z9`Nu4KRZCsE1JTA?8Gg1exeh*(ZeQeG|u6smax{334maM*y3pF$q3VqrL95CDF1WV!?~yk-%X6~fGZg7kYJ-hOW; ziV*Z3@%l7UA)NmY_Rvw%zS`#3wriOJ;dO}6o^Tn#rdfu8d`c%NkC^oLk=bSn#dUy6 zXByXiwT2AO32l0Un>`8+F?fR6`e2h3mDkT}N&qkGLIC*=9bk*LatI}pjtw#tBOJ1b zl7&ppskQmxIycS3JN$R^?k)bg_fY=5b%THYL;Z8NcY+c3MjP+(;Z1s}i#MPCzOmbb z9q9DCvRr`LT_mt+BR)$R7aAZI@E+cgKey2%0()-sj|FB-)tFx} z5_t^}9_nn31tbSFdw6d!(k2JH`+X$HCbIacvW9g4C6PF}`ofmsHV!|Mgj{SH;}5UI zxF2Q9ZRezzwJIbwK+3oN*=srBja@tsUtb6nd9K)h@h3QyaY$hI7~Avw(qeH*DQFp< z1qfqPBCHpLGzO(_U7uUXF5@uMs-Ug`bfw8kBHZDn6Ts~{H3(5(+Tk4zPJgSzNx%bw zZA*rZh@aZdv|x-Y11sTBNh|nTwSmQRLULGik(j^@X7zL^QG5oA6vAE20^zhiA?fLc z$1oIvT2H5Zh3sKJBe^%7KExGuCtN0yH`!WVEPfET0ZSZ@ zWvJ`|WdnMWKxb|SRpqZ@T^&nW5*fVe8gq$@3d8bomYd7V);E}TIkUC2V0}}0cQYHy zi{{OhGsS=poHDsN$RRjSugRl9K~gROEJbfb5vIG9{V41?TBl4+Xj>DBP?X$Q*H8uiPX4D zIR?|M1Y8LB2{yKE^(^F5l6AC7qidS*Ud#KsR5bk=_jup|Wk2Ox`yqlGQU~XaG;7JOBJQXpHA8`XHl4AK zD*wHhz=}{g^Ue;fsxu61ms3X$UI2>h`xk>Q!oyFAeUGqLoS9x7GY^ue-HMbdE-hZ! ztG=GeduQ8ACudS(-WI?pE8~AQ$M1}D!qC@n_;F3h4Sm)vI)Ynf zLPe?&?yq3=o(D3?Hy(;~x%6D#NjS;YGIAsbiF=7ddXY0stvm3T1b2u!c{gnCa&aH0 zZgMG~QVzxYgvq-SdYZu~uxyHgr@p)NfP11Ig-_Q5q`yQ!n870h28c8PTJvH zLfWHLsDa6>Q0mF`fcd$|Z|tF7^!9gxDct<<;V+ycoLmp9gDdMbM@TGa7(3AzT#O@p zn29dIUPcycPM%Vwpfd%lPGU0wYFWx!7N~~VzMRO;uS}tq;zcsh#!xJfgDSC{Mc!H^ z3I)1!ty7bPxrJO{$B-&O^*MY5Bz-XLHx_*e5m$e&p+rJ^FGA%w=Ry-_s+;00)-cME zgay)yj+SdN^6}!qVwl( zlc~d`(|S)+iX{ylLY9d{VNeUGc?xuZ%TdB}1u?XObsr@%KYr(Xx~32wW(STf%#H|L zLEDU_0o4Wmz=C)us@kp;AB?b@kZF)&J#I@V8PSjnYr`a6DIVUxSs+#?61U4l2E+{QG9`vFJ@1AR;(@zvr8%C+1$8o6US9#q9?PUmVL52-Z=@$8H+!~)DDivNHXS@GLTLlpO#g) zF(>3;v^P$sXufrxFBKS@VG8z{KF#G&F{3%5j_aN?q>CGv;+ip|0jwaXvdk)qqNKRe zFcYQ<4j5yb(WJ?ur|%}CsP2?}#p86!8o9EBDDAUnt)hKMwHsgG2_6lJXx zoFKOtoOWzi>5qIbZ6ZWr8eEE4L52j4?o$eRNLM692aG``3_XfKIsp?Z11#)7?jw~n zG3T=&5#0)ffQ$sCbV?*Y{#YZXDrLyCqJ8{vF^lF15;RtvwY*|o zkctaRa#VyohEcdniFc?hW<|+>-#hiuEv7LnZ4Ic&jABX5P{7Y1GE|5sC#})S1NryF z&Y&07nJU957-fql$24h6rKZB!eKOuwhdf_%gcS}8h){(9mWfrYU}VNdT zJlV$tK{Hn$T#$5xAKA*J5S5ejdCSG7YHY{Lc`FT+$QyKR<1bz$=dB+!YG@Wz!q0}& zXGSKhgqX+XI|Ljo`5g_Xq$X{;Ab`SsgdV0%V8GD*(azX174A$6`-U*VFmB0MIwf8K zkhFK8EBzTawXOM@O|1K?qA`nP>hEMO(pwiu`5CETARRhYqJ_dtJIl>wi;JSZOanaT zT3LOsB>Sv{prOamZteQWJ9wSB6WF30&Qp$BG`iQBJNG(9Mrz%u+c|;NZT& zM}D2#QY!u3$MCshLNV31~^`Mc_iKaS~^>o0SSJXHRR|F3shv4yr{% zFV$ByT}2<@M%=_Aq3QUjrpat+%!1t)R*Lj;<(l^6s?yartBY7x)`(xA;^WXn?C3Hs zylQ}_z);d)m&CBRlBFYsf_*r3POo#=gvzZ;(&#duvyaFz;(!Ny8IU_t@KOYq#+Bcj6^DNyjJEH`Y#2;17}l00qhKp37?x&Dz!QsVG?(Se^gljrBL*M4hiEa72xe75cR|*T2U?>DqP0kQHgY zxxT<6-$~l36J%KN@4vbJLl#fxA}1$S@ZC4pH_GsFSE$6#3O#sp{R0-dlyuHQLFyAF ze^%q8H`jMraPRd5C*4~@zPgv`>lUha^ti&g8uKzVld^MK%{F644T&~@f z7m_nGdnu_gQ^a<=@D4>Tv(Gi3=Gh397G@z*3e2&Hq}*AnR|?f4K;F!aP$`}6upIpq z%ps}UM8s^ThKqTLm$aP@xPg*Lxoo#E>`&r^Sq300+q|=+-E>CEWJU@!Z8>>)PNFMy z=A(sDboL=5MdsQ}QZgM#x;N!zy0jzB;H#6y?5;@s`dwbKJ@Kn2nN+^Xl#Iv$`>($> zZw}ZWU%7tm`Zc7b86VPr9`Suv5sR3j_q*`FJt`iKnILetcen^05yauh=SI!hc<-y1 zi*>I71r>w)3?R@XVK%6LDEbq{OcUBmy3^9AH9G7gGU7t+&sLo@o4q-mpun886;I(!w>@Qqw;;eJfSr? zmlhFJ1um%5!O8TdCTXGul$r~!^X-#;|LM77b%$XCK$qmtcq4R)IA<77N1g+b<%+%<}l05j>}2n z`~E47IWkB(>(J3)Lnk^5-Z6K#4j$v4)y+C(!p1iGdj4Vo9Y&X!swa?D|5UC|p4ATn z5ss>yQcEvNv_bJRysV)aIkmIpF>m5YqoWCUXjVCDIXRKlTafqvzl<0qu{5_;z~VSqJ+%>*104T`-%f0!r& z_1A(MAa+Pt&>wy}h=a%%y3P^|^W|iu2d=x8Ab;WbDv&an|`cy9WGL$A{5r z^E`ETxp`{F=DIclkirFIXYd3leNCl_>~&JOj+*Rf*mR9K69p=aeG(!eU?D+i=M#rx z3%X>iIIb^vhB3@tV&N2E+C4cuJO#vjmn@@f02~mDb+V^PY1z)~%%<$1f12%QVhDTs zK#nmKqX`uf2aESmRwY>ktiw8=TzY=+;u2-SJR5DG$q2t2a+7L16hUb) z1sLr>Np`Yr&<0enoQ&jp9119kIT7ZP5tikMu6ys*A;qdSqhkG8BfFjrjZBJ-*DP2X z2YR`2(^F z?yO0}oiqBgb}EYcQbxnNp5KQYZE_z0j}I*@GP-=;8g*&3K|3xCSw?*A+O<}+9A$^` z*UKbGJYyP~tPx%kG4&P<(b6MK%$(@CJ{vt{7wT-#FGwCpNa8UF7Ug6V0(->6Q?^bM zu?~&Kv&pD_coX*)6c-T7(P`J6$U-4A&i>>tj1_)D}NAIX8iW*P^b3C&D3ZHP7%H+YKkKb%t>$dhC3%iiTp$KZkaUTDxcpm1@H1w=i1|v|4Y8?TfDLM zy*wJq=T$+ytx%aC98WY{$ZIW3S)QNPF-8I)yLWrr2yg=UB=c(xVQYPg00ZI{)LaDD z;h9Yw!R|}wR$V9MHMXhVLcow*(i?`1SO*q(n>J-?zlnos7pAc=N8;g)Ysv6rmp=^I z)tSnW;JJWhGt>bpc*9WVE2wCjudLu_zM?dx!m1;>A3VH$YxU-%vzCtsCT&0@%!FK| zu(q**B~(lgX$ELn6XO*`)(w{q43Ke&+dm}?G-aeg<1Qln;4h4eAxG=~lM~2MgoR+x zG6dMEpuRNe$TJ+l=#5Ts*_bjD4i4z7YU^QmUOSu?HZ8$|_r}?swr)n z)mgB!quK{6TMT8#NV^OhJJmn~A52&=zDoSrrE_|Jy2~W{C&)Ts12!(L3ab@~W5N zS^~RQD2Tu?mRHhkea_|b+?UN#!c%<_XBEREXzpd6f5~N_)r!0L0qn4K$|bfJh}yA9 zB~?NoH(pXakrzNBgEXp9ubH+aR~VD6$boCDdsWQBX;HxTc$r$h6qy#j(z_5^lKar7 z_4U&>es)|uKe+w^sQnc8m%K6U=hDwccrI&%S6*C6YOmHMJmG4Q39w$-rJ{DR!Yxd4 zW(|bg>XA@eu(a-oi8;<~DV7~U+&N7rkCZ<9ES6$toX1jT=9$bA`~)`P-g^(u1TGBa z-p%#(&2togcyE2~(i?Xl-AYQ&Jsl5DMR0!zF+TdLGEp+xk9wbi`8Ylkn0w>9vCP~c z%){7ZNEhC0F1A3b&C8ld;d8JjQoe~rnS1p2NB#H5$G357muq+99M}myI; zCy{6_DvXk_KG)+hM{xa92X@{0d_6gzSvL`6^Cu);!Le)z{TwbhqXN9>2^lA-6Wu=dTh0!9YkxG5ZfSbX&-Wox28T6+s+zL}RvCGOVN;@WkT`(9qIL6%`vez5i) zsvv|X-DyMjO;SOtbZhM+R9eU@1qnk{++o%Je65RW-_EO*uliQDxAt?C{fBwkz-n2c z|9tJgK%vrj8@LXu@?Wm~OH}#ItX(tfxXf2#)lq)^&!OUOo+5cWb8@7_nd6pHrNJ~# zo)kXM3`m7$eDd|lJgRyq^uJBjAXGb#V3M_|ERNwg!ti7bOlKz)GzHpa)Lj93BW<{7C4w6?VxFj-Dy5_^b$ia5#@ zur|gn4|_$BH8ofRTpD9j;G>2p7!1|HDgwN6R0+EnDh_1X!P6l}W)F6%bDla|22nU<`_*9oTMA^5v5IeX&5s zyHi{ohGTh=_G;2C>>DvC+B4&$E%vTMqEvpsr2>7_e!qQ9GUc=l5UZXhq@)NVf4eo% zfpX?Chfut=he+4M^xX_U)c$0FJD~W4os>6pau3mk^GG$y-i3^XZ}_Qn3s73edtHQ# zM+8V1;*1XmKb2om(>33U|&gJ?19Z%2QF~ra{-Qwx|okC`O?r!hU0-`sp>Du1R-~Aq%I(Pp_fx9|7 zuIWDH#U3QiXV&) zM&qX=A9?Y7_#&8FUItT&m|`#%@HktfCdP)4uFC|;??~;of_NW7SHz!d5-aB<1raQz zG1$V=^aGw19tcg$5ai^y8fwuX#FMF(87!?rM0r}Iq|-Z7kRlzOZVkMR#bWt!=Xfl{ z+RidkJ~)yvfd+ye<>x8nQ4zvP{}9q+Kp|!X5K$j)kB3Q=A*-r6RAQHpK|OhTB~QYV z4^{L_O#CZ`URXkBmu!=?&Q)@ux#Set(2t*}AH0HM?3r_G8LlqEd=SgC7?2WOE^!}8 z_Yq}Ppn(ZrKEfGNNXCx&F~xZcO7D*lN{VOvb8V}X_{dpMMiEe6d{bg~39~T8rX+7p zzB4w>VqKczV9g;%kCtz5_&g&WdWiofu5( zwLJ-F2^L`iLkuLmvY2)8xAEdmFj(K%UZ5Pch;b2i#g60h)&TyjstRqhW}Qm(dY z@fEx~4&Un?<0kjNb?0<@d+qUtaFQv=hrOpv!_-60KfJ@H=dDf&1VoDCy<_B-?W5yeFsYNl_6ZFaqkEu32Scp1 z0POQ{mR!2AS*&heD&D)Xxw^TCHh$$i-b^L|`Gb9f(Wbx8O-3D+k_Jf~7KM4PJC#QxoRVv+rGYn3@`;&xGORp9ZvR#-T`H$+^t4H;n}q1re= z3c|Rx@Er!?gh@kN3wZJtO@beWkcR2m^>(HZl4v{;GR3qkyK8Xc560%6xZ z#++VJ#9Q;}CN8Z%1x4Z;C3rK&)jEr}*E%pUds|B?XsdgTHMKS149k_2OhR2LtzX8= zR?CLeUA;AJ(dAk0pJx;^;4c?YlhQ@PiHzbN%doPdql-~;+0ojZW5+qyi>0}T+P=~X zuS1SqSp0LkVP4LAFPwUzsRm!>bwZP&f`(@A@A_T@sn%LRUzB2c{n@36={+3#2>4EX z_wiNY*!r4r;b|N;!L~~#MUvuAJCGTZujOv1rAwz&AE`e|88mR3NAOB)6QGD6*2s4) zpYT)e%Mp>c6Y!R}fm+S%jupz)Ejs6yfa1|nr#J0QCcV@4U}39iGNJ@zp4H6JmdCD3e{8H&!ksuqZv)IYv&O4Y)W)HItZf`7$9#c)}bkxCY^3oH@HRfuUdh375%EJZFFGp z+@3X%FugMh0T2VJgAPYiUOdijw7l??QD2e7lg<_>1B5={uys`fe9qY??iZg(X6%`IXt<$u6>;+Ur?oFBY;)hiEm76Yj_ z!$lX^XZ$1E58I76t9}%m1{RXVYr#8}(#e0pxgiln&LG z;TEz{Hg%jGJ1MPyxdT1xJ12Zikc4GiGo{%osd-;}F0v!Aa3T^&55K+q@Dq3tE6D{X z8Vh9uuIq7E%mK4d^BE)$7_nJS7K?*7li(YGWukv3OlMNz29V|_#0J?6Vtgi$N<7bt zH`s{>k|c+5PNNuY*pMA)AFkwe3rAO7C>0hOdr$(5_DwU%!SEAqn`%9h5)k&h)siQz z$DJw78$f_dSDM(iUpyL{*cw1Nx>zJM9OFn!V-7=q)xz;o6#K+@l6@YZYuS9S@~xj0 zbKZkmmmDC{8c$Bw|k4Qn#FI7y=^FkOg4CWB|yu{g9knm9Tw zIfZ{x|FeEOJ`Wdqr4vEG$SZ4^M-DFsJCQU*-s@5CfV>7uEnQ0^NVs=H&sp7@BL7M` zvc{oFV*;)Z%tjvIcErUYk!xhAFL3%jOJj$@48fbnGP*PuC>mReV-c@!%9Mm(f-RqN zoLuv0@g4tFPWsw0tuvYL%qm?#e|Y0l}k!J695t)b+Stp=MguFVCMs_ zTI<%4SUg8_FBsw>L2U6HKgHgIEhwD0QpZ7U4OOf)PkGY_yD~W5u>1uj zlBq!5YBd=SWoZ>@DdDzT3SrGBQeVCbxCMY4N|(qKsq-qC=fG_*yJiCRjEvKZI1@4- zsj&bsP2SQ)x=kiLCcA8UZN$Q^$7hw&{bI}AtA^c~KX6X<`#vha4FyKBOwqA+v4p`M ziBW=(b7l~OpnEdde}Y^wJS1lmc)4UF%c2tQ3MJ&K#G2+(v`BV2_r@1;=*4!D6A*84 zw-Nv@7Z22`32H^8jyz_Br`=TMeg#2?lKh3!g8>APyHc0m&zN>Au9H3jFxc5(E(*8|R%EWnIq$OQIV zgkR~I*W+K{0d>O?kuJJ;XvHg_T;`rcjQGCqO)6cmmapg`9a^eX^lhOMC``iP5rJk< zMpEklfifyvVB!Se1@dn!R6FHi6DhdKO~J=VVISfwAmgUl-*LVndZSHTa9*eY%hhu+ ze6r>|pw@O7kWiimAC3R5?Lk>{AQhVxU|`VoNYiqPU$Dw0q~*tzcZfv_&e@Sz0p1rV z%FMMsg$u7P&jNcyhJN-sMGIk>CecR`cFB*pi+z zVW=|>UM~|4VB5y{?X6+EdMW;uLn?zro+PES;=Hinlt!3VhTl#ba-KXY9yWPcC#Mn| zjt9FhXj7w|26i1h1dl)7&$1?Qypv1JA3^ zTT^t@-)-}I-d1fh3(miI8zd6yvNgZGEbB&tPfS5#GaLC)2yzFQI|nKmOC781@Wj7f zF~LkNTOMoJw+oonvZk2UI%}5AQKbicP?~dJMoreTxNAdQ5B?%t<-Fa9O9+?Tc(%@R zHiJs|yzk>uu1n9lujlmOLUl57wgs%@dhZx$mF8-1cu1+Re}el6jU8||0b_#ViB*gp zdKl_$P5TTE&bT0`O~xntPppgNNR;cj8(4u?Ua=YqOB=6O>PSg8X2)2~U)h-}N&@Ds z13HVuh`TG*3!061z6D2UK&MtntLE(*`=q8@xfjmg2Es(!E~#rPzJ<@0E)wzfs*bia z-AAX#PZ+2%jAf4LcH_nOXwNt*9%vJhVmHmc7W}2m{&}aYzg>gn{&s8rMe+-ubgs;t ztHpf_UZu3|b$i+N-lcoC-HYe5*2W9iO^X{+$72e{!$YY%4!oTMkvF;VW$_e;CQe+v z_)-$(Z&JZ%b#Xu}`qo>bknTp3;WuwTv3mQw7USF!##wwilDvR^e)z$YT$Dk3wn}~S z)-_11!%SX(#)W%9xpiKw%+g6VWPY2T0Z4MkJ~y{sZdPxV0|6i?DQZ+1f``bC6K)fw zakb3Hxp?2n*<5?lm({;7%dx}-H$S&BpNK%wKn(B`PvkFxyQ#t6*)-$=T#axv{3j4{ z9bM($gp+YDrqhS86En4AAz5dD~cJn*6CVe!@Lv? zM&)y>PHGmfPl>UFj=e+}Of$D+?%>3o&!1D4*x1~JrKuBKwOhFp3V& zN01`?2|eOKZ83mC#DkpA&rPdXse(0;f}KsT2wfw&QfU6xU$!bzP9UXZSE73`+v#x+ zei2kGozvtTIGd8O;svM~tIbW(SU90-{CO_Q#zj|8*rX}?^N75;O5C!VwX{t_t>|qj za=#E;&}v^)f9489ZgHvRG5|hw376~0-n+{S9e-%jSL^S>3n1M*?V5JyWTXiel-Y-& z-(+xfY%VY887tlfjNgQ;9w;U>C*dJ1TAb9)Qu1ZsQ)Mb#}%Onoxr) znWdDR>@dLn7|kNg0Wyy9ZDKy5HMUGwN2`0mkgV`oDjd?jK^M$DxiDqp@FP;mcsy__ zW#yvnJ!<#5&!ysv+@sb2k&*;s3vn*c$06HCCE*;|-{VMs*>ZVwnE{8b&43k1P;P;& zBecU|AI>qvmEuUoOzfazLxp2NW(m_22NWj?rNs|Q%F3;1;*t$3g)*up|+pfT8&&F*X6_sV_>R1V}z81E+-&*rd?;U_zA! zkowyhM9I#fbRz*RdsBundzslnWN)C-Iu9n(x((nbMdCOv!$YCJ1OGkS(7q@bAtg-K)>}*e28w*%Em2em`Xav=^N}zYQmy+wGW3*D}dh-x@ ztwSp_U=!S)bFkX#tPwZ1D#Nbe5U%BL0NF=st0XI>kGDr#OO{};0kEX)>x<+LO3FZ% z?mg?k@|fA7=}-hS>S?~&^az&Y(H0Ef?iXm1;S zK{X9>1jmEpA$;xM)0op>ow3Hsx;`C9?U1kM*XDB$+15gU^OcO-mO^Os?7`pIqs2(` z*kz`ljGtm9$U4c%eFFoTuqX-FCM+wNN%Bz6PsU?CazCEgH79Tux?uBkgo_SRiBo3O z9(m}f>B>7GcOyTfrYlSM2~L8SDY;TrRyppBv2(v*!?jFZV({k zmOv=v62iP=gaO2UKt6s++}tCkW4{9FnSC!^ zq;ugsZ8Fc>;oSW}D7du1Fl6;eV>+)=TZup)=wVVb;=TdEtt(5s)|wvKk;TPiN|A(P z2y0tbh+k?g&w&O5O_`w1_RVO<@>_Xrwu^2eZ3J%ikSWnnOCIt&nBRl~a0_q+y$zCyan}&bK=2`%vX<3#Mb8s? zdV(l7Y!8&jCvAzFj_>2qrEV#HGl7o(PbWyar;*A;CY(^r%WJ8z$FamSQBmDN2Fa`;e zU@$cyqY7)So}0FO2n3M~T8COXZIjb5;#*=g*Ky}(bLDm1c!fkQ7)LJ013b>IEmw*> z4$NiFvDUR8xe^Sz(o)K@dxw=m%dx)_Gdm9l-+-2cbFTxt0tC@gnq6MEe<9eZ>9+#k zTu5r-^b-!BRF|K<4kKye3J78Fj$DhtUQR^#+wE^Zhs3puZNZKAJlP&EgdcrAc+ojR zPWV9X?j<%M65<>NBgiZTzb$xw^bwQ`5i3XieOR&c%gNz30vKuRZ`jW>8}33O46kY$ zE+gt6u8I@oh_K~|6^4p}9(Oxd7m02GnpAX{s_n5`DH`zzr9Y)`s z7BCSxJ{5*vItQ5|dB=;5%!OHLJ|c_Qq4DVct^3Obvc45NPx>(Md5YT=;?pzE6qF(+ zh?ZcCXi5^{c+G0CQ5?&?qJx?=5WI)lpw>L6m<<5*4KJ+Ijr)&oFGIR2N`{>$489Ki z)nICYZE5z?qaOp77b0IVgdIE>jlUb4FJoGMB?QjL`A$7z+XLz2upI(~C+)5zIOulm zNMoxgixb5|33iYs*q$2C>2F|mfO6jACu1CRRuC#c+aRJOY!^}MABfp=Ys#(Z!FoZ<*2QHv8Kt&}2_Ebn2HYWmRF*-rO zj(9ssAt-cIO1%i=$)R zMW~AXv-5P<_72F8hvMY@{SxxIojkil@lW;f^-Gb(!FHn6?z9iI_K@TQ%b`{LNuf$x zRRvjuPigk)VD$Ex)&CgPjqtp;diP;*a|q=`AN2p~&f!(K9fFg&iVNfPD&_zS_v*vz z*OuPdz6x(Jdm@!5{e1%tFtuAdyTv8uUP!hdezoLTWf0$&7JTMyccn$8YH?*W-tA8h zj>kv*ikzRl=@WkYuaUYR97a&dafg zC`M2E!=cLBYDOAMPq9)*D`_{Y4{o2)^zkk>$hqtECzG_!=A&EpKX^2|Cr9acr}MOj z$W;0pAftcv-i5H?7+I@qSf~*?zBGJi zklC{ah*+yZP=8ydFz(lz8ZcLl4^@0cl!1U$yof(}Q%Cr1@q;76LZl^RkX^q(DxTfHw>o~h^$?zRd7mR(J< zrIgo5db%*~YN?)VV=PLbHr?F_3!&RvpJQ+7J`d>+k~~Sa3+24m8I$q*O2yKcy%S0c zIa^AlcebQTPf;V28I@iKI%ENah*xFcW5|XkPJ>fg^A3lap5P6-A;}Z@_Y@hHTHue@ z-+u!c2Y*8!s=!EJt*^bY{@?T6Zw7S>l}YyUe|%&8|4k}lDPm>XyZ`Tv^}l%2k_m?1 z{%fWywr;$1`pmnQXXP&W@Z_w-1xRi1M-8bBZuPOsAh-jqACHjX;QqJf%y6*u!zO+5mCx*-=#xFzjQB?W+m=}#l~-;m4!g}ng@ zfKUJfETFJ1+T?LB*{e$ne*$<;$0s1vr!HO)o=luYoXCL05l=&j`mS;SwqlLEPIFM) zyuWd4_0j76jm_fzo#MvEpBHPZ8@B>G0D=nf3T9sd$`26@gE-slYqAkTqi_^N>lD-% zAv1Phf2p2^#Xd8;YbXc?EQa2Z3M8xmv@#qV4m2Jqg*i;!mrYGI3jPJ7<$FUhUjn2} zA!~u=5wJl2yXmfCL^%5UKDc>f5rKtZIoFr3YZy^~h_88)0Nh>%OhM??9&K*iP9pVJ zvMyNb5Bd@$p&&Y|9@kDsV?Ry$m64Ie z+Rc;*#?=8|ImIFx!fq9UBWAM0Nl%hS9s3@hL@BODjAUmlpZ&b@})0MP!qt^e&XSZe{R1gX7VY69`MKpW&Rr6daqXTpoj1$V31RXccrc!ZB8u!BKf{HIT%^ssym^wF zXIl4ab>5yX2(HDAh(FK{tf}cODRfdYilCJasc1HIV)m{ip(s8Y9B71eKGUPt2B&-R ztZ{K=R)&I*Jat2%L>x%RnV+-i0b<{PmP8a3TwoXU*TIX~n^N+d4Nen|3T7}S$X_Av z5a$Fo=Rz74Nh_NR`8-#Z5t8L%dpri}C>}Erc;%iYatVwOGR`3XS7$Ei7Tg>R0XQA9 zvca`LG=<0+6LJp*g4^9#UJuCm29$t9{yl+VE+<3rFL)IA?6=2<1Cg%Hh#_TR@T)3d zXXGtmZ8gwf%_YUJ%P#%ZHc~?zlsH7bJQSD)DR{ZGA{Eyl!G_TAs-_@$=i}OH-4paN zXNSHPf`e;KS01h6hYT!XW-K0xKOugyw+3 zVAbrnM(+1?#d{JR>+U^FrQra)Zsg-jce@vmOk^Ok7Z?^er zS*moSSpn{~ob961KS!ebLY63o5jR{6(;7>0=hqdoz?{CW9`<)npnC)(SnSa#u9wx>!@Z74a+HAgnyfsQ!Aq23t1&9i^*0AqgG%t z-wxZ82g!lRY)IO1qJaRxDgY)NN8{ls|4z2|T90#`Osy_P7hsV8G*iSy>u^Q;jl@Vu z3jX0zW3H7ZLh0qsu|BgZbJ9DngSfY(dvUS?^1MXDx+SuWsqvEhdyysV^~*#p(82Ri z#-_#sJq(S7Co?Ey+FGEL?N(fTAeb)-EbtCbAZQ_N+N<*}i&Mh8d7J!e8nF+9zKhbm zQuYa!V;CRY)CUmtz)~)XTeZ7djW5L(u)xSK<7~^d_*QweqS+|M3-yP6;GG$M}K$OmS-ShKrb%9n(e3In>eJ1FH!6ay>K|%5;yX5COmx z42^R?GB<%`a|&gW<*n^?4Wdv&TG_g`%$u7QNgP?^!S#kZNsZKFGvAKvE`Z*!4}X|I zd6CUm-E{0VVwj-NtA z^Gu%QeEa)|gkIcwv`Q!-dOo1(1Z26elchzj2v$&0;H84W4KLVJG}={>5F}(rgOwlB zl%B8o(Y@Zjlu7%g$!led@OQmHweQ)LO= zW~)KBc}K6+H#H1Ne**R9)qi*{_2#wL>dn_#+>86L`1{hUHzk}C#Ep_5-E@L*i5@~G zM_p;A5zMouqY5{WG7o84@MJ-~2|erG{s@^*EdG1uy{BSq4JZ|aC0i|(CsIf%Oma{U z@K?^T)|mQ+651do#1a|_>;h!@$K9jT35335B=CmOw{G-LG1l?KdEpP`S5z7r834cY z;8g4kST#s%wJymfaY4~OwJ~CMu8mKFGcC9$(QWNOy9fm;GUh_R6Lk4_kBp{ay-F2?Hqk3F+8$fw_4-9ZiE#* z3XI)nk{3BZK&i2wC^&W$y$W?x{nJwYL{LT@1o)-Uwxl9@JHLd@)yHS0KCYW&8y(Dv zoAXS?OHBeJ_RfjFfcbOaJYd^Z59}-A`2rXYxZQHBhOqPGu#=_d>tU)hi2V&KB5`ii z95|#M+!6enR5LrXgFZCY<~p2Bx^D+Tn_T3%ZCE_66pWC`YY#d|6FNDb(t@=;K3q^c zSBd9k&?K9Rm`MWr+bTW?N|BrDnj$oe#047M#M0ow!`ru3Z$1*BM*XKw$FvoUBcb1& z`x98U^mlK;sNdMbFpRp9X2WWA_lG-&vOEvs3&MUt$CTFbUYEw;2jDXySKUEO3#rg0 zlDl{B-CXY`Vm`5q`od_bzL2(m+!BKZo(=#2#>0M z@Mh$TwM1#gDQ^O>sj-02-%aEhk#4bFwTzA8ing_rTtbo95}sx0iH%*v;}v^10Hmup zDWuDJqzWMRq|KlzwwaR{7zL7F2(46h;MT#2O3rM1ZTa3dL()p65}RUM+z(sGTi6_< zM@G&>AaM4?dNWf2s}9mJ9&V4H)$%7IDl)@^8`Hw8U;>CIVQ1Xd!J2_80R{`BAq*b- zAg(|QI6^5cIysnV5@*81XuoPS6s;OWOD`U4jveJ)s9Oid5U&sh3cHf5z{g{AsuN+| zq{Cuw%IZnyRxRqq*>op=T3>LhWf+Kz2#FhPIUv6slI-WLL|T2WR2NO*Qw7e*`QjE$ zz@u$Uos}E0t)Fa^qDHk96SerWL#PUehY)xSL8|DS*&!!lrIcMRk8kOa*O5 zr7~E?>v$F0nCC?~~qF5I0d(oWL43wVdb2bOtUXXEWpKw)%eAWxL|$wogsY{4Cvf^ef07H9&SQXDx8 z-kEB56gmnBP+FR@JhFQDplwd7x`MDHsTH-9rBX;=XbXn*z;)DT(PXoWX2lZoWR|EF z%&Y=QEjN4Ki<|5J-L8gsPDp&&+$`=e43}ffZ!`c@LMv5eVe9|V$?hGv49-P zTAjkO4wp1F;Suo}u5C|t_udh@6Sp|}YtepH_f1^pN(i-$_Esz(f>ny6dd<~MCkJyl zbL-By^nEEv1lVb(0qSjfTyiA801Y7#iU^*cj@;2prp+(}tOD5pR)FC|#PY-fng4jk zS};RKoS-ms?cux}Om-O#8D8{d;-dN-JER{3Nr>Aa9I6(*puS$T0TgA4Y0|~iKXvu&xXzW*|zYUt_K)B&U5z|Gu^N{n}7a{V<`)(vq1F{yl3c9!@o_CGxJgdL0`| z$aB6tx}8PIUWeS^TK`mZbqLP!$k@u~2FDBWfI&*x@%{)3hg~X5#5L->KBxo?zpg6H zH<|vo);8f7_3wLe!-2j0aBYZ}zvC~HwyeN-?dK@)wL7KlYH$DP+CMYjshSev9aZgD z9@qCMujUyT3!cocWq?NFGV$!(YU)FA^X4On1+n;syU<2_=MP?MBPb~4HYfLF`fIRG zl)t`qwz^z=wEF0M_S)7+i9%7CPfe^F0gb*68`B3f!ikt;sn$EtZ2|WNpnB}bYjOR z{i4m0O)<2mPoH*YG zO1|OlWlYv1@Q*=cq$){SWqKfspEGvvLV837kyumdmwug@vb~JQb|HWRf13)=U&-RiXCFMV}r+C)V_s&<#m7&1;TgT zd7LGh7U~53lqOAZSZtVyO@TyZiUuQiY;)s{mlCDOA|(mEF}@Klb>eGh3xy*oU6S~y zW^NrUgkn==H63f3oG#hM4Hf`9PON&#g| z;sdGBa#$*O00dae^My55C<^|c<>6WgP1GZg}czCH!W5Xm8~#qnu7M#N@!0a_E`g*pNs z-j=|N<#Wv*>+O9?`?vwyq$0!ds1J#8e;H?;)g*x%9gyT81l0 zeTtAI2?>e|hpo(Os;WYwOIzgF5Ryn@06Z={XjPw~s#+bU0)*a@+u10Ll1_+1mUx9_ zhv}yTZ4%p>rK;=Nqd}+j@>U`2N?#T~(N+SHtImz|f`4p#c^A3_Z3B@6M@v%H;CX|Y z5&ywtQKn@7k(-{%?8V|dGqgWnwn0e5%;m;^VwVPV>3J7@R)uxV#WBR!e3Uu@@^VxS z4A-G(7|6cpc))F7NFAJ@Sh0F`hcOU9eprn=M>eatfrq$OxRHQ~L#T=loT=rc2Ju$+ zeaQHZEv*?FNzv^3KZN3)%5=0Dec8W1TiD`s!6C*c_%WoFN*smMi0fs<2@E;}WMPeH z6*@gR;5Lr`<0x#&V;#8Ja1G#Y9}ej{b^9K~emy^gNHs3Y;? zQ(~(ModTqbKmr0qk4#0O%rn(7<0G=8AjOc;9wC@_?3eUH6gD);QUR)+!QQjTVL59O zyn+!MSO?6l2;YTsar&#LsNrQfXoNu0O^zxO4(ve{NdjVb367%3rxRMcsGv500Kk@| zy9@?tjZMpiMS%|pQ&_@jZeHkI7v5?Hy38LCs7l7t?x&P_=uV2)CPIXGA@0k;bY zyP#?U1ER}ilHZMQtWs1v=dhYPb{NcMBo5>K**F2KZ4(VT8&j2F&vqQUN}A)rc)+fw=YTB@d9u7gcbkM`zj?a7N`$inPFq`_@ZL zNQkICy6==w8aXN9+ zmmawHoZH-EwZ>8HeQJ}#9{AC#jcxmQeMmbCSF6%!SUnOsN3v}Vwk!OUH67MJYw@%9 zDbor8*2Me(cani88)AOB60EG2k+V5e@vP&Ys2xVPutRe7yMhvUFc80C_%T~u?k)4L zTGzzwqKK%mUQa7kzvtTxRtU2d{YeAow%1AOmQx<{l`#&%$Zg6^i3#G3G0sywlDs+H zt$Qt_Z*qe9LRb4AZ8=!~ct!q=b3~$oE#20_b#_3aef&DsdLZ^47af{b@XFe|)EQ<) za8t3j%WMA_Z@-bf4Ftf-e7tsmGT+Y1bjwV*l|5V=qwH^_Wk3Jqum8o zZU!ocqLGWXRwirzi)k`TEs0LDX}I#TW}x!CaftHvOt4t$WInwm^qb#q(r;?q5~wym z{>|5_&DW|;$dE*S9$s9Fv~MEVl@@Z6 zfPsVjg89==S6YXNcGh%4jk=>gJVv+2Na~y_SxBY*CeH8t$cO|a%DhXgz=>!FE%x_R zqhLY|&p@4{eK?UNX4Y)0{n6?JI9BvVJEt;I7)~C+OrnPjBFMiIM$4i#(j`8w(FO2v zj*LP?O-Kmi@*Ld8k2*k5(FP)!0A+!iRvPbReX^xTxCw|e1Z_2N<4|S?w*wuMadVyG z24%cE>cq?7 z?donRlDTVyq%ywp3Jmn3VGXtpMx<@B1S$UQ!G8gvN`XQrV~_~pbk|QdEl5BzPs5#L{XfET~zFG7oU zHGL=syno+b+uio-e0cKW^Y+i<3%iZ#YEOEX=Xt;KsIEu7b)I#b#D(+w4HwS)qyGEj zb=#Qw>LI#UqQwNsq(=Hr&pq>q{{@Ttl;`wqNo)X?`C~%99Ckp;o+<)?7%fkm=C6 z$79f*MTBo3?GF20^9f#QAzVBds=AA*h3a0BR8I*_1Z1nQ8AKE!A1+o*yo$yE9bBE4 z3zi))Q8Ge=O7QJ)^b1AJ;lb&XKgbIkNGN6B^4E1EM%lW@%FI*_k-TWlp@PBR!Pt}e zusf-lcVWNeZO9Z66a2`C@ehnmOy>je%v4KDWM!<)h9ZdV*4PNyQmj*prc0)(q9?X> zkxVQh0Q14%3((h~j`Xkc5cw_O=fl%wRceF{!O>Fu2~3ben_6L-aakHeZ~p}03Hx$f zR9WRJmR#$KA>}+3drFEc!o0Nn%FE}jIjqgk3|J+C9*CT5bN~*x1#IlXu=cbO2P965 z!y!ib;jLMRfvLz$I zLrO~bnUHaiQ8%~&1A5mjqH(O}{w@v(jGeO^;RTvXc3%RDk7cDQ^HFXq-Zc>KsE5nN zL}M9pCTvC7&6s*&+b5zTHed)w)YIB5x?x2$E0DdH*bC*0+l`0fl%{Gj9d~Hc;DLD` zHHKA;N99eaqCs!F{7hg{>XCv2kA5?&ksVgIP)oSKpE7OjobD>?oj;3PDQ!sD>e7%D z7YU!ua08OD&}UBv9o8xH9_}*~6IJh7>+wxDluiol2K)y!)=ze*EaF|HtwzJ7aa7os zpx2h9gaK8eZ){?RmDM~IEzQ!~&Vbe_1jz08i@jF&`A*0a$Ne^QLnfr+wi42?HFN;X zKu1EOo2`tfNGEs*hTDhTfucoRGIX4MkAhL7Po$W+Bw~$NLPP?=O7gYYBNxnt%pSwi z#RP=!zBZhcg6GcjgL47FLNOuKwh%%SETI}-wN*l3{V-jjQ1!%oB@~%`mp5vlpb?Bn zN)s9!V3S6K9tJ8fvyF^&#v_K!fCUIkTggE@YT`Mi1MAq-)} z_6}m`Z?*395B160i^UJ~C$Mt+(PJEs92c4+91X2WNw)UE=wLK{N@?Q~GcjEA>N!t< zX0}=g!N@>Q5JPULg5+BAeaV8L<@JfDDlJq07d26g23i5FbVcggvH_f|7T|B&EQZ3EgIQ(q+Ey6CB_m_k zF$8bo=Ou{H)9#YBxoiqII|Feag_;)UoxOh1DZRfhQ5j+Zhoe-G%>#@Xt>bN}&fcZ8 z@nnppa+hw`AJQ45M4+KF5DY!cfts&^Kv^7rzX>Es3%g(vj!xEW(-B%pE(FAWx(ErJZH>`E$^O_tB*vK9>RZwlXQmL7%}=#>%V{?s*%W=2!Ae*%0h1h$OalfZNa z+#~Z$6|b%KPvdP^kj+-)$}FZP@!kwB%Zo0R&9|ZMq$ogm+>_C9cQhV-)}M^qcrcja zWm}{yipa+$7fsimLI=gz(9A3gAuwIP+iZ5BxLOFn0XPDP!?mW~PvC0*Zb?jLrE^xR zKC~8#`bYea%EIU^8$kvNYgDgYrFOJpWXb)t-wSQ+#D(ky_&1Rqm`CT0ha0OKcOR>D z1roy|ZUi52 zJ$%3Yg~Y-#X4p)55nRcvyBQ^FG=c$z84gVP+ff|Y^y@vY^MqVc{frmIx%`Cf;85QzAnv=jvz27}rfxHe1)x9Q{cSvz}$A?`;IO&&p zVeg-?)Y!Av*s>c~$F$5B>(M^aLWP5i?LYts!*<#~lx$!z5Wz;G8%YLbv52y!5TV8S zRW#>@rh-wh>pQ*S&Iw|V!T1#sv-**pinytVFpQL(_u*i4F#a^)6A@^3 zVrN8s=q5%|s+jIawCLJ~iL);gHv`Z+1;p%fQ-iP%VTz8aCc=^$4L?g@`3~hClg> zbakRY`crYtt&!jI5Kv*xC9UK_t@v$AmV-Yfmc_UoT{zs6-+ff~aq&PRPB=`55{Sna z7W66Ej6McemTGtjT#6CzU_7bX%ih#jRam{Ccv^|Oo(nM`n*&e+sTqDu;}_Nd2?jsx zD|nyCsHG%GFy?v+@_ER3yL3BB)TZ8x(o!~)uJ+4CJSV_WlbZ`Mdqe-Y9MT-*R4?cY z5RWY77es&!!$HJdfrMFa{u1s(^KEyv**0xx&r~W9zWg)VHhbQ5OJ1OzWNVtab=M$r;a{fF!dAG;U(v;cvX{^64qBS zdkG1C1=FXTg&rIio4=e`*Gyp8i}DWtSl}t_H=DtD5Cm#4%PJ!!0*?auAd!k{^n{9t zk5|I9y^cBcC5SoYgz~b>LS%8+bs$lx#u-fnUKJO4SuKg(j>oB57tbUL?L2Zy;NUl9 z9n!3csp>V{>Wny5gqNI3&EY`Eqf8o!=*+iPfiLsqXa;l5W z+NvNNFHTcdLJ&g&1zQRzw&iQ_R!R!-!hAW++&T^>z)!9p<9m2gb8vvi*E}09(6Xl>sEsFOAtstLMV(670SZy{G}R91!9U zmErDO0I}B5{D=*RJnv5A%&;;7;fC$*%Oq}8%F2m-@@RWTS=PyjAorN8$Ss6x z*a3C}6<8_X7QMgp?+h~XeKgRyhJ&xoV@mfwsLNGErw1X6&!7xmDBk*6W%;Guoc)~} zW_udUALc-KVAoYq5PN?0gN`<6qO+b4akEQeZ1r_Ws6WWTuR5HTEZ~-#5-T_!$C^Q(xQ!noY{74SLVILxpX(|j1 zQ*P}-^4{iG5L9|(r9H$^rH?VF^yk*KWmZo{ME z7iu=$aMJ4oS}$D(@@vCc*M*dy6~;P}+%O3Wlrz__>Y7mH->Jzti*dhJ$G`?A4D(!V z_8i=+wLTx$nxbyTRiMI76Udjk22@&{>k3fI`U~b>0o#8rc3-wxa-cis7gur(%f?Fc zaOv6p3=2bfG})^q9S#?_f3j1t2n_fv-uT+9Vvs`L0roitF6jmP(P@&im}6LAHsjX`uShpd+Uv_@WYTv-`Nx;M^uw5sG!j_ z+V6JFAL-j`@4%|_n+=7dh3JpgK0rCk@KI?rsP3%QkJh$Py4}!fMTKLv`fK~Bwa`$j zs(rC)gSGz&)!u5TR&y1wdjIp<|A~6vsIO*xEXubDLf92V1k-B6! z?ZC2Z0D~@CQkju0VjJ%qbO%%1`jF&j*VD}6XbMritfZLA_jV!W+UZNkP$b;Me=xm7 zCQ>|s3~Z{~nz!*5WZD3%`AMyZ_kpBVu3 z2a(F;ar{I!enumzu2d1shzEhqXfg;kN2sPSW&YrPjEXtM8lB138uwV6&_L9Dp@RSjo^YVFA$xU8cr^e&{j4~%|Rv2A_AY= zWqX&a626OXVd4WrcW^xPltegehQ=o9rzhJC-N*gK;DW|hsZ2VzR}%|ve-DW%wt>!m z6d9*pJX7+4iVbWB{St@3m)ST_Ci|TiwMj!E`xg7eb=Z0tA%++SQQC~TR2Lx%7@@e| z;T~G+pWdEK#*_A5>$x`a!X5W|MXUIJ0K)NE{o4|XB6CV4YAc;$^U3&Rh|JHlijZiH z^R)&z%HYSqJnUSsIv6SDeXUdUPBTrQrz~P8o_(U4i_18<(-KqT`cMyL6MD?}9q3eP zKxPCaT>}gXj2wPgzYvf=fw>Wb(o04_-cHRTFO{TJN%Q6nNG|3KgvcQPV_aVhh)8S7VjvPK z`C46bHG(N=qhUlYLMLST!eFiHWb-LMP2hWXi>={Q&4S)!owM5Q$_}R#i5$GE13Rtg7zmfdL=(qMLht^I{GAV!#Ju z;fn#o3)>f84eVj>J}veSFbvp$KcDv_etdsqW>vE_(wLlqy7C(@UPQcj@#4jc_g+j6 zFH5Fb=~}o^fe;q_Ez%+a}3ibrRp_; zdpvJZlwtuOxi9?92RJQA&S|Dt8%}5Qu;xl1)X3TfxrzzOonj5w81ISb-jALnSC1vk z?A`**sbDIvhf1gQLn>Iql+#H8N&t?pY%3=q~Jw5Df+MC1LeE$GSYJrnI6&&a_2o}W|DKyQwtc()0L}f~FkUmV= zO;bKaMs^;+Z*IKODZJgH)f3 zkK@hJ@D+mEXE@4ZzA=Z>;rSQ%ebhf06v1s7aar+JHQ)VrK~%oeE=EQU4g83dm=$X4 zSaFg38c#BSg+gCA8VN+MOo6?6#%c2tqa=ilVaR!`^tL=Gu^;sTvI)`iA7wr~u`xTC zWQcc?AH94zK(oNFDenWcY=($jMGg3ghR;MIx!!!WgHl*5VY3f_anaLMMimJ8zv4#* zGT*W6wzr!f=&q~weyo>BZRu~s&lu|XYZeFa^PX>Sy5sPLmo^>}QW|mV0w&3+Utd0- z%=;sMyqQCb70lRlJF*8SG_Z{<3kgT7RH>w3!%|Cn57!YeqH(~B;(OW9x^Q-hh50tm zLB+pC{_GPbKl}(cY0?3Z9=)E8oGp)pKzfgZNhi;vHdt3 zTSnR?oowpMl4^}(0}GUR?I!1Dc6yv7;%k^9#Blt$*r@UX>2|$%I2hom2vhPz>dIC~ z-HT>jcyHL7ixAkjeG)S-C3ILLPJTtV%?l6c3ulSyi1P-I6_U&jSVj;#6k;mq?U@;T z8Rm+=<830PtTyj>&XjS1yJt2HIyBGXl8M)i2|Htt1TWe3UghA@&Q*mKH70JTl@nHt z)*@$aJAqSo(L+%<6L9;G2u@qB|J|8GQ z!e^DTetcsG;wOeqIKRoV#OZvyOQ1V=|>regZ`S7(UPAB^Zw>ECC<1wut{OE^w zUaxoX0Th;Mzg~6dt%~vWsu=Mi%MAntZ?>Yakj)+^em%L1vBmfeYDGEX+JT{!DkOL` z0TcdFNv22q5~qjqpKEn8`_J84U{(h;9fS^vA$A9rOA z78m5+AAu%jzUynxVAw(WEs2?L|A<-ib-newP?&ziqwj`{rQbywFNrL^ZNH%xyvOn` zF3y;KKmUKzXG|jbEg`)wo=JnP7YHj{S6n$zSFmPRRcNKfn=^gmQg6LlPi!yRwD*ei zbKgiuB`a~lP@~jRkA$pMCB#hb0s1jcM`FKbTFB7-S(5I-TlX$X7JEMs+wDN!-MMVmS29ap{UwE7yWRN0jL@{Ew4kTtfpq>Gje|0WY3|LxG^XUhr_p zL2oc>`k za%Yy6m_ws0s*TXpCvqgCR9ZS5r$wy=ln=G4qz^^Sw6CN4yP$ji-L7lEp9yUo#5F9o z?}z--xZj1NNSQC*g|8MlBEk4XpKZui&j#&o*Up76-g)mf;;JY{GA03O}?wVE6EQX zrOJX(B^`Py1tLHSQC7nnYA`v-Wgd?B{V3(ij?w?<;h(}g`0pkFP-)F`cPmr zEU1$Pas2Q<2gJ7`g!vPHSH6G8OiZRha<_qRTEzd~Jp4b1zYfaq{1*c8ZO9Ji!wQoB z^WpyuB)?YyF%17&iqoel{-4Ji-!y0Ex?18p+|;5JHgs6Z77SU+Gg8Ty`ni#!%B;xO zhWU`P?3IhAmw%OnGbRphN-+FfEEOLzYbd>&|K~qi(Ysk5ws`yOue{Rx_SxU!-jkjC z+q>IOcAghc9u#+Xeo;K!-noCH7~mBLn0p83ut+0G3a?)9{KF7Fs7Rtqna^{fzluy# zmmKktNpyHH+=DH7e0a+I|A#ah(|3uc6-il7^EtLOaMhi*`>yk(5TU23E6H2OB@ zV6KCz^$Ld8tfH=&iMc?Vw=wL@!2#I~1L@-W?M(YC+xaeS$CJ@$a>f}r6j?#54i5P| zwb<*SRFbFz?!$$U?}=h60eN_Yqy2>0U+H`$=s3j@U2tff(YPsP_6&ij*3kfUvw*E< zJ~^EBkKK-moW4f~@m)!rnP_oON@rOq%szhilE6$dm>J$AL*~xC1OT5h5cqB)L$R?4 zy0D*>BBR$3EE~#u#a>o^0w0Q4x>?BY3<4KnplU#{S-j4Q=Y#V(-}3sfkF3TCl>8O~ zQw6(;qn*J$y7xE*`{)AziR=X|5*;m-?f1EOMv`c1Gw|y?)?;_ z{;malR08Dh8o)DV)n_{4*z5q@ogBpOcK&S!9WkL-=NhH)jgw>u&g++j=SXcs=$c2TF zsaRMDn2LpkfT>tm0GNw~g@CD8SOA!cg&MH3V5kA92!mTrp%KZ2bij~`Md>$>@ui3h-jX^wXWdp+ zyudU`-(fzkS#q>hl4xUEVHiEj3H@m zB^7&DY5@pRazbjgT$6Bd+Tyt^%E->E!Ntt4mwa!yjwsf>SL%yL*Cn_zy&R5)^W3$l zBoiwQHA-4GQk%!Y(d)aA0;KXrSR?ruH>2sG1STxiMj}MXikXj#pTrig@v3d?9Umiv+>UjZqZfwq`1z{sOh;E947BN0TbX@!y-{*2?H*3~#>_i{bEr7Q(uRnk{}vW)FZ8tHLk`DD75aIsjX+TAEktn|NgAC;*8iBCx;*ZGIp;3#}OWp&C zXXBKycSE2RO>GgJK7QJOJ{Ojl&EGx<^BeFWjK~Wy>K?*wF*`juL6YCzaewwoWCJZ*uR~^e)(w|>9`*L0Za6i-MmyTxWAo#ONJnYHJz95 zjooJH>1vnYxGZne&7otm9*NJ9tAknBI@+aeWbb%A+(*ngZ_NL*zjc`#^Y!=NW&?Yh z4eYN)Hn6Yp#ynYJzn$0SR2h69UwF5N3q9D4=}pJnVlelL^<;0(sJFLQe6Gs}^_z6% zzhCbapB)y0xuB*yWg~PANN!QC0VtV8sNG&{pfdlL;`1aTXGL8|GD*?Y( ze==Flaq|IgDsY5D#I7CV;6Q@Kqi+w(JMNSC@-%0V|Awf>Gc;q~5am;|oK{xn&dX5@UWE21LuKq=#hoU0>E z;B_rB>96qEW7&uk^&vSp{2QKqzWeYNP9t`u&9GL%r#d0311CjI1!T}0I)6k@F@u2jKwEEcx2PMhMSa(pO zL*@)_bp6pTB8(oGogK%eci+3rap|pt@mmMu58zV#>^IrL*c^Z%gHJ{iq&Ru`t@vjL zBEH?~AM%#90@pdYU=7KrJDMZTp>mxRXR^cKEJmzr4}`;?z*ZJA+Lq-tZ^z>K;5n8kq2xSGhlUd3wme z&AmBXg=Lh|1c}5Bclbx|M8l4QHtw}CP=t^p0;Q+qV3HvO&u}|JNJ*VIa-|7WG8LaW zSU@BhKFsZNq;;)g)b(cI*!O0GtNQ>OGm5}yA2NK`Baxpt2B5AJw(kfj9il#(nZYDJ_vvgsga z&HQ4FYqs?*LapE6|8B_tzI&t7>0~e)27~X}S!@>>h0sUEHl%_Ega}rEYkYrn*1uo| zz4@6W(PPFKWDF9|`C{-(SQIl%h-n|={3ZQm^%){3=Df^;kpQ;jPVouq&aliGMuF@J z95~(EK>b{MR1~~N|L(^&)OZ%k2*-JN%~;^P?C2CCJ2^{^Q*#@lnMO(7WmQClq@^m7P5>|wyzD5K6qBB3oYq#jEI~9Z7D}A;Gm6O{u zNgkz{Dfk0;veZRPutYh-$dqj89L|RbWjTFWe1cp|a*4%nTm*e*V-*|A#zoGo3xPotT4vn|nSN|-Aif65=^owCrSC%iy8hzr@7WNkqcUue?jz*TA{Syz!zm&-W_#12 z+-cehyyjVZx)3ARA7N*~98QN!f(1wP>Eu`jtn?Q;%J}T}mdSJMO-KQV zO-aAE^*?rK;WanJTsvXVH72v*a*Ai^q!c%NtybsL2@(M$UrX4mi7KMdHOEognYjPd z^d%N1U5Ot{J&C(hGb(IdRaE#`j|%%*Gb$8TQL%;|5j7e+_9<+&0zzSokn$-G4d4L{ znn!2=GYevxrjV1vsbwF>ZytXqGo)#O>>8X?`nCP%{t!8;jtA|8D#^_oppNkzD1a8% z&@Q7T;ZoTRIiY-^C~`(p=KR)eJ>tvsFynSxS}Yqu%Mwm83l{iTq=+4lWG(ECAkrEA zrcTt%3MSmFG`q%16m-5T#`Pl!#5&j1*GwB^Wh8hxPUDf%yhfRh)}#%^q1o(RFFsIl z9ntIfY#-h{UPrdGgPf>-YbVR5g`HJn%1$)$5-=uYx*Lq z*OBhd)+`2`d!9Hfh_NC%ER;~hiF7pDbXV$1Aow{SUz3@*UPKM$EB$5If-)7gR8^wV zc{d$Hn@hgq z3(>*0-~@%G8KH5Vb(VDDjBJFHROf68JLa^l)ov8OJe}}px5c7=^3jvs4|;bWJ&OLa zXH%;%IcqBq)R%=xv2o21GQzkvG|K|=-1e90sQXJmxt(jhZemm*XQYud9$dz!>)AG}^maxxM| zMzW3uyQ+DAipistiQ*h}s2e0h?tUuX-nO9-3;ziKX?1x_F8vizm}wUi!S>SD-olE& zjeKJbds<{!R<`*RPFPkO7JZ%yd(d|60i;HB!;vF%+t1RT%%>MoJeS6GeCFs<1JY8I z$lr>WwTh4Xqtk&r)kCvUq9=t`aE_a|uXSnPDL&C-*NfsBJn6YHAj$9di&h63(#c57 z7<{K^ii7~Vx8Vc~Zt5h`C7>06S?oNx3Or>(!J)1fPt0Kx;n!x#kToPWiQ>r^sRxnG zT<%%qZLH)mtQ(f49vKO7+Tke$1H>_eW(R0HFj%WID6$-TbNuh=c!-2Gm`Bhh_*F75 zDmXW1j|{TI7vxQNIXY^hkhB@x8eMa1-VrvXv4+f8?cWEznb2R{W<$otl0RP~jjdV5Imd~gf=QG{P5*z4)MB@*+^CBQN48TKjj(L>Hw={c-5##VL0n`(Mvj<0 z)tlDESi-Y$c|3UN6y4yB8P(dh^+)mglGk5;9p*jYe|s=A-r)Z-wJa$G&|r#f19#2} ztWrbPlN_q*VJ-C<7nsewZ05+~FdrNuCW^YGAF00v4hU-jKIb%XGYyBNXgs;8OCruZ z%-8ldmQeXnRsjE;Dapfjn5-M$h;+B>O>By+MqbJ%aHNHJo2jZ$LhZc1wOCh?b@KvvUW~s7Sz=bb6TSqA^1vkVroc6o5kQl zAI3;HxO`YrXE@4g45Rh5woAunDfsc(V(c7t3eVq*Ybf_got))*lVC%L`Y~+?Rc+d| zF={v1#t#Q=5_1v8b{18&fnK4e@zqsolDn=@k6dl4mROQ{;#+5_BS5l1Z=;@5y2_9O#MZP&MdC`AC)PuoOy`d0N<@1BOPd zKh?$IsH-JhGPoB!;j-jmF&z>5ite3soe2+@JLH(iIm4)ezntn%}2W+`ghX;AaoxWh7`L@w2ggmR~Ra zF`mx#h?KuvzwJlE*c*azE61a|eL%RgsVaIz#65rDjisFaUf99WWOZ$yq* z^d*$$wq+Ds3!QrjDKwaHjkpWBBp8gdA&hVk8cjLa>x8iM!g5isY_Y6$Ms zBS8MJ)$0GCuD+%yS`EPu>k!DISg{8`szac;Syr0W_v`923(HEiJ!^Q*kZ@jK89^;i zG6l+N?bk9TGditUzm^3(waaQdpw42iSMF(N^u_j)7uiS&4b>WJ$**l3{xFU*>Gv|u+;hQoXUzLKiBV4uadhhmCt1_F{ z)s_!8-mBH*rhB!Ty5U~EE;r|^)|QR=s+DC^zG`J|$XBatoAK2u+eUn~%DM?(tu8m< ztJT!K_iA;y?Ov_s1DddgSFJ7k_0<~ot@>)UnbPTMHGB7Vd$+Gz_wlnU*Zm63E^IZ? zMxJM8`;sog(>VRk7aH!hPGYt9b2Co8UH`j__f^F}Nqr?n8t)84kEZsB=vuL#;Y5p2%l^9r+QtE^q7Ny02>Lrm=Em_YWVQI!A2hh} zfBEST{vATQipRhB=0E*%wh)jZPP0o#Eg{h9mINXgLDP&7(HCnMips9L(<9R9zxw^l zL^{1q4DmM7={G*o>961^g)7H8h1VHNQX?$UuO+iY)i+Z%43D~%*jVh8!+Eb~;q~fX zv1J#geD5-i$VsjX90&K0Qp5~DMNibYMTyf)3`lVId}}Mfu{!@HloBI&d{J0qfF-;@ zU1v0&MegOQQvMSMG%R3DDWNI~!YV<=Jp)2rGWCjdHcB@eI6p!eKfu(cUJI34FVZLs+#nB@LbFTQgN zege~T9Ar^3lt2j&{pK_Xa7^(4xX)X`rLeUrkvd<58e;oT@Jk(f^C;K9w4q49s@vjE$<C7zLmWcm*c69FjxR_M0xuxzV5F$K1Ph$P=>u(%;kuN9rgJ1xbR)Ud!nS_ z!kE>0i(Y2{B^*5&mYRoDh``m_B8b_D2&bMy*S-H=feV{Xgm?QOQgBM)A%&B{@j1?ArEM^B?sTkidW4Z)kXrR?>2(RBvS7@oB;A#BV^!hdtUdK z5B~!2?=-?UrIh;1hyN++eW$6OWtRF5p(L}^0!YaawF)T&a0w9vW~Jd1^7Qid)dg94 zKW1tGB!3AO0~ll5zx&o0OBEI?M#431Gr|dg2}ki_CFrHEw{s2IgRF1gwf#*_JCzw@ z?PM6OF`gBvvKaETy}zFKa4kQT+@bXM_m%lzGJ+Km|IaK{Sn33{I{4XGC7b|C2iLrxb}X(~8lX>xws=eXlafC9PJ8`kPM@`RWH11( z)iq0M<}f+Z2%d~e@kbbiUq!-T9H}4n@82}t)DJkT-4Mj=onOtu`c^fCb!tac)5nAP z(PW>-x38$0YU(<&DEv8LBvR2>S#@&go>_`Hl@rM2_Wt|TYZ+k;oYm01t=4$LMbk2& z191JeWQ7=| zo(=Hm`dH(cN>{BpeKS_b+S`Twc81A1MhKp_oy~^xlEiM}1j|G#8HP`ekgLU5h6w== zhpz{?chnt9Cp&CRXhb2&^+*n=Do=*aRvA<<(GEx>+V7>BWi5P#Yz{^NPF z1<`R7hUZY^f}p`z1w-nBN3BQ{oP2E8gj3wk(Kb|=kIU*|J76^zB`61Y8$iFBrFivC<+?*|?&F~V;&4)h(aCNq|{qlQKR_XnRe~L=q zu5H1LKz}G8zl#x4_ymQ*5d7rfFU>^MghWg_OUWWoiwGhB%Sj<%HJ#=6)5ZsyD&zkW zcB1d(NrY+eIGqoA_qJgd>i*tayU<&^5ZFPokw8zlcK3O){rp<-)4R{NpWpZvu86mH zfA-{~-QttG&z{}g+1>t)chd8e-bk}>azPz%eBz&GNzQN-%;shc($9P^6KP<~Sc8y( zA$+n1=O;s?CYLnYzH*>991M}hd2i4|>eo4>fB&Q%{=#cU^s0g$&Bz`9vC~_JQDFqn ze4bA3*tx@#x;`*p7^;^@MYDH0V(!n_4qO!wh=v_h_RG-J38oGDE`qi#-IBJJsbJ-^ z1YD|^qL#LazTYG82Q|h0;Q>+%Ge31`g0F5&B^9UYe#xNVe1JM~CUFH`+b;(ENY80Y zql~L8r0^~dPN7{90k)aB?2?X@xV^nomhg@E zua$eDQ(^SoL`n{%cH*Nj5CkuAyrGejeu`u#MydiYhkQIjZ;4ndf1 z2r-;>@W)h7L--1Y)_fW|rE48NFq;@q_5Qq7%6pcbz#$j=<4sKx0+OVD7>ZQaji;Tm zhNP?1%>#`7!H07wF)?X9B>ZTXJLoA5k=IzmYPqugp&p3hlM9$-kUp-!i=AU6<0hB$ zmC2b{$uVN&o0B6x7bs>`g^|rQdMc>e_B${FMNLwMpI#KDS^!|0AseOX%4l|{mqH@P zTqjA=R!`-75;uaSDQXsYylIib?FxiP!i~^GItdNPx3NGVMR9O}3?&hR{9S}h$JIkL z$rQPeb!K_)@d1Zv6=7&!9URI0)xp84D-Cm3m>gn31J8S>pQ0FaEN&H;urT%+4zBBK z#XBObPmkNBPN38#=bd*pIxx(KE?d)4(*F`E1KVieR)+oil)T^od=)XU_71y};PHK6 zUfBdvJU6k8b5qC%T(>Vs2h+8BZ(H0F=};Gz2fk%D0MNH+;{dng&YqcbA{%kLqu7^& zvn&vskCzJFXgR4N%VGuT3w-f|IVMtl(;^Xt^usy zL|E!dq+mCJXF>-1t*{W(zQob{x(gF6V-zD5?KYC>QwxGv7FLj|69PEHQmzl4a(rkjGfJj*(L zHCr3BI^6tDB}qTFr=RwxFY$WPM2Lo6ectaq@@WhtzFB+*!EYiJ({QUK{MD>!<-QB) zHl!#&s-XP-)lf<|@!E%*s*$O4@0EO1*(%3D7)E6r$h@Ea{>W{AQMihG)pr-28_oRm zorm9p{p#;kA+7u$J^aTg|4y}B#k4^^et2v~tXfR}8n&ZfE$NNGENF-2rwdFd7p3MVH5Wz3Zx5MnAF&2o8+Y)?82%iN;asA( zFn$H}To;LGcH))jwa3>llde;sr6@R0^!! zYD)t*3-&qh-fV>D6nJEphmiQp5RdIA`0u=6PFT=Up05H1L>>~2ZU=j4#Tz+(N6@FE z7W0l|Xs0y*W2NnGcz86|c7pAJQFuauAvR@^UBG+%&Ja1n_ee(6(yPo!uzcGa56%i1 zgYKKQBLr*`&;PB+ASS=R&Fd6K@MlF7xwEp!P3l7A{)f4VUy_JEdvXr~_wW4KWd!cV zdhydCJR^|F0=C9&Je)(ae~3f*N%0Ji5DupM{o@yTq z3g_uA9*V<%tmH=VF-!n-YQRyj;C5VGv!ZKje+mp2lT+laxJa(SVQqTr_{sN(e)|pl zCUD~;qhIm8(fRPzXIwFSxzuo0WOJof;-|{Fytjs!|-lkt=OajAlLj0cVCD45zOL-YDNw zmBwns1xzCl{CIe@XI5HqiFSJM;n7+MGkA-{Q43TLf~S1}Bg^R=LGTyebDRoaPG$pr z#>0I!Sj`^x$T!0eEml}!V~eMg8PY4i9zdSJnq9OXJbk7w8So>Sh7 zb*Qq3M+EXwA)pV?rPZd1A(6~FWKV7w_8vds;7l+fBA*bL>G|9$Mif>i6A;g&92n+B zsE^sx>nGST{Xs?ud5iVekw16}jJE~JZv6A$WQxy;C-1!SA)v_tQFFiu+?&v4@W`$1 z?V*Vs{G}FT6eC(*pVx3g(`u&`^yQH{nDPT8@P@=q9$&x#>U9L}4rbUbqcc|=Q*KA) z_XR!STRPqqbQ&azo;>viV{~IYIK;BS>e2q#eFmlg+biDeP&*^@VpEsG8hdgNe&Mf% znvpr!XH(m>sWTudZaL+D0@kRW}p9z4CZqujzm{sVzhfZeCJo|XUt@fUB(QQUd6#``aV7i6<952KYqc|6Nmr;t(P_AH(D`4PLC<&0}8}Q6Wg%B z$Jndd&LVLf2Pioi&EXbxcsd;q#2i5ug8x4^ZI5Aux`gk5-Q+ z)2$Z#Fkek1P`oBV_2_JCbY{*@TP-lUiszz@3${M+|H+}(#iGJ< zapY>Zs(a#~)W(HDR<_47;CwhA;eGb7m*LRGjSo8iUcQ+P&c$R}YG;J2xbc3Q_aWER z6?V$QRPv?*uP|!4MBGWac)FXLH%U+|lkjI)5c)+pFK5&!fkLI``tUrcQB$5idvj_^ zP`hMT6X@o}zhC0jZ+UpY2Vse-QHzd1t8UyUQ`z!>g&Q~8!OJe*leiDQ+3h=T z$9AmQ+9=!A;cx^S z?kOJd(wghCM;n%+J%GO%PVqdH(lmfWDqdrshQn$gwz83$1q#HIL|@6+4LR1vGrU+B z@Jy>)R?55Yy~!~SoAha!yE?GB9}C4)K4kJBNOBw$AlxtD=}rC_1}<#an~QEFl{Sv9 zTG2f1j*!|B+Uzvf-N@@oWz*~pd06gT?Wq!v!y6(P_I$Su+bmrd#D8G}+ZU~iEd-1A z;qi>qnK(s=`*lrlXvsc#|AU`?^r0IoofoRY<>}>(f$HI!*oEa%3b%Wn_t9GuKPdBD z&6W?ns=*m}NEe2dy=zn+1%aQJ-V%-E@B8eO$0?n)qHPVZ5B(xXV7ED3K zUviozIPK9NGZ9+Y9!g)p*tB<-z)~G2sm?Youn}Cq{;e<5nJFi*L&D~0 zU6Q7WPUn9G#PR{Hl4p9UAzRSLr49p#Bg&Vrb=(Dk{Z#9BTRUk&%V&e+aB#;N8zL0R z;}G~;`dESp0|;>8i-8O2VRKdioa}QH&A7FOa}KWMytj>q63a$iengWwPl#a6glcF#P7G#iSTaMBuE;m3H_4C`@HwR? z`sl2$T!aO{ix#F$LXh#9TmrSn{V{}g9}j7>y8p9&Ipw>=mWY0W*?5{ja-#+->>)L> zj`iL)t!G`h4s1e4jZ#gd*y4^D5*V(b+$uu2nU=c70wpzC!XGQQ1lTYhLlRmd9%;$A zj&k(?_1Q%)xu@h%kb;B!D7u%+r%gR)>B5U(r2%v#XonV_{rVrfrqgK&B zz*&}365?L$T#%rBhTNC94>o?kF0sax;?^m!VhI9M6(K+c1ped+Mhp#hA@~+-t*^xc zn)3-z)YiiHnp!qkyJsx!esqtwi^LU0C??i^)G(01)*j~)TdUb(G2Vj?GS~Dfwpsh2 z)>xyCj^c(hzyGvjR-<(`SWo#vYG$70;NU$X=Ghx&r4=)+4^Q~dhDwKO6F^lNL4_#m zW%_t9q=n5A*TVXX0*|tn%;y*C5tD%lAxZe^YBumB&0yZfZD}L9#37msT*F|vdi&Lc zS3r_(q)8rQ8%lcK1k?=$9Ex@fNdR3q9Ia9vk4dUpnw>|Q1+WE;7>O1d+{p!guH7HVHpw2rpEeO#8V&nI0(6PJV&QEbQNH;-gGevA zZ?H;~xs7`V!4~cx1gP#INwq{K@@w8^tz6W~rTv5-o7!2ludrThbCH}Rq{x*;`wM}Z zx>1pt1h%%rCQ>7y3AS**AwYej)qRJsd7F(iuIxXH+6gqS*@yBrm(h6Xezd3?wKUEp z>hkS_4Xm_<5O9GwXR-e)_hI=~!kQ~=Cj?v2hamOx4qSCxVQackd<{4Lja!Vj>X!*C zZZlr(l3R^eTe98wb-kVm!1m#AklOTcdG{M+(+igW?3(4ToAoZ-pV4^7I}m!paQ`dW z?r@|nS?a>AQ04pAWx?aI8acpEl8Z_E9W9pf0lQ9W#}iMFsvXbKMGZ)}S+7Ce!eMuz zwe6Pdc_finbKGU^-CQ#QTp*$}kVD5o1+0s0d+uNvkTzNP(7S|&_`Au_#~~$cwcHYQMXMj^;&aku^^3y_kZdw z*$~lN9fhh1apeBhl(S``$H zcEub=?Q!LD=EX9?Xd1ASQ3TM*S#E5ssj+aVm2*lwgEo>iIRj#X6l_5w)w5sTMlB&L zXTIt@8HlY+cB97T7&xe&bmln*caT_Dtk~17u#BYGfFsy(jTf=27hd3j+BjHu|2=2knmc!8T zbe~|AiX3eeYJ^^8zaU&y7A3Xo?TAq>tDvHJt#mb|IIdz&EF+Km2yxcXpzg{_n^)PE zt9THdK^_vSY4{bnNZ?%7*WO_fY~h|lfci$OdkbOnHf#46f>rhyer#$d*cHKR<-LaW zVw;P$YC_0@a(!Ey%jF(2$yDviJ;`yxsbBt zOxyc|+1_+0>GHQ);s{9RIXb{;#0^|da9JF@fBkY!DvL7(5DUI`>n6k_GAJ-rC$3i! zG?x8_FJ%99AHi+u*G$}z4E_&qJs-}tTHgmE^bih^X)SprcMJZ|jKKco=@89s(L&sC zISiafgV70w7y74Z6xu(#{~%my){h8bwi6qS{TauhA1*Nj!@xIwuhM(Ov@xsgHo8Y}=#OkH^67G8Q7kn}=qro`IG2xQ zJ~)qK(I44ZvL7`d7;pr^j~Wn6 zZv?@Q5(p<3OHM)TM-515$e5u9Bs4@2GF5u>oKqS%UP8gJ!*0R46KSDujpf|r1mTlK z$Zv(sh+T@m*t-16tNHL0&^m9`te^7B!WfuO#ezqnX-bkfc@UX;r{y=L1p;Y&q#2y| z$iE2>iT^dP)8d_HWGL`stJPtywX{YEA5~N&OdS?}PZ0=QUe}qfrn(ma1EZ__Cyept zi{?WyI@h4ElB5p~oA-iWIsMcza!Oc934^iAygIiXxfk+rWEcV{!4u$WH!3~6w=HHLTM4u(_Y(tb5i&wpY|P)QKB$=wcM zAeX_5(m4rVryF?$@67Om@Vwo+(L$0%WQj?9#*rEiv1dccY-8!W!_%qBFa=i-4G}YF z7on1l2q;2AP|mJIm~O25qVo&QbS|ri1KjCtEUkbOV_bFDk?GH4|0!dv9q8nmRtnid z{M|sCIIiB7S7IKK3ZUl^vPdn2?pk~q{_5fXvj}?zV}%2BnwTsZa*)>P*h?D#M_>Jy z!~;fA@3Lnl43pD2V&E8Ks3|va#uq|BP#+EUUQuLdDtCxy4V0~mf|4pyaF|VaI-ri0 zD=1(0K)|3J=ukt8x~+Ts{&C+Q{b;@Dwsv{sd*Pjm5BFW=FB=)eq#8KnH%2JQ)?;_D zi#&Srq!pK;8u+f^<7PoKiN@WSse~yvK}8*dys5(-K;F8Ub&yELXU*9K!|e{iq0!Rr zCD8!v3{?j!{Ajt$h+BNo#2^IbQ*Y-|0HCHk%lK5yNz~EAc%r?`&7lY}LorUXdhV0V zqK$LUju@3{3AB_t2k1MES{Mj9h|7k%SrQK8>T z&+Ejkkzcrb);5+TX_RKA zP1%!3JpNm;P1ecV#NJrnrc4@AB8{anfWb6()Z)Q!7BO}xmBd&KH47T5jYo`U z3u1)@jU`rU!B-mfr4?5imK32^SW*TSxyI)K1x-uJ>qPeEm(`b)L0`Jfd`S@txMA6n zGO(|6N!hIfnt1ALvD(_gL@!%gww!crMXtj=O z2Y7BED@5n4@aW;ckhcn$RxC@>V&(t!!+(YHzn$(vR`S0--v4GOA_HLAXwl=tZ$AFJ zzk{;B!EV~O-}{}%Kjyc8-%;83|KxWb|M&QQ$^rbnYIypWpUNW!hDrX`&V&}_TY@!# z;U*-#l5bTCR6nDJws_i@h8r2W|3OX4-Ix6-)9lTWru+A9UnWiW`uoM(G~Kg72bsQq zVVS-sFZp1)ytai`A1%APix4@ zkGAi9u=D(bo5(9JRX!TyZN=m%`$6aZArY3{v)zLNqV2?wqX-=^u7?As%}y=gh96AjQmrEe~H zrfS47KtIF(BXhUpx`sd3XdqXsAxri>BwNB6!_mO7Di+w(BIs)~J7|WZC<6F#sUFYT zX0lW5Ihy_|x>ivb2yL3wrp>VDk2gH-zd|}FJUXL-!TESTIVpZ#9N{cCMMojw(Rn;y zI*_B3?m21`K8J)V#P=2JnhWWfLXd-(#P!Rj|*x%*9pZJZ`dQd z_c5uB+}F{F@)X}S;{#9sSQ6}62gaK_dU33IYtAq~V0)G+L2RUfVDdzpSWOT?3oC=a zA!W~|$MJ2-aZ%oRv_wC}dW@Xk2~R)f#0#{$6)|ZF9FQwME*ZLm)2+XxiPz-i?L97X z@EKC)DBZc>k(CFJx6Mu=Auc$4c@Ptv67X=qFVQ6W7`nh2icKc3YC1%C@sBxri~y1K zHmTiML8jPd@nOgC9meeJva|!DdGQ%-#ea;3_k%mtq4_8oTfs{gMn~@2* zm~-PmQnp1a>x}kOsW_ir#8Y#`oi&tNzNFINTwZN?IJo#=I-N`-g4DnYmlotQnn%hv zVYmJSyVwT_34(z2)gExC26h4vz=e z3!EawgzpursF0@w$TIRrFE-PTe}<-Zcy~7%ex|lKY&xd{#lp9#S-|Hn#=Qe9S5UKT z`_I@5@96~wn7RE|)C-falsLi}kXAq?M=S{5SzCLIbXPTPhMw+%5Xb#j+~n|-GavSb zFWg`-_LfQpMQI2#8n=Ub^MD#T4qB*A)L|ol9`Sjs`-R^ja5fXQPz{3-F4{rtTch1& zg?3RlYZqh-_RokOiNjt_&U<)5;%ERTygAdM!>o6L3oQEvy>b6!xOL|?->{Wu-Onm(KDk{9i-`OL#d$Ir!Tng8 zB^|(WExI?hBDOAs{|iIO!<(klZve=}(h_VrFq_Xto=KXSbOZM@>|Dv-%bH3UuYxW| zqa2I#y9R#Yzw5=5@#vxucdkGJEo$fsc+kuJzcnoj3|};7MEC^#9>RpaR1+MJ|U2 zF_J>8N~8%iQPB23LR~LD8c_a}%8><|wZ*BMp5Z~J`?akGKOE4+nP&fyc@CVXs$QiApDb3R%g;(ucDu7U^#*;qi%KGUN4Z)V15C85qdEf5sn1He5PVdOVaH;K@3La45tae+o`Cu@53GIV7QX}%v z?A3+**6Sm%5VqzcT%~{yuw7MV7|e@mWZo3~I+Wx;tGgOxTs!FKpCz#sOxyAJR z8~(PaZ@FS$>cD6D7*vR>O3`%vRFLB%<7G!XeqbKodunWJt2&!=DVOytG|!d&+3=*j zXB#upmUa{#@0P|65GDVWI-=VC>#$Vput?vB(rJ;ExslCbqMFTywBcgO$pl2b9vnR# z98d6U9>M+J{$NyYR~0LpPwkVdbbJYp9w4cf?{m5HWcPzjzM+XrDd=FTB-KsPb-jE| zdZsOkn?kVGVYv=)3IV(KObf%|O}ajx%<+mRQnHOE{kh} z=}ST29+>=-%=b7EYE!6^9e~S24h5wF zhwn*;!#sz=`oYeQ`X_^=UNTTAy2KzIUI!?@s)Liy<$=k^(xBv9(y=fgDbT_2XoO9C z2sJuFhC`R`C$zey+eulBRq97y6&;8HtV9TkZ51A|R)!@Z2w_cV8E}~__SpzSco$n% z5(iDgQ`T@K(8*DMc6IWUYL|&4#g`-nD z1iU1>l&hBsqUD#QNT{SF(Vz7+(Xuj8^lJ@Ov>=W)@`;v2y5PO+2zE)LWOd6FLE$CI zp*55i_`9AEC@50_pK3^euW?{;{P?VcFAD@*^U$c2)JbHb7pfI|RsAKer2|X8B?B~p zkQ9~&nH1SzT__|aN#}!LNQ!mfc|XPsq(}xN_MDa&E93~AYh;d0YLyW+k7qn-8qRpq zFq-jX(O|}ty0LuNe+d;o8;*QhIvlT5!~iJ|=!_9u!NPM#Zv* zVXuKoc!+#;y47DYbBc?tN_sr<9pUgsMmAU z5CgG__P5U1@fDM1^oyUGyOUq*;Zg_rHU9di$cPuTw6os4nf(s&%i(Luipo=n|EuKu z2$g0)&B)DC){K=x{&#}+R76L6*?^`w-X6kgSL?a7cp}B5`d5^UVx@6E#O9$Gjdu;W?4ieA zyMw-ZaC-gvvvzS0o{dR=m&YVuFFhv3Rl}}V924;Qm>4_{d1gbC|6~F8G_hYHw7L|N zUlRyhfthK6F} ziiqQiZbBR(%H546MgVt*5ZCy`drETvM3=7Upct1+?5RS>-*wQjX@!oz>!6MQu}%~^ z{$2nL4$Pp*k+>rO^;QYhV1UEl$>?E$6o2&a72+cPrWeiZ^Z4O^i_gESY7ThZJcX_F zzkB#UN+rLWu+RU~<98U8kp^De{O03-f^QOFQG-olAky%Pzsa`bzQbZK%AJ-PX?OYI zba7Awf+nul1x-xOW!Qe#f#8Y%>)V$Jp4hnkHh5zEHhAI*!V915+~3~aezNntc=DjQ zyYq|U;r7mbTu1AZ(1UXb8w7vQ_23vWA9T-!@8dwd^E`UPojPXr+7qsq$A_n|gBORm zLY$82as?lg<00-F=}`giD_|K7kB54zGpj~~zzf)-8HE40pV+RYao)Y*q!%4YB^Y%w zh6@P3YrsQZiF-VXID`qFaKKgIemI+WGn1MB1&;-U&p^=`pZF)-%MyqGjDF7Fihp+C z?A31d4-cUgSwl(T$pu$zi04S0-b!n^?TgxDD;SH)_t`l@_Wb>>>R=pu3d1gg$YS+d@H8N`>8^^8{sNWG9>Q8t}ve>pRC=u%PqdkSm zZba88NPADVCn)iou2K_Z^MUS#r@3*>HEa9N{o#}j`|UW|^a>nMbg=@^;u>N5kL0Mj zS|w#ZzHaLgeHrNg+tOlohF6Z#bxYU*CZ+=+oPfo>$?he6aMd)y2vC?K8XQg(Tn;|V zTnp-rAz{lN?yt@2)DMr-8>KWiM8?Psj1$KfCg{V#c!28}UBmFBJ;ga09-CxPb%QxH z0AD0MFKy?2$yqc`)*{vZ0Iijr84 zqjsTg!4#35HlhAYbQpQ-fZ9=A^Y^`wE1p4xWZCEd=l#gXtn;tyoz2t-M?Fw^fFra$ z-wn4q6BU8tc!BS9w9haai+aH@WMTOv*}$QnXKMqhIUd#!NRs$9CImt&b@)NW(iaeH z#6!HIjD9wbpgZC%&F9x}$8v46=)zO$+PeR7TmJY$8YEvI0Ld!wQo%zAm_WvPi^mC( z2(q~e7zAaLERhg|RG4Ja1HG0p^*GZe$XYMLle>&XVV{jrdfWGTHcV?IB}qN0B%U$H z?6rviCZJ)Ej(9NTlM*4!M+Ge<{!BwbgQoQl@0O4gb8|4lb__={nWGp`qO+Bt5qO*P z?!gF>8xw|ZBT{uR-iO>`XHfubC1*yNv}z5ECmINe9TOp~qK7rkl-2fcuhhEK177WO zQm4{>)o-%e=K2-dOzKFR#+*S8a@pGgh1L<30_sGVHdBo{e>OaM02L|OvL&s-jR>&) zw0Hl52aoRVegORvvokqEogciHq>o7@2nvOc^dkl{gZhb3 z0t1pVE~SGZ(W_f8+>xm$h(?w0x7-WEOkdINDkl^ui-( zB5C1Z_|C>1NPXnE1D@}%ugTAl&T9tCcoc)IUv|Q7qc;9uTgn#+Muw(!eC2%f^zydM z|8Ao0IhSnjVGsFjrGN3LP;!;flZ)Q=Ck2X|`8~J(~~n_}1L?AOPmj zgRl-h%a@B-2H=EF`G#uebSm#0BJ|?8|LFuT8H!_jN!)NoSkM9L!ARpc41b&Wv%ZuX z5U=$&+knbb31J8=BjOe#IcAii3S?dhVOUU?r(l@5M=t1biUYb{9AkH3jNx3mhu}ya z8yLU>T8weRn_ApUfCeK{#<$-=&Cb~n5o>2S_nynQMBu|inu4|TX!Z5tXNXxS?(c51 zYZ{U?V{{s#otceHRtK=jAfUNXj}F5-kZAd>qK$9?wKRVIMTZv?A#)jBnGc3ZFLdj+ zdcIBTo-Gy&Jr>BO4t612WR#dhEn-!w~xAsre=vkWN z=i0Sv;b7@UE%EA1TBLP}M(N4vtT>(^<_JkpuU!*y4Ee4&t9D%bo`qGi8&nWZsD30Z zSUQWmn{Fz=8NQBpQ-(=7c(0A7?^Al_4RO?E97^IFXsitr4MI8!B!hq?SiuWDpbRb0+r! zWi*iWxIcY`ugQPC(Dm2p2V)gc2NlYwj*#Iv!E3YsCFH?zJ=Z%Hwb-iT633&Y~PBhGq;P{*hA zLnQIJQst)qA#{yOK|m*ccT}xEAGZ*4cAV%jvJ%9aChH*@(=uL-!z1Dg%+N{qIC|Le zBV)3?tJ=ADPJlOzoiMT-0jJBd%kmsaa(L~YzrZlLYA%}3?-z{%N1E7@|80bsZAGR_ zNWz{92RYf0W1w~zT|p1iA8+Dd8-SVF|JuM`w>$6UqeFUIXNtpR!wq0i~kHO|I+miaPizwi?<#E)M(ShCY<0zhRk{pt7}I z%@Iu|<3E6L8BhYNXvmkE0-0#Y)-n%UQuF&1tKTo;+V(o>e|cjw9G?zyMwXE@V@*bs ziBDe_?Q^sn)_f3mYqucctuFSYDRM#5RD#ryBV294QYVXvf=7}>WT?BhH*c=Lh%|se z=%2qPNc(*29JdCnKff3akXpV!JA(DgS(7C)%L=5qU~YHrgpNE#GIa=Ss=_kv8D#0X z*czliTwwZBEwN#R*;R#*DImLd1ZM`OHbPDUX*DDp?4KtCq-BGRc3TLMr^!V_@QX#@YGVzJ8+PW>iwVm$q|A%6em*dVfBWQB;NOM!ki0N-@=Mhex z2gX9%-^I_6@Dh16kR3!a(a$cB)@=a(Hg5?#7f^%YLm-1id#llM8Nxu!cdNvFcNsAQ zUy=^ZY)L%JX}LPG)kygRCnZU+uydoiRXFJJE*z2UptsWhXvmA&?6RtE%@8 ztKKW%3gQoIt{?_XuRFu7!~g#KZ*Lvm-a5#W1#e#@D0#5k%|iY4g?N%*-Ur`YQ}y8j zYe2B{_xJV2OT!0n7!SVq$@#*L5^@u&YuJ6Fd1r?E3-f5yhfU>RDj}FSuc%*z9Q>=N zIoJo_{V{}0;G;g~QIGrb8N#3>D$l+08R?YgjrYT#o<_r~2LMID?z%phMbz z%nZwtBCdVVGXD~xLlM1jxntSw;@QM_HnCHKtMy zajM__y1e5TbAp|Ot@ma^(&zG`qrMuoXwA#`f>%;i;~$-Gv8{V@dhky>uNDpYPt^ri z-F2U;v+VYLcywwOK%o=)$xK=}?TTYBIq(rZWddaI@eNgA?R?pn)W$=(-mo^pR~$mU z6`Q_$773cygy(~MxG*8CCeQXS+0`3ue$r8_Iy6Je7~CPu^HINr4ki9Sq$)g-u6J%n9ws5IVYg9|5RsblMycTXaTOKL_Lo96D?M^|9pmv~$7swz?wZbNsDavK z89>G7Sbziu3rq+WcUUFx&lw{#ui&zey)fgsXEm-P+}#~?OBW)2l*x;rdX6KGIuinj z_AZHld|?CM7bS%9qQ=Za!1L=sZ*v_9zahB6|Nccs(vi=Zj6w^x_{u|Bf5SsrztT`P zE-{pK9}3;Xa5Ez;9k`wDLq-lWkL%{6FWJVsN+%hOG0E+w+~N)Q^JPWRv3OCzJKq>W zroe&%G8g~I8|2?5`~g1{tnkm_F|Le(mG*jweA3PkM3FNEzc@QI_92KaW08s%yi;Y} zSAA(oNDD8xG6JN|T-od2h`zBh9^-&Gx6cN2=SG5lBzZ5enPC!S)oL#AEt(t|Iu4jN z=SM|T=oMx)cCoA77Md!JuyO^D9@)GWc_Gx=SXRp=6zbTY%W4EcqmPfw7Qx#_aaZHV zsKD?!AeCF_CJpK88yTI|H*jiQztimCP{7I#7YB06-UP!RjuE9+a~&@vvdbFExOkPV z14uR$IPdu@#1SQ4z~+4p6B=K@n;5zKrTZpz^X4%W7gW7C~z~re+w|f4IMQFxW_3V0_H5hXekHz&JN)GqwtOgtENx*4$ol!KHjFwF`dqbqww}Ako4g-A8d$?HpXbjEUOCIX}i?%d><+h zrW2g$`JA){F!gXWvJXuEF*->ylu#Z~YwpmCA9iLuyX?dDFL38Nz`+Xs{a3AryB#EU zKvdd^8AuO?^Y~`gg61O! z;sA}u``{e~FOhb+(@8*03N4s{#t`a$bP`_!R2nqA321@yV@E=BYX!OOaghW)_?vjg zb?-{b=s1xV@^n2!bbZ?Vf1b9mnS*bMk)FozGK+eR353P&%@hZ=rZ9Sgu0Q=B{& zB$F%obb1cvJTBb}t5bi8qQ}~c|Dg{@ll?8nh{tCJ)0YS})AT^q3y^wjw)O*>APhn; za!r?5;;4jsdf*!AjW0!-j1t+=@hSEdY%9v}jG)wefiPI- zX0_I1HFwXU#0$TQ^Q)D=z$tY1Xo}U*KkHwZF~0#xPgXrq<;b&jATa4VkPk{#XW>Y8 zTVvdmUiJggwa?mIHfVWFZ_fAZ=u9h>!ZiX#6u-{kj0+(UQIZ#T*`R9kjV)%MsI~wm2>To6;~jDAOSXkr+M^V{6592MR(hM@ z1Z6pY48y^rjLBZhF|0AX{xmwhERMSk$(aEf`+E^U9Pl*#1FFF@)gH= zEHzcYwG6(53DYy8yztD}e0s{5>Lm*ORRauvHD~>x^!c`Ic|2s0sO^0g*SnCoEMAi)YcQ^!L=h%p83JSr zB*@tj4n6G)n4DpHjfN3IVNFnN5#Y7rC&hZcCJ2(<^z2OL+dLW_L!b`!^-{3)m?Tre zl+Hnx2Ag;JcKtm&J>hu{b|2_yav&<_2}$YY;#T?x@r?h^`(GU;k^)smSs`*Q-tvrr zcxhjf;z)FXi9clq)9uP-ROG6KA}V5<^^z)Ee;yj=jMRy!2pza1tHXK={-qSUlytFO zAQ351Fwc*4o&0H8m1t&MDBJTA| z%fV;T`hz`Jp7QhRf{I8CE-FkUT1p+;47h7IVTiL>MkCTYVld)S%dw6mx(*wTm}coF zWP&2+3c}ZMM$P7BxGpu(L|;dUs~}0qaQXVR8yR~CVdnD*8BlWJAV32-)0~+E^MBn; zk#49gbCJ(;byFoqvY3R|>Liib;>F}56 zAxujW1`4aR^vDJKl#e>wHG=<0>vP#?zwq6luciZ48o$S#AZES|hmzD*o+LZB3tn+m z@V}WLaVbOXP4TcPbX;-nYjDVOBHMraBRtH8G-U6?#oCX>tJU-aqdEe5T~VE(wyuUl zCrx3MRIAmCD!tW3hM(6%jC{p|yxClPVJ2oPRty$JYd8Gv?X1>wriG>%68EN~!F07c zyiMvI<5k+}#gZUrn^ZM1_>^S1k8xO$8!Db(ZOPF4(s#2!5O721u!DlD;JqBB27OrE+e zq)A~z+vZKAnrVBsCZ-Z_BldRu01hN{g$+>OoEHN>aCcxgi?&0y{UHW<`m*?B_-ZIJ zmET0Gfax$94@JSE@$A6VM$bA{S1l4fz-xL4;=?eeljEd>{*de-;}7^b3@I=I4zkv| zh>A^pP#E!=gM&V_V>np6uc<1?d(YwRF+4yNG_&%c3(2WrFE}AJw5<^xC*+Koa?T?X6zUo% zuG#Rev3c5tXK*Q)dsQ~!u2rG7)xZ@$+;=*~#_ikh*{qlt-h_9@1gwR%;xj|R91zH& zmpMQh0H(l3x{nz>0}PG#+vRs;Fh@uK?tt#GWX378wjYY*3MA4(<|B6xC#fbU;tEZV zAtPRtA<>kqGt1RuJymg0?H_F~(Y%~8%n+W4xak46!ubiA;BetY*{5v6S~Qh$cB1h{ zR!swJRL!fLz)a3u0~;K%@{3pnmungN?@#8?rMB2HaKYcR7APguogBVZy5 zyEQB%a$YP?!9g2S6o#QjGdxZJw(A!!;bb=!zdjR;my-#Dn*ONTTx!|>bTZXpsm2o-HnA_5z%$+lL9Fs}TCSPcw2 zscvlb{e$o9Vk}ta%v`^H{}x@28af3{N$6v*MR2ZSFI_$jv3}<*a8_}&e_*Ny_bYst z7m{KPTw!XM1R^3hBOS>>-?@(s_yI4+qIn8+J;T6oMzte38k9~<5j~cUhgzT~X^k++ z`7wsQ%#JeKPt@quZhan4G1z4JKm`{OdxC>ZM>UeRQU_| z>u*5&6g zNxbli$g4AwREc0Dsa{;f-ar)bL9h5BvGNe!86^R5M&Us=N6rc$FlNJU4L1EEgk&Uq zm~4XbU&IT_cGK(S^2weAc7v%LASGp5joCCq8GnG_=8FJ#!LsR7!AN3sV|1dgsK`g; zv}O!X<**yAp-cGo<0Ovj+9TqU_@LtRh!_0qLUL1_TGO{BL{k&(et!b_OP^Qa`H%?R z?QZOOP9ULn5=uabFqm#DDZvveVK&6CI{}j_{>DlJKjge{y?C(w^T!`-7SGk@ED}u2 z957&;Xe8U|Xrf{IVvsl?n9oX=rt0DoI30nlUR(uZvD=qOy#qW;gExj`1}K=-=g>t! zYU@a2C6r*Ys4ENi13R=(_6Au3Max`3A$I)@8C4Xb{R}gax=khWFkJ%OR@_|q=nXjd zCEAH*fu3@qM#2RF%hm-2(oi18brts`@Tw>BL9=3XjUsy%vrSYB z!NGe&zK2#V8lSwbe(YObjcUouJ=spM?MUgTeK?0PIEBhDRVH{o2rWfESMH2NMUE#{;z)=Z?^3!t7D4hU z#Y5>jDBs8v(q9!tn4qg7z%*X9s!#S+>w_h(S{00Q)v6hLT?UD8P_E!iH}vdO;o-;6 zKZu-5ZsEVZ$>3o7-o0wUQ#j?#CgbLkr`0-064R$+NKGX#N@_{pUB~f_RO8!ynNf|l zr3o2BUnQEHdNYXv#wjk0QE*`q+F2Y--fijnpfb5{0s|StpjVVO3@q43Po5+z^?LDe zFgT$L98&w@T+M}dIGx}D448Js#YYu~()#nGaqN^*n0JE;T2~UcV^QmJQN)92tR!PZ z-eFT})Ds(q_s`UKaYb&-kWU0ZSzFhcy*Y#??W*YI4Jr1vl&f*xON(TM81u%7%wIrA-XyAgR>=8VVM7Ml$ng-;~y?P<=XL8v66v__^#kE(IY)s(2XFW>iVI)y24RL^3FCdXZfhUJ~UyWJ4qfOIgVAcBQsm%J4HDO@2^%FWZHLvuj)-F%R0s^EArz^Zf z2^~iSTVzp+P=R|(*sjF6z!6vw1_8+wp&Ow!sF!7Ci{juJyOxQ@%C(tT<8tNvdlluJ zQciXutXeU3aZchOOZguNeZANoBV#b{toNYA%Uwjcsnf(l(C=2d2L_(`ks@1@ndtsN78KoqkfqQQp{i;csH>A9S zvzcaAY-3L|In(XOG5UWS<{4RO8s=4^2M=0i6~FszXM5+v7sXR+^mEQFZWGk7e!w$j z)+sd*+p~*Q5CH(46|*o%ZQkBH{#V!#WyvA}Yio5|lt9<>ZR2=Y$75+qW4dpd zk&XtV6F68&z$3ft1lF-Ob(@G`Ys6|SKe)gWk(Q>NxyNR3*LQwFr|Hqok#oHGf74Ql zA)b@<=&lF%Fuxa&hKSX{;!uGtyGkn3w&Ph986q^qI=Mp-8FcL#?hhu%*W6r=(T4`W zI8`UXoM(_!Me2h~y@C9qA|T^{?7HQ-bcJ-rg3xGNwZTHmM_-bzlqqj*AgNH)RO$nD zGcp<>(AogGv+Rxr*AeV$IdD_`r&8CdFa*#eDAOY7hlr^tslT|EDxZ*WxkgocpAQFO z)xdp(?JiP=PWrQG6O{-S%IIv+ZuO=yD0g)%Pf*4MpfH|#+QVWL=Mfz9G(qoZ_!*Wr z%+az=u^oU^eI&NR)d&2kG@MTW)C?3z!dV4byf?uHk3BC(oYGRaXmrXUHNhCwdhe~{z?(LcwZBTdWffgr zH)E7~?5x-1f2(J6evMsR5ob9Fok#+a`$)%n=3b(@HM(1}Y~sNKRW1e&hj>mgqXy`i zf~d-zJ0q|?{sSm)JR*3L>k)xd^2=;!-;g*r)~{2aWp-+sN%BJzz5lyj$a@S?15E7vDS+^9w|DAG#pNle-_2Y`wOKcKx!~z|`GDMMqA`bbsO7&WbbqgP@t=+0GtSaSEKQWsg z(2T!4gJ`4tslIakw#3n88vDno$L0=lep`G4V-K*#a(cOwe{drIQ%%2LlH_vDlnoqf zy51Nm$5*+yP6?^5zb74pmrbYri~J zuxB}M2zMIK5GBnnFcW%T)~zwG72AiV9ksh3p5CW} zo1jiWqfM#YrAtc4!BD=WNvG5@v!$P^;L`m7DZdC5T2{JU+oi>9v$%#^S~~BW7)ZpZ z!95K#nF2>TR%<+`fine`J^(Is0W`e&eSs#s1qwG!W??ajnV$=h+{+t$yDA7hAo=y; zL8gFt32aFGQ{!b|thIc0x%pUzsSxv+wfN@Jh(A3O=yhK zbooW=gUoYohPdo8Ll$k8+$&!!*Ndm5Nr7ioDPCUD!|-BqTAaes5HZBC&}7{QQ&JEu zGALw{BFRKiWA7wy2FF;Q;P6T={9N^~gqr%LnmmQ|`7a^1RR*)EFSh-r=dPe_MiP8o zwRw8Y@-IwM!X){cVcX3Dpfs}Ikn!M|0rB=;Mvkoa=K6c1nR-5N4w)_nY03+lQIu!V zYfuGCCeuGRBl5|1$Re9s|Jq#Nr`{mT9FQ#tvViGtSVEgc%d`;3ktz#>|W+LAY3F-d=bErt}e)=M5Odi6P=8Wf2TqTsFB0E&DIFH1VW&|mRR1l?w zoUoM;Cfrj+m=vyxkQ`P)@N%8uwNdvp+DSr5;9qn9Pr=v*D zfzI((?6a3aS7Z=q;DAn!DxVm695AI;71*ig(EeK}(+K{w1gJ2qd|V1UDn(q0t~we+Ls=9aBHyCX=b3=%*%ooq9>rVtXDdZZ1+oX!n)sU#Z`Il$TfvI%ybY#FDqX5+T_LKwx|buQQ)H6LQj*EZ zFDZ#7%fJE##xUAm!_Yn$Fl_9L0sjX!{OUizfc>!V1`Mp%Simm^j0Ft;e&-UG?~+Wi z)Ya89Vpl6Ozc1p%i4!MIoH%jLiPN^WHVfJ|T^b`hkXwdKc%$#hz3u4cr`NA_@UeyS zCit8_AJ0!ZOYJ1H`_%#9fve(#cJIMYmxOX_?TXNmwV)x z)1TJ$Y)+l!OXC@!S$=jhI0ab~()Bv*LHF$;~KC!rF0ml{cqew=`DqWQp zA7o{m*n!%0<$$wDZg)uqdP7^=ormj@JFsGsNf7$U4`1j`VKXoHfOUK^5&-_=fk%lG zfoRT&W|zG3}om!d!f;OE@vV*smvCyR^27qWc3#Aez;LJ{){+HS1 zmSr9XyM!GH*~hqV)p>**!Ej`z1RcY6jXXf`rZ9mTOmjlZtP|YUJj3l3EK7TJIwv79 z6WdvXiCRW(`xym4&jFrS)K`o|JgszB=d<{2v^rF{(GmDrC@_}?UmDOV+(T*F_weAX z%T8d$e&s=g;b*oh-lGUVh8pMI#RR6Dy4~3dbQTA9fgf#uP4m_JAqf$|gMLpDM#FL( z7TxQccJHa<9dfqBEp9qc{O(CO)t{aAL!_v%rh_MfBAAgdpb%b* zk#d*kuBa5(&8$|#%&p9MBG$0>W>Bn5XgO*T-YtGci8EyeNwPV03%CbPIYAa-a$2O3^@@-2A+-$*5n-l@ZcLDr?UwY8}boJ8^yhk@f4_J~jhOX|;ga{&-j(_;^A8*9m zuqpQZPLgxVMiEhFln0bXw7ss)iW~sV40Lk$n* z`X*8zK5i|{Y%DB%ixea&^R|uw4paft&y)dQ!~9yyw~fC^6Fm{tP4V)Bm9S2LlgL+p z){0b>n9&?wk+^4u6j;)0k~8i50_M^qwtBakmo=il1Unj4vw3<7KMGXQW7}`5mn4%R zWn^d3df;@fvAOf@;FUD?T3DB?vVABI+9kb%%=zEpESd)n`dstDn@vC4`zufc3WHI zoRZja?A-lK!F!x|={4`OBPIjy*a8@u(I9v7TQ#5krK+(rAtfehn*M=#CH;g<62u6< zz2JYgvP0Mdgt}{>d2Rez1}%qTYIO+|Jx^f$15Xy6JIKMDl>I(pT11 z<)W4x;nYL|j$*i&lfat(usv!?D8SO`FeOaCaER2DhF~gYC1y@=UP!9920B)htZw-I&*mmP1hP(@Kt>O99x z;g(hE^TMo7bk>q2id6PZf~)YjT&!Oz-Y;;!tQ7y_=AAi4uUb*UBYG7_deX%I644uQ z6TBLG%v#2xE7wG57Y`}5H;_w=X**mKHC2&;IE`@RFsupJQ!y3!e?CkK&d7hhLhJntyvJYwMD#J(3%X#8Cqh3U)nsI`eviL zptUgWXK2w`q_tTuu%KNp(yZM(G5yns>Ku1k!w*hx7+iaX9tQ?*Z8?-!&~zwsuC^bX z+V-Mud)qDj4ztHY88F$3>zlm11}@f2TMmCS6^@~(3<{*#{Tb3&jdpJ^opULd9OM2M zT$R*ALc@cy%iCXk94P|)XgVvC??il|e)a5ifo1P`9>3`_dMoVnn$BjSQd9*-`+2p4 zyjF2U5WrP1aTzc_C8LX8;t6X$F3-Z1jI?+|=Zp76lu6cRcp!+bVmF&aE4tXd{3YX1 z%hLt1$G`V+G63xi=TQ46{myWVDt577J;g_OB0kIYIVCQ6}ETl+5E)3kv<9^ptAv33ZMBi-VA z@YhxN3Zg!2Ox#~HYzVu+Sb|#bXuhLx*frs{2`KEG5Pif0N;n)yN8y5BFUUAi@ky6rRtk95h z+##!D=*@SX8r=^^!!0~ikZI(_R0J)Y?b)~ zJ)eos1mS2|qEO6P5$W0d&PcqD}8pw=Dtmig5!2vS&e}vXF z-mQcaSq-Ips26|6M*SIJ_&DV*}VGIceGMajbs2j7z|p`)Rc^D-InBN(5j)xv_9 zK1>TI=v8aPSJi4nH7^~;)zB6@u*mxg3kP-`58TU+EQ(zZa-=}`Y5=~v;zHP_M=|-- zKqeG=^^)@?p^62C11Gq+wa|b(LlbUs`jeMH3vRH#B118a~5?np`Z0FUJSR2Qh9qbXYqb2Nqbt z3Z;v;Cqlp)j*IsCS0k5bE$Nh2Km+Zi#b}ZBz%R|1&qkxl!9CC6;e-eme!GZ=WjxV_ zc*AoMhxs|{0`J;c3s35MV|b&-tbAFH4;~wf$`UN0em%NLRId1{RY}8E`n_W7>GXKA z%d34QH^?52{YB+@oEdN8@kd<6)5A)4wG6mN4ot^E*uOpwzL>!|gMqinD&|k(@?}pd zLe_nB>@5#+6;@cz^ry#70f(KPp%wzob7)O2S+Uz8DmwI)Y;?+BDjAm+>V#>tG7*}p z*8lQSP0%Yo+9RD{Y4GS*4I1^~c7gA|Wys>}OxVCnCXcFxBZq{-@lmBPI^~5z|H5bn zj#(mZ69Px4w}T50DlLK`y@>N>>?rz=JFon`{<8XlRa_rVyU<1iOPXNNc8%3bYb2y7 zQLue<<1~+MR9G#{_y@nK%DxA!9LTYGP-5=S7r`sOx4 z+PBgovJ$j)?09EU3&%UBcE{r>+FHnXazR^Jxl>zx;N08RY~bbvO@=b3HisCUwuUe# z7Bqpkrvl%K{+rTB(ZCFe^jOeZQtI?pqljtiS{aKhYBZK=Zqx+91Idsu3KtN#EHe1l}sOFX@(D!Hi&#NgWedW4;l$@BNqJ)VrkF*$#?Gl zr+9WuJQsub-~QUSzSWGbys33ko?27#ePLHv;`kR`-pku#mwDrbe2I3(G?ePi{LL>` z8VWzfxX&bIHv)@i<(ux$ZvXzbzIE}v)#GxuicR9`=uGav| z;4Dg}i@P{YNYO8U(gfWO?3o(c7{*nI%jw{ z!Ra3H2OtA%^uXZ74AH5)(W->s6H<|nfaETw%xwGwS&~v>Id+gkX#tQ6!foZ+RsE2?-p`BM zoA+)Yr7I%W;I}(^iDee}1IaPTINBx6wjknC@~FuGhEH2eU`{>UKW4b)KK;OX`!x4# z2jh~1DTfk(G8rF?DGm5U?$StM!d{IAaU4-hOaEr~%Oi^HXxE>~(Gp{Qj-sqy!*z{K>Q& z=}%jyR#sL%Q~!9qkf(wfvMnMdz>^WY-N4PejA@U<>5 z2e0PIK}RTH>f*;YZheffC|unl&yBJh=oXGRMzhPXQS1$IUQm1-udlgxeDH+f1Gsx3 z7-T^NL=Tq1UO=-9P7w|l8KBWbao>9a%bz89gw^SOAWQ@VbQt@x^f&Ehws;V8B3TT0ivWZ$qlW9vciYn&9$@h?Ou* zAl(fP>H!aS;L9YF5XdPI%SP;iJGDn^gi0fedoARM_9FY z15A61OdHiO)SZ?+=q^u@Zj^(ULW#xLOwu&`z;=6xHQXIM-Q7!T1iGJM^m4s#uk$K` zjW#c8lhkV<>4?*Ne$xbn*YIGu$P)`YSgOSli(W%%hA(0P-zwrS|kWnubg6peT(CV`R>GO+iy zPz=TKU3l!i`3fW4%cS~$2W?HnFMkJ*{XiRcJFo5RDMp2iB|cE+hlRQG^lN5du*tg(C`sot&Hz7lChAxOU|vA-O{o z@&aN~vsS7_3%cQ(DI_y_m^EvoSl5T&qOgBm>uBAO+%X{@Tg zxmg74?g)$Tj<$`V<0%06Xi*Kht4K|3a%RA~x#gIM)cBxYt$J@`933HyRFGZV_+WIF zMq-^)S}5msTIp95E!B})ty5abZ~Zw_Q_WRRX^#xoas|^;{aa9a$f6(OSg2dcZP3IbvDTSrtNaKQ zz1AsY<*=W#DdCt(OQGv@*1)Bc;;TWe*iJD;E1^-x$kuj~8KkMm3>+m^yoLo>zj*a* z!~8tt*z*}>T}H;&aY$9jVbM3nlVLD~0>YG-5_BD*#HET;p9QoTQxWplEJECn7{rbJ zNBAC2mhT^_6rW)Kehy9ZA~SR%EmU34WW&76*S9LRYKs#L5i)G;umFUuD$9Wcix=e1 zL+-)28YgYZZr`_Miej1F0A~7C4V%ztAS+AeB=vA-z=xusSzm+-m~u$%Cfh4yJHfUB zSDRuxPU}SV(3K~H#xmQe(H-mUT5^fE4OeaQU*~oQ+vV|}hdf+3QpCas0*SsLn^@#; z!!9E9Lx;gCsp2G^=5%)?Qa?YI2fV|9SIKljzU5!rkm%dsuiyEzIkF&ChX<1+(}TPc zGtXJyT@(D=HfG$)NjG)hCL26VRorFp9O{PVQ6UxdHQsRhmTSdrD4XHA!=}hZ1_LAc zO1}!Ofu1(_p05GsB09&(ZgV<0K7c)goHH7hCtzrp#*)>2#|oGySUL#;c&HIGZtO8z zQe_2sokS18r>PM5CNi}qB%4haS~%4s96(&Z0}{gfBgstY_~bLddV)_JyG(9c0HB+TWEt54&*(*kzg6#O@xh#2A1jx;jEw@NggNOSisQV}1J! zqVC4H#1#^_)sy;KqO?l8P3+;UaW5DqDhfY5TvHL3aWw$8N;GnOS}{yE-JQ|xFXfKd zb5=YRD@{F>$%zW0)?VanJ7Zy^7v8*n^NWA0$#`bg`0w5Rum0jq*4bUMgr&x6W zNWXcJEt>vEn~!eu6>?`j(^kr7GD#ga^4K0dl|vx2y^mgEso9w$8xE}d!`TTk<-lZn z47=|PYvOU)U$+gv3Le14f){O}key;9v|3^yWaB*^S0$D%dyl&E7Uq;|yyWQ?9DAjt zHyZ_L+TJ7NGu0IdM<|k-D0HL8Ctbx=D+47OovcN@B}&ekKa5Kw*G;TMREDvwg9~O> znhuz;EG4rJ z2x%1!Et_a1Pam;;;Jo0GPWjBvvQ#sYbNu>~!I#tNfj$mO7kDV=AOB@{grog^~*S7U8L}{o8F}9_px|b+4kaI}xQEYg-w(#xxV~ctpA4u~J z?EtH`M)Xx<3;IgHJEwDG)Wcc^C-OV`Z;gXX`3+rq-+GR(tB5b}VPx&yT70)=?|d#m z0*6LmH>K%0@qa#BGwZRL^##pf5j!lw3gszHHDDcj)Yz0zjm{ZrL6DIZ>w&H3T*Z{7 zl74;238~ajj%;1_Ec+i?!b4KZc_*dGE@W~KI#%NNF(3379R;IxQ#EWp2%Embf@-q#ZPFWcp|9_t8iOk`h7 zo~>WPc2653nhXxc zAj_~-6%aH}hZTJhb3pB#Yyjr)Qedg4B*$I-E`OR_EZcd-*$@xk^@b?3LQ?_f$s>zE z3VT_It3$*3U)%7oG5*yhL)ryOaGfX^BvB>l(vTd~xao{$ zX?PNdz4w(Ce82eN)z@$qqC1`(6=;L$!UV}JWvRz-tul2r%9K-iCq*_u3l9T48BYMC zVjLF}MV==0TX=p%TlMkLmEGx!!}Pw!IML7m0UYl-zUN2O-~>#gR=`Kia|QUj+8_Hs zqQ-tCo)lg*?FtKrCb4qXj0)jp#3$@YVwC$#0$yzpLRv@8YP*$Xd!yPqH zIxktbPz2aM=(;zG=$BuLP9z+sW`{7{LE`dD=+NYHe5u}2A3J_`_>Al#t6`xHz{W)S z`dQ{GZn%hmu}SMC<YcxVQv*pdTYmD_K&u8~wyOq&i zur4~5pg%{hS=nHrFs=zhR*nNg5o1W$aS^kHeFB2fxo^+~5-q`naSS(l8GQVVhSBPb zTY)+jU~tk|&=(Q1K5lzof0V$1$fJCVfbk%*nko&U;-9AF)~Xc|J0>-e|B2Sl*biD? z%#bNh*?TF8fkfLpP8y641}HYLVsW|!O2PQ32E4v~!f3%O4EpkKv$Fv^uYYQlm45@t zx9F~ZUpzGgn<%>QhH8qMu3bYzvprsUh)+B27o#>@@t;gz4iKgAbX4|{Fc29bVG=%q zm$yBGwTz}}{6BA6j{o)UMWdTuoVXu^D?8uJXW)gzur6lw=7Q`#?0c~JAh2MlnlSqY zoYl>jM4(-rp&m5e3o1r6=NvWYyY)-@yMCi_jL>bmn)J8V(d%_+Sygb5M;P*8W=^z8 z>SWQvoW6kRx8{R%@BX8k8^tv-sllx&?Li4YHW=G+Brt(BeN^mDk9jaceoT$t-p6SC z_HXYe2Mrni#(C%fJD-czR{OEO$O!>JZ;A11aGQ8k_~UGh>eS&U&UxY4jyNJ53Qr~; zRp2EMT|geHacsEN6 zqKHI01XF}92|B8S3w&PM3)m?IJAJ_hAUN?(;FrC)|9cK#eL_SG7^>sz5Vp4+9&pL& zwn?HL;zS8N?_tgi__Mq6DO2#+^1&xPxah%A2i|2k6+}P!EAacBk5&S$6`N3$GTcf^ zc`s*22E_V)E6!JY9~;V7d*8>`8p^i1kaU#BGOhREQjkb5pI!5w4qDfF#6A^YAu68q zAhHJK@e?jXU8KL`e_o;o=0v!W5*^5Z8hx1!2fclqjOfv0-^M{UhzNT!90<;i%0 z5USzKXt_{v7{2tj$WGQ2+e_NG@08Rfk2}wn=7gc3LQYTs4igB8oWn+jLwpHVn^8p5 zMO4WnM}ktrO7b2tIV*!mUiGgQ84f(j4qCFSA8}cO+?}Xv2f=ec%FhF)Fe*8FY?WQgND1ksPnIifBzeU9WJQ18pCNw} zB8n*x&?`RccBXrKF5gT%q5me2;<_h6iyWn}+>vRp3mqTquZvuAuM)&c>eNNlTzb@E z9ESPP{2qCl1ThBT!5kMPfTk9o0W42sx3{s%UV$PeWp|`3c*dlKmSq!pS)+ugI{@ts zkmvZF07Bb99zU7Fiv_VYw;pq`wnEYzUSg6!L3%no;=!uo{6Q@Jf%lkT0#LS?0L4OY zJ!t?+`VzMQbnP*LN(D3xp!j#2Xl{^R+MNy7Q1XZ}#g@xw3rb;eIV_>)Ut#J|0UZg7``@2Q;)U&zswjR{S2|vq= z4StqK>a;%CgOUmOJ3!;>Pb z7t9UV^y73Bd(+)Myl+0XWfPi93EzZ~#`MA)6siLpQjq(1M>nmKB3dM{c<4iYRaGWv zdR^{6*RDcKkW!3rJ(RH9;%8Tm;DJbgM)mm!zigdWhe^6vDw!gP%|levh^=x29T%P* zY3fNWZcs{b#&QsXgZjZ6kx`6+FXC*WWH*K8Fcu&VStVN>eJ{btjEmpj-Ps$h!{E@l z_|cQ^|KQ2T{0dLkXE;B^-SYU3RSBvpA}Mj)VZfCrJfxn0tXO=YN)|CPId3#tny}M* zI^IL1uoKWiOyKAufzQ%S4mlwo0W!fxdWLFg`cD?enyWO}W+j-Tu!hD~S%QC|x|R9> z;VUSvePIEQN@SQ5-%#~Lk^}Bd;l;)j7V{TOYoToklFzB2N8g`|#eIf5OUg}+yu%>T zVee=PU7Ie+Gb~R~Sfc_xgNarEhR(}k9FWC8Z|k-Xn*4+W;eFcSwNFBL7J~@V^Jsn( zNP(@kpDW450#EXG>TOh#@v4ltlF~lWU zj48r^OP|3rNTWmA%TL@CJbFH!BJmD}#xKN?*XVEhGISrBqP&-;2Y|+!j5<+P*Wt;Z z`6xGy>^_qRiTfJ6R!DV$FAmY@u+v|$!vp7J6Flq+H9#I@=3UD95lD<)=&qXq*E8@2 zojIi~!r))%lZQKU)FTx>D2^^69G^#tS+%@b^nIMY&R}5Y9@(F5+UD5kCg%sv^)f>f zUT1MF=lC5#6L*E$LPBAwn85AWddfXF`9KglL-(XSo#S>8BUhYUk)%7yHz!cf(MK9R zu+30jRC>seMFAq>9H*{<7#OCttM9+xy@H6v9~FcX-?49ef`&*y_AAumyC*P*K2yq_ z=zhekE?)%!>^rhX2-y(Go+ph%pwd!li-|5_Ao$4@EVRW`0%C2EqJd^-*u4aYHLN`I zfoythme3$^f;o;XBpu|xvIBK_iuSu*lIe<(gNvg465MRfVNuem%Y7clAx;Zl{RA50 zILhv}Kp2ZKl7&Mhd}zS?jeHZA9@p&h+k2h0t5;r)Uw4)Rpv-{5HU*--F}qm&1Ok6H zd|@)D==LGMkg1})#8?qQIt+kxRr?Vb7#0?0OO`+h4XuD2q%gv9GCF~?WmtOq@V6Hz z`IhgczygzP8-55Uj~&Yv(p0X4-ZdojiM93vQ(TCz&eE=agaH)p4!>kLFGCJchzkmegjNe0=G3r#4@Tf;P!ouP!wde0c&reBN&?|Nhn94?l)=Tv+)B4U`P%zLW*1 zyK+l6ys9a>!fQ-hnuojk03+9<84lOPsc3h?O9BUGmB%bK9g6FU z%6cyM&#{063?i56gpE)j6$v6}a|i^lX>+!KoB^s3u?28tV`eCep4W=AQ1E0Bh;#*1 zk!M^`VHJbXnrz~@XWfH+*|%dsFN{wV(_{(GxSK#5n3BtFm(4bDEMGd;zJ#pxfjq%p zrMre@+xv0JS=WRxEBZT(N%;Cctf4yi#7$Ss68p|kx!sZElby$6R~A9i?Hpngn=F@k z`T6vyv9u5qToX6L%_pzKpmJV}jq?(xaJtU0i+UoxxAK76EMZA@H%kXF0JPW4?OH(y z1JR67VjU2~{1h7%mTeM6W0P(m*FbG#@vB)H-hA;dXu15u+yA)*YBv|6-LPEFG6)M| z(O^Nu;{9xdQygs2#C-T~{|9F>AFjO%*gkw0u>EV1i4;+SNH0^4JTBUD_d(G`K2iz1 zZkQfW32^|7u*o#9FU~n6x2aeG8cTQ^3UM~wLApiQ@OrWkU?=MjsAf-&y!8HL`ozCO z5f4$})*P~B_*-OEtz(>_C5PP-4SqECS|PSIj|3Ma^CYa+BH!E|o!p$wV#GO&Fq#w; zIbhY5(^{!bm?gt#ZSr=|y zJF~HD@cJE*?uernw;Ux7+Pp34=yE-<9kqva$}51GL{knI@%@ zs|)@R-@T8W!Uq5Vl;&1kV&416282^Q%NeX;v9i)=&HUe|qsb9Ef_#`Xx`mvpP}rfT zk0tl+5Qoa#kHnm+?pUSNs&)>m_TE%G=3hgn>_IC!wQe~C$+3H`j*YS7K*}!ULchhF zXWjYB`6X8!8V5%?MLQ6_haUKo<+}h+1OPi{2R6B7Qf7u10F%NOUFK4d=NK657Z>-Y z9PKj&H(dx0i3ixN`Y80R@?!ZeqT*NR<5r5I%-i#ImFd6_;4r4WOn!w9#%Ig-4Ry{x zd^a@_Hnv0im|+k}jsg784(FE`Ms|HTJ02bm3*4K@Opc33Qw2DANjsVS4&6+jF5l6# z)_K|W4voih)iFdd(k|mL-jb|Bejs)|2)^aIt7@TkHGB`<^e4-A(QBNydyhbPjw0b; ztdJc$-c8N1#6}Z#_A&FIEH#|A6T!-=eawD`ex^^C?`vA?y#2kOB)R4;ROwfAuW$YI z(&9zHTE}Xg^-O=Fg0?BPKMG!$q69Ns0s!!zq~kX{boj$$2Yf8PY&gmVhr9vSc`f1E1u zN!E+_xS^f+GHEG3w6=_qtsD9)YeOG3zz;Qj0IZ~rK%8{mhxjCeA0Icg5nm>Kh!3p~ z_5d7PX$w!9+9GS$`6+|qeTomQtyGiN4tE1@^uxCnD-z5hWbeNG+gc`$Q9pidEv-oO z^`o_v&gwoVEuA!5%Vmm>7N<(nTHg7*?_XL=#!>6Xucwv9NO@@vn(b5e;GK#a1P1E5 z0Q~_n$837=VZNnrVQIwrgM(aiaG+K{EY@y_6bZi0Km|Ort#(o|FVdF$P>KyiA&(W~Xy$98CpK<6#_kfRtT>Vn5Y)k}b_;mp5+e`31I4+6MBK@~sTL^34)g*a9kT6Acco zJ*3{YWJ(2<%MS9rKZphFLT_3WI0kb1P1ypcCUpo(*s!Mu3UGH;6Rnvck`i)PBB!DF zO(ZX3)$N&{Nir!M{c+f=PFe%^KrbM#gJ8~KwA~CqI$lQzxFjwd_Fk|4&0kSs1e9RC zO>mb^B{GD5Au~(X(%GA!f72+vr;r7hu^34jQn*Rqyg{v( z3CZqoL&P5s0vj0@5f_O=nI7S=Oz~t!T9kd!kppo27;uLl$tiW%FSdr)y%+MM>m?(_ zVo585SO~?__?`v$$FanX$1qULj^|GyGJz+#4GRyl7m9J7Oa_CJ{!o4hKa(Lz&X*K4 z(!osyL6U|ks?iRQgYZqD*mr`kEMs1epW3yEy}`;?14AmoB4AcQl$~f;I8;MWEjnE& z=+{ll3(!ri6IJMeLsQK0-S9H?#D6LwZK%1(i!Wvy3@eAEmF9byC(%>b{Z7(%Pg{q3 zSB7)AdWAqv*?RDoXjYOUTUxciNhwWM03759p9|HaXA?V z{=Z@ZbiXzdbGu{e!2ktt)|n;$$}4S;d${)tmg^)vd{RPJ6NdW5;dC8GuI5acNJ6&~ z#*lk)Bsx=$?=+D)_((b{SWH@==>@gOo$!a+JiN(7W4h!SLDG4g{q;7dVL z&=wrZn%q#40&xF zg1RWZd>BncyajNsp~eLmBCvS@#tXWK^8@Q&?;nqkXuJ1C5|2;S_ppW{>!{b?d@#6i z^VXefk8a{}LPWw&UjXDMAIaH>O|^&>QwcY!1*zKZ5yzU;G|XLFZyV#MzOA@RZ{lAr?DhsjV)a^Wo$9^U~idS;4)NAB+ zXCn6=;Nq~6mdh@{(}m8KXu9(lY&^;MeD`Ils1b8<-INR*+$3$1$x%7Z!>o4*-#dc- z!wgfktfhgfS&fsn8Xkkj(tb7w2SZ7wym!p_B#)N}fZ=l>m-upS!RfObi2f4Y%pRP0 zAiL4t1Q@!8U1Ca}D5Jhkx;N8Y#S2F$^cYeAovn;cCTF%W^hpKCKvbv>d4xyFj{=#( zBOpQ%%q&x#5gw4KE0I<*!Uk&iq~zg9S1P$a&jNdLX$LoHGkXaZ?F>5jmss-qBUicQ zDGM56sts!2q@<=PfG18TMU?H;@?o)l7QPDt#*r)|b+}C)8^L zSzEA^GNDjCmjIaRXx!7FNk|9L;DSMhBsp~rV8i@NaI<_0QMFEXLradCFRc&meFpyq zIMySDH~iEn5dQJzgU}&1%=Je%Fg|>Ochm4S7d3Qcc!Z-X;~>2&{SuX=pB3I{Dk88O zyWhG1vN@(4K0tnXC=|?KC@SEGmbW+Syo$fh=bI1Q)WYi2G{a!l2fbm37SGhaqGiu* zMJFM^t4*L`0tz!B+{kN} zUNQbgil#~l0iDB^7%1FiPdpj;M*76O^yt(a@xcyR76%vc@n*qyhDS05|8!!)@F?3P zpAHv`n|j9uHBw(9sa~W?xs0(*rEB{L4cv!?$?d;5T#uGwNz^2uC}3vp}Dq)FU)jElv!y^#%k*LeZ?k;nuJOnxLRfZvG%8miFxk2WfY0O2(% z1=C5SHd$Od>>cgTMt$Y?8}QKF&t28jwv%*z zdRFIjYdWcIVB}IYtxjkupqe?}>>p|wNMKZ}FI_QA=4~7I>Ip)<#Sykfy63ldRU>CZ z$3hWB)R!W=o}Q5>P>ckFgk{E>4G+U@YYNDd$RU}Bn1a;_m@P2LJY#uea*4qln54;T zQZqJ%3oFsub48R3HFmUdgx|WmSa~0kAq*ptbTN6Ib4hcVzy+1pauKwNU$kGD z_&)0@k4Y{K8kc^P%F%GpOp07oG3HS&BbS>ZEeMBDLgwuy>MTJ9^$_Y~L>w0Kdj*G<^2n9(A23aUHZP?rwCK=>kxoDa`88Xe|90_&;>B()JN6DI?@$TqqMYUv6 z6&udtoh>dfZbcm<#a(5Q{$|Ry;Q3LKt1vHQQ^`e!yWp?Hj143s*^-%PlMvI7-$d!K z?}AN(TL=Mgh{W)yxHgO9q$M9Awoz6`h2{9Sc;=e-VO@-c`KKCF_{oL5!J4TUFSKO( z5ag~Mt=4Wmm+NoyDuwiTSe~Rd&y35p&+@OCjj?c=pNT!d@aGTQ6UBzL)6t`ohjj%z z-KxVdFh(jVO5Ac=n#|?tLuPa5W`wuLBjR?eU!srV#6CJd;6+e&jeu zhMu9%OfJDY(WIUbtxVeMVJqf=7mP0=h(Qs7eAm4N(JY?f*bWe`X$O-r^6%zwE;*Iz?P_|cW?g@lAm-t>y?^;=$BKR;GxUD~9 z*l59=NKv+HL^9!1!!fd`4m2lOC2)uX=fDb!5$gnAFFTAS%1%ntYedTp**)MaOu|ry zQFFKhBVii3slA(w$V|Zn4AFyfCa)eX(mRPSMBzYL{wLD>l;|5T%g;#6Wg>CXnm$KQkBdob#R=e1FJNEY zEj-jBBW{C?p()BTjfu~+D{LE3TId-IF5Jj-%sEY zNjrPHF4=TsMNf1PICVibpb|z`%;;Q{caIMa7#Nc{yAx2x4RK?w>=1wZAw<3@`PFP4 zwn>i-NIK>gs`b6sNw#zO&bHRyvv5BvXEPv<`MIY6VPflkdK8)zO#eCmWDqFln-NlV z;j~Ea(u59NQn$wCCLMV6LHu*LhN|I;lp`#96Y8(jl$n_0}Y zxSDudbadcyY;Rf}NP-y?SMKaQ(}fXg-B^_`=xg$v*fIt-tiNbeVq&u?B-cml8ArYW zWN;Qsrt4&Rgq^;emS<;Eq5&+%t<^jLDrR=m#mihp%1e2aSp;euKw{#&1${;nMkqYk|kKeLiiT4@J_ z4z=PO#w_P4H6QFbXXvKpt_4@i?>H02w4IFHu|Yrkb(Z?d)m~qJouxiU(QEVjQgx$Lbu9>L^jT`s zJQD@*QZ=ok`VnVjU0^Vx2!0?`ZK5rLgV(wo)OiuzIj=WAL*kZq=cn(|=%qMzcgSVsG!InT^tGIe?JX}3M7U}U9hpRWP zJ-W6!KR8--y9$zb!>Td3Iyl7g_<|`R#ZVI+j$Jtbu#YuECP}KJ!3GjbLaZcOj5Plg zLM61mKc25X9PU1v;?|f|bZ1q{4e)Jn`)&_*nFvAWr7vF0`qkq<-Np_P)cf*3sn$Cj zk9+%HCc14lOMzEqG1SKD&$&Q~nLWWK=NSOzNomBd>Jp9o(eO`RMY+NIB{Q5&57*zX zBWP?Y=ehtXdc#`Yl#o3&a`Q@kg3TyS@sDyG~4z7Ox>PJ2FG^0C<2NGO2+ z%E-p^%8aifHQ!2`B2Q%zh=xaq>6ZL2GN|wD)g(jf-&yT+ai#h-u~*y1)HarGTdCNF z)D)0=^Q7DPWOHzSv*=k#{T0pzVqzuV_AIqUb(U1I~dTFV=$0oxWV86{wafj*<|_xZQ0Ky;Y2z}=H?-~GQ>;%}Nw${zpgZ{PjtU-PS6!z;O$ zwbmnfYCV_ljVQ~T_8!aY*1puidMEhic!|p!ns0bOY&1MXk!S&z@0BB55c~gqaF!b$ z)_(Zzh6m8?-376~1{cI;H#*oA21pMmiG%$P1fHz+;sp$++{l1?77UKu%^==shsaQf zgo9Y)CFvN;lab3H#V<7>QRa@cDT1cn%n(ED(oCo^|?bVcg9C2=F6(0 zSTzexj11kxJGt<(1Q@5s$ds_d3*^NvWHw}lQoTfAd;o(#a@ETxj;{4i1paDWkZX4b zNL?NrS8hbOHJp?SvPbBZ2;xfz$3k<3Q$%w|a!Z5Uy1`-i#aTCLXz8=@xVjMS_ihJ1T0 zpb~dfsbVP#kaWfY^b94tBQwY!DIimeGNE2vUny~DLt+UOd86q@;)3%Cn&YlBGzY0y~;0gtvNhQ#m_#ONh40e1E zy>xmscyx@2s|-vAL|((lTt3UnkO!L?2P50r*+ULSOX;;YiBs6gOvMEJo)59`mmtYv z`~#JcTmc1R#sQ;~Wh>WWD9HO4lY%gU$ATG1U?;MW`GA`)G;oOHg8|1X)vsJHlO&-A z1T!zrD<;MT8jtC0r(>1#JYkdXp(84IajibONh4}`)*lw--;($e z(rGxmY*N7bZ}W`F8deNgxrQJZY6)thR4Z!6lCAW#7TzL3m&SP^NgeOA(KNPg-x{e( zfzcdn42z@FwQL4hC5jDJ{XkE;rZ?0lO8OHx3bf$8s1HiN{!xJ?lL zSAtvys=g$_Qh}|MHCE?E!jMCX-od!s;Z1J<)^&)I+GlSvKAOzBSaN66`46vlh4hz; z4|zS)*~eyx-228MXQb<|bZmw%>tmx+{Tn+r&K~|LPRpIohEJxmW#*q0TrdMaQw3{p zVo9wGax;rvs}{aywnRtHKlh2=0NLHB-%uq?wuWBDKl8HN9sRw>>$^vXJBTA@WO9Mc z#}qd+>`k@>;}42YHi*sRmIOKT*-5URdTab_ZV@IJSl=s+Nsn<2gfv!sum(2ysIAS> z%bn5Dyg+F6@knlLZ^z(bakY1KqnN*#7C5bZ;u%p=B>nqWL-s==+c>>H;}HEagfEp= z1mo&$gYoMb#YALO1Yn`t|HkNbHVliz zz$qj3s}}=bVWbvM++U}WvJI51pn0e~=l73s3On6LKDD<$FFCJKsxi5>x|p2qv8@_yXEFlXj}@h{=V{YSU|@4t9czJB8m>2O>&IUK{dkopqC;rI{K zpVB=WOL*ZR>jpg?;c5J%zxU45m^tZiBtW5ooCvZ*gEEA4BuI!eJlw%eM994}S*X5$jvpDr_ zvv0w&@KiZyiC zot;=%khd8Vy$uhJ=aRb0oYiE)RNW4}j2ODnneFY)-5Yn;JCBvj;dP5s;Xb;D0}L<5 zQg$DguurS3Cbuv8bAabL^Gx9S0Jd;xQnKx91L0jV$@ze{0Mg|}d-G|+jdYliOSk9+ z$^(-bem>{zp$fovVPBROZw5#-}K|)>yXkG>}tx5H-Ssvv>ejDkaWEsS}`f zglWN+_5uum1-;CPA(^H0PT~}T&};C@bJF>=(AKNcr0Ni8lwDY9J*iZ8HL`Zs7J^9c zG$*Ioh%TRhwQuN3z2pE;GGi#QO~4%7hmb~WHG!AMPh<-L!;*yK+3)V!+FDjX zA_>J6jVz~fiEM@i0QUly^OMP_-=X?d_Se>ViNWmIXx8sc@n~l{nd0l=@cD_U7S>1x z(^d<>#J7boUq+a?Ysx_Spt*rpJoS`O-w--arzk9on zIQHMJY8!99khlNn_Mclgdm5?UP+9}Z7np8f*!kmXpsd}Md+!eP5%AcjNLW}N!pQS) zE}X^4v%dB&ocx`U=NoS1xgcTNdbpLTq|h*nkF9jL2pZ`w5lDU%Ld4U+Z?%Lp z&Y3PQZ--3Wq!t3#DDl5|G_|7rHCs1VR#xm$aSyAf%(>zTCtV@fDG*g%?3R#gv;AY9 zk(SZ%BWVg(7a}z&ZkS?|M<>{p%!VgOk1Tn^%Mq^!n#kQH)8iR##^8FyzY2cH)h!5f zf34Uc)AGo!(eBzs9+wQEhmw+iS#)qO(DV@Za=_VnUoTap%5^VbqWIXq)+DaO5G)j5 z(9G9e#_hm3CWcj(K$OlD0T^@M3m_2D)*-@1#?Ns98P?*2P`$(5@j=+b=H>duhoX$9 z#Y-MMZ?B7LlZ546Ebc#rv-*3*<{USk7V9^3tl)}N?jMhFiw$jh!{S4G{$BAp5>y}a z{+OqX#v(Byf*|sGAVl`2j~DVr_;R!>Y(>pd7R&@suKf{WKmDN#8Od~4d0n^&KoTa` z&4IypMOwYis}-vWUZFx`NMZkGLBFU0yCv*1L!S~v^U;tJx$>s_Bp=-&?&pr@lX!ZK z4@dzVQQBHgroo%*Q(R!(@QP6f!X((iRXY>sk^vF$t~0W9j~FNkjX7gmS-Bl)-e{LX z1F{T7uxoj}3lSvr=gKrJ{7R z*-or5Tug6)$#;;yz;+Qw6r`U9P7rkWN*!JC`=}!Pqh^Fd=Kpqt9ZSvWE`l(}>ud-& z;hSbLBMI~phUiJxUAfmT^`IgiPxPvJTq*VCXf}n)r*o39a?S?jSfWf9fu2Z^INYv2 zKYBXCvLiA9fQJRIFe*lSdt-PdV*mL9;v0jw%PYu|yMM^chtAC!*aIyYf9E!`I5V7&>lix>Bxz)g{i$cb;~qPriWm7Io#~zC55ngiF$RM-;!i*B;%u_GzJ2iYt2C z01i!I!i50sQC*}k;F;wB_brd-g8|a3PxdbJ=APqGA|&~=Cl4WHBZ@%~+=}Ggue0Kc$O*cNLR8N5mo4xs> z`qGbtOVcroh4U-^{ZFbudZKxXP$Xyp81Ba1ZIfY!sld! z+f=!c#(iPW+zAG{F6|qL!#=X4d58;_+i2j438M?5`_%L@dNC-EhCA4tBI^dF-O&`6 zM!`N#Xg&V(=@#6y4t*sMxvh|31+e`*B;^nild{u*nf2qr!s~_whhn23{<3Ee@^Oj$j+~MvT#}gH}tqoMh-)m!lmL0F#BzEtqh^Fb{2Z-jYWc9+`grR3?YMGUo9&`mhJ+o5|!A zBc#t{9n^XSM~*TjBD8bx2^^1kDVL8rIP#(KCBRAd0cEiW_X(*9|Ari3GYZTxY=d(sVU#7a8& zm<|g|opmgQW~Omh>e}imcZTXRGJvSUzCrdN#tgb4z`}7|t{mmuPYTf@3DM3~P|^1l zCiHJG-5c!SK2RKNr;ADKqsiBw4VVTBI}tTc(vk(6Di1j#trA$J*G8LNJ{ z@d>L6WqyW@;?V0QyhQ_oRVTnf$cY>={M-R&$^I~LUXGI+=TlO; z`Aarfi{K?IBUh!_6l-{x8aYHgb*MsIt74cz+#2F8yjF-GN=vy}?qYFcdf1s4&km8oSlq-Cg_3(u_86f1o?04|*aMFn;1QCI( zlriLG;6va2XQL7B>cG9Y;9t76()}h_5E2Z)2#e=~qK*+yv7yn^5Q-aUl*s^RjF3pN zYZDwm?4D3aNuSbMH~@GyJ|gC+fMR7Mp3FMMiBDyuE3GDj%OW^wm`x8TT*)^S*wSiX zAeNB<;OYW$P`QHOGj9yOvN2~U$bj)5mMe}AFns}gm zM>@eJB!iJRLWn}giy(-t&ng$?sUF#yegw7R8l@WtV>51RlzLtgGAYaj_@tsZj7tt# zi&Ci(CctQjDgeL&kAS5Gt=Llf7RFH&D1iZAB>WDYxHc)LNl$#?E!&rk*gBZ=)uH^Q(7i$P?HP6jV7F%e{Zc4>Q85!)qVO>Am7 zo}vg*-$-2~+0|T$>&;*G)OMEs(=a&1hC3UWWnq5ja9>@@}sn zQ*yWqZJ1$>(hyx-M*cnvPE!XdB-PnfZ_YCHK3DG*P2s}ppQDm?2Ne*^192!5UM?C? zhp3@Ffni~!LJG4-K#GChZ zgd;JK2hM{?ah5sWO=eCUsi2Eu_;iG14nTwDjErQ2It!cS${qTfX)MbA7@6eQ01FDQ z%!V+CVe`aOQh`-^X6(ug^Yq5T3_5>O_%_=xSY4zZpH5Cvt-APgHbr>>tmhl*sB?kEH7W6lT^m>0j=M)9K_ks{50h1>UORN zFCxa}C~g}VDD9p%sLV~O<-3kR$I@NS6l0w`+Z#TY1h*KTa2*OHEz;reTz7>svlIaL zxga8im6>1T^X*Jz(N883VHFtLCeK((AgJ{|1*YFgW66T1KRKeAP8)03W=>5!GfkSv%Tn+e?oVzQFN)kPKpshqDRv5jOcdBAl9=B%dbwM8KI6%oR= z(sFx-)#YBgqU?_M_P~FzeM$`_8V5U4x>}#z0vc8T?!sVt*f5auH|c0%S}90CTwg_~ z{8Q9S=vHv!dTDR0r>zJ|yQ3kRHB6)dU$2az%l;)A9k}nc-I&33lHNYg=hdZ^+O>*0*vxG*gr zz!^iG{NRUYy#e=dK_tQQnRv0l83!%Mg6Ez9Q9Lf|2^K9$HWW!OBIQlUIPz;7=#R8> zv9KN}=Q553_D+~4xG~1SXj_V~R4`PLoZYFj20`GdlrI_*HlC2z5gY~eY{Wo*ifsj% zPFSmBG$+(Gqk6_YF3z<$JX|@OX_u93iZ;Gxh|-GE`BV#V!KEPTQ=ThwWSw_Y9t{4? zp7I{1n-3h*xgPaZVbEF8zj~hepI!}t1^Jx-pu|fAKoEkD)t$}kMQ=?O7*r}8zbc6! z%Cbt6@!{U|ydr^ME*JOdbMRt1dxlN(UU4!#R(sq~x7hol#72qBaJn2OTR#DYAW_I#0HmsgRfu7eJRFNEv#tWUCW6g< zqJj|T;wKO92tckVu!qr4a-)zp_6y60f_kTw9I7jgYbEW*6GZI{pG-!B7kW%wcAIS{ zCbHBzLQR)DR{b@o@}&$C#}6k)VollZut*1YqTp#ql^7c`S;4EN!aI}|U>A#YSv(K)`m7!qc z>49Gsq9Eh!N^#8rq-6qN$Fv-kW<3yO&@;w5bpai|x1-s3@1!pWLq<=;C_fvW&;(!= zd4nq%yW9?-ANNp7o~3Jm)$B>EimGc40z>NUS~I+{Qai|hdEFUR%2nQ%fi3N-x4Ftq zS!h?vdDE*(r%drm_MeH4gT8RJlabQLL8nS8=!Vr*PUv~opSWM;m}4t!sxjMG606zkHV&3L6Qvoc?P% zewbAIqj}d!jH^t%nc@Q>LRz!wduK^OYf5DwD-1EWZweHN>O$zsVPjD89{hNDcfNQ zTTa>wfC5c|fn6x%wiHK!sW%vhEy~s90=e?^P+qzW)hWO;3c@a84nS~-5Gx>zD|#>v z1icVdx)<~<1M_Q)BxLA|(PXkvMIs>z_!Th(#T7Z^{Zj)&fiaU9jxn00SyatT(JsX9 z3AV0x#LPcQd4~pjjucjUvt^%4qFrc>HjYb~Uy#mBdDevA6NfW{%*H2E6q6;9SSo73 z!;~~QjJIneE4Z1lPXq&U?;7t$ksyG>+?Hl-=D{CH+{Dt$@`M{#3rq#-;JUs+-Xb7! zh)^K6eh3OO5rkSO8TcwnKpapYKnCo96e~UxrMMgyaI!U)Ect&6qI8y%ZbdT3|ek^yos{7g`EUJGdHyhuwMl!lTuz;H=-KBS(N z38q3$KakrE=#NFJ$h-%S*T8^GE``9(JZH;KR#NN|zHkifQA}}GYd~YdWz(tbrgulH zPl=*PIVWd^V>o}# zF{E3nYNlXIS+iCCE@VOBrk2IVxCi4=Qxa1q%+yM*m-QpAq<$h`s_Sfe+?CWw*uJHP zt(g@5a-tg6`+QARCd~9ymc$W*?t!_0q{eb6`ta9K8-#u5dPHIW)TDQ(qnlSyKDc%W zPokCC2#Hd_qSoW&u#6@PjScep<{Ho4y0&CjyenKpMd6sm)C@1$qmtOI;iaAQLIc~v zy;3vDhMh^iZYWi;q!j%>3v-qe$02TaJ~I z_Y*XKz19%fqZ0_z>4AIZ$qd=NZ-Uz9eKt)PPHWG{Q?CYhK-tt+Cz##Ugs3XRV|Prg zjE3+zj!GIUc~SH6WqVJ(od!=tX|l=JQ2h!c?iz)}wN4UXVP(^_j-b*&7)i* ztFw62bp2%l42ZV?;+q;i?5Nd_N?su9kD(Nody?ql7>N?(&`m5%*dSehB#XF|RYx;d zFt$6Jr06X*5aABR?M^IZ2PvLZ30c-Wj#y)i)L}=r>S9&6v3dReU5x3(9ZWznUYE`t zYy>NwL#fN<7DYm1-dgj-^MgDoThT6Xt$0mMJ|;LnF~s<+$z6gLIK3ML$J( z#EMz*&f~b{x9&B9P5T0i9Y;TK^Qnyt?xMJjUrG$34q+m=gb1&Fy)8-%gKVa6&FSpO zeRK?C>})DjfGH5O5cC<3c7p>XqSFwA3TNH%p~qm98i=i%l0{S#YnH{bq%^Bc!+Z*| zuh}js*~xW2XKon7gRDg1W9VF#1M0&O45MHxW$C~T?!7C7#Kx5~CJVHovm#@)_+P@j zEN}EuG64G8OZ+dkI>i~ni`iIQJjH6PQz&hkQ2Y;l-@f{C?FVp0digPYv$zMQ4KS4F zSsx;oBZqm-asuUJfO)&~4B?>MVR)Ssp!y&Ljh~few;Rg*;0I@E6tP%5H!~XJFm3)~ z#PmGGMH#@+e_J&xWiYkUYKO4c+g6fPEdg)2pB? zj7_pl(gDLX;t(%YGYn@x9kbJ`E*_|UI?{{fq0>g@-NG3<8(m3)to@8v7~ypJ$fH37 z^}?l58cL@vq+N*ZPq?zC#wOJtXq9V-l}dOr7n^l-m1iMED}me)H1u>qf)3Ffh2JQD zWUtpRp2k4z1}3M570~aeKNi!yg5IK4$YOt&S%9az1XP!Z*o(oLav~87&RBoIFX8o0} znt8r?GZVKl>IbLmQ?N|j`v`gZuvLj0vc%q?9NeMTDpeEsp5FV&yrP)o5?L?6f%}*w z_}BM@*WsH_)j(7%eu0+?{2goiBfNn(8GSEwwi%7z(A#pz^sj^*b?gM$PlTg0)u1}9nHUWo+a+h1RQkACXyZ z(X0{~MzFahDYxu21`@1>x4|04%ufM&FH8EwYi6vAO(JV)IM#ieD3xk9Wvc2aT&(D1 zpxUI|+{{c%iH7+hE_3c(jpjY-%reW>2BZ2govqEn)11LihN3ZJpNtXM*Ox(a>kLS3 z=)AhjRI@{z2J7|G*vR=RA^4laCh!Qlu3#pmVsC1|w0BFwl41|_Vg~u1CIwVxYwDt= zHdAgi>O|)yiy}mV-UG>z1M?TuOR-FZp3vHfLoYZR%*K=~cAlH1e7jBnb-q+^OcQd4 z6#bM3=iNBs%5JgHPq?$tLXl`;RvFVu*9EzRwGBqb*A;%`4$W&AH-eE=Q12Ube}TfW}x4>bv&7Lnir--mFzGPZcDMc`iP`BsWRAyMQ{3ij6lB@ z2&d?RY&%XM-BWtcRqLZbUpRk^)9@kGKkIa&d_i<1yff%cRnMDwUvdr%CmSM(xW3p* zC5)KiD(&ko0FED$3?R-;8zm{j`H6iCH-wAe=>d2)sCBp;yLx_;Kb?h#~k>!xc zvj+Pb5+FxrsDlrMh%=0YIB*b;UfooPZx0&paW-DZL?K?!6Y zbvU%J4XI;?16N_b0Maq!sPg=PDg_UH3`d-*;Nh-sQ+E+Y-rMh?7qjW{{?mf1r#8Eo zZNsHEq20|rAtw)mkR%p7AbV0xA)(?Ay(Cg5<=(2O#0r}+iKP9K$saWZ)82H3eR+iv z!?d_PvV-85TGbV4U+G=0s7B!{abvq8O4LQCYB~M(;l_&$W5`X&n~#e7dxe}V z@cxk0whU{zY-5Gvbadm+C=3HIip(rzsGvhG4n~d|rv^AIrWD&-5rD*+JS28#0{}}G zx6-eBxR-+!{7Mj((wuBNB!6UFVXur5koESvz{w>PKeH3fg~A+efKH?i6qQKX3BDeB^LFxDH%l0 z%Ot+q8x?%vI)@zm(#HnnHz!EGy>c))?t3e*()M5bDddn2jqnv#`OdpoynY=jX{q9! z3HW?{j+4S`W|Pt4rpUToIC7BPn+lg~CUN zNn$^%ufzeeTPZ<*U9Dek^x+f&a7CU3J#8+I?>Y9y2K5%*|>qzwPD!ba%x)bQ>W{#?1_-=HRSB(}F3|nw9eucUm~y+Qq`b#kLpx0pV=> zZ!Vt6+4fyh&UZ;Uzv<4ljXtmvmA^C3ZvupJD2X>4U%Izz-Dy`Euh(bfeP zGf}^_R|6{b2?}~grn)rnn9Pdt;!tF0W0E!)8i8h1NE{G-QtE(sY3iBaBrO3TPXC^a z=Pz*Y^5Erk=GY8?OK3J#iUPB!Y4R;my5#odG)3o7^(fmyt2A!x$&V#w z7|Se;IKc}X=^gYi2AOvx{l&ENHFf zW-E8N3z5Y%U<|#O46xXb$~rU_cH^?H6*4@zVbgI>%o4^wt)emAE>>(DE6$)RwN*gD z`TLx~7s=P4cp#6(48}4XA0vf^?4Ill)k+BG=%b7c3%j!^p18`njzq2aGf+ytMz!La zoKwRMMX!M}wiLiy;btiE0?acnCB6r%c{I`5jAhOxva9mRP@@MhO9jqwA2}M}(Nbx| zGj$=t<#1;rcUX-kh%q4ZNqh?Dj9=Bx+q@MR)?~hrHgIh#mvdkgL>sPh#epI0$nvUm z;SfkFKq|^mB)HEC4*enGqo%VHso+!ey5=gE6jO`@uFU&k(ZdE>qUotPXv$e&o56^! zr3b2vqbiR^J7a|Y?DlY9oZfix8PaGRKPf&RKO1L2C{xg9q{_qb-5BXrKn9U9DmQ3* zC3}PHMgd`@*uANp6lXy1O_4VM`tn3B2gYI7$!PwbUd@=I%C?8c^C`W5cA6L`<)zpp z((E&fFM`UNX3)5Y#=VA150~x3PKNAg&3*dsZ~lbgDKkYt!?Z& z-)l7~mbf;@K85A@1pdi&922d`8tZ$jxf1K^?&43h%iNi8n4O>W*Utk1SR74;JEJV+ zCK$Pq0QUyeM&K~dlI}**l<*KarJQi!ToJETI0V1;hY%B}&ei_ID>tHsr5aHiaVSfe z8U!NZAsR^3?FRB(kKw@HKkV#e7iF!>wJXHgiDO>eBulUc;T?k7D>GEzHgad1xy@#q z==zN?lg_D;V{!MS%-cp@w(QaM#^~a980!L4h;f^Y)g+aL3= zqK%CtI6|V_1G%!#V94dx$y8?h)}cR}7u%m-dw6g2-e-@Ql1Y}4;U2wv*#P?oVB*aG zB`kEXs3MCQcPA%&Wku2nUq5M#9Z9<73nH47{G?BCnH9D0;Pt5%0do%**9s`hs{LY9 zl&+LIf<)Y93n-BIV8!-*aoiMtmvH-`6*y%zTI`E*%DTjug5V#LcBIKKF%bf;O$g@E z5fkl2L`LMKAu;*1Z;g=jAFMD`*?y7sd1toe>z6ya6r$OFb(&$~dePYrl zLHJjRoTjX?y;BIKNBn+cgg69EDDy7dUdfpSy643FD-&+-q6NVmTbc-$@yYPQ+iv_W*$Wv$erMS#yC<07s3iz zk0iY}g2A(#-y4nhpFWx5o-4|Sd`&X_3mIw*IqFl*;k}!2gpmGGtaQHQ`-s`oMm<+s z+UumG{oIndsD1&x>y<*t9Aic4U`dVgkE*AZwfS5*1$*=QP4^dn%l9DWv-C%|KZHZm zcXQ?5-hFcW-^aVZohrHZ=I-sMc=Ma4;*Ve2<7aoj;|@?Yh~m?fv@X9Zu;p0_Ro$Kz zI5olL>9XV_!%#uZ#15mkhtvBR(sbhz&faxorS;TQ@(5l~+ZWE_1-14AMEl|b2jpyn zeSZ_`DY@Y@Y*CMjhtoM&YaN7<&lM1aTd?T-?-a zK#IH95iS-%J;L7Uo`euhu!}A)Tm&>r{I^?RW6aPZ6uAZwjt_ftx%erLZFnZJ-n&|K zSzyIptz7yOKwz%*gW-v65@4OwEjJB)xXzIYsxV!^xr{s?9`4woAE6kK9zguuKun+T z+Eh6Qh3agpgOw|AH!cz8pWS`(;>8Q3O(wFv>1=;>qB#u9)jONlZ{FLwc?Aedm7g5q zkgW_7uR!>*owe{3ax#3u)4$>VETmW}EbkFwo~L_r+zvBB!#D#*OxcrTUK<~Y<=9~s zrUgJQScO-vZ55kaE5)bRwl=pe1IFi@kA8grCyxs3z8+q?_h|DQpK@?>Yw+mi)+2~` ziA2-m?j0m{MdCl)gG8fB*K|ze&sIMu4lbt(*lBe5d_0@NcbaEqu)Hu<6hUCeM=Ha# zyiBXGHx$@l0SIXPUs{mD_8pi=`5qWqS|9HY`kmTr^e7EPW;j5d#bDE2xln^xrttOk zAhRvN!$e!@S(mj?w}TxkCoJP982BkTq&00fXE0UZo(Y&#$)UKG4hpnjb%WU-Yj}CR z99p!nx5InjM~rDVW5os<%b?W>j5t8bwmH0>m=jFL6U7FQe3l!VX}>Dn;z;2J)kM%5 zsaH^K$Lk>yNZ=(S4fFJ~kkO0dY(sAgCK(ZvQ;*?H$iR^etGX~pBX&3h#W`8I-N{Co z83-Eqrl$=p2BagLK#&JZRShGW)b?jf0Z7I$0TG`%kSbv@iej)ShtKsam-#lO5Z?@Z zNa{n$*WJ#KZ`}IWXN#AOOms(pW3-a7pmj(F5bx^k=%BE*3NIP{7_QKa+OxMtVEffYn#8-?_UA78%Tsab7UMHC*D% zQVGu1JeHk}Vlf$z#(Q8hdA1Rv9Ld}BwYbINX>l#84q}|-81QQ z8_fdk1N`~H(JIs_ctVw{uU@aF(|GXel_!1Kef=80c7`)dNyPlkPhP)%^$ISQuU~h1 zY7F!id*j_pjt;Li^`*!L5u8z7s$5p22?H($!LthoqqwZ;{IvyO^m2q7U`O31USVpK zDlK?JHfum}!a2+_bi4k_19hH%05PcT<0Zw{1#HI#k|KUEkYk3yfV~+E%oeX*(}08T z<~=g?`1fwFL2Lf41UY;0(d{3II_>z`<3G9mBRu{M0=6gr-t8Nf0=(A3KV_nBD=XiB zGj#XO7xEx)n2(Ons60d4?kv!@M-%81eXh#WI*QQs} z+2-n%ik7v8rCm11%_{L8Qjs#p(0-jcjAR(BZt|dRmbxF0T22S7n`; ze5W3l-WC=k6QCJ_abd@0PqNxYusvAHa7ZVY-B@Z`XtnT_J#5g_RlU2ZZ9HNbuG8tR zK~@Z@Z4`50fm)(q3!O4tRh5P&CzS~n2eg7~cz|_b(cq=!k^xK}8%oI&0T@x^RxcUC zY$RH1g%`_pYWvEXbqrk=)vrFXO6SJSC;36Q6grX)BzA%u7(pcGxZ#MGBR6Sl*ek=%bU5#?=axi+;Hss_l*P(r5G{!9 z@04qclvrb^RUm(LRgS-|e)N61mv>(0o;95?_2A`k7O-mu_J?bYU}d7I)Y&MuTa|6c z6UDCynmt^U0)ewkg->IJ$F33wHO=+q+OCFNBkT~#SJBaZGU`0k!spi2E7TVJl;_&E z2$klg@VT3Jy8IR2Dy%ne6+Uj;D)cK`g@1JW=G)yWEUo!tmvCvpF2QUwai8$dfAifw z;oUyr-9F)526^hIiBa`T_V_J#ES4R+tJ(=P-A;Tx#`wYb&@?==kMP*BLAhG6kztJ- zM%10#Aw6i_fk-G+16j^$KMxYGjs#WWZsOssrxYuphHvbWL812lHtgo1jsL&Bcl(Vr z$@0T`7Lryj*}FSC>)ES!z9t1_vZpFZ)=bZ(cIe&ex^&mF>*6A(dv;i@oFp?zW)+#q z$uF}=cDZE05U_wTek<7!1i>(1LxKUn_{n-SWauBT4d`E3$nfRSZ~pzxIdS_gc_G=o z)3cQ`UCjKxh!YVfPMkP#ZsCPbdm;f$oQ`lDN(?UX35Wf6FZ*X6lFUR@oxkU(7N#q1 zJ3MtDLXMm@TA1 z6Y{S@AI=H&@>{)1{HTxfWQ{^xW_6Z690OLpdJT{;o3pwTN&;~UXtZOL3l{yb3sSQc zge3A-t&PCXi>tL;)w1gP=6CTT)zry92-xm=!R%`#s=AT`yth#{w32F74BCX~= z>0YbbI~vOMl>gs1=M_!A_x5_qx4t4@1z!=~W6(vwCH!L~w++2?XeB+6fL|ySk5|uO zd+(jmQkw4_!VI*JD8H*Mw8)iIpxq4;m*4s-x1d$tqsF*$G48R z741LjjrWiGXR9xdJNv6*#bo0+AheJB&~stCJ~JH&26IPW

j(cP{e!_UIt@AyQ|^ ze%i^_@AA5XB%}2<)!swF?JdxWTw0<9DG#@>pSK;f_&wi9W@?FZF<8@zP zQ`pxc&sjvAb$+_@9D>$H_S2nybdwTGKF{RJbbjS$d#8VkMKdH#d#~BgzKsGmaNV4T z%x*lFU)!SmKWX)jPsZnUy~eGM2-|MH=zQMmy&SA$-(F{+KzD+p>@a(Bj>O#q^C(%n zq3KzvR6K)=iL|i{9V3h)9b`7%&(?hj^=$*iP=ARF<>{A3--444f=I1%KsCC$jS;NN z6BCcNZ<=DVKrQW4I(uTaU;*acDm{Df%S%Ih6Am45g|4d@E=UHC89tN@0=Uo_{N<;+ z(x`+WTg+k_<+fdr3b$_>HB?dp&1QFdA7e9bBAXsBF^4ffZ*%d&1vZeKI%8YI+#5@wPvM%WQw|sP`(L3~sKif0wi6mCxh;7`b0x$ppYSj+7mdG!?TmgF1-10A%XVfwa{7yB|9V{rA22*meKSDpFp=4@ zlJcN;pxkni%Ez~~GL=m8bk<#_IX+WvtefKwBR!cy{8)s{46u-Kn^Z;dCbO zk>AM1pWD<*tSnOGqzWQ%D{hkeLPxyU-%M3dx!CpV-*rNB!dwffnpp zgYMB+0e(va^AfApLPhS5X4lu6+C#GmJKk}G0gFtGJ*T;|gDZ?-BR8SM$hxzeH&LXE zlwdNv6`2bJL;oB?G+zw;pCh{Iap>5RTibSFtlED9!wnad}xIh9&qXCZZw5 z@ib;v+JxYf7Tb_gLd0nxR9*3;`i_)J6_xU+AX6beiX$$zZu6lFqRoS*lZ%pZGV;#L zZxzep>Ek;>&aSd#k3ilp?6f#gF`$79CV;RkKgl66#w()fZBAKnO?G)bY+(6BaME(Z zniv42N0!lWx3k-)Z!90}_PFhfNQQHZpxZ5>1fiH^&YBch0FkKXIDR~kn5YFLc~xAX zK;24q(Fn`JGFpn>?*LISh>%a)6zjHHV05T-L1DaxaI~Yg0D0hMgOW}G9B6490uRI$ zrjOg5Ag7?pEqlT; zNw$p{O=!3c2lfg&CVMx&z9KYycz!a3_?5Gd%yfrpxZgyG9fM;YHZWC6)h^%KrAeAy zy%o=}qi2!*k&Xp}_EI{CDPAZGECA9WJ`p7mC6x{5J-E5yQkg4iIazwuD+~_aGgni* zh~`^0z|>3ZF?%nX$!WBbG*&2yNawD2IcZmou<6^M${k)ZSy4~+-*imH6k_Ix{s)`% zPx)ryr72dd%=?=kqs+Ci?CtsE%~!M+L~YxPf3*2u;KjEb&=|oH8?(ay<>r5d!rzEi zpyT~k;Gb^(3l#Xxr~sF!z5E}T$A7|r*t8%2nqKs?dmzQisFBCDNYP5A{>bC%amcF# zfqXKlHCVuwu`0FQ^$(cA4$OIklQz30qs#6y z614l0k*eU|!xOZw=WukC9mGy#Og`^1D3mqHMdkjz9#XZw$X%bhs^!p4z{cE?2B@CI z{ZOiMuxyu%4h2X7_!PR!hrQM@d#)GkRe_=cd|P%Hhfs-2$52hb!Vv);5t`VV4eV#9b*!BCopsZ5NV)O)nHBJT0$r^Q?w)S_5~FNA(6Z* z^8w~yk4-sM{t)VVcD9Gj(N&WzMv|gRN<-|U9q2L6DOU*+EKbOQVBRk%S@8c8p8%gu zrtUp?!N~nMU}{ygh#-1KCwJkC3VP`vzz-A77-c*iWy8}!MpMM~>{Kp4mS*=6qBuNd zC+x&e5zkFd=P1{Bv;o4Az{Wv%$eV^FMj{0ery2{^3OH%mBR16HKV3A7`;#f68%o`i z_D7ia+k@^S+=tHI-|Zp2vQh+k#R@`8`QE6{sA?veg@`p|@0o%UqDLQ@NKr@A$-4ft z(Q8@>9^=UGx{(d@7Qf-x1Vz$uujzi{G{xu5w)m>H+YtYyA5bSDnH^%c?E*?7^>jEn z>LR1!3t8Aist_0H$0-M0E?ejnJXg4ey>`OGcq2S(n5Z86WkP_p7%heCxD8MYAqu1k zvBU|v%UQ^Nd+Beohl6zJE^Xg04Kn~Rh*%1GHx$^MMwXH?b#;zRiOEp+8=9)t<+S62 ztthK;{QP68neBleL$vIL%E3gT36w=4SC}y?w@}uSkY<0hLiR>=(%`yUTUbSEXzGoNu3KqwTdd zJv9~IvrOEc^_`E?k9ZDgbY*3k(9q4w_k?yO4YgXTl3&(ltTE<9;IhVsb)pL&8fPqf zWoacQW*|Vf!p3azU&rRF8zn2?_yKt0<|d3U z28kP6v}Ci$?rc++f{+r(0!B@?d65?isgN5&WZI6m36qxj9W0Ligs zrO1}#nIKM~QXfDzP0(gT2&v4Lj+He4c!$|dZZOI)+ACmA02h7HK0 z$J_TH-5kL@&^`AhAy|}|q%iUv8v-~u2ST}mXd}o&0f&ia3=Cwf2A62W(1SgfH5`v` ztR6z>TGcA6yOaJ=clF`cxPv78gZzie$Cg)sB!1kvmZl0mOm>3cy@OPV<4DP{tS7>Kbq`5BU5!ld=?Kecg7;D zV@(wI32jXGMk8D$vb1#$d)YDk>BiW+_J#+8{^z|ed?vZ-kqg8&@p#K_68lPN8-5~S z9CP%u;lG)h6PpY}Vfy<};y@f>9bQ{K*<((6+)&_%l(sQRGz|t1nYFWr1c^*~3c*c# zGo2?0k0Nkz)M)RQT*pyA8|l(DZ&#_T(f}m|?%OfXQ*ue%;+XkGVwqVs;<4D|wYLll zOEwub^W<5x-|DrP>qt%uB4e1yW=DC+stM5<#x;X=`v4Klxb4NE3d|-#&kSa%8c_Ck z8d~nDNXKG1V{uNHk+S{Kqt;&jGPrF%B63VSCvf#dlJ;LZjma_*2>3}Qr6~1k@xxL?HW93&iYH62o6zU$HVu0DgNkCQEEc%QGAx+xFc-Ja99sRs zWC$^CTGO`?Gw0^qUtR1)NC>S?An)qUC!G=a>dz;Au=^n6QB#2-%O%-R#T|?f9nnL# z(aJ70|9eAe(xtXh>iiJfnH~>9C(r@nQ&1e9dLlOpX>V2KC~iorOq!m<%HYVR)HMgZWb(5C{D z1FDMKn)aJJ`7Zjxd{Fqx9oS{BAaBllM=;b&#{zP|H2gug86FE+c${t7UM@nuvUty+ z*b?bLv`c6ik`FJx;GwSzNqTey?}|d3En&WSoBnleiZ8f|3)>Sf_0YTFjnBtgRMPdd zPl3g66n^WL7sluAeH87*)%L`CS-qWXR6q8ZhCC4FO#Ba1=4w+c494)v)ciQ3f^q8t zix!qXu?6K)PJ!_utz_$%jy&+G*D{tbI&BQT2JV!Ka9KHFZ9J2?{yf}7XH#gjIR)N#xn-%Ou+dipq=r^95nWW$T8o^nA`_f~!_trinq+FG%>qeVF) z7_y~<%Na?Ri~ynylw2?zF|nCfhuU_Z&ZpFzPn3vyZ#Pe+ppfE``{0KDu>l+aEbbes^@XpV==F=UodCep?w7r0xki_5=WH9qVO;30No;$M|Q zqqx>yxdnL#W)?bh;&jZQmmMRwRX)FOYxWlWQJ}Uy=k)eE-BgztR$8FD(Yg*jS& zZL^V}YuuK*!Eh|0la*yX!uSm+Zk!kL4t3rwPP*3Wg*tk4hF2TTUgDsQL$eJhxo;=( z^wq6VbOtbje#9xnb*6%JbLnqxo*<1u-$%;k0&rD@sOy4z zmLzdQA7b;5osjw@+El0zq7i_N)`6tXt>>0 zt|G~saTVFb0+TN(MjA+79F>>30zn`l>McDsStgI{5XX>x+~bC;-<;$k20AJsOD&?` zqs9uYJNqZ0@wgoX5HLW5mXqfGiRUfI;!Ud#X-;LhsE$mCCPH3%Hprd?#N0AP4s{6> zp`uE-5ybmynP^9C9egoga`8)z7DSZe+$EcniDEaJ`%Ac4bB!T~FB&7>VEG-;&}Zs}2&rzv5QPp;(p1dq`Jel_gnEG6F=r_5 zLjfDh!oCkJyMzMJr3Vf|Nc@Ke_K=YI5U6*Hqc`4T2zW=O>1AhAKEQ!+=+*5ErNv!S zoi3)lJKW1#{o!hFu!`LtQw2>s#EiXFOy3CE0tYxlw+_e0M{dkpVsSr22ZesrS_jKE zawM~j&e3V-9Gdx|t~T!cH!^P2rQ^7uibN+m7*AAA(7O*(>6yEclOMcdMPAx$bD1P! z*4)A}XSi51 zr|v6I@~w!^w2H#5>sr*}>^>EN!0wA3X};8#E(7KF{v85+zqR>4{pFkdwNGLBFX6nB zFYck@BXrfPh5tf6Ki=((;k@$v_uoe7auH#H$QkQxHutZ5Hg|J45%(DT4%Zw}mQnlL zl4aoBQe-t8_KqO5h~EwDkf9`2veE;i-dqjB2sSk5jH8}8p{gAtApG#wHf&J1!s_?~ zn3=6d`s;eObv^(y#vaFxi2sn>==ZQQh7Lte3l<6*ZsCO`f#U4}`53n>(Tdx->0NU& zi59t&;NVBHjW!t7#eP@^A;FH0hp_v}wh}p;$VD`?Etw>sYF)3;z+;-Xg^^nc$z(@W zEo4o&-OxqHMI+hSGMs#?p}X5!V&MKfR;vRnHV-k|9=W=0^KwY_a~K=_o?W38gam&- zh~>w;Y)=wHHnxXDpzG9Q!qpIo($GnSQ%>T{$U))V3q>=?mW zfn?@dB>F1A`N?=!EtG6Sk1{EZHf=1C)+-(Oe>`R2kh;!YKOE73S3+d?N{w6yRZsA$ zqy&+=1EOe>keJ|Ga@dmgMB9y}V34#=ewEqykSN@ZILMczUo(?yv5j~J3gr~<(C5-xQF!M- z2W0xz!XtmWo-!yn*oHB|XlSckhBk9xJ8QST`JFk@1@23|AUIHJ1#$^FLa=UUMiDx`MOO?it;fQRR?M>JMqy4bzGf7B&6?rB z-C1H83glma zGMv>_rLe6N?y-Fy{%dTX6+6~@z7IMhUf>A|5HZZ^-QLYUmZ;>1iNwXWNV0E*#(Zv} z@q1S&G=7z2#`Ll2^vJKvjU3 zl$ib^sDJ}Wr)YAK;Al_9=qe=heY2qjR&|bO#$LoXg;$ZaEv?Q*W5LQqwvonl>#|&& zpgn3cPegg-Ea7esQbbzLQKJd13@J|U88cj4wu2ZvGiXf*uY@oaygA#8Cx{A($rTW8 zBuLtZIJFaKuj#DHnHEY-x|5V~O@o zx^@Q*Mr7d8;ufFl^G@U8)Aky2y8h@#ZvD6-E~P7%Rz(9zw_P1`)r^bZT)aQ)3-!ku zn72P%D85U;YgllKBw`}Q9EvMNxiM;GS#KHu9FI0YPx^zYfo9A*vOck>ON%98Kp}e~ zim;fKiFRfKf#iE*oRlLT#~0ypHkT3D^{`yhSR0ei#QR9Opj$R5s9%*31y2>dA^Hk^ z0lp+f@RDBfrs!LZwu4ng#;WTr=@!VDE7R+eTNn4#ej@{j7PB*<*jB)em$?Ti#0bg_;T({~$}S=5QpS1&+wa-lVf#pi-)XUW}awxm*FBw2$v-u#olb?s~K z@FStq(MyY~{v%#c_KUAaFH|14*Z*+yzj0yLQIR*#X&I`l#TPE#nKg3JemnCIEJME= zRO0%|bm1@!{qXO+H4VKr4gE^pD-i562uK%?^1S80InxYR#9ilb&X^8*o?px=#E@_~ zU{@MLltaKSbDz=7vBF=CE$UN!F`EoMip>^NIiBVUvPQLa?BJ-jaec+~)2;ejm_CKE|g|(no5FfJ46j z8-c(G5fmBBxm>In5gu6zrzw7Vq zA$vqGKSTfnHof=fzTN(NZ!?y^%~<|b$XNd6`a^^*){YL53&evvcedSHbGt1LFwjtp zy+WmpLJ0b@6{*`U{6f3KV^hf*+}@V6H&8nN}Y7iVYWZhz{D?1+Wmvg+v>@ynw_)+h1PtAU<%3g4~vrP$(6Gfte09>pSM^w>$1 z=0QtQk(rzTGn3`#Iq}6*HAO!T>_D~dv%;&y)`7D)3QkKBM1JuM%oTh*gF#S zz5#JDYg})%WT%XqU$ITsY z5e%~=mUbFXp5D9r073l7Ac_d7&Jk{UJl=0__0HOi>?dlfOCYI?mT+SoGEAorM&HJE zJ7c&Pn)YY+d`S1Rr??@i*L@P&)BsDgY{U^Sjd*GhevN|@lRaTlT>5fi%}Y&!nzE>X zs}-X0ZKOY``i)8n>%OoEo=LQd$nu7FU=b*p$5D#1p zW)&cTUW-)Gq1hJJ7B2n5JxzOhOjRfk22$i>N%QcD>!brIqez1s5Qy2~(VAH&x6vmN zYjF}d*#s<=IP>_4DSe@0Qc3#wE z;lUV+;(n%037-~dSyBy6Pv%mIAcI>svHaZgaM3Bo|bk`a^SdJQciN#*r*{c_WN`Ofthi>g?bda3CWS?e32z|T^`vbx)GCS zXoD>*xCyfO%)#b=X%~^rkc?CGR@ayv6>;y31&4Uf)E$zue4(}CVZ2=~i!2voOMbbm zuiK8`{}y+Fzpf>6pGiEJNSE1eo4D{q^q*9FO1=~&AkvTKyAK6_1(%R+3_0Wm6^*F< zz1%7?h;AXiT|^gMMC-DYxQw_1;jex{HgNDgid*_W`30FP`t=?6E0wzbde@uK*X-5i zidC;QaVb!j_1O}=9rb=g+zeJIs?{9>Y$H+9wQB!h^ZW2lxIRZUzhPL-Kizzcn%|yQ zv#?04;-{Mj=JK#uWpRaAWPnm(!J$c=`BBf}lc|T~@ta@#ww|HkBAvJH;o_5V{|svE zZ+Z~SQuQ}ad+H?pF(M4cPHkhCu;;is z%sqmmq1C9?>F}vPl+r0tVj?nIcTIISH-jzpCT(!b{U6 zr)yW0GO+&UTvGirsDQAt-T4>?6413KCgLH7U|UwR&5}H>KrPU)9)*MkQW9zp2RA9b z9iE$RlE8V#5WpKKKqaypoiCRo+J zemoCxjnUws?yXdPh@6e+&`xE|nwQ%{Kg^1%PjK0?gfKls1dF^E1aQQki0A6#{kTZ1 zg_03@*kN1^4GMsoOYSvj8_rg7GDS+le6^=DPMbDt3vEeB*?wi0F!sBz+pqSJ-<1k) zT;2HE?msEaXw)q3dO^PzY!rEtFWjWZ2l2IFyJJ$^l$OV52p}Ov@FNJ8HEqdW(O%*L zU{QIJ!@y@;rlThAO4L;4hWm&PamAFRh`Eh~R$QdGoGg=G*;a{#s|GIc0Q$# z49Rz^4TmgmS$%O*G=@6LN_Y_J?t@Ko)y1sSED`bP%Zy(!qn}I zLKI11IG7IUkz6_cc%Pj6Xd+4S4D5IDm%NEiB23@5dW_(ek!C2A!Ij77fNfDo#U*r- zlP_0zROi^#ytmd`gA#USVfYVm?db93*fsM20uvfSvLoyAI>0X8>rbgD#`wW3gc%wz zorOhFaBl=^C1*^aD2Wqm?v95Z?okHS8BwRo>x61%k)1-g61v-G+Q8}L@|N&=qsRNd z0)&T4Sf zKA&gBtbN*}vD5LX7TA>EcF7hhN4lO=`u_W1n*gw!y$3!=+hu1LB2D%_^I+mcr&oCq z7(WGoj%9u&*!-0;2h(O2h|96U`g;HQm4JZW@j>{)M?w}CW8ByoEXn`VgoHv z;v3nLi}ck0moNB{2Es{5i*Q@zsmod@ri#G1S0*@0v=AUf(rpT#vwbP>1W*M%I;ve1 zegvYvh06>;8>kyWbSk{)2qF+wBY5IA3rOR0HDPBJUoV<#{|vBr!I;GETY?ZQnnLr- zPB8&vD6X=>xl@Q;&zo3_a@CADeK2Y~A$~jiKbE8EeJMG;?*Pzjcn1%3t>0~LG*BOX zDnPb%XTy{+h}J_=3nXP_CAjs)vDT~(zG^m-(oPwIp73i(-!U2RzGr4vVP*~kUO-#| ziNHfj2`Vo1s4jv3QZlSS#ZjD0LRPw4?D0?vAdk7ic+3hA1JN%A@L2RG#ZE@+>>|B1 zplLV5(y9kpOG%c2!bY5+Mky4xCcz0(lrQI&T|dDl=>->9;#}^~R$!VeAZPVfyl#@N z;?y3i(2}_p(9CL+yL2Zt%_rF}xD0D3ehdAn*a9$GQ9RU)f@`zs6nb9Zid=Lm# zWDMw{S(*yHVp|cYQnLmsR7V$riF!2K!K=yW1XQ zFi9bqdk><2)}D{Y#5LyRGf|bQ!AGy94*?0(kp?8pzldug`WFG}Ow{h&SWk}yf;dN6 zp|ea!6u|nH46(+=u&kA=N;9U(RHL-`2uAN5eXu1b!UqGa#FHT|G=O5|@klI0!z^3V z#G;VlKvy(P$@}swD^%QtiW?AS&axqdbDOW;>-NX@R8_m}NQ$fP)>>=5w7cjt*;!Bx z`LMyBswP}`mmsKS4F%pc*X$S{D~{4njh~AmD>L>S`U7UhNK(hPL$S7>x^ zcyjKb&7OB?`*qIOTHk5iMDCuGbDYSfE1EN`AWKLpFp(qTcBtW)iFgTCPN(g`>F*Vr&OMLT?j>nGDMPiH*U&gU7YwH~D`E@%3SDp!KajnIfDBGyQ za}1S@v7BE7#&+C_E91}09r~q8=$P7oe;Ke|T9LkusBkTRO?p3_yUIvCaK~ZY;!0D7 z*iyUN^RFC3{-zy(ON+`8S3wljRo-k=2wD+{DvBE_`W4FAfGTRHB^)1!c#e#m`$cnliEw}(d@ z_iMI&?0d4E`i1uP@EDF+Zoimcvh<>fJGr?;v;IX8aFX@z<&UUft#BhUO5Kck0Imxj zv=eO-L3BC$8+3Rq$&_w-aE+Tx%nnoGO*uJl6wQ3Xxx*RIQA|OIS>Q~%z7D|yRNG%0a z=gSMQxOM+hPiJ(^i&8O>6G5|_4JJsLh6`XjgM(fZ37LwJBFi(Y(E5xT?`~vkslk~q z;rDCzHA+B?erh=sur6hF8}m}>(4ZkWT~wp%0qsF(Bn_Xxg= z%mtBNq^3Y5YY!ab4mC-HP*m(}2^UJZ`8!=Eet9BkGrNTN&tbqfvh@`vn`qH>Gv()O z$58AtQ_bF>0LzA#0xN4WE(AWZO4=a9K>fEg8FbI1KbTwNN)2)|t_eI9|scLf(qkTTRFxOHF$ zFBDu{`tt}JzALz!QSSs9MQ}F(4lfj3T$&i!Ia|MVhE;UFe(M~6K3~7}`AwxYMMws0 z2;L-~0%R-HO0pIDZSrlzp3EnTPnB4?b^6@@uwF;YG|H}tF5{$hWUGmZ2@gTXqZb9BtyN+@{2dgxnX5xhj-FCAZE^y=XF z%;3^Mv}B1H6guu8Srjf4MPhI*5f6dWAhK;T`NbJPi}Zx7Bsr{qini%$q0$60GCZW1 z1W4|XN0#B2efU|SwPPohnubRlwLGS(Cp01SFf++x527r|EoVPQ)TTz5c}Z4c;4It& z@;%62gG?biNH;w^b}5NY!!%9}S(|qZg+l?W*}(uAxxiqv9wdH-d{p8-#ko`l)-6!4 z*@$uT>a|MG&OO#->y@xqvN}KeR^O4AN9sb2u(%%;Bxi>E@O~*R-k(qrzU0(bSr|5f|5xT zw75w67VJZqoaw4C-%06Q;Y6CW?iQhJ-nRC5+Os7Sf-;x+RKN)@d&tcm>yLZwBe3v5 z4`qD#3SsT|M=?Wi4JgZ7q=ir;G!dS~ZQKSbHG79_?+&9HK*}LXiZYMCFzU#lIq$fm zDxq7^!?<5=9!xojB_4a#DNgZ7PG5DKkbA$=h@9uV_oZh&o;-sdA%$=C1wm2A-67m! zK|PKtE8}EQS#_&-P#m`EY0PnV$_zY?+;#)G=?$yJKA>!9KCb9{y^P?n*w=qLoVq|z z?R(@JiO2Rt&tq5C&n zf_mLQm5h$fU;NfRb!cn30Cmfr@rRq&k#^&E-P=Oks})+^`~-!*=?a-H!6w1V{ABZg ziOZyX)yn+q&HoK$zEOZforD$mKQ{kw6!=Y7z>sM#|KEq-{~F%@y1jk#{9pamJMV1% zfjph?)|Bw(-yn}h)sW@6A4jo|^0vBnX~iM}MI%7#oLdoTD zJU+R#x_Wwg3K4}VNm|3v!RnDFEXh|tesJgBqpf>4kd{QM{CEIiglRP;>Y|(N;;78S z_g-iBi0bUq3`gb80j>rR9Wd4~lR`oh2EH)dAD=RT)G|&fkpKF-l8ZW|L~*@?L=hMG z70dE5SNaW0)gkOsv$<-J)~v)IAz!+y|1ZHv2vP6jbTeyb!M%Ln@d_bkeyKBI81 zKg)%6FFHAzASKX7=>o|L=sX~7G%OQzBRc2;i5|R9FTlGom_n`xTb$2sRJ5 z(hHlf!yqIn5Jb}Uh26*>>`RIuRZ#o6I=OrWyqTcHgro%B7HO(4>0Q5PauF3G4$6chO;b;eden4uDsRzDnIe4iY- zh0>bmH-~z5r*Y4Sv4QV6w?~%AR9^JpT)(!Eqquwf2=rIcyO`k6Zv3-6Qg<39yJ%bP z?VgyW_@<(K5BCa>sIyj1k#5}#=kyo~5}ohA_C+N%fJn~X2Cp&&$uyV|irv?+6hJ#J z={u>1D^?=q1fXIQ(;T5Q2>a}Gt;Y4iW7V=Y?)5?XqtFPP>UD8&f6}WI9m7NWem|r3 zgKNfN+%Eyh(;n%rlTa-|y-&WDzVai(WVj^xX$i?==kmpeAB83gb7(yvpDny$hf;pT zBd%Zfys`=i9^i%qtZ*B)zlwnP47$XlBh@na{$i%$@nTl0S$H}@QbpX%4Fl0qiyaQg1WE7f5V0GgY=l4^zzRblaa^DpxmNW>Cv6a-&tIRv+|jnwhbt!>ELMNE^HXHY5j&oPc# z%za4+_iZy;1mkR_f@tTXc2*|G!_^J0A8ko|>bAvs=ZJu=lG+Jx#$-tm(TXwHs@s!I z6h;@Y?F-Dr-MIdjj{l_hUm2V~m1}0&Pc+vK&wLj^ya*BkXiLtJUpnrEvqNnTBWQcZ z@s%W3^_fNaH`nH8QG`E(@&m7TGvIIEDNeu){&N}RUzq85dCwu;_kLc=ze;@1jq4AF zXC#%p?YQ&>aBVOgghgom^5}+kTWEbz-aZT4i^$nCu_H zqUEZMoue%Btr*6<{q#(_j&W6Vv4WE8yNJSyOh2D)c~t%-|MlZofZl7z;hPNuDV$BK zh`xS2DTAv3b!p7|9$(~$D%3AW)T&_-<#Pl$;)k5Bnu9IdpBER>FQ<|#Qex7Z zFpE0Ki?jX&Y&@pY_i2Mf`(OMZD;At!tX7^`aM2Oiv_USg4y9iU&SY{Tu3~`G2b&6S z$>E;BzR2luXR>fAZvV88ROyR|b*K>SHVQF1W)t9-JcLUM0p%fFIVT8Qz|DX^S5{3x zJ^egbP=+%K{Ll{;O5^7>AraG7F4rx(EXBAqUsi7$g`2h5$07oqamo%TmdhLVe& zjoV@{3`P>=WzLwIQ~+j2ohqs(adZs%=Xj1h8Nlr_*=i!%#e1;UdBBWu(whbbb3P9k z-U=N#J$k+>QiC0XX2D^xX`|x%IYz}|(?-SjbBv0`3Zsf<_k!nz3KaNLK$u>2HEoOQ zW`xu*zg~{TE>r>1y)Hpav0DMJ8ojmf6wRIp1HcODwW6PeQl;*e(Z8@^C6!t$`XIty zP0OTW_X%V3;^ExTQnV9d5n46gtNT_!dJ3*2@lCNvcwH>I4`@)~$DQ5Y5##UYmEs-wHE|H;ea28CBl;V;^@A(X zXA5|ykZySv^Zl4t0A)pfym*wjw&*+kSEpNt>%8kOJzD2hc9F5VPF&4U%VZXXQAsGW zg(!=|bmD&It6q$DypS+2Hnn5T#z%MWzi-9|52Mm}pp*6l7JPV+@s_JaTZ*biXNc(O zlx80={(5e^uNzxME=mQo*lY_U^>+}+_^a(JiXwzH`83T}(d7i*7uxeX;@r9TyqXhG zG^+|J_G=UV;CU19Qp`l-3+U|mZJ@d&9W?vhGy2VpT;3WVjqXg3@#S=m3khok%!WVz zxg0M5m%7CI9!Z_t#cs;4nv#XSyDGY^q+X7WNW%gY!0DA2ZX^vv$a)Up_b`9Pq^qjJ zqoY0o>Gy^cIP>E&P2eYWbM;Ubv<_)0Vrw_<9y73&?#27zWo)pW_`e4N+KoM7Upgb%k zMvC2`xy$rzD!fbd&L1i-(z%M!77vq`0ttN#Kw%?DU;*I~S z*i_=!p7^A9$uxVKx|&{A!@f*!of;u1g?yL62Q_%Ggw?PysixC2xfByqV4uvp@swtZ zY(lS=%EeI=OhIQc72jA)6Vce*>B++8&cfeyx2{(JVfYMTjFNHr0T#PaxPr+}A!Wo! zy*xgGEHsMbu(8-+l1A&tloXS`)eOy#Ei9sXrgKs9p9l707EO z0h&-6`g&yqUmkav-Ya`hLlADMhB^gWTA=gu(s_9dNt-d5PwQ6Ah&+j3<@v&?!^&LM z!dcz^;_&HtPU&zVLYKrRmVkZil$8!zJeGw;<5`R{9#g7&_MLY}sQCt2&y&+JPj9Rq z2|^4qs<4+i0Vy6#BFs8vq(iBjplQI;?k3>o>0RlND+?1%t!_)WP`p zX#^Zg#)~*{0J1L@H8CvXH9I9OOwgP-%CtlQ7EO0<3kRmPLVR7Y9D>sxcJdBx(@^P6 zAt33qO+ze5NRV2b;eiWMHrYb^b#;pixvV0a8yYjcIdGoUs$^2#8NonXOOz_kz(Vc> zU`a4n#DLqZ4EZ|vv`QMmNVF|yj~;K|yCwM#RSaM@ntddMWCBho6Z_+HhNUClIh14B zcyc@(`Ee2eKSJk);i9rUX3BqmB1pS8=a4Tc7^H31 zqa+}?v}aarZYkKhp-cgKndu8)>$c9T=yDzGtLb_D-We~Iik)*&%-1)R4rFFi^|W)9 zj3R8QBJPEso-Nh0gmB!HZ$V)i2&P2bp@Cw1zQIttjwI#)0vr`(fSED&JP7Bih4$K0 zY&MqUIqjd8P1I!-b&{PytCUn26)nKPci7uQPSySFv=!m z)_2$;^fp~22{sFHii8pibS>>+5C|RSbPsMruh>9}`#@`{&exUZ`92w?RG2pT^a>V9fs1xKp+LV`&(r-9A%4j{FSS3r_siLBy29iBxOF~#usok*vE?)M+-nLz`~ z#%<)tp_7~r>bppg#;*yrnAVQ3aKwO>QBc3N*(rGGUIY$hZ>nse)S^UHm(u%F^6auyN~Y48eUbGj#Wce{tD`CUz3{CCJFirjUV` zIkP2~eTMXhrmiV5Uk9p=T{$(6v8`O$Rf`E?dwH{Bqi_KE_iqxzx)LH=Y|USYN7YgQ zCu}y+F4n^m<S z>uK~*1-6#XBA6xg*NZnE+=2)SbDbU{VzZrU7U=-yTOlIqs;bURD(TmhRztM}WuCGY zYPlN3+&ys0<(bZOK|@-Df+>*ZQR^0y)Xj^HfXouDco0*t5vsfXm;H0REuyGkc8g&i zAhkFExz4AeKsSmSin)xDs8=u$x_&DS&l6izP<<3^kmVK<8d-2bYOfe`Sn``(P#m=N0jdPQXIUPibFDC1(lXaDpDpk7CJk2?zq}k~sONy3# zD5->t?x9LYrh_hUIifV^cKRx9&SUo%CnL*7NGZX3*#=L0vlj>D7QXWN8r8pte zI#w|zPj0=VxmgHZK1w{q((o6SxJ{}Y0?Mkx3oPksnwhc`e1$5*Og-%^w6uL2)0em4 z%_E$Z+^2TZE;_J;M5?H&Vth%RB3aGT)0Dh)w58#Op&D(}EqJylg%_K+@^YzO^d5XN zXQhQ-J!fGM3DRnrmv5|UED4CJxhfASsZupn(>ho?P4u_RdtT`t?qX8faNK>M zFu2+EU3n5=33elRffZ@4EI1m;#U2G)IA_v*1eoM$Ny{WOuZ03A+}`65D}ta$^Nd|JtR?WVBeF{;IhsEyNf%^;;CouuKa~hX9=I*ik$dQI zM4$^q^Kut;`I%v$8jC&80dKwNomXnX)4uI^2pm~+NiP{zL)Yr7*Q+6M#wwe7^(yc1 z;&|K_^ZGS@?R7?Qs}*0#*RNl_>Ya^Wzg}8NFYkosL>d6;`i&Gqjm!0$5Wf6=GpXF= z`b`L5Zoiouj0qqw-fstCX1`hR%IJi^E=MO0!k6Fg%h3t@Jr|u^3g4cIaZ&mWN-{;y zNh?KuQUEd&?KsYYS<4-c7blx!7|zFU0fH|MA^|aT2)^{C$)2;|q0LYCwcVeKLHY(S z-2DXo1t&=%;`!K4aTryQW==-2($x&A5WeAEXT&!?J>YTfK_(>G^n9)zGTp%^Y62+J%S6UbzpKXc_e7gp_J{U*-stt;f3K^(K-^ zdA|88^4dyJ^A0R@;L6 zU2a^|qxH^ud$>PdbZL=R0m`g<`bNBtO&y5uqv7P>P@d_1#!gXaaOm0#*|?kNvzD{F zBiv|DFFIFja4Od*Jkz6o`=W)KlK#p+K@15=SPR5zL@V&L$*?ZB$NE8np+^PO(IKDre47zDg zPmnou+-&Sf=2mNuo{pR`i{@pw8Z2r;a z?Z15Ui{JIHEi0bk&I;Xmxb!uY@=??7LS(AW5t!uj*=g~IfB$O_PgwpBi%_+^L~&cu z(bpcX{Thn?`@Sd?(Dv@;uRT2DyWjHf4B7Vn^Iv=TkNN)Zy7zCMf9?OokbYktPdM!8 z)xY_*ciyQ)gS?pDRVgyZ=%rjeF6DK_XykbT1AI35#Wy52ov!?O%a3yW<`=&cJ%2FR z?;+q}ulJ_;lfV17-+5>G-PK7xTE#8ctG&U??BslWI2>HNhS;s)$@!>%a5&CxuH9VA zKIjjRneeZ3lu=L274spu&`I`mIEL4Mw{v_wyW4}Za?Gru2%FdkjEAlUoLF#J$JMP^ zGvGf@JKg^9Xn1gbJ-avRkE}+c|I#@l@q2#L{Ke%)6(bl~i=&)4z@!+VJM>n|do@bpC^k+|4*Ae(PRMcQl zJ)i+$=IFuc2)DQn4!}W%`{Pq^By_TiYjQ{ZUF;|^vRv;l=C}aR)fr?wb3o(O+bn4<6mU zp7r#C`ra8_cF=#OH6Wp(vcmeVUArdd z^vo}f=5Y6UZ*OcHF*e~3CVk`~?f5-Hlam5#BqIFjo$+2`^qRIJgm!WGZk@>WUTHFdYzH(bm(~1PD(#e+_`=x`t;bU9%rO@0G8c{di`_kPBIc;$L+yS z{9V`n(GCCckBp(;%A|vC+}DxTV81gt8fT9X59JFx&=2-yfk~)+K-P7c>K+~JJ7es= zDljmzij&kWK><~hHatqLLNo*pRjLu8=?+vOKwQ1-pw_9PH( zeE;^ZxJzvQee4~-7v87szIiUC{=sGgrT#r%>do_i#me90W7%QiSHj0DTa-6b+EQ*` z&DFu~zaFvsEwGN>2)zCu{q~%^e*JqlZmzBW@GZl~R`ZtO|4K4^je_i8kHntb=T60q z<7rO?@{hUCxE*4c`|UxOQo1)(u=Lp30lL`8fv&=dL0G4;p}N=U9`R%}+`|t01VY}$ zHi||gI1N_rYmQkm2RFPVf}w>{4mUgJkPxxt>AQ;O@ix+5&TS<|4D=_~S8i0al5@vP zPn_|=4pwk0@5joil_Kgtk~PSc1L|wc|E{o{l5R6Kd8pzc#uP!%0#dS_1k24^J*B-Q--9` z3qnxvuZkuoWFV20BYu7>dOshG&oR>Yt|8w|=e0)`48EIxQCH3Q^;Jb@+KFbP{_2%5 zfu1d!J}+5|9+fE_Pl3M`iwrX+QvA&9t_joc6F{>3YJE zGke_TmEO-$kw>w}TFWXN<56pOi6$yD9)bmCnuK>~0er3A2;wsIsN%M(v& z310j%FM=&^^A*G7Zs71=Jw(%PfBN8wqXL#ytKKZnK^p z#PG0y1)(a^OxvyF*-3q4-OTW>mU833!YXF83Wao{2`cew6$pwd-{a~^=^~^>NL!EB zW>_hNfzdWD=dw`mnjpK_#oe6PJ@>J0+BP8!0}Md6AEIk+|4($*U{ssS=IC;pTR^Wn z&HvNSQh6Dr_MVO?4L{3tzvsdTUfnWCV|H?{PO{v<`J5y8yYbpG<3WW&DbsV8sx+No zIKN3Qi#2s~*yM!pteMulCb(?6ku8B4kF;fb7-^wolQJV3M67zVQ#Qr2^iO`!dq+OB zwfv?|Rawt=3mUZl&|apZt0~!jwD}KFtw^+{fqT9v0sANgcbrJIAs?wcgZmKtuhN1Z`Vb4mXUYPbwIGp1LCk_VG zc8i#Ut}R2da%P}t0nSkNMTg~>qdI9J@Fgrp4;XWU3W-5Q-urHN-P*&> zi7P1^<81Rsp;xAYksIjR?$i&J&JqGH9nV=R>LH?jZi!swhUfMq8|IWFO#}j4tP@3~ zbMfHj0)Oua+OGbY$4+!xqlYEWisOjJ*ydrOW*Dkr=xHm+n)Y%vu87~azT5iY4g9@v zdj6sZ%>uc0P(7@*Zkp;Ls#Y9y^h&zo&lw_{h66@~H^oiybRj6Lh2~!bh#p0tr4(d3 zEjZ*$Uuuw~T8)asu?Uhnio!%Yh+(V)Bp(bt^PTOVDNZz+2s%PTN)WeWsxC@IjR=l- zBNe*gh_(x!vEOXGdfk%S=hN6DJFEA*E7x&6?!sKSans0&Yc3X;A{L+wZ96O_A`g76 zReAwdAm+y3i3%45p+DOE79^HGh)bmW#3Y+{H&;>a8*#Z*^jY7$i2{EwDq!-@AM%CB zKj}*mU23`}@1}N2N>q18C7?Q42V&44MPiT+cE5kt>*jDI80Qd%o_u3oVd$+5(>tTQ zwPAh*Y?!eKBa%=4;s~xF0~ku+P|^m+gFgxmUd~oIW}vy;>(Q3gFpmkTjF~$n)*Zd7S4Ie5B{Cr~`oQOFG=!5ATw3}# zC}Ub$G7MJ_s%*)74rK#0rgQ~jT4yL4q=FQM8YV)8vv36)7TzoF#5s-HSu;V35iFp! z-a5Gqdv*stVlYriadC4?u&q#d(#J*>O?fnp76dIb7&cN)QQUjfCN3?CJbDxB_gTs7 z_(hSda|6#dA#8P2N;(K6$c#z4_ju9*o(Pp6H_;qP)ED`VUT7ixS2C9bxW{m3>T9_& zSl{7}Ya#7!xO-V31Ur#y5KfEi4!X6L9rqw)V9DbOPa9ezev4&}0B9=b+bI z1A+7gN-)gUUv*PCYo6#xfQ3>Y9pEDXhQ>(?qJeOaul6w#v{)tnfKIgD4tocE9*%`SzMq9!)XzEsUj?Yiv35dzVQiCu{?km-=y((@I8ay@7n|qw zbYI zuEW<SGv4tn?;japowp|k!v*SoHrvx;|MY8jVGf49O>bcT8MT4>4v>5rCDp% z5g|sG=m^S`QLexnr)B@!>3(M(wZ=&ZWL7h6d434{5 zeoSjVCq;HeP&-(7BXGY`7>PCczCe!d914+m#756KFh{&f&ips*9cXMX<9HgD_tbZ zbODln`~Wy`w-2Df2z`#s5beMVW+Y$;*WDb@1ZBJfDD@a~#X~PbPZbU2Ua-yp_^aNg zP7fKt0D5b3SRfN|@8a*l$_kM(Ujy36x9eIVZ0IwpTPcmM*rY=ppo9g$7RzjmPd(Z( z>8|P*h;_8`g(AHcKF2!9z5tv@coUTS2|^xV_`_3(Bt=_zfPZTnKlhDhUs#Tkq^RkN za~gAyZ8T`Wm{`;V3uOJl>7zF|7$1_iIqp$x75RS<1O)2ZSz7w+y(T5fVp}WO4UshC z=V)>z5L4kz3qTPz*i_h2F%@l+5du(YfOw|kgG8b?n}8^RHaiD%L)=G{ATE>w2Lekz zw@{ES;(>S(3LVh|t=)YL?4;YeiyHS?qiIMs7J@(<1n@vSn~dd@NP$2d45d2QgnJVX zfq__6+*%?Cu;uKr0BJ#oPs-w_yAQKsdoO?4R4~@6iX?bTMdUBOURJhgJj3sA{%3#r zCa)<$bzVM0X9uO;AB)z(&dS3PTtab>IbvWLf}!?aK&|)nZ!MzMySe_>#`)I9`Acr& z6dhh?ch70mZhwIA#?CJIYG)4tl8CW{7EKCWLMJCx8AK(5Bp8n9=b-E}(kpGaI7neO`9HMwI2VViIVjNiP!=3^gjTh}2%Qso7&WsJy< zeap~k^aqUP6GhIG^AASQAKr7FQZ5LyNq5*bE`Y9D{M&n-(LsJad+)s$h+I5~CADR2 z7f~=e)P0OQGe0Z`sMjn4@Qe?P)9T>RQg+_=@ECpWD=ove!#L2uV3&o9`qH9p3>)8Z ze&D-wAomoGdDGGus2Gmg=GfiT+JPsdYp597U=zy7@i-JS9<8;tO{!hn^$pQ5cHOBZ zF_%C$LhD0A262Dsm6*`lZM|H%4ciknN$vK|+N~Qu`0RB6aVvXebLPOkZdvf%pB2cN zqmcf&3Nxqpq?1R{HR2BNNuaMH#o0Kjn#iRty~06CwG;)ki+`*y+%g@vXsoMbZ`ANv z(tR!5v8@`Zs9GF|Nj&gVZmv`<%#2pie-jN45Mrmp=6>Um=?<}C7SVAqNm!8o*Pg$T3LhNWCT9nsV-YK5p*cSP$l87QAc#C~UV zu1lCf)S^b0o)YH!Uvv;$942p!;G0>Tu z!I?O<4i+l-CDnrdE(*!frC6m)1_hukb5hOTrUXtjQznBxmXIMZmRoM z!7I$ViB&dcLp)*1ZKw>!vu-G_#Fe!$S3?C**H^Hl%(To#dds&(}HcVZPBd| zLDQKiZ!S|ljlo*^fQ zmLn%~h9Bd9*P-n1?;TRhzvpkob=rtl_9+vhfS4d>yl5R!HSu3^kJARfv0obbx^d@4!SSL|`)lz1HBBx<0^w&;m%EvDkm5EqQ*DM*2hbdGR8^y9mavp+jVx~Bf~fu4)Fb`L>dR1PEQ8f*$& z;baQH{;9j8yhAF^hXct+)R8!D<^}M(5~Y&R?w=;JksSCQ3}lD-nEny@WjBH7kPEXV z)GRobi@DUdUm!~%8$Bddo%~9#dCZUG)zW+4PH{d;CDWNGy-ph{y^h++3%0^~7J5bJ zM&Gt=UoN~~QuXBK1rnW#qeascvTwrYp9Q4eCMtu%_Wj{qA6li zQeFI!fX}jWfZ(yNuzYk)=l0BLnBZ}_OEfO##3I_&quY>cV7To3po! zdT>$M)0ke}%30S>8yn=Oej<|Lm@p{K>$S_^3|q1YC_zruImErh{2(ZetbU8R5*$Em`Q zUkQxY?4<9dBPpAG$#SAzn;u&=lw~#Ywj0@8MBr)#KEjR0j%W^4I><}Wfq|Y)38CQS zXd%FEF zKDp@3v@*Ar04GnKWKq@trO>%Jqn^=>j*c({+=_>lXvT)9w6`XCX)nKz!_LszdHyVC zddEE#U}e0-{=O7(79SXpn-QX|ksXg6c2M^y-$-*Mb=ay@2^Go|j&+5%Wz|KYK#go0 zm;}7;uC--rX#;mVzON1;pJ{;5w@T;9R$@ha^ZbAPzmQ+>Tbu78#OHdsaJ{X_YF^*G zftr6Qjj*_eqa^L4)&&y#BqECQ3l| zHv8z$Z=|IRLPy@geNV9ZaeCw_K|0?2uL0@1b)}~XB{p0Cbo0Ljgl|?uus$70nPop% zM|!Q&f-|81{pSA&pkFUlFnIqRUrRVy1(iJiXUwNOo1CRs)kMgP+5ySi8d8vVrD>6; zWh#`%RYQ~)^C62xCo|n%;2E5>uZvh^?i;40>Kp-3{sPq)$KaF)qls#fRlvND z?W)s#$$ZN6J3DbHp!t>^gn|KK;Ph#Q4>!PZKq|{ZUhVA;hq$)U>nWu}qIVqIm|Gbe zpvDUujhMio@j_ znC1jGIf#Ja!Io)(&v=do;q4v`_g+wDk$JW{t$-7F_KD7w4Yl}B7tQjF&qympse97? z2=jh>(0v3yGxq+j`u?*$^h$GxW8U(;Q6ERT%mBBx3IvE}u?%LKd2PcC~~w_BJ$~TL=vbOU^x&xzEOJh#9qx_LmV{FKqa}tuVA^SC0UhET53=hRJS)o? zr{=>sZc_y-B}tNa>}l6kSNlzC(C@bnJ{JbvfjpkSuqP_Qt0xoX<1D+&Wz$!!O8lJf zOi|NbTT^%Q;(L}6Yn4IwDB_Fw6ZN37Olat4<$J=ql7?C>HH9o|GuGH&V2-%Tv45Q? zuQ`D>oTnttUWum}2+*zYD`P^}y;Y1Ah9^*CY90*XgCRT+Y?;gbCy#D#GZ=1+DOP=t zm^OGvK#ofS&IX-vYxlU{X$_86NieIO(cU4HqpR4qn2|nT&Bv!WbKzilaDF&gx1&9a zf~nfT;DC%BTdrWp?rej*G3*ecfoZ;MFC%LdQXzB9#uM0}@?hh09MnLn;ssV{*nm8GynPSC&JipU-E&_OdtaGn3SZB$KY*droXtIeXyaH81so=x$s-_gsm@k5 z1>x`E2+SIe?;541n2S z7HZV$tRD2o)0=o`1|HY1`C1t@?%aCzV<^D$XGH+d?hg0B;gG!d*@yk{N0Z%WWU6k6 z&*CA*_6gOs;OO9-*_O8Cx*SpH(};F3Kr~a=9M^Gyh3)C_4&Eg8mC`o+L|o52{cQMe zrn|u=!`vN+|Ar6!NT(Z%XR=2#^{qgpkOum_BWTfKiK2mZZ*R!^i4P#hkq3#sZVFEj z9>orUqeh~DBt4G$*+`eJ1wBe-6%IrZ3+rmk^ORg-|D3dJ#A7Y#?s9gY;Xv^wV+z`= z*>AzDj5q)}Ja9x#f-|cn+_xYNG2BhBWk9gV0YrxD0ae_r0(xdJOHtfPf2X14o=R0T zGvo-zZ^*^*?T;R{5VYXjsgSUg4p-nlT(<&O4=5&qTL0ZT4$<9}PI8ekw0I7pC5Cs_ zFm_ApX3aIqTk9*@tTaKY(81Z9X_6Xs$kP|=F7{oPdgxG)+mc>9^$88)9)OdBbxwx3 z9!H?oHGcb`SJPa*NEnzJ0@oM=FEVC9(hQx+dkAX55%L&59z5aDQTk|-V{cMCO|*x! zL_t4Mve<}m22@amD9kyp20K|0Uy<5@ z8NK%>@LACyB)6X7ztp-MX|6=m2R%N`$8l9quBR_SW{NTehu# z^r#)?!!POw>eJzt02HHg4+~5!Cty1a!yh-mz~J4(6~f2E5zmw^c!>Tv*l3k~T7PBt z#<`nI%VbJMY0+?`ryD6(oy|Qu{$T#N2T0UmVThg)d-?qGU##=n7$#2UAjW9Q?cL=Y z@eou-iNez5D6S_7O<6%91wr(3*2h;07yEW`FSi|-2VUCwA|MAV!5`@nqUH`B{c}b=F0K6spO6(yH!jV9Qb2#uq?_gV4 zsw^j~tN#>suZ_ZQ)pti-h&QsU?TPgtaJ_ExA=_+iA*C z+&*fADJYBy2TQU1wEKS`D{|+V8avyZi4mJ3mYN$6%LW zU>n&hhZ4y}05y^y3pAHv-EQu$tROi_OA0g_cedMW?Z(Q^`e(R@M2-sZDjzt&iW@bz zg_&rj&AOQ6^r@$(k43>R-HkxV79LYQMV=_xPHDB6DB^++RIuP~;u|92k_|v+LwcqW zw3@Nn7ZM&bG}s+$B7;buXxw8aB+08YOG1hUP+7F8Tj7TOu`wJaO;pM}5!~>84q)?0 zG!g9D;>D(H>u^jr?4X`Y7UvV3zO9>MQ~&sBxyOKJ%ZHKoa318vheBAOS4Xa;^FdJ% z4mG_n%mok)E|e&Q{X{Q7VnNT0Z>rOg}pMo^jO%~y>N#j1T| zqHC3Ah&_xyuiWxS@XFojuH1NpWinQ!OJ{g4mcn2dPv$SR-c6LeEC^J z7v>x-zqZ+k2E_?edVs$z*etKyWhkPbx2I;g2zA~qPP*k*40Tiokv$PlP^dJieQ?`9 zRUr@!pwFN>UYv3%!0ART$`_vBG;hjshN~W3Aqdt`+W+ilp(B9-g{k(G*>o-17QXVc zpOK?M;=@%|NAMJbF8>fCwF{fR2zBmlH8qH$$r&0*2UpvcEmFvSbb!KtxV{*gPK;Hz zLO9Km9XfOfbB{Htt17a=UBguRByJpM3@*r@iaFY>pj($C;>f)ZjZm#WZZ^`&Qn>`6e(Ez^imDMNuRs?8ynGqq?Z5W~%R&o4@-I7E{Q-`jL%G|S zb_+=sz`LA@$p3E1U(7eH-_Ql2d~D_xPINR z_-`U+%`Nv5>?3$Ba2LX4h(CpHhFp;n%|)mLW;leao0IXyLdSfN~CzR3%xtPwup6vCoHY_A=3$@&;^gq2U@eL5NLpk%^21 zGQxUA@A(wl8)yQTeMjB*9ej=sK+KW;+n+$8u+|fL&zYSa=A#nzVj1VbjCS~TLsA#v zfQL)Ksc8%GZMPymBcf|~)m(91i&~uBr;>z>>!o>lGq>0_T=t-*Z-bbTNuzDTu-euo mozCCl_czb~Q(pc1tgGw9gEe literal 2870214 zcmeFa2fQRlbuYZyobTqKIMP+vl{EKmkhIcDLg8-EvXR|IB50ZIJJa`0_s&d@CTtKE z25dkB4O-9$5YYmWg8&n3Y;qC^5Fikijj?&=nP*Hg4-rKA&Z*Pg)!o(8(^WG)tMB`L zvbnPz>eQ+K`PZpap{t%h{hm2fPMd=N*-PrxqER_MqF0U@HLFtAD~-0j=*Ff|Ds1)L zy1Tvh1?@Z9YwT%Swc6fe&n;N_MorfXMy+j+jux%5K3djl4a2OAP8yBTTlVfBqd)NC zXl@+kjXG)SZF^?DmS;)N>5>#)&0CcTW3p{8a5QzVXO7VWPqjJLQN30(3VIzhwP)1z zMw6+kA8+WDx?xr7?L$xkuf)e2BU-azfmUsM6$#HdH*$>=RUL3?fUZL>LhwGm-L{wd z?&L93ZBh^3J!T)vp6z?rs1)^@(a2j#)5)#6d( zc27|Np;0r&M~aO`wP2Msqv8Ri)h0)v$Zg$T=9Z>x<&Wfya@DFqfe?c^HLYM+Wg`#e zn^!&IyPCCc|JE%##tuUArBHrXom?60Zd4`_*_qW7jiOa)7caEW!2Ii*N71zP5xPHO z)h0(bj%;f0c~Set@PBoCg{ywfYBs9PMsC8Yl{MhmwE9sn?81g#u9mchUe8svMiCUW z=jOb7Z4E4MHEV!by*V*q90!f_R;i@t8_cBkyuG!8UegO(jC`XFWZ2)fr;pU?jrN|p zJ+sm*BYEz$=a#iPlqSclJ;SIJbPzPFTC+?L1SycPZF^4M0yK=tBHViEhIQ+&$Yisb z4eK_nyEJnn;01KgYo*MNvNj1=WVY9=W;L_lYJlK^R=zZ|MXy2~z&cdVSQDAu?)w!g zFuflpp~ZX;w`y=~^8KHDlw* zWg{Em4)6|1-7Y@GUZfw-mzo6~@dI5L(e0U3>j1xn)f1CUsa(Brq69K#x*VHZY?Mnm z$fpc<7t!5Ztx<4q4e{rmZLSJd*)3MS$%M1&zHziNpymbVTwOue4|53nTEPZ7;!pX52!6K7gpbnB8>h7`TWUSYT#Zt2DJz zyMd*Ee}hg~Bqp%9IZ_S~IYN@Q^E8yPP_H(}bNPBbH(`{RAbTMza^ThicFXj=w16n> z)}cF~HqWY4Wq^8ffc}-a05t~YH*1K;He+&x-I~$R#*qNC58^MoH5dIJ6keq;J|Yk7}hRs0MiyuYxj8gGQpg=OrK+981vx&p)eKIa0BX0ST*czj$@=8hbiw zjBgdMD?Wv8U+etCo&o+-JJGhM(EIircAc9jLuF;J+OvW0lTGxe&W(AXm{vl62}S@w zXVEp7o)WC0Lgw6b3{9fJis#lWt8vH3bKPfmJQw`p9geP>idT|$>x!3=s3FJA=oNqj zeVsk0*_g;)nXQ8dp;s0NXGTW8|a1k1${zmmKwR51voopSfv#Txrt_l zc`V>f4ID&KuLH7oQmRGxLfI-bp`fU{_uwpW@?|i!)u>nvJy+8wz|&##QHMIEw_8r8 z^`dnQn=Y_P-MLvDD{d(^(O650;Ll3v(>#y>Mn_MlT#NZTR+ap!TeNI(gyamlE;%<2 zjV!YelfU4Iu2*x%v|0r)bF;S>*PGR9O$T~=PYyYmt$>m;2b{}W<+24e3Cab29iB6R zbHRD%^r`_~!bOnX0%z^JwS++fH5=LuXi-WUld%zXCB! z9pJ;Dr@dzn0Qq;#qVTU=L9ap!xAQb6t5_)NBy6cGE0tW!E@t=j+W;W9 z!n^gtO~INsk}|hZs^_3tFeXm8P|U+ydEg4R{BF`ZMryY;fl(f0OMLfo8Y3z+&$n&S z9o&}rpF6D$a}4$zw|24WIn~s_x6Nkp9##-=kM=Zx5n5Pqw-A&xN!10+`*|+AxS0TF zcio0<`}MO~j5@`hj`x}8nakdw2CMjk;tv?X`MsQvz3iFuzR`f%SlmqS&tva9F05Fm zo1~CimbN`r2dBnFkfR0#N=6+TFzB@tD5dLAM`5aUbV1JIPD61P<&1?NBS*cIl2); z;3b<-XjplNr_)F%X^yucqIQVwy;_Hu3BY}WKYyss5O1;u((zHtSgvKwxt}{`6tE&p zp;S~F=Ek6^VcTU?N=605`b^NQ>p2SC?xfp`m`sTG^EHEcEzdUe#Mgj(PZqN@#~=&` zZ-qV=TEn^EH;vmNqK4+3NiJ?JZezZvxV?Cj>qWgt$xkwJSget5Fp}A;SnR-pw2T{f zP*_2NoVW(EY~&Iqp(u@Fw>_lSQ;R!E+TCufv7CSGEyCzNP2)-xer&+L)O2*`(7Vo`bY!Z6-gjfQ59f%rLJqWe6d};-JdU3 zBR4G>!6t?LLY)UBj**>rHymX>c7U?fMmZ12&d6wVqb|TyHm6s`0-g2Rv3}9zFyMLJxhOm&vAV39KCWh#Gpr+nJkp zK*zYQKyCum;x?h8V%vbtu8T9tW33*9K-lA}xeXdia9Iv3HQaRg0F8H}XoA0CeM*3sKz7WQL zSd8O7YhoMJ^6oEj@8cMP)01>O|LNW%Uhf+)>Y%g11#;-~spF+rprefajVgkT9WEq5 z@oB~Vj0kh-E!G`$Vllb{gAHI~<}N6nvd^FgSPAK0Wr(uD=arh}iW7-BojrWzI5-_$&KdP5AH++3O3i zYs}#yJeJl0?UGKu)@?(~D}aJT{>8uy0|rTij{0=aGLL~<-TW-PZJ)EZqGv!MJ>zTj zaj3-`$XT%4sOR+(1aeU9I`-C?T1(s3^Da5;1l2kmvjL*hsnw5gn#|5j}bG#?aPc8K>!QrqM!6of6|J!j@%lPAheiS;x zlWeeNhF-~nrM=fy@z)$FZim7?Z9RW&A%BfRCr^McpCjXd67tK@xfLHF9%fy zMhuHT^@R9zq`?#a!y%r76OGPc0qjj+E)Lci{4E?Vf&r0Aj(RviAg+lIdha#rnIGb^ zR&ZIY*bsM66FoHAtk*`zjml`zXf})zPvS$$lS^q9duiMUJXMBg1dS>Vc;%p8!0;%< zsSV45ZU%X$MZl)u2qJYyi+hXvnDbyk5PKsc%;OKyQMw_N6Cn-V23=ME*re0ZUF6(n zgFS30$4M~XdEgAm&Zt0CebkM`{Lh3SV=*?=tl@zA3sEA@km0wWy8j(3m>4dAa+dJC@~|kmRfkKlX(?%p08Hy#SK};47e?g@n->I2cJW zMDd(rhNP`a6d!O)@`Yq*b{xf5(5NT%oQR=`9Lo3F{SMiR3_h21!C2^Jb0 z8x4@-1&&d%5OpDY#LQ+@N)Rv5ZAzh+p@-p(T{(|dy3;*Q8|Vz$F;93qhEuDdfm1vDlV&jRR)l!f04hP8MP&@ks(H~FJv$vcDNZ9y zv7R$F%GlxhBJUN5JZcRZ>s|m;QEcFz2Kb#C?-R#7KfSx;rh^Cf!E6&HU^4+u&4=D6 z2*>&bJw-M)LNVZ(>^?FEB1V_`G-}Hib8SD2&O+-yUaoWHjg{0S4JskHkAbZ zI_$CK_MKqUZ8+BnLD&R1D~P0)qFccP*w&3qXn80Z%&ms*0uUr5{765p!HlI2qa<3} zzT8a}kvW8`H(8CX&V&Nw&xfk)l}=Gun-X}!9I&U|j=eP7(6-mdiaDzg|aZ(TN8j zi33?Eh7aV+T&*IEa}&(**Y?7|VcEFdMb6>Jx|n1;a9k7fgyzf#8f(Zrqd~Y2FtLfl zwK1~Btn!UogM)aM!wHB;^b!m<)qwnL=90SY_7yR*M9cVaaA&+PjTOLViDBs0t0&7G zeF(i~%~2y8BPC!#2hKQ)?El>Lt6sku$_&jPw7x-u#QB#SVHz7Mg;wQ7 zi*pP@+v&g?*E)&1If;UmpBnrT?3&>am>q0zt0h>`0~T%Dajx5=qm#psYjvk(Xxpr# z&W@V=zp@Ocz(ty;j$!QBXP)2rFT5eOw&hg2AOv zT%7Cn*8^XYMNTPTEU+>Ot^Z{EBm~pmGA~@{g?#)s}= zM=u4e-h|t$oiNl@vtIDOIHIn`bsO69BrjK~I7a75)^ZxrBmaV7k3 zHT>@k_}`YDS2pcs&Ild4QE-Vgo7isIO9J;{ZUY7oTCjG-!et%U`Lbt2IkB$d1>l1t z8!#e@tK49&9w2Dh%VDZVJCf5ONht>v4v5ZH-q`c2uxtfqnb@$Loxwg1E@eD+?3jNg zBZOk3@Me7!7Aj&2Zw(Htr?BVOCh|TRte=E3Sok|)=#2@s8WIP-F+IK=NWaji;Ce`J z=C1fsdm)5;Y$Pss99In@3OHj?Z;l7=&Mj)N%!o~CK;P0{!MYKE3as=%uT0(W0!#%h z^)KC^0YL0L(`v5bG`rgxBYT0nDgtZ+-K64A?fFb(&Rs&%v}ePb6*e@3W-#9~b;^|O zH~drfu?s%%^P}dgy{o@J^Ir44?$w1)`M`bV2feH7pTExh8}Dk&xZb?myW0A!3GV4To=0p7Io_oyqdsiQr zH{bjazk0z>&2M>EANtum^Yz}<=k~qYe4TgocM-= zuX$JBTKJ#l-|?$`Tg=z+tGnKAzLsD8ukV>}^sXLRf4cc)@9NttK4E^9U;U_T{=Ikg zou|Cs`~<&x(f7@FdsmNczTEs6zk2w)=9|2$?;cxhev)53@j>&=-qm9VK5Kr(yZYzm zm(9QBSC5=$zSFzllo^O7XUwwa<`5Eu(dux7Sw)s`<_2!4YtAD-fxcLCT z`stU=lit<$fB$~-5%22XhhAvDgI~So*XA3%s~^nWV!n-Ez37wX2l&;mK4RYMUHwPq z4)d+v)ep~}XWs8!{qHZHX+G#({iyP|`5o`-@lXAO`F8i}qWO=nH^1RsEqvi&^DW-h z&>R2B{J3|u=*174U-Yh)KlTyx9`9;Jc9(gVceQf$HRij#tJPEAY5s$Eb;h56(zIcn zBhJu*;B+ICxu++Y%>9o#{Ry23JfJF& zbtGY6tEP{-F&Z0CWKy@NO2sZQ4Spel%E~b@-dM+|_b;a0Fq@lUEly}vIL_U`Y76$( z?w*R^AdSnGjN^Tf2LS@CjDtm*(1zj%4Q+d0Px?9Rf-u9#d*s^HlSnG^ffB5asG)`@ zSqqDG>N!2hb;lW_F>B;6s;MWwfFhM|Fs;Pv}$+pQQ?j zD-h>1aP^P#<IUh(y;srLMPW+bsw#EM9p=-zSs@aX`X$6#)xM>Y$Cd80Tc1*0oW^@*NT7iIg#hVM zuzY&fAE%);7#+n53g3#ld{>SPTwFpe`F>SACb6px$U48U(3BIdw>DQ~HXk{+h|vXA ztz8s?=)wvi7+}JotsG2|7YtY@!i?DOa?orPnKW;d&57HtIf{S*^?PRAHo8>gO#a{LL4|Eeb-@P@`{GT32K z4)@*C;39aOqZq}Hk^rneFev1DVVVG!?9d!tU&1X{7)|(%g4XbX3J%BjU-=sfNAVl) zg1>cDjxeH}@qVpx1jOIGo9V6`hPvhqdI%VKX7zx{?rVE`fCXG*H#5n~@mv%j6Zlnq zfqiAbgy;KPU-K3$mV=4}OE_`*(e;^^bgaC-57bB9irljg2}IkYIh^fag*~iV*eE3P zHJDz)&oSXMN&Lu$s>f4Rvp7CEZo#)`qYl-WzP(ii(R1(DONKtdL@VoQTJU)ve7Fu# z4s0zz5udWbqHu-S3074Rn#$~q5)AVtFsTYFlyk0!bKIq}myaEBQkKee_XdbULq*Ci zj7b$K!PYA{I4F0UT=&RZyJI^0jG9pzCY^e#eXe*%dw-y1y67`bcF5bKru zjf^b=8P8Yt&wfJthlEbD3GM;Zl~mlH-6ux(l~uuU>RtysgFYx-#-3y=8juYA4xDKn z6mvrT8>KF)wo-0r5fKj^)oKRzs9{?w|EP>|bLD0g>QS*}I0GND?vduIUc?6UB@PX=R?ntG==-qF9;mhd?OeVP_?Y%{2V)tc> ze?XrVpx?u@!Z35cGuSaU792wDcLu@$vvMo!a?&M@HvuuwA!g;-30HksTyDVkb%oI! zeEVIYDMMusNs)=*Tl_(att{NtIKtC=*!MO@B37xJohBqm%6Dh&J*((4ko8s<>p)Wa~-x=@km^t!vIc%V(cI9E5#9U~I8;06PEh%{B1*s8PqQ#h|3P zyFOz>Z{3Rc*`MA5n@;oTYdc1Su!S5%Y_K8&&xBy5>n&y@DDiKO#Sy+RsJFF4KEXyl z9~}5iHv8M}aHBWB?<Pkoy@&GnGG)M=-T=Pt>ahYbHKW&a^=LIF`5;82b?ou?<-;rSLoVgCbZ^wo1 znvOZ^k7>!U2v8iV5xdV&hMQxGN5j1ckh{57NZYurKKPUlZlmDr4nldxZMU)CzvGtA zgmG!uxTw4Pi!aSJF=dP0afZ}PxQ~c0!=&46_>#o!Zo-Y`OAyB_fy=&haeL^9hV~_l zL!PGWMJmSC)i5zaoQg}@ar>C=l?S1LocB@RS=2ZVR^R7c0+-|JkGTC$sH|}{Hn^9I z&mM7_25L_zv$%AEYw_h5w{=Z$*CDb(oKuM0CXABBsTZi=p<=~VAT&C)CBE{+RRqyu zzJzfV!2=?sU0h~C3x^WMWfo{ad?>Son}38*%bYT8$`sn?0(a{G)%Wli zEUw-JnaLnf-&iy;lRc}(@5vcW$@q=2Iy7+c8AUtOcpwDje1(du6_GS;+i}c}ieMa5 z#cdQ9WOiG956`&0^@K_uzn5YFX{QWvw25vH;`gZw1yk{66xu_d8RKlyF}7*jan|?4 z<;y90_slrA6#&KoGA`q=zD|<3EX0;Bev3YiyRT$%#>FZW*h4abQeunP{{MHiba$7I z16ycX9kAmf(+)wB-2RktTjwGJd|_L>8w`6+AIsvJIG%?uK^#(oOK^}%*h}=~5?8xC z@9cX&&KALz+LtJ<)W_Qw_4c`lDxGu{HEdB)H zggxEaTni%%dnVfsknMZOHr!(y2ja0A^%30K9`@auK?izx8>_>i&&QnI{EN5Sv-3qb zlN*lGg1rFE;pr&;ARLc@dw0#pAStttX5?VsE_U*_xdz_}K7ym5*IxB~^a6n^YQ?hZrIx{Hs^4Uo*d9{zyt=0^C%?F%o5Ul6&8 zey*aQtLf)j_R}=4gI`xO+|sa%W-D0nz3rx>_3QK!X}Je->_to5YO#x!bFZmb8Ah6? z1gs7)GoWtmQ3c%Jv5N|ey&0`&j3SjORNiaV%w(RGo#kSJP3@iA%ki5@k>-CVn9wxk<; zQ7@2o5A~=W?k?L!yTvtkIZ8Be5zk4t$9mKa_qy$(8?m2GFo@PJ@(t4OM?LC?yYD8{ z59cD|^$WZ~`aRyGez+fS7yW4Cf80>0gL+Xfkap8%^w!kl{={9hgQEpu)m1cZp=YGi z;vRLvU6Q-%6tGkv?p(m;hdq5sr*nGL3FmLS=(L0{A@DK}C>HesX_xI$JKQ_Ei+0@t zwyS$o0XMAfQH7g&Q~`I%?ooxO_oxDH&E2C4<2|Z?`+@hUg4Lr6xCwcWD*Q!{D&WrN zJ*v>^Q3c#?y+;*Z-J=S)$9s<|ytPLaaAWx%Rro-UD&TJRJ*x1D9#z0C^m|m{D?O@! z`}X&!!gqUA0S^o4QH3A&r~;l)(4z|f)1wM_EJBYe{HaG3@GOQNRhT!kx4;t*fap<$ zRXwVJr%v>!!Ua95fJa^QsKSOGRlxH#dQ{=M9#z0YJ$h7OSC1;-Ng_R}@XQ`nz~f7L zRAHh=74XcI9#yFKr~)3;(xVE`?@QRM%=}`qdP^m{1{!fo8;3-Z$s_=M^ zD&WykJ*qHuR&RkDo>$eQ3PU}rfQMxDsKS{&s(>eR^{B$y9#z2Ozo4r0LUo)D+i{cF}asn0H!eKsDce(k0iUF8C!;7hM*>W;_$dq{UGiVT-HNkZF=WQ57f8Fe z^{5@5k=RAM<*=TXZ7Y!3W|Z{IHuxwK7Ssjt>hKQf__sakh$lC8(Q*EcN~2~KV54~W ztUah&@DXYBnI1L5(<8fRwD@UF*n9;S;MW?N$)*8k%LZ5<@tkyfxJTXaEXyvs&3if= zq?_4I=d}m43Opfw{qm zOq|7M8%LNpU(PmmFmZ00?ZRNmH6FnCDKF35)!48Wxv0k!+Vog>f?CEgU6kni9i%jQ@H{pN{IJg?l zn1QvXk&8LmYScOSM$TyHbanXWD zumHAryR+Q%&j>He>ksfRrL~|>cp`qyM3}#TpC}uwF(2>n#Qc4y2U7rnXj#mlv*3UT z9gbHCLT%663};DfK8!tz!|lLw-syNR&?LAEQ7?$YdW}6Dw#S3-wx;5Nmouv;vXDVr zH)9s^4ud>4zaoJ-&o zh>(|A5O^5rZcfIPwNDIsxh#VyK^hD?J;0zKJOY(o8i!3X*Ygrp5s9g^M!wOax;*bd zbKKpTEq_e+OP3zR9ujuzRW= zY{B_QILSYt;U5mY2l`_6EI3iGX0We=*6gvDySs=m59WT;(|&P#k9|hqQShT0_QHz5 z3*N^h?AfZoGvCJ?>}l}ZPx_Q1BAM^20rvFlfKXx0K6@uvAa|`idldYnpD$Kt4}*pA z)`~|YWZ$^6wZ`n>l7Lcdsc+PMTy7g7j4yeGhq^uA`NkbjZO3o9)|fvAvY0=?KR?4i zzra7g#6Q2nKflI5zr{aK;GaL>pFiQBDRbb@RQxj?{^;u$%WqAtPK3Iwq`b-+3O@>&HNbQndYZFEpa+ zCF87}LWEtMf(Wh!#rz5)xEB8dMN-D1IZoplojM&I`y9&tTm0lN(0kkN_1-oCBjw5! z?Ym!%?yO7i?K0`S1b4ljiRkFA``dd92jNR7sG?7&a#&|VA=NzJqd=?a_TQcvhd`eK zs+$QS)`9neZ@=|z?=DqyN+44^5>miEHxN*{4cdqwCC9?Ni+>;vqGWN^K2;ICy6+|s z)9lin8DNuP<$PaQhj_KzK`i)EB*R`FSN1+J?4<-wa)wcYG#GYCEW<*030!+g99YS? z_SdQ+2FkTF!d!DBNWB)K+A>Zx{!S#*J`-2+J~8c+vP`1{X)x{LZcOvRB@pc&;;>3a zw7*joF;Jqd6o_V($F)X?WQ%+xW6vWA_IO;0`$Vu`$`Xtcq(QI?yAq6`63F%QIGmD^ z>nExr21>4=7pwaB`wtP!^x391oGq^eOKB{(IXaE z%5H;J-lbll7s&nheI+i^9xlGyng?bkV@&PzYWzL@195o1$=G>8)%lL}U?kuY9DD|S&FSjqTxzN(0U^2=GGuy@?l z^NnbBEeJe}C>tr21+G9fC+~& z!v`rj*MSRh6%Jqu??h7Uk8vgM6UCm8r5GhhgJSFAC>9BtK)2t-A(o78zfu)3P`a&h zx_+?Jc0->qj_ZYb71pBHLoRHwa8zC-(bmsTKZ+k=c}PU@lpqbFWn+mJhE!aden}i$ z$yl~VRm4D9=CqIbnpLmE3c3)vX1n(zIi<&yuuslwT$WRmAPr8%wvQfAg2T$ip_GhD zx2lR5D3unI!-5@J;lLv}pE&HP=JF?zbh~QCzF% z$4cPTm*Rj*#;MP%iWn%TocTLAr=$j3T!;8H%efuNrPCIqA3^;|mP?c%4K5AGammF= z;L-0@Nxyu4<7Gp%S`qzLB+D)z0LwP8JS5_D zN{|N2HpH>418f56M&mF`=DaRd6){lKIT2P(pMJbqZe-cS9Bd(NvY7Qr4$wdj$ zAXjXJ<%3EfR6Y);WQ01bDq^67a%Kq|H4VR0f}^hBtS4bKYbf+Ml3H(!D{r5u^*UK< zQGzt66+259#!KMWYvRC4#;>-jh%moo&~XaF*SgT!2n7*bi?6Frr#ow1*a2Z3*SaMC zw$oQOSV6#4*y@aR?>zVlz}laQ`t?RRs59L{b@49iDS7{zJ8@I9`mM<2N{e6M5oaz~em6 z^Ed~k0gmPz7O|Vhd75-yg2&mzM0E5x>3(B+x_{0l=X|T5!vj%6&Sxpj+5}#SbVEnu z5b0A~RVT=je-TItWGYNTO4yeM+>mdxgOMn}9OLuPPpffgC38t-RT117n1pAiD4`#1 zo3kzynN_fkRZ5mt5aRZQ!Kab*dUsrD`$VsI5FE+rMG4ZNS8#yTPp=SG0<-Rq11cG_ z?o$;JW|j;xPCLDIwBrqpVjr=jImJe}dj`tw4b=nqJ#y+)9V+2C- z)`=3NL6+brQ&f#cI6^|3bbTB=$yju)s)&KI$Qk#p8~71J1dZnMCy_k5J+72};?Xf# z9#Miccyx9kh<147gGeA!BMzTrM7m8?L}DT-53U9FybH7gfhY7u(tD)Kk+do3vK!tz zr85>ng10dd9YX^1Utvcu-?pT^?SRL^9N!Lj;a%<=+7pQr z>vRb|2SIaZ;&zHqlwHD*L(9mGks(S8hexeH5==V9ATI0huVY-_IWJ&EMhv*SwHCr&+s zU`XDLpaf}fD!A++#3>(C4jcIB>C@wIN=B&tsv=GWq4>VFp>FA1{v?u6cg2;mPlU2% z2}KD8PADH#0-;)QI3*+0i&aI02_*xJQxF~@QNyYrf@|@IUZO=Qcr0+=ED7tyXB6f?Cz9pTP(C9tPM94>*{btAVkn5S}dlcz=eiH{k zpM1}+2%+SS86}XZ9|;*?FCE75o-AR7N21^n6@sJrpEyvGIhvoTir`iJzg0zWM?>6{ z0n)*OYw^`yv;ar*k-<8e)xzfU(eCD>p1Zkraeq2xSkP|nX0vo&g1gzoM09jF>2}JT zk4OcKLtbaG@Is{T$;F}3C*N}`!Nq(}!s#1IB2#Iiy^lbMPSZEfjKd+BySZ6a1h41^ z2&puCUd}we7gVl+bLwJPxL0 zJbJ0Bh=KCR85`Q7<3V>;-N0Ua$OSD3Jd9-3m*UFWCsuu4mQ|D>4ORu$LW!&j0w$2_ zGjV7oBiAQYMGTZ&&VH}kV4s9$O&_x=NA((fkrm?CqVV%biv2#W#C@XJZ)GV)3DTh0 zXmF;G5ad1j5dkxSWsk=JmW*Y;R24B$mMx_vFFVG@4i@3-tD;pZgcvs8|16SSqf25U z*FLf9QkI9r;5H>lgI&RoWJCuRz)N7(+BmS1G3!EA5d&qG^GWiKadw zu)<86?|&A_u!rJG+9!rRD9bQPkOsrLHH!hf1ZI694yAB(#ECfhwJND9una?B}juw-NGvuDuGJbIGmDE>0(t81ErGF*d5SIu<7;on$@g^ z`841EERs}{aV71Odn(A1iV~zjs&0*4055@AS{zu(nDrc05d&qGGfzWk?5Grsqeh{r zmBRE|EW8lOvDe3yxlbH>tt`hVK^hzj?kX#eGl-xGM7t*rv1CMhm8yt=676gn#yZe| zjjHhEZLM?=_8N4?`NDKt+2OTF(mfnk{yvfJtFok{1Zj}&iZ1=cPS6R|`*Iv^$*A{5 zRS^TF-Z_!f>ol6WDg>bSUL^UZElWRCo5J#t2-PS-8sys~M?Q|7z`j4KQit#H@`S30 zfwIqOVQV3%kus+O!q!>CL~ugv&xG~2x&>3!ZDSN1-IT5lk5WY%F(5}BHj(EOd& zVci>tLo%Q8YE==uHs4K1rMV8v`2q%4&%hjEZfr-0E_3;lNWwf4SIRyS<{Jb<^7UAh zAPu?%H#2jq5`0hP!Y8gE{#qPD$*A-dRS~CxN+knNsL>nwVwg(&NhFnKEl)qvp3d@+ zh_ore0IB2yNr-e#i$f?GmHzbq3M%=Uu-yK=V<953CJgUK(&*|qkox42u9T$_B}jut z!7Uj)kA(kV5D6r@JPw~^B-)@VVxa!WSsKca7{^1}v|1y?qy>S8k#w@+%GxJ7m1OBe z3DTfbaC813om>#bHqM9xDH*3GR7DJwQ)kjh6Vb*x&VHR?;qVaW^2nDWIri4LviFH& ze736<8JYB2O*{!=p6^j4 zwdSozKa8Kv@{kDQDM1?4IyZ(|1fa;K8F3ILW7AYs5d&q@xxVJoJ9sSTt7#!8b~=&E zJ?G8;W+d0Hi$kGLZtNOau2F(CxE35N54y2Pctz@66^B?d>Rq8KVxZJ>7A!MD6;A-= zyfc5of!eaDcOvOlk1Khf=vI}b8zo4CZWqV6wh*Ku(aLdHB_o=tDq^5S^S79AJmsVw z<`=b?^eB>6?}#gBpJ;WzEUhR(8nlXQF&&hIL5ut1AWFujH>rvkD4YBp%qkq4+tlm1 z*bZj+rAUVTOI+Fe#IS#oWf&z$gJE$UOaU)}Yu||jD;d|mr7B{eTwCpn&T3lah+fFC zvrxkhYzb>118+pKY-nZrk^g*_heYI03DRKMnwaJ>2$n#xIdMoOqu5MU5vPh`WusEo zj>8A8RoG`QJbJ+>7JMU;VqszdzcM@eAQZE+AKV^c*{M3_x7m^cOD zYpiHxj)DlTMMHH8)mdZp@L<0K+Wj zb|j;gu1Y^BU&Qi|2+Aoz8jL!p6Qf*=1P(2T11K4X=BkP~6&!Lls1F56v)tnp{Kr_h zhbwK5D_@_y(iT|`QG$VT$i+zD&<$|_CF9UjR7DJwL(Yy^C2d?U<#=EbBGaPq^GMJ1 z+_)0=iB-pCSw#ubU{z?ifVXu5SOUG8aY!YjS4~yKKY( zK_r|0Bd&~nV$;9NvWXI;!KTpY0C!UyC4ou*8V6A_CjGOjh%l36FmVdPM+c}!sUU)D z@nO~egflwu&|pUg7Q=w7)vQ6kD|&F?-@U(v7~EFrj0I$G?1F4x4})WD@f`-Y zW{-WI)@)dldSw(3G#K&tJHpPD$TeUT1`mbn`krN#@I75PJZ_C?K?%*<;E&$Z5pq%| z$8DB6IgXc_A09W0sC8J?!rTp#g?n;?*Y&Oi)!?4A$n>HGd=C5m!8&6)8ignv?T&xu zx#Rn#ix%xcu!!B<@qN;H2~OipOhiX_Jdm>r#)?MGAREWL3e0R%S`QO)x`igZJ-jsu`iZs=}8h&6Nx&wZjKGBqS2 z2RiLHaxxBwWWMF)sv>x;eyOSm?puhCGRQfM=2{%-MGNS(eQU73Wl7!L@vwtynL7hU z6E>iK`JQyiqG^RC?B-e?lg>+UEsru0r^dB7dvq7{k|j(5&7`}L4&_gA#qN_s`90y1 zJaVQ4GL<5s-R@x_;8pyWsv@|fA#%!KDma=)deH(L z&Fcs2Xcn-c&FJuDmFHu&oDmb)M;bVqYgo8$KIR7LyaXTf6egmhk4bl2=o0Eo;W+X^ z7*mG*8%qa_aYre5@9EJuETM_MG{*e+aXmE+;csPpiOfCsVggM`Xr2z)WwqyV_3=4M6&XA zame(Em9HV_lCzQ$oO)LJuoGC>jsq?kD_^N9VxX*a`g&M{;e7G(xNvIgJl~^8j(t6@ zoPFZhL$VyB1Zi+A7@Cpi^Ft(1>A^UBl2Pdksv-tTC1-@3ff2nLb-w>uB$=k3858F8 ziA;Z%B@-n`gG|9?%|0@9T$1_+RVwf$6u(myF;F%++ix?*82Nmo!x@^3g%=`ub;SU9 zwUOl^F)mIC(%{wkfpKvkulz`gn>(zFLn)c7%BqSOD7l>V&WtFN(K}sNaVv_G+v@0f@^WL zYP0Ul-Mwzm!(N?d?Jo3&y?!Wdo#+t^EL^u?uOCR~C5%LTpNTj{!(PtEgj;EaN@&V% zmUBDO)yzCA{iu5y%R?eMq69KkBBAN+(}S)Cc{t+2BXr-U#9@=n#r#o~SiEvSLBvXP ze9GCJdn@ivq&31jdCYe2M-pgr97ug?t2W6Jh!UhhpfjQfgK!O`8#-WppM7pYofs)9X zAwEzt^1>PPGwE(5eclpRx<1k8&9d~N1ZmJ`bp(AJbOi3aAr6{k+__g(#6Y>@3}zpM zZMy2XpSJK#;5^@>NESUBSI$1M=n+{KQGzsB6dKHCk&quEflA+q!zUS)zNRW-pj2{( zAM-UGVxbA+xL&ANOGYEylV2>n5J{`KXQv-v&tiE<1lW`y4O)eU9~rGgpagPFk3%UL zxlU6R5hj-mEKWgqZ=Sk=3L>}`|DxJwaC-A!8fl(QR2SkpUj@Ji{}Ux+vIu8y>G>m}j{U;m(@6JIi-Vz0t(rwR zC0_q`oy3srSc9?KE+$ye-y7{Muu4<`%1VWTIpp%fN7Z zW^c6t2mO>X`?Z2$m5qEoGlt*T7!w9;;t!uS1jZ)Jr_OS}pUh-pMn@yN-O(cf2tl_I zp|hm(5=MkhXCmZBgp{#9?-soTYxDI?!^$*@dIq7-6s&v`_dR6Do*RJHPLhB=UA;~k zj)c(L=M5htt+Nd)3tDH7S+#sNptU#vbB(k*f_1Knw@&9T&y>xxgxO<@-yT78M7`i_ z>Lp#?r0_2tPJ;I#>HGz}pB0a{+1G93SPc(u8@H5w9h)CDDvg>|Xy%!t!F}TB1Md9j zZA~M8BnNNR8f^bK_kOdk*K%;=Zc{6<`^y|bd8;yEOg3xevQW~H^Ta){i@kofb5ko6 z49rt2O*AVkcUbk=IKkeT>n7B0W7lUn*9HA3d;krH7Y3^X=C#sIV!-E$1-+iH8Q@jH zcjCiE&OMt3g(o0u*9^D_MNa{O}_{&^+-xf}o7gMVIwf9{1p{tfYV zPP1p_HOh34J$(|6K4{-*&ny~+f?jF2>;*<8UuqU~@5by(vpfzfJ__xf;C>rMqXc_T zR!S$@Er%@Mn+@4q0e|eZ-FCw>Dh2)cNUh$0F+oVMQ=@uv9CU1sYo^k$A&DTK_B14V z3)7kIS_@wdc`liIF=XCjGe8KZSwrM^V4^h} zOLkNWu;#6v(JF;ZLmP)yG}s74y+F8JD~(IiYOr(|T4dBJ3tD9zt%N3EvvmFf^EauA z;4_xgJS&)%`%mgTD2U)%T%qa(xE9pG>`9B2y=VdRtPc)$G-1^ZUKE`PhSB~Vx6NmG zLk2IDrb{&Av7Ft84E|C&FM-{E!9;ZQ>zzBLs?KET4m`3tv#;Z!8g}Fx7h{FJHl2$-K{Pn6LcujsS8LiXMnW|})kZJbolSUo(qY(zi?5G#W zFkg@^R8qr$pGU$#c;nMb@bjOQ&R?+0r&L9xZkL&3R{2J)5o~kan}q*=Nh_Ze|5?Md z`G!~*{!=kkruh&8$W~Z0PAnT6k!!JF8kUIAW#dk{=Dk+LHhuK#qVypBH=_~~t?^hMUea(GjicU^J8E|No z1it>>=E%+&?oV(n zG_|Zb*eIfSrgVk^imO#ca6YeKB05gtDZ|~(jg3jGE<@VOM7Xb)&QO5+T2&EYxD`AQ zcVbj^6hv?>QgveMeNJrsl@U%X^a44tx-_;je7IcXLsdFMfe&RSLLuB$u2tQfSX;VK zGALdlqWDVb3=y6pOO*$wN3UWf1kwH$Ag##V|D5o0HBkg#lwqxN1 zX$6_At&SL>m?xd1fcI=w5n;R)96xV6$YCjn;98{Gc3kFbJJwwh(RPGhptj>F(%4E> zz=*+?tEF=k2yrD7@nmW{a?*v8f-#~uf2(wk0*ud86~P&OGg;!4v>ksXt-ciI5k2PT zOXnzHeut`v)G_bccDzGcbt$|f`quYL=P2NPpQ?y3-U^PNw;klL6hv?>Qf)h&wI}Pc z>#oYKkLq`XUZA$)yVBUo5Mo0_$N$^XISPdMCKK^wYCC=_T_`CSBl`1?OXn!S_)Aq0 zoY6lgOPrFn;Srj4x9a!5MugS)$)@Q&znd`LP+0q+M?MWl|mw+g|( za@_XrlB;-3QvG}8O*w4}{&%P?1%5;ajnI>lA8i=_)DQ@6mR z4i0=h_C?Y;3Q(S}DuT26T(U;r8O-c$Isgia##u?xE86l9sVJbhz$fb zjD%jGw&MfR*hqT~NQ=^O<@yqk%5GPNDwlrEGMj1m3$uS@4B!1$1=2+rsS$r7ie z?RZ>TeJRW%y3D_n&QZYp=c*!7$GmIXv3hNqVdiBKed`s{ISP0$RTUA&Tfy=3wu2m& zf(Wifs%-}!lDZXXzfC$vfe>R%#FMG*Fr^D61!F{i zeo{I|0mg!=2+nAYEOAQOj#o&lFNJwTm-%JVISQEHsVX9M%)7Q7ACgvG3h#)%^#js5 z3V6R)RYVwX1;@|Z4suuuBDfYQwjJw7yzdIu!G1qt+abI_ZO8wT##V|D5gq@3lg?2f z#P^tpCsW%o?cy|Jvdbg-^HZdA6kzloX5+{rP*Pa};2FwWarSOjETfbL2M*;75sfq~W zt>E~1+d&RXK?K(##kOOevy2Mb4wx%nC-ysp7pU#{H)(982ocfo|DJS?0wEq_BA!fb z$CPZEG1;bw{`?<%hw%wj5uDM#AxoT+w&VPCF^}jnpDUfCK;5%dMWl{-*S6y(Y1L(1 z#ioe9^;YQ|1-x%m6%oc;!SVC9gB+HE2(CqHZ3le3;Y@{N+i{uLc0{~DZO3tGY^4Yh z(eZCe=O_@O#zb^%JNkamSEA3H@0Bi>6p|5L`d3TmC?I*ast8W%ld2+k)gpU7d8?K; zm55aM=rT>w1 zjslE7R29MN)ep!Lrz9*}IFf289MPqpC!M2!`D|4Ysbk(XEZZQhx)jGFy7Z&cISP1R zswyIkw}Rv6Z3j6l1rc0}RKqfFDskP0?E1??OBk{32)#gU$G9}MQiO=;(&wae6bNxE z6Y*qfJN`<#P%Pt~KqRV`(bdCb%n^i@mj(OL%qadxi6y6biYfU;w0q^IiiU{Ma;P`plK@Lkn1lJ

Vt>E~1+d&RXK?K*LOWR@oe%6#JYhTd5qrJvlGkwaG;_c>I_&L-zr_Ao~;8J*Q zFNZ$G$hunI8I;--wGgGlJJf(=*QFIT4-JD_*$wN~yGl96dwMxEd)hb$9Zx?SD$ds4POCZx> zCZZ#X{hv#lzoXKqS%qd^0MQOUA~;_pUBrZN+6#saza|2>FO<$%0QWCdMesWE7i6D) zM=PtwYC5BFMynJu0EAxCA}rGRHL}jTqzjnTI;)5Cj)qy#FzeS)u+-b7wGb@zR#g#+ zEv4*sW`o;l=#@r2;Bjnzn@sUF=@KM0#hl^1tAPOhSEO?lp#KsRF+dMAYr9?nx|f1@ zdUpxVpGg-iDV(#1C!PESH2+&VQvuEYqbh-D-(nG6y>^o%TUg>+Gp(thD^HK2=N zh>g-&3x-&yDk615%sHS>mcfY|$Ad=j-6sP)OS%Y24KR1O?&%9caAnfy_hGR zw_uCesv=Ui#oQg`YO^7ZrrG`nWP=UTg-BW-=0S_>X(8Z0DxI%@|D~!TQpcaU9tepJ zeMok=S-LPu?LdAB12jh)!4?Ok^A>EePgO+fwwQ%**Y)tAgnO6Jzg=4W zr0CCPtpesRzm&9DgiXsFKw z=rhUm5zO&=>C6RlyjE32>gJfcU$1NBs_2dU56B3gl`ce5Bg`8HC**1&;QuM>b4jft6BB> z&CoO#B8(wCC2P#xm{zR12qt7epQBtK!5p)sGZ)M;T~$Qt=2(2wiK<@PTWuI+V7tw4lL_`q7a*w# z<_znu1_JVXrE?XK-=!)db>!!61y9h7s0aQBg#J?dbI_V-LMSt$_xTk{v{%fSO6~J$+iU@zA@O zbA}E595d>nFf#sCve7o_f+npeXR;wV&@@Y9LZE4ujR`SD9mM&<;xTDO1fyNADk62G z4S7b38mbnal4(ro;v_ZAB5s;agVmGLnG5D9sESD49A|juV560+4&AKP3|OrkszR}E zl9^s1UCg9rI)j_Z)iZn4Ra2-yFO$|ou-KidB2u^5NQA|nUNION4e*6H3s-NzuwN;2 zP_KuU2goKSyM9O-jHGrQiLh(aD@?Y|3zKbNVFXh@Ag!8U>i4RONZr({BTT(tFB$qo zaF8VCJu={<(nU;az||23tdWX>tsarqLa^00R7Iq2tMemlMR7@HqGpvdWvdXL5=@qa zEck?U!IN6>{0IwDn36@sv!u9S%-={WBpCBosv=T1<~3UkSmIfS))2}OW z&6#S=sN{_*cvn~eRfR<#l?Hrxp_NY5je2IyzOftD2J2>TqR9AXU!GR)Ve@byP||G8 zEos&(Xx1wze7`{j%~tc8=!?&gR#TwFDpe7wQ^G%O8SL!&COXMnH%b>GX6v6CaZ?CZtQ0)EJA0%cN1ZLg+|FCocl43t+xbA8o zApceATm|I6tSTamyuy5jZ%Tw|p&){5K|{O>BDfYbmaia!Yw@V+ShX`T^OnI*%&gp^ zAJt11EIh~*tb7x{Y7(b`&6D2b%(5%`6Nh3kyG_n4md;Bc_d+IOfGy`RY%Yy+Tv}$r z8JXr^>}493RT{TKAB`nSK|W@qG$7GFMgZSFe^_IBXSJ-OHw6FgmxftaZ^8YnlU7Ku zP*zn0uW}cYk^9~7uEMc1W=r^}UO$d&2=xrC-qM22aOc;^XtzigFsad2595FsXvjXQ zcQnj04FyXbl-5G9)YDW&q;4s<3YBSM8R}U^TuT+`u_a1D_Is{$v6I@*t8|XuP|vcW z-hwHQODiOpvZ*Q}Y)XZulDD?xoE1cHE#|2f#A$6mKG@cF+O`{>7VsYCo4l6w!_q~G z<{1{LTg&=E>AVCAy`PCtXjzqe|FEG9Oa_!nVtj&o&G;Tsy?sQwj0y2%d(HT=6DsI8 zq;nR~{aQS_9k)Z0-wkPv$+qE|wY65WYMV0wcG})ug7jCU)%n2|5ATLOfJ*uv ztFg^$Rtk=+Jr)jm!~G0yc~r<;RB4v0CoVdCxb1EY#?CFWK^5>} zD2aIm{Mln}Vt<)9DyEEIO3Ivd!#cu@1L^=v#cE6-Ty(EuIk&S6ttv28b6t}eU-6!I0*wmlikl?fJ zxx>1rgWzCBrLz?r%%x0(g8P>DFyvsa+I<3oXy|9+WJ4p9uW9w7Ubr-Ktf<5C9f;V* z^+}_WDOuJLjJYSQT87n&`gMUSZ}%XFY<55zyri}J%Hi^fEH7i$DPxuu5raEc#H>@q zEEF+IMHFlKK4~Qd3-4AH!Ryyki6s5&SjjXt$0+k~V{_f%!?*0+KQ;pWRsDEghp#29 zN__-x-3&|E^{v#5Z8K_hAemKamMgF!TBcFdGZRKh54Sy6_aH04OSdWdOI6gPn<57U z)=r)lYMkMk7~KJ>J% zqU(h^RYs@H-UrbZ)Yp+Pa8K=@=tvx2l?IM7jZM-@|01VJKW5eP*#IfCcniO1(5Zo+ zKu*F;DsmFGz{>(Bvxt0_L5cpM&aA{Fk&S5j9c@H!GW(DxaiWAO*+=vs4OIYnoN$|} zh$o2$`A4R|8TKI8cl01T^%IW&xCmlbpndHGG(-@gp$lOafu<>36RzptLJ|p!ycR*nkeK>RY zFnTRmai+tP&?CBDeYQ1jUV12VZDyNRszW3c3MUe!AYah|{hfyo?||OyamR;hwVHOK zo@v&h>#x;8nSudZ7iP*$h|I?Ij5Ptb8u}#6Jgor_17DxP8j8x=Oas1x4O?J)pX5eb z;fyq_kcPMU8^_x)Hv#O1c)`bR8ZgM>eV5%?WOufD0&Z6HEOHxN4^bkEl*j@lvJ*%L zcmS3oZ$*a7qT#Yy9iO1#vS>Ky!ep%pxWx>Yg&vG!w=9}X^i_XUbu`>pJ;6kD?5TF_ z{i}9V5ADck_>3cZrf!w>jA@O#fpfh% zUN#yHU_Auh1!H0YI=Il|y{)M?!}}GcoEO#B8>RW3H1>VYu#wfu80R8ZS@@&{W7=_J zvX*tQVlz_=E8yS}`1l2|$|6=y5bI%u*B(|`2P}`Gz6z0f@?uD2?`>(7Vqh0I1=KBFAjDZXo_fL`P@c{{sk?+yq~`Sd%qy*-jK4gwl?B zf&Ai!q>GynT6^g*^w>!&cR58}Y#Set&R>B0y{aO3)p-|Ltbb#CG~B!JKvAp0m|GOR z?eIgg$D`7PNotRw;W}y)V~aFJ4OJ1T+hW_8U*o$FZ5z{Ef zBxgwHE|_E$6EVQH;)3naA1&^6AD{JNR@I5ws{0h;1%ZzGIYP2nDc$+ z+~2IgM`Eve;J z3{RqNI0X*6#RR3lkXAu3&`(uGgbk!Hp2dg6C^S|O!L>-KUw_Fity?~CgsT+93 z&G4-$G~Tg}pwmlaw(Zh|OX>+$4j*OOb+^$LX&nR`-JmKWbsL?r%fh{VZZs+ytWbd^ zTHqEdu=T{Q8~25}ud#2EwT?&^GpV&sA19`!ZbYTnJtZ1#ja{mS`EQqx~hoO z4YrI7RxQGOY=^cr`V}(KUD5?hYNF+iiI`?FEvqf9fnc4Ms)*FBvvA9fvAw%H*d_ds zEb_O~g-L3WA=r)uc3X+D#RsJG7Hsi8RS~J%V(|gJtij2O`3~lYcup4iu5^)-T4V_v z<3T#b80Fj2*$YPbrmBdmqM+IA7)RwCCH|iZ;DgS|`D# zn^i@mZqr4#XfVd9H#)Ra;$yN?LApRm?X-CK7-!$3l@2fs)*Dra_%t2K3KsLyiYc}Q@Y4WZFU~`Nl*}bNLi+H_9%Yo;of38I~L&W z*Nddp5sdgkRS{t$DhyHaQ7&pl6-00?Xp~Dq1lNL=EGdZKTD(+saRF)p%g^pnT7IUw zz;!w7R%kVAFn|w11^lsUFoztBLbxUIMefq$+}2^Yf}A z9BbaCWKHGReEtsjP6@szXK{JJ!>6H5yK+bf2>)6HQ6Y_6NoE-aH)LBM^nst8_t7BUfi z51}t$n?%5N@30jwuD^%# z>)}JX!v`3sx?s;Mr8N@ldAX{H)a^OH^VxgBM`WFxbU~6@XTfm%iF>z7=PX#^nW`ef zR!|61c$`B%RY3&T;^(TK-Dw%$HQ1JM@za_{{s_8?S|c;rGz!5EfcdD`Jib=iLeccX z0(NU2?~%?+Ak?dvhygZ_5M%f@JPPcj7JNjt^<&aSObBP!t(QJ5owES$2USJzdh&j< zPrnyD&N~yQ=;M7=E~0#vbmjuer>lzK^MWhb+@`JE<5zM+ZVZ}#BzZ3lq8Kfv( zw4?@EF$|M#S<)@m@95Gh2nHHg6_L7uR^H&A{Q@iE0FVsq*553JM%3(%Z;_E~>Eb0d z(yC$a$QD@Xh6Z!>6Y5b*S_#2SFIE+ix|xO!8r3=*J2+T_Zb2x95}uM-J|JD3gl4&C zXv%3*@IPo!8lV^(7=W*kP%*(S?~~R-u*{k zf(Wj~U8;eU(-Z!O!S;mbJ-rSS&AYVQYq^+)gwrQBXAZEbV(AhmMSbZoEHHQUf{li7hC3pb`YY-D z1;n4Pin!{G{i+>h+`o<{zVu1&ke(3gonIs9-yvP}q|mR1K@rrDrndqb3Y5QJS_{Dd z_o<5D-tkRj!%lTW)lxHeY2$i$eAc~5R(MES`J`5u1s^rB+y%@Zl+IJY{0pigQpbFb zyJS369eno*`JYP{At~~6y(Qui9_J_0*$UwQm#T==!Jn~PtB3p2&OHKs>2+xZy))tP zP0U+h`y%Nq1;7`mibx&s+0I(x5ZU={f_;;80g`fkj=LT>0{P3Na}|(ZuPP#a)x^C>^!Ybw zsFTv?jA7l=5;rVBEwiqc0&Bh}t%tyx$5ch6Zm&68^zr5-oD~#0{oQw;tTFBSv?9;B z!v#+V0sJY_*$UwQ@ktB*{H-0&K@C146I>*XMbZiZEiq}*;k?uHrE?anaIUI|a1~JS zdfai+Jcoh^uEkGOXIoH<=6KT{YFPOk9G;NFLo5s!Rl`xn_rN^Q&Kc&b@n^RAUi=v{ zKZrk5%)h~(spj4IGtGP@{>(5xhd(BTqG#{NpXug@=;~Ya z^LqT5ZN3hFW|?22o1ey?DdxB7=j-(IKKi+je!fXRpQWEq(a%59&)4YZ@95_>^z&N! zc_aONnSQ=XKYvd@pP-+2)6d7~=S}qUN&0y+{d|Rf{+52;Nk3nppO4bdXXvL*KOd%_ z2k7S{{X9ZH@1UPI(9hfG=L7U}Fa5lge(uMgndXD^^Bw#-WWF7LR+-sA(@m8r1bXFkxJ;Aq(i%gfZ#6wFus7 z)O0;(RA3YMf{!gY82w{Baq%bk=V$om7x?Fw_~%#n=hyh>xA^A?{PPF=^C$c>We)tA zihriVADvO^P}}_0(3B|}V-3o-R>Sk#;E!%%`SI3EGH|Pfe_n=vUXFk6!auLXKX>Dw zd+^U|@Xx*YCvz^OZ`zA+?7p6BSh*UwdZSceoJZ~Na=3qz6@y=4dH59;j9+01`4twG zUtyW~6&9XfAqxBo;ow(@3%^2u_!T0>uMjeRg_z+L*2{lDvFBH41b&6q;8$oC@2Y7pm@HZ2U>(M^dfR(qFD54H z1^+{PZow*RaE=8Y-VMIXJ}u9FX3-2DGTD3-3b}Ji)1H$rY84pD)*JMSbLoF&TE1Fk z59ie^tC6dpD34pEw)xK>!Jc`5uI_F-lQDRr=pK6xEIzL^_SW`R+k2qW=x`dF*3hv# zTdu>M`R<(?YLj?9ub}5k@Q@urxyPPWu=02)C_EW5>ic#7)0RCamoEZAVJqAAp|-ss zr&X-V7{AjTw`XADKq;r1U{C|tN{}$s}i#h)m^ZhLoU4M&t{+5Z3zs105^z|(hU46?$Pv0`p(YH+W^DPtIe9J^H z-!jq3w@mc$EfZaQ%R~>~GSR`eO!V(96Wx2uMDN}*(Yd!w^zAJZU3<$!&)zc8vA0b0 z>n#)Addozw-ZIgtw@mcuEfZaO%S4afGSQ*8O!Vh16Ww{sL~q_Q(V4eQ^yMuRU3tqy zPu^m6uf_a$%S1QcVqUz(oOp}*@D_97E#|>n%z?L<|86n&-D2Lm)%5s1wR*y5)HU`3 zc6?b5ytUED<=U)Sw`UR`+AnU~bJ%mX(t$lQKLC`0`$OLSk%Mq_Pu)p519)4nW5QLT z7e;b9*x82XF~^&&>+p6+BX+hszIwVSnAG*u4~jlReE*oP9jWOP9TF_$3GiP+$yNrR z#}`a|xl_4T3u0r7<%5AG%;n-s6&4R?73RjQ@{L-G*{m`LdyVCr;8(5M|3llGhe?)P^`RrsKAMqc zG+NNYw4@nn25E9M`@U4y(p{SFs#aC?j3f|AR@UvR?8(Y3a_Q-oSPe#iizgX1VqeT6 z!0aF+R!e3PVDyjyVe#RIvH8r09(?e?#>Utf-Y=GOZ=4g$jl5Z-KU6)DH-5i3Cr+F= zvHSV-4if!LsQEut$b(UFFdAZ&7-ie_v%D%mH8yLTy^H?mj=k%QiecikjAvu=c5k?& zEciNsYyym0-RRHSxZnmBlv7~rJm_E}Dkh!~q4@=VsVIe+k1G5RrKOE=&qO)R-Bgn~-LyYDl6!SMUfi40dFl#m8ojR{ONs31BEKd^Up^ogtlT%% zW~(ds^$`Smt}{p*la?~ok;d|`4JSC=(l6AGj$$WXS$9PW9mro-6ypf}ird2bZSexU zF;ajsR~>Dvz8^0iZ4N3vR^L^&I%3o9t*&Fi2Ck!J+*VtOb6E$j+~b74YxRenozmZ_ z`HsWq(hGaa;k-`kM&|4d+h;D7w+e8sTQhRhvA#Bjp#!kqxn6-@P!*O0H2q$nm{o>4 zPUB}n5X1d#6-T&y#^$3R*KvjA6J55;7nYA@sN)RF=k)n5Us%5K<2tUF@cL8J4ej2L ztI%|1r3&pg%7!nX7qlkXKDbm~5Mi=&^E3|61JOpU2gJJ8cphQWM6C0aSAz%gy;uuH z2Gup=S3NQ$D>TUbi`K%Q+k!F}qR1pBp zvK9McX?r^8;f?D3X0{?gj=)xY#F(vQRfi8(#k&E`WmSidnXZm|a_U%ujxJ!BDDC;q z9HgDzxI4m?iqV>Vs0m8CYMVmF>Ncw$q@Z z1QqB41}o5v&qNC}2d;uqS+K>j?_2D@yk0ig##j~((4fN8XfsuK8fx|mPvbSH@D$*= z9)@PJM-4iX6pGf@!qUR#+t+-wrI4GeMLRwm?Gz*RIQ{17^{r(eHrTt?!mbsa(diym zAv~ei8Wq#Ngf-PqVJ-HHj+%bmnD#MMDz$o|5y1xL$A|mt7}V*urYCnL^2s@n&tg(7 z0Uhk4YPEc%Ri?p~*8-Lm42bdyw}r>%pY-eKzF9Si8TY~187er#HnV&o+$O5?NepHm zKW(^aAZsQJV&Aq@F63$BR2?-}Hq8|5s7orAy^UL5PuUMqr12G zxXC~jW~Rs^pSF(UEf=28nQsU>F8Z2fMZebB#)f9xqGA?^#^nf{PdMBj(pd~L*0}}8 zQ8AEYw-#(gVI&O7u-O5d$MBBEcF1c6`=T%wwm$U6SpU)WtG7pZK6nPSo|;G-7ivu{ z*1~VgS3Bk!)r66?I>$@QP$G-bRskCpC$~F3T5wby))t{fkY=!kY97@ukXfC`X(uha z-r5d^Br}*47VoiL0o`VM+#QYr9dXc0g_RUR2>RPFLc)CV%kh@scE7i6wOh?xE@s=G z0m$|z!CpToUkRLa2xk60#|q4Sx2D}zf*#KnROio@GvBHRHz}rBnU0CM%za!XUAh#M zEnBFxvK_csM_`r~>cl{KlFCTCqOuqnPCFAR!(rc&w4<_2QD>c55^}8xN1gT{vLrEg zpY|XnN@E{%V$|EAX5YvM`2g8w9GnE8!nA_GF@sLKvmjK`w9}OrzzcS1>2~U(G;xYv z{%pmkjXZ=K(|g*ng^-eJPe-{vTu|%jfCS?VjJEL{Or6=UCOt_ECc6%T%Q&U+C*WgM z5uE1F0Zi6Nx`Ly{3|34!;PkP=jUqS|l8}@7^}KObdgvA@BPu;sE5QkjjM646CG9w4 zg$&k7a7Df>Uw3b+_igIwC^nB^_PfO*2$Rnl4zaw!@qfuV+8?v9euk{$&M2PMY_bz2 z#%2n0oVZOt$PEa0hulCYo7$LRvC7FGzON!^TUD;A1P)Y{XvYRj9l>rdjA%yT>fri* zdl#L42rd}in(@1SmTG*^@8M=s9lO&sNw6>R^0d5^5PxuXraKyr$Ji6hX@diE`m}Xw zeZ8&!qm7I`>~q1KL5MISupva5U1naFLHnl+t-+A~8Db6Bnk8$EbO+Vey3P_J81fQ- zOHC-YH#XZ8DuxPVc0Q4*nT3 z?zZ(c7l8@fVC)irz)_@99u0;$PIYuJ02wr57ZU&WW_*}03{J4S2-xr6?{tenC+G@Z z8B!w3i%WS$0|=_ye%V@G#LiN`y9_!SCyzR|b%AF4m{`GRmU4FYitdx`eQfjZnIzr) zRVzpgDLA3ck(9YaatDJq%6;xOZ20c&?qM6VI#;1Oes|K56(cx>Pe57}(-*fp)8G_- z(2GR!&ln95%0Z_$da8$+;YbmJ!;~^}F;c5VYD=T38GS8V$S8uoECi!YsPu6H2iLoW zaDtYvdwSK}+U$iR)^`VI7sDCLZb`3|)HLQ`e=;g|arOAv>ra9aDCRTN0b(2`vwN9U zlOhim>_0`07WTM1rBp|GV^L4A8YG@ zcxK9U7Tlzm##Pz-j?|GIJD1Y7No{kC=lxEAWOf|XWFZ(k-%uUwQAm8U!;E-bJjJ;) zd}^T11gRM_m)#g_{OcBFY@aMTI}3xIH4I`51gAA)>>MBrHuPoux*SbG#(0Zc-RK_x zxl(r*=Q>?Tds*LULDAexoL^eoopGEk#d?yrxrv{ z>Zy%-2w95m)GWqGtPGXoGLiOV{{SlT4Kl;akEf#xJ-v`5xmmBYSM(1sNp0^6(6_Fr z2uIytNS(eJd0DxG-?tXEGd@1W)m)U@>EO*kG9SR{;Z!-q98Lo?>hCm~6Fx8-%aDxq zeu1K~mYs*^^o0RH<`HuM&9ynEZ#1>&_K0R`W`>IB4%JN(ZYL{MXbyqQ0*Top^euk( zEs-B{W6d1dtHl>Pv7ah8Ys@+5=cfJs0hS98G0T#g31Fdv>P8;knpk*4#MQ^G)q!5b zT^wInL0`0dv0EG%7h=q#{8HV<@kmHT-K z)?-}}V_*qY))`L%GHH}7Zka)D6g90-Gp8T7_O+pT<0?a)EXEF&F$9%RW_|rc0F$b$ za~olaYZY17yw`^MMV<^j)-~@SQbLV&%{zvd)M9$XQ^j!zbq~=%TR8er3R4_O0Bch7+zADb(R_f zO)D`NN7++UdY^`hEND~`90pV$mlsEslNdC&VdFQpOT*6QnQpEExva16CB|2q*hqea z!H>CER9*E;-)`Flb_YJ}{sErj6)oAU><3KHeB8p-qg5uyjO^rAjD+%`ifPd$ zP$~H!H13uvG>gQw#YZuc))8~2R(eMorzZ{w6zhc~PSCcZZJSp`D`8QwerSDAoE%P; z2i+kC^iPaB2bjC$9^FPJUVVmgwnB-vtyHI3W3DrlIf$6Houhz{S(TkaYp#qsdpi|z z!n5cmZHX~ApU)7q(YMT9@Pzfo8bGkju}~`3r=BSe}_Gdnt-89ioJc62;5UedH;ql&Z&g2rH{ zL}o0Xd#+&Q)U>-6)U2M&-h6vxAqH(HEoUrr!ir;&;3i(d&?jti+@Srqb!xb~sSXQu zMmr|SbAvHo6Gf=&CSxrt4j42BvvuDO5(#EwxQ)fN8sTDgDP`8^!*l{C zM#Jd=b|+;uJKb%V9JUW}vpYRUEYx#383L*xuh)nLA}QpUg+!f0OwKw(iJDv#FxYZp zVMAQTgxT0FnZEJrGOZ4FdKY@?<~d;l=`uLkY&AM5UUOcHMCe8yC#R2C}WMmO_-m+c-1rAzGy3M7voUk9WSv}BGO|S(FC#}(MZ(+N}iqVmMnH&JM;c(oLZ(=5Suz3ZxW3QJ6S)M4B4?ZaTaS=2)(|$2kR#bF zV$%>aS4_Ao-Z(Nj5=|!Nav$%Edg^p-S@*o#jd=twTgyv1jmv#Kw;Pky%N@qcw!hfG zCZ8u}b+HMxeB`99#U{IR;e&2C=2>z<6LuAgeSGL~(N`WDmxvgPv$nw&O0UvQ;h;a9 zO!SJZdeWNQu z!b1R|JV`F-A;x9agA}qd)D}^gf7n?J6g5PdleMgYdQEPt>y~k>*ica`FdM*m`RGeD z1a%UmyqW;IEKl1^)v{wtI_&8tirxr1Vc>VJE9 zQ8U{3(&i)0nkhmdqsY8;(L_2FqYvXbqy#f#3=0B4l195tg&)HVu=N zgfek@xClU#t|8=CcB3h!a`*-V4`5g)G2)XPTs&hqoyc7;(|7 zt=>)<>ope4rn(&*;;30IVe0dPdOgiOY z#XQ7fs6Od#thS?VTWz7ALU!`n0PY^1;T%aXM;0Gai^yP#AQD65AtN;>$+*p!lQCR< z=DXH5nrQp>r4YJVEDz=?E+Y28JK)=D<1~&5hO&q1%#te1c5h$b1f>o-_B%m@P*-3P z#{FJbEs^{EN64`r;ON1$z;UW_T<$huv#i18lsOPH4EC_~zcWC&4~8TBBOJwr%8VT* zcuT_EVr0#mtRdtC*yk;Ka5^Na8TIpm^UUY)lJ*4e0S@h%XkT3+|HUz4Ey_&frr32g zTQJuwxgQLvpO?VJLCeDBUz5(RIvMMW6KY)vFx)0ljC!S0=LMThKz&DBuuK7y*zXPY zI~TEo>;Sh-+R*@+M4(3a=h668xPvjy>_R-HJ)n^2 z8b8(3V;}XgGs9)}XF7WWEvo$<^9HoPN@wId^6E3wWPr}>>~qV=iKlO^VcJ?(?kyE@8& zn8Rn9hs^}oFxJOFYt>KNq62{Uu|;HAy-Fc^J&l2F!gw7xme)FoidG-tR(C~qaow68 z;Ht7x6E+jk)vqo2IcEF@J37%^EaD4lX9-FIAHsPvyZyGcg{_dxW^+!eAR5IKF9zb( znB?m+wUF3GusF)mU*D=KkVa<^*BNeeN~u{wrzJ+(Ud0t`dwO7vX6`XsN)SxSDBfWZVVa}6Wr{AD|-|YH)G=(a`8-n=%bhu z!MP~#aZlPykbEc;BW6Qs4MxF?n+}8FdQOb|E(Ua*lE%%Iq25$YGpLwmQ}x3Dl1er4 zZM_~^#v-HoG!aD@r?mKhMpKo_^JVDNbci{HuraQ0WGQ`!@+9?YCi1h2Qlr^d=wQi1 z8V=P4g`adBfSF9M=3~_D&%?p)<@3Med}Lgq_fZRr*0>~E50Omw= z!5dza(R8xcu09Jv8LwJ>V~bf%DDC%l)L<=?)$~=hS?vYJA%qyYQB@oM+S;hn8CQV` zdVO*yYqhxKXE)O?es<;Imx@zmMR8IS(5Q_}V{P19(+NV?PTyRzrJlRHfNO`$tt{$_ z-OJ~{)v0W=`zAlPZ50ZlNip1ebY?F`l{;DtW8p>~_5bLB_qRKU;#@Xk;oe8)_Ix)3 z7tsV5$!u-=iixiuGcs{9mm?FmWM(?r|4N7HbO)fmj!#{S0N0jb=~D;re$AK_j9?j(&<7ZSVjOB1LREgEVVNy( zve3sHVr$LlWo+~H{TMnrPk+QwFmC&%rDogH<2 zUh3b55;+K)`Tzn#Pg_B*wc0K)4HGpxGjABvVASx;v|211uA=kBz0NVW)xo)9WH#(5 zt)ACBp0m!E zyRC!gj5a9O)$%OC#$>~G-RQS4wi~N$AU)e9QFC&;6z8Ls^KaWstJBM_H*vmm^Q0>` z4TwoKFrVwI7mMuvu3vMUw3%Ozeq6rO@;Jd=KCiMnZo`E3Ga$g?0ta_A zDqr}!PrI(!kZBz;0B7cZXM?M3GXVHtgYr3+8bEw_W<_S3z=rn&Qf z9GCn=P0>Oi*>cy}b_6^rwdr8uQg7YpWEnG+x1;x}n-lCu*~1K3o6$KoLu*LDGz%oi(bk}FXgnCvf-t?Q>UnB^r*~j zFXdl*DSzdqJoC7c!o~R^FXgAbl%MxfKJKObCoknMy_BmLCHsrLl$UrZuhuE*{VbCG zf=*Gd)=ln;0*|4FB)dl@O$6-%njZp!0c%IE47b$Xm~z0*s1 z(n~q;Qoh7X`35iLhrN`Kc`1MBrTndz^6F(Jms{rByp&}x!p@KQeQrTm4L^2`;bLs!!0c`4WE6t&ZY zwDD3ej3X;H7+}m-6*GMJ+2+uFE<_Eof5859t&&^G_*1 z?xp-IFXb1#lwb8y{;ikt2`}Xjb&48P68r!0QeJ&R)rI@bZC=V_UdpzYva3^67h<`l z=l?zacrH%zU}>+wRLN(bRAo54YJ9NQ8(eJlhw65i%ZJyr^=KU%pg?nG zG`x7}^7~Py>+$vB3)}t9yDq6U;=x$$kisvA&o=olA3nz%66#+*d=?JEgJE*{%P*gQ z9rB&OLH*y2>i=Gk|9cPa;@^JH<-_Nq^EYLIWS4F!|7-7E=U;=*ZW4J9UvPT3Gwm10 z;^-|0{n=yv813crcOo$cdF7`5=-3&x^)gi6yBx%;%?i~mSUfq<7b<=b6?Z6853gF( zuX{{!UP_HHAt-%93Odg+QtIJzPUurseU;@Z%SC$vbqF`}= z3;%X_)fu*l5FjtIAmy%<%ci7$`r-37%_Z2Fb931BHq`1g1Y_sF9bUDnwye_TGX-)j ziEzo@L9CwE))1jz4zE0OX`{2#8}6$oxRITdL+kNOV>a>d*^5Jc`7pkJiKSD;t+Zwt zBR?KqtqKgipw6qy@-I>a$ zHtt}#O_x3P>){K{y(9`qUvJ}T02`CkD72D*G~oPj`23CPE2kFdRcLxwOqYVxBYr%* zdeOciZNGNJ>5hiu@dY!-qvwg3IP%xS7cQ#r?dZX_`j=bH=mS^$nQaXg|NZcqlj^9~ zIz0V;?_Fgrzt92}INPzmtsdUeI9~GMbC>B0NJPpjAPtr{D`5gZ96sMpAz2Zq;XB8| zHKm_^_`Kug(Q%Mos|-OsfpH7oFq;f_N1gr4=Rc<0W$2f~YfsWw$0(yRh^y&8ZW+Vn zLSBs^QxC7+RKK#E*OfWhwtSsG{M+Gm>(vH+hV`NnYl8D>5XzRrPd|LomidC^zpBi? z+wYPZMB?F%Cq|u1x11_26#Zk1!&`=397R_PgvW4q`KWjC*i9!+EuOxaD`mGo>Jwh2 z6q9;*g9ErR9UMDV40b1b4&25mA8-7w5S~gse4T^0iOt)`-T{Z_z-_+6z`26$5SmCd zU?`H3cBwch5H4_8mt@&c_!6y>)ubN2d9A=?{q}IQHyrL9Qw2S?rAoKdJ7D2JV%^}DamXH_FyC?^&E!ImueCgx*_Yj6tgl)KC4Zzb5UwKN!ddH6Irx+3Y zsN-CNF^YBkj4-i-y^cCZCfc1zJ-p7q=>KAxsVWGwMME+InR<9NZgXEh&2nB-DgZ7{ zKUQbS13w&IvuVF!5Z9>-B|3c*zgDr@4=U#q{_XGut4 z2hbCygU~S@!>O%3z09dTf8KQe77EmK7AL_8(x!*c?+k{6DjL@zxQ)ZV>hk$FA=Z?U zFp^dLYJ*t(*8}RmK8SLie-Qsd!XstEqb6aoOjt4rC(4AACgHI%;gm^OFB8s~gv~Nx z%OpHeCcMogd~TWWc_yJCLEfC_o@VC^ylAa65d}XTs8^cSSEav zN%+<>;oD5Yca{m?WfH!pO!!`t@cm`N5151>DieO#B>Y&J@Z%=or^9Q2|r^J ze!fij1(WcRGU1~p;g`#VUoi>4Rwn$qN%+k&;o~OZ6DmQqp!5IEB>b*QP^NzVlP2L) zWy0_4glbg#%)QCvKo4J^Qw?1YpSg$Eoz>vFv!Bt-SR>cZiCnL*mR0;*F5NGRjBjxEiluXYROHl0wIaIsW$`V9GHVYm zg;u>=wvUNiuMMk0=PNbw8zR$Ls?#Uq6wdDpoSQUGIj%@${SPARn^jiZ*|!mlbf@UB zhocn4e-sdJR1nq39j!T)`#+1^Z&10*iH=mx{~~g}PUX}ALMqpvid@(0r$$pb{!HY! z$vjR9kB8ktY2p4tWPQUv}danN=^1T{c zyHY%VC%!i)0HFQqjWfsXewOQY*+iiv-TyIfV@Yy;uNUt&6MXnr(?+Dn7V3r^ID`R_MaNPqxNak;LNBPRaL>eRW=H7iIt~WF0kn+EYAcx? zM{>+{B%yDaKe@xX%|JObM06&<3G71o5qsTDCA0-IN0#KryY;^~`fN?m1Qg?@16LRUa2^P{57W?OTp%=+Y?Q{Efv z%4?1ax}N^t*~_XyP|jsh&aiG-yyKKLsauw59^En^l=&^9%wgS@QI=EQq;AU$tgJKY zwgf>r*F`zahTqZ#Fu8}zD27h)UKOl*`yDIQ!*C+{bwcY*oQD8Y?!ZE!Y+Isiw`dbm z$1d~oKOyqprt{N0S{}wb2&2$@cPfWzw&hcMGRq{6nqJ|miGRhEWZWD7ptZ1bLEUz? zWA+TXj)J+jbS_5oum`C#m!s@76zZZwda!Q!q!@Fi0X&J^m~clxpYR5zGlG|+*WCaz zCMw%)RrjiIYc)kaFOXN-?LKaOn;&>z0KdfxD`qURtLXy){+J(b&VfD_=nrFUtdE<) z+tWc$9YT?_8EGom+ywzRqs>WrR}+^6^vpIV!AqO_B7r<}1xjSM*k3BZXRp8%`acoq z$43{cNsn}GwIpt-kAEsaAKB@RaTo=62sJf}uNH`_v$-OV-&OEG6WB00b08_#V|eJL zBK|J{jk+^^L^&?1QLzW@7W|(J^iwl8?IiqV0lzqdX?Vb;O1@E`-d|iiXlxeWBEXhr zGYgm6RqVG5*u_~b!UZlR|1N=w{$n;{a8cdjevbf#W0MoFHD(q={-8j9cm@-2F-sl% zpa8rdi^Yv=|Az(GjJ5AlyXyQg0XuW;yTGO7KPgaWu6-BPE$+V(z_ZtW4EbjS@+`IQ zVwO7ic>!n+MGD(o*SF~UVXz%JoAswu9u@@OFW_{>SP0C%MKJPFQQjH@W7%8mzu1J# zFALaO17lDExK!@P1Zu5;rBGc1`wanHZ(zB|9~a0E~H2SB79~Ua@(4eQS9xhTjtmCpE(wHsqe}jiVu1mR5dWK)>BW>s>-q zy-jFQ1?^Z?*}#tCxy1Mnf@?!_ZD2iZxWA5>0o|_M^_x^nj+y#@6eODt$yrQb9}UZY z7A(t}W&WD}F9O%pw8mXto6k)DR6xI_D)QEFzj$)4s{JzozN9z4t5M!uuzw+7&3!w< zEMP#m+!2@6swWvR>g{l?*g}rmi2K9`<);!~5R??@nBYSL`25F3kq>4+7@C zL9yFbk3hE1O$XiCu%2<8FDRP(f<&E}qYR6WR|a$Vx`dt3=gds*JdXW-^h?cD27Lw- zdA2AY2CLqM1>w0U0%C1E_bh%Xe7OZILI+NiB6 zJ2Vj&MlMTwt$xnt(e#dtX%ImSuda1f9Jf z@pjXGekH^*SL9oxqv)7 zdp8sgPV{e3H>-Y;lsSAG-fHt1zden3FiuKd1O3fH60MijWao-f)5a z6c0(!4{X2Zt%=#EP*ye*wN!n9X-hSdOsk;!yebQ7=SPGbkA=Q#jQ-;S{iL1v(HD=m zcM&=@hW;r5Z7#JV+00Hn|8`Sn?(a=0?T>Ig9|Ql3#m*QPElkEt^~>Hhsu@y9MCkr! zgb2Y|OS($IDS2wvl0Ihze&p2pdRzZO_q5r$u^N-HcRZk|zbJ}&2l3=cZf=SI%0~st zU4vmGoL?3=Cr3I~XzRL~PtcDE=m*pb6YY)7HVp-468JX+n%Vy=j1&a8`$gTW>(nvZ z{~OJ~YWWUyva}?kbHo<4D?-%CZ;2ve9Gnhbs@&C5%CWMS`)vXDNL{=VgmZhgPYT3) z5IUN2^1pEW|nNP%~-4{puv_QKT zmpkF=iDJ;nSWe?me=eZR74kw=ka>igmz)}UZK8(k*Q|DKSzTPL*O|?U>i8>BtUHh& z`WjxysMreSzX_B@^MGrx%;5g8$H#-den?X zdzJut6qhKe)p~Wzz`SUt@7|cj=$RAw<)Z3-V0L)hqW^w)}KI4ij-g)`Fy2!RVz+>JT*+B=T zt}!0B%6~bQbiHdya_yz5lvouqU-zJbSvlm+=3l%ZM>sI=m0v^`_%S zI=ElJy>&JnM9E!6JR~?UrI(?IEa*oC^sS5I3$q!)qCmiY;#rKq<#T0T5wJKbE(Ud> z%6HL9gI^U;59F!OQG{EtQv&U_rDA)!JDbkd1qN21X3-gEbPKm3fU%P*!&2gSX9eD! zCvlb2ptE1hChyw>%#2-wN9v0FxdPkYJQgw(53;nD&lh-kJ%fkm7O^8BZ#&f+OfSx+ z!X1Gzqseeaw{W`xIL~C_c;^M4et}}CH`39`rP+ku7g&k)%1|Y%ZDT&OEBt{V@Rt^w z;f@KnIIrFqsDd?f(xbSj-(XQE!09bJo1~vgcLKLJx`A6wHWtLK+Iea_21pzhuR%q` zaFL|3k)4^-ar5aXgojTJ)WLKXle0OUcn((d<2x3qeG)gwEev+nimu+}EylueIF$K| zMVTKiK{2#G4`U33;z__Sivr@k+$MluL4d{if6i>gJR^x$NuW!|6s~nm!Tie9W^Oz% zKeVRn13+{xTah{k0^AwGLc&BzkI@N$mu-@TJ@R zI)UQfwv#|{oAmnx(CzZNs{~G2n)eHk>-7#)n{%um7ZS>SwO>1}>O-d8HTk^b8wH$m`Gv6wJaM@G1qAGe9s#MN*2psH)g#s2u> zj57bUfL`U$6WmCSHey4L8L@v>V4u*h8el`VD)d~)zaWs0n`?p{WOZfCjK%$k0A1Pd zjPW4z{H6UR4;Z%%_VmQtd=2-6m8=TX4mhh z1nfNucCvqfhB~9o|A9cdYdjrY=;4ym8FBuQa0>l8R~4n3Gu+l}_KH4M1jhC%IelX% z3vt;Q?o=KY1l+%e-62!%@FxP+-)cJp zaM_1`TA=z{ZD&Ari~HvSIBD;v6Kfr2hb=Yi%`Yo&A{|H#K zge8!I_s_B&Ezu0DnZL|FjEjlM6?E>)7rTXi-0SlB&%k?n?vg0(R|-etR5?|VS`pA{ z56iOz_-St*Fk1X5xZCueEATNf6N%erD7{N?r69n|4Dj#0o%IpCrK82G#drR0*IGe2 zWTnGv1hl`~byjFs!0QBh;GUy-;9n--U%ob6vG4V)V0^ISsPGlyQ^=WZh%wYki?0^w zuoN*P9Tzi-?ke(_AixQfd{fL~c%5K)>Do}gY&Mpfe7*S4-$kF2HH2B|@n(VT@1ma> z+tuQm1UwwZELsef-NnCE;J;*Tcv=lqqzZ2r-_6pVgOHU5?-J0nwC6CiE8x8XeWvzY z5C4FGfA!jM(>%{-h9^>w4~y^5%+#n8(3L(H1jXh|EjvZw>UBx5;MBw{hM7xqLeRVf zPbTf*YHg|4w}|g%vCkl6rO(p>dKUW(L%VuBBhY8E&wBVx0Ur#i?Adl~mvd&NQ$bag zfdy47h-dYMyyYAc&Ht#_T&xlZw^%`99Q8ITb#ead&DI+AnsGG_w9~$(9djiWWzWL-!MR&N5M~Zst!VRY) z*y3AFHdY^xGQ_MxvmDUFz9{>f%{;SL2P-B8gL>5>*u+GOElJeoWD=}M+$MVBPNZYXtHm*l(|lBGPJI!6Rio6o|{%k~tW&o5^O;ZmEO! z3fwbf+!k%zM&Yo~VXZC8vR!dtAYU&iY%t)fR=tDFTow-oVi}k%-=^P5Rw%V*Z0JzH zZxjW@jxfHY8e?t|nOpbYBGB&7F;-KS60fYDZx>+xcAP-13oy5E-zD&{bJmNWXOi}N z1mImYmM+Rx3i?5T^FWq;$IyOIpxqg1c+R8T#psDq=KxdtjzhgY-DQSyGh=)#^hLd8 zhH}A7e^dyC)BiPQ8UkvC5}CLC3BiLgR;{-UfrgpN8vl@>c_PF6=F_-F|6#%Owj85x zM)h-oYCYW?@<~dy{i0wvo6}Gl@O)J8Je(bHhsa>QzbpV_!Oa<*V>7p&;T7iUEuos= z#?8gr-~;Y2^=;4n8ioFKQE2Q4tZ8#DK+F9P*2aEQ;O0a$E*M8HjpMfjY)(WIhjrV~ zZwqA1bkuhodC;E}&^5tQ9JEx!rvzeFu#|!O2Ld-XhTkaqz2cl>yftHZ^F1@$M>g>U zZg+CJ++{(SbzzP94yOA@qOgezM*JAUptK@|a1G;+1x;WI%nK;e=w&tjiGU7Ffz1f* z7W~r!on0_8t47K)|G7Zja1Tq4v|S_y0-1{WOF^<}&L!I8okzv;*Mem=r>Du3;BN$W zY)r6;mtwKo!f8r1V*;CjwWSA64R<%y5%bPy$NXO34_F+uqrVeH&GD%=cgrVsE%5IJ za*gAQgO=9!j{@=Gjo~)d{F@8^8Oz?XbnOtC${FN#<$sm{Kb{VjlDMS`o-06g=x?&l zQtMX=82=oJ?;@yxYOrA$%VJ$E@ceTmS$MAct`U&;=BY1Ky6Xf~-~!gH;+5jQOaR`N z9X(nlqT#(lV8jAO(@C8e4W|dLqo@fO-CW#TxW8nWjP9omI|_ZhDD+ITVJ@@nd#zY* zy}wpamSugTK+Fp8GIY=qxaJb9fa&WZt`2s3 z7kcW3ch~ONC0H3*nei=~LNesKh|kLcGrU6x@{U<1Wj#P!wQi|ggS=aiVN*x#gh38R zS>5*u0-UO??}cO))d=yR;8?BkrWx>M`5zJ3>p79sOd2{a819Kocp(y)^sqq>VbvBE z&{jlX6p(wEQZg&)~IC z=7f-^gphkPHQWepD_T^y8LtcK&&z4XGc%TrVnfiia~k!`bgqDB1>+MnO?+muQnt4V zrgvsF_~v|{EBIpl*5jQ~Pu-1ETAVYms_D19tgJDtdOx4WYfJSl!OMmw@C8Dc&!43U zcz`W0MVHLAi>@Ht$S`~lHNsPx#5qBN+56f)ESJO;rYCq#r;R+9qLiaA@HcZzduEoQ zU^y`^`YM*fb&tk^v-%Q`7S=T)j=&ElJn8odx~Qtl!+ZLqFkY zh+da!FRnVx>-rFi^C<(ok07ubdkzN`(PRSx2M8hHB@)nXqAvA0$VUAl zfr@j5M#!p!>X8<+%q?~uh0FP+0#PUtPtKu)#iYAetHkP4ro`K-^pu#@S5V$pib9z! zU!?%*AMK5GoP##CdGqB%w&lzFkQL~jE)FK)%^g}y4__4LVW3!FBZ_tNe)!R>P~Jn4 z_ckrWnTiuZ@C^dvPK|G8J|RwKQNAe! zlP}S?3K(-`BG=t^XVl%pbwZA{uqzY8Uo(@r-yGj9FJRM$_hQXUD}+d)_3sj8Y-L%E z1Mocp;0{#|ebHg9vK^EU3Y2?TIcGuoL4kA!ANyQ=-CzJWQIgPDz^L~wp=PRn$g!H6X~u>LEtha=!@)U$9%>LUuq8+=6-Lm-?@mb*avur#k~wH zZkRj^Gt8{|=lNlk&lbfL?skk@i=b6ifle0@cDK&AtYB}dGfXEVN_3?t(Y^bfCkr&* zvLLDIbv^^s)dW?X{{)*HGLNx1$F!D>KVLi58No0o$NR(Wv3ppEJ;qX(k4e88gbvAI zc1dCup%u&md0tHN*twu%#@SUF_1Yrq89$r(IPXhV)SJgo_4EV{U!ruxwfHE?%SBOe zFC5!R>1S$LbkyUhw~eC#KzXG=x!s$pjpLM4n4cX0fz7t7=gl%eUL!zoeVWl+c^z>a z#Fgj`Bubeu)X)R-q%I+)@>i$+yygT6t^~ITp2+%vETSx_SyMVb%Phg`nC}zXCOW;_4 zU6ov4V5MHIRxdd7DP``j%P(3o3)A0&=X!%3{e`+;GcB$Jg8J?k<$Xlm&PjK{ylrhE zboQ<)yjL_JJ|qwy)`*6>5#XZ&@F54VJH9Zp$cqWQ$;Hs|(X_xT0`LB+e8K)cUa`>L zssJ;aiJbx*lpEo>@vzOrvG1AXJiOiOj8WAibq8LKl{0FTbxoA@?ry(#&;;nM0_cH( zdaa|6M=_hAZ3(oyt8%AprTPx4g?vv4ARE+F^*1)REA%cpzK;hrfp1wI+`ZF7_+F?6 zHyKWY1FirB%JzApY;WGhMQM>oW*loMOALs%fVflL3OIX7wgt>>B}ZD@Y}Vsc3!|T8asN#9D8Sw=z#f^s3I*bq2*iaZwI?vYTwvaw zXpd#PmR0xW`o_rfvdUX&Sa}>0)%R6GmIr65J`e6|1l+>x73g6e3e3eORp_C;>JQoFE^Mvb`;ZyI zo3TR?kND|{#DI(QGNZabKvG+;iw9-RTEQ;1h7Weyc(``5*RFDA!hW-Wy^~<~dpl|- zDHG<~1k3{h2BW^-?p`P+tx9Y)3R%BXpxtS7-9`wZ8)IgnzFWZD>%b&-+Js8w)5HMEg14r4*{av+n~Tj+ubm6H;n`eCi@wC2v1J=Q z^AVUS9*?+#xt0HYT5|A;X6x7l4r z%mH{GvJ$@8K?oR-ml@^xuqe;n4n$iAl9@n1CxFaEh(lR35#oQzM7vK7(z*Oxg$4M{O4^ zT?_7)5cttm-5=nFf9#pVkTzZTGTRts|7}tBjTFrRChRb6XV_*S z`J^B@n?ceUv;hrhe6wIw|G(O96A69fqj2|6Gi}78rN>Lz$eS z{EdLQMLxL^R!S+#--`TqVall7y0LF|{pOV8e+isdxtY*>rkK!jZ2T1g8@FFEBY(qk znKx+V_E(tsKZ*jt#@M2f)q~B@Dsf#K`-~HOUG>c|L-$ZheLhP-VC~9?TCVlv6y&)A z<<6+FdnIw@xl+K~Z*2_wnDNrb!p@GlV=+)wm3~Uet`=aAFtAO1XdZ*O>KT%lpe5op z0`cy26YxYWfvyukw?-O49N}dG;f;7=Lbl|1?pKK1uXZ%LIyhI1)UJHT`d{f=fB6|R z|C`HXc|OJ{xBM9m;CfLAxoRqM;I?)um}@ex6)66yX&k4lj~fMuzu*}MaSL;kzzHmP z<^jD?0NtCkv{EyUj!M~D0_qh`U2p0QQcgv`+^=Z!4XfqXQNECiGrysJ?-0bd1Rb3D zyk!wxW!^3FzbWF}I6^7+eIh%;h@fNR+1&y>C=lRX!##K$;t>IHd$JxmPASQ80rJMM zw}|9k7P;Txdx}WTlOm@b1M4Vo3)4gTibl3<#K*w$LuNy_FocjHIUm59PK(0a6SO8L zPs{l?yPxWeKtdxGN4iZLb@DT;vR*a?5T0}kT38IowYA3u7H(Dy+gc9T+XdKzNvn$? zmU4ccfV(Sff3-Mmfn$f|+DuFd^;1scgMM$~PIU2MdH8c?TUK5NEi|4B1HsgGsGP<5 zUt_}{bCVCc)gC4!)C2TbYdzOjQ=5AGhvP@tO+L{Ktk4fE*th5(Cw$q3MsZN)9+lY+ zni6+&L}AK@>8ldBCfXMi^1isHxI=;KU(V4Kc_fen7rQluo(kwyJXdeA-1ov}fiK(J zMS=YQ#r}^sv5a>Mv__WUm%z1*FA)^8)LjWSkxtLuq!9uuNd7ogxTTr6UjBBM9 z{QUy_-c3CXJ$|Ay8t8pSJj{qP!JmFWK;e~`*|j0)T|IoWz{f>L*?LI8ew%>3&#WUg zGKlXKSh)J8feQ2s!WF-(gYOmu{*&a<8nTbhhH<}7;66}(HeSIwmEq{pEIsQF2(`pi_=Ua|ENHosoP6K|Ac_v!kZ&dD0O}Iyn!BJUZBoOhDo?hf&wV24!!8w ztsaQ^5YZIpKdK|J^Pe<-e#`v%5%cF?m_NU5{``{p^AYps7tEjk+x+<%^XD7QpKmgM zzTN!!4fE&Y=FiWXKfh@H{7dua!{*O-m_Ps8{P|Av=iiz?KV|;>fcf*Q=Fd-?KmW%3 zxorM?$o%;+^XGl$&+nQ)-*5hWoB8v7=Fg9tKi_Qre2@9_z2?uan?Jv2{(R8<`FG~e zcbh*yXa0Q5{P_m+=e_3751Kzeum4OBpKT7gTt2*Ve6ZIWTx?Azz5eCH7pVvR2A%!l z?4b9BOL(8;^7}8}{NJB_MLN=zv}Y& zKTUr$*i|3>zwD!{l?AoO*ge^A9heV3%|3YU;=<-h`svR@KWXl%D%?-4U2(d;s|E;&~ z47*T|elw;u9PQqEN9&%;d#``X2X;RE1z&vmro(4-@5c@W z%0Bb<)61vZOY5f>R@d72Csg>mN@t%`Dtfe@YQNZrizOlt?fkz7j>ofp{4GbwqtL=U z8w*byA&)|N&c|=-`(yF7|MzXoii9 z4t5Dc*jJ<6*nZV7F8c6~WE9=xbr~EmB6+bQffKnn*&05HgOOfEoXla;0PrPFh5M*P zc}+=)%Y}TxmH7xuOrq0j)CKgpGMbCpY!2-Ng)@Ler0i@s8u~0bc7}{@O%V)XzwFGV zC9D)~_4Z+F_`i2xL8*OqYmqhn)q2fgLJ2Q_?K^fCh9zFeq&nh8GO1<8N~Q{iu;E@- z&7LEF5v|p90qS2Wt|@GOjS_gcE%Yk(i|wS zc!HS3`4VvAW-4|3{B(f_?RI?CE!WFs=CK^g03O(@=&1OAWbDE`zRezx+82I%_3?u^t0O4Di3}o9)#BUZy%Z96re` zDN7x>9m%}_~2|~c|`+6nNx3~OB}yp z&08doAy5|$8AMGe4XGB@sO^ik=m3!b=;u|W=c8xz^AlurT3!i5*ib*_rMl%XZAJ^4 zn!FVQ10xc&y|xY38=)!x0ziqPAUoW5gyg-6%odCSyy*)G`(0JT7Ov81!B64LT?O;s(8n`2`n^m=I64 zSI0wj;(f;xCL=Z%mcgKiQwcsx zmSA&&$$gLfM13PmkyoI^t6JUKa1*}C3BQRafe0j!v zx)3UaNQ}?Xj05hR?yA?@08>d-uY^Jaf-n&{Az^~ie7{f)xZv?~MrUL$T4VSOj+m6S zuODD)3inueH8Q)kGbrLv9o}1~y~6hm8NGw3i3*3%mHxLz)0y=zItL9wn97RI4z{P~ z)RyF(%8K3CV|FVFArhnVppO@$ZQSMKRm1Ea)I}l&)$$6g+F~~(rUY1n$Oy#!p}7m@ za;O!zBja$uTn_A|XqzpCOpXkDMNZ7KIqkxMA_f)AsARPdlHq4~s35)uB6QW_)SXH} zEoHRqKus_>;<>sFBIQ-gsGJFMyxu)wg=mO-=rF-b$`W{%2dm26`&A6D*E3;c3!96p ztLyrnN5+{ksPtlW7ps&D6yr;Su9;Qi(PoArtD?d=l28JSNFc{?-TE;T)a4u*a(Emr z7E!>*mkWvkb!E7h)QX}-Br+wB8r}qmGQ5i-a+a7}BqBhYS)|!NR_z&8f`gx!Hk#t1 zl&V%LFk-+`OquvZZ?gATaS6BG?C{EYtlqGbYz&x~p9kj7!5DsnNtV%hbxk%$EQ>?X z*Oky1%9)Z4M~o$7Mn1;kLJ}eRVznq6u!9_Nyj59YW(pm{&4%d6>1e9Lp|Yb_RtvKj z0oXBofF~nh^}I|Flt|&O)$i!kMyg}x=GMqvb2!0+Rp)?I8KawSWZ7BNkg{d7vdXM1 z!>OefWXr%6VT`)~%{b;<^wsO+C6Tr?y+VwIXGW7zCn-@B9My>?84Uv!lG9kcrDahS zKv#>i&CvZtUV#peuNP+n@EIOIw9FeI7-4=tK#<|{{U~O|0iy~~Ysq$9Hb9dR#l+Wn zg*52DutpmoxwpPYkt@9+Xsn9hN||%aQZv*P>a0!_1V(DY4rJTzj0&8n5yfSxj1gukLIG^Nn77TXZrThkTjFs9R;g9C)#q0lkIZFpgwfFmWL zQ$JnoFPH#&I9eL2TX^D{-||Jql~MUAE}#()+6Z{Ii_sAoas|d1 z)Xsz>V<0e>K@R~XLxZv1=@N+0RZUQ0dlMIl&s-B?cq-6{2SLf&RMkYtk~1pYvt*7& zG?;h~w8f0>BjmP3YeX<-QWkI;y;C+8rm&33acR0iOp*sfE?S%pDK4Ww@f0WVhze~5 z9zUSHjQ&I};|tAU8_yNBU#*7*Dk#Ieg(P}GR8$hWvMtOs1n@IDN@Zo$NXWsV;-me?hd>$a z-x~sPG@^kKBODIM&@ghTz=%Oj-kx3Dyp1*cj3(jZQ z*zwaoySD0WF37O-fF3LmsR9GOwwcIgrOsHGH@PZ1Bp5nj#0ZctFL#Hx4r+rTE&Shd|Y*XW#RtbbqpR2EHm~^%oY=%z|u&SyQ z3gJGdH~7M7Pb>vy7}IWdJUvi5b*Uu~4gtRac8cNbxKLM^vqERMNe`WY5ykUxOK5N6 z;b(MJ9)5*n!Ka7M@7_=2WIc(GNt}g&-h{ZgS9JN#(Tv8;!WRZa;$XLpo4$MzQ+iBs z8C_VE#h?)ty0C@OZu<<*NboUnhC$(d9IA5{g`g4am(V%{U?OC!MTPMV6p_4Ak}M2% zf-~P4=S32HE-FzYT2}I%9bm@wNngN>DMOFY#UdJndWz=pj$cO^t<$3*9D>KTR0m#* z;R@?|%D2>e${3x8OZ3?3Vd(Xl*uqvFlBQ~1pU);|EM5foBfwMubfm|z4XW)oXeXJy4ec7jg}mq#2V(30e(DOjzb3Cg`-1mhok*a>V#JD6zsLTUN|2hIa2~ zOx{Nr9YA8k2-dQ#jw2Fgj3*;}43Ze(t1aV3(JwlpFUaU_B4mU{JXP&&stq+z_KJEX zhWBpGYfpd@Yo*Vv;gRc;LAs1s6gH<}7dG3QTN|ruCzy?9bV#WM>~@7pq?lJ#OV5^6 zw}0Vrax@Es=rP;{0wqd!kv`x;Gh+IrjK(Pw8Rl6k`SeeIWR!8%u%3~JNLW2^Xomyr z`d}5A(-c!mg+(gJpp>eG1m+j!mC}JFTEqdBl&opQ8g8}&4s(~G1`Ndppsv0cz{3etVn=ma#e#)S!z;WK6Dr|DQ)L3m2p^KA(v- z50!-@D(tDRR2c7GG6N&eLX;voDiN0ss`UP@={I#yB^c4Dp`(A*^BtmVRdQWTH+!?_{%W#TO(JUMhIZ9kL zH&-&Id6YPxojjLFKVKyI6M>IuvHM{W8JB+2BMK7M@~OrN6?ty63G;7CoM z@Q8}5l0zE4fLRR*H&F6tWJI6k}P3#tj&{fM)=;(5= z>1t(E@J=NoSi?C{XLpDMBOaxB#nYrteFC>m^^SOhyu5!f;b$u|##w>#1KvPU=`rW8 zO5bfC$J)~vPg3n|6bF552Us4Ba0@A`@zeEl{))2e1X3wzDuUk1u8OdvkI*y9OesA| z3q=%GlSIMyvFCJIA+ZccwTZoyL!U6_*49)G3+2gS(wQ9JaP1Y(xI+E!u&F=1Op_xSCn)E96400cAY-y*zKh<<}AacK5UAbv~k4L1WVLdQZPz> zY%qLkpnt_|DQg57lixvsIU*5a{=pEQ!ev#{1KrLUT~4GJY7Z_Rkzu56$W&w#_bfR> ziV&rbO2jJc*0#G*>|!5%!J5iprt|mQN(n|ZW$n=~zB-%M9!Cri#@uvsLKl$;ODBLC zk)pG&E(sILZ0ZCUV1!OzuEOhXJ~|5+qQeoPK&LkcT?I&V*OOJg?ewX|z0PQ(I2Uge z8B6TJW*@_*Lg*SbH>EC&7u6v-oP}c^AZHv9IR%HQ`x24}b?<8k{h>g{^o+NO(Uw^R ze2!esT#DD)22c6z#WF?-1hm*eueuq0t+r|m^-@)@bYwK}cH zY-Ub7705)b2U%9$;Q=2KXLZ#nNfjUwX+K*LElx)`KE)->*v6P@iCEe^xJ0-_tNThr zyNo|P^vR0s5&{}TqHR(!T`zF(V#@6hV z=p2~1UlZhZYKWI%b3O|w%fJYzEV#!zpa-KYUW|+=GfNeOO(k%xP!Az+@DuxM)T;}u zD(15TiA?NnU5IZ`h?SwZ!Fs;Bh!9X&T#uwaRVu)>{rd+@5A%5>j!Vo4N=qwHZV>H& zac1=NiMl65VndL~*iNsnZJlI%8AHYzK7&b&m}F#(Z(m;EZayOnt|8Qr#OK!J*6Qh} zrElT5#O(Gh$WvWvb23yI3wOytKDp0N}X zHZzMw@*%dY82nf%BV10=@Hh!W0L?|tiwTsmVI;y-!jVkYE9kkau;**+6$BNa6#0VEA!!|mM zCTCm_czT235f7&NOgaWPi&zaFo9jCmUrv7*ucVdQuwWUn?oR7K@}y_7;tnK2V+D22u$ z9Vu_FrHD?*<@kw!APkS#Y^|%^`4il^#n&Gi)p`X*95_*KBvR9I?o3X`l^UT+S1^RF z{Hf9wocAgoAZ73w$1wu%ghUKfA2!|WCucm(>VxAE8_5GlcSQ0K5;2fGHvP!t;dsP` z8D?ES_E&W)hQG3&V)8G&~Su+l%bMR)?tYHY7N`AT+?eZ~v zvyvMeLZ_P7sVdIFRb00pfhBW1V#DmJu6fy&WX!GxTBSlEWU7HRxrx464QLp`R`HAS zCkR|{-(6?g=hNxU`Va? z*#k9lUjGvLH6`zdp{dT0L%(!mYz%W$_)&U0tXw zjEBngro3_m&cuJg(^ooiWd4>}%E$ww&eL7UvFt64=8v+sbP%c5Y+r?6lqti82mJo8 zIr=JwNqji|WLrax^{Q;mLenqQWFT+mpkC=*J^nr!YrPPH@D6 zId!YqKy%MnVNNJhwCsv0FugM$lLaK1$U-k+nc(6n`_3J+l6fqYqY|ebfp4;3MQ}OC z2;9RZUW&vRZ=fpYiNr$K#BayvD!LWY&M`i>XvAS#o=H9E_qt-=@Ek3VVG^GmWx2lv zG&;v9D}YSgc9uYW5t#FsW0t@{BrZEb(WleS4o02cSlvIv8p<3a6bVbLsy5X_r3+nk zVRwP{$?u@fup53)yN55I1(dl1=SQ(aI$K}XHY?wMbKJE1< zaxpo>ql}7keY`&Hyr61zJcXj1*= z-6eAbd>WJZ$oe7QiT-d~PTgm$Po#87kilD?h;@Ptn@o{eMB*Y%uHt0_<63xR z+srSzXvC!EN>!`YYoY2`Yxw!gjPXpQ$pwIkn|$&{;g-w|ZZo_}z$bG&Vk4c}i=2?vAOo>DVWPOS~#hcYoKFxs5A@7<1D&J&a7;OwTZ+ zr$NspDseJBt6!fEJv+F>%k+%jpC&ysWa7pwh?>pUd%IV7+sWAPpnOQRN74l%e5`8e zWYxp>2HX{7?8yrd5E3z<57G>JJQNs5X7uX;78fnZ6qsb0gGtP=phwWp539?$m)6f7 zKef!7TniWOS~tYX2wcN#43U&q%BH5U1GjWEmCb<*QUxr09x7qt z2oj7M(Vo5ar;HOmK?M>P$)miFHVgc4y2J0o$p}PZ911E(As#B8hXPPUp)5{4@2%nu zysC!4OZrs?C8+tc;;% zf>Hnzw=zpA6+T()564rnB_bpIPV*8daVlTva>{wY9M2oqt&&0^5}UG3hs|yR=BmvI z_tPSlsKhGtN^>S|2Q#-`36wYyZo872hqIXpWlS`s<+PZ@s9ZDYR<^>N_$FS9ZcD`S zjmx4IT;DqF^u1}cj6qC7IxsS1lF@CQ@S;yo>lDDm?OG8&p@wvHR^)&Zr`uleb7|Qw z>3r?QMI}~v+Y_s&^i$UXZ=2Ci@fiStMJ(tJ%U_lUo~O$Ql_NA3jCk#4ngk@oT9!TJAXhkBOSH?TY9=hwY&~Pm*^C@l}WJC}l3Wi6jLVcSZA?<~ooq*rZ z;OgzW5Bvu3hzk=Pk}EJ^&+rg+j24x6;g^UPM`s5+tM+kYSEm{MTa1-q5+_X1a;n?Z z22+0hNKPvXYn9N52V18s&+^5htHPH+C1%765#at4P%Idbdfn8b;A(dqzQ ziTPK-w`7ofz-q|~fiotba(j!Ri05?|$uRe^>( zQ?WwR+!t4P#8p{M`I|aeH*3tFkWQChV-hEZ-o{o!ujb@LP+^y7Fw0RJ4(BiyGujWR zGbesZF*0D15m#YF*#kZ*cOCXVE7#Z>0j1 zSTV*6$a$)`Al??tSR%_1*5DHNu{d|2vNJZ%=9WOzH8$`Dbg(u&-k00IGDf-?WgukI zLuG4-@`s&JAlcm37$h-bNnv%cgIl`ILVz2}WyJS`>Hc;xs)i6Q6ft1LrvkVBcFj&bP%n8c~# zIL=AaB}~?gIIf1age7Jb$8lzL!QIN)wZ*N~^)<$x5y#cAGiWM->fLz>*ynERdg4K%8uE4lRVy<;-wKrkggKtb}&Y_`*gRD#W_68Sug~YH(#87Gq*An8u3pe0~ zQV*~vK!lG=m2_=Ozn?LE9?+2M>q-9`7(8B`NTw<^6Lz!fo`^TKN z6C$)w#DO&!E8*tYC&^eD4oXE>#DcjG%W`%w#&uW4j`~k#jTsx5f>aEU_%Nai@OhjW zBf45n4NAO-#v{C^J7c~lJR=&<;?}^#AC}wWJ_@-RZ)HV~4|_XjCVaf!)QSj;q*L)O z%qB4BlN0ayjlqw1OY~;(ZiIrzyX3ntH6Gfk+RS%3V5BYb9_lA;q^`Sa<~>R%;=pqU zx<=>+k0)a{Y~R-!gCj0iZvlVUTyMf7Vuh)ciTs$Wx{P({h)9GMlxTv>rnpC(Lm~r4 zJg!7%2R-$8CUd>bB_cFpqG&)>p#3c{$KNa(@G*%M^DbqLvF^aFwv2g~NVPFY;=~GC zkW(cx$}XN@xtvM zPOz(o!B2I@6VuPBPD&lMWAbHeVAwZkuA@xCQ$et>&kBOxCs>4x(MGxmE-;Z}bnKER zG?24AnbLrOrUKv=yKn&lCY^E3Y*GVN5rh{)B;Xcea}QHI!8*v;R*)_}T5!y_)t>#AD8Z_|UNVtcxKayWdF$Ke^{ z?vRy9NMbb7;ezwWd&N_ML21U^f}y*B{LJ@qOyX1FvbG$}r~38d({ty&F*1mlsbGMc4cLG zgYnLo@TI=9nLa5UmkR-k`TCj`mlcoWXCf*=`(Bu3@4N=EGGgyT?qn7M#C zGj35%7nE4BSBtTp?sP}|qWYZuz$r?DNPMcdFQp80LOCOeD4XbelrJv1%osAL)SQuY zlvCi6oUAs@H@<4;s!bP^Se5rT68k#{bG(08O1`R!6+)N8Usugo_uo$t@wHVo7O@hI z3iK|@D8n05K`8?`~DXt1QA|65`p33@E7z!S2M%g?l_^qwY ztxtdwE7l5aUGWdNHgjg8!<8mciMO&5#6(i5&27Yj5ldww>IZphuyN0$CRNyZ!OA1! z7d7kW9l~kukzGWRtMZc0uK~~8+)Mhn#LaZ--A^)?PBj|wsEE~g5tK#!5|A$^Vh!6R z$0SY_)s>w3;0tT)IZ<7d&cG3qis}qglc+9C;zo54}6&}e_#a);$z(Z@M zmt&f19(OTFVnjWeW7X}2?eVZb6=#Gp>PeoflW@d@dZM3p_~D$4=sQLNqyYZl$nb$g z_^<;i|Cn~ZxP!0^JBUe9;t>}j8Ozlul8Nx}NCy3eEpIz43d~&88Kjl&H;?G z3G<$x&9QQoLF?_oOsl8)Vp{Z zZ$I}A`h15;#=KRUTVPWe5Ic%8gxE7;#~OA*CEm)XS;JeOd1Wij2t49K-^OJ;Gki+S zJ7@H5X*vT*j95zMj2p#14r%TP){Gh0G;0M*%$^-@JPmeiF^SW&Aw0J=!CmaU^~`NU zB`WbEg63M@8cmCU56+07(`t5biQDtUZxc(ibNfaGNNiQFtnUtBF28wSX0V8(>Xlaq zIC;V=uX(R*!H5MjmA1~j{hb*zm62*r%PGO{zBQ6biOG8#~v&EgRq8W8A?7w7PH zx2L^~`jJEq5~t9kYfMdvw^ABVI7mbR_Y5gkHq~W=tYR`weoF}~3PGFt*cndoP+@yA zY>)kuI~fsjcc{XZF?+iWCH7#6)d;j(OmKX1UV$tMhaMjZv_&Ck#7z)tJUGDNrU_rZ z$Y>!E9hGpz0)L`dP!HYxnePydkyte1Ftu*#TGhI#C{`2AYu$q-R;$0s2&cA$XmjX~ z;D`k=0Q7gE)T`_GGh9nVgB703vwa>f7UIp8#nn}&yo^|5sPj6m*~KCbRZlj3ytvmH z1$Jv?4Cz3%t+#pkY%VI1V&Ghosx=t(`&q!Jr?eZNe8N2i|hzXha5n4L@W*ZfgHzTx6 z&{{xZ!{my`MkR9HTE^r`Eh*s=H<#2D;|L|SfW)Taw8~b+>4S`cf!QP(v{rx-i;8qD z%U;oaGSJjBmI@-SREKRAk@zqv=khu3$F04Lx%6SwgKJs`n5b10VMLY3EizV?^_Fz~ zs*I;m_tXVeuq%#*iMS^rg9l=Td<-}=8p%@mX#2~iAEaii3#8dBCUG*^yxWB4l1-x# zk5f-QKKq_Abcjg=B*L#cfulGvVXIr7n6Sww7QM4Q83EUBcRW4d?+I``5~cDHAd;*7 z^Ad?Q|EdJ|;c;TQ!c3RbpT%99m) zJdR#g0*%Uw4~|||0wvZe6jBw6IipVaJWxg`6p0mlT;i_!f{-ya?+XZxc&dKR{&J-K z9LFS1$N3bKKtPn?S0e!t_(V9w^mv4QDwtTGDtUOnI#+#xr|MfP9^4<{HN56Lghq8# z*@gY(NbQ1S5@!`R;CDXh*nIG)p@;!{O{}L@$!kOPsz|@s$82!HXP@)p<4_ zvu(2CJaaXQk#Tv37fjf=8?zcXqjfmMF< z$v=Zd^7fn5ky`6Z~0wSeY+Ng375`MaDf&x%38{$^dWTmm$#FGL}hl3Sg0m{rWh&uY-&W#qx{5weW_Tas-cJa%V)H60!{>%sG!oSkd^(|vD$0liYfV7|9v@RgMjIj3m2 zuB^=|34NxS;MG20rJOM((7JZgZ`7qgK^jUp4f zZDmg3)(5l=@Z!%($IEy=X zgZ2!LX@M!pfG`>Dd2DktVO%_t1~pVM4F|Zckqt01YA8iz0Er7Tc`nxkr_1;pXvWHI zn$18GAJgJ+DrS!6)S|{CCisg|GVHm~<6PI!GyFwDFhV3YSC9D3f1hhUJ(iHfXIhrA zo)uhn%q%3MWhF$@aKwWVXsJc@gT7SDd!{X8#j=L5!c8)JkGCBWGkeJmkr|g+$-Buk zoDrGT32Z<~TGv`>E%4~9l@N)|wO0Ig)Ye);5}#|Wp7G3Qts0JaTx+%Gffs!TI-kvO z+ypabfN|pyGn*q}wz$OXdQ|^Z=X@TOpX_w|rNHXaeEpJGVR9`-JtfD~IG@F6IMSXg zQ=r1;lS$N++s0|;_2}9-A(CWn8^>=)-Ns8u;&W@vn?0Vd#@Gz9Yw!L$uKz!AZ`vKn zbzODu)`h*82zk z`22t0xx>D3&m95>8Ifu&n*|^u_TJ~*c{;aQem8iqh$2msl`7gF%YDDOd~R)Cc)QMl z0a!XXr2Z7o97|3@g}??SgpMxgUI|*G09t1!Qk{($Dp)0r+``d7MQe-NK@@p4>W)fI z3r0Qy5D4^eVbR?h&ilO?Ph3H?^~eg~0N(1?(L2M-W>?YgfIwg~W;oPYC1d&{91D98 z%tEaKt1zIJCLdLDMs>n(S13oUCZPGGBf7efuKXbUZ+kC_<@6a(O~DFh@w#737j){+ zJ7StZg)ypcsP5jSTH*WUd_fH){lZ5~l7WSS@Wz1&L=dXHsvpPog<$q}o+9FPhH8~G zf$AhC%#l>xDHab7wx|RPsDh~~NqbvQ=FJ+bidNHw1w~TGQ!IXAQH5NCpG>CV{$s&P z<2;3Lq2MmnH(5~3Ow|IJ0CB7x5+n=-#afR1j26IwN#z0k=-F_Rq7t;KX(|s7Tq+Z2 zE(#S;zAO@k2?|h}jUj@M=74ExYS~}7F`cSUqfv;Us-Tei+?i=q5UasRK%BVLSum2k zgg02jkL^|a_M+AB#`Zc?*h`BGfxUR;OO|g1bHnu(SFoVgd5Wb*SmXs2OFgMy_T!YL zr;&#nrz}8WWt_6^`fz_3(KuxtDu`oyslkmV)Ee6hP|&I_=bO2z{l4wZCi}XTW;sdH z<@7^G#Au*Wc{ilORhqtU1vau^1zAuKtI>=h{!_w0Nkft_5Ktgd)jN?;@Q875akQZD zVSMY2V2(Vpih<>b$|WDTHzHDCAX0-(vWWT^W=|i>7LtBZ=(P$76sq+#6xN-*mnT?` ziF`&R4huB2olMct0VmamMKf|nlW3Qvi&|nO;2masV$n}CXmU=24yI%2K%qWV3 z>96X^3RYeOJ#e0zV>sAGJsAHXt@ji`AY(xvJWpovz(%>xXQO(F*(Io^^Hd59JTzJk zc%oBwg1W7ii=8G6>|Q7 zT+B7lMY%OD4-Q-|k94bt-IwaRT~?|Eeb=OQ5h!@6>tga|_nhYU$e9UJ!B{>?$`ND6 zdFzZE5sa=JbQkk^ccoJ(N&6}^FjcuzJu^9!rQeFJjTUa<(p)BiTjR2D;Bs}c7IGF| zZ@OZgT!DdyMp8C6D*sXbVFn3$I@xqmSYV-jVIIp63B{+K1^tjLnFk3@ZW-m%)+|$4 zU{P%~^})U?Ck0(XTaNe7&O$0d4U*_zB|yPRp^y@sblFXGm&o4biv=QTU_$}zw^Ird z{Z>JaNi$k3FsS_R7~(#wp#M`x!+WeWF49~o{nQUEqX_Dc43mR{O{(TsHsJwz^;sDN z+!RbhT|x&`u&Nr8wn`V~;AS@t#3Ary7&svY1e+=k9^1)e5ycr1l=C`1K!TBmoX2X4 zIguF!QyRharH=#x)tFTTab6VUkUR^|iOPG1iY*xb*MIxFzyCY+KYvn9&__tqGH4j7 zYD>+WoaPraH%TrBmZXWcr8S{pd(l*hHr6C&Tm@BB+L&O;pmJGipUBF#01Pgp^*Cco zI4%=Rs3h(1hh(ZE*N!>}SK|b;T1j*b1ntg6ZgSku!K=E+fq}*)_fd<<4J?p2S4B(m ztGbFU%PV*~8JVcXB#MU?{aM1b<G@J$U_g$Y*GTr10Lys3@o1iz%Y ziLGOB;6iHIhhYV?T55S<;6ZAAMOXVp2VqxBEe8b-HJNJsMw|Ao9=suuMns{JzyNPi zY?)^?5wZ+o5v=Ad4-7o033iUUUv09!=xQ~A!2!Cel9iu!<|;-%{lpj~ZDX9dDlD)d z#c7|y@N5`_^;s>&9TYg=Ckjk4;MX;+<|l&#bP7^rmom4CemN+%XS0&dISmDa*pzJd*CoF5Us>9;L9~5dJ?GIXZ39b(k9J7~a4FeAq>3l(5r|safy7uyg z1&4xkdeBR2O^*s6I@0Mu@2xXE96VH1>7gr$b=6u4a44v1E&nCIPVt8T&1$V21GJ>Q z(R!^F$*3+5t#W7ZQtP!=8Xum>>S(=`1Uj;{R`6cir6dUtZ=~}D6{dD;EnkBLhk|r^ z&`WDgj|v|;s#+@$yUz3=8N3y#yg_q^llh2N8MEE3W^HO3AKu97NK_fE>ah6G@sVrW z1HJTKqT)Dd)ZNKaNYo^dbVnrsTut7}dn#{ey~LCE%!yT5$;=i}|}*2eJ$>!S-+BbIb)5sd(=3AO}e zg7C}s2|dUJ;jh~#^dLb<(;%>a<0$s0V8d0`pTGl^mwNQ*WN&A4e`~w7)bk)gNbA(j zwzBQt*m}d zmyS$+nP3*2d#Ev*!Gf69VJqU@r<+F!TEU`y4Xp^aV4Dt8PK$(qqstrh z8UYysh@nZq$^$2xN55tnTrk62L#^RJnhNvXV-E|6RhX%}S~V z3Q}5u@d}4&`Z9Wq$$^zCp!acQr9;ZKdz9V7@@TH|RVPd7{J02t)7CIhF(r=kV>g|mk8 zlhK}2^@Dh|xk;7pLBcLC5A(i7(Bw_}!N3DmHKOX;M{34*lfAofdS6xFR!iDWU|XlWeIjE290RqL!HH5hF1vW8hOWzK7oH7p#6Xpfw; zMz74qm+%VqWaN$VFhS|nFh-0WOED9h)G!-DlVM?q3u>>% z30^@D!Y_?YYMcx_gm^tb^QIZmG0!*Y0W#1$Y1!|M_)duyNDU}RtEqUpOHs`?J=f1u z{uXTOz9fHhY)J5$ZX-dBW0|X)G~FH~2x%ufFUw}&O!NO|OMdIdZi7x>MNHF=1{wmQ zd>#&*nf1-{c?1t3QLUy&nT)-8t!6Mm8D%*A*ty6r;LS4}$A*NI)xY9#FIushFhQBJ zT8*m{d9D?!J#0vbiWxcQw=Aif7c&hB!l;<3r%98W7c&M80V#|5TtzDuSMwDqi)r#8 zk;tuBTtUO)IGdSauo;K4#BL#*F>FZidSqq-ma#VJky$tpd8ODqX}3q_V}jD_k(tMB z_sBRZXuXkweSzBPgWfss8Z;Rx1h63Xx`O77_Pc^1E~vd8n0ck;9vB17leXIfv!uKS z=G9W>d8^$Y4-!^-y$|y=>K^!waFgCg1|CA95=^!DFMq@8ize-`VKj?!!T zqx4m66*IC)E94k|>-rig!uFayM_4s`UaMoDvX;TmO-)*z6m}wApB>Sx4qaG5Qz^{L zO|p`Y2}*CmUR8@~?8FJ1OxRb5p!23v=zAhB;sa9>Y$7_CkVab(bYg1x6|`RdRWCf>-uvqKYi4Pa?Bqd$(5vLt)5ydomAnH4nb#E4Ue&~P z2Thvd3K4YP8XP^0HY7Azg99F@yro-xZQ4X-szhbbWa%~n2Dz74%{%rw4VG`3ppSqi0Zya{N*?4}!cM~=lxCgKx zrsx!y;SP`23eH+)yC41;elL{{w>R2zpaz2--cqId`=41dHCd`OXrS@x5A{GN6r*ZV ze^iK|^Xf+0X5MZG*a3pftE}jXlM#hvVU{(itbhk9uMPJu9cOe++HfBelwJlonvRBi ziLyxsF=(Linos>;G@Jwn@|!fD9wZ3897zYJ=Zjf*@U}^gtPm4)$Gzc*A`ka3Sh_W# zs}Mm~og7esfhO}a3U*8*=;63GIxgdBT)`oRY?YP6hZN7z?%YLtmg8KJ8^U<)xuZ)> zA~$KzBVgF-6_#%gDX2cPvq@nwXrS?2s>9qy1NZS9R=qMG zcP~0gUEgR=&RSp5l5g0|`QEB^cphamEr%(1Wh0Q-C1ztW&+~{ilD} z-aKY>f(kB6=RtyyG6}4sK5t??EyyH!K8FZ8&zaPTiPNr$GaVqvXwC_?(X%k!1anSV z!z>(#sGIlgtT&y~m96xIC6|C@P|W+Y;gnt3>cfGBdJrnE|3N_)&P>iXDXu1C67-gN z0L2gtJanZ|cVn^rI%vfuR~q>dynz8&a#Hu{ayS}%6Gd4SMC|Cz&a0Zi#{v8g2!8YV z_QoM|iXhksRakwsVUB$2F&HR-Q%=%*FX?{s#Gp^mcZ)A>4)DN4V?F)^S33K%_kxki zWrTnQFZCHYZyc&eFb8uPs{sWkP5f}qMD-&W)?P*$%;>4?y|ul0xc!Xf6v22bol`6p zjG|_c?cic0f{=vlQUZ?TQ<&LjvyrPA1w#Ubs%z*tyq*}C&M2%pUsAbxT@!$TM`gS1 z3Bey0{pD;vd|5>Gnjo{M;+Ldg!TJx1HLTx$efb_Uo;Df*kg9fjMl;|eeRQ3rh@f`k zz#b0Zsom^88|=(=g3$J4aunkbBuKy!fPskO4R&eqrZ*b?l{5VQa`yzyi-Q5S_L0R7 z?zj*H(aWIo8!puCCc2SP7b`Fi30i`HfkD9rnr=}XY9l^12E0@VN_R}*kieiS5X~@s zGaH^?@S*fdR;c~w1_~UiJtL0o*G2z;YPI2O<|;u|7~A1tfrTzHR4mb5AcBiEV|;cK zh)soqQE#EftW5n%so;>Hox+Q0?Xh!A z1fQzTE50aDw4nCLa%nK|*nD;HW^qwYzAl4c$}8n74+|`+9wBSKp)(qE2PI4VtJfnQ z5b#wGVP~(s9)iUJypq2|mo^OJO7`mVJs{w#3Z(jTP|;q!0%1_#PzkMCBUr)1z+F9| zITlz{F?n9}UKZ{54id0nRlS2{EJ5>^=!a?;;HpAM!^8IaQ~?-xl-CZok53Nw zx`#WPUvKX39&8-)NhZPcuL=%Xo__BQi4vHgRJA3|LeF$pj`>Y6@ssSmRcIlHPPx`N z3>r98i$zgHqRRN{Ef!FKtP)@S&D8iU)W884cvQhukJ_q%ITl!GgSBFzE!C3&-3Co# z;-Y6Z#Dw$Xf=wVpc0F1RF4$FP*oFh??i_7A-#gi5`9aWhM)TAWV2bbT zOfuBjSAl|*Tljqc+igBW)X+i$2r{02lrOib24?m(Og}(^kh}EYaA)s$OSl5uu0H(=K4i4JQECvu{er7qQ&_*p6_6ib&e!9`q zb_+WI(_}4|yW{nFcpgqxn-1sEep3=UT( z2u6qRbr0S=eX}U^^|s+8oM2#es=h_9J;Z_)@6v;vu}Um8**9b@lz?NXKlMm_tOSP| zC$`0*vA}Vi>@d^&6fD1ce7Ld6dlQ0EA7$GFBE29SX$I~ z?@?^Ea^fYHb(n$!%lnMwn;;C1U7o=O#YIjt;_8bNvfd9~dPYND`UobJ4#8x-~^t9xw$g4st96(!_OlKvZtXb71 z8Ylq&%QCooV^wes1aRx``I1lcuIdzp1L$|`t)}C0una;x2xiL6SI8+G3Jh-*G|Apg z;0s*C@qHkmzjwBr&}vXQ>2?dcY>jV(sa-q0C|@ngFNPD^)3zMbx2%>3Q9<{9^?()y zmoq*`R=ZLs6K{K0v@+a1vLimdsl-BeLaO>^1p zp3y;>Zg*7n=)aLowdXr)8ME*Za4+>nY;*1QzAG!>KKO5HrzT6o+TvBqrlDZlt*M^r z>L6ow;$pB@w{ls_l*R`2?eKA;NYq|@aV2hEFqZ%MgZ@9$J&C8Z1o{8|f1mv)Z5z>d zT<;dN@-mordgE?y7_Qpa)(8F1d(+_;(X4M86)s58PQr`5TcOpcb+oU@UY5aHq1C9M zrA?zxmuF|ijAn8B^Ump+x-s`u|AjFNHjPGp&H{s+qKyad%;=JAx{xd(pf=ZK61o-~ zB51?#F70!pNnT{M@wD5ctAppXIa+UGV~(h;Q8GF%!-o_~jQG`2F*#rG9n-5MMiv<4 zbkaJ0C+&mU+DGhz3L6q=GG|wJS|})3XWTudoWOiv+kzQh-n~fRfr~bY`dod=cYNoA zU=ps5%m9LomP&lKLD^@9)i(Z@8>ZmE6!TBq^AMRS?HbyPJ`FNYZ?7(~_?XA!{{*cOc=8``Gvz!l{FIo&VFV?#E~ z{RR+hG^6i(axtUj?^#f`1ZS;?Ow?+JcxfuyK>3n6vmuqn0~M77tAdPDbC?sJaDvR4Gphmw z8Lci?Wa=|!mY`;?q0(?5q6YS;_{*}G(9PwxOFRFI?rBi3mQMq$(!kbXLjoPdPrTMI zC;cAxu;3tmWOg1I^l1+e{erfp@cO4E4>)W{c#`zMaH3Byb`zcu+_xj~M8F`EGb^Ta zEi229Ez7YCkV8>05~&zvPr(KVkxx{%2X#7YCOW?@Wlf7*PoGGDmgob=Q)_ihRgbNR z7Bm2fZb=q29g)*hn6Q|dtHfho3I$XD63)3xWy)Xy>Aag5?5&c)a=5UUx^w)MXm}y$ z4_soch6G`hrs^s8Z}T)Yn4pZ@OOJ>Bs3+Ony%jE~BWwH7UFprOHJG4`Qj|g(^YdfP zQ&dBOFt#xoHMU@*#snqJM)6!bDB`MNm1&_gDrlpOq!09|xgpjXHP1*D?j_XoHBl>E zP)8YRFzj=Kn`bBu2|}9i3DSWG%d@l4*i|NcvcMpxF<|gcFe@P#-Y&u&wJ{>-C}0VH zNJ|ItZt>dnmdw;r1{TCosXZI@&fBhs4JIg~j1*17G|x!kOibW~S-1qHp)i!1%5KBc{XyeAddP=^hQ`toA;M2C`hA>bkUphx!~p*Nke7{ z)lOzs=Qk(RkRXgo=WyOV=d+{D+f;)I$|wt|0Z!COYMzB0EQq7jq&IkZX~DS)5`-yB zXVENCE0!AAEb+MaI_|eLCw8zPj%p>dpvbHH=Cu+~YiRYNB`Y~?&>B?GMosv5#_Pf6 zO}Ih?U6g;L`S<4emrcP(_DzCN6wU2Zh9~3Q;;BxD!(ZOW8&3q^UBX)f-*`& znu%z;4$_byq=_BgHJJ_j7i!a3Z^oxuSD9JKBZEGw5U9;wLpKGepp9x?`vNbX%_~3$ z3*xBA&}JxB3pFn?3K4YC2!>X5`y*OD4|<=?M=%~R$Rj7aRUm(#baN*=*etP%sxunS zdC_f7>|jAmJ0^IR#~X=3<0?BQYQZ6bvKVcCtrkt9uG1=6EJg&KI$Lb!2s`u-%gePJ zuFPoBe(54``A}d`2Mq0d>gativ!XoxzAY;h6d1hpr^BVR zU2?=Xw>C%%R)6gt?lTI35AzfX z3@lXdXqKGMR;YI(JaAc$J=;Ir-8g3EtmrX|1bjLTr?{V;Jm-hV1t%v`&eAx*rWOF$ zVOj`^Ob$Mg639_e?p-k@7#^&lHd9$c5y*EA!-$)LIwoa~!vY7LtW+F9kaIz3i4;1a z0N17j>E1uw;st!glmHYMsL!XA+dqfNy+WTaKm(604@Wz@2f-=t70ZJ~0>1Us(edHV z);157zM`i91qSOW`{$NC<)MLxS<*_H8dU5K+Ri6$|RmXHW z99Z1WKFvaPQ*b6*FxzzrmB9p`+aF1HBOJz-38wRE=o}>2sCRN=t|#mM^68(Cx4Y5x z4+6p{6i5OxLHK3+gdSvq@Yn4VdXNdiZ}lA)t-92M1R+hyx~YgvCKb%dttX$&H{`YY0HndS&~8Nq-9C&jToQCNLeKk9pwOy! z_8O}u2tX2u_t?KmlFNvDgT5&o-VPZ8PNpj?=Ond1Z@1fkXM-KG@se z;}n7(gF&yiD>hAX5anP9*EMC%7SJC$?3#Xf*g4eU`_%OJ)NMKpo zc^U}}D(Yc$JD8xiluUaK1Z3)rsV?5m-d8)%_{~8A_^>QgK!8`mkN?tirrTo1C!h2=HS5I_r${#&XI zO!EsC9-~fK9vSqs@aVskrWTZ{TIvcFw6q}SX#cQJt-pJPH~oSIxjb_S402VZPxh#v zK@DpdvQ1DQh6Tfi0)?v4PxelZg6e67Hq)X2SWRUw=-BVx_V(6MJTehX#svi<0JA*H z|9pG;=AT`BP(7>p-o|XWxS+F+!+soUz4oxvXm~p7&E9wYm+HnH}%cGQ|Phr@y8y{DtH|AJ14 z@9f9stdu?>V8t{mUlfyr;WXj6)tCZ6FunCuAM%gwsmi#UQ4v-4dUr zOyh$0y^1#`Tq#$CfMD`0JS@(Z^EFt=aKU@C5=0TSD2o4VR`P8twJqi4e)Uknd3}p^ zJ{5HGk&+Yn%3md`or}sbCNRPGgYEriv0b%2-5iTU0`~jclb6F;IZ;uMVvgEjewHId z1lJGK^=)nYo+WWrH_+dsOXI0Vr@b_Z^1M=B4*|h+O+DBv7tiRXq(nhpsqTm&!FK%_ zg%3~{G9A#pvxziXDYqps!S~LyrJ9dTW$cw&Mh@p#zA7fgtVj2JMR(7v#KPgg@(-zY zw{|#`%WnVz@>?d#V_albY6X2TFuY^_*jhSpIIz6GGZ`S@S!~QoP5^O*CW04?PsReLI zz`jO*IV~x0z4IRH4X%EhodN~p5BDfuP3*IkTFwdz=-0`Ty3D*%3zNVE-wk?3wb7_hosLvTaV7tyK*9JA z`$w_&R%!qzqeWRwKakcqmey3g8kua77-52cGw6 zv{Ei-{bcWLrIZQ*!Swc_x+OGKDXla{XK3Jf*Zwut1zOE(MlE9JTbCivb_&(c&Y)fpTPEN>mXq3}3~?$%1}pbrLycg!E*PQRe8W``CGIIxf% zbJ{l^7n~LCsKCJRBg+t8g1J(^)WZV)4~~1MvHX>KZw?9AZy!@3ESHIK;Y#I@p@HLv z$FwauHejXRM+F7+YbTRaHIUZVx5g|h^*>`suwA#CVz!EYIY=0_Qdv)6hJ5B?+1R`$ zd_E@l-nLp|rj_yoLj%Vx``6=HZ!)J_ClhY0-RY9+iKJn{`mTM9`oXVmR%#6bJn+1A zLJJ)!l9lQk9}EmX(wBb6DYR03<6!~+A5!X9>g@su$Zvm3QM=1mi3zrqau-7b$F=W@ zS-CZQIZXFASE>(UNU*)rU0kRmFr6ZrI2I)bKG(Z1@r%I%#ch2QWLS1Kd(;6OjZ!0? z+Tg$_FBa$XaLq1*5B>*uzB4gbE-dH@$zEdO^4q$7V^R?*5-7P>DWM3LL%J$2S$Uka zqa&nk3e`-Oa^CW(tP7(Z#e3m(o}s^;Qqahbk9>k)lH~kogKe9 zIcP%&LkIUez2#t7meW2n zQskw1e>m*Ki6?3R-1mlpqk-jyd#kETSVk2!0S<&yd63|Hn_j)3J8oi|L|t_IHE1d% z;D6MoFsaKK4gVK(GlSXd{!}lnt82oSG=a>l6P1Dlq!y6)dq7pEs-}TzTU9^>RUae_ zUAP(X{S2{KxC)$I7>JePq_+xAp~4=R70SLx5;tx}Ix#$Vz$ zp9s1>WxA{ZHt&B;!;xYZC+NSm;I}*zl-*~__R3r;ih6|%D|Qn{hk^&}tG$v{34Th| z-iw7U90N;9VDQjzk9~GPRWoJiI7w<_!w3~HaPa@AUryg7y2YYitNzxS>QI3E!~Xnb zqI35fQRbpg4X(og?9IN4Lon}b%+B?laj~yNI}R+0AxR;E?``TsQgEb%i$vX2`?cZm zk%0ffpttDR2uz)4v+}RSWQQ)qQ*#!vX|>Vhkqvx6&FlXm#Q-Vq4o=6N0fnDP7%Q5` zQr{a!4g`W9suzlA04mB74BKD;_8s-?e6mbH*PbzR4)bMKIDpq~nWUv(-7Ovv2yWAT zK(tqO(V_Fg$Mo+r8miM)FxIOTt<3|+q(K@Kqz~}&3B{M3QkRS7$K2*Vzw)a+ZQ)#K z$ry7A8T9vyF)P3ZhDx?p>`rM{1}mDPMOO=<*<&~`UFVNx<$}i_6fL;q zsWe`ii$XwNCAbyJeU{7Mfs1>PmX)V1dQiiG={f~uE~ksmSNfm0J`s7)V(7$5;DPIH z`z&tJL|uaf3vbtM(;HI?&8UnypntI}333Mv%kTIf zsM2^`me0!xzx`d*Rr7%&W*-^Ucl|GDyQj?p1$Vh<6Qqw6aWiO;KlVR4q%FpaVrw|3 zL9@z*fdo-E&Bu!*BnTjcRZO%!Z(2^~>NJYVdwdD8dBqgLL&QhEdfG@)?dDYnS!gRW zA2fWUUZ4N-7hh0cf8McIMVGVlFMiee?H8h)nC5_-2VBmJN%?9*)AEb5AI!;%dhtG3 zlrkq1jt&W|lCm%94KlP*Q*YD>&oVZzq;f2fWXlU}xE~hZ_hy~vbPZ|T5xIg(9Fpf1 z_qPf?#Xs+C>NjKlE3_IK!5&mLiDducV}t$1km6dZ-tx}w#=);UJ$3Gq)y<;m8GvYu z@r#d`p^Lj>P3eLz8P}q=utZT|MO`xBBn)(*u<<%=VhIl*`+Y#sjv2x*Trn1S?$A3Y zllgKw)n{e*skx7L<%+g5dt^yKFg~CG-e54JF>hzX{QHf%f_25*T7el$Yp@dn_KL;0 zH-E7f0WmfN-28rCPC9=$+TY7W!5i3hf~>0EqoR3xTlMI#pbwdP?+z<+o2 z*Kx1&{JY(aI0U)FFk-+ednl?HuQ`-ha#Q>jc4*X)og5tjW^J^3Hdz0ehCl=yF z{XAfCz8DzfH}JtT9oRf}qo_Uu2xIjTLFa6x)sJQWV%In~W?kLZ1Te^NK_+#h^iHgp zSF}$TFw9zx3Cbs9J=tS65>VHmv$0%U&`4J;geNDM{!P+_3PFt!0TX0B4iQYS2kPS= zU4-qYXjwkQODYOTAm(BCvE6AAr;cdlH$+QHVH8;*Y^R9d0=6fFQ9#J8NwJvqJ5-C$ z`rf>yuRv5R4UBd`8WDs)oD5SdPNIbp^{Jt77=XPsnV6Z(y}jduEn0VqlT=jT0Apy9 zn4r9dcNJw!Cu-aP5z!euP~FFSib@@I>rJR+$DE?N3|J9o01Wbb_&}4}F;L7ciZ%kM zn495(`ZnHI)Q4&wH|7=fNr4mbdY~X>&OW9I-BQIhiiw*!I{*gx56V>O__d^}rZ2U5 z4gr|=N?LePyF>@Y%g+AM(T4gtwr5X9QbAd^>JJq*qydKAArahOscl1J}Lj8@ly=Jf-QL&cT~a^HZFJqS-hP%Ft$^!Ty%n z@g8rR7p=2<+vR;6fd9z+G1?&idr6Utu-T6IAIyrx<^WNJL0@X;I0VRjmxitS&~E}+ zv@6?vZ}Ax#Sl*r&Bbw<+|6`UDMRrS&W zCFqcG7hfqEc5*&;v*=(8kRpBt`(KBD_xFFN{s#rO@SRf7pkE1?h`z#1Ql{6%MAdwj zvcgPKeqD?by@O_y6(%SjL7s9fjcAWBHy5X`sAB@S$iXpoQUb+U7*5s7@Z3g)V>7$W zB*fSm31;b~N*}+eZ7LzehJ<_YoJt6_AYIH-9uRf!0Tm?z#|8Ccyl<#yv==730w!Ab z1YUwa0*8pV=M+%0SiKoCUmHdr3Ha|>{PW(hi1r7HP5@f~pTdEGlY!3{ z*+9~D;HX^1uxAR$VJWh_0Rws^NLHr&pPVHk7^_T&`k``#7xjCPYI-4qJ z@|ix~6gyS4VNanLo)jF&9;(-lj-D&NZ;F|rOim=r9O{#1VL|?$C3n$9{X8q{z6X2` z2^4RGBC29UqcY}1vWFM>8y1{mx6rCoBKONOMPLI%gB?0kkbrM{6TM@jjZ6{2f$WyG zOObs`HCdv97EK9+-V5+RciYmbXbXo09dw<<)`?baL%t9Yg!k!q!h!<64rx<~+688Q zj7epkF$Z9aTlIU04gR;ywFxVaiS^xAU{m*CStQ^;qN}T?_N?h9Wy~TUuv)a&$AdF9 zN-aE8-1j~^a$l_KWd~sGu6_@(!GF)=$EwKdDaGDgVc(Yr6?!0m2K!s{<)pVvOiPGn zn#{+Rs=@*IHR?A_Xm9D8&Yt@3UXO316BQN*p;_E-4iH>-7rmK^!9W{vXbUCnbXdK0 z0Fq_Qz=HTDUf+IA_o4R_3n8Kd{Xk))3=)Jl@M`W{p=hQDAdJsP1RW)!@qpTa7Z(dr z4GRcHR^frlS$4Fb%{hsfXscW1BZBUI$U5#NX0SxP7a%ah92|%q=u<~_!%yeX&S!2F zlVMQEMV%K7W(d_`rVK2&?=Ws0dkT1EIaIO5ydEStADR>L)Zw);1fKS0Ga7KlxkogR zuFwp-KINYQhlCpobzj8ruSMrr{SY(DOa_P{#%~@Z_^vJKJ~-{_qZh-e@(CN0imEyX zq1oJT4iH=)EoURO^RG~yMXK*;AU9cH4?}FJXd?rIH2jy6K+kRVvEJk!bz?_Xo>VlPOx~pf3#p5P8TDYewsyv4cc)s)t}$LPT)gem$6}yh*t-dzef#YhrOUTLu%HZ`}KI`jauc=i0v zAVKId*AMCZrkV>KQ9U1?@EmbfIY&p=gW-2xeo22P&7PzNKrG&MA@tqJuET z)w5It3*v`LpxJFjyV71ydyCGt`fuFo3peE$3}6=<^g9=(* zY0P`CJ4YLTYS{ZwD9+vp5`-TqN86{A;b^_MJXa&BOxz05$y`8&>=}GW(bY&LrCOFx zM$iyfBPlCsKYsB5Gh~XlRWc0-vYQa{yf-^9QnrbjL!dC*7$gYq(yMfqlXm)dh>Z?G(@$~r zAsR7ONT5vvgZf8*bt87>P|@g4e`|Ou6pL)`P3@uUs_#v`&aUh1kay>dR5So9ki+dx z-UKF$`#3l?*Xg5AIq$xrg&CTkVEm%g!1khO>scaJN6nIHA6Dtkv&ASdLcE3 z1IzpPv&z&H>d`S9Mg58#kwXO6wUFyeMkXpJmyvzxPTxDrXz&>~ag8imbnViin{jBA69f?ub&*0oIw$TfcBo*% z`hM`3uOO}D%Lox%H`o(%#Xa+`EOkeWSbrFlGfvprD%%3OSP1KW5gW8Use79S>5E~H zhb!-{OB%?a>|-d4F2|rg2St4t2WzkYyA5GAT+nq3y8cz)rZMilj!L#@#@E7RFXiX} z8N}{_n4?1Nd+wO6x4h_yhVEc4UebE!NL@2w3*wtepCVxd@SuMTyUi8=y-{q|p{*Jd z+Jqi7=%RrMWT>ue&jw<>gacYW#e4YI+puGgW_PAT-fcU*O8)Thm~SrOgTBx49{%<4 zpl_zPzD3paaLqD3TB!XgRN~)++WCUIC4AkiShG?~36-Bg9sW(L9P+;GVErPA5gLV_ z40qc94LqqRq4Lh@U%%`;{q9Q@!Nu(HqU{ewdB&O`(I`g&>GF|71my>*7bZn9n0JSh zX>jmBRDIS``^dEtmTJ9n&>hgC4zs?w1Rog^K2gDJRN&yw*T=ihX{)CBr9YqRfZE+L zZ9%zUIz$zzL)A&)eyihvqMu6M?p}oP3PoXT9kf`MA%eEcyfrBYJs!!feQy~KD0<>d zO8fRr(c@L5D9(oimH0_hK+k9H)4ZNI@xGH(i4IvRil^O&?)#*&g7;cPOCJtVpos9{ zqtD%U8719UMe%}iQtT*ESJ%OdWN|WRd`}nuPPeO0N6mx5sA#5@+DdaNfKfpKpynPN zc-{fecvc21qR~{E#ejk1{r-5+*`)ucfAt}ER-e^Q2w-Ta5R4rm6iBXvgaSqCbSrqd z6Im0{cwiCHa6o-!H671$?rKCH7>M41MZ?Kr#;4kA=Q*-IGdO^M5Ac*T7W6Yq6w!D+ z@)nRlaRU@%ig%hy6w&FJh{i_))w`ggQx9|_A~QxbVvkrX5C~jq%$B1dYps?V1_$sr zp`UIMNM~SCp^vO!a534u=+1gHnIHDIRwVP`Kz2usXXu#Crut`Ra#nWe-*AOMG^1^S zOg)eR&9my20zTc=oYjJY^+{ywaMGU@W2z{6BV#tNl|=D=Ywb=Dh}0P6Yg7XQsJRvS zCR*4Nt+my9Lqme`QN(EG6=-gOMy{-i5bbNJWoFQqDNrl7Yf@mLp@1%DqSIe}6&a9< z;6-mZ+3ihf9%;%Otvyi((1WstFozBLhe>*x*P{}_6^N#(e6+j*z(WM{fx1?EYe)y? zq5)oWA8_m}{c}2PxGwq%8}xKVSd~gjAx+k)6CRQMqVO(0Sd;=GIwbtW|7uX2^(e07 zK&OHExqC*tWXl;Jx&2$?ELq0{X?M9a>Yl1eRvLw`Qax0Dj$AWP7cT%ByFfuq2a@5IF9;HqK()J z#?U13KzE1Hl}oyF{x3_qwu8A=G#j2K^bkRL+ovojm;^1?)6@cE6zvX3GJ1d@yzdjL z)oJRGQXG|Dc&WH-jFj?g019H3mfEe6p{u85g$KGDzMblExLHg#2az%mXrOxNQ_bnD z>W~huQl{0%QCLcfHmD_2GJ*y9bw*BIygr`j2<~JL@IJvBfi%s^(0So3kF|*nj$a!V$RV}Xp1?z3g+TB#={5suJy(Gg) zMY~lKo(?g=`5@xd%hzYKA}BSY0~NKz9x&KLi_Kmg4Lz$K}m~2v|+5P zI9tlg0VX(I%Hp{myM)t!E2nIP3SQJx-6Pt(Jt|D;jfZfn)>8>sFn?@sOjm=*Z(P2)?Ot|2oYDLa%c!FI&wZXD)u`}mg7t!e{kPAmQNfzTE|dILlz3s%e?^abfKp z=OXt*TtkUkR`-3**LwdWcptjg-49-k;t|4kc-#u3ceWRTpSR zueR`Oq9!FW#07I;YoZ2fY->>a1dNHAr!ix;)=^%dMIV}c3A++aY8{RW&sKGv_dLk9 zEwOqndDVldSTotFNe?Co4$G^an|kf9<)r8=7k$>aH0i-GP;lO$?G1X7gf0+H9z_<7 za`+zP6eRfWu!nzH_C{)IHQ4to>bKNzda&UActBfz)FoAOwFjD(;>UEe{On1HO1gH;*vN)vFH%3Bo7Hy(bfj7)bkyydZqZI;6Hu#+e&{vO-kH06CxF%k;~A zIum=wNBW|Jgg_POu@n&WAwEqBifS0q?rk7mDuz`vPl_?s>^deH#rsfu*y)zxMd!2} zyy@yQ24TNNbeNHYYDN4{X&!jz$LW{VsaOitlawXeipODVWQ9x+mhqN8;nP(ct-_co z?RtyzK-5RvEV$ObtWNT%)ybkJt2vy8SS9U6)J z*I%PLM+kkts7vFob)~EGBIU_oDEa;RWJbJDTbm>8SLd^G8JxjdV~*sc(D{?3S5+`l z`##Nu3cMl+c)N|95wGx9P@ObseEi?s4z? zlJ9U?NBf`Sy|UWjIFa@SJ^uwQ$G>~M6Q^|LW>2Oq@2WK^}Fwp_f%QQJ2i72``wKt}dge*bV zAjPvbo+OC%c$Z6_7=bT@^j!OoE1_*(c`ot=T5(+5uM#Ocvq3+xGvG; zy!kiK87Q1OV8us6)Rb%aO+6AF%i|!dkI^tXRuP||DF}*~qWq~5w;j-`Q0(xN7 zp%YHxsEXi?@DTFjgq3*&=%%c4`vDsd?R1vhCSX=9w$B z{uZ=G5T~ivWLmalG?_Lv1vIsqX1yT=MJp#NkPFSFt;TDwQZ886_XP2&JbS*#I3cNcGZbW{fidwoP( z*npJdG_bYAy-| zyxbBsb8~3*TaYSRokdJT&MZpQ%fsbwI{v_9u#IG$~WjcSN1c3eQNWhlh-Z)n`ry#W;B)S1sm-PAOrEYlk-!=A?l_id`tDd=EHTe4|} zP=)D4XqNwDz$cKH7scF$JV|m-n=Sj!Nzk@9MlRcW3ht<{f%?F z)U)#y{pT4~E1j`A48Tkl#T(Wjnlc3ku4@;)`Gv|=>fbojohTHGgIJ75PuwpK4^%fV z#=U;$>)nmb&Z)XWvm0IeBV$u2+O8xX*ltx%2g7sP;~Ue74peEFfX)X5-@6rGw0QkL zBz1C%h%HNhqEI^h(U4Z5>Hdr316mcH&?t%OM&r=PpQ2%$k813c(7@~u{LhuBL%L6% zqURPQl#Ueh^TeV}p*~LltFR2q&dKs1;2?)Gy&*?*30o&AnBq1HIo$X z{1!D`K3csN1rHJVB%(R?@aoEzlgKh$E`{!&Tr7D{re!IX0a8Bnoyn3W)uxKJ5BrGq z$pZ?Ad1O8<%NN7qdkQ(asejTF0pVu-D=2Yro*4JHfC5TBs#Vfm&Ug{JLJi}XFIS^! zpeW-TT5Rw4X1soB**BnolF!nA#3tQya-raYrT z-L1+xdM#_v_?P%0x{9!E4eF{xXs}%xS2ftQP#W|`={UcN7J1~U5->qmCb!Pc`d|L? zAAir1sO8)W3MjEXh|oiH-keVFF(FrIE*)A;ezgqH@gVT2O{q9Sm}t=}0IQK<2%sX9 zE@)2uRp*w|1r$({ZVT*k&jsC2MB8jtYyKrmqjuYZ6dUxVOP2kD!WZk9$xK_jB`ait zF55|WInd-I`?kvbzyHlYF;rUfQ$OCJJwK0Kv4AKnSNP+!mg z`HL^;$QI3yyrH<>lTJB1|KeAj-+qA;H~~W{%U{k4z5f)T<-a_9wy9jY+oQX;m|sP^ zW&@h5iDuML{zU+pS5Bc#!>G)ned+enQILjncg|gP14e?-y{@)1n+qSaXn|G5nnrQ!Dz$48rDQ;+&)FyMCyJ@fx9b{T( zZNgch_g8@rQhCLGIhm&#S)K)KLEWE9IW$gnClct?z|u0JCsHNci|4nVCSm~PA;XkLlpLiOH^%HDeB0CHT=_T#|M{QWah8V$n#y(M>M zsG!VFk?Oi+-q|hb+&7(}r=z{8YizDMvY6Y|3O%i!r+}6_o|l{!S|ef&vuNds0fl9S zL4*4q`^5So9^;9YI2lxyosaKK?~o4AQYF#R#{u<<0$m0+Uwo~vC75;WHt9`uMKANo zKrxCsE0&-Vbp=Ma>X+KS`VY-oO*eHmL3FChr;v&bI3d@x@t4V^6&o72VpWNGSKckT zqIdN=k+ag)!yT(M}e z`Cds4K({zAO1g0{xvykxH9*7)Z+q&x?{M&W4XJmkBzE{LF{RiB#Q2=0|y# z@v4cgsUYsB0&#|bsgtj_T~VFof;>t0#C(!0Icw{l1e}m7DLC^t^Q6|b6&#-sLM3_f z)!!~p8Y+lmiN5*Oj@j10de8myq1ud3+lI>7Fj#nPp6D`8$YqIc?wv^}hFU%VYM$r< zLI`C|XZAa~x2Bk=$p5 z4*hZwQ9rp=5v*_g<4QX1F1?_x8HH_o`sd^A&Hb(I?$OD!XFGoij)93b4_2^&N9tJM znV(l*SFdkvKRx-XTQ5!2$Ed)w(sEo7_-Tbv3EckE@%El7uW7f5HjGucS#1d#$ofU~ zxhD&ib6qYM4HGN$yto|Ml_f@HV4V_Kk$6(sS$R=8@0p4qJfmX(!CocN!P*Km>%5Qy zK1-I--Ey!T6-TtSt<$H18`PR@mC=|5qLO9Qd!2T}cWJMCFS;A7tumV9g22nXrWON& z_ycS3nq`5g%e-b@@2VZUd~CM{uQ4tNOlE%1)lvJ{R^|^mAn3AWq|W?#5D;?>$!J-m zqUcCZxO;gGqAUwU{l2PVs(Qq?_LFM4!&sVkm*nnN_dSy5$cGZ{0)e^DV; z;`a}ZcXoHa+upjQ*%yUDs|d1^>-ZovSwN2VPYyRT-KDk)NXP*}KdlU_JaR&a*>f2*D8{E z@>g;$ctBWPd2aTWl14WVX+}0 z=ZpF9d_pIkg1y_V`J#e{kcaTa0V4i&dXq^>T`QWYVhJMJQvfuUAW3KlxQ9=ww+3c= zEn^p*S_V{x9k`&rgZC@yVmw{&nZ&PG&W9l?Xm7`~FKE!j%oQEe2TsOZ4O&AQ^-|j) z)u14C4n9J*rudlcIXFZGt;^HZ3sdB7Uc6V&(@AIuc!HFv-kKFuswdq{*%BSj04PiD zItIwOPG2s1lYT+h!u8d@nBa~!(VQi}qb-35wp+up^K^MeF|dol&c0fg>&$wuSnd`b zP$w8;X%Y@>@6v0k53;l0p?*6b4*s*K=vFj7P69tFFDv4+BJw`zw_Zw|i2ff}w16YQ zhMUB3Ov?}U>8VZ}mLUJn6?tMbaNXuy$;(?r=lBT+$?vf_Jn#j!>FpuBj5n~&qJb;0 zZBo3_vF4a38`$RX!1sak<+rombV{>oI!K&Jzwn|S*%CnL)C@2bJdPCT$S&Q*1;yJw z=O;#FEp$!*#|8g~!>QdJ*V#FE`D+`~R~>w&@Sb!%1#dKuM7h`@n(XC%%@9D!O0?a^de=_7kb)+ zAA^z&@g+{-91!$TUQk(1Pka3rERAGMu2c>fAm-z&nDKJ781{QXpfS;=;R>@pr78-@ z$&@2<7+VHEn}u8M(c3#W^78VcJJiDo{aM$yVJZMaqIh!jIDuW)!l8w&HiE zC0+Zm(kg{SOUMFIkJ6%28x3VE(-JX2hlu-J#E$X<#bqu!L%zdAHqfb4z@R}Nv_{oC zbl{HSVeuNbd21BoLr9QAsuy1k7Z=@&a=sY%=3I_!twH7z&H_$hb`f{50 zYf=ml6LdelSF66EucmqTGf4qCnNsBS4t+7ryPuvI^lu?0pG>ZE=xb>;nH&Se1Pz2I z+wU3rdYU&784^g!lq=pf^cA&Nt~dt-1>G#jpCnq(=H09i9U_A6h4-53Qv{I0dwcH9_4M{) zc*x+*rF(BUefev3ieVbe05onclME2U>zC@)^~`-H@F9d3ZU4n}&3$G#ASjniYIo^6 z=02GmFhC5iXZ%;!)cH(PKu)GmudDOvi>dE?`fs|fq2D01SeoWt#{j?NGx2;#_e7~} z$t_Rd`v!X)5X2h<|K+vyhI1s4l<^VosrpIQxD9uTI0ppr$yoRDIwoU7a7f^NVfR)z zP3n84abGyg0#TW!VLp7lD9>n{Cz~;E-1T&FDtrjZBoIx@7K4(hXgpi)R9J9G;Jsh> z7W$`t!ZhyvM(7a1C#HW>O-r^tG0mYtALNIMo;teiPfU9nfDa)-X{m(hF6hNtCZ;_( zoCTtSnl=!X8VfY;dWV`o0!e&gI($1l9%wup?Rk> z#Q-tE*uZ;rU1NhJ1>|H((b~oao|sF<2Hu;l=f1XNat!cGJ`;QWc3)2Oey?Y+$MIjE z|J~pJo%$b?1x=Ut)%per84^g!IE#1S*W)bC0YO0r5b`I9Ilkr{zz`iGf{u^(+WMx< zT}?=)G8Tx+Bo&{|UQbeS4hRbRsqj*|zteo&65~TiCeN&A&;S`ghlot_@J{S{l819Z zP^P)kFH;_i_HQ(vGIu$cQ9w?n^3(68vrO}TJJKp3fu#H2(-l#jKOF7vZ51ja>b44K zNE>uV6F%A%9i!1$dT(P5Dwyvk-=P@$Y?S>>vPt9;UWEzP2T4}7FFP<;bnoCL#1W&yl|+Aln@}Z%YmDw66-Dui z(B(S838mM8MF)=-hs9jo@8ehDo00+w3?{<^1lfbpU&p=9^Y3;yRBdDq38?Dmq6l_> z%QB7vGn6&3;J%mUF3K}zujr7ShN@v!py2%|%{wWI!JJ~+PnX=^qG`v=_;LverT#U=vo0r4lRj02*>kiMCWpH_*DE;}7w;U{ZZ}~4!K;Hzb zDDCsC6(~4;ThG>GD}x2^HP6;W^j}e#&e~}K!F9vqqJ^n(bd9O#+VU)$g9M*%+vN1k zBG^RJ%r*-MuJ=6KCWGOal@QS>$*f%(4m|IAJmu;4j7D@mE=!}(z~ZMA-RwDt?ptq` zQVtS)?|W9wFM3mc`crfgFKd^<1JiY%iLPcD1es!m6SN6Lu=zC!#iJ?D&geo9-rZ_e zlX#%u{Af(KNH5+@3kv*CKOO6zaN07CSSgw%tRQt$R{fe|fSAXrSLbwWb@)1pohh2i zt?;r+Jb1`>RDD({);@|`S8PGGT#KmwQ4L0#C(_&Q@kE7 z)Pw-bouU=H5V2N{qk*7@;pgy9bbMblSrekwieV@FAB3Mm$aJ{E5yud$R)=DMKe7ol zr`SIZte&v#9}!wB>y7Bqq|RfGmo0wUL`Rcs0NfSS#;&q4OU7s^r(eMK(hBgJ6C8PlguT7g1YDf@1gtkMS zp?V{_ux(O~hZHfaLT6fTOw7VS?}5VX$5<}t;qK4Mu(G=JoPw2AJw02aKT zL@zx5cH_@S-QzzWP;AeX2+^XuLrsfFaX`@{_pOzDbi9AKos=S)&2w-`DI7ejA@7bB zG;nZexaEXfKd9Gueh`hv9Zb@G0}9TE?q!d&yZQC@<{wvy7U|Hk)D9a8Zo6-+f?hw0 z2`F0Cb2v$Eiwf4e?rqCTyU<5b@D@?y<&cuR4j0T(ZpRzlC@N$NIgNuu!v{`tV0||c zn^M$=aDcT=06cU=bzuLZ9Mb5w?K%*!;EhTeb-IH{IW3el0}9T_R)mT4drK|U_kacO zO_ww_t!Yw`FV%?FR2@n(fi-59@uC>&$A%~lnf<>x z2?)mf8OH8}SFp1D;u)K;LScgULCkwPoGmUQYh`64OI(41`Cfu~^kTJ@yu6oBEhJd) zrdZ4V3+`pn+D#p)Mg(WV(moC1!V!{aWSA!fBv=!9m^y3i=3xT}#zY?0FSMM89VU2h z#c4Vy_!5X{ESUGLf&<$}G20mho23eZ76DI};o7ih*qvt%p`jv?x@V(a5UIRj4P^kq zm?$}C^Qb**SaK{PI1?#*9)!AUn6e74jxCs%Z_4IP!Y6DS2KxmYvMD&&c010swEV>z zG|}pKKC5ax@Fnu+xb51<0D>`5`{);1u6-OPcoUXR)RBMI&1+Z^4Img3X*mlkyoPD1 z@xYg`a2B=G4J|Z)U`$vT5jM0?)9s^+Hiz-m%>)Kzw? zz1Yif(6hX1&7DRBr%FNohT6Eyds$cYXbKN}Ps;hcw;T+qPJ7v*pS${(F8xMx6rIGz z1kswj4{FCmm$N_;brfn|j%r`o%&iA`xgb^}*UO29iffR=mck!Rhy53$qI01CnRN!k zISl~ma;=5B%9K@}qArw$(@v>}M*7?cUONi|FpH|R8eRl)8$YgE#%1 z$;;koNIPI@HDQ-BZO2UGZgs!jIQp7dFS@?b12-PH0vQy3=7FRX(v@P{N5>nx2TY#m z#wib3BCleCw$D9;l(v(-tp9qFb!-n_A~2wX%3ISn{n6>Hvq@|5bJ}4(91Z9?JLWFY zAkV^BB`HWSUSo`Eu)x?v9mp)3h6B?L#*{eRA}cM%L9u1Qv6h>Rji&N0$^maYM9o#! zG$5v}qk5CB2xXpZW}O8D8&9>U>TQ;4td`}eMpJ3D^Pok$EFkQ<&Qfi@r0XddnW(|f zrkTM5*IoPGv*m;)1ZYV%S=>a6Q3=Kv6}-rq?v1F>t(r4ABKU5Hb|#9RXi~7w%AoW` zoQVR_m@_C7kzb=?(b%u7WJES53P)obgYxm#tT#C?)XZ{l;OSo^Z4}?C;6ov={0M(6 z_!5q2NVy*;O6DPB9sTCkg+%#6JX}+m#Rq4At%ZmZ#T zh_)(6Bo$VgM{QVs&1%8bc?=eK-gfqc?)u$I?(&aXzU8okYX^V35;TE8b(PL@nlGL3 z-B_!ovjqaf`=tGVW@C%lq!Z7HipqkQ${YzCw>%D=lj39+wc-gP4-RbCLN?wN64f3# zrfMljl@C};LowyQM)@|xf;I0FkG@4KaU@)HeVS*Aj{|&_!_40kP32W{7y|->DtYEX zc+mQ)C9gsOw#vQcucCI+6eto8> zSp|%((o>i)C!!n_e_8VGdvi*I3Cf$02P@V7LsnWu13jQ5jnt4JyoXmocs48lT1@B= z7-JP}f&x^MwZa8;ir~Ug9^~*fP85qkG*^)z z^YOrSlXIQLy;4~YF-heon`N_zIlkeDI&&65wpUkZH3BR+B;2h&@+F+{^O&O3D-}`=JpqIIQS||%rdj+j zAcN>Ec?DO;Z_y#*_WVK}j57bF1uAtmjZRFl+Co;*YaGLzh6Lp`pK?%~F8L&Y=%}B8 zh}aAoh~D#w!k{~%X_yR+A8Y42BboQZm=mITfERm&Djz5Ltl zU(nGqR^XnCdU0tJW8|c*iG0(9YipbLh1NfE_1v8cAS5HLW`?fG~y9dwR% zj}JB}5+6lI&`0H2S(PQZ#xVlYkTsMl%0SDM8nTA+>@S11DK#W0@5hcE_l6^yeByPz z=xm3<$~f1-f;y3=(;^riHBVCw3Cer1wX^d zlz=2OB;1_S;hcibbeVt7dgI}UuTRL@H1oNsbyA4nyTSP=nA3uXL6-GrvvdX!Y}Yy4 zYP*;%M#46>i}~l~J(G8JNL=gqL$&@gU)aF7dN&+P*`BDT(H2{9Pl}8V{`fSf(MA*M zCemNDrIF#*$_tpFEbBcw++Mz-lZO-|6_>WI(|aj8X#5$oQiT(?DLgYN+|`pxdQUl% z_#f>iaDojAv*~NHNz#EWr*FUnWsh^dGk<6PlJ#Q61;R2w$&-2|-KdffMf_r*wFSVu zX=tG71NOO>v(zD>GKfzsips_SYxRHvT0WZpg@#kbuP90ob@9z^!r`R5pxspSM1Tv? zl?#A0LN3LJl#lV9FJ)ei%tS%F@G80&9hg}y0RhB3#)qDm8C6YZP)A~7 z+_ElfjnzId$U}##4S$qTgX3C_9bUnL_)cIok@m}Fu+}9TGuD{wP(gcbJ|A^P^O1nP8L6~d_HcbUQ(0!)pj*gyh7PG}S#cX&s?CUypTi;DW z1CimGIx-WSh?O-wz5)>iMEzVMYD@uUDPkkb=%T}G3fv{aWxBuuX^$X{0?bowYpzS^ zs<@2NzHC{E55=T$LI1OW9>i4J(zOk9b&`t0+IAx?qS&^PW2}}s5(s-72%`;d!|`(5 zMc6|>K#;6D$~Yzj&I%Y#)+8VRhJf3F2PoJO9lzl1pKM5*u^fOP{5T+_J&TJjHM#?e z$NqwbNEC3H6%JWfBtxD8hmbp=5H*yiqqK}&HhGX^2O=mx4Jc`Ym7Ob6S-*>jVN8Ln zPnc1VBY>a>p`ghytwPo?3DKYUH6LUw6ie3m@Bft)A;>oL~0vIp^gwD6k zR=l04k@FcUsP6~qZeOB9JiKKR?dVfjtYxwlun!92o0ix#)U>g9)(eInvbDs3lEZ=Q z1|y@DXS&FYl`Yw7Vv@_Ef$E;6I#TiD>G;}3Z{A(dS?FLxuV}Yo=+6WuXm#(7Is^-gq*2Rd{LEuEeCLbr+0uGA^a;DX*28Dp)b zpVNLlM!i~*i7`PNIC*XgETe4VWZ;4BA&L$Z>H5LU2lGv7vN2~^W|FWV|4@-1KR^10 zwt%TxX?NpKJG&>l-J_F(gZ;zf?JZ`uY=y=bPz#+Ev9q@}5fL;*=yu1GOQquFubA~$ zZ+9ZN92vd%@|W$A890#XTFR56pLRLj)oZB)U_IfN%)S-~zjPZb(-!j7Yk}}rj_|HI zg4j7OD9k)9q*CY`^8>R{)+^Ho8f^E-{2Zggvp0!%Nk;*W%s+{1*JQ&H^SSAgr4Ye) zo%2Q0j(b}fEU#GK4i&VwHUY26IZv8Q@3}sU_6{In?`aMGd%Ri}C zL#=#xsiJI-rV=0!WLco;vwBUlVzHb}qB$+u>erQYc}&oDiNENuc`@Vr9oFD4%Ockl zcGlLTNwGlFhkhFBODgEr7@N^)Za)ak#!aG$>hNzRc=PC;U!kG z_Uh}#M_#EqHk)m>Ur&d#V$ccu)Us_1`9hU|hYG(;1+P&R z5cZ{;=HoPjKue->Z&^!F%h&jY-VCeV_OI|yh)nO z!)UErG|vf`G@-@>VdG=1U>^8GZJmD6r@w30~@_3<2P-c2C~6n*Hv z^%WJbr?hKE1=!{e5{;c4VqT4p4<$c!-}y?;hOcQG3oTYo`bF35{Ns}TmtAXYB8vWv;98qtJ<>a>Vj*kx|KXLkfe^59mr6pIiL}wQqaNaQq8tD4eeeUa`Vbxrn zikU1@Sw}RJ>~Qn4Viu@+=)U$~YpHMn8w&0x70^!UV1u5lgN|k)?+b$r z_PdJ#3O;lA#hCBxh>Ic;apq_MJ^{5_Mdy1 z4Fpi=;l(gGmLPMyvo=EyWRTyf$dC266h4TykFPK@Spfyq92dm5tM}~-aV#j=a3yCl zg9Yuah&JkpiDteln6$O5JO7i#3)(V8d74f>P&l??pvqe3$o`^AeCLerN#q5+5Eb+k zuu+tHlAwfRKD}Jy%hTYZ&%wGSYQ{?8jG7L0b#UhxKW)G67v@s$F70Ghhc3IUwv;s} zKr;*XbaYHY16iM4_P*KI6$q2{k(?5fr0&RqB zP-7Vi$oZ&Nj%t@!{VAHGt{^W@E6o5gALuW~>JWRsvsF^GmkCV{tA=u*e_2tA1+2u> zFhGh)rqqkWNq@AQQ`8lvMm8^@l1ZedB7vYszHh8o$WdM0QQ+fk*)Xn7ON0!bnRr2}!7(^>@K3bGxt(FQN zB2vkcsQ6n;mY~AF@2h^Mx~?6h3M(a|og6+^>;VoA`|tW68376NMO&PGqzrvv{U`n> zN0Z)keo-zu`j4u2N)tZgAi$fv8=A|NSsHlcL0%NEEo75Vbw!nHsqUcQ5-4;Kt=JFy zbWucj?zsgC0Xn?EGUkzcDVjxTo-qS(2w+WG^^VINta!*<*KD?MCRPmfQnrR?XNe?f zQHsX^DZIo$bM<0(K&qH)S|~9&8i;z#N(_5D$}jRh>!m5Bt!ArVtdVnh#=RFir+Fin zV}WmKBvl#BZ|mBYRIxx3tMZRk{gmn@Hm~v-G{|pjJvMF48&MvS%}&-;tR66kS)FR0 zYbmOsVFjjnof@J;!dM69q6HC$72C~`!Ty>1!eggcO$+twuDQ$hWFD>!iT0v8(kN;T99~{eg$@;;xUW1F3+J1ISwYM8tZ0a4*c@tBOT=-hqCKjx?LBrp z=d`GZaX=Bz!H30sIa+j1muF|e`g_wH%#mx^>A)6U=E2gXC3cGpcAh`1LfTwH(Z-6w zGt-uE9Zgds#{oqTUEWeT*1oM;wdl@x(R7JJi*ss-eW?O!SGg}*RG_h;fY%*XCrw){ zM}wn9a3yThx+6x1iU-bjUP{bg3~6f`KMyME#XGQULI4{4ygy-eE>3Ab9L3_{3DLAa z5rIQPGB>KaZGO1qtL`o31&0jbG{qPkh7paw zIb_Zy0Sg3Gg{ShKel?!oyV|IrHhnw>2&wv}Tu4xdT&)_rR0N?zzz5uqyDFoObo z)8ZA$)mpb&8H@vBQpuuF5>i@B7LNf!QeH7R7eoP>mk!|a`@aNN>CnWqk1s#GN-hFeN){u4iVp&N@Y30m`U~`ojkiQw1_Ho3C5{AY zaz44Bn43&V+dk0*P=OK-XTm3@^RRu7PBt+RizS1Zr|QM@>dEC2i*%O#l^70>2`?mJ=OYa@ac!Zi5zW zq6|Rm5{nT*)rSE9)#WNo2W?U!RVvOJbC9ebetDLTS)k|ol1`R&j(TUs$;r-EXHGvb z1)_+E8pF6EMg!9=&a|WhrR6Jbt|$;!jtqd{yBYFDwuwSi<>@pY*xu9cX&;`xp+Pcp z;=hQh0p+^Ni5?U%*Ar3L?j}T0FGDQ`at%kwN6=mwQrwXAVI!jiT|hgTFL0 zYDfB9kXT>E=+9=$Nw=gJ1x#PdRSYMBxZAJCBeglPqk@-p^y;G8C%}Y=x--Dh4Lp7c zKtXzqJy+Yx7@uh91c;bV@rJi=#q z^O$CTIwXLO!Uw}+(b6>Fk}5bhBs{@4OoBc;P2++i6{LZ?L$p`{(7cd<0dnr)OC~2O zTA~ejfXa(tMeH%&=hSqoV0>YdXs-hBYWN*E>`&*2>GE_m?C-OaTI->L)^!xLJJcj(S!?-cqvi^gtkvPSPxP(Ki~KB#`UaQ;D=_nvs-a~rZh=x`f|BRq2`Ty} z+V0UXJ5`_{<+YPpDpy`+mNqP}9x7;E$5*Fls~uk-5p)lc@_6`iST5(O+$-8J3A8vL zktGZo0+^ds0OnNt)6C62Dri53QoHAX%IeO<++L#YH5&95J(kd-RY_nn>uU%g<`aCF zewPB5o(G*$(XuvB1#&C}1i69Uu?id%Ib-#KUWErLZF{kp6-CE(Q;xl#ZLfeOMPD+J zqHH&)g&E>#2Iq-O2_f&J3MeIy`e{ttf2>uTVuLW9f%9f8X!AK!)?2eOqLWGsBY><~ znxccWAE%S^pf{TrnLTr&5JeTNFuR3}5ctyy$vRJxjh2JSitM@QY^(ofyeQh@Hhp7&TrsW3hZH@e&%T-n+8`Rz%f$q-8|vjG;sdoTCx{O8 z3zeg|cjzzX51q~BOl<*tO1l$wD4r=_Zx>CfU*e`3DkR?*0)d<5XgQwjEyt(9th%Ve zy{bmW2AQ7=WIm_BSP7A$8SATx^td4LXLS;F!AvK#XvSKsFCc|Kkt za9>TA=76NyB(;(<`L5k0jkzH4=a(j_mk<24Ytc1sSM#061bIKHlV^@2cB3c;q6L4k zG@s=vvS`Z$pXgnSEX{HiSrlNBPYJC>mS%yhPF*6>f$W0re(7eW=R~WT;TdvzW6L!A6&Y+1BHIJ5T*^Ww{lJ1o_gG7n8647RhYP&n#oyxgY=iXalO{#(9 z)mr@z^0D)O-;Ln`us48HIOm|4tQCu7;XKcSjg5^N2$I}w)Y0He^}kVoE$Vr2xP%DF z03mPlFN0+C9;uuhD~k0Tuv?1dfEd*)3#>vT?ZalaS?b8E4$eepWr}vOaL|OHG!I0n zL0p$8d9P*B=?sopqKVyZ$v@}%v3DtKXwG3L@W4*Olej3_Jk3VBbv!BNfS6xc3z=Ok zlLrfW%D4R=_rCn<{vErW90y;hXw?mZ*L-PVQ8-ppj$t{%LhM5e$uEDm*s6^wlYd!k z>B7I3&e!ObXJ)seNj3m!Mfi(E1?@{R!MwdV@(Giosbat+New0_UqM=EN?saRG!qY` zB&&l3@hv1LV*TpPov-dN^A>Gb0Epyth@cBgRR37LL>Ve*--JNql4xmWmySr9FcnS?T&VE=#DC*A72C<8xq3krYj32+woO{ zQPC~H1m)YX5)7^>XNTlA+@c;P0F!2y=#UYWyNZT!1Q=iL9v9SMeAfnYfjI1wjEe6Z z7Q}I$>5bXx#p1vl_X>G-xS)=F-E@zpiK)c#zRt0;60n`=9Mz3uLqb&Y)a|Wzsg=@tZsEY* zfesOGIBF&$u_#^I#GKY(!6D(+cj{t;&*)+})6bZ+8-6R^CnddU4Pr8$fCJatlIysp zS1a~Z*6L9-v7T169G>Tu(9rODtU=AyOrtf}GDlarP3HT!_OO=w`0wA}-u#U{L;ZjM z--rMHhC0OWE@hlNUL3BcZf87eVvAgmUcN97sqBrUPITDg#i`i=uC_QooHVm zaTo2C1&X!>{=y*tk-lkchj1M@AGOr;f}rl>;?keJvaf{tf&N6Uz0{F)gBBnaPV zE@qQYKD~3VJv4Mkj2;ft_aI%<%?si#q#{>SXgZUfupoaiOtovTXy1oe*eR;lNm2&~ zvS;Wf&oyPSQ9Gza-a5U9cAeAQC++Y5nARoLD2J9^t@8> z;(_E(4GBGv$Y+W>O?Hw)!-2x)gX*4meSBO#3?4|HX%?5WiTfYs?7uDv>-tmUbQ~$o zz#EP+43}<0!Lv?2P58<}FFN9#%7lSJE?)8+v=2zNglcmmGgs01gcMT4xeX?t7gY9x-L3&oFUU-;CV6Pq1_TJU!C=dTJIe# z9(>$ErSQPU?YN%NA>4HWf77kq8 zmiuP4jo+ypV@r<+#=w>|+cK|d%K#5-&v{$!+Q;;kE%VBv%N$Z(X|cc(L@qj3qas(m zND=~qFDNzo+1LAUZeVb!F+?y1k%WG)7fApH9-cE_6KmznBZ4vTM-qd&81fB{T>&20 zg1Sw=)~wqe4qSons~5V!pnI798V?9ubT|f9lXK`J&k1-i}5BLr|X| z@90+WM35TXGYA2}_ll2F!Oy$qF^g73v#hCTB{0GIKJB;G8 z1_S#~OhM6-qeC@4))EdV`ic9tL(%kVw>fT^uA)sq4!c;FWrDh2IfR6|)$wqo`$ul3 zH2gP@+$D5g7WMXFv6DKpoKXD3F2ytw)}=3cYDN2S9PUYt0Si?9%zZ8FNV8D1u5(bn zr=NPC9yak+!58&xnB{}gH*-p9BgKYadr&kp=-@idX27B04foL}yp~26>=aFkJG5>I z>hc~a_<{RID7f70R?T60-7a}`EIPH}Ks$wm6ws56TQ>1AdeWp~++rM1l(i5IJE!wj zZ%SeTtD=QM3g~&y8CR5;uJCc4D%v0AFgpt@V1SyB+?Po;dKqN3c%pW-?XGwyrD)ro zgD(&!$)NE=2a?pNuj`BD73~Rf$OZBO9w_^z`@Tb&%vRX>Dti6gkra!Rl+c^^J=zPG z2o^Pc&oe+xwq|a1+Bj5HteGJN^kicf^{NpmconD^yBG%)z0mA-%?+)%>Hnqce8d>J zY_dUrZG9(#1J%nRmEF(0SYPrNw#$0CX}%B>q%Sg3bv@jVAnSmYanG)k|TXE_a(%e9LFq2rq3zj|f6mX6k3P`++r}W6I0{ zX6d3gA;!{aK+xTm=A`qua+`4HdX1an%iGgJf|Audm4CW~KiUaArsjp1AZ1m7rryM{ zt1(rxM{Dpv_k(7Cqh_QJ6a9y&{-a(Loj$&9*Yq~*n%Bm%-YGzB z#!pi~&ySOOHp?YF^fF!0E}<2*Q}G_1qH~oFIE3tLqtm|l8F#j;eJk?vfwmW)$c_y~ul+Ajcw1v_kSfDCdI%-6A-qH~aP-6nl zVl(;Vg4&Q~W^T*+V{@2YtL>Mx0HCk-n%WDlS(%m1Vk=uMHXm&_bi>^ZVzB*3JMuIb@H(HSc`F>jH3s0`Sk&y;LVU%XwWY}Tl+{rFy*pLg2KbOJkycu_RT z-dAFh7FLWDfBuNhm3~RZdf&K^iZjM39~(DiPFYRyX<8_b>QL%a>Qd9JSLB`5>d*1&X{lvQ-mO^<>URM7Q0+8$-CuXoLQug`bH4Pki?U3Da~W|9=p z!93k3QtgO7@kJw=OFs8p$)B=ZP{#a;r$#ne<5tO^GE7kQPP*LaMIKdj(#QMtVhRc` z;DMryom6CdI(A}AQ1v5cC;bk6J9kmku0I^N>L4fIYS{GZQKijwf)4sV$m*j*Mf6tR ztfiw>TwU2ZYj?ns>KGZc`Ise>t7>WN$6UWg%<7X7@BFh6sw_qVXYNnG+t$2C4 z>h+$jAVr2+-t3!E>CTt%1e zoFZgV%X!yb+IhR9cNJ*PQmvP`X8@VIm(TB#jV}$NpKYdgIm-eI(9)5a-LxrZ4IQZD z%~#P`Y8atIgoOsPYrPrsQgrcpMemd33LX5eR$2aN)#{)7gy{}y4GdP9Yj^CLm3ysR zdvx%>EXrH;U!!ThUcH5moI7x^yMDB_xt&_gSAg<0y6y^)B!Vhg2h;??lD9jx>VSm? zv+F}zd#Hh%FSD=%SH9}iZ3xZ)9j+G{=tx+h=(a4lhtL>*?9&RJ5W`5I#reR0 zJGMu9?oFKnWsOm<;`mmBus%qL3sTqdGCy7(#gMs|-(@*9EGS*y(oj;{#B$lItCwX| zs33Gv#Su=|o2ZM~tF7(g1vu!1iNDz__&elvOsru+DNMXQp2Nfn6@%kefIyC!-@s6urlU`Y`^4K7E!OQ5B|UyQrYcE#vUSs@p^BTq$7{mT@|{pv-ml9<-}wd%aPk(8SG6 zy=qN7*p9)$?<%cNlIVH#^58Cdiw*Wf?$K8m95cG;0S zgW5$7`>PwCg&FTPS>4U<@F5_uz0SLy{n)<3=DTjv65v#P)BsHZl5=e2g>DDTGvRkix^Ch=li{ITg2`M1MEy6#b7r~m9 zif3wLAB~E|#e%&CW3*S0!1zcoMF17vPeT=i!EMoNIDArrhKB;z&N7)QN&AGhJuZ0< zz1M)HNC;S<#|>B_Jxh92hjpZTc}S5MO#vltAQve)(nHmJ=CXY2vYMhkb+K$EY?IzLDo-G0_9&Y#wz@w+w5ca0c=)YV|{ zp~3YFS=p#2DYJ{F*Hq(4g9sw1a*JI|6}3{Sy(+ze{z*jv3Dk%vV|^uz%VE!;Qj|%s zKu_9tAFFD`LQGx1G5F9R;tSL&4N-lr6kj3^Xi0mE)~jM7KR8m?TLKcO`52Q{59kV( z-DXBNZo28K?P5zySRK1D7vra~N@=0@qf>h4v`U|z0lYe&T22bB<_Hrl*rhUQY)x^C ze317*X6Mn#38C@b*q(j{Al@d~E1sq&F1;}%5j6QI?|jlHRWW$G;1;Ve`cJ6>6?D0+ z)%nC!VGh`3%A#A*YoWF*GW$ylS)tZ#WXXNEYiY5X4$_H@%oR4W6fi=iZ> zkbCvD%H2=%K#|*8lgfqKEJCj?T+yo+tavMItvN*peQrx->H{3$;!SIXEtTD5(B|6N zuW17F#5Rat69Q_|k`MJV3{c{>u$gqrC0!@Kf5;oxUR&653LG++-Tbj;PAqx$nxoIq ziftD>x8_H=(pe+79vQiHqiT~|^R}(FHLD-JroVD|4#C0iRwp!nwB4iE=AsNQ+v>qB zonF?jVQG(yoN{K>Htp%OA-_er2D3*7vzy!1Ha1rY#oWE-b~C09vBB0?nQ6SQB>}SSW?1#W#`nkK z?VP;^Q0YcG$pIy95k{n<;FOu7sjvvs$pvMugD6s~D)m?oHtng5dPsg&{bM}^^Lo(P(pccDJ)-B4sgb0KONP;?G6TRt?I!a)wHwG?$~7Ub&LC!&EIH#=*J%cN7wL;B<>%^q)Q z%Px1NUbjPamRgPt;@nbfD9#-9VRq`Z+oM2{rRbEQH&gN8TU&;ufDAXO5?Vve2r*mK zm{f@fAVD;aru^t;%O^PxuGcuGxgbnb^B{4eoa$BcmfCG4RK#l0AuD zi!xnqoTr04-j=KRo_Tw5ykeeItu6QPpm%$gv~|?)ala>=B<;0e+GUwE6=b;$W=@u> zUein3?6%pB*zI;o5o3WEUfoGJjZEmqT5;`8wdx)cWF@FaCC@6s5kLZWRJ(mhY(S{y zs2(2lywgp;?~d!W+!tGIY#87}0B-{AL_dWc+L6jCYqhqAQ$PlaYTKv@wdh9k8pnD$I>>ndQ*-fWY-v3_==rGG{I1_r zN;^ljQFD?BqIfh>NuN^lpQeH=-u$bytYHr0Td!@XU6m+eff!zk_SeV5eDioc)e~cM zu{+-xQmqyxcp!)eIW@&#CmdKiR4vGb1d!l1Z-mI(2ff==WPIWvuJi7-%cj#46f#J8kHfDO>4t^XhH57L$K=tl2X`(B^C1r<&8tRn&6Hv zv#TYoCwA5H$%GOy++$6@JEJ7wxaDnkkrv^ERtJ+y878&fOizEC( zS*p1ZZz`5=Chp{S*ievcS)<`brIwYAGm^}zZ_UcS60^odo|9HrZgDQFJ8USpeKEh7 zd`ka+K?Op?-1QCZUEcA2T+v%`3P*RMGJqg_f&U(n{X@yNy$qQK1JSb}qRqz}dXbJ5 z=C22_00|VYI0|(|th$GKs?Eq}EQ%iKjB=!Joed#D`esb3=J-;~MK0UH9O8mrgU0hlBV>S#DuJe)891mW{2 zKP4!x@_#?506i9HT!Z9(;^BK(gA{;)$W;OLTNqkH3l6IS5)qWlgz>qs;U+X#p!o}w z6rGI{L-D^ER7wU1@PFpuk9-T}e;o!+D1dgI1X@#5`#@PZ8rDew5-6St)Xxr27{lKV z&42;|L70d3kvRQ4I1d^L6wZ&-8cwaM=&?ZaB21-zqU8>HG3&^?qMr;h7=r_uYaZ0E zYr3R{mCUf_!9gWSzCDVEI);;ID3G`arsxyR>aYkFfPsjaj0UFLN+#1#AYr~nH#W?; z2Mmi@Dl-NvNfTdXHJpZDS>3kuU{v@?*#VIeoJH=r{)MPHMZ&#=Z>0D{oviypVz z#a-lK`SMtxarx3e`Ce?;WDd)h00be=SJWjQkuTOAb^{tMBT;9E4QN6%+Jo?cUA} zr7*$xT);>JC^4f@l(#IK!2{E?0TVsN&RhPXE=HC}!+|Hr(Y%dr^BI*RiwC9`e2!?| za<5)6XSJ=!_j8$Yh+qqRgC_N9>5Jwo`Jic(Zv>cNe8%VRQZBX@h00vsG#Xf*4_J1a z)pg5z>qXT$OJo7T^%tH?@)Y&gay$wQ9D$#c(L`=W`MH4uPhdBSf=ikYWX?CrZUD@1 zZLgcUTnaGFwVy2(Rk<`^l54)W5<`WNHZ*`quI1*j2(=@*3}BLr_G^gl{75bXnB+Pv z4r1kMB$ok9avitZx;8X`;0mH&^sL0F=*M1@2%^REo1=K$dsMVAaL7%_6Zzga9t{Vc zp!HqSZLJGFS{>E;T0Ah_^09o?&}I~M%^-^uMav<%i0&a1d|SG~Tt7rxkIzGbFNp8E zcDt-vhXDw#z&mzPQ$NZ(3>c9TpEvVUFt7tDS}ePtYsd`7#Vg%A-R+@!m{ezwc-njIX(j;xTZ@kB&}sKU8}5VqkP)cwqW-)&A2j@vKGB zd|}-1J1j8#nPrG(D~gs7k_2p~!sZ|`OEEYHVunKZVfPa^mk_o~1N*Q68ti1tJeWZU zc?OqxfCr{OH6;>tQHmDaQU$_hBJ}LQesYam2F; zBRKd>g5!v15k_$E83e}>x9lT0c)RX6;#PJ92XA9-bc$vR21h40Q($X%JWDXRcJmnm z;779q!|~b7fNkv(vjT%#J24}m`#AfFAG(JTYG5BHghPz7Jn7-yU>*+#9_zChtcST7 z?6Uv^hb{GZ)IYe?`H0_^dSbLcxYWf+A32Cd`NMO-M)ef*9Pp3Gh%BuvI(+ z9&Rf>{&ft|z;FZu8x`8ph_f)bG)}K`;(o&5eDGd^E$w&| zJ{X^mz+b!g?iZ6!|K%5V=sFbI(z)NzV}16IY$Bsu?f>j*@xb zedSd68iU`MO^R+b!IvgLxxaOBoK{301*Een3OS(Y2VnJ)#oFj*kDr*JqND8i@`Q;3 ziVi(Dv>#3fIiS|p6H}bj6B;w@hg7kT(GyZY&wDU}FE1puDBuwsCn0Y z`P;AWeR&6MliBI2{fLPvx*)to*$ZLLXzk{3;MW!xjl(k;vv8n#E~KIz^Za6nq6yFpkp@fB?Bxh<42=d$ z(>xUW;zrRZuq4evUQRZKMuUOo<=L{KSD>bJDA&h;KUQ`{OI8ZNL_&cCikBS)O~|OjLH6Q!Mpd*=D5esKpme!P zQ4Px#kU;S~a@DT3hnr!i)uQ}(EYLgyn$5bUKQfyYIY7i=fk5C)wcYFwl3|#sfCP%? zkO%cc<1ph7g&^At8zypdC}mD9LIm)vNyP6Zkl?C<8-cgAayTNds*^KBbM;oo4NY ze6PCbCfjmlo&>t0Iu>RozItzD9gD%C zx@;B@Y&w>clrPpZdR>CHr#4Hqj6^SLq%vAI0j|tskMr70=h30#y?ja})QZ z6f08V@S)}Hyq5U-nqsdzZ4!Q`O@~D&vY*u=4j&dtc**D5F?Y0GS6PdN^$K1h(4iw? z6Qp#d7|w84@RA50S`uD@v}f@W4h|I^7ICF`CW|F%3>~21`xd;Pw8X5d==JFly`6;^nx>SH)VtzHP zfJ%r}%rEMgUcn;oocWJ*F{$e7MVEYyV`i|O%yF-v3bTO)^IOc?R-8@}7kKgLM>G${ z<6`VU!*bcu=!=G4G)den*7ut2WZgcV&aM|rJ^(N5*m^wc`u-mh1Q0@%FG#13jF1D+ zBrzWe6K^+kgHFqD#Tf4+DF#Sk*0Ixu zb7h_BbhX&;>0LiDUp(GAITlEw4umhTdHe0LoiucBf+(fJHq;|UrNp2?&gx8oaTtdT*T za5&m@a4v_l&>&AZoJnyuhYR2#B4PaaNM0@D^AmarE00%BNKM2f*7u&^~4-xbNRKoWJ-*0bY|R{al?%j4ll zL)yvb_61oww8taG|0)|-M}XE!(Z4eyD0;t35uU1KrS@;Wb$gJgeVEpg%$g@n) zMAfoe(^9-0Ha({-MFwRw1Cvvx%9PcDqUT@}c)7}Hi&FDIPlu(_Hxi%8Ql1RTI{b=4 z+HuL7oiq8BWr8MJ*UOb2trABs%KxA9conFi>PLB1G~wwVWoFJbJC8O_2!*K@z16n3MiwmY9Ov;5Fc`vumQiz_U&s(6#p+-BIr^rYbLp!P2rQQg*~GH^MokJ0!6gi5q!-uKx=T! zLWL900o(~OiU2xPZOB-Ll3i?QLsG-%TuWO5k9t}Tc%Z7IyhzpMa?@}VRWC2c0!69? z@Hvv@wGek(mmTj25l`DlaX?K+sa-ew>1L}|G?)`rFSURNsyb@FO8r!7e@FyfY7~+w zJ2hL(tA61iEdV@GbcO<2RI8oQVoHsxDICEDkSElD1bRBk%p`rH&UP_ZsvfaJBIr_m z(~O;>weZ3j{s8ZUku(F8s9tG@5_$tf%sLeAH48us=Gb$@kR%m5Ni(U$MeF zk2p;OO&uP=&{xglJKEn*j0S4>P!|`}@mL_gkcCzw7Nj_!<^`&62ikl>VX4wZ!LQn` z*b2t?>`$z4N+S<2^Ex;O^w8>gLJuu?s;6$5lEUrC4lS<)=+Hnbn(ixKCd!YPfWkFJ z2h|}!L4%zZH1#K|W=%)oRRA`Y;s;xcRWD zy5mt{8P~~!g7~&d{9wJfq}v-NYI-$6+G$jGA|xbD0D|!OkZ`YvSq6))tz{Vmm%##! z&KIRq^D?^KS8r2`*0+DY5`dCWkCS&3^B>_eg9s%c2wzrKp#K-Y^VyM3FHII*3K5j= z%*-pKUz$@uUv9K*)qm{2u%ayMQwHyvom^wSIuyK>P(Yo`sd|uod*C-d zmd#w2s0bOLB;^C@YKSwHgN6q8?SvH$V&8q)7`i0)3K`5P4@lX*o(BLO3R1D>F&&8z zmakX$Ejak!wYFEYCfjB{`I`QFv3W9?Z>Swy(QFSt3|BUyGsO@_zYcgPc|D_~or@XX zvhzl#HE3Y4znNjbY7W=pjov=dsLKWx8VYV%1*U-1R^%CG6!G1+D!;6PkJUoeis{cI+!(pBg@Ysg70}@&CL@= zR(2C<-k1ajCJ|d^*A#mg*T~pn0CQ}#=aQRoESm-do2Ui){OX3kVllE701}Mouh_sk zTkZ}U>e4fV7Tu$1%Rg)+BxV<9yWwkEH8>R}IMFABCUP}ey*~1dMP(CoSua&4FrZ)+ zzDn1s)@=t3AlO7%(vNg8-I7P`k#=>M;1qF&f(%)hdC$l=V-dk8@<>;W%^k7>B#&65{#l0>F0~~>V`KN zBTLa?f-}x#)Z~xPC2RFXDUu>#)sdxW0FggY6X{1mR%WHW#nw#9rVdN(843}BXRS({A( zf=$Gi#fr|q3%-%@1(0AABbdcngqM*c7>x%m;U{$2gdiJRavBh9BDN44bv)|!WE^Im zlWyv$&S@~gDSc+WuRU`?+3cFRpr0#8GmD5E#(pDaX2$zXFi-LZAB8UVQx(q+ny$ zf>DgZ)k*19OFNI4la3sPdr+`qUBXtLH4)NoBHD1k=cLP4{j;P05EjhB!n78+t88IF zf>Bsl{jB$x)U>b%1*?cW^f-WY+>x^Y77=`+Zql`fyXJA-w%TEWQ&`sgF0(n(cReUr zg$Jelc4Qp|Bp5|mQZ-q8$Ct22mZe3^@a<qtI}2tMIE=2y{djg0FK6P&_# zXzrhq>{@=(a-{EgP_W9J(%Vq94};3bO`XrOjW7SstAGTf zhyi+35Y4uXi~$}LtipG60_m+IeaB&f6Z`Lohx~LxH)g8=m}D*6XPE771*qT^z2`@f zbw~D|4ItQFQTIHnLY}BU(BUNW(yrL1T(pbTA?cB(``}E2EWKV*&R>WGRu$7dk75fmz}Y+-P2`W zG*WXw39EZp@QT_@3G5U0EX$*7bAStGQJb-?GCXuQx;6t8oVT5Ew3VrCnhOI0V@MvXI#Vz94XvKiRoydK&S1G@fmvmOieSi%G ziQLm(*9)5UX0@tH?g0#L?&sP-alc@!p9iqu<rs# z4iubkyZYe%z`HA9L@C~Jy_jKf36o9;9B2bC}t*NS#`JCqI;0EdQ*EtJjTo>4Vh zczEbY*n(R1WDlu|EkbZ;;5|g`Hk9lPy<-6l{zTjhdN!d`R*8E7HWVak<64|Es8Smh zC^!?b79FcF%T;16fWiHmt1|8nu74Gh7p-eLh)nf!$ldI8m8BR2)?zovU{A#Rh`CC< z*Qj7k)G_sY9Bamo!W8PnL!aP}d(74N4K(=qh{%aNe8<|^u_K}o7tD!%Mcikv(y!qC z_Ed?xPIg$y>R8-CBi|{Df2ZEjID^FvE|}kQ5yAc8c$lds-uq=}fTHtz4k{C6A_k~Q z*n!f@@Lt99EH0Q69zZGRsEs_WQN;s1H2B|gHgkWVM5+wpYF~7Y&%xx&z@tM&qMgIA zFLZ(`?Hqu??aN+AhRj%UOxa6ZF#8^bO%abF$Mh%|C^(;Y<)eR|i}6I!e6@q%MeG2< z<$YWK#5?+7xsLJe1T^@4RM&~p{nas1UBH4@lq)(`VU9raKGV|pwc z6|65hSJ1y7;kPT$|-GIqKiZh^dQwz-DJL5 z&-qOvMUP}V#5mU}d??}GrKWu*vKEi^E(Z!uAD>n3_0Os{lbKjYVN86EfWgh-+=w49iuGYuNRXT6~P;y-_;}T#X()n_~T`qR}=nPW-e8qU6dy(Z! z-4P~FJQW=~PUj48AbXjS?b^-ms#y=(8JFe@5JCAoql{dn=(e>q8FPk+j& zJ3qZ#HdoxhWwVf- zW|*?&jskXoL&Tdo5xURM9ItG>p+tkhhJ<%JB}`Wh-^*Jz_;FPJEZtO%h$#NcC+CVDR0DLf zft_V}Ani83M>{xQJd)Q8mJR&7oYI1V^tCkURK9UnHcC28tbswE%JFK$`x;eptUy5; z^={fHd<*3G-i<=c(p|0^R@KJSDMZjk@r@3Q`hHJX#m2`s1`PpGfT2{Ei#6Sj&vHFJ zz<69xN1>IH(6mZSK0dUD$e@qBnG&tVbDHD5*@A*JW$rb-;a9!$tauGBsH5&9CHYon zczpK}sGv>dShZi`GOV9BWk2rs_1EA4(K+l{)RAAt06S@7mpl)#xfE ztx-Yyf^3__am=y_w5~RZ06`YbBP=&pKmQra;rMw3g9*y0*G)fPFvjt{ZVd^-C_vJ$ zYMecl_n3|kkRdYYqYfYvE!K3Vn4j1l-vJch5D|5FkZ!{-;TzxK34lSKEr2J2yF#(rc(0I4 zi;7%E@rpDZ`K;0Scx5m_84cQ3$K_$MUGmx1@q=~;3*xBG>c>0c43Dp~0Wip;{)SGo zT?%85?{9cqP)FfHCpl~$H#muF3DY4lR&Y}tr6 zJ;rx=7&HV#ZF5xMXM+jKs6KytY}N-^yyNS$g9UMv*IhGT z@Rn$NUJWKFBVXRND|&-f-e5f5mpv}1qi&B&LeqZYp3(8$9sv#!(cpAPdt1bqeEi_l zf`T-v#e3R$I@RuQ^1Ys09XwXQDOEaF$@u9=Pf;d{YIc(?&&#Tlk^W)cTI5s3i>o$~(rc2wa z9gU>gC(;Px*KJ~aNJ&{^KU(WYOqzcnHelLrUy~oAo!xXf?Bf z6FOW_M-@*kF;`qf_L&!p$ZlN5QdC{TO(7%S36s}d!)4@pZ5Y&UZUsr|EuMvlS-N_Q zXP^rg&)htN`!T&5Jba!Z0gSx5&N9-_!bduw5AQ4|p&=l0D-w`cJR4t=JuaxD3PnjO zuiOP$cgUc3!-OD_T-F&rOc0TE&$+iQ1Lpsw;N^ac<=4hgEQ+y#KhqZ@C#-zu)$aZFIU z@pkYtpH&z>-e!;>i~=MUm+GzD1-x!e5cE;M8}wCI?xX?>4iQo73=v}OY<%k+0E0YR z0QFYxWcHIQcSuxkZl6oBvn_lSjH_f=;NHbRj1I!D&*YZ zf;#F3uqCIEeS9~7K|??^Qg%x+A^G?zDhCVVsBNyf(u30GD?L$LC00bj9FLzP65z;p zG@_`w+~P8B)^I=?xfxp%3G+SP%@{NUM7gfI+=5)^mRsEK6_;B$Ch{3||0*uGI7YRC z1Hx#^k*`dIMLT@e1I!#75~AoGtV*ypdiY+1KmgWLoCTs8&w#$_qDw-A#fK$2r95hu zN50c}{N!txRf7*He>z{x4s^6wE+hZCyd!|eS=Pus;q$jb||<4 z0`^~MY<1d#4%qT-OGRgg6XG2hIQ~D)L2uzP`F}G|zQO^ru{-T)UvcR}?QW2OZtNb} zWvJaX5U`C+w&J|%P@5g0vEMZTH0{Lowo_Of>IG`m3t{ZByup#AnpZ~nIT8hR3z3Y})|=hNk8eMQ#`(x6tp6Z^kP zTp8G`{0oR6?xz5d-%u=_UhOu=Z9AWCwljJqj8}yJT}@qzsYsqS*@AYKTr4-Uhv$?h znIP{6UDiukt?UZDl!v9t2Mj0We0yBX9wxS2)RPl3K+c;v>%@CM%DTiQb}`tH@L^U$ zOFMx=(P0Pue^&EtI#J4LAncu-Fly}RI;(Gg&RVsytuZC$aqy)=esNwQzi^$CQx@U% zyShdE-5Sr$7yHSlHwU^?Y)Z$I?W%tc_Ty%|pl9ryp?i=)>zvU0}-?p*w23QbnF+B z_0qV0INe-)(~6C!XDMTP`^k|(<6pS~$(Heso|U3I_2}7PUDlC3ug>9*DN<RoP0;ME$Y0D3CzY$0szID;?`fuM?EOiBi`t8?^$g>Oc6rsiCSzv<#w!Ii$MZS zCu*@7DBIv1%^6g$#W5Xpo~S9;4Q9_* za3>84ShipqcuD*yU)StsfqS9^VqVo$O{^{-B-HXREQep&l?SzU9Q6N+gC ztFumRo5y@8^WUor)D+NjqR)M#>mV|-5!L(Lf(r^y^ttKc7jCfXeQwPFHQ`L*YECz- zuU2&4KrJmdOS&e+HiEofjGHO!Vu7l#9}%Qin++CuUE}%@-8@i6dmx;@2VYRFX4SBB zAA*C(b!h}JxPyNEWwV~$Oljqt26U6V>My@Bf4*whEiGZT)9ZH0?>rsVuP@|-(qFnP zPCC9kSnrzBqpji|oOVouE7tWgcdcvaNTgEn<*C|GuFA>bR!nbwbk^n;k{sX0beqw=_DtwOz8at8s#{0KJTX^jlp&!IM1tF5<8QRg_Q(_c=pK-L@T2E!%U zM8&(q;c%Vi zFboj#F8>l%yV%Tc=%zZg?T;Cy$WJ(AhnSEBf_}umh9K2_@X2YXGn3Uh;nCYhF&D&r zm=|a3*Ub1eQ`b3nJxHA(gS;Q4Hib8hxE|?af#iP&1c3m%;u}}+dQQ1rCDY6KS^^)4bAT)?HuMV-0jkgh1zxsez@NA6y2n5W?$JjU1bKJtpzfu4)oiD9Q;53KgY{XSg65DKnr&TQQO%~&-{f;OS9Q<+ zWjei3Ju_k4&IMEM4L}X7ihs%wL6)5i$)r|e40;trD(lgM2k>cS0T;yCE-5fXR_5(8 z;gUW2eZW1f%~O?0OV^gONb^*XW+NkVC#*)B{Dq%&E?o}wGeZMO-33X*q^DJoo(j^s ztrfSxXR#LV8vUfz6WPfERI^0Q^3d+qbja=zk8GW1bA}b9q=VJ$lv`fn;n2*kS2Wwj zVsDQ|7|^FGr&j3MAn=0|HZ;u<6W4ieXt?<-6NGhD1(lawOXFC#{*Ga{Z*5gb`r}gB+k%ZWn87= z?9v_I&~_$qjtk#Fx3qtSBb5sC5Ub(|1e>I&*1JUOyIvnzlS zQh!?L3X#qp(_|>Lf~Eu&*vxp8inLcp#?vHc63O@=@>EcFhsDFSi!;Sd$5krsxL!O_ zmp`$l@J!+y7sPe-`{-#CTCqzF!_Ls}<7AN6Rj~AhdDvQR!#soS7#GBKb>Y=~1aGF# z(1kZ7kkb`TDCI6FOs?zs#6O#RVn@kGo-oS`rSCJ5^a8#;MvlH?3wgKjOrOa_boZS?YY#S1{j`!Gu z0?1R{b8#VgS7Y_KS@LUy&d^wC4p>Ksx!1WS*`w#EE)Q%Dzx>5V9Y%`Dpi0b#`GmnT zVdzUe>R>-%0UxvpfAZS=GGQpK$FfX6X`b$+GMXcxPLo`|Kbta72W9p+0(`;SEMAZ7 zG3nILUVKe5TZ$Azo~Erl-AP-;tC4536tl~*r@bf#bcDk#b{%_>=PXmO^d znejneCa9~lsl|gcHGm-QnFo&_b!0Mo3vT zT6XENlr_|%nzKM-b}HeF8W|@vc0?t&5E2&k8KaWpgSJf1Kn2%$mg7wQCr<`dnXa%) z$S1#h%=-29Ic)>~kV;3(w{32gn}%=IKV!=WI#{g3$J|uSQ}Qv#cS0LmFM0~v7$3CR zQ#vaiYV3I(sU})m>9Gl@kC^$eU|-h+s^Nsztg#Sam!hcbsUQsEaP;tptNkg z%cQ*|acs7z#}<-eL7D`5Y;6nm+&9+I|HQ=fxb&x63}b*2yLZ@rsmm%%7at|)F_Ts< z$Iw8Nozt_QhjN%$cwhu-T>Lox^$|7u4C=bDKrI zE9|~;lE~qE+{Tu*SVRCFcEpm=0gnuO9X(pqVmaV}D!bz)p(^2!p|~DB$RcqGI%wqn z9~#(xv}&Hv+%G*U$wFui|L-J&K6~0fZ$nmVLL>I*SN1U?u zjAj8lMSucYcnfXSn!DZ9P@JxXWp%Aa3!Nl^9y>F@ZIg%@p^18ok4~8=!31SIt|JrX zHpFybsu9<7JWyqK<0b9I!b51V9;?TN24hsv)>W2aR0yTjFUyb#$}nbO@yFaOL%Z)2 ze&1)zav~B*8fbb+t%}T6TYBwir~X3|j&zwet9^G%#w&o)VE}*On4o+w`7=GWN!Qh= zLAJcayQtp;%sf9QfS3>PA=9e*yXtL|q@JSvl7Q{dBRL@H_9ZQ*94550hK|d%bdl$j zo)B5^$9jw2k>4NYY7WdkUY|h)>tC4P)j^}{_6c)f#c_60q)!8b!!mE$QOC+j=vrlB1LoX9>keTR{BOWM;EsCs~pjC4Lpk_3|8_2upV zMECaTC6KFKv*oXl7R@wzpsWjV28j8A|1$W~^0>dA?l+f*{g%$-u-abMKAf&zmx2R= zlGfR7wzOSuakY-F#HnQ+&HyoQ1U7M5Qb{lAW-n%zqG6Rs%a)P@hlIEMNB&PL6+NJE zwcz*37Tq`LQ94Cfc*uCuf9C(BWb6+&A^;aneR_~i6$Tw5lF@god^PPHwZfgCfSj~V zl$^*ts@cS$L&V$OlKxLxaKb@~X2v~CzG##T;UQ^9RS9DksphC2zSACRu~3CFdDl@b zdxZE9a@*TcU!hC=DHZZq)cB&L7l^Xvvwh` zJ}#@o4$K5H_tzL30^UdppgK$gWBwXbSs-(ic?AIPmOvL(Q!qJ`1b{=r+X*YE*&mwK zoGn%jzgn)$A5I#A;X}xqIU!`Uh7U-}dYol43_3)-pAfNJtQKmY;d-;8EeNz~&AK^d zqx_RvViHLDGm^AY57f2|Xa2{o4%Uv=V)RREAFD}#6+NZ3oWL&~8YupP3go+XO+CE{ z&G)eE4Vgh?VBmPxbHrKsq$?}9bw$imIu?H2)*XV|V zIp&agbZ0?^3RVh0uyFW$%Em!+O4;u)y(bkeAhR z&q<2fnT#iBuoTOBx#tb%7#0l%mY0LPtPi_py{DnXY{m2Rn-RXiK*1W8(zaraRaoE% zOX=I=qMrRU7+Au%KtnJZys-*9CN5YwFokt?M}2|B7WpxCHh=`-xV( z1mEqT)N-M?XvCB$xDXSZVSRYCSyZhLzynv{mD8`kd@yN_2fm6p!Ye%>*n*ttA7`@} zs{$ixy2Ark;G6ol?QTQIs2Sae*c?K3GV&2`6-GbqeZjx{I-RcDCkHWU-5JLG3}yRd zt6sI#O96VQl7K}fpY^}RW0lUDP{hYaEYEl{70AmAuZT-SCh~Q--fbQ;uJQRYm>_$b zdgBKwuE}qH_us!(9XxthN?YIlJ0mZeMgX8KzHW5Lcn4oe8OxN8qJ>K!cIt5O5b`cQ zi-fFGN{UuN0NJg?;X_K+CN5>TR#?v_4jw|BkNl2ycQYqR94Q>`BRO=)_yBf{66!6r z^!Cw3GvgaUi+1q=mK9Go2PC;7ijt>p$rxTlS@_dJQeIn82;d>)O;|IMyjWlI?e9g4 zxq#~~9E}YL`9h&LN)Pghtctb(JcPJd64}Cqov;QEk0p70NO=!-jFY&!}gfI?WX9;2mp5*N3cNFPw{mmOAW8YN1?5X z&OiaYTUvq%@?N<5Zn2&GhW_U+9Xy(B+m?sjq6s^VVI;(8V0!+#*UiPWEK&0w_Qr5gbu+Z7>j1s98SdOK|#v% zm{_zJnMbi~@glVCubYQ0olc8vS~Lm)igp(Kg+U^JFY{l$0m3>`v|J3J1gA#@?K9V_ zW;Xfly-)7MF8b?|*-`zyq2fqjc+N8(apP{P{5a zDv&@;0qt9-bCQSVYO2P8Y`j-=*f&J((i2m`K5vE)TpYcQ$P^Xz1wyzJiWEL%d=P#Y z$goG+Rgazq^Gr_BG3^kxOOD_vm9?R@f3Y#-EV3*QWW5(=E4J3K^JXDtfvGe}si1bo zC)SI$A@mibNFeC_@Z;D*G>b%)j=59OQSlJ9z($q^qJ9*9o)Sf`THHuCFX~l>z(u;i z1ZnSt2(h&7g4wEQZ*+)Qpou6T=Evcuu^1gQ6D9bsMXi0%XcVXlxghU{1@feK6-%@iwilXfrGJ%|5*9kQN3?qUKO`w2hGKUE3_0DF&Mfd1&B9vdaZl+Ai6D%c77rkV z(X55B7Ymn#O^Zi8CCk%5R97KV>RtQoQ4XoA7h=EzSzXSa(p25qK>|TnVmgn>HFogjfAYI=RKE02oP@;F}D^m@>wFQr%@iH4W{ zYbJ><4&f`gg~Lk^*DXflL&m$EGH7o<_nV@ns}Sw9TFXnaffu&E#FoA}IHkGfh=s-6Q{=(wH=IqqAbWx6+8W~}9Se7&q% zU!Asy6IyAeF{71c7uDIvq{@G*u2Ql=pY2m5Y^mSzHb&+qESv^q+0Iv5WkN;;Wwz-| zC{vZm2xEQv9zzWW+N~=ff-2iZbO7G>eB$Zia=PJ5fKBxRjp(4T+ivC-%BNsAO9WMa znXCu*%?*$9je1pWN}HUIyR|gkysGJPjL?~GFYH%z>-%*^W!+eu=7Yv`oweVjjaawN zMpRH{``@B=*yPG%MYZTLJaL%$D$9AG=@-KDK5H+V$}e@$?B^^3wUw&)2}&sad708RZA-R}!PG9! zt2U&C;=e9Xtg2U+AFt0SJH_2syY#DYq5a(2B{#I&L8^;AYJZP!@uT+vd(0|2$W*9E z&_I!F-Fea-otF_e9oOm=C5fP_+fMsNoclhHoit5K(SGu2v$y3o`DSl7jIlc1VqWV z*(t>VHLoyFwke~nh`;OE+H|PU*kBJMjkCpKPZOT)?om7c=a%1VQ=?wnEOHX)v9qbx zk8RR)j49eg%#17B2A5$^03ENf53PJSWXGCW@fG1s%B3htIp+%uRT>-F39^; zfi3NpMOx{g8(gM8|Jl!&((-ZRAf;-71+)^`Siyy)gdor|Ca*U zbd!m?#XlbxmI~w?aUsbJ>1Lj@+lv)IyW4H}N@DpGaZf{gI*2R@VCpOTZaMSfvjwn_ zu&>aR(0_wt$Jp5-3!L1sz8>(3H1iEL|OLbbhBRaamv}EY=RfEOFD`)ouqCbNcFqU)=?Ckkjwf9cYgClqFX!P zOz;2x!PhKajqe|Hb3xuu!#3-|VzphSI^Lx4H=lEX#Z2BF z`_E%(Ltv2K;^edIRvg*?Y$U5e%+W0YW`QOOpB&_ftDy!0Sy77`cNvGi)O@Q ztB-{Qp)5_h4V=-9E=>gpGErGpH@n5v^?^?#j;$;X6r`eUQFn93uKv|M9}n}*W8RL8ttfkdf>f5Q+W1-7Zw({}rQgaY7DoH6 z0tA^XM}7awvTlFJTCVwI*&mF9S!id6Lr_#7ppDRRN63dxuCTxdMoWHW`4dX%j}jGp6Ir@ zPFRrtgi;Zyy5+99m`y%^($0?R4&E;}&773bXnT68&K1ko1B#9~cx(tNrGmV7J%o~{ zw#5d@^c6gzHx%tQ@{kEtDF%r7z<-$#lQdJ&kxLJIT99LbsQ3NXLX_Hzn)0HeU3wn1 zTT@5^N$>cNjij}5rJPe2ZPfFKNjVV#r2NQ#sHA+c-m6_3)`ePf_LPB&_P%=HgrYnT zgo$F~AE;Uv?R_0zY#9c=*jVijhL{m zEi0gbtWM7gYeg8JYI|1517RYf^FlX8I6Z7){~90BJEtg>lykzstSN)U8QS!SYmH7OxMw-nPOp?zyxzL%<+l#l>YKJ;a){N)}E zd+*c1(7V({>S$Do&f$3Egx7QsL7E7dsV`J>!@7>+BU6?JvL-%X35zY(bQWWw_wvme zTCe8Au%fL89{;r6VmiqDv4>GIRiS=PFLK?4C98b1<<3@g9iWF!DC}bDBQDWFKa)7i z1aYG2N#-YVyzxy>o(IA{_I6JdY3vJO+gP+S&l40BY|ICtq9;%1S#;ON24~d?iG~*A zd-6G!6QaJNF+D{(dRg*7^WeO?))OUJAWDQ^q=}A>_(ClY zrNxc!=yXz*$%EOb`zl_VsxFUHL7r&59)uMj*Zmpacx7oIOU+sYlLRb%a#&P!0MCOa z!bX|{f<&l@67OU0A73kTEG43Xu}Tam`Al@?`KAgZhG(b7!ZCRVO{jst@J%GX?T z+9n-L)#Zne*M(E2Hs*-%(1#VGe_1Lz7iEjKdV7*yl0!}i{+Y+>&TlgQ&dz9HM+m9E z>Lb-nm4*T5>dbN-DJ1`*kK{yS(wOi>3AsTZ(EF|m3@1jB<2qR< zsUR=tJ?FoPhHB$_&nJi=Em`XW%f*AIu$XJr`c6VfJ!M7RlwH%M0IU%|gB3jyq$U0D z{^|LtTK<=zg1n^V;_3KbCn2N;(;B{Vna-5*Ups3MM5nN(jGNXd zci8CUdokn{Tr(+da6koA`2w;Jh7kM!P`E_GM-nH6Hk0PV@bog@dvk%bkQjcRN8} zOEc;RCBj}z*#VzUQjLk6zMkjhxh)HRCy9NI6E=RlTZr@3BW-K|k=M|R?Al)Ru<}qZ z3h_Gls(G#D(|F(uEgJmJ%WkE-x!2jud&=b>OIBLnPUtmieB(Ex(+MO8yo z#Qx&T6h&`BG3{Xr4P3W4m%dPxQT;S>To@oQ1i4u3>476Yt{IpMiv*4ryrq;oL|xUQ{tjWFR$5y* ztPD?dG;{=y#sZJ3`+)}a8y|i3t@{xen4a-W`?lp1%6~J=i8T)JgOXAIUaMpr7I=bu z9NHxxE)C3w#sPkikHhY`j;`++Sn>`l!K0d&a^-veXVW7I#{qqPPhufg z%7W&`Z_~YryBvKj7^8(;U(>5m)+rLB#=cxJ8n~4Gf?risXMWMwei92jYD^)1i&}`j zV~P|W_(Z;<_&p+DQ49}sMDcY54~wy?)eCrHNAKI}MPRVp8;p(rk9H= zn(Sk~QFeya_Z$pm3KiTREVlN3?8z7RAN}fg?cwoe_t4#$-9DKukK%2Dvh7(8*7RcB zU%OZ!>W67jv(1X;AKU5Lh~#~cvaM`RMu)112C`mH%evm|#a^-B6-C<;Ee0C`-bxGD z&?S<~X3OnS^u)Ty>#&D|hm5!VXJKj531KRk>E@ETY|#rJ9Y2{0ynM8*8FO%^HFbYYp+m&W z-|Xoz?|*vm``>-0pQGB*+F5i6zUV#^4WyZKkl=hhO0a7lr=G(qx_P66H-H8AD~|hf z{m_-luijX|8tkG)tpu^e1gp0)QrPFO!df)c$^sIc-pWXzTr0sl)XE81aDQK2-8tFQ z_I_s8qN!Y7RXq@}U!{91>F&=feJu$d`-vyNi;hPF$~_1dR^`FX1~9NySR{e5n60YZo~&V06XBUpOWxeWo|N70sb5R{bZ&TI5Y2 z;;a%D#P1^cU6JDRC$n~YphGE4K|iyrJ9|#!L&}@Eqz`Dr0iU=o8Vv%j(+~z565hZ! z(i&gO164&g(*mtifrf?v=Le`8)GV)QvkG6}8tw-XEQnu*R-|ZV-yRo3=1Ks>GA&U- z>jI8TFrS+m!rZQC6IeH~!v(dg<)Dt^-0)h?F+uqnB)Xqzs`5bFt%Z9R-6##Lq@B(2 zF%1mz7x4keqnKLMNCG8E%fjewBn4q2juve+0Zx+Af+Ckusm6<*<4cvVf5!QYBX@;- z8c^gjBE8m6^RZepp45VZ^mUX3O4R)RdGr=l(Jk-*OBQR04EiWW?dY~t+LFdHT{NHD zNexucx<&!H-nAMI&M?dED%&OJH+An(T-p7SI$1h|}2sw?W0(ZqhD+=u5pf(5Z_7<~%sBdoxO zH;geZs9iO)N$B2B^_&ea?BUf+qJq}7Pd354y*TohiHEmO3^GR;KdCpG&_IGvIuoq~ zCA!$7oyo(3*fomQ4vB_%c%#TMK`H%L-IaKU*6YPMYPA0bxS*E)OA+JF^)5hu9VezPqgJsbKBM?~&nT3ZCS=y#4Wnp7alnmOC)8f|8V4EnI=p&EXZDAfdy z>UqS_5Fn$N>l=mBnxmtbLj|oHS6KIY-0apgA;^k*__#uV{>QW5`;+gf{{y?50x}6d znKxTC6-IA{%&5=DL=2w-N@GL9TT2_p)&14ByeGkMIy8ULwhiE!kSXUuGb~W!x(s2u zXyD#&R?fWPF6Lt+d?;|CJxpQp!pfs)ovPdxmLXC>8_wEhg>s23Q9(t50V-Tf;%VY3 zhN3H8yN!{efR4BEDNjU|+57`5n4zASSUdH1K3H!{ zcJ)NytkrUgJ1C*^uOq1JN9xg9>L$n6#BZO5WX2BlKaADu<0%xLVdAJh{98@6Nj9ka z(P?#YJt?}JH3H6*zm&&k={|~J%(=$Edi(3maXG&mooTu{rx8O^*z$u&>u1fOxuRpz z*@B){)R-iLwz#g#V{+wpf_ zfBuLr(fD%Xn%~&}YT7Z!2ZeD99DfmY5Nfu-89M0uWmFdN2Wrwx8TAhJ6tCnJDXWT= zxquqFKklLXYq}YNRiwpJ(X45E>b0vVUwrm-^?F+9eJ`@_e>=8Ew>v0u*`h1yBg}NY zkC~tu;4vX1kjGha_2{wk_SILWeq@jy8}%TRck9S^1JSt+jO9Eo}*m4OerN zl4gUtxGwYbttr+ib=MAbCYP^y)vU`WXrVXbh0dC$19{$(mSoU&s-)o=;f&e&N*ZiX z7xxvp$>|P0v4gT^k1WLnWo}EH>;22r;t}hjt2O%sJXfOh=Hu2)_Q!PtGdQ&5?ZWYV z^VMd#R3{mj*VU{WCum{Ec*K(WFls((j##pU&=`;O9^89MBfW?Sn&N(9n3Q^84~`e# z$cK$<_7gL7&==QSGn?>qMtLbND2wMlL~6aA@62-_9hA@+M;QK5R3~aim;@Dc#UnkQ z*aXCQJ6X+>xqXA)2`n(z~AvB)y!f5{Od|t?A z-xBfVX8&c^D86RT;6Z|`!(uG;dFyRV1zqvnInRYT_;P=@*w9une*I6)x${m^XidZz zmNA;iObV?UW3r4;`KzeArj7y3Q~ildhihGNVxfc^$|vQ@BX_-i8k#jL)W)-Re{2r) zMxffo>AJL$&YH7!IX)=-MP$#!7rRzH{`JM>@7i|W@{MfEiZ(sX4ApMV2I}2@WOa}< zKC#ld-R*kw_^|P#kMPt`2Rx*_vHWh;Ouqb=d!O8)%Pi<=FghAXZ_AlKvevI`o038^ zlSN&)V1G5m9?$ldZJFt$=F|G`I9_$O)a6?pFiqsVY_m*EpTkD(UvMf^eVRlUY!+Sd zqcOO}JsOy9ubRd3V)JD3X>)P2bg#Ix@+~qla5N$QB0xd`7oRa9X4_+;T#B}w0WzEd~eF<{ucNHlv zH%s}Ba?z%Cz_46%Oi(_DwDfblvRich9}py)fdi3?_Cz#a>}So6ckzZt`v4GRVXoqS z%BWoN9?C6boh6>teky_EpE=f^W4*(IJLQBzX<;nk1G#U*w z&qEC5#xz5$*oy9P1cc0w#RFC7D7M8*#II3~!eLXys%1HYhjLgDhsI5GC`TDL*PFce z+pxEXtg=EK-kZ#TBfqZ8;?t>s0TH}r4)0Co&>_Qh;(S8u7*N8@F}xF($A^@JMYyYk zou?WW;pmXzn}vIy-A%VcBl-;t6O`Wf)z49&9O3&84^+O5RX-&v+K4tbKm^?zh(0KGrK|{cs_#_mdTV@i#D_PN$2jH>_JT@dGZJ?9UJ4&o})v5}0C-8Z)v z= zxfx~$c_$s0qLL>c{ zcqp%EO$boQ!02&79mOS;B%1yhAD0{~h@$|ZQmhiU<&2NVAu{M+gPlT??+-h9e!S=w z2w-JxZh=7_d9;d)ydN^&qYWk~BNtPxPfR=B#XK&kBNtOi9=10;!{c4d!Gbs{W0gX` zBf_c2mvI0La<@_i2a9q%e5Hy(W(lLw+;~C_3Bst2-HN@yk{r z^#Lkq{R)C@3e50@wFVgV{JT2PR(wr9Rj z7mE8XWH{F|uI-V?pl20FC92yw1tREJ7_>j8)}+RTK>-YM*3_vqs%Oma=^fY9dCU&V zx;hOj0R^d_uQUefoHrgZUztHaB|}vRwUL4up_&Yb4jFD!iRy2XwO|chFQb{$;hRdb z@DP$K79}LQL9ePk*ll`##VWQ3y;DOLVg)l|#VU&ri@dj@Bx;MHupNSfoLet?1p%1R zFg7UrkN{$G#iQn+&*!cV9Wrw6suIQ%{ngyn!$U}yJv}}%5dJipQxD?M7Yk7*#^ek<0tigqOO$A)4+a6KFRG;8*JQJ`o; zVwOq6f#;ck=em8u`V~dn%Ca;H4JKm1P2AitVtuxH*W;hvV3Q2)58G z4jVO0WJVn46&4U&AFk*?+<~ss*-!4#pVSRE`^nXj7Bi-Fjrf$_k89U^x+jrOI~QG* z=8;XWtdt1Se&7M5G$)H0<_|^3HJpqSsyqh-y_FZFEXcH!_0dYTXn4qYB_$(zjJs?O zC~dDggkV%V3d}a3F2P!2=^#o#+B74ms?ge zWnGIh%Mdi^pIy)PaNo@G6T5YbfD@Ly6KQ1gC=n&W!9r#FALymR+2MRhFXKc&d? zK-KfB{en(0PVRj2>7?1xiFe+RltnHBVaOx66ce48mamJBVX|;wdIfo+jiI~El1`?t z=k%VEcvrJ*jXjaI2o=093SN4yYt2ivXl!6nm^m${K?L7z!AG@XD>wd>%}3>P2~2Rl zWI5G!&=+*${N&D3u1c1z9L1CZ5{$^D|2cM^p}CZp;QT=5@;B;=E(%_|n=k088}(kS zbf=>C2NFf=B%~>z2tMtS|DNjVA84+CMbDu=9ixI5KKkI35m_qMP2I@Cw@=Xzb34a-?lF9=Kk0<+!8U z`{?pyb5L3?3Y2YMNEK%U3uf=LNOHB@T(FD|_gMxB#@C~~+Iiyb&5ZGu%{Fx9HUI|u zI}y9SO_UCQthSrAY-h`6s=Fjebm(}^>bOg<2p@OtL`~z)jyrmYo_kr@4%Apd3K!fc zfv;3m`c&89->3=|ZM+&<0!d)7zie~Y)7DAb$K?d)JWc4 zw9EOO%~2S9aGq1ZU`On<@`(M5HQkafE@B-T!(vqM3R|nLLA zI)DSyEn5our_Z0Xv!j?DDq4lIAmOl<0fLR?>uyU|2eLRYDqjW;Oz6F78C3i3Y?jB> zS`F|R-di1)hlPF5kwVerpEe8qdaAwxeewP^z<`x znxeNDC1TQPpvKWaP~~}6Wf%s?cr9IAm-J>b3wULFq)S}K7()|4 z#H(o$SK?fG*`D!o4GJF;qVR8IQj+O<^SD{?d6;_PKca!4sA`*(xe8RTYR5c~lqsg| zksGIWF)4gV$P^PLc^btO&_GZontU5=ZKz$14FhCEZPHh);}?e7dTkQtI3WdHzjI0f z2c$%G=)q#OUAD%<<49Yt4#hl>^tKFjVNx0Jik_vHfXQB_WGRv(EB1Nhgw^|}GBdQu zzNR%0S{9w$@qdhWzs;-lAG#P}wZANrscs5c^HG0$W}TK2LVr>wbW0C`vDSWeW|^9> zr^sD9d-POAYC?$oS(zo(H;Kz>7H76+KnuZt)mJc`k2-K?T|YI|h8xlgy*7Gw=-gh* z9v>=n2=&c>fxLHZ_Vl8~zP)GuqIQR=hKmKPdcnVw5<)+gwoHDdMmT%A`A4iiURSf|DOSk+s7S8a z{V&8`o>#2n>?d`9eLT>K1wJ)(W~q)7QlnU!ERJ~Qs$Q+{AcV-M+sD44S-vMXba;(+ z*UBp)>vj9O7$LLUmXJwjQ^X;=Gue_8Lgb{g8rg4Vbn=Q0WnFLhzTB(x)T5XbV!LCh z{f;7(zM|-9#8OEKq4}bJaI>D>vqArp-LBzFZf7X^m=GfK)(pS-wAt+zB7mNuWlB*( zXw)}#wU2#8yK(4|vn8imGSF=cpNp@B1&fJ`2GDwChnVE{ntSV})`3L?u z{=fGCh>gHGKtv)VB5S;6)ZNU8y*CaH4jusY?LB1cJ1-@jB68P;t6XJ-SuAQgoDY^gBy;g^q)2J4e%$RN&}WOzl%7qt43 z=k#fk8LzuZMjaz$eznww-q*;eTdgH*@H2rYP;)_=_w7PIeyE&}&WMe9y>|DpK(ati z*ixmO!BDjbR+SxF%Hx8x8cX?$SL?8pVS${FW#yM9P36I>7u~i;Z6ZwqG2R9dE@rTp zOfx!JD{e>bZi7fA9R$``%iDUj4r^%=i19w`mhxrIb@ySHb3n=$)m}tW0z3h*w;x8Fk7ID5k6-ND$t{qnhw^D#l<>qU>4__-q<4Om!x=Ahx8^c%Zt^N_Cc) zWC!vHbzJ>b7S4qQ@q;R2?m1DX^#J9Y)nU%<2B^n)Ue_dz^GCzk@RX7*%u|suEGh{R z(0q0Yjk4dvD-iG|8Pjn|KB+<_Iy!cyqa=ISU&_ zw)A0*S4B1E2bo(_5gw?x3De7=*wfz9ga!~~+=OG94X|aoG+qUjoSCk$JHJgeAi!G@%UYLr`67i*({+7vV%sCcct^_pGFm}vkj$Y#SiKj+z&Oap@K!DMlDsy6;?Qo4w7@>Xs7`Qze3 z4te8-fd!OtlS*7rzdt?wBW*9DT@k}mc|~b$8MEY^)>h~&&aY@FJ*4De$=D=>6o3Ju zvoo=;p)HXH1kue>08PZa%Rg(|T126M3A!5&-P?37N>b|Y55zPzo0nJ?1)pw$JwbS9{)h3}q z{$WXOIsrjjJ3x=1wV)upGn4n|j3;1aJ@)e*UbZRb@-A>z@(|{my44J;BQANjw1SaUp zsEK~vU9N5!H312-_iT&vu1~0)TrF>F8V@vOa8CRINz33|AcCqi-}!ht?6@-pWRPqs zy|86n5t)VrSs5MmFK6j%;fXDyqk{^{()CRWPeIr+hFDC{mEL$E!&OUf)OesNBL{V- zqDU0T6m5?Z6IT&+(PTmR+s%?d_q#6~xWy2?4wbUVN zwAN{tQ34QbP9v0!qirKpc%Uh}gv()mDQwuXODGV1s#M*U#ixxesS3mpl{Z6eO~t0D zx2^xDPULpS3bkJcmp6157Ue5jc{GXNYgG2QGIO*Ehq>}zfAqH zUfUWph#@MkV6CY%BB;tyk;>*TLso5^jBu0!5@e1EC*E>K+j1F1P?aG$RX@<}hGsI$ z+jz_Qv4jSBIgX&?#lkOZLvoBs-B?);!_o~2c162MBY+ExLL{ODOk#wFdlFsKK4k{=eL%#Lg zv2E!LBB;ut&sYwzS`K|Q9%#zAK{+&pXS8fz1`tGd?GS62kHVgFfK*fPU zTn4P*D4}J*vY4QA>P^PRw)GYc!*So)w~q2CeaY!%Y%dOD)S|07FEwzidsU06|n5&I`FMTNE1r zl#W2#K7@O>ERO+1d0e874adhBWp70nZFD@>ED%v9m#XWzW;SGV%`y~a)aCopp=Bs4 zK~c7{1EIqbi;--+Q7Ns13p*ALOyxAX_{p0c)s8W0S65s_@Hw^S=X|K8THYBKStLMJ z4%RZ-#gyfV^vBwzsu((p3QEVC>sge@99WP#-f4#hZpYl#J1uB{(DvG05?W9YI!@y^ zzP3)o`(~HQ>zrFtvEI21%9+>8w2b}+5augaKWJ~Y7b;t>egG0=jsZKL)MmW1aU9>y zKfClp3yQKiVL3F3ZaD(>=p0jaK8Mcu9NLMMYnj+)B`S>Rl&hBZE8X?$Pb~z3zD9c7bKX(6-tpp7ccK@Y|2*sB!W>kExaoc%q71oYW zhzx)zp5rUtCY4&E2x-q4QUwJJD91gwTJ58Gkt#_{UVR1MPa?{bs1a682c10&!%CFs%Vd_wj5;!F@oQvO zvO#4bw>?#hoU&sw?~1xm z%K|QuW8k6VGy9sSL(RivMMd3eU?G<%0RgmB_zZn`U#rhJ_)t<|m06~iy8Zg;%qlJc zw0vRB$!f?v3KP0LPt>I{7PO|0IK>h@#bu#{D}AOjJ)8o1KDR|-_Mt%t9kx0jQg$C6 zs-x}|u$VRGVGK}H(XQ3AzTb4#u1k36xH-*xTWPjUSFd09(g__~VG-ruVva!)gekrU z1(pvPOFlSD`LU>fZ%kvbz;jFRsI2X*Jpa7~kp=_PUBQ%JU(vPDJdN1yHZgl*L_h48?q%9PXnMdS^E zd&yQU6GsBam(x5SF6aW@v*dM;{(YeTgIfISbd>Z?7w6u6B2ib+xTuBiN6Fh1F;qs3WPaci)TA%UR!P^q7#6R%9u z8bYPzfh^BXSLs_i|6L60{8W(L*eO5)L7tuXvs0R1P1iD{3-dsh7o*tYYa2m@SRmVEZCBGMJka$ynR>^w(V@k7fHIpkQal4(&*BI?fJ{*{Cls~0;@^;48fc_(94WmF1 zLhcyPD$u~=lxRMkFDNGtYhNu&1UN8#sMdUF zZAvc$^+uPpKZjA(e$>O77BGrx@&G|b=5v30!>J-mWe@^X1P7v9jED|x=VFpxySHe0 zu?j@c-4k>(TH{*K=SpVD+RX?tlol1Vf(=I3p5@oz2%XsB2 zdev@Siz=kS1m#^xnbY#07?aiRJBi{fKtalb9#u3xVYs8NmO;-!1+A!08c|7?ZCjrO zBnWvE8T(yi%O+AFf{sVpvG?hxWu!HLVX~`N(v&U93?RsOcQu_Q{6fc;VO`^aiW_lC zxmS5#+_GE-5M;a|s5Q*MJ+&2}&MeywKS)!mw}WywMk3-$2~^-Lla;sQ>le5B}l@>ii% zD~1jJ;NJj(jJNv5#M}AMveg%ept}!Uhid$<*Mb8PwKn0%@&Szt3u0cW<_RyRwyabK z6|@g*c^6rt%S=1l=+j*KmW9@+^tXWGRqEk_x-7Bt$RbM_af=cQRM3{wE<8XZJxahk z9a9D=#@%At6@so6pg#A}{oQ<3q8kAg8Up+}SGN_Z+GEA9fkEzgFXSBpe|DTQsFbDfx)G92!Xab6Z0_YDMXqCH`!AEWCQUDTOBZVjuy282} z3XKGcn<#}^)SqW^m>IQU(JM!Z1)5vMIpIT{2QKTKEw1=IC2`|DCyQJN5NwadkLr{H zErn8E&OyqfT-@qXH7!R5|D%HcWMcj$>zz|ZsDaL!#Og4v(fRa2V6flu*eORRFLvBu zzK&Nzg7H(2(Xoq1ei+sC>c}NJbWq7>N!~k7D4RYd@KcvcCKF!rxDlI%F-bAZ+~L9DH`ETMJle*6u`>w9 zEhQR?#dy?JV$4HY@o2OlkIIYP9gju>&t2DUv`GWkh^;<-udtqj2~K9ihF@1J*x0qt zjAt_K(kC<;%5&4T;Y?-JXO$KAy|bb~1`bTDMBdFst-O!jTf}%Wx@D3Ts1=V!3zmoS z5OmmTHCmX5hHD*`N1=h|q3a21R9JD{Q`~f~!X*SQxLKWfYhtbHjID?X9$rgm+J_!3tuX{j9cT1f<`Nj> zcO|(=2*8RQx3*YET!4b~ktEfQ8Yps{o7XYB$e_O^>E#+*++4ekRw07Ub1RkgL$15E zcPpTR)~i|dz?^@fXkW7hC`fP2bZhPPRhw1GKbRxM4WOA_B^-$EF(S1p7jT~jMs@id zRM0+Tw8ptqT_)lR>IQAqW#+(3$;Dxz?#Kxk~=MQUR{g#{93KKcP=b=R%hn9qR(C3EvXdHDs} zxVb?C(H++{=EMBe;7l&FM-4S9JflPe;XU(YKUKH#{=T9aM{VNqD1A(j7Nv9_kZrA5 zDJ3EZAN!>w!jR)c^$E2_b$~%1D6ecB?aS*nkwAGJuXY)#C~v^2{6^E>sd&@5 zoh7~JYL^4$IiWfTBvOoOri7xqq97Uy_*46<{FD;)vEAcPD8T-p#D1&JgRn^b-(nUt ze0T!{hW9Olf6C)u8WHfr9UpT1vvky;Bk&5LIW!i^QCdp>#>YC%EL8x3;XPZDoT`G= z#6LGOl!gI%Sr0Tq%(#u3)q}wSzN!b>YeuVc6a7_Q&LE>YWTze^7IJYHHvN`K*+JD2}7;#iKLl@7G z*At-Bck|I@az^RF=zkYu5<_{yMhXAw5;bl&IGVZw5|nr3@BS1uYT#AFXb`Ij)yENL z45rp@>5~`nRpDp8zTD7YyBtSuXOVZM+9%GDZE;Wn_4`jD<+5|D0_b3&}Y&sqX z63fNe)Swu@2_b^-j^GRA)QI!bYQh4tijj_Jr{{brr7dFt3C3HZjLNXA0;6J30TME) z1_awZ!ImW#YLg;w7;#QoZBq*h)(3)hF|m)hQ=q67$eNNmuweeMcs!}_*SOZ<7uCfB z7i!Y{7Vy=kHOT-g*s|%>IiI1lWHW$awm_?B$0pjuO;&4Oi-`Ib5%3dZN7fz?Va!iK zuWZ`h1tctq7HEEUT-I#~O4GiqKJXnZ9acu;5h zmtfOtYD10)zPoO@DjHtYT3A)-987RNHqTD8y!T|7Cw<+MOhYMoqjt!YXiiUG0S*Zt zmoG61YI*ck!pAmI$*@bjIuU@6k#RNTn+`jcq2M9oqf$MyMxaeaZ5Arw>Wm@!w@=Eq zn22B_h`Mj11gw)`@t0Y{z_Ebcp*0G0i1@4&&#d7zCpQ2^<&G~Q>+In$K+LD*n_Fg< z(?^>PbShEP^b%2MsUUz9r{Qj^h*l@0U5g3ALx$t5-|EprosM?S8pel^5A(}}G6eMc z^pEqv+%v8ZG#I8Pd^~X7WL#dV(zp?56&1@$dOyD$CvSV^f0InzZ#SkLl#Qlj8mTB+ z1tiGL8qDPxGt!?5x*+etg(hC)BeZZ8;=D%B4#GBX0$Y8?|Xf(=L~RL&i-d zLoI?UA-&;3oK>$aF-}ec!ZLF_P~FCJnu;=JPH2sf_5E=*SqS#o013hm8R6Mtm<&K)L4 z-LOO{i}>PjT=1(DU@<|-jjc+~{HUd|H6EzA6OE@AVk=eLf<|T03?RsOxx7PPEz8A@ zeLY~cmeYoWVBm>5y#y$~NitlNk~@rgxmz(b8uMMDX3@=w3~nQkD- zyc|I7nJsKJvogXOm@O=rMT;e~s7L4`LuTxjE!IJ;=AEZk$yDt7ZqEx;@QMhWPDgV- zUWgloRr-|y1e<8RD$hWpC5uYB0ug+7dE2=fzG|3OvA_vLUyBJ&(SOqY5U-i<#0@no zOQ`X{b&r=%{ig0N=41A_Pm#5R1{AEqs*3fTK6bHE#tph^Ni`-oANeI!zx$<)+J#+R zohS@1u^2h1hpuuSf8%D@wFOp?DDOkRy!5kQ+_+i9GFo0*;lXOi&+4|N2Wvc(Q&?90 zCim91v@9UOD7;twtonRb!j|4^F~J!qWyk)bC|&;%?WOp6FgzcQx!<;IFB}-<6>(lY zB!W`QQCfirJ~2vDv(Pn-(j+t#h*26nW`|SmB)H{R$%O^87_rbJDs*%_VsTKbc`>$d z3*2(VLcBl)uNbl9bOQu$ye&s81`upAT3jyXXVW)L*5E2*a1Kmx{>;RFonAH5yAF;L z`fiucpV1i>wcD5S0;V}neHwLP6T@}JGE14FmC@zAq>#nZH7P5YpzJGFHuV)+*o-_$ z%u1s!Q)RGGCNo6P^)Ul5U&r+~iNMS?ZZTQ=QBh-ILB&@OF_ZPZ%08#OiEaVYKDL&+ z3p2q+UsTyhO^HLYqAm?)ptXi_X`ty#_PSGV#_tCDJ1?_U)WwbrwN@14fvUiYp|-;v{HG)tKI zcbZU{>5Sc#IBnTUnG0N$`HN7QO(wMA#RcuYltC|U%(krfk|9FQi1riGjQ~?V73oq= z$pAT@S6k;?<+qY*;x<>t8OIVpOwdaxW8jqcm)&@Y!3Fg%0(LN2)&?qXx!R?XOmbpt)A>?sDh)(aBErf`;?}kf6l+Y0HC?tRm3VN3)#BI!2#t&rBe-@yxX&iCe zj+clK_>dB^1l>13R{ba&!FFN^iwydZC1{agptb}~v-HnmfZvHF1U{tvJWwg>QJSAn z=SDju&Fqdx(3dgkIRIQWwg|F7)>nAj8RV!J^vxmzmEzBr>nUc8$#~Drn1bwGpQu@J!xfTrFWi94xQQiPlYd6)I?Nz|2R}H$6J9 z#^;-HdxJvuwQwN%Fwe)m=gHMHyMD5JKzT>R{WVd!a}q zhJepP0?v~2;bKhI_e{SZH7uypz_B6Yqo9n-!EBffuXr8A&FyL>SX|J58KN&1XU5Z! zo^o>)ag&HT6&^gqJQiYd8l%y)GSCj=x{C@C92Vr#AJk}RIG#<^XmLKJ)d6mXR{jvc zh78#t)uW@X8>9;g;-7oQS3A&6b0}(TMmJD$E5t3pRMtZU10>0|p=2kcv&#WpW*{y~ zXw^0ZF6ciESY%S^5OJfn8dGp+h|oQv(}}#vhO@zG%J;mj-Xn$(K`C8OQ<~*w)(^Mp z6I@Ub-!2T^H=75H+cV0z;gc{jhXdIIK}Pw_)SOT*W5w-_s$g_5K?~y+qRysz5=y%; zUh&UMjf@)t1u^1V@r)h~(EN9jjLDtojH1|J-6+1*U_*v5JIPSnp;dp&D!Pr?T};s4 z;kB(UvXdo_+vgXqY2blQkIku#6$a^GY%ah+g#NoAGDr85Gv0GC%Qou2>)|2h3vOg9 z#*J)DOI(hIu*t*dkb=J6>>Y)8v2$Iz3A*TS*tQREY+v_w%{RK{=yS zF=JZLWHlQ%7oMNZukEFn0u3xbHGj{O^XZuHNRCRsn+G@wEHM07GmxK%HQ9fSat$Bf zAOZbH8hyH$@W>vOay1}c0|8qrPbQ=38Ml5zcE#Au6e^UjZ5i$lCsayTTgUzd!=IwvPGRK&D!1XdMR) zEZRTGIO2F>L;o~D!2XG{e3}o(lLbF05|x|{MjYHOtuBSf|B_8C{3C3G{@Ia zz<yK!v*3>+UAYw25;ytAZn!=Zq&N;vQowxV?T zB3DmiTNx;UPq##fjo*#&4V1uN(5>wJyJTa00|k8DCwTYxH0%@D6+Swij{msGJL&HY z5L6p%&;J|7YVQ5IFB_A4rhJUvurDi+pj@{tb!w8n?uxyK4ck@;#yDufm^?`?Uo_+> z!N8&06=jYechs%`1$}|T3Ft<7SAL&qAYki}P*&E4 zyGyj;NXS70i?L6`3m*KzO2#jEDA2oVUzusC(5|iTOK<2mT)DQs{?j;}h!kE8t?!_r z1cpVWUGe7|O<77buoydemC)2q8VJ~WzLdWi&PH?)i47kb&X+6}7_@r7&uyrl_qaMj z>*!27Ou77q(X#|&`u#q=p?=<@Yuo&pjz95C1`V+d5Oja88r$Tew=>P?{ux>)=+PY< zqgR8)WRa^?#_WR6UE_9h8BDY7U^zateC%tPPG}WqKA^$3SRsj9y{^^4u%Y3er=gg- zx`8=v>AsG<00rwu6|8}R$9;ub&Rsx5!9!1h`hMWsJ?=AH9es&g&;5EhUhu}+4Y$Ds z_g$~t)EA2w7x$^6uFM7#ocBG>*8wMs+X_<03RLiZQt%$r#WX4s_VVF5?SWaG<`ggG zmg=}2%|3l4I8?yX$_K*&n$~s*7u*lX0t>n>rf>eCE)b(gM>9#jZ#M3Wfx$qKtAGXb zhn(4?j9g97>I0M-4_qpSIdar*exi-o7^Z+K2zi!`+nhCE*0_(@m1ZpvQA$yl=GTFj zxTR%Xy0BpWJ8Ck;2}pZu*4d%S$y#)u8J*6~{MGCK6}9eOq8r1P|BXAks@b6Nv7_;D zN?$K~>SWMjlG2VJ9#!K$(UlscCLbLd?sytr$uUe^?JOhLu+^+8RXH29cEhS+!Rp&v zrSur&>BU4We|BSU7abZNdiJLHc9l+KjmM3hmKnXo2ESk5-rd#RSYE?|^;W)^3>UqP z6FSv6JPT}Wj|;6Dr0{JY4`dHG8I5JASPprN%GSBXWSfhfNoXRx^ zX*;KVi*%2i2qTd-tFQuAX0V_pe-hMJ!;JUTaa~G{p*121?*|E+?UY@@sX#&Nn|MN7 zWYxwUKKE*E;u03reu*c#dO302SfQrG00r$m&(JhNmb+o&hTS!+1tv&+Gv~vr*_-rC zd;)H5<`Ndv!ptgAb#7({6tuUwnX}}L{8Sv5Td2y$1z-goZMvl0DJ(p-qbmSG_aQIc zJQ2No+&8DHvS~O_m4?*2P6C}ws~ypNln z1*{vutsyT%mb(Dcp1i~bdD*pFg$P?Nb>kk^Lj`de9PA^3XxKOgOHj}TYPt+uZi(9) zyTk=~IcPKTyvEyj(B|NQOg1O|NFe^UY)&pLs6P_T$$2IlzG1O3?&MKrgA&LP@G!r= z(y5($o8w`g_h_I++573B?ir8FaqPe{BRKq*j|}!lmVKwlr=SI#XNmaO61S=eLQWrm z2LDH4{)_SSbSMT_aqC?X3IGlbkHZ?&*&87tZeA84p}>ZMPs0jykWp8Eb5Dp{;g3+^ z;6urMtE7K@bvhkuZ}4VMaRDc+K;nYA^aSyQzmKGiCj`Nv;o}^dLyz%Vh+8E99&Zp~ zbf_rXWbs^@4=6IwLWQ^srcIj+K!gAD9IDHQXlK`0@833!hsDLX6G*@eT7pU_8KCA~ zK#dAdOhR18uuOu61@D6ZZ=mpT2P2m;7r@{Sc|dwKn`ZO1cz}flzZV6lessuUM(-dB zSX?ldvAFa-6@L66&?Xj#u+||FY5+-Cj4Y#+-ajYF$FwyNKY-z=M5R!d#V73hH~s=T6Ost8Hq+Pyk^>rovQGmq}m$Z zxQa|2NW zWk3bVOI(!PGrN6+cX;j1?f`@QKEyiZ)}wUhYf+OjAXOFHz=AkbYC=dS=X}i5NvQ!0 z^4rjQTtqH)_Y*5|RE9R71WT+TD+wpm1Ue?vkd=gLUrNV>8WMzV%-W?&?5W*Brwg8J zs#SDmsGxPjhJB!@7gpR>VZ%cPz1unHhtm9X%s-pA>Kq)*8p_cnKi$*?rNXSCJWKe^ zWL;1y%sR@n`%<0}CMfTsIa5$5?0%k#XcYBj2sknxRAoEp`>|a=adSwl5#$kA+UWZ4JIh>(&xNMGFO+oAM1Y$d@zsezAcXN zTl=337PR*~S~@bHh#_j+Xvq?Vc?;ZXVl|Ev3niTp7q}pPO192$HwH|Fe+|Hv!vK;B<0t$+HOQii1^0ZPU_hrqr|?K>qnB|g_sF- z;^huD1U&Rit{)l?|ID+%N3Cg;Sm8P^p+Wyq`ASja`kDN6a5kLt>=03lOeI{60-!@g zg$?rQ6<_S=&ITG9^c6lpxo1-Dg5CLm!G?fOORKq+K*!Ur2fimpt+ADeHTB>SK*}fO zi=GtEC!?06OTcAHG=8-Zm1yxSIbB?g>7plIF`Wnz_z?2zvH*oe)PrjIlah;0l8fm) z)rn5Sxz|TAr!q>0u!)utLaIMD(mQupZ{5k*$iRY@+&7>1aynQ_pLx|CjOpl@{&KXS zZN^zITkv^!WFsQP!Wc`iq2f!XVtevB&8CwpO0V+WFnhWfW@kMzBQr&$*94VR;X}>O zma17yq@JkV2pZS7Oh}JmfFfQ?&xe%1ooa^;=8i50{&~nYwG_gJ3L4}%^~s(T+qNRd zw87euxL~KD#@o5dr$=*#xAPbDFO(>Sl3a{b`Yki+AJNm$k0o_OVg!hamwI>Z8t^3@4ZK7to;pxSHM@&_{jU zFYzi(U?gaG$Ou+LmW&gbVxp^R05$~NFLjr72DEmjWw0oz<3{>-+Q;`w>^ErVMlLEyWm(a(-BSx4 zloha`b$aL{W(=3NT}R1rD~X}3YhvJn*oo2ogc5bq{a&=AqVulO$F3Csm2T*=Nx(qJq?k*~QOtR@^RTJD{L+27<+})QJSDIBrdCNfnpSp!a>7 zo>`A?0~pj!1V_o~3nicHw2R;jHbk4!A$H2~JsF90s+P1aY)MOhP3OI1{UhCzIHgpP z7d(W-4M7Z!8D@tu!<;&eD&6DC_eHkjEHS}(OWjp(%Sj0!lOeCts8g~9h+oJ8FwAD& zVo|vrTLB2RFXpfGcb?vh^o+WI-uzW>MDz7|qCUxmu9=KmDJnosVIvr7rgIuSsErM7pZ!0g)?EvuC}3u#WlWIvNsY7- z)g+U&Ql-U6(hQLDWu27i}V*71f&YC{}l!+p462C>sO<&PPvEs&f(5qwbn@D_~juSr$mDtG?m`2))A$ z)p_+fJdjlv5cDdbd57;N?K~hbCP;g1?M*S9y!~`~I(^%t8^`F_5jRxa>K6hOq4C-a z!9&FTpa@x0aRa|70SdaFoW^L(O*$l3&_VM3={z~5!vWql{r2Px8suebp~|sO6qnG` zes*=|jL6ruT5Ab8K{XF#J#xLlK2B?a(jnr$@7FnmM2Cb2K?#?1K8!g<+&nu zM?w1HbQ)h4kNYGTCBfoD#>21-FR^&svTU3N4GsZePe|!Iq?jFb=m`aSy##X`7xRS< zB^2n8z@nq|*!l33@pl*_6g0@gErFikomGb|L1TlSwFJs4sV}lW9cI1Un<2Mv2|hk# zuwIfsmhfv7+V_$ke1wSUdPNXCMBH;@LVuP{)Nnxt=D3Bhx`5y!*HX)Vx;tvOn`VKi zKfk7{N_2oMYQj#e0<0V z#0evV;@O<`)9`+~t2iMjASMtu&69MW0*hB&#my2O64(Idn3CDNPLnsiQ|h*ufc66z zjtzQd0s9EuufDkAU#{9)K%&=6Fw2+B1|3Q$(3eS=4@dmQ$xbC`^m+-&TRKVBoGwtTg}q1I;fS=-Zl{_I_z6L9>`i|C%N9X7CX61Z_Dg7 zpI*@Uy8rWE|MY{u_<{OAcfht5gB64@SXJ}tdcntWr}Fb*c+f%STl;{XaljVgh&LZz z3{K@;3mry0iw_xLA6Acr7i~NAVNL=;;faoVmXhePu+!m02k;OP9udA(%OOlcha*A* zUN7K!odOIv1h64Vv2zWBXJ&%-LlTJ&39J(E(1bo_i3^0_hNg8^|&!0|x#0V5OVo1<Z1ScFK9bwcHN`nv{ZS#pO1^*s?IfDS#j0y zknvH4jKFQFaq%lkMS%_xpH_*WTyg_1M_=5CK2C=vfE3f3wcU;ZvHfHZ94qUSl#u(k^>UTHtytE!{=d$3axMt` zL<_v4v^vvKuRj^i^2;fm%%r=YXc1vB=UFJ@J~Aug6@X>+)-XWIgP@eN#TDOo5x0^M zB|>9^{_`L`?GvU{O9TBIA4SFuXrpv+5(o<0V>})5Npy$y(Ac04dxjdu(AS)F#EsFR zXE+RyVumz@3mx0W83;e|T|(oy6!dMGwl2NBKBm7=E1mJ+7We62gBj`?T#!GkAeY;b;>x|0Tfu_* zaRs$n0Osx&H>3y3A61lH=VamZal5gW7QR4+fX8%m^IWH8 zIZpEVCZ$MFJEk}3$o@p+RgVfl7EL>z{jU%<6nqtYN_qbFpB8j5bbhVw;bOgJR7|$8 z)lxhXX!^pwTq@7iPT7s|)ij@LVN6lf-VX~}rO2azp3m*8LeJ)ul8O0pqT;m0td-+1 zK+R|NO`&Eh9RHWrVJ8HEi6KeH`NwAkmg*qrXsrCq*BqE4n-+}f5aSeB}y z_FFYT>rjg;_fu_0|I!Z1QzQo>b4HIm}b zN;>pgUNe<`+fV+qNNBv|H{}lfmXp9Pm44e#)*D$YK9p4UNXOZNkKa1%ku)|GRE}tm z7qfAoaylH*It)-#>9H?{*@O?CI`mir4h@wS(U18}r$dW43{VsB)sb4GK%dBs(n*XJ z_)v1s_MYJG=>+0znh~{}X@M%bVFL@^KvX?T&WAK$Qaa3cdZwY1sOnQdPoT}7O^XFS zUK^dXSqB>m?pg!dnm8Yd?D|n@*DOv&MQBv8-nLI$R&nocRF*1>Qo%`>V7z0WwTz82 zy;+zFN(BnefS1#DvJ?I-trIUdu;2}Nm40AzOjo`$_wK~29Be2E#69|`na#J7e3Yg7 z%Qe%{N!;@opeC@+lfO!5$`P1~PF9&LGT0wjm$9CgFHSx3sP88hs>1sK4DLY5=alew zYx-sl>uVMn?16PpJmb4!C+nUZ9y)k?*rTtvlmzfB%|~i~7W06%?LlHg0bhA7o}%w; z@CcQEk+;mYE3Z`?Q1o-_N=ifV^q5Se{xjd9oeIyVXA5!vTh#F)3+(%74GnbhF@ER; zWh+)`ZO8bPB+$fHTB;uB_1AVyqnZV({>B=*ss`a*%v%3%%&ry-9ao2z2-qX;&IT%aT6G{lHhK^#X#fAbtjpVpiM8;NpUruicm@E3@Gij z2n4GIMvcWg2p=92%H{Xq(<(IJwqWGOkOKq=BSz zFi~2mcy>ga@5Kc+tIaBFZNy0+r=00l$f1)HVhd1Is$@I7h}UG8AncbM;kj~XRs{X{ z;7vN`IgN%Z%`8_`XXqetx$Qi4YqOnZg0M0;dX-8?V71%x4sx}Te2mdb9*8PepFB~M zDIKBqoqx4Of*4f}5oDFqKu4C&8R18))%uWnK@J6^l;ep~iakT^t66QKpjM4wfuK;V zQaCDq!yu=LAq$=z#wtz%Iptiiv`?n4i}Y=?+ERY4Z5##&DJMhvP35|Doy&OK@Jt?$ zbb;k#UQv>*^nwbuT2WqiT$ET1D9cx(EL0l_DnhmHK_1vL|~X=jy4TIYXte9-te z%QYU;Em$)BaomV_c@qgp1RWH9DHLuE=R;VKvQ7;B3XU5PFBcbPg09bnE~jG8sf~Ee zH*P$Bn-3^;Z$`m5&)@LFzLy;Zn4P7p&@1b9 zhc0MB-KtBJd@FWUw_zse`dZlW+41pV-PqzEe*GI32LITRC1ZG@`I~^|+8$hre$}Dq zrNmJEtAJ|#EtO6ptB+OFVhl$kW;zcoI_irK71xqNt!!VaegZG%Di@6}x2yKGoE3Uy z`%-VBeJR_muYHA?pzCh~wSK4q(lk4JevzpU>Lx(Zf3t=)>afNu38C^gOH`gyN;D^! zO0DUdv<7IQ_;>Y+U(mwVVU|uaHLs{P@@zfAYuKUxUsusjx1y^#9py+!N0fbvJIefB zl)+Pga{R|C3@AYZhnT znc}bQp4ydd{LTLz#oshn{7?UP6#tV|92z4@hsp}SR%=CSafxZ}a*VW;7{2_oKs4#Q z%`W%*@u(C}0yi`fSN(X13)*Dnb3VytYzyaLpNxM4cu{GwwHTlfCh@N+>bRS_tC`!aWSD5?aMpw$cD=} zp;fkOyr(|e({`!xfULWgRvjdQs;W9wsscvqx=tOM7)4jf{Bp{N&FfH9&@5A=zV5yQ z8#y#kROL%XjoSJqGJ!J03P^^?*1kN33JNHZ-@o`{gW?+jGf!9FzbdGpOva`1@hq8VX(FyE z=qd^XXrM@b8#yswYcQ&1-&5QTk6nEmspEr2d<)O$M)kS=AfEM()W566<3sgwHk5=pOLa$u`bns*; zucl||c`6omR$B9Qz+=T)QYife;)?_3DV@_dGS;xqRv8aD$k8%2<0=}p1HV&^h7lU= zw_2yP(vFlhj*mxHTJLp$W6h`uq0oMdaDaS;dQo7I$$a-K&3zn#c%=?86x%5307}KG zUzUU6l}76hcC1)%Lg(Gr$>eo!d-D3pA|0zUs(}lSw_;k1#?dM&5W)Cm_;-7M2qhYx z^6eE-XKa@73w)^gT&hVXIi1l{d#Py!bxJ)j-#Zy~Dyv#c03Av`kxJ-3x4GJ8W{$6O z8BzPnt7S-NXm}_!%qY9*fP6;eevR7UUrq0zg88vz)}({kHBE%LH$7p)SR!NV$XV$1-e&m<=Jfi}8y+u@RjJiUXu;9MybJHak{CGrEjIE>9h+upW zW=t|3MV`j^@-k8d3f_Q~CnH*Ao+M+=+}g?|EVu(@p6I&Z%&p4|Q1IUOZB4_gp;(xR z$}Ll8>H-t20ZZq@tJ$0MOq`HtZRrvg+|tr2WOZ(72Nb+_gr&3OjlBA7vz12|fK_}H zyQ$}5fvO!}0SLZZqI~mY%vVaIZuzNnA`J&F$CmmIr9hX{xNI&U_#A&VKU3LNr{jhG z#{TNVg8Ol4SNl*IrQJ1*sIf)JzyaJk_A+{P%U%GmghiQQ4LN>&dC+fTRa_mv*JmwHbd_xdQaDC7vrFt`QW5U^0AM zP~Y>Y&l2xm=D3JcOI)CW_Krt8OAsTu(OHi=h^;qAgbCGZ$u6@;!8ccA0@g~2ZmALa>u~jMWxktAK=i^1r4}?b@1+}2_ zt8o-Vq#WH(F+cBGj$weDzp(`|8@af3)OMB8MLKv*-@}-ws2xiddZ~>VPnb6TM1$s^Yx%dkM!&upP8 ztu;SO`4Vl^*>H;+XDm$uQNOe=heVC17ZulQMr{wV*h__RB8dCc0))iL3^7qDS}fvH zNeUi9zOt`{gyhNOOr7Lnp&_ncMoeC+#&SSXeZ`r@arz*YW@6F5u38QE%sdNR8Sb0Fu@97L1VlD$_%##VW5Gq z`)|)Om9FEEZZ)R{qs(){C6b3U$@&a!Hxi~`#Ch~8%0DV02{SXsUgs%bf!V{D~~Gd;Pv8B+xsGnzs4>-;Q6jvO1Pqr7J9F5vE_JcI$Ef|vF<)UncBW?oy08A_Vl6#AzxB{1OnpKsqwFlME^0BOiZ9ou&fn5@8Mn1bvEE zQDsF9Zp>*oe!7@*F;NSgK;&WykMQ6j!`~sfLA93;LAj8oA$=6(U}NC8V$cnB$*Huoet4z4m-(bQ4hdY>)y zwh?BV7EL>b3Iabt9Sfg1PTtPx2y~r!WZVupIjdgFT4w| zqCOM=HY_H{0ZBi{yS0*pD@A<`18}@3r;$I#+l6)1x?VW!#dV`aXT`Jxp9@@rcqKf9*bboTNnw%Z9Y75M#Mpk?dA9i1ibmADpRT2Vpq~Yt z)e|Hv6!qyAxK(Z&B7rEc1 zQ}-!RFYVn_fJ1~A=-G3!M%o8@4<16iKrf#Z7HJ>o0|XHB0A8g=MQ3W9_Ix<&sbnN< z3>mkI8yW%lxS+mosfo2mpEYR{$L1xS+-1yh3-du{2@B%8jF`?RP7-f`8utaHlC}f| z=|e{9hEl$vEpE}Kl9&Tml50DwLU&E>0E4`AF;yXST$e5}dXk(^#YDe_i+Q-9zQ>H7 z=6!N^XBBjf|%EDmdwV(QQ|YV ztY3x;>N{@z?$K9FKXOIw;sp%rT9u=en4q-X$W=N?)f%9BtVh>LQjVMXH36|&UTMt_ zh)f0k=+Qus4J_hGDP^T@1Xy)a6ahp$f(7xSmb;jY(+NMcu+m5eVAU!L2FUm*C_`^F zmgZP#(!X4Y<$#pGfs`5Li7VEMx9Mp9yg#SopjSP*o|bkpDl;*MiOM`Ap_zS_^Fg9r zm#BC}EovymOkmVLttJ938|2wJXoWogqw7j5T|kX79{(7tg;7SUBL4Fm*8oH8Crkn!(CjN(j5@*+=!$qj56i8?U2%u8}&!2XRYmM{9*N3VesQD+nP^ zkIk!Xr;?&GaZwp&RcmNuI!y;@dSSC(n%qhowf(b|I>iWqdWoi9;GE3O>=(76wv|Fn z35j}*pjsk@Af_%l)-|eK#Rg%zx2P31QZu7WT-J2C*0@3fEo;0`b%*nivJEjyu3e~Q zh0rB|#!N$)#`Om2f)MhS1Zh7T=z4>+;e)s(QBc{MS#G^iP}4!$k|3j=^@8+zgN&tI zLE<}(gGwTcgG(xyPMq^~f%R6fri1mCL_&2(b}>9+F1X$RDOZ@Tv#;Z{kXj#X^gHi1*p!rzSl?Xi z^KxXk*5<-kAvB`el`Xx(Y zip3Q76}b+zp2ZZ&2!RnENf~uBK15o-M;cCutgzzC=X-}m-g>XmtjCIy5dtf$SU!Fh z@W%C6(dUH7iit$|!g(UH)30YDAqXL_qD`x(>B~lCMX#q#hgcz0@5=YPL;i|q%Zs)2 zhXGQ^{8e~#$=^^JLkDzW#$?VX;*)ov*5!uio)WD)_AJ+*uIB15<_|sEOQep7Y$c;{ zkwAgca`TcB*^X%B=G?cA8Rd2-?cMJUAj%zNYAei_2_t$I$CkQENU+w|Pm{SysmNk})P|#IePDo`zpb+$J-j=itbm)8%v65(j=Du}6y@~wkbjaVJ9MNXy_jqrZ?Ui+m4`UmvYZFfYF9K~UX80v*zKZ$Ac8pE zYv;qaz5d3_?YE<3rslKiw6pyWX0NDTTRFUfwCh#%_>iK{N`@YNPG|Us7reiYJ}bFY z2+$!zdy;<3WYg{GA?gI{Iz77Q$}E=g)yJrw#agC-W)`|!$_I(sqiQ75=NXFBewLM} zHHjt~T|$UlW=DFbh|kQ!)@DbC4-)kZrQVK(L~-mes-tUY$dVBRZ0h5 zivb36ji>=}6W7QYWwcN=h=+CGkx)hnq00hUuHFho+qDHU#t4~urLwN#9hoBHMvW&M z)ja2f)TPZzy~g98J7Qm7v+{W%S%1)XtxJR5Vm9BKILk!LQKRNTQFg6jgFLVDoflME zM?R-uBD<^ndQM370+gBS93}a5tg_M}b+^j5vuv87()Fz< zOkUKKBC56nL=ffqA$#_mKAVm8UzoD){IH4*^7NLHN}IhIW)nGtiat8&q6T|*rVUgO zruVQZ2&w?J&ww1wW+KVelx#1VT!>p=qdwrELJLr)YzY^%=@r#FZF&uZ)#yrATSc0o zf-+m3RVDG#IYxb6Xks&#&2g#4^v!9e@-$`QC)dAM|6mGN3U9G> z>Qk4{VtWdlu)YoS5>tSQ$YP1Uo%)K=&feXf(`ogmWz6Q+DSr{zEbbIno7nA zt#;v{^v~VNh>q|ilt{LEQ(e>-xwvLsMF)j}+V)@ZcGGoO+ZAlk7iB>|MZj7u$kPPa z35#3D^f|acU1Xy~g`g*Nr-(@h!6MK~OIY>JsJ{va31LV5iI}$<@si!j7LdBq%F9Yp zB`fp>>z!G3dor5REpGfOjZW)5Oc$^4kgjw|N4pJE38>0i$&{8ZUSa<_rxalCOrfQN z!X<5o7GB# zw9fo)6k56(g~h6<>T@=y=*8ER1>0tvf3C(%HCZJbjhGjWj4)bquywo zQef#lNhibXx_6e)8UtT9j@>rqfZ;2J^Cym9FCtM39cvU(;6sE;uIebIbCk((dXo0%s7e7${2i+?y6XKxG8RwHya-ZSwi;r-oNK>D_m5;akQ0;xk>cVi>?nXb zCd}<``U}(HQ8yCdMX}p(9iBjsK~*0|4e4sa=s?!I@A*sY9!v**HO0(H^zNdvPp%Q_ zdq(Wkwy{#~4r(L01JzH}b+W8l{BF>liASB5f_uJbQ8s!s6c`KjaO+MRH%1z3p4K|6t1cO1$pr2baqY$m3xQRe@JKQIB`#>=9}>) z|0Hqxq|Ka0;`VJleF*ak3+mSckQ9-hU|lomi8v|?j~XRS$r3fhMi zv@$Df)ZJ6S3Kq9ucCQ8S%1obw(#iR><1zykWxfxcFty@T({aYT+uGI^wvt$NO=}>w zupquIOH7{*CakpEtxKyRLFk!ymQnOPOL_j*_9nKlAofbCw!?H>QVj{hN7A%3Oq&h! z{LM7uynC%J>>`8SYeICSY)+C`k=ut2pn}#5kba`p_5qS7V)a}~|4jE z{u^z^S80t0SJShFD0kF4ss%EqqRaoZ|0Wn9=41N+6GI_=;H_{+UCdeH!4`qCTKEVV zDiIoUgl=VMc*yv?RB!){45#EOfAr>7Q8zDJq`JCc6p-_2`KtZ5LQbxCvNF3w-7;r! zmWe3{mPn!YLYc~5$>a0gNpT1urK0_erj|y3>>&_Yc9%FQCd=z>q!GL zi3hfal1+V7G*!q77}v4$nsYcER50I>%)V7O+ZB}Ab@87+oL&Emj&c9{|NP=V|9X2o zPG@<_m$3g^4B=?1SMuk%aZ(F}g8e@`!?Bpc{jLG7K>_HGpKl*O8*J`v^!uz{{Hkz`a0(I`ZD076Xh#|Zknd9hyj`^lsm>ya#N$!1)&pm7 zpt*H;Jvctx+1q&9A3WLUZy$euxXlVu8){AUs(i20(?6QF6~Y7AWAWo)`{m}KfAYj{ z)U`_>%UL-v=pVTB-yd)H!`!ujehD{61@VUt@z(av#>pNJF}3ws&j>hB-FK;WH;=lbjI7?0!7lQ$Fk=ns#MYmoe0sO{beyJ8Vd$im0m6tT2HfVtZ2zr)? z|FCc%x`khkcb{(`oE#6HZ@gsXiJFcAgmJlup!;B$Wy9;9YL05bh|er)$66?s0nkJe z3nX6+^Xmy^#+&!_zYNU3jt1#uaJo1@r+puJ`e*J9FJcB`7S^ywkwDYW?8{u!bTO|K z^|CWjk_DhzIt2R-|e4>X-L#*ivsiS9jww|^<2>PNsX?yB+`0IS)$wIQ)NHvEA5$M2X4 zYv;I2S`+!k@2myCq*cH3^ulB(@6l*~u)BY}eRO!RM~kZm`-83R!{cX+Iw~zWLoM1t z1P?6zqtSGBouwC-eAiEt$yA91@E=mXrn6LB&=(o~*k=sj0Qk-*yPnN^YRUUxYw%?6 z;Kj~vpBpb~`ea~?)q;p1{E!iD9({kvhn-Oq!zwld2dW#4>iO1hnNP&Iqb`eIECmLd zTa2dvY~$U}ec%W)artm=a-Y9?F`~Atm@%BJ|&583pdfnKL z;Q;<-3IBX|fA{$Y|6mj~msSvh0$8AVzogke*ysIk+?PO~Lj!@}HY3T_=1LOw<@-QEzDQy~1 z=ZwZ`KEany4x+|$hRHy=MG1g||NVlWPR!(VApLZc3+AsZ08P zdxO_cRJ*hYx>)wVfEQre-S3vEz$=+fuX>X+`kx|BG0R1bkJZbjI1&mZ_h@XNUJb`R z{W)UufI9P+$Mp4)an&v&BZvaX@KvCK_BNi@w8ziX@;3jV95rPIiq8p15Z=I}YRIxp z|HBFx6(fMa$Shot=Yqc(aZgTmmFeI)ey08%Ye^vyHu-fmguhkwl`_(QbdY z&F$I=twsf{a2{P+;jC?)2biF=A@%y5h^&QpVY4k9RTDau`%nyF1&>WZjg#*>IfE!rp$TRe#d zDqTA9W0uUamZb|Jg7R*lbgzeF#uyi8Y6_?TLHMyGq;0f+TwKitbiD)ZG-kxL+iq3@uAIV_z5^$vV|{pyYnbjEk&Q z73!j*tUp%NBXXZ9Klc)~LayGmjj{j%@ca5lnyAp`+hN9QD{3yvz%NT65d72rJi9^P&!{0m;OvDp(MIgvYmNZa&!9+@u9|S}Wez|CVMe z+l+lbW(5auj6IAE2_NGf_p#%n6WWA%a5VT0(-5_a1iVTO4md>Iz)RbEd%K7IUA|fn zHy|x+&1fwgh;D*tXJdD7pmxBs0>({uLrf(es6GMJ?$iB)qiwaRm}=L2MmZ*SMjUlZ zC;(XztI#3iG2S8(v=B_2Y6mZ#?b7z;!;MYuVb2?TSP&Wl?m@uO_Tj-1tuQT1Q zDzzaXnTr_{4+8j*B8`30ec25p2!9Hp{cm^qDpK6iX{c5;6bQabu7>GYFR0TAimTy- z4kprlYQr}Jbp&cq{DJw?D5m`cVYRh`zj%buchfvRqihJH>)x~DV{V1o9lDr`F$hP4 z3mWF@KVJi%1_j?8CQkjNzf`+}pQ!03gYnB~fy2CdHZd1F7P{cIz~H^jgq|hmLrSa0 z+^cr$b7YkQ7p%7!E3KKNB8^GZn1_M*HZEYn`I98eCez;b*H3o&2KuNEZRTY|;@|-M zrvY_47*LA^uJ7bgRo6DTAQ*y`P( zNopt6tAPM-t$)(z-yWM~B1w(7eqJ)G#=^a3LyMR-%5hGb+G=3O%%vakNb*l9|Ic?4e6A(4f(6 z(bk4NzNx2Sqbra=@Ievu^q&tlIYrdQ8o&B27D(U%TibNzokk%?+rMY#YUlzk9H=nL z*b*Df8;&v*44`dY9MD-CUf)gY!XSYFL1atq*kcB2*vbu%g!hw2G=w)m65c;J-VojZ z0Uj}Gr=#J##sN55!LtK(xJm4%XxIuY7D&(v)DI^VG&VN*Hrk4zUquv5Na6Y3M44EhUstZa{KZ z>%+`_ni}XE1q67w=icrUS}|ex4c)Uq3J}ojts?@31Oi*dyHC{jPsY%+iVG-EI7X6t zRGS+~Aq5Efo1Fv+ss)7v0_&vv9nE+4G!Wns`DrsFU(Rkg71THYhxX??yW*r)!xmtG zJb3zY%SY=?;WZH8;hwYt(wB*G8oDQ-K!L&5b4oC@`%Kh8!@-ut0tp6N6uh^O4-WPy zr3-6n4F_8;9H`LT_WkwKhRv-&0s-n|f7>6NHmnmsfdX|xfA?pz4eP{WfdnHv`XMy_ zZ8)-X&_IMHxZhP1G(aBw!Nxuxe>H4^l)sLE0B`;2;K|7jAN)4;CxZk6Yo3G6{w`}3 zjrA)az?b^BHjXzKeq;R_2?V8n$`8Wu8|zmyY~g3JCC}dA$C=v3WES2ukzp ziS?Yu=21X^FZFvpP-Fe93o7+L-|l1xzki^Bpx=QPtNe}4qdph-@D!N3aZUx~!ykUj zd$h*t6%gQUh(4gnH}#w1Y;V&LU7~@gtcCs|9|SiphXMjTMtJl+kWVrjj_@=Nz#Z*k z<)FFtz|sM6e$T^yb9e%R`m+5VKj~&knLhO@BoNr)%E7U>hR}4lQb2*iDT7=^XdHu% z6%q*Sc!-WpKc_5;tRXiY4*?4#PATMKMe|a)s})X7^yS)q^P135C_~v6j)j#PJF5Z$ zyi)?otH-|@G%taM0)-6~FKHRf{odX*R45#P<1^90AvF@UHGwfS{7h7Wfd=k+@ZI(i z9jJT3SQ@&k#R3Tob-3NlqO!&TIOc1I&YlamG8)d;TsTnKa>yiZ4J(}GXhVC@-6yMt zhV8)sLHnIz-B3!a0vz)nC)m||0&;<($H)M2=Ius zN88UgpYdT+!$?~o1qdk0vwCk%ppZa-7EZkMXA!9yws4CD5=2{C0yy3fd#D;lTR?#V zjqm6{Ol=!BK8*u#7^(m4#9t|CXe5gT5;Q^84IX#e1O*}p(Kh;C*2#u#!vFyuHPSy4 z-y<8=h{gf9)qeE6o4Isf19|Yr8{Mq6lHWVou+Sd*$48#+8@2~Pp#-qLN>t0jMnmgs z9Dt)es6Tq?K^wLQiv<$&+%#K!zOny3ZIt1YmWDmI3kNEM@#B}rPsAp!hEcXak_0E4 zd)phGeAp#?UdkoDhV4S*031eoxg(PcH#Cv~0({ZzXpA+@yd&Msnq7$nlD|yergIiCq7G@& z(Mxr`Jub!3Ab|Yfe40^m&^aAI+2{|%;kc-+;3a_GUQqt0!2{9F^ZAT+BlOf|?z&_- zD@attC?E`v2M4Cx7b8j{{p957VDn&aZ+r82{r!Cl%IJ#91nay zrRV5e_xO}9eB&+_bpqRADN%s^WBT=Cn4QXt!GF5PARj-EC0%jXE8@%EztaG{Du7w zfePCD?18iNg3>kkyivy$Et1FU!h-m*Y8gE`1DwuN$_}c=jk77;ko~onJtXR?QjTU? zT^#{r+~+T9J=b)clXss{2^u(3K!O7f`dj`>Jn3(otFe*>nAM-k{J+BV%HUsH`?Ha0 zH>MW^DEnRI%)QY#CA;X8*8PEZk}>K`u!~a^J_rorJMIhWh_}xhY4(yP$ZK$ev~=s` zjHV_coosvB5*M^TO|LF4&$6CM#KOHgY7kw#t;@%dfd3xd9^KmiC_I{tTd@%ovECC}Zkw9@%QP8e{0eumrDbvAGgU_F=6dVgQx+I6+ z)6DGoA#Igxu-TTAI7pz-bwLz6M+bip*&J7|ixNk|_YY2vM3R$6@C6RwA5r<}&UG~z zAUD?6XHz#FxV$=Q9A1LKyDG6E;Bom*Dd4D(!W=KELnzTI6m3BBegtIQPemmD~u|O8o-8xn~sEin&F8+5Valv2uWMufy%AV{p}aDe7Uj5 zS2CE8D@&(Kh#68`^^)W>1&UbdUkNlZ;Toq1>9zBc) zzV}}x*KelTS?|@GF{R66@h$30JKooY!+#WDAo(FB@=0i*#n7XAE3tG8901?c$q$pB zS|gyfnq9Ge7`3QdKxq9w9GE^Re%gGtapc_<8D*#dj|BtE`(U9@;%ep)Em8tgphTT-LOi-B?&B;dnRTLa1nCK#Gp3RvLyaiM~` zC}yN6&kdA7;Q;$ai9PUb6!n21%ut|#=R?Nh+bSxSR5BSnaJgmjnc9?z^SoE++1vDP zn2GvA9w<%$g_0ny(4W;egAK90rfFPp;J}2|sD5g;)hS#W0|pj&0kJ%%!_6DCs?9vQ zsTa6-AuhT(hc@-_sazW_;DO7jCtP{s4hLG)6X3vvcta)D+Z|k*rttjDZ4XrV_NTe~k+@58*HX$vjUzyoX1{b2MhpKm~IYAs-a13io%X`1#hJj%eg z^j`-X&ky;zkfy%nz@a3t*7wxs%ZhJmEntD;gR5bdU($6sxPZuY;HZiRfF3B}KY#|B zzY5&%`VTP+=H&&U1p*NNTK~7a+%@Wpr@(Ztb~UK-`qd_=?&YgL)QsYS)ZaEJzH>dQ zQ7UgoZKBk@8};rLT{)$0BUh{bS9CM*K>r5|2T>m!N*v=CVOUh=z4Gy7Ld)Iho=w|PI-sDuRqE58<1t2EB2$8hLY9~yeD5kx)v9DZx}=<(%weKB$KrLv z!=S+M0T_}$Ey#=bY&B|P6yg9FSbkDGG*900*>==6umFPw0{Z(``Rh?O@9lj%@HWat zbtT37g_#%@ILJ=;`~DMo+%wWn8bFX3FtFTkS&k%4T#sdRdNdjhJdVXYmKGLc9FE0K z_GM98Sj>Q-Bsb`?BeiNh806#WJRb~LBdJ}9qdN_fO!@q;R0ilP`VKrct4AJWNtX9E z_qJ$yv`-7vCt}$zY6LbdZakrXawKrPSNyVd^88Q`L~U*p1O<#lr;K89{kI8v0R!~+ z3+=~88;4SS)cS!C4;M{(}0E&T6*)N;8E{Lg?uZDEOnzL#XAfh7tQU>CKh&&koE7qfGN zTC_LL(j(gGpuE7BA4dQ%yL|4hurQ!aWmsQ7C90?q%#p_?_;Hu1ByK0Mc zae%LUnRZan_(yaKtNOA90kW#iVs8d(B&*gYFo0_mKiS=vi`J_vEyi^hUnFOTSEZV)McQ9S-ma`5P?ir`|Y*$?IQyMWMhe=trvXs zzPcqe1W-*(I_e-M84Td6m4Jf*rNus>jBmS556%Hc@hFtzEKef8SZ5I{9;T}=`Wj^tor^|oH(0N;1w()Pe0CS(`R$IN#H5kA(-uL3DgLYnk0QoL?-{C=j_a)sa zxb@vYT@t##EqpL)w}R7vLU`c2!}-+BnY0$c>No1Ea+nTqV7u+H(G{7DENT(Gl1!mh za0SAB3oa4&@AGn11iq+@MB%bIh$x@%loz{udtG{p#RH#er-w(o2ZO_>M|}6hs_nEy z0k-Nd%wLZV=ps435opzwV+I5UtG@Mmord?;>khqbU#qUy83gE65$15PMO&3bdW==a zC>Dex?;pI_5W~UMkqZzYYa7!@Rw45gaw~g?Md8>g7n__mtd0#7V5@$O&U!uF<;%pY z_G<+MP}M3f{YikX?iC6Fm`15rbE_-W5I|KUo}**>aJIF*eMoBr+zhLZcsLR`)YwG- z@^tUuiHP~Dj!j$~;49zLf8X2q10Q;?>K`Qvu+<#L{8b&4VBOWKa~uZ-=+^rCv?+RT zTWsrWWPOVS4r~2=$^b8}b7*A!0tfgiTIr%u<7f6+HKte)AnSU4u`}@3O;)Z~iz2a~ z?NUr5;8T8C{LTxrs$W_VAm6meeKot?+T|0vRljr@dz1`Mc-}z_>z6P<*S@a;JLkj2RFZ)cDiv+2oy7 zTs3+ND6lB&ziexL4FE(n-x`kRdBS&tuR7ln& zDCMI?c9v$WI#*R*Kmb)mCrW}d8_q8o?5eFD7##QYWHBDM#5EW$ZZdhDX46S4TwnlK zMW^C#rwn-2=wv~Ftm=(+VYl_T0s^S2-p1)9k+7@Q8!&*YTAY`cY1N%J8UTo@{Ig+e zzbznu`ng7(U-t6FOr;XZ2a8FnQX37_NeI6UM&&mGCK{q@6?FshIjs%YPD0t+Q`?r65Oo!2! zTST?Z;&ttb910BgRHIS{hYlB6a;U<_a5B1_@~%26ryqa{vM?%W@8W4odzO(mvJyts z7;wU@1{9=s@USKII*h1eS%3+1vOdH&FI592lVb(#z`O-2N_rm>ZAr}oys1Z>U<6XQ zuz&@zU$69p$m!NWy&6!E`t_Pkr`*IH)T_pOUSCIe)6D?ladv)!l9RCeP| zSv^p&-lFX5xy~y`=~@PXEw)kpvIQ|E4M2kLhJ94=y?oBUB}Fa7S_Gd=;eqMB*)&hz zVvfSRHL8;|uNw}A1cJZ()1rg4`x?YTW|TCEN&R)qxRTz|I{$y(-uyd`P*#&0IlM>k9w1x3(ddbySP5A9n z(~`CW#y8+BnwAa`S}472ENWqJ(4b$=d` z7bGO~k{BlUVmA;&aYOb)Z=8$ai{#1x)lkM`vT?Lf#PYF!*=f?H%gHWf)mMNAWmSQN z?i2qyboaic{nrPw45@~Uo|G2`7s^S#Zf!)X2o2<`VM6hdx6s9vj!(q9hgG9;&&kHr zQK6cYrY#z#%5~@lN|S{`Gfmr_$f0BtY0FF~Cb3MDwt-k$C^VCnXgAse+CWRhNa!Wy zXLp~sb&AHXf%4<1b5xU)N{y%*YNhJlv!oGhK-E#9`iZYuu7>Vye9LDpH=^}t)qNeF zm93=#8R|(Hruz(|E7}?;!xjq7q^9n@UX}Z#8>p#9`su6oWjqHtoM8=Phy%@KSjys8D@8>7ES8_21h5?q>0f1Zh*#_jFiHL{(Ks9mq5d zRZytj4_{czD5|`!RVe}pwR`Tx4Q`Kjc}`2_q-w$^BNp;1v?xL4XZ4a=h6k;OGG5$)O4KElORs!HEDS0)1C;~$L9ALHtI!}66oUL%d$}oFq9xMGu%Hpdf*gH` zlv*MdjDkWK3p&LoB$kNC{q&|4xFjLImyJdnegB@`HyQJ^DiBAJ#@U{p>a z%7|qYf_w<_`nxz1OXRg-Ar^r~atZem8itk8*jxYhdyyGSXc$&TgDzT;eokgN;co9I~sI?5?nlg zA*=clId51w4O(w#Dpv|-K?CDD>f?F8{HxWy8Ye0$QVhJD)$NK^<6f&jf6mD6v%U@s4zoVur^VR3icZ=06dDd9vD#IbdDjDFQbYCi&RcTSEbxm7KNRL`W$92dB6}p3*jp?_U*Mq1X5K=*~;>$;4YcinYkE!hvS1P$oM+AOVZe zSnj-F_tqk%>o%4S1qIX&`nkbozobDYh)Gk;K8b|Q{>Ltv=~mw2JMt*8%3ieSYQ*S@ zN!1c~CdV>Z#O?Dyd2@Sv=Na{%$Wxm2sIxsR(t*}HK(Eu)Q(q)gVF=!AwSAGnpJJP$rT(ygdWBXCfd|p zhPu;VCX(i(~iN)Sst`7 zM%mlmOumKcjv~RzX~fOrG8$p~h?ahD`_<|XbdX$jCw0d`B@J=$b=D+ra+alboh@-t zLLEA7O^WX5Z8INV9tM?1lb?F@LI2gt&g$+S-_E?bm5l0iD~66^N8ouVL?27h=j&^m zd?jL?v1GMsNrkMBtCcTsr`f`r@L|4)YXpVpr+8UDFX)o8p=cIWn>GNOqio5Lzl{*N z$m*&^E{Q>d%!5cKjh?QJoTDY<^$(Ltk8T5ACx4=JgYMey2Hi?cj#$VQ!}GnDtKY5D z2xVjQAlmD>uNt2a*e0)10cr4ed6PD_=rdxAM%Q#nM0BtGpBk_y!o!%GY|I)b4|Vr) z5leMgk%RkGC^^92^?1I!dz+#s%CfFiPb54mmDwe?w;Q{WZ;6^Ro&}kYO>C&_Y^~G2 z3G&rO8>))5MN)12kqMV&LiPr~`*L-UI^G@GU#SiO2qlk6;OlG8<-VSJaDxH-OIW@| z`%B1+#>;gcFK@qkMOBdd4^bF&4O>_kI5Jgam~h>j5T%`J*ME|BTSQ6Fdt36rM?ExC zfHu{Vqqn!W`BpA(EnY24P8R=_$c6g&uTtyxH}~Gk1;BcE%YpT`k)`J6LJH_+{^L>v zQiX)ffn_AZ4cwj;n zRDof@LubGiU2H;<ZUzXK}m$9X}~BY z$fC4;U%cvvqzZ{;TbELzY+de@3AewItd;3zX44dNs7yR;ClG#w)lDi(f`l2P+6bZ> z2t^hjJW5ujjOt!Fw#Yv%9^&O%olNI;xvA48L>~$yX(<(AqEUm#Z6c9JBaHxB?1cGbNI|v$?)1Pg^WLC6Z@C z)>I7l%JcOXs|TBMV7hq4h+q&hU5|VA!yo?XztH;o?#7xFTfFPZ03rA}cRk^Ay8LF3 z?xUuC2D{M>n5rXCjPqX`)m+GbI+?bnD}0`}V8^E$&kpwKU%PY!>wDR~>sF8%X4U6l zq5VZp8=nBtl%DR}XRdreh6SJGEO@^DeSD-^w|`}>x}!q*^QWUlRR@5+5nx{t2; z;vPI#pT0PEf82>LLvKL81VcZY@-OMzGdlLyK*~ERl>aW5@;qDqEnV67BiHwMU3FLW z)jKx>5f9@o+B{F$2+ISJVG z>%2_`E#w?LGyA;6;A?yNjNwo65)M1Et>X5J7l|vG23kd6q5WAd4X8|}_Z;f_gSnaE zxlqsM0QssmtH3*Sv!(0`8^{3(haF$$Qen@Uk$9ib?Jt^}5Fr{iWb5YMkJLNMEhP=q zO-F@tws$D+2n?qy8fcwMF!ZzKALm3v^#;m6u+Y9`a-J>%$lM#Pn*fp-U6P=1$1B)z zj%?y|GbX79SWvkOm5o=g4)&Al;&mg|M5cs6$H!)C`(Uf)M)^d>vl5lPt<@d6uTwSy zHPg(qpmNiu8GW%OzB+V=RHBFgl1!`{ z8%UXr7tBfN@sWqRwlfEGSD%WF7tgn&T}iddJ3!#0)NCa8ht;*7?;%U+o6&)>x^(7% zUZxG*iY1GD-Lx?v@XNH>U6-d1>srqo&`axizpp5kb*(ob@Js7ozm$nn*Lvn8bpB!y z#@D19PD+oj+pSAyPD+nmDb=MjC#BPg`9@NPIVt`14~>+`UFPKIa^O)nWnTY~X$?qI z`r52dFCA?9^1c@j$ZFCJCrO#Txa+P<&-L9Kd*AQlsHi<5T9?k8#P-(>)h5G9=?&GU z*I{k)t>kN(4V1&xnysV-rPeo8TVH2u>kkd3yx}Ca|Ikp%8%|1ZC}n;KQ^w9J95gno zP?BK(J@cJIzX$6K;Z%ukWnX^nNE(!UTr%_Jb!JFNC7L6*a~Je`Io%LOrOw=ifF&`Z zizyGHW3Dx0;z&@ivm+$#XEefy)S0&kSy1sgvc0oPZh%EETr(by1ce85e_eNQveKHg zyWOJKnNB<7iO|ulX1|4coO{_<=L3=uDO}o*xg1SASY4(IXXiA#un&mrmWv4oP>qtSmlpadHV1;$g*a@>bB!ur=D%U3|N{9l14p-Arb& zEm8y)eVVaoyC9cr&$s32bKOejhf~GFa~3>bC)e07X>*S=RutT2ElA+7;9ighw4$(e z5IIWF_2bo12NQZ<1bTcO)V#J$x3{8NJIBx2u|bC#&eM(@A9nmINRJP<_PWEU)hUu! zfGxKJTN2Nfx{Yns(!#yv-v&xF*|urC+05zXzF)E_sM0{pzYOdlr#id)FL+NmEoHvW zv<9j>X#-%~MrH**V9EY-KBc@F9d~cgl2QPc+zq0zxBq=@G1*7wssEo&EfEM>hQX+Pk$IZVC!d}r-d@$El9m4`Z&g`TOd<|zag zF-LAsKL>Nl4eRtp@Im9hD&*M>-8MYK)usBH!G4tyyiam< zxA?tuPNN*_DGVw3dSjk`Es99v#t>g`%vZ93Y1|m%!x$QeeIT1;-BErX>T~Ij-jrWg zn?iRiCbd}E11c;59cl6?G33?iw;OVwiE{8$t!|N!yiIqu9}atTp?beaF6Guus9S(- z&?6XB9?>o9D@AcQ?zG;FhBQHUIvl((Jw9>P<^(6;* z)6yOd2h-x+m{wj2j$eCtBv)S+Z)tNxNSbn1Rh}0wXCVm^rZMCPvvhrI@y0L!LEtJE zK_W1P3uw@yM^` zX&RZui*CsQ-Xs>S>B8e-xUFFE#0o$VFvFd0f7I*rJG9W6tbZ;(+=*ZiGJPKnP11B) zyzlcEz)dWAt;w{Q(pai<*lNEKjnv|?h+q&h*=?VljbsC|cy^Z@;7xX$pWn86Gs#~( zy8{peu5-ogx86^>KTEpKxm;MQK>^y>PCw2D-K23{-1Yzj0h9Lq&a_pGTGLaJzl*1R z$pPLbjp?stS6w4%90h1IZc2<^eB5LZfSUB?Ukd(ikR~sl-T?>#rrR{XQ^o1t4wd`dGz-DYV zJ*CNuqqH+xd~6nyAYu9=-xc+`{jQ9|;{8zsgOF*oa)X1#8!b?PzQd*3{g|ecZrfT| zX#@%)CNJK##)I4^_u_dGk|1Hq(Yx+|^p`A04g&Ba8g~y`gTdL#aktmu*|uUh=$#1> z)uC^cu=DFjoF43YzTV64kPx3p33tNI8H7L zg(yYOKF8vnkW&rZK@f5t2cdg-?c1$`A`>&!{3RGdDgY*8JF7o5D;5AD_5fCqhaXxV z$;3@H`2dQDn?OSF&a~4XnUcc)IO@uJrYn*lST+0w9+V!@zRBszgf`gHc!V6V)Aqc* zV*O8|jHpH=hU2udL?}KHiZ94BG`Sn!TicMXnN@4q6`COvs-Fqfm#ega^ZE7~JBix* zc2C4s<(;EKIp#wBW1+sW^Zhr@yQ(}Ar>py%VQE4OD0CkP-ObhAZ`UK=RLZiHl>`rJ zp9(d)x1-oOD<=G5RLIU+<$aVJ> z<>@%pxrGW@W

  • sj{)NUU0f3XVG)QFes0UW) zk$WZDXeE2hrSt%Vo=jPD!%pKVE2&VvFH&}&V);V)1k`oa`E+$SXvx;lKBN}OZtiKU zHH^7))w8|8GHtO__gtudnMr55<(ICP*?yjQdr^5PGQhM&b_Rs#57=OG;CyT-(Xc_b z*523+N``e&1eR&7BP_IKE#sH+mq9Mmeo5*a<(J!ZU1RK%VQFPgou|CNzf&CS%DYyU zR|XZzpC={0*gM!^7Y0eRRbHv)ly?D!{$ruvofNbvH6C`4L@Cpap!2O;fP|(T*U}4r zIitM?az165acxP2qKqZYwif+Pe-?dBE)&ZD2~F9K)BH=X2;K^pHkN5gV=mNXjA@qo zeK9%h^m>iuYk-8N9MR$fJB;ZvBUm}JZj3RuoA7^z zREXZ6cKhrCnQvlzw!OWdI7reB1Q=q~GB{}63$*x123_JHVyD^#WEim&Xi$0(DABb- z)qh=@FJr9NiF!TEBF99OCm?5TAW2o2$=@isaNaZ@J`5xlq3w zs2|X+XwfxTsu|~OdO8?%ZkU%^z3I=xft-6(Ey6_-;DCP9JU?ok^^%Pysx_?$??IB! zZzbl};d>DH*Np+wpOd|ps`abLdWQk~?(~h>+PAX)!`iyJ_fC{#U4!Hhw$da#NZo-H zm*QlIud6dTC67yl*ndfbLLLX9>(k+z&R~UZIgf5}(v?~h*d|)Q0sKw?r<($!>j-sK zFRNf-kh$Vyh5<@C#9Q-Pom*j5OMW>{ZDD0)T{R(LBKVM zDZXB-l`X*LCgc6>@1i>#>J{JshB&xH`j!SOba%3-B=r&rBnaHIS?zvK(@HnKigR1w zAm!R&zGR`1cG!U;{N}UW)#w(=K72My_Xv=WMf~iPLwQ&Jg~XpAEf!A zTe6AsBLYJ18ssAPJGu{qRD>`<`{df&OCwP?xxj)5?59f-MAfKiKVxF_-k+qeotkLI z0PXsSS9D@D8K2i{zQuIZ!S4`d%yuj#WKz+I{*w_Dds8iN7aHFxCPCb@T{UULT$ z1l(uKmRvZf_t`=aU|p8d++0&x>QRtz6^d@Dq3cuj)|+U5N)|+16P>wWxLz9?T`G)Z zDol?lOJ=>2zXcRx;4*l7M>GiaGMFI1x`Ig`>}zr7Rj*)z1Oe9%yPwliRIeWvI7qqr zyR#X!4fX1;!2sF(<8ZsgIbULkd$7~j-5V%LIzcM}l1v}BMO zNYooR1~ACDFQ4*BnjiJPd}1O5U8&k_rY|;_7~M=?yc_n#&g#AOS8@|wy}Dp9u-f&( z>4$s0K3IOTyHaF+OmntgDGFeS1Cl5HK(CoRi~-s;75wd=Mxb6(QL-T7nhLvFQS=D) znhFO3-evLr#%8qfqh1zU4&W~Bzkk-q;MQP(c4^PQHI?=y3nH$wr%#O3`$N6X-lHJ# zWJ(9$$gAk&Y|#F;Ga%mu)8TkOJ`AVZ8)`^)Qo0HX*^jO4GkXa71$%3yBl?N1Zhbq} z%~2uzSO~xB(7ueLL{_&nTOk`TA^N2iU856x6Z`miXVM;bN4d1#(wsE1z#y%w*)Zak zGlEV^ClS^arZ~cDKtbX@B*t_=r#nb>bc72r-+kO|vFN=lr9V@-r>K`7pl8n>! zyRl#ZgN%#et4{y0Gj2SFS!^QBjmtSmXRwfVi5s**;qIh*i5tKm<62Ss#CZ$V>Oh_d(+yK>STxt*fPJ%M?@i@t8*Rf} z?(XttG71XZR`M%rtzIwjzOF45v4)2wD%{U~-;yz@tpZrAvNhc8OlM=ctFo?&hs7$} z#&=LlZY!*-;$cvE;PPevM>_66KAzXUqk|)2kgfZ|Ov{%fLhlCjX5=A4=;)?kGCGD7 z^A85GtZYVrnoMQIH}0L<*DRSz0tqcB-pRa7j`|JAgy} zkqk5;CoVLOmaUKKScv3g#623)_hz&1(F(66(6!cUbSPm<&MvDqOBjY#OKDX~+tK#a z<&>CKr4%1`SWby)P`V$b-VcBHC)qBkz7#5x&)}f-z`RDgrPp`q1YGgrVEjS znitjVR;&RK_#eL`mzv}O&kwwI#>4k#`!w_vTB<$^C{w%e2gYC}7t(j}O8F@K6i}5A zAcSPegVa5|=O0Z(^i&J(VC1zXKFc2B#of+vXWSXI(~p1EhX*i1Pcjj|C*&z&+&Ni! z`Q7@Dg}G^GeXrQ1!x18us!q_6tY{S#x}ON$gWX+PH{;7$UTnxQqOSN@wNzPhp)KR= z-k~Kaxl3TVIEPf|J_zId{KqYGG*6_nYD8R>&YlRpk3&5=^|HE2hiukf(#8TIs+tF> z5|vmee-b~3}sv7B3i6>;}-wpLSXJs3!>aVIqEe=W#-D_NZ=m>SO zy2cm#i1bzU9~rd>3B^Z&qPuyBc0C;T5C)rU^bH#h6zoSq~Q79!Lx$?6fvz^ zk}_B*e;&kko%Rc?@6t{;It*#VWjd?Ijuq*gLBoQ3p#^mJ`ayIHs;;-mr#0W@&OB(L z+;W1@7LSb=GJWfo+W-fpuoTe+jk`Y<->+^)7d0+Zib5tdZwD#K$16nHQH^^la?ik^ zf>xFzO&eh{@v7U(N+R^alzhGY`kSwdub$GIB67>5WXN=yv)}$TRsH7c=2a~dF})My zUwRv`>U*Oi1Lc*#s0DOcd+}^zYjsy9X5Cs4;NlqZqvx-;cV&^R8>5m2oljl7{S%7U zx8xV%`NpbrMWH&qm`TJe80udn>YE$;`*i(R#sJj{-CP4C8#bU;vZ3og?9jbV#onJq z9jRL@B@ueR3F7>M?sqHb6L9;0wr3U3*Z08$Iv zd>#gs`$3%Pf`|Q$IEi&1D`{87N*)NcFizwPM2;z!iIagr1#J$S@TW#=sHH(CtRvWk~wM^HkJ2JCLUp-OMQxcQ z0gG-17Ddg3YSpMhnNU#Rw4MxSgQJyK&kAzQLY~rSGIV24j-$0-pO%F0&pa2(+!u&9 z=#1>qrI$Fp<9Lp1ccB^LU8-<)WPwWF0e!iEXOB&}(1xR*q?fwcBqDBlX> zx-Iio+q+l9l4wxjF9iG69(8N0n;Wb0!$jM&<&;Wdh1%YaTk@KorPT}(YW#g$#*Oc) zOE&haHc)wttRx&g4}~U=|4Plx?P#~Qwil~PP6LD%_nD>EtMymg(P&fq^qmQdceNpSFdsk}RoEm9gB~-rJATblF%sWR>3Q)eRZN<@F2_da?%Y9FRLk zk)q4i2}^|9 zkyFuzWBWryh3rEl2fa`ss_LhJ5lJkWko*$wj%K|c=dW9iE)HkM$t?swXtpxOKw(6c ziZEx?8c#ao$x7!vIip`8yLZeF$uf&-b$)baG2V=MbeQp_vsxfn)eC9r**+BX} zrlIH-&DL9+>03ZL9Qx^8?4B!+h-lLL8G93YN$#9uyU!)Pg&NHKT9Mv%W~nNTJLi$c zsU!?uQy9Fq%1dN4vi^3xctHogX<@wB=0z1cQ^QVqMfWp35Boo80iyGbB0A3xb~ZQG zcs73(MNh=w6NYAI-EsVPmVLCByd8D>if_eX> zFmHoAe7xG(T&KDimFCuY*eK;-=pU4Z(pG`BeQLHdK9!Hp%i2g2ChO9c7S=YN+k?oW zfjg(P4dr0ye^I3EzaDITSFFA;TLQOfytHZN{)EMUIgj+M(1qz=DNKL0vA45H`}&@n zW?@I3)jT>6qZ37#`+J4Cw6a^!VZ^QHtK^MK_8y1lVQi!aQ#Ga61U=Z>p_QVj^*Wc* zE9GG5iYiS}V&&XhaXtxJiowYLtTQq*!}QpNmG$%B)R&kYDj!86)90fdTPEj zDDeIUeJAnPhG?kHze66{HrAqzz~|EYdnK6n&x%q>{pkUHK+wf472lhu z=TShjsxVtqnf9{H(z#ToQVItCqas~hsCY>AKh7gH11*^NA2lZaxV0a--Tw2rm}hlh znx<~=uhN?H#vZMUtx3m*=Tf(Y8qCy`!hM>op)Cb#(qquMl)_R925JTy2V2j!>86Zg zhh}3oq&w4d8Eiy)FjX@GJ=h}O?0YndTjOn_w0UbSStLA{5om=jOxLBdGd*?ocTTA+ z^kAyy8_HapLbDfqjZ>yjoXa;+EyJtuP`#l_71ZfpDXR{oRvoXm|BVXkI0WoCZj2KQV>Q(g(?eNow^^1;oCD3+>Y zbh_ma3x^TEt~8?GnM_(IksZ6u_2-@sQ$Ax;Caw1?r*!d5uQOhuBiO}pr$tAXBP&$< zg<_gtrmB>HAtqzuw?^Y39o?UHBU4^$5=3oEAOd6lE)MKcr0Be-i>U{6l}wyRs^LOR z&8ALPN^cms%Mpe691UYB7-p6j!|X#e_-=y9sMYQi_8#lVymn(*IY$si{%xEANf?=S zs`by9IX6>%YLqGW+ZX_&CetzbG@#3nxyaGKM7FBtZesFW(-OH4rrO(9kI$ONXX%?y zwLl0)nSp&+-drs{D~>wtUW@!hky(Xn)I`dumIYNQH&+sdnzlY~=&)Z5sM8VFslMG7 zv<^BjDJgM2BE8Q0Zkt-ST)H(^;wt4};BVpx`VjP>umx45nriG2L$kFZrv$U^{@k?} z5C3^%r+7yHBah^&P7wiN#PLVTgVclY5sjQTX$&e?%2eC0KuOd*5`uT|D%-O8=jaxQ zRZS}mLLz2x5W0ugSco>U(Gsl4O4ZgtFcK*TgxJSF_qvBGf8N}9R_q?o?h(3c>U%m# z7;n>6ZGSWELlpVI@(>CFCmb#(SG{o&D!+@<`_|MlCyUMq^@84ulx zLL{oHu#{o#-DsBkkLAz4v%gZ%ReIe)B%&%L2pLH@9MbP*aWw1q&kB3RoQR6*c#Q}y zr34symvc(0Tyg=WhBF)V3$4Sph=a;mF$EG-hJbjn)jgI-mA_67C7Fx?^h#@dVm65h zTUEJ=kP;3Y1U_nw$E`C#SGh4T!6Gz+z`f9#Oa)b!zPPvBm2-xGc%{V-Cr?`vt4j(O zQrZg~1TGta?ogPmDsV1fiYFN8*8JgE4lVTNQ^=IhI0#&7O=+YcQ|JHI^bt0kgj*EQ zms_)=?r=D&kuo-*ggY4MmkwK#&Np8RxXN%FPOu#c=nIEOhk~mrg%n6a2?FAk!|tFp zX?MEkN(}pLVJw zq2ay>DFuLoz=igSEQP8hp+FK#5D-72hf`T$RGond7E=jSa!+T2H=;=ExExG!4XEVy zThr4TTn;9=1_bVfcK=9Fbt&6FikL?}1upVrqd=+#2OLT=83Qvf@#D6va;m1nhD*SN z66mPGSEGlc1WhQQueXQ29yKR47a&bnjrfDWkw^)J((Ul&c)X{YNR9wiiYwtb@CpT@ zZTx34a=Lo&LdH54hiF}E5Bno(erQ%$lql5)MHw~{@kq$rYYzwQ*_iw#O;_v(jEs?L z?m1;dvWW!bZ&1+Vt{wc2MLbpRP{Po$WQm0sB`MA5y`R!Yq>xf3DZ<7=KthI!zIpX6 z9X1g<%A)TB=Y$LtO4Qzr3c>N@*z zrMc`$oJp!090V4z3V!#6>{BYxN(joesEj$WD&7jTH*FO6$w zmFM~d^nvF`yCg&QrVqIie>KfLNbG}sK#;z~Aa&P=S)mB_X>)|g*14W8e9#ZbIW8n0 z`*4t4Ipm*&@Z3Yf9-tC-bjW|^LrZy{OP8(e+|jtFEMS9`fFYlHL}W;RBIh9X=e718 zvWOk5@b8y?@i)KV|ARfh@~Frj+STxeHtWbb_haKmc^Mc~nLy)_>{yylAXb1GUsk0H z`Ntp+8M55YJ!|hli{uqlU{0?3(9E8!w~baGLx+5>`tS=yJMJ|btv;m$49S%a^A?R* zMN`sf>F^3L;}f5$WvwwUMc;~Zowj*~vS2^}M&yd9dBPxzMMK_S4~Ez{jZp+)l-FTXVNtdW5b- zf)5kE@Zo(LxK|4PFcT^9y1|qXA~5FH)yAB5`05T>Kjv;t@~DNBR1h&6J@u_R>aaFe=95@ z(F*t6i4h;}LnSm==MGzpvlAL|l;0%bZ3T_A7!e=wz3uHLUq**BIUzdNLzNFWKf;y@ zxqCho$&J$Q*}2$Lz#$&QnU~Dda@0he zOEP4GD#H(Zabaqr%6KqDgQ<|-P&NupOocELQbC^fCvWpDU=w*N;1Ca*KRQM5PL5TZ zX#Ok}azPQIRn^S!w22~Ak~6Zr3Q%x%ix#2@*^&&|pev^fx!&iqwu!D>(jgzTz{$L6 z6D_cTLM)ijdrKqRxH)WMLJwR>UOpPO`A$5Mle#%`8&J*%I~eGU;NG+^(4I?LIFujd2rC zvAkvrLqA@pRxP`iVRK51gp4ab)?KQI)dI!GhR#SiY%DhHb=$JoEFxw?=fo@)V%KdV zq^qKHJ6l;qP2h}_g+l3;X?LjKn5=Y<269?Um0g)#gAp<#)jy0jC@wE$kdV4xnlPIl z7k?}!T{-feJBUC!&W&2hh3HlKcB2D5qpsW$uUg3VL1l({AT%y^1~a*Gq}sv7p&~M2 z0R4!1iGe)epc^T0Fo`uFaBrCVg>xqqRaGVoEmXn>Wh9QXqnR8?smhEGnkZNxG%gJ$I}s2e9?`l_So5Ql5SCD63qtf>2O$Q zhs!a7N&)=p&Hv?zJZ1KWd2{Y);7;TjGeW@ROPSdqRchF9!dQm_`ZE1JqOEcwrB%hz z1&rYa7Sj3ixfY!R#&iP%{o+Y)D2s@y`Q=cO%NRf}oQ!4bqS{hLfh3Y3AYMG7W49s& zbY@a0$z%+mmrq-h)3}DH^34SlXuv@Kh(^?-pM=e-KF9=h@1g zk7N{7eU=Ruu?-673*Be{sA{4qPy{Vo)2sAwI8Kh1sD?B?XiRrNSbej6F+S&{sw8D_ zuI;~ZyIsp)!}Cq|%b%&GJnarT(d3G%rj(GpVu?l^16^{1HJpvx(K(4mbW1dJZ zjws1w%cU#Y2r3Q6uYm@AaMT=9^Zb|zDmCz{*SPqX$xyChsk$u=CCCQj6URJedC}DV zKimdS{^fVSqlJjc%IIu*N|53B8djk97>=;0{Uu?nv6EJ9C9^HRcL(BNC7}-T%bK@c~6BkS_qt$!%4F(E7K z@rdii-p_qG4XLVi97+l>2GGmYanO}sHKssZK!FAt+P}!gxyKUfm|-Pg!IRhmx8^RpfVq3{>looxV8?^l zj!`^nntLvyjtxcu`k%%6)ZC3bN10>ZDyN1qZC<$$O0egnL1#Lab6Kh>G80VH0}BH8 z!l2HPP6{NM1Of5#V31CxtGX-~P?8<2q|-6CcoT+>ZUaiXgMog9{TTDwyr^=j6V?bR z`1sK$4hhiwH|?FNBVa>D0uF~5{BkI3s_JuYD07n#z+I+C^~O#vptRP(K)*gDH`?s_ z>!>6BF{oxJg20hV35C+7%v7hU*RtURKbqjY%;`hzjmS||iF5%YxP`&+3!^&j$|#Ve z2JXr(jk@hObv}e_ILWmr7<=8ml75=2@-qmW5wTDxeMAfG(Oi$JIW)l{dgvef^61S; zGNq%-OdC+L9Sl}q8TDFIUNRMBMb*3@q~rq^2++3XxG*XOY{*E!;UI8nG)(4jb@j-E zlW>ay`lHcs(v_c4x-8{j5tu>XUK)+aL3fP-s|_c~76tTW=k-lwr>?YQ+{FO~`lS&a zdYj7TTs2jc^F`-aU|$$b4@*7gR~JrK)g0OE1cH?k-)0$ zLS5C9WPT2c_P=T!C|s1V>(pH zvx*`aRBb3iN^60Gy_ad5*f?&ZRjq~#7~w4pbTZ$rgw!$LhK%?Q2Z8J39@olVC*Jj= z>g0pKQYL^x>7(&%5FJBT6>}3z(hbOSCp6P68!Hvp1QT2f0{1fcKOJ|X7F(6EE}&#P z80eQK9rlqZvQ<@sY`BPRP(WX`uf$uDRg-EyXhwj6(6}@??eyNtN~JU3gp+iO0{SD` zni9Fk)#WD#i@*#5mrPE^f=ZJ)TtpUYdY5QVD&0?0BQs4niMA+MeQ`o-Tmr0`z2s04 zmN0;RH0e)Ab*c;plUM@+_cC*9wS_KV!e$ugmnMUwTAKoFILWrC53vJweTc8hm!Dc!#9MwpZ0!b=CK)lEUZDFjg%1|iDWDKC!7)qZ{-8#G7%dm-nLqg_K=AIQ@K{WRk zMR>l-D2xIBO&3DR)ezMH+?vHeIV4ZZy zz*m5S$S0x5iuGqhPJeo|8X_cBi?G@FKr({E0LuCI(|6-&*a*%%;+t2O|Fi)?lEZV3ml)cWIj?GwY`6qWD5S~d=^Jxvp~zxg zZLk3)+`&M9;OLy=?B4$z-JfL#qN{@pqL3+_aS-@uN(ZkbU1vB4 zlV}41_p0F@lABLal67^PNgOog8z3~U8x8W?Oxpp4iY|Lu#Rg7w9280yrgf&~DUc)w zQ}dVTs<~-2F3>e0CYMOcQ<2?7nt+djx-M7Q?HR((s;v3r2AIj`y15WR;m z!^5H7_acXn9A`HinyXqwF=zWlnsIGc5AOucca2uT>&c=2s#AotR! z#-JQZKn(`aEALw7YHPU`t!iZuQo!+JY4y8Sv^1cynnOik!ocdw?>enFSgNg@9^msSF!wcqC*lkvB_nBqJnL?V$}P@fHR26?%o%_9B=0 zx?FW3W4y&d;PSi43E!6>jMrs=4Jh#r2KpUGU-731!dW5JF)U9APPqBsXuZ0}8x5g% z+ds)T-Boq$9*~oBP^dk`%M&^)Motnls{yK(9hh*#DSne^DBr;2WbNy@rddbmoS;|& z^ZDnljh9`>()s79h}Wg}N6D(YswUZRqAWTT&==^=a#6@tbDezAd6-HJ0r4_FjQ2~Z zs*Vd7lMM{?+jyx@R{+E+syUtrkW*U$JW(CZdcCDo9U!X;I8-09skC>x(^*;Xb^3H* ze4qX;a_iqT<+{YsGCX4pGRnV<5bU_i0K0W`veJ1^dq0H@s!`$S%mhs0EwNC1k|^e! z+RpVGNh5LNf>0$4I`ki>`gDq=BWsGPwCUt69O|Y9O2L6d zWJ2-=9@o429ifGiK|$ayULluEMfWIn!SYPg3;`ijN*<&h;XSiXF`kX41)Z9ebKk0= zH#kBsf~6zU;u>J6TC>z#?xZZdFOr*rBO9H04bJ~SO`BR z2Oe}uF>TWz?`r1yN;+42I+PO_(f$uw#*F6F zRbRPTDUXBLlTgg;+i7RwrkWPW3JN4d@AIo%UyRp;B3%(uU0N^nVj83_P$3b8@f%GA zkD5ki0C=_4J#Md1rpS7%`erggZDI2ea4*C+1l2N>ZqP1)(PoWWKw<#+QF_ttAL}IM zq}}a$=-n2r@bhiT+_lh-v&e0U>cj{mY^o+K*nWlIp|iqrxT2Z@6?B6D^kaT>+sznDxWYiQUM7PclZt7 zMLKTviVn@@h%8bK&xD3RLF6jGV%Ji_$wO5=7j(HEW9rJgR!>we`B9!D8FHcOW7!^#hxCye z9m82NmL(K=Um%uLOL=%+ZWt{(?>lm-U*!P;@hw3zp(}J?&zIHq@Bs>03se(ViyLHx zVA1`^A}%|kE~*Bnup%vaEuRQAJ0g^*$F;TE4EIb=@s9mNN1`epPl)Fz zaBN?VhXs$qS30!LIHg{HD2Ejb$r}bEWJ+@c13ctE&&wA!5~7T$mXkk}2&D;-fF(~t zOX$oR-Nt*8CdJ%K0x>-RBjzN95P%83Zg*)TbgsQ!vTlc1Xnu-l2M_VJAd-KfLXfsA zIXrBj!G)~_-ASgBtJa>7Y?86&W4jA^#ZB<&Q4v%(MQDRI}EI zHI14(EqALx6&&iHi5F-?(EBPAR4#o!XhN(2JFdeHstO|Il>=i_Vlpi(m;30UHL_{k}MF^TfGWDoC%P`ZgCIO%nwgIlVZ%j)uGfza_|G&^&dSu~k@ z8(!RXQ*XA!@l!F$6=^menCSV@QU8y2)Vf#yPl~vT%PH7&LCv zXWjembj9D09M*cBiUnAW2nLnAPG!cswdjauG@jOVF{w^~gVJ^5F^fjKY4YSyl-+2$f0pR_>%*BFTsZ z{7oN^wi9eQ!pq9_`EngqwVDH>Kw#^iMF0NMUR7! zPb@kW6gdg6pIDX!iF>ewy`mn|@>bM#>bk*Pk_AAB-49SkC6 zGR@=!?GnjEB;b7<$TexFEqC|VkAs6j#24K$eWt|@O6wP0&>-WJYTTFoSpB4867W8$ zro;YlAQ#)}CzXRi#8fbefFMH(yufPowqc(9@Fm{P7P>#>dm3bJNw}Oy;P*H!_WZLqXx5P%vK! zqAgH;XI9Es9<=TYt;~iG)dxYPm;*u$X_v{Mx@i}cHl&^Xxw*6pd58_t&OU1}?F0~N zAG<`RiNC>7YkX83`YIjH+Nf5gGWnIk&QrD~ielM>vcp38i8GYWrSbwnMU+)*Qkf{H z)H%AD2sfY`#rN(ZIVYzD=k^<3^&7P4PWLcxRg(aWup^Cxh3MVncRI(%e3M6Xw)9^# z%PvBq^@v+Jv}UJK@sV$+Mwzo zHt{n^=-u(JvfgRro>SMl1D}d9uR`f3dE#ejCE`KpwusYDa?65hH0}Xuln9sCi4L7F zt3x>Glx5=ZX{+fn5g?&gmI;2?WSIc3LaD(rVU)6Ef}b>4CL9hiD$5=}Xs}E;9CU8^ zBHA9ezj`W~2-Pfr4=;vfN%_q}CW2k@Zuz{h+{&XwsK zI*FHR&CXL~`h`p=KJxF3rXWtSRm9W|BV_uoQV7%D)T>yltV!QX=i_KF6}}dw2*f0 zS#xP8fKa=3NSn0YjD~d1ZSg`Ek0nbK@HY;Beo6;V`sB0OLlLn-SQq|GQqxmK`DI(i_q zZh4bv#UQ#RRyE@B;boL84JwcPTjqECC5nftuSUqIct|Q#@B6pSbGkU?M1F0nzWO{Q z6G4lFUYVAoF@+MbTP7_n4JvoML8Gxv<#7C=>gzl~MhQG9J@N0+C%UK+p`z+6f+tDE zm<#2yrm-K_6S+37`Ub2JbU5ggX_;$4mPt$Spj4JcesY>Rl31oJ21w{#p#an0uJ8+qUscuUP@oM0P%gGpnv@>YYn5zhG#w=fcrLi~t8<4Zs-9|d zMZyOO0^IDe0J*OdbZw<`VSf`~A~bD)m2E~nw7~#0(xYBAz7ZvCd!-Tb^q{NiA``=DQ9_pI59Q)KK4D6=6+XcI(-HeIt zrr#Q|+i(Df-L&Y~gx!n*`ntx*=4m;82iorKL-y zQ#wtpS34~yfzu^4!uYyy<^b-pHNHBhUbcp}=C~xGpML*O4OneCu-d^#r?mU60l4MF z@L{hd`=5I0P3Mz|1GuZ9Jbo00*Q=oh1GLLZZhga#+*Eeb_U_b`d!q zQs|~pGtSiLtc8%#jm4#m2Z4W&`R&QdIvw?*I~88US6r#%LJS|9hzG4NoEG2xF`=Ou z-SI;=ueUpeximn2Yi?<_kvLwcTg8SACOyeMyP_x3Q`gVfaToYVBHwt;3Ucm@mQ>+bbrNmAX1M%|lOn7r-i*~7`IgE5)dco^dFFjC3n zmTr?iX6&nsYRr#RpPVUJ2TK z{h;GG;qr$73}I?=dX%Yr6>V=qzEz9y$)RX+ltl^rpft zi(i1O)|<#fjLW1a^axq0ch>!>>G&}+)uUgV&c6T&z00l^ia4oe72?TfTbq4EsFs`R zO$(>Krqd#o(9tb+mmF8&vRp*yaYi@sUazd`UZ_e~c(Tta)72bu+OsKT14f*wT^~3v zge%rv%4DS#dc+I|^#7*&)J%Xb4U*r55Gpdry4!O|%B+wmq>|%H^q4|Qb%xUF3OQm+q{*XSo zofUC!QlHt-r(uS-nJ?r{wo&S~@0E}^(LEH3Pn_c0)_6hgx8)a8M@$2)OhKNv_+%3qBy6rcS`xWJfT1LsiAaWaCh)-!#bvr8WbK`SFzOBsNLBBhkb$e6((`5|J z;;{c@5FvHFJw6+egL?j7kvXaXiw$fOE#Lrt!#?l7nY4P6uFHCZ4CoF7{Db!7E$yx) ze|_c_5c1&Oj~x8yrc#JvMRGWZ-DWYG0i88O{iLe&G?vx2t0B+&wIVK*5F{!8@7(N zhSJ%RZs?S%#Y|{EDK)?COxJif&GzA6;_9Q@S)EmlsL;LVbYBd|w5-3*vp^zMb&FD| zV#tHmeWyjHY|^a*shF-9reXpJwOdYYXM1C7e|=ZPO4mZ9LSRATE;N437D-(#&d8KF zC?TI-Z)|0y>gH3(gVt>qtJmE@nn$|6JB^cvK?Sv$oHp`^aVU3+)UC}WEz#-Gat2>` zDM~_Z9Z!SK4VP+%G{};1(RF%hl35b?*B!r2RYycYH$+JB1_b)2pu6FZxlN`xoRQ-J z*&yg95i)8yFw{Sj>g24J=T~#`x+TF%`G^dCl*JSF?mQk3q$jMpWu&A*=b?)yKcObx zO}mTS)XgEL5sZ*fL@U_u^!vlee?;9@5G-iibg`n}=@^KJjc)NQjg3P=0kJS=0HXp~ zHx^()1F@jSD84DLZY&%M3MgglCZoAhR??t@QpQgjE@crCiby+7xu_wpn|2Nb1)p}d zVQR@@R=0*)KR^Z1po4K3e;d*#)8L3cmdxG3qFC1*how~LK6Z7ee4{^k+m5z@=_XRr z+LS<{it)?4G9kk0+PdSH00*TzG)Fw?@YFEf`9@bi$^6rerbB`q!H2&v6KeOQnz?5# zjF>L}LV89|-d-mZ+taZ;TA<6h`GN+D7(NhsU79x-%;e!Z-2%saNpP!GX|JfL8BM7& zw^B99&xTY*j>ai`*lP{sg;C9@T5eTb+k?0$HKS^|P`w|OrlkDpHi~?xFwHH&M_oFV za}H(6auL%wS5N4g0J%!mO!``Gm1=MJE*ix&qiVTOjdPWb=g7+1Os*O%G~@Ig@lm^T z$W_a&R3(pW=b~!3RjQK_?XW$ExLR(NDy_JjOIfm9s6LEZi1%rA)qNR$sEu%7=*lw8 z$shHsO_X7Wh30J+*F*BT&EBO&mg?p|Y%Ie;gNH%oI#lA@ZFJxB83hJ`{@BsmExKEY z4nUsp{(0KSBjU2is3eR_0)^^Ls2YzgLQD4@kjAQQQBXkpVj^Rg{i60|?y?VV>v499 zNOAIbBJ}PeM&{|L740I?jgT|3DsfOksbj%{zOzK?)h%@%1{I{=QRldzE5J{RK25X; zsk-SWiO@s4!B5S7oT;F0#v@I`2nj{B7)PC6>#U%K>QS^VsGDWZ=>?;x0>1v}5@d2?McY3`iPL?(rx{Yx zpo5su-l%xLechNi6clc__TZQ%R^+%*H_MyG!jiy8c{=XR=svW8+=^be74WcFg(eOA z!&!7_u&#=SK?S)%4<={QooU_NaHxzzQze%a7zG8C+|yR?*t95(l-!aA9rQDFgwuA^ za!I>xKNH}fgk0fAU3oEd-CS{~tb&{eSxTXFK61;|LKc40k(*_7^TBC71Pif1j_@hz z%-E@Jjs!R;p^TYF$q=J%>sZpDgH+=uleTPw>!uo5(0Jr>rb`>nJL7&~r@-Z*%|&MW z!Vy}`geKZd^01ipV0BwF4}%I)kIEbGwHNI`-P8jM8i>i8E^S|oyUDsS@vvB>HyoTK zQK_rqVNk)CC7E@oJ7&qwGnnqn9JPHL`Dv>=j+I2j26fat?Z;Qg*R7)^4LTTK3|gZ) z7Ym_XG)FaT8)r%2qxGj7mPajFE$g<;4wX@8s!t|`uus0~VmXj~i|)XA+VB$wwxj+H zhVHX7Tr{X#Gdv6`J`aY;c)oTXSQHdc_Xfi#jq27t0|Fg&VKDruYlfDhEv#D?N*Z*0 zT^Np|tM2NKwdsH?k-*27B6qp|!#~XNx?hR{2sNxpnTNDka~RFq>2~m>#W&tk0# zMy)}ow{kd~(#>Cm`9oxt?wFmGw5YH<&cLCMQGk7gZ*xz@bvrrci+KChVnsyhptK%t79GA~S<`8om%8feYvciQt| z#`>aZsoR=`JZRxd%s%7K3L#bZODw=a2`M*ez3ogJN;$Bgf!?1=VN?{(t zcK$h5tnrRE`otS0>S}-mjeE56*D~I8%?`&Sa;PHWq8j0a43mE053PxTLh!zPmiiM> zm68yWQM6P@J`CUX{}$0y?P2mkDX9`s|IjzOcl}TFzB$4uBvk|U5Rph)CSoaa(maxt zVELSMPzXK=jiU)}|EGwi>L{}hnoC)MhWIC8kbdh8)qfOZA+MSz@IiC(5gZ1Ha_sy8 z3FYO>F{qHdd34xcIil&8^wJ#FS0)Fyg-CFKzroK>2D6l|nw}JNj{)4+KHzr}?^=u7 zUUGoHk|nF0#S6QI$FA%A=-p|zeR?FF52-wl3N9$H_a1ql>-JkcK5d+H0HB(_1H9a~yK2@2DT=9Sd@W)5p z<74)NvawgJy^)lB9e<=0EC#&NgmT1=i~)_iPHthvWKjnlPMR{HxbVP z|3efU)esKBMZvKwNZiIdG%G|`naJf`)fWo@LIgC(_%cZc5osiF)MOD6NC;kt{a)3% zHG&xc-n9;H=(d-_I^U3=sdEQpl}Wk+2LOAKId zu_Pa*qg$*xk%vCj%7idE06~D7K_|eU%u~9rN#>_&1}GINVGyF)J29?J=$cC7L5E#B zilU>M4iHk@>IodgOvxuVH1B9>GTNfMc*!q0z~5mjD6!ga3VSQOh=*z-NW?>+Ao3e} z#k$#9X^q>bbb)?`&MB~o&0>yfJ)$ZvV1NTdJC_3E4m(9jbD^0O297N;hOl6@Qh){J3!A=nm-bjr8{LCB-5 zsMt%5bSf2KP0-F%y(4k@(MzOg=zrpauGlWho~|DchjP(>?*3-am?!Vf?He-GgOQ|D@9+#x=34BfMv@se zEQr&e`i8fiF%^jTx`E}>U!bA?$fuo6|IYgkd486o=()?rKK#722NkMuthr&Qdv&JC zwcX3dTA-mH=ll4${l}+Ii_WCo8p*gXpYM_l3*r=*jCyo1@~7Ew+K~;w@+lzD&=0<6 zP3fc=*y-?aIFu81OMTBqTqp-$E%uGsA-Qg35AmYCnd|>VRp=%q7}}SPx^KxvgAh{f zB#75#Ee6;JN5eMX>Av!O*nUAB@7^rF3Rt&P=_q!EC5Oxj?vrrCf+Z4yHxa|5&f!dM zZ`G|C=Avd zb7aVWfe<`lM*pU|M|X)7o%gLi-DD-J!Q79t`4;5iFyb>9L1&k{qiJzGrbA6x6Xv!+ zb4|#iVZg7v0o3@@YU`A15S?%y(d7f25i%YAG;bU<--s$a47meC*Z>|ki{?SM29+z` z9tWY@p-|im=~l(7beIO2d!fu^I2%W9v~>Fzs+1fMVvjrh7Www%Kf zp`0e4JMp%-6^0KRD$;^RcI0I5Jk!D{zz&xdeDa|)cDF_s_Ag<@0+qwDf`XBy!-6L^ zH{3gBkvgNlK<%j157|(6@#lMRTeJmfvO-2r<&S{?jQCrd z1m!!2!=p1={vFT;9A}uwjJZ>53mKCUf>D1T8^tb;=`NeuAsxk`?Grh}3QhMLbF-;b zAqL~Vu#i5jMbqVOc2siM9nd%{ov&S>F`<}Es2T(oRVu&|SA6ArG&@qeYx|H5h7EPs zvk3KMY@!;O*#!N7xIshPb*n<#j!{KnRSiv5>JAQlS8Mp|kawB&daV&1L!s~Jr%%87 zJ$)(mW^#!3T3o`N(u8G_y8Y=^hPQEBnLMy|s;v#iMCHyWPh33MMq4 zB+n1*?Mp&c71z0{phEX?q{~acysJ~ls*YREk@Zlh-tP=1^gT7|j>s$0a7x3tmQ>W0 zA`h|SGXH1Egy7v$kXFeiv|(ICQ01hqL_~5RLhO2nTrALCkKLc5@uq6Uzyx**B?j!P z{FuK?Wk0Su&=9RflqA3}c4F^+s>>o{E<;KrtqY2@u7zX>kiRu&<7v6~s7GIB_D!Dxr&|Im!}1=-|*_+_3Jta~6r(0WrVK769;padng1YD?o zD&CigAyQv89WG!Qago+OUw$ouNgFa5qWbs}$PZcKM35%;MPS<05@&?Um4bkz7C0<4 zAB)%Nw6}dO$APMjS%6aA01fSjA_&%zMDD9bpaPRBdoXlmoXZ<&g>n;d4$#oPeoQy$ z&<$byzd}!SHpd3GQ4BaSoJRZd#-W;U!-?QsS}tkAa?6R}EGW-u*0bDl0KdU=KG{=; zbCs2e^CBQ3%JP17~-{XJr%=ADW zgH#O~OG=~`Kp}are3}21Y*JKhl_(h*L4$;x$uk>uBPV00S__>oR-X9$ICyb5d}FrJ znHdw=Z>TmE1Ss}C9Q+xP5zj}_E9QeB+DoMCDSgq4lJ=C9frV^PQcWU@TDM$DwLAzt zEaTUm9Cyc)DHm2Dr~0faF;VnFDn##=Z+9n?=}~l_hr02yf}I%%0Dy0Yftkdrb*#Of~O=v!+r;m<4)FI~mWiIqG^ zU9vOkf?q51&9uKyu$#y9m1vI8uAH=G1FOpwAKWIE|C4F3{edZfv@4RjenB0${ z>mJ#opP^VS|7QS&>P6IUuB-lrK(b60p~ykt^-0jvO26KBatyMUoLXBRw5XTfJg9rcD@Rgs23| zNk`y}wDVC2_j=(%-Ez_q7}B@P1ZPb-IM%f&Rq1Sb5W05KHp{}~=2ax9%C!cCHJKPN zLM~=x!qi%n3kJAXNh>pN@dwRRR$y*4N5Rx%I`I0lY`PbvIs|OJK~&x{-yY7Qn*dcF z#sYIoO3Y685Z7VL-NW~t-8MQI^Hl?a$b11qEN(fa;o)DX0LoIX`Yw+|zybe`@P{s zxJju<({nr-{U-X3QVm~%Ob9TbbL#M=NIaVmioS@QYUdJw zh}~Q|%y@)QYzBw0RtR;~XAC%rdH{v!9lU(x{vqVFMaINW$ax%uxNw@+js`g;)wmM~ zspNT(x`FrDYnq6UwxXr+F(?Rd@i(vJVxldVsRn3?40}q8eRS2A0Sz)fXL>%Sj8bBc>;rXi}IQvncS_mQQTm8!L21Q1a!LL%g@pY(=@E15&Yy73|hwi*Ej?5l>& z|05b6-H1q%4Fue4hTBcRx>2YETMEdRnc0dwRH{CZ%sc`+gDjJSIRM`{8IM*dQ%=Tl z+oelq3T=})#H8?e+hi5|fdF}% z|DxsMmBSu6b9pN3yQ+5vz$7*P0Ifo%#!wsNj7(Wsuj4IpmM2QQ>QfPcg#?oji~D$E zbol1z_-S$4Z^>Ik3I+viu300q&q?qLZ?s8<%YY}}S3vRs}@hC{#wk8ZFbcY0O zjgcBEClN^;N)|*eo_2b2XHTv6mLWi1IPJU_S*n`uk6UnJ0C=ApA=44J#&ib^U9T1; zhH5x%Ahwyv;GlKgyq3{W4JaZFhXMPFc^tRfs?>?VVT*m8<5YW)Yy#U<2{5qurg=Og zx8;c+AJq^jqI(edzl=@-sn%Mek`fFDZ_#xt=A`kf$vp>@wy3RNbQB61qrIZJ`+x#9+eih`pWEO2dQjJ1{P)LHrO@4#E6X{}= zldc>Us=8DmP;!7bxxznBX2-|f_t9q1#dAfVAVLMp#$g&=DysTEPh!9npiK_+hOLHj zAS6M;B?owFKSwLnx8#bDvf>4`A^<_aWbwE|TbJqlc>@(spdfOM zV?j?SCqz4?8rX;&b`XF~jkeX;R_S#2_2M-;lsv(h}JOj@W)#2BNt=_q5?E

    <_0n%6@V#0 z4Kc>zO?GpcB*t=WW}Xj2f^OTq$W29$uE|IaJ}uX6r)(HN-^FNL%uBrKDw7*?w>{zb zT8WC<$(Rgrntn*cN3^4koO_Als5)3$vZ~a9hJ0KgZ9S|S4mVIBQvsNgq=f0m3tkau zJS74& zU7$#@5DCGDc-5Znp=E`nQB@sO0Y)fFCL|x@UH{m)f|K7qy6-)gjCoNo!_C_FJ3;veV4x#Y@0g>Dw+L)w-L>05zx+@R|g zZ7TE_29eu=2zSq-S5_@K0}xjZLxW6MF-(t<+zP!^#VC;w3@gU*%vSvP!(^$75kesv zmQ=cZ)%pW&x}?Tnh=(QBzteC@jku5w6T3U0c$@r?4ee5i9YP@*_LhCRu{%Cnv{Y{i zAjIyXlv5j&Sw_;$ZdX)C$Agp~?|7-?`>pA|^$DYdA5npsRwtl?} zfH|?r*`Q4gkm#Y75(5xozWF9Y+%tT03DNokjSLv#eo#g4ylZu*iSx1ggQ}1SIbSil z6XRVe@;6eyVw5~c`5{JkVg|4xE$a_4K!c2L#OMK?dJ-!28!-oiNRUf@#3+=O$)%DA zxlhsUuo-UTn=O*MDYaY&lp{m_Nhwb&fHbRWuh|*OV{9s4KOl)wVs{c@AsiH$bbeu( zB4cTg37WEOsxH&Icp$`rqT`2AjTN1e2)Ur>_=n!6aIs{WqLY##AGD=3=Aen-io&x@ zTbh6~;&vc+4&n(I;(jKsJLz}m9#Xm2qW(;r$3ZAaVk>kmvEV2FpYOt)1n6-$eQ zP|#7i22fO*WjZSGAQjY59@ZGgutIE^#=Rs$&c|%hJsGr;>tgE1tmHxJCYoRR9*kU5 zs`g7GxM;mCE0Hh}70Fg#!m=RYd-&Oa-Lwde`aQgZLF96GXqNW{{VUb-#L#VgbN~=P z>yF%o2F90+xnd-L!+~z0*3)cm_&@#qB_%v#0yUaNpEeQFF>$(#C-E}1oCz5?On6YH zLU&X+6GbBHW(a(Aqu2*fNInvhUEZd99G|Mt4PNGmmRQKjm<~GAcf+xC2fK7k0fpqR z%a~4P{eElAcfGqbF39g%v;?ZU&ZtC2DP5%iV?HTEzWtgm;U*UzL-Ku*_%_ik#8xGJ zg3if*bAIwM8uHh=6KXA|>||V&Zq+tj4A9(p)BqLW>H4hnJE|VuqkzB2cXA24RhvU& zyBPxH14de(bgg!K)}JLl0Cm;DQ*3ece+E!U-YzBS9>rRpwjLj;SssKQ1wz9*ObqW@v4llyHdrL& z!hBA=i0Q^p)mrS8EGKkEE9@d+mlQHQ2;DCe@Mt_7y*rJUWOP%ARk13W5PVn)(sU(- zJEmnd89&`Zca>yFh3MT<^n?cCqeFT2R5#475(E)qcS^DDq}Pp_W!)!!m6iiSDrgQy zopFE03*6*fK$Mo{ngfA_Y>=FzF?~Hn6SB)CCx{RWl9O7RPIL-sx#V;}NCokt4wbHA zlSBUH;sqkaf|@s_)9_8#ypjpQn`OD2c4Upy&2Uu}N~S?1sNUqXfc9R|P%t_px?J@R zsSv&Tm&tIj!uNTIlCK&`n4qT5Eg|4u^FPTdrP@7}0hhi5ti`+!Y-x)PL|V*0EpM@< zfPD8&=ZwB9j%ahf`)h7XAk{f@NJV;$2*ZBgjI+z;`37G-l174*vr%C8G?@s$o zdRj;|A}lE;0_C3pG$+aTLo_Z~LLqs#G>ATn`45qZs@AJSL{S70V)x58d##_((&(wi z4J9O!E13|yZniaaR_MlKd0~j^IGhV?Rd^?l17+y)ChH~WU0?nlI{7(X>Qn>OOe`WK z;&a=*YWGaG<#0zeb(PWbFsR&dFCEb`sqyY63Y@A_$;gy6=-h>l-GxPS4MIpY`I{3e zaZp0KW!<{fO*apN%1vjC-R&vjqWY}P#KobY@IWZ=_1&?HZe4R=t4dgHtPqIMd+hY6 z92|Ab^-T5$5jR~Un@T27sG|IF<79#fxw_@Aq(SG?GIsPmNWP27A3JU(6q2gNB?k)= zl_XOz)NhsQ$-yJlOm|*TocBTvv#-(-z_%h^b!%9FLu~FjYX&{K3~g|dY|B#(Br-7y zdC)@n81VfHy|~$^TRut}bPy*x|B@|kHBpoKW)mFmW+q(SGJOJiy}L{U(kZqMWo zbHGN4rr&rCLGbIAXs|LG?~ljQCEXGlh6N4O8m>wihmUn@O@M>aC6l6ZOt12T6OW3y znJhm;sGB&UDtNL&Q}>&lx1HWrt+N%NxF#)wL_F@})x*}L+g=+Ej=S>a2xYfqC4^o` zgdBBC_Dyn{!|R=|TjK#mSEi%tdlVoc8B-zqG2W(zlp?rt)NM~QaaG-P8KIhTyzwJa6Uat25R z*g-9|OM!8h&YeV;&nO#*OhIo02O%0x+SgLA_{x?pqayF1pmDL2puK(ZEv3p%Cnw@) zNla*n6>a*e9}~-h1hv`Lkk0#dXOx@^RCd*wxRg9d`PP+&cTKmh0trDHr&`1K>F{Ki z9GZ@gUeJEo;aGkFsgZ}&Y8LcURcXNNT+C+j!L zph4zl@8^DN3Gd4$xGgIJ1paOFLf|qv+$^fASpt47l}YYt%s{}sOBZeQXy|Et%$ZvvMaHX|Ss+ZJ;SctvVR?|c zjYrfXlA>&1RV54nAp{y^F2pNsbte3o0pJbVku*7N_0lyVRe3^aXLNvqz)ifui%v3G zR09`yeNc-lF7mOy@h!WDuFMfcrFr4UJ#QA+Y2!h*;;_WHw-98+o%dkzAN zDXUNt?9b+>ywq6)hiQUHCAkO!|EGa3vx%t`EYPV0@hO8cpA6P8JZNMsF+lZsZ}@sX z`HcvLCV9_OK=$EqNE;~yxJfuT2)GwrtkP;{>TBwIc1^t(l`0Ym3O-B@$1^oB&?HPe z1>_JWv@N=Qm@ov~VDW-tK!6)r>?j}yi)mrB05^(7hJfoWKI+kmZUJs$v8RCS^NGIB zx=B9CFR}La9-q!<~nnp>8lO~S=fG=RVL*oTn7Qy z$J~4-@9t?5bIbtMmm7=TVANCVaGR7H;DGLH*~O50)l+>Obdy>(k)Ys1g?lb-(=#(b z^>OIBEjhMH96E^Nez%ateuAe=YN$|O|Pf<%V+_4I`o=inE*riqe7sp>i? zBrm3yxq&0ZOyl3_dnM*@kjaA89h}Txxg;g~Htm8{lOg`YNs}^CEyrL6fbUW5M7M?T zAnb6_`C>45>d%sWN}X*Hg0_U3!+ap-zbJg&hG%|bSFmI6HYhx7xHegi_@;$B6!NQ~ zpTiW|rY#=<;ytebp>{dEc>m4=FDRsJL);#pOC=g~;MEg4QT{F+Z9=P6WF~Ctl>kER zO7QCI^=MFW%a#XAw=x`*E(Ikn&G~E<5qzcvvz3^NFsQ&Een1PohU$vZrv7BOnvy#b zNtPvTlmZS)2st{^q`Rhg+Dphq7*wu@;N^nTMNpCOOe?M`ktB(k-mCs%j-@sDqC;IXHq`(N8i?zc2gj;W(KN0-34DYTt+jlqmx?v@0W4_T z2ywwPy4`vPv9*EAC{ai#BGl;cZk4>6hMFgVkMv8w?koKU6ci9IwBCZ+Nc%~@U}=pt z?N`*{)HLqFf(DiNuB>vu>##D`l|``_VNkh22Og|Ow2QV+9UflW`^93>lgqzM*D+{} zFC(jLNMG0AJRPa7hH1&Crc{+38p4Iof9#FdGNJ6xXU~T8N7`DN0vXXA7<7r$ctGdX zi)#H(mLm}~umXk^u(QU@met^PiHl?KU9h6@TT zzF1eE8Z+2iXl+x3nSZy%%)xL>ak|OQ;aS*OO2W`0#bw^{L7r!n;xYkeQ@WB(7Fm~T`Q{&Zu;Ef6MyKcEf9db$v@T(*>cyR#Dx0q9#Es>d5l^UT6i*XRi){kl^hRB*D`OZ1x?vmxn&x*j1V1w5edB;@zt(tvD1nd9c89@ z>xii+t^yRA*W=4wDpd5;ILUMSvD_IOyb|=@!2Z zMz54wyU@&_(9C^18Y;DRzBwFp@>ru1eDATAm{1g+>3q=AGsZ#ZN{rlYcf^yGvLG>4 za1o)?M*!BfilU^gmMBZ|7#qc$pZA;E<+H?ucQ<1&P)KHJHP*2Kxkc!F-<9kmgKxv zj+v&hBcn(yfe5v{Z8DnbqPbm*!SkS$*W>hrPRdq}wX4S?5_-Zjx-4B5VJ$s#JSd5j zNNaMHRLj)ifzT2;oA!t9J!eNI6oq$mjQW1P^FV0jt%VV-2p#UbwU9xfDg1j~B$Sr1 z=Yi15>u@1%8Sjj6evLHt`dI&`Q3j3%=U;LMZT4{D(m|;YyoW0S`)6)4$uj$HUln+2(`>F-;EMlt^5kS zijwco>`y81pp>Nt>dXk4R%wo5HI21AWv876!Ju(57J6>rO*mrOkrls}g{G%LB})N3 z7`Ml|#_13bN~wKAqhrFGHtic`K_RsT{P>#?Y10-6IOt@as8d*4c|t5GWNBD$&2N>y z@;&-l%==!72(DInKk(p97G6u)>}(ZY#0m=QPyRED`(<~k4nk=a_Z|mdvY4UHj|j3> zF~cxuq&75n5BJ=L&XCYcZ6}OK3cuR4ogxrgS@=;0OX#!;KZZdgwQAI+yEd&FLV=(9 zxx8AR?tVO`+g61uZTh)66N)KySE}hYsaw_3S;$F;T7_I{4<DckH>W8+O=oe7LQ7Ywhv!hKZm$y1H1=Z+irI58bQv9oHv)aTzp~^6#u~Ly^+IYY$ zD5Ua*Dgjy9v?*U43>qmOXn1sQUNEavpmEW?DKM+1AkY436BBv+BIWf;^P){&SFMZG zjtOI*BD~tPW56rJOjrGF!Yr@(lP_Vcb8o(Y2VYX}f}W_OHQMwpJPj%-r|8PQO^D@n z{SWDEe-TKHmRu4enY`?LbLYvkdw0Kn^i+^d2MNu>QeFDrL;?FE|9bCF4_-Wf@x_a; zp9{L_V62>;alpUC{0H~%JbC=$!Q-#*-4z0+BlU8D90Y~)UV*h0e&^76a6eGMcA@j& z{__Wac>KjfMc+AeG7k6`yzS3lJbC(5;s4RHf?0+QFrc4fI{!%ai*PqB9M9Q+2=a@2 z&mOfV0|N3-NtU({sm+q6HR+kbo{%$p2Xw5w2!vgko&e@sq(=A6(@t&yHLW|(3=IfS z+57(SU?h7XyISfAV7~2`hvS~QUCC4`Wv2FzJp){Ct8Q5CZfoA0^vs#MnPGP(6JRID z6z|?p9q?UaDj-00mKH~l?rf83uHh4(Q4!zVGdmZ~xb0 zT9op?=|BIub2eYg?=mPTs(aD7#V z>#IG4D>HIy56dcY*HjP?imEHK2GqPZoX&Nm1rTzH z!_HwFDPVJJ{BY@a{)v#-wKX0glI$unSu*TS4iJ!CdRVe6!s4CNgGYeMWg|61n(RBJ zFa6XZ2w?iqCFZL`*&^RP3<3mXZ>`R2yO!jKF1Lc|(ix3Q@NPXBWjm*{NCDf~d(s=r z?6$MLjsPb2;%U;Sdw^5ZKFJ!8yY}J*2nv^j0@tJ6BEgvsM9b0!OC%CB-U%B1>_gf- zay+CPJByPlY|Ft?LS(TD5~|$Rwd&UKypnQjOd_42NDU4(!f(%xK0W`i{17zKABI~k3*!~i#> zy}8QR4bmPXKt(8MY!hp9E{`Ttkk1z*x{67)Tz4H!&N;9$0gCyHYwW+ouplz~YeZw7Ct^U2bd0*ROd^xrn|7`PxHZFPBGrEOe!? z+qFE(Frag2(0$=6m85qKjer1^dyOwgV>vLjYp>A(Kx8}lhq)|~ceOJhK;>8)V{klg z7w;Nt5dt#XOFy<9l?Vt$owXd5ASxq3<=7gJrn1wqYiv0Hh+GPD&97%eb}fa$0GCTi z{;kYryOuVI0yg)(xQism4tDK(d4garheH{(J2M?YGTZjR$F2{bGbg=o)e5>@?eqjN zISugrBaXCIWWXvM?Y(b>6?6sx|JrTgn75xn!BrOpUN}*OJ8na$+&Yxhv5DK;(4FKeQc> z1Or^|1@T}=hj!%^gCe#yF#&*4GeLt455Bkud0g#@M2)T7+Wr*a8hQ+>LM+(K3nU zN|s-?1%jYk*D%mf-_xVPfoq8@>|4%s?bT8em9MMBrB zZ6ufliI`3K5?HnBzj-zdu!>00`fej4TH-Of|V$BPfh^q>5$nB{lVo4vv~|f9E4&Mgr9KZt`KY91QAFG3eSou)^?tW-d-%Dmoz*t zN9UUtpq>R^ViUyuJXp|0A0mM_Zxv)fh^2sIfAmSqEdmZW2yxewvrw_ZVArl^gn-N) zrMbS>XV-3x1AxfgIsQSeH`}#4=Lv$zBOD?wcV;?*V7d<3C)vF8&P+!D(jEx9zdA$FLGpN z*8zlp5Y#nY1Kg785rTR`b1t#~+1XZ)0F^uabN7=pcGtlvFu>(}TtwEc`B=mimpS}H z(L~&}%!v@#$|;L~lp(Nd%JKv-uQ}!s^=;{5Cpyi#SUP5H*dkjjXx3i9pu}mIZd#wI zie=Yy5fGqq)#!hs?ttvb?mF3$VL<0@h5xx6z}|HdG3S8q!=xC#*gZ@f0#wc`bmtni zf@FZ~npeP(-1)et#s_!jdIq>IT~Bn^aOZUG2w-v;Ec-N=qPBPJYAYDv^0KBST^~B= zQb(F@*7CELdhiY~gH#exGVZB4TlUq-uTYCwGn~??&ujE?u z-a_4NZ0(d5LLLQ`8@Y;ejqVzk)4$f%XQ7mEP`e$~77LeL=$L@v;#E)1vf57cNh{!d zjA$Y>Q=HN6)fmcoORZU)w8oFHNJLw6zWLU~X#&g|f@hAQa@%G#3i< z-pN!pL3Xy+Bak9ozIH#!F8|IYTws*kb_-c)HlI9B3t3(G`ro9%JBKeIusDXV?4mac zU%5!#`JlSajlwtEj2PpMwi33g@i-W=?T9ga^?t-g;hS$rbmbb~*jqH8b}oA&1#!nC zLB$~ct|LKW*xrS2WtY^>@uoIOx$vc8d9hF{pLPykKoADb;?qenbhWd^fdQ@yTfM7m z=dfh}h~Cm=F|fb8rJez<%fY8KfF;*-@0^1@0#r`7t3Hhw%#TzXW!H3@D3ZGvr zFbhj}4cWCA_v5s?o)(#R*R&fDu$1F#J*AYP=LvR=uLuE|<7-{nK(T9lfdQ_IuVQJ= z&SC2aU~&m|(o>VKyOv-M03ut-KYS+Y-d(Nq1kL=sHS_aW(sHU|71c-CHB|)!EakZ8 zpW1Hw0RvngPijBz?(swb5M4YK(^)&mlOurX!jyk$*G>%cVW841>aw>UjApcg+pUll zslYfalL%piGyNc@Y-w0dKADVOtD)3?ww;xdFjYm*jXu&iBQ1~Y(3;RWE%Z`*6-{HC zf#Adn8g$NuC$xZ4jt`r*Lsldl2=oi#1)AyBeA7sGg&$B*xEK|vgRQ1wO*7q93D1JY z)$q=8_}!Y$G8lfUV#9RyVnrwCK@0vYSD*4u5RtN*`U4g;F2SGGrz_eBEBl6~dC;0O zfI;OvREl^pt#hbJI1>2q!nvTMq^TDX29>{@4-PtW*+@1Ov;3XUdL97aB?p`>SKSF6 z9;ce$wvZ9zj0B0Fumqh0ArgC2<<39UtnQs z(REh~J(p{m;}CWy4)EvZqyEeBkPhRT$bki0+37#_X(R)Iem2E#e?_9k20|(PYkLylhyR+NYotVi5_! zt9X?KE8%Eb& zcd4X0Z zc}*%mWlPi6e8T5a%fX;=C2D-zd)4dG1=J$r*%D`6Cjv{Y@#vtxSFH$y)_c(}8ircG z?y}R1(E$~pGuiBVWGboa9#+uMzZ~@^z0y@%homkFUR8-M0FjBZrIO=8DWyl+sVimL zq(=vXMoNzez`do%2!z%}{L+~h%gAjV_<9U^8dR<(mBoyYj#hIewt94fQY1p{W>Py{ z9nYrS0~*)t%RNG0wMg=FL51p#LUlb-YnIxSju3TFXx`SEVI)QtV5Xs;NRkC*kd0g@ ze;D5nZ%~~-9!`dI9cNLzJZ&G=iViCZ{}*($@lqFWd+TP~)N?Y)tbSZkfET;i&4dQy}1{`!!-t`Z< zz453gn{RFMu7E-_mAro9=#y*%Pn(igPD7=*LQ2YY+Qb!j@F$h=C!^_SpB7DJpX^10v!u=Rg)3@=&!Aei~=lyx& zX;7gQ5d7tBEl-P~VPguYhFKy)jas)_?fzmm`SNt7x6~9~4ul2s`HfUp=ClNJx}xLL zIBJWdXl;eNNBE#Ca4`L9rqo|kEv;5=*$TnB6nN0O7_{cxO;*P|+h#^e9k8Hr0UGXA zQDE5St11#61%*pNVc9zzE{1B(%~mLt8W9GSAD8xho;$)P~0W4;`9<7*Ku#HED zk9~^DNU-_hJpI^T$uo6q0kc7YVG#K#9i~(s8*iH9=P$kSKmdA`*CQzK-fMC!F5#AwOPY@Z>P^We|5V9!x+ zGO0$7DQ#Dr5)}y2xIrt-TYD2ZB+*82=s)%4y}PZFVr z9Lxsl>&%xgQsQj9iLjeVa%l_{U{}26tb+Mmm1SJsiGBwel15fB&D7{du zsV4yig>%6UI!aiM(3qB?RGe@i(2+}N@y`BoX@o%qX=-`AK0H+G>6)e~u%K}zxJu0r zitqKfCnq9IEx1Z(WjH9ooAs0q@?FRld{b}0g2v5Y%B$IQLMu9#wQ|PP+OD{ynb1U8 zdNQPm+HtjLYg(2nBoyCX46FSJQ}>O&^?5Tfzj^n? zzFw%(dRL|=fXQiLIphT%B5Zd}3jqNtd+!g<%jYz9wbT>9{7Yu8<^4mZdrPzM%rBAu ziRa1n7N)hi5|~!GUgz#Ht-2U?dV@jtn8tBu3walytxN(X}MzTo33B3BBYc zKjd+kF>Umc#ZenCB^9b42rr{*cQ71}CbIKrno*888N@;yaM+MiSoRvt8+2Evs`_Y? z!fI?-@QY}+duzR*^S0=6JDR_Ip+BN|>8w@*=EEe^3u-=--Z?aKv!Y+C88)vdVd;RV0yAisxJ?r?PxR zn>rV?2SA^{+NLbenNYkHEp&TVy3{r69#E4-)XS!ID-k4JRaof08(-&t#EezcAg0;N z$db|}8S2Sv_YR+(R#skZyjED~UX7M6hP3*UR

    O+BRxXuRszJYN-_U#~a2_F0yf( zQnbc~1*tBfX+u7maI*<*>XIrPHl&h_H^cPSs~L)zy$Xj7e-~4F_8QmVA=%TRjMV)ZF1yFGncTYnA1$gBixw+SD=?bX}iL|D{9J=4-M<2S{6eg@(S&7c|hcpe2K)dfR*#@ zwUQzf1gJr>oUIrAp__Q;9VL2Km$5+-C_$;hgd$au=_v*1WF&Wa7^}!ldVyG1TQA8& zQ8>3%^F*j!j=piMY0qpEJqR5clHfrpg(8(e6|FXYB_h;l;DuLzHW>>qvQz*8{bM@o zP_;%)!(^K4D1ct3UBdHIUJ^w6nR#cHh;!4r9Z&F)pka`?m}H8pLTvfdk(G!;MTzCG zPg79KPG$Dk(+~vBcu^fr1%b?#rlJiTDJG%t>^8%nV>)s!s(5n4GBaxn<~!(+9i zrFjr09;9x-DF0}^81wQz5o4x`0+@<#U_$cZk~SOkSG0!a)qJKFgqdc1!uLT+u%K~1 zyfZ8mOmqJg1y2J1LU`jPm7la|F>iI63W$n8Kotsf3dmYUNMi+$g2K6AL=i-$xzLIS z4g@+v$iKIj5DF+L{DkVW;+|>KNeilu0SDl7%j4nr)v!G5#}+XDW1l)RP)4WgwmP&z zOD*FtnZ7*cj{`h$6ug{FX$F^5D(7jInD^{cEu(H;wq+{+b+A1nWybqoXLC8aVhnfp zvA{D3^k_Z(_^C*bjjeYi@Gl{B=+~k<+9v>(sc=zMW~)v=-eJ-5Ym{{-tSnY=g3-Lie3amm1h~QbN^b z)9~*GVTFbA&G7n&*ToI_v=Xv#Dnr`VOe!N+Gog7cX!8Bsh+>g9Op7HeehMJesLpf6 zXK|BI)3VorK>sk%(=|qX?nF$o!Y$K~cEzntY}oLDwn4+F+94w$H^Ve| zzTFH7hZSgJoE(qT3Yn&D3{OgYDlK~BPLCGk$@yFx-+%4P`J4p)<)#0XN`E?ijIF@B+(W+fd-xP!J2uGZvPeex*jz8tCktgVbLqh+20 zp>|WL(VxZn$+lW(vmltzydE^EkJLS(nuul^4&@xPZRn#^ltkzu1=7Xc(a(Y|u@Oi->|F6DA&zKen z5Q%cxytjWU);GTbZn*C1|5%s()pm&AI}=K z6iN|K0{=Gn)J|9pX+_C&N@L*qfFoO#s^YelHl`V zLubmVdMZFSO(gCgAKdkr^7gFnczcW8XOQ#n9dv0>l!=;*bB>W4ilZuq=qSN-OhLrlLS@xRLTkK8}k_i{=3WX z#x&IMncL*d8|u0|!|RT!6=J4^&tUoP=Vma(FX4mGa}$cTA}xq0Mb{6EK7I_D;gnC( z>+;jHz9>6gu1lT1qQSfts)_M zo;`i`#pAnO>H-QOQ)$CrNADsA@QV>%u9mbF2L;}PAdsvd9___?#sGdJT0dV7*MnJQ z$)~MHS2!Vfkh>J+xJX;eJZ@`b6heUn374#WlBS^yPGYoVb2e3H$nKu3t4N5x%YM;1 zXCCqjO%ERWDmF*jy5qTv8=w$&@i&~VCoboX4o7`5K?dvY@mKO7cY*!%k7)s|$V#?_ zce!hc1N{4pr%|IAhEx`g4o}^!Ia1A580Tsmu@HB0$Zv69mhNHU2oC`&9Nj$*H$WkL zmA!Vm&1iE|Wk|&~%AEVEU=VV-?_|-NcPp*O-E&_~g2Xw_jh*M+2lpSn5TRx(Y58Mc z)Mgm4&x8Hw$z3@b_I z-6u~Z-d4dC0q;R2|NevfPekA}C=sbP$Os4s!);kdR$@*va z{vZOUX}V+%=*jx$PwvRTX==R#fuF4Z<|`REO|54R=-zr>gj_7!ZDM@{f$yvz^=WYI zcqW@(rZQP~Qz;)r7$k0U<{B;O0UbF`i=AfEQNKGG_T<=@>5ze(w3>{6k^e2o(7u$t zQApax8Z+aSqys|ficlKRS!*IC+gfAWv>Xy@?-Xj?Bif}mS3?c9)sJsdjcBOfEY*)k zNAesg+iK-EN;@ueZ`BJ8e$-n@-#GG(g>ft{km-$3P`A3 z&q8zV&e5YQibbNe&5CXg%tVFe&abD%1%K zpX;Ii>2JFIPo>}c3-thp1si;q>iY|Iatq4UyxspyB(}ZfZQ^d%{rrq{KYxSnZ_h~g zw{Ot>-5Kfr?hU%XKO^1Wzd`pO&Pewk-k|%BXQca&+jR%B@Y-8GBJS3FG>`?y{&Z8h zk(XE#8vXK(f&(esw!{)(c)USb7Fl~#PGuIiw$^m`08Om*i!F=R))oWM77#G_cQvTc zbmgM!w+e~WYa4s^mgYh^4_Y*|=sefKa-TD;*DMrnu0v^==ct&`VgT-YQgSZR}hvkG19BH|Yj2l&@#XG=ET$we>$Y z%O)x`-<6u&LtN7_RfWTkO_T9kl?5C67c+f2nW#ak-K@zx==^ZGmRZ7d7P}tJBL;wP zFX;}`b$O14ZPLSi8xmv00DV5859RtYTd`Mz6A1VpFKJk8Aws&z=~bQr=#}N^#MQAK z{6h%X$^{^Nz~HY4gw_qZsY0HNTS~w{u zCT%r^6q7VadCvyJgEj4b9FJ#x&NEW1foBB|avwX-{A!u;@Tk{6r8{f~vythvsL!Fj6gx;5{rZrOAA+QQ@XiEPJ+aFmKeV7Q>#erM6nfbIX_|mzZl>{ z+6b&;!dAd3JU|fmsTWXNH%<3A@RzYj7``S1pf~vurL1mmc{=SM(Mf4+yv&=%QZAFI z03rC-5bV!rB4fn|e$N)Xqt~Uamz20@$pi(V$Sp5S)pYJ8Tks|YnDkC*5-$kQwTW$~ z;$|bjge-#Im58*~WpF?x<35630}DaA5^6T0b%8Y7_-fdsrK_CeJEn3V1h0pHrE08C zF-twGS3N0bTY{_PBo1N-&ah~yTGBU4$r=bjSNu{s8;to<*28h{NM@Vei(dtU&<7zH zc~Y1D>DJHkU6#YeVz!W)wlN14o*TH3NA^&!>1v=+_NXu+>&jCKk#Os;C=YfoPcsk% zT&skB4~GcT)}Cg^#B%J!!nNc<&ed=3@nN4%NL>kscCX)Z5+q!EgC6iG$?WideDXhk z^@G3o0sr5(|LZaR=YP|G{&V++M*>0zA-6mk(ZS-?jJr5d$rAbQ?FEYhOmYRH`~Y=(Zp7{dVx0+DSDVr+ zvii#vcdtzg9K>AZMo;%wxhWWgTrp42_EXGfAPBe&PQUN9m@j!+PL*YOH0@rVkeuQ{ z&XtYycpqhB!~p&gl_|9L`*3vRx(NQC-D7us3-5{)W$`m(8$AF~V{YZcklR&5XkCV| zz&3grUD|8`gCWhCy|j_ukPR=}vbKoYs-3n0stDj?0J+6mFy{vT1>mO=8tuFY>UGZ4iny$CM>C9qirr+u*eX%t!~`ry+A`g%h}X!ntK}$ z)}ygpAKNZxYcj;M6z*^B@}bw2;~wo&xB^3(J0f(qcgLM}L;nzEsI}9|03{+ca%i_`n$q0lpx zToL94x1gc_LHy+Td^Q_zv%pk%N1U{v3Wp6T45IsYN7TkHZp3X91{E~)Z$_izOGWUT z=9MEyIxneEy%yi*fdq;weIB5xArv7}GDAY|dVDoKlouqMnj?|2N$?=HcT>0qMOr6( zIFg6Av4f` zc^;H5MT;gc3n5dT7y;TPhs$*6Aos=fzDZ#`IPVH1HrrB^5lPS?__H*%gV~ zvr@F4XOZ3|z~Me%b!qpQ=K(uT7Ub>yg5+#8M8>M%oN?L)xe z;&wD__(a;UIHJK)TAjwr?S=~~Waz)$az^NnmLU>Ht{AgL16EPHAT$49bj0Tb($O(} zvPaz^X6jjNFr@%PpGtA5KN(I6Wn&FljS*4?5}H(B2~E0Fx!GxO8=VCaiaM0(`Fc8f zUE7J?E|e7*`nQG0w3ebzH^3ANV~y>CYB1+asJ>IEzN*QZ_F8QSYL<;q=xT4LU0OIr z_j$`6Qaf)G6RI**^?TFq>!M6E7N8qK7(^((uflh}qM~d-=OqnjnpYIura9h?K`gmY zr`CLyi)de4R9E%7u?@DtX@Q0IX3uGT$eDP~T&T-3tAE^^9?{CX6FCOdrp(Ha&{TQJ zE!OSw@~W8 zCRA0f3K6#hQ9Kb^m#Z{gm5c= z0fZj)hO_n!&96~+S*RJuMXISO;Gp#jskQ9Vn0KEp*`UrL^_%IA3A#m1X#Z=A40Tw? z!xovAkNT9Z#(ev(&~KBLGbA+M75-B|(*en}CH`QoE>AU%B36T3QlTu%F@DD{E#|up zR|DOeY*UWa*swy@UU`cnUj)*o_R5)1mA=y(G&sU7ujO&=-t{)V*VwQ^#(j9Ra_@Va zxR+EYEB}|N{pR;-$Oe5Y|0`@*A>;mA+LqDv*Mf-**Cy_BCRAm6aXjl$F-}`cd(@NR zyeQjiZQ6?!G;ENby9+B1$PRUZNgK~|CRAnL(Y@h!{Lp;9tgzeknl%^dvUK%F6>@-! z$Zk`*W=Lqtkw4Z8P$?O#@b`c$f{=v{c>gWt*<$ zOh>DDP+X|XQpXoJOFH~=rL^0WI+6-ynF6R!$LsKPXR%ER$dJ&KZ8x5n?yeVObXP^% zYtwcsz|ilA`h7O1dv@ruTiXcuzqM%UyjckrUKJM7+<>~-(>S41ZFzValw_?FdUw>` zbGFhd{QcEBH8!k}>7TlJ^DZsR9}gC4`9quZFR4(LeP;KLukU1?)27cXpwN|VY+80e z$8c?J?6qlQZ@|MA9r}KIhpTx-W^5PwITgyX7qu9Ex26>sGUVIzq9PD_a-;%}yAST& zyVw2wZ$B5_wi&4?$*@4DH}7%x;Cp!jO1t!yL7^-2d9-i9TbcQAH5uq_T9-98toW5E z*W#NzzIw16R2OfWZX0mea&&H^0PN8zKLp&-_aj;7w@djs70NpQhj(aRX#Khx4(;-P z6%SiBgu?jyiM*|6FQMS5P?jTRF}fzbel-l*jF?s7uwz5HP;HXzrCf+)Sg;`uz8{a| z5~97tfullMwlx+Ly&$YjTf@_!B*(DAHS+n8LYpxxbt}E>&C!V?T`KChm=I-ro8DZ` zgomhQ6v@NS`M5X_=pLyH)LyL!m2sPi!7-ggoxjcJQ9+ z$F=D_X)e^uxOVER??r&OjcYKW`d>s{w(KuP^HukFIHq0qo!*izE?8kner;LLf3)aF zShQf}-8sIVHk}OB=Ht=cY<;6FY?pJcGDcpG zXeQiucSH(oGv~Tl0T#&?g?!(Q|IA;?dGR(aiVb+!vMqF+E&ls63Y}a57Ri+Z74xad z*VQ4^X63*Z3E1?1ZAt&m2ezpaQh(Z8a@Q)b?AKc?<5D>E{8Qf^XkTL+N9KNBCt#Lx|i7}wKafk zdfhcPtWfcjSy8SDY!yER85YQK9=>XFFj8~4ZN_;b5PGsVMTfOfW2`o;*QPfmsZdri zPGc)nt@xdpG|-|~Lbi(W3L93))t}1~8c*Hp>d!>nqDZUpOi3v8nTERw05x0)2|Fx#Z^2;8ElJMXRa7zjN%SLDoD z7kgIQ%oSxwXv(t7=V3QrIHr4f)a+QBva2M+0$Hc0_oy~f`fciT&4s$08K=oPT7N^` zAHPq7?(P=JyUoma1q~bIxD8dTdhvRjahrhKs6}f5gpVz?7zZtxwoZDZSV_<pO^GimTcNKOB~Y-=YR_3j!y~kPl1K(?Iha|hwb`bgqOC_(Ws<^6&TXjk~H6U z%6kRmI!4Fa z)~b{VSM#9eLoXh1q*Fj6ul$8GU6-7o6THeE?Zqp_gW9`341J4$tBL-6?Mi`>>^RyQ zJ}M-uR4DuMY&jkdWfQ$gdFCk~UvNIrfZ?GF*n9xpbaJ%&Je4vLRPcH2tE@O1@;wOr z%g%rhc!h-N^fcu{&Vq_B^|L2BnKdc(6%JZ&d5?5xnNB^{t}p~#-_GMVwDC>adEkKV zQ|Rh@s*FWx+$4p13dk;xk5)8#;PyAV0zmHaw~h9a<3x!`wID*z=Rxc;#HvcRda6{4Fv#3?GPKB@QnA}H zT)lF^Hmb{VOiBS*<3jmDR4z{VvwK&{i8KDLL=F5y#FwqlQgmz$*1}DRx~CqoAm7@GbkkAOHc8nZ@D|+t6LblZ2})&1dR3w024k z2c?Vf>4;7#n#tiX+n{H~p}>O1`KU2(G{sU=U=sLmfiF{*ZF;BzPuqRo2KiKG3tNV+ zpos&kF9ddfw4k25$P>1~yAmHzP(Zl5fdL_48@;Ot@W@5<;3_=eUuo0Fu+j3O4Jv^L zUy%2lFI35>v)r5JhztiM=@l!9 z{*_K^kv`ZKG*m(=(x8J_8`|ruD1?fsXQUpxRVT%R}aXoh(0*s}!4CP9V?``n2<_tht+peuULj zidwskim0_{}|pzPo$ zx{uYg>;S9Km@SItXJd`Pf(BAB_vrVQwjvBF*F%ZU4_tSkkg^Til%={PLJz5cp3;f$ zuX?g;pf z6KDuGl>0}t1WQOXE%zM=bmabHzusF2G|ib{K?7~mV_Gd;396=T(+meCgw^q^(Gr+4 z4LcC%DC>{qfJxJ`o-iOI_l=f=nX28J_H_aZ3P`P^<*U(hq>o~3npzVLI*5Vs@KA=|*mex0oW5R%p`ia-uk7sJAuW8#S!k~iiFFG4d!{32G zhYz&XVlC54M`b(Y! zK1x;hD_!rjloegmQZ>Ut=~`&>xJQd2jbIDpo5m& zZ0Z{jWj~>5OHLA@mr^yaA=}SL;*3t~U=}n`dd=ksZ`0C?Fd(C6s~d++d$xJY5Ty$J zR(5onmMRej4-o$Jpr~YZL1Ei@bp8YovtTWwZuIu7GW;K!Jr$pWQuOcMv} z7}GPpa$qLMF&f7-U{Hy}pw(x$CZ2Le6%LG()Z zwXq)w2PL!?Nq(-1#ip&rfPw<@i2u1P9Gm8moChtm=ja(7_C*=1Wfk|J_hN)2}D9#dy%4(K+9vDQ!HL^?_~C za9K##xX{k>lf3=9MSgl6%Y}?CJ1i~er;#4xrC3DKI9?nHVS|2yAEu+iUsRb*`wfW( z9n{b639a9mE_oHK5NldLDfE+C^rr8@??nvMxCG*)NbLL4M~-K&0QM z`Q3p)k6u)(n8sd28gvjFs}Zfz5^gk&4Nn3eZT{7ar>EFFkaD>}A)>r#%5@;nZ-*K_HCN~aqQywn@3s~1 zW&K`Kp^FkrHCvjNScCx?>1#dbL-a(5HBDau1qI~7lhHsm^_%8GPXZsU$P+riX?8+~ zau>a>rmaXxgdW<+;c4ks(>AgILM?{gg3dz}(bG8e90`21Sx@*^J~p4WkJDU#abjoF zHfxOwZRFM0bRUjzt!Z9$AWc8r7u|tCe{Xe46Ud#rr_q+6KN$(FlXe&7hKkwcO=u+rm32kXd4#B`Nt#0nQBWZ%VwbZF-QioA zx@jM~k`4JQxv_)M(MT46rnH56ZRE5P{zB+k4vQS5P5&n*zmM4%HdHo>M_Q9Nh1X#_NR)UaPa7 zgs`o1p?oVU)0Oh8-gx{~Z#tmce?djh{<59Sj~jL#ah9BtKA+bRIAD+Dp$__ZLeDK)!O9QEE=HDOqB*-vLnK^O{L*r(6|)+;-4QJ3Ki4Zgb0wq7;w-@ zWh6iN+TD>Pw5*M(TIgj+=-r@;-RTO`4h`ijhyK6a@8p1i>1YOl@g7#e(7h=>aO$Kh zD`L}$JA$)WcpOL1uZl0eThG)Otu0UF&Xua33SU1c73n;**`#}Ls+SqqDglFdE&w}j zRqU9L*D|(EXT}K72KT!T4ejgVll8O=cU$GZ-F0xG`c6&N8*}@wu42*3;XzcD;0{WB>pL0JQFK~0IbmI zf?nd&KlCPpeWi;G4+~J|AYITa4M!T@oGihH_Pg{$o;T^w1>JQr8orV>kFBdIS+xY2 z^I^kV>opx)%#$f1)_-d`kc&R`G7*teD^=*OR8?1=U#~}l4rT7CHrKRI#C;tM&N#67 zZTFo2^BWNqrbEsZ+fz#NXL})k7JCWF=Fj&+{=7o|?Ow>gjpQG_qE4J(nvP35TuJF$TZ*=wb&EDTNSPypE=nKnOOz?IUtlMj-mzppi8UEgj=?vAwgqL-c#~HA10yiB_Z1kDWW?*>dX-ssLFfVA zKLvxzO{mPKQ<{^0<~FvfYXQ zFDMZYTJY&E9l@|FqN}M-i3T0`6rb$Lr<_;U`eSdrmYtub;peqH4_fbqxVk%9_UHth zXT!s>U#q5*hb?!PkyZsm{oSB`Z@OLFG{#s-n>8-9FGlV4L_2G%drD{T(b^McK?A9i ze=p;)Y3fWg=zIiUUe9TT$-U{T(PB28&<>5~ZcV$a!A;}zwZPm2hZQI}@6&9^u@2Iv zC1->|1@ZQfmW*nVrtt=r)_6j->%KI=f(Ft?_+6DJP18oALFZbC%70xC7pD)VhcoSv zt!+{!b^(OiJGt8C(!|yw-JmJ4P`;8Ymzm8pyIe{2&P!QliV$^=ROGb^Q2^l=())Aj z!|14Mn%=>J26FE6;i?R|ra3plpn@2}0~KmbV<^Kx=>kRMl6p&n&X@YuN~<^ib2M}^ z7&NX&jYo9ORPSh5NLkx&HL08lMQ(%mcc0R6!_V12(G<3I&A^bZB_h;5I9VRi!u7+> zv0t>fq&b@2pi3iJT)7Bg(^9vHTTRBlh<{YsFyTYI<_AH#)P0$3ZYk+L7~N%KP|^_CAd}6aqAO(&LQ<-SuK5 ztT4^ifhMe|qG7;0_{6<+L^F2F?vnPZsHMub=2|T-N-m_|71DG~$?PBq|hWKqE9_C_-K(|$D8>MqBgkwf=0kh=eJG!*mg|@yO(T*B-C#h`QnHIjnn=;}z zD8L+<0GG$3LpoQO<_EjQP2?>Tphm-hmJT zhmr0+dGvq>X1S5=vY<$WChtLWv4B6SXc%wXCN`M-+*?^z`GhztL*W>XXLI46vD%-1Fy4dyVyp`%fom0-}{CPHq| zQ-7s8m6;D{8^&Vo=IMla-=2wibzK4U);o2x{`Bafu;))_ zVh^jp5SQP|IHy-0+!dz$`K(MK9T@X&JyZs3b*IdKI}=-+3{2UOZg?pyC2qav@@&#g zCI+*9Sr4J~W^uV||4hP43BtUO>gJ7>p{Nll>OaoJvZVDUqi7nxtl7`VsHg>_Hsrg~ zptH$$veNye9&MevmWrZ^{%7Suoa|Cb&!_Uwg{?X%=_f zyq^dy(`e5dY!Gl5ag8Hw*?Zk_<1gMCp==st10;H{iIBU1H=U9YGL7xxb0Oqekcb|+ zpDXd%+@qWbxmz%aT;@RwN=?hYz9Q6=gaGms;h|vGlx%MLyqG4|9PLH}cBGOGOiQ(inYZ4wNxQ4wjVLh!x%~NYR^rrBLbQr)1 zaWU`HMcX6l+jY26E61)(!-f)qR8ep@h;kKj7NVXD(I0-VHc*{4Frv{>7H?KN@^=oj2`J{pErl*$BWI^s>? zBMAJv5o@trQYJmRpgy7%7HP{oNNSm(-jUne-&T*VsW(Q;k~%?xx0QWJvKugxW9To6mYDcd50r7|nUUbhGn+ zG-XpHajCye0~URdTl9hsv)*iqsgDzJg()Q*Hk|7%7QNGs`>#mnrkc-x9OM!Q@So5T zVVy6YzYt(s;YS~OY#;!6jggOOPt^;YEUy|Orjnc?5wB^Gx&)~|(v5)nAVkx-vxN*u zkRWePr~PBAFv0iw(7|rNl{L|7k(>XJc ztGFh~5ROFz6;AFppO`;|ulr~nlnOB7GQzl8LYjsr;rP5-Cqyn3V@Xhkv#lo-5^W`% zJrP1NVxQ3>-g@!7hYDZ9p&g5%=e@(>*%df!&oDfv+VyAM0dMZSbWuhQ&(EWxl^N_uoJ?REA zbl*i$K})D8ulH$`H)ig{D-J|!HNlt5trxIEU?WN*n$r;S`W`2N$*mw*10R;asqS+!}z zG;PWVAAto6re6y(cir6}JiV!eOykvBNYEg4E=cj5kI3kzc|k4VC_rDKBmJrP=q);T z!asz7X`mt^T!_WLA`n_P;-jx#JbD-(=kzNa;vd}aBK zsTa3dH^)NzGQZwm(iR^2A3iHUM3Sl43WVsYph4%I@D?qIr33D14yQNf;!SrM%^s3S zE?B{CQNA}l6J=nbd@cAay0Lj~vz4emf^u&K5NZhF{9&bY+%$wMSSVjtewKl28rcez znxmcwJsGYQAKQhi>i6Gdahh-BO>VSzom&!A^~w z`D8&Q&Tw#d)R*mT(~waPDr9pqq(u;aP3zhV-S$Bou^UAnj?|5r`w?|mh*Bm=fy^dR zaiKS+nFdXAP7%f#7{VXsAGjrRJU;%1;gsrcy_&-`yRUhL5fu>_^MU^O3pVBfwsrh}-%@YWt6iU@+|m(4?vf5f1~3P`DE#Mx@RCg+e9(BZ|~O4eS+F zKB`9DUusDFEhf}1m)@rd;BPdcUSjRfgv5slMRNSAw>&<>uFfET+S6>M$wFUw01Ql%*~VI{+cmL1jc-%-3aeJ z=Nnt5YB!x}!M+C8!^OKCRbWn0ZAEir8-9P)Rwl5~h-WmLxLA&KD`tO2WCAdv$gDA} z^7OI4%o_19Ky=?Yv(ia?BBSoyk77tQH82^nH+1@WP8S!;QNPEQsThr^3p+NXi^S(n zODs#s{l$AG03$>h8TQ5(SF!FK^o9318PZqsFdJ|IAmZCN@R5qxiYPN7_Y>atHXh2; zqfJA_YSs!IfT^6H_ScIAjXZYz+QMb$-s@qXt`e3*ImXhpfCa~j-=hdDp=M9EXz4qFZ!mz5R&B&Z(PEYh}x$;jA&4fUqe2QjvfyoSxE)cibP99c`v{ z00LE7A>h#eSbTKv^@^qthl9<*VQesDK9z>lRbbKk!XnzECG5^qw6Slo)fUZ%6`aFX zG{eW6g|QLGjR%o6{QINcl#Y;el9t`AJsdDJhntK4#`UM;o&=7I7Ala9v zQR9esq-g0xg(kJ)+}nI(6-{fne~Vgu7fA=nH3b!tG(KEN{;?+$zj1sxaW<(k7{W9p zn?A_@{bKfVD9<#u76u&0b+1c4%sAIyzUtf^(PY1xcrdNn;E%nt83pKz9?dt36f1B| z>v9x5f(n7kOj|PnHN)lt=lOJWc&LiQ-2(>{*!~tfH+sCx#m7b3Q} z6UWq86+!OM;tHJ0{G9GRe@(0E$|PetEI}v;6nr?}_p7nK;H|+T`Rmy$$*64M*k&x0&xKd++xVBy$l2y*O98N;aXn}}933ori&MU=LS+rxjC!dgiO_pL>aAAe;kM|q^)hR^H8S)s z1pO!Dp^h_KYA*!?3JOT=PfxW#)70)s;9m|N)DyXF9Zl&(qCp3Kd_AQ@4Mf^&>W3$R zkC>o!;X0t2#za7Ah3*~Rx+z>}st{06xD?`|d!KITe5%gdGTjCd0D0jSVTH<5UcIZb zXJZw>pmGhqJa-p3mSJXF>ry7IZVrSRV!z)lmJT?jO zfME)TYp0TxVbT{>h_zG6O0g{7i(;%ryo+)y(YfcosBL8RmXht~4*h zK+`(&(=MGbsmBMK>LeO;ZqoGUl6K$m@a4QW=)9o+J($UvR@-#0=lIT1oe9k=1M1?r zV=_tj{%AOsllCUL9N{$cA3PIs7wFM&MO(!?{0~u7n-X~Z96A{c8thW~nZ<;Tsp%0B zrH%taEBRCCwDCu1T#d%?&x7Gu^~p^GO_3oTNzJ1^_|}v{I(x zQVW?tD`f6^pG9_RE(025Zo}vB;2up1xRXJJo@q21BoTTA7Q#32dN?AimOxC~F2PZ< z?xqYtOVQCQI@fYG{qpqB!-d@3*Fsc6A$kiI-V2KWU{&5MH_a^qBwW>0$i@J^&m$Og z9WqVd>cP?GzA7k0V;+1k9loZWq9PSFPqm;yCZ^g4Q+G{a-Mi+gw!lL8GNRxKEpw!y zp%dYtt@I3Kn25xPgHQ~}Xa4*~q0>AdL4(W{_(O-1#Dmn2idBH7nN4|Of@6SqaX{0sykzBWIUQ?jbA<1GAW0ZRE<@xix|NrOM5Nmi zS4}43Aan~tSjqaRa!8AoVJIEm0mR!dg>V08nRw=}L-1u7z%TLRP1hQl z22=$}KSUWppf2Ey--n z>+$=Ic4Snjz8Amps&^^9EJg>Ed(`~w)+KBavQ1i`p?^Dm>h)bKiCcUk{I?#%6bakJ z6Bo)K$L~6ay=ninOSint=Bv(q{^Jks-@=BiJ7^+ngAE%MV9ooH;6^yQe0Y=_<0uZw z*}7FAQa0GZqbG_D3$6`jeZHx?b9Z>KK6OGCNu5^I-3ZO!S+@&Zt>%Smb5!SYb zQ&lR^Aag^>+^56o)MU497-x%EU~ZDEtY&U4sV?WxURGkSwPawz%NT$6UQ;h#ZH8_h zf1p7odiG?!ny=|h=wbim-r`R(qa+>gJ{os;WR`B1=d&gFe?|H`I-Lsu4}3e>gJfPIM&3fIfV=idPjd=x5TtWSEH(yBtA^I=D$03t7to4 zm5XUjy=(!=lqD9L@8_@k+h!N1oi7H1;)blP4Jer;yi}wWM#Lx3fi)j*v!)Ut|BpTQ z>}pd`gJmC8E#rGGDrWur8JLwx!KS~j+T@13=%On+4|GQN$xu72V&Tg(uyCU=?ESlK z_PR4yY5BD~!bWRpt6BCe(pISm3+s86+N^Yg8Z9;D9m@Q%_fIse&LXdF(uK93R8z`xDn`b` zP{&j(Jv@WlTGND;e_gfm>nWu~zb#=-hYMph(YW5~aB!~K$)uAO__j(+6-5V369 z;_v+hE6XMLN#J3^P5BuoGm3xNdfz&fAsZvms>nw)q;DwcisM@cx1=(S;L(xXpMCoG z+e`=&uppES6JA0<$B@u{XKpH~!=`?b{uXhuL(9x@^N@Ix4(vj@aPO}NbUL}Si2o&Q z**df#gQsqbVnhFSh#A&DpjMZY=Qfd0-=R}iRhMLF=f2Z4J7o*@{Q>_=sJHc9v!Ne4 zZq8yPCAQ#EC3)`9KdFX5jSo9Q>)hM1966&rTQz1wXFY^dMz zDLj0$AtH9D&o+u@XlRE)jqr&GoP4xr>lB(X_yrvLVMHV7KP?mB4kH>H{SH`YhB`c4 z8b?zwt_~K--n7pMvz$}XvFlXT98IzrliQxV=Jq&Eo% zEHvL5PS=ypJ^GIb-QSxESpL)(CJ`dJ_s2bX1X~lXgMfS9+52F+Doi$QnRZ_%lffzI zh2ah9!ge3lJvuC?byzzHtiH&zRQ<`E?vGi}{|LBgwFSO+0fRpR3?kR~_tBIF|7i*C zc=&+-C6r7v8wnD%G!ue9F1M1IcJiwuoIC~4_YQGid^}C1euKOzk0+S-W(ykz+)m%% zn3c+b2&Td^i$63K zvbXU9C(Dhxrq%;ULbt#|_`=cmqj~2K^dGJhL|mE@qWj!S2@v=<`5DI{cY^q$ozPCq z8@{HpGUqtG{D%w-;Y-~9A;lL@=@hBeT1KF01F8cADT#u{yY7|#c*Lg(vJ_3eOljwi zUUg$?+2^dJT8G1c+xbUqz_TIEH&KxyBGS~Y$w^iDh=%xk`6n)*H@I&)wKs=V^`B>S zm~g{?HJiO04Zr34s@%VtIv+8ae*7( z4kT5E$~At3-OK2r8SnteZ_+Xm{E znAV#pU@brj5m<98`SrJ0RpL$Dkx0&^Mqs?A;24G=NO#!A{pjjB#fqC%gi>IH9%wp5rC=x1O^Q>^CxR~AH@Mq?7CD(hBRL-M`!GJ8vVcIMRGs5opI{7SHjvSh;m<#R>3 zz0Uy($@i0)?DM1Hs`s?FI<5q_sTxhRiqi@X6I4oP`Fm4ZxKy#BeM;AK7@@*}x?{8T zqF+nx?ZZLA-(W)Jz}fwo5a2N3-4uVE8lG zsk$#SGCa)qWeUg?IX>TQNV%pCN}_IzoIe z@(rQRmwa}>7mK4c-z+VMd~NNL!120uC`7M7lt#4ua$J#nZT*LuUg8x}&qqg78q8kE z@!jT9i3h14(%EOikKb96wwkeJ27p&+k>ZzYKGK~o19?)c6}0t5W}z!mplT}5zIoak z$#IRQDgjkhpkFd0EFd(C%dOA`qpQ} z#DMj0(K9ZK752B5#F}9PBBxf;=&sa&0QG$m%<1mp`u=2e;%vrPwQWM*d=&@V^&Hw#+a ztp-O-CubA_AVK2>t;+Sg_c{-rzWN+H?D9sqEwUrV=Y;rYPKD?#DN0MD=-8Q_x~I`J zX`Vn8*~Epg^7ip?buwGL6dAs~x1iQVe|IK99H|hMLHxTE6nV_H4&sapVHw1~Ltx~x zt%EpHA$s}SCC$(M^YbTS}cg~U9{j2QeqfH zuEgJ~E51xkP9UUCj^j66MN&SeictRRsSr46JFvvY!_W-_P1$mT8Ql zKyEP0b?7o7*z~gkK)aKBN7O;Cg_LO=vLMz?(mJr{{o;F`(5zWw8mcX5b!&1BSn^@< z?W5sjwm7ZX@~1tfA*ljuJ}#_z{Nmm#8a8=2tEOtxFjB#+hfb*kt3D_Q|GFNoV-=W} zHKw7!0#`Rkh`^RIzT9gMsU5+Gw}?Ey&-jumu%;}BPzL2~ggk)uSq{~-U|E^NoQa||#+X#uV$JDtL+;wEH9`f}{7sP+UeGSyK`mnQMAYA7L9|g2 zHvXcp@f&we=U`J3|MxvwSCN8U*T&yZdYy-Ve)I+JH(Ss=fVwQ)bX2K>`0}TMgVv3x z#eJ@-n(1u$ikbjI??Tk$Ko*7Ce>H_J`y#z^pvdPfcyzx2Ek8Rrl?(1nT|0d4B=Co4 zLE^gjxwaqMw7dqCQVB>1zKvHOeYJal;aed?Ai%HSg-2gOH_wo!ehLsu13XBb$9s<+ z-Mue7F%AFXYpKF02wcM}ECBV~8`DvUfD}3)LhcgYeB{%daLLq@1VBm!T2+QN+3it= zX^^=IW7r#d0B`f~GtFv&Q#h4DA)11)a;!m%APh9f#FRJDSC2GLc@71EnDY47TF5m| zc{vesZ%`?x8YeZR*Sml-Jt`hyDdRz?s)8emR=b z(TT!0Te|a~do_WA!rMXN&KF+_{6AUh((rALXAamG!KQ;I7qcdHX=y$m7so7UAcXji z@|oQE-86&(3JRBl7kB9-aN3!tqQO?glzt={bP!tihvkg9t>sawfCY_P!Ix(}I)UfQ z^=dVnmWQm_%IH$8fF@OUB+Fvfr&5&%pug-b79-UoH7!K+hqWY-Pk9^YkpG$f%B{K> z4xZD=40F1$P&Oh>>((`~Zil}ZBFVs@cl76!s0Z%MMUe$f$E;{n)sn=A2{-h2ZYV{_ zo0jBiOjX{qA^m~==AY>v;vQWT>&6j;38oP)jjNgJkFN1!6vG3U%rJogHzCUTthIEnbQqIhqsQb%yi4POr)A8>2 zxRk+f+O48t)pVCDz>Ht%FZ*#HFrPYI+Y)RVoYUB9hA3MRE z1Niyr)E`>%_^~?u#MFbq*PfrFAaEJ4ut2eK&@>hdLLnmd4PK%{xejX5%^xn1QgCq;^j zjQCg1gyIeLv~mWFsgoQrHOT;l=DFFD?yjSQ?DYZTra>(F*lT2voXne99*$nhuI{en z2m$#b$u9fHL%P(9_Y{cyVJaCjvvZE%)54W5O=0PJaA$tT0sk`T(;B1+^*_hmC7n(# zJTQ%gW*$fqG|tZ{=y?o}Lr?Hcxei~u*u@_X1%WH^SGu_2wR@CzXH4@iKuDFygVbfb z_msAD6iTLo7X+yU9E5J*H76A9$o(?qd0*;Qko(DeKq+x>AQIx|maYna=<$I7i;2COf8FwN}@rBe4(idTFXz(7kv}EExWq!gDV0BiEHzhM{Zx(gUOu! zUwPVrEy4rDD^-Y)yOPOOcE8(7hYezCGAZ*)6ay0X`w;**z+?G=$A5j(I~h1;Hg?cG|8{e z=Zg`Y_V#o^=LDWU<$tSzcUyY%6fadHCa)H=Lt2cwh};?pQ9k~;rz7AD`i|Lo%X|3)~@kS30<~9 zOnvN(=L2m!A9h^&j+ZKS9*z!Y093J2lGz%ivm%~1l%T(5EiU`v}Fi^Z!4GF=UbcURp#P;LX&%<9L08PirB~B2n zVj=rZdOe(kSXDM{wofRftjSgJSM%9;d?wNck{})&4 zRGl`RGnGh6S%D#)B{DivvmV;*5}Ck4HuKo~dIlaVFr;s!AcE+>3}w^A)N@Q271B8s zqCeCJahtY%%R-eA;9XfB567>DoiCSzy9dwd--n`DF!k;O!dqY9pma05cK3i=ic^{r zD&^Hh{P3H)=*V;b=8xc`c9Gc`T@$067f2k;*+={gbFF#HEg zpItR|Jq6Gk%gJi~|MT{)-ErMUy6}uIk|>EcT`l?6j+2ZtaZ?%Flg#*>Gv}2l$<`Uk zQban=Ty>h=O|qkAH`5nM^jhy)=LhVMp0&>V_vV+pPZdxA3L6cgo9)SmSlqq$^AvzW z0Vos-9dqe79Shy5r;;pM8W!m6?>0r zTcBm5cg*9lgk;l@(7_H|=!{)+y$?||A*@wih$ciEo+!~sMN7pbj|CH&%k&b>sUD$3 zN{5RUKJv9|8wXV*ph7N*fT4tdD~f38X>CnitY3tnO5xyy=)*Ce)3KRC`Osq*qii}! zZBdFY1!%}mp%7Vas!vIlgpw4+F)5(543WxwtUi$=jn8J+MbYlH0{WQ@kMVYh}+)NofK~|3M?)}7acmk2* zBUJ!%XgQ-H-kfwq5k1=}HMnmSMYU1R}?k@t^y>N%!+v(TGLB-En)=<3I^D-j&UMfMQCKf)lb; zA~UD-zj~SdN^5e3vKOh?I?D7XdLa>2dx+Nkjz3ILlf5<+W`vSHO2RsGu>$2DvITp zQBuJZHmy@Tt(RR+{@vFG{46>ZVhXEn*&XyJ%AT`5YK;#OX@I_^H2N$po5B_;blG=j z_?6F6_7GE8KTz$3 zT+a}o1}yy0@Yj=9NV3e?oFzwcI0hBgxka&^DuF4Cn-g)c_;j1AE*=_%3 z_6U5@W`W0wS!W%4zv@51`a5ypy{vLw@giQ2Ddk=Fg!SX?WwvS-nLg6K=80;jnTzIQ z{`;s<>eP5pp8Bcjvz14mlnz?TpJATA8_cRak0~v+;VWR5zf#7gY!sWtW&wpNs6@)| zw#WcBlZo*XMEzkqI&pQj)-rfPv@rqimRYSnr+=%;E86X51fzN}matr=cY2epUHnH^ zT9LQIe(g9MlHgyQV4n`L$y>WR14EIgL%uce9!S8i$_tYoC3frghmlXKC_EtS6%+BeOf)?_3 zljMnHOGU{_La@DhXh4w~R%15oeZojTcWs9j?Q3K%F#1H7+G1a0=A~wK6 ztPCbK>$k&6_bXgPuBgv$Fcq|rE2YBqtkGQQ>`G-Yg-(sT$#R~3+;y-*s#MBsu|Dn& zrmA|+-m(F(5Z?@S`Dts=?U*yJin+`+kyGXnS*TU-#m2_;xK`w|_g;@Hv{%9sn=wcg zwkQojh*2|%7E}mT=h>Nb(lghycOC^T_TCu)ODVlAn!KR>%)Q}WwBVV~76CpO`-z$l7 za-g|whTczrTL7BqB| zm)%k8pbIBE5}fG0jWXvi!Eg0`%)6U#O}OXwX%x3r6rN^3H$7fK3B!hG*yR^g0m{N;3~)qZ(f;GNfAN=pLH`p%DbfxO z#V@Hy7D^bd+alpHP9}Fd+pWRNmL7G>X5;m8MUcXHSr`vn$65o*woMX5j3oF{XNeYC zR1GYYFkH1IFpm>$Q?^v97eoOHo7C4Iy6w;IDTQ0Kz6_G!zeU$lDBPl+7@eeL5P`g5 zZ@R$U%m`P&r2X{?-FTr$%Cw5^$*^l4{^#QuQYbepC0`&>BP$AlH3+6>8Zr+iG}p~b zCP|6Us2lDCmrYXRg2jkJc-0U(3tB5$*}iE^r}2dB3dks2`R*R}PFwBCPBiB)^`%WE1e&B$4wsESMsCHKz!h$4MV5=+`I@c*Y~dPt7z~Sn1MU z9#^3Q6P8V3Ihk}3?2h+UamoT%>c#oW!wHj=2gl`m0~j~OvuJr7n6OBBwrPm3hhi^U zo&ZjmL=UJ#qePLfe^EW~Xu=~sIAb_U2bfqJB1mEMB^wQqt#F`6v&Bm$Xu`8*b#EI% zWAW;>EOMo;c!DJyV&`pwpnJXOG{>TLKExBQ%eFlC=m@-0@3QGjy)*_%@Gl8|T!^wT znFKrm3A*$gY?Ho16!WvLUIZ@Ma{@SF68(BG8vf87#3S#b`sLALp7gM{D33=I9?@g| zC0e#Gs>gyQ9AZ7cK`?S{KwZ>&Ixt~bu^JYQHbr^7?Wf_y1TcauZI0plX#9ux=D9`N z!lMa~)RUVgg!9!!>&by7S>ox&nOMS^hLi>Ar0P|+D2oG=vWQiw?YJ#!RTxOnrEl2P zjIxT0_6@-j4zcm}c}=?(wecaIaEXoQ6AP*|i`saDB=|DgKc4d3Qi>XC@uH)B1SyQP zf~ARp{dtE5ufamDxcUGSV+yB?HSTxqVO?~r3E*NTTEKR8Yo548nF2Ur5-of}#}&Gr zrOh-#JmHdFh2u_`IO&6%i}otP5)NsjXI<=4jeGIwzeQ^19RbZ!XekjC&@DBH8Bg$wb7OV;o58!hED z+oJ1fjVOF#f8ChY<%yM&(@kF8WG4Q!qF z2nlYs9=8s9?Z^0+YSE%ibyr>n(uIz&h1@r-c_HSVue>vP305e7rp5erIM_yP3VA8g zMK8(&sWB5pPtu4;@9WRQcjF2vx@}d%ogz(GH@Eed*dXMaD;~#E6lML>SP3Z8MX>D9kl#a9kqhEYSgr!j%-15nv{`@PD8_3i<0(%d*A@Df2=Y29e|)B?;fbmZ*rb zo|%^+#1{7VXR+6-p(wwef~!|UAVRJdc98WqWsjFp3n6y87J@f^np&t4h#Y@qt8ZlT z)w+#fPM>mjIyw9XanteL56?@oc|^cr%bZFk(tQ$v$Ts!8-T{WsS>pZgC5u;Q6ZvjO z@=@mDRD~5?VH07cDlEho8N{wgrEa%y8{vc9rzts#E|V{iBjylU;`*R0o+&w&RUaX~ z$RKuJ>SIP#l#MjTya`mQNdkD0KrEbm_MkOrpL~b(0!S_v?T;4aGA(G3h(aWZ+k;LV z{*>(z;)@I)N8*38yZbb2UH)ZB-8V@jQvEC;)i#bz^tzZlP&T?KI^>_1C{)ZNGW{|k zligtD^p~lY`}ZZvmEscFex8yoYlZ)HnUd9*M6Qn#a&cv)o3U)peR{7a-HK>LqPWk| ztErY-mJJN?MTU4xpm&}k@!u;X5qf-}-7m`;6JidLWh>D_fh^zmCWlt>=pto(+IfG8 zI+WuSS$}=HtbFSl%{Ip^4l7^hs&jGHqAPBQm|4sJWe#F!Rjm zWdKc$yQFT8K%|IA-X}cbB4Gk*CNk*D8hIlMktDX4Fh{RXvcul8>}8rs&Q(?gtZdsShH|Z&3QNE3+ z6sZp6(S<+mJ>Lyp42G`;sWw?RUTX?x7CNFWM&I&kd;p68sf@p@v-)o*!W|h~Tcj><(UTA(7@+ z(_TMLBUrS7!~iUL3?&>l5iZBM3b)#n7W29Msk%;)+f}~YVm|j*1S`C^UUge9M&13b z@9|%R^-#nCQV+*RFN>ne1FIOTL(r zq3E2fLz^jsK#KtHx=%#X8Ff&mPEx5!{s39%Kd8|^e7F<57tV8vJpT?aDS-x`ErdDy zBXzZ8AvCxMannhT8f_RER7G4B-M?S+DgZ>sxa8gNk%LdL= z_o%@N@#^aiUmyJx$A2TYWYLtse$J)UP{OcoAAdJEu5%Pcv?Vwkn6P~C`l!D}mxUis z`+fTFy(f=3H!TkGbX(e?P;|3ejAu%iClO(8#veb0P)JUox>=FEkAad>2>ML=ox6Yh z4E6C7(F?lJzfVGUQSIHW`~5CugQqMb@^2+X(Q?1eU(H-J|z!UD3Re2 zVP-TQ)njTM^V2k5$R>h)=nEFs(jOl`T6Asd0Sjx&bBRzNdyH5pn4pAUdnJRt2c1JO z&nLpMjUKm7+Y;h*`C&l|PpDYC^Pds#<2Uh&(@&lBC}JcBdv$@lY|3M3zTnV&kXl=-~h< zRA|o7N*TYRO=c-*zMASpB9&7iUsIf%cBg)s$Xv>Nnmov>YbivMTT&D+39ePB$6hexvXwp22UVTT%+NN zSZHtP4-mG}r8@)^aghT?<0Ob3v`}BwpFC(G$DZOXa*S$_1h2srQd$KCwec97Jqm_Z z#6{aE8Yn^Rv4xy8Eg;7>&t%vh_Up6iq8)e*mJmSWixAY|0wK(rpLd*89h9yF1E_=u zA-V|g3oF3bI9%ZKqTcXyJL7dJU6PS77B&>-6ebbu6D`=iVY@`O(iKo%whWnw7u6fS z_%EurSxh1r4JJY9-0PGe-Zv zKYmjEdeFlxYIF5l$FT0(b=m zQ5u~yl)$11{@b1I-c+Z$TDa~Flpvq)^u~)NXi3$KfQ9JC{g%Etq-aB720DWY`dgjh zE1gWBXiqo^O-O=!t~;nzNzvig6tcwCuwvgpnL>KfX?E;ksrd!F?lIAbnZl%1P-4a0K(ML3|#4 zVObeTaQ{+Q?80N>v6J+TV-2}*>476szV&CE=~ddbaOoLIaL%wyy4<`(7BgX6dVD;u(KOIj?!e*4uSQY0zpg=@k$Q8O3Rq`QD1KH=6%bwb9?@hUFZxQ>r(bUn#`T=0xmu{wBb> zuduR8pOdcXv$ed@e5f$zm+!MczW=4L7MJf&0j5p^yg262VZPaXqCvBRSGFRD9`%jp zvn7?@`6#M4nmY<}{?_^2mHLh59~9Q&HTg2Y{C-K8uL8_JD$M!I{I>ztp2AwZ%zFW* zzNTbx%yxjOqsbS?>;#zl+}h%phXH19N%h$aFm=S-;&S@CPTy$$c}a5qIgnG2pNq@s zU2ShP^)-@@#A`Tc z9t}Hsj`YvD(GnS6MmYL$C%|K8b}&(KObH$t^H+oKo7!9y?Ux3h&!+e0L(%D8zdSl` z1r(h={jfYbe-=W~XH}(~sjt@{~_jYW|G(CqHn)TpY+9p)$S`>~G0OZLT zUU)ZqgYhv=MZ?;5y12NZug9^X$`*)-);@N)Lb>s$@o=y;84k(B*H(i?XXO|nqN8U` zLT&mf$@P#5sXQjl7f2qi>b5A(C(q}BrHGdUUOmxTYVm@a>H3ItgK$GG~<7TE@?)+tXgKRdOgyNKb_`!4bqI-3%txSdd=AwBUvo$!W2<& z>`Ya=b^L>L_&7#MvplMmvgSx4c(nN1?q#XD@|UVn?Bu@Mov+`s*mP@BQo)UUwaZ zHpyqF@JhQe8NTQakTnM;x%)bvM-|OV9YSoCEpo6;yzbsj3;@d^^PT0AC)1OF%sS8_#)Vxm^bcdP2IY#lVa?gCh;z3UMrw!Ws3 zOSot?n<=7Ywa7xeDa5pFp?lu7p*?Hc`PuKf5FPc#6iuXR^sF@A1L4Xu7&bA%f&*9) z6`dQ&RH8?f3S5(NCD_hdEI$sq+8a-gj^YG&XQlCDp(_lgK+A5U1813>`Qxfn?Q_Sn&0@byj?D7vGgTlrXIsw`mrK6~l4j8r7nthyoVJ1j} z&TYfJi>)Qf60OGh<*@ld*k32vZ0;k(Wxo~ey)1{&kIG?f_K{vEnrs$@oVXf_7Tof@ zX@O-1cu9WPisBTPQ#jvt0g;|HEr-ZATR^0zPs<_l%@q*olkLkP@;5_L4v5zAF$Opa z*1~Z=ZPSW8fEFUs3iCAZ_pCaqns?;vG=cBR(I8An@9-Dh(V8s{LyCU;0v)w_dNFnO z0{ICe<<2loln8q{JCP4n@I=QaNEpBD68W)oMM|W5>)FfVd#a<*cKqxVUeO$dUMZZN z!Z*F6(0Y7!3g76CLeHblPT`w-1I>NLpbbH&+ZY0_1#QUdX9(I5h#8EvpbdF{(Vz|a zeg>Zo+K`u<&BcN?CbJx_1R?j zxx)HQA+9SS_~$sD zIcug)E4D+-5XSf2ot=;ng>VI~LX&}5DQxy=e5zCq#RI=;^(M76Npk}`6aju~ud}bm zqj~Ku0|?xuJ={+;I%(AQxwEGs6IEbvnv5gh7xqpj-FAHLab9cSKm>M^o{SOi`l8zy z?)?d;e^ldTy~`=d9a__(3DMhiJ3OzM*OqsU|7^T$je0fJ$fl7X>H-yAhTKB|NLD(-HYTodbj93t?ob5yQfG=3Ka-Q=7<%4uDZ~-* zx4Nx;?ZKFL3}pa;yV!lr&d|8S%-e_oj6iQ-p4%Nz_(dZTL^ZFua$uBSX=Wyda*sB8Dn6ZSMcbO`9aw3+xkdR$D zXpQ!;z{7g4-^U~`?q2hbM-~pNJO?LKD{c{_tmM3A%%ceKHTS3y^zN`tvaz0tQPlw= zFxpuip}XRKO)nJZt};EKbD$Ya+S>G+W@|oAT?2XQl!DFM+dUMeymRHcK+kIn zig|mx1Ci=_tJjI5cIO=?89?AxdPhgovoDD~iU40S>D3#E`_UUX^A0lxhvJ9)#?1xu zFmf}^Tel8GWJYCBIBz_=nb+cY6al^@>4SSO^#Wn;${>Y?N0M+fIBU7i?z0fM#S!pp zK^JO_52uq_`s#UYWdPW8fI@e{d7naaJa@xVC6QB1!^TU6gIv%wbvCz7A*59v-d1wVJ)8VG^BeAGI?2!B++ z5q@5!W1yx568Q5+h*XFz;JjV{!4S|5khFLxfKRhFbDvj}35>@BI5rtfXjbT#x_fY5 z`|VK#_#7S`4z+ciw;3&jK;ATeHxRHh?89?}#U#3Vq$=51p@bPRm^hUpm`#Hzq~{Xr z)w#=|SE-i_WP=huDK(#W^f5S1#u0hnJR0e^iFqfQ^u2(cPfc{@)@(aj63|NnTwdF0 z;Pi7eE1S3YjMFqY0=_~I$GF~FPa5XcXOAMlo9+=hW%~uzbE@g)b=EsH^h$#!M3)Ch zNrC!782GW~nAcbtpr!#5`1L{e6`Uj|aA?%K{k-lphZXJ2o=a?J%-d-qH_3Uar*J@@ zR}}?ADr4oiHG;li?xPxWUTyIx0=!9cZ{7p%q|Eoc+CpeHMR;VtFESA}s-rx4^ZM+V z!NBM;@Ux|rfzjeIXx*2gaX1|6W$e5v=?l_iEGf+f|FA4Kn*)p8Y;PV%7Z}WIe(8IW z`8+SJqV0>hb)J@IfjjEz@etXC@B|J7H?a*n)x5qhk5`{4uOo4Xap@7;u}(HRchh>T zCSgf6T@6X3i=U}P0g>Pd*(I~%)A;;1zxjx77u|DeJutImxCO2n%e16`Bc34;<5LQ5PFzvTS$q{&d z62_{HzZb^cKToM3s+#6)0|(+{r{mQabm=ya+DVIfWj9!KjLTpN$=l<8FA{v-jedh5 zfNM0j?4j@4sd(6{=G7bv6|bIFaL8=J7elKGpLY!QC?fkR2Unpbhn;wFmc3Obu}C1K zrb7~f6(*n^morJu;EW=`*RY3$$#L_~(;?3U>swm$dXN;L?2!rGTiBk|MVQxDzyJbw zk^XAb@5GsRNuIb=} z>Z$};ENkyc@KSqES6}u<6Bz$ScYuEl2epvKc?WxohtA;fq-5(tcGPO4cC|{)YvP1R zu!Lmwhc1@=``Ci0oz|GQR|Baz+{X?CBUyrJ1%uT2vftW6W?70cKKI$@SfOck$WH3$ zR-rMP{my4wpPNu){=V9{+kP<^zUp^72W;-fKTdwE)<64vZ1x13!wIe*QhJ?T@YQKF zP<8VO0XDV|TZ4n{7~0lpJm|fKVuSYFXJ0H_s4q?})aqw{JIi~YH3C7A{??F$Fx7_- zy(_=L|2F$nQba1)%4dITydt{6vWw3;tw2;i`?mY))5b%%J#i+x^C?&2Gi3k8AC1TC z)v?w2+l8z1x2IO;C5kM^qUkjZl+usv7%6Fq=wm|>pj78b6#$1STVr@P=TZz=4NNn5 zpz01GH=2#R)5-7%gM6p)l>1uav&LlD_#89EPPc(@@xi#ycT12o7g-v<&qqm;oq(k! zF(B2&?`XQzAY3AN@AKa^ai7{`e~9@1@${J1SaAQLP2=;S*|Z%_X+GcjovGg0pw+FX zmaws72pgK+(b>TuP%VQK8p zjBX!G3@~4i@Oo9%S+#1@((8_VXLZ*G{r_0qxGVAhPdK1;+<4SFfmH+7yYdY=GJ1fS z!lwb-guPj9^>%Xcb5hvpsE>bcjcBeuo@g;r1XV*M`-<41k%!+H?uM0=b;HTn>A_~A zNoEOIbftS%$P`2Mkw|%u`Dci^;lwZ7kI#0HyePmbwe z2N~R*6Zo-@8av(5ODsy+(p@ILSI=8}xQ}Bi zo~&EOja7Gi5R#M&IMtP}aM3}xg$buA)o{SYSV7bn4mKfoo1)5EX-_pqutUH5d^|at zI4*&!KD=wMRKONCGti8^;TE?{zX}UHLvypG70sQDhPLe#PPJi_mD=vBX|Lb$WL>2B z?bKG$^OJd;YU93O+DQTF;~JH$`?}rbYcjQBW~U;_q6I+J#rqx=M3;%EH)!{#2xeA| zn4O>|X&g+o`p_U^p4~SJzhZb$trA_1frfK}rTW;8h@Uogu~0TEhiA^cw@ofNR*kE~4ZUV3UFz1F>^4WTm@!&)Ga`mTHMirS z?A#CJ3tjs8Rny~C8xg1P2YAUiIaOn_#cHKfZ(7!uP)Cc`yutPak4RDBvg? zD-L-(bh+kN9D`B4%}q&tjB2g5$KH-O5;f}#Fzuy2c4Z0hFa<XZ7>;e5V}#-rxLzC;h_AKeuVygDgfe7j z10n-Oh4uQ803l*^?XD0-gV`l)0>KH6+=x-(3v>;i3a7`Ye(}_xx$PxmLiT7(p}_?U zElk=;AvOWPBRY2R5hVskv#S2A8`3C(02ndCi+HcNpRl+?s**TRq^MpUhM8rFv>s9B z9dF@Ht;N~ulXk1&V=A@&Rrh3w{xd!qZ{hcsR8en4_lsv0(-{`NbrI&eqb3`mxU!2$ z;Hw_CsNKwhSk7U}(T#GmW+!HzDKV)rSk*P+GQgT`%{;XG0lMoO4W%mXOcrdlx|FL@Cak+3!Vxn~q4I9uFOAkMaD(0E#39!0pv@Mi_DG@Kl+vvMVUFhf|go2y0rZn>fgMfF!{ zL7lqVt!0+?3d`FYHd~S}K+Bk&8LDOl#-ufV5j3qvtuEg66lhkHrvmS|!^2HnZHU;p z!!DgL)INnG=bsd%(|xI>n8i?ih_wy&g0KULtw>V^aGAT;bq%rSs(u-B)@L2pP))P| zw7SUN0NUl~lC?KEG*Ce>Sa9ifkS{V$-u*PEK`}SVi2ECd!(&}J8ohdN$20&<8|_aG zBHrWe7Kn8zsAgpWie?bO$FUeMF$UeE>m`R2+HEFF_I0Wbr>R^HoRk{sgSbWaZwmd4 zx(J}FEBC3s8jrx!c+8R2tPWQd1dE}2%(qKu6E6n_g4=;0*ca>bRwnP>X#EVFFX3ut zK6#waMz>CY9Xoc+SO_&W*^YE&%+)yzfF>5u>ih%F$izjyDQ#djGn#vJY%X3*72Ojd zK(&4uBUjg-O$P(g%dadMCI+UTVpfgu2^By~dh_^N;>KYFn?B76C#cnh zr}9t5IvP%fII66QUvz_{W3ULiD`H39;8rV7?LWCUI{nASAbA-=;W*<)9i zcibOl?rqYTL8biHO=%A;%OB>EMIdHL5^z-4yi5(%{h=!)Lkp+g4?JH$yWu_?I+x3p<7VKK_Hnb@KEzbK-@}}Tq7`dBYp&`^^{iPW z)%&~KPa8y!<1s|v;3yI}AYA{e3ks(h&DiCg(Bv#n(1;`u)cjHxbW_^XHNR@qxyI$R zih1DbqShs6BHSzEp!J{J z-Fw=&Pa3z)8b^b6T|C?TKe>1@Paxh7t2v41j4Z-BaJqdQ3$);si^R*lcW5KW2al8_fd^);)d;1zMxP*i_?53%`JD08@l znXgV7aI#sqyO-vZUy-;U*{ap=v?AlqyOyYGQiSWH61nGSQUFN9nF~mi!IzTWco6@{`QxbX&nqK?x>)rd$9@Ff{?5XvJ zPGp)_V4{{vW;@qL(QLgW2EQ@oI;c3Fl_c?Y{9GFmc@YR&x`nto18!U&_IzIt#&fwj zPieGQbZWK-1JsYSUTg%8;-iNiH!>>!nJXB^Iol=fDxDvjadDRZ5STP zMmA-pK&j)GF)B&28kzpw-ofo}%%|w>XbK<|W`N^Y=OCBD$z9 zs|Kf$JH+b3BLPQo-zGZkbIe9-oI-=0!ME=+qN&Qs2>b7&gYJa3(RFM_b`#&zBqGXi zJApzKV}z!|0q4Ex1m}hMEQwNW3#St(uWcA+mbc_=AexT*BV{BMP6#JTcNKw%y zP*~S+cGB&>NgPIS!nl`E;n(iUW2D4#d=TWi6J*>RjFaKvMZ?1DqyE;o^%|$FC?lKn zBwN)Ay1Gq4Q%;`ow>##5<~}82f<#vWi6qWEG;~E9LZ^r$xF&$h%c3P&Z%xrUtxmF5 zitNgGI%rL8Wkgv2@w319%fF!iRqJ=Zd(K0VjiomhX4-r;LLW?WXTt-RC6fc-g~ zKD7?#G`JDwndP)XQO7!GZi-Rt*`tuoM%V4Tg{t2B%G_dudsQZfh@it9EjSeb(lzsD zvJtZ5oM<;}=;*k;W!A1%3z*YER%=#>z;bO`THa{EG9a2bWQ~b1(_!znRJEZD;Hpi_ z%9}QZ0_9yX#K@+j>ba;RBaH(eehEuSK-F(8)s9W{V~;ug=l}V!!8h`J%KvGNMy-=i z5uJE69G&oG5x)Lumda-u!!fLA@G#}kB3Z2Jnw9Gw`KM`(EXO7<;;YVc%D1Ga6Ilxy zs#~|s=`w?8V?yK%PMAk*fR_(uAgzWWK}j#;jl=G1p1x_;tZ9?hHeb7PdZg-YHlx&o zpv;uAV(}Ti`CdpAmP`#-ao`A!LYO?9hSB9H8*n2f3c;$6zv@k1p$u~96~{wqc%al2 z2)#0DMFl+%A?Q7&!&!9+8xKh?aLNGKQc#0c-9od`l~)!#vJ{v0`mMnWTrL%-vMF52 z;Etpo9NW(kXWl;<_k=tEtuB2DsRig|4hF<^t{o;fp%E1me5PuNAW$yr5pqJEpg zgpINXbN}GZ5?wLuWM-T#3%RqMCC9B0tIHH<7f!IQ8(w%$d&j6J%dMI^Tje?G7__=d z)9m|}%1S{Rwqb>E0h5ZqsOUbZ(&`ykynp&5Mnat6n&8+hCI{|_F38_ChdS ztBDG+y1Wa5P!rMRssHhyr`kU|Ey?MhfkJPSh9^p%*Ppk&T=8VjPS4;m{rE@NQrn|# z0s*q6G$Lb)_9@alf7*Z!P^(_B#BS+enDe(uq&AjpmC~cas<>V=DOHeo00Zcy(`thz*1*Vap%qzj24mJgzQj z#aCVAa9|u;!USk_`z!O5Pc0d$u+Z1`ru%SPU^$L0Oe9;WD{gjKV=I|4tPm+YOsn`Y zd?ZZMFf^!%HOr6rLG9#Hw)PVzmm;X@9ZPD=QG9kuy^Rx1suyJ^1~Ut73PD(y&zS=I zM=0!u;l#lWyZTX_S)ZIbat*Z^zJO-i#dr<1`tODvGcMdo!>6>}No(Fp8BQn1(+S6v zV4Zn{^DUTsntZhV6H?GsgPH1d*?Ir0su3V`JX0^>#_I~7N~WAfsy?#4JIFR;)0BCT z>L%GrI7ATnx!s_n@HYRNv0e5EwBpLnr`?ME4s-aWyC7BXGa*&?wqgDCuQ5K`+t%1t zUzJar!$H%AQz;3u(=soC{Z#szIn5nnR-a^Lp}BDoqIJ`WWis#)679?>(Xyj7hi2ZP zZz7o@Kx%n=_S_^OqsF+%^gKybjM-&@uMGFEfZBjzVlHfVB{M<8&r_LqV&XNz0VT`p zvq+HC6Z+HhS}-`MF^F)-A^|3idw7f8;X3{=*>aLwg9^Dp&I9%uh{Xw;H(N|=y5xIHDSrwaY8Q_hcgZmkj-x9? zOrq+FElNNDP4a98qk7L~=_59Jgaxe`N<@#iq~j)eY2ep~=}}c%q)5@k8cYhWdjA+} z_6gm@NH-ObB;&>d&xh(>rBaXGdH=Akvt3D4IVFKRwEBTzBr8t;;#Lh-`PAH(nP1u_ zq|Z)+eNzV&KNgs3)et{1+4G3!%H9v3HK&v%MI0r%nTrYw4BO0guxj(ZIo=HC#XjO9 z>1qq`USdhnl{;N+l8Z76;UhyBqEzo2&AMYo#%Ho=)xc?XB&p@nwy{Nm>vSlbez-q* z)ruxZ*>1Go`g82!PQX=L-^0CX2F%_VAs?g8e?zJgWTHe!BT`iiaIUP65Yho`Db6PR zPZI0R_TT@#Qu5#ArvFaGkimm#rutn9=?itYo{r1&+= z>e`b&b|@Q%NFmtd@KBn1QNyi~1az@kVs(+7Tlf`Lv@sk3;y^5pD4Jncev&LhB)}>? zgtD0_iE8+)p>*?$nno+U>cegGx1?5e17Kr+G(2i-lMHW@4BBdB$3I{8T4Dl&RJ~2C zJnF6UlV)pdF5=NFMeUo|;)^k*?_8iCCh)VVdMp~~=n6-#Ka5dbpi=NZQAxl)9^!vm>4KUxn;os_Wa><)TQ6J*)^D?l~%JrH!4v1Dw3q^NQ?} z+^xynx3)A6s#-BCF@oh5Iqc$QZfuFr1=3-4Wpl?#p#pUZaiq%LuHUVc9jASdOQruY zVAbY!AN%Y<79Q?^SNYdw+Xkn=5=9rrWY_kdI5u;{6`@wQ!w?weZM1pKVKM?;H=>xy zOw;`mR&F-X;}l_H-0GHF@L=dR*ICIe-Du%U?W2xNnN$O3yPPyIKDHVZpkUNJ>V#Y4 z%psGvu$=RA2#Vo&;wON_fl#Vu2bbfja%2_Ntc~$0ZO^!pI2=*bRSRxnC>4Bmh?os; zk%ZtftsvOfh!IWUXT_Ih2>MxwW4B?j$fVmds6SsJo;C+xn#;%{L!KRMg^e*}&Q`~( zu58o828Ac!upT;yafZKZxM6Cjwhx-v2BCcMv=O3>{lna>(V4K%x4y6q#v-I)s}Hd2 z;aDhY!^rlH6~fFt7(g^D)X%Ijon0LQReiWax3*xk95?RU8&=r+bdOeyr~{&3Gu48m zjX%b2tQ{8$B!Jv%?b$=r!NVCm)koXzD)_O>b6(TZ3m97JDw*9I^aeS-9qbS>+YxZn z@JC1R<{7Vn?gH7oJZ3^=KBGimQvC|8dWX2+OMJpMGV-mX#gC9uvNtB5SJ>iN1Kf3D2rBGl$^4^B{=YBa8^=Ra$NBA`DgO<$Lb%=>+;rP z^Y)iW9!p^Y6uV4QszHNa6UVzf?8t*8$qz(XA8~adTCO&0$hOn$#R=dA4J$+c7kAM| zy#ZgGiHcjH0%J)V`Hr%C9|5c6j`r1Lu&SovG_}xa5F`B?IWVz2{Ep6j@D+f_t%=;^ zJb&6GN&0jLWOB2%XbCgwI}k6C#>DJRc)}?=*FWB5*IKBqMN{i=bmT%XjL}j7wfzxA zd@VLCMc7el!i$BNwAyCx~Q>@q61V^Kc!m^RU;Z&BYQxx_?`8G^lD$lTqNvxD5 z)9-C^V`9iL&&P+YICpYZw`9nhOh*&9P}Eq}x+gX0Qnl_*Y;AF}0ePoboB*==6&(3= zmfW05qN}sVpJKr@F==%>Jx&G=lV>I)sPzG+-citfc0MZ2Y`zl>wkXuX=AY8G{!R~6 zxA_SPgeQl(^x5@}R5yKwe``t$R;@W=gO2J(cX8RDlvZWUm9PaLdq$f}3gJsc$A3*Q z#kV1IG>?IWuv?T#3y~c`h1#XYa>QoS(;{`4GcgODyB6{Cq+M6|b^8$l%J!|70)Y}r z=d-?WsdhORmWHd=k>3#x5UO<&gpDYcY`m<3D`{VQlCr9v3lmU?)fad9G6~xHr{x>n zPe)X=n}h+3)-or<>Bxl-n1})D4WxziMf1p{zg5+djj}5dPC%>XcYI@1O9X7#UrZ`u zta^;5N+1OU!#q$4rcGhtKoEOiV#w;l?9fo--64OK&bbE+TXrSz$lT7T=9M)UJf!x~e>I zQ;l2Oh6kJJNEHvC{x~!ezo<*`{CEg&C^DKOYVEmk45|wGV{SQKEEp2&IhLknkyRoM z#+Z^%b;r#PR(@ho5AAYj)eUJ40{4?3>LfSlEwk?rUj)v|B(@&1z8zeN6tqGDsk-xZ z*F^BZoQ~-HPe@7q*X|%wHy(HU`y>_(-E_rfZKhi|AxtdHJRb5>`y&$}5s2S2f78my zT~G~oHiE(8OMZ*iYqjktF4he6>bKkOXIhrQ|2E~WEBsVhEwmrI!gYKMO|DR3j2s7R z6wPJ%W(9j}FT#TN-GMiDcEf%I^)UfnO+IKd9Pu#$o#Xx6T*t|q+9Y=M4`OjGCodQ2 zEW(H?NPOE}8WI}j{1561?k`GyNNY$mGpcL&qUScrRY%W`TQX8onYIjwQ-6h6owpn1 zL5NT3Q z6rsjos=}-$J!o=eUV&2)<{`Ieo z{h$PyG)S-kQ}!cEZR}m!er?OCv2Z1h!S<1va(!$tT7FJqteR~zh%q{jj@e}gN(u=y z_e^on8~tfTu|a_b4~AcY1fM;9+&IRGPriQ%%$FT=JlbSu3t~RiXd|421ZRy<>XBx{ z5n_?n!wOH;d3M%#dT9j`+3bYf#-4IG8#ey!g!y`VG^CwQID24Llku_HC3Z%X6fX8q z13su*6cu}}Jvup_=w(;g20ni$ZO#~2U-Cm-?Rk8Nv!vmf!prUPOS3H(Z&DR4tMRp^ z3Snj}C-I6sw5)sd{7ep}x*$PortgAc|7Zfw5w0xNB-vGuD6c9`095_#9xkQAde8XU zd<0?xE)q;nu()6w{p&WLDzND%$cVUz)h5N^Am|<`6mZ{Y9EbBSxtWxcj=^nx&p}lE z++3|nTIS?2aY06&2FruK|JOD7IhJ{hb|Xs$$+;9Y@yoWga^lbCsXq47o44pZJWFHB zAi}ST@Dv!U8$ava&Q-60s?Kq+EjRHE#UhJ7O_v>uPo?vi)m6jGvpu`KWFdZOg}|9l zTnOI99i4E}*nKwIFrxtac;o923#!;@9DMv0IhaTa8b|%M9gA%xfpXolLR0V-r5x~m zLmB++=6I&^60q2)w_IND$xgfzNTNEa5+oZibBZ7u6>}=cp}HT5@v~WCutBC3y>{Fb zrKU2N%1BVnD1iceoEC^h`;?dQh8|LWK2u7%7OOdYg<}L9bcD#1Nh=Xw*SAXI ztG}t0!(`=T7b1kTt4B({+wy0>Zc5>dId$`7r3hJ%VoniaQ1}P=kyt$gjBVEXc=*j97TyB<0JyFaU`v`hg(78 zyD5rtc_jE}f>-Z6u$c}FFOIGYFKR=K102y^WCNUGr4}^~b<}DT(+OhIHtM!ikv+*` z(x!9cDdo&gN;AqS6M+!7x+-DArP{^Exf^Zv;{`b=JCtwP+T2PBJkobW+Gf6(sE9qGqKAT5UXZJU-jRFKnC96p#8? z=LC+lUYk-uP(BFJ_|P|0lm$J}cBfEOA3QQLG^`AiD}oY6hz!s$X-k3nNi4!l@ai3r zFl7;>HR+}ws!2B!3+ryt)~tb6zkO_N`yu;RmX~sU_4ZGwLFh;~ zF4gXMzkc0L{?mf9kOG?OzwbC%IBAy1c22C1_nsfxOiOapB zRP>9kN=tZTXV1>)aP!3oM-?d$I5Y~`9llH#@MzV_jzfl-6jMa{M6>whPTHcTs0LbX z>{4!#kSCZRk(&`GL6$s0s-sq$-x(%7L2B4OgUw>z1x6<4AIPOUKZA%Z&0sGTy!U<5m-j?t(jGi3|>|+2fz+ZY_8Z zkB(q%&9chu?9%e(nq@w24Z7*GO=VM5BLkzTB5T}g^(pa$8!$Jl02C;2JR_rL+4`wo z4KZf5z6+MU;p^~h-*qbhe9gE8C%HS5^zt2N`i4vTNuO*P2?qs>q@-)zKQ zYk(LyQoNgX@sEWK;&$LDv?-yK9n4O?jSku<8W^=OugENLoOiSboe*{4I4Lkkj-o>| z*X`Ff2us&V)<_nJ<#lEwT2-{7<(xny7#Xl4?O-WFX7@1JTe6l~>NJtiR+t

    uYxx1q;c2 zCD)34mP$6oy-fcJ*{(RL=ogrlNlVpoQFxAEM78V@t4;UskleR0{rtmlu)G#_fYpZl zGh|*Dk((3b&EMDi+C>g#0f@_N;Hou)o8(McziiW*sFgIMfTfk`N~epkNrV+nrpL|1 zVcP8GmJcD|@6G47ymi>>_C0!dK%*`l>Edr1mJ=500*eyg{r$HkZjj@SJ&NHVs(0~> z6ERZ2sU2_)KNj6!+mKgjS&k7wPi~6#Uu&!mN*3Fjjs$L11Y<|Hd1r0B7>YWJ!>Tr= zLn|4Od;nb z`)d>Va};0Mpk@Gd840PnBwP>f{+?82Rd|rfGt!fy7POyhCWBR7djKCVMQ=6ORY_T4 z%~0wp6tmV|d?ak~MijK_JZ8O&ivr$|0wT7~>~GPuLHCHFK`mL*2sApv;>s!aTFpJ> zOOgs2ZXo9yvUqypxa897XsF#@tBkTH|}~u)4R==NJ@rqMTB@ExnSgZ z&aSRyB(mSzAaf~Xgj(GYVZJwX6!lGXkYvq%^W20*DTT?}Y_q<{e}jQF5~7@777-!p&gWf(xEV z4KL#D-Vxm?rj23N=juzGPAL&!VpZ%3jM~Hg!UCY7kt0PFIIH&VY@5rh(xG$-7OD9K zigM3Apprq+-S4SsZP8-QRj*a68e(dUFqtc6PNAS9cC12?9Go_7jt7{KI!V?oC7rnrOKwr%I3xdcxF|`@PrSKX@gh^lC2HV&ER8c2aiVU zME6%?7is*t8ZaGxi33XMJ+Q35L0EA{5;5kEP=Qsq?g0M|J;U0@M3X-8*}>kTtp-)j z!U3mto|1uJ>?NPXNdtz2^G+CJkLOLg2TAK#*6_OWsatf2$RbrY13CiN>r%X!>P`j8 zn~1~KX8?j8guh@T=-!;564yIDzKOscF9qzR;}G*{4jIenx#yYuSjR; z`fBjn^iym)14hArp2VS5AKweW zO{Rt9n13Y{0<9e9fzD3z!f)^Jw{=l0Cf0$WK-S0jnDbJweZ5U!e73FGLgEPSzsM?# zCex-Udkeh7xKsDB&W5MdB=7|ot4moc3^|{`W!c_!xJ|Beny{f9`U2IzvrMsDb0*dH)QrYb%#p z5@X9Cc^Nl_n%lU>TQ*xW(raFiSFLdC))>uRTfB^0oYCV|D`uaKu+g)xNEtD=!t#eM zTTsnh7I=^@)jz?#+X4}+~E5_^~C5n}7PC>&4+pxV0oe7s0*X^%O`(HYs6giHw zwxfjEVpi8JKb>@fHp_|tC6A@Rc>;6}RsJ(eVKJQ)@Fs&JC&g$w7%W=~i|M3z#vGv( z>(U~rv1D;A5VUIjz8RxJEpY1Y!WNgM?g3zRgMB1-IjR1AiODpVnB4M(w%HAnJKNdm zVpbKqk~PucB4rs|Hvjp5{=YGYD!8M{xSaMGa7 zPdfv%rfPUhb8^kPxRMH5b@>V7HXig_2TbTJgvq#vYhBtemew~lW_A4u-vhX9IKsYp zQ`Esu$Y{8v1(C8;MP9|EHpHmamYwB&M>ijRiTnCcYNZi4+up)j2Z0(7NDP?L8wnAy z)vqMX&cw3aD3Fjqt7d_KPLZ|djEAjb1g$H<7S|j>Lok5FMP0ZKBKsY+$;#p#L_t=U zzq1=wGG*D2W{@2PRnD?-0Mo^^!EkWZ1-t9Owd(BDDVxlz zso@(Jm%riuXN)cIt~vX3WYdmd^Fb~!3q21-)lb`>o#BzxLjn@(p*E#k8;-C&J~P0_C zC9>N@#!eTiTHel0Dq7LOrW)}KV8s1AdHj%EN{%$FaEvlX%>lZ8Qj*0?oPw(^lVJ%d zF{T>InbvKwo<_6^vf3c(N3fwGJ*!x%a}{m&)v8^Psw+>-z9nS~n!vk+YIhoT+)GyP zVj32J;m%2yCX^hVbk#Q|(_wMBfhiC-DZye5tl+BmdG<)DJGbxM-Mza*-j0+E>|Vp| zm*gM```LmrgmBemHewjQ7#)2Llh`9{XCwXF1Ob*u$--wNy5iC6c-rp+)7g|1IKtYV zJibq?JIork!`05DBWH(_(iBCPkot{VxUIsRi?Y%rkg*xOdoOu<$|lU%$8E}#R7*8Q zc3RUIZwTMEaznWLvX1-{XxEij5Z8+4Et_+{^)9&%GOc-?!@Q-su# zgWx%Bfg$vaZiS6vjIy1C?xaO@iyWf1+yYLi+o(D0;jMQH~M+c4y)E|F6ij16qt(DdOQB@M^ zH1cKRexTfcv-LSOq3VA0IR`t;xRGm_-7m#eUEPHQUr_{2v>g~$*K2E1m6ByQ=;v%b zM^J725ox~2d^hYJhg4|d8?6VPEJrfL)Y@F}y0y7f^kA390&WoT3X z_mX9-vsKqgPCT#6x~XKP%cfMTW@8KHZB<6ER{!`EEMa@Tg@u_u`jb6V+S2K1K=5JSNfTFfR*N1;~NOYQK9G1Mca)0{g!o0*okX|S*`N}m=v?y#xu8- zu3QeN8Zlc+KTmcaTZ`tfs=vA~|CVF0SjFDO@k7kD8h4M6`#l?ej?TH^V37D3=}dKn z7rExlcaao=R(*lgkwK*XD_nkpAPJtq+Q}x(9T6?pcY+Q4a!G0yv>}MTlr&m-6 zTis06na#Jqg4M>5w)?bhWE~q`>(hrvJY;qKzJdlnX!!#?9@Bw;tDy`a@jI))n-LCQbQUWNhu2Wm*8R>wm-U=a>EcnpH|t;lGLIsrIaqZnNXuutL&=@tMh`GWL1$_&!CULlW(ooh}qWJ z{4dK}$|AYZL1 zhgpDFMH>Yx^gjF66j`=}r;!ODMeo=E8Cta97$y&#bkx%XwqUD|pU*LJNjn~&@R3nb z&;%s1TTxmFT<`aoxZRm6c%9h1pm)$$Y}B*>MYc5|fQ7=C#iv>MPx3DzV%pvaxoSC0 ze^oVJWI{z(h^Q1S8`R`Jx#M7@USTavrf(NF z4;P{wx7X41P%U|zdxfse=Y4`3O=XV;EB@$i8c%L>6eKiinn$z5bO z9hyD!U}r>1Te9ZJ0n8T1Xt5xtk2}2MaBwjeF8y$;M7<35h{HiE8h-FFRV z8V%kE;lBpQ;PU>~3YD&IJif@SUa1KDiBUt308jo20^0_S z2b9Mh_0>OV+#SDwBK&@e7*v^nu?id^GfJ<6^)Dx9K#njPT2wVIrUGf)>Jy3$?hG3b z8+>OT>Y@?92{j#0xKiGyA{`IMa#C_Q=$|;9)t%jZy_NMv`y5Jk}?TmwfcZ_@Yui^ z9-^4jdNb${bm&IU4&cHX0tBQ1B#ym~$GBIT2PTTWh7--Fn1Bsl+wVN@4dD6gVT}-- zbj{`+7a8Or_kIW6*W*+lKJ7@}6t zp{cT7KSyOV(AnjuM-s0UmqaXHs6GXGJ_yYhKtOB(0;_qRUK~faLl&6~`=KWx6wDH- zhNx|POPTn1>KRw~B_*2PR+IU2cguC{Rc|0fi z?hjt}Mnk?Yr6CtraGRckkny}VTjSE8&Q?s0`X5`6Y7O!LE$o(8%x~oMq)RGsRgTu4 zB1P^0aMW^j4+4c&eHdK8WAd?6Um-b|l*?(wpeuec1%5r5BB5ibW!Z@uj%ZDWcWjAy zRM^AF5DKJlt1WYpy{QZe#%jPF-5O2EpJvHnL`+AcI5H@UlaF%N;5FobSgw2lZuN_8 zCYbV>H&a#P^pyphI5vl*WIwp`_PX)1ULetwSKZbN*jcHr7!Nn#Sq`N)=&N|Mf1+xk z&^43t&I_DLrdM;%!<4i8mc0#tM{v+hk3Rj6l}28;Z|j8(0ph~%6Jv#DL!x5;W% z39~asKU&RLzzSk@(`CZt`@7WY^)eHSl?*#Uc4x(G4e+DWnhrr6_PGAo$$Ypt&_AfaB{R;dsCSL`T8Hym=EV&8aG9w#9_fhuK>B8K$yB zJ62qSY2y57k*4uJ5bvbF2sPRV_bR(JID))MRj&)y-Y_ zB_2p=8ytbpY^Vj>%SmdnZlRGZss}wg5*~*q-5ea@TuGQQQoy@e>u}kX%;_DDL-wW9 z{ezjJ(5$4_o+31+-sRwKL$>jQ!{Kyd5`^K@NEqL=x=&6|SEk}R^5&P4FVT8J7C;J5 zZ2Lu~sh_wn>hbFG!EZzd zW`$mSiZL{LhNEr3Aa?u=o_glFeO!$Eo4;2Q6y?er$->BdFO~Y%{%EN47G+m)zRBvl zUW`;-qYi~mKEx~+TgF(Xz?nsoU)`S^OV~|PSBg&YCEWuF;OfeQ-KW+&5%#Q0Bt@z> z7fnC#Fl`~hLhI2=xDTwE*cnSQH)(8 z#TAC91%uMJtcK(Yz(^vysUj%N5Ad3IHAB$^DkZ;%6B<*7nm>NwGBA>WuX6>N-0_P= z4yFnb;0cjw=n;%L#s9(*hitYx-G2O zx#H;qQrnPwIX+aEb>NzLhey&9B#^6>hmHl~19w!jtrpH8iWW9lthjhMkpONveK+b& z_X{SK&GtdhF3XkfWS8Ay+wiR}-8e#wm@k1@F0WT?*=}GO6fPia@=av)4uIeQ_kV@W z2_+g~yKR&Xw=W7NmQ*Wz8Gyr)LPzMNRQyOq-k;l_(s@}`-t1J(cb>%D!eC*#%>VE+ z3tlc?YnZPm`%tvH?53bhYrLI%;*> z@w={w<+;nVvhF{j92I)-FB&|@DhGEASFJn#1|1aVT7Hk;LS}b&%S01LO|eSl8D3cJ zSrzjUAd+^{)ju{6XP{T_u|UXtN%>zmB}?P6Cx`jCV5QS_QRLG{6=I>Kq=50bU>UjW z=LsD_VvA^Vvb_nby3Q1=Wx-1{S*Fs!0n^pFntqkrpO-JV96wfXKjhDWh2AmYCEswY z;j+EMcr%Y$_GXw6qiTF@5P3%-$QS##)%Jlo&{0E+Rlo?rCaUU+c1&|dC2Ul_(;D)rx;gQzK?6g(pR0M#33zbHrqKyyX7PDk*osFD@AWxX?8;UMuMU>gDpo@-3VRA59PP8FPMTMB5sg)CeDja@|LOT(Qx;GQ55|>4B)WJ`ZX{K{qUFFCgFx3> zae_hk8(?Hzcik*;j$rBOI#288S1j38K&ordzHl=}q##-|m6go|GB#H!Ne0}lbUxed zF@*J*okmK163CW8vCWx4)u)_p((J+X-ezlx@Le$+A$i%rJi-+Sdt2#nj=1N1&lq!W@y-$MOW8N9H^&X4Hak>-`X=G0>eu|QR%oJ}HLv@=()!QmR$7XX8dT6If>5p9-_OL=spV9NjmMlwK@A;~BXtyiWLKokeo6~%`!nK#7> ztlFe@;B~}wjLAI_@Td*}pL0)tJ{ah$@``%vDb|B9rHD63K1?76Cb5j`Ore=C+5zHn zhB4AJfU6r+X3QxpW2kKygD1EW4$BxUHd4Dmg<~*9^ajz|DO6)D9viMu2DVx_8ivz& zQcy(wa%TA)lz191hztdWnT~)vsfjxeOsNUEmowaqas}j(Zjx!O*npfnY_rj^wAf9*9Dlq)A+_F znqJ z6Q+i86yiF;KIZ#!s+MbM1uKmMgfT`=lWgFWFWd~hbC9^RN&cd zIYfgFTu$SX_@yI)hbJQ>uIe<$aAWqdc)$UJ3GVd9F=g$cFPdD#2irxmWID=`1+ISf(DKr0 z6VGT45A2XAtm|*|^n5PszVp317(T5q17w4LOb*o1_^@}3`|pqiSD%1-7rDkpW<=;W zk>v}EoOIk~QAN<_SPh$+$N*Qjk&RJk?-|x`dab15!#_WTR57rU>OLhT)A6OZ!@9D* zNEvLyuJSB5HI?p3Sz9Ub81093NA)U;@T*%vjXkYpio8VIo;KOP>Oh5q`i#j^09sw5 ztx=&sA6lb5zn)(ygf)=eN{IK0yC#Ut&6$hv0>_zhz9S6&GF5exApudax+F~+rc;6{bKSCa~jwBLK(L>P;XyU9*K zN`wo6tKZC$5m`oGH$I^bV&1p1@@cLQX9Bq^~+^1AXlnHM9 zWn;H@Y>$k*0#+Wk>K%6X$txKLxzpN}Po%sD@bm>=7~V`Qx zm#TuRhJK2;4P0iGu$9?a-AsOsS6$ua2ROjS#@N|POzB{z5wg%^l}cP#nw`DOqK^Tq zE8pO-sA#Q8$wcjc!_ix$gaBC|Ku!P+iTxgkV4oS)H0Qe@#zlIJ%8zrnWtXF~s0~bY zndc?eedu)^L9IBlhfdKN>5#{TbX}oU@6z~>M>Os;!IwInpXvT|=fn|hBOV>23qe5hWnJ%z%t_0up~yJilI3pVsPLRqZ64Fv)JSI(Y7GFzMIt+ zDbVWbQ%ltds33=#vW&Z}5$@}R&q8m5FEnKd!7B2;_4ZH5PMcs+zUg>}`5I4&4?-A= zIEF{mM8{5bPUD5NM4?sJb_ATKDSsO7H9!JtqaLC=Nn5m#dejiB+dEc48$5FH-0`8Y zOeBagN|-^v#Hu?f$3jLa2CP2(irhr)))@DU*dLXFAX$u3;Et=-i^QU8A*BexstzyPp%STKd zXi{iNNi6!hv5#wHk!3@wgyf-Pxiz7(o291<VaH9ddi&L2DG2W z>j^4>L8|`xp`r3!Q#|F3Pabs-TJ4htf;?zm#j|7XDD-*1buxrQWXLyTmrtY2rmdas z>Ne4c)dzuK6dMCJ-0%BpfD{^(Cd73X66Vj-UNVRyWBrrB|_M0-L~d)`!rNY)QD}-aQ;>@f5Mju_3(J)l;l2$N0R6d)|`{J zpaysvL#ge|8JwhRENeQgbB<5&1PW0{tZuR(l+g1rza6^8xNb&#;jWqBh1HPlmzb|1 zaS>H*@VOTxc!+%-lE6Hn+Ss-SAK2Y;Zx{JaOs1Ur>1^QS`0%N>LV;TX4EnT4(p<@<-_ltEFQ5w$G+4X`fF7}!tCy; z6uCFFBmqcu;R#GXAKpgGuJ?|SR~F$@2wS2qqZ&9nH?uuVKDR{jr$vKbVE{Gql}0JS zcrcb1?HEnX{ATZ1XPfy=&JW|thzz1;*9u=(zxozgfrlfWf6yS$jcUV&IZqs%Q~si& zH+s7NW|v34E7f=FaD48Xi5i-m@Vp08{xO^uRIGEj$P)J?shZ86vdI$RDrR8LB)cF7 znHAj^xr(%#I#7OFkJJrt=7RRw?LS@Dr1ESCMY1bqb;eT>fu?h4Fn>ZD#J^l6*2xgo zVaDD_b~td#A|ReS#zb(DeaWTfrj3-!nk!g@T{ZyoJ*TB_a_HEkBEI{%02ji3gjwKb(S5>6AKy# zQoZZQ3@l&5YIhZQ@G&uv5h8E}s`^Ow3%H23sPIrC)%zp!DoL;^63pq8kecPsY+G6ZtW$!$xmI7D zzbwrh`>l&qmgku9KJbNP#tGb^DQF!R)&Ox8wiM+nX-ObtGw`JyQ}FtOR#aQdQR0rRr8v z;!bJq+%^ydC3ImcETYucY+wl>0cI0GqA~$4Wp>T_0pj1)n9Y5?evhMIVS_b zL~3MKMdZmm-xrIAhlhuU$1c+TsymE&`HB|e7#r$16k>-^(lwn?iU8_vYBAov>LO!w z_yR>3ry|q^VI>E!n2_{pQE>%v6T}uzP#@C|ZQYWhR1Dtg^ub7Ok}1#z@Wdk%HtKOH zT#yn^A?KRj1ERaMNM@(MePv2+MQu_pi1My$a#qx_8Q-c}!g6;ce>W}A{6Qf&lHpeE z;)YU|TH61_aXM}6xUxxkQS!PdDJnz^>ZTXvN!*DO_|@xL-lVr$c}q7u8ZbxxQly5R~ky2UpTL8J4#qK`rd4R@T7wGpNVhRl6ArP6p;53RBO%NC&Xts7+ z$7TCAtL@4aiox6sR0mPH{?a!ZJwN>o3Z&}+B6x#RX3r@oK=I0a|@oS zL4~3TZbKO%yf?Kx+pRuMD%2JxxhtC}ObOE6B3L z=1go4G1Eaix?7h5@Ob;MTs(?@k`&NJ_C{5_2;O~Si$`DiG|FOJ27T0hO&3O(^5koM zs3dv6tmQl^mQY^VQ)&w)Lazla8{MB98!O4pf`p=v;2h%8cG|p2+Lt@qb{o5Lse~70 zYKG81a)?E)Jjbm!xc4G1&$;`j3eQL5uzAveW50XAlpK=a?+B3>d|c}!N=(a8T;X<9 zS_UMyISW&Hz)Hx#!fuw&d?t<+C{4;lyv4^_j&}Q7h;znm!*SbW8J0M>f|Hv*mA2MK zL9wMxpe!o9+SV_qhpyw-V(S$-{_NzJvWK%SEamnMNRd1HKv=QQQou$$|j_pKGsi1DkGe>PZ5efhaGBr&)57RXz zDEHAJ{ewDUoQh1*11(Ej!K@MDK}r>j5ZyT8M^(EOc+Z>0q@KHk>ZUz+Y!HrxGT2bc zEayNy?W>>Ne_i^X8g`}tuWQz1)K9ttaX_Clzu=7Y()Ur57SeLKYYpvlNDD!^kCv96 zzp&DR=UR*rNlS$2#)&YhS{U_pQ|s`fUeO>OG74hpxQq@w+M-ifX5=M>qp+gHC<_BZ zZj6IeY;7^@*4-_J-rAyOy@Uy}vxl7!!<3vKBDXCcKcvsf=CR!G)=_vL(MwSpWY_a8 zZuDcxLQL#el-&mkT9YZ)g*~7Y0n^=H@|6tf1tcz!r%4ROW9^Mto|0R4;ylJ`F3K<- z;kX$rYfjLK)^@sxpB!VZHf^2EB`iGtHEm?Ua95TD&BRndT={FiC1D#h*{woFC)dy# zhALpWPn2?H``>ZMw6U)H9^8@_4qLs~rKs#=?FwZ>?CFQK{H&*8joplbRB?vxDyWw5bM5E5S}Kgkdv zt-0PUV`1Fn62Zo1H^%9^YUF*=w6EFj4ImCdA%|T)g-OG6Y4*ph)!B{jv3+-ln}~U3 ziQ#$6pISuT0N#^@YXd@EYU1UT)1uHym2Hqg*k@%cxPTXt$JLCXjIbnm%lEP%xS1vX z1M(G;v7^>g@>5OhWr&h42klfW+{kf!*JnTUxe!XI=wl}L$-GFGJ#jEUV{Me&Z1RH4 zcySE_QrVE@U$O(Oaz9vd!X89aKtU@>o6^!zZXYXZ7FKEJu312`L5NqSktrszc1$KM z%D8fb5Vxd3)Nq{3i1lf4sK1esq|S*Z&+^V|f#$A9tIFar8giUI)m@~WBrQfE9T>n_ z2E8sUMuX)OVN0jcwF$KinI(?&wl<eU49%agiPKm#a61TlNo9iRpk#E8yS5>c5~T{^P$7KT^kYDTCc-m0EiO|l zPj1tPNNll-!;c8oYvNxcW?8C;wo38hT@R%E7S(;`zvi}}`QZ7=QaC9`jSvb_H_@HH zAd2e7i8yM2j}AM1YXfKH$fLKks(9bsT*3n+)@dEJyU5}hhf!TW?7U;2Jq1>U{)qKc z(s!vnOnLoJcRLtaZBz}OCB+VTjfJXe2i=ikN)gxbi1LUrfMi5jDB_X~E&xafpZ5yDP?1X`I zf+JUD&P%GV4IsyqQ=Zai@i%o$YT1FLisY_QCH<$EQd_nEHwq6ijKj662NFX0@E|7C zI==1iBT2D!5DZsGMG{K?DW<$G%}Q5NV|aT*$W%4yrPg5;qr`$#!gZg|%k3C)GX@=I zUt)nn+9L2rqO7Ve)-cIN_f`p`#U)T6%%%KYtW7RTv8@`(x*o&77!x5-vp!AUHJIUT za&5Pw+n3{dC1-BgAH&^anl-Hs4eACQeqT8$6O+R1N|s5I6qa=7Q$$C7I{qvkf+a;(Hvra~APWhd5A%J$C<)C8Gak z2MHwMlfh1<)oMw{4SYtcgG<>p5HA-|aDjX2Smxy{bl#sL=Tq0!d zggb;{Wot4rB=dfo$beF0LOrw#L0}Y9NreM@!?2@VSM?jc-J-M!pPcZr3gwT#0oQ$v zZD@{;Ly20rtL11PB_bhi&}GI&A&XZ~!rw>TxGE1qMU|Tut8<>euCcJU zKwJN|aHDIi0Pik||4_2KeOhiTjDUR{rbi|qu zN&8$i5w5uBbgeS73Ltl#R$jv$Qup8S`P2y>9C-iwN zS6LPdzaHo!BqzwRg*=TP(=qL)ceN> zwgJlLgny7}iVH>Uev1-O-G4-ODIK-YfFvu}$q#1P0{Rp;3teK=F zk4ICI$J#%rTn%KpBv-itk73S1gd{nF>9^!4h?>I|B1WV9xBL=%> zeiGH+q79@Tr&{|ELsQ-4PGP8SNGu=2xQhyix?QGk5YpSR!CuMrTs^#ixR2#uK;Ix} zaSo{bK=GMcB+oJin)`R7POAb+qEzq;u$Yqd{rqY7S7VkkGUyo^hwqyQ|IW5@?b`|j9OH;tOyK9}mz zo1UY`Zd76;n?2+K7PWZW5V(q>Tfl@P|1|oWCk3tVp^p z3cAX6F=wl|`V9O2?H1xa%?kMfzQjV!v|O@_(mYTOXXeaDTl#(SczVlhOK7T)sztlb zqq$4V3XImfc68F@xdjtV?S6D}p{b^cpQTFs(RI*nW_e@&4Z3czyB}>#PaK^hhZU44 zZXB{6h-8S)8T>J(8(+r9GUaiXb-JA^lX0B`_XDX00nSY>Z!Ru2RuvvCeL*gcF(Q-^ zRUmKqKIE%suvxauf0(eGDfwZDq=|(lDXB8XN$){B#5@7Y-S&KXad1j`(80yFSqFF#xZ>NI!C(azU^sut4{`pocnIQ~n5K`KFuBMD5#_Uq zwO`iudN^~cMW}^Ufx1Psw5jj6RBBDQp|5Km1nzFGFs*Ln#OB=uUgA_(SpM0pwaKBX zf}n4Q+80>v*C8a+Q*fBAMzHY6y`t|o`=^HpWVEq!Nl`3@Ld77ffVyidz6g{yA7{03 zw+`p`zpOvCVwYU>7R2?lPyy*KD=k;{Qwi;rjI>P-oMACQvO`Osbs-Bb_AN5Xq>$aj z3ZLRD?)#vEut$je&!h@y2}M}}X(4=#-W;~w{-EI~hB3nkgcQK|i2_p~&lBqigFGDMJW>{)@27ASfI_QL`F zP#x;cdn42InSrJ**ESLX_fT_($t9(-v8xFcpvvMR!VsP+Xl`DBc%m83nJS< z#t8{zNR;uxFIUC~Kf8yOGCrs)W8;f`(*ATQReSf(XSC|WU#`Rte|F7Ei63f-TRp^i zQBoz!Ss*6}&nW7nU#_T+es;gF6!p=!*w1^1J$4vxFg1@(f_fFLwo@KMkAJxWKCY9{ z$KOhpdJf`@%ZT~TtH&L37L-mTBrWqZl#AlIi*p_sgZ6g?9gf=LzRr_=a~lreHjES* zJXYUlZTu)^Ny9=|1~AA;dS-8Uc0Y8v-)<{l6J|dzDaanf?!M`?L&sprDujddDlztvYITLVqcL7wqd z`DA@ox(J1=mIg5dH3aSs%Eez{$3WSApHUf$2^$p>2q~Ivsq;+O6<~KIlu5Zzl0xMN z{|ZSqcd6;M^O!O<(C+HIMs-uW2p`H*2(zeqTIe)!bEY+|&m+ubTsQq4Pb$0?XC@;= z>>8s&Aaw*OhT3s|9w8b?;C{nSGjKONcjF7X9^udN;Qw43kFT>)QN!*%RCwDi=ChVX z3RjYJ?5KrN6u{v@!R0c66SD~dZ-p04_y>jJk`*7=)!1*=guZ3%0V_~V0re~I&I}yx zQ!1x^i?CU8cJ>>-1Sskq{myr8GfKY@oAX)g3dJfF5RajHVq`b7BKB9rhQbuO!M_q3 z*o?>X=!OcgyW)#7=VyMNSg^+T+MJ`xYF9YP*sL?A6^rU7C1x#J*OUuT7dUYK0w}5$ zKtCJ7AO%HQps<)mB^Xs?H?t~i);=qw^tgNMoriTZ{duIcitKKz2DZ{{ABGg7(%`6~ z=J6MXco&%w*sSm>mAKO28HDdXS@q1AXFWG1(nL{cnvDv0Di;eO11%)HdD2CC#B#{x zxe7P{-`!f3ZyLBS6wJt+=$TQxFSWL~#iZS%E0QRLpcDEQUz5tASt>bPVAzaANcTkuSm9k~UMk{VfcG4{F zccGv~NeUAql=>r}+jZ#uRF4vA9}elS?%(wX^7wsNQxK8E&fk3uJ(}acmbxJs92J!4 zSJmwaB(fb4E^?*Y+s738cM{QRs`)JcP{_;0nc6CN?)plguzBYHYuC0~Gu3LcRoj2B zJ8y`)zayI+D0)M#k!oxr=>;T4!rLx)ajOZAY#&>eM=6#t<^zpFxI26t<#}5Ygd@Sb zXZI&l#)%Cv|FqL)#!fOStBy}W+zn!sdz*A4%~x&0lOfKvI#P_)el&5Nz0!?be}f^`z+5 zv_b^qu5-cscD6XuknItC7r|G#f%Cx!_AdjtM(J2IUrUC=x3Xsq9YlO%#3u(VOcy72 z{c9?x7<7J%)3_j-BhI=(vP8e>fZh;&s4NALf(a`n^e`q(?y*~XSR1~-fv3Ln)<@-2 z--D2m(1A{e*Btzw?)Kl2WvMp=nyM#bCPEj%jAp8_Vt0k^XKy-hS_4;?c*6}M2+o2S>kTG-yr5?fMuKv~l z6zQfE3Bj5@@ibmLft#RuDOrzJ-ggPF_hqIkW)Qu;}_e zZND1f%4DrrauyMHRL2aQESlB&7=FjMnUoIyCZn4|AD4SO0&`zt7lQ9|gfa!WpGwGS zfG;qFFjLw?v^R>ku@VYbY{fE|bRA@rD#msHhE-LzWj)y z!*-k7?_ms^9?Lo`ciKbpwe7oHWtEk|@VIBnyDewe=N1+k^FrQu#^g{F(*Qc5%dK^M z$E}uSn{%)j<%bKUF?fL?Ru>-~xB9m3Nu^Ybk!n~xBT0f0`qPHPPhq4WU)=U-2Zwk| z$~UPY)S?QSzDNjMf^@>s2pnkCi#$O0?0EbjqmclxEcjXHkW0ty0MaK5}0RjT!WI)ZXM{n_1dg@11*0Kez`Bt>`@r>TtzFGwjtzs{miod&3Q@ zNRxsW!|Ik)^d80)&8cu^V5#M={ZguP>rYTYe}3Yrpg@-qYl_?`VB?zt*1M8k0(8IM4M)Yrd;V`6Ux8aR~!@GeC zq}q+S16U#AtMdJS|B2BdLs0_5eJPappM1*;db%jWOIyRAqU4rXe~(nioX$=8M^NSa zsPY}pk1BH|;aqi0-w-`J0aVJ?jUV0dHc z-Xk!twe@0jtn(Tx>)gu=D+q4(SJ^aPX`!eIWa7GS^}sOw00`dz_b~(^<#Z#BB=9WT zZ3XXx^Ya42PnZwDJ1@Bxuoe`15c3FZ1M#sHw51Lorn=PMzvupbh(_N;YV{6fyz0Hj zT9q35D+C21T7YdrY2$}>4jGCRQ;4XNhnPV~&H2DLm_jcQIEp(?qrp`&|A!((WOttR zFLiu${yGA}eZdX;2z3mzGj}9v++63QRFU5F%yz9aOl2RTvYr`BolRPVH(=rYy}gCK zK^)w{aAMC7A2BS1>5)~~Loq{Ni!eQcy7r5#tu1ET+M<<~_zMftr`8b4BejYH5bkSk z=%+A)WFBBO^}J2jJ##Q6=Z{)H-S!ce*!>GCKnATpC%UlmEGJ1(cRk2`mki`4$H|nKasohJ(TT!T=lLIwNs&BLRHuuy zwS{_`>f}vHVVhSWDEgVf=*n|H)#FE0q3ixP2qtbGzsCg!N6iP;xJYhkL{16yp9+)3 zt1G~RyHBV9Grj;qP8&U@#>s&Zu|Lr6<9bG5*pBmc_Z4Rf5PwX>cJL=R90HkXUPL@` z<2FNX*vNDCNfDveL}sJ+*oO3*bEb~T?cV(ZirMJB*ZPIvI|76QUIBIAV~RN6Ne(PJ z5*hDKCH+fb#MAo)TLk59QR*KuPi0{#N!LOt` zIPNG)f^`eTv{iM2r6!xnK2pWhJQ*!hY;NNF*4ClVkpuI+Gd%FiOF$-+J@r4lM5-%a23 z2r%2&nPNo#KLkH$>PQ%$?Dgpc6|0e~ zeP9vH(D*fwP@GJ)Dpc`=ei`)0144n7F>z9fgs!ZH+7@W;GT1ya4<8Bj!>MH?JhNE| zlL97U9Rgn|qz^k`3Iij>hY(`BjDf-RssGV2oxo%lUAO+;hpfnRQ0<)dD3ayw-YGl1 zw5hoywIm2_kYcT(2;wE=7>r=uK;pW4h&?rpo(wJ1f#zQfWndJ^EbFITP}4*4d|&gw zr$aTgAw%)xhBO(9lOi>UNQ)og%K+z6K$BsFA+C90+3CH`9 z&k)?9&IjQNJ1gD8*EvRXh>(A`yAn+ zAwMG7)TB$5pBo(tj7n3ULz4D;b*fYd(v<#hUeIn}^NgTT?I{rLZ(&7wx)*7zZ&76_XE>GMlKxp{h@?^g{l~1El^!Jj)R|yh6(p z0c7kpqTcZ%c+R{g349>Gi4VMeDJQXOr>m?p|G0;&cf4~~oNl2AbHz+ z)cBh%*l1RvWzCsBQmxm<>BeA#Y6Tfmt^6y2$^SUN<8_!N$rM%jW+J{mI;w9aEiVRG z;_&Kg2S@M&6Ytil&N{R=pr-ZcWFmnWJJX#Vy7hp)9I(2h zrTHgPwA~I;Hsd7jpt5~PaALVpP_{aF_iHZPb7me;Iub&>Ue{XZ5yA-4UFTBNw9K93 zQ#iaiAEkN|G(^k@=yK{f2(7>P24<+Zui`l4!PxFkYwZ^26eCTn76%8Xk*Uie{o%~& z)G-t#(ok==IrWz*SaK;IMZN0FUQ<{=c(w7MF|R)oElIzDNp9$p)_k!n^}b|Pjf#Z* z8{+ZREt(Dc3SVGj0b~gK=B30KSD8X2t(MO7I^#7cji{;uWTkVlI?@5C~Kz*SQ0f8(pKBxu_vjYPL zIgC137M3mTqe{Ts$+#x51|@_` zDLsayGgnAT$bg*b2r42yGkyGCJ-U2LJ}WP zDJ~qdE7_1IYg;rixuBJs{-%II2E!p1Wal`<-nicQ1tQ2c`>aXwTn*%~dmZsG*Slu3 z*19o@mZBco-CAqCg%1;?tK`-;%b;a6lj7 zKS)IGTh$EIEVZi$zE{h5W=Cg=ZYk{{6$59aw>_9tx>`Y8&5A#j%3!%E2rj_mAv%eB zr7)PBY&1+d(E09{cF)E^r;ixD5XG&PhcS|ARliaU|(Sx4c+d&@ZlBQ2qG+OW3 zlePtxyRxP`NHByL9%M7&2c07^6--wq{g7vq225m$vgEYZ#W653Sx9G4ttDlXDL_(7 z6?O!Ca%e(aM7gJ(tYB_NQ&EHx5Z!d3!+N89zBp-oh8N=ne|YH8+~>UQD%M~)uWm{J z1+nL^5HK}P&gf!l7jK5zDv}!miGDymq4{ttG-ZT5v8f=EdnID5@Tjh zIqSqTLIu$Ti0Wt7q&cA~k=~9JR0QQF*6>}V4^O|K;Q|u}F2p(&oMjKzc{aO8;ecH3G`sAEYG(e5vC|I)XDZtirgmmGkCIVsMFx;22Y$l-ADC8gHz3iWHT+Cu*8JIU}iH6%L6AMLU&| z#g}|uWRIfAGyT>(zi(I9c*#I>Ejsq??gB8DpnCV6Su^tSom7b)% zRw>BI;lc0gG2Qj`*&oAcp12S*eR7||TVFr-WQi|B`1)7S+|0T@i+QJzdI@H8{}{_m z98WO)n^c2ZYbehX4Y4X=x&MZPh_AXhm#*;SCB!*25Ppfv80kVpBp$+O-<2!bHyBHP zK)U&IpG;AxO1oz=r14sSxqBh+KQ4wx9#~{~iZ@Si^9eSQ`1epUYy$IC(Qnf+M$<-r zO6_CG@3}`{GOqL6IDfg%VOG=fZSzfEqRk9!*0zkUFUvsgx;**f&y6?zyAo3N1@Dkd z_7PLvgyjYO`PxnbNycce;=UI!0|ebjHXHhJk%7^76GTPMcFOr~>X!77Mod1S*Wk$6 z@%vA4bZEBmjN+&e>`#YGsefklr<^VZYT4E>DK>+73oz`x;#|-D$2g|7E<(eeZ_W?H zY_<$^`CU2Ue&{kN7{a^ZiF?{B=G~ zUL3q+t8Pk5fP+vEO4%5a%df%g9?56Gpp*={NLZldC0lmpwDWT)4A`3oH3hP#GS5>W zoGFvU0$=+Bs0*BmrSUyn&o#t0Kg4;6adwVn@By8j;{|xLFDXAT^vE8lVYjjT=V8Zr z!O!@h;@5OukdN2kfEy-m-TQ?6UkNf$x8IeVQ4&(1SU8#L|D^HH0ryzKA&Zxv(i*ez zPFRq~KC*?B0!fE#2an{Y=h+_w;&s7B)iD5Zb>6FP?9YssRavnYB@?s;5)--dsAtqG zKV`35OeQyu!d!0c--28bW9}92HAKxX^=W+xF)(^QX?TjqMc>mo#iJ07{An_0K(^$m zOqiwc`s6A`Yq;Cl!{tQYWm$nkCUMWOL}A$0*93*rIY?P@`=#3C+`Pf_H-oB9o>WN)ZOmG?cb z#WI^smk<-UN9|#1m>j7o*;OzM6aS|_6@?`S%kgCY6%JX{uI7_-e^D>IuGNZ>oFKED2P|<$AmSiX;(P_;Fb24N=$a8)j|r3zF7%0IHjr zRVKYAlw|0SgNo54&pHM0w#(VqH&e^zqCuz}=`vXg_nS%q#k)^s*rGz9xVL<9ce>b_ zgD;}C(UNZHL;)+H?utH&o9u=!L+@~439`(^nrM}DtY4vVs=j@X1>02C zzH|V_$9#h7hJ4+WQv_I*(cEq8nmmE3b@itZma;TS)VJ~tyeq35yTb&bIA=XKE zq(FivaJBuN6{9||RJHK6Mf1iR4Zx>dw9X#i6xBaHrfoU8Kcq?8jbhIDP8P@~nW5MX zhq>>!@na+JAV-CG1hj6{mcuZs$9l|{5yi?Et75A5BTmg1sV`w+>A@c`Of_G#_m$(j zKYCK6U4`?`Z~0(f9v|Weh`4or8m@J?{m-Cr4}4MayDuAB9>2+!iom$S8DqUem3DCQ zTTq8bu{Bh|ayQu_f{-crAdww6-n*XUb$hKbkhGq?T}w-RFF*8Wz;Tnj`j3a*C1OHP z+Mz$RnWJFt5-~9@aopvtEk>05=o9_JljB-lk+lO(Zx`b& zhQeZFX=62ZS_oC$)=$=sOZ~nX7hf^4{s5=n^&#aWlyxhdA#0~lzIH2xTV$$_{lfN1 zZBr(vp&;%2zLz|UWu{pr(n`mQAj|q2(2zo@sE~GkU>ei^q!I^{+)j`<7-=0Xw~Nyl0-waM%B zSqW)hP2k+GqYXE|ck&#+ltW%}i_a8q5>mo3c+pE2q9@J7!P<>BH48vo#wQPa9>Inu z;%1g_s&|{@3Dn6h`^kL8V=Q-7NoR3yN@p9{KzVsO;cHuszDYLsS#|YsH`kR^GA0&* zH`6#{i7Qo_h{Ne)AJWbt$u*CRS+6Kcf%auk_X+r0uW8i!7trLM5UqWu|2JF*)_y?t z-I3oV)BzX|=H&6IFt!BCH~nB>cNN|j&lXSEji@k`r~!5fu3STqYG3c;i;I+HEqlaD zk?P^;crzW>kepUH*j+HAt!{?m!L0=oxvrg({g!Sg3+krk_(9x0SG53=(UsjRaf>8} zW|BMtbYmeXf=9}=hxhp3TK_9$!)DW6LWT=}|CN3p3$P+< zrBxMqwo+f6H)SX{F&87V2F7nlT%adxxIi)sOAxS_D!{lai-fqozS!`~OtJu{sb)vr zqiqTn!)Q0FkUZaD%oZcL&%U(m~e{*l^fvIb9gRZt^8KwCE39~mA*BkflKA`rzj1V1v2YsvDYjv+2lG%>r`UZ(d@?TS*;5g{pBo`$yj5*T;#XB z_7?>Ad!$IAv}w`J6^&=ejoo{17phlD;q10>D5D5Fi5oS`kxb`rchs(~;=v^G59Mkj zv?$9-;Eoh?%$-zlQuX4^P<^gV@f=xj3U-aTWBO0D>c~=0mjY6%-2HAP160x|NSC4t z>^=>Jc`2-oxq=pAHibgLIYqt}B%3)l!zar@TXPvw3DSKo$!Nt?!^RbV&tlJ%D8&_i zggsX{9I;VX%Ho-v2a{$S)h$MKzng8$EiN=##r-N$8rld}YH5{SxN$IyI(^!1iKQeN zW~2iUS&n0a`NW_hXH$eNbcoA6tUWZDth~|)p&SHNZ-{0& zZE8zmG3nZLY9%^C2Cld{v`eJawT9TRT~dP7E~z%f9W({DG7oVw@T5nVL${mT?N_Zg z9UQ=qheDRaA0D|jL8!tUi0po+w2143Lc+)ta(sNI^cXE9Fi@XlGm{EEswR9$rpzf; znAr5B1mIh6z8@eLc$iRX(A{V2Oo|-d5F2EDw&W<)Oi?P@7{M~aG*xmHAzB@f{>{)- zzM2Z?G--bEQ*J29z|4EkQAwhwai=Ah-#VJ4GNv3699DE3hOfnW!5N^HA5#jqpx5`N z8HQ4x1`VDa=?O$dQs_0=N*9IE>gi;Q=LrFVmOk-pB#(SQqDlZ0`>N9J(}xA%X*<*I zPu$7@$=%+-SL7e0tc#EXn-c;RM&7a}VgvX2KI~x{nGgcEMRUL5d#m^=xGxb4`*-Yv zPz%fkKD7F@FNALSm@?$K4Y?Mk3<1n0l_#x8MHC?0HEVcB_B7jgz2IF_fYdlaQ|JV#cIkiz+FS(GCK{g340G z3&9{sSa#<*TTTh$RhW z9bg5J@ALt{?jgzm9vW#Y2Q(+Yz%eq4@AsE>^MQ%*a&!;nBq$^jsp2|H8ZLzjss^qZ zMA&WSGlt$JaPq-c(;!((!(gw!;!`||lp%`djSZzSj15e*ZDffut&le$!@DXL0Sl|g@TFca zMU%`OKNe|B>>x=KJpUM?EFy+KDV8!k_jf#2AlHMtWnlLQ6vltqm;-BPr}15@w++`e zg6$5X1KZPmhLZ5cKzth5bkyvG9^@g!qOJHs)@=#FR2O4Awxq-3p2D$i>*FdQM;!sau>@5oS3F@pchG zX`t*BH%{M)q+6COk6ndDk+9Sd2|_48e&lcK;0|O)=mY9_(}u$_Dw3Pp6wF4a-^bx^ zYQt;3d@$OfGmiLptD#J)N>%3NN>aNT#1JCUtcFNTYY}wjjpa4VF0G|kG&jA`>d^_6 zSVs|O2kNU;Ep+3*gi zxHAjVI+Hg`g5<>#tD;4$`UsgBDpcO_5A~X|Kg2wHi>>zM9bV4jbSyryKrYd-DY=g`w;$Srh zsYUvbqX|^q34;X7jCzC_~=#rFp^5FIl1+8wVV+7=b|z(OQ*v zb_E_Cd69mFV<)Bqv!uuRP8G)8VUlocWrHqW{m=jSnY=_YOEX{1LOf{^6uLkc;zHf%wjDQuoClAj09v$tD2T5{7me-=SXzsHO zCTSq|1pI32LZX)!Q_tS6d#~9#?wFD!4TzkQFrxc)ZE3#1Zs4CAv#SeKo+)1*ou1Og;(7vd&LNZcfKr7UOy5IUzaG(t+L(hD%v0k*r z9VuAtT^w<{{E!)~i#^`zg&zqHXa#Ppf!BS=yH?>P@4%{WBzOY96ehF-rfv3ykxM|X zp_4sM@!60dza}}k#g6kG+JtX*cFA3hU9NJBN0!&BaGwu?MDP#sG!~xI87$AkvP#bT z`jt{rQv_KJo_nS)klf|qASo(Kzxg}vI2d7NYanq`l;^RP{gi%-nDH}n)?^*dsozse zQDCy50t`rB^EthW%ccAZh!c>BuWyg;C5lH&R*Fl3^XfYZon95mtF=~imSs>=jsRvY z=t=r%{l;2y9tpBo(whd&O>WTV*m%Bpg6J2RgQjhhgFi6&1iK30e*0YyC*NteNHXn* z;Ct^K+~5&^!~fo2>44+vWQG~~tQ|xTyryJ!UHmIm#@G*~ z;bqb*T6LFC>{oDAVb#U5l&~lVi5=8Y^Cp{aUm-J>9wP2|` zJ=(>MOow`v5ka|`4cJ5Yiy~^^E5Si2q8U3mdEGyGPf^EaNaW2eqRs9C!*^K$=EgTp zUc(v_XfRFS1o}a3D(>X6Qw%JGs&bZ1oj2pzijper|-jBPqo?kGv@<1rmbuF1V?1a?FP!@O&tyc~ob* z#8MF5mB6~{AEEX)iFX^vB{%FRwGt`}SHyL2uHMY_xY@Cv*(U6Chy zwbFq2Wq`S-{4cMo=x3cHXe(Z7@y4%&AG8np*!DVT;an!)Jh0g99&@QCrBt2v-U;%S znUW=Edb}nBveHQi%M>j4yJz%wV*|kCuB1gD%EeKiIEaax9ijWsFjq_wPTtzA$w_Bo zsT6TfX)y@T-95V`>=9c<)MI18`zj#Duv&MJavoJREt99JFnmfkZBRucNcY($$EW!C z`WB8BAjUK>qG=lZ249PVcEebr^(jo1B3Vhi_*qN23PMwHctUWdQ;AaexV?wIX6cgq zE0GZKhd5WtwNS=g+>c9l^p*m+@>;9DSP`VVB_(+tSQ#M1FH8&Lbnjx8C>EK(^2@z^0(f5T8#qK*Jxlg1Wp}XejQ4=|6 zW+iGPj7k4n&ZA)(HR-E6i(265x>*DuKwz-DT2}(L72rFEb|oXoF7q=*s?Ju3A>Hi- zTIIs?^7k$!&Erer$S&d)$sLxdDCs$psq7=!V%ZUu3|k1TQPz{jnNa`-kAoal*9o?m z(dj)DfpljqeR&fa&**e`?TrsA)hc>K_s_EjXb=hveS?Vtt71~x+(`0P?5-m@;pv0y zTH39(W@^&356wcBJ@z3GBZjNobn}apQowY-pVPk)$tRh;L?5l7a6L}(88;8CJC3_C z&68(v3@%Inbyt^=#g8uUnd^p!p&>Z7v%K+_^w5Ncs9Kkju$j=@C$vD2$kEQ<*>;ZO zYpzo-QrWrH=$O=SD!4476-amGIoUSUAIgHN^8|q3wteaqIFqan&Xdg=c7y1qK@OqB zMA#sQRng}-(t>Nd51M=S5Jq0R3vFaML}>1}&jq^i;-HIWhq7GlVhq9BM)o2^=^`sK z8h}+5bXn{40OPV`?Vm$c#gOh6^feI_mOigbxfQT}g8=ZnSQ>6H+)eLS#rVsvig^;=?eJ6urBf2MWRk%!)&|nXux{dc z{1N>u6-B0~Sn(!T$bnIgl}7rF5>CNqf?s!O7g@jx83dzT83snLzg#}YL^QU zqPy|DyTenND3f*11ae-cu+?CA^Q?`k5)&j71VuVlCx?BDL11&1K2+@8oi!T+xRyePN2U62*vGP++v;_T)dh0%%^DJcET#aNOR%~*h@jjQ{+}EN;u$TbeLO~HSn3Bum!~1? zyShNc0K-bVL)&6J2pcbo@6g~pmwvvvcJInwvX&rVsNhfZ9F;lAG-8l?E|ai=uKdjIHsQ zCoUK{HU6~#h!e{Q$MW#BZVf*!E+nP_#Z#8QZG@a_rqX$yj*9%maBh4-t}G=;R z8wM*d3N0SW_6AG$+E(!*fVU{#ytPBewG4aSBvv-im^eao)7&t40^c5Upw?`6^Dl>4 zF3XE`6+Zsi{hrn{Oesymt-o;6M>2_!Xqy_IjWi(jtgAmy!;l1`7b6FjAi0|_U$rHW z;V0U0nDxISLa%DxbZN83G<2S6HlWrXkKBmzXW=fB1|V+HrNh*;)<)@II|DLBGETBB z)(P>jVIarOXsU`8N}lywRVXwvc;0iD7sB75x7c_=+zuRbSvzrUI)sgiTYZ0$msL8b~ zZ?V-kO2-e%5+L2oU*uD8{IE^Hqxhh8xV_slU7cz0)EV0z&0Sq&*s>MEW)@xO-8{kN zO19neSSzl!2o1r^gv!^jn@!cQpUv`3Z;)%)(x1=OTwuCu#OD2*uWGH%)J}|LEYI?;%oG;TO^Jgh4*lVt^j^>*da~j_RVa56mL~2-tZ{BLEru7Rr zH?5RQMZdG^JjCWmrzxivXpF~Vo!8zKby0={d5Hw=%(f-}647pkHP0Zb4kqFtEO(vh zD2T4KgyhkLJN~xIVaeI%Y*-8zGm_%Di_0DvwPQO&G=-^Ko~>S~n@4iLo^4>3M_QEa zE)3aay8Kzp+2Wik8=2kRlIJ>kBrQyWRbIkzlPma#dFGGs8P#LIElxSIfnPaIkSDKY z{cGUdofYIqU|%1?Rp{`&ERdKB1-L<`G}-|6ybn~XI5hL-po;KTLEX&CKwsuDrrb)_ z-#h`XjMsqWF8M1NxvjZFDR$5ZQXWUGDr77-P5+c!OP^A!qTSiIL;+KW?G~~;NN8=W z81ihYat{we#ucOmXJaYiL{GDlI)1(1#N8aou#LT;mh~LxDXD5}mmu98xpI=GrhjU@ z=yeYfR_6O5*i^^8&Ko$?O;6<6RF$EnP;O>bKx@Lo{&w0z`mgtNxCx7X>+BoO)lo)t z(|;8Xoee`(d#w&d*_o>5X|J;1RFT}(HNh--O?j1oB+aFho|&ufx+R%_x$ERt;lE2e z#XJu{tXsX3g+63oDwLaA!;%-0v*xi?RrYaXQQIF;*P-?Fm>53uA(*xNL6X$Eixo(o`l@zpgYB4s0-f{0y3lwUg}x21|oDSTYAZ!J@bA@wr! zJBK!$3?&7T=(-wIaP_1Xtg3_U93PPv2 z8lTSx8dX-SBnxae_*XFA$Ul!8rf}bDc>)>EZWx4&lyXue3_jv)V9_p|D3h0vYA8^i z%B}Z4Nl7TaS(sTCMcIU4%ptm9;J`0HIgGDGec)q0somKO@4v@p_dA(%4R@Z>kr#{Q zjDe$EScES7=tXT|k0bX)#pKRYtre3yLZkd80U9;r!Ny0WtU}FmxD0An4+sN+j#|mY z8DeCqVQ-Nke0oF{IYf9s0CV!tbg`zYGf?WF-R(^!3_k0^LBOF&IEK<25Q>%8Amz?3 z0lHh8V33eVL`d1qZ8p<5DW8$DJTt9!vJo&n&T#@2<7e^(+W0KCf_P4SgIi|}aq@s- zXnuOF5N-x>zx|;DjgFJm(f*nULA>tb3GOY93Lzon9@-u2AuEG<6I?~w%aCsRB}ia0 z1`^d?bbb3#_pPaQo`ve)EGn*0?($23HkP|@|Apk7R2QE|!b*O(ZBO^*&7}NZ;EAzt z4z%de4bMZQHz-kgGb8~KC#Y@Ox6K!_Ow*VY1<#w1T;J_zLw16 zf!qXV1zIWGFOx*H{r&`2VXtM+8YD-GRtn-m2paNgz}yTa$z|Z!M|@c+KcHf1I`a8Q z?%}9rSBZvJqR8aqua7j6nOu+#<|`q(8*@T|$(*mKEDkDMq5{xPt)WeNwg%HOj+@f` z*@9(?SPtQb?Y)1~Y1_eMQCnfiJ==m0NY!#;1mCz?Z2dcD+IHUN(HG3<;PSf zi=J$@pzyw;85EXy+h02)IPOy#*=nfs1viaXi20+15FbrsiR|M}7JH*-a;Ob%J^?~P zbi`w9P(>sQSNr74#$K=cckDNUhm{$9Sp>et>&+p1E^IbDXVNmTic|3 zN!^oRBOLcfHPoYqrmea!ap)JuJg(1WPa-Ni&6UMVoB^p6b(35irOTjj?ha0L9by+R zl*sQ{_~-|oFsbrzT_2vxwMB7n4>@6$5D`VC=tV(TO;U%8nxZmL8<~l7STz;Eq9BYb zp{eUCnp|<8(bkFw9VJazQ%Rn(xml#|<3=7<@l!1Y&0T;~mo9cha~4c2Y^FWW!z5_# zf~-f0>Elzn%E}NV2Wc^7SCYF6lKaypUyg;tU;YdpD+y%Vc-uje12~X<;&soCV^4-X zc}f>CN-2j&F@-2Y;^3i7 ztlYutxR5#=lM^BKAUbQrO`lv|4laU1xjWhjE3zb#i3r_{5FJSMZ$J%K9fIKyjYes? zQ%UKvZU$Ar&>~6ra7?@=T{j7dz6`Ujd|W;0U@7EZAS$KtfLPr`6Lev!qG@gi`a>KR zrE|G;`$hkn%2jbjDayE5Icm>cOc*{EbiF7wgGer^mRT zoI;c-e;;2f30+aTE+DJj5n0Ty`=%HG3zw&UgE>$LVXXU87^hq-9f@`Yo#&&fYnBpd z@KJfT>V%kFIQt2aLH&7r1LU6YJlJ^A#^#7b(a_0;wYKc_^^so^t=*s{y}TDkJ>2q8 zzF+HGVt4_OmZ*T+ES@(}1`z~|O$2#)AvM-Xa$_lsMCpuJD(aDOSCH_zEuXG1rPLw9~;a##h!BHKsrVtN{*bQUJOaM z%jvgEfbP%OVSIx?UI+pbRZ!w-4k>Tp1SRF|rigBDypeJom)EO4<77HUe(9^oVH~3% z_v3q9uSSb07{jcWLypTU@1G*|$aU zcD0FAlPWmX>Qz`bvp{Y%q9PTnhX*D?Ne)X#?vkES;l?Ya-X;+D=_czsFKUpsR%3~- z;5zB{IeOzp!HJ2uw&KZEyO7t5+hL68ZY<$r`{1B;)b5@lw_H*0$xw#M^q)+cA>8y% zspbshe!W?$I$H&_i%ZddtY&5cv%lBZ%6)QyE9~_(4`@2m6;l2d>Yxipcx+~7NV$Kl zR8a+^ZA{W+MK{0nG!XFXQc1YLnmhZQrdXneKg%_QcVqSv9G1OY0z7Wum)_nLE0?}N zymgyy$G{!t))AK!?d{Wjzb{nOK|!>CiP6`a&!rQ08gQ8`VvF&Ewf;rZG zy^a6*`ddt#f)6MD8Bl){da)fIFx;>FH4~Tk5%L$Aq7MU07&_L0 z+I#=1vu}g&l7@oxtG?$OL{TKE*AMuJ1Iqia8jI~W$aRE-p%_Wj%d}}%yNpSCm9!7y z3jz(2o1h)Lc%^dHt2LNqwb!aACko|L)hLy$L3CGN)?TCDsQ#ADzeNtISi(1QWTSX@ zP-#jG?vgK?n8jKmtd%J&(@0U4PW1p@$CcsS=PMA2o*1d5<{)L9*$ZiFXj7OJoWA29 z#Z8c$z0%#`(IlYZrF2K1;sHJFOrQ-(H)7_bg?QozV!V=q@h&^ zrY60tg1MQOAlM>;l4b-gU;bXpn>iE>uSKH@gP0%2%+nNHg{_dcfUM%I$XB9*a! z;NLd93RR(9DI%+`u!p&ca$}3RdH?QXQ|qMPCGt%__Ppe+4p_~{Sol(4+<*SZ|KDfr zhD~g5MH3OLH1FTW9QYoJ&L*bFV}Ee>VZ=@qQ7m^+{{q!jEiR(_>GTyYaWqv;%9g(S zRh6tjbC-+1K{%-|f$;Rua3u{_eXW)YK<*>PW0BF;tNM)c+AeY%DJ{f+ViqZZNnOuT zuiY$u+wWqj3#ClaOs0xSJ5ArOsba?C$qmrNmFy$$P z1gDt#udrS8zz_{9Bn6tg=>MjMY-rh2D=79qL29HkWNpQLS}Z`ZVMjHhg(aA=s)86wPwrh)UswmJ$G%U#sJ(7X{<`?&e= z!7#e5hRS2P+pF`d4WNEo1eVXi*C}auOWY6dkEWW$4J`Lt=6-npTcoMk(`!v&JR`cz z=VZ3(^_X9LG{QnW`q@2@LOepYa-VBj(gVVFo%4F$$7RkQ;99$owXWPYBkY%lm~;M{ z6bt>b+SQLr%A%n>qx!hV2D7h;cg5OCp-mT`6vZ-{cQQaHVw&nN=xtJ42?IGs^n zKIjbT*T;`Y`r&K9RKsHvi4w7!F5yyG3S;hT;HX;<&wMfq`W;3}O$$C5VG9Dw{VTWN z6KX+RfZg9gw{lW!jVnQ%^#6w)j_o#`j^j?>Yax|Fk8)=t;(>DeQ5ZaFySmbjusxrk zJw=;5fev14^QB#q)&Up0Q2r|THfZ(!7Q)wmJLA0NU^5l{*y*Nhdov{VJPioY<`@eNP{bu57?^*STy@AEIw5m=nHE3P`Hq z9bqp$MK3)RUi8vzBghd6x%YWApwxQZcL-3zowNw{-~=&*m0azTeJ zwO-@aw_=-Pu?2S+-DuH*&xkL0N76(--UTmtr`J8Adp~NMZiLh2Q%sj)={$XkiQoV! ze(5$4ND*oOpH>>=3#u)|2xa;yWZL&1WSW!UG>>1k5WT?5e%{2F{Vs?!rt_2q_RVl+ zU~T^a%g@~3+=o2Rb#Yxhlst4g4|iVrvU)-fV)m31s3cR@)M9T!=1#gh-GinbW=a31 zzFf1=h~V6X|RMS zEK~t%Dp`WmWz7wJrP=Qv$kC+jk~<^mLekf3R#65JSH8$mr)LW*@$KqGr{ZA338K== z>Dz|w)CkUvMIVeH^-s6a`JB`>UN`1)mgPHw180E^&O(?@4*Jb|_nP;Q@L`qby^w!}&3SRk3I?l)3BhvZWv6;RrvGdUViEtLQcV z-Z{oRWEhj4M}4tIW<8X<;QxrF<^GfUn5#T#34yT69>cjya~jQ6Vm#(Js0Y?o9G)@2 z$;Ro6Q@SyV&DP-H@+RBwcl{YvYA3UZocO(%wsradKosO})8lI>U zqPqpZ0j&9*lLoS5(d{Ar-UFIEgC`O%VFCT{u{C#cJ(1NCcrf=*Y?3{Oy|aovK8h-a ztz6E!+gKq_U0r#eJ~7>JzVZOfn;1`@V42IU(QD{cV8IgOOh%0zacrhhRURb9v5S02BD*+?ol6-Ph+QQL8_kysQgUke2eL(lA>00j0Z>-sWzQzNX z`yChO8`%Ae@P8dN=&CS^Mn_I##OZ|Qs+41tLiG)dXkQKp6*ii&$RKwZTqz`42oIu& zNVcL&<#_b9U2dGKJqXNQ#GwVGYp*4{H^Rn$1TgmnH9r3O7S1({790VlB4I(q`y*gnNtR4zH;CD$O8^XR^H{hhO9@crH6rn(Q`U(r-OWaVtMDS%7V4#iUA zMo8~xu5GYU%F}(wQ$vbHi+I|se1%0Y1(}M!Rvj2+Il4c}Ap|fl)%VHmC`p9KjiAxa zSnn10nOA44NB2jlSO`qJ3W~)$dwfhNg(6}n4_$VIV;>~$=&a3+7tN=&T{X(Vc3;=) zkM0*fC@mH{3}nP*mF&SNM;*Z2A6SSUVAL5QLI62Jdg3haVG&DHC>yUe3xeE5Y|Z2u zL&C}O)5iBJ%S*G1iz{>Jv*6(gl11GX7APoEv2uwQe7OshYIzF0(yAyd!#pWu$tc3y zWmr8Wp}9Xi-=HNCJ4+-j?ndjFlrgS#zy%ORj7B`T5#~`Y%J7=cgW-A(K}BO1Ce#xR zXn+j`Az_EPX@Xo6%AX)qqv}B|unC$dgs}K6<(oD1xk5OYo*~uHFFKrz#y6G7g4_`x^{Uu zoQkY35WvJ(ee@7262|HdELEO2Oh46@W4QT#Kshkq^GfW|L(KPnO>eI$h0ZwYN863% zj(TJrQ@P5azB~YPzvijq5%&CPSFyPb7xZr9?(zE_-q|kM)FLdUUD{Nm4b{qktI73qL>z>0L7(kJnnQ+)sBhJQRtfdrWQh8zAd1QJemWbBj) zfxSJVul-3Bo+NQwu!sDxq2MO$QhLA&9QVe|1)&;a@LwY$5SMIGwBCp8plP5xj!AO*kGqH6 z9e=j11nH)5RUXtTl$3Cw+8@7tg`Hi~;K`w1@je|x^<|{J0tLgl8_cD0 z;F0b|>~#^-D~*Al?IL!?@FnA=6MPJWycm3H^!efHfq`!PV(m$_!v!miwZUCxY9#% zOv@%u43e0Y>&UEx;%<1W7||FnrK1}!X8%fTBslWB(*t|dKG~6pY9e*R0UB`w@hS8t z#1}i!2Xp`kbkvDVcXYbnwx>3R=)?#~T9i@mc62>?vy%UPxf_jdm=_3j-G4)M`dlss) zRyh-vbS=lNP>6wCjf1Woqeo3_gMY}4B0BYi+qYB!1t|C5H(4bxFlCWMQ^^$2>`(fh1Rv?!^)OYoyK@j<3C~Tf zGC_P2?K<&FHv0k0$(`;&%oRj;MZ(S@YtfOgU%flDTKntN!IMCC=(8Eq+wSI%ON+Gc zN+Chiv9kQ+M!kj~G~b*aP$HIX%_fCSHgn-dkCqd$+|!;Wfs zL9XJt8E|uUBh#qFO#ZY1{h3Vs64$xkdWRJP;dlwIz;XfB_$P6%-k<^;?=*J~I`Ded z9_37~X`(^^=B~gLWvC*%TmGsf3f9EI81l7-oS9rc7IR3SG;TXK?*&TC zd;Z&+_m}w@`mATBtfZ6`bo3s{FeV47Y=P!xexgc{S*<^zd3pNpZCrEqH$9?k^<*+E zCY2DR4C?+F7s#^{jD{Cqm;1dOX+|t)tMP9r!_r^lB!r(!Bo@WaoRuOnc?E~cfxtBCP!)1DFk5Y70pfmTj%%%zK)gQRg_pfE~*Hv|L@OV;JS_Z7b|P? zTeIswEzfPeT-f;D41%ntM?|+Yy5Kgekm|r1d$zDVyY|!8?DOY_Cd*W;&=gn|{N)ki z155F*`SQP5Tv=J$dcN?(!t;4kk>re`LNlNu22>d*J>%l~_X{sJ3|E$l9Khw_l;x&p zS(@EgTljHnX>)O7VRi8*Lzk77cK}@(S9!H|ODoSe7gr43d1~k3lx13LS68j9Rob9x zDWEc4_Dm~lrY=ci>I|s>l%h{~^wpJ@^Ohh>TMVd#pecv;$l7S-&BK*h);FK6&)KS+ zr{6uCvS`2K@y6QhoE<&q>GuGrOjmu+Y^-h0*Qtf9xnw~9#F)ybdi2MVpq)pL5>|n~ zHb489Eoiw_Bgn(y7g&ma?b+tS;`6P!mF4w~t-s9ww6!#AiH6goHK58kCX9;<>sAbg zs}U11mg3J8_*eQrRvGTe;PS(=*IMP>OyfpeyeO+n^O$RuV;2 zt~+Hewn4V$5c_5ta5=~8aTaTYt^B?v*XONRoTDWPO3{5w;*r*SL@gO1D%ZHQm zoV7`^7H;)TCt%7j;Td2fEPrQuXSn%?Wnx{>l*89zV{>(JWVH}5Wwd+GMujF zx)@C5`>e_r$zd!HtHaB9%p9R>8765wZN1oBp4(VhSvFla)O>5KeGpMSnJ zyEcM3*`Nguc!;oq-}+&8anp*@P@~SEDaR!|-CEcvt!tB8=YzUAASw3c?_ht;R=|g{ z@d_x5zKoVL3Tb$BhEnuNCVYv~&ps<>bGmJ)q zdj_MywGQhWvm=?X zvD|A>wN_L5ZH?nMd9G`aRxIHu&noY8I*kRmO4svh1WimtKm!w3Gk3xwN`9`)qw>adX2OWif&!8#Cb$+_=V(Z21;yPBrYg?-&gMTOuTZ^ik*YsPKh#JbFB%%&f8OOOyS{EJF_b2)AS%~1f5R-* z#r{xxH)TL&n($w&tZ%N_K{S+n8#Lt@lc%)ZVcKk{-G>Ov;#V7LcznT9e37e)M`U=p zGX9Wpu2GFQWGGD;gK7DNVN@PGX7FIjAT3m})Q4{&W2a9p&HiP6g#KF#r**i9O`wXM zK9r|LffV^y%O!Q5yaQ~IMM)rvco`GK)-&Wsu={L7wRZuf=wtL~{>Qob)e(%>2uty2 z=$TFxJm(p;Fw|~g6;j!*#9z^DXUK-q+Z9CRx=7!Q#9OC8iafT8ZKnJ%WEqeTN~f6&D)M1YHSox zihhwFl{}_HX$b{Vd+1R1lSGLcXcd zC_~v822D98SpH#t&DtMBaTqjhrzv^5JpUau?GJXM7|O>}!c(5h{`rcn z$WU`p0j21^7ON}k3!|(>z*8R7fv~UdO8GML7vc4hB$Ild^e^t`KafJTD%JcbWn|7l&=^8tw1AkwcJF5k{S%a#T zydvK{qrlD86n9#)ShRma&Z0;oKd87t7rJ>|LK?nc~?T@@q^^)o3IQJK8t&;K|-w^`kBKbPc3n9Aly_KR8U zOnpDQ{Cu$#{&235ZBUibx8(P;>))@>&s#6_xmq$HD$|(s+4n1@=%b_wb5?&bnlgCF zUszsWo&S*F{iS%g6k#fxAL}ct8w*Pd|7N+)HP!>7GWoH-I$JtD zc&@R|Xv*McpVhUM7YmE?5@>>I*-D*j_NhWEx7RalyKdTJD(9ME6;OG+G?L>E!7>#y z?_AOtgO>SlG-|$Ppq-B|0#!aQ{hQ0rHeb9z0I!{W&L#a3rm}hIr;+vymZi}l=aT+_ zs7zk^kz&f`q&=7PGnz7Z34}Y~*-EJ@=aN7LR36`E*yvxzG-s9Jx!NosdZts{5ruQe zoOX@ZI2T%5m7EaCsG~$qh<#+I$F;sllZT{k%@)p-BiV#j@nc*Fwtr-#A=!kw7bW*I z$T8;<0Rt-jC8T|*Rwb#K@~d*RYb(QKl#<8PXLMu?tu_0^XR~kbBKsp{yQ6%~ocY7B zZ>5ZqqN>%zA*EK8Or*HXx*%&(7QxVyms-93ts`7SVCa)-B%?EXxb2xRwbqkhIpvxj z;2JMOwU$@YC?QF$_;~y#<16hrYK^OWs?D3sO7Q{B%kZ{Ar;C=Z@^0o;_RMY#l4H52 zI0fhy5^+_jf5@Y*OJ`P+DY__vZt}L=lb#z_EF%4)>Eg^BZVp4GKPeyB%Qos*Y#1qO%v|q|cw2{}Q znViZ{uu|gqsuoI~Ni9^uSv|>V>8;wG;w!Il4_WINH>=r1s6URdu5__>!J_q@V0M4q zmKi6R(@j=86Ss0G^Efjj;S}!JHpH2eO*XNoP~MLym#`rmjk;%8CAq{&(8|+jrVyPy zjRth(yUb52R$!*4&m=Sk;U#*B3>DLqqp`UOn(UJ>tz2ZXj-AGm(`GRw&(L+u1>~Y7 zsa}-n)Ko0#;QK%_!dALTu9;pjZzwaBYfk+FzS52nZL8Pm;}U^5`hPU@M+B~fT+fgK z-Ed}(cLEInKGBw)Li86_zcO>U#mX>`u7wMHt?QquGtg1jGw%lK}WZVs;2H&dQ6loAuz>Q1)h3hpf|i`#bnl5{X=RR_Cs zJTUU{60r8~Wn2t;(CyDCwopg~688l4sZaI}x~-vV`ysSKqTFLe$C&yi)kI;K z6>ry0;lS#ob|P^vu5?d8kkY7x(5@|`~TAVkQ0tuefSZcS#MP`@aOF5h4Hij$5|a6 zo#Of@yK>1K5Lt3bYSmLH@1@!euB44n=%2GE?8?^GIG*5Un=Q&oZ$`o>>&X;NrYP#k z*LszVz)=oA#aG6Qdo|m4nbS!|!o~f8RCKM~_}(e$mg-_Kb7gdv(6Eug@g^*)OG;I=k>R zh>I>5f|tOHOU+74@DVmNNCjVOI@a06I-rBe)lM~;R%gys6EP_3#SU3Oht{qinLg~0 z`2%oe8|xgl_G_loQP#0wP}Xs|zoS~u5h(|MfrzQ;1TRlPSurlN?nfAGd@(Ls)fknR zaH9v^2Ws76$$dN3K{P}0EqZnCn*duh2-Hc zSzXm>tAm}U2iG>9ARo?_`toCs#%Lsq;F}7sq!%@kBjy{;X1pRR73xQd3Vy^_I0PE= zjnHx8IhxF&%$E*PS7YfaZIsL-S5yHHZbpPTfi=X%^&lq=1)~OOr~9{k4)?A!%HH5T{^=M#Ua^ zwJS&HPYC$RIEE**w)h3(gChoIz1%(8f+w)MXJZkwb{rCM1l^-1j$;t25?%EEMx&lH z_1GCg3MTr6p{k6Bkx?Emp$u^fH<~f`X=I!Ts?unO#O-WZENV=nKKs zx?V=e+D@ku)|osetrN>&w_gFOJQt69@TT^x%WpJVNs*Om;sfoqpCK_?B%oTPVlzP$NTMi2Tf)-pCMU5ulQ%i z`mZ{BC)L$frp`T!k-)9}0K#tXr0Oggq0WsMv^S@UXTRk7y~I+({!6ak3wFDH=jSyp zlgv?^Gmc^kt@U*Du+r$6Q``q~8!uJNUupJVhTpXNM|9rbD6Vrx<1n7K?s%kN49SS} zlfYa3G{%!sb!TEk%7P|TyD#AhE5V1OBxG=H)r(Zaas=FH>wb!LkkKT<)0LO-GYkQGlxt*yOJn3q?h6y{7L1QI@3jwPwhDh=F{!| zPOnovs*)*FXARaEUP(XhpJMQuF_YI(dI=Mf02{9^zR_qZ)*InV891wDwcx zzGKduN3=qqJ$mU~-Ns7h^mE2!2WUGA$KLY+l}duC(JXctyvg8NyDLIil+z52Oz%MP zcJ0I`w8f9YK9a9(MRqfl^;t8Z@W!Hh>Mm0HMC_|^^2Co@PJmbH~j*voV>6_&O!>9u z*>QSGW?8IQk)RSuOd}h~uU%1Ava&QgStxD3WRY9k?8b6-(`k%uIhs#me&I@az&Vqc zldO}w01~K!CMe_fe!VA=$HoZdr_^Bma`YQnCNEsNf|Zt-ok~^`w6g}SEKL?lPjmh0 zA11_z8&2#m=YqV1T<<1wrsX9T+kCmGmyj(rWR?4n+lUx}s#a+BLlz{ZsIpl8-5V3E zu%@)En6J&vZnODX*=U97wEI}r$n}RKjmB#~P5w?LE4%T!F#M-iD=U`&hvUP6u0X_|bI$RVrnLbMLTxVJe+#S7sb zJ8j866VAD<%~__&%0!3vNRg^5GgGs(<-pC1uB@vrNmq)j^Ppxtuq$HYAI$YFT7 zv|5x0Rf^;`joSi`Q7wAuf^&R(cnO9t4ds!JnN&&JqVUOJ7@VY=i~Ao+M(i~Ua5TCw!h&^-~ES|`R@ z3sP#BPSgFo!hv)>G3&~Pt|!v?nakgd0FYxz&yAs_NUbSKnJyN0XN$2EK}s*s3@@+5 zY&jv)z#xz=1&VOCXr^`Z6=Qab1GfH0F7`6-Iu&d z$0>b`eaTCwfjZ382Y$jK^yIgqNNYGJMvRl6pHPDg&bKus%adDIBsUlmvyxSX$rY(Y zZn~_DiDu-PU)d_!Hj!sLoscowCXz&hb)4lrfEr#TZ7tYmvz*Lhv=(eCFaJE5Sgp!z zo4ID_tT`*{hOa-pNsJ9|5^3&z7nsv=c5Wg^T5tk!X_@Gr%ky2% za>S^oNTYFv=gHrt(%xQc+Pb3>GfQPOj{k|KV?l|`?OE(Dojh^j1dX+Hl1QVr$qPNR z5jqT|$G{zl6K7#0jlW5F>_O^0rwOMA3VHKyPPt)!>Ovs=nvNBhOUVS80g&xr5sq%DW&{K>9+NRPl9p{=n zIK-qzGPkFK^Qryi>e5uLvn(;rL_tc8)5*qJEO{l;_Ue;Ez+Vt)hPzJ}#99ziX@Kr| z71DWQYKs(Khc~XZ7MH!Z9_M3ktZ9Yu>MtKjPsnIP-AqSUsfy~7hI4!2ZgSDyV0HfD8^FQRNhj| zH#?4#yB>1#J2_8n@FAzkH2=PuzntUjgk9$BkkIotTSTu1WYB4mJPu->~+e$d8-9UvKACoxXPCXwdbHlG0};Uii1RH;Vfs>~^H zj6Kz+(!2-dn>-RZm6a02?ncw3jUnxQ&P!FxWppF^lU}#TMYTN1DU+3KaEm`ksgZlg zRdc!Yv+1rZ*M45k63*Kkb#9zEo1@O_Z0R*$?iJbAd463+Ml>WARhP;=>QX7ZgwU;1 zT_cB(vkGHu9h1o0ItAnq-a1;(*1P2vqg_B6&9_Z~{2k6#D-eDnwSiM)NwU61fhJo| z<~0?i^}2RqWUk3H^InT=E?(iyRlMn#F)Lm#Tjc6nH%9o-h*6#U2{l|xXR~T$A$<~c zC8aCen`kjA3oo7K-IJ4@bj;QzW=m#?IZXc-bh_vksg=3)r4HNBEuzUZQnw|NOXy0% z9u{VW$)x0RD9UVuPK4o&ZgWkcnd{|BV!GY}u*bQdtvTS*m339Jj2lw_c}cttk?VcI z@g+0P$}wMBD4R>(QCt6tYkXtnub)<9^qwBdHDRy95}^w`nW!{V%^s4;mirOWt8`C&VJ}4r=snKm&<2QlDJ8k~3GV)5tb4-Cxvnh1n6h1Zm}# zXt`YdMHg`5`c|r4H9=|(E&X98zhDPsL7jLqSILTc{V=iPd8swt;3YC03H=P*Ws%cn zO{H`(@S7THY&k2?W8?2dw$Q0HNt!$EQLx^<$W5!^Tg>qCayO@Rou*{k@yI1t%+2X1 z)*zi{c)6J^X$rz3wGXyp{iCAM`Y)1D#l)61RQ;pBCFaw=##_+KZg)9&(z!dE7XR>{R&{nZdNd^o+XjsDcw zx)K)H?4>v|>1<-yg1QBHW(CN!!d@jIt+$#=+ZXFB|D<@!A4;zAd(_{v^G#Q8o2;GcgW#cROIj@HWK;KZKe2`$y2#5dp({MYHs{E8 zHUMSl!;Nc^rgNucQkWtTVv$NggN+lp3BsnorAO~nHI8m!j?ws(Sdb7pEHCzFx>-;{KarYlQ}%wEvDem={jv5=O#TkZw<){Pzg zjbx&w8u-6URp5n_ts-*=dt0Ses=#!uyG9zlMz5DtLl0~8P)Nv`b%}D5+$&pd zC`BLtX!JrQNTVUU$qgvU!5n$Br9P96zQoL&o!IDY`LSPAXJ?nh|ND}~Nv2`C&+yk) zu)k@X)+De~O}ZPh(QCO-B8}0>-jpcw4kXRKx%p*Hsj~pX*0%sFYDzWRUbCu_l_hdJ zWs$u0F}SYw)>2EduYV3~^kUafq9F$8DQ{+#>D{O4US*>Rj)Z(nK1)=bX|)dFtHW;Wv8*b-fp*J*!6^e>D@cN1Jnv)_0MF8m+x_M|ydA zG0c)Qblk3YNi>n>-Bq_-aA*L+9PD*7OTFTk;mlVt=WNTZ>`qf^ehfgSx25PHY$YgBJ@?E_j(dEc}B6CIQtiDED z_YEf3XxY?pHdh)QxfKG${&$7%B=gqv9GgqR--g|spUFt*^ePz* zxXM}8jb6z$oL=K~@Z#lq`N{(6%B-ww=-`jBGW~=aWPo?{>y{iRXDu0;7CG{DXO&@P zk+EVic2<)}qxD#rT2WJ$tdiEMw2b9#$x`Y2Yg4yXCS9~DRqgI2l6-yJN|Skk@=Y!c zA9{WuGd#lCTCoC|WE!YlzSf?y7zul1YxW!5m27tgw=21=*OeSyOEpz;tGRI8h8A9v zY2hcEToW@>)kP(?Symx;a2BTQ)pbUiYaHZsDA;t~^(^&QTWt?D&~R&XB|6Ep93!;l zL^RzGy;D#_{Wl#n5BYfm(HpI;qbaojJ^yC`SX7y>(zLa*$5p4tJ8Qhr^IkZW#xXf0 zvJyFR6(nyikd~r<*vSz$UPk_L>{TTzGEC`V2OD+r@>#Y_=gD8@l%dfsgZgQ;BqM{| z5+5FLa$=^LBR?T6WBcf9Lf#6;I2^C#+#$%RJXuHs>pYrLOE7%dGMkf$FBhpY z4JvmRY-dy=Rk6CXDqZ1?bLi^lQe0DBUbn2;jQVj_M58CQ29s+^wq6#_(-ddA%|bJa6Vq^HKiDP0-VBS~G3^;>uGB8*o-|l4L?th=1gEb=06llRl znP(MDsb(x+F7r4@BUQr74>F1L@`MbCVRFUL;~A~}Tq51Y@pg272wUHzj9}xS@^|$7 zI%yxTNfcD2?8XnaLZ+@lW+`!dr{iq}O{ojJWl}%ez~+NgZ0VXz!nRqw&51DRt(63rdE~W0U##mL0Ce+gO(U0{Dlb3C-OL_*YT2?@5I!kUNN=+Dj9p2Pf z+nj|BXQ74Y!p&r@)VRBtXR?=LpmQ{MacZ@5@HN^++(2Rt*nK*u7U>6-y3<^%cxzK) z)>~ltX+?EeI$h~R-k=5cv(WghW{{^;<&vp{>=i9(FdW>8xz&cOTOXuhgb6yg?swg zpe^cWp|LwG&^*I~&g!k=%CrnBa_73+pjB+sYseN0$W2G@^oXt=>Fu*mg@s3xY`Gyj zke7po>mir(6;dHp$K&4D{*x6VO#*kP*`Px*$U`Hx$@g=$3)m&P8L2Uy zL$c8uq79|iP`&awf60kP2g}R$D=nAy{ObP^xH_3}J1#aTFsU_g7yr>ByWbSZKbckR zo?6q9cb>*SwMt42HO%Zj^11%mOi!($Gif`2Wyup_rS5sX(Oy$Gordlq*GZC#2|R;8 zG?H1;;G|tsTpB%*#5-x*gc@u}(tb42Wc+t&rF5c5lesEcn=t>BkVmhQ95DVu7D@wt z(gbHuinWk7oyMJFKbf#x5saNQD#8E9kF)=uG{OFV%EW|e-_EFz3s^bFnw8+U*$Rsb zopQu#vq>T?L@)W%lwf*Fp2Frqf#tlcT;7ec%3WeJYSW1nZ;4Gh4c0}+ewxJzUljN| zZ=w7=Q&j5S3yZb$dMPzjmiO5#oQ(dFAu830!c=u_Dpir-ANB4|PJV8lx!emjF0UJM zAKHw&sFF_OkB|`Z$wW6B&UW4MhIr|Ou>UwAxDE>i&&ZQdOtD}5PKDg}z{xoh1H zws?E)+Ho3bNa5OXCWwwpH`iW;YfCG~(d7581f8Xn8T(}bR^+WHv6j+Hsj;)Y&!zz0 zZC&rnEHh`UbU%6bE!^cUTH)^Av6fpBY3yP0rwJ?9yNqz2C3RJ;JWy^%L@=N_5qdzz zzrL45)ow*0*{%P&(j?QsBh3dB+T4pMl<`mUU=GjA*bCp>S$W#OWEMDxT~brwp8ev* zCYi?WU&IF!+jMNun_<3^wd~c-K|JaFbBE@}i$^kzH=&3RCf;26BPE|?{CZiiMZGJ1 z88WzrOKN!;Y-B5!yLZ6jZRK+BF`h|9<;5m^c<-i1LFT;Yf?k$e`wzHVld7^qVN4PH z-Xy9T=YWpYn?x#I3j<7L#TC8TxonICr>#U$(0k?AUHn>x!i1a1u_{iRPGgR+pUkr7 zlA-&!eWSr67nQMtrz=|x`+-X*3g4O zUuk^lJCO}uWp;2oq)Fm;_Zm#0-;a*=P)><;YzGTK23n3Ok$g>A{0<%3CtlB`IRxa) zYD;N$J^y?nnWU>Sk>@Mo)wG&Yi!<8G$y+Bn)HLIt%gqlG5=*+)O(Fa)eNF?i1!Xjf zvroqA(ht&VK}H4Nn4&P(23>gJeZ+1Wy@m|!C>2FDGR0{{VkhBZM!|(BO=ySUHv??0NM5b z#cY5%NqK0!ggz%3aKebAvIN&jW*6`;{3NXm`!*v|+-HAdU4MmBYiXo<3Uc)J$#u5jrsl&$Oy?{Y)iPXt$RW!kTK?8Jo2EHLV7l zAkp<3v$Tu6=W5K+Pj4S{h3Q=_{jJ#q;oYAM>P;FFclY-aYk}mPWC}!n-umY!!89VQ z_s}`8((NINc@C`fdees&$zvxbP(BYJr{$VZx@(G4sY*F2e3*%BMjXF}xeycxJ|wy_SiXQc*9R)1)5yd^W~H0+on z^T|Zc;W$b$z}350NazXP9ANeawp)by1H|GLAv{EEiky+;=A$V>L8_`;u7}HPCkqv- zxr-%lkCds_h{0%9MNv)+Buca~H>DID;OO+=_fYdsv3Ny;atT3}Uk@X|vm1W)1 zK6h$@m?a8QYl(X0*6^LzCJnX9&8qP0TrP>c7J9fj9;?m`CDyQgLSLEnFr7IWLN~De z(;Ppne~837&G|_+Xe$$>zzpS=oz8Ds%J1sWpA@TU>7~>FTX>(%B1y|uZi@1iIry2O zDPfmHg8LOtaiQBi9;?EUL>h90{Ar?@Eyu;Wd6>mir83}Iq9?h)$;gmqb|k+pFQ#+O z*@Gm*_1EPlnTD2|bae1>cOGJyL2Z3Ly)?tfl5%-?-}cMsC@5Yw<6Xu2RXC4`*~e(*A|hN>#Hymgsdd>0 z<)@cd*Cyqzfqgv7+u@{CK_FS|pvsVckaZ$kA{;(mmEk4T*b^v^$;%$n(oQzdZLz}# zW7E9a(~e_}>;UrmLV2RWDN4K@z$Vm!jFL$e$;T9#vSXGH(r;52hG0 z;Mjg(GtJGLJ0oa_gf2Gyd!jZM+5qx+q_civ-4k_^Yhgw>Urv=)Al=7OMX>Ywt&N1l zGkZ%vXFW&{MR{eidi=Poa=D!;ouN*dwu`@FqWNgycC>}l%tz0)K_Z2eSy9c;68f`5 zjTv0Z19M)s-mtbl(b7xvq@r5;ah<=b|MasjJn_7N8NP+9{S;vu0b%H7xO| z3H|%gHl1{sNS|9|s>xXQquumcnjY@AQxo>KjP17d>qGrfRh4vKIV&SpeHc#d?prC7 zqXhLvjhJ(wJjus>8n3C=z&h}rBoEgE8?p{Gy%wguDIlfLhuyH1WFeUg#wu6j_F?*`{(j2sApVb?ha<^PA$7E1-QU>``q{!~u)SgFM1e;om zH8}j;RB2t=$+vB}be)+^6fHu!-YBUJID(upQhl@tCPyiP`G0ul^qcMWhxMCvv6}6n z#O|`2{Nw~unxRiZuJak@$(R1LOMa_TF3e>fsmfCKx;s{@(od?vv-~e?t1_LgmRdlk zJ>(24QM~4*?e+D0A5(H?&^e35>U|`Y#vZ`mCT#dVAYX=i9sTP>Im=YI{ce&^jD{J> zG~!T`hYcwm)^fMJIAOoCw^-y(OL?JQHwDL^cUE(&p?JripH@rI+3(->PnPa}y*yb{ zR_%>F3ZEEb?bqSd8gWGUJG1E1YsxF_920iB0omR~DQu3@JZlUvV`D^>0@6qUPscdQE)P3VWW`IrLC&nYs4B4rf>(JEv$%h@Hor^kzC6Z)Ilel!bjdYo8{3K{Grz4+B~j+dwE ziNjT=vjxmnk$-mz5N`{3Nwo+=?JgsEnL?O$pme&)ROzyT=^&8;aI$sd(+zDNlnSqa zc=5fY8o!^6ZL@iq_zSi17aqUiS84t*IClq+Riy=KHE<^x-pixdiJ9KuImK`@_2y`4DoxIS43_@#p+>} zL>ju6{AnW7QduEyxTrKklelBS>JFAs24OnuI^Hr$DhCQD3jo%EEYxl~%oCTIV*Wc;$pe!lA@kBsnOhNLsB@)8sRwx4bQkg0L$tHGgS9cf(XS;kaX0)zDq} z+wOz~(trrvAPFt3{8}3n;VlqzVg1A!aj=PQ^9uqu&~ownhHV0wv!gV%GBT1oR==p5 zUW;McJ<^e{xtfwNFG#6AE$ST|vso>+w5AI1yIMlIx~I2Tm!#p;S|aljJ}r?pI*4t? zTIrx`@8NxS+i=#2wAJHp8=F{*(8mn0sDtEB6VhI!nt1Y+G{C$DknN=KTj2H|qbKKBjeS3<#vb8+VM;&?M7{~XoN&&~Cpt(FYee{MF(G<0u*={@v(uS;x>owUT=q2z&1={Ip!al9SMCe(PcGEF{q zhtj{xxN#hMipC!fW19Oiv5XTn)^HdvrH1Wik3pHDMlM$Ev#92DqfM~LT9p}iorp2l zswC5JZ6usOi!Yh`*F}-X@MB#Um3rBZC{3I7CXY$V!CSng(+hOZMm)?w_W z)aX4lirhX^-TkB*aJc`4S>T1T=gBRxr0K^rlgH7#=Qn17 z{qrC%*o~ahW1RAJYcA1;w zUQheGgIo+t2Y3_u*EOM*V2pk=g_tWB*z@xfThg^&;#T~Af1y+NFrun3?LKuJYoFAF zT8Q!bQ48Te%dTHbXNEkCE00c;a_7``xSPW=v@%M|i+z#t644p^e0K9& zkmc@8_gF2+a_^RVXVbG=E-z1zcO8UIAHgEXbz>72K~m`=43c@j^vEzT9n6xCl`{Uw z93P>MFTZ!ecErexflV3;6;7=s7#;r3Y(IJPr*v}KSDDJ-K`Bk4%zmwpbGwI){gJZ< z;vF_Np%$TIUPEtC4QhmpoJQTA@_03ZNvAQ!mzz&!0eP~=wEXORcymjOs?r%5sw}N! z=~R)&2jxxN)x%r93@;Ze? z6|d8imqSY_{E=Svj`69+x5)Fnh*FKsl{2D$BAlz$l^jt1#g@HE z8+jXWtcxu#rG_2leKt$&cMf^q%B>?g#J&5&Z0b-EA=xbFt<#`cN9esW%Wz?4r-n*K19SW7V}^pz=z*FBn+OMrYcM}RcS z7zLoSNu~Tt(qMOxJyzaG;7$w^Z+Fm?T9~2p`J9+#pPH3h(~*~g*oSf=r#Zcs6s`ec zo#t#hjXc(Bk0$bbGtp2mNs2kA+d*{v z%Ohxw9mZ2JS6?nxF+i2eCJe7Q4H@!}0u=j2xH#C--=dbz>%!SmSmuXUhel zOeL7#X0Z>4JM~JujcFb#*AQFiBj$8q>Q?+;momXpnhfgqB*t6HAh8xZeqrd%Rx6J$n;~Q#L1$$vSQ|fl-NG>to!=(ZkX=GGsa%PWr9HTVD!bZ!{3g~dlFDjtHje@Fr`>*;R84U@OIjy( z?gQs3f*@M0dp96nv|4WxufCPFb`mcZ%O9V{f#Qvs@&{yA)-97w%Va{%I*c_SGf1ne zaYXQqSy*Wrg{LX9FQ91XD5)zdD{R8O=}MDMgAcQx>{_;?=WV}2qOeL{LMM%rP!~sV zxYWs0V9ugTb}GAq_T%o)11XP+*WU&vH>S*FS|qeQ*4lwVcKG|Y0pYQsxn(`iYD+fSw>{`slW zRx$cddU?!R@UOrklk~>A0`sTm9jp`cdN2Kvoy@!Kp_gI$&_)M2^YJpfY`F(Z|B73~ z#5y5+DRprNd7te9&s!vO^x3TKKoD>AvEMe5C$Xxc=igWdl_u1hKSF>12$|iX~aEzp^#S zv=G_mg9$%J?&O+#+>AL$*%|4iX4ASy`;?vd8M*Q7o>*hWH_0@9PxHaVpJ8VIH=k>w z?{$!AaHY}WUJbVz{UouMAJ;2SHm%fLjnQFz0AFkRnDdvrIcEwm# zyG^Gh8e%`00xe0(h*(+U40MtAOqeJB?f$@8_iz5#6w&9}W8L%jlWO$g{uibIp%+dN z-}WoZ#HdmzO5oSETt2OKtDksFZqjM&!8R8Y*u69jT`9Y}TZxp#S>KY?`geC3R_;&d zJivS~F?BdDizf|lIpZYD>g4J^vY_=Y1!FEK>HJMx!l&pOHl5dQ4IivvnMf@1NKd@D zCY{F3=6$=eWYlo^(l_tjus8dcnG>Fg@4102*Wb)&D4W>7IhK(DKF+F+b$^dk8hto_ z>xz~cHW>+5Dlf5-otmKyI*uVxB7<|?ZCqYm*_0}UWE#0^h7UIMToE=ag#=jW=uK_In;hK5kn(Jb+o9Q)1>Y;S8&epYF_i_Y|ePQ zlS$`qQ2Vk#cBkN#B61_f8>;5_5wk)4d!G8nLAwpYXU$k6s>7+Z9Am=Yne`xZ?|F~o znSEQ!WFFkn>&{@mmPzIPkoSQ*%`N*TI>L+piVtI#?2E2}a1DCVIh~ z{OtVvIf+^xpV#{o`Ywsk*w$dB%VcuS(#Korl1c*)X1u(KY`XF2z~Ds5x6)vgwwye~ zWtP;x4(Few^NClwhj+SI*Wp204L>IM#uUQ2F%|kZuhnLX;x}3|)y4J4YQ$=^dMULS z?feHN3%uF%g33iE<&v{>cv<5e;wGI27$kT3Sg#!7(io+KO22W>Q=zrY?`3ni11Vyz zWiPEpA7NvWTd=9+SWe{IQZ0~wko(x)G|AybuW3>{%nUOMHgT2Y5(H)+ld%&r`xiI= zn81p$6!v`+-odkR_q-E1i-KOJ&_dHtOBF{h0b(w+msaCW9=P&QY}Pp{|i%$0+VxS@Jq1jQ{|QQmO9?5*OVG@qD+Bqaxww^E&{$y z)A?qX*Y;29>?-=6fM5e~FCsE1BUW?I+{ExlW(?AgrXYHs$ULdfy&E|ciKPGGnz2myo}2tdUz^b1$o8XIa&1}om&iO&Q&3cvZA1IB z6jo~vG7()`hO!p3n>yu)HA`VbxoDxX8u~X=!h8*xFh}B&(qfq;gT2A;{q|B;M{bA5 z>irHS){+bhePs$T!=Ht{)&w`tH6-i`s$Yo64zXc{2=)xW5Y_gjR0XSe8de64%bvj+ zFlRQuon4(?m2#hClZ9D-JKH4F#U5imm<7(=@D`{^EOT5s`$W77kfKXUf9>mMQ<4Jx z;7l{EcUoi@2$o;QfV#2cEkDUL@OU!=n~loX2|1zg)hh2k1DDgX0c2Wly#--kiW5}B zq%t$Og)75&)v%XT%QDuV4bGHjfn1MPQy#hUlXr7T+eXICn->K5zjF@=vZLOL-0+UK zF9wPIO%i++T0iCH(E@qoiAUt@{8_R|{2m=?3^+SOtm^K=SoESoC>p)1)$G zlDS(V^^J7qM)s{(E5Ibvh+P(uhYYHgQ<{vZ4hB*CRVoh?%X!!IX@r+9)@~e1tN|0D zugrRv%O`VQpB@@6{;Li18;*g@WBFJ^Uud|BCk=P*aFKM9TZdwGOL zW`hhbc&tfioa9=DAY6gI++i@i*QG-JE8WZ$?3NUiRph^!&dVZQn6^(zxXtreZ>FoChZZoa z{=b+)+O=jIMO8%3jINgUxRlGkE~#<5U1MFB)OdZaLu+d6$}sa8*gggOUg4S=JI6uL zyAm9oHKk3sfmI`^{GCJoHgOj%%A4-ZMZ)!<%$dN-m)&FG%-qC;vE#~ z`*@#C8J5^=8|+G{O-6<{#9CBRX{Z7GZNfyl&X(jX4mPTP$yu99uBu8ccMkqomz%CS$ zyH+@Mf_+%#0^;7hvzYPrVNL0;Z2fFP=aXla4COZ?_k-RA>QY@B6eHNrGApFhvMKwS zO{j&KTx&nt#m|@5MK59wO{ViRwb(*$uS>|o!J)aGD2v|$SW{fpq!xfprzII;KbeBm zA3C~p`a*LfoVflKlMLu}wnD5cCPo1>pP$SC!l>U+M`fr*Qxqx&db|UWgGwt=s#xcWg-LOOQWTT^_X!a11-(y$k(P+b0vmc0w<== zpWDE=&3Z+utSKw|KNU$c&>~IsilkqgB89K3xSliTG-(M{%gha?oc;rBeYNS4O*V4P zpGu9EA$^>H_}ke@wvBV)*^;T4V&eCyaEW3`EakiXEFBi&G-Qgx-?42o;L3nk9zBUD#7J9hYj%CSN>W^Au z7x&w#x)`Gwt{f>;tahrKUdv>51Ii@-YBM&a%JUw5HAV8q{Ofx1FDJbm8R_Sq%wk1HCV$OeR~q)nuLcwXIvBO0gpokHtE%vAF)+V4akd88cn zOK(?|t|YHC_8&|+{L`Dvd@N(5oZ}_d*0AX`@)-Ncgq+J*WbfXIc?LpnDlo^g-iF6AkgFf;;-bQ-}8%V72>jRwLAuPg)fl~I zN>hsI0mv@ljjr|w$8`wOHE=98df^dGsR29E0JV9AAGZtrTE?SnKm#R`P^0uEiq>oX z%!doT%L&s42qz59JQ}WR8f^nKoL=MCo6WRW@N<1qV444|aw2ltro8^o0NOqB6pzImQi`wGKL+-Q@y(QLE?T?*2b zStdlJJF=s^`!&r(YuSu0t|*RlM>l%B)Jv+tTI6_HNtNRUkg4F^T04FKl4^i%OG>m) zeP?;FEI~Mvv4rd37s`7IBagWbuz zH_N`$$yxAtyHhB&M(mKs`@hVR%{Om~iiVRxH}=iSO$z6y_SUkwaI+c8mtV4E7PcE z(Kbng$u;;uc{_8SeXg~P38nohyXo$?#bI*id`X-W;;d~R^D7#zUz zWJ9!h9`69Q3B84yCgU`gOQj?guG~qembOEF0~5Ok3uRM}bM~)z3#BPF@aXjiHWvzjZB_NREkl>DuksY1*2}53-BO>pzv==%P8vbkX|A#YiyS83$_UzECKb zOzSCa1b6q05loY5untrRl8ae&dDCZ@y1%t8R{c7*(T?I!BF(&;9^~@qWsO{*%aSZI zZxxpn*3$l3CK`73M0uai|K1P$B$|EiMW!~qe2yuh}VO;GP>%Xvc3h4;t~b!wXdt&vin~PP)*Hy)!VRs2@l9Hy z@#_sVKDtB`niOcldIL>}2AbHUKoi#+Xks+bq$UNLwBA6IqJbtiDbVEg2Ab>!8sDVj zNK!QzD9=BR$k#cJ#*c2waU`kM8z^!djUU~V<497iH&Em_8b7)z$C0F3Z=lF=G=6kb zjw4C6-awJ#X#D7=97mFBy@4Xf(fH9#IgTXNdILp{qw%AgavVvj^#(G>Q76ArEs~iP zR>%y7?n7sd4yLG|R)e<8^)r)0sGa}2`puC>FZtYbnzwXOG<4pRW3^^oTWR1<9ao(m zzr1vfT<`3A^00NAOYcjWJGwa5;|JtoA`bHN%d%Ome0APN8_8ldmzRgi3uoNcTdZ-8 z4d$(xdAYY@Qa0(4kPB?59-Y=$YecR_%-l*11qkKm#b{Povs^~jIQci)A=YUAHZL#l z&5BDSk27!G)RLQ=ynLIb%p2PO|CCwt^77t{j&~>LCYRad3=H=zx+}^)&3*O|l;$`OL-a@}{n_x{omi*kj{5LmUiq1-J^7+VS z<>lN=E}LZzIw$L$p{DYqf2>QC6*kt%|kQ)e{!~2c{#VNO4cr`e->%-Q5t0DMQB!) zDz1q+ z<=kBElkk-4|DQGQW#;AH%syb|WZvW>SM&1nZc&?IgihqOn@v80__=xcH(Mj~;>!ES z!z;bXW!JpCyj!hdoV9%gM>zi`w~a&jc`-I+d}cWFCb##gdkc0tUh$7y?_sFc=OaVHAvpY#0mUU;<2p$uI?`!d9>iYzx~%4&=ggm-0$2$7um~2zQrH=Gh23BeSO!Tbgkng+3Mhe{lg`~iQ$-|!Fo z2OBLAHi1oHb7%%Fpe3}1HqZ{*Lr3TYU7#y;haS)idP8662MHJegJ3Xh0YhOpjDS&) z1=%nL#=&@)2$Nt6YzbSz*03#X2RSeero#-F1+!rX*b(N!JXiobK|U0~Vpsw@!!EEJ z><-IdPbh>UNC`D7my7IbC499KRzW#bKqc%28K{QUPz!ai7WRRCVShLP4uXT>P&f>Z zfFt2(SO>?#ac}~h2q(iSa2lKrXTn)<4x9_;!v$~=Tnv}OWpD*t30K24a2;F^H^NPD z3)~8~!yRxJ+zt1_eeeK02oJ*}@EAM}Pr_613_J_Z!wc{dybQ0xYw!lV32(zY@E*Jm zAHqlQ3498l!x!)sd=1~ickl!J2tUIw@EiONf5Knz5Bv)o?Idgro5E($44OkrXa#Mc zEwqOY&hhA}V}#=``d1e0M)m#56*`R;Uc&ME``hC3b+cchHK$ExB+g2o8cC?4Q_`!;V!rb?uGl|0eA==hDYHs zcmke;r{NiR4xWb>;U#zlUWM1;4R{OQhIipT_y9hHkKq&e3_gc1;VbwCzJ>4M2lxqo zhF{?~_yhigzu_PF4>npTYyz9Y=FkjUKuc&1ZJ-^rhmOz*x zf_x}|#jpf+hFxGc*d3O^o=^xykb>n<0;RAD%Af+$uoqN8HPk>Ytbw(#H|z`h!2xg} z91MrRVQ@Gc2}i*?I0lY`<)=>84o-j*;bb@k zPJ`3oOgIb9fpg(}xBxDKi{VnZ46cAH;cB=Bu7m60Mz{%Xfm`8rxC8EjyWw8A4<3LA z;bC|L9)ri>Nq7pLfoI`)cmZC5m*G`-4c>q^;ca*a-h=nyL-+_jfluLc_yWFyui;zx z4t{_i;b-^-euLlPPxuS|fq!A60%2p=6gGoq&>UJqD`*34p*?hfPS6>;LO19EJ)t-B zfqu{*2EafV3`1Zj41*Cc60%@4jDfK*9wxvfm<(IORM;A}f$d;>me)!QQYB z><9b9fp8EU0*Auka0DC$N5e62EF2Ffz)5g2oC>GG8E__?4d=jla6ViJ7r`ZPDO?U$ zz*TTHTnpF14R9me47b2-a68-ycfmbyFWe6gz(epbJPMD&6YwNF4bQ-H@I1T-FTpGD zD!dMFz+3P(ybJHa2k;?$44=Sf@Hu=5U%@xmar9U4co$YkOR|TI?RAsFdKG&9bqoag9We?;k*N?ywB@ zghD8S6fB1lD1}u}1{IKoy`T!Jp$2MU4XlN|VPDt}4uAvUU^oO0gTvuSI11LmF>o9l z4=2J&a0;9Xr^6X=7Mu;|!g+83TnHD#C2$#B4p+iea1C4w*TW5P6Wk29!fkK|+zEHX zJ#Zh~4-dja@CZB#kHZu26g&;j!gKHfya+GDEASe;4sXI+@D98S@52Z15qu1v!e{UW zd$A zL3ij0y`T^Dh5nF$fiMV$z!oqJhQml01*0Jw#=J0B!uF5@xiB4O z!Ys&x9bgX3h54`m7D7HOg2k{Dc7|PHH`oJ~K@tj~7*enTN?;|df^w*UO4tiBPz|f0 z7V2Ov>;wD4{%`;s1P8;Ra2Ol`N5avt4vvN6-~>1kPKHz9G&mj3gtOorI2X=`3*aKS z7%qj&;0m}Bu7+#iI=CKggqz?NxD{@PJK!$38}5bs-~o6L9)?HYF?bxFgs0#ccov?A z7vLp$8D53g;0<^a-iCMJJ$N5Jgpc48_!K^eFW@Wq8oq_^;0O2-euiJ*H~1a?gumb) z_!l->B5Vws!e-D6nnO!y1#O@$w1*DR2|7bp=mtHYC-jCs&=2~<02l~^VF(O`VK4$l zLKcjMF)$X!!vvTFlVMAk3R}ZAupMj<(;ydSz)YA8d9WkQfq5_=c7laa0E=J=EQMWQ zSJ)l)fIT4zMNkaOVFi@JN+^SJNJAx5K?Z7IHLQU;*c3*ln81TKTi;Yzp)u7PXedbj~@f}7!1xDD=rJK=7)2kwLW;X!x^9)U;Uad-lr zf~VnGcn)5G7vW`i1zv;K;Z1l8-hp@FefR)Af{)=-_zb>)FX3zW2EK#u;Yauhet}=% zclZPTg1_Nk_zyPTS=aeb0FX#h(p+6*GAPj;b zumuc*;V=?L!Dz^au`muMz(kk~Q(!7=1>3;3us!5JE=-4+Fbncv2bcqMVLmK?g^&-6 zU@g0=Nh+hD+fxxB{+(tKk~B4z7nA z;U>5RZiU<74!8^MhI`>YcmN)Rhv5-;3?7Fk;VF0qo`vV(1$YTwhF9S=cmv*qx8WUl z58j6l;UoA2K84TW3-}7YhHv3J_yK-|pWzqy4St6|;V<|H{)LTp5jKWRVKZn3&7mc< zf;P|=+CvBE1f8KPbb}ty6M91*=m-5_01Sk|Fa(CeFc<+NAqz&s7#IuVVFFBo$*?6% zg{@&5*bcUbX^;yuU?$9lJlGNDz&w}_JHbLIfJLwbmclNuE9?$?z@CtVA}EICumVb9 zC6qxqq@fb3AOkh98rDD^><#jNbya8{*+wcy&2k*m&@DY3hpTg(x1$+fx!?*Aq`~W|~&+rTU2EW6f@E808|H4MQ z2^+(vuo*Oi=Fk#aK^tfb?V$s7g3iztxt0CkOiY* z42*^GFaajPWY`j>!q%`2YzN!JG{}V+FcW4&9_$EnU>?keorIc|3q=mq0=`-dOJHZ% z1$KkoVHxZRg-`@3SPmsn3ag+DDj*GeK^0U(4b;LKSPOf@zOWx000+Xsa0na*hr^L@ z6s&_|;5axQPK1--6gU-5hcno;7NEIo`L7!d3X_Cf>+>Gcpct=x8QAf7v6&p;6wNrK7r5RbNCXzf^Xnk_#S?M zpWtWs6@G(1;7|A){(=8sqdkO8U{lx}nn4R_39X?Gw1f805jsH^=nCDT2lRs8&=>ka z0tUb!7z|s$P#6v)U=(CQHjIIBFdintB$xtQ!d9>~Yzx~#4orjTFau`6Y}f&Igt;&e z7QjxB4+XFomcY)i3+x8F!!pP*C|C!_z;SRqoCqhuDR3&B4rjnwa5kI^=fMSVAzTcXz-4ebTnSgf zHE=Cl4>!O~a5LNrx4|87C)^G9zS@H9LN&%q1uBD@T*z-#b2 zya{i?JMb>N4GxG7Q<558Fq!;U=LUZNhpM3 zNWlsyft9cd%Ao=(VK2x)HLQkOsDrhz59|y3!vSy*91MrTVQ>T-2}i>^I2MkB6W~NR z8BT%I;B+_>&VqB`TsR*tfQ#T_xD+mfE8t4F8m@us;Ci?bZh~9jR=6GRfV<#sxEJn& z2jD??7#@Mg;Bj~oo`PrKS$G~^fS2H9coklQH{eZp8{UEU;C=WIK7vo+Q}`UdfUn?d z_!ho{AK*v$8GeD^;CJ{F{(^ttU)X3*nvNTbG#xjU|F7H}nn4R_39X?Gw1f805jsH^ z=nCDT2lRs8&=>ka0tUb!7z|s$P#6v)U=(CQHjIIBFdintB$xtQ!d9>~Yzx~#4orjT zFau`6Y}f&Igt;&e7QjxB4+XFomcY)i3+x8F!!pP*C|C!_z;SRqoCqhuDR3&B4rjnwa5kI^=fMSV zAzTcXz-4ebTnSgfHE=Cl4>!O~a5LNrx4|87C)^G9zS@H9LN z&%q1uBD@T*z-#b2ya{i?JMb>N4R>JG1N*}MZ~z z6>f(+;4Ziu?uGl{0eBD|hDYErcpRRDr{EcQ7M_O};3aq&UWM1-4R{mYhIimScppB5 zkKhyd6h4P9;4AnVzJ>4L2lx?whF{<}_#OU)zu+JE7d9#sHik`MGiV0Qp(V6}HqaK@ zLkH*touMmqgC5WmdP5)R2mN6H41~cj1ct&e7y%<83r52j7z^WJ0!)I*uq8}|tzjG3 z4z`DBkP9<)Xto{)qhD2C;*0!m>eltDS9 zp%SVf12wQ3)<7NX4g0`;us<9K2f-n5C>#z)z)^5C90SL~@o)m11Si9(a2lKeXTsTV z4x9()!-a4WTmqNE+lA=1#iQ<@E&{sAHv7*348{h!C>6}m$Y=mou@FZ6>141hr} z7`A|+FdRm}D9D0r7z5*AJWPa1Fa@@Rtzc`|7Pf;NmDq_!_=}@8Em*5q^SS;8*w^{(!&WZ}=DfgN=)YO<*(F9GXK5 zXa%jIEwqCU&=ERA7w87vp(pf$KF}BXLjnfEAQ%E$z%UpNBViPbhHMxM<6r_zgvl@k zrovXR4QvbBLk{G^beIXVAP;tcIWQOI!va_c`LGBU!&2B8c7@$w4_F3CD1>52!3rpW zm9PrRp#mylFUUYOtcF^sgSD^^>jD|5V7RJK_m;{qyOPC5e~hfk@gUjJcxC*X;YvFph0d9hu;a0c}?)ZNc-O~~n z2oMCo*tTukwr$(CZ9BQ-V%xdcwr$(yrT3w0YQABr7Td8CyRZj)u^$I;2#0YL$8Z8C zaT;fE4(D+Zmv9AFaUC~s3%79>_wWD@@fc6=4A1crukZ$M@g5)W37_#5-|z!J@f&{- zu=!sCAqavZI6@#4LL)4~Ap#;IGNK?Fq9Z0^Ar9gqJ`x}i5+f;+Aq7$*HPRp*(jy}> zAq%o1J8~cwaw9MDp#Tb^Fp8iUilZb-p$y8RJSw0PDx)f@p$2NAHtL`r>Z2hVp$VFz zIa;6VI%Z%d zW??qwU>@dUAr@f?mSQzlE!JTJHexfjU@Nv^2XGBt>$hKq{n0TBJh;WJG3U zK{jMZPUJ!!#+fwuo?ehE4E_?c40U6Vjm9RAP(aQj^Q{?;uOx{ zEY9NsF5xn+;u>z?CT`;n?%_Tj;t`(UDW2m6Ug0&~;vGKVBR=B`zTrE5;uroPK+C@b zLSO_%FoZxzghm*ILwH0)Bt$_}L`Mw7LTtoEJS0FuBt{Y>Lvo})JFp}LSr;VGqgZU zv_>1WLwj^YCv-tqbVm>LLT~g%KMcS?48{-)!*GnmD2%~ajK>5_!emUvG|a$1n1z2a z2XiqW3$O@_u@uX&0xPi^Yp@RMu@RfF1^;0iwqqxDVGs6VKMvp!4&x|};RH_NG|u20 z&f_93;R>$eI&R<=ZsRWQ;Q=1vF`nQVp5rB6;SJv6JwD(QKI1FC;Rk-=H~t`CtG@(7 z5ClbVgg_{SMp%SH1Vlt+L_st}M@+;*9K=O@BtRl0Mp7h03Zz78q(M5QM@D2q7GyYy&_qX8PBF`A+o zTA(FbqYc`jJvyQjx}Yn%qX&ASH~OL<24EltV+e*}I7VU=#$YVQV*(~&GNxi0X5b&p z!oQepBQhZi zvLZWjAQy5YFY=)P3ZgKIpcsmyBub$S%A!0fpb{#hDypFdYN9skpdRX@AsV3xnxZ*c zpcPu9E!v?2I-)bWpc}fQCwid|`l3GuU=RjlD28DKMq)I^U>wF{A|_!9reZo~U?yf^ zHs)X+=3^liVF{LEIaXj5R%0#JVFNZ|GqzwWwqXZ$VmJ0+ANJ!Q4&exn;y6y=6i(wT z&fx+s;xew_8m{9eZs88@;yxbW5gy|yp5X;v;x*pj9p2+3KH&?#;yZre7k(o^+rI=v zU<5%h1V>1OLKuWactk)XL`GCZLkz@3Y{Wr4#79CTLJ}lJa-={iq()k#Lk46-W@JG& zWJgZqLLTHreiT3<6h=`LLkW~bX_P@Zlt)EWLKRd+b<{vD)J9#@LjyEKV>CfCG)GIc zLL0P2dvri2bVgTnLl5*sZ}dSw^v6I9!VnC_aE!nxjK)}u!vsvkWK6*{OvgW%iGML0 zb1@GKun>!}1k11-E3pb|uommF0h_QH|6wb(V+VF&H}+y54&WdT;|Px7I8Nde&fqN0 z;{q<>GOpqpZr~H z1Vu1}KuCl}7=%N3L_{P+K~zLX48%fg#6>(LKtd!&5+p-%q(myDL0Y6o24q5JWJNaQ zKu+XF9^^xQ6ht8uK~WS(36w%t%Cw5^E_F_K{;1CYuD30L-PU1Aq;2h55 zA}-+yuHrgw;1+JghK>GL}WxkG(<;C#6ldzMSLVcA|ysqBtr_ML~5i#I;2NNWI`5XMRw#s zF62gDMSl#yAPmM(48sVF#AuAcIE=?cOu`gQ#dOTTOw7V;%)va& z$3iT^5-i1XtiUR)##*ey25iJ;Y{6D+!w&4kZtTH6?8iYI!Vw(Bah$*@oW@z4!v$Q# zWn95ET*pn^!X4bjeLTP;JjPQz!wbB`YrMfbyvIj;!WVqScl^LF{6>Hde+h`d2!db; zj*tk2FbIqAh=53ljHrl)7>J43h=X{DkAz5sBuI+nNP$#HjkHLI49JMg$bxLhj-1Ga zJjjduD1bsJjG`!p5-5q%D1&k+kBX>-DyWL;sDWCjjk>6Z255-JXo6;Fj+SVJHfW3X z=zvb>jIQX09_WeQ=!1UfkAWD3AsC9`7=ck3jjyu~|wz(;(>7ktBa{KPN(L4b~b35381ieLzV zkO+-12#4^9h)9TnsECdjh=tgQi+D(Ygh-4eNQUG{iBw2~v`CK($b`(uifqV%oXCwl z$cOwWh(aiWq9~3MD237}i*l%dil~e#sD|pOiCU)=!M?si+&h@ff$S-7>3~(iBTAXu^5jDn1sogifNdEe=rOGVh-kFJ{DjR z7Go)vVFgxVHP&Dq)?*_!VGI7lHf+aE?7|-G#eN*XAsoh09K#8m#A%$tIh@BuT*4Jx z#dX}kE!@Uk+`|Jr#A7_cGd#yjyuus2#e00fCw#_Ne8Ug?#BcmTz)pV&gdhlt;0S?G z2#v4^hX{y>$cTbyh>nw!YG1bD2|dSg)%6M@~D7HsEn$ph8n1e+NgtisE>wdgeGW;=4gRdXpOdLhYsk7 z&gg<}=#HM~g+Azu{uqEk7>uD9h7lNv(HMhq7>|jVgejPc>6n3;n1$JxgL#;bg;<0o zSc>IXfmK+IwOEG@*oe*8g00ww9oUK8*n@r8kApabBRGoVIDu0*jk7q13%H2OxPoiA zj+?lJJGhJccz{QEjHh^p7kG)+c!PI%kB|6-FZhb@_<>*ejR2kh5)gqA1i=s-ArT5; z5EkJP0g(_HQ4tL>5EHQx2k{Ue36Tg%kQB+00;!N1X^{>YkP(@Y1=)}tIgtx_kQez; z0EJK(MNteTP!gq42IWv56;TOQP!-it1GP{abx{uu&=8H$1kKPKEzt^X&=&2{0iDnp zUC|9a&=bAU2mR0=12G6gFciZv0;4b*V=)dBFcFh61=BDc|6nHm#ca&QJS@OMEXEQn z!*Z;|Dy+d;tj7jy!e;!3t=Nto*oEELi+wnNgE)*MIELdmiBmX(vpA0nxP;5Nifg!m zo4AcTxQF|Ah(~yWr+AJRc!k$^i+A{dkNAu)_=fNJiC_4G0A2nP2!Rn4!4Lu=5gK6- z4&f0Ikq`w@5gjoQ3$YOw@sI!skr+vk49SrasgMR~kscY437L@<*^mP{ksEoC5BX6L zg-`@VQ5+>u3Z+pNg4(-tqozMkc z(H%X|3%$`7{V)InF&INI48t)Jqc8?zF&+~z36n7u(=Y@7U>5$x9L&XhEWjcx#!@W9 z3arFxtid|0$3|?z7W{{8*p8jpg+17d{WyR_IEh7&l6(>Q~3IFF0Cge$m;>$rhi zxQ)BGhX;6w$9RHgc#fBNg*SMM_xONM_>8akh9CHe-}r-oUH=jYK@b$d5dxtQ8etI* z5fBlP5e3l@9WfCLaS#{rkpPL17)g-~DUcGWkp}6I9vP7dS&$XkkpsDq8+nlr1yB%$ zQ3S9uqMMQ!o|NF#|I(3$rl?^DrL^u?S1B6w9#! ztFRhtu?`!s5u33ETd@s0uoJtn2m7!e2XP2Ta1_UJ0;g~qXK@Y}a1obr1=nyLH*pJh za2NOS0FUq(Pw@;d@Di`_2Ji45AMpua@D<D=r9K&&(#3`J?S)9iOT*75s#Wmc( zP29#E+{1l5#3MYxQ#{8Dyuxd|#XEe!M|{Q?e8YGA#4r3ofbM?@gun=jUjSDh1iITcu0VRNQ@*%hU7?zR7iugNRJH2gv`i_Y{-F}$c;S6hx{mr zLMVcwD2@^+h0-XCa;SicsEjJ8hU%z^TBw7%sE-C{gvMx!W@v$yXpJ^#hxX`*PUwQJ z=#C!fh2H3kei(p(7>pqphT#~AQ5b`<7>@~w#Z~Q^P9)AghAP9=!2!T)tjj#xZ z2#AQth=OQ{j+lsrIEah*NPt90jHF106iA8GNP~1pkBrEKEXa!N$bnqQjl9T*0w{>W zD1u@rj*=*aGAN7ksDMhSjH;-H8mNidsDpZ_kA`T3CTNQ0Xn|H}jkaiq4(N!^=z?zO zj-Kd+KIn`77=S?-jG-8Y5g3Wl7=v*bkBOLsDVU1sn1Pv?h1r;cd6ro4AEL zxQqLEfJbeSsgN3Jkq#M<5t)$%*^nJMkqdc{7x_^Dg-{qp zQ4A$e5~WcFr+F$hC26vHtBqc9p{F%A>Y|O%FIE*7WhT}MiQ#gaOIFAdsgv+>!Yq)`%xQ#ow zhx>SlM|gs#c#ao%h1YnCcldyh_>3?3hVS@^U-*Lnz5Wsife{qJ5CS0)8etF);Smv$ z5Cu^Y9Wf9Ku@M*XkN^ph7)g)}$&nJNkOpay9vP4cnUNLQkOMi98+niq`B4ysPy|I$ z93@Z+rBN2;PyrQD8C6gX)ln0*PzQBU9}Un5jnNd%&;l*d8g0-H?a>jP&;?!59X-$s zz0nu_FaQHF7(*}&!!Z)0Fa~2W9uqJLlQ9+3Fa!T!7XHN?%*A{xz#=ThQY^y?ti)=p z!8)wRMr^_s{D*DWj-A+rJ=lx=IDkVqjH5V)6F7;}ID>OIkBhj3E4Yg5xPe=^jk~yq z2Y86bc!Fnmj+c0aH+YNp_<&FNjIa2HANYyi_=AAG{}Kp65EQ`?0-+EZVG#}y5D}3P z14F%b)K5Et>00Ev(oNs$aGkP@kp2I-I<8IcKDkQLdH1G$hJd65qVP!NSt1jSGs zB~c1xP!{D;0hLf0RZ$H!P!qLL2lY@N4bccq&=k$l0MjcJ<$t& z&=>tN0D~|XLoo~^FcPCN2IDXu6EO)>Fcs4=12ZuTvoQzrFdqxC2urXO%drBhuo`Qz z4jZr$o3RC3u?;)06T7ho`>-DeaR^6n6vuG_r*Il)aSj)75tnfV*Ki#-aSL~F7x(c1 zkMI~z@eD8U60h+F@9-WU@d;n>72oj#zwjFY`ursz0wV~5Avi)J6v7}Z!XpAAAu^&O z8e$+OVj~XXAwCi!5t1M&k|PCDAvMw>9Wo#zG9wGJAvp)iV~7)qcd zN}~+Qp*$+05~`pos-p&Kp*HHG9vYw_8lwrCp*dQj722RJ+M@$Hp)fQ49$C0K^#Scz3wgSA+X z4cLUu_zzpL9XqfKyRjGhZ~zB!7)Njn$8i#;a0X{_9v5&4mvI%>a054S8+ULI_wf*q z@B~ls953(+ukjY|@Btt38DH=X-|-W_@CO0<{v{9sBPfC)1VSP-!XO;NBO)Rp3Zf!9 zVjvb`BQD}00TLoHk{}t9BPCKH4bmb#G9VK&BP+5Y2XZ1e@*p4bqaX^Q2#TUON}v=< zqb$my0xF_1s-POGqb6#h4(g&l8lVvxqbZu91zMst+MpfUqa!+@3%a5^dY~72qc8el z00v?(hF}Y+Xwq7j;)DVn1NTA?-Cq8&P*BRZoCx}iIIq8Iw0FZyEu z24OIUVi-nXBt~Nl#$h}rViKlcDyCxwW?~j*V-DtFJ{DpTmS8ECV+B@WHP&JsHee$* zV+*!o8+KqPc4H6rVLuMy5RTv|j^hMQ;WWO7Vh9K?&AR-;W3`# z8D8KeUgHhk;XOX$6TaXpzT*de;Wq;G|4TpwMi2x;aD+rCgh5z@M+8JdWJEBFV=wmM01o0Xj^G%M<0MYu49?;_F5nU_<0`J<25#au?%*Eo;~^g537+CP zUf>m8<1OCd13uz2zTg|a<0pRM4+0GMOCSVBPy|B=ghXhBK{$j*L_|UqL`8JOKrF;Y zT*N~HBt&8)K{6yqN~A&>q(ypUKqh2HR%AmCs}6h(2AKq-_)S(HNs zR77P|K{ZrIP1Hgi)J1(XKqE9pQ#3;hv_xyPK|8cZM|46LbVYacKri%0U-ZKO48&jz z!7vQRNQ}Z5jKz3Nz$8q@R7}GR{DWEe7jrNd^RWPnuoz3R3@fk_tFZ>_upS$+30v?V zwqZMVVi)#cFZSaA4&gA4;uucgBu?WD&fz>R;u5alDz4)OZs9iW;vOF0As*uip5ZxO z;uYTDE#Bh;KH)RI;v0V8Cw}7(0uKC3AOt~B1V;#jLTH3VI7C21L`D=uLv+MMEW|-v z#76=oLSiIEGNeFCq(&N~LwaOHCS*ZYWJeC&)J7fDLwz(vBQ!x%G)D`xLTj`|J9I!tbVe6+LwEE#|fOmX`ID5T);(K#uZ${b=<@)+`(Pk#{)dVV?4z(yueGm z#v8oDdwj$ve8E?I#}E9%Zv+_hmw*V2AP9!w2#HV#gRlsX2#AEph>B>4ftZMmIEaV% zNQgv8f}}`}6i9{CNQ-pHfQ-nDEXaoJ$cbFYgS^O(0w{#SD2iezfs!cwm%od+GIBYT zM@3XZ6;wra)IcrNMqSiH12jZqG(j^oM@zIq8?;4xbU-I`Mptx05A;ND^g%!L$3P6i z5Ddj|jKC<2##oHQ1Wd$aOu;lv$3K{fe=!?#F%Ju{5R0({%di|Pu?lOj7VEJAo3I)G zVJo&{2XPUJ=&#-4=um%5N z8@6L7c3}_pVm}Vx5Dw!gj^PAO;xx|S9M0n+F5wEU;yP~N7H;D%?%@F*;xV4!8J^=M zUf~Vi;ypg#6F%cBzTpRc;y3;v;E=xrLJ$N+aD+f8ghp6|Lj*)bWJEzUL`O`-LL9_J zd?Y|3Bt}vsLkgrsYNSCrq(??%LKb92cH}@V-VH80z6h}#vLK&1rc~n3p zR7O=)Lk-kKZPY6&UgLsIK zgh+%WNQ&f0fmBG1v`B{x$cW6yf^5i+oXCYd$cy|afI=vYq9}$ED2dW2gK{X3il~Gt zsEX>Sfm*1Ix~PW+Xo$vWf@WxrmS}}GXp8pffKKR)uIPpy=!xFwgMR3bff$4#7>eN- zfl(NZu^5L5n25=kf@zqJe=rmOVm9Vt9u{CB7GnvPVL4V}71m%a)?))UVKe^2R&2)( z?80vB#XcOsK^(>r9K&&(#3`J?S)9iOT*75s#Wmc(P29#E+{1l5#3MYxQ#{8Dyuxd| z#XEe!M|{Q?e8YGA#4r3ofMI_Lgun=jUjSDh1iITcu0VR zNQ@*%hU7?zR7iugNRJH2gv`i_Y{-F}$c;S6hx{mrLMVcwD2@^+h0-XCa;SicsEjJ8 zhU%z^TBw7%sE-C{gvMx!W@v$yXpJ^#hxX`*PUwQJ=#C!fh2H3kei(p(7>pqphT#~A zQ5b`<7>@~w#Z~Q^P;eQE)AP9=!2!T)tjj#xZ2#AQth=OQ{j+lsrIEah*NPt90 zjHF106iA8GNP~1pkBrEKEXa!N$bnqQjl9T*0w{>WD1u@rj*=*aGAN7ksDMhSjH;-H z8mNidsDpZ_kA`T3CTNQ0Xn|H}jkaiq4(N!^=z?zOj-Kd+KIn`77=S?-jG-8Y5g3Wl z7=v*bkBOLsDVU1sn1Pv?h1r;cd6ro4AELxQqLEfJbeSsgN3Jkq#M<5t)$%*^nJMkqdc{7x_^Dg-{qpQ4A$e5~WcFr+F$hC26vHtBqc9p{ zF%A>Y|O%FIE*7WhT}MiQ#gaOIFAdsgv+>!Yq)`%xQ#owhx>SlM|gs#c#ao%h1YnCcldyh z_>3?3hVS@^U-*LnBmWWzfe{qJ5CS0)8etF);Smv$5Cu^Y9Wf9Ku@M*XkN^ph7)g)} z$&nJNkOpay9vP4cnUNLQkOMi98+niq`B4ysPy|I$93@Z+rBN2;PyrQD8C6gX)ln0* zPzQBU9}Un5jnNd%&;l*d8g0-H?a>jP&;?!59X-$sz0nu_FaQHF7(*}&!!Z)0Fa~2W z9uqJLlQ9+3Fa!T!7XHN?%*A{xz#=ThQY^y?ti)=p!8)wRMr^_s{D*DWj-A+rJ=lx= zIDkVqjH5V)6F7;}ID>OIkBhj3E4Yg5xPe=^jk~yq2Y86bc!Fnmj+c0aH+YNp_<&FN zjIa2HANYyi_=A9>{t^g55EQ`?0-+EZVG#}y5D}3P14F%b)K5Et>00Ev(oNs$aG zkP@kp2I-I<8IcKDkQLdH1G$hJd65qVP!NSt1jSGsB~c1xP!{D;0hLf0RZ$H!P!qLL z2lY@N4bccq&=k$l0MjcJ<$t&&=>tN0D~|XLoo~^FcPCN2IDXu z6EO)>Fcs4=12ZuTvoQzrFdqxC2urXO%drBhuo`Qz4jZr$o3RC3u?;)06T7ho`>-De zaR^6n6vuG_r*Il)aSj)75tnfV*Ki#-aSL~F7x(c1kMI~z@eD8U60h+F@9-WU@d;n> z72oj#zwjFYM*k%s0wV~5Avi)J6v7}Z!XpAAAu^&O8e$+OVj~XXAwCi!5t1M&k|PCD zAvMw>9Wo#zG9wGJAvp)iV~7)qcdN}~+Qp*$+05~`pos-p&Kp*HHG z9vYw_8lwrCp*dQj722RJ+M@$Hp)fQ49$C0K^#Scz3wgSA+X4cLUu_zzpL9XqfKyRjGhZ~zB! z7)Njn$8i#;a0X{_9v5&4mvI%>a054S8+ULI_wf*q@B~ls953(+ukjY|@Btt38DH=X z-|-W_@CO0L{3Q?qBPfC)1VSP-!XO;NBO)Rp3Zf!9Vjvb`BQD}00TLoHk{}t9BPCKH z4bmb#G9VK&BP+5Y2XZ1e@*p4bqaX^Q2#TUON}v=Y+Xw zq7j;)DVn1NTA?-Cq8&P*BRZoCx}iIIq8Iw0FZyEu24OIUVi-nXBt~Nl#$h}rViKlc zDyCxwW?~j*V-DtFJ{DpTmS8ECV+B@WHP&JsHee$*V+*!o8+KqPc4H6rVLuMy5RTv| zj^hMQ;WWO7Vh9K?&AR-;W3`#8D8KeUgHhk;XOX$6TaXpzT*de z;Wq+|`%6Fs{>$G*To5@Jf+HkCAq>JIJR%?xA|ooIAqHY1HsT;2;v*pvAqkQqIZ_}M zQX?(WApDp?^U%l2{rdolOSdBGUhxOQqP1u6}unpU>6T7en zd$At}a0rKS6vuD^Cvh5Qa1Q5j5tncUS8*LTa0|C_7x(Z05AhgJ@C?uK60h(EZ}A=< z@Cl#s72og!Kk*xX5ODlo0wD;3A~-@I6hb2`!XW}8A~K>N8lod6Vj&LVB0drz5fURQ zk|70BA~n(=9nvEsG9e4HB0F**7jh#n@}U3c7LN}&wOqC6^~5-OuAs-XsI zqBiQF9_phZ8lefAqB&Zi6dZ7>cqCW;;5C&r?hG7IoVl>8J z9L8fJCSeMuVmfAECT3wa=3pM?V<8q{36^3xR$vuYV=dNU12$qawqPr^VFz|%H}+s3 z_TwN9;Ruf6I8NXcPU9@j;Q}t=GOpknuHzltDR^M@3XZ6;wra)IcrN zMqSiH12jZqG(j^oM@zIq8?;4xbU-I`Mptx05A;ND^g%!L$3P6i5Ddj|jKC<2##oHQ z1Wd$aOu;lv$3K{fe=!?#F%Ju{5R0({%di|Pu?lOj7VEJAo3I)GVJo&{2XPUJ=&#-4=um%5N8@6L7c3}_pVm}Vx z5Dw!gj^PAO;xx|S9M0n+F5wEU;yP~N7H;D%?%@F*;xV4!8J^=MUf~Vi;ypg#6F%cB zzTpRc;y3;v;H19-VH80z6h}#vLK&1rc~n3pR7O=)Lk-kKZPYltDR^M@3XZ6;wra z)IcrNMqSiH12jZqG(j^oM@zIq8?;4xbU-I`Mptx05A;ND^g%!L$3P6i5Ddj|jKC<2 z##oHQ1Wd$aOu;lv$3K{fe=!?#F%Ju{5R0({%di|Pu?lOj7VEJAo3I)GVJo&{2XPUJ=&#-4=um%5N8@6L7c3}_p zVm}Vx5Dw!gj^PAO;xx|S9M0n+F5wEU;yP~N7H;D%?%@F*;xV4!8J^=MUf~Vi;ypg# z6F%cBzTpRc;y3;v;MBhaLJ$N+aD+f8ghp6|Lj*)bWJEzUL`O`-LL9_Jd?Y|3Bt}vs zLkgrsYNSCrq(??%LKb92cH}@V-VH80z6h}#vLK&1rc~n3pR7O=)Lk-kK zZPY6&UgLsIKgh+%WNQ&f0 zfmBG1v`B{x$cW6yf^5i+oXCYd$cy|afI=vYq9}$ED2dW2gK{X3il~GtsEX>Sfm*1I zx~PW+Xo$vWf@WxrmS}}GXp8pffKKR)uIPpy=!xFwgMR3bff$4#7>eQepQC#U8UtCv z02BFV=wmM01o0Xj^G%M z<0MYu49?;_F5nU_<0`J<25#au?%*Eo;~^g537+CPUf>m8<1OCd13uz2zTg|a<0pRM z4+2dIAP9mYI6@#4LL)4~Ap#;IGNK?Fq9Z0^Ar9gq9^xY*5+MnaA~{kZB~l?Z(jXnu zBO@{)3$h|Rav&FSBQNqHKMJ5A3ZV#!qBu&R6iTBk%Ao=(qB5$W8mglvYM~D5qCOg+ z5gMZ@nxO?+qBYu}9onNKI-v`?qC0w^7kZ;F`e6VDVlaka7=~jcMqv!bVmu~b5+-9R zreOwVVm9Vr9_C{q7GVjNVmVe|6;@*{)?ouSVl%d28@6L7c3}_pVm}Vx5Dw!gj^PAO z;xx|S9M0n+F5wEU;yP~N7H;D%?%@F*;xV4!8J^=MUf~Vi;ypg#6F%cBzTpRc;y3;v z@YDc;AQ*xpBtjt!!Xi8(AQB=YDxx6wbU;URMi+ELcl1Or^g&#|fOm zX`ID5T);(K#uZ${b=<@)+`(Pk#{)dVV?4z(yueGm#v8oDdwj$ve8E?I#}E9%Zv>ha zKwtz#FoZxzghm*ILwH0)Bt$_}L`Mw7LTtpvUx<$cNQA^lieyNEzmW?6APv$YJu)B@ zG9xRpAqR3IH}W7K{zU=&he9Zfq9}$ED2dW2gK{X3il~GtsEX>Sfm*1Ix~PW+Xo$vW zf@WxrmS}}GXp8pffKKR)uIPpy=!xFwgMR3bff$4#7>eN-fl(NZu^5L5n25=kf@zqJ znV5w+n2Y&XfJIo0rC5d)Sc%nGgLPPsjo5@O*oy7gfnC^*z1W8XIEceIf@3(2lQ@Ml zIE(YRfJ?ZHtGI?6xQW}igL}A-hj@f1c#7wEfme8qw|IvS_=wN=f^YbapZJA82sAx_ zAP9=!2!T)tjj#xZ2#AQth=OQ{j+lsrIEagQh>wIwgd|9cpqphT#~AQ5b`<7>@~p46 zIE^znhx53IOSpooxQ-jRh1DgZ zJR^W02!`MYiBJfGun3O`h=j<9ifD*|n23!y_zUrn011&8NstW5@i$W9AEZWFq(cT| zL}p|`He^Rmz?CT`;n?%_Tj;t`(UDW2m6Ug0&~;vGKVBR=B`zTrE5 z;uroP(98gWASi+(1VSM+!Xg|ZAR;0o3Zfx8Vj>peATHt|J`y4kk{~IPBLz|-6;dM& z(jh%EA``M8E3zX8av?YJA|LXj01BcIil8WpqXbH!G|HkJDxe}NqYA2_I%=X8>Yy&_ zqX8PBF`A+oTA(FbqYc`jJvyQjx}Yn%qX&ASH~OL<24EltV+e*}I7VU=#$YVQV*(~& zGNxi0W?&{}V-DtFJ{DpTmS8ECV+B@WHP&JsHee$*V+*!nJ9c6h_Fyme;{XofFplCF zPT(X?;|$K>JTBrAuHY)J;|6ZwHtymc9^fG!;|ZSOIbPxw-rz0X;{!h7Grr;*e&8p5 z;|~JQ3LprAAvi)J6v7}Z!XpAAAu^&O8e$+OVj~XzLOdiuLL^2KBtvrijgfti^h4z$R?QR&2u#?8I*D!9MKAK^(#n9K~^* zz$u)@S)9WKT*PHu!8KgRP29pA+{Jx7z#}}yQ#`{9yu@p~!8^RiM|{E;e8qSCz%Tqp zpxFTgMo>MqK=b_(*_6NQ|UNh7|Z4sqhcdAT81( z12Q2qvLYLDASZGo5Axw(6u^Hdgu*C_Vkm)uY=#4(;hyECdK^TIe7>*Gbh0z#`ahQOKn2afy zhUu7zS(t;ln2!ZmgvD5jWmtigSdBGUhxOQqP1u61*p408h27YTeK>%FIE*7WhT}Mi zQ#gaOIFAdsgv+>!Yq)`%xQ#owhx>SlM|gs#c#ao%h1YnCcldyh_>3?3hVS@^U-*MS za{>s0pa_l-2!+rHi*Sg5h=`0Rh=%BhiCBn(xQK`NNQgv8f}}`}6iA6wNR2c|hxEvZ zOvr+)$c`Myh1|%Ce8`UiD2PHR5zL)hw+$* zNtlAEn2s5kh1r;kd02pjSd1lDhUHj^Rak?ySdR_Zgw5EBZPVATeyR}xQ_>TgvWS_XLx~^c#SuBhxho1Pxykb_>Ld= zh2ID?H-NwhieLzVkO+-12#4^9h)9TnsECdjh=tgQi@y*b36Kbhkrc_00)HbF{y`d~ zMS5gFCS*odWJ3<*L~i6kKKzRU_z#6p7)4PGB~TKjQ3mBu9u-juRZtbxQ3JJ58+B0+ z4bTvc(FD!V94*lbZO|6&(E**%8C}s0JF#@A78e=gI6EG2z zF$L2w9WyZtb1)b4u>gy(7)!AXE3gu)u?Fj~9viU-rX8+)-22XGLFaRkS3 z94B!KXK)thaRHZb8CP))H*gcTaR>Ks9}n>ePw*7a@dB^#8gKCqAMg>M@de-T9Y664 ze-LP106`EG!4U$X5E@|-4iOL$kr4&a5FIfQ3vmz^@em&gkqAkU6v>eSDUk}Pkp}6I z9vP7dS&$XkkpsDq8+nlr`B4A`Q3yp)6va^jrBE7WQ4SSQ5tUH|)leNZQ44iY7xmEq zjnEiP(F`rn60Ok&?a&?_(FtA972VMTz0ezd(GLSK5Q8xU!!R5pF$!Za7UMAilQ0=m zF%2^?6SFY~^DrL^u?S1B6w9#!tFRhtu?`!s5u33E+prxwu?u^!7yEGlhj182aSSJL z5~pzn=WreuaS2y&71wbCw{RPGaSsph5RdT$&+r^C@d|J77Vq%^pYR!9@eM!l6Tk5X zf#(Mh1i=s-ArT5;5EkJP0g(_HQ4tL>5EHQx2Y(?R5+ETGBMFirIsQgU{Dag;i*(3< zjL3{E$cF65iCoBoy!aRS@gEAJFp8iUilZb-p$y8RJSw0PDx)f@p$2NAHtL`r>Z2hV zp$VFzIa;6V zI%Z%NW@9eqVF4CmF_vH%mSZJWVGY(|JvLwyHe)NcVFz|%H}+s3_TwN9;Ruf6I8NXc zPU9@j;Q}t=GOpknuHz5&1M zkQrH#4LOh#xseC?@GlDBKNLb?6h$$VKuMHF8I(hLR753IK~+>o4b(zy)I~isKtnV} z6Es6}v_vbkL0hy(2XsPbbVWDxKu`2WAM`_i48$M|!B7mx2#msLjKw%iz(h>O6imZ( z%)~6r!CcJ80xZH}EX6Xcz)Gyf8mz;5Y{VvP!B%X?4(!5i?8QDDz(E|w5gfyDoWv=d z!C9Qg1zf^qT*Woqz)jr79o)lxJj5eB!BafP3%tT>yu~|wz(;(>7ktBa{KPN(L7;^J z1VK;)M+k&MXoN*LL_kDDMifLtbi_m~#6eudLwqDeA|ydlBu5IQL@K048l*#dWJD%p zK~`i(4&*{^ArwJT6h{e^LTQvmIaEMJR7Mq4Lv_?dE!06>)JFp}LSr;V zGqgZUv_>1WLwj^YCv-tqbVm>LLT~g%KMcS?48{-)!*GnmD2%~ajK>5_!emUvG|a$E z%*Gtd!+b2nA}qmDEXNA0!fLF=I&8p3Y{nLB!*=Y%F6_Zx?8gBd!eJc6F`U3joW>cP z!+Bi9C0xN(T*nRE!fo8eJv_ieJjN3|!*jgEE4;y5yvGN8!e@NNH~hd){Kg*yUKBtO z1VeCyL@0zoScFFeL_%alMKr`fOvFYU{DpW(fP_elBuIwj_!}wl4^ks7(jfyfA~Uie z8?qxOav=}$;$P&)e<+B;D1u@rj*=*aGAN7ksDMhSjH;-H8mNidsDpZ_kA`T3CTNQ0 zXn|H}jkaiq4(N!^=z?zOj-Kd+KIn`77=S?-jG-8Y5g3Wl7=v*bkBOLsDVU1sn1NZC zjk%bI1z3p1Sb}9(j+I!2HCT)F*nmygjIG#)9oUK8*n@r8kApabBRGoVIDu0*jk7q1 z3%H2OxPoiAj+?lJJGhJccz{QEjHh^p7kG)+c!PI%kB|6-FZhb@_<>*ejX;Y72#lZz zh7bse&h>f`T3-OTviI5mckqjyDH&Wprq(NGwM+RgiB~cn>P!8o$5tUE{RZ$%^Pz$wD7xmBp4bd1)&6w9yzE3q1Dunz075u30DTd^HGunW7f7yEDk2XPoja16(B5~pwmXK@}E za0!=j71wYBH*p(xa1ZzK5RdQ#Pw^Zt@CvW-7Vq!@AMqJq@D1Pb6Tk2WftCai1VIrT zArK0o5fjP&;?!59X-$sz0nu_FaQHF7(*}&!!Z)0Fa~2W9uqJLlQ9+3Fat9&8*?xZ z^RW<%umnr794oL2tFadAumKyf8C$Ro+p!b7um^jw9|v#*_U@g{T12$nZwqhH0U?+BC5B6a{4&o4w;3$sc1Ww^J&f**{;36*L z3a;TgZsHd1;4bdt0UqHop5hr^;3Zz;4c_5BKH?L;;48l42Y%r<0xb(5FoGf&LLekU zBMibJJR%|zq97`wBL-q2Hsazh#76=oLSiIEGNi!YNQHlp25FHV8ITE?krmmH138f! zd5{nPq5%FwArwYY6hjG=L}`>kIh035R6-S0MRn9bE!0L`)I$R_L}N5TGc-p_v_c!S zMSFBWCv-+vbVCpHL~ry#KlH~y48jl$#c+(kD2&EfjKc&>#AHmtG)%`#%)%VZ#e6Kl zA}q#IEW-+{#A>X;I;_V=Y{C|7#dhq#F6_o$?85;Z#917bJi-$^#dEyCE4;>Ayu$~4#AkfLH+;uW{K6juS{^_U1VwO!Kq!Pp zScF3aL_}mnK{P~1OvFMQ#6>*BM?xe*5+p@(q(DlfLTaQzI;2NNWI`5XMRw#sF62gD zvbuOu!^e##Bth49vuA%)va&$3iT^ z5-i1XtiUR)##*ey25iJ;Y{52c$4>0R9_+<_9KazQ#!(!@37o`foWVJq$3*_U@g{T12$nZwqhH0U?+BC5B6a{4&o4w;3$sc1Ww^J&f**{;36*L z3a;TgZsHd1;4bdt0UqHop5hr^;3Zz;4c_5BKH?L;;48l42Y%r<0<8=nFoGf&LLekU zBMibJJR%|zq97`wBL-q2Hsazh#76=oLSiIEGNi!YNQHlp25FHV8ITE?krmmH138f! zd5{nPq5%FwArwYY6hjG=L}`>kIh035R6-S0MRn9bE!0L`)I$R_L}N5TGc-p_v_c!S zMSFBWCv-+vbVCpHL~ry#KlH~y48jl$#c+(kD2&EfjKc&>#AHmtG)%`#%)%VZ#e6Kl zA}q#IEW-+{#A>X;I;_V=Y{C|7#dhq#F6_o$?85;Z#917bJi-$^#dEyCE4;>Ayu$~4#AkfLH+;uW{K6juS`|PL1VwO!Kq!Pp zScF3aL_}mnK{P~1OvFMQ#6>*BM?xe*5+p@(q(DlfLTaQzI;2NNWI`5XMRw#sF62gD zvbuOu!^e##Bth49vuA%)va&$3iT^ z5-i1XtiUR)##*ey25iJ;Y{52c$4>0R9_+<_9KazQ#!(!@37o`foWVJq$31OLKuWa zctk)XL`GCZLkz@3Y{bD|h=&A7h{Q;OWJr#`krMwPHPRv-G9V)|BMY)2J8~iy@*pq% zMSlE;f+&n4D2C!FiBc$ovM7%VsD#R>ifX8Vny8IBsE7J!h(>6Frf7~9Xoc2ji+1RM zj_8ao=!Wj-iC*Y~zUYqu7=*zXieVUmkr<6J7>Dtgh)I}&shEx#n1$Jxi+Napg;I?~h>O1v9|@2MiIEh^kOF@r75+gQq(ypUKqh2HR%AmCSt%3T@C9?a=|9 z&>3CP4L#5kz0n8#&>sUa2tzOw!!ZJ*FdAbq4ihjDlQ9L;FdZ{73v)0R^RWPnuoz3R z3@fk_tFZ>_upS$+30trg+pzc0;NzIWl;_lP!W|;1=Ua;HBk$7P#5*l0FBTXP03M4JFyFUuowGr0EciGM{x`%a1y6+2Ip`d7jX$!a23~a1GjJ+ zcX1C7@DPvj1kdmsFYyX*@D}g!0iW<0U-1n;@DsoB2Z7fG5Cp*x93c@3VGtJK5do19 z8Bq}pF%T265eI)E9ugoS5+ezcAvyj=O8kS=NQ-pHfQ-nDEXaoJ$cbFYgS_|``SBkL zqA-e}7>c7LN}&wOqC6^~5-OuAs-XsIqBiQF9_phZ8lefAqB&Zi6dZ7>cqCW;;5C&r?hG7IoVl>8J9L8fJCSeMuVmfAE7G`5E=3xOAVlkFr8J1%u zR$&d+Vm&rs6E!_y=i_7U_`znUEP-kqtSJ6SwdgeGW;=4gRdXpOdLhYsk7&gg<}=#HM~ zg+Azu{uqEk7>uD9h7lNv(HMhq7>|jVgejPc>6n38n2ouZhXq)O#aM!6SdNugg*8}< z_1J(-*o>{%h8@_6-PnVD*pGuagd;eL<2Zp+IE}M7hYPrf%eaDTxQ?5+g*&*5`*?sy zc#Nlbh8K8=*LZ_>c#n_xgfIAt@A!dV_>DlD0tk$t2!;>{iO>jxa0rixh=eGJis*=e zScr|d_zUro0Ev(oNs$aG@HbN7AEZHAq(=s1LS|$|HsnA~~Q4y6;1yxZUHBbw+Q5W^l01eR?P0$R@(GsoD25r$E9ncA#(G}g$13l3j zeb5j6F%W|=1Vb?#BQOf1F&5)60TVG9Q!owFF%z>e2XiqW3$O@_u@uX&0xPi^Yp@RM zu@RfF1zWKlJFpA8u^0Pr00(gxM{o?saT2F+24`^|7jOxeaTV8a12=IScW@8)@eq&j z1W)lCFYpSl@fPp!0Uz-hU+@jz@e{xB2Z1&R5ClOH93c=2p%E705CIVp8Bq`o(Ge4| z5C?G)5Al%@iI4u z3Z+pNg4(-tqozMkc(H%X|3%$`7 z{V)InF&INI48t)Jqc8?zF&+~z36n7u(=Y=wF&lF*5A(4Qi?9Ssu^cO~3ahae>#zYE zu^C&iEr5Vd^xN%sVi)#cFZSaA4&gA4;uucgBu?WD&fz>R;u5alDz4)OZs9iW;vOF0 zAs*uip5ZxO;uYTDE#Bh;KH)RI;v0V8Cw}7(0&fW*2!bIvLLwBxAS}Wo0wN(Yq9Ph% zASPlX4*o(sBtSwWMiL}La{P^y_y?(x7U_@y8Ic)TkPX?96S!w&4kZtTH6?8iYI!Vw(Bah$*@oW@z4!v$Q#Wn95ET*pn^!X4bjeLTP; zJjPQz!wbB`YrMfbyvIj;!WVqScl^LF{6?Uy0R%=+1VadfL}-LTID|(;L_!oqMRdeK ztN=PSj~$@)m2pM!5FZJV2uY9>$&msnkqW7i2I-I<8IcKDkQLdH1G$hJd65tKQ2+%| z2t`m7#ZdyKP#R@X4i!)ll~D!NP#rZ<3w2Nz_0a&0&=^h83@y+StkJp30=?? z-O&TR&>MZx4+Ag|gE0idFdQQ>3S%%9<1qn~Fd0)Z4KpwkvoQzrFdqxC2urXO%drBh zuo`Qz4jZr$o3RDkupK+G3wy8^`*8q=a2Q8%3@30Br*Q`7a2^+N30H6x*Kq^4a2t1V z4-fDVkMRW0@EkAk3UBZh@9_bj@EKq64L|S`zwrlww*?Rc!4MoF5ei`t7U2;Akq{YC z5e+dA6R{Boe<2{zgjtgVacibjW~=$c!w=hV00RT*!mG_!s%{9}1!{ zil7*Zqa;e949cQBDxeZ7qbjPQ25O=<>YyI#qahlh37VogTA&qLqb=H@13IEJx}Y1n zqbGWy5Bj1%24D~dVI8Cj7HIgk^%kq7zkFACs46hdJX zMKP2>Nt8wzltXz`L?u)~Ra8d})Ix34MLje?Lo`McG(&T=L@TsGTeL?9bV6rzMK|<7 zPxM9~^h19P#2^g8Pz=WijKXM)#W+mBL`=pMOv7}{#4OCgT+GJ;EW%r9K&&(#3`J?S)9iOT*75s#Wmc(P29#E+{1l5 z#3MYxQ#{8Dyuxd|#XEe!M|{Q?e8YGA#4r3opdA4OK~Mxo2!ujtghe<+Ktx1F6huRG z#6&E_L0rT`d?Z97BtcRnM+&4wDx^jlq(gdSL?&cGR%AyGkMio>;b<{*H)InX;M*}oMV>CrGv_MO=MjNz4dvru6bU{~iM-TKu zZ}de!48TAP#t;m{aE!z#jKNrp#{^8mWK6|0%)m^{#vIJUd@RHwEWuJN#|o^%YOKXN zY`{ir#ujYDcI?D1?7?2_#{nF|VI0LVoWMz(#u=Q$d0fOLT)|ab#|_-VZQR8@JitRd z#uGflbG*bWyun+%#|M1EXMDvs{J>BA#vcUU89)#OLvVydD1<>+ghvEKLS#fmG{itm z#6}$ag?LDSgh-4eNQUJ28!7P*QX?(WAp2TD2wu_fJ&&0s;GtK)Xo}`&fmUdZwrGbA=!nkff^O)Jp6G=> z=!^asfI%3Hp%{h{7>UssgK-#-iI{{bn2PC`fmxW1xtNCqSct_~f@N5al~{!}Sc~=8 zfKAwpt=NVg*oocPgMHYKgE)jEIEv#qfm1k*vp9zfxQNTRf@`>ro4AELxQqLEfJb3ZpR=<1hgeF&R@Z4bw3bvoHs9F&_)C2#c{4%di3~u^MZz4(qWI zo3I62u^l_G3%juw`)~jUaTrH%499U2r*H;maUK_N372sd*Kh+jaT|AV5BKp9kMIOf z@f&4bTXU(G<vF0UNOy zTd)n=u@k$n2Yay}2XF|7aTLdJ0w-}AXK)VZaS@kr1y^w$H*gELaToXS01xpPPw))S z@e;4_25<2mAMgpE@fF|j13&Q_e-L<206`E8!4VRn5C&lp9uW`;kr5Tq5Cbt08*%U# z;voSNA~BL68It2~q{Kf+jkHLI49JMg$bxLhj-1GaJjjcGkstq|APS=hilI14q7=%Y zEXtz-Dxor}q8e(TCTgP&>Y+Xwq7j;)DVn1NTA?-Cq8&P*BRZoCx}iIIq8Iw0FZyEu z24OIUVi-nXBt~Nl#$h}rViKlcDyCxwW??qwVjdP?Ar@l^mSH(oVine4E!JZLHeoZi zVjFf~Cw5~G_F+E`;t-DDD30Rf+83~AS6N~48kEiA|eu^AS$9G24W#L;^HsF zM*<{5VkAW}q`==ug@2F+X^|cokO`TQ71@vjIguNAkPrW&0RBTE6h=`LLkW~bX_P@Z zlt)EWLKRd+b<{vD)J9#@LjyEKV>CfCG)GIcLL0P2dvri2bVgTnLl5*sZ}dSw^v6I9 z!VnC_aE!nxjK)}u!vsvkWK6*{Ovg;j!W_)Sd@R5sEXGnS!wRg#YOKLJtj9)d!WL}B zcI?0|?8aW~!vP$`VI09R9LGtV!Wo>!d0fCHT*g&g!wuZTZQQ{<+{Z&a!V^5jbG*PS zyvAF+!v}oCXMDjoe8*4x!XE_M7eEjMMR0^bD1=5>ghK>GL}WxkG(<;C#6ldzMLfhu zLL@>GBt>$hKuV-SYNSCrq(??%LKb92cH}@Vuf00O2f2KfK!ilUMz zg)%6M@~D7HsEn$ph8n1e+NgtisE>wdgeGW;=4gRdXpOdLhYsk7&gg<}=#HM~g+Azu z{uqEk7>uD9h7lNv(HMhq7>|jVgejPc>6n38n2ouZhXq)O#aM!6SdNugg*8}<_1J(- z0d#7jP&;?!59X-$s zz0nu_FaQHF7(*}&!!Z)0Fa~2W9uqJLlQ9+3Fat9&8*?xZ^RW<%umnr794oL2tFadA zumKyf8C$Ro+p!b7um^jw9|v#3CP z4L#5kz0n8#&>sUa2tzOw!!ZJ*FdAbq4ihjDlQ9L;FdZ{73v)0R^RWPnuoz3R3@fk_ ztFZ>_upS$+30trg+pzc0;NzIWl;_lP!W|;1=Ua;HBk$7P#5*l0FBTXP03M4JFyFUuowGr0EciGM{x`%a1y6+2Ip`d7X#?j{8E4}t}CMJxPjZa zgZp@Z$9RJ0c!Ae=gZKD=&-jAx_<`T}gCK_j2#OF0i7*I@2#AO%h>949i8zRh_(*`n zNP^@@fs{yvG)RjK$cQY+iX6y^JjjduD1bsJjAAH`QYejbD3400jB2QkTBwbBsE6n4pn1lIPfW=sX z$rj2xPyDRk4JcnXLycR zc#U^>k5BlFZ}^U1_>I7a0|-s;GvVsD-+yhX!bf#%O}( zXo1#fgZAiv&gg>f=z-qogZ>zR!5D&J7>-dGjd2){Ntldjn2uSPjd_@lMOchwSdLX# zjdfU$P1uZW*p6M;jeXdUL--$g_W>V8@jw0_6&qr2D5xhvFGxs26GTuTRB4e!K?9%T zNG{322+w7!Jj7B9y{OFa}P6u`mwCgC8m&0M!tL5Y#{| zoCa~IgDFrCQ{fCa8>Yc@m;p24e7Fc^!KE-8E{7}ND!3Z1h3nu3m=8C?O>hg`3b(@@ zuo&)wC2%h+gZp7QJOnG?QFt7lfT!STcotT{3-BVm0;}OQSPO5$I(P@x!@KYvybmA1 z$M6Y!4qw36@C|$qKfurM3;YJZ!(Z?>Z1oJ0j*t(XpfhxXqv06n3BBPs=nMT|01Sj7Z~_d2;ZO`GLMfaCW8f4R z3*%rs_@M#Pytm?4U-@Q5vYY2#9<25!&Eo}&W33)9cI8xI3F&8S#T-LhAUtW zTm@IdwQwEW0Q2D{xEXGRMQ{h)33tOia33s%2jD??7#@MgU?n^OPr@_sEIbb{z{~Io zyb79 z&;oXcJz#Ix2lj^p;2<~{4uM1AaA*rhz>&}%j)FYs2!+rIx~3=xPz3?{=AI31?KS#UP|7pB8` zFcU6>i{KKt6fTD=;3~Kpu7&I12AB^w!Od_hEP^}WPPiNHf%{-7JOB^E!|(_^1}ou7 zcnY3{Rqz752(Q3ucn#LVo3IYvf%WhnY=jTsL-+(fg)iVs_y)d(AK*v$1%8F!;Scy5 z{(eXXpY)LwD#2 z$HH-NJoJMi7zl&l1Q-eLdP{{bINfO4pWDwqh9APfIS&Vm2Jxo{p_02ji=a0y%nm&28C70iWeU>;l#3*bgr2)Dp(a62r9yI=|23(Mes zSPl=t3V0MAhbQ1^cm|$>=iw!I8P>q7@H)H!Z^7HJ0p5j8@IHJ5AH!$xIeZ0Q!*}pK z`~*M4X7~;MgukHKOTu>09Cn0VU{`1fyTe|vH|z)dLn}B4+Q1>;fy1F4906X)g$|Gh z1yBfGpeuBT9&jx5g5#kN6hVI&1cPBH41MfU@}aB(_t!{1!u#5VLF@#GvNZb5H5yG;4-)z=D?LO7p{SMa6K%58{uYH2)Du_ zxE=0*#c&tg154mOSPJ*U1F#$(f=6HlJO(S_Nq7pLg;nqZya=zrYIqIS!ke%T-huV- z9&CgU;6wNXK7}vfOZW!9g&*KY_yvB2-{BAV8~%aqUlw+NonU8Z0lUE-uqW&T`@#Wm zARG*>;ZQgX+CmN-30^n~IzT=YKxgOzM?-fw26{qoI1c(kKNtW5VF;W6!(jxR2&3R6 zI2lfXQ(+wZ2mCMr0#FIn5QGraKm=+b2631I^)MCAfU{v5OotgT6V8W=U=~~ov*8Mu z16RXbxDMvQd{_WC!$MdDx51sT818{3uoRZTgRmSPffcY49*3vkX;=l%!He(`tcEqP z7G8&S@D{9x4X_b5!H4h>dK7$}3W;Dhl{4i!)Z)i4P{5P@2VK^&$)Jxql&;B1%%(_se8g!ADdm<5-@ zY`6mEz|}Apu7i0n9~QvPun-o(ZEz8lHt!@B+LD zFT*SFD!c}7z?<+kyaVsTd+J^TPa!!Pg~{0@J?->}_kVSCsS zc7k1@1?&!cz}~PA><BcVMU1sx$DIzeaX21mm&&=Y#YanKj~ z!2lQtL*N7$4kO@17zHQ6$#4ps3gh5E;D-qifJz9$M5uu&INxBxDMi{TQu3@(Q&;VQTWu7&I22DlM!f?MELxE=0*yWnoP7w&`m;Q@FE9)?HZ zF?a%=glFJccphGWm*Ew76<&ik;7xcN-hp@FJ$N5JfREu5_#D1~ui+c`9)5tI;TPBp zzrmmI7c^TVYzNI@N7w~+g_f{8>;-$ney~5Zf`gz990G@d2Xdetcp(=$Kpqr8A#{PR z&>ecfvCs>ShdxjQ{b3LchM_PFMnW-^Kq-udF;E6$!3X1^94ep+s$mj@AOf`zgE&lq zdYB4lz}YYjro#-F3FpH_Fbgh)*>DBSfvaIITnpF14KN>Wf}7!1SOj;#op3kY1NXsF zcmN)Rhv5-;3|7LE@Dw}?tKbEA5nh4S@EWXzH(?#T1MA^E*a#oMhwuq}3SYpN@C|$m zKfsUh3;YVd!yoWB`~%y+D(nC|!OqYEc7r`&PuLswf&JkCI0z1gL*P(29NI!VI0AB^ zJ>)@0D1=VX6}mwWI0kw_Z|DPkp+5|O!7v1d!Eh*s6QLANf-!IkjD>M99{f-N0jP!` zgrEj$;WUUt9n?buoB?OTG&l!lz`1ZfTmZA+Vweq=!5p{}=E5~F53Yv=a3d^)Ti`ah z9Tvk~umtXfWpF<%hlgMVJPMD)6Yw-V1JA+p@DjWXYv5IQ9o~Sq;BD9d@4_Z{A3lPQ z;WPLgzJjmeJNO=cf}deC{04u*U(oC|VLNCJJHjroE3|~&VK3Ml_JjT5KxhT6p$!}c z9>{@q;Duc10C`XVh0q1MLU-r^$3ibS9{NBL^oKz(7*2qpFak!xC@6uGVKkfyW$+*H z!2~FWN~nT~FbTpCfhfdaGE9NfVJe&jXTyJCI-CbH;X=3wE`dwoa<~Gnf~();(& z5AVT7_y9hHPvBGd0=|TA;9K|seuQ7(SNI+NfWP4%*nX|B1MCDlLkrjq_JBQMAJ`WT zfCJ%RXbp$Jp>Q~~g(KidXb(q0N63dx&>6bH(Qpj(gx+u*^o4#f00zPkI01&k2sjZ& z!AWp3oC2r9IQS3vVFCo85`r)hY9I`!K@{p>GBm*Ha3-7u)8HJK4m039m3Xj1P@FY9~&%*QY z0=xt-!y0%MUWYf}EqEI?z`L*s-iMFiWB3d{hp*sk_zu2@pWtWM48Osj@E0_DUDytq z!;Y{E>2-57zQJu7)qcNM#C6570O^7{0ICn0Rm77L6`_N5Qftr3Ux3U8sKy| z6V8Hj;JW%k0++$%a3x#?*TA)KJ=_2{!cA}s+zPkD9dH-i4fn!*a6dc% z55dFmC_DyFz?1L{JPXgm3-B_$09U7;KFfMcK+^oBmr7y82h7z{&T7z~GEI1x(WBp3syz*rau z1xw&wSO)jQa(D<Wd4==&Xum)a**WnF#3*Lqe@GfkE_u(V>7(Ro~ z;VbwWzJu@KC-@mQ!*B2>`~}V46t;urup{gOyFyFY9rl8~VL#X(TERik1`Yua91iW^ z2*`!@kOv*15IR9u=mtID80ZDPp%3(h{xARr!w?t-!=V^Xgi<&O#=t2s7RJGN@IwUz zpc;Y@f*PoW(;yCYP!A1o2Am1g;2f9%=fe4L0nCDnVK!U_bKpvt3)jFrxE>b3jj#}I zf!pAASPXZ;61W$Z!Tqot9)cC{C_D~Nz|-&yJO|IiOYkzRhBdGjUWaw?7OaO2un{)F zhwu@63ZKE3@D+Ru-@%XY6Z{IB;Scx|{()xegdLzc>#z>qg7vTg zHo_+O5I%xW;WPLWzJhPzJNOZPf?r`X`~iQ$KhW$gVFzdqJHsxp8?=NyVK3Mh_JaeV z6|{yna2R+X2ik!ba-jp{K>-v(7w8Jzp$8lbz2JE014Ymu2Ekw$3d3L|6hjG=!e|%+ zWiS?eFdoXG0;-@ICP4@yPzy1L!xX58sc;6I4bxyc%z&A2K3oK|;8K_kSHK*&8s@@v zFc0R#0=O9#!Xmg0?u5l~4=jPDunZoAZ{Y{{5q^PR;dl50{)T^G`?rN1U?;ui#tw4t|86;8)lTf54yc4>Ws6*a4cu z&aeyY1}$L^*c0}KePDk$09wI8&>GsnVc>xrXa`=%g$|Gh1yBfGpeuBT9&jx5g5#kN z6hVI&1cPBH41zCg?tnYtZny{TgQf5QJO~fN zBk&lkgeT!CcotT{3-BVm0;}OQSPO5$I(P@x!+Wq1K7bG56ZjOqfG^=2_!fSEAK@4H z6@G)?;V<|bwp%Z34?Dt6uq(8H-C+;d8}@fsv!s=sDWBI z4dPG-_0Rxkz?m=&&VdtO-h2n*pBxD9TH#c&ra zfqP*Y+z-p)Ay@&A!sGA+JPpslbMQR81TVuHcoklUH{dOyZsOY_ubHmrNAJRWunFFW z58)&D1U`k&;S2Z*zJ_n%JNN;9grDIT*bKkHAMhvq4gbJ)8-(qlIqV2K!!FPQc7xqv z57-O#hJ9f_H~2L;|31`DJ_%BR{bKyKVA1;84U=~~gm%?RmIn048;cA!**TQvh zJ=_2b;6}I^7Q(Ht2yTZvU@_bU_rMak50=9H@Bl1_hu{%d0gu5-cmke;r{Nh`1<%0? z@FKhnufQ6371qM*@FuK-x8WVw0Pn&^*aRQIhww3c0-wR>@Fjc&-@v!y+rbXd9Cm`8VOMAYEn#=q6ZV3AU|-lD4uDp05VVFia3~xGheKOv z2SEB9V$~06!W8gW&`i3d3Op z6vK&70;O;=jD}O-R2U26zz5@D0+d4lDxn&JFbP5sh6tPnQHVnwOo4hh9j3yWa28C1 zb6`5mfb(D`TmTosEVvjhh1qa9Tme_YRWKK>f$Lx%+#u9VoG+4SH}a#KVIkZKi{N&+ z0~W(wa1Shj`(P>D4-dd{cnBVW74R6WgeTxhcp9F8Rq!0V058JJ@CvMfS79x@4sXIb zcpKh<4e%~(giY`Pdi;Q(j_2SICS1Bb$4a5%Juc5noEAs3E<4$u+up%6Mj z7w8H{Lw7g^dO|Pg4aY+t=m$kG00zQf7y?6K7>t0Ca3YL?QaA}l!x%Uf%3vJ)2gZXR z%Ao=(p$dX95kgP{5vYYI#Gno)Lp?OWR5%09g0tZq_%F5*TOuw9_GUWxCw5CTi{l>4Q_`!VKLkd_rSeyA1s6W;Xzmq55ptyC_Dy_ z!xQinJPpsnDtI1VfS2H9SPg67HCPL8z?<+EybbGN1H1}I9UKW>Xb(q09(05PD1^??1-ik}&;yQvW1$xu2ggHS=m-5_01Se` zZ~_d4;V=S<;Y28bQaBk#!zpkojD>OFgYhr{${_%iPz^zt1R)4R1Wtn}#GwwRKs}re zQ{hZF3#P$2Fdb&Vc`y?$fD2(3Tnv}OY`7e*fGgoDmGsnVc>xrXa`=%g$|Gh1yBfGpeuBT9&jx5g5#kN6hVI&1cPBH41I@(6g&;9;5m2^UV_!I z2G+vsunyjW^{@dp!Y23-K7vo-Gx!p|f^XqF_z`}BUtu%+0e`|j(ChU@g23>)GL_!ho{AK@qX6*j{k@F)BO%{~%# zfab6>>;k(%OV|_kf_-5>I1pMvYiI+9fd_J+9e5!ZIzS#2Kp}L2uFxHNz_HK^j)y)_ z1pQ$U42GdF3`RmRlt3wrhA~hEW5EaGp&Tlp3aViegdhU75Q8{OfqIw+6E?fumU_LB>n_(d=g4^IuSPb{T5?Bh$;6YdpkH89836H~5 z@HDJ~=io(n30A`zSPQSiI(Q4#!v@$0o8UwE2tI|+;7j-lzJ>4LNB9YTh0X8>{0aX+ zvyX)xpgHUeyTESH6840>U|-k|4un?F8rr~N;DH=y2VTg94v+^0PzYV1D|Ck*a4htK zX2SV!5zK;1VK!U=bKq*23)jIsm=6o!W>^S|;5N7u7Q;QT1eU@wco3GuBd`Ki z!sGB1JPoVhId~CXg4M7F*23$s4&H+GumLv0CioCOf=}Ty_!7Q?Z{a)m5q^SSVKe*z zf5Jb|>=R)JXbwBWF0dQ4ggs#|*cbML1ECePhBj~*cpwMbffsV21LQ#g6has13f-Xx z91FeRc<2K~&>sfDU>FL+U?dbn36#QU7z1T67JM)s%Ao?Ppc*DY2qI7mF^IzysE4U= z2AmDkU^>iznQ%T_1he2$m z!ME@o{0Kk6udo^ZfIs0MX!fbF12l)7VHem9TEd>N7wilB!GX{UT0~tFcr>(vtSyW1Jhv! zoCh=E0=N)n!NqVX%!bS13b+!kg1K-FTnF>u2AB^w!cDLcZh=K`8{7eR!d-ATEP;Dr zDJ+8r;6Zo@9)=b0D6E9X;YoN3o)PNmX0;B6plq$1#}iB!~u0x{Vkch;_> zM~*7WhdH@p_Bdy|W;ur!)WxC&6N2G_KzOpJwjo{}3AbpG<0*>NHbjF})p1Yf!cIqb z>|EHnlc!%WB5??o`$L`~HU6q#xXLpq8mX)GjEcl1q80v{JWu~Xtv?#Ckx0fokxB_@ zxVcBTG7_!v$AjfDk3U@D8Rf4CMnaLQhCI)Js6SRy7xN4+%5w%)S{?9=2*j%c(U9yA zYmpw2G$4_z2*%>k;DoxkE3u5T@W?qkH<0A=hdpikmUxDgwDt7sTQa01 zPr?{Iq;&AelS)0K`;HpbcSPxs0VST1qdY|;NAw?3I%MPs`M-glz9UZY3>`9}f1W2G zNhQ}LP+uD*{u0R`$rz|0%}N3!wRM?1k{Q(h$7%!R!OCE{oL9K2&R-SqR7EBSqG2*u zZ6I0`jBznlmXT0G!J1%P@(@3Qsi9&iVo$P@$|LzL)NXw}P1?(oOMKgV^r0n_N=fGEk})O+ zBqPdyp4wn-AQTJ-Jh58;l(1YMYP1@ESn_XFMJ+WH5XCtg<(48-!O zDg)%5DvuOD%7#B~l-QUYES{%+X2fDjFci`UlS8Rsq)LcJYNJ7}rxhJL8lGU>IQM>(2a$?GN>og0YW6Fa8h`>EkfIsj5~|9rrY;l@)`kM=n89!?POT`BA1LKF zQ16!l9?0`dsSboa5}nCGbvp4W5jla=>H=&^DW)t1rAf$Bp>V2g<-%13Vr|v&&4a}} z>=}#)YUBW=vQ@mHHbA|qendsbt}4blI#P)RV&ziHQA-9STbNf|5=$qX1j(7JYsaP2 zMNM5IX$Yd8a6k?jos{PZ<_Gen%B_^h#v?j`%j0#DxhTRCN<~&P@}2Pl|(e)uaGmY zh?K|jgAr+<3ncla4Ja^wEwLqy^Q+@Ep`2huhuKk`1wU6uCLPVRuw$+-yN;1Gg6_D> zrIl8mTGk(xoNBd!D!iDw=AI$_y%P68ewC5r`g;1}QCh^_p0cT4sW7?bg@v8GJw1~v zW6}Z!!?ktsf}&FSS$;Se%&$6K=Lm|I>yN#2=M+14Hg-NU_1+l{J$%$w9Gac2Lyt4+ z7OOO=#OavyNBx*{qyN^^Qz9jthPon9>6en_@lw}#t&PkL&Aeh{Pa}=_t*%;QJykKt zvpNZ`5Qf<&yQtzVT}5-&N@jkP&4a0Z(OJ zSmh9!d0I+(dq(6u`N43|6`U$V`JP;IogL@)Ite+ekY9>#=98lRRpn3@NQnmZ6Sb#N zxfp?Xa`WT$ab0ZNI}*-F%AOv7T|A=tq0(V)@Kgn)`sQ3+5vI@#>|0Vg%B&#l?ObWn zc0ye+RMFN-4af0xfiSNV?ST}hkn1S=lvHu$Jfx1He$zXux<=JgcI!sBv`%+_@>LH! zpj#ADkUw_uHmaH-r9<_0swQ@+=mF!K3qig@hqUt*566cYd6k}<6HcIx<#wBtv*oKK&K`xWA{T|B#}Q!#&kf^GktM zjapdUXwlKv@k@VpM!(M|1zSS0%DvHqNmJx8JBsPUP%VK^wuOX{or28rNGSa`7f@=Iz8ex^n(!@#x zoXxf;mv$=8li~{LhTf+W70shtod6x2J|7j1BcH^A;Yn%smEUCAll$i3*46AMefWSs zY}fat(K_8M>k{kHU8g!ZUX>@Hd+~Wvjmqt$nI$~xX2i(d^sDTWOWiBCvHBWF=UD$k z>S>Qp1`2|4pD#BS2vz2(wx_o@9*D)gMpv4{%N|2ytDxld(*vrTZ?pxDilQVC*Oijq zPzr|hIHe0BT}J6+Nxm2%JsW9P^sO`3CnjSAX7d(vgw!`$Ri}mpbYI>)f88vi-R99F z^W<{-N>iEQ;&QHL0GwgI+P}AMO?_TZ2X)4F-puhhPBa#f`%B4FMyJRfkZ#>#(u1L` z%5Crdt;*v`o4B{prPS&Or3%J*4P%XLY1Dcdx6-X=#!Xbkm&F!gdbH$+jN6)(T*i&e z44k-8>g1BVnI_Q_QY+JjR$`^!$V{vBTNp{z*anW2O24U{Q0cd^)5*1sJDHqSdzy4o zXQqY;$-drUbg4S!dDP#Xy>?+x1*TG3y^5HO&dAN5mDjC9GF&4!P0o_6D-ml89S8#| zMq8l{DR;#F=m4{Au)DRvN>v~|y(M1WBC&kBq4^Ud!EmlBr}?^|=GR2(WH7SKE1P=9al2*I7tZRQpP9`K2|}}y zSoobayKLgB$yK0aR2gvPY!c$?ldydOJ=!8|n`|*q?)dD6KLFQw^P?a_SMaFyfUwQNJj5|bk=)wdsHOZtSBM_-_f|%n&#eC{kM&0P?+(^A;m)#V*C1k=zw@<1fV){U3@)&?f7EpN@ z8^wBd%9qMq9xa(eq6NkFzxn03jB!g*o~5%`ULZd&*5#ZqG6pd!P{orGl_Ddg-c*ro zYxKRl=JzNtihWP{x82K3kxo`QPal-ENwB`r;7*84kf#m4aJh`W8Y$Q*<}zL*caGF`>GO`XgmP~d^H0{N?p19~#_jvYV$yXlkv{qmZbAEoD~8K`w0W1K zkKA}D&N|B2+KOb3XQUb+(G44;Ai8&6kTABR26MSVXC&6z+q^ictE1B{P3bVVDD#Hs z9_ikaJ^}SBM}LXBf-CwT)E%+xfwy%Z&d(k5+PwjX`-tG<&#R}$)wdtrn#EQdxnCwwOhQGZxp>d zeXbol6&4m!H*`^dC#O=~vp@ za+*af<Ly5= zRvu4IE!PgQKo!r_^!YJ#)A;tzJk+g`%}4kqgd!8tw_dKeNG~fSojS9zOI?0ldqm}K zW^%w6lM#xL<YRc&S`_O9?b~^2KC;L+|LkF_sE;)BqWOE%kKt82uG_D5`IKBu`q` zD@XdoMu|4YkSooBXqqN-mlO?@YCg@bP^PP#uwj`uR_!-0Tk3>L+C!$b#3M4xp+=u* zmU~4K3qh9q#RK&W#rp>NCzy8zv3pv)H>p@qTyS-To5=&;KG_>+KCoIqQWK>vMB*vAc%O<0m@;ureB{92ANmnXJAJ=DB zlSQSj`n!LCBgm+{p5VaqafZFC$oM>Ik(z;lEB#o>I<2%vQ~UWGq3KkSu28o;Phoy% zkZRWoNNyQ9Ql4j!B`zTNIXCVkU&?nH*HvG6unuR;E|QgOdZH1}lU{qN0N| zVv*^5<)1rnEnHVK zK`yjpty&pyltI)cTyhD==WJEG>AcbG$JV(q;pq^sXJMVDPQ*UQ7HzJ zt3#eCa?=+IgsWsqBQt*NlZZ*9l}*`D<<=*`*&*q8NJ=%D$a?3nI+otcow0{Ss_ZDo zf>kws(sz)*PDbx!Zc-CcSgIpw<0Sy=N=h!K18hYyN2ZBV%Q+5666o<}86=JeYVCVb zH3)6(nzsDtdQFh>od`8voi_3xZxyx*wLP@+%QUR%d78Z8RCMDg$soQh2KVBtID`SCrS5_!) z7-bGeHQM#-YdnDw4qdb^pf|>jn-Y-F}ZNbl|#bb*26S? z+0*n?((P12iPL+^C_W6FGBlRs&!g1BC{Mv})aY!r}pVY5}``;8d zR0(_6Mgv7MaZ^V(bssrl51E`_#4{|lOWNAU-SFkeWc~2ypiCbmqsC;;y!3u1>nR*& zVykgWW|_*=d!~1o$FcIOd9394sF3w3WR+ynLn;q+HiosbySm0M6+xLaK((fiR_OJ3 zay;s;+7n}Hw6w)^zhpFq=~dRxI3H_QPbXC^v0Y4FTZqT~A$k`^z|tvc?2IQzB%}0= zM*R&X)xk>RIg1QbHJa6AXh3G~_%n8<6H<4yYNL%~WS3OKB7=157@J$CBad&)YiK<> zDDyh*iq#WYl?hWlBq{SI#7z%$>L-Bqxl3m)(A3>KcXPKb1H#NIsqi=sXf-O<>6qu@ z*vLDs%xg44zRF-!Zh50Jamtk%8S6KD??&&i6OL-%(3$t2*GcTHB_&-gHVs63UynYu%Uq}5? zlAYfYLoD-7@W;!m^~QrEv08aWB*lQP9lYEP>W#}%JZ-W!lc#%nvlQ)@y;WdB78}VN zc(Zq-w@y)YID)J%57o&CvAK)UcZpT{WHuDY3`qW}t@LF|6?v*F1y&!gsOQ+RGVsiJ zkY^w>+Q*I^-nVpE-+p7qj*=I=x=k26R;vH8WA#4yGQZE&Lo&v!JR`$_!Scvh9#Zj; zDd`%!f31$3=2|CiS>`>-91uuTjFR^-yNkMiC-1&h290VnW!&X`9b@urQoM&)zseM6 z=T>E2X<>BIrY=tIjnxCkKvjd@qee{$pMue1+JQiL)oSeuyR9r@gfagJ5tNLNapm>IJ>WUj0<@cJdQDU2(72Fplyl;?{2 zMI6Tnu33W+33&!01%p5uJ89>Zjpx_Iu;npZq(;h^k!#ZA^0a%o5|<2=GLOq0t$u)F zrIzzl%~8EHWs+m7P0G9{GtJZL#HW0u?$}zr1Ue-c3zW$8FS8;}T`U}Xm8iH5l>5oy z@)+LeBFTtXa-L7WlTW5g$;gH^du5os{uPlqZ=>Wz(t%A1h!@9rhgJqDbRjLw=e|9^ zYm-6=%Vb9xh0`H$*LqBfir#TLQt1^J^)(Ne`P5~@QtR2xG2PTmT)9LHE=Zwgh%Qx! z)N!y9=KD)}Noi%8nN{I7n&$5PGqJDci2W#e;Vw{_b)@y?BSz?W$|zap3#m7kDGu^JTZ#2_NQN%;C~Oun z>u-!!8c#7K^Q0IPOFEwsbv68qw;1e9!x)E^6f)q;JJu90v*NQ#xiL37c~ILZTN1L` zSp}V@)F*9fJZws+iYd-{dfH-gVx$Pedi=DN;W!>hZDmMS2b%HoZ50;d-IcBj*wlow zqBX4lwhO9g`0$c#7B9I^*=AwMy~{QWtN%6&OWovbqj-%NwCye=!~I*AyQI+D1FJ?A zlcwvDq7a*JS|vmx`v8pRk6XOIF($orX`r7wY+V?Y40HQK2`AFjvL1@)7t^;gm}pfr z@!rrC6Gz*jFRC?^qTZBaVSx#edbyXB@vxw@c=A$s$bK`?>@lXu55}IlrRp1!Q8eSJ zto*|sLw7Y^Mg*i9R|8>IOw`f+l{_t#M+kbtv>K4)nU8U;c;Vf6i>VY~ z1|u~mvA~Mz5Xt?Zbf?u1N6I98`)4DhyFXkO=*aWPD_04DjL`R`bl%hxPj^(5jH}I*R z1iSZQny>0U`^t@!)kRV+yXvpHhXCAfU|84MEKcrUXUc4eTb6m%dn5YT)IiB;lx7#> zr6ILvjF)fp3n=<^(?(+`Q`?PoKI9!)!br$_B_|K({!iZr4(s1H&vPP}Pm)LUOO;{! zR`}&@O?lJA3OdzRV+QrJH^}C6Yy9;-SqZ`%NtCBysqWIuFm?05pthXDP+11Yyf3Dd z_+{3IJa&>y8=X*@&9NnnB7Je>?l8qPh?Gaw6G`-Laubv7Zsn0cWubMjR3oNFy1GuW z%3otXr0=MQuBd_dlP-6bc}EQl+qeCWyQWmP+R0})YM_*HpQ;=JF`29?vx0Q2Rp$bGGpwHcFOz@rUBZARzDNh2)_6&4Y4To*zzXrD%Hv({wjZ#dxtv7j0TyR+q5ezWzTio*koBgB@{bNGO{!e zffU1=$?2`asFoLtCRr2Nvd$_}?0wNdm45$CM?LF(^=lyIBLZ>fsL+<|zGZ1wGN}I+ z9hm*L{D>iWWk@Gf?6f+W&068(CwU&3gAm}V)y9IMNLb!3w;n0W(+FeB6u-dwj#voQMv(#nDAGxh7sF0~=RUPZACeUtmtY)~oqdc_IvnM;o z>*#WIlu0TbWyW+g-f@b*fnUcvcIp_Z?AWZdI65=K%mb?>>!i|Z zVC4;YYoWTquZ}E}PO1u67_gwQOMyg1M$O`Zj#YK?UPE#W%m}iSUPqQBjCItH^a`w_ zrcZHcaDD3h=*r1Jm@EXS@@M)z65EF?4?;ujsMXW--jeGlBA9$>(?>5|e#kPKjux|N zO#tzv=_{|66>EG`=$;!bU$(70A;=BAZaaMw8W`#}+Jk&aE*UI!-TBEZmssp%d7LEK z);USnN*ed?RY+;ZC=-IBe`F7Z%iW{gt{6>uaw;YsrOZ1*b;wkttnNdKyQLHdWd#k# z%L6F~&Qt8BUbgqitS)1?+ZaEw;+mr$Rar$>-4mJ*tI zKDVpvWaN!hFDRu9C7VP^xubN$)B*%L52YCWPq|mhtC!;PrQA8}n<($6NIj|E-clW@ zZqgrTPLY~19+hWOljY&7b6FPsioMJ}EqC=`t*d9|=adJOT16(@>N8CFd?w{ylBFkc zVf0I8Dw;Z#RkX7_vU>GjAGwR;jqr@om9?m3*%;PeVUb0nbR=ij0n+@}uo$U+w>kOw zgSkPbENO4!7`RB8M$RprPoHEeK8vWiYMlZ0Dhp{NXKj)(dXBBiybOFu(x{n+?&(F= z)sS{O5{Wa~P@6VgtSvGf*|Cu$Wzr0~x;9Q%Hmo?xEPHt)-nhBa&zR(0dRAJJ=@U}5 zr+6)2CcMgg6FGgEU8lA&XTI`=y18JG^BsA0KVM2{^18eFTi%IRG2l>Y!8Bu8qA9#& zA?p&c@P%aegtdwKv9y|+V{0wKX3d*r=53YCXOv}Ytp)fTFa8&sogh1B+6(hpiJ=b9 zVqkimA&H${lFy2dwWYo#^>|9uEMHm3N)E41-&zODSYXZE(EPijtb-*_T*Fm8)eK9S zkH_-E)iT9TRyk0|kvVT>y&^-Q^u4A~{}^jfn&Bk;t@e~vG1U}eR%rf4q zeIyP>0=pt%97g|=H5aUL4?V}*?@`^&fVqq)!6jX0m4tGc)!$Zf$!QwDkflP*gD0%} zqH>AK40?SaNh8P73G%Gh6^2g43_<7(k}{edHpg?XH(}>5Gm2T}GiNHu8p*P7v|ji) z%!14^8$s4JWoX?T30Ct{t-0IIL{e#>ckq!<)PTGi4Ks$J)lc11D|P8|EEU7JoBgy{ zlFbz=8>R@BAG^cVOLurxqR6$d@{E}#`T6-?do?UFgF5x{I(cO`%$#;(xoUG2Mm5>C zPFmW@^5D8c-s#adKi26Jf*DzJ0#|aZjI9`&Ri~vJuY?sn*oZ&+6xxo681C`za`7j=;$*twk<0k*Pe;c(h#`IgmXt$Ux-YQNy;+(TF&z6toqKfFJ>-N zi^e$jaQ@qQ)#PxJ&U$BA8$3T0@mI)w6=5YsD=BRV)R8{2jyP*bC+=6~9YQrU(0ZCx z=Cyb7j!StJi`0^@M!bw=jFS$p&cj$*Q8gGw#N~vX`N+&addpl{&DR)|VCtz?7F(|9 z?KKj>Y<7$Xqk0e7ge9$fRm^aDA;i)vm~ zWs}YM8B34o)6^|)V`r%rJRTw+I&hq4axe*JS6i+Ecb=g7f#dX?SxMypqn0--PH8(* z=UnIYaz}*bX6sK!LPlwmb&*FKw~Wr|wyDac+2lLcAIy+*9b5UhbZM@t zKDAtLQOU`Ug6G^>Z;_BysezoOF1cDsb;VuTEMG57D-S~L^%T{uo!ZLrLlyn}NL^g! zpeNT>&SGlb>?S_dG~=SSO~}@ACTh-juD3+p%*a{ko`|kwV`YUhVrB-+=$V>EIc^Is zJUP<}XbbkYGK_tnp3tr2Je}z=jK!50?c3%FqC%E2j)cXawlrC+h;B)VO`R@D&03aq zWx~3CNx`V}t(C?9><6h$NnJ-R>N=9HLse6|RaGIGOvP@1HM_fsS?yn`__Dl4vX+@D z=JwcwtLUnwrB$cGUKl)0LoClcbG?K659}u8+0i5zUpGlvb+I~i+5#oNlqYRb={n0o zx$_sDCZ-Q$*QMlq)Sps;EPg{WJy2QH4q8r zjJU4u&FJe!#l3-1!<$#!{96Slb2!Z4I+pY_QEpn18DTO%tfD1jLS#+;5VqQigcz5Em^*?+QrBRYRk+#^d9$rkk+O9S1Qx_mdxs3Tz?kCsJcpRPm@zQ3g%!iZRG8`?( zV?VrT!oQMYZ7#AZlUZdDOP=|dFL1kF+|KtDS!22tG7~37FtTt-rL380J|Lh8R-a9j zAu*n|ca$e*i4XnFl46!X=Z(oAJse0!Twakh*0Gj`K+P!4aP@dzDSzv_?AG)B6sxckl=;W8lQF#J zb1e8`XB2aL=iknK8Iq8B{%Vn1d#{x7%#r2nrFCa?oaf*vw^2dMyMyKK)U-o(#>4!# z+R4~KuDJ}5$Xr-G6rIJ6t`~f>-b*)!F`pXpw7;*BFt@~vA%E*slPWJ}&EL=ZXx3SA zz%AJ;CKD9ZfL|5~LjN%4E9#WEL;4G5roFX*za#Ud+{-MXjkJ*@TaKr%dcG;?C*_}S z-tn1IK9R@hyj~qynbJ~IMRV7)XfXv!Jo@L@9N04vS+H1W# zW5d6tW|TV*S9ubMlatvk&1ESGLREAbnEK)p@ASm@*+j>^zjG0kSsRvPP zU_Y;krFoP^c-C^ldN!N!4Nk|(vux!2qiZ@nC@eG5?3Br>o+PA9A-M8{^RUi;>j31? zdO+7J&()0euv6xu?2@cg`g|d^lv=;ul@Vgj+DN8|%gfu+!B^E&M0)+vR4ax$PlA6N zkIcu$Wzjg9B}3zBd^`nx@TE4RQ^Qe-mb$&}Yc?HuHj7Kzz4?dEJ;=^dsQpp@7AT=`EW zmud$|NGYI6uYqwy=buXNRAPUoOyRM<$SRAns(DI|wJmiwAdApExl?7C%roW7zfoB+ zOnuWtS`j}$MlwT*v(a5jgczrhS>NtrQPw*F6!<`WEpeE z`N}oCsN!!NbZH;)y_w41hAYQzu*jpcy=O!-TmrvvxtEXoe7LYCU zkTu-_=}V>Qs1RaUwq?;X>4b+p0a=1trh>%-S@(C1K^k>5)kwHvSfCpFwAoOOCJ`)5 z`+FT~Zxy=^9mHm>Rs!*=@Blo#76JGBsr=;tlq+yc$Nr49GzopN(1eHTU z)gk#qe95Un%AO>rynx4WokW90$E8H7ZPK0wL2;@bdV4x$+-Qr=SDm1B!Oa%*?wL!u-yAD3%+%xGD>Xghlw~W}Q z`s0d~?qup}HM@Apx4DO?NqY8_IA#< zLtUxCwoS<&>hX{&FbPRv|Dp*AVYQ$1?v3h9g==*D)7EFn*~&hCc4?TR@*onr{z;pB zjpZh@Jf-?O%b7=vlDWRu+IS+QzD=^y!M(Oes;H%^{mC}QM9+jM^(@TqB8yBmaYB*v zxbCT*vQFgI1g7To=m#U}F=Wyu%$R`AXeIsIRdn>V-}1ozl^IpeC|k3um~~X7QbaBL zo}o{{?&{)a%tF?557oRT&h;=K{;FER$aLnsiL|L@wxz~xy;MUf>l69;|7CR|hqp>m z#x7FY+JyRb%j#n1l}-Hj|FSA^rosR3Y7+P5OPiY$uTRqdyDAb1bZhFn|HtYPJO5-^ zjW~ADlU7m>%9F-2&4@1+@X8I(#nsKXz6D5osiflZhZ}O`?n|av#2dJU=1!XXYUj_& zyu(LHN69OnE)$0j!r}p?GEu0p`%i{>)tjxwW2|OeKJO#p8?jV_^W3-aLs@w_dFrGy z`}|Ley7}1Ms_g!MRM5?HcU049GmrDar2O~)VcAR>ALEB+Yn$brD|;pO3P>iqWTuTTI8(6KmZ?S_5Nhjz!v1oGNS6 zxi|Z+<{L?Adb_%TaSc?N-Cfcp)t@Gozf=*l%U)y6s2M-U9*wu7O_&vFZ<;oR(|u?? zF>UO*Le|S^GFEJ!zP!#GD`T)*rZqZdI2Jp50`A1bI=8o@hG z&g$ZL$|}up3cT&*{XUfwD(MiWh*XLx)8;A217LZwz%v{Dy-QX zS5PN#(gP4X>KPso5i8fJyQhq19mW<_S*|GC^-tzUT4p+?iFK-A(xx2U>~xnfbH`m* z7L{J-T%=T2k~%}0tjaSpO`xzY0+mE^Zpy9vzpERJXGrS3j6k`}GLcz?sv@*M*6N&w zkT#{w{K3Xlqq6#gJr6B&QoEHw9z8v?Ws00k48<5lM*4HvJLa^mgd2odsHgpX%bY1KXiee*}|Bjv5mUHuF;XL9cFcO zch!hwHjg(rb6x40wWXSVvrR4rC-?u{IJ#WxZ8(hnuixZs!3|C}mpr+row;LVh1qz~ zHt!fR7D}^@ZR%}%n!`I=(#B83I+=gHa^XlRDj13GHmYAZfUAy?ptoiOmhha_3^C2( zA*$XjO--|HF3!JM*%1AIb!Xm@bPZO1DvzeWo^i6^JRpL;i(j&pKrWzko$ji*U!R1e8Jm% zHPuL(pnRr?-hMFLQRevDvy|OSN;|I||IRVzpvw)F%xdI;M%q*`n<;s|k!HxIL|>(B z=gJcSD_O16a3?I=r21p$+Jxv7J4bgIMi`|(VlNk-C)$nA;OA)4IW->dB)rJvctOEC zM6XdwT1ySY2NC5MGFIW~kTwZZor(IHSFLm^8P##+)SCla7@T~!XA%>ojnBNQc{ln^ zku8XudMD91MS1_rQ!Hy#%1Lk8iSh>ImhGu8bXi+tjIiyvvbI)+Yddbs!ju$m%iGg! zxy?_TG>wmvt3?mF2Q_CmNqI6V3Rm65>(XftLr%ysN2RQBrARd64h)3^^{}c8X(g`l z=o+bU41T9u_0gF@&GJskG@AwM6|~H^{$?=xW-DDJ%5=QPSq-332dFBG!kS(0m4oR6 zB{Z>)^EFyQSvSKN?a!E|glJbV&hyW*StJ1dND?wC>^aU;m|cRg)Bh~dtb@r7wEnJ~ zygnmmt8$ZZ>u)|Ru@;!fHvI^^@p8jf=AZxlc^gmaWi3K=+G-pj?Fl!UW6bi>gxfey z-Q3NY&6-%u2qs19*at6*ho_uELS%ovY8 zk{`b{GK(sUNSbfWsN?8!wz><(VU3nb`ug&ov$`ug(>FD9yv(e8rd)zvy>!7hPr}TN zu2Erg2fJ!xbDy+|nVw8@e*969Nq-@%z@3Y`sm3V9qEk9Vt(nW3(Bh9onY3bv-(F($rp{Eq!qp^Yj9HO?^d>bRaoR+A)L|2^s^cD zb8?0v%<`$*Jk$7*IQNwCO%+Jm)cQAzs5KXh6xA~-jL9fQK}Z{`wCCo$TXQbfpZHut z4(M9z)qOSXM+x%6ntm@;wOWoB7gfzFA19M#LcE#gn-NpV%<8)Vc3w`%xOz4IjAu)K zG~u%xYMJS+=nq(lXf!JB!r-bIt>p*J>2B`y+V+*B<2qWk*A~@|2?Z!sxUO1}4Kh@V z`f`@=MIjxXj2A6s@kv)ec75TKAQ%8YWX}q_545Xa{S8A-_y|kx2Zl$JO z(9@)2hH@@@Z2MwvMaG@?$$u+vBnmEv@;^Lp}j-OTF9(@?4w8mr5_1R6EoSzJ`NWv)t}@%WbczQZdMmY z-7>10)iqr#!wMPdSTe4w_GFpJ3==h}vE`y{@j@OfPm%pf99y&ohxrWIzDiu$rmn;B zKU{yK(X(`4AhW$umn*|#9xF%q_05QCZ0-9Pd9jOSZZkhnO_PNkJqNj(YNN!4PZh|l zdbUkm=OSh9rwILD-KnY5&(L0xSkho|mGvdF2We7gRri>E+VfS%b=P0!p04&q9Y48_ zHfxjV{$z}~g}67rV(PNv^mb6@CsW;+GyU(8)rQrH(W zISDdkFwQF5{ACAh&ZOb!>HZ{SF~`oX97Y6MxN}(Q9)M)U)DsbgjMVR5wKX2b8+`)( zE=nxl@yW*IfSVks@!3xO#*y=jog7CMH(7L1eH&Mg(5hE^9Am%o9Z=q#(7%+Ax<+dv z;o#}2B4v#xJxN`CK+*AOT3ItzX5h<601G9v(w($VbTcYxk9b;zTo#?@v5IdSe56Ll!+Nx#pBp)!EhHUun|+%m;n41{Z0NSwzKu(Y zMy5~FByHR|@xvOrsWod;YkOI_-TA;uu6Dw0NvbWW0;~~OowM=Gb)`4G9}QX zav`6RHX94o@w4_#ItmYb^q5YX3`m~QFE$#f>bm=r=~(6)74mcMxO5*bacB9Ixxh>z zJ4UXg)kn8K4y4W`aYTm1H_DUFc;-oE6L-7yGW$bmoiIr;^0<9(-wRyifmyP{w`*!B~<=)R?wYRpSxg5%#03&kqeAOH-~AHwsvNN)Ddyz z0Qu0993o+yWNQk8>zMBBCkJXY5z^-=u2Gi7fip_@Y*(5xDqFge!?@&D(YDSeu}}~j z=cO=DEQ|QNyF&JB!qN>ONWi z7IbbBCdyhVqY~709M>qenH~wbU3GQry^PaK(SuR1fY=*K+UVe&w;);eM(kGHeJ*xu z)kxKp>Qv?W+w&vT2HWyX$z3v2)qG`qt54LrYF6cCWfxV8S-($ps?`7H4X|D97$2aP z&wZMg+PvvbT2M6cjwsuM7;^~C@U6!s_J?82Xj#ptIqlFop{=^KRzJ%=r7bvJs}4!X z&UO~Ej+6O}9Xm9B!tMnz6P8nRty-O7NwsXRlzFh^)G>eKsvOJ=k#v>pt>s+P#aVvU z#3(xw&dk8(kut^Dv71hByEBvH8KM?QUGznG@(UG-YSa`##z z1MyM&`(I|()QjGky99Jf*|oftea!Nea{J7ck=`}e>wX1T)v+lYq1R+_3^l0}QG;8F??I&Pl(^0_bBrm*>Q9Ou znspZDHYxvRjLAHpl;unX{bM@>bO2;wUXwRRj0j_ zsKlfvCAMku6W|tK0(MTm3=(ZsJ2mYp5Y{%m5(Jp#)sVic`uv$(6?v3xe*8|}we&c@ z=4jUr`q8zOA!IkNV?!_Pw3#zit@i)1_in$DCfS|X%xHAklC;{jw5!o&*WVPa&182n z>(Vo$nUXjbi&b4ivB)Zs?CzQ2l(LhVAIYprW>R^nDo$_t!7v~g9{9ni)swM+AB+XO zf-jE-Y}kG>Y{P~h4gUdNy%@%N4Zrxszu!4={VthbCRsf_5{X6^`9;Ku6DLlbIC0{{ zInDm?RXWP16wvz#Wa5bgBe^IccWGbM1 zd`_KBeHCaS&u6r2l8Hb0o59QVJcfzWS`RW^IwmdX!JUocVaY_!IAzQ~DVOZ-OU?=@ zmS;yl;^Jk&Rv}APo*XvJPY}Oe8i^|NRNPU?RIzf=bmh(@!TVds5qLVi_wd2i=7Bh| z*$i4XiDwhqFxF&7kGgji?B z1{E)& zxW*?#lyGbj8cS;qKyi|ux2Q;p&Ns`Ar$9(MYE)zlS3ja&Zu>2n$Q)A#;O296*))0< z{b|l3u(*;*BplVZ@Qfu|86;|clW-(ldAVJ#)g}v|WB~o;7AjZmf#E%&Aa)>%rAnK5E~1R9meG z%B^ifl@hy$C$)vTsX0*5t@&a8aU71hLVkum+96d}La|-OE;cJtG z*D>gl+LwjK@S_)d?QU;)*6WPDgM&m5s6ky^L=^~ustytY9H+5`*{4lEt{s@ceHIxS z-hhG=m{B^z6Zp5K-LHFaT$4}{ik-Cn zUl5!{TTRg{U6EwtI7y-w&&;smZRn-x>uQg2Tg zaIj4W-MSb3UYC%Td0ya2C(~L-Bxfbp@0$~Q*oBchjv#A5L_wgj;TCx{x;Q`yLe~*y zItskF0%)y=c$Pmw$fl>x>QVyI4p$h&DqDq}V*q85ph{pDjm$VXmbDPKUe}XcrB`V| z!ocum>f12^PWTLs?7<(Ulk_C>Gq!OXXAYnIf&^1hK&X;YK+%}EG4L=eR}Hhr;p$`3 zkYT29I^6n^5!g|hs^IVvbVATU2(R)6CG$3;LGiTBYfv(4^O|KRt-OAA&dO_+PFZ=A zkgR^jqWUsn8Np)i)j`AP3(8plxen%|01*T;w&+V3VuxTuG*g|FTu`1`w?2$?JFC)QY43ChkR_is>CC*R~6De)=3vk12s<}M9;>WP?qjxsiHWpAiNDX^lX7Lev!2$$2OU=F_d&xCOAnp`0??GhYye~)1t6Ys7!=+Xv0pwQYWv1oI z7bY=u(=>Z=O4X~0(LQU9`f1NCQJmt&V?=Inw;|A9y|T+|5^TzIHsoB4SMy#%6u0k9{9=`iI3%Xon$;m|6qv(?J7TLFE zNJcm5nd2U3sUF}j8rcHd*E^XuO3A-2v*vtNi)^>i-n^3RFeb$r(qb|tjmdtrjw8hD zv>VkFIhm2Jft}6SC8Q;GPv}-NtP_FJ$!<@Ek^C*2fe|b6RngE9Ero}4;exgy0_(Fm zIH{Kdxf=FRc&~Sc=RMr7Sr0iI)firEqzY}dFq=liUCA8dj@`vkRLyRJo5S;q9pefZ zyB=_9VD?d7+PyrLN?zevm7eP0q>KY!KH1EQ7Ew4!dDEIW@fV8 zZJ?88xxvnpA{mIqD`ghCI87pul^7=$!`YqSil96Hu0nC_=o@b5glF{cq8(z!-r&G3 zGF=Ws{Uu{fDRzyQ*|~C@9T!}JqE^NqkaP!_(!78dV_7 z!g92=vv0Z7{#y~3`P=amXM(^%F~kFF0o;j?KB#rF5EN=YgXSLF|TF2qoS_% z*Guh?3W!&^A>vhbNw$>9DO#^UefCB+o420-(hDCJ}UWFs?gR^CH{P8{YU^-DU) z3DQEjAefbGO9ZU(11yPcio#ioV$s=icouG^9Ch)A>ge$J-!%Mvy(d zL0-qJI>o9m+b}xuBV&uKzzVEaLB}x*7QJANfMiHk#B)Y#ULGUCb`eun1&*{;%*ZiK zd5UwOMN}`~iz-BS;PQkIAiAx~o>d}QK8yAN5PNv4MEW^+ElhnJL{8fSnh2qbe~7bu z|NcIcg{R5Z07CA3*q75i;#YT(2MxQ|ZJNJaAU~SNj?ikDycx1j#63^QJnOe_ z2G8^yAD22l7fC0l=@p}(qcJZJ3d})nxdw0!*Y0G{veE{8G20wc#-V;~FS2RALnbA$ zFU6I1<|TE)g-?mIdDatuKFe}gi?c0TEsR6JaWk1BvqcA^sm8n}igLF-Y0H}+ z*RP6kUIbZj*L$t6hQw<(FMxx3;kEhF%d%{>gaC`i80)V>_z*Q%4+~bh-BVr7cPTIy z#A${xS|9})$MUBAszS^W2+w|KOfa+z_^u);7g`nb=h=Y^5%hC?8T{h?A%IkbRepO| z9J3h{?to<`omdGoETc&S7MxzkhkOeY=l0%L&)wc@EQhb-x%$Cqn%45V^h$DYn<l zXqz45uMzT7LiQjph+%701pD_B(1xkFs1K5S4-|_b(J76 zrF|5ux{^@}UCKYpxZx;@#Q;&{Pi`RxE22az77|pnJsj=(b>Xq$hIoDG{s$1*Rf!)0pwP8_xDa2+ewZ*B} zLIj)BvtX-IGK4IcdF{F2QAUXohg6P;Z+WWlUlJk41v1b2;$6jwqZ&D6+5EKWV37E! z5TK9|tuaT%YbM}~Tgn*)u}~~I@L^yS2carUs{UN0tDk$Mf9Ko^+e*(omS@IQQ zo{9S`QVk8W+MVAvFFeW5N8Bld(Hg+l@HlU!+W}W<-f3G0CSkEcD3OxlHNUJxc3P*^ z+HBMmF~u!=<|?*61+-iCkl}W(@{?#W)fcD0mFNv5Z+suS;LDeQlH|E%>2{?mgz$_t z36!c4tQD^8Sd|bMe6yQV@BB>7(o zGQ9%b&QL1|ZXRp80o(p&X%@Lrdd0$^UQKrZoUH0#+Ur?pj{1P+rP>4GEU!VZb!Cc$ zqHm@W;h>f%5;?LKY`TQOpZw;l-`%Jy=@V@84#ycR4iIVf>aghZ-{Qel)h-C(>IWqd z7a35rnk(bu)q}hq;RaS&m+&pBZqnrzp1DJC0xwz+8I9sRJ^b4zwG2 zZr=^*Y%kQyor87qeW2O^)!by|_TJ3+K%c_l;romYb+OR}bFlQ_0vL`Fqp{I`iYxMh z0M7f&Do4NDjs1f?lYvgg%rizJK3qp_rW7?{Pc>F5pSSmprch||v79CD7epcbKVW`f zu9JU#BCU^%;FKMG0)o(x(~& z{D4I>Gd>oTL4bYp5b)9CsROq>aafDTD~;yO(v1Za;@(lZsbyV(2;N- zNxt)-#?^OUGV8#vgcPR1mD3^ierjzF&+fN%F7p)8!dtG1{(betaUIB+^m9e&hUZua zDI;0U>JnjgJQ|*fxMh^*WO(!(mp$X;VmP&7MckU9CN!9yHO##a&N?an6se&M>b&wY z*40uO;ldF*qi`sx4*~s|>pj#|g50r2ijG5p$f`!84#YZ^sO$h?nni!T;4mnFt%yXJ zXrviYDs)HEj=an!23Bs%zGoy*ym^NutI1k&C;2XN`b^KNj3#VbFpjXeU;q}kKo^No z3knv+j7?Pv7vL4Zor_i`<$Mu>nJUYmI))1-q--Dgf97DFsW%J%C_i8Z@u+NJjHA{? z1db}qz%f*-3%RqP!lKv~fG9w@pw>*hqx^a?ab3 zVe3LX!wNHS^qWQw#i&RzTtHKeS{Gm#l@}nGJ!;34$LX4Hv_c=VxR3m~Z(pm6Wnz2_ zja#3+31BRFCN&2me?<4v+8@*NxTogjl^iDKVQzLGi?eO}E-^MTm}IuyErcp=89`m! z^eQoh`jEM{Gn_o2=k*9~wuql;d=~RE1HuT zi>w0jpTim}Lb_<3Rls(OF@MIl-rXuAuFI}8w!PG9BY-S(`V|+E=Zmu7RHHWXE)l;d z(r=0zi^7FTW`)~reo@k1Cq)_n5HYg`!@*j5c0RdK(~{3OgL{UNPel`TLke0MV7f|> z3C?G#%y(QwbclQn2cny1k)b3nJTwvs#;wO`4J&{i9~61Q?Ukjdzx0BH-ni{^En zgpreHa=I=9vSqz4*L8FJ@}$;CSh3aZLDgf%w(&Y2YI|NtUw6{;2`;eO=cg}wKW-ki zJ1>wZx2Yp-BZd9$aPr}BI_So@oR9G2psv$oOsSu@#bzrZtb?CwI{0!X@EaeoOr`zRS-z*X;ToIKq)_+Ar_#mJ%j zDI3rxECp%z>1fzV$74xD&TGbu1kq6)R~gm`ZX+>$Nje%0NB3qA?TK~MF_k|{--OTG zz_Aa~qv^>5#DeQU|EjMxyTevj{=$^iGuoIUd2?S}!IK9F&vEajA3tfp-Q$JR)dF*V zsUwvc_{|?plFweextDyVi(R^q``g18&)zgM-55lEG)VTLt5?Cqs`QKEVcS_O+-!5S zE6FFP$ottP3E^FhL;zUN!bD(@^KMUKO>uSN_PjmqPv~YYS0-2_ydI2z$+$J;)kGVw zC&O`*YpnTv*c;TP3{j|fFWx)@Ur*q_g{rk@3xw?>+PY%pdeUJKtzsh=^qMG`M2-)B zjoc(fmK@P{V7PG(m+R{UmA&yCM?k}f!vD)ru1vnHXX0mBudvs z=CV3GGvHwsA8s9C`-91m-00;nsUKXb@?Dh`TmIG!GABj!FPE#ei$M2D`xsHglA~#_ z-)$g)E5I_WM6h8|7B!_ja8!_wnUTqUC}Z;LM(XKCz}exCe6q6;cpQZ9&SWa=Mw0b? zw%_Z%!*%~_gQiwoz{{Li;tGj9Rsue=li_4U8Lre4kC4DIf(-(B0aPX2f_JhoZV4d! z`RT#M+ z3$6^kmx-&23?FV=c!fS7aJ$p9^W>=ChQ#6i4cj^y?CHf`yW1O{^*Y{cebGMaH}~7e z=>s%LM@@3UC_Tsd5mZk{bux8*7pztFX%l#&-#$C)wgriF)KCoWnLnEjcxw#0wnz18 zZPGruCwL4;Cyl$eZ{NK)nD+bFmTR@ufTcJDSp6GGhhjT(MXVGb2h&RK#I7L&=&UmS ziq;YGkD8kzot| zm=P=E3M|7~qS62xCKzYB4NQJJ!p?Aqn_@!YkB$I5P&$-gRcjO52!wBU>m9#rT(JWe zb=M&~q9_vVveZJ!59>jXSVqRA=` z))HBPhcIL+>5qqIJ=^&#U3i29a@2w~UL#+34r}T%)vqC#kTK>!F>`jOX9Xy$j(ah( z%X^V|3lJ!nL$1rrBocEo=RsR^*&A}tCsP~eiO?gWi1jk_6IS~UVWK;HHO4LL zl&6g`48sUG72#@^dj&ESFZ2kSmlH+9oj1fA;_{XpF!@bg_emqy?Pj|viHS6sRdU`t zPZ>gW425S5c|4Xa*ebGqO{kW_^IcQ*g3T#jpbsXnfAj{O{uC{BY29fid(myL=|F~f zx0x7~1(00dQuIMH+3)u{P{1roP$}IcoDbk53dQcM*X_zApeFxT^ITIPaD4I$RhAZ> zQ1m9PR>2v23k5xKEHOI;rWm4*7rnOY0&i7gSinj(zXh9x%$U{1Si_wAvsKIh*Ud;# z{7=q*{mWnC&)YX|>p%HbQ3x&SZ-4T07|Gl1v+ck9^S3|w*QCr$j55aC=YRDtzVxN- z|8(d7{4y&1ZK*&NgwM6cTDbFneR=0!vh;?OitcJk{?(Uve(ozM`E_5S_9L8dOqHMi z%Fh4xbExub4zzm7nd1Nb=XSpGRTTeyR}9q$`#KN69>`a}x|6Wh@3>mVRM>(FV+6AS zc=M|}{~4>QVk|nfxrR~2VGI>gOn0XKfAQ6w|AF=Yjsu-)eN+BFeRbzw{yfT+c7$ha z(7o5D#=rXcoge)IYW$KwfOc-a|LHI6{4f0eEAri_=%(y{{e_+XgJnuM!O|IlOqIX- zg`NM0RTQzYSD#J!|N9F&zxj(O|0==1eO~_xrg23-{cTyfO~(W>$2nZY{5SVsGsCu$XC;u{GQ>o=khT>&GNZ`y7IlkEJ?j$I!V!No{%b~%q69T zGb<&zsXM;00%(sRlLveO09zj8Z==e_Ib4ELThd5AMk)eI z{=3cFNu3pLnnpKQ{{Rr^-+I=jMSVi05FnV3a&!a=)-b3cv@6x)PifHVQ( z2L{COXd>=isE=fS*eQZ~NqZs)Qww15Z#aX$di4rQ1(9vy9CeEu5r#6p^>}OZ;qLy! zH6ScaJ{sWFKoC>>=punGg6d+4?8D%Sa~AB4sU!`gN=kiLZAQc6$t#@4fn*n&yFQBu ziDgDXjX10Ta^X;Vb7Mc*+P|6H-`L;UZve(8TL<5J^3g#8)9BvD?!nf>{p87BviW59 z!PddnlU@AvVY0FNgJgSa_W=wzAQk2$ea*uuW*;FgNk$yM0BRpW&_nX@tjNE|=V^y; z1#l)EoJ^UU@ni@EbwK9AardkTF%Nbn%K%Ehch;NeJw(6(Zfb6Ddp_WV(gJ}g#U92f zLUU}qTn%d@Nbd;<_fSm61TBpK`}_hr$^^&Y-k5}5#}2m!i}%GE`C!Z&WmLMKcG~2c zW2P;^Xoc>YUGhVk&5cc#RtR#@83^mv91i|yO68|VQ0_Y@_Y$T*ti0(7c@5|vrKjze zJz9u4QBazYAQJxEs&;W4(ofwDBBOl?3DA-R=7X6;8cv^OTL5LJeLxaOI)8h##jh5z;vxg+xPud2EaCASf%+t`5iz zt&tQI7mf0GI_R*|TX+n7I_%OdK$iAV3X+ol417KrI-eqbKd4bpnj3YJakm

      gRc2X=p5#3;vB%LlY{F%W+1!ogv~i8d~>%j zyPJ<`d&>3Wzh*k}1q=7IonGYnvEMSi*v||1u`!0Jh|G}dDK5$M7Z)zv>lSvR*SQ}3 z*GzA|pi)nwv&(KST|he%rhL2oJKG6#wcq4a7c7;x&wuZ)sPAppQR$ai$*`X(cz^pA z3PeM5++&LFZhs3!qT2ZRHf7)0UPqZ|CU%xg$scV$K#8bIF+ENBqwQ@A)l|iNWHiuXWiQ=J;k-8pfZ{+;<$DbGgpR0>qK~vk7gqbELM4VDUS%*6 zq}KNaC8|fohW9MOh6rpx)BkbpLmpf{%T{~ipKFK(|LZkDoz37O0}ZI1Hc31y!|O1? zN)3w}U@J@`zBYrq7-Mj-kD(`GIKo^C$O zP}fn`L2aI-lOq@q)ApcVV}rR+=?{msEQuPznVSRKH#0qqWc9i=C?vW89qT8*9LOGP z6#d%vAN={-aklXJUtr%K&)VRz{jZ3m%WnU@VJopZhLqu>K-#r1YiZCE?ibu6|o_`zU_N zZMkL}#UsntaEnFc=P~TP$%(`VVYE-(AtOa0zsLOX@CbLCtpTD(r{hXHf%ss?&F1b0 zrn+(T%ybiN=Wf$EtYsUSUi^4PL2wCtoN02_$YXtGhLW-P#y=DE+-*PCdVJbGmjEGw z;^Vf@Ozmic)`rDXl4*BXgY|MUq%Uk{PAc`}8&~XYh&-FH@Y3e9On+hXiakycp9N;m z)}!{(aI{RHF@QyTeZ0AIsZQB`i9UDsFWW01EZpzj<4X>f02c0b|A&|Cl>ip(b@$Q1 zgG=?Q02b`^@%^WlnN~Kh*kfmi>$H=lq>pV{v8R`~dP?D$6`r}Q{LY>2A~9!LR_q5i zm&p_c;8G;OcoCuKs465#@p~l1CZ6`Tquvi4$ z1W6XMV3KG9W@!%s z&ab5oy*G1{60hl8@m2P!11ajzP(#Rp#f3e)Navojq}VLCknGs2ta6yO1jJ#jkNfF< zMwh43ZlM({B{pr@c80O#n~rTMzMj{eC8!XKychiBnA!qcj1snsaCbSB#alm7L*5B* z^@5Qao1A>1$Avf(EH!+L#v)xtaMwY}(oXVH%Ys~t4nap%Na3m*YQT@@{?jFR+9)j1 z?t^bFN(lH5EwL%s;TKTU11_ZIB{@ola#&N$VB?di< zj{?wz!@evBnQ`y76#WV#Hv@I7^OSng^2*C$%_&w9AIaC&S#R(Po|K49b%KkbWoT=K z&J4~f=&G337S<(s%?$Xk7L9HW=?joFQ=laSz7FCg)Dnu=T-qq`5~5rcHEbu51k0|y zaIlUAp~YW@0nOPVVn2LC*4&e`_7W7GK~4v@h?bWmqzvP*CRop5CWnS2p`NxbLq&hm ziwLQo*MwjO(?EfQu`iEf1@Yo$O_Q=aWxp5cz5RWDul51abW38=oTgK zaePq;Hmpf2d4P`bsoIBf0fzD=B@p&fNn#LHP2h0_({i=JJcJ|18J=1Ao|4-A;cx<{ zsP?)4SkgVQg=3NlgyX9xHUIR}e=Py>WRQMuIC+ShYUE$=Lw-|e0BpLhvs1|gI(NN zeqJm+gH%+Cxt^rB$>5yBcAm%U3}k~oE`#a-uh7%1dy?2)bI4wXw62>)aFs3m z6}+_fB^T2b5;F&R5wt!Ur%yLGVr(pLsL;$V1JhzI_X8~7AjP1UlR1Vn9mGWjxKGUm zEDQ~ZAtZr)jM41D7POu_@JySX6v})j?(|Y*D1m3X@f6O%va zX%T$)5NISlUU2Swqq$S2Rd;tY;};W8*0FyP$>HHHKH7arC$^6yHW{q0U{(~bu!qI* zdtk0TGtNer7q^OB0Df`YcBg0DZJ>n%-k z$Hg+`C^!~D<;|@G5h$@JD`-*jl!T;;Ya><*Vn<{cuN-`&OWU^Pi>|P*LM57_r@Y(4 zn(526HGLvdm^-o-5!9E`TV$Hu5*C-v1pxC*VF%)j&+b&sLktecll0^wv(|I6cb<|J zW8$GMh|ZujND(Fk?ps&0fMT>F=y}XmlK2c?G=*^uPGj+!Sm;ewjHU2J9=psm<`Fqo z$pa0X#vz1MI_^onLhqoxID=K~C66vVjnvb>h>C$Z!pO@_7g#Af@e8x!9NFLVieR?bj{r{h7BsORE2~z~^y8R4g0)3a{E1;}ta6MwqOuVe%>{8i3B@JeQtm zy_uQi<%CzBmI`_~oVqCkroB7FEd1rL>kQN5+wTrJ1AaN&PTENP@$PUl;Pbczt7GrO z#TLijhl7^06lZ15RdHjslV}8?wpS{8_CAC|W=nOtaZBPjydydn_Oukjkd|HKS~-1p zi25EP1Vx7pc;fNiVm$G958<5K{mG>d&Uv{MfR0eE!~~D`vf^@Cvt1ElfV~V#t?{sr zBSmJC7uJu9Fmj-m!mED=o{u=_WiY!+lC^vv5sEnme6VrrPabS6$b}C!904K)|0-x3 zz>YAl#)oWu3U8tpxrdrprVKrf`&b-F&>P7wPLM4s_rmj-O%(n_k6Uu zd;guXV*tMh?~QI7Zg%5|3}Y^`wsz}t(5FlK$`7JC)-VW3Bx&jl*|Xo(i7$tErn@}m zE6MjE!4{zZ_aEJFAy68;65u?BQ0oYTo>_!fwPzIelpn!d+7k{%;LIQ^5#3sV+{i`y^EQW&A67kOQS-GopD2l5jpQl#eLe&AneFxO-ih}`Rco3 zFBLcMj5M0j3vZ6d0=1}hOh;GN(hGznX7cxxeGy>y(*X(#*}(oDLzYvDgvR zGH7r5)azBam(83|^G*Qss3{hiZY@LP#Z9~=K=a&ZM`tWnzMUj=j2B1DRk^Be)cfK6 z{8cAhTblMT0xVt)m61aSRs+AW0K*txkHo%?b=o+>7ey|c!cnJBL)eKhbh~{ ztf3y(GOeq33%vvn``KUOT`Z~%(lo8!7hWE}AiI)nWr$&ykw7k(PR50ZnlI3A3MZ1* ztKsMc`0v%C6YAvGCZ#YI!q7tWI_*&wn#k5F~ z1)fcRF<(tn4f~t+Xc`{Z_uCWq2-m!-_2B@mh%eeFOk3;`kfELIUGw60XGO(>n|t!{ z2;k%sE2xVfzcRoU=p5Hvap#t3;?Pd=%AP1{IP02S(AKh!2X6T3QDtzbIuDx7*q4DB zDYt&?zV86dYdzPwMW@WP`PU`4=;x^QTxYnV#`H6q;R=t| z{6jvc{~*Iv9I)5LUJ(U|_iP}4qHv7HvGJ8-48Xo~@<)yl}ZHu*;(!N@I z45AqKXdYF_o4I)p4d(*RGYtYu!BFcit&AQ!7tm_*_4VYgPxlw)y8GCtx;?&W>4+%g z7@JQ8oJ?K~6EWP6!5XlLCrrMLSXyv_ZXh%DB>Aj#uKny-ioI#xbkn@cZ$0= zlN+6Fks*C){}HeG#uaDVHE8WU*@`DSzFjHDQ(IQ-5507I%s{=wjn_FLMZ;!xCj60+QJ0laevZu#Paj6}v2>8;w zRuM4Sxjyha7sI++N|o(?MR1%hS-SPrd^4;3gxen;Q>F>tJxk(TyW_pFrl7^_48w9e zL-Fm(d8j!viFUC$Vr+AP!p<=Mm1{f0wVmPG&Va}Vm&v5ACJT312%|#Zbn?|Mkr*Qz+iV6EbL}eh zHOGEb;v?gXSrLKfz%tn2B9!JNtAiCSzjztHGXvE1S;roi)X9w!PNrie@w#%Q`SI1` zCGQtyW=bQz30fC(Y^L#HpvqsLc`#{Tgfq`!`I%?lVFu@&zZZLxNu2-Q5XYR+y@ifB z*J(GdoydMx(r%o$2VEE+@!xsZUa`tD@Rw*!xPzqqmjA%o{qv}HE;R>Xz*Us>8q_(OyAUKQd zrN|Xx5Roh%pwXb4j3;eq4U7wF%0M?fsW3P);$0j6G2^T`w-JerZnsA=K#RLT#JFQz zY1jrb6oH@gaOW{S$E`=&ZNxnsBMQ13m2dkBIw&HQCUC;(oZ_Y*sY{5MfE)+iKXti- z9gsEm<35E%znAn8G`0cAV2%m=$z3f&)Z{VBd03sak?aJ?j4?Eh>2z$dXr6YDziEkN z2nYm$uI4mp=0F|*_x9)nmy!cq44w|B{jTi+1S3L1YD_hP3{ODFw0V+;a(HMbriGe! z5UN19=T5`oGLF9AZ6wWRGsiR-W(4PM2^{y`zzRgmtK9DAM*kGV zOW^jOj#$xAaq@bi+@Z9aj&+_#s1D^J&G~EDPx4>H>s|IKZ z#^=6~KytLF{YfILI!6k3g)~MSUo3PiRS?pE%P%rvV-pZ42g_vlL9xR%L7>aQFr=Wx zRHe$;Pdvp7tK%h04)WHqW6nsLm_-2c8L$uxU3;6BoDN?p`&-vmD$HPu;dCP7FvQ|p z#wlLOQ+g?9NdM}QU9zZbRE@x}rtKx963{q2PTo&yt(_YFp+QInqXE*7Nh&sr(NqA>q7D!xH!VUA?_Ojr zK|^@i>w?!X5?r=VE|x;l;%LbMl9Te4uyyDbuy?b4j*t@Fx}DZ=s@(2i*`4cQ)tm!$ z1~&TRAy)4TOoDDkkOy28(?Rdgre@d8j5jkGx`YZozOSnY=TwJVFn_Db8clxLB0!4~ zgcNzY^}x<1v-5DRAsnsD&TyQ1;v6S6BW-J}FKgJd0K)8!>)AEJ;C$=`s*f!N0_yP*ALt%iq9n_J z;Q}wC)9Ml$5lnNd8Tsw3lOFab|g3B zvi4Mh`|>*`Gbvet?c?6%EBM(7Q*H%j4THyh*Q^MhmU_OQxLoQCy6J27AxAGtBV-lC zr}}Zc?MTNjQPGVFfw)l5kA^jh1@|%A4bGdG12=YohvB)U{xT4PF;Q(55llG&8i*%8 zy`RVip%f8S#Lm^$1C1HZmG2LFJPdIu@x14Wvyyz08gb^%U*>3Gl(XaB2*(7s{Xo}~ z!x5D}+adQ&H{5ekM-2HeXI49L6(*w#-#>{%JR=FkkNnY@;`tRqPTV~WGeb-A&z-fd z{=a|TJjP^6Lpk>b1jwFZ!*;>%+Nr1l688>^wTj}5yT?faLTQG+pq{c0MiD+)Eo2Qer{)&ED6DAlpYi>bt+*P(` zLz__gs45V!{A#kkp4^Go=Q)ngllslalGEWH96;Hj{n0|tm?q3eEu+h8wc5dO0zDg& z1+xz z)94zlAuc<#ny=0rss^aqumQ{qYt41mSm2~N7$UR*2$8TW*pt7l=LcihX;Tc5H160c zc zEax^+T;fKMYlk)nxHUL|Zig~x>meoqsYB*g0v*?WG=UrBNe^~X8j6i3Y|JsqEjv*# zs!$U(y?A|;bZGZ^c)zf=YKXiXf@HpPfQMljhY+ZWDgH77MelppM>Hwmkpna~- zxH228B)d-z9>N%8teSH5Yz;V~)@s0znpr#I)o!=A~+R)+^<-rgmMI+m6Ga)`-SqLgJp1f2lKlJ=fy zEeY3WEqV6Stk7x~@Lwo|J)P1+HPj+S`Rl4|O3uWo0Wz)E&C{6O zSdn7QRNyefV3;v%MD4L$UepgWqNc~W^Mc!8nb|k(I09*?c2J_E7cBX;VH?fEY|tLi zhU&~9`4KddHr%e)Z?85d!;Cbuo$%jyLkmmzd!cUPlAa&eKC^OONA|{^RN5Ld&TIqN zy72B&t2FGg=T(ij0*8V=L?RHaGskM_C2M3{u&fDmCE0*Nh|4+IXRye)nsY0bHMsz7 z*LL~Yzw;}woQ6ekGQ1=bpa9{VAhmeJ>l(XUmlLJMR=D(dIzlld{b*=X zHMvoHxdfJ9Ku-u(2L}nHKy{LiKOU&lDKiU-ZG5d@<@k^BR_#P6w{+D^*i%eQb`s2- zuLkrku@CRg*nX4tF&^|7Mu$36vK<>|bw9f7u{gZ;wR2}|2}UIG>dfBu(oxZ0+S>Z& zGS^K538X*qGQGauH53z7+urS6U+<1^RRe30yT;926T9!%*SpjT1A%*ey^E}R@BVsM z1e?F#Ri9O;S62Q}`)DU)c-KIOrOpEngHa;8Bh_~GIuIaeR9mmvGYi{8q4U}pKVUCG z1ifMRHtN9=)u=U}4|}R`*@U!A0K;dwjdZ3M=j#%5cyZI9* z)naLYVrv+Pk>fJ8;AX#?cYyLw#JDxABnL!Z48?pvjg3saSm3#W?{a)L$8tLy*tUm# zM03Q6Or9gdT-Q4pxIM>QomWIk#sJb=n5gmhP~ z2!!_W*a<9h{wgxeDp1u8Eb)r!S#5x0fMK-I_-*T`)^5gLRf_==A)Ml*rDo68`32u8 z49|L+5Jh3tn&wjFv!gyRn{6-&B5tevE| zy~GXA0UmO|SEZAAIinGTb=-%wV44^`v!JbE89DuO8gp$1CJ2G_gA?(=Xqwi%m@CCI zYL~E;kRd*VRcx((Qn`6WfM$JZ?f871k-f<==!VF%{wVO+JI2mu!$ZF`$o9ilT zJ8UM`-HR;kuyK5wH)CkNQI#=$((7urL9C$##^jnUGbYzK9@9*Dj8U0pb4P{!zfFa? z`xIFQ`awjY1%_A(W8v|ZLW&1(11P8)oZOz3NXZg_R^e=f3MZr|?`TRzbP23%yaZ|# z(WTGA0EO!bhChWi*fRI6U|)v+bivF9=GPBQNCm~!UmdL^57j>zj&@MvaQ}3Y4&-08 zGV_}ARod?hmO%_vaq319J()~RC}PyGd9{Z%s85GUiFj73wLYbYfgR$}iu_>iX{FiQB3H(sGEx ziN^|X=7Q!lhG0H(#|*Jh3TEY-v%To6vP%g()hiLT+}scvH073ePG6tkcCDXU!8}vx zin79NmkV|&mQfJffF6Fj+|#W4LL(i^Z=aI5QD=`UGMA#hhE$0}Ol zPopufM5GaC4j2EX%XW+t_1Dj1gLK=NG@cGepfPJD6GfFTV1nFGVQG zhivEkI4yfUi+8mv+`F5xVW_#$eaStsyDz%f2(N7agMWRYSGL!w8m?d2e$ijqip_5P zLNX9Gr;}bEI+?zN#f#0(3na!Ibcbgxx>2U~JuUoWvTtO^z1KGc)X6DQsKc|s0QsK$ zbz?}+K? zk)GnxR@O0Iah|kHdEMAH`G~jG!h6t3tA*g9{bStS4m;~>xKtZ6$;>)lg3)tt{m$*+ zy#^~bQ4dN4{x8B%)D(V}X4Ed&JT4+2l<=Rpz#t{6G%8peiHYsX;v;_xY;$Jh2u3f* z26=`(G4G4Rd6G}T0H8~-Ca+>*cXbZK$aVM*oZ|w4i2yMyA`Kk)Ylv-=T}M5Ie*~V6 zvEgs2Ze(oyUjwHt&x7mXAADY9W*eu24u+C0KIH+SEcq9l>5xQUmkT+OjdAvp8@)f?e=@*RAo0DEn-6-Bj}ktb;%oPwo|MgP zhOQdCht~tPxeu|(m&h4N7Zo#*H*P5Fx0~O*JPSH-;6L~K&w$wBvw}srH2Fi7Om3Y1 z_OVp%u%E*hxt8LI^@3K2Vk9c@G;Tkw6iQ#8XBoPL7xH@!H?L-Tc~%Jb9pQkb_KYQE z8bv*SmfdoqZr{yzlkcL^Ec;2$oD1qI63oQm+ESx_;ZV=a7Pth3a~uQ-WQE#vRTVnH zlLobYS?M;$!!bCk$&`u1cMm!R_!4h-X_;#xmpo%Dh!}*}Qk9K~AQZkir5H(seSXb8 z#D~QWSC8-{7`1uPig;}!v!zlD;-M?#9ISo}LLy$F@*XESWhT}&!N!dN*tAET(uI&kXi|Pq8gWW74ih8 z+BPke;@54)CzznF5>7gxMbJ_YqLt*eon(7pSPH#Y-jWwbr$|5z(;!0pBXT?5Tmxt9 z9(;(5qbVY}Oo!8PwD%}cd|^zOaHE0z#olz3Vnk`O-|0QQNNzXpd`lyyeEMmi#WuqM zj6eMpdkx)R1a!N@$TZyI;7E#V^}XFk5L0Sj6=%|R|5f{fJfkn$$vQA0f;(8#g|PVa zQ&HBNsx^K3X*2mAxd{^~X(y9UKMnOMpdjyHxiy|l!C9D0sN{lB0XNB>%%{{eNdr_c zG!7=19pw*B0?2H@;bozDly6zsu$P3qOPi95fnnK|e~(hQ_V=);zyk;@!7c@m!&3uy z1QZAVylRi&gs(ML|478B36((`tle5IW9A^odKTpT$6iZJV*oQslM2aSI_T@s;hybRV z*+!h$aa5COB0OrvG})`+ZV23iGhMM8IQK+JR8llV^~;T2NCZ{Cqe_uYwUxw ztPy$I10M+Kz4v|~ZaMG02eKRAnjUU=&JbmS)zdZ}nc#^e%;wyyJY~%aC1oIHl>-cW z8q6NPmaQy8O&7&?zx!QfmI?+nYXndm!M3J?F}oWvQUNl-832dk-(P=$Q!WeYFB{3XR`qs_A78FgT6LTB17yex z!2}ObljQq^6Xjl>!U-T8goY2Nu`dn+2y7ANj`$P?eXu zCsAs;ag4Cb;eI)1SJV?=ICRr5ac67>-gHApqTF%t4FQd}^pl4P2zY z(u1K^6%n1L@K9L*S&Wo{`;3y=0hZ!QBsOL?+o>B3oMctQV|Wp-I6&ODy*x*ZIWBxj zi-5hachqB0BL_pI28Rg{5PGGv9Z46Cgh0iE19sgeBRr2OJx|hzKp7qr`7Jb6DjfFw zMJ-{NIXwo*WUoa!@SJ%k6s14faBPJKj-lMrrWRXP>d=PcgQ+6iZW)9+#@*f zG^RSHs35UYf`RMF#SxKU_yZ89czig4B>_VECUmBo1xT@`KDHF};$gCoKP&#&R)$C; zfnH5TUC5e4hESBChcD<3@v?b-evF6lph&*Uyj6tF`BQ=j_a^Wq)IYc-APE}uJy18z z$Au#dI}Nl9>K-Ov-cx5NI`3c;TTAY&2KHgLvp;jG6^-*yfX5SkK|RNi!^_2$X&CPprYS;}C z5doE=IcwS~nC6*N;3q@-uUOgg7da3NCb)46692FmNx$i++`tQ0@k02G;JUAA@A!<@ z!9UpkI-CxEEvy0QZ3rs;xV?o6zm}4`@bWa znMwwmAF@z9M)DQ@l5QeJD9By#+vla_21O|^M^1|K#8;@9ISI%k<;9aKMFl(~-)AwU zR48FbDU0V(s|Qn?MK8}23ME=F3MKfIgA$erXR*n&n&S-|biQ6>Pk16Pi}rOZhkMRn z{=~B561N(T86pXFxkv?jlv+R8G__|DMO+mk{6b8ul2G$>ha!12DAoK zGsd|lwsA8gM7QT+XCu{TtZn}QXS>en5OHbLt-aHq@=C{4;xVs}!0jn+d~9d;RLl4t z+)KXK?j0eD18wjRySy6@ari^dv;lqb` zlmyQLgb;_P0!BJWwg~$*Pxn8Vdd@uC~ZIh<(I(xY$&@-4K5(Ji;d@!@$g-!;CyU z!liC+1O~-xZF}pY#&n0Xju$Gq^P6@>x#=yer88Snxti9LEUy^7NkR?Ux~yrYc=8~Z=lEu9lB&I9C(c#_PWp8N950=q}Lzk^_RrQK!f)q~|Q zp9f}xmeM5vKHM#*j=)5PJblUuE^Q9*w){mY6?~Q1fU^Pj^=Vu?m1yQ+STbGkxo~85 z@fv~fbsM~!yI=W=hn?She7Jos-aRBEK^x{=mH4VwILlwbh9aAV6TGon)yxVWy2=`5 z#Pz?P`?B~#wQE?B){7za3l6{dsTHJi{X*#GzIm;}$Q~7iV$&}mrsH*Qa>17Dh&q5I z)p+XC5lrffQnXyuUY?Fdudxz4-sp3bDWsO22xEAq=tn(;m?LG0;GacXFS#6cw#$-# zXUOp4IV#;=DzAe0iEm~}l!AYUDT%V1kNINW^_)PoC91zQ3E=j-0 zGBD%EIU+#9nO$TKf^n?}zb^t}raTQ`VoHL)W(&u7N>ra-bRwkHm5^Wi4@sOCKJzIS z41O_Ee@+CJ!$q;+E77=xE)RE?q_MH~H4T*A%W-v1+skX0fxD5cnOqZaXzp8P%N1nh zNL8lv&7xHzEw6%JiozvXGB?;Or`d5&y{#I_d$7#nh1GlSy@2iYWE@lJLxgff_(;9t zDLP@mykos`Wa{(~g6nW}(1Krvv;4#H5auc zg6o7MF%1TcJUx?omXe-B9WcY2*_xgLIO2&N8`tk=&Rj3yV+1We?l7|v*6(#3d6+uCuC9hX(c7TbS)wHj|b zlwT}IB6$Klp!jT~Fl&y50aqKlB*Yy~M`pqU&1*S9uj=wIULo?PsU%BJ(BIS1@CeV2 zE;Kz5?xHeDGv@UwuN&ZqcEzr2}d+u`ziPnBj+`dy+555Hwm*L_9KJ zeavK;580^hX2!M1uj2x?@k=ke=x)6IC%^sKm*j_GF8+QrrTzl_CqD-b^zHV__G7p{ z{G+&1nSt!>^Z%AEEW6u#X!AP-ZLICZR6N-JAu2WsE0&lxOv@i_pP=RM6|~$FtG+w` zVda@7z3nqJ`K^K`dblywhTE@E?Pfu>jM8iB|9Jb~M*Xi9)R(Q<)cSX}e}Y;?B(d6t zsrc`2zeUA=PzFx6SyS~d#KGn7##JFMOz}V6{*M9aH{)W*7N*ia+x{<6=~tslZ-4Uh z63XE1_SaY{t}U4w>bO$II$BzUm^f_AngXd%iTF~ph@hUwq{@QaC2gwml~k_0Hl+3p zMv?NO5qTDoD)X2_DwWSWi>FmQTj2ll4~qO>u)mMkZXwbe)s#nY-#t(EhRDP=>bCLL>p==hJ7KzWzGXrbj~&|rc@LPf4bg*Tca`|S zaPfgZ`omFse1=Q>oy|rFihI_sFf3YiyWZyW)tEAMHG?I_; zaF#Fs?>28Ib&CF*rqRvSKL7;eoWpx2Wbwt$2T2bQ*e{qt0MB;h{UjdG;4}f30bbc_ z7(7BTK$-yY0|R1sBuPQ>;BtuICUCP4>LJ*GAk6K7Y3G=A?$s+qq$aY>;ppU6UxzZj z^>}OZ;qLy!H6ScaJ{lmr^*Flm#rrE%m$$h6Hu9aoYBeKCec&^rm0Ocz8U4 zN}K{o_ogKxmKg=z8^Q`87aX>4ZtN#p`!|#O8~a=P4Z!$h>)?A&J~~LC&hBmO9&A1Q zqWiw6w@RyZJe3G!E&IHy+k4p~Q z!wM?dUeUbWKe2rd@no6L=Ir0aPBQ$ej7XmlILt6W!~uDavWZv%V_dk~+(^8Y+_C>ROi%PX@N6ba*(XINPLO*+B?M)-Rq(C*;PD|oRtxDlWv zsM$e4<&&WQlpazu+1WUFym220u*pNbF~Cc_FRF%7|JkZ*l$7AKFi(0+3-OR&#&PJ zga?=h$)iScACZ<|Xy0!nk51dC@WqC^O!C7EPhibR$W+g1o;m{7A# z7NKPS0xwMA&3y-t?l#+JNANp2agW`0Htr=mTL-8Q`p77eIOJR3zO(kNZ~s1K<^c0P zX515TP1%{AP1-+BzBfe@P%z5=aCkNvCiOG2rm1G{@(teIe8&Z7B{9R z%z$+F_MLAF*Wb87J1UYkwz|`HA8UHhsXqpGT_mI3=%1gqTL|l7e?`I|WYW>}=diE} zq3v{02HPJTCzOdrUh*&Djz;pBncZNNA5L2OtJB$S(?shaJ|!az@&Bzh(SZ3u>SA{q zl9fK@G6Dy|iO1l<2g0@=#az&p2QtVYgkB@8@QBkxZzR}N-M|c%0)$M!#JmVW&nek7R>hFH1)W%u zg;B5yV)*hGpwU7`-Rc#05U3@{vHOB9jUtQtTwL4_xOXsDdJo(dViv#7D(FE!5$#2P zw4c$P!-5Qr3bjKLxg})DR5Eg@+_`f&C_|aNe)yu%;~P8o`}^$|0(XQLJLI&^oz-XW z$s)0=$H#KaNF&{vm{jY@ZTYjpLO5m`U9%jeSN8H^wQ&zTqEZOyG6&D=tIY$?Dbncp z#Fe-qpB$G%J3jFM9G>Qv_mh+3%m@rl^y4(LNtO!`J`BC(U? zhHczJDw)Ye9U%mAz{Sk!ix?*j62I5=_P$Dacy zqo^1u>Y48FIfV`UgOTGrc^|wtM3vF29uKzxZ`M(5)mB@(6XPjbyGlc$3YBxwZBf&Xny@?GM-^5?_zn zK|hkpeT?uNU6MO6*}6z71dfJ&H9MTcU+zGk#C;90#Y`C#&~lInQw1G5JeAv`kUOHP zqdguv)z=>JQRaL9_%&Xruf0Be{_G$B>0K`c!>;Y`cOw+cLKYn8iDM{)BNT$r$lweD zA-~JnNSPkT6D9;=Qu98zG>i;n(X0!E_x_M5Hi+VP-w%MT{;2}8M+%E({O<=5(q^V) zQ6So#Qu7d}$fyxlv-_|ndB_}9@k&=m$1@{l4kt)xEa`C@8H(349OwlCpeY>41RR-Z zg;9vy2DMsro)plqkRT>k?=_hYhs8gz-I%7BM~dMXbt`xT{qiomz2jp<#>Esm; z#%=2T_4D_^Xgo-oKUbGT>l-mzRtyGc;ZqN1C>v-9V`OBFAoQ9Md!D-3L;|TuBz0fQ zN<$o^MU1;CG_>~=$C#ndK*GQ(5FX=;$jNXo7x!icNl9-MU_3bJFs4y705qd|X0kR>Y1`AS*Z}+FR7|6gk`r$Ih;YVy z>jP9`t~!cZfyx|;^2KBVALuz0n{~K1H03~stb77|&>HI1a$zN;<>SP0l6wA31eL`$ z3yx5b!bYzPdjm}q9CwnhuP193pZAlyu~5g(1-i!OFmVvydZL$Wd;_Ak?2w$e92E3I z-m36>jl(ILhGpULJP~M9xKBjrI`pwDJYhPW78>WM94rmXgmnYA2JEsdVmUUG3*M#X z;Hj=9Q8@MTmx&gaMy!1T9f?=>%G8mGg$X8A#L1~i*gsHMO&ir}!NGymV!iI#HZnE~ z*N@fI$~)2Hf~pXGh6zU}2rz{x-KTAw=Ming85v*<5y09+t48>^n%JprkAVdxSfmlY zez~z#Mj+TzDNdwz_2^oru@ly!7Iu`nUD{|ai#b3fTeRlN0_mWTSCq<09sk~Rtz|T{r8y7|z8`EBKJAYHWem7t==4>5 zZyfD&zg@X*gQ1c+cqZeBh54SZN}9zxex6wia)wyYeR7qmV8 z@0h@*sjWY^OWhSITqysP3U&7xL9fE;^0HzL{HD@EZ9dvQ;3Z>owX78LdzMv&`sN_T zbdx;Gd0JHC9}c&G_7;H*`B_^rx3ndr$vlw2aum~Zjuk$X8nTwx^cN8Sz4z`iaFo&^ zCVns&IgloPJwl&93}?YoE)KslC)n~X+xVlLLT8L0=1Mm7T|ej zZYi`g^G68B-{&-(;K8)2j%%b?!OV$n6^IRc8G_@Ytgb-Vh4)Kd;8zDN6!P%hLZB@l zYKe4LuC!UMKy98OdDe+_Jcm*PWVE$?cNk9lg_%NeE)K3AwK|BNe27~mIf?5$sZOic z?;pZ;LJKY`d@}4GRbr1>{<0FTwAa^_q`<7}$|PCn!qQZqb!D0Oi%Rs(MJ6`8>X(+} zAK3$(JV4OFF6~nF-iyAGxUAG0ATaMcUcuEjZovjaeQx#+?$T!T{@xVQn;N~7&~{|& zIJvox1sjzULwO~0aj8N0mz5Y*m)74%FMtJ>)Eo~0o*%*C%3D0X@XjB9iblNVKf?vU zo|H4UaVw6+yqar2H3&Y?c)6(TkF8@5lp0Q#4XmEVnzoj%LOq1oZ&v#YY!#U%wx(0< z%{dFJUsMrMLl9!+m0KDc$lW(nGt-NIf5Nv&Pz4P%ql$Yt-nGDcaI~(T6P7g9*C$)B zwqK(O{F`8LRnx+|-r83T{_kh+$LvV(Z@7?4ym|gcu3?gBfpzSv&)yoNQ@{&v4`uW4 z2YimL#7rMIlmeF@w=4E2{7Vq-$}M{@FUjLCNtZSSOF~=j+W{Vzg1ZUOu`^ zfB5)* z^PrJ@g#UY11s{0JXRtplOIG!Gm;PG+z7 z)#1IKlk$y?*7V5a4L$O|ZnVIa;8Ns3pz}Et``j6{oeEe;@vltd-It4 z8rZ(P+Vxnxtde!-g{PzmMc_plFd7;I+@IY-w>O*}}4p8@h*j`0PacX*CCLKboh$ddpK@p7x#M@F_k ztD|!uf6y2~KruH4jB3_XhAmf2Gya23RiGIkV(TI+?oJJQAz>cqx@_FF)T21?JFxfP zUtn)y6X)Wo9N4qf{aqyaNqL1;M*yb_dE^fFU9jCT`eDnT7Bk5pWqUd5;#ZOvv` zyJbGJkHvf~WJ+}d2Sx$UUi)7JF9!lD1?+1tZSOtv7nN>xu?go`ZbLBB3%G2Ei-_F0 zl(sVqkDc(R$jO7>jk5`7R`uU&r;h@qgp2Ol>4W?d{TM|-EP0KqboyW~?r@<(&>r&K z=WCx2++^ud*E$(IyY~4Y=Un@Ir1`_7JAUC3+`Jtv5OgG;{b7shS4Xzhwa>@3&xd*2 z9h^1)dis1=o;OE;E$gN8SwdVXp2yDe!UkZFhq{6ko2+43+ zlaG*czE8)szX%Cc@I(6oOea61&)eU{rI_;(fwt;?U(8>Gbf)FT%LZ$?y7n0f>~bU% z*T27y{yZ+n*eid+t7i3J;8#vt96jQ1^bly}*X|F8xhNs<1Ejd*E}Dtux2(#8Tfx3fY(l|n zD$r-a>wh>1nb6xu2-1jXco@j1VIeod|I>} zX(+E?7qzV_jhvM##2qmEK>o>MIkB7~WQj`{>jLO~`%J{B8uGx|JaEB+&W0xgodUGiO7D|Lh^;E&Dj0 zju6IlWb1jGORxL70WW1>i03W!6zsz2oN3*T5Qh6_*a%*v7wa|+NE5yfX9yV$CyKgL zG>I&aB3(StK=ci-Dd4+>g+c`RML>~=UBc44aj6FwN3sf=%mlcWDfIy3n2iCzY?B!O zHG`qdF7irf#)Z85H|Xi3SEvKH*)5bEXU)6gv>9vA)iHFh^PP$v1w**wB}#HTIH9l} ze>~30yz#4%_=QAa1HAZ_&dtff^w|gi7aT79z8t)8VJZ|2#O+@he6daxctmD{yv;g- zgl_tj8|w8R=~AHtaHonDjfzoDAah4~6Z3YW zNHtu6Ca(==M;2O{f5KQ1&Lb%Su>6dn)fPKtXq(Cr{It41cV!PU+{x#}@KX?6%b7hf zj0dHaIBbY04!q#B;p?zomGg#g;TN|5MktPV>~<(;4wkIQDv!Afn{26fw=$D|=X8Da z7(Bl|dVrCxj~;&=j~;lmh*Y<|K4SAB)k6L$tKT@UPayB&1QOBz^5>A1WK)8#OY&k&OgX^-aa##<(5{?#ZH#oOl(m|pqz_MaeU?=RU$*yiiO_7Cv&@A4_FOR~s3L#Fsg zJL#91={G9ZvYpc}?>zkq3jdxfgbLwqAxx$Huk8FYR{E8&k}3O7zOwUwqf9adXUZiR zZ5d!G%%UV8i^d@Z!LYS;hC=)}otL*3nQec!D6{Q8c%gH;`7sjP{(t}Tm%p^~^;^^N z=+;qha4Q|WOwKQmh7vIgu|kon6-hG@ssV`xzqNMv_T4);I9(^Uy-sYKY(Ck2uywHY zWEW{}KTI}ue~@f%?LI(GO@s}A6oRQ7db_07V46}Gg-Ek~B=ccz8=F~|LX&?pUk@{R zLdFkHrtOn7IT<4Qi#YcnP{A2;nKHvGZB2mEN8Z_q_<@Xr)W!xTvTUM5Wa&$WV@)&L zKI+&cvm5s}cMz}<(Rhy#HnrVB?qz0N)q0&_zt6Nm=m7@N`H z+eF$b%4 zo+H(2@5okoigZvw7-=}WX}^5|93_SASd#N1As39a1{6?uL9@N>c8o9%rsy2lVKn&f z+>P=1*ysK|=?{+-E?*x_hC^h{GEIA9WLZuvpz$d}+xBl59CWj3!XC&_aH%0{6TedK zSO^>eCLkT{x4|N*p@i9~DmQ+F1gwpuC5bRvk_M}Ff=@9fU`D7GHifGh!TyA!A9eSU zqaoWn69-#7@8kD}xM;Fke@L1Erh_4y0-H~1-je83lliyt9o!)C?nbmnRH1he2 zZFjrF$%j3dI=gZ~AJ-<4$4wBe&BL!CicUo-iS; z_OxUFJWJbymIfQ?wo*Db%!JeKAS80TgKUO`mZ^%ISv@g!*j}Fu(vQbjQxj1-W$NN4 zWt1_D1!5?38KGhcnj=V_wypLFQVhzp2&ygWKk$bTHYnPi(H9s~>RR;KJ-%5|ft&kn zBzJEcW-5Y$=?}@Sb0b-Mv_xQ07?t5+`$i-eh$$qD4A`C$qtgkR9>e!!8ZNRXv_`Y! zAmq*5hu?z6$PXn6rN&M7n{DwRJ(`|8Fy&U*$Z*?Tuq>0%>&`IFq(3qy;nCSxiH67< z)5&SW9x2esn5u8yyty|VPS(hNCf3cGa34c}gMv*|5VhIpv(Vlpj#!>u3%YGl^Q?rq8wnx+Upq-=>Bu#5FW%f55GJ8)pp@v5*sGxhnn`#_msZA1PDLBwV z(?i~6oT86=qwz#)aVy5w#d8Gq3%mkHEVzC;s6%p+UrDdPwhxn`FE~WIXAES8yrurE zLyKOvP8c%E+Xq>bKl$1wr257t2OBT=veEAC?2|Avrd@_hTI0fmkl#;8%=eS}9b`H~ z^VQW`AA}Q*s%92Dr_;fUG09O^XQlnEA3pSKv@f!-ofvwxk-Qhwlw6a{&xj2fx#&8W z2&7s{WcPH_2^oqPO}ySB;KBn800+_TzJR(Gmey!*<;5NP?&PHxAwoQsugyW~_5vONhU zZjT_s#c3RB3i9Fl$&EHy>2rO)(CprvWX;+&P=n!iM6BOLx4jd z;F~#$vI8tG7|Daucu}1}ucnF&hnOEAhct8YQNMcpQfUf)D05e&O|~q{eXa-|HDC-N`sa!K{W~)|H0S}NMj=o42i!V zQ+5-&udTt%**rx!C~ETHrz3pBQkWtZnW%=;Hpe(3kj(sf!rX%Gm&i^?<%g92^i!lK z>`m60()iO)<#wBZ03jXqFR)(*-PnBK4&0}o8l*q{H0Z?Xx!xml&HuQ@-%svAUN}7r zbU9%Jw$@m*W8ao|?@T$aY5%wfG7vw+BAsHJ7$dr=*%85CC~(l(s%Q`ao_3>S)y#Av zhFjBULQXSem`m9kY}Poo!)8PMk(7LebQ*{o*G-{qf^2H%qhjU_d2E52WPySXEdzXi z)!6ZP&mUjQCj$XSbFjZw&hIR~R)ua{$`6Ab6Z#gRN8a+R+*&1e1!`ty@j3zkWl5XO zUig#tx$ezyzMCCqkZv*8Zk)09M|FeL-RuQ@_~IC~6>wE%Z$qrwQLnn0$&@-&1+rL$e3^E0e*AZ7V9;a_Ey8bjxe~f%`=Qwuz z!N7#XwzsW^o9)`>kH0S(_K&@3i?M%2DU;?!#2ULgnslERjrSVgKa<5P-CnBqJYD!4F zn9H3jBE2^9>60da+mF2gQEfBJ`+}BXl){gzH61bh*6Sl3D*j?7{rVA^`yjUD7 zv77GJE3upAoR00MRZ%JC#VfJ<>nC=*J#fC@8F>u3!ngwzdTu#3I#030LkR6Pn zZoz%5^h(+i#gF~CrHb=J3UIq~d?uzEg9l*Ts9aZ8%_mG1jkCl>$LK{MctgPDLA=QU z{3=K3H#|nyNK#i9eQmaE2J94F5>rhO`h1jNEsXte9?$r5E`ljYF+EXe+!#Xf!UrG6rtci;xhqs}C zPZx5eey$rsIF&}b)xv!$TF-uinlILUee{VbTAV!b_HZ(f$%!jAnDog4=H|;>D^sKC zvCgU}R%tk47O$a-)BEB53Z9sj7dWq9iYqppV%i!P3v4cfnn(3j)M3nWN- zS+vEuBeDypE@$4i?Gy1mOMJ|3WOv{{YneJ2h9C+ri!jK)%zHZBenv%pt)U0Vbu~}Z zYDzAY0EKSKFG&!FJ}DFZPK#CkK@TZ-OPqH}Hjw?YLwS@v;_APBnsR(cNOZqabB6im=DLPri zzYvuIx538}J zze`2a1t~2jOEfKxR|u&H3mD~%Kz+Fz>XS&73*FqaCta)!|5gwqEMb>!&SJ@umwyVK zHVRJ9<(IgqVms9ck&Zv?My$fl5{hY8vK9HWiGP%bCLG8eFE+AsVPz3GN^Np)kp_54 z@vJ#$<*i8De!fl_uA3bV&hn9FaSkN$l!=CB1)S0;pD6&01Gm!lvx9S-BW&G3{CY`u zBf>o!fOc?tgnK6{c`QADUUJ%M2{_b*e=*{{GHCkq$;&~JFMI0npy{M3A;X))!3)H& zSZ>a2-}`BDd$eeXBGn>46dz6X9M>WEN(^@9uptK_c#OWm=Jm<3`Np{n1Mq4c*K9PZ z^9%d?3~|Gy?n79DHz_h&jm4L=t5MgE2|R_X5zHkMIQC32kxa<_xyT~UFQTWRMF5Mi z7e)a>aQNe75W=HK;Yz zlN2JCqLU7>#^zJ|u(~`){>^J}m{#CUambKHM7#~A@Z&PN+{i*R4m-);HKWYPXShGk zi&10hs22+&&)zF8fb*UXp+wb@c>6h)B=~_06dV^zgAV*nK8{MoYu?bIX5bQFsQW`j z;UyY96kLDV5ab+LO`Q><_###SgmWK~zQ~?Zhw3!Qt=VkI@@Ficms$o0JL-;l2w+FB z5#8+va3p3dLh7xaAl(0Ghy*OntCZ9NmO1xJRSq8ElJKm12ys{UN4dby{LP8A<=}bw zyl7>O_3XU_bDmPGDzAF9H%imxPGNsKsEq(@x~RZ*vr-e@tbUtlm~w#=4jPg$7oFz? zZb6qgl&^g6%K-!tql-C~temC1?HzA(0&i)h3G>v2=t?+;VXArDVyV&{mVc*?orF59 z8?%!VNyg1cJJ(N}OPeRf+W$4AQysv!!;CYRT6K_)Ly>CCm%!ZN3j`KGOoh}}bkD%s z!RlwDK@WlBo;)w(e1HYvA_Zg>mB@0g^L}07)ZJh~iLffJz8;O5e>JNzH1@XEX0YuN zZ!7l!iLCz`M0Cwxr+&t2)++MsARX&uln)n#(3F=RjcT`t#%e743{Q z?hn_vM^gr61JQV=3iz&ano=?N@UA3i?PWe4&AJMyga<@wr>jl{&3xgpo2cX(J!;$hb6k zE4~b5_=L=;{ado*R(uZR5J8Q&XqxX}ctHY(VScDdcsSQY1T?so-$^dnv?QgUudlbJ z7* zTv{)tAt>B6RfOqRY3Bl{fEuF5`FuXk0f6=*K)~D}LL3-HMn4!8c@G8i;)(7SWQuqW zD8sYk@k@VDP)N9~;t-ak(KI_puD#5WvY2%NP#((IWl*j=!5Tp*xS1$x*zKh*ew}Gq zddFjisH1tqL)}QB4bDFJS<)-QY+Pw@b6{O@kfoe38l!&_R2}T6&N&c}X3}e}w?Glx zzmt)XP=!e56DNTRBam__QSu!>RW6#WfTf$DL$2@|t&uk7JD$Kk>%x0&>9wV$mw^jY z+8{r?1ZZDj8R)VaE&<$?Uk3JRuRDJ>ODw(DT?Qgub>Oox00ms4&uOhW?U-pD7D;B* z;a-MC?s?lO7#j?_VzS1pBPi?`8cA8T;&B|7J>E)o>iUf=p%}|-IUh%)=-7BC6lt~M zVFY^|YnVL1in_*h#}}g?^ER5m3G*^jk`?fnat>le2Tm6?UQ7V0o<@>vsDoRV;RVSX zNRWI$Oof`Ya86Ci6G<`gOQBv@J;dPhDc^f%;sI0-g`?SE#l%IT#?j!3S~uZHfWnat z#XaXy&HVi&*9$XDmW`ZyPLOLmtG^;G7^UjeTSpb#q!mS z%Eagn73M*b&>^ua{3Iwa2p)W1I%fWh{R(c7+E2PKgxZ+`5Zz^A`XNYdKPX4szz?1A z(oNm+xY#sseF5D`f|fu|%-B?)7*j9qiD)kDIj(gj|Jdax?TD;trN>3>1Z*jBNBh+c zTojZ|i4hSZXr$LU%iyhmbj4Uz%)2XIU-V8XyL_DvPQlYhdC@_6U4o`MDSfijgRTo5+t>{4s z%9Mns!ht4E!dWgvXeMb5}b4eXhlFS$j*}JfWU>)t#nTl8DiJ!`k zey|=cwQ(%kV~s%H@DtBCjQR;^t|8eJ(j~(d>5wDuI`L(!jxwv|S;z3Qza|ym>vt~l zWqB`aS{ri3n>vp$bVg9cpjLZbO3E~yoL74wb&xa?c-JYwjy*wc#HQh0^E(AXF@g!J zj6={Yve{qelkvR)Jdxn7BsmUgi!52)C8t1Gfz9j7t4*TG`DUt8j_p#y`lk66W14yVntU<6xJF%ZWN6tgHejYw1c4? zZ2NPY0kpIgGF4tC05dPwy`8B0g9(!VrfC>Qbc8!qUq)hsp9KT}Xx4Gb%*)khbfBZi zHj^cw@Gkf_ng9|dV2<*aq$k{S_x}6Y?Rptz5zu+WnBw+pOpV_pG?&?)Cs_<)F3EC$ zDanFcawDm79tUrYugUaEON}&WYMWZxV>Nn$Ha8M!fb>T)^Uo=WzVE2;U%gd z7^$!upQn_$%7mMg8^7J(c2eN8WtmG%AJIUZoJ@!RKY)6w4~NhkUb%U{ky5g|yQ0M} zDej2BwWk=S7dEp7;5Ep$13aFfw_3Mvi!k?+x=h?XRCQ)ulf;eS`&t}n%r~+JGbW7x zsqUc3v;`tyCp2n7rYsI!s8It+ctbhgsgMc~A1;6uF^7ac5#fVS;%0szT$fR5YFw&6Ihex`uo~SDX!^ zUVNw{l9QP_%#w8d&;$0zxRZj({UKB}RX04a87W`cO9(!Fu&ggV4#;%zAfjVPaKtKn zAIYn?>aL(=IXj&`gfd_J)3>QFg&;C%4x*@9mUJJjp?HwKBzWG(jklG~u&P$`8-#RQ z1!L?HOsnq*Vg1Gs_iYURlb`rh~%cCcFf7y*3XuQ79- zcWmpT<2}p!)gg!Y%1SaDm+1hKd7H~yqcsu{wqO3j^VdGgN1z}0p$iSIDd+IRbh`Fl zt}SD!^OockkCAqw@eEfEl-_!cTO*>cqoi36e128HEqBKE($}hkiY~R04l5p|Hdn1K zqEB5>fiX`43X;zS{a9Waa)c8L1nEZSN@%Q`ojhc#ke#c#^^wM?-^Fpz!Vol4LI6OL zm`)JO6yma2+A1zX{8!}W=IFuw86P?;k(cxsx=?uZ<^(#a+JMF6U!EaE?LHP{o zacHG^bppjBDI0}gxUOJvfK|s~Ef2sg1x>i`B$nW?V3NJQx`#WM{x3Fls#8yxiXOW@ zl&C!Jc5O2ym!Vp-TO$s55bn#G8xA2TSl(vf!qP%M|7E&G6?!DKm~z)S1HC*RBhmjd za44P&bvVtaD2qGqXG}!ScxdRVmVp!O=-jHN$6eq|ZWVUnuFrXn{hbT;&d$h1X=v+Fx>LtjZN zh!Q)*$xrATb3^s7sXfxNLo898EI?T{#<(ZRKseO`Bw#sZPM{Iav#jg+ z3=K`^UusWeKVRuiVYZV2ag*)lYV>XEmoWb z=qFw4Wsv&``IVY4{|v3@G^Y`_;jLTo&>hqmR`x?d2gY{-K0DCW2qVEeTzM$AG#OK5 z4GgE`iZPJ_4}!iUVIC_ZorpD_L}VjJS@02+xWZUm!>AYE%~gdQon#86UqTR{b-A7G ze<^|pSm2j(KRCfPVq@NeN6kD7?pKZuxuwfBTQ-_n6@r^=T+0<^{>8Hdv`0fcSQMXcu5(>*&>KqQ zB7D~kCEhtz-N(7>dRfMHIF6TAPK*p%$mqHw-^0KY6@P~a1Rsq@OiULz9*L?mhpy!w zpLMAFQjmTPiIW0g*NsAuhTFHmDWl2t3QT&1!G5l{ZG|0L$SE@8g?aE@kRnb4M$<3hOCKmA{Y)#54D4nFI9I;w=hcCP5g>q>p^x~$d zq2yZtbMieQ{e<P}<^80hr2J>hKg1Ta5f8G#CL;&dy3AbcA_V_{2mTw1o+H_^uqbWw2aMJXOTA;96H9(N``{?4Der3y{1;hDl~9lL}BKcv9UM?BbF|Lhs~3 zYK)P%QTg!`^Pm~*3P}c%@}qixg1|ip2J4MiEaOT>><1hc#7$uwHk}u>xnF4%_u7+} ziYAYc3{Zq~ZFiSf0IB*h^Vqt$IROs!<*14Q%mDA?5Q<`Eh*Fb6HRbMNZI>Sf1etdh zE9yh~FzEb3_RzguHaN|*u$*@mM=$fOD`mqa->LDB3Z!`eQj3n!^tgx)uejzB3D1k{ zBRUO(z#?a(C*EJoqqgqGI?IIuO$|UZoqlSvWuNcRRm0ul1WMr~=Up^x7a}%!iPO4> z5$1nOcdJ=+x*`;Qnzyhq-5n2SCnME^$o5qfLnfZ4A~*M*}PaAx~L^w&C2VoEa{E;q0z0`{9?F6 zgLelXdM-AXk|gYJiXpfSm|Gi(6D3>O(@*YwvYp+X;Cfy_@-9n;d=`fa;Ux#?C)&X} zhR^5z`}I~wla^s9_pX3FwW zC4IeLh5%s_mL%G7N>)8ipc*08LI;Iz^pa-Wa2lj&Kim4Qql=H?Pq1L`e+gMlIH(*Q zK93aBv+;Myqhyug-qkB;&*Or#6|+cxQ$G^)=q!!!yZ$2 zQJO2|(UCL*>a_%>X}S4m^?11ej+U#!`J8UOz|4MAdxStLUaJPqNrsv}BWdwmm-elU z2%PNP`*XT_7gr3OYKO0jt5l6->ef(w zz7(91=_kY?!3@QIDr9h_e_T7v-Qn!Ynlm#D+l#GADb_L|uK;UFzB2gfn z)|#Se{0fJg%w$as9|DBJewu5_xd;@1R0^mm<7c18;xa|ll$R9_^NHnt^@si-8tK{* z))|gKJ&{5?E)|tK0;wPWM)nu(i(94KQ>ck_ncps84aTC)8yt2RWO{7>5c|6Y;DNDo zF;$$xArhK=?0QBaU$g-b@3XzW-GhBwe zTXM`}(NwbS!c%(Mh4w(WCGEVpvi#iR&-aTQ|Dfg0E?6NG;>?$0*adRO@)0g0#+d`j zKsBSRC?bLeGXV&g%2b?oCLSb?B7}w0$&7{~3qviHNWk@4%%iLzfjpRY!CR1*6h;D1 zOx6=gWeAWdIKlYIn73M6#zKkwWfJ;;Phz6aSvmzr$(p@&IF(D_a15G>CDoEP;$#+i znBk{5hQ&qAM#+KVjrcL*NJc?Y4s0$6DJ5DzZcQ<6k#ZR90sIg&V*J6aO;MQ%s8Tji zQuySyzW1QmWXKWP%6>9_Nd>ML5#X^nJ^>#3I5TpR*|ohpyXszGsxFLR5I8TgYBNU% za*|F8(0>^Jj_`tQYU+MS6P{Zrp+tNvya6vZrk%yAaR+S~kntDkNQ_Ng@4Pim?u7M& zqt*vQVE8zrfG}1l9D4BBFi{c=PiO&bZ#F$9|I?p>!jgp(r$N^|4}FKXIxeW7=Ilq8 zCEm0EBQjN-a`Kkzs6ilygGtHwOXA`@z{bjhL!tvtyHx5EEAoTBCFOWE+OtfrtxZ?H zme+r4s?Z@UF5eXQ%|yrNVzIoNe*yxYDGR8!o4nP>d(dp!@KAjIZ=+VFl5`TWyVuMBuqKiNTAXbAm6DH^sph5lE{uGQowTeiXPzBv)7Rvsduc% zj-G@tTbs7nFh{ql?IK4>{^it556&w~EDxUc2#6m~5K!(#7IAq6NBb)DsDj_DZ2)2M z$P9;0HXaP7kHv|q#J6r_pJIK>AqM-u`dP{Ghx&+8FjVUQfjc`OBhOA%9@3C}5!`V2 zHnB%^cOrv`&kQBFQ^eB`;J2Ef;YN&X3L(__m5&#G%~!(;ZP5|FJG_V`q$Fx8%&fpf`V<@P^+{_IY~n*Lj;i+?!Z_$)2@gJBlSfh5z>Mk?Iu8FOyVUI zm|4kqPwvBz^`_tl#zP+MuoAgT%uW~)VV=b1)KDYpEkYHC;1(M^&&d__-1rI#T!bpT zMu__>?dR(qcQrZowt5F+e;MjI{Kim+2FwWtupO+|OgKGBR;SA#&1@uaX6egqZ zX`6#)6w9H=^Anuc5KqkgxO6yV1%5uaoCs4Kse!|N`;AZy8KfB3g#v7Uf#J$D7_hH!yUUPLzxEDz$*( z?p*Xe?b((1LDGa9ejuKj(I$lgjs!clGzKoeql2zqSdhZ*kBa;RQWfG5Oj)j^6MS|S zd`s|!Ll-jEK>}0FDrl9w*NdE{cZ83x&!A)q@L0iEg6KQN?Qk++*iuEZd_11!@R=E_ zrcX`?(7)mKpuB&M*c4p3!+Ud}Ge$sFi^+MMh>7l%nu}@1uW&a45kzrq*y%zGN;%C}ikBGky$R9kOz?w^D(cl@ph63|~Z&BR)+4tnY7cZFRRw@!HQuHO@EE9MCdtHt1J5e?`{`&&b|&Jiyv7O<4A0bw7@9Rh=kqfc@FY3G&%R zs^4T))EouaUGN@JE@P=4z?wy+JvIr1A5kLlbju%>%v3cZST75N-kRl98dXY$>gpMqG~A{pR+8fX`zyN{7Q}dkI>Gi@PQrDxd8qn;b-B)4a$kp4-e~i<*uO zHhRw|*>_+Z0}}=&n>V#Aa#7sbU_8V1P23G6t)#P^&24?&AVEyByVo(UFyadT3a=I- zV;vsfPEwfLHPQ*tz36!1=R!_1@mwH(X?g1Emje+HQKYV>7!ta`_w!c!-QyfngIynP z^p3I7kK01Qv6UyQ0mLX_cQ|WepI85cS`3u-TJ*wANu{^-151jT6yZ2-33xq#u#ckg zd8A$2cTf3QHL-{hw2Jb66DCvgLadyZDu7FUMxTJlM0j+9VRbmZ9i2xr;y?6ScfM7I;!b05aExm^{UF{Dl!)JO^{B7tfD#2 zj^M;!L7FLo*Y0a?DD2Dj@`@}1zg}-=ugaZx-Kvp_9iTl_f_&?_e-+#!Az=~dhV_xh z$x-3*Z)TC=?eWr4~a{RwkU431?-(DTM^ff?1hx$e|a0Rwf); zA6F)v;6A-F;n4LJCc%{nr!0^yR`_NM3^(CbNyb~5Z~}W?nQ*-4c}jUycR6cejhETV zgcE4Uebb}Y%7n8r;S{Q6a)eR-yE5U#7+Iv9p^h;%ktcgu492NmoI)|^3aiRDSMOJC zb6c5k9OmP{D-#aLyhIvHS}o?UhFah76zeM!&N7jAvEgN9!im)T!B$}|dnHa?&vpY_ z2GOrfI5Y*XOgLYE6An2ioFCQUP`&;b_`clvd+tfR*7Y%F(q%(fwuy+MeDhZ7MHq~m zm4M3Yci6nx_*8!aGQ(6Eg=JI9)t%L@-Q{f2NI6N)0Qt~)RlsuTr{cBdy+i<6Fl&|= zWUcA3GUHVVxU%WM?wR6F}B<)@BiY(@Ik^@XQ^f$(Na1^}% z>GfNge2$Et#mko^(k1*&@fR$O{~P2Y$R+0~mJv~0r>TNpr{#_&GD-XmH9Xe&kXB~B zZplmd$y{$h?^#)LH_|S=4R^(oqy+?2JoCt`sz=o1cv>0h9Iw0zih?v&^)_7ESCCPf2-xER5@_mlj;FiG8rZRc=T?SN~F<;BU#AdIF^Cfan;EL?^OyUeA zm3;YFt(d}6^I)KTvxK+I@aahocw3Bvc_H&YTK=*Tv1twkw0~Iuve4{G$II3&`C>UV z#eY4@{OtQDVY;gXYc{h;Aln&3Xg3|Ps2`XmXVcWW@6KHt?j zOL&9=0GzlqCw<@=XA+RBrN6kQ#0|C<)+FV#rg`*q44>=S$p@B01f!|fs+5x;^@d2U z)J%QQYNZoQql8m{D@D;eJ&jz$g+;R=ZqZ?^MN3$ti2$sd~ zmMT`4uI7!0!#J|dgotHcQBYaPRphqPth2y%`k;zdz||Dko(-jlj;L1{yWxXchge%KEsNwIYsOD(cS8nEKGhr=LWYvH zD`aZ{&Y0On)11oLgE!Y$g4q@ma7rhbHIupSU3OqtnGC_29lvOZ(c+ng8t|xIkeARv062>%qnhcqHsq#dgXfi8dQ!8QiRs^Mw>&v^p}BulnW&H;15-_6 zlQ~u5S33pvkqOdj%T-ZOprR+171}q7>p*kJ1dbiy5}D%}2VghV_OY>Ik_%igrF@c? zG=R3u4iY-=h>~(F$L%p4GR5H4!iyUaR9n8ZA?l{f`-VMnJi$df7zhPrTtg(2BD~5M z2Nf;8oj%=#aTdc(s>uJ>lgnOhmJ76zAIy%9;hf?LXg_w;HY(ioI6u6gXzg>11FruM|)sJ zypcAAriL~L2El{Hv}lGVN-HB7geW!mB>u34Wk?ZC2N^Q``Gx4YWr-L< z0R@c-^pC>g<@gRDC%=fhhIEO@u?1g$Fh&)iu689-M_W!8B{1pxVFgy#B6Z;jmacqG z3{)dF597(V_*x`T=CxjlrF4Ww%4Xfo)d^Cir2m_*hKBr7HN^38ajh3ygSEtQa4RLtZ5lcHH- zX&!CT-o9MLd*&ySZ~0NC(+@Jq6NjBWy*)+6MS-!A{jiGZ%7iQ2ILWAkSYpa)(>1+! zkZ^RBj7?+gYxQXhTuI(dlcpNun+qn_RW5OMKE_o~1(MxIFGXnl{M;_ncRRK5iq4GELEh^ zt3V+Y7^DNtKj`O0%5GS|*JoZN6iYdmay5Gs*qA^zN%64ZGRb#dq2TM*7sYs#&RPMo z?d4Y9Noyj02U!r}wns|=vHOt41B%&Vy}0M#L9AnyW@v1^get;_Wxz!>6RML05a0?( zPwz*9{=RJBx>S(SX%(x)K@0icPUT!6^MfIs%JuKaOyB-NM4jxGAG%V6-$z!-F(IIzrN{V6*pfA7GF2Q%!S<-$IwkRw5g83k60d3 z88?qQVStj$PiIH4E@8@%=9;I_0yoIg>%{}YD-dOHxFjtKa2$C7o&;%Gu~P&pk~?}; z8zA67#)J}73$Y#)LcR&&&WiIII21nZxAxGVylC!6Z7pdT5e-W_X@5EGDly;2m7(b7 zri_ifDdz~0$v_tmbv%M%T{6f0!yjI0$;c1|DPOM@jvc8gZ58bClb6lHf9q}!P(9p@KER3NA0LVRZnsE zZ@G|+a?ZOjVic%t!Vhs?0p_bN*Y%ZzXz@B?ZmI$nC7w~sVq)P6;Kxt_cHuRI%T<)7 zs)V&%sR9 zNlsMC>~9c4edpYIw7L$IZXwOaPwqYVAvn^Y-wrtL=*wsx{6@DtG+!kGu$4)-hkLh+rY0_(cbL1zfEMG?hn(m&w?)U_5)^DbN>_AAx34d9?&=gllk`4a`sP zW>jhWR%`2mJ%E!v9gl|{FtP&DX1lRm9Zp8n(h{v8>!yenMH_Z}`SxgV0{iJnj>Gx6 zUXZNcW9@d-27DfYNZ1oR-H@mo&-6J|9k9Iu&Ea(r0qdZI$*({NuROKaL5SwO0wQ`B z#OpdBrNLkT{)w)6C5wd}3H{}9)Bjq!e$?6Iyjlw&B5K7vnv4gg{lzrlAso8=Xkr0E z=ijZcS7FNBvfd6@;3UuG(?Rra;Mz>eXL1Y>8FGH5XuR9yv*K%yX&I>T%~uUuo!fI* zsJ`yJdZp^I&Y=JLHGcKF6Wsg?_krp8>({SdA%*el*K4l>MYv_0f0_4i|E5XMf*9;} zWFHHMpW&#AgL-@Jb|SX7^|_dUj*abN-FHrhGZ+hX845$UCz0@uO~Den;+|4yKqzBT zA(I{RVi#PrFer|r=oaKyhmjL5eWS5I`qGds7UI%eIUUeC%*?)wpC+yD%cL`;=Y@85 zG#nqa_)jyz#*!9E7~L8-brRp#y*unvG7r*Bi*dq{+8inr_BIq)r@vHX;OTkX-E9mf zshYBIk1c`p!zHhF(nd1IMD0UsYv?=c1a)YW_p6DGJ9tZQ`k-~`VlV59ehd1_q)CFX z&tc z1xk)rVYu+GUH}+ZqS>XtqCq7;;(0Ri0kC0jo1zu-zYrczqErq=><--$J2-V(=$n)X z)^Vz67Il!tg+RHEB5XN?p!#G6cXBO*H3OPi0PnD|W}@6HM;}Fg`nuEcoTSqcec~Fz zg_TiN?hFJEh2r`0D&bwG4mS+wI?9B1j_C|o;SIbB%CY~_jUmLD0RXtLv`ULe4BY&F4$X3Kg9Uc>51b- z4c8}po({3MP^h%;p3fG%S5A(yi6{1YS@=|L@bkfG^L>xt6z^3>2-e{Wj9t9J|9Byc zN0`F>6^(PwsIqL{xT<5i#Ke7jr|PYYZ0X7Iv_l8)6F5wI7Ob9D#-5X~TTGiA!?9JH zyVF)B1NOZ!T&1`NIWviOr;jkk z9$;%S&t`bw*WIt2_&1A;U?w^^3WqA*n|PF!T%C)Sl4L0B+^2c{!Z1JKtbAVav3ydMP3w^x?2bWkct1HtO;8v8HHR!xWDS z2mmMA+S*`5wFLI5@EnU5YX*S@kQ9A;kQ7z)5O&~?oDywsV|`Qv&NZ86e%tS;(hCWn~9 z(3|_}Mia{LLL#|27(3hhtG}TF4`Ex7jz3wXjAof6AJqlaz3T&I+Sy z_@QB&0yPi)AOhnc$KvYXU$%zYeixVG>RwfubPp=bxoG_W29w8)mwgxx^PyXHI9Y-e z5fuPxH4?%Uk@y+xRO#Yf?ug?d$vWP1v=Qzyh`r&86M$ekkcmkMu2tVZugq*^yLo@s zV<8C!v3<-GNkAZ?U5SP6*%&UJ-BAPqL5q}3NP}vOAP)zx6SPu6HBw(f>0H_`4+Z2u z%I-e-RD)JbUgwUA*^}v_tGlVSw!@)-+-TDX8A#P@vm_vZdna)tjdIH!z)7f2c0D}z zt+ILssRYjKz>z4qPP;Eh+$2AxGJ~yiPa0w?o4(BXFH4o`Q;OWgw2J2i+XH1fMBzZx zg%_XQ_cR`D_Vbe}1WeOQscpndAmu^cA=!YjfEVc`!NcRrE>>2MI3x^7N9@>1sjJcu zgqP&;X6BZ=hfY7=FDYxt#EK-~}9y! zHL#n+zX8mazjZ~63Ji#k_Dk$h*xbPM$W<5$WSasfO+w=Qcw~_>bPG{X*mL+3)QOz~ znsyOI$~W%L9j>Icogwj_5@=bkgcn|PX(znikh)T%&inqCl<5}!?vmH z`&NdX~TXOu{em=X#AR1g-aKcYav3aJ2cNOO<`y4crlkaZ{qU(0s~kRrzIS9Rmy^h>}VR~!Jw%q z+XxYex%SnCQP-WwaXlw5C&{{p+&-u*Ks6ha^T?8=OS<;plFe0%LB@iy6eHlNMwS4+ z%PGVxMUKjF>W12(L*X)4u0XobzU}d$Z{R5M)ts3$kJ+bo!H+ zhbDq;kfa^%yyJejr!)w^fss}M(BS-Y#WWNX^eux9{URa)}C)$Jl|!{0~b1y zTrfhH)K_t3f$s^_Y~1V3EMU#M-}p)4g5n3X0NNlpYh1Slg@CmqJ+fo0>x!QGgQ)Ji z_Fyo5AZEIs;)qE05CJF&7rcdD^$CZElvp_gp?ePuIE4SS3K?R~=nipxz4b`SODFxB zQO~lVg1c}5Vd&4FH)J6+f`ALnnW;NFU_afd9*B_JfEE=AsTlQ!Ge+#Psd!z;NzhH~ z9apjTI2<*CZi+WQH+o2M=UMZlTOeq0Jsb7AlL*&s$|+C}dJy2?gna_N8Ej09 zP9)yfzg>$wJ^5OWU zX)mTc<%F^ygwsF2r9abOT9VJo&x4Kk7b=u?UgVQeKFr+DqwdK`7r$iR*+S%kGd5+v zXti3uz#4uLJ^Y0q$p`J^lm1M9X+b_KKaYEdWz?7)AjXBCU&y~(EnGh8f8onk>yP9C zpRsrLjl@9guYcVx7|glI~XPHva!UV&WHpt1LVLx(`y{ zAVu+?KP>gVA$4v=>(bY`&GJ92t;91yT7|u5L${=SZKYz`FW1pZThfyJQ|?`fXUK|1 zL*L)X(9o@NX*d3`=Wte+8-KOVh2xK_EIabr)^*^we`zaPP6ydiCDiKC1L?hlvjAW~_TjKZ&!jeo@t!OjdckATYzP%JI=?I>I^k^Lj zA~Aar)`2zW59F+>`g9Y4rLuJ0D987nOTdwl@0T>K^Zooe%oS2veou%^r=;^hga&Z( zHKVbva-+6mXiWU%5P{Bz3nO4V9*7@~YC}0fF$q}n&XJ;SI)ieus(KLROx6^g(M?h0 zh?U2U>hT!dL;4`{oP6V4MZJM@hq%kCO;rp$vVf5r#N0vbgzj;*j4cRz(I#bo=^NcLQPN`ixe5z)Eivo%*T2_cBk)d$r?2S)pizc(A zp-`Il@ZExH@~p%Ioo`0MlGaTR4lt6RNq`(8d(i+{167#~4K`vcpnqlNu|71!eTI{Z z?t4nr36vP;;ONsSRD|lx29p{jDVS%)cTvu*tS%jM9p?bi=&(CMVgT2-d^DaN9Xm}w zUV9GJ%AiPQyh|5h1sKUdjRc~c5uH2=bAtiY=a62#z2mu9&Z)B_VM%BMn>Cb;N2ah( z>!9-^@MgySA$lKthX@cpDThtLbg2elKEIv4FGI9>w3*$5k?Rh;G31pyJ;)EI#EZQS zo(G-kJ?aedFOR#hq=E}zY?230lF)UL+77yJa56v9ZclPhpE#Dfrx_?B$ai4Dkvs>W zm^7!Iqm}~JJk0rYGNZ@1ST?20+-ar7)QD?CO_T9;pf8wqI+l>HrdInEBn!1{!j!2# zkXRdSu^sy6*ra?YX$h1DL z=Yc@ip`ao_ML|q(X4Q>8${44Q5=dqQn@Ka&n&ZjerGz14AZnzmgxw>8hg z43ll5qj8j`xQFTV#;SbGyith$Da}hfNu(umB{<*lk5UCF!^Ykg41liB;4X&bF!|&F zQdrymmfB3HBL1*TaRoeLHaO|$ti-6LJQn-xB-Pau5II-EPj4rr=L+lo{jUQxu{t2 z3Gyj-R|?KU7|ZC3JI+3r-OGiW^wj49U@dc&wMtb z@{YQ%GhP~lC~p<}bdHsssMuJa)7_6GWKePx1ZmJ=SF9D9n@}_nVy#T12`F}xu8Ye0 zCb=NDwO|m6)3#dP+6RN_cDAOO{xplJvYROHyY^#IiYIjkCV{5AV`*g(t8+gB!&qH1 zn7K9NMa%~^W-NXZ&VtH=gqyd-V_DxA)J+2gAWZ;_4c_T))w& zd_BHbxqMf-d_6I6eZ4_0Uoe$4Qd}4E8m-}`#lqpl<@lXjI!O>*$^9Fr{*9#-Ypn|O>RauV`icwwK79pDcq0I!p zc6u@iM2}GJlq3&pk4iDSX~#c2>~;8ez)>;pH@WV?_4M$xZpp|6v^x;`N^Zg{eD=@zkE+19cw19r7K2DOv+cytmvz2!;EVp zJUuEr3acTvh^KUZC}2zaLx{RQ==qI%;=3YjV-kfv^k1F=?;ZOidV`SBo*j(EO_n!4o%4DCeShfUkf2oS1%`AEk!4 z(Go;jh58O&*^$Ngo_lzya60Gf>$z>1DrnMp`ctDg41cgyIbwr90=tzz2{;e{7~z6b;Iq)U+t}V`WW?4p%}UGa#ThMV=yz-H zv%3*kUdh@{5(+g@G*(%w&XF)sR<2rO&syp@DqpAKzMKxk&YedO|MGt4r$2f4^#0zHJ9qDAAKZWR=;4#ShkJsZ7+ts?)Vy}0rPxM;iDt@2(g6ET{g4>&zIp_-yx(5ShHMvmT9Xn81Pl{t42I)U#%J=DbctKwh zWp^5%MBSXwULk&vbYUdQofF%w1o=`>ZV%H!v7tquh<}#*S`H4C=Q8hxcst-~dDlra zA83-9bz!n0X-59)F6Xbnx@MBxZzRzhTzI8O4gV-8of{kIg^o;1izZ$zOf0U5yBoe* zsEd1ri#-AW`oqORR4C+vp1hVjF7I9j3lQ6pr%B9L^e`?O8kQ=z>zc;HIaQ*t7HJi~ zgLdCNi4ldKp-c=89WdMADt^~(PjOUd{Jj#et0BChNE9NgM5mPY3tPI3-nH+_(0<{l z$CFlw~wRJjKM-sE77tR%j+X~ zr9jj_hdcfa2uZ&uFSG)ShT_ZjZ(h8t@81t(FrMFqHj)P8#!D|Q?q6*Hbc{=f%qSMx z_fH1!cJWu~ALndd|128X_fG<$ufKnOLf&Se@tiPUC3tdu5DDE>BhVo9Cdi5UCdeuEr@{n%fHdP?B@kA_t4sZ;*=1dja1>cAF#f1q zRiuh&XC!)~`05`)u0_)loBc<(%at#Pv$p8l?@QD!BFa6@vk{zaQvt(TMvoEZi#nAc zVTYbb2C%NOfyFWB)jAPo$~{w@#8ncU$V615+e`9<4aY}YD;8EU*Tf4xF4j|j*}ovX zaOe!|$*<7ctLW=h^z|zGx)e3+ou`BP#@TSAkd&t|71M~!l*B&DIXca*qOav}!bqzS zZ}Y2yFQ69%nZ0+#j-4fcDoZKwD|D5=%|BX%t9pVbt(Aaal@w z;}d3Vlw1KF)WiSh;BX_E=WMA z>1A8w!2}d!IgSd=8DkEAnqJXj&P7#MO`>7#Fr9$U@+?^gk*H0R%S)<7q+v#NnuI0a zi5tGPwJ7}DYp+cMFS^takgSo`kxF(>47&NqUl?-k!;81l6M*17QQii#e;Qis!pS|7 z-IRGR@F1*ULB1ks*`IM=Udb0;fJ3bi**Wbn&GRty*@sqK7*SGVQ(1x_A7xzTTGKEc}Rwj8(w ztZvJZ8&}9@A4-xXW{+Ckmctx@IQMx-CZn<#8Ze-In9Yg&FHsx8-D6lF&aS_+k7sHtE%EIbJm)7@;7{O~+j7ch8wzaSfZK9bH|0n)K{&bZSq8~Slf1eqhbAQ+-=k|HA<;9+ z)b61)U3R4DTm?mlZ?hLXzqvsXJdv+FZG%=iamsHZL58%+VZ zx+#YkB;FR`4#X&4kfcg;4dq2B;TOKGZpw*hF&I(arUNV3eXUn!?6GS8t0gBsnYy|E zn6s!RR!gmCiH|D%{%Sk0x+%wd>aT9fQ8E*++0{)sCtY5hv$`o~byH3*7p1Ij$^obJ zQrgN_Guz{BNvoT3kS0u(JFA;=RyXBPf>6gXckk*q@unOky6%k-wBEBIK}IiA)yS(Z^i zv!A=-NJnA67G33&0=(}ATYS2!G)$j>AsAT47)qGINRPI zE~LW`x&uF+x9fhnx|!zNb2CkP7Yp2uJ%Q~>R-H-gbD5YBQss_tqPhQwck|cozM0r{ zUHNm83s@foZ_!mU;C{9?7$J{Kku$-^s6cea$r^8LgqtXGw2ITk=`d#)2tukf>_~W0 zU~~+6GUHPz6zlrEP3cI#N(TI#0zr;TUR@kZSh(=TL%^cml7|8(xB?Q_rdrIJ%~J5T zhVn_m9LFW(HO7WYkTo~5p?T=!P4dqSNMnO3fQxC>`6!X2bouqtmx zVM#03z1)N~abbd-b}$~}?o`}Ij&RWKY&ezBUC&>3bH;m;D;+>Ej}R$Z2;o+v=>XEa zWi(B;^ffWdHV+#etpF|-}%a?#hi zLrf;vzCg=}F6JSL<+|K4at5R8mGF3rJtZFn5&pqo`k*@)=KY`QRk<+$2}Bb4U2Zw< z^QQOF7;vaNrvO4 zpu}4?{tuvlW8SNB%ykC5PNtF=l54D%F`5+z4oB?1OdWe#Ye7`aJV$VPFrW$B-{B-8TN zmL@>n`e7+hW0eSa1M*twau1j}W1T+Cp9z-v8j3GkBw)TSa(LbKo%;=yWgTzHrVFPhQTHs*m`(=`=yl&& z69Q&&f`0Llq$PwJ)ZarK^2nKIk;_slD!dk~F3|d%K~F?UlnPYQ`{?B~CdJC=l-w|~ z!d}XQ-Rr^s`K^5iGcrX zd@vjwEcSLczq7Xe{T5~d4pP}FyRWCIr%awqub4B~Ajgx9?B#I|iF?#>Nqk}Bq@WyJ zW!#HcZYQ`^cHeJ(cHe*YKmQBwe21T}UVqj6<@Y8hg`SAN`r_XI@tyB{{3jp(_^-eE z<@bv2Bzb)2uvr((l0d-D0 z9edsTc!1Y`*S|L327CMBLng9Od{~Kj~uTo|>K1#~{zdQf(J4wNc zl~Muj{M~nUZn5NVdyw82+e&=@ot=+TSQW2rEBWx9oo6ihn-11jU%W@e{+s&v?|q0H za$SO@5^8q(@9g|z*8Tmo5ROfQ6JDv_nVz5K*3Lh9XXl?vpOdn3+O!h?-a9-06-)eU zNeN4MJ}5fySb^W475=Z^+4*l+_;-@R$=vMxx9{xyk1X?hb!B4A@BB~i?EG&m`LEZO zEX~u-|NhR-|5q(NZ?eAg-JRe0E@1y|0=qn6zx&;t_gO0K!MsV^`0mc1vh?3iU}E$j zyB;ngF(iHX-JO>#_76(Mqzv(C<<7sm^YO2tTsn`UAn1VQ#w%-Q=ht@rqiR`o%IxH} zh79h1{A)XZ`F8;KUyR#V`r3K^j=oFKBDV)f4se6;{O|01`s;x3TQLMFWni9Jfvg&D zXTXxxytDorJ3smj0Q`sZ$_K3c(QoYRu;|~PQ`CC!`LA2CxQi0QtK$MMJ}1 zy}R>Yu+(o?OIefu+4rQxjQdH6GXME^zw@16&SQD7SvX?UH8m{3BHKl4+x|Ev3 z-)bNj@9RX|N=hx{eo|sS7m?QsxQDz?QBvU=QYNALmT`S~ldON9KsBc5t1qhclq~E` z9Y>HV(MBe}>o#_I5jNy`Qxr1Xf}HH-5W?AeR@7&Tts$z>(-ApZ*Secm3=rEGsvQc>y#dz zbdPu<`)D$roo2gZNLrJA_hcixm&3JW%5XlWYX_hmS7XG`KlHfAYtQXPd z?oYY}0?D$SyBjg6r#R9*&Zju*4N;+Z_XeOn8uTbL^t0KhkGv&#ncX?<_VCBvY-FDy z*bo6`883@%vcQ_XT3i2PKsX=I;B$N~UajgTkJIBJ++nl)%U*seSD)doEZkWo7dv_X zW&_d!h`%rp!Ei2AW*n{z8n(cjdcfq^e3^upD&vtgxGEO*kKvXh;+ZN6%cWnvg z&_=}1cXP~3QQ!))q$_1mclzBA$Kw=?do~Bea4V{EIq06lo!qA6qwWk- z+Z{dra0AQ+gd#D(k3UQ+f=GK4O!}xhn&N2D9iA5;T?3&#ycZR@<4RycAKkli30QwV z>mr2$P%sbNp97q=D=Bgnb{)I*$64P|PzWxw28GS9bfdzRSD7>b8p}9v%*k zLS*|x#A{CuyFH2FP_fph!nS=$L)`8S5IQiyeo%T1D>qmULWi|7I6C7#z!NaP;J+te zNeGD3HWbp6E`2C@C8!u#YjRjk_12o;> z4&;i2Ar*~hVbtLNvs2;3pNR@L+rgd<{vvQVw7wsRy^>9@116L!4g}|}PA4f~GeFFZ zf`3U-S1*1aRZ9@=8VUWz#czR)wc{Tlj)<)<`XoJWC%={lg7X~`+;ni`=QMA-iFXe{ z?~P}dn;OsT>SxB5Q*?!B((gJ1Cj}x5$4INI7r&3H)lQ7>^)<{((%&mii<^Kqot0!W zN@fIavOtc0nUDqbA*CNj7)8;Je;#2n8EC0|@-C`#BpJE`%Oh-g7L|cC0wwcc*zZ`( zcv`&tI;trfF*tY!rzV_eN_{H5jq3HrL$zpi4$h~L`%4weuj86tPDPyr+f9$Mw*R)& zvP@8S1^N+mw&mZY+AHI;U4F0>lz6qZOPF2?KpDwkM(Lz11?3tSj^_!hbp!D>tg4v$ zOH*|9b>oqJ)n)UBtLBo6ro2S1v}WFP$&?q!l~&AkEtuU0$uij$v4Rpb#GFjyp!_D2 zY{6QxeClsPM{xir-FDqI+6#mt0d4z6yK&Hk)&qyW#!|e)gH0yJ$wa#k;>V4WW4Et6 z=L-qOoF+OF)#qic-3OI-mj>=O?HH(gc3EK8M-b^zp^hTp^DOEdoSH5sj=&M{yC<_~l}Daa|~VM3rBH%}00k_CC1~k5W(e%H=zL zU44e?GwJc(blf`@%_z(jusTo|buTYqNC-Nqd{V!_6Add4UoslUa^1WvGl$^2DM119 z@|1+yj$k}75rBKRWDghwlGewACF`E%(5+6-lj`s&Mr~MZz4tDqg_vlq6W-y>V+zQ zlusKpL%H=@E;hUs@d*k>H?pF8)P)soh%FqOzZu{lC1wGnXB4cFbfTjb8_%*ofG(1t zO7L0ZG&+Pt9ZH}|xe3(Y&BL{QYWFis)$=TSb^03q=CTxB2a!mUyc_*n%CA!XU& zn)VFo<)B7>74YGE{JNFhJ%$C2>SZn4S_{6&3I$qPQv^TS^%XH19jWSPSu$B*ZU)1~ zd&ynFwJm?kbQ&S>;yuwp(((C)77b>37?tG;DDK&E+(LVEH|oaS%T&C!1veO#mYkUV z>K0r&uO;hXb2&Av*ao9jaU+u_7d9uQ-b^HO%zQa1>bme7%$&)nAJZV3eJBRe2(M}b zb9I7=9`b5P-X4{2XRhqy50{*Q*w&hKDZI$)d*_);(t%KI=`O%Bo3yNU+$^@dA|IyO zdVQlYr@eP4;y+|SXZ;8uR~8IT$6%l@=uqI3n9+V_{_khV1u9(L!)L9+*J(@EQU5X@ z7J0BMm5X||$bLBxP(%6Z3BoY?W|;*=16sg?JnXjrw%n?N?K;8_y=Z9KzX0J$rvae} zQA(|ao@e1{$3LYdhL}llbpme)PC`3tHtq&x^sCqK;CV3`zZ|t1>n)nMyVE9&erE04 zZ-mw%pst6lNHX2Qw%y{k_;G%IpDFN~){0?6!;hkU=-skmJJ=O*X@fuGYjAV0ao=@z zNVxc*Mg-6TpzlnMBGaytLDppW!1^|@Yl*JCYmgTxtfaFvdpbEprrH@aQd!e-2Qi!C zA+6qkcgH0Z@(;Nm(~iwen-*PH-NU1)7Z!FVP#0sdL#i6+l|CyLYK-(I?5NRbH`I(Q z83Ac1){4$r?f7aW*SJTfipA2U`8psvET!J?5cS}m)0Do|XvUBma(vJ|7z_tEd_0}Z zavJuRI1ewwz^mly`m?iJ6;q75P^4w|y0){JWP!Mk;klF#-AZ7|yAfJY0DHX54qx?2 zc(E-9@AX+!s5j0Jw^A7LC@Lbl;k1Z6LJ?^T&V0vt?*(Pmmk5$Fw=w#@b>)H@5C>Y8 zq7jpIv;ubv2(&b=?>aA*h?gk7{2S~+#3?_KUqL&21r~jRWG?%SC(N2OS2@|R@uMUX zRUk>l4>q!LjtT|Oe;Yc?Z7}ZM;PkvjBXQ9(cbVpJ+=F%&ue!s$eJkJm{`x%D+8{>Z zPD#xGI=Kw6+jD`vR-}6#bm*9mq@j-7Eu3S6E(WZoyHbMjq|VVr9XELV;PRG(Kr}5a zw*uj)hYQR`xCKTg*H?#MBLh@f_pY&CUHNQb>Kqo887WnYd>@fgS}h_d?W%Z@Y*ft2u$>}G>Uz?!(fG@aOAfogs4b%1@^b*u7E(@@=d9?RQs0g zw57f}-ht-lk#Gdam0rFtN!KbJ^YG^M&bZccowLGM>szI34%(ca8M9nGYgXuTJ*xD? zL19mXcyRuCP$t2;XYo{*Ej?K~ocqfzf(h}JD=r>P+WAV|I%L+`iZ0Q;8l%MJ`d9~G zPDg{S;xZi!wJzDQsA4qvPCF8vf6LSm&wQlr0JXZs96hZtq)54u)bQu0x*9=|5u@fJ zo|0%l7GnpTB&DvjZrzMM+EvDSaW7Er!qyX3R?{28h^Oh^otrr8ES#F?2p3~IdR#>{ zUxxGI0tSRLV_fpmZreYmJqheQEVYL9}_R-P!+`fiR#Iz2(!;;*H77DY4E`#2v_}o6HeT{2)8i@HJ z3xrX`ow$fiq&4UEryhr;%5`%sMZ~xkF@x~1!V35*vSE1Mo;-IVL#&J_G*VUZc zBTDbFWA$aHwo-jD`l>ywb|CDGWdbaFH>RDvXzde|RS1jwTRYt~Ks27fAOA1Nh43$h63}SatN-=m{|m2vs}eS3um2xpclqnDBuPTK zx&$-NX;t3U0o8!#<>Q$V{QRB-!nrY76q@$;aPVc`7sti|k=Jq5p%tY zeEvE|K3jArQlKFe9nr6&(=_;1;)Xj&Du?(x1_4@mt36#Vq*T_Kr4EAe zsf8TD$O{=BIOxa--0#TC!T~nJ7J7IJJCeqmiZVG`p-qLyp#1jZ@dy?leZcHc_TUt1 zWN7O<5APNFL?mh_u7|%mvcb>csNI4^;juXIsS3J{RO-PbrMAC$76PzKR60Dj)`84f z(QYtcb(l-v8XMVoHia5oN|*_;(P&7wOtCK`M8G@HtoKeLaliy;1YXoNfKdW2VZpwJ_W_wMj+8}2FCWkvzY4X9M`$DSE)osE zh#YofbA6xH9ZNa%A^Qi;`2D8VG7A6;@RPbt=(7yy!NqSLB1&CRL0KQ{KrE*aewjEC8)0a5)ryP3U;YrjUb4sX$dQ%3-V^_vrf z@C*mlSI|<}AW^D~-Ls_+Mj^UtJv4mS{Af1SG(lL;Wl8Ztd-LS5e;NH^?dDa~55 zjtDV2@_%2mN*UD(`>yi-;F+vmnZI;Ak-HO|uZUmVM0-5JjaIqbQi)A$(Z!8F;TEAKz|)n^a!y>~0_SZQkj=maSSiuAegIo4737I2Oh9o_`xeuAjhm-J)0VoOrDZT#Ff zngd}uN|IEPRmdpjAWykE6O5Bn|=TAGW6BPOms?Di~|kRE+&YsurDcFgnU>THcTU)sO$Jzy7M2 zQ-YelVp-)K)O@u`5alF|gEX{z|Mq`yDec}WuOYM3t+adJFzucx@DhERJ%fV-1G${a zZS0kANV9H9;rPvI>5fkL3uor(+QSrl=QjPHDLm4pXJio=cUQI0FfJ{jfU9jbb4 zd1GT|d!b#Cze1L&ni?eBi!o z58SUW3UFF+n3Z&%)(d_wX;Sm)gh@=Tz~L=TcaG!PxYy~&r;M)pvmJ9y64Ai~(%fR%|;Byk?Ed#3`%f#?7VVKgZiQCwpL(Ry;)#&jGB zur}q|W>lvI)Aa0QRJ4lY?r9FCF7$P`BLUhJd=G+U78Egs?jDMftlR%$CP|$tJ$@Cp zN|m3Czob+YMzoRCjSlZh4~R#rEHK9tGbmW0U3{IDqSHk22u&Q%HE}=IqXR@rIB%;J zZqyj%3B$?V#@$?d?=LprJK21%pS|~!?e})J-`iV5$hU0o&8UY?xB9bb_7q^YvsWJ4 zYe)Vhwsa(ijf=`Vnh}1Q9)#UKsOr_h`|scOBwanZr-d)n#Zn{00krs!i-KkUO%JID zE>S&^$@$YG)`YuCic168rkN6i!HQT4WTd`}NIWgp7p&wH96cFxXPH*n42F%2tO#H` zB!>o! zb{L@#`_bLYYa25RzAfXJ zfiIDx>lOck4*uq>W9$Hy^9vOcL{5<&J0%BXq47(nE>g8nanoetU{4?ver&LAeSpJo z7cQC_gqpi8>((Jb*;Y?{`NRfbWU~Z-Ed>CLSJ(+%r=Omkn^Nwa^F$7>kW?gm9gk z0pXRbK4o^zBK7lCt$0Z*9zj|>s$+d` zSD_{zy)T*Tk|GdO>q|J5g)`<}Txu?;i_LdjyjAvzG1Cf#F_ekAS~eLJ$L$Ow^#&yt zzoaQoTJSw8qo=+{tTW%F$G6vL*3-u3nwj{T=v>~sCpDl_P**;+5jnJ0OnfX{&+GWc zlO%}5f%p~73|jk@Ow7V|IQ|9ZKfZpmd5Lf;(~>Y+cg%8n%-}GDOGtXX@uUx>%P_r# z<8yDR-%pjGiHC`wQ!Y16oWZg10|4k0NNuV5D4JHs!e91K^B2CWvDmo3pl|FSYH9!K zD^)slnM2SrJ=(~&(-AM%sY&8qFECynjAs+6J$SuF3Yi{q#{Vi z(^SpQ$<6Ew?nyGrDt9SnJ>J=h;Xi=mXYk}w)Yy51PLR~PM*fd(L#f{iSsSb33p&Z3 zRvUG|ecuxv>)w|ChORPmPl5y%MSB$CtyF!Z38^_h#kD88X)x)bh)!Ruw|)+P@nQ4( z^fp*?`pUtmH=NNU5y=db)@2yFKo`ycid4H5M)fx}0qE8@8~;o5e_bdkD_fTL3kxnC zZrvh?giiMe>w;Xpu0>abwUlby6JH6BOHEzN9#hvFE}gmiiw&A(+~<1s7VSx8gJ2_z zJ5#ArW%>k?Ec7?oQ*LArFpWrj2KnF^9?KJNht``XVd2DS3s-QdN`&^TDEqUeIQ
      &4>cU%lqx<`&Gfc|Gt~c8p4P+rjW<$C9XT9d5-2jvD?|4(b*q@j7ZoF z;!&NU_=z)+hzMuCS8hK{`x=$Jkv%0xz_JELV4B9&g+$F+cQP2m_`16% zSoJq`(xV|rjNs)p7W-5*P{+6q{YbF<#s&OerpK)>U}|p$Zw5GdG@>qa)c&uoA(-6G ztHJ9QAw;nZTzA}ctZaUQYhauBje`?zH$*r9!_I0Z#8X6h;mU8L2G0cCY%RH-m3CNL zCP(Lyb@_8~%c+-3JNM<4Jb{e+_icmjG??4WFe1CB9we3LYb(Z)ERJZzWgoAFc>p2BAkZhKf<>!? z$rsy=yH2>l!P)u5T5zfJm2h1SxCL>gp2aY{bj5i^upXQ?Se48z4ZmZcuB3ik!1WrA z#C=eK`h~ZS`-eX)Ei~0wItH45iCB;Vo+a8yjTU!~>dVzYe;up}Gp^|t&W|H;S$ADa z<~ksa{?O>W?-*$LzGKSwK(M7jf%B--x8RlgTY}?oJiU=Up=%6Oo!wI=?xk0Q?}B@% z-Zst1?E#MM({(tl{AjC%Ks7(d=4AudjRzJ-hrp{B*((F|Iz!Hj8JPA3ejgWCmL|;| z+;7U}1^MWcPp%~xtp8{ECIsJ2?ET8#F5$ViT0Z3VPu#q*fX)wIho!0$N%%}u$g?Q-RSxZJx9zeulF^WO< zC(y9LT``qSAQHfr5<0ySt9f&OH^u7P^r)-0Kt8(irjt$MLT@?~*z^#pI)GX;kBOyN zO=T0!7kVfa9k-`X3fFZ<(~^0pwl3x_RE@GivK$*vyqS3vW8l;M+xvB;j3y^V-rF%WD;9j=U{=y+{rTv8teZgUY z{BiClIDGqZ$XEuaM0Pb9ix&<=o?PIC~zo;rZ5uoOebj)ZD{f! z2^CB$C%*(zwc{Nzow(k^e#7uW=^lvZ5UCpB94$9%@mUuL!*B}FQWSxhG?V<`;U5H~ zgRpct(uH)nZ!`H76UQ>^+&pqc*9zj4$b}R& zL)j8$degvZlt>Y=4udJyy#%j!hY9`?WJyiQAfalG<9tBtzW7VL93U)SW22$LR-`15 z=ecj*2moZ{%Mh zcy|cHi*7ldp>AhL!VgvTXv3@6t6qi=50xR(j0E2xB%uYoyf>5l8qB&kJ37wPTZqbM zS$=Gpj5+CSsKuECrKAp1rQzN$PV?RX?ZJXQLjs9(<;wK?Ucd?BWHucR=!lawf3p7M zZlh>rPtkL(}$ZSK8HTW~JTDDSDh)Y%+P7>5+z- z8gKE|Lz7jctEz9VrL(g#v#PS0m06RS#bOOXzpf#Spa-|$2g8D24GRMNCm8U99}M_U z@Z&D*SHl*d7yo|e5|{7$@>b+%W>%f(W@Ua~#EBCpPMkP#;>0=9goGF{-UU4m`$tVg ze1dcnfh~wWdWx=3Fe17ZaH4aN5yUP7hr6_PnVkMK65?)hflve|Mt7erpr|I7l(j1m zjXpSX-F5+Oz*AYXlO6{K;h4S}9iZFKLLdVZA$E(G(wWzNnWeMX@eH04K?u;Sm4-op z!qXM~8aqR!YcO&eB4)|(D6&*`=a)3N&zXa>KsXmEAvK;wAcS)dX1EVAT5{^~?`I6~ zNVp>IO@LX52Ll$;5h{^wWOV|#g0L+A>u52IA*kH0$ziQBNc)fzRRmG#hCiCLjHwy! z9NoD3i~N8A0V+aBp$Ne%(pR{Fe2i&@|IQIG3-Q6gTP1iO?>@yLm2xLVj_{s#Ts>D{ zAwC=8Vq=`l%;8vqqlk#mMNq}g=;T1W;)`7aF7SUAM#3SPgl03UWDq%p41FmN4|2&7 z+od}htk#&EoG7HO&5%Sni+ofmj_+Q$$U-n2tk=jrsgtLOYv3xhB+GnB3+PdBb7VO( zC%B7`J|l2jdn|F^P7n`!)Wy7_gC-UT2&8MIuS_M2LYws(lz26myi)#%Jb>Rw3t$%v z*lkOe8w7i*d1U}O9f%tKLdh~pxzf7o%BAz*OroC-buRlFLiqsk;E=5$QF7y8_)%;Y zkUT>-%xOMQ}a@ zjH($xm;5fDAmc*?4P-?{EH@ciEKhk*qYT^TWHc^Dm=|d)YP(qxlC0~j%n#44;lu`g zpet@!(;R&-GToo+A{UR51t{T`t=~-(6N!Qk14q*iyzMLYwgsz*L(Kk8n|AifYI=;u zZ&7G0_Mvuoc`ddNK#7^RFj%Y>X3{M0X%@*8Bn17AQNI@(e-P z9FIoRrahnR-+3OlgjtC(Jau38ex~&sR^IUSg77}-cObyA83;ai8;NLP3IPO{;Uj7K z{)4-pe5_2+p{#+tZAk$8c(p=g(5E5$2CrD`;ogS{;55J!m`hh_un&Rdm9~>;dRCdX z4T*|3zh)?A)uJQV{CcsRuK`goo5wI+m6EXgPL^UkGrBNS%fS8*D63Docmv9?#w!Vu zTAWIvEJYY&2n4u|!7wwKoMGc|#069XeRFZ;YMO-Q$h~}lS#E#8Jq2Xi3QNO`boHqw zD%e3lC(o!=QeKlOMc~w%h*w)DJ0_(f2PO}JkjoB+xJ}+%s~tn4APQj~{r_PSwM;0Z z%41Yv&}gOtL-9Yx+D6;T3+%Cwy<+qoii#%Tp`Dcn2S;ry~ z3J(Y6%My4c3vz*nR|Bw&6G|B~QA8_4BBsQdjhNP7*fG%;T_fCAZBKs21xX*8K4?Yw zOH1TJ`UDK!Sl)SpW6Mw84Fspx$FuI{dGvb9{=P1TI7d)>COGXE{ZmT;Bt7xt2I8D( zPNrnJN)e|g+Yaj!`a>I|>#KZMIa4x*%wd(sRtwLF1DSb5v%Q=+^@RCWgOl{Be3>D| zf04`dMlM5_(Kgr*|KuWhwQD#IBm5Nx?@czG4Fczc5_7+}x`V?5+;`BcVEDdjm(mp* zcL0+Rw=3f_Zl6d%+_$)ts0zb|{#msvdX6Rku39zd6qksMWTPa?{)YU!YU_c$H^R47 zLAWdc{(5M5833xI3JCqWDv(48*hs!#3XHn;3l#afDv)qGuo1qk3L>=!Z=^q>l$RB< zu*T2RJ`xc)-?x4RS-K*iz++W6!{?x91>RX%Qn_4ORY0-cW#v*Lf-WJBqUh1et4N_Ba#j{TshF85b0&pbuhpKwhxON) zWJ(g?AF!hP<*xkkna+}SFD*YM{W=z zgT;f9%Inj~)#-$XmYf!WBiT^$i32|S{xkz6NtV5fKfo zl$|4-rWTzG14T)Ad{lkO4mIIHu|(nyKfQeyZibuVBP6gLPLm@Kl_RwV{RiQ3x4?}s z^eT=*s5;49{i40Zr{Ftx>|4&MPcRK0g-__V2lKS7gKy{1r+}d~g;X zCqCHGXi8Va3;FKy2~uk$K73#cXb^AXuBTI={O@vZe5~hA3rn~|usHCIo{!4nE4V}u zg3Q-d+#*=%UAjgP-aB%SASf5ctGYM67L9Ikm%hY{G7~t70T3? zf-i$UDrROUrdmeKymRVFDLd%W8k{wYDrBAx8G=|43i#nk6?#~->)N=SO(q>eh31Ri z#iWr~q_fV>=&8g1HS#zq`xQ@bw`}DF|g>1VCjPhk( zX&@7d6ws|`MJXT_3N1172+KCJBvCw%)b>J%0haTR?(~YqDN>7ResU4X`tRnd{~U}% z=h>Q-vrRC^*b=_ji;$ru1TCDE@P!;#9TK1jDp^s80zX<=h-*jj8ciUtIx{3d+KU+> z0jx-6k{886|Fv=$yA)`gFD!*O>FQ^zd&*a_R3&A}37Y(knRFD~rRbUhT8*r+<~*vR zlyqP=QBh(UnxdGJ)FDQSeiN4fo?(UXeL?cRqY$++vsR5rn^+X$*O|sCoj(5W<>JjQ z9}m{=tVa)Ux;jWMRSJDc!dT;>b%@rrvr zC+>_*y;srlEnLG^qaYsP$0R=Z8(v~x?rAP#(pUrEp4QL?PL#&-rP!8QoVpDrK>WstWoIc52{Y^aT;cr1a>Ueqsnf!L=K8qM293mzvgD%^? z6PUr2`C+C9d=PFo)gRW%Ju2GRT4O^MBe}=h@~T(j%#eDes6Vczz|$CE-R)ABT;dEf z6|>E6b8?>s3v?GbBIuorEWEt;eAw^c@+(?Jut;3V_sgs@FT@Y~6nU;Ojm;`>JUSQ6 zCq608Ll6hm;{*_9LeTQ{%OKEnUEZt6ewFLEAS#WTcl z#+EGvb2lRyeC`=PU+c4K0HFm=+OL2b5X6^;bIl~6@r1eTp=0aq&ur)bGaWd+_eI+> zd#ffVj!41|e3RVJAlD%a0mc*ki#B{H{CN5kSf*lU;#-2WG=pt~*SHWH1GGtUmfXSM z{d*xAOY(zLBD9-F@McA1)2gGP*E_p!up_vry=F>EX3(?DO1IbF)H6UDrkhoPGCP`M zv6Cr>%(&GC!@9gXrk{w;CeaxHV*y)`hc16zRoEA92 zz?GD9O1l@JV@BkMw-^(|qST|UK+I<6Wy|j2xAyA)b9xm<$gnOA&{HzJM&Q9Pf$t6=#=!YtX}2iI`~byq1v5rK zaw(XNSsbHs4vg}(hW**aR~nhwV2Y+Cj^(ngE~MNp!|lXK1vFwfw{CuNFQbbvDc-jp z-okKY!-r|3t4q#pC=(737Vy6M%2hLe0)tHAKUX4eQqOp;5=@z1K6Ch2r>UUoGzd^4 z1u~+gYvTT4eTx#r>wt#WWxm&5L*`>?!UFtS>G(#{Xl3m!1e*-qQh;?RqZyYy7x};XAwKHIfiZ%S@>B+P{^S9MFQsdz*|CHD5G0lva;`wsq&0MJ1uc`;Iql32B z-oFFAE}vr#qkYyveME3*;hVy1sEGyfL-cobM7WB;DqVRTgZx4`$Zs|j5Bz*JS_>acHbbP8zlxCEg}T35k_u&T`m3$o#&gimFdWuUBriLq&$Uf-zn9W@w7#~d_&_g(d%|N-T2}9 z2VcMWy79|Dfi8kDK$Y_u&T0N5p_kLIfBC0X1%e(l`MUA>|M>^+y?5n%H_j&G z8wd?`qc?n6JH0@Fq~Ql2P&A)jU|)Yct=+zP>qpmb-@JXZcDE0cCB!gxNskcqliQk) z5i;(ywlhL7t8urD+`;!5z-%gxr_d1rXv=GO)SQm)cX!&|{s^u?h`{t<+@72uPRZ82 zYbmHbtV`Pxb!Y%?n0#;r(4HVi38Wfq7+@IPOmChd%u~rD6W$XbFVy`c${)FcV#eg&c;tK;YI-uhr z%slCy(aP1@Q$d(=@OU~sy>sKn`T03^p+vSh8Xw&lXjdjTo;!x$f( z@r?0^W)cb41+j6`pKvgRWdLQ+Kk35>SDr);Fqp8;p+Rmzut#A~N`y-|{XooZ6HO1% zWF{hF#X@)S{ec^?uGQ`_cZS^W+3LSSRKBbp0wfM5%m(i2yTQO%c3!mlla_8~sw&Av ze)ZO}N@v6V&(C^xFrihd=IRbMe!cGQr(2FNAK<5|=$I+~6O$TF_1Z+J)R^DBXcDb$ zLJ`%NlEF_7qo~3BfbpQGlet~Hb$xrg)*c+eFfl#$IEc?eghE*+u7{8O?BZa#1%c2$ zsfmAWMLf<;S{>oe$=G|Cj}m_t;owf_3$J0Fu+g-Qjtp@B5hrAmznQq)-RD_cQWZQ$OXX94y z`j0Bi;zJk_{QVCZLFAQOZQuBacF)Pnla2bb(cl6%fsWcIC+!U+fcvNdN@vtNgbBOP z^;wEwbSQi_evr7-5Va;T15x=$s6yE%FCwaV9e?D799tCeuXzE-9|intUI1OfJN%nJ zmfqoo{LNn_eM5odS6)mzj1oUkC6}Xuv9|&F99m>T3Jl#Qgtr9XMS8R_g#t6TSyv7S z!WjakA(oLKg6yDy1T0K2J}NLaAARn;eSOe>f#5pJGC1p!$-}N$x!op34AgnC5PoFx z0FySVsd;WRDQ9H%(R747g-I9F2z{(<{maGx?H6t_u%y*gE(_(u;RTCe=}{{TdMN~k zy&X;zL!ZhRi%?Oyn4^G1Xc+EHQa4h=@f8ujDxS><2FX;z$_3l7ANt6iR*b|kIw!na zpaEbjd5$rXc-i9~*GrxZwbg%8uD{_5hOFtN7QDb!>@nvev+gAchG~C?Wf9{yoScp( zJzxoc7{;q=;4$cY>ql{Gb+M1)u;KF*{Q9lD+YpZ%wa@cs5NjK?h`W#nYpXi^@Kx~2 zi<`gCWa|ofdbi)kzq_B}v?4d`g@ub-6V0eAw+uEuuaG_*!uSz3Z6U@V7;EEVVQ~?a zK{PEa9wpO8L2NCo>Jm#U`mcr6T#jiq|Fy6hWw&66FD||1w}`lf)e||VV3G$5E1U3_ z=Jb1F-jS!q0pJh&mNOOk0`K@Ie<7?whKbB%w+9I}N?zM?C(<{~UrAVh!L@=*zA$)Br|_3N zuVqCz&Mt^apylvoPV<+R1IdKfc9I8k+M7G~ZLSsvrZjKO=*l?_XOEKZ^v%Rgb|rt) zCN6>?A3!O9S}{W<_^q6+znRkzl>XrBe{o)a|2=+aul&2gI?(hz<=0=`|7)018;@_p z=J~tvJw&y=`r+gM60iPFd}Rx#z5ep?YrOvZrPn&ktJ zeq%}fO}3{C%xRm>9_H<-DH`_2 zHX2Y5Ok@;MlQxW*hdn(stEyDCU(<`sEudPX3dM3mL6Xm`D##g9*J*4 z7!vzAx5_RyH84keqr^-f&8_t*oO^lJw08`iIUXT}njsAiXTLDpw7^^_yR?>b-n0kw z2PgrX^?p83nNo7d7kZ_n)Ms-mW9s~DG<`7aU^b3F8{-TMCVuN$)jJm&BwPBui39+8 zHm4^+u!Z$_M7isBHie1(C9J5u@fiQYxf@4GJh)H{{rm@KULCk$!&`YsY1JNFz|Q74 zJrS97KPj^5CBU#x?whQT!=)w!7>+`cs+)tO2W(p~J3EDzgtH23w}vx0o@h$Aq zSiJ=;K^;9)ROl#qCb3B!9tau|W&T0;ROHvvXt%vtq0y9v`hj-M}T*_@T4xBQif zUrvWJJ++hfx0~*9Yz311m|jIvD;$X%L8I3^YO3iB;qxKPMn^aqL>?cG=nnvk;?-}2 z+HDA_@(c0wqtut8KP;jJL8_WdbWU}dN`slB(#E0Vk%y79EM*@xYo84JQW_31awMrj zR^|_ytSQ#h>pGu4>km4kSEHd}{UcPzk+UsE-cZ0t@%=}0$RvkFdhw%Od$PH^`;?JU zdIPQbkIOaB#N8a4jh6Uv6OD`Q4!G)|VL%@-6Qf2r5%XDc^b~SzQJS`EvSex*I?LfS zILe7OS)!;Nu|6)O4MrE_IgBefnYKY`dlMNR%&v%>bElBxU_j3aW@QQoUWLQ1Fkf(< ztcUt>3h{`uDqrd+$o&Ba6+Crb`3sCqb6 zYv5pKvM!U>2OC-!(pF0M-4NKg1%v9n(ctW42+t`Hh?AV!FOnn@Pp_(m*v4&?u+oO+ z#T~sG@}I8H>hlv!p9D{7LBNG9tBSFooy%5s9EqyGXF-4HX({Ez9+HJ)c+&rco^fJ{ z#ezaTo8)2NVs=RMuaFE=IYSmD?bWPCA0gu|v^!@Y!=G}~(yvj(2^>yKNKqpeC+53= zOzz15$8{(VRaVV9_tH3Jz>dI@6q~{V2k?C)C_}@HtmLmp!;b zKkQE*A|H6KYugLHav*Z$H4IY*CfrnSBk8n7?ST6WIEPET=hwBQq33PfYZRanStG2e z+-24g4LfTRUDpkP+<%}q2|NXH9*D&S(i2)E_g)|jFT7Ip(c09kS+_*#$iTG+f|dZI zx1zkX*$xeVNsM$WqSpgC5CGs>LDUzd*NHo{CtuC*(WZe3^)&5h0U+|?q8m`Aj7fbh zG=-)bn)Yi)IK0wB4m(WDey(v?x~)Y_(H0wWFF1463*Me`8&bLoZIRlYn6nf-&Sl}| zLKQFcD9~0HZ3UqpwL?}23}EmR84 z5mNFBh})=(Spyc1J2hG%)V&!$%^(-*KTua!$ry&oOH5@8bB^6((B6WU&xynv*i@F_ z0U6VxvR*cVh6OA_5eNOT1O{PCgGAnDNODE;@~8k0OlmQx8cmWXOCVLofIhfga+vzT zb#*^uGzt`US_y5dXk>uRjkdr}vSA6Dq7`M{UtVP#F&Q1zW6C#~4ICE9*oilooB;_( zUYVLH>uN}v2?-8qD%`G45fgYdm{x%YkpUP{(6yC`m9{KY z^wj2N17;Su1%u^nCcFI0G%XeYm=1LQJW_iA*4C#Y7Z!Cm+7DLl^J%ATjbiV+pgERM zHuPS<#RQ3VSIi8bBiX|R*iZ@-4GZr;h^WmW;uL-_fzHl@CyyRHd|_7}so=wGSN>Q|QgB$xZFB5d?ybqqFiR6T^ngje9*l;|-8 z*e9-PdI$uUy3ol9T(J>|LlH|$bUJubK9E6p=M1)sYs9FIU80qE3VWhzJ@@8i(XbLUv`p$rbH%B;&PBY z1a;tdZYg>jVW!g>l-zJg^l!BOnraTV!lzA~stK2RTxF~OMySC-1$ZTNdR&y>Y!~)$ zg?~fXz}=%H}Z!+*a6uahr= z;Vvo(Pr%x}S5xc~8~Z*#(hZjhvsgdMSLDWZ^18dXc05obC-s?;3T<@AtB zT#gwmLwy<+{k+meIly>Q;U618e)MQ^^Zj*BB)&M&!*g zFdp?97+0_4bg@k+89L5KFOO?Yy62>Rgk~_8g2?eQd4rI9g%+CnyIUBn5**WN5&)2& z!wK}G6YpK#eIlSL%&a<898`j`Y?U^cumERObj)5{xX_=#d^U^ki`FZ44qHn=e5fQA zw$HP~oA9#RYAB*H{V36Bpo>F7gp9J4gxZZ+kkF)Ql&js-x7a_WS}^*KyjhC5)c$u+wE;Vcz@lu21~JY_+rSA zG)4It@z~~lxPuXF`oJaQWmLxPd;~W~GzIzAklXIVBilD@s7i(P75oh+pbI3O)s8Qc z3B%S?b`9&t1bb8@0>qeZ84tBwG)MD@yJx1J1^nNaA z%uE!igq%-W8{Puq-}AcGT%0B>&yU4E_esj#S`K3$d#~$;fkDBej06IQo&y;=JiCNwPDLIyo!=W!t= z09;xpeYj;bYi2_{X}^FuiPKXYc_5Cl>4xK&YNet8!JZHy(I6d)h(TIscb5IMO2|D5 zzCOt$n_sXrC+8P0PaP%*qK)9)N=xG|mzFyc4Ig^pg@^zfHoM165dtc4s6k>Vs8C@B zy+csi=QgTwUT*SFLOKh7BPT^2w%OQ-|{e7}E6Z2dZw`DlQS&dNO;!try z-vF@O5gbNwM2|x$Y%E3tvG(_)ONO=9vi2FcUZh))Ds$Dsdhm5yvOEM7-1|fjELmfU zT^nRV>!^Kzh`mmn`B;TIgU-pyRl2KJ>71M(kcvv5$+D=82dg(U`NisWx+~Wi9!*y! z0&XUXCn1e}G(^^&Du;(Q(#N|wXq^cV+*OO`!k z-Vg-QTn@4X$%m@CWbyIQIP6Up@Mq8J-^;=16-?#k0_zSLV#nq&sEA`~FjiCy)1}OXs)m9!%{~KW@#BGzeDSIa8GBrvC#f;=x zpsM@@?sj>&{3ksu5yy9GYdFAQ%yb@Nn8HYqev(0`P)FRvk!%d$U)_OnPmi5JjM5Ty z&Vcir4H-(SGFe?%_E^M#pT&LK#xdpMZYea(TwUwUD2LIkz#%UaEUCYWZGgA#`v8qw z0i!N~oPUyIrN+qIgb%uZyEmxZfn=Om=Q|7f9Xs z7n8rfk0^cHkG4O4eh24G5kc9e$Smn~zlX3H2zYw{Cm3!otrI%+=-R>^4NfGW>Ako0QUwB0wK;M5J( zv$HmY1FrmHhO5W~Q(tK>6*LKm{Q?i1M0L)C1Hv^9YcbHNNN7sUIDUS&o z%EyIILOHg*D+Ae37J;jYxXu~JU^YATNw|&dS6t*H%+xemAstNG8H0g+pu1A5Bo9SG z$CX$S)hKP%=M-Tbt|}_4unb6r_Eq3O zo0A?j7P?THlEVdFV>bss=Jq2MXBEPsFt3-D^;qr2 z_I9GPvMKSvMobx`Kb%=f_dB~NQmD)j^NeiLI-OY;;WnhmvqDu|SUa3qY5VNN7XF~O zM6%GBWd7^s81C=*SGx&f1GtjB7!(GX)a>*egxW}dEH)vfE#Z4Yyp81h%5WkbH{#co zp^&5-{AcBw*xE@p4s3aQ8~y_mF;@lxX>;WnVUts`%vx(%Ca$-aF_IBNwV@1dz7>Wt zmX9iW#D0#o%&I`M0sG9T5tVh8=4ZJsFQ;NCME%!P&S*cY!YD742$8BCf&vgZ83t{3 zxlCBhE>R$zFdSkrrZb7L74FnM z3ro;q8=-S=zCL3vVSvA}{=L0|C6g8@do{zc4^q^xOr>b+ol7a555>MYWrQetRSJ`? zo3Y4DwW-q1Sgc*S?Uoof73+VYa#VE^^%+}8?BOJN=xu30RP>CVGSOcfB# zt6Zs<#c>$9sY*dEvL0?&APWi=P!5HE${pPi<>{f|5`#!W%M9a2Ei?XDSv%9FXA{p+ zE89;s5QF(FKJHz($Kn~mI9kqHr8nnKYqvx)DP!=Mqr^w7no%bjuHeyGNuS9XVgkbxQ%EGcSBW$kLTg!$ zw%RjQ^<-Y$tpAwm;Ga~ov5 zcWBIzoY6{Up0pPZYOQ1?)_kX!`+-NLQL-&3sY0Ig&{eEe%tOFA1t$ZX8T2OzNT4x~ zl%ABTe8uc-ooO>#F13$={HgttSS2I?LBe4cU-1(S1v8fTf}crQSj4ST($qX^v)N!E zo>>R{6Pblo@(s((!Oe>$98MUsn2zrv<1M%2lGy-&CCzB2+7o43)xM=Lj>-D5L}~2x zpkkDifn{ojiMnEoah(%N{AzYr348o|vA-%X0UYqp5cl_+jTXEs%p3nV)6K%B00W2w zBy?Tx++SL^Kv&HctF*TP&JP6 zoK2Be=ik!7Djx!Fs$}J4v}4XjR2QKV_lF)FTJj_(9s-2N&#Yn7x4vc_raoSDVGsuk zaTbHymN?{eHOL%#jjX!3esl*}z@r8 z8dYh&>p9bK2aX{P+!T($Tex-CAGI>3g83ZfZ)VRB4XX4E=~FTD`Q|6Jo6R486jcJp zi|;_6!p3%VZ=ihJUM|$x#rA*|y-`4pN)qT#6WzR%PWktOYY*(J9S8AIUP7O=IE3hrt z&tjxTw!OnZO;nDs4h)$5ksGG=Fn}fHuONZ1p0PzIQ$A0HKc*?>M(Svd_{oSKS@161 zuZPtub;2ezh{g;cOc=?IlAFo$OkYyCubBs(Z76G;+gV$U*XhqU>p#V7H^bvjX#tNn z>x?;KYXo4WUP$aoc_{dFmP|-i&}D@K!Bq+fYiIT%$^w^MNLh6ey;(-pop-vR3fMdz z4xsuvmeb=LG!?EhUg71F`J|gJG~oU z>|yxOi`l!KNC4CevsnYC$nF7?ykPu>p`LNJA<2SXOOAy`cyO)u(Yl;ov9*Soo6_<(ld?6e6Is>X#;YRJKSO#j~OMHe5DaN5E7ncMGG=f%L$4RE*X-g z1L4RY#^gvypWxzSSFk6uTJ;(d*M|hu5@SM$sH;oGysENluyp##&Br+_=Z)tj3kTOH_aW!GuiY)Dm^VbVfC4>sPZ#CS3#Ny`{HzhENEGI2Ilc z{R+WpVP)kVh7c~G{-|~N6{-LvTb;sCaePTe+ot25_Lz&OhJ8I~59ltL6^27>t1poU zDR8-2L68_25BxCI;$;#pKf~Tpp*RJX$JRt3n*?4iAW;rA(MDQ9M?*mqaXME%%`z5d zcfUM;Rn`MI?LOUmfC!O(*NDNg?T8*-4_QBOCMFKOyoop%s4K6xtUhFjl~fU&Ek(z# z{}i={WNa`Ku$0!HFItrXM}+W8bAXl#FNQyCeT5Xga#J~;{?k=Cz~XjqOb>%as0Jrh zIIPY=GAXtg<_q_Noewi9wisqueOetHf-@uDJao&Y7q?*R?uPwcL^yYv0B7cYtr-JX z?qZE23p$6Nw>#hZ-&Feu;dp~CqW4A1N=PVKSaoc3TnaYD0QD8tWrXmYAUFr6Hm{i@ z9HnFBf9I`YEK{kl#FJ_8s0q|Nyyyw_TiPqPV>AOI3)PBb8c-sqDn*9Akz(fz!Aef_ zX3-2PP|k1O-`xFT+dW$7u>p${y_eL8?g=G%L=TI)I=1X?L3%;(BAZDYHx+s6t7MGZ z6{jQrA}BL1I*(46Xh2fAP*=yzYC0qNJ{boY_=x~39awBbz~K}Mzb_gUma*MLdN4qP zKb&P4>5JC~2)~as1gW29t#J55Nd8fXlp;{xkruK%iY%E+84M`YiAy8?Tu{9Zi;R%2YbHta^vUAI`KG6kMWhX^d8w>e_Y4$ed>48Z4L z1jjFNw?g!q1~A3B7yiXQ8JOZb{(ZAvwcjB*7Dy!)iPIrlpo@};Mbl69aIr+(^rS08 zi91--bT^EceUp*O6*HFO2ddU++CS9XIcF2t$sEIz7WAr`M> zqxD%F#2U*mMqI28*Wx0ex0`6=hK~9M)^6bHdhQz{ehpDn%DN#N%|C~0!VR%5dVze6 zqng;yT~D?a6tc1pySolXm@@R*q`6i(R%}ZJXjlU)%i+{x08e3z2`{hG-XJIavYG8` zn#0O^T2zw*KzErHJU{O;Oj^20#>N3+owbsAj}wseS7k7L!mHXZ#_^GDQ#`(0P}o)Q z(8mSkUA=%4vqnN)u#Zjf%5>gk+sl;NWh+&wtIO66n!fLT@5^#36Zf56!Z$hRO}y;} zTlywDLh(G{KG0&`+Z#!?Br);zBI98j!>5`Swt7r>H-u&_g&`Q~+j8)?jCHt*Tda04 zRKVZ5*6EF>m|9b$!)82XC22AG`w>bA4(~*z@xAUILORyII>RvrJ(D3`j*u5qQ)7k% zEWtAvV%oEO>W1YC?gn6!dUkZoyflC$VJJ}%dHN`RYE&qp*)hDE@JP(BN}Uac!1lOv z?387wKfK$3al;@3e<6dfnYmw-)X0*q_n|wV|DZJpehn<3Ep7F&}i% zCXj}jk#{YjF`_nA_;qviz-*F;nn=L~UMR_y1NKb_ddscaxOz2bwWw`{;uwyn<0cjFnHZQl-gdcytpg6;58y%)?8*|aO;e@F zIO&clU$xLb>9t!+t&S{JU|eRgAL9Q;j4PqGTP#2ASN+MxO{KyGRe$szOI23O7G~KH zgGz;3IXzKbwwHoW#=+3T@v?P@tPS7-O`Q>m8be(u@@x#)Ea0+`Bt_Qd1%5`46e8|6pK!H5jwAmWqdAmn*S97_IlIY`{!PaJ^!Sgu}}R9-hc zSWv%52Rb8Q@?9BqMgIiM)S@^;u$d?KH>2F4yr`Pce9lkBRzLW6RQUh`_&gs#G-X@? z9?!90Yx<6Ve*K&5d`%*D{6q|+xXsc6Ng;{K-gBJ?8Dg+q>>u^vh?{KcxQrUOBxC@d zTq^sEDex-AOyRz1T6VIP3T%jij9=AsiEI~zJPCDES1d$V==vkkq>>P*0aR0N;3UHB za|khbQU|%efaQg-A~-gz7n+X9f5oLLAx>yLu1ZSG+>B!c#-CpwN9CLpF+%P@qzPKa zh-F4GoiNBXXo~s}VGaWw5_(%gS1VP}J-O?PWhJgH+$xZB9XcI$?Yu-pr#I~5-AJj{ zAjCL61OJBhG&YJSKE%W>>e7mIDVB-r(fWGdYncvBI52R)r6lO&OTw{Qh7!D1pL5uqH1B&)-U1Ci96jZG}HWyf$qco)eWi@_)Ql18mtag<8+6OQCN+%ZLr z*bYu`RwZbmb^$J84DM=3#>>D>YA0|L#{u_=SdkhP5a#ef?&$&suJ))1qnVd4c~hv^ z3$`st%~eU0*tuAHHtI=1pe@JWGv{4WHsChL?&iHss?E2#RaBU7Z>y-Vl&!6zUct`B z5r9EdVjJNIcvbSJRgEo8rHJd7X%kf&7Y1KG|JN`9IJKMuo?;f?u$wT$506~W`!J~e zqBkBDeeS*WTn+W7{`c~T5zVC$k+UKsZnc!gG!62y5dR{%v)a8hMK)=P?LhC9@En$1 zL|wqmygsu^C4uK1{|fflS3VL_VY_ov_hU9$D$3{jc$yH}_#-kkaNsC{zMu711oFby#>s|+s3_#K*-Gowz|jz z+`&g?oNZWiH7HLdk0hn$cXs#V`}5%N^1KL7Y`>ws_}Fk9lmJ_COiMZT)MO{vhfk_U3>7*4F>R zH-FpUnB29u|LeE5{%^cJBNn9+|LS+%dv9_3QmWVkd6*%?CuhI>vnrz)dJla~Z0=uA zzy9Svs44@!4~qHZ>&EB*_RrsY@5=XXoK40zaG-IcH+)$;y@2{V{NMxRC4!~{Q{eHm zcKhb7A6>tF^Y+c!-TvsLhx|gYt~`R8#>HH+g4A|KNNGFnwxJB&?_v0+TmqSB4uH12 z#t?%K#S3lAY5q>T+aDoW6AW+<#_h?;*`&604~Zfos6F^)K#brt4}QN$j&TLhp7e3Y zofaRcAXu;Hy0LlM?%bI9F31|474kg8&4kHd$7Ix;5rbNDxVAo*kHos`tvg=5#8DW@{ybZpN_;& z8nof-g9Mmd2_-oJFgPD0v-j`_ar{SzQ)EWz0ZE2JMQ8xzP)&(tz2IqQS^(sNlDxLL zTYI#-R=c~o`)KzXV0`vy?`Kax*{dOU%FgEY-lGS*wWm9^dr!CTKiYfrbQ`}O);71l zs6BqPeIKbnpx9wda8-Ov{DEYjWJCf3fZFY8f+$CTl7QrzxK|;@_~?v&m`5Y%v*Mfw zM?lH>IvNVg0Lq|$0v5-;b3BP0U@&1#JRFZsYOU7cnWXb;5rNT|%Gk?3c|zY?>hq?} z1TTajsAou!cA;k)*KmJJ+|9eK{KZ@tunn}@XB`DGw2Zq1YBCxkoCwI@rmN*RgHt38v!*Hrr~?1= zG52T~<&IEwncg1vIxnOgg$5AEB!~}?Ye5#M6yE_4A&vsV&{y?s{{%tAu+$b&JnBI< zQL-VYMH_k=eZx&pPW(v`sTtXzda_j!xBs*0F%L4)7v@dFaPXH@#zo!`Qf))7>lAjH zy8=p-XU5(T=|+j+#OKTpn@b)ig#c~AxWIE;VBlvV{Z7$vMXOwjhSm z)#@3x9-PS!p}r>B(Bv!*lUpfLY->}EGp9qtC)RzhHOXPV*L6{;pN+0 zuDFutntQNAjg^CSO4e#wFOi~@=^HWjZRRhI*Z9HlI1bs+dWl3?G^kLwq^fzT+>{$R z1)o*jZ2Mh2)o`D~a$vE$#k%55j5Ru&Nkxa!y=@?w#|C*=ezZrz7fR)iBphcM^IK7o z2gtk1JDGH@+BCu2)c4uux(xUA8+Q-%Z&)ll*zxY+rgSSnlI=GvQ;tJf zcY+0z$h067e9s4<%-RTJSqP@dRxs)lXihH~p-Q}JVBQK1u|T=MDyufPS6NBx)i!$d@Y#oZgpDrR55v^ei7G^1Jh%@!{qAGdz8{N>8--ygq1&FdDTRwFZ#=5VIxe z0bHxQU9db3(gy=#9VNhz*jD)UeiG|oDJmMPjP48b{S9=50ZG$dB4xc*eVRPd@6c2KwwhA(wQ8nqZ=qz@co zASsFq92EaJqCt$f?%ra~;fy5gaSa9r;jGn0;A#uBG^rfO_% zAG2248X`9^-lJSwVN4_1+~Y<(aWd5-2W-51*i{R~)jEvsG5jr zqxVX@Ho!&FmwW9&=S+28S}dHE_+>PPNe0_9a5pzID1{JhM@KlCSIy|&=6#rVXxizw zK_lvW_m0tU51V!~adg_uvS4PH1HpmKn^dfSc|$ zUJ2Wb;X2PzI&8yZkk^N(BjM^8pW&VlHca>>L>Cf=sZE&h>`|?z$tPylVYdTmpZ@7z~@H z8b}}f2m0ob7NF0r-+;|nq-PB)(w*8}GoAVTOChK>K$&i)jfM0?jXv7Db>sF`=*>z$ zYS2bWYB>6pE47mW1)Lx#U}Y1N1c18xD&bqdH`TV4^b&-py`+Ic6||X-rZ9%jn;~Rh z%n~9g6oUFlO`nK5$qFJlSRU$yrsGz0~dY4dyAHxyAA zE?kj7vjKj5ItzYKIs`h_K(!Jo?y~WLN=;@-UjaUx99q*+3%1QhcvD$W#v>^rz+gYg zSGMhEpUMmTWz*Ya2-$P7X?>VCif7tfcqt9Zb~&vtf;k(@IQp&g?MWIm=!npIi$AD|;jS zlgkKKq1*lOd4JNQ8c;$I`z%oruomc-uS{R&1;GLDq;YdVrRY>L(D$)6BPxO1B(j>a z_*!M*MyDI}NN8yLR_wXdfuB26V0f%R3H(L>w1f|CyU`$h$oCDa8Bx>K%C&RAXGuzF ztKo0v!>}o{%kvlZ%xmE^i$Bfb6Pjh#WvMkm9hj!Q1~9mg_FrMdiL$oe-I`#GhMPb zh?37!SE6Zcl$gepl@`}ig=TbvEgY4d7fk4Q>96LN{tBgSupePVp>1=RdMBscgmNZg za^J-1rV+#80t=c_fUiG6OPMjxW-aSl6E5ZTH1X7C9UGAXR-xfU!hQS3&E`k7tD%WL zzPr)}I)KbLsi3jMabN-e{uR0=cOMptARSJjJ0@<+o01MUEQtB1I3+md0i(XfV+gV9ETMX(9N0sRC= zW21w%W&KfJI=p56GmvqoY9f$AWihQIkIiJ{dN<4Ad>Z3>(55d0PVWtlwg#$6I3CJ2 zdtt_qXW8T7Z7;tcmgrRTBi24qe=Tf*>4IyrjU^>(c!#JSDT^teTI6q;qO&Sjr zhJaABiOvPxAR231hO4B|zOQD87!4G-b_5cKz zXDNZ%n{bw$Tiay9X9v{jEm%TAN6q>L)5YjqT#BmCh|h3K5*ubsdu7Mm^}_KtEfR1D zWOA%C#^F1}0(XMHkm+OThBX3dj^Ni8ZHt~$D3x`kPjX;GuI>dkI=l6Xspeq?OoehgLYVpPe* zltMA_qmV?1m?MK#se(qm)+7TkMvIYc3uVA!DT{2WHQWlT*%tQ=B)W8Z0&u7)gnY+dO5M*JInb7MhtY_g$rGSpXG~}o0eh}~s z!mh~1XB1vpoX5SWE}{z81>}$D9A~JW_hA5qtymnT=y61L^p2txoTJk}3QHucVS^sL z)v*-Zn4X~*uu;MFgIWlwieJ6MHZ~l0^qM^3@U!WM#tN#2{BFJ49caXNzO-i4DV7l? zzFZd%tuus&T2Dg=FU=iBN+W0@^J?dI)r_7NxGRO)?_E8S4n9 zI_PAwvO};m)LOW11c^=r0M}MJh{M|u;mu(0n^2inyPs1|o{Col7>Ahf!w8l@6tX`F zXwpG^4|rpdI`GH?MzGP_FSqcUeD(wR08ijcSZ6r&1U~lIR%IVBJ8ut+&0p1>+<1d9F8Lma` z?6E48VKS5qVBl`ZercXlhasz>7(?b8zmk+>cEd^f#HlBg?O^`l5JcJh%P(Ko1y21= z?I*^ty2g!v`sT|oGbG4B^V+8)Wcy{CX(c%s+O;pg+=IIL-vxq|xs_VhlndQDEAe{-l)*0VD_f zqXz->9&OgP6haaLS!H^i;+&2;$ze@55fFJ_oV)VM9Jm{p={LNzG~^c|(2hTE5JhxG zX1sl8>oW3a6%KMH&b(xmJ3I$|nGY~Zwv|R|EaR`&SLo21alDwBYUP`R20ocuI65;TlzwvkrYG6vk0 z63z7*ypH(8$7*??FiWi6$9Tc#8(KjagmVVAI+Vm!{o!1$QFPX1@u3bdltFFQzCT{8 zeIE-2NDXan&{-*~ZH zHCCN94og@fSY1AAPc<;6sKcCxTq4z^$MD)9@)E=iz`PfTB8z**u1C3?SwhS>BttG2 zIwq{V5zL^BW%Ig)Uuz<277e*q%Ei4u^}p|g?pPMDtAG$GX2f=mUa4ywvy`)~tIHE- z?lfSpO=fX@)vrq~uf1_TrJREHmm3%xROoj6h7~j}$1GJn5^pmCYY%9Q)qTJ@^m?J( z3~>-hD6$}#;fAYjm=Z;VC@+%B5Up<^GfG`wTfj-=4nYaiaES@C7P*OfV$+9ZW1+l6 zzoN9vjn^a#KV{@M%{Xp5E{w-1JV>w&pnMMG*V+~T&gEQXEt;TTg8*;OvSe2Pf^b)@ zDe`O+mwZnqjrGX8Wxg%-y`V+LnNn0kWpP%6DK8x$av=VQGf5rWIovKb26Q{vqah65 zakbf^7Oq!osA(aWKyUm~Zw}!O_~;xlkUd&0%mQ+q0gtp8wySXm#U}5tZIM_g3zHsP zpb)@(P4HNwQp&I6_L|lrMly)FOv2NnEwy**v)x_w8IThKWVd9;y4}$sTi~AkDN!N{4FSfvCa!C`WU=2$;k5L*!eWef8zD^#-M6m(n!3W21+)j*iv_>`voFG3F zNc{C7Km+nsJ`?0cCKUjI8REcafF4u;dH|p=uA;4b*KvIVt}6~WHSm@Amgg+0syZu} z4E2)~k%El@`)gl_m5$dOpq10K)2`L0-0~x?2TwvJ zPY9ku`N0$)V}=MQsEUXl0lOZ@5DX}HPgug{j6A10rSWrXJ67Jy;(p-MPdBC17Z~Et z?}GXd)S2^h{N8`q-oyO4QQI{H^zb=Mq5a`O%W;Eg_5e4F5dd23mOLc*!lo9H>mG7X zniU}@O4Hp#=67f$z??}@%Sw=O3I%k^@(4t|q)ALCNa$ei@DPz61juq3$> z8dhzOenbL-bG$`L`F#IE*>iVyk3DF70mQWo7^P`4zN#z(ABz#Vn^d zRx<*2N0JXH`GbgmusyvbT73F>bMIR1a~uHU-{v0v{UY4Et3RyUF*r`Q`dx&Sbk z$53R*4^f`A zZs6Ys6{BTiTt=P}=SIc>yR!U|@vjRC{P%&O#f6dYi55gI=l>PCocM!lSV+-f_Ad~O zvV~C6hfqXD*sWs4N}mb>dtuqRp1#u>($<2-j7tP?@Z~IBg+N6tW)FPLDFezDv&Ddb zYBp8Vg)PohZ|?1uxE_;#%lJMZxji>G^(&!`kY;R!^4@1SW|f_J!_Yf{xj9dkb+I>d zh;cEOP2fO5{}dSz8qZ;e|5O<0Tsy8qV*9Z`Gy3K1XvC@my* zKXIwHGOr*1?w_GtS4)<5N=Z{v}w zGWO!1y}$Lp;e~{{(DD+bA}uEm<~1q>iYUv&Io*}_Wpc{nS%j3Ag~5?$GY3`P&gKig zKARs}1EDvrR)yXOanD*jdOhj?Lew}!;`rGgeiMmYET zfU0Jrhl_S-JJNh9kTgQllwSO2qk}>Jz;=3$wj2jXCxA)ABH`iaTW{dNomk?cY0zk_ zHoxdCI1Chl(c)>dnqRQfLwE}w977@37-W-;j}`#YOo~{-XusLGeG|9faOB*QDA~FP zT?l|RCmXOONTt^4;0(ck%meDAhlToLqkjA2%5YHB%tpw;$*3VY4q$eCVSsIUi)_ zJLz+6ZV!8-vkBAHsmO*~M4nEB2lzm?)>iE&@QS4wF~_^j@e$%f!aX-?G|nDK{i)$x z#Fqj4TLu*(L~hr>;rhc%>#m+8Q>MD3Hr+xs%Zj5#XeYqQoq)pDA4iaZ{K}Ab#B^{3 z;{i|pylG%{fJad77|c&iX9kKc3$y_M!vM-hF{h4`O{&Lsbx1J*?x-7b*06fJ;3aQ4 zBHYuIQGt>svB^a|w^GAEz&r;aB4ShGA1b37osHr%rwv%lY#i)IoOkNM0D$y$Oo)uL zFJAkZ^y#&icUkQwAWdI)rA`?C3nb6LMX-8E1g10GJ>=FoVr*u1o9XVnM870u1$&R( zjJS|EWm27D_NGm>k$578J@3JD|za*)*SpTP5L zux=IW(9BI7MyEkBiv&r<9yr39#2~68n#w~OoMkKsN)hP2>UFTtWuxnT`HY@)BEeXT z6l4-6aXqUUKrsSF!hrn_`+lu?NBwW2I0=H0UP+PF^|AUYd5Y(Rj|m;J9fHmn(1jv4 zrU4=+ySlVgG>4aBsL|3*{(-RTTAXL#FDJ|c9_gct5`2lkI657D8mD<4)%1CCwuK;Q zxLMI2^6;uVqF+l;I>1$;bs+o@?(3*cGe&s|Ox9tXhg2oOO#`Vh+3+ukMz9e?vfV9LVEc5%md_+6gPDD`+y8;K+}ht8gph z@iAQAIjJN)@`>t40bays{x_sbgyh&Tm2BneCWJR~VLflms?o7L*SK&(9qY37UAqgC zo6uGVW*VCQS-m>02^@?jJt~Twmm8gzt3yZy?MC`zbx@|4>YvrCgDn#sH2ZZ4U#zH7kS8!lBdxLDN2q(t9&UBk z{$f}YL`0Xy0!T%bbyA$v!3b|m=YNBBu&Nn>(Rza}$a>{R&ZZ2=3QDu~FTazanAjxL zg8TS8kGp^Q^<;iQ+BqjH*)d`Eyi#Rok&S2Ea>3sDt>#Mh&RgF^9!AXLZz2!ZeuEwqja^;!uQf^}RFI6DG4?;fi4= zY3b2Z$TWCBL1+$otv>EqXdqx*DDQgGtH}rUP#Oz0bk~VGMfkEC#q*>YpX8RKZ?pT7 z7rDCX8UlIi(U>Q2Q<(NzMv-eZO-+tq;PDY}chD8WsivM_1yLduY*Lx^>(=tbWg>1<6|`Q?qks;KSp}eZyh@6>k1YfF-N!nlYW)Y;%c? z_FmcWsO!TCu1Yb*tXz%bf+3awU+m1Jc=y8X1-L;??@GZ%_oB4Tx#bY6gI*xR9)5Dh zK;m-qRjp`=$xN#I1tTa;WLDlxlIPFnUg%R=u|c<1!Nm#fwx=)+XCyMygPJ=)(qp+x zOlw*bBk_@^s*z)$;?*c_piV|z+!vT$@b1Q~4RZ6XYy9`N{QHAz449Udxou_eJi}w} z_zZS=E6GqBcH<33srKN!jZ1HSE{z>OVz%Qk$k?tSCc8Q6_;!v?HcUT@nC)T!(*eM> zXoOZow6G@a2e4AW`m07VT3l#mEy_)mbb!Ds{?G>igH zH<-D=3yJ&=0yINTg(-Mirg;zIvo#Nx)rlIA6%b#{nM< z&ja|^*u;!76=FpXkIM5?7N}+D8Hk_LlF2Z5XI7}IXIvT?7E?Eyl^GFaJ|l3%=Y zpnhuH$hf#p7%=wBemCbSNVQjk$*YnqP`1%^KapCMlRc*=WInkh6I7-$=sj0xLhxv^ z(}B{pHQ8zc9nMr|Dm!H&zs6HQS(5mK$^{z5gfX6SvwsZt(WgH>c$*nDbiD$7X?z_X z>De1}4!MbFd=m98M37g? zt}P%=Go_}mAFnJ7aX2m9(;uVfI1&%H#JK`}&&&}nbOPG?g&7tEA16p$L}n8uEmI~; ze47v_K2#G8(Rud-(pG9%$}UNrh$e84KT1?e#8?HHlD7#7lBdRmNN0ro7ev{(Pe**4 zY#d7)B??*@ox-SL*VUA*n?83gm7+4+Tb!9_+XlJ*qdQE(g4T#{*phj{cXCdNf0@Rw)dLRCAjjxEisXl5|fmo6Edgvqse9bVBB zq1rJP$VkPU+;vFkz^f0w8!Tp0l(k|*_nzd(Y%{!QYZ=L0y?v}v|IaAKYexD+2@xd` zX{sx^U@o|Dz*>quq!xB~Szc5rT}yDEg}>CzB&e$$AUby5ZH$1`LQO zl^~#OAdPdA)t7T&3E}(0?7a6A+~LK=wo|xgjPGC*z{By{^`BbG6I}85X`=DNsr;u> znmq`k#~%rb07SgmuVWkame?!OLedW_!rm5O_)>{%l62QV4XKdWA%d#&WhA#ETS{33G;F6)_!IBEp#J@6c@+AOwq`V5D-Iuc5<7#&D`fF|M3} zl`c#;YAW=>h?1%S=ja5eae{ViE_SHKXl zVS7w87O;C@4_3k>Wz3EA#|oHG5={`AEnxC7!>_alq`beY<6aa;JXfe@aq@8VE_vDf z5R;{9d7i|j(88*=;!G$5;Oe#t0+*UgVun1MtUQ})(f=h3=ew9sSQ?R*VC;Umzk(SB z-kLolq9Q{BjIYbRS2S`q{AYzUPF7u%VkklsnqNcp!7^tzv8q7pZ$w#7pD_5cLOUFd z??VanYr4AMTHD2x>WZ@XJ)WjY$j9XuDqSwHXGSue*-N4Bopm&7)KG=lWZ@0DwQ*_f zA!BC3swtZ{7@Ch@S2<-UX>)(%8ijP0v|=$mA+Ur)u3L#BNa1>{ZFQOlaHp5o0qHNe zU#FT4-+4+5N!Lo)>RVNR9v8ki6ZY%7;%P61v1y=Mumq?u?WkQzCsHI7BvBEt_2-ot zeiI}FLfUo-!oC*qJp#wVG*$SZKt+HJTHsabB}x_K(c9IMrCz45_7Q7M;Kh9j#chJD z&^T5>Ajtk{*eVfr+-2;iw2W0aI)z$c_rspWo`_wWIZ|P|$6*e7X%;LQfE1~no)>9B zsm;+SoUcjJ7zyGUBvY(S+ysED)~>nj*JB}OW5LCQjF9myL3n|Acm{+a&*08@bdh82 zw95fkRGQbuur*}*>H~O#=Fs6>m>oWb`6uIXY?LWp8BwXhT@ zJ_L)UL9&QM5EZn0I_&*yG<^VqFdVed%_nW~)htx=axO+&VzZcF{|L{p9Q!aZc}>b3 zTM!DBZJ5$|_J|Q4WKWsloIc*KV>@Ivt?H^S;ga#m0Ys@*8lYHkTcy+4O5!P2XSZ{? zvVwS;2c~ka*s6?Ef-PRs%Lis9wkkoY;I2X$3@iNqTkXN=aXW9hN~R<%JQvOql4WU7 z%h0TaO^Yh3c^`b<%xNsCSr%i(P9nVy62q;s=FMq20IQ@H)g$@j0(mKTl_Z1u@$BAa zPM?*y%K?;C7{J|wwVbf4^xW{eg1{6Q7&|QRdl(5(ky2G}B?NaXfK|1Vt%P|rvPC-`-n_vC&`f@r%__5DRr1OXVnp>0-)=M#7!`w{ zZ@0H|vdmQ<6WYYuGifn@?j!)_5MWpGKJMZoU5@4g(Wt=F%9U8o9IcA_bCA4``9pQ& zS&rjsq)dQR;%c&p5gk)iyfh>!oH;mepPjHO_HLJyr8a&kn76_^Lufx>u9o_?T^57d zNxwh!?14!koC$Ed4rjfKncK+VOpau<*;cl4lyJRV$$b0j)gRo(`N%DsK<2F;HKz~0 z{ulr6`|rQU&zr9szx+Kh>qNV|`KtfJ$Nv+8ko*zM9u=nuR_0%C{cR6OGP9tB^(eQY z;XIb|TZe!9cf>cA7eG6(D@~f=8=Ts|{dZP!YQOo7Q~Nhg?X{;nzXeY1oykl04Oa&s zb@^@|bljzT^X@%ZCJ(s1=}b?=5Ts>zipdMueRchQ##2%`86E|{_}=hkAA#q*g;OLa zhDbW`-|(on%BL@mT9CP;GXw<)50RU;=LIGg6PR*Eg48w*nfo?Z8$i(v&R1ZvMO1!d zvJ^j>XBT(JaKm`;s?!q(Fj0!&YlZ8+EuG&uXhi0Y0dneHg)1KXhOb_Ian5gv1-lfi z9GLRpcmr~GaM)}ieSre&bsI$}(jpfr4PG8?vV0ccYEc&|}t_PV%0&L^GT6Pv19hx7IIoYOwS(DPZW+?j2}M^yy2Lz^gat0O%6H9H)(BG+ zozsPHqh5!vG_HC~UJ~DkDJjPfbSot85*%5e2{(;yy(l+$QOHG0z!zP@M0esRQp1lfi)^mZD6eTH2 z?97Ken(8=Saz4eypi#fkn|5v-k8oC4Ul#_2Zxg(E3LpuApDGITd6nc$%IEx1NwfRC zgR`U1!Q%2^=v0cM1l3Z{(Q8}Zni$?jo%-Yb2X{aD7&8}2I0rTNKOxfm%|-$lOr-!M)&07`H$67KyCWR{IbhSL#5wBzEG>9x(|T@duPS7!h*gpTPk&UIdC2lvu|2n)cM5;r|n z(j>m$y`v*&Ifo-uO7y>b1G)GxJEeIJ- z6+?t(c#8XaCV@#E7$-(tXw!B?*+D>T(j~tosA%#Y4=}t?htmup7NGs)l%r2| zF^TWScm4q#-4UigL5~}!ddbZny6-BVGde!eyY6%-aJ$3g-;9Q*0kzx_tW?m46cbF{ z_*88zm2>RO_f!}f$iuaUL!2;|O}2=Q2G{+QqA)p(rx+Adqw;ta{{qJNY5_QQ+ z{qXUhqtt(xl(GhH%8T#M(#kSj%3$4p{8(Cag{iPS8{m6V>W?$kr3%{9$Dab)?`Gu; z#J0SGEvlpfQ~~-g9=8GL4=PF)iiH2TtJe%>2h&Z!w0B~6{AZS_5#&VFrOf(cKe6*@u78DZ$=@| zQ(Y9hb!0@?T{Y`7v2QEoN&SHD3L2)*LN^>qZ1_RRnJ__mL&t4U{H_1 z7|t?+;4ep5@AS?Hvm8pPpOoL7qjs8g!YGk!`U3gXds?q=@#1hkWKPm}r8wxDP;dLS zpJ*uG$SO>(al3gl*U$65kod?uI;CiH0Ij6MLr`|$?1Yiq6632uP3 zT5HPdc7sm2I>^e#y2NJtqw2S&_kZ{Ck2Esd%wqqI#ARDfC4%nsXC>W<{Lvkq4|(0S zH-_5uZ~pijwdotR3Fef)aca}6VSAeBMs|+OV`Be$%sdo&B7HO%g>!0t|3DuT2KF9y zI2=x`Ki}Tm+v!bCanDxGP^Lfm%<`;t4TN#{3Kl{bo;1T9;&@;J>TOj#)Wm7mLUd3u z;oIVTrFP%uDRV7r8b1pE7rovoL!ES9Fun}Vcf-JP(LEua1AXo`*$^zlVqSC>r z9uP{b#pP8rF+&m^Ml_dxA!7kRAU81}zE&lMHDf_Muc*D>GiPfSwg4D+YTNKd!dVvr zZSf)#ppKbPQ{sZdhzkD!AbyU(`qU5G@J_-Ne~R;+Jsuq*)}5?@BACPChXqqJbHc(m zkoeGd7V>nUd01wKfQ60yb!%^+ogFR*|+j)e4pGwQ{U$Rtoiu5i_u86DG5i;%W zeOBAG%PFJGoDE)6y z`^6CeZn6g0gl|jT+Fwj}aoY%4?Recu)C+_YRbFe#O8o|@vH~Kt*YUf(z9Vs5{5T4& z!L*tcOL50(eKZdf4S1X4HUko=2jtN4I*_i*=@zv6q`?$Yt{48s_J&h~HvFs`WRM(x z@(gA`+E*6ZpX3&7?Pddm=2JTxx57~2r@(zpsyBfNWY`@v> zCN3nbOQJv;kStQbg-d}bEb6aR?odb&qCcJNr|Iqqx66<~1Sk>UT^hEIeF>l!7 zPcIT{X1f%hrboxTN&BQhUY|t-uN%1P=)#v4D(upA3vB&Kc?@ zani%F8U#6NgmW#8OJP$-Jd={;N~EMv5@1T0K*3M;uuj|k&o+0qA8mj9ycVRdK@ZYb znnA#5tTC9heMz>vo^(S(Q>UAd{LGTW0(^|$U6|&?Oy=9=5R=KYGEM~~nlfk&!*m^% zfZI_xUIH&!vtdrD<=8>$AeJ}1pP)QU&p}nh*L)FGf%TcRBq=3v^a8|xnj$Wp0+-CM z6DHs#`YBcbX=eRRp|7-DU9z)+5d`6J5BlLb^YU;m)fiZq%p% zH(aENVM8ZA_QO|clA@fL@QeI%63G*l&v+$DjVIA1Cld#8<|sqY+NU!-AUB8oe)H%T zfPe>)p|q&&%01{yUjJ5HboB*Ww%%bx^TKw@Kc8(% zx&j}_&oC>BieB|>&FkpmyP(y4K;+lQd!JsvwPMSx7^;|wj(Vd7YJ%!mX8$T7vz{nX zRyW#Qp^M1DhQ5fpMb4`JR%mW~D&9hR<`I^B+r;^vT^4ZU9ft*=bv7R4JNKb2_sEMl zE1zK@>bDE#(QpW*lp9~!IdVr2oW{LAHoJy_6cs06F+X6B#VQTQM7(}&FBJu&)x}h^ zS8%Y^P3gXUkq%}1aXYTz3L$o59~>tA6TcYIJ4C0gT_o{q6OB0zhO86u4V{IheQ7q1 z4Ww9w!W`=*neK6B1NJiHPzk}IFAS8zB0N52?>bnHak255k|0>FD9nB*C{p zM=m%;x>RpZ59^<)gBq+S4l!u86Qtu2%hH=0Zf20a6?YT?6YpTu=!rT%ld}$Pau6@? zuy@x7&}JYEHF4z8$%4@=jxM2sy$o=i8hp-=w^K#fGJaQJ=oujnpc&z~QwMOjOW~jt z1}kWyai;-4?vOOo`yU3C?W4Lwt3m-=jlel&x?SzPrSkgRjI{PKz*;!lM?7%4>*6yQtz`t|Oh>H+!@JGaVGsOy< z#>NZM73H8L5lpgy2fFV}p!yO6%<9L}>FMOojT^EC9h~&r&Edd~xD&z7l9TB<46_oj z=XiKa%lMGAOz0Hmv^SJb?Kl|WTT#y;f$+%|*YcTM-OuDqxCd-fUXT;H#xH+Ayfg;3 z!?=GSo?-E=b;RDDJ^t_D2lj`dZUWd!{L9Dxqq%|2D8;k9r1b#5@H}9}=VyzL^lc(L$OMJUciW47#IV^u~T981I`(P(?iiY##RpI1qye_;^H> zMN|R3(u$>(ZW?eO>h?z`{a4|+OD28^59XLZ%9IE*<~U&lf>_YB67r&Lu`m~I_eK`G0?RS*p8SR0(&=X zYH;p{E1RHc%r(Sdh|I%--7|s~2+CiwvAr|g+rZU3&+_sUU!aa8>kG_~CpWeb!UV@8 z!^w|t-AL=)`01Ce=rty5aK+sibw6RfdZIleJBHjtaj)Ii4Uyhu<4_SAGb58(UES4`*mhRFiei$PPG(iL#LkHdl0jw^$p}tFurgVR zGz@RN5ymi3GG=AW!Z2pWfH4aj@IV_Ivk_)*uLjdV33*B4=Dpx z$%y~Ik8{tx_uO;O6MK^HBP?9ans2->e$2`G1qHb+naFi7B|6I3`1^fO5aesojODoL zkP`DU%!fF*n+Tamo^Z*24$TV(t0nF(#LC{1vR|)#09UUt! zqTU-p#mo%%Ccjkbdmfqa0}CnZu&SyR1GJ(>k@pvEH?3C#Ztbqi;f}VE zUO1Zgah;vu^nkT6&kzb@na3u;&xwbW5znGNAd{TRsgI+Cv2!~|6m?7xY5VB-T#>(F z^jqQvcqwJy{&58jrb)qZxv1)ok=F%tI+ifNYA~49uD|hR<4X3w_en|Gfhln#0xEzR zMnIlw-1dX_e}oELMT^QU!S=OxbBeBhB4xGL}^MuU^n*hNiQA4biqy0O$0 zyGU+`ey3C7s`rEs;K}1Nr4z zS2LEB&#S^;X7gqaAr{U?5g(HT*?M(?nr!2`a*Z<)3uk>{0ae-8I4n>pFpcvNDHLn$ z+v$z+pE6U)qq>PoUZ1DcK%dZ497L5o%>p)3nFQSIVI9C(fku$CQohX+%2W$>X^YQ- zy;{^eslKTjMYUApP^v|}t1?Zh9h4D)S%Zm1yyf_$4*2-C5$IUNn{;Ya3uHzvW`XK- z2W7nBAbZPsaT_2?QRmlHsswmX@Zw0uN;Zrj9_Q?4C}A$zJINrvcyroySVD|u7b316Hv>64&o z`UY=fu4#%wc&M8GdiYw^Bw`sDbAopa!XjqoVdfS~lnli&FSYjuJFituo4*KP>MDZk3Nn~1KG_&e z?@+6B+dbSCAyZzZ|LvswTyq$0j5gD2Zn@CvP$ZcMf^!FJK55l!-!TDAx#GrXop;gv zaYRW6l)X9vB519DDwZgVA{UC5Df;^c6iY}re|akeR|L z66(?D5E4&aJWt2HV}?Q%H5Y`_srs|M+egM4O6ZNPf?RxE!uCSKHbO$ODQufyS?}6K zK7)!&54uUnUdE=arG9(oFpY+SVdLx*afk6OH4?QGn!1I&5KK*c*mW&L ze#uNk(Yo?-_S=W*NEIbS)F8Jx1reV&IcebY%$*T@6_v13N9^v41E>dqVYrt)(HNlA zo)n`Ugb)ZAR=q$sS^40;0$R?ufkU+mZsAa$=`w7~rP~dpWR*I2>VEsXRv_DVII-aAmYcI!s5eF%TtCnKEm+$^xiq7UmXU1%Y*fi~y~XgnkO zLd{(~q7p5%na@8Ih3><;vI|wbYEC8qAkPr984xB^l^=1aaD!W z@ErDZh-ruFCMLe?AAYGg`* zEU~ZqAP<82Zr87dmC21D`2Ln11+Dt5Sqgx#l2%a5`?#ggWv3BMC;USC3d}Pe{IVH5 zU`(q}Il|Ne*+YsrW;+f#@rDc6JPRihFnuL{!ZR97EL+%TQen9e%6T1%aDw1hP4Ol+ z5bpiZhTgjmlgE3i=pPQ)oc~MIVx3>gs1QTpVfRQ;jAhZegkrn>fJL|oAjR7nHakgF+3-UPq<3xtf4WJ z%QZEUiR~(5ElaAbm8zLToummc*A#ReuZw19m|^6?xaPj)s_(i3MMF);iL5}eSy~v% z4LQ)Im#LP!p@=RzmwTa5#(7qx2DxYh#WmV<=oePW!l8oZ%h?0c5AQx64hSl)k(5JO z(A=6BjtIG%Mj>M4Fi(at%vJ3ZroPe5kxKs{fL63iR-<1cMsGG z?*Z7|q*LjYCm0w%ED{(rn4OFWqY&;WdBlkNi9`|jpanJgsdl9p_ySpTWqe?L!Nj1J z2dg#`NhbPIOr{;t_=FH}8RjRQS-I2Q7!Qi|a_6CJMsfW58d+Ip|drYy|G{#ON+QrCS2^_bdNtUm; zWIlcZ8^jYaP`wl;fV5@#XFtPu$CID^Z2fcthw9IMW;gLW;zN5WB6rr*s>PQ%ILe*S zOUo45*(-tvUKnAyuErL$!x1Jmz?2MPCKD0x6>2&o5#DeCtt!L7_-KOI5jIn(!OqPy zgC?cDF)p{fpc?E7wOWU=EqfdnqW2hCmu%D-AjB;h7DAyDuRT9Cp2eL*JH<^h@H*i{ z>+X&O)Na4M5Fz1Gs&@YN)vQMwIzs87OB)@?vvE=-Hi<3H)pfFUmW%g6X_2}&jz5dF zp5PxL!0o;ZVAAbncia**zBzfP5rr46KS|5N08@r7&gY7f>hNHJ0gGVzg}sObAEC05 z^-v6@Bq@DD1_=8sLLTZS;(ecdY%7VO6v}jnU3f%2=ie94E9(e8a!E6Qj@lbBr_lF{8J)(%$2;r7qS>A8FboHk!Q;Vrca&eZ!kyj(?ymzJ*W*6273?6m z{P(V3qt35D7K?NrVVijeFVaa!*HU=S@!3J>He0eBJZy-!l!6+kwyM%9w*|g#c2fcg z&oX1+=Q+u=Y@`e;8XnO7oEOEXdG5nUJN`R(^oW4Da_}_IL-p8^vWE6wu~SDtFP}N` zFs`dA(N71Q?V;BPj^20lz!5Zob5oJ(--_eLhIGbZQ(8c^M~${L>!4Y!(frgNGu7_m zA*0=-bel(vJk1XneRSsWBE`tVX~X9^TC|2<0{k?vXUPe8_OasaB!@~}GvP?dB{FlJ zENPWU2v%C@^SW~;BL+NFn?K1p+;AOAJA>L9Hq_bGX7-&Z)eBO{hZJ?njQ95`0S8ko zu4xpwNXzal9dBV_ERlIwQ45k_Rs$$h1pWui_kcugwHkm2(hm zQEEtBvwEuMVOr&-jzw_R6_IXHBhrnxD?h8kd3&$l^dzPj} zC$o;!&2%&8<_*X}Ic|p=TzWUmS}&iZ>C5~;&EA}OuBN4Vyr#b==Q(AwiuqxizdF~M zn^&cHz)$e}P1dOFbYALIPftRJA*vsOk?y^M6Pp11LPezVwuwa2TpGwWDgC+g-sPNlW-G0KPe@hMNvJT_U1WKkMD&oL<# z^5an-Wha=QLQN7*Yb7}jYZ?j1psTtAm7-1}C`2vE`B{pxTY8t%`x+Z4%U8BfMM1`k zl-=6o&@k_Jg&{o>f^?==bfAf)_`frKhHD|(207`gjSexf3>(PhPq=rffuqF-t)GSr zOYkTBq2I6UJn0?7esK9GpNK&Eh_MV{u-O~H9x{m?z;+<8Mi_PRqm$zfs!(>DfHxnp zWhF@wzbx81)wpEj?w+OBOw~a|kxQj;n-o)leim7;fye zJdbwRH>+jB_)^;AYm5uSG&2D?CCyBzZ>pK3>c!OTHV3&{g_`sv4X3(+s1m=^+m`$g z2((bE1!}NgZfYVCdO^Aowarl>%SEiJiDaxw1b{4F0Fvh^bamR6fW9W;khFz7>goY^ z&Mu@6a?pt_&o6{}c>h7Clx)#Q*vPPyM%pT4P^oL=`m@+V!Ua=WWgfMlaGib!Tg##H!TM1?g3DE0JWuq5S@>`^$6~P^;}M(oEPp?!F|qLF_k#uqnS|)D?&>Lv6ib$XSHR+9IjU-$YtK1Q_Kr>704#MHpJCI zNwKk7@;NZTQsYvlQ#7f{6tUb~tu>nslVdGqqAbO7rEC^Q$ zH)IU%!5oDMRpznMwGNiX82MU|RH+5y4`;1Oao_`^gjff`qzX95Ah;fLSBcza zp@7?J|4`)C!0w)1@sm<%V+6@1j-`wkc4F<4`U zMo-d85LkYy7&Lxao5vvg!+kikqH+p|A2jC2h7J|!fZHL{LnbbX%iOAaor-fknx^HE zMjJ@R6jiv%$}vPj8o~bbmv%w^7AEM^E{I2nz19W84ACd!)*0E34-j=69&=dn7D05; zoZ%KhE|{JunOUr6@%>6o;R>a>u{|fM=6S%w6a4G|5wB_!ipu+cb& zn_?PBf+E*n^b|&&TuwX1riR|k>gsJ=ZsKaJ4(BAfco%=71M!Qv-NRu6I(iCuw2Fn{ zh(Q4O$&u+2#PFI$TviA(`!RCwfq479nJ7ZUdj#v#Fop2^KiES@N&9M>U)!#w353@n z;(Eem1e<0V2J$JLq&#BW-$z=T2^7}>DxGOu_thFQJSVj232yc%IKgWMB1#rAIj7dhdOm5fzP4N9^M-awaLNm zem{e=oY|ocpd=YNR;zC`igO zfWPPsDbLi|u=Ug`zONAlI8**<$xXr%z)(f&5p{X_QXdlB#OQ09UVw1}NHt{w67ZrfmzeT0Q9Osh?vaFiN>DaT;Cm4FLjMZwdyt)2ycO7f3Z@A5TG zc(3JsT`HRXjC(vVgtDLVt^E*Tj;UB5olN|k2D?b^M5re(T_x@<-Q8A(HCC8JB@g7l zC^}$1y?e5uao5UDs-Zp!%6S-t9!O`xkJ4cjp3~pYet^-@;YK`c4~FokRnP2jhpceM znnoq;Xgx2 z!_5187)?BSYB=fg?Og)s%WaQ4QScg1L%1z}DI9eGm8e?vLl9T`A>(Qc3ov5gzE7!m zhlM~;7|NSEGIhl!YnruW_Y(J7lA57FKAX;ENB#d^Ol3u=oRepVR@E5>w#%s_J1+o5 zUjEBL7vbTj#LGw6E1pfSjecClz;xWfVght zNGhP)Ti#xnTpUT9Hlq1}O!7@G%5b%u$H(f40mv<7NvbBt?%R!7^;JHcFTe)RC?&RLGH zhtagN0)-cnNgay)o087#rS)ZDVb6D>D9p?7&C|?%2o6dF`X{~04iE#y;N}I~kpPMg z{jJ(sVE!Q+j!L^!lBKK9j$@0U+Of#(_SBo4wDm!t$Dm$Nn-?e+m!qWU3IcNllR-*$ ze*EtDbWI`V%uXM5V0!{wL4}Q_0Tl@Tz$|$u>hG=;9}cmbkh_rLL2gTEF42$+eZwSO zDIVUxSs(x?Qo+ka2GhaouxBc$`j|oJn_6J}Q)nqtF5X zWCuCP5atFi^^q#7qRf`U6=W-eCy?zb{gLmbO~gG+BUTYB$hn{)gGzA}>EER2fQ8AJ z@k|k&CtyNliG>}=eI%zQ=6n_;OkAN5kddIYPl@CwpJ*6Xr3`tVwNE}NX3-o$f(D?o zmRGEc91D8Mg1H%VWBr{IQgJ~^j*5^OF$#$(IS-Y^Rw)_q`=>s-#WXOctpT;eQ7nmV z3-}p?n+iedq&1q3AfulcFZ7~XROK86LwC`RnRari^i?>!PezaTu)+%hVXqJs zlcB$Iz{5NN`TZdcF@gWk$T5t>kb3=)Q9fa#!RW*I9gQ{x2oOcxFh{*lM`Kz|9QXT) zLXhbjG3AL>b%HIN*|3;SJOCL57eeVCGP%Og1{~b3Mb!>=FYmA3eJEoMVFNvSVW;?j z^fumFB|I9_{8@NIfNGagEHr^CVk4{pSgtWd7!V@Z<*1*I2Z^zTj0U;r5dppE9V1RZ za0CAqUDs2bP|(ZFxjv5%PxdiE(D2nqEF>M_N47F4MCIgs-g4s#wcz9Byp={@hENB(_0rvA{wb+ARRhY zqRqlgJIl>wi;JSZOru8T+FgCGB>SusqoK#pZteQWJ9wQ76xgC1&Xbs0h`ZOhK=(RE zMrwVu+c| zo0SSJXHRR|F3shv4yr{%FV$ByT}8*@M%=_Aq3QUjrpat+%!1t)R*Lj;<(l^6s?yar ztBY7x)`(xA;^WXn?C3HsylTj&z);d)m&CBRlBFYsg3&qTYOk~6mF(`xHvH;j#Z&Kt zxJ7B{m8EC#T*mY%NtXDHZ83WlXw6NSbq{pV}{9V&eK@uTUPsnr2VR$rWO8YZ?6Aq7XF7xVYk5STbaLl zbNzo~nG`3rrcYM>-@Lj0?^r%VJC*+8GE%ZIusZ+eo9l1Ag*snP;D{O_EA(q`t$&Y& z(zWY~AuG~)Ykh%5zLT_5C&;kk-+ycUhb*4XMNUqv;CpYaZ{gL#vdg$@;wx;oRp1Nt-ZI_pRm?%CAEw+Scy;HTL0H9@s(J@ z@^Idj7m|oGdnx%gQ^a<=a5+VSv@brDS7#$sip@f#6qsWXNx8FDuN109fV`O-p;9{C zVLAFKm_w$xv547D4HxqgFKIg+a04Zga@lTSETP1+vkX91ws~hsyXlOS$&3_e+H&&p zoJ3dZ%ts5Q=_q4vAkEi;s|<14@eGdgofvW`Rpq>C(a1F;dPoX7H< zAnL|W0vV3)kjW4#uL!;8W%X>CyZ!!g_v9EEKKgBFp-xQ8K;7fPV(}R@StlJRVve$0 z@3@>K4)veWm?MLvvkn~%Hgux1;2m>!>)3EtW`S&@ujelo&|!3~sd^My_0Qz` zm-8!^2YHpG4iJ3+%v3_vhbCfP`Eip`5I|; zR;;p4Sm&nLw>*&9t6XHvCL*y#tf1aoAE;moj*j(2}08+Ss>4#yUB$yjk*U+^$v?7YOnDZsRQa&&YGi1{vAM%e&3AQtOnPm|KJo!Oa9*+Ks_ z+t0)h_Vj@qV<<)wDr6%TFQlwWvItm*pXhn$v;`3}@U^(~{NTkU%7S?|+CY;Lem5jM z)pjU?(g+PO+JTbnWZR$(s9-r6$@MrCP!w}U%q1f%%Mo4o-m623Rcl7Y`m;uMJsTRC z6dSKuurvyJ2`4S+w<9+7)4$#Z`%$BnlyKkj_)wL1l6WY}6b|XQca! ztF>(AP6V~?il$kN(_4Q!+D4xBE>z91*`fk`sbtyC8tKPtY$HW)f4Ivki0T5jX&fA_ z#1zx(G%DR$lZHEI^k?l<6!oPviFG}H06E(DKB6ceS*&Gr`Mfpk(rANrTo|&9_}aB= zt!O#Q4&$$v$+~#PG&ETwyd+}kEf}JuN0^v7(Q|z^ddjZY*`QyLJdlvYV-PIL$uL9< ziHE0bohD)(8jWX@QT^~H?ky-TAeN)^uREHBLS~>5N>qa&M0yk|@stnSo!F~e(!$Na zjvDt4&R2W!J*(6dM;e%u-s~OjoE%CxA)c#6x$gz0r~Kxb8355x1?;k2-62^PFJ&hE5zb3B?% zKGHA@xZ2jX2+ucq(&OyKnqoGjcb?H(eRp&OHx!sQBZwXvxnlNFXeEPJmdr*M*IM-> zkhS$r4QQ&)f}I`JK3LgeC_6$fXV}=O1{(Na7K91pk1&GoBhfjIjA&yXX2%pqXn}|j zZlwZJ1^YtR=?>s*2f1nK1W_q*G96}3G#mp%%eTya;ZT=Vaq#lLtuktscyP~Ev%(U+ zOO7b7dKs=IuzQ7q2n=I+CEeENTrSUj*(@bI)t7NrG0cJ{bmsY&Tn1XLxQida4qK;O z0)~O8O-(AP5(2sLlH!TH01_GGW{rByv?aO1m~2H3Tw~p{Sn0Y=&Q;^$!I_BeFo-ZdL}UU zMt5VGxj~qRvB{7wyxClAfmEB9HIc&SU{9oc6N@tU=6_69O%x;Ey9=nP&$h8_5crUR{R>(9eiNbBX}uc?#PJcl}4tb?ZZ&Q^=0 zn&Y_PFs_qGG#3>{Nm!rj@t7mH{;31|tn-<56G1kALgE!1%MPKR!v$wpfEPU><3zOz zn1Et(3L(}J_}mNyqV4FI1X8MWwF=boVBWyq;Yz)9J$htSl?K^G^Bhuyid5i>7hkmh z;x|$u-4~zU`kOc2So`K$0V9KN+!PK#EWY~V#F|LT{NdW$DD%y{Oe%4=wief}qulrM zat*Q!tMY@j_fZ9LLFrB#x^I#STBTcSAEVMjUMWZzs^Si-_GfEdRQq;bt$fwDvc0vx zK-u5P%LZ1<3jLF{{|1Fh<89zNtja%K`?sj_)vVnwKK&kN;xb=}RY&>tzk!Ood5Yxi z%*l}wXO3G+l?Kx|c~ba1Gawb3@yXXG^Qh{f(Em2Y(`AKzR2V{=|9|}28*ivy&7zpz zA45Za``J!ka>=#BH)EHDTQp-Cla0BnDN@#nt6v}1b5MvR{56Dk{c*dt13Dyv7Z3Xg zIt34>IwB;({CW??bGX+&d4ZsexFJ8!dV2v6Qt-)8;o%(#jX0TkMMhFJ^`W(n1T}XM z!8;6Zo`JISrcssKn>jAXGb#V3M_|DOOtd4wi7bOlKz)GzHb&D@nymnG^NiF2TH9I; zm@FqUi9N(oMR4W{SQ{gkhrJ@mni{MDE{)YG@KHk)42J4p6#-s3RoO*xxG}10t{zU@ z+v&tOACz|0k!T064%iv3*2A1xn$8AYiN?lgy(Saf#nD^ST0Nv<**X(KImf?UOLPLY zQ3JxYx7Pjx95r9BEo+v9Z%UD(fqIl1{QGPFAdgs`@( zHTMss$akAIQ@O?8T>CAw_`6NTt#I;srT2R-kHmrhFHVB`>b&z+Gjlbr)h7D)sK(yY=Vxg@P7&vZ+rt@J^oS%^891ze4tEXEcQDciIic z(B5ua!bppgI07@COrctUPsAa(Bx40!`UswxEfgJ^QEM(^6TkeFl1sB$I6B60Ll&g- zWOwgfGFs4qs!VWoh_+R+857;|o4$^4EL$Hqh1D&cQc;6f3||=70%33EwwHmtj1CDp z4{)vO!%XT)HI7QYsOXY6AdZeq-USBO>ChfU@2hHt0;#4#<`Ah9?{YE1V8%}eP(*5~ z9;t=WRM^bv@QY$c2Mh<2jol=#my3ts0!5Il0m8+el(uM|#xodwCDvZmxbty3bYRWl z<#E231JA$vScVmlpNFMiy0&cj77}26epLVj&rd)+Mt}=wNPsbDX?9>JK{1ny$@j(F z7w=BNr5}#uMcS*0lCW>YdS}lpeYV)U4v8Z00hbDtKl}amHOY0;HbAU;no^STg8c2) zKnKd1#~eb-)jmYR9VXyrte^I$3)}(4r|hJ>p%bQG7tSM9-+C7^7QW%9(k(z~P4~Kp z^Nw(fuzDFC4Sp)WqFP66MrMMv)mr_aOX|TGXp?U1aRsIiV9PbyANP(Ng0rD|G6z%{ zl3JTcIMeU8DxJ&o`8%GRyJN_FYr4hL`8$Px_T1gxp}9ftu%>H!Gk^DcXzJYkBZ=+m za9Y!S$Zl)P?d-`u9G$=Whj$;|s_C4M=O6fZf4qC{ftxPir8|GBI)$_PFWV&5ngo70 zJQ$9i4t?as^TQXxw(&C9LIm)FX5NEZk(wAALb@&!B)=oI+X}LDNH`Jftx1NPlN5xD zl*V9qN;?aK!_)kB{MQvg^2RBNJ*!6rXWQ+I@ua{8;iyA z#M;g>Qa*TXFzW>(4CUu3gg+6&asLRST0kK>d&q;2wnv9aNFS@JiBDpek3l_odL>W7 zk`Gn%OHAD>R#jL+XP0b~w9Zv>p}FJ)`OK$JG@FltV(gi7YZ(vV>WfU{jJe zC*K*HX0a~qUa;nnSVzmZxAOIvn;0li`M+LXxs%6dRv5q~=-EoTGtaC-R%b<3%uWm@ z^{SNwv;>PVHz5WRURi9Y_}h4KCm5`6Y%frbTEw_WmSV?odFvpELhQ~iuxo55W>o4# zWhQ*8|MIWC^5z@-ynsh&Ce>kb~;qVX_ZSeX3_yi835^_x9 zv+al!`>^+vxs!Ux+J|@8^t{z6fq?vOv^Pa|*giVm1(P}+Y@g6dF#6&-bg+6#3&0o- zXUU}-o5kwprQ-b?o2#3PXyaGTz0711kU!WrScuxH4^MUm$ETeEvgja0>R{xLWuL6x zH%}w75nV0ww5bd>GSq`81!JS5ZDgE6gFCS>QZ8Xp;Mwrl`%rT_|7FA)B_KEnesP^f zKeLZQ7OF*&E4Xinw+ChKv9LeV7PP9K`&vL-nH(U$)_B-~t#53^tKi}!f}Blgh~Q@@@C^GW;}NJ15oL3eJn}I> zEOLA}n!@YhEAeaRWYTZ9di(o09<6Hf^7xcBi0I?P>C7RnGPo_pAnLnkKTQ;*1kvxg z6Ak?Y?HjJYlEYOWxVOk+I1{WOPUh?^GX$d@sDROoCXWhj;h{ar3!<57nyJdvNDOLh zc0uoo*iiw@(LQEq`UHkQ`p7sG57Bx9As$Z|;TLq@p)a2F#z&)}d0<#P%lBczj3}AI zWuaRW5UzbRd$J9qfupN`iiHGTWa+9l^g&u*_zUk2p1>oMxadZaw|2l@eukZe?}65mLW#z+QqIU<|?gkF=$=0f^smi)y7dBeO!aI3D)&?rVx^8^WB{DYWlQTi75v`{B;@~lsW=o*F6S!UQxtb z^MT>6E-aAhSXiX zHEGemSni)^6f@v27tl%4AHj)?;vUPevZA9uPjcDO+MHv@IoFFNs)vre(h9Fbj$oMA zbGl*6&3i9AXrUGcU*>f}lc9pfLGSPSUIeMuT0mcvVtW1ArHJW09Q%l_PJH+ARf5L) znsMQ295%tWOD08<;=DSL8I!N&ZYQNnr&J%R^G6vpaGJ+(0c;bXh#%I-cP*drQ|`+V zk+&1@miSy+&Fqd9%GE78=a+!u;c=%o>5a#|)AnFtt7$T#1Z1Ao%+cgKD0Z0imlv6* z^LRI}9o29�d!k#I2Wfgn>07_oWAx_L+299^2Xd>)7(8Q9H^o#Jaa(+H(LR{`2QG zf~~q%yXh#CU70slE+w!iJ=mEdfzAf}38R`x?52E~kRv={!V_GBa53_Wm$ZQG$*l?G z4kp9iu-#MTMUOi?!FVm)imQdr9vE=AHndaOUlcWLA$Z5e>c-v20;B~Br&|m!eWxUZ z>UESrnNU0d9Zc;CBEATF+ddkImX^`BAn05HkboQ9qB%3Iz?F$kOw~3zur6-T8c3Ml z8HE6dfz&~V!wD}QXE$12c*>}+NVZ643zUIHkW^uNUEyVmARIFKHj>zg=R1R`@J3c2 zb8VhquB9a5u$L=Eeushk#VbONb}%n)Y!N?HNv@AoSsjWUhES_P&@5B!%e8V{C?jK! zGDX2A7nk4bK)?OwSC5(*lOC=^cEs6+N2s6P7|sAGMLW+a1Y%bBowZ`5&;JIOb`0<_E7{^~yt?#X#!KaM1) zPD<-v?m*A_&Iw-=Bw-oXOlh`CYTnnLi|hz2oQMR{!*4G?`~)5ZCUU`v1|HdfpLpCA zbHFUrdGF#Lqurdp4r1cW_rwd6_bac4sF1`y!V zl_s|B7mvm!wgym+E*1$5$2ii`n8VOtwQ#%?#Xd2fWS__9S~lOSeCub$oOo`)Amxjq zjZ?8ffY}+Jn`UDs3Ofk=u_JJB!a>ijWhv3a)8C{wS6pby#v51Q`WlF*?!In=sPOkY_6_|XU zuE1o;i%3mmZp%r97czU*g(Z#9e(d?dGD602S9$EX&j-gAiaH9iY{^(3xH*I!x?rAT z(1VH-zcq}@OC~8Zul-bRs25qVm{4-0a!ILY0zl%UPIjr{JmMx1?0m>oYu!2$i|1(W z1>-3sh%KJur`UV21%(q=>Nu#aLltWs@)8ywn=Kocr@U!|T^Ss2SpI?%$yA_jwVDiv zvb2h{lyKWEg|OxmsV`pz+yX$bMcG84gecjR#bHJURR8F@Ox|M=wPcL&!c3>40bk{3lQcqXOb{5dXT}W zgf^(^v1;_j0^#T#4x2+ul8kPPfOb0<(8?xAI1v^qt^hA+T1H@K+$II!K;yaKZ&>3` z3WNNL)XWR9;ALb(#K=eoZIy=B`I;X)GX(>Qh(=%H^?>sw3ov6DGJ*XT;a7U*_4pTf zK;5uJq>C;dTJZ`fm$@eqkiGAFlS&t?aspp42E zm^cA=f&3c_)lPZXL<(+lQ}8iT*oUA7NN;KOcbspC-e?mSoEIvqVzaBFrpUTf#=od?Fl;S@3#3p zZ>zSM1?OM94H5};*_z*8mUW}SC#E2=nT`A?1i1suodcDOrH)m0c;a8Lm|&)sEsr(q z+Xc*OSyN1Foi)qmsM3QzD9yPqqb6%v+_j;u2Y(T+a^7ylC4@_EJX>cun?WUf-uH1S z*QICO*K>Msp*k5l+X7Z{y*C9~rMcQ09`YCLpWr@1V+Y(#z?h(TVijYD9)@~bb1Z{{ zGcE{flhMik6YC;566JdC23FveSFDD@(#GqRI#QC2*)dl0S9a!#l7M;ZfX*Td;qFTH zf@UM0Z^027(5V&Ds(HJ{KB?(e?uGNWftbv;OX}K+Z{f40i$uJ=s-rDU_wniU38Ny0 zvCJ{uZoK$D?HPx~18pKw?55e*g1?a2Kktmj9cmTh6cqnzpfwyxY@+LRFES}=f#EGjHUrM6R;f?kx(11Ln91wU zxNt8hx6X@|Svtvv%x}{(07>rH=jPVS&FZakAOHjY7wsHhyi}$iTq`7H#OKhn}%F~s}YWd{{%v=qpSRza5B!t z)H?hq3uEBBO*kbcg1wBdi5PUArm0#ZqeH*%WAHO_MKR;nI$cX_n3tl#uzYUSNzLN* zDKVDNv6l#gY37#99h|uH`E$w=8=IT3G0m#9+5X!iCb2)mbOW#6}>G*?iXSUTJ4MK z&s<^1EiTnu2Ed0d;c^|>dv|%E;}1>xYW-b!0i>I!UDNKI3^kj9GW#&}8xM}B=JJA` zv0|>Niez{NKj}6w9_(l|mFUv~c2S(ZqteFj0T>PGHttbcXJ-VV2{pKq#!1P^4x`DB z&@93nAiWpgCgu}bW6N}Pw7M4z$qJvP!XfP&biv${3sW`@KO&Wk#{;KQRxaA!qjsK45a$AY9I<^=63&tRJ&yF3Etf}^8F1Lz3|N5#x2B#z@UJQVsn@ZYly?TdmDf|3exZIrkM%t5kM z<^GKl^ylN+!$p^Wj3{yWsbq!UYA6zyd*xGJ|10GO^EL!}*WadDs8b=h%==f}B)Y&O zL5!nTqE7?gil7Qua-Jl$uc^V)ap&_sl06VfW(*_P=7@1!qE33baN#Sn^e}-%-}WyH z2}O$3C^S zA?9C+(OIPpcIAr7L;=oQv(^on{e3>&kv7F zxV-sn0MXZ07J7JBUhb7{y|wgjpvdRl66N)O!3}Ztc5rAhS?NW=W=mDxGPzrbX5~?~ zyb_k6^AXjBNX#u^MTKQh!I+eg+ldyd0#K=V`jczd+9WC;cv0884wzDVw%qzq)~-m?xYkC}>@ z4n;7dp0wLx9SAa!u+`_DoAq!sUTGl)M50!Rz0Pb4IHx@Y;PCkm?QO#^sHQ=VU^(hbM4*7b1Z9eCaZ7l>iU&**_DTGGP9{i0xT8uQ0U1s{p=qXl$ ztdpGFH!zS1i;{3{!m^T?BoF2MWIWa*_v2|)a{_0f3pP)Oxac5nH)Tfcp@)u|th@_y zH}pelva*Dq;3RmNk}FkZmE+DBJNHZ0?qE-><^6Xe(6&c4?TmJJ&E&&k72pBap+_zN z*B^eG3TR{lQ?v+t#gbS|8yP3Cz! zoVz~=1(y~WhO8cG%$-$gD-q}eJT*7nr z_OeUZscuAyteSLF@9}uYPS8b1-Z0=T*$&~E63QcF)f>RASXfW9z6r=ou5dq(T?B5y zcF|4bXu!=LG9?;n$wPhz^P5lrZUL^KcR(^R?iykl2tFiJ*0Q>;=y@WK{1iwpdGgFI zaoR85LdQCsh+%b76mRV`0fLf~FisOfPY~sX?Sb<6q%CpN@qIkH)Qu%P`@VP}ZBO9F zEe#11cl!zltYa!&a?p{EE{axHyfNdN%}6AeYzPwoMqn;^gx|gr#vox545lVzRAH^v zbJLa&fgqAW>rhLlZE_k$d`pbxI_~^zuDp&LuaKw(hiPKVI)ml0U-?Dk!umy%drT5yZ!CwkhpfSEx7TXC)?wN@T1QMFFMCaz#homy~HL& zLY%{31ZkY$w*~KyK7w)~V&$;E4=Z+lIXT)!03(h44f}bfo?R$};Z;q;WkmhMRZ$|3 z?4t(kPlnncy!4nw)k3~PbO*jj4hgKSV)_)(ag@=8BpI}oWMLT^r{N?Ei5AV(jGS<_ ziy2u}caz;8T2m&FkKDbG-zKe$_Hse3%=!q)a}dwJ$CRBGS1DQ;JYPtQ10P>Pr!T7og6DaktH zHLJl!aV+{{%&NxjA{9m5I7&_JN1Zd52TO7_7EUEX?G>TLAPs18e2tKoG2bj zu!Eeu_SASze*?1vl=Bup9pRv}f=~h41`#D0hi<}#P#22EGb^JE{GyWDz}x#hWN4C1 z2BoeY4j*ZPhlR6GIfPonjepoXY;Xos3ZVa5fVL0PxOekZ!{lS>%u`YolM|;FR38Fa z&s&NRc-N(9%m-({DUMJwMOmpNXec->l);zME8&LprF<>D#%9r%_)>ZW0-~=f%tb39 zis&@?C9B^t{6hB;!g30^#nO>grO`MM!-mKRR8%5hPlS|Vb0T0CqZ0(|h_{nOo}>~O zVJbfxj7|{S=Va)lz!#0?pokp-(a9Yir8JIqUcfheG&7cFcTV8FIGpM(LRIXaou|9D zcR+qT6esWRmykT|ei}ydgyIg#XX6WUzI|7qL#qrb87;g2SQZL6Y zG(9(^m)Z*=-RPCO3K)vcoeq-K#rGDuT6*y1Nk;Lbta*$KKL?9?~Bqd6H}w%6YFdCgb;&ils4oCzKX)wvUgSv&vBzyTkyt)4WCKa(1u`=!5|M%wlpTA`(fe9j=1D?~-2?+J6ix-3^6K4@8G9Yop)1gFtS2+M%u|{5}IVf)4-?+8o0@7A{0m0Q_l9D=1W21g)&k8VV1fR3 z(_O`gaP;?maP!6@0t>-%t}kELFrxk;zUD~+aC;dr1)*1aw7GFRiPT@ox?rtK{B)OP zJE(b{26f+(91OS^Oc;~|j2QATcy5NI8*3?sg6OPzTss|&{WR%UMn)2AH&Ze&S|cT4 z43FeVhb&h>S7I_!#8k)NV%E12u0^=>l5p$+B#0m$5M?D4O!L(|6%pSt+Ej`o3&KW( z#nszEViGy>KAiL!R|kCM1dHepcB>E^F_RrmdXhBi*zcGE!m2z_>q3u`9@9`tgFXSv zyi!Ep~gmG?ZJ_yH;yq#NL3xl_EPF>Mgx#uDvlr|PgKE^;cq)Y{@u+B+Of zPbsQeTH&#{w8($2%fIg|BAX}2K$gX$N{a1G9`l6_9^Kmk|KACkC|F&0%;@03;`bp zPU8YO5qwzut4&awAt}Us6cF?(wy3YB8_YgZS`~LNX0#y2>p3_q<>wj;NMr0UT9jDE zM*&4zwbdHz+$Av?*X~)5c>wSB%+|;0=uBU4qnXOgp%KEaGG#bFoQ8c{t9`AI47_<7t*Lm zTG?F4=eeqkkSrJ5qY+R?@tBFgEB7psOJIbMaR&LnI&(?4;O1Zm!0C{c4Xy>EDMZc~ zlY1}_-0sHmdO*%MpadN9?=cK>IT?z7!K1)uzdb%2h;(g63@HnPUsVA+BX0?7tAPe< zE-8LpcImISks9Kl#1Zo4p}-_a!ONu;skjCSHiU*(H3i8#AJ99$D@ zWW2Tsf}D~H&LyckIRa2-i?=N0RfKejmAIj@I?}wELFo-%JLF{pmPlDN;?xs0J4l<3 zGHr@SSGcU)eg-8t#LvFWrHHb%kj+C?&j8~zJYX6U2Jx2>Sm_udGzSa@tDd*QOIkyT zCD&HfDG&-rHw)=zpju4=Ja*-u)li(-7DzrH0SHMjNKSrI+swr&h@Pn z*R=%}8+3(&VB1UMT=p~#PoQ;flt3jbU#i(o#;4oHfLUA7*#pQ5LH zZ@zaa$kB>SY{*KF zqX9iYummQv%@&$Ubz?_5aa{$Db;OWKcAUN{6}{eE)D5(B_z#$7jdwf#PRb;I-(WuN-@di#?&7FuRrqu~p$c}oPDPnH@@VG<)2sUoAy z8VOI5MwnA^XxeHWVQ12Z39nei!wc}{4eDz~xRSSlvSd#m~53WY6T|qov=N5kQ|82 zhNK-Q8VC@q0${>%JUTq(-|_Zd>v67=snx~k0u1t>W{S9I9j<7WHa1TCaZdv)GraY}eMZkCAfj1*8fdBGFoWu77KlfT88ER$dk9 zpI)KpltA(`#SiRfic_06T*S2Om@Z<@p^okzSVhQ}>!Ha|raPTL1OQVoG|v6V+ys`* zDU?Z;x3o<79tq7ZQd8WQqD<^^ zafIuW`aq&!*NkIeUAT{w3`5AH$7a33RV$@oR7F<3{WfZLV6n72dI}NEGkKQt?H?c# zdU5N~DxrYr`GBSqkmbTomKM1pSV2XBmkI_qykJk!Xjer-kdPe@R(?oRdcNjI_j>zM zCheD&cS&hLyS{rV&@LA&eFeJJzxZla#WbwnS^FzZ-d=u7rRHQ#l_hkWtp?rZ9lciH z)G#FdG1Qw^f9G84&1Q`VcZX>Pj<>V4gJ{ zRk(qac}UBGCkyIL=vnXfhsb$g+G#CQE6yo0Q}B_Q?WB()gZ0a zx+Ix5SR#)#dyHa-c?wBVjZx3vT9A{3~|m<#<@Xh}r8l<+e{U>`=fFnbVfwNO#I z6@U%{<%n#A`YO*h_=9ax3n?e}VZTYci0*oCa&QHuVOoJmNH?X^`+ImgS%tFuS&Nqu z@zS+cbljHSB@t!ayuZ#gwSD^E_aULn@dWdc3t%|lcFVCE!p@V!PL`gphl$Q0_BX7E#JN#(;E;B3NAPb_ z&Fst$`p{UL>u@&dz8wT@a*^k@Vez<9FhVA;J?J1!=y*Dz1#5eBw4ipb63@$^Nj4QR zlLYp+ReTVXA~)4FMQ9j_3pBWirNM)Tw{NZ9d?Y{(`%j&YX)72SsYQ(Du#E{(wtz-L0Px`UV&QlU#EckkZ2x!z60 zd}2e-0=wsJarekuyj9=g`0%_*Y6i9v{v{KoDTL(ibIkWAx<$K!I7hKWrgyVRMWg895Vyz}XY) z%}fQXI!MRpaC`KumOl|ukr^J`m=sY^!ps=ygJU)-Vzc(jeFvvMQ0 z^^=WK)Tp*%q85L42vy0q>Cbz%q~PY_$C;D2(n5Q0T_lC1Z_`9ljCw~t7LY?(s}oq(;gY5% zJR&~Bwe897-n&9~;uc4LE!wZ@zKP3R38A*p-iqZzuu5@MuerMEAqgRUjL{3NW0ASe{rQ^B>Px3uefO6BK5y zJ)D<=@h-z5!;8L5TvVT9hxCIW36Yf)Z7srq#yIt6K`hTW?gzBR#M;b`U86b>CkWx- zRSB?gtJwB)AR*TYEg5hIjs2?hw?Xq92seBvV!8--yqzcBw%Q2?ELeMr$Vzh#ey7QN zRO_9H9S6>69M<%VE%q!FwYBa`s=0mcP(=%nrSPI@%8Y;|Lb+k+R=3 zULZqukk2?uV6x-PMv@Q5dh4dFA0{+eS~3&Dzh^DQ!>OjVMBWuwuVX_AdCr$dx3ehO z>yR5<>z|6Q4#7Dd8C&_>;CLY(Fi0so+8;vUuuEl$xJG@~2bF-~*HxwYCe#1c+9n*M z{v$7LIIx!=tsUa!Z~M!nEh{iu`wJBK+MUvNwYUG(+P^U0shSev9aZgD9@qCMujUyT z3!cocWq?NFGV$!(YU)FA^X4On1+n-JccG2=&hNk0Mo>`7ZBFjV^w(gWD1UwJY<0Q# zc=gc-@ck}6zVYzkjg3dEx8Yv(ORbH_+@R=-OIucYKfRCdw;|DnSp)9eSurEZ-3fBD zingMYR@{`Qqw)IS*E=zZE~P7;R5;R~4n|(a zctAWn#_{kKX}efWHgG!|5?s4dKwsxHVl$0< zSHw?_+J!6HttgWbw!%;Gol$=e*6`FIP?vz~J&hr8^y@jc$*>8yR^iM={)B_#c1Hsu z{V80jj-M3w;5T#FhZ9|=xU|atDxFN0>1bl-9n94y_#p}DaXLfgF~-@|+aAyXsdK4# zFge`;K^yIh6X^B{bWUKdi}!xmxn8uFe*B{!FDw^7xPDD#2v4Td9%7CPfe^F0gb*68`BJf!oIj;sn$EtZ2|WNpnB}bYjz!e$nR0CK%e& zr%yXm+ynO@V8N^~!ot&CQ*A7D%78FFW8&*Yed>FbZ)O(gE#h_b{LkE0SZ%~IC3bBxjR$2tpqF$?qa z2)A#J78Qx4-Hxt4EPDwMhF@Xn!OmNhfcA(hD>N5|uw3lHsRaAcampcuV%jHq^$`p2 zi@vYOJ&?VLcvl`9sU#txDnTfYbFXYD#SSssvBBdmYTrV?@;bnX0^z&vJkAnL3w45i zN|PoyEH=!|IhG9PON&#g|;sdGBa#$*O00 zdae^My55C<^|c<>6WgP1GZg}czCHuU5Xm8~#q_itBVx0=0IiAeLLGq*Z%g3C^0{V@ z_4YoaecXU;Qjy_!)Q7~lzl^iaYLdW>4oGqkf^GyP@olX|bGi)B6Y8}0K0`>7gapNf z!&c@sRaGI;r7d!72uUO{03H_}w5rcgRjm$F0YY!d?Q9fANhd@hOT5Ce!}L>vHi>P` zQq^_s(V)|Md8-h1r7w%0Xe)upRp&-}!9TXWybE1|wt+~3qa`V8@Vvpyi2q=+C{wck z$W2dW_F{3K8QPyO+aM%j=5pgdu}cHG^t_8ctHQeG;uzvEhU-W)3}jz) zJm5Akqz+C{tXMs}!x#u4Kdi=`Bb!y+z(ZUs+(^L0Ayh>N&eU>JgLtd^K4g4TOKZkP zQZ&2%521J`G97J3U-s|M7PdHDaES2PY6q3oDyR)00I+50E`vc@W7BeB zQQ!l@6qazBn-@CQg}0i4F7pQjxj?UU*7GEzzkv%d^$3b?!`>#4l`YbH2&EP}3~Qtd z64vN@&BcQ&xVpYmiPPR<>vDi)OvMe2B%ueab5jxun4^?n4i1(}!0kf9E~uKofar3W z>vSR-i)|-8(9%AYNpX^vzG*5ehn0kZPfITr zTgakwWTp-g_GKqW!^z54Zfr}lFMyF+8Sd^;*@l6(ZLk4z z7@_is0rNbDRDcg&HDXIyAZ|T-$pa+vMHQUs(U~>|oKd-xA}w&@zV#9l5+Z7k?mH!v zMvh8|OT^gYh0I8@%5bMk$1Wq+A15@AJvu~JeM$Ow%Tz(Yvx|W1=F<+yr3dak=Qj6P zt#MR)pV{QF2Y&QwW7|GnAJWdk)v7caR*yu^k!)Lo?Fv6-O^5Z*TKw#N#pK{-l9(+v_BC%PEif${2@WI}0YxT)CN<+Xo= zx8KO#1_EGZK3O|JnQv!hx@9KZ${wwaQ1&;{vR{1qy}xTeYbXdR(=*iJyo4RbBmy#oES(eUFMmeb-iT zU~@Sa%%6U` z(mF!4v!)Yj*d6xaF}giMQs-33LMrVyaen7VMkF9n=3Qb1PDDFsvA-u81ruU;2I?H{ z!-*_0vu0cEk5?bSv7$HJIhB#ZaPk;t5Xsdx6hcY|39q5>ho9h%eDC6BxCte0G zH{)qG;h#@(s6N3J7nLB2(Xk^GYCdG2JAm&|BwdIR0AIPpd9|oZ-Vy&2?znowIw)b4 zB{x;XgdM80XVVs0au(v}O0l|EXn$19AsD3jiIk9G?VtoMJ3w-e0TwHWh3pseOy3sV zJvzlr6ckf*;6s!zl1&n~bJ$+)sPS~A2?q!cK*LM(gT&%rI#BT1>+bP}2;F=WY>IEe z6N*E;rNt}bMA$-xa!{D7Xv;9>0!ystd5{M-1eX5pCi3#@s0UW>QvtSs=C zw1RRFCJ+nznGby9lmq<`lQP&x4GxodEH=DpCtU&-*CuPHG! z^@5an$~LNQF|MHuA}LFDqFR0D? z6>Fol(c7pxpX5kQc&k@|zXYgc#VIzE2Z@k^99Uu&u~?j@?kC<}3baTae~N;oR>C#Z zO)L_wknNa0BWo(w`Kejve$Ccf`C9zDYwNhE{sVs-Z^ZZ49^l1q`isz_T}>Z~0q@_p z*I($}_Un9j^5Tp3U&I%78`agG^e)fye&tbJk9zAo>o$oC=l2^focD+Q4@T45!yQ;_ zj6WWOi>>GsqwdhrOrd z#Cr_jBMymxfZ8yed{kcSO`qbNN5{L+#f=BhW|C_y$NHybT3P_d1Gs=+{fp;7?N`Cp zg>W31{VY-|L>qIShP1cMc1E~{W>0Ou?Mt(4Iwv zZy)X+_Pgd2ywXCrcra9T7gGz>y&|ce5}F9eR$()UC`3M7teAKejR88iIxiP2J7A(@ zgb0=3+u`UJikicN(qd;Sb&r*qsT?AC(V9aAgTI5ZC-Y%5wfLNrxs0@OjSisZ0jPKSV92i zgTWV|uR$H@U*#e4TfonUr^~9;2pfWQR*o9&3X(J9uoEC>epbn+U z?9wE~R&dVKxjY{#ODr={zM|7B==F+XO9db{2MG058N5jP)6N)`B`IY~MuLZwl%2g+*Z76Al^|Amy5B+GUQCy zin5zA^}@DKL`7`C5R9m&wOMq-ifC3KdoQsU$``jA55*}>)nq#E(5Ary^FC?}s~C^U zn^HxC-gfz!z@*e81qUAeW>zCRtZt!}aDP8#+S)nYRn|Ly7PnH`kg(OIAt^2rKAYhN zBx9k^o(?*!Q|3L~XDBAB-m})@n{Ftb6xa>;4`{5P>`+<6yGUD&hDqb7urEQcElCLj zszl$|#11Q~c`90(rMH~{ty2h)+wT{9t?u)kkSC7&ZRUndNX2a>q+x650GNS}ghn@8 z8Bvi=@DL2Q54!_Ji@0RyIQt$2qeh=dF>^`88nJ|k1cH_1YqLi#mGW#xX)IdQa7?G4FG&sN} zjR-vqRA6Qs8R?8i44VN95SF%*gLu@$bA%FGgtk@!Z~+>3wN_1tq{8u# zd9>g&0LOumEjUpx7+pTJX3U~P4nOSks*Z%-6dAwQ4kjnt?gKT-;BBbeMrWj)LSg+}c9Gu|tM1gb~}jh@rpL zy3;?>C+{p4Kg^%N%I!ywaXfNdXpV3+v?e9l+K0n~;pi!)jZ4hLaLuddJOP^7Y9Rz8 z13f_uxuFV@YsvQ|3xbx{Q%1Q|`&vx6!&?Ozm_UgIbW91V)M3!=fV1n}N?o64t^mL2 zF$0rg4Be`x?scXvyaI#u}ziqP^3S$mtmBnjYVF;Iuj9pU*-o(#K z5TU2tC2Mop6mE6~;ywyBEzUc8{i0KPe_x_9!~zaSsUVvN7&BVO+ftpqOKIcD7)#|Y z-L5~RGf0U*LuViudYA(>UjfPQO5T)imm=XyU09_9|6R+vPS6pOPAql)pl-<|!ogd# zl=;22??3|iyR}6jD=jue1}ATWH@?=n_TqaB9JCcsDY1#>E*H-^S|lJDb5n8?Lkd_KBW^E{aF%kJ)DOJ6 z2wildc(B%Ai!!Pyjyc~q%HH-OoB0KJaE3KNN=(T3vD;*N*GsKmCIS1^z==r}X#0nf`VAHD~(TVEk{d!8kqaT{r(ezTf^* zVqqCGY^J;ju4LBTj1n~*!hpgI2gdzvs>ZFjZo)gkNdQrz9qQI`=;`ek0&`zI_l z_Utvb>;~49mib~m+DBTbaB#652moQ&PWy+F4J-yC*hq9E$)GG2QPvb9v^c+t=G@R! zFbZ~kr+2t>g4km)enrHreq^U2Zt5WnBPHj3G#DO?J`4B+gu80QT7f=v20Q61)F}vK?DPD$Kd0m0YM5zir8K@TbJG7`LMfhkNq7kLo@y9!SIqhv`rP@%Yk$J|&yc z$Kc9R4KIO9G2$JJ##MXSn;NSMs}~ecD{z$?-Lod zlmrRJTu(qgj~H*4ZbymQ)O%4{%4X8lez}O}1UPDPb0KDL=pUCunuDC`1$_bHk)`~C z2(V!|h`1||Fzd}y;&zo+^3$&ALO*6NSJNE+3#XYR8 z#orfbj62>&iEkHZAlvIgm(nMyOCegT*W~Kd(dP@Me!@DurOezmXW{e1E>p$P!|_p&?3l z(HCSz*j0Ycqkld2VllnN!0@hzI}QOf!F3w8@VKJ{7$L;^yX|^nY$uYO>LRnYDhS7m z)0CAE#E?M2mI8`x`C7c4l0v*NUrsZ(j)MvClk3NLAR412e9~^?Uc@n`nP*{tzKt?* zKy(0Yi~UBDKX%wvh*1*9z2`9_+K+pKaaZma@m;_dZml3u1>y=p$HDB0_%ZD7!xtGp zv_%9E$08EPQh_1V0dUZ^Z*tm|W6-QT!+9wQ(?mKmq0i-HDtTRz@J)u-$!`#H~`Zg?&m{Ik8V3ZqF#oIvEk<9+MThg>Vf!z;2)d zE9Kjw_m}>iK}Noh20GVp@U?kN>HY_Gxr*rYAY}0wl)($d+dr!;zqFgPzjMQEPlA~o zPWQTPxiyycQ(Sq;-VB~>YnBm-WlGiac5PSX37?wnpq=hM7|098vDD5expgO zvvQr@c%Sdvv~U*hnn;<`dPqzO3x!GFa_DmVq_36bPz&kwd2B4}6~(jPTWK9jEXgj& zrr=)BD-iDtIiF!dTk)4lMwl2bK*rWP0ILgy2E%yj<-LF($q_j0BLp%{g@IwptzAgo z+x!ZGN{_6xhd8SAF$R_X+`6{R>d9!_F+FK2xp_q;0dHz`vY=n3tJ<&DHO%=xOrc${ z!fJS#OO!XusI}RxD7+|Nh2&H@;~JEm{H92Q7?$_!V*uaEgo~zBCgL}2s z=i^#a)XlgGRM=?(`BK+_N{e${0cu%)!Q3lg`_IMh%Qj06bm#oyO0HqqSZN+EJ=>pQ zVJMF#d$pv);o|mBb}ANu0iVSiUwc&yQs|qUw`0Uv%fJ~qr2Jb(qw~P&mVc#)46NGu z@CbHRFEX?6_{tc~3LXR0a`V+IMIddVw22F|->H0E>30_QCI32x$fjZ?TAcG z6sCM$;kyQsNq3@sci~aV?8f$>RwEbLF;xW)0{aH(nt?Ha=bPnkT2cNt9%vI0ybZgb zBF-@#4B2h9RXGgm2bESac3AC0`0rP~_{;zMkKTNPABIf&&Za0iqMBSm1&yZBez$A> zNZ($27gn9$Y$zNpM1QpQA<9{Xk4mFKb!V-9yta+f?S@t>DjciTU)x8mg@#&H?Tb|# zto@Iu_I5+HnyY}-`&VoK9`(LaU+)VILG^nqBc`p5<-}g~Y-~%hnRu2G=NY|JIM=wP z#vGH#awlh5&(4U*yb1Fy+;?GM`aldUgha>K4kjLk z!NokIuN}?w`XXp97V|Kv@ar*~WLS}sBAG$ljon@7bTvH_gV#Vd*Guf$+!Wy1&f&=} zP2AQIjuWnUFkRa_IYcTY#3GhBta5@&R#K1Kf?gsJlM_T7W+q?E2%}U^`p*mi`h!Si z@;H7X8$Y8FRadGAX2gTQW;7WDnPe+ zLbMFQm?yX$9-(2#-UQQPstS*&Y?Uk)wnlJ4mludmOARNNNN6h?rsklMW)XqU?Xtbg zRSDn4w=nU6p*uJpdP*W3HbY|*^^=orhVJA3VsJrYt5hbP+pCEMx4(zP6x%>&KZ=Y~ zFP;hcK*a{OgMNua;LB_rD3krpi`t~2kbR4N;yP@-3=u<&gD7prT&jx@1&mPK?{E*T z^-ph)$D?t3uk~CTdEt(Gy`oioKLFwQtp05YMUgor61A01vH4_la)`{&w2F{ujq|kz zILhG1z&z|+usRqj=6$VG^iDHPprS6)0{;S$ zAf^a2i5(vhjXlA+!4R_bjEy6hvK^JfAD*0Mn zb2Wk~X`^98ESXgNKTYG#+slxO;A=b66X>Q+y|(OMpV_Qzbq}QJGzSY? zO|+=wktwLQ#uAkkM`}mv&s9QxoA*1@X7r27W=E4ddf8dFoWt6EZx2jrftx)U9Pl-8 z7R4PYbj`V}j1ss+Wm0gUK1|saV?KpOcJ9D#ZaCL1!o#YBdXne@@;+H@y5hCDY~5>w zSD#?GO8QwD_COd!2~bE7g;=l)p;=^f_x<{Q3U63|)bTIwZ>~x8*T& zJb_3c7VQ22*`mXEI4Nj<0O>WS3ug5S2Fz*TOqUQV7UV}?=et0kB@oAgOt`3p)w*7b znxk9>1^G#YEkSVY5$aO*gc0UquXZ$p%Y&Qe!_v@45PkM4_Q8Q=J%C zz(g2ul@ZO$+FA^fs#@kJKY|T(94eb!{$c5=1gZG^iuxZQ2o0|H@Kq6ZiXKdW3vP{L z&rJ4+@x^sP!+CXb_NH7=@qm) z9!hoy>>y-&xC%F0B)pqk-R}<}@52fH|FidQzi}p6p4iM_4S0Jmp4r*<^z8P|el2Y~ zlT}hmWR<$RIL$WHRH>RPiPB1{s_w}V5-BoCW+|D;&PEEAqVizH7Mcij4c zHmpRVki#8*0MGM-0t-Er=tQdJiu6N&aA!ThhEWdUfX||0izgC97KjPzXpRx6dRYkx zj^!XC>MhPhZ3O3DY)m-#Gi;V7i`(t*%B0CU^dPB@b)oVwwEj5~QhgydjyFfcS8!^d z;VO^y#u`qC=U?LQqyEXD2xiOh%Zjh6`RV^0NM)XOQ8IFBphtwntYBN`iihOaNXY;a z3S;4H#1Xl&1eW!T%jP#m2?!hAkaJ(@9Z4v$ALRj(3BmJ+JRg?WSRE`f*gMgWQNA3Y zTfoUN*HZj9p@3e#~=Hu`?b(v1V;@ zF4PCgp+21QjCV|w8vdktY;m(YKC^$DKrU&9Az|kyROmpP;9Y%gKhEZsp?1k2o5r%F zS>xP50wr3z$+elC9w&kL8kPt?96v5Ls4a>O* zhK<)JQScX<^(-El_}rL~GtNlRl0ENLE-vj{R9I1BqO?=FVbw@2a_6=iIAs^T z6ooqhj}P(Sw9RhZSuiixI7&!;m(w7+b_N~AtR1C>Vg$mNIGWu}RDocevd|j#1FIh{ zVHEiI;>wp4ITAvLT)NUgP0AS!Kf|K%a&~~5^T3>QB#yuSIY=*+00oaeE!fw0`iTAKrPr-oXc8SepHM z#i6$%#y2Zs#D^?b5EOjbip)X|d))Z-<}S(>qc?~ZWshsG45?IWf<}{SLO;sM^on1i z^ickDZBAnUxoZnd>!7NGFd$PUNMUknHF73nNTLsfhNB$B|C!0-F3dsWg4p{b;KbB- zeH|GTI|#oeKJ)D#F^azKw|*A_(~o%d-H^HTy9nbYp2fHAZ^#Ajv%HIkGlt*K|8Me) zaU_2wq}9b!>9F+zZiVX#E3ecQsM%8$dTH_HOmkf7t5@r>okg3LuSh@l4RsW<5+e*% zN-ecW$a+;o%;X)QAN_R1_iLtwblsmN;U2tqAEHFD_Y1MT4&>u~ser7(6AdVaOYbbN zHZ!GaCkl8y2zY7Z+A5F{Ww{LgBgrnU*SLlb7=NIbHVSZ&4h{tZ?s~z?A+K+uO@25z zEb;?TYRxw47Xh0gn9SfNklBP}f9Wu08%vj9BVPk<%zO#Zr5kSK^Um=fHX~1F*@<~= z3`M08s``YFWSB}zhvT%UwE**>RTcH2s2TTlcz+Lg&%fJq4d^q$jaP9Ai~Wn<1DE{L zyx)VNNSQ9)gRK@RB7yi=(>7!~a`s-fIDvww0EW1FHfVv2qRt31drNsXu6}y4#%w6V zA~X2l^Fh1YwR_=PmrEQpg< z*l?Gu%dOdB(`{)_E)m>zD@gEY(L(;xAT1G z@$R$Y@%`fN?k|c5JG=L86a!>&fVy{Z4vjQ|r10ql=^uu$K}8T<@_ZB*o)wv@F8<9( zqQisX9(2j$!&AopKcv!_wo6p4NXUAs&v7gR%4m2zbcK2)moYAPsgAzWXxp4ua~V{% zS5UNO4Ry~<%mmu3jiF}_2FR`$NH^DSW!PT`eR%f6#R|IZ`D8MBIXNH9wz{n+Pd~i3 zv;Dl4riDlY-K}=}jnFs65BmmlUaS({6AEYMUe#z;q^LvTZ`6$7sX`Z(X3%Q&DIyES z7XL9*Ii}CO_)O>OX)VRVmUOT-H-0%20u&4sGRQ^=7sM-u! z)DUZQZ&4kXn?tb+A-bxU6KYF-Y#fLwAvS`i+Q<%n4b!jHN6+*uW zwHplm!QU3udHT`Qd$GI%q4BQ{0oMqH)A>$yG-fk98 zE}r)Hhm+&sUh*X4+v=|9P-EZN@!EB;XAXj`%o_?$Jj*AOl)PylSPm#d~ap2Xt@Y*&Ma4ky1xi!nZK?Kb#D>WoF%UeQ<^P;TjJy^ z1Ae^-Xqg+W43!NR0j}_{l_8_$BEZwbX-K;~TNx-@3Dm&50?WahFPP%;4PN0l*7<$7 zW|cR18F<+0;gPy|!&pCk)2nAi<#@d zokw4XtKHr!H5j6O1?(+e4oAazZvRl?iIt8TIW4;>aoc%DU92F6;&Gha>O>TN-AZc* zvs`?u8hB|n(pew{jsx#$i~CjWln%0NGD^5Lk*F&vY{2fk#I&Dn4Nre{VmbHUxa(Q*^(6B93#ZcAb@NBiy(g@P6R z1wlge6Fg@Vc)UXsDZdIGgkx`(EG;p|pG6G=(bTlFw(g)<+i_`I$Zlx>MQ{-*e)2;p zS>B?t682sEBa(IK)ZB@Zqy_PAoD%l);0;1mTdYoXn|7c%jaV88pNd#9(!tk2xX=+J zS(+wSliKh#K_ZVTJ@G$z@L!f+y9fUUb^mr+_bYwh{3DiVD$u-CUg5r-eoLkxg*Ahh?~TJ| z>FH`Ob$HQh^DVYx8w$~x5m11kp*lLG9fTNoJ=}+5ET8rMfb)=eTav= zr*EJ2=swc$te5Pt-}1LTJm^7hOp_l5K!Ungv?qIWy5_un;&YKENHKbJ7qsvEH9qm# zWg(~wYKBu*Lf2HuHOe&=N~+~`TqSOqMHi`sH!x6u-38xXdw|9<90$cK@$I$8Z}AZ) zFbx%+^jCQ8v5={W_>f#2?)~NO{LX{#KDdS3h}|vHdhr6Z{@^aE{6pnvX_at$x0}uO zgI!d-Uai=46?*dEDH{Air9rq4p;+!ibyehkvv7h^qiJeVxOh@}M_T>vgNu@cj;p&U z(P|9o<6*4&9BvTzP0x<&(tGb;=DPIO3i9oB={NqmWLAnWp+6Z-5QpLAx8koIc#gMQ z{X@R8R_b+5F4#iCevalaMn675!kS_-^WXMnul?8bvZQ90d&3iCtHwr~dHhyH8bSb; z;dmb*Gm#b^zNoMrgaz9e(SLBGxHv`DvZLV!?ies?L*mWx-i3n~g~!fg2m>=%m!rbL z@USIpX!!4Q~ zEp}5rz=F;Yt97e2qw5*2k{1Y=um_ZFtuJmlKZ0WTXfoR0y4|@AM>LCosC{ba)7~8K z(`m3vIJ!Ld+~dNIr2Ctq+!8k!EO5pYJe!Y2yZ*TNko|9x%Bi> zdUo+kpa+s|GF2s2BMPHtp~re2;kSw8o$4IzAKdZbAd~`}z9gbUjMG4@Bjg7HYs@dk zcxGGQVy*QX{O^YR_q`jPPA99gVRi65yNf+X*b|IVp$*X$0m7mh&NuzhS^t7zzUF5V z>5E}45Y~h~Q2k=?OK21`NN~IzrL5K?X=c@a09kmwl!ZbBv87zz}k89nOzBi2Xf@M7wia$&&zc!I`eZpVPLS_uNHr^GG^;gDY-q92si3J z&p!Ysi?6~cFyu2dpU3jrx`_q@jrwAA$k68T1P0)8TR<^NhUZl**R1iG0ZYs&E zWj34;j>Pr`oB$x4>RS%SE|gF=Uaa11i1;=cG;sG30{xH*F{j}aF;HfE)1ka++77*5 zJb!%e@uu-KdqXx}v01!?c{(&$h*LH==<}6{94qTWd;~E=#x?OVD;t+?_0r1a5X#0t z5a9*^q9ur}4I#SMKE%m_HJlC^sRxGW)5)<+Sn)4-l+Nw%E#v1nn-HfAhmwA8>pymB z;WIbbTstAqHG150JH@+nQi>P8R;%;b1m4QY*Ag`Aq6#Ps&0*9ICZ0bvV~K^yP~ykZ zNaE?#3<^hA6%;9!T{66L6KO>NDzLpDYfisRJ%APv5f$!JZ|kb>gwu+_U>e5mZk2cekJp+H08 z@h|b*PdC@;w6A7>w(+BjdOk3Q(XsUMUej2Fc%^FWxh^wA=IxLmo*%u940pC>j;cKK zAUfYrlY?lmPy!Jb(!prgU1=-cs^`oQB`a~gh!V=z`puvPVJb?gDnzC0Zk4$7l=(sD zyj*L&e9>j(*nN=%jQ&7*+*by!Tv9kK6O9V5-PMDq#RCjSQlxmIVlw}vz_;fJZJ6c?0INF<> zPsR%?J;Gh?=BIj@TUc=$*Sv)lP-xWm80jj73q>v&k5F*EY%x&l=fjh>?h4sE;3t86lk>tscC{hc0iD|u z=p-MzoaS35DL5k`G?xw;R<~qxWgw5w8jE;e;YZ+0lZK279P;2Y zHeCm=0kgy_8NaL&sxw5SL%0Du7{Xp7UKG&l?q9(8W;laGfBWF|S`s*pbz~;%=&-Aj z_h(oTTh{cWv$`m%UfX&(ynD`X#_VMIWX7#EFH;wdJ)-kX=fQwTr0*834kVU|I7H7#1yIqRcsrub5dZF z8nm9|wW=1@(ynoX*~-gdjsSx5!6AI2C`daP^6HvF+Fe!5qO zDVhBoNO*Pm zu%yj!l(iT}?P=|hj?dES$7hS7bJ}Tr{=K+`QlGTRNv<~uI)o@6Q-@HMrcD~7bc193 zaL`7;H*(9`2^o&p5+RkuC=xb>NMN%hOR`vnV7dRH7YAJH*2n5HD@wV5=9NtZuCm$C zwI2bYwcSCf4WW>jvoQ9vsHsi#3N4MUuF{g!b%l1MvMV%Ga$B__uf~BG6?^fX6fl|8 zF+t!NuSFUT8_L%0XP)v%CpMny z=5Wx}5^fp13!ZRW^0Jst37^v;mG&ZL#7z#as+XISQaPt&(0t2Gs(ZtG@G6i1!gQES z49}*ndyjZW*V%(ABGc_pdiv-Jr;n-&?=IEv(4VaFV=7S)i92R)p(R6GbpLRXVl%ynTS`Z6MVy4CE9zvE<)19v0%z^s5#vr)0gB~ ziRH;;g(phRXk-|WTL4rN83xk6mnit+_GZ!g z8JM>Oxv767UPqN@w12HH-azr=7~rP9(tD`%5u9@COW&7LI-u4*AK#H;dXCl>|3Hf2 zC0SegLzJqkW^M70*qGkT^{qcZ@iPm{Q(t497(|Gq#|{0j6MYXSA2qZl_CAqtI}H_x zIXY<8j((k(d%|!&(FKyEZ$Do~S{0r`hGN@4Cs$Ci1Qd}9c@aS=9XUI&NV49ET(M|N zE}r|7Wvwl_eBPSjL00N}Bj;AyHwnwy^Y{=#LkywSAih@*k+FqV1Mq%50LC0z4Zxjx z00JdP)dA4hEGw<*2X*ZkdSj*59@;o3DHyM>44{@K z83JXs{%eVn5uH|SUrT}>+GVvNREV$~_kqaK1bQL$E>8Y%Qc!P7;K`}UmJqf1FkbtKG(<(wv-xb-mX@&eTaI)<+Ps&FjM)RmjZU{qHJ zG4*&>R|SFKiWF9_-2CEekDzBmxZ-N|PT~-*2qMJHxng_RrVPhd#US+vS8coAyM5KB zjOKN!}+SMy(s+L#CO)!N!&e6_}Q5MQma9>P~^ z%LDjoE%ofZT3a5wS8I8nDy-pETg!QUwT}I$zFKRBbh=v0-uCm}?W?wZ^z_PYzecwU zdrhQ~XPMf*B#ZDiPP_AkihFI7Xzl&pj9YKlfA1m*q$nsUucTn3(4uhINPkygdH8 zq)o1c-ZCsKX%w^@J;^PF_o4l*@NG$3Q)6t|ze{S{JfKzdDMbrGPsU(g=<&w=obh{KU-LlE>5#cdo97y=~h!jh-i!T9D>SoH>ZcE(|`Skm+^FZ z8yMoPr_*n|r_*0Sy!R{nI)xN+C9V;+=rrrndyxB zv&g$#mCJuhBexsylu(n#8wKqa&1~`G&}*3JW^n*RFI?j&4ql#b4leP zl8~V&nrx9$a%#|NGWZwBq4cUQ1?ZnVdo-F11Kmwru zlI<5}tdpmDm_P1E4-BG#j8bzFkn)3(iEjakt3xBx9MK_GsIV`wj0~w{oIemU6Cc_= zBW@t+mIlMtNz4r!Z*{DL4G?FP_s`<%o@(w9e9VS2?ag8?S2Ucc$EU}Ip9($_MGZH` ztj=2WIvprs=t;NK+@(SouC^9N%ua+k=N*NG;PCh}R_7K>H7-Oo@3hv1$Eh4Y6_(+} z{x4@EHjcVj)<<%D z^4LeMNwRmI;>+zn>Nru!O8G|d&O0SONUQAH{#UhM_8~PJ*sf;Byk19_4!knod`s0; z3xUZiZIh#@t|2G}OU4AjX-gQSW@xInH3f5k@xo{z8z!sIo>rzv-!iq9`vKA_#Fs-# zEku0kjdYgI9yob}OM0 z|3D8%dCI%cL&*q^5_X8U^EO(p96s=yLV^p}?Lh)3lGRWPGBwhPLu}yrUv~T_xw9FM zdO5VkEOdVY9|W4E!FL_+yKpk;z~@~qVGzo}xUieywK3nz1!CVjzX8#5mEtJjxI3`O zH9Vr931V<$3g5X=yo5vQ9y~MP=nn(LBqPNM+;gZ`Z2#(e$;CI*;#H$ZwGqJSyN%Uj z5UF<_Oi=S$W6eO@7E9`v5B@poztdR1DWue2Jot~$?mJEGzS2m$-(f9@EVZDfM2K1i z6;g2t5~R*b(`U`o%j;JcMCtv6p#c#5C1?zwjBWq^TV*UoSnL>a*R;b3Y=Hqsk)RIv z(iGF&LzXr2ZSu{(Hc@)*4i>dB9u=vw8S-qLzn-L>7T8MOQ2P7(N_8Ov~sFP~vBFUyI zZ#_)p^ptBSw~D0lhK7s3`$ZV8jkr|qiIbWhp{{wX(f)&_qzHVHR?(#16&r(KIHng+;|p)bDD z{-h*NzSCa6nd4{e9hnR&*UFkDF>{z)X#`G&rT9mfg+E1NO(OQg`Td(Fo4Sy;+6zI9 z-ud-3tZzkAXs31&yYvrC%*0HYE|g z0%Nro2y$0(<{;B`#KfV6oy!U9hQ?VF?n%NA#nEMU!WRcXBOHt3gbNV=LOk!&W89gf zECcAcF$5_3OH-@O2UI&VZO$hW?G^4fGAg1y^i)XGY!sFg7L5=UZGzZvl5CYQBublT zae27%OTG#kkjF-^^iuNx_rV8QchCJ%k{I!jX>@#_oFP8UOL${L%X}esFdKDT7dde= zXpU+<8}&Yy&C7|wY3hGmQBdB8m5%t%lQ*T+%T& z23pA=e0qdfEk-g72zWSrJ;1x8o>02j;b1~1T9euV1P4@+Cj)1@3?i7kXc0%$-%B%# zTKEdl91H`%^k!8^s)PF+NXJzemP3&Wf&^m?45%|6)gqB`GTE*%r+A#BZ%9F(l*Pk# zfNCa65Dt(VK);%$nY?K!jR|a7)TNLgQ6^dmdTQ6N_Wb=p$4uXYWq-T1Ggk7lk$mx` zE}qaZ5=dt2LQ1dxv?|kgDoQuOim)_2JGb&RBIKI5>8v)4Yq~nupt0SU=R9pYL$tODB>imTGHEXF+#>!^ z`861+PUuf6*d|Go6+(aV;2%T%^2hacqc-S!58g$!e_UTJ>{wF;-F)yvRIaYJ_J4>x z*t63U1`6&W2Iwnm^udEaMWb)m_VAS|f&N&k{61z#<`V=81Mrgvzcdw56A)49EJcgd zT7(d(upAXqt!A+Ne%hFzsWShspeOo{+&e=MVJbXM=Y!t%4)j9ZKX|JbdaD-#If#}3 za>BK{&x)OA*NUIseYW%L#<%c9yz~5Lk3W81e0ulk)4RLRcYfoI^gN_D!YqXJN~VCB zB{9Pxz0KyP4ARdhgFU$LyW$8g14Gzk4bD%72u&_ww0-A5Za5esjPu^0htRKcaR2^E zJN$-hMzpGe98J$1|6{ke4yD2fmifG$+_8Iy2X(z~nFuLfA{5Qu>4>pEV?TJmz(WO2 zP&qF{S0`9D$h&abws1?@TPA{)?-CHOB@rUztG>Nl2~bLk`@;i-7-oFx&;_4QrV@%% zWxr%nFg`#Vxs$j6ul*MTex&6z4W3wO&JfTq24FJ7O6tXu( zpksy>8X^R0uuXeo)FI&YzL1bcTb|K&4j2TiJOH(qv|wWxIO2Figo$!DV!R;uHd~${ z%(T!<*at9*+uJ)ud}p~}3EhbOT6q+@6o%hTgycYIC%*215xm6phIdTbDU!r&(+DhG zhx+>5!D-!ZhF)bDHGu+Y5QOEvkl5+?WvaI!d<8*kJPlpawGI=^CJI!2KW~-do@F<1 z2$22prUnTCN>V!v1*-eT!%kU8GE~aup^pB-e4*r+ShOBqR@>zPdPqaWHCDG;?reW? z1uH(efLaFO-Kw0&avZ(nV+hzJm<{ zE{cl_cqow=`0pZMIeUgEM=9NPrg>w_fI1hzGNQ1htJ@74i0f4+k z9S5i#Z}v1%h-Ad$j%;5p&cY#WJz|iV)mLx%fz=ZM$X4N-Kehy0iqtnCzLbv!MbX;> zYIT9?gFD}sC2@Hw-2>Ra3A5ClNXBjq&zKC(TOpy4W?SH0cV?nx^kSr--9|8dsxu{5 zxsrhzC`zewB6cjbv42wbWxF_zK_L{*@3`eGv=d|xNWda9L-j3LSo|yl2T79f?E zRC;54EFPwbuzCd+7AOBXUI;}{xwWx|_|knu*tConzhn?$aK@WnW9^p4^!ps&Ap*}k zCnpE(UxLMD%T2~yUS(arnxhR;9bSH?5~Lr;(@*=;m&l$p5u`zenfH4SeHjCaZx)|} z@f%CUGTbULe^qN*xt~IM3@ONuDs^!Y2t=6Ll$EL)ph4jBdcl4_z zqmeob`eFI$0+mu#--J{qxFN%u?g;v(zwz(9)i=G>H~m)Wn@qQqs+&|@6bZjQWVn6! z8fO=pM<7u87pTIY9LyB3 z!3}w4!I*v6Ie;o@j;qbu8a+r5u^Y!8^e8Co#Jhv`AV#wGUMev0xWPO&gato|W?236 z<*<$c2pKO3@up&6?N(blxLI(_`S4~Vq*LIPT@oQN%@D8cC-`?>FeWVUDCw&J0iK5h zqsPG>dht$<-x2WXtVO*e5!$H@02-*f8y+6bwV$ASpckHCV2DFmco*OvzcWP4@I9gt zt@J5VSBnW|@?&p2I4fihdT!c@5TJ=a|FFh z2_pLR@irLl-}$r4Fx-vx;-^DcMj(;}bd5Wh7t#I^F6Af1QzRiAO!xapCUb89m%8~e z6ory%?Kdpiu*^f(4J`;+hp*Tl-T$xR{*6xcee` z27hb#NnPx3g@WH0F35~@{`K>X&WEo)cSr{N1hfdP6ctnZ{+wPbY_ORn_Q(&zkIYwCd}E6zlNrJ*zaD^}K$~5(?>~8}nGBg|uTuIP zrNX>MU+!_gHP_kN879WPj2lhwXl#sKu}uY`IB2uN)-a~yk6`y zujy1A%at0~jf_=xr)^gb87olAii6$sEo0B;{;zdA?!Uf3;5+XC`)D@5z(aBC=FKEc6K8im8XmX12=M|q9p@~> zI}0xs6`qSBSG!d`69=U}F05wdcq~_(59cF9%?)Q6E?qqMAoK6#huPp@ z^5p586H|iNB?p{}UPXHg+YyG8K#C|lW49>+syOmi5V@=% z@>VoJW(^k&uw_;h4OB)0LxgcM?7l_L*OcyOa1WOnh9 z#B=b?9^ZK{S2@ISmyjz~%^7YJies;w;dtn}jicwU;0#yRTsltu*nZ+@FO}PA9g1%% z6h%O(?$3d!(L7`9vk>ARDj|7*se8O z8)dyZ4340~Jw*a9ZMiOIv_UD_1K6A47SBs5RRg%BA{+ZOTvh|Jm5fv^P{5xg+DgV@ zgo9o0@SE{6OMOS))gRqu+*Fwew_T!>W+*aDjS|-!du5l)|Kl78~uhd=%JBUe^BEmWDylgldu)xtH=3(KPv zUiUoiqxU9uP-eNBZ69j#K^aJ-4H+UzXWVA>V0}UK-{Wl0MCZpnCa+@aMtC=pfV6wEh?a>}HVOlsIN?$}3 zTQk#{DkqRbLgwgQf~JW~=f4HO@&Ub)W_qb2TfoPy4h4t<%D1l#+!=xWsoL+h4$_#G zuLjZK)g5N+h_#3wuYuoXjHMc30-;{`V$}up&^apuPR=>9X1rR%I0w&i^0XS3NpQq1 z2aMDl#vHj+DILO2xwXeb9chLG6J#Uf+}=T=#IjPCAJJt_6T(-s^m%yHrPXGWS#5w4z*`pm=0`0MvYuexY*)>7!W9~A>1lJn3ikjA^ zC-i4ir9rhZpem1`K$ML#O&$zxVXMTwu>PVzQudPi{6Z~avTA}zBEGttt$Gq>Fz@5G z^pQN`5X=RhVK7~N{c3_MRgz((K^|itih8~T)J+8xihc}8sJd`E+N3%k<5aacJC8UE z)fRMO)f@Y$#o76CoLLo4*M?DpGn52G)Zpx#yV`J;R$VxqI-H4k8P6%MvcBJOls5|E z05S}F%Q?MPB89M+m1Iap?*x-=$ZiDpqDJOr{jT(4oi$amt@{#5_Fg4|^m>vhvfM9* zZi8zAik^KMO;r~3D=5!9<&z3dyh}gLG(O8TKFMec@~PVAm_ouZJflPD!4OB}#hPhn z6ri@NKF$>FXM?d=I+U8M`b?AbvRwaT7oJFj92`X+yvYT6u00<}Hpv;mKW!nfH5$%| zq|znMiiNLv1o`IA3*jqn;<$4DEb1rV zxaJ(n`&@?OrRUM2VbtO{=cvn%4|cH95yFZK*g1>+r#yz`M+sZ5aGbE(f-wZHmk;2o z#|nGXgW?-_@ozk0yjOorSn-(gW|ur_yxEfD#-Ho;P5`nGmxENNhsV3$Ae~;&{AbTB zziryP@P0<+9p6A`3B&WRq`SkFwxp>GuR@jY-;@TA*J=dwK1m)X?eD0uln*#{Qazqn zdQ|mz4lYVSLe2UN>KYDv3$5+9q|YOYyqUu;OYdfy5$XjbN(XuEIH>@2v2M=|ECbLc z4If6A;1ItzDf&32q~urm(+Tx zZH$g;S{Wj0bcoRy1Uf|f*;Ek8UKBg_S;7Q4JjAg5sjj`U6I~;bzZ-B}$?0_Xl z!(}yxxFfhB;Z@HFp25wU!!YploM4j*A8ll6ti8&4!Fp9*l(eqbBSyZgjEd^D($kc} zxQaTl3_PAAgjs`wx+g2`UU^$C;(>Jre#lx))35MFR?c~S?Hd-WEj&|Lp}y1V*}}Sc zpS9-;t5wbzer)O|=oLY0<+FzEVxNnSYSvtO=CD%JFq&{&bN&#_O7C8=Vth2JzJ0M) z&Ys^YFz0YKy5hT-ARPz8*LPXU&MOD&8p`sS<>jlKTV8j`*_G=bu|3MChp8ct5g*dy zD2lT;brSCQ-MKqGgt^psj@%-%!L+?UnC(r65-xwMC5C`Bo}&SrdfdR|1dqkR`qv-l zq_G%N0IevyPGi~Mu!Zcu?!&n){hF~mqQQTV>-liD)p{3zFhUqW zrmZAP-WKek>4E*r(;>RuqK3HPaTqX<2BQ;9FN{y~XSIKJ?|yjHte+9wY$rAu`!&u( zKU`u827x*Lt}=S~v@xpf4u(|Rr|V~Xem-A3e!RpEj$e)jI)&t~FpKzY^@+qbS6zvR z8YvaT<**P|WxQlE;t$v(_H;Vg-(f=O*VU(#wz~49D7{L`1*jrnmI#YHqguF~GrT@r z02VJ7wq5UJe5lile}uV(PpeNXG^v}FIAJc^H9~5zFgu&VjaoPZ{%Akh{b>1I5UL^0 zMgPd=BA+fd7ll%@g}%mI0CV|V=7aM%7yTofi+sA=TolTioeN+to(tcn0*%E#!d$|q z)#nnLydfHcrfVeAO{L|w%x4n_)D=;AH!NYN}wuu?qgEsejqbZVZg4 zV$P$GG$lx!Bt)j%Y4J^|fj}4^=?3>b(r-dTVt>u&wD{&32@3SsYIPWEEo~9pM->zi zQwN3LQvgygZ|g)?)7*;yf!0}?7V3*BZUd9vSuNy2{bX#XH1OIwi$k_*ax6iNGfad$Su4U6Hl&kzQe zM`OqncQBkHmiDWGTK*GS0!o~)jqi3)2YeZ{D1#ICb()dK>YW)f2+!NC8!ZG`M3k7s zW*njM;CnW-T-*}AJETrcrYW!jYlx76yI3n3h*X732+BE>Sf?A?zUcfyBc01G;skel z8%rDD#u#_qbwv7e-+%HL>jyHqhLu9J5YHQE3&-8t@1gv?V5uDj-6hTnSl zf97FNXRL66P6LxAQx4oZoqOp3;OwhEi9cXu_0D@%f-pIq!v~H&h8l7McYHwv81>O$ z?-f~whH?jcR!7-7FDPju1&7&!rxWUExmIO%4>%0Ug$^yWsN34+_fPts^rQ8n+j`C` z-wPj9Ox$;s-)v@Jld9m5zcE7zwjPIrQ{>^}$E~;xRl#=+A2$oCN!0JgR3!|#2`uUy zB&QBf0LgVT>mZPfubPt!rrRBYLZhbLOQHhU397EHdS=JEVv8mUArPNhJC_^)HRM@F zr>ah(j3&wx9c8W#g^L-Aahuh9pF|dITzgK^uvCknrPw*Z*s0XQL`Xs0HayJ|2ia`= z?o1Y_^%;U{%UG45)ejI$OCS)x$Xe;2m9y7_&J4{E$BB{dSS_xWPNsd0w8BbA;W8_b z^Y44tLe4yI6OTrI;pti1SrVjCx|KfVOmYfYu}`+i`^4E;-={1ZLL!Z&GgO0W?yQB# zgR=sE^q5FKQaOhq_k6AZiaYv8+iOPT#F|zICimSI95Z=Ih7DIMu@Pe3`Zp!4cljlW zm67j=lAVlF5?jhLraNO(JQLJwp-}>r5`|R)k?(gvD z%dgtM`uF6li2m+hefF3C_IG~g!S@~vkZvF=#Ne#(=)r#_xe6FoEDO?N<^Srz|BUj# zot{Eg^1nRV|J_hT0>HM>qDP0n`{?if9?Jd(hiTvb;P)Q=nBV?g2W8*?!{2-K-{bo! zC-C>G?&)8BCP@qolKifN2|dcU1Zq-;hmed)zEv?${frjc<7s0UZbaz*hczL0U-qXA zvo}YW?mxJFnK0e!9~5uHbk7DIMEd@PMf#q+WWsdGwuP*Z7Tw)qg2N12;)?S)JDSf= zHgDZJJ3E6_C}WCuCey=Pqv0Oq{@JaEJKG=bKKt+{;)+X?kH^TZI16uO#Y-e(JHc&l zuaBo8+!)UoE2w`s9YDmv?Ghv4af*u%7{laXeg<=T400bDm+2581yC!-H22X#-bpLG z4by#c!3{6bw@1jmX)&l13D7^KITt)qHT)PLpW*+A+%2)LVb3)h$kS?wlD&;!OSoe= z7${an1Dk3DeQ#zL&2SZk13w*0?oi zSRar*%M>9t(||BZ(I#3Gc+f)2a9{~iEp2+7-=z$oR(?J%)ftdYhE)h2i-8Nmrpqj+Qcklae${6ggmM98^FSo6wzfkM8Zr|mT4W`l{?7Rd2W-a{Icq*620;_)u2TTs^$+9^baW7ztf z45T3yp9CJBpiBcPg^)HQ5ppx<%7LV8i(1wh^{3KsKD~&y<_J6MDAjyPqrtgkZFw-b z_;5O%Oe26)!HQ!Vv5e*s^G(ogJV7t^VS<9dV14_|w6pM?D4}ZDLRS-`$(}Dt5b@(Uigs1u)=V;)5l=Kp|K#4t@sn_ z&w4x-wpgvR_ZlHgnHGB1>$arE49Y`!`ipVz0NWMVEbIO=@|B85F9F`nMC}|x#I|4h z8v<7|5ero@80$qnh<$6+yR6VJ+GhO%Z9)GT!6R_k%gK2UDI|^tFv6QN96Ho`CwRcJ zZ;%`JPlj7}ZZn6iq?M1T7m|Qtst)xgVxrr#;r{$+>wN$^m>>fa$YtxjM8;53XZTK_ zaBBmMMzDV!hHvLYD!9u&60FbWOfk=0IUSr#C;O*+!d3k(In>rdv{7WB%kZf~Z>ViKRO(n5 z@w5w~#$BAGhC3DR{&Qq-Gge!o*6ukHRoC{y))F)}8&(i1wl!og*{$J&4O015@Ji2{ z>7L2%wEy8kpaI=Ag)fJM7)c>^CBg(6D`@*Kp{*Am4ak2=<%ojK)?(C6%kaR{{n^%2 z79egiWeJK29JNSvild7jk{V!e^k!9Ig|E;`IZWYg%*R$JMQD%AjwhGIg_pT%vzh`( zP^hVwIihYzVq4T*+<+jqA+mVbIBFt5W=kf0`(DdRx)?)gcP7L2CijeTD%r77>LN4Ye!j)rGAl;sgT~OqEGaFkrYUC49Y3 zwcDD_2ZPZ|NFRKW8j*%(uP)?oeLeyS;b=a>Qwrz+$5my8LA+=--fD4c4W^}3Eb3t= z|K+s+GIQp0rxP(Uy@2t=tC{vxEl`>?$`gbbHKR2fs=PI8OU%XAOJv-_jI$f zP)Yjh3ZW{WU};PD7L)I9cy3WYaz($?fz9$Uun>2Zg6aCLAcsf7%dU3(z&O6!s%&ek zIGa-`xAiM@&z=4G@T9$G2Q$K!cCi)Ao7?t}~!OGTC$K)a%Gr`dUB$e`gEq5P3|8SEz zH1Q|}8BB$wx+S`(C3pmvUnmS+i23CODymM z3t6Hh=j~7hW>W30gvvE}DKOjv<9`zQ9ydbm3Qcktx1=-aR)y(n&#dZZaSdrx`2?MV zu%Xym)=dJPCvDJo4mDXE)yQd~dzBS;C8LnyqH)uX?mdQ5h-n zu?8jby$&H#5Yh1(FRO!5tawRsDK{@8M9VLUk>k1cjGGhqh2$;P-k&prDKee5yeKzQ&2g`Qx)rzRVEt%tNJ8(k9`F zUZ`5^Rppnwl};@AmQ2tXLQ+_sWKv|4b*7M%B!dr(At~00=i?aDks_Ip=yO`4tdJ{k zE|EDfX;lW)JfHETX*%Oc!)(TrMUxp%>gMuM|0P8HY&!C3>2$ndJ|p?sJSiz|nwJzd zOijub%}y%RP4MAQnX)%oEqquyIc=0r4d0q4hQg+4p{QX}C|NWm6xU7Yqlep%@)_~V z(kWT9d`|q>JSmno&5C6W(_+!0d9l2HVox7dW`<8IOide>=Z3F~CWqqY*`cs;dMH~w zKUAon;IlugOc0+|n4mT+PY_=hO%TP+6GUO-1W~qlf~Zh8!QGFZ-z!Z}J}sS~H_Rs} zUz;Z=#Z42G!iEV-*`f(b1)U(}=KTTf$KngbYSOZ`if6nXSWhOSi}B=mh@1aC0UW0Q zb*)4bgccyGVf@TG3GI3g8f+jo(ec(PJHBSnjDGP`Gk5Z5Jv{0lzQ%8Vh>Z9^OFiq& zo7vyNe>r?DX;FC#@t;b}kI-la(Dd9aMa@{r<$pI=PepLlmkp?zx|)L9tLMK=`<0d-}wzr)I=Uq!O@!s(UuxiNligN-ypA((u z!Ov`J@=xY)PZj$WT&qhy`8AHPr5YH6J6V@XqO}4MfRyy`_E(%YLDkYSL~9eymk2HH z;wFf(2B6ZHQ$`WLM%PdrToG{G(M^D3jq-3~i6OwvA;dI3v7XWx0MVo?8Ysr?5=W}F z^gZ~zve_zEM(70I&Tj{@f@IOi;f19w+|I?#)=#-H?F#Q3fA z#ACP@KHj~z^L*#=?z7_Y{o?NKFNy~{yZ7)Mttp`g=U_H){-Ei>F?>E~o(tQ@fm-Le z_l6sF%q-gzo|ngmr_h5Jhj>Dqj%jiQ8UldW66V*t{8p z{&ybRsil72z2T%64N1irbuxwt2)?VsL*9sIJc>Al2~s%VDR4jBO}v}Q%zuN$0^DaH z=!{SN6W(PB!~cwS&fki^c3|w)ZuJijAr)CiNny#KBQbg_?d7&_YWJ<6FDmo1bACw6 zEmBJl1FGY=ehNe`ZYFaUwN{h)+H0~|RwJt3ke)oVA{e!6XCfMzwvnCV)C$<|2oCj6 zSWB|ljxGohYV@Nch01P3(Od87IQFsa+IN4zzz^G4G3WbEapx2F6oo2 zh6#p)!W`bJ;gm47Mna$)C}g(D)=Vpd1*TzOHQJ3u@;dgNz|#){-rbkJ0dnQS4s`PJGk937=1Am=zbQ6gbuL5?u^lwc zPCqdwFAqi5R@kYJikw)kqxPU~&J>ZHHX;6tcNl5wfYMQ2_xHSzJDyI3B-v;H=i|ud ztn07)o!!(sN8ML`fGf16?}k~Ov5J6kWZ*j;?bD6Myk0O3*;u|vHgU-3+1`L?j>H;L zlPG?T1p(7a4SvwD^aThT@e;2fqn(Wd=#KbG^Tjp1v0U3My0Fx`w(h^&mS4V<4oTMs z0J2JbY2Ypd3?SpQ#ce7aK@K;m21eP$OT+~sWhNQ-z^G+TJ+8Ddvet``a+kg+9J3Kh zZ|5HGhG~nWBxxs_fXqc#@605o*c5eue#QDP0VQ9)0MJ=0LYplkibhb8F5+8m5< z9K(=I)+joZ=xQZkq`s|r_h1ChjRnK7;i)^My#;&q<8Pb`w#Cv{}A#eR%ddCHa~bj2_KVk5Gan0PXOOV0*T4y zf7HnbemEyK$IeieZ6up3w~{yERx(UHV`MAR_MLM&aMG+BY@WzBsR#<jLwo%_ zm@nT>blE5Yjiax10WUOyE|MM&hVN|L0oO;2JHUB&eNFxh;k;(hj7K)e_GKgNHd^EV z+EczsFf(+m^DD=rraZ`^~TDuXqh0^w3z!|WiZ%NYd~wK;*vsi%1>!HXs~QB@IW+u ztHW3gG2kf}%X_Pj1r3&sg^x93j3$s6hs5=@?bGg-<|oV;B$KZhXI=h=-oc)e-V;1Y(Kuircc{2C|RP1B`-)+oZ|5j?6&02(@>D z9M8DRakSX%5P@(417eR#-_jb?G!wt=RqH}Kw_;VM>bkEZ;)BKt12H|}ij^;>xS8P5 zY_AS_wjO5jt+DBW0IZ=qVI6#)Zx_)FzzCiE4b9GJRNgs+>&0>Zvk5X8ieY<+-Ec)% z&;jVdNc}hrew*;Kv6MOxtMxbAf$~#vVF*3L;}$bHrkA2JWIhRDS`e3~Aegy(F6ecN z6S`g;<8+~q;ar9X=SW@~=)eM8jB&%8n%_&P4MHT3Z@+_TKb)Fo*~?=*NjGa8xf4nUJhKysrT9j136-tt>T8}0(CY5d~L z4j(2$mAE)Z72VAH7v?bI-!VQywhMy#rj8 zK{a7>3^b{}fRt%^*|)KQ{u-#a7wVm(0{M!HW>Z8b4&r59Te8ohnlJeXPar&OPazh# z@>yAVqlid;Yd<1J&(a`2*REX)7fZitiB)IPBehFZN>5H_#qk6_M+ky??V7M-@OOn- z)#KXt%&n5cpnz~f@gwQM!dc|QbX5WF80PlPf76sp^VnYolrn!K!_##z9j)pWF>NKL@3ve zikon$d1QBpT0uyCQ48E)Ok;<(1Z$$EulLVlLToq=-Uoakti3H@jNcIApsqefNUGYyRps+k|ENY+1O>Y#28R- zNU4N{VR1eXCp`nG^Hco6llWY*a?^hiyhfoQfRnL1sMep4TW~o$PUINb38GDt{ScLD z8Lh_Y5%2|8=%jlbE$sM_KG{B09o#!7fE(t{IZLBlfibR*7gd-ISaR{Lug=O9|@X~Y9HOP3l!Sqkn#D*PaPZffu0BrjR#taN?gqQ@mmd-mr9`HW5M9dYOL+@-B{de5*>7|~x1gYxg_MLiSXq3K4t=H4e_g#D zmD?r@mck~H;y6r=i}Zur=%X%%QmLObqLRYBw4Osk)*Io}Bb4^LWrX4zj&|2$RJ1%9 zLX)dU8k4-x(z_zW-Vd&0!lDU1d=@U z%BOA%iHuu(z|Ez4zOdl^2@$An6i3*V2xW@j)L_{WpY2 z!g*te1h6-XNWxobd#{SfJ5@y9c|(XKoHvF@0DGf|B)m6@NYhVKVbGOh0#`AdL>u}K zp0xRw-3(28fU2UZkm?rcN6&5uEGWdGig%>FvwhQ8n8b+=pmG8;z?S1Bl=-anZ~sI7 z_CKU%=Z^g8t?;MbGs80g$6!-fMfK+rB#&&|WfmFl>uIhp6aQ#ofA;k74<205{+{jZ z%Rgs^1+l(g20$Jptf{^~top8iCx}0;d4d=)yzUII4*%O9zI}Cg`|2Pm3*KfVC|R)E z%R>G0g;hWGagBz51<+)WpJ)QEn@qQW9+i1v& zU=|O!=sZ))CXSi!9#k@zRjpolsNJGn8p?D^;VtBPA>Kx?DMMs?36Cz45;!w8sp*U) zA>&5Wv`qWM8O%%v9pd&AMp%{*aqWYa*_Q|&ifDz)6U$x~&n6aYALu;9n7>FnlHkBH ziX^F}RZuf!ciOA?u zvF^d?K|k%hSybddQ4?G>*L|YKvOD)+(Wy}Y1y7_WQ)%J0D~7$Kz=yPy2{nU_Z)gH- z=gYo?HXh3JhV>D?;u7k;*z#?gCurUhmJe>>!homO#FcD!LyN;5Gh}e`Ir2^~6RZzIwUkcQ$l;rL@ z=Ht_j-k1U1HG@-E1J%jWfr{x^00asPEC@Dt*d?&f86z^Uz_O3Mu;RI8HJ&5f+#PsJ zHzIA6NsGXG4kOMwV*>E@F0p`oV*}ooC4iDqW9Ba4`E#K6xsHI}VBDa8|DrSL$mfhl zp$FT1<*BT{;i;@&X(}6+n990Og=S)SnGuo>)K2puLx-uy_3+V5w(+gfQATA<^13On zc*FgCTak4v-c+#8H-eBQFsFdb#6Qvo>30czzzzjF{0mr&D`8-#y&fW-v=anDf1qaSN+E*z%U(<@+}OLigdM&jK=C4xV5g|X*O^upk;@N11V*1g6R*( z@KURJju#Z!V-0y+e9G1dBnJwN_dE-61c?mTe9vJ(;|o|5BX++G-?(nxJ*MJ}s<&?V z2m)iz*C3ud5LG7!2Z#@hhS3Cn1}oC+1D--*vylu5(};hS3{+@==;-jF!i8cVDP_mS z`AzLl(8jUzCk#P4eg`Mu?RC7dhrwl)W50Ei#lxRMTQqC-3C69{%(8#8gg=IXn-M4c zT4fPQ-MlIb!ua!$;&B2q-_G%q9V={3xejh+x4c&Gv7cttK{39 zIVi+#!GfqT@nsW(f!P*SrutyL)tdMt+g7V;+fS;0FDCJ-;)xaRn0bxP?FsJ?ClkDF zBbSplC+3tP3j|YtYy!Cf$+Ymc ziHu|OJvY(iww8*Rw_e!d%E>FRv}!}m$Olr@WhdSzta4#h?jAA{d~FqbOQueaW+BL9 zjIhrm2^{~3|Kgjp`;l^q94E;zjLXaIOUS3THycn^ncarUh8ameqxVinf!#uJO|8GI za4a+q2j6x-E_sx!dyB+nI_7hU>`z}H53UI@5|*aDjy->g{MRZ5V@=|Tswgq8HK{ub$>r}t=6GychgU;T@(W|cDP5oe2(gHRo|>r{s`0B(A>=&+#@qNAcGpJV#Uj&Mp>((8zRqq90T%Tlh>!P>$Kr>A?X)Y)H}U z6;c>Y$H=e&MU_<;&XAxDj%PDS)Qwq9A2ScnVE-O+)8&v(=fhFReF`9bSj`6=Vxx{R z>M_frf)3gqbv)jOGKA>_cY3CiRtKgYu15BOK}ALUH<}e zt^-`GVBde$c6i%CU&2TkwQ?-e(O;;hVh%gt<1l5ADJq75J$kg9zly``9ql_&SV6Wt{{)Y!E@S9x^E#N zAF^*uTZu4lpCI|jg*enk@;+Ec!AhiE9(3YRlhzi<0Am34JUWTl02K!fIRVXae(XS~ zZmj^fGcKZ_2YVAAxSm}}84V}$Lf)>2@UCy$A_(>nSuDNmR69+i8&RmXV2Mp6sCsQ zh>4c7Mx{%ES-r);1h#_;e%V}TDRGYgmAjuR9-!1?4A1RPOo49-bJ!rdZiHT^F!aKD zsN#psu>pKD#l>SmvbYjYr{~q2#$|Y6cj{jv=&|+UAB^E>vcKgJk$h$_eF;}H4G&a( z0I7#&dq02)%pi;+mvjjw&Pu4K2kMb#gGI9{WM{5AthjcF`Ux%8_)@6JFp*sypWs}< zv7!V|4@!L(2$OYcR&70YbN3uVywIx{zgqbV+(MrpO|d)rXZ;IP<~IQ8$*w1;9C)@5 zq)xgINjRe2_81SPm;Hcr9kX_qO67rJ=-C30rm`;jLTl7h)%c*U~= z8jqRVD#b7?mO#||Rc_&-A%7XuYhX#2GjMR3F z9M8i#V$;yK!p6cIJhqk6hN;a!G;T!@me)3n^V;OChRc(ZL_-xa(hJCX7vh)2XVPR3 z#@&+$!UQZ+0B->YIXl9or+opHGgPlpF~VBd6BJvd@>=neVm;pztdhO->`vx8yc!*Y zp$_)-QLy!hC{x6g?m-p?n{WB{{5?B8;e8HzAINBOAu7iSN%7_ER>lYRjQ{83ug(%d zfhx1CAh{N9dBuRdbSz16M7q?8f65A`$CdM_NL342RD?9^B~7;eJao<#sbf*GcA$=| z4cjgFNilRO?qa7v!crn*rnO3WdpJ+^N$}2lHW-b$=>6oFX1C@>LeDR%5I;HljNA+BN>jBxJ=!H`EO z#|DzfI_x+?nx%)3F^ZfjSig=kY7Q@hb*Y6W_&P*f1xSj9%eSvR$T&JMGha{efRYIZ zD>R@pjhV@6{?p9_>4wI#7Wq0?4^=`WiHUoyE)t0?K1?nGUZP|lT|*PevFrRzyGk~v zYSclzatx&)A_JihVOo+9P}rrVBo`c0KI`n%2=*hbFXW*8(ociFst#0W{2ot&82L6_ zN>W{U671X_c*Rt~e`kQir3AG%MPgIPxMJMbV36lXwtxF0BxXYxvJYTl?bqVfTKa`i z4FSEah|UmOSA(I8rgarntF?0EnZC1xu&3>ro2H~ih(U2WtH z3r#g7-c3h?>1u8Gn$$Z+R@&*s5+`R{R8=wfl4P-uaaoZUD&Ajh%h3ALPqTm!P($ai zgMw$DJhE7-PjV&B&F~|8C+@3iq*X@Ih8`AV!Pip+BEvh;Mc8q17^1asL5tBrPse*S zm&9N+Dt8|;Xdc8hLYZQ)Kf8CIkqV*UmhU1%$u`Ajfss~P+x_V&VuPvwB>~6u^bq+mPAoPL8CA0M*@)D6#IQZVy8OX z3wy;^hKxA?kWDXZfG_|IfsJqRzIHIVG4OED`b218Rlw6C%Ok!HK+2 z$%L(_D&y)z<&Er~Fx$8poYGWEz?g*8_zK`awMR1C^bQ!Ke z%z`{26<>`2i6HFNun^CA(L4nMZ7flkhAPdFoB(9kFJ8jPYBA^~3=H$Jjf!CiuxZgxya@KLxZm0;KOGP%1KMk>e=PgiH zakPJ6q6g0_eCIKp2=#cvR5uBDL~unq5`(^T4+rplK8{886xw=(f#Hl|M+zlYV>iiw zqN@c)lC}tooL^(uJiE&5JXWPwyY)r9#o&--f(mXTjszE(j!GnLiOr%fLsW(P%V6@3 zfdjxF)uY%^mf!3MltD5_I9NcOl(~sYA+Vz2oP>%8F3A%kHj=Wff`GtjbcZMFr$j@U z$3e;>XG~kns;7+-wnGE?8E5YBi!5 z!x)`t78Uu3nAY^+sa$rWHgpNyev`X(x|3?s#B;1P&_hlO*Ngi*KY#S$ zX7NmQ&ceY&%>f0ru}0FG&L%3RF9wMbg4wKesj4nMh0zhn>cv$c7SH?Qsds?1G{`X| zD?rAqHiymvQe8*tE1?MEXo0=b#{JMPE#$p{mq5@m6Hu^S9HIh11%;?T1FY0+D&dFe z7U;I(;mV{ppx~G2C#nT{N`>x)pj`oWWKlV|yrQq^_2MJQxMHj;(gFhM;{+1RAkRRA zWe3a|Po;`1ER>@S8@tAl!oc}b6|h{I=b4l9$xs3Wfl+C*ZtFw4N-^`#$1_;&nr02K z^Z}^?$ljIoig%c14w4d|I{;)_sp^RG;+TqPo60O~ZnK@@$ex2r62L+EQUw}|BEX-z zHCULW9uOE}sNUOM01JgV)-s5@ViqL}3tEc!%QZe#@TKxN-Vdok5O^H$V^ti%Z5DbX zM}n^=v_p(kis98Qs9x5*4PG(ink?sqdNbv6YMVbUFttee1 z%bvw(6V*Zx`reTF(5gk_lh@UceT%D6EqS>o#|h58Bvy3)lz1o&=wMyn^n3gsi)Fu% zF$X&5Eg&k4lUI4x!bp1kWQ3tP3mJVM#$j|$q3}zQ36>9nOX1IzHzN^|yi+$DhAc?Cs1>sz^X+~a`0U{KX3pmpa zy*pKC_|dZuBju7>__H?|9PDgwR|}rNC~r0yHNx`4Qkc8k|+s?SeLUR zUPNOfnIqy3n^2>c*igKGu4=Vi@q;};YCGH?AZJF%xs2f$-?^ve$v7NfJD|LGw?{|G z%fW!a;~;E=+nx;h6yl^9u#yA8h`gH0kaAn&NMXAtz~x3WC$M;YG|kT2INFxgi)YS) znly%#Xmi3zmsVU3^B0c#Wy1^=SAr?nS^=bDRaT2M+BBh*QdR<8X|R0MX_M8^Ty3$u z7w0Z8AYQ(XS!I*Ms04r(pR$%{-Q>LknrB=lG#ejIYzRFkwCBWCT3F0Y$X_OW+QtC$ z36dgWlERtHP0aNe&n)AcRs|%HtRMDN02y}&;i}3F)DXKo~p3=O=N z4Jkszy0KHe5MKN9G5pk=_0RB_1Z56ZZi1j=F%y65U(80%REBXFn&7{oI((k-5h z6LlRBS*p0}XNw`lis;skrV4%(JF#l6HeBJntU$z@JWTg`xVu7s)VydJZ{cJsfUXyh zH6bc)O}{)HLPIKoyDCQlzo;}TBMD(!o)$D$sw=fFFUA4{M6z@WF2j<&9jjfEdP~r* zM7e+wNDvAEi4>s+p$$tP%S;!=$@Gdl2H~Eh4zf(PLi9-oygh7DcxGr)vgEzYfs%o91k`R|l0E=$ zo7`fm10swC4Y~x(r_AK?o`fAGUE{n$n!^S!AT6!RQ1AR^sr;Av=O~u1&)x zVCWjL8_Nk7SR&lgq%*hJ4CeYyFBmi}+BtL17ymaYl@Q`RS+DMTaS!Wzp(fMV9LWKe zvb3FeS4D&fb+Jy~5QGO^dy4mi$?-K;mt*#!0}xKtNHC`v1XYptpi=K3f2at+I3as( zc_u?4p0Od++g5e3kn%B>WGH3KTOSB26eX2rRQsva zv?@#i_z1$ZF!~{UDoWxno~6n+Bs{KB)ZS;}K77ImWH!9pILP1?2I zR0idyj^zc)r~nv7s;50{Mll}2HBSTdj)tF$mRNkZ){dnjoln3CfTJ4{uy(Y4g8DC#>L;4pycYGHmrF2i!7XbLYK@72(<*lz4x;a0N#6e91>1u zkAfLGN@9Gsjf^$W-%GfLw)j%|MCFG?yER_ zUjjt_%D0vOnNS?0-GtL3)a+o)Ce(vOWCuXnPsT zKEkn{xs|Ahu)!=@4)I`tDh~sPL!?v8umOCgRa9iojS<)%e^8Y#9lRxiPBLU)xcO=HggBzv`%8fNc9=Fp=Km$fw-)?JY%g; zv$DhTvD6MGqLH!>MgnST3Y(J>T8Nw@2rv$EB`ez05Vb{sYO~kEU6zCUr^T2NS0UX$HlL$T3$i4DSxW(r~X*t>@tb{lhk5! z7csxhzk$97*kd`q+{ix|k^iZN-!E};d1lIHgFRiZjFjuEJY1)URI}TY4&2M8)BZ(% zljIbHM?_3_W=DP6EW%|$8AG{<9D}7*NQ8!C)?eAxa#xsF^L>JC_>&G9>(WjC4l$$? z<*v43e>-XkA*ZEkcX#`{>M7xBPdtvob&K~FT-dXiH>`IW@8uCH-ItDV7eaN35(KlZ zYBit^+Mn6!F`eFrvoYeq7?H2ZNnhS;4V>C8%_WP~yD;ytNy&t!gOgEzj~h=C=f!c= zU7i)CDnXPayFg4BeOb1~x>j@_8g|s)et3JI4sHTF0gQH~TaP9wAqGSFktSVIi_DgO zs#cfbhnn&iD}|mFZ`YnPy3J;B4X?B`-nZ*O!bYv$ldzI$<%q{>i)U1Drj=z3s27F+ z9A5psK!e=^gsUbqx0poD&y7gxEjM|TI;N<+w7*~k5?TjoVG}~KAC0X2D_DDB%QZw0T8B7|J zxgb+Mj+31x*PO~;%U73&k42aYK96}{@(j|_T4bdVZLoPHW>n%QS>~t_F3pf3{lLZ- zL4l{kb2)Q)R&Wa@R<5@abJctVu|sYT9*hhV8htdKe^L7&>zu10E_=<8O`8Sx$~VjP z;t6q5AgwCd%PU$KUQAAlQy3b;hZq`~Z1^BbGNMHag^W`qktk~PoutiR7|RXwf8b~WTQ9J-y6-?^L6u@>1L3wyr3CGc@@0{MX+Qs{c|%QUu>^gWJ~K`o7?-+ zTg@^BWE+AcVDcNb&}PvxDa2u3<8pbDqp@FS#+Xq7K*>H(|#F$e)C&y>{}cVI;{)hepw}qM;Em>Xid>D@zepnz;1p z;Uo8R6)%Cjyngu5FcQ$0S9MaW!Ayqkr4o~FN(ZZdHFQt3lSt}(Ci3%;HT@?LhqC1E zXD^b@BoVfBXEcxEDxw?|$)N(pX(X0314t>P0w^uyf~^EFp`I$hq;OS$q_7GgC%ahE zJjFnBB*fUjaUP0S9Z;mn%CKV5s=!FK6);Z9v7|)Q^(URVbqMj?DB#OsznKGv{pDU8 z`e!}swK`9%$uoD_Sk%TVX`@v+_0x^Qu6E9@(^(|B zc*PW3)yj@NukC*eW*VzMDOFb-RjWG=x4nM&&;Z}dLkHo5H3%rVjsQ0!#Gz3qQO|>k zqmH4U@RG^UPqb5$vres~=|CFVo4A>)DUz^JIlH5YYejMI4^4}-_@O_pH=!iPH`UuQ zzLX6eGXU6+G?BwRa)aH(fE0wv7o%01u{-#(AXxe(+F=e?Z3moPx;ww_(tYRaw!hN2 z{VFfM6bY^b$si=VJIZC+F3_0^R-`3nm12|@=mtT#)B&ku74EtcIsX)YoBx%~I?84m zh6Q&wxfsI@!|&DkH4X*5_v&42+11u|LDQv6ePnx*WyqK}=p@P8j%ogM`)&*WJi~hv zY))Sf=NGM&ZjxDkbpUwcqBx=LKKW!tDEHTI3Le=CVsgnkCzF))ToQxBnj2#}S4=Yf z)25#7smr`vXRt(Gt6=fc=mR@>GZ-YGG7?u>KsLM!%Mkb{7I)3zxP*RG$q-q_tK#C_ ztd1i)V7n?Da2H8-mz1H`^wn)W-H6nI6O%*&*H8ZA2i+1f^LkI%#t$O_;D0=EFL4ea zs&k^+B}_!ZBLM{^D`(d{mA~VrmPUY}PAB8+pzT#Obg7B~Aez-eDMtxo=A@SYWO}(( ziO0dNphrUVG2UBsA0b9C44KJ6htORk4iKy1g|x(kiCL+sjp7=BsgZG zJF8Jq%gS|M@sQ*@!0VFuij|13m2T>M8M}=}g9=wVVtnQb%;Uk22J{N^P^$LbJvf`P zBUnd&?MZ~;Z?@NbMiG8=HO{Sz2}~)q+jusiaxsf=4JOoh*Q$0HMFm> z6|1xBa-a$3W+H*snfZBT<5Ay8$_VKr#m{9~tq(HTPFx*8B>n2OkKI5Md5AOmkcOCn zglUGEVzZV2(h4yj8Jm_u-^bY$Mc0*3qUVSILKH{wM^w{*)w`UzVD3;@z(h90a_coc0~JU@c?gmP}5s+Bvh1WORr&Sm^;}GSMP?tXH7*nkL;7co0E#{K1{?Z^qcL z>FD`8QO+$JS;Q>EJfPGL+uPc%$N})Kwy0rps2*ISCD4I@`Lg(eXROO95v6fNZC2Jp zTbkS`5D5Y+#K7EZYhP**!txyXcbPGF>oLYtkzK?y&4E?VHZRF;8u7rYxoCI`WPA^~ zG8(aq14v?oVIMJsFO8r{OX*5AwoNNxM#&aw+#QXue9-=H+(occsog9KwwD93e^n*j zu(?==yMuzBE_s~k@ z`X*u@Hf{~XY$Pmnix4C!@iwjj9#jF--;@Dg-TWHsH?6;M6MYfYOY!Q9m5@$=lkivn z);Op#GNU@Y#BnbTDUhVMBxTy~3y4df*s9a2Kh`+>70A)Bn(fmi^e9k8j&06XFF__l z$jH{B^T6?3A#?X5V)gLoc znv})nM^CBv1r}#|q!N)%R%KNsnN?ZJn@LtRK?4gIkYS8JU~nG{7&i9BfM5KuPlgQx ze(<{u_{D(#fYpPrfL{y<3mE?W&PROQdowGG&6(+uSkuGIyf@;+i4!MIoH%jLiC4n9 zWR;y`c`#qnJII{>9nPY8;Go}VK6ta~=X^QLQl9Wr>~?cGao+SePlK2XFh!8x14Hua zwniB_pVmJc9;-3K*H-3TU`tI>qj<%;m0n?Uw$-c?P31Xn>4-7G#1iL)xV4Y&!OR9Q-k&1hORyyzU_TrT-HC@_jomGqDVyfs>OKg_<&@NvKX zgoZT(-N<&dYS<6^-<+=#%;vuE> z26BlpZHH^3rYbTJrxA`EhBe`OE~X;?-we|)m|^9jnC5FmXxO>AVL8w;F}qBi0=^*b zI1Oci5WPAXjvC==)r1yFHTgZi8jhx%t2Dzv9DsOe?0gX#YvmLW1AhLf-a)tfKh%^8 z+L}Ymi#JdDxd(Pck2)w<_vKFO!pYr(=1C(Ro_|v3^zcv63~GT`#RUiRzqvwpqboS5 zkW{f(u<_Q^u;=fSt>l9%g&z>!h+iMnC1tasFEm-ooUvG?uW^qmtKnQ!G}JYI(~g4V*gU!X;2k-5!!fd%b) zk!J1QiRqt4ROh(!8h&to!{FKr^f)m1+?GR$1x<%CZ`AgKbK73jZEt%{zr*bDPzFr4 z;>IQ~uYrp-)0V^EOod}8DuV)Pc7K92R)f8pOy^w6CC9k`1y?0?kkIg`Z1eUPA4iG+ zKbp?UpOVo< zFY$ymAD3t0N=90|q4UN2BFZEeGCUAOSFxK-q7~ilh0&LcLoLr2#2)|N#mNA)Gn_*m zoON6M$-zb0giMLYli?i(k;FRe_eyGAnL=$#QinHhOi5a zC8+fdrn?Gt z&Kd2eI`M6g1~TCj>$#0iaDdGHAE7l3_bTB;RzoQt>cyY2QGW&)K2Ety`TQ$-5<%u2 zBj@{f_Tqf0WotqZUj7AH;Uvxy5^OXwAJe#kIKR4^wf#;DXq{LS_>+ zl7}4*z9(BkM?)#+WisMNF!?-+g#|H%kQPqRtAdZOs?~^UUOJ4cp)Gb`k@poA4(vMY zxtAST6uTbeNP+Ox0DN`Dg|JPJV)ChhOepl~CFe^*ziRMR%!sbDhSSO1*#!r3gpm+a zaA%7Bs3Y`Pp%O1AecWI~7nu2Vlqq5zP-j6Kq-JuEhGoguRhlJyY0Z@uO>mgr(1>-b z{|pyuaF>W|?SUVjD7FfXwrHi*GLcki1i}t$LB9~|_>6BJL1M^FZ(IV@C zUz#zU3j5qQ4Bd+4pnX6mIt{CD=cUF)8nRq!|rZh3xVc2v?iCV z*zFJ%9r{W(I_EEyj7tl3!n9eL2u)S%e|D)R=oKIBkxsBQc=W3VjrwrA4ENtMWN~&T zY~Ur6N7cfSLqg&Bs8Sf6@jq zS$)AOt`Fy3Xd{9pO)zM?#_FXtJT0mevzD-%VHSW!ms=^~`_<%>P9DLS>6eJnj?&=Z z;={aPZ|_CsZ|%LUN*sag>YLjHY2QkV$VxD;W3$~wEzEY$?T*J&%xfXz$pvj?<<4#O zfphP?W&<}bXfl*Jw>iY<%xeg9VnGvldoJ+p=)WnA6b;OfNRI`rC8f@9HHw&dT`Oae zMUBQ%&5hdhd>|PzsPfUQlugJb4MR zSaR!UCJ?rg?)|XjzXyW$B$}?*6P3BwBe{D$Q#O_M@4fzK-~7fmzrnv(uiHQUHay^y zT#~P!{^h^?#y7U!-@5Y`uYdX*&;Tn*UhMt-t^XA7e|J90R_?#J`|WR`;J>4)WTSyj zOWyrQ-@5xBvgof6OMCWDzjgON!Lu3hTnyrW`#azGMl-tdrq)S$YE8-agDAnuf>z}SP6h6cjeIhBl5m-DaU$=j<_1oY0#-;aHXXRuSo5a<@ z@$=&33`vrY-+PZL^vRj}f~;R#`}FGiwe@SoXT$LkEpmvy*gWbVP&fY^XTT@LLtr(S z?DdbXAaEINOofr*gabf#y#`nYXHnv$Lksi6{@!pr8XufpDQ->r<d_0F{dIb;XLid9;< z{0D%*EImj4GYNHJ1|r$F%6-qc^8oXa6P=tl8p^S~hhsVX4nX{gffzrTf?cq2+6A!~ zyTsP4G32%vgsB%FPNydutE(?wynx-Dh)(5=RwewNkcxZ&B=_JDH5opE zev}f+v4b2+3xHe@ZY$Tfi_Pto;P`ZH#Z+`-oJ-mw~Ood{-oI2ymu2RT@kqkzumzpmRaBrB!?v9V2?E0hKNhaqb36w zK5a39IraEp#&F96`hoNIY3|vMh9w764kZ9(G&~ye41iDME{zl>?A2%x#}UQ2^lx^* zJfg@>_WYSl4jgdkcq?=?Ft9~J#7bqhG?>3=^6D}U4jqSY7L2&vPp&Q4E}4l-YfKQr z|9k-d7OYMX`Q6+7Q3*ik_>*xt(4V$Wt*oqkuKw|QAx{M}WLrc^fF}cZyMdec$PFYj z@2!>yFeFQTQJN+HL4ShdXwH6FjIV}2`H4|8Yx@SgRFL-)ECLhXKI?EW$xh@koG0Ts zG7v~D^0#(PCICaw-Om8L;A>rA4qnZZgN{(Z)Wr{P-u?t(QMkHAo*QL1&@CKs3?^4# zquB4`yrB3bUSD%>cJzed1Gsx37-T^NL=Tq1UO=-9P7#hVU$E>l8KBWbao>ns>tI+C2dqNZpCy-)UV-#M<-5mxQo1k>Io(?&H6b;o4~y2~NbjdJi(D6truNt%Wq*j@** zhI_rkz5TRCp!+#SFW39_TQ4KnX!D{rNv~B%I^y)c-!wsCIYRD48Job;@z|j{gSZHI zX3=MZGoAp&<~n?0IU_-aLmU0xtPJ6#)7yWX$tMie~hPwcZm&5>` zc5APS)#9a~p1De1Dn5rNa8%{wz+Qu-VHee#EKvYJAQl5ENqGdykILq|f)lT-$PzklY~(c>ysg+5^v%Wx2#+ByG~+E3}sP3OP}BTAN-|`~!S| z7S(tNh*DUtL5&^+5zP|XG*(q0B(Cd=fZZKn@!i$7F?2iy03R)?A$Jw2iA~N7SU0yE z6OkGp)T^QU=e8rexZ%;@B8|j4=d@5x?X=RbC|ar`wOZ%2lHdAsp{AOvp3@!~Zq5}< zOZ9I-eYTtpnO|9iWgi;|+3v5gyX2Z5QS*?QoNf!&YJK|N=}#KeTGz=DEc*C302 zh-0C4CAUGGz(8fE)p%{zMOZ~Fz{bVrkd?z85xmea3devLUMV9Zoi%Xjr1)x3E4EWi z(Mo94F|y6O$qdp|WCo5BD_+9_tXsT%wqb4?a_sqxvMwXzt2m@8LSd{Z zF(v3aLWxTir#=g4Go~WsuUUk+Au)&>`%myaoGjlzQ7Jyc{{0O!%}dPCiL_94J(CR| z!`|;(6O+cHJ5%x(ZP{i=pdXf%+O zC3BK`xHI5GQP8X}LIq4Yq;`|-6|$XRTY)1DY{zMxs2;lVWYAb<2Q}J5yQr-Hu&qe{%ndYNY&xNB+2w3uf)uA)_2zgzp#xNw{p@=-M7gG4^tI)89ax& zp?OqD1$~V-+`i>n@jR5x@Z4fkFoD=Gc`^f&ded%)tZSb^)ZHAGxIzNAdQx9YlvZiCi9MV(?ghg{Md62s zYbxS0t_Hxl5{(?6Rt%F(cW2NerN_C5^l5S~R+@S$lM@w0t-Z+EcE&<7zxVpp>!1Ex zO~x~`#(!t)zxs>U<@`dlbC*k*u3_Q+odydxeDPphfMNTui;Ebx*S`PGunm*?JHz%b zfngixC!ArU;gk2`*A5hgcB_AI00WX4z>}9JXRJXp^^OC3AaO{EI`*y8FNGJ;{TU2^YoA`GdFs)a-ith6#2E27 zPj(z(wzx_W*ewpcEw#?D!lz_d;asO`6Ctglp=A@Ta*khr z())5eKGMfQ=>iYM{E*$9tLq=bfq3oHYhX5(-p6zvPr4t2#wSCZkm2Pqt$y4|o8py% z!r>uyCa#gW81UcapU-f(>A&_z!;>y2W2U-#>@-FuPmH!)Ag6Zd zc-9e*Z1#r-GqlGO!~#dXB~FN4`?v34D!ubi+UY=CZEKfRh9&mx}e9I`}+7H#P{v36{fQ7LppxLIIh)jU$~g3jS0a@ zgMNUHehGta)LiGnH$a@~i~#Bm$XPiQ-som}0+ zRrKloS+VOF8v>Z^aZ-}a;(!45@?DQ`LdW6+nGXhSxEPLoAX#HSl9Mejns%i+1~nzG z0iUoQAl_iOC$#0$>uDQb^3*QD>WSMpn=kP$-2fEU<+S@Xu4KK^vf?rJje*D z8kll$`6YOt2dVf{y)`&?{BHjl*+piIH2|HT^z}bBETI0d2@*@~4fkm#(Nb5nR0e{D zaMgFDCKw0YU$)y)2NIGE;Mn&AiVb)j)Tu=f{EJ|if|iq=t*^q->GB4ktTBCO_LM0K zt>GF@2|@w8Xc*E4#lkqBm%WhT7Whsj;FnZ(tG%qDQLTG{o`v=rfrhulX7D2X%nH|~ z6!D2;3X;m0He`2+gQ49GW4Z=aO-AFQW10;e2NWz^8Bp#zz8+(m^fIF;>Bqm6sUb* zXh_4TTUTEO?V7N@x`u5SnY!r%Rxw}L7Byb>SC{!X~JP6}!6+*>7Ov|lRE5dshhLSsS{@v9gG~405Px!Pm582tnAMwffvF@f@#xX*-dEVCDSx2we zeM6mqYn=YFk)$G2o%;GhrhSH&dtqFcEgjBw(;k#K%!eTYc99V*4Fg=bKBIMr{AdCz zgB69CfBPV@wq!+(^FRZ39$f*>OK<9(2>b+~x5W5SE*ab=9u@w$7^9}x!q^S>J~&gu zGCmr)Yo(WfizRue%FX`Tc$(IZU>{QkH)C3z$5Q973NylcQHvSO#4Uu6OF?U0^ZFc zf+*bakHHjSAApYP-~yjhdjZ3MV5cwG00bxA3H-7XH(k#GtV@V+ghzFJ?PIgQODmt4 z_)QY+5+_RFX$Nzr$Di$$&zOh6mJdGZz)u0El{jLDX%zkFuE6y`R%}91%5Wodek5)c)GFagbdZ;)2F{X3$-EG91B= zygxBoLT1kw=>1b~i)E}SwwJVV-zlj}9=CgQniGbi@AI@6>3I{~Vz?>e=MnQNl;ma; z*IYXEpd9fnC-77QWg*1{3J^PG{siHIqyE$Jq-P-8$#E9)RC(#M53i%;ZB{ha{4MR13=w2N7Gb;nBgm$O%8{LI8(OCAjkE zCOT;s{M!5;$s?oyBLi@N7G|X8JDmV5&Br@CSoN+#F;ZYs7Gr3$SIe@AysQ+yq&6Uc z_6EoU{7wL&Z6J@I%qzlz*q>UDxp-P3X$~*Jv`|80J-U=1aY%msF*e72wzCJhIX9GYuDVfC=V zmv-|ly;Kx5))%xueyajg&Y>Gd`=`HNwXwba>9-Kj@_Os{w$>5m_;*Dun!JAcFa8SQ zmY;0>Pk8p54Jxe__+PgEFBJHD#=G|L|K9pn791I0NHAl)?Wgj*xdC|<@Zqo7BIgdc zeq3sB{WwuSy52riM#u;{f&BNsc@Za&chQX!SNYBf*9d&6I(Q4|0!{zHPA34IH*8zz(FL^5$@_1QnFTx{1vA`D3e&E zAv%KI)#h$+?HY6hDaD|hV~GSResc8$P7xA>DzCyXTcy>9gI*s>rU+v57}eB?yc|H| z#5rG@4a=N?MW61Ma%}7%q#`q=&Z3vTySKYP zSjYCib?M_L-~HZ`PxuwiH_s4ZjO%Xk9cvO4M|kYR;%~r}D0EyIfvi}1px6~LSSoKc z+I^tj9S-*qyyOHluU8yt7e&Y+y5 zk2FDGlcBt*^pGKo0z||)4juzBFidOLKKP)06+sj~CT z^kmCxvxG0tFvk%X-9kzZJ5!dYXusVinXVc+xG2gm!Ohkj7A39P+~si`;9~~yZUnYsE-*`?w~5cre+ z3zIoTy9@b+;MwxBIC&81FaXk3?MGl>*gKfOQG7Sm+Y@q-!U!j-=md^eVR!Aq1yG>m z8@^M41t!}u{1A5*JC-e^sayxWYe?u5YwdfcxDa2RrEUEP11Q`be#vlNfgI*~Ha$ZM zl5T5{d0qCP1MuOC;okHRI@U+NUrvs8q7sHE;gmljL!aq7k(5kMaN^U9&WC~wlDOD8 zQ!I9cIihn$tK!}-4=cE1AY{n8Et++Yr+s7ed_bBIO}o^DVfy~9p(YJ+_*}z95cx^> zrQW*INRv-4ziPVjofg7cuP)anR#BXuK@XpH8_R!it@Hg)V5=5Z{$2wm1G=ZO0JT?c z>t-BAGOnpGz3ME0gBK;J$O9|+fKl2APP>bqUi|`w+G9i!{V1&=Rj{O(uJ7tp{|OAY zVonY8kdiRLQSZVM9JO#RmDesoTocN=2Wziy$AVrMpD3ou5}a{2fi^HDnWfEUn>dy)ooi1aYkeTk zuvclXVcGV6Tz1wqA#x$JoRs z%Vl1EIzDMEEyM)Z#LaN?IVdrxoZe#Nyu_K9&MXCQ&pt>E>~b9YbQFnx*0O)0=+@6Xox2{bv?C)?A2o!*V&x zAS{SQg9QElVc^Z)T)O zlUT5Z=>e4x$FYdyNK*~slta?3i4~x+gtws(C*xgYfP&$pBMSj`vi^W-_UOb*AB@IN z{5ur!5U6I&A%NH4BGFqN;|wi1dX@mSlcCoN;Wl}2njo3yg|imnWf$@iC5|c275X*VS&tPed*-2%DCRmt!v^v+V z^aGCFqzxyl-N{fkc-@vrcZ7C{aaODs8gPu9dSP{vYI1Ju?Y3K2!=Ta5cQyNoL~(tj zCF{0Orb(&f>ViLnoE>1N@F4&IrKuH{FuX1j6yOZc(iqkwbrgX8dpH=Kpd(1pMG}TI za8THxrw=6^U?0XZ?nh#pH+OSVYE?UjReOJ|9rLfDQ}#d>z6=lhQR|jNkhFhq)UhFU z9LOSq^sKj;hNV3{onCg;p>c4OQ?vu&d+32bS-uPK3jnY;?7$|sOv=m%Z(yFesOVc%E1A%f=Xy2@c_G3ABDbEUM$~5RQw8k+)h!HdHZHvWrortxNm7MlV72O z@!9fyL!CDtzFV4`6WgH!%rJ-~#{gbo$J5Kq$akYZne~tR1+Ma9a;e3msREq5q@B!u zhi;}%m+xp=>rL794voih`yxa!GC|@f-txXdejv&&2)^aIt7@TkHGB`<^e4-A(QCYE z_a1@p97V#xSRr9&ye^YtiTxz(>_diTFEyOD6T!-=eawD`ex^^C?`vA?P5XO4$-Bv2 zsM4=!-`M`~<;9DDwT{&~>zV$p_Dr5$xMvFM4drUJXDZf`&RHwmgA30ty&MmD-boFCyDV^0_PFlK5&MlWIK3beA&D`?N=Ux9Yw`3f(Zv1*)X^fPY=AhX= zWgotxNNU_u*9GVgkU3`4gGcdgeG5w?)*l??nuCLEjEc3JB1MAdF;D@|?5Leo%!{-t z3dAUBFsX+SVY<7aB~Y9maP(?vf3Y1J4$989e8^D@bBDlVq3R{T)^O%u!9OuwxN#ssS5J3FbD3nkBUc0toVq)aRBra~;xQWNABTzL0% z-@9U;lBJC`GEUnU=m=Wkjv%@Vv6X!peb{wGTn4`bwCmZ}BT!IbH?ghbc^ zDs2-D4z4|<9xe@sRT5OjrQ|#Ljp$N^76p!hIt)R!z^O?cf)Y0D=z&7Gl-JAdr*ZB$=m%{y1z_C#`{dpm(CyK`;#>+HM9AdI8I8(k^gGTsW)+y^Sz` zMTrqm%3(;S5*b3jkcs6gXl>ZOo2-(7_qnc#GA77jJlsR5v*4K&PH?T(818+zz5#b? zKla8Y3X+RZ$DC4-<}1RA2LO1&^{}43K&|&Hl@x=z)({lb-!x|K5V8O>79&YR3ODJS zH>ve9N6H;;i1_0{;ImddPnM{V@d*yg6i+6}L)jNCIRM9x9(VYWoW%bH`^DDqx}!hZ zUNTZFmb5a6Oi(P%{<;Ng8I&L_0hV!Z(3p-wDDpp?E!hYS$w61}k3;45%m{5SxMGTY1P6Qr8Fg)^jRG>lU{40TkyTqmc*>=u4-w_LFmLv zmz@#PXCQBg6k-`8@x0C!5QCg5vP##TPa=73Smwhq#fM=`7(bm6y~;5DJP^(K=6rm! z^2X(482JB+3DEu8NX*L3*LljAywc9FgR4kjxlS_HCM8rBG4L)9r|UR!TUg3O5=fOW zhNSA3SV=j))7+}yBk63og*;nTOx*Z-hQ))(LnL!63^zt3EmFiKKQm_{M^tGY zh7+OE9M}a#GnNn`ni79bMIk=i31Ohp!0Myn-X3!&X;R$W`zDVNnx%wW~P$WY0`kN1WH*ej( zbN$gR+?Ry7)bR^|{Pbfv8?mVtv0`?^MztVS+dckQ^Q?v0t<+k{G58|<(Z7zzJa@EBvq?=`K z*$&|1u#uL_Ho((`&X#Dp^B8PA$@qNlG*#4yxwvjhh6HYsHp%3u9Oq%yI|T2YK>uNq zrRD@{EX}`2k9jpb0*$5pY!D8HlHYNE#`q+Umk7fJp98s9kaG)8pY71dDY}_GID>{F z)r|Hgz~a5#PM#>Eex7u1rn!n2j!@_^qyRcw8J$ed>|p4V3Xp-QP#y9JkCGn+GKEJ# zgd&((raJRR?^Iohw2~1vQ2i$*4@cTk$@O^_*q1!w+@wwHC0Ml8YvEsF$?uO`<(8)` zXo#scsC|=?nlA*NIIR>>wp;HC{gf;B2RJS*a0wBR-^w9GHA)l6pk`^pVy5C*zx=Kw zvFrMez2Stf6WIsWl-A;)RzPWrhi3n!Cs+Q~qDHhdCdeJI;_S_PIf~}j+rm55AJ;q{{}eL zBdaL<)F=@Cbn`*z5F6(DqZ=3>KEb#mf-13f;w@@gU3`bPJk1UI0)_E0wtuHnoxT%HJscDA6tPgs_4lSOkeMQTj+luBG z_Ox?vYS&|JFi_mXaMF{-ql^o&amX|B0@n}Hk|4JTQiIlbBv@?%4HHn93E`4JOES;+ z8!4J9B?R;aw!}c;)bQxq+F8#x(ss=}w#4a8_4p}^gNyih+0i@0BbkDKIx%5*lx>nv zhj?W>G*Vw8sa~W?xs0(*rRxU>4LpE_$?d;5T#uGwNt;CFwvY?BV1A7EZiPL&j}lVX z?Ru=1jxWTmJ(DI8wT`<^wY`D4XSSUekgbSJpupru!UFi6D4?MVt^a7FatIJ!qf+4f z0C`@W&~U7iBG6ndEy318b0qm05)Ge$m8nNSkV6{B&JtYGUHzFtg=E;=H;qvAiR)i zK33=~hmt^WwfYP;lh6{9jWGcT1q-h)5!6!llm(Cq6N?;$Y6`Z;Dm+2wMtVa+#qdB? zw^FcHn*=FUrP8Yuhlgx{_lHhAd{dCoRzjmhgHxk!mQT@%#`VZNrtxu1QCp4aS)KE( z>7=%Sk$YaWI-#Y2YUX&ee?*J0!KhYWx?-5jJ2vjs6NGw;18j|S&u{OlM$U$gg(8Zm zFGY4^E+bE%7zqXm%M3L)9fsT16p$y8LoyFB1*;Pd-x zCb=|dT>4EaN5ergDRNQ8m`AxERW7fxARI!KY|H{75QrTOvYqd>O`Vz+V(;%SGnFg; zli=kF1e-i_A?W)YLIwgSwI-chq^i*$CyM{3a)&#Ao?a(O5d3EjFHvvLMBqsVB+!<#Lhb_{YUY`&bjnT0s8| zYZAC1d{=cSj9az5&I)InsJNu%zOsBzft^5$N6!CTh}dLJ4p$lxCY(SEpRguvNFQ6c z4BC!0m6#k;L>!n>z-O~T(}#6Hjc6rj(ZCK<2d1t-f7sL{l>9(qn|&ZJlWjv+fC^Zb zKegS)Ru-RH=XNtJsL)q&G;@b1p8=e8j*_6V0)?Lm8N)N@k$k^E2<@ns@QNAZ*6md zaVzQ&3GOP3^w(3i1<#L?T!ncdn@TP++y#FnW^5oC$(GDSn}nEt{3c3=eHUyR+(HO| zLnMYr#kE-+CoTC1v5m4iDlEsp#WUBu59?wq%sycyi67>9x2$Z&bRI9|c9svhZ* zG-tR!#PJ{ac{13YB0Us%n!v?A#*lowPrK|C*O7`kT&ygJu%MruOV)P=?=XLopPjmmrQ4!_L&Do_Rfr(OsRewu6vM0GPudF}ni~?;g;wB-rsepbm#&N$t8|fXvq3R=aPma#W z3HUA*69YKnjrcfFwo`2Gi%mYxCB9EmffeEu!H3b{Zv7d;unOixin2W;k_n$0j*&%m zpgGAZfkPZP2Ub{&SS#>)*`dZq@VKln*!7e?GRPbhu;FM}n4Ts-B6=RThbfJgD123P zZ6k~G?%|CehdCuJC~c8mh%k*5p~{G%ETb|3=0Lv@y`AG30xv+XKyzon~tpLi4LN-$DKl=o&wM+}TfoZSg1xFJOv07Tle#$(4=7c&znyMf%0ZELaHvD7G>gC03EobZjGx( zTJY$D_~&r-Rl^l2MYhy+3cjnUo1e<2#LzhDXa+6LY>vzTjfHSxCS=)mRJ z-pq9%31&=OfV2Bd7e=UcxH*|&HMro_Z%EG3tT>KR8Axg;Eevsf}+ zC(9G;^yRcXJDU;>7$=i*styY(H2`e*A#<@Cu-|zC$_xdM;HjLn5D7xUl``Ql%j#8x zzmY%3pViT0$thd$I^!$;)v@p`?p1^fYMJxzWao2Vv^<^}*8hUHBR}{%o$Bb(Sts8V3$VNSy7dhrzB- z9ralJGTQczb{ocN>$f_phjP$Ce1TZ z054V3I;tOWM%D!eBZ}Y$Le(bPA~=9^mxDSlqC0Qu&Cigy<=y$|yEHfz$L_Y-s&*0D z0I|}#du#jl=4WcR0_yr0&u`qho9KOU%}1Tgmo?ZD2y7J>p$+@1N5~>Qe0sck^ZKLf ztJ9;CRky1kc{i*Yy=%Q=ERQdk5>gB`(c##Y0|5I(Gh~vaIvQ*su_VMwqQyw_hY%{E z^@HJb^ zD(AWYDSE?N-jt9%HFEfJN*uy{IV|OWinSLT#<{}+vTKR$AvN#MxVcmtbPV5wd~0*a zN0?Mecr?C%ge->lG2fKaXD%59u!KQ*(F!S9U>S0<+|Q)xCepGo-4_DepbD7mrRn93 zghLvN-2s$1VdK*979c|mD`X*Skbou`Bcpx=A*irc9}Y?=_hs+ecdvb16^cmq>u#z) zfAMJesf5%YUqM0|w6DF8{NQfCEayz{B_{X9X4l^^`G}jx=8=xVUM>~puVbEC^7gz zo;2lgNJ=CoAuL9^`bJbZ)l%Nk_ZKn+z1bwwhL$w}W$WVw%|Ds3$Bi#GrGkn+N91Jl z(d*jmT(a(kO+HblceY-}+@nZY+Pk>v{3SQoya$%;_2|mc>&Y=(uXlvx)4iVAWcUL~ zH|2`eU*V6}Pyg~?;(CHhTL-ux_1n1%wY__~RpQ-uQm#)VrWJa=_1~b-Z={8kW9|Jv z-}-;?{d@BVbTJ3&%Sy0uUO*mnN7+b|Eq7_{qf)Nt6ak?xtF!p zBYA2)m+y@z%bWQ&4@JFtC`NYw+-ig3pa~I^=-2qaU z2gj8g5pMTK<$~-HdL@GR(!sINy%vR3=BU<&5qxo;c4#t+zkUfFke|!D-R4EL4mC#tYbE-VyTge9R!7{Jq(YQ?_#L( z*812ma&OR8PI?_k`xb^#e=pxdtKYzwkC1?8{uFJVT7)LqnRuH;(Z(etizkk;;zJ9mG&q59XgdhUA|{&ttL)f zW~lB#CpX`5-TK3+26-IlUvAbe1o!Daq*;z*o1;C`FQH5FbNRk#?FN2ZN@U!(YYfIC z95I=uo$KCcyYyr_bg!U4V?-VRG-v`U~wBSi`* z9{R?oJnJ=4QT9I2qx851j^*HUq$<*2FKH(r62}2a>FB`51M3PFl1?ofO(w7tcFjly zxjYX9UR4Rg(hWd#MVtpm-&R3cod#%VgiF{waQ3e1iZNiS5e zh+$?+qC=Cv^W=u2EcN`Udm1F30do2;1sIeA`wOD4b1q9_#|Xz^q-OOn!FxAv{Mz|V=glV-YK_;8!1dm)U9`cZf;8wXg@8w$7}O47;}dRzp^uw; zvGj?vHG2zwlS(>*!gw3J@^qd0|~%;>2v9~21*!w8Zr#y?OA z$rUg$V#WcZlVvN{VkpS_7n6c8g2#dxNMI+jkoka{E;Mk6!=oO@s>!KNl7t!%%)B_S zm>3smJf^dqj#bX{giXGOj;P?p!LEVzS&%t|7#>GSNHs+yji}{We^``%OX5pN=i%(K zNdfD>%`+xzSTSJb8iHV`C8&u~b5S#voJ&t@;Vlw$X`C05)bYL;O=H{kt&yrEIK;>W zSyZOfvMky^eTx)b65j@T)^NTUIYYzxrIDCI=yR!wQWX}BsNo$&>tYsts{~yd=Y=G7 zye~%6*tUIZq$<~fJD)vhQHWL70T(Y2bX+1)Oqa=;^k6}}m7QkQ@NR-s5;{=CTu{A@ zE3F>9ODz2bVQ`%;y9fY8KObLiq9Qv$e|}qev1~F~G_ci#-1P;7?>kw-ZG!N>667*a zZYqdN5-b(iN?BudUL*`Tr05(C%U#~|24HQ6D5-t+N5hlRq>UwaGM;|_T3bkerTFMF zV&5)4HhtvYHx9WVU4Nlt(?6|`jZXEi?btYb_@_86w?6Mb8Bdm(e^PM44E$Ubto@NC zwKB-fEOxzG_`2B=9XbCzAbLGyccXqol`z>FdKv%B%kH%F_dc)h9vtr?j+l|j1$4? ztG5ltuNM>()lur^bht1y7w6LLzmWpn26T}~KWEI}T&Vwz8}nb1g(4qw7a9JkOGU{| zyC`asROc}NIoPd;2sTeo-yi|fg|}Q6+-@b^n>RI+B0#8dOZ=u& z^OtZ)&zZG-jpNeJGjm1 zou_ee|KZo!(>QGG&HEQAWytKK;ginE8NU_u%oT4~F9+?;ZH z)HT%c4N^!iO6jdtAFR(YVWOcEjG@|&&-X)Q+jeTSV|dJMQGJtiFW@-4Tj3I}iC*P$ z>S%=K9YpGx=w;_PCQb)OC*a%#?t?55oE0%d@Ki8g!t9MX7SjI$cUI#x(#R2A#TvTn z&Q2^W$lHvG-iAlBsidwlXEm8HRkuSgBZh8tW@o2$_vYR8)?+1ecs<9d@BrPz0frZ2 zDZ7tL*k`V+Cbuv8bAWGh=9$3t0i467Ny&L%8wl@`NzMnn1&}T;8ocR*26UK_OSk9+ z$`xgTpU-)Fr~{B<{IS;Cy#{D0E92>U<5QGfYb;xN8ptU;h#KL+MLYm2l@jNo)Co{K z!n9yZdjST(f?nptkjzqgCvgfv=rwrdIq7^_XzNvJQgsM4$}X(5o>Z#48dI52_w3=65BQAk*s}vSL!7PfRY(QiERSr-~og*Vyg+foIQ~(1Pn_Oj%UByYiny+ z0f{6OS2VJm$|bTH769A}Tu#qMgKmrJSJ_=#=OqS{XM;(%HO8ae@o0>%$NlGLrdn7d z8BAL(*wJ%fo<^9sYsx_SeR9&QO!a+l!&*-`naU zj{VoG+Q#dr^7fCm{@lXZ(@6D((i%{{z;pw{&hJ+PWpABgD0ip#?m!;_k9~%Oh2=4f zJpcN=ix_#<*WQJbzcccD&5bu6V*pr+1_%5LI35mXPa{ zgBj0A%jo!#G=-}Rk(v}YOtHz6Gwehr{WGLTmb~HRfY$@z=IZhBbUd5jW(=-J{Hx%H zT-|~&z0MUIWLh4mXeiotk;i32=%J+KUltwQ3xw8@T!cQ!a>XfCu6qF!#mD}&CUG5x zV4?VeX1?w+ZU@FOF|4u#q9w-&z`z|v);F|u3?K2~b6h}%wKySE=Xh^;6!x%rxo+{1 zDC24Ik_XQ_>!R8uVR@H|`-gB=f4|tA;>Ocr{ico;T#?Fy8FIYiA`d?Q$ezDne1Qbj zGu|I_$Y?AQBO(YQuLnY8Z@PFPZ-g%gd%{-KEM>t=@Z{PbA$HRrx{#4fca_(LivT2H za@`yld{?B^>%3aAn&1^GG=>!RZx-~68n9c!J~Q+wK{Ou?DUmC0x=-@a?c;v#cs_}z z*ZF`Hz!9abDnvz=1V=Oh_jJiHIJ)~z8p-(Q2BID5?0RHpd3q-=_1e(2@;3f z)#pct11vit69Bkh@Cu`1u#ZspA*4KFz;V6SxY*+rWXat>WaeY%W)19wmR%W+WOGIw zwLC%-pOkI+9+BZ|Wn7FqXs2^%$9Q2!N}I`nMfpbzqzWw}S~s6XEW|w_B32UW7#X-j zT(6gBouu%Nz!fW+ep`FY)B60b2-e9(2cP)gVrUeXm@|;;3RmQiT|$`DWKOJ~{+6xO z72Wvh|H{MF?`+-I!_|4E{&zWTT~gnMX8xV3W-hkHK?z;_AN(5^(Z%1Tc6xW9LSfam4JaRQrjrLiRQ#!9C47M z)~gSAf{^2}$)y|w!F83mJ&%e377ZL;gN`5(e)o-Pv*C1*Vgs=qdv28oJ{Q;~Cwbl# z&=sv9At=^{dc_F4TV%CKiDsy^wOckFHYQ?0`G?9p9Up8nm;Bb&cVJ9OUdo`^%ir1h z$9Vbot)@`Z-u$~;{{(OTuD*Hw^!F*_f0NHp)seAGy{2l8|T@^cI^CwmWVz z(N5V$B0@wfVu46D5!p+il>h#)Xyceew>&jyip+d~0sjco9uaH@TQA!SG8^>~MmF3C z9d5Xl@l{%3Uo~wf^1XXY89-Iz#NdQb1I=5iL3Bx?J*?C(YVR&Tv`BRx3`pTHc-{`{*pl>FVSB#K8 zlXXz*6_m4W_OugP&Z{82>jO2fkV3sV^|FMqT3A7D{Qn~n8wBdEv#gj-%=%%%M^=a~|Y_|4;wo8FUlXd_nA!N+u1 zSn8rkhR=bhrw&z!YgG(0h}(VKg*O-CN77Pmmb+Bk93Qu)#k1q_3v5Y| z+fAJ26RT$4&ySV%#+AuC<4BxTA0rD=Imi`0%zF4job?cLUv^vgw?Aq{TY`u{R>~Oi z3h<%t{4#i(v?<|!DSJgG)%@v6t3hO3T$aLFc8bg z0C05yIjCGg@R>IT-|~<7Aox=AhstLEif-DYKx4T%azH#s02IMYSBg)r6dzwHKD|Gv(O+SKKah=kQgRvR6HA+1%37Hh;0(??Y99AZWtVOBR z2oqp5L=^yFfk(j7f>xYU`ZmT<6exiKUnKkvowzuicSVEE-?{ge0F(fPZ8TAVohvnIG&>j zQQt^(oGZms9s(n$G1a3NgW`~BY$$bV+6<0kWa5XJcY<1(WDMQWt2@5!>$eWL8MJxVFCeP@o;vO-&1PiQO)%#=YGZ2iY({+bU(3|ln>n!MX9$hl;H585!p z9Hk+;xD5P#7M!LIQb?+^r{0`p>V2->E1JTE*FQ%k?G7p+m9ZLqX)`E`i^3+P*vT^r@0Bcdx4g%gD3Sl&T zr*D^_EAsrt!^j8FG^Qy@lj9#%Q2K)o$7^eFCR_9NehcQ5LGe<%OA5S#YXQ1OumbLV zS5A6Y=0Jo$(6kWONH4;Rd6hdYmi&EkmhD>nO+d)FVG*KT?amJRXdeI4OQ4CI0H zAW|G^4)>Co6GtlOq8L6MA(;cvU^ycr8KKU?X1Q{Q{$?7Baxg?DIX1w8!Ygzf=H`jV zr2?z;%-EF~=IM=v8Fc=n@NKqXvZ6Btx>2kkB^IW$F&$B~O}(}Q{!IM9sKXCc-cV_a z-HP4OXUUEoC!}!D*T*{9u~#!7Szf+CC#j6%16sdpIf%2N`EkhA)o$GgUPO$`QQS5# zP})6jP??)l%Xb}tj-|VtDaJZ?b~b!232rew;RX~)TBO4%y6y^PW+?#fb3sH3D>J{w z=R29mqMuA6!YVL!OrEinKv3&_3QWI~#*zh1e{w`Koi^66&3;@%L@J11p~(5TY6vb| zIz(g}k_EG4GoiacOjeS(y2wHxmGiYEwvntQ54euls-Pfa_1Yq!y-58&9+}{WP!S*RNlxQ66NNL=$6CHX{pWOl)Rsin8V0zdvkn=a`XkuC^NI+a)MX3B! z)J*7BU~|2+H`dd+2uizyKAJU5qyb;AjIFRgW$TpYk*1O_5_39iBW2_`QnE*pF+7CD z!;TO1D|r;GO1r>@1sd)b`U>YG#rs%xFhDd;CbBr2jIc=4L3n(u;u7oOgxwGH$~+PPF% z50rBm#{zpNOcUG~V_>u`MOZ2rsz}c6)LDZd@Knl|3<(=g$mf_gGwAV0;nf=nl@ z)iIhA>Y7nK;~p31S{xp(oXxb$N;X9sUo%8$Md^I11-Rf+5cMg~6*;obyD1L_|9Ve( z57W&Dj_F)ax~eeftms~Qllh-s4S@yuodBT3O9Vg=f{)d&&Fn>QO%@nbDjdHki6F|d zN|WL7{`gHr0>NAPq8U$$aApqIUXEMuXl9Jti*O&9)O0 zS!x}jrpq0x{_0ivQU;0RhZ7^QrtGv>q=h?C@U*2$j18Hr;MG#$9m)!@OU12I@pH0Y z3Vh{oIz8D~U41e` z^2^~D72YumcCnKeggHDxH&<(4roY3>EKXJdxF~?TeRAboNpb0`V zL`)Lm{btaau~~-JT8?p=u#YSyuD`~e1ms%m44N4Bti9L>MG606zkHV&3L6Qvoc?P% zewb7TgK67IjH^t%nc_nsLRz!wduvHSYf5Ft3)kQ-fsemY{?QMGp)MqDx-rtWO~{ z71h~iVBcU%LZgke!2xUAM4|rS8yIeVa6AglK!!$j-3D5#Ev7VG7SLacx=j_AQS z5cEP+>0Z#c49u@Fl8~V<2BXnJ6^Vo>;8(<06j$Vs_fHKB1;$K*IfiJKW>GaWMY9sS zC)m2)5i|cJd^7 zb_wDQgB+1!Q&vKlrdLXART_IAI-(aHJZ+f%X9m?0YW;lQvSwF|=tSDOxW3!wsEe ztmA)|in|S7=9)wIWB?7ane{yR*?0mmk4zkem%<+Am+BRhgcc71BSNS&3T8OUNFCL%0qe zqax3&+Xmn=tYtoxaz@S!+KEImbP^?91fI)?+9_3v{ym8agf-$#FlK-3K+egT;TX=J za}4R0s+uX-Qr2vhzYAGVxM|K}W88!Bs40ml6J}~9*US15S5iL_Fx7Q7J?=_sBy2yY zhOLm0lb8?8KH%JG7l)1ftge=$TnnI z1L~dkYl%Ad`su&;D@n}01+Tkr#}_=|w0HNmjwDrK~TGr3q} zB`<0&zHIN%+cEbBiRU$l(qxmXp}G}D+%*V^OP%Du!osFm$+=jXiG`O?%U4?mu_?cP z!XUB;g-ah55$t;DY0vL`N#!3pzUpman-I4op5BDe5KEy<)mjONEtbHbwFU~LI!h4; z-P2?~@>(M-q`l!7JEw4>U<;-y5(+fLPWCksSnR$nKWNcga2K$A(-GdnnMb)q7H4s& zY5U6r7!aQWh;M56u%lKx>Ue>uKZH(P?n}ap84@PQnVT4xus^!-NY-#EtA1v#U+lCt zNzvPCAHo%iJFQsC&QUz45|XTW7_o*JsTZg2)WxW9bMwaiyBO1v`*x=wL8ZCJV9&>b`MCLhgQnk|_RziJQz=4YL`GJ$a^KgI+ zrlZ032s!PF52GT&D%C;~8%u{=)sqlFCd~b0C{ucpMnR5zmyn69l}I#2?1UQdRdg%1=&p3n$y{lyXY9k z*w|F4081cdA?Pz4>;?Zv1g9Yc6~4N|V-LY7H4a<%B#Wpf#w-hENoiJ@hWQj^U$ae8 zvXN_j!5lG$2U&^2$I!VV=hMdn*hRrs%F=-w+<8|BiG3?)OcrNDUqyy$@xO$5S>EWS zWB~NFQ~WQsI>r&gi^)(tJjH0NQz&hkQ2Y;l-??_W_C0taoqht>EN+2m0u1GO)Q7<3 z$YEZy96|Z$VczaOLo_Hi7+xm@s4fUW;b&#p?1nPm``$$wMJN`J&5Xu4OPjtJFij6} zQ3i1I__+j%Xuc7})UxOx>);SNtP|ObC^^@KoF83?oF@z$51A!0Vg_(aV_F5aBQehS zCyB=s0$FwhFq>Yfn^kO1Wnf)xD&Lr}AS+)XVZ|7s^I$v1o7p%o78}kC;*ZE#*eo|x zB<><2jscjud@T^MH>_YPD8$6RNMw4Y-a{JW6KScFcE6P)LCK&nU&==aVkFIcwIRkq zutH9lXw9aS(bzx4$}0!XU4e^%tS6H2!uUj3hG}&xWiUkUYQQP2KN+fL$HA^Q)jNY)!IF z(gDLX;t(%YGYn@p9kcVRE*_|EI?{{fq0>g@-NG3<8C*?bto?{r7~y>R$df_D^unW2 z8cL@vq+JN@Pq?zC#wOJtXqD>-l}dOr7n^l-m1iMED{|?T`-w zVZD);NsEok)FF1J0wGKD;QN52b~pKc{;ZJQnI{mcrvei;owrIwDmTsoGyY0f%{t$_ znTgvNb%WFODOe`%eT+1H*s8=0Sz>Qc4sOwDm8uE6?CyPRPEkyDiKG|czynMY{Ofzd z8*t61Y9J~WzraZa?vAzn5#GR=jII|tTaCLVZvbIn{|f_){Nz8kVXc^c`f=FsL(h@~ z$v6W8BzU|s0kvn8#}gP;5IQ!6W&in5`~#nyN%?wX3$q^xeKlrZBCr^9ghLouy!Xed zbzbfakhhH~SLlTf~PZj4XPHUWocai9@i+Z~T0{1l*fvYb!6WyZSLB(j!j&?$ryoseHk>b&Vba0&Z{d- zIoro!u--0>jhwF%g1`A|0*|2U3T9F&_NE3*d$%MkDfUqBWsvV_PC#Y0rY>q`Gv!93 zPV`-}AVMVSJ(3hTFn>Y46w5^D39X$t^MbFzWJt+k$GKU?w;Kdd=Sv00EFpJD(a(5p z-i{-#>=q0Ch&u}{6p0pQl`*Y!U64yy+hAmTUExRW(7c9mV;J;wUDxU024+<|TVLXa zK*VdcuE5Vj_bCHz2D+`=v(c#4yf7uIWQz%L=M<}}kI0FWDuZ2E^v2JJi1V8R;T&C% zZN~|udrI%QYJC*w3+In<8a{;j7oAR&F9?o=a|WHM>S;6YOUi-%XhS3s*B4uK>xVI|m)~Vlti`92Q(Xwb{jN8}7Ub z?QZT1Ie8d_9I@a5*^_Dp2^D|nC6O{I_f|zER@jV5Bp<_!Y}}%$jm~93OeNCVC1NAYJkIHO0oSF0Z6RLLt=+E0I+m%EB&g2 zYdKiK{{*|J`AM#;m`#gs8_Nsdhto{>WWn@cxHgt&fh6>GhDr9l#)6_Y*RyXaA^~%d zj!!s0>c<9niQdPF7;1T+^<2SILbUD*BuO~zyH^oNBw;2pQSl6x; z-;X`?vPN(rwiM+9>@Q54@nZbELoc)2nI0yOwrOK28NRql^;SzXL~CT})8+tf+A7qM zZpf3y6(LDAl7h$3og@2e6!hvQFj_nGB8Z7!B@OLH@p6zE8@!T#&Z#W8Q26LDX($F} zsbp`XAuX&m)tTgg`N?6b?=VUKI=Q@FGJwm`nHB3(!NKuUCt8}hw+#ep^aPLha5)}x z0HsJkg5esm%B=UA(Td_EE)2NM|rqxuna>}w^D5iO>W(yLUT3DaC=G;jYt#F#aP&Nh;Jjb2rjz35B^R`{i;9M8olitG z=&a4{1u{$3yZ1dhjH%nHrPTb#TmKZkw!cv~0NeZjXzRbm`}b(2P}71v|8KYcM?C+B zuAZ6k+g|?9cURm)w-K`V(q=H_NgbLNOp#Wf+jHD$;c#pB3I`Y4PVfhWv+cjWbRlQk zcR4xV<>dUjJKHw;z)Dbl^|ov%hmv=*@uhpa)}3~x0lSUZLEtXP6C53k56-+^xjQ^L zle=r7E>dwu-bib2o&#;wKJYEhVLFyq4dP>p8L;skHCABunQF4BotjOd0E6l3p*<;von&AMotF$2eTNVljz z^ab)*(5W(VM2Am85$Ty(WoWobEhBKf(~R*UeYKR9C@Z=rdx))~ako?g26YZkW#Yiq4#K%mHFNxH$3#aOE_#++O`+Cc2E1dcLz3`n8v*QNkxUdzX8{4tNEp92lwn-f6lWqHp^&K;m#6T|8pAA>9x} zX5q-kjsZHy!{L>J|8@?(#FwMPytV~X}1ycunM{KJr=aN=4LB*ya$oR zEMN@181=B&56U_;7Ix#Zt`#yoxna|BPs|d=KXXN6x?QZ;I98lNS8A((g7fz|gD;Y= zLGeHuiwTTnI6g)O4cR@}8LE{K&e2C18y0qDQ#^5%a~+9V@n@ive2r?wbvdVo8;afn zWo#*cx5LFyufN6UvFkiQDxix*>p_rpWPNj>`*Uk1o;=t(#Hn7uOL;mna)ze=fij4{E&6 z!RqYo9_cxs8X(E@1ca7TJ;E@Ti7y^yl?)h84sMcp&z@er zT2nZ3tSG!G3{eNo`U!JI_pky1XzYvh7ucdE&xtMZ@DV#J&(m2EoYIUet^iNn7nN!u>RiQWPmI0 zMZ2OOA{8xlK}2}p{hRkUpg>^Si>^n<=|02+s&lpf=<3a=VW~zmk2sVi%nSk%@emCp z>UINpZp3h4?;mz{vWv3T<<=GA?8GrIZjvQfgYXVP?Ufm-ZyULDp1I9to9OzDFq6)y zkz;Z9q|Dn!UbgJf^~UJpb{OjdGl+4UjMXHSg$xD5OkrLoQ*7}-R!WR|J^7aI6vMhx zAu#JD0o=Dp7!Gb58MBmI4P_p$-@55UBk|4UftU{OU9 zGwx2#_{xf;6TW`Z7(0@5%NIm6Dd|a{;4Uj_;lb-uEdu5qF0K_&mR0-3rYK!0bp(mH z%N9@|@xhAi`{KAM{x0G2Lo0C3YP8rF<(zeiF$KXtB<)C(Ut%HzT$>QgqshUP3XUWH ztOJYuO7dZuSHYfF)r6mMe7x-8-MOpo@fMWmMfoZOMw|wDcS)mn;r5A1p9JAwC32dw z#`aDjlpgW>jS=DyG@;D9aC;?Z7U-T6^KVVKy^9tEb8KrOfVPGEg~eNK-Id5j^Mw-0 zCej@Y23Vr`)M7j(=|&RhS&_aW&{CI%W*ABJ2S1NEQ6mgcninZ*C2%*+&oNe%N|QSV zpG)@``k7KZiM?Dz@K||4+-SPHbUt~r7}Av97POg1kp^-n_+K!N6v2hCLe?Wm?+sw^ zET{Jd!-K;oV_b7Z`H-(krhg$rjUh*UsyV!OGma3lKZ=#kmwX>Fd)lbyYD@dAl(b)1 zG8fe^pm)7g2$^H7C><=RQT|c&)Ur08E2m(uU%hVs^xyP7i1{r2-quHOX!>@p+}pcP zxBeLK{(h?D+MByuhj{a=rs5Az?eVj_-*N}28btAFN?MoS71;7Dg{p2(3!IwZ@^nS= zkzuHyW@3lY*~jVq1X;Rq2WRI7lG1u=DtQDisGavN;sv$#Jw*HB{s!c1gMEJ!>M6P5 zb8JyhiihJVSZuG4%*{8MkZj7+2HyYn9=1VV!!_ewO)>Tmo(bYQa;3PXw}2FPZy;PO zf_j9#(>)0x8etb*zIO@GEb-r7fsHXki%{e`L^wX|&6VQEIJV)L#Cqpi(Pn`ad$n@; z4*-Fw){pvUvPpn-Qn%bR^x-x~CaA)60p~LEynnoFhkk@&Kso^NCkA5tgtw;3IVeuAZs#_?TjY}t0T=}SgzjLym9N^_N}WxSgQQ!7>8_Skaz{c zkL|35r;wxm3!eV<4<;eSQekvdbT+2~Okh|F++I*Y-kdvc!!u}tCX>t1GCfQN~; z(y=aUp>_*9R!&&PPcZOPa7b&~Zq8t;z`YPKsggr+Egck?gVjxDf2`r<^>S#@!ag6~ z13zL+yBRAs&{zhoPGH0VQnpRu^~9WDI-V%jgXFW+*i8FX=@v%{7pNwJ)=0gAYP((! zkw5}38EKfOpM{KG9A_JPTQJFpn4EeHXF>*!Y*^KWIU2FUAt=tt%AHm=%FIB}z&9Oj zXfYri;RJ#_SgL9m(WJINTM9rjh6#xH)PYn9i%}GVP1%30XSvL`DTVl^=R;B-O1^Hl zet7ftCq7%eY-FN40vw~2j0LSjGJtqjZ$}4(tyOr*@W*h4W-MQsDK0+oRi4=pvNN!t ziC8h2X2oCT!;brVpYNBrdkX?+w>Qwsxq7U=dgIRBRj^2JI>UKE54UiMGfO2nTk}}9 zHj2e?lp&fS_;8;K1UV9rB>{(+RUG1I1IEJs#FBIcXdyHAd&qded+nY{r{~cu&_2MQ z9-XX0oq{J+x%%?eYC4U3FJF4nm%Uf7@N2g}!IVVI-}LO&tCug~V)^P-tE0w1Z?QAn zyX@%jR#RV!Y!Ja2)uqa1MVc_+QV=|Qa4?F?n$BNa00yT6TmU<0H}MKnqf}|Z3$j@Q ziWAOZX3*`rD-YCp{sF|GwvU$-U+-Z%){_kJy`CI1^m^<~uV=P+?V1K0d^_)vsmH&y zwFa&E*AnFH#m8IU6Ls40v&Vn1^#eTq6#}*=|NhoZO95VM;eS9@ZZ9j}e>HUX^;3C} zH_S(~3o6ghwp$Cd?ZF88#PHM=?ce*gcZ&8qMO!rScZ&8KDcVs&*0t%Cbhf#ArJ`l6 zVQH7makEOik5r`0F?5jWp6eF_qKEql6j_fJU~)@^#e=!ptDGCS;^Cc@eZd?Z)XVG* zp1b~HkE~-}fIxz(=)K22fyc+DDXzJ4#f@xZz0l#j;(A((tKGHR~9rHu6_Jnx|g?J<(@UIF!kW&aS^a<2KM`FjbLS>snpphcIGPEjwgy=7c@J# zCEAY^Bekc27iK2gm);I^H(4e{V3|9}Q1epC9%2SLGCwjbnq*I~u~yh2{Fx zY$WK+4SiK2OkCc1CqV+k@60 zqKxLFNAxOuorc8^ihBX2;wfGa1vZs^E%KB_#98N0cb-Dg>K1>xGfZw$V#%k4+?dX< z{Cl)B++fiHNz*=P4~q{`;3}@03y_J%Q~C8sjQ=N{!O_X|Y#!FQ)e&La?PvWj2ZQIw zmx~YA7$~qe!&Y`&JUBz*?ql;Pxpr04v(l(|3KtV;;}UF)I27q4v+;hh7D}jZ8#spc zOWY?xe6KRMB0q3?4IlDC-1hp(FV9=et_3gdsc3Vw&W(y&xApS~qTJFrC!~C+x$%`W|v8kSnkzE_NSjdI%YY=m@<7woK+W-LPPC_W?QYwOM=1EkPA8p@W zKyeliOz^YTXhA4xhGQ_Z)f5ja)Yu(M05*Ls;V;VhIXmv}J)L1n>``J`hV@j4E$qPt zJ?Vw;FF5mF$MZ1<3f$2ir@Ri@N9FCk2^ zvbIt%Q^fvoVxD1D$=RluNA~9#vLYM7Vjq=7A2LFU#5S`n9!> zIazxd@&gA9`?t@PiC>$Qy41X7}I^ZdF$4#0y%b>gU5VJh|(Pd!eU%vh3DfD z(v@^yuCK*sSgxK7(AHY=>;%VLB_4hBz3*SWy7tlcKZ?cA;M@)XAZ2`ZGJ67VK3qtk zn7k5RD_~?Ng?wGR#H<#R|<;S_}PpcyOT7@*SE^iMVyE@ zapJ^@bBmi=nM$U4I_oae96wiXtefL5BR!cy{8)s{5k0?o`~ya5@wC$Zuxj z7dEvLD~l9)`R2w-ww9gXzX9k)Zz3grkQkaT=<$wMLPpQl>2lEYFi;*Sk(_rdYK1n| zQ3$p1){24{SoAy;RkF-&vcbxlfUU^NZC>T!1`@jy^Ll2)BY;LN_V))FO1ef(NZ}xP z%?A&dDC{H_xXQLqg?l!&M9!q#VIT5RF0xKG(Ik1`>2;}4Dew}=O$xkTpapx@pnLRH zfZr6syu_-tP?5W%*^Tw4_Rws?j&~emz#Ttw3DH{<68u`$kLh3&Nmwh8cp=Qb`O>>P7M zxIz7wlU@P_Bico;++C}~5jP^x>h-v-6@Ru+s!Dh(N;CgtTwd0QVF~_;iD*c1JdN3v zHX-<=#Wtms5OEp^RaZQzzAL3tMWs9{$W(}r;)si_+kEJPX!D@y$7|_546F^v&pX87j;}y~LHm9t(F1x%QHn4mmIB7XyO$-3i zBg<&G*V*gSH6vdXH5z$fJjtx96ugNOwlf4^XUlAHUIzJsk{L0x!X1YT)+;1Ypj=?bx8<;AkYL{>A(j?8U-i&A1 z(X+_@NXLRfdnp~n6fcwo769oGpNNu(lFEkj9^Bk;smv9%oGiWS6$S_InX4&YMDwj0 zVCot6nEj{CeSp3Ndp;|IQZuQ@&kz zX^Isq^ZwSyD03|=dwc$9>m}_4QQP+7pKkqEc=3G)G)8d5#;ovvz4hOs@VBBB=y<;s z_?KJ%76pDcD!?UbFaJm8@t-gtHtom%PA~e|J&=nM%e-o(%T$sZpkAw2j)D&Nt@l0(Pj4-3EF+e zNLBFf;VD|zb2vK64q_)VCZG2h6v~?9qH_OU52;$8=B`g&)pF=2U}J7c15{7qekfHr zShh<>hXSMk`~5t`VV4eV#9b*!BCopsZ5NV)O)nHBJT0$r^Q?w)S_9+zxA(6Z*^8w~y zpG`Sc{t)VVcD9Gj(N&WzMv|gRN<-|U9q2L6DOU*+EKbOQVBRk%S@8c;p8%gurtUp? z!N~nMWNKBkh#-1KCwJkC3VP`vzz-A77-c*iWy7;UMpMLUb|#k}OS1GJ6L#XK zi03A!bDV2D+5q85VB;V>#Lc|)f_e?rXUiAjTa?1|M2%Hp({^TDTB6kOB>28kP6 zv}Ci$ZtqZ+f{+r(0!B@?d65?isgN5&WZI6m34qxg;W0LigsrO1}# znIKM~QXfDzP0(gT2&v4Lj+He4c!$|dZZOI)+ACmA02h7HKWM>}^R z-5kR_&^`AhAy|}|q%iUv8v-~u2ST}mXd}oY0f&ia3=Cwf2A62W(1SgfH5`v`tQ|q< zTGJ|Pdz1cgckRLUxPv78gZw8OBF)J^jB;9LZ<45_#_@;?ul-9CP%u z>A#tp6PpY}VfqJ9;y@f>9bQ{K*=J6A+)&_%l(sQRGz|t1nYFWz1c^*~3c*c#Go2?0 zk0Nkz)M)RQT*pyA8|l(DZ&#_T(f}m|?%OfXQ*ue%;+XkGVwqVs;<4D|wYLllOEwub z^W<5x-|DrP>qt%uB4e1yW=DC+stM5<#x;X=>ktvlxb4NE3d|-#&kSa%8c_Ck8d~nE zNXKG1V{uNIk+S{K!`6QOEVykxByvnUCvf#dlJ;LZjma_*2>3}Qr6~1k@xxL?HW93&iYH62o6zSQHVu0DgNkCQEEc%QGAx+xFc-Ja99sRsWC$^C zTGO`>Gw0^qUtR1)NC>S?An)qUC!G=a>MtjKu=^n6QB#2-%O%-R#T|~19MMC!(aJ70 z|NBE}(xtXh>iiJfnH~>9C(r@nQ&1e9dLlOpX>ad*wrzXgM-STpcODD(gIkL5_ufGV zsSsfOKRLzPgjTyZhG8EWhJ^j|@o*%UVQKm=aDCb6l*iZ#kSz{+XwshvUSe#=O3*Dr z%E3LgV)aLR2nd^uvfY6BqcB9zt%4ML>2KC~iorOq!m<%HYVR)HMgZWb(5C{D1FDMK zn)aJJ`5yYhd{Fqx9oS{BAaBll$1v1O#{zP|H2gug86FE+c${t9UM@nuvUty+*b?bL zv`c6ik`FJx;GwSzNqTe)?}|d3En&WSoBnleiZ8f|3)>Sf_0YTFjnBtgRMPddPl3g6 z7JloN7sluAeH87*)%L`CS-qWXRzLQbhCC4FO#Ba1=4w+c494)v)ciQ3f^q8tix!qX zu?6K)PJ!_utz_$jjy&+G*D{tbI&BQT2JV!Ka9KHFZ9b8?J<+W# zDh~4I1GdmD@`hYS; zf}2;x#gjIR)N#xn-%Ou+dipq=r^95nWW$T8o^nA`_f~!_trinq+FG%>t3^2?7_y~< z%Na?Ri~ynylw2?zF|nCfhuU_Z&ZpFzPn3vyZ#Pe+ppfE``{1Vju>l+>up?DX5Dy}_ z;e8R9jnJ{du%~&xRh%U7-nMR6P5tB1B)0@Klnv)S9Alu<#Z)XPzlEA!h9k8`qX{Jf zo0VyfUQ|sr@>aEbbes^@XpV==F=UodCep?w7r0xki_5=WHa_eP;30Nw;$M|Qqqx>y zx&?U~W)?bh;&jZQmt7;bH9o&*YxXAmQJ}Uy=k)eJUAhwps(IdVF&g*jS&WwVi> zYuuK*!Eh|0la*yX!uSm+Zk!kL4t3rwPP*3Wg*tk4hF2TTUgDsQL$eJhxo;=(^wq6V zbOt2pwrTpp`qSduf~M$}fIF9z)yzNgsD#(CmB!Lx)-X--H(O zma4=>KjIYPI#WTqx%4+TPmso-@1y0HreG>#ZDWML580DLhp^jN0l20@)T-c~B}v@S zhuHjMC!{`!HWey_Xary*Ifz!B0A+8G%91w%$6W|Rxc)&b6m;D?K5u0oIKdwh62<0K z_DOvQ8Js8AnzHSDcpa7=7=N-Qu?e`%U3P6%ZWwmTqU0iy|mVNJ`LDz0}t(W&BdX79bBCn4Y%9MRU~;c zt|FUQVDcr!NCU}>qw+FWAP6Kxy{X40%jA(A;TUp&d)#pKo0D9`Ku0BHsYUdA)L5Z) z=ioFn9=C%40tSfCa?(6F^}GdHylK@T&8Z9*)sYF&M951|2HE3)n46}^p)P?UR8$E! zf_Pso6YZ$2gD>VYE`F)ef{1dGyJT}RQS3(ZU){=zmNyC$CpZ?sAJbM7;e>hTC3$v^#l|W3-?%mAe#>GL zJ_@~97Z7pmpxw>jQJcvT(y$Aq5^g4g6;cdcqHgk(e`z)o09eaA{Zlor?u>Bgcl|Zz3gnthd2-py}F&Dw76@k)5Vl` zhx>V}KV0h#*09@Ss-S6yn6bZx=^G(i-~ean*3tOn*o}ExEbd3>pwN$6>tNYNj%2pc zIX>&0Lo+|r)yAFwdd7{qbQ~8{k?2GRxWbmRqts9G_niR_)bj5YB_xR+{QY5P z#e^L*UII4aQFeq7pJe4ezTKi_IUl;&%S7479N1nF$u(+%5Yf#=X7{HuKm)z!QyAbu z6G-DZ80UOXsNdN6mpio$qH63LE^HB-P(bZxZ=fP}E_;x+J)rGp@IWE@Bsrw3) zd^6%Rt)g)2x)!xKyH7|Pm1RI)j#!=6lP}PnR5Po=T8#X9hVRiBW%*@s! z{k58HpAW!{vB$9^;y)xe`aS53p+k|=f`x*HTXecrr-DprW{VY6#UeDKJ&jH3u|B*KN_Rw@)R$Tk^8#tT>udWiivP0OalgBxAYX zv{@o)T4{@9u1y$lD2`>CVwEvMS55S~$3RpO4s*wWNm8uw-y_suV#=a76|?NQQJB+3iWyQtcq{wJ2!hC&r3RE+Y%P>x^9+Xz-xV&~3d|9bx zL)N{r3TM8s?4gd4plX2Q>T8+ks-w-|1A#P&a0f-uNSpCzr{N76V6P0m7sBhI+oA0~ zJQ44~!UC}U?q)+P7TP%77pXIC!pj-cn!w!x)KNzbXthEEeCRQRnib%^jYBZshA;sxEV}@(Xb`XPS2CeDfl@O+aH)nhC1W_R|xdOtC1WDTv zr*;bMHJw#C(?Y39cak!W+}vU60ZirlP=8YaK&!Ib&58fL;d67UBfPu~l;YsDq1{1) z5gB;2xW(uCyxVy2NqZeRU4Qyhw|-m^m(rC>tD=FV+pdneYR1KHEZ(1uh5BO+%-bI> z6yGJ_H7qzq5-|~D4#kzC+!(d8tTzn+jz=4yC;h?HKr`kYSsz=}rNxpkppZQgMOe(r zL_4#IK=S=DPRbFF zc18*gx>(1F>AQ`~Eb2t)s~4a-xzHNL;&Z{Yv*d0yTT-bolB_`-umAbqy7rBC_>s`* z=%vL~e~%ZGefiDkh05dh`k!q58y9vR6?y#yEkl*H_`=0Ivqmo3Z)g62W#|usN?c!= zE*z$zpZuM-rlGf{p`G&Z zatPRE?lGD7`o~B2#92$uh-nAT*+uR+k&a*JCp`@h+jbkFLy2p5iWW| z)DOB|v;DOhwNUjkgHGTKNjLxC3syA<_d(nIr2>)d-F*Be7r6|JT4(}AThF2 zdHA!o=F~+f&JQCA!j`Nz5UQGl_)lRLqt$l371@`Assb(V_80SvAX71a2r;QSaH<<} zzo-`?@c8#?=px>xzq~ia?d?y+)fFKc!fG_JEFKB65kqf~ow!x!ae{7&YgwM!4xCk1 zXv}f3nZ6g(Ijf(G*daiDX%n9XPEys!2DNE_=c*IqH8>3bt)^do1Nxkziwp^&U=`)) zFfofNb<#bD+5Sue6TdKN_d8p+)RR{=J820Dt@#YW6q4(Ai<0Z<@o?Nmd>x|VAh`a$ z-+rsDd8@7YHPzNoobV2~{LxNbc7vO5EbInRluLyoUMpHNPMnM$#Uf?&*h!S;K}%7Q znVbMKljY|*@x@d%ML!PgK(+3(!mGsAfwMRYPD>I*e(?m%6^0SX57fS^F+GJ89xV35 zAHLtlwFm1r*1h%Po&}=H4rYv-9`aLy@wF{<4B7@)otg*F_APGL^WQ4iyAt)j32`xN ztTtM*Q^w7&*rsc?J?5#Ifrr`2lAai5WPDGO+&9uiG0e1iLjk1&$qkgIn@Pk7hFKCz zyN$=6+`V%jLHx)diU_IBF>ZQ1IcRV9p0^pC1^VFEt5j%Ax|UR*1&8 znf|2iZyqB{+$%}G`{nNmr-+{0Zv01EE4mw36wu9h>RyYz_&deD7})DWC#hTU_J8!w zJHmT_j-%uLp5ru+ndQtF6dZuT#`JiLWcRqsBp)N^1`n8;g7iV>u)qHR4_pmq6(E6L zi&W8}*%sCoF8#tiP5XLGRVeodQsiSv^YE$bqys6VNP`>@h}q%Mnpr1z&?gaVaS}M= zG2uv(Nq`X_Ab3mwoBeTuWO&dbGu)G535bN(q%YOYx31|eGQ4#F$M60Ah&MAKEd)X( z!1@@gb|iT>d3wY_gz3P<34OmOQHOF+A0Htzlj$AVY0w@n6To?fh?MRlgj#+wi04e*AvwzzS}PvL+vT#zaxu2#m&?Y6?FjyF zaToZTS|azD#Dj@+neDcT3r|GK9}K2j8Q(rT>#(kh!8?KXkuRsq1fcy$OBIUTv;e^;#2` z0(DuREz#Ri?{~z_V1=Su-7&y65+z-$_7Asy4DW>1IjZ>$!)pHd)+5yX!L*u%MPd~{ z+d4Fths7$3E5srLlnM(DP3p{#dKRBdJtU7`fBE}*hK7rD-nxs6PsaV{P-B1lgL&21 zKZgIs#-C*$Aln;nHp4;k{t3>^P|khGz=P})sQh}PZs&yesWPj)B+LeD$7K%>Tn$KH zID<09o*XLWG8Wt+b-tS2MKYTc95Elayu=5_)qf5Z5LUK3ALBp*y4J)*Jme5;%WAe+lE)RO1sc|)kkCL%Lha$;CZ%`6bJI-{ zIPVw&cmoBf#CA*ZZx16?i8j^`G~;*p_ zPYN>{HH*7m(C-BsMV{mfH|g;~d@b1Sm=rgqeME=2VoFlP+(JStE>c`hmPxN{E5mJ3(g7~x!`>J>pVG%k=TufR z?psD=+3{wha{%v4hSlY`^F{fO#a!p@nd#! zjX=xL3k&RQ6L_V~qZ=jrCqjH@kj(8=0D??E?BR}i$#&@{2DIE<5&)LNkd^sK0PHT^ z!lhuceS31cuNbj>HcO19*1%Z=#b3)3>diAb4e@846`^pgk4z}{sUY)dNMh2&D@8;gocpp$hy1%u#5NlGb)NPelQDRh6YS$VNn#^ z9f4ZO851Z<;>4P}Wkk@Q=sm^Q@Tl z&w4a=IzH6`oATQ(*+S(=H5)Q@O!8qH$yR_0$DWEB0PGq4pLv%tUK@2OLE+`fv9v+#D;TsVNS`eS? zp=@RT43chUa70JCT-@hDHG&;j5`2i%X)mzZnT#oQ+V;4K;Ql2i#}N362si1PGCIo5JU8UkW?{R6&o9Y8Qncfv9ic zG6T>C>P8Tq3NJc>2t?Hg9=pu~()e6W*jdHbi{{!t11w%JCb9dLAOwr1(EPGfOu!h5 zt88%Y6k^x&Cf1@{H6u1-P05luk!2@0EciWo{)JLBRkZs-B zFl7v)^^nv8Nm*G5ZhdjAHLHWKnvJBiQ-+`?{2J1COa{E~nb}pCnZtk=5SKtA@Q_l1 ziVHoeOW?nh3@cD^6ep9AmF^aMJd^^+6Rt2GvjW6G^os#J5&cQAlhHc6NG}a&+Rd=E z>Ot00l4YQ<5htio3dOBSaDo)&%eiIOPq0aP!3CB$mpil-m?jIzS-lmno208awZ|&7 zWUd7?v)be?-APUJN%jja!y1a;Mt>@{0E|`?4>hCU+H5+7o)`EcrXVRF1VR-V1G;FI zrb4gSRs^cltbq#E(S=~5UJXPUgI^bt+$JoEY66ie6ed6*3G0A*$H~U-wg(wZQb^|B zgXlkR&&Olp8gufQs7lq~qu0`hfCTDD0}|$6#I+FpivV>dYIm=1q{jk5oTIGJS*9Zj zV0}x5SmR@Bo?A!maS`IQOIzh zE1IU{eR-A@D(*tX4G1%5*$~3H&DZXB`{TQ+s@-uU#npFny|q!=UG$mkEU1Qj*kDgp z6E3_<5LB~<0`Hn@c8re|N9m`=&qa}y8G8=>0W)JHsc7cc6FgQG4GEvZCKwdAry`RoqWuzXsoC?KaFa^D^vg9h>K;StCEnr$EZ zo@}Rnp}jpkhGUl7FXoply=dZ2ZZ6TRe-Q+nWW9U&BPv)c+=z@)H)9@v>w*XEM4Lnq zUCw@k4v!_7(oGMpag&MJWh%TWC+E$gnNK)(I0HJ0DF`tOoJkirkCHw@A`=x&3;lU} zCWRj2?V0rLnUw0agzw2hDe}tX(Cc3YmR;f>p0`GYYuWat&!jQ{y44|MI_gTkr{^e!wgX9$637Qb2XSya0>a z@GtdrM%TP36%#oTG|Smwf|O~v0JbwY>@|^)sR${uJhKX|Y4X11OhocR)dzjj|P zV+7F{<}e$I9b#V#|| z>cOP@d1OZLRv1XPy*$$f|G7tXS2|JJH?Th5PD__xa!F z5oNpdeZ;ldZ#x;>e8lSrU!EiAO+o?@Y9P``qOA1`O~R*eVJWg8IF4&(SZu>q>A?WR4pogRk{9kX4MxFC}qv44!+dnCk-qku>o}7=3p#2;S2QPY~ zVf#5A4^CV5vx%?y_^5dzcP0A^NJR^Yztd+jQoPpt^fQCIQBtcn}fqHpp!y78QM zJGi!=qeFBDupuPO`y7SOM3lx447k-fxevuTWHCX#j%;k!tR*w7@h>9ku z@bjEkT%2^ClXv3#bX!Nn4!47CVu1K7a}1s9io z5rM;Z1$QIrogkwK?gqf&g@TJq6C=CNH*P-1Dmve|d5%9XHg3MSp|qw5$$$;Po5WLq zY=v4$wnD#6zKz(E`9$%l5-Yb(pZg!y>u8xq*)`E+oRp4jH8L5<$JD2_v!BuY85?JSm^%aE{qHGw+!Oe1nWr7_+Ob@LkPXioy$bB6mXe5~b z;SdpA}j=aZ;&ic*If5W2$;W6G9I&lRWky%97l2_A^9nYJ{1WWF-d9!aX40gX}fP z6taVK)5BwzlIS!{nM6U0i==PC zK7`4ct_t&=l+G1Sq)F>;5z6LmYmcWrTQVUibD2*Coba*--0ZRbxYs@e3lH>A#)q#E z){cJ^GX&Rwvb;rF2sJ_z;aS|qEud1fcgXhcFscEh9HOKs^Y{y+jtrXfjytLnx)nW) z`{m}rl#^KEu~(hq6p!TeRksPb_q&bAdCq%Zde-B~Gw2ag_*P#K6m{Gk!Yvlm5GKEsh~7@U~(`YYK1ZPI<;WHe4q-5qt#nq&mf^^A`;lgQ6j{_K!G zzbA)n@NNV<;{1*$fz73mCP)(4Y=9qsk>j2$&yQoz{C;-@@ThzmZ{DbZ6N~9B4dkY zgg5^Rc{HkqEYJNoihY!~)xAqA77-wC%e|Jz^{D0RNo6(DJOoaBR9#~^DU%g4X{ zFXzqjA-Ak-yv_1~{30zR3gKCni9&{ZqKAS;3a);XC%Bd@rAXEpOIi|2E=S|>>CLsZ zv$HdZC`?Jx8jcRvjx}LPzV`9`+jk#s-@T5sBvR#P0|+Bbt0_?z-E0p>WgfowJA21e zXP;#_Dt8WXHGt@Vv4)ux5}GjZh2g>Yj0vQcaY}*w*WZ&|)FCB`>m4MDxWKPjmXEp8 zZ&<1hVV9cCRfDup(a{=5ivDFMmlF?c=Eh=vu)0LB2n&1}!ag%(ru?O?*=)5i2MfwMz z8#+B>`(l2a6VTA+`|IWOzgZ6ZK@YVp?h-l~#0dGVl5{K|><`?tD2w`x!nyt|7uLP# z^mu}lK%1otBrBlvfUw!HOwf(!pbI2=@IJi&@5W#XxmFN$Duk}<{^KFoJlsq#Y+i*y zNKzn(r0om4k>5X%6hW$>_H)VeZ!dFm>1P-V3|m5^FLO}LSR*HTtXWqf8bUl&Y`==| zYFU^-Wz)Apn^rpMdn}tkq}8G>M6g_vQI#kr@=xlFt$;8?B`B?aIKcQmIdTi7HP3Gj z_3Uort`TDc-*Ik_ER(6c=)t*uZ6il<_tr7!ucCJ`!J*ywXL+RVG)i{Sw%pr2F-!4H zMfo1?6&_J%t(+p=x*5*tF%%>^-+%3kN@@U+oV^WRWeSpMFe4PZuVE>Gc3jeTQV&6+38x1>-|TnWo_K;gY-wC5jfTB;^6+IS1CG%hxYw`M(qdJjKjEJ z0+6RY(p@K^T7r6?d@X(DM~2C8N%GSYlE=>Fiw{2vO%&$PdO$u~c*72*{D?k`bb_RcxT$~g=ytYQw$5q+CEC_8503pk{q+g6|)@KlQ_q6-n_9cvYK5U1e-IYFyl82>%2D|B_>?sYzLITl$R; z8!HvtL>)YwQcm0KjL{bNy@;qHJcEZ#BmRKfyKWc0AclSYE5);i`m2X+H#Y%=A9O}A zGLK*&Pib@x`gBzldGiq@y{|*WZiuoG0(AiA#oJX<=nU!%2>S?%_!0JL>_QA6y#U?{ z5Uvb;1-Ms*#Xp^Yna@BXmUyEe_)^OuxRq_Bj)!jVK;AB5nzTHFO0j>Aanxe&OG3D3 zo6#Z|XDby%J0G>PGC3ZuZgBl*OX5?vEzUbf1ay_uPIxmWONxkAjKNmjo@}Bpx`1t8 zU?%Rw^}llbC%ymL;QSN0W~TjEbM5fVcLBtUAR&OZ{HC zm%ae54TgiT2(4cp-Oz3etuM;kXJLC0IeP}S{V^xCtVNZ_O|~sSXLJ!Vb+LfI0bdJLkkq*j+<4qT(z-t zltsQ3!!A!0f0~Mb#vZjv@aX&ylACxLqb&O+>qR57s&lm@!Uz)4*WP=K;f8p(Ce9 z&sRliuw&3HI4m}8RD3_js90>;sQ7-4QL$KIRMG5S@Vrog0)Gk!)2ptgZE@XOZ}h!EA-73xV^_myTKHqc$UxrisGI9;T<0y;x`ZeR9_Z*I)9hF7XoGdw>xGp26Z zNPG?&F(A2F^N5Yt#iILw1{HqX+3OuM{(fF5-jQDu2Vvf43?(w6zmZ!%xDtK7fM*Kn zmS-{Fk9h@9R^-QvM~Q2TzSDnox^=kDyYAAXb#7%B8LR8W)eN;vW>FZGgd$srvN%j9 z?q|O0#c0P13G-r8JJxJ`bm!jtW_<84Dvbv^X^&yShX)yNxmvWPsA_bEh@MVq_CDjU z=eGO0u~p=vR6vW(wlGqE2Z4;g+P-hsEI>LZYT ze>j0NKQ7Y*eo{AA4`o3Xu|hZ_I1 z*c`HnLWsZeyl4rM1Q#5&r`oEKr@WEmsHa&sEuQs#zRN5D%5^`_e)>~88|!B4xcDx( z_vc3HHN3g16Iu-ytsf)l0_5(j;hPQomc!s@=B$*5l+2#z0KSc@9a_?uCzZK}7!9vP zK;@B@i(K`@P3zBGgIbVUr9I)VDIuP!$SWSZ^DtT^7X7ylCQfb#{U|El_`ixxC64Wh zPkNV3v!|)6>18$S%kAV|HX|~8F^lGVG z95uldbQV+bjm0z(jm@2&ENt#9{9SkJdIb=M&k)8a8J8bmu^WXenCui%MvT7d19Sy(il#VF%3rMhR|d3S`GZ;VqNGw1djE|p2z_Db! zh!Y1O`(jZO!!lm8Q_{i&&55H-OB7(ybmz8kU|K80*9FTVIPFm<@8C8KmEIHrl0Mrs z#Datbsl^!{xFBVdEwo=(x44kYDzdquG1Hp^=UJ^vCe@u0479aGsp1SQ%59C*TKG;p4ac4@lvVSITyuzeM9L$W;Rt%J6Fjl!j>xH zUij(RQawuu$4&Vb6sCb-O2i!+D7NPt47KY>Vh$j{QBek%8Dr0baIRWtuRX*mvu|0gW?C>Qw;;wnSyf?ummNZH z(?ybCvk<39D6v4-(jEqZ&|yyZ;5PJ%4Wzgaw3h08U1^^0lTk{AX_H^yb#1Foi)a(L zXtxsz^qciO-7gX1SKRYb`?Gt$oZUiRA~(1!KMGcE+{=x0hDad4pZeilJyj;E9JgRD zLL-%c9E}&2M+sRvS(PAsU&^PAnN~leLN8NC=RemoC&=HP;3}WN7-?EzXm@Enkb)jc zeH{FdOlvs6JDB@>881bFg^^wgA_0qazBl$Ab)Yd>)6Qn;5u{1IWL>Net^sh-|Sne<2=KO97m)*+jco z4@;CkFISq5&9{um`7KRh8=OymX3uFAYb%jSJr}wH4s_+*XHL#@$?YgY?L|c-0kODv zRGJ>0YyCIsR>C5_dV#2Z8Ap9AF^TyE%z(KPfXj24OLCYuOIKCvHJ<=XhI0QNipM!#qH0aR73i zPep-l6g3oc86#1zU?6n;RvMlswy2=`DA*v&EhIFu;DXd%G3K!3H@TqpR?!pdWZfiJ zkh>O+-LD*)WO|F8NjVzlCK+=&h!kH;)>$X(Dk)W}bfbBib4W?E(?^yRE&EVX2^ZZ% zm5xp^*FF_zx$+d%4yk^6%4@KCcFHq@nlol5)G3U4(e5YJt7fD;ilj<$LZ)@BVoaXg zddG9K5W0Mnc!;IpFD!AJR5=8cRfiW?($zFGWhwXyRfd^*+F596`!=R8Z^4^KI4ikN z?WA3FUdZxG(0_ zEBxB;jNn!)zLKwAy?ohwK7RFTX(he96P^=k0Ho_TQV2CJ*Kb1j>if;4a+m8jA$+y{ zW^OPhfV_CW9fX`uRR6&|K8O2IhGpIuNhIgG2-}v-^%Q-|o66b-$>$whNS2xpl;#;E@V6#<2EyJ2Qt7(<1 z8yFo(NGj#|=C8&%>)P}M6$ZlXZt5Lt3{UB?!@@L52>A^W3lKv%_ zcDIk@f;l{o^GybFgrk1%`F`(ooVg3%TYH`Tr#*~B@zBAY>JNwGd&9|~oA&e+nM23T z#;%0kes=4VhxZ?T_<8oB-5YNsW_4NE2LeF8vODzTcF67aJ81l*l|8tHc#(X99BR}S zRzSkN<9G?@>2v6Nviux*Lr?PT@vWVYT2T(j1ciop4e^MSZ>CoA+QAt(R4~9^+b(>U zM)cZieKG@p-i@tO7~ht?a_#l2*Uc}#=>ncx?RJ0AAGh1DzxeBa|IRyG-`l$NSFgYP zL;u>c;u-F&(Cr6H-#{rJHSI1$rs^DlNj{&Q7Ju;fzwzLd<-c2ms^uk$+lr39@nHS8 zQ1n0aMWKMUcQ=0P!E?U*J^#*-ZSP_kY*DfBi-Cw=kqXmd6tgJ9_o6@Tw9G z@?v^drN|tkmvZ&El-Cubk>>>r@Y&?cZ%J%AUHS8tALaPd)Z_qzG> zzx%h}d1v|EwMjl&!!6iry}`5W^n83Y99+AG*sbB|`KW(*G|q0U-&oH+=nqer@UL^6 zQBTYj^C7sYZB2d)O3Sa4X!)vZ`F;6I;qy8Yqt z@bG*!yF2RSCs1ELxV;*K+QE{0*u%mb9iu{iZ5hx$?(b7=+s&}}aTz*S<*n1sKK|I7 z)$CK;;mdG_8?E)M$pTCEYH8&k0Rk3kcG5YQbw5F(G{kctezL+u8l?rR;-S+xNFu0pqj# zJ0Csz*-i#t`pK<_JNNHyXOBL~Za;c>=l;(9M-TDqUUuu@UuIkPAKqEbdU`>9?>Ss{ z(0`^iB^rBO;%vL8Jk)i7YIdS4Kke=J5BmEEh#wqIkV7gv93qHhK;nXe=cJ#@4ndLu zl;i$MU!zs>hyn~|>)JImIK<7@LhH!epfk!HhVJ5g8lJea!uqaVyC&!K%rA}RaPN!W z{@6BRY{DN*`p84t@q2_OCk56>MEKKt&U=Z`Yubts+Qs3!btZeTY>C|H9X~azSo2f7$w+`5w+BD=cU}8O*Zs#o zGKPLLlMcFZuOh9%L1%J2&K@Ej$`^K^?;pqllTiDBtW}xn9v$pEW9+^vFfg);lhiFi z0acSWJW8!XGz1P+su7{-4pbpPVgJZ{>s;LEIvEt&ai9rM_PyWtBoJ+UcmA5Y#Ma-( z-tkA_ecJBpFQn8z+-jiIf8a~K{^B37^0)a|c9{5;@bStP<;|3~l-pNxb+G$yM(lnY ztfMyqum7jNKPRu>_|xk*);E6gmf>TodCTyBEg8N>L3Xf5Vo&aKr{c!(NlyjxkGapd z9b%aK?Ln7Px;Ip?^w`+}y4c8puEL2ySf{a}y4UF*@pv@c#}4}#Lf*wTibf+i4OZ@J zj#)AXH@qZ*p@mWoH#_H$5V7RxyNc)WHqu|sZ6!tw^e5I=ZdA0AbH__hobka9R&Xot z$I7XdBI-YqHOQ3%>TAsZuCSbvZZS1^sNx~U6hY4dQnH-{%gtNlh&10;8g4UJJfByT zw(Z%Vx}%#7u8Dg!bl4^Hd~^cU!zDU4%v;nHw7wYj2TkcEoQaq*wsnH@_ZT6uC>rt? z2u$B4Oo1*X&H%AbF)+p`azI2_O6TSTON8OnwJpPs*l}N=4RsH@PewDWBr?FozK3Cyw>}51-_}gOmph3krA0N#`U|C>J56 z=$)+ZQ?FzeZ#K?`qy04{WxW($!q?k4I`F)(+1O~U+g%`92tQ_B%YI}1!|KZksFEr4 zS+q1TB+b)dmMz{gOdC{Cc*!sw$bUTKDf<$D6+nDrg`WXYr%>#jG9-;&5Q2h#RWvyv z1Bs*@@$*~J`}ttJz)0h}hI}`j*B)6g_-_8DuA1@dtBTIF6U|2b)hl5FJzF+?Ua}TF zDpNY10)IOe8D>nR_?g*V8PrA2i7@280A>f!A%NB-qXjoP?P0~z^@Kxi=cecC@8_t< zqgZ6E*)s@mkNQ;oR9B&$lUx>S>gKS? z3E^2Yt$9sw*>odY0y7?I%l0tRLdhm&Ml^_6^=7ARie>4aulC-N4{a^Kt5a3hv)zOS z?LW4cspx7-wx4eO6BM~-MZ^Fk%C}!^{SwcA$DZ4$tWLglhIfBQ-2Gn+on1ik@L$Y#a zplAWkQ1(TK<(Q*7X(8oa(G_!2_`&cQEJpVkbAt+rK}FvCZg}0=gU+cdDI4Q#^GBgq zrh<_h=-Teo50%am0xliTSt{xwqJD0RT;+!6_9Ppo?i`gzrU(SKSSN}|=ii$Qi8Z0Q*}`yYD93v8>!F@N3>n= zjDu$5<*Sz5KA*-O*;&2cU0KEPxC?XP<_#k!uDMuXidcX$w4Jb&h&=GMR_O&;ftVZr zASzrGgub`+eMl_diA$vX#3Y+{x7JYZTXDHm^x4?DfdYRoDq!-@clko(pY)}OE;U_~ zcT+nhC91ol5>TD212O1(krkH0mqF!a`j>77yD+AzNcHq2Or z5y>ZidJI>P0SqN@C~1S^!5;+&FK4S9GtgY_^=QlLm@e&fdMZxI^1^AC21LjncE5Uf z;GiE5JKeU1xH`b6Fq}Zb!v9aZu!siHBU+()xn-OFRHk(j7;@W!J+Lf8?fZ9fed4zr zCl%;lrv7N>aA4WQhPs+PZ1>?~CYfsU%?)bv;Q=MiL7VqF$9b>L+Yxp#R601f)`84P zzS-c|kFmq!ntJTjy3a@nW9CkYbz86Ml@Y>MiA+e0KJfV(4dLVjmzF*b%9xgx48zrf zDqHfNL)ie0DP4h>))|ThsUSt6hKW$&EL_2ch4+d(aZaOl)=ZFM1Pf@bw@xm@p51|u z7*w`WT-@9eY%3Jgw?$JPO``=t%M6B%lv5P<9(Q09mlj1Hy@~bvtmJk4?3K+8Jllk@ z)ln(wAdnz4Ch6YeNeg%)RDRqEBHz&qEu{ZS=8^#S1nx|IEmsEXJKS+Cq}>g7 zFAIcVCvpwKX_2Twx7M?h9)xU6q|FD+h#+0K52sdG)?CgW3E>FP47_0vmMsuHJU3~- z33Dp8UD3pYL^hIP5>AX2IH*M@5WeL{yFCZiSeR~Yr|1n$29R1AEA0t7FRpJlmMC^s2(#qAV*Md8;d1qo{`0g8|9sqD`YUc}`DPwkx!69lDzNYdF2LZU! z}4s z1>QI<``>Q=^Duwucs>v3Dp;n7Upj1#hG$ui-U)gWJvRyJ)WKzN+|BY6TJt$6vMYkx z!NMDX`<22-tjWjs?`XPZIaU#yZFz*vzTj{HdfU__`;m~-G%yi%>o$H8tp5aI!hf5q zo}(=|9rrff4-nd1l^yCg3)2#Sl$oc6KTx_V_!x3m{*D6|B4@wBVB!ujO9k~@GdvEHCmgHf3VVnXK{q}U1R$*&h% z6gsPzvg34{@vm9G^ft_6UH!O3B?$IeHjYySASJs-s9H?Zg0WfYB3Y&jko4mRz=6Ac z01Zayb7Y2S2VO8E0YkX%=8z^R;~hY$$CxV~dJ%f6XejrBbq2s+^)_{O!~h1+Ta&{A znTUHAe-Bnxh?Myn&_;ex*9u`npHbaPX>`RV9qIrjEC9AxW@CKn(T+)XRo@`i(aIY| zdM$j8b&$OQoJV*Ql=}%n9$@&xQ-~x*TX=wfYa2iJjb>k1j*_IP>56k2bC4Z0Xuz0Q z)C3D;{lV#@H#i(0k+(VSQEV0Ye-H!&>e^je`ux2nCCXx3E7^6CG~?%JawQN`;Y|xb z5jNOV*ikVRZITfJP-%d8rsIP|qBom>D1kOR2XjL_K$IXZlmZ6=OFp+ykS^kZco7O6 z(FCpC0}Sl6+q#1q_gJH8NH!LNKpO<`Ks=j_<&;Q)KphOFI@pAJ6ApoaSXJCwA_%bM z?2!OzL5EMu;-`B6vtoNcf7Vnm)~bpmcuPg(m)|Ta+ccixkGKAdzj~e5l%P5tJW);Rr6FILI6`unfUa`%j_P`{wr-QS05&ivT?11LL$hIJA_V_dPsDpZiM7uok}wIt>e=tgLLXviQQ zEWH#HTDz^6E4N{Lq9&=`-d(?W{m(vs6+qm~UfP^FaIabxeD@axa^@(cf3CvJDL(Dw zQFM*C1AH3jt4MJ+j;bbdsY|bLkWwv00qx=+>kGF`$1NJ`D%l$~e3o=y3wLa*Mk=Zn z2VxQr{FIw3RSPqtRrKFP!vloa>9BdwcxbvqtQZEKs$KCj47<6ay8OINp3-Jmv-Ga{ z-g_&Q#lR#?)fZ-_Z#nmUvXtD>7)oj<|%^8Wd);EMLD$DgJ|Z09lK?KE}mGp z2w9ffy%X$O5hECfR;>_WcG|F%>!%}{+C{Ap_3E~0T_ywNvxwO5jLvllGl*K$=+ZMt zq(Q0Vp5R>itdFIszXvJtKm!+dJ*=lza)Wx>d4Kk9_D?{O@Hz%MlQTFIr`Ewj1;3

      M^|Swm@`QTny|gFbgv(^+$9eWFVr5 zbfQ1>wP0De^Zg~xr?0rWVnkMQkGQcSaU<+GSRKcY!-5>^2@rm zU#%dA1yp*_@b5wRJ4f;hsHiA6!i3q$kFxFrZp_#pOp%MFKZMS zrrd_gU_9%F@=9D;3v)G80Cjx@OF9{jda^!jW?XE?S2!)$2HO_h3K2A&iSp($h4tA= zSa^A}9zW&A;352)EUj1>CLQnKS$t|67H! zzrTM(E&sm171wDaTG?kzhyr4Qob{Ahk0g1@@Kl6;5KbpMn841_!`?$$khzZg&hORI z2H$+$M&_JFwW^l&)rVoq>EglVLe zeZ(w1isdsT1L4L)vy7x0;UNViEYm4R2ORw}9HFS3#~zGKR2^hqA!08jFUNev#1US- zUPx=2(rdbf6%z;@xL-ki1min*Eom;1v=dDco096{j|6mkK22VsZr=WTP zAMB_u#GA^akjiTazG2YBw}(C)f{~nVKUjx-F~aZDIZziS1KXUvWz>U<%D%?*>Q>IW ze%ja|KlKxl49A2)Xu1g)R=qpGC zG|NL~cfBI21WmqJE8AgeyF`-X+QDFkXG$QVJ%*E@&>5xvgCSpX=aNyNv71i@OG&TD z+~wseP7;bLP)R!I7OYt(m3N4+wp8Pqu=**AIC6e$^e~JbrpHzdWm%1UF(Poa0w3WX{!GTc7~bXevx6<4}5WT6QQ z){`JkL_OxqabO*5-OA_9P0{i%c_e)fg0I1FbR0wU2DtM(gyB! zeP10yKGy)D@0ZS#t;CA<`ip<}eYvP{jCQ8^t**(ufLf5KN!f55%RkpZ&yRGJ{?P$Wj|O)dacreGob&&*8c>c z-z-%yc>g_LOE_5tm3;BPF`x2ma+YFM6Cp2Z2PAK6NI~9}rbV8XsZbtQ4N+dqhb$JI z%yfH!XUv+2U{to|;wQc{0WU<}R$UuBmOg_WPXZKljWvJ%-z>vb2Aa5Is7XX~E9zRS zM=_8fq2b726?}RCaZZHlM^F~QWmnTKpCAb{+yZVR!Zr7Hqj$6WIOChD_*oy(u~aV0 zriD8bAx1tO49|{xUBoJL-!LUr=NN$Ur>Mp_2B$n2O;n4l0_HtzSDo%N=2NEM*{Mqb z&A03z6buLhr%x+Qdt)AYHx2i#I=oHPbnP|z2n%%+{)MhHD1_g!~_P77cw&+ z=geUYkOGjQFb{gI6ZRZo*VK?!fTFjAh|LZ-;L>@0A8|iYoP7p7O}?+QB#(#^;HW40 zjM0yCHa$VIVy2ttetjUvL`*^thFb)DBXc68KutS2=mhC^q%RD%SxH2DL z4))np>e{h`vkKhzt(u$)L_ZJXuz16EaL3*`17`#Y>PX-NkDIHT@xCHZ!Zqv zM8ZDb*A%~9(MO(jAh_U6NLw_>Wt0ui1{po$pfln?75Cv-(bKHOG$**pK?DpBwoD8B zoabl|-rn(W|0!h_nP;oh3OIphpXglKP>cU`(JasSjI>gex+m?AFz>ep-G}fqWAE>% z??2l^uQZ1^<}KeJ^>O6@zV!#Niw)WPeX3c3b*O6*FJKCF>pvU4rj_I-1nl5W71HgG zc%Evy-<`c22hO8rTh$_MI4nv(KvuBoK%s6SVzSyqdvM%`g~pI7#6|i^6|VHe4l1^5 z7R!`10;ecgg^`a>BKA(;^68`}WTClhS4&7Uj`={n0<|h{XBhk2BbGCtA^P%PL{tMM zF(}TyUmmE3U=Xn~Xmt~=r`f=WQ(deh)8o*!=ei`bx1@ynU^_NN8#or!U0Wa6 zj-@F?51u-~BIk74;ob;sNhq~HT4Lw}rk!>c&>_z8AiIviv$C9VYCfFfHdU}vk|c@8 zo_1YzwcoS`{eJ84g)rz2M5V~zbK=7_5t``4-Rnp0@Qc}n8!m3W$g z0No0|GA6X@tzxV&JcSxl^I!-c4B>%b%Ute1e|T$$!Ej?tvFdxow81+9a$FMde9#%U z_D=ep*5G)J1hdu|?H@rox`u6w8R_%2e0+v87Y>$(=SPDLJKD1-n5qp74#?QCmr>K@FrTUSI_V7~BQnAvrFs6xou?5s1@$ z*sUQd2nR>U=$kAtCBUpfB%9N-;=rj3z(xTZDp8_x3ESur*R1P_gr>NL4ambsJ9i=M z9K#~fJ@+NC_mz33@bw(~0~k8Z+1vw&Hjd>;z+vKTG3G5dIzx*sS4Leq-$j zG8nUipvu}FZwOd>fP}QXlrsOxh6s1^kK?RscTih%!-|o>0GJJCp+>FF+F^e@y@>~A z;Boz$ua!~b_RS|hg91E%QUvhi&TtjcA7hL^E~GaUB;}*q$Em;7wv*DQ(kF#A@d0XVZT(-3>Mw=I%iJH+<+v zI^9@2lYN@0Zw4ZTG|=xILyHbe6b-EV`$OJOd2cK0 zM!Iw@=us-Ga3G3USXX17r{og*=cHvL9&1T=m$Q2e2Z}ctQ_yD3ehX%0!~w|Rfg^Gf zoLMd5z6EKB;cj{@1A;{kAu_B6RB^Kk=$XMRMR6Yhy** z6WAmN9hFU%W~Wh4Jbkg@g5G6~hn@t1E$PK4K9fP*1F&%L%*hb<;t15b#%~?c;vsJf z&DG0-ftw*>jlu7Nqk@PTI+OPh&4RPz37k84w4sOe@g&ElqCs1Ny(lF^E_W2$rPI>>urtD5fp8gYVL@(1P6wv)KA6B+MWc`0 zLWbi~>vA-0O>So5H!hfmi#@S{^#rla3(x2PX+-D7KXvGEH@LL7cRt&;{rsbc?JysH zHQ!ff4oCaYh{^>lu(6zi-!T4u+yLi-TMw589}h=7OuDEcI_6-9RlaHcm2DdbZmua4 zCK;YZi;*5{q+E3x_vqY%`6Kg}aKkWg8KURFUNFD>7wh~EhKVCNh%v&py}NuP9)hl_ zC>~wT;Ch76Tosf~5Irx4e0-%;abP$0a=(FH;F%pP0&=ht{8=8cY3`(z;%wXG6U`gK zEhI2qHp+?i;T$}yf+!$e;+mVz2v;ttSRa75WJ8Hv!$CL_p>Ph*T__xE?@G1gWOenQ z!nU(qmM%G4Q2qji^uhxzW0vQ%v39^0tjwaG*bHIuPNN`VMck5Gg|?5T9K~&*Mwo&E znzyOXY4IPgsSvocIUox>!^G1KGX8Ew0{hC2?hq6m_vyq zA%OnKj|D1AF>5yuR#uReq$LHKjoUlz^>$-rcjI$hKq6-ZxRVbYV8xBv*}_b;(q>&S za{AQM)5oIOm+nR&WDAd}p0ZAqWv8@SOcZg^1}a!^H}MUTaLEQBtRXMc2U(vRf$oBv`p3F|oWQOWcOtmqeRDRjd4!n=c5U%uQ?_e3 zej7GV&mfCa2`1mxeX*&3{EXaX5VPgL$a^>g^0GsrDUhn8)Y6%tDEx++UH~TTM}rF` z3ZXvH3y@cdrc&Q$O9jMuH@641SOS74u4ifU7QPYGK(Gj;{6FVCN&Oj=coDuQUP=rRKbfQ zE@d~}gGJ%OGn?j0S zVbI?nVWf6R)0;1yN~a9I z^HWSSmo#HTgoCsjTY;v%fRVDMD!GDpMFpBPNtM$aVXl(TMU_;X;o&}DTf86EHT|k` zD{LV2QFF}F+)Cpr+&E+J54ljKNz89}??`1R$% zdkF4;c@Gmfc8$UH6^#*Zu%b&ahv_jQq`D15v|&85Q>(3t2JYu#90j-QQiUl|SMK^# z28?LD4)|BMw>LS&HO|;EBoqvj=@v(Cyie6jN2UE`XP-aB$#W?88Piq)fpfn_#XF|F zJKWD({UI)pUc+wB;4xBSe;+qX_Yel(8Q`$qIvSrGyD@Kz_rei6DD$SJaaE+QE#HP5&L`DJ`VZEaFe2VQ2 zG=U4gqwf0-et`}^%#r@vpFp9o&=Y#knVKEuqZ0LE8Rx+ab@+B&(iP!shl{_dWD7BE zHzPhHqHB27Tyb5CTAbadl7x&arFmg9x7aq^^q`t=gP4&$qiw>l+S4V4&fns9y=flq Zc>l9z&9R67S`y_f?CmptJ(=va{(t4bNHhQd diff --git a/WORC/doc/_build/doctrees/static/changelog.doctree b/WORC/doc/_build/doctrees/static/changelog.doctree index aa515e914bedb5cb47d0609b2faa639a18215bf1..7edcfdf47db814f419e0ca304370a533f58af228 100644 GIT binary patch delta 27327 zcmchf33w0J_y2oGmYE1yNRagt*~lh|1QA>8v4o)ZEs+po34&H>(Q2usmWzwpwYIj3 zXj7_-wzQO@t+ke-zC~5(POJXs+%w56&GUP{|L6Jr|9zg0&tzWbea|`f+&lX`xTfxV zR&$%-w#r8Lg zdeR8j6Gep+3SDE0OD4J|6b>sKJJFR_P*7OlDlC~ea!lUD;t3_LCy*FhJkd2dZ}i9l z*T}K1o+HPM8(r9^TaPwLUer=T{h3RjURtlneSX{jR<)W?;2qAEqfMR7$To&9*k zt}u@YS>wiyp2By&UbA;e;poC)6Gs-0b>$ZhFNU~>7v@cz1pk%{gW$)GNN^QTgp55g zvZT;!a^8fId1Hqax<;0`@Jb{+gv4iW5BF<0{m^XVa{_4Ygk$t@&Bfk!jh!& zZZ{+9_P^W~&+Amvqv&r)=L1Z&yFdK;o!_e-sTBRfuhgquP}rkgm+W@!6I^D)lS&|S zt~{u+g2K@WuI_EJ5?py>3tW@Nj+8l^Sm>IF^#)Ku;qbgkqbGVzDk*dgE6N)?0!nfC zgyJ!-D^Gl6Uq}ODRJysN?`}3Vu z5Usxg@3h}?QL&la7VR8+sH)TmeIFMSC~FEV;-fxWjvc}i-SSpPK(*ESKj!2s9V zK^Jx_KkV75n!X3OPgCi0b73VM1z&#_1JN77|MP4imI92cpD;JR+@}qH(#J;`qwp7f`fFo|E~eO%Ahb~y6F%6tfig?s3w;}E zvxt0w$Ob?@YbBfeHBnwx_!EB3w3mroLu4|LE3IUb|55F2LiP}n0?1B@D7i|d-Jb|V zD@E4%K36O_WlL59b@(?VdQOoURZc5>e1wa4+gp`CU-LulE^WO-O{Rn3Eo$<6rLtZ| z02FX!{T}zP7SniQd^FDuOklF3`0Bt6EwqX(qu?skp|x?1je64^SIyq+ zfSpvjCZZlw!wC%Kxry=a9YMJcpP3lT0{Qx+VBRWnuG*M@bP03oaTfN9n#1sm`gz;b{k|`vKHIKf~4Dc2~Q~dipN<$3>6B+(s+XHA0Nua~H-cH{Nxr>LumTPwL9z^$@yU)L{I%LsT&0zCoPWdM}~ zj-K>}z?(UHqbt9i8O?jdConmJ_?q|(?K={_Y6N^4SIxfZZH~0x2>itW@7lqBGBY11 zv{F3WxqD(;)x(|ooR4oE@7^Cga^o9X$12QSj;l`+GnG(x&XQWHp#+9YZ~%b8CYYGSxJK8cAp%K&d7a#J4xdR64u!?;EsKI}_Mdf`b6ewt^dyH>$&lD3HWpAch)* zEN^EKq33sH5e2r4@^xgVpRDeAB>18`Rrd?HYGyD`R`$mPf^Wk>tKHJUeUmY=rExvyB=ncig#O z<4pAq;diBfMbN-)>A_9%@6*OT6?YFF(xi{(?jifu(?jm$M*>;JL+<1a^iGqGN{9z< zlF>yAAvBCo9nc^vTKXtMVOnE?(g_*`P)a#eY4GUVSqeU}^S^p!1kdXn#eJG3FJ1D%=8FKKfLoI^fO0FP#o&oezL+XW&p z&O`Rsq}(W9hXdnfA-zeGZ&2H8JO8{(BLBT*f8|3D-lNrE?L*rB5j8m(6yKLkvUmB( z?BLS)tQJiBhM052JORupa_e1>N>hm{+sUuqy<^xAzA86mNzHKWF;CgW|Bx@ff1#|I zu&J_i{%O-n@$=-Z+O}2w2(Q5-dd0g>15F>E+bdS__LQUjQQKIho+q!@E?%uiU>txA zSd10=qFs*C(vyd^@1eFNC`+n618U97!ISN~E4@8=WQV3|Z-V+tXgWZ>OemP2>yWOD z@#MZ8o2p|7ESBI507sRBxQ9R3v8OW2lLuw@QD+hOf&^y*_^cJYojq4wN5mRQJPX81 zgQzsOn1{b8x0?q4tIwxGnFjFNgZ=pI&IwGGApf#+hIW+NIO0jA`YEoOnSb6a)r$mv zV}NJv;2haSe|AYx?s)R}uIcI>!tYAoUj)}~OW$vL@&jE*Defvy%6VLKS7o<*s&Zt{ z1*(clBb$2ipPc$ih|24COVmOL4I^|Opg}hDWVau+#>Au(Gas0ga;DOZp<8F6rOZJ7 z*RW_`N9=RtC>cna{Z*MC)`w>ejo>E=yh|VN@d?w$)7D~YaS`Z^q85u(EXC5Ly{a

      $Onci`VzV`9=J!+l4&DJkVlrOCzUx5?!4)A_z)`a3MZ+40L@sMO^9iv9V+!3j(b z0p4*4%<9xszGlqoxN7EmojFt{5m;h?crEn7kU47L9?v;swcbvP9L zZv_29{jzhSoAOgRRB6AU%*WD8e(Xs%0R;us%J+ydue`bSXEX^N>v)KNw{jp z{Gr@q`A%-6w5`fJPHw8UCA>Xn&&9hRfJR#Ll;>iVmQ`g@Kb#!I)FFfnlE_DZ^fQo3 z9Yu{Ku!h~sf1dZ}C+^j7=KVuC@Me+fvxcA3?S3ATN#8LAPWV?6C}i`Wf;yMYFOnYe zxl_MXcM!YZ4Qt%8D$l zFDdr+rYh=*t7a9Qp+ocqvo@(?2plDwJ`2il#sl6Jcvm(l0##^=9~p{=48Rv4}DQ~*ADj&Eooj<>}p~p=iMp%hb??v4ho5f#Vm&$JOFV@8?WLbK8aSf)e zCizt)e;bUKTa9@E@1^Xl#`p2Q+D<}u6M6^G9agk-!P2Ho`<$S|1pNfiK^xS1Ih_7p zBj^f2_W-(B4po{~jJg?w3uzs)GuD~b?{Sc*YIWI}9{k>x6yGYiVkY%hnbdPDGL<^j zdEm;HY8`@u`K~wP-G2l1TKvkJu}aPAGNmV0wp5a)MNrvCHOmlNfxm5_^Q_w zwKE~v68Qs=b{2&Hwx*pjq&jc5Hd`G+V4egY06543E?L(}nOvQBS(n2m^P}5S*NE`Dt~KZ zoU*?>V ziBWFBJ-}Du)LVq!CX^w1!-_utYPRa`Lt~HM+aK?tAo9pSDy;zQqbkrlPyzGH{xz_E zmHUX(Wxo94<|HO(As)9SLrbMbl6`2XCE{vDRdj{R1T|V{ZHUP-m=<&PBY9VG)l6_8Bro6VPy8bt>$cdHZn+U5 zHw5Vqq${=16}U}rB=i?bXouas6dzx{W_MrB$5$4NpD&NN8|PUY@oK(uE;iWlrQN+^ z5TdrmmA2*&!@V^5ry#u^+0{Y2D4QMMGgxWv%YWIEuQjJOS`r(CY^IehJ^5A@#yt); z^bE#rJ<7LLnl>5HRZ83Y2cvx*y&A|5lm&40kUzgs22(N?V>oa4P6l6hs3Qx<(&RCp zc4T$M&{!76`|o{{fBRWO&q!?dRbM_cJ(g!3j`wv`QY4>txVutU77VX(q$6B#!ulQa z?li`(FZn#xGZyVHOTYPtU- z{`uf45D1@h_IVz3C_zRa&W9h$(54bP#g7K?WL!1tD_suY`NYgMnAvuwiOgT=f=_!g zbpw&>py6cpa=Guy3O_tNat_K23~;ue9F*_hi}rK0-Gm0^A(H&WX#9Y^@#dI)KJ`dT z<%}QSf256ihVXM3x^W1SH-mp!F6AXzwQJ)hzmhbv~n+sb(EAJ0-+`SWHc z+G(u_ZY_P_Eibt%Eu;%9lP~@$m_IzxLFwbq+n?;L^&zq!dD|YnecXbUR{QchrcEGd z9LW`b>#mHpFnr9{^%OV{5ML+oX5Ths*?io$2}VmTPo*nsfZbS=&pj2bts$Xx)LJKO z?PaS{{OK%Zk3S!Kx}CO%(69U^i5SUf`a zV9~yg>S>FEU+nQ|WVr#3MWtz9H0@$BopY&|Qdomuy3|)Kq&7xKupffMEa2|T zt-Yq1ZS1<7#{a(SrOH1A>CZ@`{%G`+X;k{ox88~>NOze;1|YK7M0l%ft-M|{bz5Fb z<@>LBsq#-j`Ww<{FdA*M7`6VcgYr=gKJUBE>PMvhi3Eor_@M>talN^6t_ELxJxe`D z;5QN+ir^U&EY0~(8>aqB$j=hVL*$N$@M<@*6tyPrexseL)|6fA#Zw-|dkjO+1Aaz| zag*UDB6gbJ%`~P)5)~n-0;J%v5DUc*+#0MjuE`^Q$X6Q^n<3fZ$fn!bM?duN%0YkK0;DZhS;?>PY&HlRi3WNAKYoAK27X& z0Fv2MJNEid4V9%e`IVmPgf2*QESqP1@fa$5nH970coE^UsaB?+-r8^_u+V&z;okWCAB4kg9Rm z%r$gI9u|IEQyvz+`AZA-H^1{s8})C3;p)Pp_<->UKY+i$b=PIeV{p43{^Jq85enIr zzVYiYMXePeiy}Z=@n(_SRjPVSKs!HNk2Od>|BrS`d;tIIk8Cxb_(YSRgnWG)uiYQP zAN_e*ZBKAp6P}E4s|pw|h7EX-uJjM!OCB^;`x8IVTP+DS5d$027hYev>#vCd8^mU}2|6=|;spiWwbt7a!n!%iwa{}9f3-xTk8u~hc7 zxa-9d*k+OC#e(^(k2)(K2k@UCWmlJv1M44?+(FaT>FDYK>8fG1>=1igIUgWG8SAH> zCxZ(W2I40l=FZMq4aCokbyDsHh!zUVQSXt(FBKLZGqH)EtQKWz6*ib@-hr~az2LeM z9OgcYm`5P))eTR?RX27*iz2G7q(par=B|WEO4%GxX=Mpoyrh1M%{>mq2sAN)n?8rRq4bfC(t(B5M@r=sa zYbC@_q6p`sW8=y9v4J>TL@SMTRpthYg&ND%<`O-h=mkj6vC#v)Sfa8aP|WjUDcT02 zHxd03((7z=ld3F3c_&bmRAtSzcZl9c^g^WHw$TaREK@liC`Nj-mfCTmPZGTd>0>rJ zsv4`S{3lR!tj1!r{}6qH=*38XXQOXbWBu7f(XKihqCF(|5y49k{>uiteAsHWb}d;N zfg;Og%mf@se_W4M#s*f}@iM=IAh9r}(xYJFbM)ann)sTNc4jTv(X5Hs5z3N8A3ru! z$*Cpw`mq8vhmh`O^8%aiLd|E_!oDk8>CfiDj)Bk-Cb|OAVK#JqO*Vq5GYOqufr{b? z7)(>GsCX`rwN;kY5{Cm>M|Bxlhzbjj)hNzw77J>zOX^M{cbMcFB)6B7l_pFE)dZq} zgsqK%#C8c31EW|9o$#I_$*(9+z9(?i91!c}$wpa~AePJ2TZG;)Ti<}Ke@Crfsa4rY zha^ta5^MmgCBCW8qI@0QwI0W5poorRexfJ@1}l!iaIq%@25YU_vOWT8(_r<-Rnxc4 zahX8Tw9)Hq}7%^{zVvr%YMBG z>p|FSh~-!@G0VmJDMhu#WfvQy6%nly{RYy*t#sKt5$qt-o+E4~VLK3ex*V&t@1%Q? zwJCkENi53Gk%Vnj?OREBb8X7hCR{Z$wOjV0s1?nQYwr>HF1b*OE|ifAdumtKfs)u{ zco3ArVw@iArhV8|(*4%(;G*4wx69z9|05=TZNwUSmSLm!sL?x>HY$mWMx#wLplTdp zzb#KUp37kVqEQ^~3T4qe8wW)bRYw+0-8z(ta9lN0@vbbIbYdDBOtPJMUlz^wc$g~N z*Ad^x!&KRx3_8}4Me_j$(6){&nyfly$Nz9ZkGS zB>BG4`n&elKf`R5JxF1@6zvp|Us27_)(drve0kZ92ycKFW{J&WkGNYAj*(vy{j zCo745ndoy!i*i~VXaT#%ok1e9CF`W^Byu;A=aJk|PD-C|wuBwnr$M4YE7no_l<31m ze}nWv8~sZwmY`e;5)oM}S-V8^w?tn+`htx`Y8;u2bT;d-oM**DVq&!CyzHM1M%T-*tB}k7p zH7=t@M1@A)=OJa8?O?E}EvUI>Ci*R+O)5}4`t$7o-PxTD)$vnA`>8I2bJUcY!z# zlEtSL7GmKbI4=6wW-+5HOHwWbi=ACrs(OJeE>&1~+`u-@+bjm>utDk{ME+)yH<7$o zPF6Zw$dT9rh9Ddlje80XBpt*36wSRMA+n@`LTFB?g{$VAa9fV|-rXV4#1OH%JL{w- zl0gHpc!*JhKcX}7xE{;uiHK1wSmftI4Yoy+YA`R?R)ca&klwyRL%GAm&_OH~&%(IAZwXjy*Fg9 zEJWPx4P{bB7JE&LU(n($o5h|!tiSR_i16*p2CH9?#R=2mSF|{4v$)k4X3gs%BDx=I zu3jgL?@f!}(BhiS;!;00Q++H{cK$ym`8$#iB&pO3skE?Uch?G$g;i%Job@{j>o)CH zqe(k5lnTp*t7c){m%G(J2e1OTs!3!Mv3RsmQ4i3IG+d8WQbOg7e0C7@ZBD2N7z}-z zLl)gDEJVxk&{JJ1Ec{Lfi<5&{E3ZN%sRoY^W(`Ho5ay-IKjIuy(cnXD5ME2PH2C!p z)=HTcDguYHw(2x$@EOzMAGCO?!U7vSGZZX%sDKx3+Nqo@mYEih&|-0g1>CL`-{e90 zZ4VWR`Rs9ZJ6XJLT0EwJ#nuW7oNfQfXRW;sm_a?vXKCV@VGxx3BRmjinlm*2z-I1N z0H^9_Lq*R5maCqn2G5%o3R;}DS-1*WTd$wY2Ez+kBg@`IZo#RjB9&E8ZD(+2X@g8o7yNP>K%&u-S0{>X{%ZRRy^kN&GGmZ^Zwugz=$FZU6cA{TL zI+<;)0I_;r9M7((2MPF?yiog$+Wh11|LX<4|~H4Tn}mk}+9jzpSU z>9VO$v&l@`N!Sj;q7d6|#l)ED>{snGq7D%SZ*&LgA5jjbRGtIrT~RpZK!G>k@o8~K zXGVyW)htq8K~aAs`5!19H*n2NN1U0C2QyhA^!CtanXdjrHjjzLoMv>-cy#M;a{fML zr2TWOjS}Dz^PXcJ)Bu+(npzbW9tmhs1J`32S(N3>V$U))nb0H?O++-#f)*)lUE<{z zV2*1`FdS(Zo`^+@U{BH70tbtt*=(CSgh)8T08(^c%&IXsx`5V|`<16rhIB)wQCwWi z;Azc+HJpizTfQ8w{&ZQus)>jfS+YW-M2vrtWvKJ1!MS4bQkLR38`sRlrr~hPQr8gk zvSfT$*qO$d{IIgsbJ=T5-A&}qiaP4Q>0g6V%q|6|1vdrQM%@K9@fMMudsM{nozw><2MMz_rPfFR?BP zixA-pS$CC1$nLHpHmrqxKo)xXNP5ct7AF?6T%~q|h+G6mShWcZBCs`rf%u#5*Zd8> z!%p$sBGyH1NMwp6h3_ip2x4l{=p^g?T71k4_{_c?7XPEnmw-dCAHoWbo9~_ zSIyq(fSE5-#}G7%oa>0rjWC-mh`^jX-r?^msh(oPde*`hlV($`7<6wfDHa7gU8X}&wm-rT*=}Uzq(?_O4dO2t1D}&hS;^$IE?I#RzA2M zs~Ao6Tg84*6Nrp6$v#NNNRnL=dFxrcv)`o4$0)Jm-hsqA64Vo?%=TI?Nq4JDb<+h` z&AJ(2X6N#1*2^m&H`CGSC9t*}SII3wdV%TUKy+~^xj0DN+YEJYlm4SO?)RC31;L4o31NNh*WtRytB-^IhuVNNMhjeSo>U(DssenUR1! zxN0UK-%P;D4RDfkq^|gF1Dxa>A*-VmE{WouFn~WJ=MPf2$2YQf)$2rFGs$kdfV@o3 zAFSN@VHn>Y>3l75>mXc+bo5@nf=?uhhKJzN+1gj&Y7W)Axb+Gg`1nW4!t#xz1D|TR zYKBx)F)|{Fiy+Q7%+A3qQ9d&KH{)CiJDJU_m6k?UjUwgo&}j5DHBw$bYY-_%h4&V? zVb(cPWNv{QW}S)dO7s|{vu*T^El?Brk)pv?maXLzT|o3$q=(w*U$?TJ%9Kcvy^ZzJ zrVu@q=whUwu+bsgSyN?Er0Bbywa^w3y@cp-NWWyGx4g#Ym92RVcHiRGJFF^?yj#z6 zJYuifuvTxtsp|)kV(J@k!S4eSJwT!*NWW*J({{j!KOHIZcCZH8X`Ti)5p z8Ysb0;^t1)PzxqHRMMVLpmrS_ys_A433tS6Dr0Z zqx}$@D@GqP;np7loEj|_ehAmKQVCA0fIa46E|PIQwp_md0hlVYqs7|?V5-a}i_WIS ze6;9bwJ2Nk5rZd>3JA?N(FKSOwxal*n0x9pBA=3^IB^0FekYexmFD?H6uJY^X9g}m z2NxF|MKOow(@y7@uV`}!E_%`|DHb1s`E(mKwk4Y8(^qiSEEQfcpY9{>9pZf7vUAHT zx~FXKr>umj#|b}XMk~o;ZjV!L47Aw)>irwM}YY7J> zH;%w%pa*2|w`s5n4gRzmlx_W-En-?gjI4qhF>=(tjF?Z1oIeglSDI1j>|5X^oRwvy z(rbE-)GVi=)|8~1#L!Sn$5k_b>nrjizWM^LBy^4uDaYARtutA5C5JYkL)qj|`xu#; zYA4`MLw=0tdxCY<@`)}WdLz<9t#nz$Nj65&o+fN6VVe+pq8zIB0)l;@s~ zAlF+4=th!XZ$!EVSItPbnvuqyg3JA-F=FN^Hc%@itGCFhZRpf4a%u-f+V3<}2n$UWi~A4yAL1vWMRS5 zocW%{=knmEyZnUX(i}ZO0jxeQ0;<5m9~T$gU~vu?13h5T4;P9k`f&8s6;Fzrw{5c=tJLQ??8{m#nbRuyZ#g|O5oXQeH<=+g=cH^d$`Dk zhi~-uxbT6y@VYlHLg1FGUI!O(a6?Ux#lr=nz7`i=m>^GFq~Ib67L(>{W8p)L6Q_(TEWs~R>X^iwqG5B2X3vr7 z%hA{2U-b2Ixj`;5UpX>YIWkW2Wc*Tp)(FRf7>;CH(86S%;ymg!zt z8>jJ?tPT8{k^Tr5^{Zh1bFpCXLreNeT;O+%sC4iXHu?;ASl}0Y^e^!jezHc-#lpf* z#86@37fSS3aDm@I(SO6mc3kZBgav*Ngvt)T(V*wT*9PFj4Y1e*zhdBH3HV2>O8f=_ zRVBVWuD^#1eEnYEq=_cqu`SB>SaIb$7E^x^s zM_4?>U-%BA9*#o|U%aEChOfKmb8&&MROuIRu?QCva3JEFLU8Xa_dhIjdJ&GtG+fB> zh>yza@8SYq<;#5!W;vO*|<20ixs$#lMP;v(Yr>#;s^XS8-L-|C4C1j z@H!7oMRC2;FfhU~$4g7^i-}>@sSl}@& z&11Ol(Hq3T0uQ8gfxqz3L4Sk`+_lPC4tE}rH`wXgL*`c>mp7rLaLAa#k`nxK=h8ti zV{DEUemB`1<(pV>FHDJrM^ICKXW`0CCQc|yP4VYV78K#Kl)Lk5l2G~}am7!Wqx?bR zN?iMuxvIcif(il3y;!l~Cl(M9Z4q&P%#lRU4>(;Pe;>{;eMHtH=2A{LL=r3_&MzsN zp1^fNDH2B_URCU#q*+98Iy3jfozpCybR>~>B=X21l4%ifegcq0vO<;laCRX*8A>9# zZgx*PSVWwksI!CvPeNc$;E_zs$w`MuSBr@A<8hX7;9&_ASxzD|-0hz9vxqpqvt|ir z4~gs|kuM!0c@`1pH_0sF9G4>E*N0dpxgIu0;zpEfEDOwfO#TORtn)KsmauM-N8gi2 zuh`Wh#+R#si1Wi*W>|_lJe&`E1VyP&)&HAAW|Bn)_ehqCnPdj0xJX9iF~z0mdqwW= zEU=>fr&=_e-?lR2Q8Eoznvg3jSB(F|qB6&#;{5!QC7|AhN>4*&lU-$@MFn@9mUtFg z;u&wKj5X4dtJ(T0Vwpw8`Q;%?Nb?Pu7Y&*B>@qPMEi%sU?1?w14CxBL*@;O4DP@!33|g4*+r5Oxtao{T(7F#m%SDd=T}rL zzWiy3lz5@Y6o<%%77^#yOGrfKrA8c8ux}hy@aGPhLlzn5$3-kMNrp_kA=A~{9@24( zjPqk2mb_#eGVKkS*$$aA78&QqG%T4ZFl6#bhBXq$6~!D;mn|yJ4_sJcnr^5}GgKbh zRlc{VI6nnp32Bv~B8-s2ee9X})gt5k_<<#)w+xxxhRj@3CeKF+h}4)x$N4HevqW{m z5ISZEU2q8bScUMg&n)4tuubl@<&OUc5)!*=DlYM^mr@&NEa^+2Rl@mZxgjBU{2uYL z_{3KMAaSv(MWU`%VllqlY@YMNHtB_|-w2XW!s2E93b$%XtqMnCtSX<|RbZPLOEW_y zgH)6vzlu)6h}0BANDQp5)KSWhTlyGQy$q{&?N*UZtj#;$Zng$7!N|j~ARNh2{Atd`{t0DBNA#}K=-J_mXA?KT{*1$eCggzu8 zwookgQ{+IDg;H$QalW!=jqH-4^Nrz9i$J?W)2u?y*UGGs-6tX8=fX^<*0RgYv&!H( zho$OZn^|==6KK}-OQ2cvh(l<(RR~X6EJCo&EW8GWP=X=kR@?5;daIE0ofT_foeZH4 zhR_;^&^D_Oo+Vj4f^BAKg(M_4L}7-`IAnHPWt?wcSOc43`17>kk6#^oU~gN6oG(#W z1AEyJT44xHbqKw06>`4dU=8eTL#Wgcddng7u~o?V=7BY|lSYP8>SKn&gY1EQW|eWi zLSPN-wjt9q4rTm8>@ugUGR|l3tzmh>`=WRV>Xt~Q7!+z3x@{G5KGbUstF9pwPC{@a zb!LQOj@A2C9p^Kg*0`D*I!z6S^22Qoi4%1dk5Ju zBWKrbhR$Xqu&xo-1O?W$>fogTi%u)6Kc5&n2MnFrHl2XT4pt%Ob1T*aT{eU+7(zQ7 zLY=Kbcwxfg5o|LfdteCtVFx_RvOIg`7A1t)UG!goYVHHylDUtwPS5 zr`FJB8bZ&MdlYT=XpU9Lc}LS4+G;~+B?-YZn&VR}<72s1$9e0`8d;g4v&Ya8cAfQB g9p|koYhYg*I>!y2M>d_%tyZ0X-3WR&MQQne03edQPXGV_ delta 25501 zcmaK!37k*W`^P)SEcXtxZ)P$3!dNn6of*s6hhgmdI@WQsOGOGvcH!WNgd_=tp^>av zqDV?gR0fes)}IvR|2*gU`rc*c_3!oS`rf(k=X0LtoaZce-TjLG&t=VHs>jlr+dP(g ziLjtr;*{4#R#|-L9Up}&(SyOgr`Z7IT3;rbREd-q zPcaX%H?k9-$V6aNFKr@`FRDPIAdu%Rw744eG+)R>cyujoA%Tk(7!BY8D|jTjKHtE^ z8zMPH3MJaX=9`aa*>YNq}=p^FHu4(NP0 zibW???#Na55HDW|+y-fWkiQk}jf5Sa9-ezVGddfq! z)_=&Q``fXWP%W_{zkXvL=pkOO-&_wQIM_pVpjP0PzlZ8T6+A>>gDBBHGmBUD5OXsd z>y-&jBQzJ#6gP?q-y*9XZ|osn&dSys6WWB()_^v2qok^dhS?dsn}-;i-B|BNcn`wc z0N%xd@6pH7@zHcV4~{?MK3+x&VH6Lka`URC1~_V}rAp~#B)P;x4M&S`&#cURHO!oC zR47g~D$zF)x{*q658~^o^tV0K7*jcClYWSpgT!;|N-xSf^CUEs^jb9suVIM%$amO>zm5&(7w zFv$WIz21T|tqCEG719Hc>?cSW^@3hqQuQLH*G+P^To*OHd{H-0w5mtb3ub+cxX~(8 zA4SEC@Ko(N9QVxj>}__ADa5@*+$1~KPtB4+t$)&%5Vlx(-5zS=MR?k53Xc zTU8XVHcSd|l-*CI+sC9=OvUc77ducj)y%wJ{BuunIj^7gIngIn>4QN1m@55`?yAX_DgfZ=gG$G#@Y3?3$?AK0Uw_cg!j* z1RwkHC@*okeRDmEz)D_f&=?N#5necGz;wU1ZIoEpA(dx%iH|!})ia2!O{4*2O)J^I zV?J-~B|hxfNpDSL9+A%g*~&^z?o^i#@De*ZW$6Qm97yB{Ap2R#;hpR9=e@+*&RP2N zL{21fB#;xVWVbGz`2sJosY`c#0g(%d90lY&EBR8_Ir>IIHV`rzkaY^-VP0j;V^}Mm zUeLv}oi$!43J!&cg{=ZaSoazXb2CN^>Yk~cr2@{V>OYM;X7!JIlEJ!hjj&%3W0yp) zyy{|hk97XPOYG@UM}I&^{~<4*11IiNAa_;MjOf{s`+JN1J-h1u-m0|&y;UPV52UZR zYD6Mm?^T7Tc#GY=s_Q94RwnWVAd{@*z}`3XCWJI5WFjEh3gLIltQ_>~5>`&Q*w7}4 zofhBcr;CN(Ch9{;XRx>G#s#=%R>EZLCq-BL9)@)qaTBS$mq2a;xin4`bc!lU9#Ed? zf|y0bOaW#-`83YEtOi4o0w@=J+LoUZ;Anu!?rx&*BHfS3$0ECruZZ{=u|-D*4q*C8 z;=Z8rr-S@wL1864 zO^)rmWS+Fymx5ji75I~;2Kw>iAd4Rp z^e;gYpued_ei91{sydxQk(1<9-isCFrsXUuV7S8pGn12al@|%Rs^wVRGaX%_W~JZ> zb$K0KkwT}S6Q?YN~)!+rD9F^CoM{_=W6-1MTQdk@r0CM_r(cA9f&mYm9f}5 z+=I7q8{^{f`g0k4kS;1cUsoSQv5f#t!Ie)nz&PT?p>7_Uruh#^y|c3BgZ#@Uzc@x(37RYpoTRqUasZyFEUiq zi(as`-pSXvh;jHI#BT+fO=aWSrQMi`KY8{ z@Jb}phZ8i6pbr5W9&p9U#5RN2U1+AHin+p?^ZhKc?d!!SS8$<7N1U0<)EGJR?)CUCxr7t`%Wc z@r=6S)~p5$vn594&Cb++rE;#4ub1tnkSSOVqQBvp}b0lr1B~m_Jgl+<<-pKS(G!s4bvOa@oYMN0FKvF$5E<`VD|!W z&qow23KvJF2FR_;Sy+I>^F5d?P4s~zJfOT9divs?*%F5ZTX;Z!o{$Mt_7RXCOJ$EL zU)FexK;QDJ?EbF?iZQ2yokhcJ2Me!1X9bC`7gb|ag_Ra(>hDlNZ<8;p?Y1JUkytFpIS6&=jnyKF-^gf}d0KMZzaR{BfEQ6P?Ahs^6tCz2!n$@=gHtXVf z9$c@WQdpHAB?ih#dI}*)3h_D(YH@C+jF!b9wyN5dfv>To07osssR~>t$|KFz6;z|P z#67c7&!}1&|3)v~r-C^3MnAm|(f!DSZ=rx*$^+J26fBDp@2$w<<12_OD;nwJiJU;> zSs=$+$f8v%+cSLuG4qJ|4wzY1X4tA=roT(fJH(s=W{rgr|9h(o-(5lEt?r@kCUOsv z=Yia1A&X+xWHJ3)V!k2f0x+kn%r|Q}({B*-J25{2b4@Y4dj;%2&NDTvgqC8!qKcx) z>nYAUK0`ex$XB&(fUl}#U)(b*xkOd6@lG~R^c5T4X{;v_o$RYR_$APfhm(1@KpNw# z#)5+NjeW9^p{ZoR`gHN;BOhJ;Dbi>_W|zUNzSXQ~z`L8c-j%dF6LbZj_Et!|wy^~t z?ki4iY%LO2*7CXrz%U!I=>0Z)s;~I*{d_i6+;}rX3|QeI5?57z;+)UsUW+#$(N|JA zZ%{ecL1w8^0} z3f9)(y5EzwD5J|^WBK~RfR^pdgc3Dl)T$*0ZEwJEfQk|OwrA=MNIT0pN|m_CrW0e&iN{sK?>kgGlYRN6e+ITTjg)i!0YzeWE|RXO~* zjC4l3T*0=7i^a>60~`+BS3|~XDrglsw8HMtBjwP)#jBXUgShSF(7z!30Xeh@9GV|h z6u!F#(@zleIYEyBI_ieXa1T{hDEH>BOLe;Uh3;e_8U%PTlb+@1PH1py9 z?mqP6o;qT{ULRfkDbn!p7Y84vd3!J@?J0lN-v3f1UftV;NBD~d`+DdRXdY=q5$lO; zxQz|i-@&J*S%&}qregDcA6@+^(#Rk?FSM&+v&%Tp&!?4Xmwupw`0ap?uKpBhv?e=m zv}<9tD;jgK9Ap7`HGn7$sXlJ1bjG$*G5!HH+Q3np?aIlLR2Ir>)f3Mj%I0~Pj4|Sy zLvR;`ikR=Oa&`{xxpTH%1sQ)4?<2t7tu@5Gr8u@yoGMO$6TRvBPWpQhxfp;hen>8E z_QzF1nEmEjJ4LJn6<8}q7ALbgB6&}SI&1rZl)hIb1b%DxBv`d{k?&`dnSPVN8&qTn z7I|G2$*zi$ol(N`cwJUbG&r8El?za<>M0f-tLhboAcLQYVoV1Q#YPt0IiBI6#Sj*) zuyDjGKEe1^f9zP!C{&@}QWXDwk{aNsw_tgz0c)x^Bi$weShs|Stx*FVmUaQ9nudg#j zg~Pcl!QGZZ9M0v*s`#Sn-*jeT+>u&dDOmpcCt-`Pk5mhAv|NhtJK6#5V5K3}AI;@y z)cc~&Hs&P(qR-i8tVGN?mcgouy~lEkqQ2|Rv`16}|EQX+hDF?0MNIuNRCK6PzUa>P zeoQ2NS0YYL*AWmgpkzU;)(RJDq(r~2T{FY(6tCcI6cxNyFO-X>5r zbX&M${xD6P`>GMDi&Ym|@q$2c^+KLrK)@gcc-O+x`Uk>TkSe@S2Pjvz{CI`wlL?zd zSZ&0fvth#bVr9NCP}I9vO(|B*QBgft3zGT>LY~XQ!$7^Pd@_&rKgq{VCEYR=(t+Ws%eJ(#=-AHymPA|zYI-tyNPz0z+aSXJCrSP&_#dVZpO6#hTH;o$j& zttHXogS$CAC|KOO+d>ZtR#_4ftY*#*NCyO~nbXyl+wRq7dUc|z64eo@R4XM4?)T$O z;OPByp?ZdSXZBM*|9KAzOa z64e!{kyc6!{U?LZ3>GW?sjJTt7$HWwqUQg63azkZI9jbE#LF2&~UjN(VKt~^hz6Il}_7kaI5C?xr4?KrEW;g9a z-EZ-K^~Bcu{`_XJnEhWH{U%x5CO`V3A2*aA>^G7A5N;$tZp6IAg2&A?uMpL`a8dO^ zRj+;s!hOhxsl@H<#s+aMo{(6D^hYGhL}ZG&}L~B{l?H+8H ze9wdZtaTtRUvYzwYh&Tcd9k{DaEQ$IVp-Z?LWe4J2%-Zm=xs0dw>E{4mlQG-k%@@# z--64Uu2pTE3s!Z$>xa|;N1gXk^NRKkX}&E={!I^DjXP$Y4_9?A|I(QuZ|Lk7?PG$A zl>-JkP^28#8Uh!oqGbE>tPMXIB3G7Yt;3f-^%Oj~1OKV##Eg?bV|t}?N2Z#rV+#$iVGZO=U$*z`XQJ#t`lvIKrBRQ_6#rD(Uv;tpB7j23^EvX~RWdNFVLO9bn$d55Xo z(B-s>m=B+5UQ^J>6ZccOtEvt}vNyE^BI8VQDw5G|vW(nNRX+^c4FV?s40PhhddsbqDwH{>9%XH;cbfueeg>{xCp)9I6GltD& z+IT|8n&=EfN7~SwI5v!Fa|xYoqB9YlVMS$P0&C7!hsogyELU4i7Hdt5*=VuKW>Gzn z{iN+Ca+gWYL2`#8dFQaQMlcmqQ>c_yVe)N_r3N@^Z#tcE{7lk6QtkbKduHv;S4;ll zb;+zF)9w*@$L)lCJq%7e{v;=U4=d~RV*$GP13BRn1Q*gBPRz&d9VWX5u|TO+X4TjP z)xWz`hW;HNu5v3jT=nm0+%r8BX8+D0uBPHxb$L9R)sT~`u=>1NxcsOJYoIqHqD43^ zPUNjh%#$|>SBsNI;n&eH3%PG}ZUws_W&l0@? z=`mKixJPw%gz57Mn;R}mzK7uxv6*hHjGUK9REJog*+QaOGLH_IeN&ql>QlkN65J~sCke|-4|X~J1Jrdm3k-%lEqQot0`IjAlctk`2pAL z<*)mw7W_JSAP@NP+%BW6N%n^!YQXR+}MxDA&jIC zMba}urO^CVum+nDACwnWv6A^ z9G1b3$tgL|FkDHVzS0_l)Ql_@SywzX%SeX1j+P7USO_N;~F!3K3C z(s-KePoRBOw>|qVy7+tt=w5m*71NTilZZ8SV>l9Q?F7x(CsID@1kKoo=zc_>Lb{iY zKH3>7aD1e!(1qpdh2j8eBij;kNfZwNx zK27u)q)%GtC>h@q7P(g=WrvAN7sceiQ{Mr$tFdqWnnz-nce#wb=&*BA+~x^vOyo{0`ie7+yF=@2Sym@3Wt0@8!rG%n?v^@pYWI^dvWp8IU!A zb>JdO&KtnG=z_GDlJ-wXFLKibQ=(+w0#=8=A0?L*uq==FQTtSP(v}N5K-}-SY1D2r z5NhdQlw3FvGTS(+KG7;)G#NO^bV<{V9XPm^@@Xq7W*xM$|fRhsse4`YMjsw9z3O((8l5sj1+EL%1yU{Ugg;jpgg z5iNHPhjm2{vgl=6Tt|y;Hj6O^YvMB+NlLNN2CF6iG?H2@tH@%tY4HbIth8B78p%5H9ntdS zNY+)`K^7mG7B|phyUpUQQLL%Y7iLhaMzPv5W;6t){s=>eY5pggAGevmGaAmcFGb6{ zqv1^Z5*2vGw77{D7i|^?#<1o-f13sFAH(Wet_Z6mFvyr1w@~9Ro5ts3SxX*JNd}E$ zZM1+&D&>M?`ZKPSyNwopxS#53Z4t2FLtYri+Va#&GHpETqNS2m71QbtS|wYpjw0MLT+iez=Ut*WEQ$(IL$$ybNu1KB@ci&3iXH(rU4LUIN^mEN&S?K8LS7}+8 z*aDV?F;n22V!v7u8dG3J_=w8;r;_Uaf8n0l{TWxc<9%aPDwK~=t40m?OvXbtd5Z<( zttR=`RMuPGn94rW638M>roZ4y9#0NYMB{!ckBGs!rMTuRa5YoQBDB7VdLvrfipoo` zvgfo;M0PMqA0*ql$ug=&6|2R_wL@9B4CxJz1UW+Vkf%4WmiqIgJ%K_ThkIs-erAYw zUt_s^R*Y;oleN`mkED*6BPcSt#`_5(ew6BT$$|Qr4JmDtGs1tuA#;H1K=&TMutd2yP zbCJdBf06e8RGqLpa`064v|KqKr-Ee*n4xL0DlL5EqM2}(UlCQk_A{N zf^98el+*;C9DQl zeI!N(E``ptj7nP)t2)yn+%vN%9y?Qvx{1Gmxb=z)c-zh;VYbB-H(16tF>Mc#yUG7# z^#3FBzX)zSlzwnP5pTz;e1{oFJ;>?sBT24V%feuey|J7%;N+ET{RX&yoeH}~?q9LH zl}2O1Kg2vB*Z*f{s+%2U>Q%OJZP1aU#NK`h-)kL{^ZmNugR|Wo$Dn%Mg7(8|f zPfa`GtF8tDZ6Ik6kbx^$dO%;?Gn=qB##gLAPs{`=zYdl^mdYO$S5~7aqHi1xLVql0 z<>`rchXb|EuBW|8C9EJXq}_}9a@-oWT6>?E_mHWs*58@viFB2-W;r|^G5U0fGtT;| z`Q`3;;KsqVEQ70tjgi4`vrO#^(uBnbM9+@OJ#Vmf+6DUK5A?_HWV01;u`zocOo%t) zf<<0$66-0`*FYL{!#y(%a?LcK@*eBrGXf9O;`QbCSWEFk z2OmxSEz%fedea)cG02-?@hZxV8{rn=^mut|BitgKPDRczE!v>PG@HfF_aV}^ht5X#5=nvQ@+D#&Fm}EyJue-@I{8w80T>g((3lq7+|Mr;Isj|^l zR!x5X28)w(w!)AWodCW^8j%TVL=MM2Gm@?}q*W)Ts$v2v+nF9_wA;7Ac-bgH-rB}; zv_@oCII#0at&MHao$!YF02WC!carzgnkJ6LyZI$6w67IMHw=vUK9S?t*fXW1(fioduEPHvAU$f%Fu{@ro1_<}43 zpv7mUEY5rkUHxK$WV@lOUnGl5WKnR*!d1l)d+{Y^^g{bTuu8 zqD4omMRCx6cAIIV2pwUf!w@aBp;HdB@0s=*p|6_ga73pnlx0e`nK|FhYNt}UvTU-M zRg|kXKtFSInjW-Z-bB(H6V*AvySQg|EXY{bIYIHA!wep1IzaS3(~;5W$Zm3^ST5QQ zw;!h+Wuut(J)vh!bS$D@E0h-}mbGeAV(%u>;MQ|93~mmmN11c0{x22qkUW22_k4oe zb2;lc>(Bj?d8c> z5`7ctL>qni3!ob$$)``iWw8cCH&V3s3m9#do5oD}=L8J1os(p@lW=*dGtpg%o``fu zD_vakO9qb}jUsFWVUrLmv|{+dncMnnM7>JXWTd9LsWL|4=a6{ds_4rf!t&Tr(eND- zTpm~33a6UCoQ8|zYK)DM>0iTOTtua9OHzaJ2e@bE%v2hT4-@mLVgmNtnd$D{L;io2q(9sVVN@PENd>? zehy2PnR4pq5Cn-8=Y9t#XL@Y1N`*?vYB4(tRU(pADgXv`=6Kn$o$_kGTzCvRRKQ{A zP>#T-Q-^9!vQ3j!hiZ&_X64Lx2QJ6|0M`||Cd<=5umO5kGU`sgEI?m6lP?{TRs37d z!%c({$@0N@xQQ@==ut$!j{_Yaqce_d04H8|BqSxJ684;>tH-O)8fo1k-xcu&D z!lf$fdHs6wk1Mc7P^lavbAMrt_2?9pEs-gzS;KM940@&f>KC}dl}1cuWU8r^{3>)Q zJVkcA$_m)Z;-af;1?NUear^7gw|Tpi;u*iOXZVz6U})r^^`OE5g)<9ZHR?0?OC8wE z^Bg+-g&~8Nt(!wo7(Wofsu}zneg1X@hWa!g2$STNx1nB zp2IaB;-)h^ZDVx6O$6LYH^Oj}0=H9*MBLPddtyd9ZtlT_DC0J67QiW{F&8%_xcLb; zhhXVy9Eh6&+Yp%kjX>ONg5GVshno&s-}EnlllwRPQI#{d{ry?P$N)&zN(IV18X8*)k40i zfqWHxzKT3wMV+rA&R5X_2|?zoDDzc>`6{}66ll}1}_f{ zKBZUTtA#JC<}O@Rc(?FvqdK&F;osEA_zf=O0&eiDWJV~21YgO54K}>`V3DEYFZ_6w z(Hno^S9pvIxWUg9Q7+(jU5vRNuz85Te#Bq+9U7yz=Tjq}g3qA9Pn9b8K@sBv+~DU* zjK{daFNhe2ykLXh>7YcyFBTZR;iCZXX$9D9!C&|V1*12n8GfgL(hT1RH$KD7B;0J# zWWX)9f$fli=inr8j3@V~vMt5_$~-{$RT|58YVez6#s*Dlw^_=Rh4Z||kDf4Y(2ymC zY4}3@hhPrfYylWe7zh-Uf-m745t!xpKD@CNf8h(~l<)XPv5|q9k1s_V)A3h*+Z5`B3k|*D8!txLJvt`q<;}#Smj0{=ye3RNs>xcUa_< zyVwhB<3{yDe8$uG1|Etv@ac8q4R|=xzz1oKT z&>=SsoFdieg;T-9yXRa(0=@78&OU^eo=gbIH_()2~n-#~dnI78U2m)hy0* za;dZ@XV_d>@Q{U>F}1YF;6P_i(s?aO=Cm)L$49zk442H04jCAt-Q$Y$Yh9L@X1Qc$ zxMX_Ewf|bZ>0*&_elW`t)H;{U8kfum4w-%y8Rs{oEJ5va$$XM37v*rcd}#A!phd*_ zMJP*1=UgIZ$rpae%ih|B78&P9n=B#SbIIIx$@KQN%E*44dqum(ZJa(V%{0Lhkw2Wj zVg^@`IS*MJ-(nL<$eV2O#rg3bOGs%hl~hvctyx`3$a}@2;{3dhC88ECm8PWfnN1}% z?{$j`PIQ)tUI!JN;;>_?>>J>c>Pu1)@aYh1zf@m|aaE4nql||xC9M7p>_wj^9%J~flGg4OHDpiN1 zynXFbXDm|A4<(r4%4gv=jmxJFBvi%EE>vO>a()cJ3{Nicatl2}LQ5P%_bo!s7sJiq zMrNorfj{Tiq)4qOc{z|5>%}C@r}- zjEB2s$I!$Wt5T^Kbj<)|fiKm%2YeDBP0jjpN4P~O*($UM7N(Z);Fwy1sFAKJSi=C$ zE4x&FsA#HaX)YBR5Wz#dVNcnqHAhRAT{E)dcLQxzl5Q;@7r~bD;h4DuDsbuabLo5& zY}3iH>Xdrz(-OyIm(E0&&Kn^%ojz8bQtz)>;*u_%B`%%ZP@B$ht4^tRvMh0Jcj_9mk&x+o6dsSanLhHDrnFq)X>>m(Cfx&UC9zskc+ixa8O{cf$NaQrs`x7TSEP zRH;`r%+RC=cS}80l~$Y^+*0X@JnBie!V?oqyDzik9gC4UF+7z=xdckw0|1#UCGpS$wXDOg|yBp<9wmOl7*}b$#itd%&^OBvdWZt$lq)%nHcS^nGr6j z{dTFXR;f~t-&+EkLmtg^$yAB31-8>FQ|bYFv#r>Al6m_{{Y2ShKDEk}diLB5j2$4E zy(GhuWO_AAGM}@`lzJA{64ZH;`QGKt^-4Bxu3BYEJsxQWB~Qn@tNE@=YDA1p%7a@b z3g=@~+zgBdR-@t15B|kdr$6jEepVglvq~-|I*6n7Q%Cn?@N&Q?X$ty0dXODrzQ>8Wn1NiL~H zcB$G{Dd&S6)>>Nbif*Y(XO~^4zEuaW1z2hcj+v82kxOSQ>97v6V;xIv=U8>{`hi6U zj+wRnrAy}vm(DJ`POeqQ`DB7MuInzHtE9vA1Y1?Nx9T|W@mu5afX8}pGKTleR5q?j zwCVJ)>NxM7TjPp#=|sD9?$~ukS#|JgiKTwvn5rL@)mbi`dQbdGviUQ?s^h%9XN{|? zOQ(}dCo|cmGu^7=yb)!IOCC&jr{YML)LOgLe5;i6){Zr_xh|Jxkq*=4wj48sDlN6@ Ml)8cPFo!q(KQeyBHUIzs diff --git a/WORC/doc/_build/doctrees/static/configuration.doctree b/WORC/doc/_build/doctrees/static/configuration.doctree index 8043c618831f97a5f2916f72800ab2bb8323ace4..18e8e2fa53793d6a973df0f607155b297577465a 100644 GIT binary patch delta 205 zcmX?jR_x+gv4$4L7N#l8{){|Z1DNLpi?AB#8JU|-$zYG2lA+fF;cfpH%)E~iyVRLj z=6x*KrDi2DN3&y>V$EXqo5nYlfq{_$1Zt;fWUy{cWchGg#8S`F5@tJ>fu4b(j)LX( l)H^KSmHDQ|ECZ`%$dJ#n@0@&ak>+%JMpm}1Gg&p30RV(lJTd?P delta 131 zcmcb3R_x$ev4$4L7N#l8{)~)U1DNLpPd}i=D!rXIgn2V3gn2)fc{2-yxiN`3fE~hA z$YOS$##cKkk7L3WMC*wN}L+B46KA< U`o=3Ps?!4)Sy{KPWYt&(0K`fw_W%F@ diff --git a/WORC/doc/_build/doctrees/static/quick_start.doctree b/WORC/doc/_build/doctrees/static/quick_start.doctree index 3495ef58aff0dbdccab6541d537ba5021eeb874d..12818228b3c7d9a2cda1e5c56c49f1c7aa8447dc 100644 GIT binary patch literal 43175 zcmeHweT-b!bss5y?(j>ZM9GRM?K3HRm(=cClC@-cMGB^5QKDq7WRWsiN%ZX7nYa7i zMS0&Wwyu~WxNQlKypAZgtyP@OjYr$`$+NE4)LfC7bE z1Z@hqZsYcM&i#Bdv-80vrOKrs&d$7dKh8b(oO93Dz4!IaU;fHJ+`#|kyQ^`fm4&s` zZNybSZRgwRLEUd;?Z4AL^powY?a6#B@mA8fl~nw8z5yjFL0GFMexrS{JsE7sw`N|l zrf4hQR;hVu ziih~VrQy}Zx9!zd)BITQDwh&}QIx@#u-eY|cK6h7<=ZlEiR!h3v3zqaZ20ZxHs)KK z9stkU!KPqiuqofFhV{ry5ZC>gI)DwM#>`Tf&76P!#V5rFFfxO2WMO57dn)sw+$7D~ ztpy-pTk2P`Fm7m!1zUoxG*ZIOmMqL_zV#}<<1>U9hZ}L0T45C+qA<#CKIdO1JoYN` z(`}v%H2qL89vmX@17|LHV6L^`1$%(T;10BLC;sijzkBfS-iz&4aDOm?;tz`A!H0tf zp4-eYj{y07pN*z8Mh|?&iA+ z^J-86ei;u=^&{ncGc$8%3;9-n+e*TA{?G_C!i@1L8a$YxB*YvB>5fKdVo-|r@?9%& zQkl*q&9*(ojN*l3y^!3gVGqs|qmJbzjruBtl?2btH@XH<^rLgq{J#AEiNImLCk(S3 zC=B^tlGKu=A>raiQC6?na&TXMSFdV}*)fQjG1VP)k1h`?EGyACsUGAzPYaR4{VPf- zKGeJu{3P1_t2W6FmVRHbq~A_}GOK(3jlUeXoQl^d2sOutkns~py|A(5G{feU6DQ7M z64!;8;*}6muIjtad5Enni5p9hVP17PtoY6%;48qlKEDKtL zOvCb$y3N%r0P=Y`aN}fY#&68jJgkt}Ox0hWG1bzUf`D7N`6IB1@4e^^^ZPgK`K1N6 z7D9XQYPLYyt`MsTW;2Nv11n3EpYJD8i06KmdIL$g`BpJOrUCt=3!tYo{XBhx=2MNK zWailb!Xx=+zmX`}XjczDn}3`n;&l+1mX3rOBOPb2pJF>Cr46SMlf|c9GV(WBMg~3$ zMlol$U<{(pc^XbE?nX5h5Cy?-_u<1*D3J_U4n2|shYyQ!K;;!oZ_#7$?^uU(^S#~m zI;Qdu`b{Mb^1A@(_XZVGV*QSu@E=xUffcXSqI?sAZGIj@nx7XsIq6CV2G=no8LBiu z`+k9ye@=7GHrc(R{7nGHw9X{|KL(+InD_h4yc=gt-5ftUJ06Y{?y^w1A>Sp1PI;jg zS1wsoo!<^v3m8>{=zd|=EiAv$?Hf02=r^c*>~g&}n>IbNw6-@BAA0vPeXV(orIxpZ zubUUVG=Ryo2wlT32jNms!@mqv+P;?W*1yXz$;h|@IYqnCtJDGRwnk`H!SMpI^Fk-= zB3|Sa)qhXTT{J-rlEvcY_gU25Slvd3M$YIN|$ z=TN+#P*8mF@(|?|?Huemf;XRUI1->KXT{Q76Q7vChwW}Du0kV)%A3TkrGQl5()`JW z2kXA-In@v=Ah~d0F&Lw1Wo5DgBReQBVPojy%_5q}oQ_r^sX4 zCJoD0)&&YAh60`XVDu)Th0JE55-MPe<}zu8T~j)oHt><2JoNU9{*sqeYkrzK@gf;} zNkJS;vHi!cvxe_io%u6iC5h8`F>^i}rsP&To3*N8Y!JE3k5hi?)>Ua{pXGFB(f2ZV z*U}lmj^LeHwnCo-!?qe>wp#M5A#)*_u?xNf0oAC*UKM?lGcFXSHGa_ou$cHh{0Hos zbn}@J$71Mm^s1PKuddBmFWz`GDHgkDjR`P=VJ7?LkW98_b6~TF6`PGTrJCCaKLu`k z^m>V;gX!+kR5dLin-&$l(^^*@h+o1ZWBuJuFPv^j4Dq<3>2wg`q+`9 zpMYE`O*wGUd(e&-<64b;{ZNh}d72d5SoR(0$Cqr8BH!~M$fKVc!7?=pnhYc6qt(Oo z{##5*VX-y_<|EgKekC@Jb%~9Eb7uy^66KGWo%?$yVZrhkgb`aZE#waP(1K zg9AlJ0gZMJUDynMfIme$4l#3Js%gTL<16J#u z6Gf?a_LyKZOkNm130V3$K-9v}vni|vQ)(?3hFr9qCkzzi{LF}S*CE00r0B1r^JxK! zCAJH%$^Qs{TQ5od0)b^&wGvD>N3ij|pmHrv-m4CK5Tg;_N>7x7Xq#{PwMZY2RE0KC2+{| z;%Z2Q-?)kIRZ)&3xM55&Tgb_Uny=D@C~>AN(rMs>sn-s2cT4crPkYm{zi9wDO}hUy z+YKVVTM`49fGmO`R=G6gEc$+p?RSz|5Oi#M@Q@smWB^uVXgoc<3@t{IpIAT63}fdv zqBTr#xVD_S`o7MPl5cnQA`^oL7I4Xs0L=aIHG3ZI$T%^y}xjKrv9+4Ujphp&r~ z6+!Nx1y^cP22!TOFAqtFg(g6L4=VEOv%t=*O+OQce)=`=cn1OO;B+dzQp(K6oFDgD zK)<%ubay5TbWOo<%g!T(WyjRX$JF9a7MOyz@KAcvdKnU=bN8_T_Py9@G$<2++)X-% zQcd|9Z}n0h{VU)EVE+#N8ObtuN7rD>;JCfc=09U6Kba6xAMJn2NqsD&SgT~ltm7@j z%g}62(+UQkn0!1{LcT?eh1*$Jm0ysXTuH(vtL^Z+QyU83j)-1*?jt20%vz(2~f!Gc-Mi#-Bwo(t{Jen)xpIqM1rZDs55h_yl83{^(5J{NC4#|v z122%y1ScyEV}9N(oveyL2tq7j176NLTl}OPbu=ymCH8fkb+-SKKEWg1j!Es!T;Rwd8tzD2GLP00NG6J8ot1h{I1B{4!Gea_=R z8ezczonnuxs4i>93lSU+2#>9T>Z~6sBQ|EXu}s)!ZycqVB__X- zt%A(|w1Yw3PZRaO0G9XOL?sLqG_iG>sMu$5)T~WpQ{`)zrPw;4lar&rATTVGRD$K^ zQ=@RWMJS`y>qQF2&A+?I+-e0V8F6AdW+mwMP5q~mMoMmZJ<5j^uMQ!NOkep()%uTd zm{iy3;Hcx;-%n&(1LNekjPiUpJuo7m-LZsI#Uedr<+DjsLhvj>_7gVwtqGt(6u|?seoD~Q? zH$T3f#nxbPo$d6XlfX!yU4=zm37;{&&>Jv#GM5KTM3?M2rex3XdV=XPznDtNVd zb=~#Nz`i90_K!7~qZmQY0wrpIt%X8z>;>|*an3J~N{-Md110$+PD`bOaHu20TF-}r zt)Va%pn^kEafAxVYPD6~1wCYQg{&iR!~1pTM5-xgWN z5~?aH2&p_$}~WEZwq0= zOIFLgzZixjLXZgm5f1B^(U2c^yreB(iNAz7Pf@f~N6at^I_@z>2@?B^BCCWi$xh@qe1MvM+Q2^Xg(7?@Q#-s7U zaA>%f0L*=Z%lCtO+o!z+zm_7`kHFIq=Uc^dMeFLP0rycF(s=a9;O;fJ0m>g6T)qgd z;q*=&INwf$CCtFBI7?z7g#EY`d)5}i%k5w*wn(-X`D;W*-d_ls{~^y^-;AW_2coFq zN|~Wzu=7>;m5oZr$`Z~E0hO~F5O_#d^+;_Z1?2#1IAL-C>TW}Na7bhDNnPGSNP^>A!PdPzRfV&Ur}fcoz1Uy;DR z`}*H|kHIyR^{Sw(m+8;YCWm5W+HIjG4m|olF_nr(wLsdj(5lt^thX>KvUTfIq@IRJ zsdU(RLCj3~$dRKZWMn#r3sWE;SyND`a%|WtuImbBoV2)cn*>9#qyBBMwk)ug4dyS+ zk9FXx$>pOO{uJ>vSwzHCar9kdKWr19027kGO6odq4(W|-2>!b|%5<#(lXlM?{dV_C zYsqHP&Fy7mht-5aVd0rU z&R`fc%&!6F-yU4P2y>scWUG(~?R?{5_6c4hpv~ldeTc4piK-|%Si37)jQ(b^^)C(4 z`WvG4pB|#9R8zjlMT_%fu`x-c4tAmkof8?oiDrtTA^Ka^quk=pV-R^Z`Qm41bCc1R z?aCGx9_zuG$BZvA+O~z!y9Iv+=yf({rkIh9TqXLN)$tAC#`_4O{@ln##-sZO1Fb2W zAij5Sc}3ZGi@_C?(E^(l6}#w|0lHAka3hx(k3KdS1`Trtn2!uDUxayW7K#1@Qx*LO zd=Rr(tVp=IbBKNH`qBWP>KQM=k%i0t400qWcOpf4?g|onVG}Q{292YX2V3Ig zYAOxyDjcbe6c#aW@qO|f(r9qZ9Bub)3MCY~1t|A~yrZo9lYbQHNXXns`A8@ph;pJL zmkIkjs8uv@?1*Ut_6WOAg>m6J>i898mo%2h%Su@xenz=2@T`iBhveN9BuXc?oLCnU z4Rx=#ArQuwi9alR!OGTn@y5@VV$!|cbYMn>Rc1W;`vVwIZ7%555>g*$RqEsDM5PlV z2{mxln1hr~tczB~*!7P3y+rBL1m3h_1^5r|fbhXmQp-}*rD zg249Y}E#hkR_HB-(6S;P~EN~#SzP&7$R2$^<5w>ITyXin&FhZGxs5J1(m#bV_< z1H{Vp_}ITtm`t*y8%3XP{)k#4(n~mjiWdkvhEN4v#1cW1j2zs=QPD)H(#$F|BKkuB zFE!`uZBb)GG&Uan(Ex;ybWvWSFVa8k(+g^Q~WjhM)d z&SS*(KAf2`>*$pfQPj|{RZ|?0K`F9cr4lEU*MsP!Tv)rXhLu)4_m6zFq7(*xI2ci9}1olk#>qXrxOr&P0A=PKQrf6(q$k70L&30Wb!h%DMHXP zqAy`Cfw*Mkc+Jr9EW0KTI#1Hs*E%*m>&PbH$rd4JXYvTeq>mmF7~@)EFmg^_;YksJ zZt>#i#Kls{uN8nWG3^P}Gfsh#VQ#xu+Cm#PS~0@j+*+>=PcHdAx>z%&u6sPAqwYAz ztoN`}f0<7FM1Y=-O9h|$myu?j(m@oAkCq~wEXFY$aMt&NkEpbW5X>bA4Ch=>w5V*M ziIN*SlM0Z=pop-FErhTNyad9P&j1HJ>L_bI9u@%yxV0S|?7EZ%s~`{@&*ok~naZwC zIOmd?6BH(k{HE9%jQq z=&uR6FohA&x!gF}3+oGv5Il|(|-~kw0G1zH9{2;?5NQn`~3+IKD zGH$t(-HQ4IWoncsoQEv5@>rCLaN(8!x+i>63`F?;KVJY{H_`?9AGujJY-5YBWUmZDqCoUive% zl1qs?ck3FQsPm12C2;=aBGzy0=ckw_k|k;N;^C)L{2gl(RDXKICX?I*2DP6Ly`+Nz zcy$%00+>;08{nq3ZxC}xAZ9`jbCkrOZ(0cI)c*g+?u5wu6`9wT z3W0UnRFSiAWoqmSn@j87s3j6o`kBb_^<3z{rLw1k0t+MWpB{X)M78t!B z7ocGc)CPl0j!B`H($_*^X%YyvHJyA#6eAVzBHJV{K{+Ml!%9MGa$-)efnvrfvN)v< zhZT{LAc}BRa-_j57dJW3Yjuf(kvy(yuIF;9Udk2qkh+m3mFJdXyGnqa4qeXTr%4+@ zngzuh=WZm8q;zkXyX?e@{@ZNdze>FzTF=#Kp5v<+E~!p-lN zu9wc~(&W5m3EhgZ3_6o}ZSVZ=p!`#Vp;O-ZqEZg;yy+$12W@0p7z)z{Z&rAc3iPlf z25l4|&A*R*a?eSzZ;M0r)Pvl)rRH$W_ZpYcRigUw=nDNA$ws-XYp{*-yS9yTp+sjX za$+%UHN$CRNYH}+Ot{ukaeA`iQ`Xt+oa7mys+$ubaB>Pfq_qulfJs_Q(lN|}@73uJo<*I7{;$fZ_iH6kHn zx`O`j-~jJ!Q!c?ejuy#8ezolyB)t^fvsKpVxTJT=vbsR`ll(Yf1^L_Ecu}d`qhZDn z;+F&=zM;u#6r1p0gM<}9cG`p~B0>k9PxEn{Y9^&qSJ0z$=AOV7WQ5dk9z9+3=<;Nz zuS|$C@ctXVF6$a<_a29q?AG9ZU(?fDDm4=v?=rba_Yfg^DgDh9^kG5^5~~;3had1Ue=>0g>i*pG=boA+tCS*sRDiZ-BL2;La+&EU+eaL>q#W8XYIzf* zww{=SO0qAu_-Jz=wdB%=-oD5P=mL6xHET@ViBquH>Gc1J;j1VFln*o8PtcCZ0-$b+ zO}~?e)I%Cdxp@@e7fQWyToNU`KJeI=D_3Dq<7){P;A z+>BH!L+X@|u|{bT`7}Vv}Khfe6kf z8~811EjTS`H#EtpRMO;uQ(_|2d)`bdTt$+yW!=}O#;ZNyiWzhj0 z=O|{@ekYs(ha~8d8D7ntE48c6taD{q5xW6fGKn=z1@Nm4=LLg7f{tRRM5R{YS0>KV zmMNTOUrE8rRh%%%rCymp-3ruZ+Ws|hky1yVuZJ0{tQg}$;xE(96Et3&Ou0weEdfk9El5gUfUA5J_iHD(Qj3-`eJC6)j1>~QSks`gBsf%oS}^M+9d9Rd1yriA zvH{d@R^;{ZjA#qmj5_6l^&Pro7IBeTbD#ugNp*PwzCk*u*l_W|8i$_qh=(v9eRIIH z+vf0}V>*9%aCv18D|K5Zt6ApoJ)X2nr{l$G%p(qM;uA$IgIE_)`5C52|BxLSnte>- zJ?FxvP;1U5xP0E6J=6Kz;Ocj2y2qn`Nq4Pv=#<|E`ixaIdY2j&Qo7Hva({|aoeSS&^eP$}_E5P$>Cr;ZL*=57TBVcV z)FE>J6;+2nL@tV{{t&0f{ZOJ6^2W`-`{T-)T0sB!4zUM&m{qi&>zXJ)tv>dulOH-u zS;Y{jB!Qtwt?*G%QeH#ad$kpBHN}<)eQ?7FHS~-`ySDL?xr6=;y=2O)_%j#U9n!)n^9xEPU4LFMuU>c(XUi`l zaxqmx2m;ZTRkLM)%qWTplctC+$Q{gSBTxfjQUO|e3Xd;zqE-`6G`OV*9bzX5!zuq1 zLW?@qJU>5MLgtd|a?aT_pVTyqB>UAYz?pJ7r^#r#$cf0xB6$T6lr?~G*NTmJKmj%d z0XyRENIIs*D9(J`9gPO;|HSF1UnG>Aed)zhXK_4_^Q4!+&d)2htJem@X;4tG)GzBz>THCl5VOGJyqJHmM#}I+#&?Au#igq zpUx2>|M;_nrIr7GGh{47b1Y@8w1W?=B^#8Kzsur(EjkSLSazQuAiGt%fb1QYV9%Ns zqHW+m4cbtu)R__q_Gh`*9>+KpSGxzT0jw#&)M$q*TwJ-50i(a3m1_?TFdon_(5j9z z5V)|m9{vjR@drmBL-c%*K-Lrxy@^S}TwNPHS86NdnL7>j_9b`awNrYW_Sy~9zF)z0 zBTyhR9|uKXXO{6g(Y?7FIwTSJfmB~D3L+~-S7ii!1x1CGdi_Qa_ouM>KbQ)ZMS$~i7lXsp|W zH20lYS8obQr!0UjC{p1kFzXwcId6uP)Xp2UaiyH; zVluyjH&;(1n!(Ll~$5qh-LYFF5ju1@NF-1 z`F7=jYv*^+-C$W*OI>6SA=J{q)h$~;%lSs;pvsB4d~C^Y(0R>q(#8*@Ya=|1I2V5G z5Z&M~&&DPEEXkj(q=sL+vba)SKpGppP22evz?H1xN|(hr&gdW!>*aGB^Ide+9uDv= zUxpi_-o}&N6rpOC$?bxwDVn@bJn_YD`Ls-#SK^p_TwZ}5Wd+*7&kuIe4crN~)no5| zt^M3>c`5K}`sbGX4*zlpT*2wnN>!mP`4+wt7wzq)OJm@nMG5RwtK-QS-~35~!d)`E zc{g9#Z(#o(O5t9bR<=0(=yV$5`~Kp~GGC=zMr5m6^Aq5iK&@o$e2>VOvRc`~t+ey| zJKl6O5miYt>=x}B7`D80?$q?7=)d@)qjG*bjUff10-&gd+l1Tst{P7HY9YZ27zdT- zxA_fR$3JDX8v5BHcS9F9ql+=z>fk$5ZmCm8ScbQPI)m&@e6WtaPxF>snrB9yCHkBFvA=Pc7Fpz z5?A<86V3m7Ng_c070cc3*B5Yde44GIufX>+w6?E;B+5%=AIa;rG7KE}N=X1*%QyLr zrtFI?LiFD2DhBIuZ{(vHKMivY587()CmJQ%=C7$7pR)|JX{@ zU!~%c!G0W?zQYTy;LmGbE8j+i|BOB!qH2@)Xys!x20B%pN64eN#)Fs(ylV{q zH3ok!c;^~JevP5N#t>g)Xy+KxYYgQzhVU9gH^-38F;sI5(KUuCrEiR^&(JqU)=$wlM%LHq z8zYOZPKq`YvVKJ07;SX7k3bupZ6?t6>x4T-8*MldXro*kMjNZ}t$dfwj!aOya3dKD z9%6j)ghZw)CrHtLBFcfKz?AicxTZOri{91oP?sJnv^b`E=z+j8x>5l5xT9bjJ4XbQLj=x_WH%hb>T{Ny#?OgGWBqqMO-h=QqST z-_hm>M&u0VS?2)Vv#iog27 z9#D>{#ml!yEn_1N9Ot{}HlLn5^*k;0N=Jhfg%E5%x0$?n{{*d~adlIdJY4!I*sT8) zZ&cz%7xw&@aIuoi!NXdZQhpx7Rgk1?5mE;fW#N^SPg-|N=V+Tf6ci`SC~c1q8lwYr zGPB#TZ-tJ)HSM| zH2S{=j8I|X2LsBjfr)O~+^8@yfDrXaXS+vA*>P}5u$)uQg(1eeZ)`Yz+&iG$&|@7l ZWA*bLdb(Ljz}^EWzEVddQ?0e&{$DM=vU&gj literal 40558 zcmeHweT-b!bss;M+#$J?Xsu|X2oJJNlzS5AUf zQV+?xbR-Lqb$_y6@yP`>WOi5n$OtrJwdE)_=EJa|~yAMG+I zX!=Mx)^^c(()I82clx{2F$vmIx~CpAz3x(H)lCa-l0?C3C&7?t2)lzy3~Zk zc!@?hF z$E`c-LA~z8erw(7#9kCT^jFeyf+m{78|rV)DYu%{pw@{z{_VKU3O$OGs8de(SJY`b zt`i51cHMKl8*MKNXmX1J>67Uj*`=Ap1>kaC;Bv`7N;Bp^jA`;80U^8t|BmC|_v7C* zrof-|AN3#dPXKp&)D$od$3Q|g&(NvAH+_4t=#(UeFafRReA#!~i5D%3@ov>gx)&23 zRJ!Q{{VFpIkE8!F)jz=l7z%DF!j z->(p>2xbrA*}w|9I^}zL+)}3AKoXPbn3y2bfPT^kpmDH(2f+#{uOvS>>ghW)yJ|!Q zGwTK{9@j?(jVs;5LO8Xnr(=M)69wJ$y|+nq%-A<1x}MM+w0QeuoE0+}a9t(YdY(!- zr$^)e1c|)I(}JFlO81$adQNv14c=1x=$%P#C`oz%)mVgNM8{iCoRDIRq{Ld_lB76s zLJVpLR$3Md7J2ypnAh&f^vLFV227sbUl=sKG~&+zq@T+xq*j8%ec?Z$1P8Bo8(9e` zMBmB^hP1LG)&mkY$MWl#kqlKDpnWmJ>=jK}`(*cu8+HR2(>mknH}g$o-ixo6dl{cd`s+JXjJ@`IXR$G-$5+P#%d=-(x11ElN`E&VsC zFg#$5&8(1*WXPNsL2Ch2^!|A@YyP(-kw0V+d2cN<6Flbc3>ved_P@w0q^SLEeTT8Q zY_!2%aOOy9bfA|q7t<17ZZ)7-R^~}ZmfFx{x}7HUB!~Cy+_A%-3Mc4`_2W@=x+!aH z|6QRxeVITn*IP}`A=w^7rN9%vvs%PB7A{?e>W9(9KX{5&?jn_Tjys?bE?zLT|0+{M|nlp-&Ghic8Q$Aqd@H-V)6gX|AznPl2iO|-txbd<%6RZk_{ic?Zk-} zgJz|*9xJ|PZFLg^ghiTJGSVi~2l~~>5`TCy2U71yZ*Sl!5Cgw-I{eRgzk_y93kW%y*7g#%uu6JtWxfUZ;mSj4q$Yb6njjqx5bb$Gga zG%0)v*hy0Jj6C>EpD7(~r9a-6hraZ@S97CE-HT(VRV7m|%7}wGw*J@~(e%8EvvMgY zN3FP3O`IPIV)9g6PCAvKWe~Z>k7IsXY^c)AK5Owp)pHX#EaC;hj^Ld|wn5KFR5dRkn-|n(v7IRb z6^O}H7um#kKiR{067I?L%=SrBGwz*etPjl%$NE3ekM*xSjB#INmWRiO+>LOjfyW## ziojYhqJp{`(F)2B7M+#NM1AhjN1apeDxP%UxQsmbJ0q`Bbe={#P|4PzvaPHX`qw(! zffw0XZnf&M;|xU?N)W^g$5*NHd_tAyAqKKkF#p)eQ$Gl~QkZk#^>m>KS6lTuxlf@7 zL-MrAVZG)#P=&ACB1OLEL6DO)HiBht6f_w|Oh>DS>3t1Tl3A>c@%WzGL%$Lmk8Khg zxpQX*!V=||nVko_YGIx77=(dZFfF7z3ouYOkIyJ0H@;hRqA=w2#gIj(W;BeCFXiAv zsWJKOLexGtgs2^f0kjk*lFCTo7w!tb^@!;2+a#jP^A^`ylG@QFm8331sBl@x9&mU+ zUFr8}P?oMF2RWIZy#ritWcHnCtq;`?C$wjc&^8rj(t}b1lA(nQo^mYqzS<(1;VI3N z@HdV=WK>JU64JL*l&GAPjQg>)x=~{H>&Smk}o17S`4#z?qjs!+t zyA=n()J6eDYT{zz9n&$XzZ~X)SGIz99~rIyQjEimVGmncmG_Fy-UBvP5E8x$oz2mBR1s&WWPbxAd7{GfZ9>jsTWH?i#f) z^lb`j!JJwPh9MU%=LrKDIlnL>-StTDw}4d2irnS}D3;jHye3y8ymS2|^)Uj=lGGB+ z$rPc+H-gHwIC-Nw>_d!3d@EUP%V6c>I%!F+jKn$ti6s?KisuJSu({hrd?SuKp0Ll! zR;~ufF>os0YNsa5_@cY+CBoX}WytogK5-{b9Xg3DlphaRK-agL?oDpt-YFPv*?CuH*)es}akco9 z1t!z7vJb5stzJWdbnXEbz~u9tW|OiE$lavV($ti1@m4S8;ZFl60Q(=%*GQJZr*sXr z3>NKmHvNR1`eZ^#1GN7+C-$(AVy%){kdC|BT7zbDkybGH#N^|-0&*!@Sh$_l4fzMM zEz42RX0;uDcWOi7o1AGic&M7f0fn&J|A&y7$@sjOjGx!29VPzz1g23< zBexx}!5BswrXz4hW=*x#;b;KAyUYoWEGRS*GX?I52>{tBr&V>rQAduAG~DYR2i@gd zuB;fCkSSMn%ZOm0xF3{#k&hWv1CJuFlm-Ut4ZJ`)6P&CxjFpvQ;Y>vYLJ(pJny~g7 zZ1IzF)YG^Ol-L6RpfJp#irNhMg5>D(wBZV}38_4<*5aq~}PnOiN11tU&O z$E*aso->s+QgX}dQ9i18bqHx>`btNtHh7G~B)W#*8g*Pp2Z>B;AcM;dhJ57N*}r=* zqivdUmLzzWg z37>Jj&>Jv#GB4yz#3t%~Ov#?%^#s#pdONiTk9R0Zbam8GKJIKor_qXax~*pVjN90D z%AD)xh9sJ`H1YvP+~JFjb_?6MkiB~ysk*Tumrc+0kire(jj3>*zD6?K5?zB0xAV5G zkiPdkxjyF{SOEkN+X0j-6l0ebLLXXPM~KTBRPPgSFCXP9xjHg?S5CF1i!$XXI@; z6*qC&NTR3It%#wKwd37zc~@HOC39$t3~4q$s8kbM0eL%;!+Gd1Nl+O!g{)I7XrvV7 zBkHI~A1X)=!$)FAJtN-QM{ z3z;MVu!%azDg}%Re(JO!?9x)(g#~xoX<_pd{wl(xp}^^k`t7bF(>?KLN~LO0_e!PN zSpf%3zy^V`?t5rC5*c@`4)SB_0nAE?RHgxn`tc@4n2!iNQqT`iBCm$|jPa|`Krk={ z4Aa?C(~>#wk<>ksx??1z#UCpJKLy!0$flH8>SIC*cl+e2e;^|V&2p6<7OXt4B)2j8 z)GICb@G9$;)Qg$a$!O^qu&C|5*lc&ORafM@%U^n+;Xe^_{+C9Q^OTeD3%Uj`U@Msg z?2%;%6o`PJ!Ok840Jn#T<&zxO8#Z#w89=`%0R5M`+ff!I*8&)T?nn=?94>vh(@O09 zftYu~(~k78*Tk;zh%zBcb)?c;riCa&yTQllO$qxR8`kS|>|(+{GrQUjS>S{>`HCN0Q_~T zC;;v$XyE2DQ{gwb@xgg43hoMk`C5MYL2&Q;pu6hTVcL;R-jwoulQm}`GozKGAYg8>(VsLf_M4#!yY2%=-qL7UR8 zLMypPYJ^*mrD*N;T=;*X1O%WX@^o?;QZDdV7Bdy0!GJZ2%^)b&KEjSu7sms{*X0u} z7G4_x)Yo76X$kD>ul&p#46dQ9qM)of`Wo5}P%Kfy9IJ`ztcL#l1V3#0?9oqF9% z`U|5hTX&u!wK0eag%i$mVrEJwPo63uP0~4$nF9I9nu1J~$A+y^EEWYb&RF!ePlBP? zQU5kryCAT3KA*p|*b9NHvs^xW5?@(7&14ZVmmU44v7fMsPk;%@Um-P`cWm@WHU$3z zJ!Lkn0W)^bJ^gO(mDZ9yq%+&g$N{Sfg~H4;gT_#x(a%R?Sf!%Em(u_ySGfwhFPITo zKnUu~NAy9PuLZDLDu=I7mtq~smNNt3B2(et&L4oL1A_je`Q?>dewmAA$>V@U_q{-W z$^e}yW?<$LQ{kucVbCx)0rRW*<+CskSWCu)Oz5UNPq3rzGy!cU_r?%itx*+42U~YV zi_uE9^=m`4epR&o;t)lpnzGDAv-4!JF-fEzcA^Kp6B)jQX0oCobgf6J#h;HsH)p~5nnk9hs~L7RQUt060Tbv-w|&78bLIe8@b3- z`1O3CHDwdTU(GMCDEm*jXm*w}Y?f8*!aaL6(3xU}8@a?(IEI2bh}JNF7%=b3FQ0{Z zYZeKA1%nFzDUA%wVzDCO=1+#ejbueJ@mu%P!-~}UmxpLwvf}R!QFH(+?$Il~wb1Xz zL&XQXUw`E_i~dj3#37d|AI*ANB9wn`et9)5LSSr-t}Umfj(&t9v2|s_wZz5`Hs>M1Z3=f>Vdd1-DtW=akUY+#b$khsxP<^PDWev7Ld3=2@NrFX4jEz3!AvM;WtlF za%zDyo~bmvo_tgnEMnewdu|!IEjZGE_TaXK5{eXlN(dpZCF}m=w?vK*(kWs-rHKck zoSR56!lnyq6%9Og(zF44gx#9LxF|a6yc48+G;8Gjq*M(rp#&6oJjHH6@;V9K zZwrZry0_a92%|>)Vc82-3dQqxezp{o9@$I>W>i>Zrowg(1FDSwek~y%aZ%+Xj!slM zOOa3mSB=@)etKK9D#ot2xgQ})pC|C<6)RXiIDYHUTg@oO4QKK$ULg>zybB5PWcr0S z6<_F8^i2kLAO0CA%JmYHpr*06O?WE(Y!fnvWgP+z5IQ)6g#_y{98h?S{Fh2NA+S@| z5~)DquQyT>A~|x#3Zl$8(@&w;^lU-3VMlLfs0ks^PV3g@91YEB{nxDG;Wq=Qny^@= zd^$&_1vhxO`xtVp}rteX!L3|yjJMmgThXAS&iC7J2N|6H_IVzwhwHITu{vtq? zO7iWtsK*|1V^iTT=M0|&iE;@2EgEQk`S5cDr=ewG`{DRWOF6rCu>#LrP~E`Rz=*?_ zbQ&VI*Wt{HMMp212xJCcy%OVq3QAFR%jH%?c{K#aCZ#jAQZe`M7k;F8&5;BwJDvqbYZDjj@N(?0I)=ekeS2WrU(Jc zh`NNi0Lqfl-Ob_MMfN=&ch1oPw>mbw=*YToRj&q3H`;J!PEx@5)T}@i*AkooDWml)2<*4J)1U*d$Mz9bxyA=Qu z;jCbu@HS~8XgTAh%gZlbmKMN;B_1Z7Ax8?moNTxeU8G?+h>5kqNOKrLG7YJMZOI4& z@Z(lQ(*{~bRFH_B6@9Vz0WenYkrz({B;yCj;SgFqCo&WgZn>8}vuiD-7L=x)M=iAS zSk&@)`il9X-$?`2<7S_05Zq*y3$Qr4`D%*1kc^cLZX-t%o^E zLdnls2+F9ElnxH91^dnuil>W!yU5@aIkeXDiZ#pxP#8O4e^kw+JG-`$Rt`#{l zNa@|0i<3vNrJYX55EB9#ct_nl*%hGNBi z|Lf6qPxt(uwR^M`-)(m+p|RUE%Jk{}k2BD)!e)a(`s<9)3F*&FVX0;cl`)>VDvFVM zbd43<7ofNi@}Y7g&onaUkU(jPlxmvISnSDb%qXDQl5$Bh1W^>aZYf)AMrd`X#TUTO zQEILBjKbU7h(&ay!wF?gQ%ZJrlakQIX2cgG2K!(cF{ZP3*p<8+9`5JxX0#%9k6-j| z;i65%Hlb?tkHV<;_+{gJieL1?#cIsHvB81Pd^P5^%nBBM9?PJLn5X~fIo>S}0}V@w zI^b08POouJfx@z z&^1`K|B|iRUn$Uea-7FWJ8p2|67pf-l@Sh`SeziM_>{FBI|Xz>D7j`=JWh|mtuXZh zZfc@cb{|AdTzi>K&Us_$kgQlx!4@JBa-5T84TRIO5g?5DVEoQ28$qK?p(uGNm zccx-+$;(E9$j)vSj|s(?)qUUD5O`iMwiBL>jCT z7$8Z$A{`DtQ*ATM&k@1dWCL@*-hr)8+d)Y{#gZnEofi|K-t&e+;a-uHwFo*S<8%#9 zd0M7F60{YT2!Bd3D~S&1JUcP7_B&xi&q~lGGrW{IFV}B6i_Xhyir5XV zI?ovl5_A;5A}X~CU!A^8+f#6ycR2%MtDrHb-srJ~z1f8Jg~?@E_9GNY?J(*EQJM{km=K zrhj-IDng=w!IfD6hKLv;Dy3mlB8Elbmg`HTC15Xionokb`~xgsoX>%{7oQU6kunAS zg-$gPXS~gc1C8l~VT6au5gb}z0d=ymmy{`O#GNb1n?7oY@wA*F&oZKfAG#e_a0>at ze)i2UI^%SDlfVlq{G6sKVd{ntBkrgDrz0Ic6&|;$hX0Hj7D8>np;Nz#QoXCfOjtxi z!yY;HD}7q%d*oF3IJIgYG4-!db@(Hu!ZTEVh_j`>A<+uEqjIO!+jo z)rP_0Hw6y=9ACXmV3V-DYW@W<_rLPXtKB|d)zd>u#=r~Rx7_$cU0Rf;vrW?{bv7R3 z+VW2g73WpR+-@@(pR8vd+&37R`FiHJGvm$ZnODBa-cu--yvIlA5M-0{B8i+GI10*bwV7F)4g*;#ecBtnw~+tfuu2qEc|o;o4MOshd%3 zpF4*`jH_@D&lTY3g-d(Gq{os1OJQkRrqKnt-5PK)2Uvrl%mP|^3eOrA>P{O^G`NKj z9U^6#;gnyQ_>B&CPD%^~K~T~F!Yw8? zmjDIGeg}5MC1rH;~$dw)U z2tlkLq@DfGWg_J7eU`8kyuUI-hA?zkq*}4vw{0aGlt_QT;(skV4E9)1&*lhf6_b^{ zfaN4dv-$C8*e?VT3nTS_i9%;5@W*Qcj)hMl`UUD{1|(4NU@ z2G~u9&fbgst2nN-@)0 zrgD|(t2n+MdP3qgW7<1mEPJ{~)S`Zv|0VNshEiB^H3PvIdX-E+boct=u4wU@+PV)T zaR!zG#ydPkmWX>K2Ny~NJTw4frh686A02`WC<#TvGMVmI2saH`&rC^kO7I;K%%2z) z&P{?@j9?)BYJx8i!GAcvOJ&hCQB)Y5w{6i};yxAUz<4&|f8caVcgDann)!Lk|9Q^1 z@`e3DLXQQi;jId}#Ax#sdF_y+O~K%`z*{E=CvEGkcA9+mAaYNn53b&7;a**i!pdtX z&T*!Ja#1)>h|B})77EQ}r?=IcMZnu^2-x^_O#%H}RzDzojCmvDfn_~bU#512$7&*5 z-GI-t`ulxmbu_2dzw6V2ZSm`K(lq;z(p@hvjoWC3(xdBV++ z2&8lNUYLZdh^#K|=UtAt)*QCye653fP^=(>cu4_z9Coc@6DE%aH~>CUl)xUB2A+)b?Qb+F+$S)>n}AAQ6We}J3U?E9lIr~X=Hmc=AI-ij z@pXzNY*Mb&y$E!t(j~_o4sn zi=N8qeKdv`i1LA=I&PHgribb{RHlO*6JQ)9o9^GsH#Ss39^dJU9L05Ld z;oTuwOeBtVaoNm7+iROUlnEAGz0n4_qHCh<)KO=?tgo*Zg{W=BVn1uhK3CUQ*?5=<-f$G7k@Nvq6z>oxx$A&G!PO0wnd^BSu-s5nkG z(3kId30j*hBaiHQ$wTsPy#%8KZcGvYx6<8SbFB-PcDi3k0aS37{{oKaJ?+NnK6)vh&4h=*r(uCU z_yX<=;h(`T7=8^O{;U2c!z%qM)5oXiqe~xuOdnt2pSVOI`~-c>(Z?)({7w3}N*^Di zkB`#FUTS|Aef&H^P~p$f$Dd%EL-;y(5t4AD`33)?K+i@0lYT02b4}ys?`quq0sY0ep*zC`ZjKW&7&k9y z+}xnQ7&mk^M)*hc@n!m8EG2|0#u6QqBe3)_LKS0)lIaDOD7k>K#Hw~DJ!G>Q6U!mo zIKx7Pm|8p`aj41(GP9qEa$pxQTw}FW*WAlRALx0gOOIz-99O+^r6Za4S<9fMbh5WC z`DRDDAHrJx*ag8yr!x|mlT8QpyvKuUM9NB{nNAf-W?6RAs&LZ$u5 zoN`PpZn{@$5Ib>pE#Eb?=i<`&XK5K%`WGZ51RQh>@~Zs=5wf|7MV?c74(BbUc%wq+ zo3Q7-fV(qf(h=6Vm=cnZuK_8^mK$|I!3|y|`Ow~CVVO4HQhr5%E0_`Oq=Rhe$ccn5 z;aK&`E(Lf3I+g;LVZ_LCGUwRT?pklS!q)CDYwvy`2jgmHK9^H&)0~8_p@y1<$eJ2! zM#N!@UV21p8j7lk*ayyzoGlRP1yBHX95->GpBvS%Yxx+Z$-tgw=2w>SG0HC!Q7gF; uS9*!`w{wQ5Q1Kf%<+eb@X5t)Er~qrE2Q&_NRYblqG(D*lkpa?KE&e}mx40hw diff --git a/WORC/doc/_build/html/.buildinfo b/WORC/doc/_build/html/.buildinfo index 64323ff1..b14b3fe3 100644 --- a/WORC/doc/_build/html/.buildinfo +++ b/WORC/doc/_build/html/.buildinfo @@ -1,4 +1,4 @@ # Sphinx build info version 1 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done. -config: 1a400459aca376ecf872ea4fb53480b0 +config: eb52688555d036dabae0d8acf57cbe18 tags: 645f666f9bcd5a90fca523b33c5a78b7 diff --git a/WORC/doc/_build/html/_modules/WORC/IOparser/config_WORC.html b/WORC/doc/_build/html/_modules/WORC/IOparser/config_WORC.html index ce29ce65..329231ad 100644 --- a/WORC/doc/_build/html/_modules/WORC/IOparser/config_WORC.html +++ b/WORC/doc/_build/html/_modules/WORC/IOparser/config_WORC.html @@ -8,7 +8,7 @@ - WORC.IOparser.config_WORC — WORC 3.4.3 documentation + WORC.IOparser.config_WORC — WORC 3.4.4 documentation @@ -62,7 +62,7 @@

      - 3.4.3 + 3.4.4
      diff --git a/WORC/doc/_build/html/_modules/WORC/IOparser/config_io_classifier.html b/WORC/doc/_build/html/_modules/WORC/IOparser/config_io_classifier.html index ae6979dd..81203631 100644 --- a/WORC/doc/_build/html/_modules/WORC/IOparser/config_io_classifier.html +++ b/WORC/doc/_build/html/_modules/WORC/IOparser/config_io_classifier.html @@ -8,7 +8,7 @@ - WORC.IOparser.config_io_classifier — WORC 3.4.3 documentation + WORC.IOparser.config_io_classifier — WORC 3.4.4 documentation @@ -62,7 +62,7 @@
      - 3.4.3 + 3.4.4
      diff --git a/WORC/doc/_build/html/_modules/WORC/IOparser/config_preprocessing.html b/WORC/doc/_build/html/_modules/WORC/IOparser/config_preprocessing.html index 4e11b048..2a241f2d 100644 --- a/WORC/doc/_build/html/_modules/WORC/IOparser/config_preprocessing.html +++ b/WORC/doc/_build/html/_modules/WORC/IOparser/config_preprocessing.html @@ -8,7 +8,7 @@ - WORC.IOparser.config_preprocessing — WORC 3.4.3 documentation + WORC.IOparser.config_preprocessing — WORC 3.4.4 documentation @@ -62,7 +62,7 @@
      - 3.4.3 + 3.4.4
      diff --git a/WORC/doc/_build/html/_modules/WORC/IOparser/config_segmentix.html b/WORC/doc/_build/html/_modules/WORC/IOparser/config_segmentix.html index 7108bf87..ac552d53 100644 --- a/WORC/doc/_build/html/_modules/WORC/IOparser/config_segmentix.html +++ b/WORC/doc/_build/html/_modules/WORC/IOparser/config_segmentix.html @@ -8,7 +8,7 @@ - WORC.IOparser.config_segmentix — WORC 3.4.3 documentation + WORC.IOparser.config_segmentix — WORC 3.4.4 documentation @@ -62,7 +62,7 @@
      - 3.4.3 + 3.4.4
      diff --git a/WORC/doc/_build/html/_modules/WORC/IOparser/file_io.html b/WORC/doc/_build/html/_modules/WORC/IOparser/file_io.html index 2c0f0ab7..64828d52 100644 --- a/WORC/doc/_build/html/_modules/WORC/IOparser/file_io.html +++ b/WORC/doc/_build/html/_modules/WORC/IOparser/file_io.html @@ -8,7 +8,7 @@ - WORC.IOparser.file_io — WORC 3.4.3 documentation + WORC.IOparser.file_io — WORC 3.4.4 documentation @@ -62,7 +62,7 @@
      - 3.4.3 + 3.4.4
      diff --git a/WORC/doc/_build/html/_modules/WORC/WORC.html b/WORC/doc/_build/html/_modules/WORC/WORC.html index 9990b420..06970ab8 100644 --- a/WORC/doc/_build/html/_modules/WORC/WORC.html +++ b/WORC/doc/_build/html/_modules/WORC/WORC.html @@ -8,7 +8,7 @@ - WORC.WORC — WORC 3.4.3 documentation + WORC.WORC — WORC 3.4.4 documentation @@ -62,7 +62,7 @@
      - 3.4.3 + 3.4.4
      @@ -520,16 +520,16 @@

      Source code for WORC.WORC

               config['Featsel'] = dict()
         config['Featsel']['Variance'] = '1.0'
         config['Featsel']['GroupwiseSearch'] = 'True'
-        config['Featsel']['SelectFromModel'] = '0.2'
+        config['Featsel']['SelectFromModel'] = '0.275'
         config['Featsel']['SelectFromModel_estimator'] = 'Lasso, LR, RF'
         config['Featsel']['SelectFromModel_lasso_alpha'] = '0.1, 1.4'
         config['Featsel']['SelectFromModel_n_trees'] = '10, 90'
-        config['Featsel']['UsePCA'] = '0.2'
+        config['Featsel']['UsePCA'] = '0.275'
         config['Featsel']['PCAType'] = '95variance, 10, 50, 100'
-        config['Featsel']['StatisticalTestUse'] = '0.2'
+        config['Featsel']['StatisticalTestUse'] = '0.275'
         config['Featsel']['StatisticalTestMetric'] = 'MannWhitneyU'
         config['Featsel']['StatisticalTestThreshold'] = '-3, 2.5'
-        config['Featsel']['ReliefUse'] = '0.2'
+        config['Featsel']['ReliefUse'] = '0.275'
         config['Featsel']['ReliefNN'] = '2, 4'
         config['Featsel']['ReliefSampleSize'] = '0.75, 0.2'
         config['Featsel']['ReliefDistanceP'] = '1, 3'
@@ -615,10 +615,11 @@ 
      Source code for WORC.WORC
       
         # Based on https://towardsdatascience.com/doing-xgboost-hyper-parameter-tuning-the-smart-way-part-1-of-2-f6d255a45dde
         # and https://www.analyticsvidhya.com/blog/2016/03/complete-guide-parameter-tuning-xgboost-with-codes-python/
+        # and https://medium.com/data-design/xgboost-hi-im-gamma-what-can-i-do-for-you-and-the-tuning-of-regularization-a42ea17e6ab6
         config['Classification']['XGB_boosting_rounds'] = config['Classification']['RFn_estimators']
         config['Classification']['XGB_max_depth'] = '3, 12'
         config['Classification']['XGB_learning_rate'] = config['Classification']['AdaBoost_learning_rate']
-        config['Classification']['XGB_gamma'] = '0.01, 0.99'
+        config['Classification']['XGB_gamma'] = '0.01, 9.99'
         config['Classification']['XGB_min_child_weight'] = '1, 6'
         config['Classification']['XGB_colsample_bytree'] = '0.3, 0.7'
 
diff --git a/WORC/doc/_build/html/_modules/WORC/addexceptions.html b/WORC/doc/_build/html/_modules/WORC/addexceptions.html
index 6ea3064d..e100b436 100644
--- a/WORC/doc/_build/html/_modules/WORC/addexceptions.html
+++ b/WORC/doc/_build/html/_modules/WORC/addexceptions.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.addexceptions — WORC 3.4.3 documentation
+  WORC.addexceptions — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/classification/AdvancedSampler.html b/WORC/doc/_build/html/_modules/WORC/classification/AdvancedSampler.html
index 7408c95f..fb298fa8 100644
--- a/WORC/doc/_build/html/_modules/WORC/classification/AdvancedSampler.html
+++ b/WORC/doc/_build/html/_modules/WORC/classification/AdvancedSampler.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.classification.AdvancedSampler — WORC 3.4.3 documentation
+  WORC.classification.AdvancedSampler — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/classification/ObjectSampler.html b/WORC/doc/_build/html/_modules/WORC/classification/ObjectSampler.html
index fb08b036..099712da 100644
--- a/WORC/doc/_build/html/_modules/WORC/classification/ObjectSampler.html
+++ b/WORC/doc/_build/html/_modules/WORC/classification/ObjectSampler.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.classification.ObjectSampler — WORC 3.4.3 documentation
+  WORC.classification.ObjectSampler — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/classification/RankedSVM.html b/WORC/doc/_build/html/_modules/WORC/classification/RankedSVM.html
index e9a7dae8..0099013a 100644
--- a/WORC/doc/_build/html/_modules/WORC/classification/RankedSVM.html
+++ b/WORC/doc/_build/html/_modules/WORC/classification/RankedSVM.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.classification.RankedSVM — WORC 3.4.3 documentation
+  WORC.classification.RankedSVM — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/classification/SearchCV.html b/WORC/doc/_build/html/_modules/WORC/classification/SearchCV.html
index 9fcd0385..d91951fd 100644
--- a/WORC/doc/_build/html/_modules/WORC/classification/SearchCV.html
+++ b/WORC/doc/_build/html/_modules/WORC/classification/SearchCV.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.classification.SearchCV — WORC 3.4.3 documentation
+  WORC.classification.SearchCV — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
@@ -757,6 +757,9 @@ 
      Source code for WORC.classification.SearchCV
      if self.best_groupsel is not None:
             X = self.best_groupsel.transform(X)
 
+        if self.best_varsel is not None:
+            X = self.best_varsel.transform(X)
+
         if not training and hasattr(self, 'overfit_scaler') and self.overfit_scaler:
             # Overfit the feature scaling on the test set
             # NOTE: Never use this in an actual model, only to assess how
@@ -773,9 +776,6 @@ 
      Source code for WORC.classification.SearchCV
      if self.best_scaler is not None:
                 X = self.best_scaler.transform(X)
 
-        if self.best_varsel is not None:
-            X = self.best_varsel.transform(X)
-
         if self.best_reliefsel is not None:
             X = self.best_reliefsel.transform(X)
 
diff --git a/WORC/doc/_build/html/_modules/WORC/classification/construct_classifier.html b/WORC/doc/_build/html/_modules/WORC/classification/construct_classifier.html
index a6642d40..621f5e83 100644
--- a/WORC/doc/_build/html/_modules/WORC/classification/construct_classifier.html
+++ b/WORC/doc/_build/html/_modules/WORC/classification/construct_classifier.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.classification.construct_classifier — WORC 3.4.3 documentation
+  WORC.classification.construct_classifier — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
@@ -490,8 +490,8 @@ 
      Source code for WORC.classification.construct_classifier
      scale=config['AdaBoost_n_estimators'][1])
 
     param_grid['AdaBoost_learning_rate'] =\
-        scipy.stats.uniform(loc=config['AdaBoost_learning_rate'][0],
-                            scale=config['AdaBoost_learning_rate'][1])
+        log_uniform(loc=config['AdaBoost_learning_rate'][0],
+                    scale=config['AdaBoost_learning_rate'][1])
 
     # XGDBoost parameters
     param_grid['XGB_boosting_rounds'] =\
@@ -503,8 +503,8 @@ 
      Source code for WORC.classification.construct_classifier
      scale=config['XGB_max_depth'][1])
 
     param_grid['XGB_learning_rate'] =\
-        scipy.stats.uniform(loc=config['XGB_learning_rate'][0],
-                            scale=config['XGB_learning_rate'][1])
+        log_uniform(loc=config['XGB_learning_rate'][0],
+                    scale=config['XGB_learning_rate'][1])
 
     param_grid['XGB_gamma'] =\
         scipy.stats.uniform(loc=config['XGB_gamma'][0],
diff --git a/WORC/doc/_build/html/_modules/WORC/classification/createfixedsplits.html b/WORC/doc/_build/html/_modules/WORC/classification/createfixedsplits.html
index 9d111ccd..db4319fb 100644
--- a/WORC/doc/_build/html/_modules/WORC/classification/createfixedsplits.html
+++ b/WORC/doc/_build/html/_modules/WORC/classification/createfixedsplits.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.classification.createfixedsplits — WORC 3.4.3 documentation
+  WORC.classification.createfixedsplits — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/classification/crossval.html b/WORC/doc/_build/html/_modules/WORC/classification/crossval.html
index 2b0a9074..585b7d70 100644
--- a/WORC/doc/_build/html/_modules/WORC/classification/crossval.html
+++ b/WORC/doc/_build/html/_modules/WORC/classification/crossval.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.classification.crossval — WORC 3.4.3 documentation
+  WORC.classification.crossval — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/classification/estimators.html b/WORC/doc/_build/html/_modules/WORC/classification/estimators.html
index 69f1d45a..8e66ad51 100644
--- a/WORC/doc/_build/html/_modules/WORC/classification/estimators.html
+++ b/WORC/doc/_build/html/_modules/WORC/classification/estimators.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.classification.estimators — WORC 3.4.3 documentation
+  WORC.classification.estimators — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/classification/fitandscore.html b/WORC/doc/_build/html/_modules/WORC/classification/fitandscore.html
index f4d639c4..674682c2 100644
--- a/WORC/doc/_build/html/_modules/WORC/classification/fitandscore.html
+++ b/WORC/doc/_build/html/_modules/WORC/classification/fitandscore.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.classification.fitandscore — WORC 3.4.3 documentation
+  WORC.classification.fitandscore — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
@@ -364,6 +364,7 @@ 
      Source code for WORC.classification.fitandscore
      <
         print("\n")
         print('#######################################')
         print('Starting fit and score of new workflow.')
+
     para_estimator = parameters.copy()
     estimator = cc.construct_classifier(para_estimator)
 
@@ -571,38 +572,6 @@ 
      Source code for WORC.classification.fitandscore
      <
         else:
             return ret
 
-    # ------------------------------------------------------------------------
-    # Feature scaling
-    if verbose and para_estimator['FeatureScaling'] != 'None':
-        print(f'Fitting scaler and transforming features, method ' +
-              f'{para_estimator["FeatureScaling"]}.')
-
-    scaling_method = para_estimator['FeatureScaling']
-    if scaling_method == 'None':
-        scaler = None
-    else:
-        skip_features = para_estimator['FeatureScaling_skip_features']
-        n_skip_feat = len([i for i in feature_labels[0] if any(e in i for e in skip_features)])
-        if n_skip_feat == len(X_train[0]):
-            # Don't need to scale any features
-            if verbose:
-                print('[WORC Warning] Skipping scaling, only skip features selected.')
-            scaler = None
-        else:
-            scaler = WORCScaler(method=scaling_method, skip_features=skip_features)
-            scaler.fit(X_train, feature_labels[0])
-
-    if scaler is not None:
-        X_train = scaler.transform(X_train)
-        X_test = scaler.transform(X_test)
-
-    del para_estimator['FeatureScaling']
-    del para_estimator['FeatureScaling_skip_features']
-
-    # Delete the object if we do not need to return it
-    if not return_all:
-        del scaler
-
     # --------------------------------------------------------------------
     # Feature selection based on variance
     if para_estimator['Featsel_Variance'] == 'True':
@@ -639,6 +608,39 @@ 
      Source code for WORC.classification.fitandscore
      <
         else:
             return ret
 
+    # ------------------------------------------------------------------------
+    # Feature scaling
+    if verbose and para_estimator['FeatureScaling'] != 'None':
+        print(f'Fitting scaler and transforming features, method ' +
+              f'{para_estimator["FeatureScaling"]}.')
+
+    scaling_method = para_estimator['FeatureScaling']
+    if scaling_method == 'None':
+        scaler = None
+    else:
+        skip_features = para_estimator['FeatureScaling_skip_features']
+        n_skip_feat = len([i for i in feature_labels[0] if any(e in i for e in skip_features)])
+        if n_skip_feat == len(X_train[0]):
+            # Don't need to scale any features
+            if verbose:
+                print('[WORC Warning] Skipping scaling, only skip features selected.')
+            scaler = None
+        else:
+            scaler = WORCScaler(method=scaling_method, skip_features=skip_features)
+            scaler.fit(X_train, feature_labels[0])
+
+    if scaler is not None:
+        X_train = scaler.transform(X_train)
+        X_test = scaler.transform(X_test)
+
+    del para_estimator['FeatureScaling']
+    del para_estimator['FeatureScaling_skip_features']
+
+    # Delete the object if we do not need to return it
+    if not return_all:
+        del scaler
+
+
     # --------------------------------------------------------------------
     # Relief feature selection, possibly multi classself.
     # Needs to be done after scaling!
diff --git a/WORC/doc/_build/html/_modules/WORC/classification/metrics.html b/WORC/doc/_build/html/_modules/WORC/classification/metrics.html
index 7f960555..483b60bf 100644
--- a/WORC/doc/_build/html/_modules/WORC/classification/metrics.html
+++ b/WORC/doc/_build/html/_modules/WORC/classification/metrics.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.classification.metrics — WORC 3.4.3 documentation
+  WORC.classification.metrics — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/classification/parameter_optimization.html b/WORC/doc/_build/html/_modules/WORC/classification/parameter_optimization.html
index fb17b7d1..2ffbaf44 100644
--- a/WORC/doc/_build/html/_modules/WORC/classification/parameter_optimization.html
+++ b/WORC/doc/_build/html/_modules/WORC/classification/parameter_optimization.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.classification.parameter_optimization — WORC 3.4.3 documentation
+  WORC.classification.parameter_optimization — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/classification/trainclassifier.html b/WORC/doc/_build/html/_modules/WORC/classification/trainclassifier.html
index bf3adfd2..9f452a13 100644
--- a/WORC/doc/_build/html/_modules/WORC/classification/trainclassifier.html
+++ b/WORC/doc/_build/html/_modules/WORC/classification/trainclassifier.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.classification.trainclassifier — WORC 3.4.3 documentation
+  WORC.classification.trainclassifier — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/detectors/detectors.html b/WORC/doc/_build/html/_modules/WORC/detectors/detectors.html
index b420e204..2bbe8b34 100644
--- a/WORC/doc/_build/html/_modules/WORC/detectors/detectors.html
+++ b/WORC/doc/_build/html/_modules/WORC/detectors/detectors.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.detectors.detectors — WORC 3.4.3 documentation
+  WORC.detectors.detectors — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/exampledata/datadownloader.html b/WORC/doc/_build/html/_modules/WORC/exampledata/datadownloader.html
index 5854d271..df78d60e 100644
--- a/WORC/doc/_build/html/_modules/WORC/exampledata/datadownloader.html
+++ b/WORC/doc/_build/html/_modules/WORC/exampledata/datadownloader.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.exampledata.datadownloader — WORC 3.4.3 documentation
+  WORC.exampledata.datadownloader — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/featureprocessing/Imputer.html b/WORC/doc/_build/html/_modules/WORC/featureprocessing/Imputer.html
index c4f2363c..a14bcb94 100644
--- a/WORC/doc/_build/html/_modules/WORC/featureprocessing/Imputer.html
+++ b/WORC/doc/_build/html/_modules/WORC/featureprocessing/Imputer.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.featureprocessing.Imputer — WORC 3.4.3 documentation
+  WORC.featureprocessing.Imputer — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/featureprocessing/Relief.html b/WORC/doc/_build/html/_modules/WORC/featureprocessing/Relief.html
index 4add0057..cf734351 100644
--- a/WORC/doc/_build/html/_modules/WORC/featureprocessing/Relief.html
+++ b/WORC/doc/_build/html/_modules/WORC/featureprocessing/Relief.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.featureprocessing.Relief — WORC 3.4.3 documentation
+  WORC.featureprocessing.Relief — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/featureprocessing/SelectGroups.html b/WORC/doc/_build/html/_modules/WORC/featureprocessing/SelectGroups.html
index e2cfa1e9..f2499833 100644
--- a/WORC/doc/_build/html/_modules/WORC/featureprocessing/SelectGroups.html
+++ b/WORC/doc/_build/html/_modules/WORC/featureprocessing/SelectGroups.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.featureprocessing.SelectGroups — WORC 3.4.3 documentation
+  WORC.featureprocessing.SelectGroups — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
@@ -189,6 +189,29 @@ 
      Source code for WORC.featureprocessing.SelectGroups
      '''
     Object to fit feature selection based on the type group the feature belongs
     to. The label for the feature is used for this procedure.
+
+    The following groups can be selected, and are detected through looking for
+    the following substrings in the feature label:
+        - histogram_features: hf_
+        - shape_features: sf_
+        - orientation_features: of_
+        - semantic_features: semf_
+        - dicom_features: df_
+        - coliage_features_ cf_
+        - phase_features: phasef_
+        - vessel_features: vf_
+        - texture_Gabor_features: Gabor
+        - texture_GLCM_features: GLCM_
+        - texture_GLCMMS_features: GLCMMS_
+        - texture_GLRLM_features: GLRLM_
+        - texture_GLSZM_features: GLSZM_
+        - texture_GLDZM_features: GLDZM_
+        - texture_NGTDM_features: NGTDM_
+        - texture_NGLDM_features: NGLDM_
+        - texture_LBP_features: LBP_
+        - fractal_features: fracf_
+        - location_features: locf_
+        - RGRD_features: rgrdf_
     '''
 
      [docs]    def __init__(self, parameters, toolboxes=['PREDICT']):
         '''
diff --git a/WORC/doc/_build/html/_modules/WORC/featureprocessing/SelectIndividuals.html b/WORC/doc/_build/html/_modules/WORC/featureprocessing/SelectIndividuals.html
index f428b473..bb5fc11f 100644
--- a/WORC/doc/_build/html/_modules/WORC/featureprocessing/SelectIndividuals.html
+++ b/WORC/doc/_build/html/_modules/WORC/featureprocessing/SelectIndividuals.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.featureprocessing.SelectIndividuals — WORC 3.4.3 documentation
+  WORC.featureprocessing.SelectIndividuals — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/featureprocessing/StatisticalTestFeatures.html b/WORC/doc/_build/html/_modules/WORC/featureprocessing/StatisticalTestFeatures.html
index 26d45990..8b1eac60 100644
--- a/WORC/doc/_build/html/_modules/WORC/featureprocessing/StatisticalTestFeatures.html
+++ b/WORC/doc/_build/html/_modules/WORC/featureprocessing/StatisticalTestFeatures.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.featureprocessing.StatisticalTestFeatures — WORC 3.4.3 documentation
+  WORC.featureprocessing.StatisticalTestFeatures — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/featureprocessing/StatisticalTestThreshold.html b/WORC/doc/_build/html/_modules/WORC/featureprocessing/StatisticalTestThreshold.html
index 9ad3840e..ec23bae8 100644
--- a/WORC/doc/_build/html/_modules/WORC/featureprocessing/StatisticalTestThreshold.html
+++ b/WORC/doc/_build/html/_modules/WORC/featureprocessing/StatisticalTestThreshold.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.featureprocessing.StatisticalTestThreshold — WORC 3.4.3 documentation
+  WORC.featureprocessing.StatisticalTestThreshold — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/featureprocessing/VarianceThreshold.html b/WORC/doc/_build/html/_modules/WORC/featureprocessing/VarianceThreshold.html
index 0ad6b596..f0a25fc7 100644
--- a/WORC/doc/_build/html/_modules/WORC/featureprocessing/VarianceThreshold.html
+++ b/WORC/doc/_build/html/_modules/WORC/featureprocessing/VarianceThreshold.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.featureprocessing.VarianceThreshold — WORC 3.4.3 documentation
+  WORC.featureprocessing.VarianceThreshold — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/plotting/compute_CI.html b/WORC/doc/_build/html/_modules/WORC/plotting/compute_CI.html
index 1affdc67..8d59232b 100644
--- a/WORC/doc/_build/html/_modules/WORC/plotting/compute_CI.html
+++ b/WORC/doc/_build/html/_modules/WORC/plotting/compute_CI.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.plotting.compute_CI — WORC 3.4.3 documentation
+  WORC.plotting.compute_CI — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/plotting/linstretch.html b/WORC/doc/_build/html/_modules/WORC/plotting/linstretch.html
index 0e20769f..367cf7b0 100644
--- a/WORC/doc/_build/html/_modules/WORC/plotting/linstretch.html
+++ b/WORC/doc/_build/html/_modules/WORC/plotting/linstretch.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.plotting.linstretch — WORC 3.4.3 documentation
+  WORC.plotting.linstretch — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/plotting/plot_ROC.html b/WORC/doc/_build/html/_modules/WORC/plotting/plot_ROC.html
index c32b0b4d..eb3547de 100644
--- a/WORC/doc/_build/html/_modules/WORC/plotting/plot_ROC.html
+++ b/WORC/doc/_build/html/_modules/WORC/plotting/plot_ROC.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.plotting.plot_ROC — WORC 3.4.3 documentation
+  WORC.plotting.plot_ROC — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/plotting/plot_barchart.html b/WORC/doc/_build/html/_modules/WORC/plotting/plot_barchart.html
index 977cbaaf..a6f7fa03 100644
--- a/WORC/doc/_build/html/_modules/WORC/plotting/plot_barchart.html
+++ b/WORC/doc/_build/html/_modules/WORC/plotting/plot_barchart.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.plotting.plot_barchart — WORC 3.4.3 documentation
+  WORC.plotting.plot_barchart — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/plotting/plot_images.html b/WORC/doc/_build/html/_modules/WORC/plotting/plot_images.html
index 0bf577ea..6d868753 100644
--- a/WORC/doc/_build/html/_modules/WORC/plotting/plot_images.html
+++ b/WORC/doc/_build/html/_modules/WORC/plotting/plot_images.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.plotting.plot_images — WORC 3.4.3 documentation
+  WORC.plotting.plot_images — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
@@ -217,18 +217,25 @@ 
      Source code for WORC.plotting.plot_images
       
 
      [docs]def slicer(image, mask=None, output_name=None, output_name_zoom=None,
            thresholds=[-240, 160], zoomfactor=4, dpi=500, normalize=False,
-           expand=False, boundary=False, square=False, flip=True,
-           alpha=0.40, index=None, color='cyan'):
+           expand=False, boundary=False, square=False, flip=True, rot90=0,
+           alpha=0.40, axis='axial', index=None, color='cyan'):
     """Plot slice of image where mask is largest, with mask as overlay.
 
     image and mask should both be arrays
     """
     # Determine figure size by spacing
-    spacing = float(image.GetSpacing()[0])
-    imsize = [float(image.GetSize()[0]), float(image.GetSize()[1])]
-    figsize = (imsize[0]*spacing/100.0, imsize[1]*spacing/100.0)
+    spacing = [float(image.GetSpacing()[0]), float(image.GetSpacing()[1]), float(image.GetSpacing()[2])]
+    imsize = [float(image.GetSize()[0]), float(image.GetSize()[1]), float(image.GetSize()[2])]
+
+    if axis == 'axial':
+        figsize = (imsize[0]*spacing[0]/100.0, imsize[1]*spacing[1]/100.0)
+    elif axis == 'coronal':
+        figsize = (imsize[0]*spacing[0]/100.0, imsize[2]*spacing[2]/100.0)
+    elif axis == 'transversal':
+        figsize = (imsize[1]*spacing[1]/100.0, imsize[2]*spacing[2]/100.0)
 
     # Convert images to numpy arrays
+    figsize = (30, 1)
     image = sitk.GetArrayFromImage(image)
     if mask is not None:
         mask = sitk.GetArrayFromImage(mask)
@@ -241,18 +248,49 @@ 
      Source code for WORC.plotting.plot_images
               # Determine which axial slice has the largest area
         if index is None:
             if mask is not None:
-                areas = np.sum(mask, axis=1).tolist()
+                if axis == 'axial':
+                    areas = np.sum(mask, axis=2).tolist()
+                elif axis == 'coronal':
+                    areas = np.sum(mask, axis=1).tolist()
+                elif axis == 'transversal':
+                    areas = np.sum(mask, axis=0).tolist()
+
                 index = areas.index(max(areas))
             else:
-                index = int(image.shape[0]/2)
+                if axis == 'axial':
+                    index = int(image.shape[2]/2)
+                elif axis == 'coronal':
+                    index = int(image.shape[1]/2)
+                elif axis == 'transversal':
+                    index = int(image.shape[0]/2)
+
+        if axis == 'axial':
+            imslice = image[index, :, :]
+        elif axis == 'coronal':
+            imslice = image[:, index, :]
+        elif axis == 'transversal':
+            imslice = image[:, :, index]
+        else:
+            raise ValueError(f'{axis} is not a valid value for the axis, should be axial, coronal, or transversal.')
 
-        imslice = image[index, :, :]
         if mask is not None:
-            maskslice = mask[index, :, :]
+            if axis == 'axial':
+                maskslice = mask[index, :, :]
+            elif axis == 'coronal':
+                maskslice = mask[:, index, :]
+            elif axis == 'transversal':
+                maskslice = mask[:, :, index]
+            else:
+                raise ValueError(f'{axis} is not a valid value for the axis, should be axial, coronal, or transversal.')
         else:
             maskslice = None
 
-    # Rotate, as this is not done automatically
+    if rot90 != 0:
+        print(f'\t Rotating {rot90 * 90} degrees.')
+        imslice = np.rot90(imslice, rot90)
+        if mask is not None:
+            maskslice = np.rot90(maskslice, rot90)
+
     if flip:
         print('\t Flipping up-down.')
         imslice = np.flipud(imslice)
@@ -307,9 +345,12 @@ 
      Source code for WORC.plotting.plot_images
                   maskslice = sitk.Expand(maskslice, newsize)
 
         # Adjust the size
-        spacing = float(imslice.GetSpacing()[0])
-        imsize = [float(imslice.GetSize()[0]), float(imslice.GetSize()[1])]
-        figsize = (imsize[0]*spacing/100.0, imsize[1]*spacing/100.0)
+        if axis == 'axial':
+            figsize = (imsize[0]*spacing[0]/100.0, imsize[1]*spacing[1]/100.0)
+        elif axis == 'coronal':
+            figsize = (imsize[0]*spacing[0]/100.0, imsize[2]*spacing[2]/100.0)
+        elif axis == 'transversal':
+            figsize = (imsize[1]*spacing[1]/100.0, imsize[2]*spacing[2]/100.0)
 
         imslice = sitk.GetArrayFromImage(imslice)
         if mask is not None:
@@ -371,6 +412,10 @@ 
      Source code for WORC.plotting.plot_images
           if mask is not None:
         ax.imshow(mask, cmap=cmap, norm=normO, alpha=alpha, interpolation="bilinear")
 
+    # Alter aspect ratio according to figure size
+    aspect = figsize[0]/figsize[1]
+    ax.set_aspect(aspect)
+
     # Set locator to zero to make sure padding is removed upon saving
     ax.xaxis.set_major_locator(NullLocator())
     ax.yaxis.set_major_locator(NullLocator())
diff --git a/WORC/doc/_build/html/_modules/WORC/plotting/plot_ranked_scores.html b/WORC/doc/_build/html/_modules/WORC/plotting/plot_ranked_scores.html
index 46eef16b..dee10390 100644
--- a/WORC/doc/_build/html/_modules/WORC/plotting/plot_ranked_scores.html
+++ b/WORC/doc/_build/html/_modules/WORC/plotting/plot_ranked_scores.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.plotting.plot_ranked_scores — WORC 3.4.3 documentation
+  WORC.plotting.plot_ranked_scores — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/plotting/scatterplot.html b/WORC/doc/_build/html/_modules/WORC/plotting/scatterplot.html
index e8c4be28..af8a119f 100644
--- a/WORC/doc/_build/html/_modules/WORC/plotting/scatterplot.html
+++ b/WORC/doc/_build/html/_modules/WORC/plotting/scatterplot.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.plotting.scatterplot — WORC 3.4.3 documentation
+  WORC.plotting.scatterplot — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/processing/ExtractNLargestBlobsn.html b/WORC/doc/_build/html/_modules/WORC/processing/ExtractNLargestBlobsn.html
index 9e845400..59d5f6ee 100644
--- a/WORC/doc/_build/html/_modules/WORC/processing/ExtractNLargestBlobsn.html
+++ b/WORC/doc/_build/html/_modules/WORC/processing/ExtractNLargestBlobsn.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.processing.ExtractNLargestBlobsn — WORC 3.4.3 documentation
+  WORC.processing.ExtractNLargestBlobsn — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/processing/classes.html b/WORC/doc/_build/html/_modules/WORC/processing/classes.html
index d5926857..0c1e3808 100644
--- a/WORC/doc/_build/html/_modules/WORC/processing/classes.html
+++ b/WORC/doc/_build/html/_modules/WORC/processing/classes.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.processing.classes — WORC 3.4.3 documentation
+  WORC.processing.classes — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/processing/label_processing.html b/WORC/doc/_build/html/_modules/WORC/processing/label_processing.html
index b0e6bb8c..21c363cf 100644
--- a/WORC/doc/_build/html/_modules/WORC/processing/label_processing.html
+++ b/WORC/doc/_build/html/_modules/WORC/processing/label_processing.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.processing.label_processing — WORC 3.4.3 documentation
+  WORC.processing.label_processing — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/resources/fastr_tests/CalcFeatures_test.html b/WORC/doc/_build/html/_modules/WORC/resources/fastr_tests/CalcFeatures_test.html
index 2786ef8d..bbf50684 100644
--- a/WORC/doc/_build/html/_modules/WORC/resources/fastr_tests/CalcFeatures_test.html
+++ b/WORC/doc/_build/html/_modules/WORC/resources/fastr_tests/CalcFeatures_test.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.resources.fastr_tests.CalcFeatures_test — WORC 3.4.3 documentation
+  WORC.resources.fastr_tests.CalcFeatures_test — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/resources/fastr_tests/elastix_test.html b/WORC/doc/_build/html/_modules/WORC/resources/fastr_tests/elastix_test.html
index 83b37df0..19df6606 100644
--- a/WORC/doc/_build/html/_modules/WORC/resources/fastr_tests/elastix_test.html
+++ b/WORC/doc/_build/html/_modules/WORC/resources/fastr_tests/elastix_test.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.resources.fastr_tests.elastix_test — WORC 3.4.3 documentation
+  WORC.resources.fastr_tests.elastix_test — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/resources/fastr_tests/segmentix_test.html b/WORC/doc/_build/html/_modules/WORC/resources/fastr_tests/segmentix_test.html
index 711a6cd1..d7a4f803 100644
--- a/WORC/doc/_build/html/_modules/WORC/resources/fastr_tests/segmentix_test.html
+++ b/WORC/doc/_build/html/_modules/WORC/resources/fastr_tests/segmentix_test.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.resources.fastr_tests.segmentix_test — WORC 3.4.3 documentation
+  WORC.resources.fastr_tests.segmentix_test — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/tools/Elastix.html b/WORC/doc/_build/html/_modules/WORC/tools/Elastix.html
index e7cdbede..fdf6f054 100644
--- a/WORC/doc/_build/html/_modules/WORC/tools/Elastix.html
+++ b/WORC/doc/_build/html/_modules/WORC/tools/Elastix.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.tools.Elastix — WORC 3.4.3 documentation
+  WORC.tools.Elastix — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/tools/Evaluate.html b/WORC/doc/_build/html/_modules/WORC/tools/Evaluate.html
index c5b8f9a5..0ede8ad4 100644
--- a/WORC/doc/_build/html/_modules/WORC/tools/Evaluate.html
+++ b/WORC/doc/_build/html/_modules/WORC/tools/Evaluate.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.tools.Evaluate — WORC 3.4.3 documentation
+  WORC.tools.Evaluate — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/tools/Slicer.html b/WORC/doc/_build/html/_modules/WORC/tools/Slicer.html
index 397ffdf4..b6b74165 100644
--- a/WORC/doc/_build/html/_modules/WORC/tools/Slicer.html
+++ b/WORC/doc/_build/html/_modules/WORC/tools/Slicer.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.tools.Slicer — WORC 3.4.3 documentation
+  WORC.tools.Slicer — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/tools/Transformix.html b/WORC/doc/_build/html/_modules/WORC/tools/Transformix.html
index 20aa2c0a..27627d61 100644
--- a/WORC/doc/_build/html/_modules/WORC/tools/Transformix.html
+++ b/WORC/doc/_build/html/_modules/WORC/tools/Transformix.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.tools.Transformix — WORC 3.4.3 documentation
+  WORC.tools.Transformix — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/WORC/tools/createfixedsplits.html b/WORC/doc/_build/html/_modules/WORC/tools/createfixedsplits.html
index 54c57e77..85b580b0 100644
--- a/WORC/doc/_build/html/_modules/WORC/tools/createfixedsplits.html
+++ b/WORC/doc/_build/html/_modules/WORC/tools/createfixedsplits.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC.tools.createfixedsplits — WORC 3.4.3 documentation
+  WORC.tools.createfixedsplits — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_modules/index.html b/WORC/doc/_build/html/_modules/index.html
index 205e9050..2f9a19cd 100644
--- a/WORC/doc/_build/html/_modules/index.html
+++ b/WORC/doc/_build/html/_modules/index.html
@@ -8,7 +8,7 @@
   
   
   
-  Overview: module code — WORC 3.4.3 documentation
+  Overview: module code — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/_sources/static/quick_start.rst.txt b/WORC/doc/_build/html/_sources/static/quick_start.rst.txt
index b77c9ab0..a3a17661 100644
--- a/WORC/doc/_build/html/_sources/static/quick_start.rst.txt
+++ b/WORC/doc/_build/html/_sources/static/quick_start.rst.txt
@@ -1,7 +1,10 @@
+.. _quickstart-chapter:
+
 Quick start guide
 =================
 
 This manual will show users how to install WORC, configure WORC and construct and run a simple experiment.
+It's exactly the same as the `WORC Tutorial `_.
 
 .. _installation-chapter:
 
@@ -11,7 +14,6 @@ Installation
 You can install WORC either using pip, or from the source code. We strongly advice you to install ``WORC`` in a `virtualenv `_.
 
 
-
 **Installing via pip**
 
 
@@ -89,8 +91,9 @@ First, import WORC and some additional python packages.
     # Define the folder this script is in, so we can easily find the example data
     script_path = os.path.dirname(os.path.abspath(__file__))
 
-    # Determine whether you would like to use WORC for classification or regression
-    modus = 'classification'
+    # Determine whether you would like to use WORC for binary_classification,
+    # multiclass_classification or regression
+    modus = 'binary_classification'
 
 Input
 `````
@@ -139,13 +142,17 @@ Identify our data structure: change the fields below accordingly if you use your
     label_file = os.path.join(data_path, 'Examplefiles', 'pinfo_HN.csv')
 
     # Name of the label you want to predict
-    if modus == 'classification':
+    if modus == 'binary_classification':
         # Classification: predict a binary (0 or 1) label
-        label_name = 'imaginary_label_1'
+        label_name = ['imaginary_label_1']
 
     elif modus == 'regression':
         # Regression: predict a continuous label
-        label_name = 'Age'
+        label_name = ['Age']
+
+    elif modus == 'multiclass_classification':
+        # Multiclass classification: predict several mutually exclusive binaru labels together
+        label_name = ['imaginary_label_1', 'complement_label_1']
 
     # Determine whether we want to do a coarse quick experiment, or a full lengthy
     # one. Again, change this accordingly if you use your own data.
@@ -176,11 +183,13 @@ After defining the inputs, the following code can be used to run your first expe
     experiment.labels_from_this_file(label_file)
     experiment.predict_labels([label_name])
 
-    # Use the standard workflow for binary classification or regression
-    if modus == 'classification':
+    # Use the standard workflow for your specific modus
+    if modus == 'binary_classification':
         experiment.binary_classification(coarse=coarse)
     elif modus == 'regression':
         experiment.regression(coarse=coarse)
+    elif modus == 'multiclass_classification':
+        experiment.multiclass_classification(coarse=coarse)
 
     # Set the temporary directory
     experiment.set_tmpdir(tmpdir)
@@ -241,6 +250,9 @@ Tips and Tricks
 For tips and tricks on running a full experiment instead of this simple
 example, adding more evaluation options, debugging a crashed network etcetera,
 please go to :ref:`User Manual ` chapter.
+We advice you to look at the docstrings of the SimpleWORC functions
+introduced in this tutorial, and explore the other SimpleWORC functions,
+s SimpleWORC offers much more functionality than presented here.
 
 Some things we would advice to always do:
 
diff --git a/WORC/doc/_build/html/_static/documentation_options.js b/WORC/doc/_build/html/_static/documentation_options.js
index 79dd7988..f129f9a2 100644
--- a/WORC/doc/_build/html/_static/documentation_options.js
+++ b/WORC/doc/_build/html/_static/documentation_options.js
@@ -1,6 +1,6 @@
 var DOCUMENTATION_OPTIONS = {
     URL_ROOT: document.getElementById("documentation_options").getAttribute('data-url_root'),
-    VERSION: '3.4.3',
+    VERSION: '3.4.4',
     LANGUAGE: 'None',
     COLLAPSE_INDEX: false,
     FILE_SUFFIX: '.html',
diff --git a/WORC/doc/_build/html/autogen/WORC.IOparser.html b/WORC/doc/_build/html/autogen/WORC.IOparser.html
index 817ff1eb..1406b6de 100644
--- a/WORC/doc/_build/html/autogen/WORC.IOparser.html
+++ b/WORC/doc/_build/html/autogen/WORC.IOparser.html
@@ -8,7 +8,7 @@
   
   
   
-  IOparser Package — WORC 3.4.3 documentation
+  IOparser Package — WORC 3.4.4 documentation
   
 
   
@@ -64,7 +64,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/autogen/WORC.classification.html b/WORC/doc/_build/html/autogen/WORC.classification.html
index be50c4a5..491f88fa 100644
--- a/WORC/doc/_build/html/autogen/WORC.classification.html
+++ b/WORC/doc/_build/html/autogen/WORC.classification.html
@@ -8,7 +8,7 @@
   
   
   
-  classification Package — WORC 3.4.3 documentation
+  classification Package — WORC 3.4.4 documentation
   
 
   
@@ -64,7 +64,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/autogen/WORC.config.html b/WORC/doc/_build/html/autogen/WORC.config.html
index a1f790a6..4981ba3d 100644
--- a/WORC/doc/_build/html/autogen/WORC.config.html
+++ b/WORC/doc/_build/html/autogen/WORC.config.html
@@ -8,7 +8,7 @@
   
   
   
-  <no title> — WORC 3.4.3 documentation
+  <no title> — WORC 3.4.4 documentation
   
 
   
@@ -62,7 +62,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/autogen/WORC.detectors.html b/WORC/doc/_build/html/autogen/WORC.detectors.html
index 1246e656..9da28409 100644
--- a/WORC/doc/_build/html/autogen/WORC.detectors.html
+++ b/WORC/doc/_build/html/autogen/WORC.detectors.html
@@ -8,7 +8,7 @@
   
   
   
-  detectors Package — WORC 3.4.3 documentation
+  detectors Package — WORC 3.4.4 documentation
   
 
   
@@ -64,7 +64,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/autogen/WORC.exampledata.html b/WORC/doc/_build/html/autogen/WORC.exampledata.html
index 8b695037..5e8b9a40 100644
--- a/WORC/doc/_build/html/autogen/WORC.exampledata.html
+++ b/WORC/doc/_build/html/autogen/WORC.exampledata.html
@@ -8,7 +8,7 @@
   
   
   
-  exampledata Package — WORC 3.4.3 documentation
+  exampledata Package — WORC 3.4.4 documentation
   
 
   
@@ -64,7 +64,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/autogen/WORC.facade.html b/WORC/doc/_build/html/autogen/WORC.facade.html
index 86eda425..783b573a 100644
--- a/WORC/doc/_build/html/autogen/WORC.facade.html
+++ b/WORC/doc/_build/html/autogen/WORC.facade.html
@@ -8,7 +8,7 @@
   
   
   
-  facade Package — WORC 3.4.3 documentation
+  facade Package — WORC 3.4.4 documentation
   
 
   
@@ -64,7 +64,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/autogen/WORC.featureprocessing.html b/WORC/doc/_build/html/autogen/WORC.featureprocessing.html
index 592f20f6..6fe0eb02 100644
--- a/WORC/doc/_build/html/autogen/WORC.featureprocessing.html
+++ b/WORC/doc/_build/html/autogen/WORC.featureprocessing.html
@@ -8,7 +8,7 @@
   
   
   
-  featureprocessing Package — WORC 3.4.3 documentation
+  featureprocessing Package — WORC 3.4.4 documentation
   
 
   
@@ -64,7 +64,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
@@ -772,6 +772,32 @@ 
      
 
      Bases: sklearn.base.BaseEstimator, sklearn.feature_selection._base.SelectorMixin
      
 
      Object to fit feature selection based on the type group the feature belongs
 to. The label for the feature is used for this procedure.
      
+
      The following groups can be selected, and are detected through looking for
+the following substrings in the feature label:
      
+
      
+
      
+
      
 
      
 
      
 __abstractmethods__ = frozenset({})ΒΆ
      
diff --git a/WORC/doc/_build/html/autogen/WORC.html b/WORC/doc/_build/html/autogen/WORC.html
index 9a2a9060..ab65c93c 100644
--- a/WORC/doc/_build/html/autogen/WORC.html
+++ b/WORC/doc/_build/html/autogen/WORC.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC Package — WORC 3.4.3 documentation
+  WORC Package — WORC 3.4.4 documentation
   
 
   
@@ -64,7 +64,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/autogen/WORC.plotting.html b/WORC/doc/_build/html/autogen/WORC.plotting.html
index a0420317..aa19b8fd 100644
--- a/WORC/doc/_build/html/autogen/WORC.plotting.html
+++ b/WORC/doc/_build/html/autogen/WORC.plotting.html
@@ -8,7 +8,7 @@
   
   
   
-  plotting Package — WORC 3.4.3 documentation
+  plotting Package — WORC 3.4.4 documentation
   
 
   
@@ -64,7 +64,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
@@ -539,7 +539,7 @@ 
      
 
 
      
 
      
-WORC.plotting.plot_images.slicer(image, mask=None, output_name=None, output_name_zoom=None, thresholds=[-240, 160], zoomfactor=4, dpi=500, normalize=False, expand=False, boundary=False, square=False, flip=True, alpha=0.4, index=None, color='cyan')[source]ΒΆ
      
+WORC.plotting.plot_images.slicer(image, mask=None, output_name=None, output_name_zoom=None, thresholds=[-240, 160], zoomfactor=4, dpi=500, normalize=False, expand=False, boundary=False, square=False, flip=True, rot90=0, alpha=0.4, axis='axial', index=None, color='cyan')[source]ΒΆ
 
      Plot slice of image where mask is largest, with mask as overlay.
      
 
      image and mask should both be arrays
      
 
      
diff --git a/WORC/doc/_build/html/autogen/WORC.processing.html b/WORC/doc/_build/html/autogen/WORC.processing.html
index 88b112f8..0a670a8c 100644
--- a/WORC/doc/_build/html/autogen/WORC.processing.html
+++ b/WORC/doc/_build/html/autogen/WORC.processing.html
@@ -8,7 +8,7 @@
   
   
   
-  processing Package — WORC 3.4.3 documentation
+  processing Package — WORC 3.4.4 documentation
   
 
   
@@ -64,7 +64,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/autogen/WORC.resources.fastr_tests.html b/WORC/doc/_build/html/autogen/WORC.resources.fastr_tests.html
index 0a4aa4ff..252a7097 100644
--- a/WORC/doc/_build/html/autogen/WORC.resources.fastr_tests.html
+++ b/WORC/doc/_build/html/autogen/WORC.resources.fastr_tests.html
@@ -8,7 +8,7 @@
   
   
   
-  fastr_tests Package — WORC 3.4.3 documentation
+  fastr_tests Package — WORC 3.4.4 documentation
   
 
   
@@ -64,7 +64,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/autogen/WORC.resources.fastr_tools.html b/WORC/doc/_build/html/autogen/WORC.resources.fastr_tools.html
index 45830455..6ff8f3c4 100644
--- a/WORC/doc/_build/html/autogen/WORC.resources.fastr_tools.html
+++ b/WORC/doc/_build/html/autogen/WORC.resources.fastr_tools.html
@@ -8,7 +8,7 @@
   
   
   
-  fastr_tools Package — WORC 3.4.3 documentation
+  fastr_tools Package — WORC 3.4.4 documentation
   
 
   
@@ -64,7 +64,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/autogen/WORC.resources.html b/WORC/doc/_build/html/autogen/WORC.resources.html
index ea40d83e..73c7051e 100644
--- a/WORC/doc/_build/html/autogen/WORC.resources.html
+++ b/WORC/doc/_build/html/autogen/WORC.resources.html
@@ -8,7 +8,7 @@
   
   
   
-  resources Package — WORC 3.4.3 documentation
+  resources Package — WORC 3.4.4 documentation
   
 
   
@@ -64,7 +64,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/autogen/WORC.tools.html b/WORC/doc/_build/html/autogen/WORC.tools.html
index 6c1029b4..e1b03c1c 100644
--- a/WORC/doc/_build/html/autogen/WORC.tools.html
+++ b/WORC/doc/_build/html/autogen/WORC.tools.html
@@ -8,7 +8,7 @@
   
   
   
-  tools Package — WORC 3.4.3 documentation
+  tools Package — WORC 3.4.4 documentation
   
 
   
@@ -64,7 +64,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/genindex.html b/WORC/doc/_build/html/genindex.html
index deb51e58..11aecd74 100644
--- a/WORC/doc/_build/html/genindex.html
+++ b/WORC/doc/_build/html/genindex.html
@@ -9,7 +9,7 @@
   
   
   
-  Index — WORC 3.4.3 documentation
+  Index — WORC 3.4.4 documentation
   
 
   
@@ -63,7 +63,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
diff --git a/WORC/doc/_build/html/index.html b/WORC/doc/_build/html/index.html
index fec192a9..4062227b 100644
--- a/WORC/doc/_build/html/index.html
+++ b/WORC/doc/_build/html/index.html
@@ -8,7 +8,7 @@
   
   
   
-  WORC: Workflow for Optimal Radiomics Classification — WORC 3.4.3 documentation
+  WORC: Workflow for Optimal Radiomics Classification — WORC 3.4.4 documentation
   
 
   
@@ -63,7 +63,7 @@
             
             
               
      
-                3.4.3
+                3.4.4
               
      
             
           
@@ -344,13 +344,18 @@ 
      WORC DocumentationError: ModuleNotFoundError: No module named 'numpy'
 
 
-
    1. Execution
 
      2. 
 
    2. Developer documentation
        
@@ -361,145 +366,151 @@ 
        WORC DocumentationResource File Formats
 
      • Changelog
          
-
        • 3.4.3 - 2021-06-02
            
+
          • 3.4.4 - 2021-07-01
 
            • 
-
          • 3.4.2 - 2021-05-27
              
+
            • 3.4.3 - 2021-06-02
 
              • 
-
            • 3.4.1 - 2021-05-18
                
+
              • 3.4.2 - 2021-05-27
 
                • 
-
              • 3.4.0 - 2021-02-02
                  
+
                • 3.4.1 - 2021-05-18
 
                  • 
-
                • 3.3.5 - 2020-10-21
                    
+
                  • 3.4.0 - 2021-02-02
 
                    • 
-
                  • 3.3.4 - 2020-10-06
                      
+
                    • 3.3.5 - 2020-10-21
 
                      • 
-
                    • 3.3.3 - 2020-09-11
                        
+
                      • 3.3.4 - 2020-10-06
 
                        • 
-
                      • 3.3.2 - 2020-08-19
                          
-
                        • Fixed
                          • 
-
                        • Added
                          • 
-
                        • Changed
                          • 
+
                        • 3.3.3 - 2020-09-11
 
                          • 
-
                        • 3.3.1 - 2020-07-31
                            
-
                          • Changed
                            • 
-
                          • Fixed
                            • 
+
                          • 3.3.2 - 2020-08-19
 
                            • 
-
                          • 3.3.0 - 2020-07-28
                              
-
                            • Added
                              • 
+
                            • 3.3.1 - 2020-07-31
 
                              • 
-
                            • 3.2.2 - 2020-07-14
                                
+
                              • 3.3.0 - 2020-07-28
 
                                • 
-
                              • 3.2.1 - 2020-07-02
                                  
+
                                • 3.2.2 - 2020-07-14
 
                                  • 
-
                                • 3.2.0 - 2020-06-26
                                    
+
                                  • 3.2.1 - 2020-07-02
 
                                    • 
-
                                  • 3.1.4 - 2020-05-26
                                      
+
                                    • 3.2.0 - 2020-06-26
 
                                      • 
-
                                    • 3.1.3 - 2020-01-24
                                        
+
                                      • 3.1.4 - 2020-05-26
 
                                        • 
-
                                      • 3.1.2 - 2019-12-09
                                          
+
                                        • 3.1.3 - 2020-01-24
 
                                          • 
-
                                        • 3.1.1 - 2019-11-28
                                            
+
                                          • 3.1.2 - 2019-12-09
 
                                            • 
-
                                          • 3.1.0 - 2019-10-16
                                              
+
                                            • 3.1.1 - 2019-11-28
 
                                              • 
-
                                            • 3.0.0 - 2019-05-08
                                                
+
                                              • 3.1.0 - 2019-10-16
 
                                                • 
-
                                              • 2.1.3 - 2019-04-08
                                                  
-
                                                • Changed
                                                  • 
+
                                                • 3.0.0 - 2019-05-08
 
                                                  • 
-
                                                • 2.1.2 - 2019-04-02
                                                    
-
                                                  • Added
                                                    • 
-
                                                  • Changed
                                                    • 
-
                                                  • Fixed
                                                    • 
+
                                                  • 2.1.3 - 2019-04-08
 
                                                    • 
-
                                                  • 2.1.1 - 2019-02-15
                                                      
+
                                                    • 2.1.2 - 2019-04-02
 
                                                      • 
-
                                                    • 2.1.0 - 2018-08-09
                                                        
+
                                                      • 2.1.1 - 2019-02-15
 
                                                        • 
-
                                                      • 2.0.0 - 2018-02-13
 
                                                        • 
diff --git a/WORC/doc/_build/html/objects.inv b/WORC/doc/_build/html/objects.inv
index d1cd87d5b7097b42342bcbefda8523488e451831..d69bf8d015e64553f806311f63c54715905d00de 100644
GIT binary patch
delta 285
zcmV+&0pkAiF#Rx)JOMPZJu(-6l$a%?FZEy5qfPl}b1YayKV(#0(9_FbKGVcc`u&4i
z*{^U(6fq?`iR-T_WcMt8H?=#RQX_wAUT!*XYa0Evc^yl-z|A`iwX6U9U~4XI`3KEu
zZ>UnGQ~RXOEa~mB8NAd8S87w$txkQbcXl>7Dxh=Oca#Xlxf5G@nAU`U6@LA0(|K8Q
z9LPT`fbyx%{q@sdKlHrImfUna!~B~*YMqXaFSU*&sUWMZH=D2W_2#QOiZpLfS&|EB
z=-~*W`MP%Q_Q{8#*;_FBPGNHiowCTN2xJf~s-Z>~$9Su8{-(Aj-j)wOw3~7IKH1M!
jh6CxqBrG?2{baHeq2kdHhvGcdgSWs`{r7(YYJ3s)6r+<;

delta 275
zcmV+u0qp+$F!L~wJOMMYJu(-6WK>BLX^{exPKuf!lx#1tQi>n|Z>mnwfZ
zH8P!2BY$dMZaQyk8vTWM?f+fi=ADMx)qj4lHF385gC?*yyr|Nty-jD9^!CLJUTTCZ
zwGrx8r@qy@F&i8egt_eRNrd9ui3dGQYr+b@ez)notT_(k9~MCQROkMG`suG9dLCg*
zZaRx$vQ59TPRGWVM@N!WkkxjX%~$z)^Hm)mnm4E{$%Qn|a0JnOT{~p^
   
-  Python Module Index — WORC 3.4.3 documentation
+  Python Module Index — WORC 3.4.4 documentation
   
 
   
@@ -65,7 +65,7 @@
             
             
               
                                                        
-                3.4.3
+                3.4.4
               
                                                        
             
           
diff --git a/WORC/doc/_build/html/search.html b/WORC/doc/_build/html/search.html
index f71ad058..c4330a40 100644
--- a/WORC/doc/_build/html/search.html
+++ b/WORC/doc/_build/html/search.html
@@ -8,7 +8,7 @@
   
   
   
-  Search — WORC 3.4.3 documentation
+  Search — WORC 3.4.4 documentation
   
 
   
@@ -63,7 +63,7 @@
             
             
               
                                                        
-                3.4.3
+                3.4.4
               
                                                        
             
           
diff --git a/WORC/doc/_build/html/searchindex.js b/WORC/doc/_build/html/searchindex.js
index 74d0c890..8bccab4f 100644
--- a/WORC/doc/_build/html/searchindex.js
+++ b/WORC/doc/_build/html/searchindex.js
@@ -1 +1 @@
-Search.setIndex({docnames:["autogen/WORC","autogen/WORC.IOparser","autogen/WORC.classification","autogen/WORC.config","autogen/WORC.detectors","autogen/WORC.exampledata","autogen/WORC.facade","autogen/WORC.facade.helpers","autogen/WORC.fastrconfig","autogen/WORC.featureprocessing","autogen/WORC.plotting","autogen/WORC.processing","autogen/WORC.resources","autogen/WORC.resources.fastr_tests","autogen/WORC.resources.fastr_tools","autogen/WORC.statistics","autogen/WORC.tests","autogen/WORC.tools","autogen/WORC.validators","autogen/config/WORC.config_Bootstrap_defopts","autogen/config/WORC.config_Bootstrap_description","autogen/config/WORC.config_Classification_defopts","autogen/config/WORC.config_Classification_description","autogen/config/WORC.config_ComBat_defopts","autogen/config/WORC.config_ComBat_description","autogen/config/WORC.config_CrossValidation_defopts","autogen/config/WORC.config_CrossValidation_description","autogen/config/WORC.config_Ensemble_defopts","autogen/config/WORC.config_Ensemble_description","autogen/config/WORC.config_Evaluation_defopts","autogen/config/WORC.config_Evaluation_description","autogen/config/WORC.config_FeatPreProcess_defopts","autogen/config/WORC.config_FeatPreProcess_description","autogen/config/WORC.config_Featsel_defopts","autogen/config/WORC.config_Featsel_description","autogen/config/WORC.config_FeatureScaling_defopts","autogen/config/WORC.config_FeatureScaling_description","autogen/config/WORC.config_General_defopts","autogen/config/WORC.config_General_description","autogen/config/WORC.config_HyperOptimization_defopts","autogen/config/WORC.config_HyperOptimization_description","autogen/config/WORC.config_ImageFeatures_defopts","autogen/config/WORC.config_ImageFeatures_description","autogen/config/WORC.config_Imputation_defopts","autogen/config/WORC.config_Imputation_description","autogen/config/WORC.config_Labels_defopts","autogen/config/WORC.config_Labels_description","autogen/config/WORC.config_OneHotEncoding_defopts","autogen/config/WORC.config_OneHotEncoding_description","autogen/config/WORC.config_Preprocessing_defopts","autogen/config/WORC.config_Preprocessing_description","autogen/config/WORC.config_PyRadiomics_defopts","autogen/config/WORC.config_PyRadiomics_description","autogen/config/WORC.config_Resampling_defopts","autogen/config/WORC.config_Resampling_description","autogen/config/WORC.config_Segmentix_defopts","autogen/config/WORC.config_Segmentix_description","autogen/config/WORC.config_SelectFeatGroup_defopts","autogen/config/WORC.config_SelectFeatGroup_description","index","static/additionalfunctionality","static/changelog","static/configuration","static/datamining","static/developerdocumentation","static/faq","static/features","static/file_description","static/introduction","static/quick_start","static/user_manual"],envversion:{"sphinx.domains.c":1,"sphinx.domains.changeset":1,"sphinx.domains.cpp":1,"sphinx.domains.javascript":1,"sphinx.domains.math":2,"sphinx.domains.python":1,"sphinx.domains.rst":1,"sphinx.domains.std":1,"sphinx.ext.intersphinx":1,"sphinx.ext.todo":1,"sphinx.ext.viewcode":1,sphinx:56},filenames:["autogen/WORC.rst","autogen/WORC.IOparser.rst","autogen/WORC.classification.rst","autogen/WORC.config.rst","autogen/WORC.detectors.rst","autogen/WORC.exampledata.rst","autogen/WORC.facade.rst","autogen/WORC.facade.helpers.rst","autogen/WORC.fastrconfig.rst","autogen/WORC.featureprocessing.rst","autogen/WORC.plotting.rst","autogen/WORC.processing.rst","autogen/WORC.resources.rst","autogen/WORC.resources.fastr_tests.rst","autogen/WORC.resources.fastr_tools.rst","autogen/WORC.statistics.rst","autogen/WORC.tests.rst","autogen/WORC.tools.rst","autogen/WORC.validators.rst","autogen/config/WORC.config_Bootstrap_defopts.rst","autogen/config/WORC.config_Bootstrap_description.rst","autogen/config/WORC.config_Classification_defopts.rst","autogen/config/WORC.config_Classification_description.rst","autogen/config/WORC.config_ComBat_defopts.rst","autogen/config/WORC.config_ComBat_description.rst","autogen/config/WORC.config_CrossValidation_defopts.rst","autogen/config/WORC.config_CrossValidation_description.rst","autogen/config/WORC.config_Ensemble_defopts.rst","autogen/config/WORC.config_Ensemble_description.rst","autogen/config/WORC.config_Evaluation_defopts.rst","autogen/config/WORC.config_Evaluation_description.rst","autogen/config/WORC.config_FeatPreProcess_defopts.rst","autogen/config/WORC.config_FeatPreProcess_description.rst","autogen/config/WORC.config_Featsel_defopts.rst","autogen/config/WORC.config_Featsel_description.rst","autogen/config/WORC.config_FeatureScaling_defopts.rst","autogen/config/WORC.config_FeatureScaling_description.rst","autogen/config/WORC.config_General_defopts.rst","autogen/config/WORC.config_General_description.rst","autogen/config/WORC.config_HyperOptimization_defopts.rst","autogen/config/WORC.config_HyperOptimization_description.rst","autogen/config/WORC.config_ImageFeatures_defopts.rst","autogen/config/WORC.config_ImageFeatures_description.rst","autogen/config/WORC.config_Imputation_defopts.rst","autogen/config/WORC.config_Imputation_description.rst","autogen/config/WORC.config_Labels_defopts.rst","autogen/config/WORC.config_Labels_description.rst","autogen/config/WORC.config_OneHotEncoding_defopts.rst","autogen/config/WORC.config_OneHotEncoding_description.rst","autogen/config/WORC.config_Preprocessing_defopts.rst","autogen/config/WORC.config_Preprocessing_description.rst","autogen/config/WORC.config_PyRadiomics_defopts.rst","autogen/config/WORC.config_PyRadiomics_description.rst","autogen/config/WORC.config_Resampling_defopts.rst","autogen/config/WORC.config_Resampling_description.rst","autogen/config/WORC.config_Segmentix_defopts.rst","autogen/config/WORC.config_Segmentix_description.rst","autogen/config/WORC.config_SelectFeatGroup_defopts.rst","autogen/config/WORC.config_SelectFeatGroup_description.rst","index.rst","static/additionalfunctionality.rst","static/changelog.rst","static/configuration.rst","static/datamining.rst","static/developerdocumentation.rst","static/faq.rst","static/features.rst","static/file_description.rst","static/introduction.rst","static/quick_start.rst","static/user_manual.rst"],objects:{"WORC.IOparser":{config_WORC:[1,0,0,"-"],config_io_PyRadiomics:[1,0,0,"-"],config_io_classifier:[1,0,0,"-"],config_io_combat:[1,0,0,"-"],config_preprocessing:[1,0,0,"-"],config_segmentix:[1,0,0,"-"],file_io:[1,0,0,"-"]},"WORC.IOparser.config_WORC":{load_config:[1,1,1,""]},"WORC.IOparser.config_io_PyRadiomics":{load_config:[1,1,1,""]},"WORC.IOparser.config_io_classifier":{load_config:[1,1,1,""]},"WORC.IOparser.config_io_combat":{load_config:[1,1,1,""]},"WORC.IOparser.config_preprocessing":{load_config:[1,1,1,""]},"WORC.IOparser.config_segmentix":{load_config:[1,1,1,""]},"WORC.IOparser.file_io":{convert_config_pyradiomics:[1,1,1,""],load_data:[1,1,1,""],load_features:[1,1,1,""]},"WORC.WORC":{Tools:[0,2,1,""],WORC:[0,2,1,""]},"WORC.WORC.Tools":{__dict__:[0,3,1,""],__init__:[0,4,1,""],__module__:[0,3,1,""],__weakref__:[0,3,1,""]},"WORC.WORC.WORC":{__dict__:[0,3,1,""],__init__:[0,4,1,""],__module__:[0,3,1,""],__weakref__:[0,3,1,""],add_ComBat:[0,4,1,""],add_elastix:[0,4,1,""],add_elastix_sourcesandsinks:[0,4,1,""],add_evaluation:[0,4,1,""],add_feature_calculator:[0,4,1,""],add_preprocessing:[0,4,1,""],add_segmentix:[0,4,1,""],add_tools:[0,4,1,""],build:[0,4,1,""],build_training:[0,4,1,""],defaultconfig:[0,4,1,""],execute:[0,4,1,""],save_config:[0,4,1,""],set:[0,4,1,""]},"WORC.addexceptions":{WORCAssertionError:[0,5,1,""],WORCError:[0,5,1,""],WORCIOError:[0,5,1,""],WORCIndexError:[0,5,1,""],WORCKeyError:[0,5,1,""],WORCNotImplementedError:[0,5,1,""],WORCTypeError:[0,5,1,""],WORCValueError:[0,5,1,""]},"WORC.addexceptions.WORCAssertionError":{__module__:[0,3,1,""]},"WORC.addexceptions.WORCError":{__module__:[0,3,1,""],__weakref__:[0,3,1,""]},"WORC.addexceptions.WORCIOError":{__module__:[0,3,1,""],__weakref__:[0,3,1,""]},"WORC.addexceptions.WORCIndexError":{__module__:[0,3,1,""]},"WORC.addexceptions.WORCKeyError":{__module__:[0,3,1,""]},"WORC.addexceptions.WORCNotImplementedError":{__module__:[0,3,1,""]},"WORC.addexceptions.WORCTypeError":{__module__:[0,3,1,""]},"WORC.addexceptions.WORCValueError":{__module__:[0,3,1,""]},"WORC.classification":{AdvancedSampler:[2,0,0,"-"],ObjectSampler:[2,0,0,"-"],RankedSVM:[2,0,0,"-"],SearchCV:[2,0,0,"-"],construct_classifier:[2,0,0,"-"],createfixedsplits:[2,0,0,"-"],crossval:[2,0,0,"-"],estimators:[2,0,0,"-"],fitandscore:[2,0,0,"-"],metrics:[2,0,0,"-"],parameter_optimization:[2,0,0,"-"],regressors:[2,0,0,"-"],trainclassifier:[2,0,0,"-"]},"WORC.classification.AdvancedSampler":{AdvancedSampler:[2,2,1,""],boolean_uniform:[2,2,1,""],discrete_uniform:[2,2,1,""],exp_uniform:[2,2,1,""],log_uniform:[2,2,1,""]},"WORC.classification.AdvancedSampler.AdvancedSampler":{__dict__:[2,3,1,""],__init__:[2,4,1,""],__iter__:[2,4,1,""],__len__:[2,4,1,""],__module__:[2,3,1,""],__weakref__:[2,3,1,""]},"WORC.classification.AdvancedSampler.boolean_uniform":{__dict__:[2,3,1,""],__init__:[2,4,1,""],__module__:[2,3,1,""],__weakref__:[2,3,1,""],rvs:[2,4,1,""]},"WORC.classification.AdvancedSampler.discrete_uniform":{__dict__:[2,3,1,""],__init__:[2,4,1,""],__module__:[2,3,1,""],__weakref__:[2,3,1,""],rvs:[2,4,1,""]},"WORC.classification.AdvancedSampler.exp_uniform":{__dict__:[2,3,1,""],__init__:[2,4,1,""],__module__:[2,3,1,""],__weakref__:[2,3,1,""],rvs:[2,4,1,""]},"WORC.classification.AdvancedSampler.log_uniform":{__dict__:[2,3,1,""],__init__:[2,4,1,""],__module__:[2,3,1,""],__weakref__:[2,3,1,""],rvs:[2,4,1,""]},"WORC.classification.ObjectSampler":{ObjectSampler:[2,2,1,""]},"WORC.classification.ObjectSampler.ObjectSampler":{__dict__:[2,3,1,""],__init__:[2,4,1,""],__module__:[2,3,1,""],__weakref__:[2,3,1,""],fit:[2,4,1,""],init_ADASYN:[2,4,1,""],init_BorderlineSMOTE:[2,4,1,""],init_NearMiss:[2,4,1,""],init_NeighbourhoodCleaningRule:[2,4,1,""],init_RandomOverSampling:[2,4,1,""],init_RandomUnderSampling:[2,4,1,""],init_SMOTE:[2,4,1,""],init_SMOTEENN:[2,4,1,""],init_SMOTETomek:[2,4,1,""],transform:[2,4,1,""]},"WORC.classification.RankedSVM":{RankSVM_test:[2,1,1,""],RankSVM_test_original:[2,1,1,""],RankSVM_train:[2,1,1,""],RankSVM_train_old:[2,1,1,""],is_empty:[2,1,1,""],neg_dual_func:[2,1,1,""]},"WORC.classification.SearchCV":{BaseSearchCV:[2,2,1,""],BaseSearchCVJoblib:[2,2,1,""],BaseSearchCVfastr:[2,2,1,""],Ensemble:[2,2,1,""],GridSearchCVJoblib:[2,2,1,""],GridSearchCVfastr:[2,2,1,""],RandomizedSearchCVJoblib:[2,2,1,""],RandomizedSearchCVfastr:[2,2,1,""],chunks:[2,1,1,""],chunksdict:[2,1,1,""],rms_score:[2,1,1,""],sar_score:[2,1,1,""]},"WORC.classification.SearchCV.BaseSearchCV":{__abstractmethods__:[2,3,1,""],__init__:[2,4,1,""],__module__:[2,3,1,""],create_ensemble:[2,4,1,""],decision_function:[2,4,1,""],inverse_transform:[2,4,1,""],predict:[2,4,1,""],predict_log_proba:[2,4,1,""],predict_proba:[2,4,1,""],preprocess:[2,4,1,""],process_fit:[2,4,1,""],refit_and_score:[2,4,1,""],score:[2,4,1,""],transform:[2,4,1,""]},"WORC.classification.SearchCV.BaseSearchCVJoblib":{__abstractmethods__:[2,3,1,""],__module__:[2,3,1,""]},"WORC.classification.SearchCV.BaseSearchCVfastr":{__abstractmethods__:[2,3,1,""],__module__:[2,3,1,""]},"WORC.classification.SearchCV.Ensemble":{__abstractmethods__:[2,3,1,""],__init__:[2,4,1,""],__module__:[2,3,1,""],decision_function:[2,4,1,""],inverse_transform:[2,4,1,""],predict:[2,4,1,""],predict_log_proba:[2,4,1,""],predict_proba:[2,4,1,""],transform:[2,4,1,""]},"WORC.classification.SearchCV.GridSearchCVJoblib":{__abstractmethods__:[2,3,1,""],__init__:[2,4,1,""],__module__:[2,3,1,""],fit:[2,4,1,""]},"WORC.classification.SearchCV.GridSearchCVfastr":{__abstractmethods__:[2,3,1,""],__init__:[2,4,1,""],__module__:[2,3,1,""],fit:[2,4,1,""]},"WORC.classification.SearchCV.RandomizedSearchCVJoblib":{__abstractmethods__:[2,3,1,""],__init__:[2,4,1,""],__module__:[2,3,1,""],fit:[2,4,1,""]},"WORC.classification.SearchCV.RandomizedSearchCVfastr":{__abstractmethods__:[2,3,1,""],__init__:[2,4,1,""],__module__:[2,3,1,""],fit:[2,4,1,""]},"WORC.classification.construct_classifier":{construct_SVM:[2,1,1,""],construct_classifier:[2,1,1,""],create_param_grid:[2,1,1,""]},"WORC.classification.createfixedsplits":{createfixedsplits:[2,1,1,""]},"WORC.classification.crossval":{LOO_cross_validation:[2,1,1,""],crossval:[2,1,1,""],nocrossval:[2,1,1,""],random_split_cross_validation:[2,1,1,""],test_RS_Ensemble:[2,1,1,""]},"WORC.classification.estimators":{RankedSVM:[2,2,1,""]},"WORC.classification.estimators.RankedSVM":{__init__:[2,4,1,""],__module__:[2,3,1,""],fit:[2,4,1,""],predict:[2,4,1,""],predict_proba:[2,4,1,""]},"WORC.classification.fitandscore":{delete_cc_para:[2,1,1,""],delete_nonestimator_parameters:[2,1,1,""],fit_and_score:[2,1,1,""],replacenan:[2,1,1,""]},"WORC.classification.metrics":{ICC:[2,1,1,""],ICC_anova:[2,1,1,""],check_multimetric_scoring:[2,1,1,""],check_scoring:[2,1,1,""],f1_weighted_predictproba:[2,1,1,""],multi_class_auc:[2,1,1,""],multi_class_auc_score:[2,1,1,""],pairwise_auc:[2,1,1,""],performance_multilabel:[2,1,1,""],performance_singlelabel:[2,1,1,""]},"WORC.classification.parameter_optimization":{random_search_parameters:[2,1,1,""]},"WORC.classification.trainclassifier":{add_parameters_to_grid:[2,1,1,""],trainclassifier:[2,1,1,""]},"WORC.detectors":{detectors:[4,0,0,"-"]},"WORC.detectors.detectors":{AbstractDetector:[4,2,1,""],BigrClusterDetector:[4,2,1,""],CartesiusClusterDetector:[4,2,1,""],CsvDetector:[4,2,1,""],DebugDetector:[4,2,1,""],HostnameDetector:[4,2,1,""],LinuxDetector:[4,2,1,""],WORCDirectoryDetector:[4,2,1,""]},"WORC.detectors.detectors.AbstractDetector":{__abstractmethods__:[4,3,1,""],__dict__:[4,3,1,""],__module__:[4,3,1,""],__weakref__:[4,3,1,""],do_detection:[4,4,1,""]},"WORC.detectors.detectors.BigrClusterDetector":{__abstractmethods__:[4,3,1,""],__module__:[4,3,1,""]},"WORC.detectors.detectors.CartesiusClusterDetector":{__abstractmethods__:[4,3,1,""],__module__:[4,3,1,""]},"WORC.detectors.detectors.CsvDetector":{__abstractmethods__:[4,3,1,""],__init__:[4,4,1,""],__module__:[4,3,1,""]},"WORC.detectors.detectors.DebugDetector":{__abstractmethods__:[4,3,1,""],__module__:[4,3,1,""]},"WORC.detectors.detectors.HostnameDetector":{__abstractmethods__:[4,3,1,""],__init__:[4,4,1,""],__module__:[4,3,1,""]},"WORC.detectors.detectors.LinuxDetector":{__abstractmethods__:[4,3,1,""],__module__:[4,3,1,""]},"WORC.detectors.detectors.WORCDirectoryDetector":{__abstractmethods__:[4,3,1,""],__module__:[4,3,1,""]},"WORC.exampledata":{create_example_data:[5,0,0,"-"],datadownloader:[5,0,0,"-"]},"WORC.exampledata.create_example_data":{create_random_features:[5,1,1,""]},"WORC.exampledata.datadownloader":{download_HeadAndNeck:[5,1,1,""],download_project:[5,1,1,""],download_subject:[5,1,1,""]},"WORC.facade":{basicworc:[6,0,0,"-"],simpleworc:[6,0,0,"-"]},"WORC.facade.basicworc":{BasicWORC:[6,2,1,""]},"WORC.facade.basicworc.BasicWORC":{__init__:[6,4,1,""],__module__:[6,3,1,""],execute:[6,4,1,""]},"WORC.facade.helpers":{configbuilder:[7,0,0,"-"],exceptions:[7,0,0,"-"],processing:[7,0,0,"-"]},"WORC.facade.helpers.configbuilder":{ConfigBuilder:[7,2,1,""]},"WORC.facade.helpers.configbuilder.ConfigBuilder":{__dict__:[7,3,1,""],__init__:[7,4,1,""],__module__:[7,3,1,""],__weakref__:[7,3,1,""],build_config:[7,4,1,""],coarse_overrides:[7,4,1,""],custom_config_overrides:[7,4,1,""],estimator_scoring_overrides:[7,4,1,""],fullprint:[7,4,1,""]},"WORC.facade.helpers.exceptions":{InvalidCsvFileException:[7,5,1,""],InvalidOrderException:[7,5,1,""],NoFeaturesFoundException:[7,5,1,""],NoImagesFoundException:[7,5,1,""],NoMasksFoundException:[7,5,1,""],NoSegmentationsFoundException:[7,5,1,""],PathNotFoundException:[7,5,1,""]},"WORC.facade.helpers.exceptions.InvalidCsvFileException":{__init__:[7,4,1,""],__module__:[7,3,1,""],__weakref__:[7,3,1,""]},"WORC.facade.helpers.exceptions.InvalidOrderException":{__init__:[7,4,1,""],__module__:[7,3,1,""],__weakref__:[7,3,1,""]},"WORC.facade.helpers.exceptions.NoFeaturesFoundException":{__init__:[7,4,1,""],__module__:[7,3,1,""],__weakref__:[7,3,1,""]},"WORC.facade.helpers.exceptions.NoImagesFoundException":{__init__:[7,4,1,""],__module__:[7,3,1,""],__weakref__:[7,3,1,""]},"WORC.facade.helpers.exceptions.NoMasksFoundException":{__init__:[7,4,1,""],__module__:[7,3,1,""],__weakref__:[7,3,1,""]},"WORC.facade.helpers.exceptions.NoSegmentationsFoundException":{__init__:[7,4,1,""],__module__:[7,3,1,""],__weakref__:[7,3,1,""]},"WORC.facade.helpers.exceptions.PathNotFoundException":{__init__:[7,4,1,""],__module__:[7,3,1,""],__weakref__:[7,3,1,""]},"WORC.facade.helpers.processing":{convert_radiomix_features:[7,1,1,""]},"WORC.facade.simpleworc":{SimpleWORC:[6,2,1,""]},"WORC.facade.simpleworc.SimpleWORC":{__dict__:[6,3,1,""],__init__:[6,4,1,""],__module__:[6,3,1,""],__weakref__:[6,3,1,""],add_config_overrides:[6,4,1,""],add_evaluation:[6,4,1,""],binary_classification:[6,4,1,""],count_num_subjects:[6,4,1,""],execute:[6,4,1,""],features_from_radiomix_xlsx:[6,4,1,""],features_from_this_directory:[6,4,1,""],images_from_this_directory:[6,4,1,""],labels_from_this_file:[6,4,1,""],masks_from_this_directory:[6,4,1,""],multiclass_classification:[6,4,1,""],predict_labels:[6,4,1,""],regression:[6,4,1,""],segmentations_from_this_directory:[6,4,1,""],semantics_from_this_file:[6,4,1,""],set_fixed_splits:[6,4,1,""],set_multicore_execution:[6,4,1,""],set_tmpdir:[6,4,1,""],survival:[6,4,1,""]},"WORC.featureprocessing":{ComBat:[9,0,0,"-"],Decomposition:[9,0,0,"-"],FeatureConverter:[9,0,0,"-"],ICCThreshold:[9,0,0,"-"],Imputer:[9,0,0,"-"],OneHotEncoderWrapper:[9,0,0,"-"],Preprocessor:[9,0,0,"-"],Relief:[9,0,0,"-"],Scalers:[9,0,0,"-"],SelectGroups:[9,0,0,"-"],SelectIndividuals:[9,0,0,"-"],StatisticalTestFeatures:[9,0,0,"-"],StatisticalTestThreshold:[9,0,0,"-"],VarianceThreshold:[9,0,0,"-"]},"WORC.featureprocessing.ComBat":{ComBat:[9,1,1,""],ComBatMatlab:[9,1,1,""],ComBatPython:[9,1,1,""],Synthetictest:[9,1,1,""]},"WORC.featureprocessing.Decomposition":{Decomposition:[9,1,1,""]},"WORC.featureprocessing.FeatureConverter":{FeatureConverter:[9,1,1,""],convert_PREDICT:[9,1,1,""],convert_pyradiomics:[9,1,1,""],convert_pyradiomics_featurevector:[9,1,1,""]},"WORC.featureprocessing.ICCThreshold":{ICCThreshold:[9,2,1,""],convert_features_ICC_threshold:[9,1,1,""]},"WORC.featureprocessing.ICCThreshold.ICCThreshold":{__abstractmethods__:[9,3,1,""],__init__:[9,4,1,""],__module__:[9,3,1,""],fit:[9,4,1,""],transform:[9,4,1,""]},"WORC.featureprocessing.Imputer":{Imputer:[9,2,1,""]},"WORC.featureprocessing.Imputer.Imputer":{__dict__:[9,3,1,""],__init__:[9,4,1,""],__module__:[9,3,1,""],__weakref__:[9,3,1,""],fit:[9,4,1,""],transform:[9,4,1,""]},"WORC.featureprocessing.OneHotEncoderWrapper":{OneHotEncoderWrapper:[9,2,1,""],test:[9,1,1,""]},"WORC.featureprocessing.OneHotEncoderWrapper.OneHotEncoderWrapper":{__dict__:[9,3,1,""],__init__:[9,4,1,""],__module__:[9,3,1,""],__weakref__:[9,3,1,""],fit:[9,4,1,""],transform:[9,4,1,""]},"WORC.featureprocessing.Preprocessor":{Preprocessor:[9,2,1,""]},"WORC.featureprocessing.Preprocessor.Preprocessor":{__dict__:[9,3,1,""],__init__:[9,4,1,""],__module__:[9,3,1,""],__weakref__:[9,3,1,""],fit:[9,4,1,""],transform:[9,4,1,""]},"WORC.featureprocessing.Relief":{SelectMulticlassRelief:[9,2,1,""]},"WORC.featureprocessing.Relief.SelectMulticlassRelief":{__abstractmethods__:[9,3,1,""],__init__:[9,4,1,""],__module__:[9,3,1,""],fit:[9,4,1,""],multi_class_relief:[9,4,1,""],single_class_relief:[9,4,1,""],transform:[9,4,1,""]},"WORC.featureprocessing.Scalers":{LogStandardScaler:[9,2,1,""],RobustStandardScaler:[9,2,1,""],WORCScaler:[9,2,1,""],test:[9,1,1,""]},"WORC.featureprocessing.Scalers.LogStandardScaler":{__module__:[9,3,1,""],fit:[9,4,1,""]},"WORC.featureprocessing.Scalers.RobustStandardScaler":{__module__:[9,3,1,""],fit:[9,4,1,""]},"WORC.featureprocessing.Scalers.WORCScaler":{__init__:[9,4,1,""],__module__:[9,3,1,""],fit:[9,4,1,""],transform:[9,4,1,""]},"WORC.featureprocessing.SelectGroups":{SelectGroups:[9,2,1,""]},"WORC.featureprocessing.SelectGroups.SelectGroups":{__abstractmethods__:[9,3,1,""],__init__:[9,4,1,""],__module__:[9,3,1,""],fit:[9,4,1,""],transform:[9,4,1,""]},"WORC.featureprocessing.SelectIndividuals":{SelectIndividuals:[9,2,1,""]},"WORC.featureprocessing.SelectIndividuals.SelectIndividuals":{__abstractmethods__:[9,3,1,""],__init__:[9,4,1,""],__module__:[9,3,1,""],fit:[9,4,1,""],transform:[9,4,1,""]},"WORC.featureprocessing.StatisticalTestFeatures":{StatisticalTestFeatures:[9,1,1,""]},"WORC.featureprocessing.StatisticalTestThreshold":{StatisticalTestThreshold:[9,2,1,""]},"WORC.featureprocessing.StatisticalTestThreshold.StatisticalTestThreshold":{__abstractmethods__:[9,3,1,""],__init__:[9,4,1,""],__module__:[9,3,1,""],fit:[9,4,1,""],transform:[9,4,1,""]},"WORC.featureprocessing.VarianceThreshold":{VarianceThresholdMean:[9,2,1,""],selfeat_variance:[9,1,1,""]},"WORC.featureprocessing.VarianceThreshold.VarianceThresholdMean":{__abstractmethods__:[9,3,1,""],__init__:[9,4,1,""],__module__:[9,3,1,""],fit:[9,4,1,""],transform:[9,4,1,""]},"WORC.plotting":{compute_CI:[10,0,0,"-"],linstretch:[10,0,0,"-"],plot_ROC:[10,0,0,"-"],plot_barchart:[10,0,0,"-"],plot_boxplot_features:[10,0,0,"-"],plot_boxplot_performance:[10,0,0,"-"],plot_errors:[10,0,0,"-"],plot_estimator_performance:[10,0,0,"-"],plot_hyperparameters:[10,0,0,"-"],plot_images:[10,0,0,"-"],plot_pvalues_features:[10,0,0,"-"],plot_ranked_scores:[10,0,0,"-"],plotminmaxresponse:[10,0,0,"-"],scatterplot:[10,0,0,"-"]},"WORC.plotting.compute_CI":{compute_confidence:[10,1,1,""],compute_confidence_bootstrap:[10,1,1,""],compute_confidence_logit:[10,1,1,""]},"WORC.plotting.linstretch":{linstretch:[10,1,1,""]},"WORC.plotting.plot_ROC":{curve_thresholding:[10,1,1,""],main:[10,1,1,""],plot_PRC_CIc:[10,1,1,""],plot_ROC:[10,1,1,""],plot_ROC_CIc:[10,1,1,""],plot_single_PRC:[10,1,1,""],plot_single_ROC:[10,1,1,""]},"WORC.plotting.plot_barchart":{count_parameters:[10,1,1,""],main:[10,1,1,""],paracheck:[10,1,1,""],plot_barchart:[10,1,1,""],plot_bars:[10,1,1,""]},"WORC.plotting.plot_boxplot_features":{generate_feature_boxplots:[10,1,1,""],plot_boxplot_features:[10,1,1,""]},"WORC.plotting.plot_boxplot_performance":{generate_performance_boxplots:[10,1,1,""],test:[10,1,1,""]},"WORC.plotting.plot_errors":{plot_errors:[10,1,1,""]},"WORC.plotting.plot_estimator_performance":{combine_multiple_estimators:[10,1,1,""],compute_statistics:[10,1,1,""],fit_thresholds:[10,1,1,""],main:[10,1,1,""],plot_estimator_performance:[10,1,1,""]},"WORC.plotting.plot_hyperparameters":{plot_hyperparameters:[10,1,1,""]},"WORC.plotting.plot_images":{bbox_2D:[10,1,1,""],extract_boundary:[10,1,1,""],plot_im_and_overlay:[10,1,1,""],slicer:[10,1,1,""]},"WORC.plotting.plot_pvalues_features":{manhattan_importance:[10,1,1,""]},"WORC.plotting.plot_ranked_scores":{example:[10,1,1,""],flatten_object:[10,1,1,""],main:[10,1,1,""],plot_ranked_images:[10,1,1,""],plot_ranked_percentages:[10,1,1,""],plot_ranked_posteriors:[10,1,1,""],plot_ranked_scores:[10,1,1,""]},"WORC.plotting.plotminmaxresponse":{main:[10,1,1,""]},"WORC.plotting.scatterplot":{main:[10,1,1,""],make_scatterplot:[10,1,1,""]},"WORC.processing":{ExtractNLargestBlobsn:[11,0,0,"-"],classes:[11,0,0,"-"],helpers:[11,0,0,"-"],label_processing:[11,0,0,"-"],preprocessing:[11,0,0,"-"],segmentix:[11,0,0,"-"]},"WORC.processing.ExtractNLargestBlobsn":{ExtractNLargestBlobsn:[11,1,1,""]},"WORC.processing.classes":{"switch":[11,2,1,""]},"WORC.processing.classes.switch":{__dict__:[11,3,1,""],__init__:[11,4,1,""],__iter__:[11,4,1,""],__module__:[11,3,1,""],__weakref__:[11,3,1,""],match:[11,4,1,""]},"WORC.processing.helpers":{check_image_orientation:[11,1,1,""],resample_image:[11,1,1,""],transpose_image:[11,1,1,""]},"WORC.processing.label_processing":{findlabeldata:[11,1,1,""],load_config_XNAT:[11,1,1,""],load_label_XNAT:[11,1,1,""],load_label_csv:[11,1,1,""],load_label_txt:[11,1,1,""],load_labels:[11,1,1,""]},"WORC.processing.preprocessing":{bias_correct_image:[11,1,1,""],clip_image:[11,1,1,""],normalize_image:[11,1,1,""],preprocess:[11,1,1,""]},"WORC.processing.segmentix":{dilate_contour:[11,1,1,""],get_ring:[11,1,1,""],mask_contour:[11,1,1,""],segmentix:[11,1,1,""]},"WORC.resources":{fastr_tools:[14,0,0,"-"]},"WORC.resources.fastr_tests":{CalcFeatures_test:[13,0,0,"-"],elastix_test:[13,0,0,"-"],segmentix_test:[13,0,0,"-"]},"WORC.resources.fastr_tests.CalcFeatures_test":{create_network:[13,1,1,""],main:[13,1,1,""],sink_data:[13,1,1,""],source_data:[13,1,1,""]},"WORC.resources.fastr_tests.elastix_test":{create_network:[13,1,1,""],main:[13,1,1,""],sink_data:[13,1,1,""],source_data:[13,1,1,""]},"WORC.resources.fastr_tests.segmentix_test":{create_network:[13,1,1,""],main:[13,1,1,""],sink_data:[13,1,1,""],source_data:[13,1,1,""]},"WORC.statistics":{delong:[15,0,0,"-"]},"WORC.statistics.delong":{calc_pvalue:[15,1,1,""],compute_ground_truth_statistics:[15,1,1,""],compute_midrank:[15,1,1,""],compute_midrank_weight:[15,1,1,""],delong_roc_test:[15,1,1,""],delong_roc_variance:[15,1,1,""],fastDeLong:[15,1,1,""]},"WORC.tests":{WORCTutorialSimple_travis_multiclass:[16,0,0,"-"],WORCTutorialSimple_travis_regression:[16,0,0,"-"],test_combat:[16,0,0,"-"],test_helpers:[16,0,0,"-"],test_iccthreshold:[16,0,0,"-"],test_plot_errors:[16,0,0,"-"],test_validators:[16,0,0,"-"]},"WORC.tests.WORCTutorialSimple_travis_multiclass":{main:[16,1,1,""]},"WORC.tests.WORCTutorialSimple_travis_regression":{main:[16,1,1,""]},"WORC.tests.test_combat":{test_combat:[16,1,1,""],test_combat_fastr:[16,1,1,""]},"WORC.tests.test_helpers":{find_exampledatadir:[16,1,1,""],find_testdatadir:[16,1,1,""]},"WORC.tests.test_iccthreshold":{test_iccthreshold:[16,1,1,""]},"WORC.tests.test_plot_errors":{test_plot_errors:[16,1,1,""]},"WORC.tests.test_validators":{test_invalidlabelsvalidator_columnsubstring:[16,1,1,""],test_invalidlabelsvalidator_patientcolumn:[16,1,1,""],test_invalidlabelsvalidator_patientsubstring:[16,1,1,""],test_invalidlabelsvalidator_validconfig:[16,1,1,""]},"WORC.tools":{Elastix:[17,0,0,"-"],Evaluate:[17,0,0,"-"],Inference:[17,0,0,"-"],Slicer:[17,0,0,"-"],Transformix:[17,0,0,"-"],createfixedsplits:[17,0,0,"-"]},"WORC.tools.Elastix":{Elastix:[17,2,1,""]},"WORC.tools.Elastix.Elastix":{__dict__:[17,3,1,""],__init__:[17,4,1,""],__module__:[17,3,1,""],__weakref__:[17,3,1,""],addchangeorder:[17,4,1,""],create_bbox:[17,4,1,""],create_network:[17,4,1,""],execute:[17,4,1,""],getparametermap:[17,4,1,""]},"WORC.tools.Evaluate":{Evaluate:[17,2,1,""]},"WORC.tools.Evaluate.Evaluate":{__dict__:[17,3,1,""],__init__:[17,4,1,""],__module__:[17,3,1,""],__weakref__:[17,3,1,""],create_links_Addon:[17,4,1,""],create_links_Standalone:[17,4,1,""],create_network:[17,4,1,""],execute:[17,4,1,""],set:[17,4,1,""]},"WORC.tools.Inference":{Inference:[17,2,1,""]},"WORC.tools.Inference.Inference":{__dict__:[17,3,1,""],__init__:[17,4,1,""],__module__:[17,3,1,""],__weakref__:[17,3,1,""],create_network:[17,4,1,""]},"WORC.tools.Slicer":{Slicer:[17,2,1,""]},"WORC.tools.Slicer.Slicer":{__dict__:[17,3,1,""],__init__:[17,4,1,""],__module__:[17,3,1,""],__weakref__:[17,3,1,""],create_network:[17,4,1,""],execute:[17,4,1,""],set:[17,4,1,""]},"WORC.tools.Transformix":{Transformix:[17,2,1,""]},"WORC.tools.Transformix.Transformix":{__dict__:[17,3,1,""],__init__:[17,4,1,""],__module__:[17,3,1,""],__weakref__:[17,3,1,""],create_network:[17,4,1,""],execute:[17,4,1,""]},"WORC.tools.createfixedsplits":{createfixedsplits:[17,1,1,""]},"WORC.validators":{preflightcheck:[18,0,0,"-"]},"WORC.validators.preflightcheck":{AbstractValidator:[18,2,1,""],EvaluateValidator:[18,2,1,""],InvalidLabelsValidator:[18,2,1,""],MinSubjectsValidator:[18,2,1,""],SamplesWarning:[18,2,1,""],SimpleValidator:[18,2,1,""],ValidatorsFactory:[18,2,1,""]},"WORC.validators.preflightcheck.AbstractValidator":{__abstractmethods__:[18,3,1,""],__dict__:[18,3,1,""],__module__:[18,3,1,""],__weakref__:[18,3,1,""],do_validation:[18,4,1,""]},"WORC.validators.preflightcheck.EvaluateValidator":{__abstractmethods__:[18,3,1,""],__module__:[18,3,1,""]},"WORC.validators.preflightcheck.InvalidLabelsValidator":{__abstractmethods__:[18,3,1,""],__module__:[18,3,1,""]},"WORC.validators.preflightcheck.MinSubjectsValidator":{__abstractmethods__:[18,3,1,""],__module__:[18,3,1,""]},"WORC.validators.preflightcheck.SamplesWarning":{__abstractmethods__:[18,3,1,""],__module__:[18,3,1,""]},"WORC.validators.preflightcheck.SimpleValidator":{__abstractmethods__:[18,3,1,""],__module__:[18,3,1,""]},"WORC.validators.preflightcheck.ValidatorsFactory":{__dict__:[18,3,1,""],__module__:[18,3,1,""],__weakref__:[18,3,1,""],factor_validators:[18,6,1,""]},WORC:{WORC:[0,0,0,"-"],__init__:[0,0,0,"-"],addexceptions:[0,0,0,"-"],classification:[2,0,0,"-"],facade:[6,0,0,"-"],featureprocessing:[9,0,0,"-"],plotting:[10,0,0,"-"]}},objnames:{"0":["py","module","Python module"],"1":["py","function","Python function"],"2":["py","class","Python class"],"3":["py","attribute","Python attribute"],"4":["py","method","Python method"],"5":["py","exception","Python exception"],"6":["py","staticmethod","Python static method"]},objtypes:{"0":"py:module","1":"py:function","2":"py:class","3":"py:attribute","4":"py:method","5":"py:exception","6":"py:staticmethod"},terms:{"0284186x":9,"06875v1":9,"0a1":66,"0rc1":59,"105741d":59,"1st":2,"1x1x1":[50,60,62],"22nd":70,"2nd":[2,66],"5th":9,"95th":9,"95varianc":[33,34,62],"98nd":66,"boolean":[0,1,2,6,9,10,11,19,25,31,33,39,43,47,51,52,57,59,61,62],"case":[2,11,24,61,62,64,66,70],"catch":[0,61],"class":[0,2,4,6,7,9,15,17,18,59,61,64,70],"default":[0,1,2,6,9,10,11,17,19,21,22,23,25,27,28,29,31,33,35,37,39,41,43,45,47,49,51,53,55,57,60,61,62,64,65,66,69,70],"export":68,"final":[2,9,11,62,70],"float":[2,9,10,11,15,21,25,33,39,41,42,49,51,53,61,62,66],"function":[0,2,4,6,7,9,10,11,16,17,18,22,50,59,61,62,63,64,65,66,67,69,70],"gr\u00fcnhagen":59,"import":[2,9,34,59,61,62,68,70],"int":[2,9,11],"long":66,"new":[0,59,61,66,68],"return":[0,1,2,9,10,11,15,61,64],"short":66,"static":[18,42,62],"switch":[9,11,61],"throw":[61,66],"true":[0,2,5,6,9,10,11,21,26,29,32,33,37,38,40,41,43,44,48,49,50,51,55,57,58,60,62,69,70],"try":[2,60,68],"while":[2,11,40,61,62,66],Added:59,Adding:59,Age:69,And:9,Els:59,For:[0,2,6,9,22,42,48,59,60,61,62,63,64,65,66,68,69,70],IDs:[11,65],Not:[2,6,61,68],One:[2,54,61,62],PCs:[22,62],SVs:2,That:9,The:[0,1,2,6,9,10,11,15,26,34,46,59,60,61,62,63,64,65,66,67,68],Then:2,There:[61,69,70],These:[10,62,64,66,69,70],USING:59,Use:[2,6,19,20,22,27,28,31,32,47,48,53,54,61,62,66,69],Using:[59,68],Vos:59,Was:61,Will:6,With:59,__abstractmethods__:[2,4,9,18],__dict__:[0,2,4,6,7,9,11,17,18],__doc__:[0,2,4,6,7,9,11,17,18],__file__:69,__init__:[0,2,4,6,7,9,11,17],__iter__:[2,11],__len__:2,__module__:[0,2,4,6,7,9,11,17,18],__weakref__:[0,2,4,6,7,9,11,17,18],_abc_data:[4,18],_abc_impl:[4,18],_base:9,_cluster_config_overrid:7,_data:9,_debug_config_overrid:7,_format_result:2,_generate_detector_messag:[4,18],_is_detect:4,_set_and_validate_estim:6,_valid:[6,18],abbrevi:[22,62],abc:[4,18],about:66,abov:[2,9,60,61,62,66,68,69,70],absolut:61,abspath:69,abstractdetector:4,abstractvalid:18,accept:[2,39,61,62],accorad:2,accord:[2,9,10,66,69,70],accordingli:[60,69],account:[9,10,70],accur:[2,4,7,9,11,17],accuraci:[2,10,70],acquisit:68,across:2,act:62,actual:[0,2,6,30,59,60,61,62,63,64,68,70],adaboost:[22,61,62],adaboost_learning_r:[21,22,62],adaboost_n_estim:[21,22,62],adaboostclassifi:[21,62],adaboostregressor:[21,62],adapt:[59,68],adasyn:[2,53,61,62],add:[0,2,6,9,17,61,64,65,66,67,69,70],add_combat:0,add_config_overrid:6,add_elastix:0,add_elastix_sourcesandsink:0,add_evalu:[0,6,69,70],add_feature_calcul:[0,64],add_parameters_to_grid:2,add_preprocess:0,add_segmentix:0,add_tool:0,addchangeord:17,added:[9,17,24,61,62,64,70],addexcept:59,addinf:61,adding:[2,17,62,64,69,70],addit:[0,6,38,59,61,62,66,69,70],addition:[1,9,10,61,62,70],address:59,adequ:64,adher:61,adjust:[2,10,61,62,70],adopt:[2,15,54,61,62],advanc:[59,69,70],advancedsampl:[0,59],advantag:62,advic:[52,60,62,64,69,70],affect:2,affin:17,after:[0,2,9,38,60,61,62,64,65,66,69,70],afterward:[6,9],again:[62,66,68,69],age:[41,62,66,70],agesex:10,aggreg:66,agument:11,aim:59,aka:70,alejandro:66,alex:66,algorithm:[2,15,60,61,62,68],align:70,all:[0,1,2,6,9,10,11,21,24,38,40,44,48,53,57,58,60,61,62,63,64,65,66,68,69,70],allign:70,allow:[2,6,61,66,67],allow_non:2,along:[9,68],alpha:[2,10],alpha_new:2,alpha_old:2,alreadi:[60,62,68,70],als:70,also:[0,2,6,9,34,54,59,60,61,62,64,65,66,68,69,70],alter:[2,11,61,62,66],altern:70,although:68,alwai:[2,9,61,68,69,70],among:[2,9,10,59,62],amount:[66,68],anaconda:[65,69],analys:69,analysi:[34,59,62,66,70],analyticsvidhya:62,angl:[42,62,66],angu:59,angular:66,ani:[2,9,10,21,39,48,61,62,65,66,68,69,70],annual:59,anoth:[11,60,68,70],anova:2,any_structur:2,anymor:61,anyth:68,anywai:9,apach:59,api:[54,60,62],appear:66,append:[61,62,70],appendix:2,appli:[0,2,6,9,11,38,50,60,61,62,66,68],applic:[11,59,66,68],approach:[9,59,62,68],appropri:0,arbitrari:66,area:[15,66,70],arg:[1,2,4,11,15,18],argmax:10,argu:66,argument:[0,1,2,11,61,64,65],arif:59,around:[2,6,17,56,60,62,64,70],arrai:[1,2,9,10,11,15,59],artefact:66,articl:[15,59,66],arxiv:[9,59],asm:66,aspect:66,assertionerror:0,assess:[6,9,61],assign:[2,40,42,62],assist:[59,66],associ:2,assum:[2,9,50,60,62,65,68,69,70],assumesameimageandmaskmetadata:[11,37,38,62],assumpt:[2,38,62,70],attribut:[0,2,4,6,7,9,11,17,18,59,61],atyp:70,auc:[2,15,70],author:15,auto:[2,53,62],autom:59,automat:[0,6,11,40,59,60,61,62,66,68,69],avail:[2,6,61,63,68],averag:[10,61],average_precision_weight:[39,62],avoid:[2,60,66],awai:66,axes:66,axi:[9,50,62,66],axial:[11,49,50,51,56,60,61,62,66],back:[61,65],backend:[38,61,62],backward:61,balanc:70,band:[6,70],bangma:59,barchart:[10,61,70],base:[0,2,4,5,6,7,9,10,11,17,18,34,50,59,61,62,66,70],baseestim:[2,9],baselin:68,basesearchcv:2,basesearchcvfastr:2,basesearchcvjoblib:2,basestr:6,basi:70,basic:[64,66,68,70],basicworc:[0,59,61,69,70],batch:[9,23,24,60,62],bay:[24,62],bbox_2d:10,bca:70,been:[0,9,10,59,66,68,69],befor:[0,2,6,9,42,60,61,62,65,66,68,69],beforehand:66,begin:[59,61],beginn:59,behavior:2,behaviour:61,being:[15,50,62],belong:[0,2,9],below:[0,2,34,48,60,62,66,68,69,70],benefit:[60,66,68],bengio:70,benign:59,bent:59,berlin:66,besid:[0,59,62,70],best:[2,10,61,62,63,68],best_estim:2,best_estimator_:2,best_index_:2,best_params_:2,best_score_:2,beta:2,better:61,between:[2,9,17,21,22,34,42,59,61,62,66],bia:[2,11,50,60,61,62],bias_correct_imag:11,biascorrect:[49,50,62],biascorrection_mask:[49,50,62],big:61,bigr:[6,40,62,69],bigr_erasmusmc:2,bigrclusterdetector:4,bin:[52,59,62,64],binari:[2,6,9,10,11,59,61,69],binary_classif:[0,6,17,69],binaryimag:11,bincount:[51,52,62],binwidth:[51,52,62],bio:59,biomark:[59,66,68],biomed:59,bit:61,bitbucket:2,bitwise_xor:61,black:59,blazev:59,blob:[11,56,60,62,64],block:69,blog:62,bme:59,bmia:69,boht:66,bonferonni:9,book:59,bool:2,boolean_uniform:2,boost:[22,61,62],boostrap:61,bootstrap:[3,10,20,59,61,70],bootstrap_metr:10,bootstrap_n:10,border:60,borderlinesmot:[2,53,62],both:[2,10,59,60,61,62,64,66,68,70],bound:[11,17],boundari:[9,10,11,34,42,62],box:[17,59,62],boxplot:[10,61],braband:59,braf:59,branch:[0,22,62],breviti:69,british:59,broad:66,brought:68,bug:61,bugfix:61,buggi:61,build:[0,17,59,61,68,69,70],build_config:7,build_train:0,built:69,buisman:59,bulletin:9,busy:66,button:59,c_valu:2,cache_s:2,cad:2,caddementia:2,calc_pvalu:15,calcfeat_nod:0,calcfeatur:[37,61,62],calcfeatures_test:[0,12],calcul:[0,2,9,10,38,62,64],call:[2,61,64,66,69,70],callabl:2,can:[0,2,6,9,10,11,17,34,38,42,44,50,59,60,61,62,64,65,66,68,69,70],cancer:[59,66],candid:2,cannot:[2,59,60,61],captur:60,carcinoma:59,cardin:61,cartesiu:[6,69],cartesiusclusterdetector:4,caruana:[2,10],cash:[62,68],cast:61,castillo:59,categor:[9,61],categori:70,caught:6,center:[59,66],centr:66,certain:[2,6,17,60,61,62,66,70],cf_pyradiom:[37,62],challeg:2,challeng:[2,70],chang:[6,59,60,62,64,66,69],changelog:59,chapter:[6,59,60,62,63,65,66,67,69,70],characterist:[10,15,70],check:[2,6,11,48,50,60,61,62,64,70],check_image_orient:11,check_multimetric_scor:2,check_scor:2,checkorient:[49,50,62],checkspac:[49,50,62],chi2:61,child:[22,62],choic:[2,59,68],choos:[2,50,61,62],chosen:[2,62,66],chunk:2,chunksdict:2,circular:66,class_i:2,class_j:2,class_weight:2,classfic:[40,62],classif:[0,3,6,22,46,61,64,66,69,70],classifi:[0,2,10,21,22,32,59,61,62,65,70],classifier_data:2,classifiermixin:2,classpi:2,clean:[54,61,62],clf:2,clinic:68,clip:[11,49,50,60,61,62],clip_imag:11,clipping_rang:[49,50,62],clone:69,closest:2,cluster:[2,6,22,40,61,62,68,69],cnb_alpha:[21,22,62],coars:[6,66,69],coarse_overrid:7,code:[60,62,69],coef0:2,coeffici:[2,9,70],col:[22,62],coliag:[41,42,58,62],coliage_featur:[9,57,58,62],collabor:59,colleagu:68,color:10,colorect:59,column:[2,6,9,59,66,70],com:[6,9,15,38,59,62,64,65,66,69,70],combat:[0,3,16,24,37,38,59,61],combatharmon:[9,38,62],combatmatlab:9,combatpython:9,combin:[1,2,9,10,24,31,32,59,61,62,63,66,68,70],combine_featur:1,combine_method:[1,31,32,62],combine_multiple_estim:10,comma:[2,9,21,23,35,36,41,62],command:[0,2,9,17,59,61,62,64,65,68,69],common:[2,6],commonli:66,commun:69,compact:66,compar:[15,68],comparison:[59,66],compat:[1,7,9,11,60,61,64],complementari:66,complementnb:[22,62],complementnd:[21,62],complet:[61,62,69,70],complex:[66,70],compon:[9,17,34,60,62,68,70],comprehens:[60,63,66],comput:[0,2,6,9,10,15,16,42,52,59,60,61,62,66,68,69,70],compute_ci:[0,59],compute_confid:10,compute_confidence_bootstrap:10,compute_confidence_logit:10,compute_ground_truth_statist:15,compute_midrank:15,compute_midrank_weight:15,compute_statist:10,concept:[59,68],concern:68,concord:70,conda:65,condit:65,conduct:[2,61,70],confer:[59,66,70],conffid:61,confid:[6,10,61,70],config:[0,1,2,6,7,9,10,11,17,22,34,60,61,62,63,64,66,69,70],config_file_path:[1,11],config_io_classifi:[0,59,64],config_io_combat:[0,59],config_io_pyradiom:[0,59],config_preprocess:[0,59],config_segmentix:[0,59],config_worc:[0,59],configbuild:[0,6,61],configpars:[0,11,62],configur:[0,1,2,6,9,59,60,61,64,65,67,69,70],confipars:1,congress:59,congruenc:66,connect:59,consist:[2,39,40,62,69,70],consol:7,constant:[9,43,62,68],construct:[2,6,10,59,69],construct_classifi:[0,59],construct_svm:2,consumpt:2,contain:[0,1,2,6,9,10,11,36,61,62,66,69,70],containingfor:2,content:[7,11,59,66],continu:[2,61,69],contour:[10,11,56,60,62],contrast:[2,66],contribut:59,control:2,converg:[10,61],convers:61,convert:[1,7,9,61,64,66],convert_config_pyradiom:1,convert_features_icc_threshold:9,convert_predict:9,convert_pyradiom:9,convert_pyradiomics_featurevector:9,convert_radiomix_featur:7,convex:66,copi:[0,2,9,11,38,59,60,61,62,64],copymetadata:0,core:[2,6,38,40,61,62,66,69],coron:[51,62],correct:[11,24,50,60,61,62,70],correctli:[10,61,65,70],correl:[9,15,66,68,70],correspond:[2,9,10,40,52,61,62,66,70],cost:2,could:[61,65,66,68],count:[6,52,62,66],count_num_subject:6,count_paramet:10,coupl:70,cours:70,covari:15,cox:70,cpu:2,crash:[59,61,69],creat:[0,2,5,6,10,17,61,62,66,68,69,70],creata:2,create_bbox:17,create_ensembl:[2,61],create_example_data:[0,59,70],create_links_addon:17,create_links_standalon:17,create_network:[13,17],create_param_grid:2,create_random_featur:5,create_sourc:62,createfixedsplit:[0,59],creation:[59,61,66],criteria:59,criterion:2,crop:68,cross:[0,2,10,17,26,38,40,61,62,70],cross_valid:[37,38,62],crossval:[0,59],crossval_typ:10,crossvalid:[3,59],csv:[6,9,10,61,69,70],csv_file_path:4,csv_out:9,csvdetector:4,ct001:0,ct002:0,cto:59,current:[0,2,9,11,26,32,50,59,60,61,62,65,68,70],curv:[6,10,15,61,70],curve_threshold:10,custom:[2,51,52,62],custom_config_overrid:7,cv_iter:2,cv_results_:2,cyan:10,dai:65,dat:9,data:[0,2,9,10,11,16,26,59,60,61,62,66,68,69],data_path:69,datadir:69,datadownload:[0,59,61,69],datafil:61,datafold:[5,69],datafram:[2,10],dataset:[0,2,6,30,38,40,59,60,61,62,68,69,70],datatyp:[61,64,67],datayp:61,dcm:11,deal:[60,61],debug:[10,38,59,61,62,69],debugdetector:4,decent:68,decid:[66,68],decision_funct:2,decision_function_shap:2,decod:66,decomposit:[0,6,59,61,70],decompositon:61,default_queu:65,default_scor:2,defaultconfig:[0,7,62,64,70],defin:[0,2,4,6,7,9,11,17,18,34,56,62,63,64,66,68,69,70],definit:[9,59,66],degre:[2,22,42,62,66],del:69,delai:2,delet:[2,59,61,64],delete_cc_para:2,delete_nonestimator_paramet:2,delong:[0,59],delong_roc_test:15,delong_roc_vari:15,demand:2,dementia:2,demo_param:2,demonst:2,den:59,depend:[0,2,10,59,61,65,68,70],deprec:61,depth:[22,62],der:59,describ:[0,2,63,66,67,70],descript:[2,9,20,22,24,26,28,30,32,34,36,38,40,42,44,46,48,50,52,54,56,58,60,62,64,66,69],descriptor:66,design:68,desmoid:59,despit:59,detail:[2,6,10,11,60,62,65,66,70],detect:[61,65,66],detector:[0,6,59,61,69],determin:[1,2,6,10,11,20,28,32,34,36,38,42,44,46,48,50,52,56,59,61,62,66,68,69,70],determinist:2,develop:[2,66,68],developp:61,deviat:[9,42,62,66],diagnosi:59,diagnost:59,diamet:66,dicom:[0,41,42,50,58,59,60,61,62,70],dicom_featur:[9,57,58,61,62],dicom_feature_label:[41,42,62,66],dicom_feature_tag:[41,42,62,66],dict:[0,1,2,9,11],dictionari:[0,1,2,6,10,11,61,62,70],did:[61,64,68,70],didn:61,differ:[2,10,11,15,59,60,61,68],differenti:59,difficult:68,difscal:9,digit:66,dilat:[11,50,55,56,60,61,62,70],dilate_contour:11,dilate_roi:11,dimens:66,dimension:68,direct:[61,66],directli:[6,66,68,69,70],directori:[0,6,62,69],dirnam:69,disabl:[52,61,62],disc:[50,56,62],discret:[42,62,66],discrete_uniform:2,discrimin:59,discuss:[60,66,70],dispatch:2,dissimilar:66,distanc:[9,34,42,62,66],distance_p:9,distinguish:[2,59,70],distribut:[2,61,64,69,70],distrubit:2,divers:68,divid:68,do_detect:4,do_test_rs_ensembl:2,do_valid:18,doc:64,docstr:70,doctest:2,document:[2,6,9,60,61,63,65,69,70],doe:[2,9,61,62,65,66],doi:9,doing:[2,62],don:69,done:[0,2,60,61,62,63,64,66,68,70],down:61,download:[61,69],download_headandneck:[5,69],download_project:5,download_subject:5,dpi:10,draw_network:70,drawback:66,drawn:[2,40,62],drmaa:[40,62],drmaaplugin:65,drop:61,drug:66,dti:61,dtrf:59,due:[2,61,68],dummi:61,dure:[2,40,61,62,65],dwarkas:59,e104:66,e107:66,each:[2,6,9,10,11,42,61,62,65,66,68,69,70],earlier:[66,69],easi:[59,68],easier:[61,68,70],easili:[61,62,68,69,70],echo:66,ecr:59,edg:[42,62,66],edit:[69,70],editelastixtransformfil:61,edwardo:2,effect:59,effici:[2,61,66],effort:68,efron:70,eigen:[21,62],either:[0,2,9,10,24,34,62,69,70],ejrad:[],elasticnet:[21,22,61,62],elasticnet_alpha:[21,22,62],elasticnet_l1_ratio:[21,22,62],elastix4:[37,62],elastix:[0,37,59,61,62,70],elastix_para:0,elastix_test:[0,12],electr:66,element:[9,34,50,62,70],elif:[65,69],ellip:66,ellipsi:2,ellipt:66,elong:66,els:[64,65],emb:64,embed:[60,61,63],emper:[24,62],emphasi:66,empir:70,emploi:2,empti:2,emptygraylevel:65,enabl:[2,6,52,62],encod:[2,48,62],end:[59,64],energi:66,engin:[2,59,68],enhanc:66,enough:2,ensembl:[2,3,10,17,28,40,59,61,68],ensemble_scor:10,ensur:0,enter:[2,11],entir:2,entri:59,entropi:66,environ:65,epsilon_insensit:[21,62],equal:[2,9,22,24,28,50,62,66],erasmu:68,error:[2,6,10,16,59,61,66,69,70],error_scor:2,especi:[2,38,59,61,62],establish:[59,66],estim:[0,6,7,10,17,21,22,28,34,40,59,61,62],estimator_input:2,estimator_scoring_overrid:7,estsiz:10,etc:[2,9,10,59],etcetera:69,european:59,eusomii:59,evalu:[0,2,3,6,10,30,40,59,61,69],evaluatevalid:18,even:66,everi:[38,62,68],everywher:64,exact:2,exampl:[0,2,6,10,11,15,16,17,48,59,61,62,65,66,68,69],example_stwstrategyhn:69,exampledata:[0,59,69,70],examplefil:69,excel:[66,70],except:[0,6,61],exclud:[9,24,32,34,62],excluded_featur:[23,24,62],exctract:66,exe:[23,62],execut:[0,2,6,16,17,21,22,24,59,61,62,64,68,69],execute_first:7,executionplugin:65,exhaust:2,exist:[17,61,68],exp:2,exp_uniform:2,expand:[10,61,66],expect:[68,69],expected_hostnam:4,experi:[2,6,16,59,61,66,70],experiment:[30,62],experiment_fold:69,experiment_nam:69,expert:66,explain:[34,62],explant:66,explicit:2,explor:2,explos:2,expon:[2,22,62],express:2,extens:[61,68,69],extrac:60,extract:[1,2,6,9,10,11,42,52,56,59,60,61,62,68,70],extract_boundari:10,extract_firstord:[51,52,62],extract_shap:[51,52,62],extractnlargestblobsn:[0,59],extractor:[51,52,62],extrat:11,f1_score:61,f1_weight:[2,6,39,62],f1_weighted_predictproba:[2,39,62],f6d255a45dd:62,facad:[0,7,59,61,69,70],facilit:[59,68],factor_valid:18,fail:61,fals:[1,2,5,9,10,11,17,19,21,22,25,29,31,37,39,41,44,47,49,50,51,55,57,59,62,69],familiar:68,fancyimput:9,faq:[59,61],fashion:69,fast:[2,15,59],fastdelong:15,fastr3:61,fastr:[0,2,6,17,21,22,40,59,61,62,64,65,69,70],fastr_plugin:[0,2,17,21,22,62],fastr_tempdir:[0,62],fastr_test:[0,12],fastr_tool:[0,12],fastrconfig:[0,59,62,70],fastrhom:62,fat:66,fator:2,fatsat:66,fault:61,feat:1,feat_in:9,feat_out:9,feat_out_0:59,feat_test:2,feat_train:2,featpreprocess:[3,59],featsel:[3,59],featur:[0,1,2,5,6,7,9,10,11,16,17,24,32,34,36,38,42,44,48,51,52,58,59,60,61,62,68,69],feature_fil:[6,69],feature_file_nam:6,feature_label:[2,9,10,69],feature_label_1:10,feature_label_2:10,feature_labels_tofit:[9,47,48,62],feature_select:[9,34,62],feature_set:9,feature_valu:[2,9,69],featurecalcul:[37,38,62,64],featureconvert:[0,59,64],featurefil:[1,10],featurefile_p1:69,featurenam:10,featureprocess:[0,59,64],features_:69,features_from_radiomix_xlsx:6,features_from_this_directori:[6,69],features_in:9,features_mod1_patient1:1,features_mod1_patient2:1,features_mod2_patient1:1,features_mod2_patient2:1,features_out:9,features_p1:69,features_test:70,features_test_in:9,features_test_out:9,features_train:70,features_train_in:9,features_train_out:9,featuresc:[3,59],featuresdatadir:69,featurevector:9,feel:[68,69],fellow:68,felt:68,fetur:[11,66],few:68,fewer:66,fibromatosi:59,fibrosi:59,fiduzi:59,field:[1,2,9,11,36,48,60,61,62,64,66,68,69],fig:10,figsiz:10,figur:[10,61,68],figwidth:10,fij:9,file1:[2,9],file2:[2,9],file3:[2,9],file:[0,1,2,5,6,9,10,11,46,59,60,61,62,64,66,69],file_io:[0,59,61],file_path:6,filenam:[10,11,65,70],filepath:[10,61],filesmatlabr2015bbinmatlab:[23,62],filesystem:61,fill:[56,60,62],fill_valu:9,fillhol:[55,56,62],filter:[42,59,62,68],finalbsplineinterpolationord:61,find:[2,16,59,61,63,65,68,69],find_exampledatadir:16,find_testdatadir:16,findlabeldata:11,first:[6,9,10,15,34,52,59,61,62,66,68,69,70],fit:[2,9,30,40,61,62,63,64,66,70],fit_and_scor:[2,63,64],fit_param:2,fit_threshold:10,fit_tim:2,fitandscor:[0,59,61,63,64],fitfailedwarn:2,fittd:2,fitted_workflow:2,five:[64,68],fix:[2,10,17,26,34,52,59,62,65,68,70],fixandscor:61,fixed_se:[2,25,26,62],fixed_splits_csv:6,fixedsplit:2,flag:61,flat:66,flatten:[10,61],flatten_object:10,fleiss:9,flexibl:[61,68],flip:[10,66],fluctuat:66,focu:70,focuss:70,fold:2,folder:[2,7,10,16,61,62,64,69,70],follow:[2,9,10,59,60,62,64,65,66,68,69,70],fontsiz:[9,10],force2d:[51,52,62],force2ddimens:[51,52,62],foremost:66,foresight:68,forest:[34,62],fork:65,form:66,format:[0,1,2,5,6,7,9,10,11,59,60,61,62,64,65,70],formula:2,forward:68,found:[2,59,61,62,68,69,70],foundat:59,four:68,fpr:10,fractal:[58,61,62],fractal_featur:[9,57,58,62],framework:[59,61,68],frangi:[42,62,66],free:69,freeli:70,frequenc:[42,62,66],frequent:9,from:[0,1,2,6,7,9,10,11,15,21,24,38,40,42,46,56,59,60,61,62,64,65,66,68,69,70],frozenset:[2,4,9,18],fulfil:2,full:[6,7,10,11,38,49,50,59,60,61,62,69],fulli:[6,59,61],fullprint:7,fun:68,function_bas:59,funtion:9,further:61,furthermor:66,futur:61,gabor:[42,58,59,61,62],gabor_angl:[41,42,62,66],gabor_frequ:[41,42,62,66],gamma:[2,22,62],garcia:2,gastrointestin:59,gather:10,gaussian:[52,59,62],gaussiannb:[21,62],gave:[2,61],gclm:[48,62,66],gener:[0,2,3,6,9,10,21,22,27,34,50,59,60,61,64,65,66,68,70],generalis:59,generaliz:59,generate_config:64,generate_feature_boxplot:10,generate_performance_boxplot:10,genet:[11,70],geometrytoler:[51,52,62],get:[2,10,11,59,68,69,70],get_r:11,getparametermap:17,gibhub:59,git:69,github:[1,2,6,9,10,11,15,38,59,62,64,65,69,70],give:[2,48,60,61,62,65,66,68,69,70],given:[0,2,6,9,10,40,42,59,61,62,64,66,69,70],glcm:[42,48,52,58,59,62,65],glcm_angl:[41,42,62,66],glcm_distanc:[41,42,62,66],glcm_level:[41,42,62,66],glcmm:66,gldm:[52,58,59,62,65],gldzm:[58,61,62],glob:[6,69],glrlm:[42,52,58,59,62,65],glszm:[42,52,58,59,62,65],gmean:[39,62],going:68,good:70,grade:59,grahpviz:61,grai:59,grand:2,graphviz:61,grayscal:[42,62],grid:[2,40,62],grid_scor:61,gridsearch:[22,62],gridsearchcv:2,gridsearchcvfastr:2,gridsearchcvjoblib:2,griethuysen:66,grlm:66,ground:[10,70],ground_truth:15,groundtruth:2,group:[2,9,34,61,62,66,68,70],groupsel:[2,64],groupwis:[2,61,66,70],groupwisesearch:[33,34,62],growth:59,gsout:2,guarante:2,guid:[2,59,62],guidelin:70,hack:65,had:[61,68],haibo:2,halton:2,haltonsampl:2,hand:68,handbook:59,handl:[9,61],handle_unknown:9,hanff:59,happen:66,harmon:[0,9,16,38,59,60,61,62],has:[0,2,6,9,50,59,62,65,66,68],have:[0,2,9,10,11,34,38,59,60,61,62,64,65,66,68,69,70],hdf5:[1,2,6,7,9,10,59,69,70],head:[69,70],header:[0,2,6,66,70],heidelberg:66,held:2,help:[2,4,7,9,11,17,61,70],helper:[0,6,59],henc:[2,6,9,10,60,61,62,64,66,68,70],hepatocellular:59,herder:59,here:[2,60,62,63,64,66,70],hf_mean:9,high:[59,66,68,69],higher:2,highest:2,highli:[2,68],highlight:[51,52,62],hing:[21,62],histogram:[2,41,42,58,59,62],histogram_featur:[9,57,58,62],histopatholog:59,histori:68,hofland:59,hold:[0,2],hole:[56,60,62],home:61,homogen:[22,62,66],hope:59,horribl:69,hospit:[23,62],host:59,hostnamedetector:4,hot:[48,62],hounsfield:62,how:[1,2,10,11,28,42,56,61,62,64,66,68,69,70],howev:[2,60,62,64,66,68,70],htm:62,html:[0,9,21,22,34,42,51,52,60,62],http:[0,2,6,9,15,21,22,34,38,42,51,52,54,59,60,62,64,65,69,70],huber:[21,62],hyper:[2,62],hyperoptim:[3,28,40,59,60,61],hyperparamat:2,hyperparamet:[2,10,40,61,62,63,66,68],hypothes:66,hypothesi:15,i_max:10,i_min:10,icc:[2,9,16,59,61,70],icc_anova:2,iccthreshold:[0,59],icctyp:[2,9],idea:[68,70],ident:2,identifi:[6,69],ids:[2,11],ieee:[2,15,59,66],ignor:[9,62],iid:2,iivarinen:66,illustr:68,imag:[0,2,6,10,11,17,38,42,50,52,59,61,62,68,69],image_featur:[2,9,10],image_features_test:2,image_features_train:2,image_file_nam:[6,69],image_mr:70,image_typ:[41,42,62],imagedatadir:69,imagefeatur:[3,59,66,70],imagefil:11,images1:70,images_from_this_directori:[6,69],images_test:70,images_train:[0,6,70],imagetyp:62,imaginary_label_1:69,imbalanc:[2,54,61,62],img2:10,img:[10,11],immedi:2,implement:[0,2,6,9,11,15,22,24,62,68,70],implicitli:68,imposs:2,improv:[2,66],imput:[0,2,3,44,59,61,64,68],imputat:2,incekara:59,includ:[0,2,6,11,28,32,60,61,62,64,66,68,69,70],incompat:[52,62],incorpor:61,incorrect:[50,61,62],incorrectli:[10,61,70],increas:[2,40,61,62],inde:66,independ:[68,70],index:[2,9,10,59,62,66,70],indexerror:[0,59],indic:[2,11],individu:2,ineffici:68,infer:[0,40,59,62,70],infinit:61,influenc:66,info:[6,62,65],inform:[2,9,10,38,59,62,64,66,69,70],informat:59,ini:[0,1,2,9,11,61,62,64],init:[9,64],init_adasyn:2,init_borderlinesmot:2,init_nearmiss:2,init_neighbourhoodcleaningrul:2,init_randomoversampl:2,init_randomundersampl:2,init_smot:2,init_smoteenn:2,init_smotetomek:2,initi:[0,2,4,6,7,9,11,17,61,66],inner:[42,60,62,66],input:[0,2,6,9,10,11,17,59,61,62,64,65,68],input_fil:[7,11],inputarrai:9,inset:61,insight:70,inspect:61,instal:[59,60,61,62],instanc:[0,2],instanti:2,instead:[2,52,60,61,62,66,69,70],integ:[2,6,9,10,11,19,21,25,27,28,33,37,39,40,41,42,43,44,49,51,52,53,55,59,61,62],integr:[59,61,68],intellig:66,intens:[11,50,52,60,62,66],inter:[2,9],interact:[6,59,61,69],interest:[6,66],interfac:2,intermed:10,intermedi:2,intermediatefacad:61,intern:[59,66,70],interpol:[11,51,52,62],interpret:[64,68],interquartil:66,interv:[6,10,61,70],intervent:[59,66],intra:[2,9],intraclass:[9,70],introduct:[59,69],introductori:68,invalidcsvfileexcept:7,invalidlabelsvalid:18,invalidorderexcept:7,invari:66,inverse_transform:2,involv:2,ioerror:0,iopars:[0,2,59,64],ioplugin:0,iri:2,is_empti:2,is_multimetr:2,is_train:6,isbi:59,isi:70,isn:61,issu:[59,61,65,68,69,70],item:[0,2,9,69],iter:[2,10,20,22,38,40,61,62,64,70],ith:2,itk:[0,11,61],itkimag:10,its:[2,68],itself:[66,68,70],jacob:66,jalv:59,jfortin1:[9,38,62],jiaj:66,job:[2,6,40,61,62],joblib:[2,22,38,61,62],joblib_backend:[37,38,62],joblib_ncor:[37,38,62],join:69,joost:66,joseph:9,journal:[15,59,66],json:[2,11,61,69],jth:2,jukka:66,just:[10,61,64,69,70],k_neighbor:[2,53,54,62],kapsa:59,keep:[2,11,59,61,68],kei:[2,3,41,61,62,70],kept:9,kernel:[2,22,62,70],kessel:59,keyerror:0,kfold:2,kind:[61,68],klein:59,knn:[9,43,44,61,62],knnimput:61,know:62,knowledg:2,known:66,kovesi:66,kurtosi:66,kwarg:[2,4,18],label1:[45,62,70],label2:[45,62,70],label:[0,1,2,3,6,9,10,11,15,24,46,48,51,52,59,60,61,66,68,69],label_1_count:15,label_data:[2,10,11],label_data_test:2,label_data_train:2,label_fil:[2,10,11,17,69],label_info:11,label_nam:[1,2,6,11,45,46,62,69],label_process:[0,59],label_s:2,label_set:9,label_statu:11,label_typ:[0,1,2,9,10,11,17,70],labelprocess:61,labels_from_this_fil:[6,59,69],labels_test:[9,70],labels_train:[9,70],lambda:2,lambda_tol:2,languag:[23,24,59,62,68],laplacian:[52,59,62],laptop:68,larg:[2,61,66,68],larger:[40,61,62,66],largest:[10,11,56,60,62,66],lasso:[2,21,33,34,62],last:[61,66,68],lastli:[50,62,64],later:[2,9,62,66],latest:[42,51,52,60,62],latex:61,latter:64,lbfg:[21,62],lbp:[42,58,59,62],lbp_npoint:[41,42,62,66],lbp_radiu:[41,42,62,66],lda:[21,22,62],lda_shrinkag:[21,22,62],lda_solv:[21,22,62],lead:66,learn:[2,9,10,21,22,34,54,59,60,61,62,68,70],least:[2,66,68],leav:[26,61,62],led:61,leender:59,left:[2,61],length:[2,9,10,59],lengthi:69,lesion:[32,62,66],less:[61,62,66],let:69,letter:15,level:[42,51,52,59,62,70],lib:59,licens:59,lidc:59,lightweight:2,lij:9,like:[2,9,61,62,66,68,69],limit:70,line:[2,9,59,60,64,66,68,69],linear:[2,21,61,62,70],linear_model:[21,22,34,62],linearexecut:[6,17,21,62],link:[17,61,64,69,70],link_n4biasfieldcorrection_doc:60,linr:[21,62],linstretch:[0,59],linux:61,linuxdetector:4,lipoma:59,liposarcoma:59,list:[0,1,2,4,6,7,9,10,11,17,18,21,23,35,36,38,41,42,44,47,58,62,65,70],literatu:9,literatur:[9,60,66],littl:[2,68],liver:[59,70],load:[1,11,42,62,69],load_config:[1,64],load_config_xnat:11,load_data:1,load_featur:[1,61],load_iri:2,load_label:11,load_label_csv:11,load_label_txt:11,load_label_xnat:11,loc:[2,21,22,33,43,53,54,62],local:[42,59,62],locat:[6,58,61,62,66,69],location_featur:[9,57,58,62],log10:15,log:[9,15,22,41,42,51,52,58,59,61,62,64,65,68],log_featur:[9,57,58,62],log_sigma:[41,42,62,66],log_uniform:2,log_z_scor:[35,62],logarithm:[9,61],logic:61,logist:[22,62],logisticregress:[21,22,34,61,62],logit:9,logstandardscal:9,longer:[61,62],loo:[25,26,61,62],loo_cross_valid:2,look:[6,59,60,62,63,64,66,68,69,70],loop:[2,65],loss:[2,22,62,66],lot:[52,62,66,68],low:[59,66],lower:[9,11,34,50,61,62],lowerbound:11,lr_l1_ratio:[21,22,62],lr_solver:[21,22,62],lrc:[21,22,62],lrpenalti:[21,22,62],lsqr:[21,62],luckili:68,lung:59,maarten:59,machin:[2,34,59,61,62,66,68,70],macskassi:70,made:[6,59,61,62,66,68,70],maenpaa:66,magnet:66,mai:[2,62,64,66,68,69],main:[6,10,13,16,60,61,69,70],major:[53,61,62,66],majorli:[6,61],make:[2,6,10,38,40,60,61,62,64,65,68,69,70],make_scatterplot:10,make_scor:2,malign:59,manag:[0,66],mandatori:[1,2,9,10,11],manhattan:61,manhattan_import:10,mani:[0,2,9,10,28,56,60,61,62,66,68,70],manipul:70,mann:70,mannwhitneyu:[9,33,62],manual:[2,6,39,59,60,61,62,65,66,68,69],manufactur:66,map:[2,10,70],mappingproxi:[0,2,4,6,7,9,11,17,18],mark:10,marku:66,martijn:59,mask:[0,2,6,10,11,38,50,52,55,56,60,61,62,68,69],mask_contour:11,mask_file_nam:6,masked_arrai:2,masks_from_this_directori:6,masks_test:70,masks_train:70,mass:66,master:[2,60,64,70],match:[1,11,61,62,70],matlab:[9,11,23,24,59,60,62,68],matplotlib2tikz:61,matplotlib:10,matrix:[2,9,59],matter:9,matti:66,max:[1,31,32,34,41,62,64,66],max_it:[2,21,22,62],maxim:2,maximum:[2,22,42,61,62,66],maxlen:[2,39,40,61,62],mean:[1,2,6,9,24,31,32,43,61,62,65,66,70],mean_fit_tim:2,mean_score_tim:2,mean_test_scor:2,mean_train_scor:2,measur:[2,6,66,70],median:[9,43,50,62,66],medic:[59,66,68],medicin:[59,66],meet:[6,59],melanoma:59,member:2,memori:[2,39,40,61,62,70],mention:66,mesenter:59,mesh:66,messag:[2,10,61],metadata:[0,11,38,50,60,61,62,66],metadata_fil:11,metadata_test:70,metadata_train:70,metaestimatormixin:2,metastas:59,method:[0,2,6,9,10,11,15,32,34,36,44,49,50,53,54,59,61,62,65,66,68,70],metion:9,metric1:10,metric1t:10,metric2:10,metric2t:10,metric:[0,9,10,27,28,39,40,59,61,62,70],mhd:[11,70],miccai:59,michael:66,miclea:59,micro:68,microsoft:69,middl:[0,10,70],midrank:15,mimic:11,min:[9,34,41,61,62,64,66],min_object_s:[55,56,62],mine:[59,60,68],minim:[2,42,62,69,70],minimum:[22,42,50,56,61,62,66],minkov:9,minm:[49,62],minmax:[9,35,61,62],minor:[53,61,62,66],minsubjectsvalid:18,mismatch:[38,62],miss:[2,9,61],missing_valu:9,missingpi:[9,61],mixtur:11,mod:[9,23,24,61,62,64],modal:[2,9,42,52,61,62,66,70],modalityname1:[2,9],modalityname2:[2,9],mode:6,model:[1,2,6,10,15,17,34,40,58,59,61,62,68,70],model_select:[2,9],moder:[24,60,62,66],modified_hub:[21,62],modnam:1,modu:[0,2,10,17,45,46,62,69],modul:[12,21,22,34,61,62,64,70],modular:59,modulenotfounderror:59,molecular:59,momentum:66,more:[2,6,9,10,11,36,38,40,59,60,61,62,64,65,66,68,69,70],moreov:68,morpholog:[11,66],most:[2,6,9,22,62,66,68,69],most_frequ:[9,43,62],mostli:[2,9,61,62,70],mount:[2,6,61,69],move:61,mr001:0,mr002:0,mri:[52,59,62,66],mse:70,mstarmans91:[6,59,64,65,69,70],much:[40,54,61,62,66],multi:[2,59,66],multi_class_auc:2,multi_class_auc_scor:2,multi_class_relief:9,multicentr:59,multiclass:[2,6,70],multiclass_classif:6,multicor:[6,38,62],multihread:61,multilabel:[2,6,45,46,59,61,62],multilabel_typ:10,multimetric_grid_search:2,multimod:61,multipl:[0,2,9,10,32,38,60,61,62,66,68,69,70],multipli:[11,55,56,62],multiprocess:[37,62],multiresolut:66,multiscal:66,multislic:[42,58,62],multivendor:59,must:[2,59,62],mutat:59,mutlicor:2,mwu:9,mxn:2,n_1:10,n_2:10,n_blob:[55,56,62],n_classifi:15,n_compon:61,n_core:2,n_exampl:15,n_featur:[2,5,9,61],n_iter:[2,17,19,20,25,26,39,40,62],n_job:2,n_jobspercor:[2,39,40,62],n_jobsperscor:2,n_neighbor:[2,9,43,44,53,54,62],n_neighbour:9,n_neightbor:9,n_object:5,n_output:2,n_patient:9,n_sampl:[2,9,61],n_split:[2,39,40,61,62],n_splits_:2,n_test:10,n_train:10,nadeau:70,naiv:68,name:[0,2,6,9,10,11,17,22,24,36,42,48,57,58,59,61,62,66,69,70],name_of_label_predicted_for_evalu:70,nan:[2,9,32,44,61,62,66],ndarrai:2,nearest:[9,34,44,62],nearmiss:[53,62],neccesari:[61,64],neck:69,need:[2,6,9,59,61,62,64,66,68,69,70],needaccess:9,neg:[9,61,70],neg_dual_func:2,neighbor:[9,34,44,62],neighborhood:59,neighbour:[9,66],neighbourhoodcleaningrul:[2,53,62],net:9,nettyp:17,network:[0,13,17,59,61,62,64,68,69],neural:70,neurocombat:60,never:[30,60,62],new_spac:11,newest:61,newli:61,nework:0,next:[66,69,70],ngldm:[58,61,62],ngtdm:[42,52,58,59,61,62,65],nice:[61,68],niessen:59,nifti:[61,70],nii:[0,6,11,69,70],nipyp:2,nmod:0,nocrossv:2,node:[0,17,32,61,62,68,70],nofeaturesfoundexcept:7,noimagesfoundexcept:7,nois:[24,62],nomasksfoundexcept:7,nomean:9,non:[2,6,9,24,61,62,66,68,70],none:[0,1,2,4,5,6,7,9,10,11,15,17,18,21,35,51,55,56,61,62,65],nonparametr:70,nor:59,norm_tol:2,normal:[2,6,10,11,49,50,51,52,60,61,62,66,68,70],normalization_factor:10,normalize_imag:[11,60],normalize_roi:[11,49,50,62],normalize_whitespac:2,normalizescal:[51,52,62],nosegmentationsfoundexcept:7,not_label:2,notabl:61,note:[0,2,6,9,10,11,61,62,66,68,69],notic:66,notimplementederror:0,now:[61,66],npoint:66,npv:[61,70],nrrd:[11,70],nsampl:10,nsubject:[5,69],num_class:2,num_train:2,number:[2,6,9,10,11,15,20,22,26,34,38,40,42,44,54,61,62,66,68,70],numbertoextract:11,numer:[2,9,70],numf:9,numpi:[2,9,10,11,15,59,61,66],obj:59,object:[0,1,2,4,6,7,9,10,11,17,18,22,32,54,56,59,60,61,62,64,69],objectsampl:[0,59,61],observ:[2,9],obsolet:[38,62],occur:[2,9,34,59,62,63,65,70],occurr:9,odd:66,oddfeat:9,oddpati:9,odink:59,oerat:15,of_:[23,62],off:[2,66,70],offer:66,offici:59,often:[62,66,68,70],ojala:66,older:61,omit:69,onc:[2,11,60,61,66],oncolog:59,oncoradiom:[6,61],one:[0,2,6,9,10,11,26,36,48,50,61,62,64,65,66,68,69,70],onehotencod:[2,3,9,48,59,61],onehotencoderwrapp:[0,59],onevsrest:61,onevsrestclassifi:2,onli:[2,6,9,11,22,30,40,50,61,62,65,66,68,69,70],onlin:[68,69],ontolog:68,onward:2,open:[59,61,65,68,69],oper:[10,11,59,66,70],opim:2,optim:[0,2,22,40,60,61,62,63,66,70],optimiz:0,option:[0,1,2,6,9,10,11,19,21,22,23,25,27,29,31,32,33,35,37,39,41,43,45,47,49,51,53,55,57,60,61,62,64,66,69,70],order:[2,9,10,11,52,60,61,62,63,66,68],org:[2,9,21,22,34,62],organ:[66,68],orient:[11,41,42,50,58,59,60,61,62],orientation_featur:[9,57,58,62],orientationprimaryaxi:[49,50,62],origin:[2,51,52,58,60,61,62,66],original_featur:[9,57,58,62],oserror:0,other:[0,2,9,34,39,59,60,61,62,64,68,70],otherwis:[2,9,50,52,60,61,62],otsu:[11,49,50,61,62],our:[59,62,64,66,69,70],out:[2,10,11,26,61,62,68,69,70],outcom:[2,40,62,68,69],outer:[26,60,62,66],outlier:[9,61],output:[2,6,9,10,11,17,61,62,64,68,69,70],output_csv:[9,10],output_fold:7,output_hdf:2,output_itk:10,output_json:2,output_nam:10,output_name_zoom:10,output_png:[9,10],output_tex:[9,10],output_zip:10,outputfold:[2,10,69],over:[2,6,9,61,62,66,68],overal:[61,69],overfit:[30,60,61,62],overfit_scal:[2,10],overfitscal:[29,30,62],overid:61,overlai:10,overrid:[6,61],oversampl:[61,68],overview:[60,63,66,69,70],overwrit:[6,50,61,62],overwritten:0,own:[37,62,64,66,68,69],p_ngtdm:65,packag:[59,61,66,70],packagedir:61,pad:[10,17],padmo:59,page:[15,59,68,70],pairwis:11,pairwise_auc:2,panda:[2,10,69],panda_data:2,paper:[2,9,66],par:[9,23,24,62],para:2,paracheck:10,parallel:[2,6,61,62],param:[2,10],param_c:2,param_degre:2,param_distribut:2,param_gamma:2,param_grid:2,param_kernel:2,param_list:2,paramet:[0,2,6,9,10,11,22,34,40,54,59,60,61,62,63,64,68,70],parameter_optim:[0,59],parametergrid:2,parameters_al:2,parameters_est:2,parametersampl:2,parametr:[9,24,62],paramt:2,parekh:66,parent:17,pars:[1,61,62,64],part:[2,6,34,42,61,62,63,64,66,68,70],parti:9,pass:[2,61,70],path:[0,1,2,7,9,10,11,24,61,62,69],pathnotfoundexcept:7,patient001:0,patient002:0,patient1:[62,70],patient1_0:70,patient1_1:70,patient2:[62,70],patient3:[62,70],patient:[0,1,2,6,9,10,11,32,54,59,61,62,66,69,70],patient_001:69,patient_002:69,patient_featur:[9,61,70],patient_id:[2,11,17],patientclass:[61,62],patientinfo:[1,2,9,10,11],patientinfo_test:2,patientinfo_train:2,patrick:9,pattern:[59,70],pca:[2,6,34,61,62,64,70],pcatyp:[33,34,62],pce:61,pdf:9,peak:66,pearson:70,peform:69,penalti:[22,61,62],peopl:59,per:[0,1,2,9,24,56,61,62,65,66,70],per_featur:[9,23,24,62],percentag:[2,6,9,10,17,26,34,40,54,61,62,66,69,70],percentil:[9,61,66],perform:[0,2,6,9,10,17,26,30,38,40,46,59,61,62,63,68,69,70],performance_all_0:69,performance_fil:69,performance_metr:2,performance_multilabel:2,performance_singlelabel:2,person:59,peter:66,peura:66,pf_:[23,35,62],phase:[41,42,58,59,62],phase_featur:[9,57,58,62],phase_minwavelength:[41,42,62,66],phase_nscal:[41,42,62,66],phd:68,phenotyp:66,phil:59,philip:66,physic:0,pick:[62,70],pid:[10,11,61],pietikainen:66,pilot:59,pinfo:[10,17,61],pinfo_hn:69,pip:[60,61,65,69],pipelin:[0,59,61,68,70],pixel:[0,10,42,52,62,66],place:64,placehold:9,platform:[59,68,69],pleas:[2,6,9,59,60,62,63,64,65,66,69,70],plot:[0,9,16,59,61],plot_bar:10,plot_barchart:[0,59],plot_boxplot_featur:[0,59],plot_boxplot_perform:[0,59],plot_error:[0,59],plot_estimator_perform:[0,59],plot_hyperparamet:[0,59],plot_im_and_overlai:10,plot_imag:[0,59,61],plot_prc_cic:10,plot_pvalues_featur:[0,59],plot_ranked_imag:10,plot_ranked_percentag:10,plot_ranked_posterior:[10,61],plot_ranked_scor:[0,59],plot_roc:[0,59],plot_roc_c:10,plot_single_prc:10,plot_single_roc:10,plot_svm:61,plot_svr:61,plot_test:9,plotminmaxrespons:[0,59],plotrankedscor:61,plu:[2,24,62,70],pluge:0,plugin:[0,2,21,22,40,61,62,65,68],png:[0,10,61],point:[2,10,42,62,69],pointint:10,pointsar:10,poli:[2,21,62],polynomi:[22,62,70],port:61,posit:[2,9,10,34,62,66,70],possibl:[2,9,59,61,66,68,70],post:69,posterior:[6,10,70],posteriors_csv:10,potenti:64,ppv:70,practic:68,prax:66,prc_csv:10,prc_png:10,prc_tex:10,pre:61,pre_dispatch:2,precis:[10,61,66,70],precomput:69,precrop:[51,52,62],predict:[2,5,6,9,10,15,37,57,59,60,61,62,65,66,68,69,70],predict_label:[6,61,69],predict_log_proba:2,predict_proba:[2,61],predictions_on:15,predictions_sorted_transpos:15,predictions_two:15,predictproba:61,predit:61,preflighcheck:61,preflightcheck:[0,59,61],prepar:[11,59],preprint:59,preprocess:[0,2,3,9,37,38,50,59,61,68,70],preprocess_nod:0,preprocessor:[0,32,59,61,62,64],preprocss:2,present:[2,59,61,66],preserverd:[24,62],prevent:61,previou:[68,70],previous:[61,68],primari:[50,62],primary_axi:11,princip:66,principl:[34,59,62,68,70],print:[2,7,9,10,61,69,70],probabl:[2,15,69],probe:59,problem:[2,59,61,68],procedur:[9,62,70],proceed:[59,70],process:[0,2,6,15,38,59,60,61,62,68,70],process_fit:2,processpoolexecut:17,produc:[2,66],program:[23,62,68],progress:[2,61],project:[5,11,61],project_nam:5,projectid:[45,46,62],proof:59,proper:[0,61],properli:61,properti:[2,66],prostat:59,proven:68,provid:[0,2,6,10,11,17,24,28,38,49,50,60,62,63,66,69,70],provost:70,pseudo:2,psycholog:9,publish:15,purpos:[0,30,62],push:59,put:[10,61,62,70],pvalu:15,pxcastconvert:61,pyradiom:[1,3,9,37,51,52,57,59,61,64,65,66],python3:61,python:[5,9,23,59,60,61,62,64,68,69],python_intro:60,pywavelet:65,qda:[21,22,62],qda_reg_param:[21,22,62],qualiti:2,quantifi:66,quantit:[59,66,68],question:68,quick:[59,62],quickli:66,quit:[62,68],qxm:2,radial:[66,70],radian:[42,62,66],radii:[42,62],radiograph:66,radiolog:[59,66],radiom:[0,9,60,62,63,70],radiomix:[6,7,61],radiu:[10,11,42,50,56,62,66],rais:[2,61],rajic:59,ran:[2,61,69],random:[2,5,24,26,34,61,62,70],random_se:2,random_search:2,random_search_paramet:2,random_split:[25,62],random_split_cross_valid:2,random_st:[2,9],randomizedsearchcv:2,randomizedsearchcvfastr:2,randomizedsearchcvjoblib:2,randomli:[2,34,62],randomoversampl:[53,62],randomsearch:2,randomst:2,randomundersampl:[53,62],rang:[10,11,22,34,54,62,66],rank:[6,9,10,28,34,40,61,62,68,70],rank_:2,rank_test_scor:2,ranked_pid:10,ranked_scor:10,ranked_truth:10,rankedposterior:61,rankedsvm:[0,59,61],ranking_scor:[2,39,40,62],ranksvm:2,ranksvm_test:2,ranksvm_test_origin:2,ranksvm_train:2,ranksvm_train_old:2,rate:[10,22,62,70],rater:9,rather:2,ratio:[10,22,62,66],rational:63,raw:[11,66],rbf:[2,21,62],read:[1,2,11,68,69,70],read_hdf:69,reader:61,readthedoc:[0,42,51,52,54,59,60,61,62],reason:[2,66],recal:[10,61,70],receiv:[10,15,70],recommend:[2,22,24,59,60,62,64,66,68,69],recommmend:69,recreat:2,reduc:[2,59,61],reduct:[61,68],redund:[61,66],ref:2,refactor:61,refer:[0,1,2,3,4,6,7,9,10,11,15,17,18,37,61,62,64,66,68],refit:[2,40,61,62],refit_and_scor:2,refit_ensembl:10,refit_workflow:[2,39,40,62],reflect:66,regard:59,regardless:69,region:[6,66],registr:[0,38,59,61,62,68,70],registrationnod:[37,38,62],regress:[2,6,10,17,22,46,59,61,62,69,70],regressor:[0,59,60,61],regular:[22,62,70],rel:2,relat:[0,66],releas:[61,68],relev:[60,64,66,68,70],reli:66,reliabl:9,relief:[0,2,34,59,61,62],reliefdistancep:[33,34,62],reliefnn:[33,34,62],reliefnumfeatur:[33,34,62],reliefsamples:[33,34,61,62],reliefsel:2,reliefus:[33,34,62],remov:[9,10,38,56,60,61,62],remove_small_object:[55,56,62],removeconst:10,renam:61,rencken:59,repeat:[2,62],repetit:66,replac:[2,9,44,61,62,64,65],replacenan:[2,61],report:70,repositori:[59,69],repres:[2,66],reproduc:[61,68],requir:[0,2,6,22,59,61,62,65,68,69,70],resampl:[2,3,11,49,50,54,59,60,61,70],resample_imag:11,resampled_imag:11,resampledpixelspac:[51,52,62],resampling_spac:[49,50,62],research:[59,66,68],resourc:[0,11,13,59,65,68],respect:[2,9,56,60,62,69,70],result:[2,9,10,38,50,59,61,62,66,68],ret:2,retreiv:11,retriev:66,return_al:2,return_estim:2,return_n_test_sampl:2,return_paramet:2,return_tim:2,return_train_scor:2,returnplot:10,revert:61,review:66,rfmax_depth:[21,22,62],rfmin_samples_split:[21,22,62],rfn_estim:[21,22,62],rfr:[21,62],rgrd:[58,61,62],rgrd_featur:[9,57,58,62],ridg:[21,61,62],right:70,ring:[11,55,56,60,61,62],risk:[59,70],rms_score:2,rng:2,robust:[9,35,59,61,62,66],robust_z_scor:[9,35,62],robustscal:[9,61],robuststandardscal:[9,61],roc:[6,10,15,61,70],roc_comparison:15,roc_csv:10,roc_png:10,roc_tex:10,roi:[11,50,52,59,61,62,70],roi_dilate_radiu:11,roidetermin:[11,49,50,62],roidil:[49,50,62],roidilateradiu:[49,50,62],rokwa:9,root:[2,6],rosset:70,rotat:[50,62,66],rough:66,round:[2,22,61,62],rounded_list:2,routin:[66,68],row:[2,9,66],rtstructread:61,run:[2,6,9,59,61,62,65,68,70],runtim:[2,61],rvs:2,safe:64,saga:[21,62],sagit:[51,61,62],sai:60,same:[1,2,9,10,22,32,38,60,61,62,66,68,69,70],samefeat:9,sampl:[0,1,2,9,10,22,34,40,54,61,62,70],sample_s:9,sample_weight:15,sampler:2,sampleswarn:18,sampling_strategi:[2,53,54,62],sar:2,sar_scor:2,sarcoma:59,satur:66,save:[0,2,5,9,10,38,40,61,62,66,69,70],save_config:[0,64],save_data:2,save_memori:10,scale:[2,9,21,22,33,36,42,43,52,53,54,61,62,66,68],scaler:[0,2,30,59,61,62,64],scaling_method:[35,36,62],scan:[62,66,69],scanner:66,scatterplot:[0,59],schoot:59,scienc:70,scikit:[2,9,21,22,34,60,62],scipi:2,score:[2,6,9,10,17,40,50,61,62,63,70],score_tim:2,scorer:2,scorer_:2,scorers_dict:2,scoring_method:[2,6,7,39,40,62],scoring_paramet:2,script:[9,60,61,64,65,68,69,70],script_path:69,scroll:70,search:[2,6,9,34,40,59,61,62,64,65],searchcv:[0,10,59,61,64],sebastian:59,second:[2,9,15,24,62,66],section:[62,69,70],see:[0,1,2,4,6,7,9,10,11,17,21,22,34,38,42,51,52,54,59,60,61,62,64,65,66,69,70],seed:[2,26,61,62],seem:[61,68],seen:[2,70],seg:[17,61],seg_liver_mr:70,seg_tumor1_mr:70,seg_tumor2_mr:70,seg_tumor_mr:70,segment:[0,6,10,11,17,38,56,60,61,62,66,68,69],segmentation_file_nam:[6,69],segmentations1:70,segmentations2:70,segmentations_from_this_directori:[6,69],segmentations_test:70,segmentations_train:[6,70],segmentix:[0,1,3,37,38,52,59,60,61,70],segmentix_test:[0,12],segradiu:[55,56,62],segtyp:[55,56,62],sel:9,select:[2,6,9,11,22,34,52,59,61,62,68,70],selected_label:6,selectfeatgroup:[3,34,59],selectfrommodel:[33,34,61,62],selectfrommodel_estim:[33,34,62],selectfrommodel_lasso_alpha:[33,34,62],selectfrommodel_n_tre:[33,34,62],selectgroup:[0,59],selectindividu:[0,59],selectmodel:2,selectmulticlassrelief:9,selectormixin:9,self:[2,4,7,9,11,17,22,62,65],selfeat_vari:9,semant:[0,6,58,59,61,62],semantic_featur:[9,57,58,62],semantics_from_this_fil:6,semantics_test:70,semantics_train:70,semf_:[23,35,62],semicolon:61,sensibl:66,sensit:70,separ:[2,6,21,23,30,35,36,41,61,62,70],sequenc:[0,2,70],seri:6,seriou:60,serpar:61,serv:[0,66,68,70],session:5,set:[0,1,2,5,6,9,10,15,17,22,30,38,40,44,50,60,61,62,64,65,66,68,69,70],set_fixed_split:6,set_multicore_execut:[6,69],set_tmpdir:[6,69],settin:2,settings_dict:1,setup:[6,61],sever:[0,6,9,11,60,61,62,65,66,68,70],sex:[9,41,62,66,70],sf_:[23,62],sf_compact:9,sgd:[21,22,62],sgd_alpha:[21,22,62],sgd_l1_ratio:[21,22,62],sgd_loss:[21,22,62],sgd_penalti:[21,22,62],sgdr:[21,62],shape:[2,9,41,42,52,58,59,62],shape_featur:[9,57,58,62],shear:68,sheet:70,shift:[24,62],should:[0,1,2,6,9,10,11,24,36,38,40,42,54,56,60,61,62,70],show:[2,10,61,69,70],shown:68,shrink:2,shrinkag:[22,62],shrout:9,shuffle_estim:10,shutil:61,siemen:66,sigma:[9,15,66],sign:[2,9],signal:15,signatur:[2,4,7,9,11,17,59],signific:[10,70],significantli:62,similar:[2,9,60,61,64,65,66,68,69,70],similarli:64,simpl:[6,60,66,68,69],simpleelastix:70,simpleitk:[50,60,62,70],simpler:68,simplest:70,simplevalid:18,simpleworc:[0,59,60,61,69,70],simpli:[24,59,61,62,65,69,70],simplifi:69,simultan:[2,68],singel:6,singl:[2,6,10,11,15,24,40,42,44,59,60,61,62,63,70],single_class_relief:9,singleclass:2,singlelabel:[2,17,45,46,62],singleton:2,sink:[0,17,61,64,68,70],sink_data:[0,13,17,70],site:[2,59],sitkbsplin:[51,52,62],six:66,size:[2,10,17,34,40,42,59,61,62,70],size_alpha:2,skew:66,skip:[36,61,62,69,70],skip_featur:[9,35,36,62],sklearn:[2,9,10,21,22,34,39,61,62,64],slack:[22,62],sleijfer:59,slice:[0,2,10,56,61,62,66,70],slicer:[0,10,59,61],slight:2,slightli:69,slow:61,small:[9,56,60,61,62,66],smaller:[54,62,66],smallest:2,smart:[10,62],smit:59,smote:[2,53,61,62],smoteen:2,smoteenn:[53,62],smotetomek:[53,62],snapshot:70,sne:[6,70],societi:59,soft:59,softwar:[24,59,62,68],sole:66,solid:66,solut:[2,65],solv:[65,68],solver:[22,61,62],some:[0,2,6,61,62,64,68,69,70],somenam:[62,70],someon:68,sometim:61,sort:[2,15,61,69],sourc:[0,1,2,4,5,6,7,9,10,11,13,15,16,17,18,59,61,62,64,66,68,69],source_data:[0,13,70],space:[2,9,10,11,34,50,60,61,62,64,66,70],span:2,spars:[9,70],spawn:[0,2],spawner:0,spearman:70,specif:[2,9,22,48,62,64,65,66,68,69,70],specifi:[0,2,6,11,22,34,38,40,48,54,62],speed:[6,69],spend:2,spheric:66,split0_test_scor:2,split0_train_scor:2,split1_test_scor:2,split1_train_scor:2,split2_test_scor:2,split2_train_scor:2,split:[2,9,17,22,26,61,62,66,68,70],springer:66,squar:[2,10,70],squared_epsilon_insensit:[21,62],squared_hing:[21,62],squared_loss:[21,62],src:2,ssh:69,stabl:[0,9,21,22,34,54,61,62],stack:1,standalon:[17,61],standard:[6,9,42,59,61,62,66,69,70],standardis:59,standardscal:9,starman:59,start:[2,59,61,62,65,68],stat:[2,10,69],state:[0,2,28,61,62,64,69],statement:[11,64],staticmethod:18,statist:[0,2,9,10,16,34,59,61,62,66,69,70],statisticalsel:2,statisticaltest:61,statisticaltestfeatur:[0,59,61],statisticaltestmetr:[33,34,62],statisticaltestthreshold:[0,33,34,59,62],statisticaltestus:[33,34,62],statsticaltestthreshold:61,statu:[2,11,59],std:9,std_fit_tim:2,std_score_tim:2,std_test_scor:2,std_train_scor:2,stefan:59,step:[2,42,60,61,62,63,66,68,70],still:[61,69,70],stimul:59,stop:[11,61],store:[2,6,7,69,70],str:[2,61],straight:[60,68],strategi:[2,9,10,43,44,54,59,61,62],stratif:59,stratifi:[2,17],stratifiedkfold:2,strenght:[22,62],strength:[22,62,66],stretch:10,string:[0,1,2,6,9,10,11,21,23,35,39,40,41,45,47,61,62,70],stromal:59,strongli:69,struct:61,structer:66,structur:[66,69,70],stuck:69,student:[9,68,70],studi:[0,59,68],studio:69,stwstrategyhn1:69,sub:[0,66],subfold:[6,61,69],subgroup:66,subject:[2,5,6],subkei:[19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,62],subpackag:59,subset:69,substr:[9,24,36,48,62],subtract:[11,55,56,61,62],succeed:61,success:2,suffici:70,suggest:[2,64],suit:[0,2,11],suitabl:[59,66],sun2014fast:15,sun:15,suppli:[1,2,10,42,50,54,56,61,62,70],support:[2,9,26,50,59,61,62,65,66,68,70],suppos:62,sure:[6,64,65,70],surfac:66,surfsara:69,surgeri:59,surgic:59,surrog:2,surround:66,surveil:59,surviv:[6,10,59,70],svc:2,svd:[21,62],svm:[2,6,10,21,22,61,62],svmc:[21,22,62],svmcoef0:[21,22,62],svmdegre:[21,22,62],svmgamma:[21,22,62],svmkernel:[21,22,62],svr:[2,6,21,62],symlink:61,symmetri:66,symposium:59,synthet:[9,10],synthetictest:9,system:[0,2,62,66,70],tabl:[2,70],tadpol:[2,70],tag:[41,42,61,62,66,70],take:[2,9,40,61,62,64,70],taken:10,tandfonlin:9,target:2,task:68,techniqu:[62,66],tedious:68,tell:[6,64,70],tempdir:[61,69],tempfold:2,temporari:[0,6,61,69],tempsav:[2,37,38,62],term:[22,34,61,62,68],terminolog:59,test:[0,2,6,9,10,15,26,30,34,38,40,59,61,62,69,70],test_combat:[0,59],test_combat_fastr:16,test_data:2,test_help:[0,59],test_iccthreshold:[0,59],test_invalidlabelsvalidator_columnsubstr:16,test_invalidlabelsvalidator_patientcolumn:16,test_invalidlabelsvalidator_patientsubstr:16,test_invalidlabelsvalidator_validconfig:16,test_metr:10,test_plot_error:[0,59],test_rs_ensembl:2,test_sampl:10,test_sample_count:2,test_scor:[2,39,62],test_score_dict:2,test_siz:[2,17,25,26,39,40,62],test_target:2,test_valid:[0,59],tex:[10,61],text:2,textur:[42,58,59,62],texture_featur:9,texture_gabor:[41,42,62],texture_gabor_featur:[9,57,58,62],texture_glcm:[41,42,51,52,62],texture_glcm_featur:[9,57,58,62],texture_glcmm:[41,42,62],texture_glcmms_featur:[9,57,58,62],texture_gldm:[51,52,62],texture_gldm_featur:[57,58,62],texture_gldzm_featur:[9,57,58,62],texture_glrlm:[41,42,51,52,62],texture_glrlm_featur:[9,57,58,62],texture_glszm:[41,42,51,52,62],texture_glszm_featur:[9,57,58,62],texture_lbp:[41,42,62],texture_lbp_featur:[9,57,58,62],texture_ngldm_featur:[9,57,58,62],texture_ngtdm:[41,42,51,52,62],texture_ngtdm_featur:[9,57,58,62],tf_glcm_contrastd1:66,than:[2,54,61,62],thei:[2,61,62,63,66,69,70],them:[2,61,62,68,70],themselv:66,therebi:[59,61,68,70],therefor:[0,6,9,60,61,64,66,68,69,70],thi:[0,2,6,9,10,32,36,40,48,50,54,59,60,61,62,63,64,65,66,67,68,69,70],thick:66,thing:[61,62,69],third:9,thoma:59,thomeer:59,those:[2,6,9,64,66,70],thread:[37,61,62],three:[2,66],thresh:[9,10],threshold:[2,9,10,16,34,50,54,61,62,66],threshold_annot:10,threshold_clean:[2,53,54,62],through:[0,2,11,17,50,59,61,62,66,68,69,70],throughput:66,thu:[2,9,59,60,61,62,66,68,70],tibshirani:70,tiff:[11,70],tikzplotlib:61,timbergen:59,time:[2,10,26,34,40,54,61,62,66,68,69,70],timer:61,timo:66,tip:59,tissu:59,titl:15,tmp:6,tmpdir:[6,69],todo:[2,9],togeth:[61,64],tol:2,toler:2,tomek:2,tomographi:59,tone:59,too:66,tool:[0,6,37,38,59,60,61,62,64,67,68,69,70],toolbox:[9,57,58,59,61,62,65,66,70],top50:2,top:[10,61],topi:66,toshiba:66,total:[2,66],towardsdatasci:62,tpr:10,trace:[65,69],track:2,trade:2,train:[0,2,6,10,22,26,30,34,38,40,61,62,70],train_data:2,train_scor:2,train_score_dict:2,train_target:2,train_test_split:2,trainclassifi:[0,10,59,61,64],transact:[2,66],transform:[2,9,38,61,62,64,66,70],transformationnod:[37,38,62],transformermixin:9,transformix:[0,37,59,61,62],transpos:[11,60,61],transpose_imag:11,travi:61,treat:62,tree:[22,34,62,70],tri:[2,68],trick:59,trigger:66,truth:[2,10,61,70],tsampl:10,ttest:[9,33,61,62],tube:66,tubular:66,tumor:[59,69,70],tumour:59,tune:[2,62,68],tupl:2,turn:61,tutori:[16,59,62,65],two:[0,2,9,10,15,21,33,41,43,53,61,62,66,69,70],txt:[0,1,2,6,9,10,61,62,70],type:[0,2,4,7,9,10,11,17,22,25,26,34,38,59,61,62,64,66,68,70],typeerror:[0,2],typegroup:61,typic:70,typo:61,udr:2,unadjust:15,unaffect:[24,62],unag:11,uncorrect:70,under:[2,15,59,61,62,66,70],underli:2,underscor:70,understand:68,unfit:2,unfortun:65,uniform:[2,22,54,61,62,64,66],uniformli:2,uniqu:[2,66],unit:[61,62],univari:[2,6,70],univers:[2,59],unless:2,unreleas:[],unround:61,unsuccesful:61,unsuit:61,unsupervis:2,until:2,updat:61,upgrad:61,upon:[6,62],upper:[34,62],upperbound:[11,50,62],uri:61,url:[11,45,46,61,62],urltyp:61,usabl:2,usag:[2,40,61,62,66,70],usd:9,use:[0,2,6,9,10,11,17,20,22,24,26,28,30,32,34,38,43,44,48,50,52,58,60,61,62,64,66,68,69,70],use_fastr:2,useag:9,used:[0,1,2,6,9,10,11,22,26,28,30,34,38,40,42,44,46,50,52,54,56,58,59,61,62,64,66,68,69,70],useful:[2,9,38,62,70],usemask:11,usepca:[33,34,62],user:[2,6,60,66,67,69],usersmynamefeaturefold:6,usersmynameimagefold:6,usersmynamemaskfold:6,usersmynamesegmentationfold:6,uses:[2,6,9,61,64,65,66,67],using:[0,2,6,9,17,22,24,26,28,34,40,44,50,52,59,60,61,62,64,65,66,68,69,70],usual:66,util:2,v600e:59,val:0,valid:[0,2,6,9,10,17,26,38,40,59,61,62,70],validationm:[26,62],validatorsfactori:18,valu:[0,2,6,9,10,11,15,34,39,42,44,48,52,60,61,62,64,66,69,70],value1:62,value2:62,valueerror:0,van:[59,66],vari:[2,52,61,62,66,68],variabl:[0,10,24,60,61,62,69],varianc:[2,9,15,33,34,61,62,66],variancethreshold:[0,34,59,61,62],variancethresholdmean:9,variant:68,variat:[24,62],varieti:[6,59,66],variou:[2,10,59,61,62,64,67,68,70],varsel:2,vector:[2,9],veenland:59,veldt:59,vendor:59,verbos:[2,5,9,10,61],verhoef:59,veri:[2,68],vermeulen:59,version:[15,24,61,62,65,66],verson:61,versu:59,vessel:[41,42,58,59,62],vessel_featur:[9,57,58,62],vessel_radiu:[41,42,62,66],vessel_scale_rang:[41,42,62,66],vessel_scale_step:[41,42,62,66],vfs:[0,61],via:69,vincent:59,virtual:65,virtualenv:69,vishwa:66,visit:64,visser:59,visual:[66,69],vizual:61,vol:70,volum:[15,59,66],voort:59,voxel:[56,62,66],voxelarrayshift:[51,52,62],wai:[62,66,70],want:[0,6,11,59,60,62,66,69,70],warn:[2,61],warp:70,wavelength:[42,62],wavelet:[51,52,58,59,61,62],wavelet_featur:[9,57,58,62],weak:[0,2,4,6,7,9,11,17,18],week:65,weichao:15,weight:[2,22,61,62],weigth:[34,62],welch:[9,33,62,70],well:[11,59,61,62,64,66,68,69,70],were:[61,64,66,68,70],weus:70,what:[64,66],when:[0,2,6,9,10,17,22,26,28,34,36,40,44,60,61,62,64,65,66,68,69,70],whenev:2,where:[2,10,59,61,68,69],wheter:[30,62],whether:[1,2,6,9,10,11,20,28,38,42,46,48,50,52,56,61,62,63,66,69],which:[0,2,6,7,9,10,11,24,34,36,38,40,48,52,60,61,62,63,64,65,66,68,69,70],whitnei:70,whole:[40,62,68],why:62,wich:2,wide:[59,66],width:[52,59,62,70],wijnenga:59,wiki:[1,2,9,10,11],wilcoxon:[2,9,33,62,70],wildcard:6,willemssen:59,window:[22,61,62,69],wip:[9,10,45,46,59,60,62,63,64],with_mean:9,with_std:9,within:[61,63,65,66,68,70],withing:[50,62],without:[2,61],wonder:68,worc:[1,2,4,5,6,7,9,10,11,13,15,16,17,18,22,37,39,42,48,60,61,62,63,64,66,67,68,69],worc_:69,worc_config:[0,59,61,62],worcassertionerror:0,worccastconvert:61,worccastcovert:61,worcdirectorydetector:4,worcerror:0,worcflow:59,worcindexerror:0,worcioerror:0,worckeyerror:[0,59],worcnotimplementederror:0,worcscal:9,worctutori:[6,59,69,70],worctutorialsimple_travis_multiclass:[0,59],worctutorialsimple_travis_regress:[0,59],worctypeerror:0,worcvalueerror:[0,59],worcworc:64,work:[11,61,66,68],workaround:2,workflow:[0,2,6,10,40,61,62,63,64,66,68,69,70],would:[62,66,68,69,70],wrap:[2,60,61,64,68],wrapper:[2,60,64,70],write:10,written:[2,9,10],wtype:0,www:[9,62],x_test:[2,9],x_train:[2,9,10],xgb:[22,62],xgb_boosting_round:[21,22,62],xgb_colsample_bytre:[21,22,62],xgb_gamma:[21,22,62],xgb_learning_r:[21,22,62],xgb_max_depth:[21,22,62],xgb_min_child_weight:[21,22,62],xgbclassifi:[21,62],xgboost:[60,61,62],xgbregressor:[21,62],xgdboost:[60,61],xlsx:[2,7],xml:64,xnat:[11,61,69],xnat_url:5,y_predict:[2,10],y_score:[2,10],y_test:2,y_train:[2,9,10],y_truth:[2,10],yandexdataschool:15,year:15,yet:[6,11,61],yield:2,yml:61,you:[0,2,6,11,17,48,54,59,60,61,62,64,65,66,68,69,70],your:[0,2,6,30,37,38,40,46,52,59,61,62,64,65,69],yourself:[59,68],yspace:9,z_score:[9,11,35,49,62],zero:[9,44,61,62],zij:9,zip:[10,61,69],zone:59,zoomfactor:10,zwanenburg:66},titles:["WORC Package","IOparser Package","classification Package","<no title>","detectors Package","exampledata Package","facade Package","helpers Package","fastrconfig Package","featureprocessing Package","plotting Package","processing Package","resources Package","fastr_tests Package","fastr_tools Package","statistics Package","tests Package","tools Package","validators Package","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","WORC: Workflow for Optimal Radiomics Classification","Additional functionality","Changelog","Configuration","Data Mining Methods","Developer documentation","FAQ","Radiomics Features","Resource File Formats","Introduction","Quick start guide","User Manual"],titleterms:{"0rc1":61,"boolean":65,"class":11,"function":60,"import":69,Added:61,Adding:64,The:[69,70],actual:69,addexcept:[0,65],addit:60,advancedsampl:2,analysi:[63,69],arrai:65,attribut:70,basicworc:6,begin:65,bigr:65,bin:66,binari:66,bootstrap:62,calcfeatures_test:13,chang:61,changelog:61,choic:66,classif:[2,59,62,63],classifi:60,cluster:65,column:65,combat:[9,60,62],command:70,compon:63,compute_ci:10,config_io_classifi:1,config_io_combat:1,config_io_pyradiom:1,config_preprocess:1,config_segmentix:1,config_worc:1,configbuild:7,configur:62,construct:70,construct_classifi:2,content:62,crash:65,create_example_data:5,createfixedsplit:[2,17],creation:62,crossval:2,crossvalid:62,data:[63,64,70],datadownload:5,debug:70,decomposit:9,definit:70,delet:65,delong:15,depend:66,detector:4,develop:[59,64],dicom:66,differ:[65,66],dimension:63,document:[59,64],elastix:17,elastix_para:70,elastix_test:13,ensembl:62,entri:65,error:65,estim:2,evalu:[17,62,70],exampl:[64,70],exampledata:5,except:7,execut:[65,70],experi:[65,69],extract:66,extractnlargestblobsn:11,facad:6,fals:65,faq:65,fastr:68,fastr_test:13,fastr_tool:14,fastrconfig:8,feat_out_0:65,featpreprocess:62,featsel:62,featur:[63,64,65,66,70],featureconvert:9,featureprocess:9,featuresc:62,file:[65,67,70],file_io:1,filter:66,first:65,fitandscor:2,fix:[61,66],format:67,found:65,from:63,full:66,function_bas:65,gabor:66,gaussian:66,gener:62,given:65,glcm:66,gldm:66,glrlm:66,glszm:66,grai:66,groupwis:63,guid:69,hdf5:65,helper:[7,11],histogram:66,hyperoptim:[62,64],icc:60,iccthreshold:9,imag:[60,66,70],imagefeatur:62,imput:[9,62,63],indexerror:65,indic:[59,65],infer:17,input:[69,70],instal:[65,69],integ:65,interact:[62,70],introduct:[62,68],iopars:1,job:65,keep:65,label:[62,65,70],label_process:11,labels_from_this_fil:65,laplacian:66,lbp:66,learn:63,length:66,level:66,lib:65,like:65,line:65,linstretch:10,local:66,log:66,look:65,machin:63,manual:70,mask:70,matrix:66,metadata:70,method:[63,64],metric:2,mine:63,model:63,modul:[0,1,2,4,5,6,7,8,9,10,11,13,15,16,17,18,59,65],modular:68,modulenotfounderror:65,must:65,name:65,need:65,neighborhood:66,network:70,ngtdm:66,numpi:65,obj:65,object:70,objectsampl:2,occur:66,onehotencod:[62,63],onehotencoderwrapp:9,optim:[59,68],orient:66,other:66,packag:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,65,69],paramet:66,parameter_optim:2,patient:65,pattern:66,pca:63,phase:66,plot:10,plot_barchart:10,plot_boxplot_featur:10,plot_boxplot_perform:10,plot_error:10,plot_estimator_perform:10,plot_hyperparamet:10,plot_imag:10,plot_pvalues_featur:10,plot_ranked_scor:10,plot_roc:10,plotminmaxrespons:10,preflightcheck:18,preprocess:[11,60,62],preprocessor:9,princip:63,process:[7,11,64],pyradiom:62,queue:65,quick:69,radiom:[59,66,68],rankedsvm:2,reduct:63,refer:59,registr:60,regress:63,regressor:2,relief:[9,63],resampl:[62,63],resourc:[12,67],result:69,roi:66,run:[66,69],scale:63,scaler:9,scatterplot:10,searchcv:2,segment:70,segmentix:[11,62],segmentix_test:13,select:[63,66],selectfeatgroup:62,selectgroup:9,selectindividu:9,semant:[66,70],shape:66,simpleworc:[6,65],site:65,size:66,slicer:17,some:65,sourc:70,standard:68,start:69,statist:[15,63],statisticaltestfeatur:9,statisticaltestthreshold:9,submit:65,subpackag:[0,6,12],surviv:63,tabl:59,terminolog:68,test:[16,63,64],test_combat:16,test_help:16,test_iccthreshold:16,test_plot_error:16,test_valid:16,textur:66,tip:69,tone:66,tool:17,toolbox:64,trainclassifi:2,transformix:17,trick:69,tutori:69,type:65,univari:63,unreleas:[],used:65,user:[59,70],valid:18,varianc:63,variancethreshold:9,vessel:66,wavelet:66,welcom:59,where:65,width:66,worc:[0,59,65,70],worc_config:8,worckeyerror:65,worctutorialsimple_travis_multiclass:16,worctutorialsimple_travis_regress:16,worcvalueerror:65,work:65,workflow:59,would:65,your:70,zone:66}})
\ No newline at end of file
+Search.setIndex({docnames:["autogen/WORC","autogen/WORC.IOparser","autogen/WORC.classification","autogen/WORC.config","autogen/WORC.detectors","autogen/WORC.exampledata","autogen/WORC.facade","autogen/WORC.facade.helpers","autogen/WORC.fastrconfig","autogen/WORC.featureprocessing","autogen/WORC.plotting","autogen/WORC.processing","autogen/WORC.resources","autogen/WORC.resources.fastr_tests","autogen/WORC.resources.fastr_tools","autogen/WORC.statistics","autogen/WORC.tests","autogen/WORC.tools","autogen/WORC.validators","autogen/config/WORC.config_Bootstrap_defopts","autogen/config/WORC.config_Bootstrap_description","autogen/config/WORC.config_Classification_defopts","autogen/config/WORC.config_Classification_description","autogen/config/WORC.config_ComBat_defopts","autogen/config/WORC.config_ComBat_description","autogen/config/WORC.config_CrossValidation_defopts","autogen/config/WORC.config_CrossValidation_description","autogen/config/WORC.config_Ensemble_defopts","autogen/config/WORC.config_Ensemble_description","autogen/config/WORC.config_Evaluation_defopts","autogen/config/WORC.config_Evaluation_description","autogen/config/WORC.config_FeatPreProcess_defopts","autogen/config/WORC.config_FeatPreProcess_description","autogen/config/WORC.config_Featsel_defopts","autogen/config/WORC.config_Featsel_description","autogen/config/WORC.config_FeatureScaling_defopts","autogen/config/WORC.config_FeatureScaling_description","autogen/config/WORC.config_General_defopts","autogen/config/WORC.config_General_description","autogen/config/WORC.config_HyperOptimization_defopts","autogen/config/WORC.config_HyperOptimization_description","autogen/config/WORC.config_ImageFeatures_defopts","autogen/config/WORC.config_ImageFeatures_description","autogen/config/WORC.config_Imputation_defopts","autogen/config/WORC.config_Imputation_description","autogen/config/WORC.config_Labels_defopts","autogen/config/WORC.config_Labels_description","autogen/config/WORC.config_OneHotEncoding_defopts","autogen/config/WORC.config_OneHotEncoding_description","autogen/config/WORC.config_Preprocessing_defopts","autogen/config/WORC.config_Preprocessing_description","autogen/config/WORC.config_PyRadiomics_defopts","autogen/config/WORC.config_PyRadiomics_description","autogen/config/WORC.config_Resampling_defopts","autogen/config/WORC.config_Resampling_description","autogen/config/WORC.config_Segmentix_defopts","autogen/config/WORC.config_Segmentix_description","autogen/config/WORC.config_SelectFeatGroup_defopts","autogen/config/WORC.config_SelectFeatGroup_description","index","static/additionalfunctionality","static/changelog","static/configuration","static/datamining","static/developerdocumentation","static/faq","static/features","static/file_description","static/introduction","static/quick_start","static/user_manual"],envversion:{"sphinx.domains.c":1,"sphinx.domains.changeset":1,"sphinx.domains.cpp":1,"sphinx.domains.javascript":1,"sphinx.domains.math":2,"sphinx.domains.python":1,"sphinx.domains.rst":1,"sphinx.domains.std":1,"sphinx.ext.intersphinx":1,"sphinx.ext.todo":1,"sphinx.ext.viewcode":1,sphinx:56},filenames:["autogen/WORC.rst","autogen/WORC.IOparser.rst","autogen/WORC.classification.rst","autogen/WORC.config.rst","autogen/WORC.detectors.rst","autogen/WORC.exampledata.rst","autogen/WORC.facade.rst","autogen/WORC.facade.helpers.rst","autogen/WORC.fastrconfig.rst","autogen/WORC.featureprocessing.rst","autogen/WORC.plotting.rst","autogen/WORC.processing.rst","autogen/WORC.resources.rst","autogen/WORC.resources.fastr_tests.rst","autogen/WORC.resources.fastr_tools.rst","autogen/WORC.statistics.rst","autogen/WORC.tests.rst","autogen/WORC.tools.rst","autogen/WORC.validators.rst","autogen/config/WORC.config_Bootstrap_defopts.rst","autogen/config/WORC.config_Bootstrap_description.rst","autogen/config/WORC.config_Classification_defopts.rst","autogen/config/WORC.config_Classification_description.rst","autogen/config/WORC.config_ComBat_defopts.rst","autogen/config/WORC.config_ComBat_description.rst","autogen/config/WORC.config_CrossValidation_defopts.rst","autogen/config/WORC.config_CrossValidation_description.rst","autogen/config/WORC.config_Ensemble_defopts.rst","autogen/config/WORC.config_Ensemble_description.rst","autogen/config/WORC.config_Evaluation_defopts.rst","autogen/config/WORC.config_Evaluation_description.rst","autogen/config/WORC.config_FeatPreProcess_defopts.rst","autogen/config/WORC.config_FeatPreProcess_description.rst","autogen/config/WORC.config_Featsel_defopts.rst","autogen/config/WORC.config_Featsel_description.rst","autogen/config/WORC.config_FeatureScaling_defopts.rst","autogen/config/WORC.config_FeatureScaling_description.rst","autogen/config/WORC.config_General_defopts.rst","autogen/config/WORC.config_General_description.rst","autogen/config/WORC.config_HyperOptimization_defopts.rst","autogen/config/WORC.config_HyperOptimization_description.rst","autogen/config/WORC.config_ImageFeatures_defopts.rst","autogen/config/WORC.config_ImageFeatures_description.rst","autogen/config/WORC.config_Imputation_defopts.rst","autogen/config/WORC.config_Imputation_description.rst","autogen/config/WORC.config_Labels_defopts.rst","autogen/config/WORC.config_Labels_description.rst","autogen/config/WORC.config_OneHotEncoding_defopts.rst","autogen/config/WORC.config_OneHotEncoding_description.rst","autogen/config/WORC.config_Preprocessing_defopts.rst","autogen/config/WORC.config_Preprocessing_description.rst","autogen/config/WORC.config_PyRadiomics_defopts.rst","autogen/config/WORC.config_PyRadiomics_description.rst","autogen/config/WORC.config_Resampling_defopts.rst","autogen/config/WORC.config_Resampling_description.rst","autogen/config/WORC.config_Segmentix_defopts.rst","autogen/config/WORC.config_Segmentix_description.rst","autogen/config/WORC.config_SelectFeatGroup_defopts.rst","autogen/config/WORC.config_SelectFeatGroup_description.rst","index.rst","static/additionalfunctionality.rst","static/changelog.rst","static/configuration.rst","static/datamining.rst","static/developerdocumentation.rst","static/faq.rst","static/features.rst","static/file_description.rst","static/introduction.rst","static/quick_start.rst","static/user_manual.rst"],objects:{"WORC.IOparser":{config_WORC:[1,0,0,"-"],config_io_PyRadiomics:[1,0,0,"-"],config_io_classifier:[1,0,0,"-"],config_io_combat:[1,0,0,"-"],config_preprocessing:[1,0,0,"-"],config_segmentix:[1,0,0,"-"],file_io:[1,0,0,"-"]},"WORC.IOparser.config_WORC":{load_config:[1,1,1,""]},"WORC.IOparser.config_io_PyRadiomics":{load_config:[1,1,1,""]},"WORC.IOparser.config_io_classifier":{load_config:[1,1,1,""]},"WORC.IOparser.config_io_combat":{load_config:[1,1,1,""]},"WORC.IOparser.config_preprocessing":{load_config:[1,1,1,""]},"WORC.IOparser.config_segmentix":{load_config:[1,1,1,""]},"WORC.IOparser.file_io":{convert_config_pyradiomics:[1,1,1,""],load_data:[1,1,1,""],load_features:[1,1,1,""]},"WORC.WORC":{Tools:[0,2,1,""],WORC:[0,2,1,""]},"WORC.WORC.Tools":{__dict__:[0,3,1,""],__init__:[0,4,1,""],__module__:[0,3,1,""],__weakref__:[0,3,1,""]},"WORC.WORC.WORC":{__dict__:[0,3,1,""],__init__:[0,4,1,""],__module__:[0,3,1,""],__weakref__:[0,3,1,""],add_ComBat:[0,4,1,""],add_elastix:[0,4,1,""],add_elastix_sourcesandsinks:[0,4,1,""],add_evaluation:[0,4,1,""],add_feature_calculator:[0,4,1,""],add_preprocessing:[0,4,1,""],add_segmentix:[0,4,1,""],add_tools:[0,4,1,""],build:[0,4,1,""],build_training:[0,4,1,""],defaultconfig:[0,4,1,""],execute:[0,4,1,""],save_config:[0,4,1,""],set:[0,4,1,""]},"WORC.addexceptions":{WORCAssertionError:[0,5,1,""],WORCError:[0,5,1,""],WORCIOError:[0,5,1,""],WORCIndexError:[0,5,1,""],WORCKeyError:[0,5,1,""],WORCNotImplementedError:[0,5,1,""],WORCTypeError:[0,5,1,""],WORCValueError:[0,5,1,""]},"WORC.addexceptions.WORCAssertionError":{__module__:[0,3,1,""]},"WORC.addexceptions.WORCError":{__module__:[0,3,1,""],__weakref__:[0,3,1,""]},"WORC.addexceptions.WORCIOError":{__module__:[0,3,1,""],__weakref__:[0,3,1,""]},"WORC.addexceptions.WORCIndexError":{__module__:[0,3,1,""]},"WORC.addexceptions.WORCKeyError":{__module__:[0,3,1,""]},"WORC.addexceptions.WORCNotImplementedError":{__module__:[0,3,1,""]},"WORC.addexceptions.WORCTypeError":{__module__:[0,3,1,""]},"WORC.addexceptions.WORCValueError":{__module__:[0,3,1,""]},"WORC.classification":{AdvancedSampler:[2,0,0,"-"],ObjectSampler:[2,0,0,"-"],RankedSVM:[2,0,0,"-"],SearchCV:[2,0,0,"-"],construct_classifier:[2,0,0,"-"],createfixedsplits:[2,0,0,"-"],crossval:[2,0,0,"-"],estimators:[2,0,0,"-"],fitandscore:[2,0,0,"-"],metrics:[2,0,0,"-"],parameter_optimization:[2,0,0,"-"],regressors:[2,0,0,"-"],trainclassifier:[2,0,0,"-"]},"WORC.classification.AdvancedSampler":{AdvancedSampler:[2,2,1,""],boolean_uniform:[2,2,1,""],discrete_uniform:[2,2,1,""],exp_uniform:[2,2,1,""],log_uniform:[2,2,1,""]},"WORC.classification.AdvancedSampler.AdvancedSampler":{__dict__:[2,3,1,""],__init__:[2,4,1,""],__iter__:[2,4,1,""],__len__:[2,4,1,""],__module__:[2,3,1,""],__weakref__:[2,3,1,""]},"WORC.classification.AdvancedSampler.boolean_uniform":{__dict__:[2,3,1,""],__init__:[2,4,1,""],__module__:[2,3,1,""],__weakref__:[2,3,1,""],rvs:[2,4,1,""]},"WORC.classification.AdvancedSampler.discrete_uniform":{__dict__:[2,3,1,""],__init__:[2,4,1,""],__module__:[2,3,1,""],__weakref__:[2,3,1,""],rvs:[2,4,1,""]},"WORC.classification.AdvancedSampler.exp_uniform":{__dict__:[2,3,1,""],__init__:[2,4,1,""],__module__:[2,3,1,""],__weakref__:[2,3,1,""],rvs:[2,4,1,""]},"WORC.classification.AdvancedSampler.log_uniform":{__dict__:[2,3,1,""],__init__:[2,4,1,""],__module__:[2,3,1,""],__weakref__:[2,3,1,""],rvs:[2,4,1,""]},"WORC.classification.ObjectSampler":{ObjectSampler:[2,2,1,""]},"WORC.classification.ObjectSampler.ObjectSampler":{__dict__:[2,3,1,""],__init__:[2,4,1,""],__module__:[2,3,1,""],__weakref__:[2,3,1,""],fit:[2,4,1,""],init_ADASYN:[2,4,1,""],init_BorderlineSMOTE:[2,4,1,""],init_NearMiss:[2,4,1,""],init_NeighbourhoodCleaningRule:[2,4,1,""],init_RandomOverSampling:[2,4,1,""],init_RandomUnderSampling:[2,4,1,""],init_SMOTE:[2,4,1,""],init_SMOTEENN:[2,4,1,""],init_SMOTETomek:[2,4,1,""],transform:[2,4,1,""]},"WORC.classification.RankedSVM":{RankSVM_test:[2,1,1,""],RankSVM_test_original:[2,1,1,""],RankSVM_train:[2,1,1,""],RankSVM_train_old:[2,1,1,""],is_empty:[2,1,1,""],neg_dual_func:[2,1,1,""]},"WORC.classification.SearchCV":{BaseSearchCV:[2,2,1,""],BaseSearchCVJoblib:[2,2,1,""],BaseSearchCVfastr:[2,2,1,""],Ensemble:[2,2,1,""],GridSearchCVJoblib:[2,2,1,""],GridSearchCVfastr:[2,2,1,""],RandomizedSearchCVJoblib:[2,2,1,""],RandomizedSearchCVfastr:[2,2,1,""],chunks:[2,1,1,""],chunksdict:[2,1,1,""],rms_score:[2,1,1,""],sar_score:[2,1,1,""]},"WORC.classification.SearchCV.BaseSearchCV":{__abstractmethods__:[2,3,1,""],__init__:[2,4,1,""],__module__:[2,3,1,""],create_ensemble:[2,4,1,""],decision_function:[2,4,1,""],inverse_transform:[2,4,1,""],predict:[2,4,1,""],predict_log_proba:[2,4,1,""],predict_proba:[2,4,1,""],preprocess:[2,4,1,""],process_fit:[2,4,1,""],refit_and_score:[2,4,1,""],score:[2,4,1,""],transform:[2,4,1,""]},"WORC.classification.SearchCV.BaseSearchCVJoblib":{__abstractmethods__:[2,3,1,""],__module__:[2,3,1,""]},"WORC.classification.SearchCV.BaseSearchCVfastr":{__abstractmethods__:[2,3,1,""],__module__:[2,3,1,""]},"WORC.classification.SearchCV.Ensemble":{__abstractmethods__:[2,3,1,""],__init__:[2,4,1,""],__module__:[2,3,1,""],decision_function:[2,4,1,""],inverse_transform:[2,4,1,""],predict:[2,4,1,""],predict_log_proba:[2,4,1,""],predict_proba:[2,4,1,""],transform:[2,4,1,""]},"WORC.classification.SearchCV.GridSearchCVJoblib":{__abstractmethods__:[2,3,1,""],__init__:[2,4,1,""],__module__:[2,3,1,""],fit:[2,4,1,""]},"WORC.classification.SearchCV.GridSearchCVfastr":{__abstractmethods__:[2,3,1,""],__init__:[2,4,1,""],__module__:[2,3,1,""],fit:[2,4,1,""]},"WORC.classification.SearchCV.RandomizedSearchCVJoblib":{__abstractmethods__:[2,3,1,""],__init__:[2,4,1,""],__module__:[2,3,1,""],fit:[2,4,1,""]},"WORC.classification.SearchCV.RandomizedSearchCVfastr":{__abstractmethods__:[2,3,1,""],__init__:[2,4,1,""],__module__:[2,3,1,""],fit:[2,4,1,""]},"WORC.classification.construct_classifier":{construct_SVM:[2,1,1,""],construct_classifier:[2,1,1,""],create_param_grid:[2,1,1,""]},"WORC.classification.createfixedsplits":{createfixedsplits:[2,1,1,""]},"WORC.classification.crossval":{LOO_cross_validation:[2,1,1,""],crossval:[2,1,1,""],nocrossval:[2,1,1,""],random_split_cross_validation:[2,1,1,""],test_RS_Ensemble:[2,1,1,""]},"WORC.classification.estimators":{RankedSVM:[2,2,1,""]},"WORC.classification.estimators.RankedSVM":{__init__:[2,4,1,""],__module__:[2,3,1,""],fit:[2,4,1,""],predict:[2,4,1,""],predict_proba:[2,4,1,""]},"WORC.classification.fitandscore":{delete_cc_para:[2,1,1,""],delete_nonestimator_parameters:[2,1,1,""],fit_and_score:[2,1,1,""],replacenan:[2,1,1,""]},"WORC.classification.metrics":{ICC:[2,1,1,""],ICC_anova:[2,1,1,""],check_multimetric_scoring:[2,1,1,""],check_scoring:[2,1,1,""],f1_weighted_predictproba:[2,1,1,""],multi_class_auc:[2,1,1,""],multi_class_auc_score:[2,1,1,""],pairwise_auc:[2,1,1,""],performance_multilabel:[2,1,1,""],performance_singlelabel:[2,1,1,""]},"WORC.classification.parameter_optimization":{random_search_parameters:[2,1,1,""]},"WORC.classification.trainclassifier":{add_parameters_to_grid:[2,1,1,""],trainclassifier:[2,1,1,""]},"WORC.detectors":{detectors:[4,0,0,"-"]},"WORC.detectors.detectors":{AbstractDetector:[4,2,1,""],BigrClusterDetector:[4,2,1,""],CartesiusClusterDetector:[4,2,1,""],CsvDetector:[4,2,1,""],DebugDetector:[4,2,1,""],HostnameDetector:[4,2,1,""],LinuxDetector:[4,2,1,""],WORCDirectoryDetector:[4,2,1,""]},"WORC.detectors.detectors.AbstractDetector":{__abstractmethods__:[4,3,1,""],__dict__:[4,3,1,""],__module__:[4,3,1,""],__weakref__:[4,3,1,""],do_detection:[4,4,1,""]},"WORC.detectors.detectors.BigrClusterDetector":{__abstractmethods__:[4,3,1,""],__module__:[4,3,1,""]},"WORC.detectors.detectors.CartesiusClusterDetector":{__abstractmethods__:[4,3,1,""],__module__:[4,3,1,""]},"WORC.detectors.detectors.CsvDetector":{__abstractmethods__:[4,3,1,""],__init__:[4,4,1,""],__module__:[4,3,1,""]},"WORC.detectors.detectors.DebugDetector":{__abstractmethods__:[4,3,1,""],__module__:[4,3,1,""]},"WORC.detectors.detectors.HostnameDetector":{__abstractmethods__:[4,3,1,""],__init__:[4,4,1,""],__module__:[4,3,1,""]},"WORC.detectors.detectors.LinuxDetector":{__abstractmethods__:[4,3,1,""],__module__:[4,3,1,""]},"WORC.detectors.detectors.WORCDirectoryDetector":{__abstractmethods__:[4,3,1,""],__module__:[4,3,1,""]},"WORC.exampledata":{create_example_data:[5,0,0,"-"],datadownloader:[5,0,0,"-"]},"WORC.exampledata.create_example_data":{create_random_features:[5,1,1,""]},"WORC.exampledata.datadownloader":{download_HeadAndNeck:[5,1,1,""],download_project:[5,1,1,""],download_subject:[5,1,1,""]},"WORC.facade":{basicworc:[6,0,0,"-"],simpleworc:[6,0,0,"-"]},"WORC.facade.basicworc":{BasicWORC:[6,2,1,""]},"WORC.facade.basicworc.BasicWORC":{__init__:[6,4,1,""],__module__:[6,3,1,""],execute:[6,4,1,""]},"WORC.facade.helpers":{configbuilder:[7,0,0,"-"],exceptions:[7,0,0,"-"],processing:[7,0,0,"-"]},"WORC.facade.helpers.configbuilder":{ConfigBuilder:[7,2,1,""]},"WORC.facade.helpers.configbuilder.ConfigBuilder":{__dict__:[7,3,1,""],__init__:[7,4,1,""],__module__:[7,3,1,""],__weakref__:[7,3,1,""],build_config:[7,4,1,""],coarse_overrides:[7,4,1,""],custom_config_overrides:[7,4,1,""],estimator_scoring_overrides:[7,4,1,""],fullprint:[7,4,1,""]},"WORC.facade.helpers.exceptions":{InvalidCsvFileException:[7,5,1,""],InvalidOrderException:[7,5,1,""],NoFeaturesFoundException:[7,5,1,""],NoImagesFoundException:[7,5,1,""],NoMasksFoundException:[7,5,1,""],NoSegmentationsFoundException:[7,5,1,""],PathNotFoundException:[7,5,1,""]},"WORC.facade.helpers.exceptions.InvalidCsvFileException":{__init__:[7,4,1,""],__module__:[7,3,1,""],__weakref__:[7,3,1,""]},"WORC.facade.helpers.exceptions.InvalidOrderException":{__init__:[7,4,1,""],__module__:[7,3,1,""],__weakref__:[7,3,1,""]},"WORC.facade.helpers.exceptions.NoFeaturesFoundException":{__init__:[7,4,1,""],__module__:[7,3,1,""],__weakref__:[7,3,1,""]},"WORC.facade.helpers.exceptions.NoImagesFoundException":{__init__:[7,4,1,""],__module__:[7,3,1,""],__weakref__:[7,3,1,""]},"WORC.facade.helpers.exceptions.NoMasksFoundException":{__init__:[7,4,1,""],__module__:[7,3,1,""],__weakref__:[7,3,1,""]},"WORC.facade.helpers.exceptions.NoSegmentationsFoundException":{__init__:[7,4,1,""],__module__:[7,3,1,""],__weakref__:[7,3,1,""]},"WORC.facade.helpers.exceptions.PathNotFoundException":{__init__:[7,4,1,""],__module__:[7,3,1,""],__weakref__:[7,3,1,""]},"WORC.facade.helpers.processing":{convert_radiomix_features:[7,1,1,""]},"WORC.facade.simpleworc":{SimpleWORC:[6,2,1,""]},"WORC.facade.simpleworc.SimpleWORC":{__dict__:[6,3,1,""],__init__:[6,4,1,""],__module__:[6,3,1,""],__weakref__:[6,3,1,""],add_config_overrides:[6,4,1,""],add_evaluation:[6,4,1,""],binary_classification:[6,4,1,""],count_num_subjects:[6,4,1,""],execute:[6,4,1,""],features_from_radiomix_xlsx:[6,4,1,""],features_from_this_directory:[6,4,1,""],images_from_this_directory:[6,4,1,""],labels_from_this_file:[6,4,1,""],masks_from_this_directory:[6,4,1,""],multiclass_classification:[6,4,1,""],predict_labels:[6,4,1,""],regression:[6,4,1,""],segmentations_from_this_directory:[6,4,1,""],semantics_from_this_file:[6,4,1,""],set_fixed_splits:[6,4,1,""],set_multicore_execution:[6,4,1,""],set_tmpdir:[6,4,1,""],survival:[6,4,1,""]},"WORC.featureprocessing":{ComBat:[9,0,0,"-"],Decomposition:[9,0,0,"-"],FeatureConverter:[9,0,0,"-"],ICCThreshold:[9,0,0,"-"],Imputer:[9,0,0,"-"],OneHotEncoderWrapper:[9,0,0,"-"],Preprocessor:[9,0,0,"-"],Relief:[9,0,0,"-"],Scalers:[9,0,0,"-"],SelectGroups:[9,0,0,"-"],SelectIndividuals:[9,0,0,"-"],StatisticalTestFeatures:[9,0,0,"-"],StatisticalTestThreshold:[9,0,0,"-"],VarianceThreshold:[9,0,0,"-"]},"WORC.featureprocessing.ComBat":{ComBat:[9,1,1,""],ComBatMatlab:[9,1,1,""],ComBatPython:[9,1,1,""],Synthetictest:[9,1,1,""]},"WORC.featureprocessing.Decomposition":{Decomposition:[9,1,1,""]},"WORC.featureprocessing.FeatureConverter":{FeatureConverter:[9,1,1,""],convert_PREDICT:[9,1,1,""],convert_pyradiomics:[9,1,1,""],convert_pyradiomics_featurevector:[9,1,1,""]},"WORC.featureprocessing.ICCThreshold":{ICCThreshold:[9,2,1,""],convert_features_ICC_threshold:[9,1,1,""]},"WORC.featureprocessing.ICCThreshold.ICCThreshold":{__abstractmethods__:[9,3,1,""],__init__:[9,4,1,""],__module__:[9,3,1,""],fit:[9,4,1,""],transform:[9,4,1,""]},"WORC.featureprocessing.Imputer":{Imputer:[9,2,1,""]},"WORC.featureprocessing.Imputer.Imputer":{__dict__:[9,3,1,""],__init__:[9,4,1,""],__module__:[9,3,1,""],__weakref__:[9,3,1,""],fit:[9,4,1,""],transform:[9,4,1,""]},"WORC.featureprocessing.OneHotEncoderWrapper":{OneHotEncoderWrapper:[9,2,1,""],test:[9,1,1,""]},"WORC.featureprocessing.OneHotEncoderWrapper.OneHotEncoderWrapper":{__dict__:[9,3,1,""],__init__:[9,4,1,""],__module__:[9,3,1,""],__weakref__:[9,3,1,""],fit:[9,4,1,""],transform:[9,4,1,""]},"WORC.featureprocessing.Preprocessor":{Preprocessor:[9,2,1,""]},"WORC.featureprocessing.Preprocessor.Preprocessor":{__dict__:[9,3,1,""],__init__:[9,4,1,""],__module__:[9,3,1,""],__weakref__:[9,3,1,""],fit:[9,4,1,""],transform:[9,4,1,""]},"WORC.featureprocessing.Relief":{SelectMulticlassRelief:[9,2,1,""]},"WORC.featureprocessing.Relief.SelectMulticlassRelief":{__abstractmethods__:[9,3,1,""],__init__:[9,4,1,""],__module__:[9,3,1,""],fit:[9,4,1,""],multi_class_relief:[9,4,1,""],single_class_relief:[9,4,1,""],transform:[9,4,1,""]},"WORC.featureprocessing.Scalers":{LogStandardScaler:[9,2,1,""],RobustStandardScaler:[9,2,1,""],WORCScaler:[9,2,1,""],test:[9,1,1,""]},"WORC.featureprocessing.Scalers.LogStandardScaler":{__module__:[9,3,1,""],fit:[9,4,1,""]},"WORC.featureprocessing.Scalers.RobustStandardScaler":{__module__:[9,3,1,""],fit:[9,4,1,""]},"WORC.featureprocessing.Scalers.WORCScaler":{__init__:[9,4,1,""],__module__:[9,3,1,""],fit:[9,4,1,""],transform:[9,4,1,""]},"WORC.featureprocessing.SelectGroups":{SelectGroups:[9,2,1,""]},"WORC.featureprocessing.SelectGroups.SelectGroups":{__abstractmethods__:[9,3,1,""],__init__:[9,4,1,""],__module__:[9,3,1,""],fit:[9,4,1,""],transform:[9,4,1,""]},"WORC.featureprocessing.SelectIndividuals":{SelectIndividuals:[9,2,1,""]},"WORC.featureprocessing.SelectIndividuals.SelectIndividuals":{__abstractmethods__:[9,3,1,""],__init__:[9,4,1,""],__module__:[9,3,1,""],fit:[9,4,1,""],transform:[9,4,1,""]},"WORC.featureprocessing.StatisticalTestFeatures":{StatisticalTestFeatures:[9,1,1,""]},"WORC.featureprocessing.StatisticalTestThreshold":{StatisticalTestThreshold:[9,2,1,""]},"WORC.featureprocessing.StatisticalTestThreshold.StatisticalTestThreshold":{__abstractmethods__:[9,3,1,""],__init__:[9,4,1,""],__module__:[9,3,1,""],fit:[9,4,1,""],transform:[9,4,1,""]},"WORC.featureprocessing.VarianceThreshold":{VarianceThresholdMean:[9,2,1,""],selfeat_variance:[9,1,1,""]},"WORC.featureprocessing.VarianceThreshold.VarianceThresholdMean":{__abstractmethods__:[9,3,1,""],__init__:[9,4,1,""],__module__:[9,3,1,""],fit:[9,4,1,""],transform:[9,4,1,""]},"WORC.plotting":{compute_CI:[10,0,0,"-"],linstretch:[10,0,0,"-"],plot_ROC:[10,0,0,"-"],plot_barchart:[10,0,0,"-"],plot_boxplot_features:[10,0,0,"-"],plot_boxplot_performance:[10,0,0,"-"],plot_errors:[10,0,0,"-"],plot_estimator_performance:[10,0,0,"-"],plot_hyperparameters:[10,0,0,"-"],plot_images:[10,0,0,"-"],plot_pvalues_features:[10,0,0,"-"],plot_ranked_scores:[10,0,0,"-"],plotminmaxresponse:[10,0,0,"-"],scatterplot:[10,0,0,"-"]},"WORC.plotting.compute_CI":{compute_confidence:[10,1,1,""],compute_confidence_bootstrap:[10,1,1,""],compute_confidence_logit:[10,1,1,""]},"WORC.plotting.linstretch":{linstretch:[10,1,1,""]},"WORC.plotting.plot_ROC":{curve_thresholding:[10,1,1,""],main:[10,1,1,""],plot_PRC_CIc:[10,1,1,""],plot_ROC:[10,1,1,""],plot_ROC_CIc:[10,1,1,""],plot_single_PRC:[10,1,1,""],plot_single_ROC:[10,1,1,""]},"WORC.plotting.plot_barchart":{count_parameters:[10,1,1,""],main:[10,1,1,""],paracheck:[10,1,1,""],plot_barchart:[10,1,1,""],plot_bars:[10,1,1,""]},"WORC.plotting.plot_boxplot_features":{generate_feature_boxplots:[10,1,1,""],plot_boxplot_features:[10,1,1,""]},"WORC.plotting.plot_boxplot_performance":{generate_performance_boxplots:[10,1,1,""],test:[10,1,1,""]},"WORC.plotting.plot_errors":{plot_errors:[10,1,1,""]},"WORC.plotting.plot_estimator_performance":{combine_multiple_estimators:[10,1,1,""],compute_statistics:[10,1,1,""],fit_thresholds:[10,1,1,""],main:[10,1,1,""],plot_estimator_performance:[10,1,1,""]},"WORC.plotting.plot_hyperparameters":{plot_hyperparameters:[10,1,1,""]},"WORC.plotting.plot_images":{bbox_2D:[10,1,1,""],extract_boundary:[10,1,1,""],plot_im_and_overlay:[10,1,1,""],slicer:[10,1,1,""]},"WORC.plotting.plot_pvalues_features":{manhattan_importance:[10,1,1,""]},"WORC.plotting.plot_ranked_scores":{example:[10,1,1,""],flatten_object:[10,1,1,""],main:[10,1,1,""],plot_ranked_images:[10,1,1,""],plot_ranked_percentages:[10,1,1,""],plot_ranked_posteriors:[10,1,1,""],plot_ranked_scores:[10,1,1,""]},"WORC.plotting.plotminmaxresponse":{main:[10,1,1,""]},"WORC.plotting.scatterplot":{main:[10,1,1,""],make_scatterplot:[10,1,1,""]},"WORC.processing":{ExtractNLargestBlobsn:[11,0,0,"-"],classes:[11,0,0,"-"],helpers:[11,0,0,"-"],label_processing:[11,0,0,"-"],preprocessing:[11,0,0,"-"],segmentix:[11,0,0,"-"]},"WORC.processing.ExtractNLargestBlobsn":{ExtractNLargestBlobsn:[11,1,1,""]},"WORC.processing.classes":{"switch":[11,2,1,""]},"WORC.processing.classes.switch":{__dict__:[11,3,1,""],__init__:[11,4,1,""],__iter__:[11,4,1,""],__module__:[11,3,1,""],__weakref__:[11,3,1,""],match:[11,4,1,""]},"WORC.processing.helpers":{check_image_orientation:[11,1,1,""],resample_image:[11,1,1,""],transpose_image:[11,1,1,""]},"WORC.processing.label_processing":{findlabeldata:[11,1,1,""],load_config_XNAT:[11,1,1,""],load_label_XNAT:[11,1,1,""],load_label_csv:[11,1,1,""],load_label_txt:[11,1,1,""],load_labels:[11,1,1,""]},"WORC.processing.preprocessing":{bias_correct_image:[11,1,1,""],clip_image:[11,1,1,""],normalize_image:[11,1,1,""],preprocess:[11,1,1,""]},"WORC.processing.segmentix":{dilate_contour:[11,1,1,""],get_ring:[11,1,1,""],mask_contour:[11,1,1,""],segmentix:[11,1,1,""]},"WORC.resources":{fastr_tools:[14,0,0,"-"]},"WORC.resources.fastr_tests":{CalcFeatures_test:[13,0,0,"-"],elastix_test:[13,0,0,"-"],segmentix_test:[13,0,0,"-"]},"WORC.resources.fastr_tests.CalcFeatures_test":{create_network:[13,1,1,""],main:[13,1,1,""],sink_data:[13,1,1,""],source_data:[13,1,1,""]},"WORC.resources.fastr_tests.elastix_test":{create_network:[13,1,1,""],main:[13,1,1,""],sink_data:[13,1,1,""],source_data:[13,1,1,""]},"WORC.resources.fastr_tests.segmentix_test":{create_network:[13,1,1,""],main:[13,1,1,""],sink_data:[13,1,1,""],source_data:[13,1,1,""]},"WORC.statistics":{delong:[15,0,0,"-"]},"WORC.statistics.delong":{calc_pvalue:[15,1,1,""],compute_ground_truth_statistics:[15,1,1,""],compute_midrank:[15,1,1,""],compute_midrank_weight:[15,1,1,""],delong_roc_test:[15,1,1,""],delong_roc_variance:[15,1,1,""],fastDeLong:[15,1,1,""]},"WORC.tests":{WORCTutorialSimple_travis_multiclass:[16,0,0,"-"],WORCTutorialSimple_travis_regression:[16,0,0,"-"],test_combat:[16,0,0,"-"],test_helpers:[16,0,0,"-"],test_iccthreshold:[16,0,0,"-"],test_plot_errors:[16,0,0,"-"],test_validators:[16,0,0,"-"]},"WORC.tests.WORCTutorialSimple_travis_multiclass":{main:[16,1,1,""]},"WORC.tests.WORCTutorialSimple_travis_regression":{main:[16,1,1,""]},"WORC.tests.test_combat":{test_combat:[16,1,1,""],test_combat_fastr:[16,1,1,""]},"WORC.tests.test_helpers":{find_exampledatadir:[16,1,1,""],find_testdatadir:[16,1,1,""]},"WORC.tests.test_iccthreshold":{test_iccthreshold:[16,1,1,""]},"WORC.tests.test_plot_errors":{test_plot_errors:[16,1,1,""]},"WORC.tests.test_validators":{test_invalidlabelsvalidator_columnsubstring:[16,1,1,""],test_invalidlabelsvalidator_patientcolumn:[16,1,1,""],test_invalidlabelsvalidator_patientsubstring:[16,1,1,""],test_invalidlabelsvalidator_validconfig:[16,1,1,""]},"WORC.tools":{Elastix:[17,0,0,"-"],Evaluate:[17,0,0,"-"],Inference:[17,0,0,"-"],Slicer:[17,0,0,"-"],Transformix:[17,0,0,"-"],createfixedsplits:[17,0,0,"-"]},"WORC.tools.Elastix":{Elastix:[17,2,1,""]},"WORC.tools.Elastix.Elastix":{__dict__:[17,3,1,""],__init__:[17,4,1,""],__module__:[17,3,1,""],__weakref__:[17,3,1,""],addchangeorder:[17,4,1,""],create_bbox:[17,4,1,""],create_network:[17,4,1,""],execute:[17,4,1,""],getparametermap:[17,4,1,""]},"WORC.tools.Evaluate":{Evaluate:[17,2,1,""]},"WORC.tools.Evaluate.Evaluate":{__dict__:[17,3,1,""],__init__:[17,4,1,""],__module__:[17,3,1,""],__weakref__:[17,3,1,""],create_links_Addon:[17,4,1,""],create_links_Standalone:[17,4,1,""],create_network:[17,4,1,""],execute:[17,4,1,""],set:[17,4,1,""]},"WORC.tools.Inference":{Inference:[17,2,1,""]},"WORC.tools.Inference.Inference":{__dict__:[17,3,1,""],__init__:[17,4,1,""],__module__:[17,3,1,""],__weakref__:[17,3,1,""],create_network:[17,4,1,""]},"WORC.tools.Slicer":{Slicer:[17,2,1,""]},"WORC.tools.Slicer.Slicer":{__dict__:[17,3,1,""],__init__:[17,4,1,""],__module__:[17,3,1,""],__weakref__:[17,3,1,""],create_network:[17,4,1,""],execute:[17,4,1,""],set:[17,4,1,""]},"WORC.tools.Transformix":{Transformix:[17,2,1,""]},"WORC.tools.Transformix.Transformix":{__dict__:[17,3,1,""],__init__:[17,4,1,""],__module__:[17,3,1,""],__weakref__:[17,3,1,""],create_network:[17,4,1,""],execute:[17,4,1,""]},"WORC.tools.createfixedsplits":{createfixedsplits:[17,1,1,""]},"WORC.validators":{preflightcheck:[18,0,0,"-"]},"WORC.validators.preflightcheck":{AbstractValidator:[18,2,1,""],EvaluateValidator:[18,2,1,""],InvalidLabelsValidator:[18,2,1,""],MinSubjectsValidator:[18,2,1,""],SamplesWarning:[18,2,1,""],SimpleValidator:[18,2,1,""],ValidatorsFactory:[18,2,1,""]},"WORC.validators.preflightcheck.AbstractValidator":{__abstractmethods__:[18,3,1,""],__dict__:[18,3,1,""],__module__:[18,3,1,""],__weakref__:[18,3,1,""],do_validation:[18,4,1,""]},"WORC.validators.preflightcheck.EvaluateValidator":{__abstractmethods__:[18,3,1,""],__module__:[18,3,1,""]},"WORC.validators.preflightcheck.InvalidLabelsValidator":{__abstractmethods__:[18,3,1,""],__module__:[18,3,1,""]},"WORC.validators.preflightcheck.MinSubjectsValidator":{__abstractmethods__:[18,3,1,""],__module__:[18,3,1,""]},"WORC.validators.preflightcheck.SamplesWarning":{__abstractmethods__:[18,3,1,""],__module__:[18,3,1,""]},"WORC.validators.preflightcheck.SimpleValidator":{__abstractmethods__:[18,3,1,""],__module__:[18,3,1,""]},"WORC.validators.preflightcheck.ValidatorsFactory":{__dict__:[18,3,1,""],__module__:[18,3,1,""],__weakref__:[18,3,1,""],factor_validators:[18,6,1,""]},WORC:{WORC:[0,0,0,"-"],__init__:[0,0,0,"-"],addexceptions:[0,0,0,"-"],classification:[2,0,0,"-"],facade:[6,0,0,"-"],featureprocessing:[9,0,0,"-"],plotting:[10,0,0,"-"]}},objnames:{"0":["py","module","Python module"],"1":["py","function","Python function"],"2":["py","class","Python class"],"3":["py","attribute","Python attribute"],"4":["py","method","Python method"],"5":["py","exception","Python exception"],"6":["py","staticmethod","Python static method"]},objtypes:{"0":"py:module","1":"py:function","2":"py:class","3":"py:attribute","4":"py:method","5":"py:exception","6":"py:staticmethod"},terms:{"0284186x":9,"06875v1":9,"0a1":66,"0rc1":59,"105741d":59,"1st":2,"1x1x1":[50,60,62],"22nd":70,"2nd":[2,66],"5th":9,"95th":9,"95varianc":[33,34,62],"98nd":66,"boolean":[0,1,2,6,9,10,11,19,25,31,33,39,43,47,51,52,57,59,61,62],"case":[2,11,24,61,62,64,66,70],"catch":[0,61],"class":[0,2,4,6,7,9,15,17,18,59,61,64,70],"default":[0,1,2,6,9,10,11,17,19,21,22,23,25,27,28,29,31,33,35,37,39,41,43,45,47,49,51,53,55,57,60,61,62,64,66,69,70],"export":68,"final":[2,9,11,62,70],"float":[2,9,10,11,15,21,25,33,39,41,42,49,51,53,61,62,66],"function":[0,2,4,6,7,9,10,11,16,17,18,22,50,59,61,62,63,64,65,66,67,69,70],"gr\u00fcnhagen":59,"import":[2,9,34,59,61,62,68,70],"int":[2,9,11],"long":66,"new":[0,59,61,66,68],"return":[0,1,2,9,10,11,15,61,64],"short":66,"static":[18,42,62],"switch":[9,11,61],"throw":[61,66],"true":[0,2,5,6,9,10,11,21,26,29,32,33,37,38,40,41,43,44,48,49,50,51,55,57,58,60,62,69,70],"try":[2,60,68],"while":[2,11,40,61,62,66],Added:59,Adding:59,Age:69,And:9,Els:59,For:[0,2,6,9,22,42,48,59,60,61,62,63,64,65,66,68,69,70],IDs:[11,65],Not:[2,6,61,68],One:[2,54,61,62],PCs:[22,62],SVs:2,That:9,The:[0,1,2,6,9,10,11,15,26,34,46,59,60,61,62,63,64,65,66,67,68],Then:2,There:[61,69,70],These:[10,62,64,66,69,70],USING:59,Use:[2,6,19,20,22,27,28,31,32,47,48,53,54,61,62,66,69],Using:[59,68],Vos:59,Was:61,Will:6,With:59,__abstractmethods__:[2,4,9,18],__dict__:[0,2,4,6,7,9,11,17,18],__doc__:[0,2,4,6,7,9,11,17,18],__file__:69,__init__:[0,2,4,6,7,9,11,17],__iter__:[2,11],__len__:2,__module__:[0,2,4,6,7,9,11,17,18],__weakref__:[0,2,4,6,7,9,11,17,18],_abc_data:[4,18],_abc_impl:[4,18],_base:9,_cluster_config_overrid:7,_data:9,_debug_config_overrid:7,_format_result:2,_generate_detector_messag:[4,18],_is_detect:4,_set_and_validate_estim:6,_valid:[6,18],abbrevi:[22,62],abc:[4,18],about:66,abov:[2,9,60,61,62,66,68,69,70],absolut:61,abspath:69,abstractdetector:4,abstractvalid:18,accept:[2,39,61,62],accorad:2,accord:[2,9,10,66,69,70],accordingli:[60,69],account:[9,10,70],accur:[2,4,7,9,11,17],accuraci:[2,10,70],acquisit:68,across:2,act:62,actual:[0,2,6,30,59,60,61,62,63,64,68,70],adaboost:[22,61,62],adaboost_learning_r:[21,22,62],adaboost_n_estim:[21,22,62],adaboostclassifi:[21,62],adaboostregressor:[21,62],adapt:[59,68],adasyn:[2,53,61,62],add:[0,2,6,9,17,61,64,65,66,67,69,70],add_combat:0,add_config_overrid:6,add_elastix:0,add_elastix_sourcesandsink:0,add_evalu:[0,6,69,70],add_feature_calcul:[0,64],add_parameters_to_grid:2,add_preprocess:0,add_segmentix:0,add_tool:0,addchangeord:17,added:[9,17,24,61,62,64,70],addexcept:59,addinf:61,adding:[2,17,62,64,69,70],addit:[0,6,38,59,61,62,66,69,70],addition:[1,9,10,61,62,70],address:59,adequ:64,adher:61,adjust:[2,10,61,62,70],adopt:[2,15,54,61,62],advanc:[59,69,70],advancedsampl:[0,59],advantag:62,advic:[52,60,62,64,69,70],affect:2,affin:17,after:[0,2,9,38,60,61,62,64,65,66,69,70],afterward:[6,9],again:[62,66,68,69],age:[41,62,66,70],agesex:10,aggreg:66,agument:11,aim:59,aka:70,alejandro:66,alex:66,algorithm:[2,15,60,61,62,68],align:70,all:[0,1,2,6,9,10,11,21,24,38,40,44,48,53,57,58,60,61,62,63,64,65,66,68,69,70],allign:70,allow:[2,6,61,65,66,67],allow_non:2,along:[9,68],alpha:[2,10],alpha_new:2,alpha_old:2,alreadi:[60,62,68,70],als:70,also:[0,2,6,9,34,54,59,60,61,62,64,65,66,68,69,70],alter:[2,11,61,62,66],altern:[65,70],although:68,altner:65,alwai:[2,9,61,68,69,70],among:[2,9,10,59,62],amount:[66,68],anaconda:[65,69],analys:69,analysi:[34,59,62,66,70],analyticsvidhya:62,angl:[42,62,66],angu:59,angular:66,ani:[2,9,10,21,39,48,61,62,65,66,68,69,70],annual:59,anoth:[11,60,68,70],anova:2,any_structur:2,anymor:61,anyth:68,anywai:9,apach:59,api:[54,60,62],appear:66,append:[61,62,65,70],appendix:2,appli:[0,2,6,9,11,38,50,60,61,62,66,68],applic:[11,59,66,68],approach:[9,59,62,68],appropri:0,arbitrari:66,area:[15,66,70],arg:[1,2,4,11,15,18],argmax:10,argu:66,argument:[0,1,2,11,61,64,65],arif:59,around:[2,6,17,56,60,62,64,70],arrai:[1,2,9,10,11,15,59],artefact:66,articl:[15,59,66],arxiv:[9,59],asm:66,aspect:66,assertionerror:0,assess:[6,9,61],assign:[2,40,42,62],assist:[59,66],associ:2,assum:[2,9,50,60,62,65,68,69,70],assumesameimageandmaskmetadata:[11,37,38,62],assumpt:[2,38,62,70],attribut:[0,2,4,6,7,9,11,17,18,59,61],atyp:70,auc:[2,15,70],author:15,auto:[2,53,62],autom:59,automat:[0,6,11,40,59,60,61,62,66,68,69],avail:[2,6,61,63,68],averag:[10,61],average_precision_weight:[39,62],avoid:[2,60,66],awai:66,axes:66,axi:[9,10,50,62,66],axial:[10,11,49,50,51,56,60,61,62,66],back:[61,65],backend:[38,61,62],backward:61,balanc:70,band:[6,70],bangma:59,barchart:[10,61,70],base:[0,2,4,5,6,7,9,10,11,17,18,34,50,59,61,62,66,70],baseestim:[2,9],baselin:68,basesearchcv:2,basesearchcvfastr:2,basesearchcvjoblib:2,basestr:6,basi:70,basic:[64,66,68,70],basicworc:[0,59,61,65,69,70],batch:[9,23,24,60,62],bay:[24,62],bbox_2d:10,bca:70,been:[0,9,10,59,66,68,69],befor:[0,2,6,9,42,60,61,62,65,66,68,69],beforehand:66,begin:[59,61],beginn:59,behavior:2,behaviour:61,being:[15,50,62],belong:[0,2,9],below:[0,2,34,48,60,62,65,66,68,69,70],benefit:[60,66,68],bengio:70,benign:59,bent:59,berlin:66,besid:[0,59,62,70],best:[2,10,61,62,63,68],best_estim:2,best_estimator_:2,best_index_:2,best_params_:2,best_score_:2,beta:2,better:61,between:[2,9,17,21,22,34,42,59,61,62,66],bia:[2,11,50,60,61,62],bias_correct_imag:11,biascorrect:[49,50,62],biascorrection_mask:[49,50,62],big:61,bigr:[6,40,59,62,69],bigr_erasmusmc:2,bigrclusterdetector:4,bin:[52,59,62,64],binari:[2,6,9,10,11,59,61,69],binaru:69,binary_classif:[0,6,17,69],binaryimag:11,bincount:[51,52,62],binwidth:[51,52,62],bio:59,biomark:[59,66,68],biomed:59,bit:61,bitbucket:2,bitwise_xor:61,black:59,blazev:59,blob:[11,56,60,62,64],block:69,blog:62,bme:59,bmia:69,boht:66,bonferonni:9,book:59,bool:2,boolean_uniform:2,boost:[22,61,62],boostrap:61,bootstrap:[3,10,20,59,61,70],bootstrap_metr:10,bootstrap_n:10,border:60,borderlinesmot:[2,53,62],both:[2,10,59,60,61,62,64,66,68,70],bound:[11,17],boundari:[9,10,11,34,42,62],box:[17,59,62],boxplot:[10,61],braband:59,braf:59,branch:[0,22,62],breviti:69,british:59,broad:66,brought:68,bug:61,bugfix:61,buggi:61,build:[0,17,59,61,68,69,70],build_config:7,build_train:0,built:69,buisman:59,bulletin:9,busy:66,button:59,c_valu:2,cache_s:2,cad:2,caddementia:2,calc_pvalu:15,calcfeat_nod:0,calcfeatur:[37,61,62],calcfeatures_test:[0,12],calcul:[0,2,9,10,38,62,64],call:[2,61,64,66,69,70],callabl:2,can:[0,2,6,9,10,11,17,34,38,42,44,50,59,60,61,62,64,66,68,69,70],cancer:[59,66],candid:2,cannot:[2,59,60,61],captur:60,carcinoma:59,cardin:61,cartesiu:[6,69],cartesiusclusterdetector:4,caruana:[2,10],cash:[62,68],cast:61,castillo:59,categor:[9,61],categori:70,caught:6,center:[59,66],centr:66,certain:[2,6,17,60,61,62,66,70],cf_:9,cf_pyradiom:[37,62],challeg:2,challeng:[2,70],chang:[6,59,60,62,64,66,69],changelog:59,chapter:[6,59,60,62,63,65,66,67,69,70],characterist:[10,15,70],check:[2,6,11,48,50,60,61,62,64,70],check_image_orient:11,check_multimetric_scor:2,check_scor:2,checkorient:[49,50,62],checkspac:[49,50,62],chi2:61,child:[22,62],choic:[2,59,68],choos:[2,50,61,62],chosen:[2,62,66],chunk:2,chunksdict:2,circular:66,class_i:2,class_j:2,class_weight:2,classfic:[40,62],classif:[0,3,6,22,46,61,64,65,66,69,70],classifi:[0,2,10,21,22,32,59,61,62,65,70],classifier_data:2,classifiermixin:2,classpi:2,clean:[54,61,62],clf:2,clinic:68,clip:[11,49,50,60,61,62],clip_imag:11,clipping_rang:[49,50,62],clone:69,closest:2,cluster:[2,6,22,40,59,61,62,68,69],cnb_alpha:[21,22,62],coars:[6,66,69],coarse_overrid:7,code:[60,62,69],coef0:2,coeffici:[2,9,70],col:[22,62],coliag:[41,42,58,62],coliage_featur:[9,57,58,62],coliage_features_:9,collabor:59,colleagu:68,color:10,colorect:59,column:[2,6,9,59,66,70],com:[6,9,15,38,59,62,64,65,66,69,70],combat:[0,3,16,24,37,38,59,61],combatharmon:[9,38,62],combatmatlab:9,combatpython:9,combin:[1,2,9,10,24,31,32,59,61,62,63,66,68,70],combine_featur:1,combine_method:[1,31,32,62],combine_multiple_estim:10,comma:[2,9,21,23,35,36,41,62],command:[0,2,9,17,59,61,62,64,65,68,69],common:[2,6],commonli:66,commun:69,compact:66,compar:[15,68],comparison:[59,66],compat:[1,7,9,11,60,61,64],complement_label_1:69,complementari:66,complementnb:[22,62],complementnd:[21,62],complet:[61,62,69,70],complex:[66,70],compon:[9,17,34,60,62,68,70],comprehens:[60,63,66],comput:[0,2,6,9,10,15,16,42,52,59,60,61,62,66,68,69,70],compute_ci:[0,59],compute_confid:10,compute_confidence_bootstrap:10,compute_confidence_logit:10,compute_ground_truth_statist:15,compute_midrank:15,compute_midrank_weight:15,compute_statist:10,concept:[59,68],concern:68,concord:70,conda:65,condit:65,conduct:[2,61,70],confer:[59,66,70],conffid:61,confid:[6,10,61,70],config:[0,1,2,6,7,9,10,11,17,22,34,60,61,62,63,64,65,66,69,70],config_file_path:[1,11],config_io_classifi:[0,59,64],config_io_combat:[0,59],config_io_pyradiom:[0,59],config_preprocess:[0,59],config_segmentix:[0,59],config_worc:[0,59],configbuild:[0,6,61],configpars:[0,11,62],configur:[0,1,2,6,9,59,60,61,64,65,67,69,70],confipars:1,congress:59,congruenc:66,connect:59,consist:[2,39,40,62,69,70],consol:7,constant:[9,43,62,68],construct:[2,6,10,59,69],construct_classifi:[0,59],construct_svm:2,consumpt:2,contain:[0,1,2,6,9,10,11,36,61,62,65,66,69,70],containingfor:2,content:[7,11,59,66],continu:[2,61,69],contour:[10,11,56,60,62],contrast:[2,66],contribut:59,control:2,converg:[10,61],convers:61,convert:[1,7,9,61,64,66],convert_config_pyradiom:1,convert_features_icc_threshold:9,convert_predict:9,convert_pyradiom:9,convert_pyradiomics_featurevector:9,convert_radiomix_featur:7,convex:66,copi:[0,2,9,11,38,59,60,61,62,64],copymetadata:0,core:[2,6,38,40,61,62,66,69],coron:[51,62],correct:[11,24,50,60,61,62,70],correctli:[10,61,65,70],correl:[9,15,66,68,70],correspond:[2,9,10,40,52,61,62,65,66,70],cost:2,could:[61,65,66,68],count:[6,52,62,66],count_num_subject:6,count_paramet:10,coupl:70,cours:70,covari:15,cox:70,cpu:2,crash:[59,61,69],creat:[0,2,5,6,10,17,61,62,65,66,68,69,70],creata:2,create_bbox:17,create_ensembl:[2,61],create_example_data:[0,59,70],create_links_addon:17,create_links_standalon:17,create_network:[13,17],create_param_grid:2,create_random_featur:5,create_sourc:62,createfixedsplit:[0,59],creation:[59,61,66],criteria:59,criterion:2,crop:68,cross:[0,2,10,17,26,38,40,61,62,70],cross_valid:[37,38,62],crossval:[0,59],crossval_typ:10,crossvalid:[3,59],csv:[6,9,10,61,69,70],csv_file_path:4,csv_out:9,csvdetector:4,ct001:0,ct002:0,cto:59,current:[0,2,9,11,26,32,50,59,60,61,62,65,68,70],curv:[6,10,15,61,70],curve_threshold:10,custom:[2,51,52,62],custom_config_overrid:7,cv_iter:2,cv_results_:2,cyan:10,dai:65,dat:9,data:[0,2,9,10,11,16,26,59,60,61,62,65,66,68,69],data_path:69,datadir:69,datadownload:[0,59,61,69],datafil:61,datafold:[5,69],datafram:[2,10],dataset:[0,2,6,30,38,40,59,60,61,62,68,69,70],datatyp:[61,64,67],datayp:61,dcm:11,deal:[60,61],debug:[10,38,59,61,62,69],debugdetector:4,decent:68,decid:[66,68],decision_funct:2,decision_function_shap:2,decod:66,decomposit:[0,6,59,61,70],decompositon:61,default_queu:65,default_scor:2,defaultconfig:[0,7,62,64,70],defin:[0,2,4,6,7,9,11,17,18,34,56,62,63,64,66,68,69,70],definit:[9,59,66],degre:[2,22,42,62,66],del:69,delai:2,delet:[2,59,61,64],delete_cc_para:2,delete_nonestimator_paramet:2,delong:[0,59],delong_roc_test:15,delong_roc_vari:15,demand:2,dementia:2,demo_param:2,demonst:2,den:59,depend:[0,2,10,59,61,65,68,70],deprec:61,depth:[22,62],der:59,describ:[0,2,63,66,67,70],descript:[2,9,20,22,24,26,28,30,32,34,36,38,40,42,44,46,48,50,52,54,56,58,60,62,64,66,69],descriptor:66,design:68,desmoid:59,despit:59,detail:[2,6,10,11,60,62,65,66,70],detect:[9,61,65,66],detector:[0,6,59,61,69],determin:[1,2,6,10,11,20,28,32,34,36,38,42,44,46,48,50,52,56,59,61,62,66,68,69,70],determinist:2,develop:[2,66,68],developp:61,deviat:[9,42,62,66],df_:9,diagnosi:59,diagnost:59,diamet:66,dicom:[0,41,42,50,58,59,60,61,62,70],dicom_featur:[9,57,58,61,62],dicom_feature_label:[41,42,62,66],dicom_feature_tag:[41,42,62,66],dict:[0,1,2,9,11],dictionari:[0,1,2,6,10,11,61,62,65,70],did:[61,64,68,70],didn:61,differ:[2,10,11,15,59,60,61,68],differenti:59,difficult:68,difscal:9,digit:66,dilat:[11,50,55,56,60,61,62,70],dilate_contour:11,dilate_roi:11,dimens:66,dimension:68,direct:[61,66],directli:[6,66,68,69,70],directori:[0,6,62,69],dirnam:69,disabl:[52,61,62],disc:[50,56,62],discret:[42,62,66],discrete_uniform:2,discrimin:59,discuss:[60,66,70],dispatch:2,dissimilar:66,distanc:[9,34,42,62,66],distance_p:9,distinguish:[2,59,70],distribut:[2,61,64,69,70],distrubit:2,divers:68,divid:68,do_detect:4,do_test_rs_ensembl:2,do_valid:18,doc:64,docstr:[69,70],doctest:2,document:[2,6,9,60,61,63,65,69,70],doe:[2,9,61,62,65,66],doi:9,doing:[2,62],don:69,done:[0,2,60,61,62,63,64,65,66,68,70],down:61,download:[61,69],download_headandneck:[5,69],download_project:5,download_subject:5,dpi:10,draw_network:70,drawback:66,drawn:[2,40,62],drmaa:[40,62],drmaaplugin:65,drop:61,drug:66,dti:61,dtrf:59,due:[2,61,68],dummi:[61,65],dure:[2,40,61,62,65],dwarkas:59,e104:66,e107:66,each:[2,6,9,10,11,42,61,62,65,66,68,69,70],earlier:[66,69],easi:[59,68],easier:[61,68,70],easili:[61,62,68,69,70],echo:66,ecr:59,edg:[42,62,66],edit:[69,70],editelastixtransformfil:61,edwardo:2,effect:59,effici:[2,61,66],effort:68,efron:70,eigen:[21,62],either:[0,2,9,10,24,34,62,69,70],ejrad:[],elasticnet:[21,22,61,62],elasticnet_alpha:[21,22,62],elasticnet_l1_ratio:[21,22,62],elastix4:[37,62],elastix:[0,37,59,61,62,70],elastix_para:0,elastix_test:[0,12],electr:66,element:[9,34,50,62,70],elif:[65,69],ellip:66,ellipsi:2,ellipt:66,elong:66,els:[64,65],emb:64,embed:[60,61,63],emper:[24,62],emphasi:66,empir:70,emploi:2,empti:2,emptygraylevel:65,enabl:[2,6,52,62],encod:[2,48,62],end:[59,64,65],energi:66,engin:[2,59,68],enhanc:66,enough:2,ensembl:[2,3,10,17,28,40,59,61,68],ensemble_scor:10,ensur:0,enter:[2,11],entir:2,entri:59,entropi:66,environ:65,epsilon_insensit:[21,62],equal:[2,9,22,24,28,50,62,66],erasmu:68,error:[2,6,10,16,59,61,66,69,70],error_scor:2,especi:[2,38,59,61,62],establish:[59,66],estim:[0,6,7,10,17,21,22,28,34,40,59,61,62],estimator_input:2,estimator_scoring_overrid:7,estsiz:10,etc:[2,9,10,59],etcetera:69,european:59,eusomii:59,evalu:[0,2,3,6,10,30,40,59,61,69],evaluatevalid:18,even:66,everi:[38,62,68],everywher:64,exact:2,exactli:[65,69],exampl:[0,2,6,10,11,15,16,17,48,59,61,62,65,66,68,69],example_stwstrategyhn:69,exampledata:[0,59,69,70],examplefil:69,excel:[66,70],except:[0,6,61],exclud:[9,24,32,34,62],excluded_featur:[23,24,62],exclus:69,exctract:66,exe:[23,62],execut:[0,2,6,16,17,21,22,24,59,61,62,64,68,69],execute_first:7,executionplugin:65,exhaust:2,exist:[17,61,68],exp:2,exp_uniform:2,expand:[10,61,66],expect:[65,68,69],expected_hostnam:4,experi:[2,6,16,59,61,66,70],experiment:[30,62],experiment_fold:69,experiment_nam:69,expert:66,explain:[34,62,65],explant:66,explicit:2,explor:[2,69],explos:2,expon:[2,22,62],express:2,extens:[61,68,69],extrac:60,extract:[1,2,6,9,10,11,42,52,56,59,60,61,62,65,68,70],extract_boundari:10,extract_firstord:[51,52,62],extract_shap:[51,52,62],extractnlargestblobsn:[0,59],extractor:[51,52,62],extrat:11,f1_score:61,f1_weight:[2,6,39,62],f1_weighted_predictproba:[2,39,62],f6d255a45dd:62,facad:[0,7,59,61,69,70],facilit:[59,68],factor_valid:18,fail:61,fals:[1,2,5,9,10,11,17,19,21,22,25,29,31,37,39,41,44,47,49,50,51,55,57,59,62,69],familiar:68,fancyimput:9,faq:[59,61],fashion:69,fast:[2,15,59],fastdelong:15,fastr3:61,fastr:[0,2,6,17,21,22,40,59,61,62,64,65,69,70],fastr_plugin:[0,2,17,21,22,62],fastr_tempdir:[0,62],fastr_test:[0,12],fastr_tool:[0,12],fastrconfig:[0,59,62,70],fastrhom:62,fat:66,fator:2,fatsat:66,fault:61,feat:1,feat_in:9,feat_out:9,feat_out_0:59,feat_test:2,feat_train:2,featpreprocess:[3,59],featsel:[3,59,65],featur:[0,1,2,5,6,7,9,10,11,16,17,24,32,34,36,38,42,44,48,51,52,58,59,60,61,62,68,69],feature:65,feature_dict:65,feature_fil:[6,69],feature_file_nam:6,feature_label:[2,9,10,65,69],feature_label_1:10,feature_label_2:10,feature_labels_tofit:[9,47,48,62],feature_select:[9,34,62],feature_set:9,feature_valu:[2,9,65,69],featurecalcul:[37,38,62,64],featureconvert:[0,59,64],featurefil:[1,10],featurefile_p1:69,featurenam:10,featureprocess:[0,59,64,65],features_:69,features_from_radiomix_xlsx:6,features_from_this_directori:[6,65,69],features_in:9,features_mod1_patient1:1,features_mod1_patient2:1,features_mod2_patient1:1,features_mod2_patient2:1,features_out:9,features_p1:69,features_test:70,features_test_in:9,features_test_out:9,features_train:[65,70],features_train_in:9,features_train_out:9,featuresc:[3,59],featuresdatadir:[65,69],featurespatient1:65,featurespatient2:65,featurevector:9,feel:[68,69],fellow:68,felt:68,fetur:[11,66],few:68,fewer:66,fibromatosi:59,fibrosi:59,fiduzi:59,field:[1,2,9,11,36,48,60,61,62,64,66,68,69],fig:10,figsiz:10,figur:[10,61,68],figwidth:10,fij:9,file1:[2,9],file2:[2,9],file3:[2,9],file:[0,1,2,5,6,9,10,11,46,59,60,61,62,64,66,69],file_io:[0,59,61],file_path:6,filenam:[10,11,65,70],filepath:[10,61],filesmatlabr2015bbinmatlab:[23,62],filesystem:61,fill:[56,60,62],fill_valu:9,fillhol:[55,56,62],filter:[42,59,62,68],finalbsplineinterpolationord:61,find:[2,16,59,61,63,65,68,69],find_exampledatadir:16,find_testdatadir:16,findlabeldata:11,first:[6,9,10,15,34,52,59,61,62,66,68,69,70],fit:[2,9,30,40,61,62,63,64,66,70],fit_and_scor:[2,63,64],fit_param:2,fit_threshold:10,fit_tim:2,fitandscor:[0,59,61,63,64],fitfailedwarn:2,fittd:2,fitted_workflow:2,five:[64,68],fix:[2,10,17,26,34,52,59,62,65,68,70],fixandscor:61,fixed_se:[2,25,26,62],fixed_splits_csv:6,fixedsplit:2,flag:61,flat:66,flatten:[10,61],flatten_object:10,fleiss:9,flexibl:[61,68],flip:[10,66],fluctuat:66,focu:70,focuss:70,fold:2,folder:[2,7,10,16,61,62,64,65,69,70],follow:[2,9,10,59,60,62,64,65,66,68,69,70],fontsiz:[9,10],force2d:[51,52,62],force2ddimens:[51,52,62],foremost:66,foresight:68,forest:[34,62],fork:65,form:66,format:[0,1,2,5,6,7,9,10,11,59,60,61,62,64,70],formula:2,forward:68,found:[2,59,61,62,68,69,70],foundat:59,four:68,fpr:10,fracf_:9,fractal:[58,61,62],fractal_featur:[9,57,58,62],framework:[59,61,68],frangi:[42,62,66],free:69,freeli:70,frequenc:[42,62,66],frequent:9,from:[0,1,2,6,7,9,10,11,15,21,24,38,40,42,46,56,59,60,61,62,64,65,66,68,69,70],frozenset:[2,4,9,18],fulfil:2,full:[6,7,10,11,38,49,50,59,60,61,62,69],fulli:[6,59,61],fullprint:7,fun:68,function_bas:59,funtion:9,further:61,furthermor:66,futur:61,gabor:[9,42,58,59,61,62],gabor_angl:[41,42,62,66],gabor_frequ:[41,42,62,66],gamma:[2,22,62],garcia:2,gastrointestin:59,gather:10,gaussian:[52,59,62],gaussiannb:[21,62],gave:[2,61],gclm:[48,62,66],gener:[0,2,3,6,9,10,21,22,27,34,50,59,60,61,64,65,66,68,70],generalis:59,generaliz:59,generate_config:64,generate_feature_boxplot:10,generate_performance_boxplot:10,genet:[11,70],geometrytoler:[51,52,62],get:[2,10,11,59,68,69,70],get_r:11,getparametermap:17,gibhub:59,git:69,github:[1,2,6,9,10,11,15,38,59,62,64,65,69,70],give:[2,48,60,61,62,65,66,68,69,70],given:[0,2,6,9,10,40,42,59,61,62,64,66,69,70],glcm:[42,48,52,58,59,62,65],glcm_:9,glcm_angl:[41,42,62,66],glcm_distanc:[41,42,62,66],glcm_level:[41,42,62,66],glcmm:66,glcmms_:9,gldm:[52,58,59,62,65],gldzm:[58,61,62],gldzm_:9,glob:[6,69],glrlm:[42,52,58,59,62,65],glrlm_:9,glszm:[42,52,58,59,62,65],glszm_:9,gmean:[39,62],going:68,good:70,grade:59,grahpviz:61,grai:59,grand:2,graphviz:61,grayscal:[42,62],grid:[2,40,62],grid_scor:61,gridsearch:[22,62],gridsearchcv:2,gridsearchcvfastr:2,gridsearchcvjoblib:2,griethuysen:66,grlm:66,ground:[10,70],ground_truth:15,groundtruth:2,group:[2,9,34,61,62,65,66,68,70],groupsel:[2,64],groupwis:[2,61,65,66,70],groupwisesearch:[33,34,62,65],growth:59,gsout:2,guarante:2,guid:[2,59,62,65],guidelin:70,hack:65,had:[61,68],haibo:2,halton:2,haltonsampl:2,hand:68,handbook:59,handl:[9,61],handle_unknown:9,hanff:59,happen:66,harmon:[0,9,16,38,59,60,61,62],has:[0,2,6,9,50,59,62,65,66,68],have:[0,2,9,10,11,34,38,59,60,61,62,64,65,66,68,69,70],hdf5:[1,2,6,7,9,10,59,69,70],head:[69,70],header:[0,2,6,66,70],heidelberg:66,held:2,help:[2,4,7,9,11,17,61,70],helper:[0,6,59],henc:[2,6,9,10,60,61,62,64,66,68,70],hepatocellular:59,herder:59,here:[2,60,62,63,64,66,69,70],hf_:9,hf_mean:9,high:[59,66,68,69],higher:2,highest:2,highli:[2,68],highlight:[51,52,62],hing:[21,62],histogram:[2,41,42,58,59,62],histogram_featur:[9,57,58,62],histopatholog:59,histori:68,hofland:59,hold:[0,2],hole:[56,60,62],home:61,homogen:[22,62,66],hope:59,horribl:69,hospit:[23,62],host:59,hostnamedetector:4,hot:[48,62],hounsfield:62,how:[1,2,10,11,28,42,56,61,62,64,65,66,68,69,70],howev:[2,60,62,64,66,68,70],htm:62,html:[0,9,21,22,34,42,51,52,60,62],http:[0,2,6,9,15,21,22,34,38,42,51,52,54,59,60,62,64,65,69,70],huber:[21,62],hyper:[2,62],hyperoptim:[3,28,40,59,60,61],hyperparamat:2,hyperparamet:[2,10,40,61,62,63,66,68],hypothes:66,hypothesi:15,i_max:10,i_min:10,icc:[2,9,16,59,61,70],icc_anova:2,iccthreshold:[0,59],icctyp:[2,9],idea:[68,70],ident:2,identifi:[6,69],ids:[2,11],ieee:[2,15,59,66],ignor:[9,62],iid:2,iivarinen:66,illustr:68,imag:[0,2,6,10,11,17,38,42,50,52,59,61,62,65,68,69],image_featur:[2,9,10,65],image_features_test:2,image_features_train:2,image_file_nam:[6,69],image_mr:70,image_typ:[41,42,62],imagedatadir:69,imagefeatur:[3,59,66,70],imagefil:11,images1:70,images_from_this_directori:[6,69],images_test:70,images_train:[0,6,70],imagetyp:62,imaginary_label_1:69,imbalanc:[2,54,61,62],img2:10,img:[10,11],immedi:2,implement:[0,2,6,9,11,15,22,24,62,68,70],implicitli:68,imposs:2,improv:[2,66],imput:[0,2,3,44,59,61,64,68],imputat:2,incekara:59,includ:[0,2,6,11,28,32,60,61,62,64,65,66,68,69,70],incompat:[52,62],incorpor:61,incorrect:[50,61,62],incorrectli:[10,61,70],increas:[2,40,61,62],inde:66,independ:[68,70],index:[2,9,10,59,62,65,66,70],indexerror:[0,59],indic:[2,11],individu:2,ineffici:68,infer:[0,40,59,62,70],infinit:61,influenc:66,info:[6,62,65],inform:[2,9,10,38,59,62,64,66,69,70],informat:59,ini:[0,1,2,9,11,61,62,64],init:[9,64],init_adasyn:2,init_borderlinesmot:2,init_nearmiss:2,init_neighbourhoodcleaningrul:2,init_randomoversampl:2,init_randomundersampl:2,init_smot:2,init_smoteenn:2,init_smotetomek:2,initi:[0,2,4,6,7,9,11,17,61,66],inner:[42,60,62,66],input:[0,2,6,9,10,11,17,59,61,62,64,65,68],input_fil:[7,11],inputarrai:9,inset:61,insight:70,inspect:61,instal:[59,60,61,62],instanc:[0,2],instanti:2,instead:[2,52,59,60,61,62,66,69,70],integ:[2,6,9,10,11,19,21,25,27,28,33,37,39,40,41,42,43,44,49,51,52,53,55,59,61,62],integr:[59,61,68],intellig:66,intens:[11,50,52,60,62,66],inter:[2,9],interact:[6,59,61,69],interest:[6,66],interfac:2,intermed:10,intermedi:2,intermediatefacad:61,intern:[59,66,70],interpol:[11,51,52,62],interpret:[64,68],interquartil:66,interv:[6,10,61,70],intervent:[59,66],intra:[2,9],intraclass:[9,70],introduc:69,introduct:[59,69],introductori:68,invalidcsvfileexcept:7,invalidlabelsvalid:18,invalidorderexcept:7,invari:66,inverse_transform:2,involv:2,ioerror:0,iopars:[0,2,59,64],ioplugin:0,iri:2,is_empti:2,is_multimetr:2,is_train:6,isbi:59,isi:70,isn:61,issu:[59,61,65,68,69,70],item:[0,2,9,69],iter:[2,10,20,22,38,40,61,62,64,70],ith:2,itk:[0,11,61],itkimag:10,its:[2,68],itself:[66,68,70],jacob:66,jalv:59,jfortin1:[9,38,62],jiaj:66,job:[2,6,40,59,61,62],joblib:[2,22,38,61,62],joblib_backend:[37,38,62],joblib_ncor:[37,38,62],join:69,joost:66,joseph:9,journal:[15,59,66],json:[2,11,61,69],jth:2,jukka:66,just:[10,61,64,69,70],k_neighbor:[2,53,54,62],kapsa:59,keep:[2,11,59,61,68],kei:[2,3,41,61,62,65,70],kept:9,kernel:[2,22,62,70],kessel:59,keyerror:0,kfold:2,kind:[61,68],klein:59,knn:[9,43,44,61,62],knnimput:61,know:62,knowledg:2,known:66,kovesi:66,kurtosi:66,kwarg:[2,4,18],label1:[45,62,70],label2:[45,62,70],label:[0,1,2,3,6,9,10,11,15,24,46,48,51,52,59,60,61,66,68,69],label_1_count:15,label_data:[2,10,11],label_data_test:2,label_data_train:2,label_feature_1:65,label_feature_2:65,label_feature_3:65,label_feature_4:65,label_fil:[2,10,11,17,69],label_info:11,label_nam:[1,2,6,11,45,46,62,69],label_process:[0,59],label_s:2,label_set:9,label_statu:11,label_typ:[0,1,2,9,10,11,17,70],labelprocess:61,labels_from_this_fil:[6,59,69],labels_test:[9,70],labels_train:[9,70],lambda:2,lambda_tol:2,languag:[23,24,59,62,68],laplacian:[52,59,62],laptop:68,larg:[2,61,66,68],larger:[40,61,62,66],largest:[10,11,56,60,62,66],lasso:[2,21,33,34,62],last:[61,66,68],lastli:[50,62,64],later:[2,9,62,66],latest:[42,51,52,60,62],latex:61,latter:64,lbfg:[21,62],lbp:[42,58,59,62],lbp_:9,lbp_npoint:[41,42,62,66],lbp_radiu:[41,42,62,66],lda:[21,22,62],lda_shrinkag:[21,22,62],lda_solv:[21,22,62],lead:66,learn:[2,9,10,21,22,34,54,59,60,61,62,68,70],least:[2,65,66,68],leav:[26,61,62],led:61,leender:59,left:[2,61],length:[2,9,10,59],lengthi:69,lesion:[32,62,66],less:[61,62,66],let:69,letter:15,level:[42,51,52,59,62,70],lib:59,licens:59,lidc:59,lightweight:2,lij:9,like:[2,9,59,61,62,66,68,69],limit:70,line:[2,9,59,60,64,66,68,69],linear:[2,21,61,62,70],linear_model:[21,22,34,62],linearexecut:[6,17,21,62],link:[17,61,64,69,70],link_n4biasfieldcorrection_doc:60,linr:[21,62],linstretch:[0,59],linux:61,linuxdetector:4,lipoma:59,liposarcoma:59,list:[0,1,2,4,6,7,9,10,11,17,18,21,23,35,36,38,41,42,44,47,58,62,65,70],literatu:9,literatur:[9,60,66],littl:[2,68],liver:[59,70],load:[1,11,42,62,69],load_config:[1,64],load_config_xnat:11,load_data:1,load_featur:[1,61],load_iri:2,load_label:11,load_label_csv:11,load_label_txt:11,load_label_xnat:11,loc:[2,21,22,33,43,53,54,62],local:[42,59,62],locat:[6,58,61,62,66,69],location_featur:[9,57,58,62],locf_:9,log10:15,log:[9,15,22,41,42,51,52,58,59,61,62,64,65,68],log_featur:[9,57,58,62],log_sigma:[41,42,62,66],log_uniform:2,log_z_scor:[35,62],logarithm:[9,61],logic:61,logist:[22,62],logisticregress:[21,22,34,61,62],logit:9,logstandardscal:9,longer:[61,62],loo:[25,26,61,62],loo_cross_valid:2,look:[6,9,59,60,62,63,64,66,68,69,70],loop:[2,65],loss:[2,22,62,66],lot:[52,62,66,68],low:[59,66],lower:[9,11,34,50,61,62],lowerbound:11,lr_l1_ratio:[21,22,62],lr_solver:[21,22,62],lrc:[21,22,62],lrpenalti:[21,22,62],lsqr:[21,62],luckili:68,lung:59,maarten:59,machin:[2,34,59,61,62,66,68,70],macskassi:70,made:[6,59,61,62,66,68,70],maenpaa:66,magnet:66,mai:[2,62,64,66,68,69],main:[6,10,13,16,60,61,69,70],major:[53,61,62,66],majorli:[6,61],make:[2,6,10,38,40,60,61,62,64,65,68,69,70],make_scatterplot:10,make_scor:2,malign:59,manag:[0,66],mandatori:[1,2,9,10,11],manhattan:61,manhattan_import:10,mani:[0,2,9,10,28,56,60,61,62,66,68,70],manipul:70,mann:70,mannwhitneyu:[9,33,62],manual:[2,6,39,59,60,61,62,65,66,68,69],manufactur:66,map:[2,10,70],mappingproxi:[0,2,4,6,7,9,11,17,18],mark:10,marku:66,martijn:59,mask:[0,2,6,10,11,38,50,52,55,56,60,61,62,68,69],mask_contour:11,mask_file_nam:6,masked_arrai:2,masks_from_this_directori:6,masks_test:70,masks_train:70,mass:66,master:[2,60,64,70],match:[1,11,61,62,70],matlab:[9,11,23,24,59,60,62,68],matplotlib2tikz:61,matplotlib:10,matrix:[2,9,59],matter:9,matti:66,max:[1,31,32,34,41,62,64,66],max_it:[2,21,22,62],maxim:2,maximum:[2,22,42,61,62,66],maxlen:[2,39,40,61,62],mean:[1,2,6,9,24,31,32,43,61,62,65,66,70],mean_fit_tim:2,mean_score_tim:2,mean_test_scor:2,mean_train_scor:2,measur:[2,6,66,70],median:[9,43,50,62,66],medic:[59,66,68],medicin:[59,66],meet:[6,59],melanoma:59,member:2,memori:[2,39,40,61,62,70],mention:66,mesenter:59,mesh:66,messag:[2,10,61],metadata:[0,11,38,50,60,61,62,66],metadata_fil:11,metadata_test:70,metadata_train:70,metaestimatormixin:2,metastas:59,method:[0,2,6,9,10,11,15,32,34,36,44,49,50,53,54,59,61,62,65,66,68,70],metion:9,metric1:10,metric1t:10,metric2:10,metric2t:10,metric:[0,9,10,27,28,39,40,59,61,62,70],mhd:[11,70],miccai:59,michael:66,miclea:59,micro:68,microsoft:69,middl:[0,10,70],midrank:15,mimic:11,min:[9,34,41,61,62,64,66],min_object_s:[55,56,62],mine:[59,60,65,68],minim:[2,42,62,69,70],minimum:[22,42,50,56,61,62,66],minkov:9,minm:[49,62],minmax:[9,35,61,62],minor:[53,61,62,66],minsubjectsvalid:18,mismatch:[38,62],miss:[2,9,61],missing_valu:9,missingpi:[9,61],mixtur:11,mod:[9,23,24,61,62,64],modal:[2,9,42,52,61,62,66,70],modalityname1:[2,9],modalityname2:[2,9],mode:6,model:[1,2,6,10,15,17,34,40,58,59,61,62,68,70],model_select:[2,9],moder:[24,60,62,66],modified_hub:[21,62],modnam:1,modu:[0,2,10,17,45,46,62,69],modul:[12,21,22,34,61,62,64,70],modular:59,modulenotfounderror:59,molecular:59,momentum:66,more:[2,6,9,10,11,36,38,40,59,60,61,62,64,65,66,68,69,70],moreov:68,morpholog:[11,66],most:[2,6,9,22,61,62,66,68,69],most_frequ:[9,43,62],mostli:[2,9,61,62,70],mount:[2,6,61,69],move:61,mr001:0,mr002:0,mri:[52,59,62,66],mse:70,mstarmans91:[6,59,64,65,69,70],much:[40,54,61,62,66,69],multi:[2,59,66],multi_class_auc:2,multi_class_auc_scor:2,multi_class_relief:9,multicentr:59,multiclass:[2,6,69,70],multiclass_classif:[6,69],multicor:[6,38,62],multihread:61,multilabel:[2,6,45,46,59,61,62],multilabel_typ:10,multimetric_grid_search:2,multimod:61,multipl:[0,2,9,10,32,38,60,61,62,66,68,69,70],multipli:[11,55,56,62],multiprocess:[37,62],multiresolut:66,multiscal:66,multislic:[42,58,62],multivendor:59,must:[2,59,62],mutat:59,mutlicor:2,mutual:69,mwu:9,mxn:2,n_1:10,n_2:10,n_blob:[55,56,62],n_classifi:15,n_compon:61,n_core:2,n_exampl:15,n_featur:[2,5,9,61],n_iter:[2,17,19,20,25,26,39,40,62],n_job:2,n_jobspercor:[2,39,40,62],n_jobsperscor:2,n_neighbor:[2,9,43,44,53,54,62],n_neighbour:9,n_neightbor:9,n_object:5,n_output:2,n_patient:9,n_sampl:[2,9,61],n_split:[2,39,40,61,62],n_splits_:2,n_test:10,n_train:10,nadeau:70,naiv:68,name:[0,2,6,9,10,11,17,22,24,36,42,48,57,58,59,61,62,66,69,70],name_of_label_predicted_for_evalu:70,nan:[2,9,32,44,61,62,66],ndarrai:2,nearest:[9,34,44,62],nearmiss:[53,62],neccesari:[61,64],neck:69,need:[2,6,9,59,61,62,64,66,68,69,70],needaccess:9,neg:[9,61,70],neg_dual_func:2,neighbor:[9,34,44,62],neighborhood:59,neighbour:[9,66],neighbourhoodcleaningrul:[2,53,62],net:9,nettyp:17,network:[0,13,17,59,61,62,64,68,69],neural:70,neurocombat:60,never:[30,60,62],new_spac:11,newest:61,newli:61,nework:0,next:[66,69,70],ngldm:[58,61,62],ngldm_:9,ngtdm:[42,52,58,59,61,62,65],ngtdm_:9,nice:[61,68],niessen:59,nifti:[61,70],nii:[0,6,11,69,70],nipyp:2,nmod:0,nocrossv:2,node:[0,17,32,61,62,68,70],nofeaturesfoundexcept:7,noimagesfoundexcept:7,nois:[24,62],nomasksfoundexcept:7,nomean:9,non:[2,6,9,24,61,62,66,68,70],none:[0,1,2,4,5,6,7,9,10,11,15,17,18,21,35,51,55,56,61,62,65],nonparametr:70,nor:59,norm_tol:2,normal:[2,6,10,11,49,50,51,52,60,61,62,65,66,68,70],normalization_factor:10,normalize_imag:[11,60],normalize_roi:[11,49,50,62],normalize_whitespac:2,normalizescal:[51,52,62],nosegmentationsfoundexcept:7,not_label:2,notabl:61,note:[0,2,6,9,10,11,61,62,66,68,69],notic:66,notimplementederror:0,now:[61,66],npoint:66,npv:[61,70],nrrd:[11,70],nsampl:10,nsubject:[5,69],num_class:2,num_train:2,number:[2,6,9,10,11,15,20,22,26,34,38,40,42,44,54,61,62,66,68,70],numbertoextract:11,numer:[2,9,70],numf:9,numpi:[2,9,10,11,15,59,61,66],obj:59,object:[0,1,2,4,6,7,9,10,11,17,18,22,32,54,56,59,60,61,62,64,65,69],objectsampl:[0,59,61],observ:[2,9],obsolet:[38,62],occur:[2,9,34,59,62,63,65,70],occurr:9,odd:66,oddfeat:9,oddpati:9,odink:59,oerat:15,of_:[9,23,62],off:[2,65,66,70],offer:[66,69],offici:59,often:[62,66,68,70],ojala:66,older:61,omit:69,onc:[2,11,60,61,66],oncolog:59,oncoradiom:[6,61],one:[0,2,6,9,10,11,26,36,48,50,61,62,64,65,66,68,69,70],onehotencod:[2,3,9,48,59,61],onehotencoderwrapp:[0,59],onevsrest:61,onevsrestclassifi:2,onli:[2,6,9,11,22,30,40,50,61,62,65,66,68,69,70],onlin:[68,69],ontolog:68,onward:2,open:[59,61,65,68,69],oper:[10,11,59,66,70],opim:2,optim:[0,2,22,40,60,61,62,63,66,70],optimiz:0,option:[0,1,2,6,9,10,11,19,21,22,23,25,27,29,31,32,33,35,37,39,41,43,45,47,49,51,53,55,57,60,61,62,64,65,66,69,70],order:[2,9,10,11,52,60,61,62,63,66,68],org:[2,9,21,22,34,62],organ:[66,68],orient:[11,41,42,50,58,59,60,61,62],orientation_featur:[9,57,58,62],orientationprimaryaxi:[49,50,62],origin:[2,51,52,58,60,61,62,66],original_featur:[9,57,58,62],oserror:0,other:[0,2,9,34,39,59,60,61,62,64,68,69,70],otherwis:[2,9,50,52,60,61,62],otsu:[11,49,50,61,62],our:[59,62,64,66,69,70],out:[2,10,11,26,61,62,68,69,70],outcom:[2,40,62,68,69],outer:[26,60,62,66],outlier:[9,61],output:[2,6,9,10,11,17,61,62,64,65,68,69,70],output_csv:[9,10],output_fold:7,output_hdf:2,output_itk:10,output_json:2,output_nam:10,output_name_zoom:10,output_png:[9,10],output_tex:[9,10],output_zip:10,outputfold:[2,10,69],over:[2,6,9,61,62,66,68],overal:[61,69],overfit:[30,60,61,62],overfit_scal:[2,10],overfitscal:[29,30,62],overid:61,overlai:10,overrid:[6,61],oversampl:[61,68],overview:[60,63,66,69,70],overwrit:[6,50,61,62],overwritten:0,own:[37,59,61,62,64,66,68,69],p_ngtdm:65,packag:[59,61,66,70],packagedir:61,pad:[10,17],padmo:59,page:[15,59,68,70],pairwis:11,pairwise_auc:2,panda:[2,10,65,69],panda_data:[2,65],paper:[2,9,66],par:[9,23,24,62],para:2,paracheck:10,parallel:[2,6,61,62],param:[2,10],param_c:2,param_degre:2,param_distribut:2,param_gamma:2,param_grid:2,param_kernel:2,param_list:2,paramet:[0,2,6,9,10,11,22,34,40,54,59,60,61,62,63,64,68,70],parameter_optim:[0,59],parametergrid:2,parameters_al:2,parameters_est:2,parametersampl:2,parametr:[9,24,62],paramt:2,parekh:66,parent:17,pars:[1,61,62,64],part:[2,6,34,42,61,62,63,64,66,68,70],parti:9,pass:[2,61,70],path:[0,1,2,7,9,10,11,24,61,62,65,69],pathnotfoundexcept:7,patient001:0,patient002:0,patient1:[62,65,70],patient1_0:70,patient1_1:70,patient2:[62,65,70],patient3:[62,70],patient:[0,1,2,6,9,10,11,32,54,59,61,62,66,69,70],patient_001:69,patient_002:69,patient_featur:[9,61,70],patient_id:[2,11,17],patientclass:[61,62],patientinfo:[1,2,9,10,11],patientinfo_test:2,patientinfo_train:2,patrick:9,pattern:[59,70],pca:[2,6,34,61,62,64,70],pcatyp:[33,34,62],pce:61,pdf:9,peak:66,pearson:70,peform:69,penalti:[22,61,62],peopl:59,per:[0,1,2,9,24,56,61,62,65,66,70],per_featur:[9,23,24,62],percentag:[2,6,9,10,17,26,34,40,54,61,62,66,69,70],percentil:[9,61,66],perform:[0,2,6,9,10,17,26,30,38,40,46,59,61,62,63,68,69,70],performance_all_0:69,performance_fil:69,performance_metr:2,performance_multilabel:2,performance_singlelabel:2,person:59,peter:66,peura:66,pf_:[23,35,62],phase:[41,42,58,59,62],phase_featur:[9,57,58,62],phase_minwavelength:[41,42,62,66],phase_nscal:[41,42,62,66],phasef_:9,phd:68,phenotyp:66,phil:59,philip:66,physic:0,pick:[62,70],pid:[10,11,61],pietikainen:66,pilot:59,pinfo:[10,17,61],pinfo_hn:69,pip:[60,61,65,69],pipelin:[0,59,61,68,70],pixel:[0,10,42,52,62,66],place:64,placehold:9,platform:[59,68,69],pleas:[2,6,9,59,60,62,63,64,65,66,69,70],plot:[0,9,16,59,61],plot_bar:10,plot_barchart:[0,59],plot_boxplot_featur:[0,59],plot_boxplot_perform:[0,59],plot_error:[0,59],plot_estimator_perform:[0,59],plot_hyperparamet:[0,59],plot_im_and_overlai:10,plot_imag:[0,59,61],plot_prc_cic:10,plot_pvalues_featur:[0,59],plot_ranked_imag:10,plot_ranked_percentag:10,plot_ranked_posterior:[10,61],plot_ranked_scor:[0,59],plot_roc:[0,59],plot_roc_c:10,plot_single_prc:10,plot_single_roc:10,plot_svm:61,plot_svr:61,plot_test:9,plotminmaxrespons:[0,59],plotrankedscor:61,plu:[2,24,62,70],pluge:0,plugin:[0,2,21,22,40,61,62,65,68],png:[0,10,61],point:[2,10,42,62,69],pointint:10,pointsar:10,poli:[2,21,62],polynomi:[22,62,70],port:61,posit:[2,9,10,34,62,66,70],possibl:[2,9,59,61,66,68,70],post:69,posterior:[6,10,70],posteriors_csv:10,potenti:64,ppv:70,practic:68,prax:66,prc_csv:10,prc_png:10,prc_tex:10,pre:61,pre_dispatch:2,precis:[10,61,66,70],precomput:69,precrop:[51,52,62],predict:[2,5,6,9,10,15,37,57,59,60,61,62,65,66,68,69,70],predict_label:[6,61,69],predict_log_proba:2,predict_proba:[2,61],predictions_on:15,predictions_sorted_transpos:15,predictions_two:15,predictproba:61,predit:61,preflighcheck:61,preflightcheck:[0,59,61],prepar:[11,59],preprint:59,preprocess:[0,2,3,9,37,38,50,59,61,68,70],preprocess_nod:0,preprocessor:[0,32,59,61,62,64],preprocss:2,present:[2,59,61,66,69],preserverd:[24,62],prevent:61,previou:[68,70],previous:[61,68],primari:[50,62],primary_axi:11,princip:66,principl:[34,59,62,68,70],print:[2,7,9,10,61,69,70],probabl:[2,15,65,69],probe:59,problem:[2,59,61,68],procedur:[9,62,70],proceed:[59,70],process:[0,2,6,15,38,59,60,61,62,68,70],process_fit:2,processpoolexecut:17,produc:[2,66],program:[23,62,68],progress:[2,61],project:[5,11,61],project_nam:5,projectid:[45,46,62],proof:59,proper:[0,61],properli:61,properti:[2,66],prostat:59,proven:68,provid:[0,2,6,10,11,17,24,28,38,49,50,60,62,63,66,69,70],provost:70,pseudo:2,psycholog:9,publish:15,purpos:[0,30,62],push:59,put:[10,61,62,70],pvalu:15,pxcastconvert:61,pyradiom:[1,3,9,37,51,52,57,59,61,64,65,66],python3:61,python:[5,9,23,59,60,61,62,64,68,69],python_intro:60,pywavelet:65,qda:[21,22,62],qda_reg_param:[21,22,62],qualiti:2,quantifi:66,quantit:[59,66,68],question:68,queue:59,quick:[59,62,65],quickli:66,quit:[62,68],qxm:2,radial:[66,70],radian:[42,62,66],radii:[42,62],radiograph:66,radiolog:[59,66],radiom:[0,9,60,62,63,70],radiomix:[6,7,61],radiu:[10,11,42,50,56,62,66],rais:[2,61],rajic:59,ran:[2,61,69],random:[2,5,24,26,34,61,62,70],random_se:2,random_search:2,random_search_paramet:2,random_split:[25,62],random_split_cross_valid:2,random_st:[2,9],randomizedsearchcv:2,randomizedsearchcvfastr:2,randomizedsearchcvjoblib:2,randomli:[2,34,62,65],randomoversampl:[53,62],randomsearch:2,randomst:2,randomundersampl:[53,62],rang:[10,11,22,34,54,62,66],rank:[6,9,10,28,34,40,61,62,68,70],rank_:2,rank_test_scor:2,ranked_pid:10,ranked_scor:10,ranked_truth:10,rankedposterior:61,rankedsvm:[0,59,61],ranking_scor:[2,39,40,62],ranksvm:2,ranksvm_test:2,ranksvm_test_origin:2,ranksvm_train:2,ranksvm_train_old:2,rate:[10,22,62,70],rater:9,rather:2,ratio:[10,22,62,66],rational:63,raw:[11,66],rbf:[2,21,62],read:[1,2,11,68,69,70],read_hdf:69,reader:61,readthedoc:[0,42,51,52,54,59,60,61,62],reason:[2,66],recal:[10,61,70],receiv:[10,15,70],recent:61,recogn:65,recommend:[2,22,24,59,60,62,64,66,68,69],recommmend:69,recreat:2,reduc:[2,59,61],reduct:[61,68],redund:[61,66],ref:2,refactor:61,refer:[0,1,2,3,4,6,7,9,10,11,15,17,18,37,61,62,64,66,68],refit:[2,40,61,62],refit_and_scor:2,refit_ensembl:10,refit_workflow:[2,39,40,62],reflect:66,regard:59,regardless:69,region:[6,66],registr:[0,38,59,61,62,68,70],registrationnod:[37,38,62],regress:[2,6,10,17,22,46,59,61,62,65,69,70],regressor:[0,59,60,61],regular:[22,62,70],rel:[2,65],relat:[0,66],releas:[61,68],relev:[60,64,66,68,70],reli:66,reliabl:9,relief:[0,2,34,59,61,62],reliefdistancep:[33,34,62],reliefnn:[33,34,62],reliefnumfeatur:[33,34,62],reliefsamples:[33,34,61,62],reliefsel:2,reliefus:[33,34,62],remov:[9,10,38,56,60,61,62],remove_small_object:[55,56,62],removeconst:10,renam:61,rencken:59,repeat:[2,62],repetit:66,replac:[2,9,44,61,62,64,65],replacenan:[2,61],report:70,repositori:[59,69],repres:[2,66],reproduc:[61,68],requir:[0,2,6,22,59,61,62,65,68,69,70],resampl:[2,3,11,49,50,54,59,60,61,70],resample_imag:11,resampled_imag:11,resampledpixelspac:[51,52,62],resampling_spac:[49,50,62],research:[59,66,68],resourc:[0,11,13,59,65,68],respect:[2,9,56,60,62,69,70],result:[2,9,10,38,50,59,61,62,66,68],ret:2,retreiv:11,retriev:66,return_al:2,return_estim:2,return_n_test_sampl:2,return_paramet:2,return_tim:2,return_train_scor:2,returnplot:10,revert:61,review:66,rfmax_depth:[21,22,62],rfmin_samples_split:[21,22,62],rfn_estim:[21,22,62],rfr:[21,62],rgrd:[58,61,62],rgrd_featur:[9,57,58,62],rgrdf_:9,ridg:[21,61,62],right:70,ring:[11,55,56,60,61,62],risk:[59,70],rms_score:2,rng:2,robust:[9,35,59,61,62,66],robust_z_scor:[9,35,62],robustscal:[9,61],robuststandardscal:[9,61],roc:[6,10,15,61,70],roc_comparison:15,roc_csv:10,roc_png:10,roc_tex:10,roi:[11,50,52,59,61,62,70],roi_dilate_radiu:11,roidetermin:[11,49,50,62],roidil:[49,50,62],roidilateradiu:[49,50,62],rokwa:9,root:[2,6],rosset:70,rot90:10,rotat:[50,62,66],rough:66,round:[2,22,61,62],rounded_list:2,routin:[66,68],row:[2,9,66],rtstructread:61,run:[2,6,9,59,61,62,65,68,70],runtim:[2,61],rvs:2,safe:64,saga:[21,62],sagit:[51,61,62],sai:60,same:[1,2,9,10,22,32,38,60,61,62,66,68,69,70],samefeat:9,sampl:[0,1,2,9,10,22,34,40,54,61,62,70],sample_s:9,sample_weight:15,sampler:2,sampleswarn:18,sampling_strategi:[2,53,54,62],sar:2,sar_scor:2,sarcoma:59,satur:66,save:[0,2,5,9,10,38,40,61,62,65,66,69,70],save_config:[0,64],save_data:2,save_memori:10,scale:[2,9,21,22,33,36,42,43,52,53,54,61,62,66,68],scaler:[0,2,30,59,61,62,64],scaling_method:[35,36,62],scan:[62,66,69],scanner:66,scatterplot:[0,59],schoot:59,scienc:70,scikit:[2,9,21,22,34,60,62],scipi:2,score:[2,6,9,10,17,40,50,61,62,63,70],score_tim:2,scorer:2,scorer_:2,scorers_dict:2,scoring_method:[2,6,7,39,40,62],scoring_paramet:2,script:[9,60,61,64,65,68,69,70],script_path:69,scroll:70,search:[2,6,9,34,40,59,61,62,64,65],searchcv:[0,10,59,61,64],sebastian:59,second:[2,9,15,24,62,66],section:[62,65,69,70],see:[0,1,2,4,6,7,9,10,11,17,21,22,34,38,42,51,52,54,59,60,61,62,64,65,66,69,70],seed:[2,26,61,62],seem:[61,68],seen:[2,70],seg:[17,61],seg_liver_mr:70,seg_tumor1_mr:70,seg_tumor2_mr:70,seg_tumor_mr:70,segment:[0,6,10,11,17,38,56,60,61,62,66,68,69],segmentation_file_nam:[6,69],segmentations1:70,segmentations2:70,segmentations_from_this_directori:[6,69],segmentations_test:70,segmentations_train:[6,70],segmentix:[0,1,3,37,38,52,59,60,61,70],segmentix_test:[0,12],segradiu:[55,56,62],segtyp:[55,56,62],sel:9,select:[2,6,9,11,22,34,52,59,61,62,68,70],selected_label:6,selectfeatgroup:[3,34,59,65],selectfrommodel:[33,34,61,62],selectfrommodel_estim:[33,34,62],selectfrommodel_lasso_alpha:[33,34,62],selectfrommodel_n_tre:[33,34,62],selectgroup:[0,59,65],selectindividu:[0,59],selectmodel:2,selectmulticlassrelief:9,selectormixin:9,self:[2,4,7,9,11,17,22,62,65],selfeat_vari:9,semant:[0,6,58,59,61,62],semantic_featur:[9,57,58,62],semantics_from_this_fil:6,semantics_test:70,semantics_train:70,semf_:[9,23,35,62],semicolon:61,sensibl:66,sensit:70,separ:[2,6,21,23,30,35,36,41,61,62,70],sequenc:[0,2,70],seri:[6,65],seriou:60,serpar:61,serv:[0,66,68,70],session:5,set:[0,1,2,5,6,9,10,15,17,22,30,38,40,44,50,60,61,62,64,65,66,68,69,70],set_fixed_split:6,set_multicore_execut:[6,69],set_tmpdir:[6,69],settin:2,settings_dict:1,setup:[6,61],sever:[0,6,9,11,60,61,62,65,66,68,69,70],sex:[9,41,62,66,70],sf_:[9,23,62,65],sf_compact:9,sgd:[21,22,62],sgd_alpha:[21,22,62],sgd_l1_ratio:[21,22,62],sgd_loss:[21,22,62],sgd_penalti:[21,22,62],sgdr:[21,62],shape:[2,9,41,42,52,58,59,62,65],shape_featur:[9,57,58,62],shear:68,sheet:70,shift:[24,62],should:[0,1,2,6,9,10,11,24,36,38,40,42,54,56,60,61,62,65,70],show:[2,10,61,69,70],shown:68,shrink:2,shrinkag:[22,62],shrout:9,shuffle_estim:10,shutil:61,siemen:66,sigma:[9,15,66],sign:[2,9],signal:15,signatur:[2,4,7,9,11,17,59],signific:[10,70],significantli:62,similar:[2,9,60,61,64,65,66,68,69,70],similarli:64,simpl:[6,60,65,66,68,69],simpleelastix:70,simpleitk:[50,60,62,70],simpler:68,simplest:70,simplevalid:18,simpleworc:[0,59,60,61,69,70],simpli:[24,59,61,62,65,69,70],simplifi:69,simultan:[2,68],sinc:65,singel:6,singl:[2,6,10,11,15,24,40,42,44,59,60,61,62,63,70],single_class_relief:9,singleclass:2,singlelabel:[2,17,45,46,62],singleton:2,sink:[0,17,61,64,68,70],sink_data:[0,13,17,70],site:[2,59],sitkbsplin:[51,52,62],six:66,size:[2,10,17,34,40,42,59,61,62,70],size_alpha:2,skew:66,skip:[36,61,62,69,70],skip_featur:[9,35,36,62],sklearn:[2,9,10,21,22,34,39,61,62,64],slack:[22,62],sleijfer:59,slice:[0,2,10,56,61,62,66,70],slicer:[0,10,59,61],slight:2,slightli:69,slow:61,small:[9,56,60,61,62,66],smaller:[54,62,66],smallest:2,smart:[10,62],smit:59,smote:[2,53,61,62],smoteen:2,smoteenn:[53,62],smotetomek:[53,62],snapshot:70,sne:[6,70],societi:59,soft:59,softwar:[24,59,62,68],sole:66,solid:66,solut:[2,65],solv:[65,68],solver:[22,61,62],some:[0,2,6,59,61,62,64,68,69,70],somenam:[62,70],someon:68,someotherrandandomfolderwith:65,sometim:61,sort:[2,15,61,69],sourc:[0,1,2,4,5,6,7,9,10,11,13,15,16,17,18,59,61,62,64,66,68,69],source_data:[0,13,70],space:[2,9,10,11,34,50,60,61,62,64,66,70],span:2,spars:[9,70],spawn:[0,2],spawner:0,spearman:70,specif:[2,9,22,48,62,64,65,66,68,69,70],specifi:[0,2,6,11,22,34,38,40,48,54,62],speed:[6,69],spend:2,spheric:66,split0_test_scor:2,split0_train_scor:2,split1_test_scor:2,split1_train_scor:2,split2_test_scor:2,split2_train_scor:2,split:[2,9,17,22,26,61,62,66,68,70],springer:66,squar:[2,10,70],squared_epsilon_insensit:[21,62],squared_hing:[21,62],squared_loss:[21,62],src:2,ssh:69,stabl:[0,9,21,22,34,54,61,62],stack:1,standalon:[17,61],standard:[6,9,42,59,61,62,66,69,70],standardis:59,standardscal:9,starman:59,start:[2,59,61,62,65,68],stat:[2,10,69],state:[0,2,28,61,62,64,69],statement:[11,64],staticmethod:18,statist:[0,2,9,10,16,34,59,61,62,66,69,70],statisticalsel:2,statisticaltest:61,statisticaltestfeatur:[0,59,61],statisticaltestmetr:[33,34,62],statisticaltestthreshold:[0,33,34,59,62],statisticaltestus:[33,34,62],statsticaltestthreshold:61,statu:[2,11,59],std:9,std_fit_tim:2,std_score_tim:2,std_test_scor:2,std_train_scor:2,stefan:59,step:[2,42,60,61,62,63,65,66,68,70],still:[61,65,69,70],stimul:59,stop:[11,61],store:[2,6,7,69,70],str:[2,61],straight:[60,68],strategi:[2,9,10,43,44,54,59,61,62],stratif:59,stratifi:[2,17],stratifiedkfold:2,strenght:[22,62],strength:[22,62,66],stretch:10,string:[0,1,2,6,9,10,11,21,23,35,39,40,41,45,47,61,62,70],stromal:59,strongli:69,struct:61,structer:66,structur:[65,66,69,70],stuck:69,student:[9,68,70],studi:[0,59,68],studio:69,stwstrategyhn1:69,sub:[0,66],subfold:[6,61,65,69],subgroup:66,subject:[2,5,6],subkei:[19,20,21,22,23,24,25,26,27,28,29,30,31,32,33,34,35,36,37,38,39,40,41,42,43,44,45,46,47,48,49,50,51,52,53,54,55,56,57,58,62],submit:59,subpackag:59,subset:69,substr:[9,24,36,48,62],subtract:[11,55,56,61,62],succeed:61,success:2,suffici:70,suggest:[2,64],suit:[0,2,11],suitabl:[59,66],sun2014fast:15,sun:15,suppli:[1,2,10,42,50,54,56,61,62,70],support:[2,9,26,50,59,61,62,65,66,68,70],suppos:62,sure:[6,64,65,70],surfac:66,surfsara:69,surgeri:59,surgic:59,surrog:2,surround:66,surveil:59,surviv:[6,10,59,70],svc:2,svd:[21,62],svm:[2,6,10,21,22,61,62],svmc:[21,22,62],svmcoef0:[21,22,62],svmdegre:[21,22,62],svmgamma:[21,22,62],svmkernel:[21,22,62],svr:[2,6,21,62],symlink:61,symmetri:66,symposium:59,synthet:[9,10],synthetictest:9,system:[0,2,62,66,70],tabl:[2,70],tadpol:[2,70],tag:[41,42,61,62,66,70],take:[2,9,40,61,62,64,70],taken:10,tandfonlin:9,target:2,task:68,techniqu:[62,66],tedious:68,tell:[6,64,70],tempdir:[61,69],tempfold:2,temporari:[0,6,61,69],tempsav:[2,37,38,62],term:[22,34,61,62,68],terminolog:59,test:[0,2,6,9,10,15,26,30,34,38,40,59,61,62,65,69,70],test_combat:[0,59],test_combat_fastr:16,test_data:2,test_help:[0,59],test_iccthreshold:[0,59],test_invalidlabelsvalidator_columnsubstr:16,test_invalidlabelsvalidator_patientcolumn:16,test_invalidlabelsvalidator_patientsubstr:16,test_invalidlabelsvalidator_validconfig:16,test_metr:10,test_plot_error:[0,59],test_rs_ensembl:2,test_sampl:10,test_sample_count:2,test_scor:[2,39,62],test_score_dict:2,test_siz:[2,17,25,26,39,40,62],test_target:2,test_valid:[0,59],tex:[10,61],text:2,textur:[42,58,59,62],texture_featur:9,texture_gabor:[41,42,62],texture_gabor_featur:[9,57,58,62],texture_glcm:[41,42,51,52,62],texture_glcm_featur:[9,57,58,62],texture_glcmm:[41,42,62],texture_glcmms_featur:[9,57,58,62],texture_gldm:[51,52,62],texture_gldm_featur:[57,58,62],texture_gldzm_featur:[9,57,58,62],texture_glrlm:[41,42,51,52,62],texture_glrlm_featur:[9,57,58,62],texture_glszm:[41,42,51,52,62],texture_glszm_featur:[9,57,58,62],texture_lbp:[41,42,62],texture_lbp_featur:[9,57,58,62],texture_ngldm_featur:[9,57,58,62],texture_ngtdm:[41,42,51,52,62],texture_ngtdm_featur:[9,57,58,62],tf_glcm_contrastd1:66,than:[2,54,61,62,65,69],thei:[2,61,62,63,66,69,70],them:[2,61,62,68,70],themselv:66,therebi:[59,61,68,70],therefor:[0,6,9,60,61,64,65,66,68,69,70],thi:[0,2,6,9,10,32,36,40,48,50,54,59,60,61,62,63,64,65,66,67,68,69,70],thick:66,thing:[61,62,65,69],third:9,thoma:59,thomeer:59,those:[2,6,9,64,66,70],thread:[37,61,62],three:[2,65,66],thresh:[9,10],threshold:[2,9,10,16,34,50,54,61,62,66],threshold_annot:10,threshold_clean:[2,53,54,62],through:[0,2,9,11,17,50,59,61,62,66,68,69,70],throughput:66,thu:[2,9,59,60,61,62,65,66,68,70],tibshirani:70,tiff:[11,70],tikzplotlib:61,timbergen:59,time:[2,10,26,34,40,54,61,62,66,68,69,70],timer:61,timo:66,tip:59,tissu:59,titl:15,tmp:6,tmpdir:[6,69],to_hdf:65,todo:[2,9],togeth:[61,64,69],tol:2,toler:2,tomek:2,tomographi:59,tone:59,too:66,tool:[0,6,37,38,59,60,61,62,64,67,68,69,70],toolbox:[9,57,58,59,61,62,65,66,70],top50:2,top:[10,61],topi:66,toshiba:66,total:[2,66],towardsdatasci:62,tpr:10,trace:[65,69],track:2,trade:2,train:[0,2,6,10,22,26,30,34,38,40,61,62,70],train_data:2,train_scor:2,train_score_dict:2,train_target:2,train_test_split:2,trainclassifi:[0,10,59,61,64],transact:[2,66],transform:[2,9,38,61,62,64,66,70],transformationnod:[37,38,62],transformermixin:9,transformix:[0,37,59,61,62],transpos:[11,60,61],transpose_imag:11,travi:61,treat:62,tree:[22,34,62,70],tri:[2,68],trick:59,trigger:66,truth:[2,10,61,70],tsampl:10,ttest:[9,33,61,62],tube:66,tubular:66,tumor:[59,69,70],tumour:59,tune:[2,62,68],tupl:2,turn:[61,65],tutori:[16,59,62,65],two:[0,2,9,10,15,21,33,41,43,53,61,62,66,69,70],txt:[0,1,2,6,9,10,61,62,70],type:[0,2,4,7,9,10,11,17,22,25,26,34,38,59,61,62,64,66,68,70],typeerror:[0,2],typegroup:61,typic:70,typo:61,udr:2,unadjust:15,unaffect:[24,62],unag:11,uncorrect:70,under:[2,15,59,61,62,66,70],underli:2,underscor:70,understand:68,unfit:2,unfortun:65,uniform:[2,22,54,61,62,64,66],uniformli:2,uniqu:[2,66],unit:[61,62],univari:[2,6,61,70],univers:[2,59],unless:2,unreleas:[],unround:61,unsuccesful:61,unsuit:61,unsupervis:2,until:2,updat:61,upgrad:61,upon:[6,62],upper:[34,62],upperbound:[11,50,62],uri:61,url:[11,45,46,61,62],urltyp:61,usabl:2,usag:[2,40,61,62,66,70],usd:9,use:[0,2,6,9,10,11,17,20,22,24,26,28,30,32,34,38,43,44,48,50,52,58,59,60,61,62,64,66,68,69,70],use_fastr:2,useag:9,used:[0,1,2,6,9,10,11,22,26,28,30,34,38,40,42,44,46,50,52,54,56,58,59,61,62,64,66,68,69,70],useful:[2,9,38,62,70],usemask:11,usepca:[33,34,62],user:[2,6,60,66,67,69],usersmynamefeaturefold:6,usersmynameimagefold:6,usersmynamemaskfold:6,usersmynamesegmentationfold:6,uses:[2,6,9,61,64,65,66,67],using:[0,2,6,9,17,22,24,26,28,34,40,44,50,52,59,60,61,62,64,65,66,68,69,70],usual:66,util:2,v600e:59,val:0,valid:[0,2,6,9,10,17,26,38,40,59,61,62,70],validationm:[26,62],validatorsfactori:18,valu:[0,2,6,9,10,11,15,34,39,42,44,48,52,60,61,62,64,65,66,69,70],value1:62,value2:62,valueerror:0,van:[59,66],vari:[2,52,61,62,66,68],variabl:[0,10,24,60,61,62,65,69],varianc:[2,9,15,33,34,61,62,66],variancethreshold:[0,34,59,61,62],variancethresholdmean:9,variant:68,variat:[24,62],varieti:[6,59,66],variou:[2,10,59,61,62,64,67,68,70],varsel:2,vector:[2,9],veenland:59,veldt:59,vendor:59,verbos:[2,5,9,10,61],verhoef:59,veri:[2,68],vermeulen:59,version:[15,24,61,62,65,66],verson:61,versu:59,vessel:[41,42,58,59,62],vessel_featur:[9,57,58,62],vessel_radiu:[41,42,62,66],vessel_scale_rang:[41,42,62,66],vessel_scale_step:[41,42,62,66],vf_:9,vfs:[0,61],via:69,vincent:59,virtual:65,virtualenv:69,vishwa:66,visit:64,visser:59,visual:[66,69],vizual:61,vol:70,volum:[15,59,66],voort:59,voxel:[56,62,66],voxelarrayshift:[51,52,62],wai:[62,66,70],want:[0,6,11,59,60,62,66,69,70],warn:[2,61],warp:70,wavelength:[42,62],wavelet:[51,52,58,59,61,62],wavelet_featur:[9,57,58,62],weak:[0,2,4,6,7,9,11,17,18],week:65,weichao:15,weight:[2,22,61,62],weigth:[34,62],welch:[9,33,62,70],well:[11,59,61,62,64,66,68,69,70],were:[61,64,65,66,68,70],weus:70,what:[64,66],when:[0,2,6,9,10,17,22,26,28,34,36,40,44,60,61,62,64,65,66,68,69,70],whenev:2,where:[2,10,59,61,68,69],wheter:[30,62],whether:[1,2,6,9,10,11,20,28,38,42,46,48,50,52,56,61,62,63,66,69],which:[0,2,6,7,9,10,11,24,34,36,38,40,48,52,60,61,62,63,64,65,66,68,69,70],whitnei:70,whole:[40,62,68],why:62,wich:2,wide:[59,66],width:[52,59,62,70],wijnenga:59,wiki:[1,2,9,10,11],wilcoxon:[2,9,33,62,70],wildcard:[6,65],willemssen:59,window:[22,61,62,69],wip:[9,10,45,46,59,60,62,63,64],with_mean:9,with_std:9,within:[61,63,65,66,68,70],withing:[50,62],without:[2,61],wonder:68,worc:[1,2,4,5,6,7,9,10,11,13,15,16,17,18,22,37,39,42,48,60,61,62,63,64,66,67,68,69],worc_:69,worc_config:[0,59,61,62],worcassertionerror:0,worccastconvert:61,worccastcovert:61,worcdirectorydetector:4,worcerror:0,worcflow:59,worcindexerror:0,worcioerror:0,worckeyerror:[0,59],worcnotimplementederror:0,worcscal:9,worctutori:[6,59,65,69,70],worctutorialsimple_travis_multiclass:[0,59],worctutorialsimple_travis_regress:[0,59],worctypeerror:0,worcvalueerror:[0,59],worcworc:64,work:[11,59,61,66,68],workaround:2,workflow:[0,2,6,10,40,61,62,63,64,66,68,69,70],would:[59,62,66,68,69,70],wrap:[2,60,61,64,68],wrapper:[2,60,64,70],write:10,written:[2,9,10],wtype:0,www:[9,62],x_test:[2,9],x_train:[2,9,10],xgb:[22,62],xgb_boosting_round:[21,22,62],xgb_colsample_bytre:[21,22,62],xgb_gamma:[21,22,62],xgb_learning_r:[21,22,62],xgb_max_depth:[21,22,62],xgb_min_child_weight:[21,22,62],xgbclassifi:[21,62],xgboost:[60,61,62],xgbregressor:[21,62],xgdboost:[60,61],xlsx:[2,7],xml:64,xnat:[11,61,69],xnat_url:5,y_predict:[2,10],y_score:[2,10],y_test:2,y_train:[2,9,10],y_truth:[2,10],yandexdataschool:15,year:15,yet:[6,11,61],yield:2,yml:61,you:[0,2,6,11,17,48,54,59,60,61,62,64,65,66,68,69,70],your:[0,2,6,30,37,38,40,46,52,59,61,62,64,69],yourself:[59,68],yspace:9,z_score:[9,11,35,49,62],zero:[9,44,61,62],zij:9,zip:[10,61,69],zone:59,zoomfactor:10,zwanenburg:66},titles:["WORC Package","IOparser Package","classification Package","<no title>","detectors Package","exampledata Package","facade Package","helpers Package","fastrconfig Package","featureprocessing Package","plotting Package","processing Package","resources Package","fastr_tests Package","fastr_tools Package","statistics Package","tests Package","tools Package","validators Package","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","<no title>","WORC: Workflow for Optimal Radiomics Classification","Additional functionality","Changelog","Configuration","Data Mining Methods","Developer documentation","FAQ","Radiomics Features","Resource File Formats","Introduction","Quick start guide","User Manual"],titleterms:{"0rc1":61,"boolean":65,"class":11,"default":65,"function":60,"import":69,Added:61,Adding:64,The:[69,70],actual:69,addexcept:[0,65],addit:60,advancedsampl:2,alter:65,analysi:[63,69],arrai:65,attribut:70,basicworc:6,begin:65,bigr:65,bin:66,binari:66,bootstrap:62,calcfeatures_test:13,can:65,chang:61,changelog:61,choic:66,classif:[2,59,62,63],classifi:60,cluster:65,column:65,combat:[9,60,62],command:70,compon:63,comput:65,compute_ci:10,config_io_classifi:1,config_io_combat:1,config_io_pyradiom:1,config_preprocess:1,config_segmentix:1,config_worc:1,configbuild:7,configur:62,construct:70,construct_classifi:2,content:62,convert:65,crash:65,create_example_data:5,createfixedsplit:[2,17],creation:62,crossval:2,crossvalid:62,data:[63,64,70],datadownload:5,debug:70,decomposit:9,definit:70,delet:65,delong:15,depend:66,detector:4,develop:[59,64],dicom:66,differ:[65,66],dimension:63,document:[59,64],elastix:17,elastix_para:70,elastix_test:13,ensembl:62,entri:65,error:65,estim:2,evalu:[17,62,70],exampl:[64,70],exampledata:5,except:7,execut:[65,70],experi:[65,69],extract:66,extractnlargestblobsn:11,facad:6,fals:65,faq:65,fastr:68,fastr_test:13,fastr_tool:14,fastrconfig:8,feat_out_0:65,featpreprocess:62,featsel:62,featur:[63,64,65,66,70],featureconvert:9,featureprocess:9,featuresc:62,file:[65,67,70],file_io:1,filter:66,first:65,fitandscor:2,fix:[61,66],format:[65,67],found:65,from:63,full:66,function_bas:65,gabor:66,gaussian:66,gener:62,given:65,glcm:66,gldm:66,glrlm:66,glszm:66,grai:66,groupwis:63,guid:69,hdf5:65,helper:[7,11],histogram:66,hyperoptim:[62,64],icc:60,iccthreshold:9,imag:[60,66,70],imagefeatur:62,imput:[9,62,63],indexerror:65,indic:[59,65],infer:17,input:[69,70],instal:[65,69],instead:65,integ:65,interact:[62,70],introduct:[62,68],iopars:1,job:65,keep:65,label:[62,65,70],label_process:11,labels_from_this_fil:65,laplacian:66,lbp:66,learn:63,length:66,level:66,lib:65,like:65,line:65,linstretch:10,local:66,log:66,look:65,machin:63,manual:70,mask:70,matrix:66,metadata:70,method:[63,64],metric:2,mine:63,model:63,modul:[0,1,2,4,5,6,7,8,9,10,11,13,15,16,17,18,59,65],modular:68,modulenotfounderror:65,must:65,name:65,need:65,neighborhood:66,network:70,ngtdm:66,numpi:65,obj:65,object:70,objectsampl:2,occur:66,onehotencod:[62,63],onehotencoderwrapp:9,ones:65,optim:[59,68],orient:66,other:[65,66],own:65,packag:[0,1,2,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,65,69],paramet:66,parameter_optim:2,patient:65,pattern:66,pca:63,phase:66,plot:10,plot_barchart:10,plot_boxplot_featur:10,plot_boxplot_perform:10,plot_error:10,plot_estimator_perform:10,plot_hyperparamet:10,plot_imag:10,plot_pvalues_featur:10,plot_ranked_scor:10,plot_roc:10,plotminmaxrespons:10,preflightcheck:18,preprocess:[11,60,62],preprocessor:9,princip:63,process:[7,11,64],pyradiom:62,queue:65,quick:69,radiom:[59,66,68],rankedsvm:2,reduct:63,refer:59,registr:60,regress:63,regressor:2,relief:[9,63],resampl:[62,63],resourc:[12,67],result:69,roi:66,run:[66,69],scale:63,scaler:9,scatterplot:10,searchcv:2,segment:70,segmentix:[11,62],segmentix_test:13,select:[63,65,66],selectfeatgroup:62,selectgroup:9,selectindividu:9,semant:[66,70],shape:66,simpleworc:[6,65],site:65,size:66,slicer:17,some:65,sourc:70,standard:[65,68],start:69,statist:[15,63],statisticaltestfeatur:9,statisticaltestthreshold:9,submit:65,subpackag:[0,6,12],surviv:63,tabl:59,tell:65,terminolog:68,test:[16,63,64],test_combat:16,test_help:16,test_iccthreshold:16,test_plot_error:16,test_valid:16,textur:66,tip:69,tone:66,tool:17,toolbox:64,trainclassifi:2,transformix:17,trick:69,tutori:69,type:65,univari:63,unreleas:[],use:65,used:65,user:[59,70],valid:18,varianc:63,variancethreshold:9,vessel:66,wavelet:66,welcom:59,where:65,width:66,worc:[0,59,65,70],worc_config:8,worckeyerror:65,worctutorialsimple_travis_multiclass:16,worctutorialsimple_travis_regress:16,worcvalueerror:65,work:65,workflow:59,would:65,your:[65,70],zone:66}})
\ No newline at end of file
diff --git a/WORC/doc/_build/html/static/changelog.html b/WORC/doc/_build/html/static/changelog.html
index 19f60235..85602d02 100644
--- a/WORC/doc/_build/html/static/changelog.html
+++ b/WORC/doc/_build/html/static/changelog.html
@@ -8,7 +8,7 @@
   
   
   
-  Changelog — WORC 3.4.3 documentation
+  Changelog — WORC 3.4.4 documentation
   
 
   
@@ -64,7 +64,7 @@
             
             
               
                                                        
-                3.4.3
+                3.4.4
               
                                                        
             
           
@@ -99,145 +99,151 @@
 
                                                      • Developer documentation
                                                        • 
 
                                                      • Resource File Formats
                                                        • 
 
                                                      • Changelog
      3. 
 
      
 
      
@@ -306,13 +308,17 @@ 
      Input
 label_file = os.path.join(data_path, 'Examplefiles', 'pinfo_HN.csv')
 
 # Name of the label you want to predict
-if modus == 'classification':
+if modus == 'binary_classification':
     # Classification: predict a binary (0 or 1) label
-    label_name = 'imaginary_label_1'
+    label_name = ['imaginary_label_1']
 
 elif modus == 'regression':
     # Regression: predict a continuous label
-    label_name = 'Age'
+    label_name = ['Age']
+
+elif modus == 'multiclass_classification':
+    # Multiclass classification: predict several mutually exclusive binaru labels together
+    label_name = ['imaginary_label_1', 'complement_label_1']
 
 # Determine whether we want to do a coarse quick experiment, or a full lengthy
 # one. Again, change this accordingly if you use your own data.
@@ -341,11 +347,13 @@ 
      The actual experimentexperiment.labels_from_this_file(label_file)
 experiment.predict_labels([label_name])
 
-# Use the standard workflow for binary classification or regression
-if modus == 'classification':
+# Use the standard workflow for your specific modus
+if modus == 'binary_classification':
     experiment.binary_classification(coarse=coarse)
 elif modus == 'regression':
     experiment.regression(coarse=coarse)
+elif modus == 'multiclass_classification':
+    experiment.multiclass_classification(coarse=coarse)
 
 # Set the temporary directory
 experiment.set_tmpdir(tmpdir)
@@ -408,7 +416,10 @@ 
      Analysis of the resultsTips and TricksΒΆ
      
 
      For tips and tricks on running a full experiment instead of this simple
 example, adding more evaluation options, debugging a crashed network etcetera,
-please go to User Manual chapter.
      
+please go to User Manual chapter.
+We advice you to look at the docstrings of the SimpleWORC functions
+introduced in this tutorial, and explore the other SimpleWORC functions,
+s SimpleWORC offers much more functionality than presented here.
      
 
      Some things we would advice to always do:

    • *F6F$qEyZlfQ<#X3UHViP;_|No;Di5( zk~LX`v$xFr!BEG3Veo0B`>Dmj(5I;85KhUL0Z;;!N|KNVt&0L}Bf(7EIl%{{+*2#X z;grk)S-K)b)t}H6Asi5qRs~zmd!fblUbKK!bbk};fY!sh**n{->?`2+_O`u|ey*aQ ztLf)j_TzJ|AoUxmNPTlEQeT;h)O%8q`iWGeel``U_opKD%c)5HS}IaMmx|P{rXuxK zsYrcyDpEg{iq!X|BK2=mk@{#VQs0t_)DNa2^}$r6emoVaZ%ak$2U3yxu2iJHH5I83 zr6Tq7sYrcKDpEh1iqzMqBK7W6q`o#4sUJ>7>f2M1`gkf*+o?!>e=1Vnn~Kygq$2gP zSgD;Rja8yjoFf=&G4 zvxdOfg#DCR?)Q_KOw8zLWVbtdBmg1kHX`&S<-DX3p);8X^${U$tk1vIEWz4*Gt+P~ zjiQ-B=raW;-^6_n8M5aEplu~dK%cH&rwm6z=v(IxA11A{4JQj)XAe8Id^Vu9JOFcz zvO1D=u8Ox#=P%E+&9j8rV~gJ&L32dCz&G_$E^ku!mkuYv`*!90CA^;*kGI{|ZR1!C z4{jT`lzknWAGIotnp0@znWMpd;^+hJ{OBD`D}OKtZ`B%X|2X%4vu@UMaO7^&D6#v? zxS+gKnXo3CHF8-fX^1~@5A0&EpTln&g@T278l{P5h2;*bJ{w2bJ9FKH#vSbXN&LEC z9)b^`;qby>b-=t%cavD~xnjYr=W7;tRq&noa1nn9XP#FkLBb^5joRq$MPL*AIR1Gl z{&^Yxc?JHt3;*1Wf9}CQ_u`+|z#spHcsr-HX5|gaba!j|BpiLvesODN(JBmL=aDV8WO#gY0+`SU)zB!We((Nz{d;>P}AC(pa+S3 zgUa<`WoVMRkY(gTu%2XvUfibQ)AJ7~DC9r(@1ct zK1A9m(ziKeigm%h9|}z*uahOetP7+V_a`7vNs^ySQPTB%nO)$lOJ*m+cYT{6`>ir$ zNy(q#@zd2eTW0#kRfJzDDpGR5%Mkm+)? zINqOV;j1CfA#*Q=%zF$2gm9WQM12P)TC=faN2LI3-s%~nQphxnafqV9AQ1He;c~4q zE=jAw(qV|ms8trU%5trw5U@!(e~I}Ubw!97OA5~#rWO8^Iu9Bmgccigy@1eyI+#6a zae6OWz&z`h20NOtaq>lNt9b;obz}X!_ zd%^jtt-YjZPalTw;AN=iDrYD`JxfQJxng;=)r6%5OpwNMkY(@SKKwaSG{YLL^1 z#V}gdubt$AMwE4sY;>uvh_H<`T4CE=Oq!Tz(jOJuydI_YIYSBHztja-w{13K8-D2#gp}VS6yK>_sH7;) z9A;mc$WiG5IMWhb<3}_5UJg0jE`OlSAPYU@=4E2yVM@!5j{6slR3Gg54iUtsHhtDK?4hqIXojR39d z&br2rG37!ftyj>eDXf=Kyk0p&3B_x5MF>7`B17~$dUSPTlgg^AzO)j4saZg!xWg5vgO| zwe{OnR$U42wKCo{WHrLJmnlEyl3l*2;;5c_(kj>hovDxXpv&oGT0!H-uuU5`cBE*$U#HkcJa>|8Lf-#~uf17fS5{%E# z6(JaX3t8f%#E!pIR$mG8h#vFvlyj6Yzf)I4>X>(p9S!3AER*zu3b*s2g>T|~$K>&iJwg!n2G zaVo`*-zXPK3C4*2{4bSrlwkb1t_Z>CpO7U^O6)lMqBPsV>ms_$XDH_=VZK6FMCzD# zjUCr3tFFZHh`#l;$~j7SZ_*VJ##_Vji`YR9OGAXvBGuTz*PX1%uDL3^HmctddVyj` zRT*0)LPT`@%gQ-Qgs_>2Qz>@brCcZ_7$f@gFIUb{g7KxgA_SvfOqMt)vEzfv>MLO$ z(eHSla*h(_59*3Y9rLcS<6DZV-*d*4)285mx3`smkLZAWQ!(q?-MJI7(e&fGBErCH zL;w*)$a86k5L%=fMEJ5E2qITz*IpIT0SUc8L1fOwX}03lM|41DD(5KG#A!^#sT4#m zQ7)89y;>j90l8Q?M+wFYbVUe8pGTJHcM$37&~_`Uu7r0)=VPaGjuPHC>WWAmZ*Mt5 z+#-dVvieGxM|40Oc64kATl?$c>Wke_B6UsSCP(Gw9La_RyWR1SZ zk8WS9eP3C1CA=f%?7pX*qlEW&bwz~n)^J3^mr(`M5FxZk)tB-0JskVb7W*?U+=O__kF%vOBU)Hrdn>534H9wkfk+m9uR z9k(f~uY`F-pZ*!jIZBw{qAMbG%)5T6_B>_PRq(z%qRV`za*h(-$8<%6@z!wsB6g6& z(hwoENHKP-8xcb!8?$RKm)gP73luxvtBkD@AtE~e?@`WCBE&nHh*K$cd{wznN-#$B z>A$3$qXgq)x*`OlA0rg@a%wMc4B6ZBW z#*X(XtFDB1MBn;BoYmjJJm47qNpJmWBwSMXIqw3`uRsu9Fv!uJesqu@@+I z{6EUrDiI>0WT>Ct>O4Z>>!7wAwp=8 zV(eHezAIP*`~AqVLwbQ?$8(giRU$-0$Nz|OjuIi7OvI@aJ6^9`C?yyp`tz?*&QXH# zRk|Vsqwgk5oRrw{31#(_FpuamKct+ag!xBxMWl{-*VyqrW!07Nj_6x|S2;%s@9*e} z2;;5c_(kj>hovDxXpw5{5Z@K7&90N@JJybbUZB{q?9x;l%n=>`#mYHKgjmQ#oJz6d z3gtp6)vJj9{5s_vB^XC_MF>V;MwU1!vEv!a>MLO$(Ph3xIY$ZeeYzr2$GmIoxKmkm z6}&e@^sSF6=P2QQSXV?CZw<#UVh1@a4G}_%RAUFtm9K>_)?lM0`Fn%4d@|j8fnvvd zl(AJJL`28`oys{%gm{37IF(|@my`>o1Y<;h{xRhoB^V#o6(Jb?8M4Gli5)*zR$mG8 zh%WO_lyj6Y|Dmpk)G_ZGJ62qlW;1g`MBjR;a*h(-i*!YV@z!wsB6g6&(hwoENHuoQ zTsejY=y%9#bl38^a_g#l*zsLu)s^s$=v#kBIY$Zaf6)~Y##_Vji`YR9OGAXvBDL57A8+ufaEu+7 z%dsQk1&SSuM^bGtM|AubD(5H>VjdIGF?Mu3eN*>v$V8txuTw6UQq_v+(vK?VC?R>7 zt_VTu)w&`?)gpVIx>d`YO2n!aK6e$XR_Fz)TI0&VC=nu}OP^EDQ6j``Ohm`3)%j#} z-MZCv%Z9&HE|dz4S4MQ{pQoIo1mm5$B1FA9MwU1!&9VoS)mOqiqDz0ja*h(__vwmA z9rLcuvd5HFSHe4@OaG{HjuPIV(G?NKTf^~-*g+0ULxj*G)n=JDmAGbIcI_3REgLX) zgkGT7@jGQ~l?V~hrT>j`juIh$$wZt=vE%H~G+Vb7FJcEdEDaGt zi&SF=pDDZ&w@j9nFkh{gL>O-k$1h?BIV=qkLW>k*hc{CQfdl#->!p5&^a90>?3y$i%vVKp{4Y_?Q6j{} zOvI@aJ9aA%IYg&9?@lXlyj6YFX@U%9rLcS z<5kM4E8!i{x4v6BM+xr}x+21OYdC%pJIG;ah!9$Ii54GE#Dm{XasCYv>*VL6pRYsGGO2L6+>b)w0Ig=@_G#TcNo4vh6VVaH{?Db&-%)AQoI*1%f!GQ@qWW^q+Ws{5Bsg0OhAqD)61Zn6=PZG{ zQdfkiBg>hHzK@cw9IKg(#u=kh$N&&#&4{o_=hw(OHz*e{A=z7J4ClFqSumbyk)L}E*6yPetKb{b}-Q4e^Wmbgu(m{2Z3Qd7(s&bt~&(C3wNm7qVsL=4aa z&Dw5OfbOLrp59%8^F_)9OA6=g;YpsqgysvBGnLSMzOD#CI>k@j@Hz7)W85r- zSnS>;(BGx3d{WS74VNf)3G;U-=P6Tn*?V8R84dSxbiaoUVw}4KZh*IavlLZXF34!FQhw@IT5$NNRw&!*x#w3H+Zb zXDfmKBV7@xgTG)$*_br9L4&7RGeZt2^o)#f`nt3loePI8)MdieMKZ)P<*X$`EY=l~ zx*_J>d~~l-u$;1$51AqGgp6>taxs$Dg!#kOqcu+t$plv_XDpfE3SAMYn_%XcQ@+7y z1ig@ZlYq}DE1wkjS*5DPjH$T@k5cz7SmxMB`{2NBuRLc;%1<$NXlKcg!m zb^Mv@fhN(uyit)nIIvo{||hDihGndTq23--Un`7~fN2_LS zPqkr{tz!`eiFi&X`K)r0lA2`6a1nKK{5nZS`LuHOl2JaXDR|5(8|Erv8$t@DOWp@oG1 zeC2#4{O9P3NFDzK>~k`a<&rqSzQrf@HG}G ziFHmiJ*^=^XhCZ@G(-q3Xqk?N2%*KVbQcTp)mC2_>}so}Ta1R0*=1E=WFoW6Y!sbB zaL&N~3vbQU5oM-Ca~zA$q^+Uh zZiAj}<-8?`@6r_^>dVW?O8s62;UC)!*unpRZ16GVLL{|8{GjJYl=GGF|Ddjj)bT$X z$9iCxF+(Fiu#$6Ah7J83w(6l~Wc;gSqkmH_Xi^)U&4%Pa(=3e%fu>nDCd3rwh>L~A z-&R&cGTOIvMWk-DAM6>ZOXm2)DQk|iJae$o zN>+z%F=`g9Rt{C6*f+^c7b_!`v<96e%;f5sJ>;q>RiF!$^^h!fp00@0E6_-U#hzBN z7#a=mg*XdWZ@{o$DYM_Khn5GZCMLV?R0bodT}LA9+Vl#Ot&75B8(0|0)Hf=tCYgGx zu87o4eMW?-_nIZkoCpq*#Jooabd-yj)PQG17_devO13H~Ya!Xn(iM@qtuBbL6}3w; z6E&xtDLaMmlwh(XWWl?Y3!c=17erW)nkiXSJWGm8#yp{{kYvo4>553*nAdEvV2NiP zq9KftH;!iZn*1x5O_^%Vs^qOIcvn~eRfYafr2!va7^S0itDaeP^VsIq!MfR-C^G(s zm4QlX{7u7!KuNPTx1?FGpjoe=@cjlAG+WIZvM>ICvYHYl{#I8+>Xh(LTLwFOzKKpU z*S{ziBB{CJ=QICFIbR9?Z|I6hjKB8BGmCZ^`Jz=ZGdGz=4Tq9~^-O+D#`u$RiIN&) z@oBro}U<=iEc{FaFr zl?#v*`#HmPR|5%oQ#n@&`EgwlVdORDGkjAb%*APl5L(a>uZ9Sr1&!rvh!9#hy5l^2 zV&+4GotQa&i+RW_Ik4~`Q*iQ4{HjTw2DVRllQZv8W=k~9v6$T^XWprtmqhLdn1}&J z&f(1kT#24BG824cT70pWX*f=4+zEX&mM8`Jm@g;;k`VmX1;Yl@J8NXQ-q84WzckFc zdQ0x-bIJ-y7J5Wigs5^4lac#9x3dz*&X_IXqk8iQt|2rtuzJe~hT+byk4(Qw+rc4kxSzo-j|!QKE6sBC=*0&PwB22uSk{-RBo62Y+e57b z&yE zkBNqlDT9)fH;ac&SEDS~Nb)+5D(5bFozD=Soi<_X|Mp>5?K%oAYv_F93`8T7uNn2C zS-327xM;$f9%#mmo0C>0Q*xYx*btv^YTO{#1^hs(2RUTAA1Z^F)O1%4myc#e8MC~M zSyn`B@v$Oic@eWv#EusJFJ&bq3;(CC2vO<&gGkc9-j+%PT685g#_ezfy6(V%Tlef8 z8-Y%&c_eSbClpSlK7zMyfpzWXR*G%gtXdsN=9HS{3ha`WX%x-OgjF)b0qN=?1cG7U%*f8V_@IMVulY@a?ReWi;k$-dvrydA~pLpOn<3nZ$EHg8xr(@Z0M6<#+P0fuPb#tV8^!&>*@aejlx%~1q8!ii1@UcF~jHLN}x>ks;=NuGP&xbPy z4xrP5RcIzG6Fq2})n_^5_GPzcuFY&SN_A)mg<2DdQjn|Yfd0+{2X;UY_Xu~PMy+NX zt!J8b7!EM%piIGn?F=*JCN#{(&5Sbvw;JXo%toyO2LoTE!Mcjd>P!Q^j1600d!OV+ zTHym}SRoB(^JeaBn3n){Lvz8$ZW=_$;(eFhS!8#%dK7L}%q(&nJr7YLi0&Ef)!n)x!mdii zB)l^vMlh(mtRX^Zk=6*tj6KkhtOcmu;`gY!{y-VQq;21s!w$<^8ld>Ta+Xr}^?OW& z#-OwAHn+F$$Qb1eG``vR1B?e@pYetr+xKSjC7?d|Dco`Uu+uCRAXpqUGj*qIW^8BN z?J(7w<7KPS0Cxu+u7Wi&0RtN_(s4)AY=$?lOgS&I`@F0AGn*yNGPIsOY-Noy_HPiY zEPUUDeVK7&A>qW(S7KO!;WWIb3nu+ZZ;1dPV`mCGrvGA}R%=RtN=e9RWm=Q7Th- zlw~&ck-~v^I`(w}uErhr*r*F{bX$h2#o97+Jv2f?f&K^n(x|xUq^|Dz;k*I8c8rQy z807;SxvM8ILNXg+WW;*l+KBc4y|?7xc$qF_A~>!l>kVQQms54s+K~+GYk$bBH8Mw? zrq?rMP7oPdFei*=sSzS*@?>Ple4l7}P#5E9T5`1*Eob2vbve8vt9RF5jx-3l7B}}t zGi1>W9?j67A_=(}I0s2l$*msHMMp63c3ly|tv-`%-M>+0n&w=yZX~n0gmK#)yzoB9 z&G6{%KA^$2fM08=Cnt-)RvD0_E@))fz~Z>3_I+K<1F$=cz>6c9`(9<$q$t|f6_KL3 zxo4Waegr;&ER{l@N8Bd+e4NvBHo#- zL2sT%#2}Qds29lbZB{OBbnup-Z7m&!Nj%cZ4d8XTOYmgn{3W=r))gVD&Xr`bemBS# z?kgHqn1+v{cPspm>|rVwCaFD!hU=(Jj4j5M^OkIp(-o1rEtc)6;j}(mU)jMT(XWtQ zjw=@|sa=*2J3_M<>-?3n29kCDQddM`>*%ja+ixCWdmTkrmPOKIGRu3EOO(_si=o}d zG>S3FJC$>nO!5E|F~C@H;dYp$%HD(@M!~Q~*2(8#-zL}$C$r0F)T|?!RoibG+ZFo8 zKVcd&$(NKtNotY{h9Shk+z#pv?PZ~R76v6i_v~aTUzS76W6BCiR(e!dgs3>5Aw%~& z#9ZJr=iX)oJ|3@3Hi|xD?!75&&16Z)m_Ju8cv52y`;A#^!ukNFxiDp|6k*GsDC;BH z@`t)2Qn%%>&zAeFV`k==&;j(Ba^EwEoRk(ndYE}-4bcYZYju+o0N;4v`PjHS@850mMlaVa-*_3 zk|8hG6_L6j*X%Z}$>O+ED>_aA_FgoOX7*#9+`{KNePMI=_WhDo)svHnpREi?QWK93 zS9~RcO&TGdHn6t3Gm?3);zAsWviGx;b(8Gj*l%L}vS@a^aGi?eyV8OuOzjdR$ot$wpt%6_L7)&brCL zJwR`;Dh4cChp#rkEmmNQx|?peIn;fPeUq&9gmN*HTIfF}7z{2fKtHl0|M%E=Syw}jv)F_GMao)8rg{MrF~FhgbGNa+4}L5S%bE7> z*^$A%S`!w)u#@UXf_CWoHkspH%0MJF$GOAQeB=v;YmSAV51_tTrmr0S-=VCFWR$n* ziV*eZEo9ezk5pg8XZigVsA|BRHGHm9%Xll*f<{c5h-~>~<-#Ym<;C76(!R>&X)hM0 z$u|9hvQCmsKc_1qb(=1_)qpWhv(X_=$&blS|D#->q;^_7e3&$fiBdmR&Rw#|k90+( zZjtl0Sx4Y|4CrlS4qFA72|84VUaWfyN9ThTEW!I^v(v9ltNDFC_(@O@dq`QPbM_E^ z{O#UiI&%w%__a(~9m$A`bwz}Ys4+w(M!6`8YKRb8&?uLN2%!ZnS<(<8v^Ya|UX3q5 z`v7p!Iqr;QEvg-ZOT-Mc34=(ZVS+!p`4e*>|1n2 z2y5=s6~V3ffR;72+vf9kz}5w@?-Xm72RxkpsAt6&DVHhQideR8R(yeSUXm4`&qNHc zeZ5?)$lPz%%2vgJk>H~Y&3mR#Ic*C5cV~N*y$bhK>+muKi?=J6J|WVr6~i^7U^!(g z4#kH|Vd zRxU_V>ns?KKcf4;m2;M?@PBnhgsq^_S`iH%a;_R8gci@$EeH>hpBZe3T>R9gl|P8C z0zPD%Y+8k2Pr&}B7bh=%a(|loSio*^@&e_&Bto6XL<}%aLSq9^OuSd?HsvBl*H#J6 zu6wnPDd#MKd%dm*QBSTV`}8{o&e`8=z{+XZ%Oe=)eD}#)+R8;pivQfY_Gz=T~fj-`rQ!>i$R?b{P`LA_F zhWWAm@a6kq#|4;v zYr@ixj(#Wl9WuzTm5Y|tAS;G(8v@cT*6;j6Sp~^JKhqVFx`9sL>>d`$H*kUDy}BU78&WR>r!fgwpI>%XFT%FOI-b=dbCnm3CT>$bw#9ZrlI{-wa&&4_Sc|W5HgSS zl+1FSa&eN@okhb9(1(o&z?VFzk7SN(lrxviah0x!usJmPjiT#GZ3YbyLJMkAYlsk9 zP_IctgwWy~T_?mlz<)p34)DCE)nTG}mr;S(5ok8q-}Ab@FHmMkG{doI-MYTdSI$c! z^mCaAjpnC*yB`MHO}738R$&~rV1iNFAgi@J`W^BiZ&faJLWE&x7NBLT&MMqL-SH=~r_kpX_*)C*O#bRdz1e{x| z(@VsWUnm2Vlq088{{&a5v(33Y?If!FOj!qsDnBNK)whMy#(wGM2DDVhVauNSrp!Jz zl^kkBMZQ6(FTcJ&?OQ3#z^)sxz?|y^dr;yGcSKuiiE{oD;zLY?M(ELXfh%{EaZhWS z?=mO7!#qQ%cYcka-=JLdq=Y{M#zIg-n$-$uC{cdBvKEp7*64~5-Z4uy?DwF^%$tmH zGdwKo-XtqLQ(5_>R+t4JHL=_!%x_iBQ^I_|u87nzpW`kW4^;=>eM0`Z%0)xdR-Bz13sIt zB@U5Y+$Pu`Q7%AI*yp(Gfg`B?uyU>v@}JNZkv{Uf%!VPK6Fl3yP00U1xd6$LhXv!L zfyDXmE9WX9|2NfEU<8MT20Ia!zO70lRlt{WQBRk zIZIZUtt%pI1&wZ-==o6-S3`u*Vm_l&$DW^VTX+~Yq=r>ewA_)kh`l2eaktbmtO*Ob z#zZNIIZsvwKWW{)0C#Zq^k(g3PjB1+mGqVfb+xiW5}~ft6%jV21{(ySsF$iCLTJ%t zC_$G{XKuw~+h}t!=|StZdkzf(RH+ z3_M&iBe#QskH`ccQZ7hR6F?*;O|ncA$qMgR&RMd;dv!&Gt)SucgyW=n4h<1Pi|6PL zGNKmE@n&nN;pB60pjr;kwXR+&amH!KeO%o@Mp;WYy6pFzXpG%+IQj4 zH2aPCGsFHQ{!F*uM9~GM|o9XA3^m7mWe1d*HOF#G1&zI@vYxMIu`uQsTyo!F_O+TNapZC$v-_p;c z^z#<_`5^r~NIxH^pSRJ^2k7Tr^z&Bwd5C^KPe1RWpO4bd>*?oi`gtw=e3*XTPCt*+ zPn&+;Pe1RapD)nQWB4=E{u2Fs41Wy!Ui?{Ue+7Sr><{73bQ=%+*}0JIfW32tjbG{P zJk7?>Jm48FyWBa)#-Y}oi<+&4NQ1hW2PTZ0HDm$Zny@B)w-&)$jhboZtO}eDRPeFo zc3{m9@MQKM;-4SmpP%BNpW~lj;GbXNpWoo0C-Bej@y{Re&y+dvXDa@g4u4EWsoUH3 z*M_D{F&Jx5wsQtNzXSf5HkKc6y(j~>j^m$~;-8n{pI6|YyYSE5_~#z{b1(jR4gSfT z2kD!wML2d}&o!J}4P3odDlpEY_OIaFKf#J2uCP4f3JWH#u!Q0Yiz=?L%;E|QFRl;; zafNV*E5t=yAwc2^krG!3nYcpC@Cs|?35FS7Va+?iz!O&p9$q1sCm4$23gHx2h^x3l zfW;LeEv^u9afR56D>Q<*LTiXCG>doDY%Q29Ipbg*#-q~E6 z#OrwlGhc#-IHv`dvkFeW0$+>6KZmUPUeo{dcxz5BUj%}}R<`Zi+pPsTqvBM?#GU4N zYX&9`lya&~PJHDJ_+3+L7W*(I_{wzHS+>ZEz+YMbyVvB*JE*Bl$uR~TXCdG?ivY)2 z065P4|8eI2k29VfXU_jP^Zmzdbp6Mf=Ra`7R6p2NLH%I&6Z-#ENI%$B5&dBI zqx%0{RlNALq3zz=l%KG5O&Ku7O`aqi#G+`r@$>Wzn2>KBchh}NA^vw5VO^~2{He>nQ! z(c$y;?|P?${%!Z6*~>0N`it`P#yXz!9NL`Ef!_{?D&sZcgGRH7n{5h?=jW?+k*|eB z*=VP~sXl$R4{XHE#plr1`rkj9wVoJcTagS`6&cjOJk4Ioe=k?e|2U@Ct323JwH!0( zjLl}bRuUf1mpAA7d$V}diV8hsVvVi7wKHG-$8QmGJ0CagGOU`E>GZHp;4!^6lsO;j z`rqFW_}<=|-o#yF?J?qNf8giSJ4hNuW+mkQAlo1Gu}Tctw*4%xDZbYKQdx#(ZL@RH z|J?ES{PU4hGoFjdTkF9u6Ue56QE40fSrZrBz=Ki*w$FlL;t4%8U*J~=Da?FS=6@(X zZHRj&nlaR?1*&RDJmuWqY=bG^2W%-QKT&t1xI72sUAB;=@KeM1aGcfdMZ9Xu1w z6f})rK+GaT6{m?aA&CCohU!Nss3p=ru;6WVW-539F8txGodFXi__nC#p=O~CU&v{UN=u`V^9N4PW* z>pb}@HGzCD)k={=waxfdj||Bx3^MXnGUcBph>>6flhhW>NUr`j(XI$p05ayWAGIpG3F~t#o@zEUmQMWd2!s8QpOT=Z~?CY!qkTyHR_5fEZMoadAIw<8uTNg4`wn^1ODhd%x3-{rgdY6~(-L+7I#cMi5<*h;k zXI`Tvn9zZ;Fw)V5LQw6xcalc_}7^Oc$_z0pd!n=?c&RIEDh`Xj2s+ zhnl_sIo>f8pbHo*Kr=oQHP9Tm3iir^HI{wfVE^T{vcWpWvT%SJ1zwIeQGu63OU3Sxle-f6 z^c2YFF{xGp9c-g2t$eISrok4L1D+M^5TyyX-rvif@XP3)NiB&P_ukMMDmcS7vwR`K zCW`Y33}zoYYq)73YbFe0-!@b(-air`(%rhAx!fOzaEw z*AOwqBdxRH*CqV0{ ziL_y+*3@D({MK}{W3Ew67+J4#qQnFeS&XLYuwij>qvfLoN7Z3#5n2Rk0&ghhQGJ2T z>O@LCY1sAFX0S^#flFcW9@`brY&M7O{vgm02cuNjND+i!ybU9ixKFwqkMuXXoegW< zV&-x#+5Zecay$vP`a%72;L?C#=HFAiz+7`{>TRLuY_g&{f3lwGUPZX2YMPbln3@Yb z#ueI?OF`L^l`1#30~c!u%+f-Y8jz>d80DcT7b78PCn6;T?3+vdD3>W3tP>@n&{`6x z%Oi-CBo^+=BS?-?I|iK^bT+Bl*NQ%k!Z&T z%pAdHFN|nL;p*V}UUM6beh4nuyEWr?{VdgRzuUourp!LUw#3WR@KQqj!P%Mipg$a9 zPcWwq4$SG(#+j9srv8s6GIp@fMV+KDLk?!Yh{A>tGP}&YEQ9_}85+Gl{WHWGE;UQm z80ZG7scoI4M6k{M1I$=AtDDYrCDn8azk)wxik5saI`5mZo)=ujgVS;`<{V}$EMAqrB%k(}8L z3TVMjsq=MXQ$1{mE#B>>zUCrOZGwH500fRA<@#ta%yFutg8|5(6T6W3w>RU%>T+;` z-9^BD|8A?D^;*GDaBawlkQbNoiV6@kxBarQG>4s~esdWNG)^9MZ0iEe_A#}By;;iH z-pSfeH1}}LbjKv==C4>mVo1RWZH}beC6YVXd86E0w_?M0XL|?RnAN!o)$qHMj!cZ; z6g~lIRZLslY>k6c_`xU=$vwW^PTP~YAk07$8;7#K(n3g!CZGdL`9pA6`L8EC+1Er zIn(h@M=dqF392EmIlP*c4Ljpum6i)J_iw}?l2tX^qbHFL(53pmF)r-z!hEbC&A2-# zN0BR8E7RqvMx&_(>6B(_xH^BSA1{4!5Mv-Xtr=sd0AaA9 zFXPv8)CC!i&5iy6kQeCYVyo4LwnzF-3+m0i-1()k(HeHz>Tv-6jWM6eU3{bV0d?9c zyZPGb=b0&%cm}v4MGJM03odNP50{&lQCH?|Z) zjdn2ai`4x~ysPOY>4#Y;Fzudrf=P@?!I1cZf?Mq)KL9Yy!N|4mLY( zQcL9nnvQQNpt*YAh*t%dPaG&RSiCj=@TE5Xb2 z?HlICe6JuAs=b}g(8ERP2WDQS)H?R0uwI!Mrdi2!!zxfQ?*u!!h~WY>UDFD%5q9cb z#FQSb`$#=aPp1+@PwJ_Sdg!ub?Xg*mkyr^P$7LeT(cV5B$#=+vC_fwzE_C!llH_Ks z(oWXh$0W7AD?s16qIx(#RAp1QN4HXj}Z|TOvQ|_BB&iBW7wN7Tv;tADh8v)Iu?( zA!vF1V7;oiF;~>lt8!Da&QU5-i6Ikhg&I zmYT9EY=kwgG-OrvUheA`c@pecRlS2qC1$Lu-Z8vVD^{0HK;23s2Kx|B&{*!TxsRA7 z7}KnMl=*iFVu?|MeTh^_fm>=^vyrmC(B(0-%2Utbepy^#mSEf}PYoiK7`4h%V|b;; ztn$}I!0RP41&Jv<1D5w|(F>*tTDJ)hy(m;L@wKU~VKYKP{Y!YoUJ{Z~kGJCp0d*sco( zsOlOqH8^#P$vRPGu0|M!8_)Kms=+Y!QNlFOtuD+j&8>&ju_MWJEOs%PUocA%-<5jh z)yBbVT7S5pSC~T5noTYCGsoMpJ#2jk{l*=AG}<-1owf4xb91QOWg@#XsW2bW$j!tM z5F-Pd;%>=?>Q=ly~M=m?_F#!y=1ktf! zsif_omxGbhTQ3fkH_Kp>ek~p;;uZ6dz)gdPgjnTJ0TeoR&DCP^=Y_I6>cv)@@!CjS`QFwL>et z>~w#$&};WGpnrVO+Q-}_kLb2%;+1D8XCsto>q>E&H5NKUnS+SszH=P#F|V>yX!VUz z?$^gqzmop@xkYq zH$l)D?3Boa^10^<22M%4YeDtO$?VOyM;2nxcG7Y}p-a3t))QRAD;WBOO-dNFA2-hQ zx7XBRq1Is2Bza*l7HgsiRn26qX2k)6&S19g`<+CBS?zCNajinRSmBg`ROuHR`Ice^ zRkZtCJl7#4)oh!8d!-iZ`}$d-PAnc&l~loBWfQv-DnS!-$1yU- zD#F?^a+Fq!*fhk%1ru(HSC37Pk}4AmxsSC59d)`kFMHnX#v+23t>LAd#pS+U*p2Dx z0D?V!!{|v#K zrRhAM`bTqh1*d3S)0<(F_feybO~APEl~!5uBI6dlmKPjRG}JS~A(4bC`Sz=PHi*Lf!_Hzr)DUG#*1QC&ExDntTgI_sLq)Z~ zYyju-(U+(Q>Lf^hH39lZzA;Y(jF|((O3qx&5n)w)`ihMZUC6_7I&EG0uTbuCUggrr z9aJ+^{u}*^n$h+zZ9cNBnIaTAiX4sYte4@*>5SI45hyffPzDo1D-ewh1W(8oA@?GU zu$)D=X_%~}lp5m&v~>g~u_ZLwfB)$HI9m%Y9O=lGiWXF+c;695VF0NaCh(w=Rig|^7xQhL*NDPsOoYb5o z<33|f#&GkQ?;0DZqRrdpL+EC)JeVuHh`tBj0pCy?r*TX$ls!~tmQ-OjJA3*jD0R@W z+X^CtngWY3>~`8}iQI2LLVYbWeu*U%z-{bZwHT^?z$NxNy}i~&>>%66ZIgC1KrRs|5&n6!|0=@45NCFwp0b`X6)~7)r@Z8x@1oEm z7Vs=jWbkdl#Z75-${%WPESLbYe5N%(NseZ_{f!~|%&g|@SOUQ|$ zSFe!BoVLRoQxF0d(*yyLts|6VcQz9Q^1m@s3S=+bRjEdpQfja8?3oc>cs3vw!qLeR zbHkpFLF!!{6+q1SRn5a@0&F+d$3Sh>kr)jCqK_4kW%UY$==C%Pwh7~P;8Lxf0ArY?&8~xNW77=Y@EQ%qqn&2)SqRER)#4i~WB2&b>ayeYBlc*Icrt zp1Zq%YlqCOEb5Bgqup~S(LyiI zWiuY`ePnLWcQbGmO$VbiThqQ`;@iiJOq|U5$i$V*Oh@})>25mR0jRIzQ`h47ES`uo zv{2oA?YAYFU!%i_L*8k(^R+W>K@&zJpBg**nYlI1s+$9$r*CK;+%<}62g6?)E-x#m zGV##?&{vGu*A85!MQMTJL#vdzoy7F)^B>`4-SJ)z*Op=FQ+MF~k})e7K^aP+_b~#+ zIMgtNiu_bfnJsXs(6cqMwPo}&Hrf{77FQcs)jl;AOi$`)_s5*5WDCswfPd)BteAfE zDDK~vibuSzH!`eaKatE{Bh)8Z* z+Ssb`#IQNDxv7rNOZ(fdL<+*1K7fF(r!64YTWu3q4ij}dGjABPVAS!l8blIa;@&ss znii**-Du)`=jJId+%$k#F}uDUr!OsV+trq)5gL>iy_pCyjvW)D$_dYj-2Sdc3 zm~*SEtFQN|4F+Cj-rqNI7wxBd3{E}Hf(hoWu6nV^?(h0CCrF$5_2|d>J1vh9+|jPe z?t~4~wVwb19v3*cqfz<7-#t2XO@>VChyge=|2r96;hO=#`)kPOcxnLg!HE&^mW$O$ z-_ENso&I`N@lyBivD(G!AtV=XRe6MvOUuJdDaH%fUaomYUxXajc&VZg!Z68dKU^2S zRChBi8`u48r?+PA{2#_OKUE=G2qanWD&LNPmuhVqn7Gz!dM$eRcx%wp6BD|66wTvI zg}yv{vZiLrK2<8fmg;C)gc3Atwd!W^LN&7($@!DDtcuQN1~!+gO3kWBl>-eIv8S%D zcGHQ{tP;pWfJjp`7a_RPf~;yTLV)GXMOD%Ih`0d}wxcFPZ|Txje4(CqZ|84ojCW7Y zUUu0Bj&9t25Pxsn{Zh2~J5TLAb%3GZjFKl4(~&MCdzZ~lds@?kIK-g%j8!Ap6>OL>o%()Ut6;H7-Im-1C! z%GY=)->g&A`&m?8&sk71t5<6%I{2OS#WWIq#)(y_64nDc|g+{GgZeX)op1yp;dx zr9AtT(n9UgBx^j^OL>Wx@(M5IW-sMIFJ;k7S@u%ayp&BZrQ@YM>7{(8m-1mRvf7+ z(4>@mb&8t#r<8}hlzA`ZjF+T99jIRZCK&4@a9S{qP0Y0k*9kY{l+gB-rl`pWnu7 z&Xjm~CH+?ugIM+1;dAZAG6nHGoaDjMUWTcXZ&^|@99}ux-|6%&HoARvJIvAHOPYGL zjtx+tIXCEEyma(o$n-IMefXkgxAoK|wMN_2oHwQ z(Ptm+emnB*euw(MkE{RtPW<2J9)0j=<8zM=pNGcZ$O6qS-JJi|&QrVJiqCEoc@JNB zw!b;5opFQ(G@X^8ToUc$Hb9x*3Zn`}#t~kD%ZV zW$NLTbNY3UG0sb=5hfI+Psl*KEF+~JUVciSvg)cVS6VLG6R2~D#KY&BftmXLW%m1G zYn<-B>ullQ4zE1NHW32k#TF#rm2zYx_0tcZzh*AM#+;kOuD78Ury&?S|LyR~CADRh zHlHbwt4W1R_6}n8w6=x_{c`w%bC*_Io1OlidV(9-$vCtg&n#vW51%_{E+5ACFSm3` z+`?*>G4kW#RZ3vk4fR6ppH;l{DHbPo`ZyGUyA})6M}9oK%DLN4eGQzKSa~ow8Phgm ztwZ34!z=X7lDUHs4VfM_*_T25Xmr6d1#9+e$Uu&&KE?57YYdrsc)7BI`W;zbk^79g z?o4G=8+WkWre%-)diWx9FNp%u*W0)jz{Vss3N17s3phUW|Q=Ik5N_G?F-_Mkr;UNCb!dY*`>BY!=7(VY6;jvj2Szs6cdAGqSrY-_Oi?}slr zt&V!FAky!3p2|!4MHVo_*^a#p_3)O)@sbapw?JP&BQjnFZLq{yC=>YM@CrMHWL2Pw z?;H!)lz#f*^Jnv;;~>3SIf8lu<7T{JHtKH=T6;&kKdZuJ=$FH*Pt#W?D5G+StLQ&& z9wOvIUyUGB53gENzp|V!%X6}A`8t32x5JmM6dU*%){Aqj5zePUDJzGce)!^b^99R) zWuAY#+a@!J#KRj-4O*9OK9gO@x+muPH}~5(imnz2PvGwILFeL$8&92?J9`s1%650q zCA`8YCiU=*4&dszcj8Re+aB#WaI0s0yx~(JJe7KQy@R)g&D$s5jezICt-ag8xr%KP znn*NY5J_n}pY3PpE^uAvrECyBM=NwSsfTZ0&M;ZO(I4#e`7m}RlZ=E>R z8so?X{(a+_{;8WnkT1$1FQ9c%0a$yimwfn&$Mo+Z3`c|wgkcT9(+;maqxyO$X7y8y z==-SST)iR0nms36Y=5Vv&XI|FXHpMeW?=MxG0PMMgxR7#Ie|<)yb8CuubgE$Uy>UD zAx=M5XUPLU9KK}De#0QHe*d`Begd;IgHh2_`;-nnfnN?^@(%U+3H|+v?J=IlRF&*y z>Q;(Y*K~pfO!&9M7cMzj6vlJ(`q|O$_bYDuABQhr>cQBUQ$p)@0!P1g^jfL<{Q2X( zo2j>_vp5M(Pj7s9MXT5E6Y^S@bf0&7xRQ)G6}zuC;X~O`1L&DH%!8B=Lx@K5`HgF_OA3Elkhr~plZ(Ubtd5rdBXK3;Z1qMn@z%7@`SgV zghrlli%GaGPq^JA+?glbWfJbq6Yet!59SFEnS|LqVa_Bh<_V`v!XtUYqb6ZFPgpSt zt9injNq8(zc-$nsJ5P9zNqDbHP!(~vX%aT_gtkf8QVGiUcehQ#Zl3UjPAJC8&)yl0 z_Vu9n@?t=I`0O3L8LfuA&&H`ZHI_bn7Pf)uzvxt}zt6!oMjQlGqhjo`#{2a;5d&Hr zyGG*W=wkKIk5&JEcDuiSN&Vwlt)BWzqc>*v+PXV_9CkuGafc z+^BoFCptZ|14Dgw)6wqStQr6p_-~|H{1avim|oK{0B8yZoekXlk8Fz~+w~;ujW_uj z%{(}AEs0!jDi&+}TrS-ik@3yW4z%)|Dp02Z;us`wU4nH3F}LYv-|?YzkKhOjAg zzT6V;6q#-aTf!rIkH`lL=8GDoQodJYe4~2z*$jAjk#RX&BHIlrn?3GRmTyz!yTi%X zG$&AoxHnjxX&IK`Yzv$lHBLTSDa*Pmvc6qqwOxoNx;X7ITJZj$3}R0}yj4LI^8u*M zWx4l7?l-I4`SeLy&Y{S8y~?S33}v}4h+Nm{2TaRyToO5MG*6x);$aU`xpJQ=vc7pU z+iKxHb2AJrBmEa5=j-i8pRzpvQslW|*uq_0)m;Btf90WEoCC|Tuj&pCKHw;LF}IrVw)|r0kLWR z785Z=fBL2hsf$cZ==&!Yx&VUAKQCl9o25fC>+^(;yf;+IYYrf~9rn8?msNv6&QA+D z!?tDp9Y@wu+pl7=3f&shi#kpvK)C!ZJTFcvQB8*90YRyHkb2DZn^9km#P09 zn*GGNGhprzcU|-yIbRd>0s9>j??FTp{rI7cD$YBDWpTkmLCD|dLLT0%eMz0_Ow0cV zBLA&AKTXr6Vf+zcWP1Bh5joASf2vq!6~-~st6ekkub7ccoZ}xfW;QRV%hWc_mP9vV zusBzqi_tvjLF&x;aJw7|W%0kr4mLiY7K6`n08b;gbNE*R`jj_9oe(@9#{P8x8B>_e zrYd{Y$TjLB|D8ZyY&N^NRBn3Ue-OZrc>RkBMRqOyPXhc=zu!3p`ZKYC&JFz!V(G1m zi^rSeUPqmAk<%LGRPedy2*3$_PSU%Uc%Fcs*ykj8?sG2?$P*W!M0Ul#N`OyZfMw_} z5$Lmn3&re5d1*ByZf=j43DAc&J42jx!4*Yy-Qtx3acQzp>b=>;{n~DElK`8a z%q?7M*RXFBuyd1ogbSQ&ev3dw`!Sg_xTvnUw+UbbHaP=Z;bt-9I|TBB6S#njncLuQ z0eCOgqHCA_eFAL4(s!v{b3Q0wCoX*#IM;kepiW%+E~+c;ya1lO^kc}U1o9-M?_%aQ zctil2Gnc|QSM(*lemB?-q0K^6SsvC2zE{BMjIk~-`xc#%6(MhhgR$%l_FrsfW>vse zIv9fzz`1eH3)D&nD?@c1?41I*+QCwh-y@J8#1-hVMz;(zx50Y_;G%BGXXaHN!IY`=0F#qg}Ejt85GCcUfq?32Cf%AUb_o9Wi>hG>U)A@%^^9Dne5|X*%vGenq~Tu z9tvDj(i(SRc{(?}AfO*9L|*UjWlv01w3h_`DGV3}Kp zM46cb5_69^esX<@pU~&bO-{~Y7a{#pF@r&$!9~7A$cHhicMU>#3W`7)jM#01zf@p9 zP&Fb6L*@JXgg3Pe9Jw8#ieCw<_$={970~m-OEY*u~AP-5FxlT6>UM zzOD)UH4?a^X0CBLd1Y9ukofBb@cmdYP@8sY%K1$KZqdRuRTmp4tTyz_cn!;bivXS_ z;Aud=Re(NJtd`W&|2qWY!w^p$W@(mm7As2Vy9DGsj-KK19duI6>m)TL{ayikuYL@p zCfN52um`7g%l{+*?{$OCBmIqTXCpn<{jdOAnJ(5@dN-VWN-$IoXM$xO0R9O9e2;4f zeZOhC8Gc$|El+0#!|qz)=LEq*tvK!D{(``LI~~DE*ZtE10-{aY+~uUM%D*ab?@4az za=5(l_;rEhZ)u8j9~wE9E81@fxY^0uq8vAu@xMyY$=e|x^!Ekm-KlMm5A_EEDsLvz z+aDkFj|Aw0leIlQ;GYV>d(*?E5BBF0?9`yMN%3XUQ2CbvtVXB|(7SH=e*{D2d=jbB z2mt4P`L_Z!Jpcz#U2*?j0GG}BBuV;@0`MMJfC(e|GjO|xyP#PkqWkQw_Rkgsv&rGj z$IZ*?asis&O!%O#uvZA&2U7Z6K4dQEl>+Z!j8ZW%g!6f|tJjMK?0Y9Hoiq%rTM!-JgXPL0_T_+INkE1O8 z&d(bJP33}biMb7WUXnKm=*k7(N@%wrZxrZr^$JqR{8oW_YkOyG&p?#VkCE({`)CM^ zI}8R5dy{c)6*wmcd&6Q(mJD-J!VFu38ZdVW7<134=rUrb8?MD4<9RCjf$jIarDXOg zl$Fgy%@({|!VUuWLjM%Sq}^sIn3SLKmz zW&@soXR0&z_qHUbkuuLffc?=Q%)do%aiA z&saDd>d)2Gz$gJspI6r$4nGp`_u*$g5nCRD;_DH&<;ln-j(HFN9dPBR}lbzmQO{1^gmU2^6URTAoF4$qv?|CKT;R06mPWnbab^I$dDiNz<2cOyYDO z5s))3q`5(0V$6>UOmn}rs9*VuI8FCLDyO>LT2kG@nOW_72lXlRwR#hUu`oJn=vN5E zg53f8)LVLYpvb@!2p%QD)MuwhmSlsGvZEv-7o$0ibDWNKaPT{^UoSvmp05+;nGv5< z`=!VL%x@&jZ1)?Vsg64Cs_Su!b35h*lT9>G>T={^BmbAdw zYjNf+rd&1&06@-{06_j!Lr&`UpuSCDKPa|BPYn2R0qAcLm>BZA1tbpd z%8kksV}3$n;=u$1;%*H{f<-Xi>2IQ(J}EHon(b^4=DOn{dN}hFmG}<|B+Tr^7Rf>) zhIrjV{}BO?nSbNP`T2r6s6Qr9@1MivRN1gI9@etKPYSqqOlE^9xoe1@5geG(OE5$d z^v?_ETjqurCUb&c6bRTxJc$#ye6G&FEMRd~Tny?$h3}%}4*y>S)O~5@a}41M_8S82 z*7ygixCep_H*^=T5DaYk3T-xa{vNtNI!alHQ~@J^n_RZhLuUN)J&e<)xkY#KaL zSLHtz*#73RkfV5zxwrgJftS`YczCXe|4TsLdZyDGU!2T@ey@EGR@=sWW>@)t5(NIzVm;hv;<|sm(3Mx4Ip-ifpVCw`Aw3?HHisjCchqdJLD7HnwMH=5*YA z`eEY!lRb4Fo%PAtoK8Fk6Mc5mA~jFr2DzEu=5p57o4dtWI1UGyUnpdLFbBoZdKbIw9=)nBY*k}zq?I-(# zwgbQ}I*{KnsJCF(Sf{P3kL>!(Y_RmJNDu2Bxb8@_)H0LW32fo>u=^T;;@`GYg5p-` z>jcnk^17=MoLrhW2$1Xa4pf_SsGlqn#(k|{I*sB(X5F`$w}nc~TV#ZN-z;Q-W!Now zo>UD7-?hwJ1Q0HJ3KvvC??UCqxmn=&*Z3rh^mYM-?Qn9;l#F$|z?xCRdaMO*b+(&* zY<|X4T~-`5DuvBey;ES`r!b4lyHyMcdq&W3_XxDv4SnfvzO-tV{3ZmwUw}T;?vHz; zW^cULw1H_-r5_TACnGhe!cArc%xP+anp=bZUemrSaItx@JG?ld&IT?*{Rq)3J`b71)8vdsQ{A-u{Yv$2EGdz)Y{8{n+ zxrr)u33Or4|12ohCaT$G6s}!=NwDD5#3YWHO7km%=H+;ZX$MzpOS}G>_-+#a3_=$6 z{7nHpiGPNnT|54cK%dAztKol7zy~{3_G~-0%Q>^sWu2-b1M5^RqCcze;mzleX#Pj_ z&BZE#2#W z)&CYy_pDv&jdn83JgIH$lZo{=0?RDE`Q-CiyT6A=iaP4T4W}U3;#);FRvr&C#3Z3v z4%p!zgzRrO^UPiuESeMy>Q#+k6B7-#BvF}@X|O19la!E|pvN=tWVn0ebb;#bxzziEzs=<@QT4AoJw{`|$uay=-$quWQ%U;tIiJc0Bq*VjuMS4qouw!Bt0& zgR&iu<+)ht-pBF8+>_@i?$;>N7YU)!w}|atDVM3?0<%j5uND-T;F4pKQYkrdKJo%{~2;_&b-(ERIq}IBMM`XQLATD4_W^c$YB%8##xeZ`?EZ!N2WnjL1tA2f1p;WrDp@V>L5&~jJ7++G2 zF*k_JE&H1U+Px{xYGldr^5S`$0Q0xw1WH|ixx(Ed@UU~%>pxGV?QH_^jtWl~vgL~2 zA#mw3a9@o z+%yE#2qm&;`>^1_7^^bchCstid5O;nn#U8OZ#s?Z^oxS&oheRVk7`L!t&~@Xbdua` zX9UCfl!{V=XGQQlnB3tGk->de1z@ama}MX&%&lj5+qrm4sG@V@=3;g5KKGaEy61ik zp&u7QV@F^`opS*i?tid4_HKcj(xY*~ICAbBpCMpVdNgrZw+_8eAY-PZy5UHJZVTv& z&QcsSH^Y`dOzJEp;C2LVYz)7ebvxOX2$D5(F3}$EJT8{c5-dw8Elr{ZpChniV}doj6pP&!PF1QH6W9!_ zF5P#gzrCi8n70O-=J)D$z~Z1DeV!0CC8pZk4WHQcz|R-R6@f1fntR_D3d9Fj`x{vE zudns^*Pc$3mGTXM-s^ymZw+V`rzGECYFS3sd*rYh; zC?6O2y9IJpoQs0yvVKA!CUx)B(vwP2AZPdm!Eje(!V5itQ3o6J(5+g>0@|YKKfCUGNBNvr z1b{j5dgP;|$>T^~`1G#`9q&%lF|<;0=R`{82u#a0A!+_qLYu)$As0(QbKJS!G!Aem;vwma1!lmkm|m&xJDYoumqQfDJE2OXm8; zUkbw21jqMKBRsiF{2xJr+55^iES1Dn=5Gbh*>WdOrO5U8dx5`};@T6l{G(twHO#uI zFNNzKjRz;SB_1uj>lvr=v)G?zyL(=to0I)+e>CD-l3wOE7W6yweskvz{e+_-dR?kH zx8zi>>q02brws5Og1~C*77i++$_5k;5JJJ{k%D$3&zz6d#A~)Ab*ayOGU^KiD$W%e zB?}4FBQ0i`TkJXt%XyVR6h_2LbC56_wRb9wSbWNicx#bfre^UKjQ3I@l-cr?E1>?- zTwTFAXj7Uu9UZbQU*3mIpu5^Qn1nZXXfZu}QJjYXv91wf-Lw~eG%J+%T9Nlwt;D(2 zIrwMj9=H(3>jcKl8UuzXGc0`r`Cl*c8yS#)0vX;YFivWGJM#&35=D7)8BDrHZxJx& z%0zCvjn<&OgX@GGZ(&y^hQDSmbFVqRn_s}D5AVgQmo^BI!s@pO85>Dn;{e@I}ZfCu0 zfLoYpuNb1RCP@%pNQ1I{SSWGIm_mG5ZCsH7$a4bu7S=8{7>{!|qT}Q@2b;QBMrNed z+(-`eSGRSdR*NbR>gT=Y>|-*J-*P zLmDjA$9|{4UO-Q|Xq@ZgzDMBRmlSqm7I?2fdxx$^!LO^Gg$hJixg|K>8gS~JODLJ5 z9df+prnq;DOw3;vv?Ah*N)^QSaFHz`e5git_FCJS8^lX$r1_SKddmhvb@R6QO6g2q z2=#;z>hA0!y4!d+VM86aYYjqAi}DJWL-hpIecEoFJ$-Yuy2+&5ngH$n0Tz5Rmkr3rQc?>cRk7ui1}XFvUGc z;(fNjyFDo`NtAyjP-e8D?N`Q2Cf4+G1?HlQiLir9%}1&NPYnET1h9!YR#+VIz;@#f zn(B#hzd+zJBj}6lC&&DdzzjI%UZ=O$x`?gV`*?@Ny$mewm^=$}%%t+?`QepcBE%Ho zc8FVxU{zIsP7@Ihx6Zdru(wq?rjrp8eN;$v_g?FX43#$*q^x+I&j9u11eNXnD4QHI zkFhw%v=&S}Up~_sz%fU&-TubVJuJi?W2wr=v|kEBhjcKzBr%K72xfskUq$-Zxu6p! z*cBP|+9GQiU&msc_azhcrs0zvJwd~lC>?bzK1BI?Aqwt=V>>DRObv^UavXFva5MlY z-y~3O^QLO!IQbOjw*)}ov(4gpvjmWD6(G1i%~&qKjyMkDYV;if2lu(jjg@IY-z9)< z!4oX)9pyKXLMQv?cKKd`;CYL^y}_y2F>kS7GH-dnJdvQ=2=$7*3hMNxwd{KoerJ(T z_CFxRJBdK3FU~}d0IfrL4JlxLNWk2oC$P~NWRv0isKBxDx{zF7V5MHIRxdd7DP=-`r2W;PQ$0_^7-;kom$ z&BU?qnddyX(P<4))B|+~UW%79YRLLqLe@Lm-Ohd;p#Lg>?(3=7I=Xlivkuzt3$!~6 zxyyZ}_ztFpet#fxrReY{f>_?DHyotqtW-!oO=M*VScz!iXiY=0tT zd;2ynN{c))<9I_ZF(Cd-K%7*!0!}W;UkI36bB=Or=bu58|4kU#?)R88_Fu$0T6gHi z3XvT)LfmZV_ZypP!fx1@YjxYSV?`%9g>k#vZAr||%7<=9?qws~}{v9c4 zyIl`OI<)DC{~!?O(V#q`Z-)+;J{|U-1ni?LI;AHtUo0?hE2)opy_QAy z_Ug*W^RmKQtXX&*62q|>deQb)WwfiG1bepyEVqzZe33dBD_i`7uR_=YsoZ#))p@>KP z^h9DH#Ce%f+&7TcHtOO*S+iEKjjiFm%_bhM9qlxWoQbeE3fPkbyVu!NGf9asZxt~2 z2^fs}I@>#;K4~GbwJ3CL2(**N)=hLFbY)Bw>Q(`Bw*ynM(YPsjLGw^^! zVeTS?Z1)?OW0{SfrVpSzczukQtvao)x!4@#+PZ)np3RlCXiMA~Tei_N9f7&xY$R-? z!=b?LC*`bjrs-7NUhH&rCeo=uI2N4>IOsGZbTR?Jm__|RdYF3~>@Fh~0K5;Ggl~5c z0uJP5hCGWxo;w|grtU~40xbz3GZErYR!oHWUozG1Q3H8goSeVd8^ss?6lkYP9?|t*jvq!&zZLOtB;y4T6rnBUqa!>gq&uh zjYF*03cMwEw$Ud1HIwpQEv181E~N7zWPFd1(X_J;tG=vMzKG1)+2F@a!gVcS$6S1> zCs~F$ENWVJyw}4G|JXB!A#J(vdA1>Bf1i+jwTxyT6Ly%kGi(!(v<1oe1d=++Yzdxo zWjxvpdi&xe_UaHtw)8mHR4%I#FKk60n!kmux6>MRFJtw&PW z=HwPJo6f$^#c}7I-!Bjv-b{KJBcClE34mL@3Ggt0E5wrm1Jn6(^1B-3DFJd4uX14D zU2i++@ZtR&|zbSGY2%OirnNWSkn9y>3{M7*;w_hn6Rj`v^ddw>2JbN`$2WO+Wu7&reJ72sn+2)Sx1 za^SXh63lg(Zxbl~s%ac2FOQE45P!il4&n;)-2x}D;F$*W2?2C>si)hc0ns(wg2y3#PC(pNT8wBghs=j=W(Xliaz21J{iYD+uAnzLc^b~Y+5J?%Bal!@#gT4P zN1gl(D=(Md6F_*xrx(_ zB-8`+SZm$ts;N!A{lkf)>?WUR1}5}LCMm&kPlwe0ay0g1!Pu{)jPr56#yHOeal zkN=FxRPe77@DHBt^w!Mtyu(^{d5r+XBNvm~B`AbzmFonHf9Y1-DwW`G5a4&O>1pWU z>q=+4E^#?e7)1lLXCj znM zKKtm#-9LWTWtV*s{wlN&9bUcK+U)fAI_=@wDBDM|Z*CoZ@M!mclz-IQRv-Nl`{*j= zLCqm{Pj(yo=7T?BA3SevX6-cn^oOCJH1}8u_sF@+F55k&{%=kF-#PVvXYqd@+Bm#? zv#VaA9Ukq@BH{4L`TmnVweMBwJ2XljUXAtmZM14oC?A7y*{dNY~& zuNPn-pf?@jES&o9m*D9}-0i82*leqF+HhW=KRXpnWg0> z{s|LqE1T^o6Fpo_wU_N7#1fH*wz~@)k7s4}kz?dhXknh!na7WjN1+uwmu4@GvYEl4 zb*Z_I6Qzu2uG(%J$lX%8bJIycqI%&u{mam&xi5`o$SEuk!N2I-C2U9SE~#@Po+2~V z3>{=t{^mKF2-P9BpKD@N*a!yT6&$!$w92JBK0cs~|VFUv;yKKKw%o zqMN)fg9An+FI6N6A{R&N{U>lR(kqD5DNGswvBW8GAC)Lyl2hVxA)jz@I>H>2=(HKN zfIe43by1tmVV$6I29Su9pY;cQpC!f5kkKtEf+6fzp1U-UmBRJT9()b|_iijGHP5fl zvC6+xZ8=OR;pMMA$M3?h#0#BNLtINIwai%PRKO56!pkCB!2ozdc-c}p3v>sF;9m^* zLI0_&w}#FBo?AaqZ7WP*I|LkxND#vo$Gx^XgXME1#IP-!*&$+Z#B;^DOQ%A$^R8+& za2-g2o`VqZE6!cQ3p_Xs-ZaKK+ut0kPKnzXC)7xDpuFG-ViM=e!HJux)baDP86LFT z^i8)=t(Td{awr3k#0WP&gF8EYo`kB|MaF`qfN`<0L$e+>GCJ5f3}Ih+?o!M`2@WhR zqiCaV}T8R**A>O%fm!oE!9U)P7X2U$&VI+k?(N>(FpOVuD52viFDkO$iqD z`%MguSP*i8kuxFWu*jK%5HRAtUJ3L)E+Os@)lzcda1Ic`zZUS=r`{extFhW(&^+H$ zgG!9HvhF5xg)`NzFdCx+=J1sulK{{UYgFK!n>lla@!ea^r5U1v}-{%ngtwjp^+x8)ddVcG3s=P9;~a6#Ud8;I1Ni7 zfJ>9mnGWewfDun#@@JNo7nmkBOJ3s;dS3D?=jK-CIeyKOw@4mCpe$-Kh>}niQZ=ep z-4}Jy0U`y^&a0lDkDk!ZkC4%+c{vPW!~B?+YUjhW2|Z|R@)isXj7U)Tnre7YYYB_p z);4pbiR+#ZM_ee2=6tp>-u6f)_Eran(63SG7&|>aKzpN9QkL_WQo5EbB1SNY6%No` z=;CDcu*3VX2`Y)ErNANZ=K*{XFBR}9mpiM26z+<3W)Um~p`wpx``(^)652x^m|P&j zR|RppHQZUn>phq?eM(;#;ZaRq5MfN0b!i(%)3b%%h0dVg+ry^!V_*$q5-aK`dYZ$1 zoYD8VCJtZ>i5RZd3~J^HgT4#CL#On=xI-^te!)c}CiEwpOT)f8@xJLPlh8L8p247q z<8|OTlWn)!mmbG?n*Ni+#kGYVDk@enJ<5d6lAtU@CJA08C0H9_a^E9ARb9!-$O};7 zRkd!pzlPZ4aZO(993aBSxElE9huJ`J%y-na5ty!Ku{>cuT__boB*x1%V~+=?JF4y0 z!&FkyDnV#K5GFcKNEl%>-_2A7&UpVhp)oQStucHCM@-7wSN1VAg?lW#5}DlF85D7- z2Jao?PUgpkgw{cnM1e!-%Kqzv@x=BQje~|DOyx!AdmG~|wIzA8@M5>`F}W9o5Q$Mm z(8sdD2JZ6lied5y>LL+?s(Be!ZLu2?Qv$3)By`06p}7m@a;O!zW8-kZTn_A|XqqjB zOpgSAMNZ7KIrYMUA_mo&QORl_B*RaLP(geRMChuL@KJ7 zQ8`m&wmLjvg{Y5v=rF-b#u9jz2dm2MdsQD^uV=!^X4dAGmR9sVkBl>6Q0ev6U94O$ zPz*2i+GbXb_cjw8S&53^NJt8KD5YFQkDepwEUp`4MdKVU2gGx9MO z7m^6k7OO?sfFGo&yBCkM4#Mg_n z0r-T7A6n)O5DYNCA0SAG`F<~E(E+0ZP;1F{T{b|I(2I$$^9pUyeqoI^Kyr6=iy~Kg zL(o_i!Id&w%u^H06l$zaWdufM!sLja&A@pT%xU20>xj2h3E_hevph6ng3qdz*npi9 zYJ|U{D=ekZu@+ks-CNTY=y0a9t^Iv;y+d8cgs|at>jWGb361*MY;VSNp!;J zYB*Yi7s24&cT~JiwXMagQVVF|RXdsCay%+V+XA5(0vN21jsJtpO`=CIiD(>%YtdIm$$qoxArjYXLBOh_QYeIbd8haOaYrl#COFe} zdpO=#J9Vih5Do#q5Ppi`>@ZVTm@}ah!lZ}Jz=-1cxFxhR^6(RyDi6Ovvf$&xE86$c zI9X5PV-jbkr#B(a?PP7fb2OoHv+fH6B6YCa#!X+ih$%g0xP&Gw%3{!n3QgF|V7qw^ zXC(NTIKiRtJ`R<+i$c)o?B~$B3&2!JSc?kd8z>^VR+7y0HiI+Y3Fk#h_*_(?MsHc^ zcfN-i*C%`h6Q&G3LKll@(A85kkG1?VN~oP41>q1pwxv4oS`AlOH&Q-Q9VugU9xl;i zr-z}}XJRv3bVwSjb$vdYoUnKi;Ew>40BA^Ou??!}SLFoj@-=b?htSax)u}kdu&1VO zCanSif*guCU_!Hg*2KBZu9{x%Y>)e6oI)MoeQ|EWGeP@11{w1 zGffjFk4k7Y95G>;iwEuUgOn$RGXEnqhbR3gQ^s#0}3tG@2dIeZKE%sDiu>WVZ>BwV;`M_U>FoX@(fCMUYM=MD^z zG|G*qVoRV)QP+4598syRp!UAvx5t=b3Ckow3%Ynj#`Fp_1k>nc;eu2q_%pSpp|Ws9 zh0XPa3FGZdVh_pl5M@Y?O2m19%9{b#_3H+x9E@nxm{Pll7uOS}hl0Mr;yJX)Zxk^x z#ML6f{rr=*0*@3?+m+}ll;!M6<_`(YMhTBXBNnSqYXe(;eSH#m`g%8QF&Cv|cF>3i zG0E;zjK$c5Ha@zUFc4=QLX7edxYUgu%!tzvI*_EH+5>8KP&V;vWXEJewTddqQHd5E z42O0Zo1U1G2_9KSsPTx3n=~{MpVFiRNrc)t_2$;5xjcfYmJk%9s#!Q9a*ViSuCQcG z(-@KPhzflfDlb{96J{-=3b}RKDJQJ+AGhl}kff92`uO!}aD9$Sv`(qvgJX4l!Xqkf zQu0$b^iSjZU?WH(L^Gx@sPbcS!qjNshAM+Y=vW@r=x9BeqbDpp1h5r~hn(?XTN4>5 z5?R)oddO~lA#1E1i!~IAloov-FHIQA>}~LJ@_v zBvJ4U?I}%GNG-!r>}JpP&_|8Ax7F3dLV0?a^yATku!uyp6S~~&nRMR~5{BMEM__ayX$M1i2A5Th_jUDVbSWLgP&IJzhztXCL#8@3@qm&tk_b`ys6?!K+uC1B^e zs{3ozOku9KOPR3D6jhIb5~+?j#+d5&`TiKQUA%jiuwqflNti_G=()7l+MXGj517kL zqbCCmkRs-EkDZi(5~*&k^yHekEZ8Y@w@{O6riQr?zcSdtCVDmXVCMF)fjc&}m~c%^ z+kgbg1u{|V_L7cys-Y4q-K2^WS6Fc>$S|24FC7D!J9xs%hhtPMo(kQPJhxmo0~*#& zj+T!>J9p@;gPxWy<}XRz<+y$>ENNKyX>$&ndyy;8D^buO5|v}h zg^L}o+O($BfJCHbiA_ZE=0=jn8YLRJ6tPWg)(S5Q}|r zgY|S}5g{O1+=!$;RVKi-{d@b&4%0;>j!Vqwl;&Qb!XWAa<4kDjOUj-Qi4C1Z#&&jP zdHpowOBga%@EJ^E#3UnQeAmJZ5AzA#;0i(wNqlZet}mT^TG|$lOU!QDl7HdUd}ik9 z+LjG*&=fh)eTO@KR`?0qzIlE|Euzsk#&Gh`3!4sBr!fs}JQ%B~yC(*?Fd4qlVl*k^g22-o43Bs))o0Q% zxS7Ku@X%b}!T3_z!ziD?C0OH&Olh0S*eqn2P2H1o z%xoHx*tGvEPk|*LAK)4$F^7;+r^}QhOyW~D01F+szVjk(K^0p&6IQ$Z`_&34;!yD& z9D%Trus_5n2*mar-47TkkqOz0y$*$_Jg(9TF#xxNw`uYROkwZuvI)&)GoN z@6aA3aZ>$M2ILN1uYMXFLMLy=!E_E@&zm(2VUy%%v%xkW!`GAC;1D{MyiQg999+e9 z+c9`D$0Ih(uIiGPO-aJ+YM@ps6hfvFSeAR|>y?0pA#BxuQSk&F7uNz111C_Q-Kel?#@raGe#5>z@Z?0l=bUVkki>=+0sE7_lN9fC ztHUphF<~XKgpt7#D|)MnRWDAgb+*CEgJVK(HAcxWi4Xp!`MfSzLJf@)v3?jvP>NxJ zOn z6z2TQL8ho<43qe<(xWtXe^dRpd2we~!Y1;Vz9DF0M+>Rh`xu4G_lOdD+)+xxBOc5+ z8y?&`(!~+~ux%68P~wapGI3iSSK4j0D}hfZOrc|rM?5xKp2PhO6ZdCgY8fzMu=QOh zitCi8sP6(9Rxj4SI5q^%QNJge6w18-B*aSiJu+g>D2#ESUFKeu(ZB zJW%z{?L%isWVJkDH8ECXL2TlGQ=DJbdfX(1TZhHU;=AjIx{xf4hva%&np}aS@b7#2 zq!TCQZ=OU(-Z5%D-9ip!YiTThoUNsUNTp`mD*U2c89vK1*dvZSJ zP42YQ>Qp8V|gOY*Tx%dwOYhloP^t* z(ztVUlA(wadQdqS@AK}-bWx(fBtF}cBZBD1Bi*1dMN3X_#DY0>YuP|`Pgr3tF{Y^5 z1yf*pXF4VeNIH>+UcxfL#WVJuJLV7`Mi`EFQ6`_@>y@|EW`;j3^;u`)_7(IO0(=v@VaRb_tQRf(d}c zrM!{2^b1~0sRZklP#HX8BCk+%`WK;Ag6CIpIeHNrrp{)^o$g33CMQIcLAKS!>(kB) zs@7I6CTT~$f!};HCX`qiS=f$>32!T?{VlA_rqnFQB+VR4s^7dTWR8JPV-g>EKlD4* z?Qh7b`-Jt0GFuWPv626SP4y$hIzfU@mXTRR;v!2f;bj98T6oX4UR-q1h)Kkr zLe;U>@bi}m?NE?D84yt3uUPI;V9X(~wC(aYjI|bMRpv0>@gBE<$TGL!>EUrVZJNEHW ziBpYz*stc?9W!g)u}=t>cvU~${aqL425u5!%ys+eVPxWFc7`K84R+2^iIdq`{rYs+ z*})}VW@r5VG})OU6E|i-)NH=q+r7x^PQrc%6+?>1p};sYpa(~0lyJf) zXh6aueN^<(Zh;@pw)lNG2_2Cbhk^=Hh=+=&p#T(7D34Rmd#nD23Zmw@Sr!oz=8-}} zr4TH!su-jns6)FEsJ974G|b!xB(R7Ejjo{aYj45`zKo04U*&kYEZB6y?3fUZB1{U2 zbW%~(KD-{VT*3fs%jS04R*pwZ=mzIZ@Q#^Yua75R)#gB^R>DxTgi-(#w{lC83ZKk% z`@^x=5|PmTF6Sjs;#9HF<&^V)DUmmBTcw3UBsS%n4x8Ns%uSon-7i-$MN}$Av?zXF`c{rQ7P{Kr0xt#sqOes7 zjd-wi%JM8+%-X8^5-7xk{z61K0ZOcB*@CQMRWV^$lEmvQEh0V!nFEfLuo*pxU3e3= z^#vtR)$3eqw4-*$@;>5v^`5aLK{x}IMd95G7e~kL-5irR(OzweFrHnKr6gm9sV0V6)uQEcw%K&D!C7930c7^l(E z65~A5EgRVXr2gS@aZut@5xIw(>U!t9kcf)dAL5tOCyXRVGS)rV3CLcw$}`P z^PXV)06yO@fVRCr_h$$b#v(BaK1YZ)#_+I}eYdlcFs2JpF+8#v##fq6HFrzv3ujre zB=m{`L^)K5V{Pf(d}B&|4h=;dL5B9 z*?(xOEMEJN=Ntd>a`w7$M0SmdYp6tJhG1Ne8Z>(3l35jGU`{OCf zt7@AHt+YU{?NZvN7@YP5_{nv$|ajTKBm;25TS)44y?gg z4cCS~Ny5r-P%FYB7R-HEmh-(KuDi-M)qgT?OxVB_q+)=?hY?+X&*MxO(N%J4P~t^z zJi>dnHROB36MExG+!~np!+Lw%$DudlExhQlerNOCh>zFndJ$ofcB;P%w+YPor1W?F z%Ha2RbM$)s-3SHm?^5i-)OcvCYQ5OyfRVK*dZ?eYle*!mUi8SJhy%|Z=n|nHJf4Kz zuwCD3434;5y9MH5eY=T>h!v(>CyHaP=@QnZBPtPEP@@qpo8l313XKdH@wghD?{(DU znJo0y*ND)FiFyO70PSyqIsSUR0UwiCG4GO>7;6sPVoR8Ji4+@yBu=cL1vynBGj77X za00J}C2qGoDMq@g)-O*&BPPU~#{W?w z!Xqm9il7SY;ZN9JQ$;AY@;kJ4#D2`Q9F??1yG+`iZVhpFGP7$!aE_{J;fM&6t(+*J zUP7;@z{o`UFKt7;Th`-~tmlM#nCBi3L)YC(A4# zph*DSViy)5;L-`#%$8c95J5yC^aNZX)^;$(6D)&-Z3U$gaAdLphI~Y?4`iyI!g}BH z!G!sVD7nNXYDaVDENFmy8qIxVqQ_vHX>Lkry&ow20CNQ7@oKrSHEECF`~LG@l>rPbDx0ryF15(6eG zz({_~|5_HWs1xP@LPZS@R@#LgfkLRShbRZtv>R)w2kd2SOX=)|%|&R^UICK2_OejK zU_BQ18Owf9&6r`42;bH|bi#s zVpiSv!n@GGsrytq+vEP2SE7{uOSyw_Y~oj=GQAfvP?Hj7?d8rshD97|YQS=^9U1P7 zRZ^|xdp3iZ#Hl8f3}?Qn(xpoo35qSE5{{U($12J6v);kInMn~asGRbc9FiCd-PF%( z3uhLYpVrqcha)E4Qfb{}_a~{P3aaGxfOOwPv;Egho7t_o;3uc(55|Z9n6;w$}GP0ZOb` zE3{?BKj79(nTZY;nnWeu!bi|2l18oXBNmKU3LjBF$Ww#0TOKv3!p;j85gEUzSwHU( zPW_1NB9dN3lyrU#MCSTY(#IukW>fEelBsN}(TGR&SWOgxEb5nlekncHuwQaa;#9r5 zoKqisVU<0lR~Mx-aKxl~b%v=s=y)o-&4Jkq7;cVWH&53QM2j#;jL zzl%W9fT$LK}?GrkGRm2v0Sx!G7%o$lR>*-Ip#YT_QYfM3GGIN#De*n=v(=iD<|~H zA|wWjIM8NTO_1InK!T3g5tPto#F=tL;zJ+M@-6kwb#dD<21!h@gg#(|&H;?G3HP3! z&GB-qfpOhpCQX<>D%a5kCSB1|arQIAoz4~?1SYgp<-`_~II-x;Iq|6HpmXso-hS@v zcli#Jgn6rSZh=iQpzkPT2(c&h9V^%gm3WJoW*u*3;+3s(M&J<_+BUA^x&D)4-Z`Od zE2lG%#E7M2&bXTG;gII0U`?2TEoUuYiP`hx)u+LaEhce#K7{ACM!1We*Pf|;C`Tn; z^q{$w*9YS)5Q7tX(B)=!aEaTC#P1YKvs1@L1xRc~tE}%1U?IPLTV}9`qiB_vdN_H) z3$K2wY{7^HGnKZ?y#1XCGnJ8IVtYCZJpv)Tz8)fWW2A5O5P{Y0m?ez#BN_=%vR=_= z4mJ|?`^-6<&$OIvY{>b7FsCv2*<)o^3cbJ#skG zqo|{P^HRT#@^+tn%)rDzwNM#I&pe!JiR5?e8{mCaB6k*#QVR@Ry`TewdE57_ZzR|(Z~cxhNH z_%I++00SsD9gC;9z=oAff(JxtEF6)cAIQkgwFa43=SiqQaW;!bbf`d}o6WZHcDHA} zgz}L@4icx(qiak}iMLW}P&i0Lf$$717T45egREc@PJT-bEDAxJ^4RQ;@lauN)Nc;` zlRF7LYI~(EnBG65)*!H3 zD`7|nstvu(%V%>@i4+6poK&sBs3#8xoqf6QHKAj@#a;`FffBE)EH*N39>1~gP9$Vje3>I;y>Sj39mR#na3Bx>S1mE^NMne%p zQDQ2Yc8V~jgh`zerW}$OaY)0_iGD`X%wU`EP)XROpFm8=#E-6}!*8}xF?|!dmL;?n zkk~M};<1rLZdgm0T&W}_T;k@M8ZnMhQwvCJs-IT)syKa+FfcHiB!k`xFk(?XUCXkQ zwVw!7^@OE@NGR3aHj7Ann3Qw*obcn8Ucy{@KN`U`tpiNdsuy8YmB%d-R+jaabp5J~ zXHoam1y-;Nj+v3TCn13cYK3A9I5ZmRQp9Nc%bMRwO;{HwXS0~Z$#nB>6PijljYd39 zId%B#d&1BmrV)?`zi0%G7PnS?{OX&!c2r(y2+GV{AV<>D;@j_EV*R>xGO?aro1ubLswn-faE88vQ>54rb z$FD1aMs>vp$FD1a5^K>FQU!`RqgMDlP(oKI(pT_tiMwbELe5mbEg&@FDcU*v%dxg| z9FsVm;FFC49ioJ|8tD*$PjrWv9gne11ruviB@b^`rz$V-6m4t4gZm@AidUb9(5Q?G zzp%d?t6y+T;w<_N_?=HW)*n1-C}O}~6C0^j@^W9jD$>pNFdLll+2^$Wai}9104DZA zKkpz#!dz5I2U)`rOW`3ZS@t6mn%W8?g-BdQQ@e!M(be$@am#7_p{WBHV#6{|yW1M_ z@%J=rIUunWUB9KFT7qE%(S+e)q&2r-K1<-zlKL#-%95g-%nzqAnauR5Z#f6h*Xel9 zGutXF&NCOI7}+mRh=L_P?)J(H9|&~G6KqyaK;2@D}yW@y+BA8u1i88T-qz z_GCCFaWdVGvDXPU*6S>4f_EiU{hGiogeu|^%*JX!{kWu%$Wny{>zDR<6|1j-h9ZVy zw4svq+$GZ^VYCsc$ps#9p&ny10B&M$uHk*7Zl?dE&P_sC*}k;X+1@GULL<1ujH`UY zUo3W8VwED{9;Z}#15Pp^n)osVYFolGNs0g#nb@z3v->tkxKJ!z1a5^lSI7}OV)m}; z>y;*yC#NC%{Qtzg_je@Ml_sb@XLnl?ZFyfbMNyPXwkWks&-Cn~02B$SU>b&$INg(z z$P56n2`|f?--A5(ua53&~jNe2V zQqa$g*?ll@P=Cq$b8sh{V2o4C;@!_l?K9(v6Id|Ew}gzRD%Bz$W6US$57hE;Hi|8! z*rJ3I)VXOEjf7O9Ivwai5(#>Od3-N@Xuh{%h@BJ792ApG|R_hC3>Gf?h(J(!&FjtxKvWK`C6hE@6mZqZxZ{*Y@k! zqk`=w%gh5Tc$t-nUO+=DgVvu}X`Z!ir4I`$ZC#qMZ{@l)u*}w_KDob=zj9sb1Hu}r zOOJ~0)r4~*oROd|9jdyKHf>eiRt^Uq>Wkn(IC&%Ji{x4Sxf?3a#IY!7N-|-Lpghm) z*UT6n57tl$RZQiW!Zor1h9HINs0<*uXeQ6+n$zhrJ_jmTxvgh2kl~II!HVS)!V0&RIl8>9C1!S$8}-b%&C1>*=3zn4Y?;9Z6xRB=6>EX* zG)V1>!gG3qKg=Ei0@M#I5-zD98MIy;f-Y{XE(Drw{vjs_}PThtDs$g5Fz zRB~D{@)3YQpoa_d?$&VD?@f8)3Zkt?RsaX^R=SV&vqC0IZeOjSwR+j=r@)>u`vnl3CTl0u$h@e7M8f{@jh}RDBwaLIhO>h1BQHOrwHW4Mqau#HG%H zk>nEIU=2UESMA%2R>K?H>ri1YEiMH1;*~F0z7@<3*IQh{f?DS(mKtG^7gQ|uq<-0t zQsFfO zBuSUk4;>MsflB4wkP266`o0y|$buDQK|!oWGluvt2?He!Ny0!t{jdM?2mkN`^*^ww zdY;%Qio|7ael({zVtfydV6r?ikAdZg$^{?6HzHDCAX1}FvWPkxW^*6QACeAI=)MXG z6sj3E6xOf2yC+zeiF`&R4huB2uT0Ug~>lmtK#Rp}`nx82rD-A?yW< zE%j79h`r*wm{K?g({a_a7OcDoy5c-H$8fNXx-$MlTKFk~h{l4>c%IDSfsJyX&qnnU zvrAA-=cyDJcxc!h@I=S$1a(_27duuM*cJ8$8`g>(9zy12kmjdJoeNgZQ79PFo@jXh7EYxTb6SaXmYRK}Oueq(rE#xe`=XAw7xdHVth-jtjbtw!GXwI}51h}N#Y9SQ(yceqr6POF zR}Dnez=i_ac&8L3`mKT-lV-G7U{LwrF~ogVLI0872n@ zn^euOY{CQb>a#M4yeXKET0#d@u&Nr8_DmP%1ZOvn$RY4$7(pQh1e+=k9^1)y9t9i` zl=C`1K!TBmoX2XeIguF!QyRfMrjG;y)tFTTab6VUkUR^|iOPG1D!Xzl=o+Ni7$R&_ zm82$2PV);|nIxA3OVUK!(wfk)y=bZ+8*36Xu7a8=ZA`FaP`NC%Ph@3V00x)QdYrK( z9F7U*QIdA}BQaHfYeyY~t8s$KtR%Vyf_CR3H#zQ43$N-T2L>9K+(#`YH?TnBToov)8}iZRmU)Euhu8*SRVdhmus8WDv?0t387 zv1Ojo{Kq1QMX;K;JTUN}CfGUZe!0oIpsUpc1_$V>N>+Z_nW-54^b=!{w2g7*s<6O< z6sLU(!?R%!)@QX8cTnJfpC~ZJfM3_Nnx6~~&?!ifUCP`l`sJY5o=!_TkE3V4n9BqQ zxl_BP^59VLVNwC*%Iz@;8jgAV^yB3tJfRGq0b0`D&~Ngwdwbrn;7~x#DU9;80N2TK-FZo#GDxn$=o4253op zqxD)Vl2KhATIJ5*rPgb$G(J3$)zNw>33Oy@t>C@3OGy$Q-bm*QDopLxTD}Gg4h8A- zpqJK~9u+=xRJB$hcAe=#GI%Red4r}5$FmVFE@r!1&Dzv7KD?3Dk*G3S)nW0W<0IF$ z2YTtfM8$E^sJoM;kf=#y*S6IJHAvOI#KPlD+pK-bF~Bp~{9;SH-_o_3Uo1X!Wb;c^ z;C(5rrcgxzHQ5xRSJ#|EjsaR|Uy$u3cYpo#ugBZnt&QUi)<+jCLM-UkA{qf!6Kn~{ z1mPF$6MB#d!r!(}=s|*zra@r;#!>7~!9J_3KY<4-FZJlr$==T9{?>MDspmn0kd~*N zZ8LqjlZns4I0Y+nc?%gTXlVyZMXPRmy6jC7#Da6sHN+e@Np1Q7gVw1zE~sgKwX*s- zT{<%Ub%I%N?xDtL1`A?ZeyxaipKcx{Xa#HaHMAZmNI&*T4|}hyf^9lXIVlnXj+Qs- zH3BjO5JQuIl?P5XkABNCxL}64hFZgc$S=V&^<=Z0@VUAs_3uUn2|`waPmZ7c`gaN6 zHY>qCYL50dU#x@Hp@NpDZ9Wq$$^v!TUacQr9;ZKdz9V7@@TH|RVPd7{J02t)7CIhF(r=kVhgtLb7 zlhK}2^@Dh|xk;7pLBcLC5A(i7(Bw_}!N3DmHKOX;M{34*lfAofdS6xFR!iDWU|XlWeIjE290RqL!HH5hF1vW8hOWzK7oH7p#6XltCa zMz74qm+%VqWaN$VFhS|nFh-0WOED9h)G!>% z30^@D!Y_?YYMcx_gm^tb^QIZmG0!*Y0W#1$Y1!|M_)duyNDU}RtEqUpOHs`?J=f1u z{ub=!UXs5#HY9jWw~?U6vCP#?nr;sggtUR3mt`|>ruqM~1;2G;w?QYcBBtp_0}TOD zJ`V@Z%=+f}Jc5Uis8-XXOvc{4Rx_BOj53^l>|Ep*@a7qgV?#p9>fi9V7p+)Ln4nBq zt;W@fJlBfV9yTOI#f+TudzRGAi^NfcYTc%VSCMH_N6%4o0)z zO=j5~AjrJ#hzWkh@Fl`kk~gRxUVNWj8>OpubFonl{ja_*Dm9D-4R9kXUaS@PqEdT_ZV%HnW+#L)&}lPBx_UmTF4Ax zVzs6zp@jrtkblk7)HG1j{L7I+A7m#xKf}_sX?6l8D7`MGN_MPYG0rCQZ44Bo-Vj0^ zQ&yAN-RMMelSy5U3R*A!su!Mb?|pgv6|=NScJd%W=vDISX=GxPO5Op2%xj8iuWI7D zgCduK{jV&Unk-csG|+hUhkBqBicvMG zKPp7fd37UgGjF#8>;OULRaSJx$%rDcFw2@$R=@+5*M@tSjx)L@ZMcsKN-u*PO-4h$ zMA;;R7&Op$&8L1a8jgbl`AwQn4-$l4j-&(Av-vbUc-tgLR)`6@ zA~$KzBVgF-6_#%fDX2cPvq@nwXrS?2s-xRR1NZS9R=qMG zcP{3aqbL1Nhz1&}0vOG~w0wQ#J;n801`>qSN-)C1;*2Gjpa)$~rvO3bS*Lo}`%nM0 zy?M;&1QlGC&VvLYWfE9Necr@)T98Tdd=3$Go-?Tv6Q^AhXF5QT(VP=(qi12d3Fe%# zhFLfeQ8(|KX>T&2D_iLaOD+M+pqTZi!wI{x)rSKM^&nJS|AT@qoEe{QQaDYw)4j|2E068z@# z?Ttg`6hW{Ns<8TM!yNh4V=zzvr<|nsUef*Mi9w&B?-pO&9N>Y8#(Mk-u5|Wi?*${3 zWrTnQFZCHYZyc&eFbA`Y)qsMNCVn_)qWTdGYnPD*GkPj}Z*6ZLZa-r=MKB&q=M;+t zqo^5VJGdB$AQBY~*T2!H__q>KZx@uO|j3Q;Md}msGA^*92hTQQ2;L zOz?+Ae=(g6UlvilCdllm_$4V=u>PZB4ePhxF5hFu(?%lzQq^wHXa;3Sm+W%#S&csBDh#H#%C9R z*i<+e_2z2K%G9rv3JwX{DZH509(zYnoD=E|4$xJ#r#v$)&!@f1XN%D&a+07YoTA}? z;8WFk#TUhg7StYDE)51Ao39Su%rDCES7i`Gd8K^iVSz=}BV^6jbVh^jpk#@E^?Jku z0>0`Y?CiDIL$FwYSMqo0u7+V;$zEN)2LyaofmDAED%z`8APfo|DxpK>`-6s&}wUm*}#LC20N<{ZI`9TvZ5Zc-UT_DgXnI^4j6{@yX#{ z_i$(PtIhr0gN;Kz$t0NmRly<4)9<_?Q34Z`sl%_7z%<#(!9ly3#Q=iL&n(9j+NkBiUO|G;Pd9qn zZea&tnylq=cf6l3cgOoEB>t3XqjFb4rmbr^S03-@bLH`V%efMOuuRRPf4y@Qv;%^H z$$5Xam`uv4cf+X#0<;>KeBH~e0SJced<}phfkJiQ{$gij{p1&naMQE90AmD+!Qtuz z!RYY4?!lX}YqcPh#imKODu zdlXx(9D9jn9j4&G@;+nvItYU!SOQ)`q!7WSGPt>QhHhD2A%nAfXF@EH{Foke`(3(z zfG^ey>ajje?T(7qp2GkH@E;lQalvEo3nm7W*a|0ro|JqQc~xkI18D1#$+YB?HLJQr z0|nsUFM_)_Rt48U0Jr|0E%-$5s!mZjfPTkbW_no;7D0#y!AzO?3OR*Cf#I!!CfU0Q ze1U5?z7GWS_s$k$S`8}4-EKj5tnrO7wQHvr<*Rx5`EX2o+7_4eEvqF$RM5R&J)lLw z#gxyH)vnYD`7A65e|X;Sb_aB;B5OWsH&xUUIXDpfNd09NU7Aq4q`#EG;DO??xvxESo!tz6bJrLjSMJA9ld615j!T#1_(jKzQcu>UV~J>n@XLH@u0-)H|x+eY-& z*1H9*ybNZY-etEp3|H-I>x2HUdXwSj(X4M86)s58j>G%BTcOpcb+oU@UY5aHq1C9M zrA?zx7iVY1lxA`Jv(D+6x+wQl|AjFNHjPGp&H{s+qKyadOzCcHx{xd(pf=ZK61o-~ zB51?#F70!pNnT{M%SpFKHwMpWbF|*X#vD;wqhxd}!-o_~jQG`2F+QL39n-5MMiv<4 zbkaJ0C+&mU+DGhz3L6q=GG|wJS|})3=dycBIf41Uwgof1ynB(r0~c))^||_#@A%FK z!6aNAnE?bFEtU9egR;*It8M(38>ZmE6!(Y>!@m?UJf%(Fo>)(&LV;@uq_%#HndISfh)-UGrC`p$A)Z} z`wbx2Xhz@nF3R^y7jQ5G_mAsk~cj_F#1-S$1kH@!A-36 zF~LdoikbT8bj#Cj)J+j&nW)tc@zPYZf$}ADWOFR2s_cW+i%clWWX<+NHA%PC!CtmB9 z<9?5OSa1+OGCPk9`m_g#eok9cc>U9o2OKseJV|gF2lx6P@3dvZh6@r%xn6OZ0)`skJ($s>fDD za~gm|wzdLOju0KRpK!(g@UPn3FpkEGG(xUbk z2bNf?Awd|Wsd~!&+dNGTCMYBK(&J%2>Pa?tZ-oo$$l88%S9)`64JIg~6s3^H{QOw+ z6xEO*jBSiYjV;)yF+oYQQ9RcUinwZ6Wm+hW3fd?m=>vUgZiux;%`;MkyM%hSCTfKX z>L^1EhJ9{u^9-dSK}ZumK{^m&d3F{WyUK)578v9-1`OT_W+eo}+j+R7Hbw*;1uWqY zY3U%|End6cl9^h{z=Aj`wP&N=dE51{!31TLk)mms<{2rRi3z+gEn07D6l2wtM>P{w z4!!xDPog!inSct{M%l=|z)was&qfXw#8H2V-U!QS^Zt?r1!Xn`$sY8D$|gz==9Z&9jh$1#y&`^ad|4EjU*}f-q(2 zG@2!9#Zm*CCBE#vj{7ami5)D6qgu%t$noNiN3$9!&_*?{eSsIx<`tlW z1#whlXfqV6g_;)`g$TN61VgL3{Shsn2ffecBNz`D)fo+E zyy!M3cCa9(9TPmu$VgdO^a<>lH9 zS7x+mzjP6}d?+xe1BUiJb@V=%au*!;%#m0$@X)#zc&M5$rZoO#<_Ol%a!d{{#g*#b zHsJyuxV#jiX?12&gA`IwU{JvktmzafiZ7N4HuvYerm?``Sy7&T*OnCu3JhNQ)8SIu zE;-_xTN|W_!vmK(m}1SIUC@Qx%pSqXj-1O37+BO1V6adiNt(@LJc8BJERTf)6ZKmh z)8f=rcbrU6>tx9)MDV?(7GY-ee{aToG%7gMGv~8nJ`&*HF@L-?JI|QY1o=5h04z|v zZ79YIy`$1^5e0=Z$zY*C@U9`4*+p$;gdm3{DIAz3S^Vce(x%W}pGF~SPblSrrzg+4 z8+(84Ztm|L?|gZ(e{#f#SI7kkM3_iH0Mt{%#drkSAk1wZ67Z>%R)6gt?lTI35AzfX z3@lXdXqKGMR;YI(JaAc$J=;Ir-8g3EtmrX|1bjLTr?{V;Jm-hV1t%v`&eAx*rWOF$ zVOj`^Ob$Mg639_e?p-k@7#^&lHd9$c5y*EA!-$)LIwoa~!vY7LtW+F9kaIz3i4;1a z0N17j>E1uw;st!glmHYMsL!XA+dqfNy+WTaKm(604@Wz@2f-=t70ZJ~0>1Us(edHV z);157zM`i91qSOW`{$NC<)MLxS<*_H8Z#t}alFX#b={&F|~SEJ1By{#IT33_OO88IH% zR8T&OU%tJ^?>4)7TLBaRtL#MAx3Csyh3upt0I6nRcDHw*ZXd=ME(tmsq33-lP-xXV zdyQ2S1R#}%DJt^j9v_Mb1gA;#6b$5I3IOt3Y7B6Y4tLXcch11PY!RuLed>GtYB(N;) zJdFef749Zb+$N~XOA0y1^RR2Oe&@5`NM{N^A5d{`DLAiyi($A3NGsVzWG3fDkD zR#T8Cd-+;gFz^Ygw-60XDxO{y8Lj)(&X-?xk4_E`_rKf-t_NA=!txqu2%v>W|1H%9 zruhX6k5Q*Aj|_TRc=TUNQwvH}Ep>$oT3V2Ew13*C*5AFtn|{H9T%I`u2DvKICwtV- zpoTRJ*(RtD!-C;MfkM^jCwnJHLG`pkn`u!1tfsQ(bnJI;dwc6B9+?Ox)?vP2xO;-Q^@!_&pQXp4vAf#;p4w5NXib-$P>n^^l>J8I3D!{Na4-qTUpe?ce2 zclKj*R!W}`uwt5)FN*QOaFTG`YD@tjnBID-5BbOT)MoUo-#jodysbliebbwc!vLza zjZBt81pxyZIIeA8(CsTKc0nB-n0mmg6yXaVV>8oKm2%Vh~f-Zi&xQ zrg6dhUd0;|u9Pc6Krne09u{Yd*%~ZlxZu5638DyE6vcl!E%~;U+Lm&;Up-WCUf-gf zPX(QPq~t`t@>j`f=c00q2~6<)aC`q*Y*%ehH^<_Tfc^gV_~md~j#bp7n4@->pXCS< z!S$nbeOueUXGvVu4fOZu(s-)TX)jHpJg=13LqITHQxEpa`7^pHDN&GDsykvxuw8#f z;RDo#Ob2xDY$At3JdsT3+;`XE+)zLbwyhOL~vc(nQd$hsTH6c{3bSOr8*#n1lte)TqHcyPD=`0@4Ux)!z)=5LxSzC=Vkd~F^N64Qn~TL9K&vLnM{+F7<@1=+%Pdo@-0B^ zX`Wn$PJx2)M|%{nCidA%EoTJ<^y_3vU1naXg-Kw7?*=`i+Gtd$PDiSvxRU=;pkVyR z{iE1>E42dv0`fci6p`j^RKAMwS8B&N99ZtzdoB~5M8D%%J0F(IcX?>AzjshfFNZUA zzff%DNqzqeWRwKakcqmey3g8kua77-52cGw6 zv{Ejn{bcWLrIZQ*!Swc_x+OGKDXla{XK3Jf*Zwut1zOE(MlE9JTbCivb_&(c&Y)fpTPEN>mXq3}3~?$%1}pbrLycg!E*PQRe8W``CGIIxf% zGuk&E7n~LCsKCJRW6Ka;g1J(^)WZV)5087NvHX>KZw?9AZy!@3EEkD!;Y#I@p@HK^ z$FwauHejXRM+F7+YbWDVHIUZVx5g|h^*>`suwA#CVz!EYIY=0_Qdv)6hJ5B?+1R`$ zd_E@l-nLp|rj_yoLj%Vx``6=XZ#<)0ClhY0-RY9+iKJn{`mTM9`oXVmR%#6bJn+1A zLJJ)!l9lQk9}EmX)|Yg@su$Zvl`QM=1mi3zrqau-7b$F*;Z zX}L9gIZXFASE>(UNU*)ronNRUFr6ZrI2I)bKG(Z1@r%I%#ch2QWLS1Kd(;6OjZ!0? z+Tg$_FBa!l;hJ3rAN&vSd}nN~T$s}plD)*lR6?F@8nCAs2SHP68H` z*Vr?4(Jt%eiWW+iF=|v0egwj!VmvrAlja*Qd&5!hl&0#V0{0(nq+JZ= z$w3=J7&^G$=`9AsvYf11-QaUw-QX8q-Mn==IPE+goc`M)h`&<1(*ea>eXPNK6sUjq zlp-(9`om!-PCQWq;J!B$91Sct+*?&$!ZNC;32-2s%7X;o+w|%M-EkA!BTRW%J%+o}R8sQMsb z04qp-G5zn7VwwQVd5RH1(JvDK6SHlgV_a+Jmkwx8CQHbRmgVJHq4nnpt+sn(q#o~Jx6B8 zMl9$rLVs2CHG&um6kTVEVg;hMnqkBW3@R8uVQ=fTph-!CJDT*RS?Bphtl`@hypZF8 zDpem;USw~_f;nQCdg>nRkP#c^IQf#ZQD}`KB)XjUZp>Ww@N))8NbAD zJ`r?%%5+%+Y~KHhh9ku^PSAgE!EbpcD7(*;?UlJy6!i)jR_rE@4h0X`S9>L^68w~^ zy%!5zI0lxIz~G_b9{cQos%Fa2agx-=h7l@Y;Nbspznr{Dbc;p3R{gCt)u90SNB!B$ zMCa~zqRd5~8eE3~*qeP7hhWy(n4ar9<6>Wlb{tp~Ly|%S-`muOq~J&i7m2#5_G`oA zBLV+|L2ur(5tus9rsdy?@eW;xr{*kT(`uv1BOCaDn%DnBiUCsI9h_cv1{8iGVXSB# zOMPz`IS>ebq+TeZ0jMZTFl>VX*mu;k^YJ19U3pxAh=EU z0nuLBd56vmAJf0jXsAwG!C0?Wv^EbMlLl!}kUqf6Clp_DLR~JJA9I`g{K~KPw1sn_ zC1cDfWYFI)F3C!hVzbUuwGu)5;^Q1Is{I+3mcahP(V^fGd&jhes)|e$yCX@R#o%HQ z5dn1EV;}C)zUbb0LW8IUU{J9J1`htm>?8Y1#u1|Whv8*KcnnbT6ZYlqVl*F4deix4 zIab#XCAUF{#-a>1At*-#UDwX$G*q&+Vs}EjGFZ_RExK9=%^t&n={kQjE$2M`plHD* zPo?qFToeNGD#5K#?z3D54_w@Xw5&X7(SsTeOxGzOb2*uJzSRH3^@+%X7DFdi0uNko z+h=i$Ch8g_Sa`d3o8FjEXhvns0sV_*A-{GOwF|(3K`Brebx+lGo&IR3=FOh=^kTtc z_B^~gbx%?y`cRtN{{zPc{X_p1nyng_b2YVWYEPDFM4fUUEm9D{L&PKhv+Auw6*w!1 z87W#p^5JS!03R|~QharMe2{LSn=v5?^BBJ>jA2jks zjs=qL`(Iac%4%JWDG@c6K31%RE!w&B>9_rlcE)*SC}wyHg;iHg(5Nsv2WSboR< zK$XVhvV2~S`R(tbu9^=NG5g4%zUzNM+dXX-D7ec-n;?Cph?_x!{IUPZA#E|97hA&_ z4VqOh3?zuUX+B;gAwd8ktYV_=d6RNHQ>Rf>-s4M%%`2t|9wI*S)ze0bYB#Ss$UI`D!QDWfBu`!?>`si#54!wJm7L(jLTPJnwFoJ{a{XB)Qk7Q zqLeuqb96{xm6Ux+Z;+vlntG#7c$TqwC6!}=BwJo+!~L-Mt~c#Gr)x;#j>r{U;*dPA zxW85CDgIe!Q@8W#3!~@&gbU?m0DiZUv zqM?iZTJta@;J-Wi+hwow{M+4)I0U)FFk-+ednm;-%Q~L)*#Q>jc4*X)og5tjW z^J^3Qdy@j?CsyP{9X?=jz8DzfH}JtT9pOB7qo`s72xIjTLFa6xWspVxV%In~W?kLZ z1Te^NK_>O5^p>ocSF~XlFw9zx3Cbszde+D6D4;$Ph_Pq&AUxBDt8W`<>G$IIpG#;jwoQh7EFaUdNJT_CBdwa(R zTeJWbC#k5w0mjfIF+q6^?<&fePSm&oBBC>Rpt_Iu6qP#j)*DmFjyXkj8L%SG02t)= z@PQ_`gQ1vP6m|qqF*m~n^=-Vbs1MbIZp*mCJmfYhYsyQu6#O4seciX;s zGS)x1=YCx+s^b!jAtpGlPfCBGNH4eed@_F;3}a!82d;aQH(hnEfaZNV2X8jbPjM28 zrsX^+Lz{&L`&(w~d%S;MwBYXToA+@5{$umUXs7%iB}Fd6W?SQbI4u&p1Vj}EeW{(} z5Fqzm8n)`wzX@c~_H6gP#b;<>d3#ojXv#CeAsSEFuQdZhs_-usb6Sy)vycqmd~NW3 zB;eninZF)UNCh=n8S{wBzeVwRI3oD2&xYr8UsGpiPA4^2tw$|}VT`b4zEU#mEPd=|(FqqIMf?mF#JBLeB5u%~1Wd$QVJ0cl>tdqX zJxf_(CMmxvMu|>AGs+4Rl#d`!IhF>pN0^d}lU39o0bJzZ7&|F};w%g&YGrt4qr$P7 z-DVPE?2H7n^irjd-@-PP5Mo2ZJ$Ozfgj$d;rYR4Idi8*c5`p7_`Z3-&)Kl6ElU)H5 zt$PA5!5@J`#M?6ps9CJu`k1c`qmKmq_bmQ-Z&*b814So*Er3tqz`*hjUWz&XRnoV> z=kv?a6Z~wT!0@j9vuboGJOC>mqG?IMdKAC{$F14-Bf5zCHyu?go~n4Nk;i29kcBZW zOJaiZ9Z<$pGOJQl1`8CoL7|QUoKt+=#28XEcm)nKD*y%QJ-i&(e}1hZE7mC+V_Z<* z1+`mU>5XFV${Onwa|9a^(^T8}w0C)#92%`o9KnM4Jy@LD$0X_~1Arwh&_Hu@HXC&| zRnX)!eY`1ls%XQWLNPokIFLP5uN@sdSA1U=Q$v}YKbASvC(Xiw{5?zVqKo=@R@Q3| z_#6@_-UdZf#fS!D%!y4hfSa9EA+&K0W@XB(iVvBh_NN_$hC*-NaYhwsJ?M-THc^94FM2<`Qul;m#K|ne~`?W=x;Ty zhXUmHUlpgPQ;KUw%bl@76P$0`=do>~ z!C8XIAOZj8>&sDRP+oSn_IK0Mp`ywJD8{4|Bna=~)vfZ9`ruU69Z^k2qF9|GYAk@n zNkdo=Kfvo>QElCu_AlPpvoayKs5k?Rai@?$?;Nco>8EU7-O&sZg!dqEXH0jxYCc88!J3exh(Y!U8{6XkrWUe zgfXt3r6O1mKU4zECM(*E_IlErced4k<5pj|7sp^YbF&4}{8cAj1R)|jK0y1RJ;6sY8Mk*=Q zvV1avhPWC@`GFNJ2M-~-qhN&`=-?IZ6@M{6+)+p=2yj7t{cppGp4g&;+}{o-YEKU< zYNDYfFtq>iiwBq?Q@pK`X+V(OgplXG>3NZ|P1GC$h1td+L3o#5rL&y0!M{UnbO@S$ zimMONh_ONfZ5kNVKmMB=u``E?MtAyK!&9MHWOHw74_#M%Z|Ze+U1x{9J7c7x0a$?? zZa45IFk#%s!C|>hAAQPM_Z2P7(EJ4B7oC@l_~`(Ych_i&1A5-E*Vw2Tk};3$A)3_- zsW}{2-p8L+rXEv|j@c;cSLBEsBDk)FTwgFUQ8`&g_Juor?<}LiXWYa!vdkgEGRO6b z4%?hw$mONVa8p;1l{L_pL<3i;@qxVzY) zf(7gQ!DGIHw306)L~z|;Ps|nf%%7r7B(?Tg&@>}05YR!+mKiN57;&41NyQmW_VZcY zmFiLEH-ibjA9uU`UjL#Pbi2&3+G(t5Ved-%+_pfvq41D^{=;rp)hhvZ?K)o$+u{J3 zbkilCgJK$BucX@{0iATK+BLvlNw>uT@>|_54Z>eg9Iybqc9&YtDHRm(NjVKrE&}kC zlv^ARc}BtH+Ca8AK)y*!HN7{~XHfs8Jr$QT>iVUilJDxED#7j!A$}@0+4OfY%oJ++y9iTRp5?=uvsw>;GfmoMtK+C6i5C3`_cI=7l&Sc2DZKqesA08g_%@RK7`xV~9 zzaAd+P4(8dsG1(GS*Aw|wLgPO{F_ian^U)hubUNXR%$7s@-wKzziE|2-j^M$UnDU? zqtKJ#PW!)uClw`B-Z}l-7oDfyexU-lm_1&!{h=t&SQ8`~Nue2XOg$O7h$|YQ5ahXEtX}7plzAA#^s>LBiXg@EyDpt zPn=0<-@Yk&yowZs_i&&RKWPf+`OJNq*Apk+w~{K+AxlN^wENI~pHx=xUW;hy!yyV3 z5k7qMEB9SSN%vJzyr7&EJ4)2mb?_otoD3S@)5X8j?W)sJvtTePnrWrB(p(B)R8ZWf znFj}+cffNwEdv(OXe!NOz`*f-|8mgTr2nUX_1Sh-pVdwXU}&fij2$5qNUno~0!8X{ zD|opRSrgHCU=h)9Kz(I39nW*_YD69wh~9xk!|{B|r`l`hIkG-8IDmf-@RT#=^fOBo z(Re-b7LY)30~D7O?=+PtqSG-EjgJPZcR@v`9_U6yW{haW9Kiwjb&cLEVA6dcRVzOD$o%U!lKkRRi8c4GG3a5u=$`pt%Jaxw0xkw6CR>nL#g8pjK|zq`*Q$0bR~Sr@#6t zARraNi{5a&+ndll(u6l!d!i1Y2W1Ok4jc3jlk_yNMwgP6P9E_l$PQmQy}*`}f9KvW^MT?s93=JynyeGzwp(dZ_#yxn`g)UH~-6>DJBa zlUYg41TDr5=5(uNVOLSQ)&^cyWTOxdJCd`63mD6%9B&`7 z(#(s(O0)tN3sg*y_D+BLhAu3+Ean&GDht2nb3@ILKyXW4#JEN4j?|N(;lpTn8TFq; z8?hCPp-JL_?hd0X7j)+sR1CdTYA~U0?&cKvP zX5Q7)FUAAiU1eAGSnn-S?HBKO$VQI7bxBB&>e5)fp>lF}yx@1{UA;6W06_?+n$cT( zP7UxXI@}klwjy<@yL(Q1saP7yJnGLdCn3Rj!`*qS8P&U-Pv*`np8*6LZrD9|v-SLW zr+d*G4}#tHvf4YQ{l9b$s>LBy$-ug|7MP-;X6Dr$*6V6cZ4o6W+!!fk3XFu{2j7C&2z`v>!> zI$5C;iB(FXBVZ|WBh)M}ZE2xx!u=QR@;X%TA}@ELjN?>=|vP}RXq0*1yc`>frt)aI-~@thYRNG?tRT1ZI}`D)Eq{FlkJbW<=*su z;Q3Qj>$jlO5Z=Y48f;HjauuQh% zU%y;Fa(;0?Tn_uwaz^XSWA0{A*b9e}akCFzXLnFPv}3ndNANPMvmMRgEP{Eere)U0 zg|&B_i`)-!4JB$>-S;_P>-~@5edu0yKX^5Y-=>Kc^BhQq+{1=~gwGS%tQDVI+#2Tj z--fiGf|cl2m@O`t6E#UxOSe*gv6{MS7jzDcYRo3>LWKw$1GcE9Y|O@L$*PBBN>_`$ z76%B+?zvoU9%X7q(MZxk@d6V8gFCb{s1cj=m@H?t(f+0rheu&eDC*}rl%$Eec7=6S zU7#7g+QP4inv}>87tDdJi5jS}twHS*FeYlA#*EooM|pu3eQ5F}>`FALbvPm z^B~){#Ok%=RS%|O&19!0J(wgoEU$WQ>b1X>e_gUl8qzA)5!FhwWH|RwYx;Hp^ z6j?ON;d_u%kl?$+9)7>*jnvd?uiz*V8Q$GfVTXoyQyYs4>T>sU($t+1Bx$u zsxClNKl2%ZoqawkPr13WnzPQ) z1{0LGLrQ!2*tb+xl7ieaac9SxLSI^x6XqL3qA_dZ*NJS1VCwd<*Gqt&cftt0|T;|AF zn>*Nog49(X@Wm^-d4y4}UVSh~5I#ZfJsDHPK-yR21>sB9A+>EX&fEZ$6{0!@$oT|c zreE&UnbRKtjNZv%0u7*@?ZDK4pI*D=W`-iO-5PL~VM zJE!H~O;?{W2>UIf!;BnME8>4j^T0blNx!U4#ZsuAq%6@^JPunUD`bMOjJNa&pRU?y z6~;_y*IS$iqCVng!L{~fb&`jb^uN^geo@jmWR0hM76|%;e+@x&BAyOHCEX-C-po;J zGzCPE^)UwsWkrtqYpafeC`|)NpBhOfyG@I88pllEbT$S98lKKNJ^Ht+q8zdG8^~n^ zxSq>`Cov-w{;XCZ4T~ltI>{ULM$gwMl958EEtwg+CA&0%irty7_)gEm{8Wwb5m z&`9LJ{u8`_lV>rUYpYWf621*Wt?~DRkNv`-5rRYc=8D6Qj$Pk&RZnl>)kY-%?Y>Ag%$ z`1flRo}q{K&xP7mtsm|Cy8OH7cGS?^5o)Gs%SiI*?;;t@Q2bd^@fPhmLJekjBC%|7 zwg#;!PN+=R4PUAjAk%8CqizWKpf24Cn73I+#-Bc1M=Ow^gvNCHzq_-$O*hu6>j-Uf zU-rH$`3{$LwEsEYE2|xj|M#fXyil7i^|6ii&M8)s)=}#7%ut+e7w8x$t>w_BR&}3( z0K~qD(o1?>Q-Yb>d!KNucIZdv73~mVgHR%y6U)~&UR%I>MqR0Y%0#g74p1DTtEeFb|NjIjh67$Y45}; z%N3@KMbbDEl-c?rp=>cf`va@4MB$1|VH63{1kmx2eRyEA)x3zub)o|k3@y&*AwE<* zVBgud)WY1Xm@r?6mOL0(Rs`Uo;Y0SB)sQXqq7au1F)M^|K#gr_CniChn%7+=+nya| zp1DHnZ$WDWahiHfre#Y;lW9{^KvSz}+8a_(v~sKhxzJqNy8IN1=I3 z+c$ZtTbwR=>Y@d7T|G!BrI#TpTGck!l2M|E(p z*GII44M;go16xa6jz>IiwL`37L3|TBt;N$J&Fix&RJ17sC@E_VBnZQtte?g{Zk&@n z+sbnd_wysHzD+ec1syDD zOE%3AsxUqAWsb5c&EXho_bY>~p;bayrPdCuh6U~Y*xDDxn^)yD*my3AgIZx_EOyYK zzj02NdUn2~|2(5=rE{qc12B_C@rE^srcA+s>)J(ccA;{W`Zo@BCkn;lAm*2&C+-)A z2dbMFm%V=HtKE&w&Z)XWvm0IeBV$u2+O8xX*ltx%2g7sP;~Ue74peEFfX)X5-@6rG zw0QkrC3SL&h%HNhqEI^h(U4Z5>Hdr316max(LltFR2pgF*o1;2?)Gy&*?*30o&AnBq1 zHIo$X{1!D`K3csN1rHJVB%(R?@aoEzlgKhGmqPbX&KJBV)3OxH04X2(&SXiGYEwnq zhkeBQJI%w|N|a<0P{b_c;>7Ex%{0J+9R2{!2aG(fRQ zY`;(&PlpsFjJr&<*bv|@S66XCTP79hFaaIP5nXlTF$MYfD+q-2t7pS&FS!Az$KU-klO;MzBF;|%5mfzC0I+3lT43U~^dW%f!&92`;hmrh z_4VvuKL4DKY|;G48;a{a?v&H>&wtbT{pUD=6ELK*{Bl<4{pSEJ|K;JcP36+v9^Jjg z{3_Zt8_--$G^2*{&jZN3atdu4Mr9W5Qx6EPrrDB0t=!M%!@Y8=3{C*7-_ML1%Ks3! zVVR%z%CX7dER#$W%35_|cd;NL z0@g@sn#vUlC>kuRv!+QPb!FJ-|c+4{*08=09(R20JVZ(x-oyEc_oSq)q684d+V74$ZXaGzkBX zmfV@4f-*Zrs_T+jXSbwt-*kqaj`pUmvAOEVVrEw>^t5`O0$T2PUUFJ!jfgeOqLn8G z6qXeR4eopF6YGa~j3-*+WKdalKE5-(Lpnf9l|)A$2h=MHbQ#!e{*}I#VA`?Uq&L+S zz04;A#VG2mSb|E_6&T^FUu*m7KQwDK-PG9x(Wxq*LMk@kgk00cFOy3vHZ*R)~U0j@!s6;)}=MU z3)#OH_|<%F4=Z%dt_|j7(OD*+NSc3>%#be05@ts^uNu~tB|rv&KlM${CZBn^ zV$ovry^t|iMF`Sk9=1r%R^=guX(&)FHYm^+YLh|DwxlL_F+}YhY z_-*IlaQ}FJbN_kw>+Qp%o&7!LP|*k!c)A6`FBx!%xWV7kd%76&ma6xcjWPj}U^a-L zyN@@GEOo+<;^C>uF+QddoyY)If|UV-{1ILCL@Vve<-OB>N6nEur@0{-dPnmxqAQOp zIIExzeYuFJpWLbl);Io1C7pJcUQpMJ!nQsA>+$yH{?>N)=;Yb6oxcRfz(kt|E7-sz zbu94AFRHJr*SEHxo_yJ@mnQ0CRNz@@IW7qNw8E$aZvW+Ydry_uwA(}*#wy&bwge4i z{j&PplZDE;E|-gji4}TYT#oF@5~DJ(PKm5YJgMxgyr`V_Ohpi$(lLNwuaf9sZ3UWj zUdRETCClh;IarK}Bih>5=~KZCYR$IFXv_jp$ujD_PP^f|wAZ~C-3``O8O?D);4-hN z#eg9Gz#6<}Ss-ee*Ual(wPTl$?bhHm#sz`N%PfElWn~%%2AVG1ric zmPIOxj`W1Pm)9W5vOv@yt170dw>-Df@wQ7{X>?~rk1j8D#gk8Sh~_sds%&j0V}|(8 zE5u6t{=xCi?#{Q{TT7aKQ5dv}AS=0!4?>d#R91!%g%CO3FM|6W< zpBk)uzg9H$T0v)hmS(z|xTr;4n>g0c|Ee-C^cI6kT=ifjNdLtldo`Va9%OmBoRC;Xep36^$=1`7`%k1|4DyrO%uc|9*n3V{lX z4GB44%!cPh1@#@gUr`sAlR2MB{A%TV7@~sqc1-(%22IRd(J_7CWX#o|HKb85 zwGC1Y3R36bBV=oekJ+AsLsZbZJYBsoLGI?od-Xh>goc18NSW%bX+foW+|86N(cuh$ zvgEE~fSl{}<-9lU7j!LLU+s$t?r0OuS@JvD5{O{CH7q+%7iSa$yBO^3t97}~wD*eT zZqWgCf-#mR;lTDTy{7sgJNq5#xAWoPzle%%MdRZn@T2mwB0ei3?~{J(rNoKo|9V9W zI1+5QNgT(t{9vD+>cn9Q^8Z|sCq@I;ZO)avyhU`5pKy@;9-G4hUtpWw9>U9b1KTVb zxB}b8#VZ|aj(M_yZ4M87A2?rrGwn?#G^?hA#F_L9FY1vk0fbJ?07Jp!NP&**(w$#W zyzO&-Vno(L=LB$E@P9a**xhlRor9OZwK09w!DkBZN!L^GM)OFNiyflLUhdZn0i--m zOQGYVBefBfWdd1$%`w*qaqy7wL0ZOe)>YRQ1}Be1XEQ6n8XXlrggmLf^F2o|QYL+& zr%m`VDA^ES;uOvSK_BG>mF48L*MGs%NY>;^<$wWVKF*4{T#V+!elG|#CfYPyVb-Tq zMFBaPazu`tOouPSY1H=0kw*Y2`DCIJt#2LwG#`)EQ1Do88Ys=K5}S#U`BNm{~`LblLW z{O+WrYd=<6rI2U|Ss?0BT2yMIp=@PZA_nLXai5FWQGTGf%tdF&cbLcqI&}&dH0XoY zsCtJE+)+F%UgI`zjbeNV335pF;;Z5OqI*%!=9j%0mm^zikhz4jKvYn>1fs}Ak*4Og zONIoJKF#G9Z9%$%k*&#J!BG_rWc`%O+B3PQb2_EvN7Ys)&q#dRxGK)`Kv>Xl;)Aty zKobOz5_CZErt2a4yR({iKqL4iGLl8CJsA!jGJ<9ja(UO#cS-YRGR*-&LBGa-8J$C4 zPV;_EiUDGR?x*)^)i?CjH1B>UDIh0PioD*TFQ$3-(-VXKEu`d=$#o8WEv+V#V}O{T zf$(JeJwsnl^9CYA0!f*2#k+>SqV~!a=YXJ~n+5sfMC;kSn-!u%M9{tPUQ@lCWb4$t zdy!*-s7z8(WLO9aHgLC>RGb5Xg5DtXSIxbjZ<_Z8V|)n73JVSiyc_J^LPyn4n8w}U2puB$4E67-`N_6ts5vy~gZxm@Q%AS`8EQ`h@F659 zEtL@61$FaVexfulEjbp53ToQm_0(9Pao5{(QF1iEXQ;!s)8m20Gt_w+c#6+Z|8DQ^ zGecd&17Sh02Ex`gL+uoK1dtL8RUlU;8xgbfy>}CKwxdudZuskfeZ|OetF1*uWFBWNhHQ>3Z&KOD4wvzvMHq z*KhabH1GF%274S36tr00%j+8(WJn+><0Ia0UyqMC2LuKEKFA*@ruLfm`$BYx2>LtT zYwMdbcNHL+%2*&OlT>^xcO9U?NxlkXw7 zSKDw72+FiltmEoum&P;YE(bFT$jMZG`rUMvY2IB&S_LGKbpJcLBC7MJqy4?DLPbQ~ zRsjuZgYIa|2f3nSG#X3qZLC2B^WEe-6l0$auAfOZi7eq&m|%U7WL5jJ1A|5P4lW_K zu;5Nx99|XHhQbe!KyHwt)udsj;x<|p3}c7p2W1A^v=Vbsv;)?NoOql z62XG_=Xm471eBfWK(mMXMBMlsQD)T{4nCJ83NIUBGfe_UsQhJwqz>AIDk)rJbpNO* zidTd#*9lH2y$&oocr-sOX6k+)zslT{6i{F=86F_W9*q8W+3P(2c6US7M&^)!s*Wy- zVE4By<0vpgSpy61dui^XJY)8X4%um_8fFCw-jC9}jAp-h`k26rIG&+GX&-blqp7t62s?rdZ(wZ2}Q&eoaF0Xv(uQy3m7n zx0=-?9w<0Jx};mA=Wiwj1^%a>j`dGCZ5czHk z6wTmPcv&SLJY+noKC2XKA4Mue^C%TuRz-yl5y^ycuTca4l9lGR5{5HC%=;8hf6~$a zNt{;xZ<4N@{@BM3OThl5AKx^MscL(HNIO8hRb(sg4ACKG0LrGy>_< znNu|;IWRwVdW-o*c=d*8(Jllug4D^t8WzZT9DWTsgC6yK_~9^_Zvx_4HI@WoKFo>rx8;9GmzPasDFLB9x1scsbMJRi;|NHPugQ+J|>M%W>E(oc1akooHnDfN*W zf_8iTeleK`8z4nDcZ3vTv78r@e;MM@-6uVoJTX%kyXKdqYYS1$EvY7IDIxUQxR_7- z9rItcaLOxmQIFJqJii=0iP1oG-G4;k%cjAsm8grIVX|+sZjd&dVI^-GuH zeT@ngVk-`&B6>$f^Aiqf~EOhzmtg}fIKcnJxhvHqIGg{H`11N?z1(_wJ0Sd28n-gkC5I%&q zL!F^|Bf79{TwV?-Vpz#1BSpu3fyOLNLPNlPeB$1sKhS-*A-ybpt#8xx6)?!(qoHO& z!RxwoK|y~WgfJ2nWIosn;lOjJoXja)6ooC?pQs>cosG?7idTKavXW^2$N^~+-ERRb zct43=c>c}CUyr)Se?6eso+%Nc)h~yd7LnqBqDSsqEBWYn|8P4gMKqh|;F3}}cveH+ z9W7|!;Lvc(3AcVwukrjK8jm}er2PgIoDbd09%py+tL@D{uM#cNp=GHZHWb`;-&h5` zeiRc>w5sQDlH3**tashpmX$W2kD}l$qQ=W1C3zh#n4{c|H@Z<&$QE)M2Zx3aoaVs# zZX!0Ns1M-)Yn=di=!ojT{zW;Y(Qn&zAYj28l{D&f2a$4GC}{>1oRO^v6Y2MsTBz>< z3*MV9X>3~4q#|Fc5v{2@lw<;H%q-(YG2&rDT42jq=er zD#I=0BLfP~C_U8_8Y?g@cvoYB@%?hv*&0r_$8)-lB%0n3#SSC{lW#(#Bu5lHd1Ve3 z82J&Yn5o+t=+f$G?-D;xhZImgh{h_*E0s|-u(0rsVy7XRIv7PGT>807-Rn!9bfQ%s z&zVU;Fy7BFcE`MemE{-D*n|}d6TA;%-qYc9ei2zKD;rtj3KY!u63n9)tF7eay?kmR z!Fo5vTJ~RXFN@Z0>PR&rI1`rkX%H8VkVGTHJSiZ-n#jY{S!*{B8$d87^00oP# z!FwxC(?P+PKtyA~yl)j8*glHc&M4R{RS>iYc)AGJhDF2fJaY&Q6^Yb68}))n@M$vK-v?ODT;V-dlbNZIos)Lp}rRd97|!MuD^Hg6I>VcRg+FW8Vx!NIoMajvE1 zFW#VuR>$*MRpWs#kv}inu6+z37!$RRexc>s$6_yDahYY8<%-6>#812;eqc-Ih*wsgCW&vFFW*eSO3zb-)N4a zlh~LbT9fxd?U-me3nWoTq2}eN_La@tdXUQnu^PEvPBc_pgB-RL{%A7nzZeyr1O3mm zGZ@Zj07#c>&DB+=tnw6fp)8zsNRHfDMYCy34V)BMIV_r_EtJpbs z)884t?2U%B1C~}3b}7?#%rx#+_p6PgubB0s>l;0A-0 zsb0$Xw-|f)OM9~vX3f5T} zl)i{FQ6L&~24y1hYg8;6`<0c9$i_tBXl!FpKHi%4#^;5aSq=_7{i~#n;#(DbDCCtN z(uHY%v{o;yF=KS@2SsBZ1?V$DwmloXnzDJVE5af$dtz#=AnI z+9StQEd{Ca0c&X}ru^3^--cMQ=3U~^w`e7fgp00E^Gxw^fUk0x`Fo9ohM z&lEMQfU#A23KQl;l!M~?1@FE$r!<(Lya{=*QtdxvrA0K*14`0J4GF?~col?a)ADb{ zm=1w4R?#LXKqXl#Tu?{u9nl>-d{b+4_Zm!4M(!QaApmA*bN6b zInCW_Fde1dPhvKx(5%6G3`-mKCV6>5GL=e6=D@JP5^TE!+cK7MYGiKfYE$N?G z0K*l4f#sHciDu9zvmE{nVRDQBqHj9|!8;+!Wlo0DLTDUA=S_mFsL6@A24c~ z#Sa5Ah|ZE%aCQ6^9U^YeF4Vy&^Iuw^QfJfX#1yM7WEH)}G0bU5P+s#X2gT`vPXdUJ z`Wc9b&7gtkJ)bBHx+9u~$DGqpt|YXsIHW!osv8Timbv-=SBwzI%Zj7zMzR^!L0ft-?E8Xwpi%p z-){ecj+U_k_gvJAOPd%YCv8pSn4z) z5rm)2E*A6Qs58B!VqbK6FUuhXEStT#q@qMus?Fzg!7wi=qSz)D)wUJ_2I#pxyPQu3 zoul33gH4LWN0AZqQF&HYWl64ajDR#`4W)`Q&@!cltf4&ne$Y0hh6LsP*s+(r;fN-m zcwH|#+hMRW&ULV$PNeCi2!=<^(^Nx(@?LE1v_F~8gUAE2cDpVo0Tsj_B#4WCF{B&S zjTs|!bgUHhdBXsPKYf zb4pPfZGU^`w&C zQ_dv*&vp|y!3Krd^flQe>A;rLH(-LY$2s4bzcYWyda>dHVHu$0NxhP8R7r>;elgJ6 z0$|=WG|=<```pV}>X1+w#3vR-Wn+M~dO!g!AI-j};Z*S(iV{R!e6yQyIPT7AH`Oc= z;6ile0w9f$rTCEYF~0Mq%*v6OD2NwcMfaiuGpi*afSAYl&=WJIs_BfJLeZ324wiM> ztRHehd~k^PAR%I2yq+gj$fik`s9@-j@nK2^g;F1>*&Eu_$Ga|~FdRV4d1KDtA>=MT z+gwa3aC%2?uZRvu$;M4dM})8-z84UyA*3lREF*|^AOMP+ZkRn>P~XS<)@F)e(Vq@= zBqqi!>$28Z?E`~6bhz5^M;SFZuGQG#6)cGF1XdGizgz@sU9vG_jmZubwAW^{QD;}j zOMkkv-&t+ioFGivMp&S^#c3wA>oXjL$(CT#RKNq>XNvCV==o+boqt_ShiAjSu2Z-5 z-6S*+8J?*lGr@^iS;ONi5K%zXFC?NaDZng6Y-AZ-ba+jHyF^%~3oMZK2+}CPJk_@5 zx`eKZ%NXs;mX-KWOd1#TKM&|ZOtmdt+b~lnsVJ;%H_{@CZ5uhpYN;cEu*ZQg+Tb?4 zTwHb$_RtRyB&&`xjtPOY0*2!?2?&58;CA2v3N}Q?FL?VW8`5Sh2OtPP4hU(_;=D_Z z?ttR4zn~!!1zcu@L)I0^kf*>QIt zQy}XTW)$QIAm~9TXgo}-kTpy>6+SAc!=gt@OuWX#+)<;V7XsG^utS@8@~Wu-1`GkA z^KG*gZzpQxe1;0@`$4+fm*@}=Z<$0p`V`B{mH;Z7iPlf}w|OEis_v za3H(E$Y|x6E;3_fOSYPrx@W15RQz~4zIM@@b?0;zI@r)F+N~J+Gl2L4EnLMkz0m1i4G}9Q>cuhkgSxZ3=LFh z8vTdiT*gXGV+aUB-HBGIX=aCM=%hMpEXQ8G6CLA$4xK_vXD7bUZDO=5bqX`Mpm#;a zSZnELv|o==uU2GYOwa~So|yv6D4RGLc%XZTq60;`elYXFd{dfi%o&!MBrM23ROH9c zkG`fYV5(Ny-T2GS?#XWV=;YvF|L}NwiJ>sZn|VC zMDShbe9^R{tRBp=v6xIB(T!BJwyEyd>1@&>RWY!arI@Z;|B_dRvZy{2g~Urfi*oR)0$>q@#jCTLsYFFI^qO!e zi^DA5n#F#;e(YIHfyWMyPY!nWp6z!AubxFG%w&u5dCODy@PJ=O`|n*G%?G+O!g_g4 z>*zFtM9WTev2)v63XDE2YEJilU9v0MmUx{E|Wj{SEJ>o$*=OIS;1JMI&v1gtQJ3bhq#( zX)+I^wQkWoCt%Wq8WWUv@h&LUp__$D}c5;Y$H9kI+{LFplD>)m!rfn>=SUK(&U9G%CX;h>b3T+tGpU2wp8$0TT=>r?l+uZxCN zGj%FvJWpjE(M+<#&C7~epz5Lf+E=9tJKgxe(rmA#!Ub$7xSv!&JEemSda@2WnuWYC z3^Lg7&M&BCQk#hBDB5&7)J;_s4nQzeiz@M*GrA{{7xY3@ z&{M!hQR+#85{~(FxyF~L!9|~gbxYKYmBJ}C9qQ`f&M|)4e%&w3rQTiI$*K-rc3EvH zYfyk@7Vhcjn1lwhK3n#_+1C{all76D5|gCv*R=hP2-1GNL>dL@19%+PZHn2LydwS#k^ySG5-1CeY`X&B=x- zKoZngh5~Xvs+FVKC02im=BO*kWLsi{aH=#lRm>lJcTS9cWncw07%tJ4zWL&m*? zj6~wdMkN9X78~@YI9nH5m1nlrrOTz`IQR0}H{yqlL3Y?D?j}?1>gTwy2{zpbY!hF#dXCEm;A6Wm1 z|H;v~HYdVr&t(wcP2LU7<;pA#Jn|qfiq{sh$)~!a%C%H?P;dzpI*3;6 zhkd#zB0Trpf`kAaUSJvX$h{QJqBPH#0XPJ(CarqMWe!$6dm6J!U0_y&dHjd7pJ@N@=Uv>KAL|T%K|7#m;Ho z$mLkzn;J<~M)TXcwk1_8ki@F|V^u$;dWp@ed=#X$%t(?v}yZTE0SxZD?gPi2*k32g{|+fbZE?YzuzFhbqa6dSSPfus z-*;M-)z5X2H@9l>j;v@w#9_sDb7Zi8=DzUQDOS^5{km)JvOSrFYeS;Fs17-+CCLM2 zkKOmavIPY{i-R_HHmy5ibf|dXeCMUa?8T6_rt$NjqF%fM%O(V%!O!~>R_FYb_QO#u9-a_Q z`x6m3G$eDQs@rCV3%=^!QeJS_Q1DadI4>0zW0cXOMPD7;4Kk)^Jnn$ADUzaruF5l) z6y|`&8}uJq)m5RTgRZY=H15P`G_EK`P$xr$YU)M@I$M-c5kSUAT)*~)dyA$RgTpYQ z@i&Lexg=nLpsMgx-qWwf^Ltkt71XAW#{eN!-;@gp>X55dV@pL4Is|;c{kW?#>ZR@( z>S$WLBDq@YRx5*XKujuG6iPx$i^<|KKuF3f<_u={Wp5N*s@S4e7ze~u?Va}Mu1X>m zYo=RJCoH(^RkY&DlRQ^+dZSk=vCg0@`F!8MRfRNFbnkw8r@=cvhOrljqhqY0qmN#Iwc*J7+=OAdRd!EMl@ zO_Tv>U1BjJsQNGfpt@Xz>7Y$Yq)NqEV-Aw_!xXnEbmk-7X_c? z{V%I}OaUeE!x*D0<0~NGU#s*F>1x8T=!ouLPq_(T;PL!KQM_2rTGO2+}96mmwfoOVMOhj1D;=wp15C@ut3(&1s`A(>F+oZHU17;s0>69_cI5Ow`N9L zhZel~5G@BfXrVUCBa^0TtElXoOkXE0hwo7ax0JFNWo?8JI=BhSJ^$Rm7) zH;-xdr$YkhD10zH7A;K!E~$cJL&6h$!zAdl(=;wPQb8KHJ4A~W0L=>t7$D~!zGQNu zq9xjZ2dKOVR>U6TeNIic3dR>UiS{Z0uZG`&!~S%Rm@H05!~PE6vC&eFaM<+{W^ZN` zq_QuZ1tTG#Q_C0e!P8zO@44U{~7e6-jc_bKl!+As;U*pDbD3>pHMnbif%srF}_nL||2 zz6Ygt&jHodFV^Pu67{apyg4+ipo>-|fyr{;K>#uD zP)Z*4)0nnDo>iM-gD~yD`D`3$^Ep%2oLL#sl}eL0fSg&HqJy*#(#3hd+3nlRp1Gnc ziaczgyGcd}{IN$0{VhmNFVNCxSxg>ZpQUtDtPrXz##Y&lR(aITo`=cj>VGp zy)i(pns(zuiXPHulO`^0C>qk2ixGD>bjwNH4^&x>xE<&(l}B;w(7%{}nA|z;)E2-` zX?MaGbe}0-Z!eluKVha0Diq(x1p@DEmdDllcgNL*m{l(dxP3J;Hpu*_K<1ZpF;+rk z(TsIpkpUMZ{-jHyu9)e9E}F3})+dM{PKVx{AL?)J$li6)7Vdt!GzTPg7O9n#@w>W3 z8goJ7Pfr$U;0NK_bPxPKemS*WA zi!PYtQ$lBvrCA_r(p89bAiJfvU#7wI+<*MZ_x|L2>iT4FuOwvK9nvdFT>2jjwLM`%qO8bs>H}PPq=nxTyLjNd(4gqRzJxFr5 zQD=lN)&EA3wx|oj;SwSw1BATIzYLPm!=!SStSIPnz-}p)17cM7EU*dS$22%*i6(Zv&Sk0WrU@7BbseCJz?$rf>T{?tS^y{X2GFIZnV((W&&JM}_xJ5lo04B{Y(IF!$cNGoe2r$0f zJuaxj_^u7)0&&i(so80FkHoNfe91dl5Z^`}L8W`7W+i!uD_VvIPO`39P>`xJr;a7v4mNRr zqJx3Wj<%SH<13~0+`@sq105pXaMVmhVs*N-i8-yof-4=P)#1^?AJ%M3fRM{Izo#?Q~ zi&L`|TlIn9m}Dj^}Sj%ZOz2 zn)w4H2;XQfW|L1oy>qWUG;~Oe9uCv@AYIeV3*s)MA`eq&I+LBSAb&ATwQH|v--lS( zDXPv%QU?dJXXqx+HD$3;JE%n7I-Q1gozvVW?eG7X)+N>8hL&Be&k9IT{h9vvX13gj z!t2~Jaf-*{f#gpO2|bX=XNo&bc9KKGfx_m4s+@Rzd|W;Z9!Q>P7MHV$`yb})zb=X9 z`cva{94XDf+lw&_mu^GBvrazE^U6XmI^vzmgn>dXUh*8Y4@fnDYI7qqSJC-|6jKP8 z=Zgl^WBJ%9`Zmj-etl#|<42akqF|fJphrXwpJ$A#X2&nOE;@9aA=6;sc`@Rl-4ZNc zo%M+t?H#QdeB42$@W96HxSr7=+;uB19UNmvj|fJdzqK}Wz5D?WY`2&-X(_o`ak9<; zc*2+#4qV)p`)0L`->Dp9OOFV~z?L-0GOuaN01s@>d0Xz<$Mlvh^U9*j98z9svA_~U zE;?4DB3Hdg5(0uRC^h=o*ZXivU~s81L@)-Cgnq9VNdN{Oo-d-FvTG-&; zjz$7QP@f;~=vMGVkQ&@G2m!(OijPvk&%5R^i&jOGtEp%uFv0ph?YGt&l_sC;uJn1y z`+A?_q?yyc0{c%)LD5R1Lp43t5)LT(iTk!g(e!G!Ic}M*qD?>!yI7ZHg1TQhgoL`) z@o=R3M{cGx>Nk(vC3IdE_4Z-0lRC4UQ2fI##WWJur7wDFMf-3Z?n#XS3sn8geJ$)r zlTWmqb5OpgpL(AjHt|)#7xiqI<%7~Ub4qFd#D-scP&6Uv;5yA_z@gy{_t7W3mPQxs z6wQS@v~CIN@*XJof%`@%xZLbk&0%`oE_rnSCp8p@Nu0g+7{(7I}0pefSQlomq|5x^<%YoqBgVb zu6QSx<}zuH&Swj- zfi<9G%FF>~>7q9w#?om((A}2ir1Q9PcW~!=jho`j+tWgVlGQwwf4YP}+5kMJ=7pFb zWmSQu-o&x1F;&5!frwRw#hP|W@DmSXLYRdE)w5yQZN+mxWm78YLQ_~EVfop$tBu$I zF(yA24pg_o{Ls;LnrG(~t!(luohRTW$qt)1ii{xx9>|yx51S~0j4`5x%TPtpV;mKW z9V{{)=r;N&a*PR84iGtGk^exiPsdSXOyu{7AbgW9Zkeb%8vbQL$A9UC1X|K=cZ=Ed zk@`Dp0*ZE?DLB)RcH)BmB}pICmicIo*5HBe2hILQ%}5_6`VUk6N4+RIeSF=n>226G zuZ?BBQ-IoxpQeDGA1C!}mP>l*WxAlvK`Uyf;;lJF=PDg^UR9C^+LE@KFZQ!$H=ml0 zAMZFGfKH6^RhPxZY zVEu2UoY4BAF3+si!=ag7)5C+JGgfqB-Xix<8L&a0DcPL9c)Lv5tWjV4@x3%Z@3fie z1a=hhqG*!6uf!xRtQaZ&{1F`|{gR6HzHuQHXN*%mHg3wCvYO)4v``$?q130;rKVZ0 z$UCdmp%a|NTG#F4>C@IKIHC2VC#abApWq2GEfk;h1oi3DwyxlWR?}~xXr;CzmU6lSovtYo zHz1a+MPTeGBq^YSdAd)e+7W%wi$*k;eD1lDKV`X~jQJB!jcl^Ut&%@wn4s#Nbh*)sJgVrV zkN4}v6ck>-14S7-smS(p?8KO$>POB_`W^aq?xLt&e>iT{`Axpnu<6yKN}KBh9rS&W z)kkNE=&in4ODC$hy0UfF?tmrLF*0cLF-s;_)za9Hxqgk9)j!2{ZO($uf$Mq+W0iRGE!aDH2SB3sWmIsP%!9se} zOedLI@$z!n5x{JG4`IRiBIi`^8;VPg%jZC;8yrV9Luzrs`aEZqltst4QTjPb1q!|w zIA0XGitgGuMaZI-^RBzJ^L9t?D$tyzS}$?W05W$kpWh`LUm8R|+f40pmIW4|r6V)D zX;aP`I#9`*uc9N=FhYk23k_!1dNbyw=;HN?-Y3ZwI{00!vi#Ai)j#(M(;d_r7_2ha z?zA;4_gcC3=-_`@l(*`?M$>$~dJ7#nci>=m{b*}*JGGjx0Of0R-4!571XZ#Qs0o54 zZ+B|d0SgUg*N3$BPy;t#W?=`eeATPl5S#%zTrV=vk+4G1+fxORK#35RaAjaFWt$}8 zP_Ig%r!AFZ^L`UYNA_K%WIxMLRP@LIa$mw9MkCkWewn*KVPt#DaFKBr1NEj3+|U8aV|nSl>e2V}0~==eJj@o9<+0SfGaXi)KZn>q!`8lzst@vR17eUK0rq^{#-e!M)2A#*Rk%W`U1P`bXQp`^Bn z<+4{-FUzP~P^FZB-w@chh z)64LgekKD4wTm3~S2sKhGu~^mx|`kMLqK4Aop(L^vwI}NMz66>w}gNJBHWnET4Ars zLCxzD5}!Hl)%EJu!AY`G4h@|nR%xY4YD!@wkm6?3tyT17w_f|^OK!auzq@S`Qb2}V zgnvLUf;B4@&(y{~8WoHC1bYp}Xs;lF@sVJP04ltnhAIey+oIQS_@o964+XBBWinNg z_6co!T=E`zuK`Pu5U@ax8?Z!rmh`9&>qz(VkRmaf0!rLKE>d!&hpPF^W%<@+HAQ{O zNtE>s2ei0_exv0N>e3C0=*?R1V`(F&?X_5t*OTOdCSQ?tevmf0{j67+^I(B0&#!q9F(n9Y?r}WNgl|DTKcy&ItoD^Ek5hhx& zOJ&m7n&KAuAn$?9&ZCnPLgTx!J^c(oyiKxKJWWqrdSgf;X!23s`J_*(V(@msEmmRl zpHc-X=yF@D^NFd#9I(rjMYp2YLTy=O_Lmm2Lap1#lKXDg(qc6oq!SyND{N#bV1!EF zS|!T*;X=$H_v&kvyPxKPBDb|Bl?%05gdSVCqQ@>+@mAPcbBYf7+?LAJ2ROjRo7M_j zD!a*`&9$>%(*)*;Z4kXC1k|J@AL?Zopu}xqGwGH~xwGA)nm@cNRmJguiuFc6*cO&*ht|^fZli7*$oZqSU#&{y{6AH(|BJ?0%Y6G zuaiYd+EW?J#Y#S2 zRH1`d$O^T8iLU>t@1hmZekVqg2S|!Ip)_Y#wdLsP+cn1uwYi$2m9h$3zor-tC~=)@ zVQphGIs0CrbDiaZA{We4DdXvn3d7Aj5i~jPLVeh~p~!^hLe!K9ok?Bkd#dCc3E%V? zs|UDjFHIpY^tu5`$9K`lsn?{!0HJIMRbtWHNb1}c4S8Wv7YREonjTs8irNFr>RF++ zr1YcxNarqnO$dc8nV52yip3E`b@bCvOnx74=RD5j+qS zTSQ0TGg`#rL%@r0Y;BPlon@o916fnlYk<~e27rUwP3C!OH?~O@NUzS?NhL8Cgz-Yr zvX>Oz&r~P@J_NV{owv+>v*BI(UaQe3jiKQ|@0wyxZ(mQ_HV>4p@B)+~8Uo0)nvkM4rrtC#3_ed#r&)+r=I28*~UH6~3(RGJ3g z@-pgmkgi0Or-2+ETkYbI?Sw~qs>Rj>4+IJOkYZZX^NUt2$knq?L<2c)cGeV^NvD>F z^vO}0J>JrmUG7S~ZinhDwHzD7xuw`poH^>l?9^+wM}Z!{!3eor__+H1kI%Q9&y z$Z{LZoGewnrkAwYZL=G(+wGJh#sV?Cx|47knb3{3;@X{R)jcH0N>GnVo>hV)fCTQS zcKeXnfKbg*Jv``nr<;D?9oK8QFSgp)Fu;cZ-UQl-ehNFZBb8OwYHbgvfDB$?Z5lCp zJWGX5Q$beJI*GArZR?2PDzB>KBFUZH)v9Vp086+@TphYpip83OYCAj1t8{xUICVuX zNdhUnEmo=YhE?h!thUQm?4qmI7AJTh$Q|p|wowym(T(Ocj`ebMkn;eh=Hk!T(t3E% z^HH<;UB9W6c8+SJ<|GqD@o1uwKBeYAO$AxJ`B!OK!yLx9UfWQ+DpAA&F}xP-uaAfM z=J9%}C&uVvcfK>ES}jWOKoAddYKp;5IIwo8T969~Ai-_kFjY-Sup?)tq1R5G&cX>9 zAVO4Vm4xnvd&Cq}>ycURqF2Yx9~uf@8PR`47Uk|+!nTIIcCbqfOw z5WzbD+FHr@UabSbDIi1mgg)GK5YKAY^9ctJdbg>__{2e6=iO_UO{XU)WRUV6hhHnw z4GXIc)p{I~1X4uccFUpDJ-x5UH$K)2+>!-icwro9e+n~3wZhQIAT{+souZ{T7q+;H zUe5;)WLH>z)i;d{cGEP7G#B#4@bYu$o!lB1%q9p4=6D-;`7KJF)CL&bCK5|-Gd<3X zUcLy>&2FK=Z@PAp-%LrVFeO$1%3J1c6^x)$%XPD!FWYgwgibA-09wo>rLYT2D&`N$ z8;5c=!5v>_S4&z??5gFH2_<5<$C`e3MoGeP%iHcEEy91h>=Hi`T-PrAonX_~PTQq@ zvgOMkYyM3WSEa>l@m;yyN}2qPOA{j_yQd073Wy|2-o6hmvi388Qt9qGv%w zn~yj2A{{HtUk_pd5-47A6zYmtbr1Dan~~306g|=zYjI8KwzleFi9BH(QvMK zIAH(?!sk(bN>E(o|9(&bdMwbm2Fd-z!}qWTDF6eJs{-n`Ftmmi999J+A}E;&<8xud zO=z${^A{*7IvXX1;(s%!lnf5w|IEQ3`4-IoIt-jp0PQ*nw5F!^fwFKktdjsFP&^Z; zpBnPJU?gG!QodlV0K3@6c0AaM~)(I=YKVG%3<0}(SB4NSL{Os1hg z!hDTxY?yHm7#6csW(-!6CcesQI1RtD%IAg_6sFN=XCRHkLT+4dKxcA_z9uW5VU4o@ z1fk0pJ#M#)yU4@x<*`8H@}+YFm--=Q8CG!4~)iP3qIq7tL4lLDMMT2r$9;jL+YtTx=~0mASlW zG_X7$uz4P{i>h;$$O3}vFFcpzDeAA~coY~o0zW6CiQJ6xa{~vSz-|-;moy*9 zoNtuf0GQ$0UN?2Q6kwWbKU*xSa%sRM*L-m$h6*EXXaJL3%gtjEYDaPzz$6##*AU(L zkz58a$#qy9#LCr3E(4h4I&QahZD;_&6-2-2S&326kG&=lM2qD&NAbG%sAyr}keiSv z^1X398V)=`>${}eS{Hn@I;!=xcwoBaWBIC~%_!=cK^7^BmP2w8-9sk$wseEJeu%an zpN9lr5Z`z0c3HI!0}xz+ckH63ew23@IPe7CK}U^b<2cGYEFPG`9M!E?I}Hb(pjWo@ zWf+c>NA=1AOfZHv+;5kn$r@)vgO_BgTbFkxHh?K8tvE}g{Ez1-C@uYinjYXmV^nDc zn8;bksP@&yql9sc9uthAEu%skXG;wSo?!H|f81=-Gk&rRkgCPgsH#v~A4@GN| zsSJcO57uAfj@4j)6+%h-VWS1kF}QaV z;GryFt9S@J+*W-2>lmVe;RpscDzv2$XJK$@@Eq9E(Ek{Z-UpXPfQQlmlOJJMDRo4xmbttr@bHAa-`s^RsL`K=>Xu>iFO!A;G+{-cX zly6ze&uF3F&0ko4i_Yju<{U5tJZA;mrNbbTZQJs@@`_4S zQhF$myhEF0X$ar!CU@`$^#}*ivx;$IekqhF3ws`SpsPB<&;QTwVZPJQ1Yg8HI{N~`c=$biXH=SaNKi~ z;Lz}f`$!~&o(i^<(ZyPQ9uiyX-_Cv>dsazX3!%mPJ=)C$Tl zXE8zhN{Uw9j=)%pcJOqvYDkbiKf6AzA5QM*|BY`(DH;kJ2$RbQ4Mev>BC@Btb(UqU zXr3ZN1-u+t^g7i@GK~ka7s8y;+Rfp>uPrVbhi5Wo;Xw6VNJTs5`Na@L6QCI)4VI+Y z%Msid8V#1Fc_{Y9jiOOtNt%PaoNNq@1_RB@vt>iCKuzgZK$_25&)V5_OZOB`nUiBbBC@?-TFz=|H-UE0`@L5`^DvNo-vKD9&!^^3?g6101f<)SdjmvNJrVEn%M zb+zMHFAi8O_CUaXcD9;N?$H0!f7QKytn7-GtQ3HWgaQc^FFOjFkWq(&?8Whns%W23 zOeGLO>2j5#8kQ>{f#P}Os$FdlH^WY=Mfveqpm_!~n{`WnWHu{ufQZ8afxww+yV)Nk z!!T0;2^7yE59)`=$%>}OqFgvAkT^rpbf?V5Fhf}&5O_oF+9(qP4P}u)@s2vEH2Fdu zz@o&KiSk@^&X#@`r9Y4tGP!}zj7fV@jludM=RuaHxwP+V1|0J)Ns7ntBwWgL7 zJhXfu?IIHIH^-egXi_%h&sru;06jnL(zCzbJl@}|56zSKs=uOVk2HAFc|%o_2HJjn zN*k>^&Dsn3UUkt;w<^33NquEX+)N_1?%j7K1~_EtQGcesV|sXQEbYgdZ0j8?qp- zlq6u9je4DR*(@N~bSx(+U#w^Jx&&=cZI)^oiC)x5WwdMpT$#xp=e3#6qeI7g`IIz< zq<*{D*<3a$R;0w?L(AKFE%Eg=#a?&XB>YaB4vSD^KdVI?J}i>(lFzkc?r6KNvK9;L z6}&{CLr20UNa;#3oZ+tEB@sTfB)kM^&*CK<94b02;!5#M7IFB{@`|lD4-PbGvHD8C z%QJ~4Lw;K{IT+X67!|y_CrH&RN)ZirI!F1-#l^1K-F$3w5eDisGWg%jaPSa84TAsdj+MHixdghX zY(*=KtSXi*b_Rf19U%jxBnyQm0#zTIhlG0eaPScETFM^Bty&*vrYP(|dD~`9VZkAQ z#>W1m-|whT+s;2*%np;)=21I6Z0HhBUQvqP!w5kmB{>#IVm=Zk-frjyotEE*Tn=ZUL7s3plj3X+7r;YA!uau#yjsTRC-f4=rxm(($17W{+HRqd z@0UU^HPw+qFl(0zr;SfmGlgqu|KpwS{mJ*#|NT4loBfB5KPvgc?xTmwR5;S0v620R z?akw&%mTG+Z=pe+$or07+S-XT`L*&6Y|y9jzKJH7s^#54gPg|ezOeQi>Lt^5i}~S5 z#WSJz3{?ZnilA_k)ni5ukRgE}n%eOn%e3lr8k1ADWiUWIDMwR44C|9fF*pqtHVfnX zBsmsHq8{6NcHGhO|6y`@JRE6kJNeu`B}=FGc*yu)WdrO8&{`?_cSZz7?{_J}o0Y88 z{&+4~jt$z#z4Mu%5yDE`0P}BWQ)alJi6})Z^%b?zBF9x_fmu>0 zrTUmtN{@@oT7DVE|2~gA%LGkSExR=>#UowX33n>klj_NA@9heb&7|B@wwF4eMTlG|w&KHFN@ zGYT+Ih;l4YM9Ut**DM3H7{@GBI0GHPoe-l4phMM$jAba<#fEk!HGJ~5v?cJUr{#bL zsyfPxR9!AN4L4Es@^UOtq*?%GeC*zm3Anh$3VoaL*b^g0JK1k zp()j*p1)#cb{P#PHieylbXWeErgs9mZB?Asg5&1B)w}G&3sl?nWBSA z+JK%b*Wk033Y*!nv`s0rqojg56(a%R9gdDK$2Ke6P2=EX$tK{Tf_Brm&w^yj&9GH7 zht(lLV}oC{U9lC6@7bSN;gm)mVCHpj4(OrP^MoE+=TuMKG9`uEksVrI3DBW|7Bbye zzD$%KF#&~3i4LkmfPw})tz+s>R?V7@!m9vmEX5DD7Oi5(5tyQEj0)f zwDIy3v4I6Ia{P$qYu`j}fIh4zl2L5@tb6lxwS>uA!0lq}gc}_e^G2$e>2ZWoD=6bC2Q@v%(FG1$MXK zT>}1vZdQ|CS4{xGApk)(w17%OD-6Q%`?P!-Em!G0JVd05L8X!ss#+l&oIE?*>^4Vw zYPg-mz0A%YZvNr`frz|5y zU0cgC2rh#K8l5jnr{-mJyRY7+7Oijpd?f%Sp&lpiCgwlFX9f{UKoGvHtU&)Se&@3z zonD$Ox)dTP-tHhT_gH^hbb*Q zQpDxCFY4D>EK^~OniMX$Urlf)j*u7i>`qWySTMhpWu_6d*o0ix&53Ov=G@R5Y-o5T zp@Eix8@_ZF;Q|9SePKyY>S7^Ba zU>;s(i_799L9C-P58c+r>j?%N3~9K^o+vN3c??iDhaQy!4AeLW8V zIuxX0&tp0gAuM07?ptv1ziVx;W=*!ueDXE@_hR#8GT%@;xT4t}ei*K7L}!X2jD8*P zQ1W_4Njn!ayk+N&PHWJ>V1F~ie$^bV#T&hSqEVL(EHo6{vI(O)(Dn#(f93Bq4jTn24&7p+^qs*cDnK$8M zb7&C3m&l=<{-}_{aMI%iUWOMBuXuPUyQni;f*LQAJM~-T+yN4dqWms4>U1z`07sUe zMFijT!kU{WjI8V?(!4PV4oo7p%&sZ+Fs_lY#Q^5mXsabR<5)Hg2sTj*^!e2df5l>C zEdV4K(O~amFHoPvnuV zy4}pKMU@+~0@Y9j`10)zl zDbmju?bQu$GDeo7!vtrX%c#j8pG(&2i&7*-!m1-n(EuWUq9)Rhw9HtuCR#-B#bvl^ zo>VVGgPG@~na1jz1{0jIT`TwX$*y5vKlU1t!SP;0fXJO-yN+%Y8_8w>Gi;0bO!RI> zvKhcE+p;#B0tB0gFN+l&dl!5o;|n0cC`K@gwFoaGM=%->T*6Q2vI#*pw&XM**hFk0 zHtKlP?a4UIJSW}MQJvFZf>Zj;dS83yg0k5)b3s2>j%F4SIgI^A%*>4Un_!;g4L%B8 z?58T89X3aLmVl4$`^>>6#xw#Mxy8Jn9c54|`csO2=)7MN80?~@qUN7wL2LE^EF$=X z_tHrAQCm0S0TPTN;zf%qBO@MLQ4uj{^(Zm68QDj5n8=@~EvrXzFg3Ea7(lRz@>|oD zq|1hP8ArBQfCQr$g{uS7tCn^iF((~43iqI3#kz#8JZmDP-9)tEfX_*nt@>w2{~;`x zg@tJ?a97#FfCQtku=-i=F{x=`4+>ThdFXKf>9`|j0W2c;MBSuo4|mPux^1=DvZQLV_>M1Ok1R`znBm*cc67TEbJvl477={Hcg(M% z*%}$w9VR%1@6g;oCE2z7q~%E8@t|OpIi=mgSRNBWM#1Sj_25fAz4gl^1M12D;2w$Cuz z-3m~_D|*k5BI}OqJsUu{*sa*X95h%%V19TV;6YZgg!1C^&CB<7g{W zRlkfXbWwbEI0+*=RIrM&RgC&xSZ3nUW$R(VD`MASGaoX`(UnyL2|k(64Jvq8rsMPJ zV8JUqDdoVUJqe)Te8ZW={UOs57VUU&d78b6qk90&FNq z)W)?qXHca!Do}7HVl6sWVV0}JS^$IlHCJWaA6)+`BrjUmbP$>9=a9SE=>|(N2&~0! zkinja_YrfIc&|~xny6#y_c+#!9fc{>iHAPHANQE6@f&FH^AV8~dH9aCvtvg@AugB` z{ffBHUZr2b`|YU`cb)98lGU-egGRnn7XMB?pK%6@8(c8I=OTjp!|^avO}zKZ&;Ui} z_Z(Cv%0vuMlduD&mEpaL=UH4ZCp>^s&`}$CTBC{wcxdpy9 zmw`uzibOkyVPEJ3RoXcKgWH$AjtrTxzl@5)F2JQw4M zqWNkE!Hd`dg3J51{)u<=!*U(t+X-m!`>3uHrTeR6qPl#jxJLV3*L8}MwL_AwnP_+ z9OxaYrMkd;v!3&tM2a5Cc8GDVQ}|HAy-Q8|Ok^z{>s<~MoIXCQ-0PoJZ6-6Zj>4Gu z907xy$7ju*@UyY;Im87sk6${4cZ|^A#>OuJ4Sqk1eE4p$zT8CRJZ1$ffCOJqw+vsZ zj7QZi4h!BOc9{f;@*Nes7%Er;pEkdz%XXAcOJH!{o?omc^W*A5|Bw1he88)$DW*?N z_(%hS@TG`Qof~A8w`eD;f=TmfJkY(M(p{~OldE*z{-NZ$UdAQBK&12Ke!E=k_R$%n z{`rdWK=&fcm%1ZNo_H!ccAU-`;6U~=Bipr`-Bq(5v@ zw^W+7`=8kN|FO4!NHpZ=rFlDBteT~}+w^m~bdc{jF6*LL7~}j&Oi;cUQ;O?Y%Hno6 zV{i}4ElJp1@a{;_MkatHbEpuJznE^$clcGHBSg@>3SsVc+Gf33FKGIkg|D&>K$lJF z)hvq(>enM`b#{Jwxoobufy-tgJIMp&6ZG`r{PsNb1{w4(N4eju=%6B>8!Bs;J9BPP zLHkyQcDi3&$;~ij%N+&m0EdV-b0Tz~pE+LHdP9i@gAEDqc1oD88ormeY{*e8L*qkA z6w#s!1jk1-_I~**ao)E#QyJFEx}x1#wy?!F>(Lg9d`LcQnU5b@)v{8_rG8WB`n5Da1HLR+Qr&EZai{cv{81?<0u!@b3Zwwj&q5wmw zE*ERM9iQcTe1P$|ppHT-C824Rn0$O_4Us_~c{3$ii&r$qd$R=vY0BJddb+QA=UMR@ zTu?{dM@sUo%<%Z`BTzw`%CTy{#A)m*4rXydoyzh4EIHPwpiR|jIzN;s<|=jCLqk9+ z-`};n4Xe>rN?N0W_66BCiQ|}M6KGv+5&?oNnnze}u73VAmc#M$2nG|BQLmeRzF>^w zd)*omgi(N`U)4B!D(^8JA0R_y&_^9WBwDQLOff&PJ-!1dz#$^)@F3lWU&1%O!xI35 zJX-)y1be*#P{^QXvn4i>~woz;(b#2Fr6 zX9Hl6NBs?*X1f%|9^c>axS)>0g-&wVJZ^S;kTgDAgvg+ebFMppa)qKo&K)kOqb|>y z*3#&u%-OOLZ+eXH@-S!!h}!0;z{j`E8WMz2ecsY>G2SGNug?Y(lu>>D_SmcsvUtbW zX9o-7D6hL_zThp<_`DiSP)5GIYghCJtGvN@yf1rPP)FS!mxQMM#66?qyFCINBBH_R zj`p^QG5PqxsRadTREzht^K`1+;m98k8DEPTGz3Js-m60uypKIT*A^6{k$3N}7ni(u zJKnnuCMct5wf|Q1r^iPt4GF?1bkLxY7MEr`o8v==g9UN4Zgbes6P{P8XXeMR+i+}1 zh}LZ=8BLeAS34R>wNIoG#;@DN_>hva#(uUqn>7M#NN}F;nH^|1^KXv(gP4sO?ga<^83wtY7>a>T3fT*8F6|3UPU6Ake${i9^Te%AWkw-V) zcE43zx#O6ibmQ&dXFjVie7wydK^O%{EH2esxeIvRnjq+-emCf=uG~ol791j?))^wi z+S&NlIRFNEwgBp_+{x@GSMHFg-pXBwh}=eD18Zzy$QmCmfePBFcd6FdLdxOmlP;I3 zmAl}_XzWxWmty5E@?*XBQgby6`3Znw;;7f5(?p9K<9i(*7t~P|(n+eWX0eQ0WYEVs zcdJgJi&ei$(+ZgGri1qX!Dlp|l62#a?3st1@kHY7yRJ6M%qZS?TH2!Q~sr#K5lGoAr`)kT+t z2#XI(bV_;DERTGr^Z3cvFslY1QvP(lm>uY7v0O&}b;~I6(e$ZEgA&l^JI7qEp3*0tFTrp4AL=Z_>QI zY-sBlBPlwUogfL|!1HIC=eSk(cQB5>8|XR~isS2=%-v@wzJ&t*?fK&Ja=Eyed`ACm zcN4l~H9FQ=Hl1m4%pS-zC`exg>2D9Kr6Q(_b=AoWaf^Ie_d3NJ31m?=|!!EEPJ<+|Q@W&H9S2 z7o2W)IIPPclK?54x6WPqGEbJmIXew1~I zOYCB>A>qTUgqC&!g`&d_`v0uv+jOFo(?HleIbqb;(REhe{+zXHWm{uP%;Vroh5X{Y zLVn>oC#NjJ>vwgF_`5Zpn=kg0Pj3!%r`VkC^;&S^q7HyUun}26!R*u~1;6Mc&1!RA zd(q4uGK-f@ZYKEzDyW}l)ap_zMp)DpOlMGIf#xGhb2uIr%l%}gx;NC+?Q2PLc}orTVY+PASI6dxSBdH|Mv_6}&s}blF{XXe&W?Ies7Jif<=(T}ewZSJ))TeZ ze9G-uy%vK6noiVWGf=j{Ihr%5UW;Qo=sZzVt{d8pM}e7kw(~{t>NSNiLEX=~y)bCq zXha`ryr}Jj2|g%Qz3Ptc8opFT9aWY;o=c}=gUY`wQ<<>kznx2?<$}WZPAOdT!9?eH z-(mHL*s8XBNK!D1yE_t$j89?i^&-okk_24v89vK~_>*M64h zSf8ODM|@EFzVn%6ySI9{Z4TG0p#PsT_+-* zDM!~k;8PCOBVNP?l{8(}6_>Yk4VE(2Unpup(pYrP58KJQbAz8&v-F>9S7LJ+Aip9L1hwh3a3OP;ELEBK)%U z@v^$+G$$0(3RY*G+BT2*Q0Bi^7pN(q=R}|TNY_DRW+STixdj&#p6GMa#V_1o)%)C< z0cygT!quE^SYNH^yn$L;ZkBXSh;0OUy%;xB*u?@>VLu{BuQnSj^18Au3K8dY^T@llHYkc zs$XBo2c^GsS)6oyd9dC!rAJ%EJvi-{C{a!cy}|5i*T-aRR?4GhS5FZ^TM#b}^jL-N z<4?Y(Ki#F-jl`QHqvA!D0czg$C7VdQ*|xkMJQ!1sIRa=2W+D?wX)1kAqxgz5kzFLv z6vWexsquNCJ<2q@pQKQ;!8tCfwrl={b?M%Ws%1D3rPds=`;hYaV+ zzds(f$HSfLcJ`3!7VT`Mt%e)@Z>)w7cjXQOi1`t0!qXZVw4Xz5vQ}GfnWD~dP^Z6~ zVu7qT)D4D9vWbd!hshoL-|4jdR&2U1vJOYn?E?QNL2yzAE$dI2Novc`1d#D&PHg<< zZf7SLMZ@7b&0!cIvwu~4G?iam)07hJ-el$bZP&<9 zNaZA9-Qd5Rpzp0+P1FA;Y7gn5{o@k5E1S=ZX_(Dd=eK!C-Al8|?0=HxkQ$obN!mHg zUAW=DPblRsn|J1rt6Np5|J@`zhrYAA^t?szc(adO! zP&AffSb<%V=rBk|K{Pz5s(_6RUT30FoMZGk|I3MR|ft?tui-&&8k z+$?!nokN}EgSz)Zw{v;822Mr3dS?JO#}mH8k70zM`5< zqrb`LYOd;@{mXQEp?YS*xSb28+#7%zSQY=2A%ZMB8Inn@#u)S}h*Z|22M^%W$^tHk zvt3ePh^)-pWx^$U^!tE&TAQaTla{V6XOZTqAk9Wbs-1V>Su-qlDZ3$ zhDlGWAUzeNbz3WLfzM(s-ZlD3t0%IP1*m3;n&qM0t?7{6BOcj0&*ls(NJ$5)*(tZY z#KWPPU9V`ii^bj^jWD23RZgwYvq9hoCv0e%BPOo%+|Y3IStbbUstPJEyOze;;=!qcft&Si; z?JD#2qSbhgcgj|Z0#dq~AxcLvf63&Wp&0@VBz1)Yl~yg5F->O(2aX4#y85doG3_Ll zS4fvf6Gc-IQ6{JmgysIn>)`+ zjJLDngxFG_P%q-iA^w?t0+f*Y(?Xw!boQ7pL!lM4DX7V2>Z4Soy+bmdFFBJ)#s`t7 zqPsga9xh^>DS$ezQgO%i;)%KiinWPn66d%euB!t`Z=BH5U1~gbh7KSngS@VSr7z42 z*K$AR8EnV6Ag-$~uO=pVdwqt!ydi;{u5dyrcR^utWoM|V5g$Z$jj#1b)TKXgd1n}3 z2TTxVmm3i;StA!+A>4UDepsUx-Y$In@ZY-%Q(vB%o6I>wVMctgSyy4|k5-E(VoKr+ zg&8nGSXbE4$y2i>X9ydN3*x%wz-ZI^k}epegJo)C9BUEIFb5{sAh64NYHP{`-D~zV z#!8F};<|<->Vu~=90{o)t*g$e^sMU=_C(H5XCpp{?3z+hA3c>R6;A|Nr+m(JTtd5@ zp~fm@jtk=K?wDlTkhp%l$7U2jp6Z^9o5{NxtH;ff-zRj2#!7R*Izr67&c(?dJx6tm zU~~B8FFxupQcMO_Vq(lE4Au)nU+Pf@`w0v9piTIb*XGv?LuozMXZlI=bSIV3WC3-W zq!{uvZRP1s+A3a_Je#ff(xezFq4d;h z(zvcpp8^cnU@0+^?{r}`DXfM)TAN;~zy(d2c?tW(|I7pd>!|kV z;`g$Xo{De_9~mq8#hRyJB~Jz`y~?Nb;7=6Jn2CC3*_0oM3E`fvw?XmA~sM?Skip6H0lx^MGM<}<)UeKX(9WS&N_yN{FLa9%| z4?qj0V)h_q)o8V)#|qX^i)zjSjoBH5Giqd<(AW``-1RsW1FALwAQ4j*$fG*8LL9N!6T zY?4v?>^ux&oEnmHC+o3Ss*jTyBB-(Fb)=eTNu|dopgv;4WtD#ybDyw` zm59%^ou2gSJeZP-&lH4>_cRvP_$l3!zsGh0Y-t<}ayKOtaZ~ji_=EW^%J(h1Q zX0UqG$%4|d^)8e4lEksuq8>X(iUnyB=&`je)N|ihNBgZZV7jO6=ZY`=u_c zFkO6xpHx`lxF_mYxb$jk}00JzA^N_DOI-ot=}(sM~LjJKAOv%j+>7E|$m0ps(9{`@?3Jl6Ma4 zgbl4F~Mh84H>~-{LQH$k(2deBwmxQW>Lx$pd z^dO7GCFr1$`+sO)`_Za-LUX_Ls3Z%aHT=Jm4EpS8|GW)ZtqG0TqhHy_h>Q;^PnL98 zc|wtAD(R388qq$R`gz~{C%z7;Py3u}4;VQ3UukJVd^xeUwn?HeQS^8=LyDWD5F6}v zWEr!g(uSqd<1m^9>=XeCXyGliRcr2cQ$umO7M9hu8ZC5^1bXbu0JlvdW`ri{F+MtF zq68C^@wkpmnA;H3fvHAZ&+$N&-GrC47Yh%e!FsG77aELFL0eZ@hEXAuR=+GmCMd(0 zg~cCpvkYyzPxyVGG0TZaBx#`OCABItTW#sJqn-K>O*qnJ+N}27Eg7!>Mu!3Xg=2#9 zz2wjI)Fxe5qXyaX67QmZ6EO4qoB(1zz=uq$>hG$zO_F+wwn+lELyzQuq}!LYm~xoV z&Kf!;*V09vQ+h&V!5`}_dPjbLn5#K3`*?i@6|8?@eply50!Vq!3-EtZQkKmH9mJ1p zQ`FP&NS$H=iqmq`E7%wG)CS)JT~&^!fSj!FsGEj%6mTN@)bt%j(k*FEQ=sYrJ~Gnz zBuNrTde@h?{}bKYr#2Fyw2mZ_8Ps`)}db;0S9`;*0hQn%m zS^IFhdR+<*2ufOKyV=rqy~Wi!x)P_BbvOgWyb;*MWl1Hyq?^5%S&D{L9xYo+4jdBR z@*nv>sZ{iU!qtM`CtGyiq(|u#Vc{X;P5+tylajGN+=u{NH1+90I#n2Sh)71?t@72h zbJPlVf&y~VHc@gS_o!wQhYk^MdrSI1X~78xDViDgF!`cUGK7bu9aSZaU8I_$diYLz zsKr7R%H&-~wd@h%L&$A!M}37Z^`}(GV^QOal8&3l5#_;PK^qi<{e9g&&eV@_#gK%D zj90ztAYD{1ik?#PP-z3G3~FSMzwW;X$P@LUXg11&<>^IT2-=N6K*|HhwHpcWZX4*T z$hSXLvw_8ifFM{~nS0d*$qpmN1?wyY4CZ^gNH3+%FO@Tv0;8%-1of-RPL#bK5NBLEN z3C0(KT<_^D6$Jst_t}_&T>uemEPwmsR+TO18<{_c3C19{(UcC$+Njv3z`*gGx8bf` zZN%N%Lsl@HCt5r(z2%wqH>*`kR~*lB&uSL6k~t?$qC>?8-6~Qwrl^_hBL*bU6tpk2 zby{4lIjVgzaNr5bIuU$Fm9@q5OouHsN|U=^-=8!Wa&5P$ExR-brs0=pDV}(%^cWt4 z2A&tJ8kHZqF=Z|HiWJ!{lOy1P>zR=2F>k8=z9gdMcnAv|&j%dTy=p}}T;y{Z8Vd)e zFgLW?&4SpN+$bz?ycFbyPAoodmvq{R_bfgiVYmPijL!v(%Z;4xALDlh4LqUsRuAj> zg2DpFvq4@~%RMJ4YG*Q@putis>*by|oMTut7+78o^0Gecn)RNB60;T0({D!j0s{qW zSW4T9HCADPBP^wFkBfTt(_ml;;{pxAXz<1=?3lP<;lLEu*&X!-5?kcQ)Y$+Mj4uYh zp?;2^&MoRMW}Mw4f-m%nop8Z1kxyZPBW#z{#HMuhG3^rY!1ZciKeezjZ!eBl%l1*r z=UK|uPSTCLfCcj{!MttukCl`r#Lkr*ut8&Uwp@Fz?ev-!N3ywzuLA}+5ZDb zFoyoGey;2P9ua)EgHp?d;-V2#rr<(MaEA5a(PmM#J^&9~fmcqy{_?@3IUe{b;s~$w zfM5%9rhlBxW~>T~sOb(5T!C-u-?qCA9iwJ+BVuz1*~!R9yj2+exc3GB^6PZEZl4^) zq;+Q)^D~s~ldXEyQZEJQp-KW4nS9p&7LQdrYeEqpAF({+$y6XOFT5fy4VlQ-;d-}u z%(%wq%V2`+ZR(95sJJG-`Q3m2T6OT~T`6sS`|pgrXc_^4w)ncyA>$ocs~aX#`p+TG2ZByps0xR2z} zA>#wsF-oYn)Y98W7tM@s1TEUd2Uu1--5ikQiYQ8+x+P*Dbu2u@*Db}yL9kqvTa))c8ezLG=`B7qk-x9>t=tg zX1>*bX{uPP;uiJN9mHX^{DJ$6!vobV_S1ZE)rwiQqUj6=5|LR%(A{<^l@dAxlVB{G zS#vlMqXz{k&tqcIVq_l0vc-$gw!dy3wsblzvT4yM1Sr~B@D~P&{JqS7^#%y*NYQdJ zfD)V@6|~P>ubSE9xA#7|6T9fIOJ+y)_lAlif#EsNkg#IW^jC^Q_~b3m;xieVu4uwC zMdaZUIZF89;2a4Ld_x&^qA$MKO@90Jy)WA(P7^Zxl2z>1^c`iLU3{PIwDh4)E5Zh zPAF3NknutIT_D3AX;(dZ8q6~}MaQ&5*e*GOr&QL4*8auDkh93LJdpKXn621a!_J$9 zm<6WNB&CAd8J}1$+J?|qkRpMg_rs543(+hRRXXNQMMuR$)B+n>8i@K)_<2ecJ!Wwu z-Mpw*83GsS0u!XY6C%XYwhLyfqP@`}Vu2>2fS4bLpT=Tz%uJNvzZJFiL8DQiD&&H^ z9~Q`y-c@t~Y=~Q`O%Xv@uEC{QU9r2XYJ+RwA>s#NE`q{4t{<*9kJoBHGmiyDBf1c@ z%QTDylE}FaTiUt1pjb^Ek+1LHG232fu9f~(UP@T#+#b>D@&AydfEbG1`IL$6IEA6o zW1f^_Ng#-tUjMO>PPNQjt-^Z(g>9UNJ*6q&fh?+J{(B*dx-;Z-TROAAS2PQ2na4e) zDlG(b`hc!S4|8RJpOGCTit;i3>kc^FNtA35BhkhdwQealuku9;M_RjiK{FS>Gw_A)GX;&SI6-tG`PtQW9APo`W|7<-!K zn&j)&_)p}8Y9)83bDnxBu&(c=`JnMF;lrkWsBhvkYdz{}L8*EUXrbeJD&)9tg_h~w zY?-l^Ay2nJ2E;)Pua8NBXB+x?(L9Rp0l15I{W74HWipGbEa1_T>m_2mNBt2&8N_1ET zD6v!a_RFAr^jlhLNs2CJVS4)Z6;2cp<0(|tuAh!7%L7&6oXUQ3Z$mdjEGNI$8!{iz zH3w_HYTkGBow8Gk18QDjo@`S_TM>WPv$g3^p|QapMjB^}#hxZS+ufsf{?9GH*QQ3j zwprvP&|_y)tsmQ@=@?VAiI^Ezwhb=Bo&Y*tV;@=_iCSH_rz(h5SrMW}znoG)9RpU0 zi>}~dKv{YPjokCNW^+#o=BBUDB-Ds&F$0t&%OSC&uVOifJ$|NltE&S&_(u(&nd8^1 zjlZR7>?PgtPV#z9Ke0t;v%`mf4GZ|GKhEX{{Qukz`S zVX8x3$o?+{vgsxhb&G#KE-V$uIpRW+8Pd%>XSWwCfOfar@Rh{!DdL`n_H+nf&T5cD2=;ngFpN4JLgT-pQOm)0T;cq_Y0?XHWbM^le8zi!} zsq3TPe*Vd4%!uRLrjv9K`66AdtS|Tb;@&6se>G{gTMC;@%;zNyJ5coK1b<c3O|7(}EHcp_}9_Zmddy@66N^;7>iozY$V)7AX1SeX`0_W~_ZrUDuQ zMD?LmG#AZ?$5tN;2|`(#bQ?IM8(o?T5M-jVtZsITtLp=wMjTsN94JUd+oJB~j9&p9 z+qQUA&#&297O5 zj|y5*hS4d4v1Q1P4T#F2ep5G1GP{ng91avY6!B))&g2pEvGK-2W(lLaa>o;DNDxM5 zP0Xr{H>(8&sW9uFo^hG+J1)oO(n4kl>6!4l?FOyPD@YKEs-Y%hn5T}d8X6E}kvXe( zDrrSk^;1D8I+g0z^K>dXGU$cRQlk2uN(Y)Fy*?i1bcULh>e!012PjBo$*PT?mHpO0 zf>8Rcd}3j=-zq?m$#T^9uPp2Kcg&?O1PW4VQW^>!IpyfsV<15&`snIHW8P|w?V}q+ z(22f)dcJ11TU>C;v3&uL3R+=Sx?EMBDI9B73kkyKF?uj#k>i2~*iT0eXB8f(UKLbp zpZ##b^qcTs7f(F%m@C3q-x|zZRm@ zUeuHq746dVsNI@E5=eT-e{3YJl`G|(x@e=GM@-6z2q5K0{zE0@i}haZ+ORIvlC!4_ zRJ8Zi11A*ac_2&_8~;Gnx@hm~_+rbDK++F=mSS5eN&C%lH{)$u(cW^8d(u<^O_3}* z;zCc3KWxN=b!}Mz4P-_*C1oLLLYc5uF#hDZ=St6Z_Zrh~7yBdGC2|P+n%M zqFL-oRmP&*h&*P(!;%z`BVv_Jn~MzNV^xBnTgoyM#j8mP3A&}29trJR+w#3s)ue<3 zkn*7~TjekJXxMw74u;;PE>cIMQgjZ-BPYD3g9y?@z)XFinj6-293PpoG>|p%`AS%9 zv8J;a3%!?b*3f!2ABGieJ@ELa?H1EP=8rv$lBo*yb9#~MCM;Ryn=N;?qU!)XbV6Yl zQy+1O4*HqIStf`RO;0jEk>ibTdh$FF_OZ8nsz_sB2;0V@oq3+1pkQM@2o*hfI?tlJ zHa0k`PDnJg7~hl6v78X~6^-dB($UM32bu@x)wP}|$pTR#{2~uFIrWQZOJLkB93Or= zh#*aLbi@~Gc_=Mzd`G8~s!SftM%`EO(o}VMoC@+p662vq62syG!Zt^91tWzMU;3Sd;j=anPVvt6^vEF@LE|^zyeWS9u;;nLsgYMDx`s| zt^!n*Z@N0rStr&>t8A-)rC1bAp;wRf%&W90!vaxVb&r;2;x@5z-E$le^jE&#(#r(b zwDP>Wp(#pg2h}#|V5%-Ze7r84GPN;Bgoi$?5dF(i(YYvFwAI^_^pYHMLh#Q#R(F1r z@ppDc13N-U{Z${SZmKj4I9F$u>qsH_7kwlr8k6?Sf-Pllxj_RE+V`At14_sZ`hebd zRbV(ViX7L;I!Oh2LGL;LO*B*+*Lyxe1Zl}yA6PCPJcY$vtJZfCLh30i>Za_PE(KtX z_!+F|i6AZMfA>$%Pu23j3>D-hEhoP@oBt(=AT8;C!52@*|2hdFHJH}$mCJOdl>gdU zgCIJEHD%niMj0Q3CT$uC4Lix9(pq)8lMqtNY`Rtb^SCQ~Hk$@~5c*N7{f@Hex~`!? zi_V&P_-scm&jyh{_bAe1mUQz(;H9oh6$+hK>SGw8IYx+0c9655?&I-wtq$@j&i;Zk zG2pC%15OA|c9WC2&BcOR-Q<&`kQ{9Ep#3My$(PM{H#V?d(!IT#9Y4W4Zlgzz0b)K_ zn0*41PdCT){FB|)QN41tSH~llH*{N;zS5G<#Fh<(Ev%{OMI4ayDkRYxabRbn|0$EU)N}ApkND@Fw8skm1VSC#+lcF)pZ|p=pTm^0c1TDC7U%c$|d_i~!==PVqQ z?O5(4{JGl+`dXS%KPVCQV#*HqbdqXJuO4Y*1Bkqa zUS!wyqKB1-dQphi!B@>|EuY2%UuejDJvtM>`;w$2|`PLm3%h2V*_2 zv5W=~j4!Ghq9XPezgIhjFLdZ*fuJaQ6N+gMQ)uA2#kur_qKxVvN`iQr%7B6CxqwMI z5qFYb52P_j;0P_Jeo=vk^9;3|M+4XMlpos~O{w#`oKBhD{;p?+1Qb}F^(^s|f`2=V z!vKLnm5U|6R9n*dlSO^Yg(HC@$VFUR2j;>6fg#AnVowho@o~+-Tv#Mz6Cv^FNy& zNjMJZ>w6Llxl$H1H-4M$P2A<^Yrz;T=*p1qB`@7zV?$? z;89}=@mthF^c_>A@W3bX6~*rn`HEtApd*T}BY0ShRjppY6FYj}RxbjB<=${if7q!j z;MCkA?Kiz#T+w77^Nq4ItiI=9C{w85{$R1S_hV1Kxc}%^ziSVVH@k=K&g}NdYI6*G44ogOqJ$b22(qMKqB0dRo@?W-s=N{jMn5 zmS{295b#!7z=kf7TsB*7kD@2mJzj@B96V&a?LP}klTHXz$xJtw%w>yS`0#)oIy^pv zyy?G-g>Z9}O%In8iIL$C*Jlc4f24{`_F%@SS11l1ws<#Z3nN1oOW6uenLRuM#PF!{ z*H0y?WLY4JM-`Vms_tQDW^`1^(?AxFDlYvQqKd$V0Pespk*oHhJw`il3=bJRs}2X5jsR<3dL3X&=~a!#lb@ck1By$U*|(5qoYca0b-t4)3|gS z#BMU3sy~XEw4&Kuu^<)!rnuHLGN{UB0m1dA%FJQ2S?(vZYkC`WqF2v!X65ChWzCp_ zGp(unYYH7AUjAlJk9q&ogWvz|GyNRZj@HhiL-0lSnP?!*oPz}C>rsMT^EmY!R?*EH z9lQZ7xL$Cm65_ee-+lEp;i`<;Ph5T0_9o>-l0}b zz=Hex>gvwPp0@WhvldO|@~Y~Afc+}nTS<3+Ug>K|@Yqj0`CW888c^m@lbu~J$G@r# zT$}(JUP&csR|}rqqSgvXrzL27D0m6qkw_|5y5~dvhgrMGi2C66rVqtwc7)oPGJiA*|T(I9F!SKD*$(MbS#QP%LBC!rz0<(yJoQKyV% z_!H$mJm(QCh+V_zQ&=Bi1wOoCjB!Ejs+mnf7l5jFZFpf1uVxYzw61-!3Fhs^kv~y9 zynSMjIl}mDz0rgQ5`@y3Xh|s1#UAZU9u~x|QM7hQG{nOjMUDwd>A&jI#5=TbF9uYj z{Wrh`we(+#7u$XduOJcP*7 zHccrD8>36xVuI3jY^}KKW^bbvpXD9iu}uJj{1(h)(=67Pd`Df;K6QYkY^@PN=Q=^4 z+kdW~HkwnD%#1v|6O=**{Ri-Asu?hPGh{|xJ;ptJ<|mB}32!ZJ^j7y*+hU#sqv+7;McX!jXCkGX z2hFfRjq53d>7wy^zsWfBhP#-LjqstsMf5O*$qOrwqIIfrTUdrj1#LKMn-$6>vP1oTk8cUeMcd_U57k7i(ZH?Um1aPw~! z<)yevmBpd&e9Cy-`|yO#sMGLuv!gi*R;)$$(L~5;m*aNxe6Zb5A{_BWCM*}-@e*Md zX$%;lGPdLIzW)3XU83>j#x=jO|JAf(jt>gs7C8PQ>LAo?firZ__sgg(;t$kZnKJ4f z>M35yD^gY!D{}!gbbs7K_t$hY1gl7kr=nTY_S9<^Prmr<>FV{g(EDCw-~V=Ok8XER zk<4~A`wvO7LTy{RON9<~JRNNygSL2-qO048*Q|hiA=u9qO>Z)0nPtZbd#tWS_O$YM4B`wLI?Nmv_ zGr}3O^OZE%pf2t!a+A{?d}0S>%^q2b3(DM1IM@4^sl_AKMOSO~33#qV>CMNjo8yn` z24-+*rQ3z$`R1$5a;Z)-Ft4jwH%`#Pj`4^k^mjlty|H5j4g9 z#4suKz#begzL5_b*X$=|=%6pIxn?%u>5TGHTu>IzeTdY07vGuZJ~}9&GmbF)qo_{Q zj4%l*=!!>rJh2Ig@h-BOBfUH$RK{_If1~EN?k{E!#Z#s=<4TsWk46K+qV#z+T0&?% z<%QAw+xfhZ&Auh#%gz4Fu2Fo=p233zSBJ$|>hspymqV*L7_ znseu!q|lm(F)U*=lbIA+HO6Eaq4HNzcTMg7pQrj0nGV;w;>1D;H0J%i7$4odi?8)%ip!_yyg4XmKAM!ni;Cy zoDI~wZOG~%X?#$nbC=uo=J8?UM<3x~p$>RRd1LwAs+oNGulGK=Lzh|5(_nNoj^36t ze`Kv++3qBTW+sceaKZj+ianm~FWV{8NzJGA-*LR^Y^lq)I$)Z}dD&)}m_CP%+`r&d zsQNUCF4!!(;zwg}i+eOM-Ci||<;CX7KGg%-o{5v1dV=;2wucRXT$-RR}r8?#yj{blJRJAi*$cpB;ozo&&QcKY;IDqC0M=(H+3&r<-ON~8Uze;D{SK?sm@K7v3 zLHZKp((fu#TyB=~9p$3E?0{jp=9r*-4r%G^ z*~$a|qi8f5Xr6}{%8hA;Sg{q|;|K_uABzX7&{1rQmxy1Z9EHQCh*isS1`p-1AP$Y2 z=unO_Zmu_Z@3&!Z4_Re}I=nZT0Y`pam&K=30Rtj<%^cpF%%MYu>%{ql)-j-jnPYe- zE{_i>35#%72|G_UEW*(t!#4}}KD(Q4heq@p7$zva@2j7qKsmzq9UiEB8>@awRJ0Lo zY=8*5HxTdc(T`zeyIeN>WKhvrD4_A^nSzFZH}Od*K)1{!fLF4jDG$J96?kk&NZLRr zqj!{8?W$t~2MqzfVg;5$_?P7{qGDyxAtPB7stzh&I7d-@3~az@mSH>NPzL$kU;LBCwEN@2W!xKWYGI=mD8xM zVH2hw(XEoOAol%lmx4|T3EmO?Z-ENhL}`;tp2^%E8T7ufvHEBn&H~O0<(Q-4)4$6(VRi*}|!USdHN~sBe@va0^&_>3Mrvk?3G&dh$ZBG@tvim4R zcgUk{}qq*^f8WMz28@m;IfycM83K4Ws z>q9@1-T63XeCq>L(E1ew+Z34L3u_HVtRQgEENNo6Jf2icPDMF2Ybupf}ly!T?hBE9KN4c!sMOBo%i^^J6^|R|?g$_KfRb{X+Z{$vzI9|aT?@j?Q z$o(`51x_W8E&hZ#A2*8;K|=s*)^#emxHPVnb&w$Rb5}OUm_CawK4Ka%i46&?VNe3A zw?+YIo>cE4sMs25QUeN7KVNAK(m8KDV!kqieoBU_5Naa@GeR{P4jnSwrV`cPBx}JM zx?V;zr^7duWZ@wsS1d|Mba7r)d$3FN{EAg<4|=DDEW`?C#EMlG9~OCUMM=~aLt#4v z2RXN1^a=tnqhV}N_8|ep+*KuvC;F?otA~e>E_8=4jEaLh{E9J8~e#jj*!+U`o6O?XcQ~w-|g@>aVyIN#1z|Mb8&MJ zn-9ma0TFDWR~$BKn8=Jc&MPb+xISFbfw%)*r?a2jqd%z|ZuXO_BQ0i3>Gtp`y&u=E z_jFGppLQ;~D$OICURfy-r2W7HNNG+MGt9pf9oKL&PN?!65cF1Fkg_1tQr1T+)uQ1c zL0(pImNP(Uf&9$}B_BpnrBnXI>}zf8uTIe^=z13czGuK!M{K&!H~jXW9DoPzsF% zh9DR5MBw0D@cF+W7wTb`I=RqD$VI>qRgA%QVm0BGFA43Hs!d=SDQZzQh$wLnhuplt zxt4Te5~C_=RdZAt4NT94O#8)moagU{dKjG+RajsNd~6rF@n9b_P~ZqWVBfa7JhY+49ca zzZTW8kpGk-&jVG@ul5T%#W=b1$)}TMODEoWLsAyG41^(%;8IL7imlxE zQ#K!!&m}Oy`I6;S*Fj&;_m;UG2d4}dvVuJGnnakg(E4nCn z?QXuH7jD!uvC^H2-XBO5t&@DLTVR6I`LzArR5nIA*rz!p7+-*YnV+LxTv;oa zs6qiAxSZ#h-?qp7^~LdUs1yxtDF&z+-d!_aY_4{jBln)c9&2(Fpn_M}_CRBIR+J-c ztMS0~sw>AG-QGu+C!2%Pa#5gc`$DQXBUmtdpGA_Z<>rEAbhytlNHD%0<<-s;Z*OLd zw`{hdE4KkK*x!lR^=+bb_+z!*tYte}HdEatL83#)YgWfydOY~JYbRMhSeSs?w*r4*y0~sA%KW&=N=jgZ*Wj^RLWXpm)^K0M%}=vM<}?7H2yG z1*^-mVWmd$?xJ1J?`)33;Dhs=0tP!`r+pDbq(S@-6L)7 zLBT3=``|3O4N$==a!V;FxAf#xP0#Y6ovgC^JkrL7Re^#PJ`>7vlm!WgwG0q!EMIq9x;l`>fl>J~a9~33 zP0OI#cW1LauGVUR#~6q9-V(52Mjurtp-H2~C0`^N+D8rX!1dnhxI8TEdyW)}CjYcq z=tooa73h<1=x;2$W$SqY)0C?C#{>~X{is{iq1iv2&Z%F=l>M=2K1_%xQ0Cbn?+q#M zOWGbgX=dLZ7vhnJvfx~ziBWV5!IE^i$X!_oC?MobX%Px}>VeS2HBDs`sU;@i9FX!( zPRc^9Q`3vj%xQ|=Vw8wUr-2$r13{6uAZ1jy>J<{BI4R`eLM$277osU3WN z?U62V9b*hl01>aIMO=w<&@e4!RKM>h5v{Kf}*NzQsyd9 zy{aAaKvJfdwnuK9+Qp>sAt6&tl;mj?Q$PbjnP~EDw6&pjH8u>85w%HQv5sFDYU{O0 zoa6r|?oGQRNscQ~=^V{aT)MleYhQZrCMilvlHH<2X(WwMSgLS{0zfQX-Fh=GCy@vM z$x37r%s&z)3^cOmz6S@eD)%N{0%d~_mikxQs zSMOA$C4|Ud=`3l!NgPfyShGC?S_uBls)A{M)SNr(=$)x{+>oyH+UVM$b$czld`RgK z=9~WlhX`mjR^6j9Z+od{uiwwada<=wRT4tvUsZUm|0WLqXY24(!3T*^@W1YjdNg@A zqZ=(|*>m@cSsi97E*7xb3;vaq5c*4L%j8$4hcly-f5hzLRcjVq#tONAtCH(h{|m7f z>lN!cSCcxsTFhz30w0=MvsBLssZlIVW=A}7)n2KuAcV-M*~h-2QNA~CY4aMbu9ZhZ zw%6>dVuZ|UTS6x7O%a>y)?`ag2$7x2Vw8W=r=3@{DeG#?*X3TWryRwk5L+Ef^Y17^ z*&~YHMJ$z+5L%w~$8Sgd=XucIm`;0q%54o<9}_}kxi!OYp7f^Efe4^$sF_lf5E`{j zed%Lg(P|vJB<(n(wV_vIF+I5>E*>Mlumus#MdN~0Ky;keT-Gh$Y7&QXk=U9g zT0ThpQa14>W7?0jF{75qQ8uIbFLQ_tD>nbTwT4}i3c`N6RG69gJQI zQBr0L8vU5fXljxfuf0x26(eMRwbX{uY^3T|YYCg2CWr)DE=Y^!F6`@v#`$QE*pTOI zdy@r{1#;4sD&%x~rbMu;Y}rx~7o=5KDjvLAhou|~ix{J|xN;_-C?a1vd5GkdDzzS+N%Y>-!xk;QthaGri08Cftv z*6mR?pY}WMzscdgO^rjj?``##1O(l~@M&)`zoN}ngMN?p+wqf#R139BNChmYZ;wXv ziP;~&zkhPr=}n1OT&bzrWd{_O))XWNZ{k%;cs3SouqP_J<^(aD#Y#XYQ~AxrJJnf2D~FVL|+$jF@|lYPTMsVzUO!Grs`pG2XX1N$vc8Z_+!X!xrWP zablS25F(((>=GJjzlTpC;B_{n?UKAxsoJ{+pd>d?LHi-zcC^usUtMS@&1JWR7-YP- zTv4BewIUn(u*EB*8uE?Ijj0F^RNRDvtDacX-q3^&5Me06}&K@?2V}Co!K7c}Y;67y_6?DuD?~UKFVF z(rQjxyfoFDtMgWig2e+B&$TyEv1=GJ9bgIBq&MgLJe!hPK#)BcEw0bZ!kUR^UVhjMOGiVN!Z$7g?_0y_(T$|>Y1q4xGLQ~BOs-`B)AroX~OuA*V91>(7c;`5y!EM1+c{0^< z-^dX`RT$Bp`7F2^8WE5nE7D~a012*!>B<%x_HVF;#4-0Zv2?*NC2D*aQgM#o@K$yIty0Y)BVf3h=EFuck79xEOBZ>nAQDIE_ zdv6{sq-$u*0u+Qrr9;oMc_tFqu+s6EpkwJv_-OO=<)9!8a&922ou)Zw0YMZPa`1{; z6)hVQn4l}7ChGNYxVmA~1SH7b^Cd32KB2O6wY;oZJkS)uIg1-44TE!z2&%$-7sGL{ z<;oP0NwTr@!iIT8WEK)+MRc@J&IhlACpL_Z0V*g9*LO#F3c`jl#AAZ4@Wx9St{Qry z#RE+dIjA}nNop8593Y5_m`HzbKjs&pAiU>`bN*~V2Uki{Rt{h+FW3SZ)GV#-$A4lK z@&8VkRvLNhO)q6{v9bWt9MzOgr~Tz*(0@71L`RY63P>ceXp9Aqvp2$nDodf3)S`m7 zDEP!{hB{=9Ryyr6N&tc_D1@?bG%bV%4>U!UaMhb#2^%)75^}_tYG7{5;@!rER5@ab zD(ay&rea;x+ur{NLF5kG3YD{i%L{r4i}V$xd@!6{4KAdIG;HM+pb0`cLYh`-i0o@h z=s`hP_~jsO>ov_mhnS*@64sc?B7&-D6`9lgWyq?GlL|-4Awd?Ha1;$^G)&oN zNPr5;z>seucWjzEhX|^o=`)l~tcFb=iwBw_ZqOMT!ZR9{F9!&syS|A)f4`hxb+6(; zRe1{Z@<7FbL0kl^WGkUz!19=&3-V3I#-{m}4#U3H5H`0OrpjX?RYl0U9?WKR4ykaJ zhE1OW6oiFe#x0+Qe#sj?0a4WMX-dSJJ%wY8S}xEQFE-pLleyF|Jq|EMB*T4NC@~FSK^l0cZyJOZb5rm1pb0`> zYqv@0K|vTeOLm&kRS^T z*m|dS$}5||@qPcZO+WOYNLvt=Q=RCBE#QbQFlFm~=qc|*2eEQ39ouPv3S$PTYrSJT z+&vX%?nCW6h z#dJ+r&MUL9vV}rq07UWvUx^l}R1z(3Fu3ER5=7AeSyLhl2%^G6ib5EguVMS300m)D z-_WyBUlf6c^$j3FR^(S4MH-rs2a!+5lli1a&B)Hd#GG1tXnvmB`}^pL+?u93Dcd93 zrNREUGJGWYm+3dp2eaN8jkM7q7qxcjS}4=vHPgauov3QJwI`?$R!#?<9S_4&l-bK< zmdI3Xnf3S;GE3Q@vLs(=uDMJ2Ys=RFA4-1e)5GjlyxEPf!&IFx;BhPL6tO_nC;sb5 z)nZ1cV>0hjU8v;&m&kGO(D9l7EYe~6VKSpsw;FiJB}za5EhRof6Yp#FnE)S3N~|)O znxXDEe_FFjNB}KgcyqEGa<9UKVa=nuRK|l=q9?yBlyIfbw5EqsK+oqsDa=09 z2%*hZ7d<-Nhlgs_y#gMy!aR%tYD&trc{lc(*2;AO4;?qhv(DCFx=mNFzwHc0v~7h& zlz-7|gCq!-{0IsxA2OC%_k6&&Mg41S8ixg*TY|@&+RoDRKN}EPFfiQ}OtZJwbS*SL zNw0FS8ZG0b@n&7%f$v7hXIjlHS^r!&Sr!Q#CQXO5v1@PeGNTPp7j)(xP22Gf+p1|w z;epSjX-4-KkvAmnC0jL390?p>j%Typf-c}a&t7%t=dS&QO8l!qKkJ+=E~5KHR9Dc1 zsJZVeXdvpV@bgGi|EfnvT#GG{s?$|M*yXA`4`h8Fejm$?vXSq`0? z=%%?f$gv!dQyrbA8MSR#ow$bRIy#XY3I$Bj8lqFq0!hCJvpe!2dYOh$Xjs&Y zP%vexvm!(6<*vlZAh0?UY1l-ZPPc|kbR-Z|UFM>54%gu1mIHFC?els{gR?B-)?gn; z0zuWG(!NVOUYVvfgi6l?S&^Nt2XAQqciyavkAiH+P6-kSitNPS9aH~myp|?ing_C? z7{y*+TMH`10!g2Sam2(Z_A)hXm^0}H1(vnwB8va~=Fk58&&>az>SxPT(JdMM*_5Ap zsyeB69Xnl`|HruQ6|zQQPXUk%tzf&{7MBtutDNYJHImR9G}p6E7ub_bfR1K<0t3~m7<&!z|vWMsbZ*=tUv zOqD}OP!Sx6ZZRU-y*(4X^~yy?%afHOg6^K6o6um_g61umB`a4YXed1@Xvs?gb6yU| zXN*uah6jk)o)!;O+)d&cvW9LVj*o<>LrP!gN*<2cFkKc8>3Ynl2D7dmLdhGL%$k+^ zyOw94goc1eQUDFtp@GZzD|b|@_(NpS^MXPm<&b^Df|4VG?zT+r#o&V9nOV7TL6uAk znG-I4{vQcS5l!2mBuJ$3j!ffqH2PJ!hE0`7hY8BNl5$4lfTB%Sxd27QnS+9q2R+JY z%w>eFu7*J`Kn1PHPij#~mu;G#IV1>q5gEo+WWyqoBZ7`c+F>*Y)G*RIz%<$QOKHl6 zWDXEyyt*1sGJdmT!?14gK*fzncSwr5xM8{+Ajo(@FoT(i3u_w|ga8$^ywKYh=JNE{ zhK0TW1t~8KbPys9GqP%`VPVJ-LB|U_Z9N#u>%kfpc0iU9&c;J=%5!5v2MI#%sne(t z*U(cPU@wb5DSsLMjx=3;G%3?ZT#0^p` zP(fStw(tTq@aO>E@sLiCV%!aSTPf&D0cN_7?(gP<5$y=@&=3&kxw);#biO#vug09?)v1sNGU|L_u{} ziGe{Lr{0p!XyJh<0mcgqQ zbr}E&Z;?_I8C_xB4uwSm#Z9EbjOEX#vURCiuo$JIzyi&!e4p^4JqK>uIbU4!drEZ8 zyx3hi-%^H0*!#uxt!erk8-*}rE*%14E{$s|LMs6FzsB>iBMg8Y7)ysU7?HV zlfYoV6S317ojlpPHhdMYg#_cL5o2JNi2P7h^s2}uI&@IVC)uoXlF@1Ubbz0^R5Ba! zlDNYfiq8Rpj!F?rUw=H|cV_Au_@$|{cp#H$vp01x z?`@bi2M9Wuwwl8urDrQHhsdPAw4%k8&1rL`Yf|_)0`yL8T7X#y&PlH^|h;L z4I=0ww=$=G$Z@ykZUt1(MmcLEBU8Agq%p7(?uPIN;z3s6gF=hMN&tncHsU{l%x6|^`1 zxX2b+=lAx%G!{AMgLJCKt%I%UZouN<gu&45M>?|{JYzGsLxcl=W=0=}o?Lymtw=+~$SqC{8@i-mL)ma@-yTc@6- zav(6g=TkDHtYA6ukF^YCVSrxb1GNyR+(z~C!QlYk}2MUT%KsM;4LL>3H8ri^EEx2)JS%)vA|7k{l8^ZU!8)tTz=) zv{XlRB}j58u!Jd@(Nrn-w7MyANZ>HO3|rDk$gHTW>dPSx@J(3{{?5zds%4!4fr0X3 zGNsjDog@0UV}4un5T>=TpJMwwlMO8Jt zDi|GNIiZ;xVK#0|Xc0kpKT4r_OzUhJr)t!$Dv^KqlkiFmbS)&ZZ8<`ArHDe0Kz2;!F*lpOzEmkY$XtGkb8shfkHmPX~^aP(`<=S(Tq)$iJL6fq7tE+i%9s1 zvm+}Hh%oL^(ktthcL51Yq6E6ffy;&^p>7F`K*0*%eCb9^;zOM3<{twD8?1_l?hG9k z)#_SRK!Oo9Q~o$n`0Cb79I=cqE`CkYS%y`>Ibr^PmS0w`Q8X4C;zUZ)J83rCQJ}T5RYb45)YOzoO zS7i)QzkO1C#Y7|vf$F}E0y+_JhMhnoWcO4Iy=6Atg=VI z05P8yUv9Zx&N0etqEbKcV<#sCtO z_Za13c9r7P)%Ycx0VYU!I?W5QWgDflfJ{=l<3pm%Y(g18CMjJ`UX926iiReX0VF8j zn+?si0<@`-{^6r)l_kIQ_A-tKnonof^T~PV`1#4-3U8X0B~+z9FP7Gke@Ws0$L8W5hDoCd~nY zjHfHw^wlt3Y}?lZmTNOwkdO>Ks@+R~ii;$}MJl<&m{+cQ13nnt&|y3#C?7$hjXh#l zRoLoREhh(9D!ptU80bZc&E)@FY^G|OVqk*u7DU<Gk{Bga>yWpFP{qEyzhCg6~8A^o*+O8X=&R&EkRU7U!xvs98$p0Ks-gu+^?7%lUFh zFy2oxQWR$vRjnn?kzB!W0`foQm9s$wuke|3x_wuyhiK?CIU@LO@^qdr_-K%>vsG$U z0|zFNvP6%*Vajqu@O{KnW_m?~(G`{Xd9*`LwK1wZ8znRpJctz7!*&OwOXftnskc%a z6T62kXQmrSrqLNd&6z!HIkPds8kjvSm_>;tvzS-tB12~Eh9x#YE$5vNuCuXN_uZTq zsNfY5crfnId3!2gHy-Q{KHy7#i?X^J^cBKmqvaEkhq zu7!BTd`H*REKQ-s1J^yCKJ(1nUCi6;x~a%YLI(;~VO7I=L6co9mAXb(C8@;(=c72K z=6Rf2)hg`r>_lRCibc!8ymUR|@mJTwu1v6jM0y{_>7~bUa&^6kWwboC!h=ndpXF^s z54Lznr?9MfCfC+Bv@9UOD7@D^Hg!HrVMFirnBYvLvSt4xb2`Vo)o1}saQ@WAetW#? z)UG->%4pthHh)HYSj=i)Iu~#-<42#W?rCDUL0e`ilUf;F&PxiJb=IUTXM(b?SlY}i zw6Ga@lIWGHE>mT&Dw8=P==zuexY=<#Cz0s6>IRc-U7qJyT2MagA$qd0SNZphH__!^ z*2mV8cWEZr=!-HNnJ#fkmg>@A23l#TkOrE*WSE`thUNuo`-@-s|-;*tQ*#&3`|h=GiLK3CowCSGMegsKn7fynUV_H;;5Bdd1fXq zyL9$YMx(*Z&Dx4uNh0VfwVBm5?e_X~7Bw9Y#FVvcGf4$)rO_h)AR4f4Ia-7?&{P^N z@|WX*?UthjPjcTfSW~b5b`)7#2)WCT?i4ndBY_l3TOy;loCK21*1z8bPF?<@dFw3pC#xk z3Wsjl@e&aNA5v15p!?>BrXFQ2*j6mzkwKrb1Pu~&&62?Jbnqw9z;DG80v}R-mdF(I zD)mpOa-$WJu6M^H=y#gqIRISNwn(x-)>rsCXylj=?9C!wbHrbiRk{}85`Rf>K+