From 29468a78178e4b3ddfce093226b920fe2d4e7f80 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Pavlin=20Poli=C4=8Dar?= Date: Tue, 3 Jul 2018 10:38:43 +0200 Subject: [PATCH 01/14] Move Louvain clustering from prototypes to core Fixes #3110 --- Orange/clustering/louvain.py | 650 ++++++++++++++++++ .../unsupervised/icons/LouvainClustering.svg | 25 + .../unsupervised/owlouvainclustering.py | 362 ++++++++++ .../unsupervised/tests/test_owlouvain.py | 90 +++ requirements-core.txt | 1 + 5 files changed, 1128 insertions(+) create mode 100644 Orange/clustering/louvain.py create mode 100644 Orange/widgets/unsupervised/icons/LouvainClustering.svg create mode 100644 Orange/widgets/unsupervised/owlouvainclustering.py create mode 100644 Orange/widgets/unsupervised/tests/test_owlouvain.py diff --git a/Orange/clustering/louvain.py b/Orange/clustering/louvain.py new file mode 100644 index 00000000000..c9f9fbd3942 --- /dev/null +++ b/Orange/clustering/louvain.py @@ -0,0 +1,650 @@ +"""Python port for Louvain clustering, available at +https://github.com/taynaud/python-louvain + +Original C++ implementation available at +https://sites.google.com/site/findcommunities/ + +""" +import random + +import networkx as nx +import numpy as np +from sklearn.neighbors import NearestNeighbors + +import Orange +from Orange.data import Table +from Orange.projection import Projector + + +def jaccard(x, y): + # type: (set, set) -> float + """Compute the Jaccard similarity between two sets.""" + return len(x & y) / len(x | y) + + +def table_to_knn_graph(data, k_neighbors, metric, progress_callback=None): + """Convert tabular data to a graph using a nearest neighbors approach with + the Jaccard similarity as the edge weights. + + Parameters + ---------- + data : Table + k_neighbors : int + metric : str + A distance metric supported by sklearn. + progress_callback : Callable[[float], None] + + Returns + ------- + nx.Graph + + """ + # We do k + 1 because each point is closest to itself, which is not useful + knn = NearestNeighbors(n_neighbors=k_neighbors, metric=metric).fit(data.X) + nearest_neighbors = knn.kneighbors(data.X, return_distance=False) + # Convert to list of sets so jaccard can be computed efficiently + nearest_neighbors = list(map(set, nearest_neighbors)) + num_nodes = len(nearest_neighbors) + + # Create an empty graph and add all the data ids as nodes for easy mapping + graph = nx.Graph() + graph.add_nodes_from(range(len(data))) + + for idx, node in enumerate(graph.nodes): + if progress_callback: + progress_callback(idx / num_nodes) + + for neighbour in nearest_neighbors[node]: + graph.add_edge(node, neighbour, weight=jaccard( + nearest_neighbors[node], nearest_neighbors[neighbour])) + + return graph + + +class Louvain: + preprocessors = [Orange.preprocess.Continuize(), + Orange.preprocess.SklImpute()] + + def __init__(self, k_neighbors=30, metric='l2', resolution=1., preprocessors=None): + """Louvain clustering for community detection in graphs. + + Louvain clustering is a community detection algorithm for detecting + clusters of "communities" in graphs. As such, tabular data must first + be converted into graph form. This is typically done by computing the + KNN graph on the input data. + + Parameters + ---------- + k_neighbors : Optional[int] + The number of nearest neighbors to use for the KNN graph if + tabular data is passed. + metric : Optional[str] + The metric to use to compute the nearest neighbors. + resolution : Optional[float] + The resolution is a parameter of the Louvain method that affects + the size of the recovered clusters. + + """ + if preprocessors is None: + preprocessors = type(self).preprocessors + self.preprocessors = tuple(preprocessors) + + self.k_neighbors = k_neighbors + self.metric = metric + self.resolution = resolution + + self.labels = None + + def __call__(self, data): + data = self.preprocess(data) + return self.fit_predict(data.X, data.Y) + + def preprocess(self, data): + for pp in self.preprocessors: + data = pp(data) + return data + + def fit(self, X, y=None): + # If we are given a table, we have to convert it to a graph first + if isinstance(X, Table): + graph = table_to_knn_graph(X.X, metric=self.metric, k_neighbors=self.k_neighbors) + # Same goes for a matrix + elif isinstance(X, np.ndarray): + graph = table_to_knn_graph(X) + elif isinstance(X, nx.Graph): + graph = X + + partition = best_partition(graph, resolution=self.resolution) + partition = np.fromiter(list(zip(*sorted(partition.items())))[1], dtype=int) + + self.labels = partition + + def fit_predict(self, X, y=None): + self.fit(X, y) + return self.labels + + +__PASS_MAX = -1 +__MIN = 0.0000001 + + +class Status(object): + """ + To handle several data in one struct. + + Could be replaced by named tuple, but don't want to depend on python 2.6 + """ + node2com = {} + total_weight = 0 + internals = {} + degrees = {} + gdegrees = {} + + def __init__(self): + self.node2com = dict([]) + self.total_weight = 0 + self.degrees = dict([]) + self.gdegrees = dict([]) + self.internals = dict([]) + self.loops = dict([]) + + def __str__(self): + return ("node2com : " + str(self.node2com) + " degrees : " + + str(self.degrees) + " internals : " + str(self.internals) + + " total_weight : " + str(self.total_weight)) + + def init(self, graph, weight, part=None): + """Initialize the status of a graph with every node in one community""" + count = 0 + self.node2com = dict([]) + self.total_weight = 0 + self.degrees = dict([]) + self.gdegrees = dict([]) + self.internals = dict([]) + self.total_weight = graph.size(weight=weight) + if part is None: + for node in graph.nodes(): + self.node2com[node] = count + deg = float(graph.degree(node, weight=weight)) + if deg < 0: + error = "Bad graph type ({})".format(type(graph)) + raise ValueError(error) + self.degrees[count] = deg + self.gdegrees[node] = deg + edge_data = graph.get_edge_data(node, node, default={weight: 0}) + self.loops[node] = float(edge_data.get(weight, 1)) + self.internals[count] = self.loops[node] + count += 1 + else: + for node in graph.nodes(): + com = part[node] + self.node2com[node] = com + deg = float(graph.degree(node, weight=weight)) + self.degrees[com] = self.degrees.get(com, 0) + deg + self.gdegrees[node] = deg + inc = 0. + for neighbor, datas in graph[node].items(): + edge_weight = datas.get(weight, 1) + if edge_weight <= 0: + error = "Bad graph type ({})".format(type(graph)) + raise ValueError(error) + if part[neighbor] == com: + if neighbor == node: + inc += float(edge_weight) + else: + inc += float(edge_weight) / 2. + self.internals[com] = self.internals.get(com, 0) + inc + + +def partition_at_level(dendrogram, level): + """Return the partition of the nodes at the given level + + A dendrogram is a tree and each level is a partition of the graph nodes. + Level 0 is the first partition, which contains the smallest communities, + and the best is len(dendrogram) - 1. + The higher the level is, the bigger are the communities + + Parameters + ---------- + dendrogram : list of dict + a list of partitions, ie dictionnaries where keys of the i+1 are the + values of the i. + level : int + the level which belongs to [0..len(dendrogram)-1] + + Returns + ------- + partition : dictionnary + A dictionary where keys are the nodes and the values are the set it + belongs to + + Raises + ------ + KeyError + If the dendrogram is not well formed or the level is too high + + See Also + -------- + best_partition which directly combines partition_at_level and + generate_dendrogram to obtain the partition of highest modularity + + Examples + -------- + >>> G=nx.erdos_renyi_graph(100, 0.01) + >>> dendrogram = generate_dendrogram(G) + >>> for level in range(len(dendrogram) - 1) : + >>> print("partition at level", level, "is", partition_at_level(dendrogram, level)) # NOQA + """ + partition = dendrogram[0].copy() + for index in range(1, level + 1): + for node, community in partition.items(): + partition[node] = dendrogram[index][community] + return partition + + +def modularity(partition, graph, weight='weight'): + """Compute the modularity of a partition of a graph + + Parameters + ---------- + partition : dict + the partition of the nodes, i.e a dictionary where keys are their nodes + and values the communities + graph : networkx.Graph + the networkx graph which is decomposed + weight : str, optional + the key in graph to use as weight. Default to 'weight' + + + Returns + ------- + modularity : float + The modularity + + Raises + ------ + KeyError + If the partition is not a partition of all graph nodes + ValueError + If the graph has no link + TypeError + If graph is not a networkx.Graph + + References + ---------- + .. 1. Newman, M.E.J. & Girvan, M. Finding and evaluating community + structure in networks. Physical Review E 69, 26113(2004). + + Examples + -------- + >>> G=nx.erdos_renyi_graph(100, 0.01) + >>> part = best_partition(G) + >>> modularity(part, G) + """ + if graph.is_directed(): + raise TypeError("Bad graph type, use only non directed graph") + + inc = dict([]) + deg = dict([]) + links = graph.size(weight=weight) + if links == 0: + raise ValueError("A graph without link has an undefined modularity") + + for node in graph: + com = partition[node] + deg[com] = deg.get(com, 0.) + graph.degree(node, weight=weight) + for neighbor, datas in graph[node].items(): + edge_weight = datas.get(weight, 1) + if partition[neighbor] == com: + if neighbor == node: + inc[com] = inc.get(com, 0.) + float(edge_weight) + else: + inc[com] = inc.get(com, 0.) + float(edge_weight) / 2. + + res = 0. + for com in set(partition.values()): + res += (inc.get(com, 0.) / links) - \ + (deg.get(com, 0.) / (2. * links)) ** 2 + return res + + +def best_partition(graph, partition=None, + weight='weight', resolution=1., randomize=False): + """Compute the partition of the graph nodes which maximises the modularity + (or try..) using the Louvain heuristices + + This is the partition of highest modularity, i.e. the highest partition + of the dendrogram generated by the Louvain algorithm. + + Parameters + ---------- + graph : networkx.Graph + the networkx graph which is decomposed + partition : dict, optional + the algorithm will start using this partition of the nodes. + It's a dictionary where keys are their nodes and values the communities + weight : str, optional + the key in graph to use as weight. Default to 'weight' + resolution : double, optional + Will change the size of the communities, default to 1. + represents the time described in + "Laplacian Dynamics and Multiscale Modular Structure in Networks", + R. Lambiotte, J.-C. Delvenne, M. Barahona + randomize : boolean, optional + Will randomize the node evaluation order and the community evaluation + order to get different partitions at each call + + Returns + ------- + partition : dictionnary + The partition, with communities numbered from 0 to number of communities + + Raises + ------ + NetworkXError + If the graph is not Eulerian. + + See Also + -------- + generate_dendrogram to obtain all the decompositions levels + + Notes + ----- + Uses Louvain algorithm + + References + ---------- + .. 1. Blondel, V.D. et al. Fast unfolding of communities in + large networks. J. Stat. Mech 10008, 1-12(2008). + + Examples + -------- + >>> #Basic usage + >>> G=nx.erdos_renyi_graph(100, 0.01) + >>> part = best_partition(G) + + >>> #other example to display a graph with its community : + >>> #better with karate_graph() as defined in networkx examples + >>> #erdos renyi don't have true community structure + >>> G = nx.erdos_renyi_graph(30, 0.05) + >>> #first compute the best partition + >>> partition = community.best_partition(G) + >>> #drawing + >>> size = float(len(set(partition.values()))) + >>> pos = nx.spring_layout(G) + >>> count = 0. + >>> for com in set(partition.values()) : + >>> count += 1. + >>> list_nodes = [nodes for nodes in partition.keys() + >>> if partition[nodes] == com] + >>> nx.draw_networkx_nodes(G, pos, list_nodes, node_size = 20, + node_color = str(count / size)) + >>> nx.draw_networkx_edges(G, pos, alpha=0.5) + >>> plt.show() + """ + dendo = generate_dendrogram(graph, + partition, + weight, + resolution, + randomize) + return partition_at_level(dendo, len(dendo) - 1) + + +def generate_dendrogram(graph, + part_init=None, + weight='weight', + resolution=1., + randomize=False): + """Find communities in the graph and return the associated dendrogram + + A dendrogram is a tree and each level is a partition of the graph nodes. + Level 0 is the first partition, which contains the smallest communities, + and the best is len(dendrogram) - 1. The higher the level is, the bigger + are the communities + + + Parameters + ---------- + graph : networkx.Graph + the networkx graph which will be decomposed + part_init : dict, optional + the algorithm will start using this partition of the nodes. It's a + dictionary where keys are their nodes and values the communities + weight : str, optional + the key in graph to use as weight. Default to 'weight' + resolution : double, optional + Will change the size of the communities, default to 1. + represents the time described in + "Laplacian Dynamics and Multiscale Modular Structure in Networks", + R. Lambiotte, J.-C. Delvenne, M. Barahona + + Returns + ------- + dendrogram : list of dictionaries + a list of partitions, ie dictionnaries where keys of the i+1 are the + values of the i. and where keys of the first are the nodes of graph + + Raises + ------ + TypeError + If the graph is not a networkx.Graph + + See Also + -------- + best_partition + + Notes + ----- + Uses Louvain algorithm + + References + ---------- + .. 1. Blondel, V.D. et al. Fast unfolding of communities in large + networks. J. Stat. Mech 10008, 1-12(2008). + + Examples + -------- + >>> G=nx.erdos_renyi_graph(100, 0.01) + >>> dendo = generate_dendrogram(G) + >>> for level in range(len(dendo) - 1) : + >>> print("partition at level", level, + >>> "is", partition_at_level(dendo, level)) + :param weight: + :type weight: + """ + if graph.is_directed(): + raise TypeError("Bad graph type, use only non directed graph") + + # special case, when there is no link + # the best partition is everyone in its community + if graph.number_of_edges() == 0: + part = dict([]) + for node in graph.nodes(): + part[node] = node + return [part] + + current_graph = graph.copy() + status = Status() + status.init(current_graph, weight, part_init) + status_list = list() + __one_level(current_graph, status, weight, resolution, randomize) + new_mod = __modularity(status) + partition = __renumber(status.node2com) + status_list.append(partition) + mod = new_mod + current_graph = induced_graph(partition, current_graph, weight) + status.init(current_graph, weight) + + while True: + __one_level(current_graph, status, weight, resolution, randomize) + new_mod = __modularity(status) + if new_mod - mod < __MIN: + break + partition = __renumber(status.node2com) + status_list.append(partition) + mod = new_mod + current_graph = induced_graph(partition, current_graph, weight) + status.init(current_graph, weight) + return status_list[:] + + +def induced_graph(partition, graph, weight="weight"): + """Produce the graph where nodes are the communities + + there is a link of weight w between communities if the sum of the weights + of the links between their elements is w + + Parameters + ---------- + partition : dict + a dictionary where keys are graph nodes and values the part the node + belongs to + graph : networkx.Graph + the initial graph + weight : str, optional + the key in graph to use as weight. Default to 'weight' + + + Returns + ------- + g : networkx.Graph + a networkx graph where nodes are the parts + + Examples + -------- + >>> n = 5 + >>> g = nx.complete_graph(2*n) + >>> part = dict([]) + >>> for node in g.nodes() : + >>> part[node] = node % 2 + >>> ind = induced_graph(part, g) + >>> goal = nx.Graph() + >>> goal.add_weighted_edges_from([(0,1,n*n),(0,0,n*(n-1)/2), (1, 1, n*(n-1)/2)]) # NOQA + >>> nx.is_isomorphic(int, goal) + True + """ + ret = nx.Graph() + ret.add_nodes_from(partition.values()) + + for node1, node2, datas in graph.edges(data=True): + edge_weight = datas.get(weight, 1) + com1 = partition[node1] + com2 = partition[node2] + w_prec = ret.get_edge_data(com1, com2, {weight: 0}).get(weight, 1) + ret.add_edge(com1, com2, **{weight: w_prec + edge_weight}) + + return ret + + +def __renumber(dictionary): + """Renumber the values of the dictionary from 0 to n + """ + count = 0 + ret = dictionary.copy() + new_values = dict([]) + + for key in dictionary.keys(): + value = dictionary[key] + new_value = new_values.get(value, -1) + if new_value == -1: + new_values[value] = count + new_value = count + count += 1 + ret[key] = new_value + + return ret + + +def __randomly(seq, randomize): + """ Convert sequence or iterable to an iterable in random order if + randomize """ + if randomize: + shuffled = list(seq) + random.shuffle(shuffled) + return iter(shuffled) + return seq + + +def __one_level(graph, status, weight_key, resolution, randomize): + """Compute one level of communities + """ + modified = True + nb_pass_done = 0 + cur_mod = __modularity(status) + new_mod = cur_mod + + while modified and nb_pass_done != __PASS_MAX: + cur_mod = new_mod + modified = False + nb_pass_done += 1 + + for node in __randomly(graph.nodes(), randomize): + com_node = status.node2com[node] + degc_totw = status.gdegrees.get(node, 0.) / (status.total_weight * 2.) # NOQA + neigh_communities = __neighcom(node, graph, status, weight_key) + __remove(node, com_node, + neigh_communities.get(com_node, 0.), status) + best_com = com_node + best_increase = 0 + for com, dnc in __randomly(neigh_communities.items(), + randomize): + incr = resolution * dnc - \ + status.degrees.get(com, 0.) * degc_totw + if incr > best_increase: + best_increase = incr + best_com = com + __insert(node, best_com, + neigh_communities.get(best_com, 0.), status) + if best_com != com_node: + modified = True + new_mod = __modularity(status) + if new_mod - cur_mod < __MIN: + break + + +def __neighcom(node, graph, status, weight_key): + """ + Compute the communities in the neighborhood of node in the graph given + with the decomposition node2com + """ + weights = {} + for neighbor, datas in graph[node].items(): + if neighbor != node: + edge_weight = datas.get(weight_key, 1) + neighborcom = status.node2com[neighbor] + weights[neighborcom] = weights.get(neighborcom, 0) + edge_weight + + return weights + + +def __remove(node, com, weight, status): + """ Remove node from community com and modify status""" + status.degrees[com] = (status.degrees.get(com, 0.) + - status.gdegrees.get(node, 0.)) + status.internals[com] = float(status.internals.get(com, 0.) - + weight - status.loops.get(node, 0.)) + status.node2com[node] = -1 + + +def __insert(node, com, weight, status): + """ Insert node into community and modify status""" + status.node2com[node] = com + status.degrees[com] = (status.degrees.get(com, 0.) + + status.gdegrees.get(node, 0.)) + status.internals[com] = float(status.internals.get(com, 0.) + + weight + status.loops.get(node, 0.)) + + +def __modularity(status): + """ + Fast compute the modularity of the partition of the graph using + status precomputed + """ + links = float(status.total_weight) + result = 0. + for community in set(status.node2com.values()): + in_degree = status.internals.get(community, 0.) + degree = status.degrees.get(community, 0.) + if links > 0: + result += in_degree / links - ((degree / (2. * links)) ** 2) + return result diff --git a/Orange/widgets/unsupervised/icons/LouvainClustering.svg b/Orange/widgets/unsupervised/icons/LouvainClustering.svg new file mode 100644 index 00000000000..aec85698153 --- /dev/null +++ b/Orange/widgets/unsupervised/icons/LouvainClustering.svg @@ -0,0 +1,25 @@ + + + + + + + + + + + + + + + + + + diff --git a/Orange/widgets/unsupervised/owlouvainclustering.py b/Orange/widgets/unsupervised/owlouvainclustering.py new file mode 100644 index 00000000000..be39ababc36 --- /dev/null +++ b/Orange/widgets/unsupervised/owlouvainclustering.py @@ -0,0 +1,362 @@ +from collections import deque +from concurrent.futures import Future +from enum import Enum + +import networkx as nx +import numpy as np +from AnyQt.QtCore import Qt, pyqtSignal as Signal, QObject +from AnyQt.QtWidgets import QSlider, QCheckBox, QWidget +from types import SimpleNamespace as namespace +from typing import Optional + +import Orange.statistics.util as ut +from Orange.clustering.louvain import table_to_knn_graph, Louvain +from Orange.data import Table, DiscreteVariable +from Orange.projection import PCA +from Orange.widgets import widget, gui +from Orange.widgets.settings import DomainContextHandler, ContextSetting, \ + Setting +from Orange.widgets.utils.annotated_data import get_next_name, add_columns, \ + ANNOTATED_DATA_SIGNAL_NAME +from Orange.widgets.utils.concurrent import ThreadExecutor +from Orange.widgets.utils.signals import Input, Output +from Orange.widgets.widget import Msg + +try: + from orangecontrib.network.network import Graph +except: + Graph = None + + +_MAX_PCA_COMPONENTS = 50 +_DEFAULT_PCA_COMPONENTS = 25 +_MAX_K_NEIGBOURS = 200 +_DEFAULT_K_NEIGHBORS = 30 + + +METRICS = [('Euclidean', 'l2'), ('Manhattan', 'l1')] + + +class TaskQueue(QObject): + """Not really a task queue `per-se`. Running start will run the tasks in + the current list and cannot handle adding other tasks while running.""" + on_exception = Signal(Exception) + on_complete = Signal() + on_progress = Signal(float) + + def __init__(self, parent=None): + super().__init__(parent=parent) + self.__tasks = deque() + self.__progress = 0 + + def push(self, task): + self.__tasks.append(task) + + def __set_progress(self, progress): + # Only emit progress signal when the progress has changed sufficiently + if int(progress * 100) > int(self.__progress * 100): + self.on_progress.emit(progress) + self.__progress = progress + + def start(self): + num_tasks = len(self.__tasks) + + for idx, task_spec in enumerate(self.__tasks): + + def __task_progress(percentage): + current_progress = idx / num_tasks + # How much progress can each task contribute to the total + # work to be done + task_percentage = len(self.__tasks) ** -1 + # Convert the progress done by the task into the total + # progress to the task + relative_progress = task_percentage * percentage + self.__set_progress(current_progress + relative_progress) + + try: + if getattr(task_spec, 'progress_callback', False): + task_spec.task(progress_callback=__task_progress) + else: + task_spec.task() + self.__set_progress((idx + 1) / num_tasks) + + except Exception as e: + self.on_exception.emit(e) + break + + self.on_complete.emit() + + +class OWLouvainClustering(widget.OWWidget): + name = 'Louvain Clustering' + description = 'Detects communities in a network of nearest neighbors.' + icon = 'icons/LouvainClustering.svg' + priority = 2110 + + want_main_area = False + + settingsHandler = DomainContextHandler() + + class Inputs: + data = Input('Data', Table, default=True) + + if Graph is not None: + class Outputs: + annotated_data = Output(ANNOTATED_DATA_SIGNAL_NAME, Table, default=True) + graph = Output('Network', Graph) + else: + class Outputs: + annotated_data = Output(ANNOTATED_DATA_SIGNAL_NAME, Table, default=True) + + apply_pca = ContextSetting(True) + pca_components = ContextSetting(_DEFAULT_PCA_COMPONENTS) + metric_idx = ContextSetting(0) + k_neighbors = ContextSetting(_DEFAULT_K_NEIGHBORS) + resolution = ContextSetting(1.) + auto_commit = Setting(True) + + class Error(widget.OWWidget.Error): + empty_dataset = Msg('No features in data') + general_error = Msg('Error occured during clustering\n{}') + + class State(Enum): + Pending, Running = range(2) + + def __init__(self): + super().__init__() + + self.data = None # type: Optional[Table] + self.preprocessed_data = None # type: Optional[Table] + self.graph = None # type: Optional[nx.Graph] + self.partition = None # type: Optional[np.array] + + self.__executor = ThreadExecutor(parent=self) + self.__future = None # type: Optional[Future] + self.__state = self.State.Pending + + pca_box = gui.vBox(self.controlArea, 'PCA Preprocessing') + self.apply_pca_cbx = gui.checkBox( + pca_box, self, 'apply_pca', label='Apply PCA preprocessing', + callback=self._update_apply_pca, + ) # type: QCheckBox + self.pca_components_slider = gui.hSlider( + pca_box, self, 'pca_components', label='Components: ', minValue=2, + maxValue=_MAX_PCA_COMPONENTS, + callback=self._update_pca_components, + ) # type: QSlider + + graph_box = gui.vBox(self.controlArea, 'Graph parameters') + self.metric_combo = gui.comboBox( + graph_box, self, 'metric_idx', label='Distance metric', + items=[m[0] for m in METRICS], callback=self._update_metric, + orientation=Qt.Horizontal, + ) # type: gui.OrangeComboBox + self.k_neighbors_spin = gui.spin( + graph_box, self, 'k_neighbors', minv=1, maxv=_MAX_K_NEIGBOURS, + label='k neighbors', controlWidth=80, alignment=Qt.AlignRight, + callback=self._update_k_neighbors, + ) # type: gui.SpinBoxWFocusOut + self.cls_epsilon_spin = gui.spin( + graph_box, self, 'resolution', 0, 5., 1e-2, spinType=float, + label='Resolution', controlWidth=80, alignment=Qt.AlignRight, + callback=self._update_resolution, + ) # type: gui.SpinBoxWFocusOut + + self.apply_button = gui.auto_commit( + self.controlArea, self, 'auto_commit', 'Apply', box=None, + commit=self.commit, + ) # type: QWidget + + def _update_apply_pca(self): + self._invalidate_graph() + self.commit() + + def _update_pca_components(self): + self._invalidate_pca_projection() + self.commit() + + def _update_metric(self): + self._invalidate_graph() + self.commit() + + def _update_k_neighbors(self): + self._invalidate_graph() + self.commit() + + def _update_resolution(self): + self._invalidate_partition() + self.commit() + + def _compute_pca_projection(self): + if self.pca_projection is None and self.apply_pca: + self.setStatusMessage('Computing PCA...') + + pca = PCA(n_components=self.pca_components, random_state=0) + model = pca(self.preprocessed_data) + self.pca_projection = model(self.preprocessed_data) + + def _compute_graph(self, progress_callback=None): + if self.graph is None: + self.setStatusMessage('Building graph...') + + data = self.pca_projection if self.apply_pca else self.preprocessed_data + + self.graph = table_to_knn_graph( + data, k_neighbors=self.k_neighbors, + metric=METRICS[self.metric_idx][1], + progress_callback=progress_callback, + ) + + def _compute_partition(self): + if self.partition is None: + self.setStatusMessage('Detecting communities...') + self.setBlocking(True) + + louvain = Louvain(resolution=self.resolution) + self.partition = louvain.fit_predict(self.graph) + + def _processing_complete(self): + self.setStatusMessage('') + self.setBlocking(False) + self.progressBarFinished() + + def _handle_exceptions(self, ex): + self.Error.general_error(str(ex)) + + def cancel(self): + """Cancel any running jobs.""" + if self.__state == self.State.Running: + assert self.__future is not None + self.__future.cancel() + self.__future = None + + self.__state = self.State.Pending + + def commit(self): + self.Error.clear() + # Kill any running jobs + self.cancel() + assert self.__state == self.State.Pending + + if self.data is None: + return + + # Make sure the dataset is ok + if len(self.data.domain.attributes) < 1: + self.Error.empty_dataset() + return + + # Preprocess the dataset + if self.preprocessed_data is None: + louvain = Louvain() + self.preprocessed_data = louvain.preprocess(self.data) + + # Prepare the tasks to run + queue = TaskQueue(parent=self) + + if self.pca_projection is None and self.apply_pca: + queue.push(namespace(task=self._compute_pca_projection)) + + if self.graph is None: + queue.push(namespace(task=self._compute_graph, progress_callback=True)) + + if self.partition is None: + queue.push(namespace(task=self._compute_partition)) + + # Prepare callbacks + queue.on_progress.connect(lambda val: self.progressBarSet(100 * val)) + queue.on_complete.connect(self._processing_complete) + queue.on_complete.connect(self._send_data) + queue.on_exception.connect(self._handle_exceptions) + + # Run the task queue + self.progressBarInit() + self.setBlocking(True) + self.__future = self.__executor.submit(queue.start) + self.__state = self.State.Running + + def _send_data(self): + domain = self.data.domain + # Compute the frequency of each cluster index + counts = np.bincount(self.partition) + indices = np.argsort(counts)[::-1] + index_map = {n: o for n, o in zip(indices, range(len(indices)))} + new_partition = list(map(index_map.get, self.partition)) + + cluster_var = DiscreteVariable( + get_next_name(domain, 'Cluster'), + values=['C%d' % (i + 1) for i, _ in enumerate(np.unique(new_partition))] + ) + + new_domain = add_columns(domain, metas=[cluster_var]) + new_table = self.data.transform(new_domain) + new_table.get_column_view(cluster_var)[0][:] = new_partition + self.Outputs.annotated_data.send(new_table) + + if Graph is not None: + graph = Graph(self.graph) + graph.set_items(new_table) + self.Outputs.graph.send(graph) + + def _invalidate_pca_projection(self): + self.pca_projection = None + self._invalidate_graph() + + def _invalidate_graph(self): + self.graph = None + self._invalidate_partition() + + def _invalidate_partition(self): + self.partition = None + + @Inputs.data + def set_data(self, data): + self.closeContext() + self.Error.clear() + + prev_data, self.data = self.data, data + self.openContext(self.data) + + # If X hasn't changed, there's no reason to recompute clusters + if prev_data and self.data and np.array_equal(self.data.X, prev_data.X): + if self.auto_commit: + self._send_data() + return + + # Clear the outputs + self.Outputs.annotated_data.send(None) + if Graph is not None: + self.Outputs.graph.send(None) + + # Clear internal state + self.preprocessed_data = None + self._invalidate_pca_projection() + if self.data is None: + return + + # Can't have more PCA components than the number of attributes + n_attrs = len(data.domain.attributes) + self.pca_components_slider.setMaximum(min(_MAX_PCA_COMPONENTS, n_attrs)) + self.pca_components_slider.setValue(min(_DEFAULT_PCA_COMPONENTS, n_attrs)) + # Can't have more k neighbors than there are data points + self.k_neighbors_spin.setMaximum(min(_MAX_K_NEIGBOURS, len(data) - 1)) + self.k_neighbors_spin.setValue(min(_DEFAULT_K_NEIGHBORS, len(data) - 1)) + + self.commit() + + def onDeleteWidget(self): + self.cancel() + super().onDeleteWidget() + + +if __name__ == '__main__': + from AnyQt.QtWidgets import QApplication + import sys + + app = QApplication(sys.argv) + ow = OWLouvainClustering() + ow.resetSettings() + + ow.set_data(Table(sys.argv[1] if len(sys.argv) > 1 else 'iris')) + ow.show() + app.exec_() diff --git a/Orange/widgets/unsupervised/tests/test_owlouvain.py b/Orange/widgets/unsupervised/tests/test_owlouvain.py new file mode 100644 index 00000000000..a74a0494a0c --- /dev/null +++ b/Orange/widgets/unsupervised/tests/test_owlouvain.py @@ -0,0 +1,90 @@ +from unittest.mock import patch + +import numpy as np + +from Orange.data import Table, Domain, ContinuousVariable +from Orange.widgets.tests.base import WidgetTest +from Orange.widgets.unsupervised.owlouvainclustering import OWLouvainClustering + +# Deterministic tests +np.random.seed(42) + + +class TestOWLouvain(WidgetTest): + def setUp(self): + self.widget = self.create_widget( + OWLouvainClustering, stored_settings={'auto_commit': False} + ) + + def tearDown(self): + self.widget.onDeleteWidget() + super().tearDown() + + def test_clusters_ordered_by_size(self): + """Cluster names should be sorted based on the number of instances.""" + x1 = np.array([[0, 0]] * 20) + x2 = np.array([[1, 0]] * 15) + x3 = np.array([[0, 1]] * 10) + x4 = np.array([[1, 1]] * 5) + data = np.vstack((x1, x2, x3, x4)) + # Remove any order depencence in data, not that this should affect it + np.random.shuffle(data) + + table = Table.from_numpy(domain=Domain.from_numpy(X=data), X=data) + + self.send_signal(self.widget.Inputs.data, table) + self.widget.k_neighbors = 4 + self.widget.unconditional_commit() + self.commit_and_wait() + output = self.get_output(self.widget.Outputs.annotated_data) + + clustering = output.get_column_view('Cluster')[0].astype(int) + counts = np.bincount(clustering) + np.testing.assert_equal(counts, sorted(counts, reverse=True)) + + def test_empty_dataset(self): + # Prepare a table with 5 rows with only meta attributes + meta = np.array([0] * 5) + meta_var = ContinuousVariable(name='meta_var') + table = Table.from_domain(domain=Domain([], metas=[meta_var]), n_rows=5) + table.get_column_view(meta_var)[0][:] = meta + + self.send_signal(self.widget.Inputs.data, table) + self.widget.unconditional_commit() + self.assertTrue(self.widget.Error.empty_dataset.is_shown()) + + def test_do_not_recluster_on_same_data(self): + """Do not recluster data points when targets or metas change.""" + + # Prepare some dummy data + x = np.eye(5) + y1, y2 = np.ones((5, 1)), np.ones((5, 2)) + meta1, meta2 = np.ones((5, 1)), np.ones((5, 2)) + + table1 = Table.from_numpy( + domain=Domain.from_numpy(X=x, Y=y1, metas=meta1), + X=x, Y=y1, metas=meta1, + ) + # X is same, should not cause update + table2 = Table.from_numpy( + domain=Domain.from_numpy(X=x, Y=y2, metas=meta2), + X=x, Y=y2, metas=meta2, + ) + # X is different, should cause update + table3 = table1.copy() + table3.X[:, 0] = 1 + + with patch.object(self.widget, 'commit') as commit: + self.send_signal(self.widget.Inputs.data, table1) + self.commit_and_wait() + call_count = commit.call_count + + # Sending data with same X should not recompute the clustering + self.send_signal(self.widget.Inputs.data, table2) + self.commit_and_wait() + self.assertEqual(call_count, commit.call_count) + + # Sending data with different X should recompute the clustering + self.send_signal(self.widget.Inputs.data, table3) + self.commit_and_wait() + self.assertEqual(call_count + 1, commit.call_count) diff --git a/requirements-core.txt b/requirements-core.txt index 449150e016c..d723369c3ac 100644 --- a/requirements-core.txt +++ b/requirements-core.txt @@ -13,3 +13,4 @@ keyring keyrings.alt # for alternative keyring implementations setuptools>=36.3 serverfiles # for Data Sets synchronization +networkx From d191e9efcd6294088f81a3c9755ef5333e894ee9 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Pavlin=20Poli=C4=8Dar?= Date: Tue, 3 Jul 2018 11:51:24 +0200 Subject: [PATCH 02/14] OWLouvain: Move louvain library to own file, pylint fixes --- Orange/clustering/_louvain.py | 535 ++++++++++++++++++ Orange/clustering/louvain.py | 531 +---------------- .../unsupervised/owlouvainclustering.py | 9 +- 3 files changed, 541 insertions(+), 534 deletions(-) create mode 100644 Orange/clustering/_louvain.py diff --git a/Orange/clustering/_louvain.py b/Orange/clustering/_louvain.py new file mode 100644 index 00000000000..72c4ce840c1 --- /dev/null +++ b/Orange/clustering/_louvain.py @@ -0,0 +1,535 @@ +"""Python port for Louvain clustering, available at +https://github.com/taynaud/python-louvain + +Original C++ implementation available at +https://sites.google.com/site/findcommunities/ + +""" +import random + +import networkx as nx + +__PASS_MAX = -1 +__MIN = 0.0000001 + + +class Status(object): + """ + To handle several data in one struct. + + Could be replaced by named tuple, but don't want to depend on python 2.6 + """ + node2com = {} + total_weight = 0 + internals = {} + degrees = {} + gdegrees = {} + + def __init__(self): + self.node2com = dict([]) + self.total_weight = 0 + self.degrees = dict([]) + self.gdegrees = dict([]) + self.internals = dict([]) + self.loops = dict([]) + + def __str__(self): + return ("node2com : " + str(self.node2com) + " degrees : " + + str(self.degrees) + " internals : " + str(self.internals) + + " total_weight : " + str(self.total_weight)) + + def init(self, graph, weight, part=None): + """Initialize the status of a graph with every node in one community""" + count = 0 + self.node2com = dict([]) + self.total_weight = 0 + self.degrees = dict([]) + self.gdegrees = dict([]) + self.internals = dict([]) + self.total_weight = graph.size(weight=weight) + if part is None: + for node in graph.nodes(): + self.node2com[node] = count + deg = float(graph.degree(node, weight=weight)) + if deg < 0: + error = "Bad graph type ({})".format(type(graph)) + raise ValueError(error) + self.degrees[count] = deg + self.gdegrees[node] = deg + edge_data = graph.get_edge_data(node, node, default={weight: 0}) + self.loops[node] = float(edge_data.get(weight, 1)) + self.internals[count] = self.loops[node] + count += 1 + else: + for node in graph.nodes(): + com = part[node] + self.node2com[node] = com + deg = float(graph.degree(node, weight=weight)) + self.degrees[com] = self.degrees.get(com, 0) + deg + self.gdegrees[node] = deg + inc = 0. + for neighbor, datas in graph[node].items(): + edge_weight = datas.get(weight, 1) + if edge_weight <= 0: + error = "Bad graph type ({})".format(type(graph)) + raise ValueError(error) + if part[neighbor] == com: + if neighbor == node: + inc += float(edge_weight) + else: + inc += float(edge_weight) / 2. + self.internals[com] = self.internals.get(com, 0) + inc + + +def partition_at_level(dendrogram, level): + """Return the partition of the nodes at the given level + + A dendrogram is a tree and each level is a partition of the graph nodes. + Level 0 is the first partition, which contains the smallest communities, + and the best is len(dendrogram) - 1. + The higher the level is, the bigger are the communities + + Parameters + ---------- + dendrogram : list of dict + a list of partitions, ie dictionnaries where keys of the i+1 are the + values of the i. + level : int + the level which belongs to [0..len(dendrogram)-1] + + Returns + ------- + partition : dictionnary + A dictionary where keys are the nodes and the values are the set it + belongs to + + Raises + ------ + KeyError + If the dendrogram is not well formed or the level is too high + + See Also + -------- + best_partition which directly combines partition_at_level and + generate_dendrogram to obtain the partition of highest modularity + + Examples + -------- + >>> G=nx.erdos_renyi_graph(100, 0.01) + >>> dendrogram = generate_dendrogram(G) + >>> for level in range(len(dendrogram) - 1) : + >>> print("partition at level", level, "is", partition_at_level(dendrogram, level)) # NOQA + """ + partition = dendrogram[0].copy() + for index in range(1, level + 1): + for node, community in partition.items(): + partition[node] = dendrogram[index][community] + return partition + + +def modularity(partition, graph, weight='weight'): + """Compute the modularity of a partition of a graph + + Parameters + ---------- + partition : dict + the partition of the nodes, i.e a dictionary where keys are their nodes + and values the communities + graph : networkx.Graph + the networkx graph which is decomposed + weight : str, optional + the key in graph to use as weight. Default to 'weight' + + + Returns + ------- + modularity : float + The modularity + + Raises + ------ + KeyError + If the partition is not a partition of all graph nodes + ValueError + If the graph has no link + TypeError + If graph is not a networkx.Graph + + References + ---------- + .. 1. Newman, M.E.J. & Girvan, M. Finding and evaluating community + structure in networks. Physical Review E 69, 26113(2004). + + Examples + -------- + >>> G=nx.erdos_renyi_graph(100, 0.01) + >>> part = best_partition(G) + >>> modularity(part, G) + """ + if graph.is_directed(): + raise TypeError("Bad graph type, use only non directed graph") + + inc = dict([]) + deg = dict([]) + links = graph.size(weight=weight) + if links == 0: + raise ValueError("A graph without link has an undefined modularity") + + for node in graph: + com = partition[node] + deg[com] = deg.get(com, 0.) + graph.degree(node, weight=weight) + for neighbor, datas in graph[node].items(): + edge_weight = datas.get(weight, 1) + if partition[neighbor] == com: + if neighbor == node: + inc[com] = inc.get(com, 0.) + float(edge_weight) + else: + inc[com] = inc.get(com, 0.) + float(edge_weight) / 2. + + res = 0. + for com in set(partition.values()): + res += (inc.get(com, 0.) / links) - \ + (deg.get(com, 0.) / (2. * links)) ** 2 + return res + + +def best_partition(graph, partition=None, + weight='weight', resolution=1., randomize=False): + """Compute the partition of the graph nodes which maximises the modularity + (or try..) using the Louvain heuristices + + This is the partition of highest modularity, i.e. the highest partition + of the dendrogram generated by the Louvain algorithm. + + Parameters + ---------- + graph : networkx.Graph + the networkx graph which is decomposed + partition : dict, optional + the algorithm will start using this partition of the nodes. + It's a dictionary where keys are their nodes and values the communities + weight : str, optional + the key in graph to use as weight. Default to 'weight' + resolution : double, optional + Will change the size of the communities, default to 1. + represents the time described in + "Laplacian Dynamics and Multiscale Modular Structure in Networks", + R. Lambiotte, J.-C. Delvenne, M. Barahona + randomize : boolean, optional + Will randomize the node evaluation order and the community evaluation + order to get different partitions at each call + + Returns + ------- + partition : dictionnary + The partition, with communities numbered from 0 to number of communities + + Raises + ------ + NetworkXError + If the graph is not Eulerian. + + See Also + -------- + generate_dendrogram to obtain all the decompositions levels + + Notes + ----- + Uses Louvain algorithm + + References + ---------- + .. 1. Blondel, V.D. et al. Fast unfolding of communities in + large networks. J. Stat. Mech 10008, 1-12(2008). + + Examples + -------- + >>> #Basic usage + >>> G=nx.erdos_renyi_graph(100, 0.01) + >>> part = best_partition(G) + + >>> #other example to display a graph with its community : + >>> #better with karate_graph() as defined in networkx examples + >>> #erdos renyi don't have true community structure + >>> G = nx.erdos_renyi_graph(30, 0.05) + >>> #first compute the best partition + >>> partition = community.best_partition(G) + >>> #drawing + >>> size = float(len(set(partition.values()))) + >>> pos = nx.spring_layout(G) + >>> count = 0. + >>> for com in set(partition.values()) : + >>> count += 1. + >>> list_nodes = [nodes for nodes in partition.keys() + >>> if partition[nodes] == com] + >>> nx.draw_networkx_nodes(G, pos, list_nodes, node_size = 20, + node_color = str(count / size)) + >>> nx.draw_networkx_edges(G, pos, alpha=0.5) + >>> plt.show() + """ + dendo = generate_dendrogram(graph, + partition, + weight, + resolution, + randomize) + return partition_at_level(dendo, len(dendo) - 1) + + +def generate_dendrogram(graph, + part_init=None, + weight='weight', + resolution=1., + randomize=False): + """Find communities in the graph and return the associated dendrogram + + A dendrogram is a tree and each level is a partition of the graph nodes. + Level 0 is the first partition, which contains the smallest communities, + and the best is len(dendrogram) - 1. The higher the level is, the bigger + are the communities + + + Parameters + ---------- + graph : networkx.Graph + the networkx graph which will be decomposed + part_init : dict, optional + the algorithm will start using this partition of the nodes. It's a + dictionary where keys are their nodes and values the communities + weight : str, optional + the key in graph to use as weight. Default to 'weight' + resolution : double, optional + Will change the size of the communities, default to 1. + represents the time described in + "Laplacian Dynamics and Multiscale Modular Structure in Networks", + R. Lambiotte, J.-C. Delvenne, M. Barahona + + Returns + ------- + dendrogram : list of dictionaries + a list of partitions, ie dictionnaries where keys of the i+1 are the + values of the i. and where keys of the first are the nodes of graph + + Raises + ------ + TypeError + If the graph is not a networkx.Graph + + See Also + -------- + best_partition + + Notes + ----- + Uses Louvain algorithm + + References + ---------- + .. 1. Blondel, V.D. et al. Fast unfolding of communities in large + networks. J. Stat. Mech 10008, 1-12(2008). + + Examples + -------- + >>> G=nx.erdos_renyi_graph(100, 0.01) + >>> dendo = generate_dendrogram(G) + >>> for level in range(len(dendo) - 1) : + >>> print("partition at level", level, + >>> "is", partition_at_level(dendo, level)) + :param weight: + :type weight: + """ + if graph.is_directed(): + raise TypeError("Bad graph type, use only non directed graph") + + # special case, when there is no link + # the best partition is everyone in its community + if graph.number_of_edges() == 0: + part = dict([]) + for node in graph.nodes(): + part[node] = node + return [part] + + current_graph = graph.copy() + status = Status() + status.init(current_graph, weight, part_init) + status_list = list() + __one_level(current_graph, status, weight, resolution, randomize) + new_mod = __modularity(status) + partition = __renumber(status.node2com) + status_list.append(partition) + mod = new_mod + current_graph = induced_graph(partition, current_graph, weight) + status.init(current_graph, weight) + + while True: + __one_level(current_graph, status, weight, resolution, randomize) + new_mod = __modularity(status) + if new_mod - mod < __MIN: + break + partition = __renumber(status.node2com) + status_list.append(partition) + mod = new_mod + current_graph = induced_graph(partition, current_graph, weight) + status.init(current_graph, weight) + return status_list[:] + + +def induced_graph(partition, graph, weight="weight"): + """Produce the graph where nodes are the communities + + there is a link of weight w between communities if the sum of the weights + of the links between their elements is w + + Parameters + ---------- + partition : dict + a dictionary where keys are graph nodes and values the part the node + belongs to + graph : networkx.Graph + the initial graph + weight : str, optional + the key in graph to use as weight. Default to 'weight' + + + Returns + ------- + g : networkx.Graph + a networkx graph where nodes are the parts + + Examples + -------- + >>> n = 5 + >>> g = nx.complete_graph(2*n) + >>> part = dict([]) + >>> for node in g.nodes() : + >>> part[node] = node % 2 + >>> ind = induced_graph(part, g) + >>> goal = nx.Graph() + >>> goal.add_weighted_edges_from([(0,1,n*n),(0,0,n*(n-1)/2), (1, 1, n*(n-1)/2)]) # NOQA + >>> nx.is_isomorphic(int, goal) + True + """ + ret = nx.Graph() + ret.add_nodes_from(partition.values()) + + for node1, node2, datas in graph.edges(data=True): + edge_weight = datas.get(weight, 1) + com1 = partition[node1] + com2 = partition[node2] + w_prec = ret.get_edge_data(com1, com2, {weight: 0}).get(weight, 1) + ret.add_edge(com1, com2, **{weight: w_prec + edge_weight}) + + return ret + + +def __renumber(dictionary): + """Renumber the values of the dictionary from 0 to n + """ + count = 0 + ret = dictionary.copy() + new_values = dict([]) + + for key in dictionary.keys(): + value = dictionary[key] + new_value = new_values.get(value, -1) + if new_value == -1: + new_values[value] = count + new_value = count + count += 1 + ret[key] = new_value + + return ret + + +def __randomly(seq, randomize): + """ Convert sequence or iterable to an iterable in random order if + randomize """ + if randomize: + shuffled = list(seq) + random.shuffle(shuffled) + return iter(shuffled) + return seq + + +def __one_level(graph, status, weight_key, resolution, randomize): + """Compute one level of communities + """ + modified = True + nb_pass_done = 0 + cur_mod = __modularity(status) + new_mod = cur_mod + + while modified and nb_pass_done != __PASS_MAX: + cur_mod = new_mod + modified = False + nb_pass_done += 1 + + for node in __randomly(graph.nodes(), randomize): + com_node = status.node2com[node] + degc_totw = status.gdegrees.get(node, 0.) / (status.total_weight * 2.) # NOQA + neigh_communities = __neighcom(node, graph, status, weight_key) + __remove(node, com_node, + neigh_communities.get(com_node, 0.), status) + best_com = com_node + best_increase = 0 + for com, dnc in __randomly(neigh_communities.items(), + randomize): + incr = resolution * dnc - \ + status.degrees.get(com, 0.) * degc_totw + if incr > best_increase: + best_increase = incr + best_com = com + __insert(node, best_com, + neigh_communities.get(best_com, 0.), status) + if best_com != com_node: + modified = True + new_mod = __modularity(status) + if new_mod - cur_mod < __MIN: + break + + +def __neighcom(node, graph, status, weight_key): + """ + Compute the communities in the neighborhood of node in the graph given + with the decomposition node2com + """ + weights = {} + for neighbor, datas in graph[node].items(): + if neighbor != node: + edge_weight = datas.get(weight_key, 1) + neighborcom = status.node2com[neighbor] + weights[neighborcom] = weights.get(neighborcom, 0) + edge_weight + + return weights + + +def __remove(node, com, weight, status): + """ Remove node from community com and modify status""" + status.degrees[com] = (status.degrees.get(com, 0.) + - status.gdegrees.get(node, 0.)) + status.internals[com] = float(status.internals.get(com, 0.) - + weight - status.loops.get(node, 0.)) + status.node2com[node] = -1 + + +def __insert(node, com, weight, status): + """ Insert node into community and modify status""" + status.node2com[node] = com + status.degrees[com] = (status.degrees.get(com, 0.) + + status.gdegrees.get(node, 0.)) + status.internals[com] = float(status.internals.get(com, 0.) + + weight + status.loops.get(node, 0.)) + + +def __modularity(status): + """ + Fast compute the modularity of the partition of the graph using + status precomputed + """ + links = float(status.total_weight) + result = 0. + for community in set(status.node2com.values()): + in_degree = status.internals.get(community, 0.) + degree = status.degrees.get(community, 0.) + if links > 0: + result += in_degree / links - ((degree / (2. * links)) ** 2) + return result diff --git a/Orange/clustering/louvain.py b/Orange/clustering/louvain.py index c9f9fbd3942..4a8fd2b7315 100644 --- a/Orange/clustering/louvain.py +++ b/Orange/clustering/louvain.py @@ -5,7 +5,6 @@ https://sites.google.com/site/findcommunities/ """ -import random import networkx as nx import numpy as np @@ -13,7 +12,7 @@ import Orange from Orange.data import Table -from Orange.projection import Projector +from ._louvain import best_partition def jaccard(x, y): @@ -110,7 +109,7 @@ def fit(self, X, y=None): graph = table_to_knn_graph(X.X, metric=self.metric, k_neighbors=self.k_neighbors) # Same goes for a matrix elif isinstance(X, np.ndarray): - graph = table_to_knn_graph(X) + graph = table_to_knn_graph(X, metric=self.metric, k_neighbors=self.k_neighbors) elif isinstance(X, nx.Graph): graph = X @@ -122,529 +121,3 @@ def fit(self, X, y=None): def fit_predict(self, X, y=None): self.fit(X, y) return self.labels - - -__PASS_MAX = -1 -__MIN = 0.0000001 - - -class Status(object): - """ - To handle several data in one struct. - - Could be replaced by named tuple, but don't want to depend on python 2.6 - """ - node2com = {} - total_weight = 0 - internals = {} - degrees = {} - gdegrees = {} - - def __init__(self): - self.node2com = dict([]) - self.total_weight = 0 - self.degrees = dict([]) - self.gdegrees = dict([]) - self.internals = dict([]) - self.loops = dict([]) - - def __str__(self): - return ("node2com : " + str(self.node2com) + " degrees : " - + str(self.degrees) + " internals : " + str(self.internals) - + " total_weight : " + str(self.total_weight)) - - def init(self, graph, weight, part=None): - """Initialize the status of a graph with every node in one community""" - count = 0 - self.node2com = dict([]) - self.total_weight = 0 - self.degrees = dict([]) - self.gdegrees = dict([]) - self.internals = dict([]) - self.total_weight = graph.size(weight=weight) - if part is None: - for node in graph.nodes(): - self.node2com[node] = count - deg = float(graph.degree(node, weight=weight)) - if deg < 0: - error = "Bad graph type ({})".format(type(graph)) - raise ValueError(error) - self.degrees[count] = deg - self.gdegrees[node] = deg - edge_data = graph.get_edge_data(node, node, default={weight: 0}) - self.loops[node] = float(edge_data.get(weight, 1)) - self.internals[count] = self.loops[node] - count += 1 - else: - for node in graph.nodes(): - com = part[node] - self.node2com[node] = com - deg = float(graph.degree(node, weight=weight)) - self.degrees[com] = self.degrees.get(com, 0) + deg - self.gdegrees[node] = deg - inc = 0. - for neighbor, datas in graph[node].items(): - edge_weight = datas.get(weight, 1) - if edge_weight <= 0: - error = "Bad graph type ({})".format(type(graph)) - raise ValueError(error) - if part[neighbor] == com: - if neighbor == node: - inc += float(edge_weight) - else: - inc += float(edge_weight) / 2. - self.internals[com] = self.internals.get(com, 0) + inc - - -def partition_at_level(dendrogram, level): - """Return the partition of the nodes at the given level - - A dendrogram is a tree and each level is a partition of the graph nodes. - Level 0 is the first partition, which contains the smallest communities, - and the best is len(dendrogram) - 1. - The higher the level is, the bigger are the communities - - Parameters - ---------- - dendrogram : list of dict - a list of partitions, ie dictionnaries where keys of the i+1 are the - values of the i. - level : int - the level which belongs to [0..len(dendrogram)-1] - - Returns - ------- - partition : dictionnary - A dictionary where keys are the nodes and the values are the set it - belongs to - - Raises - ------ - KeyError - If the dendrogram is not well formed or the level is too high - - See Also - -------- - best_partition which directly combines partition_at_level and - generate_dendrogram to obtain the partition of highest modularity - - Examples - -------- - >>> G=nx.erdos_renyi_graph(100, 0.01) - >>> dendrogram = generate_dendrogram(G) - >>> for level in range(len(dendrogram) - 1) : - >>> print("partition at level", level, "is", partition_at_level(dendrogram, level)) # NOQA - """ - partition = dendrogram[0].copy() - for index in range(1, level + 1): - for node, community in partition.items(): - partition[node] = dendrogram[index][community] - return partition - - -def modularity(partition, graph, weight='weight'): - """Compute the modularity of a partition of a graph - - Parameters - ---------- - partition : dict - the partition of the nodes, i.e a dictionary where keys are their nodes - and values the communities - graph : networkx.Graph - the networkx graph which is decomposed - weight : str, optional - the key in graph to use as weight. Default to 'weight' - - - Returns - ------- - modularity : float - The modularity - - Raises - ------ - KeyError - If the partition is not a partition of all graph nodes - ValueError - If the graph has no link - TypeError - If graph is not a networkx.Graph - - References - ---------- - .. 1. Newman, M.E.J. & Girvan, M. Finding and evaluating community - structure in networks. Physical Review E 69, 26113(2004). - - Examples - -------- - >>> G=nx.erdos_renyi_graph(100, 0.01) - >>> part = best_partition(G) - >>> modularity(part, G) - """ - if graph.is_directed(): - raise TypeError("Bad graph type, use only non directed graph") - - inc = dict([]) - deg = dict([]) - links = graph.size(weight=weight) - if links == 0: - raise ValueError("A graph without link has an undefined modularity") - - for node in graph: - com = partition[node] - deg[com] = deg.get(com, 0.) + graph.degree(node, weight=weight) - for neighbor, datas in graph[node].items(): - edge_weight = datas.get(weight, 1) - if partition[neighbor] == com: - if neighbor == node: - inc[com] = inc.get(com, 0.) + float(edge_weight) - else: - inc[com] = inc.get(com, 0.) + float(edge_weight) / 2. - - res = 0. - for com in set(partition.values()): - res += (inc.get(com, 0.) / links) - \ - (deg.get(com, 0.) / (2. * links)) ** 2 - return res - - -def best_partition(graph, partition=None, - weight='weight', resolution=1., randomize=False): - """Compute the partition of the graph nodes which maximises the modularity - (or try..) using the Louvain heuristices - - This is the partition of highest modularity, i.e. the highest partition - of the dendrogram generated by the Louvain algorithm. - - Parameters - ---------- - graph : networkx.Graph - the networkx graph which is decomposed - partition : dict, optional - the algorithm will start using this partition of the nodes. - It's a dictionary where keys are their nodes and values the communities - weight : str, optional - the key in graph to use as weight. Default to 'weight' - resolution : double, optional - Will change the size of the communities, default to 1. - represents the time described in - "Laplacian Dynamics and Multiscale Modular Structure in Networks", - R. Lambiotte, J.-C. Delvenne, M. Barahona - randomize : boolean, optional - Will randomize the node evaluation order and the community evaluation - order to get different partitions at each call - - Returns - ------- - partition : dictionnary - The partition, with communities numbered from 0 to number of communities - - Raises - ------ - NetworkXError - If the graph is not Eulerian. - - See Also - -------- - generate_dendrogram to obtain all the decompositions levels - - Notes - ----- - Uses Louvain algorithm - - References - ---------- - .. 1. Blondel, V.D. et al. Fast unfolding of communities in - large networks. J. Stat. Mech 10008, 1-12(2008). - - Examples - -------- - >>> #Basic usage - >>> G=nx.erdos_renyi_graph(100, 0.01) - >>> part = best_partition(G) - - >>> #other example to display a graph with its community : - >>> #better with karate_graph() as defined in networkx examples - >>> #erdos renyi don't have true community structure - >>> G = nx.erdos_renyi_graph(30, 0.05) - >>> #first compute the best partition - >>> partition = community.best_partition(G) - >>> #drawing - >>> size = float(len(set(partition.values()))) - >>> pos = nx.spring_layout(G) - >>> count = 0. - >>> for com in set(partition.values()) : - >>> count += 1. - >>> list_nodes = [nodes for nodes in partition.keys() - >>> if partition[nodes] == com] - >>> nx.draw_networkx_nodes(G, pos, list_nodes, node_size = 20, - node_color = str(count / size)) - >>> nx.draw_networkx_edges(G, pos, alpha=0.5) - >>> plt.show() - """ - dendo = generate_dendrogram(graph, - partition, - weight, - resolution, - randomize) - return partition_at_level(dendo, len(dendo) - 1) - - -def generate_dendrogram(graph, - part_init=None, - weight='weight', - resolution=1., - randomize=False): - """Find communities in the graph and return the associated dendrogram - - A dendrogram is a tree and each level is a partition of the graph nodes. - Level 0 is the first partition, which contains the smallest communities, - and the best is len(dendrogram) - 1. The higher the level is, the bigger - are the communities - - - Parameters - ---------- - graph : networkx.Graph - the networkx graph which will be decomposed - part_init : dict, optional - the algorithm will start using this partition of the nodes. It's a - dictionary where keys are their nodes and values the communities - weight : str, optional - the key in graph to use as weight. Default to 'weight' - resolution : double, optional - Will change the size of the communities, default to 1. - represents the time described in - "Laplacian Dynamics and Multiscale Modular Structure in Networks", - R. Lambiotte, J.-C. Delvenne, M. Barahona - - Returns - ------- - dendrogram : list of dictionaries - a list of partitions, ie dictionnaries where keys of the i+1 are the - values of the i. and where keys of the first are the nodes of graph - - Raises - ------ - TypeError - If the graph is not a networkx.Graph - - See Also - -------- - best_partition - - Notes - ----- - Uses Louvain algorithm - - References - ---------- - .. 1. Blondel, V.D. et al. Fast unfolding of communities in large - networks. J. Stat. Mech 10008, 1-12(2008). - - Examples - -------- - >>> G=nx.erdos_renyi_graph(100, 0.01) - >>> dendo = generate_dendrogram(G) - >>> for level in range(len(dendo) - 1) : - >>> print("partition at level", level, - >>> "is", partition_at_level(dendo, level)) - :param weight: - :type weight: - """ - if graph.is_directed(): - raise TypeError("Bad graph type, use only non directed graph") - - # special case, when there is no link - # the best partition is everyone in its community - if graph.number_of_edges() == 0: - part = dict([]) - for node in graph.nodes(): - part[node] = node - return [part] - - current_graph = graph.copy() - status = Status() - status.init(current_graph, weight, part_init) - status_list = list() - __one_level(current_graph, status, weight, resolution, randomize) - new_mod = __modularity(status) - partition = __renumber(status.node2com) - status_list.append(partition) - mod = new_mod - current_graph = induced_graph(partition, current_graph, weight) - status.init(current_graph, weight) - - while True: - __one_level(current_graph, status, weight, resolution, randomize) - new_mod = __modularity(status) - if new_mod - mod < __MIN: - break - partition = __renumber(status.node2com) - status_list.append(partition) - mod = new_mod - current_graph = induced_graph(partition, current_graph, weight) - status.init(current_graph, weight) - return status_list[:] - - -def induced_graph(partition, graph, weight="weight"): - """Produce the graph where nodes are the communities - - there is a link of weight w between communities if the sum of the weights - of the links between their elements is w - - Parameters - ---------- - partition : dict - a dictionary where keys are graph nodes and values the part the node - belongs to - graph : networkx.Graph - the initial graph - weight : str, optional - the key in graph to use as weight. Default to 'weight' - - - Returns - ------- - g : networkx.Graph - a networkx graph where nodes are the parts - - Examples - -------- - >>> n = 5 - >>> g = nx.complete_graph(2*n) - >>> part = dict([]) - >>> for node in g.nodes() : - >>> part[node] = node % 2 - >>> ind = induced_graph(part, g) - >>> goal = nx.Graph() - >>> goal.add_weighted_edges_from([(0,1,n*n),(0,0,n*(n-1)/2), (1, 1, n*(n-1)/2)]) # NOQA - >>> nx.is_isomorphic(int, goal) - True - """ - ret = nx.Graph() - ret.add_nodes_from(partition.values()) - - for node1, node2, datas in graph.edges(data=True): - edge_weight = datas.get(weight, 1) - com1 = partition[node1] - com2 = partition[node2] - w_prec = ret.get_edge_data(com1, com2, {weight: 0}).get(weight, 1) - ret.add_edge(com1, com2, **{weight: w_prec + edge_weight}) - - return ret - - -def __renumber(dictionary): - """Renumber the values of the dictionary from 0 to n - """ - count = 0 - ret = dictionary.copy() - new_values = dict([]) - - for key in dictionary.keys(): - value = dictionary[key] - new_value = new_values.get(value, -1) - if new_value == -1: - new_values[value] = count - new_value = count - count += 1 - ret[key] = new_value - - return ret - - -def __randomly(seq, randomize): - """ Convert sequence or iterable to an iterable in random order if - randomize """ - if randomize: - shuffled = list(seq) - random.shuffle(shuffled) - return iter(shuffled) - return seq - - -def __one_level(graph, status, weight_key, resolution, randomize): - """Compute one level of communities - """ - modified = True - nb_pass_done = 0 - cur_mod = __modularity(status) - new_mod = cur_mod - - while modified and nb_pass_done != __PASS_MAX: - cur_mod = new_mod - modified = False - nb_pass_done += 1 - - for node in __randomly(graph.nodes(), randomize): - com_node = status.node2com[node] - degc_totw = status.gdegrees.get(node, 0.) / (status.total_weight * 2.) # NOQA - neigh_communities = __neighcom(node, graph, status, weight_key) - __remove(node, com_node, - neigh_communities.get(com_node, 0.), status) - best_com = com_node - best_increase = 0 - for com, dnc in __randomly(neigh_communities.items(), - randomize): - incr = resolution * dnc - \ - status.degrees.get(com, 0.) * degc_totw - if incr > best_increase: - best_increase = incr - best_com = com - __insert(node, best_com, - neigh_communities.get(best_com, 0.), status) - if best_com != com_node: - modified = True - new_mod = __modularity(status) - if new_mod - cur_mod < __MIN: - break - - -def __neighcom(node, graph, status, weight_key): - """ - Compute the communities in the neighborhood of node in the graph given - with the decomposition node2com - """ - weights = {} - for neighbor, datas in graph[node].items(): - if neighbor != node: - edge_weight = datas.get(weight_key, 1) - neighborcom = status.node2com[neighbor] - weights[neighborcom] = weights.get(neighborcom, 0) + edge_weight - - return weights - - -def __remove(node, com, weight, status): - """ Remove node from community com and modify status""" - status.degrees[com] = (status.degrees.get(com, 0.) - - status.gdegrees.get(node, 0.)) - status.internals[com] = float(status.internals.get(com, 0.) - - weight - status.loops.get(node, 0.)) - status.node2com[node] = -1 - - -def __insert(node, com, weight, status): - """ Insert node into community and modify status""" - status.node2com[node] = com - status.degrees[com] = (status.degrees.get(com, 0.) + - status.gdegrees.get(node, 0.)) - status.internals[com] = float(status.internals.get(com, 0.) + - weight + status.loops.get(node, 0.)) - - -def __modularity(status): - """ - Fast compute the modularity of the partition of the graph using - status precomputed - """ - links = float(status.total_weight) - result = 0. - for community in set(status.node2com.values()): - in_degree = status.internals.get(community, 0.) - degree = status.degrees.get(community, 0.) - if links > 0: - result += in_degree / links - ((degree / (2. * links)) ** 2) - return result diff --git a/Orange/widgets/unsupervised/owlouvainclustering.py b/Orange/widgets/unsupervised/owlouvainclustering.py index be39ababc36..a42b2ad93ae 100644 --- a/Orange/widgets/unsupervised/owlouvainclustering.py +++ b/Orange/widgets/unsupervised/owlouvainclustering.py @@ -1,15 +1,14 @@ from collections import deque -from concurrent.futures import Future +from concurrent.futures import Future # pylint: disable=unused-import from enum import Enum -import networkx as nx +import networkx as nx # pylint: disable=unused-import import numpy as np from AnyQt.QtCore import Qt, pyqtSignal as Signal, QObject -from AnyQt.QtWidgets import QSlider, QCheckBox, QWidget +from AnyQt.QtWidgets import QSlider, QCheckBox, QWidget # pylint: disable=unused-import from types import SimpleNamespace as namespace -from typing import Optional +from typing import Optional # pylint: disable=unused-import -import Orange.statistics.util as ut from Orange.clustering.louvain import table_to_knn_graph, Louvain from Orange.data import Table, DiscreteVariable from Orange.projection import PCA From e4c854bbec4ca27dea8957103a3cb2f15027fedc Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Pavlin=20Poli=C4=8Dar?= Date: Tue, 3 Jul 2018 12:04:11 +0200 Subject: [PATCH 03/14] OWLouvain: Remove failing doctests from library --- Orange/clustering/_louvain.py | 56 ----------------------------------- 1 file changed, 56 deletions(-) diff --git a/Orange/clustering/_louvain.py b/Orange/clustering/_louvain.py index 72c4ce840c1..b85a153155c 100644 --- a/Orange/clustering/_louvain.py +++ b/Orange/clustering/_louvain.py @@ -113,12 +113,6 @@ def partition_at_level(dendrogram, level): best_partition which directly combines partition_at_level and generate_dendrogram to obtain the partition of highest modularity - Examples - -------- - >>> G=nx.erdos_renyi_graph(100, 0.01) - >>> dendrogram = generate_dendrogram(G) - >>> for level in range(len(dendrogram) - 1) : - >>> print("partition at level", level, "is", partition_at_level(dendrogram, level)) # NOQA """ partition = dendrogram[0].copy() for index in range(1, level + 1): @@ -160,11 +154,6 @@ def modularity(partition, graph, weight='weight'): .. 1. Newman, M.E.J. & Girvan, M. Finding and evaluating community structure in networks. Physical Review E 69, 26113(2004). - Examples - -------- - >>> G=nx.erdos_renyi_graph(100, 0.01) - >>> part = best_partition(G) - >>> modularity(part, G) """ if graph.is_directed(): raise TypeError("Bad graph type, use only non directed graph") @@ -242,30 +231,6 @@ def best_partition(graph, partition=None, .. 1. Blondel, V.D. et al. Fast unfolding of communities in large networks. J. Stat. Mech 10008, 1-12(2008). - Examples - -------- - >>> #Basic usage - >>> G=nx.erdos_renyi_graph(100, 0.01) - >>> part = best_partition(G) - - >>> #other example to display a graph with its community : - >>> #better with karate_graph() as defined in networkx examples - >>> #erdos renyi don't have true community structure - >>> G = nx.erdos_renyi_graph(30, 0.05) - >>> #first compute the best partition - >>> partition = community.best_partition(G) - >>> #drawing - >>> size = float(len(set(partition.values()))) - >>> pos = nx.spring_layout(G) - >>> count = 0. - >>> for com in set(partition.values()) : - >>> count += 1. - >>> list_nodes = [nodes for nodes in partition.keys() - >>> if partition[nodes] == com] - >>> nx.draw_networkx_nodes(G, pos, list_nodes, node_size = 20, - node_color = str(count / size)) - >>> nx.draw_networkx_edges(G, pos, alpha=0.5) - >>> plt.show() """ dendo = generate_dendrogram(graph, partition, @@ -327,15 +292,6 @@ def generate_dendrogram(graph, .. 1. Blondel, V.D. et al. Fast unfolding of communities in large networks. J. Stat. Mech 10008, 1-12(2008). - Examples - -------- - >>> G=nx.erdos_renyi_graph(100, 0.01) - >>> dendo = generate_dendrogram(G) - >>> for level in range(len(dendo) - 1) : - >>> print("partition at level", level, - >>> "is", partition_at_level(dendo, level)) - :param weight: - :type weight: """ if graph.is_directed(): raise TypeError("Bad graph type, use only non directed graph") @@ -395,18 +351,6 @@ def induced_graph(partition, graph, weight="weight"): g : networkx.Graph a networkx graph where nodes are the parts - Examples - -------- - >>> n = 5 - >>> g = nx.complete_graph(2*n) - >>> part = dict([]) - >>> for node in g.nodes() : - >>> part[node] = node % 2 - >>> ind = induced_graph(part, g) - >>> goal = nx.Graph() - >>> goal.add_weighted_edges_from([(0,1,n*n),(0,0,n*(n-1)/2), (1, 1, n*(n-1)/2)]) # NOQA - >>> nx.is_isomorphic(int, goal) - True """ ret = nx.Graph() ret.add_nodes_from(partition.values()) From b10861a87cc3b5f1b62b14edae05b268ddfe8c72 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Pavlin=20Poli=C4=8Dar?= Date: Tue, 3 Jul 2018 13:16:46 +0200 Subject: [PATCH 04/14] OWLouvain: Add library to requirements and remove code --- Orange/clustering/_louvain.py | 479 ---------------------------------- Orange/clustering/louvain.py | 2 +- requirements-core.txt | 1 + 3 files changed, 2 insertions(+), 480 deletions(-) delete mode 100644 Orange/clustering/_louvain.py diff --git a/Orange/clustering/_louvain.py b/Orange/clustering/_louvain.py deleted file mode 100644 index b85a153155c..00000000000 --- a/Orange/clustering/_louvain.py +++ /dev/null @@ -1,479 +0,0 @@ -"""Python port for Louvain clustering, available at -https://github.com/taynaud/python-louvain - -Original C++ implementation available at -https://sites.google.com/site/findcommunities/ - -""" -import random - -import networkx as nx - -__PASS_MAX = -1 -__MIN = 0.0000001 - - -class Status(object): - """ - To handle several data in one struct. - - Could be replaced by named tuple, but don't want to depend on python 2.6 - """ - node2com = {} - total_weight = 0 - internals = {} - degrees = {} - gdegrees = {} - - def __init__(self): - self.node2com = dict([]) - self.total_weight = 0 - self.degrees = dict([]) - self.gdegrees = dict([]) - self.internals = dict([]) - self.loops = dict([]) - - def __str__(self): - return ("node2com : " + str(self.node2com) + " degrees : " - + str(self.degrees) + " internals : " + str(self.internals) - + " total_weight : " + str(self.total_weight)) - - def init(self, graph, weight, part=None): - """Initialize the status of a graph with every node in one community""" - count = 0 - self.node2com = dict([]) - self.total_weight = 0 - self.degrees = dict([]) - self.gdegrees = dict([]) - self.internals = dict([]) - self.total_weight = graph.size(weight=weight) - if part is None: - for node in graph.nodes(): - self.node2com[node] = count - deg = float(graph.degree(node, weight=weight)) - if deg < 0: - error = "Bad graph type ({})".format(type(graph)) - raise ValueError(error) - self.degrees[count] = deg - self.gdegrees[node] = deg - edge_data = graph.get_edge_data(node, node, default={weight: 0}) - self.loops[node] = float(edge_data.get(weight, 1)) - self.internals[count] = self.loops[node] - count += 1 - else: - for node in graph.nodes(): - com = part[node] - self.node2com[node] = com - deg = float(graph.degree(node, weight=weight)) - self.degrees[com] = self.degrees.get(com, 0) + deg - self.gdegrees[node] = deg - inc = 0. - for neighbor, datas in graph[node].items(): - edge_weight = datas.get(weight, 1) - if edge_weight <= 0: - error = "Bad graph type ({})".format(type(graph)) - raise ValueError(error) - if part[neighbor] == com: - if neighbor == node: - inc += float(edge_weight) - else: - inc += float(edge_weight) / 2. - self.internals[com] = self.internals.get(com, 0) + inc - - -def partition_at_level(dendrogram, level): - """Return the partition of the nodes at the given level - - A dendrogram is a tree and each level is a partition of the graph nodes. - Level 0 is the first partition, which contains the smallest communities, - and the best is len(dendrogram) - 1. - The higher the level is, the bigger are the communities - - Parameters - ---------- - dendrogram : list of dict - a list of partitions, ie dictionnaries where keys of the i+1 are the - values of the i. - level : int - the level which belongs to [0..len(dendrogram)-1] - - Returns - ------- - partition : dictionnary - A dictionary where keys are the nodes and the values are the set it - belongs to - - Raises - ------ - KeyError - If the dendrogram is not well formed or the level is too high - - See Also - -------- - best_partition which directly combines partition_at_level and - generate_dendrogram to obtain the partition of highest modularity - - """ - partition = dendrogram[0].copy() - for index in range(1, level + 1): - for node, community in partition.items(): - partition[node] = dendrogram[index][community] - return partition - - -def modularity(partition, graph, weight='weight'): - """Compute the modularity of a partition of a graph - - Parameters - ---------- - partition : dict - the partition of the nodes, i.e a dictionary where keys are their nodes - and values the communities - graph : networkx.Graph - the networkx graph which is decomposed - weight : str, optional - the key in graph to use as weight. Default to 'weight' - - - Returns - ------- - modularity : float - The modularity - - Raises - ------ - KeyError - If the partition is not a partition of all graph nodes - ValueError - If the graph has no link - TypeError - If graph is not a networkx.Graph - - References - ---------- - .. 1. Newman, M.E.J. & Girvan, M. Finding and evaluating community - structure in networks. Physical Review E 69, 26113(2004). - - """ - if graph.is_directed(): - raise TypeError("Bad graph type, use only non directed graph") - - inc = dict([]) - deg = dict([]) - links = graph.size(weight=weight) - if links == 0: - raise ValueError("A graph without link has an undefined modularity") - - for node in graph: - com = partition[node] - deg[com] = deg.get(com, 0.) + graph.degree(node, weight=weight) - for neighbor, datas in graph[node].items(): - edge_weight = datas.get(weight, 1) - if partition[neighbor] == com: - if neighbor == node: - inc[com] = inc.get(com, 0.) + float(edge_weight) - else: - inc[com] = inc.get(com, 0.) + float(edge_weight) / 2. - - res = 0. - for com in set(partition.values()): - res += (inc.get(com, 0.) / links) - \ - (deg.get(com, 0.) / (2. * links)) ** 2 - return res - - -def best_partition(graph, partition=None, - weight='weight', resolution=1., randomize=False): - """Compute the partition of the graph nodes which maximises the modularity - (or try..) using the Louvain heuristices - - This is the partition of highest modularity, i.e. the highest partition - of the dendrogram generated by the Louvain algorithm. - - Parameters - ---------- - graph : networkx.Graph - the networkx graph which is decomposed - partition : dict, optional - the algorithm will start using this partition of the nodes. - It's a dictionary where keys are their nodes and values the communities - weight : str, optional - the key in graph to use as weight. Default to 'weight' - resolution : double, optional - Will change the size of the communities, default to 1. - represents the time described in - "Laplacian Dynamics and Multiscale Modular Structure in Networks", - R. Lambiotte, J.-C. Delvenne, M. Barahona - randomize : boolean, optional - Will randomize the node evaluation order and the community evaluation - order to get different partitions at each call - - Returns - ------- - partition : dictionnary - The partition, with communities numbered from 0 to number of communities - - Raises - ------ - NetworkXError - If the graph is not Eulerian. - - See Also - -------- - generate_dendrogram to obtain all the decompositions levels - - Notes - ----- - Uses Louvain algorithm - - References - ---------- - .. 1. Blondel, V.D. et al. Fast unfolding of communities in - large networks. J. Stat. Mech 10008, 1-12(2008). - - """ - dendo = generate_dendrogram(graph, - partition, - weight, - resolution, - randomize) - return partition_at_level(dendo, len(dendo) - 1) - - -def generate_dendrogram(graph, - part_init=None, - weight='weight', - resolution=1., - randomize=False): - """Find communities in the graph and return the associated dendrogram - - A dendrogram is a tree and each level is a partition of the graph nodes. - Level 0 is the first partition, which contains the smallest communities, - and the best is len(dendrogram) - 1. The higher the level is, the bigger - are the communities - - - Parameters - ---------- - graph : networkx.Graph - the networkx graph which will be decomposed - part_init : dict, optional - the algorithm will start using this partition of the nodes. It's a - dictionary where keys are their nodes and values the communities - weight : str, optional - the key in graph to use as weight. Default to 'weight' - resolution : double, optional - Will change the size of the communities, default to 1. - represents the time described in - "Laplacian Dynamics and Multiscale Modular Structure in Networks", - R. Lambiotte, J.-C. Delvenne, M. Barahona - - Returns - ------- - dendrogram : list of dictionaries - a list of partitions, ie dictionnaries where keys of the i+1 are the - values of the i. and where keys of the first are the nodes of graph - - Raises - ------ - TypeError - If the graph is not a networkx.Graph - - See Also - -------- - best_partition - - Notes - ----- - Uses Louvain algorithm - - References - ---------- - .. 1. Blondel, V.D. et al. Fast unfolding of communities in large - networks. J. Stat. Mech 10008, 1-12(2008). - - """ - if graph.is_directed(): - raise TypeError("Bad graph type, use only non directed graph") - - # special case, when there is no link - # the best partition is everyone in its community - if graph.number_of_edges() == 0: - part = dict([]) - for node in graph.nodes(): - part[node] = node - return [part] - - current_graph = graph.copy() - status = Status() - status.init(current_graph, weight, part_init) - status_list = list() - __one_level(current_graph, status, weight, resolution, randomize) - new_mod = __modularity(status) - partition = __renumber(status.node2com) - status_list.append(partition) - mod = new_mod - current_graph = induced_graph(partition, current_graph, weight) - status.init(current_graph, weight) - - while True: - __one_level(current_graph, status, weight, resolution, randomize) - new_mod = __modularity(status) - if new_mod - mod < __MIN: - break - partition = __renumber(status.node2com) - status_list.append(partition) - mod = new_mod - current_graph = induced_graph(partition, current_graph, weight) - status.init(current_graph, weight) - return status_list[:] - - -def induced_graph(partition, graph, weight="weight"): - """Produce the graph where nodes are the communities - - there is a link of weight w between communities if the sum of the weights - of the links between their elements is w - - Parameters - ---------- - partition : dict - a dictionary where keys are graph nodes and values the part the node - belongs to - graph : networkx.Graph - the initial graph - weight : str, optional - the key in graph to use as weight. Default to 'weight' - - - Returns - ------- - g : networkx.Graph - a networkx graph where nodes are the parts - - """ - ret = nx.Graph() - ret.add_nodes_from(partition.values()) - - for node1, node2, datas in graph.edges(data=True): - edge_weight = datas.get(weight, 1) - com1 = partition[node1] - com2 = partition[node2] - w_prec = ret.get_edge_data(com1, com2, {weight: 0}).get(weight, 1) - ret.add_edge(com1, com2, **{weight: w_prec + edge_weight}) - - return ret - - -def __renumber(dictionary): - """Renumber the values of the dictionary from 0 to n - """ - count = 0 - ret = dictionary.copy() - new_values = dict([]) - - for key in dictionary.keys(): - value = dictionary[key] - new_value = new_values.get(value, -1) - if new_value == -1: - new_values[value] = count - new_value = count - count += 1 - ret[key] = new_value - - return ret - - -def __randomly(seq, randomize): - """ Convert sequence or iterable to an iterable in random order if - randomize """ - if randomize: - shuffled = list(seq) - random.shuffle(shuffled) - return iter(shuffled) - return seq - - -def __one_level(graph, status, weight_key, resolution, randomize): - """Compute one level of communities - """ - modified = True - nb_pass_done = 0 - cur_mod = __modularity(status) - new_mod = cur_mod - - while modified and nb_pass_done != __PASS_MAX: - cur_mod = new_mod - modified = False - nb_pass_done += 1 - - for node in __randomly(graph.nodes(), randomize): - com_node = status.node2com[node] - degc_totw = status.gdegrees.get(node, 0.) / (status.total_weight * 2.) # NOQA - neigh_communities = __neighcom(node, graph, status, weight_key) - __remove(node, com_node, - neigh_communities.get(com_node, 0.), status) - best_com = com_node - best_increase = 0 - for com, dnc in __randomly(neigh_communities.items(), - randomize): - incr = resolution * dnc - \ - status.degrees.get(com, 0.) * degc_totw - if incr > best_increase: - best_increase = incr - best_com = com - __insert(node, best_com, - neigh_communities.get(best_com, 0.), status) - if best_com != com_node: - modified = True - new_mod = __modularity(status) - if new_mod - cur_mod < __MIN: - break - - -def __neighcom(node, graph, status, weight_key): - """ - Compute the communities in the neighborhood of node in the graph given - with the decomposition node2com - """ - weights = {} - for neighbor, datas in graph[node].items(): - if neighbor != node: - edge_weight = datas.get(weight_key, 1) - neighborcom = status.node2com[neighbor] - weights[neighborcom] = weights.get(neighborcom, 0) + edge_weight - - return weights - - -def __remove(node, com, weight, status): - """ Remove node from community com and modify status""" - status.degrees[com] = (status.degrees.get(com, 0.) - - status.gdegrees.get(node, 0.)) - status.internals[com] = float(status.internals.get(com, 0.) - - weight - status.loops.get(node, 0.)) - status.node2com[node] = -1 - - -def __insert(node, com, weight, status): - """ Insert node into community and modify status""" - status.node2com[node] = com - status.degrees[com] = (status.degrees.get(com, 0.) + - status.gdegrees.get(node, 0.)) - status.internals[com] = float(status.internals.get(com, 0.) + - weight + status.loops.get(node, 0.)) - - -def __modularity(status): - """ - Fast compute the modularity of the partition of the graph using - status precomputed - """ - links = float(status.total_weight) - result = 0. - for community in set(status.node2com.values()): - in_degree = status.internals.get(community, 0.) - degree = status.degrees.get(community, 0.) - if links > 0: - result += in_degree / links - ((degree / (2. * links)) ** 2) - return result diff --git a/Orange/clustering/louvain.py b/Orange/clustering/louvain.py index 4a8fd2b7315..19a24b90b64 100644 --- a/Orange/clustering/louvain.py +++ b/Orange/clustering/louvain.py @@ -12,7 +12,7 @@ import Orange from Orange.data import Table -from ._louvain import best_partition +from community import best_partition def jaccard(x, y): diff --git a/requirements-core.txt b/requirements-core.txt index d723369c3ac..dacd09dd2ba 100644 --- a/requirements-core.txt +++ b/requirements-core.txt @@ -14,3 +14,4 @@ keyrings.alt # for alternative keyring implementations setuptools>=36.3 serverfiles # for Data Sets synchronization networkx +python-louvain From 796a79474e11ff70e580c36619e4b1da1cdb8303 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Pavlin=20Poli=C4=8Dar?= Date: Tue, 17 Jul 2018 09:07:41 +0200 Subject: [PATCH 05/14] OWLouvain: Fixup code, replace resolution spinbox with slider, activate slider on mouse release --- Orange/clustering/louvain.py | 2 +- .../unsupervised/owlouvainclustering.py | 33 +++++++++---------- 2 files changed, 16 insertions(+), 19 deletions(-) diff --git a/Orange/clustering/louvain.py b/Orange/clustering/louvain.py index 19a24b90b64..d6bc8b8606f 100644 --- a/Orange/clustering/louvain.py +++ b/Orange/clustering/louvain.py @@ -8,11 +8,11 @@ import networkx as nx import numpy as np +from community import best_partition from sklearn.neighbors import NearestNeighbors import Orange from Orange.data import Table -from community import best_partition def jaccard(x, y): diff --git a/Orange/widgets/unsupervised/owlouvainclustering.py b/Orange/widgets/unsupervised/owlouvainclustering.py index a42b2ad93ae..fcb9c45faa0 100644 --- a/Orange/widgets/unsupervised/owlouvainclustering.py +++ b/Orange/widgets/unsupervised/owlouvainclustering.py @@ -136,37 +136,42 @@ def __init__(self): pca_box = gui.vBox(self.controlArea, 'PCA Preprocessing') self.apply_pca_cbx = gui.checkBox( pca_box, self, 'apply_pca', label='Apply PCA preprocessing', - callback=self._update_apply_pca, + callback=self._update_graph, ) # type: QCheckBox self.pca_components_slider = gui.hSlider( pca_box, self, 'pca_components', label='Components: ', minValue=2, maxValue=_MAX_PCA_COMPONENTS, - callback=self._update_pca_components, ) # type: QSlider + self.pca_components_slider.sliderReleased.connect(self._update_pca_components) graph_box = gui.vBox(self.controlArea, 'Graph parameters') self.metric_combo = gui.comboBox( graph_box, self, 'metric_idx', label='Distance metric', - items=[m[0] for m in METRICS], callback=self._update_metric, + items=[m[0] for m in METRICS], callback=self._update_graph, orientation=Qt.Horizontal, ) # type: gui.OrangeComboBox self.k_neighbors_spin = gui.spin( graph_box, self, 'k_neighbors', minv=1, maxv=_MAX_K_NEIGBOURS, label='k neighbors', controlWidth=80, alignment=Qt.AlignRight, - callback=self._update_k_neighbors, - ) # type: gui.SpinBoxWFocusOut - self.cls_epsilon_spin = gui.spin( - graph_box, self, 'resolution', 0, 5., 1e-2, spinType=float, - label='Resolution', controlWidth=80, alignment=Qt.AlignRight, - callback=self._update_resolution, + callback=self._update_graph, ) # type: gui.SpinBoxWFocusOut + self.resolution_spin = gui.hSlider( + graph_box, self, 'resolution', minValue=0, maxValue=5., step=1e-1, + label='Resolution', intOnly=False, labelFormat='%.1f', + ) # type: QSlider + self.resolution_spin.sliderReleased.connect(self._update_resolution) + self.resolution_spin.parent().setToolTip( + 'The resolution parameter affects the number of clusters to find. ' + 'Smaller values tend to produce more clusters and larger values ' + 'retrieve less clusters.' + ) self.apply_button = gui.auto_commit( self.controlArea, self, 'auto_commit', 'Apply', box=None, commit=self.commit, ) # type: QWidget - def _update_apply_pca(self): + def _update_graph(self): self._invalidate_graph() self.commit() @@ -174,14 +179,6 @@ def _update_pca_components(self): self._invalidate_pca_projection() self.commit() - def _update_metric(self): - self._invalidate_graph() - self.commit() - - def _update_k_neighbors(self): - self._invalidate_graph() - self.commit() - def _update_resolution(self): self._invalidate_partition() self.commit() From 6c5231c2e85d34684dec216026d883f375b18fdf Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Pavlin=20Poli=C4=8Dar?= Date: Tue, 17 Jul 2018 09:17:29 +0200 Subject: [PATCH 06/14] OWLouvain: Use tracking instead of mouse release event to properly update slider --- Orange/widgets/unsupervised/owlouvainclustering.py | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/Orange/widgets/unsupervised/owlouvainclustering.py b/Orange/widgets/unsupervised/owlouvainclustering.py index fcb9c45faa0..67454a25b48 100644 --- a/Orange/widgets/unsupervised/owlouvainclustering.py +++ b/Orange/widgets/unsupervised/owlouvainclustering.py @@ -140,9 +140,9 @@ def __init__(self): ) # type: QCheckBox self.pca_components_slider = gui.hSlider( pca_box, self, 'pca_components', label='Components: ', minValue=2, - maxValue=_MAX_PCA_COMPONENTS, + maxValue=_MAX_PCA_COMPONENTS, callback=self._update_pca_components, + tracking=False ) # type: QSlider - self.pca_components_slider.sliderReleased.connect(self._update_pca_components) graph_box = gui.vBox(self.controlArea, 'Graph parameters') self.metric_combo = gui.comboBox( @@ -158,8 +158,8 @@ def __init__(self): self.resolution_spin = gui.hSlider( graph_box, self, 'resolution', minValue=0, maxValue=5., step=1e-1, label='Resolution', intOnly=False, labelFormat='%.1f', + callback=self._update_resolution, tracking=False, ) # type: QSlider - self.resolution_spin.sliderReleased.connect(self._update_resolution) self.resolution_spin.parent().setToolTip( 'The resolution parameter affects the number of clusters to find. ' 'Smaller values tend to produce more clusters and larger values ' From e5e3796696bc7f95b3e8843b0900ce56c8dd1e69 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Pavlin=20Poli=C4=8Dar?= Date: Tue, 17 Jul 2018 09:43:47 +0200 Subject: [PATCH 07/14] OWLouvain: Fix crash when changing paramters too quickly --- .../unsupervised/owlouvainclustering.py | 29 ++++++++++++------- 1 file changed, 18 insertions(+), 11 deletions(-) diff --git a/Orange/widgets/unsupervised/owlouvainclustering.py b/Orange/widgets/unsupervised/owlouvainclustering.py index 67454a25b48..9816831a4a4 100644 --- a/Orange/widgets/unsupervised/owlouvainclustering.py +++ b/Orange/widgets/unsupervised/owlouvainclustering.py @@ -42,11 +42,16 @@ class TaskQueue(QObject): on_exception = Signal(Exception) on_complete = Signal() on_progress = Signal(float) + on_cancel = Signal() def __init__(self, parent=None): super().__init__(parent=parent) self.__tasks = deque() self.__progress = 0 + self.__cancelled = False + + def cancel(self): + self.__cancelled = True def push(self, task): self.__tasks.append(task) @@ -62,6 +67,10 @@ def start(self): for idx, task_spec in enumerate(self.__tasks): + if self.__cancelled: + self.on_cancel.emit() + return + def __task_progress(percentage): current_progress = idx / num_tasks # How much progress can each task contribute to the total @@ -81,7 +90,7 @@ def __task_progress(percentage): except Exception as e: self.on_exception.emit(e) - break + return self.on_complete.emit() @@ -118,9 +127,6 @@ class Error(widget.OWWidget.Error): empty_dataset = Msg('No features in data') general_error = Msg('Error occured during clustering\n{}') - class State(Enum): - Pending, Running = range(2) - def __init__(self): super().__init__() @@ -131,7 +137,7 @@ def __init__(self): self.__executor = ThreadExecutor(parent=self) self.__future = None # type: Optional[Future] - self.__state = self.State.Pending + self.__queue = None # type: Optional[TaskQueue] pca_box = gui.vBox(self.controlArea, 'PCA Preprocessing') self.apply_pca_cbx = gui.checkBox( @@ -221,18 +227,17 @@ def _handle_exceptions(self, ex): def cancel(self): """Cancel any running jobs.""" - if self.__state == self.State.Running: - assert self.__future is not None + if self.__future is not None: + assert self.__queue is not None + self.__queue.cancel() + self.__queue = None self.__future.cancel() self.__future = None - self.__state = self.State.Pending - def commit(self): self.Error.clear() # Kill any running jobs self.cancel() - assert self.__state == self.State.Pending if self.data is None: return @@ -264,15 +269,17 @@ def commit(self): queue.on_complete.connect(self._processing_complete) queue.on_complete.connect(self._send_data) queue.on_exception.connect(self._handle_exceptions) + self.__queue = queue # Run the task queue self.progressBarInit() self.setBlocking(True) self.__future = self.__executor.submit(queue.start) - self.__state = self.State.Running def _send_data(self): domain = self.data.domain + if self.partition is None: + return # Compute the frequency of each cluster index counts = np.bincount(self.partition) indices = np.argsort(counts)[::-1] From 15802fb56ddb4d2ba6a9e9af3a865d0ad7c50b87 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Pavlin=20Poli=C4=8Dar?= Date: Tue, 17 Jul 2018 10:07:58 +0200 Subject: [PATCH 08/14] OWLouvain: Add documentation stub --- .../unsupervised/images/Louvain-stamped.png | Bin 0 -> 18200 bytes .../unsupervised/louvainclustering.rst | 38 ++++++++++++++++++ 2 files changed, 38 insertions(+) create mode 100644 doc/visual-programming/source/widgets/unsupervised/images/Louvain-stamped.png create mode 100644 doc/visual-programming/source/widgets/unsupervised/louvainclustering.rst diff --git a/doc/visual-programming/source/widgets/unsupervised/images/Louvain-stamped.png b/doc/visual-programming/source/widgets/unsupervised/images/Louvain-stamped.png new file mode 100644 index 0000000000000000000000000000000000000000..2d87d62cd813bd75256d40797b13a51f2af2e160 GIT binary patch literal 18200 zcmaic2RxU5-|v+q*_9b0NwSlb5uqX@$qI!s3(0JVlvN}Wk|cy=&+HkJBwNUcjOUBJ^W{fgUWd)f}q^J`M)j1^B2qnaq^?8@^PITFQ%g1jCa?s)E(Th!~3FQ=w8FI zS7ODlOqI6LSKcdqmE@fHA{Pb=8 zmxiK(f>>Y4#z3B}rIn>*jQY!OpXONY8#H17>|*y*@qmyn{+@v0La z4yY867n1H^+84n&$Thr++t}Oqo_9d78hx3|cDfDPh=w~WzXiii=jG&_)6rS&__myW ze80Wl((-7G+hkYs+^v?@*6q}L%&%OLw(Sz(;NaN3J9Nixo=k((pw89!7M?*pef_I8 zo7ec*n3R-Ms?j@|YLTUu#fi?f)m18L>a^5UMMcGnW$q6+@?0kL1O?OdGcKy8&3Br3 z`nc?2Wu;}6m~4!aWS5UjKgiAfzOF9mei)mSgXutpSABgwvu|W%lh##L&<%?)H0fN=klV;WKB>yvxmfA!_lkD@8*?!^D*@+Ifp>w%{jE zvM<$8beU0722}geW*FvClZf@?;qet5O+;rp=6cpXv z-K|Myni?8XQc?mQJz|%;weaGoldPQF#@`8HLc!Sh#k+U!A|ub6nwnm`xReF8o#DwN;(R zX?CFUT%x+yzS9~S)Lse&ZZmz4SS5c?e_L4?KW7j&mc=A|vA5W5rqF3rR8*9g{^J?> zHBy3?pP!O~VvoFsyPjT0LxixLtSmu9N!Z<5{`F&RZvLJ;@9ey=x;(#yP>dCk zm6he>sHx~ImJ|}hm5a(ZL3;bT+GYQ|2;c9 zJ3k*Kb^X$b6FzZqahMeI`r6vs04CuemLn&RA2(}zb5`&KC6-Qpem?#|Ki&AK!vN7c z{_|&dhKW2ucquHc%#`E9roMky_S_n*+E#zL zDMnuYYKH(TD=S~v9(HzY{;8iof2u_Yxy{6dlQ4nlz^w4tFPCp(**^d8nMp7!27MI|MrlPAeynk2==#YIJT$*|MX(qe-V z6__lH_}i3}{<1p_gAOB2F=x0!ZY}=&F*Ab|2l8&O{dI}ek~055M^toWUG}49)zi~UOiDVa zXWNx&=D9lO_xA1E>}=7pb0#Jn{X)FFHZqtF zOq1~W*e6e(ynOlc%@r?|%q@h7sHkD4X=RG%^3q)VyLXbrE3C-WRI2d$hK3_zVozl| zDk@&RdPUergoTMqNbJGI!ZLVS!uxc>6&stH+S)1}+%G#P=YcY&?fXLpe(cwDlX4F% z{}lZU5&|!SjZ~VOE4KIXyPNYPdKu49C2VXCQJHNaPMkP#XV71@DGcVnL31bz9&)FU)JC~&Stt3MnwF_Qj&cM@LJ$@bU7h{OUS4m63*4{77HwULK!LZgvKlfOv#YDCJ18wJEh^g5*4Eb0FoDr?P}kMf zMI&``b=`|f{^Wp~sWJaaEv+wTKBpe7ypTw6+$bf;PvW5)>3HEh)KJ z?mFGjzd>>J9 z`}$ti4XyoZ5Kj9Yqs)alMzO@(x%cGT9Y1~?dpY&f=V%#=RTWEn`!e_CU&4i!8w})* zOiM>1)j2p~u*y6qg4_=e4i2IRpl$8$L5JsHVc8K=P+76#*pnlN4lq(kplw*@87?_dzYZ5e)Muj10tV2W0Ut_BZ4C$l2TIzmPyI>`L6mBCn<5#4b0mne|UKPtoPle{0~~D{E}9@ ziVE)h=2vOubQS(bu(XM&RAokoMuvwgSXQ#nVw$tFubAv6_onJTWGocHKT^oW@T|>8 z!C88WmO;#L0EJUAmd@Vo(y1DQOw;4)>YqAOHp(lO=SMM_D`~fzHKmW%Ha0aqe)w>Y zgsp)Z&m*bI%1ZQNYHI4}o-L|qhg;b96}e1wVAhwGZWNRk7Tz5F9NpK~_pQjq>H76$ z0JQ5IWJE>2U5~YxVT#qhPG?kb^z{BBrm5GVKE-HXBO{hvA=Xw_2jdOSo^3`mW1y!u z?|JCL$iu@Uz{r2_pw;imuTG<%eORjIN1NnbCk>pPozefNdfu_Kv&T+sAD;Z0gT`(3 z`Gt*1fTNi>VBS$oeY#Cb>-ZZ7)T!$ky;!CFMJ|+t$mLq9uOs|;NGBJUXc4n}Z$w|b zcp-7EPuBcH@Uc681&j-Vn?|=1j!sVF&VNT5qt@2eZZH1yF$x@1e<5`pEn=yBD;ZUR z(nR8*LDq@Mrsm}>Q^_;MYGr*V<9 z>f3g6W##wSa`*1tBco!bV`HOgR5sOjo9_JzP&bwp@$%(fIyzGuo6Y~*TdY}Y^KdVQ zwhtS%tE)>rN`m^`a{)oY=%Y?N_bW5Av+vaq1e1{Q*tcTIXiZugn%bP-?`*$*9~e+b zYL%0di_IDaXvNMQb1u4nf2(uOd!=n9E+!`ZxZmWrVkSN9bLWoOb&GXvu*xFZ5uY*7k(y!xUVTER|*8taBLQ%e7QDo$BrF0SC_Kh%(!Z6w_pKr$a@&; z>G{gsQMy(u<2G$vddp>FeGTw-cN(970M#G2zq5l%$B%naO+)|)c6N5QjxV6h9A>7v zefxH^{@l0<=520%o>lw`eWZHX&H2Q(xAs^)*n{}C<-dQwKg>u@9-O-YSo5{qQ{Jzd z<%s1c)K|3keA}<0fC;PWM$#IqU4REu{pB0@r)zyBv0A)eR(4ir)`uQUNlrd+-~fP< zkgP1Wa&U0wmG-xQ6ey7^D=TNBr5UO-KYjYN`=F+*$Lh0s^V*u4dmnV zvHs3YI%5|T1gZ+qUTsI3(cpH|_P4qy-9TM0(1*3QNjrH|67k}zr zy2M48PWKjOcM9JCGC;-F(h9zR|9)Pci?K1=dP^Y7kq_pg50szF-IkcHBq#j+{XyBr z#sb-8^ql31ivIrc%uEr0Lc#%e3E6+@bWsgf+}E#P&!0cv2vCn=3xI((M@B}bUEJB# z1w8QsHCrjAK0MB6V8Ha5^0BKOso*nV;o((lTIQrAgDnYaLPA0)zTCU&dwPn|Ua`o+ z?mS=0x_ z*d-;hyB=`c2&i&}h#olt&?PP=#=Z6E4Jkqa>#eeK-;pD`35W5Pgg0+^`NFQ4n{$s} z{$)2F?4X}&5SyOf*VVPuAY5+Sox6iDwYNWZrH%LNDJ=6uJX%pv5pfqU6u`H2nv@tD zA0HeFeIpq^=0WbGxPyX1+H+mj*9^OWoSHh!cC&h8xn`J@f3B~O6u-(yC>R+PConK> zLU(!!vsp>YPtW{lIl?0%)EKLaDcIG_>^4zXkPb%U^y!Cx%1dr7Qn-->-+CTbmu(=> z>vjChna7H;PoF-eXJP{Wc}Pux?SVVg8f_t-hKGwX2j*Sv#NC@aI$W{gGdB)uz9_&l z&dHho5VAkk<~c7PAK%jUm!}gt+BdK3g~q*P1}#^9^|b6$qT9OlJ~ol?#gZiyK8L0z z`3(V?YxkN)O^Tc!G>ul%mMU<*dHeSCnKN##u4IJ!`f4F6ro&c_oq(IbxPwuGMH~kO z1Z+`KL7&cPY0dun^~Cn6GS`FiwhJ@;o>(0m$J|Xtn3puEs>w;KzUElrC5$gz7}T^D zKZ^aDB|T@IotT)Io!tUtR#tZL)0ONqF~`sVLMI=$wbJK27Z4Ee?m-uGKi2={ixw|^ z_|vDe%kIq?^!xY62M5zF+0YmBn3d^Y0CcH?7>kufnG_NVPHUv9m!>M=i}5v#R?DgzRQf+}_Ra26h9 z=@km#MTw{j=g*^=cz)j-sLX{8_{ja(#lfdht zcChc=>w!`PSk=8-4$c4ZEW(I9o)c_q9m`4%-sN9 zo%NVriQT=|PY}#y_(KRPEYO=qO3_iL5p@HDXAd6inEoM!uTnAzk&}`T6=TiupcEs6 zgO#Qtj9B!vX!8~#%-GJC>w+%iTAxLWI*@_}edo{g1q??|@g_xlu=}8pNm(x%bAP}5 zkt0VqIS0T5smLyaqTl#q`T0d;bo3+EzM(+SznX^(5)u-qE=$t%abrJ!R&8f;b#(l6t=NA8U$(ACjFhyPYtIr#p;ZsP8itz^(z z>?`kW18OL}wODj>p6AnH<9yr5u&}Vu(A|&gj7n}C_BHd|SbG;AA0HOh4mRwHb{MXf zYyVAp*Ms4)F=qTI8{6sy!BU=vdk<b>tEpXWs18A88tN}h`#wDE{CC0T)TvX= z(STlCx6_!5MrJ=Q1$KqBaIL@WTW!9yin6kIN(z5T)Ux*Lmm`0g@GmClRZFvjLRYhr zlXujbYMaWt|hlGH@Bo=3Mdzug@m}|^|HM#1cIWXOC zy}g;?<9(&Kb#)mY*R6C!ZzJvkW;Z=MT#Y5t+bheCSis(Ya)gY~}pEOZk@wpA+ zjaBLG>stmkg$;m?Y3rsbphyOV0GvWphcfx?+b3C<6!o?B^Z-JgvAMvYFgVz-gX6g( zS@hq(e{TuV>prUQ)if$2EiGh}uP(;0!;-G8y*&-O3EC?3CP3qca6!~EDZnZK7~Fnn zXb4OCG278!ShjXO`8&zI`#m?gXzA*%K~b@=NPtQKs%KiHa`9pxKo-!Ai;GKq zT--p(qQ5`6hDPJ$q%C7WLUQuW*@5E*QgU*4@Pue?GaYF?e-|gVQ!#(h9>kJ0H#dLw z>={9PesNTZdl!>{!R%o5cCL_3PA|0$)Tk7EH(TzuJ-5|V;YxnVTNkCbzngot-nl$w zKW0>Z0E$uL=)A>2eK!h}el%wh!8qM6TZ#LXA3l5lKg6hd8X7)tD{RnS=4;&pNr#`0 z@4e+r_4#2m>iVW8&-K-tckbM=wtkbJFY)R2O)OH(l_VrJ3?#NP4XcEJxcDOa9MA@< zv@@^zsX~Bo)VPI(1w5ae)n_)T75&l^XK?jsd9Av>z78V2o1Anh zcMdf95I=td<8-k3(sSh^k)I?eBo7@@ zJ#}h(Q`9Xmve3}bva)rcs6>sZju3{E-G_QVemwn*lxw-ghmr{^L<|azxHyxbVeaKR z8eU^7D=Xdwz&5$tzf%pe6jfDiAgnR_qMcN-QZ~1J1z19X&(6*U)dac_jhy`PLmagl zWI<`r*W0^7SxjEOoPl4DAZFhi62wab%GQDdlmW+iLg#<|g6b0Z=#iNsGcf={n0Apu z(lQKSPv08di6C8h> zMya2f$w*Co5ghD*0t|Auef#!}xjGI%8uqst8U0z8>zEGk7?-&pm6b&w+j}NDq1pQ6 z$&(NfjB>4;(NEE_Yp9MZ@1UaUEpoZ)?!F3LTZBqYRrRo_XqBJmVX#JsKMw-}29>g) zk}dpfr#zOtkB)pcJXcWC%0r0JL&#)q3!h)L>X|cjy9E>OnLPtd^Yily3i{kRp~~td zDevLoA-}e;TP!n9ix)5&%2;}OI`ozC@$til52GcHsqjyEvPoS3{vNCKh3w6iZ=2T| zdLa-JaTiDtV$Q9bH{@t7AK%?C22(EU+omSF@ODM+oAf^KB1H6&ll=e>v<`>0+?>O z)p+3(#A3j9=&gI>J-wR00n$K~sWlbh+Q0vx#&hr6F?o+?cwLhAC+EmZpld=1sGYdv z_MO>x2kE_q1?LkdYB(k%ax#8NQ8kAd7#Lt51N7?Y=%|#Tfuy9Rt=&(~*F`JZDjmJP zX0GQ+>wc=rZsi&uIqCDqaBlv+rM+et%(u|qMKUKIoF;d^YHC1?oHXwK2d!7BqXnQ* zvU_Pq#GTDQ3zN*9s7Q8@-Fv3i&?g%`JEg%gXJTT)BIDFOC>K~cxRzFJRn0ZBk8_q8 zeL1)7Kg^x7%*@Pfl#I-*thaC7f+fTz?fe0zOGn3VRE5ky z1x|x_eFV$g5 z$)whC_T2j?{F`|OkAX`AqA~}DQ^-Q_`90Nx=0XrxuTB7t-dSHg%EfgFO=s!tb>MGV z=P@ls#d{eUGl2htnnDp#pc2oY?_pwMVrPG3G#qyvjFZ}w^0OXjIl;l*{ z3)m0$3_jqW@z#TKa%*5M+6@&Sp=92Wy?E);cfdq+JsF5Yy}iA(9LJo^OSgJ++wBta ztFByg0SU9)*w&;UC3kz%Gx|j8%Rd^d@*39To0JsK)uo-`EONKRjCIYRAPAe3LAu#S zm@?;EHtyjI`-x8X^Cw^Xy3tQB!Mt6&c9Epb?I5iJWVW@lgZdp6)dT)$QgUNU19Ti42KQ(2ihhLWRYenAKa2;*vr+i8KmgA- zzM{-(bB-=CE$xx;%lJ2MmSC7kM1e_N>wR+(hJ-LE<}yl0j)B0g2Rep^4>O_yt!x2f zu2@@x1LL&bC-!8C^M%dk`KbaObDbpKC=@i;8Z6j5^4d@u7N!8E^R2 z4PBRd0sO_xrPOfku$l*pg)%>^&;7>S!6)O<aOvEdcbOLzkF;FU<{MFlm@YUOnPp<}^&uh*gAV zi#-MM=?QfZu;Amzk6@8o9xRd*1iSzpJ_ezK;5MZorGvs?Ylj2{H8|-&Z$39Ps5x6d zeKhPPYPfSEu(VX}fikqO5|6c8tWjGDbvOpVnX@N@Yc64+X^B@UDN!*o!gS>3Pj?Ps zF@jr@k{s99k5J)`^P`GZF%tf9wRWXuQ8tM zN8OhkFzabX@8IekzfZO})zgV(Qd@gcR~LVOr`_P+9{TJVGXq2WmoEgMjf%zj9~X)$~x}EK=&UmexDf}{73)W#{Y1OP0z%n$udWkd)KeJ6V8Xf za73Jp&&$ou7Z`;0vZ*8`>kO*|jh%kA|0b-tn>TN&C6l4t!yHOYRp$vU*Zf0Aex8n; zRO-AAU-l(q`hA>bf}-?Y9~)U7($V!(eC<{`^Pivnp9umDyJ?Dlv8MR|I)Z>c3X<-28~~JNa?*b&q!ClGc7(1KO8}@jZ92t#>XFMuS(PGvQOGC^bxrGL;z#L>(>=m zHF!c1MaZ>iVCLw{Pr! zWd80uBqZePanz1G-~-ER6qGppqe`}gmM zs=kGQm6iVXE!-?T=ltB9S43V(i92MdOWW(-zsIA=-u`XdS8@{wu1YQl`3i^r*Bp-% z6L~BwejGZNn7c+-Z)S;AuDh{|gQGvli^3lAgC;TpC%tA~xRz6HkViCH4*5E5>TNXa zyU0nQNuc6@h&Ys+=Mvw}!+DT^0|l-Njp2CpNm-o_pFi(C=3W5uf$jyWh-c){022R~ zQwAQ68bw1+o|&5qlN7!5imfdvF+4H?jtXJ~W9au-^JP3z=Fwv@9PI4hN^iSi^`Hq< zUn3-<QhwHxrZFkB?#agrdSiLE{3tj@`R=4^2$;K>2IdI({YNeX#pGz~kAS`p1uNsm>HM z%7@EaL4vA-IuBq}oe7B*#P2!wBr~&m%rW+iE%seKJ>_t^sxx7YqvMQCO#HzjfZ=#8 zB{kI+WE~b3y85PSBZKBMIX$fz-;Bz->Fv3Jp5q6ueJg73>FN3WS%`-x@s6Q+&R6}{ zm6ka&XA3rZUzFaQC+p9{IxZL-8j4R%U0q+hy>tx_7~~G_f7?SgHnuV6zW|m96U;`# za{lw@Pr2*Va|O=39D!Y32G_35z#%u_OluAB7EeRSf!f3uFxRx znVs$J)NE3-=-{Y!@vY-P1Bk9*sL`P}odS@|lR<2ePoIj}w7mBA_J(UKdu!oCclRDc zVMRbD*NF~6c;edH_hz1U^B;cS$DMqQRp?Z6IYJUBoXyR1sE3#ZpqIERhO{Zg&yNzHZsF1!JFC0WLehTsi1~4}$l^LPv*Wh~s3}VI!lS+}vE4%(riBUJ8qsnZutw z1H0N3CBDjMrx}^zMoD!x+%pW_kcC~e(DJ-#pJ2W zfTPe^;%XtJb6nX`$(`<8o(2UOJ=ELIRQ&4%Z8&F0; zWwF{Lv8IUv=kX^20cu)WbPtq&{r)|Tu8p>q@Nyvad=4-D!>-ay^9*jwQQ~nS}mxLG?!XW6tLx2{31LjhJRkn|h57=N}k%2&X*9|sy_ENakUR$@fSmy#8 zW1aZ3YhS!r2B+xtYi=)vFI`>!o@Ed>XJaYdHd0el>5F$Bg6w|f%Fos$+Esl{Iu)0g zTI%0G9dGJ*a{~mB5KvY1a{Wo%g*yxdBl#e&P20gdeLFK00+^@{Mzy+v0s`pGItamB zV2x-Cw7G8vwwsw^WRqZ{%#gMbj;P2>< z>%Wx{dNU&rgMQD**a1E2Y>sAEcy{(Ll=L?`KcT~zKN~!5)zsT-d^YJb{5Uid7-0`} zS57dquq>iuA=+|j<-o*K_i5fd{U<6xLKw}sGx{P_=U`;p+IrUv%&0Q^!U|(xVv-aS zgJ|-Qk#Q}+>=}^N^XG;(HpyrN1R>cdAu6h^tE-`@$tcG}Rb5qG4M%7vBjZUVgqmW6 zyXDlmUWZ)2n7sp48%c+(tZ|hCf^!?AIWVVgxVYcBqsra#T>R=wc(>pfP&>C0F!RC% zjd)x$wRkZ>d}#9^4lrtcsaUwK=u#4Q_ZB@=f0nCcP~-k z9GG8*nZwJ=OAueIbAhS!Xd@=W%vtJZPI)O*tT4UNKX@<+d<4-Ds_KCYJicbo)_?#0 zefI2GRC`n|IH%QD>CPEBILw0Uh){w5uE2Vms|JG$7dE+wnu1^m^ho9doo#LC0lOc( z2MNMDc<8GB)3rD&KR^7!fLg!6iw&l9G{JvFUS05=YnGeW$oRO;<;z>Q7Qo3+u`D=s z^5h<7<^}lcFnr)Z)kPesya~t+eu+ApYtxF6OGr!8NYLK2nTLjyl3M#qZ^L8G1}8yb zI}<6oO^AZ)KJaIIL&H@FmCn+4;PR1p-BsXZlW`5K9z>eV5Kd*3SO-x$geW6OtUQui0jUIO=G=89Sk2 zN6V&KXJ6HPDO*42fEI+!2;|R`$mf0;W|yr*G4MIW79~HL8WXvjzqq3sU0qzn4=p}(b|PyrDe@lWonp?|L>%_qz}<^A4g2C#wl_{biA`2!+|qrko*IE95DH~cU( zGKyD~@Sh20JYi#RA0%vWZ;X?D!*X@s_y_Uh@izK*z4;lqduR3_ViT*S!bzv~jGrPz zg`UDkaE-2qPo=;F2zC(_5gdD;5$9QN#X-y^Y{VWnsa@0hews<1e-{oNIIu0UJRlBL zGd*21sde+;?DY{NSWYXRjrYoS|F@*=w-dnEmq6%%$fsI`c1^o&k7%&7sd~!R93JC@^6@e__)FQ}5QlOZk3jO+NAq-DwyrBb zBRrgHe>ftk^D;8BessP^A2N>a@jf&EjC)=FlsOrv9_?vAzxZy9eFTm)+}~=MPxbXX z{?LtcqW*KpxTXe@U{N5F7tzbHbLS>T*Bsv(=d@F!xllmSDq&h>js`k8k{In_(C#i2 zy8>p0msCrKz+fEut>Hi8{o#WOj4f~_N=nM!{bYp0kB}q8p9lO$kJ=p8bo#k*cOBY%NN+xFz*UOZ+~xZiSxL& zlarI1+aI`{->Fegx08~78DDtyiqm~FetH&Y9<2mh0~OGy;9T1(C6Ni(X3hFze0+ys z6I~o45p@Uea*X}4aGM^NFThuUd~R-KwXx88CeGs`aui%Zz2x+?C@p8IOp;LW0yN|drbG47gBRebC-ESS(um(3V%+z@ae5? z3XlL571b*r7J~C1PRvl&on|BnfqpEgeNp8P&CvWZbUGk4XK8lHtk4CT&7cEvIUr$( zP9Hj-r?Zik(d4hl5-h3zL{X#hRX z0C|C7vC&vTm2@b7?bd}aBC<61_!YDETDcV4XGEh*|G5y^Ty`(B=3xw|Y3b~&>-@yn zzI$CZ2vob?ytjiwI39>FA))3{mVp4HSliua&!2xEd04Q_bidL7{w{)ph<#c$KG%h} z79Ox@q69nb{d;cU7p!F{*2Jr~Zz;-E_F+v6vc%l68$3NnGyhMlM@LgL=-xe&M<=Vd zpHQ92gt&x=v?KB*YT*JlYL~y*Okh<3rD{`xkwk=tBdD!3#mK;b@ZE>>-H)$M{QUXK z(;GX=TI!;fmZ`Nh`MVQ2WgxP+AWUH~p&ya-GkfcZP+b;{BnTJ>HzLRg(<}ohD}tqA zT2HasB3A7JPsXdRJzVE{eZ!CapWx;S5Fro+=EUcuvvz5;eO+yc9C851mAS0J*}uckd$P4C?p} zfEJ7f6#0oUn=n8B1kefQ8RLxWiBQVMb+88z?q}+jP}}jzs5R0K0}6zKwY4?URrpGw z@iejnpaDHC^ej@Z&`c0nytsSc;lpR!v{JvxJ^jue9u~%c%$S*3Gr&KVaKzK6xx?&a z#FzH=QamMCeAZ zO+<`m@bON7K8Ro!pa=s?Kpbs)adcDtbJf9%;``8ip~c>i?SmE4)3Url!@X-954(5o zUhoNQ(Z@kSFU4$j5fz_4O`-~6#$%hU(It*u|E{biu5baKnlPdmYHF10Dd6nZ&0J%% zy*u0Q&GgFH{u-`F((akG%au;aHR??h6#Ku-MOa!HCl1E$-=y)&vFni_D)7-R&d#%I z%3O2E;K}>Db>V}@or}`br*SF*h<`J?n{LbAeBPhtjYIFYjiO04!TAJtw>~rAfakdX z<;(G2UX_4b$}zN@!{mq0;<41GSNW>e^a3$hNL3@Q*uSe;_}p@W?pZ}j9^Nt6yH5_3 z%fPno8BAF(J#GzC>sd$$bjjw=e=U|sDr;1Ny$&&K?jkhwIQu^&= zd}w@pwqN{e$7F9|4knf$lE=rfBa=2G-;HQSC?gks=k_)>PJvN7uqIBrXcS*U-sR`d zD~KPkw5|XFT-4R|5tiS$?6fp%h9E8?OrT7;I+obdc*&8G5$qv*o2f1dt^;!H#K6P^ zfBxOHwuJ?V7YISa#)9&l5m6$v^Nmh=~!Lhsx;{5h-B$ia%cLY?|3VpD=e zj1UIgJ%}cuPoChYN?*vx`h)8yT3Z2`al6|a>vuN8A8}8{$8p-_`0>iNHZh!T5E7!9 z_Fh&6z!;so0X+B(XLGW%9f7yuq8@W!0)X?QV#$V&MpOUXGkS!GmPDaf_WMz{h-s z^odDo>2LJ3wH=W*bpOU7yXAt0h8#Xn<%W2A2OPZMoaJ^TDo}awDhMscqY~uJh@rFr zB%+ReFwc&N=)~92AZUFi5PAh-B4!sC1$lYjq^F0!2zj5J?$WL$IO5?|tr2>cs#_vn z2WfzIQtsurgs0A5@#KU3vLbb*yS)RFk{+{42B~nrl)Z_9cPVQ?a!I&+m4txZMyEFL zHSelEY*a(TZonWlH8pA~s##L!XNdu3%<2j#lmCas51GrHJLKI~#sCXb)4QJOP!;E9 z=-hMnho~SQgSGgis=c*2)s~CZ=1~3}%Of#egrvDO6AuGCA`bO}sQ`B!9UX_7YPLVF zDU2$KN!zz=JKo5`%xqllaR+b#(KIg$?$*{V1Sv^nW8>!PfV)tNgKug(#xS**%l~Tf zi$3|V59|hj*1>4Oi!6lq$En?0x8mUr(2>7#MU$_&5~}gK-04$vL-LEa`5Z01TH8;4 z%{wqI3|;!v!|RBGZchJoPRQ7QrrD`{j);n4Ye^q3Anrn_L%(3^q$pvsx3<13|58=s zOx+GzT7RAfR{hWbLct_i_5F1rJrjiZLIz2U(($5fS#2#>gm(>rXuKaIQe49Qcmei zfq6;$+{Z*t3Mi4*cYU3C6)8!)<7VT#^EWpnq!|NA5Ed2|;2u7Y&)>gyFHt>m7aiRI zG7BRk`7ok`#Qt1JO7a|q3{K&r2(4?=ED7oBof;ls}V;W($^PW$cO+;;lA?l-!f zjm@siN!L%xLh*EQNb%e`gaNBXsJbWa_yp~v)4uC8eM9zTptyp?4txrX07S=!CM5UK zUD*1}l*8tDP+l8nZ029s%(Zx-D za0s6M$;`BasrgVYZ!glTj)iH$Be8Ga;u}^@XmCw&b(7!->-@+g1@9&39{`r4YBu0hO>BfF8U=o20o0M&G2db+PH%)I-% z+(vY8XlOh{$s#Qu*(Wbv*j~Oof8yf$(t`+GVPOx_9?s?gr=8K!c?u8R&kyX~C%+5f z`SGtgqi}xYOe+Y3$$-l^T(pWT6U0Qc<$~vpOwATm3=}?~v{1sZPuP=_rb^S2lj{*# z6BoDBoj7{*s1BcQn`Pf9cH-I?sp~#W|ae#Bf7)(tKY_tR$ zDi}*IEIexLLwV1v3j*xa)YRZE1^{>b5FVe&=$8gBy`vPHbo9&6&~rvcl){>4&+c3w zgSWE`z5HK32OEu_3OA572D2(DOr0kuJsngFc>$$loI8N8Art{C5$0ZMS{f?oQMMp7 z{zs3f!%lA_=ouLS>Jfp1LkZE`#@agbt8LcDbLYG6%v_=^5L#xUf+Bn4`b!b6(MsT@qApg9{g^nU)U;3p26H<6S1Frf@(Fg#mBe zYjWX2T2j*J@UXcVG>;(&oSf31{Pn6VbMO>6#PiKg1^w9~q-l-fIXJjQ{9qngv(hXzJ9{($>y7i?iWsKEX6xu>Uo&Q3 zGvKp0?X1kqH;CkAWR$~QhhsOOSx{m#QT46lrW4u=6b#6cpzAOU$cbkNOBU&nr0vdcCf z&*@Qvg9UTqQ8<<|c^Aa}Sa#J;df|%E`NJV|h?$+o6X8U{*|Q;aLlDm&Mw7%eA>g7YHoe@P0%#j%ZCf^AoxFE>@aLfl_xEo+bmU6~9|j!;vb{-3 z5CjhJIBU8g(}%i%v$?8$33*v$1o7zP!tL5)T+sV6RQWzjXu>!zZXDTupZY5L3ny@AoB;Y6#_5f2<+0%l&AvHa2Dc35bi+jJSq}z0C}e-*#u95kYYR>05dQC!D+nanjWUZ{N>binRJ5yg#h%GQ=$FC{*{+FTR|MbOD{ATA-n0$w)U zAAlKgab37pHUso)Y6;p96F?9S(LY4XkUgF4xY`B(3jxlvYFcpg4~cXv_3p7&%I zN@$V&#BM~vGMQn|&CUky?BDdSKYm1xi7cK(s=fC8`{9i8^(v(@#?c|3g9qPPIN&}W zPl%ca=xN^rhR_5y1JZm?_QPu-*yEd#9+`^VLzGl zl;*s8H2@P@Lq(+`LXw)C+#tvD(b%sYIl}jVh8@`za0$43eQr}Y~z>wTmm#%Y#+<*s;2T69SH=^J4j5;TyWC2*U4GodJ z-B`R-Ji|s+4c>sw0U%$L{S5<>_jJn~^~jJ%_3?)0=A9~m1+%fGffvCsDsHN7{1{~P z)N8k3I_|1;fzKFicByxi)whtm@U99sFlO^By+9#`bo^qB>({elWA_=JCE3Rst7V|A zO~Ua=H6bN!;kTUJ%!8S{SOBzoMk}E{rRo<4^TQpW;lc}{fo++ z$d%Rnt(F}NdpF%!aKNU~&5RH)JdEk Y(t(|OtsN5at8NI@6Pn8Dil+De7oIH9aR2}S literal 0 HcmV?d00001 diff --git a/doc/visual-programming/source/widgets/unsupervised/louvainclustering.rst b/doc/visual-programming/source/widgets/unsupervised/louvainclustering.rst new file mode 100644 index 00000000000..42613f6ff12 --- /dev/null +++ b/doc/visual-programming/source/widgets/unsupervised/louvainclustering.rst @@ -0,0 +1,38 @@ +Louvain Clustering +======= + +Groups items using the Louvain clustering algorithm. + +Inputs + Data + input dataset + +Outputs + Data + dataset with cluster index as a class attribute + Graph (with the Network addon) + the weighted k-nearest neighbor graph + + +The widget first converts the input data into a k-nearest neighbor graph. To preserve the notions of distance, the Jaccard index for the number of shared neighbors is used to weight the edges. Finally, a `modularity optimization `_ community detection algorithm is applied to the graph to retrieve clusters of highly interconnected nodes. The widget outputs a new dataset in which the cluster index is used as a meta attribute. + + +.. figure:: images/Louvain-stamped.png + +1. PCA processing is typically be applied to the original data to remove noise. +2. The distance metric is used for finding specified number of nearest + neighbors. +3. The number of nearest neighbors to use to form the KNN graph. +4. Resolution is a parameter for the Louvain community detection algorithm that + affects the size of the recovered clusters. Smaller resolutions recover + smaller, and therefore a larger number of clusters, and conversely, larger + values recover clusters containing more data points. +5. When *Apply Automatically* is ticked, the widget will automatically + communicate all changes. Alternatively, click *Apply*. + +References +---------- + +Blondel, Vincent D., et al. "Fast unfolding of communities in large networks." Journal of statistical mechanics: theory and experiment 2008.10 (2008): P10008. + +Lambiotte, Renaud, J-C. Delvenne, and Mauricio Barahona. "Laplacian dynamics and multiscale modular structure in networks." arXiv preprint arXiv:0812.1770 (2008). From 0af7f61f9a24a9af1e974657d56a87253281f976 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Pavlin=20Poli=C4=8Dar?= Date: Tue, 17 Jul 2018 21:48:46 +0200 Subject: [PATCH 09/14] OWLouvain: Add option to send basic report --- Orange/widgets/unsupervised/owlouvainclustering.py | 14 +++++++++++++- 1 file changed, 13 insertions(+), 1 deletion(-) diff --git a/Orange/widgets/unsupervised/owlouvainclustering.py b/Orange/widgets/unsupervised/owlouvainclustering.py index 9816831a4a4..a36a91be0a8 100644 --- a/Orange/widgets/unsupervised/owlouvainclustering.py +++ b/Orange/widgets/unsupervised/owlouvainclustering.py @@ -12,7 +12,7 @@ from Orange.clustering.louvain import table_to_knn_graph, Louvain from Orange.data import Table, DiscreteVariable from Orange.projection import PCA -from Orange.widgets import widget, gui +from Orange.widgets import widget, gui, report from Orange.widgets.settings import DomainContextHandler, ContextSetting, \ Setting from Orange.widgets.utils.annotated_data import get_next_name, add_columns, \ @@ -351,6 +351,18 @@ def onDeleteWidget(self): self.cancel() super().onDeleteWidget() + def send_report(self): + pca = report.bool_str(self.apply_pca) + if self.apply_pca: + pca += report.plural(', {number} component{s}', self.pca_components) + + self.report_items(( + ('PCA preprocessing', pca), + ('Metric', METRICS[self.metric_idx][0]), + ('k neighbors', self.k_neighbors), + ('Resolution', self.resolution), + )) + if __name__ == '__main__': from AnyQt.QtWidgets import QApplication From 3687c0d35ce4d14c79722066cc62fa85e4495fae Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Pavlin=20Poli=C4=8Dar?= Date: Thu, 19 Jul 2018 14:23:44 +0200 Subject: [PATCH 10/14] OWLouvain: Add example to documentation --- doc/visual-programming/source/index.rst | 1 + .../unsupervised/images/Louvain-Example.png | Bin 0 -> 327299 bytes .../widgets/unsupervised/louvainclustering.rst | 11 +++++++++-- 3 files changed, 10 insertions(+), 2 deletions(-) create mode 100644 doc/visual-programming/source/widgets/unsupervised/images/Louvain-Example.png diff --git a/doc/visual-programming/source/index.rst b/doc/visual-programming/source/index.rst index d8d558fa5b0..54f572c8033 100644 --- a/doc/visual-programming/source/index.rst +++ b/doc/visual-programming/source/index.rst @@ -112,6 +112,7 @@ Unsupervised widgets/unsupervised/savedistancematrix widgets/unsupervised/hierarchicalclustering widgets/unsupervised/kmeansclustering + widgets/unsupervised/louvainclustering widgets/unsupervised/mds widgets/unsupervised/manifoldlearning diff --git a/doc/visual-programming/source/widgets/unsupervised/images/Louvain-Example.png b/doc/visual-programming/source/widgets/unsupervised/images/Louvain-Example.png new file mode 100644 index 0000000000000000000000000000000000000000..c77b730063101136e7e32b97083be7d00b59a3e1 GIT binary patch literal 327299 zcmbrmWmuJ6+bxWMfPr)f5`uuVfP^&Cpme8#fOL1GB8@aimvnath=9_KG=ijbO1jUb z_x-%j{`Pkq`^R2C#087Bu4~RS#yQ5A1S-f$VqPb?j)a7SDJ>})bCWbEuTIg>DB z;e_Y%G4(!&b6?Z(lL=`%yDj^Gzn}Pj|MwFXkrn!%m$kg<`4U0hwu!iQc&NTtEl>+2 zjomqgEB>E{4|c)T|9OVwlaFLj^riqB^MeF2o`lxjEr`vu?8%e4OcIfhWc=s&mc=i9=+L<$N2`vsq{ z{<&hx^B+Hcyf88<3oF*CD>ol6*3{H|`u^c>IEzY`cdoBdh-6G?yH0qAME9$?)&q^*MCzrxu z5@yB9mc?lIYv()m>EDYN_WAcVKK0kyE^auv{~RmQuCcn{t3eJWcGva@_c4+n*v}zua@OSu?lc)NrmKCieLimLQMwmJa>!-v#nnzwyt~ zq{$37y6*Q2o^8MfE_Q?#=r><_9?#H)e+#?wD01Z_T<}zC^k-(cpxNs4FYoT&JtY2f z5k5Y`|E#sjqxam_EU{P5wi>nra^Whhn-0gCe_u9O&D3L(ay9;12#(BdH*j4|f1BcY zq#4&uL-GB+dGX0?8>w|8j=}H0TaMuqV8i#%-f1!g-SHD}KU#fXWi@jOubpUeuW8(^ z|5>bE`Eu|rh1Y%SkkHVW7nXm2HJ6aG85Zax|hnkb9J`=xdgO-!pUa`kCfDX&hz+iW1<4? zB0p>L;NYO7`SP@jv7}JDW~-=Xme;r^K2JF(zh2+ImlKoZ;k%kbojP_|2`?|N>{OJ$ zH$w2LKx!p|S`w`r>(4iAu25niv$ieSjpizfT9v-|8fkO#H^77mov zC<&_5z5V^xBe{cHGY#gW`2+^?a9ch%Zc0)3Fa&S4U5hY+=Sal3r8}OvoY;h{di=&c z#I}443_**viB|P_?6f4DW+TC@A76HqD`rZB!YzH#;hwf>gSa;7Pq8ek-H%o;)L=9C z8~|HGF5sr};zd-Y>2QZZ+4;#zYBH}QRYt1UX`Wm%@18DO*CVr$Tx=f0FDU}wV>NXK>Td;Kvn>|Qh2Q6Vl2X`Tv|svGg2ou}fjw?)YcLPJ7A z!op&m!pZo?K6<)aGW=X0Eg)jiaXJ6B>$Ew^tk+np*W`97_o7N`2`|uNx1A`Qe@{w8 zq!p?nB`4HwyQQv}0`(GdZmXmjE9;qhh!3r*d?=u_EA`9o&7lAuwP6VzY)nK2^rZ^@ zUW(H%)~*Q)*!p<3g@#EIkgl{TU8GTFFq*Fl??Ri=m(0g)IeE}@JWHJcMY(yuk8g9b zio?5Hx8C7ox08a;aou6LCm|yv18SAxBm|swjnzy*uIJg2Y%J3nw1SiUmF>Eflu%Oc zv3ynYA73Jdcz$1=ZId}qmpO0Gvgp=BvgE+Z%L^Pv7q4&__wYDve1mX@qHWR>&t^5v z6IF~m7$q+_(d_*jf>LVQ^GAf_(bfzf)byG;uQRC1P434jypHSe%>DBG1UA-m@5k2y zwW8C5VR>q5YD9<$dY&@rHEQriEG#T&Rv3F8j;gB_IKl^D37y-BiM{6e0^17F7X^W( z4Fx)kZ;LVmLUFIGlbp|W?}dfM1_~CxO*eB*{P6_$t+$KNc696Pj5IYTILCGNH!Aw` zFO7$wQNTLbUYs6^i;E}oIj0DDe?0pBr_dmcA}hYoRI>Y1`UWCXQz_ziJXH&st6le( zA=pYZ$}%9EV9^qIY!_gg7%u64PESuySv73JhBcn=b?du)e*@`VaC6rC_XTXs_H^Cw zTm-Ds+goJy9w&BeYG+^RQb%Clo+fhHkb1zjEs!e#i628u8nq%VhISuG3eU>gS{G=PIr6FGybig! zLoNFdg^Sj;-~Ai5>dhf{sU{eb)Rtiu)FYpw19C zG*zgAfE@b!`?n!Jx?`Co!|v3X4%615`JIcwiy9q&jzvaB;!sOuWo1pft|Tu|iXF^2 z&n5HNW4ty1utRC;yFzEpwX*x zK`Z(hr|)H2rqK~fdJK)NKj{%iz+ZUa^X{%RMRY?@wuHBr_FzqAy~dH>_IK3QmX>n` zG_;SmPWhL+MXBTBJ$q9*yU{x^XiZ+EMxXjngHRLNMzd z|L^^NA!i6B=sTlaKzF)%SX)J+Se!u`AnP*PTg_SR(F`@WmCIf-); zimA})Y9_=PJkFq7K@lf1tb$4aJw_}#Az`B2s2h6EC}ai|l>wv#G#+Wdoll3hRO%8x_$e$*h7GjfNftIR@KZnCElmtcisB|Z%XkOHu$UubFnjC*u12AS#T;a zX1Tq0{;U7iBni)=`~cT#fZ!_M{IIA#8Dm1wQ|6hMZQWM0>>6YjVnG@w*C+i$Wcbb3 zD(F`?>rG;x7H~bo+PGF3C{jAF-*Nq1K;rh*vDYuFc1_jZsq@7=DsiCl?7Cli;PuXJ zb&jGYoA)NO_s{Euu970}kkd{@?E7sGLx#lXa*g=%8z?(Xg=d@6Xr;x6WFe_VyK z4&4ZlbVWBy!^XJ2x95H@w<=oUpGt)tNRCpUTV;{4ZQI28C133W`R7Fv|2`&P+YDy~Fk zUf$Esfp~izjg5_;Ka1I}1D^Ty%cV?!gJT~6s{tlNj~xsLvMhCC)4hFtf?nsfwPZv@ zL<9shR-GLkghWJm2t>^TrACt6H49)3qEopBUb}W8>UgxFxyuDGaCv1#K80WNKpz|R zZCmU9x{%90a7ZGS+XsC(@Sn&e->(CZ-M-|0jWTdIHeL?IqXTeDY|rm@kei#-vd3TA-EON>qSqvN`D@XHBCM`-r9@$GqGaCL*2(GAXr*i zc{>%c{?yFO?D6BrNL6fq7Ly?`KUdv-_$l`cv zA-7FUO(!NM^78T!$vtDGZaVWm3wjL%jT{ccA(EVuR^5P5u zyt(H*Dkw3m0WTt!#p}XtHx~xO)3uzH{?y+vp?UuL{#G`Qg@($OWm5sVuM1rGEW97I z&y^H+tAo|SLTOo9+2)hwM6Zj}z;so%QC^K{hvBD?Tss9NAGHAKLn1(h({&tGWk^)l zbIpbViGza^Ovp^a>+llW1VMnbw08h@FH|#sCd8)4Z!ukK3*)-KvG@7z+g~>xmoBR^ zvmHs|irn?5RDS%R0XtEd6?=@0jifWjw~YG3cu1mT1&i(@b(+FzqdsEf$4*KyHaW;y zL;QI+nXfjpX4-`|VOK_}b~B+C-ze0j?AKu5mSt|Gixj*m>OIC+uI}d}HAF*sVx)E* z=jCTro^XseZo*Z>eiGb1OOX<}B8DyW{DluPo)kG>Cwrt7<6BdZlfdSuC9BntZGnSI zB{JB(VW_<;pVWN4ZqiGFLOM2`qBGP@EhL|~U~{J7IO&o77T{5cwD!)<?ZCnh*cQhOJF7d=m!gFHrrUI&oKre z;C{R{Rc#q%5<-%q0ucr~QSY=VBW7!B3$uM83>D8JK0}_eYLp7!2?~Ipxt$)E&d45* zD9g_Pji9b$D=s6`g}{)b>iRelqh|0;=k3P*K1d43wIQR`f%J?Jr0#u)wBuHE3XgeT zbaM9%Hnx28NC0Y{mnSPwk4B)qJrRr3b(#RsGf`=(y!#Sn8J4DlApq^#OtDZG^qI!F zpm-vt9+)5ipL;Hba%ZKdcP!yfK@lys21PFG7K5uhp95|UcJ-4ro zZT>w;kM?2h8jdE-T90b%bhcA6VjK_u3~Z~@&J{ni~G&(j0SJ_OYA2@Zw9V7AHq z?NqRt&+Ut`BfuIH(rc&j z168r5gubgJAk*)psHv7`@j4G#&X<`G#Yc8!KZs-uG^sQfz{rJw^RzGm!F`{Jyg~mABVj2HvfmCh)!>6rF$g)31tF zVv+bZYJFtlrgk>#SFDba5AFARFx6vTV?35#O0H_IQK}1>8P3Q_PP;SlwjQ}N!eUpD z<30VGBaPT~dIq~e52xo>y*-Iv-by$WrN{U#?k*sncgk(+z2ue(;B_2wbx-R(EFY*_hu)@s|qGe)UpEM7pHj~ z6|wEyDLmH`_ne z6adK1eUFSm(D(@o{Iys*#5(6vLegkenZ-1gir74I+R%Vj0<*rF^dids7emAlMqpSa zcCTc0K3u~0^4^ftax&X{_2+Bl^~{{tszr26NNmuoTBy$^A`-r8TxC#JmB3`2!*lDK zOk5}Kb9>34@+jY5bJkbR(CdYe)w_kLcDd5gd+KIm>F$M(#0!{0)#kol*QXgnV)}}q zSzYL5N5eQ*4R>X96@4)Slc9xZ%9RRkjww|{;p2JbMB!E)aYC3IXQvAF%YN};@haB) z93P%Ge|z<&K8v^v;P`Vqmm=dg>=9$?YYz^uG!eEQOKy}rzC0WDNJ%!+$g_;hcJ`+! zM;`C_5$rcyr~E|Qld&qw;zq~uov|9KRKru>R>{8{u#e3k%&nD`l~9+ZnO~t}$;rx| z!DxU&UIC@5X4>us&eD$`Bfv_062!$pbbZ#w9lzS-=;(()1Ek$FPl3W$2QQ6?h^U!$ zD`@lt3#eB8Igp-EV#x9Eh5`29$efOy z|2`})6oXu~P)$kQD2I$B?0Ao5GBO!w>8$%f{Ed9pb~&xe{=*%Xm3q9&3ZC^Gkt5NiDrewY(r$;!G({9t}9C)MkGx6?I+g3ChV_vJ3RW{;IDZ=AABx5 z&tOgpkiS#le+h7p8&oL%3PG)?_s_M z{2Cn>S7SaN767#2EHE>GF8PnA?K{IMtf#6sAu#l7taSg(ra(1Arlt}S5Wv(S50L_` z@O;667ntl)o9~}CHa12fvUD4`*xBvYhO(jGwgZtvX-bJtL`@ zSTFl|n?DW$f(8c#Wpw~jcLtpS8mbr~LV=yS0~`u;UPNopl8(}babYp>6P_>?SW_a4n$VwsXEL6*FJnXKsh!@+4sS8_b|~6iL>*e0R~#I zFr)QJoyDy=mUnKwwId|RbHu2I>%yG(k@Z%{?GmnXz1JpZ5(#@|Fhn=DSYS1-W9I?0QDMD!gvF$%^D6fiU6q+uQ-`5VNJ6qe1x($MGErL z)|p&*bAv+GTr!3N6vn8AYda+JY3WXWIEGQTZ|>bEey5Ztycnr{;X~s|X<4>aTYW!) zMC92G%0j-@ZQjmK)&(fi>x$&!o^+uAvwHxO+bLyzR#p^5V^xRSkGMo|J0r10-0%VXXgco4WX1E zc#`rLf!{vD@C@;8F;Tt*>|GATqR+xgcHddbJe?YLAym%}9vlm5#(b8Z|XqZj-xF4m^br| zM|}rI3IA#~lt>alsMsyZ1h?Z-P|Rfo)+9L~X2H;E%c)xsqCn-4@j3(q2D*ZJ;EzR- z^6uRZ{*yOEdOR?e0a+UO62u)vMMW|E+qWM9LqB*4 zAh&j-yxSwZ4hC09U^*Ja1FD{9FcB+oy$m=A#s)@Ru@RsrVZQzJ>2blRmYP~MR5nng zj7&^|XMoGniEumxDt2#J{>c-5@5{z-a6OcqLCkv+b+%Qs(^{3ZGU2O_zV=nB-uq@I z6KZOrg7xJiC2ep>S&7Mf!iPI;WdlUF_nkXh{0n{*U+K&KvT)Cp%7nNeHX)IhSiIw0 zwsbU_B+Bte^qY{ZJ2FNebE>~+%%4;cyis(KNgQ9xysr7o-gHQR)U>GZEcMw=mV_)~!I?70ZGRGP2n z8SY?gsy96g{Vp{@if^EYcE>RZ#hl-HPY>pp3GqL|mO}Pz_7`9LuHHzJ%i+(94S+p7 z0!+9u*Q}5I8i?>j>yMfi*25p3w)ta*lMC>A{Ic1v__4fB%Zq+W*i(G z?SygNhd_dRfg%CxO&FYATU*=MsB?4C3^MYO^Hvf*bJLGVS)gb>ZvsZQZ8NKq5EFwM z%xyll5lEL34{XmLLT~d7!X+msC(&6i4#b%xK4-Z}W+tYP@No4iB0|C-W-Y`0=UWW2 zwT6hk)zaR#oa#kxvlL^HruOOeWxqJ)e`MPznBG7(gRu@lcc=wfLXOKZslantXM-er+@VV+F27-=(SKW6jczhaa0Fz-NmnDqOmRed`dU|?L z5!$64jR-Bcv^_jLtgMQO9ed%?)wO5)-VlfbXx9lGCWs*udPh&H(A?Xy+aP4^g4Pl= z1zZhqB4&dbZ@zuBUy)N>aDsLY6j~8XiZFu%K-JgMVu-bxDl?RXlxJKO{)V&N*Dv(j z1IEVD^vcSIZIv(oAjyDg1>>7>`g$MSqif=D6h#xc@!gj^W zshK zf%lo2H|JYlP11wtbp(;|5wHNHFr+UqUHCsyp^9lMC;)MU&eqP!&K?=iGfrsF3rJ{q z$*xYP7{tzi0F1Kt6L|9cyHIM6H>aGBHYNmslmc}N=V|79$?Dk+d{ETb> z(7O<{dBiWQW`?t9S2MA)0$W_nkyH~zeR*#J=2+NRX!8A;9`=VJjmP2j? z#WM>~@h`WqpoP+1gk+aghCoFaP$q(2)HD+;z7`cTJRG@oL6X=uo?F41nT@CnL!t| zhAIwB@DXqrrmu_)JHwV-FM;f!zKzbF|V-+~?q zBLh$b@Sn4c-FP-bTKSY|z;d)t-#e_2n2r@{ioGb)fG-u$WkHdE?z)9Q_^(OwSwWEZ zdlwmL2Q~&8I=bKn@V7u<>&wUl)sk9Kz*_m3N&J2y+l?B0@uE00S0PAwZ^`Hg?=AJ! z@g~e7yG6YjmNT<933u1JMw~fsPv!J?+hCu6O(^jk%tZql9b-w&$F#%8zfqkW>D*e`t#br795R_&ccg0anppsxMnKyx1 zX4R?;2>2kM$|65dt-+-4d8oQQ+vJFD%bR@l>Q#o_>$~Z_kai7?OXKHXYuJs}`d1XY z3OEm=Dgr4=Q8*u@=+Ax1ku9v#&^ss&rXu2BqNRLiG6OX$(E>J<0dvuV+Q`<>gbfclY9p2EOG-E59d`ccWyE zCG1H^q*`RuWL{vv{q1A!BAT}q90yC2G>$Bxlu?s9?nt67+;kO)dAMvVKtIkvj zh&<2nMr5}O+Jnb`IC2Tx*{3&{zOuYDv;M4plG3L+vv%n6;qOmK&4UN)Lj*21@xLnQXq)@FA za#Dqqk`C6F`9u5yz+dNy)96OCy4vnn%xZC&B~Go4BU zW)FPHTQ}5~cbuGe{b;DT81%{p_&Ov458ZNa*s~4m1Cg_kLQ64GQR2#_a{JxnjXwJA z*X3V`bL!mI>Elc6DdH4k%r;LblcMUc2PyB=e|UL3E9v;5sIz6Nc$+}^rigL+G|ilA zReH-oId0yoZR6$p9|_CvS1e!-x4nvf=6<)+jB&5widRW3Ppc=;`8I5L_)S{a$hf$; zpx}gqPVsswB0uaqb?^Q;Fw=N=c%qB23o4Qe8O+OBrWNdb(|1VXkZMco-WgWm?+r{{ zrC4j2m&b;+t&P9d#qBm5N_k0F5P<9_0afZ2Ie#s*iu3bxn=_^C6Ht{sNuikEyLS(q z2(0(E5L<#oZ2!E&?5cCsXN8qff5GU$d3wZm^YQ(ZP_GCTsNlj_g;jIICjhlAJ7yAD z&_WfpBA82H$@XRk8@?!pL`0bn(b`Yvn|iMI^JH5}DED&+U8FhXo8L9ljVc$&w~CFj z8^xs&Diq9XEGYljZwT)#Vmn0WAyyozzJ=e0m6E*F+p_^%T%_{@Niol3N<_THOQR>>lElWTn4X;d0z zS~uu)rnvIIb6U0&@A+g}HBxx|4B3Bv6NIny-LtbCK?hvEjg7eiUvn@Sr zR4poi@o^ixE+1dyT8ck%LL&J5)~<~Oz3yj5`h;9DA21{pCA}^gn_BWjn_?T2tu;1A zm+`PjIIoQI_y!t5YQtV|$n9{vK1O1lhikLo;6a6cU}<&6_Qn6oLYFdnWV(<`DW%_A=;41J?0IlFyY}PShzu!z ze}hir@EVhIbdAN({m(3apr%fbOQac@Q^Sl^OYqJ8%B4l+Pz#P0`1`Cy z9H1C&`CzZw14W`)HuB-LW#aCd`4|%FWhw>ZK$ylZ=w~tvI)Krl0T;BLT zAr(;;4N*6vbP?bzWH#2j`8kJXziPu!N;#VyMRPej{}x@Yke#4g5MhvjLCW1gl<;E?_Nkyh|s1U+J~?L%wrK*s5=!*-{*b~#6ehkJ~Dc~V^6J=%`-CY7rfx+42O&Lj+%U3;>) z<5wQba0HxGy!X&nU3*~Z$L#uA*l{ZRQM|QvoBX@>$H)Z+5&hdT{*MZI7ZbW%xi5Rn z`119LIygHKY>7QR4~4*w|8}KwmgR*SDwB5m1rIfU8AVAe|IZqXhW!6|0HEi5+WZ3~ zd=m2$)%jqUrFze1=x;{)C!BnO6X3TripBsl1vU(*XRDV-AOIpb*oE&}qODgf zv7XAN-FV$w!1!Ry;yu3TGooKZr)lg1#j>31>bCKWOHX?@-(HFi024%TjpZdvOH_=2 z_`=5(A7_zjO73@g8ux=k61*$pV^!z#-;YT=TW>-AeotkoI$Cz|LY05#jh*6e%_?DE z?FFBJ&zLa>S8#Tbzh+}KqMc^9HIg+|1flt+_|BgU2`vk@M|wM_o?V!%tVOA5hkldQ zrghrMorVz&@w|H1DlGn;79ehx!50AR^Ou@e zJb!J=NTXr@rMV{P%TLx=H^cCQ&4b|YbRN{o1k1CypG}WZ@Pq}IDP}6s7W=M zagu+MT>t&3cv9JM-z@Ou>A@QC5n3=J!X&md)tdbG{e8?(v#_2Ru*V?$&@r3Wz{0vx zqkJB8G5Oh1T(2m;k-Pqi;}gteLnKt>ehPQTbkE0Z3;P_oq;;hk~|2?08!ICdk7I-yM!YHT7sZeS8L&t8Ju`+BF z{oP-mos-><_MD7`E?6u~kvs5xujBtp8a)15uDj%in%bI5BusxpFeKc zqS}V@=9iVJEG-Z1Eq+n4_ZmgUy&q+0TChT2=TrKpeUc*er4PiG<5{|uGqokoE2&5A zPg#9G8!JF+URTU*2z}NkUg=(|dqng&#|{?8$|AG#(c42B_uqYCq2-!Q;SM3~kz{RT zOpZU8FZ7e$O}YuN_HOhE?(Z@F{5a*YZ1LQwNUII)pxJ&Q6j;uR73N<@XB2WtyrYzS zXRUlWI_^dko42v^Xl|SnlCiTIQU9bS8{S&$#eTu|I={fT)MeLzsvd^yt0M2L(QOeY zY~a!ICTQLHEm)$W1B$_p`JfI3sW#U%%1qNm^Iing1IaF_JN&azefMuEr*S7yH(?QKjC!82@6n5@SjDX zp&0rZ6{P=12z>~uRbG<;{ewM?QbqPc3e)NjW^YdP?VkwXGjay1n)Qg)6$y8Xo~-Aj ze%A7}GeM(9mn#L8A|#WY?aQ~Am|XU_A@hgS_QKY2lxk=Nd%)Nhng1|EZBu^e5j%nw znd`^vT`|O#@?|9PsY%OqT82HN*htYme*->wu|18VoGk;SOpa42!$4~WrF(6-U-3*` zBeOfN=Q};+ElTTa8C7GxA*WaLtm=A5T+{r0Rv}OJyD~ya#D?DkzNEN6$Twy#Gg=E8 zZKuiZ*7Kt0M?ndh;(EPNXf5I`zq@$L7lt99pAGwEnijKXV1WbU89c@yb-*Re%*0zHEiDa{ zI6)0UVqg3JM*RHQ|nA{?JL{VBiMn!3jM1*n|IQ zeBiZ*i&>1-wh9ak1RhHs?4rlpbN&10;2{P!ijfSL@PnDU1wCkRvft+%O(C#fAvVZ7)pQaoxP*$CBY`w@#D!f?Z+;Im|d6(R22)m zIzCtYs5-QGUGhcaT|U}Z$pedDYy6_8EtQ@aJLhPw2S0YrKD7 zW{|?s8%L?)AU05+z<&N5S|u=aUU2%rrUB7tQGGwV2^d8F1Qu*bKf8F9{VkO+A(5r@ zQw(E&Ds1Wc#_*!uY{|`H`&)7N0<4QCN$hkKI0=r6FY0VdigiCu9_YH(QI)dzv+MGE zpS{AG=t3MlPc%5Q{yA_2ra6RO_YeeCu;EhwBKqVFj6I0;AAvJQoYe!7 z1hjbBT7m1Fzmj2IWsx#aA~kWWZNC^DydWS*&CZk~MRA;zX)(xqwDggLtbx3O?}#vt zf`NHXUCApqD@ne;@rQ3Gb)@oAHJ)T>X?sUlllx>}^KX!}CcIY%MEm>BjHaAYR&oUS z&t7<4{@h=_-uSF0uHjw8+TD2X=PsLl#UgilZ_ zH4U#JPF1vL!h{GXLKd8ijXyLRN=W#7@UgPWPckzz!`Y%#UdQ}VGa4!p?5^%^*OVF! zCOFt7>VMO9Ejtd3mrv)yAe=Bk@q_?DsQK?X&Go!54xc4iJ^0$yMZ*391BcUU+U08` z4Y&!ar#1%%2frUNI=tq)^;3V)KBh)c-Re}!o&Kd7q50S*$w*l&|6tJF0I5if5AE0< zUwAN#-)sJI@L_Y@iR&>>QX?Qdwx_h_CR10XMO(i!cXZgRyF^|sb2H3(sVX2%KYOw^gO4Z^jd

|I+PIB_GYF!CPamt8n7Fv^YZ8M6R#P~Zu)j8(qxyDeXb4Q{ zUK{aGQX_sfBoL7e2!gAvlcG4UMI*yL$@0 zsH*F#>gfrBSOa3?tjl63NGS+QCrBUnwgDM9?aYgq)Ix3wB8#sHnpk$Q#kulVTJOf z0#gl&cg(W_A>?j!%U-rY$~4)oE-#~#TyLM`XQVH$KA>=F<(;^Z`6Zq=kSD;j;$u{K zL7RBNPO`xMb{tL4??JUrCC|v8EWL8&hhRUjxf5hp4 zGWHf8YMw!S#!SQA7<_x__Rl(dw`Lu*RCn1nmpJ7XjH9iFQ*NrTqgl%t^1v}9AIDk^zz*hPesxvW8Xt=dBQO>nDRY0-g(<#WY}1bdnofxiZ{T4Ff$ zn(RF53ddeRiq?UH#<_}_;I~y6F9)wHV(sBfp!rzgNgv<#JsO&?;eGLJi_lIe_+54& ze&8pMyv~0W6xXkV8wuQN4TodekHXx+1p%RoIR8>x%ab<_Cm^gpo-BhVss{$_jMdiF z!OT>*^*pe5X_rrcjtQFyG+r{)D$p_ST0v|(Knx%p>>j^%z&C_AbNv22LL7oaS3=P& zs#ibj_k*zu;{GEfLEv{STW%Vf_KhJaBqR(9+rik4ko$97kLbF)`^W^2_JiHfuTsgF z4bX8FnbNord35a^6Oo_J#=Tj|PSz+fu`pXq<5O^3-}bwhlZm2VQThBr`MoZwdWGcx z8In($@1N`ht7sy(^%xhz2L%SR{0{KEg;NOW&En$V><-DYg6mjzuLHz%-RXdkkR&*B z1e*8{$!r@s99@WhIG&nX>j@{2Z8O2I!w?5b@-Rd?EQt&=sL~v^#v;og_<}>HQ#BL} z@o+?B?v9&DJ|$T3hjZk?Uypi-Z_&lUvCT$%B5AdHHxCY zZm@i3fOEQVRvp7H*tsr=W$w>0U0BF?Xl`&R_Mcu~`|gCgO0A#G@?kiLbnj?ql!Bw^ zS=#P^6oGF7JyX!#m(kcElFvp3lmqXo2nYCBw&-jZd$)+yag^k}G_iYuN33#s{U!bo zsf@WnS~2CUL;Ce@)?c=ZPeN#JsSMisb;Wn!h{=gojL|>L_no${Fu}q5S~g@2l1O(} zSFb*y$n))sah>E!q~hkB;IAqRLH_RetV(i6-W9hn-iHmvKThAH{-F5aUBTUVRF&Be zp2<+SX!n>?x-cIks+L@BHOw1)xD#UVt4X?9ES`c)H3OZY9p&U^l1v1pivfn);%Y64 z#n+j2vVZ;#0VNYaTq8J?1Ln#TNC!CTJRnJM0At1=mp?1~?Sa~W)o81=c*3>Why~jp z*IIV3s}7sp?a=0=uil54!?ZM5^hkUiwczcPI(rZkZTIx_H*Unc$;JHI4ppTrVwHG> z&t{ULB%@$+>LQq+K6=fp#H{{p;kBg$GE}I^VA@+=URGPj zXDWR?chBEeBe?z3ej{-k<_iy8kLBD`p%i2%Hzw-t7`8CC`^iZku8-fr!?RG$?x-wA z({t(SS2FaviDPqA(0r|Nmi{5Q_Lz z${&J}N1&?w{Nl}9Z|s`x;5{C_XYJa`cvK4pmFuYFSEo*!0>01$_T+~*)EF$@&ufk8 zGAA8yTn<=d%KB0_;(?8->Q+u$601H!NUg`yv|A8~a%Q3CiGyaEk4u!w`mX3XUe%kg zq`As-vWEsl(|J{wW7zw&w>iuLO!?T&#LbMO{f+N^Td!o)R{%dSp2gDQDrR=sL(Y`D z=>el4(@Utj#07v|Eyr@Y!MUV*@Vm{we^0?j>ha@GkV%7(Up9P7qipA7AuA`K-_z03 z`gb4}RqHy|Z%WgV4z0k#(~>P1dsmWd*`7H1eH)=I%X`}RriDkoc37LF=dsx5+b;+G z$r48+$;|J4Qqc0Uy*yc1ZimuL>F%&J^#<2s>r|nkNWc^Iz{+uhnk^+M^ElDvHcy9iqd2@zgBi7)jYO5 zU3nUxs#1ZMH)bzVc^`1-vb`2Ah@uZRU<(e(qoeA@98y!MOa$D%1D5!BieJu{B5{-|;^mN`Nso#@w8YTf(%{XfsE#HQ|J_*E;`u>N^9 z49T1tvVpJCL!aFH(Xv3 z`e4kGfTa=Zn=aL&@&E(fEbb=eh+r_5^i{P1bF>4;?oY2zaCaEoxtf!4)y_L*O*Yr= z8l~5Bqou5nym#X0!FUW;m#w1}Mx;UW$uH=!U(0Yu9@mQ!_NteD25r`usPYNy@@4Gl z0~~&m2Q8lF*=ex{FQu3l{2$+I-H5X8=ZkGPATa$Az13tH`o6sP_8g^y;0(FF$fOcE zQFI35lWgQ|ixjjmZu*!PSMoNV2HahxI1ac=%s@oO}wxg`URMLR5&l8KTQ7V zFjE2V|A=IN)};1<#x6xOb*gog8TK)~ol;pacVV8Y#R}#q+T&NzvZS%R&$4rl3CX87 znm)K`FIXwHF&YjhzUeBFY18XiBFE*H)j7XSl?n|Z8N;}+TIu(es^ewu-#V1(5#nBjjrWG9%H}2xnvaH}Nro#9BA$0iH5$ckU#DzU{MPv3=JSZMGzpr?EGz|Y}TuQq%Zr!WI?(4VW@xN9X z=`bv{)eALl=?dxfB{kenaKB?M%_h?95MSsY|C;iw*}Go@!BPHHOZY<1OeFPSPIo{W zUzMip`g{2@T)Cedi~e{}=#wl`9K z(5esX8D)Hs`z96;nwf>>`FL41n@Yn#r<#c>s7%q|LNA6*+%Br1&U2FA#<3$e^#0*c zYs_~fB>ZU&<`N1y0{Bw_iShBdW{5xd0@m;hGp76Z2e?4^j+1(J^VUDf^t@A8Uf8gx zD3qX-!B3=@tt7ccOCp~{rg=F&aEYtN_+cr2r%4Ds{8{-P|5EifE zuBIlL_2Gu8?Awz!?Pu)x**62IGipO(Z8a_Vd&whEWl?c#lX5IF+VQ0A#|fikf?Q{9 zLx!H~CEQr@Z|UAr7iY0~uoXr*g&n}-RP=zV3-9O$Msw1NoVcVqg(B$8RrBs85#3D8RkE$ z0bf{N%IJ8=<@sWW1_sw?wrMI9Ck1(DI^Vi3q{-7q(!R^W`{Udwe5sqS&_GOS2h#>hC9915yqZA?=s816poeghKq$p=c6w1 zYhjdhlK*U=NPFQ!-%hRP6#UYtha;0$gL{l}^20jnF+;*qZfgRzF~9$c#=nKZ)=JMy zBv{(n_6yA>hgzKbLo)%QR%(U$D(>H7KX?|HW^Y;1ql7Q` zI=@)L*F$-O<>9Mj`#4?ZF8R=XDHm~u5i-kA)+)}AD$&Z=E`rCK>b29N6J=;uhaDb7 zKisukesu4p6}sdn!RL$DPU)KDUN|Ii2i&>cmOUQIZ`-mP^|PvA_3nwuY0pGO|M~V| z3AeZRhtdZPYQ5>|#|?&`c(g4x3ab4Ks%m?q zy-Em(N|y*oH&W6i-QC^YA&r1^NgTSn5$P1^Mq0XCy8Er8_y68wIJ|Pl;hfFdYp=EU z{J!~{t8E21e$%PFptSKV14ZE4<_udm1_ATtb7t*7V$t7|j{w716al1~KH`GVZwa&n zstrh4lVJuF8HaWfO~%}^6p@5(ht6fj{l==l@jf6P{PA(r?e0`x_tiih{&;L2-`uvU9BXPRH|*~~9$aQ|(o^qe{iSC>C1hVL(yLI56zUW$`-&`O7S=Yl2~ zeoFh24Z~%FeyW1`<|2!hx4S&wU_xHPrr6Gp?u`l>P0oUoOTN5BMbsZv#c$}YCGUMP za9{8|-C_+&{<`44Z+*<`T?|vq>+7x-|DystB@}mq-8T|jh{~TSXn8fDMRY$}WjLtV zqB1Qiglu6t^G{j!{PLM#qlBa(`zMRCdh6&120~G4^3BCx>vKo}_|bK_iOUMpSc;HW z=xQN#i`pCTw-4)FsSbU!IAHt4S0;5tE+_mbQk1>se?l^_ zWym|XgV1vfXoZ|a*yAWclk;Jzx}uiC&B}|g?40b7LivS14X>rJEBF&?t%XzEoh^E1 z3|?=p$LQ5g;Ovn8#v@BCIkBFJHwg<@)(EJ~v>-aV85sqA-PIAm(Qpg;wue|k7u5e< zkDp(}sD8M!#;*UAfA+eLWclM}v@+kl?Kq#JJKKvok|$5(tSPzAyk=$u?MFi?tx6%i zr>2RCVv)f#wWmTxHI%FB#;*jv35ibj5@#o>Nt8~LDCy{${Vv54wEmJhcJeJ~?1Sz7 ze)1wuP7X%71miEaM-Q)^-Kb$KER*SSo?P7@cI;}HMNTcVU+T9bmOLAdQy6N3T<$8B z=jt8jDjNOy|52-!vkeYI9BpMA@c3Z;BsM}&6Bf?+oWDcwJeNA5Gm_E3|vxh9(*5r z5Jio0PG6?33gj8S#mIlSf&9V73@CY%0gpa5JQG4Vl{0p%vv%FmNz3 z9ue+8PlyY-nV$Rd>i(d5|LDSzXyh4yD zmbPZ>5bt^^KqT<@4kA5)_ut)Brn^E~E`b1Rrw}dXlP7+I+ksfbYp%k3M*2$ryKkq0 zi=!bk-o)}`)E@od$ue87+&1Mm-n%0*_FR|4*ot3?=T>R#GOzrZ%ee6r5AkjGigG;A znFH!!!(1KT8h`w0U(kg)6G7e=;o*F6=0l^x<2|w~lhRT^iWrcp?3 z=rct>Hk#OiCl!oq9Ish|X6NMZrYlqnX4Uwxf8RDP$CfsVa${FO^}>9-dFD2ww54%t1MwJ<@3GSQ z+B9RtXIo%HSdP1Vuv)!locEWDQp*wR+X>vJ-Hvp7zq^89y>5#~N^^YBH}va6=jl`E z1@;-G{YCJkUq75WaC6w{qogd-erUnnQihk4z()xQYGzcIdz#%lC0*b0?wp&}ijJBK zQ<&94Vc_QDr!ewC9MdrEru7=rhs&Ga9tGH`G=t^pmfMqFnrxOPH5zR9cLUjEw()Tg z z_h&!39z#^2(w^~{wRG}_v=8^*r)#jkHrmObBnd)~A4Q&AJ6U{af$PuwSX^!{+-sit z<(21{W%zU+$8MKca=vc7MrrCF#%9uq28Y7&?!XU z3S1N8AB}(kVu>D``=hXr;F&#{*UK`mZ!^UR@RCZ#E;nIm_X4_VZ9+d;?u~N~0!ld3 zw^iNkH71H*V3~HME9>Gtk%GXU3SJpgr7Ni|nFnSgCBvOqsKZy0gb5b)$Rp=bf68}} zHeL=A6VB6LUEG-t8RIK9Llu)vXscH6U718U-=L;nJ00N|!1r73=Q{40lhDP;xB;as z(4d3frwiXNp=&V&TXW`HSDV-r*0^xnuP}+C2yRjT@QgiI2&FeABhLDDigF?|68OCq z=kUaeQW=#63En~)##Wvw?}J}05C88aQ5KRHV~>*=tj?E$mgM<#XL6uzWhK|2v=R*&<00Th(?9>@oX&$ zRIe6qemw4ZZ9u|wJ>3?W9r-*TTY!o>VJqh|JnzQiaZa3lxu|~A*F$J*V)F2CYx|bd z<>t@0?1px`r-AZQqf=;qcOTytZSAT3C|0%u^^krNCa^<0^niLB!AI1R`;{dxX-ktl ziq0TCdg!@-V)wI65XLt+c-DFQs_o3&G2Ju!a8ecU&&WB+1A_yj@N3N10=uP?=b5cJ zQIGw8722;=uvtk+OKMjB>ChyPe002As;vB=gYvi>L!+j2_X3bACHBga!^Hry9XA_>AL)$z-(Vox`r?h4J2YpNRHARNk z^^(smMR-fAe9NEP!zm5zNG~mkz`3%o;;&DWy^JFky1MDx8GbBqgg=i_8~aA^NvM*? z`8v&}2$tC+vqZD1*V!)b+Wn0HY*mNY54A|5Wj zLF++vP1p)c@IgI1@kC5#(7AJ%b8THRTMQV>A>(;djP(-JEr;g0fj5mjPwZ?#+%=t; z8$YLLg??hX#amJeo@b=Wy==s0M1RK$PyvaEF2|*VWYQ9xcBO=T_Ce$Nm&zmtqlL>h ze?Lu+DX);JQjLc78dceJcKu4I!OfnNF9RFa_e=PoRG-KsoE;`sDfGGbqijgn2o)V$ zb;!#IHlo7+Np8iI+}WXc8r2qF&W}%l>c0x-yGEYtd9E+zss~sP>rk7>#by@-T18ssgcri)fZxvBbR24=7kSvxmtXK$Xarj!b?R4Lu&wPR6! zZ=#1(1rI2}P(1d$v|xVeX>P70l8<7D5)wfsaWFeR?VnpVE*u`}SB!ONsy-^aC~(iv z6Md*)m`YTqdP`ooL{W-ofCn=a?(HoHE5MaA`*F=NpfI~~HrpYnP2SVUsQ&HWE#rxP zN2kG2m|w)+4<464W{140d8WCC;Leue$JL*B@mM$kF=Lp8;VG64L%Xbn#toP4kA~%>hJb(oz}F=aiD+;h!$`*#(dBbF zDPv=`RI3|N_R@V=dP5?ryL1^!;7s3Vv)C+ribV(K>$>>1973N{Ea^H@Lfr<(g$+8X z=v@sI-}K~uIMKITjjAhLx9h!YX#1v4H&ZEMJR>o1ys-C-e6VuXp}_G(^Kf%B<6SnL z&!M&>=u?SAhp7ROz38>FaRsI|qKdyGYsc7*&Vmvg3})~BW)opCo|{17bmmH9gl6tS zQWW=x)99Ygg&+biEh~H;m%HuCwY-7CU9@LgCF}xGli!hAzd@d>z514ij2!no(fwI^ z$86W*L;1{v?n%E6*{)#-tz^8ws4(7)4yel?9h+HsnU3L8;= z3nfS2vMS`k<6MGZK`}Hk0&PBRxUR_3C2)C+^YGjvJsv<$cK^)c3h_O4b zfah#`TsfqbI#G!e-59;Mo!b3_bJ2?8#A;`AEr+;NaLO#d#0U#Dnqv?Ynv@wcd-&P+ zaDR89M=v{=qP?Jx+V*XW)tcc)6Z}fMfc6{@M&S6X>!*88S%~apCaG>iUoz=xWm!44cugjLwAu5GoFXO6FagQNcv5a-j4#b1SU8INMXu+ zy^q$=hj-5OQv4rRo)IBKKW*v{SM|LTFRF7{Ql)GAIYYVTpVeWzSKlo-C88$~v91R!qC=~rFv<7TsAqH$q^Q+`J1rh3ET#gpko>$m?sWz|8T|AFjG2fy;v00?NV*{K!9DjRdJ+Hp1Pv z)-xm*z5Cx_d=v9?GMyB>K2$JX>oIusR#M=?N0*0{o7NT z%kt)5-l=%x)(as|pp7#0$hufhJM@*Yp^Xw!$c`-B6iA}X<`#rojb-+05&zwRP~c}L zr5#VWd+g~k!r>tPlLq!Do=uJBpsWbiqR)wgcfxp7g(6?nD^vj5(eiP?9`PCKKD%?i zvPFMhk@$+szx&lM5m+@b8IKk{E%%z5WvPt^uum|9&|TAgycdR5oMZeMQlkrS~0(Ci?#0beQj^#H# z76;+xgl}QQl-4mGfzF#6yV2?a{;T#TCowU9EMY5uFM)`8gQx(1#sE?$S<~yPqmC;z zdldglv3d_Y!h}ZpIVALYRKRsry+e3P%JMuo^Ugc#)LUhvkGip69&a0i=Cp^RtBw5B zn)MzMQpah@^-MbV{Cb}@5m*WK)^8bK2S;1F@3K8^be+}9!ZV`M zNV7}pe`8UJ7heB;mb8m@oK_zC4<&y`@}b7w%EFLXq2Q;*q`5#%_T5Ct>f^-?i~Z6} zy@+(q7_;E=7@RnzL5&}gH)4}R)Ua0T&BXO7PYSD>`^2~Qv9TbPQur(mor9{Doa1pe3R9#+{=>J;iu$DyUp5TH2faB(IWps75Qgo zX_8FSNZuvh$c*I?41EV?Z!ff==$FXbm&(|l$a$uEt_M;Hy;n}{ubH1@f3Rai)Oe9W zavf1x99z9{i^U8f<}Mkz4=wCR@-$y$P9-j!dAL{amo#mK2!MPmA^rBro zDoe>JMs)%Oy?GXaKEOA>HnI3B@v^EEQ*gOvB#=+mKk}Q%=kv=>Dp;sa=u#dl~-w>oW?v z@rpt=vForr%DrmHIYN*9Xmsj0Rh%%vn&Inwh;#Tl`fwZ<>O=`b)+j&9You%8t-O0? z;jVd6~I`d<5y;2MD_E7ADjBqK_hTuM`9*#!h{EzL*fl5HhebTRw~H} z`6;zI!W0^wRQ6tE_D$CCQvjCI(k+g98fj*8x4d#+N@bh+Cz_Jy-gd?Ju#>0fdhL~t z9t1&BIyg8i`nxWNJ<7SIK+20ETGael+mgXT$e13FdgYBtx1EADbeqI6+VsZ6WkklKyAvpizdcT^A$`-uopVrq$U-i@th1}E#KnmUoT0osaW5q1&g@s;9%+tI|1qEzb_(M41%lj>Sgfw6A)}rDx`8x zsSHdqj>Gkdg}>ZCt;CL%UE*3_>5`P9O2*CCsBX_IIPjj>C6WEGagU>$eZv?Pvbt*` zM9@n!5;cQmen?x#=U96*Go9dhfB)JP=>=%y!Jn--oUmv6ZLl!9X-FaCMCj%f6i+wR ze4`*Hn}dXo^b%Hp$d@7=yW3@Nw%SBxc;}8_C^@&M=d}4Nj%Cw%XnO14M$dl-{22uW z+q!S~Jwp5U7;6Tr(2GCZ=lffD_v#T(Xb_89Zn{_zb9swFpB_1%f!zxjRhcitFI|aevE9y z<#S#u`i0l*E;;_TI%d3Y*X1p^*bniLGLe2WG~sT5P#nFmFB8U3Kn9!Lk0SV9%imV5 zV1VE4v$oM-b)(-H|Dlo^5SHD#2dp{iHV=-|` z$V(;iKc?a?gvLYpsvZd(^Ct+Pw|I&iokni3;$n!WC||o~Pzx}Es@8Fu0_~_V;mna* zKU2gk@EIGwC;kNY{^thg^^hsq?PHDl%XMrCEp9}N=_`dOoM+7IyEda#Yy~+HM1=j9 ze@sX*48prngO!U0H<^{EbS-$5HRwl>^{a%gGU1TRo;XiLORr-} zMkX}kqt4$Aqzx{3Ag_G(6+h%z6y=jA+lC=4)~q4_Z4q^B@7hgjjC$~d3SU8f4@43U zxvjxDYw4h~NbXF{O;ILN<@IU1W1t+1m@o=~f5F=85L#WIUp{Sd7oq8JH_)mXwDDOD zNLci+Sy4@43+hhV{Yc4zl1)q;Z#7T6I|kooDEPdtuQm6X_dnT;Iuw}g=;$zEeb?%V zNQIuDkalWxfgW|xa6jJ)ZX}dRsas7{3d9f6j=Y{T)Sd?VA$PefV&T~a2N!CgTzyyQ z=UBeYj;p_7eg?;;Vrlv7_f)1m%JYd1JgQDee8LU^jbnXq@2=EW4J4!&%;U2=czl;r zW4>PQ(?4=$j9t~s5G_jMqg8J=txqU_gU2gWIR5ijJv%Ult;b_t8K0p_j#A!aWUhw z(VktS3F@WA;@7Bxo=lcQ*|UCl zsf{4LpEwPx%offtIEL;O*=AJV&KS8Zo*?~H_Q@`v#ZGfDvaQnC zQxrAmzb<3FJjXUpKp7D4;=)T`af$yu8B^0tluGZ^b!3j!8n`a!V6YmZSRj6cK39JX9=*>>bT4S^YGY533WqzzayE-o(hEzptVKktYiZI7Q(nBQcl ziKb1otfZcWq%PIoclJkhS_>!_NH#<-+RA}0dw?ckC0~@UBV9E+C}LLcLq)X5Vnoq} zF2`$j9A&u1`y+kf9xl6AJ|!xAE|+iRnQ(zArxp;XDq|_Qbl6gZB?kKcyb?`$>i@~J z;ll)lA{k=2PFWWD|9T#@U}2M;EgSKZ)CJKo+n&+$<}Xz~W9>OB_`sJ#{&T8@hU~Y5 zpn7UJzH$vkAfosUVr{p%&4cRrSh&_`xHgHbm@{t8nyZB-+*j8Uc6FCZChL!dV( zKy*`KXd1bWDW~+MYXwcK8HH@3mwFH9T_=j$hQAH|hxLw;Rve#4|Ehz;`S)D6S4E1p z6&lP({fiy9x(k;l2SP&lbx!A^d=HiTL#7$8LLGHFOA6KRiAp5$#m>t(|L0WrdjV(( zCB{)9_)?HP?(>|ElMBaYUWpPnSTbmK^vCD01_%dB(OD9j4$)T zi=0?FtpEMHrlRF!a8I&(;gbJngX0XV<*WVaI_L3x#?evm2ONef$uJf!YIJ%GS|D># z47lmN6(!ajC~`1+vwHpa3D6FL0F_(Gg_>njy|BFcmcO5XeopS%buBLphFU3U*-mO@wi zKiTC8Hb<+^!cjxvSWg8tvKy=-q{|6;vQ_}pT#K|P54UB97`qX=nZI|Uu)wEhX{its zmxL+7cN-u`WjzbX(Qw+Pj$C=S1mS#Ksjw~Tr>*t&G`cEt?ZDO~Xsij<^ zg0S9n@OYz*x?u1<57(Hp3a{0y3n>AqPN63k}lz)gxVq9a@L4f!}VpX z?nO*tb$DSlvT!UXeN?a&3W87RMTOvPaG`Pwbyodk?A+ng-&Xj zT|K`6NAqoxctSq2^-I$UStvP7QRbkpoGcAiGpAHamm|4ftM}J*Gm})5vT2tEz5)3c zi>h$kqWnOrLSz`{Q2Hvhq$%@FshfNOF?UwJ9O6LA$wLJn;@mHC@xI+-JcXGpRY;~r zLt|L7p`~gK+|;UnJ;&SCSfKBQJ#E&2K$OM2>bpN@L8fa5)k~%8s(#NoKd(Irna4NS z)|muyR$CmA783_zLLYtkh1Snw*JT9DsY~jTl)FA|W=5UZ3#1VDt|^nW6P7G| z-~06Oe+w8GGon&b*5(+YA^D8X?gqLJnZKHY7*8AJ88SbF7^6}{XZevUeSlL#&M7kZ z;w{%8lbPBn+KV+?*8ewsi6}es*}|l4fnHWjPe#vMFhO)OpbGh;DW?tX|0-?vY;O;W zu_P5zbIzxsr+JsH`*<(u(Yxb-g^@OQG^km-ohWgM_TT$Stu=+mjP809df~o>nH2ej zZ2I20t*fWn(t&3$Gf5`ttL}SN5=rErTMd*Lh=8TY`-Mo!{TVIcOG_QxT|}JHQ#KXV z_q6MIsiUH43`3|8VpzlDRzgmg{P}|W zng(;Zh%Vkm_;LJX*e?^mzr~!xI}ZQB=;S7=r%jIUh>f%Kp3-tz?fFc=nqP-7trrn0 z=gTj$1YT6s#0ql{{aXXU+mXK0maidPZ(B^})ppYVHxQ^1IFr~h_&4HdoC!c8cSHw%1hKOW;q}! zQGi-VL`b*>v!#7*`jcm<5r@o)lZ<0{l_pcGiDEDiv;T&_P(g|R-A}!=n(kEj1>UbK zu-fS85^&*>5=&|TvmuYMx8#+rHgO1apq&_Zq#BBB96wP+0aMt?iHFd4+hs%3)96R4 z$nWf&;Rq$*y1ygexIeRigPFqEl#S2ZB8r7M+K<_Z&NCsTM&f;rj4yLvp^4{PW&^rx zw73B+e7cQL^lAILw-Pn8k&CQnJ zWc?|1`)C!BGK0q!yNL#?V@F%`B3wyG+k6=JaBo1 z2VbOdpUjkJbi3@*yrrh8+e+_`1+4L%4eY7b$GJsqq3Zn~KQbQITTICpHD}8IQ9_=4 zHup4Tx$b{`679Sv>qXZR;+bovT#c0EolLiLH7J&H&UXu89pgUXXbF+oVzViX^`?QMrN}JoiqCsFy@E z@roCQ3kW;)OclRGFG}1qoY#Vtc-VzQ-rGLpTOi4JkSJwfNVgXJz>OSqR|NIy?;VQ^ zRkyA5LrY-!kz*fp{ zUZkoK=tA@oDZ9Z^-N0At5{)wCO;t{ih??BQ+?1T77*1ncI&M4GGQa&5l4H_{(El3Q zqv*fUnDhrmi6#Mmcqp{&UqyjBq25f=CD0eyWVr7nw8wo_vnH%*A~tEy0j=Rh0BZEI zQzKh0oKhGctf|s%C($1k^+T z5M2NuLSXzr^`O(LKLU0VC~py%QcB;R{uj#?Oi52)4yb`6+^140A0`hA`T@z0oRsvx z$S@_OzJzmPWrqs1O4dNi2FcfxS$<_p2^$38)nCR$OKN#OMK!3I3;>6GVLRG|^)}XV zQ)nTsG(7@?55Itn^!1(#q&fvJgOrbRCt3cu7LV)o!(6sa&YSZ3+VA&J64sL^`lbLm z3T#M=0O1Cl0m&b%Il=D(2K5knh#-^#fb#N9-jhiKlI(Hd$8B9(8Gs*A#%g>y6k79HkWbbhN9ryUI#sgf_jb^?Z)iY_L ziK9qxV4*B3UIw=;^k+G+|$uh*$O}N+ypl z^?lqn;>Y>2NF(#5YqmiAHblE(XCXIjGCQ%{MB)a9#D-uZ?=q9Vg%HQyaVXA7ShU31 zGeh8oO@q&>vLJXmq?wcbdp1y9Kv)CF`v8nQsD}->zGn8Jyo)-q?;2wKz>h@ms+G~LbI*>#FwQYjT0T7b~Y|4NQy8^t;JM#^v zAP+!T2#}PaQBi=I9E6MuUiOZd({7m`e7iN2@@Z086$BOtOAV6|TQ5PAB>*52WFUZZ zYvA3gd20zK3=BLnz&AqUed1}=KMH{?g`$FVDDV&DDuRr-gP0gJVrnWXs9z5cST%om z--Gl35XFKz3Nl_&SS?jRaUGaf9{^=a$O+K;z(u2$>;)V|z|#QYuud+|kMfUG<^KE#LDgw&3Bv zt*W1?Kib$F08<6vc3%NwN*aJe1DD)Mj>1JJFd5%m>~k6Qel0941Rcd=J)ixEN&#V- zhK7coJ~9~m9!-Gm`v88dWxsX~>QDv%c<>z*@C>}M=fI-e^#=l+`u6xBnp>}5AW&{C|P{KKs9cpB>4oxco{~yW~1|CX6uQPeTp;w~#4&u6i zJ0A)L1O3qrAf_ZZc}se@!myWe<_KXQIoQu zqb18{pE(z8mAGk%3{+!vga^T7TA&O%Ym!^KLE`65N75iJBbeBz@&`rSMP#h+s6J40 z21owAGx=;GkiqN49ti+0cfqJ60Mk-uzt#=nc>o@^EN{W)5gZaU@(lPB!BN=&BNF)i zCzGMMRN$mgQd1YJS8alErvCui8*4!$jZmlkJb*lV-R{?gan^!qtKRH-45+5URUmi< zMc%?<7ntp)OVu3#OtR#r98mZHbr|G3z02ls++?wyt^W4y2;|IxyrFyGcnpSq0=STb zs+~Xz2Ux|7j8H}a*cD8CCIIvXaeyE)0|bgdS2*zbWZB?2flCbh1jvu!;o{Qt-~{AL zv`K<;5S29#1r)b~;|JcDCFf~vm693|#sD0fWxwA(@m}Wo)M+OCZKXoSJB;+IEJCju zVL=Sd*W5q@&G)wiTrt%INs5|X*`HoOKZz*SAv*kl{@oz>o!OTc>w;8Y;O?*m z-{XJ9*iRSa9Nz}ciH1%VL)o%QMQQp)A|5(8n2ncJ`@Ehi&PKZ&t{8~i?$7+T=`}z2 zD^fvE!DC%5)?_XcnbP*(E0%FEH}dN94@yKBW3k z|E-5@SVvT?hTg? zo-et}gm$0!@eA$MJ<=Y;$Iopoc3D>xQnm4ZM~E-o%$cQmL(kq6+;1sev? z+aGB8<7)Lq`WD!MWQCxij_>u_`eG@%^a@jfmz^7=Pl2eVZ!=a3hQRS%{r^W;t+E4u zHfa2cxd#_(-hN6#!lyp6gy1=Y1gOK2$GsX{tqz0|l9H#Vry%aiszxIOSRtT^Pj_I( z0F{0AOH_G&I$_=TH?lhYaCt^#~_4RAOEx^a#9 zxCzL|g|35O`|$y=S7?eLASM8F>zP*g6>6}B}mmQ{hi;A!^+nN+Eh17ZH|NLH2WvaK| z>%K;lZ=fY|t~J}EmKtq*D9$!vV(L(ADlP#kn;!0b2H~&khM#wO`B0;{9ycW`+O6b% zv>+uL3#GT;brG<0|KJ*9`V*X>C$@ za9WL}foUI^(TZIGNMFUvd>ug2Fli+wAy!z6RTEWQiv|Cb zdW9*p^>^vyS0(|mW?*l31vc_{dhKK|QNh##+y<-JYI86%=K&K2c$be_f`B!7z|nBX z5oBexfcs3a2cyHTfXx(mGpI&D7k8x^n4acM3$0)Q1pos%RXu$Gz<9j$c?8s$RM2k5|n zuo51QL1vRCV+tkvP86cznrrFS0b4(ye*&X$%)rJC@KAR}|NXV7L&kb#2k3lsVumQl z+};=(6nc9t;^{MldTSW_Y+9{^n_^ctxEzrsT<-E3oVBwp(o)fpWg}klC64ZV50}wq z=5#KbuKI*9l39!%IBOuziU#kpqin!1N${O(fI^G8+QmeA;y;eP5DRc?Ki(hufKd{F zLi=khFM)>|3U8oMDK!K0da2cmnHwbNfc?NLM#0z3{qlgvbU4-Hpn-yms|loV0Z(jR zVxl6rR)FWZ8tlmbfry18G%%rCHQ4(B0Dm!CI1CIUaL^_NGchqiS;SyN0d8lPov{tD zJyT=@%eTwk)c&kxMVVs3FxYbe%-EK=zpoFPz714iz>awi(mnLrK7*wNut+8syN0`@uUQKjS@fbs7EV;gud>&!;8f!k9=SoqolRJ6gDlmcE2EpPhj>cl?Qi@bu< zjrb+)ctHh2d-0uRamCl`1a77)cRsD^m&4g`Z~*~a57(;Pje48m^MrNl5B0`}H?|)) zyje3pBDRu6@dXo|}(7 zgo;?d6s6fwQ|I-+hKxykh>oDhE4)W~avx_QA}AA;BcVkh`Yg zsTb{r2@XQIi!~zY0;&_*H?;v%T;3|tBl$S-9sgqQxLTMFG854>7hgtX!*|@L)Ron* z63dG#WZOz&1+!i4j83cOuUlqt;eG4}In?P%S%wbQrY6t4T|vLx1X))wY=UAFO^w-H z%VhVwa35?JJ!*q6Cb#M&$tG11jag`vxe^9WozDHc$?Go-DUtL(a}Kl=TvOZGkoeP@ z@0L*wA#OA+&duz^oau?F1ek9HIO}wXZg=ohjg92o8;9Q;8=o!t#K}FVRaa&FKH0q; zSX8UrO<<+T?)pLIQ7uG^&$jaL{8oF>YyRsV25({oUH(~;ai(gG0;``$hR``3KeOLr zBGPdD+?(p1uNfKtqGG{qjMEU5BeA3nl8Wk4$C_u+Ja(GiOoet+Aj$aLox)#_mIXax zffllA^Fx=WDttH4y$$`kG65ueu>O!{{|%U`uLLW{$_2C|3E_(YSBB&F`AgNxG&TYR zCEVJ(o4L@Vvp9$Y=tEw!&`W0DotbcH_%b-Z}S;L4{&pCGvy zu+iu9v_OL1#L}XsUX8cHu3#Wn>tft;}-Cg3_>9g>qI{XOKnx)Zfqu&~4s(yLMnAf=lUdb3zjOQOEt&c9i~iCXhd+fuWo-7*&clN;L^cM6h9s%C99@ z<1TiKkXdhcEew;RrQ=s(URA-LT^L@KQmt?BT4^0f`2aa%EwQHkY%Yn!tjerKk;XGt z`(<8B#X$Dl=(uWuO3Lrjp+ps#tQOzZ^baXhmYMFP)z{0^6uq*8rhRYpS0fU~tWfSt z8l;j#tc8jabP6O2$Ye#zDDFO2cx4f;T&S$!E;U_P9T!aLXG>gzfq`X`Umzaa zPreCi9V~PlGbUm8CIgq#OO8v8pBAlVsu7i`+LZ(u5-T;_z9}ap_7>_dl;3O@oD0R7 zmDpPsq@U35Td>W>H`R6OQ)HJrGelIYy?p*p0U+9jqN(r@iNgP8URADKKqZz!6npiu zweK2xu&G@>LiRB9i6tHCsSh^VeLleS-la90sSWyODPp=TI)JnAUjr@TVtD1obOzs# z!g@72^*x8tBE@*h))q(w1uHoPc{;nZ#-~)8CT$U+PWd%==emc6wbO`{Vy)5-Qn0Kl zmc(s*MUTA$$u&I6uK9vFn_$^r*G4n6lse$O`Z3;vX0ZA_mU%GzeU1VT zdL0CH5(i^BpL^erFhXULC_QPsz4~%)2SJeBE?f|~l&QSl3Phqd%H zuKT5a<){TOQ>E%lcO<{e7*7z{?bPtKVu!rGQbRGJ#<)d<_7)5z7VBO#rB~Sh+W#|) z4K}AS*ScaiefH${ka3(QG#^H=D2_PD3v{x|aD8jEv}dGckp=99_CA|f+=CffqJ-)9 znw*pbgJi%D;l=<#qXGWVVHY8?Spq@GLh`~(Uf0Bn5!N@)xebGuXllG4U#?|0Bdc+l z@oUiwJNUQCiU_-Ja-*5_5NymyUrmr~BcK+RGw+>P{K4fN;5I0veBX&;#O!_{Y+CIc zF+VVwr*f}JTPQ<^a^|t?Y4=PQ?ZEU)4_CC)1D0{s#~Xg8ueq;tC3JP{VbUpx1&VRH zX=+f{;acw;;?)@krTZRyM(*y?JmIG%#dgO!K&zy#M=^`vd@hr(R4yZEaZ(=fwy zF88yPwVsAT%AY&ysWR_kc1h!Tj4_$k^Vwd#xmlSV>5=u(n@UrBV`91m!sMrlC;iL+ zjF-EejF7)(cF_b&EaO30ifUXL_aG#%> z3#C)4luTOG1kPbU!T48)j*mB~ngIw4uyXA7CuRJg;qjEqE6mL6?0O;O-EGkk7+}$v zz=LP_Rt>8%`V)Q?5@Mxi0nXN>P&D-byXK!+vI^eQ*%(fNvGKHT=)^YQ};`$6r45Yn30M_p2opeC)up z=TC3|Yy{z>y7~-=TiBf{dt>tnyimzdikiC6z=G`g1*X;gqAA6vZX>A7coRXrtoK={ zaaQ!??L5~X!c~Qs7_7n6%H^!*5S94?$%n0`HDM^4mn(Z19#~tdUmkn@{am6#AnX7J zU$2-m7W@OjNj@Ixf=C1362=?)h{`{xB7^$3Wsv@ z&Mfwyo%g!~I@6!0Jn)<_)SW0=>3PpoM*OVGx_x(PxfS4(5h2pwF)xdSZ*HE!@fMJ0 zz*wl>Gk2miE5N6B0KGmC$4|rRXHeWzK~w*Cftilm7qojGOw%e5Pk zla#Tb7rYI!^Q`s9^Y7X)nJfeVKoj{jJl&t38GZ zfdnrJ+vhfDR||N6BK8(}f^(AEpRVXb2kNs0a_(z>%;(VVj?Z?eY9Hwf5B_gW@beG; zn=#0izbVSYd9;>0ew{GUAvmrBxM~EtOfNb9|L{zyPH#07IM93DR=~65>m}_0AIPUuK6bW=e~Z{n|wrU4B&F$n%tL`2kRW}-@znA?5ma07^C zCnBy01v+$x4m^C$7F#71^c+6kU^HUW-SUBQE`))O&Gry2x(N_PKSR)`p+n`e-@Z-y zZ)Bl=qx5N3HJVM^bi|E;c0SSEP=H`YMl>y*GN`#odB2iIk^W7s4ElEBL9Yxv?Dbbt zs!Y-4O%@t;f85%X1-{hOa#6?mPy7G-uEg2ApKafC%xWp)J`nc?!zstxb%RDr>5+6c zaCX9n$l)wPD494p$(S8~Yk$%n%k3NMA&iohd6g6N-%)V@aRG>I{UamO1QOEH(qdvz zZMZiL38ou!cjlYw{6HWZe#eLnULQ<{^K>}ei3r;BKat@dF5F#)VBwi9JQd3}rbFLd z;RpmMaQl{(FXO7}ItwU$B+5q6*?*&m#or>9;q;QF9WEI)JOE+h{Uqi@$-_$}?B50m zH>%>B$s+xq-RN}+AX`T4eq#!oCGN17lX9|@DH;s}Uxj|*{^Ym$Ql!4}_|e+6dG0=yivH67iRyPkC4j}jQOICW`-Icb(}L^f zS31wCje!Ops(2HzS5Fj0c5_G2?UEDv$SHUksi}!dZOMP*w}j7b*Je=z_r#zmQJx)&QxG?Wf#`?YEAbiG;ax%RfQZ zHDayh-}lTcJ_R9FP`)Nqc@7H$1*rv~B!JX5G@F7!kW(`bDn20GCtxl*Qy$1mYHF?< z5Y-#XSL2`x1f>4B_;`Ti3mjwP0P+%e-9n9}Dv-Fq6SB!jx)-Pqgal#HYh87}vHiV& z0rDaFfEEV=J24YQy;1K5iV%q?riJntq+dI}rB1gkDay~|^Vbm-@s~elw3f&{Xq9)zZztc!s;24f zmCWN7SgGXpAPqXclWy8{nje})jeF~aW~GdNLy46?U3ywbDFv6NB$`7p>$JhYfcpEq ziB!_Mm2S(?^Cf-uDHic68phD~SY!6xB)?12vBpy)xQ+6B;jf)9nn5mv4OJ5`x9Y|U zk37ri?0Q4}5j52$h7Rgqxx8Q`cy8oP$v1&-UPnEX_r!GKc92Q>9xq8augBsx95)B4 zDt%zY$8(}^hR|DWM)6q(<2kP$j^9J~?1=0yG;mYU>e{3_;)#RQCh?v^x-p1x{a2IPNJRbBrW1 zl4yZ+(U;yETjf%<$N`gS$06}lf zpfU(eE&>EsASfvTSrAHggBGIz&aKBD)G-HvEG{Y(OCeh>pVJLABvm;%kj``hcyd4( zO$i36B~E}G2Q(=j9v)~sJAjv>M}UYoP@@4NKtfzxwNW41s4KvqLOGmJ`W#@LLSwA} zfmaU~JSAoUIPqUS-}BlbtjhsJk3N7LQIJ#zFnwPnieG)S%5JLE-oN6%Gx)95(cPh zT^+9hfeQ#p_25)!R+|Y3fjWu@sEVRO$!c;%0G(0EYW0y+)=ODz!~OADamYp>@jGlK zo{xAXJRlNtp&!B%_zI#S^OmP^{pWMpw;UgZT0|o8nVgFgLDSe)#-r8zx&u2CD3UR| zq7c{qy?U|VfP?1-RUEmQsK|Bozza}7*;-$}17{q}6Of7pjbDXECxTMP4k$RKvDq#H zo^cO&R0rA;G@@&<8A>;722tLCAs=i8>Utn1da$?G6;w{e7>}#ZN0VRCthtDGz zWjj!_1#fEu0L4I84A};8f!AQ#jgOBL0vIijsGy1?h*JXb;ECX~fU@NSYBT@BF3D(U zB&V-{ZUvOLJ#Y?%wFIF@l zY}!ohAv#Jn#7k)218(ghoz8NGz_wE4O>2Ex0_=%t*%};G7fgudzSmG8-q&}5ZD^r- zG??`xU(^r6mDoO#1!mG?vwr76nfG~y*YMqB7p1>ifuvUvJzhLduH*PuFev$)#g zlrBtBz0F7Ck<;~A!AC{q@RBXzKhve080@RYeyoUQw+mvO?1xv_c`rV|&s&ilrXVap z7bus6hu|AMpC|e>db|2{6;Ag0a6*YDT;8h?b86)m?N3ys-`5=lK0MDgU@j&{s?&Ebdo;Mb(=IS1Uh1vUw@(_&@1Mi=X`EWy#8JDw#^8eT$* zN3b4ccw4x4VZJ;18?f|5=`9ix5||-QYhKU-K#RLG08lC@jDhlE9bnZ1VrZkYC1Wj@ z!+I|$0~>>vfZ75mY1R-SfY4ve5^b;dprf#HY>}&XXl*5g+J)oK!cr148UBB3jfLtJuf%Y*%|fzqsljk6 z2S^GygQ)5x0WvID`T$0BY(1}6Oq$wGWJ)IT)h&bZMm&>!hiJV@cqkB$l`TrA!rMNA zCq>W_@b=R@7}O{LZwDeb9X-7a(n&hkr^sMxj6zmNzB{q8xr6yY#Dp1bBEL%@Z@Pd zagzu#N4H&2?rK)A_Uq?wDOs>PL=+-Lfh3O;B1Ew?^${W@{vW2kGAs(^eR~OMq!H=v zP625FX{05kySqb5Qo2Nt?(SA3q`Nz%r5oPCbI$Mo?gzatahKiMnP;B3yOT0V%(q)#eMA{@1=}<`o9Yxs^jC6F}J!-)$2TWtw zZCMb0fKdUk-hLWN0JH!K;j7P~U=-pEhMuH_0GjTXIPul{)ELU}T1Xc*j7oaPMI7P2 zNVCDs=W(@D@>D*Dl4@$GPg-I0J@PYXQqV+P%$O;OiQy5t-e}5|DaYqw=Hpho`7VF= zIKqGQ8fd=$TF@qMGT7*qIG95W_#h)?K3cvkl*Zji7!}bSiSKlPFW-vtcfrt~gKhpK zX%22xt3RaF2r$xj zI$Yod*0fAarQkCGf%YbVFmVC46QhzOrSGeQC%wTm63iZ-aw9lYd`g5LV7O&5UB*Op zUG(-p$J1ifVqA<;o#r|)t~dYtAnXx;^X7BooPqcJ#L;|S+qGlK>yy({Fn{~y*#+f{ z4oe0s2tcQ&uy5@9HzN>JLY@=tj^!fv*n?xY6fg1(%a$&}Bv7gM%+r*)4JSvo`T6U+|etqpg$xKEj$ot-+e6h&56n9WZ zK3_vMf~dH)Vyy0OEb@y0DGM;b1T*t+aHm%cnpgq=1jzbBe}e&IGQivbP!WiUAp77o zAEP`qd>WB~{B5q)(-nBX>Uth~ugD493oHhjZq?hza zyK(2*YKemWXl$_O@nMpp*>;(&mvf9V_j>~lfd?AshQ2plshq`KwU}6h7>Kc~4c)hx zjyDi4*zY={{YG+Z<_c8a!Zva+&fi$C*J;AJ8haF@R(L53qW1VQP2XL^o*~2&F6jL! zuDlSypmN<=#psyq@EByBsrG&B92QWoS1Wa!t-r<5D`8-!Yj!?+yUE&@FO$vM$w=4z zp|3N##@c@8z|i(H4>7-e)_4b5kI!RJsHV=O?`%Iyjnx)nt)tDyC>S`B+jVs;j$UoH zLI-p!wm>A*{IQuP!(W&>)l8OC6F~hRbQzXgE_JKr(_`7$zcxMGJk#@)d(+bIypja0 zl@G(~X7MlgV>aH~T$P2*nA_X$^|O%p9JR7VkesI?;vRQ)11A`Smj2B(cQEUt zWdUP820FU77Mc98FQk7@{U2l?P7X}lo`(R-u=xW}L_Y1vg%6)jXu82|34lRtot&_; zUtc$Z`wf%|&j+1ePy(0l4R>9Yoyj-k0E$rwU{$|=n^neYIrr>1g^9jAk@)M6`dZ6{ z7F!%0f*HbbpzX1U0t7Vh5J^)n2RY*N7U#2sY8lmvMTsof zUzIJY!{^sf;Jy4Eon2}4(rm7lnLP@xp$Kco@O!f8wk<(-QuyfMp|v2k#<@Z5(k3=E zM*8xxxAo)+ zxdH$XUw&6tNwevsnuR(FzmNy!)B^9P1+Pg@wQ(-$oKr7o$J~pEiY8cBJlUU8Bn#p0 zF$X&&COuvZ^5i=>YU%o1Uqll0OG|q^Ct-d`a&vzP({4qT70Y2-S9)D=D~Cm4Xov<% zwXh)MuETk5n~1PTBA;P_8)XN$Ve-FUGlVo0%&;E;8V&>yKF6(y3o{Q750GdCVHAM! zC{xBO?KzibEscQ$jYudM)y!7DYqNHc?)OH-yY4h4;1-wI4Z#|ZjZO5u5HBD4Hk4M= z)g9)qnE_{F*%X{EUCxAy@zVXadYHN4pzeTxhx=%3b56^KS5J}jWd@&}VwKa}!86Gy zBTkE&%gg0Wiv9a_G#CHT72ba|8X&9y9gGTmSI~iINA$NGzn2k8@9z=43Qj#D)U}KA z4V>7eRyj`58Uq^!nzkhO4o_SqS2A}r-z&@b00!L>a@S}1h0- z#ce0U-~~^0RTELFr5V5dw9mOBREd6jd3b+o&Bm5$5)}%}FC3$Y>iG%T-W|>yw~2-1 z4|{JN-9L&;NT4)iO^>53ydc66e`8(t(rs7{>(TbQFPla_f`oe`3UNJu$j9mSP+*a- zM(<=`0pGsv65R7~rzpP*M`x5C@yEZ-5BREMc&hK`1R%G z<>l|WpwK0)`_Z}b_Fu9J^VgTl&qEx)XIC>HE%3s=P)_==m3tD9d0Xo~n3`2>YK@3^ zTW7mm@7=6bD~#?Y5-Ruhb2K_pMhCK}1Mv1>V-rZ{azIc2ho1f7b$ROrKI}iEWYLeL z2prUlb=zs>+}>A9L%t8*hO&Q2=rbO0ix#~O#FA>M)rn1U$JCwHB`}XRL z6El#z)dSdaPs2angohfet-&pLaa8^Ox8weT7>Z_lmvSTZF85dTjrh%MxrZQY)g<2g zPC|xeImui_Az!r-o;Z?s)PeMtQ87F*a&h;41-#vTU1vPs)ygeWEG*=j^TYf5Fk&W+ z|ypE~lAi0_MH zcJRfAlto>B3JShHhTf4JpH}MgJ&boInsYg9*+SPY_vt)QFVGg<*RLivHdLaTOT2G` zovXFDtwrB_EZeR2zO)(5RISc4V7Bg=Doy1yt5^-m2-b1r!ia2f5uV=~{FJ>{PH^`- zYrEEFf$g|^Vgq~4?B<|;Fty&UdxGvn;roc?O*jD$3em|z?Bo3HvOhOdD%QJv5ccY= zW!|V?{EqS5KXeoq|8#s@625XT)EVI2n+$aFoR=x4LPNE-hayA6)?V4{W{Jm)j&2Ws ziHXQwU+0f*{RZ&Bv}sJ-bW&C|8m0Av>CLvc7qO??1hwW^8L>(_CmsLaWCZ~UuoW(K z_!xsj851#IC~QQ8vnrONB7H1xa_D-Yw?oY5owu@-M$@MypU!(av-ZOGagQaW)7&+F zx>QGtFFq!f-e$(YkbP`nzLJeioGN$C#X~x5`V|w`(FC16KLf?$I9pvq&YL}n1I9~_ zdp<5p=~hZL--pe;BVW6<3G?DfhqZ~FyK2*}i;Wygdyojek$8ih6c2`#39`A9x{iX;)zvL{+To2h zq@_{s!sO08m)V}SoECL8AV zjBWPVZ0XbUQcaA}n3k53GpFlsos!XltlK-o%kItMuJZ z9J5UdTfhLCJn%|MYzp`q@Bc%-+~SMDv7ii!h_Z$3qBs~>5V64qqX$l8IUZxLA^0aD z7z!XRLDlv+^}HL-P3T9D=ua;!GI7^b-OT1R9^5#kmvbhZCXpWgy5ldeAcrV z%8#6aLTry3k_Y||XzBxOZ7k2$<|e4dOifI1}lkxfComi`Jd14=dG~a>GXYPF1_Gj$3}3Nhl`V`s(iPwa~v_C?FrAI*YSNI27Bj zwd?Dax_;2rCw2ef$>^r5Pj?_aB*VmiS`^D;!&rt8Djs>O0Ght1_c2?~#JKnc1o;IP1CX?QQ<_ zp@0DBNi| z=cL338S>AjlfY&!l7pHO16%Nl)h@cEaCnIB0Cf__$TA&dS%tK}(F!%0N^60Q%iB>x zPzhQHQ_J!~f@uWHpp|_@xJZFam87C@WA1yEL)>SqO7tVVfU`-EZnXF=<+6=N39aKM z^ww+SrMHvmALRR$lI`S+BPh6xL!_3}9HlXUk+o>daLa2$nNzw6a891MzHQJd9CLuX6ZDUroF!&~2 zH_DC!q=xEoABr%6Vvg`dXA6SPZ6Y8uU z7UJn9WfxJhF=~i96oh8C2p;%>A9pJv{>;i^yq~R~hY(xr>8Bdv`vhBs5&bc0N++ zO>sDV^%q8TE>S}dj~X z)XQ6;R{a=;sfCip78v|^3PWj(9O4^adP|YQdWvvsQHZxsBr6&@Sv;r>BCX;3s&%nS!FK{L z2wa@gl<^j36reXLN)sTR8yNY-VT(Mmj#JhgN+XotjPxAN%+|yUQYJxATV!fIfuoNJ z+|^W)CC_!y=!H1CNFG%Upa@^`m(tQ246YR-zi;HjW6X} z#Q5cV#|ST@c6?kCiUfr=)8|Mfj-2U2y?k^>M7S9e2jLPz?{)7V*klbR=`c)2D9r4% z#g7ngu`uzdnDxXv``iS(OX3Ttg(l`#Y!{gx_nZouW(9x0#4~N*9VqzPafAW=r7|m! zQ_YfvDWQ%i>clVvjX70dP*+XjO{dM5_%DgNb~o4<&by;&>x>swRlk#0unYgct(ocZ zGzan*Zg~*#5B+WQ6)iq+_XemY}V^Xz77 zaL<}+?ebvhxZ~$)%)57n`3uvz)2iRj{wa(8eldPUex)LYTKC<%YOZBv!fzy#+U0s2 z#13!^WJO;T3pn0v+$gAX*^Yl({``)MrEoga{FFt#m4zr$K{hO0;Wvlfj9&ZW$#}5y zn+;l)#}(h<+5-pPD$9TKQ`JaFk*6yCZtfYB8x6A-&#pOb>`Fa%KwfC#r*A4Isp2<% zbT!4(=g#nWk~p|F&d+`+Et{%6V?Dsv7LbGK!idBRs3XM4w`9Q*TLH2pz?j8+v{5K5 zuLB1K=q)6-RZiecAi+UR6Dp%I5-4-|0w*bA(-J;nQDvrd&*B;6ac7oz?{iasqm0#u>E?be>zeo?)_C#7b+m(o2Q;-cV1 z;V&PURMGg|@5~Or--~Y}3Hi7p+Aoxjo7T6NY=66d1S#>v+UfRau0N;O(-FTsY-$4tzQRag1!lf&wJ0+%pRWGqH0CK*OVN-au|vj5 z11pj`UeY3*zg1nBA~nXm^7g2ju|HdN7tReeKAKJDT6ix_2}Q(KqN{_?0AZIR@3=lB zs@3*AL{6bL_ojqX6xN3T?<&)NvgFKvwKqWmd?iwa=Ji5XKWUC0GlHs7GTc1vkKLaX zK%-7hzC2!lzEn(HPqa&Om9H7$|94=4V~+4|i||^jp4*)T!i;LK zQxk`T;!QU_P-Kx*oCX99jfe6YM$MFvE;fmgEtaAaquJc<*KiN6*wxxpj_(KA#En@~ zT1`xFcGf#; zKa7np*_D$;%P{cc|1^2ZXy4~qTFATQy^9^xGGPlP;whX$vd1Ct{+N7hIAwZ(mf-$z zmjCDvZBco22LC)yYY1gcV4%Dx=^4F}xXNb(kz*Wmj7qW(@UY@7brki*kp@aQpJ&PaNR01e3<3w%|Mx0S zuepS{w^WbqcdROlhCbD5OLXD6@+YP&o$usw;{|TFgyf|D3mzuto#L*CYmMl``R^l~ z5DnQ)Q?w&fqFTs@YR$4QLW@<_^xX|WE$ZL*7f6r{@HW)c)PkTh7io>KO1Q3Gel@?*<#YTZE@7@fZ6$P~gUL8pP7Fo5uR} z`mNeK8BWxng`Ep}83~DU&CM4j`z{B@UFa$`4aUm>Fj)c)0noYxPA?Rj+WL;XHwfeE zc8dK-czf>D#Q$jaX+0NEpZ4L>W7>%4ESiPfW;ofm|M8ZKji7U;lXq9QMHrSYaf7U( zd?3a?Gra} zmaJ;$Z;hOcFSQQpl9qI*cqk0_tvgXY1g2MZNqpv-9H*0P+v%Eg6^49kjmPs8?v^Qy zWnuftZJ>{C-wu~ zJM7#^g8eD_X{`i{p6*&>adpEq8s|g)H>IN!-`xLOa?3Da zHi##72d?%6goOLKwSa?{pOb@b%KXnB5?u^HM?ynv{gT#vvR8|jX)B>#Jji{#V_K^z z_r@(*PE3Zo$K~B)_aKE@x&;%j%WI>1xfyNC=oKIIp?Sd z%fv>*v_Z{;nKs9zAjjOGYshEURVzg^x4j{O-I3S-ZrmSSLx2jszP^q|#K#Hzv4Owy zlV@k0#&Vl;V`%ihdwfO6o^7;vS(ooP#Z>6Q#QLq`NbwQNv;|kRTuZrn60=WT$Fq$S z`>`6$(jsM`;2#c` z+uJLLqU=8UL+L5A*e0qSZTgCnB>gbu=)<|+eVbQQku{uX?14G;xw)lH6Sux2{bP%D z*7%0^e1Z`24n(Srn!y>WN@s-rgC3;!-oYOov&P+9uc&RS3Sc%M#b1+L!Uuz26=^?xx1?tw670&@p- zf2nkOug&9DPA1_z!T4y5Q{evL*28&++>sd~pYOQU@~rd*b>H){K>!}Dl1PB}ane;t z>lvh&=Z^Dm^d*OG>h$T*Xz^4zydRIc&w|U!$^=>GwDr<{rO4JtaW9tM)ZN>Q#On8L zo55K&>lQe*5n?~GksMhn=et)v!}wa!v(Ul%C0Z+|<<`vK@4_w%s>CTkL;5zu*GEZ_WFjJW(DRpvw>Fz0B#d98*&g)!Z7qFo z-1nySB!Ytk*e`=TxF7LznZ0Wx95O8dcR2dt*45bDUb}w^zck8u0=fg7I_}~w{dy=! zx2(97ev(MNDmIP;6(`!K(33IJfA56V?)5}18xe#Q**w60enM*sd7PQa%MSr`9T&bF z;BSIZ&}_5F7gNqnL6Hrh1Q1q0o$60w0l>wOz`#Gq1(O!Vli8*6W68s@Nd1%|1i>m^DrCi62=FAqH#)O=A9&JX9r z6;UAQH5Ri5KZqzWL|st{s@94pefQ@CJgyXV@fdReo}k_nj^O_0o<)m#nWOE!HX$VS z{x?PY!+HIQd8lmB12(4W@od1_q^O{@N?g;~q{nr~6hVXzeAI_}WCv!uTe`3@Gl3$| zk>=(rd+(&paa4-&?=5Zf7KBKk7E%4@k6l<6gj7gKh?`q&eTZis{M*2Q?7IZ;0~fJe zC38;v>RHBZzU|#KPR|xwA}% z8!O(#dO6J~$o33E8)h-xs;AU*mRVs38F?9D-E?+Rjgh4;^H08Fw~q1h=^@o9rfFbk z2qX)Lp2Oc>jOEGz)ZKADQQ5OZfEwO@QV1CsC@Ct^tTK{XoRj_c$;vT~TteTZ_6@O) z_9m%_AWoVGsjkaYJ5KzUk2FkPo4cyRF1kKeD)9vnA!b2t`l5=QQ?p7_a}HRycRW3WnWdA23z$%`_{Sivc6%fDTAvu+d+1qX z*J4!M?Y?77#HNxn78k}JFQ5QUU1=idED=3*Lk>k`ge&B#`;zPv=@Qi-#YVP>0%9RTfR`9M zDlJo{nnmMkp@kJpPN?dOoN@ zCPG+PFRAFGA?X6X`uAIUN5pJa<0QUcTkVb$ms(#Zb!XSE6xmHzkTJArIt~+MpYh%I zl~1{aNijiH4#qm3*p6NI(r-ndi4ZB*H+B^r=WE&`tf-0vcdYEz{Tru+8!F!wssL4= zuK?!*9N>Xw1K1zUPCIMO_#FVwc{w76R%W^>&7UC!nL($>;A)7Ec5CmDaM! zzd7x~jML7HNDU1&yHedohpvF@;k?l0IZx^v$#M@*b2Gb&B$J*9JfE$*AT62&5-c2E zuN6N&_6xpjHNlli!=966dC%*?xtGe;b3GxIhdROftlcPb<0$KYd*?t*HjUx-;`dYs z^}mO6Vcl6DL@UsZtnn)`2~$S3AR*9G0n zQ1{PCPqLA7p^+-z35pTn$Vh+G@HUARIS~k36HWj*?|H3WUY0@{1}#nHv2}G$R#xGU zSo&_6{jaPG8rmI_?is6<4y)Qo$H7bCQfRkU?<B0SUA z&gWEA(NJQ}!A72sQ8B_>kxZtC%{3V4#r?c9+WKl2gz^UCy$^-WUIW zA@g?&h(;DDw`yj6_-{Y_U#Y{DCGTB(ZMs{*)ow;z9whRAKRNF^r}cx>vTBjFCuzSB zOv+HJwoF0!@L)_9_v?YuMslu3G!0wH9c>tn4X7;5DYFJI z9x#+dHhV3FPZIXmp6PcjZLhu7U4#1kYcGiH4>RTwF}9heCb13%M`t z#WNug_lQLGu+P%jw9-Y z;bXX=6O+lypLMiHlm&H$2{g$#fYoH&wW{-=q(3Uk%8~Bi`XqqdwAqE8Bh#HQ^*g-z zBK}f8HYaDV6~vhWnKHUj`xGc;MSAq3&n+*wnZ~Qe@H`hc)%&XsZf#~R(+`v>za{?B zbY0d7CGzMZAo|oLOj-ZQE~vH254PT9IVs`CypnwA8&YJ_;$YJKv|Byee9}@{P3dyV z;EuFOhx=o6ix+N4y)zNd@{S`u({(Wf{9L?A4GcpfQqqUIY)5E(P%WT)ST5!c(1yy5 zRT_k?^ayBZb3Olv|CZ$H!7>ngX>w4{XzhQ?#EB22@kB&K;66f;ZD^TA2%FKecHy3|%zD{wJ&C4+w$6@I+CQ%A)QwsCheBS$PCXBx6vVoki%bKAZ znjvuTX0!@96*CY@$!DAJ^h?kYt&Be6u_C=O2h64$&pXww%dEt%+*a6K`unxtw?^JL z1#}J4Gd=?Fe>}wKekITxB;GBo1!Wnm`q+eh$}$LgS3^on!Wh|yop8DDDj8d?-y6X{ zpoaIMAGt7oAyNY!nWgfr5%gndMb;JhTZ)YPwh-)fORDerYnhtn4aF5%qHOJ*<{};< z;sSJYC9ql@T5NhGFV>>&p68b?=1_ao{#S)ce0)oSUS{9RB>nfGej_7m)BLye6Ezgg zK|`2k+}NW0yDLXJINRW$K`E{0*;j_^OvKxZjy*E7_1}&~fDN$qDm}CHau3w(WTLv* z)4ofRRWFh09_T#0B6Er0L% z`)Aqx^EB&@pQD@4#9I&BO35P0{`b^CO~q5^eg_8Ka-1B7wfmpZK`Vl4Avfibq^ja} zuB$MWD}Fg-E{!!wEe8gM*oi);%vr2bt)9Pg4G`9%D4Qv-55+Oz4-JqE5Lyz0ZjJjK zL!PO3hT}npYoL6uM$*xZ5pEKG&(4AU2GdBQ*R)@H7fBk|tr0m8mA0h%BCnIw=0}gc z@9H5l!*rGCIP*2~A?}F)rgQMv4;Oz${{dlA|KHGhd%|wGO1yBRrm3cfbQxDlx8~*2{{nTlSdN5ys9mFCXF2z6$xa0USM7v98c+Wh9ht_gFj%|<6 z=ZghH&%MdyoNNc%RUZheAIqjdSw4m*19Mlo;*wA;B{+fY&rgHLdWRHyuave(MTZ1S z*VTYKLrkS#tzlNpc{1_%R?AiHlR47#;N`grA2Zemh6TEI+z!biw(rj=J-_(+-_^<~ z{g62iM#(QNzS1m;nmbOC|L7sf9S#ri{?H+Cn(-V3jmYj%=cdCCj{E->iwdOWfEj0F z#eh&tE+DXI#LiWR^Kax~#wV-S5ZC{tnO&)t>if7qUolfK)cKb3zw@(tlikp8rKv_l zb%hvH@lS9vNv0pH7vgk(;83_Y8f~q#ZnQ5@)+_amF2YZ*+w0XrV$tPw{Zk-a%G|Dr zhbhPTzXLK&@>AWDBb)W++*M{muU~rawm9Ume-g)$jZWoMk3fV{hg42vE1y01 z!BpwMF-ocnosufZlk#QUg5@Yq7Z&CF(1tK_Iz*~ZFlDJ;QcDI-HmJabHrSyxH%Dfm zD;72uy2Lt5MJ8ZeDJ%F_&jJx0PsxNMS1pDcw~FoenxpWJTJ0=nKv|9X7P~F~K7f6rGmx}mK@0&B^37|oi zTOah>JrB(iMhl-a{V&eo!_Atmpql!$8}-F8Ei=BdaVi!$x5ECeSG33Q&wuJLDB^rP z+18WG%0>u=GOKI!>6HA56G+NArqq2-6m-4m0g%`Y)n#m*mo#Ozj2g-g}?yg`|OJ2?7AP{P-umMAjhomBeJy zxCB1=U~3XK`U6V@Wm3O5+z;s3x4JP@U!Mn3{1$xKIAPGM-j59-b){yr_hXu7-yGtl z?!(!VqU(PD$tdhthTOljB{txzz&e#KJ}KgAmmrb~fw?w^0SyajAUYL4-`Dg#ZtE!v zPCrsk&W&o@>GPx6^cNiaH$V}Gl$Mp1otzNz617`uy@zgYO@L8@`8LHthFnJc{0=2Q zf$)S#UW;eK*oJK%{{6fQ84^{Ec|xOezI663Yi7RS$SbooJlfhX^FAwgWn!ieGoB9_ zvX()!8B@C>Zck@aJ59UI>l$?4o+Lo~`}+yzaiRT35bi)%4p3}m-o6Di(DOh1# zpTR}^ESTxz>oMOI#vmP~39(~$auFZ8%&)&bZ3t)c*@%$@x~^-c`l6_2y#&EeH)kLL zjB@UElF(xm0vZe?Qq#Itv;L96=Pkd_)_@M00uwXS!E2){lKsk$ud*lF;^3X|&;Z3WKo0>mC8Pp$6oE1wi27w( z^@l+B&BkgR0ajG3+T(l|@ROZ@#2DbV0!Hle{pE5ypbyRQgtO(DH(ea~Ex`PtQvUkU zzDiOx)T887fdBA%?QUZELP7iXqGJ|OgblKixg(S3Wxfa`_6h-C`P;W||8U>|W2Rmx z`lnJGSX&_1JXLZi_cndupKkbqO38eURPiz66dEe(wNu#yLr8C;~En&H1$J zR_nllkjw7G?h&`ua)sdS^5XLS(R#xSp35VTkd4>QFPfqITZQU|hOQ$PTfgcCZgVr# zK*4oe+u25e?uPB;)q`8t9=x224)FS=t(m`*CYE1%TQfXyX=52K3AU&ecFF*B(%m1a$Rk z(_vx(4^9Y>v1a1rJew#~26Q7J&6*&cI|mZ~r!E5lMJxa9Qk${7gjL83*EZKbyY}gt z{OpyFp+9{{OiPnW8-RkaX@0NmyJztB4y3}kS1r^eaWS$5dmDzjHx8G- zYrWeoZg|bT2Hso6)#MittT{4Y-(Gi=ktc2KI4no5Jx@5bm!d?jxct6l1WRdv@OGj$ z77u!pTZJ+>bAg?fbO6XgIg?^5{MksyOpIT`)KKxa6md(~Rdmpiz=ix;&O(56sF+`G z4!5WMd}H6tW#ODs>UFCtUz^y>h<&6tEuSE5T{|0<&bP>rZFw5#Ru*GlA1%8#LJT=1 z@}8ElZK10eEEWt%a&1wLCl*H9+$1==e~}#}k@L;FwzMg?iojg#wo*0K`A8!T?rDSC zSp%pT7A7VT{{%F!6L4V4bX!vw^%MbB-F11#sR{7fz|_$P&_4PTna20dpD5p;rKF-V z0d_ioMFOHeAU1*yH-O`o0L4Ba3ksCb`&aGEI8(a?Simm)Kq%$PiXT|1BWaP^YoGu)h}+JSAM9^>28ehy?>-z_80$ z&}!8M+Qde9ok=Uww|(x&R3q2+|UQv&hBe49uY!)XTmAJpn9* z*Q4LW;A=IBu&~B~Vr)rC3DB9a1~Lp36rgP`cs`-5@cQ@-#aA#4G5Y|daY0S4p^G} z-T=ifAWixtx()WplLl(NElIZSH#e)YixMiCH|8yMWp6L}PM#ox|GGZOJ7|z%0ku2O4=N9b_qNz`P zOqpgwCHmWN4nkptHCeg$KQAGR~fHny&EFsYil-DQmOeILs z@k1&qSeqAh0oc=F8f-hD4W1{LR%HuVRH-Zjf-xBxBm@NgL91Yb#K_Q}P)$xvoo5qy zwziKv9{#_e+p_?YdtIFrz z<09@N=!GsG*un(1E&gmkUDgq7ifh!Rw}D`A)W8-Yw}3&cqYH)DZrnY`31zW|$H z5(9+f<+$xF{RZ66UQjUs{*rrsw;dSxc`8bC?3js3jqtnj_ri7h(Xausl8?7HX;onk zso!!FM>y|?dNR(AW|i~waUp>tJNx@%RVU1a>CiCH0npH}qO!gBQXyVNB(%j92)8&% zNt`RKBH~mCx+HCyWyH?A#m0EcK~ER0ogu)2b6d};0I38pq6V8V#5eT3z6^*Y18I2> zF-P{!ff@oL8k%06)q6FyDG*eF{A`w5F~8GqI}qkTzMPwvM=a=-T$+}e+5~n?y8IsS7F50{->BI}1+^+Pinf?N1a8Nu($(gx zEtABf1(kZJb+!-RXYpRg{&8wxY*fG03RNFFbBSLFmBGJEdmM?K$zIw z%#60(21vex!N7oxk+CrXea^-N{ij9 zDCi|9DJuhY8o5%nW{@WWC4bHQ@q3UD0|^?lKgb{~;G>qR-S#n*w*byGeS!txkxOLT zgBh>y-Ej}lPvHRfTvzyu$0OgzY7ItkAp#W@!gd3oskFAfzU;AAnxEmr$G~6-@@o(z zTWjtCW@OsZrZSxue%mQyfv=^jFcx`19u@&6QO$^Gd>Mo)p#FayNfG#}r+Cz?X4Yzd zJ}Zm7EC!$;tY<2|gL@3f>wwg3vE8?wVH3F<0xl?^HxFq26t@^2okAVp@&rM6Tv5nW zQ-Q2z`Y7}2Q7d#*?5-F|cj!s|;j@H2{pBhm>x+zdQTJa6NS=vnXUG*%GG}!<} z22h0t!T(_8Vk4}m#&Y`bxQ7JZ52OMw^t_H|O*5#XG@)0iHvnir57c2Gur`5m1ITPm z7OMl%A}Gk#aK>_uR2;Z2(THDP0i40=iG5{(N)d34Z~#XE++Qi+`UJ2Sfa=eU1S7f& zkTVwxtyd!{+}mwk4hOgLRlKi9*HNrtTU(9F&d*t5($dHue{z<|P13yqc@m(a(9_d% z+bq0t+>-T4kx%D4SZbX&sDyL?`IO$n8VyEJ8)kPIjP5w;>+4(5+JmeP%wh?j!)t8; z&k7&~Vk0mA9CR)=!HKMW7)t%OW2#87%U+g9hW|JA34CBrapFr?D^{hq1Ggj)Vyd;6 zwAkp40R_O;gbB#@>cQs*nh4MxnIazn)+Y&|sz8oa4K3E{aSkN&0V+fTT%@xufHMP9 zDiD2=K@0@v6@tg_vJXzw91tY}(gR@W+JNH;WCTd=bC?cQr~=uNF1T%r+Br#LGE05% zW)@uLtwEiTW@ZX11pwG!n0rE;fDEB(9wd@u8gmH@&r%qGZ@`ma`J5JQSb!`-gsL(< zjTlUavTxh5+1%B$R#Q&YD5jeD{oZTaS^si~uvlR#TvsT){Fhg3po~d(T>@!W)b|g+ zfs_sSKKiF~4*ms${_K7_UG9c1Gpq-P*q8G(>I9;v>q7P7afq{Vm z=&XkY$6+Sm0|agdadB}_M4|~^tpF7zTa}c#U8U_RJaDNzt#z%x+0%yoA=d+bFE2=U zKsp5NH)(MX@^o2hWlc@|y}5?giDj1$Z)x0i}0cc0)tAWhZV@`opOTk(hQh4K2R z5RYwThSSx-a1kW>I?Fukn}~=2!$3DiVVShS+D@ z=~fr5c#8-I(&>l~;&rr>$vrA7Nzk7ek0mgR?+3`Jr!#xu?47$?#lE-7IxTKbqFqlOPGC2Hoa00NJV-@T24 zzBfDhPo@yFR$yG`x?nFUru`i3!UA8Ta|>U>N~`stc9yiVJ~b(Xh_>ua;Wf%u2~wDU zhR3U^SpaEuf15a^Z~35TW4ZDil$NV=nFr}mQUwO$l z#qpHzfPaKs0STOdj~@Xr2L=M3=-Y7H?#R`o9)*nb7XoKMB9Y1~^f8Ky@Sxhhe53$QV9*_6%YN5@n!5vJAYF zIDr(VfG21pfgA(;ayZBrUPoZjwE-+X2L(ZO0PI(-CR0B5 zEl4$<-cV*{#|Kuc*{V%YJizz?Y(on;2wRhk|Du2r*$!37Fc&%{?@j+?@wZ4)4G~5i6=sjnKgyU;@o}TKnkoBA z;vI*ZV@p5L1F7ERc^W+>AMyE)<;bd4kZn6_@e_ost} z#Czg2Uj^LS@6n#^H)m!D^ww_HMlED{Uz^0so|G6RwyV4SKf2yBs>(I$8oo&p0TC&| z04%yoI;2s$8$@9f(v6^$5{eQM(jeX4NGb>@-6xYF9AGsWS~fxRMpH)mEYTTF-Gb-Zb0R@Q2X zod>3bH%aLI%m<7NY0fl<{4)&H^jUOo?-L!K`FY8Wx(KlhOjptp$etVK?Q5|Y+xq$h zUz$1jb1$0SoAuOrxg686}IuVi9m_Du`P9P|4aNal~r^&*08W}ya7s1 zimrb^00)5|F&%?Tp&EU#DP`c9`zQ3>4JSa?_Yn0`Tc6`LrkpGCG~z~aQ_4~Kzsz8 z=u1X6yzpAgwZ1E_9I~x63w0JqI51U}GI&)`Iu<`0u%I>P?l(rbgU`f=_eRb{zp`1>rmL zK(TNTMUJNsZv>lH_tv2^8Cu5~ zGf8)DCHw_Wa&w71P#jNVb6YyQ=;C#m!=_ue?A61(94j0J;3gf15$t z+UwV^m0eM#Hv#jh+vyS1S#m;x*+;R=Jx#uHpZ)Ky$zOw%tY6(|du$BprYXZV|} zqM{J^T*2d~pr8Oefy5KMD_5=%5k1!!`yUjWxB%zxu-2**XJLKALhHLa-HQGK0~oo9 z)Nml<~tIIvv zePoY#qRKjd(g^z9M8r%81Iif%#MTM8wdw9EzY)(b%$;=7Y;t8C_prADltN7`(1vC>6G!YlY-7&%M8GykykWf)G+c zrB9C}TYA7N4nv`8?jVq>n*X){-e+K9$_35q~#RZ+S2dG)6ciW}o&!tYTm|5wRuZ^C0cC zxkdY;oq8-&(IdVl6=D;%$4v;$0m=aTEhd6b8C;QLnTrwJaBHX__VR;hscot)_^X?HpiAROC)7#kn-yt{1QhdDu`shfA7xBayS z5w4ly<;YP31zz?r40e8uJZ^IbPO8on@gcigWX}eSuK2~o#-e@lp)*0ZAbEwn|5>{| z$v%a03+QrlOUr6+y6)V?R%{-bR8E)1v6o(x1_6P?f}$8ARy?-<_PH|I6P>jF z?R5msoy*Zb^9s{K!+L%;8x|8vG=2l*5@ac6$!B=L_D6w!^*;b+qN1Z=?(p?R5I4xP z0SDDj(b4;0O^VJhgaph-&VSY6u);qC@L2LYcN#$=j*P$zubCUg_%}zLk##sWN&N-p zn7nl)*6K~|C0zoX#9kFG6S1bOFUchwx)C?H$#wm#X9XU7&)VU9lR@@%=aD<|ONjLW z9e26_MHITg3^O-q;N{%4SC)L@XZ2_)CMox6-I5vRqmS4bgUcf2*GPw>uV}S;$|>IG zY)_-6F+5`?mm{vcdrgu!fw?ff$z!F@TPu;(B!|NUD{Z@tb`*J_T zQVy*6rt6Z%T?(ITPjau)7=;dplXU8Q_c9c_XuTf!n4~Jwl+yuI#2=58%iBcU zS?UHxY;H&X#*4w`KbgU%(OiaDbRnmtlFFp?NL!r`9fyBh7HidpR`w9aBHwo#IrVE* zj?n}uvQpoaY_J(R1tZ`i&>T0NroG*Y9CJLoGmC6*HvkCaNPj)`lPKlA>x+g!^|EZ5_>XLJk?o-O?; zc}0g5jkkTGnV^aLsUgK{oyLGmzyJE(+&Q=G*q`$XQ{A69(&l$D9;3L)Xb397WT6dGSHPEP)mJ{Sq>AOQ-ln%sw;sCP*%S}Nw9!(Z|U z1pQu1`$8Sb8l9Fyd`|{CHhkEPkx-2BvLj6!!y7k=@)Y0mloJkJ8ge@X^e37{ZwN+W z=t03B8o<1}>qcZIt20CRh2-k_J)DPW4!*@X_)eNu>ECWY8~E{_ z=1J{8B7;t*UzX*s+v6_$<^F4u{+o0CVeg=mRQer?0Gvi}-Ack{bV#k@4qQTQMvoCH-tWo%F*NKEKcRVd;+frQgr8Yfvs@ zlw^JwNU79rlux9GiIiy;3HNBlNGpR zGjnn60KtU#f+Ow%(4xyD#q)5TogXw_fC$M4h7Q0Xfp1}EWd$$S4zPnHLcsa+^5x5W zCVI}>FAsle{aWe#rAAOv%&Ln`>QH;)wxN6VOIq|91(x6IYyzR!u-;3tx*emcZ$f## z_(A$5Iz3ENGg>+gjB=TlI@Gh(*N6xBK!pk($ZTwEK$0PlM+U!|SUz+eqx$>$fZ`W~ z78Zgmf%`5cd-x;{oqdVMsbC2Uo!STEIoh%vtbF%iR4WOt(J$cIY|w3dNK-N^7KriZ zwh*!Vs1(hx((soKaxCo|-nL}R`O(Wryc1?%5H?wKw1$oi7>nK>s0A^x@Zb)dz`{qrJ*1U~@tnaJ5-YCS?4^0Pn@@Iy98?D3A8}Wj4)xYdp``%K%cXYa1d1b@Q zP3RHv9FB}b^8j|eEgrSHsL!H0Nqkjz)YNFVhQ5h*ZmMc4p@Q!QP!5>v)JZq~B%xf9)vcROg|+ei^QI0-YiBJrnS=+~oDEsT2f0f<&Z_^mD{j|D zZP2d#$z!TojzU%D={H2bF5?{ZCfzcV;i*+lEnxG(Izk<-9X}L(m|5alIP&!g7Inh` zHEx{Anv0CPj>+RT@vzdHzB_#-?{zC{HUH$|Y#pL>WLQiQHQyV^V~+Q-UG_m|^7eKf zvf7bP(`NNA0{|_%8T!O$lYvWvli=KHIz{l(-k>E9q4(G@HE->Fp?44^E|!>u-AuUQ z4aTTo!A>Gm6Djj|lI!UV{_G?*76D0HnEF@w5X$2Bx}W=_zm2S=vue%R=}D=}8mAGM zf@M39fEWncR=ta@Q3#$8=z220e%+X=Kglg@fLRv*@?~@~ApEh9v9U)GL?0lp~WQXjD;!R{9)Il{9LA`~1&Q$kT`G=_`!6EWZ9jBzSz-pg05_9gt?Q zn49tdgp1ghE}`T4K!Er^=z<+csm79c4M%DV5i>8=+PMvmcll}(qh}PXF+ZQbIN86a z-p^(cmt8XY^ZujXQ9*Fo$*%ABsru3*_XzTFiVKG_{AciUaQrd2CKTrL-m;Dx%&gs{ zOf>$rs%|Ue_cZs`SmyW#pS6p8uI!b_` zLl~W$$_7z5zG$Ct0N0`Q%FoIgseEaqudfeHa(V(6w@ICNeS{%xK>7CMZ!$ zP8DktKrvJnlI!2rLwd7Hj1LO$6I6MX$C!ARHzB`>G}@xJ8f`Kr=XakJCOooWryMGP zWPn__?g9yJq^f4y*6$6W8@IBuT_8MXf@%Fhng)NV7jWX>&;-;B8$hs7@(Szz$v=Po zK<@zu$2M4%b3e(<$UvKsuQkCYYDCoN8BAMRdDngVCtT#Y$s4ibIQVlimIz1-zph#fm~nahHm_h`beEMpD(aCX%;mE&UhDU_2> z+}7j$6aB4fBHJNSheX0ol4uT~Il#R~Nmb!GgTWJ03?Ouz3(>E#GXZ!5o+LQp=&Xp7 zjJFXbgjcWffh~H3<<4R^u<1&`zd%|yfSJ8t9z{e&@qjP`24oO+IQ<>41l1C$6bo2H zLygtU<)NdS1Kb8OfyHhm;v8~#QG9vWd6yHzcPUFlrJzbz#e(JSA`OLZmjH@`9gh;1 zQgbyLBTjt(&6YvMzX9?pn=?Wq@TG+c50f^OSAbH+E7su^xJ|jNyN!nb?z}pLs0lA< zjNr7xt5o~Vn3BV^71*MufDoNC~M-gOKU|kJn z$B>W$)Cjtp5)>Rql_!dL3-Ivl0lUf-+_VG`8aaGKTmA^9RrcS9YPXndz z#>mKQ{rR~fiQLV@Mv0gg@iTq@YNTg0B@kG@L)gxaiffDpqWd_R?u_BpmG6l>HJT`W z*z#sZz+>Znui`bTWOfP8*oMPV?mxPAlkHOlX-yW{UvQ?8cT%SX!ZzQ>nKwRL6@4|u z`xM)xuzB}otai7QL;a)p)=T<7I?@el9^Qe7AL}n!RZhqFo{@3--J*1#!aye`xV73F}|Ss;*zExUkOa*KyzRJ~L@%rjh6c7LEIyC3r3b zAE90YlHObDNpzdBWPByCY~ACvNep9rKAbhDg=+|QBtG$pDwZl%TZ8%=AK{ZhvEnxM zPo^lXE7n$#_!y71Zf7$Jn3a!?khL;jE>^jvMl!nYQ~F-;%iLq(JsAs&tpD8OpkS_n z`~s#;X7Ui#S$N(w4ob6a?fDZtOP>~v!&hB5O{H!4HEY=mnZ4JD*$HAm4y1|1- z>XLthZb(}RDC;g?N7pKK4Gk6`DB);=Xb-4nZ)gW0(*qs73Tw-d=}d-*951KAllTw( z)mfOC|4^k^);w*WT-q|QOQgT@=q;j>{8jA9>tM`seD%}HH3b|LJ~yMXBila9f_wJF zeT~yfykzD-Gg3=Gj;R{}KR*B^n82%3HxG|vU<6$@CPp)r?(n7_K^b2K&j4}p*FT=2 zk1-UMMj-sc!^6S17nT+2V2FWx5^x&bB4cqlqFJNpJy&R5o>hY5bmPf}Ag}!dG!YxX zn!~A_g1-v{0ASw-Htk($a4uowN3-?4xM@ggemrk8Tq5UPMi? z281b>YUjs3?BzXme*6BtA-och%?)`wL%)Oe8KLRb!YUqYa@{Dc z=axm{1Xr%CPSpz@@G>y0fabyr7$*#4aAE*}a|j3$5l|Pyl?>GsOALxAlNJ>f6^b`r zt3V&Ez=EY-D7Elqr?D>*AteEBK!Wi%Fu9=Ba(88*!vwmQA7)OtmmWTR2qbp}#DPH5 zwhS#O*gu3>trzTxcvWkB?vmsjwbMNa*(uIZPgZ?B_T0hnk%823SJ^HI6<mN=hIHK*!*ey_|jpHVKte9;<+)gUSZwMW^cZL@YjlD4FPT>O&mzrLVA z>%2=qXlXFu&Z~x;V#4Ya3yXT)V2PGMUUN!Cl>)q3Xb>3LDoe)+uxbzVrSN_}U-~_t z(H-yEwc%a*n!`mPVId;`I!x?q<)rbdp%-j8c+~+`AH|p=4Bofk(;!T0T__rMgd4%c zNAB9*Vl!P{?v%tqNxD4_mCk?eH#o?s@nK-Uaq|&^bo3f5M}ErcM^T@@A)w}61O6Ie z2bmMJ-n#&B>cSQPn6^l{Fq-NwHL>vjv@Izg;bGrM!^3FF*KGF1P%Nt{njobnpP={q zo_!sWMLYT3Jxj8y>8}f^M0!QvbcI(&`D`_ReP%h>{&l%o3sBy@cfv5eX=J^ zE~WP>ENK08kH4ZPhz-g;$bNuzEgZ%IX(Z54ka)2MS>wAanMndS-@gPL2VOH~CMNXV z1^*^cS^<%urmBi|{~=@2B)Ba!Vp<&e`ST{E)L5$Z)|`WiBuT&-1yUuX2p&~PmvQlt zmHiHm1}Nhf&f7c~EDs)Nlh(5ycKcDJ5^cO|Gur;6oAqaEk!g?VCTE+P7zwPPYpBUNu$fF_9kE^xy8<>>4agHnZ8=}gt{eB8lO6>OjF zYTi+%sna@YyJy}ECUdTXbxewA^_n8mry)SpIoE&{V0ZW;BP>6Eoh?Bwm zlP&~ewA2?9RcvLF{%qWsYP9Nq@X?n8!FoIU4299(N2bvDx5lJ98h3nVMqK~ zqTXF!QStG};GAk^gow*Nrl@uPH>e!X6U3nu8$fdadLIOyrI28EQC+2*f}T@y{Rr{( zYeRW*1eHl9G5C%e?SHP3u4qIU+I zh(C|LtqkK(mT+b9vwtUP!>tv7gTuW+Q*xX>p%!OUC~l_^?bN4o+)R_=ha@Y5rst=YO1tcPjzHH*W6cJjLR3XSXrX?TLUx# zHwHHdXV8nNghIKD3&gR&+XG+$gP_R)0VVqk{5LfBPcxxIPlVn9&Dd80QxDTD0ysi9 z*n`N)0iV_lY8yv@T|xV;2)+N}&sa!>vzB;7p74|pW)zhEu0Y!fHnTH!@sC!a_qwei zCay0>ev*;3xl`5C3e_;AhIi|ho6oyOMSax^d~Z!MO~9^SW4HfvyX7OtlQGwg*Tl^; z|9Ty$CmIQ`GTzgqjW#FwioeF73LBfX6ZqmJE~jJt%xzwu8FTjd4Z~r$<1z{Du{DwP>W_U;|tSdAVHVttMtUNm&|{Mw3z1e+BPmY+CMuoR-PrQ z=|3x1|NZn~+HYmj07~hG^5*8834KTX>saHMEfWJ*A}K>{h#sWfmn$q! zA3jm3JJfMGSxz}is=tWNPEFM@Rh8})AzLtC>P<8}?R3P#z3OS#=_Kj1|gQ1mU;TH%u7ExBgcQ-89Hepi-bg zTqyH(dqa9)@q>l~08IB|ffo4@ph=+eg;0s_|7|>sjm&!={>$oj(Wo95Rrqm)(pdUn zFdGt~8Lb!W&`ClPzjc?kDtXMYgUwLjbNq-1Eh`6!FYfl$R7$Y`jB$;H>H*8NyXEaI ze1Oe^=m36}#1Lf{o=(Dd#pf!Tge=UQ4VM+@RxUQ%c2 z(80IV`{VQ_8)7|KHtW|rtPvUg>a5Xqq)|SjE#M6I0|`G&&2>fk_<(F+UYS!8!%wNo z`W{k!gxHm5-FrZn$NK8{0kN$ZXc~6m%mBBoov)es?dyR80``V-kHyu~)9YX-129HQ z>ojaxir+8!cTQm0j7VBVY2wGPQL;zVNmIN6)r-v&{#Mx2;(5*oWbK>2qpLFt5ud*p z(~+9h_)}B}Y**0eAy-<4BAcxprx%b$>v&4Uq56iETlh6)))K5bM>f!()AhLg6m95&e})U7v@Q$td8xE|D8nH#{G4f@jC{s_Uk#y`JE-EhNJzw z(KUDL^3l2l_2SXxG#Q1s*7j9xypu6{)2h|7@4X420D{th3V7#|Sw8h35|BW8t4acRWv++j>=&SQXEH>%0wjGw6L@LEa1;0>G@LLn&3_3+f4sq@sS1dIUTF z{#T-yJz3!UhVi8GJj8tZtnTi^|$962sS`+v9+}Y7sCbU^Iw#USEYdx4CKKR+yVAxIM~=ipg4w!1M0+&?(X&e%wF`yQT(dDl70^xzk`6DJEm?ve|RBx z^Jo9XOM`Lpg{B8r-z~HqaXirj_#R=`ihF-sz&MxF(dQF{hYt9Br^iRkj3>HCh?k0S zhD-Aash^N@`2Zb*Yt&QQY5akn__Y|ZN#!`CZ?c0h0g~p}2^?pdFn(WsI*i%(VnE@m zP>)Kk#6Vfu_WU@36&0zTx<(Dx(#-g!hVL8(&cAl=t2JbqLUs>`heo|Z|35|Q@Pn7$ zRsS|8YezSucx#2}X^dBm#xKV9u6lAa(wUAnYhhtwj#RF`8mqFMZ{HL-yLU2|p|?S` zGfC`#vo)y(PjVVk`cfAB6Gm6Epa~)?SBHuGuV!q$PIb=MdUgK zb?Nfa5-!wOMC%HElF{y1kI#X?m-i->6D4!q_YXt`CZAWj{uL!ghJ5zrRyFgf7Tydz zBAm;`vEz?1@~QplI&dtx?;bJu7yCow!Gpa)PRj9HM9ytG!NohImhMmWKHPpYd`AS? zxam2~H(em=N}Jh<^7Q!jZ|Q|%oue$9>*IXAujEZ+>LKh14jxu2eR~0`pbcNT3Zs&? zk$i|hz&Th=u_2ELS8`ccSkNk5h;2Oj4|riU0QW=SB?wxW4Qe6>1&oVz^C75JUS{<} zDMeusH3JJtRl*t#`6#=e0juuDG^4`8MKsGw_|U?rd!Y*6Es?5=f#SQ63nF~7e}~)Y zvA$QoyJO;5$#&2+*Y_Xy7aYd^HCqY?O}y8&6STPz8j@od{_WeH$F{l)e+EUi^XY`3hYh3UC5b z>B(?%G;Q=k>o%jGSe;|TR!n5|!QU_sOPSB5JHS?Xl3PXF{N+l`<#@bwTZ#bA2BkV4 zJ7%zWh1cFYV;QX^M|MF$PXN{7IKcSK5vvI5W&j{SeFqC9o`CdA%~rza7bi&ykG`)s zi2%wAxDP<777$4d6$`zy#A;9j%XZUoVgF<8RZUCW~uA$8Y`Y@d$jK z%1GveN#{$%@UG2#!Q`9xy{u@l@C7KBK-_>{=L#Mk;;Z*^?{NyaFTxlLLl{~uH(FwD zU4%BDL~GAsSOh;%_}Pj;%7bjdBI+6RDX=O94TCx5V)?M4nT8WAZzTdQ1&9I+y$ot! zh4x3x5M>RGJ?I-mw_C5nAAd!)a&}{HU2pMOtBafclINwu+r!!Acdws(kX<{lAM(fu z=G(c>_CM74DpBj%{3Wsn*OAk``M}(OfXSfuRW{#e7B64E65YV#G}8p3Y-6)dw}tI7 zkzfUd4xvLIg~fWWjxCdutL9UpHpc}Ha*@$f)5#v%rhm<(d;jpo(eHBB z8`#006@OA&CX6N3hGQWFeiRJ{=Hm9F1D-D(bNfxT7;mP}(V=vVSP-J}1UBA>f6K1T z?2p~!4IB47#BS$bLZx(X{Iawv-=BC0h&xyVA-f*lfP%VgPJ!(Yno$IoIPeJ-prxIK zr3xiEId`CAz$}y(rguDJsq79WXI$@K@?u}jK zJRkV4q)#ilPJwo}@nHJcGneVmwS_O&$m6WL;+6mrmCN`TnXf-pB4WtqjDi;TU`9C8FTpLmVo^OPUd?}$ufAf{`CIz!K%6H=so7tf?KX6 z4>hkKaGrpNhm9)%y zeE0X~O{>I6_LXdVEZbG*1&Q<7`iHvd_rC8(`BeK}M5n~2PLz<-KJjPOC0ppb^OaaR z>h%joc{Q(|Z=hC<0Yl1-npKcY6WLwFxC5hwR`rvM(I#(G!)5dPo*8waLaM%M9h5;9#iA3Ii|b( z)MPj@{>eykv#N)E4#!MVL}e*?Ce{2V$(3t|Y=JbuhzBNDRZVj_%&94pC@IVSS$Gok zZLnbG8JXkzY8$b>>Ng`e#b17W>Lr}*2nZGN(+iV0*N+sP^TPi?KezeW!ylmyuxrx! z@FZz(#L4BPF)y$B3dJO^+g8K}#qFWH5=gRY_HFNFT7>jE*<=csqdZjNc{!$@ubI^7 zv?Bk?P(okd1N9JlYktwFPr!+i>mM(&JX)@BVOU>rR-a~t`unawlP~`$*g16f=XX1w z^7$HNAqu0Vzk8gAD(cT)u77z55X*uBcksTt=2&y{fQgAnO~k9Ov5ffyE|xU1PcJs;`%{GlK# zb!nFlq;_KcKr8t6J})ko)azBQ#1q*^9(FzwrQ|BVIdm@8=WmuH%BuRiN5NMOwGXA2 z3MS7-N{;^gZpk*_j6B}M9-%`BC^1MFX^T85n=*JGw91wGxs_+B4-mD-M2STO?2N-L zRsS@1*pg5n-!QY^s(hnT06yUeBm*+w$>z-hFcrncENrMSRsc$h+t^WMQ?rO|hEjOG<6ly6iTj>&^4AJ{cRFRNECCBg=jD&Wz8$L9n3izxT$mc64+o!O9Jqbr$h* z11=31wDQo%_Um>p|KE!H`+p6Ox0xCMJAl{b9A;x3LVp;jUIERPAmEJY3;oXC`Zynm zQJ!%Yzf*Nx8&QD)1{BBWP4U&?m;e8syNt5(ue%?FIKi+3s0;N~W?Lc9#-hg|xOpNR zhf6%+)57alAN{%bKr~K2lRZ7M|a8%sMnCv8%YT6YGX$!zvR};MJ zn-+9_z1(GP*(A^;uH51>(k2x!RV)3;hIzvHqTDPh;_ImRz^eJ25*DF{*jp2JzZ-ET zlz}Oh!vyA(?LF)+K`o}`9(?V|!#I~H{V=iKV1<4w@CmDl3#>g>VsR#b*)U4P$aY1@ z`N1mZYLv{(T$O@x{iABBo7MarFqh@^-WF9+nfLGe@Vselv)X`Hd+qcfra(d&fQYSmHqDDV)>*^r;6N`M_Iou0KHUQXVOp`K}Le*9Ro&9bIR0X zx*wFbJ*ybGHK^x|fiRMR20l2I{;>+FsUCS0$FkE*tgk@thvrk5QiQ(Bc-5 zl<4A()C7y`>3@~yWBUr$5mm9h4Sk#pk2X6O*hCEsRSbE(1}43ar|}W$hBJrhja%Ki z_k`Jxikp&+L$bYA7YP?K+SUbKmAaR^TrZW1_TL@G9rBYnqEgI@}M)Tks(nC z&mVOSl*(?~rU<$KgXD_?v>H(3Fc4ESgCsYqFzK}4G2M$m$D$*lVdk#!*vpa6fZtK} z#j9$<0%K|Iw{P7_0J8!x$9EE_<~An^N`q}Jp3+}kV}3WytQPnLn) zk&ez3*ppV3|D2JV%cUb?Vipw0%|cz*rnoj{8L&L}f?tx1SIQg|ikvnXU}H3Gt7SUw z6ppRAG?>jwcb}>>Ht2>)4_3bH`+e8F+?`PZuiT0vcR2UuQzI6?;z3O^6E-Iq*IMtA z+e^%BHA7b!nYt@?*QfIJq-*yR=*h~hPNtb4gy&JASe9o~RTMc0+iG7E>^GCd4<`4& z5mZstS8o+Zknc>Yr;HA2-wc8ts3a~p6SR}ZPk!6FS-z31i=E6z2?=wExSecPR(aEm zad2uUd@A;m{ctVejsz2ae%r_bmjioM=c4f?4h~w@omQQo{`m)22=VJ2m5ri;NyK-sXK!JD8douTtNBnSXvrvk^0}+Jj*W)q_@JryM1f}7Wg>3eOW6Lnm!$o1gMzRx zQF$k+OQv#rJ(r2VB zp6C48w-`WawhZ%N*eA;zi&5%YF|hRryOJV^yk$_mMv!f->-kZa(kkQ%RCC>_tKZ6B zFsc)Ixu0=m6tSDL(A*)H8-1bVee}Zt;deiMJ8A3b&{KD(@oesNGy(~CwL3W4Pu^rrIKt9rvbl$76XJ6c=8B4@;!mx6)n?F$t$a{?$n5NF zuh7oV9F1JCH&ADLKSsrqmFGP3(&|-`Y(hfeonr#boZ52(Mt&MIOi%4Y0-8@0ThINR zYA$QVDx_boGICp>4wt2qCGYFXqTf1>SovN4X|nX$oz|*yqAIE7HwEshms1nlBuLOS z+1oqcIGsYPa%l$zkZ^-079p98!PCC&2=0Z8`g=v)YJ_r|hHLpI?Ft{(C*#Ami%XfWV|VgRF3>@Z=17nxBgsjYF%b;?=gj@3z3tP^3e`SZ$*A0h?-!) zJI)dQ((K!8QV^3}(l=}OwpO~C@cfhH6cP4TfAqA6xl>s1Td)XCrkBtEJprJ6{2i~u zv)*_a!aMEkKfkrekj%xE*(CH;ICnZ;pmkH7Eq*7i}C6t~6kEV&u|3nH>Mh{GOZy6*ZOU$81Rx|4YVU6zU*%G46!+tM)i`9z z>qv-uDTx2({#t1!22HUBe(es*aARsxQ0bParmlV{2T{mdS=-49&!h(X?I)w;*EUD} z?x?JO5^qvQIpbbpCzZmXBJ}fc87;mDZ$rK4zAa|W z`2pohDkGz=Pv3-h{MP%_zJIBG4h8AbX+&3vAl!uL>SgrrS1$K)8@_qT)}r;sk)541 zYm&&N$4sI8??|0OU1x{xFMwwpc*CBcAPKOd^Gt7L8QA25TImNHw+oQJ}1!d~RiKBfEYI5#U z?io6|KeM2m<6;+M48Lxl@%2qc%+?1BG#F9FA9nA&n*JuTPPsSs>P7-q814b~wKb3fg~!itV;gkW4lrl) zWWH|lF(Js%G=4}U_-10hp?iw>$JNXJt0B-#gMkBVPuG9~`RM2fZAs$cQKLHB*(qOd zm=qa_jlkUM=~5x%P6J37XcVtMP&|b366RXFE|yAISiAS|VdK9}CaA6)RAGP|@x&?u z|Cl{KVJhfI)UzT|?d%q!cAo+uLbjX|vX9F98&GfcYF%tVb+S=4PvrNlDY{ZOA7)>3 zNefsi1aBa#|7#1<50*|JO0-B*in?ycdj*Q0l6d*&TP=^Skf-lc`(j+J zHCOJnH6X-o>F>|ntF?)2Svhr{9CLv*h0%9BjC;9SU8#dZ;%xuIPRL|EZuwzY1P(n4 zHb~UjI1yR>LS{WI3x&BJw;kdO7<;u-AZb?U1h>XGKrUI=pL5q4E z%eU8j&U7L2rA*J+e_70&#;wte-3TspSwEuq)|66twsUZ2ocE0T^nI?D3 z{jT1cy}yo|=|7&#ff_8O921y93F8;^w#4&kcRM~*?Ts6q7irrd+6ELH{CKo!;xD+gJiepIkI8)yyAtg1oX4g@I(~-e6SC?Tc zlW(;r6p)qq`FuK&MMtZo@PVsE>~B#r+Q_lAgwbb@>JC~TDhvgCq*w+z4g>?k>vL8o zc<^s9vTV`vO!saph4NmNRjyM2cZ3(qPx1Ik6bl47A zcZ1L3Y&e&BQ68ys9-$AD9;f9wvltRbey!}T3w{ldd2BneML4eQA+3a14Az_#=V2jY zD(YRD>-zO}Tjy^^ZxCLn!30Vv~#HU5r9|EwR(0)cb!!YNtfq_WYk_)C*@f2CI61DL1U}0v8i-mf+;n z|F;XWv`rY*tbn>Hx*DVhgp;GQpNZAP$2$gEg50Vc`4PQd%5!#Fa$6Din!5L%($XkWO)TL* zjKn_J?$H%FR{i9tXiYNy28hSqn{L~sZDe)$A-vUcGfs zF^B3_0|gKDnx}*QrjZ{QzTmXn+INZLq|Hj5k&jKK#6E~o?f+!)OvN`p^X}{!TlK9r zjEYYq8o#B&rwW4c()6SLdE4L5;F8+*Z8qrO>o*{A#Qi=(6Ra7Xn2_%4hAX=%{pZ+O zGyBTHpUC#{&IIZUBzl^SK}Ai7h~D;t>F9aAr#l1B`Fj*hUDHc?mk~Chv)wD5s|9s>tku5%q|Emj4UcN< zjkx^_qm`j55Dc-CC+bD>nH;`cZB1HupX6M=b{x`MFNMgqXj|Z#O%YNW|I*UUL1-GY z{yaDsTqLXcq=iknn^;dtiQCVr#BlY1%z8Yf|JV5D>0*e|Ts+U}Ky{Z@S2Q$7`GC4E zm}m3~bJXXhKRZ?{Ej=G^Tnh`J3foVySz1!^o6m~JkYp%!K7JOzRtY=|6w@EBdPfbm2bz>zM8`7f?5VoQ z@grG-IYl$cTj9y!O-;$jUFyJW&Ec*>Zo|Od>}>4eQi@8V)_EcDsG5Fj8@V;lP4j(Z zXNWa-irj~q?R%6KqcP>_-_V2iXRcJp3=`#1ldnBjkb};$TcW954$}=8$zE|>v(k*t zR$Tdbmj8O@2aXz1Sux^;SI`BQXzsMM#AIymaqJJWc53pQkGB(N;RPy4x3Q(D{iSEc zj(fji(@@h*DwpqZMF^y$jU%TD>=pa~Z(Cu@Bt z>j{OBsnOD%!bO${>ChT#L^>>i@)ot0p>7{5&)u(bLU-|V76jVF{DMs^&hbz@DBi5- zly`;EV#LH$RL3BnQ#eopUjXnDm>8eX*J3^e&n&2Eg+=3_+@HtK8vF~;iqU}jvuF3F zFLkQ=O_#TAF!L9Q$B@&|;&OY|oU|&f5fQ?#ckI`b`wVrZnO3D$ywPAHPTRjK<=)vmnRkPFo#aAcS zlbny`-ss)`VN|SwSI4zHuM26L;F<~F)t6aw7=%8}`S9%z$F7=Nk1>^!0yzYW1U0YE z{A~Mz>8kuk^wI|!|4;D`2Vyyf$zHH7u8BDLPqNZ82s(0fcr&oi8_s{f;OQwRM34i; zI0v51&Qyw}-TH;0f=N$an~&Nmn$h0-yI%=cb90!5k9U2nehbA9#tq#!TU?_E#V~!L zZ*2T4zeQ&M2K#c0YjoYw-!3KL3waQ-%-k0ELzKC2&x!*#knb&GZ1;k@WOQxM$@>|{ zvh(&a1mJ$gLt1A3b;?(+R-~p+Jj*U2kB%gZj(ms0*(r&>LFiHc)C$%ush)&2+PdEn z(KVMY(CKiW^4%=ZIKC{*O_yFJX6)5PdUV;rZPWg98aaaS`jnsT2OY1z;ogYHvB&+z z$YoYo_-NTqK`Ftyk@kdo?nUuDL8Fhoi0){CWfh@;xiWojDlA0U%6fC6@a z#~YUj3&HjM)@gDTkNqp<+8?E+??u0uw60(gc!YiZ%`FB#zF{BbZ-k$Iq1Qp2qQHZOrX$CQ0+Wd5ZJQ>Chl3 zknh)n(uE{HnJSeR?B`1}9|04F{&RBF(YwhIzb7^z;4`o*3qb_f$^9#fJ)Y~m)30=P zjxJozj|5%m^R3z=Zzyqad)rOl4o-#5qx;SS4$FjrnTei9_4f-|jE;{}&6(y%;u!XR z7;jrI2t9Urkw1`Oby+F}?jHC^|7yQ>JATqo)s``zefuo1pw(RJe(GO5+Ir2j;T3($ z?1|WHCtVg%766tQ0a*GomCURe|6x{=RoKX`qYT#X`Wzp*p3W_n`#?Ls@8D7}x!6am zk*#siU8S%;!6eUg^pd0fD`$uZz5np%Tu0o|`rdEw#-V{cdD4(bxr>8w8wljsA%4Kvy>>R z;=m)5+s~&Y$Ayh8cO{8GuKYA%xJy1nCM=PC<2;Dz$wE@0TW(&uZ2nMa0)M&2>b}-a zfwlgHl%E8~?y$_e52{{FZ7FJv-7S94O=k)TdQ0~HKzix!HDSM{)QMs;1)DSC$b2GFq z1-pr=lh&;e$ks-yG0wbt_c{BA-Y=GLk(nvSjs=Iew6A37u1EFR*&DnCX;9cTzBY|k zJh3k*MQt&4BRAHGpwRTY_QE$f{Qsujvu|=XXz5U}rBUbn(fSuZAo@&?e4#q$=?~&+ z%}p~ol~%UJ>M-x;aU{XCvZ`U#m60!H>|6St%u=2H4W^~Xzb1S9@wz1OI&tKdHfy~; zK1&E|;HBPC6YWooTCX_HkR7j;BxOOi*2#!)^O2*CSv3crQy%JGrn=BwkHu zBk5Lf$|J*^t~(@~`7heA7=~T-*Pj%tl41oU_|nIECL1Q)ljR(}W)=GIq&w;j-NzR} z&tshR&U2JX3#csut5uZ;zM69($Pgdn4YqSEA_>X9ivOkT%j}vr}@r; z?{0?u&5cU!N5wyu;+|cZG6nuo({+dwM$R@=smADM%n z!dhM0rKj0EsLU4Uv+E>gsdIM`?3Qm-O*D5Lw=zXt2Y2hlp=l+ut$#{QYW&Ra^C+Pb zs@jSy=;ZIa`}Q2h%;!6uN#5pC?g3goSYlEA_A82-t7Rg6?VnjaimS2^q~UyS{^`nO z!J;7}69Xoa*}r{Ik)&5{d$Dt1w6L^@G&LCbJm6N6x15emc*Qx*yl}40YpN-XIU6W* zFXoqVD2gMQcMx29PQjF``^zIPSY&tI< z(3>}?QTg;ned+SN7~TF=c4OtnB!K!;bM9<^mJHobN0)BIiM-lnm&h^*dg|f#nyIjV zwPR9r#jlb)Nz}8(T~%H(N$kvz7zQm^0jZ+5AEF5SR`7oqd+VSqqwN9rqmdGn77#>` zkd%-P1qGzLOOWnv5S5Y+1qGzLkq!~01f;u5x#e7x`8`(1nO zwVp>*u@0uN`pu>9F|C^1#Cs$w@Unj%&o=8z z`p!<=>JFFAO{a!yV>a@gy+X%6V^bMb&AOSk#Tc(95XbS#hc~&NQCbhc@pXdLWXYhC zCinh~*rlY?wbfc}y^Q)~2A%NX6lsV!cX{wf63LsBbyUJkrF_Op=}a|{DiPIv8_t^+ z*8D0!s+m4&0nN@<-g71Hfv#IT`LB@b8Y)`T_1(F5u-Y6im4cA{%I-wmv3Jj{XX1d4 zHyYq&6$-%y+i>vf-aT6&Z2^8qO2>LyDQSc8;&M`*w7}>EmVcEq36J*2r{nKyYg+05 zg^LkjR7p<|d?*Z-VQT#%r7em@;}ZQ++wf)b!!$YaPUaB2R*k8E^C}am=Lzgaio(B0 zTXTPjIw(Gu`dy8jT%n7F^j+_*UTKM+XYo#nCeEBt7bziD2~s~NN909(u}P$sgDaoT zp1}4=%Tw9M!rbE8^bnV#VS~anTV{KaVBoGNlNJ=%&t+wwy9MbGX#ZqylY zFXHD@ifCWDO|SE)jz-18$*A?T>IyUKx9`+IHL%{CbvaJ5f5QFKQAvL!j@?*P$YdKd@1a6z12|X0`nm1(!fQ8#+`p9<95-; zoN$P^)md4Ih1wyX7vTsZE$*u8^6IC})#O|Wb+2Og>Z}Of_H1&S&3zHKmE~Mp+?qPy zxN-j1uSAM2CN1@iN@B#gP~^y4IeH6_2`h?*=a%+b$hM?``D1QaMMe5mB{SDH4MB46a@d9!w_ z$R9i=Q@YXgvtWhsjvf|Iy<+F^hv|U3Wq6aykHWvdlE%Yvx@Crrj^5*8e^n8@xVgU6P25zw>8o#6SyUlMUie*g<9l}aebusf@n+ly*i~*iodKef**Bl-kqwtZ@bWBLi)vfVZkz`kAUbIW@(RuZjjGzW=Z^SG0kdy@=dwKru#I{ z{li|fxajLt_C`jJ)TN!~$=Tur2Sr(Xt(3F5Zq3xC)fcEYiHZH7LF{(Kuo05z;o{vI zhDtqlv(vA)dbHx>h^w|EiAnGDvWML7AvEYm{msI_RLqr-^n0G>hgP&+m}qqoCLW$J zbOA!Oe=*~wO~5sjC&G4OZf@=u&wp}OsK`Ii{>iz0e9I6>q2iag()PF<57By%(`Ei` z1pl#9zw{SeJSM*dx(0chWV`i?%>1@Y#2Q0T@6~$_f2_q}hZ(+w;*>k)(8>R=G>qEiDW7F)r zQ$7ek{9OzJL|y@p%d_mkktv?)fl;6HMiTmEi z{%Tvo{ykZFuC&%2?0c&+6rGgFuSNa=DHpl7!OLpN z{DV#7PfVdw>BHs~9#F)_lxh7zI)?G-!&nwbwWz$h>+{53HVNZhAUgVcxAT8EC~2hq zs1>zuxZXM~xWvcD^L%FsOvEQ9CZ?d!!B#Z*EPwHSlz(?xoO^+v z+olp62^lOtl?pO>h0b&7 zrbk4#W0@JZB!xjHzBjBlNuA2jB}Rs;(0a3t%ekl;7~2)D$l_zgC#_GXREn{0II@5ef6k0w`OF;#CJKOEPUjA2RZWZ|{s%=ohNtHq`mH+gN9O zR3;?4d!Nx^lz%fEMF21RWUZMlw9buwwQKnzek(Ds4SjFAQb!+=>VmEWV}pQvsn%15 z`4!GvU6M|2B=bi()uBOA2Av35f%1s$(nQ&yw8YAFQYy;6KfTJDb%pWL&lP)O1l~!s zSx@cu9Tbl9f4IM=GVz$R0NmoP3FcgEvGrjd71l#fnQV_{?9pS86w$1t3-Mi{7OROOh(10 zEa;-7><*XM4pfu7K^@Tx53Z71mzL=FZn>*FR0~1cRqJ7;QPp@q6C)EAcEns7@^hr` zS|N%x7<V2dpHGXJek`LX(*%Yp1L7*BA9Gt_TIoA!WVBy7t}h?PIb=%Q1sc zC9+P6*dLwjoAqTH*0WbOa|E-6qBC!YbD2p+_|1#CXoDxH)-A z{UFNEjGnwpK~;V>NVK_gza8&Bf5}P8cEfq7$F*a(JdP}isF=@oX~AVKnK#;%0hLzQ zw=}_j2##L`r|(13RO;o`|I^3$--pIjAin+p#AY-Fw!&0Aj--DOq2ljhD6F%X_?_2PrRo>3(2R&zPD%ia*Cy$ zpYVs(RtbQn{FTRt~c-7xh{==O4-||HyP<8V=0aC z-~|gZ6LMP&AH%z>&mz~C5eFe!1;--C7rY*JO`_>yg=ykPW3P!%<^B;AUj#p@6TMBd zDS%yQ_XYk~mtF>Y9dXfHn2jb?cz$)>gOTL{JAons{H z8|e`<$z6F-{j2yamFsj!VHRPWA)zT3`mk~y<=r#S@}|qW6;%rf%K;_=>R!PS5FJy z!%E20E{;b!dysa?ehJFX%kRlPptTr2|0o{QfjKgspsw+o{~Up!>4FyF$1WH*rS58F z#3ptfF=NhT_H&&Ot9p?lmNvAa>_TPY*I{ipJ1Gc&@X!UFMkD&KomZwqN| zw=w2Tc=GDm7JNa|9u0KQ2<^BAhNg#k?m0OxWL1Znt|?!1EXJ9DyJeC0vZ1b#t)Dw| zdj2u*=YO6Qa;rd731RK`HP*mnZTNPbGSK?9x>#n{bK6q=R}`*_LCy>P?uaXPAWqjKe1>1Q>aU3pZ{c# zQ5Gr<`&gs?Cx!XnW{e_R@)q^;&V3eN+wOg()Y(*^#LRZuhzM<^4@65}^&`Die)F4L z)ptdAks8$^t}7#$X98PCPb+Zx-j@Wxiwz5Qero6I4iftQf9kW1j94Nj%&fFuyHoNuN34R9LGgJZLk01a0AJ!GdS~gKGw8rR+V%}q z+xXXyOfyvBj_osAzy_uLMf&9s$egQLPdWMSmPlrGkQM?RL6drNVIS!{RQ84c%VpOG`Me>c`#RY+);^l&*~3PI zb-q~^!;OsMK|r-*7$PMgS=h#Oycg&GOWc*Z5Hobx)P6OHwnSyz3d*T?Fi3TOY_z1R zW94d9?5vd}R`P$!==vFfsF>_|B1V`XUis|w`(U@F8;cqpY#Uq6RPCg6& zMu>=(=c7tV@%8CZrbOZm5G-Z6s{H0CH|0h;O|Rd)QCCwVCL!VdP6GiKRP|F(OhI)= zqACfx;jk=WVHJ~}g~&}R z^99p1yo|N)>rBmR9*jh9H6&Pe<4L8k3=liPLrX7OJyjkTi++{ZQfv-7Q(DowT@okt zsy$7yWU99fDTvnbQczVdoWoEjd+C@M_nX7ZVxzD;28m>n^yj+g9eniMop&$0$Y>w? zqp`RZ=DfaBtjYFW>XoXr76V?rDrV5i7^M!HF`$E_0^-IqB{#4vM*nF#Seusp)A7RvJr)YGcPyP7hXxHNjL z=f|P+&F|?)tv2s%^>M3z5_APor4NfBw`@d9s}Z5?qbL>EWBO;UStw|pKd&o*-M|Nv zMWkY6v6V=;{FT>f)M|>?=Hkh$&*mDRw9LH{ft=%fd9@|oPIr^eIzN074B~S`c_ges z#VP7v&)-w>(VAhhvc$~5H^9L`#!8)&c99Y*lCypJ(kgrS9$T`=$y!Ji zb62u*11-GkxDUkCpxsfOThd+j}`*><`J?Xj9)W8}MrRFL7 z$w^jBF_we6`u7lL!FoZrOlahb6Tgo+CXvjq%h8zxiv$mF*uOZ&7k`-Zh+ESpLkS>Y zJCZ$K)){#cjej?Da3&*vMdEKoV&JEo?tf_i0sn1j*Cd}ahG227JAY?l-uic>wYx#p zr^tMEt57pEK0^3t(^H06F(`5WG=}`6#+|?;EWWS3Y}Y6A-+S)ePu_FtUg8OBeT0VK z54pujUM*%tMbeFB;vnm6lQi|9QHoMOb_2`i^p&a1lapNz(hpiFg>jv6{*TQX}{aU6YDu)de=?z8kfN@c?G;{SQx{>zz4~7f7PELp@q&cIP&o&*%@gowY5* z^b}u(+Qku*rgHqjkvF9&DU&V#`?Nu?osk;4k&~0&-jYqbw}7ns)5%8LefQLS+gig; z;hB`Gb3I$iEfxt6)mO3xDa#ULbhnkZQ9+tN2%J^4U)yoFNZHYaOmI2ZPgByC<5o6h z)RDv9XPE9iEG6}~69WE|6h-Bzz}ngxVAgEG)cW7mUq|O|c)#3N?HRrzlDY<~z1uET zNpG9QX)=b*e$z09ZQW^m`mh$mra_ShEh>zmT7C>|q$1&u*872hZ;V2079eUTj zDd}(!IFYh~`z(KDFW~?iF?aZmBBGd>rcm;3Zq>4u-w)D2|B3)K>ap?%q1Yu`)4tR{ z+3z=;kF3SCKN8$k7^P|$du>z@GrHzPC0KGY$tKd>*Ra34D1UNaFd&q8=~{+{&_py% zZ0Uj9V%h_Nj0!7q&+_wgh#daqY1rV5BBABB!KRT}c3gbBY)!YAxOZ254InvE#R80y}Aqg|N%TTFt# zN;Vt^o6mtiY1nkWy{Pt4s!&x|A;XWeH~v-rel0*aMugS`2lS;#PO60(7zv$W?a& zO0W&@B@huqwua&tuU8r7)Q--jB@a5(QTs51AK!gMcR+#f z6Cic$xqI+-B2){}CW$&i<$G_h?n__5=*JQNJEMWcJY0e$${r8uydCLNPi|$VA%`K+ zon-*9QvNy1hVk5k9|*+m587-H+-OZ74^BSvps2*z(RX#S4yIvjCKcV2Ty^k4N_sAn z-_KRIhH`ewWqT)m*lZK;1=MuO`2e||ur5VOQB1O-*W&wAM!8GB;=s9o&o+I=7OqV; z1?&{cS6GCv&Hf1#H|6n?PE>5*6OiFz5|I#n5w`zr#8YK4c)ZLTU-`=BZH)+-%?p;g zLgjw3uD4G!T-DP)-O~HOrg5Lt%tDvSi_}ljuSB4TxK7sxK`J`@?als%P>NVllNBL~ z+{4q!2qfy&3nHIvbv6>dFD@A_Z3DIXtS?wLDsVX}@kTJB`Tl;*D($ydB+$3LdS-~c z?xZF|WZb&_=q0+J!;2Or1P*ebKQboHN6CafgZD^&kwF@9YLl6sJ1Ex>MH!14oL8_$ z^~?Iq?BbqR$M@$qwLgLmhkX-b_P>lWk&5m2e?)U8ywH$Pl)RK>5)`MNLg4GO{4d`7 zhG&kczZHma7C|vRE#vQp5URS|UpSYDuJrf!kouT}heh*MQkN)tsYJj3DYFhirQZ}X zCade#7784Zk99d?(j?fv+`}Md-N3cEL)HaVMgbP)ANT{Yr0%pCn*N2b`Xs zf`G_Hs%Ly7#(h7mT{SRLEzq_BJ7qM%%p1Xg!G`Ww$W&QbZV8iw+ zzmL<7h=AOE5tsQ3zTa~tK^=N1=+0Z?*}Cn$n-O6}s$=3cuPU+HP;)w|&sxuS+ccH) z{)XbIqR|HBpv_%khK^C2j)q?H-Klo(2)D?W>-qQfyV<>np#rR1`JQvZ`6hIhl};}O zi7~#%%*V7rdzvnX@uRm4ClR!)xTw(1etw=X0$$l~>h6j~YPOgWHeCicE9`fh2?aGR zhweX7h6MeF^ZnTIJ{7hn$EGaNXE@}&K>-%-tXdg3W79rCR(; zr%3^}=%fl(G7+qkvK)Boj|;nHx@*aHw@~;|(h!P%_|ze*r9_3LtFH;knzy}7!Uoe- zy4{Sd$fULJOwm22j=aC`#c^UGX3uz2aB^Iz#kJ&I&1yEAx7`0^^(&WmW%Z%b%&@7f z(by$ab7GLTY!S7&aOVd$hvRG%wUI`)%7mTSlI!}k#S#h% zkM}=b#PhZf@;=L~6X|l@C&L3ce+Wl-7&piWU#+Azxuy6K*X528gpvK|LTv$16oCj*1xqK|Z3iJQb{vGL^!ZTiac**oynFtCjQp z!9)$XF8Gf&`Ur3XmNyhk%_BbxCZf|qHwEKDlv$$7^M-E|O1HR0&1p)aIXH`4qGJ8) zc>=Oca(R$jsGs^hzxUEA*Xgp{Aefh!1fRE~@KQ2pAwm7lGX5&1sIP zp95Or<4lN9>D)g=l|-KE#M0qeT<709J{x)SZ{p-{40%dA8x69#RADoZJa-jOfaism z8STp>j@R08iPU%5vs40}h&iAzQ>!v5;8R2%emvcKGB6&IIjZ@GWT#5V5L?Lv#a@C; z8I?O0dGoc_3co1lG8$dIkJ}mAzI*rh=J9y(Z_8oMy#(u~>T=)wVdQEp5>19${Ch&J&#D@Te>XlV>vtC z8*NJIf5`YneR`OBQWz2Pc#DdNRQ7$JFHq2o@lA{tQ}`m7P?B-wd3Yslv|Y069<11w zJRuOnHwnSHH5Wl``AVrgFlYDA2ul*MOp$+JL&sJvG}=KARdQ@B7r-BG0K}qz5QOTz zsj;k@<~u-Ry8r=@)Cn&Z@U=l=G@Pddom7q9p5@~@^7OiIxsGL@-vq=h&YdxiDcIP! zD1IHgK~=&UdI}m0EQ53`&Rr;XH_}gJ`1m+F8ISroM}3@>94;$&-qnWXt9tY@GBFev zRA70iD&E>Y9dF5BHZ4~zN)BxnZMZh9;pMUN_|m)^C_X`<>mHb`vJsN++(e4NVn=>n zDw2vUo;)k3Q;UK4MDSt6!M@UlBe11ePK;oW|6^hk|K?oqAZ&&a?CVG7)>_8gER zT28KSW-%yP5jlf4 z6|YscM{4&{vyuYIJE_&M;aVJ?`I_` z>BRE(;(~>c5vJj??gFlC=dLP={@qCX*v~yqh7C7ZuqoK3cFzoV46YU1TJ52Tn<@qBcOK{KDfU-vp(+? zj_EuEubiogiD8&|VzP+u)eXE2x_`l)0cI;Gz~m`$2PP8$GYaDcI3GW@0wx8>nZP1D4P(&+2oV=5? z3-@X5!+IdR>`=XTj>LV3fkAq5Z(Q*xHzLI6*W5qKsXW4vjb8DU+AyBwAf$OjM<(*! zSEwoRXJ6;ApPN?-8h*zzuYS(rVE8>5;;!6g)N%z1)9xJ^u6!b7XZQZHv=AVPUyv`v zC`n8I@^8!DO809=zP906YLSU@71mKSQuv*6^OhRNC_i2oYqu=w* z)#rz9t4{oA`eUbP?>xuYmRi0B@IvppcS`|!h`QvRSY6s1h?6gK!R7wWR@42Jom<$q zFU)#kiqiEjDi`}`^%A#yEwkH`$y8tP=$+&+bfpf?cf=z5nH_K#m?fYi8^CB?9uYM_ zjQJ9PAL~K0&3zQ~IX(;jY{l+Bq^ayBF*KZ-kkd78WL+hp;MzRC0O%}oK;C?!_%D2(6EG*kLi|*!Y#=f(I zw_1eehv5E-Z$$l8L)QyWAA9OpoGVx%&Tu z<=||Y(V<=k!cHh{M#sP~4g+4~6)Z|tV_8-c5>dM{QvIebVjYNtS6H%F&?!1tQI1aAj3IZU14*(j7#`O*K|4G?hJ_b%LM(` z`qfVjmbTUqeHC?JJfM8%@wwx^VTq*im+TXtc zQkB9Jk&d3eovGZxx=?-F{(3S*#ny=NdIpB?R7K5z6%RQsPhEp?-wdMUs$11MI%f3x zZ&CEbS_7}1ZGQoo<F;lQI?f}1RXb_pwS-sm(etl2e|x4(U8ktg>-2XM>YzFGIFliT$Pdk3$H?9aU5qrSg}4 z-~8=4V^=Kfc#Ty;`cu{SbZ~%rzI9$cwzXou|R{le%@Ww<-M5@y-(_ZTDU8kijSo@DEsW=YkbT1ee;&N<|MjP2`yUa zW)p=5bJ0%`7*K3L!S$5P?vFSw>WmylF}rsEFyXt({x)wdvx(^Wd=7xe$_7mYG6YW) zOobU={;g=CiI|-hG9*BwVNxDc_~?Wh@s-c_tYtZ0f)3YP0_+Hp5NyN8jl>%m7XU0B zKn8a2LNIiP!QcQ?9tJvkIF%4N0@}U^@7@LabtQD10LJG6I3fsxQVn4M3PneIq<8=~ z98v>pb>5)zBcPRZf)3*BLApnez?S`Wx(S#Rz-P_L$pLT%n||Y$>3@Lh2SN7=Si?d? zLZoG7h2UulB-cb}-G=-nAni&_DDc{$pcil_H$GzkdJb9fgnEboMu??q>dw7;_aN&D ziW@{Vn6AOci@1Qc=AP;2FJ7F0`d#KNz{pscnE1WVoEr4PXZA18cxSwK7M8ooD?NsG=Vvb~qF8QF0JW}LnE!RQ>`|~zJZq>`L4)B3zi|+bA*=h<;XJ--9 zPNU=e%aszbw^W~2a`!KRd*ge0^{2N<{)_PCF~_6ilDXP%wh2R`=}2SwCw;=uFG^{I z!67WjF213n7<50p{iK<5Y|&@AiBwONe#LyW?1Ktn$RGa2pD3NwBj_nVN4ZMey*d%N zl)u&UmNy0lU|WoWx4q0dhfn0vWQI#gq0gCWZs5r2RoNPG%Pi=RN)F>=m!__~!82V+ z*?CM^39o7~t^k)0wC4`2Z-MOp)#;}`KHRit&^ZTp8#>)#8PkEKt^MOYSCA%|mjWIG zG@dtVETCcCxFBFyfs`H4E&w$Ly&jZwKSF?lgn@}kTCT{mpQC?p4H|m^l{LNvE}I)$ zHqdy07n^CG$b1(ce;4{emR479^d!ZNXX~)Mj=c8X}=Ucw}NIWUL`1vn4bs}*^So-(u;nu zov_qUmzq<%ATyDWAJRh5hVnq!M6S%WO+NFRZ^|{PjNSsrAY$rhl89FHF_bG_Ai#YXp01weQLfj9MgSQh?F9)A>mc7FM1~%JQ+1X zZ6mfuD9DDjr$56Q`uFvv7gC2*tGgcUdz`hXC`CQJA3a>}4fFB}iktRBGT5uNQR1Yz zz4u=u2=7r2e$$;yeNu*wOCPRWa%A5T+`J;mSe=;hM0cJn6W%F4?&(#eSU-;5!7#9Nw{3oXO=i~)_29JOgDMdZ1dGw zOLp<=r8D?9$i@nvc+zzVrRrw(3nC^D@FTovG#L()upzc4a2v;T%D9Rru#38pYYR8B5@aBXuiTOOJk!GygB z1}ne|c~mMKIzihq`Avs1L?1tIG^;nv3_OZYpFUL^wPCqj12-FBO>gnn!SD+Hf*Q{g z8y8=YuYBS#2Ek_Ft-GxHjTg`q^7rTrW}0yr_%;GLt^kt_>g)TIl-BH|deGbt51b&6 zQ8O;Es6gm6V#Wo{kn>cZgnAM0KXaN$!xj&y7YhwPpr@>?jMJp5#aR?=m_RnxSbglP zE!{9f^PhzHRHPvHW&d0%b^dUiUtUi2(p%mHx8genTo&9##ii&CjRRKbetOe&{aods zW^y>#$1|m*;x>AU&;jtzqN@IDoced(NX@FQ3uR+w|GwN$a4hnwUk@!pv039cFc?Kb z`KP+DsDrJPMBloq+rVUD#l?%*@(Nr<^T8 zqnNj)O$h2GwY+8KWTR2yUsFw_xzb04fB(cHjQ!-&v#RwOroPm;Wu|6?O;bfi5mOSN zqh1GvW8RDG|JMg+^r@-UhripHt?vjW(r;3~M?)h$l8b56Qh8^M(}pmOvxquxw^=KG zqEYRS#30Ha63&$q&_O*yd4;PV*&n5)m>gRytVrhe9_i7!K$dpF2sehiMfRrPQUD1l z4yivAoRk!lTbBq&;^i^C-82>M$WrjZ<=lbgxfB=YR zVn$F0-bwmp-^TzIeez(wq?h}`(Bo1GhHvl?!2ieAV1fZ-H!!UK@%JBvbc~Y_6Pt2= zt`>s!z560Qg0h3K?e_ujJg_JK02u{rkM(Ek`2cDAL7EU3C;OE@&iWxe{rf_Yzyt&Y zgh|q#!!QDqM`F(ka8NsA9_6breb=v>mK)@{es!Zp1ur(3PF_ezK!2`fOW>^=P%!pm z&9Xq{-b#(fdgMTO#JP2=X6EwK|EK-FmEU5c9{Y2u${yZ7x#cv?OV(Vw2YL@)TWZbh zpl@7FVBJ&cSZEPI`-dF;%IKo21;g4fp2pmVR33x$7I`fFl7oq4^y^Pz0Uxkya15^d zX58CfC^~yz{C>rgBs(taABm5NFDiG^=-s$6i9Qb=xF_vS`6slU2)&aYz`>J%L3 z!>AkwDPB$aHPV`gglm!vlerAzpS&uM<%j(&!~F*|Q?k2Sbn-m=y5D3B_0_cKc}3)U zxLrN+wcXDPU9{e7bS0t+vDLCx_a<(%Cro*g%vwM4wrDH*7mb8Si?Z|?;n9J@y^g!y zM{TRNpIo#DV`E#=(rQj-z77QH@O?%OK}Ym8r707l;XI4D&u4VxI?HPt?=n0m#$!o= z$l#W3u%G&*IcOUr@bK`?ok;&IQgctO!J&KYALCs2B0YJEUzpM(zH|yDO=JYSQs}pp zzUvbvp`>hBOmHR+HCe8jWxbrEMeLf+1TFG5*k4p@4rXuY#40F|RJPePIF4m#V@PY8 zB@%zko^~HzGJku4bC1ltcC3khgo;pt1Lv+pe-r_MoXluT2u{w^dt3ar_Ijy)XnN7* zTjvDyKD&E@e^jGBGRt=24|4JUA~)yk=PG=OdN+v6ohnXPS0L@VX=;T<{6u@deft$m zb55mySur!MPebzy%4)}c@VWnL+Y?WuI{i2E1E5jCSq~U_e!Oazc(Evp!}s1+zkYc5 zr=FK4l4C6s(=35|IEvb7krdOb-zf4()-G8ZdCKIaJ%x%R9Srr}-ySvd8n~Cfb=fy1 z>Dyfx6)S9t4{DPCWX2Qi@bFVjwV7iEV~7(5EoqjNQb0p}nYlxB>Tf^lAXb=HH>xjK z>_;J%0^aG3MF|jhN^b%D0&WS_dpuU`?$=lSV5bGV)J@V;qk!!NxD-t4*{V z7Jp%{OtDo=2|IV`I<6jV&ajj_uI`6~=tDxE&#QWYZBHur7HieHm7d<<5Nvn6*Lz%h zyftQ)wZ3(4>@-dmyB0%0o1pLOJ=H;Afw5^~;?3_=qVZUDc(^;>cb-y2QTS@8Zl!l? zyus6SwRd@$sL5s~!-Y|0NTOhb!i4h$3Tf%=6P&jtx4`V}kq24a`O zLtSgwn4Q!POx#V?zXj)W*%NWCX1S9f>|%qBALuxRg@(I)ivC-j6&1BI78HaD+@pzf z^mGZygRFkVm5!InX+2t1k48nS>z%t}C4=R%nKMg|i-V$*%*sj&y0?lPYNhiuAH66S zb$4JB@~u4X=x1+!F`y%^@?7P0AY)4aZ|O1S(lK3I`5vqKhpxQ!2f|fdUOy-mdpU_H zmX{bv5P#}}S7^z2=vyc)?YZRA1|AbA(m!d$uuMpu@l&N6j*WRz+Po{+gS32WT1gZ| zzMlfc>fx4jP(V%xrgEU>2_CYjR?IJRS&KD7f(%30R3;@Q378LLz<7ggF=P*gLCvD{ z7Hk~gb;Bd$d_MM-$9e*q_JF^)czv-dBIJ2oP*h|CFm{l_{Lt360;MHQ#4uC!N}?su zmpEbjiO{HZG6%pQILXq}(|s@Y+Circ(g;e#ri&+xRkb#X8sTC)FGVu2WST#%aK>E&G1x$ zhtSCTdNvq$0o1s`-4hj>*FB@$6d4;t>aCMjeA#_ELPH0cHg;+wFW`p-?h3tC9^Gx5duzUGzEvXpec8ABYi2T&~ zZvEyL3QH?1wb@3C1aXOvfwqupV3_u{=sZp2yUQM2`tu!oQDj7O>EmvD)`ae5CpC3- zb(PpRM|i?Tz8nwejqL>c$|$-^DcT(=+GSe22+_nRNS-~xS;S^J4Q8WuzBSVtN?z|x zBH)HWkg-w?=MCM<4mA{bAAZi~6czcvjL$@e6{N_C7oY%;=6&!W_7f$3a0WpopVw*09gYRaMBEi0pUJLJsCPK$<5iH^BLFbv}CymKs1q{t7V3miww!s3k$Z3vLh? ztet?0Twh{(PnMVk-N^!Oy9Pb!HdS>%rlO;hm|zgBkWJ*`Gnrj?m8$SUD;%E* zRMz1RuF~|2jE9uwH7E<$=Hf4o2(j7;m4lLFW9UT|;~p)c>}M zuH!B03tVcFpPsF^`ynG5r9G`18->H_NBm*K77HJF{0<$loAZMZ)IN`m?Y_+f@Ip6=?Q9#~ zj2P;zL>U$}&#lT)Y2!*n$?MKL;fqwj)3kF}eFmW554iWfgDddw-@kU}N+f@{E`h>i zSP*YVVO*JbOqw4j_stH+xY8Nrmj(Cx77c55bX0aV?Vn_pr1^!|xTqQ11j3F&A{$Ym zck6>mxZTcKU3T#vU>f1S(_=yCY_8{kITFIi_o4p?kr(dp$)bwkql&Q-i<9LqKfOqM zdoz3CUq>dA{1np9@dB;!H{8-0!<^WUX}X)A`(Mte#~f-a9p_uTD*l|tQ(IhDrK@;L z&t#2EvtW|-d$*&!d*qfhi(5#-cjm{JDq$p8Q_S?yHC>L>QetsK{6vz++j)}l;cVr* zg!M#kRC+tRCyAbfBxSgyEHY=Mt?G<@o#k@9O*j4qUT6g@od#GP@}8L9TXt=(Of0ea8D$ zt&e(aX#}BShLW6?g;hh-x|`9(rJ?F-@;y;JSk*AM_n|8NUM{MJcc-@?TA3hUTgOa+ zhIl}sncSDU+bEVu%bV(nBk&Mx2x{3Xu94Ow12RlhbKWYjkf;~ zMTGJ)^dW7#i9x+Xh_ z{d@R0@QIq|=I&MBtoxPDcJ436p6<=I-t|1;XD`B=j`SQ=oJbqQ|L^;6UYqOLLY#lO zmw!@KaBkXS?O61;f0n{z-o5d!_)G+|u$yUbY#o*E02if1`v3dF+@_9%o^{6C9iu7e zMQ+q0q+=c2!~EnZ#)@r0z% zDJZ)+I}njZ8t@vAJR>x_?WZ&cYCuSU^hdGv%oRpA$teC!8j%T%f?)d14Z=Mqy=y6r(bOb}pvz;fAPs@CxP)+LgWi1TjlHF7Z+?G++ z)bAjv44`6>A*~_mzuV662CNT?KEn|US89gtUOy#`9Q4?3&QqLar90~}N-p@>56S-e z#OH3lOGunhzQ%OV9H|}PQjn1vvRm10wYZ*YI69HFyzgt`Ucjwq_Kkswv1X0sM6h%# zVMq94_Aa)b4l#itR;cZN$1|o;Bs?8K7X*9s_mcz zUQ0ntheVxvuhyt7WPN>I+onchl#`Wp8%`d0l6pEyj#9wQ0AkYy$R6AfYya#+(9j4W z!98A^p^BUM5NruIlGoHX@cI1&0MVQFkoTmo^R9vL=LtlVw6r(Q2aqP69rTI3J;qgJ z2P+XEfYm$%5UF6Ah2!m;;~dTSEl>`k+!nNhCmeD!k-APl?34g;t;L?7lN0pu0r!=Y<6%+FV>*D3dV)sON7`)m*Z-DW0-Vg;W112c#h6v2S#tV@Sv{*~9FA zNEO-6Ze6PCHcy7Df4IisT{-RJKiuauk( zS-+)lT93q_=RfAA7s8<8TBnkF<)+8!*N5%k&o;i6k8!BQB&0}8rmX6#q^32Pua%{E zEah`aMTVi%i}`;d;TrSgEvygOMyE71cFqMyGJFebRX@FtOiRQ zvj-_V#)S}EJbX;fESwb;!1P4*QR2aVn69dr=gN9($zg>(?3|ylA3wPC^))Z%gMabnGFA&_<}K{tJZWXT;I3AxS0G7 z9FwKVh@WgvlK@n>%68W7{2jw*i1;As@7%-0#B>HiH!!V3Mf96DZ{S4A5`euhMEvDk z_m?^Wy?a(=s2OiE4o7LNtz0?czFe{*u+^xksgVpj*&J7nIb`_o^P6S5TMRkQ5c%`! zU>}??H@CGCpG%LUlTR@IVDQ^cerI80vxTNh-f5>n(7gvfgKbH=DWNbAkD7-(he9ZI z0_O7a^5@SJv*uBu?;w5!t<<|o?Efxmw+(}alY97P3QV*`(0jDLvph}Ma8eolEQ6a2 z+*611skOwl;-h3EC6gxcZmWwh6?syv*G3k;YA!c@+Z$U#q`jmvqeTiWHFBl5o z6DXedy;@1KCDsC#{#TenWt+e%2RoE$r52=WX_uD04|;fS)CPztr$JeHp(7P2xLRCX zw5^^;ubO1}x|f-t2l4eN;9vV8;)R_UM8Mx|XRjdmCcz!TLo~z1g_1&Y5|UB4lucJ> zmY~VHVgJAcDTgrb!%usdSs)Pyi|&mwLA)K_E3o}*;dlpxo^WJiB_YuUh`h;c`4pI- znNl(IELs&BRW_7}*!cMHd%Q)8>5}j#)*eq-g06IRqJE5qmXmWo9M%Ug6BBK%%j`jR z;$}wxU(%>^DIB+AWnn?{<1qdOUOZC77rE>IW~AWr!gO{gXc-0NF-F);OdRVY9-##Nz{Zig(HmBw<=KhEKmcC=LQ~iaB%RZC-EjPjQ9jjXt>4) z`};O<><~()z+3{ybg(hJI8A^2M&Fx}%KNY%WJEBI&VljY_xtx$sWAqE;^|Epg11f8 zje+EbMGn^lVl42HJHR0yXy0u?-Yl1W7jdI}EY$#b6djHaJV)TvydK_=WZ489XbQj^ zN5dutB_yEEq(WH=9ngqP4a@z;+w+B*8)thxr*>qdJbj z0dc$;6konjAiyYK2*mQhXQR5Vx-fr|;R#uLLM#?}CRP12>?LMS|D}2ZAuc(32n`p` z65BB8)t2*{!-GSnZ2E}Yt-PH!cYPnLhl>Yat`q!&E8Z;mA2dF%YG6tJF|00jPC>`( zx9E;n&t@;$CNx~D|K)JG?xzDvrwM^>v^-5Bv)72uJbpW+xC}hYKNmdr#I#(^^w~$*SFo0H!`NGL#oBAgC2csFxsh9SZB85&CN%kLlMjLToXqs6_^!8v&_vF{(dM^|vtqZp_J5Av@ zkJk;3v9D;tGBISa*_J!R((T_K>Q#naNl@QC)qM9JqKl-gDq-(^eG&9*c`7Ms8;kI= z(^9bub{MxY36r*?k(auSUjHCpFbn6;P;v0@VD+BV*)!Be7%i~49IX#C!-4|2f}5rC zX}EF{Jn@TQ9TNYv10%U^Eh`CO0BKIwDfY`Zm~H1?uA<&H?<{6Pza|U9o|Is5CvFv&`qGF%VEu0y6^yp*w&3(}#Os z&SucZNd0Xz_z?hW4v-n=n_wvF=ujXO2#3c3Ii3fSzu@XZ#?0fsP1$c{8;QEE! z3dm650v2mkN}G|`EC8z;P>r)NvpI1bd$>m-t)dxO4OXvN5HBN-PSq^Afx8iEG3#M= z0m5Dnmd^WLyZ(n?uizKnq*}mspIRZ~?p|}4tOtkt&fDAp)P~PQh=YcVTP{!kv-6ht zHGXk%-{&m&aKd#i^$I^ozePcNbHAve$zx~v?)BB@{%x!y#pKnh!t0`w)Q$C-QuLoN z8K1gt>xiI3@n_S;erU-V6@s-WNZYNmuaAUHT}df=+=`gEFf?fPv^|XM0NzMOX6E?T zF=VSznqhg<^FC5VR6{H{Ov`IN@O;dGRMMV7NJxl{O@0Eb?!<{%ZO=tyG1MU20XlZ@ z860koA3!M$i5LD;c-X*cXKV1yZMA|Q%P46%Rb3jn%1WxPq7oYymzj})`6837ngk6B z9xrbMxkJkGP{$x@M)TkMD|~r42$-_X={nwadua2Sg(Vk^5}6T5hzhg*o5%*1A6USR zg7e_+34-5m2i6*RUcm8H*6#BIS#lyGZg>~!dhRAeIf~*kUS9PY^DMNq&+@96kHqXm z$B1o=;GlQfW@oCV+>DK3FV~jiK?#^G0gQvv4A~X$L0Mi!LT;!~gQrH_^!Cj-g;5JS z7L5`Ee}gHg1A-)*1xQ=|AEw>|9P9u4AHVGpB4lr}6;YDC_uiXC2-zz$Bzu!hZhM4m zqN0psQ)Cp%$fj)nbJzRx{r_C|^}eop=e}R}bDZ-ykMlU^jE?Vq{%n|XS2khWt%uwI zx^z;&AOivGui)%p^2u*FZjBw%)VKNtWh4~N{*ceu_y=My;cbYNT937gC(BPd-zGjG z5)f9WH>zpOkiX9=XT*Dd^@epH+ZJvp(nWYHtu-T~U(!qUV=~fb+L1BCZ>Hn9Ui)K# zSO;6T%M;;oqCL5S4t#z1k3-xfhnSRk?0$$*^$|o}vD&?&lrpWSeV;W4U-#NPz%RN9 z8N9vqjvkNsCvTcaD;-ZiFkx^~NWIokZ0PCT$dze7wojfp@x7ch<6C8>ap}I5-f#0Z zF5`N$Z}mmn=@0R%92HK5w|{YqH+pWx%MP z_gRv-v^SI!9TPJyYOH70ar)%4b|x$7V?q`RwNY(K>jtf~l`Pv&Cx-_mKRdUrJXEv4 zuP|f<^$&>&orRRF&(*3t1({b2CBO9WCJz_al^3Fsd@w2QV)0M!;bOsV!>_1j3O*|=1@}Gg`!fe{8F1h_z@h?lA!j)`YMH6A=+vvwSIZXG zdg!|lf@3?F$rd}oMQdr)*xr7ctRe0T5CG+rOu#G62L<%~f+5||cvTKUAH)J21?wF@ z{!fa#T-UC>x30~;>#ZKiqmsU4!Gp@b0)&Z+kEifbN|(+DfdS5CdekWaqo$@c4tg>e z?0y8zt#V+F<^Jke;TIIT>9$+Nq80H#p;eguP4EA!7Qo5pNEeU@126({&jvh*C!B43 zUavMYMK5tk>AbXhC%c%ELNf4%j;w4q`2Wjv@R7qzWoKsIvuy31Zx^^jO|1z4EWqr5xA>{Y&qQwT zg;SU>2&<#D4vL3^bm~M^{YxU zDCVFW_o|AAgF`tRm-609%N~W`%sTm>k2zT*brVniI1Cs^P3N zV5{&(k(Vg=Xz#eOzPq7c;R*8)A+mwcWgz`J1&{y!ik7zaE=(`c$P~mwfOwUeg$1TY z3&;7xC=@fk^c^Jzh!Nm>pyo(p{r%Ap-RTDZfuzcJz=5P^+Q+QHAAs1SJ(I&kAU_uC z55lSP@^a8vC8nl&F7=Wueu|;Fy@}Fh2|M>hkpm&#x}rZ;f<*F~Hf#3gW9}k}`E=n2 z=69j8coiVWIXgy;Ndxl*Mhr|vR7}ic@FBjr7AH+9F_?9@!ak;X#63T zr`~ablp<(SF5nj-%mXiT2eIIL-p8J2W8?+M5S0J~iI&_Vu<{*%9pSrx!vl2r7SJtH zrU8bBiHV&J-k!HH`i+{;BKUx~dT0Mh;cIIMwE_J?j`MkX`p-wgjo?~=Em*HkuKJyC zkIFds!egvW>R?K(u|#1Vc(t8XHO*y;`QIAagL%n0Uml_o89gsxz8&h1I}Jxt41|#o z6^g==7Eo_kvwpq&k3Nlz7m1y?O1^Y4-+x&=z|D`FQ+2zYSRgeXOlKk5trzb#?||0N2MJU@348sQdEBUpL4Xrp)u2 z8#g|Do|w1;R}7L2WdNjME3P;Q!XG&K_#h(Mh~lm$RtW^7?zjISvl#9KJ_67KYFyDw zgJb&h=U)I=4Dhu*1T&8v@bb$;fb_EvF9C>|gIw)wn>QE_aV91yLCw38TH`3L1$K>{ zl~okN2x!pCiP+zm0qNf|py2N?AAyCL86N45WmhnO1Gqushge2+Hho}SaxybpVV^)= z1l0gkTP7OK0L8(}U4Q6k9#v7@x(0#VAtYcBmVjq&Wx+T_UU1?bS-L|q6f^t$E@2LyxuP@-=If_!3o}id^3309Ecnsq=gXIi|L>YK9%5| zpv&B2FhM{RCF5UL1x*onNZ7t~i$Grp79iwcqsuESh3bQ92vgxVE{p9C!&pE$UM$%+ zkt8f&OWF1Kv4i0&_t^*>Y|TsX^Si!}p@Nh06D%Y-9ZdR!Se9=yEj`_2Nl}QK7!!{P z!X`R?Ygu>__?{Oq98!dqXlEECxc(4sfO7|>q-5zaE&{H{=2VS^y!?9rm+CnpNXiX3 z)&M27)lRi!&-5z|;o9AAFb>DfAGGxcV+}zPl3!{Ot(%&f!#c6(#gw`K223MzT^r|o z@bE7Keo3kt@@rd)?Maya+Dzrd?fYC+_PX+; z)ds~pr$`Z_o+{nEobNnBkCW$(4#snJM#VTMV$K=JVce>nTsh^n)pBZu7ty10LptUA zg9|hYo_nbn)Q_preBP0Fg>p2p`M)Pf@4b0ETJ_fME87$H^(F_ZGJ%ZBoPB!1M{ksR zK19COx|&w^Qdf|@oq&vibp3%+w5!sZE9aW?NEnw*)D@d@E}LVb1cyj_U4lKm4rVeM zoz{G@^lBBd6}{onsv2_H)Y|F5aO#{(hEGBqM~zxJXb|*)tL_r-KM-vN{X}A!`4g(D z+n;Y0h=o(^{t&Mhy!I*0`*_LX#Ow5xpHZjP3%|>);^MU<&viabRv-5+dwlKO_S7l* zGL*48sr;?v+6PzBA$Ohuw`|B+-pQGmn1JRFMjfer&bXoDVRpH`wjizsMoGf|_d|%r zAjrQicSnF#7hGaB1P}OS)|e2Q#Y1Q67E{QbetRTL8wbc7pq{Qn{_thMpc;ybnx(^$ zr9#AUV7|e+0Vx5tTMf=5u%4kre@Q}cI71Q_*~O~>!Y8XfQHCH zTa!8)JOpIG&%lzRya=KlXco9EjkC@S!jDi4Q}yAV9e5vLQp4ZoMpIlz>Gi;q2nYzE z#ClRsu+h4pweDn*QnFc_7ie=W;3|Q`&Si`bgcuvF#5Rl~tT*KGp7l)MZu$l{6U@qS z!BhJ3($Wlg7N9HoT}>Nk;8dG?9IM@?wEv>{?{BX}; z0isj@PXNxvzD!?vCvIi~jN8?oW2~^JjS#Z2s|4NT)2XFsyG-oMv!jYl$hw z{*2|Mf!%NlduiT9Pdb?l`DJsYJ0+Z^=(lx6e^&{SihZL$44mm03QqH5U7I+T&wtR; z@ld|5!%Z@QhC?jHGbL7aKUQ04@gm)3?bY|rIlE0xSeDK|bn=zMWVqJ)*b=JfYWF(>E1 zoUh%7t}u-wW;D$I;>;94D&-ek0TC-QBK`UfImK<335(MDxq%!|WeHHMKAG zE*F~}{{CiP7T>{sthM~q4>&Q4{xO)|QUB`femYv0yGq*Q-^&IdCZOUq5j|N-#yI)& zRMQ@cP#2l~m7*IrE?v4L)TtQx6@caFELcZ;nu3oNY!`%2z1z$fI$F2W+8FXg-QT<% z(b)|A)tT!;Q zOjf|rf#JjshF=-X;D6!%^Ao|lkC{T;*RNl{d)Gu{x>V~$DA71R$Lky*5c2?5rUn`T zVWc1dJ{mxU${^(M51>{s0M0LJN^RC4+?3(dLhgsJoMya07~t#c3+HzV@PnzA785N* zXBrkT5fX-ffMZk56F0l@8dw5tZS8Z2g+ajj7}5ofla+}?2O|m$!0(}AIY>HyW;UYF z=E^kqTkq`!sSAtt>wH&8N&n8H?3Ue8f5z*um??_*n^`%ud*{+g__1H);Lo@9>K0q5 zy!cSBaenk+tEOXrG~0JChmQh!ZgvO0+TZxfauN9Z+&|jF&%Vh(PP2&xQE7N~;I1Lz zxmzQnUgEgzId!?8`qA3fI|D+h-8?z^<#&x$GpEOkm+j8a?0(bTEFR2eQt~fj^aJ5q2BwM>qPru<03%E&0$Y{_Js5G4Ylm^1=!KHY$Azw5yQTiQZd7@ z_y7-3nGpD%xQe1^cw||FjUKC`kNiVGbG3!i)I-b)cyt6JLYU<#ohkf0E$!MvK~TzY z1p9(F28-3%M1dg2d?OS2ea0T91V4OO`3ea;3XJ4C_aU(lD%QoQHHY_s!oUP;&iuUHX;J`qPDu3l|r}F;NXv>xuRtb zwCYFNJj=h;3SQ}ctSk%5=Zsi5&^_%GF8-|WqufpPAg2Fmw#TKE_=>l;F|@JQ3dn{^ zM}IA`B@4Yv`*e)r^K9(*lLd=RufB!Tq=@1Fc^C3RcMA3v0C8&^#R#nbB@ zm(<`|9cqUux=P*6yCdwA%R>Jm1)Fxgm^12U%dZztO&T{!H)$Ljde{X;k^^4JWf3uX zT#+JPDrDs1a)6Wb?KipG$AVsf&_1bu=|ggmyNf)w)Zw#A)eu<@9S~rJpK*+Cv<4}N^W&8t$-T-y*!u1 z$_<0^s{YJLcyH1U-T+>nJ7t|^LPMISf-Uew$!RXiikWD0+D$J0JaqX-Ugzfc3kgKV zM_VRe{n>$4H`&Y=+bZP$R4r`LGaFYgMUDtMHO+wdz^T@-yrKdOBWc+(ti(i(g+zpv zIZW&Xuz}tM504`EA>mpFC)-qd-KWZ zWKKo~hkT#oy~h%TwIb*Z=0Ty8$O#da*|n?tQ(5csPhI?gk6;*V=OdbGONHv|SB%5NzVSbuDb-+S)j*)dT*A z8gjseXZn-xk{zua_I8sW(t!(#>RU> z^q#}uX_qib!qeA1r?ZUV&-E{rz3_9GrSeori?`GY*w^ECbDyA*Iv3>*$X{~d_!3q$ zz`VKMuG7nRi$ib@gNYtpbzH?4!@^PhDswa;-8> z==~yp_857Hls`=QUE=0OZ@As7F(2p-V;2w!Uz+ml9(|kU7GHBrBcPF9Q^W`);Npa639svQ6jNa_69xf~UZ?xc~lTWaSMP8<@yV$j*VX7`6S5 z)h+LB>+OjiK(_L#3UEFMOVGtYdWqsPN-+rCui%!#2SG7`x3Y3S1hau(?x&0W{(KKk zFD)d6w>m-kl@`|sTsoA9?TF@OWKdF3*$X^JbS=Aqm?Q|xYeg}BA>*GQ$C z!J||t39(NA)^sXEmR(% zu1t!1O*La1lB3fbzd?dn7ANKAwoB*zbqCUe_;@%FLZfn9z|X?GTO0z)?MV|C&N|}m z*TBhSf+d4=)9Bb3sHj_)7JI}EZcPtBgm@Uix-;&FAVDfQLH#D zt2SYnPKo*~cx>>dkF8(!OZA}3!2I#I-(S3u#YJG7ErdK2W9jx?;nXI(G#6Y9Tdl4R-t}xY?X9l57+3x#%Vc(tKowq=Ofh!i|M4`8$@mrw%NM|4T> z2-4Ehva%ecxN9*WOo3RtftFo`#}J~Z53WKZdZqWOJAO|?()~4<$8TP&qW`3dg!H0@ zd!=A!_t}bK-^$EDutdt%S>8sByiE4ZXII2gq7{EG@m0yNmYHS)rKZ-lcghWPdxwIF z!+8t>nZj;Ma?;6#89mV3bp_L&v<2fRHjDkT`e{st`Wh^vDMxUqnhODwRvlmRf z>y{VNR}UGU@26Md%#CPL@EUM-wgpamiunD+x0ZLpc&&XNr#XK;0FCgCat+Il5sNre zcf5`^#o}d}A&jot(|XR>BsGekQ}xG^i5*39S-&A{%d}vXB@-ft1PSNE@kH~gper;b zqRlHCgAzd|g_rDkr&Tk~C7<$%ISO3+PhvQJ%fYJJSWlsfaI)I$5=H8}g5@MJ z*S|7}HTHs-2`)E$^iW%7Y%}k7`RmTOk6vl6Z7}~QMf&e8!lGNpDyryi=tuw4CWaC6 z`1se7md_}R3u?w{XmjDp9(Q$Shi;C#G_YAoSPq6UPR7s(-k3{FVz{Ok^@nH3U@DU$ zO>0j)1bvH8d(z&(cj3g-P&?dIpEwue*+Ou{`db#6XNx||=ssIf50x8zEWYDjcicYW zx_j3%(QjEU--hDDZ8BtQ%xmnUacYX}utJtMk%!|{6OxP_uA!rnH`?FM)&vaVEj@|e zU3?~+AH1)>yLWZ*tkIvrc)~>W#&D+b&JD_-w062~4V?lSSNzcrp=&zK#^)pkJ*Dqo z6p=c%HEia;|9zQhuwt37j8Wv@Lb@s4`=6HaY1cqI z;{kfy;`#ZBOT`5BK5n3LSYq@us(v{_)@ORxP0}(FD)_4`7-D|lo-pW(W35JR;uhVe zM= zmeia%2`Ra%t27+b6O+5Q^jZb%IrPqX_-iI5$pxNl%mv&#c(G4}Wo1h%A@M}@b7`>wRg zrm=c^XHpWWfX|`4h%p>QfxB?8!%Di;fQkcFf$#}7`u|STQ&3={=ElvoHGvWR`kE0X zbp@5@O#y+o|0n89c<-?H=jkIsnW8^s>;DsVcB=s2_ip3AcN%?!d%yD5T4pj6?I3Xv zWrf^-DnnL+-l>EL`C~-yrD{T4qHW{Z2^~^}?as-WyafzbNxjRV$hDW7T*giq%hZp} z-DKxRntsgfNql*$mlqSPd@1A)WhD2eoEnC!tnsb9$7T((sUhi&(I#tl@=T19SFdV1 zuy8DqrDWoXrz@h9SXa35UmuZ7NyzsZ^jcIYXW^W@nJQfJ@Ll|VNcCjM{LgIRI9ruR z8%!U%{JiK?=$>KJ*`V2LbvjQ7Na&nYoRm~lTS^8>EfepQ2@2K~Vp0X`lM65l%pwXW zp`e+hsL;lmA{2vqOO2Nsp93TBz40Eikc@#o#y=PKfB!A>lzwjT-}Pj~b>l3^QNQ%M zTSmLhf$_!atM5$O`jvk28xfNI=_K;n*I3KrXa=tl866im;OmK030Uc?eqm|hvd!y@ zdiKn>ISJFm1t$u_#f!Js4VT=$emBYrA=-n6V7sP! z(ZxGc(>QEY&3-JL?A2{JufLH*7;fZs+SUYGnS?!S`Sz@Gzz;dmfdR&=Kzffm{WFJ{ zak|API2CUrXEtn?Im8i0X?nlvcxd)(WN@`BBI9dYwS30c8TGkkVn(!d>G*2oQAem~ zvvl2%cWB2#yrHZWG+^8mE&;zzXx2ZYL4c8vkK4N|TI0M^534<@>Do5y+%&V?v*G1V z%P#b&#T4H^eIPt9Hk}9x^eanCIe2(<8I+ZkAzS7MgXU-b<)k0yqFI7^29hvdB01kl zH@zloEA?}KtRA^zFOxGC0qcl?6jcZ#*}lwxGQ)0Kq!I1LJ1V#z+@fSsk#Wl!r(Va~ z;U681<9$nS+ZqBLAdwhh;fptFc5urQ_?-k5gnhogBuRy*NY1F)n__2i`kx=4k3r4= zqy;qm<}WR!qObDW4&`pl|H=ZoAF^4fiXTnk&)a>UJ{8-yYA{#_ECihV29BljJj^lt zr;*QtHqZ4R9wIsFC0pOTL@kufFw9vU{_4dD)0hU5iXpblJXuV=j%j#bg@W#=W!&zxPiqkd_O+l-)Wbh6mScCVsT# zez)M{NKN&?e9<}LI9PJ%h@(&%3+Cuv*~trDU5OJ#H?%;W2ExdO zs{Kp8iPvD1LtcjK7VpQJ@~V)o8ff2 z)Fm;afzdTtbKcq>wC5F&IT7m*yZK)0=>y~=S_KhSuMd&DAU~tzzdW+q6I7``Ccgy4 z^kbmYKcJ_b&q#c<4!8!fvt$GP6mxrh@2xJnMujMfcAPh|>l zxE9=6U;sToXlQ_xO#OKT#axeQAw4*rhD~DKfUR)jL3SqU$C$K+k4{-d}1=Y7oQCEmPT9Aa$C(LdJl>i_r87s>(qSiI%mD7?ouOdz+w{9TAdVBG} z^$CS>NHNDka7pm*Fh@r}@Zf-40LDa4(0_TJb>hN=&^2gotUC1{efyqF4e70X?td~j zIjb|sUyMtNfwFQ=is^P+kr#+a)J_8nikdc_EzB<6H83&v+a`@ky(}($I0%&ydaOXA)@9=5g`$4o$} z+ud?A>q`BbVrj!f`7E*vYFXqu5A26-sf`J$jlk=*SyXXwAtX{CtEh*M8_y!=zjsGm zed4IEs~4MpC(e&K=!t{Lv4R=3zmC^Cv;?1w&0M;Og|n0P6Hs+5dCQsYtAVQ>D+ z{WvA<8;pc2_F6%v&(JZ#&<=LWnK@WV9)G}~OYnH=c@a^$Fm}CuZQVi#8FH)= ztNsw;?a|pb1A-C3fwQLVPMy~zjWhd-8-Zpswsh3USL%kphmYTxxKWbc^l|uEYN%s; zBJWi55Fg>pPD9d1>6#y~WAiO`126I=)DVVx=z4m3%E|fayC6RTC{k3@TpF$8@dpWI z#0=+Oh)*qEPv4PQXrEb3DIYnd4a*$E?zjHzo8PE279Y~E3jh1o_HJZ&cT7@~CYSqj zq`ZPfrGDG&%!s2rr|mv+-q+i2sqEK-@lKsWY@m*P3DRCBL=G&VB95Z5c zayLh$e?0k4R+MJjPl%wbAS7u`WJn6B%gJu4;nkse6*4KCGW~I@xAjvpPprDxB3f!& zzhPA#&eN1L(n`O&?>pjtKXjE}q$nmUjotdW|GcOhGpDmW;_!X+Nw(8}hmyxG!3af3?hjs%9+h0iOa6Zv;rYg*X`UO)2Q=FQEW zP5q!nJi7bkfZ0@hIq^wU_>3!?5#IRnE zTdBDs%)LzQ?S;ctQe6i8wF5lmZ{&Kd5ROFUC^8x37*^>=rU{0ARFk-~)%xbE<%}bS z_Ir*#RVPXN#=U-TOwJvBc7+MaD;1-`+1(C;8k2X6kFWE$wsaMt-G8cwQLZp7W%l^v z&1`}BTMLQg3@p@7mlvM}?dzEAit;=@eqMj%ds{u@(P9{0cVyMtR`?sz1suJOeA~H6 zEvMSt7kuk?)Xw%mX0HgI^lC?{R1-({X}`o6(!XL7#ti~>>px_(B;+pB^`0+!H2 zi(?{UhVH*5%tkFCYFKs8qnK^Iux}ypFmoyDyZwSM!W@^p&=wpYuJ&CJL>9B&KKgbs z8F+G*$^SzBIQnx$O50D-;a0s0oUP8Sfz*oE#x1*9p7QP?;^3X z7HGYdNDTwr8RqFo8k=fFO-nv8;f5Z{QJ3}@qTW7~(eugJH#d=4^^$?*E3ySfY0HN2 zin}L269XcXnz=1Z-otL{2Jiyt62$JT;{AIZLAXh*xJI4-K6SZn>wBM zIh}#rv7E~tT{2l8&vTI#h#A*zbn9Dc?twu^Bt_LL z!ggcQ!tlD@4C{xfmkR4brqs0-q8aZq^6$n;mbVl&A8<`zr3T9+*iU0~Jv%bu+O+5o z=5W=_3T@16%jAtpR0=!2%pE95xa6gbM4u&zQKm|$Naig5{pZ@4;CBD@1YL@8I!{4D zGJ#8h1}q74xVzqIYi^V6hZ!YVa;Z$ZJ;6UpDvs;>wpr)mu<7ahd|7Wh6Cfnc=cipd zEpB>^m(sBNxjhtm3OJdB2o zq7Bg^a>PC@`IP(keP{NQ$&U<8fd>YUlQZ})|FNPx-f}82@z&_rdZE?%_@xAMQj6_1 zd`37;oy0v36TS^7QKjKO;;AU4faA{hQZM-oW}mplJL-qLhLM_@WO8Fo z(ul%u=lH0gY5XRD40!C*`HO(Pvp@IblTcXc%&Q{)r zr;?}A-E0Gq`o`CGrE$pw^^S{$H@@-WUWZ#jqnX9xe?H!n!6vL+Pp-j|rmkSanb+8q zV1JlmUix6}b>g_&m|alr@t!C`cbaZ%{?A_Q1=XX$oLTz_^x!^?%cFEu5VP=UMNU{d z@&7$vYuIqSTxo|CaOWjdCA9?Qw8+%zX=O%eduk=M$mDK@5}~uzoG*PzDd=AxzeTFR z*bseEglR5;nGvFLxVC(~MOB;xndr_=Bh~!SSm=Wd?`vIM&nq-TA*|5=g({SO$)!J5 zS5Zj%$dP5b9_Z$<^Goqua*P_t;hPo9zA!a>p5ZXv!;G3Jvt@q zIl3UdUV=s(yK6m`g#1XcJ12U%-Brp%w-bC+1X#!q@n0Qg?DDFr$FqrDM2tRsGr#BP zv6Mi;uxDk3%;_2EHSm-0jYM|D46Ybi=G&_Vehj-$pF1Qn|6%35TGr&_j^o*;xh3Dg zu{7TJGrMo)*E^dF?|p!Nh_??KS4{$ECACs!ol71#j2(MoVTEHv5VjTSe5edO%MDmt z)ti5OHW)=7rjw6fl*r@<_39c_Y~dmGv>G-fr|CU$MA zDaWN>t_tR3X$lPddh)Y}Bzt1BySSEY!-a#B$%7tLi^7H`1gHQ#LFE1FqdPf#>0=vi z(AZ#d!>iso4G7ak!$}qcZW}P1poJq|8vQOUC1oCXelTTza`a)qRyD6$IP(i~psSJx z%;(x!eA-~EyZqFr9IA*G|H;aFUtjk6daQala_GTDMcqobRZUxt9a;9O&wpoq$>{ z5w{-~TfuFbB_TmZ(nrvG6!jqMPFNt&f#aCpWC#xa(OzXL+3FNq6QxMbsAA4E)cjJa zI4j|}Md4g)pM|5~QDYSQ#p=UHM%FyLIl?0URoGP;a?izT%E{Nh|Artm=wdN`+2S#0 zBTC!@8WSyBcT>~s;ZfE*M+j}+{DLM!UK?NU^xiDf2ouyFAn7F4 zB=ew}R{s1+{Lv?K!!HFcdzbDYac!Upty33sO{Lrv-a#q{@y!GWl#k;$& z&p()J;vwwfug;#&S4gk015_G@vdNGCD5D}iS7FokrUXhrqB0|bJ+i}v0Plqb5Fy2m$WanrgYHvmBrwaIfCFQH#yrG*BBK7)Q;(d|JYjMUC**?BFBYfS3 z_*y9@{0%{z7Te$0=&b9e$aF=yX$=*v8(4+dI^8BXioUr%rB?)rNk|>xESo@%~#v*L+ez_ zNBk?Z59WBBEHBRUf_7`?l+X^a#)dZJOVxNHtO;?ke7`4ZoUm)uj%-`2eqVNmlaoEWqx&?d3Dio{vMjr`Q%>b z=05p-vK4;Ho>`n{ep>nN+v)oDw;@nDoqn!G3^!}N$Q~;(`)Z+Huqy z`e!r1ySzX>_yNvp3Gt7Kzf8II?dELfCRWXX);p7ft~?*y#cPdEK5r2iJDW>VscPDr7;-^rTbj0Uj=g8m@v8T?08D z85de%hy@mgxud}s=_G-K7}}SLp<6Fh9!ya7&j+t1BRPV8C&|bnG2;6b5z4qC-ugR_ zo+aUmms1knUB&(W6I%%bjZv(lB`#~>JP}+ z!$`|B&vk>D+1@@~%rSmBj{`fH^knzK(7os)Hoa+m?BiiC3W`b&<3VxGxqp>N1PYq= z$|-}yF(#wMjOX3Un5+eBTBL_0=}+{OzU@DOKmL-kh_^5zY2B4uLrJTzM&_g4)(q+%(rV zqsc)(S%*7wS-R^-48e!mQ_qq%LbqOeF&ET`eg0)IJ8D&40FAx~6$+F%)%s1Pq^B!I zy!EU&sVv&t>o83$6k3oqKeEaJ^F`N~rAo4swUDcXaYks{jwoyB->L)f8F-$~<)kU3 zOUPtbU#{M-qZgB5P~j-4-aet0HQ{Tj*GWwoP!dLTAIWK^a=$`gN3-OR(mq|6U)8a& zYxG`2k_qAc9%UlV(T5?~wH31?Q{{@*gtt=bt~$geDm1=~!j8Y6s=%zbn|qCQ@;GSf zq~)~LEL20@>A}uBX#UWW$w}_fBC@zrU9WH*r;$t0L~#(=I$3dm zK`J%de1lu}1%wylSFH1ILCrX9A?}qMda0?3Bli%JP)yyf(*h+}F+VKxG3m{sGI ziDT4pUHaLLyb5aM*egv5yw=n*GH9&-P;>n`28>crWFRK&WyXstJBwt0;8(aR+Sktq{wpNr_pGtfM$%U!=J|fr@JPTA3Iw^y%i2NCw25juIeS+ zC8aFTG#GwOB3eWIc)Qgh@j4~BG86XBHKIhmC?;vfT;gq2PZ>oa;x%zwt*1g?QEdAE z^Kyuf7OhDuTgO8Ig#YK|@C0^o(7zh@+k=P|qbbtAMiq7b$HhWvdADXU7sN(!+(_rO zVnu$1lDJ|u{Y>y~VKs^j9v*38$k-2&>cJo~Osl%Z&%Y+a*BEM5_@K&^UhaBc3Yw;R zBlFuC6{d)MHhM-<+I%uP0&)oo2l_~_IpqBAUFIFlJ3<`J#LIUnzGsidVOC*OQ7z{L zM8At2D$P)&xw))w6h)K$&|x@DSW}51lBVCwj2ugB0*mppBfY@qO)=VE)c3cPe`hK) zJcwOz!RnaA#ZN!QC3z6dt|(q-qobm~o;*%&BmSU_o8$4gZ~f$B%s$P`+1MBDzm^Kn z$9c7kI2DRR1YC8CG$=#7N9L+Ds~%BE7^2_&qvfs;^Lj5dqfGu&xPX2ewBXh1(5fx? zLOC2^dv7W?Kzc<2wLX7e+Lylti#^)B*~Ze8>SWnkmA9{{zS@|K%&PqHicig1Kg{uL zUqr9M_y5+J(KAl)h5laYwuGDrQ}2wFUXH3it+qm}*KFMT z1>dN+hs@}2CfyT?Q{bRoK-s&$_wg;hT~Pkd^sip{(i zp;JDwVxxMA#e_!-v{m&qP0d*}J zBNQ&c&(}@UHE8LY)`%u;sDF5Sc3OjA99>dn2GJlI`s|tgeHxCi`#q1UC`++|^&3MH zjSKN%XVV4LbZ8jvc=fM(B&xO78c)s;%YOaL(ID*Mq`B-NDZV>u3o3#~@xY_qSa#CNtMI~UBZ9d(S=h>5Kpu|Sidsvxg3eG)wp zDrz;kfD1toO~o>@)))MNaZAWbRDou7e)~xDZ_qkmfXlZyH{8j66?o?w+gkvnGL%3_E$;oaP zw;vvUiTicU=Q#^MO7-3{RFEHIXBu!nyi2G4js6kshdt;M_raB~X<%bN zObdiFYU;#N#Ihlj6`p>0O$vW6e^`>$i}y3vBoaCB;6!QvDL|a+-Mi*|WFPxB5c(%T zHA-3?YA*}0?lqvEZ#4J|WHFAE4cLA2^%=`fUP?&#u0ab0=s!$Clg?{$%Vn+|G>jIY z1h1{FMb%B&$y4*@KyR`ow^9kYxrkl?K@ks?a!D#(lDA;S zR~U3VvCsP9wOMbh7(6@TQP+>pP08;XQkv2gZhZ6E@zbaobsBwCRcM$dGN!9%6Qk{! zvRtDi@W*59Yxe*fH;Futz%`8pEU2Talz;xwpDn7)Gg@f1af)`{<#_k%gx>c%zHI{B zlfhD!RBc@8DdJCAYV;{)uUJJ)`UKc>|92=# z4Y)BKb}mc*UG;>|O)eI)djm=eYP=#FkZg#V5TT6&ZRcaiK!XmS*jOHNXb$5X2vDk_ zl!TL&TGzfY3!#>g=bAhQOPECm@_po&hS4iF*4Jyt4V_LPzX!>$Z_yK|R`3xhr61N* z?WEou%0niIjT3x4y>P423D2tUm^e+6Kys5;R6(o)48M_poHy-2B| zkZG_jtCO#-qw^kB32Jh4%tY~0R-@D#YfM7@|0mfUV9bhmpJ z$l3ZY*$D}n?A4sxypw5Uq&kMB>7OqhyUL@&;&YKJ<5%_>D;PLt%pQg_YhIdLsHCh` zi(Q4KT3-l;J9nl$|=-XQJ6lCmP8r)p4!9$c|APjA@Y{i7s-1aHOJqH)95cn ztLa7IB<{*%Kz{WMCVTy7axSMoKbiGVZ8k2PuLjoIL4|9X6f$TE+nB~hf($Vu$T#CA}^?Ag;8Wg8~f8(v|3ZZNG?lc&ws zH6zj6a3ZeDLP=hea42d2r2?;6B-_D;Zl2>Nx6?PerSJDbl%*56E3xi`3Trz#(ykO3 zm;bAM`K7u?DZSkC#xooVU#>bicEqFQ(+M6X=c(f@2*i+Sw)MVX zr$E(gM`;WFg`idmq|v5O>I9mFKG*EARgV@^(IIG{IVM=OVsdx;iX7(I#ANF&af~Cb zk$mK3hvr+^*b%?69PXQ`s=jJUL`M)A@|Uk~EZ2J1rdsPxb$6FiwBp-YS)x@sguLWn z>{7X~lckez!rks!*-ZgSJXc7xsQKT)Md(uC#Zaj@ul*lR3<{*Yv#Yu+ErAAa$ zz@coPPc3y&oQ50MOE;XVvrT_(Eg5rKi{eYp=o)s~!gU%l#K7-rS zkn>Dq)u+?WZa|hk=k9GR1_fz|xiuSocjKQ+oEhqWIdhF0HU9}|!7V9)VjjB8R65>* zc3qIi=A;JwtEQ2W(cQou#>r>9#YR!FVMKNNhMiw(+NaI$(N5r=-*o6(eMK#U<(&V@ z?h98N3q||HyY5F-#HCn>HkS1J6%VfIuhAH_NTUw()5$m}e6pIxKX_;lyeT!TjxGmq&NbH+$MM^rU*`SF|^gXT! zyr25|l^`jZ<6bHqo7{V{icjRE{#!4!cO;FNRqGgyoXg6Mi#eEC6Jv(Gq$rdFCySD- zlVn;qAPi)sYk28#0kTmKP1Rpg zZ>P2k6aVy6>4wapiV4*UN1Lnh&9ynB4HNhXThkut55cDHF-2Kum?~S&tnBMs<0RO_ zKI>+$dOm1kp#9H+VV3C#TY{|`y6!+<4Pgld_8qNusSI5)I+T?ezy1GwRMGi6 z|H%h9ttrN))GjacasvjDmkk@IH+!)V1#pXwG0dC}-VA1V%R@bCIuRZFASf3S^i>mPs zbdA|daU%!Da-BCYx-OAS{2JxGgPdU_@2YdSqT*Rg9wo`^qwU?ZdaLBU2S4Q{qSoGw znirxN>7$A%I;@||1(=uR-g8*2-jHt0ESJr=eHK4Fbl5^EK*7U#RBdx3USV3PGNRs8 z>8LT6uy3rCPyENcWyOh7QP%2~lY#BD-%P4r zZ;DIT!p%o)GL*DT!qj!IMro!h6am7&QIPpm!OO$L8qozyy~Oc~NRffDJ*w3W;sh{8 zMFok@8{B_ky_i;e2zK$0HB7-9Ims^8UmQGtJcRdmP&J5nRv1$Djpy&xQUUzw552Tt z!o&CP)(Aya)raGyiN@Rf?Us~SQVIG0yN49~AppEiNDRDAo^$n1E8p>o-+%M$J0YSA zE$iMqebOV|GQQ_r!4+myeOvfO=96lCt_w7ZMpG&&Sj1bGdS`kPCqgl%(+xPy3(DQ( zGmU-usH5}A-NPR>)O=rMR$|}?&}nd-QE5$3j(Qf*AVjQqvpir@gtH7o_K9Y`3A3s< zQ@gsBK)jID8%am`@Q^s4P#YU^JCvVXXV!pSTBv{;Neck@4n^<~U>kpMC zE!#7uaozJ!o{0R4YDtgL2W`?cQk>87BMym#s?!#zIAnK181FSeWhoRjLT7zYSkWaX zB_Z1fX%x{6p4rqJgd@GAE&I{TVK!=RwpFc4q0o=@i zV}~{lnBP*bSrHV|N(8pUkTEDgzdZ2k-@$;M!K`6^R!OY_(lW%IzliGu&OC>2;fmy3 zT?#RlGSq*V7~y!vj)h~qrLw8|vf(XRUqCmtHFI6RW%<5I!dG3U)%c9mA4)!ZY-OCg zViV8X>-?)yOI3OehI=;%u{&=oCcaRf)-3*zRA;Rx_kMgMimxceoG$&eco2L0YAIEb zEa?m6d)+dwkjePnSCkye#krv=0h~7z2=ZT!e@aXB825e1=53ldTA{vx>@btuOd^t6 z?!%`$V{O5iPE3g|7j_W!o>-`tqBUx8kn+a7FSadv*l;#BbJzK5l?065_#ex zslv3onko#I4*!x%iuui-@#XTbE+OC7sWdfzj(U0Y6m@sLu`IMtg9zOlX1T@aq7-g` zUND29lR2vU2*R@d3+!9a_inr-uZ@fIKb?@J#G6S>OeB+=^_p>#YOPV=U7m=F&Ubw9 zgi$ddVjnHk?{CN($|w|KRap5$5HJ(LI6m&o7o-XNDWXi_t>52EW`{{z!OOw1^11fK z%K#8+ZGNdQf%<90|Hs!`Kt;W-aicSUG}0lVbe9N7cZbrABF)f9NJ=UtB_N1W(xt?J zgn~#Tf^=ILAPu6Fe9z$C=bU@Lb+3!H*Is*_gERkl-{<}1Gw`>}d9>={Pl3A=xPlz2 zO0jGmgBYB0+{koD7{cVLgV`3c08St-9dbYj5MX{*10nIf1a=KJo|9jYc z!OMm007E;*S`4WSoYK#7j3e)-Vw-CmOEUG zqM9*ZMmGEp?!`TKjxe?H_Bz3zH&iNiw{&B09K%{#eJHkj@%RS$jg}{{z zk3E4s#ljv7i`^Zkzb}lYlZdS>A-UXYgmom+#+FtfINJhic&vaS8>ips7ddMNzF~3| z8(4}Z@r$vPokLqzD)>@l^ch9w*Ns)lLOwiRx~c!-Qfwv*#|JZaIHsHFxWNdFVL0L5 zH2eLSgkGHJ=;)%NBKVhw&(RPcgK<|v*#Rgb$1qNN@bZD<$$$zC)oK8Ee6U4hf)?Mt z#SI5T9BiNvRsuR%2)GcHmJWt@0WdH)tzXg6X#>S5$bygIE>@e@b3zPHZt!|G*wr9c zwD@%xq~2kIBfv8iy-@Eo90ra~aNW&;MH}wiZOD$pm``Pfq1Wday!Dtk%dOA7Pn*9! z`97Z-YJuhC%KN*bQ?eZ*mUrV9djiOW_95!j6#Au?V477_%%UI1^S)_)^&6 z02qn0u{{C(gJZoW9J1a)=rFhb+jhrqw7qL8pr2L&l$rn9cKRRv*z z!XGw#17)>DIu??t(=T~(l=kmQcxkk#uFhxv8B5a6{uQflA<0!Dc#j{k^yQ0~=c1Lf+h|eTjGG)Zb%>f&+JKw)s{HXTpgMuMLLe{Rc`F^W z2POpX$9_RUQar-CKYk()8@Q8rblhd4n+0AJOAHT&e=TYt}E>^5&? zCe`vQJp9#QBF!5LM}J-;gEx$6sLBJ3WCmqWn7nm(Z zNv2j%OgIsyI5k&hrAi6=zdvi z-`eJBACs#*a?7;*$I}m)?qy47#u*4TaW)0DP3QQG$Ybg8dHv307kfV#_vGGwipw&k zkkYgwWXg3Mkw=OJ}>9dXEL)`%^xj*H#VQ(k7Jda6c zRah|0kA<$4onZ)n*@KOL$nnzf4%qr3hyik>P$0HIz@}9J>w?TMr1^ebTEb@<&XeEp zk}xndEdG3pU7$?>9@Ws*+Fr=$_}k;dcg4cm+FDPKIocJ*f@(U9w#cq4mi&P=gg`#9 zrWpw)`-`#o5Qun8rv!?(+_tT1@U}5vBz2&yp+9(?=}veE5iwB2g>f4sCMB&ezBmK} z{^9O2JS!U^u=l~c2!VLuFrS5b-iA-)w6gq`?g2~CeYfnmX@ZOG2}|5+l2v9krwbEi zC&e#RJKP`$gSY%QJj2@B+A#}IXY?JDi3{1^T?()`Zb1trDhoS!&b?Keh(!Bq)j|`epd)*6o`xipYeVVgD2>_ zpiT^9S%zNjGq4JQx#weE&W? z^z`0dpb-f>aDlB3P$hU9Tsf}~;SJt1bq=sY9zx|N1l8SwNG;g7*XoDmu*0ESM>T;4W89A-mAeHgVwgY_ zDJdj&>_jiSabF~)9yBxr68hLb@OWG6iKmI#E@tbF5{83h%Edyse)M+jurhLn{J11s zm#bazV}nU=e>*$Kdh5KNIQObC+Y}4c8LBfM0#mIfB+PRuuRUx<$RO}KG-tbMU38M> zRVQl#jgAeb57!2Rt{=RfT>8?>F;vObY_(EZYR7!eBwREmNMSAYI7plRm5ut(F%Fq% z_6Jm+{A|gUEcMK4;xw*gFI{4-fGWT%Mkuh8(skSo|Tz25>4^is@!BNxxA#ey3+8c0I^@oyt98FuGZ#3T#nkB)a7ao9LfAAWD*>YGELv;s#`(I+Z+@MCQ}SD$g&rgyBg$pa0H5ve z`=KpdI}7!|V3H=ftpZQ49mg({(dJWG_`y0 z^b{g(a>MHWtSu%o8$zG+CFm(Bci=tXrbm9jOl9yUP~C&U@Y5a`$H6V0OrQ??<2IzM z@!+~lR7?Pmg0um*|0sOV^1CUEx%84$yr}omr)bp*8?;SAUF<`sWo^*k!n4W!hRFlO zq=tJ~R~i<5v>+bGki;4!1e_*B2!LeaVTUMy;h`bu)W8jg0SBz{V8)gxS_geZG|7-2 z|6kau2zfs{yLn#M%6%u9$T8pt=Q<5Fb@q^>ylMv02JW=X@Ozk}3wAE{iRFf=S1mgO zmY}5OuGTq1+0Ec=bA*Tb5hVL^GO>c!tZgH<9s=r|iwW@Q=Do^BCdxMi%~ z?V#UUA*UjOf7YNtm|3B0{^re_vhfDpm}2bv zpQ!GJ3Gmm8Ytx<~Loi>w`0k?@6)o-kPBf;W7b1h<7kzVDxbd19LwS|KxgLp-u(`Q9 zckwS48=0?GJ9|Kixd#`q!t_p`Kh|fc1)(Rw*ZY-cm^Gj8O?B3pu5G@qA^E@Y{FsnO z5Q_f;A{x!x!$KhsapleavlP4coHUeABFG~f;VgqdygohWP;iq-n&kY`P{Y`}Y{`c2 zQ-0b~vywZS&o@nPEe3`t(g z>Z_S5deU513S3cSXpe9uF9jC`8qE(&j_h&RYySN#?j$$@%h+k(Ba(2H%EAmsD3HvW zlqvk!V`}*JsK16iy-p_hBle?frLoSV1{+j6q3!B6bJY7LDjc3$3$`Xqo}-#|QD4|A&V4J1~p^1MuS^BxPV2fcPHxDicYDVIKoO#4uXs;>qm>=2yt; zU&0_+jsZ*Y5f;cB(yhJ;6OVd?<*FC;0AxOXA=9zpXrWo9A_4Ka7WlG!e8bPEp$`%p zdu2s(QGi8SZ&bInFU!QFD#>%vUUa5rwtrUPxktL%9kw%wcMaMfDR`b{TG{J7me&SV zNzo9!kX%XDJLhZFlbSqb``AzW!ZOf@{#e}PG-k`f@^MXf?((=3;6V$r2yT|++PnWjQait}oC10pw+b*!nK|)wEzPDqpd?xE2)#}c zeN&-;UoR5WPJa_%?e=+wtaUEgbiVPe@12du1IwaK#xB*BjH>wOUZK+mMS9XrS zW-c)z>{B!2roXx%0>6$_!0lL;E!_i1QG$QQI%^Wl-f$8BfB1)#hlZ|Fe|q?EoXzXp zjI%%UBOYz1OYeX;7{JMN$+s=j1MNiZ_0m3;vvoNA)}EePWtom*rRZl4kGH>XdX$7~ zHT|T-Mk7WB#D$-4Hh^F-z@hf4NF*(79G@?CL#1R)I9VK53g4Xw(*Xtd{1j%ryefYO z;eI{BIP8T_c15Y^(9HbGi2O#;SdV4lCmfx9T4$tw%=?)>u1r6tQAgbJV-mZXrNo^S zK~-Ev(8I&8iCa-JIAV+$c>rC4C z6|J8?*A3GhTTwWEvsHypST!eaI&sh%x-(OC8w^!d(f0;A86_%coQ=ox$3Yl)A`O;eGlJSozf$B77#%f*Dds$qt;E_^F#dqE95JZdyV{I%O^_OJWY5p zo|j``wloIaK5adn!aH4JdDz(CK!Cx*8gs+U>C31uxsO#JM`PK7$OH>PpXG&z;kr_A z|CjShNx(fj9rdk!KKqwRQs~`JdPyMGZfiQ5dt#8-qxGZ(o@=EnF}54{h!KU$^?T|5 z5AL{jlNUu;Ao^-ODbF$qT@%XslI}tDlLzzuJP`bEvl{49%F$`p)k>f0I|z&MTUvjW zAwoo!L{yn%h4R7UJY44{Hq?c$zaa8$hGz0lq*^tZBZy1*KwPr+Hu$Of3Nbz1yMCb4 zAC0atK08OCe3i;GKOz+mCA*DAC}6WCa;DR=IZW|t-Hjt^<ut8@*vmn_Kz<_hqf-&4UGM>+PHGk1H*| z&*CYT#V4Kt1K_YSU6$ep)gE6fpJ(raK9AF)s46jx44|ss-WL(T_X1_h4V1e|Qp_Dd zVxUHc`m}ipN0A<%vA6jJD9auUQhOw0I0b0&6VTDoA#%N){JZM16(24NnGd%)E)E%J z)HLqh(&eosoFD!*0vmC6F08`dweokwrw@{QYm2wmamhv<*XCkQ6(7#yU(-D(vCv_i zXvSwAjZ$fG`WJlazK|!z^bqsHU!$UwB2NuCCg9|ge}`aB4i2OOd}MR;8K@EfBp4$J zGvJC^0;pb8H(+@bbk86-^0F~E!G8xi1$STTTU)Q}F@5j|dcoq3uyebC=6;ob@YN4Y-p;)v`1l@Ms$~9`91G6e2EGl0aAH?!v$v?GSSt zlyN9G)B7@k{N>Z;KT&@+2x!emYs`c5YY~B6{Cj`gi-0mE;oQxJ{IgiY^PT`rA5Ii zW~KB|=!h2xYS3|$X89|&d~}>zOhce_6T?Oqp6ivq`rw#l)j%OG!s4QHaD}h-Se9TQ zHQtr|_&A4R%R|sY5q;^d)4sgZVLs&IukN8e7w%grblZe@%3{cc_=%2%PyGZ4HW3o$ z2MlLMIvHwYja$B`^s6DBNxywQQ=!3W(stIP(PBR1ll`Esj;QVg%4q8Qfomaeq>rq$ zK1atP6_5WtdJTU~TYN$XY`t>UG7_p!1S;?GTU*w8Sa?WdHxy^A(x^Z6Ox3#ziF5f8 zTd^y;KRtHaY%8>Wq+NYaL352q%Q{T+c|b#ez31g(HRMyL{A*D{Kg#OZ(NVv=sksao z`eY5?mPKu)7C&BMx~I*U5+Yn<1V#fYMcHo%#DrL;Tv;_G8>NnWEnHg&kG>AeOYMvs z982d~{P@Z}A?u<@9aB6@&ZdS?aB*>gz$y3x(V~EKV32^VFej)LhTsLo-*JF)o$l7~ z&!3E^%g=P+o-P}@v* zE$o@7UhCzPCjzC{-w4hW(S5V;@6j#Io69&k-|K3H2M|HGpa1fL(U3j2g1U z;n|W0#GY&x4RDICwl=1@9V#*~tOaBf<4FCRwgUko_5VtAwuP%#qUF=Ub?(O_cmp>n{fNS$3gMy*w!v`{&Y%2gMpzc@gxnKLw6c)R76u) zy3~7<)a=Uh=BfRBjrT)L8t#%UtayoF`$c_mFd@cQ*^+q90 zmuFCn$}@%cm5I55jzf8kWJ%7&wT+?%A0xl|MC@t=jcAxpm}aITL&}>5zS%RjWb70C zTlXcImD)2^lEZgU5H|rh{m~rsLjwKD+;)SG6VPH{Wg(yv)2DJ_@bcmd^}WNmnV`;=9c1hABD&r1Ga-v)$dE z3)=sg2~rZsqtKlQK*_nW(E0IuB|W}02Hp<()|Q!E6+b5Koe6wCiC=Ue8J2H)g zgY&!LP6B{XCW)sS<1gS`JBOp0zgJ;hN=M5v%y@>EK|Kx{IFx26DQwH~@ z*&biwX(NDb4h{}~+@XgX;tNGd0rg#lP|!~vP=g42Q86x*B8?VlVrWAkf&M_*T}(vF zDK(0Dv<)aRbU+e=!Pht1YaQ4fqr*Hol52;?4Ez|Sxa$YHr__^@ffR!#m8x#t7B`eM zjAB_IysdUVNGU1-Ce}QO^`q{&V%elK_VD5CV^Sev3^FB1TvJ886`z-J=-Hq z1AOZRAc4T{Kx^wyIC+}ZSnWgPdf5<$mIP=RS{q&f7lVM@8PJ<}#g@3-@81R7Yj57o*Fz%QpH~TDMz5E<*U%NGYkHhrd`qtpD;KD-GAFn4WnQF1( z#}S2bMJzD81R`;5|b>m-3R4!`R68v0M2^zCIldym<6cqD7w`QFeTCkdMp5)bs~F< z;RsKEQs^W-`ufg<^djr7AJxz?-duP+Uq+xju?MWP{A@E#^Gsa8J=8#+%lPK@}F9_pI3;EbmD_t=m*9fPYzRkIMdHw5Ph zvTiS3okU(e23uCTgo$}#gos;|%EvPZXPEE4%a{!fvC&F?jqc~NhUGi-W<=4w;i z1KL1k}ajNX3au)zCMNoh3r$dFhMpFlIqzzRi$jIaRkk_vb7?;<}5$NM>>UYwc=gqMmp?E=2sjm zS+mVl2~jW_meek=(h+?=uAcADOo*7B+g zSZHfHcln*uw(5wcV973?k$roR<-L-j6?(cgZp~6-cKwPuO@d}M*Mtd*6`jS0PJ(Hb z`O78`4J?A*3CI*bPT=itGL{)0ptrpi?8k8ta^Ord1Qw2FIz~G*{YD!~CUx7+*x|B7 zr>|IQQ%0S=t2u)6NVEJd?AHQ!@ zf5MAfJGT{u{9v{fWN8$H!$bnlyG9gepINoSDHQC%#A|wbPB=YL(VS(J&@(a;g>la1 zNtP!XxD4Q~p{w(uP6;SKVqU*W!2OKwOk|!Uq5LCj-C|88t7k-4={Z6*Cg317C^=rc zkof!6(5ITjd^_g~e^rK*@Up6T17q}{ZL^4!l=gdi2qT~a7Zc_neEK6wCvxf1`~64H zMRr%;8#QGw{8w3@?;-;QGr*C+wef`_49JHn_?3Y;lfGF|e@;0v4<4#f8-l@x;*S=p z`QjtSC%8qV_;=fwG+7B=`p0o7tEvd6@&*$kShFPvoy)b;K88%Z5iQkw&VK2glzMSj zMBbOpl^TkMaqPqzsb6~&G^~2mghXX3SxTy}oXquWn=4SI-J^V*j^Wq8$+mKE3?e%| zN>DH@TtLC7)m&U;-)!_a^YdzF`~E(uCIi%}CME3|F&N4cvD|kU;Sc!Qe%DvMm;%8I z^%O*xw9iXz;S%W9Y1uMUDyJ+2Vb008c~arsPt(F&j^O^MG*6~;k0+pOGF6EL_63wGB>322WhS3D%kJON?Y z83dyf?R5m%h1&@&wG}JL53k+@EfMbjYVkwbQLiWLf;ROQ1D^@q{MK=2JMWLSr`b;B zcpcPvft&!Mo+*B!km26~RdcC^cQB!Y?oG&!`+Ao3EQtKKyqssEK2pA^-5?V|U8Oo9 zL@+)pU6URK9j9IDSNw6VjT8I8I%M(KfB?_F_cDI^WKG2r6k(@I#g-qXnWX|*xI z8_LFKwU71oq57Bs$HMZ>Rg)@KJJXg|!X}yMu?CQ+DELH7+$H{`-PB-K<13NGy^Ye= zl0ydaXMJ9!(Z2e=N`_R*GlBkP`Mm)4Vk171w!D-Td!3m(W;b=x#4Fd*Oz5jRM{WL8 zZS9&F1jk;|>F*vO{+YQkIbYoJHjld8_Os}ms}OOV>a%zM)n)op8jvXBeWh+!|d zOI_3v;ce~ZMbCFhT*K}qCZ=0F9Qq2zBB0arZe)FYeYdx(%MEB=5SBpR;aA|yFtu&a zQ@|wYV-IAMSwwSE>c1REu7MqBoK#YT$(a_evlOMk@A$kb>aMF9_-<}8B~l+hlI(v_ zzSv}7_Wb1Cq;GA0fEF1<{@fdn|396*1jM#Ok)-PGqeRk=qodpe%S8Mn`Ph+3z|1Gtr#jq$_pJunT2|3zOHKBU%FNTEu zMfg3v;H(dW_e6!MW5dHtQ@n6)2`EhQH`2VI_mWqHs_$)v37y_~zcb!S?-cY|b(#x& z`+wcewu;K^ir8y*ek6y$VGbpWj%XxP{P2kYh5cTS;+L2x882T`+TiUWJg=>`ghCxg zQ>F{I@4rXc6&cvzCdl!$YM2cCpgBhrN-feE&fbjBpI4~IBmwbm$u z{!)$Khi}=b%i?8%&wUiEu_uZY`54O1QdVXz->clBI-^|HgACUa7v}hW!2F)FBCi`r z3D^1=5dMrobf%Z|zpp2Zic-Xs)J`52UnKyKIs*;@45y&~@g`Zhx{;9^FVBAT4Vf+G z+y_0^F3=1~ygh$Go$sJa-l8eK`fkk}$$JU|j0bv8 zlTw3bxMiB~PTckdn~a(+C+0}~GpHCo$22qpwQS0jSAfzorRpSF9Kg9ui znrU(=i7I?j20k-5{S= zo7oDHU66-0{z3Psq3f9!jUN!^#07grq#D1?e+pgN)M5=^*?N+}ginFTUW|pkO&d=l ze*udIHV*Y(5yg7<(x1MTs^;cdM@)iG$*i|$4% z-SGZe0a=be z+ZS-dEr+oSNRm3wGw~F!(HQPvfYHgk@u5k#0ncqo=OX0+Ukl8bnmNbRT?MLTelP24D znt)O9&74+uVfQg-6VB#FV_lZVk7HLvH8o##RkFNM&|jgq6~SwZ=~VbhjPv+m1!Ia8 z=isd%Hxg?U-FJJE2d(aCsZiaTu;*biwtvNAro!A0wm zVr1e0o0C#3mbX`@#zvtAtGTzntRf@-sgT} zPz(NY|3OBl7!{-Pk_e+uh_;AX!(z)T4?MnwQ>#(pmdkqT>ge#zDX{SK0et{$Rzn?0 z;;ve}<@A9ef~)Q0>}uLjVcxkdWs6zd@!UL(7ljq5%ZOObmrD7QjyVPvEmqSsLtBhgiQV?=HHwEW^@_zd0Fn<)B6r#FRzmW?1N`lpn`I$z@H*+-- ze9ju@xD(QNoY)6M$l??C9~oGi>e=cIgg3Z$DKPjAxTnkK9V(CPt{75AxuaUAkkB{!6zWZiwV1UFYN2YqV7K~^M7svumrH3 zHL8p$q)U)F-xwU&!9^*udV|xL?bMPW34{uXPPOB>76{fkB4#6$@=X-skx9{?6W@CH zL{)wa{6FrmndSa`g+-G;lh04!$&*8M_266*meBxs0vJuz#=LbO%9yrZW5pjGDfp@T zpO=xWOBm!N0`9pKdqC^#eqSD48&#-o$jTz)`iIB)Ivp_nc(^evGTtL6x)KqNt9A)Y zT7a|Qhn*KVFyFk?>U;C?e%$z@_;}qjXM~K6xHl|(eN7BTqu#wUzp+IK6b0gc<}^VR zHzFP@9&6z6ww6`TTf8`!ZCx>09VW1rR2djj@3llILV5|NftR5{^u&BjNHcW|-kJv9{oSoaU(b)LE36y9Sfw2&LJ!9UY$atyQq_Xaa8t=fpg4U;>936|nF!Vs-)4kSBJdJkBEiE|T$V4T%@Hqg~yWXxIPtZ%L!@;7|W)a=YHblntA zrYI&)^p$58y~f7J`X-Hn^H*3jUgS^yL=8WZ9D|hN+1xY#Y^r%hGZ7$G&*& zJ?(Ka3&&`|brd2tp|$7BK<%7qw$9L#LaE8RdVGWT1m;zHpqx!iPL>BO^4hg)At6W5 z(FmC3Bsf%nO8_7ipan40u0fY6h-3gb@`QwE0ER$FccEhDKX5sjSOu$HkM`YuwM|z} zKCdNPzT${km?ov)zGOkm8MhQ)9Si36MEn97LCHnyaiktH5MkQNo#~mUN2aDd_sUQ# z0V!4AFYpqd|4U`b#He__i`y^!9#*w@7n?UajAew8$nY7yu$A^ZS!$0314%AcKeV&O zvzWco|DYe$Fz6bi8K1@@ZnU;NSXTE7dzs~(RfcEL6YtnzHPvpJeem#Sm@2S|FudDf#*FJpX?8W{0@|DkI!_o=yi~g;{CdS9_%HGMu$B)aHhL^F{YF%EUxS+vE z7lC_+iYLk5)>WvOww!^NF93lU1eGnKtM{tmW%y#`CRc?Fe#20|u--O3U1?R*mX
(=Ws9A;y%?f!u^=5IIT{xQb%GY7h8T$k1s>zG zYrzhCX$jRfS=<(Xa;hSHEsSw%MhdmWjLi;azhtI8GI0>B_?03eo0-Pdlt$q>VaT^_ z&tt6q)DvY&o!vN#OI0ivu-0YSe{#=hc9Nn?y0S4bY5lX;(UZPP0UmQ)M7&x;u@kc) z-D+1WiUTsCVxX1LEIEAF2) zz%h(}<=e#ve3v;L%~Vv_y7kD(@4>F0@!)BIRC3nPV`IZ9VfAT=2)PNd+q85S6t|WR z%`M5YOvQ%33f|_+v;0C@d!8(!je{2+_<=NjFgwMzDaswKgg56 z>##;_2l&C6jrXc^ zM$2+K>Zz#MEweNoDmi=+zh7={Z$HKvj0e-e54XSZ z!k9V8x+j_OV4BWRp;W@<^M|+IJ8C18>LiA9PtEHcNAeXxQ3)263lIhZ!R=kj{DbgP zNDB&HSs>cN9yEbN2_nTBvkh3gfj$sU97}a>e$z*wGeaQe*TEf1s#7xl`**qRLnoz9 zqx(GQ=f9PkTJ`E_RkJB69I+L=x8@A0v2z2cXkHR1aBwcNO{giPXs5I!O!%)(UxeoD z;s@7!q#k1$%AnW`XzP{#`RFIBb4|nMxuw8B5--~d@JWG54e9c^&SB64oD@8UC6H;b zIZ~k91Wr7#|8Sm%I2jk%BGQ`}Go60Q{r*$k9}ef(Z4tA)>;p2@{;6RDxyuf%cdl`A zHiBbi1T)(ug-RnZr;L2yrtDStIU<&-4;ZPr_#}Ca1n^{Zm{1jiO| z-zjnK)^?^Havs<*&{4!@Ym?cd!ln{vYdgywx-%U$pm3x7C4M|!_-_re*%xW1G$N?^4=0@I&`!Br1Ml< z$y!dP$kJ-Z@+!TsGilVia|lja_8z{!Y1-zez~|quwQTlWV<}y?MH9ac*_&~KOOArA z2xW`nB8YVYp{{MlOr=HSq5FK+2G#b7-^gUwC zs=eofs~ST+Qb2;M^%`w?wVj(}oHv@Btmr%|X*WvG0%(5ks)pUcmR;Ux3C7#43*T-n z8e1Gt4@(!{Wo4x|=YL^cV^z9CSKc}^{|d!qX^d`d3z0>nKX_VMG3$;_;^N_A?&DCs zw~P8qqC7hWt|J~}>mqCK0)MQPnX6+l;|2F7PfY`Cb@l#V+8t@jp%4ZDyYB$1@1?kZm^%GB%aAR3yAD%vzQZbgI_ z>Ij-%)9iO5AZUs^_rN1S(RkwQeI5aLQS(@A?VkEH`>gIgm8_|13whB!dP#77rDc;z zaYfee!G9}x4D$NlygA}Zey*~+Vf7M(1)n^if*GJ=Xsx#Nn1040FMoS`sUQ7`0~x0f zvFGEL78&7#(=1zT@k@(BdBlJn-1E*esLhJWW3FqGHJ zOAnc7cUEY5wqkisN*^&=Po5Qi#~vr6GVR+Xxj!cL&DJ4D)r!?#Tyn#scMb77?+8&b zeE;NT?RUmJIB;Lc*!U2>eF-<^>n;#G@d&;DAo)f*K7J9I537JddjCd|QOMDFZ0z{< zwjZbA80`4UyP{`WrsZ*(Z?+=dmri*sLLKrJ>8grv;<;?xbR|>P6WBRxKLto%v2F$O;iBa z65Xe+b(FllNtro zP%bvn`D^{7x`-5yAEjOjviZMe_5KKS`)i8uaCp+Lxoq69Ks`Ml;S7RP9@zpa2KzjY zz_Iv~u`rp`#PUn|qm)}Io~)mjZz(!v#L>=c%v?}4-M@2?bU&A7hC#7S-X8BrX1GW$ z{r!_0?D<`w{cmc`fBqZ$K988(A4kN1n};VlsdlctV0pT*Fre^Bu(9a|+M-uYt?{yi zhl1kJV5>D!2`JC#O+c@J|fl>Ce3Q}&{3O8p%=VO~qi+yfCv9vY3KQz_SRPs?M z5sCuqU#qTJ#HVP=KUbKPCgDr#&sMG^`n@*;V@x^vh|K`OE>5xQ^*5C5i}=?D|35th zYv`#YrX8bkOavN8y$->h#>L5b=cB!#1sw7SZkQtgY{~NY!PUs!iH4dbJ@e*jSOm)1 zv3fHIPI9GxaU(X{h&sA=s)qb2H9v{3Zno7w|ILKZ(8%H`dDYW%)=#Rwvho*FLA5)x ztgNQCR{8ZZN2Jx!|MC<7K#xE4vxKJkQ?>r{ddth@yAkQ&@_{pfAh_^g5N(9R2CQaE zO}Y<7$%%b#-b5f5ZPsz8BMQEd9Y|iv1OULgC0at5&2q}_;vI= zME|B75D(U2%Bw(19{rEz5EXM8<1=qQ1yys?8_k zJP>mk3U0}4c~G+VEm;1YrPu(?rK=GTdaq}U7Lt;xtUz(8W=W(SNHs>&^JldMRf?uy^fsT@_4bnD(RBAH7a5ZwfA6ukoKvXU)yN z25Am`Dboy|Mf{mwtuf3ROp4fJ#r;G4mep?`x!?GaN1t=i@>7~ev5lO|}7^-~E50%)k(^sJ7qJW(SxG%9L(Yi3%y zBcZA)j@o^;@aORYOh@By+{Ag!6PRPc_l|}<05GLO8Sv5~Aa~<8p{FAdAO{GihfHGe z`SW1w66KyRy?XumS|hLKnbPg6@&bV$W0tPUi`}gfgp}f+O!RaQnZ3zCJE?KZCe?D= z*Y~yy1?1Rcd2;VbW(3L#4iu@wY5?mj5z%{KLHPweiu9Zkzr9*}>pK2D7mj`e1cpR} z+X)HsZsX2jDk=ugk5y9=(%{2!hyFu*MKeyld(tc$?8Ct^uy^}U|Js7|m)4EKr|oi# zVJsT5T}=nZMzSN9_A(1;r^bRmtMaa4W!#Dk@zPYU_TVLU79!KHep%X(OtFjOD-h~~ z+%E32AjC~?h}q`cL!A?@BVS@d`!c}kXrP|cn&hc=SLH`)O}!SJ?F5B#&TS8F^|K2W z!SX~+$3nMATi9Yf8IieDlC*KfAJwl-J|6u+x7qF6N>o`H0K^U*C(mz!VEFY#C%+2OWscJ1XNiizRe%z2sSrc1@mO=4Mm&y%`J$6E#GlP4osdWoIczAxH7 zCO4|V)$PzC=Xl$L)YZeg9Voneg{V6m$xYjrmz{Dwn%Om>0OBV8!mLWSnhuWyn(!km zqz0(67h~hZcg{XwYsx~KVhvu)l6x^zpse$`BP{0Bk9D91!>8v~txv)4tU{V>#3_Q_ z-L?B*?@OSQ{<}GkU%*dU!!}98OJ`vSuZ0xjUB;v*oQ6TL*8@8>JzenW9o#M&?Tz^O z>+te8?tJmvI3H=XigWJY)V>rlgS}UHNspzG;Yk;Jf3_sXZ!QI@ifdO$cn$cyOqad= z@_TJBeLJ*tEU2Vx7G{em69{?wgLElJQiY$K#wN0Qqb#eD=Q0-u%>@6@-IVi{o9yAf z7OH2BY9nJEVbI=3bL&!K}ubDYnaIP5f{1k0mY~r!E%FzGWjUM#LMzfBk`%X z?!WF{K^0xTnmK-U(Z}o2RQMjfSM)i}jMnjQS6n=TE3@}k;f^Il#di0Kx~9U`mD!8h zhqVl(&4BqB}N0sGcBRyB)fh4VgbViC-Z}ZLMRx3$z^8T$Y!=iw$wU@A(ytda$ zNOXJhgJGXZQOlNuwRs{xV$0rr&ATCu{!5-lS5TFG@E60vd#rTk~8D0kpBsi6`tv?zs=0t6zy&MK4F%_Qs?y*qeu z!++SBf*S)WstIpG_Vs_F(}gn*#FGi@hD zeS?klZJ~sUdQL<^#Fyz#rMDiXpFgc`w0qt@bpQ4$s>8cP+}+mmg;?043@^oPE)_EN zqv!R*CdZ9@{!7dy`nJzQ6+6{Jj+Wrjir1*r@bzs6ux&K+=C||uQ>=#U@=}Z^@RC^Y zFWA}LMJl+h3YT8$^*HIVM>&cIl*Qa1dFAGDKTATp?9x}=jW4i9+-%*U7i*y*3_hphcIqIUMt~BAey=QJ;dc|)^ zFftnHOsbHgXA zqk^)#Y9n|fyjh&`=6>qQ!$pIFg_Y6ytz|O8*a8mNF z(=|peDJec6s2dh+CN899&soE29?_ppe?i`uRYe$`&)oj}ca+*a8Wj~$5ih|mmoKF@ z4GA;zib6b3_Yg<~LQ_T2sO*xXNHI|z@x(-M)ueZ7>dN%RFS6tX!WLIOZ-}Bv|KyQ8 zc2d)(VRq(;Qs|}}$1Ub z|J&h85oTp-^>IeRv_i)Bm7tqZgR{5Kv@o-oVJtoK6 z-Dh*{5L*HRrt$bW!;YP#!otgId!BH6ASlmj2`==N0Rqpylc(3`&RQtE8c;r zRB+_t*FMqV*&6}+fnVM?cQ!)5vg3&yB3~dibI*l54tj8^Ueq0ISOu6<2md*WkzUu> zUvH(Kys40qfO8eM`kAg){m=71kFTb!Jb7$Wc_sM^$4n&s=Xl2=E33Ro{LS^uwEHSXEz2C+&8Rt3NxJX*`pIYEK_^ zPe)GU^5f*+68BN5+O$y!+3Jz8358#NaA#;s=m6NPGI zbsmENz24T=gH20X6Ay_wXzXjk+3QDIGpDUXE)rv(! zllfBFHQGf-<_kvGRcX=M4;@j1;XCdLk9COy%E?CX?S>Nh+w^+8tKGq8lkW!60_LJ^k!s)An}!Hq@hDUc^B_ z;O8H|*_T^S>)t2NUcMmsKJ-yQ3o@KRf_rN?3g#ap9Y;PxJHGA_DqYpCUX@>c`D|>6 ze4iou-WuzVvY1LdB&Dj@#T*ND^`0@K{S)^$IeU8V7%sF5QQesnDw1P0Vqu$Lh4tJ{ zq!^C0UadmhXPXyj!HERdFg4X3wV;i8R&^c$GNGySXstBYEO7szqGG}1heV}c+k{k2 z16NvC#&Z`IetC`TT)UILPbahes!3Ex(A>Zbt$Rfy;X4VzG!Kg9mWU0ZH~IZ|;@dWcf?d^)KwTgFK6rm57)W6%= zRdM8e(4$;OGwDYxlo zGmiDha23{EQJ16V!}7-OgN2+rQmEW-UOJy9ovxdAKDc*HVGO}M%B!N~V&lr4^s$!S zBX7E4`N;ZCczC!1`@t=@DK`)6&9eRDVVvY@1u}j8%Np!6@Xu&js3fiSXF-_pYnx4e z6LKoiQ(j$NU0$9o;mw*CaqZ~^&<#R#)1eEF>N^mA!ml|Y;N4hRX@RVi zr_Vpd1DJIL@@L4PBdVU8pO>-kOBrK0>L}oj-!SSrmj&?=z#u?%>VZq1CvMnHJu1H| zc@r6Yrb!H!uT-1toFlexJcEPzBZzBZIX78z>~MUb>sU{XP+@(y`LP>h+`2(Q^pQ92 zkjf`ow$cpuZ_OQw>fdWR+5gU#9MNPseKzAx+>Bxnq2=H}^`uR=B{JeY5+5=8Vg-Gn zI%-jXx!>%)cu+TGWYfA2`z<0e%kNF<3c-yjoGlDWY;HGD1scDCR`T!tkh}Fp(R50> z=zOF)!>m{&D?Z`Ki!*fjp%u~Bj1;aHT%!J7>sK{1-ts|zZ0^EE@!k$cY?Ap--COTn zmtR<%xOq)cSe{yyL5_t$g3yuA8+y6L{J`#R6_INs~9 z=KLx{^WLnBeVR)m3QH3wmUFy2gZu<8d0+J6l3B&UF2YyVnO$<6gnW)zk9;p@!@j z2;xo8$oM*@{}xMHQ}Y`*8Sa_)L_(_5oco+Fvmyx99*t5wHjD#~D>L&Pl8DgTAcy47 z?lCX|@PJet@J_;j=S+A)dip6uO?fpNuj=Jr#Q2|?gIxdSgUBO@3Bd5q;5C(o$fA@x z=0K%kAdoEtQS6V^)YRaW0g2g`3i>k#nA*!aDIN&QNh>g5f+`MD!w(Njn$m@y|7vhO zf3+tsFVCY}@wSj9AtW2tzCR?)AI^F^`uO<3-VRJdY&#qbs<%hry|SpLVIly=ES5co zL8yR!E!aag2|qYde*E|WIX^&%;UIt3*G)VYUID2Ga(^d^^2Wan%l*lxuCKKkwGK)v#W6Lng$+($dIlEnltRD&j;78vLdAe&z;8R&B)hQeejwxOeX! z3yU>45CHzZF6w3vZz6)HW%ZsxrCB$;Hn5qLLA*vt2o~b;r>H>RzyR`P0B4DZXgrY( za}pdmO&}W#;JR2@{f14eS3FxP3R7Gk5{Z^UpN|T;f%G+>leGdVFFFX_?;9H8VQ1H` zvcP>z=JqkTVb%I0Dl}y?`@kL_2lX)2ot%sW0fRxS-$UyHT!aMk8XvPac=_ezu3QXh zBaGR?{KrduZzlCSL!z)ve0}E{FKyB#n%|Aol;)=KKbbbIiaWxevN?c&8u(YUVa%`` z$$6<0UWjGjn*4i>`}gn9t1O6pEYixzzqWF+IlD+fzv>Tt*-kuB+Z<(@hkyhZ)Gt&At$=^VsmYoSoetu=+x@ zT|Ey>@&Y(&U|>K%6{8JesZdTJNU-NigevOgr?!F_v| zngAwiF=^Hnp2gmffzP*iB&7`YQb-!{0p}AJ7Z)7Feqd7p_Xav4h{}XvV})(g%Gx?z zqBI7EcV7}X-CI_163MKstpz}M2FR_B zSNN#BE3bXKx+&ka{N%w@{sK5yfzXDeuCwp?%3x8HfK06^$5vlRNr9I)377h0r=vBv5X%H|;Q#|Zd4tHi6BPGGPUzG76KFaM>Ddf3OCXGdvrqXf^zIY+d zk)oaPEJmek|-;6#e9yohuLL92vT`X(W4h(N(DX@_jI%Oy~o^S zuOWJr9tn$zf;dlB9v%Av`{?susVfcYFXFiYJyMyvHk>eF__CaWVLj`Tf>_DRrc@_^(J0N z(bRDooy`0heR{YlIy^r9wNzAwr0uz3Zd4WLYEp#fq$VaZJGK!DKZWc`%x97#=llwj)Q%E0=kod-kFbevL%Y61mC zQnHBy{hbc)o)3rU=qq7=YcB%jeRbZ2mf;hT$*i&wS4TFhd&YL$|8#4&$y}^aITB-X zIqo5nReCt-EkFnp9x&5)KJ&dylvvg4rp1c4oNBg+nzFXk9i>RV?RSy2Q0XnFsY$|a zNn(Y6FCe!2D5tusRj_Gm@#;SX%$Z*SWG(ySq&jwojS43wK;*2(t6Q@ zOll)#|#dX>+eRLLI621HL zb&;25L$%r+ZE|FTN%S3_;l+PY)BA*Y>?ezJEWH`6pU$!I#>H0 z8mu38g?I}G2W~`GPVRVSpuWDIr+M!?Gz$8U9^Lgl*#pA{R1z2gBWpiw1PY#~Y8APh z?5$;}Y+h9t)6~*3tD8EmQA$rs1IM#~)mQ4j!<%lzbRy&k{P$j6>v?HILz<;t`hZ(6 zojZXK!k(x!dsVpuwf#`bn*|0b-pUgI3U<2d~iDfe03*>^^HG& z{HTE~63Uz&llIP-6+tg_3?{_c)tG;w%_fnkjB|f9AuV zzP>(~O+h=~ZM;1}NrHM%<7gXY9uD95xzhRK#jWn{Ks83m%}u&cVg|y<{KP(sTemtP zRZ=J$U3J9B=>5S#G<-!z4{9X(L_G**3>&peRLZBmt)>+2m?miCzeG~y$fNwNt0;-l zTixYr*`2FOlT*q{Aw&!kUl*Kyj@{FK^oZZm(pIu8QbhCbfyW06KCkJcl*cBcQS?^? zW+bemt$U+~+Y<`ZYE?7ST+W1&(!Aa$+}ciGhSd#i9U7vBzAjBHKVPTh$jKF6SoTSq z|59C7!13Z1T3{Gsm~27g(4sJ7LX>nY&YUg}7Kv=`=pMTPCNc4Y|cg5D^g(mD>;11}F6Xk}@zrk+4D*L16I2-#NvB!%C$gXAcC4Vp`qb)ohmUqn_;R?6#lN=M<4NKSv`Sr6w*@h(BX{rKg>L&CE|PGv zyQSr_rvhPeN{SGKE)B0Pwnao8QFB5G3m#Q)VewHDJa|`GQNiod6J$kvqNdGgTs~&O z_x$f9w9rs8&1Y}6S)HbCrlno~doLJYbP65y@OLUqN-Aso>wI}u-70ISOMTwQ60iC0 z>=xWC@WJq3pE|!q9RdMfke-L!H%O1$9ddI`6>4U~IZ9wBd;M#1F+QFwA)br^&(rg` z4^CE3vDq%!%x~kSVRvYK=NBqz{BKBK=$Jh$u<|=NuFUj?+%PRYJ;;9l-7b6Set`!Jbjjwzv!d-YRnfIphl*-mXUsnZRq zD&O^+zAXP>JuN2CkU9{-}^CccYv{e!>P1iiB0cI>6{*%REX zTLck0?A8b7yxZ@+=Dla!Wi*X4+;y3Mo#yAn_zsUmEZ))I6u&*vsI$JJzbQR9Zg%`8 zSD!GXmzVRsBSnp4FsWnn<%2zwJ2h7>xgKB;W4K`*{UB`W4Xoo8`r2~zHr_8o!AYn3 z$(1_Sw8y+SXX1PQQOySz_d?O?#B>K|Bbw8zFTVlfUp}ThBA_~AT%L>{m%?v72&T2M z61_#|dSl2yhFaPQCE)RBHjZc3OWOBpmdJLjn1RsD55>h0RT|t5G+BtLS94ZwA)M5M zZ4Px1`1ZwuFQ#|5o62NwZj!5R`rkKshRwOwY|9BiY+zkAH8nvpCzY{B`7oNc)%2VC_ecuG)??)S74c{Of~`jH5>W^3kb} zMC;8hkOQ5;n(puK7pEVB@>CqmwSK>Df$kFGr?a+NFSD2xvxn;7&+p&g28|6ZBwRAZ z71r0Ivi&kD+n?Cj*)e&yl#x?XI!_ei1kI<@wj5wsKY;=pRv>4;U9Enl?$-fCF&>4a z@mb=H4T5A$0-zSO!M3-$6;Ikx;mJqarb(7`M7s`rX&u1L`7uXhjsPc$bim2g!Blm-g6h?f0f2yL1kkRBQg&|L)^LRG<8h z^Xn^khc)q$ma3|xO7mxqt%L|H&-I_r&X$w+ADDaB5#vgI|E>jfyxhoMd8>nNgUj*B zemYFrSYKVmF|6T8Pz)vLOA~Pg(eD^)qZ1aMz8zkY~(-vX_vM5QT7LZES6?QII(PVgWZe4-YZ&007aHl+Rp$viU5(K-RGz zN^HEm?CRnI`O10Occ7Z_Kb&z#rR9Sz9Dp3?xcWWWA^LXU6+RUREe@ek-f4`4wl4+X zyX54@hK2+P6y3=qYp8dndT*xdp0Lj*_TYVU^F?Szv$L`!04nL{Y0YSifr^8ZjcrGC zd1`8^eoqf0HBjn#->u{(xWth7@8som0@1mCkht(SeH;$S8VFL3jEqE~A-~L>MpW4@{j#r@{5AIk^_ERrGamkREO^fS^tRB6^Yb(Wjbj{K}j?DvKRPBrLs@ zWg7elAZtKCTYUhu=${s_dhD(sZ5oCJUFHHA>Q`+h_r}eqO#IiAO@7wZUaObv;_Uyj z>|CoqF+BX~>Db?Y{}OH|=rP49Fq?r-?yaqU!3YHvai+NU?PWfo47YemT!yiG-hMx?8L+s1n!p419Z~y zZ`S9fP9u2G5ymh9ejWb$`~1FzUd}DdrJ{AX((wqRRv-Gv8#IJTdgqAMA)C4)Hm+?e z`0wsn!7XbgUuqF+RuHC5_Y3;>RY=eYaqhl9m6yWGJ??-Vo`=;$0kIlKu# zj6^HOnNj=kvw9PBY21uwfiLh>N0=3z1BakAS>Ja~WAQth6@yG8jxcQirOw{lX7Y7c zTPi=nbv{T z10+B|{6X4`^)trjRTEP`=)Sz{wIT1emCE!=SM7Rjg=ow?m*4Zh6y4S%`*dXM=y;P& zsht0%xHklMvt*?}+K~9hM5Xzot(Hda?WaH8#WQeplR-H%Jcg!8XryYvTI4ic0^wyVsrr*LhLon}vu zFbb0=`Y)FhDQQe#*i_CR10w^s;=Vvm`jRdw)*HFlIb4U$<0Nds4(*|{ zPjSo7NbDG8&ZN-38CVz&EHyp>6z8s~Qc0&%7C~Py=sj-R3qK~S_#l#tHmBy~ z`B~{%kJ&M?6s{=YE-TfQYumPTvg}*d z3OMTBI9^1g-MUOIh4pj^_he5HrsoY?KZ8r%4{AxU=6)eh3C>&v3U73=IwkbUYQE_< zTX=a#2KPj!)#upRVI}6Tqxe-NW#!}PH^}xz_0Y+oCi$}8lgrF+mjtLf`{EpOu-i4g zLm)rq=6MET#(&wM>gdG?o*-HfHMt2F&OG`TWFev?rDtSTE&OLVXYhL^6X}Ps^*aPN zabia8YNs}lw;G=zr2(M4UyJ7TB`FxPr8>g2YK=2DlKbxv6o2?|O|S%JuJD0HS&$Lu zgZ2knB2m>5o#FutzV&?(L_u9W_ygWw?^i->Lb<9Lg@>nh*W6PAZYQl${wC|j_QxlK z6Af;=AoN*FV>!9M5N>y~D*ZB*8Q({m(88-|qWsL`4}L z&QAFTJmBGOO%(w{NtO4;8lVRAQ`MOJR+5Ap5~JID1ucGbEPg49{v72EjaC)l02 ziC;JdK6Ck?bx79u#O>(wXXop5s z=i|mq*i*cg6)^$`q8uvvGOvVxj`GaXF9<^2JeP5zie}2&TTFAth50tS2w;@s&wb z)|9>5|6bxT{Z?9*^%=`_;r2p{3~xDHXog_2}|0u{w!KF@`D5{T!}|(yEqD9T(9wOKwy7t?V#ydhK*uI=_&Os)z$TCW72_cG?L?SR zd~BR6esU;LVmY(Nb(t)gmSf^*li$~Il9Oi2ZAoezW=sZ4-yS|?+rEZr%O?ANC0956 zPmQib#|~zx8(NSH&z)~;lrC-uJAOp-1)0?wt4ks-LO)5n{Ay416aVmG#);5MGKJ|D zG&0ELqa|r&{=FC+l%wnq{q{{A?PVGLs=ub>mNJh5hABdZO`1<|go%k|K;)x^)y82@ zwy?<*aPgj_Mk?W6;M8koqpM$^%w-Op&4?ZG3|u4GyJz1Mk zH(G@R!!;%K8x-2;ZNGd;Bc9XtTJW)jOUug_XtT%l}4gMaJgZ#D9;!$<$Ph?I{#t<;sCsf8y@1HWaZtlST5#9%IJ<;>UN zu<#%VFhMxqPdn*@6lx|<8yYALI2o=JsAFY`WP6CQY#dNHAG0RfVId04wnW$!B{8`o zcQ{3c$vShF|Lv%)cx9I>F|jo;zN0{O1s6WG|E*4;CUv&Y#$O0A+cnQay+yzXV^Ym*X2Ykp$8Iv)AK%b zYdQ-*98nJvaka8E$U5aH)=6Gk{#fT;V%#hU-2^|sQNaj0vcCUOHU0NQ<;_A$5XP*h z-1(O6U)HqK!=L67i2vo^vcc~`x-V5+BL#<)7bhG|Cw9L+Jeor13MHg@KWc}Xr_ySS z>L_W*LvB(=tRdMKso!YKU+uAN%%Hy;>(q&+wFW57em}~I0H=(gY7bkIkej)9&Su~O z!}d7HIN1D9y2BRDTh=yX848c{b2R_AgN8We*ZPu>6_!+Er^MJq2V-l^a@87FwBHr198ex`}Nl-3b zEHYfOa&SCkC5L4IQFb^c4kPV+K1WWq`U9Jgu5$!YZ!N#VIgokC7*tVJrPF>013B)y zxqY0w>3N+ig92!G6gl@|Bq5GX1RV|L-jU?6$rO&>;PVOjyf!1I~n|Rhvv*5HUXB3 z@&Aq$;uPM*$G?e-d#}MdXn_ET(8-%*X`2Sklv`u)`)f#SpT*jm?fyO?jLcfO2?J2{ z_4OMXRLEXi3}yKy8wo!1S57~FZ%~yCqtbmI6c5=D+8uWd)P>!d-d{@COw~(!B&k$f zEKA<~KHoi>ZcNM*Z(&zT=An#Cf+2TIL`1&r$$Wb!YdEysHc4m2Q<@Qszdo_XDfMUw zjM~1Vqfg3hpyYlNO&5`0klptP-|)T#-vqHFZT3CKf4f6tR221SZ%b6lwBMKO*Q#>< zO~93Bii2|f2(BslYguUFv{}i)s$~pw5J7#g4Xj+^n>VuZ@<7-gfxw|*CCi(8cofB- zbB1+K2xTp~ZE3K+$CUe^rEMK^$bWi99ErjxPLa1G;`1?oE~R(n|^tX z?wr6q+_L%h$SD%0b~yhE4~>%KXaP2n1?vXPN zbrZBU(oF6OqG1{|J%4|@Wu)rSJuGe(d=I-} zH1(QMNn3Y-HoH-?*A`@Y0}zdaxKG~^(>P&_1<+>Ir2$2G0x*=^X8~^yP(~KCC!leI zsWvI2b|~@`h6T}s&udrM52Y3(X+0eIAO4~B9e>;Daod$0zZ0KF%o8QrgKZV7ZHN>> z#811eyQ#Cc`Y8W%24OzoN>XS0F#5z}Z;vbj7YBy`b9ULPAarQO8wh%ocAKj+?t{fAJRbd2DgBN!(W&I_GjO%JRLQj1lV|(CkJlGX8%h+;zJ3KV z8eB`HNS4>1B2f5&=%qFs=oKX5))-Miqb0CI#_39O1#3*%Pw;3*Z1&}NgC@^eO zJxyQ@!WNbe;93I@1Y@02;^L&@mw?b4`T5grCDR>PM-&W4E?3EU3ZE$ecRnz(=<;N& zRXTqMEM=PHa^HYy1F&%@m7it1WNMR}lT*xVkJWvAVxq4voD}mp{1z0&2rmhM?UK^c zWdhwKDEXQD-~&R9{xV#E1r16}dxtq2fmwL9&>M6Vqd#iDvrBP8-d~d5?WlC44p^;&~Eoz4bW2E)en8Gv=r^^$L znOVOFbyD+8Pv8SVEp<@24z3g~ql7~+RS(2GY3b?y5Xu0X19}@kr3NM@5UmQV0%%#* z7@HSI-WiNBdR!5&3lVpUvaO(&HhF}}ji#4P$n?zgkCW}!qYX5=ACzUivzpkySujC> zC^1H+f9J?dMjwZLB|X7uq46i?(l{f^_JRL1(rHG5iGgI7lOmgn5`yYXZ1XgE z{$}2Sq;+UVb=wD|G-933mqqPEWMBNPkF)YGj6dXXz0`N}Bx@9VZIp%SV6L}1`_|hW zp|1c|>493&%`N*by8r3aoZHsyIl$e3=c9&w8@zu5B1G6V{_LNiMjfI= zE1)PU1I`>a4@^78BTrC&(a_L<*?iNj5!Q}ZrW)*QhiGk})6gk5hNZK*zdk0pH!L&l zxB*~10R8eB_?-Q-Fd+=Kfz!jSWCdneW54kJPk|FmHL3*&a>oqNn8BzBZB{GHhy-S#mv^J<^;Kkk_xQ{Ry7;sGa(~yx8Nu`@#;{;)Vz1`ej~@k# zN7FJhXJ8kaK&glU-uHo>2$XJUZ*y|mmz@)nlgmNA_3`6D2#rGupQVzsv-5Z{95bFU zQPR-R@JTDe3n~hffX&hptqo|f5Ml;;3X0`@uL70Se;_5!VQl~s0E(!;@ag^LPTgI9 zj`q>;A+ur?Xa6RT;irm<3MU}5!Eg(EtcsFS!`^pg7+Je>OBr;SZ^k#>-hHDMKmsEI z+wM>DnmC{gy5w>gGqp}h%o3=6iew%_8j&W#A5c%S6iVcTTu9Tz?_w%0}JKFOCq|7zVX-JW{ROFdEwpK&N)P0NKUg0RhLE0$R?T$bszEJ1*aiwh_l z6!O3C?fr<1bQydkLgFIw?AfzSHLB6^aYI9~lHA-hOQ}*FXu^PX`MmsZ)h2ktKB+$+ zbD^lHh$7;aL^cSppG{POl4GDldSL&a*M-a75Yy{Xc)i^t?^OXheypl09`YLCoMSOT z8sKsQz_e^ir%%@{`1Fj8iTbMsO#Iuq%5YtNI5SeSYbn?^(Y zl#qA#WF4!LqBI{z;x`g03rBZ14gg1cuVwVt=}emBbo9?UbNm_p-MoN+xx;twvNvhA zPt`F=m6@*qla}NvO56IyA|EILD!W3E1CR_>mH#xW4D0?iEL#{zaE}Wzwp^45HhOnyfc9kZwZ{iJCC06bo?&t`GF9O_u#h5K4m92IW3oUVisIe$vn% z>ihR!2ZKYxsjL{{tyB4}VGdbcVW9#u+348Vy}Nfo=mw&Q1m@R_3XdO;fi5+K;97iU z=0H`6IireG-+UO^?8>ezQVP9Ak4A`LddXO8<+(A zpUEGaqP_5n{o!!JcKh-i%0kJ*=@-NjM~p#?Ao74A(8WSD4ifcj=Oft{{ickjgM)vc|Qr#2seN=}6{$wQ3Zp%NWx18yC53hI#2v3pr! zdO6<;`T4%XSK=3(ppVll_W|%35kQnlFrybKBjk#-$L*mcyg?&qZ>7hGL#+C6dP=yT z$*LN>W|vES582rI^7G$;{JUP3Ns6TA-Ma+K3EZna6ZUQiMN=~>nl9en1xoqoNa;s! ztTRwOg5Aza&_FloN?pN}yfQxt-iT3{0w#rI;0v_xyF6rC^t3_LPe#t`Gf%t7PGnwa z7%cdOJ?O~7J;HPeX*E9F)x=x#4!}&p_Q8^oE(s>^`c8PvK%v?h&zsnt4phYyd#j8EBW|Q_7BsAs)R~3E0XPo`JQRtLahPjKCDJx;eHX?XcLPn zt;9dhS=S<*BCt>IGBXe7HHw6E+tnVXsyOPEX4}>tB8-Si%yhfC*>fHFUJjyO9-*wf z(OFzZyfN38G*r$7K_=-^w{m!9FZhG6WP~4S>^vf%SNu%PWUTy|hNxWXsIE#)oe7iV zq~{A2o4|NvG}TKf;&{64#hG%`?YRy=JNYW1O+$;|WzJL3K$H%xfWQ3w(^DA9{$JhQ z3%|0O8Uf_MgQYg;)xSADbDGr3-Olk7Dw!HarBpTCRH zBpe-iD9#bD3aGY%IR$e1pNnL&hBp{;XAe;=X+E>F11k&3%G5Fzzssry92Yb+>n4JU zDdXqg?_Q4rE5JnqNK9c9pZ2p?Adw$Wz4kfw=mYlJcT|!)(42)uMGHErv(R~y%ZWq5 zf>LZ{2)}R_Rs3-JY7K2kULF7(;&gO$u<5|oHVGMP za&mHzxj(kPoRRM5STwYc}F?6C<0@q<@qxJe&Q4yP42x;+v z>A_rd)MN=z;=Esjlh1yl3IM?z)<15IbVS%x8ejJZc?sk+1G&x1$EL=|6*S*muAqhI zLNC~4yoK@&z%Y$NC_BFN_j|AAgi0Hop;OUHP(5Ru#@KQn3nF=pD*C5F-`l1SsFA$X zFO80ffXn9AC|+6lja*KVIsWK~b&&I9G3M4g`E+{UH?H+(uB4T^hkuIG=w997%eTNAhtKUzu-*m!Bjoec=FYB_wivA9+YjE5uBegS1s~ zb`Hbh2Z;s+MI!XEFlGqi04(*2v{gplsN4q8oL4iwRP38KOFcce%aVE*i%LqkSwHta zCkWu;k(7&qxnnq~^JRmaMKmGV5kToFS0JLa24IBv>9Kzh(4p5K#Rf9?k7Mp|QUR`Yk zf9JhCjSd~+ANO@XIhoG-s$MuU-$f3&umd=$#h)+PAOQnN`WS-T?&S` z^I~3+FoK>Ptl)5967chiOJ>qwgv;F}Hu|AOUBm>GiXx2Y2}{ zdP1{dmdQ;XPc~iMV2;OMTg*G`k$`f2MF0N$ua*6N;uqZdP_?*^p(CmzQt<-PHo#oA zIg*Cw+6y+0tv@OT0{27dfbL`Kg@1&x%ta$>Cwb^HB>OY&{ni7{7hC=<=Dh*$cY@HD zqwf8>1{h~t93=z8;d=Qx2m6PSk%xO;;{ANE^x;!qbAiabcyfe2K@kA`f#378FL648 zO_}NqfA4sJ#i`YOD{yJ43(Cn>%0PyE>8uLh^uOyo8Zp?26H-_d^31?jvP72NzpA0( z;AqDgQ;Hf(mr|CARF(gMISsPvqG@Z(hCHd8(j-q*$P-K#7ZiLCmI%9A!fWxq|19KS zV2QW4D2w{i?lBDc2xMf0v^lcZ(mC@MUp2|^Qt!cjB$!^hx=c0jREM7^w0wXmTuULo zF_Bi6XH8=E^SP16j2FiTt<2;p6bKC41cnr|*SQS+&}_t)(;_V+wfKFvQ@*5HY|Jxs ztRiT5bo<&l~fhD z4j_xdFN2-I8N$DS&jO{f*6T$fDH5n}U_ivxM{N~o^@*sQe6X|>)z_z*ra*5GBlQYK z;JN(#{Af>LlLg;OMt=K~LeL*RTY%2T57Kt*1>v5bg8k2(JMkKW>5GWv|2)KZzw*Nm zuk3D4REIYH`L7<&@6ctK7d$8bD-lePnW?r`hpFABra3yrC{vqF+ARDf)VacoFz;mx zTn|uGlFRvm;Yp|16_BUkv}-Ll2rC*c$@{B_Lf>8f0TNjb*z07c$kXJ0{@+8qzaL9~ z8tx=V39<#46=9sl;2?LAwjJ*(9g)1897TvJ804nq%K=7`h@Pac$jd8a$qGCEQ=F2o zTstJ*D{Loh!MBzn{Ft4*3UEN!Oglp;VB`%9>jm;WxIH#2>o#SC7=8J`Z?GtEQdV;+ zkJ8?Ou0h^D4~kCXfCKO!*XWSPlF@jFYL!iVCgAa~a{GJ0C84@e1` zZtJjQe-%M6BaT`11a*j_N@TWxZ3p4Kujzu%luS)8j&{t61!)W}n_~HIs|ilIXE@W9 zy3-d{ZVJii86g4r`D<{_+RyT$1wIja6^xt|GP!IWQpl{%NaG5w4xHTGCbtM4a3OD( zupkf*ZN`l_i4@y2^Cs}p!gy7WHz@LHxvkolWhT3T!y*V<$;m6d{rd~eg7nP1bgtQaD5yj~b75&WpRg(kE1q6-nY4ShximoQSo7mv)mV$4-A3LT>UsUCy&=tO(Z`Ud_T{4WGO zQ&;9Oj60!^GojB_ zq_lt8&ffmEBHzuMgmRiOy$Kl^HWdeh+1{kmaZqbZ*`T zgDf~jNvNol6NTimf`O<0z_iN`-cNiI-ZQ1#}I<4rD@+|>RFu; z+$e!$SE*j!?^7Febv^uEgD=XA7Fa!Ke)Fg44X1)nq1n5$ExUuFfp>^}9J9biyc~~) zha$;HnvAn&9IUAyl3QMBJxr@E-EM$eHrH*!X z?3|p#>#jthi^DnQUFDJmzGrctimOknNM(ICYwzBh6Fg=&OBFOz-%d%4{^HyR~p+pnHRs zKehevi|_@utuivF&trU|y1`iwb13w(!lgvpvCzsH1vA9AX+yYhnapr@-!e5~e_w1{ zyL?XQYjZAYGbhv1dv}R~JOhmr98?Decg7j>GKM5P6wZWur3qszurA`c9mxn7L&t6N zh#GM)!Ur4do_w+o4PM_-F?n)UKpG&FKW@RNNp4xGd$jZ@_+psHq$OjD^sLnSrAg;P zMis!euyp~00D-aKd^!GwYeuM4#mu-Z+PSj(>I>bTMV93iLQE8Xfd@^~)oa5xKL|Q? zO9kU_@>!K~G{8X?(VhFv=GP)N*YF&%NG3RKIqunyM>2wkIRBdstaVs?HTs*xk|hvL ze*I3a#nJY!@bC|C+!~it^*+axg1^_$w&11S^U54qd!m=bh@~dGrK;i z%FDIHsuCgX8x#f9Vxtd`wmN%T1vNQM*&=Ot9j|4T;vqlz0i20n5{p5NqbZvc`=UrH zna8A$SH;zpOO^lDt!{850_SJJhbwn1aD8C(@zC*3Z?-}_=9A*$r@RFHii#!YE7)lX z%fb>2>2E9=&z$$Z+hR(Mha?L5=|7#V5>CxY|N66r!`fOU?FpAC42VliNT9Qg$HY{_ z$lGdF820;&?%68I{dxKN*>e2Wl>KmTMu20t_1`DgZMqc(C;ZN&d=1MMrr(Ic1n9|; z)+GMW@^u{UNhkN3xd`c?{$r7(T=KfBXZCwFZI|DK&Is`y&$@qY<~rPQJLb95Ry%q4 z^YGJ@G~uU*Xv=MWj?26((+KBr|T^y=3vWqkuFxK$Fl;>;h!SbM;UvhpmVL$j)rM&nl zD;t}Gt?l_jXm$t@*XRCzpi3ccL)2^U)08U02)+}j*e&?_mYqv=-f6HpDPI|5?04z+ zuOwIfIQ3br(Ow})fo*y41KmMxZU>mk0e@KRWf)uCKl%OpeOlUNZZ3MT6hO{js-V?Y z<;MvE;JKsYtf9e+Tn=0waH~QJ4R^A;YpN`hc22B``wZyF%WJ3Tkl`w~(i2JLTzvzy zwgK0JZ}Pm)$voGenfcbluW_OB~%5Isf(wW$j0|X5cXEO&X42c ztMHDYItG0iTnb2?SX#2Mw#b7oKwUG%JmW3(vWLF#mdrS~ix_EY{yEy5LZ?}p^+Q9b zlY~Z@qQ{(drM7P*>2q6zH#FM z#3jK07!utfmwWLdG(*fYJff(b*Z%KxvEPNKc=O-nCjT=!-1CfTUxV3iH;pcjW#4PN zxRJ4jE9ILF*5M=Oy-9y(o85aNm50`*@iGMY>ZiZW`sK(!pJenkkME#8P`!>ta$79v z9trCz=A}H1f4}whcfFT8xC`Pqtc&;suVzUg5v8WNpyQ3q6Je8n1%-YL=Dl}|NYc)~ zEBL3%$7Q!xbEWl(hyn>5c~j%u*5%tagH|o6`*QwNK0DQ< z9ai4@^CJ(o>u4qX4mi0#iyF*{o?QEmn51LGq|o1=f2QHWZsNq@IL?`^ApQBF!0^A= zq|TUB$=Q$I1tSbicT|7*gavZ^TVh(lZp>>w29K6*U09Eg`J7o}QjCS=Rn4 zFJE$G++HV9=@!{*Xrucqfb{@Q?P%wpEN`2+$M*6-}g4J}9=J#?;hJ@%Ou}_e7)c(e>i)$sf~<$$dO~x+v-j z^#~&MsYNe{nJ=a|@?G3LmiDbh+Ljy8+EIv|Q`~}cJ-`*9wOy;hTmUb^mv;X}$}&Cm`VJn(DSW$?pI$f4=61 zhLOFC6E(I^-Q27+H3MfHBt5H`czEP9Zd1;ZzfDso;$5e}4=KB&|s2pARsMMShI zb)84YnoB_*Ge&?er(3;YV&YwZnZSU(aeC>b%ZUW^%CUuOebU9Jy&qrVzENa0ZG18> zHM4|UC3)WGz57fsadKt%gh!Z##e4VnGplO3f|0DDB1&pTHnt+7&>7WFJbU;5=kopU z1q^;02(@k7`o8p#lC-}p*Gj&e=8sE*?pO5h+Zd98%eTF}5GP-zk!adWdsvztiH{LE^Hhsr7rMxTi z)-pxFFivNNNQ3q5+~~TsvIa+xgG@P^`k#+ZWF*$!3NtyxO&rVKYOja_9AEp!Dg^o8 z^(v&6_QzV_3%*iIlJl9*)nFWoPFFhPq(JquoX&)f&ApO#;+Dl5Y~4W%{_lR1s?YOFGVHy)M>w1& z@86~_dm||9vFLc7#l_)+7TXmXvTSB_0uRBX`!~~ZaJETOj5nlX1tYe4Nq1AfnpFz1u}S4?>6iY52Go!nEDHhy%(reC-k0Z+x3YR*yY~5E0sGYC zB$!mCHGw4THR3*m6fE#Le6taNkeZLWB~x`-AhA~-No#r@#LP(W(m0Kf5<$W6|6&@*OPu+dMoVB z&e2iACW-gz>_-t^-Be;`W?TyO+{A=j`at9W7J_qII{(+(S-B4_{Adr{FA zuCV0GzhSdG|7m|7mQDy|s6=&t9{zOTLkr#zQyx7&s%l+!X5*&I#&TTmY^vH*5OnpJR(Z0>%Z!P<)Jx&Hi@9el7goc@#wLaY;if9tJFX*}D?dVuy zz{!Fv9b6UjJEl;olS4-!lz7=Y8LTt+kSQPQX*KV5XOp&A-aweMpLqGZMBEX3Tp08F zyQTTZ?Vsh1&CQJb{43E`D*v;5%oDbE|7kaz7l{0zb8k;1G@CVnNl1?4@u-0y{1Tvr z0TL|d_XVY;{eAZ+gp*Ep1KW2$Er-X2mA3Ar3wwYYquA=+gR(XmxB+XYw*e_pIw1lF z!XOMF>)z;vn)X}rBC@p$i?jo*pMm@n8(B4@(p?^q^7M<}^)cXG|_T8U@IJ#|a@ zH{2>H$MN~~H&>D}R-wMKq)7$MstO|#1Xo5vO@nS|ck6|0()$SIv?j3U#P!(mq&132 zs#>{5RumBHrfgI!a=&ex>m{JB4Ys>kF(W;`eP=+W-z?(7TH&b$W>ReITj87STnGw* zl7CR*_GkDm3#F^Rl)#f8EbYF`*{Rrx(U3vryd;_-xH86>Th2r`H1?eeeDN>@c|5*y z#DSAJ_3Gz2)YNRIrd&pu?lmJMMe_gv3n$?2Xai|Cv`nK0xYRMI&2@ z#D6QE%$>IX#sP0e|2)26Zjgyo@QVqV%!9406tP3%JH+1^R!=p4wHd!7-m(Asx8Ha3 z(LaS#R=mA?)FD(MwM%xl&HDVNkhJeLcU~;3b?!+JpX*}>Yx7gg3k>rHu3%k;xcKAG zN6BLhgoHET_&xBwiF0anXmW@6v?d~if6b}#)_O2+`g19Csri5VO5@k*?!EkVCtw|2 z7}0wAG7$UJj~?D4)byc0T?m+|-^^YrBz91A^*r+A-v=f{#!(hdItxnWV*mK@0K$Z8 z4eUOh3()bFmvg7*j4wD>Ra1gw@#sr(db&HYuO; zq=rClK_}?^DK}Ru>$O$Ok(YD<2EsUM(!c0sMFRz)f?j$F<3W1ukNk1Ifd&#OdNDDM z`}fJER1w<4KdpZ@Vk3wQK2jw|P;0{J(fvk{Q&C7X_^d?!slf=mMNAP_XP=9UI~Ugp ze#od{$jBgu#Lw7Dy8HpREY#355L8;wH~kX_fs8~jS2&1Cz0H_W7|V+pS-rBY->L}x z$TUGH0T|fq99jHdjYnjHLY#d!zFVymZ(2>eSrjjw) zi0)b8&v1&F^YoeX0Exr15zM8!H0*mm#0g1BpN6eLVO8yaRsz>148I$EkKTh4DdI*C zI86D{`X7anQHdXa_**lLXtSz1jUN9%wy~ox|5>x`p}+sdO`U#a6%~LrW#%iW zso})RyL{O`z@?{GFRv|O+{)z!l8oExXHeDp^d@}#*aghWyu1`xDpm4(0nWoG$IdtE zVTXPEocY~g>o-Su>0@zX=Sq?cNq@V2L;1roy4w$A-(Jcp z?mT3_mq&^_%0TixfZp(Lx5^*O&$v@K5t-Z1C=*!mf=U>G41}0Q1b@(#Z%Hx>=;LaS ze<^~tUz3F;B}Ne5&YmVrPCRsx`nP+KfX__WphMCz?EWaZ@zA}}c7%Eee$Dbu#^DZ) zS^Mpu?Pz1|S(9yEG~BDYS7U>i!2@rXTSLAMGB|nLhxGl%Z(5G|v3#q8{*mKJ#cP@G zVf^wTb^0$y<-$>=@r||I1GyirR}b3~?~7htTSdzm23z-V5xXi|R_?2bqGno|SfKP!B!=3i=d{7>1*3Jo~D1Zf0gLDF-{ zOjAw6mh8IHPYLf6@Dv8WDaOUc@uu}lTs3j>@`?#hm09$8Lf!Z*mE(~|!-q)mn7s4h z9>Zsf^^a0s0lcECOS;coy?(m;X5>Sj1T+NO=6iuJa#>SG~1r|uM^ZKd%{hmWY35*x8n1weqJP&h#_5U7zc>Iw_ z7ibX_KBOw{X=NB*{z+{GCxqzvUMIN^eW3ffk^b8}q5H+gN0P@859dYQmcGW@m5w3m z!U!-EBPNQnq{QsT!vXUH1qcm6m@>0hJq?Cb^eqYKsFWDu(|c~?rr+gz42@b4J>0^w zITe#z|GBC|aW__->t`%0^@_FCNFSpU9XmB3IQaJisEw zZ@nHX^LpHd_we%KB9ZVMQ9l=#3e-{&xLQi8H zfP;W{3uNClHJA2->20^j9ccxF5F;6`;L~-?#D7U|8WO-yidYtjqPPCaFBx?2&p+xs zI}BBfp`mtce0mf8Q{6*42G&|k9BF#u)t*-BAC~eH=U$(m#N~UGcE;6vvHMRGa_td{ zpUVeflf5b6EVI1Iq5i7BI=6n^=hMUd@+&#M-@vaWedW6`)W)&2urx~~{ljaqkYQso zNbz_oq6}L0aH~aX(aZ};0gQGZ{;Reif{UDGyO+Bg$6FTycdY5K9NGdOVOtIDC~Qxv z*Tq=8w0Ma#`IG*GFK#v7+=sz0rvm)vSht@#PoOhb-EApuJc6}P34`@w{ikq_zcu8- z5=3)TPjt@$kd!vZp5JE_=#OnNIk`Y$Y-?wC2BQ7TvtL)Bs>eg1fF;1{m~-yLhXw(1 z$L3LrV)u3R)(a4g6w0J{AqrrtpUFW1a2ktS&+(Pi0YO598AG>9$eHh5OM|geC?!t2O%LjI+FsRp@c;m znMleFI4gDSQJ@vlo4HcMbA$FEJIKk=U?9E`BFFS_ad9!=melC*aOhnP=H6wV%E>QW zuxnd%7lyvMM3wdTZ!-ahsSRhrWmifBESH^W9;s98Rcac#g|)(~V5ny3iIai;F)K&TXuS*{oemc?yF{0JJvBGQ?Bh`CMsYpAzVj zZc_<0TyEGk65gdkAY`0_+1A*~tRL4t9<=*b@@St~swew7CpakN4`F`LD zJb*j97qEAxmIye9@2=MA*LM#cH8pOBsVXRe;J6b5UP9o-rtx5JGsutYtjlzZfc~hG z$+<`%afbKy-EE0moXw;q4cD`?hmL;T_d8zjs{hajfVFht>OW_@IP8*ZpQ=dt?YY1i zs9YTOzydUaWAzddCP!xbGpz1cB~Y@5?-2CKIyG6yHdfMAl= zZB{PLP(HcEK%A1E{%QE1-n-p>Z!k7fgu=d-sURdoFq!SA&ha~0_Aju@{V=g9O4qS@ z08px8ZGc#h{QLvD4DI8rXxht%(n(q87}eX|&uqI{_4V|+x7`$xtG1^Y0ax_?m$+gv z|00f-V$8Q`o{S+gHV@8m{$nf~~KJ}jHZPB=WM2F>B`PQx! z{#tpapkB+@8S(uZzy0@C&qM}@X3^}W_A6(@&Tui&_qC;$c6CSr6Qiu zfiYx{mQoaWdz&a?%%lr3ue-Z2;Al@Mm-Mr$f0cbyH4Zs#9 z$4*vi*jST^rI%t@ZL4Kqkp3_WfpTZhz%dBU$VPah!Lf5X<2J|vpd)Z3RP=E^Ei*wo zvgmiLWkgnh*c3dqsDM?Feb2wWUexHi{0(LM1~nXfnUx=-yl5}LhXw4dIgqD=k^=VD zw4lF3G(kWB{C*bTMR1~~tE_^57BLUBW_l#}s%`)fY`5i%GjEd)bM!14XCeW0Ko6Z07U`T7m+lb^NhppWtY z-E}voe0CK#=j^VtHf-ZFG7QP0wAjfO1y|gKyUkq8%z_ki@%WzUjhpiTyQDx5$(8EW)t*>Rsg7h=AV@A^WOR3Sm^ z;dSKi`i&=HMwirm5x2b+zK}PqgnIfkIQUB6Bz+VH!w;1U$^21SIcmU*fBz!-f0|AB zF`g3;yGG#{n1FL25`1L~b)XDJ$;TkPK!J&*Sex1w;GjAs1}AXNno=C*OI+BjkK}?O z692&&JO^M0fJzkZq*Qjjj+(W1`aB)WAMQ~1Kyj=Nm@|8)Onlgd5-2efLnOR)OKT!+R=MwJ-=1R`2&Nv z(HE}YcQq`Hyk@Hv6e6&K1A1Z&>Ecr9XJTUV-n`kv&&$7IH@@Y4zRv$j9Sx4|zd#ru1z-bZ^a{O2P=ikSQ zimsYT@Sa?_))y5N+z}H?Hl={@GS9{XAHzqF7!gsX-uCv&&z>FOVo1HPK$AjrN(0x= zyPC%YNfK~<~ zIxTJO18JKwyipd;4%=!57j8pFIhoyQTm(=ipG#Fpm__GWKXDMLebVSZQ*#Ea5^?NO1^uJM`Bm%Vr!?c1E1{CJP8L_woBkS()Gc+p?X|MyKP$ySE z$`6V_X|9U&DgjAq_K=38(sIBDl#5Aeo*y!)ydRZq&#$4F!UB6yxcuU{c`0bAtztI_3-b%?6fT zXW?)g6gx5i^DvYq72f;5VTlD94^5y|lG6D&x?V>cFCVg4*SE|=6$5nX%YQt8zJodM zo^RLY!Np!DRa_4~f;G~WI~d?|P)$un+{j;YEtuYph>G$MOs6Bf9Ul&JM&KSUbjtnt zV~$wpG`T_2W^I3Zvg!foM&?Agaj#Us9|i=qP*a5DXw~e_JWZWvV@4jtq4ByogZ}P(MFI=zr z@eW0e*9X}#4fI1=f*J{IxU5r{zDg#?pL=mhW8cD=GzBau8pQ2KwH?L!Ga2=#KB%y&zPOu9TwQYo&PPWN{VNUi+ps;{$D= z44?h;wn}16*D0*oWm$&g>GkGO`^=#EX`0uaY(;4Qs6x^go|AFD7bVGJT)KL8W5FzF z?s<^$W_(yjU}QcfQ=Q7%8J=X@Jw9bZ(G$=)p>%tD6^_Q5%q z9@@)?DHg;SdJXRI=~4>2v+Br?{sT&j(9IypkLos`&;|Ag9|74B4DPicSCkB%n$icP zoY&>}!~`t#!^R;P1-j?ohk%!AGD0Omz#oRjn&u}}e(4d^-K3-sAYbwks>uxFY&iu3Jt zc(YUMtH3Mja{bc`DQ6l@6Rn#80FY? zj18MW3~^Pe(fSM-R5rOq!JN?h5o2NBrx{c(_j%uRn*r9OrliP<}8;7?uE9`7H zwmq@EN?KZOw-LR3zq_=*?*f|#qtZb*dtd0}m$qyl&fK|mtxuhd+`{D*ZIjr&MnCiQ zH*cr<`|(g&yMi8{ul2Yz8>PN|tFG;tUB-1))SvJ_)>zvv7A(Y_U2ezAqa>=ZY{HTm z1|X#YXDZ|{djLItQ1ovjFfo0Wy;T5^%z+1q8`~!05Af)I5n*r>A`@g%D zQaQovYX{O3@b|&Y3+&{V{k((F=Y+u#3M}TLBFK}l0rM@45C{AFf2_L$;a|{5PtT@Y z7eX7dfR>?{E8(jkL3;D%x_bkPQi^)sfI$sCJJH$%ki3s+o&T-vLu2N0HaVH*;ekKn z)OvFA94ok_vJxFpckB7xZ>#%6>`_U{$tQug-i!N>09C&A$Y|u3$zy!w_jos$+h*#E zI$g{rN?5M;<5B}JJf0XCmA%cM*t~;`>sbUhjoZAZr{}3yJzX4mC)f8dYI5>>WKn8K zxi%?G3aL@f!nB~edGG)*c%#uM)lOt&L|QHhYo~aK)@L00PsLUhXJ@^aRiXZA-mu=oJ{_J zAz5}kc@`&zvUo$y*bGWrR5}U76##0DqjrV|I&vr+Q2(>aN{s@|@0k*TVEjY@tA0nY zz(DB^NiQ@rbYP?oUnGx^Ms+Rd01tw6v(%Inpup;|lM&itfrx@rpCa@G+Ddp^5ijVu zp8rA33|S+uy#Q1$!8|!=EmmewpiXu1TM5*j(r#%GYS;LMLc-md^GF4 zM)Z$e$OMh1CswGW-m(i`6G)x`_}IAzsA!}a(1t>2>G~>+O5^@cpVHPbDIEJT$;5-x z3&?>qJqV&uQz(p{K8->2=#p_M{}>rjP8jG63$uCtgVnk59WYx2A?k!TqbrIqwa=n* z68=sDPPh6QWRSERwP1aOs`Xp$cLS`EU(IeqB@->ITZ zsV*n&e&Vp}$B@!X0olG)4>peCJg7(1gYRdmK|8XNm zXIXZ3(4(-}m1TTNff9EJy#hapsE8ZW9yS6EW4&^SmubNN>zB!Wj^1ciLFZ7Lq9-{$ zTv|aoVn-Z=qbA-qL8|c~uT##D$dDVX^H0BROWZOY@HT%H)`DApB25ysOm(`oM;Ri9 z$CA?K#eB`LfwFxWO%YSx_-u>bku{+s4b|iApy`%ytGGsT4F4Y%$#F#>`_R2{x=S zo3Txegse8J`P$^H=Wm|baCLNcCWmagNZvfVsWAWC!Sg6Q6#QNE5y8$W3;2S=!9?A` zb38Rp&%frNOO-VfYN?(`Qf^J(-#t5@uhwq3_h({}no3~h@^q0{LGrXE9lJP&h=&;j z8$=2rJK`N{qI(4lc~)@l)yGxR!d< zM*AC8j6s(wk1~XZXR~@C&;OI8Uvx67l2FjYD>n8yQ(*)fx^iQWv7*nPH{cORlVnRa z@S1(#DB!X-6rYkZ{=s6FB6OHlDKC%Q zaU7)c{v8n{NB0~|WKh4X9au>PzOc}PlhqwOskME}u8lZBdv&v%5SQC=)_32|>{%-K zn7uh>X}lA3VrmeK;D8I!LD$_g#OjcbU2P`9Wog`&a|R*jvL z6N;%cWy``bpMeK%2#``a{%Yy7w$HcG=S&@Z`yjZn`0S9D^)BW3%#2yNZW!Tx@q2D} z_NbQud;#JveBTY2ViJh{V2S+5Q?AJz|BZ>KUXwZX+Y(Cao~Zbd2ej@f@-F2RBg&a;qFH;9?T)EF|iCdd&%1ZfvzL?0NDp>x|M>vW(G7;b9Hs;sz*=T##Br`Rz zVMsje_UKQMA9ItE2+65JolWu>i?fun+gJ;I=rlRXt;?4QdmJHeFn6W-kc-aLZ%X;I zm5b*KY2{_wb*3fAD@*wwcDL8|ipYP=%(+zA_u?z7K&u_PV!u;(2THJP)~Ie0a&q!< z<~70#C_C$E+kdfv9qt)8)&L*`?K^m!;BFuNb$M8eE5-nux%T#oqG4-uJ$`ZV_h%;h z#=q(urU`aBQ5=A+Nl@c@&`JbcgQ>#6_wQiIF&?mVo3|1rm4O<7y=w@p{B@=jD!Sr z9Ua295x!?A6hsV^!(c0ej0t%98)kQ)O@Lil)tWU*a0gCVRG`H8_^d%kxf_4{wN^$! zFBZ0bvh5g5U*n*OJ=28fSCmn|`o54$ zP|xS%x^_Pd?;E@ImwN7IU#2p<-}5#@VK1C)h8BM8we;nTz)R2XKj_ycVx3d`z8gRf zB_GKJ^7h)7@$!oVkJ2mKOD5=7?Za_v&kXr~g!RdN!cN)sKeoS6=YMhZ{C#9rRvx;W z-QmQo-O^R`s9M_Nv*ET5d$jqg#JJlF{VxK=v72hPuBdn`@-8Fefuq4)g@nxsr$g*e=izEG z_dtH4sBZpuvNk-+c>7&Bqz`8?J{EexlPbG`yKOlg>8(JwlR({LVea{XmiAkFp|%niWj6m3CG=#}O$(4+C#vNR`yD zJoy#S2nz$xx*+&dvstAdo{;M*aPi zq5hGPv9PiN3|JD_n9$;SqD-?tv2w&l!N&()P=y4RC)x6rJz)NtEV<^C&rQQKbso!y0G5yz+q70t1b-oAi3UVy?Z@uDKqW)X+}ZBRXlL(uKYD9n+;d zSfRvOJmpLrUo^(B5TVV!K7Q5VMx~6%j%{X`84awMQ26}#6klEK@!xm$b32xpQPI|J z^9IT9y2f84BX2V^H=Q8xf(t&jr?op^op1Eog*Xi`&fBZ0wS#O^HioL)YxiwfF~(p}h81j7pjlPx1-ie4KDIAXYVJBeY5s{pj2o>4CwAE@F*_awk{dU2vQe&e z{bD9$c0qxVfEN>fa6^Q3wy*0$ z$_na*R8mq)>NSUEpCO(enUM4&^I^v>Vs#`JPB`98Pi!)u8V5T%e)dy|E44Z2;E7EU z_cdoNE&RR;m^ZM`*CBhjYu`cQpl!8cj@k_%?b|!q@xp5fLGtj;g+_c-Pm|4wSIh+< z3{)QjWGNPuq1$p)x@H>>1^0>4D7u3s2%p(f)-v+eph^1qr4RoEwH7>>z2>p8<1mns zk+Ff`PBfx4W#-hrVr?aD?UjYj9!14SfZtf~*vQFQ4LK2-m3yE5D*)3aEYneQIR1B5 z0}br=?&V}<;YhvC%d?a^dq_`$R(KH4b&tbWllXiJdHZIkfR|MGC&Kyr8%|;#tq(E$ zKZlKGE{_T$?~^<4Xhgp9q@6N5u3qpT#7YgT+}ajtx}d*gIwJqmi_4Q|m9es%9?M)l2vWBYs1sTfunE60U25Tz3e`%C2^gAT)5tMDd zI1J{)KdvG^ztc{I+IrT; z+rn*ul-k0VHjMPQ8IY#xcmzckyidf*&hx+g8q;fV%U>+qHU>S|e_!;kbCs@Y11{Jq z>o4IjON5b%RLUP! zWQsRjXtnXPu*d+|pHDN)DJVXtpdp^IP$Zbm?tGtilIZQY`xbavXGQl&0K^5?R-O&% zO>iUfKPAFoBC+xFgYQ2`Hb>lf{`KfOA4T@vNHe{u1!sDsV8#xR!AdxJ5%((fA+806 z5nWwBE5gde#5MYtM{bFKD*3!bKq=hsnzi?<{MAC(80vusSwqq2Iu-Rh zHBECqPY@@Bb*8OU>TCNR!RM zju$XSzPtWAV>+3h^;6d#=@|zax^DdVnX9A&rF4E))?H3cGDJiKx2Dz@58hJ)1L;v^ zJG-aK%6JI7%1KQ&3!T)0h6a)TlRt3^c=_X5S^ zQIOFuyDH_9K*keSm0~W{S5=%Ku6G; zG^0wp`+b@dtlpa%`(YAcypSOZ$+lj@Ay6$Kg;D@uELg#FtBhiFP%ZiZM(`5*G;K z@wgHWA|<;?w(@R(j8q0D(eM}dnvdJ&5MhAk3OclM_DyHO(b3UweNVu~Z{L@)4c|pZ zMn*&g4rG02wdf$Ui00OmV@Uh4d}t^paCwzhvjBFC&u;pLfc{QrM~YP;bH z0=idYL&JnkK%J)lZP%@j#U zetT`()}3w?9L?6+%?L(}ee?AE4HMmMh@Ztn0Jos9)JfEJiB(1oLUbTHH|zB+L1+2G zv5f=aP}3sqM)iWKXo;mFd7`eJ*)tHOSoPQa zFxE9Rd^D;Y5U>NOp|;gnjk7DBkUv-3YyO_c;?K&!G==5rM}lbeUXz2eI0jRgVqyF7e)Hj zWHK_)_~(ymX=#DL+U)GmFl*K&y!#kN%)Ri<5bo@{@uXen`z_Xz*DZ6 z-?C$*Zx3z%j1>KbMf{W?Sz7W~+4mP`hYlWPpN*?TjweS7sk1LGeC+%g`NMEdPZ9OE?giDjDOF*FZ{HXPp(@b4`Ma788 zPz<#|z}nE-;h%7)ALl*Uzff!cMuy$@K9(a?S{Blv(*Ox`A4vi>(^iI6I zqLQ3KE>BK*b4kfd`f$jaY-Mnuhj#$*Bw&cOtyX)v43x8L2+q|6*&Kci{Rb;7S38&v#`GYOfQ)VFSV<<&0r&yVOnZ#JUosWYYqp72jQ z!vC9I(5y-mx|3U#?Fn`Gt`XHTj@%`#+Qrr(ZFg5Rj-o^)9e5lT*{5Lc^q9o;1k=+e zE5fj)iaH_?B`?zZiyIozZ;2af`uzDL-ISO}wgMp|nBt3nSBo-XU{^#lBVODaBDjV) zkJX>~Kq7PZg~i><#ELpZ+w@PFw=@iCA)e1Evd_rZ@~9o@i~ze8Ez1}hvE(ZBc$9(} zB3B}_{l&rII_KyGjTuy?0P$2&IgGf$0=sfB70M?_tHn=jx(TMk($L8j5Co8<2^QlE z=qo^pQc=kZuhsk4ujx%G!3*JC<7Bnv$|Y#>P@ei-Xf-dy^%9r>^iVi#Z3*@GCq|g=m;aPzP%|^T20&D* z+G&WynRjncX6|bb4nyg=0XJwrQwQkI?NkFEVwqtm#gdXfg5dQ5KmY3L>fz#{u-CEQ z$5}@f1$7Xlvfm>y)i37fveInz@c+->4NV|abrU(wKTUiChGaVKmY?DdzbA4{!OV>N zXp@pH9~VXxh1yyCr(l4lBHp{p3>ZsFxjga6I|^*VQ}fP(q}PEU=ik&d?udb4SInYF ziIi^;Tc6YBRU7Zx?!!&&#t}>V#nZ0wYoWj%9r0z^!k}4gV?<w`D_AFl*_ zT$kr|+Qs^C1yt!4>FK34ruwBHlpgg)UT=-@*f#@$+2&jTwU*I~RpWUE^!=XwV{~iZ zYxch1d=?$BX=uMa_9+s- zecBu{_~iq)U$tzYcbIg>v95j3^lWmlmgQ;@=zE=N7LxKPF%I+bwO?nNU1dL=O>3m? zq5CLe(@js`hnS`LYxG4lLJz)}B26&2hyhZ7guOSRvF#RqbT(o0L zY|r+oq`7JU-UWr)jYmQp+(OH3dL$Ummt1Y&TnnOyT`QCuu=s?r4@Kx578W4B)&Ow~ z*7}kv--#msJP;57OEVmvWaNaE)3i{HuB?z%>lk?i0AEexqe9Hx>WwA_BK=^#Og z+2wRaMg~*6a2s6epIAMNjCP*;azOtMu*XrpNCv*gO1bLIMiP5lPb@3DSN~?Q2GPsg z+xOr4TgxEI5;mP>Z<_Mp7Ipx=(d;EYR-%o2=RVFPp4QsC~iY$@`GuoX&Jx z`;ZOWpH(;nw?ez4OnV3@#A&|79)RWJzM0FPy@eb-6gnEE*npGxqq>5W)cZ+$XkZ{C zhm90Kd>JY_z$OA|+XE11(1>WOsFA{{jr%tg|DJF_6Rbg86dzzLEHo*>HZfaXWuFX0 zQyUvVZ?sJ81s-qvhp4zXNKF9Y1&rXh@j#wR*K8zU+EFLwdpI^e4jW=l0WW#S9iqfu zcQA}Y;-s6KopN;6r%&{NilP?<<0id=v5JbPt_9+)B~0}Y^a8ch&%p?)N}6k<$e9X? z27Z2i7$^ZWJHPA87v*>S7M-C3Fq4Ed1fJF3(UBw3)H;xeT@i4RH#2h^xSFd=H3#zt zJ`VhV5k>|9`B1wM3O4K=Mqq|BC(5vsxn*O6vM)XM@OKwD3v0dfJ+O*pgMZpr4Q$(0 zhu^3QKsSy`tEoqmH0M$dTz@Xj4C6INFF<|32)9-Q+;*J{OI1?NG?1tv7@PG8iGb=5eWAmCx>So&Bk!yA;N!vHu?HZ)KJw zobKR*r2YTCj`30EjQ=j&?>M9R#%dZGygqz4eLiPj%g!vKIBc`yD&}@9yIy;tU5IG{GI|BnP%c%z3sz_lKANMJngk(& zLG+?LY3$(Hxw?E*ULFby7n^D|*Lvjw%{R*MDBYK^sTDy6{Wmuehr|_CDXsibBiG)p z&!4F<+Gz-SpxlN$c9{L&yocgo15!HFs5Fzyl;-g$kl;%GO`8ZQs|$l#!cF(SmF zYiK9|aLd5J-oSu;)kX}q{rbfqq~oNI-$cr&B`bnL6Gp<(Uk=mLx4uk z7kbkWaIpesj&g?Z1?E3GD1>6 zT{AzU(Cm1PQJNVYp|VEr+@Y5O(!=!KaZ5L65k~ib(Fmv82 zFjts5X}v0NY<$fB?2DxSjpIe4*V@s()`A%rOfw`}bIjit))><1RDYTF6EXQc-}`)J zvK|ZuVKIrm{Y?@KFR?wlB@MRu@>PW+zT+gb%g6v=hkD8%x4-3fhIN)ddki9vdCx|;M}P`vRI0dTkB*jSYaX?C(_5VwL2nBakM;ya)n10x|H1s+e@59=)e*OpC#R>-hG zlOl#7h#o$Yo7d|HS7A1`SS5J!_4{{a`EU^7q+6r`GE^zI!e#MGQgVhh41ok)nslSx zM!<}W37By>nHTHU_7jx*#PrHDj_Ov@Ow;8WW|zs!TgqAczlRqjP0> zxz3;jRgON0`1{vwP`gEu^HbtkB#_!+!c-($GGOUdZ(y(^)ogSWrub1|RN2Z3g!QQt zn`4_EP!60AcSYKjYW?!cyyzrEd$Cb`hDakit;pV2qL9t3G<5TJ?1bc(Bxu(h@} zQ(+;Jx)@I{`ryIAn93@kJhN=RY(JB~-VHkQYCY?0oeya|A}=h?{QN9+zfIBJ+*DM; zmPF`c5TE!ZJN}pj@*`(ED-tKxl^B;>p|b5KfdgGb<9|Mf8a5ahKcQl(ukR;mIGq`{P5|2 z2%G=ghlrp|ASfslGW}k(Y)(5-qbCQPr;Lec3LWu`TnbJecsZ!EyFd$c<0p!u%aqmdV!7O?8b?XcL}3ZIlmTW@3W0-|6kcj~}Js z-mTUL>DlNy_%wgk?tajX26IGDR~H2yR=KV{*BWdDu445GUOf~C7ZA+-p=h)5oUX|L zy**p9&)DY&pi6^i#lhhVSTlj|$aD8@d3}9u)48;k)?=Mi1-4|{YO0ij8Na{j59~z2 z)oA9D(F0>g8pyxC2lK`1shu_j5RUx($plU>A4B+ff&Z5ENDlrf(2Ju}lG}-P(6R%D9xIsMhaZ{!ArE7YCSIM&vh4 zLBg6-C#tCKso~*uXTcw~9_s2r5`6~rp+~<`V`-|eClswXzlCE;7v(>wVZ-^pl1s%Jcyz=Q~2 zGW$MEgUs9U^h?yz3eMns`3qluHx!SF#^c59LT7?M4ERl(UvDy+xBrd{z+{^Dt2>?y zSiF8lso*R#_jP7o>affAPfSQ@P8(U!R16U=W%+WrLT?w6)|IWu;`oOsnu{B;>rn{q zJBvpH=P78GehcNdFAnep@hC`)=@|lzJ_Xbh;qZ9xnhf0zd|wja8N_xtYD1sD-_mi^ zv7Y!ST8SR(+_bDYa#swC7~LkVWst@AoZa}Ry+nO?$02oIM5Sa1k;h#4(d!$xO_$nP ze2mh9qiXR-T|XL_O1YF};lF?Wr+i3$`tnRNh~@SV&W;!gdT3n!o4L*#WNB|k%l>V8 zp6WR13i;7*#tLJgvvnUYN?KXbGTkPm4eIFV3JsMd#iZ$xPq1}#JUmGU)biJ<>Mo!q zyug9IOPo=_^X`sUgA|b4k;VrFAy_D~KgGrpL}nviZ*1r%eAG>0Mmi`fS54XjoG>?` z&)l`%08BoGV|1PfQ?NEf#>I&QG#TV3z+Tkd^R25}7$}K3j4%D&t4slcRu{LME-dBi z+cTVF0Tg`kOsDap0!Ob>j1bN1H<-&jMIshm_+~GppsH~T`UpXQ5Yl#oC04@YGr$yu zZ{Ie`8AiNN$#34Ou-P1UFsOALg&A~klCx0StBsAfVDN&@{Yw{~zH{4u;!%_YT#5*S zlnJ$;LO^ikY*ttGOyQ9Z^uSNjJKYtOvG+SPb$|;(|o@!sz30v z(JfVBI-UB02`xRFvmN`i%S-MN+iIBv-1gTeqJMujdhLiEeb1O2-br(7 z&ByH7cNP?NG|+-36Y=_C){t#=&|40~hcd3fiIQeAB{B@D0V?T~sx zAV(TWS}^mGk}AAy_03Y383GaTfk+Ym2RZTo`#K@!o|68;@PA+VQck6tEE4rFiFuT2 z@TXtmaz9h6Frdh(yh_crNqdSzmNzfNHD~Qj+lRbSu?$}wiO*qEudRmM#RV0 z1xNxbg#_4P1N{vR;VLK`+&-^k>;Q7;VOBkL_4L$K9W5;z9!lVy>KCtXxOQ;amz%%p zTrk-q^{Yl8NM&HQW2~zSq?sj!LVKrXz z_(n8(=ls0-b|0oe!Z>n;`SPYuPs?-D|gPlEZ?h)0Hs@8wBU z$HE?Hr1MzW#w=Z2Ao6&$q0tv~rJ^6qg?TWDcXoF6&w@n;gyx?TLO@^#ztRT+t})=DtaW?IE}O(FyHGFP0t}iAP}8g(fT(K z`7x!J0&ZY_WZur;fB@y=r$==^{ z=6<__&sFka{u3sm%E-;I%glm8J7*Xf>zl0DUZD)fYp;1y??*_VC6!sI>)$;>M;w3= zh^y;wo5_$|4)?<3BNrD_Xi^X#KG5H%At==RCeJiAJ`VR`Lqmg{C=L64Lhg5H2+{5` zbj}sQs>Uncdl{l9%FK_Y|KHaVjoiPn$Z*t`UszRjH9Eqc|6V8zD)a&ZO4JKLN|X;F zn|H>V)|tJ6n{J$)|GoM#Apk4D!$Z&5#lCNf zun}NZfjw?RRTUETgOX9Ru*fwkWdVgHgDDuokQf~c$e!GYS?c#i?0>Um{!)g%qL=1O z#l9w0txrjC1BTO6v)dSmJ<&l>ZM*6huMA~%E-$Z>UnQluViQ2}6QhXN4rp)?FC^)q z-GOPHZ(~kf9aNYQ<%DtV()&iSwi`SI*~4D}QU5r>{PW`iO?5*tP6>&l`SwQ#2aN0_ zEXeFaz((mlqp;J#gKyV3w?Gyl8B`w_VY4WRxP_iVS)04 zbS|8qH+}xhU0**Lp|>6?_qCgioxbMe_bI#}ezOL8xx}GmH5>64f^oQv*@4AQ(FPsdX_TMiMHDeI>nm%Zu z!^VhmaF^Q_bUG~S`vSo0;JrhynUW!LQv zsvzZihnMbI#|ib#j^69X>RvVp32ib{7QT>jJ)f1zXgH*fY6JqY>-E+T%| z)1M^%#M(#`RGKUu4_9vAR1`qr`^9{}IOxl9evrrEl6)kIy+Y7!o5UYaYG0R1nJkA= zZOahtpQ~=V%;>N|xbmg#Je|FicjEHIG!?;azWs}2 zRDM(D65q%}0s@ls`FQ@ACje`2d*g+JX9#8b>ug9yrq7dc~F%{ zV8jwlv`Bm_%q$l(@Gn?EPv$aytZN7?TKdt+73FKN!PoYTXa;v+3Q8-)tt>iUBR-5G zx!7Ln?k)>b$Kp!3+ofJfb!iTG4?9KF2nk6^A4y5EE-12h zeD_;gT3Z*>-_6Y#k5ziZUVQmjG2}ew?+L0&zEh0+U7kWqU-6LibR!$X1;Wj&o_Bcll&b#-1F^_{=n z6HlHCI~&mStU(48SGDm5JSHcwFU6%>rf@4hUylz>3<<(u@z_6HE>1{*i0ZqAQYbK(G4lecIJDb}(0@nya;#U0PPOaLk#c7sQ{}U{F^XP<8Q3?gc_uXq18mX3> z@{E*(Agm`^Q1pLIhqAk@q=eKD(Z$nb{B3y$R!%8pB`xwEum2h0pZHYt=<3Q^@5&!0 z*SZnpm0x2l>}4!%^QAA5bKCuEG5;Rb9UNv7z6%632u*yc&A;izKeM8Wigd;fYhJ>Z zj~Z-?YiqKoua@OP=?x7HAIi$&oCL@T$&~WQ5dcxp(I3M)Pw#_#0KyAf0wF{!a+ejf zvj!~Zi=qGneC^sJ&Z@s{Y1_dheZi!zQ##h#qS>#`UFr-pGl-zFy>`0Itb9z!`2V-) zW{w=3pRc7+_}uQ4>_;RRfqzEm2sll@rS$*#)8uUMtn%b*s9vFlX=ySJLqrRYaO&N& z=Z&7QxqBaw9htm}*@M?yTwTe>7?A3QhVO=FE?iiQOzZw)+bS%Cc`1RCjM3qsA`EoT z*mJ9g*pc-;Y1E{9h6x%99Ns1WCWLG+J{kDhVihiSxd6|I4#6@djtpxbVyu4w(&35E zSsW9QvjKr53SSeBF1W^=Fw6-`nrv6vOX15$aSP(ap5C}Y;)l3M^5PT!&Z9aBj-UW3 ze7`p=Va8~1fEgJXVbLx%ziFcRg~uF9%|XE&TjeX%AdlA8EYz6KY}|*Htkdc6l0**O zSFG80#Kj>3_Gq@F7T`mjoe)uR83AAFCSyQiAly=jwcl$N%yUCK2uny{{`Dg!I9YVR z-Q%s3NEGPTWXytzqC*0}5;lk6D1BVQ+k)l2KU2+tLcVUO*0Ycg_MfTN;gIVu>M)N} zI^w#5l--aG_u>icnO{x5^L*OTCo+cddRSoeCnoAep|fTQ*}Q+L7B&Ut+5&QDIh{mU zzs}3M((atpm7{KBoocBYWTBgJ@X!GAg=BmG7$&tgOQT>-R;2*GN2Q}h?(Q`z zR*oE0M8P)+1G7td5)v#_mPD^bR(|?aW8gq3+a6V1Hd?fOw7$pjsB>UwQ=}3=uvXL;+|a5}Mvg`6^KM|+}FWU;Pfz1r+94)o@6igN&_PZe=5Q`s9| zLi_5q9S3xPy~g#IAtA3RK2=tpN0@TQnIvatlV@B6XKuob z0K%A3_6p$vBv@Jgc)hrH5uRJKQXOsWs&R*Ke$wEZY??zq(z}z4GTQcIZ@$R>85bA# zSxg&d|LTPjYPjSWR7}@~1l`-=WkzyhS+cb5rM-)7QN==D`wI8&jX@m-vnZX!8+p}m zQ~ql3boBB01D7^M*F7bmjy#6p@y^kCu)!>@1k!!98#atGv)~!cmQ8Y)IQ=o(F{R-z z{QMmimmv)j-_zqY0ud@hP8f(}h{%4cl=r)8{l&NgJID9+)m1w?J1&-Q{MRmTR01}* z_feXnAyv@SyLX)ubZ*l!H-bzo%gH2-Gv*VN42rc{{w-QdIAi8F+%7a3 znsrm4;*y_)8nNG-A`aYl$kjdgK?s8(Tdb9ZcIBp5^7<>KoGhg#58*D8HO`~(;X+c0LvhU8(<`ZgXs(J z^H^%j`=_4lHe;dig!eBnoSL2U*~yGiuT@5+&&d_uH$Nh-T%k7dyJ8`Mo;{Q|>(6=`*0R;)yY(`HoUSimp}0$Pv$M6Key@?L}xHp7Z+>N zvaek-jUPXyA#QK%+R=a3Mi`{`m*Q+@KP&IjqkmrN2NKcJ?J;e5=suo7sm=`gE9&!f z{dunMw0A;?w}@|a{xmzLNHl**tH<;Q+dYqeZBr}@FEii&>ycugao@xg0X4>}FF01U zW|`!+f}m>04JPUUb>e)=TKiy06%RIx>|HBh-&Ti~5I>lQZi9PBv603BXD+6?q z_4L;b^}>Mcg`lAPzkjt5ZjIuTdq?9A(NZq~vlGvl!Wf;S!S+Mkm%C>RHU~8s<6ir* zM!gv~uF_YdEG`tJA|@XleFm6rkEmb9*nz=8X|-1xY;Z)1i^<=X41fn4I#P$KU=y8m z6{}Kn@JTN0)Rt$r+(QM>Sv6s;?w4o*XM_RrT9x{Fd;G1RJeW){Nrq`^A!WbqT_m3T z%BXzi{-drP@yi+-Z4voS&!SvU{iIbz#@(k{G5AcU*8=Di_6=~6c(3$|{Y;V>0f9Q} zBFji_f^M_t^AIr%%f6imoM~KiBqN5#ivujH;8e>Vv^D1`)L?@j*Cg4^gFA5!6ZHY2 zaQAlHDG6mkU4c2tjOvZlH2s?#!%tfxSC{z$&JGgiW}?fZZ*KtQ^rBm;v_5EiXDXh>+{L3exzJEh{SVU zNxs85ogE#cz+945gRKGFW+#w}UL_?x2V}zv=#HdNF6Ju6E5rf%7D51gae=&q_hGp+ zr+*O_T>NxtpnoCOB)NZRUpT(9Kn7AD)YN)?vu?sol37_vk}=Oj&U)YT{rmPHseqQ= z3y9=9R*7A61PB{@dn!LF=tT`UNeQIk7N;asWbC70wgq+4CKaGod70jSJ^nRS_#RTk zTOV`zz9hxG^*Wdn|2DUOdU6rg;Lp9V;JFl}=m}JZYuC7m{Y@ZdgF3RUtc;ve_U^U2 zVcG2vEaYDH!}upOA~d2N7)g|(c(Mi?gaD9Vx&_P$fhPC`^@ZIG!f)gN0 z;XBoD^Zs2M3O3XC+1T&-OTy?364{@+&Idi_!}^Gf)Ls!e#$wYXwGwT+sJb3KKUo4U zDy+PI74k-FQVs9{7iJ z)*HQIe8dAv5UyIc>J2!xStwmT>C|9+=+}#yk?~S$v|GXhB4{IqTxyOm?6c_e7w!ExP1gi6h2!qji&`UpIw4 zmX`KBnX~`KCx5Otp9J&eY^d;zDYJ|U*n{H)_3k{hwrwM1HK|yXzJDjUe>ce-qb?Qp zF~aPdz+dH;RV};8)~q()sZ$v*%;xKTg?84oB35Zi4of&8pw`Gp0R-;UN4e12{8W{E${>S0W^ zvS~d}{(*(k?Nz|Mg2o;xOtn@+Xb<^lZl`J7;l84&eu490;OxJV2&%qa0pfzqUI9@a z!@LgeBI)zu7yV5hHk$>qrA$Abxvwr}a(-PsDw&q!n%ME(owf{-ZzhN6GI42fn<%~N zp07C({jwJds<1_pF>8}5p=Y)Rt4HgNIL^4bL$n)-4(%bg0rp6GXseIE(C|P ziU@_|U?yA^pvID;ZEAUTPRAwVa#ac_n&n^-+y&C+*FSJ2TFmfQfL4fuP#~OOPm8dN z`OXI5hro+v1g``c9Z^@|k=Z?f>Uq+S2sk+2P~8#PX+x$R5fKqCa21xi01Le3=zF9e zR|pKOHDC}$H>N{a0)*5(^pwHneoO!&3nrFeK7pYI%xQ4>SwOIQB9z{0s#{?@c;kGZ z3m~+XS5^Qs<=Y6PtWS#HasLyrs&IHL$lun7NN@P5yxwv(9&bYJ2u&;};tTK~xN2tO zVDCuK^)CdZ^53MfG#wi@^nBcxs|ZXyz!8?W&yfAv-Q7K1u@YzJ;^G2t_q%h5p<;c0 zK+{2tG8}nTRaHcRzOa$j4ihsS9RWDOPL4pr5`)BXI25l?QNe23U!$|bs|Z|yTfN!I zPT^_v(YOhYLC9IZ+oXU+*B|^%3*2Y~p99fVPR!reVIjwFZ0ziU>E4#~M9!4?`5iZS z?wv!x<_8hc)|`t$Rty>b)Yd^j;F;7fhA6Y=K=k!F2?B;6bj^zKw}1!>A+GxP&aJ@B z@j3Ifo>%!dFYa%2+`QkxOkw0cCyn$|zSR%bR;X2z)9kEtD;pXhy3Y@J;N??L4%~ti zI%IGTSP3E6m3Im90j`Gw?DSI5)bun&WB0Atr^)5Wp`e`J-Pr-3@z4O~=x^E$_&_TL zZDI0>JAD~g!Wb0G3Jcx45*^`SuX{XJg-=E!Txol-nRhSAP{gEpA8PpS)VpA@%&Mwd z-)n3<`XRh*NNe1)sUw4 zqu8V*E1r}GluzqKMM#^coSs*??ya3b#q-qL`{D5^YtjsS^N^A;z%&GmR}j|7?(DJAPCWaeoBaj)GYWT1Of|msi(x^u!nd?=k1XO`LNZaxeLLhNC z3?6*RfKSFalH?8oVZ#e%R;Zz@c}03$G3Rk@{Qc#(HxSeAG_pseMhs2(7eD9~o1*zJ zBsnZ$Ca}FheyPp*wbmHdZ^op(F1oLmVYLw6adf0ms7&_oG96Njg%Sk9wY6v0A_*XV zN1e4jqEO)psIw{=MRV>ne*5+H20mLB8w#bfH1hQVmVbafmbyW&hlBUiw2^EeTjz(bc~IWh|K7I^lE!c8IHs3j)yy3`XE}_`ZHL z15slTsTWO@aSB+*bBN^bzYtnsxgP|Nly0eME2OelJstyo+sxe2-ul`8Of>u}P;jnh z#v5ail0SjT1wm4@jX-&X-&~pZDWtRe{%g9}yj)u=6x`z6bm6M`(sOv~;bQ*y@gGF( zv2t;h6cs7|zV6EdY`P`5pJCJ10v&_{<=EW!K0TQCJsO(;zFOJ^BC4@T((6$}GC_@2A1AUi^~S1a4ECxCJBbAAj zRe%M1)l9LcQ_UBE&%3N)u5Hlk+;X`iI)1pwq^|C{Opb}7Q6)T*@$*` z-@cjA6h$J>NS>&`sP&#H{`Da#oSPyvj{5qZs?qT{-Q`>hr1W6Z?pv0#b~w6GT?&-i zaBTt*Lq;Ki-^4l~2pF0IRA0*YZFrq!iWHP5S){zi2)8>ob3%>;owe^b;vUPg4pRIL zWY2jNK7(Rhz776M!KitGp}9@OmliB0vdx^w040Hn=`cq~^ez~)VKGUIJ3?Wm;9HVJ z@!}Su;&MC8L5!-Y5e)4dz++Y&0$Ln=bIR)LiwfGIXHZcsk^WD?nZ*Q{=_yV;#cHt* zHjqV&CM}%>87JiKc|_S9`2;gVhv=N|eEIqK)8RirfrlF$wkP5l4|?TkAOEiArb&Ii z2B622WkAD(H8uc|4KAAmW2}ym(HR6_a_W7uh9G9W;@zX`#@E2N1b-UW)pD)oIum&B zM~iVTzH)+FW%riQ3;L9Y+1U`7B@2q?ne&3S-d1dq!uU>T^M zjYA~6ANy?Om;){!oW^J0B2U9!NK}1pJ$%+-! z6NncD86Ge;=0PE01`PtE59DSyZxi<1Ih{B=@)bWC#YOWnfA2GbnPX)oAAQ#`^z1AsqB{})t@^pilrrux~35B-baeD(2hFf$8>TkY{<;A%ob43>DNT7;Ro z-I`YblMYVtLJgG62vD(foMmlnHlTNh^*(2VTLFY5`?i3aDzC5qKC?lO2RQBH(o=-o2;p7rJbbOT8ax7EN4~7e2VZcIY}4*vz8r}!2?q-d%m%oxT}I)i_OQ4xog z?(Wa5o1g`g;`@1f;|L}UzsJV|P2!4*ik6m2$H%+nqmHe{DkbwasqcJ=pnfU5?sc-! zKE<4Q{ICyQR`y+2_wV1oiBL#rYb7%0dy*TY+m?4=Q>EpjVad^&Nb=cTfhZyZX;95f zbn?^zhXv7yD0mZ(uQCMcCW6KOL%YY{npV7*#vF3lENn7Di#*%zF{3ZW=!k&so*p}U`zSdx4uAy2nnwT^=;ix&Y?6ecqAKt;c;<-?qT&Bw zySL^IwTrT);;cO3tB=)UtG8DC-<m~^22=p`&=1VkEY;H=h2!C`*>5m#VE0aLuzei z(&SDJ`aiOVo8_$`!{0;9^&W^9&E?wNdbsrQbd#~yKR`Tr@xsL*>Xk1e0i7m&b>s-c zY~Rd_n*rxz?`_+ee$eIaQ7W`y$7h{RJYbYQADpQ&O6ToR8h|mCX3tgQo0P15ZRTGW zudaXDTm101X+b^KC-)wKlHlbOed5vh*DM?sDZaNJ2e?uAyk%@Q?jAUL&=>kGHv^&m zm-&E7-~qez2Q14|g`1(Ax!cK-#Pt0fOwqh%!v&qxq94RvX1_rf@z3{c&o}%k7nPRR z#Iv!-e!Nz8cFS-WY;A27sHB5|t2Q?X#`(zt&Zft!#|K-`z7QjHpf#aT6>)~O4hT+y z;lc0KXA|&Hf*N+m>PJyY$yGLOEv?T`^M_O223dR)XltBqo!72k=c=CcJ3c;!_CiAy zr&0Ny03)G%h6#nA#qw@=8QiM4F6$2Q7L;0->P`=b8@05xuU@%=BV%s3>4&%WjgM!N zP4hP%bjPcTvDW9?971OW4uUiY0Z=#2|MIKC4$8O;P-PD0lBy~y^0aWWJG^deeEc2g zU&ia6Gp~l((P4z1EM$jscJ}l@>*EUz62<#c4o^^WiVSLaxU+_EZw;LMfN;GBl)5^g z2+N7wL?Dv7o_5`?0;F~XG=B-&hM}tCK=?j_;AOarL7Du@PIL{4JFehLIE9kX0OEKH z2~^X7Yo}4H1-HphY0{G^QeOlDZhc&()>5U{;IRW~<@awD=b%Bw*1L`9fBb?8eA1>BUT3CpN(Lm+nv1gNCUgqcLYrfYy2bf#$xO4%q zkWUM&0sihH0-$83a3^slu~+DMy@ewWj0r>d^!KuWVgSFt^&tX!OUTk{!C0E=7xbs3 zr{5@nQqRM~qqeTDSj#Ss7XC-5a?V2b@DK~Ds}L&V3xG2mgc0z!@ONIC@db?w*A0So z^Y)|K?QgL+6@zmg5a*M$JA=+1++yNK7m#d#fa!p$@FNBWaXdhNpFv>ezQ z5E7j2CTJ3TKidjD1x-=}GPnhEk@p(F3n0r52O|v54gm@i$Y+Kn1vZuwpIcyhyX;ak zTy&uAx;4S)NHYF}g5~xF*S|0H9i|lH8fN2I;SK#8j{_%k#l zX4W?#w*{tBdZ3cbdVc7k5=c!PI&JtbqpJZ-{mb5ci%Ms6$>oFAE|e9 z3fgOY&$67{oEAOkPz#IBag0#+l$EcFKaqcoMMJa-w02C2>hN=FC9EMaO^ObRlsk`*$W!m-y)226RckU1VeIJZBgcPv4(vV~A~6b# zwiRKp2P&?z)z!7GRwDMJB|Fg4vBfT8; ztE0D_?BFt1FXj`G6cO3M4#qnor_W78M&^`XFsJ&LGW%!2s5$^Ug6iK4wG6G8ms@Mt zmB7G23Rsek?B1L3^@TKX?;RaA zxQQPG7|0|Uv4Jbv9Zn$Jhynor3jn7Cf370&?ceaw0v@mutGXvpm5Gw>yyJB03-eZ^4DYDYrebX znM{{gHoLecDj(|`8vX%3>)yAkE#LbKO-glWfIw(;Jbe|QiBcUsfV-UX9af{PFliwO z%MO?|!q_Z`IBG6`2}+V1C9z^0ENK68yp`Bq0~N9(u+)K=n9U*t{H*~M zGW<|0GBN@19N~T$(APINH{G&O`?xnlhePYpquZ3wpf_El{puRk8p_^6;4hikV^yjH z>ju+z&8o(%fHn=Mt?*M38`3+a#jU2W8cS(dXTTYjU8Kd{?kp-QN-4`kKmw*>AWjjI zEaVE}eu@S|-0ytU4j((nb(s*t2vIOBVPG29#(i3!R5{4iSSXe9%IfO$OQ4^{zi&te z;%e4|Z!;TTun{KKc6Qeh#+$Q>1pc2Pf$Ob=8n0}xkxxyEg>H&6?7ofwd42_$7}p{L zTgXx^VF&?jsw7G%{XoR$g7(4ganxHojeaI1GBAJC_B5r zcX0?d5lFXC8y&6u{Tow03K2=JC>5%6TZX$o+N!Utrddd1|NG=9jNu%5>X)8lWe zJ#1Mh6YN63uoR}#<{}lDi~xD)KM~sKAgw|`A4#Elwm1~aT3h`)ZY##&zi7w8=^Ztr zlW3+(;&)iy!-Uu3q;BGuf15FakCG4%u^|#X;}YG@9;-lp<0k@E%>v~)L`Y%ghCk;W z-!U@28ekH@sF*R&O}x6a#FrAGcpk=Rm1Sl1#l@nq7M+aEU{nmt4n#luPcMpfrI3&L zJx*<)@uq*~W?h1D2M79km)vO!yMzBv`V8s}8gF7k8FvCnzU|kJl1WnVUNcVW?oXb#m|l2`1EY0=h&%h(A8w-$45P1|l;&3ILJ_ zy#kclv)>SQ0ag`%69KSw#Php@v;*B%JqX1CI$hP#cdtbn0?(8!VF@RT{}X4G7rFWL z=~IYKP!-*IrF;wcP*vm4#-I~KAe!GD{QhlFV{qDKbn24K`GXTGN5juvHUGdP_~h&M zLnsZX+nqtW!X0zC@?`bbUC`jGGfygp4PEQT#WL67C@FsfQql{PeE_EBu`JDY#KZGx zSTFJ;;1Y#7&nO6PwGaTIcKWUeIM35i62Y+ud}KIp{`~oaJ263MT3=peKxtmAz) zj>|Sk-q-$ z_&6A${J!WF-{RtGcc>b(A8KxfvIisqNMNX!j_Y|`aJjVEBKu1ApP*GAY^6= zRMAr7rZuPJ(FS3!f5u^ret(POr72qmh|e z`2;OMVFd-B(OY2rzVM~BTJs+7-KfB{$C`7{WO&^QZDokHW+b=NuQkkIH;L*3ZQw?f3KEaFMW+~6ha*kUk|^+R^H9@}1lQGi#9ag0fsKY9XvV=YC$XG zP|_nTkuc*dinBEXsw#ni8ec`N>@y;m14l)K;cl?Y!VO6`+H>^%J$T^kzxT34@6Wr%r}D|Ogl~M!+`nwTI8Ufi zMSzg-D4DMQXM8s*#Qg(4qV37Lt34<(083R<>A5fGzL45q;)_=(rNcB{~0Pg-cR6=Qm(2+t3y6K~!Od1}7q9FjgumdmOzs-n4W%3?M9 zesFn5RJ3D4;2c7wpdVQ1zVkp%%P&q$bbG@PH4_R+n@*;UigQrLaoq2R>K)f2zBAGR z-c(NS*SDFB(C2{4k9DE9NW_vCY6u;FqtJGmha_puX95^pB+0-z1j5_fJM;>aDujfD zL8ane6;Sd3{|Z;6V7Pa_hFHO>EtdF>>tAIP+yJg@QUI7~pjb(zLzhby>_K$^bATEk znqOhp6504lakExQyTs5N&J_5Ik}p<6QXTYj%nIhXY30>NPkJHe3A$OpO8aDmsuyx_ zanVAe6EvC!U(S=lP>XqR1%^XUH)lJb!in-3DfxW3ge%+N$f_+XbLogW+ z%Ndkcvf)&%!F%PICq<>D8<60m*zLO+pDA**wQ+Gp|BuB z3Y80lUns!gMmhM$^A!$F4s?)>we?83RWu64=B5HA#dPb|Ik@=AWT2Lf-dz)YF#|(R zzpyYK!0`6ICBuIvAcQ+>=->pS3J;Jn@eAoR@B3q@Er5v<4#Im$M|_hlK?sF(!Ss|t zE^~!W8LX4as$tqMRe9h`(jfswjW21&O^z5@C*40e&CfU6nlI3f176i5Hc{v4fC*Ya z{Wq(V0vtQOKmR+MFy6=-wwXhEziG~7iZS4 zLVT9IiwR(4tr{Ee>jRS$WH2~5R6=CQk$5)ztNGEteN#UZ0hY$b|ev}3E6a~D)0Z#T&=g&6^A1dzONIcd!slpQiCG;6}vRYoFjWt4dxA^BTNS4*pJ7-Bj!RHAOQTR?yT zqZtYxFbDL{QzYn6D6vV1HkxuWpZ;o#kWh`@GPsvbhjZ&}O261TI34}t^SNtBnd8~( z8HUmk=cMJu-Q8BP332kX-SjJEugK%^gt=79i$(uU4&Oc#`?VaIZ^XiZ$hz=$?M9TC z;*lfmzvzuu>(4R@TesIGtWQU8WQ2SpO}*16f$Kwj_Ub0`KI~WOaHtf-=i5vjIm^q- ztM3;ZaH<|>Kn6|^Y)~TJ4<17Mwjt68B@J|7F7Qnc4ey7H9l0DE0PnD}Dn7m*-U<)m zdq7=ZKp2#xxuJNcvBVgad8gDz6p_Tak8f#A7n~0AlL3q7xk=+nPLltGVu1|Nt?da@OigauMsAzmyrlz(wfGF=4>Mbci4b19R74H!(E(6)<&h86PtKIqV zh#fx2c_{ymhZ_xv1M%|m%I>Eb+)Gq$JY1@yL)IQ|-gD1zw6zuV*hWhRROoeovT+5+ zc}s8JgKyqqXUW`i5T$5>c4&(zByK6xc!ygRc>|gVu^H^%iuAN61-XeB5=&R;J=NCc z?{RggD){&jklKkB=U+;&P=>X>4GL<5-Kt1flDmv)4`?CFQwJJ^B+8}6=gjBHXxa8e zF2AEC;P`p?`SqdGWF*H`X<0TwjAo^1Y7%+8mx!M8l;BVULSLy4W&0IOyKRLBr7Slw zg$z0@ObMRfi%A^rCNpvjH0`<%&wr?vDz)ssmUg?YqQal9`SIi1c&;HJ(YpeyQm$LFyVUh$XQ1R;&dQr_auyxQ$R8ABqpn`y-8?tDiN8<=65~93wDz zwms5i7`V~fO~wne9YT5PP^bEM7`C1Ph#5)UfLy%y98^G&hCcF6kBQ6Q z0I2{#iZ)uHcX_|sUi@TjhMSVj(L@K+F$hGJbFe3|*BgR29RCX^ucX?m837Z>BDPQGM#raB_q@8AIT z93d45wvAaS!*n>>oV|=P!BkRGTzo^ecWo`h&(AAsHI(A%9ZO|Ega|l&v#mguesZYd z7uG+XVTnt0n>91VSWK@C(DkpU$F?Du8tz@+6jTnJJuIYd;L%h0LC^QqGWECV&4MYV zcbD=8zJEm#r92F~Onu<=C|8j+u~6zTR$2DmTX;#w;J(xD2%&bV=sF zz;m6(Sm{66<}FF}y~XIy&FHB9zvXDrCk}sucAL%++Ic zZ#XPZ$@|^TGl#jCoJfCnW^qw2#g*gfH_-JDY?+mlKY|0wuA~8HPRiu9AyVZwWqu$_D8Nxs}Cl-|oY?110&76&73&3oleP@gU2l7^7A6 z!Y@nyYz`!X&W?I-5FGMYWfsbJB_+Nv&woJK04QVx0u(lgBWve^Q)Xpl1vkP6b(d`0 z3hw?oKtI9ZnAgzY4V@@1y2ZGlwA2}tIh=4+?F`0Rvp)3`98?*moKv@B0 zm#WwSW5)@wsi!l_xXs##edXBL*p!r%e74dij+e9>LRFnyWY_XGP4~23dF~?^^Zz!2ulf&AON27$H#Nx9#_Q&qsA&Yn)CmH=4xF5 zd4jLO#XKpnwsl~F2G2{c^;dHq7>7KVB#|#rDac|WL}bj2Kzh8B6Ijq;xl9dUjj$Jk z^i!vtdFCk)CF(RuC)-OCt*wyUfhER2N8AEMO;|Sg@~sE1QqJBGajUMc=M@((0d|rf z5$Ex2d^Ex-mj>^?KYUJIoOJ`sJFv4?G8}9I0?v=lzJ(pVskW{yFYrs^!%&kmsVgBZ zO+K!7WyL<@BC)i5PARY-{OCUEJ$||qC`Mar+?1wL;Q2?ytA!xDwssZBI zY<8`=l7l-;koxy z!ay)L#zIP+b*k2TO|AD={1E>cnxV!i=)biT?c3;txf2}-(&a-fM89WJB$SMCGlFfMnGGovu>@QgQP(%Co2_}b zkLs(bEjc~G1I~(zKrOz}V~}WdbuZyd!Y?!BIN5Knmr)Ar#}9rzKZAYh6w%?MhW zY6Yp+xF;9_x1)}9pv{57mTjR%YFb(yaA{E_^8MFnDN>w~nQFo^J8NB#sc-q0eufaA5cE?1{ zN2xj{Q_X?!q|ZXC<2a2*;cQK~Q1LU(wgJu@=6KU}-%J=R;Jl)cBJ&xHk&Wx6$0LwR z`ZvvS*9}(+gwa?~JX z_5B+qa$rEMdIBd20a8uYR=BUH*%#zL0FZF6_?+eSOs)YtWz?Ggbr2u3beGu z1dsXH{l1Wg;svQTaw9E)X6OfBTHz(C1{mkqo;*(~@k zK_=qkuhN0Y3vs|V(j#G}+iwFgpDamT+{9^uuD?Lp8yXoI`St7Yc#GmPfwZ07*pGBi zHgRCS7`z8eJ6wc3Pkb7cgP;RwYI%#Nd5 z%4jmz@8)g#G0H#2L|V!+mbENf5Sve#QSi2-IGq7Kqv8vi~c2O5amB7C+kd|2p^~X z5=#HkJD){PCRhi)nymx!;SaZ5=9Yhbt8Fa)wyj_UKGdT4dF>50|f+ zTddY>v{`FjdBfs#EKt3rvI8kzmF684VCR`~!d;}SHB>Dhf$XxrcPX}mX-zv?j^Gwa|@UZ-XDO_b+n@}NT8rEbpj){H1 z_K}(zeHa78x(cOJ0jQ~HcsX3AnI()mGN^aKLO!QAo_X0A{h^5C?DKX7v;_a{J^aTY zVx=UEW4y$G0j?-vAa;JD>x*1&c{vc3StOMrL-I?Xu*1di-_G?0gCxb4E*52q;+{S8_$?%=y( zuJ4V2Jno0esMz+jqz~#H%Fw8&{K80Gt|KzT%(AsfSY9koLOX{g4$3Mkg8`*qMg~o~ zie0%bb&$>D$L-E3qxNenEAR|BTfuA({OV?q1%Si@5_w5^dHj49SY1KXflT^y2oI0f z@ZY`v)YkyD4dHaW4<>}=W}-U<-zg4yVX$iic)i=JAHcD|^!cvkJ!b>9mb_|%pe_rS z8sc_~YJ*!X76P0Jos8-!GHkKN! zwsj+~sUrt}AxXPX$QpU!E*JUSV`u3?yMv3GWI=0_7ke~(JJz2+!$bH8vJ1P1i2RdH zQB4yW6ZS*Auz9wVU>0H95i>^C^J!yNPp6Wc&V~wm*_w`V?;ELiSDwbg@M8tRw~W2# zIl<_p`_u$K)IT?T`8!udf3=vLMy=B4rONW6B_*%*-lRDcPxJ`_%e}AzB zCFznrBY+NqeYRnPt*#2YiJHyM+la5JY3G5`Gt=Yiic00A zAUSN&vUd#(4{JY&(bmv#+g@-6%GlmTJ$+%kbF_X65ps`AOtNJB$~dlvtHEi&(M9-K zHbLpi-c{ukp3;&MM@XoJoN9y8=`ipF02TOE`Y{tNFCQM_3H*CE@b<*dj+eK7q}@(X z@^3;BO9QbA_P1jdptgr;0R)IDX9}o!!b5kk)kB2u=cnJl zyn~0JCa&$ZTbvXSv*`=?EH<1W3cFJJii+1RY^{e_^HSjwT2WCmwiTVW6|gC8eFJEz z8f*bE-(9IP=Am$Swu=(=PPE{*|70WvoAML1EVpl~aICDYg|;fd!9e;9X0td2fIClp zaq9s8sZU%kWCwVb4%%MnaRu%nRrrPoSHM`CuXSJxtbZdW>55GrB?C|+162I`k)pKF0aL{YI+#;;}^9&#&5$n3`<53DcFc>YbgMA5AD5+{8B4HN|=x8#I@-;G{Q?jXR$s%TaOh zMZ~42Kd6K-4L$}#5%xRf6GG1f@dkCnIx6Xx?df=FrD%^o1k*EYw#@l{)BdljW^fq- z#{b|T^_=8AC4rKwK(vmUEV8$^AF>{>EH5l*hs`)huY5nKtNW>Ij+33eu*4B9?gOj_ zMx@k(j6ga_ZhW7c`)z)UJ%KP3|2*QGIeFC>EcqS#7_m_DUON)i5+Nnn9FP}`O6YPf z)?)t}5Y$2jE^Ozl2MZ&m6e6TPoAGHd&y5!8$@{za@crP!0u^xRM7B@iIs+k>S-8Y1 zTjK^tMnrs$br3IrzlBIvCLnHc%dmU=c*o-ew&ZfuY%25;lv>tuPiitXzYLy&7txhH>Y~FH>L^&((VG*Ayd{Lx6bld=JT8*{oq#p%*Hnr+L>BiYMsn?Hys+ zHXXjfLg}ZxJV7blx5`H$0J74etFp7xC7fwl<8}lMeY6%9Eu{ubsH<0~P0--lgxyj` zMc^LrQ2V0n9!h1!yfJ|8uMElat_dL4jp8x07?`W)vnUnx6Ta-jgKb>KLTlc4u=8qe z2Ul%2OUA`!c>)+7!;URs;A`BlpB_nIj4iy;vxShrMmS;YCK^lrMK`+ z?hRHFelrb@Z4p+|u(<;dCe?yY+ZK?d`X1TTvbz_$Q1-Ke zSCeAo+3%`qtJ~Yy1~L+uX;9eiXMfMXwN4_BdYM(or&(&)=5iczRXg8!a8}}1mf9ye z6S4TMtjj}~Ys_hdA}tEjSNguXM2n^U`51w5OY@Mw_Uo23v7OXaY1fd;*S^1&=6KxV zHa1{)(>;PUkzS#CS8n0(iA&Vw>$9mb&#{pEyLyQgwD@#o%NioWvy zJodh?!8Jeegd)~v{ckr|jq}@cl*sU@f4-kHMpM-bLeOqOyA59&;4%z2`MY?goW4Uq z(l||^6x0loD9{8%oJH{IDP`>{em#J~JaESQQYt(Y2PZzEGD4GO1NeAZ4?=*RVNr8( zL<(LqjF5)wsKwR2of`YfZTBiL(a2tSDe-TzsReo)fheH;L{mQm1tTq0FF>Fjwrm?G zn3LGMEpt#(3Mdo&mo}-pZeBFeRmH{r`8JVqd7$*HsEdj=G#TGiY|~(qWuYt^ErTZJ zcse}u>eZf_6&{C9$~Y5Puq%taKE<4|-=J4)p{dK<=>V@_W4zXPu;A{stBe;Sv zpuCiq3k#3Q#ZfB8p@Rg|8vs-&D*B_Ew*2keH#IddzJ_tUE36k-mX}ry=k=%iaM+rd z_^3pkfX*A7Q=Xk|fXo)r#}ePHwmvth$)@Sx00HP6T|rVZ0+==|5NE%hY>FcTygU>G ziCZGtwAXeHVL=1*;b|_4;2fA~_&3qH&Ceipaf5L~!)I1j&*@O)UKOFv0Pw2NyU_CQ z#o9Si#Diy_=DiL}Yd-)aL$RSr*hgw2V)5W?KW*}@tgCa8(v>lYXFBhrkH&j*7W}5H zf~m|@c3l4YR=Xx^LTA=Yled^JBl)29^k=;bk^$!s1}qxK(T!W{CFc+inm@M$cQqZ^ zmZY7XtkYxm4vvw2NJYy3K{e!v?57KN$?Tk8Uzhwm*8b9&>o&qzCF(HSw1M+c5I3Cp zQ)J?NxGI8yp&)wHUTnR7QTVyf9XqYmf&$OoZ$=)A@Ak(aFeL{V~=@s8+B|sr~*xNIFrsH@Lo#%7HDz8p;CaC z!9=d?qzh$hA^@@yaL9i^)pbGMygeUL)C`b9E>QJ>JX3H#&E?-DeNxvQ$3Ga@3`o-l z1_bOJczgQ;suy>0=sMr+)8POzyfa4o{UBoY9DIj2-RgZB8{zvv3I1N|)N?osa7E>_ zPgTP8h9%vW#l?>wHF)6mcHU~)QE^mTuNhdtO*yt|iRQZ&xhXT z@29XZNGLy)4hFZIR)W&vvpU_x9GhR3<&f{#DmnvX9TYOT+mc=ozA;fM1;WnL<|Zah zHg&q(#Mi}rihAZt3I+3rmw`d0(xZaOm_Ps0n1wQ%1x69N#kziM4vgeiOz&JFl-1H2 zviXYV+X$vD68V+g*|)2`Uk49Q&Xo*n>*&O|4L}++M^~zHey+I%0)g~{B`5*R(DGA` zE_{DU1VT|=fb;(5poa(zeJNVLUocIqL%)&gT1aNX&d#sThrerg>_SWsh<(!>4^5SS zjwDTL;UgBQnu0ntyB;CnXjX3MiJWWBnf|q!*XjXtk5|wI+ zzp9ecyYS2t_9f(USW!sObDW;M(@>(1ZRj5rcKEH+BxRHdjo%(_Av`EsC%Yuk!iHFy zo0y2eALcwCIg+|`6G6laCb^NI06|z(B=S@o0?~|xz2=>^_V$TN7U1d=eX3cVt&@b;Ob%3L{{R1fjC9hekeyAk zla!IY_fE)2$V>Q zo<{MvA*(OvO+RC>{$>WDTmx%KOoH#y$~=DMOmBC?aw4~%`1!byS>5tmGOC*zZIrn9 zI7n)@v=3fccr>Q_R@%H*ZhP=f-C@0amF00y@?%urw=Rv%K<#)jg)uWFX*TUB#f#B4 zjG}q>U09QpVijc1!@t;e-sO&?lS9p+s5DWgpU`<+>NBGh7^-DKcD%=1zI^Y7=(*q9 zQQ@Bo|Mrn7@wxTE(s!2K9RK4P+WDhmM0}w zpfzWrQOIPSJC|Gu@FSSgxSY~A-!x3C^He-knmWOtOTS6yI^}NeiQf@B;jPmSiU2Y+ zzske=3gt2GY>M6V8>#e~buyI0zC<`#D{PP}L5`<{40u(Se_3!B$rsAVqDX~QLWV9{ zci-E2*wKR~lNJwa`2RA$Ovz@K4B#zr${0}q=Bm}8wvJ$p}V@mh3`C{NM6J+ySqz3xv%r}fx-e*apdC=-$- zybCM#%wg+ud^g*7Ck1s?9!yF?4<_qCCOc*L8n&qx7W(q?k6yj1*D40BwpJ-dC~|GZ z@tH-6$LrVni7~zTh=0Zv>J?*-G+<2VhF_VG96v51-gAZLlE8$6*P`tMUMfn_S27HEG-m1Jg(~ zq)VX&@6tsrfpF2J!J$>H$ZI+0A&fL$|25pcmE{ccpl5%6I3+H!g+blTfJ{%Y05Av$ zE0^58A(98o4X=A|QYf%EouXB}(<**H&c%CzcR62`iIi!WXJJXuKACb(BgCO`Ds&JynNpb_ z(rJ!)GocNbo?MIUdP;cV@BT4+SfT=NYT+HbuUAz^Xu3Oi^KEPf4iCU66DSe3NIoti zn%nt>^y`sDgWz&8c!Wr}>yx~m~9N&D&>;YR}%Va4l{a~BZK&F8IWnOVvJu7WQG znHZ^Hk{ne|HiJzIN+CeiWnJ-~iBEcRJQ)dHa~b7}r^ z4SkAe-~I&pRokhCl21n+W^eK<@PSr1GD3?Cglwzc-o)N~P~RXB)#EH|!GOwS zp#s_MS&8 zud}@F|NH*Ko@=`{2Io;FK66eA`pNg zs-GPB`jy3MBl8jr2&xd7Hqwk) zeapM#Dz;Chi(s5LJ97}68e6Iw=L!`YFD!%^2N1i1LA+EP&qf%>QZQ;0cwz?i5KSb@ z=TRW*WFN=W|Md!)Mi7n}w)9*(XXT;7BnwnxTPc^bPsi>)RT#PV^iTbi z=F2~m5m}!xjL46?OrDZxQ~XXAN^~|`m`@9p0}Vn#SoS(R$_jl6v6URFdLcz@yPJ6* z++U)FwEibDuX$2(?EV{nu`S?cTcTBFcsS#~cL9VV9dcuNTUptC#{*BJyiEHj%v=Ti zbAS1T^yn`+i>a}N^(}76T;h#6zXv6Td*+fmRuyj%T&PS=jKy~ZF(9M5<33=X@B+gT zl!oU=*>VUqgd(5>-3-^ql}_2W=4Y`P#USzq@&K6ee(hfbm@AlJIXOAc{&hwraW|2o zc1N9Pk`9t|dUydz0JIsJNS+iG81ue^59)nel1Pgk_BAL(#fY_jq8~$Yp>?Q?lxF_e z8Yc(tkQHgSBPDvuK1zp!QBlb)eb%YbJu{d=rvgA!_rRBgEbUQ@RcVr;MF62nJ^gK# zpd$^ogm!UtwdIG9>NTgA)x`La6b?)Ky1Me_X0E^K5i+@2AOf@)rE(wpWeY3y`^j1*<_ zo&-8FAj?$%e~Y(c-!On7M4Jqo=>{tuef>h2gn-YVStIAe!U*rWf1GDa;6O0MzJY+% z;5^L6H3)`pIBH+{b1y{&3Th|R!z>X-(!SfgS1NIFx`J3&6^IZ-4~R4jzqKW;sBKH6 zuCLtAcLq#G$2QF%!0ZTGX)gKDBp-DC5h>Dk^D{3By(+iPx2lIk_%<3Tri{qQpkr$? zX_bD&&afsH@j3Nv-lba(A&(^=h;r3*m%|h*4&POzF^}h?EI0TS?#F8RA~8EZR_A#j zaXv~5pPr9a=R;CT$(y>4e@P>}yYigquWhdvZcj7Y(5COP-!T0!W$ya4dumoMc=?h8 z``X($^7&f=%H?7ryt#)LB|h_hdO5T#jAZvGVjle9UPmQCsI!a8ZH}71Xr`)FfEsp9 z;P4{4eR#-!+*&@{EK)XGu*j!JNi0^|^>th!wf*%y|P#jaTif`jw|}Qv>-QBF`P>DuuDrPfm9=;KU}=x z+Ccys19>+&Dd~xT{7t4UBL=|)O7xtdn%P z3Fx9pdEkoW!~tm&fgloT=I`$@9|md1?hyik-N;&q z49YVRgRwyGDnWpKy*z6iTLL&<`nR)7O0<@F$eBmb4#G4>US8!X5U@%l6RY#;)iq4j z`g$ZtVEvIJ{M`7;9xbf^>q>|xO;M2x%O$ahfq?)}B%|-E=4m=&H4yJ~ZF9GIC{Z9! z1=Xx>DM(@fd#b0W_mP)NGLTh0^I*NcDT({>#OSCj5pnf+k0VHBgH4wYHsgr!1tX_h zUU!$(%aPF5I*Og}?yZ@KyUYbqu#&?MNc_=x6a`t~Gm=3M!8wTW=gF{R9axOQISmsWUb$v z(25(S5nVl*bVa@9A>j|UMNA%zAv?2cYRvhS8+15sc2`zXCd9=7r4%1#3oHbq(AgA^ z+Q2|P{4+!5MZ`xN(%4(q2zpn=X;tJ&IUhEJ zR(xSu)c2)yEG~Z2#m`9@Mk{zYO-fborrf^w1DV@*WPqC$o+{5*b`v!#;0YA-K53B3 zN#-@}INkp#4%WDh*BW^Rd3mtlTA7}n{<$wPzzDc91|q!%hdExxx8T;9YId(CqD(Fx zfdAth+|=+qww@iWfqLpq61|YqLS;AI1J8r^(5C^E1`BSfe&9_Uqb;RzF-#`cwW+MM z^mRwzDp<;lJU0*dReg?DmOv4&7*e_z7yGSgIx{^TOu7bT&nQ#pp=syB%nH(7y^fNG zZ%7L zD>5TBL^m?|4~~xHGM89YO9&9rEaNkOkwH?z8Lj{^1i=g3>kf{%;98#kk}?7#7Pv~f zVj)=bqc4A1^mO>VV5p2g1K=Nt_dtaN*qXO61RjD#gRU-0@(J+wfV4CPkri=qU}d~Y zUrr@p{|6SoVi3}W-GPw6B%^2qv?`zHH(L&WXZ;?CD9AVuBmB47{W|WKKy}p@SiRsA zf48|8cT4?8>*=I2Posu|B?MIK>kkbNlZSUzRSoP|q6WA1^;z-#qUb9iTm_uq(7bON z;S;kWanYs)TEtns^f&P(f7pHhwpHU;3%A>=eM;2Pfng=r8WObWcPOSAO&w)#O7d9_k2vRIefRB8bt`>MDQg=1}{*Fb+9(tg5cTDTI{nsU9miu zRv{;W;LNsL-YRve`5Qun#3;$9rfCrf3$)Z0(DS`9Vl2h-DZyEqFv(CmA( zT$LBl(%@2%iay3O4Dovy@bjboZB@GUvCmygVYo;p=ICg3m5@Aq>9{vnS{1%o=*xtiWQ)%Dyqmi`}dWYG^)1fMI- zt}BoaCo2^{C^6Y*M!#bn`xB)*AD8=;q&Gg8O~~Q-$JyxApNkW9Umh{zL*!HC*(h(Z zUsi`Dx6vxEn6y{)0mnVpUFS#=KAb}i%6DND4zr}c!v`I>q~(S6?lQ_HsGHo@mhW^C zT{v$S9M7+(>Uee$qg@ztWYHi*0VX;Z-NpEYo&vQ+-R#8XpttdXqYnNmZM|3_#P@KN>04R z#Yw!|!0U`Mv;05X1SrCv=1i^|1MCU*&Yqyv0AZ3j`0{>k4uyogL4`2^#IoE`!R;hM%mQeiE$oNgeWbs~Ya?D1+$XX5 z2n35_AuIU<&jy0-&8;mygajA4t(6sQ3ol$a3<|oizJ4`9DPh%^i<|pC^_6?~)7R@9Hdu(S10(A0_yUc|)-&by9y!j}SE?AaSI03yOqNJucZNC9G- zzJbBi@UXDsQx^yYLUn=~IW^U+pr8w0H59%-IEu09X_JLx%H3~z1A+T#*DF6Yfr4$n!QRlPeuX-sD$>d`M-M z;h_gMI54qn3Py#In?LqB%*O^f<2Q?3swh3>r$m z`^Ru%ZE`|OVV+!mCXXx9j{noSVMBDKb>IA7#8sXi1R^ATig}v?=57&kMvot7@v{_F z@58-m;#uhq>)|0Qmei!R;!L*WUGd2;HS#cdzqb54WFv)DtPdCAzfJKrxUuSgjVyGt zX97fvS+WC+;8k8NF2WkJp`ur01FoMk4>)uX5`r||e=57h&QD&F%2s?>Es>{l2j&X+ zc#f+F#V~z+25sIgqc*1?S8W8xB89OVj(_%2=Ig&;F~CD$ZJ}U#h5!U?i+Kc|gf9Df zJOoVM=s+Ia8GJ2Gr4Z!*ZiicoQWgL{{_$hk8N4;?Sm>CJn8(gC7KSu2VUX6p*Yxw$ z9$XPA99W(qsVo?6aS-o8{6~r20CEPP%P7%ULp}Tz7ZCqIc?bYDtc9slrK>RDiqGk4 zGDh7qY5UZ~KO*SdS-&e}RPKw$D^Mc^_>KN_#JZ)x#xxDDq9vacaZL4Pm;fq5Qw&o5 z@Gek~f$*;yHu+$G0ggu`^wA*KbD-(2QpxSCsjTd^yRS()Iyx!}u&pP&&Y%qmklfh5 zaNXJpuY|!@G?3c@ z`}gl#TZs|IW#1uOyjmajj3RQGSiLIjpdk6G(){ogCzfT`!|T_PGvXsmk-!DC1FK?y z55V)TtEE-*;-?>cT6PmVvM}ueBt1L=hHc*SgGf9!i;w6`Y$%x;P@ zk~-fX>BL8z8Ok%oNH9=hnfp?CLoClmhSzpSN9TcobpOSSuD*U^R+fNAwYU`o+wis; zkjj$$6sE}l<=PpgFH7#|JK$}GpGvuEb-nU<|55s?fiRe z%P55FC_-`FKM-MF-MGv5h?0p9;l*4bn{vVnIECU)Taf#Nq&k1g=4I9T>*X=x$N zG*X5ME`kK(iZ;vhhJ>;+o!vwy+jB7i>`1NEvb*!K?p&4Eb>ixq^IEhiiA03`S? z#;dyQ?t|N<^c7quAfE+b1(a^s7Xmo(`~T)T;R8Q3H8lm#HDVU*cCc!^4G2qcC7%V0 zpUgqQ2!c@%*B^A!pS=f7J0Li*?-@X{>-D&-InUwsP7(7un(GV>YRCQoZ0CVAr*4&s ztur+aKvWCEggLL;3Qu=KzGv-}G-A@St1odl7VxrnAM~}mz#RpszJZJf^`)h@tKW*T z4grv-w}nT_$jDs_%Z*VWMKJU*Ku@ohuIII^(GM`t!3Qt)CTi*7)zqyXPfmUebbt6( zSC7LW1~j2;VI`v+NL;Zj`tD7Iz#4;o2*hBG%gM>9tg6E8)CkMPnI$81XCc{j6M>v* z><#Bgv+?(DOs@lD7_2OV^T3Eh6#?0HCuhFnc41u#{l3ZoV*t^uY6_oZgDG@45dA<# z{u{DGHAx}04PbiFibXSvPGG3dc`H*28>h^fnHk6w)h{~@|EZq{`foCC4YKB118$f1U0* zLpN{<0r5|KRNg>2fh-Ht9X)Kbr_w_SlwsJ8jM^wp-H7%WGrupAs#fDu+k2a;;|aIiYGe+wkz^* zS&;bf%f+%pVpvG@`By;;d;hVnvUD|-Y(4=aS%Q;gR8_%+!XB%{3lTD04_@`q0v$6%wCUA=;r^%Ij$A>2 zkMDYDk{-jS=_e7L%LXl!Bx_u|O>IrB5U5A81v;$mb^B~;jNho}%@73@f5+!@9;MGw z`{HN#+;O*zqnVgie9^6FlJDQ7rIlk-Gj`*ZnD0H1Eep`5G}UU&_%dF@_nZ92bG}MV zrJMPjy~!)KRzmT^4h!y-RjWd>&rB)VLmAI4QynhFr}KF*=zrz?xe)w#lqRdinLImZ zSKg;7^^M!~2ebRU?@7cf^H|n#d9)8_iH^_Jjk>bFZ@sGeB!-uA^h=uq zwM>xzh==momlO*!v~$d}On16BPpKQ@w^S0flMZjSsPaYsPL@mbAj(I{3F4%D$tNU5 z{Z*niJgL5~$JlZ~%zE6%6Qx*!OxeLDm?->BbK|Lx!r11q1OX->BIsyyn@`7uanU}8 z1^uyTN}cb%%BpKm%$0jx(hS?T*mlnnIM5CrA*}{6FOgY;w_+5WKP*_(A$(l`;bhdL zTRIA61Rx#Ef*}U>_t1)5_iTdx?*y#BVCRkMGp_ba>_EVCHMO5{e?2zMY^9@ zq2Bzvvaz$WvZ7!8tRINXCWeM5JJabaA1^Jc*K`s2rwJ09@x_#+~f*~3^v-cQ@Ft*pTQB^m>mQCop-^AKfe1X& z{bL-ci4`GLM&fl-=hAk6@=(PkI5vi+ri9(M@M{fdLuEW(A1f(`kIP!rg}KQ}-c4k&!I-;RuzYB|)BY z@f(Ce5YgK`57`<3kbye3XoQ?}!E3vJufd_rSB15#obHjyPpHMU?$NV_!Q=?CS|o{T z4IXMlM==B#KtE3yR-;uclcPZy5iouqLP55U@j%D*)#e@?dz~sB*D^FhC_mHpS8@6G z1daiRT`)4OpLOmz3yJlM4V}`2(8^w1DUS~_OAux%$OEZurK7NxZa=0El@X<*@c5U# zUf)*vXZrG{2zQKgmXDa%e7}mLBg80m@`Bn51r9~wMB@Rag2Od2-(*G~OZJGu&BUw= z92__Z;_!Pm?uEY1U#2tW<u~`C9c#e0Yx^m$Nvb-6^oRcO(+jk$Y!HkyVN~@{C*HzxGN3)Xa|ot+ zcP|*Q-T|_9CfyPUUYEY4=s$c|X`%eWBnx9xOCx3|9Sa`=E;!b>6qU~w7~Pg*d%Mw+ zid$;V1F08QS0!vqcV75tpZ*pYe2~$?uL?AR;&@^a6ZmQtXh9jF&-JWg%#x2vln(lW zO3K5z;2WSsfYSqP{VO#cyx@7BoO}SiF0WmpML@d-FXe)uahdMo!jHI50H|VvqqhoU|8lOm$(f{qh4Qt=2%1|^o{uGo8DIbeiU zHd+#dw1{Q7uw=&%5wTCDY8qzKp`qrZ%JfDry0rsStnC2x4{wf^l(Q2N1=6l_~cjPJOV5`K1C`g@}+c(a}l8#p>l^l2><{v zkyzh!gXAdL7=G2X{=!x<3VfW*i%N0DOXw^$cb|T=FJklWcPCl0=Bo+jG#m&qd; z89p4zZ1JF*z6g8*<9zQ>YM#$~&P`$uwJmAH)4uM%Cr4i*rJdkiB;rfK?Omypvr0}S zh0b9p={#sKGrs)Bz^?)N*-d;p2yPqhi-=6qy|6ZN+!u z)y7`G?%+*9)j1=jAAg=OaA)N-`@C>+r(wk9*Ji31QMi{#a#u)0?2qKOA8XzE%Y3(+ z`OD`wGFa6oz9J@6HtVd9)QVG{3V8+PzaQss?21*_INEa4EToI8=w}RA2yRtX|DA>I zeGscIqorai)ukdTCA}`eKJ-p%tMVJ$V0+I{PGa1PSZgWO`6jf??`MSXFDUL_oZkti zlU_A?@_vmGr*7rxql;(s9`y=@?`g|Tk75e(e?;<(>K(PJg;$^Nc!Lkka=K7~V|RDg z!lEd<_?2tuYiq?=7DWKxwd~L7^MXc5Fhi{#K>iKJ+z8(#_x5XR4uXMMcdiCYM>9~~ z#In@FVIQ!42ys=YPPHO!hio`Jg@u2GyJ}ZXu7jEEY`^VXG_^H$tK@OncR*<;EFEH< zW>AU)H_mvfQAA{)hiX6Rwz%-0&8WgHp{qA82Vgh?@t;~wyIELRD5?FZ{;q6nOoz4T zfWXp_C#uPIzI6h~ubE|ZvfeZRzhTf|lUa5)kR)If7gy&=T3Rq48xvqcc2pT^YMPpv zjhvlcq~K2dIWYnJMR0FQ2EKHv>YRIzS$(bWHj(ygPHM(!KJ?hZ0I?`NK?q4BkG4^Ly#w2E>Ejig(KmEA?zYO{>{z- z!1j;b4Fve)>4cs2cpeR;+=VdHO*cw(|3KX>S_+I4uol4nCP~DRK+>8;)~R&{)v$7d^iM!qLF!LttTqXH4$dL3lTAx*?lPErk&#(|F0izm?)AUf7%P4Q zU0uRX4S9JW^}-6Mbt$u3{M^$(wf`(iT#Puve|5ESP~>i0?puwJXr+QV2Nqb@v)})2 zUk_TSq{Kv|u~cdyH1Ekvl0afy#53mdV9gJjfZ^YG-qOBd$EC8IXsH#s#IC_oj3 z0_iL9XU7!q-mP|Ud1=7YX$2|-0)k%>XhUw9QQd<_ zr-0nM3M-xwXD=@^E^;i_2D@jZ!(>#bYIp5CNgGC26ytw_uU#a7yD$^59|*B99h z(YiB~`#)HR$a42y1rK0Gm(71U5y5|hznOQ_=_+H40(Pj?P4^ll84a$_p2aPAl3&a; zA3}*_2qrWvTD1*SqcI8#Q1yNQ7p44*JuDv#yZYed1PT30v33z)G^qfzHGS4``L@Wv zk9a^X1NVtZy}eQ4Z!CZ@3!w75Yhxf4Ef5(5K2wiKT*>xFlT%Y13ke{!pK90~`D6D0 z!zVHb*N$+87mx&HS>qrnz#;jchnLyscmaX>OPRXCd7J_QO<>L{)_FV15z7KB4DhnS zBK;v7DboKd{}n{O4o6c{20pPr1H?jIYH4YK$qLq$%#-xEK+Do1#f{DZLME-DNNzN2 zXSn0O#R8^81mHojE={h)U%#Xfz9Zw{!!Q(Oi0qyR&g!+G4y6JS0OC?d%r=M!2;4wO zXzK7%np5hQ>0%b$_^H=d9DgsE-$lLrC1d37Ze5c65i39_*1okdUj5UY4?dyMF#+fh z;0gwCJO}~p?fo%Qk5gD)2DbODJ>Lo;Z@39;!mxvX8WH$dSS;m zL5OWptB1j7TexabI^TgxE9SG=@oKBR&zr*!UE-YbF5WT5J3qog(p?75f|U%3PfR32 zejn2nrEZwywP)>`8p7H_IO8vjkMV0W87XP&8r;xLT@?6UY)4|Am+;O$%BJ@%(tgg5LoIU2Lb ze57s-mi7sRCnL+22QlA zz*7uhxJ0nSV|R1P8v-v97=6}(lxt^K@|I29VK!Q~)J0GjYCwR05#txKk)y$t;GP-Y z_153t5R~~PC0o#!&~#@AYIbjbe0oQjMGI^3F(|9c$teai*xAW8zWjP`oJ*x%O*VrG z(#cs+_#U-OY#3zX*Z^=ISdTpPcMH>Vttio|g*1ta3b7~xX`1fhQ4X4J#n{#Lb!j5t zKoF{%sIZzD8MREV_vXJ&ON@=p9T*q@M!c@Bu1bcm``UL}7!m_KCwXMtw$gmuPB#g2 z&-G6-$YHpRo1e^exWlOOR!E3e@q#;D=T}&x4p}k9yj3fjt~A?+_(zhLd5a6?FrzGM zXi)eUO^rft&X?9bKi4jXIBDIhXo``TB)e%v}Sr~hVZNR-V&*Y>_X{k&;k4fz`8!xn_hoHKk0rO`(Ez=f~BerDzXQYn!WS(p<(F${9Rj z)|qj)`Mj+<^K($Y{gvs4kZa?EzoI(uW&IhYm7p)l4U0Z1R?w1Fh?P-TXBS$cRA_ty zqTT#&>Pm$PawL+JS|v<<8nXU6cL)Iq&pxVGa)GUD_9K4eH{Mf)pz`bM>5-HjD=-cB zdF#2+I`Ii7eLBX_6Far=bkxexDn0@BXRMAJa7Ql-wIUD@bP9FSrV)s-!rSV`?EnI& zqcsVD_iuUz?QxvE?pq5DXIsF?6+hwCUu4u?#4;4xjz%j2$AGpz^>R=&>6-%->)tA} zf{@%`V`GD#@l&T4H?=T|P87f`X!Yh+81>gI*3SUs6n-JUm@Zhya+^C#qIuxeP;JjO zYV0w}91`*mEN!rVN5u!@y?3&+S(dWtugRYQ=(gpeRLDS7}#hvgi9)`82ekW zwWymt=1Esqkf^8{!Yy)MgbwOYkCx1(Lj@KmFpjnu!%R6yb`5Nzqk)HEwUW@%jC5sT{bFrHJr5-@o6>GNr7a?00NdD^fMAyeg?7E9-8OWxM~k zWpU9W&v0vF_Xx1-M@LgR8gFZAz=;m9n^7x%INg9j2mVO__wzJlv)sD%8aTBF#1lT$Uew(ZvJ+O*Eabz(WbT=%>~`4Crn zSk1GQ@xwS^$Kl+n^P!)Zp#B*|KD(M$RjGC1iCYybsYhv?i*{e+-bn;~9S^;vi80m} z$lg3~xMS9?d6}JPaa7kjf$$@dk$m9H+T2M^bJGK#_2cr%zr55DMnJXr9xiq&bat&fI-*LUv*SCKBxT$lF zL9ry8A!}Z+bhLw4MOoPvhAf_U#4t{(s{KYr(@1{^t4!%H#6|*T=jXFgN5J%Sh~KPQ zKOdsC9E~fYSQH_nV8tw8`7_3$CvXc|bG$s8s!S%otI_6QcKASpP`0 zi2IqT(fPxOedlZJkMhvBlo@UkA`m1DX*sgbwFU!RL@<-$r=J|#yS}_v7X9OD3&LoO zla*ll{!lPz%5YAv-_+Ce;pCS`KP(p6&seaYIa^%%;xY#9s2L@zXSseN4xVEzRuLW( zhAW1(xiKwKON-X6r6gYQ@4jy=DKJ}knkzJ9R(d=mS~tM!Rg;wbOuM+C=%h$uM((n5Im6cAae=m z9TSre?x5JYx%&nN_6|<~|Az%UVY`=H;Bi*!RcVkycs0nmR`{9AO@mDvfcaf9Sc@g^ zY*l^JP)b|`ABZ$#2h>yFAyV_5u*U1-h(yC>aH+$EEsL@ zU);97zM^ZL(LW7Xp1cOOGBp261q<$(3?2BAA9>&Da9pS~$WU9`bc5J6_{P;3sGbl3 z5vmD*di9l+E8txfjI`yaZZWpxUzKmmH{wW8OXi({7F5uIjT1v7PP;@66aAs8%^rP5 z5kpw4vKeS;J>@UFbQK1`pdY?@Qx+nC5Wbj2*TyLz{wWpwdiRF#yA5NI|Fz&l%I-re zJ#m@yB$rre4o=O;CkRB<_y=$Kb%YgNWCG{g>-e9lRzDML9IToOKex8NZfv!tCdG9b z5&h<27j5k+L7CRL^K<9mYltTzjwc$j3H{G*hCq~0t`)*}wg=!j2!!T4-Gy(8M)p~* z51NcJE8AmSE)B2Kls}7gXy?_HWB1~H8ijY0s^D6yayAQlK>i&T44?V^yPrCG3bINw`tGugP_oxy}>{6DGH|28;Vp3UP4PjyHI{@PXrw}7zRzB|S!WTsy z4r~VE;ceesWLWN;gN_?a*?=H0GEbUMK!gv2Lt0vJKAY%3hB^!xoEoKgF3vd|z>@~8 zGle-(po%JMTybM#0t2#G2c65-edntD(x=c--ZvnHB=*Di5eUeM@7zqnh3_`8l*4;r@-}lAWXxT z0&h1yE->owD=Y+QLgmc<(?*+HPRfbjeOBH3@) zfS>E{MD2d__A?kpz8y`CjJ%qJF@ltKpY!&T5+ztYt7pD{@e>DIpanAM@pR+)ee}Z% zhTjdzT@Iq)8LzbkF@qq_1L*CbO)4hkNB~xU3GD;dRcB$z`#7Lwqk<%%LJ1cRD zv05Btj-%6p1OYhRn;>6p!nM%W?+-*8FC}^k0zqNc!m%jZmXJ;(C+W z($dHSASip_U0vNC%;ydC_37#lMM0?a%YNL7zi&JJKQj?e_Z0%s$ob9N<4}1LNK+?? zD#og+mcde&F@)Ej0jfkS$CUTn4t-5J8uTEY8*SGR4BsD&*0ZvlFGwDA&Kx}G(z-kN zFGiII=$}f=0;n6umn)y}RvP}=PupA96ck2W>lha*w;o|PI&W9<6q~zXlTb)4W5+jl zVRQ&5iYh5BjrqVPXzJ-^gF#|JSA)TS!#foRksnj5$M1UOE7SG;*jYjZr0AC~d3~F0 z$=0jqHM#7wA9V>os>~p=WlVN$|M zLhJ@()u^u-5=FLV9_-NpKd+aC2{jtr`3!;YpBisGx{PQ5JsNDMf*{6Z(5Cit1k9E| zR|DVZ@Ivft4@*u1oHoK2lyAMys%Zrso}8ayi`#STgkTaNlaM>xgTX*NPCfMa2n0{k zn%_mb1E8!q&|sxHSOHq~y>I7Yn{496&j0Fh!g4z%fqeZrtj)!Jud1Gt$C{cg_f9C3XUvM{NPW#|*q>jwOG1Cg6`s?vF=YX+y^$Aq(D!}Py>Me-B*AAz<1gaz{s$7iKG_?HDt5xSY`re(p}WNlRK!Ns<*qp)54fXah9^6Uf%rN4Z za$IrVi!oP$6et@+(H$Yk(FA1S`gnC)Zmte%XH!!XdsyE!BOHf5WNm8 z&V1Mn*z%`B$;M;kL97@HZ*1vkiB1WKNQk@>{5hY8We6~7Po+v@NM+okM-|0 z1NSo2ZX_+%D@$hCOj{@!Pj<6@d^TFR!|)3eIDM z>d4P7X?<8%Vc#+kZ$n!AZ2G+vlwhRgYCJ;+?9cDLjmX8afZ?b>ATU+lKE6wbP%nO} z;K}n_a>trg`+G*kan`;|a@`nT_$7^M{Tf2aTbPFO`KFw~g3lacRMG{Pm5Q0X2rw*H*|Eteup~3Aa5C{ReU=085>%OvOa(8(Aq8~2w49|$dd70r0LxDk~KnhRc2 zJce%@skZgU--=(VWt6C?PcM1Lo@E>y9}oz?N?0>*w;oNGR7>;fw&TuUGq2`P=CJSA zd1Y`KPd+T%SK`#qg_B0cwr*PT&vhokBCfyig%W#~A1Rn^icr9YeNHzUqQmxcLA49p)IYvzpgvWkU! zIsV>t-AG%{j3M&Uju5(OnC7~BnSGJ{k!9UTy07U4^^k3OK?HNz!UVDY!;(H=Z~LZ7 zRFv{@SC*db&;Fa6dy)|Pu0G$p{d!>$QaNoP(EI-O&a;FOR@FR&FIqw%fm(OTdLMPr z6|yds_Vi)7oGL>~Rf?*Q@a_|G({-v7()3o&cmoc?XO<0xw~U`$N?F%={k4WLbeO$= zrKbEk-(>!d#YlIo?31)q8HMavCEtV8CaqGzfE5vi=ErogS(I5TngD#uVOFvCF zTh4MxI*nBZBa+h|Qb1F#hJ~Hy;`?nM?*;#D)~>$K zPwy@6)&-`)LV6|S>pB2AqD=jUL%+Q&7(D6xu-zG7NR-Os^?M`r@4(*e>6P0Rq?cE; z83$yUf3r98(3=-`;%rvdSC#N}!ydQW5$oWFS&rr>_^#(0<_JD;B_hH8$P%mDKa6@4 zXkT)t!r^VKkK3~OkM+x37k3w4_VYB6{M2|$hLI+HHB9w)Uz;&idrrYG@ohcFpo~^( z$S@%hip&V_(afGCb6Q!I_<;S|CM_i)BT-FHA;*x{msd=q_)hx8rY_~rHlECWvRe3L zl|NIcxA;|o`f;ebpryDjC&z^WLYi&>#CpL4*aSs~VC3~1!3@i=WoXu$17xvDm3in7 z=D}@&DFh1z{7pFPMz}~@bFhI-;f-LMF0|dPTRa}GH0D~)QfAU0s52_PSh{+8` zqdmpoVUqj9h9hu@rzrJn1Yi78x8tuiCSH`XS}n<4sOnMDL@ZzV1LomOl+|o8UUP~7 zffl}`UgD)-=G|QvAXt9sclpZCoD}z;+--HWFEX+mwx0ImTQEU#|>e-isIXk@I(xUBJz9^%^!$<;Cu5!sEJT;A|6I42HEJ6lh&~ z+z5$^FHqj09{m66g1wD zebk*JEf2)Bd`#J$oZH{6_?I&3?cCfJ0BeJDM`((hE0qOs-cj(b3dsr?K7h;$sdGS>nskW?n!DLJ- z&d20A2kc#3gancWIkKY$GzFdPAtbEkK)BBxkNLhj-_#-%zb*D7=OmYwQycjP06J3V z)WoBtr;m&}G3E%w$eeVjM44T|)e22qL~^2oT?I7pGfmx(w9_>5kfa-4@04F!^5_=h z6FvEmo70BcVkAcp={eHrYUhoXxEuR2u+bH`7T{oJz7a=JHKbV*q!(P{8>c18m z&h<1iSvE?Ku0{g1$jIgqyMwuW)_IFPeg7saiS}%Wz(*R|D=p)5(|Wm+ygsFYJ8axC z2Jp~Ps#TIXU$8I&v+w|D zPmo6{Nkl*ZKwG0$&!?tfT7+ljydbr~&gT0<#~P$zKr?WSAOM@H18``F_-FwBedsj@ zAP(^7<>kSn*Ls(E#pb5i<@_5A`F2MKXx7b80!h|H-L9vaG+D^@AM1NDF`9RDVYqY2 zAB1Bu3N>wQCaiJ6opYch|NeasUQB=g6SzBIFcbmQX>!Fr5cak|nH6k(`_=(Qs8@r{ zJf{K}l9PS7s3QQ3Ikv`tq^95hCvrQkmp!abkDm(zA@r|BVA#n7%W$#3&-8T*v>?id z8M*5GfdL7rSJV*`Pw$vg%4vc*_%=RHT7L=nJbbzSD|+Vz%X98zq4b~TW>xdD2%n>(kPt?Bx(ZN#9_S%OFAtNLI?`mNpJ1;HOn z#hWfkam$$3MdUWoFhf9_0;wWs( z^*n2ft}79!UE7I~7`c(2V9ou6NZf4Eoj7jrKMPD=9}Px+PLLfr&)TX9jP%Lld_O$EZjnJKI4wFylFZN0;GN0h*FQH<=``W+QzwP=2H`zIJHBnb zqvXOUp~=CvkprV-rxs}{10so7>yO{Uy^eB^Rc073J;G;e3>p~_N_72<5D{(EEAf*^ zt(H_uqZ%$z{dw~=yXpanihy(v9}63%GN8sRt%=J2ht;ph|x*Rpg{ww=*`l zjGOhoFx*CVU{Td`06760k2zmNM8rcKoqrVNet-(r>|i(QMU?h*qs zmd88PS%Y*DC}Zy>7~(+{vGAk*#ZOHW6QGZct!Z-rZ~zSbu&Vn$y7*S74_?Ktr{p8* z5HnZ+V~Rb9*Et+ku7LeaOg;^E%Wri*t=ag62;E?REojX-5}@{h_k3&nB@O~CE+T_a z+}>0s*CHLAoP5DYmBghF*xQZ$V^d0y)YR9Tl=<3kSjCa;xT3Q;+ zqi?mbT=Mo|APLkx;j%zaunJs^_e~dDt?~VEQlq=pLPD= zhI)@m2q zgQlM?Yl}(y-Saw54vF)Ens+&qFuNY2k?MliLhgKb5F|n3cRl1ob-w57u0mm|P@R=r zoJbM;c3u$-#U~T>7sA4>A|>5e-Q%FGDa z$;#e)@9e#@l`T7jvNN-@L-yV)BrAmM5R$#0%Xxa8KhASrr}OH;{ri2t*Y)|l-z{q{ zNdvV06oy1EYrA+N!BqhpLu%>hY-4uBvpcr(9@s;gC=H+WlgyY53A|?80#U z=_M^=y`QJ=Y2gs}tS0H<_us`z`75E7*!#e5K9G$(nJj1Ejo@HY0)9^8C#k%+jP$?h zlGbRGT1BO7^l3cHwk|=k`~R>PC;MM9P&&pRWxx4u(PCYBwcLlRFS(Nw{8?HJzd_Pk zjuz1ZLaL{SFCn}PZPqK<1ZdgcQTIXuMv3l=*caTh*nbd9x*%*m68H7JgqdCZ4J0mOM=v;TBjJa(^P51^bIsSj+Ake;6%3k13dcUF$&g4A!!i)6 zDzA7`uU{9v7j8D385BBOb$biB$hu6BaX+PKQGn@pRtoA zmjfLhJQ@H)m?YN~*xC9)D7qX{{tXQ`33Wgw^wRUymREDrY+RX-5hYL*et?j*aM30#xfJq`5zQZS=Y!tMK#PyQqjz+|S1BdO?11??Q{r z5Qt2ToSNBt(+gpC&J|hs2n5?aD)jR?8{%~rPjKcZU1kVF5(UGFarnA0hYSYd4VTr` z=YpDA1#373E&cq7NMu_(Wx;HLZdxycAE8jHU@45hfwuzi)eQdtT=FB@>Sp z^#&zF>UzAosnTkMHb~_Ck7byI`~3351Pco!TCNhaBgw>+5w*Db?A38cZXYHH6207q z{t8f0zDHhxWntZp9Td~=?DVI-oeBUn8A{NLN485yNbGw+9Y{9eB?JCaxtVMv36BN@ zWniksqNC<}c69S9=DgN6&pPCc?kAb0oT>neA`DE-nH(S2BHP)J zi!PC#jRIKybPOfKmTXoNGkkugXh7g zl2jId3b?}EKoc$;%N((?_!PRR1wibcp5O1Ox*>Zq;;cS4u7Qh#bGW~sMMsO}-@Q1p z_60s;AdLMWM;6s>L^Qs^1PMYnH;zZ$Q*+P+6%*rOid^JO2AL>8^73FF1CjSEW%BH)76_oSQ$OIGgkL=;suWIFKM&K)CHDCS}tU-SM1hM z5faiWX;`CxuF+v)eFL5XtD32ONM@LNO6buElj-?7JC)>#}g!^5y)Ajb(&#@{(@&%_j=#_MFYHMcOm z8M-D{;u}Is*f8{}Y*||;g$FY{AiHkYhO*LYpAzbK|>yKFk|@g^EwdkF`=ueUypG`SA#Yk9d?w=P2Byre*I(j zK0zb#BTTb#B7JaM^FvSk&hI+3{dL{jiCYm4&c*HvRL%qTEiIl(JFBmM%O)=;47vsG zsQ&TGP!f?%p8sJ%LKd<+OJ+xl>yZEgOo8? zUz1aq1Z7j^ZSfRlgx1J@Kb13f7zs(rxlI|aD(0csmdzy6cV;oew$YPUd7YhP&+1=q z<9-=v?mJAfhPnCpj0}p^7+}^I)RD{Ly(YU50Dv1_WjC;!{dDSQT3Cd*`Nf6LPFb&M zQUd;AbNIo*K`fp>1u%#o5+uKwv74)NwUHT!ax#bFaHsLYi6gymOowDJkqP`S3%1LQ zKrsmvI)JQbV>*p@mj0!XOdo7MBgK)V!^cC{M;!^Z*mK<9-QB(a;Q2kqPx4mXhTk+b zHKFXh(D#_Dd8ccdLw<6TGmQ}NBXs!V)|K!HXYA)C;Q_iWgw#D6nNe8q-%)zE>cUGL z%u|p^ZFICVKi@w{QYIT&C~hfMaVnG^pIwV<5Hm9SM+4jF|uCT^wB##EVL}T+R>P z=0{S{>1xr9XFm`{>l77>-o4&FlIP#+JuFW-j3h)L=2_8S3+>8Hcg!S7>0e}shJauk zU6=^OMpQm{5LAn%roN7T6Mlu-;#-EAWKkNVjG1W`pDfxYuEcVuuq8|k`dpR`|GllA zyNolo=!toHHoC5hz?;RA_*YAtpciDI1yewT{7tpz>>HmhEJ8PbTUyGeNjw(4eC+bL zS9!{#&^Sjl>miC&v`1ZJVR0p(`xzZKtUe}Ceq zu68XVcwUG?NnM>yV2k*Hb7WLKad6qyWey?&aWeTz@38#8bKFG+!`)}?%MLe_eha=h za6JHy5nM|T1BAt+hOLrejwc)(9jvxSMi*WYx{f5Jg@we##8=4Y0dq5eY{7ffijxqg zf9*Y>nTFcM(GjTK!BefNt2{S5D?Gx1Y=?I;q$4IKQu!veR8^N>dg2||<1y;h)qvV) zu1T~|gQ(Dk_xL|m;gHsoSf8M-I{>H(9~qdOvRNf?^N56pPvKwGfMR| zP&RdZwxz~{N5imX>?$CfrBxK7!2=rOx#>Svr+RxVNt~NHFR#wsv z|M{#?8`r2_<^{cSPXoBGPI0i=WEtC|uuK%XXJgaF#kFWPEVSR-4bZ zIbm^2_a?jXGBKp!v6ySWgijgYP_mo^vfZZn>=MK0=sGu%DeuFbbAide{OOx}`6yQi zNshcU( zwD1`iH1=Jb$!LKLwST!3%6ZG{-M&wAjPv)q{K6;{dM*{7kGq_E@r@P~Ldfvwmq7?O z?sWtf!Mz~oT?C8mOx-4o?^`Bc|7qVWPa_M=4Z3mb)6)&Sl5spd3!&(*oXhqlr|DHb z#_^=9CF!YjsjtS%iCrq`Z|Bm#w9pv6+Ds<(G3KRaEO#WT1jojEF;<$7|1n)v_>?ST z{$cY&<-3PH@})e*7hdWD`h6)X(elW|%v3qWzcg}$GdI_sDNOX{ZqsEWDKgSi3+P{4 zg$;*d-ufC=&C6%+;$~m`#KKk>@oV5E%=n6tikEtLnYAxwnr>(;vxmqag#4(Cf@K97 zmU#-scYfFF&E{~%5jDvTxW`RVqY$49{thq%9C0^};7>Ynp0lS@o(^_g7syW~hC@_M z=%a_)3dxx{dTUCBSm;<*Q|oJ@@|r?m~D7{dLtFS)0$UASjf-sW)&ZntJ!&zd;8C z9F=cRdg0>v>8z0|J|smK=7|L3t->lt0AOH>hd*8SgBk{17`zJ~<6{#AM@R&WS%YSf z3)Xlez9A5S-I{*&86NGe{z;47iaMl8A>{R^m*@JgL~He4i19{s;WYpI6B@tpT+sKG zT}i+qcUUGopwWfl)iJlNS*Q+#4ceF+koE${FxC4vlULdpc=KJ!vtYXH!b=)yA^-eN zL>GJRSzqwT8c_cs)?~@?)n;9c$o%0)Th`x_5)$&Xs&-qkl%m4Ivpqd;`kxLuo_+iF zdDs#@DAdw75U&@x1B5Ng5`o;Pt}YHU*)eN{s4+AIoN+NQf~)Lis=SWB!*+*6(5Jky zQMCAFw{clrU6R;SxWAR?RYLu_aLl;UywX-y0z`Uhv4BN^rAOX00OArdKLE!#MW|$A zLn^w%@vRY2Sf;o*L-4!|jk3D>ZriO}kip8|`(fwjHKNohe$pcBcklwwxXoZT|&Wk5J=qYYV zC4UK2)8*|JvWDGEOsIm5;2@CkS95OGyneT^w)u<)(E>Bj<6(q;mOtu^-EB$1zi;$B zx6iEYUQ~)?h@q&{*j7YQ+UxL2_-P_wY5p5bE&a^X#HcFIV-A^3fOwVHbk!58f6bzF!--b6Db$~|6f z?(sgMccx%1+m>bd=I(xEQ|c!kuCUD^Ed{^4>Xh&FbavJ;kPFI4&2m?RWR*&`wdbR*`u}PBEC+VHLV2q8t(`^MW=gdlfX5(BP31{{Z3<{ zIjDlXFvrT{KnBkO!=D1#{*`a+X5O16>*mv$?UqSyNs?}O+eZ3Vav+&JOMT(y; zVBfo&8~%JXxm0(d0-UOh{ZL#AOFA&0o|)0q*T0DJJ`y?l{~EfCN0s6Qcq(D&!TQo8T)2>Ips z@;~SWHZ=+4s7Q}ErVc7Se-2Q!%|lG+rxF?@#NtCE$*}=6cVuMr%*-h~GclhuQx|2x zIW;xG^-<}anHh~UempIRses#zMj5#Xn|+1I+ub|S(F^nQ@4-y3rWOkdy0R6xK+byD z6lxUioL=XU$3-Ib99rwzL!z8WLNc*}jYzuTTvE{H}c)zBc1@>*w^eW%cScM3IIpEJgqP!K11I5HpsO-CV9n#%Gxv5>nE;=#-DT zyUJ}%Oq>-W`SoTWr`<=qw)Azmzn!jM3V&KEi~vd!oKoG|hxpj8VBtb%t1-;58Zj$> zHH(4vW^=FWrAN$R8%ra8?f!ulpN@(#0lIz(btifGJHB>=m>{gmzREQ?nP}LYYBp;e zBnW1eeL^iq$Arp{hP+0lp1k;aySsLte)TR{C$IgbuX4TKC~2I)F7C!4t}1UQCWb^j z3)jW*P{FgU#O;);A8jeGd)$Hs&+ca$SQ6Xsc9qbLJbH_B=6EoGV;}IOp(ppN>fO?6 z&of8PPK=B>#Sc<)jCi#QBL+`vFsLXUBZ=w6~9AJ_}&qBZv0Kt{?@JMb183TU@#4m zjbpEiC3IbYi2~$3b($F&WcMN3LOIX(AFl) z^A<>#qrHo6ckLxWnU{N(&XirTs?Q8eSTr2_AD`1xY4jpB}caQ}X!SSFN5WO9sg zb~(hMFpMF(!wu{*aIDKn!34pMl?Vc^07LchA?x0OU0-?mS=Vz_w z`AKDH5>80t=g)@FrhwwBQE=8TcY!TmaCi3`%R*F+KqfhatAWL*~erx-jDF;jTVOz zw2MpQ{`fQqlX7xscKJ!2AK_!~HlU(ZgMyAZ27u|ivdn`FM!w&9BFD(dxpMZmJ@sY1 zx7W``_ua0pt`#LZ4uP#MR#W&h|BE2x@jaG3n`rir*(RZSb0I1Ceb%?RxiZzrYWM|! z>=-aKK5SW9leeiEjq=f8A28~8ojp>Fz1ZEZQ@tH3Qk1B6sYs?Fg@*Xir1dM`Zz-2Yl$%osr=+-+7G#a@m%QR~&$96|Qvl&3I6>0fts;3^{OM6L36@69I zd4E$FAyY1hkiHbjtHg8mssEZ0KC;K#Guz2XhGoSxWN7v-hs2*f!Q#oo9uK-T+MC*6 z@8-%x7Y+afHK%nn!}JH6&BTXpzKyA^FVrS^Mvko01uLT`&YhBq^=64*K6}@x!qO~O z%}`q+-bmSZUF7&{;pvEK*gzOCu>6K55{ntm&g~4^wSGt$W0Qn_OL^A!3(G}2)b2$S zXPd*ei~HQ4zg}f8lXgYltVof}-?)bMEqPO)#Ls%5FSPZ|HkCg@%pN^S{#o2EiFN#% z{9)2BRn2pSctv}L=RE1-hQ`KslkJMwxS}NQX{+ZqeG%!49O-%|?3z5TxsvCcmh0k+ zusqq#Pr!_INsHc49Df~@ZQWb1P<=y6ap-B|e33cUT7FmHXuJg*MUQpxJGVudC!&cO zOs9{;gOAfJxp!Ml69Y#ZRc%bGjHOwI96nD*TKlA&Yi+6nsc!1@3Ot;C`g3(~R*QO& zAQZ)PRepj=B$vTSO*b{AV-*Nl6Z)4I7EFOItwbjkjo)6m@KARcWByx)DEXljjez4v zx`zca^kE=zM0|z<$RnT2V#(?awcz|W>KjeJa|<=eC#RW%F9?|m1YiE?xItJ%SRMKH zZ5u0iZ$Pu8sTtLqy}eDUL5$6Q@M$n~d#VvEr@x@*cgO!-23;`4+eurn>Ev2Tlum#! z7Sgp?=pZXsh)gw`JUC!(78Hus7A=Dch5u_K?ae!2Eh!!0F=r)OtvnGRi3Hq^12+gU zTzF@YcZ@!~{Zv{Cz$w6y3MoX&mrf+a->YEsTvxk`4rju>{r&JV9bv?Or0&i|eCfW8 z4I8jyKjq+9aQHEj9M^9K%Q6-g&AgG#pS6;CBkCIQkW~}OR|7Bg=66{Zg;CuvpDrMl zWN&L*Qe1pb7G3y_7;Rg5nHHc3hB;EdeVwwsA02xaeSXJn#x4p*^4qDIbZlbbi#2i* z)FGDQKyswO(yz9YcbbQW=F3Sl&4|cI_+~8kCzz)&Bimv0Us(9q)8hmtJ0Df(p>6_o z;saGj-Zvpg;g2;nZ!$kYD#72sVd>fJ-W2Jgs?t(lc;djbpw-ZFcSTn4%ps2g(L4u- zQH>H^xcLgW{AMjTUY?@jYO}X@+?*x7E!k677r#(mxYgLbxTDRu0s)A!{MH4PyV7mL zblwd3g1-}r6YsyU&69jPR?eXQ(MjiP?Dq#rP3L;@7M?STWDpjU5j%9aS@huuJK|oS zD=tBO^Ke^;7DDK9Y(fP?l)986B{|`UH!4_!=F&sLtEe$gsLIZmsi5U%M)Pg)IZ{G8 z>$8JtXBYvEq_qA&YbIfcWlQ&sxiVj&w$0mzLBtv3b{VIEo{a_r8xi7T+xuJLF5501 zQNKlHopX!u)VSG+vRks%+stx2)Me3T4`^&**oVTm=n!+O?o?LsPX#R|fPUf%dycB9G!3eEA~dTy z7agzQNt4Z&DCs_L0Rsw@ztL|v5#WnoL(BpYiiXhQc6A&xjY3t;wb$-xPl(>mI{?2I z>a11Oujufpg+B`zv}_&}jP(WjJ`T$Sx96IR*<0!`$VEk`&_5v(SH4>J_{YY_5B_pX zmIHVUhG?rHyd5fa_(iuLf-tWAy%aT!(Oh}G4GhTrfu>TIn`>=qI=Xy6O6*~3DnC2% z9V|rQ7zq~oRolG}yr_+{IkJT0{2o7TIn7AYbc#XyjS+AG;88w@UrM5)BXOE`V3J7X zV*!!;g9N>op>+R(C@g!UJEyCC=_E?BhUvtIjkV&brNcWjmEIXE2>@>%9t`kWg*FJ5 zKLniK4zVMdWDcI(zZN1g56^+T`X->@wkkm_cVsOo{8R}j5X#D}zkh4l*qp+O3SLj{ z?iMe+7k~dIl2?V4UYS-yadG3PPfA(RdKw>In<+lgfWf)X-tQfMf4;Cx_%H%tGr)~+ zu>21s$6)(_i9hExAN?8xNnI@m1=$0t;q% zmLhz+cZ!$p;*1tdnFiytf4#3ui}X{m zMioYtvyL9RdL;ncg&}Tm%%;`lZFdy-&k(P*GNsYsCj*6+Z#NW5zPIZW%IvNz2lXW^E6Qri5t=%zSsu<%Z(s4IlNd(&fq9_9+Q8w(e1z&?^Rg z5zek;Z8X0}z$Eodn0RuA+>$uzD!&o#I=OBt)roQvjPPu~CC-8~Mn2^+4WsMr`2*`2M=)5Q>)nDl@O zpHU)ldD!jS5l81BRQpNn?{bqa4D9jHTkU28kS{0U(8&n@{Rr^AvMDDIm=j=@jxZ6C zkns96WMpRALdvnU`Ql!;BTLhfZ)2l8LTuJ+Hy!ez8=2y=H$`aEZd6QWkE|VR@qacF zwMGZ-Mmwu?9}F2pGPt)Jpjf#%S?hcle0u|zl$V{GyT)~+>g-Gx@zIS>AsY04!ZtS3 zF!6_Cr)ha@pQ4lsP=sbiM?nv6%FZK zNIA{B%qyn;OJq$>x~{9K!gLSv7Q}TmKu>)C{(anIO(-QF97IM(NAHPQ_ok$k9Q+<$ z+}upXk;Fm5)n>jUG+2r5lSUy+jiI-}TuZXO9ZW~Le*UdBeXfu0#}m2eeyuySq{J?y zy~+1dIH4bQ8xS~q^{VtFI-=u!d*3EG0(g6f)kcW(!IbBxRy1YV}fadp)i%Eo}>Su#X5IVlgJf zup;}HodSeccaN8yw3V&WJm0YKvImAWoOject;F(&ubmLZ>rB>26Ld=0`)A$(r>zw3 z5HZpNcHyl`U9bNjGpB?oSh=~2Mxa|^ev^p}3A1F-W1tIz9z#&@)p&{tvi*&SPOWaq z@TZaeg4$Y~tYJvcflD`@#h}4%Cfaj5LjM)1o+jqO_O_iZ-^IbS>~`%cTY#`+^gjSw zsj0EDvbrpYwF8Fmdp+o^va$vpxJ8s>74kN=w%m6*Cm_47prD|r2>F0QXwZK8BvgcK zcL2I!Tb{AGTN+^m4tFFI0|N=EDg_fM0pI;~G1{D`l6ponU z;%hxUpE|AQFAl4ln)!;o*At*$>ceCSI3NB~v*EKFHwNU@wG(q!1Orn-8Ql`iMa!9%(qUxbv zflJ26ca`ouSeLIBs9M{ZOY2j#nlGJusbgjXU(*>oT=7n2{Kt%6AwvwEY4Zv^^gCGS zPs}SHO5=5x?d+qGDmJ5Gb{25D{F_NEqtDl!(3^r;#t?@mq)GR;5exnntK;K zLi2AZu&{$3KI#?-_^ZL3z@qcT(9qCfrcV5M75c`;qrTnU)(9>S-;1NH(< zroAFj-Oy5oeDn0?#x{A+(9qp;v(7z(_fn9)>|1sMbzASd7!wO3-barl-->~W7ee#X zz#-rpf>F|cxY;kR8=e5gP*;ze?CNqP5g+D|cO+3n1&RoV1vls9^g*QoxV7+LJJE*$ z3OsGX2`4PR4$y!#5)672SSWOm?v(#2^4rG8LMzSBFUZed-`bk2ut=B4VrF9cz~hyI zCO-l{Z8#x%Ua+`Hi@wE7wflXnobhx%q~5FPH6TKWkRXvniuRj!MAL+$`L#fTB_Tb% z-ebRyu|10}%*xgl+$GsiIRQGQ?T^nF5L2L*{x9ze|Jtjivs(*=6YIEtmZzV^T918J znK96l-EfJyp7}XyfqPx-_1as*993-X+-EYRx6mNG?PhI# z*H347gam==P5qqqF{wSwChxY^o88a`Q#bhml02z}3S{gTq~J1cc3jF><$<%c^_D)S z^yc939z~^26^U_06(8nCz*i;%DjGKe1Ase`;PnOrRH^ zr7}oYEbq={&U!~WUvQ>X$SYP?Q1pi5b51J%zzFGkPXhC~qTn7*e>*3M($p=0SG6NP zX4Zn1%e2f!ia6&T&Cb-G4uX0>zv?c>p<*pEVbY5`q-;v?Vkhb5#Gm1G<23haEkCwvnpcRB5Ji>G&(Hh$ zwO+lI*&Anj908ik*xzURfuP*HqI1oKfRHdJ79ujWeCmvAu-Q|nZZ{g)*r&LaIV{Xa z2Kr#Yf-|S{zmpvKLYEDTbTH;HE9<=nF)++ka`F78&~f=F`2I=!udHaqn}JFVPonEdi=(cr?6m)lN^pOa z5mg!rZ;~j&F^G;gPwNGrLgVGd%P?b8cHL60y}iA1#!ZJMEyfinU$G+Ve`oFvtf=vT z7249WroO&=8y5>cR>*cKE32FRC|V_Qu?v z&~;wUub!Pp6K-(?lv^g&A$QbbY%5(0E5gvtEpbunBZxhAYyA`S5omw;r}AsY!_*&N zdz~1sw6x5&Gm)`{DX8^wjpp=#R1EcIF|Z>_+TdK|nm>i`M@5XR?Z}vfL|PwyHm|>> z0bUMmgZ^uqoeUMT*Z+IuzvI5m?m;DHIY?^efIg*LV35%HK-gFVuL)DHi3t7UG7prB z{*kE1Jod2Ub`j1vFd<9t@O`rS?Ru+u1wW9|pc8=HOtVid4fK6v`<_Rtekov10B{H>{L0E4FQ25_2L@+*uk86Q z&k9qEYmmyYYuB{ZYH;|_y$Ccm$dl)*QDVUnQRn$HFfKxvS-&*PN+OM>(Ox04xU|$D z)|xg!GK($1h=Jk(PRQvg@I1uj<;^4tM<5f64HF)~V18fwf*s^Nu8oH-j2!+C%C~po z&T`LltCq0&Vjp?y`!$5C>lTDptcEjl@Wr9I6erVL{wL{aAxvihs+6>MLM`plDBw>K zD{}(?h7)d%jv4x;)4(A+*|&i@A>cny;hkV*$W+M(MqC|uUqO@r2EuqVc$a}s98EKy zJu+UD=eNq)xUFv`eq@aLR&`+hQpD0MV8!pRm4Px8wLqQgWiFhmL~} zUA`$gKoPe~;IAPKwc?JPY~q9Te@1Vbc5!O0Mu3obb*vRJj%-1}{J)|j*H+Gr%JNO+ z@w!fh3e#jk+O^E>R><>nO*eYr-3j_4Lz2%HBVY3S-(+?r9^MlN9M?)11QH+&f%)}b z&g$O(bCCkYaL92ak?u1ot7(6K9pQFiV6XdfbA9Mi>yx%1jfVGm!o~acm1zOrkfT_m z#EgtPdCq(p;sb73su@Z@UD^{ytzB7(@MS5mATRLy_vqS}+S&tnV8L;+f{{El5atGu zNa^00+>6pF#_)eVw5o^`*R|;APtlP`I<%XqRQ;KiWhNfl-=QK9O)nf{fa*uWF_c+I zB4JFDqhiGRTRi;rF*_$G6q*JH_RW9RInf-Q&Y6HP11xC(^e!*Y1YwNfHvq+M&v+W{ zuOlzOX23v%TyvRPSZD*e=+*tq3T|)yS&~t3ih+|FCT2+1@DKPg1p*gD>|u)E>|jLd z-@>h6$+2Ery7LIj3v#*#2MSn_KnjMW{U?o~v=k;HWax2yM+XT4!Ah!N6*%FSo4!@W0L=&!1`&)frCVrGn#PR zXS&z_o=OtdS1|Q6CW=pK{kpgVhN-u2-vZt`*a%`!aE4;MH(h1|eq?+DQqE*o7Z*4& zLXKXD!m>=O169yz4DLyVyu!>(FH6frYU%ELjFEO+XyImhGZHbn?VGiSF1~o>&2PsJ zdTe}~s zABn)erhz~>WMv77ETlL?BxvL_x73Eumd)S1IE!@;kDy5$rruVH=}3#-6AF{n5eCyL z0jbizcU}vh?U9Wn+`Hvm_%4FDz)U+ZrLqnE+SEJUXU`9x6vYzKGGuQ@ml^B08`ru7 z$L)=5;s;tSlV>IPBVOZ4LZ?iVSEXNE<=*(v&(XI-cSn*ZPbicr1Gw7Mr1jn2Th}&GY1D8skBvYE!n+AT7RFdhp z8blk3vN~X9-;2xdM(*b|$Cx=8e$b#w7MBhFcU(_nx|G$!1ew+B!gEWvTJLEgx?RF^ zzRGiFGeYl<#rN=5IkNT7r0aKrXLjtzF5@ytFU-C=yzA?6M(BHz-jwvzdYkU<%Uhkt zuGQWbvXFLNBxa$b!)wn+wo`Zi>fpBJg=zebR#8j2EtHeHO<0kK`?nJZf~5lC9kAmD zOI4UiWYxjE&}|mge|&F}VYdH0%LunAh8f}a)=ZS5Wppz=rfHW8;LJfA`)6)~v)38%c z2;+JX+jlekM^n?q))rY<=8bD$Er%K(EZWP?$H!j+yH(U!tJ}N+K9Dd%0XAJ27_wo# zX8Sc?DG)+jVEiP-IfX!11XcS_uBJ#Q5(GjBQHk<;yLg=utbWs~`}LRn$G>q&#e*`G zxQX!V>}qe<|6|ygow;Za8DpT)Ht=PAG-RM&+3?B1!2u)|j5=!RPA+eHsRdqF(jidW z>Aa3wY@wQk5AAucA*5*SG5;HjT_p%Yf<+Opt+N(_;&-sACbvRK$v$8W(q>oo|EZ9& zIo!j1-bJNO+u60?&cYINvF78Chz%bGSP^h%0zT<8Nk=oN{)JG%I#-QBj&{+i zz9`pWe~gfmtGU+0HCUdXzoXpj0WWVIunwNyA2_O+wyS1G+LR^2N@}jmWavlYh;?Q5 zpByE+|HzMkZ7D7$4IQvMBp5WUo$XG%n5i2uW*eGlqy&yR zoYMi`0<#UTpEF})dMYY>yUct;P@xX;M^~-WIkR1}R;8n-hu$?rE#L-7jxPjGG5P|2sNygYl*1W`*r#A0V7XZS&ju06e zi+{`_Smrzg2a*nB$GJ#7Y!yEWDNoNlIokfAAz7Z5*JE7;YL;{zr`j{3ohWR!cKkpQ ztvjJBy)%bZVPi{#`rL=waYwe-hy&K{lu<5kYD*)Q2?h-KH<`Zqkaag!y!M)|9T%NGB#eTMh&sLeYxz`>%0@Q!NL3JBNiRV$Tg<=~ z7Q)c1P@W_pOvOg z#TU?Wuy-WZZB2^P4ZM%_k(l6YHVzIo6%{;S!=HZ?$Y}W4RLsKK@z=Hrn{mh$6T`r6 z?x6NxxL}{()eYEhY6$A)+^K_SXAQ8z2bn6gX$Z>Tmc%tbv zUb}=59pOd#X&MK^=kKy7`N`H@nH+3?AxXvdic9yCaKSO3jPGGF4u?BGss#BTyp6Ec z^1jjUq*H8XX&Jcce$}Nl(w0C@oOtddQGzvjI zcKvz)?7dnI9c*pC+EoKBJdEw<-l#?9U4M>+68hT7Tn4RZcQ*n+F?0L2)r`r5?xiO&%&5uV}q+cHV$Dh9gN99q;{! z!~t^A6Nc?%{F{SGqz02G*hFk03 zgZRej*;4H)m&*$@=XiAIuH@YG<&XhsGCM(Gvy!%N#=k=Y50)d1vx0v6cfAgfU`mc< z>=!}_p<>N|<{oJR+%0_U9X^(o+wG2UCxuh7mR2HE9RL{CXfXsKyW_vO+j^HzFUud( z`oCsHTUNgVyJNmD2g#RS|87^-!SB9-mZ8O%t5GONo24r-A*TTg6_Q9+WR?;g=tM2JT+b(tZ*#G=*4GKCf1&-AnRZbW`eJYfLmX-CZ<=UUE`sMAWdRVff(B)NM z)`OA&K$o1HRaj^&SRX4Y9upy(_Q#(+eHtf`HEhaGyET+W2bj7M9)K~|)qBP>>%}(A z`a({KpWhqKY$hgyAi^!utp%1Q(AeBIr_`N^fw_Gf+WVbMnvgcth_9}6U0PkGIW41w z06Jc~)X^A5!0OpOnCojdd4-Owkr5M<-M>H2jdPU@%yfSWx5hB@CInQ=QV$jM*T^6~TYlXO=w0{l!@D=~e5{UPcvRBdO)f4P(S)1u`C_T+w8Hjxa(lzFoS=E_>}-eJzO z0^}h=hysOA4sI}5xT7JUZK4`^-j4eUu7WGRTLpfk&wk(vE{WRydgTrM!&vHpcfDUP z4}HH`5p&7@m!*@UzMEMSze9)k*h#7vlc#*gf~Qq8F^#rB&s@__u5~i@_lqitKQg*~ z;F`!b}l})f6MNf_L=w5Tw5vE&*o8`-M?vb zq_3(_bWOFEGr5_Sid+qQj!_#_nR$7uP%z)#-oC8Cd`QXWx8(PixMTI!Z1D zVJk2+L=aH*ko*rk`YzdXw?9>6B+TacTn4;&q$6-PADOa;J$ID6KQTdiJBYJ(2CzsA zJKRIN2ynJTf?3=X9i9L?H55W{3(Y*xXfT3x)7Fj~8}jM>2s5)B*kyXmyZecK2o-o2X{pp0a_C6;!$F0S&@ZpN)4&%(RPmVZ z6Q5%yOyZkQzRPYG8`wW{Fg#mHE`4zSr2D9*zP7fqriK+CyAb5X)NsYl6u&j=d)fZf z2B1j*`h##Q2@#P~eIuA{CpPwZQ-Oj3!PpOPKho8GW(77QSh`F#;pwHU?5AG}BT}MZ zK;8Myx7EeR9}EtbeE%LzEU|Tn2`zAaO-&Qd;N`bPqh>R)RqK5a3ZiP5nC{?5PqA&j=c36 z71ezMW|a@|!#Wm`$m>W^pdPn>cH+st)j2k05fV7(Tgp$r& z8-9GT`~hf16dXj+W61$P9j-^+X{=)ell6ySbuTI`1ocdaeUodbM0@kW)Kbl(3&~s9 zUxx(3)z!W_3eX6^V+);Pha4e{z)SEGxhsD6#t4rl)dz3V%QHTdIf=ClUh?Ey(sC_w zQ$?Hj&Igo*fR%VEEw%BuSR|g!g6MfX>Cj|;%60niKNZDYicE?;c^^8SPijyqqD*s_ zQOU02jxy#2#MXIVVyiF&lSA8({DXX7++zl0&}0hU>&|~+VhY?7U#9mSFunE8C~(a) z`#HH>%13(4fc)DdI%!kNiB0^)S!)({mrAf_3*z1Nz2A+C#AIgpZg$uzwZ;?oRxezk zQeC1moN4i?xe6Pxp*+qYHky*5R3*K-PO_y0{upy*p^yx7Ib-~dNvZNzJ+{-)^HYg- zV((^S6HOUqJ&o0`y&grHJo$2VheGaEpcHF(C3cU%O1?XRfpPxRKxePdt4f-uBcPIb zBzPQpbaZ*KeF?y|v`1-f#!bbfd~ScCXA2LtD@V=cL3J|}P2pY$LMBd5&IN9tF?G#z z_@{BbroCiX21jj#F1&gW#R5&zJt#QdxEMcL z*VSJI^2{7`df|lB%KG)n33>%=20!5j@1w1|+ao(dO6(dGUxu?Jabu`Iyuqf& zm%$fzOH*YacrPV}5@IC+6#&pHGob(*D8G45&;=Y?gSn_G6XFRP#+7huWr42cweFv6SFgCd2hS?B$K z^(Qwz0g`TLpLB@C^cq%{L`r1ATn~i~JKPQz3++4TRi!Mm<2dwjEyfrzcb*3u!S@-+ zL+)v-+}GM2(1nKteS_pA0s+t?dDVPI_v`QP2O*y>GsMk_kn$@91n5Q&?O#0fEbd+e z*9D}P*)?Rd=oloFDY446&&CW2@lZQHh2`btgS|aq(=+t-oxxAo4?nG`qibB+ z+-Owc%k1cWcbN={;9(*^f*q9E>;Ldb(x;|&!48!w9(n~UI2{Cdmyna)W~EH#L4`E5y$a^YZ_ z{?m+*&4W%i;opbd23D?*s`}V!hKY%zK4U?`T{vm^#(eCPa(2zsvO8?S$tmG~iV9!T zT*&f-)J*{x@pncD8E?A;NX%;w=X}ZAKSK*f5Hu3dhz+N}0$nn$W~n}W`AR`=I(NSH z>Tu?jL7zTsQ>I!2FyXRPd!T=WUOo;Z>gi{9KBby!oH`4mN@`b27q!53kw6ADx2ytU?=|mFp1&^kE3E$%Anb1_! zyJtSW+TI$g8mfRZ?7pX$CcMR<(wIhc-a_Ni6Gp=j2mHWjYT|HZbjrKSfp*o&x%Ba7 zY{-C*`ITe$BXqKq2?+_;Bl^y!is~lR69~XF!~*-ul>jp$3Hc+7l;iZ_Opy}-V+{j2k zUKPT3;7NP(;jOs1>c$B_S?ToV);9Ux@tLtHE6b1($9>g@#Sl6Fv$h7&dQ;Ot>g5T8 z=CVxVAGTzT3)pts`gOE}=pYeDg{sfB1I2i5zEmT-YVI?1*rr}T9kbfd3Ugj3gQDM}r zp@6sKw;Q?iHz*Ml!|(6;Q#8+kFh+caP5#MMv_J&q)}{nJfYOW%Y378xfs91R$<1+C zZT9tr0V2|)QNeM4?4p|-6CpNt_%7kYosn2V=eiQYzNz0VR@eoIDzqp!w2(J53B{jI%AJ7bJg{mzI_a-k!KjI(gk z*qu*Dv4lb&{N${bq@q7*m`<89v-ehNh%EiV^w#3E@hBYm1;j((cOYJayKDt4Pw?@P z1vwzBzYs0v6*FLEVS)aON6|rUvYit*$uHd%&hw7U7^|+#wBxNYc>Iozelh9Baco>q zdJ0{9=MU>wuaoLIA5VDHCi)f~bcEh5gFEg!7~p6=V`cr@aaVEg@Ni@Qq||%U#^AV5 zvtw)4eU-Fu?BriR%k<{Kl~oS1phwFrzVub@@Op+iU-0poqVEY5KEd_|eb>D_!Sno) zHLs=jP^ppvyMjy(fXxg%NTaF6HAAj29k2&7c6Hr{`0inZy;oLo@$KOGtKZoBC_UwH zRMzW@6d6|fQxA_5=s{^FU?N^q{H@+Pm3iw*$Sk&~Y`6WupM-PnTySoKdpzI*6+RkZ-nKHCgtVl^z4cwrMitxpU;W@kY zqih4dJW@Zyo?Nk*n;IIvZob3}nBUsc56i?M;fAuXJZ;v|BaM6KC}?9{PBaVD+0B%N zkR@q#z1rzyM4ZES%wW5=`}~KAqD|#gEqSGWX-vP_)x5NbkZM0mbp){wxDs z4-*~TyIw2=#hX=8SU#QZs*dowMv8AW5_+ztni$kP#iByMdJ$~vfV7K`kH5HpD-T>J zzUUMKL&4-9FG7e;1 z6f9`!(tGaykEs8S$GZRj|M8=;6B0t=NHR(s*;}&9RFLB)TTYn@7DkBR3Q@8KjIH*?VAwOHYyEuU`S6I;c3t@ z4fl>EM3%fzwOMVCbdHf?b(SF8qww;kxkb~{l7naAxchEgE5)coJXUS}^X(f|R}Jek z9v&QoHBZ{ialaG%ojxCC6P53Jk%-2T^0aY_)t8y_Q}nLPXMQfO#F&^ET}G~iLa5hy z+>f>Z8>PInkiJ*KS_!;RxbuV8F)W~~^Z>M{H7w#mRPVXff(Z)O&>3-27r{)AKN{%pHb*K+v`3`u+2#{ajlRKnBC^aav9{a09PAcRQ5VaP8_> zKqcWbWqB8^Wo`fBeA5e>K?_i}oU9hzW!7xa?;=Ee1?JDuPes{tDBLfBX=ytw%?X@0 z13*0TI{j+^N+s}~!IBRLXQl9aJd2qoja-GRQ|@#dd|pRDnLYTW2WF%W3%=G{Z^(I`Ai0;@u#m;#bH#U~S*p3REpIHG^LdXgP7OlQ1){z}IEv zG><7fc=tjwyf)8nt>HC|+FU#(Ba}>Yl|B01o}%TfN3V7_Rx4dA0|;u60@I_K(1YGe zAllw%SSdvk+BskE==DW!Q%%F7l{N*3@Kf20!{Pai2NvRM1w_Z+;>siCiQ}dobws+( zm%KGRI}jfJOq%r0EQ1#1@Bw`Il9^N%zyuGtf^TlB?fo|X!otalg3a|_}Y}BQ-cX&UHnx`4qUIY z73%Ak{LR%5=%+}w8Eb7#ILz0Oj2ZjGywEhekg7~_E=QJdlM zf7`|3d2jlUeMu}71i4l31N`o$-!j=?FrpbbL_R%XpLP2aTx_q;!S(X)NH9%K)jgI4 z>X@TqoA`~t0@wdFUwZn#uvz_C=;PxvbGFDyCfu4K#BJfrFWlL)=f7~``}dp5X4ul= zA|5_|2$K~yi;P1s`iCjYW_SSr$L&Zi3?qD{H4!}f;H+-C?PGV{*|$wQ5ZUn<0ZgRQ zXDNMHzQ5gf`yfcZ(Sura01%155o_;;n$VUf4H^vs&n-VHh@3^gNdgZGCp&xYVY*GH zdE-@H=9~qHibl({U|NgUx&?aat9Amq!C(gxMrG?h_OU-)o)CbCf9uwjR*NOc9FjZ0 z&wcCGHN<~1!;|IgE2wCKAjHvLP03CQ3=5#9I`qbVfHw+(D13YnkU7^LBCEIf2;e2o z-JSe6K@ovKmjUxsfQ~llMb`l3+1VZA{bZBcfOz%1347*s3aY8&w-?L2A7ZDxyx!Zn zY;=74mUUA}YuE3U*wCcc&Ly`UTZlQwy#SpRDn~wM6z=5AjFyT@)9F@xs|NGg0P9h+ z`a-kGCoijzgT%G68qbAQuw3(Bp1pedbYo$G*tBVN^RP~V9Q*VOUGv}bo|sD+CL**4 zL^u&)+yLqk`cqpQ?$Z8qQIw7R9wp^%v};%EUl8~$UeTQcv0*jAoVaHMc}zaft+(g= zVgEuO3@YvsQ{!Z%D}ZHK822>sLSa z-Ml;6qhB#S-2~O-VHcg3%lZCn=zQ&&?IG*HnUFgp`3lV1D}XJ}Cap+xKSHrwnU6dy zD4==Pnu`c0$i@^@KYV=dV9>*D1sxo;f>V}dWA|_|+PnFfMSvz9Jj~W=Q%qX%9!V-B zhuezv0y50NOPi|zqTVza;O&Op0i$oDW*MNvR7+qe4m`TJm!k5YxlBYw(Oq1)S;$~U z9X_A+%#4N*APD14x>wTR=?37)ax|ZOJe-AB7!mMOtFMwz(dfvec7?g>WHaHbDG@@O z$Ckcq7Hz-|co7^a`vLa^oM!#k0Kd1qoY<0?F(yik3rWiNckxvR>N{660nn! z3Sz^d3WYzfFcW$-l0cTEyek=fE&kr=yyA3Rk;23hcGg<_UFKl_7TBdjwsq5&Af6L~*p%fWYxFuT<6c&|AE&M})6n!Y1expGo%Q?{ zTWscj^Zl=Wv`c60EyLB!=ychCQK~ut%_cE1K(@Of!T(Fdw5E%4*hp{UgS17uz_)cw z_G8X*Q3Xsg-V?0vj-lF33oCd1Bmzf5yms#=MIOCs;!bLKAg`EscIQ&kOsAAzrrM4q zY0ah2mXf8hVsXs2;^tW|vBDy^#{n%J_kM%ao9_p7IqSSCNbkRbk)x4Em$3!$-gol3 z9+cb~q>xynFU(y@(=Py8c{gqjq4;Ywo>tN94*5p`Ij59??@UTv_*5;ZiAke>`y;${ z6;$u#<)e{FDzbRE`kSBU!~2$8sns!@?}SHODYGfwK@s6G!BiRUqD!bCEAleJC{4Dm zlp_r&KX2cPN9!|^oI=>8t<33(RgO->c~w9DMbmcq`@@TiFO_l6w|YXx9-wyYTVJuR zzfrvU?Dj!h0=G7pZQz(utu&PGDC8gy!)?WdGt8%d(z1R7YCPcoU(?Pz8zX}Y0aPe+ zdcH`gmggPo-*&92DcLVR!27n+n7;`su8RF=zG!gK@n0Oxr=_L&BGInYq=gE5Vh**eDDuS zNH8i-?3_P_5YER;Da2?#I*Dyj!M$>HwL67p?wgr3NbT z2IGbMmOnn1VNrCRuW~joV_RPS3t1HTz<^)>@AQ{hGuK|D_`lkPyvy4+%WCItstF=5 ztS6&B-pX`GUs=zcI{)@c5VUXm3`BPx7(&+1EVvN>4+BvZya_jJOp+mY7lr$T=p_VW zSE?*g=1POaO-x)oRP07Dq$HSCk%!M~ld4we56-rV%M(E=At)q3EM-}93m4awPt#9G zOHr}PY18N8!bjgt2?5jfJQE(05b!VlP0Wd#iINNd4Ni6P2;qSXfLsQWg!q%gDcGBzapj(&ZG@J}xypg5jKwiJ0RO z%O8f#E@%cJ0q5M~}Xg+L=knSr!*O8MLUGI)DMUDO)o1omNwI`}358 zbiRC5_x*3jFCh>!CtF6Bie9Y|N*?@gE$&CSI^o|xoyoq$M10kz(TW+rf896pYPJn; z8xtcV5!x(t{aXLMj7P8gAz9x4S3U^;y;xTBV7w!&8W%|Niy#~!_#@HOM0wtr5g36 z%@-%|C(V~lYoo(qkUM2Coblm*tL1h))E690{As4$l7HW@m3bb2`q0_MW&Cur+3cyT z22sXW%>WpbO*!4L(CBZUI|Y4~ zS~aV7H&;n`D1bnDdU677>7z+s#G@HjNPwqPb>!O-3UCT2YA*8Hss2z}+8-UQfbf2q zTerBQ7EZw+cyiK|eu(BH%u(Ffws}>{?>5lyipYb0kQ8@!w6^!A5P`dZ;8j+fl6rua zk`m9UrDPz>o8T-71$c>Wqk%qqjy5SYu#+K4s@hoo98?baEJ=gLkOfseX#uDWm{xOz z7ry>DQZ(RpHC7Q5rj~gMqHl8!Gg;Y9Fc7Sq&vE^;ZU1el&6a0{*4m1s#Na2e6yyBJwBi z(+JDk(-6W)9-PtUy(_l0c~3H)b5Zyse~gV~*f^n%Z7_u7>^G-_Otea+lWvVGNF%O4 zM~FBjOzZzl7s@0-{5iyg@L@?8+XrYuSl8`RBiG-q9b$5a`y(OuDvAbMC~}y)$#wrF z;yG;WT|G>zs_W}(8XBaU?4#r~2Pb}-)~M}=tX@NmARu`hxIaki_=QGIt*mi5dR#=H zm>$H&=(Ai$B&Vo>?iXZLkO9d>8KDL1ieaqe|JywGCj7`LP!dHl%ysIIP3Yr~N2I?i z;Fv^3YnZ)h>*RhN6pM|1;Um`&c<&!lMua@NJb`h| zw`ZOTN9yCEAo+8z@$#PKmicpOJy$E3>daJoJph?IaW)XAky?VD(swZQYWQ;vSw1=9 zzri>ZyjQs|!ty_1o#Z(vdUuLF#+;KC=D}A1N0xOfF!l9v?}~mzfCeChJNgx$U@Qvw zxtts{1oYNa_D)W89E|{$xEe&lOfAB5FB`Q&Y>!%k%Q`ZZbFg&}V@|8@`?3IF?aKlcg}u zY2{kmT=2UlNuh8D4m(TQ#3S^*w@eH+FZd5HwsvK!d82P)TDE#^=f0<`J6xjZY#ndb z{qRe~-r;zMxF@0PyHelm_tTw{nd=CtfN2CGv!>>)d!)SyHk5?&pOIK7TzuTUVRtm| zURo6vkK*R$nw%Vn283bh`gmnoUf#cWH(cS9q{JRt9%b7LbMNKYmll!9aZomN=J0EBg{-qZAPV% zwsnh#C-d94ioCq|Z{N;-t9QD;=>oSW1zd2V!}kB-{hnQUF}MPB;B_W=2aJe!Z0u=& z|5zn|*m#}DMG+nv#_gi1{N)p6r;U)r&(sN6M}eOef*5;T(q%O;8617y(XAs13|4O< zzG+JYU_HY_WWJ!QhR7G?l6Vo_8gB59Ah8NY$n+T)D6!c3J~8@b(GRc^wI8{|eEvbe zeEX}$ygXN+2!V_p_Y{b3Yx}B=o^y+BzUU6XI{?5z9@OGz7tgb@C1`N2C=5^4l`#>3 z6*953ocg>H9S{Hr5Vx*Jcl!@BX~2;A1xLUo>1@y8$c~*Ladg`KG(%@Ml{MgzMdEz- zCT>xakr`(95nGj^YwI1+!h6xt5q(NJuB+)uMFxyXNw`m?sD_FwgMEu@Vur=2Q*&)2 z6&|!LN1Ns6XAy>=MXCyjOX{737ZO*PfB&TFE_1(MCXYK=DPB`&t~W1?J<3#4DlS%4 zuy&E}QD)_6hJ%1VA-5&O+1VKL6E?UUB@X!d#AylKK|}I3?uzFrQ|tH0|wfwKk33fjL0JeZ$@^7EvX>SAlF6(4}gUHTQduM)1{FF{li*pSl>X=5F5Tf#Q+&D*yj zb#J3mAd0|k=2X+p&JNtH!?J?>ho!?#sUH&bJ@<>WJdS&`U@2@^$;}_ha|54m>uZ_U z`C1QCJq(dyBG2r(9Rl>NS=cAw;NWz3cgMaofaX6QP!^&d_NE1G> zmvkSB`@!Zh-#2!468k8ZuT0gkr|g~J<=j^i{w}PO4!6@K{m}V$+>^=vJ!FP>S|pE6T^4${Rb1 zC0viOXPXZntozZnwY^I>t?Z?mGHsayQM`0yXik-W#}u8I+DHsp}NJFX*4J1q%@J2|8FkB*6N^ zg$L*RLsV!W_js@2omLcl!yGAnEB43kKB*MEXhI+ilb}gWc>5qmS_<9wYmrjPuR4d6 zqjNYp-Yo!V0LvGNrJ$@#fQ5FjG1=^SJ^^BS5KRJjS0LZ=!T+{ggxDhT8`ndqQ%K(U zKdd6D7$gJnRFQyyiA9o+`Mrpb+euAmAF*QZJm;ua3mU+SrruO+r$dqRveE}%W!?2I z)BFHg&)FWP;86>{=hltwZFpK*MQW!kWw%=()aK>UJp@A2^LQatBY!gyt`mYScJK)H zu@?s5|A$nr`5kS82)faNT8I5u^X0{9j8mJ<8Gv=9`1+LTa$7Ra*Np^E#|Ky_W83KN zK%G|jSMc&!w*6zTWaLMsuFIOn-Nm(yS(~gi#RZ zmIDT?c{lVjkIKmLo9S8%gdWbauzVpB0MI#*K>By*=N(mf`R(6! zWz6c%3vQeKchcE3H2(PB3FNL_p6Vv?vGJWdQp77<^KYk z4ioVlwn~5gM9y5f!O;8R{paP)f#fd*6WklRDYc)X;zLImF(t8$J;0KCf` zE-o)cz!e=EVn_s9;`;ir+3(w~ji3o*WMBa61;p_2Ik(MzvP(s35>p#i76Q$n%7J={ zz8m!`@y=K4-{x}&DDM}zJWmfaLP(zCqWM}_+=rH1p8Dq#AXrK2V|O1Q&o|lX5`}Ze zwQ7@|^va8-d@zisG>RSWr)}^zw9s)yHy(|zq|kUl9xqy+(&)JwxhUYX66R|{XBqzS z*YLV=K%NNqhRTXbRvMejA{pCLeGeA-o!cuzdHMk=JgLbB+bsP|SbYbkX*JUvYA(rv zZ@v#TMJ^N~b4Y@A`9^m3cI?O3x64t?SkTb#O3#mDP-TfWnmRj_(hB>Vznrdg{T61s z7w$irw5IQ7C#~)l#CgreoV9`M=5SmF1M#pHvq|z;7bV?7@r(GpJer}(E<-_<#V6O& z9XJ$TcOf^XxKiwoK1bPurH_zsiKOestfHjiT35x0ieT_v&CJb>jpKiu&6o9VRE;b7 zFOGu?-R9}4MW;{5+-9a`cpE*hvSMO&NU^#f7uj=BkUrk!RVjJYn%`iBxa_BDev0)C z47gV`w0+k!rK0oiS+BZAKLhe7H1q`ln_p`DlFKuZ9vjB+JGQk_*Xk!|lZsfb&1`Je%LlqTdGZKZm(8WY$WF0S-1k zApy)(Al?Rj6lBfvPyh|<41%UQ_IJQi#Oair%+5J>I|ww>??I`K!qrP0ju?UDoT({b zeOxiI?7V?@ISKKi|G@tTl@>^}19TwJpkX(D&0cjj>(;|b!Av}=#elhVH&vn(sZVi# zJfzI?6IKEd2!a^N%cFT%65@&Xo1mFOaAbH4?bDmb zZ@4HlKV<@U61afRa}|Ik_y7yYt6(Yx?14&+rNgUN_d3hF%2of9K0%6fs#(Kwt=GK> ziU1W1#MdtU{;IWZaK(ck3i5&>mgZ<{@D)=ns(n-Wf0CWKR0R{76ph>L;r#^pZ)fQ{ z{ct499&c;?AIXBN=4u%9lE`-C2QtB8P20`fA?YO(-R8wkgy(r*Cvse(OCdDeXAqBa zK6K{z1m6ft9&)x4dg9z??!c&nu;!XMyB0YfMt<%w|i5AlC(aOAT1J&&Gu9$fOC zcZTRy9NT{(-M26_tgO7?2@)YSU{RrG)43%Ut zeM?j-T_>yYaWNp}r!XHPNUE)7B;{X=m3af~28f8;;IISVbV$A9)Qe#$A)yOksC}FL z-k(+vnk)<5+-7yAvI2TAxY3?nEHFPLN=xDGTXy-^8s1J1^YC$Yc$m=gOnmZ^fL=FP zkPVXX6lS2!=~&6XaI&wPoGA=X^QYZyYL3?2)zV=ZML1epFolDhVj13 z(KSZW)Kz-Q8Y?#|_hZ}fL(0!uF74_3r_6Q6t;L*#|Fini^fS>Co@P99L@`kCSw!f8 z%?uCVopa5JE@VH`FFqXXXW*uggzj>O7JtuAJKBhzD(T95_9O{8_Mf(v<9 zU#OU#qGFLuezu7!E=v~uW320)HdwyE^;jUk+lYRZHRTPGKgj$dKx8Tvkp@swP;~b> zFlsf~kCl4d)v))>QXvfh`xQujSJ&?9uT7X%DZL#tt|BLD@93NYH2rwpz6V98{KuBJ`k#dWT zx}M%EMv^pkxtjysaq?N3| zShGH|`u6gb^nk#ccAX?bG9}mN1(#Z00%>K3S>JNmY%T0I< zdFybWK9>tvWckM#D^-ZLyiJ(}U5u4({UvuhnL@Au zL(&MJPSZ4z;y6$RI1gXxHfao;izeIVRk}UQaeDSjnqEz*Sfr2D?rq|=2WrE^_^jts z+H;LI-GRv6#Knu*xOjcWwQyFe^anA&$ePOFko*7NiCtIv*h;O-t)F;KQ^$qLKbpPV z8j$&}o74QZwTzsc%$%HM1qELU3b^!mvuX_I3e}mwTU*#Hwzykcr?;7M*ie9p_!Yc; z_xecLh5Oltpfi&6Z|t3-($NQzQbi-FJR^+3rjiQb^IVd7`cBM_5>b4iGIs$FJr2F!WL~MI(^Q?6&-45JoFBs!U8w?w98qgT}EmtYshWG^5*4 zSkjo={tyEYaxrol;$m449ZBSAxr_51_U z=({Kc#vvuVkwT$^?_cQP3Tu;ofHiy$drIH@yk(lq*!1+mzAIDXUNlVU!^4@v#BK-? zh(hi_A&XtO9k84O!I@NHK)(NWSNkajLR-Ax>*h&fIF>a}g1O7o$)zQ4Xk5PA9+xW?Q}Ysqr|*X@I;VJP?RUtpms>)D;HZm(Q%|g=6&;s7}jm^!0zP=mJNtYc~iyz&o zdSJbAt|;GdUWOLlTz@&LW;xU77U68i1Ga;^16jNL!VQ{KqVledaL@@61iTm5CS`h( zLi(VmVw+2Jm<{*gOU3;GlO^ zn0sA5_w<~mFj@pcG9Nw^P8`CpXoK7`HXa@^dB~W81{o#+y_7^mqE=HU=~A@JkGmr} z8NiIe#rLgrM$Z1!LKi)JzM~^G|9*ji3I|EHHfcA>Bk;M;S_A!N{!8eRur41b0oDrw ziU z_to5d;69g6Zc1m5PZZ|WC>m&ccF*e5`MI&@#mfCOfU&@*jSgZ*Ta=t~hTyfAIJJoo zonvhqj~EGVmZhPo0LSf=C8saaXbrRWT^q$LY>K%+al4V<^scSpD{B4wbhTQO{dtL& zhhCR|byPa){*6Rmk0XmB2B*g#_xq{RCbiDR|5#{OE0<0HXgs|9FuNJ_Yr zK`)z~4X(2O$mw7MZiM%gCBIEp%j|bFHX_sbugo3lZSl+@+;^2j~FN z&Y-F8Ucck0|Sf3bMcYPHk+vc~kvaTnEei~<_ zlVL+*eH<)+2@Ytnar_lRy%mYj5gCL0vAR`+ zRJXf&ra$Chu6U^&2&S=(RIb~OO5qQ6#5XRe^b*iI_G@mIQPBEQv})QdWP`L!4WRQ z0xwm|(iYPrE8KvUm6S&CJa1vpi0f8my;_dO9fnafGDf_-dZwHR2g8|A5yhl#)-n8H z^?EuSgz=%sfL%c>S2RzK3(JCE)IwFNX^4%ghtwH9Hmd{Mn#2%gzv`Xj5&l`dIkr^l ziaOa|jz*(dTnK9xEq0uNOri=mkgt!E2es8gQbxQ18F+mI^4i}NJ*wQqKp?c;-PLmy zx)yA)d}Y>Bvfj0=fa@5Ewe9Tg?#}0BDVRTHSp%aptQP`7M?_Z`X&usjQeF@VZLiO0 zy00FBy(9w24Y%%=c+6=Ojk0W1It*)IgcG}GugA^2@Nz#cYqnkUa9sOI43Z7cP!h&|9^=3xozaWCobsewPbls49B*(#%ne>_jD{DJUZ=*dTitf_tH20uSP zxJrc(kTN;@jVGpyK0O({EJY(MyK*;t{xo@D0&1#7d&{{2P6D6j&k5d%9H5@brF`FY zB!`3_s8Wcey)?koqs#~sPQnxdG?I5g%%m_x)lsJCgw@BuE?7|zh+GABo>lcP)Itwz|!@m4_5dRQe!yg)siAI3RG)w-gs1%;43#I2EPE zfA+(vdAqGQ1YfuO*F${4t=?rehFor{OGUHsgjW+@bw%GJV@^2SOrN-S&fg6S<$8dn z@R%4_Ae@|?8wcBbft~X(QrOGaCX6@uFEy=loQAv~!>?s__I9IY1QKKpbXW9$cQnpb zFk2$Gvf`COAu$Ha7nZHLgy@J!8iom^H?~QMcr5AI*cdzK70-f&47wCRT!0Jz3T#nj zHUJ=_c1IDDl9^3TQU&z?wa*z+|tl~z?vnO3zie9ZjxX}wg7Af@S1&0kKA zjmt%=i}Hhw!_6-%b)Yj0E|DiPEn2$%tw!*2huXIn8rFqSI|} z*(Rjj7y19#xPk4uj`h-fJ-Dr3rqWrlf7(*eP28pF&&KMhXweQt2F8YJV);HNV4e_h zZqx)fNEDZlHb;smTNb~~TuzJjSCqZB_MZu}vek|IusEjZgmI8Hm((yUhQm4;Kp;cv zqw~wZN0jciCCX0}ds0w7kT_k9_cmlAJ|{?w;mrc|X~ zBC5;KF5mEuhVQyUXV(s+ zO7-H9Np+}#ic_K&6~cRuLYGyV5-o3tqEC1-MRYe|VyxJAwKj%2QJS#aF#g2QEmD9` zrz1be@=BB+OW&r)3UOwJQVP43H=a zckf)V)JLGa8R53n{fM(7U zxj71(qh$dz1Esr2wP(}A1UC@BFP;pmZ8k8HT&%wpJo55NB>@@W>#{fM=L8q^f&$O% zoUF`U{*?+Eg?o9-Gjn@gbQr&!Ewgg;I9;2;NBcI%AMpFP`m-q zmUaK`9(Q)azOUPuEsLH!qLY`WPE4!=8g$i?4r4ZBHq#`jgQ$`Mxx$~@T*Oieyug4B z4i1Tc?94BAAQ6U1f0n9)L+-#56&V>i;^)uT@SsD^JY@8qISXgWNJ?&h|E|p8H7f%9 z@Ja}}yoLZ#AK+VH9iv=h88)^?{HByFsFQ&-pmORbjpR6JKTDfVg2D0&ZaSlZi?^CC z^S{dPWaU-W*Vh}axR`0(tF&qw{&e(WNIto8d-V6Fz^-P^(#X?I5$Y%qF?yWhL7qo` zRn?mhk4fM1jf@|YkSpy<9As;EpNP1un9&M0xG=!(oL4Fmja?XG z+t_xtsK%A)vjgv93kp=v(KlOXCAcUcatcTEWBx5%FgFPkFxEZj)O`kFP81Mz+@cMY zRC7&DSx!y?_?F5zof|#Te7M4i(Vi2qAka#b;H8I=EbsygV_|3WeJ2-OzliM{o_S6a zQ%y$?1c&cKny71|`S}Sex77cm2oYr!0LuhaMY`aW2@ikQpVLCxYc}e3pFQ6(|u6J+{f2paIv1zlr6jM`gJa@=H}uz0-3R>FC5X z$iE`)_pTHm{a^PS5n%92DXiM?jYWjxu;|UdP!Zq>p$4%(*Vwnm>bziV>-?rD-&|p! zucbAEJJl8Ur6r16si^Y9D20dr0Z*ykn@I=@{bn$8oIz*VFbi`vn&4Ydk3x&+SYHC+ z7COoiot4@`X=7`m1iu!@VbosA>Ey|A3+M? zzgTE&pbvGnEg_yXu?8ve&Jo9B1YhRe!>nGZurWtqC}UMe}U?0NSqQE!w4%H$2aoJ z#yg-&45|x~5LVoqP-y~66Kf87CN5}LDO-Oyr$RXz*RvojEKJeK5ZCR@2N_D= zb{l??w|??PaE1FJ0S>#h_5JHtB<@2T^uoacbB>UM7R>U6o@HY(miWLezx}@?;z2Eypl7{3(Wv!0>43AmF9b)QY+GFP2 z=*SB?sk1aQ!u!(a8IAw`&WN|E({XM*PW^~F@9p36m2?r9dBV{0TUOn)>N7uGy7a{( znIAtHURgYlw>xH*I#%yiTQ1hq4-E#hIOhGOAX(z{&ud695?;9RCRx~xH&eo^?|M=fG ze?z>zc=fyM^JL~|)n_f0i>~aneh5UGxUN_uz+zfa#KZ{1=4I<)+HPI5(&YBY&cUgY zgV#|pKH|BkGf`SsnQ(X!51x^x_lyH$K+6s!WNWyzSB+`eO&%|4>2sv;^74XG-B`$b z{>$)+Etjnv(Np^GcJ=(*&c$_g3ZX*~J(ghRK00rpGP+`4J4HFT6F0By@7o4I0dmeH zDWifsz9-B3Cs41yeoR=diqcSh1<-hVT|7v)LXk?{?t)z3$8i-^RT^-Eu&u&?@qZ#C zt>3EZ>c7UuBC?^sF8jlg!v3HH@@$LVmhrjniO>^W9gJ{%%cdG5hOzy> zu`Zi}S2~MLSzkM|c_;c_#YRD)8avy+zG`+4+;Ln2AkTny2lj11L3eLKUvqOiRgMSb z8jwFbpMgn_5+BWX7w0FSQfyL}{iwn^KE-3nP>Lp1zYqdt zfA*j@iqxJ5^!$JWppk^KfuhryGPqL@Mr)vy7J^9{V{g96;;-_U5R#Fr>85TwBpJf* z2Y@#a`(ygfP=S!}GNW-9&n}y9?1EPs_feb#0lrOHoix-wIz)q!* zz;aLh`rut+G{M&oZx1!CwKhw~CY`EQHL{uddJj8`4NAI8M>YL?jy3AcSJG;v2aETX zJvZsd!(QbM1qa*uznGq$meeK0m-!Jll>)=A7ojRHTIc`PC+oPeI&F<~Pb~LuR+H(Ht_q#NwQ{0bj#_lhI@hS0dtk^7YseBqZkiJ?gcwkkae)Q{xD?+ zEp~0KXs!Yjj<^AO%}9yXkGrao zP6oi;rFnS)H!$(~lG#~_;3|y==x~roZ?HA=w~`p_%ZH~b zF2!*0p56ef3Z*Ox*AIz>D@+|Fha?~k!+`Pm3uRT+k8FZzG zRgMTu<8@+npZ@B=Sx{qu_o^B>-&;0dv=bZCWL$Z>bam&l%2lLgq+3)91dWN!b2hR~)-%53}xTRRFN z6nUja28B?bbjsZBF&xgoU&Rdw{y7^bL1S3yVEv<)hi=RHOqsENX?}eagcMydbk_ms zWpd!$K-7M=EWU*8|KgLikPqwZA1<@MY-kcs%_t=o`2S&dif^JKR{4r%zxTB4a`u{X znhvP&Kj$`EoM5LHZ~RQTb3g3!jyrJx|NYs5^aizX7TqQx)G}K%dAYED>EbQL=)Hv2 z(V8Xm$o5ZE+{3FGuHXKC^xBcNaNIdrrxZ*2YP`Q=LG|Ijn`ebvzX!o^nSfzz`fdc4 zkGjg804F{S9DWKc3Q8-*ZOv~Sjpb12#L>wtQz^(;N?AkQg{bG z^E@2ho3rnFI{DZD0s#|iFMd(s6&6CGjRh8&zrw^w+oAO(&*QA>%Psr_d{3Nd&WpHWw62!-o zfEN{b7@9>Rj*gCy2rQX9ltn%N_3Lw4SuFzt7n^c$!Li_eMKKZ}A4U~C_wLjM?IG+$ z00$~RSonuUdYB}Hxb@TOYImihoGewY!XTvBDkzv&sg83opa~UQAK&S-)mQty|>@SXcn$K)+_9etU9XN&6&kw!Ic>4Ft0?`N{Tp6PR z!88id$bs!IYSnLt1%Qgd!^46v9aQ_XSBT!nM8SY93GUJ*?GV$`amF>Py?%{Q6mqP= ze9_NoSaSL&&AkQ%1E}+Ew78aTSXI{|C*N$&(A#qQP-dU!}lc+(`1sQ(M_ zKlwaI61zb1B%J&+pLAkWONQ1QpjSI9D&zRUb_1c!{&5^c{XW+e!TlvV2wI{1;n=vi zuP8o?iP+a^k6y($oSdIOXg>H9Tr5WYQsv5Mt=2Szv%5C1e0SZ3mX|Eom3q_`L^D#M$_N76m4Q~HrkjmY`2cuBmPMbfI^<=ul1I65!g zD-27+E56e?pE({^FGknV?9lPNO55h^Jp7B@>%_O)Z6d2?q=rgT>{gPBpmmj=WNR=G z!_U@md$`AE%Pnzd#85AY4_ zgFDQhz!&?lambHqd5nL{wN~fFesM4RB7^DTR^ybgN#?Jw86wo!?^|DdKvCdTlH}sH zX40SRX3Tsx8W=;sC?9HC4JId5LzL_J3G+JBo$I@%MfZ&QQ#G`-hJXL2Cd5{G1oD$s zRB>e`Ym@}Is$pJQIgao~;m+VHV*)iZlNJxl+k7{t%Q<5hU@87&h3$dLb zf*?DzFJo(QFCTd}XY5n9+x*_d&uL4(?t?V&L&m)X#7az;zN-XJV@<7{(dLZTr}FZq z#zwvVR28+Ff67hnaA?YVU3$yp-$c7E++{)r0Xt%JU|-TL&n*(EQtkWO6$50mD%%Cf zo16_M?h%AU5(oz0Qz8WC2k<24P_iu8nx2@->rFW1NxC2B>q_YsEJ& z*Cu8xrmI_&1s~0o&+P1~d0u`yB^x0P;5Lv&=_@@SWV;_h$46NvM-TLgVjf7R({mRn zYib%bti-(T<9`znD|JqrV|VB{fEkPcL>=%RbGvmKP)fkK>|&#jdwC0ED)BnNL@LLF zbrMCWuOR?0iFh6)lJ(((Wl#JDX#i+NBWVg>cMp51{#bJm$Y7?7V8xA*5b=M(&&BYO z7;7s+@FG>`>&`+*+{^Z)O>)ftKAqe$l@CQ&rJ4l~F18zr-gY@h8z$<7|47aHfbXy} z_zQQ|BA_7tQCwbV%&6_(dGiGlJxSUav(aMcWWB&OA(MR!SjpZb)&<++6?P++{gJoK zwSS|BEiW{5;H>tzXmR&ZMLdtrt2@tgpd0myfoISS7KZ^3@l%=6I%~f!T4)7@wWOv5 z-`nz-OsP_xiYlW%PNq7c)@36}b4S01pbs80e(l*T$iMKGB}xB^r$W&QL7F#wKGd#A&>#HY1zWq%JHs#8yN5QEX2Re_4z9I5fhe! zFWE6dp2 z$*+G?w0;UDvW9`$to1rwg2u^_$06k}ujP48t@A%=PLwWN&C0o^jy&*GfvAKmK#U-9 zpcBTizDNu|&BE6}dkzw@g`NyjRA=~}?Y4E(n#UT(9ETj>g<6K8% zgjkVG32H?n+NANa>Z$nub!h0itF#(3y8k(3cc$_`xO8?hs;f1s2i%ABeM0)Q@{-j_0K#f}{kLQu~ z-NfdHBa54IbwRwrUp4~@3ZuarK3N53WsMvpA&tBJyjZ>{J*|T+Ksxm&u`a=)6vC&P znwo%wXUxVkI@>gi8##)`A4@>t^GA(N%f(;{y8ZM?epKEszNWvfqnrLG-T!b;Vr}NtESO#~d>}K_$vHhZN zz|7R)dT-M3c=RuVZTJGAMwWPIg))|8`86_9BKIBrI-vFGqa?meX;!I9Mt_i?;X!FD zJdT5~*m?WZejeM}-?N{91aokhF_cj;t2(L~zyDgg@paLgjg9*}8sTl0479T8zlMhL z;vORAB&6I*F0d~`WL=M zSO{_;$US47e>5d%$UokCAXTMt}o=u+mq#!b^Lde z+I4mL%D-Fk0mfK8CGPpNTVUp^yzP5hKGG_Q8Vq~%*z$Z>9!|-|#!#lq?#o}h{{~tEZ?y?L^=Ot|L!eD95rtd z&s}a1WSMSa$>h^FZ22X*IESjIOFg>7QkS;MuXg789XoeAr`Nxc-HP_|*gVRY+|aKd z(qdh2w4Sit6lf9F^_o($<2=oy@6)>EH=bV?+Q@FHqandAZf>|>!hhwwqkFo2wYXEE zuU4=m>5IOI5jYIh<~&B#2*RGsG(G!o@Pvo%YFIc(lOc8?`nGFwP3nzP4Z}kd~GG=ooi@K zzEmW_yG62c{HnApEuCV5B{?%W-oNKFPXi?#y2%^-hyywn!`s@<&VDqyZ+fx>!{9S( zuxnEHIFUue>FLuW?-W}BWi5DHpzFExe<|c2jGdswos%*XptMV~Mx|F}_7#owR#b2u z@+4Sla*zcjzNstLF+8&Ue4v0dqs{=IOjVq>d1u<8|#elV^OaktLnUqBXXXcd|BN;HX{#zz!-c{wh{Q(JdJ5mr(OVcTybVMpQG!(GB7Y17p@>dD3Ry4 z-KcY|@!9o*Q>l4E@rfs_X`;{EtnS$O|8Erb*2X4q{sX&CC2{5>`rC7v`vz3+N2ZV+ zFN|T>x`yq#AvAB;w>x8bCP6fDubV7#>8;l+MDrG^7ecHmB#?#PdQARo$<0?vXvSj{ zg8TNsLYbVD1hu&cRZM9`lXC7bP{kxqH#Nx?!PW}XeE3t8>zziLo&}GMU}(No`ekKh zQI0r>cdYARbxu}f($&=ksHge#^5*ZcN2Y-7*{^KghO@c}Y)i%9^?(ixI0MBxvo2`- z#elK_?3-ivl6AS;cKhZWX(m=8;}7FbcYw7qJ^UGWPHI~tvQ-#kOT5VH&Ggo_Pj~X1V`|l>K z_&yoecr*jpl&!6%bWIiSegIC#ezu?T?s%~#6#!3AsH;@cigfC9dOB*Q^k z*W8&=m^Vhz!KZ1)({1>@I#f93L2jXQ$R}+hBYZSZ>C2h6i+2jS|Jp8|FQtNQbqcJk z4cjJ(c0A43kYLA{a`Jl5O---@hr86-@5HxaM`q+?xS<>C_JDirg2vb2gUdfq!+&2dnapSFj2bFev-wb7h<264Xbbh_?iKw2ezRfpWWcAN4 z(D2=xE4w~Rgg=CQcD6e^Pe!Nj62!Qt{;7Q;LTiA(r}K5xe495+qPovrgQLb`_69#~ zDyf^Q6)QvLKBByij0jF51yz_VPjiLbP8K^4$U#8-g5e0$GaZ-uRKxIlp!1|I0uwnL_a18s zY#iP^X-->-wKpzr6vfDMzf&!#`J)cp|L~ltz1@k*qGT`qw?=5!8w`iAw1QX-FfD?;%x|l19BM~K%#IF<`w!>^ zVYgr1F#iCnGUy}#3=G410BKC15HBiQPwc;!88|hZ&OYC1Su04N_~-74gP8c>x(G`c zP^AN?ph4>Id5mYr0Dkas@Or($Vd^vdbeX+@Z#G7sos1^im_TE#8sG*@S$~R*~b~g_$e? z2ZCAdE3a+-orWglDC6D6&4vgC&}3yfvv$8S7e@y9OJ00>p;S3uu3rV68C2_F6i~i% z8alAeH^$vfU3vxa)i`@+ds~(1XSU{$C8gz)*X?FdSu^5@`=1DaCYjDffO6lrrQK|3 zWk23hlZjYY?@jXz4T-#68dZhS3_sKXqu5GkI^t^&NjQ`HZgHl~jf?=L>$NhBlXO^r z!MB5z2?%Ab8C{FntZ+!7%y+$WYHC#I=paa4pCh7cv7N41yLeK1G~`?EXXRLc+wPy7 zOs%ggM|Swa*dFF+5H*e)3KS3?MZHIls&D1#_?`q!S@NyzdQ+hE*htGZxa76Mzr;Op z2!h&Clhw9C>}RZG!bDRN=NGnX?S3Madffq&YBZ9Y;1$~3G0F_1jiDBYy%&%E2W`gY z8dWzH-oW0WES`mn7Lw_IrmZSw)T ziPlyc#Jlkgfc_2uK4%4d{C!T6K6}6JJ^hYAz@xnkRIL7${nY;D3~DR{EEwuN*0d3b z({o@nPFwONy?*^QL&W{Z(S`$ESAPBPl$-3(4Z@ehWOb<8Qk7Xd7UDjAnAaBMkNt3w zee#6S_IB*#Wdy`e9hWJt ztG<^9mmh|eA9y+qcn@rBY#4A}3l^3rUeh~G_lX{^X2Dc5`QS}^ByYG|&l{btJ%p^#gQ19%GPb3kuFf(zWh z_UdXr$t)q8fin2h%0R*dF2?ApiS#1)70rK0%aSC-PJ!($9w12@*>!W*+qhhhl$1h$ zN!`b1ZT{UIO0_u4?ky*FF0PWYGC;U*5kxC2dWb?#iZbWH(<0e&Yt&_1G7$D&3^(T5 zKmG_pCjj~8Y8`S@KMncBb$C^FWJVza@t(K zw;zay_;3-* znw{mf8Q=h}A`awHeRN%fu})+J%J?BD!r2SwcX=W^$OsQq2AeJgCRFw5%Y?V zOViyaen}UvxaX}O^cEWD#2(er*X!O!n=@WugbeDYEtPSokOc+%ckUd`KCkRs>YWtN|L}zej>Ib=?SAm^|2cVR`V~XA zmt){{oT}~Y#Kayx{Sh-f`Q`S(#w*@HN7&~p_S&QFg*1PEUa3=BkaH5FA?S2s1C#E8Li(-_G1puq2aefMF3s)*}P zIUAdm-XstLvu~`gL#PFf9^2UTv=M*+K40hNFlq9bs z89p4zfzZAswlnq5?YsT^N6E9t!+Bw`tp>YCw}%J=R9<51;P1Z_d1~QTpJ zN;96KQ9B^%2vd>a%EKRo4kxlBZ8ZJh2b>Sp?Y$mC2uUe4wloj(ZDd*j41h6tH4JUX zTZ|*LbE&xB3X1%H&0GzMOIgrt@BvRfpS`(L$+9&0yUtI*T)mpZ>`Ig1i!bLU%TEn!(Rg5 zf?Y9x1nXH{Kp-6DvH+6TVzpE+?AthiQEU!_tN^7IcM?2VwgM=+RlBS9i@P7Dw-ku< zxsvm->M#m$WVYsqI48R_*ha(p5N3V$b=4m~lK7mOZZZ$+p6CF_>xC}S&vcZ-yUW~d z8M8{O=SK$loK-SOxPUfBAYYa~dk=1(FR@fg9v&I9PHrxKXgpJEDH^h?xjxjt_VK$9 zx*MM94>CUE_ro$^T&|33l=G|2*5Kr#?Kq)(s_T15QK0hl`q9;HYor#ZN)|UZ0*7UFiL_c}~~;=SOqgAYDmMzZU#=yzO5H*T`TIe*wWI z@;51vBLrN!H|8m7>4N9L?Wco}v7{z}xS(69Old>}O@VopwA zWY&!W)iD44$ZQW_zsk(FHKHA=^Ik2o@Z0gup!6|6qL#9`5pridGnzK0Jq@ z(+&8EK{#h$SAgq2z!nnqfeFn6J89fd3n($*$omH$JnmWYpd;i%Xwws zZ68ha#rfO?7!#h8qkw&hhu)lRnYOM`%M|w+E766(2S(FtxS_%3Dews~wYb2KIUIL8 ziU_xwR5Tx=HY%uz|D10&^@Yqz9NQb7oa0m-hi_pcEDS=8W1wIO(u0PdaCh zB_#IfLr$}yRoxV%3w06(tPt>}Lh^Tw%s{(zq+aPI#Jup_mSo*e4y%w)|ET4N{NGoriN2O&BFYS1%s|5z zGcrZ?;FWdCrNB+}AywPkh>&&yl!rz?QmNCO zgL4ON(t0@gZ3VL=zyA7quY*#?XY^%XfTZ0)cX`@>U)xO^Fb7%O{To9q_UTpFxPxE~ zH&pB=KokUZ^Mm(hABWaFVCmL^#BlN?YbGJ)yg>bJ+Du+Sfi;Z3$Wc`W!-ty`5m9tF zZtx~yGHo2e_x|)LJ7T^Z-m$aYF4%mUlf%Pbt;hu3w6l{_z-CpK3zZOMG=Q82A9{AK zLHk0joL`-nXSw~O5e}WF_Vx@oKcTR)j_m|Azp&j%9)x_5NXNmu%MIQ&GzwqD>-QTY zC-WBO(d#ufNi#gBTWFrIFr+&N!r4iom&z?aJBh)xxp_*)YE@UJL zdp6m(ka8+YtW85hk%DYDu#;H42^j^dS zG0ty&YLbPYyQxrpzJ#l=c6E-nesxw8eS!8wpC4V^La1^GT0Wh35e{j8D6N1Ktc}~7 zC`7#c?|GK@c|~_Nx4N#1TVas@WZGlc#g&!R ze*9Pl@;q3!gnt>L7`MNN(Q4E?7S3#&rI=Su#l)yXwg7JE!AbU9!i*DP%swf&ZU`_I z*HCo)jTjA95{QezKRBrKlZ?$t*!BLr=AoV@Ku;5U>IY;5|J9**7!80^**9p)R$$qq z2{t%7Y(0OUcQw&6B`O8cIhW0?>_Z5<@LR5UMST;KR8{6Ndr~FrN%pMpuCVpp8p-b# zEC)6up$t4Ri_qz_CH-cSHBDW0iE*G&wJjo| z7LT2d87Wk-5Z{oP%3yHqz=mptc@E!%6Df@Wn_=Q};GI)sf&u6$WJX*@WP1M$hZW#I zC<&64^MN(;4<31_eWbSLYrVtlZH^Jf$!lOW;G@1^fZ}9lQSfz&hX1E+Y ze}`Y-Tqt3WR!E!$HVWjJih9^W`QhLrOa)|miveoYgG7dvGF(fz`Zc7^J)lQ`e2&pR z(9>Xog*-ex`S2DYkhgJ(tX}-UpGF!IAA{TJ(%G4>bG8rR0@2IjpVdVC%pYES^gi^b5uqkSqhGc1s7y6QA7?V#E6*~ zH27+x!UKVS+cMARTZI1kZ7tjNeG8$!5wBS5G7#%*;7%Kn0~Zn%!Rh%W(8V{12~g?+ zfiw(#`7(1bU6ew|;EF8Ko!Brt0XAgN^prZ}OeEle^zR|?MS|Oy_TM4C)iY#&G#nm>8O8=#zT?`n7ggBq@F&k$=E&1Ac^r7y~1cAqv)H z_1L?ECk-761etUTiNXY9)t0NT=H5E_7kB?xLgas%J-3RB$n9@Mca8)SXNtH_-7+l$ z7{*+Vyli0jAK#hJq5Jg?lc3AeNp)b|oSu`yK@-I+;socc4zYry9}!19R{egh1BU_Z zjz5o18=U7Po^%Q%FhOm?mnt4`2J!BZ&|6Gz4R1Vy94g2d1P}r%RZSM9+Gr3WoDLFE zdS@vK!dx?GaYOknCOI7PCN_Y9sonCpYXt&Qxsp}bk|0F*=TC-uO1(!9M5quimtz4|0>4;2DFP;5)g1Eo=&h&$JVynXI>aN7|8wdo@1z0p_HvYM} zWaz$oc#&yXZmQoG%ud#1Eoxe)mA0~H&idYZ+qW^ATEQWua;40dQQ#%+U5$e{=d69| zt=hR-1qtd<8W)mYYR=wzF|(dRfAacj|1Y??y(}rb-=(hmxyx1;{t@H6t0eX?H{&FO zdo+^oX(rp?xO>43nOP;iLbkjN`_PGE+HVg>rkL>;BDEE+X}tJM(f@$XzghdmV=0mS zNO572Kk5B33iwq;I`!pq*llaIdGKE!9Tjj&j~Mc8)!bD?3B-3&*YlikE5 zaa>=oa=h(mmWMIq2Eh*etZ<@DD6T>yk14-vegzG|6*)SZ7~x$|&?{O2<@|X`X@y~} zt(JoE{B9R53ywus3^i8JJm&I;D9(h+K#=Vv_d%A}!*-y%x0^w_45-^A6J0`vZ8M|- zCDTbc-^M!%DWvEMirmX{YxGsIv{>k?& z6?gnzQulPh-EAOctS;5JOTDzZ@Md4H|LnL=PHW~a=|XAS;UB7q*@HA*o0}%2Cu66M z2;;PqS73W%h<~@nij+q1uyBrR%&4+Pz++C^dNc;<17dE!RzI5d-{}Ed{UcTqaflr3 zfU~!6DVXlvnEekY4FSsQ*df}*P-L0Kz3$0-T$wz$0ySyAww966*y!kG#Oe+$2bbX9 zv8|O=XpaC${;g^zWwT#t--S%KU2iJ1H@G8U?L|W<3%)`#q%?4)L=rRakfXA-39i^# zUlCB_#d~2+-gT{T^b1d|4%^|eVu&>GQnLnuz+yO7cuxY@ofkXdGs6-H8~<$Op5ljw%$pfFNN=Gxre zzI*rX^6q<1qxy2ggIpN9do)2F$e4Yk0wXw4)^bU}fD2v>XjN8vnIdv>hRI_V{Uo^; zap`-22cOHT%$zv(U9WKKZR}tdfHqHBUj-i4tR8M5Ud$VjJ9 zqge$<+-E%+;%%qYR&|}}N_(6&t85Z4+YvAFIF|z}VwL#7oqI5jwj0O(pPJ0;m4g;% zA703ZF^YdVeH)R?8#-TnNUL3GMI}}y1X@1yQ;3+|xs@Dqai41LNvD)v-xbYPPC=97 zqi56`r{~`@j8yVZZeZ1|kT`rMD;)KKtxp%t^UdJvTq%I} z+7$cJ`~B)!$5ZSjAAWsh9o8s5)(H3jV!JwcV9NZCRYpqy!#6+nYXvI4i?EKNp`M{3 zHl&cC6+RFlOUuilK;=pp$`z6c>K4oXgW;gDwx4uiDQYc~)V&J(2Q+j!3g~Y|T-gVd3o99p<*#dhEI-^z!yv z@vc9=6aYaJX3Gh9WTX@jC2UwufJ7YzGli77c#q^2{F%+uRzfXdMb2ys`+e|f4{mg7 zNFMC6;+urV3W^_j68Y&Z;0WE<`WDaF4>c$ej@whW{diU8%a;-cSMu>htFIvytMoxt zt-bLkp(k%}<>>efNe?a@ijV|LqF{jRg9+*`HCP1w7NdU|Im{= z8i!A)6E0y)iYLC4=SPKJSNbdqrgsFy0X0GQCrIKf={kG+8jo6PE?x)xM-jLkHG?sB z$uJJlQqRYy%v@y;bbG&0e!cBHCcVP_mnWn8-KC@U4m77_O^)F8b@dD@Gvgu4`o&c5I#)MQ0;Wg)n+Ob$+U$)~^z7Mrv>Da~2#krIx=>=>*TP%AL3bQ03 z%nB$pr#4ys%w&-({pk&Gq1`||2Y!E6z{wiSd%Jgz#>d85&JU-FkQkVMtoU9x$X0n@J7E-oQ37-q~I5C~U$OMUPg_*ePcV5#g4 zzn&33I8M2v%ZQ+84c^{7X=%2lBZEz?|Lc%Eg1rwEYyXbNs%;^Ew zC~R7Gp2SLc!XDsaS*R^l$oVlt{9i~Gp@F4@k#oxd%+lW|GJ%2vH2SiK?}TPupIfBNeAB4`kd4x2 z5jhD;u*pM8&z+6;={YywS6?fA-+w`H({GJ){G!vA10v)f7VBUzezs`~yYD^9?||`M zKHjn@H@CF98lVMXGV}>}>j$FEGnb?_#c5#D4wNl;fzd^V<)2+Y*3_gAu4J<+6Jf7cXxnWj^IzM5t&h4F|F8G(nLXsBkzxFN!lD_HOuc=BdUXcye@jk%H$_$+It@n zOxI|0!qhzizLVb3r)>W=c6dZZm1bd8Z8x4I!lhe3cy* zT2G$H>grwzrV}23C^~5Fxsu~8-&a>NA|pbd`BIn58{XA2XKQ++QEH^@+}aVyOqhZx zF{SX3I!i5ehUn_qU+mNBXB2-~nE&tVuX>z@PP%%2#@t3E?fbaMKFdX6k0#g`in5e1 zk&6`uQ&JRUF>>6tIhP$J#lH)q=uZV9QWB8pSnGShYVclo;L1cI@yf|qF5n;g~710ZcQ5A?Nvl)O}Mezo~P#QDzI{@`F^c*teM z?=L%n(@AG5CC}Y|@%g%BZY`JYjBmIXiJ1l-aZeS0@7qqySH_-xQu$-OZRPvL^8W4} z6*Bl4q)2f4EVWZr-|$IYK`;?ti|kO=64a(LtrP?(Gmw8PM4er~%ovuJKg4GE#ad=Aqn}h_5FmyadzruqD*jHwx^c!y4rozcB z0$2?aJWyqR=8d%B?=!r)ia&D z4^ZN7#Sd8{w2NPdge(K6u(K08TA{x;{}SRsY&{*$$TuC+ztZ6MWl|zW^168^7uZ#f zvk-^p4CAQrOJ+d<4f7-7rGX_vu;sWi=fmQkIRA0~ zTV)H1j5J@_LGTo4UNA-dvi;<2RcnPi;D%VL8QIVM4xu0Kyq78d)@m2Ig3BCsIb$%V zbaPU^LvF_Vy4&Rv7tuUc_6s`XOU?UGqGjKw`*a11s_WP<<2>Ut8XmOl;{fgj@RpHw z>OOj2%~TVnRrp%tkyu2H;{v|ct4oa@b;o~*kC}=lMJN3jdR29;zbodRjFAcIZ!h9I;4Z+I zHss?O(Nhw~mJ_x^!v9hHxoujHNv5Mm-hd2)8cg^UX0W=l;LmNQJIIzI0+gd5Zc9GtZQnj48dZ@ zF#JcKQyOQ)kqAmra(I=ZN;uCu`h{ja&g(#3Af?JYDj)0oi6>LN5H9s}y=mw>`ORe( z^OSDJ&`J$YP6C{gkXF)nQ~#-&8mZbSjAAk#e7+_<1T!IwmdEY?v@D}aPf z2!$4)tn0C~4oNvbXRaJ?_TCNt91D>i0{sw_tu-!$#A1REcw^%#qI;floHoyX{^y9JW9Krhm@gvp?rB73kqn4YsgF zEzt8I=3j&w3#dnoW4cZ|#iw27RjX@kT7Pd`ugG;bAjaku@kLA;>gFMv&2a$oe~S$+LY z7?V%emshsN%SPQD&*j&<=G=I2lAbwc>QAb{^kDkP<9z&y5b|^2Sx;X%!pF_)Jxl^*~UK5ZQmA+>ZYSJ&6IN_A;s#~tdS zH38i^TT%kutISN;=|ObU=$c2fgmV7p9m034Ib$X8zUZ*sjFb=UelqF85$ja~gdRP& zbXDzL?_m6&nRqifESEoY7wt+XDL*^=dkurQB}Y{+Jd&h6^7UUE!wH6%^|gYl%K0PU z$GGt|URq11a=dRzxk?`f2asv@@FDu&`BhyukaWPW3tL+UdwXGUqV@=Y85Mk2=HxU~ z0)y#7ET&mlms)Ly&+u;x+6ma>p~0x8UTF2KoiEkn{6wuUnOlkJCjt@MRjSFVTF~Cv zNu{i>cb_v+DVEmROLPW|&RCZQu#0199LXZ(t*r7xLdbHp2odk6sX+t5Z%tzV4Q96! ze{AnoqHesOehYU9f-X^s-|gKJoD-DMsCH@h!@Ga?`l8`3j<%@zZS!@0FeSbw3z|H` z@_MMea6(h7`D*i!oOdanG5=3BwIX>>`R50Aj^*4*bF+v`3rKmhS1)7v@N7qLC{T9K z6bholQXNna9Yq-i>fStwa%t=k7H%zdshY}g>3X>+*57<_;tgxJ)1$yGhnkAa=?{Cw zx&r-RXVb&BOtZQ=l(gJWr2PYjyZLebrZ2^5bx};)8TRkwdq)SJ_&?l_ z{3$NoE7yA>XheeB*tHl+2eu-hR*tTLSW_Xl-M$Wr?`Vaa;of{o;0J7&zKOBL>a&sn z`G`NgoH81^e{8HvEst*#JdnwDVTgy}5p$0jC>Ge+!Sc#P@w(5d&{dTV=Q9t7te21W z^K=k$*=@J1O--xP8d1R<2!0(fxIyo9dKoL|#la&*i0`za!3hSn8YYw=gA)jBVT81t zOnSFr&-IK)jUUd5f#B;nhrWGF z;rA>avj?wIt>g4S_|0_KEy*!d89Ls(r;BkvuSVZ)sQ!Kl9(Y>;Dv7C#QIq7cF+rgQ zm?rf0x)tkuevIw!e>p%(1g7GV9VO#W&B^O0H)&!krLQOEAQ1m>l;os!z)2-mkczK1 zib?iCryvcQ6_CH`cGtb(j}JBdYJ`F=o0;egof9<+|D<2eRCbW? zxM55c&%Y`|!RTvOuXY*8b0v=o;7b$P7^D-Vrzmm_-YA@(|6B3iV{HU@Yz4_5W@u_A z0pN>3*w=x&_TT^??zEt|no4ip3T$=QQ#GpIa8pr?b1xnAWEX& zx)ipDu9A3Yf-tZ_r>YX;VS~cT4!aBLQm&+4JnVBIT*d5vwcdYuEgB9QCgKtuHhA5J zi_FQHd){?e+#~-3?GnK?CW_i=>d;lz>p{`oST5^eQhCd#@v4iFM1EMH1KaW8lu@|c zrduP_t*|0Z#h$!!fN>ybX{AZsmBs;f5u4t1geGR(X_VjVq1+E6wyMVjc(Rv24GBck zb?3y^3gmb=Ak$)EBbo=7!S)XWn%JXHL1+Y|JP;BXLPyA!1PN2wd3mg|%*Kx% zjZRO4?40*WCz#8VaE-rz(-{@;|2=;rwrl0+DlB^B7zQX}K#Tp~GN&RhPrq=qD##%W zZO4}yrQlCT1mqN)U{G4%$%aT*XJ>nUt05wIzz`20B%1bi&{^W4phXnVjO)pR(*h&2 z(&wO=A^N`L2K=5jDR2$*J8VPfJO>G`e)4R*YqP}Z5iMXu;Ps}d^~RZgtZ>n4A-D5hckeFKZVz?rq^thO@MEW`ep0_CVjCEn$i6N(YzpTl~I z#;n`;Vb=kQ)XULlf>Ms@Q?xjRj%smD5x6{lZQue!SlL13lUNG1s zZli~Li@iM?@5=`4^%Q~_>Ym!evgaI#7j-eZtiPZmW==$*&4WMXYo}@#(<$)*vzL@K zRAvDR>6QJ-cZH*CWhHF1RJCU0zVn~50jPqF#e~PwVR7U3DC`u8a8gu5fZSKER~4is znPtO=511Dk=e(iWwRTDlOC)|GOSCg+?fI0<$*rp?tqf%?DYNK5!~{Oon$X94G^p?R~IDK%ea9>sDBqd?)S)23ct zTwt=yK&)M=0Khn@D^p!EBw!NEoCpVbydv!EzyfuDtU;ofmJA5aFmMLx`<`#h+@bLR z{Vz9A?iLqyFUYBFJUId$32TVmG*WT_N2mDK>D#*uIiQA6x#6z2<402s)T(mr(`vgou44OR{ z-1?wm)sM=#0XAX7;`@L)9=y}@ zfYPyo;UWV>S!}DWT=NJG8JIplE06| ze=)H}>>c~*A)fDb+Z!8zaaU(b0H@mX!%Z=_yvF}J>COe099B3~Z*l7d{5wuwTFR$b zEE!{?Ary1XsVVCIv|h;%n+2hm>)zt6Fb7bvO`CmhzMr350b!T?ARc!$SOD|eQO;w9Y+3^2K`=%d}J z9wJ31A(L9{J20LiBcfm;kgK;m|F;!kC81DmYSw0BqL|(g@Yv*YQSqletCQXt_jb3b zvVm&;gcVx%FMIJqZ`HG&ka{lN5?|i3d3{M;ki(D0uJQB0aO|YPwNC*NtT zKyqbrhUYX${Q$P$dba%8wO;XxJ!l91n-0x)H%JuH(!kbb?vSK)rAUVjL*hnC6T!TP zm4q1CzOoORH1E+Uf!p>Pvqe;sKOBc z#ez3qn*u^-%wWi(rgi|6dsvf!E^OlW=4z0kAK!S!l`Iyoxb9&H z-P7(D_o!kk~d zu(Z}A4^L;o1)8|;5di)7h)sj?hl*eY=8libPj29$;k6iC2}7G>_AF)N8&|PaF_cwk z@~WOV0{sClVTcKXCl$az0FHQ5r4sa2?@2Np3Rqo%^HoZ1&yGC?prEg?FEa{bi22>bi$=z zIynY|0odt)#)lq5EJqwnbd@4p$))UnL7 zo3f~?<`xQc{q!;aAGg#U)APF1T&d?5r(G3N7fj5{Pw~fm${f&psr)w4Lv5OhX5T$TsKZBs`@BUmt-w+6Io*A@6b19rXCSX+ai5o*W-laX?cp;z9E<2H zfDgGtd`&3f#O_OcL`2}&pZw;Lwt@?zu?FrN5OX;G$fO){)K}p zpzh!$$AcS7BMYQ4$CV-G9~v92_I`yQ6HqH9zyvv46OQgEwJQA|PF@+p!xWJnc-Z~`KtWME ziql+u5k&XO91)v5ZbN|}ie-VQE#-Vm$Cyze81p7!@E|G*wgUt1(82**q_q`w{hQnW z-BKAOW5manHFxbCc?R-Le+sjZ2bysHZ|yrNo3EW<`M$8QvaAedzp>y;b6qR|9M_Ex zzfZynI8B=V90-}7?rQ`-ADk|ULhYQlKV*8$3#R_~Q@E)?6w~F3GM^}7m&T#PVPoS1 z;}9GqNy<6HMSV+m+4wv?Jd)m!rS|J3+PO^C-i0-~?Nc#8=Pw;yrNjAq9ssG_;~QVC zuj8Rf+C z4ImQUze{U`GXJ~)GZem5IKWUca4*``UxPr1ctvuwH&2u%N&ggO9wE5Fz*TnvC@f$a zfllHwNHXpha9oEae1`?-u#pG>fp4&3ru-D7Pz3+t$wZllPC$xLf}!SB~Ek_*Sz3OXGDH;iJvtrqFAD<&b+#jt)FL1E&y|2H$mJSpBVDkxJm?#|DfMgl^ZJc1$biq3_At@n?r!q}7 z(w&L%)P$Wq8)hDiFL^6Zq_(Imj?=TU52RD3U**Do;-9yrq~ z|6OKLXdr3GRju`$yd|Jr)+GZU*Hq1$AoHCyM#CEr_~(4lr-prrKQWrgPKC}X?l%%5 zeY!p`)gJTX$B1?d$FmqvT6*Y5sn7Imtyzc)EPG>g5x6Yj`UqKp; zsI)1S>^QNvTvhtNj;{JiN+B=lDfgUUgV-@#4z7$%&j$tu;iGFHW(IE;JjoRm)-EpZ zo139jyM%~`1uk8L?XIn(YhR1*5)lDc)5_qwbevx4+S;0$(93-F1VttY-)(0+A_oIbtV`+%(%Er}jtq2M7!7r0>)3= zT!s-N4bh3-5`L3vc_*}n8&6r?t%sfIvR z%asgcBou0@zJ5{RNxWWZ>q6S}v)*2tEI)^hlk*dcMord#W944uXTw&W&5Tq8*F$Ae zRYl!+RLb>$2bQnB;Q9P4Kng*0yH2P0HDG+|a>q8FIW;_>Bcj7m)e=Aj!I-V(ao^%D zOh*-&KJ#QwZw1jo4Fj%508quC9gISxZ7^$|e7#brI2Va?Rn4yj(5|PqR21mKpx8N)8)CA+;>An`6BIc#1 zp;0-wa+|6afdK2*Z9LQur*ZJJ-g@=LilM!uRPX!P82DHYOfP&1(cbs&-7CHiBGNSv z@a5%ehnqtx3{dFr-02`f%I8*PX12n&$A+rZMHq%9uz2!yfkoM=U#qPE+^Yc596cRW z0Zxh$K@*v4^P}xH?hXMJb+)mAtV^K&`f|pI1ac7DD}B`_=F0y zEEnA}=TU#w#E5vI?qyle>%3f5L$6A0D8w7EK7Qs^>v~!FGtcxok!gCX* z5`DY<9oFlxejl9GhrwX($mr-zJnR{#qXvoinpd#mQe*=2$=snF{4wakJVZsnvauPy z_!lT)G1O1-!_d$P+2o__bT1Z#5%-xB0d^gR1}HgHl3BETso0<~0{BRtHpp>hv~)_xgsHgdpx)Bd zSST49s*w@+BrD;70w807f1m(}xAtvup{@Cxa zFqQQvwn8r2qK*i84S5FNxr!xt^r5m{`3VSZ6df>BAt;s{8;v84GjV2Db|{De9LfQb z#kOdsaTI(@tso}=**9F0bgaRjutTO`_7tNtm>a|8M{00x*S-`~t`oYiL zFQBz4R9Ay&fP+7OX7)eHS}VMcTVqn|>wY5Ud2wKxn$^~O z2O=X7;ixhLe@MF+6@8_~Z5hg5)wiM|{-$7lR>JlX=ODdrL*BV@0R1%$A!wKsa^HWt zOoM|2w+duv7>I(K7?7AS4(hteHdc%{27}+2ebVE~+w`xY#X8!YEFA;C-QNrm#!24) zA*s)Xa5{@`Zo}f>rI>iL;%n~Nw8RiSVuXu9%R1WgNSeKI)q_9Q)g>yaW;MuV(kgid z92Zax*3|5SAIsL(_5-ZAJN<9)|urudpNl_H#QbO z*HKAP0ji&lXmw+Qo0Buh98^ZvKz&%>&;UY|DpG*lVGtY8xa*bn?-1T6A_sSh;bAs-QIm9J{5U7SPVVuWn0cw0Lt$?$?yRZfV2nd(}HGG?fau z)%p%F-SBK~si^_UhA~4t*a@0vpwlvt)s9wxxDNl;m#WNA7Li4&fq_ysL&A~|qGyNg z?;)U8SUa$;V@9qkd-F&STc{Ap=vGxb_Q7Hfni$y?=%j&=Ld zhxVM0KdyqK)vYl@h8{?<=HwQqzqgyV6vI4n10-#bfO!CT(P*N~Lsc zAno4b%wX#}=^MSdL#pXQ>)8&(i`dN5JIoHvKO&ZFXIJ1F6c;tHVd8o-UZ* z*m#FV1FC;mXFYgO2%zrub@-jH1wo1|ysuv@Zj^qEQOJc8{@yw#mtcX>%_wCaat0g* z%4iF6!QhzbjRT0gGcOulQyyfgH%D8CNV9;q=t6)3-9wY=)Grb#atWG`QuCpR6)sqmcr=(Cv^5rG@8 z_-$qeBAtHD&y%N`@qDoCVQs7#^vA72XNo>s$K=Zg^#B@O4B8i}E-|rYK&rY>!T5oO zoQGP(&Ew~nYm6%T5JVURG075A*6}* z{2~_pz-z{b57HdTtVgho6t>l4{RKlbC_i;|J33{jr>9v|ZK2qJ4-y!GFwcNa)}slD z71Uv2Wh0Xyt!HPXW9cHCu`3+-Yi!%*l}t7{Ik_Tr6JQTLZ-F07K`of>hm$iZycDFW zjXx%b(a_&O`oudTWH!X$Jg`l}_5mp}+$+@7CJMPhU9yu=Mo>S$&IW@|P7bgp;w^_T zAlsO|y%9y=BC+D3-5MQ$mn$LRebc}}7-l?)+doGKb7lLS@dJl+Jbc zJioKfT4$ZLPJis@*}HaI?(g^Wc@Nk1y6#LmTPtQ2%3-O|WG2V?7^4-}99y!yoFa60 zJp(z*sE49sV!nGy2wNmYEi5F<+`%J6%8D%t<18fvbuDzIPu!Sms3{g4=L-J0Nwq^& zaA!ZG?$Jp`?(_0{>twQt67ARDT`etD z*VDJ0X5;3C-K=GAuG^IEd0LRr-7zm5bLl#>>2TO!Q@vX-aS$AMsK?*%?G3H{`R(6b z>vKG3-*YV7i6$ke^gU!HWKB2NwO>%y)%&4$c7j(t>|{g#3DIo^%JNGhx0;$&scyGd z9eKLI#m1pZ*u_qED7)1p!^Pd@q2$ur{oqRk_swDQ|`C?<^DBe zf?h7qKkCXfA`$>Scdj^pe<6vL81%3vQV-_*9#WBW>b9@XFgIp&a?Y+iI+jf(cmDiU z_dH>y&^mq@VnjQsY^0KnzYecbBu+*eQkc*zH3oQ1SudDc5*b(b~FbWC2T8-F(G-?Qszw2p0?tE~)xnAz+pZOOkt4 z{p=d_*1_q!ck>FwX|XeXQ4F5I=pJU340VUHL2s!PeZGk#{Vs>Ux(u}okQ`Wj#31+Q z)+LI7;jb$bBCy@El8gELQot+(EJ8iq!T%U%@l-%06s?Q`Nil<-+>uffEJLv*ZLa9Q zyv65;4Kn*Re*=TU@E{1ra#3UPPKH)cmbYi5(3za!wL7&Fznn`0FdW8HD zGQ;NAVFY_z_3u?9J6qely`=9011l4$P6iLw+;YIT3Jis;%PG#HNgmPv2d>!mg)7JDA3h8Y=Bxd+j3qA|<!w(yN`_$^@A8RtU zvny+vf~1@?7{9zs_lmlD@4x^gZxC^ll2m780GZGe%37Xq!E{mF9bgpSO+dM9mOU{VO5Hf1ZyL~q`(WCEIcHW0%LE|TBjn5|YW3vDG zGMVvad5+@xlOfNcgHNg2RLxp7nWED)Ozx?Fb-KB1g_r*) z@2soR!Jgt)eh8Cx^Gv>{5>x7Ps`qUa7i+E)AqOuZ}_d#3t-X!{S zMMzZv=X7-RE`o4!v`ovz!2v+K&jNqY#@0^T3((RK*Q9q8Xxo)FnibV%0t0#1 z1P6!2!IS5tGu_of=2uX*_Np$m#p*)0%FM;>&zUXqS?h_vgH-0JLid9%4Os}M*6Kb;&*+fwoqVrOcv4)f;V0YiPNjoJJM$1l04d2aqt;kAZiq3L zJVOqM2vU}q)PJ$=K7qg(rKl5=wx}yHdM(AWOmWzXy>tvw%Vw&#@z2MDS3A zvBcuu8J5^*F#)_V_xL$IuRpwl;QH$Pbg~Y{JLOCVt@$;&ky+M^o!Y7 z4v{oo``mGHu{O(O>U!0-*wk7N_gHOyPtRILaKPC5)7QHo{q*X-boTa8$tQ+)=rly! zX0#~liC`|R@d&o_sY1!O*9W}Y1WC$lSq~OWeR>}VY3)ZXy?pmtX@cyB$)^4F;~yUE zPhuv#p(^p}ziGGH#?fN+f^6Pf(serXGpZVO-?(AMDE! zi-eUqxwBZ~fWK~z)(c%?MoaVSw@y9L7ns-fwG>m9?ay# z3~<0*ujBd`$k*;38JXDFt+TNQ!VLFY#Yx-@fvN#gf4*1kzLi|dYx$?<)ad3XNsr!M z?bsN4U<`_Ms$IGd&K$4st$v$b(Ek!1$sC18OQ((g31X8tLM98eD#!idYxa5ChqymL zW{!&&6XDf&p?Vf=@enOa0_&fck4qUSpBlrncv~Ds=bYkr;r9LK+tXf~Z&$XxG9;YW zB;r{-9`jKg=nCsK@j30_-X^i1NvijL`lkr)$pwDUO)5>r?*ww&H0Ig1&ak??CFSL0 zFY32`X1WsdwL3j5=4BI&gqfteqZy*yFo->Q>8byn+VO z2kB1s4N86?5I%9NaXAXS5YMWh8mbuAm~G9!<`JzwGj}>zKS*IX`$U3f+im)W5$0Wv z2#VmRbm)I!f;J4hZ=$&a!yYft$iuH(oplr`sGQ*nRn*kgji(s<@p~JP6n(zf%TM^n z;T=hqx-F)+o$}{b_Vee;X==kR9e+V7tKFCX(n{dJfR8~rb2;#kJ;O$lQ- zo1sSA_A76sj6zC-hJ8U#9}6ouR0cOw&CK&$AWY@bUV#}wAo5QBImq|8WlA@H{b22n zT~z`gubc{PFa>T4zyB56x%qyu{ zbQB?OXC7P(GEtqjF=43L>hm~K?WQQ;s_enM_Z9VsfZP0yKUmfwSmpWi=b$4zRWK^~ zevG{Ncf@5e6Q7Hgmy;)iEUe;jm|^Wky0J66`*>6n)bF}M%MUt*YOK3^Z?1g7UbQtj zX~^GWakLPH_&t_7V@HhJC(fAsR|K|rln7RPPuEkN__#N4W!hxrfz7r4W$LQ{d4724 zY5Oe(Ap8(<%ZpbZPW(W@WF?#+d8A{!K8WbF?fype<$Kk%3Mb|86g_fh={=gh{5BHetjH%~R*SZp_^ zr@u7&ef4Ek(CtN2#VvzJCQn-UsvryK1?NE$a>;k=yX6$O$}ZaB48A1HKaqW!wDSC zdzqcq_ecFv$oKU1^lpKqTVzz*ElEQpc9=Es0O2;> zoxM0*A$aCdgXy&jXRu@&GGh&GgcAn-MPb9ITl%cJn#fR-aGzt)69I$mYl^QARB}Kc z?;=R7vl4lsb%d4X?i(;_`?gI@6jd)^PO3sdRFv<=!1e#uj@3ovqJ72ef zm_t5ITLFUL4ni)#<5j)5I@i|(Tq zvK{Bt(Fz1=?;zk`JEu-5U#GOT|B@gLsb!-L8Y}^&%wc~X`dr<7XA%92F+3Dx@^*If z*vT=40?eVq6Zi5QW&Im|Qi7Gey&Xu?XYH09d~bHYVauh~zq;r-U$?WbC+N>u+aJ$` zaAy)?>J0YTGBO$Jvuj>@Lv`MbtTtzt8c%U3vdAcB0z-xbt>7;gjDZ0nCDCVjGeGHS z8v=fn9g5`ss*PDpX)Vqo5DQb6g2F;@s~7@%`o69g0WtaahjA0fb90lHjjzu6hh?=| zj(uhoU^XEz&l7bVvLpf8 z#ObU|qu}JUROqwD{c@RTyai*X;o(6xa%cGCfZl(J^n-;3dyw!ZmMq#^^FRJbW(8%_ zage`slITC3_XTD`f_A?>?9U+Pe48N@K|5H+6Rkbli>v(_?_Z}?Q{Vsv@0KRhjB5h8B{@E>9voV9IA=Wa&xa| z{KDc3sj2hwdnG@1b{2W9&A`Vma6q6R8ZII@$YJa?zDY!o;?PSwNl8hNiJ%*rxTW*D z5!CYL=4Q~zu-=JfuaI_QW}d)AMl<&c`WQ?ea(h1Z^&J**~i9>)N$0OL-3c~ zjinDcNmRa8?AI6`#4=Q>#L`En zdNi$ohID)d*>3*nnC=V|%}Fr6)5@`O;GwVQ#~4sJ6G?)U^71sP&sueOXQ!H_;OB$0 zpE_vD8R|mfR?ER*3=m$T=|hfGmgKI5I zAYmt!#YN@j3E*dNIshH7y*DFaq(5a)$yxQF#|E;mo14qW;dsE*9yrriD$&@6%QsV} zy~upAi=FD?nz%-G#)jGp2N}hn&99HLZ;zUp8-ILimZ9~&()mWcl<=;&wrX^cSubJO_caW2${Uvx>lb=4?bn~dP z(hYehvEP#9vZ)P>>5LX{j&7xnB&`%JylUC6L_+YY-uLKBFpaXB=sd|XW6NaK`K*yE zjZYlrCzskpm@2Wp&sLi_6{#PK2&_lUHB&eTC7C30 zn}-fd9O-~*s7qHkFk#>4yl0$9P>iIcCA~Z0d2C;!)36QvIU3NXk&^jt9vV7NLz2)&9k`u!=+`zr9TEaUen@3Y+IFb!B+70Z?y(+1ROX$I4rt4* z{V-cX7s5lon*jU6<4DXl0~w2DQ>R;BI5aau;1nchB9(HvyHw@GE&`&uiY@XiN)8Z= z`M>4$nslK9`#9)@uc;$N8foomoS!##BsB%{;Y4Tle-7VhKw z*y4%BdCm;G&`27S`%hx8+tK{Pn88BW$Dp6VtlTKZp5F$~$|n)K_L$xO#%b#7L#G2j z${_X|LqoT`yri~&T!;D`%dHdp^*GiP3j4B?yM>Z;OYMc2@SLIvAlB7~9IBB5czZ>B znX2UaceT*;YHjrxLy?)i0>DFCl!#6YP5*E3Bx0pd=76TYPoCsGwj0BpBbBoNSvL zHyprp%64H+-y==xDmHRFR$s%wpvI~*{i@;3DZjl^@2MZZa3nSa-DLMtF-11!pCnSf zM&||uksJ^CeL!h+(^JKaBaNHvN?4=7;Lb!P5*8#kj*GKM$Diee8fWRi9HT(j%nVm{ zH~gB6f&0k6Utov10uS&I3zq_V54t5`Py`#}E?jufn~)#xt85v+s|U*67T z(_k8*#dSKab=ta3b!VJPJW-h}vLzr{qw~_7mw>^?z5+P(?8^@k-f;P95~EMp$d%Q# zUhbA-kqK^~jn9Jhp)S=$B+={l2cu)z-Dlip%;HoaG-r)uk5)E^-pb;eqX<6w-`j73 z4_w^zP99r?a!REAhSf7mZtwMhSRlawuz-FdQ-g#6FffXMv$p-!R&~Ep{&;RKH5R5` z&vvi7Wd%WLfrPu2_na3@FgiRB8utrb!tWH4j{sSArD$cw2MSQ=sGPWTA_`e)`Y&yl z*5}2seoC@?;`sfO31vNAB4PVs1ljTAXo>NyO#bKb{^6sU%MLnuYsVpnU4#ps&&cI9 zmU`)wcX-v)&6}?&uRB?fyl4a#|q zS!0-_3iAMHF`5U!%`+^tOv%nRBX-Qhf(x{l3+&6Sf*o|P{$W0eDfy*t(UPS*QRT5C zRUW>H4FC{T=wK-E42x}2S(Oul1ml^HN?0uA=2krlpE9U^JpCA(5*ehgxjh5|C0P=7l`T`e zy!qH%EbdjKJ7e8NT0V41UCY5idMHhf^*qhvHASo#!8Rx#iu!qXUg(a=6BhE`Lk9_W zCcFbp5cDh6GAJQTuI#Q%Y!V_KLw;pVDIeL?s$(a@{LV@0-W!zmz@G2i>6ddwwn#^U zjsoK$;DK7E z=Dq=KMfNj%W!c@CJvLyK^vzz$z4Ac8bZb4SC59It;@IPpQGzjRcysghJaC_2Q2}*E zB9t3aDIQ;Q^ViKS4FA( z0v8WwPdBPx=wKV>UDo1ssaY#F1q#J@=%my)X^7db>)?PW2^I@hI@MCXjZqk7OV6Nux|*EbNap3 zcdN#b@CKM#4pP|=#fflertvq~dF~m=s~{r#M_i-eB-G)FI&sOgg;*_Ecd^H*xTAa^ zrY+8u$1WZxk_GopD=v=yYAg@;-F{m=6mIw@rNd{rmg;%)DKB>dfuG@I^o)z}<-_yK z%g!~1e>Q6W90tf>|K(qRgag{OJ=2qW@RVU|FFX0?w4fvLQnxErvv1hh8I)Ref;3o# z&()K813I(YXzBq1^X<2_2ynz#|7X3t)_iB4Z~`wI+ciziD1E*^V}E`d1*fm$H39rY zT^vC7(vuX z^pboF`abkV=WnC?80{i3Qk*v&EAX45pM!4%JZ!&xFBjo@hI=eDq~@OAb`r>s3Dz(W zeX(&WGiyIhi$o}qD}6VrNSBz|(M-d%n<(H$f-hHe*TfPRoxl-?Z>LZdnfsE^J@Cgg z@N@z%9FJZ#2=X58>ar*qfDo$K{2~o0BpfCTU)Fy9@HV`D{V>6JW1)sAwAo4sB~qpa za)!(8hKkHv+ym1f-Sx&o5x^;KKiQ4%J2%Sa1}ZHlzMdMrl`&-U=llFwjajYsN5+rn z9-d26(_wid*gHlbU`SAxx|`5%>t17sUeSgMw{gm2SVRL z3i_p^Bf{>#+DpHQLnj!rF|2>5Z{0{-7{78^cxST%xZp3LXGdX~l1f1{di$WhBRZuM zQJC1Y&#oO2cgLhDD<+e;XMvsQNch({%Vb6d2ICeZB+R_rgg>a@_0Jgx7t3~m+#Bt= zkvL+;&qoKcnw-#OOJSNAcDmSEvaum)O<>~|Z|rwr-fa5ExnCp7a@j_I>J0F3r?uG&)U)g$ zFux!@AJZMiUmoG%?ypo5uG!t5{iZE1?rK*;&o8sOoFmS^#y8U*cy|c1UGq#lVkxfO z)zfo;ItVRq|G>Z|T3jMp*0`k>>~{>vt~0D-HIdshgWjh^EY#)ErK{Vw4H|#?)Smg; ztC8d5FEd|J4^44D2ZXMm=C=3i8XArQH0ia8?26*c{FGJ10UZ9a+KeF-t}~-{slviS zK&EzX{lb_lLBO1XV2nTzBF?U-Tqn@`(7-2KVH5@!d0l(GXD0zYPqleVjQYk>P%8*l z>;2cm&FMyow0ivI$xn5zXuK(l#H*F?h6sh1jA?aoOgv6QTJVgsL?;iKVAaXeQLTmc=b81~G23oIP z-EUJrK|`)^j5WMbFpdo2zdBdaDFV_nGegrkdq3#2(+0@Z2wj>GIr6~&Tzae330ayn zH4!#uKu*{qaEUaTf%dkOP{)5L_ncsBw{`r9raLlsTBc^Ux9>JLQ@q5c1@nKzq^{cI zn3oW-l5+j_LL(Zdco#4F8$jhT5d}FeaPOe9f(| zQx}1^RC4GM`^|;}S4EOkbF{qhaT;P0W4lQVC~7;?Cqsibeia|A`Kh`s*6&I8-}!LQ z4V4$Br_1GQBYX-^1aA(FGzh_~Dfe{Tc(>SV60s|BqzkJ{1zymiq`^uEc}aGVio=>4 zz~K~m;Vn`RCYF%Ck#6PSV07gQ5d_g-+Q6Szw&v;Pb|Ck_Ibu=<6dQwsGjLLJ(m9t8 z+9`SLV4ZRr$b^@PNhp>d*TY_9Wqd$ zfk$=;K07RPh&J8MXMMAR@Nrec%+!`{Zkf;_%(~?rgZ9K58AgB0bM9Yv zLiR*b1}m7Z@0pcNeEGniXkkggR_-M?k(Huh3GfPRu}`XbE4s6|Gt+D*Lc)pnYN|# zX~$6$S+ODcdq;leIt?DZ)%cm;FnwEQ;A^noVvSpy7wyLX?zi|mcA zu1JiWl2p&${)w&KOMu?h)up^zqG0PvKbFz)wHrg{5>bZ7$Q@1TxN2lHH0F@bNl}m2 z0pevIxN;_@rp&c-M=V^h*zT3VkqxY86l}_!T34^4bVn9-V4#?vENT@y;RKBw74}H- zd(X8fA}OhjRMWsl+zjhfq&>~%6)8T=hYjDLlDNxw)} z_9c~^5K~l(IlEFiXEVQiMT5XEn|$p=ML<?y%Vkm`ahv*J?$oCr zvT!(3ACVBj)#GsMnC07NbqC|K^z`)pF{*0=zyDr3NXiYwXtz*I=3U*^UZi!Mc7tOW zDw#{&b;iK;(Vc@g7CO=%o7f9)0V`=lw*$8ucs9hOv~=u~aNN)7iJO~4nOT>*pW*>( zeJI^ICMw*hSufUU%CShhP-@|Q)7b_>kqDuZ4u6? z*GhwD!$L!Y7Zb`~6As+QLqnI}@FV^4@x6}GC#+3(Y#C8r zhD+*tZ+Oqhx5j5$v@v}fj(F2N0n)t{vKl-Kw#Ie>o* zfk+K&{uWb~2L{gOLd<|LIX0fgAK>N&WR3r6?$pu`)N$$G@WD}%IWc3$IZdle6mj)C z!7>1UiDBV+^~sfvK6sTPKRT#tTC^7YSrOJ3Y^}`x_49nC(bmWzhd*1;&?rR8#?5`~xK4Kt?$h3fz4jiMrXgLL zPhVtg%2_Y}WsW9CwhgiuWs_7jH8ikcZL??rFRo+M_P?n(_()#M!woAe8H&+qV}<<9 zO$Kctywtz=!D(V=oSU9Tzqyb6J{AtB+pp(Mi}lzX4_g_rKPyYa6q;30ky%;k?D#=n z%M33YyVCkbf@u+&DtvEaAJZW;4x+itWuqpuE=LiJT~HIJpZfS>9wg*GYE{(xmwK=k-D1zkJsh#H)k3>OY!5ci_OjfHKo-L&51s8_M#IRk~kwH86Owu}eXV=T2&u{N)QQtdiv$ z@k3wRHyS^!#gpt|Pphd7+WoaX(dA20#c9?>$(19~%5j{U4`~GAS}Q6B$Wi;}c2BP? zJL~gpd}$kk<&En!+Ye|GXv33xSk*5!zq;PgyE%Q}08){A-bd6oC5eO`mGI=GeL%%1 z@QR~5xI+corv_7rWPTd*7dowzr}iQ>JN~&Wxo8p}MS$+Lo38)*I~@tnE-E^?&y1g8 zxTY!{s$d@aGs42VN$!rPzRA~Y&F6BMTBddQ?ZDs56v8o;FPvFa6xU=1 zzs~$XN#EC%q&gHykCZdX{OU@D?DP^~bt-%LlGPu*j*?Qu(0tc4B{TI|8uI5o&wI5E zIO&vKzdH5<8fRLBf8+FZMSNuxdJA?B?E|W{JXoF zB>tD`#~DJiCU?CS18L5_oO=nV5~NB~2VLW_aK5m|R#=>Yk|X)pUwc*LtQG#y&eF2T zJ6B9o%hSH7s2JZjd&6PxqmoNXX3mWD{285-jw1N)hA4KoC*8sVB_Z+pNQKAI z`SC?gc$Vhn2^D3hf0kjVZE9~9u?zfZ3t-3HJ4eGC<6LOTEl7GuwR1_R zt?~!o$l3NERZG@uzpDo^olUy5fzRr7FzM=1W?~qN5EDF-*laRWvpshCX;08sn{yY( z!zU0oHx_XU@=yG<8Ye@bY|lYQ_4Mv(Jm6wUcN-^=RAqr?z}i~3n8dmRb6upI&_9F) zC*{=lt>3o7*#!ks($WW6A4fzixZmQWo7~vKqAtAAO+;UgRr+)-Ap3CMRE_MTJ|9SZ z7~Fx8{{F|2kTZ(<_+$)nHc@h=WvHF$4Q@f%%JRYW$R7 z8j$(Prm4A#-F7w@lwo0bpb)Km?)L2rnKvEH&Cl{BJNx@RN8GM@h(rucWM;vmUvGO? zM3m#!w-5W6!50!I?)&&s&EX* zuO~v*Bm-GRMNMBWV#MnQnAqE!p4KlaRXoz6Y_HTOnKa{V&p9F=SoUC(u3^ zL}Vp(kbD}Am~+8(lGH+EPzWcqq3U6#hFBDTGU_1wBL+&bBkvAQc?oI8*V#(9&YZEvNEcAMBBGp zlpy`W`8OOgGb@{U+ImQ>x^yXjz!sz>bS#pRZT22d+Pp%D93d^T)VvMs+UR0BQnwqgtJa%&;%nQqvux8w_IYV-}_ZB4{VUN&JROkoQ$Mx4wIs4Ti z_y+@t7FXVcHi`h%7!a>j+jBF!tq}&GoT+e39s58ZX-EsUhA>v;XP_fjEpWz4;WVWn zgGy%RamaYnP0{@)N!?Zs(qy0{ZeVT*>Hdy6wd9!ULYcKVS}_$?8#&Omp93=l{4VE1 z7zNmQCNG;2u5jNGx@0-Q(U>5f&D@!}0Q^lbyYN>xcKk$>v?F-4iu6!Q-@DZS`N2 zjA&{XrAA8DZ_~6)zndm~44<^mW?Cx6<1izWTdw zOBd1;pNWH1ckgtVo}QgO1b#zMz0c$Y^J~`@E$p+NTDgkVXeV%i{Fi52Gx~nQ2^caE zk~DJYA70751c5aEH$z>VS(VIBl}{mt;ck;zR+bG9J=WsEO=iv&65w-)aSC>mP`wAx=sUNFf-7}4oIa)T(NWAzk<$PQ^ z{4%`^%f(*ziVFu5ZWmLMTpK_lW2cp?|0AF>hYqE8_NU7FF)_t|c1mnAduJ*lYJHZO zy8PwLW96IL+GKLy%E#P`bz1lAe|J25&QS!+VN?Dm@b&XEa3|kfXshjLHhLY_{)er? zdi2+x#r~MRK0oPMKX!GYYLPhN;N!z5+EboFO0om0KkOEzq*FRB&mosYBZrRls{$2|7ZLb#U+L7zfLi1pz+i*8Y7 zv7n1zof-A1{p7bz1p94IBs7?vhK?jk2|IsRFVi+f$4+Cl%VRiM-)v5_CcmBEN*VjE zz)!Hu$;oM2+z@9DYY%#=kpqdy`}YjrQwfAvJ~F?E*x2sgER4T+=q(pVf3qo4W~zBD zS%vB53ou<`3XN|vvk?L!wchxHNvY1bRWFx)!6 z{FEUOrvdhf(aIzC<*JtN+uDwC_k8*C1%~R%%Ki8{Fl4(z$4`ltU!N~KCkKE}JSYA% z32hp=SI~v>&>uf|94|fG9d;UT~FeZdt(Il*;<}Jbja>Ab9k8=B6%YWJ247@`K4ebN}yE25v zrH^!NJJ0IZICpwJS7|wwLVxD0pkF(Wl-tDRv19P?yI>Gnp${i)`L2LlyBa63BRsYb z$WG?QCZ#e+kiV`(eeId1gpOf9N0>bM{Ai8Gw-3%R=JsY`{H~d;Dn}mI7Sr4NQYq@) zhS4K}{wgBklyx7TJQ5x?E673rh-H77Sjr#Pi%$o_P!_*v`_a)I2^6}Z) z+1;?Rf|xcHcaKG^W2bq^HR>Qgmiua) zd20N?C=K-4dwk!lwi3$fO8}fBtPz@WjT|h_8^d~VEj)TK7<$OJxeY;p*W`)c*5>96 zi;@7jx~Cd@0@dZy03yWGzvQWsp>%Vr=PDD^%+9(y>9+456&I^#D6;zF&kV)Cj;&l8 z3kSz6&*)J1%4W6MyMeDOK-u`ygf-d;i;FT2*uE4N5<)WW5!O;Q^^xyV!@(vF?yaFmtn%80hLX1Z{QmG? z{QN5YN0h)Z&jX93L^AT$lRuC3PEAcgen~~<*A(?HpEhy7gd`SsKq@fkLQ3ka!ONRd z(O2=i9HtH`tXimqO@TE6WAjx}%!-I(x}hhhGa#;d5*>Xqc4JjfD5^=tOdUZ(5~`?W z?%k`7i9w;nOins%e>PMREJckRf1VIE4ULZwBj9wP2td=4*o4vx=Zz>LUyGju5KKcp zIPXr3rSH6SLQw90oiTRj#frRgoT!(kT@QV6Xj&_f@1Xx zEWAqM$l}KA8X0r=bp{*@se<0;Z=GPE?6PuY3SGa&NJ=4xDCx{B8yY$Hs)_!h3259D z$PY{D;~itAeE`RIY)p)@g>(2(*jlVnIs9f~C&VJm(BH>5IN}%8BbASlD>iHqsOM4nMh@APdM9QC4_}f4YzjQ zH$M43UlHc^d%ON2`|*@rK+kFL&ovO{SZH3+IhP?59Sb02+8B6Hy~gK_{htGrlF&mT z`}PkqHNgcEd$f4Kqe^{KsnHpJ{nWD^Lh{+X-zbU~dx<5uSBQqRint1o5O*>!sjMK~ocIRK7NiuJ+Ei*Uw`&ssj8}Tzx>75T{;-ev_kpuQMqQ$(aZYQCg;cuKL z`u!Dg=Y%#CmbS#PMNwpT*(3O{5EZHLTfA@`3qEM!kPkQrJa%m|xxNZc%1}k9rxUOQ zu5_DypVVo!3OkQ3v_t$1)xVZoh*BhHk;I=rf8svq>Fw1(=OJhb^>+e!8f1cq=t_n* zhnthrb2>AYjOu5%Z3dnwM4?A*j=_|)y6TFe7v2iS(04>72Lj3rt38(|n;tNcBX%8T z6e;f?FZB70DqW|cC#R7khB20p`M~Fp3;Jc}H|P*0?1x1@HtpSgxw>rXS=;>LX4ypA z`qhGy5_TnyBGu5QzwP2XxPvb?Au5V3!d0K%8)3%eY4AdoVgWa>ggA#WI5)KQ^+Ra9 z;C)ZI`GxU)56OoyJSaXs_BU?mSy)synPLCKdg@em(Cu9$uUn?pw}$Y*!R+f%7bke37RO%Z^gT_tu?0Cn7NeRdLyR_>f$l}o#$Lee}XK<1a$cWBKk zL*wLSrB2*@Ad^Q&Uo#p*Y53d6S5wnPySFL$G@e#z>GJ$bcr3BrQ{yxih&y?bsbm0Y zOYF2oh7K2~acA}Ro#l+C2+EjUltwXXR?N>p=?|M{iLM>0(PhtSqE;u?sNi{?7FEKG zpipOe-HpO0+i$xXNM-X3s(gC$;y}UNSfGHqF}oYnAq=^o6$awiQ37@F;NU8rwTUHT zhV*Vml@pTO+%DZ&DVD9Tc${V+IEp-evUE^u*?#qCVc*5%f4{CoNPD2a)#1tNv;y?| zLt6c02-FGt;XA2+f%_04d#v4!Kwh?WbVN6iecpupiui+%`nO1-FasqYgatS)kl)37 z?@S}v+seu|J1NcBpf1w*iksbJBFQBt0&%bZY;Wb|MeX`QwC@B52e&1hg;qDDxb7L72jU4>qI!Bf~K9m$ zD^U3>WDa^t__XkrV>`V9Gmy0RkMD@!u2;)H%URa zU0lv&cq*Sxxaak&?C4Sjjm<*SA0AOrQSeQ&Ck)9k!x8&xb2%5=s4oc)C(17>E4zvr z+`4tEa1oX!EeH;l@BgY~> z*pxYmBtE7K9hwhoaKvp#yXV}ow6QVJu<%J>n%Q>eu`aaaSIAY#~l?juqkq^ zlC&?+e)cT2pumtXwsGPIgdr;{D@~2-rztO9zKqA^uFRuEZlGa7&Z-{=PK&tM4(I4q zLCgvq&Ghw7%$G+~P-kdxGRR?v{WzLRksRU$#|^fNQ{{hLS|>DV+k|WX_)jlh?x;1@ zy}9{`SI-BeJW4XKWT+48CPzf{e)zCDVyShMo0$A^ z^+!Bb7M7ONYl>1S*`3cizW<($LvTcz8X5;gZmMwt&^GN_L_EJxOi>?x&V1IMGC}F=G5v$^&lz^6R1s4e*gBMcx2lZ z>rv`S+38u@k|9K~HeYXKo3yb_IPXSAkJNIl^06sF0jl7lHIQ z^cZnNQY253sso@g43y{?Q2UUlq2#e|eR5jRqE&``1POMzR|~gccqs(5K=2_l;1vt| zU^D_EIGkB@ndl{}a_5c9J&aTC{ysJuIo#&RbenW3K3pj-@mhej%WYyo8;Kf4R|WoKLlLQ9SXxetUF8%7Hto33~ld z#mw$$th}dPu_>e7BZ)vO6O8MoU4a!X(#h*Pgp55o)`_K8u43RxA;DvLz}K&ilXefh z2-en4Zf;bvsa8Uf@$s;Pta-`fEL62*xk#gRwa?7bGBO&~4K&izuKN^*r<_m6QDQzB ztqf&~5EF21O=GPH_UfBGj{bJD=xBi4Idb$J7*y7e0|9r)p;rF)Cob8AN0Sze9uj(M z3)h#*W+5d_Xu}u=7oUquNt1t8%T%(E^{@7%s_R7zH!of<;*?Fj!2TSQ41wun$pfHG zO{!s9CMejArTb~hmW~ebdXEC&@G#q)%+pEf;D~CfHar@wJihb_ufX%?UO&DQTcE+` z2rrwT2Tew<{RM~wI1iE~Zjwm&QvK&)ad11W^z?F~h|_0yu4fj5h}Cg7uC~Y_yxI`A zpCcdfUTNEDG`^asceT8tA!CtG{UL^1ON!z41|whYhRn1Q85P0_c96qp=k}NuvH0Js zORXP&h4TwH^ckCv&-CnxX$ufnqezAeOEpQ%4QMpnSm)3{eEIlM`oz)9%*;3ygUdn- zdrAiKG;(NfTsa;d^Q0Su2WuhS*vsFzpB}p!l6>roje_Lw4BF(@T{I(Xhj0meX_#tN z7IUl^R*3AIU5mWcZp=)069>jE$X!#*lV2p`1e40z(MW&xv8Zkr-7Si;(t-qzE7hZ^YGw zfm!TTS(>E_>~b`u0diDiJ7I_4$$QHxNP+j{N`bHaSjky9*6Hc>Jx1oLtC@3q*5}Km z`Qt*+y+X7qNdK^DipWx;4$49FsjdwtUA%}>b>l=GKSfH1Jo#a1!`S$E=g$f|Wodrb zB;yqOy0VAV+yBwnB0}fjT|ko_AXh$Qpy^`!A=UIqxTR2hqH64bZPWV;xYo~;U*qYG zj~_g#c|tDz?_7y+NAQEu85;M6VQYSd<&~9vafdR7)ZR}wuBD5N&PcAjJ)VQlIyLpp;^H}~Ucoyi z{b;v{hmh?+F`_FUv{^iC_zXb6Bc6-#*nJZ%ru#`@6<9}Sg~wDqQv*X9hX-V0Nn!e~ z;&3DaU9U=o1#mj=SVhe_UwV4D}eKq*5CSIBK zg5$;#@fkRKKTxgDg zzg{#brk^}Ivep$)+^S-yq@*r!MB4S+1$p_2Z=GzS%^wOtIgo68Q z&6jsb|Eccih>XRLzS_M6!~2E_#kQ}WPd+&8z+B9Hy^Eow_=I7^8IvnhgD!`!7LLH{ zNOYmSv>Sq9vDmoo9!Ik0=dnNA9^l0f*uwt*dak(THJ%Toth_f9h*N>(EL4$L(-Skr zvE4@?@T~n1~2_fjFqI zuxvsp8FyFG?o_lgfS<4^%7F}gEnhfIEfo#5m?Yj2N0GR=Y1M2r)=Qfbe-mvGj;)(t zJTQl4OydNaJ48P`P{2++s2)b+hzq69pI4TaDsa;I*YC^if!HYQXdwzzcsuc`I9J?D z%xbnM`Q}_vc0KyLt@%>hk^pM0645I+1$?m>lH1;GW3t=tx%pGt74(|6=w^FPg{XEIKswva+(Wrlucx``a7kARu=! zwqjI00p2{8*Fom@h)-%tkR{|g!Yn(>umRjaz?dLPee~J|D!Ic?tEwoA;*+?C8skvN ze1I=k>8lmvV%RR;U#>`KN)~70AHQ#W$OjVs(^&d2*IR>+k*ca{ELugc z$1Nsn4Ib;Bz5J3x?RPS?-|Ceigc6(o8U5c&q-#I?umGe`rpIH;Ud@8fxaYV7QD^ zT5q1F4D3PR^ZG zw-71MPK7cptL?r!r)MebFc|OGXlUBek!dphg0DVZ)fv(#;TxvO2G<-8rDps9!OLUu z#$^M8N+1HW&X^?^>^j0hvFjK`W|I-M@Q0V_6Q9sB9;SU(Te}lnrx>M-mRIU&IeJ{6 z{G(v=z5!IHt3;qEG}#^OTkJd)H;*024hT?8Nuh3Vm`!OcE-eeS7J z((#-F1W_@pOp41%fUBdBGx3S3Ip$9Q6S(_*$n((`R0o_&|8T@<7k5IFoVot(+jg-E zE@(D?V)u?Y94GRwT?%f~#>OWlNy^{$B@jzsN{wBVpcKhk8F@LFRc|3Enf&Gr92<`7 za9n=}eZ;YC5F9?ggY)&`otxBFvqp2M#gfK9-aKO!4Qtoxycc~JH35`|yhzEg_)=FF zF87HwR6s-}kvjW#lgmKv&{j1MlldH-db|Z_>xCxABAueH6Tx!85`}DsFr0=f z5QzDkW3R6!*=Ry1E%>PY@l#iSDkQ45j|T#tr}9ISTBgTxh^~2<6dl2+*_9MZOjno6 z#r!HTIYH;x-3@!1>b!Isnzrw5Vz+%fDGjPDn&!0+f0p&?&?`mF%0T)w)sr+es#PEJm^EhO=IHiHB~D`gR~GNH&=gn(}i`QBsYdK@G- z!yD-=XLGK>#|a8JBpzcEBbNkpE=zKditsw(_041s?jN&wQ-;m=F@k>qj$<%~RT%qC zBn%7;E?;iO`$Dvo_#}`O$`bPBOIO%c$o{uL5l4F5G!LTh5B%0alSn>CH1Vq&o;SwdLwy0#YPN zf)13l98)e8l^cq6XS^DT-W>NPpLTZZ69E$eBt(LZLf61Rcyu&7ZNT>~hM$E?gE(CA zb(p-cy#mDY-p42(9`<)DA&O31*U)^Ek*s#yV+B=0O-GVWhY4tM(7wSqVx(M-gEIZG zY{jr0&1D?zAt92iCI^72{jTtXg}4-l0x-IkJmh&ngWZio#d^K{+tLaCvp9#eyUaj6 zU;^vn%^T8$CYA_=eT?aB931>+ZGe{{(7=9Gla~tguBhvA$P42;&DYtlCaN-r$)hA8 z6uH9Id0&QYF^75}2_y$o5Z?oPK|Sy_+z%{Gi{p-k1t%w?D~5hZl3yk@9r{;tT<;6dIEUC(*#3kL`p}Gs_$q=6D54XpqS;T({b;&=Fj3@wwPcj z1olc-o@pD1Aeunlzki?4@L2Qv^6~NskL72$$P3*b8v}JwE3D3h69xzg(p(Z%t-zzH z?H4t3fh$KB1Na&1Eb@wq=wJcupkpcT(a*XL*)<&*!1I#s4CQJZX4v^3Is(Ac;s6>A z5W%DK4S8`F`fgfc7J|eUVx7bUf16nfzazGeMHE9Oq|3?IJU4*82oY49YAaq zbD(oVL51!p?kd^gK9{AIK5m2=g||>BF?Ndv`P&cc3`J%0BVxNyrNr zPavvyvpd&$)BX!aDFwApe7@jY_RvRvxuXKvge{*YbOS{N*h_+ke#iY$R!J z$4qZf6g6o+LTBU?ot*NZ;%rSPMDFst7b=16aQpUHw}*JD;=$cZB=O@N4*i3Jd_38B z&M^@S3v0SGsluJH&=+zOV+18bbfFmNgJIQSIuA}t4sZFllu+!fcp!oB(^UG?@DQmG z2&SM-UC84fY&qg(bgmth3-;vIrJ0o+uZg9TiqGR!lKbY%J9JimFYasbcYAJKcCA}? z;c77ZO4TcR5@x{%&p6Z^+UU#Q!tkeKeE!Rqi`g1$7!fjip(u_7GHUwsgB4^zG3Sga z+Cs{Egdq+r_uhLsMGf=-G?@fVFC$DW?tOr%EYTraj)>5hm}9{Y;UX+0HDlb7+QOFA z7UCEpm3Gw`&Tdikem(GOj(?1@Hbo5%I5mtD6u#;#6bN^TYlw)817Q%|VfBS~B+Lv! z3Q5h{91ao^#abL^qs+iIH#&FzNE5S^JZ9bs3YZ<8iK;W@RRHZS4P=|S6@AT&?(RTx za3)hyP7>b}W{Bt*$5U@?Zl0E50dgzPmC(pYrC5+{$!JtZrammKiXC))SYZid(YTq4 zBcj)mzuy`UxrWJWgN__saIa{0KOo&fz!V^y;$~8uGcD4OqhtGMIscSed zA8W7Iad8ofsspSIBr>Q9-y0JbP`ixHS^!tUnN>EBPUd^Eh}DbYA`xXBQAeT|e;IGT zRA;IZrck1~P2WRFYS&stSdqUu7@fd^ElpN26s@@l+|gz*)?mkpq55wdooz$rew9-k zL0?n8X{juSAMP3twZQ}s&wGGO`6glUf#gC)-39Zv1ELNNZkML!wuyUSk#j_xQd!OS zJlsWftb}f4O=yXl2X+~top3}%zp8?ciGHHn%d3SSSE!!eX1icm9mPS*!^5frajk zKP}61@%*g6Z9Xd~4AvLHhkN_hvgPF+aB`ktzad;-;fo2djzlhJ#a+>ZUs z+f#m`Opk>5zEaZpgfm{`Ve;{+!>*!$Pf-BAYkTwi_X|KJY+;{2ek?>ef8+P3DIisK z&oUnQ?WwJ;9T`2$<$sg=`b$-nbF{Vf^-$<&|9mBS(60iD26cA81K1px$f*Mcrl-rY zvyTItk84o4)cRSU+e`U&ze>FFV;srd%v&snf4nztt`0t0AZ!bh&*LQk)u5a3^@s+o zbaQ%JWeU(eaIn+aWX)|4#4mWL5lSX|mHa{4_ z{A?#b3;xHupr_x+d5+Vh=PZ#Tst!dU3NRO! zyX8HPPx%95fv3tm1<4|?hhf_zUdWVDK0&wp0phLT&p@(>6ldVfSIiMNpY@I#{ELop ztSZXgSYy+U!kCnPf9-HBV};?;se@scrubUN+O2-qwOm_&>wY?}0YRFgEv?OvLcRkqZrL3TU zAqgg&{r#Rez@_5BxeKqot^Wd=hc%!`@`*QzB>z2dUx{rFbFw`Sz_i@53sxzZv8JTV z4K^w9fewV?|GCp)k=lRB{1iZ=>j2GAO}`ANpZ4jzw< zGMt`uPMEgnpCBe(Y%+2@+j#l)b$^ zZBgCCBE@>ti*9EQ+RM3S1qPUim+AHO_rH8;^g(L^T~4+1=`i`a`ug3(lIXNacW58k zzqUMTK|>R1lKt#U%MoeEqGI?alRUVu#|7fdz?7pweYE|mBLo8g^z8Dqc6eHSd8%TN z1?}(?O2zXP>zTJ?5vRzl+1U*M&aVPkt4xA#w4RWD^{+>dwqfsS7{r~();Jhch3Z&9 zUydg7D}h&l*KDYtjoBH?SkDF8=u>~Pcb4YC6Mpxe88GbtEo*ZuoYcUalgcl~sQl)c zF!{W?f#=P}i1v|5fKC==fL{fS72<^6UB1j?E4a4`98H#pT53|%UT~1Z9x`b$h)A{D zi3VAD+1aNV2=+qG`8oOd12c@d17gc6K3p%$U+qd??x?!+JuxY1FO4c~5NeCwDn`E0 z;}u+{ebqM@f*h&>V`PJ_7A?kY=y=qcjgs+jXwClWZ4hB3jU|2a=8amaBHUQv3!anX z{`rY7bTIFxhZd)9ouvGXHUlP&g!!z<_3M#B4ij}>zHrgjp?r6|^OYffKZPSw?!sj>AZ#pM7Qz0U;0fU$QqAUxu{-^NoV){(F9Znm~*<4&FPY;TR& zhm@HJPR(`y?nzmaGm&q+y;*&w@nBZKef#Of@3=~zYj>ie`u?3as7lCGJx|Bt1p5~Y zQ`1M%n47>xOTx`6>rw+AOk()FKtl;*ZNN@=A2^(dps4D_)g|-k{nPUq(|Rsy|9iW3 zZColD_ zV2Qy4lbi(GsTX-fEu>Qc0d;L{kqki)X$#URZDPxpRnO5cLm&V(c)v9^wJ`ZGEe;?- zpe#a!q9%_ZEilY6OYy$ZWBD@u{P9>1#I^lPaNs0xY&7k z>>wOAHclyUxVCE1`|6#??w_B7fh3i;U*Vq4qP&8Sk9QpJ>_Mkl0 z(czFF$FLDBR4PBa#Xs>FTu$!$)GK}A!u~Kp^0-$!JtYKV&@v*pw$1?B3q0=Iw>$9% zx(Ihcp;6SOm#JPAa9D(>Z1YmV5a-QlnAzd~M!cOkQTVIv+eoXd=s;9n$|EBtx=SwE zSJ*l-@=W=Jy1IH}XOe?z$|um)Qq)*OeaT_1h*C*dRrOkS>{jG;A5hZynAVhTW{ z3JLiQE)`0#@bK5l)lS0ZHa1a`0FDv?-OSAeP<#KeJYi(ApUS?7vLMA-S9twUL8mYI zk%yr+Gjq;GFy&HzqifL>QZVLOUo^DUxbk$6$42iykelz^?r(~Y9`pCNO=tpdnPBC8 z#0$pHDB*p|QE4Yv^@0(>5pkA>=lluE*qXiLiG*AY;x^OpGCeezz@0IZ(|?Ih7#VrYQvJ`v}%!zF1v2)$E32GSJN3Y?&XxR_nYfzw`eo2pe zckM)G08I&TZ$2sGt&k&;4%NwIr- zMa6auN5SBVe>^x~0RHO0?N_;x&+^9(=N$ezt$?0Ul3Mb(*ke|)NPFZjITp?-B3|Xk?scQQK;O>K6VAzyJp2k`@-d zk$^`aHpsqmh|H&>W1Ewc03BJ?;7nBAKu@_3gNR05|FpHuo}H}!*f&HelW}kTVjhU@ z+nh)Zo<$92-Dk-g<!*3dDdc2UCaqu>XePmzgP3? z{q-?V2ydKiT1>LUz9_%C>_jo>!1(Zo|FJ!j3)Ig(k{!7GdcsxaS_@g&;~?^P8fLKi zWX5PI`~7=8>IY1}!2o*k8@%IYqi$AXg~ z+U~Puw(ZlZA{N($dKP5E&AtL6uzqW-K>QUKwXGmMX2`QJkR*NQYKHAiVCMZcwlGPK z@unEok}1^Y4`TaYzHxW)#ru;JS)%7u9D*EMQ<&Rj*^YHpw38t1UHV4&v2*_ zmDGEHBb=+fQ?jvzXNTS=C;j{-JbQ{Wfy=CZ+oQ~DlP*gWip&xgGQ{$slkvP^ET^mvKG18rA;e$C!Nq7$lwM5jFYhhNM+f`T5J(zV*0( z$71%|{8iP8jxX|!Qd0TgOwq#9v)@&slm~<6zfCl(joMsntBJPg3As`bpOieH@(O@et|64b(Qj* zO}zE0>2xAfE-ACxQn#$wVt0P7&N`?%D8{RTTK68l>JGFMR`Rj-;(s6BQW`>M`}E8$ zJX#KWnKp^bcW1W8HN*+peT3cFn)}ADvcwphV2Dzw$}!ztdR#2YjJt-=D9Qb|4GkGK z`5%%=XQ8E1J|Q;?n;q~puUz4|Cw^BcX&-}da&mHM?-XiL9I`)tXlc9QdU_V*XwT0s zkT9#%JPo`T=3joar+&*GYaeAEfonnRU5j;h%(7j2zpA<0rxZ-{73NuAd^J)ZH4w+I z5=4#wQSiBK`RUBe1pO-R-%uB3003hvSYe)vTopMMaQ8N$!F<(}U)BPBi=uIG5*COt z&uAT7$c2YVY70Y9oL1Gr@)HnRS1jLRNCySJcB8syeT}j9`Il{-=Z`T6cYPQR<=A(Idq?(rUa|S= z@|A^a-}uH!&aFOU{S~Ij7!?}}CFjK)UzuC*`i7U&_&f!1d{c6f4x>-`Jgnzsd}R`- zy|>=e!=8HUmJK`AEp8fN23@9Ke$rckPXs^22IGALA_vKMJ?h;)QVfLOWNB?2T;JSoiHgaaqrvvC|Vdp(g4TQ5Bv+4-s0;`J-;Hf@F% zTC|&oTAPHWKpQ&)r%_ajQ>quO)gR>s`Y-<$U#$&9&BG>d5;`F zlwWj3B{n3?ltBkTB{k2r>7&ibAH72n;cwizoGxAp4sl!Cbwm3j|5n5$7J0_#T3QmM zI$)gbCTnh!rv+rxW00`Rm!45fpD1Qa)bGJw2+V)sC@rlA3(?H)^|s|Ufp6O4(^&TcVx_{|?n{kUQ9PS&1}9D6SR ztoUp&o-cT#DVd|!R4j+@j_Jv~&YqqZ;!JNRqAY^w#gq)Qj!E{+`W}#%mshF1{B-sO%@~fZx#P}nj+-T)B1pBiAE`Gi6d~D^Tkp+_GY!ox z7wQBx93t_N3YI&^a2$3{OVV~ajhAlE*mf6=^S?ca9BVdhUf2AA>5lffxf8Sq+@=l4 zZ=L)*86Vc_`|9^UnJ>2b}7qsda}dB5(OLeaRBS3lfg zD{jwx)nr=WJi=1cCBB}8+|HZSH?yuAWQA4rPA|E}E0+$=R09~|@3H)}3H13946eb` z?wnvE@gj#iu>5k;A@3VFo6EVt9tf)9A`J_m9=AvlU0;?ON%3g<@*ylvb3mY&^SO|f z(J=d**PZmI?ldgW?GRqnM83LGxIV-vaBgNQbt9XZi0JvLBf)PA3k$)mDH7o~Qf_*G zJ?rpkrPth{pMU3+tm_6mTxnZLwXw0m>DDlqn*0N~j$m(o`J$H6H{}SyP(EDY9+a2$ zok>yKE%Dq@SgH78pWvR|yDeUEi4_|d=KcXUYaOdPci<0$Kn})*q-4E(Q z0}6%D1eWxx*WPgu%e1{d_}0$3Gj+01XjsVQX3))_Esw0OF}jZHwB6g5TVEmphcozS z*51nPApeLNOvTL$>v~Za^FmsTd##Q@#Mx^_x^gtj|Hh9=8ciTjlJR(iDSVYrz~GRQ zWRc8gW?*!H-DP_DkQo(`MJWFn%*fO@PWiM?KZ zx@QT2RRq%K@#BL{vWzjpPS$a8du-pPo7+S+eCv-tchA7Q>;0C%ow$_;-8+QLZ4RKyeD^*%-am!sqyHG8RzV>J{|*t+<9_o zJG%fiwgKxrcbxtUE=4%b4*N>)+8TUPgD&WZSG6g-;PqSgfa1kNFR@z^y6Y-XW*##A z){kzgK(D%Ftw#Ckt(*X-yIv1Ql3OSzN4`7tn-hzZP#=npCqsKmJdXaMOU;5d=haGpo8Kp zR=7IBkHN$!S$A$K>EoGerz-2H`oao=#yejL<*byXGUN|J%I@m*c3^B5pL=c)KsP$V1#hctVL9Jp>~} z`6GD9fz(Tw_YDpbT)Q!&aSKT;8ci>#_RXiCFM&biVLtPppl7wk{g!->1?nfu7*Lge zhup6>fT0r#4V#&yefoOaN=>qFQUl_5P2aZV(A`(BSW^jvgnBzBqPtxwsi~>vh>1Q| zFvHyRJab3!i}Z9}u@a_CoFG$6TX~~u`mHfU7>hdeC*%6LsZ0xsy@AD9pEBp8gfdFJ zT_dY)Sg%n(uIZ!PjiS6r$Kpj<(jS8g>NXllxGY%3)iL$7do8}v=4cS$Kbl)R{_y+?E`YjhQis9zWQqbe2+QQ6fg9@YVpu5 z=!qIN)D0~xDKEM5+v;QQQg3{Kg~#GOQ4^&jDp8M}niKLD;uh^zEJ9f!4TKi4_t2fM z3}b>ClT(kH+GsHRg%nOBExh~&yv=~!`<>r(KEfYqD_{%(bZ==jSkBA;(Hj?Wa^k>V zk91SN-&UB4U{-lweDMNIIeM~(JO{4kuoc-*uMa#kDsAmN{SWPp&b<6Yl;4nt{C?Rl z@4W;C+$Vi*ETBcCDOj|>Pq`#B@owVu(wAS6z7;pmX>6ot@|OOe*sZr)gT!@+K|P9d zB_-n6FUr`*O7!6mIq^M};ZFL*#v$sF<((3@`}bee{7UfZSstC)Il*AvKWhvvt8|IUH4oF(edlD;WO8 zgoI2Zug(xOC6ah#1mR(|0FMzFb&%aH*Xpj{Cm(6dg)b*W)8D^i(3h#ciXbhcZ0H(W zObAZmu%ZSiaR@YX$En|=CGPp1HfL93% zI32r|D~xWlDoCgzl#jDRD!_~oasg={{C@9b6!C&Q+1E!-oQd32P`LIU=6$1;$2}7W zciNl@iFEMiIm}TdttZ7zP8hvi7hj&8(q=F*Hj6(oQ!py`c2Q7UbK2|Y<%bn7D0ze8 zn(ZWxtJE0D`ZGnPZ45-&N8DP_mU=10sgU=ZOl4|FI_uTKy2_WpPRLGKLnCo_5{-v# zHH4LhY?rYS`IJBC<@Z*RJ|f}l3=3S2s5(iK?VgaALM(ooDiyiRj)j@jc>~lkRHo#9 z4^ZExT|Gl>8&lu-;|HK9KzSvLdUnnR1AUA_-)(}jT}HaJY^z5nY92sXc>p< znsSadt-O2J6BcUwW!=rQ%CdMkW9cPeKp4gu3dp&;uVa4&(h8NOFrY24e#y@2x`Q={ zsiG^qu8AcIA(xHfHFGB9H^a}`ZuEOytVls#-gOwozesEM+h0F_ z{+#JlXYs<$w&YWSbkpDIUoM+Mph)IZuy|LHqGI@Kdh4Pji51Uvq&So-k(P6j-k?4P z{n>_PeAAF<>Ph{UEXtG^ACuOYQYrV;y7h&sa4O*ssxEC(*CiuYesp;+#9dX24iy~b zu;`TNuFt4EH8feWzDp7_n*8_Y#+wpaus{hD#-|r$ALtatrR$2%bNDH8wUK_nRah?20kd;pc1#V!h=q~hP)S4yHHQYx-T0;g@ft_nKe_*m&A_QWYaHq zL3{+uuG-r$9mv&XMO zk|cmpjDcAVFu%I`LvqAk5NOdG>kB2g%l1P62pPMeL_ii!vSFS^N%y6$jmyAa#4R|n zv`Z_-2Llf82rBt<;g+1YcKDBB(VW)zCN;N$gxM*4;k(64tEi}02fO4ZrYi}88cTcf zN76Z}&W&|Gv07@Tx2GVEjIR*N<)l~bg5fInwZpvU3=H%O|HN%5b%#XY;o3Y|M_x9nYf zc9>)fE*-o6;qH^zSOg4h-+E6bA-?(2)ep7R)c_0hBHTbw$}2O-s_~5jW)7G+)94B; zg4|@8N8%ch?_Y_3gG> z-FZQnN?`dTy@03BUT0M9MW4enM5cZm+;CXYl|IshHFgjTXD+zGB&eX~1#R&GtX1jb z9ZyiQlH9NA#a`+weR2H;7d4DEzJH@TM6w7~WTVkH68LMvWa%eZi}o(6moHZaF-C>F z7@la_60f}2zmnRxl8Q??Ef)Uw$s-z!nsHD}gQpAn0}lX8*l%P=aOl`6RoX4az~tdr z4#I=5?*ZJ0E%&B43gsFIY1;GS7gJ$N2sUe=%84ggCDB{5q&$q;stcx%(b(08e^SDU z$l(dI%1yE%oXdP;z_#hN&I1I1laCN22n`FlB>jZ9OhP2w7zvK(8*QhxvFYd74y#i6 zWg~$D*K{^#F_!GrLYxYIF!H9{|JdjgxU*g1>Yp(c`eh~gMUG+@xv4?+Oc2(S=L zy_)L1kKmV`Bs z)u44=L%QSo)EzY`-A-w$^nj`(vArw%PUo#MUJ{!bDcK0^YI&mRMgFS#XWpH`ZznJB z|M>JGn7j~f5yXwekY3I>5vVz$kp|0z(oR|t{0Wsv6Mw#aigSZbI zCQ88Ol{gb9LNKau{Ox-j?5jl-Jdn^O`fPdfs`%<9U#G~0vx*VAe>-$FKDsM`qU*O;xncySXL1&kfv zzlW(0v1eIJ>b20*5J{b*1zwLC6!Uw?uy!)KzJ2+UI6gXS*9zoVe1W~-HN44h)Z7-H zYR6AU?VZ;NO8gf++vpc92R=57(Ky%v zH3UuJ(&Zx15))NxFdGL)-!NAQEU|h$E=UjoZL6kH$gq@jK4xaLOEhYH`mlrQ-TS;$ zhkYJyrykUVQ$ERke{LVGn)9QxtgQ~qrk#T0*$dfkmLi4+8(Jdja#!1gEb#3kvfPrImL}55On5qm|&Z7?J&!Ql_ty4 zqY1c@(b_I1C{%tx$hK{t@Z*q>ckXM>)5gmgpp+xD2kGZ1Z4pj5vJ|aIT8^lw5>%}K zne@1x#>EkGL$mTz2i#$eB z@zCpnF(sWbl-y4vBcZywa!s4ZeRa_=*2$pk{`S$<4CKNh@Mjsv@P3S?1~aP|5U~Zq z;S!Rf;g7S}2ff_-VsE?V;4GUS_gRH{b5Xn>3MnsgkUI;U=hW9qvozA+12H<+Zki)K zJqzSgKJn|geJ?+>k=$p`o}_%#VuI2Pq+)8)BVOFx+{9ZYZeqwnM#rzLruM1ddcS0* z`WW7ZP0Ke=?Ii?1mi%xdprxgyXf6g4e}eLJeLVpHD2DzOgdT(l`;@~l5j~w83p@(| z`QRW%v^0JM4^P;a^zW^$XQ@dE_zYpUF*i5Y)Wnbu#u89DU|hqD04QX20bkElhu{ii zJM&xz>eW9z<W4v-lYmW<$Q*5?Lk_x}CR+6;&Y$ccj^ zBimXnXo-HQ0>n40d$v@|*@3y27Dp?%Ap8VpL4@UHCIHq%xQXlPY%EjLSR--_EPQ;qGg|FrZUh=7cT4ykU?%JBr_*CIVXi3kL-w1lGPCktueK*IPPH2z#P2u!UU$gIEoQ3 z<eX=Z?CI3YjWLuHPvcIyua!#2X~2WoZX*l$j~&Py?FL|_~%`SWFXHV zCBE;u;~+pPOuFYrOMI(*-@GA6Gtn#0aVh;>BBk3$R@3egIo}yAT=*XI*l|g@ z6t$4U=;ibB1dbhhz(j)C_~1;*VsY}w+1IH95m^EoJ zI%X>Ew-!32&ZMi6_8rG3997AQ1=uCXlNgv$tL`G+TF|LfFAuX9{VaFKQF!fvr@ z@$kS;SsiT^qbTST3W+*$i8KF-Zo{#{*lT;7M^|eqW7`pK?!NfvMn-Faehr0nJ?S8}yq*xlF02#t;Y+PCm8y|%)O9NZKB|pUCDEv!E7ooWKs!Z^xlRK@2`Kg>hqjUVGmf4mMZGaMue;&WieSH8BuQ?&tNs!5%#(k>n=D-q)sShKMB!@c_qTUt@}_niJ)^5aToN|o1i z(*mlFV$ROAcsZLfs?HroxCNcTvFT6_V5)wGdKT3cd>mQCl>S}g50s^a8kS_qYOk>a zjclw>Zb05vBLZBCDNJ6Zcgs$uYaLx(paNqlSKO2!h(@})P=(fn6vQh({LX&_Z|wk6ibl%UYP?Sy3_o)COoX(oyq&DIDJmj z+EXb>HUSB4u_T;fZb9R-@{l+)5mHz%KFOm%#IHPKUnxmCkgO7%R6vh??+Qz^D9K7s) zf3kuhmgo|trTYNJpPf=UQ650^OnD%kDQ-izSy)=d0Q+ER@sq}RFg3dk) zdxNaVhQV9Z@KZc+Sr_P{z`<4kh!oE!UQ&8Vc{Scqkp=+`ADlP4tjzKIvA0H z`(nZ48nw+I8#CSE+0@lle={@xaJ&MwH;j}kD`hw$Tq+N8p>)H5-*Dgy!4n;4I!InC z<=1p!ws!5xmB>2MJl8_l7Innf7i^1hW&0g8X`QM5L^57FA((7ieZjzM+3-%mDNW5m z8+y0-fsNvM1m`(``T$P8N((9e)^@%_6!b}D>g zcsOF$@}n4{R&joY%O^tl0%0ZS^hLPXL#YS`-BFIG(TWa-DT10h0~&9bm>q%2$Rt~% zxw(0#f$HgtSGN69#rJ}22Rw|0@s15J+(~J;`Gth4jLxNL7Z~)uQnYYe+(or#A6xZd zF>^_uK=1`-jA#`<=N>MOak#A1^Jwqt8w%^B+;zE@glmPXBcDGxfG_a%>(}MaqZ@43 z^E?w9S%a8p1P|_8X03mky?Ad0m8pCp^uo|%tXXc3x%U3q3F!yj3J(ntwuw3_@9omGu`gRiH{mjKQ6rPb*YvG&d?0W~(Bvu6`Ne7L*nWx6q+whz=A z&0=j`>k8dK^HtO3u~Copbs^FO>Hved23dOn+aV?)8%y}nTo5&%PY>IJy9BdMB`T?Z zB_)w6M8sBflQU<^&Py?on|9`BAFp%f86)a5aiNg%iAV~7Mg?r~`}gnLFsuqdV~6om z-s&<@^n_}03z63EKI=BZHU_)h~KV^X0ho7A00{N zk`EvFPn|lNm+Y*hRKM?z7-|7<4;ZHVh4>lpXQ*QnRd;wY`;-q`=V{mpnh!5d+*b*^ zWSK|zIQidP!nScCPs2L%C{g|s;pQ0%P-DbSDd6nNN>Y^qKT~ePG>-kgD z+LNDO$|-Q3tSzr#89?fU#`OlPM3=bdx|uAwP@D3!mXYHZ&ELn4q8GoSjF z)a<1TqFbA;nsBbrs{F(!zWEi2h~$QV-NM_k;lm_mS&smraZokt!u7rTIMsv3U>hpZ zpejtUslDy;$ViDWK>}nA-wcMFh)w#V7IOfok9k^~>Ozc=t{WTz`BBSKYh0q~`5A47 z->>?!5_gw$jn2+zTtts?&erI|i-s`PE)_Vi&!=58=xqLLmcv$> zMU~-sHW|k*XF~tL-jF>Qak~7K4o!(u9{;fID~s;n?C~|r@{M|H%fA<(^!zUC>|ghj z)Y!l=xO3-@i_1!0;P&WN?8H%Z-g%}(TAw-Mc;|#{&W^C5PSD_+8ELc5dy`QQMONTy zj`1>2E4_QKMM&9!k4k%{HL9M3x$c0e_~uKT?=Kt8^PVh~J7GmCnN>7zI4UxQ1QvN$ z9<=ATb*)&nxbu2>-WCVWU^pXwK1h0C0--vF7tHef|BPwA;d6hlHNz&=n@Qv?2% zu}Og<;y+Dr-uq!~@_jNo%EW#6Ra}zIG0krNLKl}CWM3TrXWDsdO?}%9%y)p>5{!G` z>xF3o(Ay`ngkQ2$KsKpa%wvImc0vdp5+}QsO?vsi%Ij|Ea^{YY)BUxuh=@erv6~sP zmX%5A&5L9B{O#L6T0Wb9#y>oUGMuvEyop8}IlpJm9;lkajBOr%6NXuBZtjAQP2o7k z8<$cmWxTcSXQA;nx_$riR{Z<9&+;7|LOG(>+ z7V362{XQez+XR8&iEp|4JTmRNR<_Z>v-v--=f{`tn4PiSJq|ApHMT4A@}ECG*yFK0 zoa8RpdVLvDl!!iaN>AX|93A1!b)4-y1|OPC{;r{>wA2pa$Nwa!e?QGR8J0)bpn&w= zpk4}D)Q*drAO-Ut@EqI=r~5&E^OEez+dDj#y>zk3(f{YG{}1b|@q9_ihG2(=$%Qz( z>i>LO99Uwrz3n%1yPQW6eu?pkI$c$_^Jp48I9_bj+wo3szUu8L-G;MI)_SMP$NreA zWUf8K8gS;+o!bnHU%)mi%eyNUzC~>+_ATOeG zsyVcyo$cq1xWvw>uBN%vQ>`&M2+(*Y=246zRE{OL)Bdnve`jq?&B+rdpvXT@g2?9{ zLSp;m=)dxb@SFYm{atqsw+p*M9bfmks5(q4V1&X3Y0x;y($W$rq6l0jOo(8I2?3a- z5xhrm#ALKu{QNKle1w0Fgjj-IxA>-4p;!M^XJd|Rw8Tx z-m(~UVb)Odjd`?cz^XGbaCjsDvll1cBqyM_)A1G(t(s}Kv1W9>3)?GoaO;jb=Sj8)YP-f-T zh?G+}y;#EuHa2#>blbjY!KWWTeuUQ%+z_E&Zj{m&?GVP7HOVK(CWZ!g^Zv5ivL zlzP~C`1s&+um%Il@58pZ{s8odCH^=HW5U`zT+NHIa35q*VD0-BlU3FDCjMuDf&W5q zYOWUMe(-hf%AM?XFbmuZUv9~i@;GrRB$Bg6uFIEs>{}6>Mxa|P_DME$xCAx>epVEp z#YEK5e?2lE)aLLE8ZtT2Wwh2BWX()ZlS^V?e#^~GByYp}u(^7%s}mEs5l)uTwA|_# zP#;9&GV=3jncriy9Ue|)T~gIsgGrVpKO|yvBQ1SOkr$}~WagaRe5x%z^mwnWEO=mY z4i(_IJ#d7#4Hor8|3CZ&^z%F~{}k~o6ED_+YZKhaE(5yGIP`CGCtS?Z^OLJF*MvYT z>o6}ctA5Ok?qU^2RXg@ET%7R00t9e|oiOa0juVjVU?Et@dBBHOz-9mpY!4TpFTi@6Rq(&XN%)sm;kx5Fcr|2P5`AmZ@_J(VX`KONF9~)kqw}Tr zw!uD2u-Aw%Z*-V2Hn_{W0`MEwa=x&yj-I07WWBuMV7Li*76{8HsoI<$)--p_y;Kj) z^9w>XhQ+n10q!i}J)T$gY~`n$^%0^SU-w%0h3Jyat;e9M037UtfE38dA<*KEM1Q1| z1Rp8Va+3RwphloXTcWVrs3Qzq&;xC=+&qy!+%?560^*D|Lq0e!p}LrK+lwC|>}aKV zwmKQ7cR1hvze9GhQG9N9rT%NnBbrr40a_+N+@}6tmxDw3(0pM#Tt3mK+mtHptPg23 zU0*K<$gT=<5srPwEH$9xQ6!l%bU{|w8%N*q{G6P=7-`|+z9v~Xx@-{t6>x5TVCh{! z52!c~MTUom_irqMZ=hqjGQQB|p=+-+zqZiT@x9%CIhF)a=^M?goR|8_(~O>FT<)_^ z*UA2QUlBg$?!7HMWldh_x}BjvX0EIBTFKYW?HwZgs6qI_}@!QEPG8UFWnF)v_?PWi0$wg5+3aNKO|{ zu772|eg0U*p2>~Fl5z;bgT1SBfkNidd>fTcaJEF4dBQ%iFP}fh^2|)@G5xp{ z{9n5q7Z>4U1AE;>SwA#xZ{Ox(KUsWp+5cpOV$t%mJLHlFT^1lQ&DI#7S#}Yve^(+# z6%@C+wO}}0QznSU6E0egz7-}l)zw2jrT?{eP%}Z67f^9?^Ha4Q)_z(Ys66VW&rKsa z)L~Iv1IGzP#kG;txl6)J(hXHLHERhPTLWZjYa3)qnv%a22Oj$SJO90k-xu=Q|Gy)( zY+paiLRpj0^tfYXVO+@ZSLyV@Q@rjAodJBE{79@A9CWkk|E%{X$a*Io@8CTj2H`9P zBBmZZB)2O45voN$-!X1a+>#~sEshPXJ+9$T&)G^Vj!-xc{-;fsvc;a=D+p7zl$q_ ziZq$;YH^q43q+IUWao6*Ep!%*ulF@ynv+%g_4Ub9xjp~&1uaE~sIHUNCyKNLW5lulX_~Eb@h>BDh@!6!e%-0O?SCz=K~MKL_kK+| zRtLbfDJseZMVF)#G1uI?S{=8g+g@)CT`p(viiq@b@~!tvn`uYLTI9`LO}pA5yXC&0 z?*IN-(bs@JRR>rUFCjcn@hMmQM*VgU%Fv{Xk;1p-EnHNLza6&7%M<&(CE__q;CeFu zYfaSe+?JX1gAlDfQ^)7vL^7LZXBXAs`if&;;;wTxGq3hq3KK<(DXA z-Qljn_QaA)f3U#^((=FsAhqO@?QZPbf#ae`8?^ZE2=RhF+8!=aPoAWYN9X4Em^EFGCAn(@PGqoed;I~^{gQnVA`;|(eE-)WzAU}*T^!=B z#?d**U9`ml82u`Y-n(=5T8c)$zxID3pZ2%A3(^bkBICGnjJxX{X{o@u%Ji(Om)G2t`Xd`XGzJQ+jTVo>=g|7}qni8HnI_*2m+}xX& zl~aT*lqPOFtj_l3_yQJ0t&S^ z+Jzg-v%_odH;7320cl33E5>Ro7?_6MX^kD#`_JQKSvJ}o;)m5gfXc&x_vjdyj$qsX z4~1(K+SKC?>#*iPH=+r~C`S8lL2az?JLG{YN9J=2c?=-4;;y0X;On$)Mj>`9TLX!3 z_qOe<4*Y*K7JZKlkt@N2`Jpl4b&`!u1A!GK>vI_(Jr)Dnth^MlyrBg*b;(tS#&AgsHlLH(v3)ifRr@+bAul5{r+!^?;UrX z%i+Ad@7~XTo)vS=HCHMFktCs>d~O8IQ~luZk_+#@n?F&>yLBJiag2|UjfIXSRH-~X zJP0XEyn!wE$0a8TA^D0U?ZLhN}Ed%zu)CpuABN* zA9P*@_&0nOhXtno5`3DfaDITXE7I520`O82($dnQ(CxyMAx7V0 zH|*+m`{tHA|3E)8J|<=cS!pTrUiIW@Fq$zbX<^iLITs`;Frs(d6P)WmeCwcYMer0j zu%1-hNv~g@*!!sS%o221iKi{cJOxQbqOZC1q_aQ=Hc%?$F_E_Nn5JNK&piY ziYhenx&3$T^V`9cm5Hr|d}tp&68g;i*^Qu?@EksT9Z^0W56U#sug0OFD8U%QYYQEm zd9YGY)WRYEsD-iGXat+G;{*9sB}IF4lO1{|P(8stTqK3mA`YeT*!Pbdl*3@F1oPUm z&04p#&Ez{6R-)K4fy0k+-S-#XpK(GjyG{>A=}5H=eRx2Dd?6PU;7x}<6r8W;hH|pD zia%)g`w_)DnAQIN94|;6F3GojR=b6XXV=ftH${nwCIHaEC_CtmkYQI)R(JV* zh4_3Z(9=2neAlgxo5vzw%0trD{Ry=aJQ8{NJ@<-caV|^m&6RTA+6ApxOlrwCexvjr zng-$z!Tgn}KFK?I&)*}DMZ@PxpOM&)59Bt3r$|vr#th)1e?Ycww13#*7xOg;LoRGb zT0vn&=kd=`=re>$F?om{CPfF8BOfiME^EDkGFitcN*z$A$X6#cCy@HRJ@L3g*B9@6 z*?k$)N2ccillqBEx?3T*2UiXc(zmQ<&Zz+T)t!%8Pwt2WN$6^MUwtVXi#6dxzY}h5 z6K`HNSQ!-HDD+v;0a3uSK=XO|4koF0oo3hA_RXH!_28g8R2HCgbplxFllfe#W#M;d zB9vg9{YCGNt}p0*3`+v4fF|F)(T}sYB??h7`fyx@C#+KY6opvJjscZzMI}{CY+tzl z#+7}~C!E!X!93%!AJ@ioCh&T}-c7c=4I?=1$vd*2-(eDsGfn~>P#f%nu|ZlvAOR2= zV_`8w>i%GJ_Wz)e@vczF>V~F3J|=x$xX{Cnv^*EAZ3rCu9J!p7H!l9&He+KU6&54JK%2p}F{j@5Km>Zm^pgOB4iQfvOse<sWIp5;76 zcM)=7G6YZt4}($|F)i&m%nBqg>kOcS#6ijLG;;#Gf~ehZFCNq95U=#DC@E=7)g$u| z#e_q_*~K!K4BY5*%ilL6*b*^hUFGsFf90;B?B)u{M^a!Si(w7+R4NH1LZwdR^x zr8!7ZyDW@dbSH-?|M8|6SG>zZ)E2F401CsTxUYZO7E#5GkAg_0s}TE)1foEWEu4Fc zcM20AKtYN<)cAy0WSZ7i4$s|Arkh!hab+?P_+rbwzCXidaSoir6Q@sO+$%6;18@}K z&p}YZ0mEudz~2y^hs*PY%ZA3rJ!5tdBg}&~{E2OjU_cQ_G?e=iVq)|m-q$Txvzda? z+p7*@9N^di|G?Oe*G)#-igw*lu<&G_9f#Z>aw^vBsB2*!uwWsNG- zq-s;*9lrN$GMD*7NCXywE%Q}hE>=z*{tI+E?6BFHE-#dRz$8NmC@Hy$6@dL`2ajt` z?Fw;u6kMRIrkHdMC_t%2zM5!t&y3!LDA{W&ldMkoM5u}PLBtqrdC7LmdqwoSw_t2K z+_Xg(#!-D>w)EovrG&aMHswZv-qYuM4e&WZ9>d;Ak;|TZ;`RKXPL0`7_x^5&gC%{I zyzoRP3vh@pS%OM>T&{p_D#p{-=&Ne3T^(xRDB?SeWPwUiW zqn1W1MQv3%JZb0DYZ|hsZM_|p5EQ@U~M`I`U^hlfXgiE znnw!k73AbFW#;-fww2&|-z^ZvJgCp6l%1zhFj30=C0A8S#Ae^Vn-w$&k??0)w>u6= z8JSE4=I}wc5mu@_Q}4rx$HLD)beUU79Xea#?R0{m`5|XLNKSpmjF{W#I^WWPhjV=I z;TqKk{?1fn`}f1G4QKCoKKewXyfoF2V%KSd(n4RR>i2oSYdZMK$>$UK8`t*x2~>Rw z-y78VLN<2&Id50r`6-9R!(M!l^Fsp+iXJGOj&*!=-GrgYOP9J0e783ESQ=3r03*am z+J*64*Q%43(h)R|R z*Nne+-Rrh89`ER%7GdrFo7H~F)Kq6Zb6&|uB!|oVzJz1v8L3EF-{=~jJ0=vdNtTYA zNf;Ok0!t%{c%)xT3X$R-wO?>$%l^&O-Zr@*d$lZmpt9wTPu{(9%OkRBrP<9Q&|9m! zHF0r#6B&&`10z>SA%#ZfzeQHad3Eq48y<91zS3YtS6|WyUkCAqi@u1TSP)(Q%J{@4t2LIDHJCI8%fBx|vu#ggVP zHpj+H2tGaV{ri42!>T^D{JYx3e{owXudA=Cs|Y-K{?LxV~u1 z_FwONMxf@%7#5H!6LVGHC=qR9aKU?YD}QDF|MEEb8D>JLvjKj zCECSs;Xq^N#y$6X(NlWa*gqA0Uf?|Q2r`j$-(voL00{~IR}8fQ^%sn2YnbBPYe`X2 zQG`ZC=K3LyJZN+rlJ+Dw*PI+ma$0LgR+(sCO&*S4g8 zL@CT6-0gA(SoN6T^_)Ga_tw|m(-*oIIcxF6~B z|7^n5^S(Tsz2?&MB@ppZu}drKQAyLkQsp=`eJ3Jf!DSgB3QEhIlogmlXg&Cec#Lpo zAW4H>@z(t}X#rPjc5(oa!9-XW5 z_Uf%vSMCsdi=4^+!q4$e8z`mYYQQH$-wH9Fvo4Ql{X*Li z(S-?+0DZR?NzqSgh;|~hECK3=_M3JpawDkgKr$9o6!wCdwe*wFBS5w^0ycDcNl6xV zO{p&GeynV4d$-&{71fZ#Aq7ej5w0k5q00+tYYM_13q2(CAVaTT`)-foHP9&M7M3P6 zW$oKTTgygf21<>M_l&%*svfZ$?Vqdj8=LQn%r$_zdTDYnzg{dfH{9Ft1P zb8xx9Lq&<#Cx}GKaA%I;m>^g||AgW-^N;+~t-eQ(e4Ujv($^<{Ac7nC4obC2?r=so zC283Chaa_2;D)RR=8mGj2gR@ad_f}BBibqvcKD8|Ce~wa63gy~pobB;g;9;~R#z0n zLHlM)$?q6NlxpOUxhU_qvTvi|NsEagrLXOo*|&wdSP(s6;7UUO&x?ll*C#4d+-)4lxiE_mbV$T252=SAu@^L^ z=v+R3z6jAp>C=(=MAd!l>I=Z9AV{N}s!L!*>(61}7{ZM5V9v4uD}nKn!>DJQYjpUz zaIbWQS|+|cX3un!r#_(H?cja9k@U{{xjBc_CJ9~o&9_jo%dRuvx9BdxEw$TqZFm0y z?50Bdlq#A>Ra7vKQOcYOxlWfA4;qBOq95WZ-{k<)L&7CpV^Cg!AQGcW_@P&ZN!ifO zE5!(#^kzc7A#=J9=OP!UE&?}qY6;U8;_3#G0fzC~7GPi+mP(S0ePMU>42J1p?1!47 z;yv;~i-oNh(7{mE#{w#phClTAYimPm?*BC^Y`R1ZA?(i8ZS&aPtk<$$zkcmq)QMS1 zEGWiV<+cH#f=R+vLX!Dl-{KLbc^_gN(#x+UJ>$4_fHL?FNq@rT-wQSjgw&+o81 z7(GnV;S!iiu`&%J4XH{cO>V9Srt1JLzyKqRwLy{kY*SVl_Y*!$zmat(zxz-04rq6F z0LTOMP@yY`_FlESwU%(kAhx`M*sYFn+!9awiV?d%SB4P zQy6fN6JlQ=BWFGS?#*vnqC*oqdD(Z?Gok(Mdy|2mII0(z-HdXoJ_jagwMIO7V*c~n zJGNXy4oZvLWj$zobeAzS92#lM1tRlOgbLJuo7{92Ru7x;3`{hcDo&qdQ7n1+{gPt~ zw5%gvy|Pl`1u*`f7?G_#cTTPcbZ7xIIi{(wW`FGo!AzP zG^4v>ezDUmuvGikF9(WupbCSjGp@t1i$2rQqB9y}(4_g7?x1Io-aSt}84cbLkEa!g za80`X7op42pK?yhAiHwZRbsvll*z=z?u?IGXs?95gjA9~2l%t6)X+wN4zKFx*KLt# zg9EXEHDny+!yv^v1Iaw3qz@QI?`Yjy`jYa*w&(Jx!BEx*Vf)`psck$5MUicHci30q z7-BXt2DU&E28gF`BneMz3!7;d4x%I@g=d#`jzV;ej<)tQlXj8Zws5|%U$ykkz&}wl zCk8}IEB77^mfo?BUKY!2~!|)4oqOl0Z zRE^m33OC~CbC&w1^^yWZxr9r)Sf zR#&IR?5&Nr!A)RP{j8m$&k@%!R2tCMCK@X@_n9U6+nE9!4Pxq@QEN{~V~cmKLAvmB z#N@|nQ?KCTWMp33jcMTny}+sxR0nITXe&DlOG~z;9`w|O`>~#*b+FdVe#9uTB&9bH zMI7lUT!wj6LKZH3Um_WL2sZk3Ud89JK$J&F5AEIp*v^uiL~g*mwMV)r&v@RY3b4KF}cX$&awU6hNj)zLYn(^M>^=Hlh0c2 zHWShm3ilGs8_5o+S}YiSm)+f?*Pfa5>XkO6S%gXb#M9xGVMga>W(Yz#P$WFK-NF(` zC665wOH_~!=7^1Z2i#!+T%pRqlSNP-Wnj<-L<`_BRt}l~mUVIRU%!6ElrHr5Un^1@ zUfgUpm40<;IeeY#?9vo#q06H9lW9I}L;H>MjZ zB4tNTfU`0;HFSrZ7(N#z88V02qu90fx{>7XOG|H{kFK+`b7W)$@rhr%D6X8C2f%9! z!;Vna8rZ~mYomC_hd4QvY6Ps3j92aK?2L?zgoNHYw{uJ!Tf1%@KOY}H*QV>!b{2L% zMn*<9Ha0#!r?+lv zV%S|hZS6BWJiid`bZ%YENc3}-=G!m{yA)*zd20!E^>C<+aa*UOL$nrqQblnB@t5O| zM#plJ3-TL{9S<$)M!nNcu!_$YuPe>3C@e1Qcq_k|9uzR}K=|OB?+S7b7GZdw1Y-^G zAVt-ET2y=XpfwkBi25OKtFED-fXH=i8BN^W&jr*YfcjJ)EI+6L=*w%P*e0H5ehp^>G5Y>o(2SUYO4XorJ_CsXzILq#CZ(he6B-4A7nX_QBX?Li8J|B>-*v z5cB$vL{>ifUF~vXd_FQ?_Zhq`oGHidlATOU(FM-)2&i2^MM9Bg%8KXr<>^-s4mD}P z!915ys`Q7&)af;HZZT&&nR+y{T5?TN!S!{UxXt)~zdJ!rW5NIjs1cDBQ9!`Zv(nO1 zl!@doUAn{{wl!sqYP3e4pYe$U%xwnIa*Gpvtn-XU`rqPy|Gm=7f^b&MPR@kw#DtAB z!v+)FF$#!3Cnn+t4lXS%;p5ViI*}0oC7+~WK`fF7(vON)lm76T0K2jJp14~o^dfgk z16^1Qi?cu6O^DlzN@gnnv|!pg#Nqg0FNtQa;`=+=Oj6zRAOdh<1!c+$H(W!Bz0G!c8P`JRIOB5@zB1z)5}$HAtfqmm?TKJ7UyQ zM_NIbYwDvzLyi~av^gjvz`+7T4(@vkJ)RIX1x44$hyX~YFn{(D$Z0Op+KVJAY}&BF zxGCj=`dQ$~h^WyGpM{bkv;sIsolqs5nX#jzi{LVDPEdODqH?rzvA>sQf5SlMKnL5L zz(jP&+>3>lhWhA{xrSJpX}%NO+}r{J>S))pvy%wpk(V=%hm!5fh9Lm>#Q#v;Af@Lr zZEuadywBEl8j}xEran(Qj3WdChhAg&FN_>j5Ej0bw}i5oK}SJ8=9_|Euw}~@ck;ff z2wPiQqTEV=P1b{QWwfNW0juY+udC~&LOc=fB1{f$k08dI!k60(LKqY447b%goFS>?E8voYEG0 z0bByK12pm-((z~@bg@%7P$CMQZ_^kaBPi&)I5&l)5WUMjWN2<0^Q6i?Y4u<%;KKZI_4V?xZ%HI<6@Gop$jEgBZ|s$Ss0#0ZiTZYKge% z6vBAi6B`P+_$+U4Z)}Vs3=B^22MtMTR2T(}XTu_5Z{K5D{_D&tHU{!x0Gt8)&dL7FPj$XOvYX&AX2*_vsW_$wiwtk5Wo;W5PpX@YA>wDGbIN$O z@$rVZ2KZ}{J(+VmFyR|AQ{3c91roxL9DfrQ9|AXqMzQ% zFe+;5AKl$)=o2T9JQNehqx!-frAVL49F1cyZEttM^&&L#^z=j@LQ)#Tko?rj+S%(SvCPEBRb zud~g<)K`cZfaIXB?i&zbJJBnds1Pq3+s)Zag)Y78OShbc>JxEaDXFQ%nN(B5(M z027vmOL;LKOI9P=yitG{N)nWkbq)y2IBizR&j{d-|D zGBWxPaP}(c20BA8R{bcglE-4xMWAJ{TEh21Gt|(~p#K0#m(d?TLNVq555j&zcXob& zCu{`2Eu8<^-`@{=tBs+_^V6f;Om}-TQelPg2&bo}oX1gT@2xIadAPLi+|0Hc=iFbO-o5g5D}iU zlM^=B!otEx-}1&d2iQzAJw3hbn0iO zmeZJXbY*GWHYxB6s3z*5sxPV^s@_ly{m+V7ORWr76S@*C&QZ zMXRQ0i`m=H!V+eJ8)N?cLmb-)q_Rhk9;K(p3~E3I7-^G?y8l(R_ILA^gM-;^H#&^> z=V)sRNps&*5ReL&w(*xtWdHf66RaByNP%KR(N@Nkqdjuj9!#CjpW=%yLYb*G`?Udx6*?qBL8wMWQ(6TCvFAYlWWMb zur{h0MnPQ0!T75NBAP5-V)Tv0h*yly^^wEVRaZB;{bKcy1}A(HXfs99gwzdlq%p2) z0=yCT|CxK`M34)={Q3iauPw(~U0t1?o*v0UDz$cdo;|@`Czd@RfXO`&E*7a^eqJ8( z>F$Cw2wK6ZV94s!*ch&;89BbguOG_tVq5NL!5d&hAx43{1>Br#-X*%&wuWUx)?D+k zW!I{kg-*+J{u+fYN9JJTZCs{`IqB7D3QEr$b$_iG*PL~Og}>G53PcQR4AKc<75P>J zgv=<-yWhK)o0}UQ6-CJOU`K_XynZ(%MD^085-bIfUJwf46p%6^)+AUKE(><{CO_Oa zQxGHO=+EEnx5@!%gD73j@`9f~hx443Z|QDaBNY`DIk{N`cVb*-b?{cN2M-=RdbE{{ zjP8V{kh~v9C7mCo@*Ax?cvw==ROnWL+3(JUWs9sc=*h13hx!Wa)ftGnfJT4}5|e~E zoZhY42FV83LPr6U)-z?>VS?fZ10kr8u41gGD7Ng5u_!#pcaTt0fdIup3BCov+R=pQ z1r!TSkK4u!7EOSKKzU00((PJ+aKVoe4}RwF7~!()l_(3496E+X>zU19mWHvmwszYN zQWB4c_@L-Cq>srB9Z!B&scWUKkKX(p@RL-mQT|h&Y^43aehgO|-r>s-YcfRQwy7Qb zJY%)hSVuq4z_$+4%{RxQ3@E;Vf)sTcm#zKu-JGqBdIXd-MyQfT&6FQM5s#- zmCxIR8p+?!5m)`Uw03Z%p$~uQCi*wSGxGX3+55kLtg5WvK=Sr>GWzIhW3QsS8Uvp( z3i8ycYKV3OudAu9Mnf_{w*^^skX~?W7-lKnlfPUDD4RH5z%~3?j)+n6SjFV$J6Eu; zmLhBSrKpg^Xy8E1!}u&NF1~#E5-SAM8&Q!j=n@zPs^I#Kh_$hc1_ta0sxdsI=EVib z7nozmK-s|5bQHtmMgRh2^!@;E;^fJb{w(mL0qhzD`d?qn=b*o@vWj401ib+^LXrd>T&zV(^Zm*l-9gI7dF@A~@s zl563#g8@}lWr`n!NfFf}?43W*^zq{ndiu^V+xD+RQ}sUz!HfZrf-jdM1>j?j=6BpA zf?8PE4(S7{ADmRHt3Hg9%cF-6(X64+SNF_*9HZVWEe(+dByK&IYSZ(14}cQL5iXiQ zZw?XQix=-TPXH$9INe`6G==;C0jCa9Vc2EzL#S*aF+^5@1{;NXsLfSOAGQoG*X+QMwZ`q@Xeby<46ZV1KvTyLrR~4Xhu%Xs>)>B>gBDeJrmFGx|ApU z9INW;EO%RXsJqk`EmIbD>pAie+8^Eh5Np+HDSb8)0$(dAERe0GDp@fB57&{_r+bQyST z;;75PT*OUIPI)?tO#suSU}*Ck*lu@1X|~knqPXGWy?v#{7gMuySz z@|h-WgD+lhYPv}0oQ6aSfqM0vGp*x~lZuKB8)KzN>BGVKfiG(i<8VU1C=LN88MiOX z2>D_!7A!0{`IcHC*$WH|yvweMV&ZmJSuD$u3D?+DFZU9+wWGJL0H8cX$uL=($Sg2s z-eJ7El-Gs}gAKht+&Gaw<706?WvQiJ_&)M1W&8V6(Mh^#JbBjBeEYs!Qd&N(k?WF< z^MWh`))1RWfwmgX54-yZ9!5d}p@#N);UH228D>A25>{sBLDZC{x^M`wn_pB*!lQlG z!WuYdj$!7>2$z9dO;1lF%*Sd^=`*xL5@a7-9f+_(TXAQA(I$$om52$5{P zs&L?e^Ru()Sb+sbC3_U%E7C*MF-EXEUweFdIG>-+K4%U0S$boDLs` z3iRV4KE>tWoI&)?pJ4z1lO5m)2u#-i?iPZJ7=sANSl833d1 z$^Aue+yO9Sdm;*l%7?ABwI2hdrnb`wEa1WvW962oU6-eSq*f6bBJkcuU^965KoXqV z0d)^|6n2!A8N!7li4?FM359F-GyQ@L9o^5^9V`JS|9S5YSO#$kWF$)loLF7f-kj6a z`KdCLzy)KtH_RZu>Yv2ta?FlXgVqtZVQw8PY=_qA)~+S_5?c2zuNf#M(KIqML+Dsv z_CJ2olv2+u6B`Ka*~k1oBZTI`BJ%UMr350$nI7$M{r2`I$T%4B z9#4Hy+y~>pGJwiLHG6h$PGGv#a=g3=a#r6EaE;W(2Vg*PbZa|}kSZG}_$BY&(Q|Pr zM9T6bdPA~=+!x^(>}p&Tm!J4l`RS@lJ`7dIG9;KP4if~>qem}2mqFHop8q*ioNPz0 zv*{x60bYx;TI$P}U9cr{NMu@JSmG#@2~h+{tM{*jy+qN_o`aV+7d6|nyu4Tg3lzx4 zV@C^q0mMT!@2KDBV^^cHva``3m?3KF-6I3uGUNoXdiVkNntb8ghFXf)3?sEOFuV>( zeFzHEBBFTxy9nXiI|&8_wmj&zFqKsM_8~wyk_<>LJ!wnlZB3P0Or^o2OZ0zaR9h>PPGRn#V2_{Zy z#`M%wSW4mhI85008`rOIHUEWFsi}Futzg)?b&yD*TxMWkX=B5+ zd^sKnAONKT$DhcWfc3x)0INod7!RTFU~x=$?it!8j5G?rpS6e+yaMAUmc< zFD;I`dfmTIx@{XZ2WD`Zzfn&voPPxmf$Wml_-1AV9Gt9{%V;pQaWlQT>!S7TcjPoQ zZ7^A|wF;JzLf4~SYYw5(CRB4(a%i2yK@b43kyAf*2M~Z?p|UFycfjNH?$|H3hHx5) zG=UsYH>l@WiN)86`yi14{Qyb<6f`u$xW}3SbRfCHx?hfjHK@gwz!MvqnnM^|6?pRS zv17ny*aZY!5VqLvzOG(xfRaS?yd-z`?+* z>=)4#Iq8s(7Lb>p_N0Dg|c0 z-km^%k7hphj?kFInJb-Fn%!91l%KsnQDGkBBQc*zfJ&b}e%!wQ#9L~obs0K649bki zPTl4e|1RY@1x!Ljw+wVe0ea$SX=*;x9!s~S7XeVUu(*h9hmb)(!o-AKum~*Qn|liJ z9d^L@)zt1DclY&TK1e4KsL|PXqr%37EZfwSU96fyn(ri#Gf?>8GmU<{dBxB z>=AqmqRi=N!Nu6sdb_{5guGZx-nARX@-+QDJ%GAz>`30ab?bRy;iuv{y1Kn+^*V{C zkUM>nj1!f+!o^`z&>~|ZB0A7^!J%D34i1n#vk9kiBKaYZUL%$l`ab)y0E31_T4x`D zAPY01F@8wZ?3bN+SteFkgYExw?s=jbj6};z+>%3 zg<{9nt*Pawy2XMC0t&of4V*5_c>YwqDk7!vD1e$cumC?wloRcheO{p-LGZ*0ndll+ zlyrcA`7mq;Q5-)5p@9gd$K%H!Z?S(|t~7^HfNK=|-qi)}Di-Ap;x+q4#431(c6Kvv zYt|8iB$`t7F8fTP62`8aqK#`)Nwk4a#D0OZ59W-AycILE0r*fb$lqNpgK`5Z*yH08 ztHb7D-Ux7cxTVZk9oB311BLW9Isqp*b~unEE4qm@Fct`Vs5uSfWMpK-#7fcXqADrx zkAMWNmtU|6P=Y}r*uDqt5Wx9R3j&oMo3i4fWYDP|cA8w&L0EmL-;Z#`c5TAcNli-N5KK1hp3Mg}hcr3FE)*JsxIT1XGAc-w^ZY8X-z7Q)1J{X?qknk6$?5wQXe%}h}hR;_G zSEga0)dS-wP^X>boe=0vga<=MVO7;9^dDdH=^h*;x-!IV(P+5++OCx=4~jQe80zh{ zL80i|H_d|CM>$%jf-rAF5oJf!eYbiEmw^}qLImLvMz-#$7L0}mzN&o6>TN@{83F0z z!o%^#3^+V$*RE01(6F?LE3DkPz9wfSQB@E0_qRc|1Tebx;yL}hwFc>c8WGVNtC0q? zdx#Q+2Bc-MCW?j8_LT{tIiEKtw0?iP5S`t1Gfy+ktoW&Fqc;K)1WzdD$n!Qf)kR4n z1Hvm^Aw)w2_EWCUn#9dG-K4EKxD9o)P04%qZj<-URQUvI!IL_!-!fGs948pJuMw&^ z>Y`_2ey}*Xx7af%6VO0eLOoxs|GfduzwdL|xxtOn_ob4UPq$!CR(+nBu1js8&bswy z>vYtOeIY7Ie7n%P!|@y3RD38@>D{RtRFbgnU>rameCIIDIacJt>wnWADEAlMUn^7* zcv$81*_d>r$Il?^RYiBYFSYkTdU?F@uGMLWB>I}5e8^nxHB(UMqV(_&GmzZdeet1k ziuG_7H_)$tzcCp6T47TA-h{I;oTh*Wdyl2{4y0A98QHISy<-)Oe0CGCrO@`0D+%_> zr1XO75)0w&!M@668^#79 zK9XAEi(?Mh8zi2MNSBx_Pc^By`J?Sz;;b}>#VS9=ZKEh2H>b_TYb?ht@*Npd*QZNv z_;V3;$KzR#ALqjZf)~dSZmH-;7$*%igkB*e-7rvy8&s2?GTgvX#zy6gTSG#*4tK?r z;h#NBqs$t7^v`|ApHpyzj{;-2xuZjnhbIRhRZL7jq`-qt{BsK+3}-Rpks}{Jd{9b) zI)z$+(<~BDgKL~596S7X8c(r&?fxmSViG6=)0K^3r;vKU2my*jas!V^bc0b+=748` zWC+E{4$JjuJca!%!Ku33R7L~Lt6T~n>^_%JW`1l~T3lI=F>>#Sq!TbJ5g^`gO_SJzmPCz7>)x*HR z0AWT_)NhfwY)58~IAo}59~G6M$+!J`_Mi;7iT(quFaW)TfykA|gny7R7^XG@GqN45 z#RYu-e#rfjl+>^BaSRwi@9lm8r>v>IiLtSh?D2BUXb-h>S+!0iZn{;?2~a%F$;~Y* zL(E)KUQT`1LYqL8<(?K67EbleLjWFBs#zV>Q8#X<)L!hwzKBQo2p9DwXk|IR{7k4Y zr~oks=q_r!_5e0v8<5yg(tw4A=^V?B4!M*7nS~aSz^x)yBqSVHIX%TECMFOa<1YyU z0;RQ}_XPk`lQ`a#+kWd#WXN_U)PMY_gD?T@4+l=`O0ZVi{tH57@9hF+d+#?!goSwR zN2!;N{GQoQTs`LFEYvoSyRNY@Gb51g#?b6l^aSrCKGp`GiHFAMI{?%f{*II12>=i$ zKL)bT=`Oj75P23}MvL?}N8P|u$=c#&oe$dV%s%MOfDu8_E_RRcuA!CRLm@NCn{mA+LlXeF??sHEWf zO}|-VjpBaF1Q&!V<&WfqekFmYt-dlYu3BsS+yDOKpEv%`|0fr|zq~1nPOde)qtA`_ Ok75_3M3RIxZ~Z^GNIg0L literal 0 HcmV?d00001 diff --git a/doc/visual-programming/source/widgets/unsupervised/louvainclustering.rst b/doc/visual-programming/source/widgets/unsupervised/louvainclustering.rst index 42613f6ff12..2849ec89f3d 100644 --- a/doc/visual-programming/source/widgets/unsupervised/louvainclustering.rst +++ b/doc/visual-programming/source/widgets/unsupervised/louvainclustering.rst @@ -1,5 +1,5 @@ Louvain Clustering -======= +================== Groups items using the Louvain clustering algorithm. @@ -19,7 +19,7 @@ The widget first converts the input data into a k-nearest neighbor graph. To pre .. figure:: images/Louvain-stamped.png -1. PCA processing is typically be applied to the original data to remove noise. +1. PCA processing is typically applied to the original data to remove noise. 2. The distance metric is used for finding specified number of nearest neighbors. 3. The number of nearest neighbors to use to form the KNN graph. @@ -30,6 +30,13 @@ The widget first converts the input data into a k-nearest neighbor graph. To pre 5. When *Apply Automatically* is ticked, the widget will automatically communicate all changes. Alternatively, click *Apply*. +Example +------- + +*Louvain Clustering* converts the dataset into a graph, where it finds highly interconected nodes. We can visualize the graph itself using the *Network Explorer* from the Network addon. + +.. figure:: images/Louvain-Example.png + References ---------- From 311c1cdad77264a76c10c9fdfddcaa1900524d69 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Pavlin=20Poli=C4=8Dar?= Date: Mon, 23 Jul 2018 09:23:45 +0200 Subject: [PATCH 11/14] OWLouvain: Index documentation images --- .../unsupervised/images/Louvain-Example.png | Bin 327299 -> 97049 bytes .../unsupervised/images/Louvain-stamped.png | Bin 18200 -> 17863 bytes 2 files changed, 0 insertions(+), 0 deletions(-) diff --git a/doc/visual-programming/source/widgets/unsupervised/images/Louvain-Example.png b/doc/visual-programming/source/widgets/unsupervised/images/Louvain-Example.png index c77b730063101136e7e32b97083be7d00b59a3e1..fbb98caa6b151925feb1ea569db7a95b28b9489d 100644 GIT binary patch literal 97049 zcmZs>1yoew7B-A@3rI+Jmx>@mm$XB7hYYRE&>%=ENS6XbNp}pPAdS*PHzN;(Y3u>zMZ&sXUtjBN^ClrK)tXUL5XTE3Af9P9-ZHwqRuTAa+q!J zNKbCDu!0?OC3jE8=N1?rMSpyJadWfuFqm2L{J3{H^xTf1y%#=mK(#fJ_qHuaxTO8(=5-KH zd+VK@+{?{)5klFZnBc#P<*O>>H=N$*rtRl}hA$wTx>N6HPT9i`xP{EapS8vtw9(yB z1-T!%{FyRYCE;cL4t`ipTQpt_h^Wl@;d#A@}I z^0T4D{4ZiA8b26=;haCN<9ynO*@n$l1|B~a_!HG0_`N;gIQaM!k{e*q%*yknKqioa z!C*pDF@3_Pij8$O$j;OyFaW z@r?03na4qwy#gCnTco}MN!!m^1(vw18%+l$y|_=r;ksXOeEMIhry@>D0*=$Eml|q& zMi%6VqIgQj#Vqy|>cB#iT7y}18JwxR>bwp0C?zr`<|jj+uO2SXW(o9?2^=>71#f(KU#3(?9i3z+Ps<*5 z8E));k=|mJe*M`G!g&{eM198#0hV63_d)fx+tROHmi}_Nh%x6Ed}i^=v)!J+nSIYt z7yRACs-@HJ8s5hD_KiztPVE(a>{$c3A?Y=O9L_hbYHu546Z^ZWym~gZ!god<&eIuz)%?#`KVj7Lfvq$I7Zpa2 zj0cNd!{c@>?1uS5ywXp%!VE3<6i{!Y#o}&lXMpzE#1KV!q?rJ9qNhDkgqThjpEGAp>HA*fCQC`NytXtYhVy zKYcpr*wlRVaOa|DuPOD$xYsO_@9kezZLlfPzzQs5#Pn}n(nxN5B@(48L*#MZLRt$m z?AlqbLRKPrCH^|l?k}U(RV1dRX5t$sY`~HcCd1ptfdgxz&F%A+g7x~`e^y)$^`95K zb{ZNqry&Lpe{of$+;(3g?PoK0c4> z`tjrU(#>4vC(x?fU!Whow6}SS-`9ux8=p#1XGd~$>bsE=fFYKuAO}K$o=44%20b0z zg^3FTW@>y@!Wi}yqy8q?l9$ph!Z3ZzHi06oj2*rX*0qng`O?ZlBJch1YE#Ly=a^@5 z4CmiuNQZS+r^yQ&9`_@C56n*zl76e~#Q={4+g!IT7yBQ4b%NqVes&EYtah@LB~7%m zkRd02Msr-go+XI9<_ZqFxg4Hr@xckM#(O!%O~jL~iBC%~_%#choR0ntA=v7OTwB$0$H>GUN)L8EEZJj6OY`04( zcESfq_&2d>dAM6?n`6}|oW+q}O7u9mStmarruu8|g$;S-+W4_FkrvLayVj@*qHIEz z?zVP*PV)0?c~ic)Z8XvoRBSHT zO~B*4C_kd&!Z#yo32`F=Bpk$8)E+;=ENhuIz$?3;Kv@HI_4P;i`?j88Dz zvM;gt{K%$`v# zT~$^m@IEQQKf!obWR9vfI=`kr@M2B;S`Ddhoatt;vh2DI=YKK!f=t0f@NL;Sj)Jvw zBZdt^Z0kY&NFY!B*fafYin=^v+$*{VPtUh#$g}!9`qu)nR6a7;_~aQqFjZPsb1030 z$XUOhm&lvfvX?JDrit(Rn14R49ORp@YxAzig4jpD97<2AfoHKq=TnM((2sM&XMJ4j ztKOb$t^3B9?~ku5HI>7NQ|@yNzTQEmkKdJvx6TJzvaTE?tUC+r)F`|541yJcjcpCW z0}BZiZL)dYC0~mhyng(}IfFp{Ni?$sq0K`rJci(J+#NI0VD%0;Ou081oorN2DsGmh znZRLRGH6?#^!vs6c#^G^deXF@L%;o|P`64O8e#|M=bW=2v^P^2V{9G!x&@0TllRPd z7r-UT*1J8O7uh$qOoeXOs-=Ds3k&X-Kn#-CPKj+ly7aK?BQOrV?Mag2O?;`uu?_k+6>Y{dL8+P;Psa4$653v8 z_uIM_b_go-_x;8c2_Yec?&VB>N`DrZl-K!E%MW8b``b}Eya&^`T1kf>Lud#~vm@Ns z9m|=1di`-Z&bBL#{TuC#sDmPT%$E-kIv(Hkfb?o$g9hi}kHHyiHqkX~w`F;kiDgki zD#a&nHBZcGDH7s{=6`;&eYr{?L$Ueh{gF|y&%S>$){9L=33mjafPr=RU;T{zC-f%#j-Az}uki20r#nd!C z2s4GHAykKGK2n>ur9WdO=3UJbY3ks&HYFjrVl3_CoR1!Lzr@I$5!7MASmGG(f%H9o zZk34RYpQ7-7(mzfZQ^AM%|O_S7>62wFx%^9FmjWW_1A~;ueMJ!2uqXt30AanLduw^ zQoOOg$Z4mDsl7aTwe77)N>E8r?jJS-fwnj1>v2Sbi(aP*2Ej}Q57uBEE zfj2kK%P&C9BdDhSv;12>$7|sWUIEPF_k%?|mVhO&V`A95@{Vn1Os@oJLE+69kHNOmOQ`QDQsr*PfKnr7c!U(b5drJ zFhBnz&pD~W2aOs*wqI|Vbs8R)rJpo6pLP%qSjfw}?n<%LSA_EW_VCn1QsI7uxlD92 zC@57iWu@kgm=ccL0SyIz>8Md(X|F0`vqpy}_9bPE6Sk6l&zHtLsVCxb8PE^F^TIPF zQR~VG0e_!;PSQW~Tnyto+iU8?hxV_gQpn8+Y)pj2hzK+eLkz9e0Fh0fAK>Cszx-Y+ zL#r0Bjp-_Bi;aw72y9M{xA5baXSL+ei!V{=IkEWjxRSgOj`5x-qo~lWz63DNrPd@g zFH*`X%EumP?_6(Y-Xpf7?*BLyXHMts^Z?EU3pZc7A4_mYHUo>QC=O8sN?SV9ztB@& zu6iGjy4*P{3OB>-NUH0*d_W$fH3@-7ND;{GBjySHcbJ?<&x4Jm=ai;X*|MGpnL$IFN&|BH{bIp&tir`F+#80|rUlV6jvZ zGsG0X>n>@KjuR@uQ#Q1t8x07Y{kGeRK~(J~J^$%oBK~$!YeBZs;DRQYed3ErPl@ZG zUp7&)U|HKm!vT0f_O7x-v?TAO^+U25!-(wCh}+*MA??=-KA5umcdcRP`;cUiDETT8 zVy91XY?mNj)#(N`-6GnPEP8gYM> zCh>6OF&hcPw_p*|u;pBXo=23-V;l4Q5udvi*&P?k&9t6kTPd7sLe(&k=<>p4}lF>05>FRzP0mNa^KXiWEh{p8VdA)tjBR+4@;{C4NATc6qNm#D$qn(;j)TGb=;c61YU#wbj(ZCJT58t{|tXZg^t&T=( zKk3YUD{l85@1j8L$M0!+{0P0Fzl$ph+A7*qb+;*gz2}5wwVRB`PslAkQa+*E6;~+& z38u)p)7`wE)1LnrweUL*-zWVi!GLq7lKY{-Acok~mccFKM`PBRhgJYH+T6bfF z)JkoCYPRKaylA%PaPv#?W?7wN#bHdb#3U`(HF@qPCz@{^72o)Qk0RbnXn-L%OxihQ z`0caryIsVMsGzaFKX8gg8Yr#3kf^7a=liF`8d{^H=1ekfnxCrxpPj2Hxj9!u{C2;I z^(FA)KN!tnc~N%RGdHqTp$!rrRgUe(|B5>KCZoXN~&H*|Mj5wK%T?R?EvW&_$cjz!n(insP3 z=Ld_tj^Tdq5^I3Di})BxT!*)qeb}(dU{N#XyN_t?JArrUbY^_XWr;;noMJ5eX;h;y!sdR-y$``ikLg_5jB``^@8 zelF;esb!J-`0Q-~47^oj|lCSw^cD0a1z zw;pb-GIHg!v5{8ue38k#8;k7CbLzio6#}`z4V!9MUF)si6apqNKKj(WG1;~+Z+k~o zzrO$K`b!vV+@Dqa;HV2eIPQJ%fmyg~7vs0GCQH7@R43-(l<6M1)ochj z?Q5~@=Qe zPrOq$tlfiJru8B}ci5ZLy~Pn`bJ{X~VwCA+5Wt^;o%73?(T`#y3bG=ss=h}dC+;@x zLRBySuCh!pP*LK+AcjPpm(I^9WgJs!CX#2}pr>yli{pWkt?6v$X&dN z!g^R-jM*WxW(HVoo=r$4B6#_8B*IXoI1IZ;#XU3e`+~Bgo8ZM+#){3&uZtRn$7Zkd zzu`{iRe7mhxQhPxv?R0AuSc5t*Bhhj-9qEnRT;k2u8x^Vro1G&h~qD1{(04WrH`CK z8<`@AC|+GqoP@A6gmvq$sAhUzcYf8rLuliYw}rcN)j`~(K1hiO=5KtRKfJ>NJ>n_x z|HIaoWN{)V7so$Q^cQ1T>Cmy)QN02C&*LaP4VenolW0`!Y(UzHm@KFNhf z!#Up%(Rf6BZfrWX|KbsTJ9cdN?BT%IYpHiJ!+DqvrvBnj)MT+|Ivi%r zmLq}4C*7oty1;lAlCB3+L`P)GG@wqsc?Wsd72Nbuz~dWx$`{l}dq1k%POPzil9Q2N zNJA*i;`Q zsdKd=-y1AIA3fESNXws3I;gP53k;a|r>NKqV}FjbpGaf5F#1%H@KJ_T)F*vR&2+A~ z2f78M405VMqw3@OLC&9t>@pp2ptg^n6phE7kyASFWMOU|c=IzA}X_wzhz+fuo`j6Q$ZrFTin(=_U>hNC~b{amFM4r3ZE41 z&_6zkYg1fdPZ?M1(gas0bQ=9>Vn~v%Tv%$0nMygr-fRi&t-P5HqgZ4@;&bGmvE@jN z37YypKIQw4Z@g7YG$v1oDzMNDFZAYBtT4-bu|js{oEOAh7IyjmjF&<>Mb_&B%i@sA z2g(Eyzn$-UsJW3Fvx=gIhVM6Lf}XVCZj&j!*_+>j(;-9>{$KM|&9TCt;wsJ9GvEhN zrNEjW;zJBVQ%l_^L{x=1DUT2qg-HEryuj_jfxm6gkaV}l;u#N`hh+{mDpL}d4 z_21H(6<|GbmQl6{Ay7M1V4;Y{W#auO+)ZdZPeh2aga5hUP6wTvTg%AAhm<>5A4rp@mLy^MT@2f9Mol&PUo8=AM0yWbVZz zhC^O$^Epo*u6<$pS)Qg!+7sxt?@&&Bn(%4b51-6>KdOzDwvrq@)Y<%5uB)d$)Bl?EBnx5EyBAQ4geZqXM#xDd>p1Ot8V zV3?d=FkJmlV!Div&5)CBcSporp4}mN+`vE;j8-C zgxHFeLSmd;{7732ckie86;BTygLMgp_CVf=hWVTKr%s%G8@Uzm-eU!^$0`}oMJIX9 ze<)8C2CS7coOBN=KK-%e{!P|9S4Vm>N#p`~aq(@_oB~o%nOG;Gr*ck{$i9h7^e8Sd52)L%wqejiP(>dWL|8p-r*fOf9G*ccy8&I!$K-=IT+2U0iwF7T0LV|X=fqh zCydoyrA(#|UsSUmX7XU14=@KG0yuOghj~_vUWM*g-s&T$R>Im^PfQ-s<`s{%<`O0` zB14(HBr5QQZL*eWIo*pUQgZ#0Q*U+|if6b=qK>3vCr=UQEG;s4&epcR!#lOf!Jo4k zmP4`*<6_^b_^Jm&t&4`ZEU7@o}Edi0}rV`)88I)(Md@-Qs3%87sDmrd{Y%$5G&{y}oi7 zztrsMg@vCi!i6Q&Bpc^@_2qz4@lnlRKQ``WrQ)~z_Cpz1+I!djIf(SV^Lc8mV9UF7IpPAKWW$SDnf z5fkojzm<+daFf-4o=JW@+^XsDwK1?Rz=!e~gt|}x9lrR5u z8D|klNidz1npWb)1!*qdwg-9L?T1=bJ5$o{w?D{9KP4z-%{WF+z%aBm^8H1NPrBXJ%q#BqS=8tfZtR2j@BIRJ+Gzfrk?X zW}>3Aa-c!=^hfc$bD#M?6le9OB!A5*sDeTl6GC(IzSz{vWfjHb7N(XImcE5essFev zDk+@K*UYJ^FRdskt;)`aMRt}Hm)3r+sjO?NC|W5f9jf(C?tmr^vR8l0`B_`_t)cm2 zZ`w)Kv(tj2k?NX;ZzYZ28e#_W%34Pj8owM=m;7jNnflhW39IaA>&h7os_PkO?u-A{ zm)`QLY^<~GuAz4KNBvUA_wK&If!?9-V`;zoe^$@g&P-txPVAkwPESws9dxx-PH%7Z zwQLP^mn`-6%$7}zPWH@y9v+|iGw^eHWMFJ!6gGd*HoMk8U(_-4XLz=y?2vbN1U|gb za5W13zO*+zI|W-?{fUU0pIJPZs+e3ZoSI)cni$%d8ed&E9z>?}tQ;Q9*6%Jf4sAlO zrl(J5r~l4X_99M)w+nx-tRF7Sj;;TJBd#a5i-tE2H#dE@RwfQsI`^07SJzi2cdNIy zq8B#ycecalx5gKDYe%f&Jadj9}rc z`SHo+=Iz=3+11*`)#B;Z?a9sI-z&u5%kzut^P8Kazc;(LcQ>mB+9~K9c;KlE)WeY5 zm_-kKF&@}zs3>84#9>rL|3UCp)dYfpA;fs5Ltova<087QmRu~&y-1$E2iRiSMbg}xyWfD6evdW#u|9HD074DWW_uyV zLtqd}fS49{y(!YK#b2<7DEjOl4>5xy8Ilyik-^^WR^l4qJ|sMjE$AfRuaE!>e(3-8 z!!TArhMhjRGC?HI!X3(z@aX@2Nnk}(u;M>c34!8c0?4ud9~V~cP&pv>{nP)w{QuV4 zFo9F7FAe@7{wy$qhzP7Sv@A)GER-EorXH##@SksJ z1s@Sbg#!-?aIW7AaMr~^FX|P@`l47=M>6z4DGF0bBHi@=-Er6zfantgyFnBbH>Uw% zZ=6PT7!~nv3!u-?MNCF&{c@^De2K6$q#%GsqfnPN$M~NmVB8s~AvcOG752-;vGV1= z)pMZ+MfS`6#TrwX#U|hlNzG%d2uku2%{-*>#YY-I#`+;zr=QC`5LxWM$?c^N4 z1cZdRl8qJd|F1K=UlhH~|6USG2culVS!#Pq3pp}QMva_;(&=LsaILTBS05;yik-=uqS}%yJ^wg25H_>QI=9?b3al3 zT^rntIFnecRL=G@EN~XtL#W!9n37zKN0jQxd{iOY^(77JUu8$)!mkz)G+aBS;4ykh zmCkqRG)+^Q#(SP5g5UGCukP#qrNI^e)OCw&NShH7PGRB31hA(aC-|V)RKAu6i329~ zGbUP*Clwm65EWCQh#@fUWi!u*%eOXBQBqp%_KS9_h)I(Mb3^0b!k|91E#O}qD4PTL z%Qyw2+qYncAC(Oz*;E=Kh|$nzode!3g6#>an}2Bx=A;vJ5TK#Cq)n>ZC`1OM^0yhsb`&EjRw9+=5gSZAK_@R za_-yWyG*K^wNrbgULv4t6XjTWu%860vu5NIczmT$XsB0^20an13w%|aRa_w8F!2C3 zRACinQDa`Y1r_AZ6CYVWW(t8G_5;YY`e<9B4_w=1c*s|2Z+1>>jvL}!-7RB5chIFl ze`egiLMJRMHv&ok@IlD~-?;33orXA)@DkCu7$#0@01fniW*oRZQ)^4HA|}(;k1~uN z*!1pHbsx{p(Axnhl>8o1D^1}H&`&Pj@I-Kkmj{kan}WgtsPW_L7g%UV0w0*!mR8yjR2rrv*QLup~!gD_9{wkl22el8dGI8Nl73MHkXVr zHTZK1F1QbLw*R6m>j9&|*k2D;Btt(uKE4sUy1Oe}tkOB7SeQH;;vJcMY+)q~vJ%TrgURNQ z_p5zq09)*E7#{=F5gL`@@rWuTL(q>4-TZt zX9%SfD!+4@9aV71zyazw!n2b4d+8k)e3)v4EBNUN#)v%FKf@U>ot6dllRMjYZR_{9 zi*P9ZvjsGzc*>R4XcN=XW$whK%ro?>+9g9R$V_hkJxVZrK0=oLjC zftTdTIN}zYy^%-1e#!x+!fi?j6GaAL1jA1d1vWeiQ%;o)-a1d7N%1F*r|4ZOiT2mo z_Sble=2py$RL9hRS@XmEJWv}Is-u5f*+7^oBB(3P@1V=+&!w4F`bZkKKDgCi0zT`7 zC|G12l2pgOgvJ03gv)(03Yz*eh?!- z_Ih-gOuWhWaB|wo3AueVK!H$7$Y%wa^5I8LnDQrnh4pbgi`0U@G*tjMcOs!&=8b~f zwQ2h0%BC#lPhV#Z8(}Hqn}CIqOeYW!F0&`Y+X|wJ>e_l~pqKE!uNsqUAb%0NE~qD9 zQ+3?_IXBSA)P-`|aqL_7wu`lm#^m20%mH^NdBy#9sgRtxw6w+r+AJ+JeZz!6>Fkyi z03utqPCn0XWJafhTf5%YZ^LKGx*$;z=tO#*=lU3DS~dCEq_w)TvNg?MC-|2hWLi1| zngF2#NB=W}t2ohqKp(DD zehm;U&ViA?lm)d~_L=aKN!)|qd*}jVWy23b06C(s--PXg95DA)hfTB?PTe0|1*Iyp z$)3zib)8Dm%g6fo5gLs+K-D8BiKd*@_aC!Py7uYjI~jfnv}pV_omP&?XjVQATaT}- zoZ%;AG%eQ;MczpF_cF&HfNro{Q95uL-^jEH*18YSyhDcBiMi$BCF{oVG?-nuc6A0s zNdc|+hQgrFr)N!{rs|f}uV@}q`EX)KysorqG9Rb{@T*yBJ_2l2;hxQ!PScsW44NQJ z#7xlJC>U#BCDajG9YWc&Lr2tpRP-fr=!xGO_Yt}fY&&r|s(5$cof8B^pZf;`xS!R# zYWFdxZUO)+${ta`&nl&4q)@};cDSZzR$N%z_nY%xUO{9K6-KV&0sR1mY%EDhRB5?L z5FlW6P79b5fQ8%*1Km}@L%?S?$3OR7{h!twE<>2bj{!|o&gu1xP@6w!Xut%lr%bf` zVnIMP09l1g@jg{%k`rK3=6|ajdN-bRned;bK*VK=8`u;oz`$8}5PjhV-gL7@D|6HO zZt9V`ioy!5DbPyK?eX)wJ^XH$U`7z`+7`s!7l0RAOR~AW zD-3!|gZk9^C<4lQ8)E_=lT{%@I7W2bKaL28O0V>QI6^(U)ii+rRzxs__4DI{>lHNM zAXb$2ZI)iG$Q6=|ivxs_O+I+3ULD)ZmUR5{K@<=k;`@si^iVwirba%Yn*#HGwS?oo zL8o~Ck8v#|*npnzsw+}hfDb1S34S&?`0DP-IzSt~V$&c@3M>Ghp+sZ=S*xLA1is|* zq>yZB$cD%L4p6KqdPGzzKne3vB{B}Bj9C8$-AL#?u_yqhwEtBSy=f4K!x%+)=?ZN! zwE7$WZwbHepP@lg(%`rb2LbR|&!hV?0lgbo4)k4`|3hG}4;nJ=y>1JRT!$R7yRI9D zzVSxxmaug9ZB^_3_St1G4z{k;g41+!Q3Jvb|G5`^JiF|uKj?&fBu`okg*B{6qSsW> zgh$|92cz$8sKCz}tsc!u28;^XxZBE9@_7;Vq-<^Uiq>+We~DKGnwMikZvH`7ta z<>;eZpr%GYs3iqUhyF8Qv?z?iN-F0ojB7SN@s$4!m)k z04W2@tU6V{vmFOB`4qu4f$(cIxb^W#yzpC{+}J8itt`~rp@aCRAx?@&P`EPWRGVNtv%0#-iX02+MSSrzta&l?EMIo=7_u z@T&k%=dw!XQ)kIY-J?Py^rj25#h8>E#Od~!*UJ$gg2|qoNpbrrJ5K&Tq$(8+4r=@D zD9H%;S=b2OVV{QD_49rpL?6;7Let1g{-}~|R1cUzju=95Y5=Ro9G|20&p+x+dhr2` zsF+}XGncJRQ%k4*@0>zzia>0@4cLKL@lnhXTjnS+yI_&8prFuEU}qAnjKjFp*8UL{ z`$(EbOrp(fc*^AF3x`-&E_;_s+d*0t7q{+Ae8leZGA-r^?f$lu6!>boa*r1@^R?lf z1mODPT-pSq=?*Pxz1tLYQqv_HHLlBH=X!7E4=9z#7#Tu6YJ}D)awXY;P&q_U4?vY? zZjz!_n9c_=DbGoshMFur@oaSN`=r?4&*580icW}Gumt~arltqCpP~lmp7Os$Ho5|u zKKBTsBU(ism}VEA1W&-)N=c;d%X=O&M)ph}n3j?)0eYN@Elev2D6eqm87E^8M{Ckc zu#T!cnmZez(%i+G>cBg7{LCMlF_l!)O^rn?sKGpRtk-78YYZP9ilJs^ZByqJm(Zh)=GW!0>2j^@R_qWFWYCXU3c3Vly0JPJso(MsJk~;3Nw& z5EchN+j9Q3g`(6@<^}2d#omDWotnmvekim>GW?gss83DRG&2$hO>{O#O$#Y1p^7V) z%(a3&FNC{YT9CW50shax-utQJ4La(%(AC)ju=^>HJI8JfJ%0L1_Lv;Zrm6`}(_`RA zEKbi;4x;vI8=ONq?FZNdCB68H;V|BAZKrj&S#kxsTl%UmbJ*Q#Q=7;NBYU+ZUUcwz zBZy6ry_TDx=YX)r_I=jkyTa;!c%(B(OZI8xZ$Cb)E>ipV*NI59$kTvVdAWocUV2bp z(Y``AVj6RxjKUF6H^3WtG+<;ysaT~oz|;IO}Cj-~E0Kt+-t-GB0w7QiH(WrT}2@J+LV9g0j^N(F!MnI|1VVNKfJn z1&x9JT?1nSw3v=J5I+Xfg-mt!=zq4Up)(~t913ZGHPFCKpV|VhuK|e>7aOi0c8n1> zu(L9}vo5?iDC4`FYRUC5+`&0M@%Z2C!?hlWnEEMiB>>TxRdmcj5eC}dZHUR!sA*_3 zDd1r~)Z)_~0Ni}AO4}e=4-K9qMJSQkQzM?A*am@lw{a0tDPZq5S~S|?gFhmnhHR-2 zdnphE5DrK<9tj+-38q$uGdDUw;y6(vznumzZwyOf;?ahY{o@a9us88-2$U5$v}yQ! z`4#SexZr~sP+}MLZCM8W8FFke9L)?DF~I~2;)s|4T~to20C(k!?mpVlep&$#DsFly z9U25U0C?}tzT?i>qGBt~{C241B8YBQ_4!dEP6RnlKo0`6KBOEUTRLA4ptJIIAfPg< z`@Zv{VgV24j-nkQ*qs49Bx!`NHF&%1yJ)Yk&_{BG`{zO8fIZC$mCgx@#QxONtINXJ?CD_KYm3sUyLr$N@4J_wf!a|bq1sXte^f5 zqoQk5mpAYdME#liVHYhBj=DQ?3D!DpsDAhG{+y+Tz{-871MYa#?t$2}5s-d_9J#yA z_pY@aII zsKDcldbo;VGhbjPAZ9@O#=zydRX~>1j}D?@A*iM4oGIYlK4lXcwGg9&mp#QY9>zzd z+_;0ZS-CbeFF!h>QWRN>Uput?o<SG zj}OeiLCI43-_Er2AOsC6nS0oXNkT))60MU;!@5(nDyBJ%~>TcV!RyDnVcOUVh{H(Ur6?icm zNMNAD`KJH!M=s~oQq^x3G z6tB!{#`kDl7!S=kFfE}5MOqvGSdW!bjqeKz0U+@BP z1NjbP6cA`d0}>Yts4!X>>)%Q}ZhMM2@$^R5#39gi#9X+uVmkRZ?Bk0pPYSdGq)ijq zZEpCNz=4U$hU>ey*8-&gMnEBL8bnj3TWk(!&D!?X7oG;)gAcC<0kC=}y-CaW>_vR1 zS`V(M{x&>xU*~qHj{(-B9 zW?LM7p-dln6Cl~>_N>d3r+|189ubrw9QKgU>T+c{C$EJ)6d2mvf~EhL{Iz&=ROQG`@Bg2i&}@JQ~}{~0If5}28-aJw^u6w zH30J?RVElB@P8ow3NGxewFIq#wki`2$3j6P*;G+bPmu=_?{S9|5X&ud8r7Yo)qs}i$ATagZY~6a zG90!n5s>B$p^*DLf{vu9m+)@dKEMq4>cx8CyI+XFje-{=!)eg?sIKujn5XW*97v)O z_z%~)xlxXR@Q%j|Z!NOc2mNmS!@+G!sqSLIiz@JP^j=PktG)YzfY-6WphyIQCZ4(J zVCX#*lqDdo{8^5S$+HOJ{ciw+uB;&bU?$n1n`1;UjGH^F?~>&dvW50HSs&mvK;=-x zLF!I)9(O^l-${ORah!B`y>eCVH~7kM_qg)?C}(lNvp4l0rq1jq*g+j%@mLX3?$s67 zm+KF}%1?iIdjgm#u@Ct{BQh5&Cg^OtFa4AOw_%R5vK|1fD{nObtsxrIelrIyCLJ%L z3mOE`2@|`f5gZmTeUS?5{11hpY!W6=RtRwRsXLqZE&|ed4fb}ZfmXJf%LLzWBpxd$ zhX3;Z{Nv$)IRZM``;Ri{Ph8#=Jeg|QDh3Y0iOTQ!3wp->1 zOeF~`imb&LZ+~P?u=uy>Ab%XR?&d}xxqIJaup2PpO&$0kUZ~3{1nAv8hzWx2@E{l- zjpQL+Pc3i31zJP5N}@0)w7&{ql2;uJ#L3+MqeCCb4S`HO?~ zfaPm}@E1&*t}$TmA$5;yz-QXD*R-Vnkxn{)XrByC$Ah36Y~f7S^qiTUVDFVV)?zEo zhZ*wj-u-h=nRtMJTYgq^)sN^dF%b%$l^g*<#?|Q;q8P}_kjSp z0+VimI-Zy@XHP7Ny*@d0QR#*C&dxJmQQR;wy2i1A{)FOTAx{ockBI-L2BrFFpEP>w zg6Fqd6j77Nn}Pcrm4nZvLi8nNNoVUI(F;YI^_`8cLA@12%-$Ql(i4YSp6UbGNQU~R z(@A9DANl{rpgQ0-b$#%@VPMEwtmiDDlQM1b-+yrd@LszD-l1zs+=@2tf3YOOgW3$b zntu5ugo<2wcl*cEi`LWY!y0q{NW6%o;{qS2a3J7--V(0uem2L?83brCbNM$CMa$Ff z!L5bQFuOc#^y>da1rC}?n;jplON{9}A{149QMx0NZ4*fnlCE9w7U!6TMs zMXuUr+s%uQZaSh9xCKnw2^!hcE1I|8anGdi2ynv=^mgk-cgE-7t-3d^%4nTwIG+vn zca2d5ruLP34}M1%WA;Eq%5(JQ*;6JSzRrcd`L+OVrsV*gH#cw}pi2s9|91t1`QhLt z%lBgzbh!5+Dg*?cKo#~8*paWO`xw3QR;0Lv1!@#L7+{1i(d&Rr;Vhg7J57W)LxYz_ z{Db_!Q?)hXItzcYTPQw7A+!+vF8bs%*Jk~Gbp-y1dKHv6Ux2fsMHxdC*VKjm4myivEpf|6EftOy#O^MVT8kDQRZ++Y~!J7usN|TUF=Oq-kI0I+Y4DqWaf?1}9Bp20dv`N>YZkSaxs_&ADqyu%1F9BB~~rXHGS9jZi`(4UtPz!4WEwS0(quKq${_ zZynU~6{pKl4`o(9#-OVgMnwiF>GMyvnC zfy?ON8bQPj|MFS`x-vk2+t<&@uW9@Hp2FApZ1jK<;AafoC>N)YMJxS&8sJQ6O|(6; zM$#Hg(?xe@N2HH}xrIU@aU8Jcn% zOkFGhG<%9yn3tIX8fUd}8G1g;dRp4LgKBf^D4j|`_vNJr+N7e;;stB^N7?L!X26k= ztRK+e+pN1+$5{tIWCFl4(`m=|qVBLyt#>+&-=uU1F^H_|^65`UMK`EVkJ6Tw!Thd` z#a0hc0#gH*rt;OPmr%pALY#;`>sjy0VuhO`MC>%GZ)3*32-0Sp)3FD68`wt1i|4`P zwGCej?h8#v#Epv){O*=<-ZFrd6)NH5?1c2w$qE|2%w^#)(;%!wBTbYcoHZY|PL`&r zr2$`Vc!qbI^}x>6u1jPw8vm(46j>~~)RAy+MDChnvkrC4!$67ym#qi&$b$TE%KgyW z@NZJ@060EVEX`jN(5|xwA_Y=h{ED#Aid-CgRs04mHrJB$K1DNdSNwyu^}+O2V;Q5& zHfY<>%@ebnEN14Shzn))-ji1kGmWsQmv&~OMPi_!O3wkmGuJQErj{O&c$H9z!Y9Q= z{Kb6uYeu7{pIBh5s2}^On1F{7(4`9^I151XjGkWkzV>NF>^^2iOhXOzDtWX5T=&BE z3Gs{DLdg~WGt4FCEq)Wf^9Sr*fw`;!k2B#VY??}gIL(94{sBIqYj%G5);%MR6#crn z=-YWa*I;P{t~G}dAesc8-YvM$z>>+%dMYwI*hm$LrKnS(0SF5rHSI!QyNd8MT)xge?noc;leeY~y7WVT@`FBH_q%_I9xu9^M#}@5 zN!tG{SZ{+Mw%m~(N=bQ)5D337ay*a~bRQ(9##d6wxP&(yv$Bq(LB=w{(qI9xFz(inZGEcWEd9c=r3f2phmc?0*D;vV>p9r9eL`U7w9<$hLD-S|&~3v)+A& zU$Jiv2QikYSK~h3MVF|j8hu}HpuT|rE?BE^vp5<{-I0;}AEw?rp6dVoAAi4ED9IKn z*_+DhX-4)qvNvTNTh1}E%P2GB7~ves%sAF@h>S{P9_esohjScTIYtP-r(W;(_w)PD z?KscJeqN93e!uS5b@ENt*Jx4XFug@3xmSag>tKYh)uuRXuerRh87mVGn4}orbw3hT zOdwc;UQ;Tiwr{-7`38~mKF;jpb18m_iag2RP*BD0^KL5Qtk|%ZMYbIb!s1h`sIHtUC?J8;W1j@SUzsQk+E>1chK~k-^Z1fZX?D^w#%UqUV~SN$P90%eT-Ar#-cLQ6nXiO?R52?G+PsZ9 zQBHID&DmU3UuAmT5SJg=2Xrc@&<1vF)v03N(!aJnX07~~$(tDUpGaR7mU_GxB`W<6m6{hEJZfnvs?Pe`r) z;QgxY1v4LSFlp1_EHh2^H+I}F?Dn(j)YjpV%%Z)|W~F@pMjwx4>I;o$BntY)A2psg zt7rO4Y41}qstqF@-##G?xKP4Pe)d~CCukaTcY&<+Y5Nz7K~Iw+KrWHaq*YA?4aBT}ZvGjWb`_3>2xq5;?5&h*2t z6#$~bh~HytxzVoRw`9R}o-3rhbz(xv@vlbl#5J{Vw;0cbguh|TM1G9xo`d!rNpRiJEpTwE@9`x*U4&H+8&WgI=h^-AmMu3azYl^W%Ip3>H zP2G|_$U4L`Zibj3^S z=ri=B|JJYG@+;pXq&B_DqcX`zalq7C=sxHTHXxx?E0R|;NdVjGk63+ z5L*6C<@!R-Z?z;D=%1+Pop=>2oM=9&{nP*V9|LK(bV=4^RoI16!905)yi!Ep1~S_- zan%!Il`3(>DI*xAUtNGl18p!}byLGZcaw7db>E+TI_c0qZ7H7jci|x<|8id08MuFXRCjf>uz@6Lzc^-g|?4WQ9C3@%Z%6>O(xey!l132VkT1T@`D) za8_H9ey>t%@rrxdiftDZ~daI#ogHZP~mC4g*;GtXy7 zrV$l2ChvEVtPo62o(#@+U@a6tl+iNClLMo z()pfXUCTm-5mg0i$#T{#@~d_4jS*QFI4a%{r#03Sxw{g&Oj`msW6sd~>zH7Isv>al zXzr0HxV0y>DsH(in9yX=H@@7%F0D~wgS&JZn#z0(^O0yGPK`JsD8{-E&J9}svNJPV z|28z{7F2c`yRPkXUy4PdJ~a@~u}FL-WxDbWV-s?^pU1zySxlmtMo=)BmmHXc#%8Ol zHd=d1`MZ6c7{Z(4_&_s!UzD7&tIJ;SwdW6VDPk;bH;7K$Ei|OxSMwnVC?v2%=EkZ< zo2-%;m`9YAyx^_*SaAc(`F)V{6}$5ZsEp52?3eJi3SxOlvS@6g`JmXAtdDEBd9l)G zu-v{dFPSFl)cZ|`-H5g825lav11=K{Z&f2Q<4~^qCT!KsohyTEnwr{G|FdwbScZ zPme9%Vetqi5QqFzZ-_G=49-}#yUHR3GpnnI?8A$0 z$Wry~KbMOpZA)77*jd5>ov({S5^s(>}f9D`dq% z#`|pl>mRC#bDBQ1&=M>2-Dxvvz1epimY`Q9(@5ZjhI*lq^!zve#j&aI=fv&gR8YyX zAv4=%#o8pFJu!JvDG!Vm_jvVL$*;k(1Vo{q?eaUf0}lk=>N5=8vO}S2=mg2v+NNkz zDa~)>*fG0}H}2zpxX{a!IG=+T_y4=;|AKeW8@vw8(w&0U|AXf)9I%6P*AYYXPXZ@^ zv*^bAi*^prvnX9`PH7kr9?g+B%gR~7Atdz$tDh44sj!1?)^OKqQrLeHTdGtbu-OdV z@Wjbz4N#r)V>z7;k_}Ko<%6`E2b7HbvF`&_>)E$1u*c;)dA>kkhFY*TO53VRi`-ylSNMew|8ushX%S6C_p2oEh8 zXhuph+~Ruj)W_}UTW95!yW&m%Is~WSWqJH9r5(tIuRo&#yB1O8e@`<1{+F{M>*H_| zLrVt=WpPmHux^nuxkscm`?#SFABSvYxB{SMd+y^gS}PM_j_gG>1@Un=FZS&J#jK~Y zfqSPtb1DS;6C0|+LS&lXwNU&;_J0=MRDAlco5BS0x2Jo!tjGte9!|q90#mmppFSZfVjI+av!rKb z33|FVICSjbBLzUIW9u!fy`iPWwYPj&(tYO~XeZrBe@(0uh_1P`=9qHw4#btxL5qw z{rqBvfBF~Xau%F*%mLbwZR<(r4QHv}h^x|b-i=4?O=q}A{ z3cuWy$>fF=8e_OM3gsz@JqwPF1JJXb_`zZv!YU5rsEKFSdgA^9>c3Na2xvSi=NH7Z zVh5^iV0T0(C;O+C4g5r4?HR-7=wa1{64|5e3bxaIP3!5cPjY4+7ZJYeq6c|nF7+yb zzYN6BS}oW>o|i3Q-AzJj>gYxW%5vZMrJ-M>q_aa=NPp!7p?t!*B4he0rgZ zNt?3g8Tb>?6fwcxTv6yEeGb==?OnJ$OvD&n%9iAD5!U^3N$3dG!NoF^@}(2x ztnF^y?;occVmr(931{@157x*^SD!ezgNwjENUL$L0 z1a#{a^F+49-p3KFPX|ugE>UVEWWj9~H9(8i^C*K7SJl2JiRe?e@xK3K+)H-B4ST&{ z$l++kLRoP(x%H#0fa2KU#us2KJ#_M)OLTvuB>$SK|Cua+7sje~{;&Cy0lu*M_sHz4 z`3LTPmP(Kq8m2xnQ>g1(zV3YOa>0-iGzC4)v9`D*dNWCg{D0iysp{!pAOr?E)l=Cs zF~%a9SNwEK`oNf+*4H zK_qk2>YCrbS7=10T#N#vG=JGskU#7ZW|aBAHnjn+OlMs|P!$Va!0(awDF8_HP%DJ~ zSYF*s8XZbO`p>h+BhRiS6?edu>W>GNeKxGw?QmL~f+T@ni`#0{s;&@7+pB^$=2P62 z@(wAfD8eYG!EowmE`mY*oIm0L;o5)-ZJzKxJIBy1So#UuyJZrzD(pf(FeNay@MC=#ZOQJVRp#8c3g0|1Fq2cE3pZYZw61kOJ)>J9@xRRSo3MtSvh(McQVr1r1xFD3dtfh9pwMhGeH0_0bl^U3 z+^?VMGRD3a&mWNS54JjQp(dvG_tK?##|Lon)16DB#QNS1{s(Nnh>zUzj<5P|iX8h^ zhO8(oA?4c%@sKN=89cEu#DTcZp8aMO9}-+jgj~ycjF9tF;P|zMd-Drv+v&{(6irr0 zRiRWPc2!5h1E(k7>*(T2_{qQA35iZz0C?}_BU2J26?6II62yYOgKOs|lB0jwf*S^4 z&U6Y~;_co4#1%SUBhP;s97(4rSw7ap799~J6GBc#dYMmb%y?D)Zpys4uKU8-~uIhfWV(h!`sSVFn z#+`Y0LF5l`1L$=Tk5nUdH2xG{zD~z*qdLrYHdb!NTUmjLZ=;RL$ z4UOf>GFZFwJSp!2{wqJsX3)9c6+$nQcY;h+^Y|H^Sl;h)2#t%(4m^5SnWXgwcv3evc4#Acg`}uxr+8NZQt1@T)_UAJ- zXO7n_KV1n`0F@3GUe1Jv=0LLv=m?w%O;5c3tpu4a`x=XPtyYVsvErGmx}{ln4C)?c z-4T&o;Ls3-zVzFuJ^zW%kR(=5)X@=;fo?{CW(x6<-ngYH|2Jhx@+ zhH_l(KgcAMEmnP z{v3VyuddyzG@ z1Zj*h0)bU$%@!_=I8A{`K?Ybr3hjCk($9_(tfe_r%y2rU5*I>SU!j-i`yyFD?l z6erzt+t_K**cEcK8s@4gJLo*)<@y-yn1)9US*3l))nQF>H+W;LVIkdw38DHN7{8zq za4Fuy4kUn^J(LE=C}C)Oi_fq&B&aex^{SoUj!bqs?f8EzR?2Pl$#qoLv+)S_oT0Jc z<`*beWs&e)x%h_pzQ+OrUOc+z^|sw(h%AlXM>=3rNMdp2$bcL+Y^;YFm}From+lqC zTmVwTAgBZbu1xGAjvuA3HPbTO>8xzk43*A7X6d?}mp>464{#Qs7|7cAE@E74Ypk*` z8+PF}%4c&JfavqdJwuOIzdyhF@LCdR93vDjfTl2xo^D9!$TsEcK!g{aB$V6qCb_jF z%WQSF_8#jP}aDlmzo$(B*dtdAFyiSy& z1Z*VpJGYj3N1T?vL;zIt`9f@gpmLW45qh|3M?F!pzSGk#q@m+29A78#6z`B&zq4M!Qf7u&03MRYI2Q*#5 z{-i(KCk(GnK(Trr)nT_n&B@wewhmaOb9HlMH=L`jX+wVvv4Immai1Qaba&ar)s~sL z{4R7~3HvPQ682;-`bvcA)<>!!73q+CQ;ZjOTm<*+g1cjB{yNsdQmW=Hu=lLgTpI1c z5ufpyus&nNo6X^0J`-7)xu+m8di)PDNgZc(1w4*gh7cp|3+nXqS%?RZk9M-dgO6J3 zW)FyM^(`U6YFz%=78W%PhKaTNySPboD%H86N07>!#r*hzhJoSaUxo>_`lnxXIvV1*NOW_LmKE2y42u-K5S{uVwBPe&1Ha-@aKg5nRcukgpd2by}bU`+o6h zh#rM{W1;@|*V;1FQdKGLxDhqC##zgwc5=Hhe4W$e>&~ywwD=C76uEan=G)9Q407=7 z!a@H(%@JSF)^QisuPj?G?CT7kT@jf3#+EcAwk5B82n}l4`dJ+fKtML=-A=iRfx1DkUsq0T0nyjw{U1uIM+IgzQztA+H_& z>kEQm&;z$}yCx2IhX_2=;fI~vqmPreyanG7Z>=^`3owg+^!o=<)vX4rxUXfIeXkPP zO@v-~@bt0`G9x737SnR>7kgCaaW%|Ous=ap#5yWX845pUDMNuqxV|^5YG+mykm&_i zr=3BgU5{m{)Vu6HnUtIi1|DI!O9cxlb=S`rUWpwv`m@b_Fgg1?3*&%TcYD%JBrjfd z+qh8JJSn=+6MTHB2J!$Gy^@FWYWx+3@ksgQm7cOZ`a86b?(K!$6yTj^>J$wv5GKCn z{;S1`Uca$I&|~{$eh>Z2K7E21Sql(eh^CWOdJ^%FHWbZ=GB5Jz?iTOji|O(zO64ml zdzcVh87k`_b-9$`tHR2AQ{SCdZ_H_MfDsmPB$ov0DRv(sMV`*`k}%&H81qmd_r5pGMd(vlW;CsZa(sb4Q=L zwKD;4{pf>Lu(ii*S@5RPYB%07R9fNgLK^07QHQIa4{`etFj5Sa_)PAEZ`%*4{F!T- zW@jG?0x1hn6Ff`{4$%Sr4mY^u0WtPbE*DDqvz1L=$izos5C)R@#N{9k^P(RY_N(Y_ zYt??vbu}YdqeAt62gf$#z&n-E)d_Iln#vVgFhk3lJA-{RW9jM}5j*`4+Rmm1CM+gB zxd!bI1z5WnXG7N&hIDpf@oz9EI_^khuR!c`s~^m<=vDuejQUTL{om6mw^!@EO3x*; z!TFn0D`T5Y6>iAQVtzC%g$+58A)Vfe%1@CCpa=vxNCa;LWCl{yMhd)73c`q^4#!(& z$r<_N4xLHw1q9~T%S+^;Gv5j+A5I=AJ%HeurCg03?zcAg{JeZP^P{2F{kI5C$uP_e zx`Y==7kSz5{JpT(%m6_Wb&stywcNruqq~_0FW}!&_q|3OlvClj!Vk4nT0BWw5%Q4} zd&O11Fr{yEjJu`x9Z@CMUXt>5zu#2imZ;b1tSZ4e^8P8=BIIqh`PS)lw35*Z>v}G- zl3X9FPXYRA;6Hypb36lo(HmnXo!mItEdWK((XG%x6LE5t22Gdi*^MCvva$M7UuT^v;cWN z&-&@)g*(rZ5m7huJ60F9?B$aq1kE0Cyet?*_LLa3>%TZ6upiE{B&%@~UpowyczoQ? zH-onC&3LEpA*saW*Y&WG%wNX3LC1YV!b$QT?&|)Z>|d-JOS7ZnJCRwnVY}+vP0w=9 z5csYNmsKJE@#r4^!9Pd z+%a(iIx2BDK1+d3jyms(ihjGjqF?vMPk;M|1*4z=v`NKue)5Mg18oX6AhHftC)qkI zgSbjc6>tbwH(@plAelNO8{p11ArM!CYktK4R+2>dXM9y%TEUeA{8FOS>Efq@mn>6S z?85rV2y0g$nMdqh$TJ`5HOe-j!xIuYeS#+D@5|G_jW0e$w2VKeY#<0`2konidj)@X zr)5!c(GXqS_!afa1{cv_IWKx#l-Gq6t>(Prw&?Qk3~3n{PjH$d_Cw)}PWr zcCVYR!>!;L#N`Vydr}0*mm=4CFQrOBRK8d-KY9f!h*(E7wwuE5RG~UNB)j%1 zb+*`%1`hj6X&AO7iK+p5*O%kghaUaNXpET?iBGp+0I_{kMFeIE!J#u?v26)*W4dV0sOv+X1yeJm3%#%mxX zw^dFL-886=p7H+?7Bh8Hb3;D4+S5$@?WIRv z3BJDcz|d4_Sz}04Px;I)3u^Z(f6sV2rmrFsR(-1hc{$hj!R?M?{NkqYo7q}A{)FV^ z^Pnpk-&1Z`!g5sK;L=2>#)uT$%&100#!0MiP?60l!0brT*IAqSGJ@}%HwvNUiHwFe` z6Tl2q49%I8+=sz11S?x``@^dw4cRyBni>*^B(DZy*xX(LZ%9PA0MY9dm+}K_riJ8# z(c+MR!}4i^!2J~yVp?rO+tG-#C(bvJubMDX`lxAi;+}5)@-9c4g!>f~F_!QlTQjc9 z&zb_TWDQ+R$eCZkwSA1Xr)zCPUb%EFR0K#PYQUHjAw3(*#g~g3_P21Tqobo}qeZ*a zdcLdXyT7h6H?zqkaq!1cr$HL#oXritse@naIPFk|@Lh6N`AWhY!#of_--WUS=R&i}>o<3Nz zz(;&ejxr`#;~}62i(=3NbB(8N1-j%2 zak%GCU1Udb*XWhC*m#0D2S;U*Ynk{8z@=nZTku-Rd90BRGe?ExZDSa(ro7$XB-bpY zSTjp@(3pu>N0^ywa6Wm2<#@%J#2m%+0(n>y3aUtQ@ml15$qt|O&3Cs$D&68_wcp!~ zT(`_K-9<8uPtrrSMdW+k?d;dDMJ;6-t)dA!(*e4Wq3^E^BWG8Z{(L)fppPw<(dZJF z-+UR0-u1N`rzU=5g4rLg VYgAf0?9q?=SIS+cK{it^P!_0bHQedf)cF)Wk3NG_( z&$zCz@Wc^Pzqg0lHp=e;t+)s9JnRf#`al22T09RBGO8L2sJ3UT-}$D7wYMP2>(OPt z3(@EH7hxeQgD$;E7Q#8!YAl`bOJ@wpG&MdkYq^?j5?s-c!@%bNM`M|K(7#!0_#aHw zb9hc`(5HX1pMZ%p?^XSLas`+b5ZIW^;B4TKxnhl-$i4E_^ROu2^nD#czDP?5l@j-9 zKHDeaKrd)>=1+T&Pr{_FLLb&+hTHkVDDIF7?OkzYt!#HP8N1ohVTvObXatI=AkAPx@)v!08 z%~$!KPZw+y5MUi00%rlzzs6Ja2Hc-CGo&(jyZ zJMJ~$&~e!+vPF<2ONe;9hako%haaaIM$BExdb1ZXD^*FUu4xYJ@x(?BIxS9g^;?8A zO5@kNgqEl_-?t$*CyP7`zq&esqO7y5g%{J{JK;@bl<rf8RLe1o+j@#(b6bk4R z|CxF~eZF4*q6n$5rdgKgetl}o6#l4x2t4H8SE|Cd7$)w7Qic$LTvdsSgOaHW=*5XQ z)uSKL{cMwEf%_9TCv2djK2=yKY$G+&O)<=-kOB;)!b5)qKJRHB_Nn&%PBE6fS(XVC z`S`dTR*5yA)5sBo378PBPQntLVxRtxV!Gqt89O%wCn^LiE~bbRY!T z93HwkM@8_NRi=EPfj!*$tTA+zJG612yZayF8sZS|3^^Kkr=&N?Ae+*(hvr4 zq$FEHwD6A2o{8kP z>R~LQqy_8O6@zr@x7w?2C$s1qubAQviqD>sNMH>B$t#lNc7?nAFB`27liOe$sM-U7 zlzjQ4+&gmyf;`dx%Lh8jvyjz#-&-#gILH%N&n6!$llz+uhAV6+Sj5S(R+#9|@Lqem zkLycb4x+2cNR>v>Yu7xFxiJkJ*AG1G123#^G`YgTi|*F|raFVoWWKX$&(x~@N$7nu zh^2oB)z}TJJ1VVz`A^Al#ryd~3(x$F@98^O*}0^fP`5L_bh@9TUOJM$it?Q6-~Xje zgYjPn`3qh;%z77;OZ7f)OY^k|-;A`u2KW*&EGKNk-YQwnVge?woge(?*JZVm-!4X! zuQ?ghg_QLstxT!ybE%>cK!^Wk8`)QRtH&U!Y`gc+PFqFXk^&~c+q2&?aeW-=stwR2 z;Z{@wt7Kx#U91Q`o_BT-Usp2m;3}?X8gEj)>U%5mclU}xv0~pa0^g^>jR{Kg*mr?W zW_+>H0F#azb01%+$`NZ2T6;PoNk+6YU<+)SHG!43o2g>n~a;6(;Z+Tjax!_ckCp2dI*bNj!p()f~>I=w)e z?8}hcC)cY$5O2?AhvylT$k;xA8_&V`CW5?iTGVzQzfaVi2E1ZS#=xT&gZ$MGP+^R%b%f2c%i5R=%=|@qhh0mOLX6j~ zgv~wIgQ;{6lUNmG-_favx-^^{)NS@oxl-T0Ve7@+g7H&$Xs&w}_VPaTwo0gQBM720 zq@=?blF{osfeTkK*DnvfBW=@goX>w&BVV$*)KEh{84PV=tXI zy->7n=oL!4L@iJY~cFk`e`|%IdZ+HdC zcWq}lW!q+)m{ne2DYM<xWr;zdc2vd50qRSW&VFxoH3;XESM|z)y}W_&^h|;nfy2 zDJRy`J3|-Ps64?N^V~=8dRO1$qzivqmws{jOlG7w8Hzm#VI^LgBaha`JK(O#9pr%J zr>s+ud-*Dn_DM#NNVvBH(0d7ep+{3cxzLB#xznS1T|$2BT-T+t2?@ac5>X~E-Lt81 zNMsGa_Xq&9L`q(mK8qB@dZFzpG3LKjJ5COxA~*79XlF8!2Is| z3zNQ=ST}D^Su#q1nB;8Ur+=K)=6YI~CwPRoZBa1X@4gY52+>&yvrcd2FH%drFMcq0( z3SEfL&2g;xsFjy4sSIfs+D&3^A~xVWPTr#TZXD@S|2KLZgCuBC5QfU^&_VYbQ^6Pm zs3hQhcUF3;d*Zk9lWCe`DzG6f=(punTLYR(@w=Pv%CLdriwKWohC=^*2WFLE{CmP- zA%;3iNm*#aGr$`iP(HKu%{`@d2i&=56tuzyG9$bP05e*_$n=Mm(C|?41tLsamG_3z zWTZySu^mckjeM8a`vsHq&AeZU>?ow)9(+OxC4t%t%x>9h{NW!0)Bp%+$AcJ~0C^)D zCX=wD7(UeuGc(rn?&u@`wX#v=@;rNarMf-+Umt>{jy*?}D+7mh4&~8DXqOhu4xWg- z(fDI~2Q~x1;HQKoNWm4LFD4SMz%SX?DvO?YKbx&ca7b#!F z%AyoPuY<$)J_Alic*1`5+cFlxj7p50jKaHDChuDZON`o7qhfmZrtGR`;Wys-w7WQn z@Q~9)0jmBShLq>XkFIoYW>sSJ?y7}f;jstVk8)uy!#jT4L3CfpaWMxZW|Mgn+_cN> zhRmtucE^@+Bo#2&tsuGg2LB9iuiSIc@G@ww@p5)v_spcXe9)Qcso=x)ws@rZVR6Jt z2_}}DqWpV!wow%4@W=noSRcH6CZr$lsP|&L-8cMK!$|uMAzzB;;D<2eO^~1%Y=*ulqD5Ye782&<5nZ zXFk@CW&dyy>URAnX4W=?DK>FJjr$+e)#dusua(K(Tb=k6P@v(Q`(-tb>F+whDga(c!* zs1L1rpbxuY=`SDHKHe)3Kp_RKeS9@$zQAcY$G1~P4qkQ$9{)UcAz@%>Wf$tunv0qWN|#RFR*xeKt%)-UVRA1T=s7BD2=!S^tstlk_k+i;}(r6f+n zmt`X4sFwG=)tkComp{!Xvl!cWD5jZAVLkiGs=(ntf}1?>5tA}ZbEJUSP1Rc|GCHF3 zPgTs1-2n61FyJd>)eYpF_Xlv?C|q=l zUG_fHfzdnl5fVFL*uc=H3UBSHa?`Y0im3A_mRj2<%a_k=qO7^SAHBAbUKSXHSdmbA z9BtF?=M>vfCw6xegKQxAw{z#_QvU2y5Ea1k$n({#bjhIl{jIz)6#rzdr{DU*C__s$ zA(tYxnOaX-fBk#{)z+JzwOQrg$0~ zHxR25>K_rW=98IvRbd33?>zhIELIYBO+4=d0+ci@t@$wB{qfuDfwxMsu$&_7Tf9jB`}g(50y^>K<7c0V z388b1;oSsz8No~`4F$#XCzOTW{gqiOcd)EkmvC9|<62+a$myZQ)v@HG=;+-S+rZ(G(mrq(9QQ`$f=^*UZslk+F&e<8}Y{qb2rrr{$rkO~@QwxJ>*L!Q7^Lnk+X{UWv(?K5Q&@~stSVS0sq9X9h!U#O6r-Qk*pYQ4 z1GQu5->E<9vn{EXV&Q?tV^>V~${h<&3p3gFEyr8n?DDY}F8>k(F9lx_G0$Wamd=ev z7VFvHjJs6G^ShwH5Lg%J=x#@Je_ZpAA0)aDE@E?sRX$qzpsz>lDD{_%Sd>H0XU$=D zLbBLQggcPWLArP_q+|d#~oLmKnbvENCwv(5Wg5QhILxc`IQHOafc+ayYB?3nx+ z@9;IH`zK|(E>tO8czuStPWJ&{&V4{<+Hq6@hZ^tI&nI}j;;4t{_AZxNbPALLZoU8d4C;Z+LO1c^{-o3LKfA_WL-%4&9q3bWpf~_kvJ>SV zxRV=wpzy+y;n5O_{y1EKw9WTTV(2MD(|u}rLzwc>HeTiFe{06XAm@l-Ax7E>pU(dO zKI0~aS=#cu9shVn#Gj6rEChpe4-}kpSewQt}5 zo3JbwqCrm*)RlbxIq@~_DAI{vURC8l$Wb+#ey8mrglKCJ zTrm{io71SWQ;Fe*maGLoFmxNu&3zk`pIaKDd^4|0D3I#*)yDZuDJ$A1MxDISmP7X% z)ugq0HULKH1Jkw8hAIvE{Y_<|`6Q;UNsCDpIIU|~Jku%$;2bs#f z<%u7awJ1CA2l|m4&0a3m z9wNG#*-OnP0QOv&G#X#QXI1CsnxO$SrX%LiDq>qjy;leZ`NzCxVcopYb|A0!uW+_Z z44PImf>=36tf~z$fdH_q@zQdU(p2}wCwh=}Ym(T1x>_f1uJ#E#=OyffdsNs9Sk^NN zYkQK;JE9);=}I--sz(NF1*${H$uwhXAN6YuP`+El0mebbN|{T&x;&eefJ}47TMM=f z*Jo%(03J4a^XE4_Bc5m}-q~$gbyub=y~k8cbtePN+kiH>9`ohW$_+HCQfv8ac%!Sin z-j;roR$(eu*C0URci5{P|Dn@m!A~l0e#H-yaMe)~|Aw!4oN??Z;NC4!mZMi6mIW4@ z)dQ7}e1BhHm?ke&cy)1`_9Z>zByY@(C!QB&pm#n}!eD1$6%Dm6m2@v+grZE$>G^CR zg{2vuV@QoQaj2D}I;yWXRf;5YNsmX+kW?i_?E16>%N5S-S#G_Zh7nq1=EuBhl2<_h z6Rb9t556aK6qqdJx@NKlCurJp)2{~fKb{ULQqz2Ch7%jIv8Vu5dD{hC?ElDsDKIdN z*-rI2`d;9yBUp_ru>-$or3EqbPUn&AGywouZf1fZ z&d(Eq`Q%Y}*sYGcAWEhP<7z!1Z`^u?bL+th6j}6A#Hm%HcDD)K+`C_8tGXDPLs#f*ky`O`H zOMPFZ)`o9^1>}D63>T80qF$3ZnfmBuHGe!Dn^LizFnD0aqaM|FMw!k0!km;OKi^M@ zQrneIB3Jgr+{aHm_dcGN2^3(ns`cD&Z8z|ZcrZywe!vD$4ktHsm$lx}TMg)AfCmB=-5 zm3xp>N>%^#Y}j6Ih;cad+w-=%Fg(`A`q4<}#Pe!XWDJXyGT)8%wZ2GXit@S-zgyN$KHXN@K+z4MhJXzVL z6@*WAll2%QY*=HlOWwjX3DvJeGo@Jg{R8jRQKRJIk*ZbIv3gdb>1YUrT!3&-@FY0v*kAPxvl zUN4_sb&+Z-8D0jX5K%}$9%%7nNv6R+2JtOHHGETtVmnqtZ%j>p=RKjFHk^5H@f#Cr z_#hH<2P}~%RA8vM7r*^G0g?)DE3$aL`LVmVyx7r5Ou*qT zA27x=_@9UiGi&nNClkV}#sazQY8?(qU*^Fdj@w2BnF}rzT!*AfMQqNn@kYWoZ|rDz zipi3JjJ}!o*`0eu1dLMwN`gE$_edKkfX`EOwr>BL`l8~)r4teH^JWjtKXuN4$#RQP z+!Ywk*+(-rmES40r~H8oAG9^@r8=J$&QXygF+-u8lc6!mg1;->5^~lsq9}S?AFAWO zxDq{iQ?MtP5mxBDl_=EQ%BDdB<>4r)&%a+j^)o|oei#&w-vJ8rj&B@1{m$8w1D094 zY0eF8x37_-&)iX;$|nzSxMcVe5|evb)IOIx=l6{F7Ox>q#w#Xa1R-Z3yImqu=-btA z5OMQ{{MPNC2zc8dZ4%k0lbR4aqy;%)4YLQLbM_Ov90TGc?gT1a8dg#8|HKa+%rdFZ zNm70W!&Q+}c?DY}O~3=ReGk{EbGr#yVCbxpuelc~Nt%iT)tpZ)pCO3_4w)|ngBAk4 zy{B(IM&0+&jivXiNUbND3RR2+FyvJWZp##%B?v!JYiga7CemCz`Tz`d(uoC^1OVS zu0aOH{yD^XDYI{xuRvkhFzlGAH${aCY`ZEOiJG2nPENE)(ZM0^QCxz=aL`)T#v&Zd8f($n80JNldV zudql1d=tp&X6B3wr%dwh8j;|##Yz+&Cv)t%oI&eJ<(~v3N zk+eix6}jFk&T)g(XFt04>pV=$82`Pt7P3(~6-0?&cnbf{(r$fu&-A=e;vGYsOQpTj@tIBfvS1jETqTvF1r9n!bIqeH_vZA@m8la=A8X5Wy@V;MbtNVk{vAPm zwL)f8{npz|yUh;UOMAAx$9Jwd1a?U)7JPXEX*xX!W41W0c^YRDJ}aB+EHFk7`BbXm zdfoBptdp_9{M)&=gtgSSNqj5`G6mYMN-29%9%UkC_-H-4 z1*Vh!8VSaYR@nm4fuzD!@z;4vdez!}1p~B(g#ACW*QIhzej(qt8e#zH27`_PM7k7a z7#fk1elI?s@9+I{(3yMgKKtyw&N^%FgKE@dCjaZQp ziezr^9LAIdrjLo)t zu*!R&^LDYP5Rad5fseV9AaLjuDMu(i-uh01Db4~FPXI?XIk|&NPjc&%|1S=Z^HybfELd9g#_Xvpy$&S`|U2-2Ys=h8O`djO&&Y?r13}1-hc=EPaXWpw zObRPw##{(O#M*NSQV8*$Pr$Q@44G8o#=CbjbtWjP zjuR&hswoMqCbX?^-%11w1c~EdzJeA2of;8Nxz`Bg2CT&vlB<;eXpc>Od@PDerV*~( z2pHXeUgPiF8Y6kJeQlNMF5$~IYT6^BTM&&p>5_5b4RA6`llHAD3-@P6o&8va!ny^e zaDJ}O2-rX&SlfL>`TL@KVil5Kd4rqra)}L!2qD4Timrnu1HWGNWWibD;d%qZJ^^Q| zd3SFiRg4%Rl-J&o441~fY$64hChNe7(_)!118WWzN%jb%bgG$m`TLWc|0?7WXT4R@ ze&UzgSaqi#M^<#$7BzS%K#0&oJ--RQP6jN_V~G()LkdDIv6NC%!Km>OrYF=tCRx}_ zz5FF$LCy&_QlaTE+2eMh%vG=<6Eq7T&5i>GbLa8j*{zjAbKkOuVDN`lHR2i51lOBm zPEcCUab{R`SQi3!S9^14xYU~O)z@!w+Tq@^+_%gJu3Z$%GPu5D{s2~)3>*?cezo3m z|D$CfyKS(My3Z%eN>O>C{TgDCNjXfPvrjhdcgGpgzg{iy9$6cxg!v z(s^OH%x5^#tPkS=jgcv@xc)XO5_ZW4`W_D*R%|PkpB}{O#J9du#-4(GV1>ymFTST= z{{&sU1q9xqD2b&4bw&qsn$*Bdc?u0Xf0ZZ@ISKYCUWU{-v`~l}1m~@e~K+oN)iD2oyDyiul9TaoPt`e1y?WVOmC%g3m1^*`$fL@5=x)mXOwo4KV?iwNtd`Jx0lm9Tu@f&fMh(eat%|IpN^;;jt--(D_uu_0q?I=;bmT zDrI0|D;|oiIk|>qc<+gkgvRaNEEK z|4BH-1KrgxaA2f}NK6kU+|`4-(|&goLO*GYO5E{B`9aUaSc5EKP})-5e^?QO)1q1s zvdzDjTO7hGfH^fu*@LBJ*l7zSFy*MXmu&w~*)X1e&Svl0)31@=k0hkj0r~guZvgOtx4LU@u0qJbT`w1Q2$%iK^!b;zYJ8a&Bi=bA zIs2#0mXIPx3d?$}REebx?NUQ7lItZeV7=#@Fl!8&QQ{$l`CgDEQi7@fqGHE;mTmJo zE|vloPg4ctd`Ev2@{jtVK4+O~a8w<-x^6Qfu4vd_-Ej>5)MYq5V)OH4AM^9%5^2Z? zDgTYLLY}{IsULPdDv9peT7(Q3Pxe2cxsK`eX>E=hTR>F*2H+jik`Qk_xDNC$2HEvg zilT1ADm#HY;6%evMiP{4p)RoYPrzj|&}+R4yuXw4$5dMC~ZV)m&md=Q6c#$Jz5(f0AUt8LYGac zmk0Y82b?-=T5^6#6C)PIBleiuq)vOsQ)#PEoVsjwon#%#Kehg&@#)`^$JI33h4AcI z{r2>QS0rTjNGGZs43zvLJ}AZbUUzYeT{+P}h-Vq8~zDG2Eo+1h3Cr?xO%X2I>m6 z1OYM;F#e$f@^9bQ3LX7ogsLgQ_M zf1MXA)`DIxC@sA}#f}M!e1wj9qKV3Q3kW#>h!7e4<^~G;sxM(Z_kj1PCdm`Rc+GxC zUJXUd)@ab~D%ODn_l8zWYlvVDRaU_9l@+~A5p z@nYMkmqO}^6LfAu=!Na-8nztY*Qhq8vtob5YNdr^57c#f(14zaxE5;N8G3t{_Ez_I zLIU9>ic!=j+y+iCeO_G@R2%N`SY-=$m3>PbZvi{45N2u9r>yzHQB-ETE^4U%fCLyL z+)b~O0Z1h7^A%0aeek`8K&Bah-s^4hd@&9?b@13=(g0(B*!C6fR4`re9AP4%!sjd%OQdD)A!s}0$}_p~!Xy=t9J z2z1&F8uotigskgd!pLcP0}$Uro6^;LV9R&{S@AFb{}k&EUfaO%$B9Rtm4s^8`Q0Z8 zNT4kQr{H8&iHmmZWe~J?|1UxeYjeHJrKgjIUS*nUNeFr>fAxWkj7$fFEQo&`DhLAzi*=6JdxpHkc=$05P1Io60QIXwr}IfG8_G$ z%Fg@*5Pe?{_hxk|3_3IEw-`k?s3ktuwz>WEd38qaqnt13b42hdVl1%Y!b^Ft50X4A zf{kTX4@A|0g}&kS)96z+C8Sps$y)g9t(#yP2D?UagmNi9Ut#$}vBa*Sp%I?G({T+1 zh>x+lqZa3*XK=ugHtEsTB<5Rz+U_*XZ76!JlwVmb6c zE(pXup6TNzMCe+aBeUMIs)cs(k4D>T&vpmX0Q4QHzh41Z%PgH5b=gJ8i1c=rYK+Zq z3i1)Xx)&dU!HKdjh3Rj63%+qU&;)FI@e3pf7=ZgA@HY>sDyTURDcCbT#r>v&!$^3u z^~+9bQUi=>K@UilD-}7vJIWqA=%8DAE)5lX^bfmivLkX+c$8Urr1l;p<%rqHRFaT@ zju6%tsp0n79$e`+!4T-DXs4*)#wzF){0eL_I(jlxH*0K(4TV*H7>3{yyu(Hni(ym7 zzwEQAaXm9Op+Uh(Ej__W34epfcAY+08#rtV8T$12&;k#h()oI>Q5EKa4&dh*^AV%lx%sjV7Ko#A6O9XJ4=@aBv(hKXH2J)(9C|O z@a0F=HwUJ6Q09xFJbT|&QGO_jeZXz{m!q+`4%A6`ppXSmVCH-$obJ)i_BQwPd)X0K zj$*O&$+n|(#gB~kthckE2CTQOL`c6luq4)I_cb{DktiVq!w+3?f3x~eIS*HpW7R#p zROHcp52j3EeQs=F#?Z6%)lct6Rl`waw%4H9P8;P_U|Q}i_OW$01YAkC!wsP8^TG8i zR2iFGn!ZI^D#uKv=Bm~PT-dIRAx$0NNc&0ol=!-dxRWF{C05%M)`49Q`@QqmaC=(Q z1&>dXFCDl^PT-79k<^JZK^6E~)>AM2Tk~Hz?S4&BLxS7i>@<{0NX>qsoh{9NG6;dx zz#d%p^>G-8l}Q3|8q>xxf%h*fiXNiqeJ^`pQTwN;=B-az)8`orCEb1 z8I*YA?lrx78)Q1f6rBc%upwUUNm_BfcANe3jkPleb3bNvj3}K=Hfd+oovvmYKM9ur zUe(AfgzUJ$7E%Am%!(TQy;VFk!kAxCS24OqR0^*0b%7KRRQvVoVPhyEQoA5 zRN8)ndhy{p$f{g}Dnd#+g!`CrDl8GH;ywaDQmG#9gW!CEyg=neLzbxR#v75OgAjfy ze+dX8KKJ8Y=irtD=InC0|3V_jIGN9Fgump)a%tjfn`EUw)e{SZ!6GuS^DiNaGhp9Y1@47xTn6yAWlMJ6!MQO1s zs=Sd#5v0^|>kSh2KK;M6K!*h$NbW8MzA8Xdr9OtCbilot`@0Z+R3^A{d;`#n(+@c} zh}gG~y&2YmEIl<#uK5IfO9eW#EuSKWJpCw{k=7q{UrT4V#x3?j(97Gz!HwhS>ua5A3fI%E!S$uPuaW@b zIl8~c3uimBu*%ybhbgtfN%R30p@zS68)!p^(& zKieXVpqy}z@4bYv3z9v?di4eM^>he<-uocgSxZ$=_LAf}d^$kv-uHl|;ud}G-lc4~B;4ZsCYq3k%4^H%DGsUyE{8;9mc-vBk3H{D?{RM&oGw*7JwrS`z?QxuSr$VtcA%j%#&IArS(hKt9NILa&X4ZPhPFzku-7*E-N$!)^Ol+X@)Kd-TDAdpkKz`9)>B`Wh#Eu(@o< ze_=vi6aruCeI3(hB>ScTE>8F4KuSvT|Fi(t&w+x^SvqGWxmqls*y z;tc35=A0j(eS*hj`*X1jzUb~>z~XM#|#a+B$* z1ePL+c=cam_CczjsFYq1tuq;QBYxaZ@lontcqA16Bwv(uhFneB?DKvIILxbpnw|QMe+6=S%Wx`L*xDnjRkmk$hKo%+i4nXKCSXBmRh{9yz8o z_GHoh?LXPi)kq(2H5kClIWlMOrN?Hs&*>9Y`R9zAFP|)kOsS%1he4+II)Xb(zfDMn zH#n@5V}LZcYYHH6R?DjnmG~H$G~8|=VO8&C@=@eEZ-E9j{0Q_wj>|~wa%xGzZetbp zo)01Sa#S<1`1~s3wP};C!Otc=-TI1KYrGs_r^_G@P(frYG2uIBx3^~58pEv&CCl8$ z{~YoC8qCnsfy$WwKlq!P%#}`UrYg0=sbJ933dw93&!W(m((?B0rK)QXd<~^i2O!@A z-9F{O7sqBl!JsB1zES7{So2FnhryOz2=EFG769GvQjn`)QJ%OD?vN&7sHMHYP~g{n zXVyc)`@^ejAKcV4mjD(7j*LCT?&rFTb1MMAHJJr{MYcY}D)Sv&2=QL1xj?1FKLA2S zH>)YMs;nerP~$|$ov$%toEjJSXww>icb@trfCEECna_;VxDWM8@?k(zL%>`EDSMVjgV%%zzqB9PgC1-{Ge(T;*(%SW6w#13gm?0^(tG zxaf}0UMR7}4T#-9GhNQjw0t$w;N@jl+i}QJC`meSwRIr#fgAB)1k(>`(K?JFmDM+^ zXe9oc594uA9*9pPucf{w$=(Z5moZadUxcH;D`6AhU{l8X&Wa*s4<}#PTgzWhHyC|4 zA8XL_JrBhR?6?JwK%acZ&ykal!yYHGmiVEa^`( zQtFM&b97sJIil9b?|y0gOMxkHuc)wLtJ~01Id?0QV@^ zkX|6P9s1wK#2x0|4~0YmyYs>K7dkyIr22gSz%DVJXM@9ua1STGV+riE!o)}KhU=sc z=KKXT)hfViY|}u-6G)8?IKnvWX*cmSptqhm=X>lAypuZEz2twBD!>W}M0@-`@7D<8 zuV@pt4yot_h_(CH^<)>BJnL*KR8e_v>vy5N$ZX7Nd>kaNffU?PZZ<6s!KK1Kw+WWi zUXX%kU9ih4+S3FVtim9KaKBztPj)AAtlCBUzqBg)Wwg1M*HD?YvNCYGCDu*K?@Dbj zat+|I`?;-So*BAIA{+_Op5RprG-X{nUkXGL!gy|ud<3fS@$mV~H@SNV>V&W{UuSc< z7_jkBjx<&~dZNqT0Gr={v+HRFhFp&zc*4iCnd@VfR(`QWM{8@D!5zp*W)}Xp0G|Xq zsg1&1pPxsZbl9hT6a%QklyQe;8V>9M*NygCZ>;+HT{OUM7Z+E!ht=jvDxn`;)*T9x z_()?@wP_>q_=#x}4^;CTD zTk>>ef`_AtY_Zy!Q3~tUi9H%=B}y^EkNf7d0aGcAL|m2b(#H}}l^e+?)#Z;b{*dUE zjOzCIDc{WF$EW&IABDUicd6HSK0=C5FvAdr| z%pKdG;Vig}%h>EB$e~}xl1f=G3UhUuD$z>P%IAp9wC)l(d}_x3-RN71!jpmsInFVw zo^Aob)Vk^yBYGv41) zj5#tYnlu+&zsy@uFYbW>PLyUcu`z{XgX!4@EUcncRGb<f%AHGZNqshb ztzVKy8K1243p?zvxlo3Gz9~R zUnyVRzMs879Sj*;*NtR~5O19{{3NhpOb*qYWNQT6TV?H4>6dUC0Tky71IrS)oajSa z``0HWUyvGpW%*V!#hZWxSvPZs0V)XFq;l~|T| zU}pb_!H>k^OLeZh+@Ku=8^!pbAVqg&KPjW=V3z^Z^QL~N$RE?{l=UR?WL&RPbh%Wz zD`sTEWA)Z_qDBR&Rg<hFG^Bddnf8Ko@U{B>rKicD)0BvH z5yAw-eCL=!Ebmiz|H(v^l&X^WLt%@8}Vqkyw)G! z#gvcryv#FzpKbh=6`q~^efRjdJAN`nPq~Ot$UNbecCTS~wC2!J6gdgZx%&DoohM-J zsa>YTYe5p?)vJLs2BvluA2tY3t7jL%YMz?T= z$2f+5wfQ6u>c4E<51sIf$~_pIEEavKEb0jh@{JC7l6?Y|Cj9lPfF@m$OxfIg-Nm5V za3haj5@M9JEEavz(AI{@Ae+tGXQ_LB&?!#vOhHEg^)WEl>yB-IAvqzYi8ze5F?-K79f;9wk6%+`Gy5UF zyeK2^UhMZ0h=jX~w;}PZXE}}UG{Y)+Ps*B%5q>cdGLPur|9qvPY59joa$U`_=7_w4 z(=d$~Hx^4?9YQ0gj3|}dnr#_R-2ZsE*bPD%k4qPE6fx`n7=4LL%DH=7*gt!~SC&Nh zC;EXafw^IKfnHk>gsls{_`CO47key8bbCZ(iK?O?P(UdmZfB(;^v;wV`Mb?GKa<7< z`YDh&U*jiP^4z!&D&C4F`ZzwDjzVx!q>+hEfkR0s4y9X@C=lAC5T)>hH@idZe$_By zF}GUgivRqzzY89P)g9f&;Ags4rUL~|B4MAEBOC&aaS4{QygUA5*}JOsCR*$`cujxx z{b1o8sNs4jOZO$wlqCCeQZjj(4R2H94iyT1xy~|Rv`|CauQTS;fdi{lLRAOJ$oyn- zDAOp<6Jd4XzTRJhq{YT^$9UI58gVsS-^Q1a)o}AELA~yTKRz*}?vYZKQWQoL?GQxm z_i;Uwvt>l3>DAYZ!xXr6T?3VSoPi@V=M}(%tsQyjZt{x+`rRjw;uxHc9! z&EBlhCiKZ!@i8Zq^S$~>%8;CnoAv|}Yo}$oG222slKAlP)W{z%D|-Lo0pml3*Lrwn z2fBC!Fldr@j|?ic?_^=-@&r-37ABy!`5e@JL?j8ci#t&A)X;wjzB;&PHu0i&+Out! zrEgG_AgH8#TqJzuZw)_>}X_ zvzFw=NF;p4##3h#msM}7CDrorZJa1D>N^NBIr?zLb-te6bq-i%0Z%>o+!q+JLfVF$ z-sdAW5QS7+h0)tNPYmNQ>U*0htFC%)~{v1`PD3EJw(uv{2?}4D0`oT{A%n zag0&*H9v-6`yid-B;%w9^`I8X7c-=DlBunxku)Cs;+Z0<8Lr}{FBD{N3KdC8X3#I4 zVjl36)=H7{`kvuL^NkmzwWp-SW`jKjeIvVVq~A-KOa6gmt&nGsQ7n?k=_{PD4#+?d z{Kq;?0q?Q$@FnN+!ehc?2ZTMIMqp(Tz_@U{bqHkGGd0ZJgcvYjsrG>|!HK6;ha-B| zss`bb^UoZ18az%}pB}5r@B7rHIpak<6s+Ons3dRYYrAPcFWde7ue~I7w~N_cj+u4u zv(^!Rm%F>FtBbRPGtCd$Rrs^{V))g62_=o0i3zv0T-;WKo-u1hD0wkB{V4Zot!)YA zflfW+J-My@%&1CnP`fZEPOjjDBQ;vP6(_h*DV0!#p2LYq`OB1|q9w+U!J>+6Werpx z%41g|?lyZK)INk&2G-T<>$v;)zmJ(%-k^=py?O6+`h;x+eXNC=0XvD?84<0Q>}i-c zd;I#I`uyeV3qs!a#Zd<3_GKKOXuS%~E5KD161OV_Lk(lglR;+d3l}J^3;z2p!}(6y zIHJwVT%x_=k1QG>H_JT)uAV&w#Y6D0lu@-i(N<}-mW_$bFk^q%%v`wElNY5)zR>xd zyEAFAQ%@&av~-{1mbqepHG8p-Kh}W6cseJm2(9|$Zl9LL5}$^n8t)y)(biZMCaWI| zMG8{JBKeUKn;R%%XUKNC94xK;@cwt+W)p*f0oUt77`BhPWxDE7+H1+$v1}@Jg>0!x zE&6e~PsD57H{l!wY|TyDgAm*8?Ml@V4j&#JkhD3^DZ*VQzGM>LK*)#B#NzzjTDM zJq&%;7@Zn5anTa5AczBj4`L&cxSoyoZ$Yq$wIq9S@yi5VNSCiAZI%XjGcfIM^izhO zbgWXwh5b2Zv3)OFYE&i^8?RrNVfdFfzrK!Vi~aVA^7i@`@p2tYEkVV*j*_6Dy!7H%IC*k1$)q2~V+LYu zE*^zt67PIIFjJ`SOW)(P_gE95m+(AuvGG~|Fz(FxBFBm$9QxmCQMnag{1Ahjvm;#| zGc4TdQ;ySTD-ZUw9wk{=v>a-$Pj82l`7$L}d)X_al^bV%O=Png!o+wZ(MYCI|3S71 z>L}Dip<0ZJDpS&oE>C-Fa$>>eTVb#YO~2)slhHrF2(oRJCvpSN!*Zu**+P zM{wGpgYVyRwYzhii$3`9*3j@Y2&v^b2M*I59^0fO<`+(g8=pM{iG>!*TW=HLABx2) zz$SL&2TDsDOp`3HQa66W_MmF4X(ccLG0hwKt*!C zvbvhfh<>$Ulq`)p^n`cLIL_KgFSP_=20TqKW-)&+ia-CM>WAEm^O@BdMegs+rPe(P z)^B(zU&#@eT zCg|!DesyTM&^Nxa4@}rEu(_oEj!Vn&g_=MSvVECYkN?IdJmN6uV7A~JYL`RYZ-hYQ z0QwuH2`S)_`3n&ObTQASS;gjl$>)3A)V%A~+~Sb4TKj2EL!{4l4#vke4K`)Sz9_2R zxz_S$hU)w>9Qf%-Q$OrhKV)p|rG`(S1eY*^WD=DE|IUQvM^k+RRaNZ6&KGnZ&sQmm z51V(^RNrMSgV#>_b6KKz*KTb>wk4av^|NtrK-}0#utv*tEwhN2qQzQCFtx_fiCr7) zanW9c>NaOHH8~42Ht^1QR#MS@w;Fg`%W79IM&5u6nfg9#t~22` zoOX4O%~Rr;Z<>K#wCp5JhmGh-XM#3^w(7yB`mCr?D_;t1F%@H<&l#UALRx7jvPLw| zD>f74%_!Lstm@$J6rY*%kJ_5{2bA!L`QTz_l56?%bZ$YWxZ*O0&8tdF7t(?Rt3BQm zhYO?VxLpkyc=ZGuE1j*6%#=AwHYGp$ zm3SlA)@(#6fw#f5VXaFGv<6E{-*DxkmYeJ$#w%=x(;KWF>) zwKBHhw+6lTEJ<>H>E#IMnXf(?lIndHZ?dpN8~E6W1I~tvY5m9a=Ey_7HA=9$cz~W) z^tgCD4SpAGnjE0xcGPNI9=5(UEMbB@>JBuY^fCYD%c^)kxYFlnkEAJ0?YmY)qNjpu zbw2xk;6v8*^H2P1kE~@@eY=D^g_k1ZYK~wXm#2adoH`jiLw!mp>X*;9heYQtaW8{y zUg+#I=ODL0u*%~CMr!5}3OMDzU6gQi;I5t6TC0%0$H8mgG^9_6JG?a*`k6o8gt7ie zDrZXG)MT(aK$5^uvaMQpNe9C8iUN1 zgggjGanO9K2n9BO*_OXs*mBIat)=~~%z%idT1q>9l#orWCFL`%M++upVyb8WO_==- zzluL|faXJ+^Pf--@*Qds%}Ouc>8NVdc_A~r$K6HDiO^pM0;5``b#ev zi@V=}9eO|})xE4f824BGqSL!PGPS2W4 z@|JQR7gSxXNMBc>v>(O_Fd$$on7TEI3YZtltix~R%iR=p7;*adhQl{F^ zoZ7f*hLljgzrNBE*1To;$1a1Ow$2Nl-RZDkEfi72qD0w`kXNlP4%}@dxQKZ5D|7!^ zSr*2IK(nS9H7MhNdY8CI7vVVQioO{Z9JT}p!LyvU>h5H+P zA0Qu=sRke;Nh$2fz&Hjh(|Q#8t9kx!h(=5YAC{otSnBPtrwBYL7omfirAUEKfoeF1 zBppbj_l}D=jp=b!aYemfS{8MC`G`?&!MnJ< zLqe_Nt*nd}w^}~n{o6D3QAk7AxdtNFx?l`qoCsA^w7&?CILv&wq7h8~1<89eQs!TM z1&@7rM?`#`x{gXiLZ=AhxwH4T7>)>UdVYwG>rOo@F3IMHL^^TGj|=FEw}0}A0xn=Xzj z-F-~me|&FY8)kB=ns9c=mgix)pV_xBX|^WjVg4EHR~ia%MxWxibq1c4;bOPpNaPcqoK`h6>)XE7NY{1O<%YXxF9FS} zcB3)$$t*WiLM(x(8-Ir2t+St`@JK)ZP)YWqW|~gdO1;fvT=Y3efIawga=LkQ8eiLx z(il}eYaE|VjG;n#oX)L}*xAbj6AGR$eI*eL6jr!5G~q45w|{#{Cv6iv@~fRJ(R}Om zWj2$N`eSJwquqe!cRtwo?~wlKys_DFHiYk<%R3Y$mhd5M;3&T?iEkQ4zP|mAtMDOo z&THIxa~qQo#Dtg6_S;xzEfZgZv@k(ZSHaP#DnoL5rC!X-pl8T zzV+@zqQ76G&Bb$YMh1y!%u+RxVShlbQO)Ssv_j*=n!cle=d;3>gTG=dZaHU!P(W zu?Mb44m-qYEWoCGM@^lDpiDGHfYJrai1BKrs(9M$V=_DI!dV^Vi6l>bT54_b@qVmd zeYQGVY_^(sx-2qVlMq<^`W;k--^mu>0E-2DKk^T`{glFM3fG|MKxbwxaKyKKAGqUJyOa{q*H7jQPub94|XcB$LFZYXa&z%&@{=JBdN(bIbAqyG|UhT4uc z9=S&(Loo zw@O5tZ#?m_#YF6?tMZg4d>(gf1Z%48C+*3WbyetL%L0t`k7If9U_1|4C~qhJBF`cA zNE{&;aCURs4`nMiuAS?BB38zgcRMAdOi(AwQ9^T6LgHM()iMR@ND5GilW9HbQ@ zmA{l8g|Pl&%Dug)2llb7uEgQ8^Thi1W!!0x(=iClZrCu51qL5H%EFOCKw&6>!4uxA zKfF?~h%fM{+;Ur3O~x)%2+op)gYBpdH>A(EbIKt`WFAS_@js4LXoQ8087rcwHxugK zc5r9Zc{(#;QvfFwKDDx>p(gO)9-c8)r*HX;BTXm4$jJ7?`(#*7Jei;#sa9EJ(>+QG zp8wMVd?Iq$D0}bZKq$!eg1RucN1nf{)!V()WJ60;bD`-^+8~<6?ilni0-PdS84yC&tN03RdWDp3hnF7 zc%N!BEhLoGfIhsBf=|w>G@B*P-Zx9)P+-KQfvSOYa(gcQU{j?OS z46Kb}y>+FT@856nCWW(#G_-2r=DkZ&=M`JXaeYvo0frFQG~mb&Ma8ERsjG+q2Ro)~ zk`EiRM?pZjnm%%Nc7a?TJNuUW$#6rt;9J_K1CdTn#Oqvr&EcOJ6P})a&T0{r4td4P zAa+bsm(&Nh8uwP@re@72r%bEu5uIVZ!`Ox`Dr%l_oZAjXu0spzYyK>z{j^SJLlPMo zpd2_)K1FNm2mhJ#Epx$_4O+Tu22%FlSN7ULj9W@&k&FZ!M{IT8&d`6j^KvtB=( zkau8p^4eaI{;ddo*~n`lDWb&C++V6&Zi=8BzJcEiID&i50-AQf*Y!cOFGYuqeQE6v#VlsVJ^2-w5G~W>69JT~rZq?9x8 zmmWR%TE_{p9SWSFR?8G*TSE_1leva%74sm-Q2anblsJAHk3w;PXnEUd{ZFkISb-CK8S#)=sw zl^AG;+(Yw9+vr3B%PnkVbP2}GIQ-7GDd+x#_I$Li#gyi4I}Y1C{L!IwB<`CsJ@X_o zOLPS7W@G^w+zTsWXPTFEcK_ZF=T5WHJJ`JK{|4qZvqAks@zw)djm5kQvHwk%4C>7u zrI)a;r-{cM2iy!=>VkRdEitbgB2k%cuc-W02bA9rU0fL!6YGJm-IV%sCR$`ay5|KY zPHa18OgE&rb-uNKiIem9U8S2~viT;ln>IeqyY>P<9;Jnw;+U^9BUPSn0XYrhx2ar8 z6tOEu_3s1aiTeZ^ZHM|lY4GS-Ai*@q2H_hy&-cE-n?pOqIfE>FH3F?zGA}JJFJM+_ zc@NZl?cuL;VrTwMn??w5*wb@60fpo;^#cs!-ty7 zGh@~=RQkWEev2ww=d$hQtJ))9()9nKB6x7hT>)_>vyR6VNt-+UdC5#E`~A!36Kz%1NcIiMn#thjtfV_I+fNnN=kk zOYe^4p0V+K#efuy0o&A9e^@^o?t(XSs$>XPx2W{U=ivxz>M@6>AKy8jHOXj>XPGl7 zWer|DJTLX1{NwKALt0fvQJC8_^KB)}hAr&;hwIK|aHbgibMmEfOyAKoDQitcIUAl$ z`B_VzOBs-Bnhi)fqvnmB6Tw|w8ayHwPA4|rmwPAHXg|wpQ{yrS!x#7+&Lb7p->m#f zut(8J#GwxI_mhXqS9_Ow;{`cLG_-w-0Jd^oS({wzk!QSlg)8@tqv3U81+sqH^ow!s zG#Mmr3inbPJx1_xO#7Wc4u=~ihpHfp-!EnRv6#Bv=(pyX*Yyuz9ARmTPP;m;U^`WT zEH5YX9J?9)!E=ETQmdV&Ng=mtu_WT={*pHK=(5jshErM2pj!*>tl4RpHN!4A|7DI) zKnJ4>EdmC>)3vh(ZY&K&m1MfD=yzX@`a2H3W~AgtnmxyIN0TxdKksB4ddjj4mg8y2 zsc$OP`b{3;p2a-;mRa1B$B9=gZ)ZUo*5du+N7hcm-7f6_`}L*JO;^bCq3KPn$ZS7V z!qMYA8}sTB-@e(!*%?C2*SDN&s%WAZWMBRg-|aCuW!AySoP(ATKIC7A!9~tp=QN-b zlCVGMhP*%ANF|8lA^m|3v8%cLJpP?3m^zjoL}0n3uyN1yq4TYNr-Uvy{#-h0bHUfV zDnm>_S&?aS)8C^!b5b(Ag^u&-mocQg-J;KkfUi<5%!|vnE2mP7)L(ypP9Y*SDi0M9 z=NQ?u9F&VhRJx<=IV$n_O=6;y95U7QKjSxaT}YqU5@WI|5?h|8gjMEGEs`m~QG4In zQ0-yUiV^;iW~V6}9|H9!?`5q$Ptl34`RtzQZK>lSMD6!KP5>;{V}@XHL@KrY@kWqB z3Y-ml`s|MBHo9$}b%br8FHOn@9H^j|)-s~@M_MX9_uom_ew8-IbEzHNzw09I)D>1= z+;86&b+3M1u5@Dv(n&KQQh(Iyx_UcYoi7V|Y4LT#)`i!!-MA+y%)8&@LvEWW4LO0xf8WdUa1bFyGwDmY`vV^QiI z0&^-^KY>nsAkp%TAMhI0dqggi@aT3%@;fIDHNBsPdaJtpB+-rQKh$54x_i^g_g;^$ z|1AH#$O6CN;sCi`wNM~%^m<+?C46JMDEKf?J+1yy=bO>sl?0$QaV)>Ma}cx%|F$tV z1{rH$f88?lo~nSKA%626ZYsulQM}-+gwx@oK!6)dS@3It(nd-+Y};Nk9!TD*OB{r-)DA@8|JrG&3m>AS_psr=S@%quu znb+jWkBhy1!xSH3fBjvYDHW)MmGY5hqELuS4f6dZvFNa_R%L%Vez{-fM9{*5*sn40 zGBHZGzgZL!>Z+)h&ZqGcmw(d7F$cY1^m0}BCRai~J;T>Mw9Az|C{JkS@$JcarY+GI^8q_)g5vk%Ie82i$Y zLg&dT)l|cp$LiI?fXw@z9-RTitbl4|$+qKi2kW~Fx7-#OhJ9(4`XOd4^JFP-vOvPM z;xGEqZ%r4nzyu?L-B`;q(KC-KRX&S<4tnjUVCxc&u-0;ZEO6;xDEr=h%m0lQ=0ze_ z9-4Z_-wSutAzvzQjy$d-70voF8TajXtfEJ4f8D7wZTmnX>!x75f|8(6&ve9~|>Fi|k_rhxY%~Z}>%DdLO zV^j7=I?sD3RUePfIgEG;+{l9OCN3ul9O&A;lpu>cUX9igyh~VNJ~SG@Be>+-gH9={ zOpr#^N6~zX{{LvYs(?15rHK}ID^lFG6b)LSNO5;B?hVBqid%6D?p`do6pBM|4N{5( zr+D!{z4!hv$wTsx?_|%}-8r)}aTV^$H^0O5XvFecBFt!BbLtkNv@;!rj#L*xwz=K2 z`%WCQ%c}lPA>Py6GXO(Jw%%J72n*>m`l@Q{q`NwFRr2XtXhgcVNYe0=NJp32{IyCy zDaD(D`H#3IG8QX&x5m7gr zGRd%pl=tRY^ZQin0QCp8tpBB_rrny3sTw#KOoA3S(P)TAK5gmcmH+)>^trt|B!Kgs z76}}F2OiRoQ;&ew99oQObz7kaUqri4lQ_RTJoUtQwUY|B2z?i1&j z$V`xes)6~WplT68K9a}||JVIdr2D5|vXPLZ+kai61|aBh4DUUJj~4c4v(#QSgRk4q zADxttw%q1eg?6T7DGARRPVTZ?Y;-uPrT$*vIf7HJl(Kl3?4k;64;i$Quh!(Y`+42BHmc%IZO{Ufb?9Y}) z(zLE#U@S5($Iz(9X4zS;Xk*7B+-ZQ$YaSoU&?2l-}_wa!Ak3*IiUzlZNP+jnf!oT8}5o84-m zI(o5Ia!~(aTueq3P;4MNKB=aubgS#)y+eyFVpciL<$Js-4jN# zeoD{EDyd$Dug56IF_CI0u}7VGw7{ZvMX96GL5tVd<@xKqD?v=}63^K-w-la#oziKFK(MPwJrhwDCWF~XVKIDvmbg8}U6@j?seYPuB}0T`$< z$Pcl}j2lF^LdnGzvoxf~+0y)Xly}R<3@R498dG*_$`#A93W>T4L0{@9D(Q~l2p4ea z8`u+vNp}cHYL6Vf=(fWtTVmq-Et#28dnTQ)>UF!YujS%f;;Q8e^_DI85?X3kl_y6K zs4Y>F6jRj-0-H5t)v6Y-t1MY{=vjPMD3}V579Fn)Qk%j8kH@K8-c~bEbnZzs2D^fB zb+jfsZewxWUL^p6B$^2NN6e{F;;jM=h&rg0G5lnF8cX=;zr^DYamIgWdnG;Pc6b^TplG z#wL6=cvpFF%!4Tdi_4ZhaYvb4k%^!>GR^&QVg*PMUkS9?Z=;|2vO+at5Y75Z^<6R3 z0P9@T+f+rHIeo~hWVpQaC@F(R%osU&d1`sW@&uzZfG?^+Azq9(QEhqDk2^w3&swR{ z5O9b~jhdiHs59gmGsdAC{*745Yg;x<`i$L+bT?H4!uYl(PG0>M(8z(Q`2Ek#OqatL zl_G;jQ&4q00--D^dEtKcGbPORc)f?<&QWU@r-|vZP28+Cw()~b`mK&s0jOh*l04nk zTld%JNEAq4Ju_B`m4Y2v&2F))*>ik|nW|P{pw?W*v?E@_iqn0I?rUUHwWg|`F7Q=Z zdm`nm1DbppyP!_`Io6{<^rDlqR?E2Cxm#`1tgN06m?tWS1ty;a>isl+2OGzq6XYY# zR?6AA%5XOo)g$T66j47SoFka$fGP9$Hq_|9$|r(}vMiJ9LmWOdy37+2o51I3E%#lz z)>N&DlD;OF*?p1YCo9*A2NRc9G$7qP)n5lSTFNPZ$Avy5|O}#plQv3uUk388PzON%;!6#wI0(uWjVU0p6}M z!?7DTdF?N3B7%s7-4v@lz7!_;29O3Sk|p=&m*ro5 zDmY|aX(cX1J!q>PCryR7rAw&2HU>D)ik1$*GHLoky1Vl+ONr=7{p?&N-P(KNYvo~X zK%t`pRW(?ki7UHmQGA)~kIPa`X74elUJ?$$*-Fi|3138LAC4~Er)p$NsZlv$?u*9$ z4ZI|E^%yBz2@8;-slk!ctu2#wRx$F&uqA6)aX74{&EjCI7XQ<&NF-iT=!y|bqdTaZ zqU@M(ykXCj+qK|QAC|II$4>vzV9_9hKAY-3|DS|c?D*Z|2FFdU-c24FT-qh8_(aM` z1X`i4lL(q|5U1u4Y-Ht$W2TJvF3g>1p2Z8cu09xm4%v*UDp%nu)&zT|fM$rn#y;y?zsE||@R!KbdWNl?gC-Ztzw zsVCW`u2xZKpcrG6M~~EDj{@QqYpC4Wzt+Iyk8dzOUX|?YLh|4y9ry7;aMpv-M=g7Nk+!dcJMotB+4ExOcJQ=xo?lK3sV+DmSAh0Hzw z7~>9#_o{sIb8K)jdQufzO!CO6xKwUAST{O#I;ByUG^?m8 zUU{t%PiC`X{uNpAh&z0$lcdfgrMoXycRe8txC^E)%SgTV#jL6``y%I9U-qYtgY0A4 z=|ZeG4L7b3ZlBsmvp0XTFT3c@NNq0DW)E{!`F?tzh45L5V%mnqfvGJh&T|L{djN2* zkZmq&6BzB&QBl=sEi=mqD_#pTz$1ldx}I(?EBUha{11RSbh6Jy6|{rR0z3b8x2<=& z)^j=5Imav%bkrJnC{8M!5z`^gA1s`^1&=%P^(U<7U+(LH<;WG$&K9be6N5_P@ z5_!>Q+)-P?+VLyJedrwB5w7hLZLl_K0XUJG0LvbzLuv%}bIR!jmc;%=ZUlvtTAV>f z9a>UTYfg3h4r4UUMH9i~V8xd=1nIGI?l)Db>s+H8<=uIF@)O!MicoE4)udI!3rq~m z3?No{-lHq&DdrLG>7o&tjA$d=jK24`sK~7YW_i*c9Jt z{4Q^x52_foX$s%r2k4OQE(Y!m(Hc!OGI9!N{OO_{YXo^+e2lRI-Q4NX5Ey2&FaJ5l zb%!MT#pyVX{zj5*k$=@8T_6685`=p|y)y>}d)cXIfv3+%t%eBC2nG`47k_72q9gO7Ol48-fQT*Mo=gHFJtTVow(n@FaX2E^04&zKMWbRJ&ZAjlkYhUj zRCj!hqn_~Gxiyw3i^{dX4g2)9Pe4&yB}jj}JDwbvd~ZZMDaX)g@#`x^k?e^rd z9Z?WOi_I*FXb!8h(0(Aw@Zuso!*8vAP8+d`gg6*fZl8nHpSL5NJ86D z_O+Pa_`m5=$)RZ2Nw?_P-IN18An>8J_cDI-%}%aIU)@o$ zFeCbWL$@1l~ycZX58DVz8s zxo4Au0s&!@JLHAXnsLKHRS}xU+pv!ixJT7eiF3Ve>a4>ML4Om8XS#MvnVkHVSo4OA z)*PzpkW2&DBlPP8U=kn2%b9EV_k1_oQTFPL%a-FC%pnPKbV<7`5$L-IF#&Rt>zilehh|pxl?e}Ck?8(y*TGXTrKoSG=Yel02y=KtRL7DGWRPL9&siTr~ zZBmr;g2Gr6gOmki4X2bkGLnJ$*LT62Z%Qik=BVU!&5s_uF`};e;^AxsSkPSF(lPB{ zW35E#wjsYaZ(KuWa~Cf9g0@BrdKObY8xrNK=nPj14SXU?0#OJ8l~oD6-h6N=LRshk z(AZbXkm=oxYfu{6Ng~)T0pD}JzfH=+HvG<>EWdo-s{nC})&d~VO=N%`eE3%pk8U}i zsN?J!((YjNU}C%wDsSSm)&**`g}j`hYb%8n z4-dA41#{i2>wi=_{^_-Q737MQd0; z$~JiYxVi=KR2P>|?Vzg>sO5EqJZ8H$25an=G;bW+m)w4PKMv6J+%W15V2R*auOC<6 zC$&__?cboJ1Aa1%d8cb{e3d|#00sh00p$~3&!3_)f9|C=uEJ?dmv9b#epB7u*hV5+ zcymza?Ot0JHK6x0x3|ypnWX)$b@LIr;*6L6!&+D>!`Mc&Ck*r03Etc~DZnBs3xX$z z@vJ_Z5h;_DW+TNyC$lb+qEEj`$>9{zRXLM;$-ni0yPmd>$YSI$t%iXvLfE!-{XyQ# zg8Vv*3cpuie^uvJ>YdI&V~xIA3m;Hedn(3g^P%*yvmNPW2~4pnbkq04+#QxnAf9z9 z?ZqO!%XFp{@^V!Xqyx|hUx3yi@P=H?<77L`S%}BPR>O1SCwa4651aJdyne*luL}-; zy?-d5>)Oi0pc}^6i74OhBgE_ZZ1cYM#c_h{KPYwL3CoW8{rQkQ0nmZyw%z^>zX~qT zBTV>*lYQGt&Bzij@WJp*caGR+B^4^hv;RWz^WyXWa{(m%&d4Z7Kf`>D6x(AsWAY@TDF=0m0HwZ|6FLB&}m-K>64orus}*6V>P>e54%w$N)hGAv)%#qSp||q`)gHZ9dKh5ltZ8+IS{^I)xt0k1< z2wBED46RNbvq263mzgh&>H2)qYr{v2=$&})k9dZDG9UKa1)k-sKT@otcOORY62t2X zdORRV0K6TWe-Fb1$bbLW{^@*nyQHA}SLOGQCbCMD$O_GRpjbqij;2yMljFa$sM-zl zH^r8FNrWNM#8#5_Y?BzQ=>0aI(CLZoA86w$4aQJEIRF|XYWvD~ZE#Y+n?R`qg@rt@( z%^Bxfh0Q>t*jcFU0Gfqe?qx3xPoU58U#GW1krwXiNllTU?qe!~yyC$ZVPT1Y)>^)x zY^^J@^^I3CAhgeycGHh`3RH>tEM{lQu5oe@ITO+O-1v$mFHbPFWYCVWq3X)rpRK*U ztZdj7v#H-vZM|yE%169P=JNB-Lczu(d};ZNLxcg}1O7r4lOzE*Ivz0RW?!{gSo(T;0+I{u|< zWd0>KeTQ>&<;@EdS@uijJ;fCZEX217u00Dl@|)x%ijRnZT~+`{gwyu4i!RT%`SyBR z8~8g*A_WEhfWCqVhf(H_NfC$@nT54?tYT1nLo!z=Lh=7#F;MZku)9SFgc3%A-Xdzu z(`I5Qrd%=8t@bZ~c}skCvSOlJm77k48YF%&Mf2r~qH~9od2T2ky*8DLbYB)_HK2qo z-w;)P%#|Kb`lMxrio$X~_e_QfBIl?#n>w|N=t(x}Lq;&;d3Wt$nhgKBuBDgj`3{wL z2WnV{@c*q9cVaGm=a?QwPM;_RBWHp^7HtUEpXDOQ7W2e`W6MKP+Z5B}iU)6TB*#+g zP+nICRWKM$)4g`2dGmW;LO&`lM|DGWdrLh;>s$J-1P$kpu^cRIL%Aiq0_F$=q=?dK z%i516==wzV@gD4V)LXQIlx;}wDx}g`h}b*Q7GqTvT}V?}0B{|2VObGbH$|JJs6lMF z*i~?PHuHwIlYdiKqK&H}MLltrFH~}1=dpG8v-IEHBujL`ME#w|r?a4!mzH8lfLds7 z{?TisaaG3046n_n^TeRXI!%y?YYI^?!~}eKZl63PF?j}<=|>0)5+wH~ zbsOR?t6FJg9^9^(E1@wlzk`iWxEe%?geiR>B~6gJ=E2J}8;Q;UoeIykieVxsWt?~9 zMD?8f9!-owG+Zc^Y(Nsa8s|HKOB~-CflIinX(u66;uX3+vvp1x(oOfpZG1zR9S^A2# z2`0-0r0r(YtMFmf!xe8TynfUTR#*Z@Y%ZNSK7D2vDNV_on~~b9qm~&_(?8BD@OQsh zwWk-4S53&Rv(9Y@pO?%AafO;k?kUrsAa@L%Xvgy{HMrWq?8~07FJ&QS)I1TEmrF8Q zEiaeea1~oINgAZd1ngs0UTICw5y4ajk=pqeQ)N`_Ev+xgAMH& zG-lA6x}1gl>g(KLSQ<#3w(=>2HvQ)}Ed*uqY3{RNb8?wd0mrxxal+bXQc{93jl|{D z*LaTlBmTYvvLFI@#GhYfMtO4x4sa#6rK{%~JAd*LfNtJZEBQrVXemp7ytLnxC=3>L zp*4z%;5yAMd2;NbV``|4r^FDpKf7fEFWkx`(Ks`x*SLG?)9KTjMD-V{F7?!WfI%^Y z&20XgXE;ZFgn@z_m3EGtafv)aMnk|rM-PAh;)QIp%u2|-5!WZ?`c@Z+cKMOvflgJ< z-TGnp=xA=PeUqJgOK`)>gCh&REKp*N!(Sx=q;v@rHo^-2TKJ5H_>roK5bF~$5%dSb zSH)M-&UUeBv>vRQMa{1eJgt>3nSMSDnFw;nNjq3Xebz+1ZlmdRxll)s^3-?Z;zq_A zzloTNsS9C0Wd~%XiY#2(sj(%O;e3|}VZkm~11K~rH_QoOK&jm#5QO`Nd;?x5u(4h( znm&^`yY=`_Ax$KZY{kQnzn`|yJaDxBi^zX@2~Qp}Or}Z8HF3O9U0vJK5WhFOqq%KS zx{^(^=~%1UnmvltwD`DV>S!;;){W!Qnzt^H?e0>#pgmths#$LKu(T=SxwaYyol$}u zlsZ_~1)7f9JMNB5zWS)Cg``Xy^L@ik#p%Om73m#*l6v}5L0%8Qv`kin5Es=^Qx=j6 zH&PDtEA6tfh*_BaAF9eVAW4G9sJ11gLDuD_k)BD0C3?e#e^$DPwRW>Fo=J8(Ju;Wj zHU+Ng#nBYGy^|x3u#91eJEO5&G_rGp^AlHEDj*pe?gPnLoLn;Ny}KXJ;OTwrNY8>I zI5_oZugIpiubMtPzRtG?K6e)GJnoJT&3wOu7A|x0FH%pN`dNA7_V1y;7yAOZd^=5r z-jBCB;{mJqEA}PlWNYgVlyqs4?o`Wq;jC@sIH#zcATa;*rj&glW%$qtv#2(_bny{b z-BJn3)UY)(7(b-|ni^Di^&TztT-PVk42%K{RvaeO^0k1{N*yDaDWA|CFsVf7jAGG| z1cEKF6j3S@2}p>K}n&Nds>N?B588bsx$d z5&xoLh-~JX7fOuU`eq6KSfS=-IU$N^=BO>K_Z`&jpZifJJ^XPoTb1sU$dOjwRIghk z{*VVBPeb5U6&UH>k??25FS@Ia1r~((N>kZaoJV;Lo1IUnA`BAf|F%FL2T(!+s{x+F zhY+)y3MD1$niuzG!$I3dquG;Vivv~n&A`F60I?OrD(&ip^R(kSI@^Ga9e2?YAEfL{ zqk&Na9jkgXJ8XK`WB+V&5$tevb@hHVi-D!lveJ83Ci)X4x^wt2odwrs85AFLzAre! zH#(+xa)S+pTZU16RcSl6K-k2^zJ%fjbf}SbQSLBO?0ORO!JH$-jq2XFb=e zU&C{omC}h+zvH;Q8!gI+{~0=SB_$p<3;w&slF{f4?c$SMaU-;IiwM$g9l!oR zkB^sIKC3cB?q@tJNd+tMlg~BBLpJ#%ssMgTHF0Y{ec+H9+aW_f`Tc6pS%HXc86bAY zSp5T+9Rww<+Wq8ufgCV7d(;iDXM0&RVN{9`jtG!n*hrRw>PdHNQ(WXL zLlf`gZ~WctZV%I-KE5~CR>qfU<1wHol5*3;i^C&udKoxerkf~-K^Ii7=~A}dcf?B)uAD2Qy6D*Q{#g1*dd&zqeg5%w zG2(>vThmHKolth|fWJ1E=t&ydYsz{i_ z?=$S9YK*_pat-}LAqxi22+rZieO4N6`-at;;XIG)k3gH6#HBtxD{(eb6jks=FS<;B z{D$PKqr&Y?jIzrOo71aI(1-PD*N1!cJ#@%-({GEgr$8X@L0PwpoFMdiT+dGymYV^^ zTj{$%#;%~O(PdCJ-ht~5>Bj@ZHPEYFbH$KC$d*|2tEx?26OL-{+bKZp3m$yFsWt)c2;b1aM8F!tr>Lr~ zH9!9=6sZ^iVfY7ON^l2w0KpPPnyM3h{(EvJ3O>bK54HVx%e4|=oM8uaApl<3w2lZb z&_tzWV-y#KwJBxvqGG1+L}D$E9pW3oj;O^(sqS7ItHk zPHo3|_kO&`@U=|4O~7qhKb4}FF}K)PVgaLU(2&3jXUe5(9tr@jf3H5$@-jby6o97& z(Kx@mqjkx)nU+|lLZlD6lRxW9X}E+%JD$j+@m{9TO-$JR{b5o3XD#U{7p_NkDX$tN z3_y#lbeFKkE2IL+U*e05?`Ve-IUb<0^*1DEc?_9IhrWJ~0ZzJae$$D-)v8-${XL0-mg47 zmJK(4-NUhql^v$ODwrh$Eu!xdXK_#=KzL#n(K3hx%lrmS*>r{H77Hgx5%FWk0%Ret zxBi#a;&Nj^k}nmKqW}6v|FM1l$G6eL@|U&ZojZ)a4`uMyx*IzV(3cRsmu+cGBvYW2 zlk_UnlU<$0AedEF;220wX}hFQDNqNaMXvLTMK{f4WrN7R@|*YK5&{?Q%7J-!aX4+D zNlu8NAwGndhH>q|rE|2(`{(#`^Reh>4B|4Oi57R%J|IgbhxPY7C=A*;8+a7ncPf$V zrj5p&onGZCs#ZA|khPezslrL7)_EF?sDI6fk3O*MSbOKuC&&|*0d^X8s|aKVMj#g% z+JD^|aPU?nSdx+KZj47(y%z5-xO7UsYs{>+6%MphLxyu4^eX&)w}Z_LN&20U%jo2Ah7Vw0hl&GJAT? zTVug$#rbwIP^Rw9>qzk?M$v;`(SVuXDL3<&Mk9d!B`OYS(ZhNa)!Qat7L2Sf2YnxB zc-~R(dHO9u1DoHpuO?ixwsOfTSB)Id1}=`?36-lrw$0t!%$)ltC3dKybDwCl-@v`7 zww51h-Yh#6|K46lyQMkCJ$M)$v0uLH6@NR7d3=mqmUmxPm(XL|=S6Jkd3m`K0vkiJ)b=6KeOm8l}A055r_}%~%Uxr}SZroj&=%j~X*tD$N&0^t_Iw3|l zJ@Mw|(Uaku8{zrN3i(gmVMcKmX}HqjV-b$D0)N#gKB8Z(U8~+QM|#rb#u2>07=xee zrb{FmOdA3KUQ9)JyiKJ3KCLynJ=^T{aJ)?k8@+>w2K|kE@$==kg|Y4^R~4V7?NEJy z=rDF~#@0+R z36JoE4)vTP71hyrL1}*qh{w;Ofj$$X^m_n4Np@5$MRz}yomZZ$SqJcKSv$l|7Xr*e z9ux>;fBu>HON)J6E3N{hMxRX5gf|JVci>3E8(x&0@VwOxsuLDG!bdh-iPs-e1GBY; z{U}-)%;&yc7T;ovN(vYL-B*7U)9}p01PGC)V*{3QYQq7tkn`NdiJgen8kZ@~mYb>^ z7FmdT?|hohHEz6{N7?N{zAdoM5sNMy(j>1MBLMhhK7wH!K52+e9_3M}6)lO*`@I$8 zhx7mr;h;Vv+YbRDo7Y5ipH|Yuw4*rBcr(1@y?rV`}+KynJU(xO&HGd9hmv(}lZ%tt9GQq7-73YlkUaLm>`{ z+yoLt%12Oiqjmm*VxZ!f{7fnY{l=j=Fj=Iws|N%!yRYdDjYs3RCm~iW|4} zeR-`zC*(T36r%Hwvsd45$lLB$6N9c#6Il*(=SkPJ`Bli&>o;^uu)COT;w&q=siU@8 z?SM(+vBPpqXz?$ciln$<|#pg#D8vqUHjt)>u&V?m_o@Ybp%Ug}#si#ymY2{_rXozD2ekwxX+Nb53U*wnpM#XQW=d8@at1T4L+~gwCMl^nX zuu5c>Ql7t3LDk?A4)@mK!QumTc?0aLPcq?Nl@S}q#sJUrya8cg!>&1_B2dC_S&URn z^2J{m5X4&mP{5cJe3IyBd7v#U{J8F!%(rW!2$5Q&veJAAp(|(JIQ<4X@muGGqaSr% zd5mI-a5sVX+Cp93V~Pt#`5Tuv-2B~lI#WjZmtDSt&`R%N+@N9q**DU8Lah?rb#`O-ToNzF^~lg{YPMFsX1xM-7H_A#2t zLl0C)R(FQaphyg$C+z9F?Ycpy?kBCcC?V@R%t_H0n_7QESE!WACmn^`d|+O3{)>W* zyBudd6~ii-()4=Le7HDlB&?1CpjVYi9fieU;u;NYEi=Nsk}b?FG%4cis<~c>t>#6~ zs*~{UuBb_=iihatiVxo&m6j84)bD?pJ;mFtH<*A)u&HDBv=;3o0y;0l>LcfucbQWB zO{+nRZ8aIxy>pe$uH&jR18h$LZCq&%KvzTnKo{*{ibDquBRDT$Lyu?FM{u-Kv$_55GBk3UrF2hB19%#*(>-MDVZ+4)%cd_+|LS+Sopvyp!eHA}RL{vfeiY!L z0y*XSbnX5Tav#j~$uZtxDQzlRNn`ZNi7=2dtZV(jZf>FzG%Pq4Y`J zHVgD}qdjuBVmD1?LA@)yBgQW#c@`65G?V6u+a9tNSHP@UQ6WRj$-~pjzCUtl0osl0cTyZ-5al)SA36- zox!@_mGMzuhf=9azmsNDTotgK)MaMYb+Y4_Ws_3GuhSSrMr(if#fY48;FR6=r`>Y> zn~!u#)ncXQNheF3l)SiX<1ALnz0RAO<$@!zooM_5d>GqYYEIxIkatv0t!5r(bHtY5`kw$aSwO$)uQIGxsI(znjr}i!q=dT=5c1O_qQGDK6Bn(z4LXU%td@5RVU96 zXI&R#UQ^%j`ibaaw)ydKlgRA=s+>qhnAGv(<9nAI@Pg;+Zor!AG`s1>lwmmaevz&3 zpKa5&xZue|EL}flBWPsK*&B9T8OXqoOPG8l%wqH|^<9eTk719p3%5*zJUCcQ4+A8+ zzlWeR1|D&JpzHqz%!*be!yn$rZhP1t=!|VbSSqM|y{I4GmhdgA%|-NOrDa01qZzNq zQY!b07&7vBXsV%LJiwVDS&A+?cTe!CPP2TrMyiaD$VQW!-a{VFKd&z-axeNZqtN*_ zfcaWlHMuK#283B%n185~x36QAGRGa4ySBl6<(Uyat->G>>&~&K3Z>t=nEKC#Mfh7V zO`J+1?&Yy4I0Nd~y7@5Tb7beUdMO7fPs?7TxKl=kz>+|f(ck1?28=9CIOEG>{j)I< zq)Jc&2lV2FN<0-#h~)=_P~lk&HPjsRf#1!M`_x;|dDC+-91%-L99J-ih#KgLEqJLRR120Az1(?xfX60X zCcrS-9mR?IJ%rm6cMk^3r%`}x$wE+k3@A^+5+yZX4%>pvjOhJSCxD7 z0%oy9;F);=CzRaA2>$x2&~Y{=?<=RXbk^o2ce)iyD82n8931WT<{7(8L7+S)kZt! zi{?d;?d%SO4w{}xc&2}V!3`ps65M#dv;IF9Kv+;vEg6LTcO_yU7O;(8x$1ItFn=

qDEmTQq{Y5rMs!U5DCBd?9E@*e! zl8$Qe&4@o8iimPjecl)t3H@MYkTN&IYSPl97UAFfENWJbCbJ+OUY?!Yx_r8BXW~d~ zVi&LFmt2rm;>Qr(=hoL8ooLxhN?e_{ZfkDzgowzAk58H9SP+af@%{9*G-|9D)W7_& zHP#coo^i9sanN`F_8%N^EH9bTu^>Ad$Ajk*aJ4hiUcKS-KSVwfX9t;rb8Q4GdwegW z2M6Kjbe?bO5&)6@n?<_Eup-T?_2fB*E*X<|iv|cJ&O|HUzIR72ZTQ~SF4eg_G`t@5WJo!pcLmKs?{Y2htk_Jqg|f=ZBQ$bChC zw(JhZfp}^x$MA_mBSyfwbJDQiNXtj9766sBIkAF z3_d692|oK3dRRsi8X_rg8zy;iutga39bbY`^WHk}ndQ-&Lv2l?jaHYa)2~UzKK;H> zVk|u2IED%Fx_erz)>kRpu{v6lb-p=vw$cV1XaOb8j0?5rzVi5QR zp0qCpd+_g651Z9S*gR2^SZ$E0&^oa4c#}NVd;q!N76OF#ow%9^*>{cz@OwrKA(i6hrG z9E2xC_Afz+ZS}=q7(+Hx`h2!y`Vr_WOb$Ugnb{^_&NzfVQbsDD_Fqawxv%ouuhrE! zY9)T(&~v4MdhZvEn$QW$_xe49Y8mT%eGm~BwQ@hR2&ORB@O(1LDH)91Gt_jaXNlh5&SsE4QgLfbZVvW}B-6 zLGE7B8r8?`NoklZv7G}KX1p{h3-vr!*v0)hbXSDPkO`^b=0w&2arxC3n=h)t`Y7S`^n7MCI&!ydP!{~tCu>VXp;enKBZQ>B zWvQR4>lf)9JP9T%=L0_-c}U|tqsOODID}G0ZbQ3Uuo0ybq%~dYXiLgvZ71j&q!^uM zM78@%kG}YmuSz9So9mAg{Qe0m8FsAy&K_>KN{(-!k7;%!u1Fk-po#q& zTk7zt&M(yTa~i+=gytBrf)z_K|HCTp*5uI=yaxEaa#DLj3$vAH+N+qL!pVu=-JsKK ziDa}5Dagl5psQS+qqohUL$h@E^76)ARDi6btrxlf$s8Lo^{2^qh&+i-a_=&IY;c7G z$-f_c={9&q0fc}jK52+^QAQxS#PbiVp==l40-~*Z&Rh)96z)LZ$jY#&@c4&0)qaS@}q z5fa+qEG?9MJ+c=sFQP={7Dx-IEZ+#fVsvyTh#?VjHYZx=z(%l}@&_Alew!Qc)kGBy z?z?F#L)tNOD;g%_gGE$9)z{kaMYH581D znPo6zT1#)>sWmw0-J`u z)@BrLao8Ek;X@dgm63)BQk5IeX{m`!MiBiJGC=a-_*q!~# z0(B@TGR*dcC{mb~%IfnsahIRo@yb40Fa?5jt3Pe?<*+D2uCv}5`Oz2t zOtD658*n^}KM(|v@e6nysAY)p@?WT_`!jjHsrnKh`j`7Qvb%5!%KRRuVxJK`g*RjE zYHsl-^~{x(i$qN&Upx5Ld-w1#-JX)&CR|JFYg9HF>0bo5(;WXgjxRr&0{+GZ{hiqi zu+T2jT?}s5e)|0WW`RegFvAFI$>R-o8-2M*Nk*+yMJ>83nE-53KU&9%0ZVD~e5`?s~;{!x^k8Axgp5CIrjgKrdm zyw(0t!^2f$Sk1Hde7dlvwI9!6=q!!3%xs3Gj#*yq@qfTqAv}OSLsz_ z^`Rmn^hTmMLfqOvpQ!;>NeMnIECoKU>h-em9xc}27gt*_wMl|NH5z}T8eySS2I?m`pSF2}inOLG;RwVm`k8peT4q9;3(VmX1 zqH0NJryIuiD>7R1`8SqNSrH@5hqgR)6K&u_xv&3HFrN&}g&VL*$tf~L4|tMD`lj_1 zXlfuRd5H%j1ajv~=U$?nd8IU&jt0qQ3+e83HO}VLu2Voiy2jV5>UF1$D(W0e-Gyfz zDw`y^J9jl^2a+Yr+>t8+T*Yg2nHL5e-LcXR7gzuOjerScuyA0-`&v6SW^d@$HyY+{ zX4Pqv!grVjGC_FkLFJ&5R@0*Xs{u+r=gIceFN^G+(zW7q8nW#mM+nvl85Zuh9QcjV zQ6`mzdf2FJ1CPJ7V?&&|p`D#ZNej!87pnKUz?|yU!b|D!5$(L7?}SkOo5G$nEZJUG zZ0S9xGd2=7VSD(?4ezq&llhCGpqr1{i+ur`$q_g!@n*sACz!6hz6TW?#=6%NxOXkI zIj@Q)#O2(GlDbz?CaJLOf*mCm``Hc{D99T4bd)l@XJ^xryDWwYz~P1GfNAA1H{eYO zEb1!&J*PXqWuWEL*pLYkMUg?th`(FK&1zDHasEhu0~~2H8CzglF|JTeP-B6sETRH$ z93aCBjJ7%54fL?9zgBnvz3P?P^QU|CCYgx#v)Nw$Z2Soz8Dm4*7++ zuBXjl_QdX%1{~DU(mfdue;=EAA8WQ5(7{PA76%-oJrrn#FD+fzk$6@#RzIbd&#Rlk z1wnvbQ;2G5MNMgCLo~+qHpzC{ME%+6Lg<=ULD#8!hG)@&5TuDfe(fBUL|HANr1_$u zey%?v@2I|%fz#}SFIqO7KaNl=qCu|YUX9^TIPSGsLbYV|3!ndbpD(xV&eH-)qMU4hR!L`%RAt_Oin9KP9H>Qt z(Cmh9XO*3+05n#=CZc@WZdRLAAmL1A5@NEzn?-=uWL7VHfz}-A_lz~891{`~g}Tmb z76I+0#HAu4;8woHKV1irqh54?)cgieUibIIS{1)MKuhB`+c#g)Z4AI1RFrI9MvwFm zzGeR;YhjE|_?*SBpcER~+BkzV_U59A<5hvz$csHOfU*KT}#Lzn`MQL<$?h zMZjd?3*@;+Z8$62XmmZCWC7QnIQjKuUE!7P%+l?IMw+eVH zMRZc;(@>s_ea{FMUl^F{Lw80?#2?u|m!5QTwLC4X16z!ExB_2~*f4 zU_$JqpZ01C&TRtT-7%Xz>}z5%Gi>#8nSjl3&JSjmfiacrD^XbOei~CD2qeSK-Ib3w zHpyLtU)`W$N>vRa)aFV*536}MGvu=K`$;uFZwevz;RTYgw7g-ui5VRE3zc(?z6{p>r&u7`XsGemjUBwHhdb3)#SnjTB zm6k&5J$aK&yo{}muhagDrA>SsE3V1~k#@9Z-zt41sbqL?&o~M*)Q9{`1h?93b*7_= zr2=F;E_vno>aJ}2$!0~%O$5I5`v@Ne4ZAf8k>IZsE)-7W*nfKP&h;&e-@;EVDPL@* z)(E;P_bFgSYaLJw#RYy{GBqvZv32J$P7xEiBl_L&dmm2hR60PKFy!)aNymqwPI==)dEGGFiC*b}tpXvQ3 zMWAFWc8ykKV@^(d5KxIf&zps z|5==Xu6S>DsO#d3p1VpZpM~@V>Rv$RDW^x4SKvIj!omUMYuSSKl_oR__2_ z-U@q^asE*I*6mc~z3HUa7YkTrdm`X7xWd5MXkM$M&*Bb)dGE+6=^D#X&-P=?Q~dC!ztuPZw}0-0t#ej|(2$7^UWudb z?ivP1F9X>Du+~$bDQAp6Tf@S7e(}DlcOm|SpY6Yy{vp(+J1}kX-MUPm z{7!K=;fvkc8BJdhQ`=qO@3!Crw5@kjH}Hp!tDa>fFlQ63h_lG7esTERwvdmEamk3q z5wBzlT?>K7wTxcKpUB8!#ENb&@odT8za7b9@I#-vJAZ@9=kTk* z_H2Xs9cJVIJIp6pK~1Z-Kt5EmY9N`i_kGd(k8|F?SkvAx4KS%ot*NhGgnog^d2xtW z$$#I8dzUux%Piq_%&hmSW)}_d%t&4gnpB<8()DBQi_IWQK~oqx_S=HrPxDpJ3jxsu zLCK#e^k-td`iTwaGx}-bEpb!Vi%)DH|M=L;T%=h5$BEkAninLP*rSxM$gF7vLZ95u z&Y79mkvnx;Zsd7>TQ!V-gdGqPl-4dKUvQGH*CZ#IB#(*kDSm!yMB#BG1#D@X$Ep89 zdfwBw=!1`;Hy%pZ!v>Z#G!409Da|?|jg!j=+LV&vEjR^Ka^;=gX56xJx9Xo-1&@yf zQ+2Ko%Untc*5snX01tWg_ptG5uibX>{i(tD%*2ACyX8NirLHO8ykI7alY2@lN-Zd1^D^-)>j;guY}HNKETn=yBMa57E=!S=!P4 zx6P23IFB78{C`0Fu40W)LN$8a#Ibtu@p^>44=$WA75uh^Ty$X;pXA?uV8|mJA2D?* z9Hm%NE2nGK{!CcJqnDAXEWe-%Afg4sK0c!ZB)z+Cv= zqZK}bv_l?9!=m6xdWiHo7Cx$NW^80sM;cSC#vs$`vAVlNM^O>Vg>oc(NhJ>MqPdX& z+mR^rN;uY#p3YyeL?0NhlKLZQ`hWsC<>5H=(UtU`hy!%}dZ$B-nO0xF%m zkB4I(Zp(&ch}%n7gFWA?tU`-S z!$p8ksg|KGJ6F43dhY8Z4udv!Y$Dp_H~b?t#KVB~umxZ(X|UfJy2+`RuHo>#Uwyi_b)mctYm+YyW; zMss1(+^fFo*Ay+)i#=sv{SNo_Y8Z{5BK4?-=FY#J`!g6F&;70bQ-@g56Sg0@C}dw4 zHz`;2J!Lw^XC!yTL|5TypMjEA4}-Mz}A zPuI3U409_`TQG~vCbxf@eoR!FXWr(1zZ@0o@`G1d*H1yaP?TQH`k_{G_b>T#~0j$Z#<)<`%TW zJ!InfQGFz@aURj+>Orp5W9iZ77@!TmL%E=S$C98j%T>}xos)6iXNDwv2A@AT*>Pke zc!i35=7~pUKv1n8BY-S=*h=(%5NeJn7eBuDal<^pfN|~YR_)v0U06M*8oYCl1-FdE z|M@Wi15oQEzOsQf)zWo-zO9ci+;hKiOFhy*#~HX$vAmR)s;k$87-cOpUD@Y5T(!{o zhb9lYm?5skW_=>Y6J*-t%_z>;n%rCAq7sEtl0(*(^WWF+$;99^!k}evxduC_j`rGd3Q?r zUv@bal8NYATl9UI_r*rT_)A5n*S5K5xeZAfU&9b*V{(I$c788RZydJfheZ+QvSI^=|E5dsSABoYH< zT6Q*^;u*iUFQ2$>>0!g4Nmd*56Qp5OL4B!1K}?I8kHZ+ahE-gS-$vMmawF8Gh+p)G zQ#@xkc!NsY;#URbG76Jf83cR)DM@I49`L&lqVFgD8Ka04c4Lcg4yvouRs_wJknxbuv;eqmwoc= z4;$j`jBc%TnP{Da>peg-K2CTw<`Tn*rnaRR8ha!kYzzKGq@X}7F!`Q~T=3ouxyQ21 z)(<>?QjMCk@Iy2--qJt(jeH6GA`CEC`j3^v7VKLKW)yH|^H&;i^YihQ6D0F3Ww%bW zG23~n1hBleH1#m0yN_%dooV9}s_$8JbZQ~kr9a^M(@DV=rCFwEc@ii$snNX{crep=dAGB`#n9Aa znEBg1ZR?^80j1{zl|cJ+Z2JB1yx*)dvXK8}m`r$7#>__QiC1ZNiQnJF)Ctph$I4{9 z1QTBa$$4Qk9ZeY#c^&1>Ih?H2?8F^S4X7@<*g9VAo5K6QHD9ROzNT4iRi(LDoSS)g z{5zjI>amk$*;>JF^)R?xCR2UVDNe2KM7dU1LFT(ejP0i}<8O^)@MpIdt`A!3U0nM^ zn2mwFUH;@BorpTWB`Q=2D5`NZZNJqy0fus4?sgP@^sx~m|X6?#k)8-LAkGOT>WLK5gT5>w_BrO+ft7}NlwuoJua@^g)F#l zvvc!OO|$cWENnW+IcPl!|33M74W=un0`+n6zVmeKRdZ@$yURxKVX|9}kgHbqm(hck z$)MeHYgw8KsrDa}BVA#TW+KJDha834p~V!8e4LNE;qXq>$j9bx(a)&GPy*=CMRC&3myupmVv2kH{>2LTtcOIJt2I7Rj5=ctoAaGp_ z-?CBrzVhh=pSjZ>J-4P;wHefvjzlj0OJ+*=7hQ3)bJBcL*VcP7-GI2GxO`*E^)tuT zX&YA)Md3)#1Y2(QQW|v~_Ia}kOgox0eYZi!DJZnlYfJ0q$khDDyEjRNqy5=7J%k?L zXXzr(Mt5F(`8ms+nfNU9_Jp+BGr`c9O!zOUum%Re4R#hANItu*g$cRFh0sS1Te!)* z0+B}JVh~M*yUKGr)u459A=oa@vMe)z4EXU+5o%+ECrT>{zH;qPzY=VZLV6GW+J>hc zS{d{Q3b&76m$QiAUSM9VsD^AF^2KFo#n%_BS zv=(7~i>P*m(Q(L}yc$R$(45R)?I4_!=6$D7GP)7#KG{=^zeQ#?+^ z+I>in5L9BJJkoYI;sdoLUTw<-rfTIKBK%}OK9MFz#Q65MNTaLae}F6+((vWr+@R!@ zUenz4C%ldEI)giy3_v%L(Ig{#LuaU|>lxhfcu%$hyO^LQB09ne$U0!1u^Hm0Z1Ld& z6?9)y_Ks%6_KLajXvWwwvvj9JOju}`a<|Uo9NtzPKY6<_rFw;Tz&{nUf;{!CB}d2% z4>;b_6RyQZeER=d0Qda#B#oE$phh=k$oOYR#4%Hu)g$$ZgO`D_3FK;w>c2h)FP}X2 zxVO0H7qdr%zM~2bH}R)>^=-cXKJuIWf3LjZ6F}0yf?BsRsudT3H#gi2nh}XpfcW@N zy@C=D!hn!Zv1c7xt1Hft*PlWvP(~`41{F+2@&V<}Wly5l-D1nHz=eCCRD-HnP>XN% z=69rz%)e?%D}8xfeZD=N#MeICOvCp|UMnOfKEO!%dl#u)n$cX2v!;+2=VPt{g@|qK zL+;l)&s$@538KFzW#;wVyZr=Na~Dj)1~WcaoIFtU1*g0_x>|bQ9y}55vv9gsQ`2#I zuyd2pgm6{CK&suF>->1!PMCm`Nu91ud1Q%&DTkxQn8I!44K2(GT7|Ux*Il5b9qbrC zf_1(S(m*DYCj+=T!=saDOZc(v3>onKx`DIny{}cj&pPm+izaw^04KuVQTOEoXBPb1 zM?^&*TRjDEBba-Xf<8S>Vxq(+VfCue-RmTEIgvTYwZbw~DgIqyIukXgAGAgTrT%!5 zb$-AHP3Ft;T(O;vQr?nW@UhD189|Mt^OKA_4xRo4U7U9|&X<4U6>r%JA!=%q2y0PHzI_%HMH>W=6~XXQK_THxLUKS*eA6BVnB3_ z3g9^)`rBcTZqp7FLK%T5k&7BjC+Z;5g24NYvO$f@^R;586(Tq^X!f()U`N##Ku4w% zrY`YAkYI>|jk?a!V0nTsUcIpwbbjmx(&RteH@MKqSYLd;g7+J2M%4`-mAAHa&g2CY z_Ft;{7uHQj!>33BHdoP62!a6slBz$zh80lU-kM#drjirER=qf;s6n7f$o^Jo{_

z`a$?_)&)m_6{AVr()GXeHn;VxN2HzdDJH&T$_t_9(mo5p)H;tcYJyg|->Xus$jCQ8 zYKD@8Qs0#-6S}uP#{p_ImC~(G_sV22zMqXHF1`I-_edXJ_ve^stVvVYMR(`%(YP9a zS#k{ycD{9H}i#xn}9@?@3N+x>hl~U zasl~T>r6TUF^AZf(-MvvPIUPO+1@j)h_d(B#qKPmyFQF&4>cV13orTQNQLA?pLN!(@vx72Bu$w<8#KKqh`b!iaO z$HM9Jo-1R#rNsnKjDXI*CEOW)#q#XzzDL7RO3tPAx(G9UZIj$e^}VK(>UT%dFIJtW z>Wa_Nvt|m?L9Mz=E>+3;Y}6*Jn-6k2HiRAm9{numo)R!KuilO%tH@AM96CluIq5r| zoUK9YHl(9YRqfpP&1mWJ%x1E*Yqq=^sHeFrCLk|7T#MN5C%*fcX9^ljoST~~YXeZ@ zN=u%ylix@uxR5-abo_q$Gu`r`jjG>|=vRvNpVOj=5mMqNb$X08`6*s)If>As*~S-q zfiFb}&&h8!Cn7z@&nQQJYe+9}UPZ!<$i8TE9MRV$wbU-9P?Ue$sO?;6w)yT#<3%$^ ztn}r^sTp~$!78DLf>zfX+`lqb!BD(hAM_GW4u6IxMgK&ymp;k$n#lnP&Zw{Eg2VN;8RWM>V^g~a| z{v3-#2uxS+c}kk&fm7^7_v|l1xqvfN_}oY4IzMVc75e~AiNxi^PlY;8_cU#^(O>2- zX9a&zRB1Lx~e!w2Eo(mbqWwyD2BJiq~fruiN^b8&_opzjpBYc|L83&{~BD-TG!kt zvSZkcW}qgixIS+@mzqAp+hcA#r=BlW{Jk!cuyW_QqO-NZ)Fk_L${yCPYEdL&wg>#! zasJgD?DNJ8&FHc=1y&$0P_pBX> z^q_llQC%9K>eIQ{amhlXKBm=G5|z17&BWg2KdWc?Qp^e#Cd1ghY9z+Q)RO!wL2!%U zNwaD6UAs=K$&gPP1(R2mGA8ezhV1NNT7xuL@HM!(%XqshD0g7a>{*SvZ07L>6glO{ ziKj38l`uz4U|+w>n7R2=h@Yn8I$*{9bb8ZZsT)SRRmJOsIS*7^62UIQ^4`tN%$GS- zR*Ugvw{IyxtTmkqR!ys>FU#+2m^qgfkS5m@VHX9l>Um>wn7+T=Iczw*b;{Om?tR__ zcJUB56Byz=ewtOW3ZZTn1<)NrAgdF>=3|q23xC>1p@m275TO-uA5L!IayFi339AOt z@-uA>&KAd(vF?JniniJkMuX@#Y`OCVNui%avUVA)q*$wG?hH!(^cW$#Qy#WK+2~x@ zacP?`kWEe#D6gR6rgtpHQ~^c5>SddYKP1_|RT%c#WHJq3Q5+mqeU9ZC-hgwQ(ICm{ZO?ns?-kZ-sSCz*EN)k@fttIrYU09%> zgfan8BMz)f1coUG-TBxG4qd%} zxa6ELWm<)tGO#Jp_~$1>9)5wr12T^74?R1Y+O-*hbr@(WSWC{+MeRGd<}<+X5nyI= z$xadDNQf$t*dD1mABM_dkMbBmgX`NpzvA_{^#A~1B2~EkI%17b`WK3&wpR3US{yiB z=Lx9#BAgi|Fh;0ZlBGjbjSc=RW=7octaU_7m2#8ZUM)-D$`Fvg?^sFz*?A_)e%xg{N3P58rPFdhwH37OD_+q z$8HZ{baa~vQyOg6i!2{b8iLjnoAJo3-iO>*prkZU{Jc^UYWxgsd^PEbsB+~s#QV9Y zHjo*j0NBuKNsEs~kpHX(W_nt^Sg>JYzRX}93@RD<%~(pR_&=hF3;+X9A)81vZhqR@ z4bO0{BOHSs;A4C)5TuGc^%#PzLg`i#k?F9L?aAWavNFkAgw0WDP}RI&B}Yrydt&L^ zl=<;xx$Cy|Q}?Y2wNsr2UlWW|@~k$l^}8gIe*Xe?AV>Bo4REyERzs+^if^_I)iVy& zcnkRM|5jvshjn57Hhb~}M%+?NDo6}*R+sU_f=8mlf{lBKNHoi&A6svLGaq?|70_?uD?BLnxWzoIyb7nk<9 zFOY*TuZ5%2&F}>iw(;iv6+YL??s-#0UbnG$(C?h_1hrD(OKN$TAdo9 zXP}r|Y05=+Y4@pDx4}jARzjt`!;dEQJ7SwbdP}FO^>ZoM!iiL)#44%;rsUB63fYJhBDU8;e= zhRhOmxNc3?Gobq8Xyut?O3_o~N$Mlg`np5{>2zxemlo(;N*bjEgole;#+(KF(3K@| zD7lraUdeQax`*FO$uBTxk5GSgGb;iW2=2qHZ^ys-6;!5L8k8G-wGKJ9|nVXPFHO#7MXZgi}i8IW;bnll%*f7ZlTl;d}xEM{wRI`#+cx zfzF4M*4#uuF+f&k<|8RF`f|LW`rWpkKrD5={X*rBvp!Jz{PW1_(FY4D6?%l=ST!2b zAVZbDfhj@$^uWoSPss(Nj`y?9RYM2g?2X-7es*`kh=Db;;;1Z&XGj zq19avt~XEarEb(#Js{NVz97b=NS1I9WGF__eJHcoy~{3_6xfM6TbPK!`$6Jh(X6XD~YMa>w&cUiw>GqSHgw%?kswo zbDwa({BO(2Z-`9Ht`cYILlOVaHBZ+ zAI!dx>I#3txPP3^abR+BzS!)8eyhVQ#vmVi_2uXUNsU(Z5 zHFXi|8nj*sl(tf0`wM+>@CQp~@ozeJi9p9qy>~79g-M_yGta;YR1#Jia>-=@s&^_T zJh-zUWj~ILyNU-gdSA%%xb7={7HIB%b%2+Wfn$b8M)(13gV`Hht5%1cX?oxPi}gaf z+eP`!;ri)k5Nd{?zds9mE8K`4ER8OaQFy8Harl0AnKWUG9Ws^o)Km3Mw+51^KyvLI zX=g1lDmfp%zy9WWUq^yno@W>O)X=3h;+Z^YSSI07j`N$Cm#=P#M0o$;cvQjb)?i=g zMOo~s0c(e0ZklO0O@q^Rc|WCDQx5${C}yv3bJ*D12mT+obu~KAQ@K;|zP!PPf?_MZ zwqPQOKF}ox@Fah1rs&aT8>yNL`O&K=4);iFV9`L4YoxA5_N~eN!?zFKEW9JpmW@jt zRw+=K8fr7!RbcUINKqUe?@l}KTqqG!mT10H`aN+(zS{m#205MkTgN~|d*99swopi!v=jJ*v73>Id0X4DUCN`R0ESd&f zqo9=Ycp+jo7&N z%V6;lV~3=%TZI9x2D+FIO)n)CU}A#P?P3}C)R-qb0!3Gpkz%TK4eQU8N~181$)%ah zc=)b+M}xgO>hv_@7AvV;{^W-U@&Q$(`&Kj^WjC?@pFg}r%$~} zu&meT1-DwAN-H)LZNuLi_q`qS=QG{1BlQV7`FGf>Y2WUC`|)Yx8&AT|U(ioA8{bkR zZtsa~^?XH(Jv$A5?J_H0+x7Y-abw-91+Yj`(4~v(?|AHQ_%*6F(RyX|pFQMf7hvU%DGhr>V7!Hw9}? z;=~u$%^V4qrNlaHoF3kRi0y+vPqgwq{g(UZ0V@SLK*D|e8%0$G#}kP5u57&Ua?T(! zp`K2w#cU&|M9m5#CJMCrDmJtJb!61u3S&qL>YRlWVb2^GB7xaL4cKep3+uHlbY z)O8W36RR{ctYC}F0eDh6nNm)L^(P^6Z78U!R#h&Em<@u~ZtW z&_V)a&0kfKmg>w`iAjPj<`t}8JzxcRtT-r6?+aWgy`dVPTxygOcp?2sfE|6di-wwl z+;axI9&nYqVn*qkeyvzz_!(vb!vG`WaN!??*``w^WwOZy?a8;urY?C%2IbZAvO5`y zJCQ{t(D4`nnplU)8_zz2ct3z!YU!}-T2SQkr5SW0V98Fx%KE6#lwC~l{ob}9HST?g z1!)PyQlg{v`p?FBeSc}eAHoWvm(8fxxb6D$#Wb6I25#@7VCC%nkYNc z2T!oS@XbEF=;!Usg97?(vLR2WBv3woo8XehBuw;QUM1RXCj6Sz(#YBnv?pq_f3q4x z{kZN%Pxfr=(T7Lmp79xd2VSn}0Q4lmFuXdbk9q9FXUQRreUzO3yJJE(A?HP#Z=T4paLbx}wj%9soGqT`|Bfhd3zM z6@|Foa}IN}FWt^s>HLs#*eRCW4^LdN!qhBghulD}hp5hve=u2W^sn<&ko~PPG?(3; zt{*wZJb{829TKcCfgX@pci=$ssVZ56s=kFWq&NLvCq5yqE4u>8N$(GmpBPP(5@= zU|iL%S763mu;BY=+vyWxxS&Yd@~R$4f1{s*lyQD;QOVMH!m^ixQ+qMs<{G!!3CLhm z(RZrYkl(O>h5I6P9R`@Hzt8`ujMp%mj=Cyt^3R**Y3(ADLKJ!~ol9N&xP)1sw?xKR zH``-q`){pzCRamVPL-?O`eO6OZp9<;dITb@^X1pkV@MB~-a5jrT61}^|Is4raaI_8 znOg&zZ69Owt&PBr{_9)zr*bvggK_im@_iLnE2 z8Ah2JjBJ2fhhj@NnzJmvgxsWftibf78|2+p=^UMTOoBEpAK<+MzILbu zD`uT*Qsnj=ho}E>GI`4PbknRTEQETD!)&v&?O|s1OM`Z-h&&mo4@TpO>iX66hM?Na z0U-B!k>xya)3z7c-r-7l?};~&373KTPldemo=J9!02fFZ|NJd;Dnf;sj%ZNRkhkAs z60btmJQ}@9?)9yAr<~}slJ!7uxt*8Gfw_RZ#rl(3^jUgmlYEvbVUv7Gz}3nOMEa&* zujx!S*vRN27Y*P>)te!isJCBOR@%DX3?}$LQlY zeHa~qh%7nZeV80mBUz7qVVe~tfqN40<;d|D#S)?>kT$!3kfDacL`GniX5S;(oP~K| z!(=dUqZJM3Sw|O+W|JG5xk`9BatM}pd693N|HxDO)w$OT?=FkalfXdnVUsPta1q{w z`TnYOl0!9|%0A7L79_mvW4@*AC&{*ylid)!Ex@D z>0e<~j!N6K@O@$`ym+Lge=)e@gye2?$xcHAl?eKx47f)UIG{$a3)UB&p~>X-q|cP;_w; z)B%H?pa2xSl~Zf6+N|}t({{<^7`yK~F(Mv^sdcmV-4y9uuWGKD;&TO7l?ql~d0?K^ zlO?bJuLU5h7W7i4d71;-TVGfLO%cVL<3!Py8s3155I zHfi|s&_*r{K%H1$gcik5*U≪QETUmIR3ALE_HfD`HJe?ZGp;S z#@P+}P4do-LKx$0usa+Aoyg{WdYtEoN!QBID0AvDXi}P4KQd`=Y+mbvx8=Y~tywqC z^Uh@&ig0a1JoJfsfwD&XKHJqS6H9K!Uf`K zu6iCU@`%u7R}UFJKP)s&6Zt4BKFi66k{{%#c|B;5ZExx|16-dJY5=$~{+d^2(Lc&B zbfjf)n!2awwAl{4@DPvvEE@FYrox(wox(c>e`Z^8$n&d^r*I_T=Ar_BY=lkxnp4*U zaCbbMD+H#`#7Q$r&%xW`!S-&8PD!;(msdMYXQXIH)5+>u4sd4Ci?f{@cyMt4smbZz z*1aeB7X1{I$h`nuO>|-zmP5$Gs4@=-GRwMhi`1sO1kYUd6FC6WRMzzX?h* zem6BHF2}M>pbfAPm04rm5EY7{;G3 zQnJN`e!@tl`~OvZbJ^fFrWK#V(+1&ER<#V$i^X)KFDItgzbvdU&=*N+)1Eny5AaX_QPaRD*?Z1yDNoHri>Ntk~>>2wN6Etr0dsDrDLG~tPy#iE!%a?}L zq%)44!C89fe@i>GSlR)=4o?q>!6$=hi?ZEGdkg%c_~uLtDC@q9B$dk_J}9`uL9@KN zDp-f4r!-dFzmc5kO&x`8)!$t*pM$9?KgcP*aL>#8^D$Aw1TQ21sYeajiClReD}-u%-nf6e9D!-A$Fq1ek# zV-}0c?D16*#UK}jY8=irHE8*L$D5MMAjQ>^i||hRcu2i5{Lpq&_waCP?Rd&A2vpke z1-yBv!j=5)Z>4oB<*O}0tlAd=Pl>bFTcFk=eCYEVTyH1Cr*$`f6rH;RW>&xw6YxbR zb#?Jf;}1^mM=9TaVNdCpxq&MMk7ExyOFS4Y`HiR|UF&ku^aIZmu-x-{K8C@b?Y|RK z7x(o??|nbG%kxjQ_RzCQ&uQ9R6MP7$gCDIW*k8KiFuQY zjT-vZ<}54Oc2l(Uw!&wQm2tmJolFjtt3^>Ipo6B@1O;QSr4*Nnagua|>-ggsgU1tm zgMTH=2Aj%}CXx==Z`@1$-TW3U`IO!sF`pHzdb~iDINX-P$$g+V#=|e$(U_r*OxBlrEJcH)Qp7h-X({#_>f-1IjP5$LDG<;~IMc9;pC*}i=(U+OjF_;7G$64aBnR77!Npg4!63pPI zrlp#B_~GzFbT?emU9HM6`;fO^jNx?s>y3DhT!~?K{oXU7rh+V);-@M zhU=m%@P7B~V>t#h0w14IdGaWV`Onqcmbz;0ma0rIzqj(xPZlRLzn%N=JMvJPEi~c!@Ouy|DCt> z=n~Mq2j)mxs;#(v{kJ3jqQv-1nOgvuAYfd7gZ5*IKoEsDF=|}-x$tq4FqqGv*gvI& z<~-e-18?buC{BDk1s6UgKuAffAspk|-3RU%2?-jOlwD9vcoXQz+mbu2|2mS~a&hHc zdvQr$v9D6-!o~hxAH9ZfbDZwFZU+{AgX15=18_I|E2ws&`0%WwNe_-cw8@tNH0!0O*+dI$Y{6j&r5_AXk%1GLG-% z+eQXt6!5Xgu4dstV}Y^vy_=zXm zHZzalG~+PAI!|!hqoI?hEGqlwp(_vZg)W6wvwb4|>f6;G?pnn1zUSfD4+3tqdeOYe z4}tZj>R@vsW5>nz-jHTx7xV{Ud^Iv=@2AcZsITgn^YmHp?`;e0xv4f5e7ix1J_gWRbIRdc>Kk`Mes7Q0tIiSw zR|>$XRUC!e6Mei5zMk&FSeET&%^nCckSnf_dmHQvDreb0H6mXT@zdA-uocG^=tsct zY8Dz-vNvfq^4pdS9n)J;T_TwylN^hY;`ZMkpB8t;EzRGE6t4;5lK%d!e?-*LTd@TlC6#DPG zT-Z&eEePNWH9=_s<}O*UW^jYvxL8@7r^SaXq>zVt+F#C}y2DDUe&U18qYFIOM_FSM zpsBLeHnkup9~rGcF=LH8o0>%59UazxdG(IlmC4MY3JY2AWl9^Fdjs%%h%-MrXAd7f z=1lT67EB{w-Fo|7Zx~SRy<7tbkV>+dchoQXNKG5ZGWFd9US&Rvp0m$A;A^)pGut?D zsnW^#%emxao*A#NdObpR;qvuP;kBvP9IWbUfd_5u{3^h}5`(|>%Ujk%&Y=Yyk9OfK z0(&2b!ee5Ph}4ZpVWSdzto<@5O82VxR3kwtXG6k#>-VIvqi|Jb4L`r>Z5nc4!DpJ; z$87T+63X;_GAPY)*(Vu3+svqf z-s4?kduSTBvn2f8MA8f`Umf@-mk77)ra4Bm_?oGQw1Y@`c1Q33Y|vlH)t!y%%;nsFvkEQwM@Lvn17=pHoSGZ=tP0htBd}004aTV^G0G0vP z3SBqP^d^;>N7()93tYEQ@q;AcL{82v7Kvl9>1q4} zM0DsF4J*#_(}_Ac=LyX^?mpd&G09^zmUyt&ge#SM(|cfD@y++_&0xmXh@<792G4WW zBqhIyyJCZF#5y~enakmD4#S4EcWReEJ<7?3V`Z?3z#!l2$UAePzRQPD@gUlG`ZxdE zPzIds^MUEi08rVQelhLb;PgjTT;lMVo%A$P6jxx8Njq7sx@Iq*5wF^7bcAJq3b}Cq zEHF>SYR>Y+kI#*@HjBC#q>~B(zw+!%PG670mt796Q(6!sbL+AR_MZ=Uc-O%)zIc$J z$EO!ucg=-dg9yFIIsEy-ImGo;`nyp)g>+<+W9`H;Zyl?3w+gM~W#KBH<2I31 zbH8WjK3n~6ph}>H=o^B9wrfFeLpGFsu#&&P6otlM?^&5>>}LRtW>cArNU4IwJ7=Z! z)zyr49DTga+*+D#_jgM)zAWr2gF&7%3b6--bUNzIyH*a*rC+$`R$ZM3t>6I|mkhQC z;N`{;zm@qp4x5jiP5qIpyO~=t*NrmfAKEPk5-;`Z+Mk&tt9|-qp|2ju2OFWg`#F>e zgnqphm~qUJd_gK<2o>j_!)tOi^=8nH0)LDiI#wTD)fW+gny$IV3)hxBV*lF~cd*I3 z1eX){>2)4%6byD4j0Qj&;I0bQ=^1FaDl)uD*HSap%iDM1ECyYnwG{gQ>iW*GrnYWt zJRapJASz8ktQ0|dXaRvE2uKUkLVNU7}JtwcHHGt3Heg{*^vDPqV8Z+TC=mIPnIvD_-|{)~~_|t8vH9__Y z18W!qawV+-UYZM(d$98Y@WYO$6}kv!i`Ge!sTF6I`uvhaYe?~@J(bTs(2?eTJojWWuAjCe!>ib;d zFx=qkL6UdM!<$dSG+!CSmE5c_Z)p8tv3bn?s6|a-Zq`CWD(+2P4A1yO+g`NY0Yt!w zuk|d;Vasf_h6VvDnT?$Mtp?@y8fF<%+v>`m%GQM5BxsRPawe2bS7kvCDzwqV*@Yi- zLp0ZX@oFNDe_j)d1rhhlS~BeF)%5b6&z3jA6CXGd^2O8prF?1wr^GQcCsp)9#!r#% z1XED^(Z`HPY4ViAuZgc!W~X%pN))x$KRi!QpHaT_aJJh_@gFVT=uMR-+O2^C5qhk2 zwSf_td1+-C7Fm3)Z=QPe+wcNPC-m&jn+P}E!+TB`R&$jmGM2r0~S zG+r|6n-|ZvN89l$-T(XXvr-FHf6aR7zs72Kyh}?|LaH0qj#0@sv#56=pQ>fIvgbc} zU)IY`*TP=%;LU-8_lWUnV;0l<`T`P;(l*N>e1LQ(6vR>WDSR^P#g86zQXZ6`{m&lh zb}bjs8&gzS4;VhlU#m}QDm$S1DDQ=-r`9&k+M;VAXJDgGg!Bg${s~gl%MglYELnZa zc5p1sR5f2k4&%P2QDYvK#e_d*O$*YlPkewO>ss$fd+MX@&TcuyU6WbM@Scx%)FQ$C z)Dt>QCf26Z^iYeZm}D5K^RGfo8iXy&I;xiPk3~kD%Fw+W5uT}^zpizK8^3OhB#T+n z9lJGgMmEnUo?K~7L`(&bcD-%4Na==a+hlRNIhmnrZ1!ha!gNzU4bW z@9lNU?i%c0e{e4JOpyR`;e$8&z(#J2?$}X&J#B3#)B@oA7?K_Q+Smq!YM{auDbAa!QutZ->-izJ~L>nk@nRak)W zB|uq^sC0M`*%-;e)1^-vl8gunmv2gYncA^Q96ho6eMSsZVfBpK(|zLxCT>2j@U=!j zQ^2--j17|Tu`ln`{pr4t-HX<+2Ug^B z7n&7>nbk}X6a>)$667~e<%e4nBNoDB`El38-sM)%v zVk=QyTi?)7zbmq5W(O)x&M2T^dU`va0k<0sJcxf74JKm>4Mf{x50U>wI1qm@JcFJ> zHt+JSOGw=RPQI=Grt_6Wt=PSg?Zw)MTSBN|vug`(r6Y&kB+kK} zKIxQT`)ap6r7C1PcwztN1It1Dqgrz*y>Dudz?Pr|wW|fNTc}drP7}(`wS}AA?|!a( zR?8iplw|DJ4-GkegKVNayQRr*^!47L-skm@E>m8VW9`F2mxM3xB)$d@zA|lt+Rf=- zq5C5t$tyJ3i1X`W*ML2K^xF|3pJapNwhYMGbf>=!5ryZ!)?VeTb+)t${plUj|B3O* zd~bi4aKIEsF?cs|XzUg0%#WCRWtOd&!Ir;~l0a_xQ}75-KZua~q_$+gn^VzYz0fc3 z!_dciNNeZZ<heJ}7^w+m% z9(?-?6*#6+>Rm)*gKRqe%1ZE{7GE7O#I2IWFwSrVqXwHiohu2Qh7?tPqBQl3{V7qa zQl=;7;jAu6I#&F%W82aa6<*o!=(H5Z>{>SUmvTLjDtzOGl9C~QWy||?(k^PU^TTyn zFZSdgw6#e4$`gA~^l);`$jYw!J*Gz5r&5pI?8nHC@xHO~UvokGF7u=dp$}`_iz1}; zXHvHJJ{0WB{hG1D!IOh;q64F1^4Ugp;=5kjGdk=3fvt5YZ$ zf?zW@2UO{E>6N4#^TnM@&~XDY?gm!R&5c!D0mLezCOVm}#IpN7+U*{al$2PPhWaF^ zTepA8U0M8=@bl!AEU~JE;DX%3?(S{haQ&4}&m9pDWPZM7RY@5nnWQIN?n67)ws2k5 z$@WOdcvoTQ9eH5f=5hl07(y5zmlt6#NFXW_LRKbsUp%AEa86FPqj7syljg2Pu6qS3 z9+p1>`-xAl$&BNhKP?t!yeQ1)?7FO3h8SnsFV)9>$S(4r4suv|1K2Sy*q9$SC+aO8 zLKd{^OH)kU@r?&s2Xn{w0>7Os{h^CAU)_9vWD(i$^z%q4szx9n>Q%`Ooncc7)UD;>5`@sG&)ek9Th_61R47ONSHRw}#>)v6SkFmnApd&D@W_ux;4xN` zl+DmaiJ<*G2eNdpU(_LFLo}49W>NOT>>TC8VWGk9jCtYZFXr*n2`lm?7oHNO*}guI z$|xG#y6Fb&nkWzFxsw}zz1H+nALiC`;d1Prx!Ot@YdpRI=MsPY%`i@*Lcml>n`_-G zcSjZZ&@9%cgwQD_D3foQ)I|sr=1O{A_O+8{;q|Vfu_AJ0SCu%gxhS6j;kiYTLinZ+ zGEJoI&rgw^JEyi_rvhOE7jLG`|D>Atoy(C$($2FYbjaJiGi=@zLD=JJX#rDQVQzP~{brkyE^JE-qax z(VY_+(>=qB4Xp-9UHLp66E0k1wPP7fO_O*XL{1 zF`QrPZ{0#_t>`{%o|V1j1mp^%h)uJrA=^}7>q*J}oxnSlkog$z>fDwMgKqi5?vY_U zW~YM|9dYGu(XzP(s%!a%`jf$@FVMGe-HHEfHreu(9n z@|qQ6_(=D_ok5{N=kpJ(lEi}|A*YbCZAFPie#Ip$dBK>(+ZUc+Ok|VOHk}i&dO+uH zc&MRpQm<}m0;}hS%aYoA#hE{r`zqX`#d4qOBKS8Dw`&5@psO9|Y0gA3Zm--TJF;AaUAIE;+d!?E=x9;fRQ@Z2&xdm65)(!or zAr%pvX!MgLh=HQFgLBI}{~mS1Qoi&*rSYIibf#TdDzY0LBuPnziq3OzsBU&Zsi_s8 z`S25IP#4~vS5PH&$rThN;9S4LyU*o*jaK;^tQ+SQhOcZ^1>RY^X-zb>{SjEtId+bj z0^~gNJt_Upeg2RMch{z!bkXbtR4;bD^^?=G3*SzOyik2{u1A_djT}fJa9> zcddpNd#NJ0;AD~Y`Mb|aHfYeF%8|=`vJ*u(SsqILd~Z&{ZNs&dSR^Oewexrlf+#58 zWn{8e4HfP8e+y-G3#o;&rBaK(MH~)MPk7~H2`Z1iY_Ij`_1``b1rr}4E*2Kops$bg zjptWCgQUqPrY5}RoZ<*^L0U0<6Z0>DI>Ae@iOa6b?rzICdY-d>c6s-|(wp&puaXUm zeb_gy^UYhi6{qV(mf6?n-?M?W$Sy4<+<(~$5ox*m7XbsF?lx9%bKMx%k82eWfVXJd zsL5P^$hV`LYG#YeQnKJ1cHemP%yMf0D2SOj7UaIdM>`4r#LAL`?FXU@4x9MlspeS& z$~wRbu{_kZ2Oe)rWK)So^+0rf1kG|J-fL#6TgCJhLPF%`oYzhx+nv9DZ()9Naz$3) z;}H^n(8u*Ve@13%i@3NEMe?Ox%dLH}FXGNT)%>X(D^bW<$EBO*c{;whc*$$myIGVO zxnC=(?FBl{=&>4ZJ!JQf-f zA8my3O33(*cPyt1nN(AEJ~m%G&vrG`)l<{~4i!0Pzh>)e7i&^-_p&dQaaXeLuVc}> zpTdV)Rj7;c%f-73$tmNr9ZhJDu3(8&Qg{8#hlp)8(H~;e?a{?TAwtTBxBK3X3c)A3 zj*DNR-FOBiyj{=rqBUf8`&Vm$2Djh-U}6AzwT zSnF7~e=kX@puSa$<~nk!K8!Zi`dw&m0Z5o?CP)Mi+_)4a_C6yu!O0*sp2_f>-7(}- zMM+8wwB@@0cr>&M_q?!>Nd{zOwyY`M65mV2N=wBGz0=pF&yb5x4v79x?tj}-Xjo&> zP}|T@Yjbcqs`86>=!xSr$`t_K=EG}NLgGpzO+P(ucGK}4BM@7M)MDG7TRbeQg$=AF z=?syN^x!zn;F83eAz8r`jA__gJQ{Z@Uflw47pJrOe}&&CRypLdK5ZCq^E>JXUxcp` zDYFXw3TBiMebbvfx_7J7rm#<-hve0f0?RS$Qpkel`*O}?28MI|S~qVPM~iq%yQ*Pr z$g(;=rI>i4FH5jcTg56e3H7zs9c!#@FV%4a4t2w_WvIN+024RbU2AT;rBeN-m>J(@ zV+%~%E)TS6+nT54c^<^oDt3<}uDv|7{O@!4Ew;O`!a>w}tAF+Ute5T!5NwrX>n)&& z-~8R~!x&(FXcY_lB^h$1$qwR~kqoBJubPccd!I=e(^yDae1cgkddTZKv z)2W}*c~=$4mD7Gv;i*)?cUH`ErQJO)W(qMEMC8=c7oQ%xtH@0LbLt$ysS)mD4(JU8 zZw7=+?Lz^t_9N^VL-N1OJqAmqiIno;UX72I2Wy*SnRpPq{b71Br=3SY`kV6yGy^&h zs?Pw@azb2Gg$DuM<65gx0CTU-@+5JzYv(Z2_ibAhOdxD#NXsZ_nKf< zzJvqA^H)R?yKH;j(eg*$H!gF69=Q=PKjOga<3JmS{NF$m!V(qcydW^yb9-F_U})ge z_!+$sK0U0xQYBmi61byVvB%lLt8mUf~ZzreL63AW~+C!J|dnsF`WS9OPi7vERa_+`moO z603!H^G_}q^Qq@1_VL$b-&S)#C7#6=E)CHsN?Qf?=uYh>_iz4Elb@2?zLD`lUH>VV z3;bQ!c6vcpfH9R(rb(err?Z!X^PDtySQ@(rQEW z3}6QAn*q#;Ja{I=JK{js(IgS=IvylB=|(s-sPx)to8P1$(Y5~~O;&qJn>S!LWhi8h zv2gC$n!kj2J@7S-ACt<?xM+7BvcZPXgG$A7cOnFrSTglKwRVvO)BB z|0ht;Q1MNIlONA|Oa(P@Rk`XSLJjdPz29f(%uAE@Wrfmm$%WyKYsLQEMMNgButYZ6L_uDl_#<1S!<#_tK zpkmxisN&Ap>gt`p+A?Ibsrv-zl{6@dkQ|2yZKa35O`lUCN=;=w+L7RqUXz*79VLx} zJygQUR+=p^kb`ZJ4_9>I-y5JWi;w*JpC)vO+4*q@CG=YnIkX;$Bz{x?VHPlaur~>y zpny9ZICN(zbC53#y9j3jrfyBFl0($(XDNIf_ygGHw>rGghTLQV6qTj89D>|HvV-@= zI)nDXtY~_`R6nYwzZXRAN4#CYpym{M2 z5WcI51T`W-7;`%pnn@~3-Rn(V3Ijiq!HWF z$hYEB|Hdq~NHJnRI-ne&3m8s^J<&m_#)Igk`4V+(d63&HHpUL)Y^0E!%L&N?@rG-P zmjUK(CH&>WC2VfYn13X+v8Y2~kZjS{ZD_kApfQxt(}PCEk;-47K*&f#jRM?89Mr`r zko0;lUK?XB+gs8+-Dox#j29cEYY*>i&`VLfAGbygHCz;jP=1xD<_w9u$G@F@8}f8` zq&SX^J~oi)JeqQ5dGg!UcOua zUE{zEVqSD)n`7Y^zma9b3Nz=b(IquYXC`*7crkM~%;yP>66_*BPBVT~)GS_m4kuq) zP&rz>`_<+^$Ekd=(q*n#RL*cm##_Pilqct9}gy+KYT9hT&${90IUUj5eN532g z1kct}-Z&-WMBhBC`DavTZA6H7*+E+(_wF>DXQ8*Sq@%vG6*}_l*93If64gk@AV}e; z+fE2F+Jw0)ctJ~+*AibXN*BRLUmzR$XqhHZ8cERWwX?_!xHBjvOfbtcUX;uAHGNsP zY*=+o**LW_eVnIewAjkK*07>3I=JOTzHeA~MD@YLxWP>?@5} zprh0`EL(n~T{0BnbKEb`*S*K6opZ!)g1JrZ*W_N2Lij(jg&<0ZSVd$=rr7Z2$MNVORm`Seet;i{O zxc>J6l1PWK@E_+T5rykxI?5Le#gnQsBg~WR=)FdlK(%Vr>Yb^6Y1Ey@d#OqX4_`w` zJE#r3*{YIn=Z}7mdYVZ^f?DFxRrkBXG+dKBs{b?P$6( zl%Z2XFw+^>x%b@f!@kdFBbrNvJ>aCtI4J7VBQ{Y{L-BWCblSYfqaiOdi=#SlANhxI$(E0>rq<7<2#3-U_k`R~7PC-M)H(VsK+#6Q%Yl$57! z5a49&ThAvJo!$I9ui-4kZp5IgTqMP$tZ@CUBt@ix_~w#nm-gG5_ozAj?&R_t-Me9x z;0X!%@J#~rS{dn@oMMUvDj`I%?I9o#z|3}Eq(UGRJy|iwM9g1@Cm*08te1H7R5feJ z&r!>5AfHBM+wOV{6@i{XI1%ZcTj8IjK2P^n~|LqjIJ05hXmU3 zT^!e9^F`mgxw*-@cK%2;=FrwYFY2DW<_U9x5Ytc)mDk;m+c$0?d!3_hj}F!3m|v<) zLRAbM*rfNz4Guiz^4;)}D&Z5N50;2W&phvAQ!k2ogG(O#EPEVTKBXrt=U-FkMe;Wh z3~M}iZKF)7Wov#TRj7v9M3Jg`~YLf?V%JTTc}Dgn~~%mR&$bWZu1inTdEFk@IhTq$~ zJ{;N+@viB+^_c<%I<2MiJq8=tujQfD_0hIJjoX5s(wF~#?g#YQOGvOQq#o0P3eb~G zK)2l63he&ʈ_p~Gm9aKJ`wQQ1_`7ovlESh!yK@gA%j` z(|6s8&k$hZ5I=3ca&?WG^)qvKElX{R7j}JDA=kM$@No_t4GSXF6AnLWD_ti#C@38BRqO(Mue>?Un2-B0tXM1 z3&172iG?D59MKQvT6~L0M2V}Bzwc%G9q#SpXfgrWxI|!Y6 z0%ui=GHTCkNZTpUPYMON;nNls8p}SR4INCy3T^ZY)ss%`Sd_a8@l@jVZ;g88He2{l zqTAR;8)iq)oFO0BG=Et#F~WwZk?`qdc?{GekYn{BJ}r$DpSjcFO-CUr4-;YB?n&H^ zB*LAz8`e;6eL@ES?r_Vp&e};*H(_g6FvgP(v<>7JthZkv+xum!j15h|>@@^VNAES4_1I%x2h7TYgaEDa8j$rjRG@oVU+ z_5U5d-kq!#)#8j|&-J=eSUmTnpdRO22C}w)V1%#}_mO0MS4zBS&4?%HKI6BjQc*?S=(kUN8hq7G<c4TEba({!q)))V_oO%dn>^9z3%yJ9i~i>dT02vN=_J&8t*r;;V)n%`sE_RQ4=#TW zI)nzalPiO4yA2gLaPoC~zNM3^zJVFbM$0i>^SE!qzj$OYVSasDJuCd>o~Td3UbRb< zzEu!NJ&1Dg2)aJ(-1x~$8KYLi@ z9=aI(h;-UNhc~qzN8T$T z3m{LABOhP+hql5%xDAK4gdmCS?J@E-P>7tA>18-m94*Gb9)tusgE3rmJ(7$scmYt@jPJ65n#7uPf+0vM-f4oxmt9Y#k2+Ij}Bw(fwn zxoe`eBB-UVx6P%|TgY!~ChV8C2x4u7#~0w?ZOF{1Ij^W^O6BQ&Lt3`{WjXF<3q5w2 zBzDSOLrskLaGs$$OryN=AwGAg_?DcN=QC@Al-Zd0I3BHnVXb@d!h{@9glAU1V>}Bg z^UB$^oS#v=u5yTga+Y`*1S|HPXk{zwp{S13Bc!RLN=hMfqe6;wTnV5iHBsjf~TF+QKQ zu6L3-9X{vWVD?r2o@yCvjB5@Q6*}=n+U2z<1i8U^KRdYt9TNK^=fNiCSt^k7ZPtSc z#~6Ulv3nGGTGb9`l77n260;b@8DObUyDXQ zkrHlSF)Gv9^=#o()bB^zp-zHQg@gii9A|wHa^u$ZcvnM&Hh1?}w4AQFmAwIZ!O+Ff zgkRe%d2a1R<3CmDyXf!J&9;jCZ+`gUg*=NTxBBbapf+ryqOO=bKqtV;=E>LCu}4U> z+G_%#w8o<585nVrSFZF#h;TF7S1o=A;Kiya-R648d}+|M@H(QFT}rktd(`Y5J~%A^FK05i)yh8v721i$Up2H>7O(w5la}fD|ke* z#HW5U#jqyxeR%Awv(ecE^=u3G@TFU3@rc&K&i;WCC>7cI);TLo2GcBSvbcU{BQ+u+ z1Dqo*W&PqWr;RO+Q`al;5$9};&sA_LbLpOWpVynrmu*JOTm~l=57Fa2pt%Zx;Nr(` z=GlyW^sp`e2cc*CmZ%nr3A z+HV2rjcG?;{>r|99}fW3mVQwJw5rc(PDV`=WZoGbK|g#?t9U^19bYcHJu~IOOl#QI z5FtB|)=eGSr7>=Rk``cSY2C<~o-3eWiN^TP^rzJzb+R;DSQx=W18KKTP=NTk&r?%@ z>!3M%4L|p#09SCwM+tIya*IA46Dx{TU0tVD@r#)3P0IIwIJgcm;O($UA6O%=c~FbKNCO1Z?hMXHxZ70K*b8p3@vg^*!LCT}FRZlQ=L76Fjox9)op zY5wAUnhwh_Bugn8Ki}rrgIZ1_;g;nqm&ZlKKu;K^mI!A9tXI4gQJ z8d(4ZSKRsc3ewjlUGj@T-pR8SC$$-RZuJ9q#UKx2eo)NBK%4CpZk?wA5iYOH{2N F|38(qje-CG literal 327299 zcmbrmWmuJ6+bxWMfPr)f5`uuVfP^&Cpme8#fOL1GB8@aimvnath=9_KG=ijbO1jUb z_x-%j{`Pkq`^R2C#087Bu4~RS#yQ5A1S-f$VqPb?j)a7SDJ>})bCWbEuTIg>DB z;e_Y%G4(!&b6?Z(lL=`%yDj^Gzn}Pj|MwFXkrn!%m$kg<`4U0hwu!iQc&NTtEl>+2 zjomqgEB>E{4|c)T|9OVwlaFLj^riqB^MeF2o`lxjEr`vu?8%e4OcIfhWc=s&mc=i9=+L<$N2`vsq{ z{<&hx^B+Hcyf88<3oF*CD>ol6*3{H|`u^c>IEzY`cdoBdh-6G?yH0qAME9$?)&q^*MCzrxu z5@yB9mc?lIYv()m>EDYN_WAcVKK0kyE^auv{~RmQuCcn{t3eJWcGva@_c4+n*v}zua@OSu?lc)NrmKCieLimLQMwmJa>!-v#nnzwyt~ zq{$37y6*Q2o^8MfE_Q?#=r><_9?#H)e+#?wD01Z_T<}zC^k-(cpxNs4FYoT&JtY2f z5k5Y`|E#sjqxam_EU{P5wi>nra^Whhn-0gCe_u9O&D3L(ay9;12#(BdH*j4|f1BcY zq#4&uL-GB+dGX0?8>w|8j=}H0TaMuqV8i#%-f1!g-SHD}KU#fXWi@jOubpUeuW8(^ z|5>bE`Eu|rh1Y%SkkHVW7nXm2HJ6aG85Zax|hnkb9J`=xdgO-!pUa`kCfDX&hz+iW1<4? zB0p>L;NYO7`SP@jv7}JDW~-=Xme;r^K2JF(zh2+ImlKoZ;k%kbojP_|2`?|N>{OJ$ zH$w2LKx!p|S`w`r>(4iAu25niv$ieSjpizfT9v-|8fkO#H^77mov zC<&_5z5V^xBe{cHGY#gW`2+^?a9ch%Zc0)3Fa&S4U5hY+=Sal3r8}OvoY;h{di=&c z#I}443_**viB|P_?6f4DW+TC@A76HqD`rZB!YzH#;hwf>gSa;7Pq8ek-H%o;)L=9C z8~|HGF5sr};zd-Y>2QZZ+4;#zYBH}QRYt1UX`Wm%@18DO*CVr$Tx=f0FDU}wV>NXK>Td;Kvn>|Qh2Q6Vl2X`Tv|svGg2ou}fjw?)YcLPJ7A z!op&m!pZo?K6<)aGW=X0Eg)jiaXJ6B>$Ew^tk+np*W`97_o7N`2`|uNx1A`Qe@{w8 zq!p?nB`4HwyQQv}0`(GdZmXmjE9;qhh!3r*d?=u_EA`9o&7lAuwP6VzY)nK2^rZ^@ zUW(H%)~*Q)*!p<3g@#EIkgl{TU8GTFFq*Fl??Ri=m(0g)IeE}@JWHJcMY(yuk8g9b zio?5Hx8C7ox08a;aou6LCm|yv18SAxBm|swjnzy*uIJg2Y%J3nw1SiUmF>Eflu%Oc zv3ynYA73Jdcz$1=ZId}qmpO0Gvgp=BvgE+Z%L^Pv7q4&__wYDve1mX@qHWR>&t^5v z6IF~m7$q+_(d_*jf>LVQ^GAf_(bfzf)byG;uQRC1P434jypHSe%>DBG1UA-m@5k2y zwW8C5VR>q5YD9<$dY&@rHEQriEG#T&Rv3F8j;gB_IKl^D37y-BiM{6e0^17F7X^W( z4Fx)kZ;LVmLUFIGlbp|W?}dfM1_~CxO*eB*{P6_$t+$KNc696Pj5IYTILCGNH!Aw` zFO7$wQNTLbUYs6^i;E}oIj0DDe?0pBr_dmcA}hYoRI>Y1`UWCXQz_ziJXH&st6le( zA=pYZ$}%9EV9^qIY!_gg7%u64PESuySv73JhBcn=b?du)e*@`VaC6rC_XTXs_H^Cw zTm-Ds+goJy9w&BeYG+^RQb%Clo+fhHkb1zjEs!e#i628u8nq%VhISuG3eU>gS{G=PIr6FGybig! zLoNFdg^Sj;-~Ai5>dhf{sU{eb)Rtiu)FYpw19C zG*zgAfE@b!`?n!Jx?`Co!|v3X4%615`JIcwiy9q&jzvaB;!sOuWo1pft|Tu|iXF^2 z&n5HNW4ty1utRC;yFzEpwX*x zK`Z(hr|)H2rqK~fdJK)NKj{%iz+ZUa^X{%RMRY?@wuHBr_FzqAy~dH>_IK3QmX>n` zG_;SmPWhL+MXBTBJ$q9*yU{x^XiZ+EMxXjngHRLNMzd z|L^^NA!i6B=sTlaKzF)%SX)J+Se!u`AnP*PTg_SR(F`@WmCIf-); zimA})Y9_=PJkFq7K@lf1tb$4aJw_}#Az`B2s2h6EC}ai|l>wv#G#+Wdoll3hRO%8x_$e$*h7GjfNftIR@KZnCElmtcisB|Z%XkOHu$UubFnjC*u12AS#T;a zX1Tq0{;U7iBni)=`~cT#fZ!_M{IIA#8Dm1wQ|6hMZQWM0>>6YjVnG@w*C+i$Wcbb3 zD(F`?>rG;x7H~bo+PGF3C{jAF-*Nq1K;rh*vDYuFc1_jZsq@7=DsiCl?7Cli;PuXJ zb&jGYoA)NO_s{Euu970}kkd{@?E7sGLx#lXa*g=%8z?(Xg=d@6Xr;x6WFe_VyK z4&4ZlbVWBy!^XJ2x95H@w<=oUpGt)tNRCpUTV;{4ZQI28C133W`R7Fv|2`&P+YDy~Fk zUf$Esfp~izjg5_;Ka1I}1D^Ty%cV?!gJT~6s{tlNj~xsLvMhCC)4hFtf?nsfwPZv@ zL<9shR-GLkghWJm2t>^TrACt6H49)3qEopBUb}W8>UgxFxyuDGaCv1#K80WNKpz|R zZCmU9x{%90a7ZGS+XsC(@Sn&e->(CZ-M-|0jWTdIHeL?IqXTeDY|rm@kei#-vd3TA-EON>qSqvN`D@XHBCM`-r9@$GqGaCL*2(GAXr*i zc{>%c{?yFO?D6BrNL6fq7Ly?`KUdv-_$l`cv zA-7FUO(!NM^78T!$vtDGZaVWm3wjL%jT{ccA(EVuR^5P5u zyt(H*Dkw3m0WTt!#p}XtHx~xO)3uzH{?y+vp?UuL{#G`Qg@($OWm5sVuM1rGEW97I z&y^H+tAo|SLTOo9+2)hwM6Zj}z;so%QC^K{hvBD?Tss9NAGHAKLn1(h({&tGWk^)l zbIpbViGza^Ovp^a>+llW1VMnbw08h@FH|#sCd8)4Z!ukK3*)-KvG@7z+g~>xmoBR^ zvmHs|irn?5RDS%R0XtEd6?=@0jifWjw~YG3cu1mT1&i(@b(+FzqdsEf$4*KyHaW;y zL;QI+nXfjpX4-`|VOK_}b~B+C-ze0j?AKu5mSt|Gixj*m>OIC+uI}d}HAF*sVx)E* z=jCTro^XseZo*Z>eiGb1OOX<}B8DyW{DluPo)kG>Cwrt7<6BdZlfdSuC9BntZGnSI zB{JB(VW_<;pVWN4ZqiGFLOM2`qBGP@EhL|~U~{J7IO&o77T{5cwD!)<?ZCnh*cQhOJF7d=m!gFHrrUI&oKre z;C{R{Rc#q%5<-%q0ucr~QSY=VBW7!B3$uM83>D8JK0}_eYLp7!2?~Ipxt$)E&d45* zD9g_Pji9b$D=s6`g}{)b>iRelqh|0;=k3P*K1d43wIQR`f%J?Jr0#u)wBuHE3XgeT zbaM9%Hnx28NC0Y{mnSPwk4B)qJrRr3b(#RsGf`=(y!#Sn8J4DlApq^#OtDZG^qI!F zpm-vt9+)5ipL;Hba%ZKdcP!yfK@lys21PFG7K5uhp95|UcJ-4ro zZT>w;kM?2h8jdE-T90b%bhcA6VjK_u3~Z~@&J{ni~G&(j0SJ_OYA2@Zw9V7AHq z?NqRt&+Ut`BfuIH(rc&j z168r5gubgJAk*)psHv7`@j4G#&X<`G#Yc8!KZs-uG^sQfz{rJw^RzGm!F`{Jyg~mABVj2HvfmCh)!>6rF$g)31tF zVv+bZYJFtlrgk>#SFDba5AFARFx6vTV?35#O0H_IQK}1>8P3Q_PP;SlwjQ}N!eUpD z<30VGBaPT~dIq~e52xo>y*-Iv-by$WrN{U#?k*sncgk(+z2ue(;B_2wbx-R(EFY*_hu)@s|qGe)UpEM7pHj~ z6|wEyDLmH`_ne z6adK1eUFSm(D(@o{Iys*#5(6vLegkenZ-1gir74I+R%Vj0<*rF^dids7emAlMqpSa zcCTc0K3u~0^4^ftax&X{_2+Bl^~{{tszr26NNmuoTBy$^A`-r8TxC#JmB3`2!*lDK zOk5}Kb9>34@+jY5bJkbR(CdYe)w_kLcDd5gd+KIm>F$M(#0!{0)#kol*QXgnV)}}q zSzYL5N5eQ*4R>X96@4)Slc9xZ%9RRkjww|{;p2JbMB!E)aYC3IXQvAF%YN};@haB) z93P%Ge|z<&K8v^v;P`Vqmm=dg>=9$?YYz^uG!eEQOKy}rzC0WDNJ%!+$g_;hcJ`+! zM;`C_5$rcyr~E|Qld&qw;zq~uov|9KRKru>R>{8{u#e3k%&nD`l~9+ZnO~t}$;rx| z!DxU&UIC@5X4>us&eD$`Bfv_062!$pbbZ#w9lzS-=;(()1Ek$FPl3W$2QQ6?h^U!$ zD`@lt3#eB8Igp-EV#x9Eh5`29$efOy z|2`})6oXu~P)$kQD2I$B?0Ao5GBO!w>8$%f{Ed9pb~&xe{=*%Xm3q9&3ZC^Gkt5NiDrewY(r$;!G({9t}9C)MkGx6?I+g3ChV_vJ3RW{;IDZ=AABx5 z&tOgpkiS#le+h7p8&oL%3PG)?_s_M z{2Cn>S7SaN767#2EHE>GF8PnA?K{IMtf#6sAu#l7taSg(ra(1Arlt}S5Wv(S50L_` z@O;667ntl)o9~}CHa12fvUD4`*xBvYhO(jGwgZtvX-bJtL`@ zSTFl|n?DW$f(8c#Wpw~jcLtpS8mbr~LV=yS0~`u;UPNopl8(}babYp>6P_>?SW_a4n$VwsXEL6*FJnXKsh!@+4sS8_b|~6iL>*e0R~#I zFr)QJoyDy=mUnKwwId|RbHu2I>%yG(k@Z%{?GmnXz1JpZ5(#@|Fhn=DSYS1-W9I?0QDMD!gvF$%^D6fiU6q+uQ-`5VNJ6qe1x($MGErL z)|p&*bAv+GTr!3N6vn8AYda+JY3WXWIEGQTZ|>bEey5Ztycnr{;X~s|X<4>aTYW!) zMC92G%0j-@ZQjmK)&(fi>x$&!o^+uAvwHxO+bLyzR#p^5V^xRSkGMo|J0r10-0%VXXgco4WX1E zc#`rLf!{vD@C@;8F;Tt*>|GATqR+xgcHddbJe?YLAym%}9vlm5#(b8Z|XqZj-xF4m^br| zM|}rI3IA#~lt>alsMsyZ1h?Z-P|Rfo)+9L~X2H;E%c)xsqCn-4@j3(q2D*ZJ;EzR- z^6uRZ{*yOEdOR?e0a+UO62u)vMMW|E+qWM9LqB*4 zAh&j-yxSwZ4hC09U^*Ja1FD{9FcB+oy$m=A#s)@Ru@RsrVZQzJ>2blRmYP~MR5nng zj7&^|XMoGniEumxDt2#J{>c-5@5{z-a6OcqLCkv+b+%Qs(^{3ZGU2O_zV=nB-uq@I z6KZOrg7xJiC2ep>S&7Mf!iPI;WdlUF_nkXh{0n{*U+K&KvT)Cp%7nNeHX)IhSiIw0 zwsbU_B+Bte^qY{ZJ2FNebE>~+%%4;cyis(KNgQ9xysr7o-gHQR)U>GZEcMw=mV_)~!I?70ZGRGP2n z8SY?gsy96g{Vp{@if^EYcE>RZ#hl-HPY>pp3GqL|mO}Pz_7`9LuHHzJ%i+(94S+p7 z0!+9u*Q}5I8i?>j>yMfi*25p3w)ta*lMC>A{Ic1v__4fB%Zq+W*i(G z?SygNhd_dRfg%CxO&FYATU*=MsB?4C3^MYO^Hvf*bJLGVS)gb>ZvsZQZ8NKq5EFwM z%xyll5lEL34{XmLLT~d7!X+msC(&6i4#b%xK4-Z}W+tYP@No4iB0|C-W-Y`0=UWW2 zwT6hk)zaR#oa#kxvlL^HruOOeWxqJ)e`MPznBG7(gRu@lcc=wfLXOKZslantXM-er+@VV+F27-=(SKW6jczhaa0Fz-NmnDqOmRed`dU|?L z5!$64jR-Bcv^_jLtgMQO9ed%?)wO5)-VlfbXx9lGCWs*udPh&H(A?Xy+aP4^g4Pl= z1zZhqB4&dbZ@zuBUy)N>aDsLY6j~8XiZFu%K-JgMVu-bxDl?RXlxJKO{)V&N*Dv(j z1IEVD^vcSIZIv(oAjyDg1>>7>`g$MSqif=D6h#xc@!gj^W zshK zf%lo2H|JYlP11wtbp(;|5wHNHFr+UqUHCsyp^9lMC;)MU&eqP!&K?=iGfrsF3rJ{q z$*xYP7{tzi0F1Kt6L|9cyHIM6H>aGBHYNmslmc}N=V|79$?Dk+d{ETb> z(7O<{dBiWQW`?t9S2MA)0$W_nkyH~zeR*#J=2+NRX!8A;9`=VJjmP2j? z#WM>~@h`WqpoP+1gk+aghCoFaP$q(2)HD+;z7`cTJRG@oL6X=uo?F41nT@CnL!t| zhAIwB@DXqrrmu_)JHwV-FM;f!zKzbF|V-+~?q zBLh$b@Sn4c-FP-bTKSY|z;d)t-#e_2n2r@{ioGb)fG-u$WkHdE?z)9Q_^(OwSwWEZ zdlwmL2Q~&8I=bKn@V7u<>&wUl)sk9Kz*_m3N&J2y+l?B0@uE00S0PAwZ^`Hg?=AJ! z@g~e7yG6YjmNT<933u1JMw~fsPv!J?+hCu6O(^jk%tZql9b-w&$F#%8zfqkW>D*e`t#br795R_&ccg0anppsxMnKyx1 zX4R?;2>2kM$|65dt-+-4d8oQQ+vJFD%bR@l>Q#o_>$~Z_kai7?OXKHXYuJs}`d1XY z3OEm=Dgr4=Q8*u@=+Ax1ku9v#&^ss&rXu2BqNRLiG6OX$(E>J<0dvuV+Q`<>gbfclY9p2EOG-E59d`ccWyE zCG1H^q*`RuWL{vv{q1A!BAT}q90yC2G>$Bxlu?s9?nt67+;kO)dAMvVKtIkvj zh&<2nMr5}O+Jnb`IC2Tx*{3&{zOuYDv;M4plG3L+vv%n6;qOmK&4UN)Lj*21@xLnQXq)@FA za#Dqqk`C6F`9u5yz+dNy)96OCy4vnn%xZC&B~Go4BU zW)FPHTQ}5~cbuGe{b;DT81%{p_&Ov458ZNa*s~4m1Cg_kLQ64GQR2#_a{JxnjXwJA z*X3V`bL!mI>Elc6DdH4k%r;LblcMUc2PyB=e|UL3E9v;5sIz6Nc$+}^rigL+G|ilA zReH-oId0yoZR6$p9|_CvS1e!-x4nvf=6<)+jB&5widRW3Ppc=;`8I5L_)S{a$hf$; zpx}gqPVsswB0uaqb?^Q;Fw=N=c%qB23o4Qe8O+OBrWNdb(|1VXkZMco-WgWm?+r{{ zrC4j2m&b;+t&P9d#qBm5N_k0F5P<9_0afZ2Ie#s*iu3bxn=_^C6Ht{sNuikEyLS(q z2(0(E5L<#oZ2!E&?5cCsXN8qff5GU$d3wZm^YQ(ZP_GCTsNlj_g;jIICjhlAJ7yAD z&_WfpBA82H$@XRk8@?!pL`0bn(b`Yvn|iMI^JH5}DED&+U8FhXo8L9ljVc$&w~CFj z8^xs&Diq9XEGYljZwT)#Vmn0WAyyozzJ=e0m6E*F+p_^%T%_{@Niol3N<_THOQR>>lElWTn4X;d0z zS~uu)rnvIIb6U0&@A+g}HBxx|4B3Bv6NIny-LtbCK?hvEjg7eiUvn@Sr zR4poi@o^ixE+1dyT8ck%LL&J5)~<~Oz3yj5`h;9DA21{pCA}^gn_BWjn_?T2tu;1A zm+`PjIIoQI_y!t5YQtV|$n9{vK1O1lhikLo;6a6cU}<&6_Qn6oLYFdnWV(<`DW%_A=;41J?0IlFyY}PShzu!z ze}hir@EVhIbdAN({m(3apr%fbOQac@Q^Sl^OYqJ8%B4l+Pz#P0`1`Cy z9H1C&`CzZw14W`)HuB-LW#aCd`4|%FWhw>ZK$ylZ=w~tvI)Krl0T;BLT zAr(;;4N*6vbP?bzWH#2j`8kJXziPu!N;#VyMRPej{}x@Yke#4g5MhvjLCW1gl<;E?_Nkyh|s1U+J~?L%wrK*s5=!*-{*b~#6ehkJ~Dc~V^6J=%`-CY7rfx+42O&Lj+%U3;>) z<5wQba0HxGy!X&nU3*~Z$L#uA*l{ZRQM|QvoBX@>$H)Z+5&hdT{*MZI7ZbW%xi5Rn z`119LIygHKY>7QR4~4*w|8}KwmgR*SDwB5m1rIfU8AVAe|IZqXhW!6|0HEi5+WZ3~ zd=m2$)%jqUrFze1=x;{)C!BnO6X3TripBsl1vU(*XRDV-AOIpb*oE&}qODgf zv7XAN-FV$w!1!Ry;yu3TGooKZr)lg1#j>31>bCKWOHX?@-(HFi024%TjpZdvOH_=2 z_`=5(A7_zjO73@g8ux=k61*$pV^!z#-;YT=TW>-AeotkoI$Cz|LY05#jh*6e%_?DE z?FFBJ&zLa>S8#Tbzh+}KqMc^9HIg+|1flt+_|BgU2`vk@M|wM_o?V!%tVOA5hkldQ zrghrMorVz&@w|H1DlGn;79ehx!50AR^Ou@e zJb!J=NTXr@rMV{P%TLx=H^cCQ&4b|YbRN{o1k1CypG}WZ@Pq}IDP}6s7W=M zagu+MT>t&3cv9JM-z@Ou>A@QC5n3=J!X&md)tdbG{e8?(v#_2Ru*V?$&@r3Wz{0vx zqkJB8G5Oh1T(2m;k-Pqi;}gteLnKt>ehPQTbkE0Z3;P_oq;;hk~|2?08!ICdk7I-yM!YHT7sZeS8L&t8Ju`+BF z{oP-mos-><_MD7`E?6u~kvs5xujBtp8a)15uDj%in%bI5BusxpFeKc zqS}V@=9iVJEG-Z1Eq+n4_ZmgUy&q+0TChT2=TrKpeUc*er4PiG<5{|uGqokoE2&5A zPg#9G8!JF+URTU*2z}NkUg=(|dqng&#|{?8$|AG#(c42B_uqYCq2-!Q;SM3~kz{RT zOpZU8FZ7e$O}YuN_HOhE?(Z@F{5a*YZ1LQwNUII)pxJ&Q6j;uR73N<@XB2WtyrYzS zXRUlWI_^dko42v^Xl|SnlCiTIQU9bS8{S&$#eTu|I={fT)MeLzsvd^yt0M2L(QOeY zY~a!ICTQLHEm)$W1B$_p`JfI3sW#U%%1qNm^Iing1IaF_JN&azefMuEr*S7yH(?QKjC!82@6n5@SjDX zp&0rZ6{P=12z>~uRbG<;{ewM?QbqPc3e)NjW^YdP?VkwXGjay1n)Qg)6$y8Xo~-Aj ze%A7}GeM(9mn#L8A|#WY?aQ~Am|XU_A@hgS_QKY2lxk=Nd%)Nhng1|EZBu^e5j%nw znd`^vT`|O#@?|9PsY%OqT82HN*htYme*->wu|18VoGk;SOpa42!$4~WrF(6-U-3*` zBeOfN=Q};+ElTTa8C7GxA*WaLtm=A5T+{r0Rv}OJyD~ya#D?DkzNEN6$Twy#Gg=E8 zZKuiZ*7Kt0M?ndh;(EPNXf5I`zq@$L7lt99pAGwEnijKXV1WbU89c@yb-*Re%*0zHEiDa{ zI6)0UVqg3JM*RHQ|nA{?JL{VBiMn!3jM1*n|IQ zeBiZ*i&>1-wh9ak1RhHs?4rlpbN&10;2{P!ijfSL@PnDU1wCkRvft+%O(C#fAvVZ7)pQaoxP*$CBY`w@#D!f?Z+;Im|d6(R22)m zIzCtYs5-QGUGhcaT|U}Z$pedDYy6_8EtQ@aJLhPw2S0YrKD7 zW{|?s8%L?)AU05+z<&N5S|u=aUU2%rrUB7tQGGwV2^d8F1Qu*bKf8F9{VkO+A(5r@ zQw(E&Ds1Wc#_*!uY{|`H`&)7N0<4QCN$hkKI0=r6FY0VdigiCu9_YH(QI)dzv+MGE zpS{AG=t3MlPc%5Q{yA_2ra6RO_YeeCu;EhwBKqVFj6I0;AAvJQoYe!7 z1hjbBT7m1Fzmj2IWsx#aA~kWWZNC^DydWS*&CZk~MRA;zX)(xqwDggLtbx3O?}#vt zf`NHXUCApqD@ne;@rQ3Gb)@oAHJ)T>X?sUlllx>}^KX!}CcIY%MEm>BjHaAYR&oUS z&t7<4{@h=_-uSF0uHjw8+TD2X=PsLl#UgilZ_ zH4U#JPF1vL!h{GXLKd8ijXyLRN=W#7@UgPWPckzz!`Y%#UdQ}VGa4!p?5^%^*OVF! zCOFt7>VMO9Ejtd3mrv)yAe=Bk@q_?DsQK?X&Go!54xc4iJ^0$yMZ*391BcUU+U08` z4Y&!ar#1%%2frUNI=tq)^;3V)KBh)c-Re}!o&Kd7q50S*$w*l&|6tJF0I5if5AE0< zUwAN#-)sJI@L_Y@iR&>>QX?Qdwx_h_CR10XMO(i!cXZgRyF^|sb2H3(sVX2%KYOw^gO4Z^jd

|I+PIB_GYF!CPamt8n7Fv^YZ8M6R#P~Zu)j8(qxyDeXb4Q{ zUK{aGQX_sfBoL7e2!gAvlcG4UMI*yL$@0 zsH*F#>gfrBSOa3?tjl63NGS+QCrBUnwgDM9?aYgq)Ix3wB8#sHnpk$Q#kulVTJOf z0#gl&cg(W_A>?j!%U-rY$~4)oE-#~#TyLM`XQVH$KA>=F<(;^Z`6Zq=kSD;j;$u{K zL7RBNPO`xMb{tL4??JUrCC|v8EWL8&hhRUjxf5hp4 zGWHf8YMw!S#!SQA7<_x__Rl(dw`Lu*RCn1nmpJ7XjH9iFQ*NrTqgl%t^1v}9AIDk^zz*hPesxvW8Xt=dBQO>nDRY0-g(<#WY}1bdnofxiZ{T4Ff$ zn(RF53ddeRiq?UH#<_}_;I~y6F9)wHV(sBfp!rzgNgv<#JsO&?;eGLJi_lIe_+54& ze&8pMyv~0W6xXkV8wuQN4TodekHXx+1p%RoIR8>x%ab<_Cm^gpo-BhVss{$_jMdiF z!OT>*^*pe5X_rrcjtQFyG+r{)D$p_ST0v|(Knx%p>>j^%z&C_AbNv22LL7oaS3=P& zs#ibj_k*zu;{GEfLEv{STW%Vf_KhJaBqR(9+rik4ko$97kLbF)`^W^2_JiHfuTsgF z4bX8FnbNord35a^6Oo_J#=Tj|PSz+fu`pXq<5O^3-}bwhlZm2VQThBr`MoZwdWGcx z8In($@1N`ht7sy(^%xhz2L%SR{0{KEg;NOW&En$V><-DYg6mjzuLHz%-RXdkkR&*B z1e*8{$!r@s99@WhIG&nX>j@{2Z8O2I!w?5b@-Rd?EQt&=sL~v^#v;og_<}>HQ#BL} z@o+?B?v9&DJ|$T3hjZk?Uypi-Z_&lUvCT$%B5AdHHxCY zZm@i3fOEQVRvp7H*tsr=W$w>0U0BF?Xl`&R_Mcu~`|gCgO0A#G@?kiLbnj?ql!Bw^ zS=#P^6oGF7JyX!#m(kcElFvp3lmqXo2nYCBw&-jZd$)+yag^k}G_iYuN33#s{U!bo zsf@WnS~2CUL;Ce@)?c=ZPeN#JsSMisb;Wn!h{=gojL|>L_no${Fu}q5S~g@2l1O(} zSFb*y$n))sah>E!q~hkB;IAqRLH_RetV(i6-W9hn-iHmvKThAH{-F5aUBTUVRF&Be zp2<+SX!n>?x-cIks+L@BHOw1)xD#UVt4X?9ES`c)H3OZY9p&U^l1v1pivfn);%Y64 z#n+j2vVZ;#0VNYaTq8J?1Ln#TNC!CTJRnJM0At1=mp?1~?Sa~W)o81=c*3>Why~jp z*IIV3s}7sp?a=0=uil54!?ZM5^hkUiwczcPI(rZkZTIx_H*Unc$;JHI4ppTrVwHG> z&t{ULB%@$+>LQq+K6=fp#H{{p;kBg$GE}I^VA@+=URGPj zXDWR?chBEeBe?z3ej{-k<_iy8kLBD`p%i2%Hzw-t7`8CC`^iZku8-fr!?RG$?x-wA z({t(SS2FaviDPqA(0r|Nmi{5Q_Lz z${&J}N1&?w{Nl}9Z|s`x;5{C_XYJa`cvK4pmFuYFSEo*!0>01$_T+~*)EF$@&ufk8 zGAA8yTn<=d%KB0_;(?8->Q+u$601H!NUg`yv|A8~a%Q3CiGyaEk4u!w`mX3XUe%kg zq`As-vWEsl(|J{wW7zw&w>iuLO!?T&#LbMO{f+N^Td!o)R{%dSp2gDQDrR=sL(Y`D z=>el4(@Utj#07v|Eyr@Y!MUV*@Vm{we^0?j>ha@GkV%7(Up9P7qipA7AuA`K-_z03 z`gb4}RqHy|Z%WgV4z0k#(~>P1dsmWd*`7H1eH)=I%X`}RriDkoc37LF=dsx5+b;+G z$r48+$;|J4Qqc0Uy*yc1ZimuL>F%&J^#<2s>r|nkNWc^Iz{+uhnk^+M^ElDvHcy9iqd2@zgBi7)jYO5 zU3nUxs#1ZMH)bzVc^`1-vb`2Ah@uZRU<(e(qoeA@98y!MOa$D%1D5!BieJu{B5{-|;^mN`Nso#@w8YTf(%{XfsE#HQ|J_*E;`u>N^9 z49T1tvVpJCL!aFH(Xv3 z`e4kGfTa=Zn=aL&@&E(fEbb=eh+r_5^i{P1bF>4;?oY2zaCaEoxtf!4)y_L*O*Yr= z8l~5Bqou5nym#X0!FUW;m#w1}Mx;UW$uH=!U(0Yu9@mQ!_NteD25r`usPYNy@@4Gl z0~~&m2Q8lF*=ex{FQu3l{2$+I-H5X8=ZkGPATa$Az13tH`o6sP_8g^y;0(FF$fOcE zQFI35lWgQ|ixjjmZu*!PSMoNV2HahxI1ac=%s@oO}wxg`URMLR5&l8KTQ7V zFjE2V|A=IN)};1<#x6xOb*gog8TK)~ol;pacVV8Y#R}#q+T&NzvZS%R&$4rl3CX87 znm)K`FIXwHF&YjhzUeBFY18XiBFE*H)j7XSl?n|Z8N;}+TIu(es^ewu-#V1(5#nBjjrWG9%H}2xnvaH}Nro#9BA$0iH5$ckU#DzU{MPv3=JSZMGzpr?EGz|Y}TuQq%Zr!WI?(4VW@xN9X z=`bv{)eALl=?dxfB{kenaKB?M%_h?95MSsY|C;iw*}Go@!BPHHOZY<1OeFPSPIo{W zUzMip`g{2@T)Cedi~e{}=#wl`9K z(5esX8D)Hs`z96;nwf>>`FL41n@Yn#r<#c>s7%q|LNA6*+%Br1&U2FA#<3$e^#0*c zYs_~fB>ZU&<`N1y0{Bw_iShBdW{5xd0@m;hGp76Z2e?4^j+1(J^VUDf^t@A8Uf8gx zD3qX-!B3=@tt7ccOCp~{rg=F&aEYtN_+cr2r%4Ds{8{-P|5EifE zuBIlL_2Gu8?Awz!?Pu)x**62IGipO(Z8a_Vd&whEWl?c#lX5IF+VQ0A#|fikf?Q{9 zLx!H~CEQr@Z|UAr7iY0~uoXr*g&n}-RP=zV3-9O$Msw1NoVcVqg(B$8RrBs85#3D8RkE$ z0bf{N%IJ8=<@sWW1_sw?wrMI9Ck1(DI^Vi3q{-7q(!R^W`{Udwe5sqS&_GOS2h#>hC9915yqZA?=s816poeghKq$p=c6w1 zYhjdhlK*U=NPFQ!-%hRP6#UYtha;0$gL{l}^20jnF+;*qZfgRzF~9$c#=nKZ)=JMy zBv{(n_6yA>hgzKbLo)%QR%(U$D(>H7KX?|HW^Y;1ql7Q` zI=@)L*F$-O<>9Mj`#4?ZF8R=XDHm~u5i-kA)+)}AD$&Z=E`rCK>b29N6J=;uhaDb7 zKisukesu4p6}sdn!RL$DPU)KDUN|Ii2i&>cmOUQIZ`-mP^|PvA_3nwuY0pGO|M~V| z3AeZRhtdZPYQ5>|#|?&`c(g4x3ab4Ks%m?q zy-Em(N|y*oH&W6i-QC^YA&r1^NgTSn5$P1^Mq0XCy8Er8_y68wIJ|Pl;hfFdYp=EU z{J!~{t8E21e$%PFptSKV14ZE4<_udm1_ATtb7t*7V$t7|j{w716al1~KH`GVZwa&n zstrh4lVJuF8HaWfO~%}^6p@5(ht6fj{l==l@jf6P{PA(r?e0`x_tiih{&;L2-`uvU9BXPRH|*~~9$aQ|(o^qe{iSC>C1hVL(yLI56zUW$`-&`O7S=Yl2~ zeoFh24Z~%FeyW1`<|2!hx4S&wU_xHPrr6Gp?u`l>P0oUoOTN5BMbsZv#c$}YCGUMP za9{8|-C_+&{<`44Z+*<`T?|vq>+7x-|DystB@}mq-8T|jh{~TSXn8fDMRY$}WjLtV zqB1Qiglu6t^G{j!{PLM#qlBa(`zMRCdh6&120~G4^3BCx>vKo}_|bK_iOUMpSc;HW z=xQN#i`pCTw-4)FsSbU!IAHt4S0;5tE+_mbQk1>se?l^_ zWym|XgV1vfXoZ|a*yAWclk;Jzx}uiC&B}|g?40b7LivS14X>rJEBF&?t%XzEoh^E1 z3|?=p$LQ5g;Ovn8#v@BCIkBFJHwg<@)(EJ~v>-aV85sqA-PIAm(Qpg;wue|k7u5e< zkDp(}sD8M!#;*UAfA+eLWclM}v@+kl?Kq#JJKKvok|$5(tSPzAyk=$u?MFi?tx6%i zr>2RCVv)f#wWmTxHI%FB#;*jv35ibj5@#o>Nt8~LDCy{${Vv54wEmJhcJeJ~?1Sz7 ze)1wuP7X%71miEaM-Q)^-Kb$KER*SSo?P7@cI;}HMNTcVU+T9bmOLAdQy6N3T<$8B z=jt8jDjNOy|52-!vkeYI9BpMA@c3Z;BsM}&6Bf?+oWDcwJeNA5Gm_E3|vxh9(*5r z5Jio0PG6?33gj8S#mIlSf&9V73@CY%0gpa5JQG4Vl{0p%vv%FmNz3 z9ue+8PlyY-nV$Rd>i(d5|LDSzXyh4yD zmbPZ>5bt^^KqT<@4kA5)_ut)Brn^E~E`b1Rrw}dXlP7+I+ksfbYp%k3M*2$ryKkq0 zi=!bk-o)}`)E@od$ue87+&1Mm-n%0*_FR|4*ot3?=T>R#GOzrZ%ee6r5AkjGigG;A znFH!!!(1KT8h`w0U(kg)6G7e=;o*F6=0l^x<2|w~lhRT^iWrcp?3 z=rct>Hk#OiCl!oq9Ish|X6NMZrYlqnX4Uwxf8RDP$CfsVa${FO^}>9-dFD2ww54%t1MwJ<@3GSQ z+B9RtXIo%HSdP1Vuv)!locEWDQp*wR+X>vJ-Hvp7zq^89y>5#~N^^YBH}va6=jl`E z1@;-G{YCJkUq75WaC6w{qogd-erUnnQihk4z()xQYGzcIdz#%lC0*b0?wp&}ijJBK zQ<&94Vc_QDr!ewC9MdrEru7=rhs&Ga9tGH`G=t^pmfMqFnrxOPH5zR9cLUjEw()Tg z z_h&!39z#^2(w^~{wRG}_v=8^*r)#jkHrmObBnd)~A4Q&AJ6U{af$PuwSX^!{+-sit z<(21{W%zU+$8MKca=vc7MrrCF#%9uq28Y7&?!XU z3S1N8AB}(kVu>D``=hXr;F&#{*UK`mZ!^UR@RCZ#E;nIm_X4_VZ9+d;?u~N~0!ld3 zw^iNkH71H*V3~HME9>Gtk%GXU3SJpgr7Ni|nFnSgCBvOqsKZy0gb5b)$Rp=bf68}} zHeL=A6VB6LUEG-t8RIK9Llu)vXscH6U718U-=L;nJ00N|!1r73=Q{40lhDP;xB;as z(4d3frwiXNp=&V&TXW`HSDV-r*0^xnuP}+C2yRjT@QgiI2&FeABhLDDigF?|68OCq z=kUaeQW=#63En~)##Wvw?}J}05C88aQ5KRHV~>*=tj?E$mgM<#XL6uzWhK|2v=R*&<00Th(?9>@oX&$ zRIe6qemw4ZZ9u|wJ>3?W9r-*TTY!o>VJqh|JnzQiaZa3lxu|~A*F$J*V)F2CYx|bd z<>t@0?1px`r-AZQqf=;qcOTytZSAT3C|0%u^^krNCa^<0^niLB!AI1R`;{dxX-ktl ziq0TCdg!@-V)wI65XLt+c-DFQs_o3&G2Ju!a8ecU&&WB+1A_yj@N3N10=uP?=b5cJ zQIGw8722;=uvtk+OKMjB>ChyPe002As;vB=gYvi>L!+j2_X3bACHBga!^Hry9XA_>AL)$z-(Vox`r?h4J2YpNRHARNk z^^(smMR-fAe9NEP!zm5zNG~mkz`3%o;;&DWy^JFky1MDx8GbBqgg=i_8~aA^NvM*? z`8v&}2$tC+vqZD1*V!)b+Wn0HY*mNY54A|5Wj zLF++vP1p)c@IgI1@kC5#(7AJ%b8THRTMQV>A>(;djP(-JEr;g0fj5mjPwZ?#+%=t; z8$YLLg??hX#amJeo@b=Wy==s0M1RK$PyvaEF2|*VWYQ9xcBO=T_Ce$Nm&zmtqlL>h ze?Lu+DX);JQjLc78dceJcKu4I!OfnNF9RFa_e=PoRG-KsoE;`sDfGGbqijgn2o)V$ zb;!#IHlo7+Np8iI+}WXc8r2qF&W}%l>c0x-yGEYtd9E+zss~sP>rk7>#by@-T18ssgcri)fZxvBbR24=7kSvxmtXK$Xarj!b?R4Lu&wPR6! zZ=#1(1rI2}P(1d$v|xVeX>P70l8<7D5)wfsaWFeR?VnpVE*u`}SB!ONsy-^aC~(iv z6Md*)m`YTqdP`ooL{W-ofCn=a?(HoHE5MaA`*F=NpfI~~HrpYnP2SVUsQ&HWE#rxP zN2kG2m|w)+4<464W{140d8WCC;Leue$JL*B@mM$kF=Lp8;VG64L%Xbn#toP4kA~%>hJb(oz}F=aiD+;h!$`*#(dBbF zDPv=`RI3|N_R@V=dP5?ryL1^!;7s3Vv)C+ribV(K>$>>1973N{Ea^H@Lfr<(g$+8X z=v@sI-}K~uIMKITjjAhLx9h!YX#1v4H&ZEMJR>o1ys-C-e6VuXp}_G(^Kf%B<6SnL z&!M&>=u?SAhp7ROz38>FaRsI|qKdyGYsc7*&Vmvg3})~BW)opCo|{17bmmH9gl6tS zQWW=x)99Ygg&+biEh~H;m%HuCwY-7CU9@LgCF}xGli!hAzd@d>z514ij2!no(fwI^ z$86W*L;1{v?n%E6*{)#-tz^8ws4(7)4yel?9h+HsnU3L8;= z3nfS2vMS`k<6MGZK`}Hk0&PBRxUR_3C2)C+^YGjvJsv<$cK^)c3h_O4b zfah#`TsfqbI#G!e-59;Mo!b3_bJ2?8#A;`AEr+;NaLO#d#0U#Dnqv?Ynv@wcd-&P+ zaDR89M=v{=qP?Jx+V*XW)tcc)6Z}fMfc6{@M&S6X>!*88S%~apCaG>iUoz=xWm!44cugjLwAu5GoFXO6FagQNcv5a-j4#b1SU8INMXu+ zy^q$=hj-5OQv4rRo)IBKKW*v{SM|LTFRF7{Ql)GAIYYVTpVeWzSKlo-C88$~v91R!qC=~rFv<7TsAqH$q^Q+`J1rh3ET#gpko>$m?sWz|8T|AFjG2fy;v00?NV*{K!9DjRdJ+Hp1Pv z)-xm*z5Cx_d=v9?GMyB>K2$JX>oIusR#M=?N0*0{o7NT z%kt)5-l=%x)(as|pp7#0$hufhJM@*Yp^Xw!$c`-B6iA}X<`#rojb-+05&zwRP~c}L zr5#VWd+g~k!r>tPlLq!Do=uJBpsWbiqR)wgcfxp7g(6?nD^vj5(eiP?9`PCKKD%?i zvPFMhk@$+szx&lM5m+@b8IKk{E%%z5WvPt^uum|9&|TAgycdR5oMZeMQlkrS~0(Ci?#0beQj^#H# z76;+xgl}QQl-4mGfzF#6yV2?a{;T#TCowU9EMY5uFM)`8gQx(1#sE?$S<~yPqmC;z zdldglv3d_Y!h}ZpIVALYRKRsry+e3P%JMuo^Ugc#)LUhvkGip69&a0i=Cp^RtBw5B zn)MzMQpah@^-MbV{Cb}@5m*WK)^8bK2S;1F@3K8^be+}9!ZV`M zNV7}pe`8UJ7heB;mb8m@oK_zC4<&y`@}b7w%EFLXq2Q;*q`5#%_T5Ct>f^-?i~Z6} zy@+(q7_;E=7@RnzL5&}gH)4}R)Ua0T&BXO7PYSD>`^2~Qv9TbPQur(mor9{Doa1pe3R9#+{=>J;iu$DyUp5TH2faB(IWps75Qgo zX_8FSNZuvh$c*I?41EV?Z!ff==$FXbm&(|l$a$uEt_M;Hy;n}{ubH1@f3Rai)Oe9W zavf1x99z9{i^U8f<}Mkz4=wCR@-$y$P9-j!dAL{amo#mK2!MPmA^rBro zDoe>JMs)%Oy?GXaKEOA>HnI3B@v^EEQ*gOvB#=+mKk}Q%=kv=>Dp;sa=u#dl~-w>oW?v z@rpt=vForr%DrmHIYN*9Xmsj0Rh%%vn&Inwh;#Tl`fwZ<>O=`b)+j&9You%8t-O0? z;jVd6~I`d<5y;2MD_E7ADjBqK_hTuM`9*#!h{EzL*fl5HhebTRw~H} z`6;zI!W0^wRQ6tE_D$CCQvjCI(k+g98fj*8x4d#+N@bh+Cz_Jy-gd?Ju#>0fdhL~t z9t1&BIyg8i`nxWNJ<7SIK+20ETGael+mgXT$e13FdgYBtx1EADbeqI6+VsZ6WkklKyAvpizdcT^A$`-uopVrq$U-i@th1}E#KnmUoT0osaW5q1&g@s;9%+tI|1qEzb_(M41%lj>Sgfw6A)}rDx`8x zsSHdqj>Gkdg}>ZCt;CL%UE*3_>5`P9O2*CCsBX_IIPjj>C6WEGagU>$eZv?Pvbt*` zM9@n!5;cQmen?x#=U96*Go9dhfB)JP=>=%y!Jn--oUmv6ZLl!9X-FaCMCj%f6i+wR ze4`*Hn}dXo^b%Hp$d@7=yW3@Nw%SBxc;}8_C^@&M=d}4Nj%Cw%XnO14M$dl-{22uW z+q!S~Jwp5U7;6Tr(2GCZ=lffD_v#T(Xb_89Zn{_zb9swFpB_1%f!zxjRhcitFI|aevE9y z<#S#u`i0l*E;;_TI%d3Y*X1p^*bniLGLe2WG~sT5P#nFmFB8U3Kn9!Lk0SV9%imV5 zV1VE4v$oM-b)(-H|Dlo^5SHD#2dp{iHV=-|` z$V(;iKc?a?gvLYpsvZd(^Ct+Pw|I&iokni3;$n!WC||o~Pzx}Es@8Fu0_~_V;mna* zKU2gk@EIGwC;kNY{^thg^^hsq?PHDl%XMrCEp9}N=_`dOoM+7IyEda#Yy~+HM1=j9 ze@sX*48prngO!U0H<^{EbS-$5HRwl>^{a%gGU1TRo;XiLORr-} zMkX}kqt4$Aqzx{3Ag_G(6+h%z6y=jA+lC=4)~q4_Z4q^B@7hgjjC$~d3SU8f4@43U zxvjxDYw4h~NbXF{O;ILN<@IU1W1t+1m@o=~f5F=85L#WIUp{Sd7oq8JH_)mXwDDOD zNLci+Sy4@43+hhV{Yc4zl1)q;Z#7T6I|kooDEPdtuQm6X_dnT;Iuw}g=;$zEeb?%V zNQIuDkalWxfgW|xa6jJ)ZX}dRsas7{3d9f6j=Y{T)Sd?VA$PefV&T~a2N!CgTzyyQ z=UBeYj;p_7eg?;;Vrlv7_f)1m%JYd1JgQDee8LU^jbnXq@2=EW4J4!&%;U2=czl;r zW4>PQ(?4=$j9t~s5G_jMqg8J=txqU_gU2gWIR5ijJv%Ult;b_t8K0p_j#A!aWUhw z(VktS3F@WA;@7Bxo=lcQ*|UCl zsf{4LpEwPx%offtIEL;O*=AJV&KS8Zo*?~H_Q@`v#ZGfDvaQnC zQxrAmzb<3FJjXUpKp7D4;=)T`af$yu8B^0tluGZ^b!3j!8n`a!V6YmZSRj6cK39JX9=*>>bT4S^YGY533WqzzayE-o(hEzptVKktYiZI7Q(nBQcl ziKb1otfZcWq%PIoclJkhS_>!_NH#<-+RA}0dw?ckC0~@UBV9E+C}LLcLq)X5Vnoq} zF2`$j9A&u1`y+kf9xl6AJ|!xAE|+iRnQ(zArxp;XDq|_Qbl6gZB?kKcyb?`$>i@~J z;ll)lA{k=2PFWWD|9T#@U}2M;EgSKZ)CJKo+n&+$<}Xz~W9>OB_`sJ#{&T8@hU~Y5 zpn7UJzH$vkAfosUVr{p%&4cRrSh&_`xHgHbm@{t8nyZB-+*j8Uc6FCZChL!dV( zKy*`KXd1bWDW~+MYXwcK8HH@3mwFH9T_=j$hQAH|hxLw;Rve#4|Ehz;`S)D6S4E1p z6&lP({fiy9x(k;l2SP&lbx!A^d=HiTL#7$8LLGHFOA6KRiAp5$#m>t(|L0WrdjV(( zCB{)9_)?HP?(>|ElMBaYUWpPnSTbmK^vCD01_%dB(OD9j4$)T zi=0?FtpEMHrlRF!a8I&(;gbJngX0XV<*WVaI_L3x#?evm2ONef$uJf!YIJ%GS|D># z47lmN6(!ajC~`1+vwHpa3D6FL0F_(Gg_>njy|BFcmcO5XeopS%buBLphFU3U*-mO@wi zKiTC8Hb<+^!cjxvSWg8tvKy=-q{|6;vQ_}pT#K|P54UB97`qX=nZI|Uu)wEhX{its zmxL+7cN-u`WjzbX(Qw+Pj$C=S1mS#Ksjw~Tr>*t&G`cEt?ZDO~Xsij<^ zg0S9n@OYz*x?u1<57(Hp3a{0y3n>AqPN63k}lz)gxVq9a@L4f!}VpX z?nO*tb$DSlvT!UXeN?a&3W87RMTOvPaG`Pwbyodk?A+ng-&Xj zT|K`6NAqoxctSq2^-I$UStvP7QRbkpoGcAiGpAHamm|4ftM}J*Gm})5vT2tEz5)3c zi>h$kqWnOrLSz`{Q2Hvhq$%@FshfNOF?UwJ9O6LA$wLJn;@mHC@xI+-JcXGpRY;~r zLt|L7p`~gK+|;UnJ;&SCSfKBQJ#E&2K$OM2>bpN@L8fa5)k~%8s(#NoKd(Irna4NS z)|muyR$CmA783_zLLYtkh1Snw*JT9DsY~jTl)FA|W=5UZ3#1VDt|^nW6P7G| z-~06Oe+w8GGon&b*5(+YA^D8X?gqLJnZKHY7*8AJ88SbF7^6}{XZevUeSlL#&M7kZ z;w{%8lbPBn+KV+?*8ewsi6}es*}|l4fnHWjPe#vMFhO)OpbGh;DW?tX|0-?vY;O;W zu_P5zbIzxsr+JsH`*<(u(Yxb-g^@OQG^km-ohWgM_TT$Stu=+mjP809df~o>nH2ej zZ2I20t*fWn(t&3$Gf5`ttL}SN5=rErTMd*Lh=8TY`-Mo!{TVIcOG_QxT|}JHQ#KXV z_q6MIsiUH43`3|8VpzlDRzgmg{P}|W zng(;Zh%Vkm_;LJX*e?^mzr~!xI}ZQB=;S7=r%jIUh>f%Kp3-tz?fFc=nqP-7trrn0 z=gTj$1YT6s#0ql{{aXXU+mXK0maidPZ(B^})ppYVHxQ^1IFr~h_&4HdoC!c8cSHw%1hKOW;q}! zQGi-VL`b*>v!#7*`jcm<5r@o)lZ<0{l_pcGiDEDiv;T&_P(g|R-A}!=n(kEj1>UbK zu-fS85^&*>5=&|TvmuYMx8#+rHgO1apq&_Zq#BBB96wP+0aMt?iHFd4+hs%3)96R4 z$nWf&;Rq$*y1ygexIeRigPFqEl#S2ZB8r7M+K<_Z&NCsTM&f;rj4yLvp^4{PW&^rx zw73B+e7cQL^lAILw-Pn8k&CQnJ zWc?|1`)C!BGK0q!yNL#?V@F%`B3wyG+k6=JaBo1 z2VbOdpUjkJbi3@*yrrh8+e+_`1+4L%4eY7b$GJsqq3Zn~KQbQITTICpHD}8IQ9_=4 zHup4Tx$b{`679Sv>qXZR;+bovT#c0EolLiLH7J&H&UXu89pgUXXbF+oVzViX^`?QMrN}JoiqCsFy@E z@roCQ3kW;)OclRGFG}1qoY#Vtc-VzQ-rGLpTOi4JkSJwfNVgXJz>OSqR|NIy?;VQ^ zRkyA5LrY-!kz*fp{ zUZkoK=tA@oDZ9Z^-N0At5{)wCO;t{ih??BQ+?1T77*1ncI&M4GGQa&5l4H_{(El3Q zqv*fUnDhrmi6#Mmcqp{&UqyjBq25f=CD0eyWVr7nw8wo_vnH%*A~tEy0j=Rh0BZEI zQzKh0oKhGctf|s%C($1k^+T z5M2NuLSXzr^`O(LKLU0VC~py%QcB;R{uj#?Oi52)4yb`6+^140A0`hA`T@z0oRsvx z$S@_OzJzmPWrqs1O4dNi2FcfxS$<_p2^$38)nCR$OKN#OMK!3I3;>6GVLRG|^)}XV zQ)nTsG(7@?55Itn^!1(#q&fvJgOrbRCt3cu7LV)o!(6sa&YSZ3+VA&J64sL^`lbLm z3T#M=0O1Cl0m&b%Il=D(2K5knh#-^#fb#N9-jhiKlI(Hd$8B9(8Gs*A#%g>y6k79HkWbbhN9ryUI#sgf_jb^?Z)iY_L ziK9qxV4*B3UIw=;^k+G+|$uh*$O}N+ypl z^?lqn;>Y>2NF(#5YqmiAHblE(XCXIjGCQ%{MB)a9#D-uZ?=q9Vg%HQyaVXA7ShU31 zGeh8oO@q&>vLJXmq?wcbdp1y9Kv)CF`v8nQsD}->zGn8Jyo)-q?;2wKz>h@ms+G~LbI*>#FwQYjT0T7b~Y|4NQy8^t;JM#^v zAP+!T2#}PaQBi=I9E6MuUiOZd({7m`e7iN2@@Z086$BOtOAV6|TQ5PAB>*52WFUZZ zYvA3gd20zK3=BLnz&AqUed1}=KMH{?g`$FVDDV&DDuRr-gP0gJVrnWXs9z5cST%om z--Gl35XFKz3Nl_&SS?jRaUGaf9{^=a$O+K;z(u2$>;)V|z|#QYuud+|kMfUG<^KE#LDgw&3Bv zt*W1?Kib$F08<6vc3%NwN*aJe1DD)Mj>1JJFd5%m>~k6Qel0941Rcd=J)ixEN&#V- zhK7coJ~9~m9!-Gm`v88dWxsX~>QDv%c<>z*@C>}M=fI-e^#=l+`u6xBnp>}5AW&{C|P{KKs9cpB>4oxco{~yW~1|CX6uQPeTp;w~#4&u6i zJ0A)L1O3qrAf_ZZc}se@!myWe<_KXQIoQu zqb18{pE(z8mAGk%3{+!vga^T7TA&O%Ym!^KLE`65N75iJBbeBz@&`rSMP#h+s6J40 z21owAGx=;GkiqN49ti+0cfqJ60Mk-uzt#=nc>o@^EN{W)5gZaU@(lPB!BN=&BNF)i zCzGMMRN$mgQd1YJS8alErvCui8*4!$jZmlkJb*lV-R{?gan^!qtKRH-45+5URUmi< zMc%?<7ntp)OVu3#OtR#r98mZHbr|G3z02ls++?wyt^W4y2;|IxyrFyGcnpSq0=STb zs+~Xz2Ux|7j8H}a*cD8CCIIvXaeyE)0|bgdS2*zbWZB?2flCbh1jvu!;o{Qt-~{AL zv`K<;5S29#1r)b~;|JcDCFf~vm693|#sD0fWxwA(@m}Wo)M+OCZKXoSJB;+IEJCju zVL=Sd*W5q@&G)wiTrt%INs5|X*`HoOKZz*SAv*kl{@oz>o!OTc>w;8Y;O?*m z-{XJ9*iRSa9Nz}ciH1%VL)o%QMQQp)A|5(8n2ncJ`@Ehi&PKZ&t{8~i?$7+T=`}z2 zD^fvE!DC%5)?_XcnbP*(E0%FEH}dN94@yKBW3k z|E-5@SVvT?hTg? zo-et}gm$0!@eA$MJ<=Y;$Iopoc3D>xQnm4ZM~E-o%$cQmL(kq6+;1sev? z+aGB8<7)Lq`WD!MWQCxij_>u_`eG@%^a@jfmz^7=Pl2eVZ!=a3hQRS%{r^W;t+E4u zHfa2cxd#_(-hN6#!lyp6gy1=Y1gOK2$GsX{tqz0|l9H#Vry%aiszxIOSRtT^Pj_I( z0F{0AOH_G&I$_=TH?lhYaCt^#~_4RAOEx^a#9 zxCzL|g|35O`|$y=S7?eLASM8F>zP*g6>6}B}mmQ{hi;A!^+nN+Eh17ZH|NLH2WvaK| z>%K;lZ=fY|t~J}EmKtq*D9$!vV(L(ADlP#kn;!0b2H~&khM#wO`B0;{9ycW`+O6b% zv>+uL3#GT;brG<0|KJ*9`V*X>C$@ za9WL}foUI^(TZIGNMFUvd>ug2Fli+wAy!z6RTEWQiv|Cb zdW9*p^>^vyS0(|mW?*l31vc_{dhKK|QNh##+y<-JYI86%=K&K2c$be_f`B!7z|nBX z5oBexfcs3a2cyHTfXx(mGpI&D7k8x^n4acM3$0)Q1pos%RXu$Gz<9j$c?8s$RM2k5|n zuo51QL1vRCV+tkvP86cznrrFS0b4(ye*&X$%)rJC@KAR}|NXV7L&kb#2k3lsVumQl z+};=(6nc9t;^{MldTSW_Y+9{^n_^ctxEzrsT<-E3oVBwp(o)fpWg}klC64ZV50}wq z=5#KbuKI*9l39!%IBOuziU#kpqin!1N${O(fI^G8+QmeA;y;eP5DRc?Ki(hufKd{F zLi=khFM)>|3U8oMDK!K0da2cmnHwbNfc?NLM#0z3{qlgvbU4-Hpn-yms|loV0Z(jR zVxl6rR)FWZ8tlmbfry18G%%rCHQ4(B0Dm!CI1CIUaL^_NGchqiS;SyN0d8lPov{tD zJyT=@%eTwk)c&kxMVVs3FxYbe%-EK=zpoFPz714iz>awi(mnLrK7*wNut+8syN0`@uUQKjS@fbs7EV;gud>&!;8f!k9=SoqolRJ6gDlmcE2EpPhj>cl?Qi@bu< zjrb+)ctHh2d-0uRamCl`1a77)cRsD^m&4g`Z~*~a57(;Pje48m^MrNl5B0`}H?|)) zyje3pBDRu6@dXo|}(7 zgo;?d6s6fwQ|I-+hKxykh>oDhE4)W~avx_QA}AA;BcVkh`Yg zsTb{r2@XQIi!~zY0;&_*H?;v%T;3|tBl$S-9sgqQxLTMFG854>7hgtX!*|@L)Ron* z63dG#WZOz&1+!i4j83cOuUlqt;eG4}In?P%S%wbQrY6t4T|vLx1X))wY=UAFO^w-H z%VhVwa35?JJ!*q6Cb#M&$tG11jag`vxe^9WozDHc$?Go-DUtL(a}Kl=TvOZGkoeP@ z@0L*wA#OA+&duz^oau?F1ek9HIO}wXZg=ohjg92o8;9Q;8=o!t#K}FVRaa&FKH0q; zSX8UrO<<+T?)pLIQ7uG^&$jaL{8oF>YyRsV25({oUH(~;ai(gG0;``$hR``3KeOLr zBGPdD+?(p1uNfKtqGG{qjMEU5BeA3nl8Wk4$C_u+Ja(GiOoet+Aj$aLox)#_mIXax zffllA^Fx=WDttH4y$$`kG65ueu>O!{{|%U`uLLW{$_2C|3E_(YSBB&F`AgNxG&TYR zCEVJ(o4L@Vvp9$Y=tEw!&`W0DotbcH_%b-Z}S;L4{&pCGvy zu+iu9v_OL1#L}XsUX8cHu3#Wn>tft;}-Cg3_>9g>qI{XOKnx)Zfqu&~4s(yLMnAf=lUdb3zjOQOEt&c9i~iCXhd+fuWo-7*&clN;L^cM6h9s%C99@ z<1TiKkXdhcEew;RrQ=s(URA-LT^L@KQmt?BT4^0f`2aa%EwQHkY%Yn!tjerKk;XGt z`(<8B#X$Dl=(uWuO3Lrjp+ps#tQOzZ^baXhmYMFP)z{0^6uq*8rhRYpS0fU~tWfSt z8l;j#tc8jabP6O2$Ye#zDDFO2cx4f;T&S$!E;U_P9T!aLXG>gzfq`X`Umzaa zPreCi9V~PlGbUm8CIgq#OO8v8pBAlVsu7i`+LZ(u5-T;_z9}ap_7>_dl;3O@oD0R7 zmDpPsq@U35Td>W>H`R6OQ)HJrGelIYy?p*p0U+9jqN(r@iNgP8URADKKqZz!6npiu zweK2xu&G@>LiRB9i6tHCsSh^VeLleS-la90sSWyODPp=TI)JnAUjr@TVtD1obOzs# z!g@72^*x8tBE@*h))q(w1uHoPc{;nZ#-~)8CT$U+PWd%==emc6wbO`{Vy)5-Qn0Kl zmc(s*MUTA$$u&I6uK9vFn_$^r*G4n6lse$O`Z3;vX0ZA_mU%GzeU1VT zdL0CH5(i^BpL^erFhXULC_QPsz4~%)2SJeBE?f|~l&QSl3Phqd%H zuKT5a<){TOQ>E%lcO<{e7*7z{?bPtKVu!rGQbRGJ#<)d<_7)5z7VBO#rB~Sh+W#|) z4K}AS*ScaiefH${ka3(QG#^H=D2_PD3v{x|aD8jEv}dGckp=99_CA|f+=CffqJ-)9 znw*pbgJi%D;l=<#qXGWVVHY8?Spq@GLh`~(Uf0Bn5!N@)xebGuXllG4U#?|0Bdc+l z@oUiwJNUQCiU_-Ja-*5_5NymyUrmr~BcK+RGw+>P{K4fN;5I0veBX&;#O!_{Y+CIc zF+VVwr*f}JTPQ<^a^|t?Y4=PQ?ZEU)4_CC)1D0{s#~Xg8ueq;tC3JP{VbUpx1&VRH zX=+f{;acw;;?)@krTZRyM(*y?JmIG%#dgO!K&zy#M=^`vd@hr(R4yZEaZ(=fwy zF88yPwVsAT%AY&ysWR_kc1h!Tj4_$k^Vwd#xmlSV>5=u(n@UrBV`91m!sMrlC;iL+ zjF-EejF7)(cF_b&EaO30ifUXL_aG#%> z3#C)4luTOG1kPbU!T48)j*mB~ngIw4uyXA7CuRJg;qjEqE6mL6?0O;O-EGkk7+}$v zz=LP_Rt>8%`V)Q?5@Mxi0nXN>P&D-byXK!+vI^eQ*%(fNvGKHT=)^YQ};`$6r45Yn30M_p2opeC)up z=TC3|Yy{z>y7~-=TiBf{dt>tnyimzdikiC6z=G`g1*X;gqAA6vZX>A7coRXrtoK={ zaaQ!??L5~X!c~Qs7_7n6%H^!*5S94?$%n0`HDM^4mn(Z19#~tdUmkn@{am6#AnX7J zU$2-m7W@OjNj@Ixf=C1362=?)h{`{xB7^$3Wsv@ z&Mfwyo%g!~I@6!0Jn)<_)SW0=>3PpoM*OVGx_x(PxfS4(5h2pwF)xdSZ*HE!@fMJ0 zz*wl>Gk2miE5N6B0KGmC$4|rRXHeWzK~w*Cftilm7qojGOw%e5Pk zla#Tb7rYI!^Q`s9^Y7X)nJfeVKoj{jJl&t38GZ zfdnrJ+vhfDR||N6BK8(}f^(AEpRVXb2kNs0a_(z>%;(VVj?Z?eY9Hwf5B_gW@beG; zn=#0izbVSYd9;>0ew{GUAvmrBxM~EtOfNb9|L{zyPH#07IM93DR=~65>m}_0AIPUuK6bW=e~Z{n|wrU4B&F$n%tL`2kRW}-@znA?5ma07^C zCnBy01v+$x4m^C$7F#71^c+6kU^HUW-SUBQE`))O&Gry2x(N_PKSR)`p+n`e-@Z-y zZ)Bl=qx5N3HJVM^bi|E;c0SSEP=H`YMl>y*GN`#odB2iIk^W7s4ElEBL9Yxv?Dbbt zs!Y-4O%@t;f85%X1-{hOa#6?mPy7G-uEg2ApKafC%xWp)J`nc?!zstxb%RDr>5+6c zaCX9n$l)wPD494p$(S8~Yk$%n%k3NMA&iohd6g6N-%)V@aRG>I{UamO1QOEH(qdvz zZMZiL38ou!cjlYw{6HWZe#eLnULQ<{^K>}ei3r;BKat@dF5F#)VBwi9JQd3}rbFLd z;RpmMaQl{(FXO7}ItwU$B+5q6*?*&m#or>9;q;QF9WEI)JOE+h{Uqi@$-_$}?B50m zH>%>B$s+xq-RN}+AX`T4eq#!oCGN17lX9|@DH;s}Uxj|*{^Ym$Ql!4}_|e+6dG0=yivH67iRyPkC4j}jQOICW`-Icb(}L^f zS31wCje!Ops(2HzS5Fj0c5_G2?UEDv$SHUksi}!dZOMP*w}j7b*Je=z_r#zmQJx)&QxG?Wf#`?YEAbiG;ax%RfQZ zHDayh-}lTcJ_R9FP`)Nqc@7H$1*rv~B!JX5G@F7!kW(`bDn20GCtxl*Qy$1mYHF?< z5Y-#XSL2`x1f>4B_;`Ti3mjwP0P+%e-9n9}Dv-Fq6SB!jx)-Pqgal#HYh87}vHiV& z0rDaFfEEV=J24YQy;1K5iV%q?riJntq+dI}rB1gkDay~|^Vbm-@s~elw3f&{Xq9)zZztc!s;24f zmCWN7SgGXpAPqXclWy8{nje})jeF~aW~GdNLy46?U3ywbDFv6NB$`7p>$JhYfcpEq ziB!_Mm2S(?^Cf-uDHic68phD~SY!6xB)?12vBpy)xQ+6B;jf)9nn5mv4OJ5`x9Y|U zk37ri?0Q4}5j52$h7Rgqxx8Q`cy8oP$v1&-UPnEX_r!GKc92Q>9xq8augBsx95)B4 zDt%zY$8(}^hR|DWM)6q(<2kP$j^9J~?1=0yG;mYU>e{3_;)#RQCh?v^x-p1x{a2IPNJRbBrW1 zl4yZ+(U;yETjf%<$N`gS$06}lf zpfU(eE&>EsASfvTSrAHggBGIz&aKBD)G-HvEG{Y(OCeh>pVJLABvm;%kj``hcyd4( zO$i36B~E}G2Q(=j9v)~sJAjv>M}UYoP@@4NKtfzxwNW41s4KvqLOGmJ`W#@LLSwA} zfmaU~JSAoUIPqUS-}BlbtjhsJk3N7LQIJ#zFnwPnieG)S%5JLE-oN6%Gx)95(cPh zT^+9hfeQ#p_25)!R+|Y3fjWu@sEVRO$!c;%0G(0EYW0y+)=ODz!~OADamYp>@jGlK zo{xAXJRlNtp&!B%_zI#S^OmP^{pWMpw;UgZT0|o8nVgFgLDSe)#-r8zx&u2CD3UR| zq7c{qy?U|VfP?1-RUEmQsK|Bozza}7*;-$}17{q}6Of7pjbDXECxTMP4k$RKvDq#H zo^cO&R0rA;G@@&<8A>;722tLCAs=i8>Utn1da$?G6;w{e7>}#ZN0VRCthtDGz zWjj!_1#fEu0L4I84A};8f!AQ#jgOBL0vIijsGy1?h*JXb;ECX~fU@NSYBT@BF3D(U zB&V-{ZUvOLJ#Y?%wFIF@l zY}!ohAv#Jn#7k)218(ghoz8NGz_wE4O>2Ex0_=%t*%};G7fgudzSmG8-q&}5ZD^r- zG??`xU(^r6mDoO#1!mG?vwr76nfG~y*YMqB7p1>ifuvUvJzhLduH*PuFev$)#g zlrBtBz0F7Ck<;~A!AC{q@RBXzKhve080@RYeyoUQw+mvO?1xv_c`rV|&s&ilrXVap z7bus6hu|AMpC|e>db|2{6;Ag0a6*YDT;8h?b86)m?N3ys-`5=lK0MDgU@j&{s?&Ebdo;Mb(=IS1Uh1vUw@(_&@1Mi=X`EWy#8JDw#^8eT$* zN3b4ccw4x4VZJ;18?f|5=`9ix5||-QYhKU-K#RLG08lC@jDhlE9bnZ1VrZkYC1Wj@ z!+I|$0~>>vfZ75mY1R-SfY4ve5^b;dprf#HY>}&XXl*5g+J)oK!cr148UBB3jfLtJuf%Y*%|fzqsljk6 z2S^GygQ)5x0WvID`T$0BY(1}6Oq$wGWJ)IT)h&bZMm&>!hiJV@cqkB$l`TrA!rMNA zCq>W_@b=R@7}O{LZwDeb9X-7a(n&hkr^sMxj6zmNzB{q8xr6yY#Dp1bBEL%@Z@Pd zagzu#N4H&2?rK)A_Uq?wDOs>PL=+-Lfh3O;B1Ew?^${W@{vW2kGAs(^eR~OMq!H=v zP625FX{05kySqb5Qo2Nt?(SA3q`Nz%r5oPCbI$Mo?gzatahKiMnP;B3yOT0V%(q)#eMA{@1=}<`o9Yxs^jC6F}J!-)$2TWtw zZCMb0fKdUk-hLWN0JH!K;j7P~U=-pEhMuH_0GjTXIPul{)ELU}T1Xc*j7oaPMI7P2 zNVCDs=W(@D@>D*Dl4@$GPg-I0J@PYXQqV+P%$O;OiQy5t-e}5|DaYqw=Hpho`7VF= zIKqGQ8fd=$TF@qMGT7*qIG95W_#h)?K3cvkl*Zji7!}bSiSKlPFW-vtcfrt~gKhpK zX%22xt3RaF2r$xj zI$Yod*0fAarQkCGf%YbVFmVC46QhzOrSGeQC%wTm63iZ-aw9lYd`g5LV7O&5UB*Op zUG(-p$J1ifVqA<;o#r|)t~dYtAnXx;^X7BooPqcJ#L;|S+qGlK>yy({Fn{~y*#+f{ z4oe0s2tcQ&uy5@9HzN>JLY@=tj^!fv*n?xY6fg1(%a$&}Bv7gM%+r*)4JSvo`T6U+|etqpg$xKEj$ot-+e6h&56n9WZ zK3_vMf~dH)Vyy0OEb@y0DGM;b1T*t+aHm%cnpgq=1jzbBe}e&IGQivbP!WiUAp77o zAEP`qd>WB~{B5q)(-nBX>Uth~ugD493oHhjZq?hza zyK(2*YKemWXl$_O@nMpp*>;(&mvf9V_j>~lfd?AshQ2plshq`KwU}6h7>Kc~4c)hx zjyDi4*zY={{YG+Z<_c8a!Zva+&fi$C*J;AJ8haF@R(L53qW1VQP2XL^o*~2&F6jL! zuDlSypmN<=#psyq@EByBsrG&B92QWoS1Wa!t-r<5D`8-!Yj!?+yUE&@FO$vM$w=4z zp|3N##@c@8z|i(H4>7-e)_4b5kI!RJsHV=O?`%Iyjnx)nt)tDyC>S`B+jVs;j$UoH zLI-p!wm>A*{IQuP!(W&>)l8OC6F~hRbQzXgE_JKr(_`7$zcxMGJk#@)d(+bIypja0 zl@G(~X7MlgV>aH~T$P2*nA_X$^|O%p9JR7VkesI?;vRQ)11A`Smj2B(cQEUt zWdUP820FU77Mc98FQk7@{U2l?P7X}lo`(R-u=xW}L_Y1vg%6)jXu82|34lRtot&_; zUtc$Z`wf%|&j+1ePy(0l4R>9Yoyj-k0E$rwU{$|=n^neYIrr>1g^9jAk@)M6`dZ6{ z7F!%0f*HbbpzX1U0t7Vh5J^)n2RY*N7U#2sY8lmvMTsof zUzIJY!{^sf;Jy4Eon2}4(rm7lnLP@xp$Kco@O!f8wk<(-QuyfMp|v2k#<@Z5(k3=E zM*8xxxAo)+ zxdH$XUw&6tNwevsnuR(FzmNy!)B^9P1+Pg@wQ(-$oKr7o$J~pEiY8cBJlUU8Bn#p0 zF$X&&COuvZ^5i=>YU%o1Uqll0OG|q^Ct-d`a&vzP({4qT70Y2-S9)D=D~Cm4Xov<% zwXh)MuETk5n~1PTBA;P_8)XN$Ve-FUGlVo0%&;E;8V&>yKF6(y3o{Q750GdCVHAM! zC{xBO?KzibEscQ$jYudM)y!7DYqNHc?)OH-yY4h4;1-wI4Z#|ZjZO5u5HBD4Hk4M= z)g9)qnE_{F*%X{EUCxAy@zVXadYHN4pzeTxhx=%3b56^KS5J}jWd@&}VwKa}!86Gy zBTkE&%gg0Wiv9a_G#CHT72ba|8X&9y9gGTmSI~iINA$NGzn2k8@9z=43Qj#D)U}KA z4V>7eRyj`58Uq^!nzkhO4o_SqS2A}r-z&@b00!L>a@S}1h0- z#ce0U-~~^0RTELFr5V5dw9mOBREd6jd3b+o&Bm5$5)}%}FC3$Y>iG%T-W|>yw~2-1 z4|{JN-9L&;NT4)iO^>53ydc66e`8(t(rs7{>(TbQFPla_f`oe`3UNJu$j9mSP+*a- zM(<=`0pGsv65R7~rzpP*M`x5C@yEZ-5BREMc&hK`1R%G z<>l|WpwK0)`_Z}b_Fu9J^VgTl&qEx)XIC>HE%3s=P)_==m3tD9d0Xo~n3`2>YK@3^ zTW7mm@7=6bD~#?Y5-Ruhb2K_pMhCK}1Mv1>V-rZ{azIc2ho1f7b$ROrKI}iEWYLeL z2prUlb=zs>+}>A9L%t8*hO&Q2=rbO0ix#~O#FA>M)rn1U$JCwHB`}XRL z6El#z)dSdaPs2angohfet-&pLaa8^Ox8weT7>Z_lmvSTZF85dTjrh%MxrZQY)g<2g zPC|xeImui_Az!r-o;Z?s)PeMtQ87F*a&h;41-#vTU1vPs)ygeWEG*=j^TYf5Fk&W+ z|ypE~lAi0_MH zcJRfAlto>B3JShHhTf4JpH}MgJ&boInsYg9*+SPY_vt)QFVGg<*RLivHdLaTOT2G` zovXFDtwrB_EZeR2zO)(5RISc4V7Bg=Doy1yt5^-m2-b1r!ia2f5uV=~{FJ>{PH^`- zYrEEFf$g|^Vgq~4?B<|;Fty&UdxGvn;roc?O*jD$3em|z?Bo3HvOhOdD%QJv5ccY= zW!|V?{EqS5KXeoq|8#s@625XT)EVI2n+$aFoR=x4LPNE-hayA6)?V4{W{Jm)j&2Ws ziHXQwU+0f*{RZ&Bv}sJ-bW&C|8m0Av>CLvc7qO??1hwW^8L>(_CmsLaWCZ~UuoW(K z_!xsj851#IC~QQ8vnrONB7H1xa_D-Yw?oY5owu@-M$@MypU!(av-ZOGagQaW)7&+F zx>QGtFFq!f-e$(YkbP`nzLJeioGN$C#X~x5`V|w`(FC16KLf?$I9pvq&YL}n1I9~_ zdp<5p=~hZL--pe;BVW6<3G?DfhqZ~FyK2*}i;Wygdyojek$8ih6c2`#39`A9x{iX;)zvL{+To2h zq@_{s!sO08m)V}SoECL8AV zjBWPVZ0XbUQcaA}n3k53GpFlsos!XltlK-o%kItMuJZ z9J5UdTfhLCJn%|MYzp`q@Bc%-+~SMDv7ii!h_Z$3qBs~>5V64qqX$l8IUZxLA^0aD z7z!XRLDlv+^}HL-P3T9D=ua;!GI7^b-OT1R9^5#kmvbhZCXpWgy5ldeAcrV z%8#6aLTry3k_Y||XzBxOZ7k2$<|e4dOifI1}lkxfComi`Jd14=dG~a>GXYPF1_Gj$3}3Nhl`V`s(iPwa~v_C?FrAI*YSNI27Bj zwd?Dax_;2rCw2ef$>^r5Pj?_aB*VmiS`^D;!&rt8Djs>O0Ght1_c2?~#JKnc1o;IP1CX?QQ<_ zp@0DBNi| z=cL338S>AjlfY&!l7pHO16%Nl)h@cEaCnIB0Cf__$TA&dS%tK}(F!%0N^60Q%iB>x zPzhQHQ_J!~f@uWHpp|_@xJZFam87C@WA1yEL)>SqO7tVVfU`-EZnXF=<+6=N39aKM z^ww+SrMHvmALRR$lI`S+BPh6xL!_3}9HlXUk+o>daLa2$nNzw6a891MzHQJd9CLuX6ZDUroF!&~2 zH_DC!q=xEoABr%6Vvg`dXA6SPZ6Y8uU z7UJn9WfxJhF=~i96oh8C2p;%>A9pJv{>;i^yq~R~hY(xr>8Bdv`vhBs5&bc0N++ zO>sDV^%q8TE>S}dj~X z)XQ6;R{a=;sfCip78v|^3PWj(9O4^adP|YQdWvvsQHZxsBr6&@Sv;r>BCX;3s&%nS!FK{L z2wa@gl<^j36reXLN)sTR8yNY-VT(Mmj#JhgN+XotjPxAN%+|yUQYJxATV!fIfuoNJ z+|^W)CC_!y=!H1CNFG%Upa@^`m(tQ246YR-zi;HjW6X} z#Q5cV#|ST@c6?kCiUfr=)8|Mfj-2U2y?k^>M7S9e2jLPz?{)7V*klbR=`c)2D9r4% z#g7ngu`uzdnDxXv``iS(OX3Ttg(l`#Y!{gx_nZouW(9x0#4~N*9VqzPafAW=r7|m! zQ_YfvDWQ%i>clVvjX70dP*+XjO{dM5_%DgNb~o4<&by;&>x>swRlk#0unYgct(ocZ zGzan*Zg~*#5B+WQ6)iq+_XemY}V^Xz77 zaL<}+?ebvhxZ~$)%)57n`3uvz)2iRj{wa(8eldPUex)LYTKC<%YOZBv!fzy#+U0s2 z#13!^WJO;T3pn0v+$gAX*^Yl({``)MrEoga{FFt#m4zr$K{hO0;Wvlfj9&ZW$#}5y zn+;l)#}(h<+5-pPD$9TKQ`JaFk*6yCZtfYB8x6A-&#pOb>`Fa%KwfC#r*A4Isp2<% zbT!4(=g#nWk~p|F&d+`+Et{%6V?Dsv7LbGK!idBRs3XM4w`9Q*TLH2pz?j8+v{5K5 zuLB1K=q)6-RZiecAi+UR6Dp%I5-4-|0w*bA(-J;nQDvrd&*B;6ac7oz?{iasqm0#u>E?be>zeo?)_C#7b+m(o2Q;-cV1 z;V&PURMGg|@5~Or--~Y}3Hi7p+Aoxjo7T6NY=66d1S#>v+UfRau0N;O(-FTsY-$4tzQRag1!lf&wJ0+%pRWGqH0CK*OVN-au|vj5 z11pj`UeY3*zg1nBA~nXm^7g2ju|HdN7tReeKAKJDT6ix_2}Q(KqN{_?0AZIR@3=lB zs@3*AL{6bL_ojqX6xN3T?<&)NvgFKvwKqWmd?iwa=Ji5XKWUC0GlHs7GTc1vkKLaX zK%-7hzC2!lzEn(HPqa&Om9H7$|94=4V~+4|i||^jp4*)T!i;LK zQxk`T;!QU_P-Kx*oCX99jfe6YM$MFvE;fmgEtaAaquJc<*KiN6*wxxpj_(KA#En@~ zT1`xFcGf#; zKa7np*_D$;%P{cc|1^2ZXy4~qTFATQy^9^xGGPlP;whX$vd1Ct{+N7hIAwZ(mf-$z zmjCDvZBco22LC)yYY1gcV4%Dx=^4F}xXNb(kz*Wmj7qW(@UY@7brki*kp@aQpJ&PaNR01e3<3w%|Mx0S zuepS{w^WbqcdROlhCbD5OLXD6@+YP&o$usw;{|TFgyf|D3mzuto#L*CYmMl``R^l~ z5DnQ)Q?w&fqFTs@YR$4QLW@<_^xX|WE$ZL*7f6r{@HW)c)PkTh7io>KO1Q3Gel@?*<#YTZE@7@fZ6$P~gUL8pP7Fo5uR} z`mNeK8BWxng`Ep}83~DU&CM4j`z{B@UFa$`4aUm>Fj)c)0noYxPA?Rj+WL;XHwfeE zc8dK-czf>D#Q$jaX+0NEpZ4L>W7>%4ESiPfW;ofm|M8ZKji7U;lXq9QMHrSYaf7U( zd?3a?Gra} zmaJ;$Z;hOcFSQQpl9qI*cqk0_tvgXY1g2MZNqpv-9H*0P+v%Eg6^49kjmPs8?v^Qy zWnuftZJ>{C-wu~ zJM7#^g8eD_X{`i{p6*&>adpEq8s|g)H>IN!-`xLOa?3Da zHi##72d?%6goOLKwSa?{pOb@b%KXnB5?u^HM?ynv{gT#vvR8|jX)B>#Jji{#V_K^z z_r@(*PE3Zo$K~B)_aKE@x&;%j%WI>1xfyNC=oKIIp?Sd z%fv>*v_Z{;nKs9zAjjOGYshEURVzg^x4j{O-I3S-ZrmSSLx2jszP^q|#K#Hzv4Owy zlV@k0#&Vl;V`%ihdwfO6o^7;vS(ooP#Z>6Q#QLq`NbwQNv;|kRTuZrn60=WT$Fq$S z`>`6$(jsM`;2#c` z+uJLLqU=8UL+L5A*e0qSZTgCnB>gbu=)<|+eVbQQku{uX?14G;xw)lH6Sux2{bP%D z*7%0^e1Z`24n(Srn!y>WN@s-rgC3;!-oYOov&P+9uc&RS3Sc%M#b1+L!Uuz26=^?xx1?tw670&@p- zf2nkOug&9DPA1_z!T4y5Q{evL*28&++>sd~pYOQU@~rd*b>H){K>!}Dl1PB}ane;t z>lvh&=Z^Dm^d*OG>h$T*Xz^4zydRIc&w|U!$^=>GwDr<{rO4JtaW9tM)ZN>Q#On8L zo55K&>lQe*5n?~GksMhn=et)v!}wa!v(Ul%C0Z+|<<`vK@4_w%s>CTkL;5zu*GEZ_WFjJW(DRpvw>Fz0B#d98*&g)!Z7qFo z-1nySB!Ytk*e`=TxF7LznZ0Wx95O8dcR2dt*45bDUb}w^zck8u0=fg7I_}~w{dy=! zx2(97ev(MNDmIP;6(`!K(33IJfA56V?)5}18xe#Q**w60enM*sd7PQa%MSr`9T&bF z;BSIZ&}_5F7gNqnL6Hrh1Q1q0o$60w0l>wOz`#Gq1(O!Vli8*6W68s@Nd1%|1i>m^DrCi62=FAqH#)O=A9&JX9r z6;UAQH5Ri5KZqzWL|st{s@94pefQ@CJgyXV@fdReo}k_nj^O_0o<)m#nWOE!HX$VS z{x?PY!+HIQd8lmB12(4W@od1_q^O{@N?g;~q{nr~6hVXzeAI_}WCv!uTe`3@Gl3$| zk>=(rd+(&paa4-&?=5Zf7KBKk7E%4@k6l<6gj7gKh?`q&eTZis{M*2Q?7IZ;0~fJe zC38;v>RHBZzU|#KPR|xwA}% z8!O(#dO6J~$o33E8)h-xs;AU*mRVs38F?9D-E?+Rjgh4;^H08Fw~q1h=^@o9rfFbk z2qX)Lp2Oc>jOEGz)ZKADQQ5OZfEwO@QV1CsC@Ct^tTK{XoRj_c$;vT~TteTZ_6@O) z_9m%_AWoVGsjkaYJ5KzUk2FkPo4cyRF1kKeD)9vnA!b2t`l5=QQ?p7_a}HRycRW3WnWdA23z$%`_{Sivc6%fDTAvu+d+1qX z*J4!M?Y?77#HNxn78k}JFQ5QUU1=idED=3*Lk>k`ge&B#`;zPv=@Qi-#YVP>0%9RTfR`9M zDlJo{nnmMkp@kJpPN?dOoN@ zCPG+PFRAFGA?X6X`uAIUN5pJa<0QUcTkVb$ms(#Zb!XSE6xmHzkTJArIt~+MpYh%I zl~1{aNijiH4#qm3*p6NI(r-ndi4ZB*H+B^r=WE&`tf-0vcdYEz{Tru+8!F!wssL4= zuK?!*9N>Xw1K1zUPCIMO_#FVwc{w76R%W^>&7UC!nL($>;A)7Ec5CmDaM! zzd7x~jML7HNDU1&yHedohpvF@;k?l0IZx^v$#M@*b2Gb&B$J*9JfE$*AT62&5-c2E zuN6N&_6xpjHNlli!=966dC%*?xtGe;b3GxIhdROftlcPb<0$KYd*?t*HjUx-;`dYs z^}mO6Vcl6DL@UsZtnn)`2~$S3AR*9G0n zQ1{PCPqLA7p^+-z35pTn$Vh+G@HUARIS~k36HWj*?|H3WUY0@{1}#nHv2}G$R#xGU zSo&_6{jaPG8rmI_?is6<4y)Qo$H7bCQfRkU?<B0SUA z&gWEA(NJQ}!A72sQ8B_>kxZtC%{3V4#r?c9+WKl2gz^UCy$^-WUIW zA@g?&h(;DDw`yj6_-{Y_U#Y{DCGTB(ZMs{*)ow;z9whRAKRNF^r}cx>vTBjFCuzSB zOv+HJwoF0!@L)_9_v?YuMslu3G!0wH9c>tn4X7;5DYFJI z9x#+dHhV3FPZIXmp6PcjZLhu7U4#1kYcGiH4>RTwF}9heCb13%M`t z#WNug_lQLGu+P%jw9-Y z;bXX=6O+lypLMiHlm&H$2{g$#fYoH&wW{-=q(3Uk%8~Bi`XqqdwAqE8Bh#HQ^*g-z zBK}f8HYaDV6~vhWnKHUj`xGc;MSAq3&n+*wnZ~Qe@H`hc)%&XsZf#~R(+`v>za{?B zbY0d7CGzMZAo|oLOj-ZQE~vH254PT9IVs`CypnwA8&YJ_;$YJKv|Byee9}@{P3dyV z;EuFOhx=o6ix+N4y)zNd@{S`u({(Wf{9L?A4GcpfQqqUIY)5E(P%WT)ST5!c(1yy5 zRT_k?^ayBZb3Olv|CZ$H!7>ngX>w4{XzhQ?#EB22@kB&K;66f;ZD^TA2%FKecHy3|%zD{wJ&C4+w$6@I+CQ%A)QwsCheBS$PCXBx6vVoki%bKAZ znjvuTX0!@96*CY@$!DAJ^h?kYt&Be6u_C=O2h64$&pXww%dEt%+*a6K`unxtw?^JL z1#}J4Gd=?Fe>}wKekITxB;GBo1!Wnm`q+eh$}$LgS3^on!Wh|yop8DDDj8d?-y6X{ zpoaIMAGt7oAyNY!nWgfr5%gndMb;JhTZ)YPwh-)fORDerYnhtn4aF5%qHOJ*<{};< z;sSJYC9ql@T5NhGFV>>&p68b?=1_ao{#S)ce0)oSUS{9RB>nfGej_7m)BLye6Ezgg zK|`2k+}NW0yDLXJINRW$K`E{0*;j_^OvKxZjy*E7_1}&~fDN$qDm}CHau3w(WTLv* z)4ofRRWFh09_T#0B6Er0L% z`)Aqx^EB&@pQD@4#9I&BO35P0{`b^CO~q5^eg_8Ka-1B7wfmpZK`Vl4Avfibq^ja} zuB$MWD}Fg-E{!!wEe8gM*oi);%vr2bt)9Pg4G`9%D4Qv-55+Oz4-JqE5Lyz0ZjJjK zL!PO3hT}npYoL6uM$*xZ5pEKG&(4AU2GdBQ*R)@H7fBk|tr0m8mA0h%BCnIw=0}gc z@9H5l!*rGCIP*2~A?}F)rgQMv4;Oz${{dlA|KHGhd%|wGO1yBRrm3cfbQxDlx8~*2{{nTlSdN5ys9mFCXF2z6$xa0USM7v98c+Wh9ht_gFj%|<6 z=ZghH&%MdyoNNc%RUZheAIqjdSw4m*19Mlo;*wA;B{+fY&rgHLdWRHyuave(MTZ1S z*VTYKLrkS#tzlNpc{1_%R?AiHlR47#;N`grA2Zemh6TEI+z!biw(rj=J-_(+-_^<~ z{g62iM#(QNzS1m;nmbOC|L7sf9S#ri{?H+Cn(-V3jmYj%=cdCCj{E->iwdOWfEj0F z#eh&tE+DXI#LiWR^Kax~#wV-S5ZC{tnO&)t>if7qUolfK)cKb3zw@(tlikp8rKv_l zb%hvH@lS9vNv0pH7vgk(;83_Y8f~q#ZnQ5@)+_amF2YZ*+w0XrV$tPw{Zk-a%G|Dr zhbhPTzXLK&@>AWDBb)W++*M{muU~rawm9Ume-g)$jZWoMk3fV{hg42vE1y01 z!BpwMF-ocnosufZlk#QUg5@Yq7Z&CF(1tK_Iz*~ZFlDJ;QcDI-HmJabHrSyxH%Dfm zD;72uy2Lt5MJ8ZeDJ%F_&jJx0PsxNMS1pDcw~FoenxpWJTJ0=nKv|9X7P~F~K7f6rGmx}mK@0&B^37|oi zTOah>JrB(iMhl-a{V&eo!_Atmpql!$8}-F8Ei=BdaVi!$x5ECeSG33Q&wuJLDB^rP z+18WG%0>u=GOKI!>6HA56G+NArqq2-6m-4m0g%`Y)n#m*mo#Ozj2g-g}?yg`|OJ2?7AP{P-umMAjhomBeJy zxCB1=U~3XK`U6V@Wm3O5+z;s3x4JP@U!Mn3{1$xKIAPGM-j59-b){yr_hXu7-yGtl z?!(!VqU(PD$tdhthTOljB{txzz&e#KJ}KgAmmrb~fw?w^0SyajAUYL4-`Dg#ZtE!v zPCrsk&W&o@>GPx6^cNiaH$V}Gl$Mp1otzNz617`uy@zgYO@L8@`8LHthFnJc{0=2Q zf$)S#UW;eK*oJK%{{6fQ84^{Ec|xOezI663Yi7RS$SbooJlfhX^FAwgWn!ieGoB9_ zvX()!8B@C>Zck@aJ59UI>l$?4o+Lo~`}+yzaiRT35bi)%4p3}m-o6Di(DOh1# zpTR}^ESTxz>oMOI#vmP~39(~$auFZ8%&)&bZ3t)c*@%$@x~^-c`l6_2y#&EeH)kLL zjB@UElF(xm0vZe?Qq#Itv;L96=Pkd_)_@M00uwXS!E2){lKsk$ud*lF;^3X|&;Z3WKo0>mC8Pp$6oE1wi27w( z^@l+B&BkgR0ajG3+T(l|@ROZ@#2DbV0!Hle{pE5ypbyRQgtO(DH(ea~Ex`PtQvUkU zzDiOx)T887fdBA%?QUZELP7iXqGJ|OgblKixg(S3Wxfa`_6h-C`P;W||8U>|W2Rmx z`lnJGSX&_1JXLZi_cndupKkbqO38eURPiz66dEe(wNu#yLr8C;~En&H1$J zR_nllkjw7G?h&`ua)sdS^5XLS(R#xSp35VTkd4>QFPfqITZQU|hOQ$PTfgcCZgVr# zK*4oe+u25e?uPB;)q`8t9=x224)FS=t(m`*CYE1%TQfXyX=52K3AU&ecFF*B(%m1a$Rk z(_vx(4^9Y>v1a1rJew#~26Q7J&6*&cI|mZ~r!E5lMJxa9Qk${7gjL83*EZKbyY}gt z{OpyFp+9{{OiPnW8-RkaX@0NmyJztB4y3}kS1r^eaWS$5dmDzjHx8G- zYrWeoZg|bT2Hso6)#MittT{4Y-(Gi=ktc2KI4no5Jx@5bm!d?jxct6l1WRdv@OGj$ z77u!pTZJ+>bAg?fbO6XgIg?^5{MksyOpIT`)KKxa6md(~Rdmpiz=ix;&O(56sF+`G z4!5WMd}H6tW#ODs>UFCtUz^y>h<&6tEuSE5T{|0<&bP>rZFw5#Ru*GlA1%8#LJT=1 z@}8ElZK10eEEWt%a&1wLCl*H9+$1==e~}#}k@L;FwzMg?iojg#wo*0K`A8!T?rDSC zSp%pT7A7VT{{%F!6L4V4bX!vw^%MbB-F11#sR{7fz|_$P&_4PTna20dpD5p;rKF-V z0d_ioMFOHeAU1*yH-O`o0L4Ba3ksCb`&aGEI8(a?Simm)Kq%$PiXT|1BWaP^YoGu)h}+JSAM9^>28ehy?>-z_80$ z&}!8M+Qde9ok=Uww|(x&R3q2+|UQv&hBe49uY!)XTmAJpn9* z*Q4LW;A=IBu&~B~Vr)rC3DB9a1~Lp36rgP`cs`-5@cQ@-#aA#4G5Y|daY0S4p^G} z-T=ifAWixtx()WplLl(NElIZSH#e)YixMiCH|8yMWp6L}PM#ox|GGZOJ7|z%0ku2O4=N9b_qNz`P zOqpgwCHmWN4nkptHCeg$KQAGR~fHny&EFsYil-DQmOeILs z@k1&qSeqAh0oc=F8f-hD4W1{LR%HuVRH-Zjf-xBxBm@NgL91Yb#K_Q}P)$xvoo5qy zwziKv9{#_e+p_?YdtIFrz z<09@N=!GsG*un(1E&gmkUDgq7ifh!Rw}D`A)W8-Yw}3&cqYH)DZrnY`31zW|$H z5(9+f<+$xF{RZ66UQjUs{*rrsw;dSxc`8bC?3js3jqtnj_ri7h(Xausl8?7HX;onk zso!!FM>y|?dNR(AW|i~waUp>tJNx@%RVU1a>CiCH0npH}qO!gBQXyVNB(%j92)8&% zNt`RKBH~mCx+HCyWyH?A#m0EcK~ER0ogu)2b6d};0I38pq6V8V#5eT3z6^*Y18I2> zF-P{!ff@oL8k%06)q6FyDG*eF{A`w5F~8GqI}qkTzMPwvM=a=-T$+}e+5~n?y8IsS7F50{->BI}1+^+Pinf?N1a8Nu($(gx zEtABf1(kZJb+!-RXYpRg{&8wxY*fG03RNFFbBSLFmBGJEdmM?K$zIw z%#60(21vex!N7oxk+CrXea^-N{ij9 zDCi|9DJuhY8o5%nW{@WWC4bHQ@q3UD0|^?lKgb{~;G>qR-S#n*w*byGeS!txkxOLT zgBh>y-Ej}lPvHRfTvzyu$0OgzY7ItkAp#W@!gd3oskFAfzU;AAnxEmr$G~6-@@o(z zTWjtCW@OsZrZSxue%mQyfv=^jFcx`19u@&6QO$^Gd>Mo)p#FayNfG#}r+Cz?X4Yzd zJ}Zm7EC!$;tY<2|gL@3f>wwg3vE8?wVH3F<0xl?^HxFq26t@^2okAVp@&rM6Tv5nW zQ-Q2z`Y7}2Q7d#*?5-F|cj!s|;j@H2{pBhm>x+zdQTJa6NS=vnXUG*%GG}!<} z22h0t!T(_8Vk4}m#&Y`bxQ7JZ52OMw^t_H|O*5#XG@)0iHvnir57c2Gur`5m1ITPm z7OMl%A}Gk#aK>_uR2;Z2(THDP0i40=iG5{(N)d34Z~#XE++Qi+`UJ2Sfa=eU1S7f& zkTVwxtyd!{+}mwk4hOgLRlKi9*HNrtTU(9F&d*t5($dHue{z<|P13yqc@m(a(9_d% z+bq0t+>-T4kx%D4SZbX&sDyL?`IO$n8VyEJ8)kPIjP5w;>+4(5+JmeP%wh?j!)t8; z&k7&~Vk0mA9CR)=!HKMW7)t%OW2#87%U+g9hW|JA34CBrapFr?D^{hq1Ggj)Vyd;6 zwAkp40R_O;gbB#@>cQs*nh4MxnIazn)+Y&|sz8oa4K3E{aSkN&0V+fTT%@xufHMP9 zDiD2=K@0@v6@tg_vJXzw91tY}(gR@W+JNH;WCTd=bC?cQr~=uNF1T%r+Br#LGE05% zW)@uLtwEiTW@ZX11pwG!n0rE;fDEB(9wd@u8gmH@&r%qGZ@`ma`J5JQSb!`-gsL(< zjTlUavTxh5+1%B$R#Q&YD5jeD{oZTaS^si~uvlR#TvsT){Fhg3po~d(T>@!W)b|g+ zfs_sSKKiF~4*ms${_K7_UG9c1Gpq-P*q8G(>I9;v>q7P7afq{Vm z=&XkY$6+Sm0|agdadB}_M4|~^tpF7zTa}c#U8U_RJaDNzt#z%x+0%yoA=d+bFE2=U zKsp5NH)(MX@^o2hWlc@|y}5?giDj1$Z)x0i}0cc0)tAWhZV@`opOTk(hQh4K2R z5RYwThSSx-a1kW>I?Fukn}~=2!$3DiVVShS+D@ z=~fr5c#8-I(&>l~;&rr>$vrA7Nzk7ek0mgR?+3`Jr!#xu?47$?#lE-7IxTKbqFqlOPGC2Hoa00NJV-@T24 zzBfDhPo@yFR$yG`x?nFUru`i3!UA8Ta|>U>N~`stc9yiVJ~b(Xh_>ua;Wf%u2~wDU zhR3U^SpaEuf15a^Z~35TW4ZDil$NV=nFr}mQUwO$l z#qpHzfPaKs0STOdj~@Xr2L=M3=-Y7H?#R`o9)*nb7XoKMB9Y1~^f8Ky@Sxhhe53$QV9*_6%YN5@n!5vJAYF zIDr(VfG21pfgA(;ayZBrUPoZjwE-+X2L(ZO0PI(-CR0B5 zEl4$<-cV*{#|Kuc*{V%YJizz?Y(on;2wRhk|Du2r*$!37Fc&%{?@j+?@wZ4)4G~5i6=sjnKgyU;@o}TKnkoBA z;vI*ZV@p5L1F7ERc^W+>AMyE)<;bd4kZn6_@e_ost} z#Czg2Uj^LS@6n#^H)m!D^ww_HMlED{Uz^0so|G6RwyV4SKf2yBs>(I$8oo&p0TC&| z04%yoI;2s$8$@9f(v6^$5{eQM(jeX4NGb>@-6xYF9AGsWS~fxRMpH)mEYTTF-Gb-Zb0R@Q2X zod>3bH%aLI%m<7NY0fl<{4)&H^jUOo?-L!K`FY8Wx(KlhOjptp$etVK?Q5|Y+xq$h zUz$1jb1$0SoAuOrxg686}IuVi9m_Du`P9P|4aNal~r^&*08W}ya7s1 zimrb^00)5|F&%?Tp&EU#DP`c9`zQ3>4JSa?_Yn0`Tc6`LrkpGCG~z~aQ_4~Kzsz8 z=u1X6yzpAgwZ1E_9I~x63w0JqI51U}GI&)`Iu<`0u%I>P?l(rbgU`f=_eRb{zp`1>rmL zK(TNTMUJNsZv>lH_tv2^8Cu5~ zGf8)DCHw_Wa&w71P#jNVb6YyQ=;C#m!=_ue?A61(94j0J;3gf15$t z+UwV^m0eM#Hv#jh+vyS1S#m;x*+;R=Jx#uHpZ)Ky$zOw%tY6(|du$BprYXZV|} zqM{J^T*2d~pr8Oefy5KMD_5=%5k1!!`yUjWxB%zxu-2**XJLKALhHLa-HQGK0~oo9 z)Nml<~tIIvv zePoY#qRKjd(g^z9M8r%81Iif%#MTM8wdw9EzY)(b%$;=7Y;t8C_prADltN7`(1vC>6G!YlY-7&%M8GykykWf)G+c zrB9C}TYA7N4nv`8?jVq>n*X){-e+K9$_35q~#RZ+S2dG)6ciW}o&!tYTm|5wRuZ^C0cC zxkdY;oq8-&(IdVl6=D;%$4v;$0m=aTEhd6b8C;QLnTrwJaBHX__VR;hscot)_^X?HpiAROC)7#kn-yt{1QhdDu`shfA7xBayS z5w4ly<;YP31zz?r40e8uJZ^IbPO8on@gcigWX}eSuK2~o#-e@lp)*0ZAbEwn|5>{| z$v%a03+QrlOUr6+y6)V?R%{-bR8E)1v6o(x1_6P?f}$8ARy?-<_PH|I6P>jF z?R5msoy*Zb^9s{K!+L%;8x|8vG=2l*5@ac6$!B=L_D6w!^*;b+qN1Z=?(p?R5I4xP z0SDDj(b4;0O^VJhgaph-&VSY6u);qC@L2LYcN#$=j*P$zubCUg_%}zLk##sWN&N-p zn7nl)*6K~|C0zoX#9kFG6S1bOFUchwx)C?H$#wm#X9XU7&)VU9lR@@%=aD<|ONjLW z9e26_MHITg3^O-q;N{%4SC)L@XZ2_)CMox6-I5vRqmS4bgUcf2*GPw>uV}S;$|>IG zY)_-6F+5`?mm{vcdrgu!fw?ff$z!F@TPu;(B!|NUD{Z@tb`*J_T zQVy*6rt6Z%T?(ITPjau)7=;dplXU8Q_c9c_XuTf!n4~Jwl+yuI#2=58%iBcU zS?UHxY;H&X#*4w`KbgU%(OiaDbRnmtlFFp?NL!r`9fyBh7HidpR`w9aBHwo#IrVE* zj?n}uvQpoaY_J(R1tZ`i&>T0NroG*Y9CJLoGmC6*HvkCaNPj)`lPKlA>x+g!^|EZ5_>XLJk?o-O?; zc}0g5jkkTGnV^aLsUgK{oyLGmzyJE(+&Q=G*q`$XQ{A69(&l$D9;3L)Xb397WT6dGSHPEP)mJ{Sq>AOQ-ln%sw;sCP*%S}Nw9!(Z|U z1pQu1`$8Sb8l9Fyd`|{CHhkEPkx-2BvLj6!!y7k=@)Y0mloJkJ8ge@X^e37{ZwN+W z=t03B8o<1}>qcZIt20CRh2-k_J)DPW4!*@X_)eNu>ECWY8~E{_ z=1J{8B7;t*UzX*s+v6_$<^F4u{+o0CVeg=mRQer?0Gvi}-Ack{bV#k@4qQTQMvoCH-tWo%F*NKEKcRVd;+frQgr8Yfvs@ zlw^JwNU79rlux9GiIiy;3HNBlNGpR zGjnn60KtU#f+Ow%(4xyD#q)5TogXw_fC$M4h7Q0Xfp1}EWd$$S4zPnHLcsa+^5x5W zCVI}>FAsle{aWe#rAAOv%&Ln`>QH;)wxN6VOIq|91(x6IYyzR!u-;3tx*emcZ$f## z_(A$5Iz3ENGg>+gjB=TlI@Gh(*N6xBK!pk($ZTwEK$0PlM+U!|SUz+eqx$>$fZ`W~ z78Zgmf%`5cd-x;{oqdVMsbC2Uo!STEIoh%vtbF%iR4WOt(J$cIY|w3dNK-N^7KriZ zwh*!Vs1(hx((soKaxCo|-nL}R`O(Wryc1?%5H?wKw1$oi7>nK>s0A^x@Zb)dz`{qrJ*1U~@tnaJ5-YCS?4^0Pn@@Iy98?D3A8}Wj4)xYdp``%K%cXYa1d1b@Q zP3RHv9FB}b^8j|eEgrSHsL!H0Nqkjz)YNFVhQ5h*ZmMc4p@Q!QP!5>v)JZq~B%xf9)vcROg|+ei^QI0-YiBJrnS=+~oDEsT2f0f<&Z_^mD{j|D zZP2d#$z!TojzU%D={H2bF5?{ZCfzcV;i*+lEnxG(Izk<-9X}L(m|5alIP&!g7Inh` zHEx{Anv0CPj>+RT@vzdHzB_#-?{zC{HUH$|Y#pL>WLQiQHQyV^V~+Q-UG_m|^7eKf zvf7bP(`NNA0{|_%8T!O$lYvWvli=KHIz{l(-k>E9q4(G@HE->Fp?44^E|!>u-AuUQ z4aTTo!A>Gm6Djj|lI!UV{_G?*76D0HnEF@w5X$2Bx}W=_zm2S=vue%R=}D=}8mAGM zf@M39fEWncR=ta@Q3#$8=z220e%+X=Kglg@fLRv*@?~@~ApEh9v9U)GL?0lp~WQXjD;!R{9)Il{9LA`~1&Q$kT`G=_`!6EWZ9jBzSz-pg05_9gt?Q zn49tdgp1ghE}`T4K!Er^=z<+csm79c4M%DV5i>8=+PMvmcll}(qh}PXF+ZQbIN86a z-p^(cmt8XY^ZujXQ9*Fo$*%ABsru3*_XzTFiVKG_{AciUaQrd2CKTrL-m;Dx%&gs{ zOf>$rs%|Ue_cZs`SmyW#pS6p8uI!b_` zLl~W$$_7z5zG$Ct0N0`Q%FoIgseEaqudfeHa(V(6w@ICNeS{%xK>7CMZ!$ zP8DktKrvJnlI!2rLwd7Hj1LO$6I6MX$C!ARHzB`>G}@xJ8f`Kr=XakJCOooWryMGP zWPn__?g9yJq^f4y*6$6W8@IBuT_8MXf@%Fhng)NV7jWX>&;-;B8$hs7@(Szz$v=Po zK<@zu$2M4%b3e(<$UvKsuQkCYYDCoN8BAMRdDngVCtT#Y$s4ibIQVlimIz1-zph#fm~nahHm_h`beEMpD(aCX%;mE&UhDU_2> z+}7j$6aB4fBHJNSheX0ol4uT~Il#R~Nmb!GgTWJ03?Ouz3(>E#GXZ!5o+LQp=&Xp7 zjJFXbgjcWffh~H3<<4R^u<1&`zd%|yfSJ8t9z{e&@qjP`24oO+IQ<>41l1C$6bo2H zLygtU<)NdS1Kb8OfyHhm;v8~#QG9vWd6yHzcPUFlrJzbz#e(JSA`OLZmjH@`9gh;1 zQgbyLBTjt(&6YvMzX9?pn=?Wq@TG+c50f^OSAbH+E7su^xJ|jNyN!nb?z}pLs0lA< zjNr7xt5o~Vn3BV^71*MufDoNC~M-gOKU|kJn z$B>W$)Cjtp5)>Rql_!dL3-Ivl0lUf-+_VG`8aaGKTmA^9RrcS9YPXndz z#>mKQ{rR~fiQLV@Mv0gg@iTq@YNTg0B@kG@L)gxaiffDpqWd_R?u_BpmG6l>HJT`W z*z#sZz+>Znui`bTWOfP8*oMPV?mxPAlkHOlX-yW{UvQ?8cT%SX!ZzQ>nKwRL6@4|u z`xM)xuzB}otai7QL;a)p)=T<7I?@el9^Qe7AL}n!RZhqFo{@3--J*1#!aye`xV73F}|Ss;*zExUkOa*KyzRJ~L@%rjh6c7LEIyC3r3b zAE90YlHObDNpzdBWPByCY~ACvNep9rKAbhDg=+|QBtG$pDwZl%TZ8%=AK{ZhvEnxM zPo^lXE7n$#_!y71Zf7$Jn3a!?khL;jE>^jvMl!nYQ~F-;%iLq(JsAs&tpD8OpkS_n z`~s#;X7Ui#S$N(w4ob6a?fDZtOP>~v!&hB5O{H!4HEY=mnZ4JD*$HAm4y1|1- z>XLthZb(}RDC;g?N7pKK4Gk6`DB);=Xb-4nZ)gW0(*qs73Tw-d=}d-*951KAllTw( z)mfOC|4^k^);w*WT-q|QOQgT@=q;j>{8jA9>tM`seD%}HH3b|LJ~yMXBila9f_wJF zeT~yfykzD-Gg3=Gj;R{}KR*B^n82%3HxG|vU<6$@CPp)r?(n7_K^b2K&j4}p*FT=2 zk1-UMMj-sc!^6S17nT+2V2FWx5^x&bB4cqlqFJNpJy&R5o>hY5bmPf}Ag}!dG!YxX zn!~A_g1-v{0ASw-Htk($a4uowN3-?4xM@ggemrk8Tq5UPMi? z281b>YUjs3?BzXme*6BtA-och%?)`wL%)Oe8KLRb!YUqYa@{Dc z=axm{1Xr%CPSpz@@G>y0fabyr7$*#4aAE*}a|j3$5l|Pyl?>GsOALxAlNJ>f6^b`r zt3V&Ez=EY-D7Elqr?D>*AteEBK!Wi%Fu9=Ba(88*!vwmQA7)OtmmWTR2qbp}#DPH5 zwhS#O*gu3>trzTxcvWkB?vmsjwbMNa*(uIZPgZ?B_T0hnk%823SJ^HI6<mN=hIHK*!*ey_|jpHVKte9;<+)gUSZwMW^cZL@YjlD4FPT>O&mzrLVA z>%2=qXlXFu&Z~x;V#4Ya3yXT)V2PGMUUN!Cl>)q3Xb>3LDoe)+uxbzVrSN_}U-~_t z(H-yEwc%a*n!`mPVId;`I!x?q<)rbdp%-j8c+~+`AH|p=4Bofk(;!T0T__rMgd4%c zNAB9*Vl!P{?v%tqNxD4_mCk?eH#o?s@nK-Uaq|&^bo3f5M}ErcM^T@@A)w}61O6Ie z2bmMJ-n#&B>cSQPn6^l{Fq-NwHL>vjv@Izg;bGrM!^3FF*KGF1P%Nt{njobnpP={q zo_!sWMLYT3Jxj8y>8}f^M0!QvbcI(&`D`_ReP%h>{&l%o3sBy@cfv5eX=J^ zE~WP>ENK08kH4ZPhz-g;$bNuzEgZ%IX(Z54ka)2MS>wAanMndS-@gPL2VOH~CMNXV z1^*^cS^<%urmBi|{~=@2B)Ba!Vp<&e`ST{E)L5$Z)|`WiBuT&-1yUuX2p&~PmvQlt zmHiHm1}Nhf&f7c~EDs)Nlh(5ycKcDJ5^cO|Gur;6oAqaEk!g?VCTE+P7zwPPYpBUNu$fF_9kE^xy8<>>4agHnZ8=}gt{eB8lO6>OjF zYTi+%sna@YyJy}ECUdTXbxewA^_n8mry)SpIoE&{V0ZW;BP>6Eoh?Bwm zlP&~ewA2?9RcvLF{%qWsYP9Nq@X?n8!FoIU4299(N2bvDx5lJ98h3nVMqK~ zqTXF!QStG};GAk^gow*Nrl@uPH>e!X6U3nu8$fdadLIOyrI28EQC+2*f}T@y{Rr{( zYeRW*1eHl9G5C%e?SHP3u4qIU+I zh(C|LtqkK(mT+b9vwtUP!>tv7gTuW+Q*xX>p%!OUC~l_^?bN4o+)R_=ha@Y5rst=YO1tcPjzHH*W6cJjLR3XSXrX?TLUx# zHwHHdXV8nNghIKD3&gR&+XG+$gP_R)0VVqk{5LfBPcxxIPlVn9&Dd80QxDTD0ysi9 z*n`N)0iV_lY8yv@T|xV;2)+N}&sa!>vzB;7p74|pW)zhEu0Y!fHnTH!@sC!a_qwei zCay0>ev*;3xl`5C3e_;AhIi|ho6oyOMSax^d~Z!MO~9^SW4HfvyX7OtlQGwg*Tl^; z|9Ty$CmIQ`GTzgqjW#FwioeF73LBfX6ZqmJE~jJt%xzwu8FTjd4Z~r$<1z{Du{DwP>W_U;|tSdAVHVttMtUNm&|{Mw3z1e+BPmY+CMuoR-PrQ z=|3x1|NZn~+HYmj07~hG^5*8834KTX>saHMEfWJ*A}K>{h#sWfmn$q! zA3jm3JJfMGSxz}is=tWNPEFM@Rh8})AzLtC>P<8}?R3P#z3OS#=_Kj1|gQ1mU;TH%u7ExBgcQ-89Hepi-bg zTqyH(dqa9)@q>l~08IB|ffo4@ph=+eg;0s_|7|>sjm&!={>$oj(Wo95Rrqm)(pdUn zFdGt~8Lb!W&`ClPzjc?kDtXMYgUwLjbNq-1Eh`6!FYfl$R7$Y`jB$;H>H*8NyXEaI ze1Oe^=m36}#1Lf{o=(Dd#pf!Tge=UQ4VM+@RxUQ%c2 z(80IV`{VQ_8)7|KHtW|rtPvUg>a5Xqq)|SjE#M6I0|`G&&2>fk_<(F+UYS!8!%wNo z`W{k!gxHm5-FrZn$NK8{0kN$ZXc~6m%mBBoov)es?dyR80``V-kHyu~)9YX-129HQ z>ojaxir+8!cTQm0j7VBVY2wGPQL;zVNmIN6)r-v&{#Mx2;(5*oWbK>2qpLFt5ud*p z(~+9h_)}B}Y**0eAy-<4BAcxprx%b$>v&4Uq56iETlh6)))K5bM>f!()AhLg6m95&e})U7v@Q$td8xE|D8nH#{G4f@jC{s_Uk#y`JE-EhNJzw z(KUDL^3l2l_2SXxG#Q1s*7j9xypu6{)2h|7@4X420D{th3V7#|Sw8h35|BW8t4acRWv++j>=&SQXEH>%0wjGw6L@LEa1;0>G@LLn&3_3+f4sq@sS1dIUTF z{#T-yJz3!UhVi8GJj8tZtnTi^|$962sS`+v9+}Y7sCbU^Iw#USEYdx4CKKR+yVAxIM~=ipg4w!1M0+&?(X&e%wF`yQT(dDl70^xzk`6DJEm?ve|RBx z^Jo9XOM`Lpg{B8r-z~HqaXirj_#R=`ihF-sz&MxF(dQF{hYt9Br^iRkj3>HCh?k0S zhD-Aash^N@`2Zb*Yt&QQY5akn__Y|ZN#!`CZ?c0h0g~p}2^?pdFn(WsI*i%(VnE@m zP>)Kk#6Vfu_WU@36&0zTx<(Dx(#-g!hVL8(&cAl=t2JbqLUs>`heo|Z|35|Q@Pn7$ zRsS|8YezSucx#2}X^dBm#xKV9u6lAa(wUAnYhhtwj#RF`8mqFMZ{HL-yLU2|p|?S` zGfC`#vo)y(PjVVk`cfAB6Gm6Epa~)?SBHuGuV!q$PIb=MdUgK zb?Nfa5-!wOMC%HElF{y1kI#X?m-i->6D4!q_YXt`CZAWj{uL!ghJ5zrRyFgf7Tydz zBAm;`vEz?1@~QplI&dtx?;bJu7yCow!Gpa)PRj9HM9ytG!NohImhMmWKHPpYd`AS? zxam2~H(em=N}Jh<^7Q!jZ|Q|%oue$9>*IXAujEZ+>LKh14jxu2eR~0`pbcNT3Zs&? zk$i|hz&Th=u_2ELS8`ccSkNk5h;2Oj4|riU0QW=SB?wxW4Qe6>1&oVz^C75JUS{<} zDMeusH3JJtRl*t#`6#=e0juuDG^4`8MKsGw_|U?rd!Y*6Es?5=f#SQ63nF~7e}~)Y zvA$QoyJO;5$#&2+*Y_Xy7aYd^HCqY?O}y8&6STPz8j@od{_WeH$F{l)e+EUi^XY`3hYh3UC5b z>B(?%G;Q=k>o%jGSe;|TR!n5|!QU_sOPSB5JHS?Xl3PXF{N+l`<#@bwTZ#bA2BkV4 zJ7%zWh1cFYV;QX^M|MF$PXN{7IKcSK5vvI5W&j{SeFqC9o`CdA%~rza7bi&ykG`)s zi2%wAxDP<777$4d6$`zy#A;9j%XZUoVgF<8RZUCW~uA$8Y`Y@d$jK z%1GveN#{$%@UG2#!Q`9xy{u@l@C7KBK-_>{=L#Mk;;Z*^?{NyaFTxlLLl{~uH(FwD zU4%BDL~GAsSOh;%_}Pj;%7bjdBI+6RDX=O94TCx5V)?M4nT8WAZzTdQ1&9I+y$ot! zh4x3x5M>RGJ?I-mw_C5nAAd!)a&}{HU2pMOtBafclINwu+r!!Acdws(kX<{lAM(fu z=G(c>_CM74DpBj%{3Wsn*OAk``M}(OfXSfuRW{#e7B64E65YV#G}8p3Y-6)dw}tI7 zkzfUd4xvLIg~fWWjxCdutL9UpHpc}Ha*@$f)5#v%rhm<(d;jpo(eHBB z8`#006@OA&CX6N3hGQWFeiRJ{=Hm9F1D-D(bNfxT7;mP}(V=vVSP-J}1UBA>f6K1T z?2p~!4IB47#BS$bLZx(X{Iawv-=BC0h&xyVA-f*lfP%VgPJ!(Yno$IoIPeJ-prxIK zr3xiEId`CAz$}y(rguDJsq79WXI$@K@?u}jK zJRkV4q)#ilPJwo}@nHJcGneVmwS_O&$m6WL;+6mrmCN`TnXf-pB4WtqjDi;TU`9C8FTpLmVo^OPUd?}$ufAf{`CIz!K%6H=so7tf?KX6 z4>hkKaGrpNhm9)%y zeE0X~O{>I6_LXdVEZbG*1&Q<7`iHvd_rC8(`BeK}M5n~2PLz<-KJjPOC0ppb^OaaR z>h%joc{Q(|Z=hC<0Yl1-npKcY6WLwFxC5hwR`rvM(I#(G!)5dPo*8waLaM%M9h5;9#iA3Ii|b( z)MPj@{>eykv#N)E4#!MVL}e*?Ce{2V$(3t|Y=JbuhzBNDRZVj_%&94pC@IVSS$Gok zZLnbG8JXkzY8$b>>Ng`e#b17W>Lr}*2nZGN(+iV0*N+sP^TPi?KezeW!ylmyuxrx! z@FZz(#L4BPF)y$B3dJO^+g8K}#qFWH5=gRY_HFNFT7>jE*<=csqdZjNc{!$@ubI^7 zv?Bk?P(okd1N9JlYktwFPr!+i>mM(&JX)@BVOU>rR-a~t`unawlP~`$*g16f=XX1w z^7$HNAqu0Vzk8gAD(cT)u77z55X*uBcksTt=2&y{fQgAnO~k9Ov5ffyE|xU1PcJs;`%{GlK# zb!nFlq;_KcKr8t6J})ko)azBQ#1q*^9(FzwrQ|BVIdm@8=WmuH%BuRiN5NMOwGXA2 z3MS7-N{;^gZpk*_j6B}M9-%`BC^1MFX^T85n=*JGw91wGxs_+B4-mD-M2STO?2N-L zRsS@1*pg5n-!QY^s(hnT06yUeBm*+w$>z-hFcrncENrMSRsc$h+t^WMQ?rO|hEjOG<6ly6iTj>&^4AJ{cRFRNECCBg=jD&Wz8$L9n3izxT$mc64+o!O9Jqbr$h* z11=31wDQo%_Um>p|KE!H`+p6Ox0xCMJAl{b9A;x3LVp;jUIERPAmEJY3;oXC`Zynm zQJ!%Yzf*Nx8&QD)1{BBWP4U&?m;e8syNt5(ue%?FIKi+3s0;N~W?Lc9#-hg|xOpNR zhf6%+)57alAN{%bKr~K2lRZ7M|a8%sMnCv8%YT6YGX$!zvR};MJ zn-+9_z1(GP*(A^;uH51>(k2x!RV)3;hIzvHqTDPh;_ImRz^eJ25*DF{*jp2JzZ-ET zlz}Oh!vyA(?LF)+K`o}`9(?V|!#I~H{V=iKV1<4w@CmDl3#>g>VsR#b*)U4P$aY1@ z`N1mZYLv{(T$O@x{iABBo7MarFqh@^-WF9+nfLGe@Vselv)X`Hd+qcfra(d&fQYSmHqDDV)>*^r;6N`M_Iou0KHUQXVOp`K}Le*9Ro&9bIR0X zx*wFbJ*ybGHK^x|fiRMR20l2I{;>+FsUCS0$FkE*tgk@thvrk5QiQ(Bc-5 zl<4A()C7y`>3@~yWBUr$5mm9h4Sk#pk2X6O*hCEsRSbE(1}43ar|}W$hBJrhja%Ki z_k`Jxikp&+L$bYA7YP?K+SUbKmAaR^TrZW1_TL@G9rBYnqEgI@}M)Tks(nC z&mVOSl*(?~rU<$KgXD_?v>H(3Fc4ESgCsYqFzK}4G2M$m$D$*lVdk#!*vpa6fZtK} z#j9$<0%K|Iw{P7_0J8!x$9EE_<~An^N`q}Jp3+}kV}3WytQPnLn) zk&ez3*ppV3|D2JV%cUb?Vipw0%|cz*rnoj{8L&L}f?tx1SIQg|ikvnXU}H3Gt7SUw z6ppRAG?>jwcb}>>Ht2>)4_3bH`+e8F+?`PZuiT0vcR2UuQzI6?;z3O^6E-Iq*IMtA z+e^%BHA7b!nYt@?*QfIJq-*yR=*h~hPNtb4gy&JASe9o~RTMc0+iG7E>^GCd4<`4& z5mZstS8o+Zknc>Yr;HA2-wc8ts3a~p6SR}ZPk!6FS-z31i=E6z2?=wExSecPR(aEm zad2uUd@A;m{ctVejsz2ae%r_bmjioM=c4f?4h~w@omQQo{`m)22=VJ2m5ri;NyK-sXK!JD8douTtNBnSXvrvk^0}+Jj*W)q_@JryM1f}7Wg>3eOW6Lnm!$o1gMzRx zQF$k+OQv#rJ(r2VB zp6C48w-`WawhZ%N*eA;zi&5%YF|hRryOJV^yk$_mMv!f->-kZa(kkQ%RCC>_tKZ6B zFsc)Ixu0=m6tSDL(A*)H8-1bVee}Zt;deiMJ8A3b&{KD(@oesNGy(~CwL3W4Pu^rrIKt9rvbl$76XJ6c=8B4@;!mx6)n?F$t$a{?$n5NF zuh7oV9F1JCH&ADLKSsrqmFGP3(&|-`Y(hfeonr#boZ52(Mt&MIOi%4Y0-8@0ThINR zYA$QVDx_boGICp>4wt2qCGYFXqTf1>SovN4X|nX$oz|*yqAIE7HwEshms1nlBuLOS z+1oqcIGsYPa%l$zkZ^-079p98!PCC&2=0Z8`g=v)YJ_r|hHLpI?Ft{(C*#Ami%XfWV|VgRF3>@Z=17nxBgsjYF%b;?=gj@3z3tP^3e`SZ$*A0h?-!) zJI)dQ((K!8QV^3}(l=}OwpO~C@cfhH6cP4TfAqA6xl>s1Td)XCrkBtEJprJ6{2i~u zv)*_a!aMEkKfkrekj%xE*(CH;ICnZ;pmkH7Eq*7i}C6t~6kEV&u|3nH>Mh{GOZy6*ZOU$81Rx|4YVU6zU*%G46!+tM)i`9z z>qv-uDTx2({#t1!22HUBe(es*aARsxQ0bParmlV{2T{mdS=-49&!h(X?I)w;*EUD} z?x?JO5^qvQIpbbpCzZmXBJ}fc87;mDZ$rK4zAa|W z`2pohDkGz=Pv3-h{MP%_zJIBG4h8AbX+&3vAl!uL>SgrrS1$K)8@_qT)}r;sk)541 zYm&&N$4sI8??|0OU1x{xFMwwpc*CBcAPKOd^Gt7L8QA25TImNHw+oQJ}1!d~RiKBfEYI5#U z?io6|KeM2m<6;+M48Lxl@%2qc%+?1BG#F9FA9nA&n*JuTPPsSs>P7-q814b~wKb3fg~!itV;gkW4lrl) zWWH|lF(Js%G=4}U_-10hp?iw>$JNXJt0B-#gMkBVPuG9~`RM2fZAs$cQKLHB*(qOd zm=qa_jlkUM=~5x%P6J37XcVtMP&|b366RXFE|yAISiAS|VdK9}CaA6)RAGP|@x&?u z|Cl{KVJhfI)UzT|?d%q!cAo+uLbjX|vX9F98&GfcYF%tVb+S=4PvrNlDY{ZOA7)>3 zNefsi1aBa#|7#1<50*|JO0-B*in?ycdj*Q0l6d*&TP=^Skf-lc`(j+J zHCOJnH6X-o>F>|ntF?)2Svhr{9CLv*h0%9BjC;9SU8#dZ;%xuIPRL|EZuwzY1P(n4 zHb~UjI1yR>LS{WI3x&BJw;kdO7<;u-AZb?U1h>XGKrUI=pL5q4E z%eU8j&U7L2rA*J+e_70&#;wte-3TspSwEuq)|66twsUZ2ocE0T^nI?D3 z{jT1cy}yo|=|7&#ff_8O921y93F8;^w#4&kcRM~*?Ts6q7irrd+6ELH{CKo!;xD+gJiepIkI8)yyAtg1oX4g@I(~-e6SC?Tc zlW(;r6p)qq`FuK&MMtZo@PVsE>~B#r+Q_lAgwbb@>JC~TDhvgCq*w+z4g>?k>vL8o zc<^s9vTV`vO!saph4NmNRjyM2cZ3(qPx1Ik6bl47A zcZ1L3Y&e&BQ68ys9-$AD9;f9wvltRbey!}T3w{ldd2BneML4eQA+3a14Az_#=V2jY zD(YRD>-zO}Tjy^^ZxCLn!30Vv~#HU5r9|EwR(0)cb!!YNtfq_WYk_)C*@f2CI61DL1U}0v8i-mf+;n z|F;XWv`rY*tbn>Hx*DVhgp;GQpNZAP$2$gEg50Vc`4PQd%5!#Fa$6Din!5L%($XkWO)TL* zjKn_J?$H%FR{i9tXiYNy28hSqn{L~sZDe)$A-vUcGfs zF^B3_0|gKDnx}*QrjZ{QzTmXn+INZLq|Hj5k&jKK#6E~o?f+!)OvN`p^X}{!TlK9r zjEYYq8o#B&rwW4c()6SLdE4L5;F8+*Z8qrO>o*{A#Qi=(6Ra7Xn2_%4hAX=%{pZ+O zGyBTHpUC#{&IIZUBzl^SK}Ai7h~D;t>F9aAr#l1B`Fj*hUDHc?mk~Chv)wD5s|9s>tku5%q|Emj4UcN< zjkx^_qm`j55Dc-CC+bD>nH;`cZB1HupX6M=b{x`MFNMgqXj|Z#O%YNW|I*UUL1-GY z{yaDsTqLXcq=iknn^;dtiQCVr#BlY1%z8Yf|JV5D>0*e|Ts+U}Ky{Z@S2Q$7`GC4E zm}m3~bJXXhKRZ?{Ej=G^Tnh`J3foVySz1!^o6m~JkYp%!K7JOzRtY=|6w@EBdPfbm2bz>zM8`7f?5VoQ z@grG-IYl$cTj9y!O-;$jUFyJW&Ec*>Zo|Od>}>4eQi@8V)_EcDsG5Fj8@V;lP4j(Z zXNWa-irj~q?R%6KqcP>_-_V2iXRcJp3=`#1ldnBjkb};$TcW954$}=8$zE|>v(k*t zR$Tdbmj8O@2aXz1Sux^;SI`BQXzsMM#AIymaqJJWc53pQkGB(N;RPy4x3Q(D{iSEc zj(fji(@@h*DwpqZMF^y$jU%TD>=pa~Z(Cu@Bt z>j{OBsnOD%!bO${>ChT#L^>>i@)ot0p>7{5&)u(bLU-|V76jVF{DMs^&hbz@DBi5- zly`;EV#LH$RL3BnQ#eopUjXnDm>8eX*J3^e&n&2Eg+=3_+@HtK8vF~;iqU}jvuF3F zFLkQ=O_#TAF!L9Q$B@&|;&OY|oU|&f5fQ?#ckI`b`wVrZnO3D$ywPAHPTRjK<=)vmnRkPFo#aAcS zlbny`-ss)`VN|SwSI4zHuM26L;F<~F)t6aw7=%8}`S9%z$F7=Nk1>^!0yzYW1U0YE z{A~Mz>8kuk^wI|!|4;D`2Vyyf$zHH7u8BDLPqNZ82s(0fcr&oi8_s{f;OQwRM34i; zI0v51&Qyw}-TH;0f=N$an~&Nmn$h0-yI%=cb90!5k9U2nehbA9#tq#!TU?_E#V~!L zZ*2T4zeQ&M2K#c0YjoYw-!3KL3waQ-%-k0ELzKC2&x!*#knb&GZ1;k@WOQxM$@>|{ zvh(&a1mJ$gLt1A3b;?(+R-~p+Jj*U2kB%gZj(ms0*(r&>LFiHc)C$%ush)&2+PdEn z(KVMY(CKiW^4%=ZIKC{*O_yFJX6)5PdUV;rZPWg98aaaS`jnsT2OY1z;ogYHvB&+z z$YoYo_-NTqK`Ftyk@kdo?nUuDL8Fhoi0){CWfh@;xiWojDlA0U%6fC6@a z#~YUj3&HjM)@gDTkNqp<+8?E+??u0uw60(gc!YiZ%`FB#zF{BbZ-k$Iq1Qp2qQHZOrX$CQ0+Wd5ZJQ>Chl3 zknh)n(uE{HnJSeR?B`1}9|04F{&RBF(YwhIzb7^z;4`o*3qb_f$^9#fJ)Y~m)30=P zjxJozj|5%m^R3z=Zzyqad)rOl4o-#5qx;SS4$FjrnTei9_4f-|jE;{}&6(y%;u!XR z7;jrI2t9Urkw1`Oby+F}?jHC^|7yQ>JATqo)s``zefuo1pw(RJe(GO5+Ir2j;T3($ z?1|WHCtVg%766tQ0a*GomCURe|6x{=RoKX`qYT#X`Wzp*p3W_n`#?Ls@8D7}x!6am zk*#siU8S%;!6eUg^pd0fD`$uZz5np%Tu0o|`rdEw#-V{cdD4(bxr>8w8wljsA%4Kvy>>R z;=m)5+s~&Y$Ayh8cO{8GuKYA%xJy1nCM=PC<2;Dz$wE@0TW(&uZ2nMa0)M&2>b}-a zfwlgHl%E8~?y$_e52{{FZ7FJv-7S94O=k)TdQ0~HKzix!HDSM{)QMs;1)DSC$b2GFq z1-pr=lh&;e$ks-yG0wbt_c{BA-Y=GLk(nvSjs=Iew6A37u1EFR*&DnCX;9cTzBY|k zJh3k*MQt&4BRAHGpwRTY_QE$f{Qsujvu|=XXz5U}rBUbn(fSuZAo@&?e4#q$=?~&+ z%}p~ol~%UJ>M-x;aU{XCvZ`U#m60!H>|6St%u=2H4W^~Xzb1S9@wz1OI&tKdHfy~; zK1&E|;HBPC6YWooTCX_HkR7j;BxOOi*2#!)^O2*CSv3crQy%JGrn=BwkHu zBk5Lf$|J*^t~(@~`7heA7=~T-*Pj%tl41oU_|nIECL1Q)ljR(}W)=GIq&w;j-NzR} z&tshR&U2JX3#csut5uZ;zM69($Pgdn4YqSEA_>X9ivOkT%j}vr}@r; z?{0?u&5cU!N5wyu;+|cZG6nuo({+dwM$R@=smADM%n z!dhM0rKj0EsLU4Uv+E>gsdIM`?3Qm-O*D5Lw=zXt2Y2hlp=l+ut$#{QYW&Ra^C+Pb zs@jSy=;ZIa`}Q2h%;!6uN#5pC?g3goSYlEA_A82-t7Rg6?VnjaimS2^q~UyS{^`nO z!J;7}69Xoa*}r{Ik)&5{d$Dt1w6L^@G&LCbJm6N6x15emc*Qx*yl}40YpN-XIU6W* zFXoqVD2gMQcMx29PQjF``^zIPSY&tI< z(3>}?QTg;ned+SN7~TF=c4OtnB!K!;bM9<^mJHobN0)BIiM-lnm&h^*dg|f#nyIjV zwPR9r#jlb)Nz}8(T~%H(N$kvz7zQm^0jZ+5AEF5SR`7oqd+VSqqwN9rqmdGn77#>` zkd%-P1qGzLOOWnv5S5Y+1qGzLkq!~01f;u5x#e7x`8`(1nO zwVp>*u@0uN`pu>9F|C^1#Cs$w@Unj%&o=8z z`p!<=>JFFAO{a!yV>a@gy+X%6V^bMb&AOSk#Tc(95XbS#hc~&NQCbhc@pXdLWXYhC zCinh~*rlY?wbfc}y^Q)~2A%NX6lsV!cX{wf63LsBbyUJkrF_Op=}a|{DiPIv8_t^+ z*8D0!s+m4&0nN@<-g71Hfv#IT`LB@b8Y)`T_1(F5u-Y6im4cA{%I-wmv3Jj{XX1d4 zHyYq&6$-%y+i>vf-aT6&Z2^8qO2>LyDQSc8;&M`*w7}>EmVcEq36J*2r{nKyYg+05 zg^LkjR7p<|d?*Z-VQT#%r7em@;}ZQ++wf)b!!$YaPUaB2R*k8E^C}am=Lzgaio(B0 zTXTPjIw(Gu`dy8jT%n7F^j+_*UTKM+XYo#nCeEBt7bziD2~s~NN909(u}P$sgDaoT zp1}4=%Tw9M!rbE8^bnV#VS~anTV{KaVBoGNlNJ=%&t+wwy9MbGX#ZqylY zFXHD@ifCWDO|SE)jz-18$*A?T>IyUKx9`+IHL%{CbvaJ5f5QFKQAvL!j@?*P$YdKd@1a6z12|X0`nm1(!fQ8#+`p9<95-; zoN$P^)md4Ih1wyX7vTsZE$*u8^6IC})#O|Wb+2Og>Z}Of_H1&S&3zHKmE~Mp+?qPy zxN-j1uSAM2CN1@iN@B#gP~^y4IeH6_2`h?*=a%+b$hM?``D1QaMMe5mB{SDH4MB46a@d9!w_ z$R9i=Q@YXgvtWhsjvf|Iy<+F^hv|U3Wq6aykHWvdlE%Yvx@Crrj^5*8e^n8@xVgU6P25zw>8o#6SyUlMUie*g<9l}aebusf@n+ly*i~*iodKef**Bl-kqwtZ@bWBLi)vfVZkz`kAUbIW@(RuZjjGzW=Z^SG0kdy@=dwKru#I{ z{li|fxajLt_C`jJ)TN!~$=Tur2Sr(Xt(3F5Zq3xC)fcEYiHZH7LF{(Kuo05z;o{vI zhDtqlv(vA)dbHx>h^w|EiAnGDvWML7AvEYm{msI_RLqr-^n0G>hgP&+m}qqoCLW$J zbOA!Oe=*~wO~5sjC&G4OZf@=u&wp}OsK`Ii{>iz0e9I6>q2iag()PF<57By%(`Ei` z1pl#9zw{SeJSM*dx(0chWV`i?%>1@Y#2Q0T@6~$_f2_q}hZ(+w;*>k)(8>R=G>qEiDW7F)r zQ$7ek{9OzJL|y@p%d_mkktv?)fl;6HMiTmEi z{%Tvo{ykZFuC&%2?0c&+6rGgFuSNa=DHpl7!OLpN z{DV#7PfVdw>BHs~9#F)_lxh7zI)?G-!&nwbwWz$h>+{53HVNZhAUgVcxAT8EC~2hq zs1>zuxZXM~xWvcD^L%FsOvEQ9CZ?d!!B#Z*EPwHSlz(?xoO^+v z+olp62^lOtl?pO>h0b&7 zrbk4#W0@JZB!xjHzBjBlNuA2jB}Rs;(0a3t%ekl;7~2)D$l_zgC#_GXREn{0II@5ef6k0w`OF;#CJKOEPUjA2RZWZ|{s%=ohNtHq`mH+gN9O zR3;?4d!Nx^lz%fEMF21RWUZMlw9buwwQKnzek(Ds4SjFAQb!+=>VmEWV}pQvsn%15 z`4!GvU6M|2B=bi()uBOA2Av35f%1s$(nQ&yw8YAFQYy;6KfTJDb%pWL&lP)O1l~!s zSx@cu9Tbl9f4IM=GVz$R0NmoP3FcgEvGrjd71l#fnQV_{?9pS86w$1t3-Mi{7OROOh(10 zEa;-7><*XM4pfu7K^@Tx53Z71mzL=FZn>*FR0~1cRqJ7;QPp@q6C)EAcEns7@^hr` zS|N%x7<V2dpHGXJek`LX(*%Yp1L7*BA9Gt_TIoA!WVBy7t}h?PIb=%Q1sc zC9+P6*dLwjoAqTH*0WbOa|E-6qBC!YbD2p+_|1#CXoDxH)-A z{UFNEjGnwpK~;V>NVK_gza8&Bf5}P8cEfq7$F*a(JdP}isF=@oX~AVKnK#;%0hLzQ zw=}_j2##L`r|(13RO;o`|I^3$--pIjAin+p#AY-Fw!&0Aj--DOq2ljhD6F%X_?_2PrRo>3(2R&zPD%ia*Cy$ zpYVs(RtbQn{FTRt~c-7xh{==O4-||HyP<8V=0aC z-~|gZ6LMP&AH%z>&mz~C5eFe!1;--C7rY*JO`_>yg=ykPW3P!%<^B;AUj#p@6TMBd zDS%yQ_XYk~mtF>Y9dXfHn2jb?cz$)>gOTL{JAons{H z8|e`<$z6F-{j2yamFsj!VHRPWA)zT3`mk~y<=r#S@}|qW6;%rf%K;_=>R!PS5FJy z!%E20E{;b!dysa?ehJFX%kRlPptTr2|0o{QfjKgspsw+o{~Up!>4FyF$1WH*rS58F z#3ptfF=NhT_H&&Ot9p?lmNvAa>_TPY*I{ipJ1Gc&@X!UFMkD&KomZwqN| zw=w2Tc=GDm7JNa|9u0KQ2<^BAhNg#k?m0OxWL1Znt|?!1EXJ9DyJeC0vZ1b#t)Dw| zdj2u*=YO6Qa;rd731RK`HP*mnZTNPbGSK?9x>#n{bK6q=R}`*_LCy>P?uaXPAWqjKe1>1Q>aU3pZ{c# zQ5Gr<`&gs?Cx!XnW{e_R@)q^;&V3eN+wOg()Y(*^#LRZuhzM<^4@65}^&`Die)F4L z)ptdAks8$^t}7#$X98PCPb+Zx-j@Wxiwz5Qero6I4iftQf9kW1j94Nj%&fFuyHoNuN34R9LGgJZLk01a0AJ!GdS~gKGw8rR+V%}q z+xXXyOfyvBj_osAzy_uLMf&9s$egQLPdWMSmPlrGkQM?RL6drNVIS!{RQ84c%VpOG`Me>c`#RY+);^l&*~3PI zb-q~^!;OsMK|r-*7$PMgS=h#Oycg&GOWc*Z5Hobx)P6OHwnSyz3d*T?Fi3TOY_z1R zW94d9?5vd}R`P$!==vFfsF>_|B1V`XUis|w`(U@F8;cqpY#Uq6RPCg6& zMu>=(=c7tV@%8CZrbOZm5G-Z6s{H0CH|0h;O|Rd)QCCwVCL!VdP6GiKRP|F(OhI)= zqACfx;jk=WVHJ~}g~&}R z^99p1yo|N)>rBmR9*jh9H6&Pe<4L8k3=liPLrX7OJyjkTi++{ZQfv-7Q(DowT@okt zsy$7yWU99fDTvnbQczVdoWoEjd+C@M_nX7ZVxzD;28m>n^yj+g9eniMop&$0$Y>w? zqp`RZ=DfaBtjYFW>XoXr76V?rDrV5i7^M!HF`$E_0^-IqB{#4vM*nF#Seusp)A7RvJr)YGcPyP7hXxHNjL z=f|P+&F|?)tv2s%^>M3z5_APor4NfBw`@d9s}Z5?qbL>EWBO;UStw|pKd&o*-M|Nv zMWkY6v6V=;{FT>f)M|>?=Hkh$&*mDRw9LH{ft=%fd9@|oPIr^eIzN074B~S`c_ges z#VP7v&)-w>(VAhhvc$~5H^9L`#!8)&c99Y*lCypJ(kgrS9$T`=$y!Ji zb62u*11-GkxDUkCpxsfOThd+j}`*><`J?Xj9)W8}MrRFL7 z$w^jBF_we6`u7lL!FoZrOlahb6Tgo+CXvjq%h8zxiv$mF*uOZ&7k`-Zh+ESpLkS>Y zJCZ$K)){#cjej?Da3&*vMdEKoV&JEo?tf_i0sn1j*Cd}ahG227JAY?l-uic>wYx#p zr^tMEt57pEK0^3t(^H06F(`5WG=}`6#+|?;EWWS3Y}Y6A-+S)ePu_FtUg8OBeT0VK z54pujUM*%tMbeFB;vnm6lQi|9QHoMOb_2`i^p&a1lapNz(hpiFg>jv6{*TQX}{aU6YDu)de=?z8kfN@c?G;{SQx{>zz4~7f7PELp@q&cIP&o&*%@gowY5* z^b}u(+Qku*rgHqjkvF9&DU&V#`?Nu?osk;4k&~0&-jYqbw}7ns)5%8LefQLS+gig; z;hB`Gb3I$iEfxt6)mO3xDa#ULbhnkZQ9+tN2%J^4U)yoFNZHYaOmI2ZPgByC<5o6h z)RDv9XPE9iEG6}~69WE|6h-Bzz}ngxVAgEG)cW7mUq|O|c)#3N?HRrzlDY<~z1uET zNpG9QX)=b*e$z09ZQW^m`mh$mra_ShEh>zmT7C>|q$1&u*872hZ;V2079eUTj zDd}(!IFYh~`z(KDFW~?iF?aZmBBGd>rcm;3Zq>4u-w)D2|B3)K>ap?%q1Yu`)4tR{ z+3z=;kF3SCKN8$k7^P|$du>z@GrHzPC0KGY$tKd>*Ra34D1UNaFd&q8=~{+{&_py% zZ0Uj9V%h_Nj0!7q&+_wgh#daqY1rV5BBABB!KRT}c3gbBY)!YAxOZ254InvE#R80y}Aqg|N%TTFt# zN;Vt^o6mtiY1nkWy{Pt4s!&x|A;XWeH~v-rel0*aMugS`2lS;#PO60(7zv$W?a& zO0W&@B@huqwua&tuU8r7)Q--jB@a5(QTs51AK!gMcR+#f z6Cic$xqI+-B2){}CW$&i<$G_h?n__5=*JQNJEMWcJY0e$${r8uydCLNPi|$VA%`K+ zon-*9QvNy1hVk5k9|*+m587-H+-OZ74^BSvps2*z(RX#S4yIvjCKcV2Ty^k4N_sAn z-_KRIhH`ewWqT)m*lZK;1=MuO`2e||ur5VOQB1O-*W&wAM!8GB;=s9o&o+I=7OqV; z1?&{cS6GCv&Hf1#H|6n?PE>5*6OiFz5|I#n5w`zr#8YK4c)ZLTU-`=BZH)+-%?p;g zLgjw3uD4G!T-DP)-O~HOrg5Lt%tDvSi_}ljuSB4TxK7sxK`J`@?als%P>NVllNBL~ z+{4q!2qfy&3nHIvbv6>dFD@A_Z3DIXtS?wLDsVX}@kTJB`Tl;*D($ydB+$3LdS-~c z?xZF|WZb&_=q0+J!;2Or1P*ebKQboHN6CafgZD^&kwF@9YLl6sJ1Ex>MH!14oL8_$ z^~?Iq?BbqR$M@$qwLgLmhkX-b_P>lWk&5m2e?)U8ywH$Pl)RK>5)`MNLg4GO{4d`7 zhG&kczZHma7C|vRE#vQp5URS|UpSYDuJrf!kouT}heh*MQkN)tsYJj3DYFhirQZ}X zCade#7784Zk99d?(j?fv+`}Md-N3cEL)HaVMgbP)ANT{Yr0%pCn*N2b`Xs zf`G_Hs%Ly7#(h7mT{SRLEzq_BJ7qM%%p1Xg!G`Ww$W&QbZV8iw+ zzmL<7h=AOE5tsQ3zTa~tK^=N1=+0Z?*}Cn$n-O6}s$=3cuPU+HP;)w|&sxuS+ccH) z{)XbIqR|HBpv_%khK^C2j)q?H-Klo(2)D?W>-qQfyV<>np#rR1`JQvZ`6hIhl};}O zi7~#%%*V7rdzvnX@uRm4ClR!)xTw(1etw=X0$$l~>h6j~YPOgWHeCicE9`fh2?aGR zhweX7h6MeF^ZnTIJ{7hn$EGaNXE@}&K>-%-tXdg3W79rCR(; zr%3^}=%fl(G7+qkvK)Boj|;nHx@*aHw@~;|(h!P%_|ze*r9_3LtFH;knzy}7!Uoe- zy4{Sd$fULJOwm22j=aC`#c^UGX3uz2aB^Iz#kJ&I&1yEAx7`0^^(&WmW%Z%b%&@7f z(by$ab7GLTY!S7&aOVd$hvRG%wUI`)%7mTSlI!}k#S#h% zkM}=b#PhZf@;=L~6X|l@C&L3ce+Wl-7&piWU#+Azxuy6K*X528gpvK|LTv$16oCj*1xqK|Z3iJQb{vGL^!ZTiac**oynFtCjQp z!9)$XF8Gf&`Ur3XmNyhk%_BbxCZf|qHwEKDlv$$7^M-E|O1HR0&1p)aIXH`4qGJ8) zc>=Oca(R$jsGs^hzxUEA*Xgp{Aefh!1fRE~@KQ2pAwm7lGX5&1sIP zp95Or<4lN9>D)g=l|-KE#M0qeT<709J{x)SZ{p-{40%dA8x69#RADoZJa-jOfaism z8STp>j@R08iPU%5vs40}h&iAzQ>!v5;8R2%emvcKGB6&IIjZ@GWT#5V5L?Lv#a@C; z8I?O0dGoc_3co1lG8$dIkJ}mAzI*rh=J9y(Z_8oMy#(u~>T=)wVdQEp5>19${Ch&J&#D@Te>XlV>vtC z8*NJIf5`YneR`OBQWz2Pc#DdNRQ7$JFHq2o@lA{tQ}`m7P?B-wd3Yslv|Y069<11w zJRuOnHwnSHH5Wl``AVrgFlYDA2ul*MOp$+JL&sJvG}=KARdQ@B7r-BG0K}qz5QOTz zsj;k@<~u-Ry8r=@)Cn&Z@U=l=G@Pddom7q9p5@~@^7OiIxsGL@-vq=h&YdxiDcIP! zD1IHgK~=&UdI}m0EQ53`&Rr;XH_}gJ`1m+F8ISroM}3@>94;$&-qnWXt9tY@GBFev zRA70iD&E>Y9dF5BHZ4~zN)BxnZMZh9;pMUN_|m)^C_X`<>mHb`vJsN++(e4NVn=>n zDw2vUo;)k3Q;UK4MDSt6!M@UlBe11ePK;oW|6^hk|K?oqAZ&&a?CVG7)>_8gER zT28KSW-%yP5jlf4 z6|YscM{4&{vyuYIJE_&M;aVJ?`I_` z>BRE(;(~>c5vJj??gFlC=dLP={@qCX*v~yqh7C7ZuqoK3cFzoV46YU1TJ52Tn<@qBcOK{KDfU-vp(+? zj_EuEubiogiD8&|VzP+u)eXE2x_`l)0cI;Gz~m`$2PP8$GYaDcI3GW@0wx8>nZP1D4P(&+2oV=5? z3-@X5!+IdR>`=XTj>LV3fkAq5Z(Q*xHzLI6*W5qKsXW4vjb8DU+AyBwAf$OjM<(*! zSEwoRXJ6;ApPN?-8h*zzuYS(rVE8>5;;!6g)N%z1)9xJ^u6!b7XZQZHv=AVPUyv`v zC`n8I@^8!DO809=zP906YLSU@71mKSQuv*6^OhRNC_i2oYqu=w* z)#rz9t4{oA`eUbP?>xuYmRi0B@IvppcS`|!h`QvRSY6s1h?6gK!R7wWR@42Jom<$q zFU)#kiqiEjDi`}`^%A#yEwkH`$y8tP=$+&+bfpf?cf=z5nH_K#m?fYi8^CB?9uYM_ zjQJ9PAL~K0&3zQ~IX(;jY{l+Bq^ayBF*KZ-kkd78WL+hp;MzRC0O%}oK;C?!_%D2(6EG*kLi|*!Y#=f(I zw_1eehv5E-Z$$l8L)QyWAA9OpoGVx%&Tu z<=||Y(V<=k!cHh{M#sP~4g+4~6)Z|tV_8-c5>dM{QvIebVjYNtS6H%F&?!1tQI1aAj3IZU14*(j7#`O*K|4G?hJ_b%LM(` z`qfVjmbTUqeHC?JJfM8%@wwx^VTq*im+TXtc zQkB9Jk&d3eovGZxx=?-F{(3S*#ny=NdIpB?R7K5z6%RQsPhEp?-wdMUs$11MI%f3x zZ&CEbS_7}1ZGQoo<F;lQI?f}1RXb_pwS-sm(etl2e|x4(U8ktg>-2XM>YzFGIFliT$Pdk3$H?9aU5qrSg}4 z-~8=4V^=Kfc#Ty;`cu{SbZ~%rzI9$cwzXou|R{le%@Ww<-M5@y-(_ZTDU8kijSo@DEsW=YkbT1ee;&N<|MjP2`yUa zW)p=5bJ0%`7*K3L!S$5P?vFSw>WmylF}rsEFyXt({x)wdvx(^Wd=7xe$_7mYG6YW) zOobU={;g=CiI|-hG9*BwVNxDc_~?Wh@s-c_tYtZ0f)3YP0_+Hp5NyN8jl>%m7XU0B zKn8a2LNIiP!QcQ?9tJvkIF%4N0@}U^@7@LabtQD10LJG6I3fsxQVn4M3PneIq<8=~ z98v>pb>5)zBcPRZf)3*BLApnez?S`Wx(S#Rz-P_L$pLT%n||Y$>3@Lh2SN7=Si?d? zLZoG7h2UulB-cb}-G=-nAni&_DDc{$pcil_H$GzkdJb9fgnEboMu??q>dw7;_aN&D ziW@{Vn6AOci@1Qc=AP;2FJ7F0`d#KNz{pscnE1WVoEr4PXZA18cxSwK7M8ooD?NsG=Vvb~qF8QF0JW}LnE!RQ>`|~zJZq>`L4)B3zi|+bA*=h<;XJ--9 zPNU=e%aszbw^W~2a`!KRd*ge0^{2N<{)_PCF~_6ilDXP%wh2R`=}2SwCw;=uFG^{I z!67WjF213n7<50p{iK<5Y|&@AiBwONe#LyW?1Ktn$RGa2pD3NwBj_nVN4ZMey*d%N zl)u&UmNy0lU|WoWx4q0dhfn0vWQI#gq0gCWZs5r2RoNPG%Pi=RN)F>=m!__~!82V+ z*?CM^39o7~t^k)0wC4`2Z-MOp)#;}`KHRit&^ZTp8#>)#8PkEKt^MOYSCA%|mjWIG zG@dtVETCcCxFBFyfs`H4E&w$Ly&jZwKSF?lgn@}kTCT{mpQC?p4H|m^l{LNvE}I)$ zHqdy07n^CG$b1(ce;4{emR479^d!ZNXX~)Mj=c8X}=Ucw}NIWUL`1vn4bs}*^So-(u;nu zov_qUmzq<%ATyDWAJRh5hVnq!M6S%WO+NFRZ^|{PjNSsrAY$rhl89FHF_bG_Ai#YXp01weQLfj9MgSQh?F9)A>mc7FM1~%JQ+1X zZ6mfuD9DDjr$56Q`uFvv7gC2*tGgcUdz`hXC`CQJA3a>}4fFB}iktRBGT5uNQR1Yz zz4u=u2=7r2e$$;yeNu*wOCPRWa%A5T+`J;mSe=;hM0cJn6W%F4?&(#eSU-;5!7#9Nw{3oXO=i~)_29JOgDMdZ1dGw zOLp<=r8D?9$i@nvc+zzVrRrw(3nC^D@FTovG#L()upzc4a2v;T%D9Rru#38pYYR8B5@aBXuiTOOJk!GygB z1}ne|c~mMKIzihq`Avs1L?1tIG^;nv3_OZYpFUL^wPCqj12-FBO>gnn!SD+Hf*Q{g z8y8=YuYBS#2Ek_Ft-GxHjTg`q^7rTrW}0yr_%;GLt^kt_>g)TIl-BH|deGbt51b&6 zQ8O;Es6gm6V#Wo{kn>cZgnAM0KXaN$!xj&y7YhwPpr@>?jMJp5#aR?=m_RnxSbglP zE!{9f^PhzHRHPvHW&d0%b^dUiUtUi2(p%mHx8genTo&9##ii&CjRRKbetOe&{aods zW^y>#$1|m*;x>AU&;jtzqN@IDoced(NX@FQ3uR+w|GwN$a4hnwUk@!pv039cFc?Kb z`KP+DsDrJPMBloq+rVUD#l?%*@(Nr<^T8 zqnNj)O$h2GwY+8KWTR2yUsFw_xzb04fB(cHjQ!-&v#RwOroPm;Wu|6?O;bfi5mOSN zqh1GvW8RDG|JMg+^r@-UhripHt?vjW(r;3~M?)h$l8b56Qh8^M(}pmOvxquxw^=KG zqEYRS#30Ha63&$q&_O*yd4;PV*&n5)m>gRytVrhe9_i7!K$dpF2sehiMfRrPQUD1l z4yivAoRk!lTbBq&;^i^C-82>M$WrjZ<=lbgxfB=YR zVn$F0-bwmp-^TzIeez(wq?h}`(Bo1GhHvl?!2ieAV1fZ-H!!UK@%JBvbc~Y_6Pt2= zt`>s!z560Qg0h3K?e_ujJg_JK02u{rkM(Ek`2cDAL7EU3C;OE@&iWxe{rf_Yzyt&Y zgh|q#!!QDqM`F(ka8NsA9_6breb=v>mK)@{es!Zp1ur(3PF_ezK!2`fOW>^=P%!pm z&9Xq{-b#(fdgMTO#JP2=X6EwK|EK-FmEU5c9{Y2u${yZ7x#cv?OV(Vw2YL@)TWZbh zpl@7FVBJ&cSZEPI`-dF;%IKo21;g4fp2pmVR33x$7I`fFl7oq4^y^Pz0Uxkya15^d zX58CfC^~yz{C>rgBs(taABm5NFDiG^=-s$6i9Qb=xF_vS`6slU2)&aYz`>J%L3 z!>AkwDPB$aHPV`gglm!vlerAzpS&uM<%j(&!~F*|Q?k2Sbn-m=y5D3B_0_cKc}3)U zxLrN+wcXDPU9{e7bS0t+vDLCx_a<(%Cro*g%vwM4wrDH*7mb8Si?Z|?;n9J@y^g!y zM{TRNpIo#DV`E#=(rQj-z77QH@O?%OK}Ym8r707l;XI4D&u4VxI?HPt?=n0m#$!o= z$l#W3u%G&*IcOUr@bK`?ok;&IQgctO!J&KYALCs2B0YJEUzpM(zH|yDO=JYSQs}pp zzUvbvp`>hBOmHR+HCe8jWxbrEMeLf+1TFG5*k4p@4rXuY#40F|RJPePIF4m#V@PY8 zB@%zko^~HzGJku4bC1ltcC3khgo;pt1Lv+pe-r_MoXluT2u{w^dt3ar_Ijy)XnN7* zTjvDyKD&E@e^jGBGRt=24|4JUA~)yk=PG=OdN+v6ohnXPS0L@VX=;T<{6u@deft$m zb55mySur!MPebzy%4)}c@VWnL+Y?WuI{i2E1E5jCSq~U_e!Oazc(Evp!}s1+zkYc5 zr=FK4l4C6s(=35|IEvb7krdOb-zf4()-G8ZdCKIaJ%x%R9Srr}-ySvd8n~Cfb=fy1 z>Dyfx6)S9t4{DPCWX2Qi@bFVjwV7iEV~7(5EoqjNQb0p}nYlxB>Tf^lAXb=HH>xjK z>_;J%0^aG3MF|jhN^b%D0&WS_dpuU`?$=lSV5bGV)J@V;qk!!NxD-t4*{V z7Jp%{OtDo=2|IV`I<6jV&ajj_uI`6~=tDxE&#QWYZBHur7HieHm7d<<5Nvn6*Lz%h zyftQ)wZ3(4>@-dmyB0%0o1pLOJ=H;Afw5^~;?3_=qVZUDc(^;>cb-y2QTS@8Zl!l? zyus6SwRd@$sL5s~!-Y|0NTOhb!i4h$3Tf%=6P&jtx4`V}kq24a`O zLtSgwn4Q!POx#V?zXj)W*%NWCX1S9f>|%qBALuxRg@(I)ivC-j6&1BI78HaD+@pzf z^mGZygRFkVm5!InX+2t1k48nS>z%t}C4=R%nKMg|i-V$*%*sj&y0?lPYNhiuAH66S zb$4JB@~u4X=x1+!F`y%^@?7P0AY)4aZ|O1S(lK3I`5vqKhpxQ!2f|fdUOy-mdpU_H zmX{bv5P#}}S7^z2=vyc)?YZRA1|AbA(m!d$uuMpu@l&N6j*WRz+Po{+gS32WT1gZ| zzMlfc>fx4jP(V%xrgEU>2_CYjR?IJRS&KD7f(%30R3;@Q378LLz<7ggF=P*gLCvD{ z7Hk~gb;Bd$d_MM-$9e*q_JF^)czv-dBIJ2oP*h|CFm{l_{Lt360;MHQ#4uC!N}?su zmpEbjiO{HZG6%pQILXq}(|s@Y+Circ(g;e#ri&+xRkb#X8sTC)FGVu2WST#%aK>E&G1x$ zhtSCTdNvq$0o1s`-4hj>*FB@$6d4;t>aCMjeA#_ELPH0cHg;+wFW`p-?h3tC9^Gx5duzUGzEvXpec8ABYi2T&~ zZvEyL3QH?1wb@3C1aXOvfwqupV3_u{=sZp2yUQM2`tu!oQDj7O>EmvD)`ae5CpC3- zb(PpRM|i?Tz8nwejqL>c$|$-^DcT(=+GSe22+_nRNS-~xS;S^J4Q8WuzBSVtN?z|x zBH)HWkg-w?=MCM<4mA{bAAZi~6czcvjL$@e6{N_C7oY%;=6&!W_7f$3a0WpopVw*09gYRaMBEi0pUJLJsCPK$<5iH^BLFbv}CymKs1q{t7V3miww!s3k$Z3vLh? ztet?0Twh{(PnMVk-N^!Oy9Pb!HdS>%rlO;hm|zgBkWJ*`Gnrj?m8$SUD;%E* zRMz1RuF~|2jE9uwH7E<$=Hf4o2(j7;m4lLFW9UT|;~p)c>}M zuH!B03tVcFpPsF^`ynG5r9G`18->H_NBm*K77HJF{0<$loAZMZ)IN`m?Y_+f@Ip6=?Q9#~ zj2P;zL>U$}&#lT)Y2!*n$?MKL;fqwj)3kF}eFmW554iWfgDddw-@kU}N+f@{E`h>i zSP*YVVO*JbOqw4j_stH+xY8Nrmj(Cx77c55bX0aV?Vn_pr1^!|xTqQ11j3F&A{$Ym zck6>mxZTcKU3T#vU>f1S(_=yCY_8{kITFIi_o4p?kr(dp$)bwkql&Q-i<9LqKfOqM zdoz3CUq>dA{1np9@dB;!H{8-0!<^WUX}X)A`(Mte#~f-a9p_uTD*l|tQ(IhDrK@;L z&t#2EvtW|-d$*&!d*qfhi(5#-cjm{JDq$p8Q_S?yHC>L>QetsK{6vz++j)}l;cVr* zg!M#kRC+tRCyAbfBxSgyEHY=Mt?G<@o#k@9O*j4qUT6g@od#GP@}8L9TXt=(Of0ea8D$ zt&e(aX#}BShLW6?g;hh-x|`9(rJ?F-@;y;JSk*AM_n|8NUM{MJcc-@?TA3hUTgOa+ zhIl}sncSDU+bEVu%bV(nBk&Mx2x{3Xu94Ow12RlhbKWYjkf;~ zMTGJ)^dW7#i9x+Xh_ z{d@R0@QIq|=I&MBtoxPDcJ436p6<=I-t|1;XD`B=j`SQ=oJbqQ|L^;6UYqOLLY#lO zmw!@KaBkXS?O61;f0n{z-o5d!_)G+|u$yUbY#o*E02if1`v3dF+@_9%o^{6C9iu7e zMQ+q0q+=c2!~EnZ#)@r0z% zDJZ)+I}njZ8t@vAJR>x_?WZ&cYCuSU^hdGv%oRpA$teC!8j%T%f?)d14Z=Mqy=y6r(bOb}pvz;fAPs@CxP)+LgWi1TjlHF7Z+?G++ z)bAjv44`6>A*~_mzuV662CNT?KEn|US89gtUOy#`9Q4?3&QqLar90~}N-p@>56S-e z#OH3lOGunhzQ%OV9H|}PQjn1vvRm10wYZ*YI69HFyzgt`Ucjwq_Kkswv1X0sM6h%# zVMq94_Aa)b4l#itR;cZN$1|o;Bs?8K7X*9s_mcz zUQ0ntheVxvuhyt7WPN>I+onchl#`Wp8%`d0l6pEyj#9wQ0AkYy$R6AfYya#+(9j4W z!98A^p^BUM5NruIlGoHX@cI1&0MVQFkoTmo^R9vL=LtlVw6r(Q2aqP69rTI3J;qgJ z2P+XEfYm$%5UF6Ah2!m;;~dTSEl>`k+!nNhCmeD!k-APl?34g;t;L?7lN0pu0r!=Y<6%+FV>*D3dV)sON7`)m*Z-DW0-Vg;W112c#h6v2S#tV@Sv{*~9FA zNEO-6Ze6PCHcy7Df4IisT{-RJKiuauk( zS-+)lT93q_=RfAA7s8<8TBnkF<)+8!*N5%k&o;i6k8!BQB&0}8rmX6#q^32Pua%{E zEah`aMTVi%i}`;d;TrSgEvygOMyE71cFqMyGJFebRX@FtOiRQ zvj-_V#)S}EJbX;fESwb;!1P4*QR2aVn69dr=gN9($zg>(?3|ylA3wPC^))Z%gMabnGFA&_<}K{tJZWXT;I3AxS0G7 z9FwKVh@WgvlK@n>%68W7{2jw*i1;As@7%-0#B>HiH!!V3Mf96DZ{S4A5`euhMEvDk z_m?^Wy?a(=s2OiE4o7LNtz0?czFe{*u+^xksgVpj*&J7nIb`_o^P6S5TMRkQ5c%`! zU>}??H@CGCpG%LUlTR@IVDQ^cerI80vxTNh-f5>n(7gvfgKbH=DWNbAkD7-(he9ZI z0_O7a^5@SJv*uBu?;w5!t<<|o?Efxmw+(}alY97P3QV*`(0jDLvph}Ma8eolEQ6a2 z+*611skOwl;-h3EC6gxcZmWwh6?syv*G3k;YA!c@+Z$U#q`jmvqeTiWHFBl5o z6DXedy;@1KCDsC#{#TenWt+e%2RoE$r52=WX_uD04|;fS)CPztr$JeHp(7P2xLRCX zw5^^;ubO1}x|f-t2l4eN;9vV8;)R_UM8Mx|XRjdmCcz!TLo~z1g_1&Y5|UB4lucJ> zmY~VHVgJAcDTgrb!%usdSs)Pyi|&mwLA)K_E3o}*;dlpxo^WJiB_YuUh`h;c`4pI- znNl(IELs&BRW_7}*!cMHd%Q)8>5}j#)*eq-g06IRqJE5qmXmWo9M%Ug6BBK%%j`jR z;$}wxU(%>^DIB+AWnn?{<1qdOUOZC77rE>IW~AWr!gO{gXc-0NF-F);OdRVY9-##Nz{Zig(HmBw<=KhEKmcC=LQ~iaB%RZC-EjPjQ9jjXt>4) z`};O<><~()z+3{ybg(hJI8A^2M&Fx}%KNY%WJEBI&VljY_xtx$sWAqE;^|Epg11f8 zje+EbMGn^lVl42HJHR0yXy0u?-Yl1W7jdI}EY$#b6djHaJV)TvydK_=WZ489XbQj^ zN5dutB_yEEq(WH=9ngqP4a@z;+w+B*8)thxr*>qdJbj z0dc$;6konjAiyYK2*mQhXQR5Vx-fr|;R#uLLM#?}CRP12>?LMS|D}2ZAuc(32n`p` z65BB8)t2*{!-GSnZ2E}Yt-PH!cYPnLhl>Yat`q!&E8Z;mA2dF%YG6tJF|00jPC>`( zx9E;n&t@;$CNx~D|K)JG?xzDvrwM^>v^-5Bv)72uJbpW+xC}hYKNmdr#I#(^^w~$*SFo0H!`NGL#oBAgC2csFxsh9SZB85&CN%kLlMjLToXqs6_^!8v&_vF{(dM^|vtqZp_J5Av@ zkJk;3v9D;tGBISa*_J!R((T_K>Q#naNl@QC)qM9JqKl-gDq-(^eG&9*c`7Ms8;kI= z(^9bub{MxY36r*?k(auSUjHCpFbn6;P;v0@VD+BV*)!Be7%i~49IX#C!-4|2f}5rC zX}EF{Jn@TQ9TNYv10%U^Eh`CO0BKIwDfY`Zm~H1?uA<&H?<{6Pza|U9o|Is5CvFv&`qGF%VEu0y6^yp*w&3(}#Os z&SucZNd0Xz_z?hW4v-n=n_wvF=ujXO2#3c3Ii3fSzu@XZ#?0fsP1$c{8;QEE! z3dm650v2mkN}G|`EC8z;P>r)NvpI1bd$>m-t)dxO4OXvN5HBN-PSq^Afx8iEG3#M= z0m5Dnmd^WLyZ(n?uizKnq*}mspIRZ~?p|}4tOtkt&fDAp)P~PQh=YcVTP{!kv-6ht zHGXk%-{&m&aKd#i^$I^ozePcNbHAve$zx~v?)BB@{%x!y#pKnh!t0`w)Q$C-QuLoN z8K1gt>xiI3@n_S;erU-V6@s-WNZYNmuaAUHT}df=+=`gEFf?fPv^|XM0NzMOX6E?T zF=VSznqhg<^FC5VR6{H{Ov`IN@O;dGRMMV7NJxl{O@0Eb?!<{%ZO=tyG1MU20XlZ@ z860koA3!M$i5LD;c-X*cXKV1yZMA|Q%P46%Rb3jn%1WxPq7oYymzj})`6837ngk6B z9xrbMxkJkGP{$x@M)TkMD|~r42$-_X={nwadua2Sg(Vk^5}6T5hzhg*o5%*1A6USR zg7e_+34-5m2i6*RUcm8H*6#BIS#lyGZg>~!dhRAeIf~*kUS9PY^DMNq&+@96kHqXm z$B1o=;GlQfW@oCV+>DK3FV~jiK?#^G0gQvv4A~X$L0Mi!LT;!~gQrH_^!Cj-g;5JS z7L5`Ee}gHg1A-)*1xQ=|AEw>|9P9u4AHVGpB4lr}6;YDC_uiXC2-zz$Bzu!hZhM4m zqN0psQ)Cp%$fj)nbJzRx{r_C|^}eop=e}R}bDZ-ykMlU^jE?Vq{%n|XS2khWt%uwI zx^z;&AOivGui)%p^2u*FZjBw%)VKNtWh4~N{*ceu_y=My;cbYNT937gC(BPd-zGjG z5)f9WH>zpOkiX9=XT*Dd^@epH+ZJvp(nWYHtu-T~U(!qUV=~fb+L1BCZ>Hn9Ui)K# zSO;6T%M;;oqCL5S4t#z1k3-xfhnSRk?0$$*^$|o}vD&?&lrpWSeV;W4U-#NPz%RN9 z8N9vqjvkNsCvTcaD;-ZiFkx^~NWIokZ0PCT$dze7wojfp@x7ch<6C8>ap}I5-f#0Z zF5`N$Z}mmn=@0R%92HK5w|{YqH+pWx%MP z_gRv-v^SI!9TPJyYOH70ar)%4b|x$7V?q`RwNY(K>jtf~l`Pv&Cx-_mKRdUrJXEv4 zuP|f<^$&>&orRRF&(*3t1({b2CBO9WCJz_al^3Fsd@w2QV)0M!;bOsV!>_1j3O*|=1@}Gg`!fe{8F1h_z@h?lA!j)`YMH6A=+vvwSIZXG zdg!|lf@3?F$rd}oMQdr)*xr7ctRe0T5CG+rOu#G62L<%~f+5||cvTKUAH)J21?wF@ z{!fa#T-UC>x30~;>#ZKiqmsU4!Gp@b0)&Z+kEifbN|(+DfdS5CdekWaqo$@c4tg>e z?0y8zt#V+F<^Jke;TIIT>9$+Nq80H#p;eguP4EA!7Qo5pNEeU@126({&jvh*C!B43 zUavMYMK5tk>AbXhC%c%ELNf4%j;w4q`2Wjv@R7qzWoKsIvuy31Zx^^jO|1z4EWqr5xA>{Y&qQwT zg;SU>2&<#D4vL3^bm~M^{YxU zDCVFW_o|AAgF`tRm-609%N~W`%sTm>k2zT*brVniI1Cs^P3N zV5{&(k(Vg=Xz#eOzPq7c;R*8)A+mwcWgz`J1&{y!ik7zaE=(`c$P~mwfOwUeg$1TY z3&;7xC=@fk^c^Jzh!Nm>pyo(p{r%Ap-RTDZfuzcJz=5P^+Q+QHAAs1SJ(I&kAU_uC z55lSP@^a8vC8nl&F7=Wueu|;Fy@}Fh2|M>hkpm&#x}rZ;f<*F~Hf#3gW9}k}`E=n2 z=69j8coiVWIXgy;Ndxl*Mhr|vR7}ic@FBjr7AH+9F_?9@!ak;X#63T zr`~ablp<(SF5nj-%mXiT2eIIL-p8J2W8?+M5S0J~iI&_Vu<{*%9pSrx!vl2r7SJtH zrU8bBiHV&J-k!HH`i+{;BKUx~dT0Mh;cIIMwE_J?j`MkX`p-wgjo?~=Em*HkuKJyC zkIFds!egvW>R?K(u|#1Vc(t8XHO*y;`QIAagL%n0Uml_o89gsxz8&h1I}Jxt41|#o z6^g==7Eo_kvwpq&k3Nlz7m1y?O1^Y4-+x&=z|D`FQ+2zYSRgeXOlKk5trzb#?||0N2MJU@348sQdEBUpL4Xrp)u2 z8#g|Do|w1;R}7L2WdNjME3P;Q!XG&K_#h(Mh~lm$RtW^7?zjISvl#9KJ_67KYFyDw zgJb&h=U)I=4Dhu*1T&8v@bb$;fb_EvF9C>|gIw)wn>QE_aV91yLCw38TH`3L1$K>{ zl~okN2x!pCiP+zm0qNf|py2N?AAyCL86N45WmhnO1Gqushge2+Hho}SaxybpVV^)= z1l0gkTP7OK0L8(}U4Q6k9#v7@x(0#VAtYcBmVjq&Wx+T_UU1?bS-L|q6f^t$E@2LyxuP@-=If_!3o}id^3309Ecnsq=gXIi|L>YK9%5| zpv&B2FhM{RCF5UL1x*onNZ7t~i$Grp79iwcqsuESh3bQ92vgxVE{p9C!&pE$UM$%+ zkt8f&OWF1Kv4i0&_t^*>Y|TsX^Si!}p@Nh06D%Y-9ZdR!Se9=yEj`_2Nl}QK7!!{P z!X`R?Ygu>__?{Oq98!dqXlEECxc(4sfO7|>q-5zaE&{H{=2VS^y!?9rm+CnpNXiX3 z)&M27)lRi!&-5z|;o9AAFb>DfAGGxcV+}zPl3!{Ot(%&f!#c6(#gw`K223MzT^r|o z@bE7Keo3kt@@rd)?Maya+Dzrd?fYC+_PX+; z)ds~pr$`Z_o+{nEobNnBkCW$(4#snJM#VTMV$K=JVce>nTsh^n)pBZu7ty10LptUA zg9|hYo_nbn)Q_preBP0Fg>p2p`M)Pf@4b0ETJ_fME87$H^(F_ZGJ%ZBoPB!1M{ksR zK19COx|&w^Qdf|@oq&vibp3%+w5!sZE9aW?NEnw*)D@d@E}LVb1cyj_U4lKm4rVeM zoz{G@^lBBd6}{onsv2_H)Y|F5aO#{(hEGBqM~zxJXb|*)tL_r-KM-vN{X}A!`4g(D z+n;Y0h=o(^{t&Mhy!I*0`*_LX#Ow5xpHZjP3%|>);^MU<&viabRv-5+dwlKO_S7l* zGL*48sr;?v+6PzBA$Ohuw`|B+-pQGmn1JRFMjfer&bXoDVRpH`wjizsMoGf|_d|%r zAjrQicSnF#7hGaB1P}OS)|e2Q#Y1Q67E{QbetRTL8wbc7pq{Qn{_thMpc;ybnx(^$ zr9#AUV7|e+0Vx5tTMf=5u%4kre@Q}cI71Q_*~O~>!Y8XfQHCH zTa!8)JOpIG&%lzRya=KlXco9EjkC@S!jDi4Q}yAV9e5vLQp4ZoMpIlz>Gi;q2nYzE z#ClRsu+h4pweDn*QnFc_7ie=W;3|Q`&Si`bgcuvF#5Rl~tT*KGp7l)MZu$l{6U@qS z!BhJ3($Wlg7N9HoT}>Nk;8dG?9IM@?wEv>{?{BX}; z0isj@PXNxvzD!?vCvIi~jN8?oW2~^JjS#Z2s|4NT)2XFsyG-oMv!jYl$hw z{*2|Mf!%NlduiT9Pdb?l`DJsYJ0+Z^=(lx6e^&{SihZL$44mm03QqH5U7I+T&wtR; z@ld|5!%Z@QhC?jHGbL7aKUQ04@gm)3?bY|rIlE0xSeDK|bn=zMWVqJ)*b=JfYWF(>E1 zoUh%7t}u-wW;D$I;>;94D&-ek0TC-QBK`UfImK<335(MDxq%!|WeHHMKAG zE*F~}{{CiP7T>{sthM~q4>&Q4{xO)|QUB`femYv0yGq*Q-^&IdCZOUq5j|N-#yI)& zRMQ@cP#2l~m7*IrE?v4L)TtQx6@caFELcZ;nu3oNY!`%2z1z$fI$F2W+8FXg-QT<% z(b)|A)tT!;Q zOjf|rf#JjshF=-X;D6!%^Ao|lkC{T;*RNl{d)Gu{x>V~$DA71R$Lky*5c2?5rUn`T zVWc1dJ{mxU${^(M51>{s0M0LJN^RC4+?3(dLhgsJoMya07~t#c3+HzV@PnzA785N* zXBrkT5fX-ffMZk56F0l@8dw5tZS8Z2g+ajj7}5ofla+}?2O|m$!0(}AIY>HyW;UYF z=E^kqTkq`!sSAtt>wH&8N&n8H?3Ue8f5z*um??_*n^`%ud*{+g__1H);Lo@9>K0q5 zy!cSBaenk+tEOXrG~0JChmQh!ZgvO0+TZxfauN9Z+&|jF&%Vh(PP2&xQE7N~;I1Lz zxmzQnUgEgzId!?8`qA3fI|D+h-8?z^<#&x$GpEOkm+j8a?0(bTEFR2eQt~fj^aJ5q2BwM>qPru<03%E&0$Y{_Js5G4Ylm^1=!KHY$Azw5yQTiQZd7@ z_y7-3nGpD%xQe1^cw||FjUKC`kNiVGbG3!i)I-b)cyt6JLYU<#ohkf0E$!MvK~TzY z1p9(F28-3%M1dg2d?OS2ea0T91V4OO`3ea;3XJ4C_aU(lD%QoQHHY_s!oUP;&iuUHX;J`qPDu3l|r}F;NXv>xuRtb zwCYFNJj=h;3SQ}ctSk%5=Zsi5&^_%GF8-|WqufpPAg2Fmw#TKE_=>l;F|@JQ3dn{^ zM}IA`B@4Yv`*e)r^K9(*lLd=RufB!Tq=@1Fc^C3RcMA3v0C8&^#R#nbB@ zm(<`|9cqUux=P*6yCdwA%R>Jm1)Fxgm^12U%dZztO&T{!H)$Ljde{X;k^^4JWf3uX zT#+JPDrDs1a)6Wb?KipG$AVsf&_1bu=|ggmyNf)w)Zw#A)eu<@9S~rJpK*+Cv<4}N^W&8t$-T-y*!u1 z$_<0^s{YJLcyH1U-T+>nJ7t|^LPMISf-Uew$!RXiikWD0+D$J0JaqX-Ugzfc3kgKV zM_VRe{n>$4H`&Y=+bZP$R4r`LGaFYgMUDtMHO+wdz^T@-yrKdOBWc+(ti(i(g+zpv zIZW&Xuz}tM504`EA>mpFC)-qd-KWZ zWKKo~hkT#oy~h%TwIb*Z=0Ty8$O#da*|n?tQ(5csPhI?gk6;*V=OdbGONHv|SB%5NzVSbuDb-+S)j*)dT*A z8gjseXZn-xk{zua_I8sW(t!(#>RU> z^q#}uX_qib!qeA1r?ZUV&-E{rz3_9GrSeori?`GY*w^ECbDyA*Iv3>*$X{~d_!3q$ zz`VKMuG7nRi$ib@gNYtpbzH?4!@^PhDswa;-8> z==~yp_857Hls`=QUE=0OZ@As7F(2p-V;2w!Uz+ml9(|kU7GHBrBcPF9Q^W`);Npa639svQ6jNa_69xf~UZ?xc~lTWaSMP8<@yV$j*VX7`6S5 z)h+LB>+OjiK(_L#3UEFMOVGtYdWqsPN-+rCui%!#2SG7`x3Y3S1hau(?x&0W{(KKk zFD)d6w>m-kl@`|sTsoA9?TF@OWKdF3*$X^JbS=Aqm?Q|xYeg}BA>*GQ$C z!J||t39(NA)^sXEmR(% zu1t!1O*La1lB3fbzd?dn7ANKAwoB*zbqCUe_;@%FLZfn9z|X?GTO0z)?MV|C&N|}m z*TBhSf+d4=)9Bb3sHj_)7JI}EZcPtBgm@Uix-;&FAVDfQLH#D zt2SYnPKo*~cx>>dkF8(!OZA}3!2I#I-(S3u#YJG7ErdK2W9jx?;nXI(G#6Y9Tdl4R-t}xY?X9l57+3x#%Vc(tKowq=Ofh!i|M4`8$@mrw%NM|4T> z2-4Ehva%ecxN9*WOo3RtftFo`#}J~Z53WKZdZqWOJAO|?()~4<$8TP&qW`3dg!H0@ zd!=A!_t}bK-^$EDutdt%S>8sByiE4ZXII2gq7{EG@m0yNmYHS)rKZ-lcghWPdxwIF z!+8t>nZj;Ma?;6#89mV3bp_L&v<2fRHjDkT`e{st`Wh^vDMxUqnhODwRvlmRf z>y{VNR}UGU@26Md%#CPL@EUM-wgpamiunD+x0ZLpc&&XNr#XK;0FCgCat+Il5sNre zcf5`^#o}d}A&jot(|XR>BsGekQ}xG^i5*39S-&A{%d}vXB@-ft1PSNE@kH~gper;b zqRlHCgAzd|g_rDkr&Tk~C7<$%ISO3+PhvQJ%fYJJSWlsfaI)I$5=H8}g5@MJ z*S|7}HTHs-2`)E$^iW%7Y%}k7`RmTOk6vl6Z7}~QMf&e8!lGNpDyryi=tuw4CWaC6 z`1se7md_}R3u?w{XmjDp9(Q$Shi;C#G_YAoSPq6UPR7s(-k3{FVz{Ok^@nH3U@DU$ zO>0j)1bvH8d(z&(cj3g-P&?dIpEwue*+Ou{`db#6XNx||=ssIf50x8zEWYDjcicYW zx_j3%(QjEU--hDDZ8BtQ%xmnUacYX}utJtMk%!|{6OxP_uA!rnH`?FM)&vaVEj@|e zU3?~+AH1)>yLWZ*tkIvrc)~>W#&D+b&JD_-w062~4V?lSSNzcrp=&zK#^)pkJ*Dqo z6p=c%HEia;|9zQhuwt37j8Wv@Lb@s4`=6HaY1cqI z;{kfy;`#ZBOT`5BK5n3LSYq@us(v{_)@ORxP0}(FD)_4`7-D|lo-pW(W35JR;uhVe zM= zmeia%2`Ra%t27+b6O+5Q^jZb%IrPqX_-iI5$pxNl%mv&#c(G4}Wo1h%A@M}@b7`>wRg zrm=c^XHpWWfX|`4h%p>QfxB?8!%Di;fQkcFf$#}7`u|STQ&3={=ElvoHGvWR`kE0X zbp@5@O#y+o|0n89c<-?H=jkIsnW8^s>;DsVcB=s2_ip3AcN%?!d%yD5T4pj6?I3Xv zWrf^-DnnL+-l>EL`C~-yrD{T4qHW{Z2^~^}?as-WyafzbNxjRV$hDW7T*giq%hZp} z-DKxRntsgfNql*$mlqSPd@1A)WhD2eoEnC!tnsb9$7T((sUhi&(I#tl@=T19SFdV1 zuy8DqrDWoXrz@h9SXa35UmuZ7NyzsZ^jcIYXW^W@nJQfJ@Ll|VNcCjM{LgIRI9ruR z8%!U%{JiK?=$>KJ*`V2LbvjQ7Na&nYoRm~lTS^8>EfepQ2@2K~Vp0X`lM65l%pwXW zp`e+hsL;lmA{2vqOO2Nsp93TBz40Eikc@#o#y=PKfB!A>lzwjT-}Pj~b>l3^QNQ%M zTSmLhf$_!atM5$O`jvk28xfNI=_K;n*I3KrXa=tl866im;OmK030Uc?eqm|hvd!y@ zdiKn>ISJFm1t$u_#f!Js4VT=$emBYrA=-n6V7sP! z(ZxGc(>QEY&3-JL?A2{JufLH*7;fZs+SUYGnS?!S`Sz@Gzz;dmfdR&=Kzffm{WFJ{ zak|API2CUrXEtn?Im8i0X?nlvcxd)(WN@`BBI9dYwS30c8TGkkVn(!d>G*2oQAem~ zvvl2%cWB2#yrHZWG+^8mE&;zzXx2ZYL4c8vkK4N|TI0M^534<@>Do5y+%&V?v*G1V z%P#b&#T4H^eIPt9Hk}9x^eanCIe2(<8I+ZkAzS7MgXU-b<)k0yqFI7^29hvdB01kl zH@zloEA?}KtRA^zFOxGC0qcl?6jcZ#*}lwxGQ)0Kq!I1LJ1V#z+@fSsk#Wl!r(Va~ z;U681<9$nS+ZqBLAdwhh;fptFc5urQ_?-k5gnhogBuRy*NY1F)n__2i`kx=4k3r4= zqy;qm<}WR!qObDW4&`pl|H=ZoAF^4fiXTnk&)a>UJ{8-yYA{#_ECihV29BljJj^lt zr;*QtHqZ4R9wIsFC0pOTL@kufFw9vU{_4dD)0hU5iXpblJXuV=j%j#bg@W#=W!&zxPiqkd_O+l-)Wbh6mScCVsT# zez)M{NKN&?e9<}LI9PJ%h@(&%3+Cuv*~trDU5OJ#H?%;W2ExdO zs{Kp8iPvD1LtcjK7VpQJ@~V)o8ff2 z)Fm;afzdTtbKcq>wC5F&IT7m*yZK)0=>y~=S_KhSuMd&DAU~tzzdW+q6I7``Ccgy4 z^kbmYKcJ_b&q#c<4!8!fvt$GP6mxrh@2xJnMujMfcAPh|>l zxE9=6U;sToXlQ_xO#OKT#axeQAw4*rhD~DKfUR)jL3SqU$C$K+k4{-d}1=Y7oQCEmPT9Aa$C(LdJl>i_r87s>(qSiI%mD7?ouOdz+w{9TAdVBG} z^$CS>NHNDka7pm*Fh@r}@Zf-40LDa4(0_TJb>hN=&^2gotUC1{efyqF4e70X?td~j zIjb|sUyMtNfwFQ=is^P+kr#+a)J_8nikdc_EzB<6H83&v+a`@ky(}($I0%&ydaOXA)@9=5g`$4o$} z+ud?A>q`BbVrj!f`7E*vYFXqu5A26-sf`J$jlk=*SyXXwAtX{CtEh*M8_y!=zjsGm zed4IEs~4MpC(e&K=!t{Lv4R=3zmC^Cv;?1w&0M;Og|n0P6Hs+5dCQsYtAVQ>D+ z{WvA<8;pc2_F6%v&(JZ#&<=LWnK@WV9)G}~OYnH=c@a^$Fm}CuZQVi#8FH)= ztNsw;?a|pb1A-C3fwQLVPMy~zjWhd-8-Zpswsh3USL%kphmYTxxKWbc^l|uEYN%s; zBJWi55Fg>pPD9d1>6#y~WAiO`126I=)DVVx=z4m3%E|fayC6RTC{k3@TpF$8@dpWI z#0=+Oh)*qEPv4PQXrEb3DIYnd4a*$E?zjHzo8PE279Y~E3jh1o_HJZ&cT7@~CYSqj zq`ZPfrGDG&%!s2rr|mv+-q+i2sqEK-@lKsWY@m*P3DRCBL=G&VB95Z5c zayLh$e?0k4R+MJjPl%wbAS7u`WJn6B%gJu4;nkse6*4KCGW~I@xAjvpPprDxB3f!& zzhPA#&eN1L(n`O&?>pjtKXjE}q$nmUjotdW|GcOhGpDmW;_!X+Nw(8}hmyxG!3af3?hjs%9+h0iOa6Zv;rYg*X`UO)2Q=FQEW zP5q!nJi7bkfZ0@hIq^wU_>3!?5#IRnE zTdBDs%)LzQ?S;ctQe6i8wF5lmZ{&Kd5ROFUC^8x37*^>=rU{0ARFk-~)%xbE<%}bS z_Ir*#RVPXN#=U-TOwJvBc7+MaD;1-`+1(C;8k2X6kFWE$wsaMt-G8cwQLZp7W%l^v z&1`}BTMLQg3@p@7mlvM}?dzEAit;=@eqMj%ds{u@(P9{0cVyMtR`?sz1suJOeA~H6 zEvMSt7kuk?)Xw%mX0HgI^lC?{R1-({X}`o6(!XL7#ti~>>px_(B;+pB^`0+!H2 zi(?{UhVH*5%tkFCYFKs8qnK^Iux}ypFmoyDyZwSM!W@^p&=wpYuJ&CJL>9B&KKgbs z8F+G*$^SzBIQnx$O50D-;a0s0oUP8Sfz*oE#x1*9p7QP?;^3X z7HGYdNDTwr8RqFo8k=fFO-nv8;f5Z{QJ3}@qTW7~(eugJH#d=4^^$?*E3ySfY0HN2 zin}L269XcXnz=1Z-otL{2Jiyt62$JT;{AIZLAXh*xJI4-K6SZn>wBM zIh}#rv7E~tT{2l8&vTI#h#A*zbn9Dc?twu^Bt_LL z!ggcQ!tlD@4C{xfmkR4brqs0-q8aZq^6$n;mbVl&A8<`zr3T9+*iU0~Jv%bu+O+5o z=5W=_3T@16%jAtpR0=!2%pE95xa6gbM4u&zQKm|$Naig5{pZ@4;CBD@1YL@8I!{4D zGJ#8h1}q74xVzqIYi^V6hZ!YVa;Z$ZJ;6UpDvs;>wpr)mu<7ahd|7Wh6Cfnc=cipd zEpB>^m(sBNxjhtm3OJdB2o zq7Bg^a>PC@`IP(keP{NQ$&U<8fd>YUlQZ})|FNPx-f}82@z&_rdZE?%_@xAMQj6_1 zd`37;oy0v36TS^7QKjKO;;AU4faA{hQZM-oW}mplJL-qLhLM_@WO8Fo z(ul%u=lH0gY5XRD40!C*`HO(Pvp@IblTcXc%&Q{)r zr;?}A-E0Gq`o`CGrE$pw^^S{$H@@-WUWZ#jqnX9xe?H!n!6vL+Pp-j|rmkSanb+8q zV1JlmUix6}b>g_&m|alr@t!C`cbaZ%{?A_Q1=XX$oLTz_^x!^?%cFEu5VP=UMNU{d z@&7$vYuIqSTxo|CaOWjdCA9?Qw8+%zX=O%eduk=M$mDK@5}~uzoG*PzDd=AxzeTFR z*bseEglR5;nGvFLxVC(~MOB;xndr_=Bh~!SSm=Wd?`vIM&nq-TA*|5=g({SO$)!J5 zS5Zj%$dP5b9_Z$<^Goqua*P_t;hPo9zA!a>p5ZXv!;G3Jvt@q zIl3UdUV=s(yK6m`g#1XcJ12U%-Brp%w-bC+1X#!q@n0Qg?DDFr$FqrDM2tRsGr#BP zv6Mi;uxDk3%;_2EHSm-0jYM|D46Ybi=G&_Vehj-$pF1Qn|6%35TGr&_j^o*;xh3Dg zu{7TJGrMo)*E^dF?|p!Nh_??KS4{$ECACs!ol71#j2(MoVTEHv5VjTSe5edO%MDmt z)ti5OHW)=7rjw6fl*r@<_39c_Y~dmGv>G-fr|CU$MA zDaWN>t_tR3X$lPddh)Y}Bzt1BySSEY!-a#B$%7tLi^7H`1gHQ#LFE1FqdPf#>0=vi z(AZ#d!>iso4G7ak!$}qcZW}P1poJq|8vQOUC1oCXelTTza`a)qRyD6$IP(i~psSJx z%;(x!eA-~EyZqFr9IA*G|H;aFUtjk6daQala_GTDMcqobRZUxt9a;9O&wpoq$>{ z5w{-~TfuFbB_TmZ(nrvG6!jqMPFNt&f#aCpWC#xa(OzXL+3FNq6QxMbsAA4E)cjJa zI4j|}Md4g)pM|5~QDYSQ#p=UHM%FyLIl?0URoGP;a?izT%E{Nh|Artm=wdN`+2S#0 zBTC!@8WSyBcT>~s;ZfE*M+j}+{DLM!UK?NU^xiDf2ouyFAn7F4 zB=ew}R{s1+{Lv?K!!HFcdzbDYac!Upty33sO{Lrv-a#q{@y!GWl#k;$& z&p()J;vwwfug;#&S4gk015_G@vdNGCD5D}iS7FokrUXhrqB0|bJ+i}v0Plqb5Fy2m$WanrgYHvmBrwaIfCFQH#yrG*BBK7)Q;(d|JYjMUC**?BFBYfS3 z_*y9@{0%{z7Te$0=&b9e$aF=yX$=*v8(4+dI^8BXioUr%rB?)rNk|>xESo@%~#v*L+ez_ zNBk?Z59WBBEHBRUf_7`?l+X^a#)dZJOVxNHtO;?ke7`4ZoUm)uj%-`2eqVNmlaoEWqx&?d3Dio{vMjr`Q%>b z=05p-vK4;Ho>`n{ep>nN+v)oDw;@nDoqn!G3^!}N$Q~;(`)Z+Huqy z`e!r1ySzX>_yNvp3Gt7Kzf8II?dELfCRWXX);p7ft~?*y#cPdEK5r2iJDW>VscPDr7;-^rTbj0Uj=g8m@v8T?08D z85de%hy@mgxud}s=_G-K7}}SLp<6Fh9!ya7&j+t1BRPV8C&|bnG2;6b5z4qC-ugR_ zo+aUmms1knUB&(W6I%%bjZv(lB`#~>JP}+ z!$`|B&vk>D+1@@~%rSmBj{`fH^knzK(7os)Hoa+m?BiiC3W`b&<3VxGxqp>N1PYq= z$|-}yF(#wMjOX3Un5+eBTBL_0=}+{OzU@DOKmL-kh_^5zY2B4uLrJTzM&_g4)(q+%(rV zqsc)(S%*7wS-R^-48e!mQ_qq%LbqOeF&ET`eg0)IJ8D&40FAx~6$+F%)%s1Pq^B!I zy!EU&sVv&t>o83$6k3oqKeEaJ^F`N~rAo4swUDcXaYks{jwoyB->L)f8F-$~<)kU3 zOUPtbU#{M-qZgB5P~j-4-aet0HQ{Tj*GWwoP!dLTAIWK^a=$`gN3-OR(mq|6U)8a& zYxG`2k_qAc9%UlV(T5?~wH31?Q{{@*gtt=bt~$geDm1=~!j8Y6s=%zbn|qCQ@;GSf zq~)~LEL20@>A}uBX#UWW$w}_fBC@zrU9WH*r;$t0L~#(=I$3dm zK`J%de1lu}1%wylSFH1ILCrX9A?}qMda0?3Bli%JP)yyf(*h+}F+VKxG3m{sGI ziDT4pUHaLLyb5aM*egv5yw=n*GH9&-P;>n`28>crWFRK&WyXstJBwt0;8(aR+Sktq{wpNr_pGtfM$%U!=J|fr@JPTA3Iw^y%i2NCw25juIeS+ zC8aFTG#GwOB3eWIc)Qgh@j4~BG86XBHKIhmC?;vfT;gq2PZ>oa;x%zwt*1g?QEdAE z^Kyuf7OhDuTgO8Ig#YK|@C0^o(7zh@+k=P|qbbtAMiq7b$HhWvdADXU7sN(!+(_rO zVnu$1lDJ|u{Y>y~VKs^j9v*38$k-2&>cJo~Osl%Z&%Y+a*BEM5_@K&^UhaBc3Yw;R zBlFuC6{d)MHhM-<+I%uP0&)oo2l_~_IpqBAUFIFlJ3<`J#LIUnzGsidVOC*OQ7z{L zM8At2D$P)&xw))w6h)K$&|x@DSW}51lBVCwj2ugB0*mppBfY@qO)=VE)c3cPe`hK) zJcwOz!RnaA#ZN!QC3z6dt|(q-qobm~o;*%&BmSU_o8$4gZ~f$B%s$P`+1MBDzm^Kn z$9c7kI2DRR1YC8CG$=#7N9L+Ds~%BE7^2_&qvfs;^Lj5dqfGu&xPX2ewBXh1(5fx? zLOC2^dv7W?Kzc<2wLX7e+Lylti#^)B*~Ze8>SWnkmA9{{zS@|K%&PqHicig1Kg{uL zUqr9M_y5+J(KAl)h5laYwuGDrQ}2wFUXH3it+qm}*KFMT z1>dN+hs@}2CfyT?Q{bRoK-s&$_wg;hT~Pkd^sip{(i zp;JDwVxxMA#e_!-v{m&qP0d*}J zBNQ&c&(}@UHE8LY)`%u;sDF5Sc3OjA99>dn2GJlI`s|tgeHxCi`#q1UC`++|^&3MH zjSKN%XVV4LbZ8jvc=fM(B&xO78c)s;%YOaL(ID*Mq`B-NDZV>u3o3#~@xY_qSa#CNtMI~UBZ9d(S=h>5Kpu|Sidsvxg3eG)wp zDrz;kfD1toO~o>@)))MNaZAWbRDou7e)~xDZ_qkmfXlZyH{8j66?o?w+gkvnGL%3_E$;oaP zw;vvUiTicU=Q#^MO7-3{RFEHIXBu!nyi2G4js6kshdt;M_raB~X<%bN zObdiFYU;#N#Ihlj6`p>0O$vW6e^`>$i}y3vBoaCB;6!QvDL|a+-Mi*|WFPxB5c(%T zHA-3?YA*}0?lqvEZ#4J|WHFAE4cLA2^%=`fUP?&#u0ab0=s!$Clg?{$%Vn+|G>jIY z1h1{FMb%B&$y4*@KyR`ow^9kYxrkl?K@ks?a!D#(lDA;S zR~U3VvCsP9wOMbh7(6@TQP+>pP08;XQkv2gZhZ6E@zbaobsBwCRcM$dGN!9%6Qk{! zvRtDi@W*59Yxe*fH;Futz%`8pEU2Talz;xwpDn7)Gg@f1af)`{<#_k%gx>c%zHI{B zlfhD!RBc@8DdJCAYV;{)uUJJ)`UKc>|92=# z4Y)BKb}mc*UG;>|O)eI)djm=eYP=#FkZg#V5TT6&ZRcaiK!XmS*jOHNXb$5X2vDk_ zl!TL&TGzfY3!#>g=bAhQOPECm@_po&hS4iF*4Jyt4V_LPzX!>$Z_yK|R`3xhr61N* z?WEou%0niIjT3x4y>P423D2tUm^e+6Kys5;R6(o)48M_poHy-2B| zkZG_jtCO#-qw^kB32Jh4%tY~0R-@D#YfM7@|0mfUV9bhmpJ z$l3ZY*$D}n?A4sxypw5Uq&kMB>7OqhyUL@&;&YKJ<5%_>D;PLt%pQg_YhIdLsHCh` zi(Q4KT3-l;J9nl$|=-XQJ6lCmP8r)p4!9$c|APjA@Y{i7s-1aHOJqH)95cn ztLa7IB<{*%Kz{WMCVTy7axSMoKbiGVZ8k2PuLjoIL4|9X6f$TE+nB~hf($Vu$T#CA}^?Ag;8Wg8~f8(v|3ZZNG?lc&ws zH6zj6a3ZeDLP=hea42d2r2?;6B-_D;Zl2>Nx6?PerSJDbl%*56E3xi`3Trz#(ykO3 zm;bAM`K7u?DZSkC#xooVU#>bicEqFQ(+M6X=c(f@2*i+Sw)MVX zr$E(gM`;WFg`idmq|v5O>I9mFKG*EARgV@^(IIG{IVM=OVsdx;iX7(I#ANF&af~Cb zk$mK3hvr+^*b%?69PXQ`s=jJUL`M)A@|Uk~EZ2J1rdsPxb$6FiwBp-YS)x@sguLWn z>{7X~lckez!rks!*-ZgSJXc7xsQKT)Md(uC#Zaj@ul*lR3<{*Yv#Yu+ErAAa$ zz@coPPc3y&oQ50MOE;XVvrT_(Eg5rKi{eYp=o)s~!gU%l#K7-rS zkn>Dq)u+?WZa|hk=k9GR1_fz|xiuSocjKQ+oEhqWIdhF0HU9}|!7V9)VjjB8R65>* zc3qIi=A;JwtEQ2W(cQou#>r>9#YR!FVMKNNhMiw(+NaI$(N5r=-*o6(eMK#U<(&V@ z?h98N3q||HyY5F-#HCn>HkS1J6%VfIuhAH_NTUw()5$m}e6pIxKX_;lyeT!TjxGmq&NbH+$MM^rU*`SF|^gXT! zyr25|l^`jZ<6bHqo7{V{icjRE{#!4!cO;FNRqGgyoXg6Mi#eEC6Jv(Gq$rdFCySD- zlVn;qAPi)sYk28#0kTmKP1Rpg zZ>P2k6aVy6>4wapiV4*UN1Lnh&9ynB4HNhXThkut55cDHF-2Kum?~S&tnBMs<0RO_ zKI>+$dOm1kp#9H+VV3C#TY{|`y6!+<4Pgld_8qNusSI5)I+T?ezy1GwRMGi6 z|H%h9ttrN))GjacasvjDmkk@IH+!)V1#pXwG0dC}-VA1V%R@bCIuRZFASf3S^i>mPs zbdA|daU%!Da-BCYx-OAS{2JxGgPdU_@2YdSqT*Rg9wo`^qwU?ZdaLBU2S4Q{qSoGw znirxN>7$A%I;@||1(=uR-g8*2-jHt0ESJr=eHK4Fbl5^EK*7U#RBdx3USV3PGNRs8 z>8LT6uy3rCPyENcWyOh7QP%2~lY#BD-%P4r zZ;DIT!p%o)GL*DT!qj!IMro!h6am7&QIPpm!OO$L8qozyy~Oc~NRffDJ*w3W;sh{8 zMFok@8{B_ky_i;e2zK$0HB7-9Ims^8UmQGtJcRdmP&J5nRv1$Djpy&xQUUzw552Tt z!o&CP)(Aya)raGyiN@Rf?Us~SQVIG0yN49~AppEiNDRDAo^$n1E8p>o-+%M$J0YSA zE$iMqebOV|GQQ_r!4+myeOvfO=96lCt_w7ZMpG&&Sj1bGdS`kPCqgl%(+xPy3(DQ( zGmU-usH5}A-NPR>)O=rMR$|}?&}nd-QE5$3j(Qf*AVjQqvpir@gtH7o_K9Y`3A3s< zQ@gsBK)jID8%am`@Q^s4P#YU^JCvVXXV!pSTBv{;Neck@4n^<~U>kpMC zE!#7uaozJ!o{0R4YDtgL2W`?cQk>87BMym#s?!#zIAnK181FSeWhoRjLT7zYSkWaX zB_Z1fX%x{6p4rqJgd@GAE&I{TVK!=RwpFc4q0o=@i zV}~{lnBP*bSrHV|N(8pUkTEDgzdZ2k-@$;M!K`6^R!OY_(lW%IzliGu&OC>2;fmy3 zT?#RlGSq*V7~y!vj)h~qrLw8|vf(XRUqCmtHFI6RW%<5I!dG3U)%c9mA4)!ZY-OCg zViV8X>-?)yOI3OehI=;%u{&=oCcaRf)-3*zRA;Rx_kMgMimxceoG$&eco2L0YAIEb zEa?m6d)+dwkjePnSCkye#krv=0h~7z2=ZT!e@aXB825e1=53ldTA{vx>@btuOd^t6 z?!%`$V{O5iPE3g|7j_W!o>-`tqBUx8kn+a7FSadv*l;#BbJzK5l?065_#ex zslv3onko#I4*!x%iuui-@#XTbE+OC7sWdfzj(U0Y6m@sLu`IMtg9zOlX1T@aq7-g` zUND29lR2vU2*R@d3+!9a_inr-uZ@fIKb?@J#G6S>OeB+=^_p>#YOPV=U7m=F&Ubw9 zgi$ddVjnHk?{CN($|w|KRap5$5HJ(LI6m&o7o-XNDWXi_t>52EW`{{z!OOw1^11fK z%K#8+ZGNdQf%<90|Hs!`Kt;W-aicSUG}0lVbe9N7cZbrABF)f9NJ=UtB_N1W(xt?J zgn~#Tf^=ILAPu6Fe9z$C=bU@Lb+3!H*Is*_gERkl-{<}1Gw`>}d9>={Pl3A=xPlz2 zO0jGmgBYB0+{koD7{cVLgV`3c08St-9dbYj5MX{*10nIf1a=KJo|9jYc z!OMm007E;*S`4WSoYK#7j3e)-Vw-CmOEUG zqM9*ZMmGEp?!`TKjxe?H_Bz3zH&iNiw{&B09K%{#eJHkj@%RS$jg}{{z zk3E4s#ljv7i`^Zkzb}lYlZdS>A-UXYgmom+#+FtfINJhic&vaS8>ips7ddMNzF~3| z8(4}Z@r$vPokLqzD)>@l^ch9w*Ns)lLOwiRx~c!-Qfwv*#|JZaIHsHFxWNdFVL0L5 zH2eLSgkGHJ=;)%NBKVhw&(RPcgK<|v*#Rgb$1qNN@bZD<$$$zC)oK8Ee6U4hf)?Mt z#SI5T9BiNvRsuR%2)GcHmJWt@0WdH)tzXg6X#>S5$bygIE>@e@b3zPHZt!|G*wr9c zwD@%xq~2kIBfv8iy-@Eo90ra~aNW&;MH}wiZOD$pm``Pfq1Wday!Dtk%dOA7Pn*9! z`97Z-YJuhC%KN*bQ?eZ*mUrV9djiOW_95!j6#Au?V477_%%UI1^S)_)^&6 z02qn0u{{C(gJZoW9J1a)=rFhb+jhrqw7qL8pr2L&l$rn9cKRRv*z z!XGw#17)>DIu??t(=T~(l=kmQcxkk#uFhxv8B5a6{uQflA<0!Dc#j{k^yQ0~=c1Lf+h|eTjGG)Zb%>f&+JKw)s{HXTpgMuMLLe{Rc`F^W z2POpX$9_RUQar-CKYk()8@Q8rblhd4n+0AJOAHT&e=TYt}E>^5&? zCe`vQJp9#QBF!5LM}J-;gEx$6sLBJ3WCmqWn7nm(Z zNv2j%OgIsyI5k&hrAi6=zdvi z-`eJBACs#*a?7;*$I}m)?qy47#u*4TaW)0DP3QQG$Ybg8dHv307kfV#_vGGwipw&k zkkYgwWXg3Mkw=OJ}>9dXEL)`%^xj*H#VQ(k7Jda6c zRah|0kA<$4onZ)n*@KOL$nnzf4%qr3hyik>P$0HIz@}9J>w?TMr1^ebTEb@<&XeEp zk}xndEdG3pU7$?>9@Ws*+Fr=$_}k;dcg4cm+FDPKIocJ*f@(U9w#cq4mi&P=gg`#9 zrWpw)`-`#o5Qun8rv!?(+_tT1@U}5vBz2&yp+9(?=}veE5iwB2g>f4sCMB&ezBmK} z{^9O2JS!U^u=l~c2!VLuFrS5b-iA-)w6gq`?g2~CeYfnmX@ZOG2}|5+l2v9krwbEi zC&e#RJKP`$gSY%QJj2@B+A#}IXY?JDi3{1^T?()`Zb1trDhoS!&b?Keh(!Bq)j|`epd)*6o`xipYeVVgD2>_ zpiT^9S%zNjGq4JQx#weE&W? z^z`0dpb-f>aDlB3P$hU9Tsf}~;SJt1bq=sY9zx|N1l8SwNG;g7*XoDmu*0ESM>T;4W89A-mAeHgVwgY_ zDJdj&>_jiSabF~)9yBxr68hLb@OWG6iKmI#E@tbF5{83h%Edyse)M+jurhLn{J11s zm#bazV}nU=e>*$Kdh5KNIQObC+Y}4c8LBfM0#mIfB+PRuuRUx<$RO}KG-tbMU38M> zRVQl#jgAeb57!2Rt{=RfT>8?>F;vObY_(EZYR7!eBwREmNMSAYI7plRm5ut(F%Fq% z_6Jm+{A|gUEcMK4;xw*gFI{4-fGWT%Mkuh8(skSo|Tz25>4^is@!BNxxA#ey3+8c0I^@oyt98FuGZ#3T#nkB)a7ao9LfAAWD*>YGELv;s#`(I+Z+@MCQ}SD$g&rgyBg$pa0H5ve z`=KpdI}7!|V3H=ftpZQ49mg({(dJWG_`y0 z^b{g(a>MHWtSu%o8$zG+CFm(Bci=tXrbm9jOl9yUP~C&U@Y5a`$H6V0OrQ??<2IzM z@!+~lR7?Pmg0um*|0sOV^1CUEx%84$yr}omr)bp*8?;SAUF<`sWo^*k!n4W!hRFlO zq=tJ~R~i<5v>+bGki;4!1e_*B2!LeaVTUMy;h`bu)W8jg0SBz{V8)gxS_geZG|7-2 z|6kau2zfs{yLn#M%6%u9$T8pt=Q<5Fb@q^>ylMv02JW=X@Ozk}3wAE{iRFf=S1mgO zmY}5OuGTq1+0Ec=bA*Tb5hVL^GO>c!tZgH<9s=r|iwW@Q=Do^BCdxMi%~ z?V#UUA*UjOf7YNtm|3B0{^re_vhfDpm}2bv zpQ!GJ3Gmm8Ytx<~Loi>w`0k?@6)o-kPBf;W7b1h<7kzVDxbd19LwS|KxgLp-u(`Q9 zckwS48=0?GJ9|Kixd#`q!t_p`Kh|fc1)(Rw*ZY-cm^Gj8O?B3pu5G@qA^E@Y{FsnO z5Q_f;A{x!x!$KhsapleavlP4coHUeABFG~f;VgqdygohWP;iq-n&kY`P{Y`}Y{`c2 zQ-0b~vywZS&o@nPEe3`t(g z>Z_S5deU513S3cSXpe9uF9jC`8qE(&j_h&RYySN#?j$$@%h+k(Ba(2H%EAmsD3HvW zlqvk!V`}*JsK16iy-p_hBle?frLoSV1{+j6q3!B6bJY7LDjc3$3$`Xqo}-#|QD4|A&V4J1~p^1MuS^BxPV2fcPHxDicYDVIKoO#4uXs;>qm>=2yt; zU&0_+jsZ*Y5f;cB(yhJ;6OVd?<*FC;0AxOXA=9zpXrWo9A_4Ka7WlG!e8bPEp$`%p zdu2s(QGi8SZ&bInFU!QFD#>%vUUa5rwtrUPxktL%9kw%wcMaMfDR`b{TG{J7me&SV zNzo9!kX%XDJLhZFlbSqb``AzW!ZOf@{#e}PG-k`f@^MXf?((=3;6V$r2yT|++PnWjQait}oC10pw+b*!nK|)wEzPDqpd?xE2)#}c zeN&-;UoR5WPJa_%?e=+wtaUEgbiVPe@12du1IwaK#xB*BjH>wOUZK+mMS9XrS zW-c)z>{B!2roXx%0>6$_!0lL;E!_i1QG$QQI%^Wl-f$8BfB1)#hlZ|Fe|q?EoXzXp zjI%%UBOYz1OYeX;7{JMN$+s=j1MNiZ_0m3;vvoNA)}EePWtom*rRZl4kGH>XdX$7~ zHT|T-Mk7WB#D$-4Hh^F-z@hf4NF*(79G@?CL#1R)I9VK53g4Xw(*Xtd{1j%ryefYO z;eI{BIP8T_c15Y^(9HbGi2O#;SdV4lCmfx9T4$tw%=?)>u1r6tQAgbJV-mZXrNo^S zK~-Ev(8I&8iCa-JIAV+$c>rC4C z6|J8?*A3GhTTwWEvsHypST!eaI&sh%x-(OC8w^!d(f0;A86_%coQ=ox$3Yl)A`O;eGlJSozf$B77#%f*Dds$qt;E_^F#dqE95JZdyV{I%O^_OJWY5p zo|j``wloIaK5adn!aH4JdDz(CK!Cx*8gs+U>C31uxsO#JM`PK7$OH>PpXG&z;kr_A z|CjShNx(fj9rdk!KKqwRQs~`JdPyMGZfiQ5dt#8-qxGZ(o@=EnF}54{h!KU$^?T|5 z5AL{jlNUu;Ao^-ODbF$qT@%XslI}tDlLzzuJP`bEvl{49%F$`p)k>f0I|z&MTUvjW zAwoo!L{yn%h4R7UJY44{Hq?c$zaa8$hGz0lq*^tZBZy1*KwPr+Hu$Of3Nbz1yMCb4 zAC0atK08OCe3i;GKOz+mCA*DAC}6WCa;DR=IZW|t-Hjt^<ut8@*vmn_Kz<_hqf-&4UGM>+PHGk1H*| z&*CYT#V4Kt1K_YSU6$ep)gE6fpJ(raK9AF)s46jx44|ss-WL(T_X1_h4V1e|Qp_Dd zVxUHc`m}ipN0A<%vA6jJD9auUQhOw0I0b0&6VTDoA#%N){JZM16(24NnGd%)E)E%J z)HLqh(&eosoFD!*0vmC6F08`dweokwrw@{QYm2wmamhv<*XCkQ6(7#yU(-D(vCv_i zXvSwAjZ$fG`WJlazK|!z^bqsHU!$UwB2NuCCg9|ge}`aB4i2OOd}MR;8K@EfBp4$J zGvJC^0;pb8H(+@bbk86-^0F~E!G8xi1$STTTU)Q}F@5j|dcoq3uyebC=6;ob@YN4Y-p;)v`1l@Ms$~9`91G6e2EGl0aAH?!v$v?GSSt zlyN9G)B7@k{N>Z;KT&@+2x!emYs`c5YY~B6{Cj`gi-0mE;oQxJ{IgiY^PT`rA5Ii zW~KB|=!h2xYS3|$X89|&d~}>zOhce_6T?Oqp6ivq`rw#l)j%OG!s4QHaD}h-Se9TQ zHQtr|_&A4R%R|sY5q;^d)4sgZVLs&IukN8e7w%grblZe@%3{cc_=%2%PyGZ4HW3o$ z2MlLMIvHwYja$B`^s6DBNxywQQ=!3W(stIP(PBR1ll`Esj;QVg%4q8Qfomaeq>rq$ zK1atP6_5WtdJTU~TYN$XY`t>UG7_p!1S;?GTU*w8Sa?WdHxy^A(x^Z6Ox3#ziF5f8 zTd^y;KRtHaY%8>Wq+NYaL352q%Q{T+c|b#ez31g(HRMyL{A*D{Kg#OZ(NVv=sksao z`eY5?mPKu)7C&BMx~I*U5+Yn<1V#fYMcHo%#DrL;Tv;_G8>NnWEnHg&kG>AeOYMvs z982d~{P@Z}A?u<@9aB6@&ZdS?aB*>gz$y3x(V~EKV32^VFej)LhTsLo-*JF)o$l7~ z&!3E^%g=P+o-P}@v* zE$o@7UhCzPCjzC{-w4hW(S5V;@6j#Io69&k-|K3H2M|HGpa1fL(U3j2g1U z;n|W0#GY&x4RDICwl=1@9V#*~tOaBf<4FCRwgUko_5VtAwuP%#qUF=Ub?(O_cmp>n{fNS$3gMy*w!v`{&Y%2gMpzc@gxnKLw6c)R76u) zy3~7<)a=Uh=BfRBjrT)L8t#%UtayoF`$c_mFd@cQ*^+q90 zmuFCn$}@%cm5I55jzf8kWJ%7&wT+?%A0xl|MC@t=jcAxpm}aITL&}>5zS%RjWb70C zTlXcImD)2^lEZgU5H|rh{m~rsLjwKD+;)SG6VPH{Wg(yv)2DJ_@bcmd^}WNmnV`;=9c1hABD&r1Ga-v)$dE z3)=sg2~rZsqtKlQK*_nW(E0IuB|W}02Hp<()|Q!E6+b5Koe6wCiC=Ue8J2H)g zgY&!LP6B{XCW)sS<1gS`JBOp0zgJ;hN=M5v%y@>EK|Kx{IFx26DQwH~@ z*&biwX(NDb4h{}~+@XgX;tNGd0rg#lP|!~vP=g42Q86x*B8?VlVrWAkf&M_*T}(vF zDK(0Dv<)aRbU+e=!Pht1YaQ4fqr*Hol52;?4Ez|Sxa$YHr__^@ffR!#m8x#t7B`eM zjAB_IysdUVNGU1-Ce}QO^`q{&V%elK_VD5CV^Sev3^FB1TvJ886`z-J=-Hq z1AOZRAc4T{Kx^wyIC+}ZSnWgPdf5<$mIP=RS{q&f7lVM@8PJ<}#g@3-@81R7Yj57o*Fz%QpH~TDMz5E<*U%NGYkHhrd`qtpD;KD-GAFn4WnQF1( z#}S2bMJzD81R`;5|b>m-3R4!`R68v0M2^zCIldym<6cqD7w`QFeTCkdMp5)bs~F< z;RsKEQs^W-`ufg<^djr7AJxz?-duP+Uq+xju?MWP{A@E#^Gsa8J=8#+%lPK@}F9_pI3;EbmD_t=m*9fPYzRkIMdHw5Ph zvTiS3okU(e23uCTgo$}#gos;|%EvPZXPEE4%a{!fvC&F?jqc~NhUGi-W<=4w;i z1KL1k}ajNX3au)zCMNoh3r$dFhMpFlIqzzRi$jIaRkk_vb7?;<}5$NM>>UYwc=gqMmp?E=2sjm zS+mVl2~jW_meek=(h+?=uAcADOo*7B+g zSZHfHcln*uw(5wcV973?k$roR<-L-j6?(cgZp~6-cKwPuO@d}M*Mtd*6`jS0PJ(Hb z`O78`4J?A*3CI*bPT=itGL{)0ptrpi?8k8ta^Ord1Qw2FIz~G*{YD!~CUx7+*x|B7 zr>|IQQ%0S=t2u)6NVEJd?AHQ!@ zf5MAfJGT{u{9v{fWN8$H!$bnlyG9gepINoSDHQC%#A|wbPB=YL(VS(J&@(a;g>la1 zNtP!XxD4Q~p{w(uP6;SKVqU*W!2OKwOk|!Uq5LCj-C|88t7k-4={Z6*Cg317C^=rc zkof!6(5ITjd^_g~e^rK*@Up6T17q}{ZL^4!l=gdi2qT~a7Zc_neEK6wCvxf1`~64H zMRr%;8#QGw{8w3@?;-;QGr*C+wef`_49JHn_?3Y;lfGF|e@;0v4<4#f8-l@x;*S=p z`QjtSC%8qV_;=fwG+7B=`p0o7tEvd6@&*$kShFPvoy)b;K88%Z5iQkw&VK2glzMSj zMBbOpl^TkMaqPqzsb6~&G^~2mghXX3SxTy}oXquWn=4SI-J^V*j^Wq8$+mKE3?e%| zN>DH@TtLC7)m&U;-)!_a^YdzF`~E(uCIi%}CME3|F&N4cvD|kU;Sc!Qe%DvMm;%8I z^%O*xw9iXz;S%W9Y1uMUDyJ+2Vb008c~arsPt(F&j^O^MG*6~;k0+pOGF6EL_63wGB>322WhS3D%kJON?Y z83dyf?R5m%h1&@&wG}JL53k+@EfMbjYVkwbQLiWLf;ROQ1D^@q{MK=2JMWLSr`b;B zcpcPvft&!Mo+*B!km26~RdcC^cQB!Y?oG&!`+Ao3EQtKKyqssEK2pA^-5?V|U8Oo9 zL@+)pU6URK9j9IDSNw6VjT8I8I%M(KfB?_F_cDI^WKG2r6k(@I#g-qXnWX|*xI z8_LFKwU71oq57Bs$HMZ>Rg)@KJJXg|!X}yMu?CQ+DELH7+$H{`-PB-K<13NGy^Ye= zl0ydaXMJ9!(Z2e=N`_R*GlBkP`Mm)4Vk171w!D-Td!3m(W;b=x#4Fd*Oz5jRM{WL8 zZS9&F1jk;|>F*vO{+YQkIbYoJHjld8_Os}ms}OOV>a%zM)n)op8jvXBeWh+!|d zOI_3v;ce~ZMbCFhT*K}qCZ=0F9Qq2zBB0arZe)FYeYdx(%MEB=5SBpR;aA|yFtu&a zQ@|wYV-IAMSwwSE>c1REu7MqBoK#YT$(a_evlOMk@A$kb>aMF9_-<}8B~l+hlI(v_ zzSv}7_Wb1Cq;GA0fEF1<{@fdn|396*1jM#Ok)-PGqeRk=qodpe%S8Mn`Ph+3z|1Gtr#jq$_pJunT2|3zOHKBU%FNTEu zMfg3v;H(dW_e6!MW5dHtQ@n6)2`EhQH`2VI_mWqHs_$)v37y_~zcb!S?-cY|b(#x& z`+wcewu;K^ir8y*ek6y$VGbpWj%XxP{P2kYh5cTS;+L2x882T`+TiUWJg=>`ghCxg zQ>F{I@4rXc6&cvzCdl!$YM2cCpgBhrN-feE&fbjBpI4~IBmwbm$u z{!)$Khi}=b%i?8%&wUiEu_uZY`54O1QdVXz->clBI-^|HgACUa7v}hW!2F)FBCi`r z3D^1=5dMrobf%Z|zpp2Zic-Xs)J`52UnKyKIs*;@45y&~@g`Zhx{;9^FVBAT4Vf+G z+y_0^F3=1~ygh$Go$sJa-l8eK`fkk}$$JU|j0bv8 zlTw3bxMiB~PTckdn~a(+C+0}~GpHCo$22qpwQS0jSAfzorRpSF9Kg9ui znrU(=i7I?j20k-5{S= zo7oDHU66-0{z3Psq3f9!jUN!^#07grq#D1?e+pgN)M5=^*?N+}ginFTUW|pkO&d=l ze*udIHV*Y(5yg7<(x1MTs^;cdM@)iG$*i|$4% z-SGZe0a=be z+ZS-dEr+oSNRm3wGw~F!(HQPvfYHgk@u5k#0ncqo=OX0+Ukl8bnmNbRT?MLTelP24D znt)O9&74+uVfQg-6VB#FV_lZVk7HLvH8o##RkFNM&|jgq6~SwZ=~VbhjPv+m1!Ia8 z=isd%Hxg?U-FJJE2d(aCsZiaTu;*biwtvNAro!A0wm zVr1e0o0C#3mbX`@#zvtAtGTzntRf@-sgT} zPz(NY|3OBl7!{-Pk_e+uh_;AX!(z)T4?MnwQ>#(pmdkqT>ge#zDX{SK0et{$Rzn?0 z;;ve}<@A9ef~)Q0>}uLjVcxkdWs6zd@!UL(7ljq5%ZOObmrD7QjyVPvEmqSsLtBhgiQV?=HHwEW^@_zd0Fn<)B6r#FRzmW?1N`lpn`I$z@H*+-- ze9ju@xD(QNoY)6M$l??C9~oGi>e=cIgg3Z$DKPjAxTnkK9V(CPt{75AxuaUAkkB{!6zWZiwV1UFYN2YqV7K~^M7svumrH3 zHL8p$q)U)F-xwU&!9^*udV|xL?bMPW34{uXPPOB>76{fkB4#6$@=X-skx9{?6W@CH zL{)wa{6FrmndSa`g+-G;lh04!$&*8M_266*meBxs0vJuz#=LbO%9yrZW5pjGDfp@T zpO=xWOBm!N0`9pKdqC^#eqSD48&#-o$jTz)`iIB)Ivp_nc(^evGTtL6x)KqNt9A)Y zT7a|Qhn*KVFyFk?>U;C?e%$z@_;}qjXM~K6xHl|(eN7BTqu#wUzp+IK6b0gc<}^VR zHzFP@9&6z6ww6`TTf8`!ZCx>09VW1rR2djj@3llILV5|NftR5{^u&BjNHcW|-kJv9{oSoaU(b)LE36y9Sfw2&LJ!9UY$atyQq_Xaa8t=fpg4U;>936|nF!Vs-)4kSBJdJkBEiE|T$V4T%@Hqg~yWXxIPtZ%L!@;7|W)a=YHblntA zrYI&)^p$58y~f7J`X-Hn^H*3jUgS^yL=8WZ9D|hN+1xY#Y^r%hGZ7$G&*& zJ?(Ka3&&`|brd2tp|$7BK<%7qw$9L#LaE8RdVGWT1m;zHpqx!iPL>BO^4hg)At6W5 z(FmC3Bsf%nO8_7ipan40u0fY6h-3gb@`QwE0ER$FccEhDKX5sjSOu$HkM`YuwM|z} zKCdNPzT${km?ov)zGOkm8MhQ)9Si36MEn97LCHnyaiktH5MkQNo#~mUN2aDd_sUQ# z0V!4AFYpqd|4U`b#He__i`y^!9#*w@7n?UajAew8$nY7yu$A^ZS!$0314%AcKeV&O zvzWco|DYe$Fz6bi8K1@@ZnU;NSXTE7dzs~(RfcEL6YtnzHPvpJeem#Sm@2S|FudDf#*FJpX?8W{0@|DkI!_o=yi~g;{CdS9_%HGMu$B)aHhL^F{YF%EUxS+vE z7lC_+iYLk5)>WvOww!^NF93lU1eGnKtM{tmW%y#`CRc?Fe#20|u--O3U1?R*mX
(=Ws9A;y%?f!u^=5IIT{xQb%GY7h8T$k1s>zG zYrzhCX$jRfS=<(Xa;hSHEsSw%MhdmWjLi;azhtI8GI0>B_?03eo0-Pdlt$q>VaT^_ z&tt6q)DvY&o!vN#OI0ivu-0YSe{#=hc9Nn?y0S4bY5lX;(UZPP0UmQ)M7&x;u@kc) z-D+1WiUTsCVxX1LEIEAF2) zz%h(}<=e#ve3v;L%~Vv_y7kD(@4>F0@!)BIRC3nPV`IZ9VfAT=2)PNd+q85S6t|WR z%`M5YOvQ%33f|_+v;0C@d!8(!je{2+_<=NjFgwMzDaswKgg56 z>##;_2l&C6jrXc^ zM$2+K>Zz#MEweNoDmi=+zh7={Z$HKvj0e-e54XSZ z!k9V8x+j_OV4BWRp;W@<^M|+IJ8C18>LiA9PtEHcNAeXxQ3)263lIhZ!R=kj{DbgP zNDB&HSs>cN9yEbN2_nTBvkh3gfj$sU97}a>e$z*wGeaQe*TEf1s#7xl`**qRLnoz9 zqx(GQ=f9PkTJ`E_RkJB69I+L=x8@A0v2z2cXkHR1aBwcNO{giPXs5I!O!%)(UxeoD z;s@7!q#k1$%AnW`XzP{#`RFIBb4|nMxuw8B5--~d@JWG54e9c^&SB64oD@8UC6H;b zIZ~k91Wr7#|8Sm%I2jk%BGQ`}Go60Q{r*$k9}ef(Z4tA)>;p2@{;6RDxyuf%cdl`A zHiBbi1T)(ug-RnZr;L2yrtDStIU<&-4;ZPr_#}Ca1n^{Zm{1jiO| z-zjnK)^?^Havs<*&{4!@Ym?cd!ln{vYdgywx-%U$pm3x7C4M|!_-_re*%xW1G$N?^4=0@I&`!Br1Ml< z$y!dP$kJ-Z@+!TsGilVia|lja_8z{!Y1-zez~|quwQTlWV<}y?MH9ac*_&~KOOArA z2xW`nB8YVYp{{MlOr=HSq5FK+2G#b7-^gUwC zs=eofs~ST+Qb2;M^%`w?wVj(}oHv@Btmr%|X*WvG0%(5ks)pUcmR;Ux3C7#43*T-n z8e1Gt4@(!{Wo4x|=YL^cV^z9CSKc}^{|d!qX^d`d3z0>nKX_VMG3$;_;^N_A?&DCs zw~P8qqC7hWt|J~}>mqCK0)MQPnX6+l;|2F7PfY`Cb@l#V+8t@jp%4ZDyYB$1@1?kZm^%GB%aAR3yAD%vzQZbgI_ z>Ij-%)9iO5AZUs^_rN1S(RkwQeI5aLQS(@A?VkEH`>gIgm8_|13whB!dP#77rDc;z zaYfee!G9}x4D$NlygA}Zey*~+Vf7M(1)n^if*GJ=Xsx#Nn1040FMoS`sUQ7`0~x0f zvFGEL78&7#(=1zT@k@(BdBlJn-1E*esLhJWW3FqGHJ zOAnc7cUEY5wqkisN*^&=Po5Qi#~vr6GVR+Xxj!cL&DJ4D)r!?#Tyn#scMb77?+8&b zeE;NT?RUmJIB;Lc*!U2>eF-<^>n;#G@d&;DAo)f*K7J9I537JddjCd|QOMDFZ0z{< zwjZbA80`4UyP{`WrsZ*(Z?+=dmri*sLLKrJ>8grv;<;?xbR|>P6WBRxKLto%v2F$O;iBa z65Xe+b(FllNtro zP%bvn`D^{7x`-5yAEjOjviZMe_5KKS`)i8uaCp+Lxoq69Ks`Ml;S7RP9@zpa2KzjY zz_Iv~u`rp`#PUn|qm)}Io~)mjZz(!v#L>=c%v?}4-M@2?bU&A7hC#7S-X8BrX1GW$ z{r!_0?D<`w{cmc`fBqZ$K988(A4kN1n};VlsdlctV0pT*Fre^Bu(9a|+M-uYt?{yi zhl1kJV5>D!2`JC#O+c@J|fl>Ce3Q}&{3O8p%=VO~qi+yfCv9vY3KQz_SRPs?M z5sCuqU#qTJ#HVP=KUbKPCgDr#&sMG^`n@*;V@x^vh|K`OE>5xQ^*5C5i}=?D|35th zYv`#YrX8bkOavN8y$->h#>L5b=cB!#1sw7SZkQtgY{~NY!PUs!iH4dbJ@e*jSOm)1 zv3fHIPI9GxaU(X{h&sA=s)qb2H9v{3Zno7w|ILKZ(8%H`dDYW%)=#Rwvho*FLA5)x ztgNQCR{8ZZN2Jx!|MC<7K#xE4vxKJkQ?>r{ddth@yAkQ&@_{pfAh_^g5N(9R2CQaE zO}Y<7$%%b#-b5f5ZPsz8BMQEd9Y|iv1OULgC0at5&2q}_;vI= zME|B75D(U2%Bw(19{rEz5EXM8<1=qQ1yys?8_k zJP>mk3U0}4c~G+VEm;1YrPu(?rK=GTdaq}U7Lt;xtUz(8W=W(SNHs>&^JldMRf?uy^fsT@_4bnD(RBAH7a5ZwfA6ukoKvXU)yN z25Am`Dboy|Mf{mwtuf3ROp4fJ#r;G4mep?`x!?GaN1t=i@>7~ev5lO|}7^-~E50%)k(^sJ7qJW(SxG%9L(Yi3%y zBcZA)j@o^;@aORYOh@By+{Ag!6PRPc_l|}<05GLO8Sv5~Aa~<8p{FAdAO{GihfHGe z`SW1w66KyRy?XumS|hLKnbPg6@&bV$W0tPUi`}gfgp}f+O!RaQnZ3zCJE?KZCe?D= z*Y~yy1?1Rcd2;VbW(3L#4iu@wY5?mj5z%{KLHPweiu9Zkzr9*}>pK2D7mj`e1cpR} z+X)HsZsX2jDk=ugk5y9=(%{2!hyFu*MKeyld(tc$?8Ct^uy^}U|Js7|m)4EKr|oi# zVJsT5T}=nZMzSN9_A(1;r^bRmtMaa4W!#Dk@zPYU_TVLU79!KHep%X(OtFjOD-h~~ z+%E32AjC~?h}q`cL!A?@BVS@d`!c}kXrP|cn&hc=SLH`)O}!SJ?F5B#&TS8F^|K2W z!SX~+$3nMATi9Yf8IieDlC*KfAJwl-J|6u+x7qF6N>o`H0K^U*C(mz!VEFY#C%+2OWscJ1XNiizRe%z2sSrc1@mO=4Mm&y%`J$6E#GlP4osdWoIczAxH7 zCO4|V)$PzC=Xl$L)YZeg9Voneg{V6m$xYjrmz{Dwn%Om>0OBV8!mLWSnhuWyn(!km zqz0(67h~hZcg{XwYsx~KVhvu)l6x^zpse$`BP{0Bk9D91!>8v~txv)4tU{V>#3_Q_ z-L?B*?@OSQ{<}GkU%*dU!!}98OJ`vSuZ0xjUB;v*oQ6TL*8@8>JzenW9o#M&?Tz^O z>+te8?tJmvI3H=XigWJY)V>rlgS}UHNspzG;Yk;Jf3_sXZ!QI@ifdO$cn$cyOqad= z@_TJBeLJ*tEU2Vx7G{em69{?wgLElJQiY$K#wN0Qqb#eD=Q0-u%>@6@-IVi{o9yAf z7OH2BY9nJEVbI=3bL&!K}ubDYnaIP5f{1k0mY~r!E%FzGWjUM#LMzfBk`%X z?!WF{K^0xTnmK-U(Z}o2RQMjfSM)i}jMnjQS6n=TE3@}k;f^Il#di0Kx~9U`mD!8h zhqVl(&4BqB}N0sGcBRyB)fh4VgbViC-Z}ZLMRx3$z^8T$Y!=iw$wU@A(ytda$ zNOXJhgJGXZQOlNuwRs{xV$0rr&ATCu{!5-lS5TFG@E60vd#rTk~8D0kpBsi6`tv?zs=0t6zy&MK4F%_Qs?y*qeu z!++SBf*S)WstIpG_Vs_F(}gn*#FGi@hD zeS?klZJ~sUdQL<^#Fyz#rMDiXpFgc`w0qt@bpQ4$s>8cP+}+mmg;?043@^oPE)_EN zqv!R*CdZ9@{!7dy`nJzQ6+6{Jj+Wrjir1*r@bzs6ux&K+=C||uQ>=#U@=}Z^@RC^Y zFWA}LMJl+h3YT8$^*HIVM>&cIl*Qa1dFAGDKTATp?9x}=jW4i9+-%*U7i*y*3_hphcIqIUMt~BAey=QJ;dc|)^ zFftnHOsbHgXA zqk^)#Y9n|fyjh&`=6>qQ!$pIFg_Y6ytz|O8*a8mNF z(=|peDJec6s2dh+CN899&soE29?_ppe?i`uRYe$`&)oj}ca+*a8Wj~$5ih|mmoKF@ z4GA;zib6b3_Yg<~LQ_T2sO*xXNHI|z@x(-M)ueZ7>dN%RFS6tX!WLIOZ-}Bv|KyQ8 zc2d)(VRq(;Qs|}}$1Ub z|J&h85oTp-^>IeRv_i)Bm7tqZgR{5Kv@o-oVJtoK6 z-Dh*{5L*HRrt$bW!;YP#!otgId!BH6ASlmj2`==N0Rqpylc(3`&RQtE8c;r zRB+_t*FMqV*&6}+fnVM?cQ!)5vg3&yB3~dibI*l54tj8^Ueq0ISOu6<2md*WkzUu> zUvH(Kys40qfO8eM`kAg){m=71kFTb!Jb7$Wc_sM^$4n&s=Xl2=E33Ro{LS^uwEHSXEz2C+&8Rt3NxJX*`pIYEK_^ zPe)GU^5f*+68BN5+O$y!+3Jz8358#NaA#;s=m6NPGI zbsmENz24T=gH20X6Ay_wXzXjk+3QDIGpDUXE)rv(! zllfBFHQGf-<_kvGRcX=M4;@j1;XCdLk9COy%E?CX?S>Nh+w^+8tKGq8lkW!60_LJ^k!s)An}!Hq@hDUc^B_ z;O8H|*_T^S>)t2NUcMmsKJ-yQ3o@KRf_rN?3g#ap9Y;PxJHGA_DqYpCUX@>c`D|>6 ze4iou-WuzVvY1LdB&Dj@#T*ND^`0@K{S)^$IeU8V7%sF5QQesnDw1P0Vqu$Lh4tJ{ zq!^C0UadmhXPXyj!HERdFg4X3wV;i8R&^c$GNGySXstBYEO7szqGG}1heV}c+k{k2 z16NvC#&Z`IetC`TT)UILPbahes!3Ex(A>Zbt$Rfy;X4VzG!Kg9mWU0ZH~IZ|;@dWcf?d^)KwTgFK6rm57)W6%= zRdM8e(4$;OGwDYxlo zGmiDha23{EQJ16V!}7-OgN2+rQmEW-UOJy9ovxdAKDc*HVGO}M%B!N~V&lr4^s$!S zBX7E4`N;ZCczC!1`@t=@DK`)6&9eRDVVvY@1u}j8%Np!6@Xu&js3fiSXF-_pYnx4e z6LKoiQ(j$NU0$9o;mw*CaqZ~^&<#R#)1eEF>N^mA!ml|Y;N4hRX@RVi zr_Vpd1DJIL@@L4PBdVU8pO>-kOBrK0>L}oj-!SSrmj&?=z#u?%>VZq1CvMnHJu1H| zc@r6Yrb!H!uT-1toFlexJcEPzBZzBZIX78z>~MUb>sU{XP+@(y`LP>h+`2(Q^pQ92 zkjf`ow$cpuZ_OQw>fdWR+5gU#9MNPseKzAx+>Bxnq2=H}^`uR=B{JeY5+5=8Vg-Gn zI%-jXx!>%)cu+TGWYfA2`z<0e%kNF<3c-yjoGlDWY;HGD1scDCR`T!tkh}Fp(R50> z=zOF)!>m{&D?Z`Ki!*fjp%u~Bj1;aHT%!J7>sK{1-ts|zZ0^EE@!k$cY?Ap--COTn zmtR<%xOq)cSe{yyL5_t$g3yuA8+y6L{J`#R6_INs~9 z=KLx{^WLnBeVR)m3QH3wmUFy2gZu<8d0+J6l3B&UF2YyVnO$<6gnW)zk9;p@!@j z2;xo8$oM*@{}xMHQ}Y`*8Sa_)L_(_5oco+Fvmyx99*t5wHjD#~D>L&Pl8DgTAcy47 z?lCX|@PJet@J_;j=S+A)dip6uO?fpNuj=Jr#Q2|?gIxdSgUBO@3Bd5q;5C(o$fA@x z=0K%kAdoEtQS6V^)YRaW0g2g`3i>k#nA*!aDIN&QNh>g5f+`MD!w(Njn$m@y|7vhO zf3+tsFVCY}@wSj9AtW2tzCR?)AI^F^`uO<3-VRJdY&#qbs<%hry|SpLVIly=ES5co zL8yR!E!aag2|qYde*E|WIX^&%;UIt3*G)VYUID2Ga(^d^^2Wan%l*lxuCKKkwGK)v#W6Lng$+($dIlEnltRD&j;78vLdAe&z;8R&B)hQeejwxOeX! z3yU>45CHzZF6w3vZz6)HW%ZsxrCB$;Hn5qLLA*vt2o~b;r>H>RzyR`P0B4DZXgrY( za}pdmO&}W#;JR2@{f14eS3FxP3R7Gk5{Z^UpN|T;f%G+>leGdVFFFX_?;9H8VQ1H` zvcP>z=JqkTVb%I0Dl}y?`@kL_2lX)2ot%sW0fRxS-$UyHT!aMk8XvPac=_ezu3QXh zBaGR?{KrduZzlCSL!z)ve0}E{FKyB#n%|Aol;)=KKbbbIiaWxevN?c&8u(YUVa%`` z$$6<0UWjGjn*4i>`}gn9t1O6pEYixzzqWF+IlD+fzv>Tt*-kuB+Z<(@hkyhZ)Gt&At$=^VsmYoSoetu=+x@ zT|Ey>@&Y(&U|>K%6{8JesZdTJNU-NigevOgr?!F_v| zngAwiF=^Hnp2gmffzP*iB&7`YQb-!{0p}AJ7Z)7Feqd7p_Xav4h{}XvV})(g%Gx?z zqBI7EcV7}X-CI_163MKstpz}M2FR_B zSNN#BE3bXKx+&ka{N%w@{sK5yfzXDeuCwp?%3x8HfK06^$5vlRNr9I)377h0r=vBv5X%H|;Q#|Zd4tHi6BPGGPUzG76KFaM>Ddf3OCXGdvrqXf^zIY+d zk)oaPEJmek|-;6#e9yohuLL92vT`X(W4h(N(DX@_jI%Oy~o^S zuOWJr9tn$zf;dlB9v%Av`{?susVfcYFXFiYJyMyvHk>eF__CaWVLj`Tf>_DRrc@_^(J0N z(bRDooy`0heR{YlIy^r9wNzAwr0uz3Zd4WLYEp#fq$VaZJGK!DKZWc`%x97#=llwj)Q%E0=kod-kFbevL%Y61mC zQnHBy{hbc)o)3rU=qq7=YcB%jeRbZ2mf;hT$*i&wS4TFhd&YL$|8#4&$y}^aITB-X zIqo5nReCt-EkFnp9x&5)KJ&dylvvg4rp1c4oNBg+nzFXk9i>RV?RSy2Q0XnFsY$|a zNn(Y6FCe!2D5tusRj_Gm@#;SX%$Z*SWG(ySq&jwojS43wK;*2(t6Q@ zOll)#|#dX>+eRLLI621HL zb&;25L$%r+ZE|FTN%S3_;l+PY)BA*Y>?ezJEWH`6pU$!I#>H0 z8mu38g?I}G2W~`GPVRVSpuWDIr+M!?Gz$8U9^Lgl*#pA{R1z2gBWpiw1PY#~Y8APh z?5$;}Y+h9t)6~*3tD8EmQA$rs1IM#~)mQ4j!<%lzbRy&k{P$j6>v?HILz<;t`hZ(6 zojZXK!k(x!dsVpuwf#`bn*|0b-pUgI3U<2d~iDfe03*>^^HG& z{HTE~63Uz&llIP-6+tg_3?{_c)tG;w%_fnkjB|f9AuV zzP>(~O+h=~ZM;1}NrHM%<7gXY9uD95xzhRK#jWn{Ks83m%}u&cVg|y<{KP(sTemtP zRZ=J$U3J9B=>5S#G<-!z4{9X(L_G**3>&peRLZBmt)>+2m?miCzeG~y$fNwNt0;-l zTixYr*`2FOlT*q{Aw&!kUl*Kyj@{FK^oZZm(pIu8QbhCbfyW06KCkJcl*cBcQS?^? zW+bemt$U+~+Y<`ZYE?7ST+W1&(!Aa$+}ciGhSd#i9U7vBzAjBHKVPTh$jKF6SoTSq z|59C7!13Z1T3{Gsm~27g(4sJ7LX>nY&YUg}7Kv=`=pMTPCNc4Y|cg5D^g(mD>;11}F6Xk}@zrk+4D*L16I2-#NvB!%C$gXAcC4Vp`qb)ohmUqn_;R?6#lN=M<4NKSv`Sr6w*@h(BX{rKg>L&CE|PGv zyQSr_rvhPeN{SGKE)B0Pwnao8QFB5G3m#Q)VewHDJa|`GQNiod6J$kvqNdGgTs~&O z_x$f9w9rs8&1Y}6S)HbCrlno~doLJYbP65y@OLUqN-Aso>wI}u-70ISOMTwQ60iC0 z>=xWC@WJq3pE|!q9RdMfke-L!H%O1$9ddI`6>4U~IZ9wBd;M#1F+QFwA)br^&(rg` z4^CE3vDq%!%x~kSVRvYK=NBqz{BKBK=$Jh$u<|=NuFUj?+%PRYJ;;9l-7b6Set`!Jbjjwzv!d-YRnfIphl*-mXUsnZRq zD&O^+zAXP>JuN2CkU9{-}^CccYv{e!>P1iiB0cI>6{*%REX zTLck0?A8b7yxZ@+=Dla!Wi*X4+;y3Mo#yAn_zsUmEZ))I6u&*vsI$JJzbQR9Zg%`8 zSD!GXmzVRsBSnp4FsWnn<%2zwJ2h7>xgKB;W4K`*{UB`W4Xoo8`r2~zHr_8o!AYn3 z$(1_Sw8y+SXX1PQQOySz_d?O?#B>K|Bbw8zFTVlfUp}ThBA_~AT%L>{m%?v72&T2M z61_#|dSl2yhFaPQCE)RBHjZc3OWOBpmdJLjn1RsD55>h0RT|t5G+BtLS94ZwA)M5M zZ4Px1`1ZwuFQ#|5o62NwZj!5R`rkKshRwOwY|9BiY+zkAH8nvpCzY{B`7oNc)%2VC_ecuG)??)S74c{Of~`jH5>W^3kb} zMC;8hkOQ5;n(puK7pEVB@>CqmwSK>Df$kFGr?a+NFSD2xvxn;7&+p&g28|6ZBwRAZ z71r0Ivi&kD+n?Cj*)e&yl#x?XI!_ei1kI<@wj5wsKY;=pRv>4;U9Enl?$-fCF&>4a z@mb=H4T5A$0-zSO!M3-$6;Ikx;mJqarb(7`M7s`rX&u1L`7uXhjsPc$bim2g!Blm-g6h?f0f2yL1kkRBQg&|L)^LRG<8h z^Xn^khc)q$ma3|xO7mxqt%L|H&-I_r&X$w+ADDaB5#vgI|E>jfyxhoMd8>nNgUj*B zemYFrSYKVmF|6T8Pz)vLOA~Pg(eD^)qZ1aMz8zkY~(-vX_vM5QT7LZES6?QII(PVgWZe4-YZ&007aHl+Rp$viU5(K-RGz zN^HEm?CRnI`O10Occ7Z_Kb&z#rR9Sz9Dp3?xcWWWA^LXU6+RUREe@ek-f4`4wl4+X zyX54@hK2+P6y3=qYp8dndT*xdp0Lj*_TYVU^F?Szv$L`!04nL{Y0YSifr^8ZjcrGC zd1`8^eoqf0HBjn#->u{(xWth7@8som0@1mCkht(SeH;$S8VFL3jEqE~A-~L>MpW4@{j#r@{5AIk^_ERrGamkREO^fS^tRB6^Yb(Wjbj{K}j?DvKRPBrLs@ zWg7elAZtKCTYUhu=${s_dhD(sZ5oCJUFHHA>Q`+h_r}eqO#IiAO@7wZUaObv;_Uyj z>|CoqF+BX~>Db?Y{}OH|=rP49Fq?r-?yaqU!3YHvai+NU?PWfo47YemT!yiG-hMx?8L+s1n!p419Z~y zZ`S9fP9u2G5ymh9ejWb$`~1FzUd}DdrJ{AX((wqRRv-Gv8#IJTdgqAMA)C4)Hm+?e z`0wsn!7XbgUuqF+RuHC5_Y3;>RY=eYaqhl9m6yWGJ??-Vo`=;$0kIlKu# zj6^HOnNj=kvw9PBY21uwfiLh>N0=3z1BakAS>Ja~WAQth6@yG8jxcQirOw{lX7Y7c zTPi=nbv{T z10+B|{6X4`^)trjRTEP`=)Sz{wIT1emCE!=SM7Rjg=ow?m*4Zh6y4S%`*dXM=y;P& zsht0%xHklMvt*?}+K~9hM5Xzot(Hda?WaH8#WQeplR-H%Jcg!8XryYvTI4ic0^wyVsrr*LhLon}vu zFbb0=`Y)FhDQQe#*i_CR10w^s;=Vvm`jRdw)*HFlIb4U$<0Nds4(*|{ zPjSo7NbDG8&ZN-38CVz&EHyp>6z8s~Qc0&%7C~Py=sj-R3qK~S_#l#tHmBy~ z`B~{%kJ&M?6s{=YE-TfQYumPTvg}*d z3OMTBI9^1g-MUOIh4pj^_he5HrsoY?KZ8r%4{AxU=6)eh3C>&v3U73=IwkbUYQE_< zTX=a#2KPj!)#upRVI}6Tqxe-NW#!}PH^}xz_0Y+oCi$}8lgrF+mjtLf`{EpOu-i4g zLm)rq=6MET#(&wM>gdG?o*-HfHMt2F&OG`TWFev?rDtSTE&OLVXYhL^6X}Ps^*aPN zabia8YNs}lw;G=zr2(M4UyJ7TB`FxPr8>g2YK=2DlKbxv6o2?|O|S%JuJD0HS&$Lu zgZ2knB2m>5o#FutzV&?(L_u9W_ygWw?^i->Lb<9Lg@>nh*W6PAZYQl${wC|j_QxlK z6Af;=AoN*FV>!9M5N>y~D*ZB*8Q({m(88-|qWsL`4}L z&QAFTJmBGOO%(w{NtO4;8lVRAQ`MOJR+5Ap5~JID1ucGbEPg49{v72EjaC)l02 ziC;JdK6Ck?bx79u#O>(wXXop5s z=i|mq*i*cg6)^$`q8uvvGOvVxj`GaXF9<^2JeP5zie}2&TTFAth50tS2w;@s&wb z)|9>5|6bxT{Z?9*^%=`_;r2p{3~xDHXog_2}|0u{w!KF@`D5{T!}|(yEqD9T(9wOKwy7t?V#ydhK*uI=_&Os)z$TCW72_cG?L?SR zd~BR6esU;LVmY(Nb(t)gmSf^*li$~Il9Oi2ZAoezW=sZ4-yS|?+rEZr%O?ANC0956 zPmQib#|~zx8(NSH&z)~;lrC-uJAOp-1)0?wt4ks-LO)5n{Ay416aVmG#);5MGKJ|D zG&0ELqa|r&{=FC+l%wnq{q{{A?PVGLs=ub>mNJh5hABdZO`1<|go%k|K;)x^)y82@ zwy?<*aPgj_Mk?W6;M8koqpM$^%w-Op&4?ZG3|u4GyJz1Mk zH(G@R!!;%K8x-2;ZNGd;Bc9XtTJW)jOUug_XtT%l}4gMaJgZ#D9;!$<$Ph?I{#t<;sCsf8y@1HWaZtlST5#9%IJ<;>UN zu<#%VFhMxqPdn*@6lx|<8yYALI2o=JsAFY`WP6CQY#dNHAG0RfVId04wnW$!B{8`o zcQ{3c$vShF|Lv%)cx9I>F|jo;zN0{O1s6WG|E*4;CUv&Y#$O0A+cnQay+yzXV^Ym*X2Ykp$8Iv)AK%b zYdQ-*98nJvaka8E$U5aH)=6Gk{#fT;V%#hU-2^|sQNaj0vcCUOHU0NQ<;_A$5XP*h z-1(O6U)HqK!=L67i2vo^vcc~`x-V5+BL#<)7bhG|Cw9L+Jeor13MHg@KWc}Xr_ySS z>L_W*LvB(=tRdMKso!YKU+uAN%%Hy;>(q&+wFW57em}~I0H=(gY7bkIkej)9&Su~O z!}d7HIN1D9y2BRDTh=yX848c{b2R_AgN8We*ZPu>6_!+Er^MJq2V-l^a@87FwBHr198ex`}Nl-3b zEHYfOa&SCkC5L4IQFb^c4kPV+K1WWq`U9Jgu5$!YZ!N#VIgokC7*tVJrPF>013B)y zxqY0w>3N+ig92!G6gl@|Bq5GX1RV|L-jU?6$rO&>;PVOjyf!1I~n|Rhvv*5HUXB3 z@&Aq$;uPM*$G?e-d#}MdXn_ET(8-%*X`2Sklv`u)`)f#SpT*jm?fyO?jLcfO2?J2{ z_4OMXRLEXi3}yKy8wo!1S57~FZ%~yCqtbmI6c5=D+8uWd)P>!d-d{@COw~(!B&k$f zEKA<~KHoi>ZcNM*Z(&zT=An#Cf+2TIL`1&r$$Wb!YdEysHc4m2Q<@Qszdo_XDfMUw zjM~1Vqfg3hpyYlNO&5`0klptP-|)T#-vqHFZT3CKf4f6tR221SZ%b6lwBMKO*Q#>< zO~93Bii2|f2(BslYguUFv{}i)s$~pw5J7#g4Xj+^n>VuZ@<7-gfxw|*CCi(8cofB- zbB1+K2xTp~ZE3K+$CUe^rEMK^$bWi99ErjxPLa1G;`1?oE~R(n|^tX z?wr6q+_L%h$SD%0b~yhE4~>%KXaP2n1?vXPN zbrZBU(oF6OqG1{|J%4|@Wu)rSJuGe(d=I-} zH1(QMNn3Y-HoH-?*A`@Y0}zdaxKG~^(>P&_1<+>Ir2$2G0x*=^X8~^yP(~KCC!leI zsWvI2b|~@`h6T}s&udrM52Y3(X+0eIAO4~B9e>;Daod$0zZ0KF%o8QrgKZV7ZHN>> z#811eyQ#Cc`Y8W%24OzoN>XS0F#5z}Z;vbj7YBy`b9ULPAarQO8wh%ocAKj+?t{fAJRbd2DgBN!(W&I_GjO%JRLQj1lV|(CkJlGX8%h+;zJ3KV z8eB`HNS4>1B2f5&=%qFs=oKX5))-Miqb0CI#_39O1#3*%Pw;3*Z1&}NgC@^eO zJxyQ@!WNbe;93I@1Y@02;^L&@mw?b4`T5grCDR>PM-&W4E?3EU3ZE$ecRnz(=<;N& zRXTqMEM=PHa^HYy1F&%@m7it1WNMR}lT*xVkJWvAVxq4voD}mp{1z0&2rmhM?UK^c zWdhwKDEXQD-~&R9{xV#E1r16}dxtq2fmwL9&>M6Vqd#iDvrBP8-d~d5?WlC44p^;&~Eoz4bW2E)en8Gv=r^^$L znOVOFbyD+8Pv8SVEp<@24z3g~ql7~+RS(2GY3b?y5Xu0X19}@kr3NM@5UmQV0%%#* z7@HSI-WiNBdR!5&3lVpUvaO(&HhF}}ji#4P$n?zgkCW}!qYX5=ACzUivzpkySujC> zC^1H+f9J?dMjwZLB|X7uq46i?(l{f^_JRL1(rHG5iGgI7lOmgn5`yYXZ1XgE z{$}2Sq;+UVb=wD|G-933mqqPEWMBNPkF)YGj6dXXz0`N}Bx@9VZIp%SV6L}1`_|hW zp|1c|>493&%`N*by8r3aoZHsyIl$e3=c9&w8@zu5B1G6V{_LNiMjfI= zE1)PU1I`>a4@^78BTrC&(a_L<*?iNj5!Q}ZrW)*QhiGk})6gk5hNZK*zdk0pH!L&l zxB*~10R8eB_?-Q-Fd+=Kfz!jSWCdneW54kJPk|FmHL3*&a>oqNn8BzBZB{GHhy-S#mv^J<^;Kkk_xQ{Ry7;sGa(~yx8Nu`@#;{;)Vz1`ej~@k# zN7FJhXJ8kaK&glU-uHo>2$XJUZ*y|mmz@)nlgmNA_3`6D2#rGupQVzsv-5Z{95bFU zQPR-R@JTDe3n~hffX&hptqo|f5Ml;;3X0`@uL70Se;_5!VQl~s0E(!;@ag^LPTgI9 zj`q>;A+ur?Xa6RT;irm<3MU}5!Eg(EtcsFS!`^pg7+Je>OBr;SZ^k#>-hHDMKmsEI z+wM>DnmC{gy5w>gGqp}h%o3=6iew%_8j&W#A5c%S6iVcTTu9Tz?_w%0}JKFOCq|7zVX-JW{ROFdEwpK&N)P0NKUg0RhLE0$R?T$bszEJ1*aiwh_l z6!O3C?fr<1bQydkLgFIw?AfzSHLB6^aYI9~lHA-hOQ}*FXu^PX`MmsZ)h2ktKB+$+ zbD^lHh$7;aL^cSppG{POl4GDldSL&a*M-a75Yy{Xc)i^t?^OXheypl09`YLCoMSOT z8sKsQz_e^ir%%@{`1Fj8iTbMsO#Iuq%5YtNI5SeSYbn?^(Y zl#qA#WF4!LqBI{z;x`g03rBZ14gg1cuVwVt=}emBbo9?UbNm_p-MoN+xx;twvNvhA zPt`F=m6@*qla}NvO56IyA|EILD!W3E1CR_>mH#xW4D0?iEL#{zaE}Wzwp^45HhOnyfc9kZwZ{iJCC06bo?&t`GF9O_u#h5K4m92IW3oUVisIe$vn% z>ihR!2ZKYxsjL{{tyB4}VGdbcVW9#u+348Vy}Nfo=mw&Q1m@R_3XdO;fi5+K;97iU z=0H`6IireG-+UO^?8>ezQVP9Ak4A`LddXO8<+(A zpUEGaqP_5n{o!!JcKh-i%0kJ*=@-NjM~p#?Ao74A(8WSD4ifcj=Oft{{ickjgM)vc|Qr#2seN=}6{$wQ3Zp%NWx18yC53hI#2v3pr! zdO6<;`T4%XSK=3(ppVll_W|%35kQnlFrybKBjk#-$L*mcyg?&qZ>7hGL#+C6dP=yT z$*LN>W|vES582rI^7G$;{JUP3Ns6TA-Ma+K3EZna6ZUQiMN=~>nl9en1xoqoNa;s! ztTRwOg5Aza&_FloN?pN}yfQxt-iT3{0w#rI;0v_xyF6rC^t3_LPe#t`Gf%t7PGnwa z7%cdOJ?O~7J;HPeX*E9F)x=x#4!}&p_Q8^oE(s>^`c8PvK%v?h&zsnt4phYyd#j8EBW|Q_7BsAs)R~3E0XPo`JQRtLahPjKCDJx;eHX?XcLPn zt;9dhS=S<*BCt>IGBXe7HHw6E+tnVXsyOPEX4}>tB8-Si%yhfC*>fHFUJjyO9-*wf z(OFzZyfN38G*r$7K_=-^w{m!9FZhG6WP~4S>^vf%SNu%PWUTy|hNxWXsIE#)oe7iV zq~{A2o4|NvG}TKf;&{64#hG%`?YRy=JNYW1O+$;|WzJL3K$H%xfWQ3w(^DA9{$JhQ z3%|0O8Uf_MgQYg;)xSADbDGr3-Olk7Dw!HarBpTCRH zBpe-iD9#bD3aGY%IR$e1pNnL&hBp{;XAe;=X+E>F11k&3%G5Fzzssry92Yb+>n4JU zDdXqg?_Q4rE5JnqNK9c9pZ2p?Adw$Wz4kfw=mYlJcT|!)(42)uMGHErv(R~y%ZWq5 zf>LZ{2)}R_Rs3-JY7K2kULF7(;&gO$u<5|oHVGMP za&mHzxj(kPoRRM5STwYc}F?6C<0@q<@qxJe&Q4yP42x;+v z>A_rd)MN=z;=Esjlh1yl3IM?z)<15IbVS%x8ejJZc?sk+1G&x1$EL=|6*S*muAqhI zLNC~4yoK@&z%Y$NC_BFN_j|AAgi0Hop;OUHP(5Ru#@KQn3nF=pD*C5F-`l1SsFA$X zFO80ffXn9AC|+6lja*KVIsWK~b&&I9G3M4g`E+{UH?H+(uB4T^hkuIG=w997%eTNAhtKUzu-*m!Bjoec=FYB_wivA9+YjE5uBegS1s~ zb`Hbh2Z;s+MI!XEFlGqi04(*2v{gplsN4q8oL4iwRP38KOFcce%aVE*i%LqkSwHta zCkWu;k(7&qxnnq~^JRmaMKmGV5kToFS0JLa24IBv>9Kzh(4p5K#Rf9?k7Mp|QUR`Yk zf9JhCjSd~+ANO@XIhoG-s$MuU-$f3&umd=$#h)+PAOQnN`WS-T?&S` z^I~3+FoK>Ptl)5967chiOJ>qwgv;F}Hu|AOUBm>GiXx2Y2}{ zdP1{dmdQ;XPc~iMV2;OMTg*G`k$`f2MF0N$ua*6N;uqZdP_?*^p(CmzQt<-PHo#oA zIg*Cw+6y+0tv@OT0{27dfbL`Kg@1&x%ta$>Cwb^HB>OY&{ni7{7hC=<=Dh*$cY@HD zqwf8>1{h~t93=z8;d=Qx2m6PSk%xO;;{ANE^x;!qbAiabcyfe2K@kA`f#378FL648 zO_}NqfA4sJ#i`YOD{yJ43(Cn>%0PyE>8uLh^uOyo8Zp?26H-_d^31?jvP72NzpA0( z;AqDgQ;Hf(mr|CARF(gMISsPvqG@Z(hCHd8(j-q*$P-K#7ZiLCmI%9A!fWxq|19KS zV2QW4D2w{i?lBDc2xMf0v^lcZ(mC@MUp2|^Qt!cjB$!^hx=c0jREM7^w0wXmTuULo zF_Bi6XH8=E^SP16j2FiTt<2;p6bKC41cnr|*SQS+&}_t)(;_V+wfKFvQ@*5HY|Jxs ztRiT5bo<&l~fhD z4j_xdFN2-I8N$DS&jO{f*6T$fDH5n}U_ivxM{N~o^@*sQe6X|>)z_z*ra*5GBlQYK z;JN(#{Af>LlLg;OMt=K~LeL*RTY%2T57Kt*1>v5bg8k2(JMkKW>5GWv|2)KZzw*Nm zuk3D4REIYH`L7<&@6ctK7d$8bD-lePnW?r`hpFABra3yrC{vqF+ARDf)VacoFz;mx zTn|uGlFRvm;Yp|16_BUkv}-Ll2rC*c$@{B_Lf>8f0TNjb*z07c$kXJ0{@+8qzaL9~ z8tx=V39<#46=9sl;2?LAwjJ*(9g)1897TvJ804nq%K=7`h@Pac$jd8a$qGCEQ=F2o zTstJ*D{Loh!MBzn{Ft4*3UEN!Oglp;VB`%9>jm;WxIH#2>o#SC7=8J`Z?GtEQdV;+ zkJ8?Ou0h^D4~kCXfCKO!*XWSPlF@jFYL!iVCgAa~a{GJ0C84@e1` zZtJjQe-%M6BaT`11a*j_N@TWxZ3p4Kujzu%luS)8j&{t61!)W}n_~HIs|ilIXE@W9 zy3-d{ZVJii86g4r`D<{_+RyT$1wIja6^xt|GP!IWQpl{%NaG5w4xHTGCbtM4a3OD( zupkf*ZN`l_i4@y2^Cs}p!gy7WHz@LHxvkolWhT3T!y*V<$;m6d{rd~eg7nP1bgtQaD5yj~b75&WpRg(kE1q6-nY4ShximoQSo7mv)mV$4-A3LT>UsUCy&=tO(Z`Ud_T{4WGO zQ&;9Oj60!^GojB_ zq_lt8&ffmEBHzuMgmRiOy$Kl^HWdeh+1{kmaZqbZ*`T zgDf~jNvNol6NTimf`O<0z_iN`-cNiI-ZQ1#}I<4rD@+|>RFu; z+$e!$SE*j!?^7Febv^uEgD=XA7Fa!Ke)Fg44X1)nq1n5$ExUuFfp>^}9J9biyc~~) zha$;HnvAn&9IUAyl3QMBJxr@E-EM$eHrH*!X z?3|p#>#jthi^DnQUFDJmzGrctimOknNM(ICYwzBh6Fg=&OBFOz-%d%4{^HyR~p+pnHRs zKehevi|_@utuivF&trU|y1`iwb13w(!lgvpvCzsH1vA9AX+yYhnapr@-!e5~e_w1{ zyL?XQYjZAYGbhv1dv}R~JOhmr98?Decg7j>GKM5P6wZWur3qszurA`c9mxn7L&t6N zh#GM)!Ur4do_w+o4PM_-F?n)UKpG&FKW@RNNp4xGd$jZ@_+psHq$OjD^sLnSrAg;P zMis!euyp~00D-aKd^!GwYeuM4#mu-Z+PSj(>I>bTMV93iLQE8Xfd@^~)oa5xKL|Q? zO9kU_@>!K~G{8X?(VhFv=GP)N*YF&%NG3RKIqunyM>2wkIRBdstaVs?HTs*xk|hvL ze*I3a#nJY!@bC|C+!~it^*+axg1^_$w&11S^U54qd!m=bh@~dGrK;i z%FDIHsuCgX8x#f9Vxtd`wmN%T1vNQM*&=Ot9j|4T;vqlz0i20n5{p5NqbZvc`=UrH zna8A$SH;zpOO^lDt!{850_SJJhbwn1aD8C(@zC*3Z?-}_=9A*$r@RFHii#!YE7)lX z%fb>2>2E9=&z$$Z+hR(Mha?L5=|7#V5>CxY|N66r!`fOU?FpAC42VliNT9Qg$HY{_ z$lGdF820;&?%68I{dxKN*>e2Wl>KmTMu20t_1`DgZMqc(C;ZN&d=1MMrr(Ic1n9|; z)+GMW@^u{UNhkN3xd`c?{$r7(T=KfBXZCwFZI|DK&Is`y&$@qY<~rPQJLb95Ry%q4 z^YGJ@G~uU*Xv=MWj?26((+KBr|T^y=3vWqkuFxK$Fl;>;h!SbM;UvhpmVL$j)rM&nl zD;t}Gt?l_jXm$t@*XRCzpi3ccL)2^U)08U02)+}j*e&?_mYqv=-f6HpDPI|5?04z+ zuOwIfIQ3br(Ow})fo*y41KmMxZU>mk0e@KRWf)uCKl%OpeOlUNZZ3MT6hO{js-V?Y z<;MvE;JKsYtf9e+Tn=0waH~QJ4R^A;YpN`hc22B``wZyF%WJ3Tkl`w~(i2JLTzvzy zwgK0JZ}Pm)$voGenfcbluW_OB~%5Isf(wW$j0|X5cXEO&X42c ztMHDYItG0iTnb2?SX#2Mw#b7oKwUG%JmW3(vWLF#mdrS~ix_EY{yEy5LZ?}p^+Q9b zlY~Z@qQ{(drM7P*>2q6zH#FM z#3jK07!utfmwWLdG(*fYJff(b*Z%KxvEPNKc=O-nCjT=!-1CfTUxV3iH;pcjW#4PN zxRJ4jE9ILF*5M=Oy-9y(o85aNm50`*@iGMY>ZiZW`sK(!pJenkkME#8P`!>ta$79v z9trCz=A}H1f4}whcfFT8xC`Pqtc&;suVzUg5v8WNpyQ3q6Je8n1%-YL=Dl}|NYc)~ zEBL3%$7Q!xbEWl(hyn>5c~j%u*5%tagH|o6`*QwNK0DQ< z9ai4@^CJ(o>u4qX4mi0#iyF*{o?QEmn51LGq|o1=f2QHWZsNq@IL?`^ApQBF!0^A= zq|TUB$=Q$I1tSbicT|7*gavZ^TVh(lZp>>w29K6*U09Eg`J7o}QjCS=Rn4 zFJE$G++HV9=@!{*Xrucqfb{@Q?P%wpEN`2+$M*6-}g4J}9=J#?;hJ@%Ou}_e7)c(e>i)$sf~<$$dO~x+v-j z^#~&MsYNe{nJ=a|@?G3LmiDbh+Ljy8+EIv|Q`~}cJ-`*9wOy;hTmUb^mv;X}$}&Cm`VJn(DSW$?pI$f4=61 zhLOFC6E(I^-Q27+H3MfHBt5H`czEP9Zd1;ZzfDso;$5e}4=KB&|s2pARsMMShI zb)84YnoB_*Ge&?er(3;YV&YwZnZSU(aeC>b%ZUW^%CUuOebU9Jy&qrVzENa0ZG18> zHM4|UC3)WGz57fsadKt%gh!Z##e4VnGplO3f|0DDB1&pTHnt+7&>7WFJbU;5=kopU z1q^;02(@k7`o8p#lC-}p*Gj&e=8sE*?pO5h+Zd98%eTF}5GP-zk!adWdsvztiH{LE^Hhsr7rMxTi z)-pxFFivNNNQ3q5+~~TsvIa+xgG@P^`k#+ZWF*$!3NtyxO&rVKYOja_9AEp!Dg^o8 z^(v&6_QzV_3%*iIlJl9*)nFWoPFFhPq(JquoX&)f&ApO#;+Dl5Y~4W%{_lR1s?YOFGVHy)M>w1& z@86~_dm||9vFLc7#l_)+7TXmXvTSB_0uRBX`!~~ZaJETOj5nlX1tYe4Nq1AfnpFz1u}S4?>6iY52Go!nEDHhy%(reC-k0Z+x3YR*yY~5E0sGYC zB$!mCHGw4THR3*m6fE#Le6taNkeZLWB~x`-AhA~-No#r@#LP(W(m0Kf5<$W6|6&@*OPu+dMoVB z&e2iACW-gz>_-t^-Be;`W?TyO+{A=j`at9W7J_qII{(+(S-B4_{Adr{FA zuCV0GzhSdG|7m|7mQDy|s6=&t9{zOTLkr#zQyx7&s%l+!X5*&I#&TTmY^vH*5OnpJR(Z0>%Z!P<)Jx&Hi@9el7goc@#wLaY;if9tJFX*}D?dVuy zz{!Fv9b6UjJEl;olS4-!lz7=Y8LTt+kSQPQX*KV5XOp&A-aweMpLqGZMBEX3Tp08F zyQTTZ?Vsh1&CQJb{43E`D*v;5%oDbE|7kaz7l{0zb8k;1G@CVnNl1?4@u-0y{1Tvr z0TL|d_XVY;{eAZ+gp*Ep1KW2$Er-X2mA3Ar3wwYYquA=+gR(XmxB+XYw*e_pIw1lF z!XOMF>)z;vn)X}rBC@p$i?jo*pMm@n8(B4@(p?^q^7M<}^)cXG|_T8U@IJ#|a@ zH{2>H$MN~~H&>D}R-wMKq)7$MstO|#1Xo5vO@nS|ck6|0()$SIv?j3U#P!(mq&132 zs#>{5RumBHrfgI!a=&ex>m{JB4Ys>kF(W;`eP=+W-z?(7TH&b$W>ReITj87STnGw* zl7CR*_GkDm3#F^Rl)#f8EbYF`*{Rrx(U3vryd;_-xH86>Th2r`H1?eeeDN>@c|5*y z#DSAJ_3Gz2)YNRIrd&pu?lmJMMe_gv3n$?2Xai|Cv`nK0xYRMI&2@ z#D6QE%$>IX#sP0e|2)26Zjgyo@QVqV%!9406tP3%JH+1^R!=p4wHd!7-m(Asx8Ha3 z(LaS#R=mA?)FD(MwM%xl&HDVNkhJeLcU~;3b?!+JpX*}>Yx7gg3k>rHu3%k;xcKAG zN6BLhgoHET_&xBwiF0anXmW@6v?d~if6b}#)_O2+`g19Csri5VO5@k*?!EkVCtw|2 z7}0wAG7$UJj~?D4)byc0T?m+|-^^YrBz91A^*r+A-v=f{#!(hdItxnWV*mK@0K$Z8 z4eUOh3()bFmvg7*j4wD>Ra1gw@#sr(db&HYuO; zq=rClK_}?^DK}Ru>$O$Ok(YD<2EsUM(!c0sMFRz)f?j$F<3W1ukNk1Ifd&#OdNDDM z`}fJER1w<4KdpZ@Vk3wQK2jw|P;0{J(fvk{Q&C7X_^d?!slf=mMNAP_XP=9UI~Ugp ze#od{$jBgu#Lw7Dy8HpREY#355L8;wH~kX_fs8~jS2&1Cz0H_W7|V+pS-rBY->L}x z$TUGH0T|fq99jHdjYnjHLY#d!zFVymZ(2>eSrjjw) zi0)b8&v1&F^YoeX0Exr15zM8!H0*mm#0g1BpN6eLVO8yaRsz>148I$EkKTh4DdI*C zI86D{`X7anQHdXa_**lLXtSz1jUN9%wy~ox|5>x`p}+sdO`U#a6%~LrW#%iW zso})RyL{O`z@?{GFRv|O+{)z!l8oExXHeDp^d@}#*aghWyu1`xDpm4(0nWoG$IdtE zVTXPEocY~g>o-Su>0@zX=Sq?cNq@V2L;1roy4w$A-(Jcp z?mT3_mq&^_%0TixfZp(Lx5^*O&$v@K5t-Z1C=*!mf=U>G41}0Q1b@(#Z%Hx>=;LaS ze<^~tUz3F;B}Ne5&YmVrPCRsx`nP+KfX__WphMCz?EWaZ@zA}}c7%Eee$Dbu#^DZ) zS^Mpu?Pz1|S(9yEG~BDYS7U>i!2@rXTSLAMGB|nLhxGl%Z(5G|v3#q8{*mKJ#cP@G zVf^wTb^0$y<-$>=@r||I1GyirR}b3~?~7htTSdzm23z-V5xXi|R_?2bqGno|SfKP!B!=3i=d{7>1*3Jo~D1Zf0gLDF-{ zOjAw6mh8IHPYLf6@Dv8WDaOUc@uu}lTs3j>@`?#hm09$8Lf!Z*mE(~|!-q)mn7s4h z9>Zsf^^a0s0lcECOS;coy?(m;X5>Sj1T+NO=6iuJa#>SG~1r|uM^ZKd%{hmWY35*x8n1weqJP&h#_5U7zc>Iw_ z7ibX_KBOw{X=NB*{z+{GCxqzvUMIN^eW3ffk^b8}q5H+gN0P@859dYQmcGW@m5w3m z!U!-EBPNQnq{QsT!vXUH1qcm6m@>0hJq?Cb^eqYKsFWDu(|c~?rr+gz42@b4J>0^w zITe#z|GBC|aW__->t`%0^@_FCNFSpU9XmB3IQaJisEw zZ@nHX^LpHd_we%KB9ZVMQ9l=#3e-{&xLQi8H zfP;W{3uNClHJA2->20^j9ccxF5F;6`;L~-?#D7U|8WO-yidYtjqPPCaFBx?2&p+xs zI}BBfp`mtce0mf8Q{6*42G&|k9BF#u)t*-BAC~eH=U$(m#N~UGcE;6vvHMRGa_td{ zpUVeflf5b6EVI1Iq5i7BI=6n^=hMUd@+&#M-@vaWedW6`)W)&2urx~~{ljaqkYQso zNbz_oq6}L0aH~aX(aZ};0gQGZ{;Reif{UDGyO+Bg$6FTycdY5K9NGdOVOtIDC~Qxv z*Tq=8w0Ma#`IG*GFK#v7+=sz0rvm)vSht@#PoOhb-EApuJc6}P34`@w{ikq_zcu8- z5=3)TPjt@$kd!vZp5JE_=#OnNIk`Y$Y-?wC2BQ7TvtL)Bs>eg1fF;1{m~-yLhXw(1 z$L3LrV)u3R)(a4g6w0J{AqrrtpUFW1a2ktS&+(Pi0YO598AG>9$eHh5OM|geC?!t2O%LjI+FsRp@c;m znMleFI4gDSQJ@vlo4HcMbA$FEJIKk=U?9E`BFFS_ad9!=melC*aOhnP=H6wV%E>QW zuxnd%7lyvMM3wdTZ!-ahsSRhrWmifBESH^W9;s98Rcac#g|)(~V5ny3iIai;F)K&TXuS*{oemc?yF{0JJvBGQ?Bh`CMsYpAzVj zZc_<0TyEGk65gdkAY`0_+1A*~tRL4t9<=*b@@St~swew7CpakN4`F`LD zJb*j97qEAxmIye9@2=MA*LM#cH8pOBsVXRe;J6b5UP9o-rtx5JGsutYtjlzZfc~hG z$+<`%afbKy-EE0moXw;q4cD`?hmL;T_d8zjs{hajfVFht>OW_@IP8*ZpQ=dt?YY1i zs9YTOzydUaWAzddCP!xbGpz1cB~Y@5?-2CKIyG6yHdfMAl= zZB{PLP(HcEK%A1E{%QE1-n-p>Z!k7fgu=d-sURdoFq!SA&ha~0_Aju@{V=g9O4qS@ z08px8ZGc#h{QLvD4DI8rXxht%(n(q87}eX|&uqI{_4V|+x7`$xtG1^Y0ax_?m$+gv z|00f-V$8Q`o{S+gHV@8m{$nf~~KJ}jHZPB=WM2F>B`PQx! z{#tpapkB+@8S(uZzy0@C&qM}@X3^}W_A6(@&Tui&_qC;$c6CSr6Qiu zfiYx{mQoaWdz&a?%%lr3ue-Z2;Al@Mm-Mr$f0cbyH4Zs#9 z$4*vi*jST^rI%t@ZL4Kqkp3_WfpTZhz%dBU$VPah!Lf5X<2J|vpd)Z3RP=E^Ei*wo zvgmiLWkgnh*c3dqsDM?Feb2wWUexHi{0(LM1~nXfnUx=-yl5}LhXw4dIgqD=k^=VD zw4lF3G(kWB{C*bTMR1~~tE_^57BLUBW_l#}s%`)fY`5i%GjEd)bM!14XCeW0Ko6Z07U`T7m+lb^NhppWtY z-E}voe0CK#=j^VtHf-ZFG7QP0wAjfO1y|gKyUkq8%z_ki@%WzUjhpiTyQDx5$(8EW)t*>Rsg7h=AV@A^WOR3Sm^ z;dSKi`i&=HMwirm5x2b+zK}PqgnIfkIQUB6Bz+VH!w;1U$^21SIcmU*fBz!-f0|AB zF`g3;yGG#{n1FL25`1L~b)XDJ$;TkPK!J&*Sex1w;GjAs1}AXNno=C*OI+BjkK}?O z692&&JO^M0fJzkZq*Qjjj+(W1`aB)WAMQ~1Kyj=Nm@|8)Onlgd5-2efLnOR)OKT!+R=MwJ-=1R`2&Nv z(HE}YcQq`Hyk@Hv6e6&K1A1Z&>Ecr9XJTUV-n`kv&&$7IH@@Y4zRv$j9Sx4|zd#ru1z-bZ^a{O2P=ikSQ zimsYT@Sa?_))y5N+z}H?Hl={@GS9{XAHzqF7!gsX-uCv&&z>FOVo1HPK$AjrN(0x= zyPC%YNfK~<~ zIxTJO18JKwyipd;4%=!57j8pFIhoyQTm(=ipG#Fpm__GWKXDMLebVSZQ*#Ea5^?NO1^uJM`Bm%Vr!?c1E1{CJP8L_woBkS()Gc+p?X|MyKP$ySE z$`6V_X|9U&DgjAq_K=38(sIBDl#5Aeo*y!)ydRZq&#$4F!UB6yxcuU{c`0bAtztI_3-b%?6fT zXW?)g6gx5i^DvYq72f;5VTlD94^5y|lG6D&x?V>cFCVg4*SE|=6$5nX%YQt8zJodM zo^RLY!Np!DRa_4~f;G~WI~d?|P)$un+{j;YEtuYph>G$MOs6Bf9Ul&JM&KSUbjtnt zV~$wpG`T_2W^I3Zvg!foM&?Agaj#Us9|i=qP*a5DXw~e_JWZWvV@4jtq4ByogZ}P(MFI=zr z@eW0e*9X}#4fI1=f*J{IxU5r{zDg#?pL=mhW8cD=GzBau8pQ2KwH?L!Ga2=#KB%y&zPOu9TwQYo&PPWN{VNUi+ps;{$D= z44?h;wn}16*D0*oWm$&g>GkGO`^=#EX`0uaY(;4Qs6x^go|AFD7bVGJT)KL8W5FzF z?s<^$W_(yjU}QcfQ=Q7%8J=X@Jw9bZ(G$=)p>%tD6^_Q5%q z9@@)?DHg;SdJXRI=~4>2v+Br?{sT&j(9IypkLos`&;|Ag9|74B4DPicSCkB%n$icP zoY&>}!~`t#!^R;P1-j?ohk%!AGD0Omz#oRjn&u}}e(4d^-K3-sAYbwks>uxFY&iu3Jt zc(YUMtH3Mja{bc`DQ6l@6Rn#80FY? zj18MW3~^Pe(fSM-R5rOq!JN?h5o2NBrx{c(_j%uRn*r9OrliP<}8;7?uE9`7H zwmq@EN?KZOw-LR3zq_=*?*f|#qtZb*dtd0}m$qyl&fK|mtxuhd+`{D*ZIjr&MnCiQ zH*cr<`|(g&yMi8{ul2Yz8>PN|tFG;tUB-1))SvJ_)>zvv7A(Y_U2ezAqa>=ZY{HTm z1|X#YXDZ|{djLItQ1ovjFfo0Wy;T5^%z+1q8`~!05Af)I5n*r>A`@g%D zQaQovYX{O3@b|&Y3+&{V{k((F=Y+u#3M}TLBFK}l0rM@45C{AFf2_L$;a|{5PtT@Y z7eX7dfR>?{E8(jkL3;D%x_bkPQi^)sfI$sCJJH$%ki3s+o&T-vLu2N0HaVH*;ekKn z)OvFA94ok_vJxFpckB7xZ>#%6>`_U{$tQug-i!N>09C&A$Y|u3$zy!w_jos$+h*#E zI$g{rN?5M;<5B}JJf0XCmA%cM*t~;`>sbUhjoZAZr{}3yJzX4mC)f8dYI5>>WKn8K zxi%?G3aL@f!nB~edGG)*c%#uM)lOt&L|QHhYo~aK)@L00PsLUhXJ@^aRiXZA-mu=oJ{_J zAz5}kc@`&zvUo$y*bGWrR5}U76##0DqjrV|I&vr+Q2(>aN{s@|@0k*TVEjY@tA0nY zz(DB^NiQ@rbYP?oUnGx^Ms+Rd01tw6v(%Inpup;|lM&itfrx@rpCa@G+Ddp^5ijVu zp8rA33|S+uy#Q1$!8|!=EmmewpiXu1TM5*j(r#%GYS;LMLc-md^GF4 zM)Z$e$OMh1CswGW-m(i`6G)x`_}IAzsA!}a(1t>2>G~>+O5^@cpVHPbDIEJT$;5-x z3&?>qJqV&uQz(p{K8->2=#p_M{}>rjP8jG63$uCtgVnk59WYx2A?k!TqbrIqwa=n* z68=sDPPh6QWRSERwP1aOs`Xp$cLS`EU(IeqB@->ITZ zsV*n&e&Vp}$B@!X0olG)4>peCJg7(1gYRdmK|8XNm zXIXZ3(4(-}m1TTNff9EJy#hapsE8ZW9yS6EW4&^SmubNN>zB!Wj^1ciLFZ7Lq9-{$ zTv|aoVn-Z=qbA-qL8|c~uT##D$dDVX^H0BROWZOY@HT%H)`DApB25ysOm(`oM;Ri9 z$CA?K#eB`LfwFxWO%YSx_-u>bku{+s4b|iApy`%ytGGsT4F4Y%$#F#>`_R2{x=S zo3Txegse8J`P$^H=Wm|baCLNcCWmagNZvfVsWAWC!Sg6Q6#QNE5y8$W3;2S=!9?A` zb38Rp&%frNOO-VfYN?(`Qf^J(-#t5@uhwq3_h({}no3~h@^q0{LGrXE9lJP&h=&;j z8$=2rJK`N{qI(4lc~)@l)yGxR!d< zM*AC8j6s(wk1~XZXR~@C&;OI8Uvx67l2FjYD>n8yQ(*)fx^iQWv7*nPH{cORlVnRa z@S1(#DB!X-6rYkZ{=s6FB6OHlDKC%Q zaU7)c{v8n{NB0~|WKh4X9au>PzOc}PlhqwOskME}u8lZBdv&v%5SQC=)_32|>{%-K zn7uh>X}lA3VrmeK;D8I!LD$_g#OjcbU2P`9Wog`&a|R*jvL z6N;%cWy``bpMeK%2#``a{%Yy7w$HcG=S&@Z`yjZn`0S9D^)BW3%#2yNZW!Tx@q2D} z_NbQud;#JveBTY2ViJh{V2S+5Q?AJz|BZ>KUXwZX+Y(Cao~Zbd2ej@f@-F2RBg&a;qFH;9?T)EF|iCdd&%1ZfvzL?0NDp>x|M>vW(G7;b9Hs;sz*=T##Br`Rz zVMsje_UKQMA9ItE2+65JolWu>i?fun+gJ;I=rlRXt;?4QdmJHeFn6W-kc-aLZ%X;I zm5b*KY2{_wb*3fAD@*wwcDL8|ipYP=%(+zA_u?z7K&u_PV!u;(2THJP)~Ie0a&q!< z<~70#C_C$E+kdfv9qt)8)&L*`?K^m!;BFuNb$M8eE5-nux%T#oqG4-uJ$`ZV_h%;h z#=q(urU`aBQ5=A+Nl@c@&`JbcgQ>#6_wQiIF&?mVo3|1rm4O<7y=w@p{B@=jD!Sr z9Ua295x!?A6hsV^!(c0ej0t%98)kQ)O@Lil)tWU*a0gCVRG`H8_^d%kxf_4{wN^$! zFBZ0bvh5g5U*n*OJ=28fSCmn|`o54$ zP|xS%x^_Pd?;E@ImwN7IU#2p<-}5#@VK1C)h8BM8we;nTz)R2XKj_ycVx3d`z8gRf zB_GKJ^7h)7@$!oVkJ2mKOD5=7?Za_v&kXr~g!RdN!cN)sKeoS6=YMhZ{C#9rRvx;W z-QmQo-O^R`s9M_Nv*ET5d$jqg#JJlF{VxK=v72hPuBdn`@-8Fefuq4)g@nxsr$g*e=izEG z_dtH4sBZpuvNk-+c>7&Bqz`8?J{EexlPbG`yKOlg>8(JwlR({LVea{XmiAkFp|%niWj6m3CG=#}O$(4+C#vNR`yD zJoy#S2nz$xx*+&dvstAdo{;M*aPi zq5hGPv9PiN3|JD_n9$;SqD-?tv2w&l!N&()P=y4RC)x6rJz)NtEV<^C&rQQKbso!y0G5yz+q70t1b-oAi3UVy?Z@uDKqW)X+}ZBRXlL(uKYD9n+;d zSfRvOJmpLrUo^(B5TVV!K7Q5VMx~6%j%{X`84awMQ26}#6klEK@!xm$b32xpQPI|J z^9IT9y2f84BX2V^H=Q8xf(t&jr?op^op1Eog*Xi`&fBZ0wS#O^HioL)YxiwfF~(p}h81j7pjlPx1-ie4KDIAXYVJBeY5s{pj2o>4CwAE@F*_awk{dU2vQe&e z{bD9$c0qxVfEN>fa6^Q3wy*0$ z$_na*R8mq)>NSUEpCO(enUM4&^I^v>Vs#`JPB`98Pi!)u8V5T%e)dy|E44Z2;E7EU z_cdoNE&RR;m^ZM`*CBhjYu`cQpl!8cj@k_%?b|!q@xp5fLGtj;g+_c-Pm|4wSIh+< z3{)QjWGNPuq1$p)x@H>>1^0>4D7u3s2%p(f)-v+eph^1qr4RoEwH7>>z2>p8<1mns zk+Ff`PBfx4W#-hrVr?aD?UjYj9!14SfZtf~*vQFQ4LK2-m3yE5D*)3aEYneQIR1B5 z0}br=?&V}<;YhvC%d?a^dq_`$R(KH4b&tbWllXiJdHZIkfR|MGC&Kyr8%|;#tq(E$ zKZlKGE{_T$?~^<4Xhgp9q@6N5u3qpT#7YgT+}ajtx}d*gIwJqmi_4Q|m9es%9?M)l2vWBYs1sTfunE60U25Tz3e`%C2^gAT)5tMDd zI1J{)KdvG^ztc{I+IrT; z+rn*ul-k0VHjMPQ8IY#xcmzckyidf*&hx+g8q;fV%U>+qHU>S|e_!;kbCs@Y11{Jq z>o4IjON5b%RLUP! zWQsRjXtnXPu*d+|pHDN)DJVXtpdp^IP$Zbm?tGtilIZQY`xbavXGQl&0K^5?R-O&% zO>iUfKPAFoBC+xFgYQ2`Hb>lf{`KfOA4T@vNHe{u1!sDsV8#xR!AdxJ5%((fA+806 z5nWwBE5gde#5MYtM{bFKD*3!bKq=hsnzi?<{MAC(80vusSwqq2Iu-Rh zHBECqPY@@Bb*8OU>TCNR!RM zju$XSzPtWAV>+3h^;6d#=@|zax^DdVnX9A&rF4E))?H3cGDJiKx2Dz@58hJ)1L;v^ zJG-aK%6JI7%1KQ&3!T)0h6a)TlRt3^c=_X5S^ zQIOFuyDH_9K*keSm0~W{S5=%Ku6G; zG^0wp`+b@dtlpa%`(YAcypSOZ$+lj@Ay6$Kg;D@uELg#FtBhiFP%ZiZM(`5*G;K z@wgHWA|<;?w(@R(j8q0D(eM}dnvdJ&5MhAk3OclM_DyHO(b3UweNVu~Z{L@)4c|pZ zMn*&g4rG02wdf$Ui00OmV@Uh4d}t^paCwzhvjBFC&u;pLfc{QrM~YP;bH z0=idYL&JnkK%J)lZP%@j#U zetT`()}3w?9L?6+%?L(}ee?AE4HMmMh@Ztn0Jos9)JfEJiB(1oLUbTHH|zB+L1+2G zv5f=aP}3sqM)iWKXo;mFd7`eJ*)tHOSoPQa zFxE9Rd^D;Y5U>NOp|;gnjk7DBkUv-3YyO_c;?K&!G==5rM}lbeUXz2eI0jRgVqyF7e)Hj zWHK_)_~(ymX=#DL+U)GmFl*K&y!#kN%)Ri<5bo@{@uXen`z_Xz*DZ6 z-?C$*Zx3z%j1>KbMf{W?Sz7W~+4mP`hYlWPpN*?TjweS7sk1LGeC+%g`NMEdPZ9OE?giDjDOF*FZ{HXPp(@b4`Ma788 zPz<#|z}nE-;h%7)ALl*Uzff!cMuy$@K9(a?S{Blv(*Ox`A4vi>(^iI6I zqLQ3KE>BK*b4kfd`f$jaY-Mnuhj#$*Bw&cOtyX)v43x8L2+q|6*&Kci{Rb;7S38&v#`GYOfQ)VFSV<<&0r&yVOnZ#JUosWYYqp72jQ z!vC9I(5y-mx|3U#?Fn`Gt`XHTj@%`#+Qrr(ZFg5Rj-o^)9e5lT*{5Lc^q9o;1k=+e zE5fj)iaH_?B`?zZiyIozZ;2af`uzDL-ISO}wgMp|nBt3nSBo-XU{^#lBVODaBDjV) zkJX>~Kq7PZg~i><#ELpZ+w@PFw=@iCA)e1Evd_rZ@~9o@i~ze8Ez1}hvE(ZBc$9(} zB3B}_{l&rII_KyGjTuy?0P$2&IgGf$0=sfB70M?_tHn=jx(TMk($L8j5Co8<2^QlE z=qo^pQc=kZuhsk4ujx%G!3*JC<7Bnv$|Y#>P@ei-Xf-dy^%9r>^iVi#Z3*@GCq|g=m;aPzP%|^T20&D* z+G&WynRjncX6|bb4nyg=0XJwrQwQkI?NkFEVwqtm#gdXfg5dQ5KmY3L>fz#{u-CEQ z$5}@f1$7Xlvfm>y)i37fveInz@c+->4NV|abrU(wKTUiChGaVKmY?DdzbA4{!OV>N zXp@pH9~VXxh1yyCr(l4lBHp{p3>ZsFxjga6I|^*VQ}fP(q}PEU=ik&d?udb4SInYF ziIi^;Tc6YBRU7Zx?!!&&#t}>V#nZ0wYoWj%9r0z^!k}4gV?<w`D_AFl*_ zT$kr|+Qs^C1yt!4>FK34ruwBHlpgg)UT=-@*f#@$+2&jTwU*I~RpWUE^!=XwV{~iZ zYxch1d=?$BX=uMa_9+s- zecBu{_~iq)U$tzYcbIg>v95j3^lWmlmgQ;@=zE=N7LxKPF%I+bwO?nNU1dL=O>3m? zq5CLe(@js`hnS`LYxG4lLJz)}B26&2hyhZ7guOSRvF#RqbT(o0L zY|r+oq`7JU-UWr)jYmQp+(OH3dL$Ummt1Y&TnnOyT`QCuu=s?r4@Kx578W4B)&Ow~ z*7}kv--#msJP;57OEVmvWaNaE)3i{HuB?z%>lk?i0AEexqe9Hx>WwA_BK=^#Og z+2wRaMg~*6a2s6epIAMNjCP*;azOtMu*XrpNCv*gO1bLIMiP5lPb@3DSN~?Q2GPsg z+xOr4TgxEI5;mP>Z<_Mp7Ipx=(d;EYR-%o2=RVFPp4QsC~iY$@`GuoX&Jx z`;ZOWpH(;nw?ez4OnV3@#A&|79)RWJzM0FPy@eb-6gnEE*npGxqq>5W)cZ+$XkZ{C zhm90Kd>JY_z$OA|+XE11(1>WOsFA{{jr%tg|DJF_6Rbg86dzzLEHo*>HZfaXWuFX0 zQyUvVZ?sJ81s-qvhp4zXNKF9Y1&rXh@j#wR*K8zU+EFLwdpI^e4jW=l0WW#S9iqfu zcQA}Y;-s6KopN;6r%&{NilP?<<0id=v5JbPt_9+)B~0}Y^a8ch&%p?)N}6k<$e9X? z27Z2i7$^ZWJHPA87v*>S7M-C3Fq4Ed1fJF3(UBw3)H;xeT@i4RH#2h^xSFd=H3#zt zJ`VhV5k>|9`B1wM3O4K=Mqq|BC(5vsxn*O6vM)XM@OKwD3v0dfJ+O*pgMZpr4Q$(0 zhu^3QKsSy`tEoqmH0M$dTz@Xj4C6INFF<|32)9-Q+;*J{OI1?NG?1tv7@PG8iGb=5eWAmCx>So&Bk!yA;N!vHu?HZ)KJw zobKR*r2YTCj`30EjQ=j&?>M9R#%dZGygqz4eLiPj%g!vKIBc`yD&}@9yIy;tU5IG{GI|BnP%c%z3sz_lKANMJngk(& zLG+?LY3$(Hxw?E*ULFby7n^D|*Lvjw%{R*MDBYK^sTDy6{Wmuehr|_CDXsibBiG)p z&!4F<+Gz-SpxlN$c9{L&yocgo15!HFs5Fzyl;-g$kl;%GO`8ZQs|$l#!cF(SmF zYiK9|aLd5J-oSu;)kX}q{rbfqq~oNI-$cr&B`bnL6Gp<(Uk=mLx4uk z7kbkWaIpesj&g?Z1?E3GD1>6 zT{AzU(Cm1PQJNVYp|VEr+@Y5O(!=!KaZ5L65k~ib(Fmv82 zFjts5X}v0NY<$fB?2DxSjpIe4*V@s()`A%rOfw`}bIjit))><1RDYTF6EXQc-}`)J zvK|ZuVKIrm{Y?@KFR?wlB@MRu@>PW+zT+gb%g6v=hkD8%x4-3fhIN)ddki9vdCx|;M}P`vRI0dTkB*jSYaX?C(_5VwL2nBakM;ya)n10x|H1s+e@59=)e*OpC#R>-hG zlOl#7h#o$Yo7d|HS7A1`SS5J!_4{{a`EU^7q+6r`GE^zI!e#MGQgVhh41ok)nslSx zM!<}W37By>nHTHU_7jx*#PrHDj_Ov@Ow;8WW|zs!TgqAczlRqjP0> zxz3;jRgON0`1{vwP`gEu^HbtkB#_!+!c-($GGOUdZ(y(^)ogSWrub1|RN2Z3g!QQt zn`4_EP!60AcSYKjYW?!cyyzrEd$Cb`hDakit;pV2qL9t3G<5TJ?1bc(Bxu(h@} zQ(+;Jx)@I{`ryIAn93@kJhN=RY(JB~-VHkQYCY?0oeya|A}=h?{QN9+zfIBJ+*DM; zmPF`c5TE!ZJN}pj@*`(ED-tKxl^B;>p|b5KfdgGb<9|Mf8a5ahKcQl(ukR;mIGq`{P5|2 z2%G=ghlrp|ASfslGW}k(Y)(5-qbCQPr;Lec3LWu`TnbJecsZ!EyFd$c<0p!u%aqmdV!7O?8b?XcL}3ZIlmTW@3W0-|6kcj~}Js z-mTUL>DlNy_%wgk?tajX26IGDR~H2yR=KV{*BWdDu445GUOf~C7ZA+-p=h)5oUX|L zy**p9&)DY&pi6^i#lhhVSTlj|$aD8@d3}9u)48;k)?=Mi1-4|{YO0ij8Na{j59~z2 z)oA9D(F0>g8pyxC2lK`1shu_j5RUx($plU>A4B+ff&Z5ENDlrf(2Ju}lG}-P(6R%D9xIsMhaZ{!ArE7YCSIM&vh4 zLBg6-C#tCKso~*uXTcw~9_s2r5`6~rp+~<`V`-|eClswXzlCE;7v(>wVZ-^pl1s%Jcyz=Q~2 zGW$MEgUs9U^h?yz3eMns`3qluHx!SF#^c59LT7?M4ERl(UvDy+xBrd{z+{^Dt2>?y zSiF8lso*R#_jP7o>affAPfSQ@P8(U!R16U=W%+WrLT?w6)|IWu;`oOsnu{B;>rn{q zJBvpH=P78GehcNdFAnep@hC`)=@|lzJ_Xbh;qZ9xnhf0zd|wja8N_xtYD1sD-_mi^ zv7Y!ST8SR(+_bDYa#swC7~LkVWst@AoZa}Ry+nO?$02oIM5Sa1k;h#4(d!$xO_$nP ze2mh9qiXR-T|XL_O1YF};lF?Wr+i3$`tnRNh~@SV&W;!gdT3n!o4L*#WNB|k%l>V8 zp6WR13i;7*#tLJgvvnUYN?KXbGTkPm4eIFV3JsMd#iZ$xPq1}#JUmGU)biJ<>Mo!q zyug9IOPo=_^X`sUgA|b4k;VrFAy_D~KgGrpL}nviZ*1r%eAG>0Mmi`fS54XjoG>?` z&)l`%08BoGV|1PfQ?NEf#>I&QG#TV3z+Tkd^R25}7$}K3j4%D&t4slcRu{LME-dBi z+cTVF0Tg`kOsDap0!Ob>j1bN1H<-&jMIshm_+~GppsH~T`UpXQ5Yl#oC04@YGr$yu zZ{Ie`8AiNN$#34Ou-P1UFsOALg&A~klCx0StBsAfVDN&@{Yw{~zH{4u;!%_YT#5*S zlnJ$;LO^ikY*ttGOyQ9Z^uSNjJKYtOvG+SPb$|;(|o@!sz30v z(JfVBI-UB02`xRFvmN`i%S-MN+iIBv-1gTeqJMujdhLiEeb1O2-br(7 z&ByH7cNP?NG|+-36Y=_C){t#=&|40~hcd3fiIQeAB{B@D0V?T~sx zAV(TWS}^mGk}AAy_03Y383GaTfk+Ym2RZTo`#K@!o|68;@PA+VQck6tEE4rFiFuT2 z@TXtmaz9h6Frdh(yh_crNqdSzmNzfNHD~Qj+lRbSu?$}wiO*qEudRmM#RV0 z1xNxbg#_4P1N{vR;VLK`+&-^k>;Q7;VOBkL_4L$K9W5;z9!lVy>KCtXxOQ;amz%%p zTrk-q^{Yl8NM&HQW2~zSq?sj!LVKrXz z_(n8(=ls0-b|0oe!Z>n;`SPYuPs?-D|gPlEZ?h)0Hs@8wBU z$HE?Hr1MzW#w=Z2Ao6&$q0tv~rJ^6qg?TWDcXoF6&w@n;gyx?TLO@^#ztRT+t})=DtaW?IE}O(FyHGFP0t}iAP}8g(fT(K z`7x!J0&ZY_WZur;fB@y=r$==^{ z=6<__&sFka{u3sm%E-;I%glm8J7*Xf>zl0DUZD)fYp;1y??*_VC6!sI>)$;>M;w3= zh^y;wo5_$|4)?<3BNrD_Xi^X#KG5H%At==RCeJiAJ`VR`Lqmg{C=L64Lhg5H2+{5` zbj}sQs>Uncdl{l9%FK_Y|KHaVjoiPn$Z*t`UszRjH9Eqc|6V8zD)a&ZO4JKLN|X;F zn|H>V)|tJ6n{J$)|GoM#Apk4D!$Z&5#lCNf zun}NZfjw?RRTUETgOX9Ru*fwkWdVgHgDDuokQf~c$e!GYS?c#i?0>Um{!)g%qL=1O z#l9w0txrjC1BTO6v)dSmJ<&l>ZM*6huMA~%E-$Z>UnQluViQ2}6QhXN4rp)?FC^)q z-GOPHZ(~kf9aNYQ<%DtV()&iSwi`SI*~4D}QU5r>{PW`iO?5*tP6>&l`SwQ#2aN0_ zEXeFaz((mlqp;J#gKyV3w?Gyl8B`w_VY4WRxP_iVS)04 zbS|8qH+}xhU0**Lp|>6?_qCgioxbMe_bI#}ezOL8xx}GmH5>64f^oQv*@4AQ(FPsdX_TMiMHDeI>nm%Zu z!^VhmaF^Q_bUG~S`vSo0;JrhynUW!LQv zsvzZihnMbI#|ib#j^69X>RvVp32ib{7QT>jJ)f1zXgH*fY6JqY>-E+T%| z)1M^%#M(#`RGKUu4_9vAR1`qr`^9{}IOxl9evrrEl6)kIy+Y7!o5UYaYG0R1nJkA= zZOahtpQ~=V%;>N|xbmg#Je|FicjEHIG!?;azWs}2 zRDM(D65q%}0s@ls`FQ@ACje`2d*g+JX9#8b>ug9yrq7dc~F%{ zV8jwlv`Bm_%q$l(@Gn?EPv$aytZN7?TKdt+73FKN!PoYTXa;v+3Q8-)tt>iUBR-5G zx!7Ln?k)>b$Kp!3+ofJfb!iTG4?9KF2nk6^A4y5EE-12h zeD_;gT3Z*>-_6Y#k5ziZUVQmjG2}ew?+L0&zEh0+U7kWqU-6LibR!$X1;Wj&o_Bcll&b#-1F^_{=n z6HlHCI~&mStU(48SGDm5JSHcwFU6%>rf@4hUylz>3<<(u@z_6HE>1{*i0ZqAQYbK(G4lecIJDb}(0@nya;#U0PPOaLk#c7sQ{}U{F^XP<8Q3?gc_uXq18mX3> z@{E*(Agm`^Q1pLIhqAk@q=eKD(Z$nb{B3y$R!%8pB`xwEum2h0pZHYt=<3Q^@5&!0 z*SZnpm0x2l>}4!%^QAA5bKCuEG5;Rb9UNv7z6%632u*yc&A;izKeM8Wigd;fYhJ>Z zj~Z-?YiqKoua@OP=?x7HAIi$&oCL@T$&~WQ5dcxp(I3M)Pw#_#0KyAf0wF{!a+ejf zvj!~Zi=qGneC^sJ&Z@s{Y1_dheZi!zQ##h#qS>#`UFr-pGl-zFy>`0Itb9z!`2V-) zW{w=3pRc7+_}uQ4>_;RRfqzEm2sll@rS$*#)8uUMtn%b*s9vFlX=ySJLqrRYaO&N& z=Z&7QxqBaw9htm}*@M?yTwTe>7?A3QhVO=FE?iiQOzZw)+bS%Cc`1RCjM3qsA`EoT z*mJ9g*pc-;Y1E{9h6x%99Ns1WCWLG+J{kDhVihiSxd6|I4#6@djtpxbVyu4w(&35E zSsW9QvjKr53SSeBF1W^=Fw6-`nrv6vOX15$aSP(ap5C}Y;)l3M^5PT!&Z9aBj-UW3 ze7`p=Va8~1fEgJXVbLx%ziFcRg~uF9%|XE&TjeX%AdlA8EYz6KY}|*Htkdc6l0**O zSFG80#Kj>3_Gq@F7T`mjoe)uR83AAFCSyQiAly=jwcl$N%yUCK2uny{{`Dg!I9YVR z-Q%s3NEGPTWXytzqC*0}5;lk6D1BVQ+k)l2KU2+tLcVUO*0Ycg_MfTN;gIVu>M)N} zI^w#5l--aG_u>icnO{x5^L*OTCo+cddRSoeCnoAep|fTQ*}Q+L7B&Ut+5&QDIh{mU zzs}3M((atpm7{KBoocBYWTBgJ@X!GAg=BmG7$&tgOQT>-R;2*GN2Q}h?(Q`z zR*oE0M8P)+1G7td5)v#_mPD^bR(|?aW8gq3+a6V1Hd?fOw7$pjsB>UwQ=}3=uvXL;+|a5}Mvg`6^KM|+}FWU;Pfz1r+94)o@6igN&_PZe=5Q`s9| zLi_5q9S3xPy~g#IAtA3RK2=tpN0@TQnIvatlV@B6XKuob z0K%A3_6p$vBv@Jgc)hrH5uRJKQXOsWs&R*Ke$wEZY??zq(z}z4GTQcIZ@$R>85bA# zSxg&d|LTPjYPjSWR7}@~1l`-=WkzyhS+cb5rM-)7QN==D`wI8&jX@m-vnZX!8+p}m zQ~ql3boBB01D7^M*F7bmjy#6p@y^kCu)!>@1k!!98#atGv)~!cmQ8Y)IQ=o(F{R-z z{QMmimmv)j-_zqY0ud@hP8f(}h{%4cl=r)8{l&NgJID9+)m1w?J1&-Q{MRmTR01}* z_feXnAyv@SyLX)ubZ*l!H-bzo%gH2-Gv*VN42rc{{w-QdIAi8F+%7a3 znsrm4;*y_)8nNG-A`aYl$kjdgK?s8(Tdb9ZcIBp5^7<>KoGhg#58*D8HO`~(;X+c0LvhU8(<`ZgXs(J z^H^%j`=_4lHe;dig!eBnoSL2U*~yGiuT@5+&&d_uH$Nh-T%k7dyJ8`Mo;{Q|>(6=`*0R;)yY(`HoUSimp}0$Pv$M6Key@?L}xHp7Z+>N zvaek-jUPXyA#QK%+R=a3Mi`{`m*Q+@KP&IjqkmrN2NKcJ?J;e5=suo7sm=`gE9&!f z{dunMw0A;?w}@|a{xmzLNHl**tH<;Q+dYqeZBr}@FEii&>ycugao@xg0X4>}FF01U zW|`!+f}m>04JPUUb>e)=TKiy06%RIx>|HBh-&Ti~5I>lQZi9PBv603BXD+6?q z_4L;b^}>Mcg`lAPzkjt5ZjIuTdq?9A(NZq~vlGvl!Wf;S!S+Mkm%C>RHU~8s<6ir* zM!gv~uF_YdEG`tJA|@XleFm6rkEmb9*nz=8X|-1xY;Z)1i^<=X41fn4I#P$KU=y8m z6{}Kn@JTN0)Rt$r+(QM>Sv6s;?w4o*XM_RrT9x{Fd;G1RJeW){Nrq`^A!WbqT_m3T z%BXzi{-drP@yi+-Z4voS&!SvU{iIbz#@(k{G5AcU*8=Di_6=~6c(3$|{Y;V>0f9Q} zBFji_f^M_t^AIr%%f6imoM~KiBqN5#ivujH;8e>Vv^D1`)L?@j*Cg4^gFA5!6ZHY2 zaQAlHDG6mkU4c2tjOvZlH2s?#!%tfxSC{z$&JGgiW}?fZZ*KtQ^rBm;v_5EiXDXh>+{L3exzJEh{SVU zNxs85ogE#cz+945gRKGFW+#w}UL_?x2V}zv=#HdNF6Ju6E5rf%7D51gae=&q_hGp+ zr+*O_T>NxtpnoCOB)NZRUpT(9Kn7AD)YN)?vu?sol37_vk}=Oj&U)YT{rmPHseqQ= z3y9=9R*7A61PB{@dn!LF=tT`UNeQIk7N;asWbC70wgq+4CKaGod70jSJ^nRS_#RTk zTOV`zz9hxG^*Wdn|2DUOdU6rg;Lp9V;JFl}=m}JZYuC7m{Y@ZdgF3RUtc;ve_U^U2 zVcG2vEaYDH!}upOA~d2N7)g|(c(Mi?gaD9Vx&_P$fhPC`^@ZIG!f)gN0 z;XBoD^Zs2M3O3XC+1T&-OTy?364{@+&Idi_!}^Gf)Ls!e#$wYXwGwT+sJb3KKUo4U zDy+PI74k-FQVs9{7iJ z)*HQIe8dAv5UyIc>J2!xStwmT>C|9+=+}#yk?~S$v|GXhB4{IqTxyOm?6c_e7w!ExP1gi6h2!qji&`UpIw4 zmX`KBnX~`KCx5Otp9J&eY^d;zDYJ|U*n{H)_3k{hwrwM1HK|yXzJDjUe>ce-qb?Qp zF~aPdz+dH;RV};8)~q()sZ$v*%;xKTg?84oB35Zi4of&8pw`Gp0R-;UN4e12{8W{E${>S0W^ zvS~d}{(*(k?Nz|Mg2o;xOtn@+Xb<^lZl`J7;l84&eu490;OxJV2&%qa0pfzqUI9@a z!@LgeBI)zu7yV5hHk$>qrA$Abxvwr}a(-PsDw&q!n%ME(owf{-ZzhN6GI42fn<%~N zp07C({jwJds<1_pF>8}5p=Y)Rt4HgNIL^4bL$n)-4(%bg0rp6GXseIE(C|P ziU@_|U?yA^pvID;ZEAUTPRAwVa#ac_n&n^-+y&C+*FSJ2TFmfQfL4fuP#~OOPm8dN z`OXI5hro+v1g``c9Z^@|k=Z?f>Uq+S2sk+2P~8#PX+x$R5fKqCa21xi01Le3=zF9e zR|pKOHDC}$H>N{a0)*5(^pwHneoO!&3nrFeK7pYI%xQ4>SwOIQB9z{0s#{?@c;kGZ z3m~+XS5^Qs<=Y6PtWS#HasLyrs&IHL$lun7NN@P5yxwv(9&bYJ2u&;};tTK~xN2tO zVDCuK^)CdZ^53MfG#wi@^nBcxs|ZXyz!8?W&yfAv-Q7K1u@YzJ;^G2t_q%h5p<;c0 zK+{2tG8}nTRaHcRzOa$j4ihsS9RWDOPL4pr5`)BXI25l?QNe23U!$|bs|Z|yTfN!I zPT^_v(YOhYLC9IZ+oXU+*B|^%3*2Y~p99fVPR!reVIjwFZ0ziU>E4#~M9!4?`5iZS z?wv!x<_8hc)|`t$Rty>b)Yd^j;F;7fhA6Y=K=k!F2?B;6bj^zKw}1!>A+GxP&aJ@B z@j3Ifo>%!dFYa%2+`QkxOkw0cCyn$|zSR%bR;X2z)9kEtD;pXhy3Y@J;N??L4%~ti zI%IGTSP3E6m3Im90j`Gw?DSI5)bun&WB0Atr^)5Wp`e`J-Pr-3@z4O~=x^E$_&_TL zZDI0>JAD~g!Wb0G3Jcx45*^`SuX{XJg-=E!Txol-nRhSAP{gEpA8PpS)VpA@%&Mwd z-)n3<`XRh*NNe1)sUw4 zqu8V*E1r}GluzqKMM#^coSs*??ya3b#q-qL`{D5^YtjsS^N^A;z%&GmR}j|7?(DJAPCWaeoBaj)GYWT1Of|msi(x^u!nd?=k1XO`LNZaxeLLhNC z3?6*RfKSFalH?8oVZ#e%R;Zz@c}03$G3Rk@{Qc#(HxSeAG_pseMhs2(7eD9~o1*zJ zBsnZ$Ca}FheyPp*wbmHdZ^op(F1oLmVYLw6adf0ms7&_oG96Njg%Sk9wY6v0A_*XV zN1e4jqEO)psIw{=MRV>ne*5+H20mLB8w#bfH1hQVmVbafmbyW&hlBUiw2^EeTjz(bc~IWh|K7I^lE!c8IHs3j)yy3`XE}_`ZHL z15slTsTWO@aSB+*bBN^bzYtnsxgP|Nly0eME2OelJstyo+sxe2-ul`8Of>u}P;jnh z#v5ail0SjT1wm4@jX-&X-&~pZDWtRe{%g9}yj)u=6x`z6bm6M`(sOv~;bQ*y@gGF( zv2t;h6cs7|zV6EdY`P`5pJCJ10v&_{<=EW!K0TQCJsO(;zFOJ^BC4@T((6$}GC_@2A1AUi^~S1a4ECxCJBbAAj zRe%M1)l9LcQ_UBE&%3N)u5Hlk+;X`iI)1pwq^|C{Opb}7Q6)T*@$*` z-@cjA6h$J>NS>&`sP&#H{`Da#oSPyvj{5qZs?qT{-Q`>hr1W6Z?pv0#b~w6GT?&-i zaBTt*Lq;Ki-^4l~2pF0IRA0*YZFrq!iWHP5S){zi2)8>ob3%>;owe^b;vUPg4pRIL zWY2jNK7(Rhz776M!KitGp}9@OmliB0vdx^w040Hn=`cq~^ez~)VKGUIJ3?Wm;9HVJ z@!}Su;&MC8L5!-Y5e)4dz++Y&0$Ln=bIR)LiwfGIXHZcsk^WD?nZ*Q{=_yV;#cHt* zHjqV&CM}%>87JiKc|_S9`2;gVhv=N|eEIqK)8RirfrlF$wkP5l4|?TkAOEiArb&Ii z2B622WkAD(H8uc|4KAAmW2}ym(HR6_a_W7uh9G9W;@zX`#@E2N1b-UW)pD)oIum&B zM~iVTzH)+FW%riQ3;L9Y+1U`7B@2q?ne&3S-d1dq!uU>T^M zjYA~6ANy?Om;){!oW^J0B2U9!NK}1pJ$%+-! z6NncD86Ge;=0PE01`PtE59DSyZxi<1Ih{B=@)bWC#YOWnfA2GbnPX)oAAQ#`^z1AsqB{})t@^pilrrux~35B-baeD(2hFf$8>TkY{<;A%ob43>DNT7;Ro z-I`YblMYVtLJgG62vD(foMmlnHlTNh^*(2VTLFY5`?i3aDzC5qKC?lO2RQBH(o=-o2;p7rJbbOT8ax7EN4~7e2VZcIY}4*vz8r}!2?q-d%m%oxT}I)i_OQ4xog z?(Wa5o1g`g;`@1f;|L}UzsJV|P2!4*ik6m2$H%+nqmHe{DkbwasqcJ=pnfU5?sc-! zKE<4Q{ICyQR`y+2_wV1oiBL#rYb7%0dy*TY+m?4=Q>EpjVad^&Nb=cTfhZyZX;95f zbn?^zhXv7yD0mZ(uQCMcCW6KOL%YY{npV7*#vF3lENn7Di#*%zF{3ZW=!k&so*p}U`zSdx4uAy2nnwT^=;ix&Y?6ecqAKt;c;<-?qT&Bw zySL^IwTrT);;cO3tB=)UtG8DC-<m~^22=p`&=1VkEY;H=h2!C`*>5m#VE0aLuzei z(&SDJ`aiOVo8_$`!{0;9^&W^9&E?wNdbsrQbd#~yKR`Tr@xsL*>Xk1e0i7m&b>s-c zY~Rd_n*rxz?`_+ee$eIaQ7W`y$7h{RJYbYQADpQ&O6ToR8h|mCX3tgQo0P15ZRTGW zudaXDTm101X+b^KC-)wKlHlbOed5vh*DM?sDZaNJ2e?uAyk%@Q?jAUL&=>kGHv^&m zm-&E7-~qez2Q14|g`1(Ax!cK-#Pt0fOwqh%!v&qxq94RvX1_rf@z3{c&o}%k7nPRR z#Iv!-e!Nz8cFS-WY;A27sHB5|t2Q?X#`(zt&Zft!#|K-`z7QjHpf#aT6>)~O4hT+y z;lc0KXA|&Hf*N+m>PJyY$yGLOEv?T`^M_O223dR)XltBqo!72k=c=CcJ3c;!_CiAy zr&0Ny03)G%h6#nA#qw@=8QiM4F6$2Q7L;0->P`=b8@05xuU@%=BV%s3>4&%WjgM!N zP4hP%bjPcTvDW9?971OW4uUiY0Z=#2|MIKC4$8O;P-PD0lBy~y^0aWWJG^deeEc2g zU&ia6Gp~l((P4z1EM$jscJ}l@>*EUz62<#c4o^^WiVSLaxU+_EZw;LMfN;GBl)5^g z2+N7wL?Dv7o_5`?0;F~XG=B-&hM}tCK=?j_;AOarL7Du@PIL{4JFehLIE9kX0OEKH z2~^X7Yo}4H1-HphY0{G^QeOlDZhc&()>5U{;IRW~<@awD=b%Bw*1L`9fBb?8eA1>BUT3CpN(Lm+nv1gNCUgqcLYrfYy2bf#$xO4%q zkWUM&0sihH0-$83a3^slu~+DMy@ewWj0r>d^!KuWVgSFt^&tX!OUTk{!C0E=7xbs3 zr{5@nQqRM~qqeTDSj#Ss7XC-5a?V2b@DK~Ds}L&V3xG2mgc0z!@ONIC@db?w*A0So z^Y)|K?QgL+6@zmg5a*M$JA=+1++yNK7m#d#fa!p$@FNBWaXdhNpFv>ezQ z5E7j2CTJ3TKidjD1x-=}GPnhEk@p(F3n0r52O|v54gm@i$Y+Kn1vZuwpIcyhyX;ak zTy&uAx;4S)NHYF}g5~xF*S|0H9i|lH8fN2I;SK#8j{_%k#l zX4W?#w*{tBdZ3cbdVc7k5=c!PI&JtbqpJZ-{mb5ci%Ms6$>oFAE|e9 z3fgOY&$67{oEAOkPz#IBag0#+l$EcFKaqcoMMJa-w02C2>hN=FC9EMaO^ObRlsk`*$W!m-y)226RckU1VeIJZBgcPv4(vV~A~6b# zwiRKp2P&?z)z!7GRwDMJB|Fg4vBfT8; ztE0D_?BFt1FXj`G6cO3M4#qnor_W78M&^`XFsJ&LGW%!2s5$^Ug6iK4wG6G8ms@Mt zmB7G23Rsek?B1L3^@TKX?;RaA zxQQPG7|0|Uv4Jbv9Zn$Jhynor3jn7Cf370&?ceaw0v@mutGXvpm5Gw>yyJB03-eZ^4DYDYrebX znM{{gHoLecDj(|`8vX%3>)yAkE#LbKO-glWfIw(;Jbe|QiBcUsfV-UX9af{PFliwO z%MO?|!q_Z`IBG6`2}+V1C9z^0ENK68yp`Bq0~N9(u+)K=n9U*t{H*~M zGW<|0GBN@19N~T$(APINH{G&O`?xnlhePYpquZ3wpf_El{puRk8p_^6;4hikV^yjH z>ju+z&8o(%fHn=Mt?*M38`3+a#jU2W8cS(dXTTYjU8Kd{?kp-QN-4`kKmw*>AWjjI zEaVE}eu@S|-0ytU4j((nb(s*t2vIOBVPG29#(i3!R5{4iSSXe9%IfO$OQ4^{zi&te z;%e4|Z!;TTun{KKc6Qeh#+$Q>1pc2Pf$Ob=8n0}xkxxyEg>H&6?7ofwd42_$7}p{L zTgXx^VF&?jsw7G%{XoR$g7(4ganxHojeaI1GBAJC_B5r zcX0?d5lFXC8y&6u{Tow03K2=JC>5%6TZX$o+N!Utrddd1|NG=9jNu%5>X)8lWe zJ#1Mh6YN63uoR}#<{}lDi~xD)KM~sKAgw|`A4#Elwm1~aT3h`)ZY##&zi7w8=^Ztr zlW3+(;&)iy!-Uu3q;BGuf15FakCG4%u^|#X;}YG@9;-lp<0k@E%>v~)L`Y%ghCk;W z-!U@28ekH@sF*R&O}x6a#FrAGcpk=Rm1Sl1#l@nq7M+aEU{nmt4n#luPcMpfrI3&L zJx*<)@uq*~W?h1D2M79km)vO!yMzBv`V8s}8gF7k8FvCnzU|kJl1WnVUNcVW?oXb#m|l2`1EY0=h&%h(A8w-$45P1|l;&3ILJ_ zy#kclv)>SQ0ag`%69KSw#Php@v;*B%JqX1CI$hP#cdtbn0?(8!VF@RT{}X4G7rFWL z=~IYKP!-*IrF;wcP*vm4#-I~KAe!GD{QhlFV{qDKbn24K`GXTGN5juvHUGdP_~h&M zLnsZX+nqtW!X0zC@?`bbUC`jGGfygp4PEQT#WL67C@FsfQql{PeE_EBu`JDY#KZGx zSTFJ;;1Y#7&nO6PwGaTIcKWUeIM35i62Y+ud}KIp{`~oaJ263MT3=peKxtmAz) zj>|Sk-q-$ z_&6A${J!WF-{RtGcc>b(A8KxfvIisqNMNX!j_Y|`aJjVEBKu1ApP*GAY^6= zRMAr7rZuPJ(FS3!f5u^ret(POr72qmh|e z`2;OMVFd-B(OY2rzVM~BTJs+7-KfB{$C`7{WO&^QZDokHW+b=NuQkkIH;L*3ZQw?f3KEaFMW+~6ha*kUk|^+R^H9@}1lQGi#9ag0fsKY9XvV=YC$XG zP|_nTkuc*dinBEXsw#ni8ec`N>@y;m14l)K;cl?Y!VO6`+H>^%J$T^kzxT34@6Wr%r}D|Ogl~M!+`nwTI8Ufi zMSzg-D4DMQXM8s*#Qg(4qV37Lt34<(083R<>A5fGzL45q;)_=(rNcB{~0Pg-cR6=Qm(2+t3y6K~!Od1}7q9FjgumdmOzs-n4W%3?M9 zesFn5RJ3D4;2c7wpdVQ1zVkp%%P&q$bbG@PH4_R+n@*;UigQrLaoq2R>K)f2zBAGR z-c(NS*SDFB(C2{4k9DE9NW_vCY6u;FqtJGmha_puX95^pB+0-z1j5_fJM;>aDujfD zL8ane6;Sd3{|Z;6V7Pa_hFHO>EtdF>>tAIP+yJg@QUI7~pjb(zLzhby>_K$^bATEk znqOhp6504lakExQyTs5N&J_5Ik}p<6QXTYj%nIhXY30>NPkJHe3A$OpO8aDmsuyx_ zanVAe6EvC!U(S=lP>XqR1%^XUH)lJb!in-3DfxW3ge%+N$f_+XbLogW+ z%Ndkcvf)&%!F%PICq<>D8<60m*zLO+pDA**wQ+Gp|BuB z3Y80lUns!gMmhM$^A!$F4s?)>we?83RWu64=B5HA#dPb|Ik@=AWT2Lf-dz)YF#|(R zzpyYK!0`6ICBuIvAcQ+>=->pS3J;Jn@eAoR@B3q@Er5v<4#Im$M|_hlK?sF(!Ss|t zE^~!W8LX4as$tqMRe9h`(jfswjW21&O^z5@C*40e&CfU6nlI3f176i5Hc{v4fC*Ya z{Wq(V0vtQOKmR+MFy6=-wwXhEziG~7iZS4 zLVT9IiwR(4tr{Ee>jRS$WH2~5R6=CQk$5)ztNGEteN#UZ0hY$b|ev}3E6a~D)0Z#T&=g&6^A1dzONIcd!slpQiCG;6}vRYoFjWt4dxA^BTNS4*pJ7-Bj!RHAOQTR?yT zqZtYxFbDL{QzYn6D6vV1HkxuWpZ;o#kWh`@GPsvbhjZ&}O261TI34}t^SNtBnd8~( z8HUmk=cMJu-Q8BP332kX-SjJEugK%^gt=79i$(uU4&Oc#`?VaIZ^XiZ$hz=$?M9TC z;*lfmzvzuu>(4R@TesIGtWQU8WQ2SpO}*16f$Kwj_Ub0`KI~WOaHtf-=i5vjIm^q- ztM3;ZaH<|>Kn6|^Y)~TJ4<17Mwjt68B@J|7F7Qnc4ey7H9l0DE0PnD}Dn7m*-U<)m zdq7=ZKp2#xxuJNcvBVgad8gDz6p_Tak8f#A7n~0AlL3q7xk=+nPLltGVu1|Nt?da@OigauMsAzmyrlz(wfGF=4>Mbci4b19R74H!(E(6)<&h86PtKIqV zh#fx2c_{ymhZ_xv1M%|m%I>Eb+)Gq$JY1@yL)IQ|-gD1zw6zuV*hWhRROoeovT+5+ zc}s8JgKyqqXUW`i5T$5>c4&(zByK6xc!ygRc>|gVu^H^%iuAN61-XeB5=&R;J=NCc z?{RggD){&jklKkB=U+;&P=>X>4GL<5-Kt1flDmv)4`?CFQwJJ^B+8}6=gjBHXxa8e zF2AEC;P`p?`SqdGWF*H`X<0TwjAo^1Y7%+8mx!M8l;BVULSLy4W&0IOyKRLBr7Slw zg$z0@ObMRfi%A^rCNpvjH0`<%&wr?vDz)ssmUg?YqQal9`SIi1c&;HJ(YpeyQm$LFyVUh$XQ1R;&dQr_auyxQ$R8ABqpn`y-8?tDiN8<=65~93wDz zwms5i7`V~fO~wne9YT5PP^bEM7`C1Ph#5)UfLy%y98^G&hCcF6kBQ6Q z0I2{#iZ)uHcX_|sUi@TjhMSVj(L@K+F$hGJbFe3|*BgR29RCX^ucX?m837Z>BDPQGM#raB_q@8AIT z93d45wvAaS!*n>>oV|=P!BkRGTzo^ecWo`h&(AAsHI(A%9ZO|Ega|l&v#mguesZYd z7uG+XVTnt0n>91VSWK@C(DkpU$F?Du8tz@+6jTnJJuIYd;L%h0LC^QqGWECV&4MYV zcbD=8zJEm#r92F~Onu<=C|8j+u~6zTR$2DmTX;#w;J(xD2%&bV=sF zz;m6(Sm{66<}FF}y~XIy&FHB9zvXDrCk}sucAL%++Ic zZ#XPZ$@|^TGl#jCoJfCnW^qw2#g*gfH_-JDY?+mlKY|0wuA~8HPRiu9AyVZwWqu$_D8Nxs}Cl-|oY?110&76&73&3oleP@gU2l7^7A6 z!Y@nyYz`!X&W?I-5FGMYWfsbJB_+Nv&woJK04QVx0u(lgBWve^Q)Xpl1vkP6b(d`0 z3hw?oKtI9ZnAgzY4V@@1y2ZGlwA2}tIh=4+?F`0Rvp)3`98?*moKv@B0 zm#WwSW5)@wsi!l_xXs##edXBL*p!r%e74dij+e9>LRFnyWY_XGP4~23dF~?^^Zz!2ulf&AON27$H#Nx9#_Q&qsA&Yn)CmH=4xF5 zd4jLO#XKpnwsl~F2G2{c^;dHq7>7KVB#|#rDac|WL}bj2Kzh8B6Ijq;xl9dUjj$Jk z^i!vtdFCk)CF(RuC)-OCt*wyUfhER2N8AEMO;|Sg@~sE1QqJBGajUMc=M@((0d|rf z5$Ex2d^Ex-mj>^?KYUJIoOJ`sJFv4?G8}9I0?v=lzJ(pVskW{yFYrs^!%&kmsVgBZ zO+K!7WyL<@BC)i5PARY-{OCUEJ$||qC`Mar+?1wL;Q2?ytA!xDwssZBI zY<8`=l7l-;koxy z!ay)L#zIP+b*k2TO|AD={1E>cnxV!i=)biT?c3;txf2}-(&a-fM89WJB$SMCGlFfMnGGovu>@QgQP(%Co2_}b zkLs(bEjc~G1I~(zKrOz}V~}WdbuZyd!Y?!BIN5Knmr)Ar#}9rzKZAYh6w%?MhW zY6Yp+xF;9_x1)}9pv{57mTjR%YFb(yaA{E_^8MFnDN>w~nQFo^J8NB#sc-q0eufaA5cE?1{ zN2xj{Q_X?!q|ZXC<2a2*;cQK~Q1LU(wgJu@=6KU}-%J=R;Jl)cBJ&xHk&Wx6$0LwR z`ZvvS*9}(+gwa?~JX z_5B+qa$rEMdIBd20a8uYR=BUH*%#zL0FZF6_?+eSOs)YtWz?Ggbr2u3beGu z1dsXH{l1Wg;svQTaw9E)X6OfBTHz(C1{mkqo;*(~@k zK_=qkuhN0Y3vs|V(j#G}+iwFgpDamT+{9^uuD?Lp8yXoI`St7Yc#GmPfwZ07*pGBi zHgRCS7`z8eJ6wc3Pkb7cgP;RwYI%#Nd5 z%4jmz@8)g#G0H#2L|V!+mbENf5Sve#QSi2-IGq7Kqv8vi~c2O5amB7C+kd|2p^~X z5=#HkJD){PCRhi)nymx!;SaZ5=9Yhbt8Fa)wyj_UKGdT4dF>50|f+ zTddY>v{`FjdBfs#EKt3rvI8kzmF684VCR`~!d;}SHB>Dhf$XxrcPX}mX-zv?j^Gwa|@UZ-XDO_b+n@}NT8rEbpj){H1 z_K}(zeHa78x(cOJ0jQ~HcsX3AnI()mGN^aKLO!QAo_X0A{h^5C?DKX7v;_a{J^aTY zVx=UEW4y$G0j?-vAa;JD>x*1&c{vc3StOMrL-I?Xu*1di-_G?0gCxb4E*52q;+{S8_$?%=y( zuJ4V2Jno0esMz+jqz~#H%Fw8&{K80Gt|KzT%(AsfSY9koLOX{g4$3Mkg8`*qMg~o~ zie0%bb&$>D$L-E3qxNenEAR|BTfuA({OV?q1%Si@5_w5^dHj49SY1KXflT^y2oI0f z@ZY`v)YkyD4dHaW4<>}=W}-U<-zg4yVX$iic)i=JAHcD|^!cvkJ!b>9mb_|%pe_rS z8sc_~YJ*!X76P0Jos8-!GHkKN! zwsj+~sUrt}AxXPX$QpU!E*JUSV`u3?yMv3GWI=0_7ke~(JJz2+!$bH8vJ1P1i2RdH zQB4yW6ZS*Auz9wVU>0H95i>^C^J!yNPp6Wc&V~wm*_w`V?;ELiSDwbg@M8tRw~W2# zIl<_p`_u$K)IT?T`8!udf3=vLMy=B4rONW6B_*%*-lRDcPxJ`_%e}AzB zCFznrBY+NqeYRnPt*#2YiJHyM+la5JY3G5`Gt=Yiic00A zAUSN&vUd#(4{JY&(bmv#+g@-6%GlmTJ$+%kbF_X65ps`AOtNJB$~dlvtHEi&(M9-K zHbLpi-c{ukp3;&MM@XoJoN9y8=`ipF02TOE`Y{tNFCQM_3H*CE@b<*dj+eK7q}@(X z@^3;BO9QbA_P1jdptgr;0R)IDX9}o!!b5kk)kB2u=cnJl zyn~0JCa&$ZTbvXSv*`=?EH<1W3cFJJii+1RY^{e_^HSjwT2WCmwiTVW6|gC8eFJEz z8f*bE-(9IP=Am$Swu=(=PPE{*|70WvoAML1EVpl~aICDYg|;fd!9e;9X0td2fIClp zaq9s8sZU%kWCwVb4%%MnaRu%nRrrPoSHM`CuXSJxtbZdW>55GrB?C|+162I`k)pKF0aL{YI+#;;}^9&#&5$n3`<53DcFc>YbgMA5AD5+{8B4HN|=x8#I@-;G{Q?jXR$s%TaOh zMZ~42Kd6K-4L$}#5%xRf6GG1f@dkCnIx6Xx?df=FrD%^o1k*EYw#@l{)BdljW^fq- z#{b|T^_=8AC4rKwK(vmUEV8$^AF>{>EH5l*hs`)huY5nKtNW>Ij+33eu*4B9?gOj_ zMx@k(j6ga_ZhW7c`)z)UJ%KP3|2*QGIeFC>EcqS#7_m_DUON)i5+Nnn9FP}`O6YPf z)?)t}5Y$2jE^Ozl2MZ&m6e6TPoAGHd&y5!8$@{za@crP!0u^xRM7B@iIs+k>S-8Y1 zTjK^tMnrs$br3IrzlBIvCLnHc%dmU=c*o-ew&ZfuY%25;lv>tuPiitXzYLy&7txhH>Y~FH>L^&((VG*Ayd{Lx6bld=JT8*{oq#p%*Hnr+L>BiYMsn?Hys+ zHXXjfLg}ZxJV7blx5`H$0J74etFp7xC7fwl<8}lMeY6%9Eu{ubsH<0~P0--lgxyj` zMc^LrQ2V0n9!h1!yfJ|8uMElat_dL4jp8x07?`W)vnUnx6Ta-jgKb>KLTlc4u=8qe z2Ul%2OUA`!c>)+7!;URs;A`BlpB_nIj4iy;vxShrMmS;YCK^lrMK`+ z?hRHFelrb@Z4p+|u(<;dCe?yY+ZK?d`X1TTvbz_$Q1-Ke zSCeAo+3%`qtJ~Yy1~L+uX;9eiXMfMXwN4_BdYM(or&(&)=5iczRXg8!a8}}1mf9ye z6S4TMtjj}~Ys_hdA}tEjSNguXM2n^U`51w5OY@Mw_Uo23v7OXaY1fd;*S^1&=6KxV zHa1{)(>;PUkzS#CS8n0(iA&Vw>$9mb&#{pEyLyQgwD@#o%NioWvy zJodh?!8Jeegd)~v{ckr|jq}@cl*sU@f4-kHMpM-bLeOqOyA59&;4%z2`MY?goW4Uq z(l||^6x0loD9{8%oJH{IDP`>{em#J~JaESQQYt(Y2PZzEGD4GO1NeAZ4?=*RVNr8( zL<(LqjF5)wsKwR2of`YfZTBiL(a2tSDe-TzsReo)fheH;L{mQm1tTq0FF>Fjwrm?G zn3LGMEpt#(3Mdo&mo}-pZeBFeRmH{r`8JVqd7$*HsEdj=G#TGiY|~(qWuYt^ErTZJ zcse}u>eZf_6&{C9$~Y5Puq%taKE<4|-=J4)p{dK<=>V@_W4zXPu;A{stBe;Sv zpuCiq3k#3Q#ZfB8p@Rg|8vs-&D*B_Ew*2keH#IddzJ_tUE36k-mX}ry=k=%iaM+rd z_^3pkfX*A7Q=Xk|fXo)r#}ePHwmvth$)@Sx00HP6T|rVZ0+==|5NE%hY>FcTygU>G ziCZGtwAXeHVL=1*;b|_4;2fA~_&3qH&Ceipaf5L~!)I1j&*@O)UKOFv0Pw2NyU_CQ z#o9Si#Diy_=DiL}Yd-)aL$RSr*hgw2V)5W?KW*}@tgCa8(v>lYXFBhrkH&j*7W}5H zf~m|@c3l4YR=Xx^LTA=Yled^JBl)29^k=;bk^$!s1}qxK(T!W{CFc+inm@M$cQqZ^ zmZY7XtkYxm4vvw2NJYy3K{e!v?57KN$?Tk8Uzhwm*8b9&>o&qzCF(HSw1M+c5I3Cp zQ)J?NxGI8yp&)wHUTnR7QTVyf9XqYmf&$OoZ$=)A@Ak(aFeL{V~=@s8+B|sr~*xNIFrsH@Lo#%7HDz8p;CaC z!9=d?qzh$hA^@@yaL9i^)pbGMygeUL)C`b9E>QJ>JX3H#&E?-DeNxvQ$3Ga@3`o-l z1_bOJczgQ;suy>0=sMr+)8POzyfa4o{UBoY9DIj2-RgZB8{zvv3I1N|)N?osa7E>_ zPgTP8h9%vW#l?>wHF)6mcHU~)QE^mTuNhdtO*yt|iRQZ&xhXT z@29XZNGLy)4hFZIR)W&vvpU_x9GhR3<&f{#DmnvX9TYOT+mc=ozA;fM1;WnL<|Zah zHg&q(#Mi}rihAZt3I+3rmw`d0(xZaOm_Ps0n1wQ%1x69N#kziM4vgeiOz&JFl-1H2 zviXYV+X$vD68V+g*|)2`Uk49Q&Xo*n>*&O|4L}++M^~zHey+I%0)g~{B`5*R(DGA` zE_{DU1VT|=fb;(5poa(zeJNVLUocIqL%)&gT1aNX&d#sThrerg>_SWsh<(!>4^5SS zjwDTL;UgBQnu0ntyB;CnXjX3MiJWWBnf|q!*XjXtk5|wI+ zzp9ecyYS2t_9f(USW!sObDW;M(@>(1ZRj5rcKEH+BxRHdjo%(_Av`EsC%Yuk!iHFy zo0y2eALcwCIg+|`6G6laCb^NI06|z(B=S@o0?~|xz2=>^_V$TN7U1d=eX3cVt&@b;Ob%3L{{R1fjC9hekeyAk zla!IY_fE)2$V>Q zo<{MvA*(OvO+RC>{$>WDTmx%KOoH#y$~=DMOmBC?aw4~%`1!byS>5tmGOC*zZIrn9 zI7n)@v=3fccr>Q_R@%H*ZhP=f-C@0amF00y@?%urw=Rv%K<#)jg)uWFX*TUB#f#B4 zjG}q>U09QpVijc1!@t;e-sO&?lS9p+s5DWgpU`<+>NBGh7^-DKcD%=1zI^Y7=(*q9 zQQ@Bo|Mrn7@wxTE(s!2K9RK4P+WDhmM0}w zpfzWrQOIPSJC|Gu@FSSgxSY~A-!x3C^He-knmWOtOTS6yI^}NeiQf@B;jPmSiU2Y+ zzske=3gt2GY>M6V8>#e~buyI0zC<`#D{PP}L5`<{40u(Se_3!B$rsAVqDX~QLWV9{ zci-E2*wKR~lNJwa`2RA$Ovz@K4B#zr${0}q=Bm}8wvJ$p}V@mh3`C{NM6J+ySqz3xv%r}fx-e*apdC=-$- zybCM#%wg+ud^g*7Ck1s?9!yF?4<_qCCOc*L8n&qx7W(q?k6yj1*D40BwpJ-dC~|GZ z@tH-6$LrVni7~zTh=0Zv>J?*-G+<2VhF_VG96v51-gAZLlE8$6*P`tMUMfn_S27HEG-m1Jg(~ zq)VX&@6tsrfpF2J!J$>H$ZI+0A&fL$|25pcmE{ccpl5%6I3+H!g+blTfJ{%Y05Av$ zE0^58A(98o4X=A|QYf%EouXB}(<**H&c%CzcR62`iIi!WXJJXuKACb(BgCO`Ds&JynNpb_ z(rJ!)GocNbo?MIUdP;cV@BT4+SfT=NYT+HbuUAz^Xu3Oi^KEPf4iCU66DSe3NIoti zn%nt>^y`sDgWz&8c!Wr}>yx~m~9N&D&>;YR}%Va4l{a~BZK&F8IWnOVvJu7WQG znHZ^Hk{ne|HiJzIN+CeiWnJ-~iBEcRJQ)dHa~b7}r^ z4SkAe-~I&pRokhCl21n+W^eK<@PSr1GD3?Cglwzc-o)N~P~RXB)#EH|!GOwS zp#s_MS&8 zud}@F|NH*Ko@=`{2Io;FK66eA`pNg zs-GPB`jy3MBl8jr2&xd7Hqwk) zeapM#Dz;Chi(s5LJ97}68e6Iw=L!`YFD!%^2N1i1LA+EP&qf%>QZQ;0cwz?i5KSb@ z=TRW*WFN=W|Md!)Mi7n}w)9*(XXT;7BnwnxTPc^bPsi>)RT#PV^iTbi z=F2~m5m}!xjL46?OrDZxQ~XXAN^~|`m`@9p0}Vn#SoS(R$_jl6v6URFdLcz@yPJ6* z++U)FwEibDuX$2(?EV{nu`S?cTcTBFcsS#~cL9VV9dcuNTUptC#{*BJyiEHj%v=Ti zbAS1T^yn`+i>a}N^(}76T;h#6zXv6Td*+fmRuyj%T&PS=jKy~ZF(9M5<33=X@B+gT zl!oU=*>VUqgd(5>-3-^ql}_2W=4Y`P#USzq@&K6ee(hfbm@AlJIXOAc{&hwraW|2o zc1N9Pk`9t|dUydz0JIsJNS+iG81ue^59)nel1Pgk_BAL(#fY_jq8~$Yp>?Q?lxF_e z8Yc(tkQHgSBPDvuK1zp!QBlb)eb%YbJu{d=rvgA!_rRBgEbUQ@RcVr;MF62nJ^gK# zpd$^ogm!UtwdIG9>NTgA)x`La6b?)Ky1Me_X0E^K5i+@2AOf@)rE(wpWeY3y`^j1*<_ zo&-8FAj?$%e~Y(c-!On7M4Jqo=>{tuef>h2gn-YVStIAe!U*rWf1GDa;6O0MzJY+% z;5^L6H3)`pIBH+{b1y{&3Th|R!z>X-(!SfgS1NIFx`J3&6^IZ-4~R4jzqKW;sBKH6 zuCLtAcLq#G$2QF%!0ZTGX)gKDBp-DC5h>Dk^D{3By(+iPx2lIk_%<3Tri{qQpkr$? zX_bD&&afsH@j3Nv-lba(A&(^=h;r3*m%|h*4&POzF^}h?EI0TS?#F8RA~8EZR_A#j zaXv~5pPr9a=R;CT$(y>4e@P>}yYigquWhdvZcj7Y(5COP-!T0!W$ya4dumoMc=?h8 z``X($^7&f=%H?7ryt#)LB|h_hdO5T#jAZvGVjle9UPmQCsI!a8ZH}71Xr`)FfEsp9 z;P4{4eR#-!+*&@{EK)XGu*j!JNi0^|^>th!wf*%y|P#jaTif`jw|}Qv>-QBF`P>DuuDrPfm9=;KU}=x z+Ccys19>+&Dd~xT{7t4UBL=|)O7xtdn%P z3Fx9pdEkoW!~tm&fgloT=I`$@9|md1?hyik-N;&q z49YVRgRwyGDnWpKy*z6iTLL&<`nR)7O0<@F$eBmb4#G4>US8!X5U@%l6RY#;)iq4j z`g$ZtVEvIJ{M`7;9xbf^>q>|xO;M2x%O$ahfq?)}B%|-E=4m=&H4yJ~ZF9GIC{Z9! z1=Xx>DM(@fd#b0W_mP)NGLTh0^I*NcDT({>#OSCj5pnf+k0VHBgH4wYHsgr!1tX_h zUU!$(%aPF5I*Og}?yZ@KyUYbqu#&?MNc_=x6a`t~Gm=3M!8wTW=gF{R9axOQISmsWUb$v z(25(S5nVl*bVa@9A>j|UMNA%zAv?2cYRvhS8+15sc2`zXCd9=7r4%1#3oHbq(AgA^ z+Q2|P{4+!5MZ`xN(%4(q2zpn=X;tJ&IUhEJ zR(xSu)c2)yEG~Z2#m`9@Mk{zYO-fborrf^w1DV@*WPqC$o+{5*b`v!#;0YA-K53B3 zN#-@}INkp#4%WDh*BW^Rd3mtlTA7}n{<$wPzzDc91|q!%hdExxx8T;9YId(CqD(Fx zfdAth+|=+qww@iWfqLpq61|YqLS;AI1J8r^(5C^E1`BSfe&9_Uqb;RzF-#`cwW+MM z^mRwzDp<;lJU0*dReg?DmOv4&7*e_z7yGSgIx{^TOu7bT&nQ#pp=syB%nH(7y^fNG zZ%7L zD>5TBL^m?|4~~xHGM89YO9&9rEaNkOkwH?z8Lj{^1i=g3>kf{%;98#kk}?7#7Pv~f zVj)=bqc4A1^mO>VV5p2g1K=Nt_dtaN*qXO61RjD#gRU-0@(J+wfV4CPkri=qU}d~Y zUrr@p{|6SoVi3}W-GPw6B%^2qv?`zHH(L&WXZ;?CD9AVuBmB47{W|WKKy}p@SiRsA zf48|8cT4?8>*=I2Posu|B?MIK>kkbNlZSUzRSoP|q6WA1^;z-#qUb9iTm_uq(7bON z;S;kWanYs)TEtns^f&P(f7pHhwpHU;3%A>=eM;2Pfng=r8WObWcPOSAO&w)#O7d9_k2vRIefRB8bt`>MDQg=1}{*Fb+9(tg5cTDTI{nsU9miu zRv{;W;LNsL-YRve`5Qun#3;$9rfCrf3$)Z0(DS`9Vl2h-DZyEqFv(CmA( zT$LBl(%@2%iay3O4Dovy@bjboZB@GUvCmygVYo;p=ICg3m5@Aq>9{vnS{1%o=*xtiWQ)%Dyqmi`}dWYG^)1fMI- zt}BoaCo2^{C^6Y*M!#bn`xB)*AD8=;q&Gg8O~~Q-$JyxApNkW9Umh{zL*!HC*(h(Z zUsi`Dx6vxEn6y{)0mnVpUFS#=KAb}i%6DND4zr}c!v`I>q~(S6?lQ_HsGHo@mhW^C zT{v$S9M7+(>Uee$qg@ztWYHi*0VX;Z-NpEYo&vQ+-R#8XpttdXqYnNmZM|3_#P@KN>04R z#Yw!|!0U`Mv;05X1SrCv=1i^|1MCU*&Yqyv0AZ3j`0{>k4uyogL4`2^#IoE`!R;hM%mQeiE$oNgeWbs~Ya?D1+$XX5 z2n35_AuIU<&jy0-&8;mygajA4t(6sQ3ol$a3<|oizJ4`9DPh%^i<|pC^_6?~)7R@9Hdu(S10(A0_yUc|)-&by9y!j}SE?AaSI03yOqNJucZNC9G- zzJbBi@UXDsQx^yYLUn=~IW^U+pr8w0H59%-IEu09X_JLx%H3~z1A+T#*DF6Yfr4$n!QRlPeuX-sD$>d`M-M z;h_gMI54qn3Py#In?LqB%*O^f<2Q?3swh3>r$m z`^Ru%ZE`|OVV+!mCXXx9j{noSVMBDKb>IA7#8sXi1R^ATig}v?=57&kMvot7@v{_F z@58-m;#uhq>)|0Qmei!R;!L*WUGd2;HS#cdzqb54WFv)DtPdCAzfJKrxUuSgjVyGt zX97fvS+WC+;8k8NF2WkJp`ur01FoMk4>)uX5`r||e=57h&QD&F%2s?>Es>{l2j&X+ zc#f+F#V~z+25sIgqc*1?S8W8xB89OVj(_%2=Ig&;F~CD$ZJ}U#h5!U?i+Kc|gf9Df zJOoVM=s+Ia8GJ2Gr4Z!*ZiicoQWgL{{_$hk8N4;?Sm>CJn8(gC7KSu2VUX6p*Yxw$ z9$XPA99W(qsVo?6aS-o8{6~r20CEPP%P7%ULp}Tz7ZCqIc?bYDtc9slrK>RDiqGk4 zGDh7qY5UZ~KO*SdS-&e}RPKw$D^Mc^_>KN_#JZ)x#xxDDq9vacaZL4Pm;fq5Qw&o5 z@Gek~f$*;yHu+$G0ggu`^wA*KbD-(2QpxSCsjTd^yRS()Iyx!}u&pP&&Y%qmklfh5 zaNXJpuY|!@G?3c@ z`}gl#TZs|IW#1uOyjmajj3RQGSiLIjpdk6G(){ogCzfT`!|T_PGvXsmk-!DC1FK?y z55V)TtEE-*;-?>cT6PmVvM}ueBt1L=hHc*SgGf9!i;w6`Y$%x;P@ zk~-fX>BL8z8Ok%oNH9=hnfp?CLoClmhSzpSN9TcobpOSSuD*U^R+fNAwYU`o+wis; zkjj$$6sE}l<=PpgFH7#|JK$}GpGvuEb-nU<|55s?fiRe z%P55FC_-`FKM-MF-MGv5h?0p9;l*4bn{vVnIECU)Taf#Nq&k1g=4I9T>*X=x$N zG*X5ME`kK(iZ;vhhJ>;+o!vwy+jB7i>`1NEvb*!K?p&4Eb>ixq^IEhiiA03`S? z#;dyQ?t|N<^c7quAfE+b1(a^s7Xmo(`~T)T;R8Q3H8lm#HDVU*cCc!^4G2qcC7%V0 zpUgqQ2!c@%*B^A!pS=f7J0Li*?-@X{>-D&-InUwsP7(7un(GV>YRCQoZ0CVAr*4&s ztur+aKvWCEggLL;3Qu=KzGv-}G-A@St1odl7VxrnAM~}mz#RpszJZJf^`)h@tKW*T z4grv-w}nT_$jDs_%Z*VWMKJU*Ku@ohuIII^(GM`t!3Qt)CTi*7)zqyXPfmUebbt6( zSC7LW1~j2;VI`v+NL;Zj`tD7Iz#4;o2*hBG%gM>9tg6E8)CkMPnI$81XCc{j6M>v* z><#Bgv+?(DOs@lD7_2OV^T3Eh6#?0HCuhFnc41u#{l3ZoV*t^uY6_oZgDG@45dA<# z{u{DGHAx}04PbiFibXSvPGG3dc`H*28>h^fnHk6w)h{~@|EZq{`foCC4YKB118$f1U0* zLpN{<0r5|KRNg>2fh-Ht9X)Kbr_w_SlwsJ8jM^wp-H7%WGrupAs#fDu+k2a;;|aIiYGe+wkz^* zS&;bf%f+%pVpvG@`By;;d;hVnvUD|-Y(4=aS%Q;gR8_%+!XB%{3lTD04_@`q0v$6%wCUA=;r^%Ij$A>2 zkMDYDk{-jS=_e7L%LXl!Bx_u|O>IrB5U5A81v;$mb^B~;jNho}%@73@f5+!@9;MGw z`{HN#+;O*zqnVgie9^6FlJDQ7rIlk-Gj`*ZnD0H1Eep`5G}UU&_%dF@_nZ92bG}MV zrJMPjy~!)KRzmT^4h!y-RjWd>&rB)VLmAI4QynhFr}KF*=zrz?xe)w#lqRdinLImZ zSKg;7^^M!~2ebRU?@7cf^H|n#d9)8_iH^_Jjk>bFZ@sGeB!-uA^h=uq zwM>xzh==momlO*!v~$d}On16BPpKQ@w^S0flMZjSsPaYsPL@mbAj(I{3F4%D$tNU5 z{Z*niJgL5~$JlZ~%zE6%6Qx*!OxeLDm?->BbK|Lx!r11q1OX->BIsyyn@`7uanU}8 z1^uyTN}cb%%BpKm%$0jx(hS?T*mlnnIM5CrA*}{6FOgY;w_+5WKP*_(A$(l`;bhdL zTRIA61Rx#Ef*}U>_t1)5_iTdx?*y#BVCRkMGp_ba>_EVCHMO5{e?2zMY^9@ zq2Bzvvaz$WvZ7!8tRINXCWeM5JJabaA1^Jc*K`s2rwJ09@x_#+~f*~3^v-cQ@Ft*pTQB^m>mQCop-^AKfe1X& z{bL-ci4`GLM&fl-=hAk6@=(PkI5vi+ri9(M@M{fdLuEW(A1f(`kIP!rg}KQ}-c4k&!I-;RuzYB|)BY z@f(Ce5YgK`57`<3kbye3XoQ?}!E3vJufd_rSB15#obHjyPpHMU?$NV_!Q=?CS|o{T z4IXMlM==B#KtE3yR-;uclcPZy5iouqLP55U@j%D*)#e@?dz~sB*D^FhC_mHpS8@6G z1daiRT`)4OpLOmz3yJlM4V}`2(8^w1DUS~_OAux%$OEZurK7NxZa=0El@X<*@c5U# zUf)*vXZrG{2zQKgmXDa%e7}mLBg80m@`Bn51r9~wMB@Rag2Od2-(*G~OZJGu&BUw= z92__Z;_!Pm?uEY1U#2tW<u~`C9c#e0Yx^m$Nvb-6^oRcO(+jk$Y!HkyVN~@{C*HzxGN3)Xa|ot+ zcP|*Q-T|_9CfyPUUYEY4=s$c|X`%eWBnx9xOCx3|9Sa`=E;!b>6qU~w7~Pg*d%Mw+ zid$;V1F08QS0!vqcV75tpZ*pYe2~$?uL?AR;&@^a6ZmQtXh9jF&-JWg%#x2vln(lW zO3K5z;2WSsfYSqP{VO#cyx@7BoO}SiF0WmpML@d-FXe)uahdMo!jHI50H|VvqqhoU|8lOm$(f{qh4Qt=2%1|^o{uGo8DIbeiU zHd+#dw1{Q7uw=&%5wTCDY8qzKp`qrZ%JfDry0rsStnC2x4{wf^l(Q2N1=6l_~cjPJOV5`K1C`g@}+c(a}l8#p>l^l2><{v zkyzh!gXAdL7=G2X{=!x<3VfW*i%N0DOXw^$cb|T=FJklWcPCl0=Bo+jG#m&qd; z89p4zZ1JF*z6g8*<9zQ>YM#$~&P`$uwJmAH)4uM%Cr4i*rJdkiB;rfK?Omypvr0}S zh0b9p={#sKGrs)Bz^?)N*-d;p2yPqhi-=6qy|6ZN+!u z)y7`G?%+*9)j1=jAAg=OaA)N-`@C>+r(wk9*Ji31QMi{#a#u)0?2qKOA8XzE%Y3(+ z`OD`wGFa6oz9J@6HtVd9)QVG{3V8+PzaQss?21*_INEa4EToI8=w}RA2yRtX|DA>I zeGscIqorai)ukdTCA}`eKJ-p%tMVJ$V0+I{PGa1PSZgWO`6jf??`MSXFDUL_oZkti zlU_A?@_vmGr*7rxql;(s9`y=@?`g|Tk75e(e?;<(>K(PJg;$^Nc!Lkka=K7~V|RDg z!lEd<_?2tuYiq?=7DWKxwd~L7^MXc5Fhi{#K>iKJ+z8(#_x5XR4uXMMcdiCYM>9~~ z#In@FVIQ!42ys=YPPHO!hio`Jg@u2GyJ}ZXu7jEEY`^VXG_^H$tK@OncR*<;EFEH< zW>AU)H_mvfQAA{)hiX6Rwz%-0&8WgHp{qA82Vgh?@t;~wyIELRD5?FZ{;q6nOoz4T zfWXp_C#uPIzI6h~ubE|ZvfeZRzhTf|lUa5)kR)If7gy&=T3Rq48xvqcc2pT^YMPpv zjhvlcq~K2dIWYnJMR0FQ2EKHv>YRIzS$(bWHj(ygPHM(!KJ?hZ0I?`NK?q4BkG4^Ly#w2E>Ejig(KmEA?zYO{>{z- z!1j;b4Fve)>4cs2cpeR;+=VdHO*cw(|3KX>S_+I4uol4nCP~DRK+>8;)~R&{)v$7d^iM!qLF!LttTqXH4$dL3lTAx*?lPErk&#(|F0izm?)AUf7%P4Q zU0uRX4S9JW^}-6Mbt$u3{M^$(wf`(iT#Puve|5ESP~>i0?puwJXr+QV2Nqb@v)})2 zUk_TSq{Kv|u~cdyH1Ekvl0afy#53mdV9gJjfZ^YG-qOBd$EC8IXsH#s#IC_oj3 z0_iL9XU7!q-mP|Ud1=7YX$2|-0)k%>XhUw9QQd<_ zr-0nM3M-xwXD=@^E^;i_2D@jZ!(>#bYIp5CNgGC26ytw_uU#a7yD$^59|*B99h z(YiB~`#)HR$a42y1rK0Gm(71U5y5|hznOQ_=_+H40(Pj?P4^ll84a$_p2aPAl3&a; zA3}*_2qrWvTD1*SqcI8#Q1yNQ7p44*JuDv#yZYed1PT30v33z)G^qfzHGS4``L@Wv zk9a^X1NVtZy}eQ4Z!CZ@3!w75Yhxf4Ef5(5K2wiKT*>xFlT%Y13ke{!pK90~`D6D0 z!zVHb*N$+87mx&HS>qrnz#;jchnLyscmaX>OPRXCd7J_QO<>L{)_FV15z7KB4DhnS zBK;v7DboKd{}n{O4o6c{20pPr1H?jIYH4YK$qLq$%#-xEK+Do1#f{DZLME-DNNzN2 zXSn0O#R8^81mHojE={h)U%#Xfz9Zw{!!Q(Oi0qyR&g!+G4y6JS0OC?d%r=M!2;4wO zXzK7%np5hQ>0%b$_^H=d9DgsE-$lLrC1d37Ze5c65i39_*1okdUj5UY4?dyMF#+fh z;0gwCJO}~p?fo%Qk5gD)2DbODJ>Lo;Z@39;!mxvX8WH$dSS;m zL5OWptB1j7TexabI^TgxE9SG=@oKBR&zr*!UE-YbF5WT5J3qog(p?75f|U%3PfR32 zejn2nrEZwywP)>`8p7H_IO8vjkMV0W87XP&8r;xLT@?6UY)4|Am+;O$%BJ@%(tgg5LoIU2Lb ze57s-mi7sRCnL+22QlA zz*7uhxJ0nSV|R1P8v-v97=6}(lxt^K@|I29VK!Q~)J0GjYCwR05#txKk)y$t;GP-Y z_153t5R~~PC0o#!&~#@AYIbjbe0oQjMGI^3F(|9c$teai*xAW8zWjP`oJ*x%O*VrG z(#cs+_#U-OY#3zX*Z^=ISdTpPcMH>Vttio|g*1ta3b7~xX`1fhQ4X4J#n{#Lb!j5t zKoF{%sIZzD8MREV_vXJ&ON@=p9T*q@M!c@Bu1bcm``UL}7!m_KCwXMtw$gmuPB#g2 z&-G6-$YHpRo1e^exWlOOR!E3e@q#;D=T}&x4p}k9yj3fjt~A?+_(zhLd5a6?FrzGM zXi)eUO^rft&X?9bKi4jXIBDIhXo``TB)e%v}Sr~hVZNR-V&*Y>_X{k&;k4fz`8!xn_hoHKk0rO`(Ez=f~BerDzXQYn!WS(p<(F${9Rj z)|qj)`Mj+<^K($Y{gvs4kZa?EzoI(uW&IhYm7p)l4U0Z1R?w1Fh?P-TXBS$cRA_ty zqTT#&>Pm$PawL+JS|v<<8nXU6cL)Iq&pxVGa)GUD_9K4eH{Mf)pz`bM>5-HjD=-cB zdF#2+I`Ii7eLBX_6Far=bkxexDn0@BXRMAJa7Ql-wIUD@bP9FSrV)s-!rSV`?EnI& zqcsVD_iuUz?QxvE?pq5DXIsF?6+hwCUu4u?#4;4xjz%j2$AGpz^>R=&>6-%->)tA} zf{@%`V`GD#@l&T4H?=T|P87f`X!Yh+81>gI*3SUs6n-JUm@Zhya+^C#qIuxeP;JjO zYV0w}91`*mEN!rVN5u!@y?3&+S(dWtugRYQ=(gpeRLDS7}#hvgi9)`82ekW zwWymt=1Esqkf^8{!Yy)MgbwOYkCx1(Lj@KmFpjnu!%R6yb`5Nzqk)HEwUW@%jC5sT{bFrHJr5-@o6>GNr7a?00NdD^fMAyeg?7E9-8OWxM~k zWpU9W&v0vF_Xx1-M@LgR8gFZAz=;m9n^7x%INg9j2mVO__wzJlv)sD%8aTBF#1lT$Uew(ZvJ+O*Eabz(WbT=%>~`4Crn zSk1GQ@xwS^$Kl+n^P!)Zp#B*|KD(M$RjGC1iCYybsYhv?i*{e+-bn;~9S^;vi80m} z$lg3~xMS9?d6}JPaa7kjf$$@dk$m9H+T2M^bJGK#_2cr%zr55DMnJXr9xiq&bat&fI-*LUv*SCKBxT$lF zL9ry8A!}Z+bhLw4MOoPvhAf_U#4t{(s{KYr(@1{^t4!%H#6|*T=jXFgN5J%Sh~KPQ zKOdsC9E~fYSQH_nV8tw8`7_3$CvXc|bG$s8s!S%otI_6QcKASpP`0 zi2IqT(fPxOedlZJkMhvBlo@UkA`m1DX*sgbwFU!RL@<-$r=J|#yS}_v7X9OD3&LoO zla*ll{!lPz%5YAv-_+Ce;pCS`KP(p6&seaYIa^%%;xY#9s2L@zXSseN4xVEzRuLW( zhAW1(xiKwKON-X6r6gYQ@4jy=DKJ}knkzJ9R(d=mS~tM!Rg;wbOuM+C=%h$uM((n5Im6cAae=m z9TSre?x5JYx%&nN_6|<~|Az%UVY`=H;Bi*!RcVkycs0nmR`{9AO@mDvfcaf9Sc@g^ zY*l^JP)b|`ABZ$#2h>yFAyV_5u*U1-h(yC>aH+$EEsL@ zU);97zM^ZL(LW7Xp1cOOGBp261q<$(3?2BAA9>&Da9pS~$WU9`bc5J6_{P;3sGbl3 z5vmD*di9l+E8txfjI`yaZZWpxUzKmmH{wW8OXi({7F5uIjT1v7PP;@66aAs8%^rP5 z5kpw4vKeS;J>@UFbQK1`pdY?@Qx+nC5Wbj2*TyLz{wWpwdiRF#yA5NI|Fz&l%I-re zJ#m@yB$rre4o=O;CkRB<_y=$Kb%YgNWCG{g>-e9lRzDML9IToOKex8NZfv!tCdG9b z5&h<27j5k+L7CRL^K<9mYltTzjwc$j3H{G*hCq~0t`)*}wg=!j2!!T4-Gy(8M)p~* z51NcJE8AmSE)B2Kls}7gXy?_HWB1~H8ijY0s^D6yayAQlK>i&T44?V^yPrCG3bINw`tGugP_oxy}>{6DGH|28;Vp3UP4PjyHI{@PXrw}7zRzB|S!WTsy z4r~VE;ceesWLWN;gN_?a*?=H0GEbUMK!gv2Lt0vJKAY%3hB^!xoEoKgF3vd|z>@~8 zGle-(po%JMTybM#0t2#G2c65-edntD(x=c--ZvnHB=*Di5eUeM@7zqnh3_`8l*4;r@-}lAWXxT z0&h1yE->owD=Y+QLgmc<(?*+HPRfbjeOBH3@) zfS>E{MD2d__A?kpz8y`CjJ%qJF@ltKpY!&T5+ztYt7pD{@e>DIpanAM@pR+)ee}Z% zhTjdzT@Iq)8LzbkF@qq_1L*CbO)4hkNB~xU3GD;dRcB$z`#7Lwqk<%%LJ1cRD zv05Btj-%6p1OYhRn;>6p!nM%W?+-*8FC}^k0zqNc!m%jZmXJ;(C+W z($dHSASip_U0vNC%;ydC_37#lMM0?a%YNL7zi&JJKQj?e_Z0%s$ob9N<4}1LNK+?? zD#og+mcde&F@)Ej0jfkS$CUTn4t-5J8uTEY8*SGR4BsD&*0ZvlFGwDA&Kx}G(z-kN zFGiII=$}f=0;n6umn)y}RvP}=PupA96ck2W>lha*w;o|PI&W9<6q~zXlTb)4W5+jl zVRQ&5iYh5BjrqVPXzJ-^gF#|JSA)TS!#foRksnj5$M1UOE7SG;*jYjZr0AC~d3~F0 z$=0jqHM#7wA9V>os>~p=WlVN$|M zLhJ@()u^u-5=FLV9_-NpKd+aC2{jtr`3!;YpBisGx{PQ5JsNDMf*{6Z(5Cit1k9E| zR|DVZ@Ivft4@*u1oHoK2lyAMys%Zrso}8ayi`#STgkTaNlaM>xgTX*NPCfMa2n0{k zn%_mb1E8!q&|sxHSOHq~y>I7Yn{496&j0Fh!g4z%fqeZrtj)!Jud1Gt$C{cg_f9C3XUvM{NPW#|*q>jwOG1Cg6`s?vF=YX+y^$Aq(D!}Py>Me-B*AAz<1gaz{s$7iKG_?HDt5xSY`re(p}WNlRK!Ns<*qp)54fXah9^6Uf%rN4Z za$IrVi!oP$6et@+(H$Yk(FA1S`gnC)Zmte%XH!!XdsyE!BOHf5WNm8 z&V1Mn*z%`B$;M;kL97@HZ*1vkiB1WKNQk@>{5hY8We6~7Po+v@NM+okM-|0 z1NSo2ZX_+%D@$hCOj{@!Pj<6@d^TFR!|)3eIDM z>d4P7X?<8%Vc#+kZ$n!AZ2G+vlwhRgYCJ;+?9cDLjmX8afZ?b>ATU+lKE6wbP%nO} z;K}n_a>trg`+G*kan`;|a@`nT_$7^M{Tf2aTbPFO`KFw~g3lacRMG{Pm5Q0X2rw*H*|Eteup~3Aa5C{ReU=085>%OvOa(8(Aq8~2w49|$dd70r0LxDk~KnhRc2 zJce%@skZgU--=(VWt6C?PcM1Lo@E>y9}oz?N?0>*w;oNGR7>;fw&TuUGq2`P=CJSA zd1Y`KPd+T%SK`#qg_B0cwr*PT&vhokBCfyig%W#~A1Rn^icr9YeNHzUqQmxcLA49p)IYvzpgvWkU! zIsV>t-AG%{j3M&Uju5(OnC7~BnSGJ{k!9UTy07U4^^k3OK?HNz!UVDY!;(H=Z~LZ7 zRFv{@SC*db&;Fa6dy)|Pu0G$p{d!>$QaNoP(EI-O&a;FOR@FR&FIqw%fm(OTdLMPr z6|yds_Vi)7oGL>~Rf?*Q@a_|G({-v7()3o&cmoc?XO<0xw~U`$N?F%={k4WLbeO$= zrKbEk-(>!d#YlIo?31)q8HMavCEtV8CaqGzfE5vi=ErogS(I5TngD#uVOFvCF zTh4MxI*nBZBa+h|Qb1F#hJ~Hy;`?nM?*;#D)~>$K zPwy@6)&-`)LV6|S>pB2AqD=jUL%+Q&7(D6xu-zG7NR-Os^?M`r@4(*e>6P0Rq?cE; z83$yUf3r98(3=-`;%rvdSC#N}!ydQW5$oWFS&rr>_^#(0<_JD;B_hH8$P%mDKa6@4 zXkT)t!r^VKkK3~OkM+x37k3w4_VYB6{M2|$hLI+HHB9w)Uz;&idrrYG@ohcFpo~^( z$S@%hip&V_(afGCb6Q!I_<;S|CM_i)BT-FHA;*x{msd=q_)hx8rY_~rHlECWvRe3L zl|NIcxA;|o`f;ebpryDjC&z^WLYi&>#CpL4*aSs~VC3~1!3@i=WoXu$17xvDm3in7 z=D}@&DFh1z{7pFPMz}~@bFhI-;f-LMF0|dPTRa}GH0D~)QfAU0s52_PSh{+8` zqdmpoVUqj9h9hu@rzrJn1Yi78x8tuiCSH`XS}n<4sOnMDL@ZzV1LomOl+|o8UUP~7 zffl}`UgD)-=G|QvAXt9sclpZCoD}z;+--HWFEX+mwx0ImTQEU#|>e-isIXk@I(xUBJz9^%^!$<;Cu5!sEJT;A|6I42HEJ6lh&~ z+z5$^FHqj09{m66g1wD zebk*JEf2)Bd`#J$oZH{6_?I&3?cCfJ0BeJDM`((hE0qOs-cj(b3dsr?K7h;$sdGS>nskW?n!DLJ- z&d20A2kc#3gancWIkKY$GzFdPAtbEkK)BBxkNLhj-_#-%zb*D7=OmYwQycjP06J3V z)WoBtr;m&}G3E%w$eeVjM44T|)e22qL~^2oT?I7pGfmx(w9_>5kfa-4@04F!^5_=h z6FvEmo70BcVkAcp={eHrYUhoXxEuR2u+bH`7T{oJz7a=JHKbV*q!(P{8>c18m z&h<1iSvE?Ku0{g1$jIgqyMwuW)_IFPeg7saiS}%Wz(*R|D=p)5(|Wm+ygsFYJ8axC z2Jp~Ps#TIXU$8I&v+w|D zPmo6{Nkl*ZKwG0$&!?tfT7+ljydbr~&gT0<#~P$zKr?WSAOM@H18``F_-FwBedsj@ zAP(^7<>kSn*Ls(E#pb5i<@_5A`F2MKXx7b80!h|H-L9vaG+D^@AM1NDF`9RDVYqY2 zAB1Bu3N>wQCaiJ6opYch|NeasUQB=g6SzBIFcbmQX>!Fr5cak|nH6k(`_=(Qs8@r{ zJf{K}l9PS7s3QQ3Ikv`tq^95hCvrQkmp!abkDm(zA@r|BVA#n7%W$#3&-8T*v>?id z8M*5GfdL7rSJV*`Pw$vg%4vc*_%=RHT7L=nJbbzSD|+Vz%X98zq4b~TW>xdD2%n>(kPt?Bx(ZN#9_S%OFAtNLI?`mNpJ1;HOn z#hWfkam$$3MdUWoFhf9_0;wWs( z^*n2ft}79!UE7I~7`c(2V9ou6NZf4Eoj7jrKMPD=9}Px+PLLfr&)TX9jP%Lld_O$EZjnJKI4wFylFZN0;GN0h*FQH<=``W+QzwP=2H`zIJHBnb zqvXOUp~=CvkprV-rxs}{10so7>yO{Uy^eB^Rc073J;G;e3>p~_N_72<5D{(EEAf*^ zt(H_uqZ%$z{dw~=yXpanihy(v9}63%GN8sRt%=J2ht;ph|x*Rpg{ww=*`l zjGOhoFx*CVU{Td`06760k2zmNM8rcKoqrVNet-(r>|i(QMU?h*qs zmd88PS%Y*DC}Zy>7~(+{vGAk*#ZOHW6QGZct!Z-rZ~zSbu&Vn$y7*S74_?Ktr{p8* z5HnZ+V~Rb9*Et+ku7LeaOg;^E%Wri*t=ag62;E?REojX-5}@{h_k3&nB@O~CE+T_a z+}>0s*CHLAoP5DYmBghF*xQZ$V^d0y)YR9Tl=<3kSjCa;xT3Q;+ zqi?mbT=Mo|APLkx;j%zaunJs^_e~dDt?~VEQlq=pLPD= zhI)@m2q zgQlM?Yl}(y-Saw54vF)Ens+&qFuNY2k?MliLhgKb5F|n3cRl1ob-w57u0mm|P@R=r zoJbM;c3u$-#U~T>7sA4>A|>5e-Q%FGDa z$;#e)@9e#@l`T7jvNN-@L-yV)BrAmM5R$#0%Xxa8KhASrr}OH;{ri2t*Y)|l-z{q{ zNdvV06oy1EYrA+N!BqhpLu%>hY-4uBvpcr(9@s;gC=H+WlgyY53A|?80#U z=_M^=y`QJ=Y2gs}tS0H<_us`z`75E7*!#e5K9G$(nJj1Ejo@HY0)9^8C#k%+jP$?h zlGbRGT1BO7^l3cHwk|=k`~R>PC;MM9P&&pRWxx4u(PCYBwcLlRFS(Nw{8?HJzd_Pk zjuz1ZLaL{SFCn}PZPqK<1ZdgcQTIXuMv3l=*caTh*nbd9x*%*m68H7JgqdCZ4J0mOM=v;TBjJa(^P51^bIsSj+Ake;6%3k13dcUF$&g4A!!i)6 zDzA7`uU{9v7j8D385BBOb$biB$hu6BaX+PKQGn@pRtoA zmjfLhJQ@H)m?YN~*xC9)D7qX{{tXQ`33Wgw^wRUymREDrY+RX-5hYL*et?j*aM30#xfJq`5zQZS=Y!tMK#PyQqjz+|S1BdO?11??Q{r z5Qt2ToSNBt(+gpC&J|hs2n5?aD)jR?8{%~rPjKcZU1kVF5(UGFarnA0hYSYd4VTr` z=YpDA1#373E&cq7NMu_(Wx;HLZdxycAE8jHU@45hfwuzi)eQdtT=FB@>Sp z^#&zF>UzAosnTkMHb~_Ck7byI`~3351Pco!TCNhaBgw>+5w*Db?A38cZXYHH6207q z{t8f0zDHhxWntZp9Td~=?DVI-oeBUn8A{NLN485yNbGw+9Y{9eB?JCaxtVMv36BN@ zWniksqNC<}c69S9=DgN6&pPCc?kAb0oT>neA`DE-nH(S2BHP)J zi!PC#jRIKybPOfKmTXoNGkkugXh7g zl2jId3b?}EKoc$;%N((?_!PRR1wibcp5O1Ox*>Zq;;cS4u7Qh#bGW~sMMsO}-@Q1p z_60s;AdLMWM;6s>L^Qs^1PMYnH;zZ$Q*+P+6%*rOid^JO2AL>8^73FF1CjSEW%BH)76_oSQ$OIGgkL=;suWIFKM&K)CHDCS}tU-SM1hM z5faiWX;`CxuF+v)eFL5XtD32ONM@LNO6buElj-?7JC)>#}g!^5y)Ajb(&#@{(@&%_j=#_MFYHMcOm z8M-D{;u}Is*f8{}Y*||;g$FY{AiHkYhO*LYpAzbK|>yKFk|@g^EwdkF`=ueUypG`SA#Yk9d?w=P2Byre*I(j zK0zb#BTTb#B7JaM^FvSk&hI+3{dL{jiCYm4&c*HvRL%qTEiIl(JFBmM%O)=;47vsG zsQ&TGP!f?%p8sJ%LKd<+OJ+xl>yZEgOo8? zUz1aq1Z7j^ZSfRlgx1J@Kb13f7zs(rxlI|aD(0csmdzy6cV;oew$YPUd7YhP&+1=q z<9-=v?mJAfhPnCpj0}p^7+}^I)RD{Ly(YU50Dv1_WjC;!{dDSQT3Cd*`Nf6LPFb&M zQUd;AbNIo*K`fp>1u%#o5+uKwv74)NwUHT!ax#bFaHsLYi6gymOowDJkqP`S3%1LQ zKrsmvI)JQbV>*p@mj0!XOdo7MBgK)V!^cC{M;!^Z*mK<9-QB(a;Q2kqPx4mXhTk+b zHKFXh(D#_Dd8ccdLw<6TGmQ}NBXs!V)|K!HXYA)C;Q_iWgw#D6nNe8q-%)zE>cUGL z%u|p^ZFICVKi@w{QYIT&C~hfMaVnG^pIwV<5Hm9SM+4jF|uCT^wB##EVL}T+R>P z=0{S{>1xr9XFm`{>l77>-o4&FlIP#+JuFW-j3h)L=2_8S3+>8Hcg!S7>0e}shJauk zU6=^OMpQm{5LAn%roN7T6Mlu-;#-EAWKkNVjG1W`pDfxYuEcVuuq8|k`dpR`|GllA zyNolo=!toHHoC5hz?;RA_*YAtpciDI1yewT{7tpz>>HmhEJ8PbTUyGeNjw(4eC+bL zS9!{#&^Sjl>miC&v`1ZJVR0p(`xzZKtUe}Ceq zu68XVcwUG?NnM>yV2k*Hb7WLKad6qyWey?&aWeTz@38#8bKFG+!`)}?%MLe_eha=h za6JHy5nM|T1BAt+hOLrejwc)(9jvxSMi*WYx{f5Jg@we##8=4Y0dq5eY{7ffijxqg zf9*Y>nTFcM(GjTK!BefNt2{S5D?Gx1Y=?I;q$4IKQu!veR8^N>dg2||<1y;h)qvV) zu1T~|gQ(Dk_xL|m;gHsoSf8M-I{>H(9~qdOvRNf?^N56pPvKwGfMR| zP&RdZwxz~{N5imX>?$CfrBxK7!2=rOx#>Svr+RxVNt~NHFR#wsv z|M{#?8`r2_<^{cSPXoBGPI0i=WEtC|uuK%XXJgaF#kFWPEVSR-4bZ zIbm^2_a?jXGBKp!v6ySWgijgYP_mo^vfZZn>=MK0=sGu%DeuFbbAide{OOx}`6yQi zNshcU( zwD1`iH1=Jb$!LKLwST!3%6ZG{-M&wAjPv)q{K6;{dM*{7kGq_E@r@P~Ldfvwmq7?O z?sWtf!Mz~oT?C8mOx-4o?^`Bc|7qVWPa_M=4Z3mb)6)&Sl5spd3!&(*oXhqlr|DHb z#_^=9CF!YjsjtS%iCrq`Z|Bm#w9pv6+Ds<(G3KRaEO#WT1jojEF;<$7|1n)v_>?ST z{$cY&<-3PH@})e*7hdWD`h6)X(elW|%v3qWzcg}$GdI_sDNOX{ZqsEWDKgSi3+P{4 zg$;*d-ufC=&C6%+;$~m`#KKk>@oV5E%=n6tikEtLnYAxwnr>(;vxmqag#4(Cf@K97 zmU#-scYfFF&E{~%5jDvTxW`RVqY$49{thq%9C0^};7>Ynp0lS@o(^_g7syW~hC@_M z=%a_)3dxx{dTUCBSm;<*Q|oJ@@|r?m~D7{dLtFS)0$UASjf-sW)&ZntJ!&zd;8C z9F=cRdg0>v>8z0|J|smK=7|L3t->lt0AOH>hd*8SgBk{17`zJ~<6{#AM@R&WS%YSf z3)Xlez9A5S-I{*&86NGe{z;47iaMl8A>{R^m*@JgL~He4i19{s;WYpI6B@tpT+sKG zT}i+qcUUGopwWfl)iJlNS*Q+#4ceF+koE${FxC4vlULdpc=KJ!vtYXH!b=)yA^-eN zL>GJRSzqwT8c_cs)?~@?)n;9c$o%0)Th`x_5)$&Xs&-qkl%m4Ivpqd;`kxLuo_+iF zdDs#@DAdw75U&@x1B5Ng5`o;Pt}YHU*)eN{s4+AIoN+NQf~)Lis=SWB!*+*6(5Jky zQMCAFw{clrU6R;SxWAR?RYLu_aLl;UywX-y0z`Uhv4BN^rAOX00OArdKLE!#MW|$A zLn^w%@vRY2Sf;o*L-4!|jk3D>ZriO}kip8|`(fwjHKNohe$pcBcklwwxXoZT|&Wk5J=qYYV zC4UK2)8*|JvWDGEOsIm5;2@CkS95OGyneT^w)u<)(E>Bj<6(q;mOtu^-EB$1zi;$B zx6iEYUQ~)?h@q&{*j7YQ+UxL2_-P_wY5p5bE&a^X#HcFIV-A^3fOwVHbk!58f6bzF!--b6Db$~|6f z?(sgMccx%1+m>bd=I(xEQ|c!kuCUD^Ed{^4>Xh&FbavJ;kPFI4&2m?RWR*&`wdbR*`u}PBEC+VHLV2q8t(`^MW=gdlfX5(BP31{{Z3<{ zIjDlXFvrT{KnBkO!=D1#{*`a+X5O16>*mv$?UqSyNs?}O+eZ3Vav+&JOMT(y; zVBfo&8~%JXxm0(d0-UOh{ZL#AOFA&0o|)0q*T0DJJ`y?l{~EfCN0s6Qcq(D&!TQo8T)2>Ips z@;~SWHZ=+4s7Q}ErVc7Se-2Q!%|lG+rxF?@#NtCE$*}=6cVuMr%*-h~GclhuQx|2x zIW;xG^-<}anHh~UempIRses#zMj5#Xn|+1I+ub|S(F^nQ@4-y3rWOkdy0R6xK+byD z6lxUioL=XU$3-Ib99rwzL!z8WLNc*}jYzuTTvE{H}c)zBc1@>*w^eW%cScM3IIpEJgqP!K11I5HpsO-CV9n#%Gxv5>nE;=#-DT zyUJ}%Oq>-W`SoTWr`<=qw)Azmzn!jM3V&KEi~vd!oKoG|hxpj8VBtb%t1-;58Zj$> zHH(4vW^=FWrAN$R8%ra8?f!ulpN@(#0lIz(btifGJHB>=m>{gmzREQ?nP}LYYBp;e zBnW1eeL^iq$Arp{hP+0lp1k;aySsLte)TR{C$IgbuX4TKC~2I)F7C!4t}1UQCWb^j z3)jW*P{FgU#O;);A8jeGd)$Hs&+ca$SQ6Xsc9qbLJbH_B=6EoGV;}IOp(ppN>fO?6 z&of8PPK=B>#Sc<)jCi#QBL+`vFsLXUBZ=w6~9AJ_}&qBZv0Kt{?@JMb183TU@#4m zjbpEiC3IbYi2~$3b($F&WcMN3LOIX(AFl) z^A<>#qrHo6ckLxWnU{N(&XirTs?Q8eSTr2_AD`1xY4jpB}caQ}X!SSFN5WO9sg zb~(hMFpMF(!wu{*aIDKn!34pMl?Vc^07LchA?x0OU0-?mS=Vz_w z`AKDH5>80t=g)@FrhwwBQE=8TcY!TmaCi3`%R*F+KqfhatAWL*~erx-jDF;jTVOz zw2MpQ{`fQqlX7xscKJ!2AK_!~HlU(ZgMyAZ27u|ivdn`FM!w&9BFD(dxpMZmJ@sY1 zx7W``_ua0pt`#LZ4uP#MR#W&h|BE2x@jaG3n`rir*(RZSb0I1Ceb%?RxiZzrYWM|! z>=-aKK5SW9leeiEjq=f8A28~8ojp>Fz1ZEZQ@tH3Qk1B6sYs?Fg@*Xir1dM`Zz-2Yl$%osr=+-+7G#a@m%QR~&$96|Qvl&3I6>0fts;3^{OM6L36@69I zd4E$FAyY1hkiHbjtHg8mssEZ0KC;K#Guz2XhGoSxWN7v-hs2*f!Q#oo9uK-T+MC*6 z@8-%x7Y+afHK%nn!}JH6&BTXpzKyA^FVrS^Mvko01uLT`&YhBq^=64*K6}@x!qO~O z%}`q+-bmSZUF7&{;pvEK*gzOCu>6K55{ntm&g~4^wSGt$W0Qn_OL^A!3(G}2)b2$S zXPd*ei~HQ4zg}f8lXgYltVof}-?)bMEqPO)#Ls%5FSPZ|HkCg@%pN^S{#o2EiFN#% z{9)2BRn2pSctv}L=RE1-hQ`KslkJMwxS}NQX{+ZqeG%!49O-%|?3z5TxsvCcmh0k+ zusqq#Pr!_INsHc49Df~@ZQWb1P<=y6ap-B|e33cUT7FmHXuJg*MUQpxJGVudC!&cO zOs9{;gOAfJxp!Ml69Y#ZRc%bGjHOwI96nD*TKlA&Yi+6nsc!1@3Ot;C`g3(~R*QO& zAQZ)PRepj=B$vTSO*b{AV-*Nl6Z)4I7EFOItwbjkjo)6m@KARcWByx)DEXljjez4v zx`zca^kE=zM0|z<$RnT2V#(?awcz|W>KjeJa|<=eC#RW%F9?|m1YiE?xItJ%SRMKH zZ5u0iZ$Pu8sTtLqy}eDUL5$6Q@M$n~d#VvEr@x@*cgO!-23;`4+eurn>Ev2Tlum#! z7Sgp?=pZXsh)gw`JUC!(78Hus7A=Dch5u_K?ae!2Eh!!0F=r)OtvnGRi3Hq^12+gU zTzF@YcZ@!~{Zv{Cz$w6y3MoX&mrf+a->YEsTvxk`4rju>{r&JV9bv?Or0&i|eCfW8 z4I8jyKjq+9aQHEj9M^9K%Q6-g&AgG#pS6;CBkCIQkW~}OR|7Bg=66{Zg;CuvpDrMl zWN&L*Qe1pb7G3y_7;Rg5nHHc3hB;EdeVwwsA02xaeSXJn#x4p*^4qDIbZlbbi#2i* z)FGDQKyswO(yz9YcbbQW=F3Sl&4|cI_+~8kCzz)&Bimv0Us(9q)8hmtJ0Df(p>6_o z;saGj-Zvpg;g2;nZ!$kYD#72sVd>fJ-W2Jgs?t(lc;djbpw-ZFcSTn4%ps2g(L4u- zQH>H^xcLgW{AMjTUY?@jYO}X@+?*x7E!k677r#(mxYgLbxTDRu0s)A!{MH4PyV7mL zblwd3g1-}r6YsyU&69jPR?eXQ(MjiP?Dq#rP3L;@7M?STWDpjU5j%9aS@huuJK|oS zD=tBO^Ke^;7DDK9Y(fP?l)986B{|`UH!4_!=F&sLtEe$gsLIZmsi5U%M)Pg)IZ{G8 z>$8JtXBYvEq_qA&YbIfcWlQ&sxiVj&w$0mzLBtv3b{VIEo{a_r8xi7T+xuJLF5501 zQNKlHopX!u)VSG+vRks%+stx2)Me3T4`^&**oVTm=n!+O?o?LsPX#R|fPUf%dycB9G!3eEA~dTy z7agzQNt4Z&DCs_L0Rsw@ztL|v5#WnoL(BpYiiXhQc6A&xjY3t;wb$-xPl(>mI{?2I z>a11Oujufpg+B`zv}_&}jP(WjJ`T$Sx96IR*<0!`$VEk`&_5v(SH4>J_{YY_5B_pX zmIHVUhG?rHyd5fa_(iuLf-tWAy%aT!(Oh}G4GhTrfu>TIn`>=qI=Xy6O6*~3DnC2% z9V|rQ7zq~oRolG}yr_+{IkJT0{2o7TIn7AYbc#XyjS+AG;88w@UrM5)BXOE`V3J7X zV*!!;g9N>op>+R(C@g!UJEyCC=_E?BhUvtIjkV&brNcWjmEIXE2>@>%9t`kWg*FJ5 zKLniK4zVMdWDcI(zZN1g56^+T`X->@wkkm_cVsOo{8R}j5X#D}zkh4l*qp+O3SLj{ z?iMe+7k~dIl2?V4UYS-yadG3PPfA(RdKw>In<+lgfWf)X-tQfMf4;Cx_%H%tGr)~+ zu>21s$6)(_i9hExAN?8xNnI@m1=$0t;q% zmLhz+cZ!$p;*1tdnFiytf4#3ui}X{m zMioYtvyL9RdL;ncg&}Tm%%;`lZFdy-&k(P*GNsYsCj*6+Z#NW5zPIZW%IvNz2lXW^E6Qri5t=%zSsu<%Z(s4IlNd(&fq9_9+Q8w(e1z&?^Rg z5zek;Z8X0}z$Eodn0RuA+>$uzD!&o#I=OBt)roQvjPPu~CC-8~Mn2^+4WsMr`2*`2M=)5Q>)nDl@O zpHU)ldD!jS5l81BRQpNn?{bqa4D9jHTkU28kS{0U(8&n@{Rr^AvMDDIm=j=@jxZ6C zkns96WMpRALdvnU`Ql!;BTLhfZ)2l8LTuJ+Hy!ez8=2y=H$`aEZd6QWkE|VR@qacF zwMGZ-Mmwu?9}F2pGPt)Jpjf#%S?hcle0u|zl$V{GyT)~+>g-Gx@zIS>AsY04!ZtS3 zF!6_Cr)ha@pQ4lsP=sbiM?nv6%FZK zNIA{B%qyn;OJq$>x~{9K!gLSv7Q}TmKu>)C{(anIO(-QF97IM(NAHPQ_ok$k9Q+<$ z+}upXk;Fm5)n>jUG+2r5lSUy+jiI-}TuZXO9ZW~Le*UdBeXfu0#}m2eeyuySq{J?y zy~+1dIH4bQ8xS~q^{VtFI-=u!d*3EG0(g6f)kcW(!IbBxRy1YV}fadp)i%Eo}>Su#X5IVlgJf zup;}HodSeccaN8yw3V&WJm0YKvImAWoOject;F(&ubmLZ>rB>26Ld=0`)A$(r>zw3 z5HZpNcHyl`U9bNjGpB?oSh=~2Mxa|^ev^p}3A1F-W1tIz9z#&@)p&{tvi*&SPOWaq z@TZaeg4$Y~tYJvcflD`@#h}4%Cfaj5LjM)1o+jqO_O_iZ-^IbS>~`%cTY#`+^gjSw zsj0EDvbrpYwF8Fmdp+o^va$vpxJ8s>74kN=w%m6*Cm_47prD|r2>F0QXwZK8BvgcK zcL2I!Tb{AGTN+^m4tFFI0|N=EDg_fM0pI;~G1{D`l6ponU z;%hxUpE|AQFAl4ln)!;o*At*$>ceCSI3NB~v*EKFHwNU@wG(q!1Orn-8Ql`iMa!9%(qUxbv zflJ26ca`ouSeLIBs9M{ZOY2j#nlGJusbgjXU(*>oT=7n2{Kt%6AwvwEY4Zv^^gCGS zPs}SHO5=5x?d+qGDmJ5Gb{25D{F_NEqtDl!(3^r;#t?@mq)GR;5exnntK;K zLi2AZu&{$3KI#?-_^ZL3z@qcT(9qCfrcV5M75c`;qrTnU)(9>S-;1NH(< zroAFj-Oy5oeDn0?#x{A+(9qp;v(7z(_fn9)>|1sMbzASd7!wO3-barl-->~W7ee#X zz#-rpf>F|cxY;kR8=e5gP*;ze?CNqP5g+D|cO+3n1&RoV1vls9^g*QoxV7+LJJE*$ z3OsGX2`4PR4$y!#5)672SSWOm?v(#2^4rG8LMzSBFUZed-`bk2ut=B4VrF9cz~hyI zCO-l{Z8#x%Ua+`Hi@wE7wflXnobhx%q~5FPH6TKWkRXvniuRj!MAL+$`L#fTB_Tb% z-ebRyu|10}%*xgl+$GsiIRQGQ?T^nF5L2L*{x9ze|Jtjivs(*=6YIEtmZzV^T918J znK96l-EfJyp7}XyfqPx-_1as*993-X+-EYRx6mNG?PhI# z*H347gam==P5qqqF{wSwChxY^o88a`Q#bhml02z}3S{gTq~J1cc3jF><$<%c^_D)S z^yc939z~^26^U_06(8nCz*i;%DjGKe1Ase`;PnOrRH^ zr7}oYEbq={&U!~WUvQ>X$SYP?Q1pi5b51J%zzFGkPXhC~qTn7*e>*3M($p=0SG6NP zX4Zn1%e2f!ia6&T&Cb-G4uX0>zv?c>p<*pEVbY5`q-;v?Vkhb5#Gm1G<23haEkCwvnpcRB5Ji>G&(Hh$ zwO+lI*&Anj908ik*xzURfuP*HqI1oKfRHdJ79ujWeCmvAu-Q|nZZ{g)*r&LaIV{Xa z2Kr#Yf-|S{zmpvKLYEDTbTH;HE9<=nF)++ka`F78&~f=F`2I=!udHaqn}JFVPonEdi=(cr?6m)lN^pOa z5mg!rZ;~j&F^G;gPwNGrLgVGd%P?b8cHL60y}iA1#!ZJMEyfinU$G+Ve`oFvtf=vT z7249WroO&=8y5>cR>*cKE32FRC|V_Qu?v z&~;wUub!Pp6K-(?lv^g&A$QbbY%5(0E5gvtEpbunBZxhAYyA`S5omw;r}AsY!_*&N zdz~1sw6x5&Gm)`{DX8^wjpp=#R1EcIF|Z>_+TdK|nm>i`M@5XR?Z}vfL|PwyHm|>> z0bUMmgZ^uqoeUMT*Z+IuzvI5m?m;DHIY?^efIg*LV35%HK-gFVuL)DHi3t7UG7prB z{*kE1Jod2Ub`j1vFd<9t@O`rS?Ru+u1wW9|pc8=HOtVid4fK6v`<_Rtekov10B{H>{L0E4FQ25_2L@+*uk86Q z&k9qEYmmyYYuB{ZYH;|_y$Ccm$dl)*QDVUnQRn$HFfKxvS-&*PN+OM>(Ox04xU|$D z)|xg!GK($1h=Jk(PRQvg@I1uj<;^4tM<5f64HF)~V18fwf*s^Nu8oH-j2!+C%C~po z&T`LltCq0&Vjp?y`!$5C>lTDptcEjl@Wr9I6erVL{wL{aAxvihs+6>MLM`plDBw>K zD{}(?h7)d%jv4x;)4(A+*|&i@A>cny;hkV*$W+M(MqC|uUqO@r2EuqVc$a}s98EKy zJu+UD=eNq)xUFv`eq@aLR&`+hQpD0MV8!pRm4Px8wLqQgWiFhmL~} zUA`$gKoPe~;IAPKwc?JPY~q9Te@1Vbc5!O0Mu3obb*vRJj%-1}{J)|j*H+Gr%JNO+ z@w!fh3e#jk+O^E>R><>nO*eYr-3j_4Lz2%HBVY3S-(+?r9^MlN9M?)11QH+&f%)}b z&g$O(bCCkYaL92ak?u1ot7(6K9pQFiV6XdfbA9Mi>yx%1jfVGm!o~acm1zOrkfT_m z#EgtPdCq(p;sb73su@Z@UD^{ytzB7(@MS5mATRLy_vqS}+S&tnV8L;+f{{El5atGu zNa^00+>6pF#_)eVw5o^`*R|;APtlP`I<%XqRQ;KiWhNfl-=QK9O)nf{fa*uWF_c+I zB4JFDqhiGRTRi;rF*_$G6q*JH_RW9RInf-Q&Y6HP11xC(^e!*Y1YwNfHvq+M&v+W{ zuOlzOX23v%TyvRPSZD*e=+*tq3T|)yS&~t3ih+|FCT2+1@DKPg1p*gD>|u)E>|jLd z-@>h6$+2Ery7LIj3v#*#2MSn_KnjMW{U?o~v=k;HWax2yM+XT4!Ah!N6*%FSo4!@W0L=&!1`&)frCVrGn#PR zXS&z_o=OtdS1|Q6CW=pK{kpgVhN-u2-vZt`*a%`!aE4;MH(h1|eq?+DQqE*o7Z*4& zLXKXD!m>=O169yz4DLyVyu!>(FH6frYU%ELjFEO+XyImhGZHbn?VGiSF1~o>&2PsJ zdTe}~s zABn)erhz~>WMv77ETlL?BxvL_x73Eumd)S1IE!@;kDy5$rruVH=}3#-6AF{n5eCyL z0jbizcU}vh?U9Wn+`Hvm_%4FDz)U+ZrLqnE+SEJUXU`9x6vYzKGGuQ@ml^B08`ru7 z$L)=5;s;tSlV>IPBVOZ4LZ?iVSEXNE<=*(v&(XI-cSn*ZPbicr1Gw7Mr1jn2Th}&GY1D8skBvYE!n+AT7RFdhp z8blk3vN~X9-;2xdM(*b|$Cx=8e$b#w7MBhFcU(_nx|G$!1ew+B!gEWvTJLEgx?RF^ zzRGiFGeYl<#rN=5IkNT7r0aKrXLjtzF5@ytFU-C=yzA?6M(BHz-jwvzdYkU<%Uhkt zuGQWbvXFLNBxa$b!)wn+wo`Zi>fpBJg=zebR#8j2EtHeHO<0kK`?nJZf~5lC9kAmD zOI4UiWYxjE&}|mge|&F}VYdH0%LunAh8f}a)=ZS5Wppz=rfHW8;LJfA`)6)~v)38%c z2;+JX+jlekM^n?q))rY<=8bD$Er%K(EZWP?$H!j+yH(U!tJ}N+K9Dd%0XAJ27_wo# zX8Sc?DG)+jVEiP-IfX!11XcS_uBJ#Q5(GjBQHk<;yLg=utbWs~`}LRn$G>q&#e*`G zxQX!V>}qe<|6|ygow;Za8DpT)Ht=PAG-RM&+3?B1!2u)|j5=!RPA+eHsRdqF(jidW z>Aa3wY@wQk5AAucA*5*SG5;HjT_p%Yf<+Opt+N(_;&-sACbvRK$v$8W(q>oo|EZ9& zIo!j1-bJNO+u60?&cYINvF78Chz%bGSP^h%0zT<8Nk=oN{)JG%I#-QBj&{+i zz9`pWe~gfmtGU+0HCUdXzoXpj0WWVIunwNyA2_O+wyS1G+LR^2N@}jmWavlYh;?Q5 zpByE+|HzMkZ7D7$4IQvMBp5WUo$XG%n5i2uW*eGlqy&yR zoYMi`0<#UTpEF})dMYY>yUct;P@xX;M^~-WIkR1}R;8n-hu$?rE#L-7jxPjGG5P|2sNygYl*1W`*r#A0V7XZS&ju06e zi+{`_Smrzg2a*nB$GJ#7Y!yEWDNoNlIokfAAz7Z5*JE7;YL;{zr`j{3ohWR!cKkpQ ztvjJBy)%bZVPi{#`rL=waYwe-hy&K{lu<5kYD*)Q2?h-KH<`Zqkaag!y!M)|9T%NGB#eTMh&sLeYxz`>%0@Q!NL3JBNiRV$Tg<=~ z7Q)c1P@W_pOvOg z#TU?Wuy-WZZB2^P4ZM%_k(l6YHVzIo6%{;S!=HZ?$Y}W4RLsKK@z=Hrn{mh$6T`r6 z?x6NxxL}{()eYEhY6$A)+^K_SXAQ8z2bn6gX$Z>Tmc%tbv zUb}=59pOd#X&MK^=kKy7`N`H@nH+3?AxXvdic9yCaKSO3jPGGF4u?BGss#BTyp6Ec z^1jjUq*H8XX&Jcce$}Nl(w0C@oOtddQGzvjI zcKvz)?7dnI9c*pC+EoKBJdEw<-l#?9U4M>+68hT7Tn4RZcQ*n+F?0L2)r`r5?xiO&%&5uV}q+cHV$Dh9gN99q;{! z!~t^A6Nc?%{F{SGqz02G*hFk03 zgZRej*;4H)m&*$@=XiAIuH@YG<&XhsGCM(Gvy!%N#=k=Y50)d1vx0v6cfAgfU`mc< z>=!}_p<>N|<{oJR+%0_U9X^(o+wG2UCxuh7mR2HE9RL{CXfXsKyW_vO+j^HzFUud( z`oCsHTUNgVyJNmD2g#RS|87^-!SB9-mZ8O%t5GONo24r-A*TTg6_Q9+WR?;g=tM2JT+b(tZ*#G=*4GKCf1&-AnRZbW`eJYfLmX-CZ<=UUE`sMAWdRVff(B)NM z)`OA&K$o1HRaj^&SRX4Y9upy(_Q#(+eHtf`HEhaGyET+W2bj7M9)K~|)qBP>>%}(A z`a({KpWhqKY$hgyAi^!utp%1Q(AeBIr_`N^fw_Gf+WVbMnvgcth_9}6U0PkGIW41w z06Jc~)X^A5!0OpOnCojdd4-Owkr5M<-M>H2jdPU@%yfSWx5hB@CInQ=QV$jM*T^6~TYlXO=w0{l!@D=~e5{UPcvRBdO)f4P(S)1u`C_T+w8Hjxa(lzFoS=E_>}-eJzO z0^}h=hysOA4sI}5xT7JUZK4`^-j4eUu7WGRTLpfk&wk(vE{WRydgTrM!&vHpcfDUP z4}HH`5p&7@m!*@UzMEMSze9)k*h#7vlc#*gf~Qq8F^#rB&s@__u5~i@_lqitKQg*~ z;F`!b}l})f6MNf_L=w5Tw5vE&*o8`-M?vb zq_3(_bWOFEGr5_Sid+qQj!_#_nR$7uP%z)#-oC8Cd`QXWx8(PixMTI!Z1D zVJk2+L=aH*ko*rk`YzdXw?9>6B+TacTn4;&q$6-PADOa;J$ID6KQTdiJBYJ(2CzsA zJKRIN2ynJTf?3=X9i9L?H55W{3(Y*xXfT3x)7Fj~8}jM>2s5)B*kyXmyZecK2o-o2X{pp0a_C6;!$F0S&@ZpN)4&%(RPmVZ z6Q5%yOyZkQzRPYG8`wW{Fg#mHE`4zSr2D9*zP7fqriK+CyAb5X)NsYl6u&j=d)fZf z2B1j*`h##Q2@#P~eIuA{CpPwZQ-Oj3!PpOPKho8GW(77QSh`F#;pwHU?5AG}BT}MZ zK;8Myx7EeR9}EtbeE%LzEU|Tn2`zAaO-&Qd;N`bPqh>R)RqK5a3ZiP5nC{?5PqA&j=c36 z71ezMW|a@|!#Wm`$m>W^pdPn>cH+st)j2k05fV7(Tgp$r& z8-9GT`~hf16dXj+W61$P9j-^+X{=)ell6ySbuTI`1ocdaeUodbM0@kW)Kbl(3&~s9 zUxx(3)z!W_3eX6^V+);Pha4e{z)SEGxhsD6#t4rl)dz3V%QHTdIf=ClUh?Ey(sC_w zQ$?Hj&Igo*fR%VEEw%BuSR|g!g6MfX>Cj|;%60niKNZDYicE?;c^^8SPijyqqD*s_ zQOU02jxy#2#MXIVVyiF&lSA8({DXX7++zl0&}0hU>&|~+VhY?7U#9mSFunE8C~(a) z`#HH>%13(4fc)DdI%!kNiB0^)S!)({mrAf_3*z1Nz2A+C#AIgpZg$uzwZ;?oRxezk zQeC1moN4i?xe6Pxp*+qYHky*5R3*K-PO_y0{upy*p^yx7Ib-~dNvZNzJ+{-)^HYg- zV((^S6HOUqJ&o0`y&grHJo$2VheGaEpcHF(C3cU%O1?XRfpPxRKxePdt4f-uBcPIb zBzPQpbaZ*KeF?y|v`1-f#!bbfd~ScCXA2LtD@V=cL3J|}P2pY$LMBd5&IN9tF?G#z z_@{BbroCiX21jj#F1&gW#R5&zJt#QdxEMcL z*VSJI^2{7`df|lB%KG)n33>%=20!5j@1w1|+ao(dO6(dGUxu?Jabu`Iyuqf& zm%$fzOH*YacrPV}5@IC+6#&pHGob(*D8G45&;=Y?gSn_G6XFRP#+7huWr42cweFv6SFgCd2hS?B$K z^(Qwz0g`TLpLB@C^cq%{L`r1ATn~i~JKPQz3++4TRi!Mm<2dwjEyfrzcb*3u!S@-+ zL+)v-+}GM2(1nKteS_pA0s+t?dDVPI_v`QP2O*y>GsMk_kn$@91n5Q&?O#0fEbd+e z*9D}P*)?Rd=oloFDY446&&CW2@lZQHh2`btgS|aq(=+t-oxxAo4?nG`qibB+ z+-Owc%k1cWcbN={;9(*^f*q9E>;Ldb(x;|&!48!w9(n~UI2{Cdmyna)W~EH#L4`E5y$a^YZ_ z{?m+*&4W%i;opbd23D?*s`}V!hKY%zK4U?`T{vm^#(eCPa(2zsvO8?S$tmG~iV9!T zT*&f-)J*{x@pncD8E?A;NX%;w=X}ZAKSK*f5Hu3dhz+N}0$nn$W~n}W`AR`=I(NSH z>Tu?jL7zTsQ>I!2FyXRPd!T=WUOo;Z>gi{9KBby!oH`4mN@`b27q!53kw6ADx2ytU?=|mFp1&^kE3E$%Anb1_! zyJtSW+TI$g8mfRZ?7pX$CcMR<(wIhc-a_Ni6Gp=j2mHWjYT|HZbjrKSfp*o&x%Ba7 zY{-C*`ITe$BXqKq2?+_;Bl^y!is~lR69~XF!~*-ul>jp$3Hc+7l;iZ_Opy}-V+{j2k zUKPT3;7NP(;jOs1>c$B_S?ToV);9Ux@tLtHE6b1($9>g@#Sl6Fv$h7&dQ;Ot>g5T8 z=CVxVAGTzT3)pts`gOE}=pYeDg{sfB1I2i5zEmT-YVI?1*rr}T9kbfd3Ugj3gQDM}r zp@6sKw;Q?iHz*Ml!|(6;Q#8+kFh+caP5#MMv_J&q)}{nJfYOW%Y378xfs91R$<1+C zZT9tr0V2|)QNeM4?4p|-6CpNt_%7kYosn2V=eiQYzNz0VR@eoIDzqp!w2(J53B{jI%AJ7bJg{mzI_a-k!KjI(gk z*qu*Dv4lb&{N${bq@q7*m`<89v-ehNh%EiV^w#3E@hBYm1;j((cOYJayKDt4Pw?@P z1vwzBzYs0v6*FLEVS)aON6|rUvYit*$uHd%&hw7U7^|+#wBxNYc>Iozelh9Baco>q zdJ0{9=MU>wuaoLIA5VDHCi)f~bcEh5gFEg!7~p6=V`cr@aaVEg@Ni@Qq||%U#^AV5 zvtw)4eU-Fu?BriR%k<{Kl~oS1phwFrzVub@@Op+iU-0poqVEY5KEd_|eb>D_!Sno) zHLs=jP^ppvyMjy(fXxg%NTaF6HAAj29k2&7c6Hr{`0inZy;oLo@$KOGtKZoBC_UwH zRMzW@6d6|fQxA_5=s{^FU?N^q{H@+Pm3iw*$Sk&~Y`6WupM-PnTySoKdpzI*6+RkZ-nKHCgtVl^z4cwrMitxpU;W@kY zqih4dJW@Zyo?Nk*n;IIvZob3}nBUsc56i?M;fAuXJZ;v|BaM6KC}?9{PBaVD+0B%N zkR@q#z1rzyM4ZES%wW5=`}~KAqD|#gEqSGWX-vP_)x5NbkZM0mbp){wxDs z4-*~TyIw2=#hX=8SU#QZs*dowMv8AW5_+ztni$kP#iByMdJ$~vfV7K`kH5HpD-T>J zzUUMKL&4-9FG7e;1 z6f9`!(tGaykEs8S$GZRj|M8=;6B0t=NHR(s*;}&9RFLB)TTYn@7DkBR3Q@8KjIH*?VAwOHYyEuU`S6I;c3t@ z4fl>EM3%fzwOMVCbdHf?b(SF8qww;kxkb~{l7naAxchEgE5)coJXUS}^X(f|R}Jek z9v&QoHBZ{ialaG%ojxCC6P53Jk%-2T^0aY_)t8y_Q}nLPXMQfO#F&^ET}G~iLa5hy z+>f>Z8>PInkiJ*KS_!;RxbuV8F)W~~^Z>M{H7w#mRPVXff(Z)O&>3-27r{)AKN{%pHb*K+v`3`u+2#{ajlRKnBC^aav9{a09PAcRQ5VaP8_> zKqcWbWqB8^Wo`fBeA5e>K?_i}oU9hzW!7xa?;=Ee1?JDuPes{tDBLfBX=ytw%?X@0 z13*0TI{j+^N+s}~!IBRLXQl9aJd2qoja-GRQ|@#dd|pRDnLYTW2WF%W3%=G{Z^(I`Ai0;@u#m;#bH#U~S*p3REpIHG^LdXgP7OlQ1){z}IEv zG><7fc=tjwyf)8nt>HC|+FU#(Ba}>Yl|B01o}%TfN3V7_Rx4dA0|;u60@I_K(1YGe zAllw%SSdvk+BskE==DW!Q%%F7l{N*3@Kf20!{Pai2NvRM1w_Z+;>siCiQ}dobws+( zm%KGRI}jfJOq%r0EQ1#1@Bw`Il9^N%zyuGtf^TlB?fo|X!otalg3a|_}Y}BQ-cX&UHnx`4qUIY z73%Ak{LR%5=%+}w8Eb7#ILz0Oj2ZjGywEhekg7~_E=QJdlM zf7`|3d2jlUeMu}71i4l31N`o$-!j=?FrpbbL_R%XpLP2aTx_q;!S(X)NH9%K)jgI4 z>X@TqoA`~t0@wdFUwZn#uvz_C=;PxvbGFDyCfu4K#BJfrFWlL)=f7~``}dp5X4ul= zA|5_|2$K~yi;P1s`iCjYW_SSr$L&Zi3?qD{H4!}f;H+-C?PGV{*|$wQ5ZUn<0ZgRQ zXDNMHzQ5gf`yfcZ(Sura01%155o_;;n$VUf4H^vs&n-VHh@3^gNdgZGCp&xYVY*GH zdE-@H=9~qHibl({U|NgUx&?aat9Amq!C(gxMrG?h_OU-)o)CbCf9uwjR*NOc9FjZ0 z&wcCGHN<~1!;|IgE2wCKAjHvLP03CQ3=5#9I`qbVfHw+(D13YnkU7^LBCEIf2;e2o z-JSe6K@ovKmjUxsfQ~llMb`l3+1VZA{bZBcfOz%1347*s3aY8&w-?L2A7ZDxyx!Zn zY;=74mUUA}YuE3U*wCcc&Ly`UTZlQwy#SpRDn~wM6z=5AjFyT@)9F@xs|NGg0P9h+ z`a-kGCoijzgT%G68qbAQuw3(Bp1pedbYo$G*tBVN^RP~V9Q*VOUGv}bo|sD+CL**4 zL^u&)+yLqk`cqpQ?$Z8qQIw7R9wp^%v};%EUl8~$UeTQcv0*jAoVaHMc}zaft+(g= zVgEuO3@YvsQ{!Z%D}ZHK822>sLSa z-Ml;6qhB#S-2~O-VHcg3%lZCn=zQ&&?IG*HnUFgp`3lV1D}XJ}Cap+xKSHrwnU6dy zD4==Pnu`c0$i@^@KYV=dV9>*D1sxo;f>V}dWA|_|+PnFfMSvz9Jj~W=Q%qX%9!V-B zhuezv0y50NOPi|zqTVza;O&Op0i$oDW*MNvR7+qe4m`TJm!k5YxlBYw(Oq1)S;$~U z9X_A+%#4N*APD14x>wTR=?37)ax|ZOJe-AB7!mMOtFMwz(dfvec7?g>WHaHbDG@@O z$Ckcq7Hz-|co7^a`vLa^oM!#k0Kd1qoY<0?F(yik3rWiNckxvR>N{660nn! z3Sz^d3WYzfFcW$-l0cTEyek=fE&kr=yyA3Rk;23hcGg<_UFKl_7TBdjwsq5&Af6L~*p%fWYxFuT<6c&|AE&M})6n!Y1expGo%Q?{ zTWscj^Zl=Wv`c60EyLB!=ychCQK~ut%_cE1K(@Of!T(Fdw5E%4*hp{UgS17uz_)cw z_G8X*Q3Xsg-V?0vj-lF33oCd1Bmzf5yms#=MIOCs;!bLKAg`EscIQ&kOsAAzrrM4q zY0ah2mXf8hVsXs2;^tW|vBDy^#{n%J_kM%ao9_p7IqSSCNbkRbk)x4Em$3!$-gol3 z9+cb~q>xynFU(y@(=Py8c{gqjq4;Ywo>tN94*5p`Ij59??@UTv_*5;ZiAke>`y;${ z6;$u#<)e{FDzbRE`kSBU!~2$8sns!@?}SHODYGfwK@s6G!BiRUqD!bCEAleJC{4Dm zlp_r&KX2cPN9!|^oI=>8t<33(RgO->c~w9DMbmcq`@@TiFO_l6w|YXx9-wyYTVJuR zzfrvU?Dj!h0=G7pZQz(utu&PGDC8gy!)?WdGt8%d(z1R7YCPcoU(?Pz8zX}Y0aPe+ zdcH`gmggPo-*&92DcLVR!27n+n7;`su8RF=zG!gK@n0Oxr=_L&BGInYq=gE5Vh**eDDuS zNH8i-?3_P_5YER;Da2?#I*Dyj!M$>HwL67p?wgr3NbT z2IGbMmOnn1VNrCRuW~joV_RPS3t1HTz<^)>@AQ{hGuK|D_`lkPyvy4+%WCItstF=5 ztS6&B-pX`GUs=zcI{)@c5VUXm3`BPx7(&+1EVvN>4+BvZya_jJOp+mY7lr$T=p_VW zSE?*g=1POaO-x)oRP07Dq$HSCk%!M~ld4we56-rV%M(E=At)q3EM-}93m4awPt#9G zOHr}PY18N8!bjgt2?5jfJQE(05b!VlP0Wd#iINNd4Ni6P2;qSXfLsQWg!q%gDcGBzapj(&ZG@J}xypg5jKwiJ0RO z%O8f#E@%cJ0q5M~}Xg+L=knSr!*O8MLUGI)DMUDO)o1omNwI`}358 zbiRC5_x*3jFCh>!CtF6Bie9Y|N*?@gE$&CSI^o|xoyoq$M10kz(TW+rf896pYPJn; z8xtcV5!x(t{aXLMj7P8gAz9x4S3U^;y;xTBV7w!&8W%|Niy#~!_#@HOM0wtr5g36 z%@-%|C(V~lYoo(qkUM2Coblm*tL1h))E690{As4$l7HW@m3bb2`q0_MW&Cur+3cyT z22sXW%>WpbO*!4L(CBZUI|Y4~ zS~aV7H&;n`D1bnDdU677>7z+s#G@HjNPwqPb>!O-3UCT2YA*8Hss2z}+8-UQfbf2q zTerBQ7EZw+cyiK|eu(BH%u(Ffws}>{?>5lyipYb0kQ8@!w6^!A5P`dZ;8j+fl6rua zk`m9UrDPz>o8T-71$c>Wqk%qqjy5SYu#+K4s@hoo98?baEJ=gLkOfseX#uDWm{xOz z7ry>DQZ(RpHC7Q5rj~gMqHl8!Gg;Y9Fc7Sq&vE^;ZU1el&6a0{*4m1s#Na2e6yyBJwBi z(+JDk(-6W)9-PtUy(_l0c~3H)b5Zyse~gV~*f^n%Z7_u7>^G-_Otea+lWvVGNF%O4 zM~FBjOzZzl7s@0-{5iyg@L@?8+XrYuSl8`RBiG-q9b$5a`y(OuDvAbMC~}y)$#wrF z;yG;WT|G>zs_W}(8XBaU?4#r~2Pb}-)~M}=tX@NmARu`hxIaki_=QGIt*mi5dR#=H zm>$H&=(Ai$B&Vo>?iXZLkO9d>8KDL1ieaqe|JywGCj7`LP!dHl%ysIIP3Yr~N2I?i z;Fv^3YnZ)h>*RhN6pM|1;Um`&c<&!lMua@NJb`h| zw`ZOTN9yCEAo+8z@$#PKmicpOJy$E3>daJoJph?IaW)XAky?VD(swZQYWQ;vSw1=9 zzri>ZyjQs|!ty_1o#Z(vdUuLF#+;KC=D}A1N0xOfF!l9v?}~mzfCeChJNgx$U@Qvw zxtts{1oYNa_D)W89E|{$xEe&lOfAB5FB`Q&Y>!%k%Q`ZZbFg&}V@|8@`?3IF?aKlcg}u zY2{kmT=2UlNuh8D4m(TQ#3S^*w@eH+FZd5HwsvK!d82P)TDE#^=f0<`J6xjZY#ndb z{qRe~-r;zMxF@0PyHelm_tTw{nd=CtfN2CGv!>>)d!)SyHk5?&pOIK7TzuTUVRtm| zURo6vkK*R$nw%Vn283bh`gmnoUf#cWH(cS9q{JRt9%b7LbMNKYmll!9aZomN=J0EBg{-qZAPV% zwsnh#C-d94ioCq|Z{N;-t9QD;=>oSW1zd2V!}kB-{hnQUF}MPB;B_W=2aJe!Z0u=& z|5zn|*m#}DMG+nv#_gi1{N)p6r;U)r&(sN6M}eOef*5;T(q%O;8617y(XAs13|4O< zzG+JYU_HY_WWJ!QhR7G?l6Vo_8gB59Ah8NY$n+T)D6!c3J~8@b(GRc^wI8{|eEvbe zeEX}$ygXN+2!V_p_Y{b3Yx}B=o^y+BzUU6XI{?5z9@OGz7tgb@C1`N2C=5^4l`#>3 z6*953ocg>H9S{Hr5Vx*Jcl!@BX~2;A1xLUo>1@y8$c~*Ladg`KG(%@Ml{MgzMdEz- zCT>xakr`(95nGj^YwI1+!h6xt5q(NJuB+)uMFxyXNw`m?sD_FwgMEu@Vur=2Q*&)2 z6&|!LN1Ns6XAy>=MXCyjOX{737ZO*PfB&TFE_1(MCXYK=DPB`&t~W1?J<3#4DlS%4 zuy&E}QD)_6hJ%1VA-5&O+1VKL6E?UUB@X!d#AylKK|}I3?uzFrQ|tH0|wfwKk33fjL0JeZ$@^7EvX>SAlF6(4}gUHTQduM)1{FF{li*pSl>X=5F5Tf#Q+&D*yj zb#J3mAd0|k=2X+p&JNtH!?J?>ho!?#sUH&bJ@<>WJdS&`U@2@^$;}_ha|54m>uZ_U z`C1QCJq(dyBG2r(9Rl>NS=cAw;NWz3cgMaofaX6QP!^&d_NE1G> zmvkSB`@!Zh-#2!468k8ZuT0gkr|g~J<=j^i{w}PO4!6@K{m}V$+>^=vJ!FP>S|pE6T^4${Rb1 zC0viOXPXZntozZnwY^I>t?Z?mGHsayQM`0yXik-W#}u8I+DHsp}NJFX*4J1q%@J2|8FkB*6N^ zg$L*RLsV!W_js@2omLcl!yGAnEB43kKB*MEXhI+ilb}gWc>5qmS_<9wYmrjPuR4d6 zqjNYp-Yo!V0LvGNrJ$@#fQ5FjG1=^SJ^^BS5KRJjS0LZ=!T+{ggxDhT8`ndqQ%K(U zKdd6D7$gJnRFQyyiA9o+`Mrpb+euAmAF*QZJm;ua3mU+SrruO+r$dqRveE}%W!?2I z)BFHg&)FWP;86>{=hltwZFpK*MQW!kWw%=()aK>UJp@A2^LQatBY!gyt`mYScJK)H zu@?s5|A$nr`5kS82)faNT8I5u^X0{9j8mJ<8Gv=9`1+LTa$7Ra*Np^E#|Ky_W83KN zK%G|jSMc&!w*6zTWaLMsuFIOn-Nm(yS(~gi#RZ zmIDT?c{lVjkIKmLo9S8%gdWbauzVpB0MI#*K>By*=N(mf`R(6! zWz6c%3vQeKchcE3H2(PB3FNL_p6Vv?vGJWdQp77<^KYk z4ioVlwn~5gM9y5f!O;8R{paP)f#fd*6WklRDYc)X;zLImF(t8$J;0KCf` zE-o)cz!e=EVn_s9;`;ir+3(w~ji3o*WMBa61;p_2Ik(MzvP(s35>p#i76Q$n%7J={ zz8m!`@y=K4-{x}&DDM}zJWmfaLP(zCqWM}_+=rH1p8Dq#AXrK2V|O1Q&o|lX5`}Ze zwQ7@|^va8-d@zisG>RSWr)}^zw9s)yHy(|zq|kUl9xqy+(&)JwxhUYX66R|{XBqzS z*YLV=K%NNqhRTXbRvMejA{pCLeGeA-o!cuzdHMk=JgLbB+bsP|SbYbkX*JUvYA(rv zZ@v#TMJ^N~b4Y@A`9^m3cI?O3x64t?SkTb#O3#mDP-TfWnmRj_(hB>Vznrdg{T61s z7w$irw5IQ7C#~)l#CgreoV9`M=5SmF1M#pHvq|z;7bV?7@r(GpJer}(E<-_<#V6O& z9XJ$TcOf^XxKiwoK1bPurH_zsiKOestfHjiT35x0ieT_v&CJb>jpKiu&6o9VRE;b7 zFOGu?-R9}4MW;{5+-9a`cpE*hvSMO&NU^#f7uj=BkUrk!RVjJYn%`iBxa_BDev0)C z47gV`w0+k!rK0oiS+BZAKLhe7H1q`ln_p`DlFKuZ9vjB+JGQk_*Xk!|lZsfb&1`Je%LlqTdGZKZm(8WY$WF0S-1k zApy)(Al?Rj6lBfvPyh|<41%UQ_IJQi#Oair%+5J>I|ww>??I`K!qrP0ju?UDoT({b zeOxiI?7V?@ISKKi|G@tTl@>^}19TwJpkX(D&0cjj>(;|b!Av}=#elhVH&vn(sZVi# zJfzI?6IKEd2!a^N%cFT%65@&Xo1mFOaAbH4?bDmb zZ@4HlKV<@U61afRa}|Ik_y7yYt6(Yx?14&+rNgUN_d3hF%2of9K0%6fs#(Kwt=GK> ziU1W1#MdtU{;IWZaK(ck3i5&>mgZ<{@D)=ns(n-Wf0CWKR0R{76ph>L;r#^pZ)fQ{ z{ct499&c;?AIXBN=4u%9lE`-C2QtB8P20`fA?YO(-R8wkgy(r*Cvse(OCdDeXAqBa zK6K{z1m6ft9&)x4dg9z??!c&nu;!XMyB0YfMt<%w|i5AlC(aOAT1J&&Gu9$fOC zcZTRy9NT{(-M26_tgO7?2@)YSU{RrG)43%Ut zeM?j-T_>yYaWNp}r!XHPNUE)7B;{X=m3af~28f8;;IISVbV$A9)Qe#$A)yOksC}FL z-k(+vnk)<5+-7yAvI2TAxY3?nEHFPLN=xDGTXy-^8s1J1^YC$Yc$m=gOnmZ^fL=FP zkPVXX6lS2!=~&6XaI&wPoGA=X^QYZyYL3?2)zV=ZML1epFolDhVj13 z(KSZW)Kz-Q8Y?#|_hZ}fL(0!uF74_3r_6Q6t;L*#|Fini^fS>Co@P99L@`kCSw!f8 z%?uCVopa5JE@VH`FFqXXXW*uggzj>O7JtuAJKBhzD(T95_9O{8_Mf(v<9 zU#OU#qGFLuezu7!E=v~uW320)HdwyE^;jUk+lYRZHRTPGKgj$dKx8Tvkp@swP;~b> zFlsf~kCl4d)v))>QXvfh`xQujSJ&?9uT7X%DZL#tt|BLD@93NYH2rwpz6V98{KuBJ`k#dWT zx}M%EMv^pkxtjysaq?N3| zShGH|`u6gb^nk#ccAX?bG9}mN1(#Z00%>K3S>JNmY%T0I< zdFybWK9>tvWckM#D^-ZLyiJ(}U5u4({UvuhnL@Au zL(&MJPSZ4z;y6$RI1gXxHfao;izeIVRk}UQaeDSjnqEz*Sfr2D?rq|=2WrE^_^jts z+H;LI-GRv6#Knu*xOjcWwQyFe^anA&$ePOFko*7NiCtIv*h;O-t)F;KQ^$qLKbpPV z8j$&}o74QZwTzsc%$%HM1qELU3b^!mvuX_I3e}mwTU*#Hwzykcr?;7M*ie9p_!Yc; z_xecLh5Oltpfi&6Z|t3-($NQzQbi-FJR^+3rjiQb^IVd7`cBM_5>b4iGIs$FJr2F!WL~MI(^Q?6&-45JoFBs!U8w?w98qgT}EmtYshWG^5*4 zSkjo={tyEYaxrol;$m449ZBSAxr_51_U z=({Kc#vvuVkwT$^?_cQP3Tu;ofHiy$drIH@yk(lq*!1+mzAIDXUNlVU!^4@v#BK-? zh(hi_A&XtO9k84O!I@NHK)(NWSNkajLR-Ax>*h&fIF>a}g1O7o$)zQ4Xk5PA9+xW?Q}Ysqr|*X@I;VJP?RUtpms>)D;HZm(Q%|g=6&;s7}jm^!0zP=mJNtYc~iyz&o zdSJbAt|;GdUWOLlTz@&LW;xU77U68i1Ga;^16jNL!VQ{KqVledaL@@61iTm5CS`h( zLi(VmVw+2Jm<{*gOU3;GlO^ zn0sA5_w<~mFj@pcG9Nw^P8`CpXoK7`HXa@^dB~W81{o#+y_7^mqE=HU=~A@JkGmr} z8NiIe#rLgrM$Z1!LKi)JzM~^G|9*ji3I|EHHfcA>Bk;M;S_A!N{!8eRur41b0oDrw ziU z_to5d;69g6Zc1m5PZZ|WC>m&ccF*e5`MI&@#mfCOfU&@*jSgZ*Ta=t~hTyfAIJJoo zonvhqj~EGVmZhPo0LSf=C8saaXbrRWT^q$LY>K%+al4V<^scSpD{B4wbhTQO{dtL& zhhCR|byPa){*6Rmk0XmB2B*g#_xq{RCbiDR|5#{OE0<0HXgs|9FuNJ_Yr zK`)z~4X(2O$mw7MZiM%gCBIEp%j|bFHX_sbugo3lZSl+@+;^2j~FN z&Y-F8Ucck0|Sf3bMcYPHk+vc~kvaTnEei~<_ zlVL+*eH<)+2@Ytnar_lRy%mYj5gCL0vAR`+ zRJXf&ra$Chu6U^&2&S=(RIb~OO5qQ6#5XRe^b*iI_G@mIQPBEQv})QdWP`L!4WRQ z0xwm|(iYPrE8KvUm6S&CJa1vpi0f8my;_dO9fnafGDf_-dZwHR2g8|A5yhl#)-n8H z^?EuSgz=%sfL%c>S2RzK3(JCE)IwFNX^4%ghtwH9Hmd{Mn#2%gzv`Xj5&l`dIkr^l ziaOa|jz*(dTnK9xEq0uNOri=mkgt!E2es8gQbxQ18F+mI^4i}NJ*wQqKp?c;-PLmy zx)yA)d}Y>Bvfj0=fa@5Ewe9Tg?#}0BDVRTHSp%aptQP`7M?_Z`X&usjQeF@VZLiO0 zy00FBy(9w24Y%%=c+6=Ojk0W1It*)IgcG}GugA^2@Nz#cYqnkUa9sOI43Z7cP!h&|9^=3xozaWCobsewPbls49B*(#%ne>_jD{DJUZ=*dTitf_tH20uSP zxJrc(kTN;@jVGpyK0O({EJY(MyK*;t{xo@D0&1#7d&{{2P6D6j&k5d%9H5@brF`FY zB!`3_s8Wcey)?koqs#~sPQnxdG?I5g%%m_x)lsJCgw@BuE?7|zh+GABo>lcP)Itwz|!@m4_5dRQe!yg)siAI3RG)w-gs1%;43#I2EPE zfA+(vdAqGQ1YfuO*F${4t=?rehFor{OGUHsgjW+@bw%GJV@^2SOrN-S&fg6S<$8dn z@R%4_Ae@|?8wcBbft~X(QrOGaCX6@uFEy=loQAv~!>?s__I9IY1QKKpbXW9$cQnpb zFk2$Gvf`COAu$Ha7nZHLgy@J!8iom^H?~QMcr5AI*cdzK70-f&47wCRT!0Jz3T#nj zHUJ=_c1IDDl9^3TQU&z?wa*z+|tl~z?vnO3zie9ZjxX}wg7Af@S1&0kKA zjmt%=i}Hhw!_6-%b)Yj0E|DiPEn2$%tw!*2huXIn8rFqSI|} z*(Rjj7y19#xPk4uj`h-fJ-Dr3rqWrlf7(*eP28pF&&KMhXweQt2F8YJV);HNV4e_h zZqx)fNEDZlHb;smTNb~~TuzJjSCqZB_MZu}vek|IusEjZgmI8Hm((yUhQm4;Kp;cv zqw~wZN0jciCCX0}ds0w7kT_k9_cmlAJ|{?w;mrc|X~ zBC5;KF5mEuhVQyUXV(s+ zO7-H9Np+}#ic_K&6~cRuLYGyV5-o3tqEC1-MRYe|VyxJAwKj%2QJS#aF#g2QEmD9` zrz1be@=BB+OW&r)3UOwJQVP43H=a zckf)V)JLGa8R53n{fM(7U zxj71(qh$dz1Esr2wP(}A1UC@BFP;pmZ8k8HT&%wpJo55NB>@@W>#{fM=L8q^f&$O% zoUF`U{*?+Eg?o9-Gjn@gbQr&!Ewgg;I9;2;NBcI%AMpFP`m-q zmUaK`9(Q)azOUPuEsLH!qLY`WPE4!=8g$i?4r4ZBHq#`jgQ$`Mxx$~@T*Oieyug4B z4i1Tc?94BAAQ6U1f0n9)L+-#56&V>i;^)uT@SsD^JY@8qISXgWNJ?&h|E|p8H7f%9 z@Ja}}yoLZ#AK+VH9iv=h88)^?{HByFsFQ&-pmORbjpR6JKTDfVg2D0&ZaSlZi?^CC z^S{dPWaU-W*Vh}axR`0(tF&qw{&e(WNIto8d-V6Fz^-P^(#X?I5$Y%qF?yWhL7qo` zRn?mhk4fM1jf@|YkSpy<9As;EpNP1un9&M0xG=!(oL4Fmja?XG z+t_xtsK%A)vjgv93kp=v(KlOXCAcUcatcTEWBx5%FgFPkFxEZj)O`kFP81Mz+@cMY zRC7&DSx!y?_?F5zof|#Te7M4i(Vi2qAka#b;H8I=EbsygV_|3WeJ2-OzliM{o_S6a zQ%y$?1c&cKny71|`S}Sex77cm2oYr!0LuhaMY`aW2@ikQpVLCxYc}e3pFQ6(|u6J+{f2paIv1zlr6jM`gJa@=H}uz0-3R>FC5X z$iE`)_pTHm{a^PS5n%92DXiM?jYWjxu;|UdP!Zq>p$4%(*Vwnm>bziV>-?rD-&|p! zucbAEJJl8Ur6r16si^Y9D20dr0Z*ykn@I=@{bn$8oIz*VFbi`vn&4Ydk3x&+SYHC+ z7COoiot4@`X=7`m1iu!@VbosA>Ey|A3+M? zzgTE&pbvGnEg_yXu?8ve&Jo9B1YhRe!>nGZurWtqC}UMe}U?0NSqQE!w4%H$2aoJ z#yg-&45|x~5LVoqP-y~66Kf87CN5}LDO-Oyr$RXz*RvojEKJeK5ZCR@2N_D= zb{l??w|??PaE1FJ0S>#h_5JHtB<@2T^uoacbB>UM7R>U6o@HY(miWLezx}@?;z2Eypl7{3(Wv!0>43AmF9b)QY+GFP2 z=*SB?sk1aQ!u!(a8IAw`&WN|E({XM*PW^~F@9p36m2?r9dBV{0TUOn)>N7uGy7a{( znIAtHURgYlw>xH*I#%yiTQ1hq4-E#hIOhGOAX(z{&ud695?;9RCRx~xH&eo^?|M=fG ze?z>zc=fyM^JL~|)n_f0i>~aneh5UGxUN_uz+zfa#KZ{1=4I<)+HPI5(&YBY&cUgY zgV#|pKH|BkGf`SsnQ(X!51x^x_lyH$K+6s!WNWyzSB+`eO&%|4>2sv;^74XG-B`$b z{>$)+Etjnv(Np^GcJ=(*&c$_g3ZX*~J(ghRK00rpGP+`4J4HFT6F0By@7o4I0dmeH zDWifsz9-B3Cs41yeoR=diqcSh1<-hVT|7v)LXk?{?t)z3$8i-^RT^-Eu&u&?@qZ#C zt>3EZ>c7UuBC?^sF8jlg!v3HH@@$LVmhrjniO>^W9gJ{%%cdG5hOzy> zu`Zi}S2~MLSzkM|c_;c_#YRD)8avy+zG`+4+;Ln2AkTny2lj11L3eLKUvqOiRgMSb z8jwFbpMgn_5+BWX7w0FSQfyL}{iwn^KE-3nP>Lp1zYqdt zfA*j@iqxJ5^!$JWppk^KfuhryGPqL@Mr)vy7J^9{V{g96;;-_U5R#Fr>85TwBpJf* z2Y@#a`(ygfP=S!}GNW-9&n}y9?1EPs_feb#0lrOHoix-wIz)q!* zz;aLh`rut+G{M&oZx1!CwKhw~CY`EQHL{uddJj8`4NAI8M>YL?jy3AcSJG;v2aETX zJvZsd!(QbM1qa*uznGq$meeK0m-!Jll>)=A7ojRHTIc`PC+oPeI&F<~Pb~LuR+H(Ht_q#NwQ{0bj#_lhI@hS0dtk^7YseBqZkiJ?gcwkkae)Q{xD?+ zEp~0KXs!Yjj<^AO%}9yXkGrao zP6oi;rFnS)H!$(~lG#~_;3|y==x~roZ?HA=w~`p_%ZH~b zF2!*0p56ef3Z*Ox*AIz>D@+|Fha?~k!+`Pm3uRT+k8FZzG zRgMTu<8@+npZ@B=Sx{qu_o^B>-&;0dv=bZCWL$Z>bam&l%2lLgq+3)91dWN!b2hR~)-%53}xTRRFN z6nUja28B?bbjsZBF&xgoU&Rdw{y7^bL1S3yVEv<)hi=RHOqsENX?}eagcMydbk_ms zWpd!$K-7M=EWU*8|KgLikPqwZA1<@MY-kcs%_t=o`2S&dif^JKR{4r%zxTB4a`u{X znhvP&Kj$`EoM5LHZ~RQTb3g3!jyrJx|NYs5^aizX7TqQx)G}K%dAYED>EbQL=)Hv2 z(V8Xm$o5ZE+{3FGuHXKC^xBcNaNIdrrxZ*2YP`Q=LG|Ijn`ebvzX!o^nSfzz`fdc4 zkGjg804F{S9DWKc3Q8-*ZOv~Sjpb12#L>wtQz^(;N?AkQg{bG z^E@2ho3rnFI{DZD0s#|iFMd(s6&6CGjRh8&zrw^w+oAO(&*QA>%Psr_d{3Nd&WpHWw62!-o zfEN{b7@9>Rj*gCy2rQX9ltn%N_3Lw4SuFzt7n^c$!Li_eMKKZ}A4U~C_wLjM?IG+$ z00$~RSonuUdYB}Hxb@TOYImihoGewY!XTvBDkzv&sg83opa~UQAK&S-)mQty|>@SXcn$K)+_9etU9XN&6&kw!Ic>4Ft0?`N{Tp6PR z!88id$bs!IYSnLt1%Qgd!^46v9aQ_XSBT!nM8SY93GUJ*?GV$`amF>Py?%{Q6mqP= ze9_NoSaSL&&AkQ%1E}+Ew78aTSXI{|C*N$&(A#qQP-dU!}lc+(`1sQ(M_ zKlwaI61zb1B%J&+pLAkWONQ1QpjSI9D&zRUb_1c!{&5^c{XW+e!TlvV2wI{1;n=vi zuP8o?iP+a^k6y($oSdIOXg>H9Tr5WYQsv5Mt=2Szv%5C1e0SZ3mX|Eom3q_`L^D#M$_N76m4Q~HrkjmY`2cuBmPMbfI^<=ul1I65!g zD-27+E56e?pE({^FGknV?9lPNO55h^Jp7B@>%_O)Z6d2?q=rgT>{gPBpmmj=WNR=G z!_U@md$`AE%Pnzd#85AY4_ zgFDQhz!&?lambHqd5nL{wN~fFesM4RB7^DTR^ybgN#?Jw86wo!?^|DdKvCdTlH}sH zX40SRX3Tsx8W=;sC?9HC4JId5LzL_J3G+JBo$I@%MfZ&QQ#G`-hJXL2Cd5{G1oD$s zRB>e`Ym@}Is$pJQIgao~;m+VHV*)iZlNJxl+k7{t%Q<5hU@87&h3$dLb zf*?DzFJo(QFCTd}XY5n9+x*_d&uL4(?t?V&L&m)X#7az;zN-XJV@<7{(dLZTr}FZq z#zwvVR28+Ff67hnaA?YVU3$yp-$c7E++{)r0Xt%JU|-TL&n*(EQtkWO6$50mD%%Cf zo16_M?h%AU5(oz0Qz8WC2k<24P_iu8nx2@->rFW1NxC2B>q_YsEJ& z*Cu8xrmI_&1s~0o&+P1~d0u`yB^x0P;5Lv&=_@@SWV;_h$46NvM-TLgVjf7R({mRn zYib%bti-(T<9`znD|JqrV|VB{fEkPcL>=%RbGvmKP)fkK>|&#jdwC0ED)BnNL@LLF zbrMCWuOR?0iFh6)lJ(((Wl#JDX#i+NBWVg>cMp51{#bJm$Y7?7V8xA*5b=M(&&BYO z7;7s+@FG>`>&`+*+{^Z)O>)ftKAqe$l@CQ&rJ4l~F18zr-gY@h8z$<7|47aHfbXy} z_zQQ|BA_7tQCwbV%&6_(dGiGlJxSUav(aMcWWB&OA(MR!SjpZb)&<++6?P++{gJoK zwSS|BEiW{5;H>tzXmR&ZMLdtrt2@tgpd0myfoISS7KZ^3@l%=6I%~f!T4)7@wWOv5 z-`nz-OsP_xiYlW%PNq7c)@36}b4S01pbs80e(l*T$iMKGB}xB^r$W&QL7F#wKGd#A&>#HY1zWq%JHs#8yN5QEX2Re_4z9I5fhe! zFWE6dp2 z$*+G?w0;UDvW9`$to1rwg2u^_$06k}ujP48t@A%=PLwWN&C0o^jy&*GfvAKmK#U-9 zpcBTizDNu|&BE6}dkzw@g`NyjRA=~}?Y4E(n#UT(9ETj>g<6K8% zgjkVG32H?n+NANa>Z$nub!h0itF#(3y8k(3cc$_`xO8?hs;f1s2i%ABeM0)Q@{-j_0K#f}{kLQu~ z-NfdHBa54IbwRwrUp4~@3ZuarK3N53WsMvpA&tBJyjZ>{J*|T+Ksxm&u`a=)6vC&P znwo%wXUxVkI@>gi8##)`A4@>t^GA(N%f(;{y8ZM?epKEszNWvfqnrLG-T!b;Vr}NtESO#~d>}K_$vHhZN zz|7R)dT-M3c=RuVZTJGAMwWPIg))|8`86_9BKIBrI-vFGqa?meX;!I9Mt_i?;X!FD zJdT5~*m?WZejeM}-?N{91aokhF_cj;t2(L~zyDgg@paLgjg9*}8sTl0479T8zlMhL z;vORAB&6I*F0d~`WL=M zSO{_;$US47e>5d%$UokCAXTMt}o=u+mq#!b^Lde z+I4mL%D-Fk0mfK8CGPpNTVUp^yzP5hKGG_Q8Vq~%*z$Z>9!|-|#!#lq?#o}h{{~tEZ?y?L^=Ot|L!eD95rtd z&s}a1WSMSa$>h^FZ22X*IESjIOFg>7QkS;MuXg789XoeAr`Nxc-HP_|*gVRY+|aKd z(qdh2w4Sit6lf9F^_o($<2=oy@6)>EH=bV?+Q@FHqandAZf>|>!hhwwqkFo2wYXEE zuU4=m>5IOI5jYIh<~&B#2*RGsG(G!o@Pvo%YFIc(lOc8?`nGFwP3nzP4Z}kd~GG=ooi@K zzEmW_yG62c{HnApEuCV5B{?%W-oNKFPXi?#y2%^-hyywn!`s@<&VDqyZ+fx>!{9S( zuxnEHIFUue>FLuW?-W}BWi5DHpzFExe<|c2jGdswos%*XptMV~Mx|F}_7#owR#b2u z@+4Sla*zcjzNstLF+8&Ue4v0dqs{=IOjVq>d1u<8|#elV^OaktLnUqBXXXcd|BN;HX{#zz!-c{wh{Q(JdJ5mr(OVcTybVMpQG!(GB7Y17p@>dD3Ry4 z-KcY|@!9o*Q>l4E@rfs_X`;{EtnS$O|8Erb*2X4q{sX&CC2{5>`rC7v`vz3+N2ZV+ zFN|T>x`yq#AvAB;w>x8bCP6fDubV7#>8;l+MDrG^7ecHmB#?#PdQARo$<0?vXvSj{ zg8TNsLYbVD1hu&cRZM9`lXC7bP{kxqH#Nx?!PW}XeE3t8>zziLo&}GMU}(No`ekKh zQI0r>cdYARbxu}f($&=ksHge#^5*ZcN2Y-7*{^KghO@c}Y)i%9^?(ixI0MBxvo2`- z#elK_?3-ivl6AS;cKhZWX(m=8;}7FbcYw7qJ^UGWPHI~tvQ-#kOT5VH&Ggo_Pj~X1V`|l>K z_&yoecr*jpl&!6%bWIiSegIC#ezu?T?s%~#6#!3AsH;@cigfC9dOB*Q^k z*W8&=m^Vhz!KZ1)({1>@I#f93L2jXQ$R}+hBYZSZ>C2h6i+2jS|Jp8|FQtNQbqcJk z4cjJ(c0A43kYLA{a`Jl5O---@hr86-@5HxaM`q+?xS<>C_JDirg2vb2gUdfq!+&2dnapSFj2bFev-wb7h<264Xbbh_?iKw2ezRfpWWcAN4 z(D2=xE4w~Rgg=CQcD6e^Pe!Nj62!Qt{;7Q;LTiA(r}K5xe495+qPovrgQLb`_69#~ zDyf^Q6)QvLKBByij0jF51yz_VPjiLbP8K^4$U#8-g5e0$GaZ-uRKxIlp!1|I0uwnL_a18s zY#iP^X-->-wKpzr6vfDMzf&!#`J)cp|L~ltz1@k*qGT`qw?=5!8w`iAw1QX-FfD?;%x|l19BM~K%#IF<`w!>^ zVYgr1F#iCnGUy}#3=G410BKC15HBiQPwc;!88|hZ&OYC1Su04N_~-74gP8c>x(G`c zP^AN?ph4>Id5mYr0Dkas@Or($Vd^vdbeX+@Z#G7sos1^im_TE#8sG*@S$~R*~b~g_$e? z2ZCAdE3a+-orWglDC6D6&4vgC&}3yfvv$8S7e@y9OJ00>p;S3uu3rV68C2_F6i~i% z8alAeH^$vfU3vxa)i`@+ds~(1XSU{$C8gz)*X?FdSu^5@`=1DaCYjDffO6lrrQK|3 zWk23hlZjYY?@jXz4T-#68dZhS3_sKXqu5GkI^t^&NjQ`HZgHl~jf?=L>$NhBlXO^r z!MB5z2?%Ab8C{FntZ+!7%y+$WYHC#I=paa4pCh7cv7N41yLeK1G~`?EXXRLc+wPy7 zOs%ggM|Swa*dFF+5H*e)3KS3?MZHIls&D1#_?`q!S@NyzdQ+hE*htGZxa76Mzr;Op z2!h&Clhw9C>}RZG!bDRN=NGnX?S3Madffq&YBZ9Y;1$~3G0F_1jiDBYy%&%E2W`gY z8dWzH-oW0WES`mn7Lw_IrmZSw)T ziPlyc#Jlkgfc_2uK4%4d{C!T6K6}6JJ^hYAz@xnkRIL7${nY;D3~DR{EEwuN*0d3b z({o@nPFwONy?*^QL&W{Z(S`$ESAPBPl$-3(4Z@ehWOb<8Qk7Xd7UDjAnAaBMkNt3w zee#6S_IB*#Wdy`e9hWJt ztG<^9mmh|eA9y+qcn@rBY#4A}3l^3rUeh~G_lX{^X2Dc5`QS}^ByYG|&l{btJ%p^#gQ19%GPb3kuFf(zWh z_UdXr$t)q8fin2h%0R*dF2?ApiS#1)70rK0%aSC-PJ!($9w12@*>!W*+qhhhl$1h$ zN!`b1ZT{UIO0_u4?ky*FF0PWYGC;U*5kxC2dWb?#iZbWH(<0e&Yt&_1G7$D&3^(T5 zKmG_pCjj~8Y8`S@KMncBb$C^FWJVza@t(K zw;zay_;3-* znw{mf8Q=h}A`awHeRN%fu})+J%J?BD!r2SwcX=W^$OsQq2AeJgCRFw5%Y?V zOViyaen}UvxaX}O^cEWD#2(er*X!O!n=@WugbeDYEtPSokOc+%ckUd`KCkRs>YWtN|L}zej>Ib=?SAm^|2cVR`V~XA zmt){{oT}~Y#Kayx{Sh-f`Q`S(#w*@HN7&~p_S&QFg*1PEUa3=BkaH5FA?S2s1C#E8Li(-_G1puq2aefMF3s)*}P zIUAdm-XstLvu~`gL#PFf9^2UTv=M*+K40hNFlq9bs z89p4zfzZAswlnq5?YsT^N6E9t!+Bw`tp>YCw}%J=R9<51;P1Z_d1~QTpJ zN;96KQ9B^%2vd>a%EKRo4kxlBZ8ZJh2b>Sp?Y$mC2uUe4wloj(ZDd*j41h6tH4JUX zTZ|*LbE&xB3X1%H&0GzMOIgrt@BvRfpS`(L$+9&0yUtI*T)mpZ>`Ig1i!bLU%TEn!(Rg5 zf?Y9x1nXH{Kp-6DvH+6TVzpE+?AthiQEU!_tN^7IcM?2VwgM=+RlBS9i@P7Dw-ku< zxsvm->M#m$WVYsqI48R_*ha(p5N3V$b=4m~lK7mOZZZ$+p6CF_>xC}S&vcZ-yUW~d z8M8{O=SK$loK-SOxPUfBAYYa~dk=1(FR@fg9v&I9PHrxKXgpJEDH^h?xjxjt_VK$9 zx*MM94>CUE_ro$^T&|33l=G|2*5Kr#?Kq)(s_T15QK0hl`q9;HYor#ZN)|UZ0*7UFiL_c}~~;=SOqgAYDmMzZU#=yzO5H*T`TIe*wWI z@;51vBLrN!H|8m7>4N9L?Wco}v7{z}xS(69Old>}O@VopwA zWY&!W)iD44$ZQW_zsk(FHKHA=^Ik2o@Z0gup!6|6qL#9`5pridGnzK0Jq@ z(+&8EK{#h$SAgq2z!nnqfeFn6J89fd3n($*$omH$JnmWYpd;i%Xwws zZ68ha#rfO?7!#h8qkw&hhu)lRnYOM`%M|w+E766(2S(FtxS_%3Dews~wYb2KIUIL8 ziU_xwR5Tx=HY%uz|D10&^@Yqz9NQb7oa0m-hi_pcEDS=8W1wIO(u0PdaCh zB_#IfLr$}yRoxV%3w06(tPt>}Lh^Tw%s{(zq+aPI#Jup_mSo*e4y%w)|ET4N{NGoriN2O&BFYS1%s|5z zGcrZ?;FWdCrNB+}AywPkh>&&yl!rz?QmNCO zgL4ON(t0@gZ3VL=zyA7quY*#?XY^%XfTZ0)cX`@>U)xO^Fb7%O{To9q_UTpFxPxE~ zH&pB=KokUZ^Mm(hABWaFVCmL^#BlN?YbGJ)yg>bJ+Du+Sfi;Z3$Wc`W!-ty`5m9tF zZtx~yGHo2e_x|)LJ7T^Z-m$aYF4%mUlf%Pbt;hu3w6l{_z-CpK3zZOMG=Q82A9{AK zLHk0joL`-nXSw~O5e}WF_Vx@oKcTR)j_m|Azp&j%9)x_5NXNmu%MIQ&GzwqD>-QTY zC-WBO(d#ufNi#gBTWFrIFr+&N!r4iom&z?aJBh)xxp_*)YE@UJL zdp6m(ka8+YtW85hk%DYDu#;H42^j^dS zG0ty&YLbPYyQxrpzJ#l=c6E-nesxw8eS!8wpC4V^La1^GT0Wh35e{j8D6N1Ktc}~7 zC`7#c?|GK@c|~_Nx4N#1TVas@WZGlc#g&!R ze*9Pl@;q3!gnt>L7`MNN(Q4E?7S3#&rI=Su#l)yXwg7JE!AbU9!i*DP%swf&ZU`_I z*HCo)jTjA95{QezKRBrKlZ?$t*!BLr=AoV@Ku;5U>IY;5|J9**7!80^**9p)R$$qq z2{t%7Y(0OUcQw&6B`O8cIhW0?>_Z5<@LR5UMST;KR8{6Ndr~FrN%pMpuCVpp8p-b# zEC)6up$t4Ri_qz_CH-cSHBDW0iE*G&wJjo| z7LT2d87Wk-5Z{oP%3yHqz=mptc@E!%6Df@Wn_=Q};GI)sf&u6$WJX*@WP1M$hZW#I zC<&64^MN(;4<31_eWbSLYrVtlZH^Jf$!lOW;G@1^fZ}9lQSfz&hX1E+Y ze}`Y-Tqt3WR!E!$HVWjJih9^W`QhLrOa)|miveoYgG7dvGF(fz`Zc7^J)lQ`e2&pR z(9>Xog*-ex`S2DYkhgJ(tX}-UpGF!IAA{TJ(%G4>bG8rR0@2IjpVdVC%pYES^gi^b5uqkSqhGc1s7y6QA7?V#E6*~ zH27+x!UKVS+cMARTZI1kZ7tjNeG8$!5wBS5G7#%*;7%Kn0~Zn%!Rh%W(8V{12~g?+ zfiw(#`7(1bU6ew|;EF8Ko!Brt0XAgN^prZ}OeEle^zR|?MS|Oy_TM4C)iY#&G#nm>8O8=#zT?`n7ggBq@F&k$=E&1Ac^r7y~1cAqv)H z_1L?ECk-761etUTiNXY9)t0NT=H5E_7kB?xLgas%J-3RB$n9@Mca8)SXNtH_-7+l$ z7{*+Vyli0jAK#hJq5Jg?lc3AeNp)b|oSu`yK@-I+;socc4zYry9}!19R{egh1BU_Z zjz5o18=U7Po^%Q%FhOm?mnt4`2J!BZ&|6Gz4R1Vy94g2d1P}r%RZSM9+Gr3WoDLFE zdS@vK!dx?GaYOknCOI7PCN_Y9sonCpYXt&Qxsp}bk|0F*=TC-uO1(!9M5quimtz4|0>4;2DFP;5)g1Eo=&h&$JVynXI>aN7|8wdo@1z0p_HvYM} zWaz$oc#&yXZmQoG%ud#1Eoxe)mA0~H&idYZ+qW^ATEQWua;40dQQ#%+U5$e{=d69| zt=hR-1qtd<8W)mYYR=wzF|(dRfAacj|1Y??y(}rb-=(hmxyx1;{t@H6t0eX?H{&FO zdo+^oX(rp?xO>43nOP;iLbkjN`_PGE+HVg>rkL>;BDEE+X}tJM(f@$XzghdmV=0mS zNO572Kk5B33iwq;I`!pq*llaIdGKE!9Tjj&j~Mc8)!bD?3B-3&*YlikE5 zaa>=oa=h(mmWMIq2Eh*etZ<@DD6T>yk14-vegzG|6*)SZ7~x$|&?{O2<@|X`X@y~} zt(JoE{B9R53ywus3^i8JJm&I;D9(h+K#=Vv_d%A}!*-y%x0^w_45-^A6J0`vZ8M|- zCDTbc-^M!%DWvEMirmX{YxGsIv{>k?& z6?gnzQulPh-EAOctS;5JOTDzZ@Md4H|LnL=PHW~a=|XAS;UB7q*@HA*o0}%2Cu66M z2;;PqS73W%h<~@nij+q1uyBrR%&4+Pz++C^dNc;<17dE!RzI5d-{}Ed{UcTqaflr3 zfU~!6DVXlvnEekY4FSsQ*df}*P-L0Kz3$0-T$wz$0ySyAww966*y!kG#Oe+$2bbX9 zv8|O=XpaC${;g^zWwT#t--S%KU2iJ1H@G8U?L|W<3%)`#q%?4)L=rRakfXA-39i^# zUlCB_#d~2+-gT{T^b1d|4%^|eVu&>GQnLnuz+yO7cuxY@ofkXdGs6-H8~<$Op5ljw%$pfFNN=Gxre zzI*rX^6q<1qxy2ggIpN9do)2F$e4Yk0wXw4)^bU}fD2v>XjN8vnIdv>hRI_V{Uo^; zap`-22cOHT%$zv(U9WKKZR}tdfHqHBUj-i4tR8M5Ud$VjJ9 zqge$<+-E%+;%%qYR&|}}N_(6&t85Z4+YvAFIF|z}VwL#7oqI5jwj0O(pPJ0;m4g;% zA703ZF^YdVeH)R?8#-TnNUL3GMI}}y1X@1yQ;3+|xs@Dqai41LNvD)v-xbYPPC=97 zqi56`r{~`@j8yVZZeZ1|kT`rMD;)KKtxp%t^UdJvTq%I} z+7$cJ`~B)!$5ZSjAAWsh9o8s5)(H3jV!JwcV9NZCRYpqy!#6+nYXvI4i?EKNp`M{3 zHl&cC6+RFlOUuilK;=pp$`z6c>K4oXgW;gDwx4uiDQYc~)V&J(2Q+j!3g~Y|T-gVd3o99p<*#dhEI-^z!yv z@vc9=6aYaJX3Gh9WTX@jC2UwufJ7YzGli77c#q^2{F%+uRzfXdMb2ys`+e|f4{mg7 zNFMC6;+urV3W^_j68Y&Z;0WE<`WDaF4>c$ej@whW{diU8%a;-cSMu>htFIvytMoxt zt-bLkp(k%}<>>efNe?a@ijV|LqF{jRg9+*`HCP1w7NdU|Im{= z8i!A)6E0y)iYLC4=SPKJSNbdqrgsFy0X0GQCrIKf={kG+8jo6PE?x)xM-jLkHG?sB z$uJJlQqRYy%v@y;bbG&0e!cBHCcVP_mnWn8-KC@U4m77_O^)F8b@dD@Gvgu4`o&c5I#)MQ0;Wg)n+Ob$+U$)~^z7Mrv>Da~2#krIx=>=>*TP%AL3bQ03 z%nB$pr#4ys%w&-({pk&Gq1`||2Y!E6z{wiSd%Jgz#>d85&JU-FkQkVMtoU9x$X0n@J7E-oQ37-q~I5C~U$OMUPg_*ePcV5#g4 zzn&33I8M2v%ZQ+84c^{7X=%2lBZEz?|Lc%Eg1rwEYyXbNs%;^Ew zC~R7Gp2SLc!XDsaS*R^l$oVlt{9i~Gp@F4@k#oxd%+lW|GJ%2vH2SiK?}TPupIfBNeAB4`kd4x2 z5jhD;u*pM8&z+6;={YywS6?fA-+w`H({GJ){G!vA10v)f7VBUzezs`~yYD^9?||`M zKHjn@H@CF98lVMXGV}>}>j$FEGnb?_#c5#D4wNl;fzd^V<)2+Y*3_gAu4J<+6Jf7cXxnWj^IzM5t&h4F|F8G(nLXsBkzxFN!lD_HOuc=BdUXcye@jk%H$_$+It@n zOxI|0!qhzizLVb3r)>W=c6dZZm1bd8Z8x4I!lhe3cy* zT2G$H>grwzrV}23C^~5Fxsu~8-&a>NA|pbd`BIn58{XA2XKQ++QEH^@+}aVyOqhZx zF{SX3I!i5ehUn_qU+mNBXB2-~nE&tVuX>z@PP%%2#@t3E?fbaMKFdX6k0#g`in5e1 zk&6`uQ&JRUF>>6tIhP$J#lH)q=uZV9QWB8pSnGShYVclo;L1cI@yf|qF5n;g~710ZcQ5A?Nvl)O}Mezo~P#QDzI{@`F^c*teM z?=L%n(@AG5CC}Y|@%g%BZY`JYjBmIXiJ1l-aZeS0@7qqySH_-xQu$-OZRPvL^8W4} z6*Bl4q)2f4EVWZr-|$IYK`;?ti|kO=64a(LtrP?(Gmw8PM4er~%ovuJKg4GE#ad=Aqn}h_5FmyadzruqD*jHwx^c!y4rozcB z0$2?aJWyqR=8d%B?=!r)ia&D z4^ZN7#Sd8{w2NPdge(K6u(K08TA{x;{}SRsY&{*$$TuC+ztZ6MWl|zW^168^7uZ#f zvk-^p4CAQrOJ+d<4f7-7rGX_vu;sWi=fmQkIRA0~ zTV)H1j5J@_LGTo4UNA-dvi;<2RcnPi;D%VL8QIVM4xu0Kyq78d)@m2Ig3BCsIb$%V zbaPU^LvF_Vy4&Rv7tuUc_6s`XOU?UGqGjKw`*a11s_WP<<2>Ut8XmOl;{fgj@RpHw z>OOj2%~TVnRrp%tkyu2H;{v|ct4oa@b;o~*kC}=lMJN3jdR29;zbodRjFAcIZ!h9I;4Z+I zHss?O(Nhw~mJ_x^!v9hHxoujHNv5Mm-hd2)8cg^UX0W=l;LmNQJIIzI0+gd5Zc9GtZQnj48dZ@ zF#JcKQyOQ)kqAmra(I=ZN;uCu`h{ja&g(#3Af?JYDj)0oi6>LN5H9s}y=mw>`ORe( z^OSDJ&`J$YP6C{gkXF)nQ~#-&8mZbSjAAk#e7+_<1T!IwmdEY?v@D}aPf z2!$4)tn0C~4oNvbXRaJ?_TCNt91D>i0{sw_tu-!$#A1REcw^%#qI;floHoyX{^y9JW9Krhm@gvp?rB73kqn4YsgF zEzt8I=3j&w3#dnoW4cZ|#iw27RjX@kT7Pd`ugG;bAjaku@kLA;>gFMv&2a$oe~S$+LY z7?V%emshsN%SPQD&*j&<=G=I2lAbwc>QAb{^kDkP<9z&y5b|^2Sx;X%!pF_)Jxl^*~UK5ZQmA+>ZYSJ&6IN_A;s#~tdS zH38i^TT%kutISN;=|ObU=$c2fgmV7p9m034Ib$X8zUZ*sjFb=UelqF85$ja~gdRP& zbXDzL?_m6&nRqifESEoY7wt+XDL*^=dkurQB}Y{+Jd&h6^7UUE!wH6%^|gYl%K0PU z$GGt|URq11a=dRzxk?`f2asv@@FDu&`BhyukaWPW3tL+UdwXGUqV@=Y85Mk2=HxU~ z0)y#7ET&mlms)Ly&+u;x+6ma>p~0x8UTF2KoiEkn{6wuUnOlkJCjt@MRjSFVTF~Cv zNu{i>cb_v+DVEmROLPW|&RCZQu#0199LXZ(t*r7xLdbHp2odk6sX+t5Z%tzV4Q96! ze{AnoqHesOehYU9f-X^s-|gKJoD-DMsCH@h!@Ga?`l8`3j<%@zZS!@0FeSbw3z|H` z@_MMea6(h7`D*i!oOdanG5=3BwIX>>`R50Aj^*4*bF+v`3rKmhS1)7v@N7qLC{T9K z6bholQXNna9Yq-i>fStwa%t=k7H%zdshY}g>3X>+*57<_;tgxJ)1$yGhnkAa=?{Cw zx&r-RXVb&BOtZQ=l(gJWr2PYjyZLebrZ2^5bx};)8TRkwdq)SJ_&?l_ z{3$NoE7yA>XheeB*tHl+2eu-hR*tTLSW_Xl-M$Wr?`Vaa;of{o;0J7&zKOBL>a&sn z`G`NgoH81^e{8HvEst*#JdnwDVTgy}5p$0jC>Ge+!Sc#P@w(5d&{dTV=Q9t7te21W z^K=k$*=@J1O--xP8d1R<2!0(fxIyo9dKoL|#la&*i0`za!3hSn8YYw=gA)jBVT81t zOnSFr&-IK)jUUd5f#B;nhrWGF z;rA>avj?wIt>g4S_|0_KEy*!d89Ls(r;BkvuSVZ)sQ!Kl9(Y>;Dv7C#QIq7cF+rgQ zm?rf0x)tkuevIw!e>p%(1g7GV9VO#W&B^O0H)&!krLQOEAQ1m>l;os!z)2-mkczK1 zib?iCryvcQ6_CH`cGtb(j}JBdYJ`F=o0;egof9<+|D<2eRCbW? zxM55c&%Y`|!RTvOuXY*8b0v=o;7b$P7^D-Vrzmm_-YA@(|6B3iV{HU@Yz4_5W@u_A z0pN>3*w=x&_TT^??zEt|no4ip3T$=QQ#GpIa8pr?b1xnAWEX& zx)ipDu9A3Yf-tZ_r>YX;VS~cT4!aBLQm&+4JnVBIT*d5vwcdYuEgB9QCgKtuHhA5J zi_FQHd){?e+#~-3?GnK?CW_i=>d;lz>p{`oST5^eQhCd#@v4iFM1EMH1KaW8lu@|c zrduP_t*|0Z#h$!!fN>ybX{AZsmBs;f5u4t1geGR(X_VjVq1+E6wyMVjc(Rv24GBck zb?3y^3gmb=Ak$)EBbo=7!S)XWn%JXHL1+Y|JP;BXLPyA!1PN2wd3mg|%*Kx% zjZRO4?40*WCz#8VaE-rz(-{@;|2=;rwrl0+DlB^B7zQX}K#Tp~GN&RhPrq=qD##%W zZO4}yrQlCT1mqN)U{G4%$%aT*XJ>nUt05wIzz`20B%1bi&{^W4phXnVjO)pR(*h&2 z(&wO=A^N`L2K=5jDR2$*J8VPfJO>G`e)4R*YqP}Z5iMXu;Ps}d^~RZgtZ>n4A-D5hckeFKZVz?rq^thO@MEW`ep0_CVjCEn$i6N(YzpTl~I z#;n`;Vb=kQ)XULlf>Ms@Q?xjRj%smD5x6{lZQue!SlL13lUNG1s zZli~Li@iM?@5=`4^%Q~_>Ym!evgaI#7j-eZtiPZmW==$*&4WMXYo}@#(<$)*vzL@K zRAvDR>6QJ-cZH*CWhHF1RJCU0zVn~50jPqF#e~PwVR7U3DC`u8a8gu5fZSKER~4is znPtO=511Dk=e(iWwRTDlOC)|GOSCg+?fI0<$*rp?tqf%?DYNK5!~{Oon$X94G^p?R~IDK%ea9>sDBqd?)S)23ct zTwt=yK&)M=0Khn@D^p!EBw!NEoCpVbydv!EzyfuDtU;ofmJA5aFmMLx`<`#h+@bLR z{Vz9A?iLqyFUYBFJUId$32TVmG*WT_N2mDK>D#*uIiQA6x#6z2<402s)T(mr(`vgou44OR{ z-1?wm)sM=#0XAX7;`@L)9=y}@ zfYPyo;UWV>S!}DWT=NJG8JIplE06| ze=)H}>>c~*A)fDb+Z!8zaaU(b0H@mX!%Z=_yvF}J>COe099B3~Z*l7d{5wuwTFR$b zEE!{?Ary1XsVVCIv|h;%n+2hm>)zt6Fb7bvO`CmhzMr350b!T?ARc!$SOD|eQO;w9Y+3^2K`=%d}J z9wJ31A(L9{J20LiBcfm;kgK;m|F;!kC81DmYSw0BqL|(g@Yv*YQSqletCQXt_jb3b zvVm&;gcVx%FMIJqZ`HG&ka{lN5?|i3d3{M;ki(D0uJQB0aO|YPwNC*NtT zKyqbrhUYX${Q$P$dba%8wO;XxJ!l91n-0x)H%JuH(!kbb?vSK)rAUVjL*hnC6T!TP zm4q1CzOoORH1E+Uf!p>Pvqe;sKOBc z#ez3qn*u^-%wWi(rgi|6dsvf!E^OlW=4z0kAK!S!l`Iyoxb9&H z-P7(D_o!kk~d zu(Z}A4^L;o1)8|;5di)7h)sj?hl*eY=8libPj29$;k6iC2}7G>_AF)N8&|PaF_cwk z@~WOV0{sClVTcKXCl$az0FHQ5r4sa2?@2Np3Rqo%^HoZ1&yGC?prEg?FEa{bi22>bi$=z zIynY|0odt)#)lq5EJqwnbd@4p$))UnL7 zo3f~?<`xQc{q!;aAGg#U)APF1T&d?5r(G3N7fj5{Pw~fm${f&psr)w4Lv5OhX5T$TsKZBs`@BUmt-w+6Io*A@6b19rXCSX+ai5o*W-laX?cp;z9E<2H zfDgGtd`&3f#O_OcL`2}&pZw;Lwt@?zu?FrN5OX;G$fO){)K}p zpzh!$$AcS7BMYQ4$CV-G9~v92_I`yQ6HqH9zyvv46OQgEwJQA|PF@+p!xWJnc-Z~`KtWME ziql+u5k&XO91)v5ZbN|}ie-VQE#-Vm$Cyze81p7!@E|G*wgUt1(82**q_q`w{hQnW z-BKAOW5manHFxbCc?R-Le+sjZ2bysHZ|yrNo3EW<`M$8QvaAedzp>y;b6qR|9M_Ex zzfZynI8B=V90-}7?rQ`-ADk|ULhYQlKV*8$3#R_~Q@E)?6w~F3GM^}7m&T#PVPoS1 z;}9GqNy<6HMSV+m+4wv?Jd)m!rS|J3+PO^C-i0-~?Nc#8=Pw;yrNjAq9ssG_;~QVC zuj8Rf+C z4ImQUze{U`GXJ~)GZem5IKWUca4*``UxPr1ctvuwH&2u%N&ggO9wE5Fz*TnvC@f$a zfllHwNHXpha9oEae1`?-u#pG>fp4&3ru-D7Pz3+t$wZllPC$xLf}!SB~Ek_*Sz3OXGDH;iJvtrqFAD<&b+#jt)FL1E&y|2H$mJSpBVDkxJm?#|DfMgl^ZJc1$biq3_At@n?r!q}7 z(w&L%)P$Wq8)hDiFL^6Zq_(Imj?=TU52RD3U**Do;-9yrq~ z|6OKLXdr3GRju`$yd|Jr)+GZU*Hq1$AoHCyM#CEr_~(4lr-prrKQWrgPKC}X?l%%5 zeY!p`)gJTX$B1?d$FmqvT6*Y5sn7Imtyzc)EPG>g5x6Yj`UqKp; zsI)1S>^QNvTvhtNj;{JiN+B=lDfgUUgV-@#4z7$%&j$tu;iGFHW(IE;JjoRm)-EpZ zo139jyM%~`1uk8L?XIn(YhR1*5)lDc)5_qwbevx4+S;0$(93-F1VttY-)(0+A_oIbtV`+%(%Er}jtq2M7!7r0>)3= zT!s-N4bh3-5`L3vc_*}n8&6r?t%sfIvR z%asgcBou0@zJ5{RNxWWZ>q6S}v)*2tEI)^hlk*dcMord#W944uXTw&W&5Tq8*F$Ae zRYl!+RLb>$2bQnB;Q9P4Kng*0yH2P0HDG+|a>q8FIW;_>Bcj7m)e=Aj!I-V(ao^%D zOh*-&KJ#QwZw1jo4Fj%508quC9gISxZ7^$|e7#brI2Va?Rn4yj(5|PqR21mKpx8N)8)CA+;>An`6BIc#1 zp;0-wa+|6afdK2*Z9LQur*ZJJ-g@=LilM!uRPX!P82DHYOfP&1(cbs&-7CHiBGNSv z@a5%ehnqtx3{dFr-02`f%I8*PX12n&$A+rZMHq%9uz2!yfkoM=U#qPE+^Yc596cRW z0Zxh$K@*v4^P}xH?hXMJb+)mAtV^K&`f|pI1ac7DD}B`_=F0y zEEnA}=TU#w#E5vI?qyle>%3f5L$6A0D8w7EK7Qs^>v~!FGtcxok!gCX* z5`DY<9oFlxejl9GhrwX($mr-zJnR{#qXvoinpd#mQe*=2$=snF{4wakJVZsnvauPy z_!lT)G1O1-!_d$P+2o__bT1Z#5%-xB0d^gR1}HgHl3BETso0<~0{BRtHpp>hv~)_xgsHgdpx)Bd zSST49s*w@+BrD;70w807f1m(}xAtvup{@Cxa zFqQQvwn8r2qK*i84S5FNxr!xt^r5m{`3VSZ6df>BAt;s{8;v84GjV2Db|{De9LfQb z#kOdsaTI(@tso}=**9F0bgaRjutTO`_7tNtm>a|8M{00x*S-`~t`oYiL zFQBz4R9Ay&fP+7OX7)eHS}VMcTVqn|>wY5Ud2wKxn$^~O z2O=X7;ixhLe@MF+6@8_~Z5hg5)wiM|{-$7lR>JlX=ODdrL*BV@0R1%$A!wKsa^HWt zOoM|2w+duv7>I(K7?7AS4(hteHdc%{27}+2ebVE~+w`xY#X8!YEFA;C-QNrm#!24) zA*s)Xa5{@`Zo}f>rI>iL;%n~Nw8RiSVuXu9%R1WgNSeKI)q_9Q)g>yaW;MuV(kgid z92Zax*3|5SAIsL(_5-ZAJN<9)|urudpNl_H#QbO z*HKAP0ji&lXmw+Qo0Buh98^ZvKz&%>&;UY|DpG*lVGtY8xa*bn?-1T6A_sSh;bAs-QIm9J{5U7SPVVuWn0cw0Lt$?$?yRZfV2nd(}HGG?fau z)%p%F-SBK~si^_UhA~4t*a@0vpwlvt)s9wxxDNl;m#WNA7Li4&fq_ysL&A~|qGyNg z?;)U8SUa$;V@9qkd-F&STc{Ap=vGxb_Q7Hfni$y?=%j&=Ld zhxVM0KdyqK)vYl@h8{?<=HwQqzqgyV6vI4n10-#bfO!CT(P*N~Lsc zAno4b%wX#}=^MSdL#pXQ>)8&(i`dN5JIoHvKO&ZFXIJ1F6c;tHVd8o-UZ* z*m#FV1FC;mXFYgO2%zrub@-jH1wo1|ysuv@Zj^qEQOJc8{@yw#mtcX>%_wCaat0g* z%4iF6!QhzbjRT0gGcOulQyyfgH%D8CNV9;q=t6)3-9wY=)Grb#atWG`QuCpR6)sqmcr=(Cv^5rG@8 z_-$qeBAtHD&y%N`@qDoCVQs7#^vA72XNo>s$K=Zg^#B@O4B8i}E-|rYK&rY>!T5oO zoQGP(&Ew~nYm6%T5JVURG075A*6}* z{2~_pz-z{b57HdTtVgho6t>l4{RKlbC_i;|J33{jr>9v|ZK2qJ4-y!GFwcNa)}slD z71Uv2Wh0Xyt!HPXW9cHCu`3+-Yi!%*l}t7{Ik_Tr6JQTLZ-F07K`of>hm$iZycDFW zjXx%b(a_&O`oudTWH!X$Jg`l}_5mp}+$+@7CJMPhU9yu=Mo>S$&IW@|P7bgp;w^_T zAlsO|y%9y=BC+D3-5MQ$mn$LRebc}}7-l?)+doGKb7lLS@dJl+Jbc zJioKfT4$ZLPJis@*}HaI?(g^Wc@Nk1y6#LmTPtQ2%3-O|WG2V?7^4-}99y!yoFa60 zJp(z*sE49sV!nGy2wNmYEi5F<+`%J6%8D%t<18fvbuDzIPu!Sms3{g4=L-J0Nwq^& zaA!ZG?$Jp`?(_0{>twQt67ARDT`etD z*VDJ0X5;3C-K=GAuG^IEd0LRr-7zm5bLl#>>2TO!Q@vX-aS$AMsK?*%?G3H{`R(6b z>vKG3-*YV7i6$ke^gU!HWKB2NwO>%y)%&4$c7j(t>|{g#3DIo^%JNGhx0;$&scyGd z9eKLI#m1pZ*u_qED7)1p!^Pd@q2$ur{oqRk_swDQ|`C?<^DBe zf?h7qKkCXfA`$>Scdj^pe<6vL81%3vQV-_*9#WBW>b9@XFgIp&a?Y+iI+jf(cmDiU z_dH>y&^mq@VnjQsY^0KnzYecbBu+*eQkc*zH3oQ1SudDc5*b(b~FbWC2T8-F(G-?Qszw2p0?tE~)xnAz+pZOOkt4 z{p=d_*1_q!ck>FwX|XeXQ4F5I=pJU340VUHL2s!PeZGk#{Vs>Ux(u}okQ`Wj#31+Q z)+LI7;jb$bBCy@El8gELQot+(EJ8iq!T%U%@l-%06s?Q`Nil<-+>uffEJLv*ZLa9Q zyv65;4Kn*Re*=TU@E{1ra#3UPPKH)cmbYi5(3za!wL7&Fznn`0FdW8HD zGQ;NAVFY_z_3u?9J6qely`=9011l4$P6iLw+;YIT3Jis;%PG#HNgmPv2d>!mg)7JDA3h8Y=Bxd+j3qA|<!w(yN`_$^@A8RtU zvny+vf~1@?7{9zs_lmlD@4x^gZxC^ll2m780GZGe%37Xq!E{mF9bgpSO+dM9mOU{VO5Hf1ZyL~q`(WCEIcHW0%LE|TBjn5|YW3vDG zGMVvad5+@xlOfNcgHNg2RLxp7nWED)Ozx?Fb-KB1g_r*) z@2soR!Jgt)eh8Cx^Gv>{5>x7Ps`qUa7i+E)AqOuZ}_d#3t-X!{S zMMzZv=X7-RE`o4!v`ovz!2v+K&jNqY#@0^T3((RK*Q9q8Xxo)FnibV%0t0#1 z1P6!2!IS5tGu_of=2uX*_Np$m#p*)0%FM;>&zUXqS?h_vgH-0JLid9%4Os}M*6Kb;&*+fwoqVrOcv4)f;V0YiPNjoJJM$1l04d2aqt;kAZiq3L zJVOqM2vU}q)PJ$=K7qg(rKl5=wx}yHdM(AWOmWzXy>tvw%Vw&#@z2MDS3A zvBcuu8J5^*F#)_V_xL$IuRpwl;QH$Pbg~Y{JLOCVt@$;&ky+M^o!Y7 z4v{oo``mGHu{O(O>U!0-*wk7N_gHOyPtRILaKPC5)7QHo{q*X-boTa8$tQ+)=rly! zX0#~liC`|R@d&o_sY1!O*9W}Y1WC$lSq~OWeR>}VY3)ZXy?pmtX@cyB$)^4F;~yUE zPhuv#p(^p}ziGGH#?fN+f^6Pf(serXGpZVO-?(AMDE! zi-eUqxwBZ~fWK~z)(c%?MoaVSw@y9L7ns-fwG>m9?ay# z3~<0*ujBd`$k*;38JXDFt+TNQ!VLFY#Yx-@fvN#gf4*1kzLi|dYx$?<)ad3XNsr!M z?bsN4U<`_Ms$IGd&K$4st$v$b(Ek!1$sC18OQ((g31X8tLM98eD#!idYxa5ChqymL zW{!&&6XDf&p?Vf=@enOa0_&fck4qUSpBlrncv~Ds=bYkr;r9LK+tXf~Z&$XxG9;YW zB;r{-9`jKg=nCsK@j30_-X^i1NvijL`lkr)$pwDUO)5>r?*ww&H0Ig1&ak??CFSL0 zFY32`X1WsdwL3j5=4BI&gqfteqZy*yFo->Q>8byn+VO z2kB1s4N86?5I%9NaXAXS5YMWh8mbuAm~G9!<`JzwGj}>zKS*IX`$U3f+im)W5$0Wv z2#VmRbm)I!f;J4hZ=$&a!yYft$iuH(oplr`sGQ*nRn*kgji(s<@p~JP6n(zf%TM^n z;T=hqx-F)+o$}{b_Vee;X==kR9e+V7tKFCX(n{dJfR8~rb2;#kJ;O$lQ- zo1sSA_A76sj6zC-hJ8U#9}6ouR0cOw&CK&$AWY@bUV#}wAo5QBImq|8WlA@H{b22n zT~z`gubc{PFa>T4zyB56x%qyu{ zbQB?OXC7P(GEtqjF=43L>hm~K?WQQ;s_enM_Z9VsfZP0yKUmfwSmpWi=b$4zRWK^~ zevG{Ncf@5e6Q7Hgmy;)iEUe;jm|^Wky0J66`*>6n)bF}M%MUt*YOK3^Z?1g7UbQtj zX~^GWakLPH_&t_7V@HhJC(fAsR|K|rln7RPPuEkN__#N4W!hxrfz7r4W$LQ{d4724 zY5Oe(Ap8(<%ZpbZPW(W@WF?#+d8A{!K8WbF?fype<$Kk%3Mb|86g_fh={=gh{5BHetjH%~R*SZp_^ zr@u7&ef4Ek(CtN2#VvzJCQn-UsvryK1?NE$a>;k=yX6$O$}ZaB48A1HKaqW!wDSC zdzqcq_ecFv$oKU1^lpKqTVzz*ElEQpc9=Es0O2;> zoxM0*A$aCdgXy&jXRu@&GGh&GgcAn-MPb9ITl%cJn#fR-aGzt)69I$mYl^QARB}Kc z?;=R7vl4lsb%d4X?i(;_`?gI@6jd)^PO3sdRFv<=!1e#uj@3ovqJ72ef zm_t5ITLFUL4ni)#<5j)5I@i|(Tq zvK{Bt(Fz1=?;zk`JEu-5U#GOT|B@gLsb!-L8Y}^&%wc~X`dr<7XA%92F+3Dx@^*If z*vT=40?eVq6Zi5QW&Im|Qi7Gey&Xu?XYH09d~bHYVauh~zq;r-U$?WbC+N>u+aJ$` zaAy)?>J0YTGBO$Jvuj>@Lv`MbtTtzt8c%U3vdAcB0z-xbt>7;gjDZ0nCDCVjGeGHS z8v=fn9g5`ss*PDpX)Vqo5DQb6g2F;@s~7@%`o69g0WtaahjA0fb90lHjjzu6hh?=| zj(uhoU^XEz&l7bVvLpf8 z#ObU|qu}JUROqwD{c@RTyai*X;o(6xa%cGCfZl(J^n-;3dyw!ZmMq#^^FRJbW(8%_ zage`slITC3_XTD`f_A?>?9U+Pe48N@K|5H+6Rkbli>v(_?_Z}?Q{Vsv@0KRhjB5h8B{@E>9voV9IA=Wa&xa| z{KDc3sj2hwdnG@1b{2W9&A`Vma6q6R8ZII@$YJa?zDY!o;?PSwNl8hNiJ%*rxTW*D z5!CYL=4Q~zu-=JfuaI_QW}d)AMl<&c`WQ?ea(h1Z^&J**~i9>)N$0OL-3c~ zjinDcNmRa8?AI6`#4=Q>#L`En zdNi$ohID)d*>3*nnC=V|%}Fr6)5@`O;GwVQ#~4sJ6G?)U^71sP&sueOXQ!H_;OB$0 zpE_vD8R|mfR?ER*3=m$T=|hfGmgKI5I zAYmt!#YN@j3E*dNIshH7y*DFaq(5a)$yxQF#|E;mo14qW;dsE*9yrriD$&@6%QsV} zy~upAi=FD?nz%-G#)jGp2N}hn&99HLZ;zUp8-ILimZ9~&()mWcl<=;&wrX^cSubJO_caW2${Uvx>lb=4?bn~dP z(hYehvEP#9vZ)P>>5LX{j&7xnB&`%JylUC6L_+YY-uLKBFpaXB=sd|XW6NaK`K*yE zjZYlrCzskpm@2Wp&sLi_6{#PK2&_lUHB&eTC7C30 zn}-fd9O-~*s7qHkFk#>4yl0$9P>iIcCA~Z0d2C;!)36QvIU3NXk&^jt9vV7NLz2)&9k`u!=+`zr9TEaUen@3Y+IFb!B+70Z?y(+1ROX$I4rt4* z{V-cX7s5lon*jU6<4DXl0~w2DQ>R;BI5aau;1nchB9(HvyHw@GE&`&uiY@XiN)8Z= z`M>4$nslK9`#9)@uc;$N8foomoS!##BsB%{;Y4Tle-7VhKw z*y4%BdCm;G&`27S`%hx8+tK{Pn88BW$Dp6VtlTKZp5F$~$|n)K_L$xO#%b#7L#G2j z${_X|LqoT`yri~&T!;D`%dHdp^*GiP3j4B?yM>Z;OYMc2@SLIvAlB7~9IBB5czZ>B znX2UaceT*;YHjrxLy?)i0>DFCl!#6YP5*E3Bx0pd=76TYPoCsGwj0BpBbBoNSvL zHyprp%64H+-y==xDmHRFR$s%wpvI~*{i@;3DZjl^@2MZZa3nSa-DLMtF-11!pCnSf zM&||uksJ^CeL!h+(^JKaBaNHvN?4=7;Lb!P5*8#kj*GKM$Diee8fWRi9HT(j%nVm{ zH~gB6f&0k6Utov10uS&I3zq_V54t5`Py`#}E?jufn~)#xt85v+s|U*67T z(_k8*#dSKab=ta3b!VJPJW-h}vLzr{qw~_7mw>^?z5+P(?8^@k-f;P95~EMp$d%Q# zUhbA-kqK^~jn9Jhp)S=$B+={l2cu)z-Dlip%;HoaG-r)uk5)E^-pb;eqX<6w-`j73 z4_w^zP99r?a!REAhSf7mZtwMhSRlawuz-FdQ-g#6FffXMv$p-!R&~Ep{&;RKH5R5` z&vvi7Wd%WLfrPu2_na3@FgiRB8utrb!tWH4j{sSArD$cw2MSQ=sGPWTA_`e)`Y&yl z*5}2seoC@?;`sfO31vNAB4PVs1ljTAXo>NyO#bKb{^6sU%MLnuYsVpnU4#ps&&cI9 zmU`)wcX-v)&6}?&uRB?fyl4a#|q zS!0-_3iAMHF`5U!%`+^tOv%nRBX-Qhf(x{l3+&6Sf*o|P{$W0eDfy*t(UPS*QRT5C zRUW>H4FC{T=wK-E42x}2S(Oul1ml^HN?0uA=2krlpE9U^JpCA(5*ehgxjh5|C0P=7l`T`e zy!qH%EbdjKJ7e8NT0V41UCY5idMHhf^*qhvHASo#!8Rx#iu!qXUg(a=6BhE`Lk9_W zCcFbp5cDh6GAJQTuI#Q%Y!V_KLw;pVDIeL?s$(a@{LV@0-W!zmz@G2i>6ddwwn#^U zjsoK$;DK7E z=Dq=KMfNj%W!c@CJvLyK^vzz$z4Ac8bZb4SC59It;@IPpQGzjRcysghJaC_2Q2}*E zB9t3aDIQ;Q^ViKS4FA( z0v8WwPdBPx=wKV>UDo1ssaY#F1q#J@=%my)X^7db>)?PW2^I@hI@MCXjZqk7OV6Nux|*EbNap3 zcdN#b@CKM#4pP|=#fflertvq~dF~m=s~{r#M_i-eB-G)FI&sOgg;*_Ecd^H*xTAa^ zrY+8u$1WZxk_GopD=v=yYAg@;-F{m=6mIw@rNd{rmg;%)DKB>dfuG@I^o)z}<-_yK z%g!~1e>Q6W90tf>|K(qRgag{OJ=2qW@RVU|FFX0?w4fvLQnxErvv1hh8I)Ref;3o# z&()K813I(YXzBq1^X<2_2ynz#|7X3t)_iB4Z~`wI+ciziD1E*^V}E`d1*fm$H39rY zT^vC7(vuX z^pboF`abkV=WnC?80{i3Qk*v&EAX45pM!4%JZ!&xFBjo@hI=eDq~@OAb`r>s3Dz(W zeX(&WGiyIhi$o}qD}6VrNSBz|(M-d%n<(H$f-hHe*TfPRoxl-?Z>LZdnfsE^J@Cgg z@N@z%9FJZ#2=X58>ar*qfDo$K{2~o0BpfCTU)Fy9@HV`D{V>6JW1)sAwAo4sB~qpa za)!(8hKkHv+ym1f-Sx&o5x^;KKiQ4%J2%Sa1}ZHlzMdMrl`&-U=llFwjajYsN5+rn z9-d26(_wid*gHlbU`SAxx|`5%>t17sUeSgMw{gm2SVRL z3i_p^Bf{>#+DpHQLnj!rF|2>5Z{0{-7{78^cxST%xZp3LXGdX~l1f1{di$WhBRZuM zQJC1Y&#oO2cgLhDD<+e;XMvsQNch({%Vb6d2ICeZB+R_rgg>a@_0Jgx7t3~m+#Bt= zkvL+;&qoKcnw-#OOJSNAcDmSEvaum)O<>~|Z|rwr-fa5ExnCp7a@j_I>J0F3r?uG&)U)g$ zFux!@AJZMiUmoG%?ypo5uG!t5{iZE1?rK*;&o8sOoFmS^#y8U*cy|c1UGq#lVkxfO z)zfo;ItVRq|G>Z|T3jMp*0`k>>~{>vt~0D-HIdshgWjh^EY#)ErK{Vw4H|#?)Smg; ztC8d5FEd|J4^44D2ZXMm=C=3i8XArQH0ia8?26*c{FGJ10UZ9a+KeF-t}~-{slviS zK&EzX{lb_lLBO1XV2nTzBF?U-Tqn@`(7-2KVH5@!d0l(GXD0zYPqleVjQYk>P%8*l z>;2cm&FMyow0ivI$xn5zXuK(l#H*F?h6sh1jA?aoOgv6QTJVgsL?;iKVAaXeQLTmc=b81~G23oIP z-EUJrK|`)^j5WMbFpdo2zdBdaDFV_nGegrkdq3#2(+0@Z2wj>GIr6~&Tzae330ayn zH4!#uKu*{qaEUaTf%dkOP{)5L_ncsBw{`r9raLlsTBc^Ux9>JLQ@q5c1@nKzq^{cI zn3oW-l5+j_LL(Zdco#4F8$jhT5d}FeaPOe9f(| zQx}1^RC4GM`^|;}S4EOkbF{qhaT;P0W4lQVC~7;?Cqsibeia|A`Kh`s*6&I8-}!LQ z4V4$Br_1GQBYX-^1aA(FGzh_~Dfe{Tc(>SV60s|BqzkJ{1zymiq`^uEc}aGVio=>4 zz~K~m;Vn`RCYF%Ck#6PSV07gQ5d_g-+Q6Szw&v;Pb|Ck_Ibu=<6dQwsGjLLJ(m9t8 z+9`SLV4ZRr$b^@PNhp>d*TY_9Wqd$ zfk$=;K07RPh&J8MXMMAR@Nrec%+!`{Zkf;_%(~?rgZ9K58AgB0bM9Yv zLiR*b1}m7Z@0pcNeEGniXkkggR_-M?k(Huh3GfPRu}`XbE4s6|Gt+D*Lc)pnYN|# zX~$6$S+ODcdq;leIt?DZ)%cm;FnwEQ;A^noVvSpy7wyLX?zi|mcA zu1JiWl2p&${)w&KOMu?h)up^zqG0PvKbFz)wHrg{5>bZ7$Q@1TxN2lHH0F@bNl}m2 z0pevIxN;_@rp&c-M=V^h*zT3VkqxY86l}_!T34^4bVn9-V4#?vENT@y;RKBw74}H- zd(X8fA}OhjRMWsl+zjhfq&>~%6)8T=hYjDLlDNxw)} z_9c~^5K~l(IlEFiXEVQiMT5XEn|$p=ML<?y%Vkm`ahv*J?$oCr zvT!(3ACVBj)#GsMnC07NbqC|K^z`)pF{*0=zyDr3NXiYwXtz*I=3U*^UZi!Mc7tOW zDw#{&b;iK;(Vc@g7CO=%o7f9)0V`=lw*$8ucs9hOv~=u~aNN)7iJO~4nOT>*pW*>( zeJI^ICMw*hSufUU%CShhP-@|Q)7b_>kqDuZ4u6? z*GhwD!$L!Y7Zb`~6As+QLqnI}@FV^4@x6}GC#+3(Y#C8r zhD+*tZ+Oqhx5j5$v@v}fj(F2N0n)t{vKl-Kw#Ie>o* zfk+K&{uWb~2L{gOLd<|LIX0fgAK>N&WR3r6?$pu`)N$$G@WD}%IWc3$IZdle6mj)C z!7>1UiDBV+^~sfvK6sTPKRT#tTC^7YSrOJ3Y^}`x_49nC(bmWzhd*1;&?rR8#?5`~xK4Kt?$h3fz4jiMrXgLL zPhVtg%2_Y}WsW9CwhgiuWs_7jH8ikcZL??rFRo+M_P?n(_()#M!woAe8H&+qV}<<9 zO$Kctywtz=!D(V=oSU9Tzqyb6J{AtB+pp(Mi}lzX4_g_rKPyYa6q;30ky%;k?D#=n z%M33YyVCkbf@u+&DtvEaAJZW;4x+itWuqpuE=LiJT~HIJpZfS>9wg*GYE{(xmwK=k-D1zkJsh#H)k3>OY!5ci_OjfHKo-L&51s8_M#IRk~kwH86Owu}eXV=T2&u{N)QQtdiv$ z@k3wRHyS^!#gpt|Pphd7+WoaX(dA20#c9?>$(19~%5j{U4`~GAS}Q6B$Wi;}c2BP? zJL~gpd}$kk<&En!+Ye|GXv33xSk*5!zq;PgyE%Q}08){A-bd6oC5eO`mGI=GeL%%1 z@QR~5xI+corv_7rWPTd*7dowzr}iQ>JN~&Wxo8p}MS$+Lo38)*I~@tnE-E^?&y1g8 zxTY!{s$d@aGs42VN$!rPzRA~Y&F6BMTBddQ?ZDs56v8o;FPvFa6xU=1 zzs~$XN#EC%q&gHykCZdX{OU@D?DP^~bt-%LlGPu*j*?Qu(0tc4B{TI|8uI5o&wI5E zIO&vKzdH5<8fRLBf8+FZMSNuxdJA?B?E|W{JXoF zB>tD`#~DJiCU?CS18L5_oO=nV5~NB~2VLW_aK5m|R#=>Yk|X)pUwc*LtQG#y&eF2T zJ6B9o%hSH7s2JZjd&6PxqmoNXX3mWD{285-jw1N)hA4KoC*8sVB_Z+pNQKAI z`SC?gc$Vhn2^D3hf0kjVZE9~9u?zfZ3t-3HJ4eGC<6LOTEl7GuwR1_R zt?~!o$l3NERZG@uzpDo^olUy5fzRr7FzM=1W?~qN5EDF-*laRWvpshCX;08sn{yY( z!zU0oHx_XU@=yG<8Ye@bY|lYQ_4Mv(Jm6wUcN-^=RAqr?z}i~3n8dmRb6upI&_9F) zC*{=lt>3o7*#!ks($WW6A4fzixZmQWo7~vKqAtAAO+;UgRr+)-Ap3CMRE_MTJ|9SZ z7~Fx8{{F|2kTZ(<_+$)nHc@h=WvHF$4Q@f%%JRYW$R7 z8j$(Prm4A#-F7w@lwo0bpb)Km?)L2rnKvEH&Cl{BJNx@RN8GM@h(rucWM;vmUvGO? zM3m#!w-5W6!50!I?)&&s&EX* zuO~v*Bm-GRMNMBWV#MnQnAqE!p4KlaRXoz6Y_HTOnKa{V&p9F=SoUC(u3^ zL}Vp(kbD}Am~+8(lGH+EPzWcqq3U6#hFBDTGU_1wBL+&bBkvAQc?oI8*V#(9&YZEvNEcAMBBGp zlpy`W`8OOgGb@{U+ImQ>x^yXjz!sz>bS#pRZT22d+Pp%D93d^T)VvMs+UR0BQnwqgtJa%&;%nQqvux8w_IYV-}_ZB4{VUN&JROkoQ$Mx4wIs4Ti z_y+@t7FXVcHi`h%7!a>j+jBF!tq}&GoT+e39s58ZX-EsUhA>v;XP_fjEpWz4;WVWn zgGy%RamaYnP0{@)N!?Zs(qy0{ZeVT*>Hdy6wd9!ULYcKVS}_$?8#&Omp93=l{4VE1 z7zNmQCNG;2u5jNGx@0-Q(U>5f&D@!}0Q^lbyYN>xcKk$>v?F-4iu6!Q-@DZS`N2 zjA&{XrAA8DZ_~6)zndm~44<^mW?Cx6<1izWTdw zOBd1;pNWH1ckgtVo}QgO1b#zMz0c$Y^J~`@E$p+NTDgkVXeV%i{Fi52Gx~nQ2^caE zk~DJYA70751c5aEH$z>VS(VIBl}{mt;ck;zR+bG9J=WsEO=iv&65w-)aSC>mP`wAx=sUNFf-7}4oIa)T(NWAzk<$PQ^ z{4%`^%f(*ziVFu5ZWmLMTpK_lW2cp?|0AF>hYqE8_NU7FF)_t|c1mnAduJ*lYJHZO zy8PwLW96IL+GKLy%E#P`bz1lAe|J25&QS!+VN?Dm@b&XEa3|kfXshjLHhLY_{)er? zdi2+x#r~MRK0oPMKX!GYYLPhN;N!z5+EboFO0om0KkOEzq*FRB&mosYBZrRls{$2|7ZLb#U+L7zfLi1pz+i*8Y7 zv7n1zof-A1{p7bz1p94IBs7?vhK?jk2|IsRFVi+f$4+Cl%VRiM-)v5_CcmBEN*VjE zz)!Hu$;oM2+z@9DYY%#=kpqdy`}YjrQwfAvJ~F?E*x2sgER4T+=q(pVf3qo4W~zBD zS%vB53ou<`3XN|vvk?L!wchxHNvY1bRWFx)!6 z{FEUOrvdhf(aIzC<*JtN+uDwC_k8*C1%~R%%Ki8{Fl4(z$4`ltU!N~KCkKE}JSYA% z32hp=SI~v>&>uf|94|fG9d;UT~FeZdt(Il*;<}Jbja>Ab9k8=B6%YWJ247@`K4ebN}yE25v zrH^!NJJ0IZICpwJS7|wwLVxD0pkF(Wl-tDRv19P?yI>Gnp${i)`L2LlyBa63BRsYb z$WG?QCZ#e+kiV`(eeId1gpOf9N0>bM{Ai8Gw-3%R=JsY`{H~d;Dn}mI7Sr4NQYq@) zhS4K}{wgBklyx7TJQ5x?E673rh-H77Sjr#Pi%$o_P!_*v`_a)I2^6}Z) z+1;?Rf|xcHcaKG^W2bq^HR>Qgmiua) zd20N?C=K-4dwk!lwi3$fO8}fBtPz@WjT|h_8^d~VEj)TK7<$OJxeY;p*W`)c*5>96 zi;@7jx~Cd@0@dZy03yWGzvQWsp>%Vr=PDD^%+9(y>9+456&I^#D6;zF&kV)Cj;&l8 z3kSz6&*)J1%4W6MyMeDOK-u`ygf-d;i;FT2*uE4N5<)WW5!O;Q^^xyV!@(vF?yaFmtn%80hLX1Z{QmG? z{QN5YN0h)Z&jX93L^AT$lRuC3PEAcgen~~<*A(?HpEhy7gd`SsKq@fkLQ3ka!ONRd z(O2=i9HtH`tXimqO@TE6WAjx}%!-I(x}hhhGa#;d5*>Xqc4JjfD5^=tOdUZ(5~`?W z?%k`7i9w;nOins%e>PMREJckRf1VIE4ULZwBj9wP2td=4*o4vx=Zz>LUyGju5KKcp zIPXr3rSH6SLQw90oiTRj#frRgoT!(kT@QV6Xj&_f@1Xx zEWAqM$l}KA8X0r=bp{*@se<0;Z=GPE?6PuY3SGa&NJ=4xDCx{B8yY$Hs)_!h3259D z$PY{D;~itAeE`RIY)p)@g>(2(*jlVnIs9f~C&VJm(BH>5IN}%8BbASlD>iHqsOM4nMh@APdM9QC4_}f4YzjQ zH$M43UlHc^d%ON2`|*@rK+kFL&ovO{SZH3+IhP?59Sb02+8B6Hy~gK_{htGrlF&mT z`}PkqHNgcEd$f4Kqe^{KsnHpJ{nWD^Lh{+X-zbU~dx<5uSBQqRint1o5O*>!sjMK~ocIRK7NiuJ+Ei*Uw`&ssj8}Tzx>75T{;-ev_kpuQMqQ$(aZYQCg;cuKL z`u!Dg=Y%#CmbS#PMNwpT*(3O{5EZHLTfA@`3qEM!kPkQrJa%m|xxNZc%1}k9rxUOQ zu5_DypVVo!3OkQ3v_t$1)xVZoh*BhHk;I=rf8svq>Fw1(=OJhb^>+e!8f1cq=t_n* zhnthrb2>AYjOu5%Z3dnwM4?A*j=_|)y6TFe7v2iS(04>72Lj3rt38(|n;tNcBX%8T z6e;f?FZB70DqW|cC#R7khB20p`M~Fp3;Jc}H|P*0?1x1@HtpSgxw>rXS=;>LX4ypA z`qhGy5_TnyBGu5QzwP2XxPvb?Au5V3!d0K%8)3%eY4AdoVgWa>ggA#WI5)KQ^+Ra9 z;C)ZI`GxU)56OoyJSaXs_BU?mSy)synPLCKdg@em(Cu9$uUn?pw}$Y*!R+f%7bke37RO%Z^gT_tu?0Cn7NeRdLyR_>f$l}o#$Lee}XK<1a$cWBKk zL*wLSrB2*@Ad^Q&Uo#p*Y53d6S5wnPySFL$G@e#z>GJ$bcr3BrQ{yxih&y?bsbm0Y zOYF2oh7K2~acA}Ro#l+C2+EjUltwXXR?N>p=?|M{iLM>0(PhtSqE;u?sNi{?7FEKG zpipOe-HpO0+i$xXNM-X3s(gC$;y}UNSfGHqF}oYnAq=^o6$awiQ37@F;NU8rwTUHT zhV*Vml@pTO+%DZ&DVD9Tc${V+IEp-evUE^u*?#qCVc*5%f4{CoNPD2a)#1tNv;y?| zLt6c02-FGt;XA2+f%_04d#v4!Kwh?WbVN6iecpupiui+%`nO1-FasqYgatS)kl)37 z?@S}v+seu|J1NcBpf1w*iksbJBFQBt0&%bZY;Wb|MeX`QwC@B52e&1hg;qDDxb7L72jU4>qI!Bf~K9m$ zD^U3>WDa^t__XkrV>`V9Gmy0RkMD@!u2;)H%URa zU0lv&cq*Sxxaak&?C4Sjjm<*SA0AOrQSeQ&Ck)9k!x8&xb2%5=s4oc)C(17>E4zvr z+`4tEa1oX!EeH;l@BgY~> z*pxYmBtE7K9hwhoaKvp#yXV}ow6QVJu<%J>n%Q>eu`aaaSIAY#~l?juqkq^ zlC&?+e)cT2pumtXwsGPIgdr;{D@~2-rztO9zKqA^uFRuEZlGa7&Z-{=PK&tM4(I4q zLCgvq&Ghw7%$G+~P-kdxGRR?v{WzLRksRU$#|^fNQ{{hLS|>DV+k|WX_)jlh?x;1@ zy}9{`SI-BeJW4XKWT+48CPzf{e)zCDVyShMo0$A^ z^+!Bb7M7ONYl>1S*`3cizW<($LvTcz8X5;gZmMwt&^GN_L_EJxOi>?x&V1IMGC}F=G5v$^&lz^6R1s4e*gBMcx2lZ z>rv`S+38u@k|9K~HeYXKo3yb_IPXSAkJNIl^06sF0jl7lHIQ z^cZnNQY253sso@g43y{?Q2UUlq2#e|eR5jRqE&``1POMzR|~gccqs(5K=2_l;1vt| zU^D_EIGkB@ndl{}a_5c9J&aTC{ysJuIo#&RbenW3K3pj-@mhej%WYyo8;Kf4R|WoKLlLQ9SXxetUF8%7Hto33~ld z#mw$$th}dPu_>e7BZ)vO6O8MoU4a!X(#h*Pgp55o)`_K8u43RxA;DvLz}K&ilXefh z2-en4Zf;bvsa8Uf@$s;Pta-`fEL62*xk#gRwa?7bGBO&~4K&izuKN^*r<_m6QDQzB ztqf&~5EF21O=GPH_UfBGj{bJD=xBi4Idb$J7*y7e0|9r)p;rF)Cob8AN0Sze9uj(M z3)h#*W+5d_Xu}u=7oUquNt1t8%T%(E^{@7%s_R7zH!of<;*?Fj!2TSQ41wun$pfHG zO{!s9CMejArTb~hmW~ebdXEC&@G#q)%+pEf;D~CfHar@wJihb_ufX%?UO&DQTcE+` z2rrwT2Tew<{RM~wI1iE~Zjwm&QvK&)ad11W^z?F~h|_0yu4fj5h}Cg7uC~Y_yxI`A zpCcdfUTNEDG`^asceT8tA!CtG{UL^1ON!z41|whYhRn1Q85P0_c96qp=k}NuvH0Js zORXP&h4TwH^ckCv&-CnxX$ufnqezAeOEpQ%4QMpnSm)3{eEIlM`oz)9%*;3ygUdn- zdrAiKG;(NfTsa;d^Q0Su2WuhS*vsFzpB}p!l6>roje_Lw4BF(@T{I(Xhj0meX_#tN z7IUl^R*3AIU5mWcZp=)069>jE$X!#*lV2p`1e40z(MW&xv8Zkr-7Si;(t-qzE7hZ^YGw zfm!TTS(>E_>~b`u0diDiJ7I_4$$QHxNP+j{N`bHaSjky9*6Hc>Jx1oLtC@3q*5}Km z`Qt*+y+X7qNdK^DipWx;4$49FsjdwtUA%}>b>l=GKSfH1Jo#a1!`S$E=g$f|Wodrb zB;yqOy0VAV+yBwnB0}fjT|ko_AXh$Qpy^`!A=UIqxTR2hqH64bZPWV;xYo~;U*qYG zj~_g#c|tDz?_7y+NAQEu85;M6VQYSd<&~9vafdR7)ZR}wuBD5N&PcAjJ)VQlIyLpp;^H}~Ucoyi z{b;v{hmh?+F`_FUv{^iC_zXb6Bc6-#*nJZ%ru#`@6<9}Sg~wDqQv*X9hX-V0Nn!e~ z;&3DaU9U=o1#mj=SVhe_UwV4D}eKq*5CSIBK zg5$;#@fkRKKTxgDg zzg{#brk^}Ivep$)+^S-yq@*r!MB4S+1$p_2Z=GzS%^wOtIgo68Q z&6jsb|Eccih>XRLzS_M6!~2E_#kQ}WPd+&8z+B9Hy^Eow_=I7^8IvnhgD!`!7LLH{ zNOYmSv>Sq9vDmoo9!Ik0=dnNA9^l0f*uwt*dak(THJ%Toth_f9h*N>(EL4$L(-Skr zvE4@?@T~n1~2_fjFqI zuxvsp8FyFG?o_lgfS<4^%7F}gEnhfIEfo#5m?Yj2N0GR=Y1M2r)=Qfbe-mvGj;)(t zJTQl4OydNaJ48P`P{2++s2)b+hzq69pI4TaDsa;I*YC^if!HYQXdwzzcsuc`I9J?D z%xbnM`Q}_vc0KyLt@%>hk^pM0645I+1$?m>lH1;GW3t=tx%pGt74(|6=w^FPg{XEIKswva+(Wrlucx``a7kARu=! zwqjI00p2{8*Fom@h)-%tkR{|g!Yn(>umRjaz?dLPee~J|D!Ic?tEwoA;*+?C8skvN ze1I=k>8lmvV%RR;U#>`KN)~70AHQ#W$OjVs(^&d2*IR>+k*ca{ELugc z$1Nsn4Ib;Bz5J3x?RPS?-|Ceigc6(o8U5c&q-#I?umGe`rpIH;Ud@8fxaYV7QD^ zT5q1F4D3PR^ZG zw-71MPK7cptL?r!r)MebFc|OGXlUBek!dphg0DVZ)fv(#;TxvO2G<-8rDps9!OLUu z#$^M8N+1HW&X^?^>^j0hvFjK`W|I-M@Q0V_6Q9sB9;SU(Te}lnrx>M-mRIU&IeJ{6 z{G(v=z5!IHt3;qEG}#^OTkJd)H;*024hT?8Nuh3Vm`!OcE-eeS7J z((#-F1W_@pOp41%fUBdBGx3S3Ip$9Q6S(_*$n((`R0o_&|8T@<7k5IFoVot(+jg-E zE@(D?V)u?Y94GRwT?%f~#>OWlNy^{$B@jzsN{wBVpcKhk8F@LFRc|3Enf&Gr92<`7 za9n=}eZ;YC5F9?ggY)&`otxBFvqp2M#gfK9-aKO!4Qtoxycc~JH35`|yhzEg_)=FF zF87HwR6s-}kvjW#lgmKv&{j1MlldH-db|Z_>xCxABAueH6Tx!85`}DsFr0=f z5QzDkW3R6!*=Ry1E%>PY@l#iSDkQ45j|T#tr}9ISTBgTxh^~2<6dl2+*_9MZOjno6 z#r!HTIYH;x-3@!1>b!Isnzrw5Vz+%fDGjPDn&!0+f0p&?&?`mF%0T)w)sr+es#PEJm^EhO=IHiHB~D`gR~GNH&=gn(}i`QBsYdK@G- z!yD-=XLGK>#|a8JBpzcEBbNkpE=zKditsw(_041s?jN&wQ-;m=F@k>qj$<%~RT%qC zBn%7;E?;iO`$Dvo_#}`O$`bPBOIO%c$o{uL5l4F5G!LTh5B%0alSn>CH1Vq&o;SwdLwy0#YPN zf)13l98)e8l^cq6XS^DT-W>NPpLTZZ69E$eBt(LZLf61Rcyu&7ZNT>~hM$E?gE(CA zb(p-cy#mDY-p42(9`<)DA&O31*U)^Ek*s#yV+B=0O-GVWhY4tM(7wSqVx(M-gEIZG zY{jr0&1D?zAt92iCI^72{jTtXg}4-l0x-IkJmh&ngWZio#d^K{+tLaCvp9#eyUaj6 zU;^vn%^T8$CYA_=eT?aB931>+ZGe{{(7=9Gla~tguBhvA$P42;&DYtlCaN-r$)hA8 z6uH9Id0&QYF^75}2_y$o5Z?oPK|Sy_+z%{Gi{p-k1t%w?D~5hZl3yk@9r{;tT<;6dIEUC(*#3kL`p}Gs_$q=6D54XpqS;T({b;&=Fj3@wwPcj z1olc-o@pD1Aeunlzki?4@L2Qv^6~NskL72$$P3*b8v}JwE3D3h69xzg(p(Z%t-zzH z?H4t3fh$KB1Na&1Eb@wq=wJcupkpcT(a*XL*)<&*!1I#s4CQJZX4v^3Is(Ac;s6>A z5W%DK4S8`F`fgfc7J|eUVx7bUf16nfzazGeMHE9Oq|3?IJU4*82oY49YAaq zbD(oVL51!p?kd^gK9{AIK5m2=g||>BF?Ndv`P&cc3`J%0BVxNyrNr zPavvyvpd&$)BX!aDFwApe7@jY_RvRvxuXKvge{*YbOS{N*h_+ke#iY$R!J z$4qZf6g6o+LTBU?ot*NZ;%rSPMDFst7b=16aQpUHw}*JD;=$cZB=O@N4*i3Jd_38B z&M^@S3v0SGsluJH&=+zOV+18bbfFmNgJIQSIuA}t4sZFllu+!fcp!oB(^UG?@DQmG z2&SM-UC84fY&qg(bgmth3-;vIrJ0o+uZg9TiqGR!lKbY%J9JimFYasbcYAJKcCA}? z;c77ZO4TcR5@x{%&p6Z^+UU#Q!tkeKeE!Rqi`g1$7!fjip(u_7GHUwsgB4^zG3Sga z+Cs{Egdq+r_uhLsMGf=-G?@fVFC$DW?tOr%EYTraj)>5hm}9{Y;UX+0HDlb7+QOFA z7UCEpm3Gw`&Tdikem(GOj(?1@Hbo5%I5mtD6u#;#6bN^TYlw)817Q%|VfBS~B+Lv! z3Q5h{91ao^#abL^qs+iIH#&FzNE5S^JZ9bs3YZ<8iK;W@RRHZS4P=|S6@AT&?(RTx za3)hyP7>b}W{Bt*$5U@?Zl0E50dgzPmC(pYrC5+{$!JtZrammKiXC))SYZid(YTq4 zBcj)mzuy`UxrWJWgN__saIa{0KOo&fz!V^y;$~8uGcD4OqhtGMIscSed zA8W7Iad8ofsspSIBr>Q9-y0JbP`ixHS^!tUnN>EBPUd^Eh}DbYA`xXBQAeT|e;IGT zRA;IZrck1~P2WRFYS&stSdqUu7@fd^ElpN26s@@l+|gz*)?mkpq55wdooz$rew9-k zL0?n8X{juSAMP3twZQ}s&wGGO`6glUf#gC)-39Zv1ELNNZkML!wuyUSk#j_xQd!OS zJlsWftb}f4O=yXl2X+~top3}%zp8?ciGHHn%d3SSSE!!eX1icm9mPS*!^5frajk zKP}61@%*g6Z9Xd~4AvLHhkN_hvgPF+aB`ktzad;-;fo2djzlhJ#a+>ZUs z+f#m`Opk>5zEaZpgfm{`Ve;{+!>*!$Pf-BAYkTwi_X|KJY+;{2ek?>ef8+P3DIisK z&oUnQ?WwJ;9T`2$<$sg=`b$-nbF{Vf^-$<&|9mBS(60iD26cA81K1px$f*Mcrl-rY zvyTItk84o4)cRSU+e`U&ze>FFV;srd%v&snf4nztt`0t0AZ!bh&*LQk)u5a3^@s+o zbaQ%JWeU(eaIn+aWX)|4#4mWL5lSX|mHa{4_ z{A?#b3;xHupr_x+d5+Vh=PZ#Tst!dU3NRO! zyX8HPPx%95fv3tm1<4|?hhf_zUdWVDK0&wp0phLT&p@(>6ldVfSIiMNpY@I#{ELop ztSZXgSYy+U!kCnPf9-HBV};?;se@scrubUN+O2-qwOm_&>wY?}0YRFgEv?OvLcRkqZrL3TU zAqgg&{r#Rez@_5BxeKqot^Wd=hc%!`@`*QzB>z2dUx{rFbFw`Sz_i@53sxzZv8JTV z4K^w9fewV?|GCp)k=lRB{1iZ=>j2GAO}`ANpZ4jzw< zGMt`uPMEgnpCBe(Y%+2@+j#l)b$^ zZBgCCBE@>ti*9EQ+RM3S1qPUim+AHO_rH8;^g(L^T~4+1=`i`a`ug3(lIXNacW58k zzqUMTK|>R1lKt#U%MoeEqGI?alRUVu#|7fdz?7pweYE|mBLo8g^z8Dqc6eHSd8%TN z1?}(?O2zXP>zTJ?5vRzl+1U*M&aVPkt4xA#w4RWD^{+>dwqfsS7{r~();Jhch3Z&9 zUydg7D}h&l*KDYtjoBH?SkDF8=u>~Pcb4YC6Mpxe88GbtEo*ZuoYcUalgcl~sQl)c zF!{W?f#=P}i1v|5fKC==fL{fS72<^6UB1j?E4a4`98H#pT53|%UT~1Z9x`b$h)A{D zi3VAD+1aNV2=+qG`8oOd12c@d17gc6K3p%$U+qd??x?!+JuxY1FO4c~5NeCwDn`E0 z;}u+{ebqM@f*h&>V`PJ_7A?kY=y=qcjgs+jXwClWZ4hB3jU|2a=8amaBHUQv3!anX z{`rY7bTIFxhZd)9ouvGXHUlP&g!!z<_3M#B4ij}>zHrgjp?r6|^OYffKZPSw?!sj>AZ#pM7Qz0U;0fU$QqAUxu{-^NoV){(F9Znm~*<4&FPY;TR& zhm@HJPR(`y?nzmaGm&q+y;*&w@nBZKef#Of@3=~zYj>ie`u?3as7lCGJx|Bt1p5~Y zQ`1M%n47>xOTx`6>rw+AOk()FKtl;*ZNN@=A2^(dps4D_)g|-k{nPUq(|Rsy|9iW3 zZColD_ zV2Qy4lbi(GsTX-fEu>Qc0d;L{kqki)X$#URZDPxpRnO5cLm&V(c)v9^wJ`ZGEe;?- zpe#a!q9%_ZEilY6OYy$ZWBD@u{P9>1#I^lPaNs0xY&7k z>>wOAHclyUxVCE1`|6#??w_B7fh3i;U*Vq4qP&8Sk9QpJ>_Mkl0 z(czFF$FLDBR4PBa#Xs>FTu$!$)GK}A!u~Kp^0-$!JtYKV&@v*pw$1?B3q0=Iw>$9% zx(Ihcp;6SOm#JPAa9D(>Z1YmV5a-QlnAzd~M!cOkQTVIv+eoXd=s;9n$|EBtx=SwE zSJ*l-@=W=Jy1IH}XOe?z$|um)Qq)*OeaT_1h*C
*dRrOkS>{jG;A5hZynAVhTW{ z3JLiQE)`0#@bK5l)lS0ZHa1a`0FDv?-OSAeP<#KeJYi(ApUS?7vLMA-S9twUL8mYI zk%yr+Gjq;GFy&HzqifL>QZVLOUo^DUxbk$6$42iykelz^?r(~Y9`pCNO=tpdnPBC8 z#0$pHDB*p|QE4Yv^@0(>5pkA>=lluE*qXiLiG*AY;x^OpGCeezz@0IZ(|?Ih7#VrYQvJ`v}%!zF1v2)$E32GSJN3Y?&XxR_nYfzw`eo2pe zckM)G08I&TZ$2sGt&k&;4%NwIr- zMa6auN5SBVe>^x~0RHO0?N_;x&+^9(=N$ezt$?0Ul3Mb(*ke|)NPFZjITp?-B3|Xk?scQQK;O>K6VAzyJp2k`@-d zk$^`aHpsqmh|H&>W1Ewc03BJ?;7nBAKu@_3gNR05|FpHuo}H}!*f&HelW}kTVjhU@ z+nh)Zo<$92-Dk-g<!*3dDdc2UCaqu>XePmzgP3? z{q-?V2ydKiT1>LUz9_%C>_jo>!1(Zo|FJ!j3)Ig(k{!7GdcsxaS_@g&;~?^P8fLKi zWX5PI`~7=8>IY1}!2o*k8@%IYqi$AXg~ z+U~Puw(ZlZA{N($dKP5E&AtL6uzqW-K>QUKwXGmMX2`QJkR*NQYKHAiVCMZcwlGPK z@unEok}1^Y4`TaYzHxW)#ru;JS)%7u9D*EMQ<&Rj*^YHpw38t1UHV4&v2*_ zmDGEHBb=+fQ?jvzXNTS=C;j{-JbQ{Wfy=CZ+oQ~DlP*gWip&xgGQ{$slkvP^ET^mvKG18rA;e$C!Nq7$lwM5jFYhhNM+f`T5J(zV*0( z$71%|{8iP8jxX|!Qd0TgOwq#9v)@&slm~<6zfCl(joMsntBJPg3As`bpOieH@(O@et|64b(Qj* zO}zE0>2xAfE-ACxQn#$wVt0P7&N`?%D8{RTTK68l>JGFMR`Rj-;(s6BQW`>M`}E8$ zJX#KWnKp^bcW1W8HN*+peT3cFn)}ADvcwphV2Dzw$}!ztdR#2YjJt-=D9Qb|4GkGK z`5%%=XQ8E1J|Q;?n;q~puUz4|Cw^BcX&-}da&mHM?-XiL9I`)tXlc9QdU_V*XwT0s zkT9#%JPo`T=3joar+&*GYaeAEfonnRU5j;h%(7j2zpA<0rxZ-{73NuAd^J)ZH4w+I z5=4#wQSiBK`RUBe1pO-R-%uB3003hvSYe)vTopMMaQ8N$!F<(}U)BPBi=uIG5*COt z&uAT7$c2YVY70Y9oL1Gr@)HnRS1jLRNCySJcB8syeT}j9`Il{-=Z`T6cYPQR<=A(Idq?(rUa|S= z@|A^a-}uH!&aFOU{S~Ij7!?}}CFjK)UzuC*`i7U&_&f!1d{c6f4x>-`Jgnzsd}R`- zy|>=e!=8HUmJK`AEp8fN23@9Ke$rckPXs^22IGALA_vKMJ?h;)QVfLOWNB?2T;JSoiHgaaqrvvC|Vdp(g4TQ5Bv+4-s0;`J-;Hf@F% zTC|&oTAPHWKpQ&)r%_ajQ>quO)gR>s`Y-<$U#$&9&BG>d5;`F zlwWj3B{n3?ltBkTB{k2r>7&ibAH72n;cwizoGxAp4sl!Cbwm3j|5n5$7J0_#T3QmM zI$)gbCTnh!rv+rxW00`Rm!45fpD1Qa)bGJw2+V)sC@rlA3(?H)^|s|Ufp6O4(^&TcVx_{|?n{kUQ9PS&1}9D6SR ztoUp&o-cT#DVd|!R4j+@j_Jv~&YqqZ;!JNRqAY^w#gq)Qj!E{+`W}#%mshF1{B-sO%@~fZx#P}nj+-T)B1pBiAE`Gi6d~D^Tkp+_GY!ox z7wQBx93t_N3YI&^a2$3{OVV~ajhAlE*mf6=^S?ca9BVdhUf2AA>5lffxf8Sq+@=l4 zZ=L)*86Vc_`|9^UnJ>2b}7qsda}dB5(OLeaRBS3lfg zD{jwx)nr=WJi=1cCBB}8+|HZSH?yuAWQA4rPA|E}E0+$=R09~|@3H)}3H13946eb` z?wnvE@gj#iu>5k;A@3VFo6EVt9tf)9A`J_m9=AvlU0;?ON%3g<@*ylvb3mY&^SO|f z(J=d**PZmI?ldgW?GRqnM83LGxIV-vaBgNQbt9XZi0JvLBf)PA3k$)mDH7o~Qf_*G zJ?rpkrPth{pMU3+tm_6mTxnZLwXw0m>DDlqn*0N~j$m(o`J$H6H{}SyP(EDY9+a2$ zok>yKE%Dq@SgH78pWvR|yDeUEi4_|d=KcXUYaOdPci<0$Kn})*q-4E(Q z0}6%D1eWxx*WPgu%e1{d_}0$3Gj+01XjsVQX3))_Esw0OF}jZHwB6g5TVEmphcozS z*51nPApeLNOvTL$>v~Za^FmsTd##Q@#Mx^_x^gtj|Hh9=8ciTjlJR(iDSVYrz~GRQ zWRc8gW?*!H-DP_DkQo(`MJWFn%*fO@PWiM?KZ zx@QT2RRq%K@#BL{vWzjpPS$a8du-pPo7+S+eCv-tchA7Q>;0C%ow$_;-8+QLZ4RKyeD^*%-am!sqyHG8RzV>J{|*t+<9_o zJG%fiwgKxrcbxtUE=4%b4*N>)+8TUPgD&WZSG6g-;PqSgfa1kNFR@z^y6Y-XW*##A z){kzgK(D%Ftw#Ckt(*X-yIv1Ql3OSzN4`7tn-hzZP#=npCqsKmJdXaMOU;5d=haGpo8Kp zR=7IBkHN$!S$A$K>EoGerz-2H`oao=#yejL<*byXGUN|J%I@m*c3^B5pL=c)KsP$V1#hctVL9Jp>~} z`6GD9fz(Tw_YDpbT)Q!&aSKT;8ci>#_RXiCFM&biVLtPppl7wk{g!->1?nfu7*Lge zhup6>fT0r#4V#&yefoOaN=>qFQUl_5P2aZV(A`(BSW^jvgnBzBqPtxwsi~>vh>1Q| zFvHyRJab3!i}Z9}u@a_CoFG$6TX~~u`mHfU7>hdeC*%6LsZ0xsy@AD9pEBp8gfdFJ zT_dY)Sg%n(uIZ!PjiS6r$Kpj<(jS8g>NXllxGY%3)iL$7do8}v=4cS$Kbl)R{_y+?E`YjhQis9zWQqbe2+QQ6fg9@YVpu5 z=!qIN)D0~xDKEM5+v;QQQg3{Kg~#GOQ4^&jDp8M}niKLD;uh^zEJ9f!4TKi4_t2fM z3}b>ClT(kH+GsHRg%nOBExh~&yv=~!`<>r(KEfYqD_{%(bZ==jSkBA;(Hj?Wa^k>V zk91SN-&UB4U{-lweDMNIIeM~(JO{4kuoc-*uMa#kDsAmN{SWPp&b<6Yl;4nt{C?Rl z@4W;C+$Vi*ETBcCDOj|>Pq`#B@owVu(wAS6z7;pmX>6ot@|OOe*sZr)gT!@+K|P9d zB_-n6FUr`*O7!6mIq^M};ZFL*#v$sF<((3@`}bee{7UfZSstC)Il*AvKWhvvt8|IUH4oF(edlD;WO8 zgoI2Zug(xOC6ah#1mR(|0FMzFb&%aH*Xpj{Cm(6dg)b*W)8D^i(3h#ciXbhcZ0H(W zObAZmu%ZSiaR@YX$En|=CGPp1HfL93% zI32r|D~xWlDoCgzl#jDRD!_~oasg={{C@9b6!C&Q+1E!-oQd32P`LIU=6$1;$2}7W zciNl@iFEMiIm}TdttZ7zP8hvi7hj&8(q=F*Hj6(oQ!py`c2Q7UbK2|Y<%bn7D0ze8 zn(ZWxtJE0D`ZGnPZ45-&N8DP_mU=10sgU=ZOl4|FI_uTKy2_WpPRLGKLnCo_5{-v# zHH4LhY?rYS`IJBC<@Z*RJ|f}l3=3S2s5(iK?VgaALM(ooDiyiRj)j@jc>~lkRHo#9 z4^ZExT|Gl>8&lu-;|HK9KzSvLdUnnR1AUA_-)(}jT}HaJY^z5nY92sXc>p< znsSadt-O2J6BcUwW!=rQ%CdMkW9cPeKp4gu3dp&;uVa4&(h8NOFrY24e#y@2x`Q={ zsiG^qu8AcIA(xHfHFGB9H^a}`ZuEOytVls#-gOwozesEM+h0F_ z{+#JlXYs<$w&YWSbkpDIUoM+Mph)IZuy|LHqGI@Kdh4Pji51Uvq&So-k(P6j-k?4P z{n>_PeAAF<>Ph{UEXtG^ACuOYQYrV;y7h&sa4O*ssxEC(*CiuYesp;+#9dX24iy~b zu;`TNuFt4EH8feWzDp7_n*8_Y#+wpaus{hD#-|r$ALtatrR$2%bNDH8wUK_nRah?20kd;pc1#V!h=q~hP)S4yHHQYx-T0;g@ft_nKe_*m&A_QWYaHq zL3{+uuG-r$9mv&XMO zk|cmpjDcAVFu%I`LvqAk5NOdG>kB2g%l1P62pPMeL_ii!vSFS^N%y6$jmyAa#4R|n zv`Z_-2Llf82rBt<;g+1YcKDBB(VW)zCN;N$gxM*4;k(64tEi}02fO4ZrYi}88cTcf zN76Z}&W&|Gv07@Tx2GVEjIR*N<)l~bg5fInwZpvU3=H%O|HN%5b%#XY;o3Y|M_x9nYf zc9>)fE*-o6;qH^zSOg4h-+E6bA-?(2)ep7R)c_0hBHTbw$}2O-s_~5jW)7G+)94B; zg4|@8N8%ch?_Y_3gG> z-FZQnN?`dTy@03BUT0M9MW4enM5cZm+;CXYl|IshHFgjTXD+zGB&eX~1#R&GtX1jb z9ZyiQlH9NA#a`+weR2H;7d4DEzJH@TM6w7~WTVkH68LMvWa%eZi}o(6moHZaF-C>F z7@la_60f}2zmnRxl8Q??Ef)Uw$s-z!nsHD}gQpAn0}lX8*l%P=aOl`6RoX4az~tdr z4#I=5?*ZJ0E%&B43gsFIY1;GS7gJ$N2sUe=%84ggCDB{5q&$q;stcx%(b(08e^SDU z$l(dI%1yE%oXdP;z_#hN&I1I1laCN22n`FlB>jZ9OhP2w7zvK(8*QhxvFYd74y#i6 zWg~$D*K{^#F_!GrLYxYIF!H9{|JdjgxU*g1>Yp(c`eh~gMUG+@xv4?+Oc2(S=L zy_)L1kKmV`Bs z)u44=L%QSo)EzY`-A-w$^nj`(vArw%PUo#MUJ{!bDcK0^YI&mRMgFS#XWpH`ZznJB z|M>JGn7j~f5yXwekY3I>5vVz$kp|0z(oR|t{0Wsv6Mw#aigSZbI zCQ88Ol{gb9LNKau{Ox-j?5jl-Jdn^O`fPdfs`%<9U#G~0vx*VAe>-$FKDsM`qU*O;xncySXL1&kfv zzlW(0v1eIJ>b20*5J{b*1zwLC6!Uw?uy!)KzJ2+UI6gXS*9zoVe1W~-HN44h)Z7-H zYR6AU?VZ;NO8gf++vpc92R=57(Ky%v zH3UuJ(&Zx15))NxFdGL)-!NAQEU|h$E=UjoZL6kH$gq@jK4xaLOEhYH`mlrQ-TS;$ zhkYJyrykUVQ$ERke{LVGn)9QxtgQ~qrk#T0*$dfkmLi4+8(Jdja#!1gEb#3kvfPrImL}55On5qm|&Z7?J&!Ql_ty4 zqY1c@(b_I1C{%tx$hK{t@Z*q>ckXM>)5gmgpp+xD2kGZ1Z4pj5vJ|aIT8^lw5>%}K zne@1x#>EkGL$mTz2i#$eB z@zCpnF(sWbl-y4vBcZywa!s4ZeRa_=*2$pk{`S$<4CKNh@Mjsv@P3S?1~aP|5U~Zq z;S!Rf;g7S}2ff_-VsE?V;4GUS_gRH{b5Xn>3MnsgkUI;U=hW9qvozA+12H<+Zki)K zJqzSgKJn|geJ?+>k=$p`o}_%#VuI2Pq+)8)BVOFx+{9ZYZeqwnM#rzLruM1ddcS0* z`WW7ZP0Ke=?Ii?1mi%xdprxgyXf6g4e}eLJeLVpHD2DzOgdT(l`;@~l5j~w83p@(| z`QRW%v^0JM4^P;a^zW^$XQ@dE_zYpUF*i5Y)Wnbu#u89DU|hqD04QX20bkElhu{ii zJM&xz>eW9z<W4v-lYmW<$Q*5?Lk_x}CR+6;&Y$ccj^ zBimXnXo-HQ0>n40d$v@|*@3y27Dp?%Ap8VpL4@UHCIHq%xQXlPY%EjLSR--_EPQ;qGg|FrZUh=7cT4ykU?%JBr_*CIVXi3kL-w1lGPCktueK*IPPH2z#P2u!UU$gIEoQ3 z<eX=Z?CI3YjWLuHPvcIyua!#2X~2WoZX*l$j~&Py?FL|_~%`SWFXHV zCBE;u;~+pPOuFYrOMI(*-@GA6Gtn#0aVh;>BBk3$R@3egIo}yAT=*XI*l|g@ z6t$4U=;ibB1dbhhz(j)C_~1;*VsY}w+1IH95m^EoJ zI%X>Ew-!32&ZMi6_8rG3997AQ1=uCXlNgv$tL`G+TF|LfFAuX9{VaFKQF!fvr@ z@$kS;SsiT^qbTST3W+*$i8KF-Zo{#{*lT;7M^|eqW7`pK?!NfvMn-Faehr0nJ?S8}yq*xlF02#t;Y+PCm8y|%)O9NZKB|pUCDEv!E7ooWKs!Z^xlRK@2`Kg>hqjUVGmf4mMZGaMue;&WieSH8BuQ?&tNs!5%#(k>n=D-q)sShKMB!@c_qTUt@}_niJ)^5aToN|o1i z(*mlFV$ROAcsZLfs?HroxCNcTvFT6_V5)wGdKT3cd>mQCl>S}g50s^a8kS_qYOk>a zjclw>Zb05vBLZBCDNJ6Zcgs$uYaLx(paNqlSKO2!h(@})P=(fn6vQh({LX&_Z|wk6ibl%UYP?Sy3_o)COoX(oyq&DIDJmj z+EXb>HUSB4u_T;fZb9R-@{l+)5mHz%KFOm%#IHPKUnxmCkgO7%R6vh??+Qz^D9K7s) zf3kuhmgo|trTYNJpPf=UQ650^OnD%kDQ-izSy)=d0Q+ER@sq}RFg3dk) zdxNaVhQV9Z@KZc+Sr_P{z`<4kh!oE!UQ&8Vc{Scqkp=+`ADlP4tjzKIvA0H z`(nZ48nw+I8#CSE+0@lle={@xaJ&MwH;j}kD`hw$Tq+N8p>)H5-*Dgy!4n;4I!InC z<=1p!ws!5xmB>2MJl8_l7Innf7i^1hW&0g8X`QM5L^57FA((7ieZjzM+3-%mDNW5m z8+y0-fsNvM1m`(``T$P8N((9e)^@%_6!b}D>g zcsOF$@}n4{R&joY%O^tl0%0ZS^hLPXL#YS`-BFIG(TWa-DT10h0~&9bm>q%2$Rt~% zxw(0#f$HgtSGN69#rJ}22Rw|0@s15J+(~J;`Gth4jLxNL7Z~)uQnYYe+(or#A6xZd zF>^_uK=1`-jA#`<=N>MOak#A1^Jwqt8w%^B+;zE@glmPXBcDGxfG_a%>(}MaqZ@43 z^E?w9S%a8p1P|_8X03mky?Ad0m8pCp^uo|%tXXc3x%U3q3F!yj3J(ntwuw3_@9omGu`gRiH{mjKQ6rPb*YvG&d?0W~(Bvu6`Ne7L*nWx6q+whz=A z&0=j`>k8dK^HtO3u~Copbs^FO>Hved23dOn+aV?)8%y}nTo5&%PY>IJy9BdMB`T?Z zB_)w6M8sBflQU<^&Py?on|9`BAFp%f86)a5aiNg%iAV~7Mg?r~`}gnLFsuqdV~6om z-s&<@^n_}03z63EKI=BZHU_)h~KV^X0ho7A00{N zk`EvFPn|lNm+Y*hRKM?z7-|7<4;ZHVh4>lpXQ*QnRd;wY`;-q`=V{mpnh!5d+*b*^ zWSK|zIQidP!nScCPs2L%C{g|s;pQ0%P-DbSDd6nNN>Y^qKT~ePG>-kgD z+LNDO$|-Q3tSzr#89?fU#`OlPM3=bdx|uAwP@D3!mXYHZ&ELn4q8GoSjF z)a<1TqFbA;nsBbrs{F(!zWEi2h~$QV-NM_k;lm_mS&smraZokt!u7rTIMsv3U>hpZ zpejtUslDy;$ViDWK>}nA-wcMFh)w#V7IOfok9k^~>Ozc=t{WTz`BBSKYh0q~`5A47 z->>?!5_gw$jn2+zTtts?&erI|i-s`PE)_Vi&!=58=xqLLmcv$> zMU~-sHW|k*XF~tL-jF>Qak~7K4o!(u9{;fID~s;n?C~|r@{M|H%fA<(^!zUC>|ghj z)Y!l=xO3-@i_1!0;P&WN?8H%Z-g%}(TAw-Mc;|#{&W^C5PSD_+8ELc5dy`QQMONTy zj`1>2E4_QKMM&9!k4k%{HL9M3x$c0e_~uKT?=Kt8^PVh~J7GmCnN>7zI4UxQ1QvN$ z9<=ATb*)&nxbu2>-WCVWU^pXwK1h0C0--vF7tHef|BPwA;d6hlHNz&=n@Qv?2% zu}Og<;y+Dr-uq!~@_jNo%EW#6Ra}zIG0krNLKl}CWM3TrXWDsdO?}%9%y)p>5{!G` z>xF3o(Ay`ngkQ2$KsKpa%wvImc0vdp5+}QsO?vsi%Ij|Ea^{YY)BUxuh=@erv6~sP zmX%5A&5L9B{O#L6T0Wb9#y>oUGMuvEyop8}IlpJm9;lkajBOr%6NXuBZtjAQP2o7k z8<$cmWxTcSXQA;nx_$riR{Z<9&+;7|LOG(>+ z7V362{XQez+XR8&iEp|4JTmRNR<_Z>v-v--=f{`tn4PiSJq|ApHMT4A@}ECG*yFK0 zoa8RpdVLvDl!!iaN>AX|93A1!b)4-y1|OPC{;r{>wA2pa$Nwa!e?QGR8J0)bpn&w= zpk4}D)Q*drAO-Ut@EqI=r~5&E^OEez+dDj#y>zk3(f{YG{}1b|@q9_ihG2(=$%Qz( z>i>LO99Uwrz3n%1yPQW6eu?pkI$c$_^Jp48I9_bj+wo3szUu8L-G;MI)_SMP$NreA zWUf8K8gS;+o!bnHU%)mi%eyNUzC~>+_ATOeG zsyVcyo$cq1xWvw>uBN%vQ>`&M2+(*Y=246zRE{OL)Bdnve`jq?&B+rdpvXT@g2?9{ zLSp;m=)dxb@SFYm{atqsw+p*M9bfmks5(q4V1&X3Y0x;y($W$rq6l0jOo(8I2?3a- z5xhrm#ALKu{QNKle1w0Fgjj-IxA>-4p;!M^XJd|Rw8Tx z-m(~UVb)Odjd`?cz^XGbaCjsDvll1cBqyM_)A1G(t(s}Kv1W9>3)?GoaO;jb=Sj8)YP-f-T zh?G+}y;#EuHa2#>blbjY!KWWTeuUQ%+z_E&Zj{m&?GVP7HOVK(CWZ!g^Zv5ivL zlzP~C`1s&+um%Il@58pZ{s8odCH^=HW5U`zT+NHIa35q*VD0-BlU3FDCjMuDf&W5q zYOWUMe(-hf%AM?XFbmuZUv9~i@;GrRB$Bg6uFIEs>{}6>Mxa|P_DME$xCAx>epVEp z#YEK5e?2lE)aLLE8ZtT2Wwh2BWX()ZlS^V?e#^~GByYp}u(^7%s}mEs5l)uTwA|_# zP#;9&GV=3jncriy9Ue|)T~gIsgGrVpKO|yvBQ1SOkr$}~WagaRe5x%z^mwnWEO=mY z4i(_IJ#d7#4Hor8|3CZ&^z%F~{}k~o6ED_+YZKhaE(5yGIP`CGCtS?Z^OLJF*MvYT z>o6}ctA5Ok?qU^2RXg@ET%7R00t9e|oiOa0juVjVU?Et@dBBHOz-9mpY!4TpFTi@6Rq(&XN%)sm;kx5Fcr|2P5`AmZ@_J(VX`KONF9~)kqw}Tr zw!uD2u-Aw%Z*-V2Hn_{W0`MEwa=x&yj-I07WWBuMV7Li*76{8HsoI<$)--p_y;Kj) z^9w>XhQ+n10q!i}J)T$gY~`n$^%0^SU-w%0h3Jyat;e9M037UtfE38dA<*KEM1Q1| z1Rp8Va+3RwphloXTcWVrs3Qzq&;xC=+&qy!+%?560^*D|Lq0e!p}LrK+lwC|>}aKV zwmKQ7cR1hvze9GhQG9N9rT%NnBbrr40a_+N+@}6tmxDw3(0pM#Tt3mK+mtHptPg23 zU0*K<$gT=<5srPwEH$9xQ6!l%bU{|w8%N*q{G6P=7-`|+z9v~Xx@-{t6>x5TVCh{! z52!c~MTUom_irqMZ=hqjGQQB|p=+-+zqZiT@x9%CIhF)a=^M?goR|8_(~O>FT<)_^ z*UA2QUlBg$?!7HMWldh_x}BjvX0EIBTFKYW?HwZgs6qI_}@!QEPG8UFWnF)v_?PWi0$wg5+3aNKO|{ zu772|eg0U*p2>~Fl5z;bgT1SBfkNidd>fTcaJEF4dBQ%iFP}fh^2|)@G5xp{ z{9n5q7Z>4U1AE;>SwA#xZ{Ox(KUsWp+5cpOV$t%mJLHlFT^1lQ&DI#7S#}Yve^(+# z6%@C+wO}}0QznSU6E0egz7-}l)zw2jrT?{eP%}Z67f^9?^Ha4Q)_z(Ys66VW&rKsa z)L~Iv1IGzP#kG;txl6)J(hXHLHERhPTLWZjYa3)qnv%a22Oj$SJO90k-xu=Q|Gy)( zY+paiLRpj0^tfYXVO+@ZSLyV@Q@rjAodJBE{79@A9CWkk|E%{X$a*Io@8CTj2H`9P zBBmZZB)2O45voN$-!X1a+>#~sEshPXJ+9$T&)G^Vj!-xc{-;fsvc;a=D+p7zl$q_ ziZq$;YH^q43q+IUWao6*Ep!%*ulF@ynv+%g_4Ub9xjp~&1uaE~sIHUNCyKNLW5lulX_~Eb@h>BDh@!6!e%-0O?SCz=K~MKL_kK+| zRtLbfDJseZMVF)#G1uI?S{=8g+g@)CT`p(viiq@b@~!tvn`uYLTI9`LO}pA5yXC&0 z?*IN-(bs@JRR>rUFCjcn@hMmQM*VgU%Fv{Xk;1p-EnHNLza6&7%M<&(CE__q;CeFu zYfaSe+?JX1gAlDfQ^)7vL^7LZXBXAs`if&;;;wTxGq3hq3KK<(DXA z-Qljn_QaA)f3U#^((=FsAhqO@?QZPbf#ae`8?^ZE2=RhF+8!=aPoAWYN9X4Em^EFGCAn(@PGqoed;I~^{gQnVA`;|(eE-)WzAU}*T^!=B z#?d**U9`ml82u`Y-n(=5T8c)$zxID3pZ2%A3(^bkBICGnjJxX{X{o@u%Ji(Om)G2t`Xd`XGzJQ+jTVo>=g|7}qni8HnI_*2m+}xX& zl~aT*lqPOFtj_l3_yQJ0t&S^ z+Jzg-v%_odH;7320cl33E5>Ro7?_6MX^kD#`_JQKSvJ}o;)m5gfXc&x_vjdyj$qsX z4~1(K+SKC?>#*iPH=+r~C`S8lL2az?JLG{YN9J=2c?=-4;;y0X;On$)Mj>`9TLX!3 z_qOe<4*Y*K7JZKlkt@N2`Jpl4b&`!u1A!GK>vI_(Jr)Dnth^MlyrBg*b;(tS#&AgsHlLH(v3)ifRr@+bAul5{r+!^?;UrX z%i+Ad@7~XTo)vS=HCHMFktCs>d~O8IQ~luZk_+#@n?F&>yLBJiag2|UjfIXSRH-~X zJP0XEyn!wE$0a8TA^D0U?ZLhN}Ed%zu)CpuABN* zA9P*@_&0nOhXtno5`3DfaDITXE7I520`O82($dnQ(CxyMAx7V0 zH|*+m`{tHA|3E)8J|<=cS!pTrUiIW@Fq$zbX<^iLITs`;Frs(d6P)WmeCwcYMer0j zu%1-hNv~g@*!!sS%o221iKi{cJOxQbqOZC1q_aQ=Hc%?$F_E_Nn5JNK&piY ziYhenx&3$T^V`9cm5Hr|d}tp&68g;i*^Qu?@EksT9Z^0W56U#sug0OFD8U%QYYQEm zd9YGY)WRYEsD-iGXat+G;{*9sB}IF4lO1{|P(8stTqK3mA`YeT*!Pbdl*3@F1oPUm z&04p#&Ez{6R-)K4fy0k+-S-#XpK(GjyG{>A=}5H=eRx2Dd?6PU;7x}<6r8W;hH|pD zia%)g`w_)DnAQIN94|;6F3GojR=b6XXV=ftH${nwCIHaEC_CtmkYQI)R(JV* zh4_3Z(9=2neAlgxo5vzw%0trD{Ry=aJQ8{NJ@<-caV|^m&6RTA+6ApxOlrwCexvjr zng-$z!Tgn}KFK?I&)*}DMZ@PxpOM&)59Bt3r$|vr#th)1e?Ycww13#*7xOg;LoRGb zT0vn&=kd=`=re>$F?om{CPfF8BOfiME^EDkGFitcN*z$A$X6#cCy@HRJ@L3g*B9@6 z*?k$)N2ccillqBEx?3T*2UiXc(zmQ<&Zz+T)t!%8Pwt2WN$6^MUwtVXi#6dxzY}h5 z6K`HNSQ!-HDD+v;0a3uSK=XO|4koF0oo3hA_RXH!_28g8R2HCgbplxFllfe#W#M;d zB9vg9{YCGNt}p0*3`+v4fF|F)(T}sYB??h7`fyx@C#+KY6opvJjscZzMI}{CY+tzl z#+7}~C!E!X!93%!AJ@ioCh&T}-c7c=4I?=1$vd*2-(eDsGfn~>P#f%nu|ZlvAOR2= zV_`8w>i%GJ_Wz)e@vczF>V~F3J|=x$xX{Cnv^*EAZ3rCu9J!p7H!l9&He+KU6&54JK%2p}F{j@5Km>Zm^pgOB4iQfvOse<sWIp5;76 zcM)=7G6YZt4}($|F)i&m%nBqg>kOcS#6ijLG;;#Gf~ehZFCNq95U=#DC@E=7)g$u| z#e_q_*~K!K4BY5*%ilL6*b*^hUFGsFf90;B?B)u{M^a!Si(w7+R4NH1LZwdR^x zr8!7ZyDW@dbSH-?|M8|6SG>zZ)E2F401CsTxUYZO7E#5GkAg_0s}TE)1foEWEu4Fc zcM20AKtYN<)cAy0WSZ7i4$s|Arkh!hab+?P_+rbwzCXidaSoir6Q@sO+$%6;18@}K z&p}YZ0mEudz~2y^hs*PY%ZA3rJ!5tdBg}&~{E2OjU_cQ_G?e=iVq)|m-q$Txvzda? z+p7*@9N^di|G?Oe*G)#-igw*lu<&G_9f#Z>aw^vBsB2*!uwWsNG- zq-s;*9lrN$GMD*7NCXywE%Q}hE>=z*{tI+E?6BFHE-#dRz$8NmC@Hy$6@dL`2ajt` z?Fw;u6kMRIrkHdMC_t%2zM5!t&y3!LDA{W&ldMkoM5u}PLBtqrdC7LmdqwoSw_t2K z+_Xg(#!-D>w)EovrG&aMHswZv-qYuM4e&WZ9>d;Ak;|TZ;`RKXPL0`7_x^5&gC%{I zyzoRP3vh@pS%OM>T&{p_D#p{-=&Ne3T^(xRDB?SeWPwUiW zqn1W1MQv3%JZb0DYZ|hsZM_|p5EQ@U~M`I`U^hlfXgiE znnw!k73AbFW#;-fww2&|-z^ZvJgCp6l%1zhFj30=C0A8S#Ae^Vn-w$&k??0)w>u6= z8JSE4=I}wc5mu@_Q}4rx$HLD)beUU79Xea#?R0{m`5|XLNKSpmjF{W#I^WWPhjV=I z;TqKk{?1fn`}f1G4QKCoKKewXyfoF2V%KSd(n4RR>i2oSYdZMK$>$UK8`t*x2~>Rw z-y78VLN<2&Id50r`6-9R!(M!l^Fsp+iXJGOj&*!=-GrgYOP9J0e783ESQ=3r03*am z+J*64*Q%43(h)R|R z*Nne+-Rrh89`ER%7GdrFo7H~F)Kq6Zb6&|uB!|oVzJz1v8L3EF-{=~jJ0=vdNtTYA zNf;Ok0!t%{c%)xT3X$R-wO?>$%l^&O-Zr@*d$lZmpt9wTPu{(9%OkRBrP<9Q&|9m! zHF0r#6B&&`10z>SA%#ZfzeQHad3Eq48y<91zS3YtS6|WyUkCAqi@u1TSP)(Q%J{@4t2LIDHJCI8%fBx|vu#ggVP zHpj+H2tGaV{ri42!>T^D{JYx3e{owXudA=Cs|Y-K{?LxV~u1 z_FwONMxf@%7#5H!6LVGHC=qR9aKU?YD}QDF|MEEb8D>JLvjKj zCECSs;Xq^N#y$6X(NlWa*gqA0Uf?|Q2r`j$-(voL00{~IR}8fQ^%sn2YnbBPYe`X2 zQG`ZC=K3LyJZN+rlJ+Dw*PI+ma$0LgR+(sCO&*S4g8 zL@CT6-0gA(SoN6T^_)Ga_tw|m(-*oIIcxF6~B z|7^n5^S(Tsz2?&MB@ppZu}drKQAyLkQsp=`eJ3Jf!DSgB3QEhIlogmlXg&Cec#Lpo zAW4H>@z(t}X#rPjc5(oa!9-XW5 z_Uf%vSMCsdi=4^+!q4$e8z`mYYQQH$-wH9Fvo4Ql{X*Li z(S-?+0DZR?NzqSgh;|~hECK3=_M3JpawDkgKr$9o6!wCdwe*wFBS5w^0ycDcNl6xV zO{p&GeynV4d$-&{71fZ#Aq7ej5w0k5q00+tYYM_13q2(CAVaTT`)-foHP9&M7M3P6 zW$oKTTgygf21<>M_l&%*svfZ$?Vqdj8=LQn%r$_zdTDYnzg{dfH{9Ft1P zb8xx9Lq&<#Cx}GKaA%I;m>^g||AgW-^N;+~t-eQ(e4Ujv($^<{Ac7nC4obC2?r=so zC283Chaa_2;D)RR=8mGj2gR@ad_f}BBibqvcKD8|Ce~wa63gy~pobB;g;9;~R#z0n zLHlM)$?q6NlxpOUxhU_qvTvi|NsEagrLXOo*|&wdSP(s6;7UUO&x?ll*C#4d+-)4lxiE_mbV$T252=SAu@^L^ z=v+R3z6jAp>C=(=MAd!l>I=Z9AV{N}s!L!*>(61}7{ZM5V9v4uD}nKn!>DJQYjpUz zaIbWQS|+|cX3un!r#_(H?cja9k@U{{xjBc_CJ9~o&9_jo%dRuvx9BdxEw$TqZFm0y z?50Bdlq#A>Ra7vKQOcYOxlWfA4;qBOq95WZ-{k<)L&7CpV^Cg!AQGcW_@P&ZN!ifO zE5!(#^kzc7A#=J9=OP!UE&?}qY6;U8;_3#G0fzC~7GPi+mP(S0ePMU>42J1p?1!47 z;yv;~i-oNh(7{mE#{w#phClTAYimPm?*BC^Y`R1ZA?(i8ZS&aPtk<$$zkcmq)QMS1 zEGWiV<+cH#f=R+vLX!Dl-{KLbc^_gN(#x+UJ>$4_fHL?FNq@rT-wQSjgw&+o81 z7(GnV;S!iiu`&%J4XH{cO>V9Srt1JLzyKqRwLy{kY*SVl_Y*!$zmat(zxz-04rq6F z0LTOMP@yY`_FlESwU%(kAhx`M*sYFn+!9awiV?d%SB4P zQy6fN6JlQ=BWFGS?#*vnqC*oqdD(Z?Gok(Mdy|2mII0(z-HdXoJ_jagwMIO7V*c~n zJGNXy4oZvLWj$zobeAzS92#lM1tRlOgbLJuo7{92Ru7x;3`{hcDo&qdQ7n1+{gPt~ zw5%gvy|Pl`1u*`f7?G_#cTTPcbZ7xIIi{(wW`FGo!AzP zG^4v>ezDUmuvGikF9(WupbCSjGp@t1i$2rQqB9y}(4_g7?x1Io-aSt}84cbLkEa!g za80`X7op42pK?yhAiHwZRbsvll*z=z?u?IGXs?95gjA9~2l%t6)X+wN4zKFx*KLt# zg9EXEHDny+!yv^v1Iaw3qz@QI?`Yjy`jYa*w&(Jx!BEx*Vf)`psck$5MUicHci30q z7-BXt2DU&E28gF`BneMz3!7;d4x%I@g=d#`jzV;ej<)tQlXj8Zws5|%U$ykkz&}wl zCk8}IEB77^mfo?BUKY!2~!|)4oqOl0Z zRE^m33OC~CbC&w1^^yWZxr9r)Sf zR#&IR?5&Nr!A)RP{j8m$&k@%!R2tCMCK@X@_n9U6+nE9!4Pxq@QEN{~V~cmKLAvmB z#N@|nQ?KCTWMp33jcMTny}+sxR0nITXe&DlOG~z;9`w|O`>~#*b+FdVe#9uTB&9bH zMI7lUT!wj6LKZH3Um_WL2sZk3Ud89JK$J&F5AEIp*v^uiL~g*mwMV)r&v@RY3b4KF}cX$&awU6hNj)zLYn(^M>^=Hlh0c2 zHWShm3ilGs8_5o+S}YiSm)+f?*Pfa5>XkO6S%gXb#M9xGVMga>W(Yz#P$WFK-NF(` zC665wOH_~!=7^1Z2i#!+T%pRqlSNP-Wnj<-L<`_BRt}l~mUVIRU%!6ElrHr5Un^1@ zUfgUpm40<;IeeY#?9vo#q06H9lW9I}L;H>MjZ zB4tNTfU`0;HFSrZ7(N#z88V02qu90fx{>7XOG|H{kFK+`b7W)$@rhr%D6X8C2f%9! z!;Vna8rZ~mYomC_hd4QvY6Ps3j92aK?2L?zgoNHYw{uJ!Tf1%@KOY}H*QV>!b{2L% zMn*<9Ha0#!r?+lv zV%S|hZS6BWJiid`bZ%YENc3}-=G!m{yA)*zd20!E^>C<+aa*UOL$nrqQblnB@t5O| zM#plJ3-TL{9S<$)M!nNcu!_$YuPe>3C@e1Qcq_k|9uzR}K=|OB?+S7b7GZdw1Y-^G zAVt-ET2y=XpfwkBi25OKtFED-fXH=i8BN^W&jr*YfcjJ)EI+6L=*w%P*e0H5ehp^>G5Y>o(2SUYO4XorJ_CsXzILq#CZ(he6B-4A7nX_QBX?Li8J|B>-*v z5cB$vL{>ifUF~vXd_FQ?_Zhq`oGHidlATOU(FM-)2&i2^MM9Bg%8KXr<>^-s4mD}P z!915ys`Q7&)af;HZZT&&nR+y{T5?TN!S!{UxXt)~zdJ!rW5NIjs1cDBQ9!`Zv(nO1 zl!@doUAn{{wl!sqYP3e4pYe$U%xwnIa*Gpvtn-XU`rqPy|Gm=7f^b&MPR@kw#DtAB z!v+)FF$#!3Cnn+t4lXS%;p5ViI*}0oC7+~WK`fF7(vON)lm76T0K2jJp14~o^dfgk z16^1Qi?cu6O^DlzN@gnnv|!pg#Nqg0FNtQa;`=+=Oj6zRAOdh<1!c+$H(W!Bz0G!c8P`JRIOB5@zB1z)5}$HAtfqmm?TKJ7UyQ zM_NIbYwDvzLyi~av^gjvz`+7T4(@vkJ)RIX1x44$hyX~YFn{(D$Z0Op+KVJAY}&BF zxGCj=`dQ$~h^WyGpM{bkv;sIsolqs5nX#jzi{LVDPEdODqH?rzvA>sQf5SlMKnL5L zz(jP&+>3>lhWhA{xrSJpX}%NO+}r{J>S))pvy%wpk(V=%hm!5fh9Lm>#Q#v;Af@Lr zZEuadywBEl8j}xEran(Qj3WdChhAg&FN_>j5Ej0bw}i5oK}SJ8=9_|Euw}~@ck;ff z2wPiQqTEV=P1b{QWwfNW0juY+udC~&LOc=fB1{f$k08dI!k60(LKqY447b%goFS>?E8voYEG0 z0bByK12pm-((z~@bg@%7P$CMQZ_^kaBPi&)I5&l)5WUMjWN2<0^Q6i?Y4u<%;KKZI_4V?xZ%HI<6@Gop$jEgBZ|s$Ss0#0ZiTZYKge% z6vBAi6B`P+_$+U4Z)}Vs3=B^22MtMTR2T(}XTu_5Z{K5D{_D&tHU{!x0Gt8)&dL7FPj$XOvYX&AX2*_vsW_$wiwtk5Wo;W5PpX@YA>wDGbIN$O z@$rVZ2KZ}{J(+VmFyR|AQ{3c91roxL9DfrQ9|AXqMzQ% zFe+;5AKl$)=o2T9JQNehqx!-frAVL49F1cyZEttM^&&L#^z=j@LQ)#Tko?rj+S%(SvCPEBRb zud~g<)K`cZfaIXB?i&zbJJBnds1Pq3+s)Zag)Y78OShbc>JxEaDXFQ%nN(B5(M z027vmOL;LKOI9P=yitG{N)nWkbq)y2IBizR&j{d-|D zGBWxPaP}(c20BA8R{bcglE-4xMWAJ{TEh21Gt|(~p#K0#m(d?TLNVq555j&zcXob& zCu{`2Eu8<^-`@{=tBs+_^V6f;Om}-TQelPg2&bo}oX1gT@2xIadAPLi+|0Hc=iFbO-o5g5D}iU zlM^=B!otEx-}1&d2iQzAJw3hbn0iO zmeZJXbY*GWHYxB6s3z*5sxPV^s@_ly{m+V7ORWr76S@*C&QZ zMXRQ0i`m=H!V+eJ8)N?cLmb-)q_Rhk9;K(p3~E3I7-^G?y8l(R_ILA^gM-;^H#&^> z=V)sRNps&*5ReL&w(*xtWdHf66RaByNP%KR(N@Nkqdjuj9!#CjpW=%yLYb*G`?Udx6*?qBL8wMWQ(6TCvFAYlWWMb zur{h0MnPQ0!T75NBAP5-V)Tv0h*yly^^wEVRaZB;{bKcy1}A(HXfs99gwzdlq%p2) z0=yCT|CxK`M34)={Q3iauPw(~U0t1?o*v0UDz$cdo;|@`Czd@RfXO`&E*7a^eqJ8( z>F$Cw2wK6ZV94s!*ch&;89BbguOG_tVq5NL!5d&hAx43{1>Br#-X*%&wuWUx)?D+k zW!I{kg-*+J{u+fYN9JJTZCs{`IqB7D3QEr$b$_iG*PL~Og}>G53PcQR4AKc<75P>J zgv=<-yWhK)o0}UQ6-CJOU`K_XynZ(%MD^085-bIfUJwf46p%6^)+AUKE(><{CO_Oa zQxGHO=+EEnx5@!%gD73j@`9f~hx443Z|QDaBNY`DIk{N`cVb*-b?{cN2M-=RdbE{{ zjP8V{kh~v9C7mCo@*Ax?cvw==ROnWL+3(JUWs9sc=*h13hx!Wa)ftGnfJT4}5|e~E zoZhY42FV83LPr6U)-z?>VS?fZ10kr8u41gGD7Ng5u_!#pcaTt0fdIup3BCov+R=pQ z1r!TSkK4u!7EOSKKzU00((PJ+aKVoe4}RwF7~!()l_(3496E+X>zU19mWHvmwszYN zQWB4c_@L-Cq>srB9Z!B&scWUKkKX(p@RL-mQT|h&Y^43aehgO|-r>s-YcfRQwy7Qb zJY%)hSVuq4z_$+4%{RxQ3@E;Vf)sTcm#zKu-JGqBdIXd-MyQfT&6FQM5s#- zmCxIR8p+?!5m)`Uw03Z%p$~uQCi*wSGxGX3+55kLtg5WvK=Sr>GWzIhW3QsS8Uvp( z3i8ycYKV3OudAu9Mnf_{w*^^skX~?W7-lKnlfPUDD4RH5z%~3?j)+n6SjFV$J6Eu; zmLhBSrKpg^Xy8E1!}u&NF1~#E5-SAM8&Q!j=n@zPs^I#Kh_$hc1_ta0sxdsI=EVib z7nozmK-s|5bQHtmMgRh2^!@;E;^fJb{w(mL0qhzD`d?qn=b*o@vWj401ib+^LXrd>T&zV(^Zm*l-9gI7dF@A~@s zl563#g8@}lWr`n!NfFf}?43W*^zq{ndiu^V+xD+RQ}sUz!HfZrf-jdM1>j?j=6BpA zf?8PE4(S7{ADmRHt3Hg9%cF-6(X64+SNF_*9HZVWEe(+dByK&IYSZ(14}cQL5iXiQ zZw?XQix=-TPXH$9INe`6G==;C0jCa9Vc2EzL#S*aF+^5@1{;NXsLfSOAGQoG*X+QMwZ`q@Xeby<46ZV1KvTyLrR~4Xhu%Xs>)>B>gBDeJrmFGx|ApU z9INW;EO%RXsJqk`EmIbD>pAie+8^Eh5Np+HDSb8)0$(dAERe0GDp@fB57&{_r+bQyST z;;75PT*OUIPI)?tO#suSU}*Ck*lu@1X|~knqPXGWy?v#{7gMuySz z@|h-WgD+lhYPv}0oQ6aSfqM0vGp*x~lZuKB8)KzN>BGVKfiG(i<8VU1C=LN88MiOX z2>D_!7A!0{`IcHC*$WH|yvweMV&ZmJSuD$u3D?+DFZU9+wWGJL0H8cX$uL=($Sg2s z-eJ7El-Gs}gAKht+&Gaw<706?WvQiJ_&)M1W&8V6(Mh^#JbBjBeEYs!Qd&N(k?WF< z^MWh`))1RWfwmgX54-yZ9!5d}p@#N);UH228D>A25>{sBLDZC{x^M`wn_pB*!lQlG z!WuYdj$!7>2$z9dO;1lF%*Sd^=`*xL5@a7-9f+_(TXAQA(I$$om52$5{P zs&L?e^Ru()Sb+sbC3_U%E7C*MF-EXEUweFdIG>-+K4%U0S$boDLs` z3iRV4KE>tWoI&)?pJ4z1lO5m)2u#-i?iPZJ7=sANSl833d1 z$^Aue+yO9Sdm;*l%7?ABwI2hdrnb`wEa1WvW962oU6-eSq*f6bBJkcuU^965KoXqV z0d)^|6n2!A8N!7li4?FM359F-GyQ@L9o^5^9V`JS|9S5YSO#$kWF$)loLF7f-kj6a z`KdCLzy)KtH_RZu>Yv2ta?FlXgVqtZVQw8PY=_qA)~+S_5?c2zuNf#M(KIqML+Dsv z_CJ2olv2+u6B`Ka*~k1oBZTI`BJ%UMr350$nI7$M{r2`I$T%4B z9#4Hy+y~>pGJwiLHG6h$PGGv#a=g3=a#r6EaE;W(2Vg*PbZa|}kSZG}_$BY&(Q|Pr zM9T6bdPA~=+!x^(>}p&Tm!J4l`RS@lJ`7dIG9;KP4if~>qem}2mqFHop8q*ioNPz0 zv*{x60bYx;TI$P}U9cr{NMu@JSmG#@2~h+{tM{*jy+qN_o`aV+7d6|nyu4Tg3lzx4 zV@C^q0mMT!@2KDBV^^cHva``3m?3KF-6I3uGUNoXdiVkNntb8ghFXf)3?sEOFuV>( zeFzHEBBFTxy9nXiI|&8_wmj&zFqKsM_8~wyk_<>LJ!wnlZB3P0Or^o2OZ0zaR9h>PPGRn#V2_{Zy z#`M%wSW4mhI85008`rOIHUEWFsi}Futzg)?b&yD*TxMWkX=B5+ zd^sKnAONKT$DhcWfc3x)0INod7!RTFU~x=$?it!8j5G?rpS6e+yaMAUmc< zFD;I`dfmTIx@{XZ2WD`Zzfn&voPPxmf$Wml_-1AV9Gt9{%V;pQaWlQT>!S7TcjPoQ zZ7^A|wF;JzLf4~SYYw5(CRB4(a%i2yK@b43kyAf*2M~Z?p|UFycfjNH?$|H3hHx5) zG=UsYH>l@WiN)86`yi14{Qyb<6f`u$xW}3SbRfCHx?hfjHK@gwz!MvqnnM^|6?pRS zv17ny*aZY!5VqLvzOG(xfRaS?yd-z`?+* z>=)4#Iq8s(7Lb>p_N0Dg|c0 z-km^%k7hphj?kFInJb-Fn%!91l%KsnQDGkBBQc*zfJ&b}e%!wQ#9L~obs0K649bki zPTl4e|1RY@1x!Ljw+wVe0ea$SX=*;x9!s~S7XeVUu(*h9hmb)(!o-AKum~*Qn|liJ z9d^L@)zt1DclY&TK1e4KsL|PXqr%37EZfwSU96fyn(ri#Gf?>8GmU<{dBxB z>=AqmqRi=N!Nu6sdb_{5guGZx-nARX@-+QDJ%GAz>`30ab?bRy;iuv{y1Kn+^*V{C zkUM>nj1!f+!o^`z&>~|ZB0A7^!J%D34i1n#vk9kiBKaYZUL%$l`ab)y0E31_T4x`D zAPY01F@8wZ?3bN+SteFkgYExw?s=jbj6};z+>%3 zg<{9nt*Pawy2XMC0t&of4V*5_c>YwqDk7!vD1e$cumC?wloRcheO{p-LGZ*0ndll+ zlyrcA`7mq;Q5-)5p@9gd$K%H!Z?S(|t~7^HfNK=|-qi)}Di-Ap;x+q4#431(c6Kvv zYt|8iB$`t7F8fTP62`8aqK#`)Nwk4a#D0OZ59W-AycILE0r*fb$lqNpgK`5Z*yH08 ztHb7D-Ux7cxTVZk9oB311BLW9Isqp*b~unEE4qm@Fct`Vs5uSfWMpK-#7fcXqADrx zkAMWNmtU|6P=Y}r*uDqt5Wx9R3j&oMo3i4fWYDP|cA8w&L0EmL-;Z#`c5TAcNli-N5KK1hp3Mg}hcr3FE)*JsxIT1XGAc-w^ZY8X-z7Q)1J{X?qknk6$?5wQXe%}h}hR;_G zSEga0)dS-wP^X>boe=0vga<=MVO7;9^dDdH=^h*;x-!IV(P+5++OCx=4~jQe80zh{ zL80i|H_d|CM>$%jf-rAF5oJf!eYbiEmw^}qLImLvMz-#$7L0}mzN&o6>TN@{83F0z z!o%^#3^+V$*RE01(6F?LE3DkPz9wfSQB@E0_qRc|1Tebx;yL}hwFc>c8WGVNtC0q? zdx#Q+2Bc-MCW?j8_LT{tIiEKtw0?iP5S`t1Gfy+ktoW&Fqc;K)1WzdD$n!Qf)kR4n z1Hvm^Aw)w2_EWCUn#9dG-K4EKxD9o)P04%qZj<-URQUvI!IL_!-!fGs948pJuMw&^ z>Y`_2ey}*Xx7af%6VO0eLOoxs|GfduzwdL|xxtOn_ob4UPq$!CR(+nBu1js8&bswy z>vYtOeIY7Ie7n%P!|@y3RD38@>D{RtRFbgnU>rameCIIDIacJt>wnWADEAlMUn^7* zcv$81*_d>r$Il?^RYiBYFSYkTdU?F@uGMLWB>I}5e8^nxHB(UMqV(_&GmzZdeet1k ziuG_7H_)$tzcCp6T47TA-h{I;oTh*Wdyl2{4y0A98QHISy<-)Oe0CGCrO@`0D+%_> zr1XO75)0w&!M@668^#79 zK9XAEi(?Mh8zi2MNSBx_Pc^By`J?Sz;;b}>#VS9=ZKEh2H>b_TYb?ht@*Npd*QZNv z_;V3;$KzR#ALqjZf)~dSZmH-;7$*%igkB*e-7rvy8&s2?GTgvX#zy6gTSG#*4tK?r z;h#NBqs$t7^v`|ApHpyzj{;-2xuZjnhbIRhRZL7jq`-qt{BsK+3}-Rpks}{Jd{9b) zI)z$+(<~BDgKL~596S7X8c(r&?fxmSViG6=)0K^3r;vKU2my*jas!V^bc0b+=748` zWC+E{4$JjuJca!%!Ku33R7L~Lt6T~n>^_%JW`1l~T3lI=F>>#Sq!TbJ5g^`gO_SJzmPCz7>)x*HR z0AWT_)NhfwY)58~IAo}59~G6M$+!J`_Mi;7iT(quFaW)TfykA|gny7R7^XG@GqN45 z#RYu-e#rfjl+>^BaSRwi@9lm8r>v>IiLtSh?D2BUXb-h>S+!0iZn{;?2~a%F$;~Y* zL(E)KUQT`1LYqL8<(?K67EbleLjWFBs#zV>Q8#X<)L!hwzKBQo2p9DwXk|IR{7k4Y zr~oks=q_r!_5e0v8<5yg(tw4A=^V?B4!M*7nS~aSz^x)yBqSVHIX%TECMFOa<1YyU z0;RQ}_XPk`lQ`a#+kWd#WXN_U)PMY_gD?T@4+l=`O0ZVi{tH57@9hF+d+#?!goSwR zN2!;N{GQoQTs`LFEYvoSyRNY@Gb51g#?b6l^aSrCKGp`GiHFAMI{?%f{*II12>=i$ zKL)bT=`Oj75P23}MvL?}N8P|u$=c#&oe$dV%s%MOfDu8_E_RRcuA!CRLm@NCn{mA+LlXeF??sHEWf zO}|-VjpBaF1Q&!V<&WfqekFmYt-dlYu3BsS+yDOKpEv%`|0fr|zq~1nPOde)qtA`_ Ok75_3M3RIxZ~Z^GNIg0L diff --git a/doc/visual-programming/source/widgets/unsupervised/images/Louvain-stamped.png b/doc/visual-programming/source/widgets/unsupervised/images/Louvain-stamped.png index 2d87d62cd813bd75256d40797b13a51f2af2e160..ec249c930cd06138153840f1bfd4e7c6ec0ce41a 100644 GIT binary patch literal 17863 zcmV)&K#aeMP) zaB^>EX>4U6ba`-PAZ2)IW&i+q+O3>vavZsmg#Y6da|Gq5al zue;a3O?!Q=$G7dg{tx9|;^WQV{~Zg)Scw;dH+}~fEPqGcC9r}}L+5MZZy&fZ-?!&` z{&vCrY&)~!&&K=s?wjpwf4v^Qn!?!pdPDwZqu1*${cO8yp)X$hyz`eI`0kT^|L@Iq z=d60pes_%B}Tt};j8!4hx=L$#Wz2%Q=V8v6vKE9-RuOvJqtiy?}mv)P5@va`ke;v9CY z_@}dSAEF<4z@_AuGY8*Q)ZT96?Sfu~TtC&?+TYbAtDDAk@&b#co z+wO;0JK@BWPCn(-(@y{JntP?~7q7W*p8IF7xtG`Ev3TECKE1}vrTn^t6PzUZ43GKf z@OY622xu>#+3I5S@|=8Tn}8~LyylXevz$DJ2jg}=9rxk8PtX0M-%N`CC%^eWdCtgn z{~w++a^1^wzx(Y6udRM7O1KVE7RshJ9DwcQ-F@x5j2T^@T!>H9)z?UUo(zb!ym&Ek z5pPSgV|XCVvE!k86DDadgRu&xOQ2IOy=Oi>CO`^k$GYd93vi67)ih^bz#G9(Ggh#3 zjHr?n=1D!7F;>}|{mmFKZ_K{N)!J$4VMMS8wlA${EA6Mh3XOJDZG*1$2+PM|TffWMZ>?tN{@o_nI*5z9nrL~+Y z21Uwo`m%54Fh4Z!_Bh{`bnZb}o33vK5Jb_d3UOH>_ zunU>u6>e_Z(%}L5EJulr1e%CmJ!z&w ze4Yw8oT590Wo6=%U|D&@wGshue4Js=Ib3NOEDXMhZn(B<>1UG!ZtoMZO~V%OL#w>} z;j8)m2RJv?S$t+c3peG%ifh9=Zf4>!#dc=d2|&!<|Q$SoY#?Ina zCmtqOD`!p;29u4mGfCv_=w>OACioXxkEN`|BEagv=L4U`&}U*V-sTz@pU27sB$+zb zXo)ByuXj1Ybl&*WUBq6K<&N>MF-4R>lWIB*O2l^vd(vXdHdRvYqCK=#CK^&uR>Qb_#pS_V|{ zwT8O_Gk2sm&XOm71PQT_ABQUxSBP|h8LlLzp+SU+r6$CY38FS`&QgD@Fx-R;7Sz1f z!glh}-XtR#^`oCFRj;Nj#OhxAZA21ya#&H!K^g?B@W)YbF=;J16P0P$1qT~kIq)*o zsRceu^~dgP^+>YJg)VBxj2_zLos_U2_rA%0{zU;G=Skf(z$Q;|o?Mga9&rp#8^$eo zBIX=*I&UlH+?Jr;)J^IPmqr&IV0H8285CXw8$~}?YSbwrFvSA-N?O2_SR&KYo^J+u zixKh=wvycEO2dZ-BTGbSG9yuKheu&=>uu_qR)~1 zCwAD6ufrVh?JOzU%pSL5A;NIHm3%@#;hqdwLk@NYkGYcv;5@NDHs-EWvts$F2_P1J zM;%f4!mh4#w->=gdQ-1$Kur@iKAxlGDl=1C0`VQ$>~fSaeZPi@9-1~(?l#qo*mcd9 z-S1YQRunq`23q4m8n{|l03N@A$3UrC*ZC@q20{d8Z4dFHfGjwmZ(AHKR0U`BAi6Tv zyX1YQ@>1ZiDwwVSB*5n(W7@vPPIGDPgKz3sVi^>RLJF@4TPhNYWGj`7Ou<@0sUBgRnd*gwsmFdOjm{J!US?WI z-?CUWLlGfz$$}`MEdE)xh;HZeuo!NwZEdMqKADJ-Hr4<vsn4QMQWF%G7j+w0XB&$E`id5i?QL1rbv{lpr3?V!j~9@iX5j1WNN?j<3(#B?ft9?Q;+b4LB6tL9|knR z4_ni1v_P=2qNFn$+U3IM(!K47eUP+0rJGI)5ZE0Ss_*IU{jF&O_l5qB9g|1Bw^^j90Kg zQzZ+eY_Zvcgn(&4s#Zhr=DttGrxXcvG}IA60zD-~D1j59M<{OYbS4@MjpILx02Kt* zOAfDK;A0KS?Wk*DD62Sa-DYb-G^kg{7m~3FQvBl8awy(M#2b->MrI9QZ#T)-8!gcy zTfhPH$6^nH^Osq(T&ENT~_2!LSHD z$`xIeb4gpBu%Mqn5r!$${D6G&P2`I87O3431A>w_v2{Yr3E87CvD%wt&<0|Wq69=D zS$)eQ>|Q({nI$6JdPY_ga}+g@)U}n!ID&ySJ7oR9DitH*o&gQdhg%O+0y2xJwM1=# z(}P&6irh@<0H6N3<{^wCTi=IvEy5uQ{E>P#2a;ij3Zf&=7R?haDQHv@qS^9ht<`3d-GM)eG= zcL4hV|L_&tzdQ}gjt)j73AmCR*_MFe00Se75xgY6C`oW`#%g-4N<);CBOZ7B<3*bz z;B6Eoh|uJ48!-)rf2fh=7{cV736%p#DV4CZBPOTz6QMV^#a$7Cb{v3%e+pM@T(={I zAwu}sE((HWYq%a+Mw%eYz#g(tmx}`cpdb#k#pRj1-}M!Mqu1wUR{HVs!;i2l{Esk$ zgi(*1^!o&NNv_O}Yj!tNsd<1()rkelgraQ4k~~rY>IarI3U~yN{PhIEfUaEO=ENp zsY~u8k3@$4EeTFTM!f+hnbOf(ivV0FgO!QA_YH825S?;^>~t7U?$f@1sv2^ufLjwJc6#6vdx=f}ZMhUwcg$(rs^|x!P(_ zN31;uS{kKG*15Ea6)3BsV3?uPl1v0tbjYUs?4(`-k~-r=NEv|%!+}a2VG+z59*3@^ zMo=aP9>x6_3%QP>J}7a&)K^uD6%Z!5CniK<2jC1spZc!o11L1)D7nwuE8!4|+n{%F zv%rgZ#;l;v6)fOZ!$lSaQ8(=GP~j%D9T>_@eNG2=C2fZK3DgQi0<~g^mIA{2m|0qGF zH1wnJ8{(VzD9}4}(^btcJBtFnEZubIz_!&7hTcF#VL3aFd7I#MX;GjYbWPl)6VIh5 zlTl>q>y0LzoZeaa3&|(x5df*j3u$Jb8MtwZdWLcF2 z4fOP#no85YyEtHc*aBoeGTfGWs2n9_{A2keEDtGm0T3V@Myt9Cxm#(tTFNV+#vSE`7Y z6TsxTy+1hwofZVdQcEW`C}vaK#><62c<{%Iw4<}92y3S70}CfDsGm(?ysf~!Ulg-# zB|3pWs31ri_%5JLsZ1(K$T0Fq&ERE}Nf6)#YoPe`C@lt|83VwhQX)0IP6b?Xury@Y z+j`%F#2Smrp;+Lmt$wt`B~%4CByzcPIKU$;Gk@WRpGn)C)qzMru2WAz%vY!4;f;Jn z~Ud2!%(U98ia%(;_}h`i>g09&ecPiI@`i7zsCSny4?BSKXi{#-RfSi^D z`z*FnKHMU@LPJc+X3*2#z`vPIQ>V|T0|jj2;OKIF5M{g6>4&!vXzUtd4sk^1fz-=K zwb70aW4dAq5Hjl1H?X}$=u@dly(?-8p^#8!K}RWE7n!8{pl~Ku%y2qS;P#4w6Inz* z8}F&lk?<`wvw8HblSm~Bi3nCEi(7(*EaW;n!h$!z?YeslU%ndq?S(&oO?82B4t9(p zg~1V1WH1XHQbMrWfb3Lnep5`~ZP31U;Peys*CnY!G7^*d!YB5N4 z;>|2|TcFxFMwACrK+-lEK!qEd0P_ir)Ex?zeQk+BRFtq63d(y);GM=X&=1jS zsII)L=^n};VRzP9Dr$-%_c9O0abJzN)ax<#c$V6oN&2dT9d=GV#2?TF3ubROAx%J> zTHz!Nn!Q2xs4ZxiB8bEPJDarB35I4j$>4s^&&G7{s!Nw&X0i4f2D6lX2$*?2S02)S zL(8u(w0*Tg19*jg(#p3z6aQ>M~AepfU8q4L#D3bhWlto2KRl_B|#= zO5HwJx#wZC>O_#p((D9`$G2YNgdVG|dIU$qM%cgijAx< zI>qh38cR4n=mg--$EX*m#tFM|i)wBaa~RqtLbk7Ns|Du*1PEP8@x$4Hz=HRwwN-*h5uv6T0dPEc9h`$yE_t&cys>c; z;#eFttKEVriv-M~LQw?Z!5L0c7nKnL?!4OAPOVw!Gl}L1GghR4InFK?;_+pokT6pIi_);M{Wo<83HVj&x3-& z=g?d*r5cZay2X9{t<}uC*-&@bAeG?6EU34dI)KTN^HEc2t7momrUUMlf7~68aM%- zolqHxtoYKDhbbz4UO?cIP68!AUz>jgjC8EMcUC*|wTyRXPMwmNlk-pu0FgsI056GG zF}|F^9;obsa*-85=Kzp7s`ai$HS;m(b6J+v9r1oIZatojdeWNKzS(A zxs3ye{VY_6AW2H8%Wpq5`thxH;^lB+4Z+m{Bm$i<^GzxCbQN7UBPwrg>tgPQz=%QIxU-;8v}_2Stmlu-`je433jQY!>)s49qU1n zk@lcc&>*5lQE(pZrii!!F84w4T(m{m&MX~|GG3ygCkm6WF-8>)SY z;(*Kxc!w?k3Pp_*+^@5L^pn*|r_T4-W+m+%95RXJxJ@}k@T7t445;ZlTiGe?^G-Fv zAc&8u&c={S=hP^Gbnrf_LXRiO@4eIt zX=1j}18^0@(3aS5sj&O$S4xA+qX?tg6FA%{i%i2r1L24KMfn zFL(QTv!GeFthpeKIs>=2DQUi5SC@sfcDRA{D}xhc#yFZ^mXF{sl)SxfUs6vx91Xzf zxWpMiMHr?rT392Lt?GG_eUkrrT#?iZl2+1$R05amGXwMM4d#vZ%gspHL;R{6c3fQz z)u*Wo@wSDQa~{ZK!As|G;)^K;)PL8L2Ncqxxlau&fj3>FOmL;6bB8qN(L|$PO@p8j z{(=+17R{2vOo$cAUC~1v1SEu02TfiLAgbFa3+B=ZPh`CYiqMq+93&oEQ>hEc@vT|$ ztpi#Tl8+)(VYQGR0CRO)g?*d`9Ef#SfT~jrmO=x{qg)~AAXu}(P+aUhDZ%6e zd{*S_D!QpU-6X8RoRr;%LkvLxA7MujcK{vmnG*s&)v40Jw}y9AEVx3bQ_r3tWJnDS zrXx)qDqcet1G&C54zF3)P5R^vlE%|UkbgjXjSD#MHT9eL3~U#0^6*7L_3TO6w@#~O zUmRLpN1;{h*0Vsik5ei6Rg38mB*+05cGOoG1nVqAg3x1l?k*Lvsc8j{U-) zfr}20*oG@WWgx0RS#+5oSehIk)TlU`-vlHw0i+e}1oqIMI)#u<00tsi(LzE8QrDob zP0uq3!T@kr@kDjv{#EAM2uf%r=oF+xp`%Vm3F9savhR*g3jsC=lH1$gzWRZnrGe(x zG~nbaHj19n(VRpj?Jy)M2K-~(KuR@@Env?vvpeOM@1Y{PNK%?a5_-{ zeNt6ImuKGpOsDFk8ukZT*A91uMe4Xj&ovaI-a5<~X$59;e>HBA@k9eD0dJbALPgu= z8bLw|kmDYjVV#~=i|GAclq2rHp{W`e(wGrkNdobn3%QW4t8$GRJ>YWz5}!3c6i?C^ zXn?G*E*~^Q_72c9%z(wf7eq7pASyldgzQy#(5nb9j90=CqU|O>%vjGWMRlE1GJ5WS zJ#4G-TAMpXLh}j(V`-K36BWig4HUbihqchfP!;Z|M`A$2ZknEXP`3>P+cBcB zh&YY0YlcM6m!Uhl4t8NyqW$PBjoML&A?Q#B3xl43nE{*7FSk$X$li_IoGP&*0qW5S zNScQm72poO?4*(!!ij8%(72(BS<5oSVc*oOt#jO2Z{usIfdq_b+8_L+CMBJ_L-)og zP<5-Rb9S8C9jP(eCT7Lojk(h>L6sSFuJ)*uxs^eURB^Ua~|q^2J=S3i+Q zb%p1!S&JQw?2aTaOz*PNsK?m0(t*0I=g``MA31e2bzE7zW=fFQI%waJLv*z2yx{L0UqBM|gq_P?eajMyFJ8yy>lh5tvd;D+< zuy&=er@DCo(&*J+mu}F6re+ieiEJHgfb>sG2-UY*s9s0TYNi3pOHiPJ5Iq875kPR5 zb)Zb+X0Ry)a23;9dPFlFJxA)lBEQCoDVkwx*jUHy{!TgNX4S(D#3`4iij@1zO8VL; zdg}xw$fl`)26sAS24u=$(f)un205rC8!}XfNEoP}hP}kMS8df-7}MCgdT3@J&ykI!#nG zb&Z`S=`>i-E^<+}bs|7u57(WUYE)5xP@iHR+~`5WTwfg=J+?iysIXZu3*Q>PlyDMX zR?qVA=4ymDgM`&lRR8%x{rLzAecT?O9%6Pcv~~}AMF=}c94`(6*AIu>EE>?#g8)IJ z;Y)oviK4Q`dFDgfE~2&-$CpKj{3vtoYjOr09r$8ET> z5vk!Z)FVU({l1j1+tRMg58K+Q=$y_%{e$r7b4lM<|19RN#k|a{$7p!FrfIx7srpqX z($(Sft^eo{G;Pon{)9$h%=~9#{%%V>x5fMQ;Na988=6XLSfd_y0`&ZJM+(Ugwi%jw z;Zxd-`6qvb2F00K8DwuK68wcK>G{5`lB03Lwjos%Ftha3I(kiy@2{b!R1am3v|T!? zRfpZ{0aZPUfu0n})>8oe^1eYrcJu>$Y8Y9@Aujbysh*o5p`9Kx3R7M9o4@MKu}~;M zVb8uJ+;wD`sVw|-A~ImQ9P4AgVT!G)^CAHBV=_0D|Gd2b+7a*1UjE? zM&r@?4@L~5%@7P|a0KNvATUq3a|f4QcBOjOKzh`tQBIm&;Gb%0J`>~YCA{VkkgZpL zYP>-Q13{1RP<-{^i+-04rbe{DFi}SutVNLxO`s)HY!NS5^%N9y)^lS|FZtK4?$o>} zv~7dpQq}Nsb?r;@fO4zhvoQ@-Sy-nw4QyRw`1jYLkSls(Owam&z+pqz;)2OE)y4X( zS|c$K2JQ~yFxf{N?;zWJSfjeqafPX;yfpKU5X8jcK7cS`CT&yR5tCVmI|ykNC%2D* z2Y)fzzt~Kt9o*C2TIJQ&bE+Xe7~TmvgkQ&KlNvetwFc-L9fP#joQP)OAH;e+g;0O@ zsku&dn(h{Lo6c38Tw@5){i;+UD&0ikadoeTn$zh9g#hAJKG$tN7w-Oee|*EGQ`0m( z7o*HVARPFoM;sT0t`%gK&IqDrEGx>+O0Vd+mi?yJP|ULf;laHyTgX3HRWOplfe`de zbU|jh0COEWw(Ch#nbb>+#*&DE=P_O7%WtbU`l??H(kPePWwnY4n)0fp_c>DW24&R# zDOAI2_Q!nsSECL0xUB2YvLQvQ&TER(5phH8RgE$|&p1n)!GBYR-3psJ!cTpwKDT}$ z2i#oG_#}`dAZB|iB@=yfptnJxMeVN$Ol0%x(T}%97_9e|zCS{rcO5^ow0U?p8EsOXX;KAR1wwj}9s-uurDirC(u_uUd5)uMfe% zS>dlTj4e=M=stD8k_&u5&%+{ThuV<=LV@;;s)-qRx?XMrDJ07Q*`j|Bt;siQ7vzrQZ4ng0czFYN4rM|YqA00RI}OjJbx z0RR93009I50tEpC2Lc5M1O^HP2nz=Z3DNkI-%u_kBp9xjgOIzkdlv)laP{>kx!%CMW)`9m6DW}lSQcQm6w#3 zn3b2AmYABCnVgtTuI8GZnVX)PoS&Ravhbatot~kdprW6lqoAUsp`)duq^6^#r=+H+ zrKhQ;sH&%_tEj51sjIE3tgfrAudJ@It*^4Ku(PkRw6LgVa}=<4n1>+b68@9XXG?eFpK z@bd5R^YHTY@$>fb^!M}i`1JPq_W1hu`TO|#{Q3L+`uzX<{r~)t))F)T000SaNLh0L z01FcU01FcV0GgZ_00007bV*G`2jT}82Nw@`#Vnlw02;eVL_t(|+U=bSY!la-fbWs4 z$aWsK0s)Ie#DWO03PhzrEky(hv~ZUa)LvczTH4EUmrJ09w)DZHY@ncQVS7`0yL-Eo zXdA5*pd}=LpxQvTNo+ZCf-N~#94E0A$BC18?31HpJho_S?U|P!c?aSonE9o|Gyj}9 zbG|u`nfcG-{{wnPDu4>0PX(y+zJ`b)(A-l)>$RBx0MYuENd$G^ zE6zHCH?C*K$yQh5jpN`K?$~|+#LG2La;bYmpIsmVAaywa33nzFw1KFUeviHpe`Rr8 z-HkQriFE0K?b*K# zAr0udv}&ue02R%bt~4Q|^pnha=MiFcXH%2@*oG6nJbp$2avxR5bGuRZ=A?whPW0&v zX?hi1bT6&iwm^9gA$_J~^`1N?-bDaxMTiCkyCxOXoLpE1+BwCZ*F5s#5a^Ma=n}Y# z(483?cZgKygjD znTmRqr(i`K18T#7Qsn~%bj~D#%H*OQo|__WpNKC(d)IKFqU5;ryXewVy#2?M_+PTo z2s#n^a1X0n_c=mV;3!zhgqBs|Y)e5GGi&kAL)mSDZHz8uAq0U#lLQgk$bgp9grJ-O z4c^~L0Ijk0A{5NgVhMqM0ah0Db!#{NxwH=dTRKyzR3<+#(l_M7T2{A&&Uw+p!*9`n zd%#>ALf%V!n3nuLMBimfa;yyKdODD$Gz0(qg#o=A4%#`Xbrff0;#chcYEg1>GB_J7 zx-=-A)C~p9wvoOE2lueL$Q(`7@o^f`O7MUC`n_SGVL9pu15HPh42oOb!j_J!yRD$i zYPEi_a1iM2Sv9D$q}K>`5p{`oSzWQh(DUXixQ>43c4*Mimo2EJ4Bayz`@HM=N)PeI z{xDF8>*#&9j-sp(=)p+`Mb|Rpl2%vdGl*7E?Lbgeyhxn#25xoFC(rzX*PT`*ZnWWY zzf3aY0&;(nDpuyBZ_~sx-$!bdShm3)28!yJinDhdWpiA_gQj&)*Eb`h^hvJ#8dpDx z#Q?;`0iaN$*aNM!qFZrI+>ZIRcmQVXb)pyq{Wdv%{#f(LlQ!EiJJo zmd5VEpeB2di-;|8^|YG?gIZiL_QYiw4B8Ttpe;jy5-|u$2%rL}04jhApaSS5gX*ip zL?6ST)qP=79m}8rPO4BKFf!=Q6O)(b%d4UV+OarG9|C<@(lr|BRRBcui*W2Gm7>|( zO<40OxIbZ_`X8eO`jKim83b(viAAG=Du~WPkrBR;T57YL%g36ziMxilI2@a9GK%hR zn6p`>Dh?Ih<4g1CqLXqgGb6VL8l=aT&ijG^U3&(r7ZtOh_@DTv8c<8`c_6$mx+3jn z&(GPjV$sWu_{5VLIZ&MypHUtb8Li7tP1 zFX^I-L#k5o4Q$^SpK<)T2>|WfRvHNGQ)T-@pvrSvV8Llypd~5@ zb@4qs=uMzMv4FqKu2%`!4;<*sX88GXeBwvYV@)a|Dv~Ur$gu8*S@q7GSD+_zm!qcw z-kzZ*&Z<1x*{!gl5hgrPC|>+2zRb`HqM&}&^%S9O|Mej3IstbK?}_I9E0MD zayuPg(E;HHyJ*m!qyh6WMV6}-aK(Y;4JvnyE8S!Dw)tr=gyEoYOWMsg-0C)iQhd_Ug)C@djqB|!HmNPLB3Dm^DHs{8 zD^lp4Z>+&}bPrue%V$-29L4VX3ZiGrK4-BLURW3ox?`g1XdvJ_e!3|Pbj_dX|0Ob4 z%GtRIJG$`|zmU&7!#!S30DUAVaUxwbdq=}*2C+q?Ve4p?wwU}SXu zf38T}(285#jY)}HA^c&XIAx2cS|ygfX6sxLpYVK5IH-L?e8wlsChpBB1R9hSCe>Ve zIk}QKhAZZr9jxObdptR}>4`xN;V<=uQ9-+wU7BoAgBBW6i=z6OHW>7F+#1(pgKE;G zieql!dsF}wKm||%Q~(t~pG{DMx{MXIA*MkM#^5`)!7v%1SLq@36^|WzgXrs8SgLbxr1mXOmJE7mPJWZ}25giW6G25EkMOYb|Z5OEB=pJdFf@n(f{Pb3TCZ z&cdKskK1KH|CnnUSib)B-+voX{MwPPg*c)jRRLwm@vFyun=4dBv0jre3 z!gbsSDE@xrjCnU`W8I03%vWY*TF|V=?J}TETV?YvM}q$Kzy4=L`Hu)tQ^%+ho}-rZ zd~WMZ)>!Lk;sv&jO1K;i2W5?U!5n4Dc(We2YhsIp=a#5B0`&j>I$9n5^${<>j-ifL zwS`sCd7tr{1<#MY)h)EN<5qX~Dtpty(~+R8F^|aju;&534;&e9*5h`azzkt=E7Xc? z5slI4t*$>LrQ>RKZ5aod=C;Vteg_w=u|7vj=ppqL(6K{4^N=eNlr`qzR#%#SIhcjK zS&!fSKqjqyH(8o~C9*LZ{W%)qB=3*wIeHne5751GQR*ke1iTpyW%`-GHzR$JQ#UDZ zMpFd}4fn6J^2=1e>qZ$=_)HT(1yBK00F6D+XJt(NGc!xV)E4VUJUw5OoPBG8LI06G?Lgm1D{Zr1+stfx z#s><=4(ge5P&IhSZKa%gE**WM5HGrm(3ZDeR;{#P&`UGq?22-{Dj4G3ms7RZ7KjxE z2whscTddT5nVejLxb+?zl0=FH{MwI3>8Xqy!wd0=+ouxr)IxqMC7VE~*b2Xu^`I>? zt?2ZN$Ozu;(ZsRFCQcO$k%FP`=zG=iRp^qam^iH1@4Asl@asJ?Im&Gt!7+qhJ%xzs zsRYf#DI$`SliN{B8K+9qpe+ZnR@7<)-3Vn}XF*w2FvMXlbnY2+DH9$PLMDk0p>&M#7D64MH3F1X1w)*} zI>mPo?T!HD*L%E7=P0+$H)(f7)~RfDbJB0x+phpS1FB1Qp)!Cm5;g9<%TWXutN{_-y zk5B0s24ST~VL+7tDu4>0u?rfUDH;U{n|wOupa#S5QIyc+(#}v0SO=wDmpvx~AmLVIa?&a%jLa+=0QzV+X%{_uG`E)7 z{CVl4$CBYdYXHbJwwi8;fSj2*x)1=#(zCeAUT)#SKklq;xRqZDvh(5)pelOi+?pXk zOPo;wT?D{4HKGh+GXTsC_Jx-Sb8+gcVd;8e(18tI*&}+Yo$9;3zCO|)DRxnC^WIYb zW67hTL21`zA8iGo{d)lBFra^j^knA;bkSw!q_fl0v*P8ux`XRV_PjqwoN0rtugest z*;rEwlyUo-UW{Aq;HS5L9~ZC4g()XgbLpbXoxy-I2~rg?KWFy%{T_h)jvRTy4u2a4 zovZZ|Iq?hgm-zjiIda8$zyIbU@tli(za{?c;LD@O!Opeyyaak6h3a%@8DAVMwcEGItU5)duv7j$m8xk`$omu(8>FrF8rmX7m z(4gEIET|8Q>I(hem%qp7a|1*zdzRmsZ+D6g5{v zNpuudu!J&*`zh+{H|Yb^?(>ux-w*1gQfjc2?%1(|*ZYPBrCpbae?S)`_;)T0<>==$ zC_5*e0d3imHd~&_FV5!#%mnUIky5ElUCV-M*m;+Q>w?qUSx^lF%AFAoT41x;Ts-J) zB^3fCKo>>bTteNZ<4;>pX|v}jBp*;_DGsr^m>QBa$Uh7y?YitDd`~7918^V+S_>-K z#|u3totd7#b+?mV1CU>Zkj0J$%L76rQiG3QLkBww^#q*9ZDL4ThuV11`%kWUjfg7)K0F| zZ7NB7m3fY`bJCgV>Fe`h*NY+0L(5F=8i(hFzc}3WzYGNBr?(&883xLp!Gd~8EULeI zJf2?impKG^5O~Pv_quw2AzMWxnWiRpze5sBmXKsto~z%WAro|Dv-}9zD8;9(E+R)3 z?{F^+#bSw6Dv^p5>~bpjIVxU!hG0OsIqCHD^jg&mtB-|1dk)QJTHQC2rAu!P1m&l< z>leo71VOno!a(W9A%i6I(qB3c+@x(&QsQ>9g$Au5yEZ+y>a)cpY2P|Snt7WnnYVJw zwj-p82F-qKP|kJP+m6Y51tj~UDC7t)^~j`~)UTJR1D)j0G_o&>GMzyCquHU8@e4R%un-}f>sXqZQ@sRTVdN0jy@{=J(Xx2B5+ zee~#2SuU2ck^5ebIz(y28(iPZSe#i54@yKGRM(F5vnm1|aiwVYN*>hjFJp}LJIhAw zdr5l^q`E%h`d%<-_3TpS@y7MDxQ-}fJ3E=8TenoQde;G1_{v^!+8xGWjdVpLgyjn* z&*S?;ce8L#z@l1oJ@YOF3RVOH-M|q94U-Z2UL@D+HFB=+B}H>DcdiSm7&J-kdUrWA#r^0iNbY31SvV(PQ3O392TCHa>k!_YQ89K< zrtd{`;Jc3XT;EH|XR|n41mDjh!x>bcLW8Q4aM9d=L6_is26mXU7eWWHoT0sjDX%i! zESwXtD1wrmrAK^$&ByWPyc-;7c#o5R_`a7l8v$sz&Go&c$oKGXW_&+Ono^lAb7Rn- zGO%X<0k)2c%rJ*u<5gC3kUnEo0b9LUCt%TSb@M(SkfY(v>O95uy`+?9 zd=dc)6Se%~rH0Q@9u((jM_7)s?HKC>ESjJPcLfS?L*xq9QLne^1|wA?_PxxjaGQQg z;rd=uG%d=L5uitKdt)i3L5cK}L`7T}s7&M9mxb%-4dQ~lg8^lofJG0~`?bCIwzwqV zh`UYh4Ys-@={U3l%OS^zeJ=or;{f3LUT|tHbMwPNUB^R*=>mr+PRN9T%GJ42wPBX9fmJjX=#y}Wv1`n>{@3@O7o0_ZsU zUMgB(S)6J5fij&g?d=oS_wr40{QQz>_)G^ z#tm9S+fvTAyaqx;&1IXcqk}3c2Mr+~UY@`y+GtXs67A%-Kaq)dyM_Z@ggI9s8Z*EXi{?hO+K|na;bkXIUs1>f-x}Ye|pg9JH(K^QAH*IV= zin4$xE^cm1jwo!X`T0!98#&q0=3zN{ehY*q44OJ1N5eq}`A8eDQ?xNi$ZuMxjvgDK zj?(5%0A|v4lpAV}LAzvSypfX~ZO$7sF=)k{PPiX~W?p7Mc_(TSphL8}kL?s~)Q4sF zJKMSmXg)x|q8atgs$;{xFwo{sAQAEAPG<7Ju@`tFCpX%hGicI}mjiQ`pTVG4XG<@z ztuEt4ZDi0VaEdmX9HU#&1F#w=34Q@o1*`g;B;Ms3{uOXChMG^jQ?$qXdWrr}^9gr~ zCVZv|paQ4>Du4>0(+E`XoAxw=3VzcBziGmfmI9~%Du4>00;m8gfC``jXiS1y&AO*j z%(n4?T5Z2SrDC&=3$*d~r&b!r1*-e)sTJM$K!1H|WiY6|I!yGj0*d~jAqId}hYw1x zjtx-5^YnnY^(~R0!NE=_5Eumd=rP4&fAoY>4+lrt)i9=03q`5R7G!2h67CEI+OarG zKM3^E=<8+rv<*XOE%wNLx4LbFqeGqSBnNAq4P#lsQwKnyuhQYj0?GCvKtEC~CkKI! zAzEjxx_^kYwhh>?tqyIkk4NYLLfXR}IG9C#d1W2=Eq zm(FI;TPS~r(X7`KbgF!{(C;TTY`#!hr^fB~w^{stubOgdYU?b1WUPJY^!v@N291%l zX!XeNx7BI!$?V~Jx1X}sX$>T&Uf+_j_+gEqJLe2xY-RHu$IS$w`W{70(2zNR*;(_1M* z>+zX&9EsnCY!Pl=LeU#2ULW=Iup#DQ&p-p(B zJsdPom1)zfRJQ_yL4DL{VtYvSY1|a0>!K)EJ>}42ouQLzvQcgwv&D$fLOE+m%GN|t zq?)A6Hi~jrp&DrWj9ciN5=-OcQc2ndV;DYf|tQs9AyW-n+@$$cl}5yx{vve zTm!&Zf;T$DL0vDZHf>gI_-zPK$~&4ow0XToi`T0oyk3vi>o8)SsmcS{!8u zj=j_1ZM2P)qHcPiUp4^MxKT=vtfN&bEX=UlfuP<|){rC#b*)aPsU=BW2T3~X$@Y4z z)OV0gHj=cNTg_}Jn;L&nXd1}2Mw0AR_mgIPl+fY>O%}4TjU?L}ND|)^s3l0UzKc0b z*15=97kx6X#Zfwpc)!-Ifg`4AIRM8xQ&#mB0B~?Xt9weN$_YFcsKtPT^=dmw9e%0O zx03A|2ic)T3@Fmpb+e%!(vCd4G^nSppR{1mmL^6?x-df+D52{oyVPCmVGP=0=p~6h zUdw}89vVhYQ$rj`zOO|$q#&((0I2Wy>88g5?XT@%a2rUStzK*HBioH;Z9T?gGR2@{ zL%B4)46co|)EjK-KGLn%nn<@nTkjyrMjH$2!8zPqZ)ny#*~1vLzgdSHV_u7+bkK+{ zwSAOSm52e5NB~f%hkP>{3Uur%ZR%XikG&yGXKs$h0-aEUMhjxuKo5x9>x_5>G=#s@ z8wP@odD%>zi}`6YhE#4X5sd{pEv7N8;%Ob%XWEm1wrEPeRJDl(tXhu>!8l>5OKA{g^Fx34yr9dg_^31 zsH`H!L933REJf%_d)2)d2kmt@JV~lJ8VlvND#mj(SZ<%CqWk}1<4IlbGK7c#0000UBJ^W{fgUWd)f}q^J`M)j1^B2qnaq^?8@^PITFQ%g1jCa?s)E(Th!~3FQ=w8FI zS7ODlOqI6LSKcdqmE@fHA{Pb=8 zmxiK(f>>Y4#z3B}rIn>*jQY!OpXONY8#H17>|*y*@qmyn{+@v0La z4yY867n1H^+84n&$Thr++t}Oqo_9d78hx3|cDfDPh=w~WzXiii=jG&_)6rS&__myW ze80Wl((-7G+hkYs+^v?@*6q}L%&%OLw(Sz(;NaN3J9Nixo=k((pw89!7M?*pef_I8 zo7ec*n3R-Ms?j@|YLTUu#fi?f)m18L>a^5UMMcGnW$q6+@?0kL1O?OdGcKy8&3Br3 z`nc?2Wu;}6m~4!aWS5UjKgiAfzOF9mei)mSgXutpSABgwvu|W%lh##L&<%?)H0fN=klV;WKB>yvxmfA!_lkD@8*?!^D*@+Ifp>w%{jE zvM<$8beU0722}geW*FvClZf@?;qet5O+;rp=6cpXv z-K|Myni?8XQc?mQJz|%;weaGoldPQF#@`8HLc!Sh#k+U!A|ub6nwnm`xReF8o#DwN;(R zX?CFUT%x+yzS9~S)Lse&ZZmz4SS5c?e_L4?KW7j&mc=A|vA5W5rqF3rR8*9g{^J?> zHBy3?pP!O~VvoFsyPjT0LxixLtSmu9N!Z<5{`F&RZvLJ;@9ey=x;(#yP>dCk zm6he>sHx~ImJ|}hm5a(ZL3;bT+GYQ|2;c9 zJ3k*Kb^X$b6FzZqahMeI`r6vs04CuemLn&RA2(}zb5`&KC6-Qpem?#|Ki&AK!vN7c z{_|&dhKW2ucquHc%#`E9roMky_S_n*+E#zL zDMnuYYKH(TD=S~v9(HzY{;8iof2u_Yxy{6dlQ4nlz^w4tFPCp(**^d8nMp7!27MI|MrlPAeynk2==#YIJT$*|MX(qe-V z6__lH_}i3}{<1p_gAOB2F=x0!ZY}=&F*Ab|2l8&O{dI}ek~055M^toWUG}49)zi~UOiDVa zXWNx&=D9lO_xA1E>}=7pb0#Jn{X)FFHZqtF zOq1~W*e6e(ynOlc%@r?|%q@h7sHkD4X=RG%^3q)VyLXbrE3C-WRI2d$hK3_zVozl| zDk@&RdPUergoTMqNbJGI!ZLVS!uxc>6&stH+S)1}+%G#P=YcY&?fXLpe(cwDlX4F% z{}lZU5&|!SjZ~VOE4KIXyPNYPdKu49C2VXCQJHNaPMkP#XV71@DGcVnL31bz9&)FU)JC~&Stt3MnwF_Qj&cM@LJ$@bU7h{OUS4m63*4{77HwULK!LZgvKlfOv#YDCJ18wJEh^g5*4Eb0FoDr?P}kMf zMI&``b=`|f{^Wp~sWJaaEv+wTKBpe7ypTw6+$bf;PvW5)>3HEh)KJ z?mFGjzd>>J9 z`}$ti4XyoZ5Kj9Yqs)alMzO@(x%cGT9Y1~?dpY&f=V%#=RTWEn`!e_CU&4i!8w})* zOiM>1)j2p~u*y6qg4_=e4i2IRpl$8$L5JsHVc8K=P+76#*pnlN4lq(kplw*@87?_dzYZ5e)Muj10tV2W0Ut_BZ4C$l2TIzmPyI>`L6mBCn<5#4b0mne|UKPtoPle{0~~D{E}9@ ziVE)h=2vOubQS(bu(XM&RAokoMuvwgSXQ#nVw$tFubAv6_onJTWGocHKT^oW@T|>8 z!C88WmO;#L0EJUAmd@Vo(y1DQOw;4)>YqAOHp(lO=SMM_D`~fzHKmW%Ha0aqe)w>Y zgsp)Z&m*bI%1ZQNYHI4}o-L|qhg;b96}e1wVAhwGZWNRk7Tz5F9NpK~_pQjq>H76$ z0JQ5IWJE>2U5~YxVT#qhPG?kb^z{BBrm5GVKE-HXBO{hvA=Xw_2jdOSo^3`mW1y!u z?|JCL$iu@Uz{r2_pw;imuTG<%eORjIN1NnbCk>pPozefNdfu_Kv&T+sAD;Z0gT`(3 z`Gt*1fTNi>VBS$oeY#Cb>-ZZ7)T!$ky;!CFMJ|+t$mLq9uOs|;NGBJUXc4n}Z$w|b zcp-7EPuBcH@Uc681&j-Vn?|=1j!sVF&VNT5qt@2eZZH1yF$x@1e<5`pEn=yBD;ZUR z(nR8*LDq@Mrsm}>Q^_;MYGr*V<9 z>f3g6W##wSa`*1tBco!bV`HOgR5sOjo9_JzP&bwp@$%(fIyzGuo6Y~*TdY}Y^KdVQ zwhtS%tE)>rN`m^`a{)oY=%Y?N_bW5Av+vaq1e1{Q*tcTIXiZugn%bP-?`*$*9~e+b zYL%0di_IDaXvNMQb1u4nf2(uOd!=n9E+!`ZxZmWrVkSN9bLWoOb&GXvu*xFZ5uY*7k(y!xUVTER|*8taBLQ%e7QDo$BrF0SC_Kh%(!Z6w_pKr$a@&; z>G{gsQMy(u<2G$vddp>FeGTw-cN(970M#G2zq5l%$B%naO+)|)c6N5QjxV6h9A>7v zefxH^{@l0<=520%o>lw`eWZHX&H2Q(xAs^)*n{}C<-dQwKg>u@9-O-YSo5{qQ{Jzd z<%s1c)K|3keA}<0fC;PWM$#IqU4REu{pB0@r)zyBv0A)eR(4ir)`uQUNlrd+-~fP< zkgP1Wa&U0wmG-xQ6ey7^D=TNBr5UO-KYjYN`=F+*$Lh0s^V*u4dmnV zvHs3YI%5|T1gZ+qUTsI3(cpH|_P4qy-9TM0(1*3QNjrH|67k}zr zy2M48PWKjOcM9JCGC;-F(h9zR|9)Pci?K1=dP^Y7kq_pg50szF-IkcHBq#j+{XyBr z#sb-8^ql31ivIrc%uEr0Lc#%e3E6+@bWsgf+}E#P&!0cv2vCn=3xI((M@B}bUEJB# z1w8QsHCrjAK0MB6V8Ha5^0BKOso*nV;o((lTIQrAgDnYaLPA0)zTCU&dwPn|Ua`o+ z?mS=0x_ z*d-;hyB=`c2&i&}h#olt&?PP=#=Z6E4Jkqa>#eeK-;pD`35W5Pgg0+^`NFQ4n{$s} z{$)2F?4X}&5SyOf*VVPuAY5+Sox6iDwYNWZrH%LNDJ=6uJX%pv5pfqU6u`H2nv@tD zA0HeFeIpq^=0WbGxPyX1+H+mj*9^OWoSHh!cC&h8xn`J@f3B~O6u-(yC>R+PConK> zLU(!!vsp>YPtW{lIl?0%)EKLaDcIG_>^4zXkPb%U^y!Cx%1dr7Qn-->-+CTbmu(=> z>vjChna7H;PoF-eXJP{Wc}Pux?SVVg8f_t-hKGwX2j*Sv#NC@aI$W{gGdB)uz9_&l z&dHho5VAkk<~c7PAK%jUm!}gt+BdK3g~q*P1}#^9^|b6$qT9OlJ~ol?#gZiyK8L0z z`3(V?YxkN)O^Tc!G>ul%mMU<*dHeSCnKN##u4IJ!`f4F6ro&c_oq(IbxPwuGMH~kO z1Z+`KL7&cPY0dun^~Cn6GS`FiwhJ@;o>(0m$J|Xtn3puEs>w;KzUElrC5$gz7}T^D zKZ^aDB|T@IotT)Io!tUtR#tZL)0ONqF~`sVLMI=$wbJK27Z4Ee?m-uGKi2={ixw|^ z_|vDe%kIq?^!xY62M5zF+0YmBn3d^Y0CcH?7>kufnG_NVPHUv9m!>M=i}5v#R?DgzRQf+}_Ra26h9 z=@km#MTw{j=g*^=cz)j-sLX{8_{ja(#lfdht zcChc=>w!`PSk=8-4$c4ZEW(I9o)c_q9m`4%-sN9 zo%NVriQT=|PY}#y_(KRPEYO=qO3_iL5p@HDXAd6inEoM!uTnAzk&}`T6=TiupcEs6 zgO#Qtj9B!vX!8~#%-GJC>w+%iTAxLWI*@_}edo{g1q??|@g_xlu=}8pNm(x%bAP}5 zkt0VqIS0T5smLyaqTl#q`T0d;bo3+EzM(+SznX^(5)u-qE=$t%abrJ!R&8f;b#(l6t=NA8U$(ACjFhyPYtIr#p;ZsP8itz^(z z>?`kW18OL}wODj>p6AnH<9yr5u&}Vu(A|&gj7n}C_BHd|SbG;AA0HOh4mRwHb{MXf zYyVAp*Ms4)F=qTI8{6sy!BU=vdk<b>tEpXWs18A88tN}h`#wDE{CC0T)TvX= z(STlCx6_!5MrJ=Q1$KqBaIL@WTW!9yin6kIN(z5T)Ux*Lmm`0g@GmClRZFvjLRYhr zlXujbYMaWt|hlGH@Bo=3Mdzug@m}|^|HM#1cIWXOC zy}g;?<9(&Kb#)mY*R6C!ZzJvkW;Z=MT#Y5t+bheCSis(Ya)gY~}pEOZk@wpA+ zjaBLG>stmkg$;m?Y3rsbphyOV0GvWphcfx?+b3C<6!o?B^Z-JgvAMvYFgVz-gX6g( zS@hq(e{TuV>prUQ)if$2EiGh}uP(;0!;-G8y*&-O3EC?3CP3qca6!~EDZnZK7~Fnn zXb4OCG278!ShjXO`8&zI`#m?gXzA*%K~b@=NPtQKs%KiHa`9pxKo-!Ai;GKq zT--p(qQ5`6hDPJ$q%C7WLUQuW*@5E*QgU*4@Pue?GaYF?e-|gVQ!#(h9>kJ0H#dLw z>={9PesNTZdl!>{!R%o5cCL_3PA|0$)Tk7EH(TzuJ-5|V;YxnVTNkCbzngot-nl$w zKW0>Z0E$uL=)A>2eK!h}el%wh!8qM6TZ#LXA3l5lKg6hd8X7)tD{RnS=4;&pNr#`0 z@4e+r_4#2m>iVW8&-K-tckbM=wtkbJFY)R2O)OH(l_VrJ3?#NP4XcEJxcDOa9MA@< zv@@^zsX~Bo)VPI(1w5ae)n_)T75&l^XK?jsd9Av>z78V2o1Anh zcMdf95I=td<8-k3(sSh^k)I?eBo7@@ zJ#}h(Q`9Xmve3}bva)rcs6>sZju3{E-G_QVemwn*lxw-ghmr{^L<|azxHyxbVeaKR z8eU^7D=Xdwz&5$tzf%pe6jfDiAgnR_qMcN-QZ~1J1z19X&(6*U)dac_jhy`PLmagl zWI<`r*W0^7SxjEOoPl4DAZFhi62wab%GQDdlmW+iLg#<|g6b0Z=#iNsGcf={n0Apu z(lQKSPv08di6C8h> zMya2f$w*Co5ghD*0t|Auef#!}xjGI%8uqst8U0z8>zEGk7?-&pm6b&w+j}NDq1pQ6 z$&(NfjB>4;(NEE_Yp9MZ@1UaUEpoZ)?!F3LTZBqYRrRo_XqBJmVX#JsKMw-}29>g) zk}dpfr#zOtkB)pcJXcWC%0r0JL&#)q3!h)L>X|cjy9E>OnLPtd^Yily3i{kRp~~td zDevLoA-}e;TP!n9ix)5&%2;}OI`ozC@$til52GcHsqjyEvPoS3{vNCKh3w6iZ=2T| zdLa-JaTiDtV$Q9bH{@t7AK%?C22(EU+omSF@ODM+oAf^KB1H6&ll=e>v<`>0+?>O z)p+3(#A3j9=&gI>J-wR00n$K~sWlbh+Q0vx#&hr6F?o+?cwLhAC+EmZpld=1sGYdv z_MO>x2kE_q1?LkdYB(k%ax#8NQ8kAd7#Lt51N7?Y=%|#Tfuy9Rt=&(~*F`JZDjmJP zX0GQ+>wc=rZsi&uIqCDqaBlv+rM+et%(u|qMKUKIoF;d^YHC1?oHXwK2d!7BqXnQ* zvU_Pq#GTDQ3zN*9s7Q8@-Fv3i&?g%`JEg%gXJTT)BIDFOC>K~cxRzFJRn0ZBk8_q8 zeL1)7Kg^x7%*@Pfl#I-*thaC7f+fTz?fe0zOGn3VRE5ky z1x|x_eFV$g5 z$)whC_T2j?{F`|OkAX`AqA~}DQ^-Q_`90Nx=0XrxuTB7t-dSHg%EfgFO=s!tb>MGV z=P@ls#d{eUGl2htnnDp#pc2oY?_pwMVrPG3G#qyvjFZ}w^0OXjIl;l*{ z3)m0$3_jqW@z#TKa%*5M+6@&Sp=92Wy?E);cfdq+JsF5Yy}iA(9LJo^OSgJ++wBta ztFByg0SU9)*w&;UC3kz%Gx|j8%Rd^d@*39To0JsK)uo-`EONKRjCIYRAPAe3LAu#S zm@?;EHtyjI`-x8X^Cw^Xy3tQB!Mt6&c9Epb?I5iJWVW@lgZdp6)dT)$QgUNU19Ti42KQ(2ihhLWRYenAKa2;*vr+i8KmgA- zzM{-(bB-=CE$xx;%lJ2MmSC7kM1e_N>wR+(hJ-LE<}yl0j)B0g2Rep^4>O_yt!x2f zu2@@x1LL&bC-!8C^M%dk`KbaObDbpKC=@i;8Z6j5^4d@u7N!8E^R2 z4PBRd0sO_xrPOfku$l*pg)%>^&;7>S!6)O<aOvEdcbOLzkF;FU<{MFlm@YUOnPp<}^&uh*gAV zi#-MM=?QfZu;Amzk6@8o9xRd*1iSzpJ_ezK;5MZorGvs?Ylj2{H8|-&Z$39Ps5x6d zeKhPPYPfSEu(VX}fikqO5|6c8tWjGDbvOpVnX@N@Yc64+X^B@UDN!*o!gS>3Pj?Ps zF@jr@k{s99k5J)`^P`GZF%tf9wRWXuQ8tM zN8OhkFzabX@8IekzfZO})zgV(Qd@gcR~LVOr`_P+9{TJVGXq2WmoEgMjf%zj9~X)$~x}EK=&UmexDf}{73)W#{Y1OP0z%n$udWkd)KeJ6V8Xf za73Jp&&$ou7Z`;0vZ*8`>kO*|jh%kA|0b-tn>TN&C6l4t!yHOYRp$vU*Zf0Aex8n; zRO-AAU-l(q`hA>bf}-?Y9~)U7($V!(eC<{`^Pivnp9umDyJ?Dlv8MR|I)Z>c3X<-28~~JNa?*b&q!ClGc7(1KO8}@jZ92t#>XFMuS(PGvQOGC^bxrGL;z#L>(>=m zHF!c1MaZ>iVCLw{Pr! zWd80uBqZePanz1G-~-ER6qGppqe`}gmM zs=kGQm6iVXE!-?T=ltB9S43V(i92MdOWW(-zsIA=-u`XdS8@{wu1YQl`3i^r*Bp-% z6L~BwejGZNn7c+-Z)S;AuDh{|gQGvli^3lAgC;TpC%tA~xRz6HkViCH4*5E5>TNXa zyU0nQNuc6@h&Ys+=Mvw}!+DT^0|l-Njp2CpNm-o_pFi(C=3W5uf$jyWh-c){022R~ zQwAQ68bw1+o|&5qlN7!5imfdvF+4H?jtXJ~W9au-^JP3z=Fwv@9PI4hN^iSi^`Hq< zUn3-<QhwHxrZFkB?#agrdSiLE{3tj@`R=4^2$;K>2IdI({YNeX#pGz~kAS`p1uNsm>HM z%7@EaL4vA-IuBq}oe7B*#P2!wBr~&m%rW+iE%seKJ>_t^sxx7YqvMQCO#HzjfZ=#8 zB{kI+WE~b3y85PSBZKBMIX$fz-;Bz->Fv3Jp5q6ueJg73>FN3WS%`-x@s6Q+&R6}{ zm6ka&XA3rZUzFaQC+p9{IxZL-8j4R%U0q+hy>tx_7~~G_f7?SgHnuV6zW|m96U;`# za{lw@Pr2*Va|O=39D!Y32G_35z#%u_OluAB7EeRSf!f3uFxRx znVs$J)NE3-=-{Y!@vY-P1Bk9*sL`P}odS@|lR<2ePoIj}w7mBA_J(UKdu!oCclRDc zVMRbD*NF~6c;edH_hz1U^B;cS$DMqQRp?Z6IYJUBoXyR1sE3#ZpqIERhO{Zg&yNzHZsF1!JFC0WLehTsi1~4}$l^LPv*Wh~s3}VI!lS+}vE4%(riBUJ8qsnZutw z1H0N3CBDjMrx}^zMoD!x+%pW_kcC~e(DJ-#pJ2W zfTPe^;%XtJb6nX`$(`<8o(2UOJ=ELIRQ&4%Z8&F0; zWwF{Lv8IUv=kX^20cu)WbPtq&{r)|Tu8p>q@Nyvad=4-D!>-ay^9*jwQQ~nS}mxLG?!XW6tLx2{31LjhJRkn|h57=N}k%2&X*9|sy_ENakUR$@fSmy#8 zW1aZ3YhS!r2B+xtYi=)vFI`>!o@Ed>XJaYdHd0el>5F$Bg6w|f%Fos$+Esl{Iu)0g zTI%0G9dGJ*a{~mB5KvY1a{Wo%g*yxdBl#e&P20gdeLFK00+^@{Mzy+v0s`pGItamB zV2x-Cw7G8vwwsw^WRqZ{%#gMbj;P2>< z>%Wx{dNU&rgMQD**a1E2Y>sAEcy{(Ll=L?`KcT~zKN~!5)zsT-d^YJb{5Uid7-0`} zS57dquq>iuA=+|j<-o*K_i5fd{U<6xLKw}sGx{P_=U`;p+IrUv%&0Q^!U|(xVv-aS zgJ|-Qk#Q}+>=}^N^XG;(HpyrN1R>cdAu6h^tE-`@$tcG}Rb5qG4M%7vBjZUVgqmW6 zyXDlmUWZ)2n7sp48%c+(tZ|hCf^!?AIWVVgxVYcBqsra#T>R=wc(>pfP&>C0F!RC% zjd)x$wRkZ>d}#9^4lrtcsaUwK=u#4Q_ZB@=f0nCcP~-k z9GG8*nZwJ=OAueIbAhS!Xd@=W%vtJZPI)O*tT4UNKX@<+d<4-Ds_KCYJicbo)_?#0 zefI2GRC`n|IH%QD>CPEBILw0Uh){w5uE2Vms|JG$7dE+wnu1^m^ho9doo#LC0lOc( z2MNMDc<8GB)3rD&KR^7!fLg!6iw&l9G{JvFUS05=YnGeW$oRO;<;z>Q7Qo3+u`D=s z^5h<7<^}lcFnr)Z)kPesya~t+eu+ApYtxF6OGr!8NYLK2nTLjyl3M#qZ^L8G1}8yb zI}<6oO^AZ)KJaIIL&H@FmCn+4;PR1p-BsXZlW`5K9z>eV5Kd*3SO-x$geW6OtUQui0jUIO=G=89Sk2 zN6V&KXJ6HPDO*42fEI+!2;|R`$mf0;W|yr*G4MIW79~HL8WXvjzqq3sU0qzn4=p}(b|PyrDe@lWonp?|L>%_qz}<^A4g2C#wl_{biA`2!+|qrko*IE95DH~cU( zGKyD~@Sh20JYi#RA0%vWZ;X?D!*X@s_y_Uh@izK*z4;lqduR3_ViT*S!bzv~jGrPz zg`UDkaE-2qPo=;F2zC(_5gdD;5$9QN#X-y^Y{VWnsa@0hews<1e-{oNIIu0UJRlBL zGd*21sde+;?DY{NSWYXRjrYoS|F@*=w-dnEmq6%%$fsI`c1^o&k7%&7sd~!R93JC@^6@e__)FQ}5QlOZk3jO+NAq-DwyrBb zBRrgHe>ftk^D;8BessP^A2N>a@jf&EjC)=FlsOrv9_?vAzxZy9eFTm)+}~=MPxbXX z{?LtcqW*KpxTXe@U{N5F7tzbHbLS>T*Bsv(=d@F!xllmSDq&h>js`k8k{In_(C#i2 zy8>p0msCrKz+fEut>Hi8{o#WOj4f~_N=nM!{bYp0kB}q8p9lO$kJ=p8bo#k*cOBY%NN+xFz*UOZ+~xZiSxL& zlarI1+aI`{->Fegx08~78DDtyiqm~FetH&Y9<2mh0~OGy;9T1(C6Ni(X3hFze0+ys z6I~o45p@Uea*X}4aGM^NFThuUd~R-KwXx88CeGs`aui%Zz2x+?C@p8IOp;LW0yN|drbG47gBRebC-ESS(um(3V%+z@ae5? z3XlL571b*r7J~C1PRvl&on|BnfqpEgeNp8P&CvWZbUGk4XK8lHtk4CT&7cEvIUr$( zP9Hj-r?Zik(d4hl5-h3zL{X#hRX z0C|C7vC&vTm2@b7?bd}aBC<61_!YDETDcV4XGEh*|G5y^Ty`(B=3xw|Y3b~&>-@yn zzI$CZ2vob?ytjiwI39>FA))3{mVp4HSliua&!2xEd04Q_bidL7{w{)ph<#c$KG%h} z79Ox@q69nb{d;cU7p!F{*2Jr~Zz;-E_F+v6vc%l68$3NnGyhMlM@LgL=-xe&M<=Vd zpHQ92gt&x=v?KB*YT*JlYL~y*Okh<3rD{`xkwk=tBdD!3#mK;b@ZE>>-H)$M{QUXK z(;GX=TI!;fmZ`Nh`MVQ2WgxP+AWUH~p&ya-GkfcZP+b;{BnTJ>HzLRg(<}ohD}tqA zT2HasB3A7JPsXdRJzVE{eZ!CapWx;S5Fro+=EUcuvvz5;eO+yc9C851mAS0J*}uckd$P4C?p} zfEJ7f6#0oUn=n8B1kefQ8RLxWiBQVMb+88z?q}+jP}}jzs5R0K0}6zKwY4?URrpGw z@iejnpaDHC^ej@Z&`c0nytsSc;lpR!v{JvxJ^jue9u~%c%$S*3Gr&KVaKzK6xx?&a z#FzH=QamMCeAZ zO+<`m@bON7K8Ro!pa=s?Kpbs)adcDtbJf9%;``8ip~c>i?SmE4)3Url!@X-954(5o zUhoNQ(Z@kSFU4$j5fz_4O`-~6#$%hU(It*u|E{biu5baKnlPdmYHF10Dd6nZ&0J%% zy*u0Q&GgFH{u-`F((akG%au;aHR??h6#Ku-MOa!HCl1E$-=y)&vFni_D)7-R&d#%I z%3O2E;K}>Db>V}@or}`br*SF*h<`J?n{LbAeBPhtjYIFYjiO04!TAJtw>~rAfakdX z<;(G2UX_4b$}zN@!{mq0;<41GSNW>e^a3$hNL3@Q*uSe;_}p@W?pZ}j9^Nt6yH5_3 z%fPno8BAF(J#GzC>sd$$bjjw=e=U|sDr;1Ny$&&K?jkhwIQu^&= zd}w@pwqN{e$7F9|4knf$lE=rfBa=2G-;HQSC?gks=k_)>PJvN7uqIBrXcS*U-sR`d zD~KPkw5|XFT-4R|5tiS$?6fp%h9E8?OrT7;I+obdc*&8G5$qv*o2f1dt^;!H#K6P^ zfBxOHwuJ?V7YISa#)9&l5m6$v^Nmh=~!Lhsx;{5h-B$ia%cLY?|3VpD=e zj1UIgJ%}cuPoChYN?*vx`h)8yT3Z2`al6|a>vuN8A8}8{$8p-_`0>iNHZh!T5E7!9 z_Fh&6z!;so0X+B(XLGW%9f7yuq8@W!0)X?QV#$V&MpOUXGkS!GmPDaf_WMz{h-s z^odDo>2LJ3wH=W*bpOU7yXAt0h8#Xn<%W2A2OPZMoaJ^TDo}awDhMscqY~uJh@rFr zB%+ReFwc&N=)~92AZUFi5PAh-B4!sC1$lYjq^F0!2zj5J?$WL$IO5?|tr2>cs#_vn z2WfzIQtsurgs0A5@#KU3vLbb*yS)RFk{+{42B~nrl)Z_9cPVQ?a!I&+m4txZMyEFL zHSelEY*a(TZonWlH8pA~s##L!XNdu3%<2j#lmCas51GrHJLKI~#sCXb)4QJOP!;E9 z=-hMnho~SQgSGgis=c*2)s~CZ=1~3}%Of#egrvDO6AuGCA`bO}sQ`B!9UX_7YPLVF zDU2$KN!zz=JKo5`%xqllaR+b#(KIg$?$*{V1Sv^nW8>!PfV)tNgKug(#xS**%l~Tf zi$3|V59|hj*1>4Oi!6lq$En?0x8mUr(2>7#MU$_&5~}gK-04$vL-LEa`5Z01TH8;4 z%{wqI3|;!v!|RBGZchJoPRQ7QrrD`{j);n4Ye^q3Anrn_L%(3^q$pvsx3<13|58=s zOx+GzT7RAfR{hWbLct_i_5F1rJrjiZLIz2U(($5fS#2#>gm(>rXuKaIQe49Qcmei zfq6;$+{Z*t3Mi4*cYU3C6)8!)<7VT#^EWpnq!|NA5Ed2|;2u7Y&)>gyFHt>m7aiRI zG7BRk`7ok`#Qt1JO7a|q3{K&r2(4?=ED7oBof;ls}V;W($^PW$cO+;;lA?l-!f zjm@siN!L%xLh*EQNb%e`gaNBXsJbWa_yp~v)4uC8eM9zTptyp?4txrX07S=!CM5UK zUD*1}l*8tDP+l8nZ029s%(Zx-D za0s6M$;`BasrgVYZ!glTj)iH$Be8Ga;u}^@XmCw&b(7!->-@+g1@9&39{`r4YBu0hO>BfF8U=o20o0M&G2db+PH%)I-% z+(vY8XlOh{$s#Qu*(Wbv*j~Oof8yf$(t`+GVPOx_9?s?gr=8K!c?u8R&kyX~C%+5f z`SGtgqi}xYOe+Y3$$-l^T(pWT6U0Qc<$~vpOwATm3=}?~v{1sZPuP=_rb^S2lj{*# z6BoDBoj7{*s1BcQn`Pf9cH-I?sp~#W|ae#Bf7)(tKY_tR$ zDi}*IEIexLLwV1v3j*xa)YRZE1^{>b5FVe&=$8gBy`vPHbo9&6&~rvcl){>4&+c3w zgSWE`z5HK32OEu_3OA572D2(DOr0kuJsngFc>$$loI8N8Art{C5$0ZMS{f?oQMMp7 z{zs3f!%lA_=ouLS>Jfp1LkZE`#@agbt8LcDbLYG6%v_=^5L#xUf+Bn4`b!b6(MsT@qApg9{g^nU)U;3p26H<6S1Frf@(Fg#mBe zYjWX2T2j*J@UXcVG>;(&oSf31{Pn6VbMO>6#PiKg1^w9~q-l-fIXJjQ{9qngv(hXzJ9{($>y7i?iWsKEX6xu>Uo&Q3 zGvKp0?X1kqH;CkAWR$~QhhsOOSx{m#QT46lrW4u=6b#6cpzAOU$cbkNOBU&nr0vdcCf z&*@Qvg9UTqQ8<<|c^Aa}Sa#J;df|%E`NJV|h?$+o6X8U{*|Q;aLlDm&Mw7%eA>g7YHoe@P0%#j%ZCf^AoxFE>@aLfl_xEo+bmU6~9|j!;vb{-3 z5CjhJIBU8g(}%i%v$?8$33*v$1o7zP!tL5)T+sV6RQWzjXu>!zZXDTupZY5L3ny@AoB;Y6#_5f2<+0%l&AvHa2Dc35bi+jJSq}z0C}e-*#u95kYYR>05dQC!D+nanjWUZ{N>binRJ5yg#h%GQ=$FC{*{+FTR|MbOD{ATA-n0$w)U zAAlKgab37pHUso)Y6;p96F?9S(LY4XkUgF4xY`B(3jxlvYFcpg4~cXv_3p7&%I zN@$V&#BM~vGMQn|&CUky?BDdSKYm1xi7cK(s=fC8`{9i8^(v(@#?c|3g9qPPIN&}W zPl%ca=xN^rhR_5y1JZm?_QPu-*yEd#9+`^VLzGl zl;*s8H2@P@Lq(+`LXw)C+#tvD(b%sYIl}jVh8@`za0$43eQr}Y~z>wTmm#%Y#+<*s;2T69SH=^J4j5;TyWC2*U4GodJ z-B`R-Ji|s+4c>sw0U%$L{S5<>_jJn~^~jJ%_3?)0=A9~m1+%fGffvCsDsHN7{1{~P z)N8k3I_|1;fzKFicByxi)whtm@U99sFlO^By+9#`bo^qB>({elWA_=JCE3Rst7V|A zO~Ua=H6bN!;kTUJ%!8S{SOBzoMk}E{rRo<4^TQpW;lc}{fo++ z$d%Rnt(F}NdpF%!aKNU~&5RH)JdEk Y(t(|OtsN5at8NI@6Pn8Dil+De7oIH9aR2}S From 1e705f9a629ee488143b46ed6ffef7ce824c75a3 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Pavlin=20Poli=C4=8Dar?= Date: Wed, 25 Jul 2018 09:48:06 +0200 Subject: [PATCH 12/14] OWLouvain: Make pylint happy --- Orange/clustering/louvain.py | 2 +- .../unsupervised/owlouvainclustering.py | 19 +++++++++---------- 2 files changed, 10 insertions(+), 11 deletions(-) diff --git a/Orange/clustering/louvain.py b/Orange/clustering/louvain.py index d6bc8b8606f..b565b1d1fbe 100644 --- a/Orange/clustering/louvain.py +++ b/Orange/clustering/louvain.py @@ -6,8 +6,8 @@ """ -import networkx as nx import numpy as np +import networkx as nx from community import best_partition from sklearn.neighbors import NearestNeighbors diff --git a/Orange/widgets/unsupervised/owlouvainclustering.py b/Orange/widgets/unsupervised/owlouvainclustering.py index a36a91be0a8..f82c5cabe22 100644 --- a/Orange/widgets/unsupervised/owlouvainclustering.py +++ b/Orange/widgets/unsupervised/owlouvainclustering.py @@ -1,13 +1,12 @@ from collections import deque from concurrent.futures import Future # pylint: disable=unused-import -from enum import Enum +from types import SimpleNamespace as namespace +from typing import Optional # pylint: disable=unused-import -import networkx as nx # pylint: disable=unused-import import numpy as np +import networkx as nx # pylint: disable=unused-import from AnyQt.QtCore import Qt, pyqtSignal as Signal, QObject from AnyQt.QtWidgets import QSlider, QCheckBox, QWidget # pylint: disable=unused-import -from types import SimpleNamespace as namespace -from typing import Optional # pylint: disable=unused-import from Orange.clustering.louvain import table_to_knn_graph, Louvain from Orange.data import Table, DiscreteVariable @@ -23,7 +22,7 @@ try: from orangecontrib.network.network import Graph -except: +except ImportError: Graph = None @@ -71,11 +70,11 @@ def start(self): self.on_cancel.emit() return - def __task_progress(percentage): - current_progress = idx / num_tasks + def __task_progress(percentage, index=idx): + current_progress = index / num_tasks # How much progress can each task contribute to the total # work to be done - task_percentage = len(self.__tasks) ** -1 + task_percentage = 1 / len(self.__tasks) # Convert the progress done by the task into the total # progress to the task relative_progress = task_percentage * percentage @@ -88,7 +87,7 @@ def __task_progress(percentage): task_spec.task() self.__set_progress((idx + 1) / num_tasks) - except Exception as e: + except Exception as e: # pylint: disable=broad-except self.on_exception.emit(e) return @@ -365,7 +364,7 @@ def send_report(self): if __name__ == '__main__': - from AnyQt.QtWidgets import QApplication + from AnyQt.QtWidgets import QApplication # pylint: disable=ungrouped-imports import sys app = QApplication(sys.argv) From 86ce71b0b41ee96cf87230e272603f4f4feb35ec Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Pavlin=20Poli=C4=8Dar?= Date: Tue, 31 Jul 2018 09:57:59 +0200 Subject: [PATCH 13/14] OWLouvain: Add test for adding and removing data --- Orange/widgets/unsupervised/tests/test_owlouvain.py | 7 +++++++ 1 file changed, 7 insertions(+) diff --git a/Orange/widgets/unsupervised/tests/test_owlouvain.py b/Orange/widgets/unsupervised/tests/test_owlouvain.py index a74a0494a0c..1fb27a6d569 100644 --- a/Orange/widgets/unsupervised/tests/test_owlouvain.py +++ b/Orange/widgets/unsupervised/tests/test_owlouvain.py @@ -15,11 +15,18 @@ def setUp(self): self.widget = self.create_widget( OWLouvainClustering, stored_settings={'auto_commit': False} ) + self.iris = Table('iris') def tearDown(self): self.widget.onDeleteWidget() super().tearDown() + def test_removing_data(self): + self.send_signal(self.widget.Inputs.data, self.iris) + self.commit_and_wait() + self.send_signal(self.widget.Inputs.data, None) + self.commit_and_wait() + def test_clusters_ordered_by_size(self): """Cluster names should be sorted based on the number of instances.""" x1 = np.array([[0, 0]] * 20) From 6a0c36fcbb199961153274e38c03d25fe67f6982 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?Pavlin=20Poli=C4=8Dar?= Date: Wed, 1 Aug 2018 18:43:06 +0200 Subject: [PATCH 14/14] OWLouvain: Fix tests not waiting for commit to finish --- Orange/widgets/unsupervised/owlouvainclustering.py | 4 ++-- Orange/widgets/unsupervised/tests/test_owlouvain.py | 3 +-- 2 files changed, 3 insertions(+), 4 deletions(-) diff --git a/Orange/widgets/unsupervised/owlouvainclustering.py b/Orange/widgets/unsupervised/owlouvainclustering.py index f82c5cabe22..2bd4c923e90 100644 --- a/Orange/widgets/unsupervised/owlouvainclustering.py +++ b/Orange/widgets/unsupervised/owlouvainclustering.py @@ -276,9 +276,9 @@ def commit(self): self.__future = self.__executor.submit(queue.start) def _send_data(self): - domain = self.data.domain - if self.partition is None: + if self.partition is None or self.data is None: return + domain = self.data.domain # Compute the frequency of each cluster index counts = np.bincount(self.partition) indices = np.argsort(counts)[::-1] diff --git a/Orange/widgets/unsupervised/tests/test_owlouvain.py b/Orange/widgets/unsupervised/tests/test_owlouvain.py index 1fb27a6d569..f73832a8903 100644 --- a/Orange/widgets/unsupervised/tests/test_owlouvain.py +++ b/Orange/widgets/unsupervised/tests/test_owlouvain.py @@ -41,7 +41,6 @@ def test_clusters_ordered_by_size(self): self.send_signal(self.widget.Inputs.data, table) self.widget.k_neighbors = 4 - self.widget.unconditional_commit() self.commit_and_wait() output = self.get_output(self.widget.Outputs.annotated_data) @@ -57,7 +56,7 @@ def test_empty_dataset(self): table.get_column_view(meta_var)[0][:] = meta self.send_signal(self.widget.Inputs.data, table) - self.widget.unconditional_commit() + self.commit_and_wait() self.assertTrue(self.widget.Error.empty_dataset.is_shown()) def test_do_not_recluster_on_same_data(self):