diff --git a/.github/workflows/Wheels.yml b/.github/workflows/Wheels.yml index 956cdd9..d17a2fa 100644 --- a/.github/workflows/Wheels.yml +++ b/.github/workflows/Wheels.yml @@ -47,7 +47,7 @@ jobs: run: | python -m pip install --upgrade pip pip install -r requirements.txt - pip install twine flake8 + pip install twine flake8 Cython - name: Lint with flake8 run: | diff --git a/CHANGELOG.txt b/CHANGELOG.txt index 90b5a1d..07c2352 100644 --- a/CHANGELOG.txt +++ b/CHANGELOG.txt @@ -1,6 +1,16 @@ +v0.1.3 + This version matches the first major revision of our paper: + - Notable changes to eccentricity definition and branch hierarchy + simplification. Eccentricity is now directly defined by distance to + cluster centroids. + - Fixes to branch-membership centrality measure and the update labelling + function. It no longer changes labels of non-noise points. + - New and updated figures included in the paper. + - Re-evaluated all benchmark notebooks. + - Removed Cython as install dependency. v0.1.2 - Update Github Actions + Update Github Actions. v0.1.1 - Fix typo in readme + Fix typo in readme. v0.1.0 - Initial version + Initial version. \ No newline at end of file diff --git a/README.md b/README.md index 93c6d8f..c690fee 100644 --- a/README.md +++ b/README.md @@ -73,6 +73,7 @@ pip install -t . A scientific publication of this algorithm is available on Arxiv: +```bibtex @misc{bot2023flasc, title={FLASC: A Flare-Sensitive Clustering Algorithm: Extending HDBSCAN* for Detecting Branches in Clusters}, author={D. M. Bot and J. Peeters and J. Liesenborgs and J. Aerts}, @@ -81,6 +82,7 @@ A scientific publication of this algorithm is available on Arxiv: archivePrefix={arXiv}, primaryClass={cs.LG} } +``` This FLASC algorithm and software package is very closely related to McInnes et al.'s HDBSCAN\* software package. If you wish to cite the HDBSCAN\* package in a diff --git a/flasc/_flasc.py b/flasc/_flasc.py index 8ad7c1a..a08fbd9 100644 --- a/flasc/_flasc.py +++ b/flasc/_flasc.py @@ -65,13 +65,13 @@ def flasc( """Performs FLASC clustering with flare detection post-processing step. FLASC - Flare-Sensitive Clustering. - Performs :py:mod:`hdbscan` clustering [1]_ with a post-processing step to + Performs :py:mod:`hdbscan` clustering [1]_ with a post-processing step to detect branches within individual clusters. For each cluster, a graph is constructed connecting the data points based on their mutual reachability - distances. Each edge is given a centrality value based on how many edges - need to be traversed to reach the cluster's root point from the edge. Then, - the edges are clustered as if that centrality was a density, progressively - removing the 'centre' of each cluster and seeing how many branches remain. + distances. Each edge is given a centrality value based on how far it lies + from the cluster's center. Then, the edges are clustered as if that + centrality was a distance, progressively removing the 'center' of each + cluster and seeing how many branches remain. Parameters ---------- @@ -167,7 +167,7 @@ def flasc( allow_single_branch : bool, optional (default=False) Analogous to ``allow_single_cluster``. Note that depending on - ``label_sides_as_branches`` FFLASC requires at least 3 branches to + ``label_sides_as_branches`` FLASC requires at least 3 branches to exist in a cluster before they are incorporated in the final labelling. branch_detection_method : str, optional (default=``full``) @@ -186,18 +186,18 @@ def flasc( branch_selection_method : str, optional (default='eom') The method used to select branches from the cluster's condensed tree. - The standard approach for FFLASC is to use the ``eom`` approach. + The standard approach for FLASC is to use the ``eom`` approach. Options are: * ``eom`` * ``leaf`` branch_selection_persistence: float, optional (default=0.0) - A centrality persistence threshold. Branches with a persistence below + An eccentricity persistence threshold. Branches with a persistence below this value will be merged. See [3]_ for more information. Note that this - should not be used if we want to predict the cluster labels for new - points in future (e.g. using approximate_predict), as the - :func:`~flasc.prediction.approximate_predict` function - is not aware of this argument. + should not be used if we want to predict the cluster labels for new + points in future (e.g. using approximate_predict), as the + :func:`~flasc.prediction.approximate_predict` function is not aware of + this argument. max_branch_size : int, optional (default=0) A limit to the size of clusters returned by the ``eom`` algorithm. @@ -287,8 +287,7 @@ def flasc( assigned 0. branch_persistences : tuple (n_clusters) - A branch persistence for each cluster produced during the branch - detection step. + A branch persistence (eccentricity range) for each detected branch. condensed_tree : record array The condensed cluster hierarchy used to generate clusters. diff --git a/flasc/_flasc_branches.pyx b/flasc/_flasc_branches.pyx index 7c08f56..b3f1bc5 100644 --- a/flasc/_flasc_branches.pyx +++ b/flasc/_flasc_branches.pyx @@ -13,7 +13,7 @@ from hdbscan._hdbscan_tree import compute_stability, condense_tree from ._hdbscan_dist_metrics import DistanceMetric from ._hdbscan_dist_metrics cimport DistanceMetric from ._flasc_linkage import label -from ._flasc_tree import get_clusters +from ._flasc_tree import get_clusters, simplify_hierarchy from ._flasc_edges import ( _fill_edge_centrality, _relabel_edges_with_data_ids, @@ -85,7 +85,7 @@ def _compute_branch_linkage_of_cluster( points = space_tree.data.base[cluster_points] centroid = np.average(points, weights=cluster_probabilities, axis=0) centralities = metric_fun.pairwise(centroid[None], points)[0, :] - centralities = centralities.max() - centralities + centralities = 1 / centralities # within cluster ids cdef np.ndarray[np.double_t, ndim=1] cluster_ids = np.full(num_points, -1, dtype=np.double) @@ -136,15 +136,16 @@ def _compute_branch_segmentation_of_cluster( cdef np.ndarray condensed_tree = condense_tree( single_linkage_tree.base, min_branch_size ) + if branch_selection_persistence > 0.0: + condensed_tree = simplify_hierarchy(condensed_tree, branch_selection_persistence) cdef dict stability = compute_stability(condensed_tree) (labels, probabilities, persistences) = get_clusters( condensed_tree, stability, allow_single_branch=allow_single_branch, branch_selection_method=branch_selection_method, - branch_selection_persistence=branch_selection_persistence, max_branch_size=max_branch_size ) - # Reset noise labels to 0-cluster + # Reset noise labels to k-cluster labels[labels < 0] = len(persistences) return (labels, probabilities, persistences, condensed_tree) @@ -169,7 +170,7 @@ def _update_labelling( # Compute the labels and probabilities cdef Py_ssize_t num_branches = 0 - cdef np.intp_t running_id = 0, cid = 0 + cdef np.intp_t running_id = 0 cdef np.ndarray[np.intp_t, ndim=1] _points, _labels cdef np.ndarray[np.double_t, ndim=1] _probs, _pers, _depths for _points, _depths, _labels, _probs, _pers in zip( diff --git a/flasc/_flasc_depths.pyx b/flasc/_flasc_depths.pyx index 3dbcdf0..48bac7a 100644 --- a/flasc/_flasc_depths.pyx +++ b/flasc/_flasc_depths.pyx @@ -38,8 +38,7 @@ cpdef np.ndarray[np.double_t, ndim=1] _compute_cluster_centralities( # Traversal variables cdef np.double_t grand_child = 0 - cdef np.double_t depth=0 - cdef np.double_t max_depth = 0 + cdef np.double_t depth = 0 cdef pair[np.double_t, np.double_t] edge cdef pair[pair[np.double_t, np.double_t], np.double_t] item cdef deque[pair[pair[np.double_t, np.double_t], np.double_t]] queue @@ -49,12 +48,12 @@ cpdef np.ndarray[np.double_t, ndim=1] _compute_cluster_centralities( # with nogil: # Queue the root's children edge.first = cluster_root - depths_view[cluster_root] = 0.0 + depths_view[cluster_root] = 1.0 flags[cluster_root] = True for child in network[cluster_root]: edge.second = child item.first = edge - item.second = 1.0 + item.second = 2.0 queue.push_back(item) flags[ child] = True @@ -69,7 +68,6 @@ cpdef np.ndarray[np.double_t, ndim=1] _compute_cluster_centralities( # Fill in the depth value, keep track of max depths_view[ child] = depth - max_depth = max(depth, max_depth) # Enqueue grand-children item.second += 1.0 @@ -81,4 +79,4 @@ cpdef np.ndarray[np.double_t, ndim=1] _compute_cluster_centralities( item.first = edge queue.push_back(item) flags[ grand_child] = True - return max_depth - depths \ No newline at end of file + return 1 / depths \ No newline at end of file diff --git a/flasc/_flasc_edges.pyx b/flasc/_flasc_edges.pyx index f5e60e1..f07a325 100644 --- a/flasc/_flasc_edges.pyx +++ b/flasc/_flasc_edges.pyx @@ -70,9 +70,6 @@ cpdef _extract_core_approximation_of_cluster( np.minimum(core_parent, core_children, edges[count:, 0]) np.maximum(core_parent, core_children, edges[count:, 1]) - # Extract unique edges that stay within the cluster - edges = np.unique(edges[edges[:, 0] > -1.0, :], axis=0) - # Fill mutual reachabilities edges[:count, 3] = cluster_spanning_tree[:, 2] # (astype copy more effiecient than manual iteration) @@ -81,6 +78,9 @@ cpdef _extract_core_approximation_of_cluster( core_distances[edges[count:, 1].astype(np.intp)], edges[count:, 3] ) + + # Extract unique edges that stay within the cluster + edges = np.unique(edges[edges[:, 0] > -1.0, :], axis=0) # Return output return edges diff --git a/flasc/_flasc_linkage.pyx b/flasc/_flasc_linkage.pyx index 24064df..9265474 100644 --- a/flasc/_flasc_linkage.pyx +++ b/flasc/_flasc_linkage.pyx @@ -15,7 +15,7 @@ cpdef np.ndarray[np.double_t, ndim=2] label( np.intp_t num_points ): """Convert an edge list into single linkage hierarchy.""" - # ALlocate output and working structure + # Allocate output and working structure cdef np.intp_t N = edges.shape[0] cdef np.ndarray[np.double_t, ndim=2] result = np.zeros((N, 4)) cdef np.double_t[:, ::1] result_view = result diff --git a/flasc/_flasc_tree.pyx b/flasc/_flasc_tree.pyx index 65cf32f..f7e62c9 100644 --- a/flasc/_flasc_tree.pyx +++ b/flasc/_flasc_tree.pyx @@ -25,7 +25,7 @@ cdef list bfs_from_cluster_tree(np.ndarray tree, np.intp_t bfs_root): while len(to_process) > 0: result.extend(to_process.tolist()) - to_process = tree['child'][np.in1d(tree['parent'], to_process)] + to_process = tree['child'][np.isin(tree['parent'], to_process)] return result @@ -44,8 +44,8 @@ cpdef max_lambdas(np.ndarray tree, np.intp_t num_points): cdef np.float64_t lambda_ cdef np.float64_t max_lambda - cdef np.ndarray[np.double_t, ndim=1] deaths_arr - cdef np.double_t[::1] deaths + cdef np.ndarray[np.double_t, ndim=1] births_arr + cdef np.double_t[::1] births cdef np.intp_t largest_parent = tree['parent'].max() @@ -53,12 +53,12 @@ cpdef max_lambdas(np.ndarray tree, np.intp_t num_points): sorted_parents = sorted_parent_data['parent'] sorted_children = sorted_parent_data['child'] sorted_lambdas = sorted_parent_data['lambda_val'] - sorted_parents_view = sorted_parents - sorted_child_view = sorted_children - sorted_lambdas_view = sorted_lambdas + sorted_parents_view = sorted_parents[::-1] + sorted_child_view = sorted_children[::-1] + sorted_lambdas_view = sorted_lambdas[::-1] - deaths_arr = np.zeros(largest_parent + 1, dtype=np.double) - deaths = deaths_arr + births_arr = np.zeros(largest_parent + 1, dtype=np.double) + births = births_arr current_parent = -1 max_lambda = 0 @@ -66,12 +66,13 @@ cpdef max_lambdas(np.ndarray tree, np.intp_t num_points): for parent, child, lambda_ in zip(sorted_parents_view, sorted_child_view, sorted_lambdas_view): # Use maximum density (= eccentricity) within branch rather than # the maximum density (= eccentricity) of this segment in the condensed tree. + # Need child to be process first -> iterate from high to low parent! if child >= num_points: - lambda_ = deaths[child] + lambda_ = births[child] if parent == current_parent: max_lambda = max(max_lambda, lambda_) elif current_parent != -1: - deaths[current_parent] = max_lambda + births[current_parent] = max_lambda current_parent = parent max_lambda = lambda_ else: @@ -79,9 +80,8 @@ cpdef max_lambdas(np.ndarray tree, np.intp_t num_points): current_parent = parent max_lambda = lambda_ - deaths[current_parent] = max_lambda # value for last parent - - return deaths_arr + births[current_parent] = max_lambda # value for last parent + return births_arr cdef class TreeUnionFind (object): @@ -123,9 +123,7 @@ cdef np.ndarray[np.intp_t, ndim=1] do_labelling( np.ndarray tree, set clusters, dict cluster_label_map, - bint allow_single_branch, - np.double_t branch_selection_persistence, - np.double_t[::1] deaths + bint allow_single_branch ): cdef np.intp_t root_cluster cdef np.ndarray[np.intp_t, ndim=1] result_arr @@ -140,7 +138,7 @@ cdef np.ndarray[np.intp_t, ndim=1] do_labelling( cdef np.intp_t cluster child_array = tree['child'] - parent_array = tree['parent'] + parent_array = tree['parent'] lambda_array = tree['lambda_val'] root_cluster = parent_array.min() @@ -161,15 +159,6 @@ cdef np.ndarray[np.intp_t, ndim=1] do_labelling( result[n] = -1 elif cluster == root_cluster: if len(clusters) == 1 and allow_single_branch: - # Use persistence value as threshold for noise points - if branch_selection_persistence != 0.0: - min_eps = 1 / deaths[cluster] # cluster birth - max_eps = 1 / tree['lambda_val'][tree['child'] == n] # point joins - if (max_eps - min_eps) < branch_selection_persistence: - result[n] = cluster_label_map[cluster] - else: - result[n] = -1 - else: result[n] = cluster_label_map[cluster] else: result[n] = -1 @@ -183,7 +172,7 @@ cdef get_probabilities( np.ndarray tree, dict cluster_map, np.ndarray labels, - np.double_t[::1] deaths + np.double_t[::1] births ): cdef np.ndarray[np.double_t, ndim=1] result cdef np.ndarray[np.double_t, ndim=1] lambda_array @@ -215,7 +204,7 @@ cdef get_probabilities( continue cluster = cluster_map[cluster_num] - max_lambda = deaths[cluster] + max_lambda = births[cluster] if max_lambda == 0.0 or not np.isfinite(lambda_array[n]): result[point] = 1.0 else: @@ -225,86 +214,77 @@ cdef get_probabilities( return result -cpdef np.intp_t traverse_upwards( - np.ndarray cluster_tree, - np.double_t branch_selection_persistence, - np.intp_t parent, - np.double_t[::1] deaths -): - cdef np.intp_t root = cluster_tree['parent'].min() - # cdef np.intp_t parent = cluster_tree[cluster_tree['child'] == leaf]['parent'] - if parent == root: - return parent - _lambda = deaths[parent] - min_eps = 1 / _lambda if _lambda != 0 else np.inf - max_eps = 1 / cluster_tree[cluster_tree['child'] == parent]['lambda_val'] - if (max_eps - min_eps) >= branch_selection_persistence: - return parent - else: - return traverse_upwards( - cluster_tree, - branch_selection_persistence, - cluster_tree[cluster_tree['child'] == parent]['parent'], - deaths - ) +cpdef np.ndarray simplify_hierarchy(np.ndarray condensed_tree, + np.double_t persistence_threshold): + """Remove branches with persistence below threshold.""" + cdef bint flag + cdef np.intp_t leaf, sibling, parent, leaf_idx, sibling_idx + cdef np.double_t persistence + cdef np.ndarray cluster_tree, child_ids + cdef list leaves, persistences + cdef set processed + cdef np.intp_t num_points = condensed_tree['parent'].min() + cdef np.ndarray[np.double_t, ndim=1] births_arr = max_lambdas(condensed_tree, num_points) + cdef np.double_t[::1] births = births_arr + + while True: + processed = set() + cluster_tree = condensed_tree[condensed_tree['child_size'] > 1] + leaves = get_cluster_tree_leaves(cluster_tree) + persistences = [ + births[leaf] - cluster_tree['lambda_val'][cluster_tree['child'] == leaf][0] + for leaf in leaves + ] + flag = True + for leaf, persistence in zip(leaves, persistences): + if leaf in processed: + continue + if persistence < persistence_threshold: + flag = False + # Find parent and sibling + leaf_idx = np.argmax(condensed_tree['child'] == leaf) + parent = condensed_tree['parent'][leaf_idx] + child_ids = np.where((condensed_tree['parent'] == parent) & (condensed_tree['child_size'] > 1))[0] + sibling_idx = child_ids[child_ids != leaf_idx] + sibling = condensed_tree['child'][sibling_idx] + + # Reset leaf and sibling rows + condensed_tree['child'][leaf_idx] = -999 + condensed_tree['child'][sibling_idx] = -999 + condensed_tree['parent'][leaf_idx] = -999 + condensed_tree['parent'][sibling_idx] = -999 + + # Update parent-values to reflect the merge + condensed_tree['parent'][(condensed_tree['parent'] == leaf)] = parent + condensed_tree['parent'][(condensed_tree['parent'] == sibling)] = parent + + processed.add(leaf) + processed.add(sibling) + + # Remove marked rows + condensed_tree = condensed_tree[condensed_tree['parent'] != -999] + if flag: + break + + return remap_cluster_ids(condensed_tree, num_points) -cpdef set epsilon_search( - list leaves, - np.ndarray cluster_tree, - np.double_t branch_selection_persistence, - np.double_t[::1] deaths -): - """ - Implements epsilon search for centrality instead of density. - Lambda = 1 / Centrality (= eccentricity) - Eps = Centrality - """ - cdef np.intp_t leaf, idx, sibling, parent - cdef np.double_t persistence - cdef np.ndarray[np.intp_t, ndim=1] siblings - cdef set selected_clusters = set() - cdef set processed = set() - cdef list persistences = [ - (1 / cluster_tree['lambda_val'][cluster_tree['child'] == leaf][0]) - (1 / deaths[leaf]) - for leaf in leaves - ] - cdef np.ndarray order = np.argsort(persistences) - for idx in order: - leaf = leaves[idx] - persistence = persistences[idx] - if leaf in processed: - continue - if persistence >= branch_selection_persistence: - selected_clusters.add(leaf) - else: - parent = cluster_tree['parent'][cluster_tree['child'] == leaf][0] - siblings = cluster_tree['child'][cluster_tree['parent'] == parent] - sibling = siblings[siblings != leaf][-1] - if sibling not in leaves and sibling not in selected_clusters: - # Ignore leaf and sibling and update tree to reflect that - cluster_tree['parent'][cluster_tree['parent'] == sibling] = parent - else: - # Select the parent - epsilon_child = traverse_upwards( - cluster_tree, - branch_selection_persistence, - parent, - deaths - ) - selected_clusters.add(epsilon_child) - for sub_node in bfs_from_cluster_tree(cluster_tree, epsilon_child): - if sub_node != epsilon_child: - processed.add(sub_node) - return set(selected_clusters) +cdef np.ndarray remap_cluster_ids(np.ndarray condensed_tree, np.intp_t num_points): + max_parent = condensed_tree['parent'].max() + id_map = np.empty(max_parent + 1) + id_map[:num_points] = np.arange(num_points) + remaining_parents = np.unique(condensed_tree['parent']) + id_map[remaining_parents] = num_points + np.arange(remaining_parents.shape[0]) + condensed_tree['parent'] = id_map[condensed_tree['parent']] + condensed_tree['child'] = id_map[condensed_tree['child']] + return condensed_tree cpdef tuple get_clusters(np.ndarray tree, dict stability, branch_selection_method='eom', allow_single_branch=False, - branch_selection_persistence=0.0, max_branch_size=0): """Given a tree and stability dict, produce the cluster labels (and probabilities) for a flat clustering based on the chosen @@ -322,8 +302,6 @@ cpdef tuple get_clusters(np.ndarray tree, allow_single_branch : boolean, optional (default False) Whether to allow a single branch to be selected by the Excess of Mass algorithm. - branch_selection_persistence: float, optional (default 0.0) - A centrality persistence threshold for branch splits. max_branch_size: int, optional (default 0) The maximum size for clusters located by the EOM clusterer. Can be overridden by the branch_selection_persistence parameter in @@ -349,7 +327,7 @@ cpdef tuple get_clusters(np.ndarray tree, cdef np.intp_t num_points cdef np.ndarray labels cdef np.double_t max_lambda - cdef np.ndarray[np.double_t, ndim=1] deaths_arr + cdef np.ndarray[np.double_t, ndim=1] births # Assume clusters are ordered by numeric id equivalent to # a topological sort of the tree; This is valid given the @@ -358,14 +336,13 @@ cpdef tuple get_clusters(np.ndarray tree, if allow_single_branch: node_list = sorted(stability.keys(), reverse=True) else: - node_list = sorted(stability.keys(), reverse=True)[:-1] - # (exclude root) + node_list = sorted(stability.keys(), reverse=True)[:-1] # (exclude root) cluster_tree = tree[tree['child_size'] > 1] is_cluster = {cluster: True for cluster in node_list} - num_points = np.max(tree[tree['child_size'] == 1]['child']) + 1 + num_points = np.min(tree['parent']) max_lambda = np.max(tree['lambda_val']) - deaths = max_lambdas(tree, num_points) + births = max_lambdas(tree, num_points) if max_branch_size <= 0: max_branch_size = num_points + 1 # Set to a value that will never be triggered @@ -392,39 +369,9 @@ cpdef tuple get_clusters(np.ndarray tree, for sub_node in bfs_from_cluster_tree(cluster_tree, node): if sub_node != node: is_cluster[sub_node] = False - - if branch_selection_persistence != 0.0 and len(cluster_tree) > 0: - eom_clusters = [c for c in is_cluster if is_cluster[c]] - selected_clusters = [] - # first check if eom_clusters only has root node, which skips epsilon check. - if (len(eom_clusters) == 1 and eom_clusters[0] == cluster_tree['parent'].min()): - if allow_single_branch: - selected_clusters = set(eom_clusters) - else: - selected_clusters = epsilon_search( - eom_clusters, - cluster_tree.copy(), - branch_selection_persistence, - deaths - ) - for c in is_cluster: - if c in selected_clusters: - is_cluster[c] = True - else: - is_cluster[c] = False - elif branch_selection_method == 'leaf': leaves = get_cluster_tree_leaves(cluster_tree) - - if branch_selection_persistence != 0.0: - selected_clusters = epsilon_search( - leaves, - cluster_tree.copy(), - branch_selection_persistence, - deaths - ) - else: - selected_clusters = set(leaves) + selected_clusters = set(leaves) # Allow single leaf if len(selected_clusters) == 0 and allow_single_branch: @@ -445,9 +392,8 @@ cpdef tuple get_clusters(np.ndarray tree, cluster_map = {c: n for n, c in enumerate(sorted(list(clusters)))} reverse_cluster_map = {n: c for c, n in cluster_map.items()} - labels = do_labelling(tree, clusters, cluster_map, allow_single_branch, - branch_selection_persistence, deaths) - probs = get_probabilities(tree, reverse_cluster_map, labels, deaths) + labels = do_labelling(tree, clusters, cluster_map, allow_single_branch) + probs = get_probabilities(tree, reverse_cluster_map, labels, births) stabilities = get_stability_scores(labels, clusters, stability, max_lambda) return (labels, probs, stabilities) \ No newline at end of file diff --git a/flasc/_hdbscan_linkage.pyx b/flasc/_hdbscan_linkage.pyx index abc8e84..6eabaab 100644 --- a/flasc/_hdbscan_linkage.pyx +++ b/flasc/_hdbscan_linkage.pyx @@ -26,7 +26,7 @@ cpdef np.ndarray[np.double_t, ndim=2] mst_linkage_core( cdef Py_ssize_t num_points = len(distance_matrix[:, 0]) cdef np.ndarray[np.intp_t, ndim=1] current_labels = np.arange(num_points, dtype=np.intp) cdef np.ndarray[np.intp_t, ndim=1] current_sources = np.ones(num_points, dtype=np.intp) - cdef np.ndarray[np.double_t, ndim=1] current_distances = np.infty * np.ones(num_points) + cdef np.ndarray[np.double_t, ndim=1] current_distances = np.inf * np.ones(num_points) cdef np.ndarray[np.double_t, ndim=2] result = np.zeros((num_points - 1, 3)) cdef np.intp_t i diff --git a/flasc/_hdbscan_tree.pyx b/flasc/_hdbscan_tree.pyx index 5240985..c6de36d 100644 --- a/flasc/_hdbscan_tree.pyx +++ b/flasc/_hdbscan_tree.pyx @@ -9,8 +9,6 @@ import numpy as np cimport numpy as np np.import_array() -cdef np.double_t INFTY = np.inf - from hdbscan._hdbscan_tree import ( get_stability_scores, get_cluster_tree_leaves, @@ -27,7 +25,7 @@ cdef list bfs_from_cluster_tree(np.ndarray tree, np.intp_t bfs_root): while len(to_process) > 0: result.extend(to_process.tolist()) - to_process = tree['child'][np.in1d(tree['parent'], to_process)] + to_process = tree['child'][np.isin(tree['parent'], to_process)] return result diff --git a/flasc/_sklearn.py b/flasc/_sklearn.py index a507d68..78b8eeb 100644 --- a/flasc/_sklearn.py +++ b/flasc/_sklearn.py @@ -16,22 +16,21 @@ remap_condensed_tree, remap_single_linkage_tree, ) -from hdbscan.plots import CondensedTree, SingleLinkageTree, MinimumSpanningTree +from hdbscan.plots import SingleLinkageTree, MinimumSpanningTree from ._flasc import flasc -from .plots import ApproximationGraph +from .plots import ApproximationGraph, ClusterCondensedTree, BranchCondensedTree from .prediction import _find_branch_exemplars class FLASC(BaseEstimator, ClusterMixin): """Performs hdbscan clustering with flare detection post-processing step. - FLASC - Flare-Sensitive Clustering. - Performs :py:mod:`hdbscan` clustering [1]_ with a post-processing step to - detect branches within individual clusters. For each cluster, a graph is - constructed connecting the data points based on their mutual reachability - distances. Each edge is given a centrality value based on how many edges - need to be traversed to reach the cluster's root point from the edge. Then, + FLASC - Flare-Sensitive Clustering. Performs :py:mod:`hdbscan` clustering + [1]_ with a post-processing step to detect branches within individual + clusters. For each cluster, a graph is constructed connecting the data + points based on their mutual reachability distances. Each edge is given a + centrality value based on how far it lies from the cluster's center. Then, the edges are clustered as if that centrality was a density, progressively removing the 'centre' of each cluster and seeing how many branches remain. @@ -700,9 +699,11 @@ def condensed_tree_(self): "No condensed tree was generated; try running fit first." ) - return CondensedTree( + return ClusterCondensedTree( self._condensed_tree, + self.cluster_labels_, self.cluster_selection_method, + self.cluster_selection_epsilon, self.allow_single_cluster, ) @@ -763,8 +764,16 @@ def cluster_condensed_trees_(self): "No cluster condensed trees were generated; try running fit first." ) return [ - CondensedTree(tree, self.branch_selection_method, self.allow_single_branch) - for tree in self._cluster_condensed_trees + BranchCondensedTree( + tree, + pts, + self.labels_, + self.branch_labels_, + self.cluster_labels_, + self.branch_selection_method, + self.allow_single_branch, + ) + for tree, pts in zip(self._cluster_condensed_trees, self.cluster_points_) ] @property @@ -774,10 +783,7 @@ def cluster_linkage_trees_(self): raise AttributeError( "No cluster linkage trees were generated; try running fit first." ) - return [ - SingleLinkageTree(tree) - for tree in self._cluster_linkage_trees - ] + return [SingleLinkageTree(tree) for tree in self._cluster_linkage_trees] @property def branch_exemplars_(self): @@ -822,7 +828,7 @@ def relative_validity_(self): ) if self.override_cluster_labels is not None: raise AttributeError( - "Relative validity isnot available with overridden clusters." + "Relative validity is not available with overridden clusters." ) if self.labels_ is None: raise AttributeError("Cluster not detected yet; try running fit first.") diff --git a/flasc/plots.py b/flasc/plots.py index 478e8f6..21c64e1 100644 --- a/flasc/plots.py +++ b/flasc/plots.py @@ -1,8 +1,16 @@ -# Plotting object for the Approximation graph -# Author: Jelmer Bot -# Inspired by the hdbscan.plots module +# Plotting objects for FLASC +# Author: Leland McInnes +# Adapted for FLASC by Jelmer Bot # License: BSD 3 clause import numpy as np +from warnings import warn +from hdbscan.plots import _bfs_from_cluster_tree, _get_leaves +from hdbscan._hdbscan_tree import compute_stability, epsilon_search + +CB_LEFT = 0 +CB_RIGHT = 1 +CB_BOTTOM = 2 +CB_TOP = 3 class ApproximationGraph: @@ -53,36 +61,46 @@ def __init__( branch_probabilities, raw_data=None, ): - self._edges = np.core.records.fromarrays( - np.hstack( - ( - np.concatenate(approximation_graphs), - np.repeat( - np.arange(len(approximation_graphs)), - [g.shape[0] for g in approximation_graphs], - )[None].T, - ) - ).transpose(), - names="parent, child, centrality, mutual_reachability, cluster", - formats="intp, intp, double, double, intp", + self._edges = np.array( + [ + (edge[0], edge[1], edge[2], edge[3], cluster) + for cluster, edges in enumerate(approximation_graphs) + for edge in edges + ], + dtype=[ + ("parent", np.intp), + ("child", np.intp), + ("centrality", np.float64), + ("mutual_reachability", np.float64), + ("cluster", np.intp), + ], ) self.point_mask = cluster_labels >= 0 self._raw_data = raw_data[self.point_mask, :] if raw_data is not None else None - self._points = np.core.records.fromarrays( - np.vstack( + self._points = np.array( + [ ( - np.where(self.point_mask)[0], - labels[self.point_mask], - probabilities[self.point_mask], - cluster_labels[self.point_mask], - cluster_probabilities[self.point_mask], - cluster_centralities[self.point_mask], - branch_labels[self.point_mask], - branch_probabilities[self.point_mask], + i, + labels[i], + probabilities[i], + cluster_labels[i], + cluster_probabilities[i], + cluster_centralities[i], + branch_labels[i], + branch_probabilities[i], ) - ), - names="id, label, probability, cluster_label, cluster_probability, cluster_centrality, branch_label, branch_probability", - formats="intp, intp, double, intp, double, double, intp, double", + for i in np.where(self.point_mask)[0] + ], + dtype=[ + ("id", np.intp), + ("label", np.intp), + ("probability", np.float64), + ("cluster_label", np.intp), + ("cluster_probability", np.float64), + ("cluster_centrality", np.float64), + ("branch_label", np.intp), + ("branch_probability", np.float64), + ], ) self._pos = None @@ -113,7 +131,7 @@ def plot( positions : np.ndarray, shape (n_samples, 2) (default = None) A position for each data point in the graph or each data point in the raw data. When None, the function attempts to compute graphviz' - neato layout, which requires pygraphviz to be installed and available. + sfdp layout, which requires pygraphviz to be installed and available. node_color : str (default = 'label') The point attribute to to color the nodes by. Possible values: @@ -127,8 +145,8 @@ def plot( - branch_probability, - The input data's feature (if available) names if ``feature_names`` is specified or ``feature_x`` for the x-th feature - if no ``feature_names`` are given, - or anything matplotlib scatter interprets as a color. + if no ``feature_names`` are given, or anything matplotlib scatter + interprets as a color. node_vmin : float, (default = None) The minimum value to use for normalizing node colors. @@ -185,10 +203,12 @@ def plot( elif isinstance(node_color, str): if node_color in self._points.dtype.names: if "label" in node_color: - if node_vmax is None: - node_vmax = 10 + node_vmax = 9 + node_vmin = 0 node_cmap = "tab10" - node_color = self._points[node_color] + node_color = self._points[node_color] % 10 + else: + node_color = self._points[node_color] elif ( self._raw_data is not None and feature_names is not None @@ -214,7 +234,7 @@ def plot( import networkx as nx except ImportError: raise ImportError( - "You must install the networkx to compute a neato layout." + "You must install the networkx to compute a sfdp layout." ) if self._pos is None: g = nx.Graph() @@ -224,7 +244,7 @@ def plot( row["child"], weight=1 / row["mutual_reachability"], ) - self._pos = nx.nx_agraph.graphviz_layout(g, prog="neato") + self._pos = nx.nx_agraph.graphviz_layout(g, prog="sfdp") for k, v in self._pos.items(): self._xs[k] = v[0] self._ys[k] = v[1] @@ -260,6 +280,16 @@ def plot( if edge_alpha is not None: lc.set_alpha(edge_alpha) plt.gca().add_collection(lc) + plt.scatter( + self._xs[~self.point_mask], + self._ys[~self.point_mask], + node_size, + color="silver", + marker=node_marker, + alpha=node_alpha, + linewidth=0, + edgecolor="none", + ) plt.scatter( self._xs[self.point_mask], self._ys[self.point_mask], @@ -268,6 +298,8 @@ def plot( cmap=node_cmap, marker=node_marker, alpha=node_alpha, + linewidth=0, + edgecolor="none", vmin=node_vmin, vmax=node_vmax, ) @@ -399,3 +431,933 @@ def to_networkx(self, feature_names=None): ) return g + + +class _BaseCondensedTree: + """Class with conversion functions shared between both types of condensed + tree. + + Parameters + ---------- + raw_tree : numpy recarray from :class:`~hdbscan.HDBSCAN` + The raw numpy rec array version of the condensed tree as produced + internally by hdbscan. + """ + + def __init__(self, raw_tree): + self._raw_tree = raw_tree + + def to_numpy(self): + """Return a numpy structured array representation of the condensed tree.""" + return self._raw_tree.copy() + + def to_pandas(self): + """Return a pandas dataframe representation of the condensed tree. + + Each row of the dataframe corresponds to an edge in the tree. + The columns of the dataframe are `parent`, `child`, `lambda_val` + and `child_size`. + + The `parent` and `child` are the ids of the + parent and child nodes in the tree. Node ids less than the number + of points in the original dataset represent individual points, while + ids greater than the number of points are clusters. + + The `lambda_val` value is the value (1/distance) at which the `child` + node leaves the cluster. + + The `child_size` is the number of points in the `child` node. + """ + try: + from pandas import DataFrame, Series + except ImportError: + raise ImportError( + "You must have pandas installed to export pandas DataFrames" + ) + + result = DataFrame(self._raw_tree) + return result + + def to_networkx(self): + """Return a NetworkX DiGraph object representing the condensed tree. + + Edge weights in the graph are the lamba values at which child nodes + 'leave' the parent cluster. + + Nodes have a `size` attribute attached giving the number of points + that are in the cluster (or 1 if it is a singleton point) at the + point of cluster creation (fewer points may be in the cluster at + larger lambda values). + """ + try: + from networkx import DiGraph, set_node_attributes + except ImportError: + raise ImportError( + "You must have networkx installed to export networkx graphs" + ) + + result = DiGraph() + for row in self._raw_tree: + result.add_edge(row["parent"], row["child"], weight=row["lambda_val"]) + + set_node_attributes( + result, dict(self._raw_tree[["child", "child_size"]]), "size" + ) + + return result + + +class BranchCondensedTree(_BaseCondensedTree): + """The branch condensed tree structure, which provides a simplified or + smoothed version of the :class:`~hdbscan.plots.SingleLinkageTree`. + + Parameters + ---------- + condensed_tree_array : numpy recarray from :class:`~hdbscan.HDBSCAN` + The raw numpy rec array version of the condensed tree as produced + internally by hdbscan. + + labels : numpy array + The final labels for each point in the dataset. + + cluster_points : numpy array + An array listing point indices of the cluster this tree is for. Used to + map from within-cluster indices to dataset indices. + + branch_selection_method : string, optional (default 'eom') + The method of selecting clusters. One of 'eom' or 'leaf' + + allow_single_branch : Boolean, optional (default False) + Whether to allow the root branch as the only selected branch + """ + + def __init__( + self, + condensed_tree_array, + cluster_points, + labels, + branch_labels, + cluster_labels, + branch_selection_method="eom", + allow_single_branch=False, + ): + super().__init__(condensed_tree_array) + self.num_points = labels.shape[0] + self.labels = labels + self.branch_labels = branch_labels + self.cluster_labels = cluster_labels + self.cluster_points = cluster_points + self.branch_selection_method = branch_selection_method + self.allow_single_branch = allow_single_branch + + def get_plot_data( + self, + log_size=False, + leaf_separation=1, + max_rectangle_per_icicle=20, + label_for="final", + ): + """ + Generates data for use in plotting the 'icicle plot' or dendrogram + plot of a branch condensed tree generated by HDBSCAN. + + Parameters + ---------- + labels : numpy array + The subgroup-label of each point. + + log_size : boolean, optional + Use log scale for the 'size' of clusters (i.e. number of + points in the cluster at a given lambda value). (default + False) + + leaf_separation : float, optional + How far apart to space the final leaves of the + dendrogram. (default 1) + + max_rectangles_per_icicle : int, optional + To simplify the plot this method will only emit + ``max_rectangles_per_icicle`` bars per branch of the dendrogram. + This ensures that we don't suffer from massive overplotting in + cases with a lot of data points. + + label_for : str + Specify which labels to use: 'final', 'branch', 'cluster'. + + Returns + ------- + plot_data : dict + Data associated to bars in a bar plot: + `bar_centers` x coordinate centers for bars + `bar_tops` heights of bars in lambda scale + `bar_bottoms` y coordinate of bottoms of bars + `bar_widths` widths of the bars (in x coord scale) + `bar_labels` data point label for each bar + `cluster_bounds` a 4-tuple of [left, right, bottom, top] giving + the bounds on a full set of cluster bars + Data associates with cluster splits: + `line_xs` x coordinates for horizontal dendrogram lines + `line_ys` y coordinates for horizontal dendrogram lines + label_start : int + The minimum label value (excluding noise labels). + label_end : int + The maximum label value (excluding noise labels). + """ + leaves = _get_leaves(self._raw_tree) + cluster_tree = self._raw_tree[self._raw_tree["child_size"] > 1] + last_leaf = self._raw_tree["parent"].max() + root = self._raw_tree["parent"].min() + if label_for == "final": + labels = self.labels[self.cluster_points] + elif label_for == "branch": + labels = self.branch_labels[self.cluster_points] + elif label_for == "cluster": + labels = self.cluster_labels[self.cluster_points] + else: + raise ValueError("label_for must be one of 'final', 'branch', 'cluster'") + + # We want to get the x and y coordinates for the start of each cluster + # Initialize the leaves, since we know where they go, the iterate + # through everything from the leaves back, setting coords as we go + if isinstance(leaves, np.int64): + cluster_x_coords = {leaves: leaf_separation} + else: + cluster_x_coords = dict( + zip(leaves, [leaf_separation * x for x in range(len(leaves))]) + ) + cluster_y_coords = {root: 0.0} + + # print(last_leaf, root) + for cluster in range(last_leaf, root - 1, -1): + split = self._raw_tree[["child", "lambda_val"]] + split = split[ + (self._raw_tree["parent"] == cluster) + & (self._raw_tree["child_size"] > 1) + ] + # print(cluster, len(split)) + if len(split["child"]) > 1: + left_child, right_child = split["child"] + cluster_x_coords[cluster] = np.mean( + [ + cluster_x_coords[left_child], + cluster_x_coords[right_child], + ] + ) + cluster_y_coords[left_child] = split["lambda_val"][0] + cluster_y_coords[right_child] = split["lambda_val"][1] + + # We use bars to plot the 'icicles', so we need to generate centers, tops, + # bottoms and widths for each rectangle. We can go through each cluster + # and do this for each in turn. + bar_centers = [] + bar_tops = [] + bar_bottoms = [] + bar_widths = [] + bar_labels = [] + + cluster_bounds = {} + + scaling = np.sum(self._raw_tree[self._raw_tree["parent"] == root]["child_size"]) + + if log_size: + scaling = np.log(scaling) + + for c in range(last_leaf, root - 1, -1): + cluster_bounds[c] = [0, 0, 0, 0] + + c_children = self._raw_tree[self._raw_tree["parent"] == c] + point_children = c_children["child"][c_children["child"] < root] + if len(point_children) == 0: + label = 0 + else: + label = labels[point_children[0]] + current_size = np.sum(c_children["child_size"]) + current_lambda = cluster_y_coords[c] + cluster_max_size = current_size + cluster_max_lambda = c_children["lambda_val"].max() + cluster_min_size = np.sum( + c_children[c_children["lambda_val"] == cluster_max_lambda]["child_size"] + ) + + if log_size: + current_size = np.log(current_size) + cluster_max_size = np.log(cluster_max_size) + cluster_min_size = np.log(cluster_min_size) + + total_size_change = float(cluster_max_size - cluster_min_size) + step_size_change = total_size_change / max_rectangle_per_icicle + + cluster_bounds[c][CB_LEFT] = cluster_x_coords[c] * scaling - ( + current_size / 2.0 + ) + cluster_bounds[c][CB_RIGHT] = cluster_x_coords[c] * scaling + ( + current_size / 2.0 + ) + cluster_bounds[c][CB_BOTTOM] = cluster_y_coords[c] + cluster_bounds[c][CB_TOP] = np.max(c_children["lambda_val"]) + + last_step_size = current_size + last_step_lambda = current_lambda + + for i in np.argsort(c_children["lambda_val"]): + row = c_children[i] + if row["lambda_val"] != current_lambda and ( + last_step_size - current_size > step_size_change + or row["lambda_val"] == cluster_max_lambda + ): + bar_centers.append(cluster_x_coords[c] * scaling) + bar_tops.append(row["lambda_val"] - last_step_lambda) + bar_bottoms.append(last_step_lambda) + bar_widths.append(last_step_size) + bar_labels.append(label) + last_step_size = current_size + last_step_lambda = current_lambda + if log_size: + exp_size = np.exp(current_size) - row["child_size"] + # Ensure we don't try to take log of zero + if exp_size > 0.01: + current_size = np.log(np.exp(current_size) - row["child_size"]) + else: + current_size = 0.0 + else: + current_size -= row["child_size"] + current_lambda = row["lambda_val"] + + # Finally we need the horizontal lines that occur at cluster splits. + line_xs = [] + line_ys = [] + + for row in self._raw_tree[self._raw_tree["child_size"] > 1]: + parent = row["parent"] + child = row["child"] + child_size = row["child_size"] + if log_size: + child_size = np.log(child_size) + sign = np.sign(cluster_x_coords[child] - cluster_x_coords[parent]) + line_xs.append( + [ + cluster_x_coords[parent] * scaling, + cluster_x_coords[child] * scaling + sign * (child_size / 2.0), + ] + ) + line_ys.append([cluster_y_coords[child], cluster_y_coords[child]]) + + return ( + { + "bar_centers": bar_centers, + "bar_tops": bar_tops, + "bar_bottoms": bar_bottoms, + "bar_widths": bar_widths, + "bar_labels": bar_labels, + "line_xs": line_xs, + "line_ys": line_ys, + "cluster_bounds": cluster_bounds, + }, + labels[labels >= 0].min(), + labels.max(), + ) + + def _select_clusters(self): + """Recovers selected branches respecting selection parameters.""" + selected = None + cluster_tree = self._raw_tree[self._raw_tree["child_size"] > 1] + if self.branch_selection_method == "eom": + stability = compute_stability(self._raw_tree) + if self.allow_single_branch: + node_list = sorted(stability.keys(), reverse=True) + else: + node_list = sorted(stability.keys(), reverse=True)[:-1] + is_cluster = {cluster: True for cluster in node_list} + + for node in node_list: + child_selection = cluster_tree["parent"] == node + subtree_stability = np.sum( + [ + stability[child] + for child in cluster_tree["child"][child_selection] + ] + ) + + if subtree_stability > stability[node]: + is_cluster[node] = False + stability[node] = subtree_stability + else: + for sub_node in _bfs_from_cluster_tree(cluster_tree, node): + if sub_node != node: + is_cluster[sub_node] = False + + selected = [cluster for cluster in is_cluster if is_cluster[cluster]] + else: + selected = _get_leaves(self._raw_tree) + + return sorted(selected) + + def plot( + self, + leaf_separation=1, + label_clusters=False, + selection_palette=None, + axis=None, + log_size=False, + max_rectangles_per_icicle=20, + label_offset_factor=0.7, + label_for="final", + color_centre_as_noise=False, + ): + """Use matplotlib to plot an 'icicle plot' dendrogram of the condensed tree. + + Effectively this is a dendrogram where the width of each cluster bar is + equal to the number of points (or log of the number of points) in the cluster + at the given lambda value. Thus bars narrow as points progressively drop + out of clusters. Bars are coloured and labelled by the selected branches. + + Parameters + ---------- + leaf_separation : float, optional (default 1) + How far apart to space the final leaves of the dendrogram. + + label_clusters : boolean, optional (default True) + If select_clusters is True then this determines whether to draw text + labels on the clusters. + + selection_palette : list of colors, optional (default None) + If not None, and at least as long as the number of clusters, draw + ovals in colors iterating through this palette. This can aid in + cluster identification when plotting. + + axis : matplotlib axis or None, optional (default None) + The matplotlib axis to render to. If None then a new axis will be + generated. The rendered axis will be returned. + + log_size : boolean, optional (default False) + Use log scale for the 'size' of clusters (i.e. number of points in + the cluster at a given lambda value). + + max_rectangles_per_icicle : int, optional (default 20) + To simplify the plot this method will only emit + ``max_rectangles_per_icicle`` bars per branch of the dendrogram. + This ensures that we don't suffer from massive overplotting in cases + with a lot of data points. + + label_offset_factor : float, optional (default 0.7) + Controls height-wise offset of cluster labels. + + label_for : str + Specify which labels to use: 'final', 'branch', 'cluster'. + + color_centre_as_noise : boolean, optional (default False) + If True, central points are coloured as noise points in the + cluster condensed tree. + + Returns + ------- + axis : matplotlib axis + The axis on which the 'icicle plot' has been rendered. + """ + try: + import matplotlib as mc + import matplotlib.pyplot as plt + except ImportError: + raise ImportError( + "You must install the matplotlib library to plot the condensed tree." + "Use get_plot_data to calculate the relevant data without plotting." + ) + + plot_data, label_start, label_end = self.get_plot_data( + log_size=log_size, + leaf_separation=leaf_separation, + max_rectangle_per_icicle=max_rectangles_per_icicle, + label_for=label_for, + ) + + if axis is None: + axis = plt.gca() + if selection_palette is None: + selection_palette = mc.colormaps["tab10"].colors + + if color_centre_as_noise: + bar_colors = [ + ( + selection_palette[l % len(selection_palette)] + if l >= 0 and l < label_end + else "silver" + ) + for l in plot_data["bar_labels"] + ] + else: + bar_colors = [ + (selection_palette[l % len(selection_palette)] if l >= 0 else "silver") + for l in plot_data["bar_labels"] + ] + + axis.bar( + plot_data["bar_centers"], + plot_data["bar_tops"], + bottom=plot_data["bar_bottoms"], + width=plot_data["bar_widths"], + color=bar_colors, + align="center", + linewidth=0, + ) + + drawlines = [] + for xs, ys in zip(plot_data["line_xs"], plot_data["line_ys"]): + drawlines.append(xs) + drawlines.append(ys) + axis.plot(*drawlines, color="black", linewidth=1) + + if label_clusters: + chosen_clusters = self._select_clusters() + + # Extract the chosen cluster bounds. If enough duplicate data points exist in the + # data the lambda value might be infinite. This breaks labeling and highlighting + # the chosen clusters. + cluster_bounds = np.array( + [plot_data["cluster_bounds"][c] for c in chosen_clusters] + ) + if not np.isfinite(cluster_bounds).all(): + warn( + "Infinite lambda values encountered in chosen clusters." + " This might be due to duplicates in the data." + ) + + # Extract the plot range of the y-axis and set default center and height values for ellipses. + # Extremly dense clusters might result in near infinite lambda values. Setting max_height + # based on the percentile should alleviate the impact on plotting. + plot_range = np.hstack([plot_data["bar_tops"], plot_data["bar_bottoms"]]) + plot_range = plot_range[np.isfinite(plot_range)] + mean_y_center = np.mean([np.max(plot_range), np.min(plot_range)]) + max_height = np.diff(np.percentile(plot_range, q=[10, 90])) + + for i, c in enumerate(chosen_clusters): + c_bounds = plot_data["cluster_bounds"][c] + height = c_bounds[CB_TOP] - c_bounds[CB_BOTTOM] + center = ( + np.mean([c_bounds[CB_LEFT], c_bounds[CB_RIGHT]]), + np.mean([c_bounds[CB_TOP], c_bounds[CB_BOTTOM]]), + ) + + # Set center and height to default values if necessary + if not np.isfinite(center[1]): + center = (center[0], mean_y_center) + if not np.isfinite(height): + height = max_height + + axis.annotate( + str(i + label_start), + xy=center, + xytext=( + center[0], + center[1] + label_offset_factor * height, + ), + horizontalalignment="center", + verticalalignment="top", + ) + + axis.set_xticks([]) + for side in ("right", "top", "bottom"): + axis.spines[side].set_visible(False) + axis.invert_yaxis() + axis.set_ylabel("$e$ value") + + return axis + + +class ClusterCondensedTree(_BaseCondensedTree): + """The cluster condensed tree structure, which provides a simplified or + smoothed version of the :class:`~hdbscan.plots.SingleLinkageTree`. + + Parameters + ---------- + condensed_tree_array : numpy recarray from :class:`~hdbscan.HDBSCAN` + The raw numpy rec array version of the condensed tree as produced + internally by hdbscan. + + cluster_labels : numpy array + The cluster labels for each point in the dataset. + + cluster_selection_method : string, optional (default 'eom') + The method of selecting clusters. One of 'eom' or 'leaf' + + cluster_selection_epsilon : float, optional (default 0) + The applied epsilon value for selecting clusters. + + allow_single_cluster : Boolean, optional (default False) + Whether to allow the root cluster as the only selected cluster + """ + + def __init__( + self, + condensed_tree_array, + cluster_labels, + cluster_selection_method="eom", + cluster_selection_epsilon=0, + allow_single_cluster=False, + ): + super().__init__(condensed_tree_array) + self.labels = cluster_labels + self.cluster_selection_method = cluster_selection_method + self.cluster_selection_epsilon = cluster_selection_epsilon + self.allow_single_cluster = allow_single_cluster + + def get_plot_data( + self, leaf_separation=1, log_size=False, max_rectangle_per_icicle=20 + ): + """Generates data for use in plotting the 'icicle plot' or dendrogram + plot of the condensed tree generated by HDBSCAN. + + Parameters + ---------- + leaf_separation : float, optional + How far apart to space the final leaves of the dendrogram. (default + 1) + + log_size : boolean, optional + Use log scale for the 'size' of clusters (i.e. number of points in + the cluster at a given lambda value). (default False) + + max_rectangles_per_icicle : int, optional + To simplify the plot this method will only emit + ``max_rectangles_per_icicle`` bars per branch of the dendrogram. + This ensures that we don't suffer from massive overplotting in cases + with a lot of data points. + + Returns + ------- + plot_data : dict + Data associated to bars in a bar plot: + `bar_centers` x coordinate centers for bars `bar_tops` heights + of bars in lambda scale `bar_bottoms` y coordinate of bottoms of + bars `bar_widths` widths of the bars (in x coord scale) + `bar_labels` cluster label for each bar `cluster_bounds` a + 4-tuple of [left, right, bottom, top] giving + the bounds on a full set of cluster bars + Data associates with cluster splits: + `line_xs` x coordinates for horizontal dendrogram lines + `line_ys` y coordinates for horizontal dendrogram lines + """ + leaves = _get_leaves(self._raw_tree) + last_leaf = self._raw_tree["parent"].max() + root = self._raw_tree["parent"].min() + + # We want to get the x and y coordinates for the start of each cluster + # Initialize the leaves, since we know where they go, the iterate + # through everything from the leaves back, setting coords as we go + if isinstance(leaves, np.int64): + cluster_x_coords = {leaves: leaf_separation} + else: + cluster_x_coords = dict( + zip(leaves, [leaf_separation * x for x in range(len(leaves))]) + ) + cluster_y_coords = {root: 0.0} + + for cluster in range(last_leaf, root - 1, -1): + split = self._raw_tree[["child", "lambda_val"]] + split = split[ + (self._raw_tree["parent"] == cluster) + & (self._raw_tree["child_size"] > 1) + ] + if len(split["child"]) > 1: + left_child, right_child = split["child"] + cluster_x_coords[cluster] = np.mean( + [cluster_x_coords[left_child], cluster_x_coords[right_child]] + ) + cluster_y_coords[left_child] = split["lambda_val"][0] + cluster_y_coords[right_child] = split["lambda_val"][1] + + # We use bars to plot the 'icicles', so we need to generate centers, + # tops, bottoms and widths for each rectangle. We can go through each + # cluster and do this for each in turn. + bar_centers = [] + bar_tops = [] + bar_bottoms = [] + bar_widths = [] + bar_labels = [] + + cluster_bounds = {} + + scaling = np.sum(self._raw_tree[self._raw_tree["parent"] == root]["child_size"]) + + if log_size: + scaling = np.log(scaling) + + for c in range(last_leaf, root - 1, -1): + cluster_bounds[c] = [0, 0, 0, 0] + + c_children = self._raw_tree[self._raw_tree["parent"] == c] + point_children = c_children["child"][c_children["child"] < root] + if len(point_children) == 0: + label = 0 + else: + label = self.labels[point_children[0]] + current_size = np.sum(c_children["child_size"]) + current_lambda = cluster_y_coords[c] + cluster_max_size = current_size + cluster_max_lambda = c_children["lambda_val"].max() + cluster_min_size = np.sum( + c_children[c_children["lambda_val"] == cluster_max_lambda]["child_size"] + ) + + if log_size: + current_size = np.log(current_size) + cluster_max_size = np.log(cluster_max_size) + cluster_min_size = np.log(cluster_min_size) + + total_size_change = float(cluster_max_size - cluster_min_size) + step_size_change = total_size_change / max_rectangle_per_icicle + + cluster_bounds[c][CB_LEFT] = cluster_x_coords[c] * scaling - ( + current_size / 2.0 + ) + cluster_bounds[c][CB_RIGHT] = cluster_x_coords[c] * scaling + ( + current_size / 2.0 + ) + cluster_bounds[c][CB_BOTTOM] = cluster_y_coords[c] + cluster_bounds[c][CB_TOP] = np.max(c_children["lambda_val"]) + + last_step_size = current_size + last_step_lambda = current_lambda + + for i in np.argsort(c_children["lambda_val"]): + row = c_children[i] + if row["lambda_val"] != current_lambda and ( + last_step_size - current_size > step_size_change + or row["lambda_val"] == cluster_max_lambda + ): + bar_centers.append(cluster_x_coords[c] * scaling) + bar_tops.append(row["lambda_val"] - last_step_lambda) + bar_bottoms.append(last_step_lambda) + bar_widths.append(last_step_size) + bar_labels.append(label) + last_step_size = current_size + last_step_lambda = current_lambda + if log_size: + exp_size = np.exp(current_size) - row["child_size"] + # Ensure we don't try to take log of zero + if exp_size > 0.01: + current_size = np.log(np.exp(current_size) - row["child_size"]) + else: + current_size = 0.0 + else: + current_size -= row["child_size"] + current_lambda = row["lambda_val"] + + # Finally we need the horizontal lines that occur at cluster splits. + line_xs = [] + line_ys = [] + + for row in self._raw_tree[self._raw_tree["child_size"] > 1]: + parent = row["parent"] + child = row["child"] + child_size = row["child_size"] + if log_size: + child_size = np.log(child_size) + sign = np.sign(cluster_x_coords[child] - cluster_x_coords[parent]) + line_xs.append( + [ + cluster_x_coords[parent] * scaling, + cluster_x_coords[child] * scaling + sign * (child_size / 2.0), + ] + ) + line_ys.append([cluster_y_coords[child], cluster_y_coords[child]]) + + return { + "bar_centers": bar_centers, + "bar_tops": bar_tops, + "bar_bottoms": bar_bottoms, + "bar_widths": bar_widths, + "bar_labels": bar_labels, + "line_xs": line_xs, + "line_ys": line_ys, + "cluster_bounds": cluster_bounds, + } + + def _select_clusters(self): + """Recovers selected clusters respecting selection parameters.""" + selected = None + cluster_tree = self._raw_tree[self._raw_tree["child_size"] > 1] + if self.cluster_selection_method == "eom": + stability = compute_stability(self._raw_tree) + if self.allow_single_cluster: + node_list = sorted(stability.keys(), reverse=True) + else: + node_list = sorted(stability.keys(), reverse=True)[:-1] + is_cluster = {cluster: True for cluster in node_list} + + for node in node_list: + child_selection = cluster_tree["parent"] == node + subtree_stability = np.sum( + [ + stability[child] + for child in cluster_tree["child"][child_selection] + ] + ) + + if subtree_stability > stability[node]: + is_cluster[node] = False + stability[node] = subtree_stability + else: + for sub_node in _bfs_from_cluster_tree(cluster_tree, node): + if sub_node != node: + is_cluster[sub_node] = False + + selected = [cluster for cluster in is_cluster if is_cluster[cluster]] + else: + selected = _get_leaves(self._raw_tree) + + if self.cluster_selection_epsilon != 0.0: + selected = epsilon_search( + set(selected), + cluster_tree.copy(), + self.cluster_selection_epsilon, + self.allow_single_cluster, + ) + return sorted(selected) + + def plot( + self, + leaf_separation=1, + label_clusters=False, + selection_palette=None, + axis=None, + log_size=False, + max_rectangles_per_icicle=20, + label_offset_factor=0.7, + ): + """Use matplotlib to plot an 'icicle plot' dendrogram of the condensed tree. + + Effectively this is a dendrogram where the width of each cluster bar is + equal to the number of points (or log of the number of points) in the cluster + at the given lambda value. Thus bars narrow as points progressively drop + out of clusters. Bars are coloured and labelled by the selected branches. + + Parameters + ---------- + leaf_separation : float, optional (default 1) + How far apart to space the final leaves of the dendrogram. + + label_clusters : boolean, optional (default True) + If select_clusters is True then this determines whether to draw text + labels on the clusters. + + selection_palette : list of colors, optional (default None) + If not None, and at least as long as the number of clusters, draw + ovals in colors iterating through this palette. This can aid in + cluster identification when plotting. + + axis : matplotlib axis or None, optional (default None) + The matplotlib axis to render to. If None then a new axis will be + generated. The rendered axis will be returned. + + log_size : boolean, optional (default False) + Use log scale for the 'size' of clusters (i.e. number of points in + the cluster at a given lambda value). + + max_rectangles_per_icicle : int, optional (default 20) + To simplify the plot this method will only emit + ``max_rectangles_per_icicle`` bars per branch of the dendrogram. + This ensures that we don't suffer from massive overplotting in cases + with a lot of data points. + + label_offset_factor : float, optional (default 0.7) + Controls height-wise offset of cluster labels. + + Returns + ------- + axis : matplotlib axis + The axis on which the 'icicle plot' has been rendered. + """ + try: + import matplotlib as mc + import matplotlib.pyplot as plt + except ImportError: + raise ImportError( + "You must install the matplotlib library to plot the condensed tree." + "Use get_plot_data to calculate the relevant data without plotting." + ) + + plot_data = self.get_plot_data( + log_size=log_size, + leaf_separation=leaf_separation, + max_rectangle_per_icicle=max_rectangles_per_icicle, + ) + + if axis is None: + axis = plt.gca() + if selection_palette is None: + selection_palette = mc.colormaps["tab10"].colors + + axis.bar( + plot_data["bar_centers"], + plot_data["bar_tops"], + bottom=plot_data["bar_bottoms"], + width=plot_data["bar_widths"], + color=[ + (selection_palette[l % len(selection_palette)] if l >= 0 else "silver") + for l in plot_data["bar_labels"] + ], + align="center", + linewidth=0, + ) + + drawlines = [] + for xs, ys in zip(plot_data["line_xs"], plot_data["line_ys"]): + drawlines.append(xs) + drawlines.append(ys) + axis.plot(*drawlines, color="black", linewidth=1) + + if label_clusters: + chosen_clusters = self._select_clusters() + + # Extract the chosen cluster bounds. If enough duplicate data points exist in the + # data the lambda value might be infinite. This breaks labeling and highlighting + # the chosen clusters. + cluster_bounds = np.array( + [plot_data["cluster_bounds"][c] for c in chosen_clusters] + ) + if not np.isfinite(cluster_bounds).all(): + warn( + "Infinite lambda values encountered in chosen clusters." + " This might be due to duplicates in the data." + ) + + # Extract the plot range of the y-axis and set default center and height values for ellipses. + # Extremly dense clusters might result in near infinite lambda values. Setting max_height + # based on the percentile should alleviate the impact on plotting. + plot_range = np.hstack([plot_data["bar_tops"], plot_data["bar_bottoms"]]) + plot_range = plot_range[np.isfinite(plot_range)] + mean_y_center = np.mean([np.max(plot_range), np.min(plot_range)]) + max_height = np.diff(np.percentile(plot_range, q=[10, 90])) + + for i, c in enumerate(chosen_clusters): + c_bounds = plot_data["cluster_bounds"][c] + height = c_bounds[CB_TOP] - c_bounds[CB_BOTTOM] + center = ( + np.mean([c_bounds[CB_LEFT], c_bounds[CB_RIGHT]]), + np.mean([c_bounds[CB_TOP], c_bounds[CB_BOTTOM]]), + ) + + # Set center and height to default values if necessary + if not np.isfinite(center[1]): + center = (center[0], mean_y_center) + if not np.isfinite(height): + height = max_height + + axis.annotate( + str(i), + xy=center, + xytext=( + center[0], + center[1] + label_offset_factor * height, + ), + horizontalalignment="center", + verticalalignment="top", + ) + + axis.set_xticks([]) + for side in ("right", "top", "bottom"): + axis.spines[side].set_visible(False) + axis.invert_yaxis() + axis.set_ylabel("$\lambda$ value") + + return axis diff --git a/flasc/prediction.py b/flasc/prediction.py index b1df435..95006b8 100644 --- a/flasc/prediction.py +++ b/flasc/prediction.py @@ -2,6 +2,7 @@ See also :py:mod:`hdbscan.prediction`. """ + # Original Author: Leland McInnes # Adapted for FLASC by Jelmer Bot # License: BSD 3 clause @@ -144,7 +145,8 @@ def approximate_predict(clusterer, points_to_predict): def branch_centrality_vectors(clusterer): """Predict soft branch-membership vectors for all points in the clusters - with more than two detected branches. + with more than two detected branches. Computes geodesic traversal depth + from branch-roots to all points in the cluster. Parameters ---------- @@ -222,12 +224,10 @@ def branch_centrality_vectors(clusterer): def update_labels_with_branch_centrality(clusterer, branch_centrality_vectors): - """Updates the clusterer's labels and branch labels by assigning - the branch value which has the highest given centrality. - - This can change the label of data points in the center of a cluster. - These data points are classified as noise by HDBSCAN* in the branch - detection step, and given the 0-branch-label by default. + """Updates the clusterer's labels and branch labels by assigning + central points with a noise branch label to geodesically closest branch + root. Only changing points with a noise branch label makes sure than points + cannot move to a sibling branch in the branch hierarchy. Parameters ---------- @@ -250,25 +250,33 @@ def update_labels_with_branch_centrality(clusterer, branch_centrality_vectors): """ if clusterer.labels_ is None: raise ValueError("Clusterer has not been fitted yet!") + offset = 0 # correct for branch noise label labels = clusterer.labels_.copy() branch_labels = clusterer.branch_labels_.copy() - for points, membership in zip(clusterer.cluster_points_, branch_centrality_vectors): - if membership is None: - continue - label_values = np.unique(clusterer.labels_[points]) - branch_labels[points] = np.argmax(membership, axis=1) - labels[points] = label_values[branch_labels[points]] + for points, persistences, membership in zip( + clusterer.cluster_points_, + clusterer.branch_persistences_, + branch_centrality_vectors, + ): + labels[points] = labels[points] - offset + if membership is not None: + + label_values = np.unique(clusterer.labels_[points]) + noise_points = clusterer.labels_[points] == label_values[-1] + branch_labels[points[noise_points]] = np.argmax(membership[noise_points], axis=1) + labels[points[noise_points]] = label_values[branch_labels[points[noise_points]]] - offset + offset += int(len(label_values) > len(persistences)) return labels, branch_labels -def branch_membership_from_centrality(branch_centrality_vectors): +def branch_membership_from_centrality(branch_centrality_vectors, temperature=1.0): """Scales the branch centrality vectors to act as probability using softmax. .. math:: \\mathbf{m} = \\frac{ - e^{\\mathbf{c}} + e^{\\mathbf{c} / t} }{ - \\sum_{i}{e^c_i} + \\sum_{i}{e^{c_i / t}} } where :math:`\\mathbf{m}` is the scaled membership vector and @@ -279,6 +287,10 @@ def branch_membership_from_centrality(branch_centrality_vectors): branch_centrality_vectors : list[array (n_samples, n_branches)] The centrality values from the centroids of a cluster's branches. None if the cluster has two or fewer branches. + temperature : float, default=1.0 + A scaling factor for the softmax function. A higher temperature + makes the distribution more uniform, a lower temperature makes + the distribution more peaky. Returns ------- @@ -291,7 +303,7 @@ def branch_membership_from_centrality(branch_centrality_vectors): if branch_centrality is None: scaled_membership.append(None) continue - y = np.exp(branch_centrality) + y = np.exp(branch_centrality / temperature) scaled_membership.append(y / np.sum(y, axis=1)[None].T) return scaled_membership diff --git a/flasc/tests/test_flasc.py b/flasc/tests/test_flasc.py index bad00b4..8b1cd8c 100644 --- a/flasc/tests/test_flasc.py +++ b/flasc/tests/test_flasc.py @@ -2,6 +2,7 @@ Tests for FLASC clustering algorithm Shamelessly based on (i.e. ripped off from) the HDBSCAN test code """ + import numbers from functools import wraps from tempfile import mkdtemp @@ -85,7 +86,7 @@ def run_test(*args, **kwargs): return run_test -def if_pygraphfiz(func): +def if_pygraphviz(func): """Test decorator that skips test if networkx or pygraphviz is not installed.""" @wraps(func) @@ -420,13 +421,9 @@ def test_flasc_mst_algorithms(): ).fit(X) ) assert_raises(ValueError, flasc, X, algorithm="prims_kdtree", metric="russelrao") - assert_raises( - ValueError, flasc, X, algorithm="boruvka_kdtree", metric="russelrao" - ) + assert_raises(ValueError, flasc, X, algorithm="boruvka_kdtree", metric="russelrao") assert_raises(ValueError, flasc, X, algorithm="prims_balltree", metric="cosine") - assert_raises( - ValueError, flasc, X, algorithm="boruvka_balltree", metric="cosine" - ) + assert_raises(ValueError, flasc, X, algorithm="boruvka_balltree", metric="cosine") assert_raises( ValueError, flasc, @@ -534,10 +531,10 @@ def test_approximation_graph_plot(): clusterer = FLASC().fit(X) g = clusterer.cluster_approximation_graph_ if_matplotlib(g.plot)(positions=X) - if_pygraphfiz(if_matplotlib(g.plot))(node_color="x", feature_names=["x", "y"]) - if_pygraphfiz(if_matplotlib(g.plot))(edge_color="centrality", node_alpha=0) - if_pygraphfiz(if_matplotlib(g.plot))(node_color=X[:, 0], node_alpha=0) - if_pygraphfiz(if_matplotlib(g.plot))( + if_pygraphviz(if_matplotlib(g.plot))(node_color="x", feature_names=["x", "y"]) + if_pygraphviz(if_matplotlib(g.plot))(edge_color="centrality", node_alpha=0) + if_pygraphviz(if_matplotlib(g.plot))(node_color=X[:, 0], node_alpha=0) + if_pygraphviz(if_matplotlib(g.plot))( edge_color=g._edges["centrality"], node_alpha=0 ) @@ -545,14 +542,10 @@ def test_approximation_graph_plot(): def test_condensed_tree_plot(): clusterer = FLASC().fit(X) if_matplotlib(clusterer.condensed_tree_.plot)( - select_clusters=True, label_clusters=True, selection_palette=("r", "g", "b"), - cmap="Reds", - ) - if_matplotlib(clusterer.condensed_tree_.plot)( - log_size=True, colorbar=False, cmap="none" ) + if_matplotlib(clusterer.condensed_tree_.plot)(log_size=True) def test_single_linkage_tree_plot(): @@ -591,13 +584,8 @@ def test_min_span_tree_plot(): def test_cluster_condensed_trees_plot(): clusterer = FLASC().fit(X) for t in clusterer.cluster_condensed_trees_: - if_matplotlib(t.plot)( - select_clusters=True, - label_clusters=True, - selection_palette=("r", "g", "b"), - cmap="Reds", - ) - if_matplotlib(t.plot)(log_size=True, colorbar=False, cmap="none") + if_matplotlib(t.plot)(label_clusters=True, selection_palette=("r", "g", "b")) + if_matplotlib(t.plot)(log_size=True) def test_cluster_single_linkage_tree_plot(): @@ -878,9 +866,7 @@ def test_flasc_badargs(): metric="precomputed", algorithm="boruvka_balltree", ) - assert_raises( - ValueError, flasc, X, metric="precomputed", algorithm="prims_kdtree" - ) + assert_raises(ValueError, flasc, X, metric="precomputed", algorithm="prims_kdtree") assert_raises( ValueError, flasc, @@ -1007,21 +993,23 @@ def test_flasc_allow_single_branch_with_persistence(): c = FLASC( min_cluster_size=5, override_cluster_labels=no_structure_labels, - branch_detection_method='core', - branch_selection_method='leaf', + branch_detection_method="core", + branch_selection_method="leaf", allow_single_branch=True, branch_selection_persistence=0, ).fit(no_structure) unique_labels, counts = np.unique(c.labels_, return_counts=True) assert len(unique_labels) == 5 - assert np.sum(c.branch_probabilities_ == 0) == 84 + # Mac OS gives 84, Linux and windows give 85. + num_noise = np.sum(c.branch_probabilities_ == 0) + assert (num_noise == 84) or (num_noise == 85) # At persistence 1, num prob == 0 decreases to 67 c = FLASC( min_cluster_size=5, override_cluster_labels=no_structure_labels, - branch_detection_method='core', - branch_selection_method='leaf', + branch_detection_method="core", + branch_selection_method="leaf", allow_single_branch=True, branch_selection_persistence=1, ).fit(no_structure) diff --git a/notebooks/Comparison_branch_stability.ipynb b/notebooks/Comparison_branch_stability.ipynb index 62898ed..86a209c 100644 --- a/notebooks/Comparison_branch_stability.ipynb +++ b/notebooks/Comparison_branch_stability.ipynb @@ -7,8 +7,19 @@ "source": [ "# Comparing Branch Stability\n", "\n", - "This notebook has two purposes. (1) It demonstrates the benefit of detecting branch-based subgroups and (2) it explores how stable \n", - "FLASC's branch detection is under noise and hyper-parameters. \n", + "This notebook aims to answer an overaching questions describing FLASC's behaviour:\n", + "\n", + "1. How does FLASC's branch-detection ability compare to kMeans (and HDBSCAN\\*) in\n", + " terms of accuracy and stability?\n", + "\n", + "To answer this question, we compare the algorithms on a synthetic dataset for\n", + "which we have ground-truth branch-membership information. To make the comparison\n", + "fair(ish), we first search for optimal parameter settings. Then, we compare the\n", + "algorithms using the adjusted rand index (ARI) between the ground-truth and\n", + "their detected subgroups. ARI measures how well the algorithms segmented the\n", + "points into the true branch-based subgroups. Finally, we compare the algorithms'\n", + "stability by measuring how much the detected sub-group centroids move between\n", + "repeated runs.\n", "\n", "## Setup\n", "Load libraries used:" @@ -51,7 +62,9 @@ "from sklearn.metrics import pairwise_distances\n", "\n", "from flasc import FLASC\n", - "from hdbscan import HDBSCAN" + "from flasc.prediction import branch_centrality_vectors, update_labels_with_branch_centrality, branch_membership_from_centrality\n", + "from hdbscan import HDBSCAN\n", + "from sklearn.cluster import KMeans" ] }, { @@ -61,11 +74,13 @@ "source": [ "## Datasets\n", "\n", - "For this notebook, we use 2D datasets with a single cluster containing \n", - "three branches arranged in a three-point star. Data points are placed along the \n", - "branches logarithmically, with the densest regions at the center of the cluster.\n", - "This construction avoids placing a local density maximum in the branches, \n", - "intentionally making it difficult for HDBSCAN\\* to detect them." + "For this comparison to work, we will use datasets with (known) branches that are\n", + "not detectable as a density-based cluster. Specifically, we use 2D datasets with\n", + "a single cluster containing three branches arranged in a three-point star. Data\n", + "points are placed along the branches logarithmically, with the densest regions\n", + "at the center of the cluster. This construction avoids placing a local density\n", + "maximum in the branches, intentionally making it difficult for HDBSCAN\\* to\n", + "detect them!" ] }, { @@ -77,36 +92,38 @@ "source": [ "def make_dataset(num_samples=100, length=2, scale=0.02):\n", " \"\"\"Creates a dataset with three branches.\n", - " \n", + "\n", " Datapoints are spaced logarithmically along the branch length,\n", " with the high-density part at the ends of the branches.\n", " \"\"\"\n", - " def rotation(axis = [0, 0, 1], theta = 0):\n", - " return linalg.expm(np.cross(np.eye(3), axis/linalg.norm(axis)*theta))\n", "\n", - " def rotate(X, axis = [0, 0, 1], theta = 0):\n", + " def rotation(axis=[0, 0, 1], theta=0):\n", + " return linalg.expm(np.cross(np.eye(3), axis / linalg.norm(axis) * theta))\n", + "\n", + " def rotate(X, axis=[0, 0, 1], theta=0):\n", " M = rotation(axis=axis, theta=theta)\n", " data = np.hstack((X, np.zeros((X.shape[0], 1), dtype=X.dtype)))\n", - " return (M @ data.T).T[:,:2]\n", - " \n", + " return (M @ data.T).T[:, :2]\n", + "\n", " max_exp = np.log(length)\n", " x = np.exp(np.linspace(0, max_exp, num_samples)) - 1\n", " branch = np.hstack((x[None].T, np.zeros((x.shape[0], 1), dtype=x.dtype)))\n", - " X = np.vstack((\n", - " rotate(branch, theta=np.pi/2),\n", - " rotate(branch, theta=2 * np.pi / 3 + np.pi / 2),\n", - " rotate(branch, theta=4 * np.pi / 3 + np.pi / 2)\n", - " ))\n", + " X = np.vstack(\n", + " (\n", + " rotate(branch, theta=np.pi / 2),\n", + " rotate(branch, theta=2 * np.pi / 3 + np.pi / 2),\n", + " rotate(branch, theta=4 * np.pi / 3 + np.pi / 2),\n", + " )\n", + " )\n", " X += np.random.normal(scale=scale, size=X.shape)\n", " y = np.repeat([0, 1, 2], num_samples)\n", " X, y = shuffle(X, y)\n", " return X, y\n", "\n", + "\n", "def _centroid(X, y):\n", " \"\"\"Computes ground-truth average positions.\"\"\"\n", - " return np.vstack(\n", - " [ np.average(X[y == i, :], axis=0) for i in range(3) ] + [np.average(X, axis=0)]\n", - " )" + " return np.vstack([np.average(X[y == i, :], axis=0) for i in range(3)])" ] }, { @@ -130,7 +147,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "6108da7e-5d68-46b2-be0f-e76cdd0cf6fd", "metadata": {}, "outputs": [], @@ -166,81 +183,14 @@ "datasets.to_pickle('./data/generated/branch_stability_data.pickle')" ] }, - { - "cell_type": "markdown", - "id": "055a2070", - "metadata": {}, - "source": [ - "One dataset for each *noise*-*length* combination is shown below, with data points\n", - "coloured by their ground-truth branch label. Notice that the clusters' centers\n", - "are indeed the densest parts, and that the ground truth labels are mixed in that\n", - "region. This will be relevant later on, when we try to evaluate how well FLASC\n", - "detects the branches." - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "2435670e-f899-4069-8174-fa08adc597a9", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "cnt = 1\n", - "n_ratios = len(ratios)\n", - "n_lengths = len(lengths)\n", - "sized_fig(1)\n", - "for j, r in enumerate(ratios):\n", - " for i, l in enumerate(lengths):\n", - " plt.subplot(n_ratios, n_lengths, cnt)\n", - " cnt += 1\n", - " \n", - " s = datasets\\\n", - " .query(f'repeat == 4')\\\n", - " .query(f'noise_ratio == {r}')\\\n", - " .query(f'branch_length == {l}')\n", - "\n", - " X = s.X.iloc[0]\n", - " y = s.y.iloc[0]\n", - " colors = [palette[l] for l in y]\n", - " plt.scatter(X.T[0], X.T[1], 0.1, colors, alpha=0.5)\n", - " frame_off()\n", - " if i == 0:\n", - " plt.ylabel(f'{r:.2f}', fontsize=8)\n", - " if j == 0:\n", - " plt.title(f'{int(l):d}', fontsize=8)\n", - "fig = plt.gcf()\n", - "plt.text(0.511, 0.984, 'Branch length', \n", - " fontsize=8,\n", - " horizontalalignment='center',\n", - " verticalalignment='center',\n", - " transform=fig.transFigure)\n", - "plt.text(0.003, 0.465, 'Noise ratio', \n", - " fontsize=8,\n", - " horizontalalignment='center',\n", - " verticalalignment='center',\n", - " rotation=90, transform=fig.transFigure)\n", - "plt.subplots_adjust(0.03, 0.01, .99, .92)\n", - "plt.savefig('./images/branch_stability_ground_truth.png')\n", - "plt.show()" - ] - }, { "cell_type": "markdown", "id": "62e4139d-df6b-4f19-968d-4d2d8e45a7a3", "metadata": {}, "source": [ - "## FLASC\n", + "## Parameter Sweeps\n", + "\n", + "### FLASC\n", "\n", "First, we analyze FLASC's performance on the datasets. We set several\n", "parameters to fixed values to ensure a single cluster is detected. Unlike \n", @@ -259,7 +209,7 @@ "kwargs = {\n", " 'min_samples': 5,\n", " 'min_cluster_size': 25,\n", - " 'allow_single_cluster': True,\n", + " 'allow_single_cluster': True\n", "}" ] }, @@ -275,7 +225,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": null, "id": "04cf60b9-b071-47de-b52e-db1c711d9f91", "metadata": {}, "outputs": [], @@ -324,7 +274,14 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████████| 48000/48000 [09:59<00:00, 80.10it/s]\n" + " 0%| | 0/48000 [00:00 0 else None \n", - " for k in range(4)\n", + " for k in range(3)\n", " ]\n", " # Subtract roots from centroids and scale by branch length\n", " offsets = np.asarray([root[k] for k in p.true_labels])\n", @@ -597,19 +681,31 @@ " # Compute spread\n", " spread = pairwise_distances(np.asarray([[0, 0]]), centralized)[0,:]\n", " return centralized, np.asarray(root), spread\n", + " \n", "\n", - "# Merge repeats into single column\n", - "grouped = fparams.groupby(by=[\n", + "# FLASC: Merge repeats into single column and compute spread\n", + "fgrouped = fparams.groupby(by=[\n", " 'branch_length', 'noise_ratio', 'min_branch_size', \n", " 'branch_detection_method','branch_selection_method'\n", "]).agg(\n", " centroids=pd.NamedAgg(column=\"centroids\", aggfunc=lambda x: np.concatenate(list(x))),\n", " true_labels=pd.NamedAgg(column=\"true_labels\", aggfunc=lambda x: np.concatenate(list(x))),\n", ").reset_index()\n", + "(fgrouped['centralized_centroids'], fgrouped['roots'], fgrouped['centroid_spread']) = zip(*[\n", + " _centroid_spread(fgrouped.iloc[i]) for i in trange(fgrouped.shape[0])\n", + "]) \n", + "\n", + "# kMeans: Merge repeats into single column and compute spread\n", + "kgrouped = fparams.groupby(by=[\n", + " 'branch_length', 'noise_ratio'\n", + "]).agg(\n", + " centroids=pd.NamedAgg(column=\"centroids\", aggfunc=lambda x: np.concatenate(list(x))),\n", + " true_labels=pd.NamedAgg(column=\"true_labels\", aggfunc=lambda x: np.concatenate(list(x))),\n", + ").reset_index()\n", "\n", "# Compute roots and spread\n", - "(grouped['centralized_centroids'], grouped['roots'], grouped['centroid_spread']) = zip(*[\n", - " _centroid_spread(grouped.iloc[i]) for i in trange(grouped.shape[0])\n", + "(kgrouped['centralized_centroids'], kgrouped['roots'], kgrouped['centroid_spread']) = zip(*[\n", + " _centroid_spread(kgrouped.iloc[i]) for i in trange(kgrouped.shape[0])\n", "]) " ] }, @@ -618,25 +714,20 @@ "id": "a63659e5", "metadata": {}, "source": [ - "The figure below shows one dataset (background points in grey) with its\n", - "ground truth centroids (coloured cross) and all FLASC centroids detected on \n", - "datasets with the same noise ratio and branch length (black points). For each\n", - "ground-truth centroid, the root is indicated as a coloured pentagon.\n", - "\n", - "The distance between the roots and the centroids is used as *centroid spread*." + "The figures illustrate how the centroid spread is computed:" ] }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 5, "id": "f002dcad", "metadata": {}, "outputs": [ { "data": { - "image/png": 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U1ptxcdY2zddKrkgmtzaXBZELcNaqf2Y2m5nxy2soTt7X5vUXLVrEG2+80anwAiitNZJb2cCkSL8+uXOR6BoSXgNUVpkBBYgO+mlg3G5vVw2wAzlVfLA7GxedlkvHhrCr6m2yKouYOfhSdiQFYjTbWL18IoGeba913JxcyP33/payE/tbfHa+wSUGDgmvAaSm0cJDnx3Brig88+uxDPL6aQF34nuQ8l91reLiv7Z+stUElVmcsIbywqY0ihryGBVVzImCRpwtMRQZSrl67BxKak3cNHMoQ4I0rE1ZS1xAHLPCZrW4XENDA8OHt5zdn56ejrt79+xKJPoXGfMaQBKzKxkV4sX4CF92pp+xF2LGDzD6CihPb/vkz26ChLcYlfIqS6ZpGT4sk6jBCjW1fuCaxlgXH65OuY/7S/+POB8z7x59FxT4+MTH1Jhqml3KbDazalXrxRJXrVrV4i1k03lWOzUNlg5+1aK/kvAaQGZEB5BVVs/G5BJCfc4oxTz3Qcj8ASbe0PbJlga1Qmt1HrOGRWHQpnCk7AiPXjqBMd6LmKRksd8WgzV4PJr8/QzzGUZGdQYmmwl359M9qTPfKrZm48aNrFy5skWAGS02bv53AvevO8yPJ0rO6/sg+gd5bBxgnvg2GX8PPfuyKnn3pslnnY3eTOEhtYc24UbwGozZZsZqt+Kuc6eq3szTX+1nZcPbVBvtTFn5JujcyK/LJ8AtADdnNShbC65FixaxevVqVq1a1eLPzxz7Kqpp5Kn1x4kL8cGrNoUbGz+G4LFw4R+67psjHIr0vAaYQE8XSmtNKCg4deRNXOgEdUKrl7pDj95Jj7tO7VH5eeiJCh3Mi25347fsNdCpYRXuFd4UXKCGV0XF6akZpwLK3d2dN954g4vmL2j6rKKiolnvK8THjfmjBlNrtLBM2Qgx89XH3MYqQK2oWlX/s8fNtI2Q8DZYW38MFY5Nel4DjN2ukFRQw7AAD3zce76An8FgYPny5QQEBDTrWRktNla8s5uTX72EzlrPxq8/b3uJUPYu2Pki+EbCL/7O1rQyPknIJa3EQISfG3ddGMM03xr4/jH1Udc7DKbd3oNfpegJMotvgNFqNYyP8O3QOXXmOpw0Tk09rXPa/jfI3Qvjl8OYXzf7yNPTkzVr1qDX65tNhzBabLi5unDV757EZrE0Cy5FUSiuNRLs7arO2xo6S/31k7yqRoYFenAwp4rpUeH8a9dJpi2NUntlVdkQMa1DX69wDNLzEmeVWpnKC4kvYFfs/GX2Xwj2CFY/UBTI2aX2fnx/VoXhoysh/ipI/gqu/aTd99qbVcGJolqumTIEN/3psbjHv0mm3mzFxVnL01eMRVEU9hfvx1PvyeiA0Zitdj7el8O+kxU0mO1cPTmCX8SHQH0FGKvVKSCi35GelzirjOoMRgeMpt5ST15d3unw2v8O2Ud3YS0+ju6KV4mMO6N3E7sIjn5x1ke117ZksD+7kjnDg7h1trpZ7fSoALUUTnUurLsfnHSw5E3yqxqYOzyIbWllAGzJ28KPuT9SY6rh/sn3E+UTxU2zhnHTGZveAuARoP4S/ZIM2PcHpjq1zE3uPvj4Gtj1SpddemHkQjx0Hgz1HsqkwZOa/txqNJBcUI2bs4a3vtnc/KSpv4Hl69RB9Tbsz67k8nGh7Ewva/lh5haInAmDRkLBAR5cNILcygbuXxgLgIKCVqNFgyz9GcjksdHRlaao25cpCujdYdRlcPwb9XFN2/4NJ87FaLHxw4kSJg7xI9TXDcVq5v0X7ieHEOK8jVz526danKMoChuTi3HXOzM3NqjZZ+/vzmb15gziwrz514opzau0NlTCd4+oby0v/VuLbdUURWFv0V689d7EBcZ12dcoHIs8Njq60uMQMh5sJnDzh+QvYXBclwYXwLP/O4GPu461CXl8eOtUthbuYtCVi7naORj38DGtnvP98RK2pZVhMFnxcdMx7owXBeUGE+NjS8gsy2RXji9zhsWePtHdH5a+3WZbNBoNM0JnUGOq4Z+H/8nYwLHMCZ9zzq9BURQOlBwgyD2ISO/Idn/tom+S8HJ0oy6DykxwCoAZq7o8tE7RaDTYf9pxJzlnC6Hf3ouTRsvB+X9mtvOkVs/xctVRXW+ipiyfqtwGiJjd9Nncke588bkNP9fBPPf9Hgb/KpjYrA8gaytMuJ6G2IU8uO1BzHYzD095mFi/2BbXfzvpbXxdfPkk5RPGDxqPl96rZSNqC2HH3yFiOus9XEksTqSwvpBn5zxLoFtgl3xvRO+QMS9H56RTJ4/Ourfbggvg94tHEh/uy4tXjyOwPJM0d2/SPHwJq8xt85wZ0QGscN/FfMt2Bu18jL3HTxcHnBwRztwpx8ksNeFS58Gt7yeqwTVuGRz+mKyaLCK8IpgRMoO9hXtbvX60bzSpVamY7WZcnVvuEl5SX0Lhhoew+Q6h4djn2BurcHV2RafVYbWrOxSVN5azp3BP0/8LxyFjXqLjzA0Yvr0bRbHh9avX1LLSbSjc+BIZxw8QZssn46K3WDSxeSWJr55cymhtHmn2MH65aDGkb4LJN2MfsZiXD75MpbGS+ybex6acTZQ3lnPr2FubzdovMhTh7+aPi1PzcTGL3cKd39/J5UYbB8sOU6N3I2z0UsYFjSPYI5gxgWOw2W3c8cMdjPQbid5Jzz0T72nR/q8zvmZD9gYmD57MrWNvPc9vnOhK8tgoWrJZYeMf1Emei54FzzMG26tzQeOE59J323Wp0AX3UOr+X7J1oSycENPi88WemWTZglhkS4Ixb5+eXmFXWD78TjzcbNz5/Z3kG/KZEzaHbzK+YdnIZU3nh3iGtLgmAD/9SM6OmEiCpZCbxt7KlrytPDD5gTMOUQ9y07lhMLdecnpTziYui7qMb7O+lfDqY6TnJVrKS4DjX4NHkPqmzzsUGqth0CjY/gLYzLD4eQg6PQ5VXGPEz0OHi1YD9aXgFdz02fGK49Rb6pkSPKXlvb7/M6T8D1y8YMU36u/AvWsPYbIZOV67FSf/TeicdOi0Ov4y+y+MHzS+XV9GTm0OyeXJBLkH8XXG1yyNXcqEQROaHXOy5iRHy4+yIHJBsx7dKdvzt/Np6qcsiFzAFTFXtOu+omdIeImWzPXwxW1qAcJJN0PKt+qbTI1WDS5LI4y/rmmJzucH8tmSUkJNo5X3fN5B56RVZ7XPe5is6ixePPAiNsXGjJAZ3Bh3Y/N7KQoUHlTXH54ReDe8u4+hIXXsySojNPo7FEXhyVlPMsznZxNRxYAlj42iJb2HOk+svkLtaZWmgE8YTPst1OTSqDjzdkYQI+qLWRQXTEpRLXGhPiTmVNFQX4vPqIvVpUOoj2bVpmrKG8upMdUwJXgKES4Rp9c2ajQQdvptZXJ+BS9vPMHwQX4oNg/mxWfg6TGBu8bfhd7p7KWhjxXUoNVoGB3q3a3fnvYy2UwU1xfLtIxuIuEl2rb1GSye4bxlmIdzxKXcNnQ6TloNb/6Qhlaj4YsD+bh45FHsuoYDmVOxNkaweeRKllR9Dxf/GVDfCF467FI2527GW++tVpW4pWVVCVBL5tx86+04W+qxXvt/vLZiFm7Oo9TemdPZ/6omZlfy7s6TWO0K9148nDFhHdtUpKvZFTv3brmXQNdAhvsNZ0Xcil5tT38kUyVE2wJH8EN6NTWKG8U2T3b8tJRn+CAvThTVUme08lnGBywYdiF5VUZ+MyeKr/M94JJnICCaRrONVR8fZMv+WJZGr2Dp0KU8fc/TJCYmtqiYeqpQYcGxveSkHiXznVXYDq/D9sESMv6xkL+v/Q6jpe1NZI0WO+56J9x0TpisNoxWI+tS15FUltQj36qfsyk2FEUhyieKkzUne6UN/Z2MeQ1EjVXqbkHtWLSckZ7CY1sqsaPl+SvjifBXy+IU1TTi66ZnffZ/+DH3R8xVk7Eb4rkkLphrpg4BYHdGOTszyvF20+Hl6sxVE0LaX0l1cgxvLFLI8xpHmVlHpWsk2nHLuGRMMG3ZllaGs1bDrJhAVh9ajQYNSeVJ/H3e3/HUt1EbrBsdKDlAQnECy0Ysw9/Vv8fv399JeA00FZmw/j518H3SCjj4oTpD3z8a5j0CQ1rWvsqpLuHZhGdwdrLx1Kyn8HP1AyClMgUPZw8ivCNanAPqesg//OcoRouNJy6PY5CX6zlr2AMsmjqCN66NQt9YiiEgnh0pBXzmczPPXTP19I5H5/DxiY9JrUolry6P1+e/3mIeWF+RVpXGiwdexMPZg+fmPodO2/MFIh2VhNdAk7lZ3ebMSQ91RRA0GpLWwpilau2rS//W4pQNJzeQXZuNoigM9xvO/Mj57CzYydcZX1NrruVP0/9EhFfrAdaaswVY0KipbPvqY3zMxeAVAjpXLHYLj+16DIPFwCNTHyHMM+yc91AUheMVxwn1DG0K277ozSNv4qZzI682j6tHXM1wv5bbwYnWyZhXf2VphB8eV9f12e2n/3zYBep8Ld8hMP8JKE0GNz/190k3t3qpOeFzyKvLI9+Qz8zQmYBaXdXXxRcPnQdGq7HFORUGE//35VH+vimVe9ce4t2dp8d99Ho9q1evbvVeF9x2B7/f9ShPH93BsVIToBZE9HP1Y/LgyXyf/X27vnyNRkNcYFyfDi6Ay2MuJ6ksCWetM9G+UjSxI6Tn1V8d/hgqs8BYqy7eHnbuqgsdYVfsbMrZhK+LL9NDprf4/KUf0nDVOfFZYh73+e5kWMU2hlx4C15TrsVcksrKu+9n467DLc7zHxPB0gd+y4/H7Qz1jmZ8bDEzo8JZn7Ueg1nteYV6hrbZru+Pl/DloXxumjmMqcNajjPVGS04aTW46+VFu6OT8Oov6svVsAqfAoc+gpPbobZAHdta+m7Trj89ZW9WBa9tyaCmwcKfDU+R5HsxN3snYrn8TW745QR2pre9eaxfXAS+l6zA2zWQcTFV1Dod4YmZTxDoFoiiKOwq3IW33pv4oPgW5674VwKXxYfw3bFiVl4COq2uaUZ+anEdT65Pxm6Hvy0dTXhA35gPJjpHfvz0B1azuqN1wHB1YXNFprqnoXcoXPhHcD775M7z9ca2TPZmVTA7JpDb5kQBMG2YP06ueg6WHSHvhCvXmXdimXAnt991d7PgChg5ES4ZgW3zBqqT1G3MqpLziPbdycyVS6nWnaShvqFp6c76zI0kluyh0lTJfZPuI8onqllbZvobCNr6IJcMiuOLtAbMdjN2xc76rPWcLK9jZMh1zM9+DfcvyiH+Epi+slu/N6L7SHj1B3YLaJ3Bc5C6s3VjFeTugSm/6fbgArWXtWJoDbWJ/4axv4e0jXyQ8gknXd3YYjewIm4FrxoruHPIHKqq32g6z3XoWDTzrsXV5sWC37uy6e+bKDhQoH5oMnDX1IUUWsYQ5BaEh86Drw8X8P7hXKo0xYwKc8JJ07IE0B2aL7DPuoDaE19y0BqHXaOQVJZEgGsAAeGBZBQkEW4rwHf6tZC2AaavxGa38ULiC9SYanhoykN9fpysvLEcXxdfnLUD+5/vwP7q+wu9B8x/HIoOw9ir1TeJ1samRc7dbfm0SIK+XU7YyAWw6VGwmqgJGk5A6QkUF9hduJtbxtzStO3Z8uXL8fHz4fjIubh6VGNTCvjDzD9QaCjE9V1XTLUm1qxZg6enJ7GcXvy972Qlv4hZwMZMd24fO7H1ZTdD59JwYB3uroO4avT1ODvpCPUM5U+7/gQKPDr7UXxCPdFm/RfmqhUmjpYfRavREuMbw/9O/o/lo5b3yPetM9alriOhOAGj1cirF72qbgU3QMmYl+gar01X33AOmwPjr8O4ZzX/C4lmZNy1xPrHNuslGAwGdDod13/3G0qrdcQG67hu9DLeTHqT0d5j8df7sGr6qha3KKhu5Otvv2L8YGdmLryq1WYYDAaWX3ctAYFBrS4/WrlyJRUVFU3hCNBgaeDh7Q9jsVt4ZOojLR5Fe1KVsYr0qnQmDZ6EUyvFJR/f/TjDfIaxp2gP90y4h+L6YuaFz2v12P5Owku0YDAYWmwKe4rZbMZsNjffzbq2SC1t4zcUTAZY/Gy77pNamcrz+59HQSHANYDi4iEk57gxL3IS/1h2RumanN3qlA+9J9gs4OoDcVeoW6yBWn+svgyD1ovly5eTmJgIqLP3TwXYz+eWTZ48uVmA9QV2xc4d399BrF8sLk4urRZHLG0o5cPjHxIXEMcX6V8Q4xtDmGcY14++vhda3LtkntdAlLkFPlwCX69SFz2fwWAwsHz58mbrDk85FQDLly/HYDijeJ/nYLU6REEixF3e7maM8B/BKxe9wmsXv4bFZiUpLRKT0ZOcikbSK7NosDSoBx79DEZcqpbqsRlBscGp8S5FgbXXwaY/oT/yIX7+p8erTq2frKqr4vpbrm82KTYgIKDVcG6PY+XHWPn9Sh7Z/gh2xX7uE9rJrthRUPDUeVJvqW/1mEHug3hg8gPMCJ2BoijY7Da0moH5z1h6XgPRN/dAyDh1OsVlL4ObL3A6uH7ec9mXU8NbW9LI/Oof5BzZA3R9z+VAfg6PfpOIzeKHzj2H+JHplDaU8vr819GVpcKn1wMKTFwBQ6ar+zoCisXIybVXETb0Ilyqsqi86AkuWnYRZYdb2Q/yJ2f2yDrjpQMvEeQeRFplGr+J/w3hXuEtjrHYLeTV5jHMZxhljWUEugW2K2SyarI4UnqERUMX4a5zP+ux2TXZTROHB2KAyYB9d6uvgPJUiJgO2i74C1ZbBIWHIObiFvsZttu0lbD1GQid2BRcoM58Dwg4vVj7VM/F88LbKfludVNwQed6Lo3WRl45+Ap6Jz2rJqxqto5vYtgQLoxuJLuigaAh+wn2HEJqVSo/5v7IJUMXgX8UjPm1OhVkzv1N572X+jEnAwdRVvBfXl/8AWvS1zD97unsfHknVT9NvThTe4LLrtjZVbCLwR6D0Wv1RHpHNhsYXzp8Kf84+A8ivCLaXKr08LaH8XP1I6M6g3CvcBRF4dk5536cjvKJaveY21CfoQz1GdquY/sj6Xl1J5sVPvq1uhzHzR8ueOT8rme3w4dXQNhk9W3iJe0bW+oIc+4BVt56IxuPV7d5zKJFi/jLCy9TWGdh4hC/dr/x+jbzW3LrcjFajUwPmc6ssFmtHmcwG3hq71MYrUZcylK5yezE6MCxUJMHs++H8NPFCx/f/ThDvIawt2gvr81/jT/u+CNjg8ayJXMLG1e2XDuZnp6Ou3vzHk2BoYAv0r7g4iEXExcYx6cpn5JZncmGnA3MDp1NqGcoqya0fIFwNrdvup05YXP44PgH3DzmZrblb+PNBW926Bri7AZeX7MnKXZ1LMjND4w1XXddrZN67c6oL4fSE21+rK85yRv3XcGica0vwVm0aBEvr36N+z9P5j8HC3hnx0l1Xtm6Feqvxuo2rz0uaByHSg9xovIEI/xHsLdoL9vzt/Pzn5+eek+WDl+KBoUqUw1eMYugoQKuWdMsuADumXgPVsXKb8f/Fp1Wx32T7qO8rpzatbWttuGuu+5qMZb3jwP/wN/Vn1cOvQKAHTtarRa73U6kVyT5hvw2v6a2/G7S7zBYDDw751nyDfncEX9Hh68hzk56Xt2t5Djk74exV551i7B2q85TrzdiMehabhhxVsYaWLtcrRUfe4napp+zWWD3qzQkfcPwZ9JbfJyeng7Oeu748ADjI3yxKwoPhZ+A8gxAgcBYNijTOF5Yy61zovBxa17ixWa3odFoOFZ+jPeSPqasPJgr4ydwxah5p5tpsXG8qBYPzwq8Dq8htPgEzH0QwieDuUFdTWAzwcK/QHDz3brbVXLnZ4+O/zjwD2pNtRgsBv4272/YFTvb87fTaGkkqzaLK4dfyWCP08urGq2NbM3bSnxQfLsqXIjuIeE1kNQWqbW8Bo1Se4OzWr6KBzCXprNyxbVsTCpq8dmpf/hpZY0kF9Zw+fgwXK218O/LwFBC3ayHeSBjAvHhPhgtdn63IJqNny8jujiFITGLcb/0BUCdJnHbmi14upnRm0fx9e1z4dgXMGg0q7baCfFxpbbRyl+v/Nn6xcJDcPgTdcMOrRZm3n263a0E16lih7Ovnk3JoZIWX4der0dRFPLq8gjzDGvXfKln9z2Lt96bQ2WHeGvBWwNysLwvkO+6I7OaYMuzsOuV5mVv2uIdoq7l8wmDMVfCl3eqM+LPONdsNrPy98+2GlxwehA/NsiNZVOG4KpzUoPQKxgueRb3rI3Um60cK6hlZIgXxyuOM6Iil7KoeVTl7Gi6zgj/EYwfNIZxgRPxcfWBXS9DRQb8+ASKsYZBXi7UGltZvB08Tu1xlqXAuGubfWQ2m6moqGj6/1MB5e7uzuRVk4mZdnrfyIqKiqbHR41GwxDvIe2e6OmkdcKqqDtsaxi4M9x7m/S8HNmRT+HkNqgpUHtRMRe3/9w9r6mPiHVFEH81hE06a8+lRZnmn7+1O/BvtcjhhBswDv8FtY0WBnm7YrKZeHP9LczJPUL4jHsJmvwbAA6VHuKH7M1E6uZz8fCRBBx7Tw2kigzyLvk3G9Nr+WV8KME+7aucesqp6R4BAQG88PJq3t+bT1SQB/NGenC4+DD/fuLfVFVWndc0D4vNwu7C3YwOGE2Qe9C5TxDdQsKrJygKbPurWrJm/uNqtYeukLsXPrlGnXketwQWPnX24xPehrSNEDUPoi9Wd8V2coGr3gO9R5vzvFqboR4zNoYr/nwFt0+5HQ9dx8fybt90O/PC53Gk7AjPz3uebamlZBz4kUvmTCcsYhiHSw9zoOQAV8ZeiY9L+3YCSimu5ZUf05kY4sqNs4fz9q5crDaFtJI6fr94JBH+7q2vEBAOSR4be0JlFtTkQ8h4SHyv664bPBYCR6r159tToz1tI4xbBlnbYPBouPFrWL6u6UXCqYXTkydPbtGz0uv1vPHGGyxatIhxE8cx7t5xuHm48dHxj8552y25W1iXug6L/fRjoJfeixOVJ4jyjcJuV3hn50m0kdN5YXcNFpuF14+8DsCrh15t97fjrW1ZzI4JZG9eI4pGy6gQL44V1FBZb8bf4/TXIcHVP8gk1Z7gO0SdTpC+ES78U9ddV+8BkTOgKgfy9qnTCZzdQN/GzOwpt6qPdxParppwKsBaW9t4KsBqGmr4/b7fc7ziOEtilpy1iVnVWaQeeIsFRekkZe5g0qVqGD0/93ny077ly9R1vGVpxNNlNgdyqpgU6dc09pRbm9uhSZiLxgTz0d4cwm35uKx9hosChzP210/i5eqsjs395NvMbzlcepi7J9yNr6tv6xc71Usde5Ua+KLPkcdGR7fzJTCUQsEBdf6Xkw4WPq32yjoibz8c/0qtYx8Yc87DjVYjBouBQLfAsx5X1lBG/ttzODZ4OL8w1ON/22b1A6uJbz/+Bdk+g2kwVjNn9p8Y4TORAE+1B9lobaSgroBo3+g2J8EqikJaVRqR3pG4Op8xNvbp9eqi7WNfwg3/aXZOSX0JN224CW+9NxrFztpffdZ6wz+6EsZdA0fWwvWfn/P70Vb7ntz7JKUNpawav4pRAaM6dR3ROnlsdGSHP4bCg2rPbupvYNBotQx0USc2Wt36LPhFwo9PqP/fUKnOUWuDq7PrOYMLIMg9iOjZD3Ol0YZ/zMLTH2h1xOFCUl0u6Rorw/1imoILwM3Zjf/ss3Lb+4kcyatu9dqvHX6NdanruH/r/c0/mH0/pH8P469rcY6vqy8GiwFzZSZU58L+d1pv+KjL1OA6Sy/1XEoaSrDZbcwOnc1/s/7b6euI1sljo6Oy2+Ho5zD6csjaAkv/pY6rmWrVbcw6yiMICg5B4HC1esO6G9UXC8PmnfsfcE0+lKepx7Yy3cB70i0w6Zbmf6jVEnXNZ6yuzEIbGIvuVMVXmwXL+t/R2GAk13wLF48K55OEXMZF+La4bnF9MVG+UeTU5aAoyukeWthEuPqDVpvq4uTCmxf9k6++u5MrIy+BvASYclvLAyetUH+dh8Hug/HQebC7aDf3Trj3vK4lWpLHRke2/j6oyoahc9THxfhrwLOTr+7tdnXahE+YuoToqzvVFwxOOpj3cBvn2NTZ/j88pU4YNdXCsg/VnmAnvbvzcQ7n72KY+yDqS35JlnM0qy6KYVJky52AKhor+DLjS2aGzmR0wOiO3Sh1A2T8ADNXqXXIhMOR8HJ0iqLW5oq+EEqS4ddvdc11T+5Q10BOvKHtZUj/fVD9PfkLdeG5byQExMClz7d6+B/+c5T8qgZumTWMC0cOavWY2zfcyiUVRWyyVfLGLz8B/2EtDyo6Aj8+Ca6+sORNcOq+B4hj5cdILE5kyfAl7Z6yIXqGjHk5Oo0GnF3VXpP7uceg2m3YHJh2+9nXTzZUqL2WgFhw8QYUiL6o1UMbzTYq600sHhPCf4+2Pnv/lYOvoHXS8barwvUXv9B6cAGcWA8xC9Qa/VXZHfqyOsJqt/LywZex2W28fPDlbruP6BwZ8+oPrvwXlJ1QH/Na01AJm58G3wiY9Ts18LrComfg6Dr41avqWJndqj5mtsJN78SUof5sTyvj3vmtb2mfWZ3JvIh5bMvfxuyw2W3fd8Jytey0TwQEdN8u01qNFq1GS0F9AcEewd12H9E58tg4EOx8SS2hU5WtFiIc3MHxoR6SWZ3JutR1LB62uGmj2N7WYGkgry6PWL/YAb1TT18k4TUQ5O2HLX9R//uaNV1Tmqc1tUXqMqiwSepYmRDdSMa8BoKIKXDdOrj+P+0Lrk2PwkdLIfW7jt1nz2r1MS59k/rGso86WXOSZ/Y9Q0JRgvrCozq3xUYkACW1Rj7am0NprbEXWinORcJroHDWt6+Gvt2mVneIWwJJn3bsHpGzIGsbhRXV3PJpOltSSzt0utFi47Gvj/H4N8mYrLaO3bsDXj30KlE+Ubx77F3Y+H+w7Xn45u4Wxz361TEMJit//jq529rSXUobSlmbspaS+pJzH+ygJLy60skd6i9HpnVSJ5ueWA/T7mz7uD2vwac3NJ+FP/JSuPp9/uj6Ry6fMIQP9+R06NY/nCjBx12Hh4sT21LL2Fmwk8TixE5+IW0b5T+KgyUH1RUCVdkQHA91xS2Oc9U5UdtowUXneP9Mntn3DI3WRp7Z90xvN6XbyNvGrpKzGw68B2jUAPhpay6HNHOV+qst5nrI2QMxF6khdsVrpz/TezAlKpAvDxdw+fiOlf6ZMMSPtQl5AIwYls+O7G3UW+pxxo1I31B0Wh2e+vOvCPGb+N9QaazEz8VPXRlw6EO4+NEWxz1/ZTwHc6uYOMSvlav0ba7OrtSYapqv+exnZMC+q+QlwO7V6n/PXAURU3u3Pd1JUeDbe9RlQdPuhNif1iyaG9quaNHuS6t/HfcW7eXL9C85XFCCe8MC6u2lRAw5xl/n/lUKALaDyWYiqSyJ+KB4XNpTLskBSXh1pfwD6u8/2+GmUzb9CUpT1Aqpw+ae//W62/8ehrpCda7Z3Ae75JJJZUk89W06wwY5kZhpYvbkZK6KvYqxQR2smCH6Jcd7mO/Lwid1TXCZG9SxmFGXqZUjHEFFBsTMV0vzdFJqZSoJRQlNva/4oHjumzsPS30kF44zMi5oHGMCx5zjKmKgkJ5XX7X1OXWnnLkPqVt+na//PaQGzPjlrW95dr4yt0DSOnVJUeiEDp+eV5vHswnPEuAWwNzwuSyIXND1bRT9igzYm+uhLFV93GnPVIKecsHvu+5adrtaijpuCaSs757wir5Q/dVJCgpajRYnjRM2pfPTJKqN1bx08CVCPEK4Pf52mRXfj0nPa83V6gJgZxdY8GRvt6Y5RYHiJHUNn3vLkjAdcvADdfLonAc61TPqCcnlyVSbqpkZOrPTofPesfewK3YKDAUsG7GMEf4juriVjmP1odUcqzjGZVGX8YuoX3TptWvNtSiK0qzSxscnPiarJovfjv8t/q7n+fe1HfpQV6OX2EzgFQKGst5uSUv734F9b6mFAS3nOct74o2w7KOeCa6GSnXWegd56j0ZGzT2vHpLU4KnsLdoL4WGQiK8IrDarVQ0Vpz7xH7oWMUxfjnsl2zI3tCl182ry+P+Lffz0LaHSK1MBSC/Lp+ksiRCPUL5NKWDk5s7SR4bFz2jjtcsfLprr2uzqDsFeQapj2udYShRd4Y2FKshq3OAOTuGUvj8FnD1ViuUtlEi5+e+O/kdm3M3U9FYwasXv9qp7dQAxgSO4fX5r+OkccKu2Fm1eRVuzm7MDZ/LFTFXdOqajmrBkAVszN7IjXE3dul1CwwFDPUeiouzC9m12YzwH0GQexDVpmoSihO4eczNXXq/tkh4DY5Tf3W1I59ATR7kJ0DAcAjuxFuy2ffD4TUw92FwdZBCeA2V4DlIfdTtQK2tAkMBkd6RGK1GGiwNHQovu11BAZy0ao/NWav+tTZZTWjRMjZwLMnlyQMuvJbGLmVpbCdKgp/D1OCpZNdkY7KZuHiIutGxi5ML/5z/T8w2c49NjJUxr+6StQ32vQGmOlj6DngNoHpQyV+pxREn36quqWwHo9XIutR1RPtGMytsVrtvVVZn4r5PD6Og8MySsUQGNA+9zbmbOVR6iBVxK9q1YYgjaLA0kFCcwIRBEwZ0dVcJr+5UnQs6D/AI6O2W9Fvb0srYk1GOi86JoYHuLJkQ3u33tNltKChNPbzzcaTsCB8kf8DiYYuZHzm/Xef8cecfCfMMI6UyhVcueuW82+CoZMC+O/kOkeDqZjOjA1CAmkYLl8SFNPvMaDVSZ67r0vtVGiu544c7WPnDSrKqs877eu8cfYc5YXP4PL39e0Na7BZ0Wh0Dvd8hPS/RL1UZq3hg2wPotXpWjlvZZZVZE4oS2Jq3FU+9JyEeISwZ3smXMT/5JOUTtudvJ9onmgentG9ZVa25lm1525gROqPfPAp3hoRXX2eshbQNMHS2uo+iaJfkimQ+TfmUQe6DCHILYtnIZV1yXZvdxj+P/JMGSwN3T7gbd935LUQHsCt2tBp5COooCa++7qu71J2s8xI6ve38QKQoCp+mfkp5Yzm3jr0VN+ez7ILUx5htZvRO7XvRMZDJVIm+TusENmvX7fgzQGg0Gq4ZeU1vN6PD/prwVwoMBcQHxXPb2FZ28hZNpK/a1y3+K4RNgCve6O2WiDNszdvKq4depcZU06XXPVl7knkR8zhSeqRLr9tZVruVP+38E/dsvof8uvzebk4zEl59nc4NRiyWt5Z9SI2phs/TPsfN2Y23k97u8Pm15lqe3PMkrx1+Dbtib/bZDaNuYH/xfm6Pv72rmnteUqtS8XbxZvLgyWzM3tjbzWlGwqsnHfsPfLhELdwnHJa7zh2TzcSJihOdWvj9bea3hHiEUGOqIbm8+eYes8Jm8dyc5/pMwcVYv1hqTDXsL9nPwqELe7s5zciAfU/67CaIvhiOfwXXfda3SvCIDjHbzFQZqxjsMbjD56ZWpvK3xL+hRcuLF7zYJXX5ByIJr55UeAi2vwDDF8Ckm3q7NaIX2ew2tBqt1Bs7DxJeQgiHJM8tnVF4SN36q7O+ewQ+ulKduyWE6BSZ59VRxcdg29/ULb6sje2uV9WkoRLqy2HEpermGv15izQhupH0vDpKsYNGq04etdvPffzPufuDbwSkb5RxLyHOg4x5dZTNArl71RCLmtfbrRFiwJKeV0c0VMJHv4YdfwcXr95ujRADmoRXR1SdBP9oGDLjvDZXFUKcPwmvjgidCP5RYK6Dcdf2dmuE4HDpYT4+8TENlobebkqPkzGvvqamAL5ZBWjg12+Bx8AtNifOrt5Sz/1b72d80HjMdjP3Try3t5vUo6Tn1dfk7oGI6RA2CfL393ZrRB+m0+qw2q0U1RcR5BbU7vPWnFjDnT/cybrUdd3Yuu4n4dWVFEXddON8OrOxl0BtPtSXQdSFXdc20e/onfS8eMGLXDfqOq4d2f5hjJ0FO7ks+jK25G3pxtZ1P3ls7Erf3A0KoPeAxc/1dmuEaNWGkxv4JvMblgxfwoLIBb3dnE6T8OpKa66CmAWQtQWu/aS3WyNEvybh1ZWKkuDoZzDhegjqeJ0nIUT7SXgJIRySDNj/nLkevv0d/PcBsBh7uzVCiDZIeP1c6nfgFQxufpC5ubdbI4Rog4TXzw2ZoS68LjgA4ZN7uzVCiDbImJcQwiFJz0sI4ZB6Lry2PAMfLYX97/TYLYUQ/VfPhVfBARh7FaRt6rFbCiH6r54Lr/HL4fg3MHNVj91SCNF/yYC9EMIhyYC9EMIhSXgJIRyShJcQwiFJeAkhHJKElxDCIUl4CSEckoSXEMIhSXgJIRyShJcQwiFJeAkhHJKElxDCIUl4CSEckoSXEMIhSXgJIRyShJcQwiFJeAkhHJKElxDCIUl4CSEckoSXEMIhSXgJIRyShJcQwiFJeAkhHJKElxDCIf0/PUg0Hm6VuDQAAAAASUVORK5CYII=\n", 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", 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" + "
" ] }, "metadata": {}, @@ -645,8 +736,8 @@ ], "source": [ "# Pick a dataset setting\n", - "r = ratios[-2]\n", - "l = lengths[-2] \n", + "r = ratios[-5]\n", + "l = lengths[-5] \n", "\n", "# Extract dataset properties\n", "s = datasets\\\n", @@ -658,88 +749,144 @@ "truths = s.centroids\n", "\n", "# Extract FLASC properties\n", - "s = grouped.query(\n", + "s = fgrouped.query(\n", " f'noise_ratio == {r} & '\n", " f'branch_length == {l} & '\n", " 'min_branch_size == 12 & '\n", " 'branch_detection_method == \"core\" & '\n", - " 'branch_selection_method==\"eom\"'\n", + " 'branch_selection_method==\"leaf\"'\n", ").iloc[0]\n", "centroids = s.centroids\n", "labels = s.true_labels\n", "roots = s.roots\n", "\n", "# Create figure\n", - "sized_fig(1/3, aspect=1)\n", + "sized_fig(1, 1 / 4)\n", + "\n", + "plt.subplot(1, 4, 1)\n", "plt.scatter(X.T[0], X.T[1], 0.1, y, cmap='tab10', vmax=10, label='point')\n", "plt.scatter(truths.T[0], truths.T[1], 20, color='k', marker='x', label='true centriod')\n", "frame_off()\n", - "lims = plt.xlim()\n", - "plt.subplots_adjust(0, 0, 1, 1)\n", - "plt.savefig('./images/branch_stability_true_centroids_1.png')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "id": "9a01c1cd", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Create figure\n", - "sized_fig(1/3, aspect=1)\n", + "lims = [0.6 * l for l in plt.xlim()]\n", + "plt.xlim(lims)\n", + "plt.ylim(lims)\n", + "plt.annotate(\n", + " 'True centroid', \n", + " xytext=(np.median(truths.T[0]), np.percentile(X.T[1], 2)), \n", + " xy=truths[1, :], \n", + " fontsize=8, \n", + " ha='center', \n", + " va='center',\n", + " arrowprops=dict(arrowstyle='->', color='k', linewidth=0.5)\n", + ")\n", + "\n", + "plt.subplot(1, 4, 2)\n", "plt.scatter(centroids.T[0], centroids.T[1], 2, labels, cmap='tab10', vmax=10, label='found centroid')\n", "plt.scatter(truths.T[0], truths.T[1], 20, color='k', marker='x', label='true centriod')\n", "frame_off()\n", "plt.xlim(lims)\n", "plt.ylim(lims)\n", - "plt.subplots_adjust(0, 0, 1, 1)\n", - "plt.savefig('./images/branch_stability_found_centroids_all.png')\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "id": "e73a7cbf", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Create figure\n", - "sized_fig(1/3, aspect=1)\n", + "plt.text(\n", + " s='Predicted centroids', \n", + " x=np.percentile(X.T[0], 5),\n", + " y=np.percentile(X.T[1], 90), \n", + " fontsize=8, \n", + " ha='center', \n", + " va='center',\n", + ")\n", + "plt.text(\n", + " s='are assigned to', \n", + " x=np.percentile(X.T[0], 5),\n", + " y=np.percentile(X.T[1], 90) - 2, \n", + " fontsize=8, \n", + " ha='center', \n", + " va='center',\n", + ")\n", + "plt.annotate(\n", + " 'closest true centroid', \n", + " xytext=(np.percentile(X.T[0], 5), np.percentile(X.T[1], 90)-4), \n", + " xy=centroids[13, :], \n", + " fontsize=8, \n", + " ha='center', \n", + " va='center',\n", + " arrowprops=dict(arrowstyle='->', color='k', linewidth=0.5)\n", + ")\n", + "\n", + "plt.subplot(1, 4, 3)\n", + "for r in roots:\n", + " plt.gca().annotate(\"\", xy=(0, 0), xytext=r,\n", + " arrowprops=dict(arrowstyle=\"->\", color='k', linewidth=0.5))\n", "plt.scatter(centroids.T[0], centroids.T[1], 2, labels, cmap='tab10', vmax=10, label='found centroid')\n", - "plt.scatter(truths.T[0], truths.T[1], 20, color='k', alpha=0.2, marker='x', label='true centriod')\n", - "plt.scatter(roots.T[0], roots.T[1], 20, color='k', marker='p', label='root')\n", - "# for c, l in zip(centroids, labels):\n", - "# plt.plot([c[0], roots[l, 0]], [c[1], roots[l, 1]], 'k-', linewidth=0.3, zorder=-2)\n", "frame_off()\n", "plt.xlim(lims)\n", "plt.ylim(lims)\n", + "plt.text(\n", + " s='Predicted centroids', \n", + " x=np.percentile(X.T[0], 5),\n", + " y=np.percentile(X.T[1], 90), \n", + " fontsize=8, \n", + " ha='center', \n", + " va='center',\n", + ")\n", + "plt.text(\n", + " s='are moved to center', \n", + " x=np.percentile(X.T[0], 5),\n", + " y=np.percentile(X.T[1], 90) - 2, \n", + " fontsize=8, \n", + " ha='center', \n", + " va='center',\n", + ")\n", + "plt.annotate(\n", + " 'per true centroid', \n", + " xytext=(np.percentile(X.T[0], 5), np.percentile(X.T[1], 90)-4), \n", + " xy=roots[1, :], \n", + " fontsize=8, \n", + " ha='center', \n", + " va='center',\n", + " arrowprops=dict(arrowstyle='->', color='k', linewidth=0.5)\n", + ")\n", + "\n", + "plt.subplot(1, 4, 4)\n", + "centered = centroids - roots[labels]\n", + "radius = np.percentile(pairwise_distances(np.asarray([[0, 0]]), centered), 95)\n", + "circle = plt.Circle((0, 0), \n", + " radius=radius, \n", + " fill=False, \n", + " color='k',\n", + " linewidth=0.5)\n", + "plt.gca().add_patch(circle)\n", + "plt.scatter(centered.T[0], centered.T[1], 2, labels, cmap='tab10', vmax=10, label='found centroid')\n", + "frame_off()\n", + "plt.xlim(lims)\n", + "plt.ylim(lims)\n", + "plt.text(\n", + " s='Centroid spread', \n", + " x=np.percentile(X.T[0], 50),\n", + " y=np.percentile(X.T[1], 94), \n", + " fontsize=8, \n", + " ha='center', \n", + " va='center',\n", + ")\n", + "plt.text(\n", + " s='measures distances', \n", + " x=np.percentile(X.T[0], 50),\n", + " y=np.percentile(X.T[1], 94) - 2, \n", + " fontsize=8, \n", + " ha='center', \n", + " va='center',\n", + ")\n", + "plt.annotate(\n", + " 'from the center', \n", + " xytext=(np.percentile(X.T[0], 50), np.percentile(X.T[1], 94)-4), \n", + " xy=(0, radius), \n", + " fontsize=8, \n", + " ha='center', \n", + " va='center',\n", + " arrowprops=dict(arrowstyle='->', color='k', linewidth=0.5)\n", + ")\n", + "\n", "plt.subplots_adjust(0, 0, 1, 1)\n", - "plt.savefig('./images/branch_stability_found_centroids_root.png')\n", + "plt.savefig('./images/branch_stability_centroid_spread_explainer.png', dpi=600, pad_inches=0)\n", "plt.show()" ] }, @@ -748,32 +895,36 @@ "id": "0f1089e3-e4ca-41ce-b3ee-0a867150c2ba", "metadata": {}, "source": [ - "#### FLASC\n", + "### Optimal parameters\n", "\n", - "In this section, we try to find out for which parameters FLASC performs\n", - "best. In addition, we show how sensitive FLASC is to the *min branch size*\n", - "parameter.\n", + "In this section, we try to find out for which parameters the algorithms perform\n", + "best.\n", + "\n", + "#### FLASC\n", "\n", - "First, in the figure below, the branch detection and branch selection combinations are\n", + "In the figure below, the branch detection and branch selection combinations are\n", "compared by their ARI value over the *min branch size* parameter. The selection\n", - "method does not appear to make much difference. The *core* detection method \n", + "method does not appear to make much difference. The *core* detection method\n", "performs best on this dataset. This is expected, because the center-subgroup,\n", - "detected by FLASC, is smaller in the *core* detection method than in the\n", - "*full* detection method. This subgroup is not represented in the ground-truth \n", - "labels, even though semantically it is a useful group, so the smaller that \n", - "group the higher the ARI. At lower *min branch size* values, the ARI value\n", - "decreases, probably because too many branches are detected with those settings." + "detected by FLASC, is smaller in the *core* detection method than in the *full*\n", + "detection method. Most confusion of points happens in the center, so the larger\n", + "the center the lower the ARI! At lower *min branch size* values, the ARI value\n", + "decreases, probably because too many branches are detected with those settings.\n", + "\n", + "If these values look low, remember that they are averaged over all branch lengths\n", + "and noise ratios! Also, the shaded areas show the 95\\% confidence interval of the \n", + "mean, not the standard deviation!!" ] }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 21, "id": "8d2d031e", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -787,13 +938,12 @@ "sns.lineplot(\n", " fparams.rename(**display_names), \n", " x='Min branch size', y='ARI', hue='Graph', \n", - " style='Selection', palette='tab10', hue_order=[\"full\", \"core\"]\n", - ")\n", + " style='Selection', palette='tab10', hue_order=[\"full\", \"core\"])\n", "l = plt.legend(loc='best', ncol=2)\n", "adjust_legend_subtitles(l)\n", - "plt.ylim([0, 0.72])\n", + "plt.ylim([0, 1])\n", "plt.xticks([4, 8, 12, 16, 20, 24])\n", - "plt.yticks([0, 0.2, 0.4, 0.6])\n", + "plt.yticks([0, 0.2, 0.4, 0.6, 0.8, 1])\n", "plt.ylabel('ARI')\n", "plt.subplots_adjust(0.23, 0.2, 0.99, .99)\n", "plt.show()" @@ -804,26 +954,25 @@ "id": "33598fa5", "metadata": {}, "source": [ - "Second, in the figure below, the branch detection and branch selection combinations are\n", - "compared by their cluster spread value over the *min branch size* parameter. Here,\n", - "a lower value is better. Clearly the *full* detection method performs better, it \n", - "has a lower cluster spread and is less sensitive to low *min branch size* values.\n", + "The next figure compares the same variables on the centroid spread. Here,\n", + "lower values are better. Clearly the *core* detection method performs better, it \n", + "has a lower cluster spread but is more sensitive to low *min branch size* values.\n", "\n", "For comparing FLASC to HDBSCAN\\* we will use the following settings:\n", "- *min branch length* = 12\n", "- *branch detection method* = *core*\n", - "- *branch selection method* = *eom*" + "- *branch selection method* = *leaf*" ] }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 22, "id": "8f64a4c8", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -835,7 +984,7 @@ "source": [ "sized_fig(1/3, aspect=1)\n", "sns.lineplot(\n", - " grouped.explode('centroid_spread').rename(**display_names), \n", + " fgrouped.explode('centroid_spread').rename(**display_names), \n", " x='Min branch size', y='Centroid spread', hue='Graph', \n", " style='Selection', palette='tab10', hue_order=[\"full\", \"core\"]\n", ")\n", @@ -859,18 +1008,22 @@ "\n", "In the figure below, HDBSCAN\\*'s average ARI value is shown for the different\n", "*cluster selection methods* over the *min cluster size* parameter. Although the\n", - "ARI values are low, there is a distinct peak at *min cluster size* = 8 with *cluster selection method* = *eom*" + "ARI values are low, there is a distinct peak at *min cluster size* = 8 with\n", + "*cluster selection method* = *leaf*. \n", + "\n", + "The conclusion here should basically be that we succeeded in generating groups\n", + "that are not detectable as density-based cluster!" ] }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 23, "id": "22261390", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -887,7 +1040,7 @@ ")\n", "l = plt.legend(title='Selection', loc='best')\n", "adjust_legend_subtitles(l)\n", - "plt.ylim([0, 0.032])\n", + "plt.ylim([0, 1])\n", "plt.xticks([4, 8, 12, 16, 20, 24])\n", "# plt.yticks([0, 0.2, 0.4, 0.6])\n", "plt.ylabel('ARI')\n", @@ -904,105 +1057,27 @@ "source": [ "### Visualize labeling\n", "\n", - "In this section we visualize the subgroups found by HDBSCAN\\* and FLASC on\n", - "one repeat of each *length*-*noise* combination.\n", - "\n", - "First for HDBSCAN\\*, because the *leaf* cluster selection method is used, many small\n", - "clusters are found and many points are classified as noise. In particular for data\n", - "sets with a lower branch length, clusters are found in the branches, providing at\n", - "least a hint of their existence." - ] - }, - { - "cell_type": "code", - "execution_count": 21, - "id": "14334318-2c03-4ef5-8205-06d203f36942", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "cnt = 1\n", - "n_ratios = len(ratios)\n", - "n_lengths = len(lengths)\n", - "sized_fig(1)\n", - "for j, r in enumerate(ratios):\n", - " for i, l in enumerate(lengths):\n", - " plt.subplot(n_ratios, n_lengths, cnt)\n", - " cnt += 1\n", - " \n", - " s = datasets\\\n", - " .query(f'repeat == 4')\\\n", - " .query(f'noise_ratio == {r}')\\\n", - " .query(f'branch_length == {l}')\n", - " X = s.X.iloc[0]\n", - " y = s.y.iloc[0]\n", - " \n", - " s = hparams\\\n", - " .query(f'repeat == 4')\\\n", - " .query(f'noise_ratio == {r}')\\\n", - " .query(f'branch_length == {l}')\\\n", - " .query('cluster_selection_method==\"leaf\"')\\\n", - " .query('min_cluster_size==8')\n", - " labels = s.labels.iloc[0]\n", - " probabilities = s.probabilities.iloc[0]\n", - " colors = [\n", - " (0.8, 0.8, 0.8) if l < 0 else sns.desaturate(palette[l], p) \n", - " for l, p in zip(labels, probabilities)\n", - " ]\n", - " plt.scatter(X.T[0], X.T[1], 0.1, colors, alpha=0.5)\n", - " frame_off()\n", - " if i == 0:\n", - " plt.ylabel(f'{r:.2f}', fontsize=8)\n", - " if j == 0:\n", - " plt.title(f'{int(l):d}', fontsize=8)\n", - "fig = plt.gcf()\n", - "plt.text(0.511, 0.984, 'Branch length', \n", - " fontsize=8,\n", - " horizontalalignment='center',\n", - " verticalalignment='center',\n", - " transform=fig.transFigure)\n", - "plt.text(0.008, 0.465, 'Noise ratio', \n", - " fontsize=8,\n", - " horizontalalignment='center',\n", - " verticalalignment='center',\n", - " rotation=90, transform=fig.transFigure)\n", - "plt.subplots_adjust(0.03, 0.01, .99, .92)\n", - "plt.savefig('./images/branch_stability_hdbscan_labels.png')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "5811b821-4873-4f28-9718-14740e69ed08", - "metadata": {}, - "source": [ - "Now for FLASC; branches are clearly detected as separate entities in addition\n", - "to a subgroup the center. We would argue that this segmentation is semantically\n", - "most appropriate, even if it is not reflected as strongly in the ground truth \n", - "labels and ARI values." + "We show a selection of the labellings the algorithms created to understand how\n", + "they behave on this data. We'll use the optimal parameters identified previously\n", + "to get the best view of each algorithm. FLASC neatly separates points by their\n", + "branch but makes some 'errors' compared to the ground-truth in the center, where\n", + "points are not closest to the branch they belong to. kMeans also detects the\n", + "branches as subgroups, but puts the center in one branch. HDBSCAN\\* does not\n", + "recover the branches as subgroups because there is no consistent density maximum\n", + "in the branches." ] }, { "cell_type": "code", - "execution_count": 22, - "id": "f753dabd", + "execution_count": 5, + "id": "0bfab56f", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] }, "metadata": {}, @@ -1010,54 +1085,52 @@ } ], "source": [ - "cnt = 1\n", - "n_ratios = len(ratios)\n", - "n_lengths = len(lengths)\n", - "sized_fig(1)\n", - "for j, r in enumerate(ratios):\n", - " for i, l in enumerate(lengths):\n", - " plt.subplot(n_ratios, n_lengths, cnt)\n", - " cnt += 1\n", - " \n", - " s = datasets\\\n", - " .query(f'repeat == 4')\\\n", - " .query(f'noise_ratio == {r}')\\\n", - " .query(f'branch_length == {l}')\n", - " X = s.X.iloc[0]\n", - " y = s.y.iloc[0]\n", - " \n", - " s = fparams\\\n", - " .query(f'repeat == 4')\\\n", - " .query(f'noise_ratio == {r}')\\\n", - " .query(f'branch_length == {l}')\\\n", - " .query('branch_detection_method==\"core\"')\\\n", - " .query('branch_selection_method==\"eom\"')\\\n", - " .query('min_branch_size==12')\n", - " labels = s.labels.iloc[0]\n", - " probabilities = s.probabilities.iloc[0]\n", - " colors = [\n", - " (0.8, 0.8, 0.8) if l < 0 else sns.desaturate(palette[l], p) \n", - " for l, p in zip(labels, probabilities)\n", - " ]\n", - " plt.scatter(X.T[0], X.T[1], 0.1, colors, alpha=0.5)\n", - " frame_off()\n", - " if i == 0:\n", - " plt.ylabel(f'{r:.2f}', fontsize=8)\n", - " if j == 0:\n", - " plt.title(f'{int(l):d}', fontsize=8)\n", - "fig = plt.gcf()\n", - "plt.text(0.511, 0.984, 'Branch length', \n", - " fontsize=8,\n", - " horizontalalignment='center',\n", - " verticalalignment='center',\n", - " transform=fig.transFigure)\n", - "plt.text(0.008, 0.465, 'Noise ratio', \n", - " fontsize=8,\n", - " horizontalalignment='center',\n", - " verticalalignment='center',\n", - " rotation=90, transform=fig.transFigure)\n", - "plt.subplots_adjust(0.03, 0.01, .99, .92)\n", - "plt.savefig('./images/branch_stability_flasc_labels.png')\n", + "sized_fig(1, 1/4)\n", + "\n", + "# Pick a dataset setting\n", + "r = ratios[-5]\n", + "l = lengths[-5] \n", + "\n", + "s = datasets\\\n", + " .query(f'noise_ratio == {r}')\\\n", + " .query(f'branch_length == {l}')\n", + "\n", + "ks = mparams\\\n", + " .query(f'noise_ratio == {r}')\\\n", + " .query(f'branch_length == {l}')\n", + "\n", + "fs = fparams\\\n", + " .query(f'noise_ratio == {r}')\\\n", + " .query(f'branch_length == {l}')\\\n", + " .query('branch_detection_method==\"core\"')\\\n", + " .query('branch_selection_method==\"leaf\"')\\\n", + " .query('min_branch_size==12')\n", + "\n", + "hs = hparams\\\n", + " .query(f'noise_ratio == {r}')\\\n", + " .query(f'branch_length == {l}')\\\n", + " .query('cluster_selection_method==\"leaf\"')\\\n", + " .query('min_cluster_size==8')\n", + "\n", + "# Match colors between branch-subgroups\n", + "mappings = [\n", + " None,\n", + " np.array([1, 2, 0]),\n", + " np.array([0, 2, 1]),\n", + " None,\n", + "]\n", + "\n", + "for i, (alg, ys, remap) in enumerate(zip(['Truth', 'FLASC', 'kMeans', 'HDBSCAN*'], [s.y, fs.labels, ks.labels, hs.labels], mappings)):\n", + " plt.subplot(1, 4, i+1)\n", + " X = s.X.iloc[4]\n", + " y = ys.iloc[4]\n", + " if remap is not None:\n", + " y = remap[y]\n", + " plt.scatter(X.T[0], X.T[1], 0.1, y, cmap='tab10', vmin=0, vmax=9)\n", + " plt.title(alg, fontsize=9.5)\n", + " frame_off()\n", + "plt.subplots_adjust(0, 0, 1, 0.9)\n", + "plt.savefig('./images/branch_stability_labelling_example.png', dpi=600, pad_inches=0)\n", "plt.show()" ] }, @@ -1066,15 +1139,27 @@ "id": "01ead46c", "metadata": {}, "source": [ - "### ARI heatmaps\n", + "### Branch detection quality\n", + "\n", + "To investigate the quality of the branch segmentations, we investigate the average\n", + "ARI per *noise--length* combination.\n", "\n", - "The figures in the previous section can be extended to show the average ARI \n", - "values over all repeats of the same *noise-length* combinations." + "For FLASC, we see high values at low noise levels, which decrease as the noise\n", + "increases. The longer the branches, the stronger the effect of noise. This\n", + "pattern can be explained by the behaviour of points in the centre. The longer\n", + "the branches, the more points there are in the center, which are the points that\n", + "get misclassified because they are closer to another branch's root.\n", + "\n", + "kMeans shows a different pattern. Its ARI decreases with branch length and stays\n", + "stable acrross noise ratios.\n", + "\n", + "HDBSCAN* is unable to detect the branches as subgroups (by design) and results\n", + "in very low ARI regardless of the setting. So we exclude it from the figure." ] }, { "cell_type": "code", - "execution_count": 23, + "execution_count": 25, "id": "49c9ae85", "metadata": {}, "outputs": [], @@ -1090,32 +1175,15 @@ }, { "cell_type": "code", - "execution_count": 24, - "id": "f701ffe8", - "metadata": {}, - "outputs": [], - "source": [ - "# Specify Colormap and ticks\n", - "bounds = np.linspace(0, 1, 11)\n", - "cmap = mpl.cm.get_cmap('Blues')\n", - "norm = BoundaryNorm(bounds, cmap.N)\n", - "yticks = [0.5, 3.5, 6.5, 9.5]\n", - "ytick_labels = [ f\"{ratios[int(r)]:.2f}\" for r in yticks ]\n", - "xticks = [0.5, 3.5, 6.5, 9.5]\n", - "xtick_labels = [ f\"{int(lengths[int(r)]):d}\" for r in xticks ]" - ] - }, - { - "cell_type": "code", - "execution_count": 25, + "execution_count": 26, "id": "175ecc2a", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] }, "metadata": {}, @@ -1123,146 +1191,92 @@ } ], "source": [ - "sized_fig(1/2)\n", + "# Specify Colormap and ticks\n", + "bounds = np.linspace(0, 1, 11)\n", + "cmap = mpl.colormaps['Blues']\n", + "norm = BoundaryNorm(bounds, cmap.N)\n", + "yticks = [0.5, 3.5, 6.5, 9.5]\n", + "ytick_labels = [ f\"{ratios[int(r)]:.2f}\" for r in yticks ]\n", + "xticks = [0.5, 3.5, 6.5, 9.5]\n", + "xtick_labels = [ f\"{int(lengths[int(r)]):d}\" for r in xticks ]\n", + "\n", + "sized_fig(1 / 2, 1 / 2)\n", + "fig = plt.gcf()\n", + "fig.subplots(1, 3, width_ratios=[1, 1, 0.1])\n", "\n", + "mset = mparams[['repeat','noise_ratio', 'branch_length', 'algorithm', 'ari']]\n", "fset = fparams\\\n", - " .query('min_branch_size == 12 & branch_selection_method==\"eom\" & branch_detection_method==\"core\"')\\\n", + " .query('min_branch_size == 12 & branch_selection_method==\"leaf\" & branch_detection_method==\"core\"')\\\n", " [['repeat','noise_ratio', 'branch_length', 'algorithm', 'ari']]\n", + "\n", + "\n", + "plt.subplot(1, 3, 1)\n", "draw_avg_heatmap(\n", " fset.rename(**display_names),\n", " 'Branch length', 'Noise ratio', 'ARI',\n", - " cmap=cmap, norm=norm, cbar_kws={'label': 'avg ARI'}\n", + " cmap=cmap, norm=norm, cbar=False\n", ")\n", "\n", - "# Update ticks\n", + "plt.title('FLASC', fontsize=9.5)\n", + "plt.gca().invert_yaxis()\n", "plt.yticks(yticks)\n", "plt.xticks(xticks)\n", "plt.gca().set_yticklabels(ytick_labels)\n", "plt.gca().set_xticklabels(xtick_labels)\n", "\n", - "# Adjust spacing and save\n", - "plt.subplots_adjust(0.17, 0.22, 0.93, 0.95, wspace=0)\n", - "plt.savefig('./images/branch_stability_flasc_heatmap_avg_ari.png', dpi=300)\n", + "plt.subplot(1, 3, 2)\n", + "draw_avg_heatmap(\n", + " mset.rename(**display_names),\n", + " 'Branch length', 'Noise ratio', 'ARI',\n", + " cmap=cmap, norm=norm, cbar=False\n", + ")\n", + "plt.title('kMeans', fontsize=9.5)\n", + "plt.gca().invert_yaxis()\n", + "plt.yticks(yticks)\n", + "plt.xticks(xticks)\n", + "plt.ylabel('')\n", + "plt.gca().set_yticklabels(['' for _ in ytick_labels])\n", + "plt.gca().set_xticklabels(xtick_labels)\n", + "\n", + "ax = plt.subplot(1, 3, 3)\n", + "sm = plt.cm.ScalarMappable(cmap=cmap, norm=norm)\n", + "sm.set_array([])\n", + "plt.colorbar(sm, cax=ax, label='avg ARI')\n", + "\n", + "plt.subplots_adjust(0.16, 0.27, 0.82, 0.86)\n", + "plt.savefig('./images/branch_stability_heatmap_avg_ari.png', dpi=600)\n", "plt.show()" ] }, - { - "cell_type": "markdown", - "id": "d30d4c6f", - "metadata": {}, - "source": [ - "The heatmap indicates how well FLASC behaves over different \n", - "noise and branch lengths. As expected, the more noise the lower the ARI value.\n", - "This pattern appears to be stronger for larger *branch lengths*, perhaps because\n", - "FLASC is more likely to find false-positive branches in those scenarios." - ] - }, { "cell_type": "markdown", "id": "8db52f53", "metadata": {}, "source": [ - "### Branch stability\n", + "### Branch detection stability\n", "\n", - "An important aspect of a clustering algorithm is the stability. It should not \n", - "only accurately describe the underlying data's structure, it should also give \n", - "similar outputs on similar data set. In this section, we try to compare and \n", - "visualize this stability using the centroid spread." - ] - }, - { - "cell_type": "markdown", - "id": "501b5462", - "metadata": {}, - "source": [ - "The first figure shows the centroids of all detected subgroups relative to their\n", - "root point. The crosshairs indicate $1/4$ branch-length in each direction:" - ] - }, - { - "cell_type": "code", - "execution_count": 26, - "id": "9a65d10f", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "cnt = 1\n", - "n_ratios = len(ratios)\n", - "n_lengths = len(lengths)\n", - "cmap = mpl.cm.get_cmap('Blues')\n", - "norm = BoundaryNorm([0, 25, 50, 75, 95, 100], cmap.N)\n", - "sized_fig(1)\n", - "for j, r in enumerate(ratios):\n", - " for i, l in enumerate(lengths):\n", - " plt.subplot(n_ratios, n_lengths, cnt)\n", - " cnt += 1\n", - " \n", - " s = grouped.query(\n", - " f'noise_ratio == {r} & branch_length == {l} & '\n", - " 'min_branch_size == 12 & branch_detection_method==\"core\" & '\n", - " 'branch_selection_method==\"eom\"')\n", - " centralized = s.centralized_centroids.iloc[0]\n", - " if (s.shape[0]):\n", - " plt.plot([-0.25, 0.25], [0, 0], color=(0.5, 0.5, 0.5), linewidth=0.5, zorder=-1)\n", - " plt.plot([0, 0], [-0.25, 0.25], color=(0.5, 0.5, 0.5), linewidth=0.5, zorder=-1)\n", - " plt.scatter(centralized.T[0], centralized.T[1], 2, color=palette[0], zorder=2)\n", - " plt.xlim([-0.25, 0.25])\n", - " plt.ylim([-0.25, 0.25])\n", - "\n", - " frame_off()\n", - " plt.gca().set_aspect(1)\n", - " if i == 0:\n", - " plt.ylabel(f'{r:.2f}', fontsize=8)\n", - " if j == 0:\n", - " plt.title(f'{int(l):d}', fontsize=8)\n", + "An important aspect of a clustering algorithm is the stability. It should not\n", + "only accurately describe the underlying data's structure, it should also give\n", + "similar outputs on similar data set. In this section, we try to compare and\n", + "visualize this stability using the centroid spread.\n", "\n", - "fig = plt.gcf()\n", - "plt.text(0.511, 0.984, 'Branch length', \n", - " fontsize=8,\n", - " horizontalalignment='center',\n", - " verticalalignment='center',\n", - " transform=fig.transFigure)\n", - "plt.text(0.004, 0.465, 'Noise ratio', \n", - " fontsize=8,\n", - " horizontalalignment='center',\n", - " verticalalignment='center',\n", - " rotation=90, transform=fig.transFigure)\n", - "plt.subplots_adjust(0.03, 0.01, .99, .92)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "2f48d5e2", - "metadata": {}, - "source": [ - "It is slightly easier to interpret the result when the spreads are quantified by\n", - "the $50$ and $95$ percentile distances to $(0, 0)$, which can be visualized as\n", - "circles:" + "The overall pattern is similar to the ARI heatmaps. For FLASC, The spread\n", + "increases with noise and that effect is stronger for larger branch lengths. For\n", + "kMeans, the centroid spread decreases with both the noise ratio and the branch\n", + "length, resulting in good performance only when both are low." ] }, { "cell_type": "code", "execution_count": 27, - "id": "61dabdec", + "id": "842be611", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] }, "metadata": {}, @@ -1270,102 +1284,30 @@ } ], "source": [ - "cnt = 1\n", - "n_ratios = len(ratios)\n", - "n_lengths = len(lengths)\n", - "cmap = mpl.cm.get_cmap('Blues')\n", - "norm = BoundaryNorm([0, 25, 50, 75, 95, 100], cmap.N)\n", - "sized_fig(1)\n", - "for j, r in enumerate(ratios):\n", - " for i, l in enumerate(lengths):\n", - " plt.subplot(n_ratios, n_lengths, cnt)\n", - " cnt += 1\n", - " \n", - " s = grouped.query(\n", - " f'noise_ratio == {r} & '\n", - " f'branch_length == {l} & '\n", - " 'min_branch_size == 12 & '\n", - " 'branch_detection_method==\"core\" & '\n", - " 'branch_selection_method==\"eom\"'\n", - " )\n", - " if (s.shape[0]):\n", - " distances = s.centroid_spread.iloc[0]\n", - " plt.plot([-0.25, 0.25], [0, 0], color=(0.5, 0.5, 0.5), linewidth=0.5, zorder=-1)\n", - " plt.plot([0, 0], [-0.25, 0.25], color=(0.5, 0.5, 0.5), linewidth=0.5, zorder=-1)\n", - " for p in [95, 50]:\n", - " circle = plt.Circle((0, 0), \n", - " radius=np.percentile(distances, p), \n", - " fill=False, color=cmap(norm(p)), linewidth=1)\n", - " plt.gca().add_patch(circle)\n", - " plt.xlim([-0.25, 0.25])\n", - " plt.ylim([-0.25, 0.25])\n", - "\n", - " frame_off()\n", - " plt.gca().set_aspect(1)\n", - " if i == 0:\n", - " plt.ylabel(f'{r:.2f}', fontsize=8)\n", - " if j == 0:\n", - " plt.title(f'{int(l):d}', fontsize=8)\n", - "\n", - "fig = plt.gcf()\n", - "plt.text(0.511, 0.984, 'Branch length', \n", - " fontsize=8,\n", - " horizontalalignment='center',\n", - " verticalalignment='center',\n", - " transform=fig.transFigure)\n", - "plt.text(0.004, 0.465, 'Noise ratio', \n", - " fontsize=8,\n", - " horizontalalignment='center',\n", - " verticalalignment='center',\n", - " rotation=90, transform=fig.transFigure)\n", - "plt.subplots_adjust(0.03, 0.01, .99, .92)\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "a4f56672", - "metadata": {}, - "source": [ - "The overall pattern is similar to the ARI heatmaps. The spread increases with noise\n", - "and that effect is stronger for larger branch lengths. This figure can also be \n", - "shown as a heatmap like with the ARI values:" - ] - }, - { - "cell_type": "code", - "execution_count": 28, - "id": "c4130b90", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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B6elpfNNOpdPpMNKmUqmOqEtERF8blDhh0FKeIIl5d69WlL1clmWh1TpP3rC/vw9FUSJrmV0MYM+fP8cnn3wSSblAxGNi/QJY1A9NyTLt6ek03LSnpwPA3/xsunX81rfiu0wg9xujtTJej1l+0LvVb4xqUMahUQiCgKWlpXC9bbDt1d7e3tDkEoO8fv26ZxeRarUa3yAGzOahiYiSaFBra5B+AWrUZOjDdKcKFAQBi4uLUFV17LyyT58+haqqEAQhXPh8enqKSqUSyTMHIg1is3poIqKbJAgw3ZMzhrXQRqWqaphv9mKdk+x6bxgGTk5OcHx8DMMwsLm5Cdu2cXR0NNGzdot0nVjw0I1GA2tra/A8Dz/96U+Ry+WirIaI6EYJWkrda7wcxwm7ACdRq9XC8bDAxRyz40in00in0xBFEQcHBwAASZIGJq8YR6RBbFYPTUR006iq2vNbatt2RzKJVquFYrF46XT6QV2P5XK5YxJHkKd2kuxGmUwGf/EXfwHgfMPkP/mTP8GrV68uXWw9iUi7E4OHvn//fvjQwSI3IiIaX7CtlKIoyOVycBwHuq53TLzwPA+NRqNj+yrXdaHretjSUlUV+Xweq6ur4b26rkNV1bAc13XRbDYnmtShaRp0Xcf9+/ehaRqy2SxOT0+Hbo91VZEmAD44OICu69ja2sLp6WnHQ0e9wC0umACYojCL2YPTlvTZiZMkAP7Bn74e6bo/+4N7Y9eRdKenp3Bdd6KNki8TaUtsYWEBW1tbAM67Fg8PD6fy0ERElCzpdHoqsSDSMbFnz551zDyZ1kMTEVH8bWxs4Pvf/374+tmzZ5HXEWkQ29ra4vgXERHh0aNH0HUd+/v74bGFhQU8fvw40noiDWK6rk+0wSQREb0bms0mPM/D8vJyeGx5eXmitWeXiXRMTNM0uK6L+fn5jvUFp6en+Nu//dsoqyIiohi7LK/j4eFhZFlGApEGse7UJYGoH5qIiOItm83i2bNnOD09BXCeknBtbS3S7V6AiINYMDORiIhuNk3TsLy8jFarhVu3bqHdbkMQhMiHnCJPAExERLS9vQ3TNOG6bpjC6uL4WFQYxIiIKHJbW1soFApYXl6eSvAKRDo7kYiICDifrf7ixYup18OWGBERRW5Ws9UZxCb0LuQd/Nbtb0y1/Gl/RrPIO/iTv/7HqZb/h787/pYXN8W0czNO4je//avX/QixM6vZ6pEHsY2NDRwcHODP//zPAZynGfn000+jroaIiGJsVrPVIx0Tm1WaESIiIiDiIDarNCNERBR/L1++xIMHD7C0tITV1VV8+eWXkdcRaRCbVZoRIiKKt6dPn6JUKqHdbiObzcJxHIiiiC+++CLSeiIdE5tVmhEiIoo3wzDgOA6y2Wx4rNVqoVKp4Kc//Wlk9USeAHgWaUaIiCjestlsRwADgHw+j3Q6HWk9kXYnptNpNBoNWJaFra0tWJYFz/Nw586dKKshIqKYk2UZz58/7zmeSqUirWcq68SmnWaEiIjirdlswjRNmKYJQRAAAL7vo9FoYHV1Fb7vw/M8pFIpfP7552PXE2lL7OXLl3j16hUA4ODgAEtLS/j+97+Ps7OzKKshIqKY8zwPhUIB6XQa7XYb7XYb6XQay8vL4b/n5ubCADeuSFtiqqqG419ra2sAgNu3b0OW5UgH8oiIKN5mkTcRmMLsxHv37uHg4ACtVgu+7+P27dv46KOPoqyGiIgIQMTdiYIg4OjoCJubmyiVSrh9+zYA4OTkJMpqiIgo5mY1vBRpS6xcLkMURaRSKTSbTQDAj3/8Y7Tb7SirISKimJvV8FKkQUySJPziF7/oOCaKIra3t6OshojoRjIMA81mE7lcDo7jQJblkZJJ+L4P27ahqiosy7o0u/y4Zfczq+GlqW/FsrCwMO0qiIjeeYZhwLKsjuQRuVwOpmkin8/3va/VasG2bYiiCNd14ft+ZGUPMqvhpYmCWJDUMdhqJZPJYH5+HsD5Gwg+rJOTE3z11VeTPSkR0Q2maRo0Tes4ViqVUK1WB2ZFyufzyOfzlwavScseZFbDSxMFsZWVlY6WlizLmJub67lu0IdHRESD+b4P13V71lTlcjnUarVYlj2r4aWJgtiTJ086Xuu6PtHDEBG9y+7evdv33Js3b/qeazQaAHp3Crls55CrmmbZ3aYxvBT5mNjZ2VmYvfiDDz5AuVzGN7/5zairiY3D0+lvmZ5N/8pUy//Z2c+nWv4sPqNp+/3f/vWplv/f3v7TVMv/4ZP/NNXyAeCzp/9+6nXE1W99a7r/jQa9Wf2yW/i+P3bmi2mWPQuRBrGDgwMUCgUIgoBMJoOdnR1UKhW4rov3338/yqqIiBJnUGtrkH5BJIq9GqdZ9ixEuth5fX09zFz/9u1beJ6HnZ0dlMvlKKshIrpRginx3fMLhrWirrvsWYg0iLXb7Z7s9aVSaeL9YwzDgCzLKBQKsG174LX1eh2pVKrjf/V6PTzfarUgyzIURRmpPCKi6yaKYjhF/iLHcVAqlWJb9ixE2p3Yb5+Yw8PDscus1+swTROWZcH3fWSzWTSbzUsX6wGA67qwLAuSJIWp/i/+pVEoFNBsNpHP5+G6LnK5XPiaiCiuVFWFrusdgcW27Y4p8K1WK8yU0d2CGtQ9OErZ4zo7O4Ou6zg+PkYqlUKxWMSHH344cbmByBMAP378GOvr65ibm4PrulBVFYuLi2OXqapquH5BEARIkgRN0/rOhHQcJ+y+FASh4/9IwzAAIAxYoiiiVCpB13XOrCSiWAt+1xRFCbNq6Lre8Qe453loNBrwPC/87XNdF7quo9VqATj/Tc3n81hdXQ3vHaXscRweHkLXdWxsbIQ9cnt7e3j27Fm4vnhSkQaxra0tFItFZLPZsFWWz+fHjuau68J13Y4PUhTFju7By+6pVqtwXReiKGJjY2Ngn64oiuxSJKJEGDa/QJKknowYoij2LGQep+x+Dg4OsLKygnq9ju9973sd53784x9jc3Oz49jy8jIODg7GqusykY6JAYBlWXj79i1evHiBRqOB/f39MN3IVQV9tBfXK8zPzw9sFiuKAkVRwsCZzWbDAcqgqXwxCHIhNhHR+BYWFlCtVnH//n1sbGz0nNvY2MA///M/h8devXqFt2/fRlb/VHInBgOFkxonwFzs09U0DYZhoFqtQtM0iKIIy7LC/t98Po9GozG0u3PQAsX/+F/YiiOim61UKuHw8BCiKOLBgwcwDAPvv/8+lpeX4TgO3n//fZyengI4by1GMdYWmCiIPX/+HMB5SynosrvYarrYjXfnzp0rlx8Ewov9u8fHx1caY+uedSNJUpjHCwDm5uZ6/nogIqKrSaVSePjwIRYWFrC2toaVlRV88sknKJfLKJfLODw8RCaTmXi2ereJgtiLFy8uDV6Bvb29MCfX8fHxlcsPxsKC8a3g34MGGy9eC5y35vq1Cmu1GiRJGjqNdNACxfoX/zDwXiKimyBI7CuKInZ3d7G+vo7V1VU8f/4c3/zmN5HNZqdS70RBbHd3t++57e1tGIYx0cQOAKhUKtB1PZwyb9t2x5R9RVFQLBZRKpXg+z6KxSIcxwFwPt3UdV0oitJTbr1e79l6gIiIxtO9xGpzcxOtVgv379/H06dPcf/+/anUO5UxsdXVVdTrdSiKgh/96EcTlaVpWhiogPPW3cVuStu2kcvlAJx3XwbXBlvBdK8pq9VqOD4+Ri6Xg2VZEz0bERGdN1p2d3dxfHyMdruNVCoFRVGQz+dh2zbK5TJ2d3dRrVYjrzvSIHZ0dBS2hHRdD7ekntSgNVxBqytQqVRQqVT6Xj/oHBERXc3h4SEcx+npmXv69ClkWcadO3fw4sULGIaBpaUl1Ov1SHPpRjbF/vnz58jlcmi322g2m5EFMCIiii/btvHZZ5/1HC+Xyx1rcMvlMnZ2dvDw4cNwUmAUIglijx49QrlcxvLyMprN5lT2jCEiovhZWVnB2toaXr16haOjIxwdHeHVq1col8uQJKnjWlEU0Wg0Lt08eVwTdScG3Yeu66JWq0WWRoSIiJIhnU5jfX0dqqrCtm2kUilIkoTNzc2+S6sePnwYWf0TBbF8Ph9umLa/v4/V1dWO88FiZc/zsL+/P0lVREQUUwsLCwNnq0/TREGse6bgRRcD2Luc2mnauy4D098ZeRbvYZr+5mfJ3zl62r63Kk+9jv/5D/9rquU7f3861fL/g/TB2Pcm/b+hJJsoiHHsi4iIgPMtV7rz5L5+/RqqqoZJKGq1Wk+S4ElFngCYiIhunuXlZRwdHYWv9/b28OGHH4abJbfbbeTzeXzxxReR1juVxc5ERHSzFAoFqKqKnZ0dAOf7Nx4eHnbkSvR9H4qihNdEgS0xIiKaWC6X61gXtri42JPsVxCEyHMoMogREdHEjo+POybxdedSHHZ8XAxiREQ0Mdu2kU6n8erVK+zt7eGrr77Cy5cvAZyvKX758iXOzs7CbPdR4ZgYERFNbHt7u+P16upquARra2sLtVotkqTw3RjEiIhoYoOWXG1ubmJzc3Mq9bI7kYiIEotBjIiIInF2doZHjx5hfn4et27dwq1bt/Dd734Xq6urka8PCzCIERHRxA4ODnDnzh14noe1tTV8/PHHyGazePjwIdrtNu7fv3/pli2T4pgYERFNzDAMeJ7Xcez09BSmaYbjYevr63j+/Dk++eSTyOplS4yIiCYmimLPse7Fzpubm3j79m2k9bIlRkSUEIZhoNlsIpfLwXEcyLLcs/HkOPe1Wi2sra1BkiTMz8/DcRw0Go2BO5V0626FBRzH6Xj93nvvjVTeqBjEiIgSwDAMWJYF0zTDY7lcDqZpIp/PT3xfsLmxIAiQJAmmaY4cwIDzltiDBw/w6NEjpNNp+L6PnZ0dLC0tAThPCGzbduRbc7E7kYgoATRN69l4uFQqoVqtRnKfaZpot9s4OTmBaZqXdg8Osra2hnv37uHhw4eQJAmlUgmZTAaffvopgPPkv81mE4qiXKncYRjEiIhizvd9uK7b0zLK5XKo1+uR3zcuTdNwcnKCZrOJk5OTjuwcDx8+xO7uLu7duxdpnexOJCKakbt37/Y99+bNm77nGo0GACCTyXQc7349yX2WZaHVagEA9vf3oSjKSONt3dLp9Ew3TGYQm9Af/6U79Tp+89u/OvU6kuy3vpX8reF/8tf/ONXyc7+RHn7RhKb9PXX+/nSq5U/iW7e/MdXyg3GkfmNUvu9fem7U+wRBwNLSEkqlUng8m81ib29v4HhbHDCIERHNyKDW1iD9glC/GYFXvU8UxY4xMEEQsLi4CFVVYVnWlZ511jgmRkQUc0GA6Z7ZN6ylNep9qqrCdTt7lURR7DkWRwxiREQxF7SUuoOK4zhhF+Ak99VqtXA8LOC67pVnKF4HBjEiogRQVRW6rnccs20bGxsb4etWq4VisdjR8hrlvnK53DGJw/d92LYNTdMifhfR45gYEVEClMtlAICiKGHmDV3XOyZeeJ6HRqMBz/PCrsJR7tN1Haqqhq9d10Wz2Yz9pA4ASLWj3iv6hvnBn76eeh3TnvX1LszuS7ppz06chWl/T/9r4++nWv5frf/e2Pf+nffzka77Tma6sxhvInYnEhFRYjGIERFRYjGIERFRYjGIERFRYjGIERFRYjGIERFRYjGIERFRYjGIERFRYjGIERFRYjGIERFRYjGIERFRYjEBME09b9+7kPtx2p/R7//2r0+1/HchN+Msdqce169NeWdn6o8tMSIiSiwGMSIiSiwGMSIiSqxEBLFWqwVFUVCr1YZeaxgGZFlGoVCAbdtXPk9ERMkR64kdvu9jbW0NrVYLruv2bLHdrV6vwzRNWJYF3/eRzWbRbDYhiuJI54mIKFli3RITBAGmacJxnJGuV1UViqKE90qSBE3TRj5PRETJEusgdpEgCAPPu64L13WRz+fDY6Iohl2Gw84TEVHyJCaIDeO6LgAgk8mEx+bn5+F53kjniYgoeWI9JnYVvu9PdH6Qu3fv9j13b/3Pxi6XiIgm8860xILJGRdbVsfHx1hcXBzpPBERJc870xILxrpc1w0D1sUxsGHnB3nz5k3fcz/409eTPDYREU0gMS0x3/d7ugQVRUG9Xg9fVyqVcBq+7/uwbRsbGxsjnyciomRJTBC7jG3b4YQNANA0DZlMBsViEbIsY29vr2NW47DzRESULInpTmy32z3HLls/NmxB9LDzRERxZRgGms0mcrkcHMeBLMuQJCmS+8Yt+7olJogREd1khmHAsiyYphkey+VyME1z4Nj+KPeNW3YcJLo7kYjoptA0Daurqx3HSqUSqtXqxPeNW3YcMIgREcWc7/twXbdnDD+Xy3VMbhvnvnHLjgt2JxIRzcigxAmDlvI0Gg0AnRmHLns9zn3jlh0XDGIT+rM/uDfytcEXeNCX9aaL62dU+t63r/sRQuN8RnF6/lmY9ffol6f8SxosL+o3m9r3/UvPjXLfuGXHBYMYEdGMjBtU+wWRYblfR7lv3LLjgmNiREQxF2QZ6k74MKwVNcp945YdFwxiREQxJ4oiRFHsSO4AnK+VLZVKE903btlxwSBGRJQAqqr2JGvoTp3XarVQLBY7WlWj3DfKNXHFMTEiogQol8sAznPGBlk1dF3vWIzseR4ajQY8zwu7AUe5b5Rr4irVviyfE01FXGfexQk/o+H4GQ3Hz+jmYBAjIqLE4pgYERElFoMYERElFoMYERElFoMYERElFoMYERElFoMYERElFoMY0TumOwce0buMQWxGXNcNV8PPzc1BlmX+2AzAz+bcsO9NcHxubg6pVAqpVAqFQuH6HphoxhjEZkRVVSiKAsdxsLe3B9u2sba2dt2PFQv8Ie5v2PdGVVVsb29je3sbpmmiVCpBVdVrfOLZaLVaUBQFtVqt55xhGJBlGYVCAbZtX/k8JQszdlwTRVHQaDTQbDav+1GunWEYHbvI7uzsoFgshvnc6GvDvjeFQuGd/k75vo+1tTW0Wi24rgtd1zu+J/V6Hbquw7Is+L6PbDaLZrMZbjcy7DwlD1ti18R1XUiSdN2PEQvlchmlUin8n+u6DGB9DPretFotLC4uzviJZksQBJimCcdxLj0ftFyDayVJgqZpI5+n5GEW+2vg+z4ajQZM07zuR4mdm/BDPK5h35tqtZqIrTOi0r1Zo+u6cF23I/O6KIqo1+sjnadkYkvsGiwvL0PTtNjvmHodqtVq+JcydRr0vfF9H61WKxFbZ0xLsKnjxa7p+fl5eJ430nlKJgaxGVMUBaIosrvsEvwh7m/Y98YwjETswjtNw2a0csbru4ndiTNkGAYncwzAH+LLjfK9qVarN/57FUzOuLgh5PHxcdg9Pew8JROD2IzU63Woqopmswnf9+F5HnzfZ6vjAv4Q9xrle1Ov1yGK4o2fYRd8Jq7rhp/FxTGwYecpmRjEZsD3fciyDOB8TdRFXOFwjj/EvUb93lSrVayurs702eLA9/2eLsJKpQJd1yFJEnzfh23bODw8HPk8JQ+D2AwIgoCTk5OeAXn20X/tpv4QDzLq94at169pmgZFUVAsFgEAe3t7HZ/fsPOUPFzsTEREicXZiURElFgMYkRElFgMYkRElFgMYkRElFgMYkRElFgMYkRElFgMYkRElFgMYkRElFgMYkRElFgMYkRElFgMYkRElFgMYnTjGYaBQqFw5ftqtVpPdvnrMu57IEo6BjGaOsMwkEqlkMvlUCwWUSgUIMtybLL4N5vNcOv6q3AcZwpPM55x3wNR0jGI0dRlMhkAgGmasCwr3OAxLi0HQRDCZ7zqfbPm+z4Mw7j0WcZ5D0RJxyBGUxf82F/80VcUBa7rsvVwRS9evICqqtf9GESxwSBG1youOzmP26qK04aKcXoWollhEKOZc10X1WoVuq53HA923LVtG7lcDrVaDQDQarXCsbSLxwOyLEOW5fC6VCqFQqHQM+amqmpYTqFQQKvV6nmuYrGIubk55HK5K7cSfd8P30OhUICiKFd+zuAZisUicrlcOI5o2zYMw4CmafB9H8ViEbIsX/rZTvIeiBKnTTRllmW1AbTz+XxbkqS2KIptQRDapml2XFcul9uiKLbL5XLbsqy24zjhccuy2u12u31yctIG0G42m+F9pVKpLQhCu1QqtR3HaTuO0xYEoV2pVDquKZVK4WtN09onJyftdrvdrlQqbUEQ2pIktZvNZvvk5CR8jkEqlUo7n8+Hr/P5fFvTtPD1Zc8w7DlFUQzLuOy96rreFgTh0mcZ5z0QJd0vXXMMpRvENM2w+9C2bRSLRZRKJZimGV7jeV5PC+3ia8/zIAgCGo0G8vl8eFwUxY5yFhcXw1aI67qo1+toNpvh+Uql0lFHJpOBZVnha0mSrtSKsW0brVYLmUwG+/v74fHu1t6g5wyeNXhfgiD0vNdBMzonfQ9EScQgRtdCkiSUSiXU63X4vh+O51w2Rub7PlRV7fiB7zZoZl4QSAaNv407nhQElSBYXAwilxk2g7BUKkHXdUiSFH42KysrI5XBMTG6iTgmRtdmlEkdvu8jm82iUCjAsixomjZ2PY1GY2A9kwjq6G55XZWiKMhkMpBlGfv7+3AcZ+TgFJd1d0SzxCBGUxf8uF78kfV9H/V6HZIkDfyRdl0Xvu93dEP6vn+lH+x8Po98Pg9VVTtaTsPK8Dxv5DqC97G2tha2ymzb7pmEMowsy1AUBaZpYmNjoyfQC4Jwpee6yrVEScQgRlMX/JAuLy+HM++Wl5dRKpU6ut88z+sJLPl8HuVyGbIso1AowHVdVCoVVKvVcNGv7/s9P9bdZe3t7UEUxbBVp+t6GDxHuf8y3fc1m02IohjOojRNs2PsbZR6NE1DoVBAKpXC3NxcOIMxaOGtrKwgk8kgl8t1rBcb9z0QJV2q3W63r/shiOhcsAxAkiQAX0+ZF0Vx6Hgb0U3ElhhRTNi2Ddu2wwAGnI+1KYrCbkGiPhjEiGLC9/2esTrf97Gzs9OzcJqIzrE7kShGVFVFvV4Px+symQwURUGpVLreByOKKQYxIiJKLHYnEhFRYjGIERFRYjGIERFRYjGIERFRYjGIERFRYjGIERFRYjGIERFRYjGIERFRYjGIERFRYjGIERFRYjGIERFRYjGIERFRYjGIERFRYjGIERFRYv1/2q9VNzbm9+0AAAAASUVORK5CYII=\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Specify Colormap and ticks\n", "bounds = np.linspace(0, 1/4, 11)\n", - "cmap = mpl.cm.get_cmap('Blues')\n", "norm = BoundaryNorm(bounds, cmap.N)\n", "yticks = [0.5, 3.5, 6.5, 9.5]\n", "ytick_labels = [ f\"{ratios[int(r)]:.2f}\" for r in yticks ]\n", "xticks = [0.5, 3.5, 6.5, 9.5]\n", "xtick_labels = [ f\"{int(lengths[int(r)]):d}\" for r in xticks ]\n", "\n", - "# Draw heatmaps side by side\n", - "sns.heatmap(\n", - " grouped\n", + "sized_fig(1 / 2, 1 / 2)\n", + "fig = plt.gcf()\n", + "fig.subplots(1, 3, width_ratios=[1, 1, 0.1])\n", + "\n", + "kset = kgrouped\\\n", + " .groupby(['branch_length', 'noise_ratio']) \\\n", + " .agg(centroid_spread=pd.NamedAgg(\n", + " column=\"centroid_spread\", \n", + " aggfunc=lambda x: np.percentile(x.iloc[0], 95)\n", + " )) \\\n", + " .reset_index() \\\n", + " .rename(**display_names)\n", + "fset = fgrouped\\\n", " .query(\n", " 'min_branch_size == 12 & '\n", " 'branch_detection_method==\"core\" & '\n", - " 'branch_selection_method==\"eom\"'\n", + " 'branch_selection_method==\"leaf\"'\n", " )\\\n", " .groupby(['branch_length', 'noise_ratio']) \\\n", " .agg(centroid_spread=pd.NamedAgg(\n", @@ -1373,26 +1315,43 @@ " aggfunc=lambda x: np.percentile(x.iloc[0], 95)\n", " )) \\\n", " .reset_index() \\\n", - " .rename(**display_names)\\\n", - " .pivot(index='Noise ratio', columns='Branch length', values='Centroid spread'),\n", - " cmap=cmap, \n", - " norm=norm, \n", - " cbar_kws={'label': '$95\\%$ spread ($b_l$)'}\n", + " .rename(**display_names)\n", + "\n", + "plt.subplot(1, 3, 1)\n", + "draw_avg_heatmap(\n", + " fset, 'Branch length', 'Noise ratio', 'Centroid spread',\n", + " cmap=cmap, norm=norm, cbar=False\n", + ")\n", + "plt.title('FLASC', fontsize=9.5)\n", + "plt.gca().invert_yaxis()\n", + "\n", + "plt.yticks(yticks)\n", + "plt.xticks(xticks)\n", + "plt.gca().set_yticklabels(ytick_labels)\n", + "plt.gca().set_xticklabels(xtick_labels)\n", + "\n", + "plt.subplot(1, 3, 2)\n", + "draw_avg_heatmap(\n", + " kset, 'Branch length', 'Noise ratio', 'Centroid spread',\n", + " cmap=cmap, norm=norm, cbar=False\n", ")\n", + "plt.title('kMeans', fontsize=9.5)\n", + "plt.gca().invert_yaxis()\n", + "plt.yticks(yticks)\n", + "plt.xticks(xticks)\n", + "plt.ylabel('')\n", + "plt.gca().set_yticklabels(['' for _ in ytick_labels])\n", + "plt.gca().set_xticklabels(xtick_labels)\n", "\n", - "# Update size\n", - "size_fig(1/2)\n", + "ax = plt.subplot(1, 3, 3)\n", + "sm = plt.cm.ScalarMappable(cmap=cmap, norm=norm)\n", + "sm.set_array([])\n", + "plt.colorbar(sm, cax=ax, label='$95\\%$ spread ($b_l$)')\n", "\n", - "# Update ticks and colorbars \n", - "ax = plt.gca()\n", - "ax.set_yticks(yticks)\n", - "ax.set_yticklabels(ytick_labels)\n", - "ax.set_xticks(xticks)\n", - "ax.set_xticklabels(xtick_labels)\n", "\n", "# Adjust spacing and save\n", - "plt.subplots_adjust(0.17, 0.22, 0.91, 0.95, wspace=0)\n", - "plt.savefig('./images/branch_stability_flasc_heatmap_95_spread.png', dpi=300)\n", + "plt.subplots_adjust(0.16, 0.27, 0.82, 0.86)\n", + "plt.savefig('./images/branch_stability_heatmap_centroid_spread.png', dpi=600)\n", "plt.show()" ] } @@ -1413,7 +1372,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.9.18" }, "vscode": { "interpreter": { diff --git a/notebooks/Comparison_computational_cost.ipynb b/notebooks/Comparison_computational_cost.ipynb index 8614851..544449d 100644 --- a/notebooks/Comparison_computational_cost.ipynb +++ b/notebooks/Comparison_computational_cost.ipynb @@ -32,6 +32,9 @@ "metadata": {}, "outputs": [], "source": [ + "import os\n", + "os.environ[\"OMP_NUM_THREADS\"] = '1'\n", + "\n", "import time\n", "import sklearn\n", "import itertools\n", @@ -43,7 +46,7 @@ "\n", "from flasc import FLASC\n", "from hdbscan import HDBSCAN\n", - "from sklearn.cluster import DBSCAN\n", + "from sklearn.cluster import DBSCAN, KMeans\n", "import fastcluster\n", "\n", "import seaborn as sns\n", @@ -69,7 +72,7 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "id": "088d682d", "metadata": {}, "outputs": [], @@ -102,17 +105,17 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 5, "id": "41da0547", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "array([0.94655369, 0.81679888, 0.79711493])" + "array([0.9090782 , 0.84162138, 0.77375962])" ] }, - "execution_count": 4, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" } @@ -144,7 +147,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 6, "id": "174e6efa", "metadata": {}, "outputs": [], @@ -178,7 +181,7 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "id": "01c500d0-4fd9-4e39-9257-3824e336752c", "metadata": {}, "outputs": [], @@ -198,7 +201,7 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "id": "3ff6ba22-dc6a-42d8-b32f-e81bcd2e8aec", "metadata": {}, "outputs": [ @@ -206,7 +209,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 300/300 [00:12<00:00, 23.92it/s]\n" + "100%|██████████| 300/300 [00:04<00:00, 63.98it/s] \n" ] } ], @@ -240,13 +243,13 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "id": "51350d47-23ac-42d8-8d5f-eca01f85ebb7", "metadata": {}, "outputs": [], "source": [ "max_time = 80 # seconds\n", - "algorithms = ['fastcluster', 'hdbscan', 'flasc (full)', 'flasc (core)']\n", + "algorithms = ['fastcluster', 'kmeans', 'hdbscan', 'flasc (full)', 'flasc (core)']\n", "sweep = pd.DataFrame([\n", " (x[0], x[1], x[2])\n", " for x in itertools.product(num_dims, num_clusters, algorithms)\n", @@ -261,13 +264,14 @@ " 'flasc (full)': FLASC(min_samples=10, min_cluster_size=100, min_branch_size=20, branch_detection_method='full', allow_single_cluster=True, num_jobs=1),\n", " 'flasc (core)': FLASC(min_samples=10, min_cluster_size=100, min_branch_size=20, branch_detection_method='core', allow_single_cluster=True, num_jobs=1),\n", " 'hdbscan': HDBSCAN(min_samples=10, min_cluster_size=100, allow_single_cluster=True, core_dist_n_jobs=1),\n", - " 'fastcluster': FastclusterWrapper()\n", + " 'fastcluster': FastclusterWrapper(),\n", + " 'kmeans': KMeans(n_init=1)\n", "}" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "id": "eb1fb0fa-f0ac-4d33-96f4-39957cf3fabe", "metadata": {}, "outputs": [], @@ -288,6 +292,8 @@ " \n", " # Extract the clusterer and arguments\n", " clusterer = clusterers[p.algorithm]\n", + " if p.algorithm == 'kmeans':\n", + " clusterer.n_clusters=int(p.num_clusters)\n", " \n", " # Evaluate num_repeat times\n", " for i in range(num_repeats):\n", @@ -325,12 +331,12 @@ "id": "22243c8e-240c-48d3-a60e-49015d587950", "metadata": {}, "source": [ - "The cell below actually evaluates all the settings and runs in about 4 hours!" + "The cell below actually evaluates all the settings and runs in about 2 hours!" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "id": "2b94f037-f50e-4fba-8c5c-964911d2078a", "metadata": {}, "outputs": [ @@ -338,7 +344,7 @@ "name": "stderr", "output_type": "stream", "text": [ - "100%|██████████| 120/120 [3:28:28<00:00, 104.23s/it] \n" + "100%|██████████| 150/150 [2:16:19<00:00, 54.53s/it] \n" ] } ], @@ -357,7 +363,7 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "id": "1a33f5fb-5067-4e83-bb34-f2c2724461ab", "metadata": {}, "outputs": [], @@ -399,7 +405,7 @@ }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 3, "id": "1889d96a-c308-48e2-afdc-0ff251cbfaeb", "metadata": {}, "outputs": [], @@ -414,18 +420,20 @@ " 'hdbscan': \"HDBSCAN*\",\n", " 'flasc (full)': \"FLASC (full)\",\n", " 'flasc (core)': \"FLASC (core)\",\n", + " 'kmeans': 'kMeans'\n", "})\n", "\n", "melt.algorithm = melt.algorithm.replace({\n", " 'hdbscan': \"HDBSCAN*\",\n", " 'flasc (full)': \"FLASC (full)\",\n", " 'flasc (core)': \"FLASC (core)\",\n", + " 'kmeans': 'kMeans'\n", "})" ] }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 4, "id": "cfd18d97-a601-4575-8c51-df28173e900e", "metadata": {}, "outputs": [], @@ -455,13 +463,13 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 11, "id": "891bc919-2bb9-4e5e-bb9e-5a0b1fa0596d", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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\n", 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", 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\n", + "image/png": 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", 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" ] @@ -492,18 +500,18 @@ ], "source": [ "nu_dims = len(num_dims)\n", - "ylim = [15, 40, 80]\n", - "ticks = [[0, 5, 10, 15], [0, 20, 40], [0, 40, 80]]\n", + "ylim = [60, 60, 60] #[15, 40, 80]\n", + "ticks = [[0, 30, 60] for _ in range(3)] #[[0, 5, 10, 15], [0, 20, 40], [0, 40, 80]]\n", "for i, nd in enumerate(num_dims):\n", " sized_fig(1/nu_dims, aspect=0.8)\n", " sns.lineplot(melt.query(f'num_dims == {nd}').rename(**display_names), \n", " x='Num points', y='Run time (s)', hue='Algorithm', \n", " legend=False if i > 0 else \"auto\",\n", " hue_order=[\n", - " \"FLASC (full)\", \"FLASC (core)\",\n", - " \"HDBSCAN*\", \"fastcluster\", \n", + " \"fastcluster\", \"FLASC (full)\", \"FLASC (core)\",\n", + " \"HDBSCAN*\", 'kMeans',\n", " ],\n", - " palette=['C0', '#a6cee3', 'C1', 'k']\n", + " palette=['k', 'C0', '#a6cee3', 'C1', 'C2']\n", " )\n", " plt.gca().set_xticks([0, 50000, 100000, 150000, 200000])\n", " plt.gca().set_xticklabels(['0', '5', '10', '15', '20'])\n", @@ -523,48 +531,26 @@ "id": "2c37fefa-9f0e-46a8-8a11-b397cef2efed", "metadata": {}, "source": [ - "In general, FLASC's performance scales similarly to HDBSCAN\\*, especially when \n", + "In general, FLASC's performance scales similarly to HDBSCAN\\*, especially when\n", "the data has more than 2 dimensions. \n", "\n", - "As expected, the *core* detection method results in shorter run-times compared \n", + "As expected, the *core* detection method results in shorter run-times compared\n", "to the *full* detection method, especially with more dimensions.\n", "\n", - "What follows are a couple of validation plots used to ensure that FLASC detects \n", - "clusters with branches and does not classify too many points as noise. \n", - "First the number of detected groups:" + "What follows are a couple of validation plots used to ensure that FLASC detects\n", + "clusters with branches and does not classify too many points as noise. First the\n", + "number of detected groups:" ] }, { "cell_type": "code", - "execution_count": 26, - "id": "f4575477-4f65-48d3-84e2-e0218c3df9a1", - "metadata": {}, - "outputs": [ - { - "data": { - "text/plain": [ - "array(['fastcluster', 'HDBSCAN\\\\*', 'FLASC (full)', 'FLASC (core)'],\n", - " dtype=object)" - ] - }, - "execution_count": 26, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "melt.algorithm.unique()" - ] - }, - { - "cell_type": "code", - "execution_count": 30, + "execution_count": 7, "id": "865082cb", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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3F4kATcPVM4TT17wYDykOoZYIsSZNCY2McRFWxHk2xHyIutjt3LkTBw4cQElJCXusoaEBhw4dIqEnd0nkX5Z4IRbmnZOZyswzUb8/nz+AM9d6cbknvEi1QadgsyFkCZANMR+i/i3RNM0ROoApdUfMOwnRJNrmnZNZbmae/SPj+OjyHY7Q8XlAQaoCa9JUUEmF0EhFy1bogBiI3VSBhu3t7dHuipDkRNO8czLLxcyTpmlc6x1G06Xb6A6Jn5OJ+NiYpUYeJUvIbIj5EBNb9p///Ofo7OxEX18fzpw5g507d6KoqCjaXREIMRt5LQczzwBN47tb/TjR3oORcW6R6s1ZGqQrJVBKRFAtYRGcxSTqu7G/+93vUFZWBr1ez47yTCZTWHUnAoEQO0Z8fpzq8uBq7wjneB4lQ75OzoaVJGo2xHyISehJY2MjXC4XTp8+DYPBQIpkEwiLiHtwFF90etAXElYiuusmnKmWLotsiPkQs9xYg8GwbBZ3CYREgKZptLuH4LjqhS8krEQlEWBNmgqUTBSXtSEWi6iPYV955RV0dHRE+7IEAmEaxv0BOK568dUVD0foMlUSbM7WIEUugloqhEIsTEqhA2Igdr/73e+WdS4hgRBvDIyN4yNnNy52c8NKVqXIsS5DBZVEBLVMvGzSvuZL1MUu1PWCQEgEpjMijXdu9o+g6eJt3BmcKFItFfKxKUuNfJ0CCrEQaunySvuaLzGxZXe5XEhJSeGs2fX29uLixYvR7o4QQwoLC8PMO2tra3HkyBG0traybQAmX9XtdkOn07F5pqHXCbZxuVyorq7mZD44HA7YbDa43W64XC7Y7Xb2Zyd4DmByciM5FDc0NMDtdkc0Cy0rKws7HppqVl1dDbfbzXrXJUrISYCmceH2AM7e6EXIrBVamQhr05RQ3p2yLucg4bkSdbGbamNiPlY+hKVnsuNHMHc1lJqaGk4+qV6vR2trK+fnINgm6Bnn8XhYQVyog/FUzsgAI2ZFRUUcEZtsVhD02UsUoRsbD+BUlwdXvJOKVFNSGHQKyMSChKoNsVjEJM6OsADGhgD/2MztFoJADIjlMzabjUvx5NelpaWsi0lQpELbBO3OQwVnIQ7G0zkjB0eZJSUlrCsxwA1EpiiKFctEwDPswxcdPegdmQgrEfJ5KEhTIFt1N6wkAYOE+4bHcN07gmytDGqpKCZ9RF3sjh8/ju3bt4cdP3PmDCwWC9xuN/bv34+f/vSn0e468XnvJeCkDaBj7PHE4wPbqoHHX56xqc1m4+SgTlcEJ0hFRUXYOlhwhNbU1IRDhw6FnZuvg/F0zsgAk0PrdDpRUlLCTr1DCXVhiWdomsYV7xBOdXnh80/MW5ViAdamK6GViyEXCSETJVZtiKGxcfyfzzrw6ol29I/48JdPrsePHsiPSV9RH+darVacOXMGr776Kvr6+tjjP/vZz+B0OrFnzx789re/xRtvvBHtrhOfk3WxFzqA6eNkePWvSFRXV8NqtbL/zabITah5Z+h1gsJksVg41cfm62A8kzNykOCan8ViAZB4Zpz+QABnrvfi8w4PR+jSlWJszaaQIhdDLWFi6BJF6AIBGsfO3cTT/3wCtccuwD04Bp+fRnPb7Zj1GfWRndPpRGFhITQaDaqrq1kfu+APZn5+PiorK1FRUYHnnnsu2t0nNtuqFmlkJ2D6ihEulytsqhrEZDLBYrHAarVypqTzcTCeyRk5VDCbm5uh1+sTrhbK8Ng4vuj04NZAiJswD9Br5cjXyRMyG6LtRh8OvnceH1/s5hwXCXjYvSU7Zv3GJIPC7XZDo9GgoaEBv/vd7/DSSy8BAPLz8wEwP9iz3bDwer1oamqCxWLhmDGGEqwOFdxlM5vNYb8g0WoTUx5/GSj5r3GzZhfJkXjysUjfY3AUOFUbr9fLKZgzHwfj4PR2KmfkYD9BKIpCc3MzCgsLE6b49e3+EXzR6cGQb6J2q0TIx9o0JdKUkoTLhnAPjuIfGy/htVNXMObn2mgWrtRi37ZcFOZpY9Z/1MXOaDSy3nXl5eWw2+3QaDTz+kIcDgdbSSpY/X0yQUfa0Ng+o9EIu93O/kJEq82iIJYDmFmIFovJn7nX6+Uc83q9OHjwIE6dOgWv18uGcUwWlOBUM9gm+DkH3x+sYGYymdgRn81mQ21tLcxmc5iDcXV1NSoqKjh9hH6XVVVVbKhKUBBNJhNsNlvEtbt4gqZpXLwzgK+v9yJUEyiZCOvSlVBLhAlVG8I37sfvv7qCfz5+GT2D3D/keTo5zEU5uFevAyUXI10tidl9RN2peMeOHdi5cye2bt0Km80GnU7Hxi81NzfjscceQ29vLwoLC3H58uVZXTMYrtDa2homPEajEVarlfPLZbFY2HitaLaJFonqdEtgiOX35/MH0HLVi45JRapzNFKsSlVAJhJCKRHMqobIUkPTND69dAcH37uA8zf6OOfUUiF2b87GrnsyoVNIkK6WIEUhjukoNeojO5vNhrKyMrhcLpjNZpSXl2P79u2w2Ww4duwY/uIv/gLt7e0zFkGeDcH6B5PXhoxGI7sbGK02BEKs6Rvx4fMONzzDEyabQj4Pq1IVyNHIEqo2REf3IA6+dx7Hzt3iHBfyeXhkTRrMhTnI1siQqpIgQy1dlDXHqIudXq8PG7FNXij2er14/vnnF9xXS0sLgOljv6LVZiY2bNgw5blz587N+jqE5KTLO4yTVzwY809sTilEAqzLUEErFyVMNsTAiA+/OX4Z//ZFB0Z83I22TSs02LstD2uzVNApxMi4aze1WMTM4mkqJtenWAjBtaOpSt2Fri8ttM1yLKdHWHr8gQC+vdmP87f6OfWC0xRirE1XQSFJjGyIQCAAe+tV/EPjRdwKqUMLANkaKczFufjeqlRoZCJkUTIoJYsuPYsvdtFkKgEKHUlGq81MkNEbYa6M+Pz4stONG/3cItX6FDnyKRlkYmFCZEO0dLjxt+98h6+v9nKOKyQCPLUxC09vWoEUFTOS08pFS7Z7nNBiFwxfiLRjCDAiFq02BEI06Rkcw2cdPRgcCwkrEfCxNl2JdJUEcpEAsjgPK7nhHcbB99rwztnrHDMCAY+HBwtSsLc4DzlaGdJUUqSpJEseC5jwYhcMSwndpXU6neyuarTaEAjRgKZpOHsG4bjWC3+IQmikQqzPUEMtEUApEUEsjN9p64jPD9vHTtR96sLgqJ9zbl2WCi/em4d7sjXQKSTI1Ejj5lkWJHavvvoqgImF/EgjoGBcldPpxMGDB+fVz3TTSYvFApvNxhGlYCX3aLchEBbCeCCA1i4vXJPCSlaopVidFgwrie9siLe/vo7a99vQ5eE6rqSrJDAX5eKxNWmg5GJkaaRQLMG63HQsKM5ux44daGpq4l6Qx0OkS2q1WvT09Mzp+i6XCzabjQ0uLi0thclkQkVFBWcElmgZFCTOLrGZz/c3MOLDZ51uuENqtwp4jFtJjkYG2d2wknidtn53vRd/9fZ3ONnOHXjIRAI8vjETz21dgVSVBJlqKSi5eInucnoWJHa9vcyCZDBjAmAE0GazQa/Xs8deeuklbNu2jeTC3oWIXWIz1+/veu8wvrziwWhI7Va5SIANmSpoZSIo4zgbwj0wCuv7bWhwXONMu3kA7jem4MV787AyRY50lRSpSgn4cTwqXdA4M1Tkgmi1Wo7QAcDLL7+MgoICInYJxnTpckH/ucmQMJ0JAoEAvrvVj29vcsNKUuVirM9UQSGO32yIcX8A/3qiHf/y4WX0hXjnAcCqNAV+eN9KbM7TIkUhRqZGGvehMUAMLJ48Hk/E41HOSiMsAm63e0rhCjraTKaysjJiDnOyMTrux4l2N74JEToeAL1Ojs3Zaqiloru1IeJPJI633caOf/wEB99r4widTiFG9cMGvPz8Rjy0Og1rMlTI1ckTQuiAGOzGVlVVobi4GPv374der4fL5YLVakVZWVm0u1qWDI8PwxfwzdxwAYj4IsiEslm1nSqLpKmpCVarlfWKA5jRXkNDA2pqahLG4jwWeIbG8FmHG/0hRarFAh7WpquQoZLEbTaE8/YA/uad7/DxxTuc4xIhHzs2ZGBPUS7SVVJkaqTQyGLjJhxLoi525eXlcLlcqKysZI9VVVXht7/9bbS7WnZYT1pxuO0wAjH2s+Pz+Ni3dh8s2yyzfk9ZWRnMZjOqqqrgcrlQXl6Ouro6TnGdYCGc0BCe4KaP2+1GRUUFu9sdNAEN/jEMttdqtbDb7bBarWhpaYHdbmc3iaqrq0FRFJqamjg+dvGEq2cQrVe9GA9Z31JLhNiQqYZGyuy2xttIqH/Yh79vvIjff9XJMQcFgG35Wvzw/nwY0hR31+Vim6wfS2KyN3zgwAEcOHAAvb29Edf1CJGpb6uPudABQIAOoL6tftZiV1tby6nS5XA4UF1dDYfDgbq6Ohw4cAAulwtGo5GtEBZsZ7fb0djYyDrXBJczysrKUF5ezvEqBCZMGRobG9mCO6WlpWhqaoLb7WbrRcSb0I0HAjhzrReXQmq3AkCWWoK1aUrI4zAbIhCgcfirK/iHpotwT7JeWqmT40f3r0RRvo5J1ldJIIwzkZ4rMQ2EIUI3N/au3bsoIzsBT4C9a/fOqm1whB4ab3jq1CnU1NTAarWisrISBw4cYA07e3p62JoVR44cgdvtZp1jQg09g0Jnt9vD1v6CokpRFLv+V1paCrPZDLPZzLoYxwtDY+P4rN2N7qEJwRDwgIJUJXK1srjMhvjS1YO/+uM5tN3s5xzXyEQoL8zB4/dkIkUpQZZmcZP1Y0lMxK6mpgYOhwPHjh0DALzyyiv4xS9+EYuulhWWbRb8J9N/iqs1u4qKClRWVnJ2X4Mjq/LyclRWVsJisbA27EajkRN7WVRUhAMHDnCu6fV6YTab2Vqtk2M1p8Lj8aCurg6FhYURvQ2Xglt9I/iyy4uRkLASmZCPDZlqpMhFcZcNcc0zjL9551xE66Wy9RnYe28uMtUyZGqkMavytVREXez279+Po0ePcv6Kbd26FT//+c/Jut0skAllkGF2QrQYmEwmdoMpWNs1dLe1pqYGFouF3YU3GAxsBbLgOl9oxTCTyYSjR4+yYjlboQuKbVVVFTsaXGqxG/b5cba9BwFM/KynyEXYkKmCUiyKq2yI4bFx/PPxy/jXE+2ceD8A2JpL4c8eyEdBhmpRTDSXiqj/yQkuRodaOZWUlMz6h5oQPwTtr6qqqmAwGFBWVhYWR1dVVYWqqqqwmqxer5etIVtYWAiz2cxOV/fs2cOauwaFMbTaWFBMg6mGALP7azab2VHkUuYsB2ga/gCNYZ8foRFV+VoZtmRroJGKoZbGh9DRNI03HFfx6Csf4X995OQI3QpKhprH1+Kvd2/ANoMOazJVSFVKlqXQATGwZd+5cyeOHTuGPXv24OjRowCA9vZ2FBUVzTldbLlCMigSl/FAAH3DPlzrcKJvxIcung5CAR/r0lXIVEviKhviTJcHv3rrXJj1klIixHNbV2D3lmykqZhk/Xi551gSE6fiV155hU0lO3PmDCorKxe3SheBEANGx/0YHPPDHzI+UEoE2Hh3NBcv2RB3+kfw3949jz+euc7J3BDweXhsTRp+eN9KZFOyJTPRXCqi/qRWqxUlJSVwOBwQCASgaZqtCUogJCI0TWPI5+dsQgCASMBHUY4GCqkkLmpDjI0HYPvEid9+5MTQGNd66Z5sNX7yoB7rstVLbqK5VERd7DQaDVpaWtDc3MwuKkfTip1AWEwCARoDY+PwTUqC5/MAmYgPlVS85FZGNE3j2Lmb+G/vnsfVSdZLGWoJfnjfSjyyOi1uTDRDGRgbwFvOt/DGpTfQO9qLv3vo73Bv1r0x6Stm31JJSQkROUJC4/MHMDA2znHh5QOQiATggbFoWuq0rws3+vBf/3gOX0WwXnpmazae37oCGRoZMtTxY6IJAK5eF+rP1+OPzj9iaHzC3+9/f/u/E0fsKioq2ILHodTU1MzbvHO5wePxwOfzEQgEcOfOHaSkpJBNijhj2OdndltDjgn5PMiEfAwNDoDH47H/LQXeoTFY32/DkVNdHDHm8YCHC9LwZw+sRK5OgWxKCrk4Ptbl/AE/Prn6CQ63HcaXN74MO8/n8WMmdEAMd2MnU1BQgEuXLkWzq4Tmxo0bxB0kTvEHaEz+pQhOXQEegvqmUqmQk5OzqPc27g/g/3zegX9qvoT+SdZLazKU+On3DNiUo4krE83e0V68cekNHLlwBNcGroWdV4gUeDT3UVSsrsDWjK0xu4+oSP6hQ4fw0ksvAWBio1JSUgBMOGa43e451WBNBrKysqBQKHD79m34fLHNmCDMDv/d9bnJJpVSkQAiAQ9BoePxeFAqlcjOzl7U+/v4wm381dvfoX1S/m2KQowf3b8S29emIUMtixsTzQvuCzjcdhjvut7FqH807HyeKg8783di37p9SJWlxvx+oiJ2e/bsAcAslNbW1sJisXBGLRRFsW0IE6jVaqjVatA0Tfz+lpguzxBaurzw0TSCCREKsQAbM1XQyMScbIjFnr623xnAX70d2Xpp9+Ys7CnOQ6ZaGhcmmr6AD81XmlF/vh6O246w83weH8WZxfi+8fvYlb8LIsHipaRFfRp76NAhjr0TgRDP+AMBnLneh4t3BjjHM1USrE9XQSERLlltiP4RH/5H40X8+5dc66WgJfpPHsqHIVWJLI0MMvHSbpR0D3ej4WID7BfsuD18O+y8WqxGSV4J9q7di3Up65bgDmOwQVFcXIy+vj6o1Wr22OTXBEI8MOS761YSYm/E5wGrUpTI18mgEAuXxPEjEKDx2qkreOXYRbiHuNZLxjQFfvo9PQrzdEtuoknTNM52n0V9Wz2OdRzDeGA8rI2RMmJn/k7sXbMXlJRa/JsMIeoju+LiYlRUVHBcTtrb21FXV0d2Ywlxw82+EXze6ebkikqFfGzMUiNVIVmybIivXD34VQTrJUomwov3rcTj92TcXZdbumT9Uf8o3m9/H/Vt9TjXcy7svJAvxP1Z9+PZVc9ie952CPjxkYoWdbErKipCS0tL2PHi4mLW54xAWCpomsZ3t/rxzY0+zo5rilyMjVkqKCWiJcmGuOYdxt++8x3e//Ym57hIwMOTG7Owb1seVujkS2qieXPwJo5cOILXL74Oz2h4rRmdVIfSlaXYu3YvVlGrluAOpyfq09hIu669vb0Ri7MQCIvJ2Lgfn3e6caNvYmcwWATHmCKHQiJa9CDh4TE//ueHl/Dqp+HWS9vydfjZ9/QoyFAtmYkmTdNoudWC+rZ6HL9yHH7aH9ZmnW4dduXvQsXaCihEikW/x9kSdbELFrH+5S9/Cb1ej5aWFlgsFmIEQFhSegbHcKKjh5MzKhbwsCFTjUyVFEqxYFFHTDRN480z13HwT+dxu58blpGnk+Nn38vHfYZUZGmkUC2BieaQbwjvuN5BfVs9Lnsvh50X88V4KOchPL/qeTyU8xD4vPgPio/6NBYAzGYzXn/9dfB4PNA0DZPJhOPHj5NNCsKScOnOABzXvJxMA0oqxKZsNdRS8aJPW89e9eIv3/w2zHpJJRVi77Y87N6cjSyNFLolMNHs6utC/YV6vHnpTfT7+sPOp8vTsWPlDuxbuw+56tyFd9jjBM4cBr5tAEb7gaf/CVj39MKvG4GYiB3AbEo4HA4YDAZs3Rq7qGgCYSr8ARpfXXGjc1JyfB4lw+o0BZSLPG293TeC//7eebx5+jrnuIDPw64NGfjhfSuxMpWp4rWYyfoBOoDPr3+Ow+cP48S1EwjPHwE2pW3Ck/on8eyqZyETLdBJe9gDfPsGcOb3wLVW7rlVZcAPGhZ2/SmIWQ2K06dP4/333wdAalAQFp++ER8+be/hFHkW8nlYn6FCtkYKpXjxShqOjvtx6FMX/uW4E8M+7prX1lwKlQ8bsCFbvegmmv1j/Xjr8lt47cJr6OzrDDsvE8rwSM4jMK82ozizeGGjTL8PuNwEnP534NIHzOvJ8IXA6l3z72MGSA0KwrLjimcIX13xcGq3KsUCbMlSg5IzlkyLMW2laRofnLuJv3nnPK55uaPLbEqKnz1kwMOrU5GpWVwTzcuey3jtwmv4o/OPGB4fDjufrcxm0rjW7kOmInP+HdE0cP30xDR1OHwHFwCgyQEKdgBrHgeyC+ff3wxE/RMO1qAITQ8rKSnB/v37o90VgcAhQNM4fa03LBsiSy3F+gwlVBIRpEL+oqyDtd3sw6/eCrdekosFqCjOxfOmHGRTskUz0RwPjOPjro9R31aPr25+FXaeBx4KMwrxtOFpPGV8CmLBAkwEeq8BX78GfH0Y6Anf3AAASNSA4VFgzVPAiq2APAWQUUAMY/IWJfSkvb2dLZxCIMSCobFxnGjvQc/QxPSIzwPWpquQd9d+fDGmre7BMfz6WLj1Ep8HlK7LwJ8/uBKGNKawzWKsy3lGPKzjyI3BG2HnFSIFtuduxwtrX8CmtE3z72h0AGh7Bzj9H0DHCSDCuh/4QiD3XmYEp38UUKYBMh0gXBx3FlKDgpDw3Owfweftboz6Q2q3igTYnKVCioIpghPraavPH8C/fd6Bf4xgvbQhW439DxuwJU+7aCaa3/V8h/q2evzJ9SeMBcbCzq9Ur8TO/J14ce2L0Mnm6UgU8APtnzAbDW3vAr6hyO3S1gKrdzLrcVQeINMC4sWPx4v6bmxvby9bgyIYehKsGZqfnx/NrghJDk3T+PZmH76dlFqVphBjY5YaKokIMlHsp60fXbiNv45gvZSukuAnD+lRsjYdK7SymJto+vw+NHY2or6tHmfunAk7L+AJsC1rG75v/D52rtwJoWCe93O7jVmHO3sEGLgZuY0iHSgoA9Y+AaRvAOQ6Zuq6hHUvYhZ6QmpQEGLJ2HgAn3X04GY/NxtiVaoCBp0cSqkI4hhPW113BvDXEayXpCI+zIW52FOcg1ytPOYmmneG7sB+0Q77RTu6h7vDzmskGpTmlaJiTcX8HUcGu4Fv7Mwo7uY3kduI5ID+YWD1E8DKBxiBi/E63FyIutgRW3ZCrOkZHMWJdjeGQsI4JAI+NmWpkK6SQiGObYHq3mEf/qnpIv7vF51hRp+PrknDTx/Kx+oMdUxNNGmaxtd3vsbh84fR2NmIcTrccaSAKsBO/U68sOYFaCSauXfiGwEuvs8InPM4EMHVBDw+s4O69nHAWAKosphp6iKtw80FYstOSBhomsal7kGcnpQNoZWJsDlbDY2UCRKO1bTVz1ovXYBniBsntiZDiepHjNim1yFDHTsTzZHxEbzX/h7q2+px3n0+7LyIL8L92ffjuVXP4bG8x+aexkXTQNdJZpp67g1gtC9yO50BKNjJTFN1BmajQSyfxxMtHsSWnZAQjAcCONnpQeekeDW9To7VqUw2RCwX/r+8a710YdL6YIpCjD9/MB+P35OJbEoeMxPN6wPXceTCEbxx6Q14R71h53VSHXbk78C+Nfugp/Rz78DdzqzBnTkMeMMDjAEwgmbczqRzZW9hRnBLvA43F4gtOyHu6R0ew4l2N/pGJ6ZRIj4P92SqkK2RxXTa2uUewt+9ex7vn+MuxIsFfDxjysYP7l2JlSmKmJho0jSNkzdP4vD5w/jo6kcI0IGwNutT1uMJ/RMoX10+d8eRkV7g3JvMNLUrPPYOACCQMOtva55k1uOUaYBUEzfrcHOB2LIT4ppOzxBOTsqGUEuE2JythlYuhjxG09bB0XH8rw8v49Cn7Rjzc0XmwVUpqHrYgPVZmpiYaA75hvC2823Ut9XD2esMOy8RSPC9Fd9D+epyPJD9wNz6948z629nfg9cfA8YDy+EA/CAzI3Aml3A6scB9Yq4XYebCzHbjSUQFkKApuG46sWlSeEcORoZ1qUroJaKYzJtDQRovHnmGl5+ry3MesmQqsD+R4x4sCA1JiaaHb0dOHLhCN68/CYGfANh5zPkGcxUde0+5KjmUMKRppkd1DP1wDdHgaHwHVsAjKgV7ATWPcXExsm0cb8ONxeIEQAh7hgaG8en7T1wh2wCCHjA+gwVcrVyKGM0bf3C2YOD753H2UnWSxqZCD++fyWe2boC2ZQsqiaaATqAE9dO4HDbYXx27bOIbbakbcGTBsZxRCKUzP7ifTfuhoscBu6Eb2YAAMQqwPgYI3A525i0LYkqYdbh5sKyMAJwOBxslkZKSgqcTidaWlrQ3NwMiqLYdnV1dWhtbYXRaITT6YTZbA7L7JhNG0LsuNE3jM87PJypo0IkwOZsZsoYi2nrt9d68fL7bThxiTviEfJ52L0lGz++Px+GNEVUTTT7xvrwh0t/wGttr+HqwNWw8zKhDI/mPoo9q/egMKNw9s88NsRkM5z5PdD+MRBhnQ98ISNsa55gAn+V6Qm7DjcXlo0RgMvlQm1tLSiKQmlpKex2e5jQNTY2wm63s8eMRiPsdjtMJtOs2xBiA03T+OZmH85N2u3MUEqwMVMFtUwMSZSnrZ09g/j1sQt452x4zui2fC32P7IKm3M1UTXRvOi5iNfaXsM7rnciOo7kKHOwI38HXlz7ItIV6bO7aCAAdH4GfF3PbDj4BiO3S13D5KWueQLQ6Zlp6iLWbV1qlo0RgN1un3YEZrVaYbVaOcfKy8tx8OBBVtxm04YQfUbH/fisw41bodkQPGBNmhIGnYJToDoa3O4fwW+aLqH+VBcnKBgAVmco8dOH9Hh4dVrUTDTHA+P4sOtD1LfV49TN8KJTPPBQlFmE3YbdeNLw5OwLR3dfYgTu69eAvmuR27BpW08DWZuYrIaFmm8mKElhBOD1euFyuTgjPYAZtdXW1s66zXRs2LBhynPnzoWXmyMw9AyO4dP2Ho6ppVTIx+ZsDdKVkqgWqO4b8aHuYxdePeHCiI87vcuhZPjxg/nYuT4DmRpZVDY/3CNuvH7xdRy5cAS3hm6FnVeJVNietx0VayqwMW3j7C465Aa+fZ1Zh7vuiNxGKAP03wPWPsX8X566bNfh5kLUxc5qtbJGAAKBgDUCiPXIqLGxEQ4H8+WfOnUK1dXVrMAGSztOHnWGvp5NG0L0oGkaF+8M4PS13kklDUXYfNdkM1quvSM+P/79iw78y4dOeIe5mQ8pCjF+cF8edm9egRXa6Gw+nOs+h8Nth/Fe+3vwBcIdefUaPVs4elaOI+OjjLvvmXrm/xGuCR4PyDYxealrdgHqbEBKAUtQ+zZeibrYaTQadnNgsYwAKIpCcXExysvLATCjNL1ej+bmZphMJjbAefKoLYjX651Vm6nOAWT0Nhd8/gC+uuJB16RsiFUpchSkKqGUiiCMwvTRH6DxuuMq/uGDi7jZN8I5p5IIYS7KQXlhLlamyKFYoFPwmH8MH3R+gPrz9TjbfTbsvIAnwL1Z9+LZVc+iNK90ZscRmmbqM5ypZ1x+R7yR22nzGeukdbuB1IKkW4ebCzHznCkpKVk0txODwQCDwcC+pigKRUVFsFgsaGxsnFKkQtcRZ9OGsHB6h5naEP2h2RACHjZlqZGtlkEehUpfNE2j8btbsL7fBucd7mK9RMjH7s3ZePG+POhTlQvOfLg1eIt1HHGPhP+sUBKKKRy9Zi9W61bPfEHvlbtpW/WAOzygGAAzYltVykxTc7cl9TrcXFiQ2L366qsAJqZ6kQTD6/XC7XbD6XTGzPXEYrGgurqaI3gGgwFNTU3sv4P3Mvnegvc9mzaEhdHhHsTJLi9nU0AjFWJLtgY6uTgqU8ivXD04+F4bznR5OccFfB7K1mfgx/evxJpM9YLs0GmahuO2A/Vt9WjubI7oOLJauxq78nfhhTUvQCVRTX/BkT7g/B8Zges8EbmNQATkPQisfRJYVQIo0sg63BxZkNgdPXqUFZQgQcPOyWi12piJXW1tLYqLizliF5xCAxMjP5fLxQkhcTqd7NR3Nm0I88MfoNF61QtnD3eUlaeVYV26CmqpEMIFri2dv9GHl99rC/OW4wF4cFUq/vzBfGzKoZCiEM/bdml4fBh/cv0J9W31uOC5EHZexBfhwRUP4rlVz+GR3EemdxwJ+AHXh8xO6vm3gfGRyO0y7mFCRdY9BWhyyTrcAliQ2AU3HTSaCa+sHTt2wGazQa+fcF546aWXsG3btoV0NS1VVVWc3V6v14umpia0tk7UpLRYLLDZbBzhampq4myczKYNYW4Mjo3jU1cPPCEbAwI+D/dkqJCnlS942trlHsKvj13A219fD6t6sCVXg58+pEdxfgrSVPOv+XC1/yqOXjiK1y+9jr6xcMujVFkqylaWYd/afcjX5E9/sVvnmHCRs0eBgfAdWgCAKpuxMV//fSBjA1mHixKLZt4Zaz87i8XC/tvlcqGmpiYsEJhkUCwu13uH8XmnGz7/pJKGKzRIU0gWNG3tHhjFb5ov4fBXVzgmAQCwKl2JnzyYz8bKzSeMhKZpfHHjC9S31ePjro8jFo6+J/UePJHPOI5MWzi6/xazyXCmHrg1hcuvWAkYHgPW7wZWPkjW4WJA1MVux44d+OCDD8KOr1q1CpcvT1FWjbCsCNA0vrnRh+9ucbMhstVS3JOphkYqnHcSff+ID3WfuPDqp+1hBadXUFL8+P587NjAxMrNR0wHfYN46/JbqG+rR0dfR9h5iUCCh3Mehnm1Gfdl3Tf1up9vGLjwJ2aaerkZoP3hbXgCZoNh7ZNAwS5AncmswxFiQtR3Y6uqqlBcXIz9+/dDr9fD5XLBarWirKws2l0R4pARH5MNcXtgIhuCzwPWpaugT1FAMc9p6+i4H//xRSf++cPL8E5yCdYpxNi3LRe7t6xAzjwL27T3tqO+rR5/dP4RgxHSrTIVmdixcgdeXPcispXZkS8SCABdX95N2/oDMNofuV3qasY6af1uxuWXrMMtClEXu/LycrhcLo6nXVVVVcxMAAjxQ/fgKE64ejA8HlrSkI8t2RpkqKSQzWOk5Q/Q+MPpq/j7Dy7iRi93EV8hEaDclIM9RbnITZFDPcdEfX/Aj0+vfYrD5w/jixtfhJ3ngYct6YzjyDPGZ6Z2HOlxMuEiX782tcuvPJWper/hGSb4V0aRdbhFJqZ+dr29vZzNC8LyxdkziJYuD6c2RJpCjM3ZalAy8ZxrMtA0jebzt/Hy+224fJvr7SYR8vHUpizsuzcPhlQlqDmGkfSO9jKOIxdew7WB8JxSuVDOOI6s2QNTuinytYfczOjt63rgani+KwBAKGXcfdc+xYSLyFMBkXTW90mILsS8k7AgAjQTVnI5xGSTB6AgTYGCFAWUUtGcp60tHW783Z/O4/QVL+c4nweUrsvAjx/Ix5pMFVLm6EZywX0B9W31eNf1Lkb84aEeuapc7MzfiX1r9yFNnhZ+Ab8PuNTICNzF9wF/ePFp8HhA1lbGXWT9bsYQk6zDxQWxrdpLWNaMjvvxqasHdwYnfulFfB42r9AgRyOb87S17WYfrO+14cMLd8LOPWBMwU8ezMfGHAqpytmHkfgCPhy/chyHzx+G43Z44jyfx0dRRhF2G3fjCf0T4Y4jNA1cP81MUb9tAIZ6IndE5TF5qRueAdLXAhINWYeLM4jYEeaFZ2gMn7h6OLVblWIBTCs0SFNJ51Sg+qpnCK8cu4C3zoTHym3K0eAnD+Sj2JCCdJVk1tPh7uFuvH7xdRy9eBS3h26HnVeJVSjJK8ELa17AhtQIjjW9V5lYuK/rge6LkTuRapi0rfXPALn3MeEiM+W8EpYM8s0Q5swVzxC+7PTAH7ICkqGUYHO2BpRMNOtRV8/AKH5znImVC43FA5h6D0ysXDoyNJJZO6CcvXMW9W31ONZxLKLjiEFjwC49k8allWq5J0f6gLZ3mFFc+ydAhNg68EVMta21TzI7qsp0sg6XIBCxI8yaAE3j7PVenJ+0YbAqRY41acpZr88NjI7j0CcuHPrUhaExbvxZlkaKH92/Ejs3ZCJLI5tVHdYx/xiOdRzD4fOH8W3Pt2HnBTwB7s++H8+uehbbc7dzHUfGx4DLjcwo7uL706RtbWDEbcOzjNOIRDnjfRHii5iJXUdHB+e11+vFli1bYtUdIcaM+QP4vL0HN0LchAV8HjZlqpGrlc2qNsTYeAC//7ITvzl+CZ5JsXJauQgvbMvDM1uykU3JZlXv4ebgTTaNK5LjiFaiZRxH1u5FgbZg4kQgAFz5nBG4796a2j5JmcnYJ93zHOPyS9bhEpqoi92vf/1rvPTSS5xjNE2Dx+PB748QRU6Ie/pGfPjY2Y2BkFGYXMSsz6WrZp5iBssTvvLBBVz3ToqVEwvwnGkF9hTlIU8nh0Y+vcjRNI2WWy2ob6vH8SvH4Y+QmbBGtwaP5z+OijUVUIqVwTcy5QS/sTMbDX3XI3cgVgGGR5i8VMNjd/NSyQRoORD10BOdToeqqipUVFSAoijWIsntdi+avx0helzrHcbnHW5O/mmqQowts4ifo2kaH124g4PvncfFW9ypr1jAxxMbs/CD+/KgT1XMWNRmyDeEd9vfRX1bPS55wnOsRXwRHlrxEJ4reA4P5zw84Tji6WAE7psG4E5b5IsLxMw63OrHgbVPAMoMYC4lCwkJQUzEjhheJj40TePcrX58c4Pr8pGvlWFdhgoqyfQbEa2dHvz3P51Ha6eHc5zPA7avTWdi5TJUSFVKprVc6urvwmttr+EPl/+A/rHw9Ks0WRpTOHrNPuRp8piDg91MwO/Zo8DVk5EvzOMDKwqBVWXMOpwmZ1kVhCaEE5Pc2DNnzpD1uQRm3B/AF50eXO2dsE3n84B7MtVYqZVPWwTn0q1+HHyvDcfbwsM97tPr8GcP5GNTLoV0lWRKM4AAHcAX1xnHkU+ufhLRcWRj6kY8oX8Czxc8zziOjA4AXx9hRnHO45ET7wGm0n3BDkbgUgsYtxFigJkUxCSDYufOndizZw/HxNPr9eIXv/hFtLsiRJmB0XF84upG78iE+65UyMfWFdPnt3qHxvDrYxdQf/IKJjku4Z5sNf78IT225euQoZ7acmlgbABvOd/Ca22vRXQckQqkeDjnYexZvQfbsraB5/cxwvbNUaDtT0CEOqwAGNPLgjJgw3NA5kYmPo4IXNIREz+7oNll6Jod2aCIf271j+BEew/GQmLeKJkIW7PV0MklEUUqEKBx5FQXrO+3hVXu0qcq8GcP5OOR1WnI1EintFxyeV043HYYbzvfxtD4UNj5LEUWdubvxIvrXkSmLB3o+ooRuHNvAsNTLJnIU+4G/H6fCfiVUcu+4j1hemKyZtfQ0IDt27dH87KEGDJVWcMcjRQbMtVQT1Ht60yXF//5D9/g3HXuul66SjIRK0fJoIxQucsf8OPjqx+jvq0eX974Muw8DzyYMkx4Sv8Unl71NCTdlyc2Gnq7Ij+IWAHoHwHWPQ0YSxjBIzuphLtE/SehqKiIUwuCEN/4AzROXvGgwzMxouIBWJeuhD5FAaVEGBYo3DMwioPvtaGh9SrnuFjIR7kpB/vuzUOuTh6xcpd3xIs3Lr+BI21HcH0wPPxDIVLgsdzHsGf1HmyVpDDi1vwocPu7yA/AFwEr77+7k/o0oEonO6mEiER9ZNfe3o7a2lriX5cADPn8+NTVDXdIgK9YwMPmbA2y1NKwQOFxfwD/8WUn/r7xIvpHuBW17jPosP8RA9ZnaSLusLa523D4/GH8qf1PGPWPYjJ5qjzs0u/CvrxdSHF9woziroR7zAFgdlKztjDrcPeUA1QusTAnzEjUxW7//v2w2+0oKipiyw96vV54PB6cPDlFGABh0ekeHMWnrh6MhBhtqiVCbFmhQUqEsoanOtz4z3/4JixeLpuSYv/DRjy8Og1ZlJQTYOwL+NDc2YzDbYdx+vbpsHvg8/jYlrkN31+5E7tG/BCeewO43AQEwksTAmAcfgt2APc8z/ybpGwR5kDUp7FutxuFhYXQaDTsbmzovwlLj7N7AC1XvZxd0yyVFBuzVFBLRZxA4dt9I/jbd8/j7a+5U06piI89RbnYU5SDXJ2CM2XtHu5mCkdfsOPOcLhdk0aswfbcR/FDuQEFHV8CDf8f4AvfmADA+MEFd1KztwASNdlJJcwLYt6ZRExntLkqRQmlRMgGCvv8AfzriXb8U/MlDE9K1n9oVSoqv6fHmkw10lXMlJWmaZztPovD5w/jg84PMB5hdGakjNhNbUBFbz8Ube8CQ92Rb1SmYzYY1n+fyWyQaUlOKmHBELFLEiIZbQr5PGzOUiNLI+MUwjlx6Q7+8q1zaO+eVNRaJ8f+Rwy435iKrLuhJKP+Ubzf/j4Otx3Gdz3hmwhCvhAPpWzEvnEx7nOdBG+qGg0i+YSFecEOspNKiDpRF7uamhoYjUbOMa/XC6fTSTYtlojeYR8+cnZzjDYVYgG2rtAgRS6BTMQHj8fDNe8w/ubtczh2jlu8WS4WYG9xHp41rUCulknWvzFwA0cvHsXrF1+HZ9QzuUvoxBrslmTihze7kH57ipxUvhDIu58pCL3u+4AqExCKo/rsBEKQqIsd/+50I3RzQqvVwmAw4NSpKQqTEGLGVe8QPu/0wB+yQJemEGNTlhoamRgSIR+j43787iMXfvvxZYz4JjYseAAeWZ2Gn31PD2O6EmlKCRy37zqOdB1HgA6E9bdRkoYXBkaw6+p3EEcyvwQvZCf1eUC7kuykEhaFqM8TAgHuL4DX60VVVRVeffXVaHdFmAaapvHdrX6cnZTIr9fJsTpNAbVEBKGAj+Pnb+FXfzyHLg831UqfKsf+R4woytdBpwQar7yN+rZ6XPaGFzqX8ITYScvwoxsurBm5EvmGUgomQkXS1zIBwATCIrIoa3Yulws///nPcezYsVh3RQAwHqDxVacbV7yTE/lVyKXkUEqEuOoexl++9S0+vsjdLVVKhHjx3jw8vTkbtLAb7115HW9eehP9vnDHkSyeGC94vXje2wPN5IRYAFBlTeykrihkqmyRnVTCErFoGxTE+mlxGPL58YmzG56QPFWJkI+t2RqkKSXgA/ifH17GoU9dnLoPPB5QsjYdP3pgJTyBb/B+1+v47NqJiI4j940F8AN3Nx4aHkFYtqlUM7GTqn+YVLsnxA1Rn8YWFxdDp9NxjrW0tKC4uDjaXREm0TM4hk9c3ZxAYY2UCRTWSkX4sO0O/ubd73Czl+sWXJCuxI8fysAd+gRePvsrdA2E557KaeCZvn680N8PvW9SWIlADOQ/xOykrnkSUKSSnVRC3BH1n0iKoqDRaACAFb3S0lJUVVVFuytCCO3uQZy84okYKOy6M4j/910HTnd5Oe/RyER4spCHYWkTfnPxGIb94RZJ+jEf9vb1Y/fAIBShkwAeH8jeyoSJbDQzNkpkJ5UQx5A4uwSHpml8HaHi1+o0BaR8Pv65+TLeP3eTc47P86Nw/Q3Qqs9woTc8jYtH03h0aBh7+/px38goOKtsOiOwegewsYLZaCA7qYQEgYhdAuPzB/B5hxvX+yampUI+D6t0cvyh9RrqT3HrsfIEg1iRdxZQfYFeX7iTsNrvx/P9g6jo78eK8ZCsCXnqRKhI3n3E3ZeQkCxY7IIhJTqdjo2tC12zCx4DgPz8/IV0RQhhYHQcH7u60RfiPiIT8nG1exC2j10cVxK+9CqojJMIKE7DT4cXjl4zOoZ9ff14fHAIsuCPg0gOGB4F1u1mRnJSkrJFSGwWLHY7duyIKHJBmpub4XK5QFEUenp6FtIV4S43+kbweQfXUTjgp1H34WV09gQT6schVH8LWcoXgDQ8RUtI0ygdHMLevgFsHb07VeUJgNx7gTW7gA3lgCqDbDQQlg0xncYeOnQI1dXVMJlMsNvt0Ov1seoqKZiq4te3XV4c/qITNA3whH0QUV9BrD0JnjA8Nk7n98PcNwBz/wAygjb56euZjYZNLwApRrLRQFiWxEzsKioq0NDQgKqqKpITGwXGxgP4orMH1/smjC/9gQAaTnbhTKcHfNkViLWfQ6j+BjxeeBrXppFR7OvrR9ngEMQAoM6+u5O6B1hhIhsNhGVP1MWuo6MDZWVlcDqdsNlsqKysjOblkxLP0Bg+be/BYIjVUs/AKP79xEX04CTEus8hkIZbnIsDNHYNDmJf3wA2jI0xXnDG7UwZQeN2ktFASCqiuiDz6quvorq6Gnq9Hq2trdi6dWs0L5+UtPcM4lSXByHLc2i5chnvtb8OQfpXkAnDY+Myx8dR0TeA5/oHoIMAWPkgU+l+w7PMzirZaCAkIVEb2e3fvx91dXUoLS2F3W5nA4sJ82N03I/Wq1503k3Qp2ka7QNncMx1FB6cASIMyLYNj2BvXz8eHRqGMHMzsLoM2Pwi4yxCyggSkpwFi11w2upyuWC1Wkkh7CjQ5R3CqS4vRscDGPMP4xtPM07fsuO2Pzw2ThYI4OmBQbzQN4BV8izwVu8ANu8FsjYDgvDqXgRCsrJgsdPpdPB6vaAoCmVlZWHng0Wy3W533PvZ1dXVobW1FUajEU6nE2azGaWlpYvWf4Bmyhq2u4fQM3oV39yox+m+TzCMcIvzPJ8PL/QN4GkfH5SxlAn4NWwHxGSjgUCIxILX7JqbmzmBw6GECl3w3/FKXV0dGhsbYbfb2WNGoxF2ux0mkynm/Y8HaHzQdhPfdr2Nr28fxdnArYjtHhoaxt6BYTyQXgjhQ7sZkZNrY35/BEKiQ9LF7mI0GmG1WlFeXs4es1gscLlcHAGMBWc7nHjz87/FidHTuMEPDxtRBgJ4pn8A5eJMGAqeAs/0Q4BaSXZSCYQ5QMLjwYxAg1keoRiNRtTW1sa076HRUfyX5mfRLqSBSZukq8bG8LxPiCdXPAxt6U+YeDiy0UAgzAsidmD89oDwdLdI6W9TsWHDhinPnTt3bspzN+60o0MQQHB7lU/TeHCExjPa9Xj0wf8HYsPDROAIhChAxA4Ta4vTrT1OdW6hGHPWYo9wE74eOYd8OgUvrHsGhff9HBCSnVQCIZoQscPUIjcXG/npRm8z8V9+cHje7yUQCLODhNIDMBgMABC2YzzTiI9AICQOROzAiJ3BYIDL5eIcdzqdnN1ZAoGQuBCxu4vFYoHNZuMca2pqQk1NzRLdEYFAiCYkzi6Epc6gIBAIsYOIHYFASArINDYO2LBhw7RxesuNZHteIPmeOR6fl4gdgUBICojYEQiEpICIHYFASAqI2BEIhKSAiB2BQEgKiNgRCISkgMTZEQiEpICM7AgEQlJAxI5AICQFROwIBEJSQMSOQCAkBUTsCARCUkDEjkAgJAVE7AgEQlJAxI5AICQFpLrYErOc3JFra2vhdDoBAC6XCxaLhfMsDocDlZWVKC0tRUpKCpxOJ1paWtDc3MwpapQIn0k0nyURnhdgShd4vV4UFhaG1VQ2GAwwmUzx/R3ThCXDZrPR5eXlnGMGg4FubW1dojuaPwcOHKCdTif7urGxkQZANzY2ssdaW1tpiqJoADRFUXR5eTnnPTSdOJ9JtJ4lUZ6Xpmm6tLSUBhDxv+D9xvN3TMRuCTEYDLTdbuccO3DgQNgPQiJgMBg4wkbTNG0ymejS0lL2dWtra1ibSNdJhM8kWs+SKM9L03TEe2psbOTcfzx/x2TNbonwer1wuVxhNWmNRiMaGhqW5qYWyORSlDqdLuzYdCynz2Q2z5Joz1tdXc157XK50NjYOKdyo0v5zGTNboloaWkBgLC1j8mvE4XgWl0oLS0tYeswjY2NcDgcAIBTp06hurqabZNon8lCnyXRnnfyd2m1WsPKjwLx+x0TsVsivF4vAIT9hQs9P9W5RKCurg4AcOjQIfYYRVEoLi5mRwJerxd6vR7Nzc0wmUwJ9ZlE41kS6XknU1tbC7PZHHY8nr9jMo1dIqb6Qt1u9+LeSAxwOBywWq1obW3lPKfBYOBMeSiKQlFRESwWC/s6EvH4mUTjWRLpeSdz8ODBiLun8fwdE7FbIgwGA4CJEV6Qmf7yxTvBkJPW1lb2GYNYLJawNTyDwcAeS6TPJBrPkkjPG0pw1B6JeP6OidgtEQaDgfNDEMTpdM5pwTeecLlcsFqtaGxsZH9oa2tr2fO1tbXsWk7oe4K/AIn0mUTjWRLpeUNpbGwM+0MWJK6/45ju9RKmxWazcUIzaDp+Y6xmwul00iaTibbb7ex/k+OpqqqqaI/Hw772eDycGC2aTpzPJFrPkijPG4rBYAi75yDx/B0TW/YlJlGi52dCq9WGTU0A4MCBA7Barezr4NoNwPzFr6mpgclk4rwnUT6TaD1LojxvELPZDIPBwPleQ4nX75iIHYFASArImh2BQEgKiNgRCISkgIgdgUBICojYEQiEpICIHYFASAqI2BEIhKSAiB2BQEgKiNgRCISkgIgdgUBICojYEQiEpICIHYFwl9raWhiNxqW+DUKMIGJHiDoOhwNarXbK+hNlZWXTeqItFZGs5QnLByJ2hKhDURS8Xi/KysqmPB+PRPu+vF5vXIp6skLEjhATKIqCy+UKq0gVJF6LykSTo0ePcuyOCEsLETtCTCgtLYXVakVdXV3Y6Ean0yXN6I4QPxCxI8SMAwcOoLS0FNXV1dPWjy0rK0NhYSHnGI/H44yKzGYze52ysjJotVq2upXFYoFWq4VWq+XYwE+FxWJh+ywsLAyzEZ/LfTU1NcFsNqOsrIxT+7Surg5Wq5WdzodW4vJ6vaiurmavHzr6DR5vamqC0Whkn2eqfgizh5RSJMQUu92OwsJClJWVcTYAQqexU42mQndGvV4vmpqaAAA2m40VvbKyMlitVlitVlgsFlgsFhw4cGDK+wmKTmNjIwBmB3aqegqzua/gcxkMBjgcDrZKVlVVFQBGWIN9BSkpKUFFRQVbc1Wr1YKiKNb51+VywW63w2azsfc2VT+E2UPEjhBTKIpiBc9sNsNut8/6fZNfFxUVsQIRFAGz2cxafldUVKC2tpZT4CUUl8uFhoYGtLa2ssemE8bZ3BfACFok6/FINvVNTU1wOBzQ6XQ4deoUezx0dOl2uyMWn56qH8LsINNYQtSZ/EtuMplgs9nQ0NAQcXdytpsVkQRwuteTCQrKVCM5gHvvs7mvoHBONSWefI3gdL6xsRF2ux12ux0ej4cz+ot0fzP1Q5gZInaEmDBZ8KqqqlBVVYXq6mo0NTVNK0xerzfiqGimPmZ6T1BEWlpaZrz2bO/LZDKxggUAlZWVs7qHuYrVXPshhEPEjhB1plpPstlsMJlMYZsVRqORFSCXy4XKyko2Vi+U2QjgdJhMJphMJlgsFvZaLpdryuvOdF8Oh4PdKAgWvZ68Fjn5sygtLQVFUaisrGQ/h6ampmk3VmbqhzA7iNgRoo7X651S8Ox2e9iorqqqCkVFRdBqtaiursahQ4dgMBg4GxpTXTNUqILnpxPF5uZmGAwG6PV6FBYWwmazsfczuY/Z3NfBgwfZDRiv18tZk9yzZw90Oh2MRiNnB7e1tRUGgwGFhYUwGo2w2+3s2qHb7Y54/9P1Q5gdpJQigUBICsjIjkAgJAVE7AgEQlJAxI5AICQFROwIBEJSQMSOQCAkBUTsCARCUkDEjkAgJAVE7AgEQlJAxI5AICQFROwIBEJSQMSOQCAkBUTsCARCUkDEjkAgJAVE7AgEQlJAxI5AICQFROwIBEJSQMSOQCAkBUTsCARCUvD/A8zoiFSlpr6KAAAAAElFTkSuQmCC", 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1d0SEhChBEGAZHIX5Ki9KK8lIcaeVBHeF8wPLLTz72hl0+/SmuCdPiSd3FOGefBXSUsIjZ245VhTsDh06BABQq9UAXMnCvnieh9VqhcViwYEDB1YyHSFha8YpoKPPhm6rOK2kZDatJC6IaSWDI5P43789h9dOXhONM4mxePwhDf773dnIYZKC1ugmVKxogWLnzp1oa2sTb1AmQ6BNqlQqDA4O+o0Tst6NTM7g/e5B8D5pJVtzlNCog5dW4nQKMJr78H/fPA+719wyADu3ZKH+YQ2KMuRQJoZfztxyrOjMzmg0AoDniQnAFQBbWlqg0Wg8Y/v378e2bdtWMhUhYenabFrJ9CqnlczXtnBDahKe2lGE+4vSkClPCNucueWQPPWktrYWr7zyit94cXExLl26JOVUhIQspyDgzKdD6OoXp5UUMInQ5TJBazQzMe3Az9svofWP/m0Lv7StAF+8twAF6vDPmVsOyRco5nsMjNL5SKSYnHHggx4rbnillUTPppVszJAjJkhnU+9dvInnXjuNPp+2heUbVHhyRxHuymOgXic5c8shebCrr6+HXq/Hnj17oNFowHEcDAYDqqqqpJ6KkJAzOOqqViJOK4lGeT6DbEVCUNJKBoYm8KNfn8VvT38qGlcnx2HPZ1n82Z3ZyFaur5y55ZA82FVXV4PjONTV1XnG6uvr8eKLL0o9FSEhQxAEXB4cRecqppU4nAL+/aNeGN6+gJHJGc94lAz4b3dl4/GHWGgzUpCyDnPmliOoj4vZ7XbR4gUh69GM04kTfTx6fNJKNqan4M4seVDSSrqu29F05LRf20JtejK+XVGM+7SpSE+JX7c5c8tBz8YSsgLDkzM4yg2Cn5hL7Yhzp5WkJkt+2bpQ28KvfqYAX9AXIFeVuCrloMJNUC7im5qasGvXLs/rF154IRjTELKmrvLjeOd8vyjQMYkx2K5NAxuEQGc624/Kn76Hl492iwLd/dpUHPpaOb61vRhsegoFunlIfjG/Z88evPrqq6LT59LSUuzdu5fu25F1wSkI+OTTIZzzSSvZwCRCl8dIntZxnR/HD9/owu/O9ovG0+XxeGK7Fru2ZCEzhBvdhArJg53ZbIbVasXu3bs9YxUVFdizZ4/UUxGy6iamXWkl/SPeaSUy3Jktx8Z0uaQBZ8bhxC8+6MFPTRcx5tWLwt228BsPaMCmpwQtZ2+9kTzYuZ+T9dbd3U0NdkjYuzU6iaPdgxifnqsWkhwXjbI8BjmKBEkXAz7u49F05DTO+rRQ3Jgpx9OVxdimUUMdJo1uQoXkwU6j0eCFF16A3e5aJTp16hTq6upQWVkp9VSErApBEHDp1ihOXhOnlWSmxKM8n5E0rWShtoX/84FC7C7PRw6TGFaNbkKF5KuxdrsdFRUV6Ozs9BQFYBgGnZ2dnlaKhISLGYcTx/t49Nrm0kpkAEokTivxtC38dRduDovbFj5ckoZvbS/C5hwF5GHY6CZUBC31pL29HRzHgWVZVFRUBGMKQoJqaGIaR7sHYZ+YS9iNi45Caa4ChWrpVlv7rGN47vUzeM+nbWGWMgFPPlKEqs2ZSEsJ30Y3oYLy7AgJoI8fx4e9VtHD9KrEWOjzGaiTpLlXNu1w4uD7HH7edgkTPm0LP1+Wh288oMGG1Mh8aD8YJL/wr62tDTje1NQk9VSESM4pCDh5jcfR7kFRoNugSsR2bRpSk6V5KqGjx4o//9n7aH77gijQ3ZmjwEtfKUPTn92BjVlyCnQSkvzMbteuXXjnnXf8xqnEEwl147NpJQM+aSV3ZctRIlFaCT82heffOo//9GlbqEiIwTcf1ODzZXnIViZSzlwQSLIae/DgQezfvx+Aqwx7amoqgLk0FKvVGjAlhZBQcXPElVbifZaVHBcNfR6DLAnSStxtC//hN+dgHZ0Sfa1yUwa+9YgWG7MUSApy+8RIJskn604gFgQBzc3NaGxsBM/znq8zDCNKMiYkVAiCgAs3R3Dqml2U6pElj4c+j0GKBKuf3M0RPPf6GXxgEbclyFMl4tsVRXjkjkykUs5c0El+GXvw4EFReSdCQtW0w4mPrtjQx88Vu5QB2JiRgjsz5YhdYVrJ5IwDL/7Bgn/+/WVRWfbYaBm+oC/A1+8vRH5qEuXMrRLJz5n1ej2GhoagUCg8Y76vCVlr/LgrrWTYqw5cfEwUSnOV2KBKWnFayXxtC0sLGDxdUYLSDdImI5PFSf5PSl1dHVpbW0Vjg4ODtBpLQkaPdQy/uzggCnTqpFg8ok2DZoX5c4Mjk/juq6fwpYMfiQIdkxSLxkc34sUv6/BQcRoFujUg+WVseXk5Ojo6/Mb1ej1OnDgh5VSE3BaH05VWcsnnbItNTUJpjnJFT0Ms1Lbw0Tuz8MR2LYozKZVkLa1KIQC73Q6O45a9zebmZlgsFgAAx3FobGz0e9a2tbUVZrMZWq0WFosFNTU1QXsPCT+jUzM41j2IwbG5QBQTJcPd2QoUpaWsKNXjYv8wfnDkNDp82hYWpibh6coSfLYkHaoIbnQTKiQPdjqdDrW1tfjBD34AjUaDjo6OgMFpqRobG9HQ0ACWZQEAbW1tqKqqgslk8myztbUVJpPJ08cWALRaLYxGI3Q6naTvIeHn06EJfNBjxZRjLq1EHh+DbfnMikqXj0858E/vBm5b+JV7C/DV+zcgj0mK+EY3oSIoj4vV1NTgV7/6lacQgE6nw7vvvrusRQqtVouWlhZRsCwrK4NarYbJZPK8x2AwoLq62vOexsZGcBznCVxSvYeED0EQ0HVjGKdviMsk5SkTUJanQtIK6sD94cIAnnv9DK76tC3cplHj6Ypi3JPPIJka3YSUoPw0jEYjuru70dnZCZZlUVpauqLt+V4Cq9VqzxjP8+A4DgzDiN6j1WrR3Nws6XsWsmXLlnm/1tXVtej3E2lNzjjwp14bPh2a8IxFyYDNmXJszlQs+7J1YGgCf/+bs/jNJ+K2hanJcXhiuxaf25qLtBTKmQtFQQl2TU1NOHnyJN5++20Arh4UzzzzzLK25b5X562jo8NzpudeDPG9V+j9Wqr3kPAQqHdrYmwUyvMY5CgTl7XaulDbwr+4Owd7t2vBpqcgLoYuWUNV2PWgcKe1HDx4EAA8T2r4npG58Twv2Xvm+xpAZ2+hQBAEWAZHYfbp3ZqeHAd9gQrKZaZ7dF234wdHTuNjn7aFxRkpeLqyGA8Wp0OZSKkkoS6selB0dnbCYDDAbDZ7As98Aci7DLxU7yGha77erSVpybg7W7GspyFGJ2fwj6aL+JcAbQu/dv8GfPUzG5CtSKQ6c2EibHpQuFNOvAMdAM8qrfezuN6vGYaR7D0kNA1PTOP9bivsPr1b78lRLrul4e+6buDv3ujCp/YJ0fiDRan4dmUJ7spVUs5cmJH8BkOgHhS7d+9eUa4ax3EwGAwwmUyeoONeNGBZFizL+i1iWCwWz6qqVO8hoaePH8c7FwZEgc7du1W7jEB3nR9H3b92oP7fzKJAlyGPx9//jy34+Rd10BeqKdCFoZDvQcFxHGpqakSPm1mtVlE+XGtrK4xGoycVBQicQyfFe0hocAoCPr5ux/mBEdF4oSoRpXkMEm7zsnXa4cQvjvXgH9v82xY+VpqLhodZFKYlU85cGAv5HhQqlcrv0hIA9u3bB4PB4HlNT1BEjvFpB471DOLmyFxduJX0bjX32vDsa6dx/oa46fWmbDm+W7URn9GmIoVy5sKe5MGutrYWr7zyit94U1MTDhw4IOVUJAINjEziWKAim/kqZMlv72kIfmwKhrfP4z+Oi6sGp8TH4BsPFOLL9xUgQy5tP1iydqgsOwkLgiDg/MAIPr4uLrKZLY+HvoBBctzSUz8EQcCvOq/h//z2LGxez8oCwI470vHUjmJsylEgXqI2iSQ0UFl2EvKmHE581GvDVbu4yOYdGSnYkqW4reKXl/qH8ezrZ3C8W5wdkK9KxJMVRdi1JZty5tYpKstOQpptfApHu62ipxYSYqKgy2WQr1r60xDjUw78/N1LOOjz0H5cTBS+qM/H4w9pkMskUc7cOkZl2UnI6raO4sQVXpTQm5oUC32BGqrbOPtqP9ePv/2vLlzjxQ/t6wtV+E5VCXQFKkoliQDUJJuEHIdTQOc1Hpd9imxqU5Ow9TaKbF7jx/GjN7rwu7P9ovG0lDjs/awWj+nyqM5cBAlK0lBTUxMeffRRz+sXXnghGNOQdWhkcgZtlwZEgS4mSgZdnhLl+aolBbpphxOtf7Sg6qfviQJdtMyVM/cfdffha/cXUqCLMGFXCICsX9eHJvCnnkFMeXXiUsTHQJ+vQvoSyyZ19Fjx7OtncME3Zy5Lju9UleCBojSqMxehwqoQAFmfnIKArhtDOOMToPKUCSjPUyFxCUU2baNTeP6t83ilQ5wzJ0+YzZm7dwPSbzMPj6wvYVMIgKxPkzMOfNBjxY3hSc9YlAzYkinHpiUU2RQEAUbzVRx485xfzlzlpgx8u6IEG7PkVGeOSB/sAhUCqKuro0euiJ9ARTaTYqNRlqdErjJx0bOwi/3DePa10zjRI250U6BOwpM7irDrzixqWUg8Qr4QAFl/BEHA5Vuj6LwmLrKZkRKHbfkqyBcJUGNTM/hZ+yW8/H63X6ObL20rwOMPaZCtpDpzRCzkCwGQ9WXG4cTxPh69trkimzIAJekpuCtbjtjohe/Pmc724+/eOIPrvLjO3DaNGt+tLMZWypkj86A8O7JqhiamcbR7EPaJuach4qJl2JqrhEa9cO25a/w4fvhGF0wBc+aK8PmyXDBJlEpC5reie3aHDh0CMLcoEaiaL8/zsFqtsFgsVPUkgl2xjeGjKzbRZSeTGIt78xmok+Pn/b5phxMvH+3Gz9ouYdzr3l60TIa/LM3Ftx7RYkNq8oqaXJPIsKIzu507d6KtrU28wdn7dL5UKhUGBweXOxUJU05BwKlrdly46VtkMwm6POWClUVO9Fjx3GuncaFf/L2bs+X4blUJHihKX1JaCiHACs/s3JWClUqlZ2znzp1oaWmBRqPxjO3fvx/btm1byVQkDI1NO/BB9yBujnoV2YyS4a4sBTZmpMx72WodncLzb53Dqx1XRePyhBh88wENvnJfAVJTKGeO3J5VK95J9ewiS//wBI71WDHpVWQzJS4a5QsU2XQ6BRw2X8WBt/xz5nZuzsS3K4pRkiW/rZJOhLhJnmdns9kCjtM6SGQQBAHnBobxyfUhcZFNRTz0+SokxwX+lTt/YwjPvXYGHb3+OXNPVxZj55YsKo1OVkTy3576+nro9Xrs2bMHGo3G0xmsqqpK6qlIiJmaceLDK1Zc8+rKJQOwKVOOLZnygM1qxqZm8LO2S3j5qH/O3JfvLcDjD2uQrVg8wZiQxUge7Kqrq8FxnKimXX19PRUBWOds41M4yg1ixKszl7vIZoEqcLD6XdcN/PDXXX45c/exany3qgRb81X0mBeRTFDz7Ox2u2jxgqxPgYpspiXFYVuBKmCJ86u2MfzwjS60nRsQjWfI41115sryqDQ6kRwlFZNlczgFnLzG45Jfkc1klOYoEOuTVjLtcOLQ+934ebtPzlyUDH9Vmou/eaQIBWoqjU6Cg+74kmUZm5rB0W4rBsfm0kpiomS4O0eB4jT/tJLj3VY89/ppXPTJmduSo5jNmUujx7xIUFGwI7ctUFqJPD4G2/IZpPvkv1lHp3DgzXMwmsU5c4qEGHzzQRZfva8A6pT5n6AgRCoU7MiSudJKRvCJT+/WXGUC9D5FNp1OAa929OH5t86DH5/LmZNhNmeuqhglGYFXaAkJBgp2ZEmmHU586NO7NUoGbMqQY0uWuMjm+RtDePa1MzD75MwVpibhqYpiPHpnFpLmybcjJFiC9hvX09Mjes3zPLZu3Rqs6UgQ2cen8X73IIZ9ereW5THIZ+bSSkYnZ+vMHe2GwytnLiE2Cl++dwPqHtYgU55AOXNkTUge7H784x9j//79ojFBECCTyeBwOOb5LhKqemerlXgHr9SkWNxboBalh7x7vh/Pve5fZ+4z2lR8r6oE9+Qz9JgXWVOSp56o1WrU19ejtrYWDMOA53kAgNVqpSKeYWS+aiXa1CSU5io9RTb7hybwo1934c3TN0Tvy5DHY+92LarL8hatPEzIaghKsKPmOuFtfNqBYz7VSmKiZLgrW4GSdFdaidMp4Jcf9cLw9gWMeF3eRkfJ8HmdK2cuT0U5cyR0BOXZ2FOnTtH9uTA1MDKJY92DmPCuVhIfjW35KmTKEwC4FiCajpzGySu86HvvyJLjmZ0leKgkfcE6dYSshaA8QbFr1y7s3r1bVOmE53k888wzUk9FJCIIAi7cHMGpa+K0khxFAvT5DJLiYjA+5cDP2i/h0Puc6KH9pLhofOMBDb7+QCFSKWeOLGbcBli7ASsH2Lpn/94NxMQDf9YMpJcEZdqg1LNzF/X0vmdHCxSha9rhxPErNlzh59JKfKuVvHfxJp577TT6bOOi732oKA3f21mCO3OVlDNHXAQBGOkPENBm/z4euAwcAGDT54DafwvKbkl+GWsymdDW1oYdO3ZIvWkSBEMTrrSSIa8mOPExUSibrVZya2QK//Cbs3jj4+ui78uQx+OJ7UWoLs+jOnORyOkA7Fe9ghk3d4Zm6wGmRxfdREDpd0i6m94k/y0tLy8Hy7JSb5YEQaAmOOqkWNxboIIiPhb/eaIPB948JwqEUTLgL7fm4tuVxcinBYj1bWYSsPUGPjuz9QLO6cW3MZ/YRECRA8hzAWUuwOQDedsAbfAyNiS/jO3u7kZzczPVrwthTkHAx9ftOD8gTivRqJNQlqdEz60x/OC10zjRI77cKM5Iwfd2lmD7xgx6aH+9mByePRvzPjvjXGdn9qsAVhAe4hWuQKaY/cMUuu7HZWxy/X2RHsFSk/zMzmAwwGg0guM4T2tFnudhs9lw/Phxqacjt2l82oEPegYxMCJugnN3lgIbVIn4eftlvPSeBdOOuV/yxNhofO3+QnzzQQ3S5bQAEVYEARiz+l9uuv8+enNl209OmwtmihxArZ0NaJsBeTYQQk/LSB7srFYrysrKoFQqPaux3n8na+fmyCSO9QxifFrcBEefrwI3MII9/9qBnsEx0fd8hlXjmV0bcU8eQwsQocrpBIY/DXB2NnvpOTm0/G3LogB5ljigpRYD6RtdAS1JJd1xBBkV74wA86WVZMvjUZyagp+YLuBI5zXR96Qmx+GJ7Vrs1ufTExChwDEN8FfEqRo2r0vOmYlFNzGv6DhXEHMHM2U+kFYEpG92BbW4JMkOYy1RsFvnph1OfHTFhj6ftJKNGSm4cH0YBp+2hTIZ8Bd35+DpymIUpibTAsRqmh53BS6/szMO4PsAYQWpW7HJXvfPcgBmA5BWDGRuAdQsEL3+/0GTPNg1NTVBq9WKxnieh8VioUWLVcaPT+OoT7WS+JgoZKfE4+emS/gTNyh6P5uejO9UlaBqUyYtQATLOB/g3tnsn+Hri377ghJVc8FMkQuoNLP3z7YAyjwgKrJvQ0ge7KJmP1DvxQmVSgWWZXHixAkppyIL4AZH0dEnboKjSozF2T4eL/5BvAARHxOFr943W4JJkbgWu7t+CILrpn+gszNrNzC+kufGZUBKhjigqbWuS83MLUBKumSHsR5JvkDhdDpFr3meR319PQ4dOiT1VCQAh1OA+SoPy6A4qTNeJsMLvz2HyzfF4/pCFb6/cyNKN6ioBNNSOR3A0DX/lU1rj+u/y02oBYCoGNcqpjuYKXNnFwQ2uVI2EuSSHUakWZV7dhzHYe/evXjnnXeCPVVEG5mcwdHuQdi8yqBHy4DjFisOn+gTvVeVFIu9n9Widls+lIlxq72roW9mCuB7A5+d8b2AY2rxbcwnJkF8dsbkuwJa5iYgdSMQS+k9wbBqCxRU+im4rtrH8WGvVXR5OjE1gxfbLmNgeNIzJgPw53dl4ztVxWDTUiJ7AWJyZG5BwPeRp6GrgOBcdBPzileIVzhVhUDabP6ZSrPqCbUkCJexer0earVaNNbR0QG9Xi/1VASupyE+uW7HOZ+nIU712HD4RJ+owvDGLDme2lGMik0R8gSEIASosOF1L210YPFtLCQpTRzQ1Oxc/pkiJ6QSakkQgh3DMFAqlQDgCXqVlZWor6+XeqqINz7twLGeQdz0ehpi2uGE8aMrON1n94wxSbH4+v0afO3+DWCS1tklqyAAwzcCBzNbNzBhX3wb85FFASmZXvlnuYC6yHX/LHMTkKRefBskZFCeXZjqH57ABz1WUZHNfvsEfnmsBzdnL1ujZTJ8bms2ntwR5jlzjhnA3hegusbsf2fGF9/GfKJjAblPQm1qEZC52VWBY50k1BJqpRh2BEHA+YERfOzTu/Vkjw2vdVzFtMMV/O7JZ/DdymLcX5QWHqus0xOu+2eBzs74K4BzZtFNzCs2SXx2piyYvX+2yZVYGwEJtUSCYOdOKVGr1Z7cOu97du4xACgsLFzpdBEtUO/WGYcTvz55DcctrsWfDHk8Hn9Qg6/ctwFJoVZnbmIocHUNKwcMXceKKmwkMP73z9xPCCgLIj6hlkhwGbtz586AQc6tvb3dUwFlcHDQ7+tkaQL1brWNTuGXx3pwzTaO2GgZasry8VRFEbKUa5QYLAjA2OD8CbVjt1a2/eSMubMzRY7r/lnaRtclpzxTmmMg61ZQ79kdPHgQDQ0N0Ol0MBqN0Gg0wZpqXQtUZPPip0N45cMrGJty4DNsKr63swS6AlXw78u5K2yIApnXfbSp4eVvWxbtqrChzHXdR1Pmue6fZbgTapXSHQeJOEELdrW1tTh8+DDq6+vpmdhlmq93a3vXDbR39SNTnoC/eaQItdvypb0v55gB7FcCLAZIUWEjfvZy0+v+WWoxkHGHa0EgNkGywyDEm+TBrqenB1VVVbBYLGhpaUFdXZ2Um48YgXq3jk858OqHvbjUP4LHSnPx/Uc3IkO+zODgXhAIlLJh71vZgkBcitfZ2WyF2rQSV0BTF1FCLVkTkt7BPnToEBoaGqDRaGA2m1FaWirl5iPGrdFJ/OHyLUx7XbZet43jl8d6kJ4Sj4NfLcP2jRmLX7JO2P1Lbku1IOCpsDH7/KaKdQW0zM2uy09KqCUhRrJgt2fPHrS2tqKyshJGo9GTWBxOWltbYTabodVqYbFYUFNTg8rKylWbXxAEnOsfxqnrdsi8gsXJHive+vhTfPneDXhqR9HcKqsgACMDc/lmvqWDxlayIDRPhY2MO1xPCFCFDRJmVnwZ675s5TgOBoMhbBtht7a2wmQyeXreAoBWq4XRaIROpwv6/FMzTrx57gbGvZKEHU4Bb57sQ+rUTTxdHgNt1IB/Yu1KKmzIogFFtlcO2uyCQPomV1CjBQGyjqw42KnVavA8D4ZhUFVV5fd1d5Nsq9Ua0vXstFotDAYDqqurPWONjY3gOE4UAIPhcv8wTnWdQtpUH1JG+yAfvYKEoV5E27qR7exHtLCClnXuBQF3uoZnQWCT6zlOWhAgEWLFl7Ht7e2ixGFv3oHO/fdQxPO8qBuam1arRXNzc1DnHp+cQezhL6H65h+Xv5F4udfl5myFjdQS1/ObKi0tCBACCYLdeliE6OjoAOCfFB0oSXo+W7ZsmfdrXV1d835tlP8UG5YS6JJSfZ4Q8GpZp8ilBQFCFhFizxOtDfdZ50JnqPN9baXSMvJgyX8M+dfewkSsAsnqHEQzea4A5rl/tglITg3K/IRECgp2mD/I3U6x0YXO3hYkk0H7zX8BAKyz4kuEhBR6OhoAy7IA4HdfcbEzPkJI+KBgB1ewY1kWHMeJxi0Wi2h1lhASvijYzWpsbERLS4torK2tDU1NTWu0R4QQKVGlYi9r/QQFISR4KNgRQiICXcaGgC1btiyYp7feRNrxApF3zKF4vBTsCCERgYIdISQiULAjhEQECnaEkIhAwY4QEhEo2BFCIgLl2RFCIgKd2RFCIgIFO0JIRKBgRwiJCBTsCCERgYIdISQiULAjhEQECnaEkIhADXfW2HoqGNrc3AyLxQIA4DgOjY2NomPp7OxEXV0dKisrkZqaCovFgo6ODr/ew+HwmUh5LOFwvICrmjfP8ygrK/NrM8qyLHQ6XWj/jAWyZlpaWoTq6mrRGMuygtlsXqM9Wr59+/YJFovF89pkMgkABJPJ5Bkzm80CwzACAIFhGKG6ulr0PYIQPp+JVMcSLscrCIJQWVkpAAj4x72/ofwzpmC3hliWFYxGo2hs3759fr8I4YBlWVFgEwRB0Ol0QmVlpee12Wz2e0+g7YTDZyLVsYTL8QqCEHCfTCaTaP9D+WdM9+zWCM/z4DjOr02jVqvF4cOH12anVsi3O5tarfYbW8h6+kyWcizhdrwNDQ2i1xzHwWQy3VYHvrU8Zrpnt0Y6OjoAwO/eh+/rcOG+V+eto6PD7z6MyWRCZ2cnAODEiRNoaGjwvCfcPpOVHku4Ha/vz9JgMPh15ANC92dMwW6NLNaAm+f5sG7O3draCgA4ePCgZ4xhGOj1es+ZAM/z0Gg0aG9vh06nC6vPRIpjCafj9dXc3Iyamhq/8VD+GdNl7BqZ7wdqtVpXd0eCoLOzEwaDAWazWXScLMuKLnkYhkF5eTkaGxs9rwMJxc9EimMJp+P1deDAgYCrp6H8M6Zgt0ZYlgUwd4bntti/fKHOnXJiNps9x+jW2Njodw+PZVnPWDh9JlIcSzgdrzf3WXsgofwzpmC3RliWFf0SuFksltu64RtKOI6DwWCAyWTy/NI2Nzd7vt7c3Oy5l+P9Pe7/AcLpM5HiWMLpeL2ZTCa/f8jcQvpnHNS1XrKglpYWUWqGIIRujtViLBaLoNPpBKPR6Pnjm09VX18v2Gw2z2ubzSbK0RKE8PlMpDqWcDlebyzL+u2zWyj/jKlS8RoLl+z5xahUKr9LEwDYt28fDAaD57X73g3g+he/qakJOp1O9D3h8plIdSzhcrxuNTU1YFlW9HP1Fqo/Ywp2hJCIQPfsCCERgYIdISQiULAjhEQECnaEkIhAwY4QEhEo2BFCIgIFO0JIRKBgRwiJCBTsCCERgYIdISQiULAjhEQECnaEzGpuboZWq13r3SBBQsGOSK6zsxMqlWreZjtVVVULFoBcK4H6aJD1g4IdkRzDMOB5HlVVVfN+PRRJvV88z4dkUI9UFOxIUDAMA47j/NrvuYVqBy0pvfrqq6LabmRtUbAjQVFZWQmDwYDW1la/sxu1Wh0xZ3ckdFCwI0Gzb98+VFZWoqGhYcFm2VVVVSgrKxONyWQy0VlRTU2NZztVVVVQqVSeVn6NjY1QqVRQqVSinhfzaWxs9MxZVlbm1zPhdvarra0NNTU1qKqqEjV6bm1thcFg8FzOe7cd5HkeDQ0Nnu17n/26x9va2qDVaj3HM988ZOmobywJKqPRiLKyMlRVVYkWALwvY+c7m/JeGeV5Hm1tbQCAlpYWT9CrqqqCwWCAwWBAY2MjGhsbsW/fvnn3xx10TCYTANcK7HzNY5ayX+7jYlkWnZ2dnpaA9fX1AFyB1T2XW0VFBWpraz0NplUqFRiG8ZQ55zgORqMRLS0tnn2bbx6ydBTsSFAxDOMJeDU1NTAajUv+Pt/X5eXlngDhDgI1NTWe/ga1tbVobm4WdbPyxnEcDh8+DLPZ7BlbKDAuZb8AV0AL1GchUE+OtrY2dHZ2Qq1W48SJE55x77NLq9XqOc6lzEOWhi5jieR8/yfX6XRoaWnB4cOHA65OLnWxIlAAXOi1L3dAme9MDhDv+1L2yx0457sk9t2G+3LeZDLBaDTCaDTCZrOJzv4C7d9i85DFUbAjQeEb8Orr61FfX4+Ghga0tbUtGJh4ng94VrTYHIt9jzuIdHR0LLrtpe6XTqfzBCwAqKurW9I+3G6wut15iD8KdkRy891PamlpgU6n81us0Gq1ngDEcRzq6uo8uXrelhIAF6LT6aDT6dDY2OjZFsdx8253sf3q7Oz0LBQwDAOWZf3uRfp+FpWVlWAYBnV1dZ7Poa2tbcGFlcXmIUtDwY5Ijuf5eQOe0Wj0O6urr69HeXk5VCoVGhoacPDgQbAsK1rQmG+b3oHK/fWFgmJ7eztYloVGo0FZWRlaWlo8++M7x1L268CBA54FGJ7nRfckd+/eDbVaDa1WK1rBNZvNYFkWZWVl0Gq1MBqNnnuHVqs14P4vNA9ZGuobSwiJCHRmRwiJCBTsCCERgYIdISQiULAjhEQECnaEkIhAwY4QEhEo2BFCIgIFO0JIRKBgRwiJCBTsCCERgYIdISQiULAjhEQECnaEkIhAwY4QEhEo2BFCIgIFO0JIRKBgRwiJCBTsCCER4f8DY33s2xicPAcAAAAASUVORK5CYII=\n", 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", 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\n", + "image/png": 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", "text/plain": [ "
" ] @@ -601,9 +587,9 @@ " x='Num clusters', y='Num detected clusters', hue='Algorithm', \n", " legend=False if i > 0 else \"auto\",\n", " hue_order=[\n", - " \"FLASC (full)\", \"FLASC (core)\", \"HDBSCAN*\", \n", + " \"FLASC (full)\", \"FLASC (core)\", \"HDBSCAN*\", \"kMeans\"\n", " ],\n", - " palette=['C0', '#a6cee3', 'C1'])\n", + " palette=['C0', '#a6cee3', 'C1', 'C2'])\n", " plt.ylabel('Num detected groups')\n", " if i == 0:\n", " l = plt.legend(loc='upper left', title_fontsize=6, fontsize=6)\n", @@ -616,22 +602,22 @@ "id": "d669869c-9735-4aa8-995b-941a2614bf61", "metadata": {}, "source": [ - "The curve for HDBSCAN\\* quite nicely matches the number of generated clusters. \n", - "Both FLASC variants detect more labels than clusters, indicating that branches \n", - "are found.\n", + "The curve for kMeans and HDBSCAN\\* match the number of generated clusters. Both\n", + "FLASC variants detect more labels than clusters, indicating that branches are\n", + "found.\n", "\n", "Now for the number of noise points:" ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 9, "id": "9a50af01", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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hESyFRyHXCYTvdVATCiuKwsTcAjPu9wgtjGKI+zCWNWQdLJcW5zj63X+cESyjhRKXn/hnlDzb/lDBcj/J+bsLBoNcunRpQ4ahQCDAt7/97VyfTjjEcplA+F4HMaFwSlYYnZggOHeHqHeKogIFnT37wZ25j97mM57fQZ9cUctmzJ/A/YnfoGqfrAXfqZwHzBdeeAGPx0NLS0tG+W5uiyocXrvVAjxoCYWj8QRjY25CC2Mk/VMUGYspMGc3uJNIxlGufZPWuW9llA9XnUV76ixW3c6zDO2XjcVyHjDTc/GOHj2a60MLgvAQwqtRxj03CS9NoYRmKCq1U1BSltVrfctLHP/gX1IVuptcJq4r4U3nb1B5vGWbV2ZHURSSKYVoXObBcrXvjV1ZGikIQn5Y9geZ8Vwn7JtDt7qwNrhjzK6/cs79Lj9y5+sYEwG1bLHkMW489RUqyyp3fG2KohCOJYnEYliVMCVFRspL8jsnZs4DZnd3N11dXZuu9hEE4dGZWVhiceJDVpen0CfDFJY3oM1i5U4ymST+3rdonfnjjPL3Kn6C+KlfwK437Oi6FEUhkVIIxZIUxPzUaIIUW+xUVNdhsO08EO+mnAfMdNKF06dPZ0xW9/l8vP3227k+nSAI95BlhfGpSXwzd4h5JzFoZQrLGrMa3AkEfBx5719THxhRyxIFRt5s/DUqTv7Ijm+bM1qVqWVKCzVYqxzYymrQSEegMLulmHtlV+YAbHZbnuPpnoIgbCKeSDI25iY4P0bCP4VRb0QnVWc1uDM39iE//FEPRfFltcxbdJR3n7xARWXdjq4rs1Xpo4YQxVI5FVV1GGx1UFwOGs2OzvEo5Dxgvv7667k+pCDsqnRu1f1uNRJj3PMhoeUplMAMRSV2CkrvP7iTklOsvP/nvDD5h2i5uy73w7I2wqe+RLlxZ62+tVZlilhsFUvSS6mhAGvlMWxl1R+3KvfDcM+agz3LVNiR5ubmDQmEe3p6eO2119Tk0M3NzcDa+u50zoD0uuz1x0nX8Xg8dHZ2ZqzQ2Wkm9q0yvHd0dNDW1rahPJ26D9ZW83i9XjX35X6dTuQLhZn2XCe8PIM2vIDJWo3WZLnv60KhEJXv/Xue8X1PLUtpC3mz4R9ge/xHMe1gFZPaqowmKIj7qCJMka2CyspaDPYjUJzdSH0+2XHAPH36NOfOneOll14C1pIqpJNvpJO3wlof5tLS0k5PJzxi9yZNSa/1Xi+dAg7W1l83NjYyPDycMUdyfZo4q9WKz+dTg+pOM7FvleEd1gJiS0tLRiC8N0FIOk/nfg2Wc4vLLIzfYMU7TWEihL7sCFr9/TOaz0+6ee5WN6XRObUsaKrlyskLVNQ27uia1FZldBUptUyJoRBr1WN3W5U5mLu5F3YcMM+ePZuRILijowOr1bqhnth1MUvxVUjFd/ccBXrI4h9UNtnW732cTmbR2dmpBrr1ddJbP6wPWjvJxL5dhvd0a/fMmTNqdnXInOwuSZIacPcbRVGYmJpkefoOMe8UhdoUxrIGKNh+FFuWZfzX/5IfnejLyF15x/Y8S8/8r1QUF+/ompIphWA0gS7mpUq7staqrKrHYKuHB0jukY92HDC/8pWvZDw+zJtG7dhfvAxv94Kyy/ndNFp4rhN+/Kv3rdrb25uxZntkZGSb2mvOnTunJuRdf5zBwUGGhoY2bFeyk0zs22V4h7U15263mzNnzqjdCOulg+d+WzOeSKYYH7tDcHGc2PIkBr2BQqkO7jO4E4msYr7Wy2eW/0otkzUFfLf+S1ie+nFKdngLvtaqXEFKLlNiMmCtfAxbeS0aqR6yXIKZz3alDzMYDNLX14fb7ebYsWO4XC5KS0t341QHy9t9ux8sYe0cb/dlFTDv7W9M3yZvZ30C4fTP6eOMjIzQ0dGR0ef4sJnY75fhPa23t5fm5ma6urro7u7e97lZI7E44+61wZ2UfxpTsQ2dufy+r5ufHaf5Rg9SZFItWzGU8/0TF6g68vC5K++2KuMftypXKSqrorKqbq1VWbS/P+/1ch4wr169SnNzs9rX9dprr3HhwgU8Hg8NDQ25Pt3B8pzrEbUwC9bOtUs8Hs+G2+60pqYmNXCtv71+mEzs98vwvj7oXr58mcbGRk6fPp2jd7k3gisrTN75gLB3Bk1oAaNUja5o+8EdWZZZvvkmnx37d+jkmFo+Lj3H9NO/SpX5/oNDW0m3KuPRMJbkMiVFJqwVJ7BV1KKx1D/Qlrz7Qc7fzcsvv8zg4CBnzpxRywYGBnC5XHznO9/J9ekOlh//Kpz5zbzpw9wss/q9ZZu1BLu7uzO2pbi3jt/vz9jE7GEysadv1bfK8J4+T5okSVy+fJnm5uZ9u23ygtfL/OgNwsvTFMSDGO1H0Bq2/x6jsRjGa3/Ajy3+hVq2lrvyFzA+85OYd5COLZGUCUbjFEaXqCyIYSqrpqrq4xFwk/TQx81nOQ+YiqJkBEuA9vZ2MT8zW/oiIH/2bL53sM7v92eU+f1+Ll26xDvvvIPf71en6NwblLq6ujLqpPsd069/0EzsnZ2d22Z4d7lc6jSkdFBtamqit7d3077MfKYoCtOz0yxN3ibinURPEn15A5r7DO4sLc7yiQ96sK+41bJIoZXvHn+JKscndnQ94ViKWCSINeWlqKgYW8UJbJV1aCz370fdz3Kecf3zn//8pi3J06dP72rC1/3kIGTsPswe5fcnywpjo7cJLIwRW56kUG9AL9Xcd+XO/K0f8BnPv6IwtaqWzZifwfP0P0SSHr5PMZGUCURi6GNL2ArimGzVVFfXobc1QJZJPfaznH/TjY2NvPjii4yPjxMMBrl27Rqf//znN+THFARhe7F4gtu33sM34ya2NIbeVIrBVr9tsIzH4yTe+Q+cuf0vMoLlleq/y/wP/+ZDB0tFUQhFkwRCfqzRKcqL9VQcOckR55Poq544FMESduGW/Pd///dpa2ujsbERzcdrQ5uamtRbMEEQ7i+8ssKE5wYry9PIwXkMUhWFRdK2r/EuL3Lig69TGfpQLYvpSnnT+RtUHW9+6GtJJGWCqzH0sUUqdUmKKuqprq5Bb28Ew8HYbzxbuzKENTg4iMfj4erVqzgcjoyJ7YIgbG/Z62N2/DorSzNoYn6M9noKDNtPJp+7c5Xn73wdQzKkli2UnOTmUy9RVVbxUNehjoCv+pFSPopKLdjL67BVHYHS6rX9mg+ZXRvzT29vKghC9mZmp1ma+IhV3xQFcgJD2VG0uq0Hd5LJJIl3+2md/WZG+bXKnyT1zM9j0z/cEsS1VmUUfWyBikKForIGqqqqMZQ1gv7hVwLtd7sSMN944w01mYLT6aS7u1vMwRSEbSiKwtiYG//cKLHlSXSFhRjKjqDRbr06xh/wcvTdf0Vd8Jpaligw8deNv07lyU891D/uu61KH1LKh6nUir2iDntVA5RW7YsUbLsp523qr33ta7S3t6MoCo2Njdy5cweHw8G7776b61MJwoGQSCS4/dH7eKdvE1seo9BUgsFat22wnBu9TvNbv5ERLL3FDr7b9NtUnvzUw11HSsYbWkUTnKRCG8ZcdZQG5+PYG58Bc/WhD5awCy3M9JLIxsa72U5GRka4cOGCmLguCPdYXY0w7v6A8PIMcnAOvVSJvmhj8pq0lJxi5b0/48zUH6JZt9fijfLPs/rML1NmfPDckuks6IkVH5Lsx2S2Y6+oxV59FEoqRKBcJ+cBs7GxMSNYwtooucXy8MuvBOEg8gX8zHius7I8DREfRls9Bcat+weDoSA17/07nvH9QC1LafX8dcM/wP74ZzE+xCBMIiUTXIlgiM5TrtdiqnBQXV2Dwd64rxL7Pio5D5gdHR28+uqrfOlLX8oo14i/UoKgmp+fZX7iFpHlKTSpGMayRrSFWw/uzE/e5odu9lASm1fLAqY6hh/voqLmwccHFEUhHE2QXPUiyUFMljLKKmqxVTeuJfYV/143lfOAOTw8TH9/P/39/RlJEa5cucK5c+fUpXEajUZsipbnnE4n/f39m6ZY2ywrEGRmKBI2UhSFyYlRvLNuosuTFBToMJY3bNlfKcsygevf4ccmXkG7Lnflbdtn8Z16kYqiB19Gm0jJBMMrmKILWAyFFFU6qK6qXRsB32ZEXtiFQR+v10tzczMWiwVFUVAUBYvFwpkzZ9SfrVar+Ee1D3i93i2/p87Ozk2T7p4/f14ki95CMpnEffsDlqduEV0ao9BQjNFWv2WwDK+sYPrB7/D8+O+pwVLW6Hiz4UUin/yHFD1gsFQUhVAkTtg3jzU+i8VqpbLhJEePn8JQdVIEyyzkfC25cH/brUWOJCMk5MSunr9QW4gpi/2prVZrRqby9TQaDS6XKyM3psfjwel0Mjw8vG+3e8jGw6wlj0QjTNxZ23MnGZhFb6mksHjrwZ2FmXGaP+zGEplSy8KGSt46eYHK+uMPfM1rrcowpugCJUY9JnsdNdW1GOxH9+12EXvhYCWr2+e63+7mT27+CfIu58PUarT8zMmfoeu5rqxf09bWRkdHBy6XC4/HQ3t7O319fRkbnqU3J/N4PBmZg4aHh/F6vZw7d07NYtTZ2QmsBdn1m5pZrVb6+/vp7u7mypUr9Pf3q/kwOzs7kSSJoaGhjDyY+S4QDDDtvs6Kdxp51YveVk/hFoM7sizj/fC/89nx36VAvpvmb8z6SWae/hUqSx9szfZaX2Wc1MoyViWMwVZBWUUd9urGA5XY91ERATOPfPPmN3c9WALIisw3b34z64DZ09OTsfviyMgInZ2djIyM0NfXpyaIdjqd6s6P6Xr9/f0MDg6qm5+lb2ja2tpob29naGiIrq4udf8fv9+Px+NhcHBQze7e2trK0NAQXq9X3X9nvwTLpcU5ZsZuEvVOoySjmOyNaPWb3/pGo1GK3v0GP7p4d/qdgobv1/0ixU//BOYHTJu21qoMYYouYDaaKLIfo6bmyFq+ygOwXcReOHyLQfPYF09+Ea1m97+SAk0BXzz5xazqnj9/nnfeeSdj3+533nmHlpYWuru7uXTpEoCaQd3hcKhp/F577TW8Xi89PT1qazQtHSz7+/s39IWmA/P6XUfTQbOjo2Pf9JFOTY4y7f6AyOIoyClM5Q1bBsul+Wkc33+ZJ9YFy4jexuUn/wXmUz9FwQMES0WRCUVirPhmscbnMdsqqTp6ksYTz2KocIpguQOihZlHup7r4teafi1v+jBhbUOz8+fPZ4yKp1t47e3tnD9/nq6uLnVLCqfTydDQkPr6lpaWjGALa63Ijo4OdS/w9fW34/P56Ovro7m5Oa/7SVPJJOOjtwguTBLzTVJgLMFgrkKzRV/n/M3v85nRf0VhKqKWTZlPMfbMr1NlebDb5kRSJhQOrrUqi4opsh2nprZhbW+dA7ZdxF7YlebMxYsX+cIXvqA+/vrXv74bpzmQTDoTZr15V//LNljC2qKD7u5u2tra1LL1LbyLFy/S09Oj7sHjcDjUnSXb2tp4/fXX1frp8tdff10NuNlsdgaorVCXy0Vra2vebosbi0Vx33oX36yHqHecwuIyjFLNpsEyFo+TfOcbnLlzKSNYvlPzMyz98G8iPUCwXGtVRlnxzWBJLlJaVkVVw0kaTz6LobxRBMscyXnA/PKXv7xha9Znn32WF198MdenEnZZejuK9K12W1vbhnmWLpcLl8u1Yc9vv9+v7lHe3NxMR0eHGuTOnj2Lx+Oho6NDDaJ9fX0Z503/Px1Q07fj6dZsPu7LEw4H8dy8SnB+lGRgBoO1Hn3p5kHPu7RA/ff+D07N/6laFtOVMnTytzA1/V10uuwDXCIp4wv4KQhMIBm1mKuP03js6bU14Eaxwi6Xcj6tKL0VxdmzZzP28Tl+/Di3b9/O5an2LbFFxf622ffnXV5gxnODiHcaORHBaDtCwRb9lXO3h3ne/dsZuSvnSx/n1lP/CJs9+9yViiITjsSRVxYo0cQwSDWUVVRTVnsMDGJb692Q83b6Zns+j46OZn3rJQj7zczUOEtTt4n6JkEpwFh+lIJNBlYSyQSpd1+ndfa1jPKrlT+N8szPPFDuykRSJhzyYYgtU1psptjWQE3dUQzWukOZ2PdR2ZXkG1//+tcJBAIAXLt2jfPnz2+5t7Qg7FeKojDuvkFgYYqYbxKNoQSTpXLTPXf8Pi+O93+HmuDdNIeJgiL+2vHrVJ745AOcU2YlEiMVXqBUm8BQVkd5RTVldccPdWLfRyXnAbO7u5szZ84wMjJCQUEBiqIgSZLY00c4UBRFIRaNEPXOEPfNoCsuw2gu27Tu3OgHfPqjr2FK+NSy5WIn7z91gcry6qzPmUjKrIS86GPLlJRIFNsaqa5rxCjViFblI5LzgGmxWLhy5QqXL19Wp6Lcu0+5IOxnqVQKRZGRkzGSvlkKpToMpo2bgSXlJNF3/5Qz03+Ukbvyg/IfJ3rqlygzZLd2e61VGSUVXqBEm8JQdoTyypq1vkp9/uxhfxiIteR7QFEUPvroI2RZxmazYbfbxcDPPpFMJvD7vCwsLBIN+ymQIxQaNuaNDAYD1L73b2nw383IldQaePPor2A/+XzW33ciKbMaXEYf92IssVJiq6K6zoHRWiNSsO2BnAfMN954A0mSeOGFF7h69Soulwu73c7rr7+O2Xw49i7Oxuzs7L5ZsSKsURQZRVZQFJl4dBWUFHptckO9uYlbfOpWD8WxRbXMb6pn+IkLVFZnl7sy3aqUQ3OYdGC01FBeVUNZ7XGR2HcP5TxgHj9+nP7+fk6dOkVLSwuwNjcvEAiILSruEQwGWVhYIJHY3ZU9ws4oikIiHiOZiKMkY6DRUlCgRadJsL6NJ8sywQ/+Kz88+Q20Skotv2X/MYKnOjGZsrt9TiRSrIbSrUo7xbZqauodGCWxCdle25VR8lOnTnH16lVGRkbw+/2YzWY+97nP5fpU+57ZbMZsNqt5Q4X8k0zEmfTcIBqeJumbRVtsx2guQ0Mqo154ZYWyd3+Xp71vqmWyRsffHOlEerINUxa34Iois7IaQQ7PU1yowVDu+LhVeUzkqswTOQ+YkiQxNjbGV7/6Vdrb29XbcJ/Pd59XHl4ajUZs4ZGHIithJj0fsLI0Szy8gM5Sg7FoY7fSwvQoLTd7MEem1bKQsYq3Tlygqv5YVudKJFJEgosUJvwUl5ZTbK2ipt6J0VqZs/cj7FzOA2Z6GZ1Go2F4eBiAb33rW6IFJewrQf8yk+7rRHzTJKNhDLajGwZ3ZFnGe+Ov+OzE71KwLmHKqPVTzD39K1SV3n+1jYLC6soKqdAcpkIdhnIHFVW1H7cqRWLffPNIRsmvXr0KrK0pF4R8tzg7wfzkR0S806RkBaO1Dl1h5sqdSDRCybVXeXxpUC2T0fKD+l+k+BN/O6t0bGutygX0yQCG0gqKrVXUHjmGwVKe8/ck5IaYViQIH4tGwsxOugkvzxH1TiLrijBKVRQUZAa/xfkpnrneg211TC1b1dv53mNfoeroE/c9z1qrMowcmseoL8QgVVNRWU9ZnchVme92HDBPnz7NuXPneOmllwDUeYWQmQDW5/OxtLS0s6sVhF0gyynmZybwzo0TCyyQWPGhLUkP7mT2LS/c/BueH/03FKaiatmUpYnxp/83LJat9+hJSySSRAML6JJBDOZKSmxV1Bw5jtFsz/n7EnJvx32YZ8+ezbjV7ujowGrd+Isj5hwK+UZRFIIBL/OTblYDCyQCc6Q0hRjKGim8J9NQNB5Df+2PeGHhzzLK36r5OQxP/zSW+6RjU1BYDYeQw3MY9UYMlU7KK+spr3WKXJX7SN7fkvv9/ox9XzbbCzu90ZbT6cTtdtPR0bEh2Ueu6ggHQywaZXbqDqHlWeL+ORLxKNqSCkyllg2tyuWleZ744GuUhz9Sy6KFFv7m2EtUOZ+577kSiQTRwDy65AoGqYoSqZKahscwlt6/RSrkl1350xYMBunr68PtdnPs2DFcLhelWYwY3mtkZIShoSEcDgcej2fTVmpfXx+Dg4MZyT2cTif9/f0ZOxfmoo6w/8myzNL8NIszo8SDiyRCSygGC8byanS6jf2H87ev8Lz7t9Enw2rZXOmT3H7qH1Fl3zzZRpqCQiQcJBWax2gqQm93UlF9hLLqRjSiVbkv5byFefXqVZqbm5EkCZvNhtfrJRAI4PF4aGjIblnYvdI7Dm62j4vT6aS7uzsjA3dXVxcej0cNfrmqI+xfiqIQDPlZmHQT9i+SDMwhKwo6SzUG48YVOIlkHPnaazTPZX73I1V/B82pL1J4nyk/iUSCmH+OAjmC3lJFqbWCmoYTGEukXL4t4RHL+Z+5l19+mcHBwYwMRQMDA7hcrpwvjUxvyXrvlqtOp5Oenp6c1rmfJ598csvnrl+/ntUxhN0Rj8eZnR4luDhFNLBAKhqkoLiMIrN9w+03gM+3jPP936Ym+P7dY+iKedPxD6l87Lltz6WgEAkFkMPz6E0lGCxOKmo+blU+4Da5Qv7JecBUFGVDOrf29vaM7Spy5cqVK8DGLO/rH+eqjrD/pGQF79IcyzMeVgMLJEMLyAUlGOxOCvWbT9+Z87zHj9z+OsaEXy1bKj7O9ae+QmV51bbnS8QTxAKzFMhRTNYaSmyV1DY8hrFY7KtzUOQ8YG61xG90dDTXp1L7NO9tGa5/Pld1tnouTbQi84eiKIRXwsxP3iHkXyQZmEVOJtCZaykq2rwv3R/wYv/wj2ldNxEd4P3yv0Xs2b+PfYv9eWCtVRkN+UiFF9CbzBgsxyivaaC8ukG0Kg+YXUm+8eKLL/Lyyy9jtVrxeDx0dXWpmYtyaasgtn7/oFzVEfaHeCLB/MwE/oUJYsFFUis+tEVWTLYjm+agTCTjrNz4S35o+j9TmFpVy5NaI282/irljz/PdsnUEvH4x63KOCZbHSXWSmqOPoZpkzXnwv6X84D5+7//+7S1tdHY2Ki2NpuamnZl4GT9lq7rrW8x5qqOkN9SsoLPt8TilJtocJFEcA5Fo8dQ1ohuq90bR6/TNNqbsWIH1nZwvH7iV6ioqt/yfAoK0aCX1MoihUUSRssRyquPUl59ZNM9yIWDYVfmNgwODuLxeLh69SoOh2PX1pA7HA51ytH60XO3262OdueqjpCfFEVhJRJlfuoOIe8cicA8cnwVXWkV+hLzloM6FTf/E63L/y2jPFoo8f26X8T2+Geo2OZWOhGPEfPPUkACo+0IpdZKao4ex7TF7b5wcOT9xHUAj8eD0+ncdFpRX18f/f39DA7e7XvabI5lLuoI+SWeSLG4MI1vZoxYeIFkeBmNwYLRUoZ2kzXZ8XicyIff5rmZ/5yxtFFBw7uVP0n0ibOUFG/cm+duPYVocAk5vIyuxIrRXEV5zVHKq+pEq/KQyHnADAaDXLp0CY/Hk1EeCAT49re//UDH8ng89Pb2qhPYW1tbaWpq4ty5cxlBTKz0OVxSsoLP72Np2s1KYJFUcA5FAb1UQ6HBtOlr5jzv0TLahxSZyCifLf0EHx47T0Xt0W3PmYhFiQVm0KKgt1RTYquituE4pqKtA6xw8OQ8YJ4+fRq3271hkMfr9arTdwThYciKwmo0zsL0KMGlaRKhBZRoEG1xOQazbdPbb+/yIjW3/iPHvH+dUR7RW/lB/S9jO/HpbVOxKYpMLLhEasWLrsSG0VxJWe1azkqR9PnwyXnA1Gq1eDwejh49msvDCodcLCmztDSLb3aUWGCRVGgBCkswSJUUbLKkMRaPE7vxX3lu5o/RyTG1XEbLu1X/C7HH2ykpLt72nIlYhLh/Fo0WCi01lKZblVnuzSMcPDkf9BG3sEIuJWWFQCjE0vQdVvyLpAKzyKkkhdZ69MbNA96c+xqnx/qwRKYyyqfNz3Dz+JeorG5gu6yTa63KtSlJulI7BnMV5bUOKiqrRavykNuVteRf/epXee2113J5WOGQkRWF1VicxblJQguTxIKLyKs+CoqtGMzlaDQbB1m8SwvU3vpDnL7vZpSv6sv4wZFfpuyxT913P/BkdIVYYBa0BegzWpWb940Kh0vOA+bZs2cZGhrC6XRmLC30+Xy8/fbb27xSENbEkim83mW8s24igSXk4ByKVo9Bqt50TmU0HiN5/c85PftNCuS4Wi5rCrha+XeQn/zp+95Gp+Ix4sF5UokIutIyjOYKymudlFdUoRWtSuFjuzIPc7Pb8n0we0nYY8mUTHBllcUZD6u+eZKBeeTEKoXmavTFG1fOyLLMgvsqz42/gjk6k/HclKWJj47/8raTzwHkVJJEaIHkavDjFUF1lNqrqa49ism43Rof4TDaF/MwhYNNVhQi8SRL89P4FyaIhxZRwktoDBYMUjla7ca/60uLczR89Ac0+n6QUb5iKOcHDV+i/NgPbXv7rSgyiZCXxMoSFJagN5dTJFVSVd+IuaRU9FUKmxIBU9gziqIQS8oEgn6Wpj1Eg2tzKlE06KVqdJvMqYxGo6Ru/Bda5l7L2NpW1ugYrmpHeeKnKLrf7XckSDwwT0pbQKG5ClOpnfLaRuz2MnH7LWxLpH0W9kQiJROKxFieHSO8NEMyvDansqCkHH3pxjmVsiyzcOcKPzTxKqXRuYznxqXn8Bz/Jcora7Y9ZyoeIRGYI5lKUFBSSYnZhlTZQFVlDTqdyCok3J9oYQqPlKworMZTeJfm8M+NEQ8tIocW0BSWoN9iTuXi/AyO239Agz9z0DBkrOKtI1+i4ljLtrffcjJGMrRIPBpCayrHYLFjLq+jpvoIBsP2mdMFYT0RMIVHQlEUokmZQCiId2aUSGABOTiHnEquLWncZE7lamQVzY3/l+a5AbRKUi1PaXQMV59D+8RPYtxmYEZRUiSCyyRWvGA0ozeXUWytprqukdL7TFoXhM2IgCnsukRKZiUaZ2l+ktDi1Frm81U/umIbenPZhjmVsiyzeOctPjn+KsWxxYznRq2fZOKxX8K+XfZzRSEZCZAILpAs0KO3VFJUWk55nYOyTbaAFoRs7VrAHBsby3js9/s5derUbpxKyFMpWWE1kSLgW8Y36yEWXEIOzaEpMKC3VFGwyZzKxfkpjn30DeoDwxnlIWM1bzW4qHA+u+3tdyoaJhmcJyErFJgrMZntWKsaqa6ouO+kdUG4n5wHzK997Wu8/PLLGWWKoqDRaEilUrk8lZCn0rffoZVVvLOjrPjnkAMLa3MqLVXoizbucROJrKK9/gbPzn8LrXL39ySl1fNO9RfRPfG3MRq23iZCTkRJhuaJxWMUFJVhMNuxVByhproOfaEY2xRyI+cB02az4XK5OHfuHJIkqVnLvV7vhs3RhIMnkZIJRxP4FmcILk6QCC0hryyiM1kpNJdtmFMpyzJLH32fT058g6L4UsZzbuunmTrxi9jLKrY8n5JKkAgtkVgNoJisGMxlFNuqqa1rpNgkJp4LubUrAVPshXM4JVIyS34/S1N3iIWWUAKzQAGFUtWmcyrnZ8c5eftVaoPvZpQHTHW803CeqmNbZ+pX5BSpiJ9EcJFkYTEGSwUmSyWVdY3YzGI/HWF35PxexeVyce3aNdFfecgkUjJLXi/zY9dJ+GdQokEKSyvQlVg3zKkMr6xg+HCAH5v7f9Aiq+VJrYG3a34WwxP/E1X6raf7yNEgicA8cQrQSUcwW+zYqhqpKi8TK3SEXbUrgz6f//znOXv2bMb6cb/fz0svvZTrUwl5IJGSmV9aYmn8QxLeSRQ5gdFWh1aXGfRScgrvre/xyclvYIpn3oXcsX2GmRN/D5u9fMvzyPFVksF5YskkBSUVGEttWCobqKmqoVBMPBcegZwHzHPnzqk7RK7vwxSDPgdTIiUzu7DA0sRNEr5JChQZQ1k9Gk1mAFuYHuOk+xVqgu9nlPtNR7jS6KLK8fTWJ0nFiAcWScTCKKYyDKU2Ssvrqa09gklMPBceoV3pwxwYGOCFF17I5WGFPJRIyczOzbI09REJ3zgFihZDWV1GsAyvhDHeeJ1n5v8UDXd/1RIFRt6u+TlMj38B/Ra334qcJLXiJRH2ktSXfpwgo4bq+qNIJWLiufDo5bwPs6WlRd3nWzi4EimZqdlpfJMfkfRNoC0oxGCvVSehp+QU3g//mk9N/SHGhD/jtbfsP8bCyZ/Hai3b9NiKLEM0QDy0SExjoNDagNlSjr26kUq7VfRTCnsm5y3M0dFRenp6+L3f+71cHlbII4mUzOTUJL6Z2yS8ExQWGjBYa+HjQDY/7eHJO31UhW5kvM5bdJSRRhdVjU9teexUNEQqtEAsBQUl5RjN5UjVDdRUVKIrEBPPhb2V84D55S9/mf7+flpaWpAkCVgb8BEZ1w+GREpmfGKMwJybxPI4hcYiDFItsDb53PD+H/OJhT+/5/bbxFu1P0/xE5+jULfF7XcyQjK4SDweRTaVYTKXrfVT1tRh1IuJ50J+yPlvotfrpbm5GYvFoo6Sr/9Z2L/iyRRjEx6Cc6MkvBMYjKXopbU13X6fl5PX/jllK3cyXvNhWRvLJ38WSbJtdkiUVAJ5ZZH4SpCEwYKxrJYiaw3VdQ1YisU+OkJ+Eck3hKzEkylGR+8QWhgl6ZvEYJIotKytwFmYm+S593+LktiCWn+52MnVRhdVRx/f9HiKnEJZXRvQiRYUoS+toMhaSVn1USqsZtFPKeQlETCF+4olUox6PiK8OEbSP4Wh2EZh6dqAzdzYDT5z85+jT4bV+u9U/110z3RQuEluS0VRUKJBUuEFIrKOgpIKTJZybNVHqSqzi35KIa/lPGBevHgRp9OZUeb3+3G73WIgaB+KJlJ43DdZWZhADkxgNJdTUGwHYOHmd/ms+19S8HGuShktbx79FexPbbEJXmKVVGiBaCKJUlRBkcVOafkRaqprMBaKiedC/st5wEyn0Fo/4GO1WnE4HLzzzju5PJWwyyKxBKPuDwkvTaAEpjFaqigokpBlmdD7f86nJ19V6ya1Rv7HYy9Teaxpw3GURBx5ZYF4dJWEQcJkLqPIXk91bT1m09YZiAQh3+R80EeW5YzHfr8fl8vFq6++usUrhHy0GksweucG4aUJCM5gtFRTUGQhmUyiufof+fT8n6p1I3or33v8N6msz7yzUOQkyuoyiRU/0YJS9NajSPZqyiobKJdKRD+lsO88kj5Mj8fDiy++yHe+853dPpWQA+FojLE71wkvTaMNzmC01qA1mYlGo1iH/zVO33fVun5TPe8+808yUrApsowS9ZMKL7GKkYKSMoqkirV+SptV9FMK+9YjG/QRad/2h1Akxtjt91lZnkYbmltLomEsIRDwc+zaJSpDH6p1Z0s/wVhTF6Wld9OpyfEV5OAckaQGissospRRWnmUmooK0U8p7Hs5vyU/ffo0NlvmnLsrV65w+vTpXJ9KyLHASoSJOx8QXppCt7qA0V6PxlDM8uIcz773W5gj02rdO7bP4G/+VUo/zoKuKApyNEAiOE/MYKPIXkGx/QhV1TWYTSJBhnAw5DxgSpKExbK2BUE6cLa2tuJyuXJ9KiGHfOFVJm+/x8ryDIXRJQz2I2j0RcxP3ubTN/5Zxnrwq5U/jab55zB+nD1dkWXklUViKwFSpbVYy+sprz1Gmdkk+imFA0XMwxRYCoSZdr/PqneawqhvLT2bzsT87St89nY3Ojmm1n3zSCeWp35cnQ2hyElSgRkisSQ6qQZLlYMjDQ5x+y0cSCJgHnKL/qAaLA3xAHr7ETQ6I973v83z47+nrglPaQv5786vUHnik3dfnIwT900SpRCjrQ6p+hhHamvFoI5wYO04YKanC9lsNnXu5fo+zHQZwNGjR3dyKiHH5pb9zI9eZ2V5AkNqBYPtCCmtjuTIN2mee12tF9OV8ubjv0lVwwm1LBULk/RNE9dbKLLXUVZ/gppyu7gFFw60HQfMz33uc5sGyrTLly/j8XiQJInl5eWdnErIoZklLwtjN1hZmsCkRNDbjhBLQcnw73Ji+b+p9ULGKq584v+ivLJGLVNWfUQC88jFVZTYaqhpfBybpWQv3oYgPFK7ekv+yiuv0NnZSVNTE/39/TQ2Nu7WqYQHML2wxML4DSJLE5g0cXTWI6xEY9QPd2fs4LhQcoLbz/5jLBYr8PHgTniByGoQraWO0rJajjSeoNgoVusIh8OuBcxz584xMDCAy+USa8jzyMT8Iktj14l6JynSpiiQ6vH5fTz17j/Dtjqm1huzfpKFpl+nyFQEgJJKkvBPE02mMFjrKK1spPGog0LRXykcIjkPmGNjY7S1teF2u+nt7eX8+fO5PLzwkBRFYXxmDu/kTaLeSUwFoLPWsjg7ySev/1OK4ne7S94v/1skm39JzTakJKPEvVPEtAZM1lrs9Y9RX10j+iuFQyenzYNXX30Vp9OJoigMDw+LYJknZFlhdHKS5ckbRJfHKdZp0FnrmB+9zvPvvZwRLL9f9/dRTp9Xg2UqGia6OE5cb6akopGaY6c4UlMrgqVwKOWshfnlL3+Zvr4+Wltb6e/vVyevC3tLlhU846MEZt3EvRMUGU1ozdUs3/xrPjP6r9Eqa1sfyxod/8Px65Q//hn1takVL9HgPJTWUmKvpt75JOYikQVdOLx2HDDTt+Aej4fu7m5eeumlXF2bsEMpWcHjuUVgboykfxJjsQVtcTmr777BJ6f/SK2XKCjif5z436lyfGKtQFGIB2aJRcPopXqKy2ppdDyOQeytIxxyOw6YNpsNv9+PJEm0tbVteN7v9wNre/2IfJiPTiKxlssysDiJ7J/CUFqBYiyhcPgbPLX4F2q9FUM5bz31m1RUNwBre+zE/NMkkzIGWz2WKgcNR45SIAZ3BGHna8kvX76cMTl9vfXBMv2zsPvi8Tijt68TXJxEDs5ikKoJRmI0Xr1EfWBYrectauT6M/8nFfa17SbkRITY8hSpQhOm8jrKGk5QW1m1V29DEPKOWBp5wESjq4zd/oDQ0jRKeAFtaTVx93/nuek/RidH1XpTliammr5CSXExAMlIiLh/GorKKLJWU+18ErvohxaEDCJgHiCRlRBjdz4gvDiFEvERWI3RPP5qxvxKgJtlraw2fRm9fi3tWjy0RCK8hNZcQ0lZLfWOJygxGffgHQhCfhMB84BYCfmZuP0BYe8kwYCP6tm/4omlv8yos6q38/0jLsof+yG0Wi2KIhP3zxCPRTDY6igtO8JRxwkKdSLTkCBsRgTMAyDoW2TKc53g/DiR6Q/49PyfZGx7K6Pl3cqfIvZEh3oLLqeSxLyTpACjtR6p5hhH6urVtG2CIGwkAuY+F1icZmr8JlMfvcepmf+byvDNjOfnSx/n+rEvU1F7dx1/MhYh7p1EMZRQZKuh4sgTVJSXicnognAfImDuV7KMb2GCWzeuYfzwWzyz+Gdq7kpYS8n2/bpfQnris+i0dydDxFeDJPwzaM3lFFmrqW18Esls3uwMgiDcQwTMfSgSXGJu/A6jVwf51NQfYIpnbi53vfwL+E/+DBaLBEAqHiG5GiAZDaEoMoVSDUW2Go46n8BkFIM7gpAtETD3kcRqkNkJNx9d/SuenBmgOnQ943lvUSMjzhepajhJKrpCMhoiFQ0iKwoaQykFphL0hhJKymqoP+KkUCdW7gjCgxABcx+QE1Gmx29z+60/5+mZAcpW7mQ8n9Qaeav25zEe+wwkVkhFw6QArb6UgiIzemMxxhIrxRY7klSGyahHK/orBeGBiYCZx+RknOkJN56/eZ1Ts69jiUxtqHPH9jwTdf8zJXpIoUVrKEVnMqM3FWMotlEqlSHZ7BgLdWJQRxB2SATMPJRMJJgYvcX09/6EZ2f7KYktbKhz2/Y8HvtnMVusaA1mdOmWZKmNUqkcq2QTyTIEIcdEwFynr6+P4eFhnE4nbrebjo4OWltbH+k1LC0t8tF/6eHZuX5McV/GczJabpadYdL6w1js5RQW29EXmzGW2LHYyrFaJAoLRZAUhN0iAubH+vr6GBwcpL+/Xy1zOp309/fT1NT0SK7Bc+s9rH/6c1hXxzPKU9pC3rd/gXl7C1ZbFYUlNgylVqSyWsrLK8XKHEF4RETA/JjT6aS7u5v29na1rKurC4/HkxFEd8P01BhT37nE8dk/QyevquVJrZEPbG347U9Taq+k0GjBZLFhLatFkiTRJykcKEadEZMuvxNUi/s31tLQpbcCXs/pdNLT05PVMZ588sktn7t+/fqWz0UjEb7xX36CbxUpyPV2wH5PjWsQvQbTWV2GIOxbGjT87OM/S9dzXXt9KVsSC4eBK1euABv3Vd9sn/VcC4X8vFGkIIvWonDIKSh88+Y39/oytiVamNxNdLxdIuStnkvbrhW5nfKKan5M/yT/LX4DWcRM4RAr0BTwxZNf3OvL2JYImGwdKL1e76blufY7P/MakWSEhJx4JOcThHxUqC0UfZj7gcPhANiwjcb9Wp65ZNKZMJHfvyyCcNiJPkzWAqbD4cDj8WSUu93ujFFzQRAONxEwP9bV1UVvb29G2dDQEBcvXtyjKxIEId+IeZjr5MNKH0EQ8pcImIIgCFkSt+R54Mknn9x24ruw+8R3sLf2y+cvAqYgCEKWRMAUBEHIkgiYgiAIWRIBUxAEIUsiYAqCIGRJBExBEIQsiXmYgiAIWRItTEEQhCyJgCkIgpAlETAFQRCyJAKmIAhClkTAFARByJIImIIgCFkSAVMQBCFLImAKgiBkSWyCtsdElvf78/v9DA0N0dXVxeDgoLpp3XrZfI75Vme/6enpwe12A+DxeOjq6sr7zzjn34Mi7Jne3l6lvb09o8zhcCjDw8N7dEX5Z3h4WOnu7lb6+/sVYNPPJpvPMd/q7DcXLlxQ3G63+nhwcFABlMHBQbUs3z7j3fgeRMDcQw6HQ+nv788ou3DhwoYvWVAUn8+3ZcDM5nPMtzr7jcPhyAiOiqIoTU1NSmtra0adfPqMd+N7EH2Ye8Tv9+PxeDbsee50OhkYGNibi9qHsvkc863OfnXvNtQ2m00ty7fPeLe+B9GHuUeuXLkCrP3SrXfvY2F72XyO+VZnP0r3Xa535coVtT8w3z7j3foeRAtzj/j9foANfwHvfV7YXjafY77VOQj6+voAeOWVV4DD8z2IgLlHtvoivV7vo72QfS6bzzHf6ux3IyMjdHd3Mzw8rL7ffPuMd+t7ELfkeyQ9Nebev3T3+8soZMrmc8y3OvtZejrR+mAJh+d7EC3MPeJwOHA4HBs60t1uN+3t7Xt0VftPNp9jvtXZrzweD93d3QwODqoBp6enB8i/z3jXvoeHHl8Xdqy3tzdjWoai7P/5ervF7XZvOw/zfp9jvtXZb9xut9LU1KT09/er/907zzHfPuPd+B7EFhV77CCuCMklj8dDb28vIyMjDA0N0draSlNTE+fOnaOpqUmtl2+rRw7a92q1WjcdKLlw4QLd3d3q43z7jHP9PYiAKQiCkCXRhykIgpAlETAFQRCyJAKmIAhClkTAFARByJIImIIgCFkSAVMQBCFLImAKgiBkSQRMQRCELImAKQiCkCURMAVBELIkAqYgCEKWRMAUBEHIkgiYwiMxMjKC1WrdkJ8wra2tTd32YL/p6emhubl5ry9DeAREwBQeCUmS8Pv9tLW1bfn8fpVON/cg/H7/vv0DcZiJgCk8MpIk4fF46Ozs3PT5/bqzYmtrKxcuXHig17z++ut0dXXt0hUJu0UETOGRaW1tpbu7m76+vg2tK5vNtq9bmcLhIAKm8EhduHCB1tZWOjs7t+zPhLU+zXv7BTUaTUarrKOjQz1OW1sbVquVjo4OALq6urBarVitVnXfma2kj9PX10dbWxtOp3PDazo7O2lra1P/GxkZyXjOarVmHK+jo4ORkRHa2trQaDQ0NzerGcv7+vro7u5WuyjS1wwwNDRER0eHeh0DAwPbXrvwiD305haC8ADcbre6/4vP51McDoficDjU510uV8ZeK+3t7Rv2YwGU3t5e9XFra6siSZLicrkUt9utDA4OKoDS2tqqHuvChQvK/X7N08dJHzu9f1B/f7/6vMvlUuunz+Pz+dRzrH8v7e3tiiRJSnt7u+J2uxW3261IkqRcuHBBrdPb26tIkrThWgDF7XYriqIow8PDyuDg4LbXLjxaooUpPHKSJNHf34/H48loXWXzunsft7S00Nvbi8PhUPdq6ejoUPf7SQ/GbNeaTR/H5XIBqMfq7e3F4/EwNDSU0bJtbW1FkqRtB20cDgf9/f3q7oUtLS0Z17DZ/jhpXV1djIyM0NTUtK/3ATqIRMAUHol7A0RTUxO9vb0MDAxsGniyHQDaLIhu9/hBjuP1etVb73uvx2az4Xa7t3x9Nte/WZ3h4WEAmpubaW5uzrj1F/aeCJjCI3Nv0HS5XLhcLjo7OxkaGto2uPn9/m1bZVudI5vXbMbj8aitw/Tj9bxeL06nc8fnuVdTUxP9/f34fD4Azp8/n5PjCrkhAqbwSHi93k3Le3t7aWpq2hCQnE4nV65cAdaC1fnz59W5nOvlKlCtP87IyAgjIyN0d3fT1NREU1NTxi35wMAAfr9fvYV/GOkW7HojIyPqII8kSTgcjn071eqg0u31BQiHg9/v3zJo9vf3bxgRd7lcDA4OYrVaaWlpob+/nzNnzmTcBm91zPXBL/38/QLrlStX1P5Uv9/P8PCw2rq8fPkyXV1dNDc343A48Pv9uN1utUV873Vsdl33Pj579izd3d04nU7a29vVvb0vXbrEpUuX1EDZ39+/7XULj5bYl1w49NKBUgQn4X7ELbkgkLtbe+FgEwFTOPS26y4QhPVEwBQEQciS6MMUBEHIkmhhCoIgZEkETEEQhCyJgCkIgpAlETAFQRCyJAKmIAhClkTAFARByJIImIIgCFkSAVMQBCFLImAKgiBkSQRMQRCELImAKQiCkCURMAVBELIkAqYgCEKW/n/wWD09EhzbcwAAAABJRU5ErkJggg==", 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\n", 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", 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\n", + "image/png": 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", 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" ] @@ -670,9 +656,9 @@ " x='Num points', y='Num noise points', hue='Algorithm', \n", " legend=False if i > 0 else \"auto\",\n", " hue_order=[\n", - " \"FLASC (full)\", \"FLASC (core)\", \"HDBSCAN*\", \n", + " \"FLASC (full)\", \"FLASC (core)\", \"HDBSCAN*\", \"kMeans\"\n", " ],\n", - " palette=['C0', '#a6cee3', 'C1'])\n", + " palette=['C0', '#a6cee3', 'C1', 'C2'])\n", " if i == 0:\n", " l = plt.legend(loc='upper left', title_fontsize=6, fontsize=6)\n", " adjust_legend_subtitles(l)\n", @@ -684,7 +670,7 @@ "id": "149f0673-e529-4fb2-aece-4343aba048cd", "metadata": {}, "source": [ - "Only in two dimensions are there quite a few noise points. Still they remain \n", + "Only in two dimensions are there quite a few noise points. Still they remain\n", "below 10% of the dataset, so that should be good enough for this comparison.\n", "\n", "Now, the number of edges in the cluster approximation graph:" @@ -692,13 +678,13 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 10, "id": "c4c8756e-4354-421f-b1fd-48e1f871350d", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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\n", 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", 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\n", 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HNGLeQ0GsfNqHz06dk9tmGFKx9uY5WDhTz1LU48yoemSLFy8eVJ6n7/7KgQwGA44fPz6onUhJkiRhw1uH8G+vvIeukHuNrjFl46ElRSjMSWcp6nFoVD0yp9MJAPJyC6A33BwOBwoKCuS21atX44orrhjNoYguqL2zG2tefAe/3fmx3BanA75xdT7+1xUzkJedjqQE3mo0Hik+RlZTU4PNmzcPap81axYOHDig5KGIZB+19pbeee+T/tI7makJqFtchOuLcjBNn4o4joeNW4oviB1ufRjnFChS/nbgM9yzaSfaznbKbYWT0rF2eQnmTc9iFdcYEJF9LcvLy7Fy5UoUFBQgEAjAbrejsrJS6UNRjJMkCb/8ix+Pv7o/rPSOpSQH36qYBdOkdKQls/ROLFD8U66qqkIgEEBtba3cZrVaufEIKerUuS48uLkZrw4ovVN7bW/pnbzsCSxFHUMiuo6sra0tbCKASAmBz07hjt940PJ5SOmdtCSsuakYVxVOZCnqGBSxfS2XLl0qhxj3tSSlvLr3U9zy89fDQmzulEz8++0LUFGSi2n6VIZYDOK+lqQJ3T0SHn91P375F39Y+y2XT8HK600QJqYjNYm3GsUqxYOsb1/LFStWyG0VFRVYuXKl0oeiGNF2phN3b/Lh9YOfy23JCXG458ZCLL9sCktRE/e1JHV798gJ1G7w4OOQqhW5mcl4ZFkJyguMLEVNALivJanYC96P8PBv38G5rh65beFMPdbcVISi3CxkTeCtRtSL+1qS6nR29+D7v9+Lp9/+UG7TAagqm47/c00BCiay9A6F476WpCrHTrTDttGLnYdFuW1CUjwerJwNS0kuS1HTkFiPjFTDcyiIlU978fmpDrlthiEVa5eXYOFMA3JYxZWGwfs3KOokScJ/v3kIP/jDe+geUHrn20tmozAnA5ksvUPnwSCjqGrv7Eb9C7vxUvMRuS0+TodvXJWH28tnIG9iGpITOB5G58cgo6g5HDyDOzd4sP/T/tI7WamJqFtShOtmT2LpHRoxBhlFxV/2H8O9z+7EyfYuuW12TjoeWVaCuSy9QxcpYkF26NChsMeiKGLBggWROhxpRE+PhJ9vO4Cfug8gdJZpydxc3HNjIQSW3qFLoPhPzI9//GOsXr06rE2SJOh0OnR3dw/zXRQLTrR34v7nmrFt3zG5LTFeh1U3mPCVBdMw08jSO3RpFF9+YTQaYbVaUVNTA71eD1EUAQDBYJDryWLYgaMncedvPPggeEZum5SejDXLinGlkI0pLL1DoxCRION9lRTqld1H8B3nbpzt7O+Rz5+WhUeWFaN4Sib0E5KieHY0HkSk1HVzc7Oi42ENDQ3w+3vLtwQCAdTX1/PeTQ3o6u7B+j/tw69fbwlrv9U8DbXXCrzViBQTkZX9S5YswYoVK8I2HBFFEQ899NBFv1Z9fT1sNhsEQQAAuN1uVFZWwuVyMcxU7Pipc1j1jA/bW/p756mJcbjPMgtL507hrUakqIhsB9e332XoGNmlDvabTCY4HI6w0CotLYXRaITL5VLknElZzYdF2DZ4cPRk/y7f0/QpWLu8BOY8I3J5qxEpTPFLS5fLBbfbjUWLFin2moFAIOyx0Wgc1DaUuXPnDvu1vXv3jvq8aLBNf/8Aj768F53d/X8fryww4jtLijBrMm81oshQPMjKysrky0Al9I2NhfJ4PLysVJn2zm6s+90eOL0fyW1xOuDrX8rDP185k7caUUQpfmnZ0tKChoaGiNXnb2xsRH19PVpaWqDX6yNyDLo4R8SzsG70YM/HJ+S2jJQEPLR4NhYV5/JWI4o4xXtkdrsdTqcTgUBADhpRFNHa2ort27eP6rV9Ph/sdju8Xi9DTCXePPg57trkg3imf5dvYWIa1i4vwWUz9LzViMaE4kEWDAZRWlqKrKwsedYy9L8vVd+yC4aYOkiShMa/BmD/876wXb4XFU/CfRWzUZjDW41o7GiisGIgEIDdbofD4ZDbGhoaUFdXF8Wzil2nznXhIecu/HnPp3JbQpwOtdcV4DbzDO7yTWNO9X8yA4EAqqursWbNGjQ1NQHo7fXt2LEjymcWm/yfnYJ1gwf+z/o3yDV+scv31dzlm6JE8SBbs2YNTCZTWJsoivD7/Zc0AVBaWgpRFFFdXR3Wzt7Y2Nuy91M8uLkZpzv61wPOmZKJtcuLUTIlC4Y03mpE0aH4pWVcXO8lRehAv8FggCAI7EVp1PC7fE/FyusF7vJNUad4j6ynpyfssSiKsFqteOqpp5Q+FI2B1tMduPfZnWG7fKckxOGeikIsnz8VMwyp3OWbom5MBvsDgQBWrVqFLVu2RPpQpKA9H7fButGDI2K73DY5Mxlrl5egvCAbORnJHA8jVRizWUuW99GWJu9hPPLbPWG7fJflGVC/tAizJ2ciK5W3GpF6KH5pWV5eDqPRGNbm8XhQXl6u9KEoAjq6evBvr7yLjW9/ILfpdMDtZTPxzWvyeKsRqZLiQabX65GVlQUAcqBZLBZYrValD0UKO3qiHSuf9mLnh6LclpYcj29XFsFSkovpBt5qROqkiQWxFHnbW4K465nwXb7zjBOwdnkJFsw0YFIGbzUi9VL9gliKLEmS8F9vHMIP/xi+y/d1sybiwcoiFOamI523GpHKjfontG9ZhdFolNeOhY6Rhd4XmZ+fP9rDkYLOdnSj/oVdeHnXJ3JbfJwO37wmHzVlM5CXnYakBC6tIPUb9aXl4sWLhwywPlu3bpUrYRw/fnw0hyIFfXD8NKwbvNh/tH+Xb31qIlbfVIxrZ0/irUakKREdI3vyySdhs9lgNpvhdDpRUFAQqUPRRXht3zF867kBu3zn9u7yfdl0PW81Is2J2OBHTU0NmpqaYLPZIlZkkS7OcLt83zRvMu5ZVMhbjUizFA+yQ4cOobKyEn6/Hw6HA7W1tUofgi5B29lO3P/cTry2/zO5LSk+DnfdKOArC6bzViPSNEWD7KmnnoLNZkNBQQG8Xi8WLlyo5MvTJdr/6UnUbvDgw5BdvnMykvHIsmJ8SZiI3EzeakTapliQrVy5Eo2NjbBYLHA6nfKiWIqul3cdQV3TLrR39t9qtGCGHg/fVIyiKbzViMaHUQdZ36VkIBBAQ0PDJW3CS8obapdvHYCq0um449oC5Gdzl28aP0Y9a2k0GiGKIvR6PSorKwd9vW+DXlZ1HTufnzqHu5/x4e9hu3zH44HK3l2+easRnU+PJKGtvROtZzpx6lwXJqUnY4rKN1UedY9s69atw24GEhpiff9NkbXzw1asetqHT0/0l96ZbkjF2uUlKM0z8lYjCtPVI6HtbCdaz3YgeKb3/8WznWEbyuDoSdwyZ7Kq7/AY9ZlxQF89nt3+Ib770p6wXb6vErJRt7QIs3MzuKtRjOvs7kHr2U4Ez3Sg9WwnWs904ER7F0ZySdaj8luy+ZM9DrR3duPRl/di847DclucDviXq/Lwz1fmYWZ2Gnc1ijHtnd1yWAXPdqL1bO9l4kjpAKQnJyAzOQH5xgnIUPkfQXWfHV3QEfEsVm70YvfHbXJbZkoC6pcWoaJkMpdWjHOSJOFMZzdav7gsbD3TieDZTpzt7L7wN38hTgdkJCcgMyURmckJmJiWjIlpSZq6z5ZBpmFv+j/HPZt2Ini6v/SOaVIavnvLHCyYYeDSinFGkiScPNcl97R6LxM70dHdc+Fv/kJCnO6L0EpAVkoiJqYlITstCQlx2gmtoTDINEiSJDz1txas/9N7YYOylXNy8WDlLAiT0lnFVeNCZw5Dg6urZ+RjVUnxOrmXpU9NxKT0JGSlJCJe46E1FAaZxpw+14W6pt34wzv9pXcS4nRYeb0Jt18xA1OzuLRCa/pmDoNfXBoOOXN4ASkJcXJoGVITMSk9GRnJ8fL2jOMdg0xDWj4/DesGDw4cOyW3GdOSsG55CW4oymHVCg3o6O6BeCY8tEY6c9gnLSlevjw0piZhUnoy0pLiY3oslEGmEe53j+L+zc1hM0/zpmbiu7fMxfxpWaxaoUJ9M4ehyx1OdYx8ED505jAjJQHZaUnImZCElCT+2g7Ed0Tlenok/HTrAfxs64Gw9q8umIpvVcxCXnYa4nkpGVWcOYw+BpmKtZ3pxP2bw0vvJCfE4T7LLFSXzuAq/SgYOHMYPNs7IH+pM4f6lERkj5OZw2hikKnUe5+cgG2jN6z0zpSsFDx6y1xcO2siV+mPAWVmDuOQmZIQEzOH0cTfBhV6qflj1L+wO6z0Tnm+Ad+9eQ6Kp2RylX4EdPVIEM/2jWUpN3OYmZIQ04PwY4VBpiKd3T1Y/8d9+M83wkvvfP1LM3HXjYWYwg1BFKHszGEijKmJyElPZi85ivjOq8RnJ8/h7k0+bA8pvZOWHI/vLC7C18zTuUr/Eik2c5iSgIzkBExMS8KktCSkJPJXR034aaiA78NWrHrai6Mnzslt+dkT8P2vzMWVQjZX6Y/AwJnD4BfjWpw5jA0MsiiSJAmbtn+I7728N6z0zvWzJ2LdzXMgTEznKv0hhM4c9ve0Ln7msK+XxZlD7WOQRUl7ZzcefWkvNnv6S+/E63S449oC2K4TkJ3OpRXAFzOHX5Sh4cwhDYdBFgVHxLNY9bQXuz7qL72jT03Ew8tKcMvlU2N2lb48cxiy3EFsv7iZw9TEOGQkJyIzJQGGFM4cxgoG2Rh7y38c92zy4XhI6Z2i3Az84GvzYJ5piJlV+krNHPbevpOI7AmJmJTGmcNYxU99jEiShF+/3oL1f9qH7pAuxtJ5k7FueQmmGSZE8ewiS+l7DjlzSAPxJ2EMnOnowuoX3sHLu47IbQnxOtx9fSHuvK4AGSnjY2mF0vccZiUnIJszhzQCDLII++D4adg2erHv05NyW3ZaEtbdPAfL5k/R7C+oUvcccuaQlMAgi6DX9h/Dfc/uxIn28NI7//fW+Zg3NUszSyt4zyGpHYMsAnp6JPzHawfxE/f7CN1F66sLpuLh5SXIyVDvZqeRqlbKmUOKJAaZwk62d+LB53fB9e5RuS0pIQ73LZqFb345HxNUVBQvbJ9DVislDVPPb9U4cPDYKVg3ehD47LTclpuZjH/9yjxUFOcgIYpVK5Tc55DVSklt+FOokK3vHcV9z4WXoi6dqccPb52PotyMMeuhsFopxSIG2ShJkoRf/sWPx17dHzYeVlM+HauXlkR0QxDuc0jUi0E2Cmc6uvCdpt34w+7+rdmSE+Lw7crZ+Jer85GSqNytRkrtcyjfvpPaG1r6VM4ckvYxyC7R4eAZWDd68d4nJ+S23Mxk/OCr87CoOHdUtxopV600ARnJvYX/Ym2fQ4otDLJL8Kb/c9z9jA+tZzrltstn6PHjqsswOzfjol5LiXsOJyTGy2u0jBM4c0ixh0F2Ebp7JPxi20H8+9b3w3pHX10wFd/7h7nQTzj/eFgk9jmcNCEJqZw5pBjH34AROnqiHfc/14y3AsfltsR4He65sRB33VgYtiEIZw6JxpZOkqSLuYqJisbGRni9XphMJvj9flRXV8NisYzZ8be3BLHqaW9Y6Z3czGR89+a5uGleLk51dCs2c8h7DokunuqDrLGxES6XC06nU24zmUxwOp0wm80RP/4L3o+w5sV30NHdgzgdkJOZghuKc7B0/mR09UiXNHPY18viPYdEylB9kJlMJtjtdlRVVclt9fX1CAQCYeGmtI6uHnzv93tx8PPTmGZIxVRDKnKzUi5qT8mh7jnkzCGR8lQ9RiaKIgKBAPR6fVi7yWRCQ0PDBb9/7ty5w35t79695/3eDX//AHNn6jE/3zCic+U+h0TRo+rfNI/HAwAwGo1h7QMfR0JiQtyQZXb6Zg77xrR4zyFR9Kn6t08URQAY1CML/fpwXwMu3Os6n69eNhW/3/MJJADTDanInpDEmUMilVJ1kA0XUsFgcMh2JWWlJuKfymdG/DhENHqq7loIggCgv2fW50I9NSKKLaoPMkEQEAgEwtr9fn/YLCYRxTZVBxnQu9TC4XCEtbndbqxZsyZKZ0REaqP6dWRA9Ff2E5G6aSLIiIjOR/WXltEyd+7c8y6opcjjZxB9WvkMGGREpHkMMiLSPAYZEWkeg4yINI9BRkSaxyAjIs3jOjIi0jz2yIhI8xhkRKR5DDIi0jwGGRFpHoOMiDSPQUZEmscgIyLNY5ARkeapehelaGFF2pERRRFutxv19fVwuVzyZjGhRvJequ05WtLQ0AC/3w8ACAQCqK+vV/37G5HPQKIwDodDqqqqCmsTBEHyer1ROiN18nq9kt1ul5xOpwRgyPdnJO+l2p6jJXV1dZLf75cfu1wuCYDkcrnkNrW9v5H6DBhkAwiCIDmdzrC2urq6QW8+9WptbR02yEbyXqrtOVoiCEJYaEmSJJnNZslisYQ9R03vb6Q+A46RhRBFEYFAYNB+mSaTCU1NTdE5KY0ayXuptudo0cCtEo1Go9ymtvc3kp8Bx8hCeDweAL0/DKEGPqYLG8l7qbbnaE3f2Fgoj8cjjzep7f2N5GfAHlmIC+1gPnDHcxreSN5LtT1H6xobGwEATz75JIDY+gwYZCGGe4ODweDYnsg4MJL3Um3P0TKfzwe73Q6v1yv/W9X2/kbyM+ClZYi+5QMD/zJc6C8JDTaS91Jtz9GqvmUXoSEGxNZnwB5ZCEEQIAjCoAFUv9+PqqqqKJ2VNo3kvVTbc7QoEAjAbrfD5XLJQdDQ0ABAfe9vRD+DUc15jkMOhyNs+lqStL3WKNL8fv9515Fd6L1U23O0xO/3S2azWXI6nfL/Bq7TUtv7G6nPgKWuhzDeVn9HQiAQgMPhgM/ng9vthsVigdlsRk1NDcxms/w8ta0YH0+frcFgGHKAvK6uDna7XX6stvc3Ep8Bg4yINI9jZESkeQwyItI8BhkRaR6DjIg0j0FGRJrHICMizWOQEZHmMciISPMYZESkeQwyItI8BhkRaR6DjIg0j0EW43w+HwwGw6AaUX0qKyvlEspa09DQgNLS0mifBo0BBlmM0+v1EEURlZWVw35dq/rKCl0MURQ1G9yxjEFG0Ov1CAQCsNlsQ35dqzsNWSwW1NXVXdT3PP/886ivr4/QGVGkMMgIFosFdrsdjY2Ng3ojRqNR070yig0MMgLQW1XUYrHAZrMNO14G9I6ZDRx30ul0Yb2Y6upq+XUqKythMBhQXV0NAKivr4fBYIDBYJBryw+n73UaGxtRWVkJk8k06HtsNhsqKyvl//l8vrCvGQyGsNerrq6Gz+dDZWUldDodSktL5SqrjY2NsNvt8qV23zkDgNvtRnV1tXweWt7Ud1waVaFs0jy/3y/XeG9tbZUEQZAEQZC/brVaw+qpV1VVDaq5DkByOBzyY4vFIun1eslqtUp+v19yuVwSAMliscivVVdXJ13ox6/vdfpeu29/AKfTKX/darXKz+87Tmtrq3yM0H9LVVWVpNfrpaqqKsnv90t+v1/S6/VSXV2d/ByHwyHp9fpB5wJA8vv9kiRJktfrlVwu13nPncYWe2Qk0+v1cDqdCAQCYb2RkXzfwMdlZWVwOBwQBEGux15dXS3X8+8bhD9f76/vdaxWKwDIr+VwOBAIBOB2u8N6ghaLBXq9/ryD9YIgwOl0yjv6lJWVhZ3D+TaJra+vh8/ng9ls1myd//GKQRbjBv7ims1mOBwONDU1DRkIIx34Hyrczvf4Yl4nGAzKl5ADz8doNMLv9w/7/SM5/6Ge4/V6AQClpaUoLS0Nu4Sl6GOQ0aAws1qtsFqtsNlscLvd5w0dURRHtNX9cJuyXqxAICD3pvoehwoGgzCZTKM+zkBmsxlOpxOtra0AgNraWkVel5TBIItxw21X73A4YDabBwWFyWSCx+MB0BsitbW18lq0UEoFSOjr+Hw++Hw+2O12mM1mmM3msEvLpqYmiKIoX4peir4eXyifzycP7vftmK3VJSnjVUK0T4CiSxTFYcPM6XQOmqG0Wq1wuVwwGAwoKyuD0+lERUVF2OXccK8ZGkp9X79Q4Hk8Hnm8ThRFeL1euTe2detW1NfXo7S0FIIgQBRF+P1+uQc58DyGOq+Bj1esWAG73Q6TyYSqqip5f8j169dj/fr1coA5nc7znjeNLe5rSarVF2AMDboQXlqSqil1iUrjG4OMVOt8l71EoRhkRKR5HCMjIs1jj4yINI9BRkSaxyAjIs1jkBGR5jHIiEjzGGREpHkMMiLSPAYZEWkeg4yINI9BRkSaxyAjIs1jkBGR5jHIiEjz/gd4Fpj/AoOwKgAAAABJRU5ErkJggg==", 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" ] @@ -762,7 +748,7 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 11, "id": "5d3b8093", "metadata": {}, "outputs": [], @@ -781,13 +767,13 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 12, "id": "30dacd0c-b57c-4889-9f39-331512ddff9a", "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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\n", 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", 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\n", 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", 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" ] @@ -845,8 +831,8 @@ "id": "f275a834-2ebe-407c-8cd0-3e282e2b5459", "metadata": {}, "source": [ - "These figures indicate that the extra cost of FLASC decreases with the number \n", - "of dimensions, especially for the *core* detection method. At 2 dimensions FLASC\n", + "These figures indicate that the extra cost of FLASC decreases with the number of\n", + "dimensions, especially for the *core* detection method. At 2 dimensions FLASC\n", "takes less than 2 as long on larger datasets." ] } @@ -867,7 +853,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.9.18" }, "vscode": { "interpreter": { diff --git a/notebooks/Density Based Clustering.ipynb b/notebooks/Density Based Clustering.ipynb new file mode 100644 index 0000000..e235353 --- /dev/null +++ b/notebooks/Density Based Clustering.ipynb @@ -0,0 +1,597 @@ +{ + "cells": [ + { + "attachments": {}, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Principles of Density Based Clustering\n", + "\n", + "This notebook creates several figures used to explain the concepts of density\n", + "based clustering." + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "%load_ext autoreload\n", + "%autoreload 2" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import scipy as sp\n", + "from _plotting import *\n", + "from flasc import FLASC\n", + "\n", + "palette = configure_matplotlib()\n", + "palette = sns.color_palette('cubehelix', 6)[1:]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 1D continuous density profile\n", + "\n", + "A basic example is to consider a continuous 1D density profile, providing a\n", + "density value $\\lambda(x)$ for each $x \\in \\mathcal{R}$. Then, the density\n", + "contour clusters at $\\lambda_t$ are the collection of maximal, connected sets\n", + "$\\mathcal{C} = \\{ x | \\lambda(x) \\ge \\lambda_t \\}$. Essentially, they are the\n", + "connected components of the level set $\\lambda(x) \\ge \\lambda_t$. Or, the\n", + "density contour clusters at $\\lambda_t$ are made from the $x$ values in the\n", + "peaks of the density distribution that reach higher than the threshold value\n", + "$\\lambda_t$. The density contour tree is formed by the hierarchy in which the\n", + "contour clusters merge as $\\lambda_t$ decreases. In topological terms, the\n", + "density contour tree is a join tree over a filtration from $\\lambda_{max}$ to\n", + "$\\lambda_{min}$." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "centers = [-0.5, 0.1, 0.55]\n", + "deviations = [0.2, 0.14, 0.2]\n", + "x = np.linspace(-1.2, 1.2, 1000)\n", + "y = np.vstack([\n", + " sp.stats.norm(loc=mu, scale=sigma).pdf(x)\n", + " for mu, sigma in zip(centers, deviations)\n", + "]).sum(axis=0)\n", + "\n", + "idx_minima = np.where(np.r_[True, y[1:] < y[:-1]] & np.r_[y[:-1] < y[1:], True])[0][1:3]\n", + "x_minima = x[idx_minima]\n", + "y_minima = y[idx_minima]\n", + "\n", + "idx_maxima = np.where(np.r_[True, y[1:] > y[:-1]] & np.r_[y[:-1] > y[1:], True])[0]\n", + "x_maxima = x[idx_maxima]\n", + "y_maxima = y[idx_maxima]\n", + "\n", + "\n", + "sized_fig(1/2)\n", + "plt.fill_between(x, y, 0, color=palette[0], label='C0')\n", + "plt.fill_between(x, y, y_minima[0], where=(y >= y_minima[0]) & (x < x_minima[0]), facecolor=palette[1], label='C1')\n", + "plt.fill_between(x, y, y_minima[0], where=(y >= y_minima[0]) & (x > x_minima[0]), facecolor=palette[2], label='C2')\n", + "plt.fill_between(x, y, y_minima[1], where=(y >= y_minima[1]) & (x > x_minima[0]) & (x < x_minima[1]), facecolor=palette[3], label='C3')\n", + "plt.fill_between(x, y, y_minima[1], where=(y >= y_minima[1]) & (x > x_minima[0]) & (x > x_minima[1]), facecolor=palette[4], label='C4')\n", + "plt.plot([x_minima[0], x_minima[0]], [y_minima[0], 0], linewidth=1, color='k')\n", + "plt.plot([x_maxima[0], x_maxima[0]], [y_maxima[0], y_minima[0]], linewidth=1, color='k')\n", + "plt.plot([x_maxima[0], x_minima[1]], [y_minima[0], y_minima[0]], linewidth=1, color='k')\n", + "plt.plot([x_minima[1], x_minima[1]], [y_minima[0], y_minima[1]], linewidth=1, color='k')\n", + "plt.plot([x_maxima[1], x_maxima[1]], [y_maxima[1], y_minima[1]], linewidth=1, color='k')\n", + "plt.plot([x_maxima[2], x_maxima[2]], [y_maxima[2], y_minima[1]], linewidth=1, color='k')\n", + "plt.plot([x_maxima[1], x_maxima[2]], [y_minima[1], y_minima[1]], linewidth=1, color='k')\n", + "plt.plot(x, y, linewidth=1)\n", + "plt.annotate(\"Density contour cluster\", (x_maxima[0]-0.04, y_maxima[0] -0.4), (-1.35, 2.6), arrowprops={'arrowstyle': 'simple', 'facecolor': 'k'})\n", + "plt.annotate(\"Density contour tree\", (x_minima[0], y_minima[0] / 3), (0.05, -0.07), arrowprops={'arrowstyle': 'simple', 'facecolor': 'k'})\n", + "plt.annotate(\"Cluster stability\", (-0.1, 0.7), color='white')\n", + "plt.gca().invert_yaxis()\n", + "plt.xticks([])\n", + "plt.yticks([])\n", + "plt.legend(loc='lower right')\n", + "plt.ylabel('$\\leftarrow$ density $\\lambda$')\n", + "plt.subplots_adjust(0.06, 0, 1, 0.96)\n", + "plt.savefig('./images/1d_density_profile.png', dpi=300)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## 2D discrete density\n", + "\n", + "Datasets are not continuous but contain individual data points. As a result, they do not have an inherent notion of connectivity which we can use to determine whether two points are in the same density contour cluster. HDBSCAN* solves this by estimating density in terms of distance, allowing us to say all points closer than $1/\\lambda_t$ are connected at $\\lambda_t$.\n", + "\n", + "Within this formulation, the edges that merge density contours are exactly those edges in the minimum spanning tree. So, single linkage clustering can recover the density contour tree." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "data = np.load('./data/flared_clusterable_data.npy')" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.metrics import pairwise_distances\n", + "\n", + "min_points = 15\n", + "distance_matrix = pairwise_distances(data)\n", + "np.fill_diagonal(distance_matrix, np.nan)\n", + "neighbours = np.argpartition(distance_matrix, min_points - 1)[:, :min_points]\n", + "core_distances = np.take_along_axis(distance_matrix, neighbours[:, -1][None], axis=0)[0]\n", + "density = 1 / core_distances\n", + "\n", + "clusterer = FLASC(min_cluster_size=25).fit(data)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "import matplotlib.tri as mtri\n", + "\n", + "fig = sized_fig(0.245, aspect=0.8)\n", + "tri = mtri.Triangulation(data[:, 0], data[:, 1])\n", + "ax = fig.add_subplot(1, 1, 1, projection=\"3d\", computed_zorder=False)\n", + "ax.view_init(elev=45, azim=-100)\n", + "ax.scatter(\n", + " data[:, 0],\n", + " data[:, 1],\n", + " np.repeat(density.min(), data.shape[0]),\n", + " s=0.8,\n", + " alpha=0.2,\n", + " edgecolor=\"none\",\n", + " linewidth=0,\n", + ")\n", + "ax.tricontour(tri, density, levels=np.exp(np.linspace(np.log(30), np.log(density.max()), 10)))\n", + "ax.set_xticklabels([])\n", + "ax.set_yticklabels([])\n", + "ax.set_zticklabels([])\n", + "xlim = ax.get_xlim()\n", + "ylim = ax.get_ylim()\n", + "zlim = ax.get_zlim()\n", + "ax.set_box_aspect(aspect=(3, 3, 1))\n", + "plt.subplots_adjust(-.1, -.1, 1.1, 1.1)\n", + "plt.savefig(\"./images/density_profile.png\", dpi=600)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = sized_fig(0.245, aspect=0.8)\n", + "ax = fig.add_subplot(1, 1, 1, projection=\"3d\", computed_zorder=False)\n", + "ax.view_init(elev=45, azim=-100)\n", + "ax.scatter(\n", + " data[:, 0],\n", + " data[:, 1],\n", + " np.repeat(density.min(), data.shape[0]),\n", + " s=0.8,\n", + " alpha=0.2,\n", + " edgecolor=\"none\",\n", + " linewidth=0,\n", + ")\n", + "ax.set_xticklabels([])\n", + "ax.set_yticklabels([])\n", + "ax.set_zticklabels([])\n", + "ax.set_xlim(xlim)\n", + "ax.set_ylim(ylim)\n", + "ax.set_zlim(zlim)\n", + "ax.set_box_aspect(aspect=(3, 3, 1))\n", + "plt.subplots_adjust(-.1, -.1, 1.1, 1.1)\n", + "plt.savefig(\"./images/density_profile_data.png\", dpi=600)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = sized_fig(0.245, aspect=0.8)\n", + "ax = fig.add_subplot(1, 1, 1, projection=\"3d\", computed_zorder=False)\n", + "ax.view_init(elev=45, azim=-100)\n", + "ax.scatter(\n", + " data[:, 0],\n", + " data[:, 1],\n", + " np.repeat(density.min(), data.shape[0]),\n", + " c=[\"silver\" if l < 0 else f\"C{l}\" for l in clusterer.cluster_labels_],\n", + " s=0.8,\n", + " alpha=0.2,\n", + " edgecolor=\"none\",\n", + " linewidth=0,\n", + ")\n", + "ax.set_xticklabels([])\n", + "ax.set_yticklabels([])\n", + "ax.set_zticklabels([])\n", + "ax.set_zlim(zlim)\n", + "ax.set_box_aspect(aspect=(3, 3, 1))\n", + "plt.subplots_adjust(-.1, -.1, 1.1, 1.1)\n", + "plt.savefig(\"./images/density_profile_clustered.png\", dpi=600)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sized_fig(0.245)\n", + "clusterer.condensed_tree_.plot(leaf_separation=0.2, label_clusters=False)\n", + "plt.subplots_adjust(0.28, 0.05, 0.95, 0.95, 0, 0)\n", + "plt.savefig(\"./images/density_profile_hierarchy.png\", dpi=600)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Detecting branches with centrality\n", + "\n", + "Centrality can be used similarly to detect branch-based subgroups. Let $c(x_i)$ be point $x_i$'s centrality, which is high in the center of a cluster and low farther away. Let $e(x_i) = 1 / c(x_i)$ measure the eccentricity. Then, peaks in the eccentricity profile correspond to branches. Eccentricity contour cluster at some $e_t$ are then defined as the maximal connected sets $\\{x\\;|\\;e(x) \\ge e_t\\}.$\n", + "\n", + "This leaves two questions:\n", + "1. How to define eccentricity? \n", + "2. How to define connectivity?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "FLASC defines eccentricity as the distance of points in a cluster to the\n", + "weighted average (centroid) of the cluster." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "pts = clusterer.cluster_points_[-1]\n", + "centroid = np.average(\n", + " data[pts], weights=clusterer.cluster_probabilities_[pts], axis=0\n", + ")\n", + "\n", + "fig = sized_fig(0.245, aspect=0.8)\n", + "ax = fig.add_subplot(1, 1, 1, projection=\"3d\", computed_zorder=False)\n", + "ax.view_init(elev=45, azim=-100)\n", + "ax.scatter(\n", + " data[pts, 0],\n", + " data[pts, 1],\n", + " np.repeat(density.min(), pts.shape[0]),\n", + " color=f\"C{3}\",\n", + " s=0.8,\n", + " alpha=0.2,\n", + " edgecolor=\"none\",\n", + " linewidth=0,\n", + ")\n", + "ax.scatter(\n", + " centroid[0],\n", + " centroid[1],\n", + " density.min(),\n", + " s=10,\n", + " color=f\"C{4}\",\n", + " alpha=1,\n", + " marker=\"p\",\n", + " label=\"centroid\",\n", + " edgecolor=\"black\",\n", + " linewidth=0.3,\n", + ")\n", + "ax.set_xticklabels([])\n", + "ax.set_yticklabels([])\n", + "ax.set_zticklabels([])\n", + "ax.set_xlim(xlim)\n", + "ax.set_ylim(ylim)\n", + "ax.set_zlim(zlim)\n", + "ax.set_box_aspect(aspect=(3, 3, 1))\n", + "plt.subplots_adjust(-.1, -.1, 1.1, 1.1)\n", + "plt.savefig(f\"./images/eccentricity_centers.png\", dpi=600, pad_inches=0)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Peaks in the eccentricity profile correspond to branches in the cluster. (We\n", + "apply a log-transform and offset to improve the height-map visual.)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = sized_fig(0.245, aspect=0.8)\n", + "centrality = np.zeros_like(density)\n", + "tri = mtri.Triangulation(data[:, 0], data[:, 1])\n", + "centrality[pts] = 1 / clusterer.cluster_centralities_[pts]\n", + "\n", + "ax = fig.add_subplot(1, 1, 1, projection=\"3d\", computed_zorder=False)\n", + "ax.view_init(elev=45, azim=-100)\n", + "ax.scatter(\n", + " data[pts, 0],\n", + " data[pts, 1],\n", + " np.repeat(centrality.min(), pts.shape[0]),\n", + " s=0.8,\n", + " alpha=0.2,\n", + " edgecolor=\"none\",\n", + " linewidth=0,\n", + ")\n", + "ax.tricontour(tri, centrality, levels=np.linspace(0, centrality.max(), 10))\n", + "ax.set_xticklabels([])\n", + "ax.set_yticklabels([])\n", + "ax.set_zticklabels([])\n", + "ax.set_xlim(xlim)\n", + "ax.set_ylim(ylim)\n", + "zlim = ax.get_zlim()\n", + "ax.set_box_aspect(aspect=(3, 3, 1))\n", + "plt.subplots_adjust(-.1, -.1, 1.1, 1.1)\n", + "plt.savefig(f\"./images/eccentricity_profile.png\", dpi=600)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = sized_fig(0.245, aspect=0.8)\n", + "ax = fig.add_subplot(1, 1, 1, projection=\"3d\", computed_zorder=False)\n", + "ax.view_init(elev=45, azim=-100)\n", + "ax.scatter(\n", + " data[pts, 0],\n", + " data[pts, 1],\n", + " np.repeat(centrality.min(), pts.shape[0]),\n", + " c=[\"silver\" if l < 0 else f\"C{l}\" for l in clusterer.branch_labels_[pts]],\n", + " s=0.8,\n", + " alpha=0.2,\n", + " edgecolor=\"none\",\n", + " linewidth=0,\n", + ")\n", + "ax.set_xticklabels([])\n", + "ax.set_yticklabels([])\n", + "ax.set_zticklabels([])\n", + "ax.set_xlim(xlim)\n", + "ax.set_ylim(ylim)\n", + "ax.set_zlim(zlim)\n", + "ax.set_box_aspect(aspect=(3, 3, 1))\n", + "plt.subplots_adjust(-.1, -.1, 1.1, 1.1)\n", + "plt.savefig(f\"./images/eccentricity_clusters.png\", dpi=600)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "To compute the eccentricity contour tree as HDBSCAN*-style density based\n", + "clusters, a notion of connectivity is needed. FLASC provides two solutions:\n", + "\n", + "1. Connect all points in a cluster nearer than the maximum distance in the\n", + " cluster's MST. This models all connectivity in the cluster just before the\n", + " cluster merges with somehting else. Consequently, it is the least sensitive\n", + " to branches, as gaps at smaller scales are crossed.\n", + "2. Connect all points within the cluster's mutual-reachability MST. Effectively,\n", + " creates a `min_samples`-nearest neighbour graph with MST edges representing\n", + " the least ammount of connectivity that still keeps the cluster connected. As\n", + " a result, this approach is most sensitive to branches, as smaller gaps may\n", + " not be crossed at low `min_samples`." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sized_fig(0.245)\n", + "clusterer.cluster_condensed_trees_[-1].plot(\n", + " leaf_separation=0.8, label_clusters=False, label_for='branch',\n", + ")\n", + "plt.subplots_adjust(0.31, 0.05, 0.95, 0.95, 0, 0)\n", + "plt.savefig(f\"./images/eccentricity_hierarchy.png\", dpi=600)\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Cluster and branch labels are combined to differentiate both kinds of\n", + "sub-groups." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = sized_fig(0.245)\n", + "ax = fig.add_subplot(1, 1, 1, projection=\"3d\", computed_zorder=False)\n", + "ax.view_init(elev=45, azim=-90)\n", + "ax.scatter(\n", + " data[:, 0],\n", + " data[:, 1],\n", + " np.repeat(centrality.min(), data.shape[0]),\n", + " c=[\"silver\" if l < 0 else f\"C{l}\" for l in clusterer.labels_],\n", + " s=0.8,\n", + " alpha=0.2,\n", + " edgecolor=\"none\",\n", + " linewidth=0,\n", + ")\n", + "ax.set_xticklabels([])\n", + "ax.set_yticklabels([])\n", + "ax.set_zticklabels([])\n", + "ax.set_zlim(zlim)\n", + "ax.set_box_aspect(aspect=(5, 3, 1))\n", + "plt.subplots_adjust(-0.1, -0.3, 1.1, 1.3)\n", + "plt.savefig(\"./images/flasc_labels.png\", dpi=600)\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.18" + } + }, + "nbformat": 4, + "nbformat_minor": 4 +} diff --git a/notebooks/Example_Parkinson_data_challenge.ipynb b/notebooks/Example_Parkinson_data_challenge.ipynb index ee055c1..97d7ff9 100644 --- a/notebooks/Example_Parkinson_data_challenge.ipynb +++ b/notebooks/Example_Parkinson_data_challenge.ipynb @@ -89,7 +89,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 3, "metadata": {}, "outputs": [ { @@ -287,7 +287,7 @@ "[5 rows x 258 columns]" ] }, - "execution_count": 4, + "execution_count": 3, "metadata": {}, "output_type": "execute_result" } @@ -310,7 +310,7 @@ }, { "cell_type": "code", - "execution_count": 5, + "execution_count": 4, "metadata": {}, "outputs": [], "source": [ @@ -336,12 +336,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 5, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -411,12 +411,12 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, "outputs": [ { "data": { - "image/png": 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" ] @@ -482,7 +482,7 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -566,12 +566,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" ] @@ -621,7 +621,7 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [], "source": [ @@ -635,14 +635,14 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" + "
" ] }, "metadata": {}, @@ -664,12 +664,12 @@ }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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9ynTCnNmYlJ+H+JkzBjWkMRpCpqe2+mNo2PwGGnd81G/vJn7mDEx57BFETZgga500Op3ashWW4t/6/bwlXpGNrII1l5z1uOiWwS9DE+z6+/30ut04/MKLaNy+w++9tPvuQWreXbIMzyoyuywvLw+vv/46BEGAKIrIzs7G+++/HxYX/3uHTMKc2Zh090okzJwx7GMuXRJ616ree3/9sPZrP96A46+VonHHx32GjUavR9q9d2PC7bcFzQJ/FHpOv1uG2l/73zKRvGghpjz+nQFvqhwNIQN03UdX99v/wam3tvi9N/kb9yF1xdcCPr8it6+WlpbCYrFg9+7dMJvNmDdP/otJaoudkon0B+5HwuxZapcSUqInpSLrye9hUt5dOPqn/0XTrkrJ+16nE0f/8CfYdlUga+0a6A0DP9yOqCfrp5+h9jclfu3jb70FGd/+5qCHZMNlpOFSBI0GGasehC4+Hsf/Kh1pqn/lz9DFx2Pcjbn97D04vE9miD67935kfOsBjF1yg6zXD3IX/Uy2YympfNvTsh7Pvmcvjvz6ZXSePev3nj4pCdPXr0XslExZz0nhy3HgIA784Ed+12Am3ZOPSfl5Qxr+WXxjIQBA4w7waZcjzKvr+rv0wbsFQ9rv1Ftvw1LyO2mjRoPp69fCeGXOsOsJ+K9kTk4ONm7c6HttNBpx2WWX4bLLLkNOTo7v+6SkpEBPFRSyX3wBKblLeIFaJobL52Ler57H+Ntu8bufyNnYiH3rnsHZD7erVB2Fko6TJ3FoQ6FfwKTm3YW0u1dy+vcAxt96CzIe/Ka00etF9cZfBHTcgIfLVq5cKRkOy8vL63dZmXCg1Oqr3T2EZdcOfuXYkVT2yfcH3miYtFFRMK96EEnXLUD1xl/A2WONO9HlwuFfvADR5UTKssC67RS+3K2tOPj/fgp3S6ukPeWmZUi7755hHbO7JxBq10yH2oPpacLtt8HlcKBh8xu+tkAfMR1wyDz1lHRqXHFxcaCHpFEqfvo0zP15Eaqf+7nf4n5HXux6CBqDhnoTRRFHXvyN3zNgEnOuQObqVfLMkPKExlUFURv4vzXt6/ei02rDuQ8+DLwgyDBc1tvGjRtx9OhRuQ87apR98n0Ibm9QfSnZi+lNb0jAzB/9AONvXe733pFfv4yzH24bsVooNJwpK4f1088kbTHmDGQ9+T3OUBwGQRAw5TsPI37WTFmOJ3vIvPzyy7BY+r/xjgZPcHlU/VKLRqdDxqoHkbqy1yO2RRG1v34Zrfz5ogvajx1H3ab/kbTp4mIx/el1I/rMlHCjiYjAtHVPQS/DtXTZQ6a4uFjyaGSi4RAEAWn33o3UPOl9SV6nE9WFG+Fube1nTxotPJ2dqN74vN9aeVO++x1EJss30Wi494SpQc5aI+LiMPWJfwcCnOQk+30yhYWFsFgsMJlMvkchA11Ly9TU1Mh9OgpjgiAg7b574Glvl9wsdv70GRz+75cwff3AKw1Q+Kr/4ytorz8maRt/63KYrrpSsXMKruCczixGKDPbNWHmDEzKzwvoGLKHjNlsloRLN9sAi0nSRe9+/gMAwE3z/guCHE/SHAZRq/XVoSZBEJD+zX9D6xELWqqrfe22z3aiafceJM67XL3iSDUth4/g1NtbJW3Rk9OQ/sD9KlUUvibl9b2U1mDxZswgd/Ockbvo3tPWfcE1lbqz0Yo931sjWTk2Om0SLv/lz3lxd5QRvV7sW/s0Wg8f9rVp9HrM/XkRotMmKXru0XiLQaB4R2GIGKmZZMEqMsmE9Pvvk7S1HzuOM+XvqVQRqeXs+x9KAgYAJt29UvGAoeGRPWTy8/P7bF+/PnQungWTrft+crFX4XIr+9X7fEFm7JLFiMnIkLSd3vKOStWQGtytbaj/0yuStjETJmDC7beNWA1q31IQKh8Mu8keMv3d2b9582a5T0WjjKDVYnKv3kxb3VG0WupUqohG2rH/exUuh/RhW+ZV34ImImJEzh+Mw1LBWFNPsoTMpk2bYDKZYDKZUF5e7vu+e90yk8kkx2lGtS0HlV9AcyTOESjD3Dl+c/fPvv+hOsXQiDp/5qzfkvTGq3IUeWQwyUeW2WUrV64E0LW8Q1FREQoKCiQ9GoPB4NuGZNBrAcCADfBsjWAiaLUYu3gRGkpf97U59u1TsSIaKSf+9nfAe3F4SIiIQMa3HlCtHjVvWAYAMSI0JrzI8tclISEBq1atAtA15bT7e5LXlsNdD1JanvGEIscNFYlXZEtCpqPhBLwu14gNmdDIczY1+U3yGHfzTRgzbpxKFdFgyX5NhgFDSouePFnyWvR40H78uErV0Eg4+Y9/QXS5fK8FnQ4Tv3q7ihXRYMk+TtLc3IwNGzb4rV/mcDiwdevWfvaiYXHJMGwWETpDZd100VGITBmLzjMXH3R2/uQpxPZxEzCFPndrm98swuQbFiEyidd6Q4Hsf2GWLFkCi8WC+fPnS9p5xz/JSRcbJwmZ3utXUfg4tWUrPB0dFxs0GqTe9VXV6qGhkT1kqqqqYLFYkJ6eLvehiXrovVAFn3oYjkSvF2feLZO0ma65GlETJqhUEQ2V7CGTm8uHSiltS93zAIDlqY/LdqxQ03sVZo2eF/3DUfPBL9F59pykbeKdd6hUTZeeawsGQx3BTvYL/4WFhSgoGP7jP4kG4m5vlwyVAcCYCeNVqoaUdLbX0xmjJ6chdkqmOsXQsMjek9mwYQPKy8uRk5MDo9Hoa29qasLnn38u9+loFGo/Wi95LWi1iJ7EdavCjaezE9aPP5W0Jd+wSJbHKdPIUWRqUV9DZlzsmeTSVFkleR2VOpH3yIQh22ef+13wT160UL2CaFhkD5nXXntN7kPSpQz37v8Qusu/J9HjwdkPtknaEubMUakaUlLvoTLDnNmINBn73piCFpf6p5Bi37sPTqtV0paydLFK1ZBSPB0dcOz/QtKWvPgGVWqhwCgSMuvXr8fNN9/se71x40YlTjPqbWn4VUD7BrK/GkSPB/V/+rOkLSYjAzEZ6eoURIpxHDgIsUcvXdBqYbwyR8WKaLhkD5mHH34YxcXF2LVrl69t3rx5eOSRR+Q+FfUgOl2D/gpVZ9//AG110mX9x91yk0rVkJLse/ZKXsdlTYUuOkqlaigQsodMZWUlbDYbli5d6mtbunQpysvL5T4VjSKdjVYc7dWLiU6bhJSlS1SqiJTUO2QMl89VqRIKlOwh03Pacre6ujouK0PD5nW5UF20Ee5m6cOqMh78JgRtaCx3ToPXabWi43iDpI0hE7pkD5mMjAxs3LgRDocDALBnzx6sXLmSKwHQsIiiiLrf/QEt1TWSdtM1V/EPT5hy7JU+H0gbE80bMEOY7PNYCwsLsXTpUlRVVUGr1UIURRgMBpSWlsp9Kgpzoiji2P/+Bae3SFfvHjMuBVMe+45KVZHSmg9JP1AkzJ7NHmsIkz1kEhISUFFRgffeew8WiwVms1lyfYZoMLoDpmHzG5J2jV6PrIKnoIuNUakyUlp7vXRFh7ipl6lUycAEjzpPxxRDKHRlD5k9e/b4gqU7XJqbmxEfHy/3qShMed1u1P329349GAgCMr/zCGLNGeoURooTRRHt9cckbTHpk/vZmkKBIk/GLCkpkbRZrVasX79e7lNRGHLa7Tjwnz/sM2CmPPYIxt7AZUXCWefZc9KlZOD/JNRg8c7uH43Kcw+V7CEjiiLWrFkjacvIyOAUZhpQ88EvsfeJtWg++KX0jQsBk5LLYddw19Zr8VNdbCz0IbCUjOD2jshXKJJ9uKyvKcwOh8PvccyhqtNq4/pJMvN0dKD+lT/j1NtbgV4LqWr0ekx57FEkL7pepepoJPW+HhM9OY2rLoc42Xsy2dnZyM/Px969e9Hc3Iz3338fubm5YTOFefd3/x1nyt+D6A3NTxXBpmn3Hux+/AmcemuLX8Dok5Iw+9mfMmBGkfZe98dET05TqRKSi+w9mWeffRZ5eXmYN28eBEGAKIrIzs7Gpk2b5D6VKjxt7Tjy3y/h1NvvIP2Bb8AwZ7baJYWktvpjqP/jK37L9neLnzUTWU89Cb0hYYQrIzW57HbJ6zEpKeoUMkhb9/0EALB8xtMjer5Qosh676Wlpairq0NVVRXMZjPmzZunxGlU1VZbiwP/+UMkzJ6FSXevRMKsmWqXFBLajx3D8Vc3o/HjT/x6LkDX8Fja1+/BhNtu5b0Ro5Drwk3c3SL4ISPkKTaFOSMjAxkZXVNNw3kKs2P/F3Ds/wIJs2chdeUKJMyexTHkPrQdPYqG0jf6DRegq/cy5bFHEDWej1IerXr3ZCISGDKhTvaQWbVqFfLz8yUzzKxWKzZs2IANGzbIfboRF5U6ER0NJ/zau8MmcuxYJC+6HsmLFiJ6UqoKFQaPzkYrzm3fgcbtO9BWd7Tf7SIMBqTddw9ScpdA0PARR6OV6PHA1dwiadMbDOoUM0RbDv4Myy9bq+w5DhcpenylyB4yl5rCPNyQKSkpQWVlJTIzM1FbW4u8vLxBTSQoKipCbW0tAMBisaCgoCDgCQjzfvULnH63HA2lm+G0+i/62Xn2LBpKX0dD6euIyTQjedH1SLruulEzI83d1gbrp5/h3Ifb4fjiQL+9FgDQRkdjwu23YeJXb4c2isu4j3aulha/nxf2ZEJf0E9hLikpQVlZmWTts8zMTJSWliI7O7vf/QoKCrB69WqYzWYAQHl5OZYtW4aysrKAgkbQajF++U1IWboYZ8reQ8Prb/QZNgDQVmtBW60FR//wChJmz0LyouthuuZq6KKjh33+3racfgkAcLNx1ZD3kYvX5UJTZRXObdsB264KiK5LP7NGGx2NCV+5FRNuvw262FhZa6HQ5bI7/NoiEsJzmH00kT1kuqcwP/3008jIyEBFRUVAPYjCwkIUFhZK2lasWIENGzZcctHNzZs3Y9myZb6Qyc3NRXZ2NgoLC2WZTq3R6zH+1uVIWbYUZ8rew6m3t/Q5jAYA8Hrh2LsPjr37UPtSMWIzMxE3bSrisrIQN20qIk2mgOsZSa7mFrTU1KClugYth6rRUnMY3vPnB9xPbzQiZdlShgv1ydvZKXmtGTOGkz/CQFBPYbbb7bBYLDD0GpfNzMxEUdHA45O9e09Go1H2m0K7w2bcLTejzVKHcx9uw7kdH8HVZO9ze9HtRkt1NVqqqwH8EwCgN5kuhk7WVMRmmqGJiBhSHVttykwRFz0etB87juZD1WitqUHzoRqcP3ly0Ptro6NhuuZqJN+wEAkzZ/CPBvVL7LXYZMj+rPR4bLQsdIpMAh4xQT2FuaKiAoD/EFxfQ3K9dV+L6X28wfRiZs7sfzrygQMH+mwXBAGxmWbEZpqR/sD9cOz/Aue2bYf1051+azH15rRaYf34U1g//rTrWDodYswZiBo/HnqTEXqjEZFJJuiNRuiTTNAbDLL9AopeL1zNLXBarXBarei0WuG02uC0WnH+7Dm0HqkdVC+lJ0GnQ+IV85C8aBES52dDGxkpS60U3sImZEhCsYjsOYV5uOwXpjP27sn0fL+/93rrXrRzJG4KFbRaGC6fC8Plc2F++CHYPq/AuW3bYa/a7feL1BfR7UZrzWG01hzuewONBvpEA/RGEyKTjIhITIRGr4eg0UDQ6SBotb5fUNHjkX653HDa7XDauoLEaWuCKNMnr/gZ05F8w0KYrr0GEXFxshyTRg/xEpNEKHQFHDI5OTl47733LnkfjMPhgNFohGeIz17oL0CG+ijnqqoqFBYWorKyclCh1F9vZTi0kZFIvn4Bkq9fAHdrm/RaxuHD8LS1D/2gXu+F3oYNrf3kkNI0ej1ip2QiLuvitSV9YqI6xVBY8Ou5hNjSTd1TjJdnPKHIcUNVwCFTVVUlCRiHw4H58+fj8OGLf/0SEhKG9Sml+6K9vdcNWgP1cHrqnro82IBRki42BonZ85CY3TV8KHq96Gg4gZbqajQfqkFrTU3X2k1B+IkuMmWs75pRXNZUxGSkQxPiY8UUXHqHzGB6/UHNJcMIQUTo/44p8i+wWq1+bcO5C95sNsNsNsNisUimK9fW1mLFihUD7m+xWFBYWIiysjJfW1FREdauVfamqcESNBpEp01CdNokpCzrulbkbm1Dy+HDaK8/duEaiU2RoS0/Gg30BgP0JhP0JiMiL/w3auIExGWxl0LK6/2hxetyQRRFrqAR4hR5/PJgLswPVkFBAYqLiyWhUl5eLpm+XFVVhYKCApSWlvp6KxaLBXl5eVi/fj02b94MoGuYbdeuXbLVpgRdbAwS512OxHmX+73XdZG+2XdhvvsivcvhgOjuee3FDdHjhSiK0Oi0gEYLjU4HQasBNFpExMcpOpmAaDh08dLreKLbDU9bG6e7h7iAQ0YURezduxcJPe7MFQQB9fX1viGypqamYR//oYceAgCsXr3ad8d/cXGxpGdjs9lQUVEBm83mC5krrrgCdrsdeXl5kuMFSy9mOITu3obBAGSa1S6HSFZ93d3vtDsYMiFOlp5M7zvvRVH0XU/pfh1Il7c7aPqTm5vrF2SBBBsRjTxtZCS0UVGSKf8uhx1InaheURSwgEOmuLgYRqPxkhfV7Xb7kGeEEdHoE2FIkIaMvVnFakgOAYfMqlWDXzOLiOhSIhIScP7Uad/r3kv/U+gJ/flxRBQ2InqNiDhDcARkS93zAIDlqY/LdqxQxod3EFHQGDNO+rjl9mPHVaqE5MKeDBEFjZjJkyWv2+rrVapEJsO9ry2MbnRmT4aIgkZ0eprkdeeZs3C3X3qBWQpuDBkiChrRqalAr0dwtx87plI1JAeGDBEFDY1ej6gJEyRt7aE+ZDbKMWSIKKjEpPe6LmOpU6kSkgNDhoiCSkyvJZPs+/arVAnJgSFDREHFMHeO5PX5k6dw/uxZlaqhQDFkiCioxGSkQ9frIYj2PftUqmb4tjT8KqB9A9k/mDBkiCioCBoNDHNmS9rse/aoUwwFjCFDREHHcLl0yMyxb3/oPylzlGLIEFHQMVw+V/La3dKKlprD/WxNwYwhQ0RBJzI5GVGpqZK2cx9uU6mawIlO16C+wpEgdj++kogoiBx/bTOO/fmvvtfamBhc+cffQRMRoWJVw3OzcXCPRNlq26RwJSOPPRkiCkrJixZKXnva2mDbVaFSNTRcDBkiCkpjUsYiftZMSdu5D0J3yGy0YsgQUdAau/gGyeumyiq4HA5VaqHhYcgQUdAyXXs1NHq977Xo8eD01ndVrIiGiiFDREFLFx0N07XXSNpO/vMteM6fV6kiGiqGDBEFtYl33i557W5pwZl3y1WqhoaKIUNEQS0mPR2JOVdI2k68+Xd4XeF5X0m4YcgQUdBLvetrktdOqy2kb84cTRgyRBT04qdPQ/zMGZK2hs1vsDcTAhgyRBQSUldIezPnT5/Byb//U6VqaLAYMkQUEgzzLkdcVpak7fhrm9F5rlGlimgwGDJEFBIEQYB59bcBQfC1eTs7Uff7P6pYFQ2EIUNEISM204yUG5dJ2qwffwL7vv0qVUQDYcgQUUiZ/PV7oYuLlbRZin8LT2enShXRpTBkiCikRMTHIe2+eyRtHQ0NOMphs6DEkCGikDPuxmWIyTRL2k5veQfWT3eqVFH4cnxxIKD9GTJEFHIErRZTn/h3aCIjJe1HXnwJnefOqVRV+HE1t6Dm+V8GdAyGDBGFpOjUVJhXfUvS5m5tRc3zL0D0eFSqKnyIoogjL/4aTqstoOMwZIgoZI3NXQrTgmslbc0Hv8TRP/2vShWFjxNvvAnbzl0BH4chQ0QhSxAETHn0YUSOTZa0n3zzHzi15R2Vqgp9jR9/inqZgpohQ0QhTRcbg6lPfg+CVitpt5T8FraKSpWqCl3NXx7C4V/+SrbjMWSIKOTFT8tC5qMPSxu9XlQXbkTzl4fUKSoEtR2tx8Ef/wxep1O2YzJkiCgspOQuQWreXZI2r9OJgz/+GVotFpWqCh0dJ07iwA9/DE9bm6Q95aZl/ewxOAwZIgobaffejeTFN0jaPG1t+OKZ/wr4fo9w1lprwf71z8DV1CRpT5x/BcwPfTugYzNkiChsCBoNpjz2CBLnS5+k6Wlvx4Ef/hhWGWZLhRvH/i/wxTM/gMvRLGmPnzEdWWufhEanC+j4DBkiCisanQ5Za59EwuxZknbR5cKhZ4tw9v0PVKos+Fh3fo4DP/oJPB0dkvaYzExMf2YdtL1udh0OhgwRhR1tZCRm/OAZGK+6UvqG14vDL7yI469thuj1qlNcEBBFEafeehuHnn0OYq+niybMmY1ZP/kRdLGx/ew9NAwZIgpLGr0e0wrWYGzuEr/3jv35rzj4/34Kl8OhQmXqcre1ofq5n8NS8jugV9Aar74KM/7zaeiio2Q7H0OGiMKWoNViymOPYuKdd/i9Z9+9B3v+Yw0cBw6qUJk6Wmst2PvEWlg//tTvvbG5SzFt7ZPQ6PWynpMhQ0RhTRAEpD9wP9IfuB/QSP/kOW02fPH9/8Lx0tfDer0z0evFqbe2YN/a9Th/+rTf+6krvoYpjz3id0OrHARRFEXZj0pEFITs+/aj5vlfwtVk93svJiMd5tWrED992sgXpqBWSx0sxZvQcqja7z1dbCymPP4YTFflKHZ+hgwRjSpOux01z78Ax959fb4/dsliTP63b0BvSBjhyuTlbm3Dsb/8H05t2ep37QUAYqdehqynnsCYsWMVrYMhQ0SjjujxoGHzGzj2f6/1+QdYGxODtHvykXJjrizTeEeS1+3GuQ8+RP0rf+l3YsOEr96OyV+/F5qICMXrYcgQ0ajVfPBL1L5cgvb6Y32+H5GQgPFfuRXjl98MXWzMCFc3NJ6ODpwpew8n/v5POBsb+9xmzLhxMK/+NhKz541YXQwZIhrVvG43Tr21Bcf/+qrfTYndtFFRSLlpGSbcfhsiTaYRrvDSXA4HTr21Bafe3gJ3S2uf22j0eqSu+Bom3nmH7LPHBsKQISIC4LQ1oe73f0Tj9h39b6TRIGH2LCRfvwDGq69CRFzcyBXYg7u9HbbPd6Fxx8ew79kL0e3ud1vjlTnI+PY3MSYlZQQrvIghQ0TUg+PAQTS8thn2PXsvuZ2g08Fw+VwkLbgWCbNnQp+UBEEQFKur02pD84GDsH7yCZoqdw+4HH/8jOlIzbtrRIfG+sKQISLqQ2utBSfeeBONn3za5+SA3vQmI+KyshA3LQvx07IQlToRupjhXcfxdHSg48RJNB+qRkt1NVoOVaPz7LlB7ZuYMx+pd90ZNFOxGTJERJfQceo0Tr75d5z9cDu8588PaV9tVBT0SSZEJiVBbzJBn2iAoNNB0GohCAK8bjdEjwcuhwPOxkZ0NlrR2dgIT1v7kM4jREQg6boFSP3aHYhOSxvSvkpjyBARkWK4rAwRESmGIUNERIphyBARkWIYMkREpBiGDBERKYYhQ0REimHIEBGRYhgyRESkGIYMEREphiFDRESKYcgQEZFiGDJERKQYhgwRESmGIUNERIr5/2FMewqJi7wmAAAAAElFTkSuQmCC", + "image/png": "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", "text/plain": [ "
" ] @@ -683,7 +683,7 @@ "n_clusters = len(b.cluster_persistence_)\n", "for i in range(n_clusters):\n", " plt.subplot(1, n_clusters, i+1)\n", - " b.cluster_condensed_trees_[i].plot(select_clusters=True, colorbar=False)\n", + " b.cluster_condensed_trees_[i].plot()\n", " if i ==0:\n", " plt.ylabel('Eccentricity')\n", " else:\n", @@ -702,14 +702,14 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 12, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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AEyKfm4mM+50nL7x4v8K7I73w4iMaDyMQpIcPtR8IBGwMkAR6VYIDaDAJwPgfmwLZLSDJkn+pVFIgENBisVAqlTIh33Q6te2CaAWY5YchkC5oeUR70kUi7vV6ikQiisViCgaDNmXAa9BqcIWC4XBYg8HAKH7WE7/08j39Z/+vf6F+f6ZwOKD/25/7KT37TG5LIAkgQEfggicvvHiSwrPD8sKLj2CwUAe3v6ucAVkNzJieK6hjXBA74MvJbblcbq0Gli42GmJcFA6HlU6nrYfOcTAZ4Pf7tVqtbEpgOp3a+4XDYaVSKRM34iWAOA/hI++FKHG5XJoRUTwet99fLpc27YBbIMfc6XS0WCyUTCZtv0Kz2dQvf+Yl9fuzN8/nUn/v73/JVjK7a445JsYM3f0FXnjxpIQHT73w4iMUrkDwqn0C9zMFcqcBrlpBTN8ddz7m/xklpMfOz67Xa0UiEQMcwWBwy9hoMpkom82aSVAqlTIRH+N+VO/SBrjcvtvUP/onX1MiEdUf+D0vKhJaazQaaTQabdkbIxSMx+PWlphMJsaM9Ho9tVotSVK32zWhoSTbd3B2dqbRqL91boMhn+khpA2rgD7A1Td4ugEvnsTwwIAXXnwE4q0Egle1AVDHX7YQZuyONgEuffw7GAwqlUqZkO9y0huNRtYGIDEz2z+fzxWJRJTJZJTJZAwAsCgoGAxaiwA2wufzqdka6C/+P/+pxpMNC/HSK2f6c//u92kymdiiIvYejMdj3b17d2tckPl/qnoYjVgspkKhYMxBMBhUu91WOp3W933Pnm7f7anZWiqbiegP/swn7DwweSBpa8kS7QoEkl548aSEBwa88OJDHiRdSVvjgozYLRaLLXMct49PABZIqBjrINQDHAAC7hf4EMBAADjo3eM1AIggCaPYH41Gmk6nlsCxMP7c5183ICBJp+c91WotrVabRUKZTEbxeNxcCSeTiU0apFIp80NglJDWQSqVMlqflcpsNCwWM/qTf/xb9cort/T8809rp5y0rYWcS4AVYABw5YEBL5608MCAF158SMMVCLqLglDZL5dLSTLxoNsGoE2wWq2s104CTSaTlsBdC+D7rTDmtRaLhXq9nhn8ZLNZS5jNZtOOCWEhxkIch9/vNyBBi4IFQIn4WuGQX7P5ptdfzIeVSETk98fsMyaTSfl8PjMJ4hjW67XpJ2grwDq0221jKhaLhbrdrrVYEDdeu7ZnxwGQcHUWrsmQqxtgX4MXXjwJ4YEBL7z4EIY7ygcIcI1+3DaA6/i3Wq1MPIcqH4EeYj/6/IAMxvIId8Ux/0gbVgArYNc4aDQamalQu93WYrFQPB43yl2SJU6qd/671+tJkjKpiP7I77+pz3+lrtGwpx/5/oLC4bDK5bIGg4Hi8bgCgYCxGbPZTPV63fYP4G/AbgGARiAQUC6X02q10unpqdkNM01BS0S60DAwOYD3AcwD59QVKXorjb14UsIDA1548SEKLH4ZF/T5fObhjxjQdfpDaS/Jqlq3109PHbEh4kBJ1sunvw4AYOEPVDmU+2AwUCwW21Lb87OpVErJZFLT6dRMfxA6MmXgvq+7iIglQy9+/FA/8H0v6qWXXtJsNlO/31c2mzUwkkqlbCwxk8mo2+2q3W6bJXGv17PWwWQyUTqdVjgcVq/XU7fbteOcTqcqFAqq1+vmQwBwikajppuADen3+8pkMnaNQqGQ6QbersOjF1487vDAgBdefAjCrcahpunlk3hJvtJF1U+PHJc8GILpdKrpdGr9cV7fteiFvndfLxaL2cIhhHPz+VzdblfxeFyZTGbL8c8V7pFA4/G4QqGQ/Xcmk7HPxHFBsy+XS3W7XYVCIe3u7tq/z8/P7efm87larZYymYyxAyj8Z7OZ7SjI5XJ2vPzccDhUs9nUYrFQPp/XbDaz9gbH0O12bScB58fv95vQkfZCLpezcyfJAwNePFHhgQEvvPgAxr27df3dv/U5BQI+/eE/9v3KZLapZ0bcSPJU/5K2lggBANy/l2TjhTAJfr/fHAZdJoH3wBMAfQFVPYI7n8+nbDZryRJQglNfMpk0UV0ikbBjxlOg0+loOBxaAuX/t9ttrddrlctlayXkcjm1221jSdbrtTqdjur1ugEUKvpKpaJSqaRsNmtiQTQDjBdyLP1+39oUnU7Hjp//R/vB7/crnU5LkuLxuL1mu9229cmADbYleuHF+x0eGPDCiw9YDAYT/Xv/p/9RnfbGs//zv3lLf+Ev/rii0U0Pmz6/JEvkAABaBSRydzXwP//CLXUGU/3wt99UJhHZstOFCSCJozOgygeEuK9P0sVKmHFG6H7shSVZpc1xwxpEIhG1Wi1rRaRSKUUiEQMrjP+l02nbWZBMJpVIJNRoNNTv9xUOhzUajSTJ+vzD4dCYg3A4rEKhYFMAkozJ6PV65ncwHA5VLpcVCATU6XQUDAbV6XSMcWFEkgkIdhQgrIShyGazCoVC1lLx3Ai9eBLCuwu98OIDFsdHDQMCktRsDPWVr7ykmzd3zZXP3RjoCgFJ/IADkt//52/9in7+V16SJP2NX/hN/Ud/4gdVzF5sEnQtfkl0jCG6xkL83Hg83rLlRScwm81sHBAAEIlErOWACG80GplbYKfTUSgUUjKZVCaTkc/nU6fTMfDA52V8ks/FzoNyuaxGo2H+BoPBQOPxWOl02hgNFi3BaGCIJF0wA+l0WrFYzI45nU6bCJHJClgTd8Uxro3JZFKdTkeNRsNYDG9PgRdPSnh3oRdefEACZX4ovFAqHVW/N5EkRaNrtVrnSiYvqnwU7+76XPrkJDm3NfDPP/+6/Xd/NNOv/dbr+vHvedb69+4MvgsQqNBJxGgBpE0VTuXt2hAzyojQMZFImGERDobn5+cGPFgHjKag3++r3W5bO4TRRPQNPp/PkvZqtbJxwGazaYl5NBrJ7/crlUqp2+1uMSSpVEqTyUTValXxeNyMj3K5nAkTAVaAlPF4bKOGXCdEgggcmUzodDpqNJv6uV99Td+419Lz18v69/+tH1Mi5ukHvHj/wgMDXnjxBAcVJ4l0MyYX1n/yn/+b+p9+7gvy+aRv/bakxpO2JpOJut3u1lw7S3EwG+K/+RlG+0rZuIaVrv3ecrqx6UXZf1kY6AagggSYSCRsSyBuhyT6aDRqYjuqZkkmdux2u6rX65rP5zYOyJgfewpqtZolXJgHd4oBEWS73TZwQptjOp0qkUhovV6r2+1qNpup0WioXq/r8PBQiURC9XpdvV5Pk8lEg8HAztloNFK321Wn07GfA8RMJhP1+xt7YsyJXFvn8Xi85Uj4y1+6o5//jQ0Ae+OsqWgkqL/wv/mJx3ELeeHF2woPDHjhxRMYrjEQHgGM3WUyGe3s+PRn/i95xWIxNZtN1et1tVotW9Mryfz4Ef1h2ENF7fb8/3c//Un97D/9hjr9sZ4t+pUJTVWr1cy4KBKJWP+bNce8NokWxz6WGHEMtA3YFihdgBQXKJBUM5mM0um00um09d+lTZKt1+sGKBDqwUAsl0sVCgX1+33lcjkNh0NzRazX64pEIiqXy6ZlmEwmarVa5pWQz+ft3IfDYUWjUQ2HQ0WjUTMdgl2RZO0Eqn5aHYgDR6ORaShms5kBhNFopNfunm9d73uV9ntyX3nhxf3CAwNeePGExP3sgek/Y51L713aKPqz2axWq5XZ7Y5GI0t0iUTCEiZjbiRfvP6Xy6VKmaj+4p/4tI3q3b17V4PBYMuZkMkEErlrSMS2PiYF6OcDBBDTEQjuZrOZms2mBoOBEomEksmk+QpwDiaTiekEFouFEomEFouFmQHh+MexQcf3+/2tqYrxeKxisaj1eq1Wq6V2u61kMqlUKqXRaKR+v69CoWBTDX6/X4lEQoFAQMViUZ1OR/P5XPl8fqtNQFuE3wEkIW6EvUC4WKlUtJdYyqe11tr83e/8zmffy1vNCy++KTww4IUX73Pg6IdSn576fD63Kj+Xy33Tlj4q5nA4bFa7jNyR9IfDoZnzJBIJq+jZNohlLpU2tP7HPvYxvfHGG1bR8p78nqueR6OAwQ5AI5VKaTwey+/3K5lM2rFDm7ujh7lczqYN+P/ue5DQS6WSCfAikYhNGQwGA2MlUO9Ho1EzBkomk+r1ejah0Ov1NBwOtb+/r3A4rJOTE3U6HTunjPxxvmgbIEKE9ocNgHFxNQ6MWq5WK9XrdbM7XiwW+pHv+piikdt67bynH/3eb9cf/rHvePw3mhdePCA8MOCFF+9TXG4FoMqXpH6/r9FoZKp1VwcgyZIPwTy7JGWzWXU6Ha3XayUSCbMh7vf7ikQitkyINkE+n9+ivmEhFouFzs7OTP2Pkx/VLhUxbQE2EE6nU0ug6/Va8XjcbH6xIe73+4pGo4rFYqa0R9R3eT0yGoB0Oq3VaqXFYqFMJmPJGUo/nU7byB7CSdwTI5GIRqOR7t27p1QqpXx+02IZDod2/mq1mgETknkymZTf71ev17NWB0AA1gQghA6CDZGwM36/X/1+X+l0WoVCwaYfnmk09MxuWh9/puQtLvLifQ8PDHjhxXsYuN6RPBDIMV6GW91isVAymdyqqN1gWQ7h9/sVj8dNZR+Lxazij8fjmkwmtlQI8R07AFw3Papev9+v/f19o+cJQAWVN2yD6yrI56Q3j0hxOp1qNBqp1+spnU6bkA92wD0XkUhEkUhEw+HQRvkikYhqtZq1K6SLLYy0BzhGPANI6tlsVq+++qra7bY++clPqlgsqtls6u7du9Y6mEwmluQ5NwADdzIA4SNaDuh//s7n86nVahmrQ3snm80qHo8rkUio1WopEokomUwaePDAgBfvZ3hgwAsv3oNwdwYgKoNOJobDoQaDgQKBgPL5/H2Tg0tL82dsd1n7y8reRqOx5R44m81sRp9RwcFgYOuEobklKZ1OW3IbDAa2phhGAeW+pK1jIaiAGcdzmQSqcjYh4jxIIudz9Ho9m2hoNBrGWiA8dLcrMm0wHA41HA6NHRgMBpK0JYScz+dKJBLW/x8Oh5aok8mkTT7wuuv12lYfL5dLRaNRayvwM+xLQNfBHgNElPF43LwNECby5/F4bLbIXnjxfoQHBrzw4jEFq4Bdm2BaAe5DH+p8MpkoHo9bMrlfuGY4mOXQt49Go+r3+9YSwE8fAIL1L1Q8CRUvAPrzJLVMJiO/369Go6Fer2dVPfbBmOb4/X6NRiNLoiwW6na71mePxWJG/7vCOrQSKPB5zXq9bgp+Vguz22A+nxuYkGQbAjnvwWDQ3AhJ9Ddv3jTQxCKi/f193bt3T/1+X6lUSqFQSK1WSzdu3DAgQ7tDki0zyuVy6na78vv96nQ6arfbCgaDisViyufzajQamk6ntscApiEajZrvQSwWs4kPmBqPHfDi/QoPDHjhxSMO1xuAVgAU/OWYTqeWbLLZ7Jbi/qpwaXVJW9Q6dLNrD5xMJi2hQZ3jpkcfnV49lT50/2QysWSF1wB9cgAEjIe0YT8YHYQJmM/n1tOnRcGUAUkfZ7/xeKzpdKr1eq2zs7Mt616O3W2xuD4DLtOCkp/3n81m1q9/4403TIvByN9kMlE2m7VWgevBMJ1O1Wq1rJ0CezKZTDQcDu28SVKxWNRqtTJvgng8bsZMtDl4D8SenC+0EB4Y8OL9Cg8MeOHFI4rLgkDo76t21rP4BgEcG/XuF26bYT6fm5Mer03Sk6RkMqlYLGbbBxEXNptNS5q0CBKJhFHdHAtTC51Ox8b3qHpJWvgLVHtTvXHWVDEqpaMbKhz9QCAQsF0C7jw+SR1bYJgEpgzQEuzv76tUKpkCH0qf/joTB2wtDIVCBrp6vd7WVkB0FIggEfX1+30Fg0GbUmAcs91um+9ALpdTMBhUpVLReDxWLBbT6empFouF9vb2tFqt1G63TSNw7do1BYNBnZ2dKZvNmvYhGAxuTUlwrt02TzQa9VoFXrwv4YEBL7x4F3HZGwB1+YMqvLcrErxfmwHKnyQOvU/lig8BDAHUdj6fV7vdls/nM5tdgEsulzMFPAJB5vfp07PpD2bic6+c6r/6hS9rtV4rEvLr3/2JF1SMD8zoh8kFkhtqfEbuACqpVEqr1UrD4dDsiEOhkEqlkjEbpVLJbIJZe8y5ly4WMs1mM7XbbfNIcEcew+HwVl/+5OTEJi5gHmBClsvl1nZCdiTMZjPl83lrMxwcHOjk5ETValWlUkmHh4fWCnDbQpxbAJ27zwEBpMcOePF+hgcGvPDiHQQV+mVvgAdV95LM3OZBIsGr2gzuxAEagOl0ahMCl9sQeA1Ag0Pxs52PFoCrYid5kuxPT091cHCgQqFgrQNsgkOhkD7zlQ0QkKTpfKVffflMf+QHnrHjpBJG/e96HYxGI+uZ4zkA6HDPZbVa1Wg00s7Ojlarla1AphWAfiKZTFoFjvkRwj/si/EqqFarGg6HarVaunbtmlKplAaDgXK5nNLptHq9no4rVd2uNZWPBJVJp82rAZOiUCikfr+vSqVibYhisaj5fK5Go6FkMmlgLJVK2QpmdxoB7Ug4HDZBpgcGvHi/wgMDXnjxEEGSRmh3lSDwqsB3fzqd2srdy7/zdtoMAAVYCEbrropgMKher7flEZBKpRSPx9XpdDQajWy7IczCer22ih4nw263a/bAgUBArVZrMwWg5db7jbotDYe7yufzmk43dsaI5lhkBEXO6l8W/bAjwHUM7PV6GgwGJm5k5TAJE8YDINFqtbYmNNhtgOaB92u1WtYSoT3S7XYVi8Xk9/v1xeOK/stf/7pmq7WeK2T0l37mR80v4ebNmwqHwzo9PVW73VY0GtXBwcHWNcbDYDQabdlBA8rcpU+SLPnDmDDB4YUX72V4YMALL94i3qpSf6uAer9KJPgwbQao9Ol0aqK7+yUNjpn3cpNMKBRSLpdTrVbTbDazqptjYByuWCyajTFqeRJovV7XT75YVKM/UaU71V5Cei690Pn5ucLhsPXSZ7OZCe2g7AeDgfr9vlXSUPDBYFAHBwfmhNhqtayydrURABvpAkAxacBUw3q9NqMgpgxoy0gbFuTw8FCLxUKNRsOAWjgc1t/40quarTaMx+vNrv7F68f6iecOJW3aEdVqVYvFQuVy2VoctGXo+bPkCQEh749NM+ulsS9GlMk58tgBL97r8MCAF17cJx5GEHhVrNdrDQYDq0JdJ8GHaTNgVMTP49p3v2DkkGmCVqtltDTVKSr+TqejwWCgTCZjCnzEgq6tsM/ns2VIgUBApVJJpZL0Fw52DKBUKhWtVis1Gg2tVivt7e3Zyl5m/BE9ptPpLa1Au91WKBTSycmJ6QjYP8D5RivggrDpdKpAIKCdnR1FIhFzHOR8FYtFM1KKRCIGMOLxuOLxuLUhoPU3rZDF1vmczKY2cdFsNrVarbS/v2/tiOPjY3W7XT3zzDOKRCI6OztTMBhUKpUyUSSaBvYVuGulAWh4NnhgwIv3Izww4IUXTly1LCgSiVgl93aDvQKY2yBcc9sMrgXx/V57sVjYuJ27evhBx8/oWjQaNVc9qOnZbGaJ2efzqVAoaDQaqVKp2HEyLocNL68ZCoWUz+cNIPn9fhWLRaVSKUmbZI0Rz2g00vHxsQkPoewBHKVSSYlEwvQCpVJJ5XLZqud6va5AIGCVNToHWhtMY5BMm82m/H6/7SdgsiAajarSH+gLzYr2Z0uVtBHv9ft93blzxwSCsVhMvV5PsVhMv+dGQX/7jboWa2k34te19URHR0cqFovK5XIGlFwXQvwTSOywFwA5STYJARBABCrJRIecR69V4MV7HR4Y8MILXbj48SB+kDfAgwIfgMFgYCp9kvDDtBncKQFaByTZ+x0TSRsbYJJ2KpWy92fdL6t4SZoY+GAmNB6PNZlMzHkwGo0azZ5OpzUcDtXr9dRsNhUMBnXt2jUFAgG99tprNj7H8aTTaV2/ft3U+Qj7MCkCFCHyy2azkmR7Aebzua0/5jU5XhIwnwWWwfQB86X+zC//mvqzTXL+/Xt5fX9hIwjkPEiy4wgGg/qp73hRO+GXdeesoqRmOj8+0jPPPKODgwPbDMk5ikQi2tvbMwviTCajXC6nwWBg+xjwIbic3GEGJBnAITx2wIv3Ojww4MVHOi63AlyV98MGvv1Q8Vjmug6Aly2Irwp3SuAyaLi8k8CNyWRiznaStiyHMRiSZPa7mO4w099sNnV+fm5aBHraJPZMJrNl1ZvL5XR8fKxGo6F6vW6OhwAE1P3j8ViVSsWmEGhXuMuNdnZ2jAVgK2EikbCkj4/CcDi0RUNct/V6rVwuZ5+H16lUKvr7L79hQECSPt8e6Ef3S+p2uwoGgyoWi9ZegKbP5/NajAaKL6dartcajy8SOYzL2dmZtQvcVc74HzAx4S5bgmWCceIcS7J7jnPrgQEv3uvwwIAXH7mgFTCfz9+RIPCqmE6n6vf7Wi6X5lZHonu7bQaAA0kFBTzBGN1VYIJkRj+aHjcGQgjVWEiEKU82mzX6mjG/TqdjxkUkORYLUYXDTuRyOaP+R6ORUqnU1tIfzul0OrXZ/93dXRMS4tTHLgE+N8t8OBe0VxhPZE/AZDKxvQvD4dDodYR66fB2Qo2sN3qKfr9vVs2SDKxJMhvkRCKhaDRqn+f09NQMkWazmQ4ODhSNRnV+fm7TGK4mBO1GIpGQJNu8yHu6rQB3XDIWixkA81oFXrxX4YEBLz4y8XaWBT1srNdrDYdDc59DIIfd7NtpM1xuCbjOgpePX/pmMDCdTrVYLKwKxZL4ssgQ+2Ac/ajMmcmXZHP23W5X0WhUhUJBs9nMzhPjfbQT+v2+QqGQdnZ2rLePu+BsNlOhUFAymbQdBZPJROfn5+YLIMlWAvv9frXbbcViMTufgBE8//ErqNVqqtVqZqGMkyBKfsyWvj0V1TcSEb00GCu6mOm7Q35bgZzNZs0qeTwemwdErVYzh0cACECqXq/bFkKWPrlLkcbjsQFNWBUmSbgnAApoIiRtaQ1cweS7AaheePEw4d1pXnyo4+0uC3onsVgs1G63zes+mUwaDf52AcZsNjNq++3oCNw+M7+P/z8Lcfjz5WOgqq/X65KkTCaj2Wxmr0kvP5FImGFOIpEwsSFiRrYY4jToLkpCMLhcLnX37l3zLXDPzXK5VKvVUjAYVKFQ0HQ6VbfbtU1/bClkGmM2m9mmQY7Rra5R6zNO6YKbXrer31tM6seTG8+FaDSqRqOh9XqtnZ0dXb9+XZ1Ox9ghNBTpN42G+v2+aRjQT0D1TyYTAxE+n89cJTudjubzuVlM/9Xf+pp+/byunURM/8Xv/zcUf/NYOW9EOBy2BVKILT0w4MV7Fd6d5sWHMt6tN8BbvXa/3zcleiaTMWe9txtU5fdrCdzvfd2foY/O77OoCMbjqmN2x9wikYgxBdDhTBHs7e0ZlT+bzWyD33A4VDqdth0E9MfT6bRt40skEjo4ONB8Plez2dTt27e1u7urSCRiPgWSLHFKUiKRsEkHNBO9Xs9W/0qbXQlsdoxEIspms+r3+6ZFoPKeTCZaLBbq9Xry+Xza398374Fut6twOKx4PK5Wq6V79+5pMBioXC6b38Jrr70macNK5HI55XI58yp49tlnjQFheyHAARZhOp2ay+EXmx394t3zzfFPZ/qLn/ms/ovf9SOW7N3ryf0DmEPP4bUKvHgvwgMDXnyo4t16AzwolsulOfLhq5/L5e7rAHhV0H9+q5bA/X7X7UlPp1MT6kmydb6uqREVLKuBGR0k6brufugNsCXmfRqNhvr9vo3/MXqIOJGkxVpfkvEzzzyjeDyu1157TcfHx7YQiNdnzTHUPB4Ct2/f1mQyUS6XU6lUUiwWs9XF5+fnGgwGajabmk6nSqVSKpfLJjasVCqWlJPJpA4ODpTL5fTKK69suTDO53OdnJxoOp0qn88rHA7bFACJfj6fG+BAK8CYZq/X03w+N40E/8CkrFYrdTod3as1tq5hpT80FoXrRbjnk+VSXqvAi/cqvLvMiw98vJNlQQ8TvDbrfgOBgMrlsjnMvd2A0pf00MfHJkBodlbtkvgBQIzaoY+A2mdUEqYkGo2aGVIymbQ+O+I8jhUqv1KpmD+Az+cz8Z7rLEgy7PV6pi2IRqO6du2aqe8BHXye8XisRqNhCbLZbG5NLnA8jUZD7XbbRJKu1fB4PDa3wVQqpXQ6rfPzc6XTaeVyOds0WCgUlMlkbBqgXq+rXC4rHA6rXq+bmPFWr6evjydKrdf63YmEKfyHw6HOz8/l8/nUbrdt8oEqnmNDSNrv9/VsJKDPjWaaanOf/J7nn7ZWFa0CgvXLLpvltQq8eK/Cu8u8+MDGO10W9HaCvjRCO3r7iMced0vgckCtk4gZO+TvoPKljSCPJHNZ5e6uFyb50GJgpp9Kn79jD8BsNlO321U2m7Xxw36/b5MKbDgcDAZbKvxSqWTTBCwK4vgR1wGuhsOhQqGQEomElsulTk5OTFMB8Fiv1yoUCgZ06vW6lsulMRfNZtMqfUSLXDu/36/BYGBTFKwYbrVaajQaqszn+svnVdu60D461h89PDCNA6ZKMDpoKNAbMMkBs/Lszo5ixyf6Sr2lp0tF/dRBWcFgcCvxE5xHrp/LunitAi8ed3hgwIsPXDysi9/DxOWJA1gHbHlJKG8n6OEvFot3bGJEuMI5kg+fl/eQZO9F7xq/exb6DAYDrddr6/vjkojxEBv4EA1yThAAoqBPp9P2GRljdF0WaSWQ/F0wA5iaz+caDAYqFAqSNhsdd3d3FQqFVKlUDGgATJjX5ziXy6WZ/qTTaVsgVK1WDTSQcNkUCSBhGqDX6xmb0Gg09Pmz8631S6+MN6OL0+lUiURC7Xbb9jkwoskEB8AA7cLu7q7m87lywYB+x15Ju7u7arfbyuVypnNgsgARJ2DAaxV48V6Hd4d58YEIt1J/1ILA+00cMD8vbUbu3F78WwUVtvTwLYGrApASjUa3FhQNh0MNh0NzKGR1MeI56HSX1s9kMmb8I8l65IwLupUoUwVQ+6FQSN1u15IoewYikcjWVkEcCqHl4/G4bty4odPT040ZUTCgV1tNJYNBjUYjrVYr5XI5o+E3uw9K6nQ6prBvNpuSNuOb8/lcw+FQuVzOqvJut6ujoyNrF0lSv9/X6emp9f8BSdDvrGsGbCVnM8l/AdjKwcDWxAK6AkST4/FY0+nUJgh2d3eVSCTMT6Df7ysajZrgkZYGx+I6LEqy+xlA5bUKvHivwrvDvHii43Kl/igFgfezIJZkzneMy73dh7F7vLQtHgVjQUIECMxmMxMGRqNRs+6ld85xo8qnWoXt6Ha7CgQC9jPQ9q5XAKNu/D2rjBHVsbcAlgab4FQqZcJKqt1oNKpEIqHRaKR/cus1/bWzIy3Xa2X9Af25608rMJ+rUqkok8kolUqZfwGLjPr9vrnyVatVSbI5/UqlovV6rZOTE63Xa5VKJfn9/i3/gWw2q3w+b1MB4XBY3W5XzWbTnBuXy6Wuaa3vm8/06mqt0GSiHwoHt85nPp/XYDBQu93eGsmEHWAscTgcqlarbY2Mct8C1hAjwt5IMgDgehFgjuW1Crx4nOGBAS+euLiqUn8ny4LuF1dNHJC4ptOphsOhKe/frkjQbQn4/f531RK4HCRnrICpfBeLhbUuoO/ZHxCJRGwsEMHdZDKxVcHxeNy27s3nczt2zrFLf0ej0a2te0S329VsNlOpVFIqlbJ/YEV2d3fVarWs8m21WkokEvqldlPLN334O6ulfq3d1B99+jn5fD4Nh0M1Gg0bY0wmk0qlUorFYhqNRhqPxwoEAmZGROKEEXjuuefMzwA2qVQqSZKNQ04mE7XbbUlSr9czK+PFYqF0Oq3vGo30vcGgmrOJMuGwbVIEHEna8pbg//MzgEyYnHg8boATM6NOp6NisWitAvwRXC0BgNJrFXjxXoR3d3nxxMSjWhZ0VVxlQezS96vVamtaIJPJvO2RQbclEA6HH2rU8K2CXjTvI8n6/wjOhsOh9e2z2azm87lVrhjfTCYT1et1E9ZRifJ64/HYXAdZmMNMPqr/0Wik6XSqYrGobDarZDJp6n/aKozMrddr9Xo9STJxIdqBoLOQR5IGrbZqyZqSyaTW67VarZYWi4V8Pp+Bl2vXrikej2swGJhqH+MjDIsODg5suVI2m9VqtVI+n9d0OlWj0bDzR+sjEAgonU7bz81ms63rj6/DfD434MPSJhgTSbaaGcDaaDTsemBixIgnLYRqtaper2faC1gP9B6APgCC1yrw4nGHd3d58b7Hgyr1dxtXTRzw0CUQsmHpS5/9rcK1EX6ULQGCxEZyZjaf6QT382FFTLJ0BWqTycQq/FKpZGCC6hPw5Yod2bwYj8cVj8dNF7Ber5VKpQxAYDZ0cnJigIAxQc4N7Yt+v69Wq6UfD4RV9U/UWy1VHk+11xvp5eHGwz+TySgWiykWiykSiSiTyWixWNhegGvXrtnEApR/p9OxBM0YIS0MPtd8PjeWx+fzqVgsGjOC6dB6vbati7gzsjApFAqp0Wjo3r17unnzpon7iFKpZNcFrcBqtTJnSCYymNqIx+O2HyIcDlurgjYB92UsFjNw4LUKvHic4YEBL96XeKtK/d2GO3FwPwtihGH045PJ5JZK/0HHzhz+o24JSDLFPFQ0lDcVZrfbNZtf7HHxQaAFQEVLhY0WwtU0cO7pTzOqh+iPJEhCw+/fne+HCqdHHo1Gt2yO+/2+ut2uzs/Pbathaj7XX/mWF1VttfTyb/+2Qm/qCxACJpNJo9wBiDgoUmkD7s7OzmxZ0Xg8NtoeTwISKNU+4CUajer4+Fjz+dwWErVaLbsP0Bxwvsrlsr1fOBzWc889Z2ORAMHBYGA7Ffx+v5lL8dn6/b55EiSTSfV6PXU6He3v79v1YjQWACDJaxV48Z6Ed2d58Z7GVZX6u10WRDyMBTHJExc+Kum3isfZEiDxUF3iaUDVSMVJ5c9nnk6nBg74rHj1SzLBIdMR0OTu7D7Vq6t7oNJn2yA0+mKxsB4+fgYACYyPcrmcWq2WuREWi0UVCgWl02mzFS6m08rn80bXu8wQ7Qo+A2OQX/3qV3UeXOozsZFGq4U+Hc7oh9NlExMyaSBtnBgHg4ECgYAxBFTe7BVAC8GOiXQ6reCbEw7hcFiFQkHz+VzValXZbNZcFln17O5IYLSQZUrhcFiDwUD5fN7uLY7P5/Mpk8loMBiYkyQsAccImMUTwmsVePE4w7uzvHhP4u1U6u80HtaC+LJIEIHcg+LyZsG3wyC8k+OnkkU0J12cO0YBEaTBaJAEXYoZsx2S03A43LIbRoRHokQXMJlMzLQnlUpt2RmToAELjFrCAjz33HOaz+caj8dqtVpqt9sKBALa29tTKpVSr9fTycmJ2RGHw2HduHHDtgSy6leSeQlwrCTvUDiknws0NFptWif/aN3UdyYPdSOasuNYLBYql8vmBoh6n+t4dnZmjAbGQd1uV6+//rqtJib5hsNhZTIZO5eAWIBbrVZTx7/WRCtlRnPl3py0oKXCVktMlOLxuN1/mUxG3W5X7XZb5XLZrrM7Uuj6RrjiTS+8eNThgQEvHls8zmVBly2I387EAQmPipA++Fu9j9sSeFTHL8naJIjZqMSpjEk4VKm873A4tCoXHYEkG6WDvuZYEWKmUqmt7YOADz4n50jSVnsAg55IJKJUKmVTDLjjkcxxzGNNcSKRsIVHjAfCSKAFKBaL6vV65kmwXq+N/WDFMPqA+XyucCym0cIRIPqk6rivw1Dclg/h4MfIZTab3fI+6HQ62t3dVSaTUbPZNBCEJwAgiXPp2inDBnCtfr5+T//k5MtaS/pkPKv/9JM/ZAZMk8nErg2LkgCpgJ1sNmtMCWyAC2Q577QKmPjwwotHHd5d5cUjj8e5LOidThyQVBHbIcx6q88BBf+oWgJX7VGgYh+Px1viO/r9CBNpa9BbZiyQ0cPFYmGJCpBDZcr1gE53rZsBDNDjxWJxC2BJFxMHADwq8OFwqHa7bVMHjO5RGd+7d8+ARSgUUqFQsJFHJjgYD2w2m6YX4J5x++i9Xk/1ak0fS4f1SmhDzycmC60aFbUPNxW8JOXzeQN+HKNrB53P5639MRgM1O60tQj4TFxIwo1EIprP52o0GrbdUdqArjt37qhYKumX5l2t38SeXx119Gtn9/Sp3I6BAADwdDq1VccYRI3HYxUKBY3HY2MHptOpMWbuKCftDA8MePG4wrurvHgk8U4q9YeJdzpxQHJ6GJHg5ZYAD+93E5cFk1T/2O3Syych+3w+ffGsqv/rP/6M+tOZ/pcvPK3fd23PkgRCNQAR4IjEuVwuLalAwQOaSCz8PhqCfr9vPXDOt9tCQdgIe8CSoX6/r3w+bz/DMXQ6HS2XS+VyOUky06NEIqHxeKxOp2NjgalUyhJ2qVSyJI5oDkOjSCSiP7hK6OXlTOethkrVkZapjdK/1WrZhABtDhwaz87OlM/n9fTTT9vCoWg0qjPfVD+bb2noX2k3uNZPNWTtCloi9Xpd2WzWrJeDwaDOz881nozly2xf526zpfDONRNDArLQBLBMKRaLaTqdajweK5vNqlqtmocCIJD/5vvktQq8eJzhgQEv3lVQqT+uZUGXJw4ehqbn4YtAC4X6g4LK+1G1BC7bKF8lmGT0z6WJQ6GQ/uz//EvqTjYjhH/rpde1PjnSxwo5AzSM3wGQXMYDdzzG3Uj6LgiiEuY4sSVm/wHnnp0D0Oej0UidTsfW/VLlTiYTW3q0XC6VTqe1Xq91584d+f1+7e3tGdU+n88NaMHAMN4H04H4kJ9FQ1EoFFSezXSrMVY3vOmpAxyi0ajZ/XK+sWIej8emh8BQ6h92b2sY2ICbSsqn40BE3/omwwGLwPnBEZHzmIgn9McySf3NzolWfp++bR3R7mSpTqdjoIfxznA4bN4IsGSIMhnfxIiI68kuCISFXqvAi8cZ3h3lxTuKy5X6o14W9G4mDlB20zuOxWLWC37Q54G6fqebBd1wQdKDmAxGCF0V+Ww20+n5uXpvAgHi3nlFxfUFW8F7RCKRrbW+nCd3yQ+tCAAAP8OfqTgRIkqy8UGur7S5NpVqVf/g6HXV1wt9RyKr6zOfrT8Oh8M2/08fHPCCY18kEjGQFolErFUAG4C/AWwAdsaz2cx2KuD1PxgMzJioXC7bzyyXS3u98XisUChk4NDd7zDXtgHS0u8zW2ZXy8FOAVoh165d0+7urnamU/nrKw2nE90oJhQtRc3gCZYCMSAgjykMWiloB87Pzw1QudMeCBm9VoEXjzO8O8qLtx2Pc1mQ9GgmDlyTHZ/PZ8nnQaJCtyXgJsN3EpdBwP0+w2q1UqfT0XA4tP4yArfBYKBer6cfKef12VpLknQQDeuH9p+W702gxA4CjtedU0ffgGVvNBp9IBiCNYhGo1vMCRUs44OI3v5O9Z7+p+aJJOmfNSv646GsPn3zWfl8PrPrxWkPcBWNRlWr1dRut20qgfd1HQo5T/1+X5lMRjs7O/L5fBoMBhqNRtrf31e5XLadA4VCwX52d3d3S/1fqVQUDAZ1/fp1c/+TpFarpdPTU4VCIf3Ockk/tz7TyidFhjMlblXUDu0aC4ADJKJAIp/Pq9PpqNFo6MbuniqVigEN6HzEoKlUyu5pPBqazaZZEwM6ksmk+v2+crmctYwAEoTXKvDicYUHBrx4y7i8LIhq6b32BnirmM1mJhpzTWwe9PPuSuB3A2oun6OrQADVKu5+VPXL5dJU8FTq+Xxe/8FPPqX/1Wiq3mSs79opa9jrajgcqtVqmd0tCZwk7o4CAt6oskkuAAV3ZA32QLqYLODfzWbTjnW1WulL7Zp9prVPemnc16fePPZkMmlMAMxONpu1v2s2m2b/S0up2Wza+5MEY7GYyuWyisWi+v2+bt++bRbB3W5XyWRS+XzemB9o+Gw2q2azqVarpeVyqWKxqMViYUZNMBSc9xdmUf2hekRfO76t3GitVGlHJycnCgaD1nbA4plpCDQY9+7dU7fbVaFQUDKZtPXI7n2MDoD/h0lUIBBQt9u1ldiLxcIWOQEq3N0EjJB6rQIvHld4d5MXV8b91vq+X94ADwoqOESC+MTf77UeZUvA/Rz0gXEMxMGOjXhUiywG4ucwxkmn01bdx+NxZTIZHbxJo0ejUfXCIVs1DIDCoAjxICCIZMYYJedIkoEOadMmYASOSQRaDa4fA3R1tVpVcSnddc//eVWvTn26du2ajQICJLLZrCW5QCBgVT2Wv65KP5VKbU04wBKxMbDX62k4HBrwSSaTZj88GAzUaDSMvViv1wY4eA8MgPL5vJ5//nkNBoPNB3h1oGRtqOWbLAiv794TyWTSxJ3z+VwnJyd2bAAvjhEGwe/32wZG2gTcC4w19no9M15arVbGDvCzgALYA69V4MXjCu9u8mIrrqrUH/WyoEc5cYAZz2QyMTr6ft4BiNMeRUvABQH08BHsoVWQLhIKnxuHQSrI1WqlTCZjIjzoaHQOBD73sAEkWI4BMDQYDKxHDmOQTqft/WAnSNaj0ch62RgG9Xo9dbtd6+kjbqMP/qeuv6Byv657g65uTle6ntyAqm63q/F4s2MA8ZwktdttVatVo8KDwaDa7bbOzs5M6xAOhy0J4jcwGo10dHRkK4gZmfT7/apUKlY5A1zH47HOzs60t7en69ev24RFr9fTfD5XoVCwShzWhFFL9BG5XE67u7saj8c6PT01BgLNx2QyUSqV0u3bt40tAWS5K6NZlDSfz1UqlVSpVKwNlEgkbLJlvV6b7wFumIAOwDEOkjA3XqvAi8cRHhjwQtJ76w3wKCYOEAmiOEcUdr/XxDhI0rvagUBl7/occCzSxTw44GA8Hms4HFoCdoV6AK31eq1utytJyuVyW7/PZyU57O3tqdvtarFYKJ/PW9UZj8eVy+VMmLdcLm3+nwqWlgLTAe45WSwWGgwG6na7Wq1Wisfj2t3d1Xw+V7PZVLPZtBHAQi6vP5nJ2theI9Swz9Hv99XpdDQej7W7u6t+v69ms6nRaKRcLmd6DsR4gBxcFNFa4O2PGRHth9VqZZoKzlm5XDb2YmdnR5Jso2EikdD+/r45Mh4eHiqZTOqNN96wyYJgMKhcbjOlEYvFbPwvl8uZe2GtVrMFSuyJ4Jq7q5QBGYPBQDs7O7aPoFQq2fkNh8M27ZDNZtVut9Vut5XNZm2hFMZROBBeBgNeq8CLRx2+NSWCFx+5uMoABxDwKOIywKACfbdtBiphHsYI5K56XX723bQEXOBBxU//neTPuXOX6rCVDvoeOplNeCjvB4OBgsGgjeLRb+YcttttBYNBYxBms5k6nY5V/aPRSMPh0FbmYuZD4iHQMqBLwGI3GAwaYGGhD+/b7XbV7/eVSqWUTqcVjUZVLBY1m810fHxsK4RZWrRcLtXtdu1Y+v2+vWYulzOgks/n5fP5NBwO5fP5zD745GQjTCQpz2YzpVIpdTodlUolSVK9XjeNxXw+V7FYNMe/YrFoK4sjkYhtJ6TfD4PCua7X66pUKppOp2q329rZ2dHOzo7S6bR6vZ4ikYiuX7+uO3fubE2GJBIJDYdD1et1A2KNRkPT6VT7+/tKJpO2sCkajSqVSimVSm2NYLINEk+GYrFoVX+32zUAxfhloVCwa+lqRrzw4lGEBys/gnHV6N6T4g3wVgEIoAd7WQHvHoe7kvdhWwJs8aMF4QrbAAJQzAQiM3eZEKI3vPHz+bwpyOmdR6NRW9QjydocCBy5Phw/hjpMHtBr7/f7VllCQTNSh7jSrchZp0tPfm9vz4RtCDHX67WKxaIlqmAwaDoFlPv47Z+dnZnFMEI/th3WajW1Wi2lUikbCURUiMd/uVy2ZUmcF0R4tVpNx8fHKpfLBsqeeuopa1+QWFmkxOIpFkt1u12lUimzJ2bxESDs9PRUkky7wQQD57xQKKjb7dpa6dFopEQiYQCDtsDJyYlGo5G1OiaTieluAHT5fF7n5+dqt9tar9cql8vGBmQyGWOMRqORWSS7rTWOk++vF148ivDAwEcoHueyoMc5cSBdiARZ1kNP/arXfyctAcR+/ONu7yMp3W9EEF971+WQRMEuhHA4rHw+b31npglisZiSyaQdA/PvtD9CoZAlVDdQ3pOwksmkcrmcCeWY8ef4WOLDfgKAAyp8n8+ne/fuGSABLNy4cUOFQsFYhdlsplarZWuRAQyct9FopFQqteVxgECQ8wmAodIPBoNqtVo6Pz/XarVSs9nUdDrVzs6O4vG4er2eAcDFYqG9vT1Jm1FH2I3T01NbkRyPxzUcDm1FNTsbaBmUy2VzP+x2u5rP50qn0ya+hL1BWNlut62tsl6vrZXDue90Omq329ZGwDoaJqfX68nv96vRaEiSrl+/roODA52fnxuLks1mtVwuNRgMjDWKxWLqdDrWUoBlkGRAx2sVePGowruLPuTxuJcFPc6JAwL1PYIvRsMuv4fbEqCavt9xuImfxMfnoaJOJpNXthV4MONqxxx6JpNRLBYzrwN6yOl0Wul0WpKM0qd6TSQS5uqHRsNdtOPusr8cCNFIfJjV4GEgyeh5GAL68CjaQ6GQrdFFpT4ej83EB3/+VCplZj5Q7CR6dBPcX3gnJBIJ1Wo1LZdLlUolq3BpryDAg3qnVYV7H/ftfD43ytwdEQQI5PN5RSIRdTodtVotzedz00scHh4aAOt0OrZUiXPvCjPD4bByuZw5OGI2xPvz3j6fT7u7u+bB4Pf71Ww2VSgUTJiJ70OpVDLzJFpmtAx2d3dN+zAej42ZYcNkPB5Xu91Wv98310bAgDdV4MWjDu8u+pDG4xYEPi6A4YZrTcvI11Xvc7klcFlIeNWYnyQTqrl+8ICZqwANo3wkCNTsuVzOhHqj0cgSjLvDHpYAa2CSEQkV73mqaPczUGWTiLgGfI7pdKpWq2WvGYlEtLe3Z5v1+KyAGHeCYTAY2Ow7IIHxO8CVz+dTp9PZ8m9ot9vW/08kEqYrYMqh0+koEokY7Y3Fc6FQsMq92WxqMpkoHo+bar9er9tnljYjfSRUBJntdttaG4AnKumjoyPTDqRSKfWHQwX8UjqT0fnZme7evWvHjL8EwIa9DDBB2WxWvV7PJhZwDgyFQmq32yY43Nvb08svv2wAEiB6fn6uw8NDEyICJtiTkE6nlclkrMVz584dPf/883avAHqxML7cFvBaBV48yvDAwIco3o9lQY8KYFwOqmtMgfDhv/xe9ISli5YAFf79kj8KctdREcHb5ZYCkxAAAAJRIGI8QACGNBwDc+L0siUZnUz/HfCAQc1lMSSJHAaGz8x1cG2IL5vYTKdT1Wo1VSqVLQBCKwEdACNzaBzYlcDPs8SI/js6ChI0f0bTkU6ntxJ6IpGwzZHD4VCpVErXrl0zKr9Wq+ns7EzBYFC7u7sGhBqNhk0ZrFYrmxYA0AA8FouF9vf3df36dVumVF0v9F/27qjbnmtfQf3J5I78y5UajYbdM5JM5Clpa1MgTAXXIBaLqVar2XVDh/Dcc8/p1q1barfbyuVyymazBgDwRUD7AMuFJ0Iul9NyudTBwYHu3r2r27dv6/Dw0EBOIpGwaQwYGO4Nr1XgxaMM7w76EMQ7Xev7duKqiYN3M5r3doKWACJBdyUv4WoUEPMhjKS/7o75uZ79VPiXjYLcz8zPQPe7Ij6SM1Qwf8+8PKDJXTHMcboiRI4XUMImQ/czLhYLqyovrxtGJIc2AFMejpXRv2AwqHw+r+l0qqOjI6vQC4WC2u229fBhA2g1cF81m80tLwXAZWvS19+s/Gu1pn0910/pqWnSgI47f5/P51UoFIyJoIUBmOTanZ+fW7Xbam1smO8FuvqK6lrvLPUd9bxCb44M0ucvlUrW3w+Hw7p27Zq+8Y1vqNVq6R9Oa+quN4n9TAt93jfRv/OxT5owj2qf5UlMN8DyDIdDa+Hw3WLHA6+BhqJQKKharRoo4nr7fD6bAphOp2YwBZuFL8RsNlO5XFar1VKlUlE2m7U2BG0Od5GVe397YMCLRxHeHfQBjsc1uic93m2ED3pP2AAc9S576tM6QEhIUiWxU+G7yZ9gygFQc7nlAMBAAU7bgPl2d2MdFTqTCgAFqnYSHAmRxMfncZXmAB7GygAALrCRthmFy9cBQ59er2djda5Jz2AwMDdBPk+r1VIoFNLNmzfNxY/PDYPS6XSsRUFiwgHx/3Hyi3ppcS4FpDcyHf3kvaI+Fj6Qz+czHwTo+Hq9bot5UqmUJpOJCfMYQQyFQiqVSprP52q1WqpOOvrH14+19K+lmNTcm+gPHt3Youxv3LghSTaFEI/HVSwW1el0NJm3tp5wjc5mnv8Tn/iE7t69q2azabbEyWTSfBHcJVAANBI31yMajarZbCoajeoLX/iCBrOhzm7WtUytNF0tFe1trnO/37fXhoFg0gORqLQxZkJr4Z4PgKckdbtdlUqlLeDqtQq8eFThgYEPWDzu0b3HuY3wQQF9SoIlcZJ4aRug2HcT61Vjfpdf2wUBLmvC+cQMh/4x4kESM+eDn/f7/eaJz2vBJrjCShK/e7ySzIyIBzsiNR7saAiYJgAE3M9dkUDolsvlbCeBa9NcKpU0Go3UarVMJIgNMvQ3LBDribPZrM269/t9tdttnZ6e6paq0pt4a+2Tjudtpc98WyOKgCKfz2diRo4TUEe7IpvNStokuEKhoMpwtAECb8Y4tFRnMtBT2Ws2RgjTgfPj8fGxpE0b599I7ui/H1e08EnRyVw7Rz19ofUFNRobk6Rut2u0P2OgzP+j4/D5Np8HkSBMAm6TALg71080urZpPXxFLylcDancK2g2m6leryuVSm1pLJLJpE0SIN5cLpeq1WqKx+PWXgI0oCehNUF4rQIvHlV4d88HJB7n6N7j3kb4Vu9NheyO0gUCgS3KlQobV7m30kFcBZpcrwFm76nO+My0DFxwIsn8/X0+n1Xdl1kFt/VAxQ+4gF5GP9BqtYzJoNoEqNDHd6t/10L4cjCShsiuUNgkofPzcxO1UZXTsiiXy4rH4/ZzsDGcq8FgYEwAroJU5GdnZxtfgEJYJ8kNQ+NbrBWqjNR707YXp75isahMJmNsAct5EomE9ctbrZadJ+btZ7OZ/LWJYomAxqGN5iNUmah691Tr0VyZTEapVMoMlpLJpHk1dDodTadTvZC7of/DMKsv3npVmelSpUxWknR6eqpUKqXFYqFOp7MlHHQXBSH4RNQJA8Tkw2KxMIZint2e9uhHh9qbbFYqV6tVA3atVsu0DzBYMD7hcFjtdluj0cjEnNyLtEbqjYZ2d3ft3vNaBV48qvDunic4Hvfo3uP2BniruKovz3GRVBn7o1p6qzbFZWCDp7y7rIdWhLSh71OplFX4jNYBPujHU927UwIE6m+3PeBeI1coCBAIhUJKpVJbfXNG2q4Kly52P+twOLRkFQ6HDZCguUA0SK8+EAgYfQ8bUavVNJlMFIlElEql7LNinAOIaDQaajabkqRr167pz+58h/7F9JYqw7YyR2Ml00sbgUM8ycZDjh9/iHw+r1AopEqlokwmo2g0qrt37+revXvm2Hdj50B/OvS0vqBjNc9ryr0WUDQVshZDIpGw8ciDgwMzRjo7O9PJyYkWi4U+dnBN3ZMzDRYDM0niHPt8PtuK6N5vLDDiXuO8sYSJ85zJZMyFMHju0zzz5nVZrdV/uaNRZmRujt1uV+Vy2dwGWUqEHmA+nyubzdr7ZLNZ1et1a+/M53N9IXNLb/QrSn0xoT//8T+pFzPP2nF6rQIv3m14dsRPYFw1ukfF/G7jKoBBQnrcrQDeH3GW6x1ANUlFjMCK+fmrXAbd4JzR8wYESBdtAhIl7+dOWrh6AXwKJG3pEK46R+v12qpy9+9dvwLAxHw+t9ZAsVg0EPB2zjv0PbPx2Bi7y3ow0WGVL5+LpUO5XE6lUslYDIAEWwxhPBKJhIrFognlarWaTk9PNZvNrALHvVCSbeb7+te/rtFoZMwGvy/JmCZaOgAqhIkAw8ViYZUyWwkZx2u326rX61u6EOjzaDSq559/XqVSyTQJ9+7dUyqV0tnZmS08CgQCOjg40Hq9Vq1W02AwsIr/4ODADI5YztRut00ACDM0HA4ViUT09NNPK5FI6NatW7r1xi1VdpuaJxYK3fMp2d5oF3Z2dpTP5yVtmIX5fK58Pm9eCYAFRJUADlgq2jIvTe7oy08f2/1QjuT11z71H9lxcQ48dsCLdxrenfMExXvtDfCoJg4eFJdn/OnPM84HZUzipnonaT9oFTE/DxPgahzQGED1I1RzFfgcH311KnoSNL9zv30G6/V6S8EP2+AuI+JcM96YTqeVzWbv+9CmEgdA8G+ACkI2evx+v9/W9uJfj8HPZDLR3bt3ValUrC3Qbrft+Ohfl0olpdNpGxFE8IdT4nQ6Nf9/AJxrmgSL8PTTT6tWq9mo387OjtkNo3UYDAZaLBZqNBq2bwAHxtVqZf10wGIikVA6nbZzm8vlrMWys7Mjv9+v09NTHR8fa7lcqtfr6fDwUKVSSev1WsfHxwoEAtrd3bV2SqvV0uHhoaSLqjqfz2s8HltfnuMELITDYa3Xa2UyGRvDlDYrmpkkyI6zap+1NyxLPGL3JCOFu7u7Go1GWyuLYSpoeYRCIbvOgJTpdKqAf/t+6c+HNtHitQq8eBTh3Tnvczzu0b330htAukj+fB53zA9QQG84FApZsifhIc57qyrncovDpfmx+uV8krBcnYFbqfMQdR0L3fbCVZ+RbX6IuySZ2BFlPxMNAB93mRFaBtf9kH/cQMQGG+COJzLHvlqtzOEQJXylUlGj0dBkMjH73H6/v+WGKMnOC20MGAZ3z0GpVDINhyTzIqD9wPmjD891xxio3++r2+2auRA+BalUakskKsnABy2hSqViYAbgkMlkbLlQPp/X9evXjbIfjUaqVqtbiZuFUbQomFZwraI5PhI3uwYARZLMHhlNQ6fTsfYLewf4vLPZzEY7sRV++eWXVSqVzLOg1+tpNpuZNwSLrBAdsiUylUopfRJWJOnXNLk5Tx/rH6her6tcLkvyWgVevPvwwMD7FO/FsqD3whsAgZ87ny5t0+tYz0raGoGkWkTMR2X0IMW8CwLQUCBOQ43vVvRXJXRAAC0KdhxQxV9mI1x2A6CDAx9JCyvgSCRiQkV68hw32ofxeGzngn84XyT/yyAA5oIJB+hsaH22IkraWqTDdkA0IXgAUN0DnpgcAKTAOoRCIUuQyWTSlv3wO3xmBIrT6VSRSMQseLPZrPb29hSJRFStVk2zEYvFdOPGDQM0xWJR8/lcZ2dnWq1WBhwCgYBOTk4saa/Xa9stwPgdSZqKnvPf6/VsxXMgELDPnEqlVK1WzeWvWCwqHo/brgEAUSwWMyMmpkfY8dDr9ZROp1WtVu13GA0E7AISWfp03jpVI3dPvWpF31n+Ia3Xa1UqFRPE1ut1M6DinJrl88KnHz35uFrJkSLLkPbWeb300kuSZOOG3lSBF+8mPM3AexzusqBH7Q1wFcBwKfFHESR/gAa3D5Xv5TE/txdMQiKBPkxLwGU4eC9AD0p4dwriqmkDtApQ4ZdBgDsmiFocACBdaA+o/HhoY1JDEmCpDQ/mYDBolSngiAR9vyBJwnL4fD71ej3TerDpkJ0BJCO2ErLzQNpQ61w3XABhLRBvhkIhY2a4L7mfmL3P5/NG6bNLgfuYa0x1Pp/PjTVgsiIWi0mS0dudTscYI4BKMplUoVDYMmtigRFOkPv7+zZKSBXPtahWq/L5fHrhhRc0GAx069Yt3blzx4Dmer3WD/zAD+jevXt66aWXlM1mdfPmTaVSKWuhcJ/M53P1ej2Vy2WVy2Xt7OwYQLt7966tLH766afts3BPY8cMWDutH2v+EycKZDffl93eM/rE6EdstJBFSfgQIDq8c+eO5vPNmmbAlstyFYtFXbt2zSybYdW88OJhw4OQ70E87tG9ywDjUU8cuJU/yd91w7tKBMeDi+qTn3eTJUnuQefC9QigcpZklTKfl898FZhAIQ4IQCvhjgrCXpBgoPABBVD7JCiqRjzjXUYAoEB7gir9KsaD93GZFdfdDpZgPB6b/z/eAK6+4fj4WNVqVbFYTIVCwcx0oOJJLtDjMEVct9Fo9E3XApV7PB43pTusBvfbYrGw+fzFYmEJCdtid4af2flEIqHJZGLtApYh0QLAypgVzYwMBgIBvf7662o2m0qn08rn82q326pUKmaGhB3y0dGRIpGImRhJG2vj4+Njvfbaa8pkMuYRALBcrVZGu1cqFTWbTVv6hKj0ueeeM3DV7XYN1Mznc+3s7BjrASAjwbeTAQ2yF3VXNXVbh2efVCq5aQMwWpjL5UwweXp6arsi4vG4JBm7hxXzcrlUo9GwVhHA1QsvHjY8MPAY43Jf+1H26x8XwHhQ8ned/R4ENNyZex6iJJ/LLYH7bQV02xwo16kyYRji8bid0/udI6prHA1JAO4CH9dZjt9zmQ4SHf+NEJFeO+p3d46fzzsej62dQbJ3zy3/JrHSM6c6h1khoeZyOROvMdJ4cnKiWq1m/XOOlwoc50H2ArhgjOuZTCbNxQ+R4Hq9VqlUUjabNQqeawVIgBWBFej1egY2dnZ2lEgktLu7q+l0qjt37mgwGNiCn2effdbm+FOplObzuWq1mnq9nuLxuG328/l8qlQqSqfTunbtmukZ5vO5OSfWajW7buv1Wp1OR08//bT8fr+Ojo4UCAT0/PPPazgcqtVq2YQFrA3V+c7Ojpk20bJAjHrnzh2VyxvvgLOzMwUCAT377LNqtVo6OTnZarUAgrkHIqG4Bu7NOQ4qGoma1wLX84033rDjQfjIbghAGVsMYVUkGYOEp4TXKvDiYcO7Yx5xXDW69yiXBT1KgHFZ6c+DhWqU5P8wbQaSDMnVdRKkmr9sAOQeD4maHjsggMRGknU/8+XE6lbXy+XSxIokHredIcmuDVW2K/aTZMkZe1oXCMB24NjHLD0gA5YAcdhVQkF+l993F/OEQiHlcjml02k7p9wD9XpdzWZT6/Va165d087OjukBoPG5H+mfs1VwMBiY6182m9VsNjO/fvrWyWRys4Og1VIgELAxOFoAnEsMcQAIN2/eVC6X03g81p07d1Sr1Sz5JhIJa/VEo1FjAwB0+Dwgums2m3Yd2RAISKJVAIU+mUxUKpUUiURUqVQ0Go307LPPKplM2irgnZ0dcxHkvqxUKlqtVtrd3bXvLJV6v9+30U1JxkJ0Oh1bEMWyKBgElie1Wi1dv35d2WxW61FR9S+kpW/pSzO/Il/a0UnkRNJmdwNghmrf7/cb+8G9x3sygsu9iZZkvV6r0WjI5/Mpl8u9J6PCXnx4wtMMPKKgp0kSu9yDfjdxFcC4rI5/u6/zoOT/VsY3Dwp6pa5okURJL1rSlaY97iQBQkPXme+yHoH/7zIXBPPzq9XKHpokDterH3DhMh94LnDN8CbgdaFi6fPCeJB8+Xyc5/F4vKUJ4T25Zjzk3bFGl/2IxWK24pYKH0+AWq2m8XisbDarUqkkSdbD51gYd+T3AoGAVf3hcNj8AmiD0Dbhc3A+aG+MRiPTA9DGAPwAWGAter2eJdparabFYmGe/Fwbv9+vXC6nRCKhbrdr90Cn0zHghwgTYWChUDCAt7u7q9PTU2MTsD/e2dnZuPXV68aY9Xo9c40EnKRSKR0eHurs7MwS+c7Ojp566iktl0t99atfVTweVy6XU7VaVTKZtL0H/X5f2WxW+Xxep6endq0RfEpSIpHQ3t6ebTjESdDn81mS5/uAXwXfGaY+BoOBbty4YWuqZ7OZUqmU9vb2tu5Ppg5Go5Gm06kODw+vBNxeeHG/8JiBdxlXje7dby79YePdegPcb8yPKvjyNr93GiRxkrM7pueu9r18XqiI3T69e+wkZldZz/Fzrvk7kt5sNjOBIgI4aH0+pzuffZXY0NU7uCNf9GQZ8fP7/Wq320a34ysAMOIcSxfTFfzebDbbEgfCnEibhUTpdNoEd5zffr9vSTgYDOrGjRtKp9Pq9/sGEqGYuR+li+2HmOUcHh4qHA5vqe3xfJBkEx2BQEDz+dwSNefKBZG5XM68+13nPgBGoVBQs9lULBYz1fx4PLZ2AcnTBSzuut+dnR1z7cMHod/vS5KKxaKeeuopxeNx3b59235nOBwqn88rHA7r6Ohoa/10LpdTp9NRp9NRr9dTPp/XtWvXdHh4qPPzc52enqrT6RiDMRgMtLu7a5MN1WrVvo9c60gkYpMs3AcAx1QqpeFwaGwDnx89CZ8fwAroLJfL1nKoVCqSNq6PmC8VCgUDmYDJ+XxufgX1et0En4/bS8SLD0d4zMA7CJfOJkk/qHf9sPFOvQHeasyPyvpRVQtu0oTadKtlKlwMhVxRHotqSLgAFCppVxDojtpdjvF4bH1qF4SQ8F1ltct+3O8BCUAhmUFRAwSoqjH1oS8MIyDJgBF9ePfYAQG0BLhmONKl02mjrxEsuuNsnU5HmUxGxWLRWBLW987nczUaDUkbM5xQKKRqtWpLiQqFgnZ2dkxQ2Wg0zIeflpBbqVJ18mdACZ+XjYQk4NVqpVQqZaCCpF+pVBQMBpVOp43hIEFKMvElLYL5fK5CobB1rbjHGDW8c+eOUqmUnnvuOQMVL7/8sgaDgY0c7u3tqdPpqFKpWAKmJfLKK69YC+/69evmWjgYDHRycmLAqtVqaXd31+j5Tqdj5yudTlslX6lUtlgg2iir1UqHh4eKRCLqdruKRCLmS5DP57cmSxCrRqNRZbNZtVotY4ZGo5EODg7k9/ttZTLAYzAY2BSCK4blenAfeuHFg8JjBh4irhrde5TLgh7WG+CtxvxoUzyO3iHKcVoXJGySHX1nRtZ8Pp8JsdxWQCqVsmN9O6DHpeCZtcfn36W6Xb3Dg9ofLkBhBh7RY7/fN0qXZER1hyiP3rI77ijpmyyU3bE7PgPXDHOeeDxuY3oIEamUWWATiURUKBS2ljmx/Y7XymQymk6nunv3ronzyuWyJTzAExbQCAs5T7AaLDIiqbEeGJtcjgddCCCJhF6v162nz0gnoCebzapardq9ABsBG0LlTK+fTYL4Cvh8Pk0mE9XrddutwM8Fg0FbVrS7u2sAgdYT7o14CGSzWU2nU+vboz8IBoPy+aVut2NAF31Iv9+31sdzzz1nDIhrZBUOhzUejw3AsbchHA5rNpup1+vZecNEitFKJlQmk4mq1ary+bwBLteC2jVr4p6bz+fG7PBdTCQS3sihFw8MDwy8jXBH91CGP05vgPuZD73TMb93EleJ8twHJf1i3p+kL8kebjASrpUuIIHkz+++ldsggAeqGPofMAEL4Zq1XD4XbhJ2/5G2hViBQMDG4kisPMTRC4RCIau+3dd3RXWcR3reKMxJ3MFg0JT1vC5e/LgYTqdTnZ+fm6c9n4tkMhgMFAgETGCIIRJjcbu7uza6RmJy1/OiISAp0Y/HLx8XPEYZ3XYMi39gm6bTqb2vmwTRCvR6PRt1XK1WyuVy1vdGfOiuXea7UK1W1Ww2zWIYoETrJxKJqNfrmU9APB43yn06napUKmk2m5mtMawPBkloIPgz98/ud97Rd3/bHa0Wfh3/6rfqzpcb1sKhJ8++hGKxqFwup9PTU/X7fTNSYiQQMaw7uQKtz2dihXOz2VQ2m9ULL7ygfr+varVqgE+STcQAWuPxuHq9nprNprlTTiYTFQoFY2L4/sI6eeHF5fDAwH3iqn794/IGuB/AeKvk7/bMHybcfqeb7PnclztH0JiwF+v12pIm/1DF8v/X67V5vbvLg9A8PMhsiaTmJm5XPe7252mluEmV17jcMuFzwWJQzbsmRMvlZqWuz+dTNpu1xMGcPaOEVz1UodWj0ah9fkYF3flv+vOYHgGUJJnI0efzWRKIx+M6ODgw4SBJGsU//W3W42JwBEWMPqDZbBqQ4RoFg0ET3M1mM02nU0vazPxL2mKfEDoy2oawkHNCMmd3QK/XUygUUqFQ2BpFZNyShOb3byyT2dSHQA+RH8kOoMU5ODw8NCaN3Q20ber1+pYd9GAwULVa1Wg0MoCDniEWi9l7ZPem2vvO25vrFVjqxo9+Q4H+z6jXG2gwGKjdbkuS7V44PT1VJpMx9su9R3EzdNtlgOF+v299fQDmSy+9pFqtpoODAyUSCR0eHpo2gBZDOp0262M+B2ZHFBL9ft8AAdM1AAJPWOjF5fDAwKV4nF7+DwIYj3LM70FV/eWxNunC//6yKM/9/yQLt+KmwkVERZLo9/tmwcpDGpBwFQtwP6EjtO7lbYIcoyuoBKjcL/G7OgH3/aDtAQKYxuRyOQMg+P27o4SXg6ofvUS/3zdNAccBnQ5YgOFAXMbxjUYjS2KFQkGpVMqo/eFwqHg8bstuBoOB9f8Z/0NMmEgktF6vdX5+rm63q8ViYdU3QZUJKxEIBKwVwHpd6WKdL6I3rg9gADZAkvWuWWyEsdByuTQNRigUMpAQDAbVbre3/A44dpiPa9euqd1u29ZH1PPcl8lk0jQXOzs75iXQarV0+/YmqedyOcV2X9X1m+eatHcU6D+n/f19+/z9fl9nZ2ebZJ7dNu/xBxdKZRJKJFI2HXFycqJAIGCvUavVNBj25d+5p2whqVzoeQ26M/s+8/2ibQZ4ZuQS9qRcLqvRaOirX/2qMQ7ZbFbtdlur1Urn5+e6c+eOrl+/LuliG6LrMMkOBdZB+/1+02owVul5EXjhhnc36Jv79e+FN4ALAPgiSxfJi8rhqln8q5K9dP+qntdwk/iDRHmX3w+1sjt6Rn8esMTsuWsvjCkNP3OZ9eB889ldkSMPNRKMy5y4kwaugRCfxxXtua0Bfo5zNZ/PFY1GrV+LmC6RSGwBAXc08apVyojtEObRM3bBCxW/ez6piAEzqNdJjPl8Xsvl0ix2YSR4zXa7rXa7bWCmXC6blgFBXr1e32p5oHQHXHHciUTCfARobUynU0vsbjsE0IpIzdW4sLzIBQLcG4jqAE20D9ABsOuhXC6r3W4bE4PF8rVr18xfASASCoUMMCyXS1UqFWOvIpGI0um0isXiZhTwqds6/J7fevNTnKv65ajOzpLGtIXDYdNJzFo5DSoZJXe7kqTX/3VKvVtHxhDRPprNZmq32xqPx+p2u9r7sddUeGEz7dAfH2v0a7/DniW4NQKsfD6fLSlyx0yj0ahu3rypfr+v119/Xfl8Xtls1kyHuEaMGq7Xa2MlaK/AkrVaLZuECQQC1sKQLnQaXnghfcTBAFXn2+nXP2xc9gagEpAudALS9pifO0LnUvIure8GVTv/kCzdZP9ugjE1t8rmwS/JHsD0kPl/rAm+yuvfpZs5RpIk1SUPWUlbiR1mwgUGl0cPARfuqCJ/z/EA/LCLRQPBdSDZIcYi2d6vksLlEGaBBEd1DTV++e9csLJebwxjWJYTiURM1EdLgWOH8kXZnkwmFY/HDYgVCgVTxY/HY+VyOeVyOQWDQdMZAChcG2X3fLr/z2UDfD6f3dckc4Rv0WhUtVrNGBRaEqPRSI1Gw84/AAODIH7O7/eb6BCARLKczWZqNBoGWKiu+/2+mSLBRgHi6cGjKYjsfW37wiVvqfrqTRWLRWO1Dg8PlcvlVKvV9MY/+S5NI69rMlpq1iwrmZzr6OjINBiucDYej2u2HBoQkKR1rK11qq5BM2qixUwmY/ci9/3Nmzc1HA7VaDRsWmO1WllrYT6fq1qtKpVKGbBgmmM2m+n8/FzD4dA0GM1mU4FAQNls1to0y+XS/tztdo1hgiXwdARefCTBwOVWwLsRBLa7Q/3yr7yseCys3/2jL8rv99lYnbucR5L1zqVtat4dL3PjclV/Odk/zi8woi6CzyLJHoKuPwDCK9dUiAToUv98DloMVOQ8yGEJLn9WRrn4XbedAuByz9lVgkpXfAb4okqnFQMo4SFMRX4VsEJVXq/Xt6YI3OkI16//cosEQDSZTHR+fq7RaGTVv8uswEbwoO92u0omk8pms7YfgfMQCAR0584dNRobsdvh4aGty+10OkapY6EM+HXbOLRPmADBDhnRHdcLjQFWzNVqdWvXAFVnKBQybUMqlVIul7MJBhiyZrNp56fRaGwxNKPRyPrrw+FQ7XZbZ2dnCofD2tnZMWCTy+UM3Pd6PR0dHdnegEAgoHU3p9S1i+t36+sj3fva16w37/P5dHBwoJ2dHZ2cnGg0Wmi93pUkJRKb5Es7YDabKZPJ2Hc9lUopHIxrMfYrGNvci+uVdPvlcyX8+3Y/wZ7RjkokEjo6OlK5XLb7L5FImI11KpUyC+Jer6dSqaREImH3PuOls9lMlUpFkUjE7mlJ5rcwmUzUbrft/OPbgLDU0xF48ZHxGVivv9nL/61U7G8Vg+FUf+LP/n91Vt1Qid/3HTf0Z//Up02wdLn/7iamy1X9Zer+/fpiuhQyjARVmHThagc4wNCHhOWKHqULjwMe+vR4+Rm3NQNwcjUBPOg5NretIF20Pt7KQwFgIsnU7Ij2OE6X+UDvcFXVRFsA1b7Pt7GjdVtLeANwj/Gg5/d5r1qtplqtJunNnvabYIDky8+TDFD7s7kPSr/dbmsymVjCz+fzlhjcMchisbi15Mg9f5wH6cJWmikB2DPAATPwJBcEjJJsNJHrDehwTXZQ4jPiCDDP5/MGehi3PDo6sgkI2AgcA9FP1Ot1SRuWhtfrdDo6OdlY/qbTae3t7aoX+UdS4p5OX/fry7+cUzSycRjkXO3v7yuRSOj4+Fij0UjhcFjFYtHOO6CEMUeSPHbB+afnuvnjZ1JgoZd/Kayj39y0PRKJhO1p4JrSlkAHgbsljFuv11MikdAzzzyjQCCgV155xVpA+Dm0Wi07V0yycO/mcjnduHFDxVJR69XaGC7uLUZnAQLeToOPdnzor/zlfj1V0LtJtlC7v/3SkQEBSfrcl+/p+ORMxULOHhyuret7VdW/0yABSBdLfujLogsgQbhVpUuBu5oHKn/6xlyDqxK/2+N3q3w3afNz7iTDw3wukjvVHOwE78v4F1TzVUJBd6Sv1+vJ7/fbiKGrJKe6d9skvAcJ9ezszJT7VHyXdSpsK1yv11s7CtAXjMdj1et1W28Mk8HxMf6XTCYNBHAueS+SNsfp+i5wfqbTqY2Mcizlctk+c6VS2VqHzD1E+4CZe79/46qH1oFz5U48RKNRTadTVavVb5pAQCwHO9RsNm0RVbFY3BJoBgIb50LO+2AwVO/ku1WpHGo4HOrw4CIRkvjxbZBkIjyfb7MqmPsmn8/bVkb2N6zXG1vmeT2lN/5ucWMYNR4rl9voUvA64LNeu3Zta3dEtVrVcDjUM888Y6JM1iL3+30Vi0XduHFD9+7d0/n5uSaTiS2vokUVDAbN1XIymeisd6xfL/2CxpWBboaf0+9L/FvyTS+OFY8JmAHMq67SxXjx4Y8PJRi43K9/t94AV42pSVI+G5Pf59PqzYovFvFp0O8q4JfRnFRgIH5XJHeVoO/9CJc+hxmgYuPB7u5Kh/7lnLgMB68F5Y9g0l2Z67ZEeMi7VD8PpMvn7GGvnfu56NO7ewDc4yDp0UK4bPbERkHW7lIpum57TDe4o3t8Jt6LRAgbcHBwoFwuZ+0P/oFSns1mNt1Af53Jgk6no263a773tBaWy6UJAjn/JEiqRs45wfXjvgQAuq/NvgF0AMfHx6aGR8RHksZhL5PJ2OfhelCZRqNRa3vwmu12W9HoZpufJDuPmPrg4gdrAIDr9XqSLrQpiDlxHCSpIuJDs5HP582sCJYF+r1QKGg0Gunk5MQMgwBmoVBI+Xxe0mY1MpU9iblQKGgymWztrEBbg45jf3/fJic4R81m0yyF0UHwnsViUS+88IJu3bpl7QYYgk6nY98ZPkfz2dvyRzbX+O7sNX0l9Bv6bn3aXpvvM26gsVjMRKGeQdFHLz5UYOCq0b2H8fKXvnmZj6vQ50HNw/7jzyX1f/y3f1D/wz/4vEJBn37qB/e2WgJUEvTS+cK7hj2XwcD9QILbTniUQeXOsbordzleF0y5VSTH4goD+QxUQG6/G7rZbT+QhGk3QFW+288JqIEa5cFKsneZCrdTdvl+gdbudDq2/jcajVpyQywH8IPN4By5Y4zj8ViNRsNm3OlVu60Ukli/3zeqF7Offr+vwWysf1H5spazhQ57cVVOz60Cz2az1pdHiU+ChxkhrmpXSRdeCUxpIOp020J8txhZY0kPTE86nbaKHlCIeI7pECyZmRrx+TZ7DNj+N5vNDDQMBgOFQiHt7u7aveayVYgq2fyI4yIiyGg0qmKxqNPTU1teVCgU7LM2Gg0dHByoUCjoG9/4xpaxUzKZVLfb1cnJic3ySzJ24N69e5rP5ybO4/tDWyaTyZhgbzgcqlarKZlMql6vGzDIZrOKxWIqlUrq9Xrq9XoGyAOBgLksNhoNFQqFrVZJLBbT7u6u3bfcfz6fT8vgQu63qD/tah2CJRmYm6a7WwGBJmzBk8hgevF44kMBBt6NN8D9qn4Sr1vZX/5iLJdLfeoTu7pe/l5Leii1mSmnIkQEBb3OA4f3JZmSNDkGV3Do0ul8tqu0Bm/nCzybL/S5r72hgG+tZ/ay9lDl96fTqYEAdxOfS3tz7IAuPhP6AKppNAZUea7Yjqr1US13ki6mIKDMJZmzH9UPugMADEmD88oIYKvVssU4WN3Su6cPjA+Bq2eAFQBs0c/3+Xx66qmnVC6X7VxxHzAhQJ+dqpsEM1st9B8f/ZzujKuSpHzPr0/VNouCEDnCPKxWK5vHp4fv3kOXAaYrvKRNwrlE94AIkMQbjUbVarVMCEhCo2IHRPAPrQuYBloshUJBrVZLjUbDmJZ2u/1NDMBsNrN5e+h/7lEcEyXp5s2bSqVS6na75qZYrVYtaff7fXNCbDQaJmAEUDHFwfVkTBJABGtD24Lvi7u3gWNhtXSv19NsNjMgyvglgkjaEMVi0b4Ly+XSFlaNx+OtUVDMpGq1mgFa7kMD5i8ntN7vyxfwyTcLKFErqp6rm8ESYJx7fzgcql6vq1Ao2DMLIO3Fhz8+sAJCKlTXy58k/KDfuV/V/3aFaG5gFTqZTKyy5UufTqe3RsskWfXtehnwD8ft9mw5PgDFZTMd99+XQYD7Z/dhv16vNRyN9Wf+65/X1+9uqOqf/r5n9Pu/5+aWqBJRIBWY2/PmdTlXl02T6IlTHaMtuHy+r9rt8Fa344P+nkqdZAMYc50BUcC7YkGqI7fNAf2+Wq3s+Ens0kbsB5Xq9tvdHjyUK1MXiUTC2ADpQs+CtwAjdu6+ejQMi8VC3+jc1X87+Zdbn/mT/2yta/ldcwuEXXE3H3INXWHmZUBA8hkOhzaiyPnhNXENHAwGZryD8r9YLNrOBKpa7nfOD/eTK9LkuFg9HY1GjUEYj8fmw5BIJDbjgW9+XyqVivr9vrrdrpbLpcrlsiSpUqkok8noqaeeMjOker1uYCASiajdbuvg4EChUEhf+cpXzC56tVrp4ODAhHxHR0dqt9tKJpN2/O6CrVwuZ3oM9A6LxUK7u7uazzdLozANYhIC0ycSPcxJPB43jwAmOkjEyWTSWlNMErBbgUmUXq9nC5v6/b4ymcym7bCoaRTsKTnJ6rBwQ4eHh/b9TiaTSqVSBmhgDFarlfL5vGKx2H3bZl58+OIDxwwwQvUwXv5ucpXeXtX/VkHSQEwHE7G7u6vz83Pze4cW5yHgiuJIGLAJAAe3V09cBgjuvzkeN9lyfvg7HsyTyUS/9fqZAQFJ+oXPvaGf+MSu8rmsMpnMVu8RMRIggPPF+7nn1T0Gn+9irp9KnCqEahgq/1GEqw/g+ElsAAP+zM+70wpQ+VSdVMdUnbwOoI/K151sgA2h4nId/EqlknK5nJnFMDKHUyHHSCJw7YEHg4GazabutE6lF9aS/00wtpAKyazdM4x7cp7b7bb1+d3xQXcnhNvqgVkDxCLGA/QsFgt9sflV/Z3KL2o6m+pjtUN9PPS0be/D8AdNBkknFovZfc91kjZMC66Bbk8dfQfnFgMkSer1enY/Y3VNDz+bzVoSPj09VTabNcU+9x2vM5vNVCqVFAqF7LpUKhUNh0MVCgVlMpmtZURoEliIBdCA2UKd7zJ/Tz31lLrdrqrVqsrlsn2fYDwuM2OwHqyWJlGzZppzy33y1FNPaW9vT6lUSq+++qq63a6y2azK5bKxfPlASUXfjoKpzaN+PB6b6BDAhfW0JANd5+fnyufzSqfTBg49HcGHOz4wYOCtvPwvV/2Xx8/cKYJH0XeHtqMqJmlEo1Ht7e2pUqkYjUjF5T6U8GXnwT+fz22rnXQBci7b6F6ujKnoLgMF1+SHhzyAYL2Ybb1GMOBTNptRJpPZ6uVzrJxn94EuXRgC0SPl70gEbuuB6pSE9CDw9VbA7Kp2DQIoeqc89KlqqdI5jyQcaPFOp2OjbiREmAb+7I7XASbcc0JvHGtZfOJd8Z/P5zMgwLQGFT3nm14yGwZJevlAUt91mtdrByNFg2H90Z0f1HM/vaPBYGDtJRT/XLPL+gvuDQSIroYFgCDJwIlrhjXVXH+5/bc110LyS79ZelXL35qoVqspnU6bGQ+TNNDnMGecc9zyXAAPm0PCRD/RbDatQuXawKDcuHHDVPe8HsuMAKB487daLS2XS9XrdTsvw+HQDJAWi4VtVgSQFItFdbtdA1C0i8LhsE11sPwI1gHwy5ZCnCJpG6BvoH3F/bhcLm1pEfcTmzkZVcYpE8CBmBUgIW20DPF4XPV63USPXE/3ewJLhj4DfQTtHsDRZDJRPp+3Z4+nI/jwxhMNBq4SBPKggSFwk5C0bef7MONnDxNUNzy4SXYI8KDfsFGFzut0OpYQSRzQwW6ydeljSVvVw2XvAkRdrpqf88JDhgpzvd4sTfGNW/quazF96XisoF/6sefievmll3R4eGi2p64vgHRB61+mnNEDuHPKPFygg91jf7fn/TIbwma6QCBgSd+dIPD7/Sb+o+cLkJzNZtarhv1wfQJ4MPKAlzaVkwtmXHYE45put6t+v69IJKLd3d2tHnC/31ej0TCznp2dHauQsexldJFrBjWeTqf1XOo5/ZkXXrBjZZ8943DQ8HwvuDfd1s5V2g9ACt8l1ycAVfzZqKp5+oJxUkA6bZ9r2d8kuG63u8UIcd1pOQGIAGDcs+Px2MAX4kkmVhqNhobDoe1igGUYjUbK5/PWz6fSRVwHxX7v3j1L9CTtXC6nVCqlVqulSCSiRqOhxWJhBkaxWEzVatWAEe2JTCZjlPzh4aG1jdzvhMvqzedzm1xotVoGjBifjMfjNk7K/6dgSSQSW+ZMmEat12tNA0d69jur8sViCrR/XIHFNVtc5PP51Gw27V7gO0ALQZLpDgDsAAJ8G/huBQIB1Wo1DYdDY1E4t+/X5JMXjy+eSM3AZUEgfU4SweWq/7IK/2HCHS1zK+/7/VmS9ZRB5/TUqG744rFshnlgqhv88PkcPChd8Q9xWeAIw+GyBtDTsAAuOIJOBYxQXYVCIc0XS3W7HcWiUaOT6XG64rir2iiudwPJymUj+FzuFML9zu9V5/iqa3D5uiHqQqzJteGBBWgkEdB7jkajpuxncQ5gx20lcU8BPKki3cqTc8nn73Q6mkwmZgFMpYtpEBVYsVhUPp83YV21WjVxHQ9qqHLu8cVioXK5bFsGGdMDLPPdgT27LOCkInaBp6sh4PsUDoftdwB2k8lEjVZT/zjxG2onNiA13g3p+r9OKhHbjDGWSqWNE5+jk+HYuCfcawmQlmT3GTP/tE4CgYC10ZbLpTKZjMrl8pZNdqvVUqfT2aLVV6uVnn76ab322mu2pIn3KxaL9h2OxWI6OjpSLpcz4LRabcygstmsbt26ZWwf16ff71ty7PV6KhaL8vl85hDIGmbpYonQ0dHRRiexrOm7v/+LKhR8atV/SKP+d9v3271OyWRSBwcHxkDW63WdnJzovHZPP/y/f0XR5JvncRFT/vTPK5Uo2HlDdLparQyIuquj3VHG2Wyzkpp2C6ZUPFdgpyKRiJkncZ49g6IPV7yvV/Nf/c9f0Vd/45ae++Q1/eQf+h6jlV0mQLro/fOwcKt+N2G4Ird3mmTccNX87r/n87n1VCeTia0g5bjxe0dVzMMQkRcPaEaz+FIyc3w5ubtfOhITSU/SBSU7W+g3XzpRMh7Rpz5+aCt0R6OR9VoRrwUCAWUiEfl9UqFQ0N7entHWgCoeUGgrXK0DCQujk2azaaY3nBs+x4M0GZdH3Nz/7/6eK3TjOOhnk8RdoEXrArEXldhyudTp6amN+JEALo85QrWj/mabntv6QPEfDAbV7XZtrW2pVDK1NlXrfD5XOp02c6HxeGxreWkNSbLjxAfB9XkIh8O2qY+KGkDADvvLOo9IJGLULgyGtYvebJdIFyOF0kULzB15nE6nWs4X+sn+p9RKjBUIBvRC9oYa31m3TXi0y2iL0GaALoepQoPRarVMD+D3+7esjpmoGI/HtrgJwIX6PRQKqVKpqNVqmedDMplUpVIx4eHBwYH8fr8qlYqJ7xjfjEajKpVKxgTB2JEgu92u/X+eNe5iq1gsprOzM1u3PBwO7Z7Y2dmxcUI8CJbLpX74xz+nw+sbp8bDG39f//KfhrVaPGPfJc49EwOz2UzVatXGDAt74QsgIEnBsVqDI/kVNb3B3t6eJKnT6djUgs/nM88F7KH5jgCWB4OBsQToQKQNw9But00QmUqlVCgUVCwWFQgHVRn3VI6mFAl4IsMPcrxvYOBf/qPf0n/+f/5bmz/87c+pVmnod/7Bb5OkrS+fOwolXZjUvJ1Ezr/vl2Tcn7kq8VwVPIiZx6VK5zXc1gUPbhS6fDFzuZzRfuydpwJzZ6ipUq4CSCQDxD2L1Vr/95/9Nd0+70iSPv3JQ/2RTz9tiYGHNOeUhzR9ZvdhhIAO0OOeF1d0hwAQ2pGeMxQvgMadOuC/32kLx63woCtJLpKsmsYhrt/v22c4OTkx2lOSARaAJgYuJGNMd1xhoKtXAQCyXCeVSpndLJSwu4kvENgsGrp165b16xE8ct6gaV1LX9oe7uIaGAt36yEjoMlk0iyCGTH0+TY7EDCwkWRMBsdAguU+A8i4Bjd7e3smzItEIpo9NbO9Cv1+X9Pp1O5r2mZoJ+ipc5+USiWjp7nXADbdbldnZ2cajUY6PDw0Me5oNDJjINgHgAWJkB49kySz2Uy1Ws1aK4VCwaZEZrOZbty4oUqlYuxSp9NRPB7XUy98Rd/9gy9rOQ/q1a/+XgWD182/4Bvf+IZ9p+q1E/3uT7+ip66t9dq9G3r13gt67rnnVCwWdfv2bVWrVZ2dnSkYDKpUvnAs9fvXikRPdPv1C3th6WLq6LXXXjPHR5iQTmOtQSOkZHHTvhu3o2rdGagbf8Nag91u13QNJycnpl+ZzWYqFApb4lj8IgDSrl8D7CD3WK1W0507d6wlomxcf2XxkiqzvnZjGf333/9v63qy8NDfaS+ejHjfwMCXf/31rT//2i99WU9/V8bGoVyV/1XVIX++PB51+Wcux+VK/2H/G7MUKEJ3Nl+SVYMABVe4EwgE7EtHlcpDjHEmHMdI2CRM+pMAAChfEvkXXzkxICBJv/LVE/3AU2El4jHF43Ht7u5agnFpYZIEVGcqlVKn0zGQQe+c96ISJ4kGApt1rvaA0IX1rtu7pponEQHwSKqXx90uB4Iq9iTQfwbsAA6oiHu9nvnUz2YznZ6e2qggSY/PhNc7/VraAO12W4PBYKvK5fPDlLAe+Pr161bJjsdjS1iwNp1Oxyo118CH5Mf7w7ygNh8MBkqlUjY+hxbFFSpyf6RSKSWTSbv/EIlhejOfz7fGC90WDy0sdC5umySdTpsxDueIijIU2qwfZjGSO8oJ0OReR98hXQiCqXhpq6zXa2OZyuXyVgLn+rHhr1Ao6LnnntNwONS9e/c0Ho+1u7tr1LzrFsm9OZ1O1e12bZQR0ISwkHv02o2lfujHviafT1JsoU986h/q7/z1P7RljnV8fKxsNqt/86e+rh/93o33wyeer+jv/NOEbt8u2HcLlqfZbOqN1zP6lk9smIHZ1K+z08LWuVkul1sCQ67ZarWySZ+X/mFI+Y/fVsAfUOuVp5UIj9TrDO275E6EAHSn06lu375tU06wXe6kB8wSGgtaoJlMxvYqYH40HA71mU5DlfLmu1oZd/Xfvfav9J985//iyueuF09+vG9g4NlvPdBn/t4X7M/x/MZpCxocRMoX761m0S+3Ad7qv90/v13ZhPsABK0zgifJkqSkLXrdHU0imUkXbnesYcXUhSTMmJirWGcsiWTMcUUuFdkh/1rLxVyxWF75fF6TyUQ+n88qDXfLIEk7FAppMpmoUCioUqmYkpvNeD6fz1ocVJz0D13Gwk3mgILL/9ACgcanbeMmIcCB26N39RX8PwR43CNoI5bLpU5OTtRsNm3zHpoB/oH+53ddcxdEftls1oAZYKXT6diSomw2a1U0tDcP5Pl8bloBkmwmk7Fj4f1hjqBwQ6GQUdmcT2xnB4OBMpmMVXKXxx+5z1C/Xx4PdXUcXAPujUwmY9eo3++bxgHwAiCEIZvP54rH4yoUCuaVwH29XC7VaDS0Wq22AA+tI0CYtEnS9+7dMyo+m82aqBIvA1ZFu2JIWhDPPPOMCQEzmYz1ulH1Y9KDFwDfgWeeecbm+09PT01gmM505WLScGSh07PbWq18pomACXnm+mDruxcNvKpb9X2l02kTAMJEfPYzP6Ju+xWt1i196TeLWi19SiQWVmRwjVKplLWfeHZkMhljNXovZQwgwLTAFrbbbWUyGQOiVP+TyUT1et0cKgEZnBvaYGhquJdPTk5sxwRg9Pz8XKPARNLFVMRyvb1i3YsPVrxvYOD3/a9/UOPBVF/5jdeVKYf18U8XlUwmth7+VDUIxFj5+W72DBAPCx7W67UhdgQ2ruUu9DsUK0mRLyI9bVTbgUDAxnzy+bzZkILcqdTcTXskBhIsff12u61Zr6offj6lz70xUNC30qcOL5T2PIwwRaKt4Y7WISxCueyOE9EGaLfb9pmg3nkPEgXXxGUeXE0Hwc/x8OOz0J5wNR1UNzy0SDRUxwr49f/+yq/pa81zfTJZ1PcvNgpxxrIQ7CWTSdNyUOFznNixckzQ7SwhIlarlc7PzzUYDJRMJlUoFGxKgNlzxgQBdFxv3h8xF/Q+INPn85kwi9ZSOBy2hTgY17j+B4CiUChkTIg7PsjPo8ZH28B8PeZJHANUMxbBh4eHdg1IzgA5QEsoFFKhUFA0GlWtVjOamWuGk2O1WlU0GlU+n7efXy6XqtVqZmnsLmwCDPZ6Pd2+fdtAE4Y7eEnwvAgEAua+OBqNrJhAgMh1Re+Ry+WMOULkyzWpnRfUqOVVLG+q+M/9akrzWWhLBwJz89svBXVtj/tD+sJXlrp79rKy2ay9HolZ67Bef/kHNBgMNBx05fNNbDIJVpRniN/v182bNyXJRJH4IDBpxLOhUCgonU4bEE6lUgYQue/S6fQW+wPIB9gB+Dg/MJl+v99GM10258VmUN2dtaZhn1K+sP7wzrc/1DPYiycrnohpgn6/rzt37lhSQejmbsVzbU1RWlMRuqM9jyughCVZJUhvERowHL7YzCbJxpQkGf3pshF84aBXe72e2aOSMBjVcwVfJHEepJVKxcAFvVKqUionttYxD71eb4yQ3MoNURFjW36/X41GwwRcgDDmyVHTr9drOz4eYq6gk88ryf6Oh4+rYnfbPm51zueGUaDyBoz99btf09+48zW7Vj/QWupT65gKhYKuXduMXcEcwCxA87vHybWQNmDF3SJIL7ZSqWi9XmtnZ8eYElzwmCpBKzCfz02MmEgkzFyHcHUfvLffv1moQwIDTABKqOyZBcfAiBaJtBF80ULhfVzwgabjcjsAnUC329VoNLLWAMkFgIMxDUCGeXt+v16vW+/ZNZm63HZyBcDSRnmfzWbt+jOTX6lUlM1mTVAHKPb7/ZpMJopEIsYgVCoV8/inun711VdNi3F6eqp8Pm8iR4AyiRY/gEgkolQ6JAV+Q2dnbX31t2Jar2XtNJ45m8S40u/8vtvKJFr61c9H9NVXd62thBlSLBZTpVKx7y1FTjqd3lpoFIlElEwmjcJ3tz6Gw2HdvXvX9ErBYNCuA5+J78fOzo5isZhef/11Yy9hHmidlMtlPfPMM8ZaUNS4rTSYqE6no0ajoeVyue2quJgqUMro+eK+rpX3tLu7a9oHLz5Y8UTMhiQSCe3s7Kher1tLAAR+VZ8W2pMqx31A8gWkgnxU87CI+6BMEXHxUCIxunPcVFkkvnQ6rXa7bSIw6ElW4UIhI5Kip04yIWnBGrDFjQ1v4/FYTz/9tBmdBINBqxRyuZz1HwEw7FJnM91kMlGpVLLeNaImhFtUtSRpes2XE4x0YT1LVX2VFsAVsrn/TWUHwKL3CWtAsqjX6+p0Ovq1yityN7LMSxn98Avfa5WZe38ANt3JE/d4qYa4h3jPWq1mDnPJZNJAAMI9ACETBSj/k8mkbe5DCc/nhI0gOU4mE5uz5//5fD5LDpFIxNoqbMdDqMi9RxsnEAgon8/bdWGqpVAomHCU9bWAcJK53++3fQfMvrNW2FWY8x1Dxc6kBXoARIN8fgSXnU7HKs14PK5yuWzTECxoop3GBkPAGMwg9wasQjabNabo8PBQx8fHBngBIbTjWCp0dHS0WWX8pmcA72lLprprtdtPq9VqKZOZWGJkeojrvF6v9Ztf+041m03V63UlkzEVi0UDZUxHsMVxOBwa4+H3+w3o8F0F9AFOALI8/2h7+Xw+Y/Ak2X0zm23WbHPuWJZ0fHxsUwPz+VyLeFcKv6FMtKTy6Ds1Gl2MgbKJ0WWtnnrqKSt4aGEdFA42xYT/otUFs+DFByueCDDg9/vNS5ubDMqapCvJKD6qXGlbWDccDk185zr4uYnpQWNu9wuocnpzkrZG8Fxq3P1vKll+BzEVrmbdbndrVJKHDD7lMAIufUn1f35+bhUZNGmxWFS5XLbVrfQEQ6GQUdj5fN7aDzz8UEVLFwLJ8/Nz+Xw+my1mQQ2vzcMznU7bQ0OSPcigkqFIL4+BuonYPc98FsATjAA9THQCJI5ms6n98UpvOMXI9+T3zViGc0475PI+i8ugZTQa2XHQM2X/BGKrZrNpid3nu3B25CGIxS6iUHrUUNUkJj6Ly6bMZjPlcjmrgpl8YPyUZImQzxWJ8QD2+/1WqQNi3b0BrjcDY5WTyUSt1oYSp/Ibj8c2Vw77g2DV5/NZK4FNhFTDMBWDwcBofBz7YL3w3WBtcbVaNfofLQXXhmRKIqJQAKzR/+bzwx50Oh3VajU7XmzCOWaq9GazaVbGaApg/9yRRvQNy+VS+Xze9CCSbMQYtmi5XOrgYJMoG42Gms2m+Q9EIhHr4SMExswqHA4rn89vCVDT6bS63a7G47GuXbtm0xN4iHBf8/uART4LAI7x4el0qv6ipvJP1DSMSkO9rEHwXM8PfsbAHMAnHo9bO4lnAPcjz1+sjMfjsWKxmIEdgKgXH4x4IsCAtEmU7F9HFFUoFL7JT54eH18iKmcqX7QG9Gvd33PHmi476T0oeGgDLqQLla900R8HrAAEqIRIllC3gJxEImFVHIYg9LR5WFDNMAZHRcryFDas8XCSZDQdy0ugdangODZeg8TOZwoGg2Z4wgMeoRgP71KpZK0TWAaqXekCFEBJwnJcBmRuawDxqCR7ALfbbQN5PNh4H8DUTxdvaH811Mu9hg5nPn1LIaxer2fAitfFSwCg6LaWOLe44S0WCzWbTWujAMi4hiR/7in604lEwn6W+5BEz+vjhghbgQATNsjv92/Rsrjsca4QkXIuARbQu5cBD+0ffoZ/3MTOfQRwYhQtl8tZS4Lf7/f7ZtbEeXTHLpnsmM/nqtfrqtfrOj09tc8ZDAZN2JfJZOw7QcurWCxqb29vq0XmOvXhcxEIbEykut2uGo2GJJm/A/dqo9HQ1HekxLNf1c1ST3c+/5S1dSQZy8bUBJslAaGz2cyYBESMjUZDwWDQJhe4x9EUIUKEZfL5fKZPoA2RyWTMPApWrlAo2LMDgS+MDBQ/rUq/329JGrtqwIAL3thrQLWPfmQRPlHQWTXQi97WG7/9hjEvhULBPjcTKp1OZwuE7u7uGoPAdwlGgs/ttsW8eLLjiQED3GD09kajkY0cAQgugwDMiPgi8IWmMnUf3PwcSdml+F32gNdxBW4kKKpHKhwSyeURRPfPw+HQqhlaCaxRZRaYWXQXPLh93lqtZrQq/5/XphfdarVMCcyEwmQy0f7+vj0sXJV3Pp+38UiQvCSrTFx2ggcACbnT6aher9uoG+c4lUqZcAnFONUxD3BXgChdABFaI4j4SNz0dHnIQcX3+33zbIjH47r5ZgV/enpqD6H5fK579+5tWb+69DbvD1DgnptMJuZHgIiQzYIkcdd/n9YBYJbzxn3tXn8qXFbVBgIBSzBUonzu0Wik/f39Lf0MI2EIBek3IxSj4mZOnPl8QGcymdw6z4jw/P7Nki2SD0kRVobdB1TTTKC4QlraAiRGaPrd3d2NyNWZTGAkkySPrgMKu91u22szIsk9Eg5vvPjptweDQQOHAMhEIrEZ5w0tdP2H/5mC0Ymykko3v66v//29rVaXz7dZMgRwpo2ELoaRO8A+xmGj0UjXr183A6v1em1FCeOLrVbLJimWy6VNgbjM37Vr1zSZTFSpVOxnMXry+Xy2ZyAej6tWq9lzj+fXzs6OXS+ALszVarXZMcA9wzN00QlrvZJ8b9ZBq15M9Xrd3BVZUhQMBk2YKslGZ9FrAFyY3uH+dpkVz6nwgxFP1FWC4iIQROHuxQ3Hg8gVglEJubQhdCNiJNfYh+oIqpqEL2mripUu5qX5s1t1uX1gRGj0YXmAhcPhLXtfJgxQ9kPjuxvR3Acgx88sN+9H/5c2BiBhMBjYg9it6BCwYXgDPY3Yi+ThCtVoKZTLZRWLRTOg6XQ69vBFmAgTAQBAREfyJ8nRX5ZktCoPDpe9QbcAiBmNRmbws7e3p1KptEVX7uzsWJXWbreVz+ftAYhWwqX2aWVQQUkXRjw+n087OzsajUa6e/euVehQopJMxMp1owqjNUNbx62U3VE6VOkwRe7MP3sL9vf3t/QYABZ6v9DwrKTFSIeqmoTh6i6wMGYJEkI2Rs5giMLhsB0byY57KJ/PW/IhaeGl4To3MlmAFmi9Xmtvb88MnWCqEHa6NtvD4VDNZtPO/c7OjgqFgp07NDP4XLgmXTBUk1VVyejFZsxYaq7B9Exh7UuS9cNJmohVuZ7ValWLxcKEfZxr99mws7Nj/iDoiuj1o0FIpVK2CIl7GYA2Go2MBchms6YDcDUdjBXSAuB75PP5zIMhHo9vOQymUim9+OKLisViajQa9vybz+dad1Nq/vOS4h/vaDkKKPT689p702KZ70er1bJ7mGkE2n25XM5AM/d7KBSyaQP0T4BlwLcXT248UWCAhwtKe/raiOQYn6Kni7PeZfEayJkvm/ug4e/ddgK/x8NK0la1iIJaklGiVLjuiB/VeKfTMToXFTjUMQ8eHpqdTsf0D7VazSrtarVqx0X1ms1mzZDl2Wef3aLmw+Gw7XQ/Pz+38wl1ycMG8EAy4OG8s7NjtH+73VahUNiazcb7nf+HiA5gEYvFTPndbrdtGgLlNEmbynIymRjj4/oVQDfSf6TCr9VqajabCgaDevrpp41dAUDwuXggSjKKFyoXlTyAwB2d5P4BFCwWCx0dHdnMdzKZNMaDzw/97moRSKIcA2p8ev8kVxKXJLtPWI3M+7PkhkA8CptDW4kdCCRB7nnaPO49C8hEz8E9TXsAbYbLBvFdSCQSdi8hgKVlwZ4OAIfrmri3t2cMW7vd1snJibUfXOtomLtWq2VbPnke8NncxMI15HvKNW61WsZS3L7dUuyFkBLZzf3Xqfl171ZHifjGNtrVFXF/JJNJAyou0Nnf37fiIpvN6vT0VGdnZ8bIIPCkiJlOpwaM3VZRMBi0Ntvx8bFu375tybbX61n7pN1uq9VqbTmDSjJtEePIsJ2j0UiFQsHOV61WMyaCttd0OtXe3p4KhYKazYzm/2rDJiLyLBaLVlSs12sTInM+AAT4GPB8Ozs7M20K36NVOat/ODiWz+/Xn/nEp/VtpYOHTwpevGfxRIwWuuHOOPPAk2Rz0VRxUJRU9zw4qPhdqp6K3VVou3/n9vOpFqHT3TE2v9+vf/TLX9cXvnJP+zsp/Yk/8v1aLi7mm2lzrNdr+0JBCbqAhSRE8l2tVsrlcuaFHgwGLWFQWTDTj/qYz5lMJq3ayGazlsxhUyRtKekxSgGQoEBPpVIGShCZSdpSY1MN0oahKuSzJ5NJDYdD1et1o54Z/3R71a52QNKW0yLJlb9j3HI6nSqXy+n69evy+XzmIUBy4wHcarXUarW0t7dnAIz2ACuK/X6/AqGQXhl2lI7F9WKuZEpwl36FlcAZjrYED2MAqZtood0BCO122yorgAtLcbgfOE/07Tn35XLZfg6wSd8XvwuobLbihUIho94Biq4+AndCrjFLa7gnqToBEYAC6HhX+ImojnsCL36SNMwJ7w/rghcB/vZu/77b7aperxsLwTEDyrnOjB+7Y7Q+n0+vvfaa6vW6Hd/Z2ZkUauvFH21puVjqG79SUK9xMSKJ8ZTb3svn82q1Wva95ZpQuQMgp9OparWapA1Lx9z+rVu3tFptfDsYlZxOp3bP5nI5+567Y4WILEOhkK5fvy6/36/j42NJG2AL/e+2SbkWMBmZTEaj8VivPLNSo+BTcurX72zvyDeYGdgpFAo6PDy0YmA6nSqfzyuZTGq5XJpAmEIBYSXCwsPDQ5XLZXte7e3t6ezsTHfu3DEGdzCd6Oefj2kS3JzTTCiqz/7eP61MNP6QGcGL9yqeKGZAkol36C9ivUqvOpvNKpvNGoVGwqTio0pxkzoPJxI+XyYqREAC43uIeqhooS3/1efe0M/+/74oSfrG63X1+wP92PeV7UHPQ5jkKV30xDFtoUrguPBhBxBAu+3t7dmoEf3hXC6nvb09G6li0QuvieK4UCioUCiYCA0PgGAwqGazqWQyqf39favi8J9Hr0EC50FFJY+jGyCp1WoZWDs/P7eKp1wum8iMfjbJCJDk8/msjw/goYIm4fAa0WhUTz/9tG2bQ63tjjZy35RKJUv4nHcshe29lkv9hy//pn6jcSZJ+tFoTr8vnLMRTuh2aO5sNmvTCW6VennChOqJVhZWtFD9VFSS7F4kKQ0GA6tm+X+cF44D1qJYLG7pP/guAO5gSejpco9TreNsSW/a5/OZDmQ6napcLiudTlsiRzNAUoQJgw7m+8b7ZTIZo+5hTNACrFYrlctlu95Uwu6KXkBnMplUMBjUycmJva97HtrttmkK6PHTrx6NRqpWNxbBqeh1Nb76MU2nU13fTejO+I4J8vieo0mRZC2bXq+n1XqpZDqisD9qzo+TycR0CYhwEYcCQmktsqeBViFGVefn52o0GradkHuFiRFaAFDvl308FouFPQsomtCeVK8FdXa4+Z61YtKvrxv6Xatde26gAxkOh1bpw8pI0vHxsTEmfIdcZqzX65mwmfanJAO50+lUR52GJsHr9lzvzie602no23auPfQ0lxfvTTxxYECSUcOSTBVMcqJHSHVGNcUmMYR5qPKp9tEBSBe0O2yB6zAHve+2KxDA3Lrb2DrOV29X9alviW5tAHNfm4rATbJML7hfCCi9RCKhg4MDtVotnZ+fW9+ZqrhYLCoSiVglsbe3ZxUty2MKhcJW1Q2QomXi9lfD4bDRojAGLnjCLIUxo7t37265pHFsUOmdTkfValXZbNYoZRgIGJNer2dTHsxgc6140DH5sFwurYqhcnbFXDysoJoxU0K/wPicdLEid3d3V587vWtAQJI+O2nrD+QOVMwXtqZOSqWScrmcnUNYANeoBnqbawL1vVgsVCqVrM8LcwBIAHTCHHGOYMUQxQEsAT+I3Li3cCrkHqQHTRsrk8kYeOJ6MV3DZ3LFgbQdEIK6QMN1xpQu7LlHo9GWK6Crr+Hc8f2Dsua+bzabpjFAZLdcXtgYc1/z/Q8EAkZFn52d6ezszFgBbJ5jsZjutV+V/3pF8ela8dOCevWefY95Dcx7oLd9Pp/57kciEcV2Ovr4HzhSKLZS905Ot//JswakYD64D2krBYObPQo4BsKqPP/88+p2u7biGtEl7MJyudTu7q6N9d69e9f8F/APgL0Ih8MmyKQYopVQrVbV2S9IuhgV6Plm9j1H9+OOYAPAYXAWi4XS6bT29vbUaDTsmcC4pGusBahy9VrFYlH73Y5iw5nGiY3wcC+SUEEha/95gODJiycSDEiyLwpiJ6olxszcndr0nqE2cVFj5htQwDhYOBy2qusqtkCSaQlA9D6fTz/0Pc/rF/7ZS3aMxfTGVZDkQeUIzY/QiwRAhcrUAg9nKDnEZsx8U2nzcAV1swUOMIMbWDqdtnHFxWKx5bsAvY73fqvVMgEix0WLhgoEVoYZ9n6/b26E0MMAMpTSsAzsRaeSo2JOpVJWGZJoKpWKJT6AEkYsaEdoO9DWoXrHfIYRRASckqxqR7xI9dsddrfutYCkaOhCaZ3NZlUul7dAADQvyYAHKdXb3t6eksmk3VOMGgKWXKEnFa5Lz2Pm1O/3t6ZWqAjj8bidb0nGulDRwo6hf6CnC/DgugNMSKCwEbThmCbAbIj7FCEqjA6vi3rd3UhIlemOirqGT6zUJqHRZgLskjBINAAVABP3N26ALCRCcxPLhtT+9t+SP7yQX9Jg5xvq/72igS38CMLhsPX4Q6GQXfPz83ONx2N9yx84Vyi2Yb4yT7UV3j/S2e1Nu2w2m+ns7My0ArAeZ2dnBkQZKcRhFR8VBH5oAohQKGTg8fXXXzdBLlbSUPB8JwFi+XzennM+n0+h19ryvZjVOrR5lj07SBh7Bu3Ps5TpBQDder02Bu6NN96w7yCMgjv+SEEGEGECKJFI6BPf8qIy7YZ+W0uFo1H9icPvVmC1NsbDMyV68uKJBQNQjBjbMDrHTQyNyAML1Tv9VB6ALE6hQsSwhIc4FZJb0VPlSxc2uZL0iY/t6N/7Uz+k3/jSbV0/yOrjN6NbiRTKlp66u+DFpWep9HjIJRIJlUolnZ6e2kOYXi00LCNGVBz0HTlOHuzVatUACJWnu2gIUV2r1VKlUrEKECU05wcNgrSpqovFovL5vI6OjixxI0hktjoSiWh3d1fValW3b982xzUqYvqstFR4ILoLfgBVfH4odyZJYGsCgYA6nY6BHRJBuVw2MWQ+n99qhUCrZyYL/Z70rn6xW5F/vdaPT4Ma9/sqvcm+UOVR6TAVQeXMjLw7moo6nqoKMRmTBJKMVoeuJ7ExUgeI4by7rIvrPugq7AGqGG/B+jAiyTmj0kZMC3PDXL4LTnjYczwYLgGq6GvTZuB+5XvCDgW+n/S6WTQEeAR48P3rdDrWZlqv16rVapb43W2hfC8DgYDK5bKSyaRarZZZeZ+P72gdvphKCpbmOq0eq5zfNdvdyWRi0zm5XE7T6VSvvfaaCoWCbt68qdPTU639F68hSf1hS/1+Qvl83oS+mUxG2WzWhJeVSkX9fl/PP/+8Dg8PrXrn2SLJwPJTTz1lWgumRz71qU/ZeN/JyYklaZ4BGBWR/GkFUohEIhGlfGHd/MJC7YJfJcX1nD+nzrRjTBKCQHdiCXMmWlC0Qvj+k/wB39wLfB8A9oDyRCKhvWRG3/KmUNTXH5u4dblc2kiwF09OPHECQjeoykg2mO0wogZlKskqax5gPKyhQTEn4ibmIQPFxujVfD7fGvXigYYYjDlmKjUqNI6ThysCOx7QVFhsmiO50Iagh4cu4qmnnpLf79dgMLCKpVKpaDwea39/33aQIxyj/16pVMykCNqRSgIKHral2WzauXNn6jkviBVJqAg2oTn5XDA07XbbPhcz+ZwTHiCMZTL+xxY6Kj9ADCAMAMNcPwkNLQAPIxa4ZLNZ3bp1S2dnZ7YgijYE1wrb6/5krJOjIz1946YZrCDmo9dN1V4ul61tAkMD3e6awaDKhtJ2gYAku78Q1Ll9YZiRSCRiM/CuGLDRaNgIqOvOSJXOCJzraYHxDt8BZsjd5MLyITwqaE1QmcMacPy0fpgiIamjb0BjwLGTcDgHaEdc5gMvCkAODMHR0ZEJ3FwTJ3rlnU7HvpewBM1xRaHfd1e+0ObRNqos9YX/uKO9vT0DewDkvb09AyIIRbleqWfO9LHfU5XPL7VOpV/8TwPKZzaTNzCIh4eHikajOjk5sckL2hCHh4fqdrs6PT3d2vXAeOfu7q5ms816bVhEqvxYLKZqtap2u61ut2utOyao3CVIJHkAnruUCLaMSSPEw91uV/v7+8rn88bQUJQAUnmOUVCxUA1QxnmkhQczADuKVfzOzo4VCtyz8Xjc3suLJyOeaDAgaSu59/t9jcdjsy6+DAikTeXPchdXxUxlieAIypIbXpJVeK7YCVBBxe/3+9Vut7eoxvl8rqOjIwUCAVvwQ9+RSmq1WqlarRrlzhzwbDZTs9k09TIInOoTupUvOQrtN866+vJL97SXi+hjN4sGknABQ2dBEuAhwM/w2jyMefCzdnW1WtlmNnQCJCrODbPT9MtdxfxqtdLR0ZE6nY7y+bx2dnYMDDSbTVUqFc3nc7PtpZ/LNYPpgGYejUZGqQLEGG3Cepaxt2q1quPjY5VKJbtXRqOR7t27Z1ULjo137tyxcwt9G41GbXseLRp3egVjFUAVyZ31vzAc3CNcV3rSVHA+n8/uXcARbBUPdu5p5srT6bRyuZyBJJIj15rKG4DAd4QqngkJSTYGy2dD/AqIYZEPABLWjGN0WwDT6dSmCbivXEMngDXfPYAWQJKx3NFoZD4PTOlAXQOiafnRuqEIgMVJpVJaF4Y6T39Ns9Fc9X8Z0LixsITLmC3VKe0rAD9VcyQS0e7NqOq9e2ofh9Rrj8xKmc+GAI/WHd8bNDK8/mq1cYd87rnnbEoAUIUmqNvtmoUw7oKmzh8MNrs4ek39yB+b6ua3+jVu5vSVn9/Rch4wp0BGSl2GDV8IHC357gOwLk+h0AqKRqM6Pz9XvV7XwcGB9vf3VSqV1Ol0dHx8rNFopMPDw63pCp5vtBp5llJY7O3t2f2eTqd1cHDgtQyekHjiwQDsAEp8qFhsONmo5iJMKHkeyggCEbxww7o9UUABo0skTKrpfr9vX2yOh/EhZpQrlYolFI4DChRGAHYAMANNik1ooVBQpVIxL3NJVvnQy/7SK+f6r/7uF7ReSz6f9Kd/5pP69Hc9a+6L1Wp1Sw+BV74kG7eDLsVZDwCACp8HC/QvD1AcyFihCj2JuI7qkN9xZ98ZbaRvSoKh5cOsPb3LTqdjYj0EdDApJAGSUr/fVy6XU6lU0qvDmn7x3m/perKo7/Xv6vYbb6jb7RrdSW96Ot1s2CsWiyZSJCFKmxEzwCDVMiCTuXr8+5kSwEESRgBmyufzqVKpaLncbH3DCwDDKSZH2PoGtezes+4EAFWsm5gRcMJMsC6YVcMkHqp/EjCtF84vYsvZbGaz9tLF8iXufcyiSP6wHNPp1MZBATVMk/Cd4nsAeGLrII6XABqfz6daraZisWgaDtpwZ2dnpi+QZK1Cri2f1V1oxvWCSZvP5+ZLwLOAMVm8NfiOknABWYyQAupcdgMHT7/fv2VPncvldHBwYIUNAlDMlE5PT41dgSmCfZtOpyp98jV98icvNC+3P5dX4yvfrr29PXs2kuDX67WeeeYZa5dB4Y/HYxMTcp0RpDIdtLu7a4uqYCz29vasFYRwuVwum0kSS4p47hWLRbt/1uu1TTq5I6o7Ozu6lVjpzqijH959Wt9bvvGoU4gXbzOeWM0AAX08m83M7Q16mQQH1cxDgdlyHn6uORFKWGgtHuyuxzqUpysopA/MLDp9eUbtGNdz1dc8qDHmAW2zLKhardrf8ZCp1Wpar9cql8vGDiCOoi/5r750W0C49Vr6pV9/SdfyAQM4s9lsyzeAyhSWQtoYHFF5k1h5QPBnKMJ4PG4VGlUFIIfKPJFIbLUt0BmkUinTEHQ6HZu9RueBCA6AxAMNDQNja5IMwLg+DpLsegYCAdUCU/37d39R8/VSGt/WZ+sBfU8tZp+N0VTET/fu3TPamkRWLBbtvLkJzr3H3KU+gCTuM6hx3Nj8fr+NYaLGRs8B4BkMBiqVSrZ4CstggCQJzk28CCibzaa1aGAJAJfoK+gPA5IBcKjwMY+RZNoXdC2cG0AXAA2dA2OIJATuGapNxJ6BwIVNNuwZ9xlVNC0Xzh+iOrZnNptNOza+N4zeBoNB7e/v6+zszDZMIqglsXL90PjQAkGAy3eFcwaYW60uHDwbjYaOjo7snsLLgfsVwByNRre2B8IgMPXAfTIej1Wr1Yx5pNWEToL2TSgUUn5328kvnp3bewOmaQ0xacP3h+fTN77xDdMpFAoFK56wUMZQjPYNgl9YNJ7JtN7G481WVM4xOipapoxHU5zA5LTbbf3N27+lf53bgO+/8spv6Gd/5I/qB3eeeiS5w4uHiyceDEgy6osEzSgcCBfHK4Q1kuzBDSAA9fL73JTu0hjpYjUr9DxralENX674eBAAVpLJpJrNpj20UqmUCoWC7Rpvt9vWT5/P5zo4ONDu7q4kmdMflU+j0VA6nVaxWFQmk7FqOR7eHsuZDtv68pe/rP39fVOxQ8NBf7ZaLXuQMyvtzla77AiiQh7M9Aypekqlkvx+v6rVqhqNhrlDShf73sfjsU5OTqzS40GMfoFkSEXNAiYqSCYWpItFUNImCbOmFzqTSr5er+szx3c0Ty3t5yuZtb61/K1mGMRMN0kOA6NAIKC9vT0DaoVCwcCfJNvaxkNTko1pwuy4FWCn09lq1TAXjiNhMBg0S2fGOKkOXTMZ2lpUVrBZ9H0BrjhQonehZUHFi+IeRgrAnE6njcmiSifRQslTyQEOlsulASjEbRxLMBjc2pEAAGWcjbYU1wwgzhgjEzCsNp5MJjo7O7NtmS47B7PiajsA6sVi0fYTAFDYIrhabdZfMy2DG2IwGDTRH0wZkz3dbteeMbT5qIrR5YxGI6v0pY2+IpVKWcWM3mg8HqtcLpuXAQwMwBiHwFKppGq1qsFgYA5//q9Etf8Jia/ErS+GVL99W8ViUR//+Md18+ZNVSoV8wVh2iqbzapUKqnVahnVj28C+iN0RjyraB8AUNA/cV7YYYKQl4Lp/PzcBKyMNNO6RW/FwrNvFMaSNgBttV7rX5y+7oGB9yk+EGDAHVlyZ5WHw6GCwYsVn3xZXQtXHp48COnfua0DHnyAAvq9vB80Nf0vkLs7+8uIEgtoCPrbgAWqAx7gVFyRSESFQsGsWyuVirrdrt544w299NJLdg4k6YdfzKs/XuikPtZBIaofffFAPq2skqC64fWpvkgEN2/eVKlUUiAQsGSAwjoSiVgflEqHBz/b8wBAmCRhXkLLhIqWh5/f77fqsdlsmrUrQiWAGoxDNBpVoVDYqvikC/EdHgRUebVazTb3pYJrKXVx7xSXYWNJ3H4orReSLv1NKlAqPyqaTqdjPvpMFQDO0AC4rAnz1vTluWf4eapoxhGpKKFh0UQw209LyfWy4O9hOpg0geUC/LkiPSp2WlyuwNHdqSFpyx+A7wWsDfcZuw3i8biKxaK1tkjuqOGhvukl044BRKARiMfjWyuyqTah4y8r6WEZ+J5hNFQul03jEIlEtnZP4LAIwGu32+p0Osrlcur1elbFo5mhn0+rKRAIaH9/38yastmsWQVzbHzvcB1k9TSmQgAWRjZ5ViB65dhhpqD3+yc7+sY/KCu919W0nVf7jYnW602L6OTkxO5hGBFGCrnvms2m/H6/Sm/uIeD8AXI47+hU6P9zj7K+ez6fm7NmIpFQvV434AiYdwG7dOEuy3mKRqPKTEdyB32fSRffaZrw4l3GE68ZILBWpY+NtSlVO0pi5t3dhCxdTBsACHjAQQHTA8QAhX4mPUR3lA3hH0kBoVW1WjU6D1c1n88nn9+vl48qikdCSvg3n8NdPAJzwRcSFI3gbD6fm2is3++bBepTTz1lD5lEIqFGo7H1cN3Z2TE6HLU5VRVJHjaDpJFKpZTP5+0Lze/Q25YuVjozy16tVm2EkQRJRcADH6Eb/4+ROVTdrj8EwjT+LV20i6SL3RNUl9hTUzn+y/Fd/frgntatob6/ldTN0r6eeeYZpVIpZbNZq2ShNNEbrNdrm7Wv1WqmNscUqtVqKR6P6+DgwKo6zol0Md5JtbxcLs2lrVAoGDAgOUO/DwYD7ezsGAPAPcc5p1pmkgDQBUCMRCJbrSjW+bpMGq0Gkg8jZpFIxEAuAIMpBhI3tDFgkzYCFTEOi+v12ihpdBZ4CkC1+3w+A34kOlgl2lDRaFTdble1Wk2LxcLubWbq3R6+JBOPcq6y2azdi71RQ0eD31S/OVdq+exWgnX7/wh45/O59vf3bfkQa785RwAiXBphB6mM0TXwnfv/s/ffwbav530f9l297dXr7vvU23BRSbCKFEVSIgU1i6LkWJKVWOORk4ydccZOHCeOx2WkmWg8VhxPpBlFiWTJkTWiSkiRkRiKEgk2EB0Xt5+zz9lt7dV7r/ljnc+z33UEkCAJgLoX+53B4AL3nL3X+pX3fZ5ve4heBu2jiYAuJIGURiadThvtiQhQkqrVqjUbdPuIfZmiSEGPm4B9w6XjcDWQ7oi+hAJksVjY993Z2dGDBw+0s7OjarVq4lIo0kQiocPDQ3Nj1et11Wo1C3QCGQI5pTiUNsV3q9XScD7Tr+ZW6oS9+sHDF/W//+gP3QYS/S6t90wxIGnLn023TcBHIpHQcrm07g0I9/nlWmbcjZvOixeXjsINHQJqpeuSZIf0eDxWs9lUPB43G1av19NgONJ/9ZO/oi9cNuSR9ImHBf3gg5Ly+bxxhnQKhMRgHYLndfUSvV5PrVZLtVrNOlxEguSs07Xlcjm7BvidcR3gsOD7ul0cB1MikTDbHrwlegDgdf4ZL7iL3tAJAK1zCLrpjgxEIgiHLrhararX68nr9ZobAdW6JOPHuX7YpygU+/2+PvOZz1gICj9Dkh12wWDQBFIoqSeTiTkfBoOBCVcRo0naQhOw/dF5oxehcAsGg8rn81oulxbcQqY+9A2DaeiCicVGT0B3HggEVCwWrVN7HqJ3iweyCXBc8B04mAmJoUhwi2C6wVarZZs4zwmHFBQL/LDrNqC47fV6Nhzn+cKUYkC6EQm7IUBoHxBX5nI5myKIk0WSxXEHAoEtS+1gMNBw2tLopX8sT3Qjdu184UDR2ndqsVgYbQZNQHFGgYdw1LUygrTw7HL4s+dAn1DwME+BewiaSTFSKpV0cHBgYkvsya6OAYU+zyPPIfqS6+tr7e7u2j0C3aHoYB/kXpP46c43cfdLd/gYKYTpdNreK9wqzWZTh4eHZgNNJBI6Pz9Xo9Ew5wjhVMRT1+t1mwKJRoXCJZFIqFgsbk0FvV3f3PWeKgaeRwckGU/Hw4fICZvcVyoI6I7pLPn/2HyAuSVZ58xmQ5GAyM7r9dosdCxq8OPdblc/9/k39F/85K/Z7/FK+g9eTSn+jHOUZC+7G4bEoquD5wUmZoOB9gBhiMfj5ohwswAQItENwGuyEVBEAOsDS9KxAy0Cd7viw9FopMF4pLcWPUVDYb0ayW4FCQF5x2IxO6SATumGKChQNUs3nTaFAloDDmGigt3OB45zMpnoyZMnqlQqOjg40Gg02uLISV578uSJieDY8OBrB4OBrq6uFIlEdHx8bAK4er1ugstisWjTI+F/KUoprHw+n5rNptbrtaFBPDuEQPE8rlYrNZtNK3AYacs941rw/NN54tzgEIXqAsan+OMA5rkAoUGrwWHMoQCCxnMjaet/czhyvziU3HTC57t//pv7BvL0fD4DRTYFf6PRsCKed3w+nyufz9teQCETiUR0Of+k9NKv2rs0H3n0xl9/2SgZvO+o7RG2vvnmm4ZK5HI5lUqlDb01H2mcaCri35G/vUHQXB6clE0Ow3q9bhoXtDjhcHiTd5FbKHQSV2ocU7i2uScIQ10BK7ZO9gGmMoJQoT+icIFeK5fLGo1GFsKFaJTiluYJJ0coFLLBWFAAaGHS6bRpI9rttnw+nx36oVDIRlLjSkLXQdEBBYtGS5JRSsRNk0eSyWS+tsPgdn3d13tCM8CiA6D7dHkuDkteRIbcuB52FtwkDzxZBpLMJoStS5LBh3SQVP5u7CwQrCQ7mDudjnrPuET7+VprMh5r6YR5wFGyCdI5o84HehwMBtrf35fP5zPRoduJQoWAOMBR022j6gbSJ9WuXC7L5/OZqpwZB3TGwMq9Xs9cDVjS5vO5huORfmKnq6f+Dff5wdWOfqS3uSbFYtGEVsCQZDyEw2GVy2W9+eabSqVS2tvbM4sWB6XbcdHVup51/hxcON0qaWoMUGKTQYSHuDQej6ter5vbBLEqBw+uFHdePEgDCAQQK0JJKAjcAhQqZOpTSHDvoGKII5Y2ym/32QUhAv1ZLBbmbIFjp7vnd/CzeW+gvtygI8Yhc5gA77saGv6Z6+M+b9hJobYIrqFwoEDodDpbVAI/i2cbIS8H5nQ6NV0H2hN0K1dXV7q+vjYUBxRDknXO77zzjmqLU7300s27N+mvdXl5aXbHRCKh2Wymer1uxRzvMkFfKOKHk758P3ypeGEhqSP/o6Kqv3YzsAquHHEqtAgH+Xg8NgRwdsen4B/b01pSe71W9Odmilf85hjBVoheAfSJ7AsQpNVqk0RKYFI6nTYXTyAQ0NOnT41OwzXg2kInk4mJBUH5yNRgX+T9k26miyIolG5GursJsSCjrVZLT548MaqpWCwaEufxeCwzAwsq7wEI3O365q73VDEgyQRq2AIRqLgFAT5h+GC82e6ikKBapctx7WNA3fCCCOdGo5G63a58Pp9NWHNFiIxhHQ6HOooH9Xvu7+qTj67l83j0B47i2tkJGqyMGNItNPAEY51Cr8D/j7MBSBJ1O4lnaCYoDq6vr009TOU+mUxsoFAikbAuBqSAzmw6nRqkSGeCFYk/X/ZMrRCQpC95B/rD6ZLuFPds4h95BSiL6d4QermCUBT4LjUhbTYjrjebNPcFmBquFIW5JAs84XAmgZDuHOiaw7xerxu8nkgkTMtA/KzrrKDoA7rmoOUQRRwm3RRuCKo4wAjq8Xq9NnGS55UDF6sYLgKsnqjVUfGzYVPw8fNBd6CLQCJAjcjqoAgGRQBh4Hmg0ADW5neDLiC8g4rje9GZEtpDQBIiN5ABgn9APxAfUuhM/T+n7Ev/Ut7CWq//0oc1HO7o+vraDjMO9evra0kJtb/kUerlmpaTgCr/Yk+5nNcQKg5wivdKpWLPKwVrMplUq9XSMttXqHATTzy/W9XVP+zK592gP+wjZGhQBHGoRyIRDYfDzXv5gahWNxuRVvcCys4zajabJjjkc+B8chNEEUzyXpDC+fDhQ6OWQA9ArkBhmHRYr9e35owQSTwej5XJZFQqlZTL5VStVs3m64ZwzWYzFQoFE09zf9AHXF1dmWOHxgOKAt0BhT8I0m0x8Lu73nPFAJAzm4ULQRM3y6aIYnswGCgej3/Vh4wXy7UCsblKMsESFIIb0UqlTKeMx7dSqZhi+T/60bv686Op/B5pNdscznTddPEE/gA501WTW08ozunpqdEVpOBhAUR5jpKfouD+/ftmO0P3QGFABwf8Di9MJ0rni8ocDtTv91uc6nTck9Zj6Znux7Naq1K+1I58lpy2s7Njk/Vcn3wqldLBwYHq9brOzs4sn96dFsjBjN4B/zSFGtfILRJ8Pp/29/d1dXVlB99sNtPx8bHa7bbK5bLx99ls1vQnOCaAwV3kxeViuW9s1MDFkkxQ5eZagETA615dXWm5XFpUK3Y11wnjQqs8E+PxZrATxQeFEDYvUCUyAObzua6vr7coJfIoyL3A0YHdFhSDLp3rzIHOhk2xRAE3mWzy/om55u8jqOXeIcTlmYM7RsyH9RLKxePxbNCGyKmGsb8nj2etWEYKhH5Nn/mZuM7Ozv4VQbDpR94NqvN4Q+2lfENlH2z2AFwc7jVGvAm6wO8fjUYazMZyg3MX45XarU1uBo4CxJiuw4L7DYXQ7/fla/qk+zcC58FVV+fnm+fXzV6gEMcNw/hjOHtoUO5Nu93W7u6uarWawfmIcKGqaCbIsygUCoZ41et1EzdznzmkefYp4Hw+n+7evWtWarr76+trQ3N4FyQZspbP5zWdTq3w5rlmH3Kp29v1zV3vuWJAukEHqDwlmXobzpKNbr1em1MAyJflQpYup07FjU8cXno6ndoLCLfKocYL7wbIAH3N53MlQs9GJcc2CWzuUKJkMmkwurQpePb395VIJEycxPAluj1EaxQwy+XSBq/EYjH72YFAwIKMUKnDCdL9gSBg65vP58pkMvr18UB///pCvlPpj0QSOlys7CAkKIjr/Ce8Yf1/JhfyrNb69qulQh6vHSySjOMF4ndRByDtw8NDE0dOp1PrkumOOLQQ2AFj4/FGCNpoNJTL5YzvpXhikiUbpmtFxZYGdMm1YJgSXHu9XjdNCMp0aVNQDgYDXV9fW1IkAVBA2ZVKRfV63YrLw8NDy6Knoweih8vlQOc5ms/nSqVSKpVKVlgB+bsZ/fxdn89nRR8FJtZRr9dryAohPalUaiuNzlXCS9oSyfH7iYpG4AbKgFATFAUxKbQJBSLvFyJTnkGKExwrncXP6/jDNxKneKant956S4vFZjgU15yfTddLwYw7BJoLixyHLIUAEH+r1bJ9Y8eb1+TzTYU/ONByKp39vfmWPZLfwb7B53YPRuJ3x+WJKu+ONc2uNXnU1eTnagqlNrQT7waUQ6vVMqQDlT6Ul3v/5/O5Xn/9dbNbdrtd2xdOT0+tMHOHEpVKGyGzSxGhOVosFjbTgz0RHUi73VY8Hrd3ejweW0FWKBSsuGaIEnTEarVSpVKx30PEu/suca1u1zd/vSeLAaBYt6OWZJA78bd0XHTsUAocurwA/Jx8Pr+l9l2v12btg58sFotbI3k5nNrtts7PzxWJRLS3t6dSqWTQvCT7GUDThPMgmgEqZzOXZIrvbDZrzgE2oF6vZ/w2kOxgMLCJavCUCHOouEEPQFPgkvHvA98+7bT1N6Z9rZ91+3+n39RfmHuVTd7YkqjwT05OVJpM9IcWdxWNRlVL1Uwwh5AumUyaYp8iDNEkgk4gR9AHukZ4TzcumO59tVrZhME7d+5osViYIJKwFzbmaDSqs7MzHRwcmGWw2+2aQI2DJJfL2eHk6hF4joCTKbASiYQajYZarZbREUD/gUDAngNmC1CAcegRv0uxQ6FLB851gpYiNMrlgPGTczgD9eOGIcyGZ4EoXDpiCmc3qZKigIJE0paPHBEovycajerw8NDEqP1+3+i06XRq9jjoKe4t0zgpFtFgUBRdXl5uZlmsp9p7yadAaPMsn72VtsKfyXmgMCA4FJLcQ3j7p0+fWuHM/kGhQgofyBrUVu8XAyq89VCj4Ui+RkM7OzeW5W63axoSd56Km3vCwe33+1X72arS4bCazbH6k80YZ9IpKaqIkk6lUluNBoUv7gD0D6enp7q6ujI+H26fcdGTyUS7u7vy+XyGjoXDYe3t7dn95jNziIOaUoDjdiBB9fT01N5TaCj2V64dzwpWa/aeqV/SfKhveyYghq5z9/Tb9c1b78liQLoZEIQIT5J1bHQhqM4pCHhJ4eZR4br55gjpCAyhU4E3xTvLRk/1fnV1pfV6rQcPHiiTyZjXXtpYIhOJhDqdjiEZiURCe3t7NpjEDd7Z2dnRaDRSs9k0GxFcqiQT7KA8ZmBQu9225MNMJqNAIGDdMPBpMBjUnTt3tqBfNk5g2uVyqW5raIWAJC08HtU6XcVCYeukQQjcHAG4ZOBdhsFwANLdElJDEAoHMZs2A5AQQSGMkmQHrsfjsaCVUqlkhw5dot/vVzab1ZMnT/T06VOVSiUruHZ2diwwqVarqVAo6Ph4k4vu+sRdwSOFBn+HgBkU3oQlhcNh1et1XV1dKRqNGp20v79vnm0XPt3w2zKLHt0RmyyFJHoFhF0umgANEAgETFfRaDSs2Ot2u+p0Omq1WoYGuBszGhOeL7IN0FLABwP1U9jyuUn8c/UN6EB4Hjic3OFRbrIotlNJJrx00SC//2WdffqecsePtJondP6FHe3uVlQqlcwmiliU74MjBsTj8ePHVkxyPZ88eWL0n8fjMQEjKYi1Wk1XV1fPXBFBBQJzCwdCoEkRh0U4mUyqVCqZWG8wGGi5XOr8/NyKyPV6bY4ECqpcLmfFAMUsbhIQHgonF8ng+aUoAXXxeDZx07VaTV6vV81mU7u7uzo+PlalUjFUx3UZUSAul8utORnNZtOK5vF4bLMh+N2BQMAKD7QjPH8uzTQcDvXJYVmfzM+18kg/0HtX//13/fiW7fS2GPjmr/dsMSBpq7OkGoWfhHuk8ke0BTTu+sM9ns2gHFdkReGA3ej6+tqEb9VmX+9cdPTCSVGNen0TEfzMUsiLxIawWGwGqrC50LHyu1y+ko0dfptNsFKpSJJBlpIsaIRDAlcDivRGo6FMJmOwOWIfrD2SttTm/H6++91YXAfjlS6Xm46w0Bto2m7r6pntEgvTYrHQxcWFer2ecrmc8dKugppOD4EZ9+3JkycmokSAFo/HLUYWix3WuOvra+PDsQFeX18b2oMeApdBMBhUqVRSPB63/+33+3VxcaGjoyM7hDis0TIgakOFv1gs7L51Oh3bNCngyHxIpVIaDAZmS8OqBSqzXq/19OlTm2fvPnuEARHuAkfMAQ3tAeQODO5GB7OBUlxyYIB8XV1dban+3SFGCBOB6vF/o/p3kS1pUwDs7e1pvV6bA6JWq1kRyO+kIHfRtn6/b9QcqI3f7ze0D40EhxACtFQqpeFwqKdf2PDoR0cz7e4eyOPx6OzszLp58iz4O/v7+2YXJrkSYSjvHoJk0IByuWzx4BTLOJe4fhQ0UA5w4pLs85smYzFW8sWVVsuRBo8CioSjds+KxaIajYY5frLZrPHzhC1hd0WDQejR48ePDcVCt8QzwZ5Ik+QmhI7HY0PrCBli0BfzFChwksmkms2moSyVSsUyQgiVevLkiXZ3d+X3++1eIOYl3RI6cDAY6JOHXq08m8/3L6qP9MnqqT6e2DMB9VeyhN+ub+x6TxcDbBYIyljoB3j46ExBCHh52Zzg40kolGScJ84BDt1Pv36uv/i3PqnZYqmdsF9/8juzOtrNKJPJGATJ5kEHUqvVtiJnqZSpkgmMQdxDch0wGx2O3+9XPp+36plCh8PVTTYjDTEWi1nmfyqVskFC2IAkWcQwB/dyuZms91/fv69PVsuaj8c6iWXVCW2GRNH9A3GDgADLUuxwH+h4XZ0CTgHG0g6Hw60wKWgE/Ns4DyiU6MqgRFqtlsHbHCrQCvCgHPztdlv1et0KR6B8Oq/RaGSaD/QI/N2rqytLJ4TyIXgFSsj110tSuVy2aNflcmlqdTewqdfr2VAjxJLSpktHKMv9ATlxI3s50N3cCWmjcXA7rlKpZMmRdPjYwnh+otGodnd3tzzndGtufPVwONTl5aUhXqREUgSAglHkUqCg36CL5jnns/PPLoVFoUqRxXNULBZVq9VM78AhBu2EG4D3b29vz9I2+XM4JrhGaFkoyEnb5HAlv4FciVxuM0Ic+o1rj8vE45Ne+vNrxU82UFv7jYUaPx0wmyDugeFwqKdPn5rNNhwOG1zf7XaNRgMNpZjlPaeRcJsNqASyNOjWKWw6nY7Rfh6Px9BHihuuO3HDFFz5fN4KKFwotVpNqVRKkux5Yh+WZPvu5n+7cszNgh691Q387qz3dDEgyVLLXHSAwwZulJcChICwHMa1+v1+y8zHgwz/h1CKn/sPf+FNzRabTm8wWeiXX69qL5+wjarVam0dBNJNB47Qye/320CTYrFomxN/Du6fzwxNQRYBYqhCoWDoBr73Xq9nqXt0eBQXcI2u4IwNmKFBbOjhcFgRv18fjyXkjW82qpDT6fCy03Uwm4BDl8+FsJFNK5VK2XeZz+cqlUry+/0WKVypVKyjw0+PhRBrH4d7u93euod0HZIMEufgxE4IggNqMJ1uxhjjyJBkcdN0s8Q1M4J6tVoZDTQcDrW/v694PG7FJojGxcWFUQ78O/QiPGPAwZIslXKxWOjq6kqDwcCuLXQV1xZY2w1lApHiQAVVcLlxLHUUvVAAHAbT6dTcMPwsoGHer3a7rUqlYgmLPDsoxPl57XbbxKsEcmF1JbWOP48bAQicg/36+lrNZtPyL7DaNhoN3blzR16vV9fX1zo8PFShUFC1WrUDular6e2339bOzo5530EkgsGgvXvA3W4CJKO2UfITNNZoNBSPx1UqlXR8fGzFRC6XM9sqyYZoDXzZieInN3tW+uW1zn+yo5hidi843Hm3BoOB9vb2rElguA/JjmdnZ1a4ULAwYIvCgvHLQP98bxwUJF/i2AE5I8MBegK9CuJpEDIOeT4b35+mACEmRR0FXDwe13e3p/rlwlJrj/SRaEHflT3W2slPADW7Xd+89Z4vBnjpnkcHONB4YVyRi2sHpCsFNgPq52eg5Eb45llvW1+mk6E+//nP/ysHs5u0x0GPSMu11mDjoQBgqmEikVA2m938jmc+d7hQOjq6y0qlokajYVoDOoRer2eDV9wxxIiYgGAR77CJueE0WO6o1hEz0am7giZ+ruv3ns1mqtVqCoU2g5hIbuSAZDMDhgWRQaCIHXAwGKjdbhttA6qzXC7twCElDT8z3w2Ys91um+OCIgj0AE0FaAX36/HoDXV36kqt8opWMpZyNx6PDc2gawP5oVBiGpzfv/Gio/aHv+XgR+zq0g+gQCTW0T3SbdE904UydIjER4/HY1bJTCajdDq9FSssyQ5i3h/CpYB0SQ7keQOh4v7duXNHqVRq6/2aTDbjtmu1mh3K5OljKWSBYq3X663ZD6VSScPhUI8ePbJuk/G7vLdYKc/Pz23qIB59DmE3MwTuPRqN6unTp7q8vDR7I/eM8drQFhSObmBQ6tl0yUQiYcV0qVTS7u6u8f1ojRAZ+wdrrVdrebzP4penaw17UwVWHaMt3HHFXq9X5XLZ8gok2fvFe8ikTeB49Bw8H1gAV6ubWGRmIaCboRCl0Fwul9rd3TUx5unpqcbjsbljEPe5fwchKt+DIno4HOqR36sv70QUWq30o0ufDgsFeyfv+Hz67vlYsVxa+8G4hv2+abl4r5/Phrld39j1nooj/mqLqhio0l1AZEDOpJlJUqPR+FdCUyRZx8umyqYxn8/11umV/p8/+1jtwUzHhZj+jW/PatBrW5coyboYScaRu9MMi8WiddGSTMjIYQK0T7ocOoBEImHFBRs5FTlpZM/ztW44Ern1/C5+juvnBhoHQkU4xVwERElw+Ww+VP+SDKLkwGIjBRFwxUnuP7v/ns2JoBacIPD4kmyzBHLmHtHNSTeT0j71qU8pEAhof39fmUzGuPfVamWCN1cgt1qtNM529Pb+r1p+Qv7pPe11HpgvG4GiJKNMgNLx8nNI9no9dbtdJRIJux5kHLjfHQQCFANFPjZBkCKec4R9dPUUJii/6fzg6imUXO6YzpJ7x3OKtZLCDs7dPTTn8818Bd5BdzZIsViU3++37ns2m9lYbTfwqNFoyOv1qlAoKJlM6vHjxyqXy5pMJiqVSpa2yTNXqVTsXWOU8Hg8tiQ+7nkkEtHJyYkp6Xl2BoOBKpXK1vfn2SL4iQId3pz5DrlczjQZrVZL19fXFm8tbWiZTqdjegzeuZ0PjJT7vqHWS+nsJ31aXCSscEmn02bn6z87FF1hL/cclwbWX/z96FUoqLvdrprNpkUusw9Bg4A2QYUgkh0MBvaM4VLq9/t23QhPkmTPAPsEzxsug+vxSF/66M2s5R2vV//tix+U7xnSgDYA0SMTWyl4aCpu1zdvvS9KL+BzNmh3cai89W5Zf/n//i9Ubw70XR870v/sj76sVqtpfLdrXYP3hyIgxCMajerBcUl/5T+4o+F4Kp9nvZVJjrANKJnNWdpU8pKss8JOiNCJA2O12kwDY5Z5o9EwB8NsNlO321WlUpHP5zOInVnskqzyJiCJlwurEkVALpcz/puo13v37mlvb0+9Xs+yFjjYcrmc2en4nS6km81m1e/3bcobh2Amk1EqlbKCKpVKmTgT2xqoBN3Ger3W+fm5vF6vdnd3TeTU6XSMNvB6vTo4OLBuBc84UCuBQsCkdC2SDL6ErwcexhnA72qFnlohIEndeFX3ph80lwQ0RiqVsq4bVIjikgKh0+kYFHtwcGA2Ngoy/gwi0VAoZFA1FAAbOgWjO2qaDhArIfYsJlmCfnA48Xy7mRGgVhQnoAUIGt2uDcEbnTXPSqlUMosv78VwODRkCHoEsST6jJOTEw0GA73++utmoaVL5R5yb4G8s9ms9vb2DMWgU02n0+YIarfbJkhEf0ExxbtZKBSMGoAuYlxxPp+3wDJS+9DcJJNJK0JoRih0CPZhf1qcRnX+xs6NcK8Ys2wGClGgdVAKOnooBPYL0C832Y+CCvvozs6OPUdkqTCcqROa6fEdKRKc6eiJTxlvzAooCnEaFISW4/FYA811/kpU60REd3pevdy+Sf5El9Hr9XR+fq5mLGKFgCQNViuNFwtlns2QodnBlQHC6A6zul3f3PW+KAYkmd0FUQ0L/cBf/Zu/ouvq5kD+5KeeajWr6oMvZk1ARlUMNOqGsvR6PaVSKd29e9e6x9x6revra6vMyQuYTjfxtFgUM5mMKXDZfOHb4EkRH9F5sBmyAVUqFVOWAxkzex0+2O/3Gy3Ai0ROOFAeA5WYHgYceu/ePS0WC1WrVfPsY89jk2VWAQEr2Oqq1aouLy81m82MS2Ujvrq6ss/qbm6pVMq+LxwiIStA6cCZ5XLZNl4OpKdPn6rf7+v111+3IBny2F1xIeFFWDCZU0CXSDdLNgUUCkWMfCO19MSeJW9v06kgoqIAYqiQiyzRIVKkzueb0biSzMpKet2jR49M4IaAFIsoHVIikbBNGosmnTJCPxAaXANcXw4DCoRQKGQiRq4DyBC5FOPx2GBwNAt04xSnCD7RG4CywBmDOvF+AnkjKgsEAnr11Vfl9Xr12muvqdFo2D1A35DP5+0dZJYFqvu9vT3TfEDrHB0dyev1GlpxfX0tj8ej3d1dEyOu12v5gwENg5J/urR3EKSDTpd3h9Hm7AfBYFCJRMIQFpIjcScgzKVgAmnheaFwIyYYa200GrUCdjAYaCcb06izeT739vYsPp2ChncKlwCdPFTc/v6+IQvmFvKt1PpEQYoFNJHUzyxU+olHCvoDpl0ANeJeIDB+8u2HmuxuhH/t2ErrWlP321Nz35ACur+/r8R0qsF0plFo891PVlLz+lqRgwPTl1BsJpNJVatVQ2mZGXG7vrnrfVMMgA48XwxIm825P5xu/X/XlaZyic1wDzzIcLB0dXS60gbap3tnA+QQ7/f7tjGs12vjZ7H4sEmRAEaHhaCMQ4kX1vXiA+0tl0sVnnFucLHBYNC6C4R0dHZ8fvQOWCeZQYA3uVgsGpfPZ2M2gSTj4vf29jSfz22AD+wSnRTFE0pzV9RHAeV639kQsOOxabqFAt3W5eWlrq+vDQnxer1Kp9M6Pz83DpxNOhwOm+aBzATEfRRFbvoZaAloCyl2oVBIL+28pC+0PqmynsjXDcv/pbQe+R9ZlgS2KzrF3d1dU3wDx7Lp7ezsWNQ1/npoFDpRIHWeDcZhw9ezOXOYoHUB3XADiBDggXSFw2EbpUyRwXNFVzqbzcxOBxqBqJMigmsDdw99ACSNv73f75stj2cVFI0wG5wdFxcXW4OIlsul9vf3defOnS1InwKL0KKrqyt1Oh1D0lD5g6glEgkdHBzY+4o+otZt6acPxqrf35FvttQHPtfV5HJi7hc66tFoZEUY7yrT/tbPmgGuH44HoH10A7hR4vG4gsGg4vG4yuWyUUjkZbgH8GA8UPxP+BS6N1Nw7FPv788t6AorciwW25pkiiC02+1a4qokozqTyeRGyR9dS7Gb/XER96s57Sm7uhl5zfNMYWgi1VR4aw/tBFbq1rr2bvv9ftNvzGYzfcdOWl9ezhTxB/TCYkPPBoNBu65QpSRwUiS7aZeIVm/XN369LzQDLBcqpRpn/cRPfVb/3V//eUlSIh7Un/qDewoHZbAYi5cZrQEdFIE1Lu+Jyn04HFoYDZsiLxBcP3YePid2RdTQOB3c+E/XYsdLwuGGmAvYHutbIBCwgSP4oVEVAy8iLmSDd0Nn6D7n87nNS4/H47p3757Be1TxbBR0Qmz0klQqlRSLxXR2drZlUWP8by6XU6FQMIqEDpsODDsmdATXE4gcOBGunC4YVwWcO5txr9fTa6+9plgspkKhYN0yUC6jYO/fv2/oAlA24UTA+fl83sScbnft2uLS6bQePHggSbq+vraNnmtO0iJiwUQiYYerJDs8UJbT3cHv8/tACCRZZgBhOnDNFLpAxnSX5OnD+5fLZXu+QKLgqNPptAkU4aS5zuhD9vf35fF4jNOnMEMoCfqGbbJSqaharSoYDG6F7+RyOaMN8NljY0Q7QrdO5LQbEkZCXjabNSqpUqnYPIjPxYb6leTA3vloY6zv/MLIimKeaYq4TCaj8XisWq1m0DzDkSj6PB6Pdf44Vyj6Eaq6dIOr+YEKQo8zPG4r84durHfzq5VO/0rVKLt+v6/d3V01m80tN4ZrLaVLl2QUzXK5VGPQVu3Hd7WObfpAf2+h3X9YV9AfMJE0dArflcCtXy/M1XxhE4XsWax07589UXy00sHBgYldm82mhsOh3UOEgFiCsenymQiMQrhNBDm03fP7+O36xq33DTIg3RzkbAiuNeVP/OGP6eQwpXKlrZP9HQX8a+taeSE5LNkQ7t27Z9A8HVAwGNRyuTSon04M/z6wNy/UwcGBcbd0XCTCccCwodD9sXFQNCSTSQUCAZ2enuri4sLCQXjR4vG45vO5ibQ8Ho8Gk4k667VefDbohA2cA4XpceQcUGxQ3bNpk3hWr9dNbMWmTdHE58aVgE2zWCzatej3+wZdnp2dmXWOICYOWGB1UA7mClCkcLjRTaGVQHNAkVMoFExLwcFN9+vz+aygkrQlOut2uxYlvV6vrdOt1WoaDAa24V9eXtomXCwWTSzGATAajXR1daXhcKher2e/jw4Q2JyDkA2RAoFrjd6Dz08uPQULlAj2TJ597KggAfD2FH3QRs1m0w4OBJF0yPx84Ha6UigwRubyWRhKRVEGfE4mQurZqGWsfBR7uVxOPp/PrKLRaNRG3fp8m1TJ09NT9ft94+ndWPFGoyFJ9vu4vovFQp/97Ge3tAaj0UitwlpKOlSib1NoET3OOw5Hn0wmVSgU7Hd1u117RziQ0SCAxhEjDGVHMURhT7FNLgeNRDQaVTDyXOCOX1a0ErGezWZNTInLguJ8tVqZi4PniAmj8WhUsU9O1H0lKi3XerGeUOTBxnZJngF7IkmCNAl33hgq2J5oGQ+q1FwqG0zIE/JsWbEpVLEv1+t1Q1VdDQ/5K+yXFJ80Vuwlt+ubt95XyID01dEBHrT1em28NBswB+/Z2ZneeustrVYr4755mbPZrIl4qGJdFTsdK6iAq0Jmqh7dIJ08Hl42Dbp9bGKz2Uzlctk4eixO5AhINzMPgNYWi4U6y4X+equp9nKpmNerP5/J6eCZZQkoF1iew4S54mwkdM4uh0/eAjA33RlcPqI8oHKuHb8XtwK+f/4sBRLDd9iEXDtTv9/X48eP7WfAm9Od0xlSXDDWGuoiEono+vparVZLx8fHpgjH+VEul81Dfnx8bCpquHc6cFT3dC44VQqFgokjCRBiumOhULBsAa/Xa2EviEfp8N0gIgpFun1+12Aw0GKxMK0L9wlqzHUJSDKqAjvgYnEzYpvOnhHTCDO5xxSsiF7Jf4jFYpYZADztRn0zGwLEAZEizggQMrpQ6JxoNKqjoyMFAoGNUn421eeWp7oYVDR9ran0KGy0DsJgChJSJvlufDZQk729PaP1qv22fmp3oG5oLf9K+sgbE6UbU7tfPFtQGTz/LpXmBp7t7Oyo0WiYi6LdbiudTqtYLGo2mymfz2s8Htu1mM1mpidxfy7Pmi/mVeLP+BTI+rRerNX9xzMtHnkM1Ukmkzo+PrbvNxwOrZh23y3CuHjPaDooYMPhzVRVMjG63a7tWRQ2KPopZHEmvfjii0qlUnr8+LHtETxjFK0UxcfHxwoGg4YcBgKbmRSZTMaKTgaEdZYLndy7p/3YjuWS3K5vznrfFQPSzchhBE7Sjf3Q4/Go09n4ezng2cDpVHw+n6rVqkH1qVTKOjKqYCx6CLc4XIH2yfzmYEKsR3Ib/DCBJXSJhAQBqdOZ8D1AH+iY2QDcGOS/c3GuX+r37Hoczmb6c7mCeZI9Ho9589PptIl4XJi03+8bJByPx7W/v690Om1cKYmF6XRa9+/ftyFHWLQQxJ2fn6vX6+nk5MTgVQKRcCwAQ4I2IEiju6SQYyNx0xwnk4mFoEgbWydiQw4dtBLtdlv9fl937941mBWLH8hMq9UyzUW321Wj0TC4m39PFgL6DIpDvjfF3NnZmebzuV566SVDd9brtaFMHPLQVAjTKBTJVoAjpjCiyKUoYFP1+Xx22CBmc2deIBIEvQAdkmRhVYFAQPV6Xc1m0yyoUAEIHKEPZrOZCcwYyQ3nz/PDND94fygCtB7cW8Ywe71eS7v7bOJCb6Xrm4d4udbez8106M+bQJVUTQrpRqNh0D0oCLMuOCw5lJvdtuapiKJLr9b98ZYND2oik8no4OBA5XLZOv5IJGKFB2FKg8HAdA8EBYEUIfIFKYSWoRiFxkLAij5k/2RP88REw9pYodl2ONp0OtXu7q5ZIJmUyUyU5+2iiB2hDaEnEZcWi0WVy2VVq9Ut2hHHy3K5ib8Oh8N2aD948MCEf91u155rrNS8o1g1C4WCTk9PrYFoNptKp9PKZDLmcngruaNPBTb73I89eFH/8Ye/zVCj2/WNX+8rmoBFdwTcLN2M/EVohTI4Eomo0Wio3W7bVELg4fl8rouLC61WK1WrVRMQAcP6/X6DjykI4DEJ+oG/Bc52RUWkc3U6HQWDQVUqFRusAiyJyhlBEF0Q9q7r62tlMhmDBIHS5RQDg8FAnz27MCsao1AlGcTYbreta+XwAIrlQCBHno3n8vJSw+FQ5+fnW8gGnTwbjiSdn58bRx2JRFQsFvX06VPrjtigsESGQiE1m01dXV0ZfUCXK8kOA0lmv+LwR2HNJoKKPpFIqNls2iGN5gBqBaqj2Wzq8PDQkg6LxaJRSVi0QDO453DDcM10PkCuLuwJNE5hhgYDrQb3nMAsnAU8V3xvDj13bDdoEx27KzaUNloOdxYChxAWOeyCBBXhrHHvPx0mcwDgxOmisf2Fw2FVq1WVy2VJMj0HRTfPBqpyxK0clKfpmszb6fOotjOS9/HGDguqQew2gU3QXGhSSNVENIln/uTkxGYWXF9fmyJ+sqyr8OFf0XzZU+/pB1SpbESwBwcHRodAZVxfX6tWq9lhOB6PdXp6aoUoTibuPbkckuzzgs5JssJfksK+iOaVhVZ9SREZgse9Gw6HOjk5MUTPTaDkO1IsEUMMIgWVgFWZPYCwJwSw0JBMyuS5i0ajevLkiRWLPB/7+/uSNhoZhNe889FoVHt7exYcRtEKGlFpt/Sp7I7tWf/g3bf0R47vGmV6u77x632JDEjayt8HtgY6BM6/urpSuVw2fo+DmoO40+nYIBxJFndLFyzJugOy9vFaEyDCgQPfyqbDizqfz60IAKLlQMa3zqZNpY+Fju5YknXR8/lcF522/sr5mWrTqaKSvq/ZVuYZ74caHWsgGxsdpMfjscM+FAqZzgEagGKELgau2R3cwrVxD6bRaCRJBpVzeE4mE8tGoLN2nRRoEuiA+RxMR/N6vba5YMur1+s2cIeAFeyLjx8/tjRHQm9wQJhTJNPRvPBFaenT8vRV5eKbaYZwqqPRyCgFuNxYLGadI5axaDRqwsv5fG6iUdAiN5sCbQXwrHSjBEd86vV6t8JeOEgITZJuik0OBegjEBRmD/DscB8pSOPxuIrFonWNPG/cG4ofaCu0CDyb6EeY5MmQnWKxaEU6/0GLQzfvit/K5bKq3+3X/P5NqujRZ7wqdW4mjtKF8o6jMaAw5D0BTUKgmkwmDelqt9t69913Df3xPfhrCiY3GoTFzKtP/r8+It8qZ0gR7wC6H4p6rgF0D0mW5FH0+3071HDQEJfNO0+EMPdPkmlt6Ozd5xUqgAJL0pYugZhrXFLw/wiGJVlBj3aF55C47dVqZa4W7MM0MOQp8PkfPnyoWCxmIkJEwHfu3LHJq+v12pIaKbCn06kq7bZ+opiSHJ3X//SJf0P34omtQuR2fePW+7YYgK/CvgPfTmBMq9XSxcWFJpOJDg8Plc1mtVqtLNiGrufy8tK4WQ5NOj94VKJL4fHz+byJwKjWEVexYfBC0lG7QzxQX0uy7nG5XKpcLptNiQ5bkm2mwIbD4VCL9Vqd1UrpQEDDTsdSvvguQM5E0CK6Qojkah9IyptMJhqNRpbp79os79+/r8VioWazaQdaJBJROp028RRCvXa7rVgsZlP42GQQD9LVgLYwBTCTyWzNMoCvJeDGhaBRf3OAIthCyHl4eKh8Pq96vW5d83Q61WjZVPqH/qU8gc31n7Wjqv/T7zbqweU7p9Op8vm8otGo8cF49dn4UOBPp1PlcjmzaPb7fSvw6LaBjxHX0W3D1VNUoVNgw3+enuGaSrJ4adfWiLPETaOju0c8B41BF0n3Cp3gphEul0ubWDiZTGwsdyKR0P7+vg4ODkzTgWuk2+0aBYKWgZ9JEZ0sZXT+wlTT2Fp3pzl9ZHZs1w19RT6ftwMJxTrvvBsoxbNJWA+HE1HejUZDi+VU3/Pv/rOtfeT/9zd2VX2UskIGKsYNOTPXQMyjwff7tE775H+6UOxXV/Ksbwok7gE6EVAZ6BEOSigfLLMUITxHkUjEHBRuxDiUGsWj6/1HjIyrBW0KM1JQ8HP4k17aaDS25njQ5XNdJdnPZGw6aEKj0VC1WjUUzZ1/ApXG+O/FYqE3E1F9cr157z5xdEf/lx/6ESt6Xcr3dn1j1vuSJpBkHRXVLRtkIpGw8aSJREK7u7t2eLiqYBK93G6DzTkYDGowGJjQiDx34Fomg7E5cbgzWhgrGS+ddKMOZzPs9Xo21Ah9AKp7XrZEImGfoVar6eLiQqFQSMVicaOP6HY1eCbGk6Rms2n8NN/VTU3j81Is0N2g2meWAF0+f7ff7+v6+tr8wgiq3GtP4RQKhSxeFhgVFTw8PF0dmyjefzoWPg/jYuFeXQg6lUopl8sZBcQBJmlLjwHqwhjXZfxSmWeFgCQF0yNFEwHLn2cKHkE8wPrSRkSXyWRMEwBHjV2QblC6mWhHoUghAJ1B5wadAe3FiGRJNrYanQvfj82T+4wjBgoG1T16F3fQF4fD87QGMDXcMHbCSqViA4bQs+TzeR0eHhpEXK1WVa1W1ev11Gw2TTBHyh1IHbbBfD5vlMOLk4iysaxGy5GCkc014b1A64HuB1Tk4OBgS2TIoYgWCCSEouRGWDlQ8zKq7MHm+Z5NvPJO93R4mDVHDPw+2Q37+/uGZoy/xy/t++WRtHw5qGljqthjr3q9nhUTZJWg9wGxRJhJgYC9mGdmsVhoFfarcS8qf8ArT7Mt32RpKY6EblFsgFAS/tVqtWwfA+lhv6GgJ6uF58iN1P7CaqhJLqp7Cuq+N2Ax0ERcr9drE8UmEgkTqFLA1mo1LddrDV96UeNIRN+VSOi7n4mrofz+nYcP9eeiEcVTKWW8N8UWzZI7e+Z2ff3X+7YYkGRCli+9da56o6M7ewn1epfmZ2Uj6fV6qtfrSqVSBt+HQiF1u13t7OxYtc4QEn42giAgUjZLDhpU3hy8iM0QFLrZAijXsYkhduTljsVi9s/YA13BXTweVzabtQREeHnUwrys/HxG/tJZAckDTSP+ouuBGnFDcsgw4HNzTUn8o0shDha9RjKZVLfbtYNHuhm1CxxOYULAUCaTUb1eV7lc1mq1MqU0iIPH41GpVLLNh4Mym83K49mMZgU2pcgBEWFzTyQS8obvazUryxvcbIiDSkD99kSdSMc2RugFSRoOh2q1WjZlEf4YS91oNFKxWNR8Pt9ktl9fm9qewoqDF5U+m95yubThSoQiSTLBaavVMn4e/Ym7gbsCS3QR0g215ff7bQQxym3cGMyjYA4Duf/8THf+BV1iJpPR/v6+iS2r1aouLi7UarW2XAOgYdwfCr/5fL41/XE2m6lQKFiREo1Gtb+/b88NIksSIymk6/W6Hdru8ClJxtPzLFNY4Cgp/+oPaf2ht+T1z3T++T1FAmkL7QI1cSPAXXpsFd3uXKf+uUILn+kFKIhde2iv17N3mu/NTAquczAY1Gy5UPlHD7XIbp6NLzRHyv1Pbyno89vnAmkaDod6/fXX9fbbb5uThO+KuFTa0D/kD/C/3SIRMeLlcVaVD22osov1WqunfR12NhoTdyAbqCmhSyAz0qYofSObUSMcktYrvV29VtDj0UczGX3wgx80Cu5OJqPjYkmtVstshjRTXylQ7nZ9/db7uhiQpL/zU5/T3/pHvy5JOipG9ef+4F1l0im12211u10T27gZ7G6KGJYhIFnEbegMOMCArYGFXWsancFyuRk85M4PmE6nJmhE4Oiml6FFANlgEwSmdyfVpVIptVot1et1xWIxFYtFO5QIJZI2h8mrr76qWq1mHTGbAPwk3RadA/A0lbwk24zpAPjM8JfSRvCYy+WUTCZVq9XsuvBdKUA44PL5vNET8J8ej8dogBdeeEGNRkNnZ2fWSbMJuUN2ut2uIRdQH/CwdImlUkmpVEqVSkXNZtOU76vXdzQvfEm99kjVT5fkX01VqVTs/vNZ+ZxoKjh0KpWKTcD0+Xzq9XrWeV1cXOjy8lL5fF6lUslQADcGFm0Bh4wb+YveAKqJYhZqx7W7wmVDyUiyAgVKCrEstBMR1jhY6vW6TZ/EAUL4knTj3KETJ38DTQcFIMhDMBjUdDo1VA7+nwIImyyHCJoAni0Ev/j7gbVrtZrq9bqm06mhCqBdoAP8LHIjeF/pxrkX9S9tULvcjjTQwOzHlUrFJopy76G1otGodLZWJ78pbj2ztTLNHWVLSdMJgQy4w58oWvHkIx6leGEeyGLes0JAklbZqKKHOSWnPntO+PmTyWRrWFg6nbYilYZky8737J7xHLvTDYfDodrF1M2G6vHoMupV4LxsThKsyrz3iEsnk4m5Dfr9vgYnR1t78xudtj6ayeju3bsajUb6/Oc/r1qtpqOjI2t+uL4IDnkPbtfXf71vNQOStFiu9AN/9v+q5fJm6MV33V/qIy/tWXwpGyGHSTKZtBeGjZWDiw2fv0fqF9Y1YE+CelBjM9/eTWRLJpN2ANOBjcdj1et1nZ2dGXyKMnkwGNjhiN4AiBdtBC97LBazBEU2WcRfuA1IuKtWqzahjM/O53L5RDoMeNbpdGpUCBvHYrEwuxrqc+BjRECupYyXG5ibcakUDs1m0+4bimVQFA5mFpvnfD5XPp+3a8CfyefztglWq1V1Oh2Do0FTmFtAIUjKnquix7mxXq+1t7dnmxQFHtAzGzPuBPhWSVvPEXYtCiQOK4ogUBWmU8Ln89wwBRFu2O1YeUbhz4kI5jqBLEnS8fGx6RLoSCkGUa+7VAVICzMsXMeLm7GQTCbtsAHZIFOCAhLbJAFNHMqJRMJQlXK5bIUHn93NW0Cgi0sDXQHdJLoB0LZut2voHmgIlA3aEIaEMYkPke3h4aEikYiq1aohSyYUzq80iy0Vqfu1bE5NN8LP53lB/EoxEgwGTfSKDgZtyEZg19DZn7wrhTedsXe21Mv/35oW/bEhTGg7ApkdFZJZ5ZNpQ/n6/b5SqZT29/ft57vCVnRHZHjwfUOhkD5diqhymLV37dvKQ2VOKxZSheYhGAwaysQ9ZVpnrVbTo4N9lXM3P+ffjO3oB+/es32uVqtpMplob29PR0dH1qzlcjm7ThT2t+vrv97XyIDP61Eo6NdofDP0YrXcbCxk1APNsmGOx2ODJklEW61WqtfrFksMN0einySz1KHW5qGlg2LTZCNzM+UbjcaWGBG1Nt0dBzTwOAdPu902SNyF+jiE2+22QqGQ7t+/r1AoZJ+ZYBaKGaC4arWqer2+1Y1xkONVZnNjA2QzZOqbJOsi4cU56MnjhyPn34EsDIdDXfUqqt4Za+Qf62FkV7l10kJN8LEzlz4QCBhVQIAKk892dnZULBYlyQagILBkg0cvkEgkLBAFLz0HfCgUsiFT3Hcg2evraxMQdjznUrar+TqswCpvCW5w9BST8MR0aqTYuXG/FHEUqQgO2XAl2XPnQvz8PJLtKE7Ozs5MPCttCgFS9fCduyhHu902hwu2P2gbDo1UKqXDw0Mr8trttokWEbMy8Y7uFyEbolg6bjpHV6dAMUGAEIU5mhKm8g2HQ9PzMEcAhEOSQee8n+QZIPKFr0Z/wGfgYETfIMkGbpVKJevqoRWHw+Emk6IWVtR3M6uAAoL9RZIF9/BdyAXgGeXdb7fbur6+3tiNfT49/NWuLl6MyuvzKvO5poaNnjUBoVBI4+lEzR+5p+WDvK4XK738xZESlclWNgXiTtfW5xZvdPfof0ajke49qikQCmmciOho5tVhbSD/s1wSijgslLzLFEfsfT6fT3ser95ZLNXxePRyOKLv2dsUJtC0ZBJ0u11dXl6qUCjYfed9oCG5pQu+/ut9jQxI0i/8+rv6L/77n9FkutAf/+EP6k/+/hcM7qNTkGT/jSUsFosZ1ExYBwcXLzicOJsbDy0vHty3a2kCTkMzQBCOO+iFVD3UxUB55CLAF+M/Z/PNZDIWO8yhBv9HyiLaBw4RRH3YKa+urqwihx9mprxLF7ARchDAX7Mpj8djVSoVszAiQGMDxoHBdQuFQpJH+tmDL2kceWZpW/j0+05fUiaass2S4k2SweKEO925c8eu93g81s7OjsXGQiegtzg9PVUkEtHdu3cVDod1cXFhs+mLxaLpPnw+ny4vL+3au1Y6RKaeYkeRHziV59nE1tWvP9D8adpgWp/PZ58ZLznCqGQyaagQHnk2Ybpw+GTU6PX6JoiHHAh+j5twKN1E4HKtsBMy6ArqAAEYo3CZrDcej61b5XlOpVI6ODhQIpEw37rbsQeDQSWTSeVyOXU6HZscibsHsSWFMFQZBZxryywWi0azkEOBSwUEhFwOMiK4ftCAdN1oaCQZbcb9HA6HRlmcnp6aWG25XOri4sI63VQqpXK5bL8bWhHk7o033rBifjAYKJPJWDeLpRdtB44YdEs4bB4+fCifz6fXXnvNRH8gNqlUyiKTec7RHzWbTbUPo2r84LHtfcHhQt/7axNDiBjiBNQOyoZOCHQQ+yDvOoURM076/b6CwaA5jHi+QSw9Hs/W1Euv12thVY1GQ6VSSXfu3LFnnpyRTqejnZ0dKzIODw+tgNvd3TWtDhkot3TB13e974sBaUMXLJdLhYLbnl4OWDoaabMxXlw29Jkv1jWdTvTBl3aUScctHhhrFR0GmyydN9AjGxU55lS2kgw2peOSNt0CYrR4PG7JaolEwjZWOktgS5evh/9NJpM6ODjY6kSAb8mlB6qE2iCFjOx+9A+/ePZE/7jf0coj/Wg8re9M3kxjBFUACofnRl/BhpNMJu0lRpCEPQsIHoGjLxHUpz52sXXvCj8nHXjy1vkC6xJ7Ct/rfi82CiyZ8MrY9yTZJl8oFMxDzYjjUCikXq9nh3az2TRuHpQG6HO1Win5e6tKf+jmGRo+DivypY/Z3+eQxGtPEQUVQzAVVjEcLORT0LVKsiFD6ExAtRBiTqdTy8+XNvQIugmKLvfaX19f24FIIiKHNBQFdE4qlVKxWDRaiE6d8CMEqfj333rrLUOLKABB2njmPR6PEomEWdsikYilPKZSKbMZ4gChm85mszYNEVh7uVxapDXTNV1nxWKxULvdtpwFPpP7jBK6g+ZhMBgonU4rm83aswBVEwqFdO/ePaOtPv/5zxt649Iirg7ItXAifFwsFnr33XdtH5nPNzHOwWBQ+XzeUiFdh4kb9rNabaLUW8dRXXxH3p7DwHipP/ja5vk7PDxUs9nU48ePTTBJQUOTw2cFtcHFwztEeisFHVQf99LdF8LhsKFggUDAEj8J9CIThPeXxoziAY0Tg4zc8fG3dME3Zr2vaQKW3+eV3+e9+d/PNgAOP0RV8/lcXl9If/sffErd3kZx+/RyqD/2+5dbB5GkrehaHl5EO0BsbCypVMo219lsMwmPypyDweV2V6uVbVpMvENNjY+bTpnOU5JBhrVabWssKDw2ISFAkVj5Wq2Wer2eisXiTT6Cz6e/O+ho9qz4/vu9ljzla93LF8xj7VIBbIKj0cgoCNTRdKvuIKd0etM5E2Ha7XY164wVGHo0jz2rT8cr9c86ugpsChSoC5L5OAj5LnSIXFfCTzhc2WwJJiKLYHd31wKbJG2J8qASEImh7sZSOR6P5RlFJN0UA7O2V95nCEgqlVKhULDPmM/nDZqVNtMJ+YyuSA/xnxvYRPePAh5Ylo281WpZ58iBj5efP09HifiSgx7qqdvtWtGG9bNUKtmkR1wYFL0UJZKsMLy4uNBbb72lVqtlSnM0MK6VkM66UChYCBXFBZkIpNxB0+TzeSuQGe+MfoTCy4XFEaHhIKDIQP8BXXB+fq5Wq6WjoyOL2waNKRQKKhQKuri4MESNa/nmm2+ahoT3ggAwkg3plNF4oJUAXaJrPjs7UzQaVaFQsNHLWA9B20DfeF4RAU+nU6UuPWrcn2qcDUmrte49nmk63QgoKXQfPHhgxZ+r3eH6uvZQApCYVkoxhxuIvwtagKaFayyfT0uPR+H53Kaf3rlzx95P4H4QR5BLYrS9Xq+S2aw+uw6q+0uf1Q+99FB/4Xs/fksXfIPWt0Qx8NWWG3FLgtwXXjuzQkCS2t2VXn/jkYqFlIUOcfhOp1OD99xEN6xZcL/46F0BGBsDXTRecOB36IThcKgvVxtartZ6IZPQ+NnBgHYA2oAXmReKIgcOGU6f3HWcBogJyVYA+lsFA87xJq09Hn3qy1/W2XoTaYtID3SAg4vCCGgWWA8Ais4VoZTP57PvsVqtFH4c09l+R0vPUvknES2LiS3OWpIdLggYOcTpYqB3CoWCbXocDoQu+Xw+PX78+Cs6IQiIocth8wqHwza9LxKJ6MGDB5uUtbO05vkL+YoDzapBjT6X0cK7gefxSKdSKXk8m5kQWDAJSyKMiuuAlZVJcyBQaC3opqRNx91qtaxgQCyHVY+hScDNCGTd+wF9RQY/QkaXeydSGNtip9Ox7Auv1yuPd6lA/EyjZUhvvbXU1dWVbdoc4sDVkkyr4RZHCM5AfThUeDeBjrlPPEtQfuhloITI83DjrtPptHXDZIqAToxGI52enurs7EySrAgC0aPQpxB0LbO4EaBsmPfBzBCuZTQaNWokGAyq2Wzq6dOnW58DioKDEuqNyY34+Ml84GclIjF912tLjZNzJQMRBQZSb7yx+NEgMFab8CCuOzHbwWBQ+/v72t/ft+8L0oQFmWsJp1+pVEzwSaH+xU5Xj1NZLT1evezz6s/kcspmsybIZt9A1Ms0StCC+Xyuer2un6p21Mhs6J0vVerK7cT0Yx9+xVBAaLLb9Ttf39LFAIuiYLVa6e6dXYVDfk2mG4h9J+bXyy/d13K5sI6AzYHuH1gTpTKcITDW2dmZqeiz2ax1tPBrQHN4mH2+zfCi0Wikv/v4Wr9e30C+d6sd/YGYbKogqW/YxyTZgSHdDDVy0wp9Pp+urq7UbDZ1dHRkCv1MJmNagmAwqFQ4og/Fk/pif/O7M4ulXs7nNe4Ptl4+NzoVuA8hnAtxc1gBwQNL030g7LubO9ar/pc34szUWtPI1CZEcgi7g58QK1GQ0bHCj1IIcH0Z0EQHSoBUv9830V1rVlY0FFPOmzOP89OnT+2wYQoieeydTkc75SMF6puY1nGwal0+3V+tVjNOFdSBABpgWOBVNktg3Gq1avAyXa3f71en09mKXiZtEV87390Nt6JzdumGbrer09NTE8TSAVLIUOxxLaCnVqvVM0tmUB/8fT+tSOpckpRoFPX22y/avUin03afOfiTyaTFHqMZoNNzBwGhx2k2m+b8gd7gIET1zvhl9A9M3eO5BOmBZiDYZ7VaWWdbq9Xk9/t1eHhojodGo6HpdKqXXnpJsVhMlUpF+/v7lo6JpgFYHWsf8d/cLwoYwoWePHlitk3edwZMUciTPsnzgijR/R0uQjgbT6TBUEqu5X/2znu9Xt29e9eyA/jeXq/XdBkXFxcKBjfTN4+Pj+XxbIawJRIJXV5eKhwO6+7du5u9IZUyKyeiv2g0au/Ro0eP9OiFl7V6tk+8sVipm0zphVxOvV7P3qNUKqVer2cIazQaNWEmBdV4eTN5VpLeqTVsH+F63dIFX591Www4y+v1an83q7/0n/+Y/vbf+xUFAj7923/q49orJbaSBoF0gWfpEi7rI33mdKnweVUfe7BjGwnxxliWiD2me6GzQJgDpNwcTawQkKTT6Uqvt6vKVauSZB0Uqnf+v9VqZYcwEbUczHt7e4pEIqpUKrq6ulIqlTLIDWUv1f3/PFPQr8qrUDSq70hn1CnsG2/L92DCHxwp0DXZCGx+FB746Mk2AKokaIUOEC0DUDWKbTe+Fn6dz0IhxvWj+3WjjukAmcrHPdwIunryfvyJggd1zdfSO69XNX89b3oMkt1QOBO5S4gMfwaxJahFOp02/QiUFIXE/fv37R71+321Wi2bwQAdgCBuNpupVqsZ5cT3JQ2Og0eS0TIcqgj8JCmyE9Lg7pc1Dja0uNrR+S8s1ev1jS7AjcBBg1gWigBoGO42Xbq2QkCSPvw9Vb32Sy9L2hSuxNRKMvvf8fFG6AYyQUHs2vwI9XLRnXa7bZ8L9IcDPZ/Pmw2TewbNQ5Q1i4KLFMXXXntNw+HQsidAY9A8LBYL0xJQuAaDQe3u7prjgAAuN/eC549n8Pz8XOfn50Zt4JABsQJNdBNMm82mFfkEcUkyISLFvs/nMzRpNBptWYiPj4+t+AQBwkILdYeTAo3Mzs6Ozs/PbbhQLBYzJAZ3Sy6XM60QHX00GpV82916q9tV3ee1YDYmTPr9frunDFBbLpcmJGx1x/r51gZl80j6njuHm39+1uTc0gVfv3VbDHyF9dEPHeujHzq2zYTukw4TCJaXPpfL6fFZVT/xjz6j+WJzuNS6Lf3el/ymzEUwSOfFoedyZijV2Xjmy5W8kiwlYb3WuN/TMBSw8CJgVw5oNyfAnV6GOpwChNHHg8HAfMdAm/C1yUBAr/qDyuwklE0kNWx3DMpGEMWBgMXMTWvDz834YD4bimt8/GyohBlh8UOLAF2CAhxPPQiAq3Z3LZb8XQ5M/ns2m5lAE2ui1+uVLz9S+mCj1Pd4pPXLZxp/MapMOmcCTygFOhw6Vvhwd7Q1uglEqvwHGPjq6srEXYRLIVrDxslmR3gOvDEHN7+b6wZ07SI2BNKQHbB65VSh7CYWWS82NXtdCk0LKhaLlqSIUpuChsPfFb0ypEmr6Nb7s5j7dHx8T/GdmywNlOm4J0i0BGanc+fZh3Zzk+eYQUAIkySbjOiq9EejkS4vL+2wh/vnumBvHQ6H6vf7ury8lMfj0auvvqqDg4Ot+QkIFCkEsP1BkUgyTQK0IZ8fAWSz2bTBP/xcDr5KpWL3CocBeg0KMcTD3Ed+N88RULnH49kSqXLdotGoKpWKoSxQEc1m05AQqBhmBozHY/vzgcAG8frFX/xFQwskmSMKrQ7W1HA4rI8uF/qMb3OP9nxeFaYTK0DYK0CcoFOgMwkxisVi+rZ8Xh8p13TW6evDhaxeTO7YvuDmNtzSBb/zdVsM/AaL6pNcfDZUvPbkCUwmE33+nYYVApJU660t5ez5BxWejOAPXia4QXfwyo+dTPQPz2par6Xvy0R0d+fEfj8/h4MPqxCQMJsfanu6bekm8x6Ojk4ahTodBBu2JOtC6N6km7AfKn44Vg5zhglBi2AVg8vmAF2v1+YYoPOm46Gw2NnZMYU+PCMRzFjLGBvtprJRCHGger1e69453Hw+n7yhm/sn6Rkn29dOJGHd6nw+t7/LBgxny/fEdVCpVKxwxDZYKpVMmU14T6fTsQ2STTWXyyqWWcq3DigQiBrSQlE6n29mGSAalGQwMqgAglJsfBR/mY+2FHK+Z+lhQvHgQ0tABNYGOWHTdUdJQ0eA3jSf+JQ+/kWtFgFdffkTOjw4NsU6XePBwYGlN6J74NpQsLpFCMJTCgFCgTjkhsOh3nnnHT158kT5fN6uXafTUbvdNrqDXACQN4q1drttw7/cmSPA3fV63QR9vPd0oBz+JCEishuNRmq0W5p7Vjp8dr/QDHk8HhOUghzwfGK/7ezH1djxq9CcKTZZmCAP/QuCYlAHCkFmfJCFwPtCkFOn09GjR4+UTqeVSqVsH0C0yXTSRCKhQrGo2DOrIGgVhTyoFYhfoVCQ1+s1TQIoyIf39/Qd67XmXp9eyGbkfbZnkbGQzWbVaDRULpdN/Mu9IQET3cSf+tiH7FlAwMnnoGi8pQt+5+u2GPgallsUUHFzAOEw+Mgrd+X3fUqLZ2mHpXRIr7zyim10QH4cIsD20AR0zjz0HGCvRHz66EfubjjjZy8T0KcLCfN3KToQxpXLZfvcbgeC2I7AIuBPOlE4OfdzAWnSmYbDYeXzefV6PZssCJLSfjYgieFO5KIj3gsGg8rlclYwIISky+IQcZPSKpWKHXgE+QCrcjBxbZiDzqECSkEnf3V1ZYc50c3JZFLl+kLj/JnWK6nycyENeyPVPLUtNTXw9WQyMasn3eD+/r5N5ONABp7msILuoCsejzc578b/+qWjH/y0dvYb0sqnyVs/qKsvx4wiocADHud6ujQB9xfqgucvHA5rWU5I93r2fHubWaOa4Kn5WajkKTQJCuI5BWq+fvQ9Kr/9cS2XK/n9ARUKMev4ms2mzS3Awoe+gShw0DNJhj7hXpA2gT8Uq3w2kj3d4pTng2FFdL2EfUHvIZjkWUe5j8MCpAcLIZa8QqFgaAkpmZFIRN1ud5PTEF/p8x9PaRXy6fSyrwefHmg5X5hNEDqL5/Lw8NCoo3fvxlR9aZP9UJ0u9IF/ca7oymOFHNfJtS9SsLmHJZZeCivXrgyyMR6PzZFB0dqPhfSlD59oFg7quDPW91arWj97P3O5nFFICHkZUBYKheT1eo0ye+WVVyRt7LsMV0M7A0XY6/W2LNfP5xGAwoD2ITSWZLoHviMFwS1d8Dtb3xI5A1/vRUfjagdCoZA+/9a1/skvvKGdaEB/9PvuybOamd/d3ZA4EIDgmJqHsJCIUNcihlrXTdCja+IwdMcEszgc+Nl0i0Ca8HPEGqM9gN44OzuzyFw0ApIsnhZHAi87E9YSiYSOj4+1XC5NdMc/Y+ukELi4uLBCww27ITAHwaA7mAmLHIczsLFroaPwwg5ar9dNlyBtDhgCfJLJpLkHuouaAp6QurXRVpYDB+tkMtHR0ZFtxMFg0ARo7nhXEgA5YF2bI88Pmzub3nK5VOGFtj7+b1btHo66Pv3KX3tVhUJha1KhJCuAJNnhAHWAUAxOm+42kUhoVrrUcmcg1RJSNW2JhByGXDd3cBTFLwUp94RrGAgE1O12t2Kj4cUJfwIlIxyIgTbSJh0vm81a7gPaFWx5PKPcW79/M3BrOp2aFoYCCYcMf4/rQqofEzwzmYwVgzh+1uu1stmsdnZ29PjxY8v0wGXBjA4EqS5K+A8OahpEbt6/+M8+1UHdYxA4IlHyFDjIms2mPvf7j7WI3QjmTr7U0Mtdn7LZrBUfuEtwSFDAQxMmk0lLvQQ9YZ/yer227+zu7ioWi9le1Gw29fMPchonY/b7P3ra0EurgNk/KY7QQPGcg9ik02l94AMf0N7ens0PcUOvQOeY24FOgdjlYDBohXO1WjVkMBqNbiWlUgTiUOHZXy6XW6mvt+u3tm6Rgd/Ggq8Grp3NZppMJnrpJK2PvPiDWymBdAHArfh03RkB1WpVjUbDHux2u70V7EHnAtQYCoUUj8eNu0Y1zWEP/CjJukh3QwCtINcesRACIjhckuTw8jMJzk1go+OG60NvUKvVzM7Gn4WvRB0OQsLPR/xHB0AOwnQ6tehodAZ0EPwdCgDuD9wxLgQCUQiq4dq6/30DMXfsepC3Pp/P7Xv77vbVPXlT62ZYrc+u7TrjlQbxkGTOCr/fr2KxaMgJsDB0CYfYhorZ7m48nrUl4O3t7dl3ZbNEDU/gEj8bjzqJgvF4XKVS6ZmNLK5pa6Pi7yf6psvA7smG7U7SRI1PcUthmsvlzJpGOiBK/3Q6rbt375qljoIT9Ai0A3cD0DSFEUUYSYMUv9wLOHhoIpCA6+troxTgti8vL23iZjab1eHhoYl6OViLxaIJhaFVCKBCPY8QlBCyTqdjQUuTUkjSzYEeiIbl8y2sEKaYwiFDMZnJZBSbS13nvu+G40oqYEUE/yHwjMmj3W5XV1dXdsD3+31Vq1Xbh0AIeA/4DmRdSBskafXcc1c8OdbJ6mb0Mlonr9dr6YqgIhQ5NBkIdEEYQc4oMBeLhRVkUFB+v1+NRsNCqNAR5fN5y76Ix+PKZDKaz+dqNpuGUN7SBb/zdVsM/A4XGxQcIhtwJBJROr0Zf0oCIN2hq5pnMzo5OVE6nbbqH/82nS4voasM55BhMiIHPIcpY1ARZbkQryRzHCBqpEqHC0UkSNgRhQnwN9kGQKCx2AYaZsjPZDJRuVy2wiKbzVpXyTx59+CRZPoGNp/Dw0PTQHg8Htt8OAQR9CG8RKjGf7vfCzgeSB0RmdsNYznEhkUnxCZX+HhQpU8wIGkk39Cr2i/fIDQE/EQiEbOE9ft9m+VAl0cHihaBbtPv90udXY1rY0UKTa0W0pf/Wc6uZa/XUz6fVz6fN44VLpfOHCvjaDSya0inmM/n1Ww2bW4A8C8BTRxMXCO0IBRuFiijDfyMFgR3CDCt3+/X0dGRjo6O5Pf7LWIWPh6hJDz6aDSyAg/NAigLo49drQI6E4oohI/NZlOXl5eq1+tKJpP2H+K7l8ul7t+/r0wmo9VqpUajYQLSRCJh9loXfXNzDhjHHAwGtwSOl5eXGzj9i2FVvjsveT2K9BY6bPnkDWwQpG63a8FVpDVyz9PptFL9kX7eP9Iw6NFJc6mPRApaBBaGSpAxQDEFZTlbLvTk4yd64zCn3HyujzTHCjvUDjQWiZuIQaG7pI2O6YXOVF8qbQqZ+Ep62RPSZDLeyodwi+9ut6tyuazDw0PdvXvXhqydn5/b7+Ie1mo1e2/H4/EWJYCjgKmq7DNuCifUEM1DPp/X9fW1hYYhRrylC37765Ym+Dov7EHwn1TBbDipVMq4azaadrut3d3dLa4MVS8WKOBzrF102vw7DjbQA6BIRGH8Xfg3SVaooK6ng5dkGfXtyFj+TFhHymvWGdtmDOy8Wq0MmkPoROBSo9FQtVpVq9UyXzkZCWSXA20Oh0NTYkMLYI2TZBuC6yCA4nDTy3ic2Sjx2eNd5jAi5YxNHSEnG300GtXFxYXZppbLpcrlso7+hFeFj990fp3XV6r+w5DxtGxiPp/PIqwRaa3Xa6XTaRvTzOHrogfr9fpZhx5Vem+tp4+qalU3YjEEo9A2xWLR9B9QIq1Wa2uAVT6/iXKmSATW93q9dgCz4YLC8AwhaM3lclaIQpEB/8ZiMePvseLNZjPt7W0mg2YyGTtcoXK4n+PxeGsg1sHBwVbEbqvVsgOUJECv16vz83Mrmp8+farlcmncO91uKBRSsVhUOLwZqwxSwLULBAKGKsRiMZ2cnNjwHopU7oc7IfPp06daBbzyLaX5M3cGhTKuhXU6Il8qqmhnruVkbocydBliUaizy8tLKzKYOjqdbsY8Q3HgXEE7wbPVbrf1uZ2lTh/cTAPcrY/0XeeTraK6VCpZ7HK/39f5+flWIc047WvvSu9WyyqM5npwcLShrQobp0mvt9GZTKdTi+OORqM6OTkxNwjR6dCBfFf2H2gtn8+nvb09JRIJy2pZLm9mrASDQZXLZUPE6Phd/dL8WbJhIBCwGOpbuuC3v26LgW/Q4sBDMS/JbHjA6Sj1SX0jOQ+1rUsPoB4HNkUQxv/P73StkKj/cRgwH4AKmz/Pxg4MyMv7dryixycb4DI88+s73z1UZBmwdDg0ClimUOmTbMYBDqTHdDM8y65TwbUKQldwEMMtwk3Cc7I5seHR1QIrs/lKm7nwJPvxeRHyNRoNZYpePfyBd6RAT72n91V9445tanQvnU5HsY9MlP3Bm2zG85+Zqv+psPHp8XjcRHcoqyneQCry+bx163i6gVOB5NEcoAdwaSaoBVeJz3eWZDAr8Dc0UDqdNt0KhUUqlTJEBIEn0+wymYyJ+RgkxJ9F2DcYDHR1dWX3sNfrmYis2+1asQdsfHR0JJ/Pp3q9bp8LsSndHd+RTb1Y+JauWAAAgY5JREFULBps32g0dH19bXbSXq9ng3yAxN0tDTja5dopekBmsOjhAnHFjeglWq2WhvOpfiJcVisTkH84191PXinQHNmfp7CLRqPKZrOGKJFMyDCyYDBoeQvBYFD1el3lctlEfiBz7myFeDyuRqNhxT10wWAw0K+kVnqyd8P15wcL/Vg7bOLKXC6ng4MD68DRCr399tsaj8cqlUpbVA/P3J07dwzhPDg40OnpqYbDoarVqobDoTKZjI3xBlHL5XIWwAb6BSLJAd7r9Qx5wqYYDAZtOiiNA8mSOEW4XzhYQBlqtZoikYgNW2PPvaULfmvrthj4Bi9gTpTM7gCT3njzz6vpZCuGFZsVfmbgPMRXHO7AaHRri8XCeE5gcroKOlX4ZtfhAI+KpRDR2S+9cq5Z9ObxiP3qWJknm89OF4RSHzSCQxCbWC6XM6V/vV63oJxoNKpSqWS8JogAbgXoFzZ9OGHmPVAMAF/y4sP1V6vVzeH9bHYEsatsStAAy+Umt/3DP/ZZ5Y9vONRf/Jt3VHtyo1BHo+HzeRX52FDKDTUpezX4VEShYNh86CA6bKhYudxZEHRswKJY0kAggsGgjo6OLGQoGAyawI3vCW+9XC5NbAncvLu7u2UTlGR+bNAArG2JREKlUsnEk8yfn8/nlskPGkFKIBB9r9fT+fm5oR+LxUKFQsFmT0CNuEOi4My53zx/iUTCPjNRu8lkUqlUynQbpA7yvOMsKBQKevLkiUVvA6MPBgMrKLFFEqAk3bgW4NhJsuRzu7G5g8FAv+yp6/O7N/bT8FVPL/5y1VT0FHShUMi0NgT6EByFxkaSiUHRHoBYUHzU63UlEgklEgmbWEjRR6jQYrFQJ+rXv3wQ09LnldZrfefFVA/HXhNqMlfCpf8oyEejkSqVilFG3Odut2vPBcV/q9Uyu3SpVDJEANoQ2mQ6napQKCibzdphPZvNdHJyYpNVsUZiIc7n8ya4ZY/AhYA+y01aZH+BmqvVakomk0b/uKLE2/W1rVvNwDd4sUFFo1Hjp1utlv7W597UTz++ktcj/fE7Jf3w3c1sb4Z+oBFg0TVht6FSlrT1z5JMXOUGDbk/z4X34dR5wdLptKmNXwu2VdeNBW3WnWg+v7HVQQ3QCVgk6mymbDZrnS38eT6fV7VaVaVS0WAwUKvVsvAkd6gRKmgCjKBcQEUQIbkwJO4GPkMul7MhNHx3roUbu0y+wk7mZh6FJK0CDU0mfis2cFdI0t78Q2q/8SwfYM+35TYAzkQkSvCRK8ykcKOjyeVyBrdT3IFqRKNRm8hHUEyhUDB49fr6eqvIWa1WFh+bz+e1u7u7JewCEQGix9oFIoBdMhgMqtFomObA6/XalEueLQJzQK9AIyqVim3inU7Hul7uIZZT+GrEiKBaFL7QQc+LWqE4KC7q9bpqtZqKxeIWjYVojQKBQoBDu1wuq9vtGjVB+h6QP89vrVbT2dmZnuaX0u6ePSP+WNhEiMlk0j5LOp3WycmJuUbQpEBNcK1arZaGw6HS6bQVWm6gEYX80dGROSzQIwH3TyYTRWdBfeJpUONCUjujuRKThRLJhLl2QCyq1aqazaYlFbrIHQctYl70Nbx/uBcWi4Xu3r2rO3fuWKffaDTs3yHoG4/HevLkiemiEKbizgmHw0adLhYLcwfQ8HQ6HSv80JuAlLjvCc8xY95d0bIrHr1dv/m6LQa+SQtf7M7Ojq6HE/304w20ulpL/+DxtcLVCyVjN1P4OFyBKlnA6fw5Dj/QBl4meECg3+dDjzgk6cboWlGiezwe/fDiQ/oZ7+fU94714vJAD+99UIPCwOBoOgICQKrVqsbjsaX8hcNh89NzDTi4gDgvLy+N3wW1wEp0eXlpHRq8dyaTMRqi1+sZfE4oCzAkXXKv19PZ2ZmFpLDhplIpK3zC4bD6l5eKvLQZUDMde3T1dtgOnFBoM7I4k8koHA7bdDnU8ev1ZrDR7u6upawhDESA2Gg0TJjIvYU+YkAUsCexsbPZzBwIUAyr1Upf/vKXrVOKxWJGQ7iJlljRGEqFnmF/f9+mznFIwj17vV6D0aFHiJ8meAt6wH2uuNegH5JMi9FqtczWh3uFA4nPORwODfEghZOBQoPBwCyh6BgikYjC4bBZDbm3HFjNZlONRuNf+XMo6RniBS3DQYX1DT0Dhw0Ux4eXKX1qLo0CknclfbgT1tFRzhwWg8HADlSoCbcI5aBEHElnzmyGVCplKEEkErFnlRTPi4sLGxHNewyVmA3HNapsApP8z8S60ET1et3Qit3dXV1cXBgagI6l1+vp6upKkUhEd+7csfvIc9VsNpXP53X//n0Vi0WjsdhDSC9F48A+AsqC8BB9CNSe66Jhlop0Y4Vut9uqVqtbLhooLrcgYEhSq9Wy9+LWXfBbW7fFwDd5+Xw+RZ7x2Ky1xyN/IGDDdtwhRrx0cOZA3NAFcIpuYeD+PdfTTucMp43qFo0Asa50uLFuQH+o+cEbFfcdn9mI6JjQK3i9Xh0fHxsfy4YHZ06nxeHKBkyKXq/XsyKBDR94HbuctHFIwE8CSz59+tRmG1AguNeB3yfJeG+6CRCI2pe+Q/N+Qb7QSMPyse7sL9WKtMy9gQOCyZWIzOj2yFbAYUFqG1Azrgn+PR0v95GOnaKOBMVMIabc/ak8Penq7a5teGy+OAtcu2EymbROHGcHPDszIvDoo1fBroqIkjhdnA90ibFYzEKmpE2BR5Y/kD5UDtd+tdqMUnZ1DRzY2A/p6FOplAKBgAlPXU0Mh4kkoxewnGYyGU2nUz19+nRLT0En6gYzYedjBgDPiXugkG/g8Xgsw2C1Win6WlO9uE9ZT0jJpV8r38oORTf2mkKErhYbHIchByiCN9APni0oIdcey8FLYcP9hzYDXt/f31cgEDC6hZ+5u7tr95jYYsR70k0o1pMnT7SORnXt9yvl9erkmRbm4x//uNn/eCco3ilW2YN4jvL5vKSNXbpSqdh9wU5YrVbtGcN6jCYKR0KlUlGtVrNGAM0A1CE2WjQxIFq4CxAF367feN0WA78L6+Xdgv7AKw/0z15/V5L0b3/8g/qzH31p6yB15yBIspwAFyKjU6MjYRPiwedgYUEPAO3SJQGlAtnxIiNUw7GA4A6r5MHBgabTqY3gRczmhibB+xYKBRPAUQCs12vjt7HDAfGj/iezgE2AjhVagBhWN6DJtT8igEokEgaFA+NzQGzU2RFNyi/J5/OpmMtp2ju3ToVNDk4doRm8Jir6fr9vtAKFGAcoeg63UHPtYWTScw8Wi4VW3rFe/MHPK5pdaEdSc7GjL/10cIsLheoAQYJ+IXpXupkmCW10cXFhKnr+PiFQuA6A4lF5Y9tE6MpBye/GlbJYbAZIhUIh008gcHQjeBGCBgIB5XI5VSoVE8WtVitVnw3jSiQSpruAMqnVatbF00kOh0Odn5+r3+/bqGbuBagFhwYUGfQA9wIkgmcL5AO6YDabKbiUHngSNvkQSoFCHd0B6nneH54Xiop2u20hXlAAXDdcROl02hwVaAfovIksR4RLNDD3kWmK0HCDwUDNZlPdbtdyAqB5SqWSdnZ2zP5XHY/16/m8Fs9ose+V9OOHh2ZtpGFwR7eTZYEolWeIQC4Kr3K5bE2AGz5VrVZ1fn6uTCZjlmwmifKzOp2OPRMs9kfuLc9SrVbT3t6e7WW3dMFvvm4FhL9La71e643rmgI+nx4WNxGkKL3peMkZ4D9uAph7SAG10j2w8cBxoynA4ga/DZ8N98qmDk3Bz0MVj/jp+vpa9XrdLEII5ticcVKQl+CPBzTdWyi6jqgwzhqHDVQqySD3s7Mz+zl0TWzgbCLugctGQed5584dDYdD1et1+f1+02sQ3NLv9xUIBCy4BJ89MGy/31cymTTUA+EbAj9EjIjYKL6ANIFDXasZ9j0+I/eartfNO8DXP5/PlXmhoe/4MyN7ZibDtX7q/5TV/v6+TUp0c/sRlnK4cUjs7OzYMwUVASKCFsENeuJZAK1APFmtVk3gFY1Gtb+/b3TMfL7Jtff5fLq+vjZBGs/UdDq1kdtA4BRsOBWkG9taKBTS8fGxoSds6qBk1WrVOl+QFXQWZDlw6IN8UbDyPqA/4R2BjqA4wp4L4kLBDCqDfufy8lLL5VL37t2zgxIEC0QskUhY2uJsNjPBIgVQIBCw9E5XAAnStbu7awr++XxufxYEjZ9PME8qldLFxYU8nk3W/2KxMHEwhQt7CNfekgjbbb37rKOXpEIgoP/8wQOjrSgsKf4nk4larZZdH5CqwWCgTCajZrOp8Xhsmgz2CAqfw8NDxeNxlctlXVxcKB6P6/j42PQT8/nchIw0NO4sD1c7hYvKLXQo6m/pgt943SIDv0vL4/Holb3i1v/HAc5Djy2MQ4mCAMEXivVwOGxzyeE76aDdzlG6GUxCUcDLBkLAn+F3SLIuChfA/fv3tb+/r8vLSzuwObTdLrDT6ehJ5YlGf3it9easUa6b1PHpnlEhCNgIYiGmVZIpyvG502EDPQO3IgKDH3WtTPCL1WrV6AXXnlculy0wqdPp2CGJRZDPAhxJsBKcPbkPHLoIE0FlQAQ41Gq1mn0X7jGcO75zrkVAU0k3xcBsuOnogKK51wyooQN24Vo6ebh7rge8Pc8c34GRthykdLLAtqAixWLRFPQcbvV63eK1gePZrHG3RCIRZTIZE9LyZ+r1urrdrm3aFGgej8cKn2AwqGw2q+tpV78wrmvkGWj30VSh2dq6aixtq9XKOnf+LhA5B6I7TGuxWCiVSllQFNMVQTzIbKCQokgslUrmgACOxorKO0hAD9cnFoupVCptZVh0Oh2jjPg8DL8iSCkSiZhwlAKPz4ENlgYC1xJ5DYh8QRVdhwj7Dd81uFjIXQnnGRkMBopEIqrVavZd+N4UJ+xXrkAXlCCdTptWAdro6dOnpgfK5/NqtVo21+D55EtGmbfbbaMvXS0Be1Y2m1W9Xle9Xrcxy7d0wW+8bouBfw0XoRruoc9B5uoH3EAhDjG4X7h6DozpdGpxoCjX4VZdxICEPw4THANsqhw2sVjMYkLRAUwmEzvspM2gkteXb2kYvznQ6oW2Wj9VNQER2gI2PgKH6OKB9UlvjMViloKHGPHp06dGDXB4IxyDY8YvjiUOr/V6vd7Akw/XWn3gTIvBShdfPJR3Ht6CJXO5nFERbG4ICl2ONxKJGG3DBnvv3j3FYjFzBXDNgHSJSkZlD8TcfhLX1acX2v1IS5OeR6//o023BorAc8C1IlOCIhDulS6yWCwqGo3q6dOnJlpDyQ/XikiPg6E17emLpZbGO0sVZn4VnhUiwWDQuHWXE2djpiCiy3UzJigYgdehuvDnQ3dQoHLQrVYrrYM+/dOHA42CKykrPfZOdOeflOWVx555Am0IHWI2AuiHz+czd4WLNIFWcPBQLBN2hP6A95PCDOFivV63JETeRRAuvgtCOSZzHhwcmHLf5cgRMF5eXmo0Gtm9wlJKFDpFHRZCEk53dnYsr4Rn8fr62tApZinwjEqya37vWXH/xO9XNhDQnzs6suRCHACkZpJSyTVgH+B9YM4IBTYFajKZtKaFgqXRaFgoFOgb2RWgazgtoB8Qj2KzpLkB/WN8NM/GLV3w1dctTfAeWW7IkDuEhwMb6411lc82bP4dfxd4z4VA+TsuLA9sHw6HVSqVjOOFowVmXK/Xtlm7Q1eArx/Nnuhngv/85nvU5xr/9bZBiu5EReBUIFm88WzSdE5MQkT81Wq17Ofga6bAIJuf7+kGNHFYeuJjnfzZa3mflcaDC5/e/Vtp2/Twibuw72g0MsEZNAmHSqvVUqvV2nTHnonufbuUTZXUOc1quVyZ1xu4FbU9/+wiNCAolUrFigCuNboSDgo0EBSEaBzIFiBfALEWCAA6ESJz6dD9fr+efrdf472baNeTX5or3fEbZUOOAI4QV8/hKsgpkHheiX/G5obbhkJI2qAxBEyhum9GFqr98Xtb78b9f3SpvVjGRIwkbRaLRR0cHCifz9uzXi6XTWhK2p9LWfB+obMgjAfNAWgThTqdea1Ws0hm6BOKKqZYcq3w+8Ovc9/cORxPnz41K+h8PtcsHJQ/HFZisbJCFNTw8PBQ0s2kyvl8rng8bvcAOyvNA3HB+/v7W9kXo9HItCbQbXT2HMbcR65RKpWyZ4mZKtBPPJNPnjzZck94vZtpjaAXPJNM+qRABQXkMxwdHVk8Oe8OWRKktrqUAShQp9MxFOuWLvjq6xYZeI8sxHBsrmxa6AdcfQGHHJ0NcDAvKaFCCN4Qn1HVSzdphqSWkZ2Pe0GS0QF0s+1221IAUbDveCK6HzrWWfxKwUVAJ9f3FP7+TVUvyaBG5h9wALBR0E26Exln3oUqiY5Cy4ASvbBt4sCOaC8IWyL0Bq8314PUOc9ezQoBSYrubXQZpVLJuqhEImGHOLY3EuXYHNl06OB6g6Z+z/+yptTeUtIjLVNFnf6z+9Z1w4V7PB773HT18LGSrHviftExcUAROoQTYzQa2dQ3OqZKpaLT01ODsKF8vF6vicoQ79F1Xl9fa7xzsPUcjnfWeiF4k/TGlEE6Nr4TVsVicUOFofBG6EV3vVqtdO/e5nDneSXngI4aBMLr9Sq3mKgxXWoV2tAwoelaD3aPFPIHDRHjoGZ+Q6fTUaVSUaPRMBEk/0Gpz+EBHeKm6EkyDQFzJlDeI6QjpGk+n+vq6soSDHElcHCCwFGYzedzm1HQaDTUbrfNsbO3tyev16ufaZX1mXRQ8nhUrHb0g4Olvf9A/CBB7jsPkhaPxy2wKZVK6fDw0ASuXKvz83M7cLHx0dnz/FGAM27bDckimAvkkFAh+H4OdOhO1/2AA4ZiA4swRRp0gOviYd+Kx+M2G2M+n5v+gvvD8Kt2u2104y1d8JXXLTLwHl5U/FTpCGj4ZxAEOGQ6Qf6D7QbYGwhttVrpV07f1j8vP9b+TlLfG81bMQJlgPfd3VgRivHywnviL8cSxaaFpdANK6FoQV1Pl2ne8PVE9d8vLZ9pEPLvhHV0lTakQpJthmgSOMjxs/M7zFfv66h87x9o7Xs2Svedtd7924mtSY7w+eTDcx3Y9MLhsCqViiSZyDBcbOpH/sPJ1j37if9dRplU0QoXiiuuFZnqiLrg2ulmgb0Xi4XS6bRKpZL9O5AW7JhApmx8FEjwq9Aakux5WK/X9r1brZa+uN9S/Wjz2T2LtT76+ajuJfbNAkbHB+1B9+miFFdXV1osFuYQabfbajQa1rHP53NDo3gmJRnyASW2Xq91dXWlp7OWzu8EFPD59JF2XPGJ1zrSRCJhFBFe+3K5rGazqcFgoJ2dHdPQgPLgauC5cEdmj8dj00cMBgObicDzGA6Htb+/b891v983QSGBT25SJvHToGrBYFCFQsGcQQQ7SdL+/r6ava7+sq8rPXu2JenHex7dj8RN+8D9A6Uishdnzmq12hR2z9wqpVLJbKD9fl9vv/22ut2uTk5OjKYhBGw6narRaCgajapYLBr6BxrgRoVzDUKhkBUeHo9H19fXzxw7YaOn4vG4ORAkWYcPzdRub0K9BoOBGp2+XpskNfaE9Z0vHunf/8S3y++7ecexbLKXoLtiDwwGg/bv+H68H7frZt0iA+/hBRLA5sTL6FIIxIPS+bjWJTILXDfCfD7Xo15T/4fTX9V0vZLGFX1+9lR/JFgw4REbJjAwnQEWKSBdujs6L0JeeEGB1xl6hAcdpXAwGFQqlbJNtlarqZuaaxlf2jWo7g9U/8lTxWIxZbNZE4CFw2ETTnW7XYt7lrTl2d7QBV7F3/gBLfaeatieaf6rUe3trez6uIdbLpez4gnV+WQyMd/0er3W3t6egsGgav23tV5/0fbxyWCt6XihSXhikCWFVTKZtC5OktmzJG2p8UGCmA8wHo/1gQ98QOPxeEtBnc1m5fV59e4771rSYalUMn6fHgAtBeJI12cfjUb1sVpBTxYDDbxTRc9m8oymqk02ByIqcMb4LpdLOwAkmV3u6upqS9EP9w6NQWQyVka0La5VT5IuLy+1Xq91N5zTq70NT7wKrhRNRU3lTnAPFkpsgSAiWBs52ID+eWbQz4CQkWrIM819x6pKFC6IRyKR0MHBgTkiXOh6OBxa4NN6vQmqGo1G6vV6JuRDG9Tr9fT666+r1mpJHzmWbmoB02OA5MDPo98gZAhEDYU/NACdcaPRsMjjg4MDG38MX89cA4oJ7i90G1A9HTlUFz+D+8b15/sSRkTgE4UFKNloNLJmotfr6Qttnxpev6SFfvYLp9pLx/Rj3/Xi1rvJ/uNaQ4kih3qArkHEeEsXbK/bYuB9sIBc6bh5SekUOfQQIlL504nDt6EX+Mnm000h8Gy9thzo4HOXyuVylmTHhk9nAjzJP7tefJemcBPH9vf3lU6nLeWOvyvJOgasYsSv7gbr+mf6jH02z2RtXT5UAJCuS4Hs7Owon89vie+wOHk8HiUD9xTovKjZfKbcC11LMeQ7PR9zy2aIOwEImOhWj8ej/M5DtT+3VvKVd7SYSm/8k4Ky2YBxu3w2t0hBYc/vpEigo+90Ols5FBcXF7q6ulI6nbb7XA319PRwrLlvqWI2rN1G0HhtKIDZbGa0Az8LQRxwLEVcsunT3WxO/qRf4WLYciQWi80wI+yaIAOgMIThYPciHwCunME0KMI9Ho9Nz0OQhr+/Xq9bsIxLP/C7ESPOZjMbZgSXzPV1B2TBJXNgU5jx/iQSCcViMRWLRa1WKwvMoaigEOz3+2q1Woaa0TlHo1Gzq5Kxwfs3nU5VLBZN8Y5wDpSIJM/ZbKZ4JKJv60z1mXRY8kgfXAX0Yjxtug/EtSBjHOTZbFb3799XvV7X+fm5fV7mCUwmE1Pkf9u3fZuFIFWrVZtPMRgMrFBoNBqSZEU+SGIikVCn07FBQaPRyCD5QqFgz3Q4HLaIbsS/oDFoZYiaBjng36nSkOY3+11rMLEC0rVI814wBwJnD/MfmLnQ6XS2tBq3a7Nui4H30fJ4PHb4u4I5YDz4QUR1jHQFFuXw/vD+ifTup+3nHkWT+s7vfNFsPhy0dPccvojD6Mbckcls2MCOePyLxaIGg4HNKwCydVXws9nMOs6PhPLqeqf6zOwNxRTWx2b3VH/pSt1u1+KepZsBKKinU6mUBb34fD4b7UsngYUOtTbdJR5+RvzSvTCYCJEZMClw987OzjOleEajT35YvV5P88al/P5NOFE8Hlc2m7VNGNEcIU2SrEOn4OK6cqCgW6CbJSho9H15efwbvcH10Vjj15vKDCKGALhwOgI9YNXhcKhAIKBsNmtxyoPBQI1Gw7phurlaraZ2uy1JxguzoVN0SLLURoqc5XK51Rnye5LJpHZ3dxWJROzwiUajpkUhshph2XQ6teE0WEzp/sg/gOaBokKgx+RQ9AvA01xHaDGeA0YbSzItSaFQML0Mzx3vmxsL3e/3rUterVY6OjpSOBxWvV43Kuzq6soikaVNIXh4eKjVaqWPhUL6o5GQhtOJ/P2RiRKByF3h7f7+vj0PV1dXFtUr3RTWZ2dneuedd5ROp3V4eGjCYPaLfD6vXC6nd999V5VKRel02tIQe72eiXO5B9LNMC9JRgVw37EHU5xns1lzbUiyGQS8U9Azfr9fxWJR3/9yWP/gixsKzu/z6ve8fGjvK0gP1At6GLIxXKcP6BezSTKZzK27wFm3moH3+QKGRj3PwQxnzaHiev69Xq/++huf0j9+8roOYgn9px/8foXnK4OrCf5gs6PCZgNgI3S9y2yQbn48GyojarFYEfIymUx0fX1tOefY53Z3d43HX61Wevvtt1Uuly01MZ1OWxcCDZLJZAyihCJB+AdSAgT69OlTO9wpoLDe8XcpNprNpsLhsB48eLBFtzCFD6Eg9ql6vW6d5O7urnHTpAbiwtjf37eDxU3JY+IdCAI8P933YrHQkz/ukfwOrvyPqyq0o3ZQuzHUXq93i6fn8CSyFoic8Bp36h4KeHImTP+wn9G/jGyscx+pe/RiMG2akGazadccuJ3UQwSQ5XJZrVbL0CAS+LLZrBU0BwcHxpMzVpdnkc8DvURXenh4aHQVPz+bzSoajdo1QXBKN9npdCzNj4KaMd0gA6TqYWFjLgMo0mg0Mv2CtBl6xVRN7i2dsWtpdKPGHz16ZCgJQUSgEeg2sNgBw1PAZrNZS/a7vr7Wo0ePlEgk9ODBA9NUxGIx7e7u6urqSrPZzCYdIrxE1IioMBaLaW9vz+7l3bt3VSqVtFwuTeQXi8VUr9clya7xYDAw1wiFea/Xs84exIxsEzIorocrdede3S/GdZjZsQRRngGuDQUn90rSViQx2hNoAnQrt+u2GPiWWm6AEYcz4TV0am7GAYe6dCMwI8nOVQZDC7hRynQPboaBdOMeIJNgvV4rl8ttTYlrNpsWrEOI0Gq1sgOfTQ8InSS69XqtcrlsnKGrlo9Go3b4utw4hRHfH5gbxTibB5oLOtN+v69SqaR2u63hcKjd3V1TdkPTcF1zuZwFpUCXsGFjCywWiwoEAqrVajYWmE58tVpZ91sul61oozOr1+tqt9sm4ut/JKjy8SbbIdiTHn4qJs/8xtdPgQQM7PP5rKPGQQLsTNGEhgMkgSIF8R+bb3820S99b0EL/6bb8i1W+vFTn+6UNqLDdrttaAv2MZ/PZ3oLqBaU/nTVwPXD4VDZbFZ37tyxJEw6fDfUhoQ/woIYl91sNq1bREzIQeH1eu1ZYvARaAH33s3HkKROp6OzszPjrClAlsulCU273a5lOJA0SIASEw8J8WHo13Q61dnZmT1Xb7zxhj2DBPtgBebaoxvCUQECUygUdHh4qEqlYsOOXnnlFTWbTcvvcAeMUfiBNPZ6Pb355pt6/PixAoGAiZZT2ZzW/pDyiag+8MorBu0zqtnNInCTHxlohPaBzp33ms8OxTCbzUyrQ8CSJKPGpJuUVXRPLqUDwoN2gXcaNKpQKNzSBbotBr4ll5u6JsmgNQ6w59MLn49DZsPmoIJ3dYsCKnS3cuf3kdbnRs8y8pj4Wrqjfr9vNq9yubxl63IDhcglYPMmJQ7hIJ08Qqler6fhcKhoNKq9vT0TP3Y6Hb377rs6PT01flS6mQ2RyWQs4jSXy22lxxE9TOfJhL5AIKCDgwP7s6imKc78fr+y2azy+bx1pwzqQbgGVAuVAhWEmpsNmNCgQXqp3nyg3WlKuUTGuk93/gW+f1fExwaKMJJEQf6+JLvGhE31+32D1ivLkT77/dt2xB96baSHqaI9T9ls1n4Xhw8cMhs1VtVIJKK9vT3Tm4xGI6N3Li8vDQ3A7eF+B/4evHKj0bCBS4VCwaBvqAFmLnDgSjfjwEEvQHs6nY663a6m06lpH3Z2doxvPzg4ULFYtOeMMb+M1k6lUvJ6vcZr93o9e04CgYDefvttjUYjK24k6YUXXtB6vdabb75p7gQKJN5Z0hvdoU6lUskKEqgBhnSNRqMt9w5/l0IeLcV4PNZrr72mWq2m2Wym01pXr62KWnj8ykV9+k//0MdUyqXtuajValZ053K5LVQOOoGCQ5JpkShwEWdiX+Vn8exVKhWjmbjnz2eugIzwPPAMUUDxZ0ulkvL5/Lc8XXBbDHwLr68kOHQhfg51VwjIS4UIzU1sQ4jocnlwsSSjPW8/xMeMep5DQdpsEMS8ZjIZQyZI2atUKiYswylBRn4wGLQ4UjQNKKTZaNA+JJNJ67botFGIk5hH3C2dM5/7xpGwtg53b2/P4mcpgEKhkCWx7e/vW1fXbDYtDRHtRiwWM8GZtJn4hngORCabzZoyHHEUnDPhLVA/DIOhiIJaAKUB4u52u5aoNxgM7IAIBoPm8GDDpMPz+zdT7OiGg+Gwfu6FgHo7m855Z7jQHzyVkrEdu+/8XgbduIc8ugfoFSB7rKlAyuQkMClyOBwa98wUw729PU2nU5XLZYVCIbvHxNaSE0FRQNYDgjyoBklW6Hm9Xg2HQwvJwS7JqG7U+8Rqu5SXz+dTqVTS/v6+aTM8Ho+ePn1qSAtxvHxHUKFIJKKjoyMtFgv9/M//vMUtkwHA8yhtLIkU0qlUyiYfvvjiizp8NnCIkdKtVkvValWZTMYKaAqhaDRqBfV4PNb19bVNNv2Z87k6itpe8olXD/Rnvu8DdvCSjDiZTFQoFKwoBgmTZBoiik9JVtSwZ0QiEeVyuS09EoU0qCEZJexl6AcoPkhiJZ2SYsENR7pz545pdb5V162A8Ft4uYJDXiLERLygqOahFzjg0QkQXAKigCWNzRTvM5wvUcAIGIEEq9Wq/V5+FoKf8Xhs3CO5BYSHFAoFO8iYlMiGwoGzWCwsBEe6CXCiqLm4uLDDEasU3XIsFtP+/r6i0agePHggj8ejJ0+eWGBMpVIxLYPP59PV1ZUuLy8t/vnu3bvqdDpqNpt2CLHpStLJyYltlii+meA4GAws9hloH1U+/44cfUlGK7Axunny+K+heRDcNZtNu28gPNA8dGHcI/dw9Pv9xiOv12uD+QeDgb779aHOdjf2wJf6UaUyESvU6LqZQshnjEaj1lUz1AZo+Pz83OYrzOdzKxy5FqA+hULBQm/y+bwKhYLq9bp1ub1ez5wToAHr9drmMfB5oE44RChCms2mHV4c3NyDbrers7Mzez7p0nkPCGfqdruqVCrKZrPW+VK8RCIRdTqdrUyGYrGovb09KzIY9U1H7yYuEl6FYBLaw+Px6OTkxJAL9DTX19eGDvHudLtdpdNpE1wWCgV7V2kENuFdwS2F//qZqBY0As0CNlHsgjwvoERoRyhk2Vv4vm7Imrtv4ULp9XrWTEiy9xedAEJEF3GCLqDY7nY3o8FffvllC1T7Vly3yMDt2lq8TG6361bT0g0kBxXA35NkfCLdEX8OFTu58J1Ox7pJAm7QD9B5L5dLO+jYlCVZcAhaABTh0ANY29brtaW7kWdAAAqjk7HQSTLhYSgU0jvvvKPHjx8rEono+PjYRGCFQkGhUMgsYZIsTY4ui46DGOBUKmVQuqStCGOv12ubGigGU+boZgqFgnK5nAkYoVegaoCdEVRWq1WzhiHICofDhsqA9PD9OTCKxaIN3uGA9vl8SiaTJuDk8JVkw5ywsrnqeeBYlO6Hh4dKJBLa29vb0oWwSUOrjEYjS+hD+e3aHLE/suGTjMdBzoEUj8cVi8VMqEqhgpMALQTXmT9DYh7FlySD6WezmY1+Zo4C0DOTMkEr3KTD1WplhQOWPhwROFs8Ho8hUuRlgFiBeiSTSRtpLMnCis7Pz02YyWhlkK1QKKSHDx8qk8lYIUr0MxA97iKirt3oYISUoFP8/e46pL/z+Yqmi5Uy0YD+Nz/wgnaCNzMboGUymYyKxaIuLy/tOUQPBALpJp8yi2I2m9k9hKpw9xn+N4Fc4XDYKDMKCv48RQGoGOmrXFeiqEe+vMo9j+7u5/S/+GPfoWDgW6tXvi0GbtdXXa7gEE4YCI+CgBcV1MDlbSVteXnXTiASXGe/3zdOl8AZIEPy3CXZwYJuQZIJ3RqNhm2siMKYj05RgI3o6upK9XrdOk8iVoEwsUCdn5/rzTfftMOGThxeE0QAiyRIxnQ6NUoim80qm82af5vOnA6XATFoKJjDnkql9PLLLyuVSqnZbKrVamlvbzPpsVqtmvBvf39flUrFLJj46Jkp0Wg01Gw2DRKl0/V6b+bIkzUP0gLSgyrfjbrl2iMiQ+zFZoyuhD8ryQ4FcgxyuZwhTnTsjDxerVZKJBLa3d3Ver1Wo9HQcDhUOp22OFosYlAXiURC6XTaUg0lGc0AZE0CJeE4i8XCRk9zINHF8h1wWUCHRaNRG+RDmJaLjAUCAb3Tb+tL457SK2m/M97KHmCUdjAY3AoaQrzWbDb1xhtvKBQK6cUXX9zKzmg2m+p2uyoUClbQgN6s12udnp7qjTfeUGu2ULK4q/1oUNVyWfF4XC+99JJeffVVhcNhC4Caz+fKZrOKx+Nb8wfQaFC4uzNKQDBIrUwkEnr09ELNwUS76Zh2ImGj1fb39yVJjx49UiqVMqEtiAvXHnqSfSIc3gwHG41Gdu1c4aH7Hxbi306no2g0asmJbiEmyRAJij/otEajocvLS33pcVOvt1L2c//ED39Y/9Gf+31f5x31X+91Wwzcrt900SVxCLtVtyvOAVWgO3P/nSvu4VDn5zJyVpKN40VxzO/lAM3n88aJU5BIm+4cCNndVNrtttrttnVdrsc+k8lYpyhtIlGDwaB2d3e1XC71uc99bhN0tLtrXDPqZixhr7/+upbLpY6Pj/XCCy+YKh2LpBs33Gq1NBgMrPhhRgTwv8fjscFCiCLJAsByCNQZDAZ1//59u07lclmXl5cWRlMsFk3s1mg0rFCCn8eiVigU9NJLL22J9rjWHOzY3PhnUh6hF5hlT8od8Lu7EdPtkWp3fHys2WKhcrOh5WAjGEVkxqCldDptanv8+Bw4ePwpqjiks9msBQRxb9frtR49emRZ+NBM6GBms5kVcG7nTcIfzylFDffF6/Xa/ezGQvp/LFsiG/Ol664+kSwpl8tZaNZ8PrfEQ/Q2PBuVSsXmMoAMMXZ6sVhoNBrpzp07ph1xdSyNRkN//7Ov6dPriOTxKLma6U+X4npw946F+FCU0CVTjGFF9Hg8htahi2A8MZA696TdbpuuBXeIa+mj2Or3+0omk5YlguaI4olAKigDunwcAFgDn1/PFwTsG7hzXHGlWxhAdeG6mEwmGgwGarVa+slffqK3azcCwhfvFPU3/6s//TvaN99r61sLB7ldv60FVfCVBIeStmJBiXZ1RyfTRbEJ8FJKMn81UDDWKzQLHJKSTLWPEJCAIEREhOG0222DhxEKZrNZEwzCrXa7XRPFcYiXy2WVy2WDswkIguqguyETwT1g4ULdTvLq6kr5fN5EXdFoVOfn5wqHw0aJgGxks1kdHR0ZesGhxIE1HA5VKBQUCARUqVT07rvvWpfIQQi14I5o5v5EYlEt7uUV8/kVP60bX3txcWFCOkl2ULozHDY8ccCuIXyv6zSBj3UH/iCqo3DAq/5LTx7rZ3cCmvikvHeul548UfwZxI5QDPsjXSuRz8Qt07m6TofT01NzqEwmE1PxE45EgUFBRBfMNcK66goDQX0I7UGchx5jNpvp18YrLdNhe2eahZTS0bTx8BTDUBMEV4FmELAzHA51dna2NdMAYSujjdGoXF5eGsXx2jps8wu63qAGqQ11xPwPBilBQ43HY3vWobTIEKBAcO2B8Xjc0BKKB94LwryI/0XMyP1HsAq9RA4DbgCeF0YzozNw1f3cX9bzyn/2A9cpQyFHk0JRQJFL0VEqlfQ9Hw3q7X/6rv28Dz3c+23vl+/VdVsM3K6veX0lwSEbgyRLxKPah88HaqSj5uCluncVzNgKq9WqHdKuF12SuQ2i0aji8bgdQkzfq9VqajabtmGhBD84OLDJc61WS++8844N0WGz39nZ0Wg00jvvvGMwYi6X0507d0zYNxqN5PP5dHJyoldffVW1Wk1XV1e6uLiwrg61+2Qy0ZMnT6wgkjZCPzq+3d1dc0q4nvh+v6/r62sLKAIu5bAl1Aaho4vWHB8fy+/3azQa2ejj6WymT70YUju5uea7e3N95zRmh7QrHnXDkPBuu04TNw8+n8/bP5+entq9gdaRZOr1aDSqTqejL3zhC3rj21/VzLPRg9TjUcXiEb00X1mHiTd8NBrp8vLS8gVANCisWq2WJJkjYjabbeUwcGBTLMEZI2h0BzxhfyVaGlEq8bh01/jc3Yl+kdFCcoqBYvBGkc8wJigFDmcQg263axG90BLJZNIEh3x2FkFY/X5flUplc++DOcl3c0CmkwlT7oOOoG2g404kEnaPea9BYTg4w+Gw8vm86VI6nY56vZ4kWa4AhTC0G1w8+wD5DyBaCHWhKqCEMpmM0U10988vinK3yOXQDwY30wur1aoVGS6KgIUaVNLNaHj55aAOT+7qV794pv18XH/6D370a9gR31/rthi4Xb+t9Tw1gOBQkmkH3AEicNnwsG58MQcPmwB2Jjp0uotAIGBiHyDWWCxman0gzuVyM8s+l8vZAUSxwIYfCAR07949XV9fm4WOtDt81uMd6Wl4qsHkVLN3ZqrX6rZ5uMLGaDRqtjj4eNACZi80m03l83n5/X7F43GDe7FlcnD1ej0Vi0XjS1FSs0mjSchmsyqXy5ZAt16vbRY9MDLQuc/nUz/iUbtwk7R2nQvo0a8/USmSsINRkk1ApDNmo6VQoLuvVqt24BMKxKHA56aLRHSGjdHn82nt2+7sIomEYpOFdXy1Wk0ej0e5XG5rQJQ7qQ4NAXZEorXT6bSy2axGo5FNR9zd3TXKxA0b4l5Dg0gyIabP5zPrIk4IYo5Jn0T8d3c+V8o/0xvLsfZCUf14NK/w6sY/Dx0AmsTPAjpvNBo2i4L4YJCEUCikdDptIkKEkQzyymQy+sTKp3/Snmq6XOljxbQ+mIlbEiDURLPZtDkCu7u7SqVS8vv9JiwFgUokEqYficViJk7l8yYSCV1eXppmCAcKoVT8XeKIGV8NPI9LgAYAmpBR4zw/HPzuoU8h4DYhrkYlk8mYMwJtAvSWu1fh9ADxDIfD+tHvfUU/+r2vbKUZfitlD9xqBm7X12UhzuEl5oVlQ4OfRdELVOqmgSHIAx5utVrKZDLKZrM2oIeDiuQ0bHYIyaLRqIUJAV1zgPLZ8My7iIXX61Wz2VSj0dBgMFDbM9KnPzTU8lm5nHlnrt0vL3R0dKR8Pr+FJgSDQdVqNds8UTYDw7daLZ2fn9uBurOzY0WRK5B0Ny02LuBaNtf5fG45/Z1Oxw5faTPVDxge5bpdW99Kn/zO5M0o3OVKd/7uF1WIp5RKpeyzYFXkkKXj4p6A3BACQ/FEKA9dOW4GCojDw0N5PB6dn5+r0+noSTigLx+XtPZ4lFqu9ScXPgWXK/u7KNlTqZQJINFRgD7wXVGP46lHCFev1y03AESFYoTrnk6nbZwu3SYwOdZJOmkKN3e8NM8ZszNQr7viW+kmHpfuez6f6/Hjx6rVaibgIwBLkkHvLJ5XSZa7QD6Cx+PRq6++qt39A731+LH8y40egBkGzM8Ih8Pm1gBZ4XvhSgEBwhFCSh8iWmlTpIBIJJNJE0OCNBCVzawQaJtOp2OhS7iNyGwgtMxN6OSQdx0CLiXE4sB2EQOomWw2a/sSTQCFAIWtO8yKxXX9VooqvkUGbtfXZbnxxq7gEDjOhZbj8bgVBVjf2Cip6nnBP3X6tn7pfCJ5pB8OZLTrC5uHmY0aIWA8HrcIWzhLaTOG9vnxqojysE55PB6zvw2HQ/3a6lRL/9C+X3tXKnxxaTQB3vvLy0sb/Qovy+S5WCxmI2Bd6xpBSqAE/HtSBCkqksmkQckUH3RYuCGgEBD2MS0Pvzgct8fj0fDqTF/c3dT+L787VjKTtwwJdB5sgIzeJQTK4/GYO4KkStwQiCX5nL1eT3fu3JHP51O5XDafOoeLz+fTq/6Q7jcGWkYjeiGZUSTmt2mJdJ/hcNjoEIRwoBS4A3B7lEqlTYb9dKzHg57uLOZKPutW6RLZ9F3IHlEozwSHH0UqhSNWQISfPD+hUEh7e3tmjyVjo9PpGDpCVgPfA3pnNBppb2/PuntitLF9RiIRtdtty0EIhUKW5gfVROEbiUTUatS1nozVn0zsO+zu7mry7H+7M0IYZ4z1FVRLurGMugUqnxfNDFA/Q6WgcRAQu+4f0CGKQwoFXABuGBR2ZN5dF+Z3i6Pnrc18TlCHcDisSqWiq6srK1KJaeb5JQviK3X/OEYoRL8V1rfGt7xd39T1vOCQ7AHgN3hDuG+4RIRbBO+M5jP99fpr6i82L/2X+g396bpXmVhciUTCBIOI65h6xmZFQAvcszuhDNUyVqPRaKRMJqNMJqNoNKqDfl+fUc2+U3Cwtu+Aet0dygR6gT6h1Wqp0WiY+IophUS/AoXy+dnMsJ9RvAwGA8tgpwjCf404kgE0+/v7Jnqju5ZkCvqPr9La/3RZ02epcIEHuS0hHYJLopbdGRRMUMQDD8y7Xq9N2DkYDOzfr1YrDRZzySO7FpK2/n5S0ng4VmtStQ6e78bGDvKBuA/XAel27XZbtVpN5XJZzVhEP5eOaOmRfNO+frQ/0wuxDeS+u7tryYc8h3jtuaYUOvDrwMwgIfz/ZENQ2KAt4eCAHsEmi8sC3QjP6uHhoe7evWuhPD6fT6enp6ay595wuKXTae3s7FhYkcfjsWjsp0+fGn3B6GY+L+iQJLvGWA1R1PPccz2hfBAEog/BJUCxjyhwMBioVrt5Xyge3JAmqAZ3uFUmk1EikTD0DmTMDbjiWWBPkW6QNGyg0JY4LxAjg2wRSoSLgKL3q9EAUCIU7d8K61vjW96u35X1lQSHKKOBbXEYoM6PRqPGi3YDHvUf31T/E79Xl/2u4sGwbYagCHTqcL2j0cgOVTYADhZ43NFopHg8boOEGFG7t7enO6E78tV39MnuGwqM1npYD8l7tDAkg80CZGGxWKicmKoeqeuwN1JovBlEdHV1pZ2dHVOK89k4aNxulwRA4HgEmVAjfE8EXHSg2Mv4O5VKxfj19XptM9y9Xq/CoZBSyaRKpZLS6bQp4wnMQbzZ6XS0u7urYrFoSAV5Bmz6QPZs1LPZbBMR3WnrFw4Sug56FPItdL9RUbg7VC6X29q83c8YiUSMSwc98ng8hvQkk0lDfjgEEomEKeYHg4G+EPNr6dnAukuvR+9EArq3WJgYDdcAgjkODxAUUhWJKoaXpuisVqvq9XqWeQAlwPPMAczP3N/fN9sdls/RaGTPAfeK59EVg6KHWSwWury8tMKDYKtAIKDDw0MVCgWLVT46OrKDEGSM554CALrN1TG447PX682wL0Kh0KpwXXDPkEXBcCt3XoXf7zc3DdZcflcmk7FnyXXdIOqDWoTSAZ0CXZS0dfjzZ0CVOLxJ7kQIyn1DDIur6Dda7BE0MO/3dasZuF3f1AUXjnpd0lZVj5ApFotp6ZF++Kf+hsrjzSGdlE//SfSOwl6fCeyAHVErYyFaLpfWKfG76MSBSukC6Q7ohhCFYYusVCqWtU4HC0SN+PD1TE9XL25qa99C+uCnpcziZt67G7gCTQIPyucg9GY8Hlv07Xw+N5cDGgEOn0gkIp/fL38ipmG9peFgYF0kaEMqlbLDExqG6F0KktVqpWazqdVqMxq40+moWq1KuoFf6RwJeeEgr1QqdoBxeL+RCunypSO757FaWy99+h2lUimD/+GugdkpKECI6CC5TkDZbObcM/5cp9PRPxq2dJqM2e/97kBUv98fNbQBSyHoEdoMwqTwqiN2HQ6HFkQ1Ho9VqVSUTqft8zOWmPkSHITFYlHFYtEse4gbfT6fGo2GVquV9vb27Pfwe7kWkUjEwqUmk4klRK7Xm3G+qVRK9+7d071795TP59Xv93V5ebk12TIU2oxa5vMR4QxSwLwB3CJYdEHPEEcmEgkT3nK90MoA5Xs8ni0LLj+PIsF9Dxn/DFJHcVgsFq1oc+nFr9T9c4gjLHZzE6CD3IOeiaHBYNCKot+sEGBBeaANeT+vW2Tgdn1TF90tfmK3s+IwwJsdDof1d37wT+qvvvarmkyn+gOxoo7jaQvngTNkowBtIJuehDU2PboxrGTwh+QjMDa2XC6bTSocDiuVSunRo0fWZXBA+v1+FQoFTadT/XJxLOkZhOmXzsJ9hWtL606AbiXZ5oaw6s6dOwazA+2zadGRBQKBrZjZ8Xis80FLb3zHgSaxsSIx6fifl1WIbaJ/k8mkzVYghtbr9Sqbzdrnh4+l6PB6vebnz+VydviSq0CKXCqVMtSCMCRXjBWIbYuufOGQHSyo1+G/SSbM5/M2Phgr33g8tsAk3A509PjSe72eOp2OAoGAvtcb0GQlVb3SsT+kP33noY4KRYO/6fJAqXB0QMHwnHAIuYcYSZN0z8Vi0SBzRIfY+EjApBCUZOmU+PgR4Llqd5CJRqNhaM5gNFJrOFJovdZ6tXmePvjBDyqZTFrOBgXdYrFQNps1ayoUFNoCKAq0MgRN4Y7pdruq1Wryer0mIh0MBiaYBDnjs6IPKZVKNpDJLZDJp3jy5Inx9vl8XtImSjkej1vR62YEuL+D7t9d3DvuF58fYenzC5QByu63cqi76MBXC0F6v6zbYuB2/a4sV3BIJ0viIB3zeDzWjter/+zDv1fL5Ua81+v1lMvllEqlbMNkc6C7ZENGEY2IS7qJMGazwQ7FPPeHDx9a8huwuytKYrNC8Uwnlfc0NVTXvl8uEFc4HLC8BWmbr0ScNJ/PVS6XlUgktoobvOF0Uev12jrRer2+4YkPIprENhvgOBVR9cWCEu9upukVCgXLJYAnx2Y4GAxUKBS2NAsUSgTNkC8PxbFcLnVxcWEbfCqV0u7uru7cuaNYLKZarWaHU2y1UHW+0ijglXe91kcGK9MdQIXs7u6aGp6Ch0MNnjcQCGgwGNh9lmRWPHdDJ4Y5FArpQ89sbhRB5+fnJoBrtVp2sDARj8x+n8+no6MjE2Qy9RHBX7VaNQcMg4J6vZ5qtZpF9TIAiByDvb09KzRHo5HOzs62nnsyG4C2cWBQVA3k1f/QmmmooHaWc/3RRFB37961As5V2Hu9XlWrVSts0GiQ7U9oEdcLKgR3Cs6N5XJpAldyBLBf8ntDoZBlMbRaLdVqNU0mE6MHQK0oOCv1pn7izZaaC79eequt//Lf+iGjw7AmQodBTTxfAKA/AnHweG6mpD7/Z91FoUuWh5t/8FvZp2g03s9Ww1ua4Hb9a7M4vNy0OlTGvLyXl5caj8fa3983CxQxqoPBQKVSSUdHRxZzDPdLpgGwI4e6uzGjnKdDZ5PhACZTgE0c3nU8Hqs26egfrV9Xaz3S8TCmj7Wz8nl9dsihj6CzPzo6MngeOPr5oBTmzVOsEKSDW+OnkgNdJm42p6PrsT52eWMRlGRKenIZMpmMzZonGpjRv0T+EhLEACXgVYR/jUbD0hklmQiMnIbFYqGpZ61hPKrIdKFJpWYdZy6XM186xQdFEpbMYDCoZTik60hQGg4VLtdMfBcOh01tD0rBPUV4Op1OjTZCmEZXLMkcGugwSMGUNhA1h7d7fwlUOjw8tMICkRxpmcDn2PiazabG47GkjYjS6/WqUChYF9vpdGxWwPMitV6vp59ujnTmvelGv7eY1l/42CtG76DT4MB/+vSpfdd6vW5WWwR7zBtwJ/xR8EmbECXyIygUEf3x/OHuyGQy8ng8NpoYB8/+/r6hL+hj/u6vP9LrN3Wy/tR3v6L/9Y9+hz2T2EN5/rieFIdkdrhTLynof6NFwe3mSDAkilklX+v6VrAa3iIDt+tfm4V9ioQ1Et5wCRBgNJvNdHZ2pr29PdvkfD6fCoWCYrGYHj9+bAf388NLKA6weSGwohiAwqBGJoAlHA5b95PJZCyIxvWt/6/0fYpEIrq+vlYv1ttSlc/nc9VqNePcLy4uTM3O52PzYjOmGKCQwDeNJTHlneq/aX1JM89a4aX0/YGCSvcj1uWja+B7AMnjtmA2ghtwRPKfC5kzWjgYDGp/f9/sZHDP5XLZRIvj8XgzpRCVe6WsSCSiu3fvmgMBCx+wOvkD9Xpd5+fnGqyWevM7X9VsEZJC0t2oTx+aeqwYIMuBDn4ymRgSIMkyAuLxuPL5vOU6UIQgIuWQZOQwToFGo6H5fK7d3d1N5sSzgVmkLKKnQOGPS4GJhZPJRFdXV1Z8IJbDZgplQWImlkVQKqbqzVceyTnvfIGgBReBfvh8vi0NBI6PTmeDELndfzqdtgIAWg2KAiTOdS+gZ+BdBG4HvQA273Q6NjeCKHDeieVyqcnaK+lGCNwaTg2Vcw/XWCxmhQUjv1k4ApgJ8hst3iXoGw59j8ejdDptGg/eha9lYTV00z7fb+sWGbhd/1ov+PHRaKTBYGBioevra/n8fjVCS026Ax2Gk5aCB6QsydwKLtSJ/9sdHOOql/k7/X7fDp52u623335bXq/XBrYwfY/u3aUTEI6R6MeGG4lEbBgOaXkMV8FnPpvN1Ol0DPGIRCJKpVIKBALa39/X3t6ewbWPq2V97uKRkpO1UsGIdYrBYFCdTkfJZNKg2+FwaDoKlO3YAYkLjkQiKpfL6nQ6NlY2EomYg+Hk5MRCZ5jEB1rwxhtvaDwe6+joyLo6rpckG36DLZIulBja+XyuSqWiT417evziid1D32yuT7x7rVQqZeLSRCJh9AcqdFAVxHbr9droDkk2+tjj2Qxy4rDkMyGEYwojnS8FB7Y9IHToEzILKCjcWQYkX1I4eDweU9lzbVwxKmLJSCSiynSh/9vrTzSYzZUMBfWfffeHdJiMb40XdzMmpM3BvL+/b44AIPflcmkIAO4dSdaFkxRIcQhthkqfThzHA9QE34eufXd3V81mU6FQyAqxL1029Zd+8te1XK/l83r1F/+t36eP3SnZM+2u+XxuaN9kMjGkBartN1sUAl8tTEiSUVYIY79WDQEF8tf6Wd5r67YYuF3vieXah1qtlsrX1/pv6p/SaWCzqX3fNKMf8m3S29whJ6QLukr1RCJhdkc2d3dgDZ0U3ROw7uPHjy1FDW4T5bUk+5k4FigyyuWyer2e2enYsLBa0nVSQJCwiG4BOJXOhHHGcPSE+yDQQ+zEAV4qlYxeAOpl6t3ztkU2OgoFQoCgLRCBwaFySIIgkHEwmUxULBYtmTCTyahcLkuSifZImQTVQefxxX5bP71zs4kn50v92YnP8gc49FHpE++M2Eu6cW8w8IeiA20BYjUyBKBEmIiJ8wJ4Gkupa30FyXFnD/DzuY6Xl5cmyGMSIYd+Mpm0w5znE2HecrnchP8EQyr3hypGQkqEQ4bwQFHw7Eibou309HTLOYKtT5IFJnm9m/kdKP0TiYQhDnTs2D15/kDQ4OAXi4W63a5KpZJZGOPxuE5OToz7d3MoLtpDteY+vXpS0n4yYvA9v48skOcDodwD+DdT9H8tYUKsxWKxFen8tRQEiGZpFt5v65YmuF3vicXhGg6HlUwm9dQ70mlnbP/+F4NNFb/cViGTs0AiNmX0Aqjq8TcTcIRfHNU+HZEbuoLvu16vm8IalbsbogT/zVS4YDCoUqlkhzf0BXqIbrerdrttKnAOPAoCRFZ0XoxkpvvmenAYu6NZOZjQYORyOUNPnv//gf6xpdFFw03jMUdMd++FB7rWVKveSuvBxKyJkUhka+Ih+RH40YHkKcCwkGFRDAQCejm2o1HIr0/NhtrxePWHAjEdFbKW2z8YDCxXodfrqdlsKhwOq1Ao2MY+Go3sfnPwV6tVG1ZEceDz+TYo0zNY2xV4Irp07ZUcxpPJxKyegUDAUjAp9NrttiqViqX/ESCFyp6CgkAqnlF3NgQCvkIyYcJERIAM3ZFk9Eyv1zOqhFkMHP5A5aFQyOZ/kD0hybIGuDf8GQSf0FbkO7gcPj8bdAWNTjKZtKmTHzjZ2xp1jM3RdR5As1AISDLEjBhsNAzPr681TIjFjIl2u22Don6zBRKD4PP9ZjW8LQZu13tuBYNBlbK5rf/Pu/ZoJxqzDRZ4HHW4G2oCV4xynvG9iBfhGikQ2NDcgUCkD8Kz8jvY2CVZV3pxcaFCoaBCoaBWq6WLiwuzPGJx5HcS6Qo1Qme0Wq1sYE+r1TLhWSwWUzab1f7+vnK5nB2UfEd45Xa7bX51iiBsgRxMrlirXq9bEUTgC5a7i+q1fvJwoV48IE9K+lBrpDvzlfH58MeZTEaHh4fWDVerVQvyIVMBPQgHCxbLjywj+v35XUNv8JPzs8lEQFjIONrJZGLTBpkx4Ar0UMpzkHLfstms8vm8ddyVSsXg++l0qlQqZdQLI7bRnaBtaTabBuFTqFD8IDQ8OjpSqVRSJpMxYagkKxbc4gwUBLSAPAq+L88iYluv16vd3V0rlCTZM849pLMHUaJwcgsfCgaeE6g1RnJjQz04ODBdicfjMR0J2h5yFjKZjA3vGgwGFu9MQegKbHFwsHw+nxVFg8HA5hi4WQF8r681TMjdR8hRICfhN1vvZ6vhLU1wu96z67/+4k/r//3k0/J7vPpPXvghfWSdNqW7tDmM2dg4FNlEpZvBJmzgbMDE1dLpo0pPp9P68pe/rF6vp6OjI4OK6VYIqqHAIJO91+sZXQGVwOcIBjez3S8vL03gxPQ2bH/MtEcohhaBuQwIzyTZYCQcAmxYUA0cwBycDBaKxzdcNDx6o9GwXAK65OFwqFarpSdpj86+/cDuQ3Cy1J+9ihhkvVgsTA8BAgMnzgQ7kAxJ5v0GMucgI+jItYe63R+HjM/nMzEeBR+2u263q3q9bkgBsL4k49Hz+bwm0Zh+odfXdDTSB2YT7axWhipxwHCoI9ZbLBaKx+Pmh3fTLxl9DEwPnQHig9aBeGV4+WKxaG4HDm1JVrzx94g0hlqiuAIBofhl0iH8OU4ExjrH43G1Wi0L28KiSxcOygO1woRBwpOWy6VNyyQ6O5FI6OTkxCibTCZjtBU5Hev12ig73hUKWJcmcBeFOQcxqB5BZb+VQsBdOGgIp/rNFvuDS0e+H9ZtMXC73tOrMxsp6PUr6t9YD+E+8WzDQboRp3SgHLhs5GwkdCdArpIMgu92u3r69KkePnyoQCCgbrdrKmi6Ow4FNmOEgKlUSsVi0WyFBNakUik1Gg212+0tkR08aiKRUDab3VL5v/POO1oulzo8PDR3BBs0hQ8CQA7yRCKhfD5vA5EQgNEFsrEzzwEVvXTTEfX7fT1NSJ++dzNvfmcu/budjVIe3QKOC6D6er1uhUgikTDEBK6ZUBo+M50u3SsdPLB7oVCwrnGxWFg3zCED9QOSQEcMysLBMplMNJjP9WsndzX3bdCDyGKhP7GYKvFM2ElRAJQMGkCEMiJXaCB87S+88ILpAihgUKW72RdEa7uFxfNDvkBDiNylUAShQiTrPneJREKVSsU6azp6nDFoN548ebK5j88EsRRJiC+hqdBo7OzsWK5EuVxWq9WyrjqRSKhUKplrBDGkm+jI8wnShFWU34PLAUugu1wLLAmWIAW/kwUihH32N1oUhV6v931lNbylCW7Xe3qlgtvKXtLzMpmMbUB0Eyx4S4R+0AEMSXFhVzpMRiNjZ6NzYlAMcO/62SwAYNh0Oq379+/bwTQcDvXuu++awIpNLRKJ6MGDB5rNZiqXy1sHBQgG6AN8MXw+xQeQOF0mXDmbbKvV0iAW0DoX1Y5XWo2nxh0vl0tLknN/BnkAdKVHR0f6QDql3vJSb/tGCq49+sPLvNLppH0uEAY0BHTFFEwgIHT96/Vmnny9XjcKBtSFP0shhHgQcRoCR2gCQoqAr1HxI36DepE2iES1WtVFq22FgCSN/X4tfZtwHv4DXE8XjFqdw4yiCkQGTQfJj+gJer2efWdXwEjOAUgG8DkIAXZMaCUGWtFl8wzjqgCGBxmCr+ew53qie0CrwuHGYCZ3lgg2XpwQ2WzWNDjdblfd/lgrX0/ReMocLdgkicZ23R3QD+54Ya4z3bcrNOSdha7Dosm78Dvp0gn9AmH6jUKJEGi6SMb7Yd0iA7frfb3YKIFT3XHKbB4UBUTecpAwfIXNe71eqz3o6X88+6yW4YB+JP9AD3byJoIieY0oYTZzuls2UdTpoBVEK8PDjsdj1Wo1QzmYwBaJRLamxsViMcuc7/V6Ojs7s26KjT4YDJpv+8uxpd5+mJE8HiVna33fmz3F/UGDi/GsAytLMitis9lUq9XSycmJSqWSJpOJzhpVRX0BeZYr6zRjsZjB2HS80AJ8dxcepmgZDAbm/5Y2hxddt6vWTyQSqtfr8nq9un//vqEFkky82Ov1bIrg8fGxHbTYBkejkU3sm81mWni9+h8Xa42ePTO5QED/5QdekseJJuZgBFUC/UCoih203+8bdSPJoHTEfHxOYHe+H3+GZ4LC1M3eQNPC30kkEvacSrKD0+fzGYJARgAFEV33YrFQKpUyxIb7tlwu7f6jieHekVTZ7XbtMyCY/JVPv6a/98mqZiuvYmG//o//zu/R3f2MTbCk4HUP/OffUWyfaAi+GnXAZyK6nMKbe/E72StarZaJS3+zUKL3m9Xwthi4Xd8yCzEa/3E7FDhhDixJBlMDdbdaLf3l6q/rzfWG6/Yv1/rEY4/2IpuZ8EzWwwNPRw9/C5dMccABh4e72+0qk8mYiJBRsnS8dFjYFEulkvnZcRDs7OwokUio2Wzq6urKEIOrqyv944dhTcM3G9zD12v6yDJqPHYikTDPOpQKiMJoNLKgGZ/PZ3QDB9F4PFY+nzfhpt/vV6PRsIRFxHxw9icnJ9ZlgsrEYjGjCkjve14HEAwGlUwmdX19LY/Hozt37uj4+FiRSESdTscg9CdPnuj8/NzU73STPAegC+gUuh6P/ul1VdFQSH/mAy8rulpZXoX7OchDoMuNRCJ24A6HQ2WzWWUyGUOHECESKU1AFjMfstmsFY4cklwnBHZuIBYH1HQ6tWwIMjNAdaC4Go2G2RBzuZxlIaAlIakQnhzkhOLQ6/ValwyCxPVwD+Llcqn/4Z++oTcvJ/Zs/Z6PHOs///d+xOK06dz5nNB17oHrunr4vVAmIBP8Xe6ddJNNQKH5O+Hy1+u1ms2mZVT8Rl3/+81qeFsM3K5vuUXHgbXOTWHjAKebcbsSv9+v7//Fv6rF+iZN7bvOVvr20MYpsLOzY5sQtj9+HyJDYpOlG983Bz6HKN0+MbgMS+p0Omo0Grq6ujKrG5wxm20gENDJyYmGw6EajYZqtZrB2H9p9I7qnrl99h9u+vTyMmICrv39fe3u7kraHAz1et0U13S4rmoeBwAix3w+v1VMwKWjZXATJdEUoFiHr0Z8yCEzGAx0dnZmU+cogrLZrGkacrmcUSgUTUDbOD1SqZSy2awSiYSkm9wKOmK6dg5m7j8iOgKEsA1ybxHxkYK4v79vzxHOFCJ/EYJCoeCb52DmPoHucAiDBoAQEIgFxw0dQWjVfD43K6skU/SnUimjzNLptBUrXBO+D4JCni04cn4uwsBOp2MU2T/9TE1ffDqwn/P7vv2u/s//3o+aLsftnvmMLjrmHqbPIwI82wwzAiF7/u+A/rlxxr+d9VsJJXo/TTW8LQZu17fsgrNE9AUk7E5KgzOlaPjfPvpZvT2sS5K88ug/9L+off9N0Iw7fhetAbQDArJ2u21uABwHBNEQ6kP3A8eN/bFSqVhOPv9uPB5rb29PJycnGgwGun//vrxery4vL+3gisfj+mKnov+u+YbG3rVemPj148prudh09hxOTOMLBoOqVqvGd0ejUbMHosNYr9fa3d21Tp3Nm4MXwRvXmlyFyWSik5MTE3/Bj/f7fdNzTCYTNRoNg2z5jNVqVRcXF1ZIQPE8HyhEMQEdhM2SyYMUfdxXhGuSjMNPpVJKp9OqVqtqt9uG8lAc4ByAkqDz5meTiwGaQZIlEDuHB7qQQCCgeDxuBQiICIUCUDqFK0iIO1zJjRjGgYJ2pFQqqdvtajweK5VKqdVqmfaAgpJoYYYO8X5QVEnaonyYDzFb+fUf/7f/RFe1roqZmP7iv/8jOiimLeHR7eRZUCMUDO6cEPffu5oCKCO3UHC7d7ILeJ7JPvitLhAxJiJ+tZ9BEYLj4r28bouB23W7JIMi4XFdexqbzWQy0VW/pb929uvqL6f6o6WX9fGdPYMogTeTyaRxvM+L+9gUgcfpoNm0p9Op8vm8wc+TyUSFQsGgambFh0IhdbtdXVxcqNPpWPhQv9/X/v6+Hj58aNP+qtWqCoWCEomE3n30ri7KZXlXGysZLgFoC8R6dFZMuMN77yYs9vt9FYtFE5tx7dACeDweXV1dSZIdNugfPvjBD8rn89kERvzuZPsT8ezaI9FmtFqtrel1uVxOocNjfWk41bLf18PZULFwyDppIp8RDgIjoyHBAeH1ei2ND6cCWfwcShykjKbms+CIgNPmkIMSoovOZDJmN6Tzl2TXH5cBz0oikTAUgmcUmyQFFt+Te8n38nq9mzHIg4F8Pp92d3fNXUHoFGOagfOJzuZ+Ys/lGXEDgnZ2dlQoFMypMBqN1R1OFQ54FAmHtoZ/fbUDX9qmB57/M6BDBGC5Q4d43rDy8jMpsF3K47cylIiFlZIpjb/Rn5vP5+95q+FtMXC7bpez4F3dzHsOP/LYXRjT7TA5wFxu27Xv0UUwbY6BLnjr6WZjsZh1w51Ox3QI3W5Xl5eX2t3dNdrg6urKNqHlcjN+tl6v6+HDh5ZF32g0bMDR1dWVoQmRSER7e3vGK6PC53DjIACShR4gj34ymahUKpn1jnREiieyBpgsCLdN7C0HoEupeL1eG4tLvC8jdt0usNVqaT6f6+zsTKfNtj5dPNH62Ua8Ox/rD0Z9lgrIYT+fz9Xr9czOyEwGNz4aKB9NgSTr5kEtoE04aJlTEA6HjQJCN0IYD/G//C53UA8OAcSQ0AIo7eHPObRdXQHiSf4+A6g4vElKZPCSO8WTfAl0ENzT55MkA4GAhsOhHcIMheI7oC3h3pA8OZ/Plc1m7Z3hnVo/m6vwfFf/fFEgyf4s9wXkg+KSayTJEA4WQ5/W67W5d36rKAEFEumIX2m9X6yGt9bC23W7nAUSQGcPv8lBQO3M4c5/IpGIYrGY2Rnp8NjAybvn8IHDpSBgoyLfnw6DSYkup0wQjXvAAKHShbnFBelseNF3dnbUarVUrVb//+2deYzk+XnWnzq6zq6u6mP63Dl21+v4WNvCXtkWsuKIYJvEm/xDFC5LkRCSLfjDgSAhkYBAQkQQpBCBhMQhInElQTJxhBXCGsuJsJEjYxxMvD52vbM7OzPd091VXV1dVV03f7Q/337rt1XV1T2zO328H2k0M31U19W/9/2+7/M+r5LJpJ577jmVy2Xt7Ozo8PBQi4uLkhQ2RVoTJObEaXEUCoUgjsNvn3l/eq74FqBClxSCCWV9/BqoqtCuWF5eDnqFubm50KMulUqqVqu6ceOGXo7NhERAknZnsnr66euhTF6pVFQsFsOkB4EBe2FcC3kN2HOQy+W0t7cXxJOo7geDge7fv6+DgwMVi0Wtra2FXQCMQiaTybCnodlsBn0HgYtqEaugt7e3Q0BFe2IrLnabJSI5yu92vJL3Jq8fCSuVDemoLcEoJt4SkoYSFCpCVKz4GFUFqgYkxiS51seDJIEpAEYxqaJRZWAk1X4N7187long0I4j8jio6vHz+B1eXFwMUyQsmDrNKCCGWTg5jpocuCyjhl4ZcJwT4MJDr5IKASB8I+Ai+iKQMAbFBZ5TMScsuyLZboA7PDzU1tZWUPtXKpUw0ra1tRVOaXjSc4pj+U8mk1Gz2QyjeLOzs3r66aeVz+e1t7en119/PZy0sFgtFou6deuW8vm8yuVyKHljI7u6uqrl5WV1u13dvXs3WMSWSqWwHIjTGYr/a9euKZ/Pq1KphFMqIi+CQD6fDwZKBFWEcSjZ0U6QgCFk2+z09G+39sWF7OlcWj9TTA8FcExxcK5D/U9QZTKC1yGXy2lhYSG8lgQbTvu0EhDw2e/h85VKJUweUNmg1YM+AaGh9ZOwugCSPNoYJHe0AUhgcMykkmUFleVyWXt7e0NLjrCw5nSO3oExVyoRBDner4zAUsGSFEb9aNuQgBDY0VdEiWoGqBbwO0FygVkUyQptDDuOyPSL9UOwrYNmsxmqNiSDp2EaUyLaUBe1OuDJgONMib142V5vVPDEKYbyKBMEbLnjQkX/kzlpuwlvdXVVsVhMt2/flnR0artz504oV77++uth2Uqr1dL9+/eDAhzbYsrdksIJ9Pr16yEwsjJ4a2tLjUZDKysrWlpa0vr6eng8BwcH2t7eDuY9KPS58K2trQ0J9lh3zFIbLuYLCwt64oknwhhYo9HQU089FXwDSGR2d3eDAx6eAWyio0LAY5MU+sLfbbT1rcOu5lJJ/ezbbmp57sjiuFqthuSIIGn7x3w/Hgn0mrPZrFZWViQpWPByHzFpYjqhXC4rFouFFcu4G1IpYY0w46ucplH/M5JqzXXQaaCfIFmwTplWjU9iyFQGCUelUgkjnghB8WhASEnygh4hk8loaWkp6D5qtVqoUFFN4D3MeB33CX0BY4lUsTCdGpUUWPMhEh2StOjnoy0GWznhueD9Lh1rVXi+eCxUiU7T42fZFs6No64PF3nU0JMBxzkl9HOtTSzaAOm4UkDAIhBwCiQYYrnKEhYuIN1uV9euXdPGxkZY/sIWvOXlZVUqlVC2xZRob29P29vb4YTH3D/aADvmRnuBALC6uhpOWgsLC1pYWAj99e3tbeVyOa2trYUgyBY7gsLu7m5Yvby4uBg0BZR/Uds/++yzwWlwMBhoeXlZuVwuTDzQXiDR4hROQkGrAeEcSvd0Oq21tbVgcytpyFL5wYMH4aRtx0hJrKhU4MBIX5vXlgSEXjhleSo7aA0YT2QEb3FxMZzWuT3p2NSKgGkNdfABoO1CFYrTv1XX839Mm1DuY4/Nz65Wq3rllVfU6vQ1X5zV+vp6EP6RDFiPA6onvJ9JWprNZtChZLNHuyhsRcOu8OZ0TPKHENRWPKKBmNYazwvJm/1akgJ0D9aF01ZMeGxWc8E+EFp5WEBPa2VsTYnYHxGF5+Mijhp6MuA4Z8QGJS6IkoZObgRNq8JHRY51rqRwkeekk06n9eSTT6rZbGpxcTGUeqWjEwqb7RilwmSmWq2qWCyGKQQCJqOA1roWkdni4qJyuZxee+21oyC+eE1KZ1TqtbVfqYQL82Aw0NzcnNbW1kLCgZkSjw9Pe6oSJBV7e3uKxWJaW1sLwXZjY0Ozs7PBRIlpCub7Ubq3222Vy+WQXKHRoLeO6I2qC0HEBs5SqRRK59ZuWlKYWuBr6IXTWmHRFAkdgZ6fmUqlQv+eNgi7FvgZo0rbBDGeR06UJACIS3nfWI0KI688Hvr7JBEkL4lEQtVaU7/2m9/QTq2nYi6hz/6592t9uRjGMTOZTJheISkl6NO/TyQSIYDOzMwEESWtGj7OqKMNlNbvgd8LkjIqNQTyTCYTkhJeO6oB1qTImjLZz9nqHc8BegubdPF8MbXBsqyT6Pf7wYdhlCnRRR419GTAcR4BVlMgKVzsCMB8zs6Kc6rBjIe+OBf6jY0NtVqtMDKIGY+kYDzDBZOA0Gq1VCgUhnq77K1fWlpSPp/XnTt3VKlUtLKyolwup62trVDa/1+VA32vsCTFYprvtfWRZlkJKbQ1KN+itqeUbB3wGE3kNEtwowLAdjzMhiqVSiip2/0LnFpxRyR4EngQxnHSxkK3VquFiQVO85gCEew5TWMhzIU7nU5rY2NDhUJBnU5H164d2U1XKpXQO2ezJNWBRCIxNIaG1oDKCUp4q/ynn80p2M7SY3pEEslp2J6KJYWgz7/xceD0u7e3p/39fX3pmzv6zv1jo6wPvXtNf/PnflTLy8tD5W5O8QhdeV/jligpJAbFYjEklbwf0VGMOmlHT8w8LiskxE7YBuVowm0Fh/Z2ogZG0WTBag9s6wChYjKZDK2akzjJlIiE9qweB48LnyZwnEeAXWNrTzSc6tLpdDi52pO5pHASS6VSKpfLYZSN3imlaVbVzs/PHy0dOjgIAsVcLheSgM3NzXCaYkzRlkNv3LihUqkUeuRoAFKplH5QWJR+eAGrJFK6n0jrRzLJ4ExIH/vg4CDcNuNxNnBRRSDQYtDDZsb+TFoPNit6Yn5O1zJJFYtFNRqNIFpEYIhdL31xSvoY7uB2yHNNYGAkkteCvQbsbcAUCH9/RvrYwVAsFqV0Vl9+aVP9VlNP5WPhPjEeyXIf9Bicq7a2tkKwojJDW4L3AdstJYV2E0kLQY+P2/eRbR1IGmo/oHq3lsSSpFhC0nEy0Fc8jCDyPrEnXBvAEPfZxEw6Du7ScdVD0tjTMM6F9OsRRFpTJVprnOip8hDgbbJJpQGBJYk2gRhTKjsmbG3A8WcgAalWq6pUKsE/YVIQRzhaLpdVrVbf4EHA7wITFxcFrww4zpuAHaGKagq4QHEq4qLNRbVSqYQpgqWlpXChQ01dq9VC0JQUTj04KaIsp5RNAoFX/xNPPKE7d+6o1Wppfn4+uP0Vi0X90ztlHfSOA8dPFZJ678KRCA5BHzPpVAawUqbvv7OzE05anOxYvrSzs6PXdir65uwNdRMzikn6aKGvdxbTYVJgZmYmeOkDBjzFYlH7+/vBSIdKBYuCKNtz4rbjgpjjsBBIOgpqJFRbW1va3t7Wzs6ONst7+nbhGbXjRzqOd+QH+um3XwuWywQzAtPs7GwIClQFCKLWudDO1vM5vp4/jBiSZBEYbS/dvs9siwoXQrvad6fa0t/4ld/RXq2pTCqpv/eZH9ezz6yF2+V72cHB9IVtwdhKVzabVbVaHVqhzPM+6WSNQJBqElspeY14r1DW5709arGR/d0iebDVoqiBkfUj4HFYvwV0LpT4ETxOotVqhWpXNCHgsUZbJucZTwYc500mOpbIxYEAzp4ERrIYKex2u1pZWQm+8FHzHsbMUPID8+33e1JzENfNdFxLc4VQai0Wi+HiiIMgosSXD7v619+5rfZgoA9em9dnn3s29K6ZOS8UCtrd3Q3BWzoy2SH54ORcqVTCqQuFeb1e1wuv7urF/vH41Xysq0/dLGhpaWnIXId+NaIya/eL9oLHxBIoSSEZwEsAzYENKgR0Xh/rCvngwQN99QebejG5Eu5jMib9k598bzhJIjys1+uamZkJLQ6qIIwu4tbHHgpreW3Fp7Z/zqne+k/wuG0ritsiUPOc8H8WT0lSZb+h7/7gvuYLM5ovZMLzQ8sHJfz+/n7wGpAUWhs24LKq+eDgIIgnJU21vY9RVR4viUEUdBEEfH5vohMJ0d8t7qOkoaSAj/O+t1NAJKC8n/BnYBHUpCoBpkR2fNV+zoopzzueDDjOW4Q9tUgKZVBaBijCCV4v3rmjnWRKq9mMbuayQQXNPDvufL1eL5jrULr88nZN388cre7N9rv60/193VpbDb1MNiOWSiWVSqUg3kskEjpst7W1W9bqwrzW19fDghh65pKCqpoEplgsBgMfxIx2nS9TCIPBQF+5X9UX7x8vtXl6Lq1Pv++mUqmU9vf3Q/nelncJVhgdUQ3gYkwvmL70tWvXhnrvtVotTGAQLI4sdBshGSDo1Go1vVyu69e+8v1wH1cLWf2zv/BjQbjIKRLdA1oQq3RnxS8CQSsa5ESKjsGWzQmEJCeU8W17wLYLEAranRroLmx1xfoI8LwsLS2F26TdQTsDDYF1XyTg89pICoLCaSx/mfBgnHPa3xsCvvVRsI93nOAQ7wE+bo2LGEe0IZBKjG3LnWRnXKvVVK/Xw3ZMuGijhq4ZcJy3iKgLm52bLhaLmp2dVa1W087OjrbbHf2LrbIOB5I00I8nYnpPZiaM9THOxx4AFsbMz8+rVqvp39dfDm3iZjyp71SbSnTvaGVlRQcHB0Fstbu7q2q1qlwup52dHTUaDc3PzyvePWoFvPTSS9rd3Q26BkbEBoNB0CgQlKvVarjIU+Zvt9vK5/NaX18PAq2FpYp2Bq/qjzYrWi3k9Auf+LDW53JhMx2lZlT6tFI6nU7Yooir4+3bt0Mgxx3RKsvZFUGigxcAwRQ1/sHBQRBhzs3N6eNPP616Iqf/8o3vqphN6+c/9oFQ9t/a2goJEM+BpKA9IIFpt9uh0mH766yspiWA0JIAbdsKVAWsBwG3E00ALCj77VieNXJiCRaeCtwGgZHbt5s30Vng5mfbJDxOqkij4GvxD6C3P83vDUkNokreD3ZUEWEmgZ415fgjWE0LVQmSN55n3gO4bNKSYzpkFLTD8PfgvpLE8Tqcd7wy4DiPES5cBC4u+P/4f3xZv/5//zh83Xy3rU/NHpnBYMgjaajcSg+/1WrpF774Nd1vHO+X/4l8TGuD4x4vF6319XUNBkdLi3Z3d7W/v69bt24pm82qXC6H0zwX3k6nE2yBbbm40+mEE9/i4mLYDri5ualGo6HV1dXweDHIqVb3FYtJGxsb4cK8ubmpubm5IP6jGkEgwSugXq8PlbClYxvevb29MPqFzoBATTLAfgZrSMQ6Y/7PxZ1lQZlMJlQ8KCFTpuf0TECMKuBTqZRisViYpbeeAyRYnMgJ4CQfVItsJeEksxwmCqJ++Zz+GZ/kPZTJZEKFiTFJqkGcnkmy8MiQjpMEhIDcL5ICAiJBFl0BFaSHWe5jR3ejo4o22bKVOCvyteJJayRGMkZrAaMiku5x95d9Gazn5vnB2OqsK5XfKrwy4DiPkVFK6VgspvWF4RLqxuKiPvi+dwdlvRVWRfvohUJBv1Ja1N/6/AvaqTf00Y1r+pm33wjCPy7OWKzidMgJjDI143940mcyGe3u7urg4EBbW1vhBETZnpE6K4pcXV0dKsXHYrEwo55Op8JmRRIOys/45ROIsCw+PDzUvXv3tLOzc/Q8ra8HDQSuf4uLiyHAMk+eSCS0u7sbTrQEK8YEKbk3m81gSSwpPL9UYwaDgebn50NVgZ42vXQ7+pbL5YLCHbGcnXLgNSO4oBeJluDxxOc1saubx8F7IeqXT6DkdExrpdlsDo0pcn9swkC1gTZHLBYLK5oRs44ai6RaQlKCPTdGQWftqdspCH6WTRppk4yqFqCtsNbH/B6S4JBokKTVarXg5DhqSoApn0qlEkyJeN6ogpznUUOvDDjOOQJjmmarrV984Uv68iuv6qmFef3q85/QtR8uiLGnMSuy4v8Ep9nZ2XCSu3v37pDQirFCStCvvfaaZmaO2hC1Wk2lUil83cLCQhhDw+eAHmkikQimRZxkMd6JxWJaXV1VMpnUt7/9bfX7fd24cSPoAWq1mh48eBC86zktMsNPwGD+XlKYnSfoEpCsWQ/GMrFYLCya6ff72t7eDroBSuO0HmKxWHAQxLUPUdnMzEywouU5JchJR5MOKNKjKnirE+AEy5ZGxi15bnld0RswMklA7nQ6wfqXxMOaEtn/8/cov3yssbkP2Ww2VEpYs5xOp4PzIFUBpkWodjDNQYk9WolAL2HbFXbyQVIYNbQGTQ/7+zNqIoGqgK0mcPpHt0OSw+2QGNiWDOusmW6JBndMiSRpYWEhJLMscjrPo4aeDDjOOcUK0gh+NqhwkWKm2Z6MuLBLCt+3ubkZNgfiumZ9D7jgMRpIibNUKikej4eNf7lcLqitMYw5PDwMQTUej4d9DGxJRFOQz+dDqb7f7+vu3bvK5/MhQeC0zomVSQqMXgjI9Gk7nWPr31wup1qtFqYesA0uFApaWFgIuoK5ubkw7khw44SItz4LjiSFpKlYPBJkWl0ACQUXeu43bR80HdZqmteGIEsSwSlS0pA5jg04PCe9Xi9UiAiw/AGSMwIuZXyEgel0euhx7u3taW9vT9euXVM2mw1TKlQ0CO5UF3ALBKpCnMitn4PVNfD88PVUB+z4pBVNnpVJo4rW6IkEjKSG14LnkqTAOhoS3PGusPR6vbCNFFOiizBq6MmA45xzrMUqJ01OMzZo2MoAF596vT60JOnevXu6e/euGo2m7sYzSmTzujXT1/pCKZxuB4OBDg4OVCgU1Gw2tbKyEsbNOEmxE4AqBJa9fJzTKmOFN2/e1MLCQjB2mZubC0uQUqmUlpeXg4nQ7Oyser2eqtVqaC88ePAgJBecUqMtFnQQLDciuCA4RDfABdqOc7K1kbFNevO0G1ilzAIcTuYEGsrnuPdZwyOrguePPfHzOCQFR0Uuy1RIonP23PdoL9pWGKiI0LZhjA9XSjvRQFKzs7MTEj4eK4Hf7rew44cWAiXGTzxPkyDpQLdgqwc2OeDvs2DL/vb3iNeY14lk1rberKEVv2+0lDqdTjD8solLp9NRuVwempo476OGngw4zgUhOj5lRWajTpJWeY2LYbVa1e3bt/Wvvv5dvTI4CiIZ9fXTs10tFwth2ZB01AO1PXD62QQZzFYo8aLGxsMeIxdGuBgzZPlRsVjU9va22u22NjY21O/3Q7+fkTbpaBXy4eGh5ufnQ6DilMt6ZdZFs9OABIELOS2NWq2mubm5kPDQUyfIMQLJ42VsDg0EBkucXO2Jst1uB0dH266wSQQVBISGNtHjuSZwWQ8BArcNrFSDEJBOet9gpkPSSNsDpT1tmmq1GuyTCeh2uyanftwXoyBC7HQ6ocIzzfs66udP9cCOQUJUnHja6sG4UUVefzvRIR1PWPB64F2AL0Gr1VIymdTc3NzQ48WUKJvNqlgsBs1CtKJyXvBkwHEuGFEHNlvSHFdelo4rDPv7+/r4P/9P6vSPf/WfX8npudWjkUA70oZi3i5lwQ+BU7O1/6V60G639dprr4XS/OHhYTDoYTFNqVQKrnfr6+uhBcCFul6v68GDB0F7UCqVQhKA2yLtDcrY7KzHswDb33Q6rWKxqGazqVKpFNoB9lTYarXCiRelO5sJOQ1bHQAny2jyxWbKTqfzhufFVm9oC5AA2K17TE1YS2KSsug+AcYmxxn4SG/0yyc55PGm0+mwH6NUKoV2C258TBaQDHDit3oFBIG29TFtWZz21qSvty6NtrLCz+c1ibo0TsImzCReVtBppz6Aj/Hew1Cq3++HNdJQr9dVq9WCKRG/N9MYNL3VnL/0xHGciXAqsfsAuEBJx1oDLtxcGBGLZbNZPbFQ0is7lfA9H37vs3p6fjb0sqXjJS6Uv7nYIoLj1Eh7gK8lmJZKpbBzABHV9vb2kLhuYWEhbG8sFovK5/OhfVAul5XNZoMzIYGefj3jlJS4CaS0RlCS1+v1sN6XkzEXcYItIjdGKQuFwlCiY09z9JVJZOxUgD0505YgSJJUkESQgKBm51RM4Cbp4MRK0oKvvu1/Hx4ehkmIUSf2qF++Ddg24HHfstlsaFlYkx+ei+hIJbsd7GmdKQraEFHBY/T+8XyNc/2z0wP2deAxoJmRhtsLk7wP+DyvdXRUEU0GWD0BvwtMCmAU1W63VSwWlUgc7Qbp9/tDVRVaUudt1NArA45zCSCg2Yu7pHAhj26D+/7Wjn7pcy+ofNDQT/7IDT3/zltaWloKgajX64WLFvPh6R9OM6Cotop2W7plLpvlS1QCEIsxSkjVgBPrxsaGEomEtra21G63tby8HMSLnEyl4744gdw+VgInQYHg32g0ggASMyO0BSyMYkyOhIl+fXQawNoAk1jYmXVbNZAUTvzS8ahkNNjYSQI7/kdJ2orb+JmU1a1QkGrNqDJ0VMRmJyTy+XxwuCyVSqG9Q/vAnnqjpf/o4iCeF95D3Cf7/rMjlbyHqI6gCTnr74FNEKLVg2nbC1Z4yGtlkybbtoj+HCo1hUIhVACq1aqazWbQD1B5Ok+jhp4MOM4lgpMK1QIuUgQZawwDrVZLm5ubQVxn3d0IZKzm5fTTbDaDEMoG6larpUajobm5OUnHVq2cnghym5ubwRr3B/0ZHSQz+tCTT+jmzNH9X15eDidKgrJtfdhWiV1jLB179tNKsEK/5eVlLS0taWFhIVg3M0WAIRO9eavstwkIzyd/W2Ebl1MbHEgWrLbDVjPs7VnhGu6CBCYSAklD4lGMiiYJC8GK2A4ODoL9MCVskiYqHtZxsFgsvsFCGGHquJ+HgBERok187BSEHZ8kYeH1toH8NC0Ank8Sg7OIE/l++1pZgWc0MSRRQ/PBCGIikVC5XA4VMzuBcl7wZMBxLikEdXvCsX1nmxS02+0g1GOFK2XlXq+nZDIZVPiI+9hsx8Wa2Xs+Xq/Xw5ifpDDKd3BwoP39fe3s7Oj371f0YmIu3I9PLqb00Wduam5ubshxjwDKic4KvuwF2/Z/KcMzn99oNJTJZII1MslANpvV/Px8WOvMKZZEg2RDOnZ8jPaWwX6dTQgIGAQkVu/aYE+wsUFfOk440BDYn0mygyiRBG6csJBxPkr9u7u7SiaTYT8FIsz9/f3wOJnMoDrEbbJz4STvfXQUViA4CgK1nS6wH7ec5K8wibOKE6OjivZ+2feh/T+vNe/nSqWiXq+nQqEQDI0ehb/Co8A1A45zSYkarRAs6a1ymkMct76+rnv37gU/AERuBMRMJhOc8LiAWRV+p9NRsVhUJpMJ8+bLy8tBOMftSAorh7/4374q1Y5tkw/yJd26dWuonM5pkdGvqGCM5MaKz6gKzMzMhBEwSapUKkrOzOiw19fO1pYGg4FmZ2dDcKT3Lh0HfrQGdiTQCtkICKPGBqVje1vaAIw1YlNrTYuiiYGkoVYBYkNaAzxeWjq0OkgKCPxWN5JIJIJYDwMlHguvKQkgPxuzJW5TUqgcnKSMJ5FgymJc4sB7qlAohNaNNTCyp2/7b3vf7etgk4NowhANwFacyHuZ27LvNdsK4Xkj+YyKGvk3xkuFQkHFYlF7e3uq1+vBOvy8jBp6MuA4lxwrkrLGRJzkCSAzMzO6fv267ty5E5TmXHCpEiC0Qnxmy9a45rEClpMqJ2u7RpZT4nNvf0ov/e9vh/v64Xc8o42NjXA/7c/ntG3bH5JCr5veLlhnOUb/vvX6ln73G3d12JfeNpfW3/7EB3X9+vUwjUDAtn1sEqloMLHVlXGlaOA54/VgFwPOf3bckOSGQGODH8mX/UNvv9vt6uDgYEj3MEpYiIgN90VO+CQZPO88ZyRLBLhqtap4/Mgcatq5f2s/fJJfACZHNqGzwX0Utu1gE4aohobbj+oVSLRodUwrTkSkShJnRam2OoSHA5Wzer0elkThpfG4efz3wHGctwQ7hUCAYwyOknI6ndb169d17949lcvlEABarVbYKMj+BAITCvBEIqH9/X1JCidOArQV9XE6zGaz+vmPfUTJRFIvbm7rA9dX9cl3PRWmFbhN29eVNPJkaJX59t+I0ji9/f52W4f9o9t5ab+lb+7U9czbZkJwpzRutQk2AeHncXLkeeV77KSEDUbRVoF0PN1hXQntfUAzYF0NrW7BGlDZpIQqARUHzJRwAuT5Z/RRUphosH1vlkRls9nwPsC8iO85zamWihGOiJPK41S1uF8nldJ5LsYxqqpg20vR27JtCLsYatzrYKdE+JxtMaHhYdsobQJ2hXgy4DjOYwHXOyYESAoIGmtra4rH47p//3449VAZIIhwgUMxXavVwoUxWtaXji/wnJ4oBX/mI38iBCirxh8XAGwLwZZnR428cd+5MKe/syvtN8JtJVLpUBUgQbI/h/vOv+0pVdJQgmADRPQ2rB9BNCARSCjBU0HhNm1iwB9+JolZ9Ocg9GRcEiEf/X1GDQn8CELtYxgMjiyY7dhfLBYLgcxWHaYV9UUTgknfh6XxoyilW2+IUYyqKtjJEYtN/KKtFfs1PNe2qjAYDLS3txeEm6nU0bIuW5V4XLiA0HGc0NOnv8mptVqt6s6dO8FWeHFxMQiiKHdzwaMsSrnZXjTpdUsaOvGSHHDCjQb4aNC3f6KMCt7R3vEX/s939Iu/9Xvq9Qe6uVTSf/hrf16l/Bv70qN+frTcPO7ncN9GPZZR99V+nNeAIE0glo63CfJx+3Ns35qv49Qbj8dDlcVOIJAgMS46OzsbpggQ8K2srEhS8BCwgZ+EAAHjtAmBnTA4KcgjeHzcK4BHaRX4uH397PuEf9vfC7QiTNnwnJY3e9q6W9d7P3BL73n/rcfxED0ZcBznGAJLvV4PZeKDgwPdvn1bd+7cUb0l5QpFveOpNc3+UFhHwKHfHl2xbP/Y4Bm9cI4K8jbQSm9UkUc/Pw2v7expc6+mZ6+vKJc+XYAZlSyMCwyj7j+3Mepvvp6gwfManZywSUm0imJ75CQRnPYJqLwWnNKbzab29/eVzWaDliCRSGh5eVnZbDbMzY8K3GdNCAjyJ1kpS8cmTOdJeW8ZJ26Mik15PaiKHRwcaHNzU1//yqv6gy/clSTF4zH9/V/9i/rgR97+lj8ObxM4jhOgFI5VMKYxKysr+q//83v66vfqknb1trVN/dzH36ZUaias5M3n80NCOCoA0ZI6P2fUyf1hgvy03Fgq6cZS6Uzfe1JvWtJQRWHahMF+PdoOVP8kBZyMrYLe+ixIx6NxPHf83Hg8HgI/I4KIOpk4aTQaYakRFSBMgMaNBHKypWVwUunffh8tqpPc+BCtok15nIxK5Oy/bfWG5DhqWkVyx5jm5//dd8Pt9/sDfeVLL3oy4DjO+YHlK7Ozs0pnMvrDl5uSji52L91v6MVXy/rQe25qfn4+tAtQ2EeV31a1PUoVbgPIqPL5qK87r0xzeh11goy2QagKYOrU7XaHdBUEH4I5qne0GrZlwfOGWHFmZiaYQ5FA4KOfzWbDBsFpyvNUDUg2pk0IEEYycjhJRJfJZNRoNIJuZRzjqi7RoD3p75M+dxI8dvu3HWeMxWIhqVleXta7nn1SL7+4G75//frC1D/rUeLJgOM4E4nH45orHAWNbu9YIPeeZ9+td73rxsh+ufTGi2tUXPewjEogxv1/mq+b9vbO8nVRCAzjqgxRYWR0QoLAaSsNVkQYNWCKlrDRJZTLZZVKJVWrTf3e735LivX0yeffH0bmptk6yM+2CcG4HQnR4IqXQb1eD0nEuEBMawE/iVEBflps1WnUaxj9/KgAP+nv0/BXPvsJNRsdfe/Fe3rfc0/qz37qT576Nh4FrhlwHGcqvvAHf6xf/jcvqNvr6yc+8k793U//mTOf1MclDZM+9yi+btLHJ93Go2DahGLS95AU4GyHAY6kN/SpmRZASIgOgR48C5xqtUP91m/cVm3/aJLiA8/d0D/4hz87JPqc9qTd7x/tSJAUfCbGCT4BjQSTKZOCL4ZHdjTxLEHbeSOeDDiOMzW1+qEO211dm589+YsvCW9lsnJS0AQCunQ8Jjrue6IGPCQEbKX8w6+9rN/+3O2h7/vPn/urSqXGF45PCrI2aFP9mBS0pSPzqHFCRaCqcd58/S8D3iZwHGdqCvmMCvnHfS/eWqZtQbyV5HK5cKLu9XpBkDepVRP9P/9eXLyh3/ntX1e/f/T/hcW88vnskDfCaU/WTCr0+/1wv07COiaOSwgQUqKhOA9mPZcFrww4juNcYJgooHVgtztOywv//f/pN/7jV5XLp/Xpz/yYbj25+NCz/bb8j/vhSUy71IhE47ytAb7IeDLgOI5zCcBEKBY78vZ/mFMzbYio0dBpOUtCENwiJwgYB4OBGo3GVMZFznR4MuA4jnNJYI9EtHVwFrCgljR1IB+FbWdYDcEkDg8Pw/KrcV9PFeE0Uw/OeDwZcBzHuWREWweTSu6TsIH8YW5HUtiOOM3aY76+3+9PXGpkk4zz6E54kfBkwHEc5xIyGAze4GB41tYBpfuHbRucJiEYDAZDUwmjfqa3Cx4dngw4juNcYh5V6wBLYEkPpUmgBTBNeX+apUbnZZnRRceTAcdxnCuA1QAwdXBaHlXb4DQJwTQTBud9mdFFwJMBx3GcK0K0dcBSqdPyKNoGBPBpTvQYJU1KHhqNhiQ99mVGFxVPBhzHca4YtnWQTCaVTqdPHdAfRdvgNAkBXztOb0C74GGFjlcVTwYcx3GuKJ1OR+12W9LZWgePom1AlWGa7z9pwoDbmnaE0TnGkwHHcZwrzGAwCPa+Z20d2LbBWQSK0yYE00wYNJtNDQaDqVcpO0d4MuA4juOo1+up3W6fuXXARsXBYHCmtgG6gGQyOXEJ0UkTBv1+X41G48TbcYbxZMBxHMcJ2NZBKpU6lbvfw7YNpk0I0AeM+zpuZ1qDI8eTAcdxHCeCbR2cpfT/MG0DRglPWmdMwB8nPvRlRqfDkwHHcRxnJJT+z7IR8WHaBtMmBJMmDNyd8HR4MuA4juNMBG8C6XStg4dpG9iEYJKXARWAUcuUfJnR9Hgy4DiO45yIDeynLf9T0o/H48pkMlN/H14GfN+4/QSsSR7VEvB2wXR4MuA4juNMTXQj4rStg36/r8PDw1O3DaZNCGgJRL/G2wXT4cmA4ziOc2oQCcZisamDu60unGb0j4QgFouN9Q+YNHJIu8CXGY3HkwHHcRznTJx1I+JZ2gYE+0kJwaSlRixH8mVGo/FkwHEcx3kobOtg2tO3bRtMK0q0CcG4JIKKRVQ0iHshyYQzjCcDjuM4zkMT3YiYSqVObB1YP4NpXQ9JIiSNTQioAkR3FGBW5O2CN+LJgOM4jvPIiLYOpllxfNq2Aad8dhCM+vpxS43wJvBlRsN4MuA4juM8ck67EZETf7/fn8oX4KSEYNJSI74vl8ud5aFdSjwZcBzHcd4Uoq2DkzYinrZtYD0GRpkOjZswYJnRWdcuX0Y8GXAcx3HeVGzrYJogT1VhklAQTkoIxi01Qmjo7YIjPBlwHMdx3hJO0zo4TdvA+heMCu7jlhq5O+Exngw4juM4bxnRjYipVGriyZzJgGnEiM1mU71eb+TiolFLjWgjcNtXGU8GHMdxnLccuxHxpNZBt9tVq9Waqm0wKSEYNWFA1WDU118lPBlwHMdxHhvTbkQ8TduAasI44yFpeMLA2wWeDDiO4ziPmWjrYJKtMeX+k9oG4xKCURMGvszIkwHHcRznnGBbB5M2Itq2waRxRRKHqHBw1IQBew2m8Ti4jHgy4DiO45wrpmkd2HHFSfbC4xKCUZsM7UTCVVtm5MmA4ziOc+6w44KTWgfTtA3wFIiaDPFxxINXeZmRJwOO4zjOucVuRBzXOpimbTAuIYguNbqqy4w8GXAcx3HOPQTzcRsRp2kbMEYYdSOMThNQbcjlclemXeDJgOM4jnMhiG5EHNU6OKltMCohGDVy2Gg0JOnKLDPyZMBxHMe5UNAWGAwGI6sAfF7SyH0FiAcTiUTQBkRHDq/aMiNPBhzHcZwLR3QjYrR1YAWI4xKGaELAx0gArtIyI08GHMdxnAtLtHUQbQ1MahvYhIDPkQDgN9BsNjUYDIYcCy8jngw4juM4F55JGxEntQ16vZ4ODw8Vj8dDQmAnDGKx2JVYZuTJgOM4jnMpiLYO7JjhpLbBqITALjXCGfEyLzPyZMBxHMe5VNjWQXQjIm2AaNuAhMAaDtkJA5YkXdZlRp4MOI7jOJcS2zqwtsYEfmm4bcBEAQkBI4dUDC7zMiNPBhzHcZxLS3QjYiqVUiKRGGob2PFBmxBkMpmQECSTSSWTyUu7zMiTAcdxHOfSYzci2tbBqLZBv98fqhzwvalUSv1+/1IuM/JkwHEcx7kyjNqIaNsG6XR6aGkRY4WdTkedTkfpdFqdTufSLTPyZMBxHMe5UkRbB1QJom2DaEJAZSGVSoVKwWVZZuTJgOM4jnMlsa0DvAkQHUaThH6/H1wJJSkej6vb7V6aZUaeDDiO4zhXGts6IAFg9wFeBTYhaLVaisfjInxehmVGngw4juM4V56orXEqlVK73Q5tg1QqNWRaxDplqgoXfZmRJwOO4ziO80O63a7a7XYI8pLCbgOqApgZdbvd8H0XfZmRJwOO4ziOE4EFR/F4XIlEQr1eL7QNOp2Oer1eqAwMBoOw/fCiuhN6MuA4juM4I7CtAzQCg8FAMzMzGgwG6na74WPS0ajiRV1m5MmA4ziO40yArYeDwUCxWCxUAgaDgfr9fvgTj8eVy+Uu5DKjiz8P4TiO4zhvIslkUrlcLlQEBoOBOp1OSA5oDXQ6HR0eHuoinrG9MuA4juM4U0LroNvtqtvtKplMqt/vKxaLhbZBLpe7cO6EXhlwHMdxnClha2Emk1EqlVKv11Ov11O/35d01FJoNpvBt+Ci4JUBx3EcxzkDg8FA7XZbrVYrOBPaRUbFYvHCTBd4ZcBxHMdxzkAsFlM6nVY+nw8uhP1+X91uV9VqVfV6/THfw+nxZMBxHMdxHoJEIqFcLqdisahMJqN4PK52u62dnZ2wDfG848mA4ziO4zwCZmZmVCwWNT8/r3w+r7u37+uv/+jf0fP5v6Rf+qlfVvOg+bjv4lg8GXAcx3GcR0QsFlMul9Py8rK+9C+/qpe+flutZltf+8I39Jv/6POP++6NxZMBx3Ecx3nEJJNJtQ+GJwr2HlQf0705GU8GHMdxHOdN4PlPf0yJ5NHyokwurU/85T/1mO/ReHy00HEcx3HeJF751qt6+Y9e1Ts+9IyeeGbtcd+dsXgy4DiO4zhXHG8TOI7jOM4Vx5MBx3Ecx7nieDLgOI7jOFccTwYcx3Ec54rjyYDjOI7jXHE8GXAcx3GcK44nA47jOI5zxfFkwHEcx3GuOJ4MOI7jOM4Vx5MBx3Ecx7nieDLgOI7jOFccTwYcx3Ec54rjyYDjOI7jXHE8GXAcx3GcK44nA47jOI5zxfFkwHEcx3GuOJ4MOI7jOM4Vx5MBx3Ecx7nieDLgOI7jOFccTwYcx3Ec54rjyYDjOI7jXHE8GXAcx3GcK44nA47jOI5zxfn/oltbUOaLjWoAAAAASUVORK5CYII=", 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" ] }, "metadata": {}, @@ -739,14 +739,14 @@ }, { "cell_type": "code", - "execution_count": 14, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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" + "
" ] }, "metadata": {}, @@ -782,7 +782,7 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ @@ -796,12 +796,12 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 15, "metadata": {}, "outputs": [ { "data": { - "image/png": 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", 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", 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", 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", 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", 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", 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" ] @@ -871,7 +871,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.9.18" }, "vscode": { "interpreter": { diff --git a/notebooks/Example_diabetes.ipynb b/notebooks/Example_diabetes.ipynb index 5473f05..316941d 100644 --- a/notebooks/Example_diabetes.ipynb +++ b/notebooks/Example_diabetes.ipynb @@ -206,7 +206,7 @@ "outputs": [ { "data": { - "image/png": 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ipoKjqqoxIgNGrDC/32+MMS3EUCzDFx97g7Qy8k02FM/wb5ceNebj127sJZTIksqqvNEbZf2+MKcuHruP7GBUGheDSm7ezA9SC+FZunTppCqpC8WGxgpSWzGcCsGcpQJydl6YLtMVHE3TCIfDBINBY08rSZKYP3/+hBf4vmDSEBuAnf3vXpyFjqXO7cAuS9hlCZskUe+Z3dXH5aLUtTKSJM143EchIbIsnAohX3AORkuCpmkMDw8TDAZRVRW73U5TUxPhcDhn6t54rGitot5jJ5wcsdTOOMI/7rFcfdo8IimFnuEU5x/dzIq26oKPmy2VxvnM1gFc41U2zyRILSybwcFBqqqqctaoFA4LwTGnxaG4wd6J4kGFhKa5uZm6ujokSTK2oJmI3uEUL+4MkFVUJAnsskQs/a6LWGiNlloX9118JAAvvR3k1qd2MKfezefeNxePY+bzcCqFUs00LmUmaSpMNkgtikKHhobQNI36+vpiHXbROCwE52BYOLquG0KjKAo2m42mpibq6upyfOzJXNTP7xjixie2o2o6kgS6DhIQSamTWqMzkODWJ98ikVFx2GTSisaNZy4qeMyF/n64UWqXqhgxlkJB6s7OThKJBAsWLKjYOM5hITilsnDEWuYbXtdHBpSLkQk2m43Gxkbq6+vHvAgmOp6fv9qNqunvPBbcdpkql42/X9U+qTX2DCXIqjpZVUdHY9dAfMzHWi7Vu5TbpSrG2jabbczdRiqBw0JwRBtAqQRH/Dne3ODx1pnoeJqrc5sy/79zl/D+JT58VZNr1jxxbh1N1U4GYhlsMpxzZGPBc5mtlMqlKgXFsnDGWrvSP8tDRnCeeOIJLr744oK/ExZOJpMBiis4mqYZU/YmMzd4rHXG46azFhFLq+wPJbn0hDYuOq614BrmC+6lt4NsOhBh5bxa3rfIx8NXHsdf3g4yp97Nqvn1BV/HcqlymW0Wjsh6VjKHjOBceumlPP7443zsYx8b9btSxHAE3d3dZDKZCecGj8VYrpmZphoX/37Z0ROuIXjp7SD/31M7SCkaj2/q5a6PLud9ixr4WJ5QAfx5V4Bfb+zCrme5tiHNElNg8nCl1EHjUrpUlS44lRlZmiLXXHMNdXV13HnnnWzevHnU7x0OB5Ik5dThTBcxoFxkBDKZDPX19SxcuJCmpqZp1/cUq2oZYNOBCClFI5lVSSsam7uGCz5+IJrmx+sOsLk3ztb+ND97rafiL1gzpRKGctThlGrtqSYkys2stnAikQirV69m5cqVdHZ28swzz/CJT3yCxYsXc+uttxrRexHRn6mFI1wn8+yUjo6OnHTlVCnF7N2V8+p4fFMvEuCyy6ycV0cio/K9FzrZ0hXh6PYabjxzIbG0iqrppLIamgyRVOFK7NlQUFYKZquFU8mWzqwVnE2bNrF69Wruvfdejj/+eB5//HEA1q5dy/PPP8+ll17KPffcw/HHH28IznRjOMlkkkAgYBRa1dbWIssy4XC4KBXL0zmmQog13reogXsuWv5ODKeOkxbU8+stffx1T5ChWIZoWuF326q45IQ2jp9TR1ZRyGSy1Mpp/rb5TWpsOhv2h/m/LgWP08ELu4JkVY3L3jOHM5c3zfg4i8XBat6cKVYMZxZywgkn8Mc//rHg784880zOPPPMnP+bjuDkzw2uqanB7/fjdDoJBoNTWmsiin2Rn7ywgZMXNhj/zioamgaaDpquk1F0JOALJzXSZo/zm7cU1nen2RkIcoTPxl8PpNC0IZKKDu+0X0TjKVY02vHXVhlu6qFIKV21csVwKvWzmbWCM1VcLtekXar8ucE1NTX4fD4j+AyVtfvmZNY4+8gm/vJ2CE9Ypr3OzQcW1XDgwAFSqRSDcZVoRiOSgaxk4393J0gpOpoODpuETdKRJZ1UJsO+/QcIOGVjZwSPx2P8OZ1dM4tBJTdvlmtdIWaVWvAnOCwEZ7IxnPHmBhdas1jHNt4xTYXx1mjwOvjXS1bQE4pBMkIy2AdAfX09i1odVB1IossyEhKyJKG+s5ZNlpnT4EHXdU5d0sDS+U2k02mSySSJRCJnZwTzwCohRC6Xq6Q3wVBCJdMb4+i5TpwFRm9Mh1K7aqUU5UrvizssBAdGXCpxc+RfUPlzg8WWtPlzg80UeyznZNeJpRVe2zfMnHo3S5urJn0siqKMBLzf6Tqurq6msbERp9PJafYgg6EIQc1LW0MVT6zfZ1g49d6RS6TKaePNvjh/PlDLx45vN17PvC1LoaZCSZJwuVzouk4mkyEej+N2u2cc+wLY2BXlZxuHcbiyLG0JcNPZS3AV6BGbLrOpR2s2DFCHw0xwxNAj8eFMZW5wPgfDpYqlFT71k83sDyaRJPj2Bcs4/+jmcZ+TPw7D7XbT1NSUc46yLHP6PA9z586hrq4ORzLAI2/EiKQBHUKJDEOajstu4087hvjosW3IspTT3SwaBc1NhUKERFYvnU7T2dkJjHweZndsMlPvdF3nz7sCbNwfprXOzbb9EfpjKqlIHFmW2DEQ49iOmXdIz0YLZ7ZkEg8LwcnPUqmqysDAwJTnBuevCcUTnMms80pnmP3BJMo7TZy/2tzL+Uc3jzmMKRqNMjQ0hKIoOBwOWlpaxh3wJTixzc2+GByIy+iaTiipEElmCSWzvNkb5a5ndnLDmUvwOEdbE+amQqenii27hlA0F+54P3P9VdTV1o4558XhcLBlQGF/VGOuv4rzj2mnyuNCkiRSWZV9gQRPbOph50CMGredOidUOWUc2HHabfi8M9uXq9C5FJNS1/dAZQ/fgsNEcGAkaCxMe3GRT2VucD4Hw6Vqr3cjSSBJIEsSHXWFt4pJJBIMDg6STqeRZZmmpibq6+snfY6SJHHZMQ1o1c14nTbiGZW7/7CTRFYlnlbY3htl04Ew71vsH/d8/u1Pb/Pa3jCKptFgy9JQnaHZp/PR41pZPq8mZ85LPJHgx6/08eKeKBkV5tWHiISCvG+el791K3QOKyQU2BNI0R9JE0pkWdTgZGWbC7u3jjOWNzOnoThNi6UuKLQsnEOcYDDI66+/zvbt23n44Yf5/Oc/T2tr65hzg6dCOS2cI1ur+eZ5S/n1lj5aalyEk1nOefAVTmz3cMUKF5lMhsHBQeLxeMFWC0XTeaMnik2Co9prkMdIoUqShE2WWNLy7sCuDy1rJJZWGIymsdukMWMle4bibO0aJppS2NoVoSucBF1nQNeojev0JkZGayxtqiKSVlnXGSOjasQz8LeuNIHUyPswlJLI2twMpiS2dEd5O5yl1ikTjqlIaGQVDads59S5Vaw6sp2ampopv/djMRtdqkIxnEoUn8NCcM4++2w2btyI3+/npJNOoqqqKme043Q4WGnxi45r5aLjWlnz0j5+9ko38YzKXzoVFlRrOG09wEgav7GxEYcjd6Toj17az6v7wkgSfGCpn0+/d07O78c7lwuPbaM/mqYrlGLVgnpOmDM6VpJVNTbuC7Ola5g9Q3F6hlM4ZAmPw04inUaSIBDP8txbA/QOJ1nSXE3PcIquUIL+aJpAPIOi6rjsEnUeJx86Zj5Ou0xDl447GaHaY+OYGp1wIktWUWl0S9S6ZA4cOGAEp0VMyOPx4HK5ZhSctiyc4nNYCM5NN93EI488ws6dO1m6dGlR1jxYWSpBOquh6frIj6aRUUfcxpaWloLZtUhKYWtPhD1DCWQJ3HYbn1rVMebWMfnHU+918NWzR793W7qG2dEXo7XOxar5DWg67B6M0z2cQtV0PA6ZOo+DBqdCSoGBZJa0ovHq3hA7B+K4HTKBWJpISiGr6tjlkXaMz586j+WtNWiazkkLfHgcNmrdDi48toXtfTFiaYV57gxeLY7P5yObzZJMJgmHw4TDYQCiGY2YIrOoqYbaau+UgtOloFyCU8md/oeM4Iw3v/Wyyy5jy5Yt7Nq1q2i7bx6MoLFA13XOXlLF89tlguh01No5da6b5ubmMVP5XqeNWrcdX5UDmyTRXOPEJuUew1TZMxTnyS29HAglaalxYZcljmqv4dntdiRGOoPr3A7qvQ4GQ0laaxzEVI1EJk0iq1GnQ53bznAyi02W0dFAl/A47azrDDGnwcuxc+q48NhWPryiGYftnYHz/pFygN7eXgKBuJHeh5H0fzKZZEdvmF++3kc0mcXvifLx5VV4HCMBVYfDkZMdc7vdOZXTVgyndBwygrN27dpxf2++IIu5Y2Y5XSpd142AsC2T4Z6zmtDctfg9MsOh4Lhr2WWJL71/Ab/bNkAklWVvIMk//GwL565o4oIjRtzLDQcivPRSH/HIMOctr2f0ENJchmIZIqkswXgGuywxEMvwvsV+/n7VHB7f1ENG0bDbJOq9DkLDEnUeG0e4PCPVy7LEh5Y1MbfBw/a+KHsDcQKxLJFUFk3TeXswzlNb+2isdtFe7zaK+jKKRlc4mZORMp+33W6npqaGHdvDDKVkBuPg9HhIeppY2OjImf+7ZX+QtwIZWqrsrOrwGK6YyGaWinLEcCpVeA4ZwZmIYm/3Wy4LZziZ5eu/3cGmAxGOa3VxzQnVuB25Q74m29c1z+fhn06fz3f+dxe7BuLEMyq/2qyywj8HOavx1PYh9oTSaEoGSY5wxonjH/uSpiraaz3YJIlaj4Oj2kYCt2csb2J+o3ekXgidnf0xXNkoS5uruOjkZWzaH8Zuk1k5vx5ZktgbSLBuT4B1e4LsHFCx2SGczPJG9zAP/XUv5x/Tysp59SQzKg/9dS9doRRep40PL3IzViSu3uOgxm0nmVXxOu20NNTQ2Pjuo/cMxnhq4w76hhVqXRqy3cGJzbmV02+99VZRK6fLsc2vlRavEMxzjcsxRH2qjHVM//1aF+s6Q2QUnVcOqBzbVsU/nr4gJyA81WNJKRqqpqNqI/03aUXDoYH6zt91VSetTvwe+aqcfO60+ewNJGipcdFqStM3Vjn5864AfcMp6jwOVrW7OXpONVUuO6ctzR1xOrfBw6/CafojaWwSeBw2nHaZRFYzsl4r59Wzoz9G51CCnQMxGqudbHIpnN5W+Ng+tKyJREaldzjFsXPqOKI5d4TIvmCSaFolmFRAdhK31bBixQLS6TTd3d0kk0k8Ho/RwiEQwen8osWp3Ojlcqkq0co5bARHWDiqqlakhZOPqqqEQiH6h0IjjXnvPNbpGenU1nWdZ98aYtOBCMt8NlbUTv5YLj2xjX3BJMmsyqp59SxvqWKgP8p759fidDqJRaOcNm9yM37qPA6OK5Cx6hlO0R1KsrlrmDqPHfwqR88psABgkyUGYym6wik0TWeez84xHbV0BhLUexzGdsY1bjtuh0y1y06t20G1ywaoBd9Dj9PGpSs7xjzuQDxDdziFoulUOW0c01FrVE6LnS0XLlw4ZuV0/la9k6mcLlcMpxKFRnDYCU6lB41FYWIgEEBVVc5bVsumQZX+aIYFPi9/d2wLAC/uCnL3H98mmVVx2yWuOqGGOWPc0Pkc11HLmsuPIZpSaK5xGl3xHznSx/kn1LB3z9vUTaNqN/POrqBOu0y9x86uwRjDySxZVWOfbSSj9n+7hugcStBc4+JDyxpxO2zYZIlkdsTqyrxjfR03p46F/ipqPQ4+tGzEIlrU6OW8o1vZcmCY5hoXbjXOkzsivK30c97RbdhlCXmMrJuZ4WSW37/Rjw7YZZlqt533LXp3C2TzZ2qunDbvGS6C02YhKlQ5bRYgsdV0OSycShWdw0ZwSuVSFSsFqWkasViMwcHBkWOUZJ7q1Ng+mOS8Fc2cd3Qz7XVuI439Zm+UVFYlkVEBG3tCUzsvr9OGt0Brgq/KyaBTnvJ5rd8X4q9vB5GB05b62TMUJ5FWiaUVHLaR8ujOYJqX+9Ns3D9i9SQzKh8/caQRVMRcEmkFj9PG0uZqlrfmFvNJksTpS/ycvsTP3kCCB/7Qw75Ais54H//75iDVLjsnzW/g0pXt495wqjYifroOTptEtWv0Xt0T3bAiOG0uOBSV0+ZG1mg0akwfEAwODpJKpQwhKsZYD6t5s8IwZ6kqSXDEOqFQiGw2iyRJ+P1+ntmT5PEte8moOtt6Y8xp8DDPVLp/8sIGfr2lD1mScNkljm0pbh/RVEhnVV7aHWRL1zA2WSKaVqhz28koGvUeB621bnxuhf6YQudQhqFYmlAiw7NvDrB7MIZdlnHYJDRNx+WwcURzNctaxi/MHIpliGe0kVqbQPKdlg+JZEblmI5ajmwbu/LYV+Xk3BUtQD8OWebSE3Ndr+l+poV2yNQ0zRjnMTw8TDweJ5PJMDQ0ZDymGGM9rKBxiYhEIqxfv55FixaxYMECYGTHwXvvvZfFixcD0NDQwOc+97mc5xU7SyWYyVqiW138va6uDr/fj91up2fTHhRNR9F0bJpOdziV89yV8+r410uOYkt3hCX1Mg16dNrHMtP6E0mSkCWQJbBJEnabjMtho63eTSSZxSZJbOpPsL4vQ0yRUXWdZFplW1+EA+EkNlkiGM+AruN22JAliayq47SPfRzLWqpprbGjZO1EdQdZRSORUdH0kfdsIi5bNYfzjm7BLktUuUbfBsWyFGRZNtLtkiQRj8eZM2cOLpdrVFxoJsFpqw6nRKxZs4ZbbrmFNWvW8PnPfx6AcDjMmjVrjMdIksSZZ55pCBLkxnAOdh2OqqoEg0HC4bDx/IaGBpqa3p0XfN5RTTz9Rj+JjEqt287ZeZvXARzdXsPR7TVEIhH6+qKjfl8unHaZDx7RSDSl8OreENG0woq2ajRtZKbOvmCCgYiChorbIeN22Kh22kgqGpFUFrssoWg6uqaR1XS2dA3zl11DnLGsacyYTI3bzqdXNvHG/iE65s7nd28MEE0prGiv4cjWybWt1HkcBf+/1JXGZotmorEe+cFp0b6RH5y2BKdEPPbYY/zHf/yHITYwMt/YLCLhcJhbb72VH/7wh8b/VUIMR9M0IyCsaRoul4va2tqRQr68np+j2mr4n388ge19cY5pr6GxemKXqdiWW1bVyChaQQsgn2Pn1PGL17oYTmXpjYz0RzXXuIimFGJphawKKjqgUeW0Y7PJ1DttVDnttNW6iKYVBqJp4hkNRdP59eZeeiNpLjqujWp34df3OmSO8Ds5cn49J85vMMS5GA255a4GnmlwWqyZSCSQJGnC9o2DRWUe1TiEw2G+8IUvjPsY8a1hptBmeDO9qCbbt6LrOrFYjKGhIbLZLHa7nebmZmpqakin02M+r7XWTWvt2FMHzccxHoPRNE9s6SOR0ThrmZ9jOmpzfl8oYNoXzfL8X/eRyqosb63hwysKz90xE0srpLIaaUXD/k4sx2GTcdllbDLoGkjohFMKDlmizuPgpAX1/MPJ81E1jTV/3svOwRiD0TT7QwlcB2R8VU4+cnTLhOfvkGXqPIXdjURG5bm3BkikVU5f6qejfvID1orJdKyQyQSnk8mkcR319vbi9XpZsmRJcQ++SMw6wVm0aKKC+xH27NmT829zDAfKJzjJZNLISsiyTGNjI/X19YYvXo6Zxr9Y38Ore8MksioHQkluP/8IagtYDebnb+5LsTumEIpnyao6x3bU0V5fWPwiySzP7xik3mOnpcaFquk4bBJHtFQzEE2TVe1IapZIRgdZIq1oqKqEx6kRy4y4WWvX9xBMZMgoKrIkoekj2aRoKjvj9+UXrx7gL7sDpLIjmwLedv7ygsPDCr0PxaRYbk+h4HR3dzehUIjm5uZRUwIqiVknOJNlLMEp5na/4104IhMhalzq6+vx+/1jjkuYyfFMdAGHElnCySwpZcRFiqaUgoJjxiaN9F/ZZAlJAtsYyY90VuXBF/ewfm8IVdeZ7/Ny6Xs6aKl28bc9QTRNJ5TM4nXK1HtlIlkbgXgaXQdV1XDKEs+/Ncjm7mG6gilkSWdRo5e2Og9NNU6ObB072zTZ92xvIEHvcIq0otHgdTAQTTPfP/50x0qxcKZKQ0NDRWeqZp3gnHjiifz6178uuIe44KGHHuKEE07I+T9zDAeKJzj564hh5cMFhpWPtUYhsqqGpo+MapgsY53T6Yt9I7NmNJ3lrdW01+XuQlHIpTqhzY03WU0srXD8nDqaa0bvXAEj2wXvHUrQFU6h6jpuu41qh516r5MlzdWEElnSqsa8Wjvz/V72xmVcQZlQPEN9lRN02LQ/DPqIqDVWuzl9SSMnLainzusc83XHO/58jumopT+SJq1qtNe7x7TUBAcjhjNTzHU4lRw4nnWCc+utt7Jw4UKCweCo1DfAj370I6655ho2bNiQ8/+lsnDEOpMZVj7WGvnH88ftg9z9x7dRVI2rTpvPFSeNXaJvXmMszlzeyBEtVSQyKkuaxp5yaD4Gv9fOp4+bi64zbvWuv9qFJI08V9V0+iMp/rRzkFq3nVh6JIi7orWWV3dGeOHtKNjstNa6WOz30BfL8kZvBIfdRmOVk5MWNLCwsYqPHtfGGz1RNuwfpN7r4PQl/kkFrsfikhM7WOD3Es+ovGdePY6xzDXT+1DKm3a2iVkxmXWCU1dXx3/+53/yiU98gptvvpn3vOc9LFq0iD179rB+/XrC4TB33303xx9/fM7zhIUx3e1+CyFJEpqmEYlEpjWs3Iy5teGB5/cQTGTQdfjhX/Zx4THNY6ZwC61RiLlTnPcrbrqJTsH7Th/Sjv6RoVguu8ybvVFi71QMz633sKylih2BDOGUjiSNZAl93loyWYXh5MjjOurcLGys4tITO+gZTvFqZ5Bdg3Faalx4nDY+sHR0WcBkP0ObLPHehb6JH2hitonCu5+X1dpQdC655BJ2797N6tWref7553n22WeBEXfrnnvuGbXNL2AMphIWTjFqcUTtRF9f37SGlUPhCyP/NprovirWxRWPx+nr6zMaXCf7Tb+irZZlLRH6IincdhsOm0xG1YhFVaqddv62J0Q8q6PqgA4D0QyaNkwsowLSO82bGQaiaZ57a4D+SJpwMksyoxLPKKSzM/+spkKlB43HWrtSRcbMrBQcGMlW/fKXvwRgeHh43Il/UNwYTjqdNlLcwKhh5VOhUJXvDWcu4u5ndqNoOledNo967+SyDtM5JzHUK6VoKNHYqHkwokpW/BTKgHxoWSOJtEJnIEFrnQtNg5d2B+gZTrJ7KE4qo76TEh+J0+jo9EZGAsdOu4TTJqPpGq93R3irL0aD10FG1Ti6vYZql52j22tHvaaZUtxos83C0TTNEpxSsXfvXtasWUNjYyNXXXXVhGIDxYnh5AeERTbAXCE8XczH8+EjmzhjqR/tnVL/iZjuhZZKpRgYGOCZHSG29qepcjn4h1MX4UkHDfcwHo8bmTYYqQsR4uP1eo1K1wuPayOjaDhsEkOxDK/tDRKOZwgmFFRNQ5ag2inRUuemdzhN8p32A13RqXXbsUm8M9dYI6tqnDC3jvOPbqXpHZeqnMzGoLFl4ZSITZs2sXLlSuPfd955J52dnTnVmYUQ1ZjTieFomkYoFCIYDKLrIxvnNTU1GXs/zYSxLpLp7JM92XNSVZWhoaGRquekyuuDKruCWbwOhbUvv83fH12N3W6nra0Nh8NBJpMxup+TyeSoDmgxC0b8vNEd50AwxVA8awzysgN+r8ycBi/9kQwSI66jLEkgQUudh5Z3Dt9f7WRBYxXzJkhdl9r1mS3rirUtwSkBq1ev5p577uGqq65C13XuuusuVq9endPGUAhROm4u/JsIXdeNgLCqqjidThobG439rCZbaTzRcU32eCZaYyLErJ2hoSGjtaK1tgb3273Y5DSyNFIJDCPWXGdnJzabzejfEXuuy7I8SoREub2q6bx5IEUwlkAxTQ3UGZk0mMlq1HsdpBQVTZeoctmY3+DhpPkNHN1eMxKI12HBBGIz1XOfKrPRwjHX31Sq+Mw6wYGRbV8E99xzDx/+8IcnfI4QnMlYOOZh5ZlMBpvNRnNzM3V1daNGOBbrW6uUlcYwUvE8MDBAOp3GZrMZwplOpzmuETIpO16HjUtPms+i1rqcsvn8Tma73W40ENbU1JCwVbO9O4pT1tCULIqk4LJJ2GQQsXmbBIqq0xWKUed2INW4QIIaj5MOn5tISiGSUjl+7sTucamZjUFjTdNmtAdXuZh1glMwqzPJC2QygpNKpRgaGjKa4Hw+Hz6fr2D1ptk6me5FVGoLR1EUhoaGiEQiANTW1lJfX4+maQwNDRGPxzmpzck5R7XR5H838C1iXuLYzNZMKpUiFosRi8WIZzV+uzNOT0zD47Rjk2XiWajxuqlOa0TTqiE6Thuga1TZVKq8MDIgMMve/mFSqQwNbhmf18HbQ3Fq3A6Om1M7bs1MKV2U2WjhiC/ASrVuYBYKzp49e9iyZUtOoFiSJPbt22d8oKIA70Mf+lDOc10u15hp8Ww2SyAQyLkx/X7/uH0pxfpgi7WO+QbUdZ1wOGx0prvdbnw+Hw6Hg0gkYozGqKmpoaWlZcLzFPGZhoYGYOT9S6VS7OkfRpczhJOJka2A4ypZTccuQbVNRrVBGnDbwe910tpQhU3SCScy6LJGOqtSZdOxKzqBgQyPvt3NUGqkoDAS9XHaES053dCleu/MlDJoXCoxqHShEcw6wQkEApx4Yu7+Jbqu5zR1ijdfVVXj/4RLlZ+lEsPKQ6GRYeVer5empqacb/ixKIaFYz7m6ZL/2olEgoGBATKZDHa7Hb/fj9frJZVKGSNMnU6nUaA4HWRZxuv1sny+myMGVVyeBH2RFOFMjFgii2QDr21khKfOSGxI1xWC0TguhwMdCQ07dTUeZBu4PC4aap3sjUYYiiVJZbLsdmRpZhibzTap9HyxKKVLVUrByW8IrkRmneDcc889APh8voJjKOBdCycfp9Np1JmIVgQxrNzpdNLU1JTTgTsRxRwzWoyLXFVVenp6iMViSJJEXV0ddXV1qKrK4OCg4SY2NTXh9/uLcmHaZZlLT2xjbyDJq/tCDCezZFSdGqfEglqJnqhKKA12CZwOGV3TiCZTqBq4HDLZVBZNlol7ZTSbl0Wtfqqrs7jtEsd3eGiolkgmkwXT86I4MRaLTWoL36kw2y2cShWdWSc4E83CGQ+n02lMUAuFQkagraWlhdra2il/SMUUnJkg3ENRH+T1eo1N8iKRCMPDw+i6Tm1tbUnGF7jsNpa1VOO2y/QEonilDA1uibOWNNCTcfF2MEVW0bDJMnuH4qSSWewOifZ6O7UOSGUU7FoaJR5meZ0dvwT+Gg9za22GK2iz2XIyY+IHRuqyYHR63u12TzmQWsq4EJROyCyXqsxEIhHWrl2L3+8v2EkuanBUVeW1115j1apV+P3+GbXzl2OWzUTEYjEGBgYAjPYKsYFbf38/iqLgdDppbW2dkvU2VTKZDFJ8iNNbNE7w13Lk/BbmNPvpGU5xdDRDPKPwRk+UvkiKSFrF7bRxRJuPo9pqUDQdj01nqc+OkklT/46YBALv1jjlZ8Z8Ph9dXV0oikJTU9Oo9LxAzAU2i9B4n3d+YFfVdJ7Y1MOO/hhHttXwsePaJrUVzVhrz7ZgdLGZdYJzzTXX8Mtf/pINGzYYM4uff/55zjnnHOONX7x4Mc8++2zOTONrr72Wp59+GlmWueiii4yB5cXgYLhUmUyGwcFB4vG4caHZ7Xay2SzDw8PGwK/m5mZ8Pl/JLkZN0wgGgwwNDaHrOgtafTQ3NxvuTUe9x5iwJ0sSoXgWTR9p+vRXOThubh31BRpTzbsdCDERmTEzdrsdTdOoq6ujpaUFTdMMS0g8NxwOEw6Hgdzh5GYRKjSiA+DFnUP8enMP/ZE0b/ZGaKxy8oEjRjeSToZSC04lz8ERzDrBWbt2Lb/85S9zxOTqq69m4cKF/PKXv2TRokWsWbOG1atX89hjjxmP2bt3L/Pnz8fpdHLWWWcV5YM/GC6VuMFFkLuqqoq6ujr6+/vJZDJG7EqSRnaRFDVF03EvJkI0e2YymUlZUcd21KJpOgsaPTR4nKycX1hsIHe3A0Emk6G/v98QHVmWURSFwcFB4zHmIeN+vx+Xy4WqqqTT6RwREokCyM3CiWSB+EwHo2liaZVYRqU6ozIQnX5luWXhzELBWbRoUU43+He/+106Ozt59tlnjaFbN998M6tWrcp53tNPP821117Ls88+i6ZpRZ34Vw4LRwRHBwcHDTfJ5/PhcrlIJpM5Vo7b7SabzZJIJHIK9vJjHC6Xa1oXqaIoDAwMMDw8bAShx6pVMlPtsnPakulZldFolL6+PhRFwev10tbWZlSO58/3NbtVwqIRuxw0NTXhcDiMucBmK8r8Xg0PD6MoCktrZZqq7LjtEv5qF6csmtqYCzP51cDFYrZsggezUHB8vtwP/K677uKSSy4ZVXNTiEraKiaf8dZIp9MMDAyQTCaRZRmfz0dNTY1x44v/b2lpoaGhwTguUSsjqoXzJ/4LK8jsWoxX8yJaIwYGBlBVlaqqKlpbW8ecZlgMFEWhv7+fSCSCLMu0trbmjACx2+1UV1cb6X1d13N2Osh3rWDEMjLv+VRbW4vdbkdVVcNqs9vtJJNJXJrGPx7tpCeqMK/ejjLcT39meun5clYwV6r4zDrBueqqq1i1ahVnnXUWjz/+OOFw2EiVC5544gnj4jJTCVvFjLVOoTVUVSUQCBjnUl1dbQhKOBw2hKOuri4nbiIQtTJe77t9SeJmzG9dEIiaF7MQ2Ww20uk0vb29JJNJbDYb7e3t08rsTZZ8cauurqa1tXXCG1ySJBwOBw6Hw2joFXOLzOctzt183sL9gpH3urm52Xi/FrzznMl2z491TlYMZ5ZxySWXEAwG+c///E8WLlzI2rVrc+I5mzZt4pJLLuHqq68e9VyzhVNMwSnGOvlVwuamUZfLhc/nw+l0kkgkCIVCKIoy0nzZ2pojKBORv+2IrutkMplxg7OyLBsWYU1NDa2trSXd9yibzdLb20s8Hsdms9HR0UFNTc2M2kfEnk+iQl3X9Rx3Kh6P57hU4XDYqO9xu93GbGqR7ZxK97yIn5VacPL/XonMOsGBESvnqquuKvi7/E3xzFTq/uLmNcSMmlQqhc1mw+/3U11dTTabHdd9msk5uFyunMpq4YoJ98v8fkajUWKx2KhMz3iu2GTRdZ1QKMTAwAC6rhuZp1I0JQp30uFwkEqljH3dRc2PEKN88XU6nYYIibomIdqFuucFwnpSFMUI4hfLIrFiOAeBiepwoHIFR5JGZiP39fXl9HKJ7vRQKGT8f319PU1NTSW1MMRWxNFoFEmSaG5upra21rgJzW6JyPTYbLZR8aCpHKPZZXM4HLS2tk677WKyxONxent7yWazOYFoMyK4bHY/I5GI8XlAbmZMWKIirW+OIcFIpm3Pnj2TTs9PhnyXqpKFZ9YJznTrcCB3M7xKERwR5BRulLnJMpFIEAwGUVUVt9tNa2vrhLtAzARhYQwODqJp2qi4icPhyAnOmuMiYoSFeUSpw+EYlRXL/1bXdZ2hoSECgQC6ruPz+WhqaippPELTNAYGBgiFQkiSNK61WGjTOXNmbKxgvDko3djYiM1mY/fu3Ubh4kTpefHjdDonFBAraFxCpluHA5UnOKLJUjSUNjU14fV6yWaz9Pf3G25VfmamFKRSKXp7e0mlUtjtdtrb23O2l82nUFzEXKwnbqh8a0BYQeLbPBAIkE6ncblctLW1lVRQYeQ97+npIZvN4vF4aG9vn3KWbaLMmNkCzEcEtc2ZMfPj89Pz5nqksdxXs+BUqtAIZp3gTLcOB4qfpRJMda1sNsvQ0JARaLTb7ca3ZiwWM7In5XKfhoaGjILBmVgYhYr1xA2VfzOacTgcVFVVoSgKiqKU5Hw1TWNwcJBgMGi4icWqwB4rMybKGcxWnzkrmO+Giv63Qml98xr53fNiimWliw3MQsGZSR2OOYZzMOpwhMsi3AePx4PP5yOZTBIKhXIyHTabDVVVGR4enlQP0FTRdZ1oNGr0W7ndbtra2oztdIqFzWbLsQZisRi9vb0oioLNZsNutxsV0kL0HA7HqHjQTM49mUzS09NDJpPB7XbT3t4+qfEjMyGTydDT00M6ncbtdtPR0YHD4RjVrhGPx0e5oSIeJEa6SpI0SoTy0/MwMrolk8nQ0tJS0nObCbNOcGZShyMuskwmU3aXKh6PG+6T3W7H5/Ph9XrJZDIkEgmjClW4MalUalS61XwTziQzJPbSisViBYvpSoGqqvT39xvVyea4Sf5EwUKp5vwA62RiG2KqYSAQKPpYjrHIz7Q1NjYa6XTAEBPzMU507vmZMbFLiMiMDQ8PG8/VNM0SnGJSjDqccsZw8pss6+vrqa2tRdd1gsGgEd9oaGigqakpJwUsMiTmwGx+Zijfv5+oEzoYDDI4OGiMq2hpaSmpywYjGUSxwV6h6uRCEwULnbu5CVOW5YJV0oJkMklvb69hYZTCesvHXD/kcDhob2+fsEaqUHGm+dzFn+ZYmLmUwdye0traygsvvIDNZuPII48s3YnOgFknODDzOpxyVBoXarIUPno8Hjf2IPd4PLS2tha8GfIzJIUyQ/l1ImNZAolEgr6+PtLpdNnSziL4HY1GkWWZtra2UYPox6LQuReqki403F3TNOP/8y2MUmEW1ZnWD42VGRsvKP3mm29yxRVX0N/fzyWXXMJ//Md/VGTl8awUnOmSb+HMtPKzkODkN1k6HA58Ph8ej8ewdsTOCVNtDxgrMzSeJSBJkhGIhJkFhSeLaEvo7+9H07SiVCePF5g1p+Xz4xrRaNSIUc2kYXUsRP3U8PCwURU90R5p0yG/QjwcDtPX14eu68Tjcb7//e/z9ttvk81m+dGPfsQll1zCOeecU/TjmCmHpeCINPRMyb9w0+m0McpTlmUaGhqora1F0zQCgYDhl/t8PqM2Y6bkm+TCEkgkEgwPDxOPxw2xAQgGg8RisaJ0jRcik8nQ29tLIpGYVHp9JohqYVHFK+pgamtrcblchhCb43nCfTO7Y3a7fVrnn0wm6e7uJpvNUlVVZWwcWErMsTCbzcYLL7zAmjVr8Pl8/O///i+tra3s3bt3UkmUg8FhLTjFsnBEylXEVkSTpSzLxGIxY5yp1+ulpaWlpLEEUbUcDodJJBLYbDZjKLzZEjIXquXHQ8RNOBXy40P19fU0NzeXfK+kdDpNT08PqVQKp9NJe3v7qFoe4Yaa3ZFCrthkR5OKYsWhoaEJCweLSSqVoru7e2S6oiRxxx13sHXrVk466SS++93v0traCsBRRx1V0uOYCYeV4JhjOFC8RjcxM1jMqHG73aTTaYLBIOl0GrvdTmtra0m7qwHDkhJp9/wucnNgMv8mzI+H5FcJj1d2by4adDgctLW1lXScKYwWOL/fT2NjY0FXsZArJhpWx4qFjTU7KJPJ0N3dTSqVwuVy0dHRUfIUe37ma2BggFtuuYVMJsOXvvQlvvjFL5Y88F8sZsdRFol8C2cmuxWKJkuBaLLMd5/8fj9+v7/k3/T50/fa2trGzZAUugnzY0H5mRGz+Hi9XmRZNtLOUJ74EOT2XY1l1YyHOcsjdv6YaHYQjLxn4topZWOpGVVV6e3tJRqNYrfb+e1vf8vPf/5zmpqa+O53v8vJJ588Kwr+BIeV4BTDwhGVueYLUQRyo9Eo4XAYTdOoqqqipaWl5N9+5gFVM6k1MQuKee38lLzZChLY7Xaampqora0teTDabNUUU+DGmx0Uj8eJRCI5sb/h4eGcWJhwyYopQIlEgu7ubiMG941vfIMdO3Zw2mmncc8999DYOL3ZygeTw0pwROxkOoIjMi9DQ0NommbMqOnv7ze+cWHkxhWd3qXerC0cDjMwMGAIXLGn7xWanZNMJo3AuEBRFHp7e+nr6ysYCyrGN7Co3BXd5JOpcZkp4tgjkQiqqhq7RZiHtI/liuX3jE0FXdcJBAIMDg4iSRJdXV18/etfR9M0brzxRj73uc+NErZsNktXV1dZ6o1mwmElOIWCxpMhmUwyMDBgpLMbGxupqqpCVVU8Ho9Rmi7aEcyuiLjwvF5v0XaMTKVS9PX1kUwmsdvttLW1zWhA1WQR4xwURcHj8dDW1maM4sz/EZgn4k2nTSE/ftHQ0EBzc3PJ3TZzR7ksyzklDGahK1QpXGiMq1mIx6sQVxSFnp4e4vE4drudtWvX8vjjj9Pe3s59993HiSeeOOq5r732Gtdffz07d+7kpptu4sYbbyy5qzddDivBEd/+mUwGmFhwFEVhaGgoZ0aNaAHId5+EdWGOBSQSiVHVweIGFAI0lW9Ac6k+FK5OLgXmoemFhn/ld07nB2Sn26JhTrGXKxgNudmgiTrKx3LF8uNBol8Oxp4dFI/H6e7uRlVVNE3j5ptvZu/evZx55pnccccdRhW2QNd11qxZw1NPPcW3v/1ttm7dit/vJ5vNWoJTCYgLeyILR7grgUDAqAZuaGjA6XSSSqUIBoNkMhnDtK+urjZuGPMF6Pf7jepgIT75N2ChGSiFMg6i0TKbzZZlNo54H8RuCaItYaJak7ECsvkW0HgtGi6Xi2g0ariL5UqxixiRSAZMNx5WaHzFRLODxBhXRVHYtGkT3//+97HZbHzta1/jyiuvHGXRZbNZrr/+ehYtWsTvf/97AD70oQ+haVpFVhgLDivBEZW64wlOPB5ncHCQTCaD3W7H7/fj9XqN/blFT1RjYyN+v3/CD9dcHSxuQPPIhkIpaXNKVmxPLNoDylXzYW7wnOnQdFmWp9yiARgjP+vr60t+E2WzWXp6ekgkEtPKfI3HeLODRJ2WqqokEgn+/u//nq6uLiRJYuXKlfzd3/1dwXPfuXMnHR0d3HjjjQDGWA/x2K6uLjKZDIsWLSrKORSLw05wXC5XTlpckM1mGRwcJBaL5TRZiqBhOBxG13Wqq6tpaWmZUXA2f2SDuURfWEL5KVmbzUZdXR0ul6tkw7jFsZiD0aVo8Cx0A4odKoLBoHF+wuIIBoMFB1EVy+IZHh6mr6/PsKZaWlpKLnBiEz/RU5fNZrnrrrtYtGgRixcvxu12EwwGc6rEBbquc9tttxk7x+q6nvP5pNNpPvvZzxIKhfjTn/5Uskrv6XBYCQ6MuFXmGI6maYRCIeNC93q9NDQ0GMO1A4EA2WwWh8NBS0tLST48c2CxoaEhp9NZlmVjC1/zzBiXy2XEgYo1xDydTtPX11eWtgQzZmtKFEnW1NRM6IbMdGM/VVWNOdI2m405c+aU5XzzA9Lbtm3j7rvvxuFw8LWvfY1LL710TMHTNA1VVdmzZw/vfe97AYyePYHL5eLiiy/mS1/6Ej/+8Y/58pe/XDFulqRX+r4SRUTTNM4880yqq6u5/fbbqaurI5FIGIIimiwVRSEUCuW4T5PZWXKmCLdNxDbM1bP5hWmJRMLYQwlG749UaH7wWIg0rNgfvJwxE9FlLayp1tbWMV+3UHGiuTZmKi0a5hqX6upqI+NWajKZDF1dXUYF+po1a3j++edZvHgxDzzwAMuWLRslmp2dnWzcuJELL7zQsKwvuOAC+vv7ee2114DCbTqf/vSn+fnPf866desMcTrYHFYWjjDlRSxBDIMSTZbi/4T7VFNTQ0tLS8kb8vKn7xUaWVGoSVNYAMINyw9Gi4rg8W6+VCplTKabTIVysVAUhb6+PqLR6KS7rCdTnDhRi4bL5coZylWO4WMCs+uWSqVYvXo1g4ODXHzxxXz9618flYFTVZVrrrmGbdu2EQgE6Ozs5Ktf/SoAc+fO5ZlnnuGRRx7hiiuuMFxQ0X7hdDr56U9/yr59+5g3b17Jz22yHFaCI8Zbvvjiixx77LFceOGFRq9RMpkkGAySzWZxOp20tLSUfF4MjHzj9fX1EY/HpzR9b6w4iKgGLlQT43A4DAESmSDhoo3Xi1RszLNjZjq6olBxonlkRX6LhsC851epxSZ/hMXGjRu5//778Xg83H333Vx00UWjjmFwcJArrriCU045hX/9138lFAqRyWSM4PDq1av5yU9+wg9+8APmzp3LBz7wAWDkGhBW0FNPPcXpp59OW1tbSeN+U+Gwcal0Xeeoo45i+/btdHR08O///u8sXrwYr9drXJjldJ/y3ZhSBGcL3XwifiWQZZna2lpqamqKXpqfj7kNQ+xGUYrZMflks1kCgYDhquYz0+LE8TDX9Njtdr7//e/z17/+leXLl/PAAw+wePHiUc/JZDJ89rOf5frrry+4GYCqqthsNn70ox9x9dVXM3fuXB555BFWrVplNA7feOON1NXVcf311xsjSSuBw8bCkSSJiy++mF/96ldIksRLL73EU089xcKFCzn33HON1K0I0E5mZu50MU/fczqdtLa2lqSgLT8YbZ6lAu/uFmEe2CUmBporo4vxPkSjUXp7e419wssVMxFtF+axn2IYmnC/8udH529S5/V6p9yiIbJ9/f39hst8yy23EAqFuPzyy7nlllvGbEF4/vnnicVirFq1Ck3TRm3/Ir4UvvCFLxAMBvnJT37Chz/8YTweD+eddx5vvPEG5557LnfccccM3rnScNhYOIJrrrmGF154gb1795LNZnn/+9/Psccei91uZ+nSpRxxxBHGKFBxsYlN6md645krdiVJMjrJy+HGiAI+RVFydpkUgVizG2ZOxdpstpw40FS//c0iJ1zGUo/pEJhFbqLu7nx3NJVK5QTlzcWJ4noY633I7/D+85//zA9+8ANqamr49re/zbnnnlvw/IW7dNddd9HX18f3v/99w5rJx+wixWIxXn31VTo7O1mxYgUOh4P3vOc903nLSs5hJzipVIobbriBn/70p1xwwQX4fD42bdqUY263tbWxbNkyQ4Da29tz6kDEDThZ90M0fg4MDKCqKl6vl9bW1pJ3kkOuGyPLMs3NzePGiMwTA81VwQJhNeV/+xfCvCVMuSbiwUjMpL+/n3A4bMxSnqrrVqhFI51O5zymUGmCcKHE7hz33HMPGzZs4JhjjuH+++9n/vz5o17rhRdeyJnQd9lll7F3715efvnlMY9NbCIoanFmC4ed4MCITy+yQaIWp7Ozkw0bNrBhwwY2bdrE/v37jcfX1dUZArRs2TIWLFiA3W43LrjxGjPNtS02m42WlpayfMOLlHN/f7/hxpi37Z0K5tYEIUTmoklzJkgIUH7v1WSHp8+UZPLdPai8Xi/t7e1FE7lCLRpmK0hkijRN46233uKBBx4gkUjwmc98hhtuuKHgF0w4HMbn87F69WruuusuAG677TbuvfdennzySWML6/z3bmhoiKuvvpr/9//+nzHpbzZw2MRwzIjhU/DukPElS5awZMkSPvnJTxpT1cwCtGHDBl599VVg5JtNWD9Lly5l6dKleL1e48YTJnc0GjUaLctV2wK525WIlPNMuskLtSaYYyBjZYIcDgeNjY1l6WTPH+lQzJ01BWO1aMRiMQKBAIqioKoqV1xxBbt27QJG9rm/4IILxrRm6+vr2bx5M2eccQbnnnsuH/jABzj55JNJp9M8+uijHHvssbS2thrbIQsXq6enh6OPPnpWiQ0cphbOVBFBvy1btrBhwwY2btzI1q1bjZSzLMssWLDAsIJUVcXtdrNy5UojC1RXV1f03TMLHad5lEP+iNFSYk7vFyI/CFusYLR4bTErx+Vy0d7eXraZMPF4nJ6eHmMn0TvvvJO+vj5gxDLet28fa9as4ZRTTin4fNFs+bOf/Yyvf/3r7Ny5E7fbzeWXX85jjz3Gpz/9aR5++OGc53R3d3PLLbdw+umnc9VVV1VMynsyWIIzDcQ32/bt21m/fj0bN25k06ZNDAwMMDAwQDQaZcWKFXzxi18kkUgYcSAxlkC4YF6vt2gWj3nsppiRU446Inh3Tk42mzUC0iKeYXbF8oPRkw3CjkX+djTlmpUjXlsMUpdlmb6+Pr72ta+RTCa56qqruPbaa0f126XTaTZs2MD73ve+gmt+5jOfoa+vjz/84Q8ArFq1ig0bNrBy5UrOO+88TjjhBAKBALfffjvXXXcdN910U8nPs9hYglMkVFXlK1/5Cg8++KDhagmzGqCmpobly5cbrtjChQtxOBwzTkPn1/OU86Yz9wQJN2a8Tvb8ymhzMBoYVRk9XuwlPxNUToHN7yz/9a9/zaOPPkpjYyP33HMPp5566qj3IJlMcuqppxIOh9m+fXuOi2UeKXHCCSdwxRVXcOONN9LV1cWaNWv47W9/y+uvv87pp5+Ow+Hg5ptv5uyzzy7LuRYbS3CKSCQSYfv27Zx00knASGDPbAFt377d+JZ3Op2j4kCiDshsAY3XkGhu8ixnWwKM1BL19PSQzWYnHFI1FqLE35wRy+8Py0/JS5KU48YUY5O9qWBOtUuSxDe+8Q12797NKaecwr333ktzc3PB52WzWX7xi19w3XXXceWVV/Lggw/m/F7EZnbu3MnFF1/M2rVrWbFiBTBiQQ4NDVFTU0Ntbe2s2aGhEJbglAmxQ6I5DrRlyxaj70eSJObPn5+TDRM1OmYLSPQRDQ4OGm0Jk53NUwzEHlzBYNAY2l6s4Gx+KjqRSIyqjBbFipOxqIqJSCSIURn79u3jm9/8JoqicO2113L11VeP23QqpkT+13/9F1/5ylf4+c9/zqc+9amcxwnReeihh2hqauKjH/1oxQ/UmiqW4BwkRBxox44dhhW0ceNGhoaGjMc0NzezfPlylixZwrJly+jo6GB4eNgYNVnOsZuQm3J2u920t7eXvJZIDCsTWbD8y1WMqBCCXIoKcfNeVE6nk1/84hc88cQTtLa2cu+993LSSScVdKFE2YX5d9FolJtuuonHHnuMl19+mWXLlo16vdWrV9Pe3s51111X1POoBCzBqSBUVWX//v2GBbRx40Y6OzuN3ymKwr59+/jWt77FypUr8fl8OByOnJuu2BkgyJ2lbJ52WC7Lwpx5a2xspLq6eswRFfnjSj0ez4wshEgkQm9vL5qmoes6X/va19i3bx8f/OAHufPOOwsW3u3Zs4ezzjqLJ598koULF1JdXW1UEQPs27ePSy65BKfTyfPPP29k1ISFc8cdd/D+97+f008/fdrHXalYglNGurq6qK2tnXTVqwgIb9y4kX/4h3+gv7+f+fPn09raSigUwuFwjIoDVVdX57QjzLQtwxwnKpdVIzDXEzkcDjo6OgqO/TQP6hK9UWams3OGuVrZZrOxY8cOvv3tb6PrOjfccAOf/exnxxSy3t5ejj76aNra2jjiiCN4+OGHjY5+YfG8+OKLXHLJJVx00UX8y7/8Cx0dHQA8/PDD/PCHP+TRRx9l8eLFh5Q7BZbglBzhg2/cuJFPfvKT/PM//zNf/vKXp+yb33fffTQ3N3PxxRezdetWoyBxy5YtObOARRxoyZIlLF++nMbGRmOOjDkONFE63pz2hekPFJ8u5hEWUx37WWjnjELDysbaOSOdTtPd3W0U2/34xz/m97//PXPmzOG+++7j+OOPH/d9iMfjnHLKKSxevJg9e/YQDAb58pe/PCqN/cILL3DWWWfR0dHBMcccQzgcprOzkz/84Q8cd9xxU3zHZgeW4JSJD3zgA/zlL3/h+9//Pv/8z/8MvPttt27dOq677jq+9a1v8eEPf3jSN7Xoe9qxY0eOG2begripqSknDjRnzpycyXiFvvXNQ7nKXUhnbva02WzGnlszodDOGea+KCHIbrfb6PIW7+0tt9xCT08P55xzDt/5zncMS2W84xejI+bPn89ZZ53FrbfeyuOPP87SpUu59dZbef/73298xuvWreMvf/kLgUAAr9fLbbfdNqNzrXQswSkxw8PD/Pd//zcbNmwgFAoRCAT405/+lPOYtWvXctlll/Hb3/6W888/f9Qa4XDY2PFhIlRVpaurKycd//bbbxu/r6qqMuqBli5dyuLFi3E6nUZbhqZphsXU2NhoWEjlwJxqL3WzZ/7OGYlEwghIx2Ix7rrrLrZs2YLNZmP16tV86UtfmpJFevPNN9Pc3MxXv/pV/vKXv3D99dfT39+Py+Xi7LPP5gc/+MGsTm9PF0twSsxPf/pTnnnmGX7xi19wxx138NBDD9HZ2Wl8E2qaxgMPPMB3vvMdDhw4MOrbvL+/n7a2NgKBAA0NDXR3dwPQ3t4+KSEQOx9s3LjRcMO2bdtmBFodDgdLliyhvb2dHTt2cMUVV3DsscfmjDQt9lCqQsco3Ldyp7thJE5l7vB++OGHeeyxx4wWhRUrVrBt27ZJrSWs1h07dvDAAw8wf/58/vrXv/K1r32NVatW8Z3vfId7772XI488ko997GN885vfzHneoc7hJ7FlQFw8//d//8e6dev44he/CIw08lVVVfHWW2+xfPlyYOSbdtu2bSxfvjxHbMQa+/bto7W1lYaGBtLpND/84Q+58847+fOf/8xpp5024bGIuTtnn302Z599trE/uIgDbdy4keeee46nnnrKqKtZu3YtixcvNtywpqYmww0zi1Ax2jLMKWeXy0VHR0fZgtIiA9bf348kSTlzhq+44gquueYatmzZMqUGSSEabrebN998k1AoxI9//GNjjW9961tceumlXHDBBYagmZ93qGMJTgmQJAlFUbjtttsYGBhgz549nHjiiaRSKQ4cOJCz7W0kEuGVV17hggsuyFlD0zRsNhsvvviiISyJRIL9+/dzwgknjBIbsaf5H//4RyNoXKjUX+yNffLJJ3PyySej6zof/OAHsdvtXHnllYTDYXp7e3n22Wd59tlngRHXSsSBjjjiCObNm4csyzltGSIdP1nyJ+KVc6YyvDsJMBaL4XA4ePnll/ne976Hy+Xijjvu4OMf/ziSJBUcAToZ5s+fT3V1NR//+MdpbW010uKqqnLMMcewfv36ihr9WS4swSkBoVCIH/zgB7S0tPDiiy+yf/9+1q9fz7p164jH4zkb3HV1dbFnzx4++MEPFlzrj3/8I5/85CeBkZvkzTff5MQTTwTezYBt3bqVO++8k127dvHlL3+Z3/zmNzzxxBMkEgnuvvtuPvKRj4zZ8iBJEs8991zOCE1d1zlw4IBhAW3atIm//vWvvPTSSwB4vd6cAWWLFy/G5XJNui3DfLOL/a/KVbwIuVvEOJ1O7r//ftatW8fSpUt54IEHOOKII2a0vvhcLrzwQvbt25eTkRRW4eEoNmAJTkn47//+b5577jl+9rOfATBv3jzmzZvHOeecw5NPPslLL73EWWedBcCuXbvQdZ0TTjghZw1xYb7xxhv8+Mc/BkaEbOfOndxwww3AyFiM1157jY985COcf/75/OpXv2LBggUA3H777fzqV7/itttuQ1EULrvssjGPN98ykSTJOOaPfexjhush5gJt3LiRbdu2sWnTJmAkzbx48WLDsjriiCOora0t2JYhAsOqqk64D1WxyY8VxWIxbrnlFoLBIJ/4xCe49dZbi9KLJsQllUrxu9/9jptvvnnGax4qWIJTZNavX8/999/PV77yFebPn28MwYaRb/aGhgZ2795tPL67u5uOjg6amppGBQ737duHy+UyxlLu3r2beDxuNIcCfPnLX0ZVVe6++25aW1vRdd1oLPz4xz/Ozp07WbhwIcC0+3LEHt9nnnkmZ555pjEHeevWrUYqfvPmzezYscN4zty5cw0BWrZsGfX19YRCIVpbW431/H5/2cQmv8P7hRde4N///d+prq7mvvvu44ILLphSHGUy7+X111/PbbfdxvPPP8+ZZ54501M4JLAEp8gcffTR/M///A9HHnkk8O63naIo1NfXU11dTTQaJZVK4Xa7OXDgAKqqEgqFaGpqyimB/9Of/mSISyaT4ZVXXqGjo8MQoK1bt/LKK69w9dVXG0FJSZJy0q3XXnut4a4UKz4i6lbe+9738t73vtcQud27d+ek45977jmee+45UqmUsW3yk08+aYx4DQaDOJ3OHDes2G0ZMJLmFlaV0+nkrrvuYsOGDaxYsYIHHnjAEOTJYhab3/72txxzzDGGZSnQdZ3u7m6uu+66ih1ofjCwBKfIuN3ugnsJCRGoqanhmWeeYXh4GLfbzQUXXMCDDz7I2rVr+dKXvmQ8LhAIsH37di666CJgJHX7t7/9jZNOOslwgV555RUAo+em0LduOfbKFiK3fPlyli9fzhVXXGHccL///e/54he/iKZpnHrqqdx4443ouo7H42HZsmVGW8bixYtxu91GW8ZYVcBTQdd1BgcHCQQCyLJMKBTi1ltvJRKJcOWVV/LVr351SgWNwgKVZZnBwUFuvPFGfD4f55xzTsH3ZO7cuXznO9+Z1rEfqliCU2Z+85vfsGvXLlpaWgD44Ac/yO23384Pf/hDhoaGuOyyy8hkMnzmM5/h1ltv5bzzzgNGCgi3bt3KN77xDWOtrVu3AuDz+cp/IhMgSRJz5szhsssuY+fOnVx++eUsXrw4Jw70xhtvsHnzZmAkZpUfBxKD180W0GSbMfPT7b/73e/4r//6L+rq6njwwQc5++yzp+1CPfvsszzwwAN89KMf5ZprrpnW+3O4YgnOQWDp0qU5/77uuutob2/nf/7nf3j66ac55phjuPvuu3Omum3bto1wOJyTzZozZw4wMytG7L6Qv9laIaZTnFZbW8t9991n/PuMM87gjDPOMHYFfeONN1i/fj2bNm1i06ZN7Ny503hsR0dHTjpexH/MbRmFtqkxd3jb7Xa++c1vsm3bNo4//njuv/9+430bi2w2a1iRuq6j67ohNnfddRfr1q3j29/+tuEqHWoza0qJVWlcgYjN6EU1cjKZ5LrrruOhhx6ir6/PmCq3e/du3vOe93DBBRfwyCOPGA2KMwnEihtMCJC4mdavX08kEsnZP6mYiDjQ22+/beyWsXnzZrq6uozHNDQ05IxpnT9/Pjabzdgz3e12G7NzxM4GX//610kkEnzuc5/juuuum9RUwt27dxMKhXJcYzG4vKGhgXvvvdfou4LDp2ivGFiCM0t48803efnll7n44ouNvipVVVm9ejWPPPIIjz76aE4mRFEUAoGA4boV4pprriGdTrNq1SpOPvlkjj/++FHf1EJwHn74Yfr7+7nllltyAtulRNd1+vr6cgaU7dy507DK3G63EQeqr69n7969fOpTn2L//v089NBDbN68mZaWFv7t3/6NM844Y1LCoGkaDz74IC0tLUYpwdNPP82DDz7IJz/5Sf7xH//ReJxl1UwdS3AOAb773e/yox/9iKVLl3L++eezdOlSfvOb31BfXz/u/tLRaJQNGzawbt06Xn/9dQKBAD6fj2OPPZaTTz6Z97znPTnu2o033shXvvIV5syZUzbRMSM299u0aZMhQK+//joDAwMMDg4CcNNNN/G73/2Obdu2GcJ06623cuedd076dR5//HH27t3LV7/6VW6//Xa2bNnCv/zLv3DssccCltjMBEtwDhEOHDjAs88+y+uvv47D4eDyyy9n4cKF1NfXT/oGUVWVzZs38/LLL7Nx40a6u7vxer0sX76cU045hd27d9Pb28u9995bhjOaGCFAfr+f2tpazjnnHHbu3Ek8Hufyyy/n1FNPZePGjZx77rmTmi8jXNhf//rX7Ny5kzfffNPYicFutx82DZalxBKcQ5yJbpL8mE0+u3fv5qWXXmLnzp1s2bKFP/3pT1x44YV873vfo729vZSHPmk2bNjA4sWLqaurQ9M0IpHIuPunT8QNN9zAk08+yTe/+U0+/elPA+/G1SxmhpWlOsSZ6KbLFxohQDBSKCi2QAZYs2YNAwMDvP/975/0mNRysHLlSuPvNpvNGDI/HR599FF+8pOfsGDBAqOt5Oyzz2bevHnFONTDHsvCsZgUV155Jeeccw4XXnjhpIeBzUZisRi6rpNIJNi6dStvvvkmf/jDH/jCF77AueeeW7Z9vw5VLMGxmJDrr7+eZcuW8fnPf75kE/gqhUIu6Lp166iurmbp0qVlG7V6qGK5VBbj0tfXR2NjI//0T/90sA+lLJjFRgTbTznllIN4RIcWloVjMSEHIwVucWhiCY6FhUXZsKqXLCwsyoYlOBYWFmXDEhwLC4uyYQmOhYVF2bAEx8LComxYgmNhYVE2LMGxsLAoG5bgWFhYlA1LcCwsLMqGJTgWFhZlwxIcCwuLsmEJjoWFRdmwBMfCwqJsWIJjYWFRNizBsbCwKBuW4FhYWJQNS3AsLCzKhiU4FhYWZcMSHAsLi7JhCY6FhUXZsATHwsKibFiCY2FhUTYswbGwsCgbluBYWFiUDUtwLCwsyoYlOBYWFmXDEhwLC4uyYQmOhYVF2bAEx8LComxYgmNhYVE2LMGxsLAoG5bgWFhYlA1LcCwsLMqGJTgWFhZlwxIcCwuLsmEJjoWFRdmwBMfCwqJsWIJjYWFRNizBsbCwKBuW4FhYWJSN/x9/Wh7iVDLvswAAAABJRU5ErkJggg==\n", 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", 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\n", 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -359,6 +359,7 @@ "source": [ "g.plot(\n", " node_size=10,\n", + " edge_width=0.2,\n", " edge_alpha=0.2,\n", ")\n", "plt.show()" @@ -378,7 +379,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -437,9 +438,9 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" + "
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\n", + "image/png": 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" ] @@ -543,7 +544,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.9.18" }, "vscode": { "interpreter": { diff --git a/notebooks/Example_horse.ipynb b/notebooks/Example_horse.ipynb index 68cc62a..f4108c2 100644 --- a/notebooks/Example_horse.ipynb +++ b/notebooks/Example_horse.ipynb @@ -11,7 +11,14 @@ "The sampling density varies with the level of detail on the surface. For example, \n", "there are a lot more points on the head than on the stomach. In addition, the \n", "data-set has several hollow regions, which FLASC's centrality metric has to deal \n", - "with accurately." + "with accurately.\n", + "\n", + "The horse-shaped mesh-reconstructionn dataset is obtained from [a STAD\n", + "repository](https://github.com/vda-lab/pySTAD). The meshes were originally\n", + "created or adapted for a paper by [Robert W. Sumner and Jovan Popovic\n", + "(2004)](https://dl.acm.org/doi/10.1145/1015706.1015736#d17686678e1). They\n", + "can be downloaded and are described in more detail on [their\n", + "website](https://people.csail.mit.edu/sumner/research/deftransfer/data.html)." ] }, { @@ -37,7 +44,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", "text/plain": [ "
" ] @@ -77,9 +84,7 @@ "membership probability. All branches in this point cloud (legs, head, and tail) \n", "are quite large, so we set `min_branch_size=20`. Because there are no noise \n", "points and to speed up the result, we keep `min_samples=5`. Note that this value \n", - "is unlikely to cross the hollow regions in the legs and torso. The resulting \n", - "condensed hierarchy has two very un-persistent branches, which we filter out by \n", - "setting `branch_selection_persistence=0.1`." + "is unlikely to cross the hollow regions in the legs and torso." ] }, { @@ -92,7 +97,7 @@ " override_cluster_labels=np.zeros(X.shape[0], dtype=np.intp),\n", " min_samples=5,\n", " min_branch_size=20,\n", - " branch_selection_persistence=0.1,\n", + " branch_selection_method='leaf',\n", ").fit(X)\n", "g = c.cluster_approximation_graph_" ] @@ -101,7 +106,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "With these settings, we find 2 main sides of the cluster, with 3 branches each." + "With these settings, we find 2 main sides of the cluster, with 3 persistent branches each." ] }, { @@ -111,7 +116,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": "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", "text/plain": [ "
" ] @@ -122,8 +127,7 @@ ], "source": [ "sized_fig()\n", - "c.cluster_condensed_trees_[0].plot(colorbar=False, leaf_separation=0.2)\n", - "plt.yscale('log')\n", + "c.cluster_condensed_trees_[0].plot(leaf_separation=0.2)\n", "plt.ylabel('Eccentricity')\n", "plt.show()" ] @@ -132,8 +136,8 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "The resulting branches neatly correspond to the legs, head and tail. The torso gets\n", - "its own label, indicating the most central points." + "The resulting branches neatly correspond to the legs, head, ears and tail.\n", + "The torso gets its own label, indicating the most central points." ] }, { @@ -143,7 +147,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -173,7 +177,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Computing the branch membership vectors to re-assign each point to the closest branch centroid in the cluster approximation graph lets each branch grow into the torso for a potentially more useful segmentation." + "Computing the branch membership vectors to re-assign central points\n", + "to the closest branch centroid in the cluster approximation graph \n", + "lets each branch grow into the torso for a potentially more useful \n", + "segmentation." ] }, { @@ -195,7 +202,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -236,7 +243,7 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 8, "metadata": {}, "outputs": [], "source": [ @@ -258,12 +265,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 9, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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ACYICADBBUAAAJggKAMAEQQEAmCAoAAATBAUAYIKgAABMEBQAgAmCAgAwQVAAACYICgDABEEBAJggKAAAEwQFAGDi/wD4zx4AOvncdwAAAABJRU5ErkJggg==", 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" ] @@ -274,7 +281,7 @@ ], "source": [ "sized_fig()\n", - "c.condensed_tree_.plot(select_clusters=True, colorbar=False)\n", + "c.condensed_tree_.plot()\n", "plt.show()" ] }, @@ -287,12 +294,12 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -329,12 +336,12 @@ }, { "cell_type": "code", - "execution_count": 13, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -379,12 +386,20 @@ }, { "cell_type": "code", - "execution_count": 16, + "execution_count": 12, "metadata": {}, "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "C:\\Users\\jelme\\Documents\\Development\\work\\flasc\\pyflasc\\flasc\\plots.py:283: UserWarning: No data for colormapping provided via 'c'. Parameters 'cmap' will be ignored\n", + " plt.scatter(\n" + ] + }, { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -411,12 +426,12 @@ }, { "cell_type": "code", - "execution_count": 15, + "execution_count": 13, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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dmabbzZicb7B2eZusv421BhysXFrnU+/9HHe+6Thv/Ip79vcJFUIIIQ4ICZpi333mDx7j+c9fpLM5WotIoUirMYdOzvO6Nx0n6xtOP36Wp8+vYq3hxN1HCeOI/nafiZkane0ezjrqzQqHbz9M3hswe2gS56AyUWXphSaD3DF/bIrmVJ16s0YYhFggSUPSekoYBtQmfOW02/K7A3VaHR79+FMMOjmHTszyjm94I1fOrpANXqC12WJQNNkO4NRjZ/nYez7Lfe+4SxZwF0IIIfDTZ4XYN62tFp/83c9y/vkrowuLrufJmQbT8xMoFJVmytZml0G3z/KFNfKBIa0lVOoJaT1lYrZJnMRMzjUJQnDasb60xebaNoHSzByZ5sgd84RBQN43LJ1fYTDICbSmMVMnULB4YoakkhBFmupEBaVh6fw665c3WV1aJ65FRFHEzOIEM/OT6DD0M5UUoKC9MeDpzz7Pk595bn+eTCGEEOKAkaAp9tVHf/OzfO4jj0GOD22BRgUBKE1SSZmam6Q+WSPQioUTM0zOT9OcquOwrC9t0tpo44xDaUV9qkq31UdrRdbP6fdzsA4VKBoTNeIkpFJPcc6R9XPyfo5Tjn47pznXxBhLWk9pb/dprbfJch9m61M15o/MkqYpcRoyMTdB0qgQBvjxmIH2bUfx9GfP8oe/+gmyLH+phy6EEELc9KTrXOybjdVNfutn309n04DyoU0FGoeiNpFQmYipT6YcuWOBzeVtto90MYdymhN1Bt0BWddgbE6WGaqNlH5nQNbPGPRz4jQmCDVRHKCCgNwYXO6wgSWtxJjckOWGPPMz0fudPlGoaW926Lb7DLoZURpTqaTcef8JsixnamGKI7fNsLHWYu7wBFE9gVaOArDgtAELf/gbn+ZLvuFNvPOb37LfT7EQQgixryRoin3z77/vlzj79GV/RivCJCCtJYRBRFKNmZ5torRia61Nv9cnrkTkA0WUhNSbVcIoJMszVi6scuH5K9SbFdaWNmlt9Tl2+yzVeoX1pS1snuGMJUpCTGZoD3KmFycwWcbFM2v02j0qlYjlyxu+K32yxszRacwgpxdqsmyAUhqLpb3dJ+/lVKsVJiabuFxhjWHQy+i3wWHot3J+9vt+kbd81V1U67I1pRBCiFuXBE2xLx799JN85Dc/589o0KEmriTMHZoiqibgHEEYorRi0BuAU3Q3u7Q2OygFSkNzukG3PeDph15g+fI6tWaVQTej3+nRXtukPtPk0gtXGPQG1CdrKGPp9nLMIGfxxBxpLeX5z58hCANWLq2xeaVFY7bBG770DibnG2QGeu0eG8vbhHFI1u6TNQZYBzrSNKdrhFEACtaubGHybbKeAutYOrvFT33fL/O9/+6v7u8TLYQQQuwjCZriNZfnOT/xN36+3MURpQKiKKAxWeX1bz2BNXD66QusLW9xdxyRpCEXz6zw6KefpdNuc+TkIodvm6e13sNkOf2eIR9Y8r5BqQCCEGsd22vbtDa69Ds9tla2yXMII01SidlY26bhLGEU+zUxe5ZOP0Nvd9le73L26YuYzLK1us3TD5/DYrj3y+5gcr5JlIbkgwHd9oCJmSon7z3OYx95hkG7T573cbnvQv/gL3+Kd/2pd/D2r7l3f59wIYQQYp9I0BSvuR/+qz/N0rkNf0b7GeYq0DSmatQnGpx+8jyrF9fpbHU48+QFZg9Ns3RujTwzOKOxmUPrgCDU6CDm5L1HWDg2S1yJ0BpMbqjUU9qbHZxxdFp9Vq+sE4WKRjMlbVRZODbL9HyDucPTWOPQgWbh2DRhHFJtpsRJTLvXod/LMHlGnltWLm4yNbeGzS1Pf+4cq5dX6bZq3PeO1zF7dJKlC6vQ6uOnoTuw8MN/+af45Sd+glqttl9PtxBCCLFvJGiK19Qn3vcAn/69zw/PK6VBg7GWtJawvrxBa7uDcYoss37M5WaHwSDn0MlZKrUKMwtNkjSmVk8wQFwJUYcUeWZob3eJk4CNpW2yvqE5W2d6cZIwDFDKMTk3CVoRBIpOq0dzugYOojRh4fgM+cCH1DgJ/YxyB0kzYe3iJoFWXHphiTxzdLY7WBtgLZx5dglQ6AhQCqU1Dl/VHGzn/JM//9P8+G/9f2XHICGEELccWd5IvGbWljb54b/4c2AcACoKINSgNVElABzdTo6OIqrNlHqjSm4M1kEYhcwfneHut5wkTkN6nT7b2126rR6t9TZpI0HhK5OdzS7WGLqdPjazRFHI9OIkE/MT1KZSnIN+N2PQzRh0Df1eRq1RQSuFNZZee8D60ha9Th8ize13HePO+0+Q1FOc0+RZRlpNqDVS0lpKe71Nv5+TVNKxJZrC4V/X4x97jv/8Y/99/554IYQQYp9IRVO8Jvr9Pv/7u/4pzhQDM7WCIPBhzBWVTQtbqy1cP2N7tUteHdDYqFFv1IkqEY2JKnmW4VAoBf1uH6VDsl7G+Wcvo5Qi0IqoEhNVIhzKXydUaOXAgXZQqyX0+n2mFyYJYo3LLauX1sgzCwqSNPYTlLRCWcegn5GkEdPzE6xf2UAB66vbtLbaGCzVXkygNE4zHApAoFCEOJsDjt/8Nx/kDW++k3d+81v35wUQQggh9oEETXHdWWv57q/6p2wtdfFpD1QUktZjej0Dxk/m6fcznNJsb3QggEFuMcbS3mjTCOpsrrZwxpENcgbdjPWVTXJryPs5a8stZufrHL7jEBNzNcLA7+LTafXod/tsrrfI+85POpptMF2dpD5VJUojNle3WTu/xqVTl4kqCRNTVaxTzCxOogJFa6ODdYZ+u0e/m9Ht5eTWkg/8wu+d7R5xHKHKLYJQVGoR3VYfjJ+F7rD88//tP/FPfvlv8o6vfdM+vyJCCCHEa0M559x+N0LcvIwx/Ok3/H16G/2imll0m8cxYRKSGwfWEUUwf3iGMAkxucE6S6UWEQYBK1e2yPOMhUPTTEzW6Q0yli+ssbXWwg5yCAJM7jcdn1+cAQUuz0gbdaJUsb60wZUzW4CjOh1y/ORRCGBrvUugHUoFbK5tsbXWI63GKKXJ8gGNiQaHTk5TbVSwznHphWWyXkZtpkatlrCx1kIREoR+kfmttW0211qgAuJYM+gbyDJcZkCrYjyq4v/zb7+LP/Fnv3b/XhQhhBDiNSJBU1w3m5tb/IW3/SD51gBnTZExnZ8wE0YQBf6K1gGWtBpTb6T0uh2qlSphJaLfyWhv9cjzAZVKQpLEGGfptgb0uwOcc4QB5Jmf5a1TsAOGXfRKa5y1xX3gA1+gwVpc2WUfFvPEc1Cx75a3OSRpSFJLCMMAh2V7vYMO/KLy9UaKdZbWVhurHHGQsL3VxuQAxZAAY/z9ZGb4nKhAQxDw577n6/hL3/MnX7PXQgghhNgPEjTFdfHkw8/w97/tpyDPwTmfMZXvRlYaQI/GaFoAB84Or4N2RFHoe9o1ZLkhSQKwlm53LDgCODdck3N00a4LhkETfKwcUWpsTpwu2jn6JSpSRIHGGFu0PUApv4ySNcXhVADW+MaWt7d+5rnLMgj9KBWFHytKqLn7Hcf58V/9HsJQRrAIIYS4OUnQFK+6H/+H/4UP/uKDvqJXvL2cKscvgnI5qBACzXDNSWfHwuJ4iCx+qrHTzhX/7bxf5+zO640bD6b62ssM7Qid5XVV2YDxRo2H0bHfa6A8hrNgc5z1M+vL26ryT05piEL+3fv+PnfefeKabRJCCCFuVBI0xavm4sWL/NWv+JeQWx8ETQ6oImSOMQYVlSGTXdXIXQFyz7fnHhVM7NUB077EW3uPwHlV0LzG9a4Kn7sfY1mptQang6tvqpV/bMW4zcP31vi59/7oi7dXCCGEuMFI0BRfNGstf+ObfojzT29AblB6V/Uvt0XXOTvC4FXxzbm9T++80lUh01/9Gl3l5W3Gz46Hwi8mbO4+1q7wedUjKB6/AghH4dM5N1zu6a/8o6/nz/zVb9n7voQQQogbjARN8UX5C9/6A6x8vuODYVAEtEGO0nqUuYwdha58NDEGa4olgXbbO0yCw5VHuta7dvfYzeHl5fqdw//zyqD4It3plL3nw+WLdtlj3KfDwXglU+HHpIIP4sX9+j8/B1Ho224cLgr5Oz/2HfyJP/1V126TEEIIcQOQoCm+YNZavum+74eBQSk7DHQ7olZuR+fLoOkclAu2D2ehF6evPsIrbNy1qqLjyfULDJpfkLGAqdgZNsNg9AiLUO7A745Uni4CqTMWnEY1I/7gs//iVWqbEEII8dqSoCletq9/4w9AP0eFfiq4srZYrcjvCc4gGwWpMmiWwdIYn/vc2IzxMmyW78Bil6CrxjsWVABhVTM106RRr1CfbFKfTnE4pucnmTk0yezcBCQRszN1mvN1ahNVwsjvW64V5MZijaXf7dHZGrB6cZM8z9lea7F0aY3ls2vkNidrD9ja6NDa7LCxskm/m9Fv71lmLcZasvOxqOJxaFVMDnIoHezoMifQOMUodAYKwnAYOJ1Sw4lPLtdQCfnAw//85b9gQgghxD6ToCn25JzjG7/uh8hXMsgtOi0qdeU+5UUAUjAKlf0iaDrfBayyvFh6yI1+AmD3HIKpAj+DZvG2Kd7+rvs4cvsii8cXmTs6wcyhKZJKQhgFhGFw9Y2vI+cc2SAjH1i217dYvrTB2qUtrpy9woMf/jxPPvwCKoLBusGN1qQvutx3LZ1EET619qFSAaH2N4lDUGpY5XQAWo+qngpsnvvdhpwmnAl53x/909fqaRBCCCG+YBI0BQB/+tt+iPWLBpdbiByEarQkTxEch5EpK4KltT5wGocy1k8EshQ/zTCUAqDhy/7scb7vX/xdkiR5TR/bfnLOoZQiz3N+5Pt/kk/90lk/XrR8anUAWuGCYLiAvYsCv296EPiQGahh176FYVe7f12MD565QoWar/zmlH/2z7/vNX6UQgghxN4kaN5CnHP83b/2Yzz2UGe0FGToIMB385b/7SW3Phs5wFiU9eMtlbEoB/Qyf5ktqpwzAf/zsz+B1nvM4BYAZFnGt9/zvbhB0SWvFC4JQGlsFEBQLA2ltQ/+gB3rar+KG6scZ4ArhjREmu/+e+/kz/z5b3gtHpYQQggxJEHzADp39gJ/40v+2XCLxP/40A9w7PixHdd55qnn+Nvf9NO4KPCr9wShr4LpYredYoMdAv+fr5CNLxy+i7+zqy83djj2UJfrY1o3DJiqV0zk0fArD/wAU1NTr9rzcKt54NMP84N/7hf9062BWOO0xoXaP++RxpavUbTH8IFrvYYl46vMygJZMYxUq+GQBlWsCKAzgwugugC/9ZEfv+own/jQA/zQd/0ncDB3T8DPf/D/JoqiL+qxCyGEuDlJ0DyAvmnqr42W4ynCoSoW9kb78IFSuDiAKByO7/M/fQCx4JNEND6j+RohpOj+Ho4tzBlNbFEOnRVVShxkxo89LOa/vPuT38vMzMyr/AyIBx94hO//C+8enndKDZdHsgH+PQD+NYrLxd/xXzL0i1Smy3G11kHuX/BhpTozKGtRufWhNDeovNjJyFq/b7spvlgYO3qPxgHvXf5Pr+rjF0IIcXOQTZYPmBdeODM6U85cVgpXbqGtlZ+5HOnRvtrB2ISRcdHY+fL7hLWQKzDFsQPl17wMNP/mZ/4cd77+BGka+ZnkYt+87e1v4n1Pv+llXdday2CQ8alPPMYPf//v4UwZDItu9Mj5cZ7lmgDl+yhSkNnRZYHCoSFk9PqH4DKDypyfuKS1P/b4dp+5fFcVQgixNwmaB8za6ubVF5ZjJ7UuxuztDoHFgEtX/LTFJBEb+OqkwofJWsh/++9/g0NHFiRI3kS01qRpwtd87dv4mk+97arfZ1nGf/7p3+bX/9vjkOW+3B0CofKTuMrtMMtdi1S5hZEadcdr5W+nlR/7WQbO4fWFEEKIq0nX+QHT7Xb5ziN/e1SBDHy1sfwwV2GIC4OiC50ifOJnLucOwggaIe/58A9QqaT79jjEwWet5ef+7a/za//5EchzUNaP2SyWq1J5ESSzHOUcLs/LGxZd58V7VCneuyZd50IIIa4mQfMA+qbpv75zV5vAr6GoggAolsIpZyMHii/703P8sx///n1rr7h5nDp1ir/1x/8DyubFuF1fHVeu2N3JmOHKA0MSNIUQQlyDdJ0fQMe/dJKzn1kf28/b+e5K4yCN+M8f/z6OHj+0n00UN6k77riDP3j+J3Zc9kN/79/xyV95CpUXuzuNb/OpFP/y/d/z2jZSCCHEDUMqmgfUNy/8TVxmQCs/4xz4J//jf+cd73h5E0SEeLV987G/Db0Bbmwb0S/51tv4kf8q1XQhhBB7k6AphBBCCCGuC9m2RQghhBBCXBcSNIUQQgghxHUhQVMIIYQQQlwXEjSFEEIIIcR1IUFTCCGEEEJcFxI0hRBCCCHEdSFBUwghhBBCXBcSNIUQQgghDihrLdZasizb76a8IrIFpRBCCCHEPsuynIvPX2ZtaYP1CxtcOrPMxWevcPjOebbX2lSbKW/9uvs4ce9xGs3afjf3ZZOdgYQQQgghXiNZltPZ7nDhucs8/8hpls6vsbG8yfKFdbaWtgjCAJPnDHo5JjcEkSaMIwadAYdun+e7vufbeONX3oNSar8fyssiFU0hhBBCiFdZt9vj4nOXWb6wxsr5da6cuczF56+wdmWb1so23d6AvJf7rnHnMJkhzzOiICCpVwkCRVJJiCsxOKhOVNhca3HmifO84cteTxTfGBHuxmilEEIIIcQBZHJDa6vDuWcv8eyDz3Hp+VWWLyyzdG6N7bUWg/4Ak2VkfYPNLFmeYcvhlnr0UwFBqMhQhIMMFwWo3gCsYfboLFEtJlIBb/qaewjCG2eKjQRNIYQQQogX4Zxj0B+wtdbizDOXOP3YaU49co7VC6usrWzSWm/Tbw8Y9PvkPetTowVeanCiBq0VURyhAkVASBRDc65JksbEccjk4UmO332YxnSDQGkWTsyjtQRNIYQQQogbSq/XY+XCCutXtli5uMG5Zy9x5dQVLr6wzMqFNVrbXfJeRj7IsRYfJv3/edcKlgGEoSYIQ1QAg2zA5NQEcRIRJxFTR6doNKvUJmtU6xVe/9bbmTo8QbVeYWKuzvyRueGYzBtlbGZJgqYQQgghbhnOOXrdPttrbZYuLHPqsTOce+IyZ565wMr5dXpbPbrdPoNuDzNcUcjtyJNjR2PHSpEBYC1RJSSpxERJRFKNaM5MMD3XYGJhionZOnMnpjl0bJ7mTJ3GdJ25IzNEUXS9H/q+kKAphBBCiJtOnuesXFzjyrlVls6tsnZhlYunl7hyZpkrZ1fZWN1m0B34ru4dlUg3+qF2XgT+Mh1CEAXEcUhaS6hN1JiYbtCYrjF9aJKFk3McuvMQc0emmD40xfzi9GvymA8iCZpCCCGEuCE55+i2u3Q2u6yvbvPMY6e48PkrnHv+Mstnl9lcadPaamEzQ94f3mrHj6sV6TKAOA6JKyHVeoX6bIPpuSaH7ljg2J0LLByfY/GOOeYOz1KppTfUuMnXkgRNIYQQQhxoGxsbrF/aZnutw+bqNmuX17n8whUunV1h5cIq65c32VxvkfcMzuy+9V6JUhV50hFEiiiKSKox9ck6s0cnOHzbIrfdf4yTbzjKkTsWaUzXSZL4uj/Om5EETSGEEELsO2Ms3VaH7fUOq5fWWb64xguPn+P058+zsbxJq9Wjs9Gh0+4y6BoYBkrro+SeYygBlJ+ME0GlllKdrDN3eJKFo/Mcum2G2958gpNvOM7coSkJk9eBBE0hhBBCXHfOOayx5LmhvdVmY2WbzeVtNi5vsnR5nUunrrB8YZWlC6usLW2Tdwf0O/lYQdINf+4cMun/h7aAIkoDKtWYxlSNqYUpDt8xzx1vPM5t9x3j6F1HmJisE4TBa/rYb2USNIUQQgjxqhiGyczQ6/Q4f+oKV06v0t5q0VrvsLnRYv3yFlvLvqt7a61NZ6tLp9uHbMeRGJUpy7GPavhTaUgqIZVGwuTsBAvHZjh0cp6T9x3l9jeeYP7wNI0pCZQHgQRNIYQQQrxszjnyzO/F3e/16bUHtDZarC+3WDq3wqXTS1w5u8ra5Q0211p+qaB2F2eg2+7j8quOuOt8ESiVAjRRMSFnYrJCY2GCo3ce5uR9hzn5huMcOj7L9OIklWp6w60veauQoCmEEELc4rrdHs8+fJrXv/E2jLFYaxj0czpbXc4+d5FnHjrDxFyDNI3od/psr3XYWt9mc7VNa73D9sY225sdultd+t0B/YEF4wD7ImMnS35iTpRokkpCbTJlen6C5uwE8ycnuePuE0zNT7JwxxRHTh6+adebvFlJ0BRCCCFuMXmWs3J5nfPPLvHsw6c59fh5Nte2+LJvuI8oirh8bo0rZ1ZYOr/C1lqHbqtL1s+wzhInAVEUM+hnDLp9sv54N3fB7fpZUhBEijgJqdRTmtM1pg9Ps3hilsMn5jl0xxwLR+aZXGwyMdMgiiSm3OiUc+6lduIUQgghxA3MOceZZ8/zX37kPfR6fbSGM08tUWskvgu8k2GyjDANCLWmtdWj3xtgBpZhSrDl+pPldO9y7KTdubg5anRGAYGiXg1pLtZZODzL3JFZFo/PsXBilsWT88wfnaQ50yROIun+vglJ0BRCCCFuQnmec/bZi3z4dx7gt3/uQwy2DTg3Cozge60j5efeGIuzZXXyRbZcdOUvxhYoL/JhFCviNKFaT2lM1ahP1Zieb3DsrkXueOMJjt11hJm5ScI4IJRq5S1BgqYQQghxk3jmmTM89+BpPvO+Jzjz1HmunFvH5Y7dwdENw2IRAV5yHOU4f5ukEhImIUk1odGs0JxpMHdkmiO3zbJ4xyFOvP4Q80enSSoJYRwSBLJzzq1Ivk4IIcQBt7seYIxBay1b3gnAvz9+8nt/gfe/+wHIx98r1wqXY2xxvaE9uq71rsu14o43HGFytsnM4UkO3zHHbXcf5fAdC0xM10lrKVEcSje4ACRoCiFuEp1Oh//wT97N0589zfalNm/8xtfzx77lS7nvS15HtV4lDIMv+oPPOYcxhmyQs7qyyemnL/G5Tz7Buacucub0BmktZdDtU5usMTlRI4hjMpvTaXVpb/VobXdpb419qDdTUKADRZwoqtWYOAnRDtAOYxwKyLKcbi/DZNDvOzYdqBM1GqmiUk+YalSZqlVoNqtMTyU00zqTEyn1WoU4CohDjXIKFWhym2Nzx3avz1J7ixMnJrhj/hBzzSZxGBAU4VVCwsHX2m7zs//01/jALz3gL3CO4YDKsbfZngFzh/EQufO8UqAjTRj5ru5qM+VNX3onX/bNb2TxxCLzR6eoNitEscwEF3uTrnMhxA3t8U8/xT/4pp/Y+5dFWFJBAHrsw1QB4eh7dmUyJEkVG1uOOFEMus5vb5eZ0dfx8bX/ykWgd2SxcvKDximFDdXoeuM0EIzdME52tu0lbDaAChAHQFLcrdoxXG58Lsa1bKuczr099JyFEFwOykHkILaKSNdIXcxkXCdGE4eaMIgIrUKHIdZk9DNLq9tjdrrFPYfg5OSd3DZ1gpl0mmalTjWtEAcBgVLDACu+OINBxtOPvMBP/eAvcvbhFYaJcjjL21010/ulgyZ+NnioCcOQMA2oVFIqtYhKI6XaqDExU2PuyBQn3nCId37Ll1CtVl7NhyVuYhI0hRA3nKWlJX7m+36FT/zmo2DHPkT3CjNlZU6r4qQenh9dp/yprz5GsGvCwzUD0+h4RikIAojDnQEQ4KrsGUAUjgLj8LHsfS+bU0Bt/CDJNdrD6LGPN7G46Eqjh3rHgKBxjdsWw/pcOffD+snGzuBDeO4vm4s3+XNveIR7mpvkFro2pJ1HtPKYdlZlM6vSHkzSNk1MNomzDXTQoBbWSYKUKIA4ilAWMjfg/IVLzNbmecPRQ9w2M81cvU49jEnimCgMCJVCAzoIUMBg0Ge7tY6iypGFWYJA31TV2DzP2Vje5vd+9UP895/+Q/LtHX3ho7fM7pnhjF/t2kFTFe/p6cUmzak6kzM1pg9NMX/ELzk0MV1n+tAUjckqkzMNKvX0VXts4tYgXedCiAPLOUen3WXlwhrPPXqaX/2p93D2c8tXB6iStS8SBIvP5fKm5Qfyy6kmKjX2ge6ucf/lB7xCOYfTRVJTO9Z9GbtaeZkBq8ubUi5ejRm7z/HbG3Z5kVqBu8Z9A1jnm7DrKkNq1BT1Irv43dbc4N7JVe6s9Aj16HDDHtximKBlVGzLLWQOTAbWaAgc3b7jWA02D8HzrSabg5gXrgQ8dQmsUig0Wjm0sjjlCLVDK0UQONp5xB8+e5Knlg4VD1lhy5Y4hd12mLNNAhdCCPU0IIp8O7fbjuxCnzdVNX/xL34lb3rznSwuTpFcp6V2rLV86A8e4PTnz7Kx2eWee0+gneK5Z8/ywIcepLcNm2sWemY0vnKvetD4i/cS9SKlNM7Z4vHsekyhptZMefNXvJ7pw5PMLU5z5I4F5o5NEoYRcRKhA019skqcSPe4+MJJRVMIcaCsra3zw3/xp3nyo6d2XO6KyqXaHSR3h4Hx34//rgiUSu0RRMfDZrjH9+/xLvCrssfVYcQqcFHob6fV3kFuvPucsKh07lGBHD+hYHMSaERjFc9orxvsbWwR7aV6H74iI5jgmtXTl+PN9TP82cOP8ubGBnHgCLFoHBpHwKiIqov/rtWrb4whCK5OtMXeMjtO+wivivOKLprz3ZQz/ani3hV5sbRjZjUfvHSSzz55G7RrOw+uLGQWNh2VS7CjVufwX1y2LWHLNz5thtx1JOUd77yPO153hIXFKZrNClESUEkTwsiPAzbG0t7u8uzT5/ij332QP/rtz6N6OcqZ4ouC27PyiLN7f2/Y/TFdvq+d9ad3H2uvY8Pofa5G5+//ijs4dHQOpSDPMqxTZIOce952O1/97W8jiAIaUzWZMS5eMaloCiEOjCzL+Ed/6Uc59eErXKvU5qy9OmzuYHlFyWlYscxB7fqnMR8rI0a7w9DV7dQOTG59UAmK0hluZ8oqH0NZmRqvVJbJzO3qF3XANhA4qO0VYN2wy3vHf+Vhy8MoiBoBmcmwGej4Ws/FWMYpMpAr0p5zgIErxDilGbgQbcFph8YSkGOKODgeNK/iHCG+K3y8g1exM6S6XacdrgiajgjLTGxQwTYOhS3abVD0rKIW9HHKodR4ACseSOSghv95FQWBJm/4q7es5aGlDp/7r58gHT7XDnKLyh1hPvY6DXJ0+URmOViLU8p/obBAoFDG7nwNyy9B5eXj1e/yhdDFs+Kcv761o4p7WTLeq0qv1I7jJLWIWiNl4dA0cS3G5RaHot/qMuhnRFFIUo2pNSs31VAE8dqToCmEODC21luc+tCV0Yfq7m7nvVzVlf0KQqZ1ow9nA5DvXdks7w/2rjyNzdgNrPXDR23mQ+WuyTrOOEiDov127BdlO8aThh8SqfBXdWW1TYV7BkrwYdc/tuJpdEU8s+Ai/zjdcoDLDa5SdI+PBUjGx2NmIeQKMo2yIcponLEwl1FpxKwO6rQrW+QOlFFYAnCBz2DKd5X3UQyMpmMVrTxh0wRsZQGTUcZt1S5VNWA2MmQ41vqgdMhEaKiGllj56mhZES0eFjhN7hStLOap7ZiVfAqlLKq4vlK+3/7iSoLtReyMsmOhPHfsztpDkRoVjR0wYBT2SoHGYcic81e1/n07vqy5C0bDI1QAZGb0PaJ89cv38Xj1cDiTXI0ut0UQVQqC0AfT8jp7DoNQozZraE6lfMU3vJETdx+h1qjgcCilCeOQKAloNCscun2O+kT1Ws+KEC+bBE0hxIGxfGFl5wUvI2dec7zmHpfv2W1eGg+bAPk1wmZexIcdXYlFQ3etSajCoopUXnXHcMkyTKux/uFiTOd4aFQAGiKF0QEanzNc7sODLu/fquFASOWKCulYhi2jUQ6oGOItRVYPcVrj2gblYlTmgyK5hlyhcoUyoHI1PJYyvondScCFbPQqfOzKEeqqR+Cgb0N6NqCdx7SykM0sZn1QYXOQsj5I2XYVOi4mdxFow3cce5I4XKFjQ9obsBgP+OD5Yzx85QQL9U3unFrh9uYKR9I2s0mXemhItaV8ajMLLRvwyNoxPnPlNtLAEmtDGubEQUYUWNr9OcZroTueW+eflBz2Dpvj78GipHrVdwyl/IQul/kDaQXVaNiFbXGj4A+4PEfFATtmhhmDM2Xxe/e3hiLYD98OevQF66oxv6PbgEMnAYeOTFOfqdOcajC92ODQiUne8JY7qdQScBCEAXESUmtWqU9UCa+q2gvxyknQFEIcGI1mfXRGDf9vhxftNr/W77R68ZBZ2j1ByBrQ1/jQNWOBs6gWsvs+jIOo7MpXOxOKAwaWYWIqQ4MrA6vns5DFRECoQSm0dbheUXo0ZkeY9PekdmSjcZkGF0C1B72O9WdsgMo0GIUa4Au6DnQRWJVzo2qig45xcNyBhtVWzPlgio/Z4/QHNbb7Ca0soZuFtNoJ3X5MlkVYE/pwHBTd1UmH6WMDWiblXKfJw0tzXNhskOI4/8I8KquxzRzPpydJ0gHNxhaHmxscbm5ypL7BbKVPM+rRjDI6WczKRpNnnz0GGlRoUdqhA4MKcv98blnoaP8gQnyqLF/agfKzk0ZP4OiJGxShvbwsU1cvHEBxrDQia2WjUbPl+yiJsM5BbvwXAx3hsmw4msLfPhi9j8bK38PMWfHVa5cbCAJUno/dx67JZOWPUDM1XUdrRWerx/zhCd709ttJaymVakKllpIkEZV6SlpLZBymuC4kaAohDozZo9NM3ZWy/nTvC7/xVSFzrBRlHU7blxc2i+uji+BnzKibcq/bGzsKFMMuf39eOfze0aoIEE7tGnxYBB/rxiZwjMdEhuFBOQ1OEYf4Mp4DyEdd7a64stsZLtXwd4W4mEijFcGmhm2HNorAWL90UFFdVUX7NQynjauiqrlRx6+qpBVmvcpqN+Mz+iTd7QqmH2B7GvKwqLD6Y2qH3+EoVFiniI5bwjDnYrvO8lqVx587Sr6SotsQd4OidAo21PTDhOV0luVkhs8nPeoTfabr2yxWtpmudjl7pcH5M/MEy/g1QQOF1QqbaFARONADP7Q12AJtwAZgAnChI+gDPR+mbTmOU2n/RcNAONYl7XqG2ACDIugFjMKeuUZ1PfCviy7XYlX4Cmh5jNz6LyyB8ktJaTUaoqnVzkGqYejPBEHxdnOoYOx9NCzc+veUDgNarR79fs7qpQ1e98YTvP1rjtGcrpFWE9JqLDtMietKZp0LIQ6U06fO8q//1n/k6Y+f23H5npXM4RqZL/K73V5s9vmO27/IcX1Zao/j7rxPpyhmnuurSosOcKEuhtWV1UzGQqHyuVZpLDBINSTF7PRdi3KXoXB0ez1qwNhdG6AfgW1qXKTIA3xFtbidBnQZeo1CGeV3FKLogi9C6EoDBncCVQUDh277EB/3FLoIqUGx7iZ5kdXLoBr4DNpd7FF7XY8cRX+tgroYEC8FRHlR5NVFcdc5TNHLPAgdJGATMImhmmYo7eitp1SuKOKWxQRgU4WNFVZDHkPsivk1yhEt+6zmhoM+FWxbkoFFKz2schoA6wg6BpUX6T3wr3FoDLQzwnJFAe3LoHmrT1S+P8pVBbK8qIpbtNPFeVXMVvITpXbMXxu+jsVrHO7xxilnOwXaT0Qq34JJxPRcjfZWl0HfcOd9h5mdn6A/yLjw3BL1Zsrf/Md/mtvuPUxaTWSSj3hNSNAUQhxIayub/JM/+5M8+8BZf4HGd0WPU2oU4q41Vu1aXk53+kt1JY4HXcVVFU8Hfpb6jja54TyU4fJHbtStvlfrLZClCtIYQoWybjSmczxgurFeX3f1sQzQr2lsGkLFhyQTMFyAXVnfXa4MRRDywbE8li7bUlUsH9UwBWpTEW9AVAUyoAcqh8D4ymGZ5VzRJZ0Hvmq4OW1xr7OQgV7VxGc19aIdbqwwhwYXAsMKJJjI0Y8odkgCLjhqm46KAWeLuUspUNWYSPm8bR1BxxKvW1SgcZHGRZArh84g3sx8oNRArHxXttbQzUg6fiqWDVVRnXSEGz0/yz4AQo1zDtW1o68fxvggp0YTwVxZfRwfz3utj2CHfzDFCzo+VHQ4pjfQlDPJdRxw+GiTt3z5XeQDg8Uxf3iKO+89htLQ6/QJI81b3nk3leqLLPIvxKtMgqYQ4sCz1pINcrrtHi88fpqP/u5DfPL9j+ByS9bzS+hkec6gY33X4x7b8F3lpYLmyx2vVgaHa3Q/Dpuxe4KFopitHLzkfCfwQdNFYytTlt3aewXU3WNBCwbI6woTBrioDOjKzy6yvntbj4/3HD+OHR0jqyjyqmIzVETGUct9T7cuKpe6nOleNqGoTroireYh9GJoz/vbTZ6GihtVTW3ZU10EVKfBFD9d7E/3IoWLFToAfSmn2Svuv3iK8gB6EZia8mE+B9UxVDt+OaVc+TlPVAOC3KFX+0TF/BoUGK3IlSIOHGojRxdfFmxogJCgmxVLnyqc8rtO/aW/97W884/fz+LRWZJkNLUoy3KWL67z6EPP87mPP8ezT13gysVNzMCNhmeUQyfGP5KL97HT+PeP8UMmVBlegwCtFdVU05yucdvrFlg4OoNGkeeGI7fNcvz2RXLjx6nOH5ni2B0LL/o+E+LVJkFTCHHDc85hjKXb7rG1usnKpU3OPXuBc88scf7UFc4+c4Hlc5s7J9kEQVFu+yLHp2nll5h5sfaVJ8qxdOOV0GtNNtrFRODiENA7x3C6q04MXTU+ExhEQCXAKY0txncGzk/4udZSSbvqsQwUuIomQ5EMx3O6a1ZS/cVFUAvAKIfTfqhpJVfFAu97P4pimKcPdBqccjjlMDiyYgZ8vcdwcfjyJbYBEPlQOnAQaYfuWsJyvVIFOMtAKVRmiAdlL7UatSEzGCAMFfVmSKcDzUk4fLTJD/7rv8bM3OQej/Ta/E5Xfc6cusLjD77A4587w7OPn2d9tVNU6x1kprzy6PkoK6nlE2LLYRUKlCKOFJNTVWbnGywemUEFCq0Ux1+3wPyhacJY05ioceL1i0xM1a5umBDXkQRNIcRNzxhDt91j+cIaH//9B/jkBz9LopscOTFLY65BFIZo7SetGK0wmcFmOZnJ6HcMg26fdqfP9laP7ZVNVpdX6W0UB48joBy3uUfEsqPdXoZd6WWoi+NdN/HH0eUsHKf8epvOr5pDI2ZqtsLkVJ1GM2Fqok5jqkKjlhIlFeLIoQOFUzEKQ5YZer2Mrc0u68vbrF3Z4vLKJjQjapUqU42U+UMTzM42qNdS0jRGB/jdbXJ/+04vo7/VZ2Nrm7WVNhcvrnJupYuuxDRTmJ+bZGIiZWqiSrWSEAYxjhyNpj/IGWQD2u2MtdU2m5tbrG5kdJzDFctExUA9VdRqMfV6QpLGRJEmCBNsnmEN9HsD1lstNrYMLQt0M1wxSzxCjda2HxtCMRxdoB2Qw4BRyITiC0LRQd/L+RN/8j7e9c1fwomT8zQnq4RhcF3HMFprWVne4unHzvHwJ5/jyYfPcPaFZfI+xbCFvFjX1EFSdpEXN3YMF/hX2j+WJNTUmwlTs3XqzSpJJWJ+fpKFo1NMzjU4fucCt919mCiSOcDitSVBUwghXiFrLYPBgDCMhltkWuurqza35Lmh2+qxudbm6c+dousMg45lcrZCo5Fy4nXHmV1oECcRYRSgtZYZwK+Qc65Y29z5oRaZpdPpcfnCKmfOrbN2fp13fcv9LCxOH7iwNegPOPPcMg9+4mke+MgznH76Mp12Bs7hsLuGZYyN6yzG0g7jsIJqJaAxWWN2oUmjWSWMNcfvXOQrv/GN3H7Pkdf2gQmBBE0hhBDiwFhb2eLhT5/i/b/zEE987gz9jvVVzR2LGoyN57QUs9B3FserzZj5I00GbUOlHvP/+u538ce+6c0y01y85iRoCiGEEAeMMYbPf/YF/vv/81Ee/Nhz2HIlgB0F73Jc7ShwDkcPNFMOzTWoxIrJ+Qm+/Gvv441vP8Gx2xZkYXbxmpKgKYQQQhxgl84v8SPf88s8+/jSzun8Q8VEIlsM5o00VGKmp1Le9o7XceTEDFESMzlZ43X3Hmbx6DRxfLCGD4iblwRNIYQQ4gawvLzB9373/8PFc5vQy3ZM0bflelcG0ApdrNF69NgEX/GuN1CtxgQ65PCJaU7cMc/M/ATVmqynKa4/CZpCCCHEDeTBTz/Fz/zEBzh3egVyi83NaAynhuH2RlpRq0UcPTbF8ZPzTExWmZiqc+zkLMdun2NyqkZ9oiIT0MR1JUFTCCGEuMF02l1+7b9+lPe+50HWlvt+GSy990QfrRSHj9aZX5hierrOoWPTHDs+y9Hb55iZa9KYqBJJV7q4TiRoCiGEEDcg5xyPffYFfv0XP8EnP3bKb1l5rU90BWmkmF+YYHa6ybHbZjhyfIYTd8wzf3SambkmFelKF9eBBE0hhBDiBra10eb3fvMB/sdvfIqlpb7fJGAPDkBBrBWLizUWDk1z+NgMt92xyOHbZjh+2zzTcw3pShevKgmaQgghxA0uyzKeeOQsv/HuT/Dpjz6Pxe7YctXCaKHN4lNfK5hqRjSadY6daHL3G29n4fA0b3z7CWZmJ17jRyBuVhI0hRBCiJvE0qV1/ui9j/DLv/BhOh1GO1YBhDDcp7PYxrJcv70xETM5UWeqkfD6+4/ypV91N3fff4xqVbrTxRdHgqYQQghxE+m0+zz8wCl+9Rc+zFOfXyK3dixkjimW31RKQRRQDRWVRHH0xBzHjs9z8o457rn/KEeOz1FtJNKlLl4RCZpCCCHETcYYwwvPXuG9v/0Zfvs3HsGNb2GpARXsuL7SAIokgEolpNlMmZ1ucuLkDCduX+DY7XMcOTZDc6omi72LL4gETSGEEOImtbq8yac+8iT/+l/9AWSAdoCCYGfQRIMqk6jyK3HWKiGNmmZxfpbDhyc5cnKWIydmOHRkipn5Sar1RLazFC9JgqYQQghxE+v1Bnz2k6f4yR/7TdbWsiJs6qvDJoAu4mYxlFMB1UQzUU+Yn2swMzfBocMTHDk6w8LRaWbnJ5iaq1ORsZziGiRoCiGEEDc5ay1PPXqen/wXv87zL2z6BBlHfjaQ2RUDtNoxmtMV/x8B1VQxOZEyNTXB1EyF4yfnWFiYYOHYLHMLE8zMT5Cm0Wv1sMQNQIKmEEIIcYu4eG6Ff/Y9v8hzV9o+QZaJ0rgdyyFda5chhc+m1TRAa0W9mpBGIbffOU+1lrJweJJv+64vo1aXCqfwZHCFEEIIcYs4fGyWn/i5v85Xf/ntpGWYVApCDXERCfZKBnp0uVaQW4tx4BRkDvq5pd3u0+1kXL64Tqfdfy0ejrgBSEVTCCGEuMXkec5P/+h7eOTx85y90tq5c6UD3FiFswiYCp9Hw0iRJBH1esxko0Zjosr0dI0jx2aZmqkwOzvJ3HyTuUXpRhcSNIUQQohb1ofe9zi/+zsP8MRTl+ibsV+44f9dtX+61n5Wug4UcRRSrUVMTdaYm59kcXGCyckKhw5NcefdR5hbaBInshzSrUyCphBCCHELe/rz5/ntX/sUD3zmGda7L3JF53aETq38fwoIAk1aiZmf94FzslFjbrHB7Xcu8Oa33Uatll7vhyEOKAmaQgghxC3u0rk13vMbn+EjH/48l9dfzvhK59d9B0zRxZ4EcOTIJAaFyx2TkxUazSr3v+kY3/Xn33kdWy8OMpkMJIQQQtziDh2b5rv+wlfyHd/xdu44VhtuTwk+KIQhBONjNQOFQg1XRgoUTM/WSatVIh1gckOUBkRhwJ13H9qHRyQOChk4IYQQQgimZ+t80//yJVTqFT76wUd55Ikr5Pg5QXGo0Dqg38/BFsscBWAyf9s4VLz9S2/ndXcdZn2lzdlzK3zXn/0yJqYaNJuVfXxUYr9J0BRCCCEEAM3JGl/3J+6nkgZU60/y0MNnGOTgrCJNA5RSDPoZChjkDNfhvPdNx/i6b3wTC4uTVKoxaRoRhnvsPCRuORI0hRBCCDFUrab8sa+/n6SSoDQ8/LnzZBiCMGCikrC5Cf1+UcpEMTkR85a33c4dr1ugUpGF2sVOEjSFEEIIsUOcRnzZV91FFAZ0Oxmnz63hcsvkfIUwCNjYatPeHqAUnDg5z8LiJIOBoSK95GIXCZpCCCGEuEoch7ztnXcShIp3/7eP0x8YapUK8/MTnH5BY02LONb0uj3Onl7mrrsPMTFR3e9miwNGljcSQgghxDVZa3nok8/ywfc/TqszYHq2ThiFPHfqEp1OTr+bU61G/IlvfQvf/p1v2+/migNGKppCCCGEuCatNV/y5a9ja7vH888tcfJ18xjrSNOI559f5tyZVdY32rTbHZxzKKX2u8niAJGgKYQQQogXpbXm677pTbx9q8PWVo9BP2NxcZKp6TppJeLyxQ3On9/g4vk1jhyb2e/migNEgqYQQgghXpZms0qzWcXklsEg58iRaQ4fmuSPPvQkWiniWGKF2EnGaAohhBDiFTPGcub0EtVqyuKhyf1ujjhgJGgKIYQQQojrQvY6F0IIIYQQ14UETSGEEEIIcV1I0BRCCCGEENeFBE0hhBBCCHFdSNAUQgghhBDXhQRNIYQQQghxXUjQFEIIIYQQ14UETSGEEEIIcV1I0BRCCCGEENeFBE0hhBBCCHFdSNAUQgghhBDXRbjfDRBCiJfr4U89yff9uZ/FOTj6lhr//lf/CXEc73ezhBBCXINyzrn9boQQQryUf/Q3f5IH/+dpCBUoQCmw8N4XfnK/myaEEOIapOtcCHHgDQYDHzIjDYEGrSEIcIHiG1//D/a7eUIIIa5BgqYQ4sD7xf/4u76SqRUohdMapxQEAWjNt3zpDyKdM0IIcfBI0BRCHHhf+y3v8Ce09l3m4H8q342etwd849v/Kdba/WukEEKIq0jQFEIceCdvOwxhBOArmbr4p0uB0woL0OvzTe/4Ibrd3r61UwghxE4SNIUQN4Rj91chN1B2kWswWmG1hjDEhgrbN3zbV/0on3/s+f1trBBCCEBmnQshbhCff/gU3/NdP4tzOS4MIVRYpf0EIcCG2lc2rSI0irveMseP/9Rfp1pN9rXdQghxK5OgKYS4IQz6Gd9+3w9g8xwiBWmMVUAU4Ci60BPtlz7KHeQK0Lz1bUf429/7bZw4MY8qx3cKIYR4TUjQvIZskJMPci4+f4npQ9NMzjblQ0qIffRrP/f7/NyP/REOoBpgwZ9WyofMNITAB84hB1hHnmuCSsTb7p/jO//0l3HvfbfRaFQJQy1/10IIcR1J0Nyl0+qwvdEm1CGrV9Z58H2PkFRS7njTMU7ee4LGZJUgDPa7mULcUn7+3/wmv/bTn/K5MQKiABtqHyqLiUEWh0uDYgkkfzurwSowoZ+hrq0jM5rIKLAKpdWOgeotgDrgFHoy4lM//3eIItlATQghXikJmgWTGzZXt3nyU8/wyMee5LZ7j9OcqnHhuUv0uhmVWsrs0WkOnZhn/sQs1UaFOI3QWuZTCXG9bG+3+Bd/++f57MfO+/GXARBqCDVGK794e1gGzaLCmWrfpQ64SPuwWazBaXAQ4YPoAEy5w5BTEIGLFSTgyqTaDqALRPB7P/WXOHxo4TV9/EIIcaOToAl0Wz062106Wx3e/98+wvZ6h/pUlZnFKarNCquX1+lu9wnjgOZsg+ZUjYUTc0wtTlKfqJHWEuIk2u+HIcRN5cmHX+Dv/5mfwVj/T5Sr+GqlBVygRjsEjfV8G4CKnxTktMaFRe+5LkJniA+aFJcHQOAroK4Ina48nvJjPKG4zCoYKP7gX/+/WZyfuv5PgBBC3ARu6aBpckNro00+yAEYDHLyQcaZpy+yemmd3maPMA4I4pDOdpetlW26nQ6agJlDkzRmGswenqExWQXg0J0LTM1PEIbS1SbEK5VlGb/yM+/n3f/uw1jnsJGCKABVVC3LSmZZjVSqqEzilz6K/JJHLtK4Yl90E/j1N21aXE+NVUAjBboImnqsmqn8FR3j9wVYxT1zml/50b/3mj83Qghxo7llg2a33aOz1fUfTEpRm6hickOv1SNKIzZXtrn8whLbGy16rQGdrQ6Xz65w6tHT6EDTmKxRqaWkzZQ4itBRwMyRKRaPznDvV9xNfbJGFEvgFOILcf7MMn/9G34CHNjinyab+HGYThdd4nEIyo12CGJUySxZfLB0AIHCBMU4zVT57vfx20X+OC6gqGyqsWMrnCoXhy/Hfha/izTv/p7v5N7bT76qz4EQQtxMbqigaYzhM+99mK3lbWaPTTMx3UCHmvWlDRrTdZJKShBoAq3RkZ9NqgKFQvlhWCiwltXlNaIwIYpDwiSkMVlHa0Vrs02/1SetJzgUl88scfmFZdrrbbrbPZ56+Dm2V9uEoabSqGKNwRqLcwqrLSEBr3/bbdx+30luv/8Y9cm671ZPI5nZKsSLsNbysz/267znFx4q9ix3fl32UGEDP77SaYXVgR+TqfGTfvxVfWCsjpUpy5BZTAYCxSBVPkSGQMX/PRr8fVD8++A0PogW1Ux/eRE0dVk2LRX3nyoe+Ff/J3Esw2eEEGK3GypoXjm7xC/+818nCDRhEpNWEpJ6yvmnLxCnEXNHZ5mYb1Krp6Mt6sCHPAXWWDaXtznzxDkcikMn55g+PEWlkVJvpgwGhtbaNipQJEmKtYZeZ0C/3ePsM5d47uGzKGcJ4pBas0JaS2hvd+m3BgwGA2YWp9ChZvbwDLe/8RjH7z7K7KEpgjAgrSUk1YQgkMlDQow7+/xFvvub/60PmA5wrqhEFl8ONbhAF2MnfeB0ZXVRMQqAka94Dv9BC4DAX5YrINY4fDc6VV1UNpUPmwCBwmp8yIxGFc1haFWA2v33q4a3/ZZ7p/mR/+MvyZdKIYQYc8P07Trn0IkmThJ6rS6trS5JEqOW8MsRBZpee8D2WovJuSYTcw2qE1XiJCYMNdY5tla22VjZYPXSBhMzDVYvrbO1vkUYRWSDjO31DtvrLbKB4chtc8wszjCx0AAdkFRjmpMpre0u/c6AzlabMI6pTVVIain1yRq5teTbPS6dysn6Gf1On63jc8wfm6XfTYiSiKSSkNYS6VYXtzznHN/61u/DtF0RMkcB01cwgbHxkmNFxmG3OoCx5dqZzofOogI6LD6G+CpopIbZ1Bl/wpZX04CFwCpMEW4Jii51V/x+zwBZtMPA/3xklf/5t/4N/+ovfz1f/477X62nSQghbmg3VEVzY2WDB/7gUXrtPvkgp73ZobPdZdAb0N5ok2WGMAyoTVaZXphi4eQss0dnmFmYBKXYWN6i2+qBcrTWWlx5YYV2q0t3u0ee5eR5zuXnrxAlKWktoT5VZWKmQRgFBFFInhk2rmxw/rlLrJ5fQwUBE7N1dKhJKwk61LRbPXrbXcIw5NCdC5x8wzEO377IoTvmCMOQJI2JKz5wVuqpdKuLW9I/+Gv/gsc+sjGqYIa+ajnsiSjHQjpAO5wqtpccTgTX5GU3eKhGs88DxkqaxclYkwOkahgwTejHaloUxOV9FZN/XHF5wmgWuqIIni/1t6p8f3ys+KXv+U7uu/PkF/lMCSHEje2GCpqlXrfP6sV11i9vsLG8xdrSJtsr22yvbbG92cX0MxyaJAmpNFOqEzVUoIliTa1ZZXK6gXGOrJ/R2ewSRAHWGKI0IUlDNle2WF/awhk/LtQYR1IJMMaxudSitdlidWWDUAcoFLVGlUF/gDGQ93psr7fpdAak1ZDmVIO5YzPMHZnh3ne+juN3HSPr5+hAk1QikmpCtVGRbnVxS3jfez7JT/793/T5sgxvgRpN3An97HJn/e8sjKqJajyE+l0maQTDcZo4/NJFZV+4KqqRsSJnOGEcKtpfpQya42MyKSqaMUVo9WHXKTXsaufl/Jk6BTmoVPELf/d/4c133fbKnzQhhLiB3ZBBs2Stpd8d0N5ss3Z5g5WL6yyfW2X9yjrbax1MnmEGlrPPXaC91qa93aXSqBBXExrNlCN3HGHuxAyTcw0q9RSXWcI0ot/N6La7dDY7ZP2cjZUN2ps9wiii2+qyenGNtZUt8l5Oc7pBXIloTNdRTjHoDWhtdli7tIoOQ1SoSdOYKE2YPz7LHfcf5Q3vuIvmTIOwWKIljCOSSkRtokalnkq3urjpPPyZz/N9/+svQLkmph6beKP1KGgqQAc4ayEOsNZCEPngZ/DJ0fhUaZTGpXq4csSo2FicDsvwSjGOEzKARGE0EKtyxXZcCOWamdaAjSnW2xxVMV255mbJ8dIFTovfgShU/LmvuYu/8a3vYqpZeQXPoBBC3Jhu6KA5Ls9yuq0eG8tbrF/xoXP9yjrPPfI8j3zkKTaXt1AWdBjijCFKIuqTVarNKlYZ8q5l/uQcc0enqdQqBIEmSiKccvS3epjMkCsLFi6dWeb8UxexmcFYhw419WaF2mQVVVRddKDptDuYnmGQ5RjjiJOQwycXOH7PYRZPzFOdrNCcblCtJURJTJiEJJWYaj2lNlkjqcTSrS5uaJ/71JN8/1/8eYr+aKDozi6CX7n80GjRdB8Oy7UybXldVQRKZ4ezytHFbHTnfFVUq9GEoZBhd/owbAIZCltRPkRqDbaYcBQCThezhiAPwSX4ymQxu92VlU+fR186ZJYc5XpLPkcnir/zHV/Od7zzfiYbtVf83AohxI3gpgmaJecc3XaPtUvrLJ1d5ZGPPs77/+tHyDOLNQbnHIN+hkYRxJowjum1uwRBSG2iQmO6QbVRQWtF1s9obXWIkojZI7PMH5qkPl1DhyFXzi5x6fklVi+uM+jnpJWYtJqSVCKUBh2FOOtYW9qi3+kRRJq0USENY5qzNY7ecYgjrz8MShGlIZVqTKVRIYojvz5nPaFaT2nM1KnUK9KtLm4Yzjk+8UcP88+/+90+BNqxXxYhzZVfoMZnjheXletYjsZGBr7LWymccaBcsZJEuVyRD3/WAXERTotMSlScTjU4GADUNcXgT19VLY5droXk19bEV1utv50f67nHou7jj+GllM+DA+V8uA5j+Fvf8jb+5Fe9VUKnEOKmdNMFzXGD/oCP/9an+Mz7H2NzaYvttU16rQGDzJAPcrJeThBodKTI8pw4SojTgLSaosOAQafPxtomWoXUJ2tMzDaoNqtU6ilJGmKdo7XWxmlFd7uLyQ1JJcEY36Wf93N6rR5b69t+1qzWJEkEzhFVIo7ffZQ733SSSi0BIEojklqFOAnQSpNWY9J6Sn2qxtRck/pUXba6FAeWMYb3/NJH+Nkf+p+jUFXuuLNXsCy7uHfx4zfVqGoJw3U0UapIlD79WQVEZde7gzjAKYq1N8Fo7Xvb46K0WXGjXYVQvkBazm5Xmhw13KLST0/Xo7U502LM53Dq+tj1dv98qZ4IO/bQy43ZK4q/8pX38Ze+5cuZatZf/PZCCHGDuKmDZmntyjpPffo5nvjUU5x55hKdtQ69Xp9eu0ev1afXG5D3MwIVoGKNCqExWaXRbJANcj/+X0eowKGtIjd+asGgN8AMDDoJmDk8SVqpoMMArKPf7mOsJe8bNtc26G0PCEKFyQ3G+p2JpheazB6d5+idC1QaKWkaobXGKkW1lpLUYuI0JgwDKrWUSiNlanGSuSPTVBsV6VYXB0K73eWf/R//kcc+cg6cLbrGtd+PHIrF1ccq8uXbtpzAUxQYh/8QaTU8xo7rK0ZhsziAc+BChdPaL+5uHCT+b4hIY0KwSmETfOWT0Y5Cthx7WQRNRTE7PS66x4uJQMPNz8OikhkM755hq8cex1XhWe11xo0eP2p0lfL+QsVX3n2If/i/fj1HF2cRQogb1S0RNAGyQcbZpy7x6Icf56mHnuPxjz1JpV4lz3I2VzcYtPx+58YZbAY4iNOQSrNKY7pOWvPbTNrM0W/3MLljMBiwubKNQpGkIUktRWlFmIZMz02QVBK0DoirEdZa1i5uMOhlOA2tzS1CHVNtVpk9NsnM/DRK47vO6ylBFIBWKOfQOiCMA6I0IgoD0lpKc7bBkdctsnBijiSJ9/fJFbcc5xwff//D/Mj/+W4//dvZnb9XGhcVYy/LwDjejV6sWzmcALQjjbnR2MvytkERMFVxeTmeUzlcGIBy2Gi0t6QN/LjLLFLYQPsxmPHoPiyg8Xuku3JJJKv97kAAyXh/uBruRDT8x3LP73hj/5Tu9ftdD/GqwL3rSgr8BCilWKwp/tFf+Vbe8cbbCEOZLCiEuHHcMkET/Ifj+VOXeN9//TAf/41Po8OAtJGwubzF9loHrWHQzRh0s+FtwjhAhxqtFc46XOCoNerUp/xi8CsXlul3TVEkUXTbfcLI7wQ0c2iKxZNz5MZi+jk2t2yubdNt9/08hjikVkuoNqvMHZuhOdtAK43p52TG+M/oMEBHYbG6i8Jah7MWhcLmBhSceMNhTrzhBEfuXKQxWSMIgms+B0J8MS6fX+Jf/1/v5rFPnvcX7AqYUBbl9GjR8yJsurHfq7IaWFYLyxBanlXF4utaj7rPyy5pVVxdK1yo/TJI4dgC70Xl00YKU8wctw5fiUzVqMtdgXU+RLoI3xbrQ6kLFMqqUbf/VWF47MEM2zZ2kR775e4u9pdrrOIJ+OfHgEo03/G2k/yNb/9qjixOf4EHFUKI19YtFTQB2lsdTj99jk/+1oOsXl6nu9lhMDCsX15n5fIG+WCAs9DZ7vlxVCHoQIEFY/yHYZSGfkvJSkxcr+D6fbq9DBUEdDZb5ANLlEREcUS1WaFaSYmqIThFp9Vla32bQXsAWhNEmiRNCCLN0TsXOXTbAmktJe/nGJujnMZYi1PKb/EcBNhiDdC8n5MNMlQc0Gw2OHrXIrVmjemFCWaPTtOcaVBrpIRxJJOJxCu2tbXNz/7L3+GD737YX7BHuITxopwajsMcTpopt5EMdNF1PfbPjrUMF7osK33jO/2U4zUV4BxWF5N4tMKFAS4q1tsMRpOInPJd4qaYBGQVkPq2WfzvynU8/ZqdFF3rY21mbNZ6sXjm7qLk8CGPX+aGV7/62rvHc36hyjstQid9Q9CHv/ztb+QvfudXMT0hYzuFEAfLLRc0N5a3yLOcMAl54mNPc+bp81x+/gqPfvxJ1q6sYfp+GaJsYOh3MqI09GMhncNhyXqWKNXoMPRVThTOWkxuUEoRJDFxqDDGYYwlDAKiSuy70QNFGIfkA8Pl81eIXIiOA6z13fC1epWphQnmDk0ze3warQIcfkkl5yzGWFCKMA6oVFNqExX6vR6tjR5KQZykLN4+Rxj4rrW4ElKbqDI116Q506Q+6ReGj5OIIAolfIpr2tzY5N/+w1/jk+97crj2JcBw3292zocZVvyG20aqnbOxi7DnQg1xuci6H6e4I6QpNfpdeahQD4cuDu8vCoZrcdpyy8mgrGqy4/K8DJlFZdQUQZRIDQuqw2WLyqCpRo33Vc3ywAzbPKxc7uj63nnZ+NjL4Qz33aHzlXIOZYvxBzm+2mlA9WCxGfL3/vK7+GNfeZ8MrRFC7KtbKmgaY1m/sgHA9OIkzjo+/d7P8dkPPMrjn3iKc09fIAgDkjjBAZ12h0AHBKFGa+37+5Rf9ijPcoxSRKFGoRi0M3SkCQJNGEWEoWLQz8lMjs18t3elmEWeVBPyzNButbE4KnHM5maLJEmIoohqM6U+UWPx9jmSNEYpTaAURjlf/dF+TcFAB8RJiNIBW6tb6ChkYq7K8TccI4kSsl7ml3WyligJqTZSapNV6hNV0lpCWk2H22CW22xK+Lw1ddo9Hn/oOX7k7/4Cg3U7Cnp7cOX6lTA2oWd8PGORKneHMF2ukQlEehQq95pBM3bWKlVsT1mESYoJQKoIlkpB5Ns1DKRlVTTwuwJRHR3QaIplkRguVzSaYLQzaDrKx7arfdfqDt9j7OUwlI4VSrHu5e0wdC0WRlsgjeVXx2iWvAE9AHrAABYmNH/qm97KH/+6+zh6ZE7+1oUQr4lbKmj2On1aG22i2Ff6ls+tsnZ5nUc/+hQfe8+n2biyiTWuqPhplFJoHZDnA1xuMdbR62RkvQGdVg+lIdABUS3BOUev04cc4kpAEPp1NE0/Ixv4p1hFirSSEAaKPHf0un0AojgkqceoYkHngTFgLXEcMTHToNKsEqUxlWpMlIYExZItSjnyzJFlGb1Wl852n9zmTM1Octt9R5mYaRDEvnoZFpMoFAoV+3U765NVas0qaT0hqSTEaUSURKSVmDAOJXzepJxzrC5v8MAHH+d3fu4POfPsZvkbXk6ZrVxM3YFfKkjvkbbK8ZZu58XlXQxDYjS2+rmzRc9BWQ0tQl8xg90CLlF+NrsaC7tRcXNXjs+EMiQ6BWYsZOKKzYASf/+uHEc6VHadl93mo7a8IjuC9q7nZM9DfiH/HJvRTezoIhWM3U+ZRR1ogw+drZwkA22BJOTEYsC3ftM7+Kp3vp7Dh2dkjLcQ4lV1SwXN7fWWX99ykLO5vEV7u4vJLc5Zzj1zkSc+/jRL51foF5OBapMVgjDEDizdXp9Bu491lqyfsbG8ibOgtEYrhVLK73c+8BXHJPXd10prsnyAGYCOFEEAOoywuSHr+sk8SiuiOERHAYFWfh3O/oA4Dqk1a+hQ+QBYTUnSCB0Evhs+DHHOFZ/djk67x/KFFeIkZXphkjvedJxaveYDZgBKB2itiSKFVhqnNTpUpJVikfha6heNTyIqtZg49eEzqURESeyDaCzh80bR7fZYvrjOqcfO89lPPMEn3/8o7XULubn2jcYD1TVe43Kx9eESRHERTL7At4QFiEO/CLtWY7dXvld9bBKQKyv6lajYg9wfoByriV9Fc9QugAByDaRF8irybF508bty95+rKpp6dJxgdPnVXmb4tIwe2+7wPd6Vfk17/d5e4/KxX+VAMOr1J7do56DnCHvu6ipo5tDWoY1F9Q3BtvVb6E5GvPeP/vFLPUohhNjTLRM0nXNcObPM+Wcv0e8NcMYRhAFT8036vYzWeotTD5/hwQ88zJnHz2FDSKKEI3cuEEYRKD8Bp7vVo9Xq0Gt3SCopSgfk/QxrLIP+gH4rQ4WapJIAzlc1jUFrxaBvRv+oa8ZWzyvKPKGvbuIcmTFMzjSoNao46+/bOggCRZiEhEGMCopZ8UFIGGmCUNNr91i7vIEZ5ATVkNn5GWqTFSr1CtV6ggpjPwlYaQjwwwICTVBMTIqShLQekaYpYewDZVyJSSoxURIRJyFBEhLHEVEcEqUBQRgxMVun1qju2+t7q9pY3+Li88uce/4ypx+9wNNPnOfcs5dorfVf2QHHg+Z41zTjsaoMgHpUsEt2VTbLcZ1ajXXDF78vzlqlIC4ro8HwF37bSd/v7izF1o/FfUV6NPbTjI17NH5ky461NwOFKxZzL7NXef1sqpgQVPzdjY8tLauYOxaaf9FZPC8zcKpds9DHJw1dVUy+1j/L47OBXsY/3eOBc2DR1kHfEe3+rqGAgUM70MahMkeQFZXpPEdvGr76Oyf4pz/yf730fQohxJhbZkE2kxs+90eP8sDvP8rxu4+wcHKGhRPzOBz97gBjHLPHpggjTT/PsC0HVUdro8Ps4UkmZyexCjaXt9h4fItOq0/e81VPX2HUhEmEsy0GnZzc9anEFXJjsNaR5+Wna/F/VvsajC4vc6jc71BU6mx00SogqkR+aaN+Tp5Bp90lCEOiMCAIQqxy6KKyCgabGfr9nN5GF9OzHEkP0dnscyU3hFFAnIYk1YQoidBaoQK/fFOgQ8LYfxJHYUhcS4iSkDgN0UFAGGqCKPQBMwkxmWF7swM4Fk/M+f3jJ2o0pmpMTNWoz9RJq4kf3ypekSzLuHJhlVNPXODJz73AC49e4NILl1ldbvv1Xo3BzzTZ48ZKFQHui1COv3RlxXAUMod3A7i+HVYlXaB2VkOVumY8c7nz25iX/xKNjefE4CfDRZEf62gc9A0OhQqBQPmtHGG0KHyZa4uHrZz/z5T50ylc4KCjfJVfgQ0VxBSzzl/M7t+PKq4vq5prx8eklpdd67bj97W7BDqeUMuD7L7e2NUjILfFmFkHxmHc+BddTzvA+nCvwD8f/lsA1B0f/c0NfuPNv8Wf+q7vfKlHKoQQQ7dM0AzCgO5Wl/Z2h7Ur6zRmqmyutsiyHGcctcmUPMs5dOciK5c3WF/apFapEFci6tMNgjREG8vUwgSby9N0213itAhdcUie5Qx6GYNBDg7yLuTK75KidYTSDqNzv0SSA1TxCTO2UoyzDlUu6wIMujnr+QZxEhNohQoDrLME1gfSjAytNDr0H7DKKRx+LKkzFnLL5nob/fwKYawJw4BQa7phCHYbNH78ZhoSRwGaABUolFYoBWEYEsYhOtDElch3o6dxMYdD0dnucvn0Ei7SVJOExnSNtOL3bK81K9Sn6jRm6swsTNKcqtOYqlFt+pnvYSjjwMBv2/jCs+f50O88wCMfe4qLzy/R2QSsGYWSV9LnUFbi/PiOl7ju8P/2/t34wuljl7tyySHrRmHSUSyoPlbJLBdZH+MLeGp4eNW3PhyWFVTnu9OVDnDWD/hUAahAY8unpAxpQVEOLJtY/MxwPj2FqlgmCQj8jkCqyGpO+4XbbZ/houw7Jji92HNT/urlfo8qr2fGezKuelL2qG7uvv7u8+Nl0fFBoWMXB/6tYJxCpQpnAOf8Uzd+GKtQys9gMhaC8snWGoKc//CPPy1BUwjxBbllgqZSivv+2L2gNa2NDkprTD+juwVBHGCtZWNpiyRNOXr7YWqNKr3OAOsc+cBQrWu67QGViQqVRszr3noHE9N1WptdttZbRNUI6xRpLaa3MQBji+qgxuQ5eW7BjFUwr/ow2T2Qqxh1lin62WD4IakDVRRutA+FaMiL4lXou92tcWTGB14yy+byBvXJGlkYoJTD5Q7nFDrQKK2HlR2tNGEcEKYRqvjAGa7qUky0UM7h0HR72+ASuq1tOq0ejZkJJmcaxGGACgJ0GBCFmjCOiCsR1VqF2kRKY7JGc77BzMIUM4enmJprUpuokdaSG2Yfd2MMeZ6TZZas5yeHbW93uHxmmeXzq1w8u8zS2XWunF1m+coSrSsvMiYSUGHx4r6ayrC3+/SOO9512R6hShXjJYfd1eXhywk/5ezxopvbB0+gn/ugVo7fHB/XWRx5lD2LA1v/n9YOZw1Og1Khn9yC324SV3Rpp8HYTdVoy8hyofTyC1y17ANneB/WAfWiLUr5+7QK2wNChlu7OvALvI+3cQe389gvV1A81vHAWAbMq/5dGLfnAM+xy8oXaazCOX68GL+kk3O4AZTrRQU5vuLpwOniNqHy/16ZYgkl8ONj2wO+8Z5/yB88+WNf+OMWQtySbpmgCfD6t9xOrZFy9ulLbK9tE1UTnLW0Vv1uPd3tLv1On8n5Jo2pGueeukS31WXl/CqD3oC0nrJ0domVS6s0Jhscfd0h2psdTGYYtPsopUiqKf32AJdBp9UlraSAQlsYFB+kfoDm7kWviwkIdhTudmTPYqyVzV1xiCK8FBUVrUFnxndxa00Sx3R7ff+Zm0GeG2wvw+TWh8pAgQp88ci6YgUX5e/bOlTRDTnsXnPOLxyPXx900ClX2PbWu5tsLm2itUI7v/SMKtYm1NrvrhRGfjZ+FPsxrHElptKIqU82mJ2bYHpxktkTM8wfmmRiboLmTJ3GVP2qdQDL6phzbhRWnMM5h7XWTyRxfgclYyx5lpPnhkE/I+tmbG922VrZYn15jUtn17jywhJPPPkkoa2xvrrJoAu8wiGOr4TLne8KfjXsDo/DKlkRNq8Kly8RlMpsk9udoa7YSxznim5y5SuL5dVcETz7ZjTRp+xOL6vZzo4y0ljIUs5X1I3VxfaWxZec8TaBn1FdPr5ADcdq+oGYfs1Z+nrY01xWXMsi7GhBzaKKGTIKgU6hFb7SGY8/kbueG5w/TrDr1+N5UO9x+fgXzuLxDV+nF7VXNfQaFc5hH3jZ1V6cVwoiB5l/IsqZ91aDLof4lDcpm2aLJy7S2I7BGCOz04UQL8stFTQBDt2+iLOOlYsJed+vM9labxMnEXlm6bX7mDxj9sgsuqpYfWGdpbPLRJWQaj1l+fwGCsVGdZu8b0gqMTbLyTKDc4as60MmgOlbMpVhrMEMYMeHVRHkhsuPDMdqctXGK1GqyY0PUJRDOMevY8pikAEMA9j1oWfprPeGVdHRZ1R2zd62HcruwSKnuOEOncWNikkgdgB2z4PlfLHUa/Kh1vPj2fblz+Kag/Wu9oUstTMMGmN9suOVy6uWJtrJjb1lh186bFHR1MXrXIaQctHz4vjKueG4RJdDuQ7tcLxgeZvd7XAAmqKQiTPFzj4AAYQoXNdilIKo+IUZPUSngDgkoNh6slzPs2i7DsB2FIFmuOamUv79OwzRZbMsvtIJ/m2xq7Lrz7tiZ6OxNHyt4uP4+fGwOf4LVxzzC6puXuMqxWP27Szu0AK577Eod0FS2kEI1mgc1g8tGLZNjdb+jEIchm+95/v5/Wf+fy9+/0IIwS0YNLXWLJycxxjH5uo2Ky9c4fQTZ0krKdvbHZ588CmWT28wuThB3h/QXfefMlk/p7PRH37IDjoZ55+/6CfXxAkmzzAWnBnrJnUUM83HNnEuPz0sYxWHnWM1d8sG9qXD4G57XXc8qH4hHDuW7Nv7Ol9I475ASuGMKbpQr3PgzCjC5mtN7woVr6BLdi/jIbAMMKrs7n6ZhjtjMapwOXCZGTadtHjSyoCiivf5WA+3KxcpD8be7+XBxtozLPqPt2E8MJYZzC/sMLZxkfMz2TU4Z/FjQhi+d4cnAwi1Hw6ilBplutANH+vwb1RBYBlOVnLl/xnnrxeVVVF88HZjfwrl5Juyalk+l2VjhgccO1Hmx13fDfa2V3VzF8dw+afRC+h2hu/yRACEDlPM61KmWLjfjT3JRdX1Ov61CyFuMrdc0ASI4oiphQla6y02l9b4vf/0QdKGn6CyfmkLgI2Lmztu44qZ4UAxYQdM12K6lj4Z11SOb9rxT7PbeXLHB8nOypazjr3n7H6hvoCK2UFTdPv6MXoGpa9z2LQ56P3403iZr3MZEtTuC3crAsL4dd3Y+R1h0+18i44XzMrgVa5X6fzSWOX2h84CWQ5ROFbxGy/tFafKDGfc6HpO+XJlGUIVo9nrTg2z0TirwcZl93BxYflyKee/KDgFkQEXDI9bzC/COLDDyUY+fNqwOEbOqJe5eJ5tgA9h5dvOFtc17PizGn6fLF+f8T/9Mnhf6wvZ+Jab414ybI7fx+4Lx4boXOuLp3L+sTr8lyzDsJKsAv9kqfK/oo0qcLhMoqYQ4uW5pYJmuXuP7x43VCeqfPr3P0vWy8l6L7/UN5od/mo1bHc5szivRuM2v2hfYBHroBlWM1+Lx2B47TO5saOxi8Nuzhcx7Hoey3VFFlRlQnKQD9TYlx0oJ+4Mu3l3hMuxJ7c8tqOYRV5WHdVYVVQP798ZC1kGocLFY/+suLHjlT+sLXrH9VhXO6Oqn8VXB8uu3WLRdOdXBYN4vKxa3CYoz48dx+ADbDCqTuKKpyPx5511PuhWi9YV/ehBcdPhczTsxx97cgJfJd7xNI5VXf01i7YPQzsv/d7aXdXc43kcXjbM89f68lq+3mO/cz4sooBcjZ437auXw9d87JAK/DjNsvs8y3nwwQd529ve9hIPRghxq7slgqbJDb12j15n4GeAZ4b2Vofedo9733Evj338WRiMfTrcqJW/F2O57r3O181BSMhq/DNe7/iB8uP+gLFtsZVf17T8r5is5CuCjjwDl48FwPK1GVsFYLgdtoZQK1QYFtmuaIkDh8M6X21y1i/A7yd7BahAE0aK9cvtscdR3nZ3CUwN85M/Oxo0rCiWGCq7i7X2/cm6mAykQBUJy5UTdIKxg12rmhYq/x2rnDFeNsOByxTl5BUTaL/WZuBvMxoLqYavgTLFSgoKTI6f7ILyE5QcO99D5TJKub/fALBdf7ku2mQZVWCVA9cp2qYVOiiKrsUIgLy8joKyc6PM5FeN5ywf+1Vv6bHXZa8w6XadZ/zy3dXQParT5Zen8ePYXde1jrCscg4cakfPixs+IX5WvuUH/+yv8PvPSdAUQry4mzpobm22WD23ysbKFptrbdbOLbN6eYP25jad7YzOVoeN5XXov3hFcf+8it3d+/1QXoq66sQOrtzDefdtht3A7JhQ5W9U/NSjq6NAKTXcQlMpjXWWvDc2tnZ8jKYCFWqiUBFE0ViPs+92VYH2s5OdJdABSgUEYVE1c35Gr1bBKEs5V9xes7W+xaBTNNhQzG6GKFToMIAgQGtFFGnfTuvHzOmidOnK6mQ5OceBchZTjpF0FjvQBAmYcha9tb6LOze+WzUId4Wh8TeKL4MrBSoIcAPjH0O517gqH1Sh3K6xvHx4qDKFldct+qXL6p4e/x04it2CVFBUPh0uCEZd1GWFceyuXfEmMA5frSyv6CjGqfrqq9PKB8xibpwKfBd6XAyldsbhAv/a6uJuygxui2NGStEvzofaP6VWXf0nNsx0YwFzuDnQ7j/t8UC515/A7rAJRWV51+W7LyuDpGY4YcpXlRmGzWEzTLGGplMoLMYVHxDj3fpldXgYVA82YwzOOcLw2h91z37uedAwOddk7vDsa9g6IW4NN23Q7LQ7/Mif+VfkfcOZJ86TZ5n/3CmrFBQ9dy9WLXs5i11fV1/EfY9Xvl4LX2jVcdTz6veLD7UvlAWaIIoItF8ndHu7Td4ahcBKIyZppIRaE4R+FWq/trnD2lHVBfzLZ2yOZrQWpHPO7yaj/bqhSivQjrWLW2MfzgFh4g8ThIFfZB9NGCtqjRpaa3+cYX9s2c1aVnv8Lk1KOVSg0CoYBgClNRq/+HhzpsqZJy9ihkN8i2NZx+RUlfpEHWsd/d6AbJDjnG9vFIVgHbkpFnVX2udFVwTfYvtGa/wasCqEjaXO6Ll3dux5Kp6Y4YLsajSJRSkCBUGs/OuRBrQ7pgipxWu+az905cANbBFiFURF+a+svPmk6iuweVGyHVsM3joHocM6VUy0geHamGERckxx32Xzh50RfgtFW6bDImQqFE5ZnHIQBP4fvVyBssVKSMUb0Y6eE6f1cPWlcoGI8iH0M8eg+GKjA0XoICseWvllxhk3qpyWk5HsWNW4GBu5o+o5DJu7SsB7VYTHrz9+wYted8eT5d+v49fRbhhGXaRQg/Fq8Hg/ug/uU19ycLtInHM88+BzPP3Z54mTiDd//X0sHp3fcZ08z/n4ez7Dcw+d5vRTF3jjV93DN/9v76I+WdunVgtxc7opg6bJDR/6tU/w/KNnwUFrq421rvjw137R80CDDlAHdYea8S3+Xs3xoK+EBhVCEkdEqd+WcmN1Y7TsS6HSiP3H2PhkD6UItCr2VA98mAxDH/LCgDDy23cGgSYIFaoIZWUAPRTPcfqpc3Q3DWgYZBnTlSZpI8U5TaAhiAKUUxhGH5wq0ARFpcxah7KG3FlM3w6HT1jjd1EyxjA516A/6NFtZ35XHhMzMVcnjEP6vT5ZJ8MOLO3NLpPzE8SJLnZiUjgMyil0EKK0f585Bc5arHVYMyrgBYEmDELQDpsZKs2U1moPwoAgUMNxgVk/A+VwzhKEmiCICcMIpywmyzHKop0miCM/B0eBUz7gau2XqHEW0qrC2ZSpuSYvPHHZNyKzEEfF9pWq/MaFQhFFPpQbY/3fS1B+YfHrt6YVzaAHLjPFWqXGr6c57HpXaPz6ps4WXe1FSc+VAauoyEJx7Lz85scoqcEwoCrrg0M5HVpZ5UPj+DqUFF9cLFir0FGxtaXy1y0n2tvyy2NZWszBBT7xKeUfo3NA5jcmyIv3/7CIqIolvJQPvoNcDcdqjhduXe78sZOifcXzMZx0Xn7xUW7nkJbda+e+1J/+eNf57st233Y4hpVRsC6fx+IJdFh/M61RmNF1h+MI8MtTAe/+7wd3eaPOVpcnHniOj/72AyjjPw/e9NX38OXf8aUsHJ/lzJMX+M3/+/d5/tHTDHo9Dp1YwGSG5fOr5HnO5OwEANZaVi6sMX9MKp1CvFI3ZdBUfkYE88dmidPY7w0eBMRpRJiEREFIEIUEoQ8KD7z/IfK23X2Q17LBL32d3d3Cr+Q+guLHWInGFWMH1fgWgwofhgJFECjCIPDVQ6VwxpINMr/P9lgRDHxVMYojoiQkjCLCOCy22vbHCaLIHysJiq07I78TUei7hsvuWK399cvVVWYPz/DM555l6fwWpudAB1TqFbTy+8UHYUgcaVQc+WP50iU6VH6h+GIApSkmXTkDWZZjBn4hd2P8IvaD3oBzz12m3x34FV0GhomFSdLqDJ3tLlurLZSGbNAniSqElZA4jgjDkCDy3dwoyLp9smKnlSwzuMhXznUxblGXlc1KyqHbNafa57G5Lw6GAQx6sL7cpdMZMLM4QXOqTqWaYoyl1+rRzQxKBaS1yHen41+/OEkIQ9/Fbo1DBeByiw4igiBg9miDlXPboy8BcTB8T9VqEWHiF9R3uSXPfcgw1gwrewqH1ookVfQAlRmfaXatcepQRSXRjSaylUWx8j6HIarsS1ajtTDLkFRsS6nLAziFy8Fph+ozWteyrGAWQ0aDcuJSOalIA4Eq2gVKjXoqXNEnrhyoqMhixV4ESlm/fqf2xx8VBJ0fn9kvHsT4Yywe53Ao7AA/TlThq91jVUtV3v9wXGbxe8NoctNVffJu9ONaIdS40Zjs8YqpGTtvRo97+DtbfFHLjN9tbPz+hnfvoGO4510JB1W302f5wirOQrWe8PRnTpH1Ms48eZ4P/NLHGPT69NoDBv0BNrektRoO6PcHvPcXPsQ9b7+Ne77ibmYWp7j8/BIP/uGjTMw0eNefeed+PzQhbkg3ZdDUWnP/O+/CdAbU55rUGhWiNCYIFVEcY/LMf2g5x5UzSzz90NOsdVrXv2HDas34J8S1+rp2CpMAa4wvEF1rNSXlK49BFBBEIVqr4TqgAM3JGoMsx1nnK4yhLyH5KpifQKIDTRj67usoCkH77mdrikplEU7TWkLuLGrgaG13UMqxcHyeaj0ly3JwRUiNQ6I0JAoCVBKSRH7P9DD2M8iVU0W3ua9yqXLPbA0BRfJy8JbmfTz2yWdZu7KO0lCfqBElIVEcDHcIUkoTRQFxLSYKIl/RcqaYhe0rjMYWQTYKiIqdisqwbY3l6OsWee7RMyyfXyfr91E4GtNVphcn6BzusH5lm9wYVKipNVLqE3VQYDJLPshxzhFXE2Klin3oIQhCwJH1M3qdDGMM1vrqagCEIQyKHmntIEh877bNDL1WxsLxClk3p9frYzJDpZYQJuEoa2g/gcWHTMA50lpMWHY945+XLJ9kY6lNnlmwlkozZtBxGOfIs5zmVIVao0q/n5N3B2TGgouwDvIsxxrrJxgpUNqRDRSDbg49P9vcl5eL/mINO74Z5WX4c8MvFFePOSyGeRbrODpV7PxUVCV9WCsPq3zFMGJUGVRquMvNjuoiDMOgGg6YtDgUSvuF5Z0GU4Q6je/Ct+O7DVk36kVG+a0qi4Lt1eMk/f3YkGK8rxvtb+58974rJuZo5SuwflelsSpkWdnUzk8wCscuG/8npLysDKcU120Vx9blcUANg6YC49BmrOvcWVSOn1luNNpYP/Gf4rJyvGsrR2vFv/25H+EgstZy4dQlHv7A42yub+GMojlTZ+XSOmvLG6ye3xhdWUF9tkZ9MqG73eP5h59Hq4DOepsjdx1l0Bnw/GPnAGjONPbnAQlxE7gpgybAsdcd5djrjgK+Kz0b5OSDnGyQY/LRmL9Lp5dpb/UhgCSN6LdfZE3M3TSEsSJOY6I4wTpfBeq2++Td0XJJYRKQ5+7qimQEAcrPkh3Pm0X1Y7ifNJAPzGgXoeGB/ee61gGB1lgNSRSiohA7yOl2ipCpFGHiP8UbaQWlFblxBKHyld2i0hbFEVE1Ig5DH/6Un5QRKIWONCrSJJWYSqNKNQ3ptjPWr6xz4YUrmIGh1kyoNCqklYS4EqKUIoz8XudxHBEWk1qctShGXd3WQRz6bSp1GAznhjinCMKg2N99EmcVT332ecIopDFZp1KPcQrCICCuROhA48xoAoA/jn98QRwShiE68ltkEpRdvGq4lEueGdJqQn2qwYPve5TlS6ssX1gjHxgm55vUJ+rExxK2VltYk9PvZTjXolpN6WcGjO8qd84fp1KLidLI70nvIAwbqECTZRmmn9PrZZjM4JRj/f/f3n+HWZad9b34Z62d90mVO8fJGo00GiEJhAJICAQCE4xtDAYTjIFLulgGTM4/+F2MDTb2xTK2jBMYbGP8kJEMSCQJ5Ti5p3NXPnnHtdb9Y+1TVd3TSjPT09Pd6/M83VV1wj7r7BP2d7/h+65PGW5N8XxBZz4BAaPNMZPBmIf/+nG6y10836PdS+gsdIgiYcsFlCYIfMIoZJrllFmJ9CK0sZFVpSEMBFlREccRt91ziIc/eM5m0HNDuxczHedoZYV2lATUlcIEPkFqx0ipSqGUt/OeVJUm8CWlV2NqhaoMurap5J3onG/PenaClr6Z9SftZntnxuHeLLy++7kSzdUzwTjTljvRzlDMgovsqrtZsNDsbM7MNrhjb2SaRir7+6yW0hq9i2YCkVW0ZqYimxOAnTLkWUr+yhT3TJhJu/jLGvsb26DL6jCbLIUwNsouwHbWz7IXNY2JevP77PM/G5XZrAXTXD+reW08P0Vmm5WQoHwrNEXFznQwOVtrZSA3tlG/BLlTktB8OLW2Z0Il/M5HfoowvHwk7HOJcX/KW/7T2zj/2CV0WTPoDwFBu5Ogq5qi2P1+T7oRaRKDkJx77CKb57aZPzTHHS8+wWR7wtv/5zsopjn7jq+wctSlzh2Op8pNKzT34vlN6je16R6tbfSpLCrmlnrc9eLbOPvQRY4//wgf/MsPUY8AHw6cWGHzwiblxH7DB0kTmcrs32ErZPngAkEcUIyn1JVPEPqEoc9mMbAHi0ASpCF+rRrBu0dwVhp1tYafvQcosecyD0QjLIUv8IUAz7PlbQJ8acMsWhs83yOIfLSqEZ5g8fAivh+gjSJOQmTjtSh9SZQmRLEtJcDzCJpOZC+wae0g8IlaEXEaIX2fWaNIEBcEsU9V1nhRwIETyySthDDxCePQzigXu/pB1wql7fP3fA8/FEjp2zRkE8WSvocX2KYXKWQTgBFoo+kt3UXciRhsjPEDyYn7juJ7grrWFNOCIq/sY1QS05QI2IiV3Y+ebxtpwjjE8+RONBAp8DwPozQGzUKt6f6tT+fB9z9G/9KEsqjwPI99x5ZI2xFlUXLp1Dpbq33KqZ0fbxA2mhoFSD8EIyiKmqJQSM8OCVCBIY4DugsdevMtOvMt2nMprV7CqQ+f491v/TBPfPQ8EsHBkyuM5lucffgSldJMhzmH79hHt5fYWkJlI9JzC22C0CcbF/ieR9BpobRi2J9QFho/kCil0ZVG+tBb7nL4tkXOnh1glGH5UI+Nc4psWjEdFYyS3FZjiibyKwWdTmKFuhTkeUVdKYq8pipq/NBjsD1FF9rWfM68MY3PjkXSTH2ZWW94855QVmDZCKdVafaj0YTpxOUfA7PzX1PyQXPfPabvZpYyF9gSmr2fJQ1aNrO9G9VomvSyFsZO/5n5FXnNbbTA29tZDwhjbBSymUw0E3o7A3eUAU8iVWOb5IOosanpZrtC734uwFhx54lmf9jPOhVQYt0IGrEpsZfrmegM7XbJG7cpz+5XSvDzXc0qaN7nVZOyn9UXZwqhQJrGPQH7HUPgIQy8/guW+d7v+9Ynf0c9B8kmOdk4Y9+RJZ74yBkuPLrK1to2iwcXQEIQhaiqpi4NXijxAx+FYrwxYbqZM/Eyqrrk9IfP4vkBG+e3GG6MOXzXYRfRdDieBreE0LwSKaWt3RzndBZbvO7vfRZ1WaG1ZvnwEh9424dZPr7MkRP7eei9j7N2egOpBb0DXeaWO1x8YpVyWrFwcIGTLzzKhQcvosoQLzAgJNIvdw5w3aU2nvQoiwpjKvxAUSttC+o/Rp3V3uYfIYSNtkZ+0zwzE3rsTCIJAuuZOIs4BYGkqgwmLzBKEKY+3fkOQeihao30JHErIOm1iIMQGXr4nrRNNZ4kCj2k5xHEAUkrJmpFeEg09r5BFBBGPlVesXGxT5RGtOdSDt2xnySJqJVG1QpV1WBAK41B4ksBocSTHnLWiO15SGkQeOhaoaVBConneVYkCpvelNI2ucwtd3n4PY8z2hqzdWGbznzaNNwYm0rvJETRrDtmlu6cpS1F45M483mRO81Jnm+fv+/5+KHk4Mn93PvyO/noux7jkfecIhsXDDeH3PHCe9HG0O61WD2zwWScoWsIY4n0A8LQQzSCocwLlNKo2oowLSRlVcMwx2hNXSqmo4xoI6S30OG2FxxlMs45f+oS62e3OXByCeH7rJ3ZJIgCdKXwPM8KR6VJ0gitDNm4RGlNEFlfJlMaWu2YbleitSGbZLtj7Y3m8G0HGfZzBoOcUx++yPKxBWo1oa4N/fUhrXaMF3tIBGEcEMYRaS8m8AVdLcizkiwrrL6qWyTpiP7GhOkoR6MgacJsMzVkeFJ3ubDFlAiMzWqrRn5KmjAc7Dg57qhNG0XUM6Fo2NGkpumkN7NGrL35+ObkRmEglLvNO9A0AAmMt6OFESG7Zu8GxM7WBLIxNzWVQDcTjGzKmV37IIkV60YgpbEd7varwQrM2bSmWRR29nlvdLousCn3pnnf5Pam0mNX0DZRW62BDIImUmlm0c6x3cRl56tasrgo+Pqvfg2vf80LCMPrMmv1mlBXNf21AUVeEbVixv0Jq2c2MZXm4kNryDZEYYjwJZ4xeJ6HNprNC/3dsbxakuUlH/yLR1i7sMXc8hwykLR6KUk7vp5Pz+G4obklheaMwfqQfFzQW+ky2hhRTAvml3vc9bLbSZKI0XgCytCZa9NdbrO43MNLAjoLHbYubOMHPsWkJO6kiMDWPY2HOZNJsSMiy2mF59u0qvRtlKae+XZeRWTuDXAKBMKHtB3Tnm/ZRpxK7/gperEkCK0VkJQSGfkEgQQjGG5PCKIQZMHKoWWiNCBKQzpzLaIkwgt8Ak+AlLbr2/fxfQ/Pl8TtmKgVEoY23BPGIUHgE6QBURwhPUEQWjGXFxXTYUbajvGE3GmkAQiCptknCggDHzxJ4Eu8wG8iljbKIhtBOdsfqmqEaq1QtUFrha41dVUjBCzsn6fVSxFS4PkBaWKfWxAFNnLNbimaPUJbQ/OqNnsaXZqpM8b6BepaY5QmV8VlZQzzi132H13m4Xc/weMfOM25x9c4+YJDdLsdVg7PEyYHEWh0bRtHiqyizErqeo/ww6Cb101KD4Nh0s8YbU0QTbNV0Jixh3FIVVWsXdimrBT3vvQE88sdzj+0ymBzhBCCY3cfJE58lIZsXFDlOUjbYOUFEolPZy4hCkOUVoyHMdITdo3a1mMu7esy2M5Q0pANcsLIp78xJaOgVjXzQY8gDUg6CUkS2E7vxr/HC3xavqTMK4SChZUeQRKydb7PYFRAqa01ke81Ik+B8LnMLmynMUbsKZWYeYraKKiRzTaEaQKHTTQy8HYiiUba19HsEac2zy13MweNawK+2LVM2pPK9oRBFTYwKutdwYkWeDvFnlaUgk1BS89g8t332eytZpqGMKENu502YsfKC2Pvj2kio1Ls2iA1IyAl9ufsOYpZatwzUGCblvzm+pFNdYfYRimtrGb3MbRCwU/+0JfygnuPEsfP3XT3M8F4lPG+P/kIqq5ZvbBOf314Wf2sHkMmyp3Ptio1ZVbtOdm3759yqiiSnGyUUxZrSBnSX+3b7zuHw/GUuGU/PZNRZo3c1/p4oW8PFlKQdGKSKCaflmyfH5BnFUhDnEYEaYiuNUHgkWclq4+cJXk8odVLCeKIOrPjLcVsCoew0ROjjT3IK2XNtHd4ctpczPKFTfqs02vTW24hjEdRVPhUSBkRpeFOzaMfhfhNo1MQBQgPJpMpqUxYOrCfY88/Qm+ui9YCbVRj72RrIaXngTEEcUiUBERJiOf7BJGP13SNe15gI4qeQNU1uhbUhQ0DtDsJ5f4eYRphtCFMIuJ2SNKOCeOQMPRt3eXM4kja7nJ7cN4VmEJc+XsTiWx+n9XLaa2440WGsiioSk0YBTZiqg2qVhhtdpqDwN6vKhWqrhsBW9uIsjIobSODqvGjNEIQe3ayjm66prWGOx84SdyKeeRdj5OVivUz23Se3yJMEqIkJEp8/NBnOsgwtcEojR9i96Fv62eFgKpQTCc5ZV5ZoattVKUqavJpgdawfGCObHCAi+e2yEZTLp3e4o77DzPanrJxbovx1pjttQF3f9oJVGUFbtVEjpUBqSBIbCe8BqpKs3hgjlYa0VvsoIWhzBSHb9+HUor1S0OMUhy6bT9GrTEcFNS1xg8ESTdCGFBKIERNOTGYJmwnhCDtRMheSlVVpK0I3xOUj6+RZxpTKSsSvSYUJ8SuyNx9s9uUpmd9SZXxdqyMjNK27tNjp/PaBKLZHuzYJjUR753I56z2UQDG1gLbaB5QNL9o0dSA2hIQ0+hiMwE8a9guZzWkWIG7ExVn16FBCnbrNGkee9acU2PT2gGgmk1pbI0k7HbKG3anCenGynK2TesQv/M1IcfN7jACU9jtRqJxlwJe8cASb/y2v8nSYvdJ3ys3O2c+cp5Lp9aoi5L3vO0jDC4Nm5rWmcKHJ436Ney+JyU2PKwko40MPxwRBj4HTrRJOsme19/hcHyq3LJCc+PcBuceukA+zugudTEG5lZ6ID3KackH/vzDrJ5ZZ7g1otVrMx1MQBiEsc0c/Y0B2aiEWhClIcW0oCprpPBs2kxKwtgj9DzKqkZj0I2Btz0I7vmCaxAI/ETaphXPNs0Mt8dorND1pCTutkjjCC/08D0PP/KtKXgTFjJ1zaXTW+jSML9/nttfdJIwijBCECQevh/hBzZP6IeCtJ2SdCOiKMQPA2tA7dvGD+nbKJn0Zh0Hu2loz/eQUnLwtn0gIEpC4lZs7YWkvKpY3BGTzwhXr5nSjXicNbeoeuaX2aSwmw5zVc/S+4qqVjYKWdbUtb1/4Fthbcc42vrM+15+Gx/8q8eY9KdUecX8Spv2XIvBxojttSF1WSEDyXy30/i1Sjxf7lg5ycDDKEU2LSjzmnxSkI2b0ahKNY1EhtuefwwNXDqzwcPvPcXaxW2WD86TdhPyccH6hS1aD8UsH10kTkNavYQgsibu00lONioYjCYIIOkkmKoGLyEvKqLIJ0l85u84yIl7D/A7b/5zpuOc+ZUOd99/lLf//gfJJzV5VtHuRKTtGFNrCqVR05JiqhAYojikrjVJGpC2W0yHOWXRYnG5x4Uz27ZWEIPvWfcD6Qt0bfb2zVApY1POs0ghhjCU5BUIIwn2RP+NAFkJdCxmGWd7uRH2c7nnMlWBkPZEYadqQja9SpW0kVNtbBRUYL8FjUBIg54NSlI2KmmMaCZSmd2BRlqjAwm+2e0mt0/AptGVXa9XNeMwpb2dgJ2xlbPVejT6R9pSAmrwKivnPa9JjVcCX9llStg5WfU9+O1f+RZ6vfZT+PzcXOw/tsT+48tcemKdYlLYrEWj+kVg97sqrlIP74Pve5dPBtM225V0YowxHDq579l6Gg7HTcktKTSLouRPfuMvePyDZ1g5tITSEKUBVVkzHUyZjKasn9lk81Lf+vINc8pejfAKkIJ8nBNGIVEaEbYi6rKmKGpMrdGmJJsUoCS60hTSpmeklI0HpUYG9uAlEdSVnZAipEAGgiiObPMLTUQHCEKftBPT6qYEUUgU+wRxYOdaS2mPgbVCaU1Z1aTtmNZilxPP28/SwQWiONyxvjECklZE0o5IWjGe79s0eRw2tkM+fuDZednS1kpK307h8QObWvcaIfpcRDZlBHyM8rO9QnQmQm1UU1MVFVWlbKNYXpFnBXWpKLIKBhkAh2/bx6PvPU02LXjnH7yfpUMLxGmCMIYgCZqSAruftMFGU0tFGdSEUUDcitl/pEMQB6hKURc1eVFRTErGo4zpMCMb5wSxpCprVs+vMx1kVIttDp5cYf1Cn8H6kPe8/UHmlrrc8YIj3H7fEeI0YjLOyKcl2hiSdmwDiVKglGE8mDIdZcRpSHcuxQtS2r2E5730BO//s0cYr0/5oq9+BQv75njLb7zD+n9WmuVDC6iiYtCfgobQ962LQm5N70f9KVtljRfY9+jKkQUEcH5j0qSQNWFobahkKqhyZa2DmqhzrTVKN+9NrFE8Te0j+vIvKKNBTWcRS1s5KWeRwVk2XezNWDfpdClQM29N+2FsUvDNfQEas/Zd+yMzC5juMLu7NXTXO7ZCQniIGqRpJlDNaj39ZnCS3k2va9M87izkPuvwVlixqcFTYqcT3TM2NR7YRAA/9I9ex2s/8z68K7xLb3XSbsLC/h6nP3KG6WjSTNtqXv8KvFQiYmGzFw2zuu+qnF02K+uwL0kxyZlOMqLOc9cz1OG4EbglhWYQ+CysdHnfxpjlg4sEkU9nvmO7i0PbfRx1IqL1EBlK0lZCZ7GNH/hUZUXZNKukrZjBxqBpXLGRK910VNe1RgQSz7Pp16qo7Lzp5iAUCg8R+Hi+oqxqPE+Qtlt2ioknkKUkXUhZjAMO3rZCkibWJcb3kZ7Y6ZrWxnaYdxbbxGnIpdMbLBwS7D+5j5UDC9Sl9Wz0Ao9uL6E93yLtJCStiCAK8UMPz/Oa0Y+7QvK5LiifKpcL0SerUd1EPmcCtKpqiqk9echGGWEccM/LbufBdz0GUlIXmszkdOfbxO3YRpl9iR/6jS2THVRZ5bUVVlXFqG+I0oj5pQ6tAzFBFKBqTV3ZBqo8q6iKintfdjt/9N/+gount9BlTbud0rkn4YzQbK5NmA5zLjy+jic9uostm5bPaqLUR2CbqcqyohaCOitpdxNbWiAEqome3vXAST76rtOMh1P+6NfewWd8/n3cef8xHnn/WdbOb7J4eI65+Q6+VxLHinYvQQB5XpNNCqpK4/sSGfi00pD2XEq7mxKeWmX1fN/OgFeabpJifMhMTVlVmMrgCYGWtit+x18TuWuAPmuZBmZ2SF7Tmm6kwUg79cn4QNPQM5uDbkXnbksQRthUdi0afdjEVrWx9ZSYJsluw5azmkv0FWvALjOooaqb8kpp7HjJRkQqsP6eezrM5azWUoAusd+8CmbTSQFMaW8rjE3lzx72l3/mb/P85x17am/4W4QwCkjaKcPtCZN+/qTry1oTJxGelqjKekkFYUiZF0+2jbPnIvhBCErg+zfXd6DD8WxzSwpNIQTHnn+CVxSK9lybuBWRdlPC2GftrMcT+RmSNGbfyWXwoDfXwUhJVZRMRjl1VVGVNfkoR5fgRQYv8vEDn8l4AkIQtgOklDs2JrMAhpDghz5hEhG1I4JQMh3nCGEbO4pJRZyE9JY69FY6LB9eJk4jhLenU7Wp2zJowjAijD2qvGD1iVWE9OjMtWl3Y4q8JO2lLO7r0VnskLZj2zQT2miojVBak/abTVA+VaSUyHA3xZYAzO9er5rJSLe/8Aiblwasn9tqavZsDWoQNdOJBJSVspnZwEfOCWvq3qTri2nB1ppm1J/SnW8xt9yh1U0IQmsgXxU1B04sk/Za/O5/fBv91QFbawNe+Mo7WDm8yEPvPc3a+U3yacG5x1dJVmO0sAdcL2yTpNbIvtNNMRjCMEBpg/A8sqGtE924sE1Z1Rw4ucRH//oUj374LJXS1gs1DRgOMj78V49w5/3H8TyPzkIbY8xOqn9xf9dOOBK263e8PcXzfNq9mLmlNnlWMdieInx7fRxF+F2P/nbFNK8p7TB5+6EQjZEku74/V478nplGznpjbFSyed82NkW7Xepix6gcrzFlr0E2Nkg+BlU3fe3Clp1IwMzmkc/sjWTTea6biOXscSUE2mYiZhFLY5rUeTOxyBibfp+N8ASBVE1tZ2mfshZi72h5fAnf9Hc/nS95w4vodFxK/JNFehIv9JhOimas8BV+yCWIxHabm9rYBj2l0dpG/XcmWIE9GajAjyXz+zu0erdezavD8UxyywrNO150nJUjCwzWh2ilKYuabFrw0b96iA//2UMUZUmYhITCp785ZDKaogqN0dYexwiDlBK/bS2HbO1dTZ3Z6KH0pLUM8q3ACMMA2fIJE99GvcIAT3qsX9hE1zVS2k5sP/RoL7U4cGKFhUPzdtu6GTEY+mg7RLtprLHOy3VpD3i9xR5JJ+bAbfs4ds9hlg8t0Oq1CKNm5KZ3lRolx6eE50m8JCJOIpYOLHLn/ScospLB1pjpKKfICtvNiiBthUgpmmEBVdNgBMKTlEXFZJghpWC4NbJ1l12bzu7Mt4iSkFYn4YFX3UMQSH77zW9j3J9w7uE1XvDKOwjCkHOPtDn36EWmgylr57ZozaXML3fIxj5lUbOw0qE736LViW0JiG8byoppyWQ7Y7A9wRhDFEd4vuDi6U0unNvmtnsPEbcjigsDNkZThoOKu+4/Tqs21my+UoRRyNq5vq07jIKm8QaqydROP5Q+nufhBzDOFLUqyKoa6ft4QYgxxe5O9YX15Zl5SBrFziQayexCOxChmWZlw/tydwwlZvf+XlMIaYytl9QG2ZTs7XwChEBqbUVrgO2qYU8QdRZxnHlXNo05O5n1PQ07wuimzhKQHp7CinoBSIHwbG33XtN14YkdPbvYgTf/wjextNhxJ3xPEelJxpOMwcaQuiifJB6FFBRZRRA035lKY5q6TBEKRMVul3oTxc7L0loc+U8643E4HJ8Ct6TQBIjTiDwOWTy4gOdL8knB4x88zXB7wng4pqpVYwVTMtqaMB0XBL7toBaeTYFqDZ70UFVzUNF2go4XeiSdGG0UZVbhez5eGhAkAWEUEkQ+VVYxHo3xpYeJBL7vE6YRvaU2J15wnO5iii5setM6KRvbVBL5yCCwBu1RQBT5+FFAZy5l5cgCh553kPn5ueu9e28ZhBDEqTWzr0rbPV5k5c4kqjKrCCMf6adUZU05rWyJhhREkU+RV4wGU0abE7b8AWEUkPYS2nMt0nZEu5ty5/3HecUbhrztf7+HrYt91s9s88JX3IWuayaTDH1hgN8KUZV1FJgMM8I4pL8GuralGweOLhKmIcLYyVXba0NEIMgndq1LBxY5d3oDkIy2M5I0prPQYjyckOcFg80RKwd7KBWiMeSjAoNophyVO3XISSvCKIOKA9pzKZurQ2oDeW0otcL37JzwtBsxyG1y2BeCwJeYECqlUbUHSjUCrim6nAm5xltT+EBtrMH5nnJFAZhS7boa0EQVBU1dJzbFDs2ISVsvbSOhtnXfel1aMSi1ASP3xCSxQdem6Wc2TlzvpLqtbZJX2/Wa2dpKezvpW6uj7/+2z+GzXvE8kjh04vIZQErJ8OI2Wxe30HrmVmCvE00EWpeGoqwvu5+QohH/Ys/kJyssW52EtB2RtNJn6Vk4HDcnt6zQFEIQt2MmgylGQ5gGrJ3exPMENbYxRBjIp9YbkRpqWSOUwlTG2osE4AtJFAe0Oi280KcuaytQi5rx9gQhPYgE7YU2vaUOKE1RVghh/QiTxQiFQgqf7kKH/ceXSdOIKtMEkU/ajnbNy4G0k5J0E+I0JO2kzO/vsXJ4gc6Ci4Zcb2x3uU/aSazgnJakHWPrPktN2kmQywJVa9tsNCnIpgVxElEWFcW0IMsKpuOcjYvbpK2YuBMTRwFLhxc4ec8hHnzvE3zk3Y+h0aSdlKX9cywu9cgKW5uZT3KqXJMXJcW0YIhN90/HGUkrJm1ZBwIv8FhY6hAfiymLmoMnlvAjwWMfPo8xhv2HFjh8Yh+d+ZS1s1sMt/v0NzscOrGPtB0RhCFaG5SqGWyMKfMapWvyaUVWlsRxQKcTsbjSRowK6qbpRWtNFAZI3+NQ18dokIEgjkK0Am0UWV6Qj0vySlGUCkpjDdUFGKUbC6QmUqhN4zG5p3NnFpVqcvCz4KgxdjtGgpFyR6AKjR2goMDTYDxjBa5qutmFtpmEJgo587m0j2blpzDSRk/VrruS1vafEB53nYj4R9/6Jdx1x0FC58l4TRj2p9SFtpFJxa4RvgQvtLPsTWO4b68RyACidkSd1VSV2hGdXgDtXodDdxxsoqAOh+Opckt/48VpRD7OmY5zPvyXD3HpzBrba31anYRqnFNkFXVd79ZXYke1CcCEBu1Ba7FNb6FNVdWsndvAE9ZEHQxhbLsVe4sdunMpQeAjY8FoNKWutO1QNoJyXJF0BWk3ZW6pS6uXEKYRvpCYxtuzN98m7SaEUUjaTegtdZnf1yNKbm4j5hsRz5NNNCSmyCryaYGUux0HURyQtmPESpeqqKmrmmySk09KxsMp01FOlVVkk4LpKMOPAtJWxNHnHebcqVXOPHiRP3x0lRP3HOLEPYeQArpYQRUnsW3k8iR1ZVPQk1FGf1IwGUytR2rokbRilg/NN5N/fJJWwKd/9n3kw5LpOGew1ucz3nA/h08u85dv+SDr57Z44iMX6MwlGN1D6ylxYmfNd+dT6lqRNWb9WsNkOKUuNfuPLHHPSodRP+PsqVXqyqbYw1hipCSIfPxIEoQhMpDouqbdjVELhmxSMNieMBjmKGUQqjE+F00t5W7j904ESxhj56nPQo3QjDAV4DXz1ve+WE16Xe6YqDciNmZneibGTuLRs9GWO0bwuyd2szT4zoNGHp/+wkN809d8FidP7sd3ZSvXnDAKibsRwZZHNbVnAtIX1h+4FTMdZJRltTNDPkoCwsjOTzKRLXfQjXdU3I5Je7G1fJPutXM4ng63tNAUwvokPviOh/jtX/pDsmlONS3prw6oa1B70ywShJDESUjaTWnNp3hRQDHOyKcFk34GRiG8gPZ8i6QdobXtLpZItNAMt8ZsXNzA932iKLLjJBHM7++wdHSRe158O925NtoYpO/T7iYk3cRGTLsprV5Kd6lD2kncpIobAJtWD4nTsIlYlpRFZcdSKo3n2VSzH6Z0ytZOh3uRV2STnOHWhCIrUZUiG+VoDPe8+CTTUcYTj65x7uE1Wt2Ug8eWGA/GbKwOmV/psf/IfvYdXaAqFP2NIfnEzoGfjDLGgwxdSaI0ZDKaMh5MEELSnkvpLrZ54Svv5h1/8H7WLg54/EPnuO9ld3DvAyf4i40RqlaceXiV43f7TCY5xaSiKq3nqBd5NlInBUkrpK5KqsKzAwSER6ubcPDoIv2NKUYpiqpGFRW+gKid4vswGuVUtW4iw5JWx4rmVi9hMsoYDe2oTa0NnseO6bmvoC5tUn3HnMjD1moasJ5EM/PJJlKplU1/e9ZKaJZenfmj63IWIBU7k3tmYx+bF/fKVxtCjwfuXeDb/+EXcOLYPlcT/SyTtGLarZTV2WtkIExCoiSiVookDfF8abNVTfNQpTTlNMcPfKI0pPZr6lLjSQ/P96ny4rLRqQ6H41PnllYr+bTg0hNrPPaB0ww3xxRZSVEUVJVCIPAiiTaaMAiQgaC71KXdS/CFh9K2+SCKInwZ4Ac+HVosH1ykmFbYI5bAk5IyK8mziiIr7Jz1JKSz0CaMAzoLbVYOLXDs+UcRGrxA0ummtLox7bkO7V5K2ktIWjFJO94Zsei4sQgjGz1RSu+k1ZXSTEYZAmv6n7ZjOnMt6sbLszhYMtyaMOpPyMa57XdZaPHCVz2PUhn6qyPWz28SRQGj4ZTJIMdUhpWDi0gpafcigtDWgU6GUyt8W3baT54VnFkd4EtJe7G149V694uOcOaR81x4bIMzD69y4NgS+bhg/8EFHn/wHGcembC5MeHwbft2Ora1AFMZqqrAQzIoJpRFjTYQCEE2zRFC0J3vUJaK0caEIq+o6prhOGc4LYhiH2VsnZwX+rbcQNsmjySNdkaWbvZzmgpLO0O8SYH7M+HXzBHXNSC1bWY34GtQJZhQWZ/KUKD3fpRM80/ZyUEyaWSr3L1uVqd52UAv43PoUMwPfveXcc9dh524vE4YY6jLijwrqdVuzDqIJForqqxCJpF1SWi+Q4PAZ7Q9RVdQKk0aCYSwHel1pfAwLB1awPNcSZLD8XS4ZYXmdJzx0F8/yvv+9CM88dEL+IGHIUBIQVXUBGFAFIdErYAwDpDCYzrKWH1im1YvsV6BsbVyoZnio2rDxScuUWaKKA6J2xGB7zczuK0NTNKO6C33kEiiVsTywXkO33WQwPfozLfoLXfpzndo9VL80CduRcStyKVvbhIuS6tPS/JpsSM+82lBGNm57bPXvbfYsU1Gk5zttRGDjRFHTq5glOGj73yU9QvbPPahs3byU+SBhFMfPYuUcOSO/bR7Ca1ujBCGOA7IsorJYMpknOH7HqpSjPs5+WSNzdUBSRqwdGCOc4+ss7He5y2/9V4OHV8GX9CaT8nObzHcHDOeb/G8TztJdy7BGMF0kjMZ5wy3RlAZ6lo1nqQeXjObfLQ1Rmhr+7S9mVFIO5UlGxR4o5Ig8oiSADOYIn0fYzRC2uEFZV6R14oo9ilK2+UthMaouhlR6e0WRwrwlJ3Mc7nlEVCDFma3jrPe060eS5Byd9Y5BnKNKIAYCD2bWi894k7Id33ra3j9617kPpvPAYwxlHlJkeX2hEBAEAXEUcxwMKGYluBB2oqp+zXCA600URxAItFKoSuFH4ZIWeOnAXP754nbqTPHdzieJrek0Dz90Dn+/Df/mjMPnmPr4oB8NMGPAjuDWhh6i22MBi+whuW+bLrNpaQ1l+IHAfMH5+kttBkPJgzWR7aurqwopxVIQRgFBHFI4Pv4saSYapJ2QpmXbJ7dYt/JFfYdWuTofYdY2j/P8pElOnOtHY/LuB0TJa4j9WZlFl2MW7YRKJ/YEaZl0XSle5K4FRM104aCsE1nvk192wqj7TFz+3uoqgYhWD2/jhdFhHFAlVWsnt20URshOXRiCSEFYRTameueRGvNsr+IKhUykOTTkkl/ymhrzMVTGZVWCE+wdW4A3gRhBIv7uswtzZFnFXVZMx5MGWyOaM3ZqUhxElAVNXMLHaK4AD2yU6ySAKXswAKkoNYa6UPkaYwIkFjzeKUUWVkT5DWR7yEiO2IVo6hKbcUhAt+3AkJowzSrUaWyotDUoGzHkBDNRB7YqRm1fprNvgco9zSrNxlxrbUVnwrIm4y5tveoCwFhwPd+y2v4nC+8nyhy02KeSxgD+TjHCwOiOKCUCi+0Jx9B6Nv59kbZKWxCoLWinJYITxIlPsNBgdSCdhoiwpC5lR5H7zrE/uNL1/upORw3PLec0Cyyknf+7nv5q995F6P+FIkkiDz620OKUYHnS8qyQmhJ2o1p7ZsjbccEccDigXm0hE7XdhWvn9/m4ukLVJkijCKCyCeZaxG3Ypb3zVGUJaONEesXJkSRjYq25lK6y13uevFJ7nv1Pew/skSSJoA1ck/aEWHsGnxuJXbS6rUin5a7afXhlOnIptXjNMLzJL7vMb/co7fYYXHfHHEr4sH3hAy2xiwud5GBz+bFbS6cWsf3JePhhCDwiZKQuYUuSE0YhXTnWqSdGK0M2dQ2Cm2vDzDGfkYWVjpsr20zmVRMJ1NuWz5AWSX05hPOP75BNi14+P1nmE5yOr0WZTPVqCoVZVlaayEhiFs+daHRSiKlIAoDkjRh/3EfZWw0sb85Yntg/YAqY9C1ITIGL7Z2R0LY+eW+Z2x3uTHUyvqCKg2zLh1hDGjFbPSkbka8CM9GuBAzD6LdbuSdhiGAyo58RDcd5lKSpJLPef29fPnf/UwOH11+Vt8Xjk8eozVloQgCOwBASHsSppQhjAOMsQb9VVVhsLZxRaZASpJeQruTUpcKGfpIY2ur9x1bJm7F1/upORw3PLeU0CzzktH2mPn98ww2x5RZQdxK2FofMRlOEFoShDGdhTYow/zKPLe96Di9hRZKGaajHF3Z0Xt5VlJkBUmSEoaGdjcmmUutUbUvmIxzsklGPqqaNHzE4TsPsP/EPu544Bh3vvg2fM/u/jAJSdqz5iDHrYrn26aZpB01afUSrTX5pCCfFIRxQJzaukspJXOLHV7xRQ9gjOHUh88TxiH7ji8RRz4bl/psXhxQFjWe75N0IzYv9klaMfP7u8wvWzssrRRB6NNb6hDGAYv7FtBoti8NkL7H2YcuItGMN4fc+aJjTIYFi/t7PP6h8/S3Jqye2SS608cYQTatULVi1M/s1KnAZ+PCmKqsGtsvKOsKrRRJHONHPtNxSXfBjn3sT0tAIjBkecm0UPi+FaxCQqUkod84EWlruu0HEk94VEajK9MYWipQTWFlRFN7Ka0nbcBlAnOnNtOAh0D6EgLJvuWEL/+Kl/G6L3gx7U5yXd4Pjk+eIi+oVW0/MyiUMkhfURXWcd/zPYqsQGmoSm0HBwXWms4PfETz/jC1xo8DwiSkt9wmcif9DsfT5pZRNmVeMtwak08Kjt9ziC/7ztfzu2/6Y1rzKUbXGA1xK+bYnQdYPLRAOp+wdGCBOArJi4rBxgijNbXStBfbyMCz1ixHFulvjSjGOXVeUwttJ6fEAVEU4i/4dJfb3PsZd3DsniMcu/sQcRqDoEmdxq6BwHEZUkqStm3+KnNrj1SVNWVeUeYVnu8RpxFREjC31OVFr34edVFx7vENslHGCz7zDh5+3xM89B47gKC31GM8nCLxiFo+WVHQXx+RtEKiNCYIBMW0pixLuvNtkiRBL2tu944gDZx+dJX1c32M9On0IoqpIkwD2ILptODUQ5dYXOpQlAotJJ7v4YceSik7crM2O7WTAkkYS2ToYZTB9wVRGHHoSIsTScBomHHp3Ab9cQ1SUc8cz4UH0lAqa8QujdkZBzkbIKSbSTxgDd+lwIpPQKJs05L0Lpv+Yvt97OxH4UlOnlzka77uVXzay+8iim6Zr8cbHl1rW4JRa2slFQT4noc2ClFLSl2iDeix3r1TDXEa43s+MtLkeUGlK5JmAEO710K672aH42lzS3yTlkXFYHPEpD+lrmvKsqIz1+G1X/WZVLli2B+RTwpOPu8ofuzjSclknDPeHvPIqVPk0wrPE0RxiJSSfJITpyEI2F7tM14bkWcV7TlB3I7oLnbxA0MYJSwdmefIXYc4etdBlg8t4Ae2wSdKQ9dE4PiEWJ/LgLpS5FM73lLVaietHrciDhxf5u5Pu408q+hvjNheG3PkzgNkk5Kzj64RRh5pK0IbgzaGjbNbIGxKPgx92r2UIPTxQ5/t9QH9rSnlpKQ7n7J0oMtknLNxaUB9aoPtVsBoMGU6LvEin+kwY+PigI1LA1YOzCHDgHYnJk4jhC/xPEUcYbvTjW5Ep8HzPTt6NZd05wOk51Grmqjw6c6lqFIxUthmHQME1lAdJTAYm3YXoJSHkmK3JdzYjnTjg02ns9MlLow1fMd41rGmKeaUgeT++w/zVX//1Tz/RUdd88eNiBCEcYgX++TrFWEQIn1JEAQoo23Uu5jslFUAhC1rKaBUjdIKg0FKgUIjfUnSiV3HucPxDHDTC82yqNi6uE1/fchoe0wxsXNw23Nteotd4jREepLh9oQyLynzmtVTl9haG7J+bpP1c5v4no1Kdhc7+IFPMc0Zbo4pC0VdKoJOTGuxQ2chJYwCjBF0F9rMr3Q5evchTtx7lO5ih6QdE8aBa/BxfMr4gUe7l6I7+rK0ejbOyccFB29bYWttSJ6d4twjl7j9gaPc8fyjJGmCVor5/XO0einDzSGjfkY2yChLRV0pRsMJnufb2eyeRzkpMMZQVTVJJ0EZw3g0ZTickk4jkBJtQJQ1qlZopSnzmtEwY/lQCo3XpSwVBoGUVhSawmCMxvclni9QNbS6MarWO+N7hJS0uy3a3Ra1qhluTemPq50JlLYWr8YIG4W03T4ABlHZ7WijIfR2oqh27rkGX1rNKbGCI/R4+StO8tVf+2ruuPvQ9XppHc8AUlrf1TDwSdKEKivRQhC2PbTxqKuaOA6pvJoqs+ObfD/EGMO0n4EviZMYYxSeJxFaE8ahi2g6HM8AN7XQLPKSC49f4vwjq4y3xoRpSJJGBEnI4r4e3cUuSim2V/vk45xTHz7DeHOENraxIG3FHDi5jzgNWTq4zMbFDU5/8CxRNyZOQqaDCQD7jywTphESQ13W1LVifqnLHfef4I4HTlrPzCi4znvDcTMwS6vHrahJq5fUVU1dKo7dvZ/185tcOrPFw+86xbHnHWbhQI9smOP7ksMnl4mff5iqqplsTdneGrF1acDahT6TQcZkNEWVijCOOHB8gQNHlxlsjwk8D09K8klFFBu63ZgDR9vURcWwP2V7YwBCINGUwymyG2GyArBNFUEUok1tG3iMRxh6ZHmN53kYJUhbsZ3YIgWttv3bD3zCSCJPQtpNqJVhPJgw7I85/cgam9OaKPCYm/NRuY2UTmtNqfWuXZE2UOgdk3Uhm4hmEvCyzzzBN3zL53Hy9n3X8dV0PFOYZqpTu5sw2pwwHmQYBEYKdGXIJwXC8/B9gQ50M0whoqxKtBaoShElMUYbAi8m6qY7Jz4Oh+PpcdMKzf7WgA/8yUe4dHoDU2vSboofecStiM5CB4Sgvz5AazuyDmMY9SdcfGKd/UeXWTi8yLFeQnu+hRcEnH/0IsIIm+LLKi6t9UlbKe35Fq1OTHu+Q6sX4UmPhYNzHLv7CCdfcNQ1+DiuCUIIoiQkSkLqSpFNcgSCez/9Dkbb7+eRD57h9KOrnLz3MF7gMR1NEQie/5l3MNfuMLfQYaVcZGt1QG9xg621EesXthmMxhhR0t8Yk40LVK1YOtSjvzEgbht0rYgCj8V9XZJ2zMbFPodOLHHxzAbrFwb0N6e0ewndhS6dbkJV14Shh6oMvufbDvLaEMc+nu+RtmK0VrR6KQjDtJ/bGs/A1mRqA57wUKam12shfZ8yMxyLfI7cvoJBs7k65uLpdYTIkFlOXUNZgkAjsZ7ufghRGvIFf+dFvPQ193PvfUev90voeAYx2pBNSqI0ttYBGlRdYzBk04zppCRu+UR+QC0kWtv63iiJKEyJND7aaIIgIGrZEbHGGBfRdDieAW5aFfTYe07x4Dsfw/c9lg8vsO/YIr2lLtKTCGlHT0aRPdh5vsf8/h6Lh+f4wNsf4uTzj9KZs/PLMTAdTmnPpyzsn8NPQnRZY4xmOJhy4u4jzK90aM+3WD68xL6jSyweWsB3E3wczxJ+4NGZa6G1Jm5H3PWSE6ye3+aJB89z4dQGi/t7lHnFsJ+RjXOO3HnA+nPGIVWlWD4wTxSHdOdSRkMb1Rz1p6ye2aIsS6pSc/SOAxRZydqFPqPhlLOPrtKb79DuJShV0+q2WT23jaoV42EBjFB1zbxsk2mD8HzQijAKEKFHEofErdDOCPdDlLL2NEk3sg0dgWQ6KUg7MWEYkHgh21sTjDIEsU8QByilGKxPOXtqlf7WlKKo0DVoY/DQSARpN+D4Xft43Ze+hJd91j3MLXSu98vluAYYbe3AyrKkbjrNMdZeFQNhGCCFaOyxbMC7ymuiOLCTqEqFygqSpS5hEjQncLVr1HQ4ngFuWqH5vJffxdmHLnH0noPsP75CENqmCj/0kZ60dThSIj3r7yeEYG65x4Fj+xvTZ8F0NGX1iQ2mwynZMKe90CJqRUgpMMDzDyyQtmOWDs2z/9gy3cWOGxHpuG5IKUnbMQ+88h62LvUBqIuKtGXts7JRzuq5LeJ2zPy+LvX2lKqsyEclMhBMRzlRO0YoTZaXRK2QIi8x2pBnJYONIWuX+tSVxtucMh5OWTowT2e+jTGG/YeX2N4cYbR1SfekJJtWZJMCbQxB6BOWhu5Cgh/LxkBeIBF4kW14KrOK9lza+IV2MVrjhR7bG2Pa7ZRsUuB5hmKac+qhKRfPbjAZVdTKYGyxJgJBOw04dscBPusLX8grPvc+5pe61/GVcVxrqrKmKkv660NqZQhDiRGCPMvxQh+lNAiPuta2Z0xodF2ha0nSitnY3kQb6O33SNoxgefb2mGHw/G0uWmFZpImfMm3vv5Tuk+UhBRZSDHNeeKjFzj30XOUeQlCEkQB2bgAYQ22V44uMbfSY/+xZeZWenb6hMPxHEArw4tedQ++79NfG5JNS07ce5Dti0Py3HpyJmnEsD8lm5SURUE+qPCQ5NMRxhg8KVg5OE93oUUxLdneGDOdFHiepiw0xbigyCu0EdSNV+fC/i6333eErbUho+EEVSqCUDIelqhaY4xAyprR9pQ8q4iTgLn5Dp2llDyvrV3TQou4FZF2EiajnDDyGA9z0IbhaMK5UxuMBhO0NowGU/ICbFEmgKSVSg4fW+blr7+P13zhi1jeP38dXwnHs8VkMGEyLDAKosS3J0fTnFGREaYBSRRSTEuMMEhPUNcGowVlVUNp6zeF0qhaEQYBBoNW6hM/sMPh+IQ4dXQFrV7KdDjlA2/7CNkwY+HAHIuHe2xd7KONprfQ5cDJFfYfX2Hl6KIz9HU859BK4/s+z/+MO/jIOx9n8/wW62f7HLn7AOtnNpCeZPPSNnEaUeUlVWXAGJRRhKFP1IpozyUEgc/FM5uYWrN8cI4qKwkjnyIv2V4fUSnBdJAReILFlXnSVkTcjjmQRvgXBNk4Z3N9hEHgSTvONQztxK0wCojCAK1qNteG6Np2qHfnW7R6CcONKTWKweaY9UsDppOC9YtbrF+0VmS1AW1mQkAQhZIDRxb5tFfcwef9rZdx+Piyc3e4heivjwgCjzgNqKqA6diKTj/0kNqgtKZWNUJ6mGaSVFaURMqz4lNKqkpR5BXToqCYFlSlE5oOxzOBE5pX4HmShf1zvOpvfwYf/D8f4p6X3wVots/3aXVTbrv/GCeef4S07aaFOJ6bKGVTfp25Fve+7CTvf3vN9tqAjXPb9BbbbK4OOffR8yCkTVOHPgKa0hIP35dUec1gc8x0lFNXCm0g7cZ0FlvUtaK7MGT9wgbTYcnq2SlZVnFQLAGCzlyLg8eWeeg9p8mzgrqEtBURRpK61Oha0VlqM7/Uoyht3Wd/a0wQSEbbUyqlqCuNH3gEScils5tsrY8Y96fkecXehKbneSwut3n+i4/xhV/xGdz1QueDeauhtWZzdYBSGm2wneTGMDNXNdJnPMqhMkBt3QgApKAQGiYlURwQhD51UTPeHtPfHDHuj6/js3I4bh6c0LwKYRxy271HOHbHAaqyRlWKzkIH6UkOHnd2KI7nNqq2kRjP89h3eIkT904wxtBfG9Dq2iaHMJRcPNvn8B37SdsRYeSTjQqiNLQRQ6XZXh/ZMa1pwnQ0JYgDwsAekNvtlIWVLh/+68fQynpp5uOCVjtBYJgOpiRxSKeVUsWKxeUOBkFVVYy2ddOclBMmPttrI9vMU5cIBXWtEdLedjrOqSowQlEWBm1HoiOkR7sbcsc9+3nDV76cl7zyLsLIZRduRfJJzqVTq0yGGVVVk41yTG3wAhC+hy+h2AlOmt07Cqz4FIJa1IRJiB941FnN9uqArUuD6/BsHI6bDyc0PwZSSsI4JGxS491F163quDGYNTF4vu2Yve35RxhtWc/X84+vs7C/x/qFPsduXwZdM7e8xHBrTKsXUxZ2vKRXKOIkRDZTd2qlCMMAL5AIASsH52iNE6IwYHtrAPhEoc/8Yptxf8xgc4oxcPi2ZXpLXcqiQkqJ9ASDzTHZKOPSmTUuXdimqkB6kiD0rFF8VqGURmlFXRpKra3ABPDA9z32HZjj8/72i/ncL3sJc/Pus3krs3p2nVF/yrlHL1DkNb4XYKhRpcYozWRaN0abgBE7k6IAOx0Ka7kFID2BnwRE7Rjf9yiykihxJzAOx9PBCU2H4ybCGIPWlwtNKSX3vOQEo7dMCeOAtfN9ekttLjy+RjatGG5mtBdaaKUJQx8v8EDYcapRGlAVNbrXpsgKkiSk1W3hRZLEQNpd4QWvuJO1s9tsrG7R3xoSxiG11tRK0Q3aaGVtjWRzUE/SkPHWiLXz22TjDOGHeIFAK4UxGuELdNOYoTUIDTSzgaLI49NedSdf8x2fx7Hb9l+fnex4zmCMYfWJTUZbY4LAJwgq/MijGleoktmbZ0dQ2jmkWNHJrugUAowyGCEIfJ+0FaO0YTrKnNB0OJ4mTmg6HDcRWu1a/Mg9U02SVsLxuw4y2BiRTQZcfGJENio4/eglWt0W+w8vsnx0kSgOaPdSsnGBLz0qbfA8iR9K2t0urV6K9D0m21NGgwnLh5eIWzGdxTbnHlulrjWn3ncWL/SQnuDSE1t4nrBG2KkPGKqiZmt9jJCCKAqRYUAQ+8RxiEEwHoyQ0iOMJWEYEMY+7VbAgdtXeOFL7+T1f+tlrtHHAcC4P2YyyugttonbMYPNMUobKjUbB8XuGNLZBWJHaTbTf2zAs5iW1Kamt9giace2XnMwpdVL3WQ3h+Np4ISmw3ETMUubS/9yo+mqrGnPpRw4vsRwMOXURy8SxQGq0gw2hrR7KSsYfF9S15phf8x4O0NI2N4Y4Uko0pB8klNVmiKrmF/ugtZsXexTZCWtXsKjHzpNmdcERHTmUqQAU9XklSbLMtI0xOBhBCA84l6EbJo2pIb+9gTp+/QWQubm29x+70E+7bPv5sSdB5hb7DiB6biMtTOb5OOCMAkoK0UxycEHXwpqT4LRe6oyZwJzz3vIzLLq9jKJRzEpKPOKoiwppiX5OHdC0+F4Gjih6XDcROw0Au0RmsYYJoMpAHe+6DhawWQwxZOC5UNzXDq9yb7Dc3R6CfuOLlFmFdsIyrJECAg8z07JEtaAXQhBq5fS6sZITzIZ5oyGUybDKUv75yhUzdxcj+WDPbzQIx+VDPsjJoOc7fUBG5uZ9crsJiRpRNIK8KWkLiriTkheKJ53/1E+52++lBN3HXBTthxXpchL1s9vM+pPyUYFUhmiTkpdKIgFSuWYWoKehTOvPElphKetysCLJH7og5Bsb/ZJHo/p3zdkfqVLXdVunLDD8RRxnxyH4yZCN9YteydU5ZMCpTRCWOuhF7ziDuqyoswr1i9sc/TkPqpKse/gAiuHFqhrRX/TGreXeU0ZV0iBtUESglY7IekkqKqmKmuC0CcOfdJWQrfX4sg9Bzh0fIVsnDMZZBRFydr5bR75wFmKrKYzl5C0Y07ceYBjdy4ThQEYQa003bmEpUPz3Pvi267XLnTcIGxe6LN5aZvBRp+61szvn8dIwcb5LVuSaWg8M69kFuMUey6xQwqCwEdr2LwwAASPvP80R+86QDYu6My7w6XD8VRwnxyH4yZiFtGc1WeqWtmJVkCrmyClJEljnvfS23j/nz9MnISMhxlxGjMeTVk9u8Foe8rGpQFaQV2V5NOStB2BhvkDHdCglUJpQ9KOqCsNwuDHAUv7eiwdnqfMSzviNZBMNjJGWxNanZh7HjjO/hPL3P2S2+i0YwYbdmRlGAesHJpn5fCCS487PiFlUXH24fOcffA8eAJhIExDgsijyAom4xI0CCntaNKZ3jRX2BuBtcsCykyjmGIkLCx3yUY5W+e3OPfwJY7efZC0m7jZ5w7HU8AJTYfjJuJKa6PJMMNg54zv7Z6dX+lx8t7DPPK+02ytDwiCgHxSkk83+cg7HwdPMr/UoSprPF8SBB5JN6bIFK1uTDEtaPVStDLU05JsXBJGHsIT1HmN0orpqKC/PmL9fB+AI3fs4477jnHoxDL9jRH9jRFhFNiU/ZFFklb0rO8vx43J9lqfxz54htOPXOTA8WU72SevqMoag0B6Em00KNNUADcIcbnYZFafaW28lIIqKwGYX+5hEKyf2yBKQ5JWTKuXPptP0+G4KXBC0+G4SbjS2qjISqqyRiBodZ88yerw7fsYD6YMtyesntlAKcVklLO9NcLzfPYfWQQpMMrg+R5xGiMFDDZHdnxlUVNkpZ26gqHVienMt5C+JBuVjPoT1i/18T2f5YPz3H7fETrdlLXz2/i+pLfQYn6pw/xK97IOeYfj41HkJQ+/9wnOPHSBqlKknZSH3/c4o40JYeITRgFKaQqtQQFIhDSY2USgJ0XMm789QRh6+GGIlsJ6agaS/uYY89BFPM/jzhefcO9Vh+NTxAlNh+MmYRbNnKWeJ8MMgKQdXVazOUMIweHb9nHx9BoXn1CsntsEDGVW0VsMET4U2xVCaBAJ4/4YpSFOQuJWRDEuqWuNMZqFlR7LR+ZJkohhf8LWhT6rF7YIQ5/lQwscv2s/0veZTgvSdkTSilg8MEeSuiim45PHGMPZhy6yfnqL7lyL3mKH6SBjtDVlPJzS89pEacSwP4V6b+RSNGLz8u2JvaJRWTGapBFREJBNcgZbIzoLLc4+fJ7t9QHzK132HVt+Vp6rw3Gz4ISmw3GTMPPQlJ5kOsoxxnpgxlekpLXW5NOSfFJgjOH2Fxxj/Xyf9fObXDy9SZmXTIY+Zx+6RFVqlg/NoQ3W01IIOvMtQOOFEipY3jdH2ktJWxHDrQmnH7rIcHtCq5OwcmSB/ceWCEIfYyBJI7oLKXOLnauKX4fj47F5qc/5Ry4ymdq64jD2ON/fwA98OvNtqlpRVRVaAZcnzbGRzY+//arQ5GVOR6UMNsdMhhl+GBCEkvULfd4ev4cv+NpXk7bja/ckHY6bDJcDcDhuEmaNQFppiqbOrNVLdyKcqlaMB1P6ayOysRWiUkr2HVrk5Z//QsIkZNCfMO5PGfRHrJ7bIox9Wt2U5QNztNoRvcWUIPYwWmCMoTuX0uokJK2IC6c3ePj9Z8gnBd35Fkfu2M/RO/cTxwEGQdKK2HdkgcV9c05kOj5lJsOMxz5wmvULW0gDXuSzfrGPwLC40iNpRwy2hgzWx1ZjSp7saPRxESAkVakYbIyoc8VkmLN1oc/y4WV6y23yccaZh85TlfUn3pzD4QBcRNPhuGlQSjeWRCVhHBKnEUHoUxYVxbSkLKqd2/qBTxD6SCmoa0Wrk7Cw1METhmlZofuKMiw5dHKFw7etUExLojhESKimNUHkkXYTG/2c5GxtjOhvDJCeoLvQ4dBtK8wttNHK4IUec4spnfkWQei+chyfOvmk4MKpS5x58DznHl1l+dACa6fXmIwKjNYESUh2qSKfKpRib/cPl0c1PwbCjqMUEvJRTZmNiXsx7VaLMPFBKRaWeihlWDu3SW+hzcrRZdeF7nB8ErhvfYfjJkHVNiXueRIhbDNDf2PUzAzX1KVGeBAGPqpS1NWeqIwQnHzBMR5+32mKyUWGg5ww0ehKoZQmnUuoc0UURvgdSZWXDDZHFFmF1jX5tCaMQrrzLfYdXSKOrTdmqxvTmUtpdRNnW+R4SpR5ydq5DU596DxrZzeo8pKNS9usPrFJrRRLhxaoshLft807wB6Tdnabf8zHEJw714OpNUiJ73moUjN3vEtdKlbPbNGaS2h3U4YbIy49sU7ciuktdVxzkMPxCXBC0+G4SaiKkmycE0Q+SmvySUFV1ahaN/ZGAZ7vNfEdg0Dghx5+6OP7HvuPLHLH/cc59dGLVEWF50nKqsL3JUkaUfs1qqyZjjTZOGc8ytCVJoh84jSgM9diaV+PMApI2jFpJ6bTSwljN77P8dSoq5rVM5tsXRpQFiVpJ6Wz2OGJD19gNMqIWgFVUVNWFXWlCZIAhgUYAfoKYfmJTnT2REHjVkjaSSmmJUHo098cMBqMOXT7AfS6ZjrK8UMfz/PoLLTcSZTD8XFwQtPhuAkwxrB6bovzj63R6aWkvQSBIEoCwjhE1YoiszZFfuDh+R7Sl2ilKbOSEhhuTvB8AcLYek9hyEc5Zx+6yP7jKxhjiNKQIquYTDLqQhGlAQLBwkqXVi8l6SR051LSdkyrl7hoj+MpU9eK84+tsnlhm+HmiCDwSTsJk9GUOA1YOjRPVVacOXWROlfESbTTEGdT4XvE31UnBO1BSnZmUUrwPIkq7PSsIJD0N6fUZU1d1Rw6uY/R6Ywg8q1tmIDuQvta7QaH44bHCU2H4yZh5egSFx5bI4wCwjAgaUf4gY8fWHF5WdTFgKrUZfcvi4owCFha6ZGNMlppwvq5LapSkc4lLO2fxyhDXSumo5woDBFIlg50SdsJC/t6tLsJaScmdrZFjqeB1prH3n+a9XObVJWis9DGGxeMtsfk4xKkpNVNOf/YGlm/QGuFNobpKLORzCuz5J/UCU9zGwPKQFlWDM+u4QWSuZUedaUpC0WUhORRyag/5dKZDTsByxO0e61nejc4HDcFTmg6HDcBQgiW9vV40WfdQ5yE+EHz0Ra71++97ZXXaa1JOjFBHHLgtn0opcknJdPJlDwrmYxyDp0IGW5PuHhqnaQVEaURSwfnaHcSlg/NE6cRnV7iOsodT5tLpzc4+8hFLjy+xtG7DzbvWc1wa8zGxS2m05w4TZA+RK2IyWjC5vnhVUZMzpqBPk5q+8raTW0YbkwwtcJgpwXVhWJ+pcfcYpsyr1k6PE/aTimyiouPr5JPCo7cdcCJTYfjKjih6XDcJAghWDow/5TuW1cKrTR1VXP8rgOUecH5x9ZIREpVlKyf2WJxuceFJzaI04ikFbLvyDy9xQ7zy13aXWtx5GrVHE+Xsqi4dHqdzUt92nMpaSdBKc2pD53l9CMXOPvIRQSSuUWN8DyM0UyG1s7L1mFeKSz3/H5ZOv0qk4L2iM5Rv0AmgqV2jyAMCTyP/vqYIAlJOgmtuZQo9pkOCwab55gOM+571d2EoatJdjj24oSmw+Ggrmsm/QkCwb6ji5w/tY70PDxjKPKaR95/BgQsHpwnSUMO33mA+aUOvYU2XWdb5HiGMMawvTakKip6Cx32H18i7SQ89v5TfPS9j7N+ZosyN3iexoskgwtTptPcastZmeWV0Ut5lctgV3TubRq68kRJCWpjbcO2NkbkWcFge4iuNHOLbTq9lKgdcO49F5lOClpzKXe9+KQ74XI49uAq9R0OB1WhGA8zpCfo9FI83yObFhgDWhnyomDz4pDuXItj9xxkcaXH8oE5Fla6TmQ6njGmw4zpKKPMK+IkoMxrBpsjHv3QOfprY/KiYnFfj7mVLqunN1i7uMV0WFye/ZZYEdn8E8JDCPkx/+GJPbe/fDtGGfJpzmh7jPRhOs4Zbk859eAZ3v9nD1LXNd2FLofvPYQnBdmktHWi15Cqqnj3//kAde1M4x03Bu4I4XA4bERzkKGUoqoVR29f4eH3P8Foe8L8vjmm4wnaaOaXOyzu67LvyAJx4hp+bkWUUnjeM1+HW5U12SRn7ew6k/6EqtbErZjtjSFFXtJb7NDqpBhjGG6N6W+NKLOmoe2ypvK99cifOJYikCB0I1YbsakNaDDSMB2UlFlFWVYs7JtDK0V/a0oY9Tnz8CXueSBlfqENSlMVJcOtCXEaXZNa5Yfe9zh/9pvvoMpq+qtDXvMVn+mip47nPE5oOhwOBptjsmnBZJQTp32MFBy7Yz9lXjK3NEfgS25/8TEOnTzA4dv2uYkotyjnHrvE2379L3npGx7g9hcce8a2a4xhMphai65H19la7bPv2CLZpGDz4jYSSZxErG5ukE0LimlFmWt2ROWVb0fRCMi9aXOx53f7oLu/ays2d7rVd9Lwlrq00cx2r6Izl+L7AX7o098cMx5OMdqQT3KEEEyHGePBlN5i5xnbPwDv/uP38R9//H+xcXaLuz/jdl7+N17iRKbjhsAJTYfDwcUz6zz+4XP4vkfajlhY6fHKL/40Wt2YMI5od2Lrk9mKr/dSHdeR9//Jh5mOct72P/6K4fqA57/ibsIofNrbnY5yBpsjTn/oHBeeWMWTHmkn5sITq1w8tc5kMGVjrc/2+oDxMEdpjVG2pPKyRvNZBFNeIcCuJshmjUPG3l7g7dRrGqMvF68Cykwx2BpRZiXd+ZRWJ0EVJWtnN+mt9CjymvVz5/E8SXs+IYpD4tbTj/obY/itf/UH/N6v/Anj7SlR6nP83kPc95l3Pe1tOxzPBk5oOhwOwjBE1TXtuYRDJ1Y4csd+essd4iRyNZiOHV77Va/gj3/1zzn70CV+/z/9H/77L/4eX/HGL+S+z3zeU46u1VVNf63P6rlN/NDjwPF9dOZSJttTHv3AE1x4Yp3F/fNko5Ky0KgaG23cKzJnEUy4XGQK7ADzHcyepnTBjv3RbEPS/i20vY8xu2FNo2G0mZHHJWWtiDoJcs26PfRWOviBz+rZLaJWRHu+hXePRxAHTyv6v3pplZ/4uz/PI399HhnAkdsO8IZvfC1v+IbXuGim44bBHUEcDgcvfvU9LB3oISQcPLay68PpcOwhjiNe+5Wv4K9/7/384nf/Bf21IR95xyO8/A0v5tt//us+5Yi3MYat1QGrZzfxgKgVI3yJ1opzZzY488gaVanIphWVUig1a4CRCAyIWbv57OJZKv1jiTvx5AZ0IXYjnnqWjjc7Vxlj/xSNaNW1QZWGMq9Zn24z2h4jgHs+/U6O33sYz/fIxznrZ7eI4pDOU5gaZIzhg3/9UX78y3+B0WYGGNJ2i3/wU1/BSz/vRZ/y9hyO64k7mjgcDgCO3Xnwei/BcQMQRiH3veYujt59kK2LQ7JByVv/61/y0PtP8aO/9p0cPLr/k26EGfWnXHh8lSqvkb4gTAKKzIq0KqvoLnQos5qti1usn+9j9J7I5SwiKWjEIjM1+OQHkjv/Xc6VoymlZLdQ04CWT3Y80lCUJdmoQErB9lofIz0OnFxhbrlHmPhI32Myzrj4xBphEhIln3x5QZmX/Pav/CH/5o2/vrMUL5J80899lROZjhsSYcyVYxEcDofD4fj4lGXJz/7DX+Ztv/FXO5eJWPKPf+kbeelrXkB7vvVxZ90XecGH/uxhBltj4lZMe6HFaHPEw+97gtWz63hSsn6pzyMfeIJs0EQy96bIYTeCuTcqOcOTu8JzdpgzV/HMnN1NqctHVxqzG868TI/aDnXhSfYdmqPVTVg42OXwbQc5cts+Wt2EtJugao0UgqXDCxy/59DH3Rf24TWjrTH//2/8Rd7zRw/uXB53JT/zu9/HPS9yNZmOGxMnNB0Oh8PxlPmX/+jN/Pab/nhXpAnBA190L1/6tZ/LvmNLLOybRwiB0RptDKpWjLbGvOv/fJD++pjOfMrxe4+hqprTD1/gz3/v3fQvjZnf32Ht3CaD1czWSl5Whwl7ZqjuisYdcbnn+k+WmagEG7acXTY7RO4xdjfonXT60uE5TtxzmCAOaHVinvfS21g+uIgUgs1LW0jpcezeQxy78+BuXWXz06bmDZsXtjj94Hl+6Mt/AVOrncdZPDbHz/7O93HoxIFP7bk4HM8hnNB0OBwOx9PiHW99Nz/8pf8ClNlptBGe5DP+xv0cu/MwL/+iBwjjEK0002HGox84xZ/+z3cxHec88Dkv4J4HjjHuT/nAnz/IB/7iMaqiIm1HrF0Y7Elv77ErutKqSAjwPPtTNter2YhJ7GU7UckrRlTuNAI1Vxls54/SeyKgZldI750khAZPcvzufUy2c+JexJ0vOMaLP/te0k7C9vqAj/7Fo0RzEc9/yR2ceN5hojTC8yRVqdha2+aDf/4Q7/vLD/He33sIo5vHFPDA59/DT/zqd+P7rsLNcWPj3sEOh8PheFq87LUv5r88+nN87Yu+h2pgI3JGaf7yt97HB5YfZDrJOPH8o5jasHZ+k9UzGwhPsLBvDl9Kzj66ytmHLvLIR85QVyVeFLB2ftCIuyt8hq6ICiLlblTTa25z1bGTe1rUYVeQ7ujGmYC1tZk25a6uSJubRrTuMdxUcOHUOmk7Jbs45Fx6kaWD8xy54wDFuOSJRy+Rj3JUVoGAKInwpcdoOOHP//e7eftvvguz93GE4Gt+7Iv5qjd+2VN5KRyO5xwuoulwOByOZ4SqqnjjF/4UD/3lqSa13IhEITh07zKHTuxj6/yA8ajEjzyO3X2QMPRZPbvJmUfOU0ytOWZdaVBXbHwnmimuLjKbq5ESP/KoFY0gFDZCeeWhTgDCY6bwhCdt2lrp3aCnblLn+opUur7KYdOHdjdCSMPBkyvcdd8JklbE2UdXWb+0TZJGdLoxh2/fx3iU844/ei/rj/WbO2vb6CQlP/07/5gXvfLep/gKOBzPPZzQdDgcDsczhtaaX/jOf8cf/MpfXH6FEMhYMr+vjS4F7YUWrbmUtXMbZIOColA2uHilwAQ7j/zKCT9yTz2mFLuWRhJ6CymTSUldzeorm//2Hu2EtBHQptay3fGZDmtUXe8KydnPmdjc21R0FbEp/OYmHqwcnmPfvgVa3ZiN8302LvaRniBKfS48tgn1FU80FLzpHT/G0duOfLzd63DccDih6XA4HI5nnLf++tv52W968+W1knsFogfCumE2V3+MruzLROasBnM3UrpzmQSkR9qRaA35qAI8ZCjRld6tvdxZi8SPJXWuAU2UerTbCZsb010ReGWdptJcVq+prrBHmjFbrgfzywkCnzyrGG9ObHc7XBZh3X/nAv/6bT9BmqYff6c6HDcgTmg6HA6H45pw5tQFvvWVP0w12iPIZp6WO8Kz+XmldRHYLvIZ4ooo5lVEZhx7xC2P/ma5kzYPU0k5nQnEvaJXEkSSqrBCEyTd+ZiyrsknNeimbnKWPt+JZuomutms62OITbMTQW3skXa61/ek4QV8/te+ku/4+a9zk34cNy1OaDocDofjmjEajfiOz/5JLj6yvnuh3BORhB0/TLF3XOSVoxulAOnt3k80AnNm1i49wlgSRAGTYbl7P8PVaypn25w1BAlI2xJVQlHMmnOUve+O2Gzup9TlNZ9PEpu6cUtq7nOlyGz2wbf8i7/DF3/1666+NofjJsEJTYfD4XBcc37uu36ZP/oPf3X5hXuE5o7IlHDZfPJZqnzntmCaqUBCCkwjFIX0CGJJEAZoo8mzuhGG4vL0N81le34gBH4gCAKJqhXlVGO0soHXq0U1acTnlZOF9ghOY/TlNZ4AaCtgPckvvv0HuP3eE5/k3nM4blyc0HQ4HA7Hs8Lv/de38gvf8WtXWAZxudCcRTK95r+9qXJpBaaZpduNsVHOZvyk5wmiRDKdasRM5O2kpPdEJK92uRTEsSDPjfWznK1R7zbtiJ0o5V7hqXfrUDE7v19VaApYON7lX731h5ifn/+U9p3DcaPihKbD4XA4njUGgyFf9cD3UG/v6bqeCc1ZNFNiO2n2ptaFres0s94gI6zyE96uSbyYRTiteLQXNyHPnSNdkyef1Ygas8dK07YnmVltpcGmyeXuNsReU/dZpBP2NPlYkXqZ0Gz44u/4LL7lR7/qmdiNDscNgxOaDofD4XhWMcbwnV/8Uzz8Z6cvj2aC7TL37CwRc6Vf5qwm0xOg96S/DZd7acKObdHODa52pGtE6GVX7Z0AtLMtxY441ba5R1zprwlWbDbpc2OaBiTbZ8T/87tv5AUvvftT2EsOx82BE5oOh8PhuC787q/+If/yu/7Xbm2j13SWS4mREnzPik1hwAiE14yS3BGAV4hN+BhCk6sbtjd3NOby++3oVkPz2Huux2C0gUqDNDbCqYw1aqrqJ0UxWwd9/tNf/SxJkjzFveRw3Ng4oelwOByO60ZRFHzjq36Y9ccHEPhNmlxgfAmexHiSWcePmaWud9LeewThbFb5FaMnd/8yV4hRMbv0MkxjO7QjLmeZ9lmKfW8zvDI2sqk0Qs9sjwxUCjzBN/zol/Ll3/y5T3sfORw3Mk5oOhwOh+O6cu7MGt/4qp+yAk0IjOdZkTmb+OPJnYk7O56UQiCUbmo12RlTfjU+lkPl1W5+mZhsDo9GSht19SQYgxCNwlV7RGatmnS6AaP5d+/6UQ4eWnnK+8ThuFn4GKMYHA6Hw+G49hhj+JFv/Le2gcb3Ub7EeMKKTG9Wj6mbhhzZXOaBFBgpMc3t9Z6yzae1HtGMRpdiZ9v4QOiBL2w6X0p21K3Ers3z0DORHIW84w8/8PQX43DcBDih6XA4HI7rxq+/6S2cf2Qb7Ul05GHaCTryUVKghKAGmz6XdmylFZpYkefPhKe0NkfebFLQnn/iE/yb3UZi/3lWTDIblzlL3c9EbyMsjTA79aS1J61AbsWY0MNoeNPP/AH9rdH127EOx3MEJzQdDofDcV34w996J2/+2T+wbkFhgAlDG82MAkwa2ct8iQoEtYR6Zl0k2BWcs3+N9+WsP+gTcVnaXFgTeCOaZiM0BLOIpbCRzD2G8UoIlJR2TVJAHGJaEcb3MFGADj1MZfier/4lJpPsGdpbDseNiavRdDgcDsezijGG3/qPf8q//pnfR5u66S6XTaRQIoSxKWhtrMhTxgo+VeGrKzeGFYSVsVN87APsbRK/ao3mrnfmnr+FsD99rJC9CrXXiE4jdxqQRGNjJJTGmKZBqKgRCu64f4X/51e+jXYnfSq7yuG44XFC0+FwOBzPGsYYfu5HfpU//I0Pon0glGghm6hkY2WkzE7jDbKJMhpAa4RSeFfbcKFsRzrsEZd7/7/KWvb+PrvzzBQ+fPKj1ABBsBvp1I3X0swfScz+1ggNotaI2jC3FPFL/+ONLC53P+n95HDcLDih6XA4HI5nhaIo+Puf9/9ja7VEB2CCxi9zNnZSsKsKa3aF5gytoazxZ38boDbWKN1cUQtmPr7I3LsJe8Pd0KeGPU1Hu7etAaImVy9mZuzC3kPuueFMFGuDqBSiBikEv/g/vo077jr4CVbkcNxcOKHpcDgcjmvOBz/wEf7x3/lPGAw6EFZkerJpqLnKHWajHmdKUQO1hrrGN1grpFohjGi8NJ8sKS+bDPRx4ppPOgoK0zx8I3TDACTUvtfUbMrdNc06z6+2fm3tj2StEJVBasHXf9dn83f+ofPWdNw6OKHpcDgcjmvKz//Mb/G//ttfQ1Hj+wId2Kk/tuP7k9iA1lACWY0vBUSSN3zRCzhwdAFhBO95+4NorZkOC7JhQX84Ic9r69FuQCuzY/q+IzxnzT17jNx7CxFB4JMXBV7gc+DYMv3hiPNPjEFr24wUCIjCy2s4P15u3hioNbLWUGpqAyfvneff//fvfUr70uG40XBC0+FwOBzXhPe8+2H+8Rt/g6oqbVNPqQhK3UwA+gR3bkY7UmvQhjtua/NT//pbmF/sID2JEE9Wd0opLp7e4F1/+iDnz6yxerpPVdeU04oL57YY9acIKVg60GVhsYPvewgPDh5ZYP/xFe7/jNs4fHIfSRojhMAYg9YGrTRFUXHh7Abf9S1vItvUEDUp/5nV0id6LpUCZahjG8kV+PzID38Rr/3c+5/SvnU4bhSc0HQ4HA7HM8polPGP/q9/y4OPbUPYNPZIINN4ylxWdvkkjIHKgPD5um9+OV/5ta/B867a/vNxMcYwGWec+sgFPvreJ/jgu05x7rGLREnMibsO8rwHjnPXCw5x6LZ9pK3kqsL141EUBb/w0/+T3/+dB20TkP+J3QKV0ujYt9FQo6EwHN3f5hfe9A9ZWup9ys/R4bgRcELT4XA4HM8IWmv+33/xO/zaf3sfhKoxVGe3oacwiELtNvPMMAIUICWf94Y7+a7v/ZuEYfCMrcsYw6g/YWu1T6uXEiUR3bnWM7b9LCv4jq//BR57cALRFY1Be6gAYh9CmvpN7GjLQvKGL7iL7/7+L39KotrheC7jhKbD4XA4njZv/5MP8wM/+JsYaojsFB0zE5gGRI31ltTWphLdjHGMPF73WSf51jd+Md3uje81eeniBj/xg7/KRx8cQKXBM8wMPiuAwMNEYqd0QOjGzqk0COPzIz/2hbz2tfdfr+U7HM84Tmg6HA6H4ynz2CMX+YZv/PeooobUpsmNvKJRpgKyGlFJAmlHRt51Z4/v+9G/zdFj+67X0q85737Hg/zTn/xfrG5VthxAGipPY3wJsbystlM0HepkAi8M+JVf+QaO3cT7xnHr4ISmw+FwOD5lHnnkcb7xG38NldXQ0taqaNaJvbfcUQGZQWjBnO/xLf/36/iCL33J9VjydUMpxX/413/Ir/7396LLmlIDXXN5XefML143DVCZxEt9fuPXvpnl5YXrsm6H45nACU2Hw+FwfNI8/th5vuYbfgWCGgq1230NlwtMI2wUTwle+cL9/NjPfg1hGF6XNT+XuHBhle/9jv/IqYsFRAaiK24wOyJrjcgNxkgIfH7zvznB6bgxcULT4XA4HJ+QBx88wz/45v/cNPk0F17t6KEkKMH+uZB/8v2fz6e9+N5nc5k3FL/+X/6YN/3Xd5IXCnzN7gxNdvftbFpSJUBJfus3vpXFRdeh7rhxcELT4XA4HB+Tt771nfzIT7wFpIb4KkIIbPSytI09X/tlL+Jrv+61+P6TessdH4PxeMJP/9Rv8afvPANCQTAbi9SwN1I8FSAk/+U/fD3Hju1/tpfqcHzKOKHpcDgcjifxnd/+s7z7/aW167nSaWh21KglaI+7jrf4nu/5Eu6668izvcybjre+5QP84r/6Q9b7JYQa5Kx4c8+NDJALMIIf+f7P5XWfe2vVvDpuLJzQdDgcDgcAZVnyms/7p1BqaOvLxyzOUAYyD9EK+Ptfeh9/72teSxy72stnmrW1Ib/4C/+b//NX50DVEGuu6nRfGag8ZOTxtj/4J8/+Qh2OT4ATmg6Hw3GL866/fpD/+7v+O6ChjZ0DfqWmMUAmEEnIv/zpL+X+++949hd6C1JVFb/1m+/k59/8dsgrW75w5RQj03hxTjyEJ3jLH/1joujKLiOH4/rghKbD4XDcorzq1T+JrjR0zG7nuGFXZM5KBTMBkc9/ftNXc/z4oeuzWAfvfvdjfOd3/5qtlw14cjod7MSh0kDt8VM/+QZe/eoXXYeVOhy7OKHpcDgctxiv+PQfg0RD6F09PW5optVIludDfuM3/pFr7nkOcerUGl/9D/496MraI0kuP0GYUSjIBK9+1QI/9TPf/uwv1OHACU2Hw+G4Zfjsl/4IqtLoeR9CuTMG8TK0gYlAhAFvf6ur+Xsuk+cFn/P6fwpGQXqVcocZhUZsab78K27nO7/3q5/VNTocTmg6HA7HTc5r7/9BKm1gPoBAogUQ7FElsxR5blheiPjN//m912mljqeCUopXf+7PgK7taEu4XHRqAyXIsoKR4bt//FV80Rd/7nVZq+PWwwlNh8PhuEl57Qt+ADAQSapAQMv6FGmDtc2RwnaYjyV0PP7srT9wXdfreHoYY3jlK34KihoWxO6Iy8rsBq9LjRyWeCV82499Nl/65a+7Xst13CI4oelwOBw3EcPhiL/1kp+kVhrm4530eAXQ8gABWY2eGgh8/uBPv4dWK72OK3ZcC/7JG3+OP3v70HpxehIZeDbKmdUEVXPYrzWMaj77y47ygz/zrdd1vY6bFyc0HQ6H4ybg+7/tn/PuP7hoxxhKQQ3QDXetcJSmygwi8Phn/+6rePGL776ey3U8S1RVxed8xk9iUBALqK7w3x8U+NqAESwci/jVt/zE9Vqq4ybFCU2Hw+G4Qdlc7/P3PuMnoVZogPjyET61BJIAcsO9n97hX/y777sey3Q8R/jX//zX+B+//AHbqR54oDWMKi7zE8grpBT81oM/Qxg6I37H08cJTYfD4biBuHh+ja9/9U9Drqw1kbS5cQ0Q7RGaCpSAH/7lr+dVr3LRS8cum5t9/vZn/SzkpS3j3GsAX1Z26mWjDL76+17HV37TF1yPZTpuEpzQdDgcjucwVVXxCz/073nrr3zAXiDl7uQe39u5nQYrDgKfO1+S8i//649dh9U6bjQ+70U/AOMKPOyEobLebRxSqnljAb7gl//8ezh0yBn2Oz41nNB0OByO5xDGGP7Vj/8yv/OL77YXSNjxqvGahg4xi2Sa5qcAIfj2f/olfMHffNV1WbfjxuYf/q0f5fS7hkhjLrdGUtoKUK3tP4B5n9/7yL+4Lut03Hg4oelwOBzXiQ9/6CO88Q3/DIY8eX61tH8LIXf/3hPBZHZ54PG7j/8zxJX3dzieAm/53b/i5771162oNNpGNE0jMLW23lh6VzYc+7yEX/rP//z6LNZxQ+CEpsPhcDzL5HnOl6x8y5OvELs1l8gmPS4kArEjPJESpOTVX3M3/+SnnSWN49rw3nd9hO//0n9jo5kzoWlo0ukGg2kinVdICGPsbRr2PT/lzX/2L5HyamOoHLcCTmg6HA7Hs8zPfMfP88f//r07f4u9B+GZ2JwJSyFsVFPay7/rzV/O577+s5/lFTtuVd79jg/xg1/+b6GureBUVjIY06TUDbup9T1ywszS7MCB+3v8hz9zqfZbFSc0HQ6H41nEGMPrO1972WVXFZqzVLgUCN/jP37wx1leXn72Fupw7OGf/+ib+cN/866d9PnlQrNpGvoYQhPg90f/wZV33KI4oelwOBzPIsYYXt/72t1uXgAJYtbru0doCs/j99Z/6Xos0+G4Kt/1dT/Og799wQpN3fggKW1/NmriSpEJ8L8330QURc/qWh3PDfxPfBOHw+FwPJMIJGav0tTA3hI2T/J76//GRYAczzn++Zt/GIDP3//NmFrvnjB9nJCVkDiReQvjqnMdDofjWUQIwQN/42MbqH/bL38lv7/xJicyHc9pfu/SL/H7G2/ib37f68CTT3ZN2MPf/aE3PIsrczzXcKlzh8PheJa5cOEiX3fnP7nsMiElP/a7387LXvHAdVqVw/HUqOuaL1z5Zqhtt/ne1LnoSH7/4puv19IczwFcRNPhcDieZQ4ePMDX/Pjf2PlbSMkX/8Arnch03JD4vs/vb/0y3/WfvhLYbW4TUvLbZ//t9Vya4zmAi2g6HA7HdUJrTVVVrn7NcVOxurpGr9cjikJXAuJwQtPhcDgcDofDcW1wqXOHw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXBCU2Hw+FwOBwOxzXh/wMz+km8+laFtAAAAABJRU5ErkJggg==", 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" ] @@ -449,7 +464,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.9.18" }, "vscode": { "interpreter": { diff --git a/notebooks/Example_single_cell_trajectory.ipynb b/notebooks/Example_single_cell_trajectory.ipynb index 7cea127..ee1f95b 100644 --- a/notebooks/Example_single_cell_trajectory.ipynb +++ b/notebooks/Example_single_cell_trajectory.ipynb @@ -6,11 +6,11 @@ "source": [ "# Example: Single Cell Gene Expression Trajectories\n", "\n", - "[Packer et al.](https://www.science.org/doi/10.1126/science.aax1971) demonstrated\n", - "how single-cell RNA sequencing uncovers trajectories relating to the cell \n", - "development in the *C. elegans*. These trajectories can be seen as a branching\n", - "structure that we can detect with FLASC. In this notebook, we show how HDBSCAN\\*\n", - "and FLASC can be applied on this data set." + "[Packer et al.](https://www.science.org/doi/10.1126/science.aax1971)\n", + "demonstrated how single-cell RNA sequencing uncovers trajectories relating to\n", + "the cell development in the *C. elegans*. These trajectories can be seen as a\n", + "branching structure that we can detect with FLASC. In this notebook, we show how\n", + "FLASC's branching hierarchy can be used to understand the data's shape." ] }, { @@ -22,7 +22,7 @@ }, { "cell_type": "code", - "execution_count": 1, + "execution_count": 2, "metadata": {}, "outputs": [], "source": [ @@ -32,18 +32,24 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", + "import lensed_umap as lu\n", "import matplotlib.pyplot as plt\n", - "from hdbscan import HDBSCAN\n", - "from flasc import FLASC\n", - "from umap import UMAP\n", "import matplotlib.collections as mc\n", + "from mpl_toolkits.mplot3d.art3d import Line3DCollection\n", + "from umap import UMAP\n", + "from umap.umap_ import reset_local_connectivity\n", + "from flasc import FLASC\n", + "from flasc.prediction import branch_centrality_vectors, update_labels_with_branch_centrality\n", + "from hdbscan import HDBSCAN\n", "from sklearn.preprocessing import normalize\n", + "from scipy.sparse.csgraph import minimum_spanning_tree, connected_components\n", + "\n", "from _plotting import *\n", "\n", "%matplotlib inline\n", @@ -56,16 +62,16 @@ "source": [ "## Data\n", "\n", - "The dataset and pre-processing is described in the \n", - "[documentation of Monocle 3](https://cole-trapnell-lab.github.io/monocle3/docs/trajectories/).\n", - "In essence, different measuring batches are aligned, so that measuring noise is\n", - "reduced. Then, the first 50 PCA coordinates are taken to reduce noise and focus\n", - "on the main patterns. We prepared a file with these 50 PCA coordinates:" + "The dataset and pre-processing is described in the [documentation of Monocle\n", + "3](https://cole-trapnell-lab.github.io/monocle3/docs/trajectories/). In essence,\n", + "different measuring batches are aligned, so that measuring noise is reduced.\n", + "Then, the first 50 PCA coordinates are taken to reduce noise and focus on the\n", + "main patterns. We prepared a file with these 50 PCA coordinates:" ] }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 4, "metadata": {}, "outputs": [ { @@ -74,7 +80,7 @@ "(6188, 50)" ] }, - "execution_count": 3, + "execution_count": 4, "metadata": {}, "output_type": "execute_result" } @@ -88,413 +94,127 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Like [Narayan et al.](https://doi.org/10.1038/s41587-020-00801-7), we visualize the\n", - "data using densMap, a variant of UMAP that tries to preserve local densities in \n", - "the projected coordinates. Because HDBSCAN\\* does not support the cosine distance\n", - "without reverting to an inefficient quadratic implementation, we normalize\n", - "the rows so that the Euclidean distance captures the angle between rows. Essentially\n", - "computing the Angular distance rather than the Cosine distance.\n", - "\n", - "This projection is used for visualisation purposes only, all analyses are run on\n", - "the 50-dimensional feature space." + "Because HDBSCAN\\* does not support the cosine distance without reverting to an\n", + "inefficient quadratic implementation, we normalize the rows so that the\n", + "Euclidean distance captures the angle between rows. Essentially computing the\n", + "Angular distance rather than the Cosine distance." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "X = normalize(df, norm='l2')\n", - "X2 = UMAP(n_neighbors=20, min_dist=0.2, densmap=True).fit_transform(X)\n", - "\n", - "sized_fig()\n", - "plt.scatter(X2.T[0], X2.T[1], 0.2, alpha=0.3, marker='.')\n", - "frame_off()\n", - "plt.subplots_adjust(0, 0, 1, 1)\n", - "plt.savefig('./images/elegans_densmap.png', dpi=300)\n", - "plt.show()" + "# Normalize so euclidian captures angles\n", + "X = normalize(df, norm='l2')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## HDBSCAN\\*\n", - "\n", - "Running HDBSCAN\\* finds 17 clusters containing 36.7% of the data points. The \n", - "clusters appear to correspond to the branches, indicating that the developmental\n", - "end-states contain a local density maximum. Many points, however, are classified\n", - "as noise, indicating that this segmentation does not capture the structure very \n", - "well." + "## Clusters" ] }, { - "cell_type": "code", - "execution_count": 6, + "cell_type": "markdown", "metadata": {}, - "outputs": [], "source": [ - "c = HDBSCAN(min_cluster_size=20).fit(X)" + "First, we look at the clusters in the pre-processed data. We use FLASC here only\n", + "because it provides different plotting functionality on the condensed cluster\n", + "hierarchy. Effectively, what we show are the HDBSCAN\\* clusters." ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 6, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "mask = c.labels_ == -1\n", - "\n", - "sized_fig()\n", - "plt.scatter(X2[mask, 0], X2[mask, 1], 0.2, color=(0.2, 0.2, 0.2), alpha=0.1, marker='.')\n", - "plt.scatter(X2[~mask, 0], X2[~mask, 1], 0.2, c.labels_[~mask], alpha=0.3, vmax=20, cmap='tab20', marker='.')\n", - "\n", - "# Print cluster labels\n", - "center = np.mean(X2, axis=0)\n", - "centroids = [\n", - " np.mean(X2[c.labels_ == i], axis=0)\n", - " for i in range(c.labels_.max())\n", - "]\n", - "quadrant = [\n", - " (ctr[0] <= center[0]) + 2 * (ctr[1] <= center[1])\n", - " for ctr in centroids\n", - "]\n", - "coords = [\n", - " [ctr[0] + 1.2 * (1 if q % 2 == 0 else -1), ctr[1] + 1 * (1 if q < 2 else -1)]\n", - " for q, ctr in zip(quadrant, centroids)\n", - "]\n", - "for l, ctr in enumerate(coords):\n", - " plt.text(ctr[0], ctr[1], f'{l}')\n", - " \n", - "frame_off()\n", - "plt.subplots_adjust(0, 0, 1, 1)\n", - "plt.savefig('./images/elegans_clusters.png', dpi=300)\n", - "plt.show()" + "# Run HDBSCAN* on the data\n", + "c = FLASC(\n", + " min_samples=5,\n", + " min_cluster_size=50,\n", + " min_branch_size=500,\n", + " branch_detection_method=\"core\",\n", + " branch_selection_method=\"eom\",\n", + ").fit(X)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "We adapt the CondensedTree plotting logic to colour segments by the selected cluster,\n", - "rather than the number of points they contain. (Cell hidden in docs)" + "We plot the data in 2D using UMAP. UMAP's disconnection distance is used to\n", + "suppress noisy points. The distance treshold is based on HDBSCAN\\*'s condensed\n", + "hierarchy, rejecting the 16 percentile latest joining points." ] }, { "cell_type": "code", - "execution_count": 8, - "metadata": { - "jupyter": { - "source_hidden": true - }, - "nbsphinx": "hidden", - "tags": [] - }, + "execution_count": null, + "metadata": {}, "outputs": [], "source": [ - "from hdbscan.plots import _get_leaves\n", - "\n", - "# Adapt CondensedTree plotting so the segments are coloured by the selected clusters.\n", - "def get_plot_data(\n", - " clusterer, tree, leaf_separation=1, log_size=False, max_rectangle_per_icicle=20\n", - "):\n", - " CB_LEFT = 0\n", - " CB_RIGHT = 1\n", - " CB_BOTTOM = 2\n", - " CB_TOP = 3\n", - " leaves = _get_leaves(tree._raw_tree)\n", - " last_leaf = tree._raw_tree[\"parent\"].max()\n", - " root = tree._raw_tree[\"parent\"].min()\n", - "\n", - " # We want to get the x and y coordinates for the start of each cluster\n", - " # Initialize the leaves, since we know where they go, the iterate\n", - " # through everything from the leaves back, setting coords as we go\n", - " if isinstance(leaves, np.int64):\n", - " cluster_x_coords = {leaves: leaf_separation}\n", - " else:\n", - " cluster_x_coords = dict(\n", - " zip(leaves, [leaf_separation * x for x in range(len(leaves))])\n", - " )\n", - " cluster_y_coords = {root: 0.0}\n", - "\n", - " for cluster in range(last_leaf, root - 1, -1):\n", - " split = tree._raw_tree[[\"child\", \"lambda_val\"]]\n", - " split = split[\n", - " (tree._raw_tree[\"parent\"] == cluster)\n", - " & (tree._raw_tree[\"child_size\"] > 1)\n", - " ]\n", - " if len(split[\"child\"]) > 1:\n", - " left_child, right_child = split[\"child\"]\n", - " cluster_x_coords[cluster] = np.mean(\n", - " [cluster_x_coords[left_child], cluster_x_coords[right_child]]\n", - " )\n", - " cluster_y_coords[left_child] = split[\"lambda_val\"][0]\n", - " cluster_y_coords[right_child] = split[\"lambda_val\"][1]\n", - "\n", - " # We use bars to plot the 'icicles', so we need to generate centers, tops,\n", - " # bottoms and widths for each rectangle. We can go through each cluster\n", - " # and do this for each in turn.\n", - " bar_centers = []\n", - " bar_tops = []\n", - " bar_bottoms = []\n", - " bar_widths = []\n", - " bar_labels = []\n", - "\n", - " cluster_bounds = {}\n", - "\n", - " scaling = np.sum(\n", - " tree._raw_tree[tree._raw_tree[\"parent\"] == root][\"child_size\"]\n", - " )\n", - "\n", - " if log_size:\n", - " scaling = np.log(scaling)\n", - "\n", - " for c in range(last_leaf, root - 1, -1):\n", - " cluster_bounds[c] = [0, 0, 0, 0]\n", - " c_children = tree._raw_tree[tree._raw_tree[\"parent\"] == c]\n", - " point_children = c_children[\"child\"][c_children[\"child\"] < root]\n", - " if len(point_children) == 0:\n", - " label = 0\n", - " else:\n", - " label = clusterer.labels_[point_children[0]]\n", - " current_size = np.sum(c_children[\"child_size\"])\n", - " current_lambda = cluster_y_coords[c]\n", - " cluster_max_size = current_size\n", - " cluster_max_lambda = c_children[\"lambda_val\"].max()\n", - " cluster_min_size = np.sum(\n", - " c_children[c_children[\"lambda_val\"] == cluster_max_lambda][\n", - " \"child_size\"\n", - " ]\n", - " )\n", - "\n", - " if log_size:\n", - " current_size = np.log(current_size)\n", - " cluster_max_size = np.log(cluster_max_size)\n", - " cluster_min_size = np.log(cluster_min_size)\n", - "\n", - " total_size_change = float(cluster_max_size - cluster_min_size)\n", - " step_size_change = total_size_change / max_rectangle_per_icicle\n", - "\n", - " cluster_bounds[c][CB_LEFT] = cluster_x_coords[c] * scaling - (\n", - " current_size / 2.0\n", - " )\n", - " cluster_bounds[c][CB_RIGHT] = cluster_x_coords[c] * scaling + (\n", - " current_size / 2.0\n", - " )\n", - " cluster_bounds[c][CB_BOTTOM] = cluster_y_coords[c]\n", - " cluster_bounds[c][CB_TOP] = np.max(c_children[\"lambda_val\"])\n", - "\n", - " last_step_size = current_size\n", - " last_step_lambda = current_lambda\n", - "\n", - " for i in np.argsort(c_children[\"lambda_val\"]):\n", - " row = c_children[i]\n", - " if row[\"lambda_val\"] != current_lambda and (\n", - " last_step_size - current_size > step_size_change\n", - " or row[\"lambda_val\"] == cluster_max_lambda\n", - " ):\n", - " bar_centers.append(cluster_x_coords[c] * scaling)\n", - " bar_tops.append(row[\"lambda_val\"] - last_step_lambda)\n", - " bar_bottoms.append(last_step_lambda)\n", - " bar_widths.append(last_step_size)\n", - " bar_labels.append(label)\n", - " last_step_size = current_size\n", - " last_step_lambda = current_lambda\n", - " if log_size:\n", - " exp_size = np.exp(current_size) - row[\"child_size\"]\n", - " # Ensure we don't try to take log of zero\n", - " if exp_size > 0.01:\n", - " current_size = np.log(\n", - " np.exp(current_size) - row[\"child_size\"]\n", - " )\n", - " else:\n", - " current_size = 0.0\n", - " else:\n", - " current_size -= row[\"child_size\"]\n", - " current_lambda = row[\"lambda_val\"]\n", - "\n", - " # Finally we need the horizontal lines that occur at cluster splits.\n", - " line_xs = []\n", - " line_ys = []\n", - "\n", - " for row in tree._raw_tree[tree._raw_tree[\"child_size\"] > 1]:\n", - " parent = row[\"parent\"]\n", - " child = row[\"child\"]\n", - " child_size = row[\"child_size\"]\n", - " if log_size:\n", - " child_size = np.log(child_size)\n", - " sign = np.sign(cluster_x_coords[child] - cluster_x_coords[parent])\n", - " line_xs.append(\n", - " [\n", - " cluster_x_coords[parent] * scaling,\n", - " cluster_x_coords[child] * scaling + sign * (child_size / 2.0),\n", - " ]\n", - " )\n", - " line_ys.append([cluster_y_coords[child], cluster_y_coords[child]])\n", - "\n", - " return {\n", - " \"bar_centers\": bar_centers,\n", - " \"bar_tops\": bar_tops,\n", - " \"bar_bottoms\": bar_bottoms,\n", - " \"bar_widths\": bar_widths,\n", - " \"bar_labels\": bar_labels, \n", - " \"line_xs\": line_xs,\n", - " \"line_ys\": line_ys,\n", - " \"cluster_bounds\": cluster_bounds,\n", - " }\n", - "\n", - "\n", - "def plot_icicles(\n", - " c, tree,\n", - " leaf_separation=1,\n", - " selection_palette=None,\n", - " max_rectangles_per_icicle=20,\n", - "):\n", - " from matplotlib.patches import Ellipse\n", - "\n", - " CB_LEFT = 0\n", - " CB_RIGHT = 1\n", - " CB_BOTTOM = 2\n", - " CB_TOP = 3\n", - "\n", - " plot_data = get_plot_data(\n", - " c, tree,\n", - " leaf_separation=leaf_separation,\n", - " log_size=False,\n", - " max_rectangle_per_icicle=max_rectangles_per_icicle,\n", - " )\n", - " axis = plt.gca()\n", - "\n", - " axis.bar(\n", - " plot_data[\"bar_centers\"],\n", - " plot_data[\"bar_tops\"],\n", - " bottom=plot_data[\"bar_bottoms\"],\n", - " width=plot_data[\"bar_widths\"],\n", - " color=[selection_palette[l%len(selection_palette)] if l >= 0 else (0.8, 0.8, 0.8) for l in plot_data['bar_labels']],\n", - " align=\"center\",\n", - " linewidth=0,\n", - " )\n", - "\n", - " drawlines = []\n", - " for xs, ys in zip(plot_data[\"line_xs\"], plot_data[\"line_ys\"]):\n", - " drawlines.append(xs)\n", - " drawlines.append(ys)\n", - " axis.plot(*drawlines, color=\"black\", linewidth=1)\n", - "\n", - " chosen_clusters = tree._select_clusters()\n", - " plot_range = np.hstack([plot_data[\"bar_tops\"], plot_data[\"bar_bottoms\"]])\n", - " plot_range = plot_range[np.isfinite(plot_range)]\n", - " mean_y_center = np.mean([np.max(plot_range), np.min(plot_range)])\n", - " max_height = np.diff(np.percentile(plot_range, q=[10, 90]))\n", - " for i, c in enumerate(chosen_clusters):\n", - " c_bounds = plot_data[\"cluster_bounds\"][c]\n", - " width = c_bounds[CB_RIGHT] - c_bounds[CB_LEFT]\n", - " height = c_bounds[CB_TOP] - c_bounds[CB_BOTTOM]\n", - " center = (\n", - " np.mean([c_bounds[CB_LEFT], c_bounds[CB_RIGHT]]),\n", - " np.mean([c_bounds[CB_TOP], c_bounds[CB_BOTTOM]]),\n", - " )\n", - " \n", - " if not np.isfinite(center[1]):\n", - " center = (center[0], mean_y_center)\n", - " if not np.isfinite(height):\n", - " height = max_height\n", - " \n", - " axis.annotate(\n", - " str(i),\n", - " xy=center,\n", - " xytext=(center[0], center[1] + 0.7 * height),\n", - " horizontalalignment=\"center\",\n", - " verticalalignment=\"top\",\n", - " )\n", - "\n", - " axis.set_xticks([])\n", - " for side in (\"right\", \"top\", \"bottom\"):\n", - " axis.spines[side].set_visible(False)\n", - " axis.invert_yaxis()\n", - " axis.set_ylabel(\"density\")\n", - "\n", - " return axis" + "# Embed down to 2D, use disconnection distance to suppress noisy points.\n", + "dist_threshold = 1 / np.percentile(c._condensed_tree['lambda_val'], [16])[0]\n", + "p = UMAP(\n", + " n_neighbors=30,\n", + " n_components=2,\n", + " transform_mode=\"graph\",\n", + " disconnection_distance=dist_threshold,\n", + ").fit(X)\n", + "# Keep largest connected component\n", + "dok = p.graph_.todok()\n", + "_, comp_label = connected_components(p.graph_)\n", + "u, cnt = np.unique(comp_label, return_counts=True)\n", + "dok[comp_label != u[np.argmax(cnt)], :] = 0\n", + "p.graph_ = dok.tocsr()\n", + "# Compute (a good) layout by ramping repulsion up and down.\n", + "p = lu.embed_graph(\n", + " p, repulsion_strengths=[0.03, 0.3, 0.03], epoch_sequence=[300, 300, 100]\n", + ")\n", + "X2 = p.embedding_" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The resulting visualisation showhs that the branches are detected as distinct \n", - "subgroups by HDBBSCAN\\*. However, the condensed tree does not describe the \n", - "trajectories. In other words, the branching structure or developmental \n", - "trajectories are not captured." + "The function below labels detected subgroups so it is easier to see which\n", + "cluster in the hierarchy is which cluster in the embedding." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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\n", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], + "outputs": [], "source": [ - "sized_fig()\n", - "plot_icicles(\n", - " c, c.condensed_tree_,\n", - " leaf_separation=0.2,\n", - " selection_palette=plt.get_cmap(\"tab20\").colors,\n", - ")\n", - "plt.subplots_adjust(0.12, 0.1, 0.99, 0.95)\n", - "plt.savefig(\"./images/elegans_cluster_tree.png\", dpi=300)\n", - "plt.show()" + "def label_groups(X, labels, x_offset=0.2, y_offset=0.2):\n", + " \"\"\"Draw subgroup labels in the embedding.\"\"\"\n", + " center = np.nanmean(X, axis=0)\n", + " centroids = [np.nanmean(X[labels == i], axis=0) for i in range(labels.max() + 1)]\n", + " quadrant = [(ctr[0] <= center[0]) + 2 * (ctr[1] <= center[1]) for ctr in centroids]\n", + " coords = [\n", + " [\n", + " ctr[0] + x_offset * (1 if q % 2 == 0 else -1),\n", + " ctr[1] + y_offset * (1 if q < 2 else -1),\n", + " ]\n", + " for q, ctr in zip(quadrant, centroids)\n", + " ]\n", + " for l, ctr in enumerate(coords):\n", + " plt.text(ctr[0], ctr[1], f\"{l}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## FLASC\n", - "\n", - "Based on the HDBSCAN\\* clustering, we interpret this data to be a single cluster.\n", - "To achieve this, we enable the *allow single cluster* flag and set the \n", - "*cluster selection epsilon* to $1/1.4$. This epsilon value will also be the \n", - "threshold for points to be considered as noise. Some points have to be classified\n", - "as noise, otherwise they bridge the gaps between the trajectories, hindering \n", - "their detection as branches.\n", - "\n", - "Because all data points are now detected as a single cluster, the number of edges\n", - "in the *full* cluster approximation graph is expected to be quite large, as the\n", - "cluster spans quite a large density range. Therefore, we use the *core* approximation\n", - "graph to detect the branches." + "These clusters appear to correspond to structure in the 2D embedding quite\n", + "nicely. Only the cluster hierarchy itself does not indicate which clusters are\n", + "near each other. For example, the connection between cluster 10 and the branches connected to it are obvious from the cluster hierarchy." ] }, { @@ -503,40 +223,27 @@ "metadata": {}, "outputs": [], "source": [ - "t = 1/1.4\n", - "c = FLASC(\n", - " min_samples=5,\n", - " min_cluster_size=20,\n", - " cluster_selection_epsilon=t, \n", - " allow_single_cluster=True,\n", - " branch_detection_method='core',\n", - ").fit(X)\n", - "graph = c._cluster_approximation_graphs[0]\n", - "mask = c.labels_ != -1\n", - "parents = graph.T[0].astype('int')\n", - "children = graph.T[1].astype('int')\n", - "edges = list(zip(\n", - " zip(X2[children, 0], X2[children, 1]), \n", - " zip(X2[parents, 0], X2[parents, 1])\n", - "))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "As expected, FLASC finds the trajectories as branches. Interestingly, the\n", - "5-NN graph indicates connectivity that is not obvious from the densMap projection." + "X2 = X2[:, [1, 0]]" ] }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 11, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", 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", 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", 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" ] @@ -546,42 +253,29 @@ } ], "source": [ - "palette = plt.get_cmap('tab20').colors\n", - "node_colors = [palette[l%20] for l in c.labels_ if l != -1]\n", - "\n", - "sized_fig()\n", - "plt.scatter(X2[~mask, 0], X2[~mask, 1], 0.2, color=(0.2, 0.2, 0.2), alpha=0.1, marker='.')\n", - "plt.scatter(X2[mask, 0], X2[mask, 1], 0.2, node_colors, marker='.', alpha=0.3)\n", - "lc = mc.LineCollection(edges, linewidths=0.2, color=(0.2, 0.2, 0.2), zorder=-1, alpha=0.1)\n", - "plt.gca().add_collection(lc)\n", - "\n", - "# Print cluster labels\n", - "center = np.mean(X2, axis=0)\n", - "centroids = [\n", - " np.mean(X2[c.labels_ == i], axis=0)\n", - " for i in range(c.labels_.max())\n", - "]\n", - "quadrant = [\n", - " (ctr[0] <= center[0]) + 2 * (ctr[1] <= center[1])\n", - " for ctr in centroids\n", - "]\n", - "coords = [\n", - " [ctr[0] + 1.2 * (1 if q % 2 == 0 else -1), ctr[1] + 1 * (1 if q < 2 else -1)]\n", - " for q, ctr in zip(quadrant, centroids)\n", - "]\n", - "for l, ctr in enumerate(coords):\n", - " if l == 4:\n", - " plt.text(ctr[0] + 1.5, ctr[1] + 3.5, f'{l}')\n", - " plt.text(ctr[0] - 1, ctr[1] - 5, f'{l}')\n", - " elif l == 11:\n", - " plt.text(ctr[0] + 2.5, ctr[1] + 8, f'{l}')\n", - " plt.text(ctr[0] - 5, ctr[1] - 8, f'{l}')\n", - " else:\n", - " plt.text(ctr[0], ctr[1], f'{l}')\n", - "\n", - "frame_off()\n", + "# Plot result\n", + "fig = sized_fig(1 / 2)\n", + "graph = c.cluster_approximation_graph_\n", + "graph.plot(positions=X2, node_color=\"cluster_label\", node_size=1, edge_width=0)\n", + "label_groups(X2, c.cluster_labels_)\n", "plt.subplots_adjust(0, 0, 1, 1)\n", - "plt.savefig('./images/elegans_branches.png', dpi=300)\n", + "plt.savefig(\"./images/elegans_clusters.png\", dpi=600)\n", + "plt.show()\n", + "\n", + "fig = sized_fig(1 / 2)\n", + "c.condensed_tree_.plot(leaf_separation=0.2, label_clusters=True)\n", + "plt.hlines(1 / dist_threshold, *plt.xlim(), \"k\", linestyles=\":\", lw=0.5)\n", + "plt.ylim(plt.ylim()[0], 0.8)\n", + "plt.text(\n", + " plt.xlim()[1] * 0.95,\n", + " 1 / dist_threshold,\n", + " \"Disconnection distance\",\n", + " va=\"bottom\",\n", + " ha=\"right\",\n", + ")\n", + "plt.subplots_adjust(0.13, 0.1, 1, 0.95)\n", + "plt.ylabel(\"Density ($\\\\lambda$)\")\n", + "plt.savefig(\"./images/elegans_clusters_hierarchy.png\", dpi=600)\n", "plt.show()" ] }, @@ -589,396 +283,77 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Again, we adapt the CondensedTree code to draw a branch condensed tree coloured\n", - "by the selected branches:" + "## Branches\n", + "\n", + "The branch hierarchy is extracted by first embedding the data into 3D using\n", + "UMAP. This is a denoising step that supresses noisy points and connections and\n", + "expresses the strongest connectivity in 3D coordinates. Using 3 dimensions\n", + "avoids crossings that are more likely in 2D. In addition, we use a ramping\n", + "repulsion strategy that first moves connected points close together, then\n", + "separates the structures, and finally lets connected structures move closer\n", + "together again. Care needs to be taken that the 3D embedding properly converges and does not introduce gaps or overlaps between structures.\n", + "\n", + "FLASC is then configured to interpret the data as a single cluster and detect\n", + "the branch hierarchy using the core graphs and leaf strategy." ] }, { "cell_type": "code", - "execution_count": 28, - "metadata": { - "jupyter": { - "source_hidden": true - }, - "nbsphinx": "hidden", - "tags": [] - }, + "execution_count": 12, + "metadata": {}, "outputs": [], "source": [ - "from warnings import warn\n", - "from hdbscan._hdbscan_tree import compute_stability\n", - "from flasc._flasc_tree import epsilon_search, max_lambdas\n", - "\n", - "CB_LEFT = 0\n", - "CB_RIGHT = 1\n", - "CB_BOTTOM = 2\n", - "CB_TOP = 3\n", - "\n", - "\n", - "class BranchCondensedTree(object):\n", - " def __init__(\n", - " self,\n", - " condensed_tree_array,\n", - " labels, cluster_points,\n", - " branch_selection_method=\"eom\",\n", - " allow_single_branch=False,\n", - " branch_selection_persistence=0,\n", - " ):\n", - " self.num_points = X.shape[0]\n", - " self.labels = labels\n", - " self.cluster_points = cluster_points\n", - " self._raw_tree = condensed_tree_array\n", - " self.branch_selection_method = branch_selection_method\n", - " self.allow_single_branch = allow_single_branch\n", - " self.branch_selection_persistence = branch_selection_persistence\n", - "\n", - " def get_plot_data(\n", - " self, leaf_separation=1, log_size=False, max_rectangle_per_icicle=20\n", - " ):\n", - " leaves = _get_leaves(self._raw_tree)\n", - " last_leaf = self._raw_tree[\"parent\"].max()\n", - " root = self._raw_tree[\"parent\"].min()\n", - "\n", - " # We want to get the x and y coordinates for the start of each cluster\n", - " # Initialize the leaves, since we know where they go, the iterate\n", - " # through everything from the leaves back, setting coords as we go\n", - " if isinstance(leaves, np.int64):\n", - " cluster_x_coords = {leaves: leaf_separation}\n", - " else:\n", - " cluster_x_coords = dict(\n", - " zip(leaves, [leaf_separation * x for x in range(len(leaves))])\n", - " )\n", - " cluster_y_coords = {root: 0.0}\n", - "\n", - " for cluster in range(last_leaf, root - 1, -1):\n", - " split = self._raw_tree[[\"child\", \"lambda_val\"]]\n", - " split = split[\n", - " (self._raw_tree[\"parent\"] == cluster)\n", - " & (self._raw_tree[\"child_size\"] > 1)\n", - " ]\n", - " if len(split[\"child\"]) > 1:\n", - " left_child, right_child = split[\"child\"]\n", - " cluster_x_coords[cluster] = np.mean(\n", - " [\n", - " cluster_x_coords[left_child],\n", - " cluster_x_coords[right_child],\n", - " ]\n", - " )\n", - " cluster_y_coords[left_child] = split[\"lambda_val\"][0]\n", - " cluster_y_coords[right_child] = split[\"lambda_val\"][1]\n", - "\n", - " # We use bars to plot the 'icicles', so we need to generate centers, tops,\n", - " # bottoms and widths for each rectangle. We can go through each cluster\n", - " # and do this for each in turn.\n", - " bar_centers = []\n", - " bar_tops = []\n", - " bar_bottoms = []\n", - " bar_widths = []\n", - " bar_labels = []\n", - "\n", - " cluster_bounds = {}\n", - "\n", - " scaling = np.sum(\n", - " self._raw_tree[self._raw_tree[\"parent\"] == root][\"child_size\"]\n", - " )\n", - "\n", - " if log_size:\n", - " scaling = np.log(scaling)\n", - "\n", - " for c in range(last_leaf, root - 1, -1):\n", - " cluster_bounds[c] = [0, 0, 0, 0]\n", - "\n", - " c_children = self._raw_tree[self._raw_tree[\"parent\"] == c]\n", - " point_children = c_children['child'][c_children['child'] < root]\n", - " if len(point_children) == 0:\n", - " label = 0\n", - " else:\n", - " label = self.labels[self.cluster_points[point_children[0]]]\n", - " current_size = np.sum(c_children[\"child_size\"])\n", - " current_lambda = cluster_y_coords[c]\n", - " cluster_max_size = current_size\n", - " cluster_max_lambda = c_children[\"lambda_val\"].max()\n", - " cluster_min_size = np.sum(\n", - " c_children[c_children[\"lambda_val\"] == cluster_max_lambda][\n", - " \"child_size\"\n", - " ]\n", - " )\n", - "\n", - " if log_size:\n", - " current_size = np.log(current_size)\n", - " cluster_max_size = np.log(cluster_max_size)\n", - " cluster_min_size = np.log(cluster_min_size)\n", - "\n", - " total_size_change = float(cluster_max_size - cluster_min_size)\n", - " step_size_change = total_size_change / max_rectangle_per_icicle\n", - "\n", - " cluster_bounds[c][CB_LEFT] = cluster_x_coords[c] * scaling - (\n", - " current_size / 2.0\n", - " )\n", - " cluster_bounds[c][CB_RIGHT] = cluster_x_coords[c] * scaling + (\n", - " current_size / 2.0\n", - " )\n", - " cluster_bounds[c][CB_BOTTOM] = cluster_y_coords[c]\n", - " cluster_bounds[c][CB_TOP] = np.max(c_children[\"lambda_val\"])\n", - "\n", - " last_step_size = current_size\n", - " last_step_lambda = current_lambda\n", - "\n", - " for i in np.argsort(c_children[\"lambda_val\"]):\n", - " row = c_children[i]\n", - " if row[\"lambda_val\"] != current_lambda and (\n", - " last_step_size - current_size > step_size_change\n", - " or row[\"lambda_val\"] == cluster_max_lambda\n", - " ):\n", - " bar_centers.append(cluster_x_coords[c] * scaling)\n", - " bar_tops.append(row[\"lambda_val\"] - last_step_lambda)\n", - " bar_bottoms.append(last_step_lambda)\n", - " bar_widths.append(last_step_size)\n", - " bar_labels.append(label)\n", - " last_step_size = current_size\n", - " last_step_lambda = current_lambda\n", - " if log_size:\n", - " exp_size = np.exp(current_size) - row[\"child_size\"]\n", - " # Ensure we don't try to take log of zero\n", - " if exp_size > 0.01:\n", - " current_size = np.log(\n", - " np.exp(current_size) - row[\"child_size\"]\n", - " )\n", - " else:\n", - " current_size = 0.0\n", - " else:\n", - " current_size -= row[\"child_size\"]\n", - " current_lambda = row[\"lambda_val\"]\n", - "\n", - " # Finally we need the horizontal lines that occur at cluster splits.\n", - " line_xs = []\n", - " line_ys = []\n", - "\n", - " for row in self._raw_tree[self._raw_tree[\"child_size\"] > 1]:\n", - " parent = row[\"parent\"]\n", - " child = row[\"child\"]\n", - " child_size = row[\"child_size\"]\n", - " if log_size:\n", - " child_size = np.log(child_size)\n", - " sign = np.sign(cluster_x_coords[child] - cluster_x_coords[parent])\n", - " line_xs.append(\n", - " [\n", - " cluster_x_coords[parent] * scaling,\n", - " cluster_x_coords[child] * scaling\n", - " + sign * (child_size / 2.0),\n", - " ]\n", - " )\n", - " line_ys.append([cluster_y_coords[child], cluster_y_coords[child]])\n", - "\n", - " return {\n", - " \"bar_centers\": bar_centers,\n", - " \"bar_tops\": bar_tops,\n", - " \"bar_bottoms\": bar_bottoms,\n", - " \"bar_widths\": bar_widths,\n", - " \"bar_labels\": bar_labels,\n", - " \"line_xs\": line_xs,\n", - " \"line_ys\": line_ys,\n", - " \"cluster_bounds\": cluster_bounds,\n", - " }\n", - "\n", - " def _select_clusters(self):\n", - " selected = None\n", - " if self.branch_selection_method == \"eom\":\n", - " stability = compute_stability(self._raw_tree)\n", - " if self.allow_single_branch:\n", - " node_list = sorted(stability.keys(), reverse=True)\n", - " else:\n", - " node_list = sorted(stability.keys(), reverse=True)[:-1]\n", - " cluster_tree = self._raw_tree[self._raw_tree[\"child_size\"] > 1]\n", - " is_cluster = {cluster: True for cluster in node_list}\n", - "\n", - " for node in node_list:\n", - " child_selection = cluster_tree[\"parent\"] == node\n", - " subtree_stability = np.sum(\n", - " [\n", - " stability[child]\n", - " for child in cluster_tree[\"child\"][child_selection]\n", - " ]\n", - " )\n", - "\n", - " if subtree_stability > stability[node]:\n", - " is_cluster[node] = False\n", - " stability[node] = subtree_stability\n", - " else:\n", - " for sub_node in _bfs_from_cluster_tree(cluster_tree, node):\n", - " if sub_node != node:\n", - " is_cluster[sub_node] = False\n", - "\n", - " selected = sorted(\n", - " [cluster for cluster in is_cluster if is_cluster[cluster]]\n", - " )\n", - " else:\n", - " selected = _get_leaves(self._raw_tree)\n", - " \n", - " if self.branch_selection_persistence != 0.0:\n", - " deaths = max_lambdas(self._raw_tree, self.num_points)\n", - "\n", - " selected = epsilon_search(\n", - " selected, \n", - " cluster_tree.copy(), \n", - " self.branch_selection_persistence, \n", - " deaths\n", - " )\n", - " return selected\n", - "\n", - " def plot(\n", - " self,\n", - " leaf_separation=1,\n", - " select_clusters=False,\n", - " label_clusters=False,\n", - " selection_palette=None,\n", - " axis=None,\n", - " colorbar=True,\n", - " log_size=False,\n", - " max_rectangles_per_icicle=20,\n", - " ):\n", - " plot_data = self.get_plot_data(\n", - " leaf_separation=leaf_separation,\n", - " log_size=log_size,\n", - " max_rectangle_per_icicle=max_rectangles_per_icicle,\n", - " )\n", - "\n", - " if axis is None:\n", - " axis = plt.gca()\n", - "\n", - " axis.bar(\n", - " plot_data[\"bar_centers\"],\n", - " plot_data[\"bar_tops\"],\n", - " bottom=plot_data[\"bar_bottoms\"],\n", - " width=plot_data[\"bar_widths\"],\n", - " color=[selection_palette[l%len(selection_palette)] if l >= 0 else (0.8, 0.8, 0.8) for l in plot_data['bar_labels']],\n", - " align=\"center\",\n", - " linewidth=0,\n", - " )\n", - "\n", - " drawlines = []\n", - " for xs, ys in zip(plot_data[\"line_xs\"], plot_data[\"line_ys\"]):\n", - " drawlines.append(xs)\n", - " drawlines.append(ys)\n", - " axis.plot(*drawlines, color=\"black\", linewidth=1)\n", - " # for xs, ys in zip(plot_data['line_xs'], plot_data['line_ys']):\n", - " # axis.plot(xs, ys, color='black', linewidth=1)\n", - "\n", - " if select_clusters:\n", - " try:\n", - " from matplotlib.patches import Ellipse\n", - " except ImportError:\n", - " raise ImportError(\n", - " \"You must have matplotlib.patches available to plot selected clusters.\"\n", - " )\n", - "\n", - " chosen_clusters = self._select_clusters()\n", - "\n", - " # Extract the chosen cluster bounds. If enough duplicate data points exist in the\n", - " # data the lambda value might be infinite. This breaks labeling and highlighting\n", - " # the chosen clusters.\n", - " cluster_bounds = np.array(\n", - " [plot_data[\"cluster_bounds\"][c] for c in chosen_clusters]\n", - " )\n", - " if not np.isfinite(cluster_bounds).all():\n", - " warn(\n", - " \"Infinite lambda values encountered in chosen clusters.\"\n", - " \" This might be due to duplicates in the data.\"\n", - " )\n", - "\n", - " # Extract the plot range of the y-axis and set default center and height values for ellipses.\n", - " # Extremly dense clusters might result in near infinite lambda values. Setting max_height\n", - " # based on the percentile should alleviate the impact on plotting.\n", - " plot_range = np.hstack(\n", - " [plot_data[\"bar_tops\"], plot_data[\"bar_bottoms\"]]\n", - " )\n", - " plot_range = plot_range[np.isfinite(plot_range)]\n", - " mean_y_center = np.mean([np.max(plot_range), np.min(plot_range)])\n", - " max_height = np.diff(np.percentile(plot_range, q=[10, 90]))\n", - "\n", - " for i, c in enumerate(chosen_clusters):\n", - " c_bounds = plot_data[\"cluster_bounds\"][c]\n", - " width = c_bounds[CB_RIGHT] - c_bounds[CB_LEFT]\n", - " height = c_bounds[CB_TOP] - c_bounds[CB_BOTTOM]\n", - " center = (\n", - " np.mean([c_bounds[CB_LEFT], c_bounds[CB_RIGHT]]),\n", - " np.mean([c_bounds[CB_TOP], c_bounds[CB_BOTTOM]]),\n", - " )\n", - "\n", - " # Set center and height to default values if necessary\n", - " if not np.isfinite(center[1]):\n", - " center = (center[0], mean_y_center)\n", - " if not np.isfinite(height):\n", - " height = max_height\n", - "\n", - " if label_clusters:\n", - " axis.annotate(\n", - " str(i),\n", - " xy=center,\n", - " xytext=(\n", - " center[0],\n", - " center[1] + 0.7 * height,\n", - " ),\n", - " horizontalalignment=\"center\",\n", - " verticalalignment=\"top\",\n", - " )\n", - "\n", - " axis.set_xticks([])\n", - " for side in (\"right\", \"top\", \"bottom\"):\n", - " axis.spines[side].set_visible(False)\n", - " axis.invert_yaxis()\n", - " axis.set_ylabel(\"$\\lambda$ value\")\n", - "\n", - " return axis\n", - " \n", - "\n", - "def _bfs_from_cluster_tree(tree, bfs_root):\n", - " \"\"\"\n", - " Perform a breadth first search on a tree in condensed tree format\n", - " \"\"\"\n", - "\n", - " result = []\n", - " to_process = [bfs_root]\n", - "\n", - " while to_process:\n", - " result.extend(to_process)\n", - " to_process = tree['child'][np.in1d(tree['parent'], to_process)].tolist()\n", - "\n", - " return result\n", - "\n", - "def _recurse_leaf_dfs(cluster_tree, current_node):\n", - " children = cluster_tree[cluster_tree['parent'] == current_node]['child']\n", - " if len(children) == 0:\n", - " return [current_node,]\n", - " else:\n", - " return sum([_recurse_leaf_dfs(cluster_tree, child) for child in children], [])\n", - "\n", - "def _get_leaves(condensed_tree):\n", - " cluster_tree = condensed_tree[condensed_tree['child_size'] > 1]\n", - " if cluster_tree.shape[0] == 0:\n", - " # Return the only cluster, the root\n", - " return [condensed_tree['parent'].min()]\n", - "\n", - " root = cluster_tree['parent'].min()\n", - " return _recurse_leaf_dfs(cluster_tree, root)" + "# Embed down to 3D\n", + "p.n_components = 3\n", + "del p.embedding_\n", + "p = lu.embed_graph(p, repulsion_strengths=[0.01, 0.1, 0.3, 0.03], epoch_sequence=[400, 300, 300, 200])" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "# Run FLASC on 3D embedding\n", + "c = FLASC(\n", + " min_samples=3,\n", + " min_branch_size=50,\n", + " min_cluster_size=500,\n", + " allow_single_cluster=True,\n", + " branch_detection_method=\"core\",\n", + " branch_selection_method=\"leaf\",\n", + ").fit(p.embedding_)\n", + "graph = c.cluster_approximation_graph_\n", + "# Geodesic labels\n", + "# labels, branch_labels = update_labels_with_branch_centrality(c, branch_centrality_vectors(c))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "The resulting branch condensed hierarchy better describes the cluster's shape.\n", - "However, it only contains the most-eccentric connections between the branches." + "The resulting hierarchy more closely resembles the data's shape, ignoring some spurrious connections that would be detected when FLASC operates on the pre-processed data." ] }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 20, "metadata": {}, "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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wMwxj32TsvUzT1NbW1r7j7YADAJw9gYTbjRs3dO3aNUm74TY5OSnp0dwyz/OYZwYAGJpAwm1+fl7S7koCxWJRtm131eCSyWTnPQAQZxcvXuxpCS4MViDhNjY2pnw+L2l3FYL2zwAAhCHw0ZIEG4LwH1ZfDLsIwECEsWhynNeQPEzfNbe5uTktLCzozTfflCRNTk52+teSyWSneXJra0t//vOf+70dAADH6jvc5ufnNT093XmdzWY1Pj6+730n3bYGAIDT6jvcrl692vV67+RpAACGLfA+t7t372pnZ6fr2N7XGL7PLj0bdhEAYGgCD7ef/exnKpfLXccePnzI0lcAgKEJPNwkdQaXtE1NTalWqw3iVkBfvvuH34ddBAADEHi4HbQSyfb29sC2uAEAYK/Aw629sPEnn3yinZ0d3b59W6ZpyjTNoG8FAMCBAg+31dVVffXVV5qentb4+LhM01Sr1dKNGzeCvhUA4JTiPrE78F0BpN0NS13X1ccffyzDMLrmwQFR8N0//F6//853wy4GgAEZSLhJj3bEBgBg2AJffmtiYqKz5Q3Lb6FfrDF5tE9/8mnYRQAiKfDlt3K5HMtvAQBCxfJbAIDYCXy05Ntvv60HDx4E/bEAAPQs8HBbW1tjwjYAIFSBj5YslUqqVCp66aWXgv5oRMwb7/xj2EUAgAMFXnMrFAqqVquanJzU3Nxc58+3v/3toG8F9GWQ60r+7RoPd4iWuE/a3ivwmtth89s8zwv6VgAAHCjwcFtbWwv6I4GRRO0NUXUWanED2fIGAIAwBR5uCwsLBx5ns1KcFKuTADitwMPtsJVI1tfXg74VAAAHCqTP7caNG7p27Zqk3XBrry3Z3rjU87wDNzEFAGAQAgm3+fl5SVKr1VKxWJRt2101uGQy2XnPSfm+r1qtJtu2Va1We9ppwHEc5fN5maapyclJNZtN1et1bWxsKJlMnqocQFR8+pNP9f1/+H7YxcARLl68qPfffz/sYpxpgYTb2NiY8vm8JCmRSHR+7pfjOKrVajIMQ67rnmjxZdd1VSwWlUwmZZqmKpXKmQq2zy49q2/+7m7YxQC6PFh9Reev/SbsYuAMCHwqQFDBJknpdFrpdPpUOwpUKhWZphlYWfDI+vq6crlc17FKpaJsNhtSiU7GdV3Zti1p9wEqnU6rUqmEXCpEWavV0hdffHGia7788svOtdLug78kff7558de+/TTT3fej9MJPNx2dna0srKyb33J7e1tvffee0HfbiAuXLhw6Ll79+4NsSTR5LquqtWqTNOU7/vyPG+kNqat1WpaWFhQNpuV7/saHx+XbdsqFAphFw0R1Gq19MILL+iDDz4Y2j2ff/553blzh4DrQ+Dh9tJLL8l1Xc3OznYdH/YKJdVqVY7jSJI2NzdlWRY1uYA0m00tLi5K2u1PHbXm3nbZpd3yp9NpFvvGkQiZ0RN4uDmOI9d1df78+aA/umfJZFJzc3OdZjLf9zU1NaWNjQ2l0+ljr6d2djTXdTu1c8MwtLy8PHIB1+a6rlzX1Y0bNwL/7Pbgqq2trZH9+8FusN25c0ffu/G9fec++m8fHXv93mbJ4/xhOq00tba+BR5uUagd7V3fMplManZ2tjPiEv2xLEvpdFqGYci2bU1NTen+/fsj9QXuOI5s21a9XlelUunpoeck2g8Akkbq70WSdH1buj4WdikiJZFI6Imv758WfO7cucDv9fQTTxBsARjIrgDtzvqw2La9r5mpPeIS/ctms52Hh3Y/VfuLfFSk02lVq1VVKhXlcjkVi8VAP9+yLFblAUIUeM1tZWVFtVpNc3NzXRO3t7a29NFHx1fhg1AsFjU3N9dVe2s3oSF4g3pw8H1fKysrmpycVDqdHkirgGmaWl5elm3bWlpaCuQzy+VyZ6QvDvdg9ZWwi4AYCzzcpIObJtvtzqdx1GCUdvPS4/PYFhcXu8rQngjeaDROXQY8svdBwff9wB8carWaCoWCSqXSUB5Kgmo69H1fhUJBzWZTtVotkM8EcHKBh9vNmzcD+yzXdVUqlTqjHm3bVjqd1sLCQuep2PM81et1eZ7X+YIqlUpdTaOu66rRaPAkHQDf95XJZNRsNiU9GkBkWVag97Asq+cVaU4qk8l09b2WSqXAmhDz+bxKpVIgnwXg9AZScwuKYRjHzj0yTVNbW1v7jjNnaTCSyaQsy1Imk1EymZTv+2o0GoGGUC6X6+rXC1o6ne5MQvd9X7Ztd00POK32Q1gUBlUBZ91Awm15eVkff/xxZ9L222+/rTfffHMQt0IIlpaWAuufOkh7yTXLslSv12UYhm7cuBFY0+GgHnzq9bocx1EqlZL0qDk9lUoNpBb66U8+DfTz9rm+PdjPBwYo8NGSV65cUalU0ubmZufY9PS0Xn/99aBvhRhqD0yxbVulUkmNRkO+7+9b7iuKFhcX1Ww2O3/aS3o1m00GMwFDFni4NRoNeZ6ny5cvd45dvnyZznWcWi6XU61WO9Uao2Fql3cQ5R54rQ3oU9ijYQMPt4P2bbt///7Ql9/CI59dejbsIvSsXcN5fGrBqO4FmM1m1Wq1Rm8S94CF/aWHsyHwcJuamtLbb7+t7e3d9vq7d+9qfn6eTnb0bHFxsatfrL1IMyEBoFeBDygpFAq6fPmyHMfRk08+2XlyZUsR9Ko9lSOTycgwDHmex7JpAE4k8HAbGxvr7Hrdnuz7eP8b0AumcgCjI4qb0AYebnfv3u0EWjvUdnZ29MwzzwR9KwAjin43DFrgfW75fF7lcrnr2MOHD1lEFgAwNIGHW6vV2jdhe2pqiqkAwChhAjdG3FCmAmxvb7PdDABgaAIPt/bCxp988ol2dnZ0+/ZtmabJVAAAwNAEHm6rq6v66quvND09rfHxcZmmqVarpRs3bgR9KwAADjSQhZMrlYru378vx3FkGIamp6cHcRsAAA40sKkAU1NTmpqaksRUAABDcn1buj726GecWUwFAADEDlMBgBHS3vU8lUppfHxcuVxu5HZLAIaBqQDACLFtW5ZlqdlsamNjQ7VaTfl8PuxiAZHDVABghFQqFaXTaUm7/9fm5+d5cBwS9tAbLUwFAEaY67o8OAIHYCoAMKJ831e9Xmc7KeAAgdfc2qampvTaa68RbMCAXL58WYVCIfKbuDqOI8uyVCwW950rl8vK5XKamZlh0BkC1Xe4zc3NaWdn58j3bG9v68knn+z3VgD+jWVZMgxDi4uLYRflUL7vK5fLKZfLqVwu7wvh9fV1VSoVVSoVbWxsKJfL0X8o6bt/+H3YRYiFvsPNcZyuCdrb29v61re+1fWesbExtVqtfm8FQLu1nVFojkwmk6pUKmo2mweeb4/8bL/XNE02qUVgBtLn9vDhw33HEonEIG4FnCnr6+uybVuNRkO+78vzPPm+3xlBGVV7a22u68p13a5yG4ah9fX1IZcMcRV4uI2NjR041w1Af9rNfJKUSqW6zo1ay0i7+fHx74rJyUl5nhdWkRAzfYdbq9XSJ598orGxsc6xRCKhP/3pT53/cFtbW/3eBjjzksmktra29tWCRnGFklEsM0ZLIDW3vU0irVZLhmF0vaZZEujfQSMjoz5a8iDt7wfP8zrlf/jwoWZnZ0MsFeKk73ArlUqamJg48j9Yu28Aw/XZpWf1zd/dDbsYwD7tB2LXdTtBt7cPDuhH3+E2jHXtisViZ8SV67qybbunVRnK5bIajYZSqZSazaZyuRyrOQDHcBxHpVJJqVRKS0tLgXym7/v7miKXlpZUKpVkmqZ831etVtP9+/f7vxlb3Rzq+vXrYRdhaAYyWjJI7eHC7ae7Wq2mTCajarV6ZFCVy2VVq9Wu4dKpVKprbT4Aj/i+r3w+L8dx5LquSqXSQO9XKBRkWZYymYwkaWNjYySbWBFNkQ+39fV1ZTKZTriZpql0Oq1CoXBkuBUKhX1zZrLZrFZWViI/PwgIQ3temhT81J3DRnMOOkCj7rBacruFqv2edDrN99YJRT7cJO1btWBiYuLIlQx835fruvueAlOp1IFLAO114cKFQ8/du3fv2OuBUUcNarCOqyXXajUtLCwom83K932Nj4/Ltm0muZ9A5MPtoNUN6vX6kbW2er0uaf/ecsy/AxAFx9WSH19WLZlMKp1Oj9TSZA9WXwm7CNEPt73K5bIkHbmFTrvj+rCnT9/3j3wypXYGYFiOqyW3V3Nh27CTGdiuAIPgOI4KhYIajcaR/yAOO8d0BACjwnEcZTIZzczMMBDuFEYm3NodrI1Go2uC+EHa5/cOPT6uRgcAvRr0ztzpdLoz4juXy/U0XgCPjES4ua6rQqGgarXaCaajftGGYcgwjH1t1M1mU9lsdpBFBWLhoHlpCIdpmlpeXu6MnkRvIh9urusql8spk8lofX1d6+vrKpfL2tzc7LynXX1//D+jbdsHjkBaXl4eVtEBIDC0OJ1M5AeUzMzMdK2G3vb4nBDP81Sv17vWqWuPNrIsq7NCSalUOnPt1p9dejbsImAEjdouA6PsoFpye6GKtlKpxIP5CUU+3HrZUcA0zQPfF+VdigHgMOl0uvNA7/u+bNvm++yEIh9uABBnB9WSmazdv8j3uQEAcFKEGwAgdgg3AEDsEG4AgNgh3AAAsUO4ARhZjuPIsqxDVyw67vxZdRZWnyHcAIyc9sIOuVxO5XJ53+odx50/S1KplMbHxzU+Pq5EIqFEIqGZmZmwizVwzHMDMHKO2w9tkLuKjxrbtrv2snznnXeUyWRCLNFwEG4ARtpxtbIga22f/uRTff8fvh/Y5w3D3pVNVlZWzsRqJzRLAsAZ4TiOZmdnB/LZUdh9+3GEGwCcESsrK7IsK+xiDAXhBgBngO/7chznzOyMQrgBwBlQLpfP1GbNDCgBMNKO2zWcXcV3raysqNFohF2MoaHmBgAxt76+LsMwZBhG2EUZGmpuAEbacbuGs6v4bq1tYWEh7GIMFeEGACf06U8+DbsIJ3KWmiPbaJYEAMQO4QYAiB3CDQAQO4QbACB2CDcAQOwQbjHkOI5yuZwsy9LMzIxqtVrYRQKAoWIqQMz4vq+ZmRk1Gg2l02m5rqtUKtV5DQBnATW3mCmXy5LUCTLDMJTNZlUqlcIsFgAMFeF2BhiGoXq9HnYxAGBoCLeYaa/6vb6+3jnGorFAcEZtdZKzaiT63IrFoprNpiTJdV3Zti3TNI+8xnEc5fN5maapyclJNZtN1et1bWxsBLrtfNQYhqFqtSrbtlUqlZROp1Wv1we2+y4ARFHkw822bVmW1VnNularKZPJqFqtHhtwruuqWCwqmUzKNE1VKpVYB1ubaZpda8mNj49reXk5xBIBwHAlWhFfMjuVSqlUKnUF2czMjCYmJlStVg+9znEceZ53bADGXbFY1ObmpiqVSthFAYChiXzNTdqtgT1uYmJi37EgXbhw4dBz9+7dG9h9g7a+vq5qtUqwAThzIh9u7b62x9Xr9Z5qZNVqVY7jSJI2NzdlWdaZqMkVi0U9fPhQqVTqyNotAMRV5Jsl9yqXy7JtW/fv3z+y/8x1XTmO0xk96Pu+pqamtLGxwWRmAIi5kQq39rJS1Wr1VNulZzIZSaI2AwAxNzLz3NpTABqNRk/BZtv2vn45wzAG2lcHAIiGkQg313VVKBRUrVY7TZHFYvHIa4rFYqe/7fHPOU2NDwAwWiI/oMR1XeVyOS0vL3dW3fA8T5ubm533OI4j27a75rEtLi52DR7xfV+1Wq1r/hcAIJ4iH24zMzPyfV+5XK7r+NLSUudnz/NUr9fleV4n3Eqlkmzb7rzHdV1WxgeAM2KkBpQAANCLkehzAwDgJAg3AEDsEG4AgNgh3ADgEI7jyLKsfVOPXNeVZVlKpVIaHx9XLpdj38SIIdwAYI/2CO1cLqdyubxvqb/2VlzNZlMbGxuq1WrK5/PhFBYHivxUAAAYtmQy2dlNI5FI7Dv/+E4b6XRa8/PzqtfrQysfjkfNDQCO0MsGx67rnokdR0YJNTcA6IPv+6rX6+ybGDHU3ACgD5cvX1ahUOiphofhIdwA4JQsy5JhGFpcXAy7KNiDZkkAOIVyuax6vc5i7BFFuAHAEXzf3zeHbX19vbO/pO/78jxPvu+zMHuEEG4AcAKP71KSSqW6zrEOfXSwKwAAnJDv+/sGkBx0DOEh3AAAscNoSQBA7BBuAIDYIdwAALFDuAEAYodwAwDEDuEGAIgdwg0AEDuEGwAgdgg3AEDsEG4AgNgh3AAAfSuXy8rlcpqZmVGtVgu7OOwKAADoz/r6uiqViqrVqnzf19TUlBqNhgzDCK1M1NwAAH2xbVuWZUmSksmkTNNUoVAItUyEGwDg1FzXleu6XRu1GoYRetMk4QYAODXXdSVJExMTnWOTk5PyPC+sIkki3AAAffB9P+wiHIhwAwCcWnvQyOM1tYcPH2p2djasIkki3AAAfWj3tbWbJ9s/P94HF4ZEq9VqhVoCAMBIs21bruuqUql0pgLcv39fyWQytDIRbgCAvlmW1am9FQoFam4AAASNPjcAQOwQbgCA2CHcAACxQ7gBAGKHcAMAxA7hBgCIHcINABA7hBsAIHYINwBA7BBuAIDYIdwAALFDuAEAYodwAwDEDuEGAIgdwg0AEDuEGwAgdgg3AEDs/H8NYOYOTExfLQAAAABJRU5ErkJggg==", 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" ] @@ -988,27 +363,35 @@ } ], "source": [ - "sized_fig()\n", - "BranchCondensedTree(\n", - " c._cluster_condensed_trees[0],\n", - " c.labels_,\n", - " c.cluster_points_[0],\n", - " c.branch_selection_method,\n", - " c.allow_single_branch,\n", - " c.branch_selection_persistence\n", - ").plot(\n", - " colorbar=False,\n", - " leaf_separation=0.2,\n", - " select_clusters=True,\n", - " label_clusters=True,\n", - " selection_palette=palette\n", + "# Plot result\n", + "fig = sized_fig(1 / 2)\n", + "cmap = plt.colormaps[\"tab10\"].colors\n", + "_labels = c.labels_.copy()\n", + "for pts in c.cluster_points_:\n", + " if np.any(c.branch_labels_[pts] > 0):\n", + " _labels[_labels == _labels[pts].max()] = -1\n", + "colors = np.asarray(\n", + " [cmap[l % 10] if l >= 0 else mpl.colors.to_rgb(\"silver\") for l in _labels]\n", + ")\n", + "graph.plot(\n", + " positions=X2,\n", + " node_color=colors,\n", + " node_cmap=None,\n", + " node_size=1,\n", + " edge_width=0,\n", + ")\n", + "label_groups(X2, c.labels_, x_offset=0, y_offset=0.3)\n", + "plt.subplots_adjust(0, 0, 1, 1)\n", + "plt.savefig(\"./images/elegans_branch_embedding.png\", dpi=600)\n", + "plt.show()\n", + "\n", + "fig = sized_fig(1 / 2)\n", + "c.cluster_condensed_trees_[-1].plot(\n", + " leaf_separation=0.2, label_clusters=True, color_centre_as_noise=True\n", ")\n", - "plt.yscale('log')\n", - "# plt.ylim(0.2, 0)\n", - "# plt.yticks([0, .1, .2, .3])\n", - "plt.ylabel('eccentricity', labelpad=-7, y=0.4)\n", - "plt.subplots_adjust(0.13, 0.07, 1, 0.95)\n", - "plt.savefig('./images/elegans_branch_tree.png', dpi=300)\n", + "plt.subplots_adjust(0.15, 0.12, 1, 0.95)\n", + "plt.ylabel(\"Eccentricity ($e$)\")\n", + "plt.savefig(\"./images/elegans_branch_hierarchy_embedding.png\", dpi=600)\n", "plt.show()" ] } @@ -1029,7 +412,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.9.18" } }, "nbformat": 4, diff --git a/notebooks/How_FLASC_works.ipynb b/notebooks/How_FLASC_works.ipynb index 8f1c4fa..34d25fa 100644 --- a/notebooks/How_FLASC_works.ipynb +++ b/notebooks/How_FLASC_works.ipynb @@ -6,7 +6,7 @@ "metadata": {}, "source": [ "# How FLASC works\n", - "FLASC is a clustering algorithm developed by [Bot et al](...). It extends HDBSCAN\\* by adding an efficient post-processing step for detecting branches / flares within clusters. The goal of this notebook is to demonstrate how FLASC works.\n", + "FLASC is a clustering algorithm developed by [Bot et al](https://arxiv.org/abs/2311.15887). It extends HDBSCAN\\* by adding an efficient post-processing step for detecting branches / flares within clusters. The goal of this notebook is to demonstrate how FLASC works.\n", "\n", "In this explanation, I assume some familiarity with HDBSCAN\\*. I recommend [HDBSCAN's tutorial](https://hdbscan.readthedocs.io/en/latest/how_hdbscan_works.html) and [paper](http://link.springer.com/chapter/10.1007%2F978-3-642-37456-2_14) for more information about HDBSCAN\\*." ] @@ -85,7 +85,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -130,7 +130,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -171,7 +171,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -183,8 +183,8 @@ "source": [ "sized_fig()\n", "soft_scatter(clusterer.cluster_labels_, clusterer.cluster_probabilities_)\n", - "plt.subplots_adjust(0,0,1,1,0,0)\n", - "plt.savefig('./images/teaser_hdbscan.png')\n", + "plt.subplots_adjust(0, 0, 1, 1, 0, 0)\n", + "plt.savefig(\"./images/teaser_hdbscan.png\")\n", "plt.show()" ] }, @@ -204,9 +204,9 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -215,9 +215,8 @@ ], "source": [ "sized_fig()\n", - "clusterer.condensed_tree_.plot(\n", - " select_clusters=True, leaf_separation=0.2)\n", - "plt.subplots_adjust(0.19,0.05,.87,.95,0,0)\n", + "clusterer.condensed_tree_.plot(leaf_separation=0.3)\n", + "plt.subplots_adjust(0.19, 0.05, 1, 0.95, 0, 0)\n", "plt.show()" ] }, @@ -239,9 +238,9 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" + "
" ] }, "metadata": {}, @@ -301,7 +300,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -355,7 +354,7 @@ "outputs": [ { "data": { - "image/png": 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", "text/plain": [ "
" ] @@ -389,8 +388,8 @@ "source": [ "#### 2.3 Computing centrality function\n", "\n", - "Now, with this root point, FLASC estimates each data point's centrality as the (inverse) traversal\n", - "depth from the root point in the approximation graph:" + "Now, with this root point, FLASC estimates each data point's centrality as the (inverse) distance\n", + "to the cluster's centroid:" ] }, { @@ -401,7 +400,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -460,17 +459,17 @@ "source": [ "sized_fig(3/5, 0.618/3)\n", "plt.subplot(1, 3, 1)\n", - "m = centrality < 0.5\n", + "m = centrality < 20\n", "plt.scatter(data[points[~m], 0], data[points[~m], 1], 0, alpha=0)\n", "plt.scatter(data[points[m], 0], data[points[m], 1], 0.5, centrality[m], cmap='Blues_r', vmin=0, vmax=centrality.max())\n", "plt.axis('off')\n", "plt.subplot(1, 3, 2)\n", - "m = centrality < 0.4\n", + "m = centrality < 6\n", "plt.scatter(data[points[~m], 0], data[points[~m], 1], 0, alpha=0)\n", "plt.scatter(data[points[m], 0], data[points[m], 1], 0.5, centrality[m], cmap='Blues_r', vmin=0, vmax=centrality.max())\n", "plt.axis('off')\n", "plt.subplot(1, 3, 3)\n", - "m = centrality < 0.2\n", + "m = centrality < 3\n", "plt.scatter(data[points[~m], 0], data[points[~m], 1], 0, alpha=0)\n", "plt.scatter(data[points[m], 0], data[points[m], 1], 0.5, centrality[m], cmap='Blues_r', vmin=0, vmax=centrality.max())\n", "plt.axis('off')\n", @@ -495,7 +494,7 @@ "outputs": [ { "data": { - "image/png": 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rTZZZsgysgoWG4vBMyno/5/RCi9J5zh7q8Lf+x9/3UIkbiMAJgnAHUEAnNVxYH/NvP7XM+sCxM3FMXIlWAW00AcVc0zJxnosbI5691meQu/1+6fvCsdkGP/L4Ms9e3mEwdvzFHzhNahSffW0d5+OqmxDAGBXn2aqGEa01xug42O1jJDfbSZlvJjx9ZIbZdsrGOHBhdcQrN/r82jOXaSSGv/vz7yO1D9/pXubgBEG4LUIIvL4xYmOYMy4837y6w0trQ1INg9yz0LCcWmqwspMzcYF/69EFvnG9z0+/9xBlgEeX2vt9CPvCc9d20MBX39jiiSMd/sZ//y1KAnUFLW4DiKLmPRSFQwMuhPg9FZtI5luWM4stDs1mrPULVncmrPZytsc55djzwt/78f090H1EanCCINwWw8LTTg25s/zJhVWubo9ZbETHjJ3xhJ1JyQvXB7xnucnxuSYvr4349KOLPLLY5rW1wbTG9LARAjx5rMufvLbOP3nmCipRZB4cumrlV3jvq9EAv8dyS6FMFL7DTcsTx2ZIrWW2Zfn4o0vMt1JSq3nP4Q5zD/E4BojACYJwm+yMS0IIXN0a88rqkJaFy9sFWWJopYbldsLmMOerV3r0Jp7/6QePESpBOz7b4Or2hBNzjX0+invPI4stXl8fcrU35pvXehijMSawV+pr6y2IHZFGa4yJtbm/9PGTHJ1p8OFH5jg622BUOF6+0We5k3Fi4eHokvxeiMAJgnBbjAvH167ssDnMmWkauqkBHZNt3dTEPWRa084MZVny3I0+P/7EEgDNxDAux/t7APtEJzP8H37jPMvtBO+BEHB71M17cE6jdVxcqrUi0TDXspyYyfj+k7N89MwCPgSeu7pDYjUfODn7UEbD34mHr+ooCMId5Z9//QqfP7/OzqTk+EwDF6CVaOYalhNzDQofU2uHuyl/5QdOc21nwn/3tev0J9ERv2ENo+LhajYpSsd/+hsv8cShDp99ZQNPvceNW8yTkyQaLDcSQ5YYZpsJbWv58fce5YOn5zi/OuCbV7Z54miXJ450RdzehDSZCIJwW/z+iyuc3xwxLDxGgQqBm4Mcawzj3HG4Y9kalbznUIdWallsJhgNz13v84HjXT7+yDzn14cPTbPJzrjg7/3Ba3Rs4DPnt5kUJcZoUmsoCkdRWW7VA96dzJAaTfAeVwSaDcvf/Zmn6U8cZ5bazLUertb/d4JEcIIg3BaPHe7gfODkbIN2YugXjrwM5LnjSDdlc+RZaqf0xo5DnZST8w2UUrznUIuvXN7mH/zxRcYPybjAje0xf+d3X+ZPX9/ksxd20BoSY7FaQ4i2W1orWo0EpWI0V/iAUdBMNKvDgj///iM0U8v3n5oTcfseiMAJgnBblM6Tu8DWqKCbWRpG41xMDK0Pc84uNEmM4sWVPqnRrPQn9POS670JqdWsjwp+8YuX+eUvvrHPR3J3eW21z1/9p1/n2cs9jFaEygQ5rdKQoMhLjzXROLmRWtrNhLmGxQHrk0C3nfCXf/ARTsxLE8nbQZpMBEG4Lf7xV6+hgGHuGOSOiXN0G5ZBVXzLvWdUBpY7Ka+tDzg52yCzmhNzTfCB+VZK7jznFg5uJ+VP/Td/ilImDm9bMNrggt+zfjvgQsDoaJxMtch0sW2Zb2WcWWhxdqnFz334+H4exgOHCJwgCLfFfMsym1kemW/y+tYYQqCTQqfwzDQtVsFsI44LnJxrsNLLefJwB6Pgei/n3GKTU/NNLm6M9vtQ7jjOOX7ul79GI0uYFC7OsKFQBBKtKat6W2yFUBgNRmsG45KltuXDp+f4Cx86zhde3+Lf+eCx/T6cBw5JUQqCcFv89R8+w6gMPHNli83BBBc8kzLQSg2FD5xeaGK0pj8pGeWeR5darPZzrmxPeHSxxVI741An2+/DuOM8f3WTn/vlZ9Fa4afD7KpqHolbuY3WpDbeZnQc4nbeM5MZnjwyw9/8kUf504tb/PT7jkiH5LtAuigFQbht1gYT/v4fXaRhNErBbMPSSg156Tm50ORwO2Wln9NMNNtjx/qw4AcfmWPiAo8ttWkmmq9c3uajp+b2+1DuCP/DX/zydFO2VuACMVLzUC3Zrqy4NFqBd46qbIn38Ohikx978hBFCHz6sehOIrxzJEUpCMJts9TOODmbcbNfELxnc1RMt0ev9guUh27TUvjAbDPhw6dmeebyNhpFZhRnFttTQXjQ+ff+ybM0M8to4qqdbiGW1QBlYgrSeU8grsApy/h5CAGjFYV3rA1zSgcfeWROxO02kBSlIAh3hE+cWWC5bUmMRitF6R2owMZgzPpows3ehKvbYxSBZ6/uEAIc6iSs9HN+54VVnPNMSr/fh/GuGUwKfvr/9Qw7Y48i7IobMYpLE1P9XjwEhanEzVdpS2M0k9JTBtgcFjx5rMPJ+db+HtQDjgicIAh3hPlmwkdOzZNahVawNfE45zm32GFYxOikaTVPHu7y9KE2Dat5Y2vCpc0Ra4MJ/+rlNb58cXW/D+Nd8ZvfvMpf/qffpNUwaKNQSk8bSlCKxGqsjkLWMFUzSbXzrS6t+QBZYuLONg9PHO7u70EdACRFKQjCHcFoxVI7BQ8ehSawNXDkrkeWWJKq2eKPL6yzNSpZbKecnM24uDnCE1hsJ/zQuUP7fRjvGOcD/+wbK1it8SFgtdrd5aYUiVbkZaD0ntRojA4UecCVoVpmCq3U4Lynm1mUCvytn33vfh/WgUAEThCEO0ZvUnJirsG1Xh6HlluKYR6YSeHqzoTEaOaaljMLTTbHBV+5vE3uHEUZeHrBPpCdgr/74gpKg/GQGE3pIBBQSoMO+BDw3pMYjdKK0gVSqxgXYFSgnVm8hzMLTWYaCaXzLB/ArtL9QFKUgiDcMXwIdBuWw52EbqpJFSQKbgxL8I5DbctSK2FUeqxSZDYKQZZqPnJqZr9f/jtmmJd863qP1FgaiSHRmlZq0DpGZlbHU2yaGoyt7LiMjh864ANsDwsSHaO5hXZKQJE9hNu37wYSwQmCcMcYF575Zkrwge1JCaXGWo91cHPoWBn0OTmb0UgNO6OSvISlluGR+TbHlhf3++W/Yz53foPCBRbbhsHYsVM4cOBV3N/mvUcrHfe6EZ1KXAjkpatEDga5Y3VY0kwLusMJm6Nivw/rwCACJwjCHaPwAULAE5jJLBtlgVWaoD3tKmrZGhWczDS5d5xdbHFkJqOdPnimwde2RryyOmSpk9DNNc/u9CBU4qYVznmMUrgQozMANCRV4mypnTDOPVmimeQOi+Krl3sPdCfp/YYInCAIdwTnA3lZolQ0D3be4wkkRuF1FcUohbFwYWvCJx+Zo91IGeaOxw89eKtyfv2FFZqJojcquNoraCQa72NzybjwxLG+gNYKo6KoGQVBwZnZBlli2RoWnOu0eHS5w/WdMTPbEw51JT15pxCBEwThjnBtZ8TN3oSiDPTykobRNBIVDZfLaENldHTx6KRweKaB1orC+d0I5wHAh8Cvff06VzZHFD4KexkCPiiMgbwMtDNDXmi0gaaCIkAz1eADZ5fazDQSxoXj5z9whEubE15bG7DcSfmzTyzx2HJnvw/xwCCXCoIg3BG+eXWHtX5B4T2lg7EPKOJ8F4DVYLVCo0m05jOvrUOAIw9Ax2AIges7E1662ec3n1vhs69tsD4smMk0zVTTsJXllofUxk5JqxWFCxirSUyM4hKjeWypxdao5MnDHX7vxVU2RwX/k+8/ynuPzYi43WHEi1IQhDvCZ15Z4fL2mKL0GOUZe4VWAeeBai6MoKIXIzDIPQr4G586u8+v/DtzszfhyvaYvIxLR19bH7LQtHz16g5l6dialIzygDVAgLHzZFoTiMtKUVD6QNPE4fejsxmtNKGbaZqp5cxii4+dmuP5G32ePtJ5IMck7mckRSkIwh3BGM1yJ+FGbwJotIfgAypAO9WMXVzxWZ/Cu5kmM/dfEun6zoSLGyMC0EnicPpzN3o4Hzgxm3Gzn9Mbl4BCYUht3EautSINMKlMlT0BE1TclVcGtIKApptZPnC8Syu1PH6ozYsrA5441BZxuwuIwAmCcNuEEMhLT2/i4p4zHzsB20m0oyqdJ8BU4IxRnJhpxKWn9wn/yW+/xFwzoZ1a5puWAKwPC1KtWG4nOODq1pjtSYnWirwIoAJa6el2gKqJFA+xo7JyWU6MxjnHpx9boJVYnjrS4fLWmPPrQ07PN7H3odAfBETgBEG4bTYGOVd3RvgAVsV6UxzijqLmUKDiLJhSirZVLDYTzH0Utcw3LaPSgSvZHEYPyU5i6BeBzVFBojVBxT1uw7zKu7KbclVK08kU/YkjznTHppPCwXzDcqTb4vtPzHJ1K0aIiVHMN1PaqdnnIz+4yGWDIAi3ze+9eIPCRQGri/qJAlffQUESoJvEk3nuiY4dyf1zCvr46QU+cGyGAtgaeXbGjrVBwcR5jnQSHj/U4sRMg0Hu6aQKoxSqPthQmyYrWqkltZbEagoHmVEstixL7ZTffmEV76NgNhPDfOvBm/97kJAIThCE2+aJQ21eWR9jNIwKjyHaVFlg5DypVmijcYDz0fFkc5Tz5NH7xzH/7GKTf/iFVRpW0c4UqYKRC5TOM8g9l67sMK6HsFXAhdgzY6soVRNTk9YAKKwyHGlbzi51uLQ55iuXt2Oq1js+dHKew937v3v0Qef+uXwSBOGBZa7dwGpF6XabSOK6GGhoha0+L1yglSiaBtYHYzrp/XONPSoc3YbBh7gBIKgYeR2ZzVjt5wyqlT8NC8ErEg0tBc4rrKaqtSmaRjGTapbblpPzbVCKdsNydK5Bkli+dHGbM4uy5+1ecP+8uwRBeICJizxDCOytKMV9ZwoL5N6T6CgeO4XDu/trQunl1QHdVBNCXFhqjWamkZCXjkZmoAwYAqWHTgNc0OwMPZmFRGsyA+3MoLVhvmnopJblTsaocCx1EpyHD398hvmmbOi+V4jACYJw2/jgsQGKquMi1WraMVl3T5Y+RjjeBzpGkZr7p7nC+UB/UjLTTJltKa5vj9EotkYFtTNkqqMFmXYxBdvP/XR4fbFtKB0cn21wpJOxOS45PtckMYrFdsJsI+HEXGM/D/GhRAROEITbZmtU4JQi1YoyBDS7DSa1jGUmun0Eq9C3tKPsPxc3hzjnWWgljF2glWj6hYt1NQ/eBYKKIwBGK0IIzDQ0wzww2zB0M4sPiuVOyqvrIz7xyByHuhnb45LjsxkNe/+I+cOECJwgCLdF6Tyvrw9JVByKVoDSGh0CtVGSJ1p1oXXVUq/4iSfvj+3dIQSubo1oZwkzzYSdrTGFD5QlJDZ6ZSq9K9QBcAHyItBJNaPCo1C0U82lrQk/+p4FfFD4AOek1raviMAJgnBb/P7z1ykDpEaD96g97n+J0ZSVJ2VQCk1sPjm72KSR3B9RzdXtCYPcM9s0XNsecXl7QkNFT8nCebTebZzxIc7B5V7hgG5maSWWlWFOK1GcWWjjg+L0fBOj758Zv4cV6aIUBOG2+IGzi3SswVUpR1OlKuNYWDUFTUBVe9GOz2ScmL9/1uOsDSYU3vOtaz1eWRsTfGASYrt/YuKsmwKMhmYaxx1mGopMQWY126OcovTc3Cn41LlFzi62RNzuEySCEwThtmg3UhoGKBVeRycTpcBoHfN5VeOJDXBsNmOmkbBwnww439iZ0M8Lrm2NsEbRSKKgaQ0qQGZj3Q0gNYpREUhNHBOYbVl2JnH/3eOHWvw77z8mfpL3GSJwgiDcFtYoZlsZYVQyKWOLPYAiRF9KF2gYjUIx307J7oPuycJ5rvfGfPXyJle2J5Q+RpeWaiM3UeRKF30zTdUPmiVxK0C7aXnyUBelFSdmG5yal1rb/YgInCAIt4VWipmGZTBxBKPiehwCLWvIfcAqRQgqzogBx/exXX5SOl64ucOlzRGTomS1X2J1wFP5SaKwOlQdoNU27qqQo1DT+trp+RZpojnabTDXvD+iUeGtiMAJgnDbJFZjNTiv8TgUccBbhYBVMSpqpAYf2Lft3b/4hdeZVOnGTMf1NlorrFHkrur+NLHW5ktIE0NRejQx5eqJjixnFlu0UsuxmQbN+6RRRvj2SJOJIAi3jUKTJTGRZ7UiNRqNIk0MAUUZN8vsm3P+qHC8/2iXptUsZIozi20yEzdsT9OQWpHZmErNEk3wcVQ9bkTYTVF2soQz8y0RtwcAEThBEG6b4aRgkgcIkOkobigwIZBWNa0b/ZxGsj9Jo96k5Oxyl/cf6aKU5sLakGHhKUL0KYnm0HGmT6s4yO2qZpOAwoXAKPe8/+gMZxZaaOmSfCCQFKUgCO+anVHBpY0RvbHD4dm7t7Me6M6swVK57Yd7716yPS7opoZB4Tm10KKfl7itEaMy1gcxoFEYFcgVOAcNqxk6j1KaplWUwOFOyodOzt/z1y+8e0TgBEF4x2wNct7YGKFUoJkYSucoysqthD3jb+yukikDrPcmLLbvndlwCIFJ6ckalsxqNkeOdmpIrGHiXSXCMX3qABXitgAfQpx3yzSZ0Zyeb/OR0yJuDxoicIIgvG3W+xPeWB/ifKDbsBhtUCrgS9AKUrVrZRWqBaBWQelj5Pb6+ohDMw3m7tEc3PqwYLGVsjnMKXwg0eB99JocFw4XopjFCDNu4I6RJnRTzZFuk0PdlPcembknr1e4s4jACYLwPbm+OeT19RHOR/eOLNGxIxJoWkOaxBGAEAJGUa3CCVUUp6aflwFevL7FB08vktm72wJQOI9W4EJgY1RwdqEZl44GmBSBpFpWCgprDLlzJFozKR1BwROHOnQbCWcX2zLA/YAiAicIwnflj15exwGZgcVOwkzDRpeSihACxii8i1sElIr1LFeNfPsQva5UgK5V5Hng+vaI0wutuyocm6OCVqLZGRUo4MtvbDIoHP2xi7ZiWmNCIKi4y85Wx1QGeP+xLok1nJhrkhjpxXtQEYETBOG7cno+4XrP4TxsDRwaR5qk0XMy0RitcS6gVJxxq925QoiuH7WENQwEbWgaxcagwOoRJ+6SA8gwdxSl53J/zI1ezrgsK9f/mD71zsc5Pa2hGkanmtszRtFOE7LE0L6PNo4L7xz56wmC8F05PNem3SwZ5o7esGBz6NE6Z65p6DQybm4NcBDX4wDR86OyuwK8UqTVJoEyQBECh5sJV7fGNBPDYie746/515+/EQ2SFbQyw3DiKV3MqRpiZ2dR1QXj4Hlc7VMGOD3fYFg4lu7C6xLuLSJwgiB8V7JEU3oTB6CN5tiiZjAqudnL2RoOmbgoJFbpav+bIjEaGyD3kFSLQoOKjShWK1YGOc4Hnr+2wwdPztBp3jkxCSHQ1ppJ8HQyzYzVjIclSkHb6LjLzddSHF+TUorSBybOM99IGZUe56PoSf3twUWSy4IgfFfqE/xCJyG1Gudgvp3y6OE2Z5datKyqNghE78ZAoNK5aNMVYiu+j3PgFC6ggyL46O34tYs7d/T1lj7QySwtazABtiYeYzVWK/IAZTWLp0PsnAwBnAerNZlVbI5yGkazNcrpTco7+tqEe4sInCAI35NoaRXoNhMSG70bjaq8HK1Bq7gHLvaTVBFPiKJWfRqjOOJtpYvi0jSGZnZnRwby0tNKNSfnMgIaqzVGK4yKnZ8+gKoiMx9i2lJVriufODWH0ZqtccHKIGdc+jv62oR7iwicIAjfkyzRTEqPNbF+lVjFuHD0xmVcblrNvyVGoXSM+hSKZqIr8YtdmDrspilTq+hkhg8+cmdnzAofaKYWrTWHOmk1g6fQVZ0t0YqmNfgQG2MMioYxJIklTRMW2ymT0rEzylnpje7oaxPuLSJwgiC8IxpJNCTOC09ROEIIaG2oTyeJjotnrImRnFGxJhdQeKD00dx4sWM4ttC4ZeTgjhACrar7USkdOyd9jDgzrUiqsYBGYsi0wmpN4T0zLcPlzRFWKY52G4xLzytrgzv72oR7igicIAhvi9TGKA5iI8fWsEDpW+256tFus5ulJLExB6i1omGgaeHkfEaWJMzfBdsuH6CbaQZjx43tYWWgHL+nq61vRutqqWlsjCl9oHCB7VHOqyt9LqyPUEHRHzs++61rd/w1CvcG6aIUBOFtkVrNYFySGsXVjRFaK7yH3AGh9iuJIqdU7CyZ9h+GEEVGxSguoJhv3Z3TTwiBzGomzqOVxhjItGLs/FR4y2mtMKCN4lNnFkBF+66NwYS1fsHExY3ks/u3n1W4TUTgBEF4R5y/2WeQ37oVoDZU1hq8j7Nl9ZZsiA0dzkeRcw5Gk5zlmbszZxZQXNse0p84tIpjCkWVonQhipZ3Dl+9rrmGoZ871gdjBpOSvITUKD5wcoZD3eZdeY3CvUEEThCEt02WaHbGu+JWGxMDaFN1UdbpQBWqr9Utm7xTG9jsO04t353XeOnqJteLymcyxG3iimgZlpqYkox9JwpPIDOaa1vjaCCdWU4eabLYycSi6wAgAicIwtvGGk0z1RQuYIDUwqgACLy5oV7t5iyB3egusYb3HLk7Fl0AZZpiXTE1fi5RKMLUa1IR64HOR6ErQ2C+lXJ8ronWirnmvdl0INx95BJFEIR3xBNH27RTTVAK79XUnqum3rFGUNPGE0WcIzAamolCq7t36ikKH2fsrMGjqtSpqqy7FM77alRAc7xh+PDpBY7ONmlnVsTtgCERnCAI7wilFMcXGqxsjenntf/kbpMJKkZr0/SkqwapdUxVFmWYdjXeaS5d26yaSaKoJtXzqBDwSqO8B6VIjOJDj8xjlGKYOxbbiVhyHUAkghME4R3TSAzz3YzZhp7Gbqaaf6uHvCEKnqoFr4riimrzwN3g2jAuL7UqGmCmRmONJmhNqqMdlwJOL7YoyoDVivmWiNtBRSI4QRDeFe3UoEjZGI0JVaeJNbuWXKBio0n1eai2DRSeuyIoIQSci3veVAClowGmJ5BqRQgKFzwlMNu0ErU9BIjACYLwrtC6cisJtTUXhD0Dcaralq00u7lLwnd+wNvkmdc2gCpirJ7KwW69TyvSqtNlqSPDbQ8DkqIUBOFd00gMjyxlpDb24uu6oYSqwaQ2W678KI1WZHfhsjqEQO535/FAEVT1vABKYVR0MPnhx+7SfIJw3yECJwjCbdFMLVmi4pxbNXMWF57G9F/9dSBGVok1d/w1rPVzjDVoo1FKT4fxrFKEqiZoNbQbsSYnPBzIX1oQhNvCGkUrrURLxcgtMbGxpO5Y1EpRlcS402nKEAIr2+Pqi92PaOIcxS4QaCaKdipVmYcJEThBEG6bpU6yK1uVyMGu6XLspFQkBkp3ZwXu+uaIYR6m83dBMU2P+sr+uS4BdpsicA8TInCCINw2WmsSszvuXTeYWB0HwRXRqktpzfH5O+dBGULg6mY+tQuLy0yr703vU83gKWgmdz49Kty/iMAJgnBHaKcGoxUxC1jNwYXdz2tPk/Yd7DJ59uI2juhQUlYqp+sIbvqscbC8KAOtTATuYUIEThCE28Z5TyPVld9kFLRq7jtaZGlFGeIJx9xBGxPn4+O7EGfdsqre5/ZEcalWaA2j3E8Nn4WHA0lIC4Jw24yLQNPWDfqx8aR0gYCqxgMCSd1VeYdEJi89iTXkpUepMN1sEBTYwLSpJShF8HCHS3/CA4AInCAIt40PcbeaYXc9DVOjYwhBoXXcyXan2BgU0eNS7bqnBCDRgImipogbxQNwal7Skw8bInCCINwRJqXDWI1ycQ2NUiGKW/Q3pnSKJL2Dz5e7+DwmzrkF79EhNrwAYOKOOmvg5ELKTOvuLFgV7l9E4ARBuC1KFwghTNv/60xgvVEAdacn38B7T+6qDXS1LZjSqLqFEkWioZFoDs0kzLTuoLIKDwwicIIg3BZ56cnLcEtjRzQ1iblKFwK+0qJxcWekbmvoGE4CtZXzVNYq30mjoJVplrspXdnx9tAiXZSCINwWeekofTVQ7eNJpbbl8iEKXWqJdl5aMS7cbT/n6s4Yz26ECLv/KqDb0Cx1MhG3hxyJ4ARBeNeEEBgXgcLvilqo1uRQfR1LYnHZaaJha1jQTgOdhnlXHZWD4YhhETsz60aS+FoAFWinioVOykxLTm8PO/IOEAThXTPMS/Iq/RjdSuKKGqUUwYepZVbtJqIIeBewGrZHJe3MkLwN8+NJ4RkXjnHh2Rx4EgPeV2lQdreKpwaWZjJmWxK5CSJwgiDcBusDP/3caAi+NlUOU0PIemVOouMS0klVr5tpWHbGJdZ4Om9yN/HeM8w9zgfK6iNuA/dTMfNhT/RX3bjUTZlvS0OJEBGBEwThXVE6T6Ljhm6t4iD1dLfp9F9FYgNFCaMyYImD2OPCkSWauVbCKHdsDgoaSRS/2nIrM9F+qywD1igK7xkXUVCnzZJV9GZUjN4Oz8oiU2EXFUK40x28giAccErnmZSBwcSRuzBt1Q97hIdqCNv5KIJGQVFFYk0b799u2BjR+UDhPKmGZhZvywuPIqCNwrnApIzP68Nu1OhDbGzxIfB9p2b25Xch3L9IBCcIwjvCeU/hA1oFEqNwPuAh7mBTu5FbUFWdTMUOSx/iAlKjA8MyPtawKMlsrM81E01Rejb6JdZAw2pCCAyLQO4APK7qyqy3BwQfUEYxn0hDuPBWROAEQXjbhBDIS8isYpiHqZhpveuVVS8QUAFU1UGZmJhMVETbLqMDruq8dB6MCvQn0QHFeyg95M6jiQ0mWsfbaqGsbbmUViQoji029+PXIdznyGWPIAhvi3okwJpA7kJlpry7+61u+dcqpg3jrbuO/xoVzZe1IjWa1ChSDXjo51A4IMRaWpZEk+Zx4eNcW8Z0canf85oUMNMxu/ZcgrAHieAEQXhbTIqA1jHKGuU+Rltht+4WIzfF3rJ+TCnG+yi1R/BUTEsGFB6PrX6kjtCMB2PU1Ex5a7QbtdUoIDGKdiqnMeHbI+8MQRC+J+PC4ULAFfHr0u+KjTFx5q02FQlKoSqR8363+aT+fr2MtO64bCSaSRnvWFYNK2WIQ9zWVHYoFbV4xom6mPLsNOQ0Jnx75J0hCMJ3ZXtQUvWETIe539J6XYna1GhZRQGq84p1ejHseRwP0x1uqnJmzqzGA2Xppyt3CnbF01Q/ZxSUIdbuBOE7IYlrQRC+Iz4E9jpHKrWbdvy2VCrm/Z7UpYofNZoqvVgJ5e4i0t3uSGt3T01WVycqVUWHShEAq6ApC7qF74LMwQmC8G0JIUw7FvPCUfpYP/Nv+n78nDd9EnF77vP2n9ej0ITgcR4csZuydLudlEZHA+fTS613f4DCgUdSlIIgvIVavLSKopIlhiR4hkUgJdbG+uMwbRwJoU4dqihqUKUmY7Ws+vIt1KnLeN+AqzozA353S3dQ+GrtjqoGx7spzIkll/A9kBSlIAi3UIvbtKOxahLRStM0MY3ofCBLdotxSoM1tdHybjNJXUerRaxGUc3JEU9CWlViSmX5pXcjRVUNjBulMDreb7GTod/FJgLh4UIEThCEKXvTjqhKXMJuI6MxmkaiCSGaKqdGxRGAAN5F8VFK7Z5YVDzJGBS1Hql6tKAWQqo0qN8Vu3plnAtht2NTgfeKpo0/mIl7ifA9kBSlIAhTXNgd0q4FqO5+rNOQoLBG4YJHqYBV1e1qN+qb1umqD633DH9Xouerjzq6MwBG4UPAxIejqGpuk2oIPIpknT6VCE747ojACYIAQF7Ejsl6Ro2qBjdFxROG0lXqMmhK53CVDNYt/6EOt6qcZO1soqvZNR+Yup7UEdw0X1ndv3TVGEE1OF6/jFYCg/xu/haEg4TE+IIgALH+9WankDpNCbvD2kVZeVK6KIVGA0HdksqsH6He6D1NT1a3KUL8uanCxcd3PqYna6EMIYpdHUGWQU1n4gTheyERnCAIALSSuH/NVzW1qfBU3y99TCM6AqUD5+J3jVKE2myZyparsinZO+d2y7B31ahSP+6U+r5q9wZr4sxbXsbHTgy4Ygxp+47/DoSDhczBCYJwC97Hjdu1D6Sq0oS5iyJV+ihwmih29b++UrJ6S8B0Ro5wa2hYKVx9P6i1dDpMd0uUlvv4lVbRgPnkoiw1Fd4eEsEJgnALWscuSO9jB6NWAaPjipuyCHGDN1HU6qhMVXW3UM2q1dnHUK3NKcOeVKeq5uPq2praM1TuwzTKm9p+oUktHJlNZWuA8I6QCE4QhO+K8/WetsC43L19b/OHJ1T2XGF3QJs6LRlPMd6/6YF37U/e8pyjIjadpEZxqGtJE7kWF9458q4RBOG7YrRC+cB4rykl4RYRm9bO2ONXGfYOayuUCrc6ee39wRB/ptyTHj06Y2lmyV08MuGgIxGcIAjfkToa81VBbZDHqM292XNyryll2JtiDJXoxREBN43iQjUzd+vjFEXAK8WJuQRrzV06KuFhQSI4QRC+LVPN8iG2+qOwOkZh7k2XxfVuN9gd4K6JPSW3No7UJs686X4lMN80Im7CHUEEThCEW9i7nHR3w1s0UTY6tvXXTiRxuDvcIlZK7e5tA4Vze2t19aPtzrYVbrfrUhNTooJwJxCBEwQB2BU2YJqGDAGsjvZZGsiswuVhd5Fp5VJSe1buFTJfrRSYylVl5eUqfy7PWyO5wN4ZOEG4PUTgBEHYY7FVi1VUHquj0NXzcABGB4KP/f+7K23if1z1tVWgdDXrVolhCLV10m7E9+0aAKxEcMIdQgROEB5iwh57rd31NlGAtNpdl1MPe/t6nk2D9jDxe2bh9vxbVLnIqYBV83D19/f0mkxfB1TbBETghDuECJwgPIT4ajN3LSW1poRqPY0i2m1F5xLYa5ysVRzSptrh5gLosLsLbtfBZA97bbyqGp3zt9bm6s9TIwIn3BlE4AThIaT0u00iU1GqNnHvsYGcRlx762K63hNXzazFuwZ0iF2QdXPKXpkKqha3+AOqMmHWIYptqF+DUtNUqCDcLiJwgvAQklb/5+8dX6u7GVXlhqX2pA3fPJ+tFYx8tQqnUsGgQPlKyOqfqb8fblkcQDRpjjeYWuhcqFbvCMKdQQROEB5i6tSk84GyVrE9jiVq74favXGvg8leM2Vd/fgtDifTAt3utvDqy1uE0xgoyr23CMLtIQInCALGKDrVbLWvxgN87fa/pxFlL3U6s97btjs/F95y/9owqd7IXa/UCXu6TbyHljSYCHcQEThBEG5BV+2URu+KnWFvtMe0EaWebQOmNbs3N5nsTU3WAwJ1NKg15GU1XhDgxCFZhSPcOUTgBEH4jujd2YGp2NVNKXVTifd7FgMQ3lKvm4oat27iHhZ77h9gviXRm3BnEYETBOFtUYtdnW7UGsybjJXj/Xa9KsPeuluoPC3VbmqyFrdUwXw7u3cHIzwUiMAJgvCOqFffoGIUt7eBpE5jWlVt9q7cS8rar9LtOp/UkZ1VMNO2Mh4g3HFkPa4gCO+YUHWUuLAbjdUjA3WzidYxYkNVIwG3+HPtJjIbqaKRyPYA4c4jAicIwjvCe4/3b9rnVntZ7nFEofrSaBX/nYrc7vcskFhNaiV6E+48InCCILwjCsct4hYIt3pLhkDpameSPfZcGqwOtzSbWA3N1Eh6UrgriMAJgvCOcCFQ+lB5VO5Sy50PUcycC9Um8IBSitLFf61W0aoLRZoYjIibcJcQgRME4R1RukBeVnZf0yHvKHrRTjJQVMtRC1fthQsBaxSFC/gQsFVjSpYoUiunIeHuIF2UgiC8I4YTRxl2V+JM5wRCFD9T3RYqE0vnAgWQmHi3smpMUUQHFUG4W4jACYLwtvDe06/Erca5qntyzyRc/f3c77k9gCvj7XU9LgTIjHRPCncPyQ0IgvA9KZynP4kh20LlOFI6cIRpx6R7s2dlmPacTKkNmL2vUpUSwQl3EYngBEH4rgzzuB+gmWjW+kWc6/a7O99KgL3elCEaMYfqk72elNGgOeAczLX24WCEhwoROEEQvi3Oe4a5R+EZTAKFc1MLLkNM/0w3CuwZ5A6hbjbZsymHPZsGPLRSWOo27/UhCQ8ZInCCILyFSekYTRyDPETLLeKg9mwDXFDTTkqjFa4a+q5FztVrc960MifOzkGWKGZbCVpW4wh3GRE4QRCmhBDYHOT0893aWcNCp2Eoy5iWLJynKAPNRGGsZme0uyE1ENDVtoG9ziaqemyjFZnVUnsT7gkicIIgADApSm7s7IpVO4F2w6CVJi+jfcmoqMQtVXQalv6o3PMIgeDDtBinNXs2eAeUVmilKJynkUh/m3D3EYETBIHrW2MKBy2r0EaRGkApSgchOCalp/BQuEDLwkIrifW5Pd6T04AtxGHv6Tbw6nar6wgQseYS7gkicIIgcHgmZXvk0CoK0cRBK9UUZeyV9JW4GSAoxUqvAGKtzTkf3UpUrNPtXZujqq5KFOSFjzU4MVYW7hEqhBC+990EQXgYGBeecVGiNTinaaWa0aRgexLQRNHzlS2Xq7wlx4Wfmi1rmEZ1isC4hMzG3XDL3QQXYLGT7tPRCQ8bInCCINxCdCzxlC6QGs/6sE43xs6RuOutmncLUbymlbsQI0Bf1eLyMkZ5Tx9vk5eeUe6YbSX7dWjCQ4akKAVBuAWtNTNNTV56Lm8UKMV0c8A0uVh9bfZ2SQKu2jJQXzZrBYe68TQzzB2dTE45wr1D3m2CIHxHXGDaJTKTaYxRJFrhiSbK4zKQFy7Oyr3JmksBmVE4F62+ABkPEO4p0qsrCMJb8CEwKTzzLTMNz3oTTyvVoGK7fys1aO+ZuHgiuUXcVN01CaWPj5UaOd0I9xZ5xwmC8BaGE4fR0EwMmYVmEsXr6lZBZjVzrYTCBwbV6oAy3Cpu7UShVHQ58SFUDiZyuhHuLfKOEwThFsaFwwdoVfUyqxQzzSQuOAUub05Y743pj4rdrd7VfPf0Q8FcU+MC5GXAaoURay7hHiMCJwjCFOcD48LTacQ9bR7QWuECnJhLqUfY1oeenfGewltNtetNKxiXsYDnpu4mgnBvkSYTQRCm9MYlncyiq2G2EAKJVigCE6dZ6lhu9kpKF11MQm1ToqLWqRAoysBGDp5ACJAYJ9Zcwr4gAicIAgCDiSMzbzVCTqxiMHEULtBINMHFqbfgQekogt7t6aIkNqkEYoposW2mgikI9xIRuPuIv/f7z9PKUn7q+07QTDStxNBMDVZqF8JdJnee0ntmm3EI2/vAqPCMJ46gYJQHfChZ8x7n4oB3YmFSQmrinJyp/Cd1gDRRdDPL8kxKlpj9PTjhoUUEbp95ZaXHFy9u8dyNHpc2J7RsznuPD/jIyTmGhWdzVMQaxl726N3WqOCffvUqnzy3yMdPz7PYTsTIVnhHhBDojxxzLUNvVLA9LKeNJj6AMYEQFKrypKyXnuYlJCb+vNWKECCzhsxAIzMsdVMSGQ0Q9hGx6rqHhBCYlJ5//tXz/MHLfT56Zo5uZlkd5KwPcuaaCYPc8fSRLrPNhI8/Ms9cc9fWqHSeazsTnA+MSs8zlzZ5bW2IdyWtLOXDJ+doZxZrFA2rmW1YEqM51JETjfCd+daVHt7vXjdZBWmisQZCUFgd6OWeoowWXd6HKHJ7xgJCiOnIRqqYbViWZxsy1C3sOyJw75JarHbGJTvjEuc9pY8ilPtqKaTzFC7e1wXPr3zhEq2GZX1YYhUkiaWTalqJopNZJiWMi5LHDnXYGOb0xwWrvZL/9CceIzF62mr92uqA52/0SIzm9HyL+ZalPyl4ZXXITzx5iNIHltoJm6OSvPS8sTUiLxxfvrTNX/uBUxyfbez3r0+4T1jfGXFlq5yus0kTNa2XaaXIC8e4EjYXYtNI8G9qnKwGwevb3neyg5ULKuE+QATue7A9LLiyNeL8yoD/679+lcPzTb7v2AydzGK1opUZFlsp3YZltmlZaKd00hhFrfVzShe3GH/x4jr//NkboDRGxdQOKKzVNI3iyGzG5qAkMXB8tsH1Xs5qv8ADj8xn/OC5JbqZYW2Q05+UPLrU5uxiixs7E+Zalus7E0IInF8f88Nn57m+M8FqhVLQMIqvX+txYXPIh4/PstxJeWypzUJbXN0fZgrnefX6gBDg0GzCuPDkRaCZaubblourI+p9prXX5J4l3UC1By5AYhRHZhMOzzXv/YEIwndAanB7KJ3n9fUheemnrgzOe86vDljp5TSsxgTPRn+CQvHjTx1irpnQSDRb44KrW2NeujHAhYAC5loJWsGlzRHPXNwkM5px6bGprk4WgbL0jNCs9goK7ykCvLgyoJ1ZtIKTcxm9sef5a9ukVjPXTHnf8S4fPDHLr3/rJifmGpQusDYs+MDRLiv9CS/f7PPEkQ556dkelVzannB0JkOrKJ4rvTF/5zMrPLlg+UsfO0Nq5Wr7YcOHwGYvjx6TDUPu4MRCk+1hydZwwis3i+gvya64QS1u0ZkkBDDAycWU5ZmG1H6F+w6J4Cr+/N//HNs5/C9++BE+fGaBIzMZ37y6Q2/sePJIm9977iaff22D9x7vkrvAx8/O8czlHRSKc8ttZpoJ8y3LcjtjVDq2hyVXt0dsDHK+8sYmawNH7j1WKZJEvWnCXmOtqs4miixulSS1cd9W4SD3sNA0fN+xWc4tt7i0OeKRuRZHZlOePNzlT17f4Oxim41Bztev7vCeQ20OdTKu9yYstBL+6MIG7UTTnzhu9Ca4qmPuZ953FK0Ux2czOUE9JIQQ6I1LVrcnaKNpVBc4jUQxzB2rOyWuul/tTOJDHAnYfYcoltqW44tNcSgR7ltE4IBXbvT4h5+9wPmVHt1WymwrZamT8vGzCxyZbfDFCxus9yfsjAvOLHe5sDZgZ1zywdOzTHLP9V5OYuA9hzt00tjYsTaYMNe0/MGLa1zvTRgXHqUVPgRSrdBGTU8WVcVjeqlsTOxGi/NE8WYX4jblw90GrSxaIP3kk0usDUqCgrX+hB8+t0jDaq5ujfnalW0W2gkfOjHDH7++xc2dMZvjktLBuYUG3aZla1zyk08uc3q+xdXtMbONhAXZ1XXgGUxKxoVne1jQsJoyBFIDqzslhY+ZhbrpRFcbupWqF5kqjIL3HG3RTCUBJNzfPPQCd31rzLhw/NIfvc5sO+GZi1ucXWrRzgyNxLI2zGknmt95bpVmy9BIElIFMy1L4Tw/eG6JEAJ56bnRG+M8tFLDmYUGv/vSGuPS41wgS010fahM+4zejeKcj0V8UBit0QqS6qpao6K4VXbtqVUstDOOtjX9UqG1YqFlWekVfPDEDIe6DdYGE1Z6E1YHsQZYOsdWHjcwQ7RcmskS+pOS0wstfvSxRWabCVujgs1RwbGZBpmkLQ8k4zzOta3vTHAhrrwZTDyFD3FguzobTE8KIdTbcoAoeB85O3fPX7cgvBseaoEbTEpeu9lnXDp+9ZlrHJ9vsNGfcG17wsmFBle3xqz1c1a2JwQLxsSB1cVWQivRNNOEa70JCy3LqAiUzpNYxaQMlN6j9a5I6OrqV+vYnVZ3UHtuNQS1xmCMIoSA0XrqCKH2FEE6WYJSkGiF0XByrgkEChfoTVy8IteaZhIYFPHxcxdwQIJi4gPNRJG7uMrkz5yd47HlNvOtlMPdlBs7E1wInJiVuspBoig9pQ9s9XO2hiXjMjr9R2FT1Xs0TLMGe3yUaVvFfDfl+Ly8J4QHh4dW4EII/PY3ruOA//dnXuHmGDqp5tRCg7V+wdagiKqkIS+ir55WimbTgooiFVurNaWPwhaHYGNZ3uhYPyPE9mttNLrao7VbslCEPQ3XimohpNKxgK/3fgeMUajqOZJEY5SefluFQDMzhLBrk0SIh5AojbGKVMdRg0npQUcRLTzMZ4qf/cAxGlazMSxAwVwjQev476J0Wz7wOOe5sDqkN3LVezQy7Y6sbjIqrr6J70WwWnGomzJxgdmWZa4l7wXhweGhFbhP/eefZehgpqkZ5j6u9LCK1GicjzNu1tYldkjTKDpVIIZSYJRB6xiVBeJVcEw9hmlLtdUabRSGmHYMgPdR9GrqK+XdZ4uuEUorlI4RmFIxjdmwtkoj3fpnU0phrUIFNX3Mem2J1dVsU4jpU+cDRoE1mtx5NIrZpuF9x7qkxhAIDCeOYeFIrKJpNZ88u8hMU+pzDyJXNoZc2ciB+B5SAUKlbC5AUolaTWIUDas4udxiZ1BQeo8xisMzDem4FR4oHkqBu7Q+5A9fvMn/5/MXaTYSrvdyWolhqWt5Y2OCrmyHoLqyVTESCsTITVf5RaWg3bSVlZYiNQpdhV31lbFRVO3WYdehnZhanIqZioa2Wmn0mzrSQogVfquj6NXPC5VwaY2qmrm1rj+rTmQq1vCUgtIFEqNwQZHo+HgoaCXxZ5bbCZm1fOrcAuPCUfpAf1Lw5Te22M5jN91HT87wgROzJEbd0jfufGCQO/rjgs9f2OB/+YnT0oBwH7A5yLm0OmTkiKVfRbz4qoRN66qBpBI8tyeKe3S5xfJsxs2tMdvjgkZqObUgM27Cg8VDdxYqnOfa5oijcy3OLHc4Otdg59UNFtqWSxuTym9v9+ytamGr6mG1LZFSkKYmilf1de4DqfLxMYii6FCV2ilcFVZFC6NAIKYJA4qyCGhixJQlphIpHRtTQqyvJSb+bJ36NHs6MeuUaage1/uY4qxfr9HxBBZCoAwB5RXGKMYxI8nmsGSxFXj2yhan5lo8c3Wb7VGBd/EKXwE3+xO+cXWbw92MY7MNTKW048Lx4s0e59eGmADfvN7j2GyDQ51MmlX2ga+f32Qc6oup3cYRKjsttfvl1IHEhyhsc01DZjVr/ZzCeVqZIe8FlrtimCw8eDx0EdxXLmyw1pvw6OEOXzy/zn/1r8+Did2LYZqDjN1lznuyrL4GiBGS97H+ZW38PIRAYg1GQahqZ7ZqJAnV2SPUD6pUFCiAEAhK1aNvQNVsUt2Q6LhoMq3EDqK41SIZAjRszJUapaYpyVpsqZpQgOkJLtGqei1hGo0qYp3RKjU9+TUSzULTYLRBqXiCdN5zuJPx1NFurCEqRV54epOSm/0xvbHjSDejkxkya3jiUIeisiw73M3EC/MuUjjPKHdsDwqubk2m75GaOqpXe/5XDzB94ymgmSoyq/FBEULs/PUBuk1Ff6L4wKmuNJcIDxwPVQR3cXVAXnrGhefC6oCvXtxkVJSkytxS19IadJVu9N5jrYkGs86TpiZ6S7r6UaPQxcFYR2I0SsV5t11iw0liVdV2HXOeiugEsfeuuqqXOcJ0SWR9gsrLsHuyUjCpCidGRcF1sXcEBaTRKXfaERdn6SAEj66eWyvQOuanVPUaAzAuPStDmGvEtOpCK2FSKObaCb2JiynJiaNfRB+nUR44u9TiscU2b2yPaaaGYeE41MlIjKoGywNHZhqy+ucOEAUtVm4nhWN1Z8zGoKzed3XUrlAqoOprtgA+XstU2YWYpl7sWBY7KT7Ev/u4KBlNFAMXN3EPd2JNTsRNeBB5aCK4vPT82lcuk7vAs29sMs4df3phg7z0ZJmejgDsRVdejlA3eRi0DigVRcxUs2ul83gfaDctVF2SUYgqIdFxLCCuHtG7IlfXQ3wUutjpqEhSQ/BRzIz+9ieXUKVLM2tIrJl+Xf81ldq9iFdVV4yvnClSo6bpTVWd9EJdyVOx/mhVTIG2rKKTWnLn6WSW0jtmGymtVOND3CO23MmYa1ich+WZlFRHd4xR6Tmz0Kp+/46vXdnkK5e2+Y9++KycMN8B9UXZuHAMJg6lAqPcxZGQMpD7sCdgi39Hq3YvbEJVY9OAAyyBxGrm2wmeuPfNhUDwoZqHI9rCNSynFltinCw8sDwUApfnBR/7z/6QNDVoBUYpxqXDlZ7CxdUfiVUk1lA6h000xuhbGk1i5Ba/roeytWY6PJ0mihAUWWbQVW0timJ8nFClHq3eTRnu7YQ0it3FkHX7f/BYY2KXZd3touJ9jYmRXn11HcVKVXWVOhJVVf1tt1bnQh3hgVYapQJGxddbz+1pwIUoyrpqgKGakzIKMquZaVpSEyOGbmpJrUbpqLCp1UxKjwbWR0U1jhAY547cww89Ms/HTs+LxdN3YDAuWa2MukvvqxRxifNQVrOLWseukLwaG4l135gyB0iqqx2tYxZCVWlsH2IH7aG5lBDiRVpiDNYoEqPpZIaWNAgJB4QDL3D/6I9e55f+8AI3exMOzTQ4udRiZ1iwOSjQGkZFybiI9/UKGo3Y+l8X3+srYF11DqqqazBNDUbV7fyxE60WLmXiiQjibJoKoI2JJw+rMEmsdqVG8fHTc7y6NuTkfJPgPS/dHNLLS1IbHU22RuV08aTzHq0UrWrn23TRZHzWadRWR2K2mnXbuy813qfq3NSagJ8+RmLiNX/dcJAYVTWsBFJTOarUIgrTTswQdpsUatFSwJmFBke6GVrH9OnlrSGZNSy2Eh4/3OVINyOz93fzwrhwfO61VRabKR86PX9XIs8QAtc2R5xfHzIqAlZDy2qaqaZ0UPiAqyJ6W110DPLoa+rYHQmpL24s4JUiUYrSBxKt8CpgteH4fEYzNeTO07CGxEZR0xJRCweQAytwL13b4f/+uy+zNSw4d7jNM69vcnS+yQvXdkiM5thck51RwWo/Z1IGgop1tVarttSKc2ueKlVJjGAaVpMmmplGwkLb0hs7zi616DQspxfbPHmky6HZjH/zwioX1gd888o2K72CdtOQJJblpuXIbEYjsUxKx6FuxsWNEbPNhMwqZpsJjy13yBLF5c0xvXHBSzcH5EXJ1sihdSBJ7DSa9FSOJpU4hXrIu/p8z6lvGukF4lC7J0azLsSTqt0jTrWLiqlEUu1psjHVYF7dzRlreVUzTdVkY7SmYWCulTLftowLjw6w1E5RSvHoUhuUYqZh6Wb3V8QwKhyjPBZZe+OC7XHBxfURWsXXf2yuyYm5xi1ONe+U0gfWexN2JiUb/ZzSB1qppnQe52Fn7KvGJaomovqvGutrdV23/hsHwtQVJwBNrch9rKFapbBGszSTsNyNna2N5P6+sBCEO8GBE7jN/oRf/fJl/ujlVWYbKQszGacWmnz5/Dq587x8o884j4OrgTjg6lyYRj+mamv3QJbFk4CtHEAW2wlGaz79xBIX1wfMNBKWOykfP7eE1XBxfcgji22eONLh919Y4UeeWKaRGL56aYvHD7X5ta9f5wvn11nt5xACM62UuYZhY1xycqHF44c7uNJzs/KQTIye7tvSWrHcydgZF2wOCz52aobfeH6FzVFJt2GnjS3xr6mmJrk1e5tTjImdl5nR0xMnVBGb35XERqqnKS9du6nsmbVT9X8CZCZGssHH31030xQOjnUtwzJGd8udBj4E5loJndTwwRNzrPTj3rqFfXbIGOaOcRFFrZFomolhtZ8TQmCxnfLCjR1CUGz0x6A1TWvoNAwzDcux2ebbqlONC8fOqGRcOoYTx6hwVX3N0S88idZTB5HSxQuFIsT6bGZBoxk7X1m3xUakuq5WP3vdRVs3lhggSyyH5xLOLLWl9ik8VBwYgSuc53eevcbF1T6fe2WN4/MtPv3kMuPCc2V9xDcub3L+Zh+lFYnVrA1K2mk8oYxyj7Z1ui1UV8jQaVraiaGdKYy1zGSWx492efLoDGv9CWu9nB84t8CnHl/m+Ws7XFjtc2apAwRyF/jgqTleutHj6GyD2T0uIN57fuVPL/Evvn6NsQvMdRostRNamWWpnXB8psFSJ+NIN6XTsHQzw5WtMZnVHOpkfO78Bh84PsOX3tjkhes9Dncz/sKHjvMvv3WD/qRkfVgwKR3DPNYYfYiiYzXYaqShHgIPKkxPhiiqgfJqhKASMO+jQNXNMlarqd1TCLsNK6WPj9uwcZi8YWOatJ0aCuc4OttiqZ2Su0BRehpW8+SRLlorCuc51Mnu5VuGQV4yKWK43kgMrTRe0PgQWO3nzGaW3HtmGgkX1wekWtHLHZlRXN4a0c4saSVsVmuaqYlp1yo6CiHQnzh644KtYUHhA6M8blkfl+CDj52t1e+/7mzdm2aG6sJLqdh4pPc2Md0yDYCCaVQeCCQquuGkRvP+kzO7NV5BeEh44AUuhMAXX13jhas7/OrnX+W1bcdjh9r8yNNHyIyi1Uj40vl1Lq0PuLQ5xmiN0cTW/qmvY+Uioqanlng/q2gmmkZqOLPU4uR8i0+cW+DV1SFnl1t4Hzg222SmmbA9yvnmlW1+9KnDfOXiJn/mPUtsDAuMUhyba7zldV/eHLE5LDg2m3Fte8LVrTHdhuXsUotjs2+9/0pvQuk9N3s517fHEAJbo4LPv77FJx9dQCtNK9GcXmhxcr7BpPRc2xnzx69tsDMuuLY9plcEug2Dq67s92bYfIBMV/Zg7NZ1NFWTSVWbgypo85DoekhYYaoN5YoYFVsVvw+KdqpJbBTU+VbKmcUWndSw0s+Zb6YUPm7WnGsmPHG4c8feGzu9Hkopup3dx+xPosAANFND800n/dJ5NoYFy52UjWEx9eFc708Yl55OZrjZyzm31OL5Gz2Gk5L5VgpK0Uk1W6OSF1cGZApaaVxaG99nfrpAdG99d2qpxu5tWu/WNaFyw6kEsGE0RfDoajN8bShA9bh1yvn4XEpeBjaHJY8danJsvn3Hfq+C8KDwwApcCIE/evEmv/HMNbYHY755eZui9Cx0DMNSRWf93FEUHm3N1LrKuRiJWKPQAYrgaWYJWikyDeMq36OVot2wHO5mnFpsMC4CH3lkns1RyZ97/xEePdRha1jw+VfXOL3YwoXAMxe3+In3Hua11QHfd3yG9UHOY4duPWG/sTFkZ1RyfK7BwptMjDcGOa+tDtgel5yYa9BMDafnm9Mr+eeu7fD44Q7/6MtXONxNee56j5VBzg+cmuN6L+djj8zz+KE2qdFc2R5zdXPEzX7OxjDn/Uc7fPHSNlujkrWdCV5BqCbC6xOqqUYfaneVzO7W5ahHHIiRWtUwGSPBqrtSoQjVpoR6ZMEDaV2fq0gNHOlkdBqWSeHoTUq2x556tPB//clH3iI87+R9sTkqyEvPF19fZXXkeXypyZWtMT/+5BHa1SD6t2NSenrjkqVOyqhwcfSjqg9uDgsK51EKZjPDxc0Rjy53GOclz1zaZKVfkFnNxMWmjlrEbhEfvTvXWEdh9SuZ2mTpKPSKwNqwrOqhsRu2YeJsW7+I823WalTVRBQINLSmBObblrzwDPJYx/v0E8vv6ncpCA86D5TAXVzp8TvPXuUr59f5zAtrlYlwXAVT70tz1UnV7Bm41nUnRKja7E1sGvE+oLTCKE1QxCjDGEJwHJ1tENCcXWpjrWKmmTLTtPzIE8t8+JH5ac3l9751I0YCqeHF6z0OzWR85JF5rmyN+cCJ2elrv7A2oD9xnFpoMvc9TIvHhePC+pBx4UiNxhpNYhQn5hq8tjpkfZDz3PUdXl0dTNf2fPDULB8+MctKb8IzV3ZIraKdGGYaCVvjgtnM8omz87yxMeZ3XrjJqHC8vj4iAGkSa4x1DS+gSEzAqDjrZqvZv7gIU93i1VmfqGFP52UllmWoory6LlSPK1R/Dms0qY4/N6zUrWPhqSMzPHmky/FvE8l+J3rjkmHhqjVDims7Y0rvefnmDi7EC5emgU8/tszx2dZbfn5UxJpYXQtc6+csdXYvQLwPrA3y6fE1E81LKwMSFXhhZTCNvqpAFlvNE+5GZar6XRLnKIFMR/PrfhFdc3yITUzHZhIubcc6bN0nlFbv2cJ5skTTSg1WQ28UZ9iUgnNLTdpZQj8vSbTm2FxDuiOFh5oHQuBubo34yb/zB+xMAtbAzriITg1xudq0m28vVkOaWhKl6LYMidZsDgqUjc0PKsSiflAwKjwhQNYw4KLozXVSjs9lXFwf020l/M8+dpL/+Q89Quk837qyw2wr4exym3Hh+MdfuMSppRY3tkfMtVKOzjX58Ok5AM6vDRnmjjOLLbqNd9Yt6EPgtdUBhQssd1O2hgU3diasDya8vj7k8taY/thxdrnFU0e6vLE5wvnA48st2lnCqbkGy92MnXHJSyt9Ts+3uLI15tXVPrNNy9ev9ljp52RWVU4se9cAxc49HRTGxg0ImtqgN/7O99aC4km/bkTZbZKoRwTqxofaZUPr6jGr868xGqvg2GxGN9M8dXiGwgceX+58x3m5ceHYHpeMClfV/mI85Lwnd7Ez9FvXdxgVJf2JI4SYbj052+K9R2diapG4F7D0YVon7U9KjFZviSLX+xP6uas6HQOv3NyJ0dSe1xeI9kCe3UjNqtisY6tZtClVh6Su5hutqgbuQ/zbT6O86iIhAKnWtFJNZmB7XG+tCJxayLDGMNdImGsl0kwiCDwAAnfhZo/+qOAbF9b46oUNtkcFXz2/zsqoxBpTuXTEE0W3aQk+VFe0im7D4L1jVMSC/aQMqETH7kEPhQu0s8pX0sWvAwGnYbmb0RuW5M7zVz71SGyQ6KQsz2S0Ustc0/LGxojHDnf4/CtrXFgbsD0q+eH3LPHxM/O8sTliXPg4QnAH2uCvbI3YHpXMNROubY/4h194g0+cnuOz5zeZayWcnMl46tgMp+ebtPcM6rZSzVwzYWdUkFjN5rDkS5c2CR6u7IxY7eekwE4Rh4dLF8iSKErOexJDFb3Vs35R0hILKmi0iZsKFDFCa1tVpcxuTc/VTS4oReFimrK+MFHE4LplNY8farM2yJlpppycbZAYzemFJvOV+JQ+cGNnTG9SkhpNJ7O0UzP9HW+PCga5w4fAxjB2Qd7sT9gc5mTGMHElqTEstTMaqeHEbJNOduuowlo/Z7Zp6U9KXKDqdnSs9nImzlE4x8YwPkc9Gxn2NITsRnMBjSIPgaaNa4r26o4PtcDFhhNbmQKgdbyYUHCoYwg6zk+WHtb6xbSWp6tU8NnFBkvd5ju+gBKEg859/X/Et97YoJkYLq8NuLQ+5Gvn19nJHcFojnYzOs2E4Ep6uSc1lm7LMtdOGReB3jhnZ5gzzAPWaEZlvPJOgiEkMUpJVLRBGpWKo7MZzgcaiWW2afipDx5nZ1zyQ48tYoxmnDtevL7DC9diyqt0nplmwpX1ASfmW/zGN66z2M1oZ5ZXVgacW25Pu/LuBCfmmpyYg81hjtFxADj38Df/zBlmmgmrvdgEsTkqyKyphrfjGptx4ZlvJdzYGZMYQ39ccnV7RGoMJ2czXlgZx9QZsNgydFLD1e2c1GiGhccoT1bvsqt8K4MHpePmBGvqlGW0jfK+ckGpnE50ddbPHaQmTGtKtZFzTFsqBrnna1d6WA3b45KVnSGDiWdYRY8fPzXDsdkGR7oNjn+bbePDPEZiW+OcuUbCQivF+9g00rCGdmbQeXz+jVHOUZPx6mqfxChOzrVoJIbBJA7Zb48K+hPHte1htLfSMTVrSs/Nodu1NVOVmvsYptZXi4HYvl9Wt0ycw6rYleMqUUuq37nzAa00LgQOdRP644AxcfRi4hUGx81BNFQeFp62VuRAwxh+4MwcM617230qCA8K920E9+VXVtEq8OXX1tEK/svffAkHnD3UZrmbsjnIOXtklk7TYhV87oUV1nbGtBuWv/TJc0xc4ObOmK+9vjHtllzvTyjKwLkjbfojRwiezZFDVcscTy02GZWBc4fafPiRBZ483mXX5GqX3rjg4vqQa5sjLq4N2RrmXNwc89c++Qg//5ET98ydY2dcstKf3GIpVnrP9qhgrplidBykXmonbI5KLm+OeGNjyGdf20Ar6DYs1mqubI5ppppMG+bbFqs149IzzEsKFxjmLrpqVBFL3TxSbx+oDaLrek/d3VctO4i37am/xXpcXZuLt0ePxN2tCPXOvb0sNQ2L7ZRulnB0JmWhlU63FKRGMykdO5OS2YalmVh8CGwOCwZ5wc1eTmZhY1gyyAv648pKzUAnMSilKMsSRRwJqdOplhhdFj6Ql746pihksUl0V9zryK12lakGKUi0RldWWkWl6ApFQ8fuXVflf42KX1P97rIkimp/UsTsAzDfTphrpjx1pEvybfxTBUHY5b4TOOc9n3v+BpdWB7x8ZZvV/pjHj83yo+87wldf2+C9p+f4b//wAus7Y04td/jguUUurw05vthka5DzmW/d4PnLWwzLQNbMmGvGk8DjR2emW7SfOjHPUydm+NL5dTIT/Scvrg+5sDJgtZfzt3/2aZ48vtsgUqedapqJYb6dMtdK7ks/xcGkrBz8Yz1pYxi9yDKr+eMXr/PGKJBqxfHZlKOzTRphzOs7gXEZYpPDbJNOZphrWrZGBbMNy+vrQ5691n+L7ZdW9cZxhTXxJF1ljdFVh6ZRKkYpVSerUburiWIfp4oLONWuZydQubPEk/1Sy/LRU/O8tj7k3FKLwdjhiam/w52Eq70JmTWE4Gkllrlmwva4YGNYUAbP1jB6YvbGBWMX04OlC9MO0DevGzLVRlrLrg2ZUmBqh5hK6JRShMrr0VX3ezOpMThfdYmG3fdSQ0VLLVV5lFptSLWi3dDkDoZFQemhkxpOzjU4tdgmFVEThLfNfSVww0nJf//5C/zpyysMxiUffWyZ//AnniSplOnffOMq52/2ePbCBnPthBtbE37+h8/QaVhWdyacO9zllevb/PpXrvLCxXWU0Xz4sSX+9z/9NL/17DVAcXVryLnDM6zsTFjupsx3Giy2EzqNWON5/GiXzgGtZQzzkr//2VdoGMVf/cFHmfk23Zxbo4LnrveYOE9mNDOZ4fz6iOu9CTd2xgxyh9WKfu6nopToGEFVPT/TM3hsi/dVU0q16HXqjRmVQEPlLV2lLatv1Q+jUSgTU56HOgmnZjNWhyWPLbRoNRKcC1zaGqIVpFrRzCxNaxjmJYPcsTkqKLxjnAdy56uu2ShkDshMTLvWr7muFU6H4at5MwXTaMuF2C2qqbc61O4ub74UqmbdQowC6+Odfk9Vu/xCbPFXRk9/H81Ec2SmwZmFNo07mOoWhIeJ+0bgrm8M+A9+4U+ZlJ6f+vBJ/v0ff+ItNZZRXvKP//A1vvDSCgvdjBcu7/A3/txTvHyjx9rOhGubQ4xW/MzHT/F9p+Y5Mtvgl//wNX73a9c5tdQkTSwv39xhqdvixGKTx4/O8ujhDqeXWix1pY6xlxACl7fGXN4cgYKFZsKo8PybV9e42Zsw1zDkHnoTT+kcjURPo7c6TAlE+y6Coj5Hh6qjxIdQmTkzHRtwYdfouRa5Glu/F3QlLNX3W4lmLjMsd1K2xiWT0uMJNKzBe18ZE8e3eBE83kUrrKB2k8+qEiBNnSasI001XRqrVGzRL6v/XeJQfL31IXo++nojw5v+lyrD7jB3fRg+QGZiF6+vZudqJ5vHD3fpNr77KIkgCN+b+0Lg/o//3TP8iy9f5uc/8Qj/u5/5PlL7nSOoP3nhBv/5r32Tw/MtXrq6xeGFDt2m5dBskx/7vqN88qnDNNNdq6RR7ri5PeYX/vXL/O5XrzJShv/Vpx/lZz92glNL4u7wdpiUnjc2hqwOCnqTgs+f3wDibJkiRj0ueDLDtMMvrUMVVacZ69RltZVAV80q9d32yJmv1rhMnVOqx1F7RE8Ro6+45aAaVDfg/W4rvqmiy7rm51wdMdZ7+nadRYyKc3m+etLEKAofsCGKYaiivnrGr50aJs6R6GhaHZybimY90F2/1qmtWXWc9cqm3HkSrRj7mCr9ix8+dft/LEEQptwXAleWnisbA95Y6XNtYxiL7t+BEAJ/+1ef49Rym1du9njP0Vk+cm6B959e+LazP1miWepknD7U4dj82zPFFb4zK/0JF9f6/PIzN2gkahq91E0VrlqYufdd1TAKa3ebUELVPo+KzYeBagasCs2UjkJl9K5gNq2aPu7eN2wtVvWftW7+qLtCA7Fb1troqTl1X6m+b2pvxxAdWur0pCMeUL0SyIdA4WNNLrOa0geaiUEDZdjdw+ZDIDMmjhBUx+t9oAyxScQaHc0IXDT87maWD52Y5aRYaQnCHee+ELh3S1mW2O8S7Ql3j2ur6/xfPn8TTXSSUZXI1b6JIYSp52Vio4ciRCHSWlXzikC1zgWiONQD5nVEp7Sq7Kx2txjE24nzdWG3k9PoKGZ19Lf3/mZPcbDeh1enDL2PP5/omKqMX8eh6vq1FJWXVivVlYjHJ0gqxxzn/dStxKjaySVU9mUQqlGAwkeTaYViuW05udDm8UPdu/q3EoSHlQda4IT9p/SBZy5t8vrmiJXehLyIHYXRHBoGLjDfiItTy8pdpKwEJTVRdBQaXxkI7223rxsqjdKxo7KaTai7Mt/cnt/OYpRYR4XO76YVO1ntErLbFKKrmQVD3IhQ22WlVlVbzuPzF9U6JR+goSEPMS1qNWSAr2zOMhPFzxiNDoGy6tRsJBqPoigdeYCmgsVmwtGFFt9/Yk7stAThLiECJ9wRCud58Wafq9tjVnoTGonh9fUBq/2cYQlQ1d2qbscYce12IupqtUv0kqxSl1WUFWfRdJRCFaa76eKjMt1DV9t/TV1TquaRlokpyhCYhnWe2Cjip62bMS3aTFX1WPF7PsTBdagbYarN5wpUiCYCRRHwKkSnfx/IKhuSSRFi56gCj2Im1Xzs5DznNwYkxvDx0wukVlLmgnC3EIET7iiT0nNxY8hLK32KMuCC5xvXemyOHEZTzcppUhPTdkHFnXFltbdO61sbRyCmHJPpbp/KhcYqFppx9c/O2FH6wEymmZTxcQofa2Z1ZrKVVKMKul4xo9BV9OfqlKSJG7VTo/BEM+5AVberWmKMianQOOMXOytDULuRqapfb6zh1TvyUhsXzD55uMtrawM+9egSC+JAIgh3FRE44a5Qb0R4bX3Izqjg61e2GfvYLKJV3GmWmRjlqLqHnig8VhHFSUeRSQ3VLGQMvVppjJSWWglr1RC7qebbyhDb/osQMFSdmCHQbWq8q6I8di2yfGX8bAGnIFHReqxOV9bzedYoSh9oWFXV7mJdTutqnY2HSeXJ2UyiwXJmNAvtjI1Rzs7Y4Qi0jOKDJ2d537H5e/0nEYSHDhE44a4yzB3P3ehxfWvE772yQSdT5FW7flBxe3qsX8X6WemhYQJBRRFzJdM9cVrHcYNmoplrmKq7sVrKauIGgzIEUqMYl4HSh7g6iarTkXjfdhoNn2O0FSMtB9UG7DCN+orqiZOqMUZX20sLryiJYwrGKBIFozJGa6mGM4st2pmdbgUoXfToHOcFO+OSv/LxR+7xX0EQHk5E4IR7Qm9c8KdvbPLrz6+S6cqiKlSbqpVCB09qNYWPdTQAr6I41c0htaA1TBSmRqIrD8wY+bnpPruYIgwhkFYu/JooRnnpCdX61aZVlHHyvOrsBKvi+pvc1cPZYdp0MiqZdm4GFR+jZRTLnYzjc03OLrWYaSS0Km9LQRD2FxE44Z5yZXPIf/HZ18k9NBIIQU+FqRaqRO/OpCVaUXhYbBrWRiWFiwPdTRujroapUp4+ClLTVIbNOtbY6lSnq+YG6gHvogy0bExpNpPYeVmEaL5MiKLpfGWKbBVzLcv22DGTGjzx9R6fafL+47McmZFamiDcj4jACfvC7zx3hd97datavxOjOE89xxbb7MceZjLNMPdkSYynOtWyz4CmcIHjsykXN8cMCz9tTEkMzGaaoDSdRJOXnmZqGBRxbsDVw94oCu+ZlLGLM7WKho0RYOGYGiOnWtFIo09kOzO0UssPnl7g6DvYOC4Iwr1HBE7YN5zz/P++dYMvvL5FyW7jh9FxEMCo2OZvtaKVxC7KdqqZbSYoFMdmMyalZ2fiKJznzEKLSRkYlSXXd8ZsDUsaiSLVmlHhKUNctOpCfJ7ERP/L1MSGkYkLzCRxZi8xiobVbI0KJi4+78dOzaC15cMnZqcG4IIg3L+IwAn7zisrA/4ff/IGx7sJiTU0jGJrWLAyKPEK5jKDC4F+HsisYr5pWWylHJnJOD3f5OhMyuog5/X1MY8tNZltpry+MWSxlfDZV9fpTwryEKqxBJiUoEMcR5htWWayhMwoNkYlrVSTaMX2uOAHzyww10x47kafpw632Ro5PnB8Zr9/XYIgvE1E4IT7CucD68OC/qTk0vqA33h+laAVyy1LK7Vc2BhzatZyZKZFOzOk1sRhcK0Y5iXXdiYcm2nQSTVpYljtT2JjitW8fGOH+XZKJ7OcXmhXQ+WxSUQrWG4n/MEr62yOc7ZHBe872mVcBGYaliPdjHNizi0IDxQicMIDQQiBjWHB9ric3rY1KlDATMOSGM3x2Qbj0vNH5zc4OZfRzhJeXe0xcYFx7sld4InDbZbaKYc6KQ2rKzF1BAJrgwIXAis7E5672aNhFMdnG/zIY8ssd9L9O3hBEN4VInDCA83WqGBzWFB4z1o/ClRmFav9gsIFLm0PKEt4fLnNh07NcbgSqtwFRoVjVHhyt7u9IkaQOa+u9Lm4NeZ/+6mzYqclCA8oInDCgWMwKXltfci3ru3w+saIn3nfYdrZrQtEU6NpJZpmYkiMkrk1QTiAiMAJgiAIBxLJvQiCIAgHEhE4QRAE4UAiAicIgiAcSETgBEEQhAOJCJwgCIJwIBGBEwRBEA4kInCCIAjCgUQEThAEQTiQiMAJgiAIBxIROEEQBOFAIgInCIIgHEhE4ARBEIQDiQicIAiCcCARgRMEQRAOJCJwgiAIwoFEBE4QBEE4kIjACYIgCAcSEThBEAThQCICJwiCIBxIROAEQRCEA4kInCAIgnAgEYETBEEQDiQicIIgCMKBRAROEARBOJCIwAmCIAgHkv8/Ioi3BgwakKoAAAAASUVORK5CYII=\n", + "image/png": 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WacCxsTzj03m+91IPt13VxarORr6/vZePvWsrV65p59ldfSilLss3YKXgqrXtfOfpvfz5A4/hAZYRLAjxXuepAKuX1rNxRRvhiEVdMsZbrllNfU2ckGWysbuNhkv8RO5zpQNO07RzMjaVx/MVe46M8fgrvbTWx9l2aIRoyCQWtljeUc/QRJavPLqHGzYv5X//0tvwq6Nw65c3sbd3jPXLmxf2IhbAmq4m9vWMsrdnlGd29CIFhExBwa6W5BL+KQopVwfdBPz+T95BZ1sdt165giWttRRKNtsPDNLWmGJ5x+KrK/lG6IDTNO2c5Io2X//BPvpHZ0jFo9Qk49QXXXzfp6MhxUy+TNn2cZF4rsMjLxzm1z98EwCpeIRccWyBr2BhpBMR3vebD9DRXIvvga+ohpvPKWePRLDsv6k2wepljdywZTm3b+3G931e2N1HOGRy4xXLLsve8OnoOThN087J//c33+I/vvkiIxM5NixvpmS71CYjtDQkWb+iiWzRJldy2bSikb/77fvZd3Sc3/jkQ0xliwAkomFyl9mWAdtxed9v/gdb13fype9ux5vd0K3mhdvcIaSSkCmJWiaNtXEaauJ86J4ruXnLcvb2jPDcrmNsWdPOFavbdbidRBdb1jTtnPzZp5/gmR39VGwXpRSWZbD/2AThkEG57LCkJc3QeI63XtdNbSrKktYaLEPy6AuHefuNa/jQXZt4fk8/121YstCX8qaYzhb5mT/+ErXJEJ9+aMfpq5VUa06mE1EiYRMUGAbEI2E+82c/SiZfZu3yZurTl/c825noHpymaefkjqtWUCg7bFzRRF1NjLGpPOWyTaXs0NVay+B4jg3LGxmbydHVVsumFc1IIblp81K++vgePvB7n6VwmfTgjg1P8xN/+Dm+8dS+INzg9Hu5q/NtZdvFNCU1yQhD4zl+7L6rScTC3LRluQ6316ADTtO0c1KxXRzX4/DQNE01cRLxENNFB9vzGRjPcsOmTkKWyUPPHCEeCXGwf4rx6Tw7D49hSknv4BTv+q3P85E//uJCX8oFtfPQEGvu/z88/OzB48OPSp1+25sQCMOgLhWlVHY4NDCFlAb/34/fybL2+jer2Zc0vchE07Rz8st/8d/YnmAqUySbL5PNV4hGLGYKNsWyS7HkMjZdIJ6I8NgrvWxd204oZLJmWRPKVyQSEZZ1NHHzpuULfSkXTM2Nv0tldun/yadsi9n/qZbmqn7eENDalKKpNsm6ZU1sXNnKL3/4lje55Zc2HXCapp2TUCTC8oYkN25aynN7B3E9RXdniFLJpj4dxwdqU1Guq0mwcXkzu46Mcs+13ZiGYMeRMW7ctJRr13fw4r7Bhb6U887zPBK3/AFz+yLmm1sQouY2bc/XUBfnzq2r+I0fvYVv/mAfv/RDN1/4Bi8yeohS07Rz8vy//AxjmTIPfHs7Q+MZyraLbbukEhFKFZcrV7dhWgYTmQLZos1Nm5ey/9gEL+0f5rYruljZUc/arsaFvozz7tkdvUG4zYaXkPP+zA8z8apeXU0izDXrlvK3v/Uevv3Ufn72/uv1Csk3QPfgNE07J0IIPv3x97D+R/+e1toYkZBBR0OKcCxErmCTKVR4501r2Ht0Aingud39HBmc5hfu38rRkWnuuGo5i20xd/TG3z3zMTfzr3dudFLOLThZv6KVe27o5l++9jwfeusWopHQBWzt4qUDTtO0c7a8vY71y5o52D+O4ypKJYfOtlo8z+fwwBRSCtrqU5Rsm5aGJD/2ti3818PbAUltIsr1GzsxjcUxoNR135+e4avVebaTz3CrBlvIBMeF4ckstuPzlmtX0VSXvFBNXfQWx0+UpmkL7pfffy0buhqRUjBRsLFtF4SgZ2iaI4PTHB6Y4OUDI5iG5POP7qLseKxd2sDB/kn+6F8fo1JxKZTshb6MNyxfKBO94XcZncyfofd20jCjOl5zMmwJbNdHKZ/xyTzXrF9C95LFN3T7ZtIBp2naebG8vZafeMeV1CTCgGBf/xS243Hbli7GZwoIIahJhHnrdd287bpu0vEIz+3u56kdx9jbO86vfPI7/Nu3Xl7oy3hD/v6LT9N49/86XvV//p8zmdeTqzjVGpRAruJy1brOC9jiy4MeotQ07bwIWwYrOurIFR1QQa3g3b0TFMoV4pEwlmVgux5/+6Xn6B2aYWVHHVetaePx7UcZzZbpaEnzi/dft9CXcdZc1+M3PvnQ8U8IAInADzpyZ5iLk4ASgkTUpFhxaapNEgsbfO3//sQFbfPlQvfgNE07bwbGcmxZ00Y8ZuFVey9HR3LEoxYv7R/m2GgWkNyyZQllx+XvvvYCz+0ZYG/vJO+9oeuSXCn4fz/7VPCBkMSiFkJIIga8nrdXXwhS8RCWYXD9xiVct7GTdcua6GhOX9A2Xy50wGmadt54vqKruYbVnU201iVAShSClw6MIJTPuq5GlrfXMDRRQAqJZZrkijYIwQ/dtWWhm3/WMvkS3372IJGwSSxiYhkGtYkwSohqx02+eshSVkNcCASKfKFCPBomZBm0NaTwlCAathbwqhYPPUSpadp5M50rsWpJLbbr0j+RQUiJ8j3SsRDPHxjh+QMjXL++g9pkhJ6hGcYzRZa31fOWa5azvrttoZt/1v7tGy9jOy5LmmuYyZYZyxSPL/uH4IN582xCgKouLImHTRBQKDn0j2VIxC3qElHGp3Jv+nUsVjrgNE07bzIFG8sI9nO1NySZyJRxFEwVbBAGKMWx4Wma6zqYzpW56+rlbO5uYWlzaqGbftb2HR3j6W3HWNpSQ7ni8p3nDgZfUD4oAWK2zuT8kKtuEZDQ2pgik69QqPjIajWT//7BPhz39Z3mrb02HXCapp0XjuuRK1WIhAyEEjiuh+N6wReFQfBGLxiaLvHg04f5s4/dSioepViyeeeNqxe07W/Enz7wBIl4mJHJLDsPj1a3uAmOn+c2r9akEBiAZQVfW9fVSCQSwiPHlWvbuX7jEg4cHce0Qqxdogspny864DRNOy9e3DfEjkOjVByHQwMztNXHQEqYLTI8V0hYYEiDDV3NGKZBz+AUxiW0ydv3Fb/3D99hx4EhsiUHoXxKFffELQFCVEMdWuri2I5DMh5FANes66QuHSVfsvmzn7+HbQeGeG5vP50tNXzsvddx3cbL41y8N4M+8FTTtPOi7h1/Scl2WdWaon80hwfYPvM2MytQEsOQNNVEqEuG+eQv30MkbHHV6tYFbPlrU0qxt3ec4ckc33vpCH/9uaeIhUzWL29mKltiplBhcqYwb0hSYEiJ7/t0NCfxXJ9YNIQhJB97z1ae2n6Me29aw9d/sI/VSxv5+fuv5UDfBLdeuXhPVFgIOuA0TTsvfuxPv8F3XuwhJGAyX0EKERTRV3615ybBEEQMQTRs4jgOZQdyD//mQjf9tA72TbD94DCFsoNlGnz/lV6WtNTw1Sd2EzYl/aNZpnJFYLanqrAsC9MIRialFDiuSzoWRhqSdV1NJGJhGmriJOMRrlzTxvvv3MhjLx3hjqtXXJLbJC5meohS07TzIhIy2bqqlaf2DIKU+H71GBgUSAvwCRbGQ9nxsT2DhpqLr4jwvt4xntszgFKK+nQMXym+9fQBKo7HlavaODw4ydB4sNIxW93UjgAMCQocz8X3g1w3TYEEZvI2IUvgeoqG2jhvvW41NckIN13RxZPbern5iktzD+DFTgecpmnnTClFJl9hdKZALGxiu36wihAJwgTlzT3O8YMFF2+9Zhlvu2bZgrZ7vua3/QlLW+qoT8fobE7jK+gdmiJsmaxZ0oDt+Ww/NMzgWAYpJRU7qJspTZPZjqoQPsoHrzouZruqWtlEYZcVH33X1aQSUW6/ajm7jozwwp4BNne3ErL0W/GFoO+qpmnnbN+xCZ7a3Y/yfTwfIqak7FSXx58wB6eQwqCrOcWWlY2YprGg7Z4vnU6QKVSQBgyMZfB8aKyNkS0W6X/xCOGwGQy5+oqZfKWaaHJuDU2wnkYGNcqYd91C0tmQ5KrVrbzjpjXs6R3nlQNDxMIWbY1xapLRhbrkRe/SWbqkadpF65Zf/RxT2TK2p7BMQdkn2At2whS/AGmhFBTKDr4S1KciC9XkV/nYO6/mbTesYkfvFIcHZ+gfm2H/0QnyhQrrljdx19YVbFnZTP94FoBYyEDO297mKxBSYJkWhmGADPoP9YkQa7vqWd5ex1985ilcz2d4IksiFqKt4dLb/3cp0T04TdPO2S++awv/9yvbqEuHmc6UZ9/tgy8qb27JPATlvMYzRQ70TfDRt29aoBa/2i1burj1Fx4Ictg0aKuPkSs6uK7LTLbIF/b0M54p43pBz6zoKKDaWyM4+NUUELJMPOUTEoKuphruvKabvUdG+fyjO/E9H+X7vPPW9azo0PvdLjTdg9M07Zwta6slFjGZyVbIO7NDc7P1F+e9zYhgWM9xYU/vOG0NF89hnlOZIlIamEIQtgyKjsfSljSruhp5cvcQw1NFXFRQS3K2nmS1g2oZAsuASNggEbOoS8XYvLyRq9d14nk+kXCIloY0U0WXf/vmK2xZfemVJbsU6R6cpmnnTghMfKYqLnMbuqsVPOYKDisv+Jo0wHfZ3z+9sG0+yZee2E9bQ5x8oUIkJIlHQ9TXxBidLiGlgRBQXSpzfOWkNAgZEIuEScVD1CSimKZkZVstdek43Z11TOVKtDfV4Lgen//jD9GpTwp40+iA0zTtnNmux1SxGmAQzD9Vq5YEqyln/8jg70LOzVFdDGzHY3gix5LmGuJhkx09IxhSsv3IOI7rEbag4giipqRkewRDkwp8CEctlramKZQdtqxqZUNXE0fHptm0spVYxGJpay1tDUm2rLq4N7MvRhfPT5imaZesPb0TwbCdVw0wJeaybi7khBF8LF/naddvose3HcV2PdZ1NTCTL9GUjtM7MkMiYlL2FGXbR6EoOdXamohg2SSKlvoUjTUx6n1Y2VnHY9t6+di7rqZ7ST3DEzk2d7eQjIUX8vIuW3oOTtO0c1IoO3z+if3gy+NDklLOm3ubLTosCZsGIDFNg97/vDhOrVZK8fSuflrqEnQ0JskVbMZmSriej+MqCmXnhNNvjvdGfTobEmTyRSxp0Fwb55X9w/zej99CIhbC9xU3bV6qw20B6R6cpmnn5M5f+RKZghPMrZ28NUDO2+cmBBUfIpbkZ9+xkZba+Jvf2FN4ds8gE9MFVrbX8tL+IZ7ePUBtIkwiYjCZLVcfNTvpVq3OIgQSRVtjksZ0jMP9U9Sno1y/YQllx+O69Z2Ypu4/LDQdcJqmnZO//fU7ueU3vgrKDT4xV0nfrWbCbDBAPCK579oVvP+WVQvY4hPt6R2jWHH5yy++iOPaGMIgX553LbNziXNzikFw+QgMabK/f5LDQ1kYmuY//+j9tNZfPCtDL3f6VwxN087J8tY0dalQ8MY/u3hkLuRO3Oh93/Ur2LiigSu7mxequSd45eAwwxM5ntzRhw8gDTzBSfOHs0d0Hz+qW0qDxto4e/smGMuUueeaFRQf/T0dbhcZ3YPTNO2cpOMhNq9oYkfPOFO58vFMU6q6UtIFYZKIGFyzuoW6i6A0VaFk8+zeIf7hay/yzM4+ZorOaR45ezHz+gJSsKW7kftuWIOP4pYrlnLjxs4L3WTtDdABp2naOTENyeYVDRwayuB5fjAfhwLTqh4hIzEkLGtJYZkG771pxYK1NVes8MB3dvK9l3rIFSs8s3uIed214+bmEWe7c8G8m2WYvO+O1Vy/vpPaZJita9pY2lLzprVfOzs64DRNO2e1iTDRkInnh8gU3HmbvINgiIcMWusTlB0Pa4EKLCff9he4rkfIECTjISou1YUxJx2JOTsaOVswWQYhF48YtNTEuGNLFy11ca5a00btRdAb1U5Pz8FpmnbOpBB0NCUoVtxgi4CsnvhpWqAU2YqNZQiWNC3MHNXIVIGffdcWImGLtUvruWvrCpIxCylntzZQDeXqW6IwAH+uc5cIG9QmQqQTEdobk9x25TIdbpcAHXCapp2z3uEc+wczZCt+cPAncHxoT4Iv+NYLRxdsa8DhoRnef9s6fvE9V5MteXz+sf0MTxTx/erGbSEBA3yv+vHs3r1g1aTjKQbG8/zE2zdz+5XLMA391nkp0P9Kmqa9Ydt7J/ixv3ycpw+MUqnYx49+A2aHJ7FMsMLIcGSuEv+baX/fFN3tNQghuPf6FVy7rg0MEyRELBNRHYIMFsVUe27V1ZNCSjoa4kjDYO2yFn7qvqve9PZrb5wOOE3TztqLB8e4/88e4U+/sI2ljXFKFYepnHN8vYYMej4CUc05hfJ8Ht85+Ka20/cVE9kShpQ0pCKMz5RIJSKk4yGEMLA9/3goz+0GqPbghGRlew31NXF+8f6tvPLPP/mmtl07d3qRiaZpr9sTO4f4869uJ1ewuWplI9GQgSklfWN5pGHgz4ZEdeGGkAKBRHkuAvirr27nrVcv5aqVjW9Ke186OMrW1c3s7BknW7CJRy08z6etPkEmV642c96KSXn8JISlzSmuXtPKlu4WfuFduud2KdI9OE3TXtOXf3CYTT//JX7qb55gKlOmqSZG0fZwPEVnY5xEIgpCIhHI08xPCUNSqHj8z888x9hM6YK3OV+yMQ1B2fZ4+dAYN21o5wtP7CdTdBiazAUPkhKQYFjzzq5TxMMGH3nrRm7auJSP3LMJKU+xlUC76OkenKZpZxR/378DihUtSW7d2Ma1a5qJWMffOnzlUxO3KFVcFAJxipMChGHieS7SCvHorjG++ORhfv4dGy5ocGw/PM6SpiT7+6YwpeAX/uYR+icK9A7PkCl51XADDBHs15t3MOuvf+A6TMPg7qu7SMZCF6yN2oWlA07TtDP63fdv4lMP7WN4usT3dw9TFw+RiIeJRyw66mOYhkmh5ADi+Cr7+TUcAVAI08CQgq0rG3lyzzCpRIgfu2P1BWnzwESOXMnmwacP8b1t/Uxli4zNFDCkIF90qhvQOd6+2X17CjBM6mti1CYjdDTq0luXMh1wmqad0ftvXkl3Ry0H+jPs6Zvkq88fIxoyuWdLB1uW1/HgMz1kSi5CCNTs3JsQ+ErNxZswZHAAthBMZG3uv66L/3j0IEsbkty6qe28t7n7x/+NqCWJhkw6GlP0j2XIlx2EAhcBwiQ4n3t+MWUfFHzwtm6GJnJsuUjqZWpvnA44TdPOqLs1xUzBxjIknY1xPvbWtezsneKrz/Tw0Mt99I0XETKYe/OrPSNpSAwMPMdDSIHyFUIKQibUJkI89PIAjuPxc3/3JN/5n29nSXPqvLVXKQXSwsCjqyXNms4advaMk4wYtDcmODJaxFde9WgfOKGgsvJY3dnA6FSBiu2ilAp6o9olSS8y0TTtjGbf4O/buoS6ZJjJfIU7N7fzpz9+Lf/jh64mFLGC1ZJCBJVBZikQRtCrE9XVib4PY5kS2ZLLRK5M31SJtb/w5fPa3mzRYWV7mtqaOOGwyTdfGgDLQgnB4ZECjucdX+kpqg3FB2GQDofYd2yclvoYB/om6R3OnNe2aW8uHXCapr2m5nSUiVyFm9e10JiM0j9ZIBIykIaktS5GyAo+nu3xKKVQKJSv5g7AVj64PkznbXrHsgxnKhiGpKn2/Ja8Gp0psrQxxf03r2ImX8GyLMJSUvZEsNHcrzZIcOIZbwr+5bfeSiRksffYJM/vH2Yie+FXe2oXjg44TdNe09KmBH3jeWoTYZY2JWitidIzmuOZ/aO01USrHSKFFbIQQsz9CUfDCEMgDIEZNlGA60E6FiIVD3H7phb2/d37z2tbMwWbFW1plBBcvbqdUjnYgO76s6dxS5AWcycFCECa1KbDRKMhNq9oJpOvcGRompf3D53XtmlvLh1wmqadlWXNSYQUHBvNMzBZRCmFNIy5BSWmZSKEwKxuJZBSYlkWSilc16dsu0jD5GfuXs0vvH0DkdD5XQqglKK9MYHjKQwJlimpOB4oGRRRFtWak9IKPpYmKI87Nnfw4FOHsAzBDes6mMqU+Ldv7zyvbdPeXHqRiaZpr0tnQ5z+iQKdDXFsV/HIjiHa6mLYrhWEW3Vocv5cnPKDXp1SCikkMiIRQvD7H7iCyVyZu65oP+/tdD3FhqV1/GDXEHuPjZHJV4I9bz7Vzdwc3wMnq0fi4DM6XeLw0Azfe6WPkuNRcTymc2V+7/89xJ987O3nvZ3ahacDTtO016W1NsaLhydoq4vyia/uIGRJHNdnYLKI78+be5tdVAJz/1WooMKJAKNay/ieLR0XpJ2u59OYijKeKTOSnT2+xwQcYP75b9Vi0NLgof95H0oJRqcLbDs8yne3DdA7kkeEIliGdUHaqV14OuA0TTsrH/27p9h2ZBJf+VScICx8pZCmxBAGnusFWwY8P5iLkwLpSzzPQ0pJxXUZGM/ygRuXX5D2eb7iwWcPs6dvCt9Tx4ckqRZRNmQwEVituHLv1W30Dmd5ZPsAR4YzjEyVqE9F+MrH38Zbrlx6QdqovTl0wGma9rqtaE7y9RcH5nKirSbCUKYc9MykgfL9uW0FhmnMhZyv/KAHpyAUCXFkeOyCtfHZnYf5y6/uRRizJ4fPVlTxq/Nts4tNBCEJPgaf/t5BirbLitY0/+NHruOGda3UJMIXrI3am0MHnKZpr1tdMszq9hr6Jgt0N8dpTkepeNNMlV2Up04c/ZNibh8cAgwj6N01p6P8/oduumBt/Mb2KYRporzZXlu1LNf8g0wNCb6H7Utsx+Pq1c184JaVmIbBlW/SSQfahadXUWqadlae/OO3cm13AyPZCgoft7pxejbI5oINhZSyusAkqGZiWibXrawndp5XTs43nikHZ9GZFnO9t9lDTYWsntptgBHiN+5bzQO/eTf3XbuMZS1pHW6LjO7BaZp2VixD8uc/chWf/NY+nt0/SrbsoURQqkv5x3trvu8jpcQjmHuThoEpFP2TeULWhfnd+qU9PQxOFaq1kwVqtvpzdUgS3wcpWNIQ4SsfvxfLlPQMZ7llY5suybUI6R6cpmlnrbs1xftu6OKd13SCEZzcbVgGSqi5Td4QbBOYXWgCCoFidKZM2DTO/AJv0A//zfPV43pk0HczDYQhg5WURvAnGTb51fdsYSpXJhULcc3qZh1ui5QOOE3T3pCty+u5bX0rhgwCTCmFZVlzH0Ow0ETKagAqhe8rxjPlC3IOnFKK4eny3Fl0QsrjJ4vPnWagyJUdNnTVcdP6Nlrr4ue9HdrFQw9Rapr2hsQjJvWpSLBnWgikDIYlZ3tDc8fnVGs+KhHUonQd/4zP+0b92Ce+g+srBKL6q/tsncng9aWUSCmpiVjcvOH8bzDXLj66B6dp2hu2obOGz/7yzTSmotWtAvJ4wMnjQYeAmqhJKGQSTZ7f4soQ9N7+e/to8BfBvHqYQQ8uYhmYhqS9Nsq+f/7weX997eKkA07TtHOyvqOGzUtrMA2BEgTDkYYR1J/0ZzeCQ9ZRWJakORU672342nPHkEJiGAaGIebqYiIkUgo8oLs1zsauelKx8//62sVJB5ymaeekIRVhc1ctIVmd5zIkpmlimBKFIhINY5oGICiVXcLm+X3bUUrxxSePUK0Ahu9XByerKygNKTCFYOOSOtYvrTuvr61d3HTAaZp2zn75rauxHW/u74Yp8H2FFTKDdR5S0F4bIhINU6y45/W1//Hb+3jh8DizVS8BEKCUjwBqYxaGUBRsn60rG87ra2sXNx1wmqads5BpkEhFMEyJMII9cQJBKBQK9sMJQdmTWJbkf//IVeftdZVSfPIbuyjbQbj6syd1q2A+UAG265GKhfF8RUdj4ry9tnbx0wGnadp5cf2qRhKREPH48RqOiuopA0DO9ogags1La8/ba17zGw8yk6sQsoIVnAAIQdiUKC/4u+0qapMhJrIl1rTXnLfX1i5+OuA0TTtnJdvlmuW1SFPi2R5CgGlJfF8hBYTCFpWKSyRk0JyOnLfX7RkvYoVMMgUbaRmYllk9scDDMAQoaK+PEQkZ9I/nCFkXZoO5dnHSAadp2jl7rmeKG1bWB/vQTEE8HsIwBBKwwibxuEVNXYyO2th5qxoyNF0kEbPwfIWSEimCRS2C6iZvIRGmYDJnc2A4z1jGPi+vq106dMBpmnbOZooukwWXUNjENI3ZYiKYVrD3zffAMATx6Pk7PPRLT/eSioao+HLuoG4UmCGLUDiEtEwMw6CtIY5lmfzpj19z3l5buzToSiaapp0XO/tnqEtYzBTAtr1gT1oIXFdhWQa27RI+j0OEh4dzFMsVAKQ0AIUhJIYkWEXpC5Y3J4hGQnzpN6/nhjXN5+21tUuDDjhN087J0EwJz/cZy5WpeEG9SSklQiiUUsEB2q6H56nZRfznrOK4jEwXmSnNL/sl5qqnGAJWtCdpr4vz6+9cx7WrdLhdjnTAaZp2Tg6O5Dk8XmAsaxOWgqyvkFIQDht4nsJ3PAplD8OA/SMz5+U1v/nSANt7Jzk5McMSwiGD2kSIjUvr+LFbV+hwu4zpOThN087J0ckCRyeKpGMGeccnkQghqtsDXFchLUlDQ4za2hgSg70DM+f8ml96+ghThXkbxqvnmYYjJmHL4MY1TfzQTcu5Xg9LXtZ0wGma9obZrs/zR6aZKZZ5pmeGkGUEvbdIiHDIwLIkkUgoCDvbo6shweee7eORncN4/hsbsBydyvHIzjGMkDEXbLOkUlzTXc87ty7llvUt5+citUuWHqLUNO0Ne6F3kj1DMxRdiIYNolGTXN4hZAWbu8NhA6UUtu3RkQoRCxlMFhyaaiJ8/tlj3LG+mdaa1z5d4NBIjm1Hp9neN8MXnjlGKBbCs71XPa6zIc4Hb1zBXVfo43A0HXCapp2DX/3CbpQCyxLUxEPkbI+wJXHd4Pw35XtUbIUQcNWSWmzHZ+9Qjum8zbuu6uA7O4ZoSkW4ZW3TCc/ruB6P75tgIl9mdKbCTMHGMGA6b2PbHlIIvPnb6ZTCEIIfv72be6/ufHNvgnbR0gGnadobMpgps7w9zchUAUMIChUXKQS2rxBGcLCpQNDaGGVorMhje8foaoxTcjxeOTbD+o4077t2CduOTvHpJ3u5bmU9Lx6dZmSmggDWtieYzNpM5SvUJ0JM5CrsPDoVlP7y1Nyp4QiQpsG1XTX8xJ2rFvSeaBcXoeZ+SjRN016fyYLNc8dm+NbuYQ6PFrAdj0jIpOz6CF8RDhvYjkc0bGK7HqPjRdqTIUZmKpRsn3dd2ULIlNzQ3cDO/izjuTJD0yU2L0mzaUktewYy7OrPkIqaRMMmuaLDoeEsA1MlSq5fPWdO4Xn+3JlzQ//43oW9KdpFR/fgNE07K4WKy66RHLVRg7XNSYazFVzfx/V9ahMWthv03HxPYXuKcMggFBJMVnxiyRC1EZOvvDyMJeB7+8ZZ2hCnJRXmyq46jk4UeHTPfroaElzZVYvtejx7aIJDo3lMAUXbBQSe5yGqJwcIAb96z4qFvi3aRUgHnKZpr5vrK57rm+Gmrloe3D3KRNFBIKlNhPEVSAT4Pr5QSFNiGgJDCOpTUVR1I7bje6RiBsWKz0Tepr02gpSCh3cPU6y4OK7PK71THBrJURuzODaaJW4ZjGYq4Cs830ep45vGb15Zx6/cu2FB74t2cdLbBDRNe12UUjx5ZIrNrUn2jeXJlRwqniJiSaQQiOpjLMtA+QpTCkwpyZcdQobEMgSu59MWC7GqI019bZS6uigjZY//fnmIgYkSFc+nqSZCbU2UipTsGc5RE7P40PVLkUIEwTY7q6JgaV2IG9c261MCtFPSAadp2uvyVO80rakww9kKz/VOcWCiQLZogwh6dq6v8AW4ng8ILENQsl1cV1H2FK6niEvBWN6m6CjicYtkPITn+sRiJqGYiTJMxssurlJcsySF53rEIyb/8OghbM9jrjCXAktAOhbhulWNC3hXtIuZHqLUNO01vdA3Q6HicXB8CseDvWNFJnNlLEsipSAWNhAIPF/hGzIIPc/HdjykFLiuR9Q0wBBIYVBwPRJhiXAVV3bX81zPNMmwwehMGbui8ByfHxyaIhoP0ZN1KDpBr035CuUr0jEDFCQjBtesbFjgu6NdrHTAaZp2Rp99eYCXB7JYpqQ2YtEQt6i4HqGQiQAsKfCUf3zoEIEhBQhBPGySLbgYUlJRiorjYwpJwhBkcg7L6qPkSi4NcYuy47O8OYFAcWyqhO16hKRBseSAAmEYWCa4tkdNPMxUrkxtPLSQt0a7yOmA0zTttBzP58BEiZIHFc+nISqYKbsYpkS5Hp5SeH6wXF8QDFMKIajYLlJKSo6HNESwMMRVhAxJU9JCSuiojTCcqZCpuBRdD9v18coKS0JnbZS+6SKeB9GoRbnk4qvgpIKGpMVYwcETJj96Y8dC3yLtIqb3wWmadkqer3A8RabscHi8QN9MmYrjMJRzyFeC5fojuQqqGnIQlIV0PR8hg0UnM3mbyWwFwxD4vgIVTPwLATErWHhie8GClIrjEbYMsmUPBfi+wvU9SiUXKQWVikO56BI2BWHL4JZV9Xzqo9cu3A3SLnq6B6dp2qv4SmG7PhFLopTiqs40HTURHjs8we0r6qiLh/jGriFKtkkiZFJ2XcYLNk3JEANTZRzHw1dgmQYRy8BTKgg9pfAAhcL2fZAmliFIhCRxy2Q8V0L5UKoEdSYrtofjegigXPFBCEoVl7dd0caP3NS1kLdIuwToVZSapp1AKUXZ8bEMQdnxqYtbZMsOTYkw717fzEjOJlty2dJZR8l2cXwPQwo2tCQYz9nUJyxq4haGAMsUCCPY/yYNgWUJQpYkHDKRloUrBBUhmHEVRSEYy9hEgZZkCNdx8FVwtpzr+ZiGIBq1MKTkp+9YiWXoty/tzPRPiKZpc5RSlBwfKcDzwZDBmW6OG8ytRSyTu1fXM1G0iVmSG7rqsD1FzJL0T5eqw4eSiCnxfPA8RSRkkIyGSMVMPAVKgef7gMKUwSIVhWJ8qkgyZjLj+AxnStge2LZLqeTgBzsPcByXm1bVA4pVrakFvlvaxU4PUWqaNqdo+6B8XIKFIVIKlAIEeJ6P7SqkhA0tScZzNg2JEGub40wXXZSqkI6alGyfwZkKABUn2AcXiwgqdjDUGA0Z+AQh53rBH4UgEjWD11Ievm+QNAxsx6FS8ZiaKhEyTGrDAtMQVByfaEhv7tbOTAecpmkAZAo2RTtY4CGlxJRgKIkUQa9LAamYgeuDh8I0whydyTOer1CoFlbOllymCjYC8JTCMiVhS2I7Pr4vUAgKFYd42MKUEiTYQgQnAkiBFBJfGRQrDoWCgxRBWwwpCaO4YXUjTx0YX+A7pV0qdMBpmgbARMFDAqG5d4Vg6BAlkELg+ArpKmZKNsmwweHpIrarSIZNMmWXXNkjU7RRKlikYkpBImQSDRsUKi5jWZ9o2EApiQKEIfAUGMLAV34wFOrZFIpuEKhK4Xg+5bKL8n0q0uDgWJGpghPss9O016ADTtM0AFY0RSlUXBxPETLA9YOl/Z4K9q/lSy5GzMTxoG+qgucp2lJRGmNhYpZJruJyRCjyFY90zKJie+Rsj+mZMp4HpiFQPjhKoZSP4ylMKckWgucSCNzZ7QbV/JJSEo+HiURM8rkKY0WHUDxMa0K/dWmvTe+D0zTtBL7vk68Ep2bHw0ZwwKhSDGXKmEIyXbQZyJQIm5KRfIVk2OTYdImK61NxfQZmSuQrPpmSja8I9rjZPl61ULI0JBKB67nM5B0Mg+B4HRW8tqj2HAXB0GUuWwEBEVOyrinBv/+M3vumvT464DRNOyXH8ylUPMKmJBoyGM1VyFdsnumdpi0VIldxUUoSNiVlx2M4W2GkYOP7PoYhcV3FTMnBU4qJvEPYkEFY+gqkIle0KVZ8UOB7QTi6no/r+niewq8unYwZgo1L0vzdj15JWJ8aoJ0FHXCapp1R0Q7KaBVtl4f2jyIVCAOqe7ExBeQrLlMFl7Lr4/mKmaKL4/tzR9z4gO14wSbv6pJ/pRS+C67ygiFKAVIaCAG5YpHMpMPmzhSf+OBGWmpiC3gHtEuVHsjWNO2MYiGDiCnZP5QlYpnkbZcowRYAQwhcJJ6CWEgStoJ9cwXbxbGh4npBia4qA0AGKzIRAkIQwsTxfIpll/HpPPm8Q01E8l8/dw3r29MLc9HaoqB7cJqmndbs9oBixcU0BP+9a4CQaTFRLJOv+Pg+GAKmix6Or3BVsCglV3RRKuiVmVIiZbANIFd2sF0wJEgBZcebew2AXMkh7fv880e3kozqkwK0c6N7cJqmndJsx6vsBKW4wqZBd2Maz1cMZIKN3CETBJJkBPK2h/IUTsWn7Hr4/mxwVT8QCtMIDkJ1PI+yp4KiytWN3p7y6e/L8p57unW4aeeFDjhN004w26MSBEOMSikiIZOK5xMPm4zmKsRDkpItSEUNxvIVDCMIO88XxCKSaDhMoeLj+j65koutAAWVio/vKxQKpcDxfcYn8rgelEounXVhauPWAt8BbbHQAadpGsAJQ4WC4Pw311PEwyb5iosUsKIhxli+THMixEC2QiJk0lMuEg+Z2J4iGZZUXMF0yWUsV0GIYIWl56m5xSaup7DLLhXXw3F9XA9s20coMBHELP22pJ0f+idJ0zT8ahFkCNZ+OJ5PxfFIhE1mig6JiDFXvb8+ZpEte6QsIziEVMGRiRKWKRjzbcJSko5bRMwYuwezx59bQERKTOlRdD0818dzfVzHn2uHYQpaayMLcAe0xUgHnKZdxoKyWsHH1ZKQ+EpRsIP9b/mKS03MnNvsna94hAyDkBSkIibbhnIAlD0PVwl830cZMDZWJGJITNOoFmkO9gZU/KCCiVc9rQABQgKeQhoCQwgSEf22pJ0f+idJ0y5Dvg/VfAGCFY0QhFum5CCFQApIhE0KtjcXglHLoCUZoWC7FByfiFVkNFukPR2md6JI2DLIlF1s1ydXdPB8H8uQREImKIXr+4RMSTIepmK4ZAsVDEOifB8fhetDV0N8IW6JtgjpgNO0y5BbDThJ0HPzFaAUmZKNlNUjaVyfkh2U7JpNwqLtBv91fGZKNgMzZcq+gLJNR22EgZlKdShTYBlBEWXfD4YxK66HaRjB80sfUxiEIzEKBZsCLrbtI4UiZOpjKrXzQwecpl2GZk8MmO2ZKQUDM0UEAssMgml2uNIyJca84v1KKVJhk8cPTtCcDJEreRQdl5hpkAgb5MoeonoSt+8Jguz0iYctpJTB0TgYeCGLiuMSD5nkY0HAOa77Zt8KbRHTAadpl7HZoUnP9zk6UcaUIISobsQWxEJGNeAEUgoMAQqFKQTxsEmx4iOqva7JokNtxKJQ8UAKDCmCEwKEwjeCA1QrlaCEFwQnFfii2pVEEA4bFHx7Ae+GttjogNM0DcOQ3Lq6HoCK61N2PGzXw3GDyiSO6+N4PraCkGkQDRlMF52gMDIwVXQpOx4TyiZiGZScYKN3yBT4BPUnfc+HamUT1/eDDd++qNasDLYovH9D60LeBm2R0QGnadoJwmZwQgBYlB2Pihss449awfxZseLSN1UmZkrKQmJ4Pg0xi5kSTBddcq6LYQp8pai4CqGC3l/EMrGrpwaI6qRe1DLA8xgaK2KXXX7pF65fwCvXFhsdcJqmnVbEMohUj6gp2h6OExwhMF22ScUsjvRlybsuIUNS8RSur8iV7epcnsCUIlhY4gcfW4ZACAMU9I9Oks0xt6Tz4+9es4BXqi1GOuA0TXtdYiEDMIKKJArChsHa1gTbBjPBvBsQDkukDDGTr+C6gpLrU3HKCIJeXDRsELZMEIpMViGqq1y2Lq/hfdcsWcCr0xYjHXCapp0VIQRCCMqehw+kQiZRw+foVJG4bxEyDeqTEXLlYB+caUgKRRvlQyYb1La0bTW3B291c4y7N7bq7QHaead/ojRNO2uu52NJyWTeZqpgM112iVkmZcejWHEQAhIRk0Q0BAJi0RCKYOuAVz0oVQHpmMW6jlq2dNUu6PVoi5MOOE3TzorjekwVHdJRk0LFo+QobNfHsoygSLPjkys5ABhS0JCMEAlLolELISSGEZwPZ0qoi4dY1ZpgTWtyYS9KW5T0EKWmaWdl/3gR04CBaZuy66GAUrVGpSEFSkGuVMH1FMmYha98opaBUgIhoFRyQAkkgpaaMBs7a5BSvObratrZ0j04TdPOymTeZjxnMzRTJGJKfOVX59UcoiET2/WJhiwKxQqZgg1IfCSFokM0ZFGTjmJZQRiubklRG9eHm2oXhg44TdPOSu9kgd2DGTa1pam4Pr4KNoOPzVQo2zbxqEmuYBOLhcgXbHKFCq7nk4hbTEwXKFdcojELaRmsaE6wrFEXV9YuDD1EqWnaWXlk/wSj0wX2jeSQQhANW3iui6d8JjM2qUQI2/HwfR/TgJLtUpgpkk5FEEKQy1XwXUUqLGlOhRf6crRFTAecpmmvi+f7fOmlQXpGgjPg6sNWsPwfiVIKz/NxHJ9yxcHzYXS8gF89y9T3FaVSAVMKDFMQiZgooehu0YtLtAtHD1Fqmvaa+qeLfP7FQSxD8skPrKcuZpIrORQqQc/NVwrX9bGrZ8cJTl40IjAMgQyqNeM4HkXXpzmtT+/WLhzdg9M07Yy+f3Ac21XcvLKejz+4h2TYxHd9ykUHJRQTk0WECAItbBkgwKme4K2qwed7imhI4ns+NTGLiUyZn797+cJemLbo6YDTNO2UihWXb+wcoSUd4ts7h/nUWJ6K6zGmIBE1QUCu4qCUwPN8QOGpoHKJEGAYBo7jICUIFRyPE7Uk+ZLNXRub+Oit3Qt9idoipwNO07RX2T+S5fsHJnj60ATHJkqETUUkZPHTtyyjb7rMeLbMjoEMa5sT7OjPgyFxXQ8EVCouSgWHnAoBSglMGSwqyZR9rlia5q2b2omF9duPdmHpnzBN0+Z4vuKfn+zhCy8MULQ94iHJ7asbuWlVAz2TRSYLDv3jBQamS7xrUwsugoOjRXzlU/CDIUkpg0Unvj9bmstHGIKipwiHDVa3plnaEFvoS9UuAzrgNE0D4NhkgZ994GVG8g71EcF7trTylvUthE3J3uEciZDBU4cm6ZvMc83yerauaOBbO4apuD4h0whONa1SSmEYAs9TCCFQQmBaEhOYzJVZ15FeuAvVLhs64DRN41c+8wq7hnLct7EFpGRdaxLb8xmcLuJ5ir2DWYamSwxMF7h1dQMfu20FTx2YpD5mYRoSx3ZRgFIACiEknufjeQrX8YmYAmEZlDyfvf2ZuUUpmnYh6YDTNI3/+8Er+Jcne4mFDVY0JXi+Z4o71jZxeCzPdMGh7Lj0judpTYfJFj1+64u7MQS4nqLieBTLDklLUMbA932kpFpfUgA+qZCBcm2mCy6JWl25RHtzCKWC37k0TdN2D2Z45eg0DYkQfdNlblxZz0tHp/j00300JixuW92IbftM5MpkSw7TZY9txzL4joMwDCIRAxeF54FhCAr5ErF4hEYDfu0d65jKV/ixW1cs9GVqlwndg9M0bc6G9jTrWpN89ZUhKo5HpmjzwNN9uI5HqSz4xrZBDCFJhYNtAjNFGw+QMlhFWSl6yGgIx3FRSlAqujjFPDv/4b0MTBbZeWx6oS9Ru4zogNM07QRSSt53dQcHR3K852+fQUpBLmszBFiWwBACyxSEDUkibCIISiKFDJgpOKiig2kp8hlIRk1+8x3rAHi5Z5Ib1zQt5KVplxkdcJqmnVLYlKxKGbwyWKI5YXDbhjYakmGWNsYoOz4D0yV29M0wVspTsl3wveqGb7BdaEiG6GqMMZIpMzpTqh5+qosra28eXYtS07RXKTseeway3LKxg676CGMFn6cPjnH7+iZ8XxAyDG5d1cCKugiZTJHGpEXJOb5NoCltgRQIIZkqVDg6nqelJrqAV6RdjnTAaZr2Kk8fGKclHebqZXU0pKPcs7GJoWmbj/7TC2zqTPFDNyxheKbM114awgD6JkvBFgEFUsD6zjrq4iGGZ0rkyy7TBZs17amFviztMqMDTtO0ExwYylJ2fK5cVoftKRqTYe7a2MoVXTW4nscH/uYZPv3kEb6/d5SK6+NVv09KiTQkiahJXczkvqs7mCq6DEwWaEhGSESsBb0u7fKjA07TtDnZksPLvdO8ZUMzAEXbJRW1yJRsPvfz19JSE6MmavDHX9vHgy8PYrvVeFPg+z7pEHTURlFCsLc/g+v7DE+XkXpjt7YA9CITTdPmfHv7EHduaA6OvQEqjk9rbZSoJdnWl+F37lvDb39hF46vEFCtXqKCTd8KXCXoHc7RO5wlV3JRKFzHZX2nLs2lvfl0D07TNACe2DdGd0vyVYeQLmuMsbs/w+O7RxEC6iICx/XwfYVAIBR4fvDbcq7sUrJdCiUHE0VNWPJH96+fC0xNezPpHtxF5Ed/978IRyx+7gM3kY5HSCci1CQjWKZ+c9AurMGpIhPZCretDfapFSoue/tnODKSwxSKl3qmcB2Xb7zQS894CQDDMrBLFcKxCHapQjRkIfBJx0yWNsS5dlUjP3HnKpY2Jhby0rTLmA64BfbC7j6++v09PPlSD3t6RolHTW67upt7b1pDJl9hcDyLMzvPUTW/UO3wRJbf+OS3+PA9W/iRt29hRVutLmSrnRWlFN/aPsRHbl7G8wfH+caL/ewbmsH1FMOZCkvrIuSKDm0piwNDOXzPB6XwXY9QNIznepimgRLQ3ZxiU0ea5S1JPnzLcprSemuAtnB0Lco3kVKKYtnhr//jMT715ed42y3raaqN0Tcyw8BYhubaBJlCmZuuWEZjbYL33L6Blvrk3Pfbjsu+o+PYjkeuWOGrj+/m6R19KN8jkQjzzpvXU5OMEg6ZpBMR2hqSREImqzobiOjDJbXTWP7zX8bzFKaUWAakYyE6GuPUxsPkKj5L6yP897YRstkSGAau4+L7QcgpBUIGw5TSNFjenOAD1y3hJ9+yipp4aKEvTbvM6YB7g2bDamKmwFS2iOMGVRzKtkfFcbFtl4rjUrGDuQrX8/n43z9EKGwxMpEHgmK0takYqXiY+mSMou2QL1TYumEJg6MZpnIFjg5M8s2/+SlClhn8MSXP7u7ju88dJhIxuWp1G+2NacYzBZ7efpRf+/DNVGyXZW219I1mKJVdXtw3QLFs81/f2clXPvEhNq5oWeC7p10svvh0Lz//z89Tl7BIx0Isb05gGMGQeCpi0DNWZN/gNC4Gnuvh46NchfKDtw1LgpKS2qjBdNFFCsHBv7ufVExvCdAWng641zCZKdAzMMXenhF+9k+/QlNdgus3LSWdiBIyTVKJMK0NSepSMRpqE7Q1pEglIoQtg4GxDI7jYZiSh57ayyce+P6JTy7ANATxaIjujkYGJrJELJO1yxo5eGyc/pEZbE+xdlkTH7hrM/XpOMeGp5jMFrlhYxdXr2vn4LEJWhuS7D82jgCe2tnHj739SvYdHSNsmQghSMVCfO37+3h6xzE+eNdGVnTUc9uVy+hqrVmIW6pdJMazZe79k0cJW4KfvH0lB4dzHBnJs64zzQ/duIxf+/fnee7gJFKAksFp3fiAIOixSYHn+4BiZVOSX7h3DT9+x+qFvixNm6PHreZxXI/9vWOUbZfZ3Pc9n11HRhgZz9CYjtKQipLJloiELD5w12YaamLEIiHGpwsc6p/ghd19uL6PRNBUn8CQgn29Y3z3uQPEoxaFkhO8mBCgFK4HxbLNseEpyo6LY5o8tf0oNYkoUgrWLW1kKlPi8RcPEwpZtNQlePtNa3jXLev4H//8KOuXt1AoO/QMTnPvTWs43D/F0zt6uXnLckplh5HJDC/tH2LdskYMKdjc3crh/nHW/9Df8LbrV/Aff/B+4lE9lHS5qTgeX3y6FykE13U3cWyiyP/6oSt5ePsgD78yyN3/8xFKdjD36wug2mNDBCe8gUJ5Pp31UX7n/s28/6blGFIvytYuLroHV7XpvZ9geDrHH/z0Xdx8VTedLTU8u/MY2VyJK9d28NnvvMJ3nt7PNeuXUKw4vOXaVTzy/EFQsLG7ldpUjOa6OO1NNRRKNuPTeQ4PTDI8nuE7zx5gcCxL2fZA+SDk7LtEsJFICAwZLLU2BIRDBp6CSMjAV2A7HhXbIx6P8NZrV3Pthg62HRxm69o21i5r4rarVvDph17h6rUdHBuZ4aGnD3DrlV0saallX+84S1tr+MevvkBtMsrwVI49R8bwlU9bQ4q//JW3I6TgqtWtenHKZUIpxeO7R/iXRw8Qtgy6W1KYpsHmpWl2Hp3mHx7ez0zBDR6LjxAyOMRUSAwj+BlpShjcf8MKfvM9m0hG9XCkdnHSAQfsOjTEn/7rI+w9PEw8FqY2Fae5IcVd162is7mWR54/wOhElplskWWdjew6NMRkpsitV62gXHHpHZ4mZEq2rOmgJhklYhkMjGdoqU3yL19/kd6hSfJF59UvPLtTFoIe3fwvieNfYt6/UEtDivpUjKLt8jsfuZUjA1O4vuLo4DQffdfVJGNh9vSO8pXHdtPZXMP779zA33/5BfYdHWNwPEup4nLDpk6a65IMTmT5o5++g2vWdvLKgSE6mlJ0tdZegDusXUyePzTO0dE833xpgNXtScayZTYvreWT39rLyGQJt1qVRKEwTAPf9QmZktlSyl31Ub70W3eyrFnXltQubpd9wPWNTFMqO/zFf3yPmlSM7790hFVdjaTjEWJhi8GJHKl4iM98+xVczycaCRGNhGhIxbA9j7ffuA7fV5Rth76RaRzXIxYJs3FlC//64PPM5G0UPnN76lX1bUKcYjhHzP3PvM9JQBEyJUpBLGzSUJtk9dIGhifzSClY0pzm0MAk7711Pcs76jnQN8nRoUkO9k9RrDg4jsvgePVIExRXrW6jNhVjfLrItevb+e0fu4XWhiT9YxmOjWTYvLKZZEwfa7IY7R/MAPDAYwepOD7TeZsdRyeZmClRcBS+780VTZ79UVS+mvs4FjYZeeDDC9J2TTtbl3XA5Qpl9hwZoVCq8G8PvkBXWy0jE1n6RqZZ3tFA7+AUwxMZBkczQTgIiRCC5vo46ViYUNji2NAUDbUJ8kUH23GxQpJK2SVbCoZ45gJt1qmC7VTONFwoDAxTEgsbWKbB5u5WUD6FisfAaJay6xELmdSlIoxOFQFBxbEpVXyScYtswSYZC5Mv2VQcn5+7f2uw6KSlhg3Lm9l5ZATb8dm6tk0PWy4iw9NFMgWbr7/Yx8PbBjk8kqFQ8nF9H+X7CClRHF9IopQCBaaEq1fWc9eWTn7tnRswDT3Xpl0aLtuAU0rx2YdexvV8/vo/v8vB/hw16QhrljQyMpVlciKD7YMQkrLt4c/eprn5s+CNPxwycGyPcEjieOBWN8EGjz1TSL3Gm8TJ3ysg6AUqqpuPjn9+bphTVsc2TwpVBEiDWMQkYplUHAfP81EIKo5PZ1OSv/7Ve4nHQ/QMTgOwpDmNaUg6mlKsaK87c1u1i16+7PCxv3uKZw+MkSk6+NUQmzX7NiCkQHk+QgjWtCWRhuQjd6yib6LAPVe0c/N6vcVEu3RctgHXedcfMJEt0ZCOUSrbFCouUkA0bOG4HrZ7ckjMMxcuAimOLzA7K0LwquHIua9xhq9VQ+5UXz9toIq5rydjIUqOhykFlmlSqjhIKWhrSPKuW9cSDYdQ+ExMl5jOlYhHLFLxCL/2oetpb9RzLpeiv3xwJ3/4uW0IIYIe+ewvRSJYJSxNie/5KKWQQhKLmFy1vJ4/+OAWvrdriPFshaZkhI/c2U1rXWyhL0fTXrfLcptA7+Akv/NTd/N3n/s+pmVwtFCmLhWhuSHJ/p5xjNcq/TjbQ1Lgn9wTmw2ZM/XizhRu1ec97ZfnemcKpGTu3eo1Qzbo+eWKdjDUaoBSLg01UfChrT7JzkMj/PL7r2cyV2RJk8dUpsC/fvMVjo5k+buvvsBP3HsFH757M5GQebzTCDiOx+hMgbGpPH/yn0+x/d9/htqkLtG00B7dPsgffOYlDg9nq+HG3NCj7/nI6rJ+z/Xmfn4836Niw0/cuZJrVzexp3+a3cdmSEdDOty0S85lF3CO69E3PE1Hc5rupU10NNeQye+mLhnj0NFxpICTSj+eHVWdkD9db+pMvbNXPc9rPM6f91qnfaiY23MXPG8QkI4LCMn4dAlDCtTQFN0d9XzxsV1sWdXOf35nG/2jGVzPJx4xkFKw/9gEn3tkF+u6GtmyqhWrWiF+Ol/mv5/cx7efP0LYMvj0d3Zy1epWvVhlgfzInz/M17eNAqr6z67wq8MM4qSfFaUUQgSncCejJrdsaKWjLsFXnjnGRK7CqtY0PWM5PnLHyoW4FE07J5fdEOVTrxxhZDLH2mXNPP7SIT7+yW9g+2CaYi5UfAWud5a35XQ9uVd97iwWbbyuBR7i+ONe8/HzNt/Nb+9JbTctg2VtNYRNAxDBmV6uz8YVTdx34xqkKfB9xXSuwsBYlh1HRhmZzLGlu4XmugSpeJj33LKGfMkhX7K5clUL0bDeK3WhTObKHBrM8Pz+Uf78azvIFN3qj0LQuz/5/+GC4EddymCIPRU1WdtZQ10ySslx8X3IFmxmijZ3bGzlm9uGOPCp+5FSLzjSLi2XVQ/ucN84JdulWLY5cHSM53cepewFoWa783o4Yl4QVDdiv7aTxhVne3InBNqZxh5P9ZSvoxcnTnrN4184zUvNv85Tb11wHY+ewSk6G9MIKehqrSFftFnSUsPwVI58yWF4MsfYVBElfLKFMm+5ejn3Xt/NkzuOUZeKMjFTZP3yJuIRi1cOjlC2Xa5e3Uo4dFn9yF0QE9kyPSPBsOPARJ5vvdDH557qqa4vCn5mVHUEe/6INhAMUQLSELTWRnj3tV285/plFCougxMFhqby7O/P0jeeoX+sxL88cpBoxNLhpl2SLpseXMV2+Y9vvECp4vDCrmOUyjaPvRDsBQJOnDt7vcOIJ3vNlZGAOMUE32zYKH/easnZ73kd7Tjd655wHfOXW87//EmvMftcUhAyoCYZo74mRqFkk0pEqNhuUHszGcNXPrmCzZplDSxtqsXxXDYsayIStqhJRJjOlbj9ymUA5Is2/+/BF/n7B1/k0Bd+RW8/OAtjmRJHR3P0TxTYfWwK05AMTuR5pWeSmVyZ4ZkSbnUI0hQC9+T/R8+fMCX4516/pIb3XLeUfMmhZzhH2fWp2B4zhQq+r2hIR7h9Qysfe+s6EjFdyk27NF0WAWfbNo23/R6WZWEYEkNAyXbxPA/HC3pphhSELEmpUp2AO7ln9HrfkM80VHlCePmvXhgyu8z/+Asz96502jacYnhyfhmw2U+csvmnC7lqO6u/tQdzNJKQJRBCUhMP01KfJBqxcD1FS32cWDg019mNRUymMmVMU7L/2AS+ryjaDjO5MtO5Cn/0k7fwax+8Xh/kehoHB2b42nNHmc5XyBQqeNXKIpPZCpO5CpmiTTJiEYsYvHhoHMc7Ps2qfIWvFEKK6ki0QPnzRiV8xfrWEG+9bjXFikc6btGQjBKLmNQlw2zuqmdpc/LMDdS0S8SiD7h/+tJT/O3nnqR/eIqmhjTL2uqYyRWZmC5gGJJi2SFXKOP7irlpt9fZazIl1dp8wfJrz/NxfIVAMP+2SinwEcTCFrWpCJZhgBDEIiZvu3EtL+8dZO2yJpTy+P4rx5jMFgiHTASCyUwB5fuUbT/Yi/eqts2G19lsG5j3vbMhesoqKifNGZ5qmOpVHcPjAX/bliVcsaoVU0rKjsszu/pJx8J0L6nnPbesZUt3C+lE5DXauLBGp4vc9/EH2bq6iU/94p0XpOfpeT5f+MFh/uIr29g3kCFsmmxaVkd7Q5zpXIXhmTLFioPn+9QnIiQjBs8dmnzV88z9yFV/ToJwC8JOCsGK5ig/dc96ljWnmMxV6GiIUZuIsGFJLSFL/7KhLT6LNuB2Hx7mT//5YaazRVYuaeCZHb10tNSybd8AlmnQ2VzDVLbI0FiGQtk9/o3z3ugtQwQ9PJjbQ5SKW4RMi3QiSlN9nOlsmfXLm6lJxVi5pIGr1nbS3pTmK4/uYM/hYX6wvZeBsSwAhmGwvL2W5R0NJCIWhYpLW2OKnYeGaayNEbIs6tMxrlzbQSIaYk/PKFOZIs/v6aNScRmfyjNTqJxmAcvJvb/X46QVlsGFHn++2UCd/e/8x84Pu9kenwj6p9GwiWUaxCMWnc1pVnbUMZEpIoRgbVcjhhC8/fpuINhQ3tZwcfUYhibz9I8HZ/YdGpxm77EpPv3IHkzT4JYN7dx77TLuv2kl5jn0QPMlh+/tGGB37ySP7xqiWHZY2ZoiU7LJl1ye3TeKEgJDGoQMMKXENBW+gmw5WNYvRLXyiGLuv7OEIVFe0HOThmR1a5J3XLOUe7cupb0+TkdD/Fxvk6Zd9BZdwE3O5Pmvb77EYy8cIB4L01CTZEVnHU+90kO54rLr8BClig1K4Ho+rucdX2BCEGTB344PDxqGJGIZNDekkQLeffsGDh4bpzYVpbUhzV3XrcayDPb1jrKmq5kta9r5wsPbee+dG4lFQnz/5SNsWdXK33/5Wb71gz0MjGURKOrTcWpSEXqGMqzoqGfruk4c16N3aAbP9YhETDw/WOJtGJKlLTWMzxQZncxy381r+cvPPkX/aGZeuB1v8+wG9OMdLMWJa1zOsKLz5JCb/dzJPUh5/HF1cQtPiOD8OymoS8colByu29DOseEMpmmwYXkTtu2xvKOWppo4P/vuq9l1ZIxo2GRlx8JWS+kfzzE0WQCgpS5GZ0OSJ3YO4PuKG9a18sefewHX9dhxZAzbUbQ1xOlur2F1Zx3vun4FschrrxIdmMizvWeC0ekiPcMZBibyDE+XGJ8usn9wGss0sQxJXSLMeK5MTSJMrlghYhosaU5huz6HhnO4PvNGCOb9u84POGbXRwmaa0J89O51/N4Hr9Rzn9plZdEEnON6fO17OzjcN84jz+6ntamGt920jrLtcHRwihd3H2X/0THwFYZhMjKVIxG1UCgKJfeE0brZN4pYyCCRiJCMR5BSkI5HuWJNO1vWdDIymWFkIs9d163mvlvX89LefvYeGWHNsmYAyhWHW65awSv7B1jaWkt9+vhvzL7v8yf/+gj/9KVnmMxVENKgozlNTSLCkpZaupfU09Fcw/L2OurTcepSUQ71TRCLWHS21PCF727nzq3dfOXxXTy9/SjL2ur4g4/dxSceeILJTIH+0SyFYoWZfJmK7eB6KliEMNs7nbvGk8cXZz/H6ef7Tv78KYYtDcMgFQuRSoRACTqaUmTyFa5Y1cKqznryJZdCuUJNIsIHbl+PaUryJZtNK5rP7h/9HB0bzTIyXQSgvSFBR0MCCH6Wvr9zkA1d9UznK6xdUsd/PLKX+kSE/QPTtNZH+dxjB1nRliYZC2FISSJs0daY4K1XL6U+FWxyV0qxt2+avX1TPLtvhKLtcmw0y3imxOBEgWLZxfFVMEcGnHzvw6bA9yEokS3A9+dt7g+Gvg1xwq8weD6ETYlpQCJqETFNojGLb/3B2/RGbe2yc8kHnFKKJ18+zK5DQ3z+W8+w7eAka1c08Y5b1hO2TGLRED94pYfD/eMcODqBACxT4uPjzhuZRAgMAaYpg3kLofCVIBkLY1km61e0sqy9jruuX82uQ8OsW9ECSrG0tY7aVJTJTJFndvTyvrdcwWMvHuLdt21kdDKHaUq62l7dOznUN87YVJ5l7fUcGZjkUN84dakYG7tbWdFR/6rH943M4Dgux0ZmONw/gacUoxNZvvDITj58zxY8X5FORdi4vJUNK5splh329Y7xX9/exuR0nn1940zMlDjxTfRU//SnWnhyhnk+OPXcXPX7hZDUJsOkkxEEsLS5hjuv6qKpNsGunlG6O+splB2UHwxX3n/b2lM/1xuQyWRRSlBTc3wItGc4w3imBMCSpiStdScO1eVLNi8eGOXWTR08t3+EG9a1AvDcvmFGpop0t6d5+OU+fuldm/nDTz9H73CG69a2oICVbWleOTzOn33hJUzDoKUuTtgycVyPsuMxnbNxgpUgZ6w8Y0pJzApqHucrJ5WMkyYIhSkkXvVMpVTUxPM8ik7Qm0uEJb9433qOjhX4wtNH+X+/cCMfvm3V+bilmnZJuWQDTinF9547wBe/u43pXJEd+wdwHI/GmhjZok3JdsnkSlTmlSECTljJaBpB1RIhBJGQJBYJkS2UcaoLKZPxMJ1NNXR3NVAqOdx85XJGpwr8+H1b2bCylclMgYef2c+KjgZc3+eJFw/z4bddya5DI1y7cQmjUzk2dbed0O4DR8eYzBRZ0VFPc/2Jc08jkzm2HxhkYqZA95JGEtEQ65Y3zw0rPbWtl2s3dPL7//AwS1treOLlHnqHpnj3revZe3SC996+gRs2LSUaNtnTO8a+nlF6hqYZHM9y7w2r+Nx3dzI6lad/eJKJnH3iPZnr0cGrbtj8IcszOcNeKWkYc9U0YmGDzStbaKyJkyvZDE/k6B/PUCgHN37owV97w6W+lFLsPTZBrmDz8X97ghf2DfOjd2/k2y/08Lk/fA/LWtI0pk/93JPZEvv6prlpQxuDE3ls12NZSxqAbYfHyBZtpBBsXFbHvz+8j19812amsiV++q8e5ZFtfdQlI0xlK5xYL3Tef2UwZ2dIQTQk8VUwSqB8mCnZQR3IkMHmlY3UJUI8/HI/FdenPhmm7HisbE1jStjXN03e9ohYIcIhQbbso1RQPbk5aXL75k7GM0WODGcZzztMfO4n3tC91LRL3SUVcD0D43zjid08ta2Hbz+1B9MIeggV28Mwgx6Y7ajXLst4EkNKTi5c0lyfwDQkq5c2IQxJMhahLh3lvXdu5tYrV8wtMPjid7cRj4aIRUK8tLef9qY0t2/t5sjAJDddsWzu+fYcGWEmV2J1VxMNNWee4C+WbXYeGqZYtgmZJqGQScg0WNPVyMv7Bxkcm+HJV3p5bncfiViYcMji3hvXcN8ta+kZmOLrT+4lFgmRToRpqkswOpmnqS7BD929me2Hhvm/n/kB2UKJV/YNUrTnb/L2Txy6PGEOrvqmffI+vVM5bY/uxP19YUsSsUxiEZOx6SKego6GBPffto77b1vL1rXtZ36deY6NZBieKhCcnWfw5I5+ihWH/3pkF6WKy+h0iZa6GA/89ju4ZfOSV33/4ESeockCW1cHw6RP7xnixvXHfzmxHY9n9w2TjIZwfZ8ljUn+9xdfoi4Z4n9/7kUcX53U452/eKf6d6mIWBaWKZECupoSNNbG2Xl0CnyPbNGjrT7GB2/u5u+/tRvb83Bdj4hpkE6EMU3JZLZCa12M1roENckILx0eYzrnUBM3+J33b2FVey0HBmeoiYd5z40r9NE22mXtkgi4kYkst/3kXzOVKRI2JZPZcjDJfqqFD/NELEk4ZJKKx7BCBhPTeRCCUtlBSEXEMlE+5Mru3GZrwxD4niKdjLJqaQN7Dw8RikT41Q/fwm9+5E5c1+OFPX3Up+Os7mqiVHb45Oe+z/KOevqGp6lPJ1jaWsvtW4PafbsOD5MrVFi3vJna1NnNgfi+z/aDQ1Rsj47mNKOTeY4OTzE4muGV/QPsOzrO2HSe9StauPmKZWw7OIxSPjdu6iKdiLK5u4WutlrGpgs8tf0om7pb2ds7xtM7jtJSF+dr39/P4YHqcvO5gJvtsakTj+U52es51+7koDtDOIbM4HSDrWvbaK1P8v471lEoObzzptWnXcI+mS1xaGCa8ZkihiHm5r7KFZdssUIsbPI3X32ZyUyRwYkcnq9IREPctXUZP/+uLazubACgdyRDvuSwcVnw957hDJGQQVt94oTXe37fMIeHZihWXAzl808P7WBnz9Rptm7MW9Ez+4uCPH4KBQhMCVFTYKtgri0ZMylUPHxfETXBMEykgHjUpFzxKNo+rXUx2hoT1CXCPLF7FIlP2DL42D1rqU9H2bysgatXNenFJJrGJRBwPf0T5Ipltu3r44XdfcxkCzy/8xhDE7ngAdW5IUNAOhkFFSyoMKUgEQujqhX0DSkolm1sTxEJmaB8Ko5PMhZGGhKlfJxgeRq5kktLfYJiySFbqvBrP3wrXW11NNcnaWlIk4iFqEvHONI3wfqVrXz76b3sPTLK+HSRe29Zy93XrWb/0TEKJZsNK1tIJ869sv6hvnEmZoo01cY53D/Bz33ia7zntg38/VdfoLkuwfplTdy5dQUbu1upmTe8l04Em7InpguEwxZD41m+/L1dlByX/T2jHB6cJh425lYQFme3TMjqogZ4nSE3u5/upG0Hs891xu8FhKAxFeHeG1dxoG+CjqY0N27sJGyZ3HrFUpa11QJQtl2e3j3AsdEsqViIzqYUbfUJOpuCo3wOD04zPJGn4rrsOzqJp3ye3z/Ent4JGlJRZvJl4pEQV65qoT4d5eaNS+hoStLdXjvXlKf3DLF5eQM9wxkqjsfIVIGJTImndw8yXShTKjk8vWcY2/N5VZmQ+RTHf3GQJnMniUqImwamhIztgS+qNbUkGJCKWnh+cHr2267uxFOCZU0JxrIVHnllgKl8mWxFkY6aeD786Ueu5uZ17azurH11GzTtMnZRB9zOg4NEwyZ7e0bZtq+Ph57czXSujOv4GKYkFQ+jlE8mV8awDFKxCDWpGJWKTaZQZiZbplC2MQ1BoeTMndsmhcQwgsUmhpSUbJclLbX4PkTCJrWpCPffdSXTmRJvuW4VhiEplW22HxhkKlPA8xQV16UuFaOtMc2y9jr++J+/S31Nkp9673VEQhabultJXIBK+qNTOfYcHuWDv/tZ3nvHBt51yzpa6hP0Dk2TL9mYpmR5ex2WaczljGlI2hpTHO6fIGSZ/MNXnmfHoSEiIYuW+jjffvYIEOyr6mhJ0lmfZE/PCKZlMpEpVl/5dYTca5U5m52SOlPgiaBEWHNdgtpUlLGpPGPTJXzgI2+/gq1r27lhQwerO+te1UsZnswzPlPkuX1DrO6oxfUVruvxxSf20zucobMhwUimQMg0yZdsrl7dzkSmSG0ywj1bu6hLxTgynKEpHSURsegby/CN53pxXI94JKiCk8+X+OpzR0/cVA3BnowTrktVe8PzLn7eIbU1MZOQJRnLucHSx+otft9NK3nx4BiJaIiljQkQ0JQK0zeWZWiqwOGhHG51z6FhWGz/2/eyUh9Iq2mndNEG3HM7exHA87uOYgB//P8epuJ5dHc20lSXZDpbZMWSRpKxMIYhefT5A0xO50nEInz0PddRdjyGxrM8t6MXx/FQ+IxN5ylXPLqXNpArVJBCMZkp4TuK1uY0Xe31lEoVVi1r5vrNy9i0qv2Uo5+ZXJnD/eP0DU1z8NgYEzN59hwZ4f/7yB380oduJfo69kSdDxMzBY4NT8+dNq5UcDbb2HSe5roEpmnQkI7R2ZxmaDLP7iMj7Do0zKe+/AyekjSm48QjFtsPDYOQNKQidLUFwVGs2OQKFcq2w9hU4aT5M05dZuxsvFav7hQ3fnVnHcvaamltSHL1qlaWtdXO1UlMxsJMzBQ5ODjNms466lNRHM9n37EJBsbzvHJgmFQ8xL7+SUYmCxwdyaKUwjIknc2poDnKo2+yQixsIQWETEl9OoIBTGRLDE0WCXpZ1T2Ec/NuJ+8xnHeThAi+Z+5x/vEvi+C0htmhS9OAVMTEV9CUjtBcGyMRNjk6mmEqW8ZHsHVVM+u76vmtD15NPKqPItK0M7noAs7zfJ548SC9g5Ps7xllbDrH2mUt3H3DGl7e28+G7jb+9atPMz6dZ2lrHVevX8rRoSk6W2qZyhT47rP72XVwkJl8BUMK6tMxpBCsX9lSXRgiWN/dypbV7Tz58hEiYRPH9jjcP8mR/nEGRmf469+6n42rji9wOHnULR4J0VAbpz4dx7gIJ/FnciV6BqdwPZ+ZXImh8aCSSixi8elvvsj3tvWTjllsXNnCmq4mauIGz+0ZJlOwScUs1nQ1UZeO0VafZGQqT2tdghf3DfDVx/dQcl7rx+U1thTAiTf0NXpzAohFTda01/Mz77maR1/q4a5rljM8kcd2fWqTETavaOLxbf2k4iFcT9FcF2d1Zz2HB6fZ3TtGseKyv28KpRT9YxmmsiVKZZeyp+Ze3lecsKk9bEosQ4AU5CtuMIx48hDsXCmz2XSrDjMKmOvBARhGdbh33ubs2Y32UiINgY9BPCxpTEfZ3NVAsVJhZKpAvuzQ1Zzmfbd0c/9N3Rd9aTNNu5hcVAFXLNl85lsv8NS2I+SLNtdv7uJXfviOuYM1H3l2H0f6xnlpTx/pRJTh8Qwffsc1JGIhRqfyrFrSyL6eEb7y6HZ27juKlJJrNq/gf/3ivTz4vV14SjEwOsOKjgZGJrM01SepT8VprEuQqs6TrV/RQjK+ON9EsoUyH/q9z2Bg8K9/+D6aahOveszoZJ7vPn+IUsUhHDJpqonz3J4+DvZNcKhvgvFMkYhlMD5dCMJu7tid2QUVzJuWep0LHc50FEu1SkvIFGxa3sLNmzvY3TvOPdeupD4Vo2y71YNWTRIxi3Q8Qmt9gvGZIkdHMuzrm6TieAxP5igU7aBN848Jml9vs9r2iCnxlMJFVDtc1a9LeTyoTuixzg+5U1GcMFR5woezC6VMolGTplSYaMhgaVOKW6/o5IfvXEtTjd6grWlvxEUTcENjM/zUH36Giu3yrjs28Usfvu1Vcyylss1/fP15fvDyIWpTCXYdGuQ3f+It7OsZYXyqQP/IFIZh8ENvu4or1nbQ1pjmn774NF9/Yidd7fVYlmT3oWFqU3GWttWysbudNcuaWd5RT1PdxVUPcaEppdh9ZJSdh4dBQUdzmlyxwqe+9Bz7j47T0ZRkMltmbKpAsWxzfL/cCQlX/c9Jq11f70KU+U4xfGkZgkg4xLLWNBuWN7H9yDiVikPR9qhJhPGrlfWHJ/K41eFbb27hzPye2OnmF+cPL1INt9mN1/L4qsjZa1XVSiOKk+6Bf+LjqH5dVs/Gq/6S0NVaw91XdvCr772KZa3pM98PTdNe00URcL/9V1/jS9/dzg/fexW//7G3EzrDoZg/eOUwf/T336K5Lsmew8M01CWpSURpqk/xtpvX8pbr1hCNBPMySilKFYfh8Qx/85nv8/XHdzKRK/LrP3oHP/HOa+lqf3XFEO3VCiWbnYeH6RmcZipb4F//+yVcH6ayJWzXo2z7eJ53mu8+KdSkfHW4zXqtntyZnn+2VyUUcwtiTu6hnfBtJ31Oqeqc2GwAGtX5snnBrDj+fIYJnlfdvK3A946/zlzwzb7GSdVIZhec+C4IE/CwDIPst37l9NevadpZuygCznVdBsYyHB2YZHBsBtc7+Q3hRL/91w/S2VLHwaMjdHe1cP2mLq5at+SEHp8QwZE1kbBFY22C5R31tDfVnFMFeA16B6fYeXiID338y2f5nafpzZ3yoeLVmXSmRSzVuTpO6BjOCz7g+NzY623u/PbO9kpne3zVIJQWcz23uX2ZXtAzO7lI9fzgrC42MQzJ2iX1/MlHb+burcvPonGapr0eF0XAvVGu62Kap+/taRfOwMAY3T/8D6QiBtnS8aKeIVMGZ+v5J1eUmT/3NH94kHlzYopXDV/K+UOfx5kCPOYXCxEYUqAQ1ZJgpykiDcd7eWeaNoN5w40cfz5hHu/ZwdwcYVAI2Zg3Jzl7PbPXO+/UdmkSDRvceUUHb7t2BT/5tk1naISmaW/UJR1w2sJzXI+vPbGHl/cPcrh/gnzRRgjBkf4pio4T1GYETpybm/2UqO6Lk/MC4BQ/joaBFAIfhSEEpinxXD84IUHN7+1Xw0acLrlma0Se5JRzh/P/fnJtznkfMzskWp1T86vDlr5/fDWlMKof+8xuxrznqg42dXfwBz9+oy6npWkXiA447byo2C5PvNLD3p5RjgxMEY+FeHHPIL1Dk0xlSth+dQn9fLPBMhtugnl7y05izK7UDB5brQ8CgCkEnlIYUuCeXFQ0eKF5/5k/dHmqEBTzXv/kQJ7//fPDbXaIcnYOTxyfD6z+FSlY0VrL//nZW/nPR/YQtiz++hfvJB3Xe9k07ULRAaedV8Wyzcv7B/nB9qOUKy6O4/HNp/dxeDBTfcS8PWCnK+91qnk6oxoeQiIRJGPBIamOF2z9KFZcOhpTTGXLlBwP23bx/JN6XvM/Fidvzp7fjlPMAZ7wNGLen9kEm702mNs2IYJraIhbJONhwuEwP3rXBj7zvT088Nv3snFZ4+u+r5qmnT0dcNoFkS9WeGHvAC/s7WdiusDXHt/N0FRwDtvcnJU4zZDhCfvSql83gsVBQgpa6xKUKw4rOuo4MjBJyfaIhS1sz6dk+0EBY8/DkJKyHRQvPr5IZX6qnWLI9ITwVfM+nj1NYf4KyXmrNBUc71MKkJItKxu5clUzOw+Pcmw4w3jeRgmDT3z0Zn7l/VvfwF3VNO1s6IDTLqhMvsyjLxxm/9Fx/viB77/Go+cv+Z/XQ5qbGpNIKQiHTZY1pyk6HqWKFxxUaxnkSw5S+KTjEcanCxQqHp5S1TUeal7v7KTe3FzP6+TFLPM2aCt5fLHI/K0Ds4EYZBpNqQhvuXoFzXVxPE9huy5lx6VQcsnkihwcGGPPf/7yG7mVmqadJR1w2ptiMlPgc9/dyR/803cp2fNWUJ7w0xd8QkiJqs6pGUIgBDiuwp9fx3G2JmR1OFAIMAFVHXqMhgzKDkQiBnbFIxIyCIdNZvJlbGd2FeRJw5LA8V7aaXp3Agw4vmFcGtx+RSc3berknq0r6GhO05iOIV9r47qmaRecDjjtTbWvd4wrf/zvj39CgCDYsxj8XRINGxj4mKZFOGRQKDmsbK/h4MA0ZcfD905aOWkECzosU9KcjpIve+RKQYFtX0HEDBafSAGOUig1G2qnWGgiRHXD+WxvTRINGaxZWs/+vklWd9ZScYIizdetb+Mjb9/Clu6WC3rPNE17Y3TAaQvirz7zJL/7T49hyOC0mPnrTOIRi2jYIFOwaaqJM5kpkEpEcTyXZCxCS32cfMlFoli7rInndg8wPlPEVz6+D64iCMqQQVdLmpLtUJuKMTSWDQ639X0cAB8cv7p0f3a/2iwBUdPAcxU2kIiYhEMmS5vTtDck+d0fuZErVrW+6fdN07TXTwectmBc1+N//dtjPPDNlxnLVAibgorjEwub+EoRMiSuUpiGQVNNjEzJobk2RmdTGk/BuuWN5Is2k5kinutz3YZOCmWHmVyJvUfHGRzLYJomiajJ2FSBoekSSInvKdzqPrWYJUklIlRsl+l8BRCkYxZ1qSj16Sjj0zmOjRVBSP7oIzdgmhY/++6rib1JRyJpmvbG6YDTFtzTO4/yll98gCtXtRCPhkgnIkzN5Nl/bIJsyaW1Lk6u4lAoBJvIG+oTrGiv44qVLdywqZMNy5o41D/F83v6uXlLF631SV7YM0BXay2f+K8nmcmVmc6X6BsLTi0Peo3BXNvGrgaWtKRJRUMcHpyisSaGYUp6hmb45Q9cT3d7LV/43h7ee9saeoZm+MjbrljYm6Vp2uumA067qLiuR/9YhomZIjuPDPOJBx5jYKLM5pXN1KWiPLH9GBuXNbK5u4XaVIxENIQQgpBlMJMrsqd3go3LG4OvRULs6hnFVYqaWIQdew5gxutoqUtw46YleL5PyDLo7qjHMCSrOur5+L98j96hGQ72T/G+OzdQLFVob0qxaXkzd1+zYqFvj6ZpZ0EHnHZJUErRN5phdDI397nhiRxCQHNdgnDIYsPyJrLFCv/41RfY0t1KbTrGQ88eIl+yKZRtckWb+25YxbL2OtYubSAVD3N0eIbxmQK+UhwZmMLzFTuPjPLZh3eAYXLDhg7+10/fztqlelO2pl1qdMBpl7ThiRwDYxlsx6VnaBrP80lELfYfm6RYcXj05V5c1+fua1fyo2/dzLquIKiKZYeZfJlMvkyh7MytpXQ8n57BKb7/ci9ffGIfAw/+BolYaOEuUNO0N0wHnLboTGWLPLurn4ee2c/Xnz7Ev/3Ou6hNnXgqdixiUZOMUpOIEA2brzpcV9O0S58OOE3TNG1R0ud0aJqmaYuSDjhN0zRtUdIBp2mapi1KOuA0TdO0RUkHnKZpmrYo6YDTNE3TFiUdcJqmadqipANO0zRNW5R0wGmapmmLkg44TdM0bVHSAadpmqYtSjrgNE3TtEVJB5ymaZq2KOmA0zRN0xYlHXCapmnaoqQDTtM0TVuUdMBpmqZpi5IOOE3TNG1R0gGnaZqmLUo64DRN07RFSQecpmmatijpgNM0TdMWJR1wmqZp2qKkA07TNE1blHTAaZqmaYvS/x+6oY7aYQxliwAAAABJRU5ErkJggg==", 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\n", + "image/png": 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", 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" ] @@ -557,11 +556,11 @@ "\n", "sized_fig(3/5, 0.618/3)\n", "plt.subplot(1, 3, 1)\n", - "show_sub_graph(0.5)\n", + "show_sub_graph(20)\n", "plt.subplot(1, 3, 2)\n", - "show_sub_graph(0.4)\n", + "show_sub_graph(6)\n", "plt.subplot(1, 3, 3)\n", - "show_sub_graph(0.2)\n", + "show_sub_graph(3)\n", "plt.subplots_adjust(0,0,1,1,0,0)\n", "plt.savefig('./images/branch_filtration_concept.png')\n", "plt.show()" @@ -583,9 +582,9 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -594,9 +593,9 @@ ], "source": [ "sized_fig()\n", - "clusterer.cluster_condensed_trees_[cluster_id].plot(select_clusters=True)\n", - "plt.ylabel('$e$ value')\n", - "plt.subplots_adjust(0.19,0.05,.87,.95,0,0)\n", + "clusterer.cluster_condensed_trees_[cluster_id].plot()\n", + "plt.ylabel(\"$e$ value\")\n", + "plt.subplots_adjust(0.19, 0.05, 0.87, 0.95, 0, 0)\n", "plt.show()" ] }, @@ -629,7 +628,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -662,7 +661,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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\n", + "image/png": 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", "text/plain": [ "
" ] @@ -752,9 +751,9 @@ "The branch centrality values can also be scaled to act as a membership probability: \n", "$$\n", " \\mathbf{m} = \\frac{\n", - " e^{\\mathbf{c}}\n", + " e^{\\mathbf{c} / t}\n", " }{\n", - " \\sum_{i}{e^{c_i}}\n", + " \\sum_{i}{e^{c_i / t}}\n", " }\n", "$$\n", "where $\\mathbf{m}$ is the scaled membership value, $\\mathbf{c}$ is a branch centrality \n", @@ -774,7 +773,7 @@ "from flasc.prediction import branch_membership_from_centrality\n", "\n", "branch_memberships = branch_membership_from_centrality(\n", - " branch_centralities\n", + " branch_centralities, temperature=0.05\n", ")" ] }, @@ -786,7 +785,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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" ] @@ -798,19 +797,11 @@ "source": [ "sized_fig(1/4)\n", "num_branches = len(clusterer.branch_persistences_[cluster_id])\n", - "desat = 1 - np.median(branch_memberships[cluster_id], axis=1)\n", "membership = branch_memberships[cluster_id]\n", - "# for b in range(num_branches):\n", - "b=1\n", - "colors = [\n", - " sns.desaturate(palette[b], d)\n", - " for d in desat\n", - "]\n", - "plt.scatter(\n", - " data[points, 0], data[points, 1] + 0.6, \n", - " 0.05, colors, alpha=(0.05 + 0.95 *membership[:, b]) * 0.5\n", - ")\n", - "#\n", + "desat = 1 - np.median(membership, axis=1)\n", + "colors = [ sns.desaturate(palette[1], d) for d in desat ]\n", + "plt.scatter(data[points, 0], data[points, 1] + 0.6, 0.05, colors, \n", + " alpha=membership[:, 1])\n", "plt.axis('off')\n", "plt.subplots_adjust(0,0,1,1,0,0)\n", "plt.savefig('./images/branch_labels_weighted_membership.png')\n", @@ -836,9 +827,9 @@ "outputs": [ { "data": { - "image/png": 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YW0KDxUsEcvX1ob+lBa6eXgguFwSXC+7WNKjUAlRxAtTxAhKyhpCQMQQVh17GpN4TiTj87+lo2ZY1ylCw8cWluKCOd0MVL0DAdAhDg3D19kEYGprwve6+PrS8+RZa3nwLybNmYd7XrkPuBZ8LwyJGBZfSIRARUZRhbgkFFi9haqinF12ffoqufTb0t7Sgv6UFAy2t6G9uwVBX1yjv0Pm1qOLcSMweQmL2AJKyB5GoHUTK9H5k6HuQPG0AUTLvmkboa07A4Reno/k9zYRFS4JmEGlze5E6sx8ps/qG/39mH+KSTt0SUs/4FwBAcLvRf/Ikeg4dRs/BQ8OPQ4fQ3bQfcLtHj+XoUXz6yC9xqLYO875ejpzzzoVKHR7VtADAJWlFmNF/NiIiIl/MLaHB4iUMCIKA/uZmdO7eg45PPkHn7j3oPnBgzF8KJZ/XpUZ/SyL6WxLR6fNafMYQMnTdyND3IEPfg/T5vVAnsB8zUg0443HoX9PR/N9sCO6xi5bE7AHkFLUjp7Ad6Qt6JRewKrUayTNmIHnGDGhXFY24bjsc772Plnf+i/aPG0f9O9t76DD2VD+MtPwFmPeNr4veryQ3xxwTEVGQMbfIj8WLgnoOHUbzm2+h5e130Hf0WEivPdQZj7YPs9D2YRYAQJXgRvZpncg92wnNaZ2IS2QhEylatmXB/rdZcPWM/s85LtmFaee3IafIOVywBLHzI1GThRlXXo4ZV16OAacTre++hxPmrei22fyO7W7aj933r0PeJRdBt+YHiE9PC14gkyRA2nKWAgcAEBGRRMwtocHiJcT6m1vQ/NbbaHnzbXQ3NQV0LnViIlTx8VDFqQHBCcGtguAC3INqYJy776MRBtVwbM+CY3sW4pJd0K7sQO4qJ7KWdkEVbtMVCAAw1KNG099no+UDzaivq5NcmHlpK2Ze3oKENPm/KBM1Gsy86krMuPIKOD6ox6G//2N4WJmP5v+8ifaPd2HxTTci6/TTZI9rdCpJkyqBief5EBERDWNuCQUWLyEgCAKc1u04/Ozz6Pi4UfL7VPHxSNPlI3XeXCTl5SEpNwdJublI/Oz/45JPrR7lPr741PXcwGBHPPrbEjDgSPjs/xPR15KArqZUDHYkjHtdV18cmt/NRvO72YjPGML0CxyYuboFCRm8UxAu2j9Jw76n5mCgLdHvNVWCGzMuacXsy5uRkBn6PzOVSoWcc1ZBu6oQre++j4N//wd6Dx0WHTPQ0oKP7/45Zl17DeZ/4+tQJ/r/HHIaHpcsZTlLIiIiaZhbQoPFi4wElwut776Hw3XPSeplic9IR8bSJchcuhQZy5YgfeHCKe2ZoVIDiZohJGqGgPxecUwC0N+SgE5bGjptqei0paLnaPKYk7uHOuNx5OVpOGbJxbQLHZhV0oIk7eCkY6LgEFzAgedm4Jg5b9TXc4qcWHDdMSRmKX9XR6VWI/f885Bz7tk4+fobaHryD3B195w6QBBw9PkX4Ny+A0uqbkXqnDmhjE7iLsgcu0xERFIxt4QCixcZuAcH0fzGmzj8zHMTzmVJyNYg94LzkXfhBUhftFD21ZhUKiA5bxDJeU7knesEAAx2xcGxPRMt2zTo+DRt1ELGPajG8a25OPGGFnnnOjHrimakTB+QNVYScw2osPeJud55SiPFpbiQ/z9HkHd2uwKRjU8VF4fpxZdBc+bp2Purx9C+82PR6z0HDmLnHT/FsrvuRObSJSGJSQDglrQiDBERkTTMLaHB4iXIWt/fhqYnfo/+k81jHhOXloac885F3sUXImvFcsX3wEhId2H6hW2YfmEb+tvi0dqQhZZtGnTvT/U7VnCpcfIdLU7+NxvTzm/DvK8cD8l8ilg32B2HPb+dj06b/yT3zCVdWPidw2HfI5aUl4cVv7gHR//1bxz4019F+8YMdXah8e6fY8ntt0B79qqQxCPt7hgREZF0ocotBoMBer0eTqcT27ZtQ0lJCSoqKkTH1NTUoKGhAXq9HjabDWVlZSguLp70MeGGxUuQ9J08CXvN79G2rX7MY5JnzcKcr34ZeRdfCHXC+PNOlJKUPYRZxa2YVdyKnqNJOPpaHprf1/gvACCocPJtLRw7MjG/9BjyznVy3xiZ9DsSsPvXC9B7LFnUrop3Y96Xj2PmZa0RsxmpSq3G7Gu/CM2ZZ+LTR3+Fnv0HvK+5Bwawe1019DdUYsbl8n5xClBhUJj4poHArn0iIpIoVLmlsrISGo3GW6zY7Xbo9XpotVqUlpYCGC5KzGYzamtrve/T6/Wora1FQUGB5GPCUYT8yhO+3IODOPzMc9j+o5+MWbik6fKxpOo2FDz2S0wvvixsCxdfqbP6sfA7h7Hyvj2YfkkrVPH+e3gMdcXD9tRcND6cj56jk5+fQ+PrOZKEj416v8IlLsWF5T9pwqziyClcRkpbMB9nGB9EduFK8QtuN2y/fRyHnq6FIMjXsS4IwxuJTfSQMQQiIooyocwtVqvV+99arRbAcBHjYTQaUV5eLnpPaWkp1q1bN6ljwhF7XgLQsfsT7Pvt434rKXlkLF2CueVl0Kw8C6oI7pZIzh2E7utHMefzJ3FsSw6Ov54Dd7/4zkLn3nR8dN8izCxpxtxrTnLDyyDoPpiMxkd0cPWKP+tEzSCW/rgJabP7FYosOOKSk7H0zjtg++1GnNz6uui1g3/7B4a6urDge9+R7d8ONxIjIqJgC0VuMZlMoucWiwUAvL0uTqcTdrsdGo1GdJxer0d1dbXkY8JVVBQvVqsVa9asQXFxMXJycmCz2VBfX48tW7b4/aEEg/DZKkn7//SXUXcUT8jKwoLvfQd5F18YsqJFPeNTAEDr0TkYFPxjCoo0IOWLTsy94BBaaheg+8Mc0cuCW4Wjr05D6+5UTF/zKRJyIvuXayUNtiThyG+W+BUuCTN6MOP/dqNbO4BumaYaJajUyJk1ekEebOr4eCz88Y+QmKPF4dpnRK8dfeHfSNRqMfvL18pwZRVcEiZVckUYIiKSTnpu2bdvH1asWDHqq42N0rbVsFgssFqtMJvNsNls0Ol0AID6+uGRQJ4eGY+Rz6UcE66iongBhrvKqqurodFoUFxcjNraWlkKl6Gubuz99WNwvP+Bt00QBPS5XIBKheklxZj3tTLEp6ejp6dnnDPJIzlrD0YOMNpxSIbVmxKGgP/ZB9dZzRh8di6ENvFwsV57Mpz3LUfi1/cjbnl4rX7lGYoUzj1hQlc8+h9bBMGhxsiNrNQLuiB8bx8OJriAzuCOFTtr7h7R8+7u7qCefyK5X74WQykpaPrDH5GsVnv/fPY/9SckarXIu/jCoF5PACSOSyYiIpIm1LmlqKgIOp0ONpsNBoMBmzZtgkajgdPpBIAxfw92Op2SjpHj9+hgiJripba2VvbVEbrsduwxbkDf8RPeNkEQ8MO338DONsdww4v/BG66UdY4wscRALvGfrkuZIFEoQOjN/9Oruuly3XiSTtdm4PfnX+Rt4DZ++vHkKDJgubMM4J2DQHSVoRh8UJERFJNJrcsXLgQL774YkDX02g00Gg0MJlM0Ov1KCsrg9lsHrPocDgcovdOdEy4ipriZarG6rIDxN12J8wW2ExPQBj0WY5WpUJSXh7QFv5/2ESRIHnaNNFzYWgIn6yrxmkP3od0XX6QrqKStBY/h40REZF08ucWp9OJsrIyGAwG0U17nU7nnfviGT7m6V0Z+V5guHCRcky4iprixWw2e1de2LZtGyorK4PSEyMIAg7+7R84vNm/GyE+IwOLb70JH5x1Jnp6elB4728Cvl4karhnuKdpqKcHNtMmON593++Y5OnTsOyutUiePj3U4YmE67AxQRBg3/QkTlq2iNoTtVqcdv+9SModnl909h3R/Xfsg/U3IiUlBfuffArH/nXqjpSrtxe7fnE/zqhe51fcTMXw3bGJ/w6w54WIiKQKRW5xOBywWCyorKz0a/cUJDqdDjqdDna7XbTksc1m807ql3JMuIqK4kWj0WDVqlWiVRby8/OxZcuWCdepHm9SlOB2o+mJP+DYiy/5vZaxZDGW3H4rkvJyAQBpaWn4pPoOAMBpVY9O9UeJKB9X3yxuSEvDyp+uxbF/v4T9f/gjBNeIGeWtDtjvX4cV996D1LlzQhtoBDhh2YrO/7yBlPhT/yTj0tJwxgP3InXePG9b42/uwJk/jr6/Xx/+Wvx3Kf9738GAw4HWd971tg22ObGn+mGcvu7+oCw3Lu3uGBERkXRy5xadTofS0lLR77d2u907cd/DYDDAZDKJChGLxSLa00XKMeEoKooXT/XoodFoUFRUBIPBIPqDnKx9v/md3xKuADDzms9jwf9+a8xfoDy/1J9xS/T9kunx0SM3j9quUqkw65rPI33RQuypfhgDra3e1wZaHdh5591Y8fO7ka7Xjfr+WNRz+AjsNU+I2lQJCVj20ztEhYuvuMExX4oorlH+GanUaiy+6cdodLajo/HUvKquvftw8G//wIL//VZA1+QmlUREFGyhyi2bNm3y7sWSk5ODbdu2wWw2i0YceTawrKyshF6vh81mg8lkEhU9Uo4JR1FRvBgMBlRWVooKmJFj/6bKr3BRqaC/oQIzrrg8oPPGgsylS3DmI9VovOcXol3Uhzo68PFd92D53Xcic/kyBSMMD+7BQXy64VG4+8XLSi/6yY3IWrF81Pd4eikKboiO4ti318VDnZiIZXfegQ9vvwN9R4962488+zw0Z54BzVlnTv2in20kJuU4IiIiSUKUWzQaDYxG44THeYqTQI8JN1ExbqK6ulq00ygw3IU2spgJlCouDotvuWlShctHj9wM9QCi6vHRIzeP2eviK1GjwekP/AIZSxaL2l09PWi85xdo275jMn8EUenAn/6C7qYmUdv0Ky5H3oXnKxRReIlPT8OS226GKl58n+XTX/4ag+1TX4ZbwPBGYhM9WLsQEZFUzC2hERU9LxUVFaKuMqfTCYvFgoaGhqCcX52YiCWG26AtKpzyOeIGghKKYlyJU3tffHo6Vtz7M+x+0Ij2j3Z6290DA8MrSN33c7/iJla0NVhx9IV/i9pS5s5B/ve/I/kc6sHI/Qp0J0jrNk/X6zD/29/E/ief8rYNtjmx91ePYfnPfjrFq3OTSiIiCjbmllCIiuLFZDLBYDB4n9vtdjQ0NARlzJ46ORnL71qLrNNPm9L7dzw23EtRWBHZQ3w8P8dUxKWkYPndd2LPhkfgeH+bt93d349d9z2IM4wPImX2rGCEGTEG2tqw91filcNUCQlYctstiEtKGuNdYtbHb0bRDx6RI7yQsD4u/e/UrGs+j/YPP0Rbw3ZvW1uDdZx3jI+bVBIRUbAxt4RGVBQvACSN/ZusuNRUrLj3Z8hYvCjo54416sRELKm6DXt/+Wu0vPWOt32osxONP78PZzy0HomaLAUjDB1BELDvtxsx2N4has//7v8ibcH8KZ1THWGT992TXCxMpVZj4Y9vxI6f3IJBnzXppxyDwDtfREQUXMwt8oua4kUOy+40BK1waagZvst89nci7075B0/dEpTzqOPjseimH2OoqxvOEfNd+k+exCcPGnHa/T+HOnGK49MiiOP9D9C2rV7Upj17FWZcfeWkz1X/xPCfzdn/G1l/rzxxT0aiJguLbroRu35+X8DXF6CCW9IuyExC0cozvNizKuVocyRramrQ0NDgXYWnrKwsKPuHBYt6xqei50ePxFYPNsWOWbOPTnxQGGBuCQ0WL+OY6lAxGps6Ph5LDbfh47vuQdc+m7e9c88e7HvscSy6+cdht4FkMLl6e2Gv+b2oLUGjwcIbfxjwz60eCv+OaHd8YD9j9sqzMOuLX/CbKzQVLt4di1lWqxUWi8W7QZvvDtPAcOFiNptF+x3o9XrU1taG/TKiRKQc5hb5sXihkItLScGyu3+Kj243oP9ks7e9+Y03kb5Qj1lf/IKC0cnr0NO1or1vgOENGRMyMwM67wd/vAXnfuPhgM4RCh/8MfBevHnf+Dpa330P/c0tAZ2HXfuxq6CgAAUFBaMWLR5Go9FvOHJpaSnWrVsXthu4+d6dfv9AvkKREAXmnPlNEx8Upphb5BcVSyVHkg+eugUfPHUL1INC2D88scohUZOFZT9dC3Vysqh9/x//jO79+2W5ptJ6Dh/x6zHIOuN05F50gUIRRaa45GTkr/l+QOcQhOFJlRM9hPDvzJqyZ599Flu3bgUAbN++HatWrcKVV16Jjo6OCd4Z/ZxOJ+x2OzQajahdr9ejrq5OmaCIKOwxt4Qmt7B4IcWkLZiPJbeLiyNhaAh7NjwKl8+mjdFg/x/+CMHl8j5XxcdDf31F0IbJvffXWxE3gLB9vPfXW4PycwJAzjlnI3tV0ZTfL0AFtzDxI5rHJRsMBmi1WgDAmjVrIAgCMjMzUVZWpnBkyquvH56T5vl8PHyfj2fFihVjPogoOjG3hCa3cNiYQt776604v3SD0mGM6p2620J2LW1RIWZ96Ys4+vwL3rbeQ4ex/6k/QV+5JmRxyK3Nuh1t9eJ9h2Z98Qsxt0R0MOV//7sBvd8taS3+6JWfn4+zzjoL27dvh9VqhdPpRGZmJi6/XPpGvNHKM5zMt+dl5OtjvRZOfIfe1NqmvlcZkZzK9MHZly8cMLfIn1tYvJDi5n/zf9D+4U7RTvPHX3oF2QUroQ3g7nq4ENxu7H/qT6K2BI0Gc8pKFYooOqTMnBHQ+91RfOdLCo1Gg/3792P9+vUoLS1F5mfzrtra2hSOTHljFSYOh0PyORobG4MUDRFFEuYW+XMLixdSnDohAYtvuwkf3nw73AMD3vZ9v/ktzvrVI0jMzlYwusC1vvc+eg4cFLXN/9b/ID41JejXeqd2eGjWhV96KOjnDsRbz9+udAgiAqStCBPFw5JRUVEBnU4HlUqFhobhu57PPPMMhGgejC2RZ9lk3wn9E/XIhDvfu9uP7mYvGynj5mWvKR2CLJhbQpNbWLxQWEidMwf53/8ubI+bvG2D7R1oevKPWHLrTcoFFiBBEHB48zOittT58zDtsksVioiGqTDknngXZETxHbTi4mK43W5Rm06nw6ZNmxSKKHzodDrvMsojl0W22WwoLY3eHtNjA7GxUTCF3szEdqVDCBHmllDkFhYvYSBuIHxqcFeicv+gpl9RgjarFY73t3nbWt58CzOvvhKZy5YqFlcg2uobRMPhAGBOWSlU6tgeE6s0AdK69sPnX2ZorFy5UukQQmq8YWAGgwEmk0lUrFgslrBdJnkqfO9+V33IxRpIHtHa0+KLuWV0wc4tLF4U5JkYf9EXw2eITygn6/tSqVRY+KMb0PDxLri6u73t9k2/x5kbjBH3C78gCDj0tHhZ1ZTZs5D7uXNDcn11GBTFbgWL4XEJEtfiV/4jlE15eTmefvppv/a1a9di3bp1CkQUOna7HSaTCVarFcBwoVJQUIDy8nJvT0tFRQUAoLKyEnq9HjabDSaTKao3qKw+U1yYfev9HygUCUW6P5/zhNIhKIO5JSS5hcULhZWErCzM+/p1aHriD962bpsdJ7dsxfSSYgUjmzznjg/RtXevqG1O2VehipPSpRyYt56/HRdfXS37daTEEa5ifUWYsTZorKuri/riRafT+W1AORpPAUNEJBVzi3PU9mDmFhYvFHZmXHUljr9qRu+hw962A3/+G3I+dx7i09IUjGxyDm8W97okz5iOvIsuVCgaGkmACkMSEky0rcW/adMm3HHHHQCGE0xOTg6AU/uXOByOSe1lQtHN9+75FW/cpEwgFPZevfiXSocQFphbQpNbWLyEgTdfGL47fekVE98JlMvrrxoUu7YvdXw8dD/4Hhrv+YW3bbC9HYc21yH/u/+rYGTStX/ciI5du0Vts7/6lZD0upA0krr2o8x1110HYHhIY3V1NQwGg+gumUaj8R5DNBFHT6rSIZBCtKk9SocQtphb5M8tLF4oLGnOOhPas1fB8cGpyfvH/vUiZn3haiTl5SkYmTRH//kv0fPE3FxMu/RihaIhXwKkJZhoG5aclZWFNWuGN39VqVTe/yaSwvfu+qqX71QmEFIce1pGx9wSmtwS2wPzKKwt+N7/QhV/qr4WXC4c8SkKwlF/qwOOevF+CnO+ci3UCQkKRUSjcQuqCR/RjIULEVHwMbfIn1vY80JhK2XmTMy44nIce/Elb9uJ1yyYe10ZEjIzFIxsfCe3bAVGrHGuTk5G3qWh39fljZeqAACXlawP+bUBYKv5DkWuKwlXhEFHRwfWrVsHu90uam9vb8crr7yiUFQUSbZd9aDo+ZJnfzHGkRTp9nzlZ0qHEBmYW0KSW1i8UFibde01OPbyK95iwN3fj2MvvYx5XwvPcfmC240T5i2itrwLL0B8aopCEdFoYnVS5UiXXXYZ7HY7ioqKRO3j7X1CRERjY24JTW5h8UJhLXn6NORdeAGa33jT23bsxZcx+8vXIi4pScHIRuf88CP0nzwpapt+eWQt8Rwror3rfiJWqxV2ux0LFixQOhQioqjB3CJ/bmHxEmbU/a6QXs+dFP6rX83+yrWi4mWoowMnLVsx8/NXKRjV6E68ahY9T8tfgPRFCxWKhsYSq5MqRyouZlFNwTXa0KL8v0T3nkHRqumba5UOISIxt4Qmt3DCPoW9tAULkF24UtR25PkXILhCW+hNZMDpFK2OBgDTS4qhUsX2XZhwFeuTKo1GIwyG8FkinYgoGjC3yJ9b2PMSRl5/1YDVlzw48YFBvmYkmP3lL6GtYbv3ef/Jk3B++BGyC1aO867QOrnldVFBpU5MRN7FFykY0SnqAffEBwWJOzEy7okIUZ5AJrJu3TpYLBasWrVKtHlYW1sbPvjgAwUjo2jiewd/Qc1DCkVC49lfcbvSIUQN5hb5cwuLF4oImaetQJpeh27bqdUrmv/zZngVL1v/I3qee8HnEJ+epkwwNC5BkDipMsqT0Gjd+4IQzQMaiIjkw9wyTO7cwuIlTIXiTnmk3CEHhjc9mnbpJWgaUby0vvc+XL29iEtRfiWvnsOH0Xv4sKhtWvFqhaIR22q+A8UXh65HL6yXSB4h2pPHRDZv3qx0CEREUYe5Rf7cEvbFi9PphMVigcFggNlshk6n8zumpqYGDQ0N0Ov1sNlsKCsri9jJqFv+M7xjccnn7g/ZtSJF7oUXoOnJp0TLJre+9z6mXXqJkmEBABzvibtCE7KzkblsqULRkBTRPu6YKBz5Dk/S/fIRhSKJbfabblE6hKjF3CK/sC5erFYrLBYLdDod7HY7nE6n3zE1NTUwm82ora31tun1etTW1qKgoCCE0ZLcEjVZyF55FtoarN625v+8GRbFS+t774ue55x7NlTqyOnZijUCpN0di6YBVKtWrUJ5eTluu+02AIBWq0VOTg4AQKPReL9f29ra0NLSolSYREQRi7klNLklrIuXgoICFBQUjFq0eBiNRhiNRlFbaWkp1q1bJypoKDrkXXKRqHhxfrQTA442JGqzFYupv6UVXXv3idpyzj1HoWhIKpc7NHfHqqurYbPZAAB2ux0Gg8GvZ1hK73GgPczXXXcdVq48NUesrKwM2dn+/27G+74lIqLxhSq3hAslcktYFy8TcTqdsNvt0Gg0ona9Xo/q6mplgiJZac85G+rkZLj7+oYb3G40v/UWZl/7RcVicrwv7nWJS0tD5mkrFIpmfOoBeZeXdieG/75Bw1RwS9rhOLAkZDAYUFlZ6R3uarFYUFJSArPZ7C08pPQeB6OH+fbbxcN1TCZTQD8bUTD4Dl9a/MCjCkUS3T796c1KhxAjQpNbwokSuSWix7XU19cDgGgpttGej2fFihVjPij8xCUlIee8c0VtbfXWMY4OjdZ3xcWLdlUR1PERfV8g6gnCcNf+xI/ArlNXVwe7/dQiE8XFxSgoKBD1FhuNRpSXl4ve5+k9nswxU9HR0YENGzbghhtuwMMPP4zOzs6AzkdEFMtClVvCndy5JaJ/w/J0Qfn2vIx8fazXKHLlnHM2ml//j/d5x+5P4OrvR1xSUshjGezoRHvjLlFbOA4Zs7wxvDjD5efdF5LrRAKpkyr37ds35s2MxsbGCd8/sngBhm+ueNqk9B7L1cO8fft2FBYWQqPRQKvV4umnn0ZVVRXsdjvmz58/5fMSBVN8j9IRRKahVKUjiF2xPmE/FLkloouXsQoTh8Mh+RxSfvmg8JJ1+gpArfauOiYMDqLzkz3QnHlGyGNxbNvmjQMY3phSU3BWyOOgyQvFnS/PXJeR6uvrvUPGpPQeB6OHeTR33HEHzGYzVq8+taR3XV0dKioq8OqrrwZ0bqKp8h3etPynHEY2FRwmppxo71WZSChyS0QPG/OMI/edBDRRjwxFtvj0dKTr9aI254cfKRKLc8eHoueagpWK9ADR5Lnd6gkfALBw4UI0NjaO+pismpoaAMCmTZsASOs9lnLMVAiCIEouwPBQtKysrCmdj4iIpOeWaBWK3BLRPS86nc67jPLISas2mw2lpaUKRhY86v7BoJ/TnZQQ9HOGmubM09G1d6/3ebsCxYsgCOj4WDxkLJu9LhFBgLSu/WDeQLNarTAajWhoaPAWIlJ6j4PRwzwalWr0n7+pqSmg8xIRxSolcku4CUVuiYjyb7wkbTAY/FY2sFgsWLt2rdxhycr837tg/u9dEXfuUMnyGSLWZbNjMMSTjfuOH8eAz9/NTC70EBkEz8TK8R/ByjCeJZIbGhpEG+1K6T2Wq4c5Pz8fN9xwAw4cOICOjg7s2LEDV1xxBYqKiqZ0PiKimBfi3BKOQpFbwrrnxW63w2QywWodXk3KYDCgoKAA5eXl3p6WiooKAEBlZaV3/wOTycQNKqNc5tIlUCcmwj0wMNwgCGjf+TFyP3deyGLo+Fg8bChBo0HK7Fkhuz4FQiVpI7FgLGdpt9thNBphNpu9bdXV1aiqqpLUeyxXD/PGjRtRUlKC/Px8752ygoIC7o9FYS2+V+kIwtNQitIR0LDQ5ZZwFYrcEtbFi06n89uAcjSeAoZihzoxEZnLl4nmnHTt3RfS4qXdp3jJXLF8zO7ScKIaGAr6OYXEsP4qGZW0BBMYu92OsrIyrF27FnV1dQCGe5K3bdvmPcbTezyyELFYLKIveinHTIXZbIbdbsf27duh0+lEG40RhYNdD4gnnp9xCyfwj8b3cyLlhCK3hDu5c0vk/cZB9Jn0hXpR8dJz4GDIri0IAtp95rtkhenGlCO99u7duKLwHlnOG0kEhCbBFBYWwul0oqysTNReVVXl/W8pvcdy9jB7enaIiCgwocotkUDO3MLihSJW6rx5oufdISxe+k+exEBLi6gt67TlIbs+BUEIxhy3tbVJOk5K77EcPczPPvssTCYTHA4H9Ho9jEYj93ghIgpEFM9nkUru3CLLhP21a9fiyiuv9D7fsGGDHJehGJc6X1y8DLS0YKi7OyTX9h0yFp+ZiZS5c0NybQoOKbsgR7OHHnoIpaWlEAQB+fn52LdvH3Q6HT788MOJ36wQ5hYiCnfMLfLnlqD3vFx//fXYvHmzaOz/ypUrccMNN+Dxxx8P9uUohqXMngVVXBwEl8vb1nPwEDKXLZX92r5LJGetWBYR813oM54VXyagiuI7aDU1NbDZbMjPz/e2Wa1WVFVVheUmlcwtBAAfPSKe21FQGZtzYKwmznEJS8wtIcktQe95aWhogMPhEG1Qs3r1algslmBfKmao+oaC8og26oQEv9W9QjXvpWvfPtFzLpEceQS3esJHNMvPzxclF2B4RZhw3aSSuYWIIgFzi/y5JeifoFar9WtramoKeEM1otH4z3s5IPs13YOD6Dl8RNSWvlAv+3UpuCStxR/FysrK8MQTT/i1h2sPInMLEUUC5hb5c0vQh43l5+djw4YNaG9vBwDs2LEDa9asQXFxcbAvFRNebbgXV674adDOFW1S588D3n7H+7z3yFHZr9lz6BDgdvvEwUnOESfKE8hEGhoaUFtbi9raWu9Gl06nE/X19SgvL4fT6YTD4YBKpcIHH3ygbLBgbiGiCMHcIntuCXrxYjQasXr1alitVsTFxUEQBGg0Gm58RrJIys0VPR/02YVcDj37xb07yTOmIz6VO4RFEkHiRmJCFG8k5nA4UFhYiKysLAif3QrMysrC6tWrIQiCqD0cMLcQUbgLZW6prq6GzWYDMLynmMFg8LuZU1NTg4aGBu8S+2VlZVM6ZjJCkVuCXrxkZWWhvr4eW7Zsgd1uh06nE41RJgqmBI14DOVge4fs1+z2KV7Y6xKBBEi7OxY+v7sH3ebNm5UOYVKYW4go7IUotxgMBlRWVnr3UbFYLCgpKYHZbPYWHjU1NTCbzaIbPHq9HrW1td49wqQcM1mhyC2y7fOyevVqJhaSnV/x0tEBwe2GSi3fhDjf4iVtAYuXSCS4o7dXJZoxt9BIvqtunfvNRxSKRF7v/eUWpUMgiUKRW+rq6lBSUuItXoqLi1FQUACj0egtXoxGI4xGo+h9paWlWLdunbdYkXJMOAp68bJ27Vro9eLJy06nEzabjctZUtAl+K5e4XZjqKsLCZmZsl3Td9hYWv4C2a4lJ9VAcFagExIjda9bFi+RhLmFiCJDaHKL3W4XPddqtd42p9MJu93unXPiodfrUV1dLfmYcCXLnBcAokk62dnZ3uqQKJhGK1IGne2yFS8DbW0Y/GzCsEcqe14iUxQPCYtGzC1E5B4awqCzHe7BQagTEpCQlQl1QoLSYYlJzC379u3DijG2WWhsbBy13cMz12Wk+vp6b69LfX09AP9VGkc+l3JMuAp68eL2WYXJ6XSioqJi1GXTiAKlTkhAXFoaXN3d3rbh4kKe3e59h4ypk5KQPH26LNeSi2fVuStPj/FV7Fi8RBTmFqLY1HPoMJr/8wY6PtmDrk/3wj0w4H1NnZiI9IV6ZCxbiryLL0La/HnjnClEFMgtNTU1AIBNmzYBGP5+BODXq+LhdDolHTPWa0qTfbyHRqPB+vXrUVZWFpa7NlPkS9RkodeveJFH76HDouep8+fJOr+GZCJIHJccJQXOokWLvOOYo0UwckuwVushouDr2P0JDj/zHNq21Y95jHtgAB27dqNj124ceeY5ZBcWYPZXv4ysFctDGOkIk8gtCxcuxIsvvhjwJa1WK4xGIxoaGrzFxlhFx8h9saQcMxGlcktIBqvrdDps27YtFJeiGKROFi9TPPKuTLD1nTwpep4ya5Zs1yKZRUlhIkVWVhbWrl0raisvL8fTTz+tUETBEUhuCdZqPUQUXK7+fuz/w59w/OVXJv3etgYr2hqsmH55MfK/9x3EpSiwjUEIc4vnpsvIwgWA93vN6bN9xMjeFinHTESp3BL0W8arVq3CFVdcIXrk5ORg1apVwb4UEQBAFSf+ayy4XLJdq7+5RfQ8KS93jCMp7AmqiR9RorKy0u/OmG/C8ujokH+58akIdm6pq6sTTXgduVqPh9FoRHl5ueh90daDRRROuuxN2HHTbVMqXEY68ZoFO266DZ179wUpskkIUW6x2+0wGo0wm83eQsMz0V6n00Gn0/lN6rfZbCgtLZV8zESUyi1B73nRaDTI+mwFKM+kn+LiYlRUVAT7UkQA4DdsS3C5xzgycP3NzaLnLF4ilyqGel7WrFmDmpoaaLVaqFQqb3KJi4sb9XiXjDcApkqO3BLoaj0UfnyXFL7wSw8pFElg3nr+dqVDCLmOXbux6xcPwNXb6/dafHo6pq2+FFmnn4b0hXrEpabC1duHrn370PFxI05YtmKos1P0nr7jx/HxXfdg2U/vgOaM00P1Y4Qkt9jtdpSVlWHt2rWoq6sDMDzca2RPtMFggMlkEhUiFotF1JMs5ZjxKJVbgl68mM3mYJ+SaFx+xYtbzuLFt+clT7ZrkcxiqHgBgIqKClRUVGD79u2w2Wy44447RL0MnnHOY901U1qwc0swVusZz1irCAETryREFGucOz7E7gfW+w37ViclYd7XyzHjysv9hoDFJSVBW1QIbVEh5n69HCdeNePAX/8Od1+f9xh3Xx923/cglhhug7aoMCQ/SyhyS2FhIZxOJ8rKykTtVVVV3v/23NiprKz0ztkzmUyiIa9SjpmIErklUjdoIPISBPE3hVwT6F19fRjy6fZk8RKhBAAxNGF/pJUrV2LlypVoa2vDV7/6VaXDCRtTWa0nXFfiIYoknZ/uxa7710EYHBS1py9aiMU3/wQpsyeeWxqXlIRZX/wCslcVYe+jv0bnnj3e19wDA/hkXTVOu/9eZC5bGvT4RUKUW9ra2iQdJ6VnOlgjo0KZWwIqXhYuXAiV6tQfku8X+cgqq62tDS0t4rvWRMHgN8dFpuKlf5S/vxw2FsGisDCZjDVr1qCjowM1NTWw2WxYuHAhKioqkJGRoXRoIc8tU12tZzzB7l0Z6upCz8FD6D5wEL1HjgwPrXELUCXEIyk3F6lz5yJ1/lwkz5jBFRApYgw42vDJumq/wkV79iosuf0WqBMTJ3W+lJkzcNoD9+LTh3+J1nff87YLQ0P4ZP1DOHODUf68zdwie24JqHipqKgYdUzwaMJ1KAJFAZ9hYr4T+IOl/6R4vkt8RgbikpNluRaFQIwnmO3bt6OwsBAajQZarRZPP/00qqqqYLfbMX++shuvhjK3BLJaj9yGurrR8t930fzGm+ho3AUIE/+lTdRqkXvh+cN7XujyRUUgUThxDw5i9zojBnxuCOReeD4W3fRjqOOn9iuqOiEBS26/BXt/8zs0v/4fb/ug04nd66px+rr7EJeUFEjo42NukT23BFS8jBxbR6QUV3+/6Lk6Xp7ddn17XpKmcchY5JK64kv0/uJ3xx13wGw2Y/Xq1d62uro6VFRUKL4nV6hyy8jVejyqq6tRVVUlWoln5PjvyazEM1Wu3l4cfvZ5HH3+hUkv/T7gcODoP/+Fo//8FzKWLkH+D76HjEULZYqUaOoOPV2Lrk/3itqyTj8toMLFQxUXh0U3/hCDbW1w7vjQ295ts+HQ35/Ggu98O6Dzj3Nl5pYQ5JaQzXl54okn8IMf/CBUl6MY4jsPJSErU5br+Pa8JOVyyFgki6XVxkYjCIIouQDDywBv3rxZoYimZqq5JVir9QRb85tvo+nJpzDY1gZBENAXwOo8vR834uRNtyL3wguw4DvfQkIYDAkMNdeQPPt+eeZaytWz1T1i4+Vo1H3wEPZtrhMN+06aloc5P7oBvf39gM9Nyama88NKtP30Z+g7dhzJcXFQqVQ48s9/IfeiC5Guyw/KNXwxt8ifW2QpXnbs2OFdqQUY7mZft24di5cpeqXxAQDAVQuntnTiy/sic6lIKQSXC4Md4uUREzRZslxrsL1d9DwxR9qqQxSmYjzBjPVLV1NTU4gjkS6YuSVYq/UEi+ByoenJp3Ds3y8NPxcE/PDtN7CzTfpu12N66QVgLUdKRJL09LuUDkEZT/1etlOfrs3B786/CCq3G7bfPo4zqtdBNcaSvgFhbhm1PZi5JejFy0MPPQSDwQCNRgOVSgVBENDe3s4hZiSLwc5Ov3HgCVnyFC9D3T2i5/FpabJch+SnEqTdHYvmO2j5+fm44YYbcMcddyA7O9s796OoqEjp0EYV7NwSzNV6AuUeGsKnGx4VTTAGAHC+CpEsuvbZcOyllzHrmi8E9bzMLaHJLUEvXmpqatDW1obW1lbU1NRg/fr1sFgs2L9//5TO53Q6YbFYYDAYYDabvZMoPaxWK9asWYPi4mLk5OTAZrOhvr4eW7Zs4TKWMWDQ2e7XlpApz7AxV4+4eIlLTZXlOqGk6h+a8nuFpAhfaT1IuxxHqo0bN6KkpAT5+acmdRcUFMg6JCoQwc4t4eTAH//sV7ioVCr87caf4P4/HUBr7+T+rcWpBPx6w6U48uzzfhv+JWRl4fT1DyCJPccBkXvYWLTqb3Xgw1urRPk0ecZ03P9BFoYg3yp5cXDjwQv70HfkqLftwF/+jpxzzwn+lgfMLbLnlqD/9pGVleV9bN++HcDwLsirVq2adNe+1WqFxWLxTpoca1UZu92O6upqaDQaFBcXo7a2loVLjPAdyhWfkSFPNzD8i5f4tMgvXmJaFN/5kspsNsNut2P79u3Q6XRYuXKl0iGNKZi5JZy0vP0Ojr7wb1GbKj4eC390PaZddin+8XPgqtk3Tvq8i//na5h/RQk+Wf+QeFJ0dzcO/24jTrv/3oAnRRNN1vE//xWJAwPAiL97K378f8C3NiPeJeOXcpwKC3/0XXx8593eJndfHw7+oxaLbvxhcK/F3CJ7bgn6N5dWq8Xrr7+OSy+9FPn5+fj973+P/Px82O32SZ+roKAABQUFEy6FWVtb690VmWKLb/Ei15AxwH/YWFxqZA8be2XnA7hqsSGg90cylXviY2KBZ1WtcBfM3BIuhrq6sO+3G0Vtqvh4LL/nLmjOOD3g8yfl5OC0++/F7gfWo/3Dj7ztnbs/wdEX/o05X/lSwNcgkmrA6cQJy1ZRW94lF0Nz5hkA5F8oJGvFcky/vBgnXrN425r/8wbm/U85knJygnYd5pZhcuaWoPfRGY1GPP30097/vv3221FSUoLrrrsu2JciwkCreDKrXJP1AWDIZ/UX9rxEOEHCg8JGNOaWo/9+ya9HV1f5g6AULh5xSUlYcvstSJo2TXzt51/wW2aeSE7H/vWiaDNKVXw85n/rGwCAVz66X9Zre84/7xtfhyrh1HYKwtCQX89nwJhbZBf0npeVK1di48bhO0lZWVloamqC3W6XdTiC2WyG1WoFAGzbtg2VlZWSe2JWrFgx5mvB3iGZgq/n4CHR8+QZ02W7VjTOeYlZUhMIk0zYUCK3yGmopxfH/vWiqC3nvHMwvST4owgSMjKw+NabsNNwp7dtsL0dJ16zYNY1nw/69Yh8DfX04tjL4j0+8i6+CEm5p3o8VBI2YQ1UokaD6asvxfFXXvO2nXjVjLllpYhPD8JoCuaWkAh6z0uHz54bWVlZsiYXjUaDVatWoaqqClVVVdi0aRPKysq8xQxFt56DB0XP02TaGdw9NAS3z11KrjYW2Tyrwoz3iGYbNmyIqMnuoc4tcmvfuRNDXV2itrlfKx99ArjLNanHy0d+43eKzKVLoCkQf16t/303qD8T0ViaX38drpGjF1QqzP7ytYrEMutL1wLqU7/+unp7ccKyJWjnZ26RP7cEvXjRaDS44oorsHXr1okPDgKdTifaQEyj0aCoqAgGg7Sx/I2NjWM+wlZfv/RHFBNcLr+el9R5c2W5lqun16+NPS8RTlBN/IhiGzdujKj5IqHOLXLr3P2J6HnmaSuQtmD0my8vH/8d4HJLe4xz93rm1VeKY9i7D+4Rw3iI5CAIgl+vi/bsIqTOnaNIPCkzZyDnvHNFbcdffQ2CO0iTVZhbZM8tQS9e2traUFpaivXr12PRokV44okngn0JEYPB4PcheVYnizYv73to0htORvMGlX0nT8I9IN49OXWM5B8oV2+PXxvnvEQ2lXviRzQzmUxhuyzyaEKdW+TW4VO8ZK1YPu7xguCW9Hj5xONjniNz2TLR3jHC4CC69tkC+0GIJtCxazd6Dx0Wtc38/NUKReO5/lWi531Hj6H9o51BOTdzi/y5JejFS1ZWFtasWYPXXnsN9fX1aGtrw6JFi/DDHwZ5KbrPVFdX+w0Rs9vtEbF6DgWmZ794yFh8ZqZsq42NdndSPWLSH0WgGJ9UaTQaYTabkZOTg1WrVnkfixcvVjq0UYU6t8htwCHeJDMtP1/2a8anpyF5unhe4IDEzTqJpmrk/BIASJ41E1mnn6ZQNMMyly/zG6nhG+eUMbfInltkXeS9oaEB27Ztg80W2J0dh8Mx5msVFRWiyfmeTS0bGhoCuiaFP//5LvPk2zDMPcq3jVq+DbVIZlLHHUdxkhlrGcvxvm/DRbByi5KEIfEGseqkxJBc1/c6wuDUN6olmshQV7ff3KoZV1wOlcL5U6VSYcaVl8Ne83tvW+v7H2CwvT2wm6DMLSHJLUEvXrZu3Yra2lps3rwZTqcTq1evhtlsxurVqyd9LrvdDpPJ5O1ZMRgMKCgoQHl5OQoKCgAMd0+NnN9it9vR0NDgfZ2iV5e9SfQ8dd482a7lNxZWpeLOypEuipOHFJ6VuyJFMHNLOFAniouIwY5O2a8pCAIGfRY+CFXRRLHJuWOHqFBXxcdj2mWXKhjRKXmXXIz9f/zLqcV43G60Wbdj2qWXBHZi5hbZrxH04sXTC1JRUQGDwYD8ALrCdTodjEbjhMdJOYaii+ByoeNj8aIKaXr5hl2MVrxQhIvxBBNpgplbwkHKnNnoO37c+7zr008x7ZKLZL1mf3MzBtucfnEQyaWtQTysP+uM05GQmaFQNGLxaWnQnHUGHO9v87a1NVhZvEQAWTapbGtrw8aNGyM+uVD46rI3+S0zqjnjDPku6LOCj9Jd3hQYFaQtZxntJeratWtx5ZWnVqDasGGDgtGML9pyS+aypaLnbdt3BG+1ozE4rTtEz+MzMpAym8ULyUNwu9HWsF3Ull0YXqNifONxbv8Qgss15fMxtwyTO7cE/Tew22+/HVkyTZom8mj/8CPR85TZs5CUlyvfBX2/aUKwmRbJLMYnVV5//fUwmUzYtu3UXceVK1fihhtuUDCqsUVbbslcvkz0vO/oMdEd4GATXC4c+ecLPjEs5fBXkk2XzY7B9nZRm7ZoguJFEIL/GEd2YaHo+VBXFzr3fDqln/fUzyDhEcVCkVt4+5giktOneMmSs9cF/j0tAouXiBfrG4k1NDTA4XCI5oysXr0aFotFwahiR8bSJX6rHR3469/g6h99f65XWmqGFw6Z6DGG46+a0Xf0mKhtxhWXB/6DEI2hrV68cFLK7FlInjFjzONf3vXg8H8MuYL3GHneUSTl5vhtseA71G2ymFvkzy0sXijiuPr7/fZI0Jwpb/EClc8/Fbc7egqYgYHJPyKdlDtjUX6HTKvV+rU1NTVFxGpj0UClVmNO2VdFbb2HDsP2eE3Qv1s69+5D0+//IGpL0+ugKVgZ1OsQjeRbBGQXFY5xpLJ8h44FVLwwt4Qkt7B4oYjT+ckeCCP3XVGrkXX6ClmvOeoclygoXl7+dGqLXUz1feEk1jcSy8/Px4YNG9D+2bCOHTt24LrrrhMtPU/yyj3/c0idL14lsfn1/+DAn/8atAKme/8B7H5gvd/SzPP+52scMkayGXA60bV3n6hNynyXl3evC2ocUs6n9Smqupv2B3RN5hb5c0vQi5etW7eiw2cpxmeffTbYl6EY5tgm7opO1+sRn54u6zVHK14CmdRHYSCG74wBwxPg//GPf8BsNiMuLg4FBQWw2Wxhu3pjNOYWVVwcllTdhriUFFH7kWeewx7jBr/5ApMhCAKa33gLHxnuxKDPRpSzrr3G7xc2omByWsUT9dXJyX7zvMby8t5qwOUO+PHy3mpJ18tYshhxaWmT/hnHxNwie24JavGydu1aNDQ0YM2aNdi6dau3vbW1FTt27AjmpShGCS4XWt56W9SmWXmm7NdVJyf5tbl6+2S/Lskn1sclZ2Vlob6+Hq+99ho2btwIs9kMh8OBBQsWKB2an2jOLalzZmPRT/7Pr7313ffQcMP/4cg/XxhzHsxYOvfuw8d33o1PH/kl3H3i76nMFcsx/9vfDChmook46sVDrzRnnQl1QoL0EwjuwB8SqeLikL3yLOmxTXQ+5hbZc0tQ93nRarW4/fbbAQA33HADLrvsMgDAmjVrsHbtWpx11lnBvBzFIOeHH2HQ6RS15V18oezXjU9N9Wtz9XSHzXr1NAVRnkCkioRhYtGeW3LOOxcLb/wh9v12IzBiuWRXdw/2P/lHHPzb08g571ws1g7gRHcc2vvVGLkEYmKcgLxUF+ZnDWL7j29Gz4GDo14nc/kyLLvzDqjjg77FG5FIR+Mu0fNwWyLZV3ZhAVrefic4J2NuASBvbgnqN9jIyTg6nU70mu9zoqlofuNN0fP0hXqkzpkj+3XVycmAWi36xWKop0f265JMpHbdR3kS2rp1K0wmE5xOJwoKClBZWRmWPS+xkFumF69GolaLPRsehau7W/Sau68Pza//B+WfTe1TJycjUZMFqNVw9/VjwHFqWNhYhUvepZdAf0MF4pL8e5GJgmnA6fS7ySh1yJhSMlcsD86JmFsAyJ9bgjpsTKvV4uGHHwYAv4mA7QGM3SUCAFdvL1rffV/UlifzjtQeKpUK8Wni3hdXN4uXSBbrkyqfeeYZFBcXw2azQRAEmM1m6PV6fPjhh0qH5idWckt2wUqs/PWjE36vufv60Hf8BPqOHsPABCv4JE2bhiVVt2HRT/6PhQuFRM/+A6Ln6sREpMwce4nkcJA0LQ9xo4ywmArmFvlzS1B7Xm6//XYUFRVh48aN0Gg0KCkpQVZWFqxWK/bt2zfxCYjG0fr+B3CPHPutViP3wgtCdv241FQMdXZ5n7PnJcJF+Z2viaxfvx4NDQ1YufLUcrlWqxVVVVV49dVXFYzMXyzllqTcHCy++SeYefVVOPi3f8D50U5Rj69UiTk5mPn5qzDrms9DnZgoQ6REo+v2KV5S58+DKi5OoWikUalUSFswHx27dgd+MuYW2XNL0Ae+1tfXw2AwYNOmTd7ACwsLsWXLlmBfimJM8+tviJ5nrzwTiRpNyK4fn5qGkdNm2fMS2aJ90uRE8vPzRckFAAoKCsJ2F/tYyy0ZSxZjxb0/w4CjDc1vvQ3H+x+ge/8BvyFlXmo1UmbNRObyZci7+CJkLl82+hLvRDLzLV7SpjpcyBVAF0Xc5P/up84PTvHC3CJ/bpFl1p7RaITRaPR254drMqTI0XPwEJw7xF2OeRdfHNIY4nyGjbHnJcLFeILJyclBZ2cnMjLEi044fcaqh5NYzC2J2mzMvvYazL72GgiCgAFHG3oPH4arrw9wu6FKSEBSbg5SZs+e3GpORDLxHTbmu4N9uEoLVpzMLbLnFlmXHImFxEKhceS5f4qex6enQ3vOqpDG4LvimIvFS8RSCdLGHUfLHbTrrrsO7e3t0IzoqbTZbCgoKEBBwalVgOx2OyorKxWIcHJiNbeoVCok5WiRlOO/gzVROHAPDaHn0CFR21SKgpebHsFV826achwvNz0y6fcEo8hibglNbmGfMoW9/pZWNL/5lqhtxtVXIi45OaRx+E7mGxpr+AZFhhjaSEyn00EQBNFDp9Nh5cqVorb8/Hw0NDRMfEIiolH0HT0KYWhI1JY6f55C0UxOWrDiZG6RPbdwsXcKe0df+Jfoy1CdmIiZn7865HHEp4t34B3y2e2bIotq4kOixvr165UOgYhiQHeTeMhYYk4OEjIiYz+0uJQUJM+Ygb7jxwM6D3OL/Fi8UFgb6urC8VfNorZpqy8b3uMgxBJzckTP+1taQx4DBVEU3f0KxP79+0XPnU5nxG/6SETK6Pb5PgnaPJIQSV0wP+DihbllmJy5hcULhbVjL70Cd1/fqQa1GrO/dI0isSTl5Yme959sViQOCo5oGXM8VQ899BDuuOMOAIAgCFCpVN7/d7lcCkdHRJHId5PUgOaRCKH/kk5bMB+O996f+MBxMLfIn1tYvFDYGuzsxNEX/iVqyz3/PCTPUGazq+RpPsVLSwsEt5vLkUYiAYCUVTijOAmtW7cOt99+O8rLy6HRaLwrwTgm2PSQiGgs/S0touepc2YrFMnUpMwOMF7mlpDkFhYvFLYO/u0fok0hAWD2V76kTDAAEnNzRc+FoSEMOtuRqM1WKCIKRKzfHQM4F4aIgmvQ2S56nhDCvdiCITFbE/A5mFvkzy28ZUxhqXv/ARx/5TVRW8755yFdp1MoouEvNVW8uN7vb+bQsYgVghVhnE4n6urqoNfrYbfbRz2mpqYGlZWVqK6uRmVlJSwWy5SOmayKigrs2LEj4PMQEQGA4HJhsLNT1JagwPzUQCQEYxn2GFptbDShyC3seaGwIwgCmn7/B8B9qu9VnZiIBd/5toJRASq1Gkm5Oeg7fsLb1t/cjIwlixWMiqZK7rtjVqsVFosFOp0Odrt91A26ampqYDabUVtb623T6/Wora31rpEv5ZipWL9+Pa644gpcd911EEaMLXc6nbjtttumfF4iik1DXV2ivA0ACVmawE7qljIGy0cAQ7mDUWzFes9LKHILixcKO473PkD7RztFbbO/8iUkT5umUESnJOXl+RQvLeMcTWFN5gTj2aRrvF2FPTvGj1RaWop169Z5ixUpx0xFeXk5zGYzzGazaFyySqVi8UJEkzbY3u7XlpAZGcske8SnpwdU/ACI+p6ViYQit3DYGIUV98AAmv7wlKgtMTdX0bkuIyXliee9cNhYhPpsF+SJHnImIafTCbvdLtqZGBjuVamrq5N8zFSZzWZYLBa43W44HA643W643W6uNEZEUzLgM98lPj0d6oQEhaKZGpVajYSszKmfIAxyi9JCkVsioueluroaNpsNAGC322EwGFBcXCw6pqamBg0NDdDr9bDZbCgrK/M7hsLfgb/+Hf0nToraFnzn24hLSlIoIjHf5ZL7Tp4c40gKexKTx759+7BixYpRX2tsbJzy5evr6wEAWq1W1D7yuZRjpqqoqAg6BeeQEVF08Z+sH1nzXTwCnvcSxYWJFKHILWFfvBgMBlRWVno/CIvFgpKSEpjNZm9xIteYcAot544PcfT5F0RtmcuXIfeCzykUkT/fZZp7Dh5SKBIKhArSxiWrIF8e8nSl+/aqjHxdyjFjvTYRk8kEo9GIxx9/fErvjwYGgwF6vR5OpxPbtm1DSUkJKioqRMfwxhiRNL7DxoIy+V0BgcQ9mdwSrUKRW8K+eKmrq0NJSYm3eCkuLkZBQQGMRqM3gcg1JpxCZ7CjA5/+8jeiNlVCAnTXV0ClCp9/5r4bbvWfOImhnh7Ep6YqFFEQ9Q9IOy4pUd44QkViVbJw4UK8+OKLQb/8WEXHyLXwpRwzVUajEbW1taJhaU6nE21tbfjggw8CPn+4q6yshEaj8RYrdrsder0eWq0WpaWlAHhjjGgygl28vHzoV7hq9o1Tel8gEgNd3jnGe15CkVsiYs6L7xKjWq3W2ybnmHAKDUEQsO+x32GwrU3UvuB/v4W0+fMUimp0qXPnQBUXJ2rz3VGYIoPKLUz4kJPnhozvhP6RvS1Sjpkqh8OBwsJCZGVlQRAECIKArKysgM4ZaaxWq/e/PUPxRuYbo9GI8vJy0Xs8N8aISCx6ho0FMOcFyucWpYUit4R9z4tnrstI9fX13l6XQMeEjzWWHQhsPDtJd+JVMxzvbxO1aQpWYuYXrlYoorGpExKQMme2qGDp3r8fmcuWKhgVTZogcTlLGXOMTqfzLqM88i6+zWbz3vmXcsxUbd68OaD3RzqTySR67tk7x/O5jndjrLq6OiQxEkUSDhtDWOQWpYUit4R98eKrpqYGALBp0yYA0saNx9KdxEjTfeDg8J4uIyRkZWLRj38UVsPFRkqdP19UvPTsP6BgNDRlIUoe4w3xMhgMMJlMokLEYrGIhilJOYamzmKxwGq1wmw2w2azeXu7eGOMaHKGenpEz+PT0wM/6VT2eQlQwHGHILc4nU5YLBYYDAaYzeZRJ8hLma8XqXP6Iqp4sVqtMBqNaGho8BYkgY4JZxJRzoCzHbvvXwf3gHiuxcIbf4TE7GyFoppY2oL5aHnzLe/z7ggvXl7e/ygA4KqZP5rU8ZFO7o3E7HY7TCaTd2iSwWBAQUEBysvLvb0onvkWlZWV3uRhMplEvSxSjpmKtWvXQq/Xi9qcTidsNltMTeL3rIxjs9lgMBiwadMm0d4EvDFGJJFPoeE7xDpSqOIDizvWN0AORW6JmOLFs0TyyMIFkDZunMKPe2AAn6wzot9nqeEZV18J7aoihaKSJs1n0n7PgYMQ3G6oAt3YikJL5gSj0+n8FhIZje/qVlM9ZrI8sY2cUJmdnR1zyydrNBpoNBqYTCbo9XqUlZV5N1cbDW+MEY1O8NnHI2KLF3WAccf4BsihyC0R8duW3W6H0WgUJRTPmOORY8JHCsaYcJKH4HZj768fQ+cne0TtGUsWY8F3vq1QVNL5rjjm6u31K8Io/EnaSCyKeTYOczgc3sfq1auxZcsWpUOTndPpRElJiXeei4dOp/O28cYY0eT4FS+RekMvwLiVzi1Kb4AcitwS9n+z7HY7ysrKUFJSgrq6OtTV1aGmpgbbtp2a4O0ZEz6SxWLB2rVrA7p23/HjAb1fVv0D4z/ClCAIaHryKbS89Y6oPSkvF0vvNITNZpTjSdRqEZ+RIWrrborsoWMx57NJlRM9onlSpS+NRoP169ejrKxM6VBk53A4YLFY/AoTh8PhLVp4Y4xocgS/YWNh/yvmqALqMZpEbvFsgDzaIxBKb4DsS47cEvbDxgoLC+F0Ov1+6KqqKu9/yzUmvPHn9+H0B+9HojZ8519EmiPPPIdj/xLvmaFOTsayu9YGvrZ6iKhUKqTlL0D7Rzu9bR2ffIKc885RMCqaNCGGKhOJdDqd6MZQtNLpdCgtLRXlCLvd7p2478HFEoik8+95idBhY4EWXQrnFqU3QB5NsHNL2BcvbT57f4xFjjHhfceOY+fan2LFL+5B8vTpQT9/LBEEAQf/9g8c3izujlTFx2PZ2iqkLVigTGBTlLlsqbh4+Zjj2yMJd0EGVq1a5XeXrb6+HqtWrVIootDatGmTd7+WnJwcbNu2DWazWbTSjlw3xoiiUpiuEDppAdQek8kt0boBcihyS9gXL0rrO34CO9fehRX33oPUuXOUDiciCW43mn7/Bxz790t+ry368f9Bc9aZCkQVmMzTVgBPn7r72mVvwlBPD+JTUxWMiiYlxjteNBoNsj7bz8CTaIqLi2W5ERSONBpN0BZUICL/OS6+PTGRIuC4Fc4tSm+AHIrcwuJFgoFWB3beeTdW/PxupOtjayWeQAkuF/Y99jhObn3d77X8H3wXeRdfqEBUgctYshiq+HgIQ0PDDW43Ond/guxC3pGNCAKgkpKforjAGTk8iogoUL5zRXznwESKgOIOg9yi9AbIocgtkTmbSgFDHR34+K570LFrt9KhRAz34CD2PPSIf+GiUkH/w0rMuuYLygQWBHFJSUhftFDU1s6hYxFF0qRKIiKSxHeOi+COzJ4XBBh3qHKLlA2QR/JdyEquxa5CgT0v48hYshidez71Pnf19KDxnl9Af0Mlpl12iXKBRYABRxv2bHgEHY27RO2quDgsuulG5F0UmT0uI2WdtgKduz/xPvf9WSmcCRInVUZPBfPEE08AGO7G9wwJGDkueeQwgQURNgeNiJTnO9E9NoeNyZ9bwm0DZCVyC4uXcay492fY/aBRNDHbPTCAvb/6DTp274ZuzfehTkxUMMLw1L7zY+zZ8CgGfcZSqhISsNRwW9hvQilV1mkrcLj2Ge/zrn02uPr6EJecrGBUJFWs9axs3rx51MTisWXLFu+6/62trSGOjogind+wMc+w6gjjHgq850VO4bYBshK5hcXLOOJSUrD87jux56FH4PhAvMTbidcs6Npnw5Kq25Ayc0ZI43r58K9xVd71Ex4TaoLbjSPPPo8Df/074DNmVJ2cjGU/vQOaM04PeVxyyVi6BKq4OO9dGsHlQucneyJyAYJYFO2bUPp67bXXxnxt06ZNqKmpQUFBAZcBJqIpiU9PEz0f7OhUKJLADHUGFjdzyyly5RbOeZmAOjERSwy3YcZVV/i91m1vwoe33o7W9z9QILLwMtjZid0PrseBP//Vr3BJysvFafffG1WFCwDEJScjfaFe1Na+82OFoqFJETDctT/hQ+lA5VdeXo7rr78elZWVqK+vR35+vtIhEVEESvhshSmPwfYOhSIJzKCzfepvZm7xkjO3sOdFAnV8PPTXVyBj6VLYfrcR7v5+72uu7h588qAR01ZfhgXf+RYSMjNDEtPLzRtDcp2JCIKA1nffQ9MTT2Kg1X/yWHbhSiy66SdIyMwY5d2RL/O0FaJ5Ua3vf4D53/qGghGRVLE2bMzX/v37UVJS4h3nvGbNGqVDIqII5l+8BFAEKCjQuJlb5M8t7HmZhGmXXIQzNxiRMme232snt2yF9Yc34vhrlohdHnCy+o4fx+77HsAe4wb/wkWlwrxvfB3L7rozagsXANCeLd50qffQYfQcPqJQNDQpgoRHlHriiSeg1+shCAIaGhpYuBBRwPyKF595r5Ei4KKLuUX23MLiZZJS583FmRuMyL3wfL/Xhjq7YPvt49i59i50798f+uBCxD04iEOb67D9xpvR1rDd7/WErEys+PndmHtdqd+mVdEmY/EiJGRni9oc772vUDQklWcX5AkfSgcqg+uvvx4VFRVYvXo1GhoasHLlSqVDIqIokOCzsWEs9rwwt4Qmt0T3b5YyiUtJweJbb4bu+grEpaT4vd75yR7suPl22GueQH9L9KzaI7hcaHnnv9jxk1tw8K9/h3tgwO8YzVln4sxHN8TMpHWVWo2cc8S9L63vcQ5U2BMAuISJH1F0h2z//v1YtGgRNm3ahOrqarz22mveXZCJiAKVoBEPm4/UOS8Dgc55YW6RPbdwzssUqVQqzLzqCmjPLkLT759C6zv/FR/gduPYiy/j+Ktm5F1yMeZ89UtImTVLmWAD5B4cRPMbb+LwM8+j7+jRUY9JyM5G/ve/i9wLPgeVKhrvKYxNe+45OP7KqdU2uvbuRX9rK5JychSMiiYSa+OSCwoK4HQ6odFosG3bNpSXl4ted342xMPhcGDbtm2jnIGIaGy+w8ZcPT1wDwxE1JYSgssV+GpjzC2i1+XILSxeApSUk4OlVbeibftq2DduQt/x46LXhaEhnLRswcmtryPnvHMxp/QrSNdFxmo+rr4+nDBbcOS5FzAw1trcajVmXn0l5n3j64hPTQ1tgGEi67QViEtLhau7x9vmeO8DzPz8VQpGRROStJFY9NiyZYtos7CRRiYXZ4SOUyciZSWO8v0y2N6OpLy80AczRYOdnYHnBuYWL7lyC4uXIMleeRZW/uZRHH7mORyue9Z/cya3G63v/Bet7/wXmcuXIffCC5B7/nl+dyqUJrjd6Ni1G81vvo3W//4XQ51dYx6bvmgR9DdUIF2vC2GE4UedkABtURGa33jT29b63vssXsJcrN0d49wWIpJTXFqaaO8zYHgIVkQVL4EMGfsMc4v8WLwEkToxEfO+Xo5pqy/F0edfwAnzllHnhXTs2o2OXbth3/R7aM46E3kXXgDtuWcr1nMhCAK6bXY0v/U2Wt56e9Qlj0dK0+VjTulXkXPeOVE/IV+qnPPOERUv7R83YrCjM6pXWot0KneMZRgiIhmpVCokZGVhwHHqd4hIm7QfjBXSmFvkx+JFBsnTpkFX8QPMua4UR1/4N46/9Apcvb3+B7rdcFq3w2ndDvXjichYugSZy5YiY9lSZCxZLFsxI7jd6D18BB2ffILO3Z+gvXEX+k+cnPB9mcuXYU7ZV6FZeVbMzWuZiGblWVAnJp4qVt1utLz1NntfwpUAQMqK5sxBRESS+RYvA442BaOZvIG2AONlbgkJFi8yStRosODb38Scr3wZx156GUf/9SKGOkZffcM9MID2j3ai/aOdww0qFVLnz0PmsqVInTsXSXm5SMzNRVJuLuIz0iUVD+7BQQy0tqK/uQX9LS3oP9mMzj2fonPPpxjqGns4mK/swpWY/dWvIGvFcsnviTVxycnILipE63/f9bYdf82MGVdfyUIvTKlibFwyEZHckqZPQ3dTk/d576FDCkYzeT2HDgd8DuYW+bF4CYH49DTMva4Us798LdqsO9Dy1ltwvL9t1CFlXoKAnv0H0LP/gN9L6sREJObmIiErE6q4uOGHWg3B5YIwNARX/wAGWlsD6v5MnT8PeRddiNwLz0fy9OlTPk8smX55sah46dl/AF179yFj8SIFo6IxMb8QEQVV2oL5or3Oukf5HSacjfY716Qxt8iOxUsIqRMSkHPOKuScswqu3l44PqhH85tvwbl9h2iC20TcAwPoO3p0zGWLpypp+jTkXXgBci+6EGnz5wX13LFAc+YZSJo2Df0nTw3BO/6qmcVLWBIkrgjDLEREJFXagvmi5937D0AQhMBGIEymJyPAkQ6BbzDO3BIKLF4UEpeSgryLL0TexRdisKMTHY27PpuDsgddNpv/amUySMzJ8c6xyVy+FGn5+RziFACVWo3pJatx8K9/97a1vP0O8r//XcSn+m9mSgoSJE6qZH4hIpIs1ad4GerowGCbE4na7Cmd7+Vjv8VVM344qeOnarCjc8IFiybE3BISLF7CQEJmBnLOOwc5550DYLhnpWufDR27P0GXzYb+5hYMtLQOTySbwlhKdXIyknJzkZSbg5TZs5CxdCkyly1FUl5usH+UmDdt9WU4+PenAffwjD13Xx9a3noLM664XOHIaCQVAJWESZUs5YmIpEuePh3qpCS4+/u9bd3790+5eAmlngOBDxljbgkNFi9hSJ2YiMzly5C5fJmo3T00hIFWB/pbhouZoZ6e4XkuLhfgdkMVHwdVXDxU8fFI1GYjKTcHSbl5iEtLZY9KiCTlaKEtKoTjg1O7yB5/1cLiJRxxUiURUVCp1Gqkzp+Hrk/3etu69x9AdkH47zMVtPk5zC2yY/ESQdTx8UiePg3J06cpHQqNY/oVJaLipdtmQ5fNHvObeYYd5hcioqBLy18gKl6C0aMRCoHPd/kMc4vsuMMgUZBlrzwLiTk5orYjzz2vTDA0JpUgTPggIqLJSZvvP2k/EgRlpTEwt4QCixeiIFPFxWHGFSWitpa3/4uew0cUioj8CABcwsQP5hgioknxnbTfe/gI3IODCkUjjeByoedgEPakYW4JiYgYNlZdXQ2bzQYAsNvtMBgMKC4u9r5utVqxZs0aFBcXIycnBzabDfX19diyZQs0Go1CUVMsm3H1lTj87PNw9/UNNwgCjjzzLBb95EZlAyMv3v0iIgo+354XYWgIvYePIC1/gTIBSdB77Nj4e+9NAnOL/MK+eDEYDKisrIRONzxfwGKxoKSkBGazWVTA2O12VFdXQ6PRoLi4GLW1tSxcSDEJGRmY+fmrcOSZ57xtJ//zJuZ+7Tpu+hkWuBY/EZEc4tPTkDQtD/0nm71t7Ts/Duvipf2jj4N0JuaWUAj7YWN1dXWw2+3e58XFxSgoKIDRaBQdV1tbC0EQ0NbWhtraWm+xQ6SU2ddeA3Vi4qkGtxuHRxQzpDBBmPhBRESTlnXG6aLnbQ1WhSKRJqjxMbfILuyLFwCi4gUAtFqtXxtRuEnIysKMK8VLJJ/c8jr6m1sUioi8BEDlEiZ88OYYEdHkZRcWiJ63f9wIV2+vQtGMz9Xfj/aPdgbnZMwtIRH2w8Y8c11Gqq+vFw0ZAwCz2Qyrdbhy3rZtGyorK/2OGc2KFSvGfK2xsXGS0RKJzf7yl3Ds5VchfDZZURgawpHn/gldxfcVjox494uISB6as86EKi5ueB86DOc+50c7kXPO2QpH5q/j40bxfBd1gPf1mVtkF/bFi6+amhoAwKZNm7xtGo0Gq1atQmlpKQDA6XQiPz8fW7ZsQUFBwajnIQqFRG02ppesxvGXXvG2HX/NjFlfugbJ07hfj6KYYIiIZBGfmorM5cvQvvPUXJK2+oawLF58h4xlLFkc2AmZW2QXUcWL1WqF0WhEQ0ODaDK+TqcTzXHRaDQoKiqCwWCA2Wwe95zsXSG5zfnKl3DiNQuEoSEAgDA4iAN//AuW3H6LwpHFOCYYIiLZZBcViouXBisEQYBKpVIwKjFBEPyKF98hb1M4aWDvpwlFxJwX4NQSyQ0NDX6T8Q0Gg98cGJ1Ox3kxFBaS8vJG2fflHbQ37lIoougguN0BvBmAW8KDOYiIaEp8i4CBVgd6DoTXhpW9R46g7/gJUVtAxQtzS0hERPFit9thNBphNpu9PS7V1dXe16urq73zXUa+hyuOUbiY+7VyxKeni9qannjSOx6YJu/k1tcDeLcAlds94YMZhohoalLmzEaSz/DotvrwWnXMt9clUasNcEln5pZQCPvixW63o6ysDCUlJairq0NdXR1qamqwbds27zEVFRWiyflOpxMWi8VvOWUipSRkZmDu164TtXXbm3D8ldcUiiiyDXZ0Yv8f/xLYSdzCxA8iIpoSlUqF7CJxL8aUliR2uaU/Jsm3mMouLAh8WBtzi+zCfs5LYWEhnE4nysrKRO1VVVXe/zaZTDAYDN7ndrsdDQ0NnKxPYWXGVVfg+CuvoffwYW/bgb/8DTmfOxeJ2dkKRhZ5Dvz5Lxjq6Jj6CQTv/xARkUyyCwtEC9Z07P4EfSdPhsWCNf2tDrR/LJ73HPh8F+//kIzCvnhpa2uTdBx7WSjcqePjoav8ARrv/rm3zdXTg6Yn/4glt96kWFyRpuOTPTjxmiXwE0mZVBk+80qJiCJO1umnIS41Fa6enuEGQcCJ1yyY/83/UTYwACctW4ARcyfVSUnIOvOMwE/M3CK7sB82RhRNNGecjrxLLhK1tbz5FlrffU+hiCKLq68P+379WHBOxl2QiYhkFZeU5JfzTpi3wP3Z6ptKEVwuHH9VvBpt3kUXIj41JQgnZ26RG4sXohBb8N3/RVxamqht32OPo7+5RaGIIod905PoPXI08BMJAuByTfxgkiEiCsiMKy4XPR90OuF4f9sYR4eGo96KgdZWUduMKy8f4+hJYG4JCRYvRCGWqNEg/3vfEbUNdXXh00d/xdXHxtH81jvD3fzBwrtjNEJdXZ1o7qRHTU0NKisrUV1djcrKSlgsQRiySBRD0hbMR8aypaK2Y/9+UaFoRr9++qKFSF+oD87JmVtkx+KFSAHTVl+KnPM/J2rraNyFw3XPKhRReOs7cRK2320UtamTkwM7KVeEoc84nU6sWbPGr72mpgZmsxkmkwlVVVUwmUyorKz0W5qfiMY348orRM87du1Gx+5PJL9fENwTPqTq3LsP7R/t9IkvCL0uHswtsmPxQqQAlUqFhT+8HknT8kTtB/+xeVJf6LFAcLnw6cO/PDXh8zP6GyoCPDHvjtGwdevWoaioyK/daDSivLxc1FZaWop169aFKjSiqJB7/nlIzMkRtR159nlFYvG9bkK2BnkXXRi8CzC3yI7FC5FC4tPTsPiWmwD1iH+Gbjc+ffhRDHV1KxZXuDn4j83o3LNH1JZ3yUWYdsnFUz+pIAyvMjPRg0km6nmGhflyOp2w2+3ejZE99Ho96urqJjzvihUrxnwQxRp1QgJmXXuNqM3xwTb0HDwY0jh6jx71WyBn1jVfgDoxMTgXYG4JCRYvRArKXLYU874uvrPb39yCPQ89DPfgoEJRhY+Wd97F4dpnRG3JM2ZAV+k/xGfSpCQYimp2ux0AoNPp/F6rr68HAGi1WlG773MikmbG5cWIT08Xtdk3PQkhRL/IC4KApif+ICoc4lJTgztkDGBuCQEWL0QKm/PVLyPzNPHdWOeOD7HvscdD9qUejtobG/Hpo78SJRpVXBwW33Yz4lNTA78Au/ZjnslkQkXF6MMPnU4nAPj1vPi+PpbGxsYxH0SxKC4lBTOuvlLU1v7RTjT/541x3/dy88ZxX5d6XOs7/0Vbg3i+2owrL0e8z+qfAWNukR2LFyKFqeLisPjmnyAhK1PU3vyfN3Dgz39VKCpl9Rw8iN0PGCH49D7N//Y3kbFoYXAuwgQT0zyrh41lrKLF4XDIFBFR9Jv95S/5zX1pevKPGOzokPW6Q11dsG96UtSWkK3BnK9+JfgXY26RHYsXojCQlJuDZXfdCXVSkqj9yDPP4diLLykUlTL6W1rR+PP74eoWz/uZceXlfmOmp0yQsBqMm0kmWlmtVmg0mlGHi3l4XvPtYZmoR4aIxhafmuI37HeoowP7//BHWa+7/49/xqDPv2Xdmh8gPl2GXhfmFtnFKx0AEQ3LWLwIS6puxe4H1ovGxNo3PYlErRY5550r6/VfPvZbWc8vxVBXN3b94n6/zcO056yCruIHUKlUQbsW99SJXQ6HAzabTbSvS319PRwOBwwGAyorK6HT6aDT6WC321FQUOA9zmazobS0VImwiaJCzjmrkHPeOWh9931v28mt/0HuBecju7Bg1Pe80lIz5es5P/wIJ14T78+UvaoQOZ+TJ6cyt8iPxQtRGNEWFWLhDyux77HHTzUKAvY8/EssrboV2rNXKReczIa6urDrvgfRc0C8+kzGkiVYfOvNUMXFBfeCvPMVs4qLi1FcXCxqq6urQ3FxMYxGo7fNYDDAZDKJihWLxYLa2tqQxUoUjfLXfB/OD3eKlsDf8/AvceaG9UiZNSto1+k7cQJ7HnpY1KZOToa+ck1Qb4aJMLfIjsULUZiZXlKM/lYHDv39aW+bMDiI3euqsfCHlZheUjzOuyNTf3MLGu+9D72HDovaU2bPwrK71iLOZzhdwDzLWUo5jqKapxix2+3eJZA9PS+eyfyVlZXQ6/Ww2WwwmUyinhgimryknBzM/9Y3YDdt8ra5urux+wEjzqh+MCiT6F29vdj9wHoMdXaJ2ud/4+tIyssb410BYm4JCRYvRGFobnkZBhwOnHjVfKrR7ca+xx7HQJsTc8q+Kt9doxDrPnAQu+69DwOt4onQCdkaLL/nbiRkZshzYSYPwqleGJPJNOrrY61GRkSBmXHl5Wj/aKdo35Xew4ex6977sfxnP/VbVnkyhrq7sfv+dX49+dqzV2HmF66e8nklYW6RHSfsE4UhlUoFfeUaTLvsUr/XDv7177BvrImKcbXtjY3YufYuv8IlUavFinvvQfL0abJdW3C7J3wQEZE8VGo1Fv3k/5C6YL6ovXPPp/j4rp9jwNk+pfMOdnSi8Wf3omPXblF7ytw5WHTzj6FSy/urL3OL/NjzQhSmVHFxWPjjHyFRm43Ddc+KXjv+ymsYaHNi0U03BmfPEwU0v/UO9v7qN37LIafMmYMVP79Lvm59ABAAuKR07Qd+qZqaGjQ0NHiHHZWVlfnNtyAiikVxKSlYducd+Oh2AwbbTy2X3N3UhB033YpFP/k/ZK88S/L5nB9+hL2/esxv0Zf4jHQs++la+fMlc0tIsHghCmMqlQrzv/UNJGqzh9eoH9Ed7Xj/A+z4ya1YfPOPkbl8mYJRTs5QTw+aNv0eJ7f+x++1jKVLsOyutUjIkGmomJcACFLufgWWYWpqamA2m0UTvPV6PWprazlvgogIQPL0aTjtgfvQ+LN7MTBiH6XBtjbs+vl9mLb6Msz56peRMnvsify9x47hyLPP+60qBgAJGg1W3PszpMycIUv8YswtocDihSgCzPz81UjQZOPTR34JYWjI295/8iR23nk3Zn/lS5j39XKoExIUjHJi7Y27sPeXv0b/yWa/17Rnr8Li224O/uT8MQhu+cclG41G0epVAFBaWop169ZxxSoios+kzp2D09fdh4/vvhf9J0+KXju5ZStObn0dmpVnIeu0FUhftBDxqakY6ulB1z4bOj5uRJt1+6hzTRJzc3HaffcEdQWziTC3yI/FC1GEyD3/PCRkZmD3OiNc3aeWl4Qg4Mgzz8Fp3YHFt/wYqfPmKRfkGNyDgzj4t3/gyHP/HDXBTL+iZHjpymAvhzweSXfHps7pdMJut/ttZqjX61FdXS3rtYmIIk3yjBk4o/pB7P31b+G0bhe/KAhwWrf7t48j64zTseimG5GUkxPkSCfA3CI7Fi9EESTr9NNw1qMbsPeXv/GbjNjd1IQdt1Rh5uevwpyvfAkJWVkKRXmKIAhwvPc+Dvz1737LIAPD4511FT9A3qUXh3T1tMHEPhydvUvCcf3Yt28fVqxYMerrjY2NY763vr4eAKDVakXtvs+JiGhYYnY2lv/spzj+0ivY/9Sf4B4YmPQ5VAkJWPDtb2LmF66WfXK+L+aW0GDxQhRhkqdPx+nr7lc6DElUKhVyzjsXOefJs5PxVMydO3dSx9tstildx+l0AoDf3bGRr4/1GhFRrFKpVJj5+asw8/NXKR3KpDC3hA6LFyKKKRs3bgzJdcZKHg6HY9R2IiKKXMwtocN9XoiIZKDT6QCcukvmMdFdMyIiorEwt7B4ISKShU6ng06ng91uF7XbbDaUlpYqFBUREUUy5hYWL0REsjEYDDCZTKI2i8WCtWvXKhQRERFFuljPLSpBGGXdUiIiCopY3gWZiIjkEcu5hcULERERERFFBA4bIyIiIiKiiMDihYiIiIiIIgKLFyIiIiIiiggsXoiIiIiIKCKweCEiIiIioojA4oWIiIiIiCICixciIiIiIooILF6IiIiIiCgisHghIiIiIqKIwOKFiIiIiIgiAosXIiIiIiKKCCxeiIiIiIgoIrB4ISIiIiKiiMDihYiIiIiIIgKLFyIiIiIiiggsXoiIiIiIKCKweCEiIiIioojA4oWIiIiIiCLC/wMDrPWapQrvgAAAAABJRU5ErkJggg==\n", 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yHjx4oMFgoF6vp4uLC5rCAWCDnZycSJLq9XpYR9i2HVkYcDgcqtfraTgchnVCnHT7+/vyfV+1Wi2yz9PT05SPCgCyqzAajUbrLsRt0lw11nVdHR0dyfd9FYtFlctlNRqNsN9uFjCgfBIDyDcX1/t3uM6RRW/+5i/rLgKwFb5+/MG6i5C4zAcdpmmq0WhE+staliXP8yIBxSLpXNfVcDiM1WqyLvwIm8SPsc23zdc91zfyhkAEWNwmBhezZHpMxypWjQUAAACQrkyP6Uh71VhJ6nQ6cl1XknR5eal6vc6qsQAAAECCMh10xFn9ddp7cdMVi0UdHh6GXbB839fu7q4uLi5uHS8CAAAAIL5MBx1prxobzLl+M93BwYEsy1Kn07l1H7RmAAAAAPFkekxH2qvGBgPLx9OObwMAAACwuMwHHWmuGttsNsPxHAHP8zI1Ze7DL18wm82/41wAAADkU6aDDindVWNPTk4ig8Z931e321Wj0Uj4KAAAAIDtlekxHVK6q8bati3LssLXnuep3+8ziBwAAABIUOYXB8Rr27xYWoCuVdtjm693rnNsAhYMBCZt00KA02S+exUAAACAfCPoAAAAAJAqgg4AAAAAqSLoAAAAAJAqBpLn0LYNsmVg7fbZtmv8Jq53bCoGl2ObbPug8Wlo6QAAAACQqsyv0wFg+wRP+7epxYMWDgDAJqOlAwAAAECqCDoAAAAApIruVQAAIHXTBtYyuBybgEHj8dDSAQAAACBVBB0AAAAAUkXQAQAAACBVjOnIoW2ZTpQpRLEN1zrXOQBgGxB0AACAtWBwOfKGQeOLo3sVAAAAgFQRdAAAAABIFUEHAAAAgFQRdAAAAABIFQPJAWTeps5ixcxV6+U4jvr9vkzT1GAwUK1WU7lcTjxdu93W5eWlGo1GksUHgFwh6AAAbB3HcdTpdNRqtcJtpmmq1WqpVColls73fT169EgnJyfJHgAA5AzdqwAAW6fRaOj4+DiyrVqt6vz8PNF05+fnOjg4WK6wALABaOkAAGwV3/fleZ6KxWJku2maajabiaVzHEf1el31ej122fb29ma+d3V1FTufPGPtDmQFa3Iki5YOAMBW6fV6kqSdnZ3I9vHXy6TzPE+SZBjGwuUEgE1CS0eOMbgWAObn+74kTbRY3Hx/2nvzpLNte6GB49vSmgFg+6TS0nF2dqaf//zn4etPPvkkjd0AALZIUnXLrKBhOBwmkq7ZbM7VpQoAtkHiQcevfvUr2baty8vLcNs777yjjz76KOldAQC2RJJ1S9DlKWi5CNzVkhEnneu6KhaLdKsCgDGJBx39fl/D4VBHR0fhtqOjI3W73aR3BWDLbErXu4dfvtiYY1mVJOsWwzBkGEY47iIwGAxUrVaXSjccDjUYDGRZVvhfr9dTt9uVZVkTaQFgWyQ+pmPagLqvvvrqzmZrAABmSbpusSxLtm1HgoxutxtZf8N1XVmWpVarFbZ+3JWuXC5PLBTYbrdVLpdZHHAJzGiFtDFTVfoSDzp2d3f1ySef6NWrV5KkL774Qo8ePYq1yisAANMkXbcEi/XV6/VwZXHbtiML/A2HQ/V6PQ2HwzDoiJMuEAQjnuep3W6H6eh6BWAbFUaj0SjJDF+9eqWjoyO5rqtCoaDRaBT2c33zzTeT3BXG5H0WK7qbII68X+cS1/oiqFswjpYOJImWjvQl3tJx79499Xo9XVxcyPM8GYYR6YMLAMC8qFsAIN9SW6fj6OiICgEAkCjqFgDIp8SDjrOzM5mmGdnm+74Gg4F+//vfJ707AMAWoG4BgHxLPOgIZucIBt35vq/79+8zcA4AsDDqFgDIt8TX6fj222/17bffajgchv8dHR3p4uIi6V0BALYEdQsA5Fvis1dN43mePvroI3366adp72qr5X1WH2b0wTzyeL1zjSeLugXjmNEKcTBT1Xok3tIxjWEYury8XMWuAABbgroFAPIj8TEdh4eHEyvH9no9HR4eLpyn4zjq9/vhQky1Wi3WglC+76vb7cqyLHU6nal9fxfNGwCwOmnULQCA1Uk86CgWi7p3754khRVEuVwOV3Gdl+M46nQ6arVa4TbTNNVqtaauABtwXVfdbleGYcjzPPm+n1jeAIDVSrpuAQCs1krGdCzDNE01Gg1Vq9Vwm2VZ8jwvEizMEsxw0u/3JwKJZfPOmjz2cb+J/u6YRx6vd65xYPUY57HdGL+RHSsZ07Eo3/fleV44RWLANE212+3M5g0AAADgO0t1r/rxj3+sQqEQvh7/AX+zS9P19bX+8Y9/zJV/r9eTpIl+vOOvF7Fs3nt7ezPfu7q6WrxgALDl0q5bAACrt1TQcXJyMrW1YJppYyrippmVv+/7sfa96rzXJei6kaduJ3Q3ATAu7boFALB6SwUdp6enSZVjqlkVznA4XHvetGYAQDrSrlsAAKu3sjEdf/zjH+dOE0xxO/4k665WinXnDSB9D798kZuWsjyVNW8WqVsAAKuX+JS5kvTFF1+EYyak1z/kz8/P9ctf/nKufAzDCKe8vTnz1GAwiMw4tYg08wYAJC+pugXbZdrsRcxotZmYqSrbEg86fvvb38qyLBWLRRUKBY1GI7169Wrh5nLLsmTbdiQQ6Ha7kSltXdeVZVlqtVoTLRS3dZeKkzcAYP2SrlsAAKuVeNDhOI6ur6/18uVLOY6jx48fq9vt6uuvv14ov2Dhp3q9Hq4abtt2pHViOByq1+tpOByGQYfnebJtW67rSnodYJRKJR0fH4dp4+QNAFi/pOsWAMBqJb444MHBQdj8/f777+vTTz+VJB0eHury8jLJXWEGZq/CNsnD9c51vjzqFiSJ7lWbie5V2Zb4QPKdnR397W9/kyTt7u7qT3/6kz777DN5npf0rjBDHgat5qGMALKDugUA8i3x7lWNRkO2beunP/2pGo2Gdnd39erVq7ArEwAA86JuAYB8S7x71bhXr17J8zy98847ae4GU2S52wmtHEhKlq/zANd78qhbkDS6XOULXanyJ/HuVf/85z8jr+/du0elAABYCnULAORb4kFHsVjU+++/r88++yzprAEAW4q6BQDyLfGg4/r6WtVqVY8fP9Zbb73FarEAgKVRtwBAviUedNy7d0+PHj3SX//6V/V6PV1fX+utt97Sr3/966R3BQDYEtQtAJBvic9edVO/39fl5aUGg0GauwEAbBHqFgDIn8SDjs8++0ytVkvPnj2T7/s6OjpSp9PR0dFR0rsCgHBmqCzOYsWsVcmhbkHaps2GxIxW2cBMVZsh8aCjXC5Lkk5OTmRZlnZ3d5PeBQBgy1C3AEC+pbI44MnJie7du5d01gCALZVG3eI4jvr9vkzT1GAwUK1WC4ObJNI1m83w3y9fvlS9XpdhGImVHwDyJPGg4+OPP046SwDAlku6bnEcR51OR61WK9xmmqZarZZKpdLS6SqViur1uqrVqiRpf39f0uvgCQC2UeKzVwEAkHWNRkPHx8eRbdVqVefn50uncxxHw+EwDDgk6ezsTPV6PYGSA0A+pTp7FQAAWeP7vjzPU7FYjGw3TTPSJWrRdJZl6ezsLPKZmwHIbfb29ma+d3V1FSsPAMgigg4AwFbp9XqSpJ2dncj28deLpPN9X77vq1gshoHIYDBQpVKJHXgAwCZKZcrcg4MD/ehHPwq3/fnPf9YvfvGLpHcFANgSSdYtvu9L0kSLxc33p70XJ53neZKkVqulTqcTvmeapqS7WzxozQCwqRINOs7OzrSzsyPbtlWv1/Wzn/1M0utZO7744gv95Cc/SXJ3uEMW1y9g3QIA80q6bpkVNAyHw8TS1Wq1yOtqtSrLsmjtyBnW7lg91uTYXIkOJN/Z2dHHH3+sp0+fRmb2ePTokZ4+fZrkrgAAWyLpuiWYtjZouQjc1ZIRJ13wmWldtYJWEADYRokGHTef9ozPRc7c5ACARSRdtxiGIcMwJoKAwWBwa0tEnHRB4DH+Gd/3qQcBbLXEWzp+97vfSZIKhULkvVevXiW5KwDAlkijbrEsS7ZtR7Z1u93IrFOu66pSqURaNuKks217ogWm2+2yRgeArZbomI6PP/5YBwcH+sMf/qBisahKpaJ79+7JdV39/e9/T3JXABCRpTFMjF1KVhp1y8nJiSSpXq+HK4vbth1Z4G84HKrX62k4HIZdruKkK5fLOjs7U61WC1s9bNuOtdo5AGyqwmg0GiWdqWVZevLkSfh0aH9/XxcXF5FZR7A6WfgRFuDHGNKWheud6zwd1C3IAgaSp4uB5JsrlaAjEDR737t3L61dYA7r/DHGjzCsCkHH5qNuwToRdKSLoGNzpbo4IBUCACBp1C1YJ6bRTQ4BxnZJdCA5AAAAAIwj6AAAAACQKoIOAAAAAKki6AAAAACQKoIOAAAAAKki6ACwUR5++WKtU9YyXS4AAJMIOgAAAACkKtV1OgAAADYda3fcjTU5QEsHAAAAgFQRdAAAAABIFUEHAAAAgFQxpmOLBLPqvHj74cr3CQAAgO1FSwcAAACAVBF0AAAAAEgVQQeAjbTqrn3rXpQQAIAsy8WYDsdx1O/3ZZqmBoOBarWayuXynel831e325VlWep0OjIMI/K+67p69OiRyuWyHjx4oMFgoF6vp4uLCxWLxZSOBgAAbLptXruDNTkwTeaDDsdx1Ol01Gq1wm2maarVaqlUKs1M57quut2uDMOQ53nyfX/q5zzPU7PZVLFYVLlcVqvVIuAAAAAAEpT5oKPRaKjRaES2VatVnZ+fRwKRcaVSSaVSaWawEWi1WrFaTQAAAAAsJtNBh+/78jxvouXBNE01m831FOrf7e3tzXzv6upqhSUBAAAAsi3TQUev15Mk7ezsRLaPv15Gp9OR67qSpMvLS9XrdVo+AAAAgARlOugIukbNGmPh+/5S4y+KxaIODw9VrVbD/HZ3d3VxcXHreBEp360ZN2fYSWuhQGbxAYD1Go1G+te//rXuYuCGb//f/13p/kajkSSpUCisdL/ffPPNSveHxbzxxhsrvTYyHXTMCiiGw2Ei+RuGEZnRqlgs6uDgIJztCgCAPBqNRnrvvff0+eefr7so2EI//F/rLgHiePfdd/X8+fOVBR6ZXqcjCAjGB4Pf1QISl2VZ8jxvYp/j2wAAyJtVP90GgNtkuqUjaInwPC/S3WkwGIRdopbRbDZ1eHgYae3wPG9iPQ8AAPKkUCjo+fPn+s//7c+J5fnif/w8sbywGuvqXoX4Hv73/722fT//3S/oXnWTZVmybTsSZHS73ch0ua7ryrKsqWts3NYV6+TkJDJoPFhMsN/vJ3cAAACsQaFQ0P/5n/81kQXpWOwNSMf3/sN/XNu+Vx2MZj7oODk5kSTV6/VwRXLbtiMtH8PhUL1eT8PhMAw6PM+TbdvhzFSWZalUKun4+DhMa9u2LMsK8/E8T/1+/85B5ADyIZjQIK0JE27uAwAAzFYYBW1v2ErMXoVtQNCBaRzHUb/fDx9o1Wq1WFOmx0nXbrd1eXmpBw8e6OXLl5GZEleNlg4g25L4js5rHd/pzLd0AACQNMdx1Ol0Il11TdNUq9W6tbU7TjrHcWQYhhqNRviZer2uYrHIOlAAtlamZ68CACANjUZDx8fHkW3ValXn5+dLp2u1WhOL2FYqlbC776ot+0STVg4gXav+jq3rO03QAQDYKr7vy/O8iYlHTNNUu91eOp1hGDo6OlK32w232ba91laORX9kEHAASArdqwAAW6XX60nSRGvE+OtF0zUaDfV6PVUqFZXLZRWLRTUajViTlOzt7c187+rq6s70AJBVtHQAALbKXQvMji9IO2+6YrGos7MzlUol9Xo9tdttPX36dPECA8AGoKUDALBVZgUNt63rNE+6YCr2fr8v3/dlWZaazaZ835dt27fug9YMAJuKlg4AwFYxDEPSZIvGXS0ZcdJ5nqd2ux3OXFUsFmXbtmzb1rNnzxIpPwDkEUHHlnv45YtE1xlIOj8ASJphGDIMQ57nRbYPBoNb19KIk873/TA4uSlY6BYAthVBBwBg61iWNdHVqdvt6uzsLHztuq4qlUqkZeOudKVSScPhcGJ63PG812HemaiYuQpAkhjTAQDYOkHLQ71eD1cWt207MsPUcDhUr9fTcDgMu1zFSXdxcaHz83M9ffpUDx48kPS6leT09HRFRwcgb4IgP83Vydf9IKEwGo1Gay0BMuHF2w8TyYeuVciypK5ziWsd+TTPD5p1/0ABttEmBx10rwIAAACQKrpXAQCwJdb9pBPA7b5+/EEqrR1Z+O4TdEDSd11FFu1+QlcTAAAAzEL3KgAAAACpIugAAAAAMiLprlBZ6FolEXQAAAAASBlBBwAAAJAhWWmdSBIDyQFsjWUnTLiZBwAAiI+WDgAAAACpIugAAAAAkCqCDgAAAACpIugAAAAANlCWBqQTdAAAAABIFUEHAAAAgFQRdAAAAABIFUEHAAAAgFQRdAAAAABIFUEHAAAAgFQRdADYOg+/fKGHX75YKB0AAJgfQQcAAACQMcuusZGlNTokgg4AAAAAKfv+uguAbAm6j7x4++FcnwcAAABmIejAVAQTAAAASArdqwAAAIAMytq4jGUQdAAAAABIFUEHAAAAgFQRdAAAAABIVS4GkjuOo36/L9M0NRgMVKvVVC6X70zXbDY1GAwkSZ7nybKsiXSL5g0AAAAgnswHHY7jqNPpqNVqhdtM01Sr1VKpVJqZzrIs1et1GYYhSep2u6pUKup0OmFQsWjeAAAAQFZlcQB65rtXNRoNHR8fR7ZVq1Wdn5/fmq7dbsvzvPB1uVxWqVRSo9FYOm8AQP45jqN6va5ms6l6va5utxsrne/7arfbMk0zUs8kkTcAbKpMt3T4vi/P81QsFiPbTdNUs9m8M/14ZbCzsxNuWzbvvb29me9dXV3dmR4AsD6LtnS7rqtutyvDMOR5nnzfTyxvAJjm68cf6M3f/GWuz2dRpoOOXq8n6XWwcNP462mCsRzj+QVdq5bJG8BmYBHM7dVoNCIt39J3Ld03g4VxpVJJpVJparCxbN4AMEtWA4l5ZDroCG7q460RN9+f9d44x3EkSU+ePEkkb1ozACCflm3pTjNvWtEBbKpMj+mY9aN/OBzOlY/rumo0Gur3+2GeSeUNAMiXNFu6aUUHgOky3dIRzDw13ox9VyvFTcFUuTcDjqTyBgDkT5Kt6EnnTWsGgE2V6ZYOwzDCwXo3DQYDVavVO9N7nqdGo6FOpxPe5IPm7WXzBgDkU5ot3bSiA8B0mQ46pNfrbdi2HdnW7XZ1dnYWvnZdV5VKJdJq4XmearWaKpWK2u222u22HMfR5eXlXHkDADZLmi3dtKIDwHSZ7l4lSScnJ5Kker0erhpu23Zk2sHhcKher6fhcBje0Pf39+X7vmq1WiS/09PTufIGAGyWmy3dN+/3SbR0p5k3AORZYTQajdZdCAAAVslxHLVaLXU6nXDb+FoaruvKsiy1Wq2JFgrP82Sapvr9/sSDqjh5A8C2yXxLBwAASVu0Fd3zPNm2Ldd1Jb3uplsqlXR8fBympRUdACbR0gEAAAAgVZkfSA4AAAAg3wg6AAAAAKSKoAMAAABAqgg6AAAAAKSKoAMAAABAqgg6AAAAAKSKoAMAAABAqgg6AAAAAKSKoAMAAABAqgg6AAAAAKSKoAMAAABAqgg6AAAAAKSKoAMAAABAqgg6AAAAAKSKoAMAAABAqgg6AAAAAKSKoAMAAABAqv4/BRhBDrOiaQgAAAAASUVORK5CYII=", "text/plain": [ - "
" + "
" ] }, "metadata": {}, @@ -846,16 +837,16 @@ } ], "source": [ - "sized_fig(1, 0.618/2)\n", + "sized_fig(1, 0.618 / 2)\n", "plt.subplot(1, 2, 1)\n", - "clusterer.cluster_condensed_trees_[3].plot(select_clusters=True)\n", - "plt.ylabel('$e$ value')\n", - "plt.title('Branches in red cluster')\n", + "clusterer.cluster_condensed_trees_[3].plot(label_for='cluster')\n", + "plt.ylabel(\"$e$ value\")\n", + "plt.title(\"Branches in red cluster\")\n", "plt.subplot(1, 2, 2)\n", - "clusterer.cluster_condensed_trees_[0].plot(select_clusters=True)\n", - "plt.ylabel('$e$ value')\n", - "plt.title('Branches in blue cluster')\n", - "plt.subplots_adjust(0.1,.05,.95,.88,0.4,0)\n", + "clusterer.cluster_condensed_trees_[0].plot()\n", + "plt.ylabel(\"$e$ value\")\n", + "plt.title(\"Branches in blue cluster\")\n", + "plt.subplots_adjust(0.1, 0.05, 0.95, 0.88, 0.4, 0)\n", "plt.show()" ] }, @@ -875,7 +866,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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", 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\n", 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", 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" ] @@ -987,7 +978,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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" ] @@ -998,7 +989,7 @@ ], "source": [ "sized_fig(1)\n", - "g.plot(edge_alpha=0.2)\n", + "g.plot(node_size=3, edge_width=0.2, edge_alpha=0.2)\n", "plt.title('FLASC labels')\n", "plt.show()" ] @@ -1019,7 +1010,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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1MVkpNiUsjzV+PYBagtQTSKy3eDqBzCGJYWinaXziC//CnnvtsPl2XFEURVGUSUeF5nbM8JpRXvaE/6Y11iZNLe12jvQ3IE38Ak58bGbuECeYxHrhGIVmO/NudMC0MshyxBpcLQEHiYi3hCYW0gQxQCMtXOsCXngaQ5pa/vXNJ/C8Fx6JMdpFSFEURVG2BVRobofcc8cDXPrja/jFd/7EmlWjpfAzBumrl0KzivOikdyVFs3RJq6eQppgBEyek/fVoC+FzGGzHNrOLyv49ftS/zp3YL2VtLB+Ao953Dz+473PYeasKZvxiCiKoiiKMhmo0NxOWLt6lCt+cR2//fG13HTtHX5icG1jCOZFEGuQeq0Qm2lqybKuGEwRMAaX57ihfj9U22GcwzWCkBTBZA7jpFzH+fVILI8+bA/+ft1dYVY5HWDa9H7e/u5n8aRjDpjMQ6IoiqIoyiSjQnMbJmvnLPjDLVz6o2v486U30W5lAFhr2P+wPfjH3xZ3rmAMSS0lE0Gs8WIziEZy5wWptUV8Zt6XIn3BFS74pKCKdRIRTNthuk8xY6jXE1qtnL7+GmMjvq2lAFOGBli7tgnAM55zKG98y9PoH6hP1iFSFEVRFGUSUaG5DbLwpiX89kfXctlPF7DywbXF9B13m8HeB8yhf7DB1X+4lTVZDsZgHEEsVk6FKDBDDGUhNkUKAeoAN73h58fEoWidjH+dw2SVedXxA7vuNoMli5cDXmwedvRc/vbXOxGBXXadwekffB4HHbzb5B0wRVEURVEmBRWa2wjLl63m0h9dw28u+AtLbl/mrY8YbM1iMOSVEkRSS8gHGlBPvCVyLOOhpt/kAzWfTR5c5STWe+GdI68lGCeYXLC5C2KTUoTin1ffOwcccPBRe7B08UqWPziMtYaXveqJvPxVTyLtFT+qKIqiKMojEhWaWzkiwjtfdg433nAPZPmEgtEYQ62eIomlnTvy1HqhGRJzzFjWke3tCMlB0+teHOY+3rK0fobQTgOuv+anZc4bMROLq1vvQs+DkMzDOiFW0wBZzc9Powa2hqxuvds+zDNtwQo+vtPCk5+wL89+1mHsf8AuTJ/erxnqiqIoivIIRoXmVs43v/RbfvCtK8kc3k3dyr0o7LWwLRNuXGJD2aGQENTKvNgMmeCuniD9abE8UAhMBPLE/00coSi7d5/7iZa8FoSmE4x0ri9OcI3w3oKP43QCGFxqfFH3kKDkhSlILpAYSAAHpuX3MTcCWI578n485xmHctCBuzBlSt+kHGtFURRFUTYOFZpbMXnu+JfnfpplS9eE7HEvL+fsMsTTn/Vodt9zB2xisNZy/YI7+PF3/oQIHPv0g7n/wWFu/Pti9po7m9sXPwiAaeWYLEfSBJcYpJGUQtPrQCBYO+txukCwOpbF3b0LnEZSZJsbARfiOhMEF4WoIbjd/TKSGFyY7pOITFhEyuXD+0ouxXaYXLCZYDKoJZYZMwbZZ58dOebJB/CUJ+1Hf78mFCmKoijK5kaF5lbMX69exHv+7ZtMmdrHv/3HM/nMx35Bq50XgvOJxx7Aa974VO667X4+9u4LcE44/jmHsefcHfjB//yJNWubkOW+nmXDF14nc14UJvhuPoaym48AxgQRaTviLAmxmEbwFkwR8kbixWGYnzcskhpMK7jgE8rySgC54GoGLJiMIoHICKHeZngvE9z6cX0RTB4Mq5l3t1ctuoIXxyTwkhcexamvOVZjPRVFURRlM6BCcyvm7A/9iEsv/hvPPuko3vK+57Ls/lX81zu/zy3/uLeokWkM4ARp50yZ0mA4lA6SxHoBGWIvXS20lhSBtiPtT2nj3dykpRs8ZqIL4BLj3dkxyzwITOPwNTWNCQlH4jPUB8oMdpMFsVlkqPvnLgGs8aLV4V3tFLlNxWup0SkyBT8zZsC3xCclWcI2QrtmoGaZNX2As09/AQfO23kzflqKoiiKsv1h17+I8khkdKTJH3/3DwDmP+cwAGbvNJ3PfOP1vOw1T/IZ4M6RpYasLyEfqLG62SavuNgB0lrCnN1n+qSaUFDd1BPaub//sMBuO033YtAaBgcbPOEJ+2CAgSTBtFxZiN16t3e7ZmhNr5EPWDIj5MYgKZgxKTLOJTVIEIDVzkExnrO4+zHgapD1GfIUxHaJzHYQmaac5i20BuoWgoteTEgwsvDg6hFe/97v8Mmv/JY1w2OT/VEpiqIoynaLCs2tlCsvu5mx0Ra77D6TAw/xNSZbrYz/+/0t3LFoGUnNllbKWgJ9KTK1gQw1yIcaJDP6cHXL0Jzp3H3/Kq/PAJy3PsYzo9Ff5+57VoREHxgea/N/V94KQHOsjRXxXYHajlwEVzfQH8RdPYE+i/T7eE9pGMjKDkGSGpz1metFkfeQgS4WXNSfFr9sUrrLMytkAnnD+PVDHlIhoo0pz26BPXedgfe5+z/Owg9/fR0ve+vX+c0f/oEa9hVFURRl06Ou862U97zxm/z1qkW88rRjOewxc/ntL//GFZfcyNo1pYXODvXTKlo/hokVa2b84McVUw9Pc7wg84k+ply9khhkKqu0piTeTV3pDNQRxxmfu+D/TsrXJisNm1ndIHVv7bRjoSd66ssd4UBsxZ2fCzb3rvjcAbWwrbFsksAB83bi+GMP5HPfucK/bc2S546hwX5WrxoF4KhD9uAdrzuePXed+VA+DkVRFEVReqBCcytk2f2reOmzPgXA9On9rFo95l3fBhp9KTNnTaV/SoO77l1BywkpkOZCM3dF3KIklrzuLY2m6Uh6JNC0+n2MpckE2zW/KLwecIkJtTOpWBXHb3vUqC68stEKKV5sAmR1kEYlnrMlvhSSE8RSJieZIDRdKPVZC5npAjbzLnUTxKnBW0UB9thlBnfet4I0sZx47CFc/LsbabUzamnCy058DK96wdE0GrWH8QkpiqIoigIqNLdKrvrDP3nvBy7E1RPvtp6gbqbEupnOecEVpxto96XQZ6nGR9q2d4Mj0Kob6Es6+5bnYDPxSeQGqHlB598Lb3msCk0n5frGr+Nq+PcL000WyhJVEntcDfK67azPKWWJI2Mrexsy3Z0FScv3tk3pTIpPQBwYCzaHoSl9rBoeY9cdp3PmO07kS9/5A3/+6+0A7LLTdN7xuuN5/OF7P6zPSVEURVG2d1RoboXkueP4Z55ViWsMcZJ5l1UyliZyEgqiB00ZrI8uDUI0usOhyB53Fu+ejqdHRbWJgNR9vKRpCUkLP4YNw3S7zsM6+UDo+iMVYRk6DZncC0FnvKBMGrZSO9P4wuzGv4/NS1c+ziGYDpEJYEddkW0uFvK6IRTz9DU3QxKRCZN3mTWNWTOmcOfdD7Jm2GfmH/vYfXnra45jx1lTN9VHpyiKoijbFSo0t1IuuOAqvvKNK2jleYcFcTBNefLj9+XxT9qPn/zoL/z9xiX099XotwnLVwxDzYs9V/dCTkzIzo41KoOAc5bSohiJGeP4zG8JMZam7d3bRfxmtGpWhGZuwfXZcp3gzi7iNYHcAqGcJw6sC6ZTixfFltAtyM83gi/NFEsYVeJATdtvj5iQcFQL+xNLIYkvCG9yvy22KJHUSZJYTjz+YN786uOo19LxCyiKoiiKMiEqNLdiRkdbfPnLv+Pnv/xr6KZTWhJtyzFtoMGKsRZiIM19r0gThVfqLZ02E7L+pLD+eXOlKVzdQGFJ7EgkEkFqpoh7NHkQmzJ+WUR8gk+1pJFUxGZYJo8tJsNmYAnWWFNYTH0Bz2gRxScIhW2gLb6EEWDyMI71YlpqYdA2mChKxRRi1+aQCOQ5hRVULGQNIIEd6wM89ch9mP/4Azh0/11JrBZsUBRFUZT1oUJzG+DGG+/m7LMu5s4ly71rOriuoxj0yTNhYSktiLE1pHexB6EaNFuaGLJMiopAxUkS9ZUpLZ9FXUsnPjayEoMZyRs+ZlRMjOMkiM0oTn2ZImcpXfCxeY/QsRExQ70jTsB5N3wUvmRSdB5yhLJLuRRWTWuNDydwkFsDKT7hSfx2eitp3F+/b0lLSNowY2o/TzpyHk85ch+OPmRPGnW1dCqKoihKL1RobiO0Whnf+uYf+f4P/owTwdYT2gShiekUZVBRjhMQ3eBdnvMoPDGQRQNkYnySTxSbbe+WLsQoILHeZXS928rYjqJtpaRhfrRgdgvK6DaP65jO6aU4laJtZZ7iLZ3VUz0Pj5RSPAc3uhfeVCzEYJ1PXEow0CyTr/obNR536N4cc9Q+POHwvZk62LeeA6soiqIo2w8qNLcxbrnlXs4++2IWLVrme4sHS6FPqvHLRCHXrT3H0UNsxvWx0B70Cs04ELy10IgpLKU5QF/FJOrAYjpEYCHygnCMAtSL2TIm1AHU4hh+PBcEYHjr8dsOSEIpgqs7ULj4K9NCYlJHjGlQ1R9//TM569u/Y9XaMfbaeQZHzNuVP193O0uXry2GTRLLkQftzjFH7cOTj9qH2TOmrO8IK9sBi+94kN32DN23FEVRtjNUaG6DtNs5//3xn3H5n2718ZH9pSA0BNGWRDW3AYKzC8FbCfOB4G4P3XwKdzixFBGdAi+uHP9W399UpgXXeVbDWxmTULoIgxEpS3gmPomH3BeVzwDqQXzmYcheIrO60+G1iHiRHMStK3bEQCbUMn/IXNCfU/rrPO6gPUms5YEVa1l87woeXDHcMeZB83bmuMfsy1OO2oc9d9FC8NsbN994Nx9674UsXzECwF57zuLN73gGhxy2J9aq6FQUZftAheY2yv/7xMX85nc3+v7gNVtxU4ePu1qCyPUQm9WzwkC73yfzmJCdLeKthUVZoWghjK5tE1zQZvxYE75PRQTmFvJBfMJOXkn+CYvFLHLbDBOM4FJfdokckrGuOM7ubQiiVqyvsUl4j1hFyYF3qwvQ9EKzexvjGL0kgwvLOCNIwzCz0cdvP/vGHksq2yJ/u/YO3vOO79FGOkM2REit5binHsjxz3g0hx6xF7VaMvFAiqIoWzkqNLdBnBNOfOnnWb1mzJcMqpnSVd0hvMo4SnEVwVlkmxuyfv/XJRRdd2LMYtE3PKHTzS4+Ycd3IArXWddl3AzPc+Nd2zYP44bNyvrw8aVB9cUyRC5kgxNqzZtQD1MMuLqfTg5ps3tfO1+LEST2To/LxNhP5ydILexvJtSaXQc57Ks1hn13m4UTeGD1CGtGm7SdIzdSbn84Js84bD8+/oZnb+CnqGyt/OF3/+CMD/6IVozzjS1gu1uyOqGvlvKkYw7gicccwFGPn0d/f31LbrqiKMomR9Nlt0FuufU+Voee54l44RlrSmK8yIrmPiHGMNpxxkcAl9IhMKNwcrGmZe5FpcQM7ZgwlJbTJQ1iMgOyUkyCF4fSZ8iDmJRQdL6o4ymCsabQxVKvvI/zorNI4AnTbcu/zsO+JUHEmujiT/HZ+RULLJQWUIku84iFLBqFi6z7mCEv3LD0AYwzhadd6mGwqtA1cPvS5Rv3QSpbHb/44TV8/qxfkqcWjC8htvees7j9zgfBGKw1uDx8/xLDiHP85rc3cslvrqeRJBx65J4cM/9gnvCU/Zg2fWBL746iKMrDRoXmNsif/7KweD571lTuX7kGZ8A4b1Y0obK62JAtHroHdSNEEVexxEDpCjShI08Ua44OISZJTMbxosvVgFS8rotZ4wllXKbFZ507fOKPAZwpWke61E+LbmkDWAuSB1d62GjBW1ldzYvczAAtSEONzEIA5mWhdmfE1+MsEpQqWVDG+O0J+BjX2D0pTGyBpfM4WeDIvXdldLTFDfcto53nE35mytaNiPDt83/P/3zlCn8Tk4a46Nyx116zGR5psXTZGlzs0CVCXk+QeujclQnNZs5frr6dq665nfxzKdNrCf/136dw2BF7b8ldUxRFeVio63wb5JWnfYW7FpfWM2chG7S+T3grlObxZjtcYpCGbzVZFFyPxJjIIL4k9R16YnefcUhVnPk/ebAeGiedbSKrYWsACV0Z55WH4M2T0YoYXfV5sFa2QfrCcsFljw1u9sqyaTsMI7GNJSHTPDxqPtknDxuVGJ9kVHQjysM2hjElWljx2xCXRWJmkl/WJT7bfteZ07j4v17X+9gpWy157njtS7/AHXeupCZg+hMEA7kjM4LJhUQAa5HU4FKLJDaEgITvQ9v570hiypq2IpjRnLe9+QROfOFRmrWuKMpWiVo0tzGWrxguRKZAIRAl9Rcv6bOYLLRexCe/SO5VlaR4IWo6xaIBshC7aDPxFkRbcT9XYjoLhKKsUjHVBRWZdFr+jEjwc5ugArtiJw2F5TM0Cyosj07A1EujapJSlG+qer+xkCV+HAGc83GchRCNwjRaKQVcG5+9Hg2R1ZqbUiZFdbvIMQbqhGQg/55OYPXo2AZ8gsrWRruVcceqEZjVoJ2L/w7lghtMIE2QXJBmjrEWl5hgqBdM7C4l4ZwP39EODHz+M7/hr9fczrve9zymTNU6rYqibF1oH71tjO9c8GfaNWjXwdVNcFsbkjEXVJlBahZXMzFZG9sOiinpba3MU2hPNbSmWrKG9VbNKCBDXctaYscn+xQCzF9IjQhJW3xGeFNCn/MgOo2fb8RgMrBtSqundI5nKolIkoREIAPUIa8FwZhSWj7j9kShmPjnecO73KXm3fJSC8uYcmxijGm0uEplu7r2tyhCH+NYqWyDgdF2eyM+SWVr4dyvXu7DT4x3mUt/ghtIoJZ4i2VqkP6EvGZw/Ya8YaDW9dObdIlMJ4gT8sEESQx//MOtnPScT3HxT6/drPumKIrycFGhuY0xdUqDfEpCNi2hPcWS1Y0XhsZgW4Jpu0JUukYQoviEoXYD8oYpymKCF23tPuM761iDqxvyeoi9DKLNAe3c0R2EES2KUZu1p0BzCJrTIBv02+WsKQydEoqzdyfpUBGWENzYlY2MWegQ/lbEInT9jWObch9cUrFsVrCZz4rPEy/cJYhHMV3jh7EN0F+vMdiol+WRKvuSZYJGqmx7vOwlj6Mo7i+ERB/beY4agzSCmLS+iYIgxXlfLIef7mre+0BqaQ8mtKanjAylfPxLv9FzSFGUrQp1nW9jvPIlT+BLv77KWy4T7952AsYJNvcuajsmITHHu8tzG4qvW0Peb8jrQjomTDEJYykY6RKRoRf47OmDPGqPnZg1ZYC1I03uX7GGZSvWsnLNKGOtrBSaxo9ZxKPZ8rrs40UrIZtVK6ZAllKUNyrqv5tOt3WMqbTdlsaqW9tQEQKVad0C0wTXvIDro/yGGGiPQM355KNetUefcOCenPjYR7FkxSo+88srO/YnZrwPj7WY0t+Y4NNTtkZm7zCNqVP6WDXcRGoGk/kT2hqIXbDEShF3ifMJeUWlhoyiU5e/aarc/wshSS2cbY2EK/90G096wr6bezcVRVEeEio0tzGSxPL7897MJ7/1O/73z7fQyn3WixhDbo0v7ZMIpg02c5AYjPWF2GMbSRJDNmgYTgxZK4ccdpo+yNKVwz4uUyBJDMtWDXP59YuopwnWQWss6yxdGa6XxkLhS666l6sCM0yKAzhilrp/Ia6SGC/lo4ipTH1Mpc3L9+2o7Vl9XaVLlDpDR4Z5h5rsA0bx7vSgGapu/StvvpM//uPODktmYdSqgWnBfStWs0//7F4fnbKVcsedD7Cy1fLtVn1xVRDxZYziOR+mEc7PopJD5Xwbd7NVWM2jyV8gEw46YM7m2zlFUZSHibrOt0H6++p84NRncMVX3sKHX/90dp4xtZLwIriGJZ9iaU+1ZH2hxJHgi6znFLGT7dz5ouZ1U7j3pvfVfRJ3XsZYtrKcMZfjat7N7Ewo4k55zUycF4FzZ8zgpCMfxYyB/vJCWsk2L8QblGdnUsZixuUlCXGVDUphVwfXCGIxvnmH8qVTbHZbMqsZ7d3zM0hGK9Or7vowpDO+LmiehkcdpO63Uepga3DZ9YvW/eEpWxVL7lvJy9/0NVwKzhh/sxbjjlMbQk4oQ0GKBDrTdS5WTrZqiEdspOB89vp+c2Yxc+aUzbqPiqIoDwctb7QdICJc988lnHPhH1mw8J7QN5zxGa5+YWLGuAsXO9tdQ7OaXe3C62qpluDTbhuwCUWHyvi+JpQqEkNHuSC/LoWl0wVLZVy2o9SRhPWq2elUlhF8cfheorJjf8Pi1bG6ljUZmLFSL8RlYtmnQtiaCe7covu8DYNpyvfe8TLm7jxrgg1SthZuvOUe3vSB79GKfnIR38o01JS18TsCOJHi3HB05crhY4GpGWj6Ukje6x7KHRmQxGBGMk46/lDe8c5nbt4dVRRFeRio0NzOWLTkQc658I9c/reFXiBFV3YkXBhz8LUpq8IttmgMryfSbhCSiPop+4WHmEbTfbZ1uwlNOVkqdTDHJetM4AKPeUPWUFzwXe4FZx6EL86/DiF0E4vMKFar2VFUhGXctngcM0iqPdGl3IYj99qFWmL5y213s98uO/Dtt72UvrpGrmytXHzp9Xziy5fQcs6XJQrF+kWkOAktQu7wApJwgyUCdQPtULPW+DhqgqDECaYtPoaz+E7Ek9vxrtfO5wXPOnwL7LGiKMpDQ4XmdsrS5Wv40oV/5H///A/yEOsoFaGXW5A+s05LYIeYktCmUXwug0sqvcd7rUOPoStnYrR2iqGofVm4rBm/cjyL81C/0hhfIkmcd6eXPny80GxBEuto9hozhBKYapxldJdXLJjFdgWtka6pWFEDB++xE+f920mMtTJOOet/WL52hBc98dG8/5Tju4+A8ggny3I+/7XL+NGvrgMIGeI+uy12tgIgF2wewzHC96gtmPhc/DKFC70wb0qw+PfwIgDnfPQlHHrgbpthTxVFUTYNGqO5nbLjzKl85LRncskX3sgLjz2EOhab+ZI+WRJiH6ObOmRZd3TRiaIvAQl1O2UQ3BTIBoLIlHWsE1zOjlIkxiLr1ULrBoqLrKv5OplCZczoajeQ9+MTK8JZ7VLK3uixhma4qEvdl1vKkpB1D2Q139BHgiVTTHDf18KjewzoEJmM+hjVVh1ixUxrDI/bdw9EYIdpg/y/VzwDgAuu/DuX/u3Wh/rxKVuAFSuHeduHLyxEZrUUgw+/MKVAtL50l7HlySyhlBfR6mlMZ3JcsF6KMTgRJBNsM/fNFcLN2fSp/ZthTxVFUTYdatFUAGi22nzxwj9y4W+vYyS6vCfA4S2B0Q1uJMaYsW4LaOWp2M71q/OrsWuEcoQuJNX4TCQviKtv5WzFghoEcowN7YjjNHg1WbWOuspr5+cn7TLht+fuxLjUImmjsvEGaEE9NgISmNqo8/JjD+flTzmCr//uL3z9t9cwta/BD971cnadNX2Cg6Y8Urhl4X2892M/YdnytR3TfXUEgxjB1S3OSnFTlrpKfHIMAwk3MUk454RKElrLu9slMf77MepIc8oEIuDnX/k3Zg4Nbrb9VhRFebio0FQ6aLdznvPhr3DfmpHOGZUMbpeWiT3di4x7nY6fUUyPQ0plRvcjWjhrPpO7SBwK3YOiASmP2xTFX4gnja73YvujKKyKxGJDKERqEjoT9dKZ4yyZ3XGm+PdI1pYaNy7XSBNe+uRDufrWu/nH3Us5dK85fPXNp1BLEpRHJi/+t/O4677VZfdRG0pvhc9fQstUFwQiBkwmJNETEOrZlueLQBtM7DYVrZ7RaxBuekSEdDgkEYVFLv/e26nV9FxRFGXrQV3nSge1WsL//r9TefVxRxaJP4ZgVMl95nSHO7wadynl8oWYjJbC6iNOp0u0VdpDthvQnub/ZoOQGR8zWVgOU3+xl8oYHaK1ywVfICBWEOO79Eh1g125Dx3u8QrG4OuCVoVp3PbKOPvPnslrjzmSHadPKbYHC02X843LF3DzPctIrOFvd9zLOb/60wZ9Nsrm57bFy7hz+Wro87G+eV/Z1coLTN9dy4XmB0WprsT4OOeaKTLHC5FpDNRDb3NrKiexPx9dAnkqOCtUPO/099VUZCqKstWhFk1lQs69+E+cc/GfOxJgpvbVWTPcKto+xhaO3ZbLwpLYg+gSr1r/CuthuO5mg5S3QVWLpwMxgiH0Wg+1P12/BLFrOqyahPcSkU7Lpqk8d2Ay462jUTRnFeHqYJfpUzjr5Gfy1f+7lsv+uajcnqrgrCQ6/fptr2GPWUMALFs1zHmX/JlL/34bD64tLcVCiOVM4T+fdxwvftJhvQ+YstkQEe5fvob3fOrH/H3xA1gBaw0mlC1yKRRlvTBlVYQgLgshGeIwfbtU8ZULomrsiA2BontQtGTGOzsRaDr6Qv3WnXaYyo++fNpmOxaKoiibAq2vokzIac9+PNZavvjz/wMD9XrCmrEWWKgllsw5b2WsJOB0uJKjG5DKvDApto8kZn0LSF5ZvJpAFCcab42MwlFyMKlB6lKIWsnFi82qmIRx2eIdrvS8M8m3Y364+N+zai2v+NqFnT6Abtd5eP64ebuzeOUq/rbkXh4cHuXB4RHWphlz9hyi+YBjxehYuf9hvWWrO2P/lM1DO8u5+Y77ue7WJfz91nu5ceE93L9mxAvIfosTwblgxXb4GxzBC8FwLhRxlnhhKYTyRDbc/BjfstVIpV0q4bQPojJWfPA3YZ2m+LEBf6INj7Ym/4AoiqJsYtSiqayXr/36aj7/0ysRYPcdp7P4wVV+hvgLZVandId3W/iq4q46HbxghLJGZhB94MfLABp0FHQvXN3VeEupLOPwvaShQzBKUTiza1vC8oV+jNuWhf2Lk62Q5qZz3W4mSBxaLwLTcsvV//3WhziA8lA54nWfKkpexTJdvlJBJW4inrNOSiu3VIzmNTqsmD6bXBAMZFLUbHXdVn6HP99NpRmAqYwV/wbe9pwn8MrnP26yDoWiKMqkoBZNZb289ulHk1jLZ378B+5e6kVmTHrAeEukpJTZ4yZYCKsWxYqFsB1UXdFIqDo/urfDdZY2SAt/pta8RUlESgtltb1fFJtGEDEVTdglMqt/w3IiQcRG0VE35Xphe7NRwWIKQSAipN3qckMEaFimP00ZG8mgCc88+sCJDr8ySfzgsr+GPuOmDK+A0m3tKpbxIAAlWOmNSCUExJTrhfNKYtBwzeDaEuJ6uyztifgamwguJrZ1i8w4tggzZ0/dLMdFURRlU6JCU9kgXnXCUSTW8skf/p62ATedUuAB1CoaSyriMVAVoYT+5F0NdyakEIw5YL0rUlxFbFatm9En6bxFqRC83QNWLKuFtbPykKL2UrlP1MF1WVSzTEhbptNSStfzylCHzNmJlx19GCc8ah9+etWNfPwnlwPwlmc9cQOPhrKpmD6lrxR0YqjGTxTWRQnnrgmiL8GfW9b4MM0aPvSiOJfovNkSfEJQGM/E8JD4nxDGDdsA5XYU2wb//sIn8uwnPmpyD4iiKMokoEJT2WBecfwR/OKqm/jbsmVlrGKvhJ9udzmdhs0OS+dE6xK1oFDYJivrGQySV4LdukVeiKkr3q/6t8N9XxGOcV53N6NI97fFADVw7XFhdcV71K3lmP325tmHHsBT9tubgXqtWOQ7f/grAHvOnsGsaVobcXNz0J5zAEjThKztis9eYgxmFIqCD8eINzeJ8TdJRYY5HYlnQHHexOWKRLMExFVO19Kc3rlxlW5AJxy1H69+1tGbdN8VRVE2F1reSNlgfvD767j57mX+RbVbUPUhXY8uDKH+ZRuk7S1AEz/EW0prgqThkUhhgTTG+MSfnN4WRSOlkIx0xYj2FKnVZaqWzm6imBgQxkU6h3X6GjUa9ZQDdt6hQ2Teu2JNEev6L8cc0WNwZbLZbYfpDPbVyXLHue84iVotZvRQnAPO+EYALsGXMDLGe7RDOKYLnbFiFYYqhWu95sVovOlxFrIQg5xBEb7hVxKf0R5O27lzZvKh1zwNY3qdgIqiKI981KKpbBDXL7qXj19wmc84z0BGCEWqKQUblCLNjHef532UViDoiH8s4iGpjBOXqf4N86QjU4fOIuxU1plozF4WyF7vtS4qVlCpPK/OX9Vs8vMbb+EXN9wCwMyBPk489CAeXLoG8Nn7Jz3u4A18Q2VTYq1hv91m89fblvC7v95GO/dmyegGLxN9/N88xAwn8VStxBRLCuTh9LcUNWglVkPwYaA+163m14tJcO0M3xUolyIzvQGkieXMNz6Xgb765jgciqIok4IKTWW9rFgzwis+832ylHH9vg34C21eWiKrgq2MR6Mje7wqMgvWZV/vEnAdf6vz1yUY1yUgN0RcStfzKHCDoFjXENHi+WBzjK9dvcC/SGGfWUOMtTMGGiomtgQH7O6F5s//fFM5Meb2AHnmrY8xRMQ2gljMuuKOTedNl4i32FdvfpwFk5SlkLBhVh0fgpEHNYqQDcMHXnE8c3eZNWn7riiKsjlQoamsl6/86iraGxBCKNApJqHTpewqC1ZjO9cnIidyXdO1zMOl2/3dMwzAFN2PJlyvF722L4Pb7l/Ok97/JZ5wwF7Mf/S+HHPQXGZM6d/YLVceIvvvviMAI812z/mFEAyWSwel9bwrGa5qzSeK05yyhWStjNmMRDd8YR0FMIa8H5582NxNsYuKoihbFBWaynr59+c/ia//9br1iznp+tvVqtHmlWXjBbqSFeFCzGYUq0W5oW43+sbQHbu5LnotN87FLuPDT6v7nUHSKwuqm0rKfeaEK266nStuup3EGo6YuxvHHzKPpx68DzvP0JI2k8kBQWiOTYMiwzzDd4bKKAVj9TyKgrDXZ2sqywYLp6sI0o6yX72S4uI0B7+/YREvfMIhD38nFUVRtiBasF1ZL1nmePd3fsGfb1vMqrFWYWEsKsKY8RpTolUnsg6xl4n4oDRbWXZj4yV78XAE6kN8PztWKRa/LjJIxiruV8rYwOq0vWYPMf/R+/KcIw9k3s7qRt3UtPOcF37imyxc6ROzOkKFq+dP1VpJZXo3vYRjdV6YL2HMWCTeVoVn22vUJz9qbz7/r89/KLulKIryiEGFprJRLFu9li/+75+45G+3snq02SEyAbAhCbwrlnNdF+jMCKzPNT/RWdorqQeCBamSkZT0WHZ97zWRkOhurVndnLaB9jrCTeN6bh2b4/C9savbApgcPviMY3nJUw+faE3lIXD6d3/Jz6+/xX8grhT86w66Lf8UCeFdQjSeehIsokWJozh21TQeKza0IXE+4aieJlx2xr8yqMlAiqJsxajQVB4yCxYt4Zxf/4lrFi0hc14ZOSAfZKOtiNlg5codxJyREONZcaev04pUlFcypRu0sCCJj7WDTtdlr3F6vUe1urzrXGDc4jkk7fWMty4c2KzHejn0rYLjD9+Hj73uWdTSXkVMlYfCZ35zJeddfjXgBT2xrXiNSn/ISrWESK9qA5V50pX0VpyTVQtm9W8Qu+moDzU5+7XP5oTD93u4u6coirLFUKGpPGzy3PGjq2/g279fwO1LV9CeysN2VwvgUum0jHYvAGU9T/FJOhNaEgXyaNmMY8ZxqmNXBWX39F61DINoMKFnNQZoeavUhljEin2oEoVmWK6whDlIm/699t1lFp/79+czZ+a0dbyJsjG8/6Jf8+MFN4FAikHGBFMz5FYwGYgDaTAutlIqN0AinacWNoSYxPMkZqBLuWwlTLlz7DE4du4efOlNJ03aPiuKokw2KjSVTcqq4VFO/uL/sHjlWi/oJhJbE5x1DkHqILF+YXeMm8NXuc4rSTe9ssW7MJVFxQiuRhlDWrUmFQvF6RVzU9XVWY0hFUiaFWtVd2/NdSUZCbAWamHdUN2mcLv2DD0I71HH8tFXPp1nPuaAHm+gbCwiwmnf+DF/vPXO8uZBgAT2mDqdOx9Y5WOJo6WS8PHH2rBh2Y5zIKpO508lqXyeUYiSeeuloYz4MFA0Ipj/qLm84gmH8+jd59BfKfqvKIqyNaBCU5k0cue464GVXHnrnVy9cDG33LOM+1cP0867TXghYbsmuGmME1W7T5lGPykL71uOxXDwLjvxxH335Mt/8K7ODz/7qRyz79608px2ntPKctq563g91m6zcmSUBYvv5ZKbbmU0z8lTCWI4qARHkSncsWEdV3//2o4FD31wq6ZVy2gUnNVai5GKSCnqNY5CGjormXHZ+JXVJxCd33/rSzlo7517fwjKRtHKcl725e9z0z1LyxAOA/vsOJPbli4v7zXCTUpM6un4bOJCtuI6n8C1Ps717sp1i1jg2B/dlefOqU88gpc/4XB2nq4WbUVRHtmo0FQ2Ow+sHub3Ny/iz7ct5qZ7lnLP8lU0c4czkA15s57JYJbt46SDH8XTD92fR+2yI7+4/mY+9svLWT3WpJZYDt5tJxYsvpd6kvDNV5/M4bvvMuF7Ll6+kg/9/Lf8adFdxTQx4NKQuBSzgDNAxFtUo18zB9M0XlSmQBvS8VrZ08MyaqvxmjLxcqZZ6TozAeO+rCJMGbb85nP/xpSBxjrWVDaU1aNjnPSF77BkxWp//xFDLaTMEo8C0kApLm3ledXY3h3Psb7Y3WrcJpVlpWuZIIRv+a+3P4S9VBRF2Tyo0FQeEQyPtbjo6uu5Zdky7rhvBTfcfT+5K0/N2VMHOe6guRyx965cfOMt/P6ftyPA1P46a5otZg70c8EbXspuM6Z3jNtsZ3z+8j/x9SuvJa+e6pWLfV4LrnrwFqy2LzeTx7JLLUjF9LZKxbG6RUMUklGQ5l6k9DJiFSJiLFhGq2Kz13uKf0MJ22sz4Q0nPIY3nfzkCTZQ2ViWrFjNCz//P6zKm0WryHGs63yIf6sf+MOMW57ovT5/yrN52oGaMKQoyiMTFZrKI5KVI2P84ebb+d1NC/njLXcw0io7t/TXU+buPIvblj/ISDvDWH9Nn7vDDL7/upcwrb8PgF/dcAsf+tmlrGm2yoHD2W5CDJ4AruYfErq7mHYZKxndl6YadzdR1npl/F7JSybOb1a6xVC6Q20WLGZu3d04ewqcDK48+41q1dyEvO7bP+TKRXeVoQ4wOWJxY+k6984+8Rk879EHbrHNURRFWRcqNJVHPK0s46qFd3PZTQu57KaFLF09DAS9VQu9o4Pl6NDdduaDzzyON33v59y/Zm05SMXVaCs1LEXA1YMbvYavgRnj6qqmx2p9xTDNZJUYvO7YySAYi3muzCtK1pYFuovM5Or7haxz00vMTiB0TAsWfOFtWPtIUEJbP6df+HN+ctNt/kVM8tmE+KQ0OuIxDYIkZc900wQjpudNhyAYDAfsuAM/OfUVmF4VERRFUR4BqNBUtiqcE25ccj+/C6Lzn/c96Nv8VcsgdceyhSQbUxGYMenCCOQxyz0uHwVgFJFheZPTkdhh211hljE5yOLd4KFEUU5nxnG9R1vt6vrGBSFanVksBGRSxAbGMWstwzXnaazepuLYs89hSXsUk4Ppoe4FCRWvTFktYB048GI1JvsAknozd3GT0TWIaVMmiNny3Coy10fh0yc+U62ZiqI8olGhqWzVLH5wJZfdtIhfX/9PFtx7b5EFDhTi0EbronRaJQsDYgJ5f+/xRYA8JPSAj9dLQt92oaP6UbkSRdH2wl0e37Ca6FF9hPlRRExooMqFdDjsUxDRz3/Ko3jf65+mVq1NyFO+fB5LhtdiW2CzzuMq+PJYYsZXCTDOjP9cg8CURDqFYi912quO60QfaxtufOeb6atpySNFUR65qNBUthlWrB3hdedeyE3Llhf9ors92r0QIOvuZlQRC0mzU/gVmcTri9VslWWLCvdrdwxnFMBd7ynQuQMxMSqD+ohfr2YNZ73teTzp8Hnr2UNlY7nohhs5/de/pmYt/WOWkVYeLN3iQy1CPG9HeESI740WUKFisezVdADGZ5Z3zBJIKLpjFXU9xbvUB0i5/l1v2cR7riiKsmlRoalsU1x2w0Le8vWfMXPKAJd+6PUYDIsfXMn1d93HP+5eyqKly1myfBUPrh5hbSVJKI/u94oLPWniu/zgxUI1+3ica70qOGPC0VgI7QsWTqLgkMryUaxW3fpCCB41GBFMy79MKJOYdpoxyOdOP5m9d521yY6dUtLOc47/2tdZsno1H37qcfzL4Ydz6Y238W8//RmuwfgbBun62+sOZ6JEsXGLScdNRnFjUx3Hwey+Ad72xCdw6E47s/+s2aR2fQ58RVGUzY8KTWWbop3nzP+vr7B87Qife83zOO7gia19CxbezTu+8QuWrxnFWMidF5TOgUkgycdf36uCs1ccZ/V52uxemYqFkjIRpJfYrK6TC0nMVM/hyP125cy3Po/pUyfw9yubhP+57jo+/NvfMWfqVH72spdz/DlfZbVt97yp2JBs9JjAM9G8ahxmZcZ4q2cPPdmXphw8eycO22lnDtt5DofuOIddp07VcApFUbY4KjSVbY5P/vwKvnH5tRz3qHl87rXP67nMRf/3d8744WVkucMag8v91+DExz6Kpx22L6d/65esHQsWz65rtQMvCqLgjEKxarVsrb/4OpUWh1TG6KkNcqE2AofsuRNnve1EdpgxZUMOhfIwaGYZx3zlqywbHmZqUmNN3iOLawMRK0W7yarYjAIz3nBIL0tozwGhllhqSUIzyzprxAamNxocPHsnjth5Fx69084cPHsnpjUaDGhMp6IomxEVmso2x8L7HuT5Z3+LxBou/dAb2GHqYDGvlWV8/IeX8cM/3eAnBIvR/rvO5r2nHMfhc3cFYLTV5syLLufHf/bLpaklc51NzB1BbFZKGNk8JInEscOChXaoWsLaFDVAvUtdMC1TtsHMKcvqrBVqGdjwdU2tZY+dhzjh8QdwwuMPYLedh9R6NQl85ZprOOP3V5DXe/xMdk1a59HvtoBOtFKv+UJHLU/D+Ncbw+z+Aa5+3b9t5FqKoigPDRWayjbJyz/7Pf5+1338x3OfwquOPRKA+1eu5W1f/Sk3LV5aCMzBRo03PeeJvPhJh5Im432Sv7r2Zj76/d8y3Gwxtb/OwXvtzIKFS2i288J9LsYLThNrbXbHX+a+zqWVsoQRQOIqr4vlBUbCy7C+sz7rvRZ1bvc3VgRjDLOHBnnswXty3NH7ctTBe9Kop5v2oG6H3Hr/Azznq9+kOY0NyyrbCDZGIBZhGt1u9I0Ru5XFL3vFa9h7aOZGbIGiKMpDQ4Wmsk1ywZ/+zkcv+i3zdprJj9/1L1y7cAlv+cpPGR5rFSLzOY85kLef+GR2mDa4zrEWL1vJ6d/8JTfedT+AL9Tu8H3Pq+VqquIyo4ilS5qUxddjok/F+thRf9MJthn+WhMKxYvPZi7K3fSQEz3E50Cjxv577shjDtmTpz3+AHafM2NDD58CZLnj1V++gKvvXkJrTpjYfejXV4JoImSC5+uaNlHm+gTrTGgsNfCzk1/Oo3faed3bqCiKsglQoalsk6wZbXLcR86lmeU89/ADuPiam/0MgT12GOIjLz2BI/fZbYPGynLHWT+4jAv++HckGgmL7j2CwyC1WCfReJHYNr7Yd6+kkSLBo/LVM8bnEhXLSyFY07aQ5J3DQFc830Ru86J0kl9z91nT+fKHX8ysWVM3aN+3Zz75i8s574q/Qt2HOOSJww2C1MMCsRRV/Jxjglg1WSxiJni+IazvF3qi8XqtZ2Bao8HfXvcmDbVQFGWzoEJT2WZ5z3d+xcULbvaiULxV8ZA5O3L03N1o1Gsk1pImljRNSKwhTRLSxJIkYXpiuW/5Gr78yz8x2syKZA2XUri5TWZ8Fx8nkENWMxgnJJhOC2fVzVl9Hi2cMR4z+szD+LYFSUt8WaPqznUIVRNc+OF1VKvG+G0UCiFqxnJmZCk/ueDN1NW1PiEjrTaHnfEFb7XuDM1FrJD3SUcprCIZzODXqX7msSRW+HiK+MqJrKO95o0j1tCqDrie5cO2PHPefpzzjN5JcoqiKJsavdIo2ywvPPpgLltwK6Muw+SQjMDNq+/n5lvuX++6Qug5nVAKP7xYtS3xYjMxiBUkA9sMGiMJbvGet29SBtt1iArjB3ZAK7xJECumLYVg7Ng4A1UFYwAjYbnMP1yYnQj+eQqMOkayFu98z/f5zNkvI+kRl6rAQL1WCv9YaD9qOzGkowZpCq4hvnh75abCQfn5Vg/vuEO9jtpI0ntyYaKulsXKey1cEaLVRwZP3G3PCfZaURRl06NXGWWb5ah5u8GKjNoaqA139Q+fAGPAJgZXB1IzXuQ5wTShNiwkYw671if6JCLYTDoFppMuy1YQoJkE17iEZYKYtEAK1vrs9SQDY6O1knKdbve6MaUYtgYSAw2DtVDLBdMW0qZQXyPUnV/u+huX8NkvXoI6NCbmpEcdSBp94EHcuWDRdgm+KmbTYkeMj8k1hDJG4tV9gn8eSxtVBZ8NNxNFFX7GPwqCOd6GMavlsGQdy8Xxu7pYveLgQyfngCmKovRAXefKNs05P7qSr/38qo1aJw+CzyuHirDLvCvbCuHiHWY48b3PDbTrBqkHcdISqNNpuGr6tpSZAHWh1oTMgDT8ArZqnJKypzq5ePc/BOFrOparukaL7crE90SvEsWpQDri+NfXHsNLX/y4jTo+2xt/XbyE9/zsN9y+ciXOUpacihQucSGf4vz8DH93kIaZOaWL20gpFl2YN5FFcl3tK2PR/57itBwift679A/yq5e+iul9Axu034qiKJsCFZrKNs3dS1fygtO/Nm56o5Yye2iQu5et6pwRhFheA3Jfgii3YBwkbbwAjUJOBJOXllIxkCeGvA9vXGoFAxMUbmwrfqwYO2kq60bLpSSEckmV0t7Ot6K0VetU/OZGv0QuXtxavDW2Jd7r2ytpSIR02GEE3vsfz+bpJxy80cd2e+P2Zct52vnf9LVTI13iLu/L/U1DhheQsV1lCwzGJ4xFkZmHRzFW+GDX1xu9K/azY173dgWB+67HPok3HfXYDd5XRVGUTYUKTWWb57SPX8CCW+5mt9nTuXvZKqw1OOdP+6MO3J2D5+7Mj373d1aPVnpGRiGYgzh8YfVoxQxi1HS1qHQWCGObYFk0IkglxhMHxpUi02SUrvlKkogzpmx3aYFRn3si4DPfq/F5ghcvozm1Np0CpJqMUiQa+WaIaZsivvPjHz2Zxz5m4nadime03eZlX/8BNyxd1lnaCv/X1R1uQHwxfvDxmw5MO3yWMSq+2hUqWp1tOc4GsY4Qz+JGxMHFp7ySR+2404bvpKIoyiZEhaayzfPzP97If3311+w2ezozpg1w/cJ76W/UaGd50YKSlit6lbuESp0hgrA0hdu6asWsEoWmyaUUpU4Qa0ph6Lw724vMzozw4r06BiUsXMYKChRF3utru1OipQjVQ8RbT11Y3eC3xVbiToNwtsbw+U++nEcdtOtDPMrbDytGRnnZNy5g4YPLmdZfZyTLaIeuUZII2VA4l2Kt1TZeREZLqKPT1T1h4k8XPZcrQyFEQkIYFCbyC096EY/ZZfeHuquKoigPG00GUrZ5jj9qX/obNe5etorXP+/x7Lv7bEabbQb76iQYnAiuZpDUu7XTNiRNwbZDsg4EgRnc191xj5GKcDDVZWJSUBCpBvxYVJKNqklB8QHhG1oObDLBNh122GHXOr9e5rqSigySGCS1uLrFNQx5zU8DQaKVNW5bqOH55nd+h1v+ed+mOuzbLDMG+vnqy1/AzlOnsGa0xSE77sgbHnskg7UaJloqizhfygQeKvOqgnG9IrPL4l2dYwRJBKmJD/7tD2Z2563lp/3ghw9tJxVFUTYRKjSVbZ6BvjpPPWpfAC5bcCtf+I+TmDVtgFXDY+TOYUIWuCSGvO4tkwYvKNMWpMOQjELahDQP7u4oKAIyzjIZ/hpCa0rfJtIEEYCj06pYsXiW2eWmEI7xuRgwicEmPtM9ZpkbJ9iWYFsO23aYdYhPkuA+twahFNMOOO0t3+TBB9dM2mexrbDL9Gl85WUvYFpfg+uW3MeiZSu4+u3/ygdPOI5UKj+rUVjGF0Z6jFadV33E6XRNA0EQ6zrjOWOW+UAOff6OZqWb6K5IURRl86BCU9kueO6THgXAb666hQ997hesXDbsXcY5JLlvE0kuhZgDfI/ytmDFJ9VEYWgAmwumJaFUUZjovGgzLsZwBitoiOc0uU83N5kXnePLG5lOq1Xu/KNSCslk4bU1SM348kQmWi/Dtue+a1GSBfE55rCtIKjzyvvhSx/ZLFhFw3u8/43fot3ONs8HsxWz3447cM6Ln0c9Sbjs1kX8568u45VHHcYpB1USq7qtkAbKAN2KqIyu9I4ySJ3TxQiC8wIzlc6yRYi/+Ym6siHItIykoUJTUZQtiwpNZbvg8P12Y5cdpjEy1uIvNy/2dbibYFv47Oy2+NqYow47ItD21kGTV9znUAoyY7w2zAQz5jAth2060hHBNgUz6jBNwQ4LybDDrM0xa13R5Qco4y5zOq2bFWwGphXqIYnBJBaa5TZIzSCu+roiOAGDYJzfj2QsJx3OSNZk2LVtzGhObTTDjrRJRjIYyzCrW9x+21K+dNYvtcbmBnDUHrvx6Rc+C2sMF113A5+9/E/029BOqJ5DLfdm8MT52pq2IjKjsOzhShdTLivivOU5uuMtnQbOUC7J1Cnc5jgggfbUnHf88WJWNkc31yFRFEXpQJOBlO2Gb118NV/83h+8KzsXTBau722HiUkyMC7pQsC7mwHTdiCQ9CVkQYCa3Hl3usHHQYas8vjcOoKlM+jKuuksBp8DzkEafPbG+NcuCFnji7YXtTtz57OYaxSJPaYt2Ny7/4vWkw5M5oq/thULL1LEjHqPbdiPanF6Ef799Gfz3BcdPSmfxbbGBQuu54MXXwrAjrMGuau+AlNbz0pdHnKo5IIJkJanyETLFybNIFar9ykWgwsL7tA3wH899gSetdcBD2X3FEVRHjJq0VS2G4559DzSFTl2NCdd67z7W7yxyQY39/jOO+KFWLjaS4iJzFp54faWxOJqpqiVCZRW0NDZJyYEGXzvclrSoSCsGJK2t46SOe/+dmGbMufd8fHR9uWTfKxoGKPtsO1gTY0hAInx3/BcvECOIhbK5xYksYiFWl+KM6Z4fPHsX3HN/902aZ/HtsSLjjiENx/zeAS4a2Q1AJKDZJQ1NStREECnRTMkDJk0PGqlyCzywyyYJDxiPGbiRaaxRTREIUJdqUZ5YGyEN/7+p5x22Y9ZOrp2MxwRRVEUj1o0le2Kt733e/z174sBcA3rjZcthwkWS8l9XUmXVi2c4l3RifWirYhxpNPSGCyENvNxmi7xY5jMYVohLrMdEzgMWc2PEb2pcRwR8RZUEdIRb5F0It59mpiiC5EYkFBvM431OMN2+BqcBjOckbgNq57TQfhZSA1c/Mf3Y63ek64PEeH9v7iE7956PTI1ZH9nsXpADI0AjHih2HsUygU36t0rz9e9bmoM7zriGE591NH+nFQURZlE9OqhbFe84VXHAJ1eyL7+cNV3vs1jzVpvHWy7ovxP1RJocu9CN9HSmFfMVNHCWBGp3qXpi7dbJySZkLQctZGctO0Tkvw4lO8XW0WGXA4rkIohzULrbOeTmNJcSNvVBB98/KgDu6pFmjmfhNTr4SqZ6dVHGANjvDVVxcgGYYzho8+e73VeXql1VdxEADWfyFP8k64HdGWZ93pMtAG91h1PJsIZ117O3t8662HusaIoyvpRoalsVzzqgF04YN+dO6aNtXKGpg/wvKcfykB/nSx3oVqMoU+MT8aJGeVBXJqWw7aEpCUkTcGM5JimI2mW2d0mZKabdngjqSQU472eSTOMhy9RRCsI2JbzSUTg37edB5e66xKG1QTmql8WaCS4eoKrWV/ayFTeP+5Ls4Uda2Mzh23n2FYGa8dgzQgMNznwwJ1VaG4EibUsOO2N1Fvhp9VQ9js3MRa2yx1efcSBzAQPYELxGZ/2XLYbP/3vD9z7sPdZURRlXajQVLY7Tn7+UR1xmAZ46YlHMYBldn8fSbBk5k5oZw4rkIw6kjVt7HDuH47CamlEqI05GmuyMqHY+YxxWwn5NFLJOI/lipzDjmY+wccYrDUkLSFtSvnldD7Rx+a+FJFpOR9z2WWN9BnypaXSxJJJqUXqCdJIvDvf4F3ziYVa6l3wFYto3RrSTDh+/kF88hunbo6PZJti5kA/5z3nBf5Fd0Z55uM2JQ+PXnGb62KdAjQgXcsWE7tEp4HbVy/f8B1TFEV5CEwYKaQo2yrHPnF/PnPupaxqtvwEJ5z/xd8VItAn7Dhf0LxmkQQfw5kkXtzZkN0NIKFIuhBc1qHlZJjXkQYcWw9GtzhhHQO25ZB6SMypBZd1LOpuK4nwLriyg6CVUHg9xncaTLC+4q2qBt+uMhZ9z1y5k9GsVk99XGfYhzzLOfDQ3XnHx05Wa+ZD5Ni996bv8oQx2mU5ouqhND2ebniY5XjWtXx1nsC+02figIWrH2Rao28j30hRFGXjUIumst1RqyXMf8qBIcsccJA3rLfqhZqUxhhvyWzmJKO5d58XhdLD1yaKzLyiECr1saN72r/AJ/PEIu1dGEJSUqzTWRnTGIOkpVqIdTFp55h2jm3nnesanxlvrBejNvdC1owFi2uWw0gb08xKV3ylYPz0GYN86AuvpN5YX30eZSKMMRwwcwefSR6zyZPKo+IuX5+Fsjt89uFtGNy6+kEWrn4QgKF6/yYYVFEUZWJUaCrbJW/71/lMHc6prWz72EhrcDUL1laScUIMpAuCc22GHcu8VbDlsM28TBjKg7s6d14kOl9SyLb8a9PMfezmWO6fN7Oy+HvAEJKMmtFqWbF8phYXX4sp4kVt229HMpZhhtuY0QzTykPCT9VNaoqEJFq5L53UyrEjbcxwC0K5pj4Rzvra65mxw9TN+XFsk8ydObPzVFrPYyKqMZ2bmj2nDm36QRVFUSqo0FS2S4wxXPCTtzF3j1kkY3mRHS5QXvlz562GLS/ekpbvrFNb3aIWuumYdu6TajLnrYuZI23mpCMZ1oFp56SrmyRr26RjGYn42EsrkGReJBbCMMSLGioityo2CdnpWY7Jcj+viMl0oSymwbZykjUt7GgbM9qCaLlsZZixNo3UQpZBuw2tFmasiV25lsPnzeKbv3one+6705b5ULYxHj9nT8CAM5DZrgeh3/06HpNMA5jZNzD5b6QoynaN1tFUtmtazYz/+vAP+dOfbyuLqrdjJnjEMHVaH81Wm1YrZ+99ZjM60ua+e1aOG89Zg9STIBoNppn5WMvAtCl1Vq8crcRIUjwXfO1LSS3SzEAMJrVQs9D0ItZ01fEESFPLzB2mcP8Da73lcqzls9QNUPPxl2Qhg73d9kLVlFa0nXabwVs+9iKOePL+m/z4bs/8+b67eMmvv0fNJLTa8SSQEE8r3m2+hXj9gY/h/Uc9VWNwFUWZdFRoKts9eeZ41nFnFKUPvWWyLEUj4r3Vsd0jMeO8UioxPhfA9aXEFo+2lYfSQ/HNQl3LSNW3GoeJMZpRjMbuQpU6mR2+VmMQ47PLEYExHw5gRHxmuTVeXArsMKOfNSuGaY62sNbwgtcdwyve9nT6Bhqb8IgqAEvWruaJPzyHmrVMt/0sGxsG42M0pdqBinXk8jxcHdidhAS89sCj+OBRx6vIVBRls6BZ58p2jxNBxjJMan2WeS3B1mD29EHuv29V6P7jL8rTpg+wevVo9wD+Ym5NKRSNAUen9VH8MhL6l1dFpqmOFZKFDj58T974gecybWiAP156E5f8/Dpu+8c9frliTF/om9QW65s0CbOCax284MwcD9yzAoC5B+3K2z7+IvY9ZPdNdyCVDnYemELNWtrO8Y1nnsKJF3+LHEf13t6Me7KBrCdDvTjtjC+nFDsRvXy/w1VkKoqyWVGhqWz3rF096nVi7njFacfyja9dQRtYOdbktLc/jfO+cCku1KwsRGa4kAuQpIY8ZpIL3hppfXZ4sZCJM0OZpGr9y7ghUWSG6Tdecztvev7niu1Mawl9qUWMoZU7hJglQila25lPaCJMS5KwXQKSU2+kvPxtT+eFrzuWtJZM5mHd7kmsZdfB6dyxZgU/uO1v5JQVCMbpvCgcJ9J/PfxOoRpVx4Q4rTB65/ie6MBAVud5ux6kIlNRlM2KCk1lu2fNmjEABqf08YpXP5mBgQZf+sIljDQzzvnSb72VEErRGESl5A5qljwqhzAvaWbeghgxdKoCa5C2T+YpsstDfGiaGFwOvSJasnYO7bxz3CTBJBZamU8IWjsKCJKmvj5mkoAxNFLLLnNm8aFzXsUue83e5MdQ6c3uU6dzx5rlfPuWBcW06j1H58RAz2CmrgUqkRtVkWqqrx2+vFKwao6sdLz0ggs59cgjeceTn0Q90RsNRVEmHxWaW5A8d4wNNxlbO8bo8Bija5uMrh3lgXtWsPif93LPovu5545lrFk5ytkXv5vZu8zc0pu8TbI2WCmnTPXFq1/4oqNZ/sAavv+9P3UaI3MHzTZYi6klkNhOTSC+VaQRQWyO1NNKXCXl38RAVrrZE2s55XVP4kWvP4aBQR8r6ZwjyxxZOydv57TbOXlW/s3auZ/fyli1aoS82cYmlsHBPjBgQ4F2aw2rVgwzc6dp7Hfw7mrN2szsPBDKRPU67OuMjl9PBfZeofVdk4oandGymfobmHP/eg3fu/7vXPCSl7L/7B3WtRGKoigPGxWam5Ali5byo3N+w2U/voa5++7ElKn9iAjtsTYja0YZXj3C8KpRRtaO0hrNyPOcDtNERQQYY3zGcF8fpAn/8oT/4rFPfRTvO+fVWkh7E7MmCM2p0/u5f8kKvvnZ33DZz68jqSc45zCNOma0hXWlqUhaGdSSICaDH72Z+USfkIhjmjluoOatm6FWp/+MxYvNtuPoJ+3Hmz7wXHbaZUbHNllrqdct9bp+RbdmXrLPIVx4298fhqjc0PXG+94llsbKADFInyBOMBmskiZP/943QODmf30zfQ1NBlMUZXLQrPNNwNpVI3z7jJ/ys6//Hmp1SBPIciTUN5Qsx/Q1kLGmr1u4vgFrNailGGshTb1QCXF7u+45i498/TR2m7fj5ti17YLf/vLvnPXhHzNjaIDV96xAenTu6aCSJS4xKzzUvCxc4eCzwaVsSSlOYLABzjFjaj/v/viLOPIJ+0zmrilbmFaWsd93PhFebT5rsghllypXaTckYPKwLeGex4wYnrb3PD797GcxUK9vtm1UFGX7QIXmw2BspMnPz/8d3/vUxYwMtyBNMX2NSrxe6PySBqtUlvks4TzHZBlpapgxawqzd53JwPR+7vjnUh64b1UZzZ8k3gpmQ7PkUDKnUU94y8dfwlNPeswW3Ptth5/+4Cq+9In/hXaObbbLGRXBWKTxdvcvj8uFjHJEfLxkLfWvW9k4N+eMHafwtcveR1+/XtS3B+5YvYITfnw+7Y2twv4QFu/poY9hvRLihnMw1XpcmZ+Gg8N32JnPP++57DZ9+sa9uaIoygSo0HwIZO2M33znSv7n4z9j+f2rvKBIKxbINK2UrnE+WMoYLzzzSjKHiH8ds5MrySLYEMWfeGtEvWbZdd5O3P6Pe0IB7pz5pxzNG//fi+gfVLfXw2FkuMlJR30YIbRodKEskICpJYgxTJ/eRytzjA63xovNqiCNWePgLdFt//mm9YSslbPLnrP41A/fwvSZg5t/R5Utxvf+eR3v/dOvH94gG/BL3VVetXN61iU0u8eLFs6mYWpS49PPeBbH76sWd0VRHh4qNDcC5xxX/OgvfPl932flsjV+ojUh8zeUrKnVikzfssaIeLEpAi4vspYxlKI0yyDLIbWI8YkmptVmcMYgw2vGaDRSvvHHD/KOF36We+96sBCbu83bkfd9+bXsfdCuW+qwbBN8+l3f47Kf/5X2SKtzRppAo+4/G0NnL3TnytdQcamHK7a1kPu+4s4J02cN8qmL3swue2oCxvaGiPD63/2Q3969cGLTY88Veyy7Eb/Yxa+7AG2DWV/XYQGiUT+cxt95zkk8ce+9N/xNFUVRKqjQ3EDe/9LPs+C3NyJ5Xv7QJ9ZnIFetkbWad48nFmMqogQ6rZwC9PsMYXJXFNaWWpmpbLLctwwEaGfYxDAwpY+RsTYuF6wB18pI6wmnfeSFPPtfnqxZxQ8DEeH6qxbyrbMv5sa/3O4nWuM/p47C6xU3upMyhrZDcIZ1ne+X3uir8fHv/isHHLbnFtk3ZcuzbHSYE376FVZlw0gWSgut6+taFZnVX+muaT1/wcP9re+n3lX5QMCI7Vy2e73K61+e9EoO2nmndWyooijKxKjQ3AAuveDPfPJdP/DWrehWjfGXUFqyYlxlfG5N6TYXQUxwzcZf8hjPmWU+BDMI16o4Nc75ItzV94ziJggbqdXAWuY/7zBe/57nMDRryhY4StsWt/ztLn7w+d/wp9/cAAN95Yw8h8xBLen8rOMNSOVzAULJo4wPfvnVPP6Egzf7fihbnsw5rlp2B9+67Wp+f99t5CK0h22ImbTjxaTpetFt1dwYi2bG+JhiB8bZ3mPlXa8F9hmYwaWvfd2Gv6miKEoFFZrrYdGNd/OmZ3/SWyqN8dZH6TIliPjf64EGtDJMlpXzrfUdXPrq5Q++c5g8L93mzRaCQQbqXmgKvkyOiDdGBNFqxtp+vSg0k8RnNKdJ0SJxaj3hbf99Ek98+iGb8zBts9x+8z1cetHV/Ogbfwx1NFtlWERfIxRmN9Bq+xsGgLqvGoCfw7/8+3xe8u/zt9g+KJsfJ8K1D9zFxXffyC8W38jq9lgxTwTytsU1g9CEzurrVnykTWa8NdKAV4dAEIhdrdLH0alNTZmFHiN5xNBzhBaFBdQImDb8/vWvZ/chTQ5SFOWhoUJzHbTG2rzl6R/nzoVLob/fl6sBSAwmc0XihyQWGpUEoMyF+f7iILWkEB5FyZGqWHUO0sSPE6xkxvl4TrHWW8+MgXbuBWjuMMb4oepJ4aY1ArQzTCvjuOcdzr996ESmTh/YzEdt28U5x+rlwyxbspx773yAW69fzLJ7VrBmxQgDAzWyVkZzrM3wmiarVw0zMtLma1d8kMFp/Vt605XNgIjwt+VLuPjuG/nV3f9g6diajvkGGLANVo60EWd92aHCrR2Uo5XSoRGFoQ3F1wkWSumKs4xF2Ts2xs+oxmiatimmdyxXXTcHi/GWzQzmz92H80468SEcDUVRFI8KzXVw/od/yI/O/a23GPb3+2tCLKAteKFZS3xmcVKJ0xSB3BftFideDBbWzBC/F93eBm/UqKW+FE6aEvtfS9Eb2xTWVCN+fGnn/r2r/aoz513zI00MMGP2FN72sVM4+tgDJ/9gKcp2iIhw08r7gri8iSUjq3ouN3/Ofjxlp31571X/izHiRWTUmEYgkY7CE3kLnEs7flKKDj9Vd3uxIXTqRwcmWkRdWG/C+O3KJcCWk+yahB+94qUctsucDTkUiqIoPVGhOQHX/fEW3nvyZ/2LWgqNhi/OXU8LN3VHZnksUdSRKBIGS8oYTakl0MqwueBqFhOTf2JpnKI8jvjEICiEJ7nDOD8OAKktrawQXPLik4ia7eK685hj9+f0T72cwamVWENFUR4y37/tGn615B/csnopy1sjxfRu42JqLCJCvpFFMV0OeTvttGwygbu7C4mZ4+ItmGaidUzX344NgL3NDC479fUbtd2KoijdqNDswcoHV/OSwz/gLZm5+PqYoWRRd0xkVWyKVCycEBJ//DIigtRDO0LoEKQdmeLB9e7LHJVjm5hwlIcxE1t0nOkgz73YFEGyHEmML8/TbPK6tz+DF7/2mEk6aoqy/bDfDz+6ycaq/gIXX/MW4NKNF5jx0S0iBUxmx6/T9aJ4Fwe72Gn836mnbcSeKIqijEcbKffgI2/4OkyfWrq3RUIJIimzvqHsBAOltdMYn9DjHJJXlu8lTsNzF4RkUSapKjIjxfL+IdZ4t3ssrRNyBUgSxDjEAbEnemIg7eerX76c1atGecPbnzGJR09Rtm2WN4fDs+508I2jCNN2IGIQZ3A5IZ4m2EZDzKYJrnWAvFnrWfrIFHp0vO1AAKlVUsrblZCb6i6MGQwGk8FyRsmdI7Hrqb2pKIqyDvQXpItfX3AVN1+/pCwzFIVjmkA9xdVTXGr9taAItJ+gzFEt8eul3hpqqssQPFuJgZoXlkVcfo9YKgnjSmLIkyAyU4uzBpdY/0kWZZUqCUTVB3DRt/+PD7/lf8iz7jomiqJsCH1Jyp5T+hgaGCWxbv0r9KDDj2RAnCDisIkjqTmSek7ScKQNIamLbxQWChwkjTamllFJIScEb1Oqzs6HseWje151NUE4aOZs6iS0neO+tWsf0v4piqJE1HVeoTnW4sVHfIixsQwGG6HHOKWAA1wUcNGdHaycLkRCmWpSUHfHmEo9TTEGV/N1M22cn0npbg/rOwOSGn9BaAeXeH/snS6QRjOHkGSujAstxqC0pDqBLMeIsMeeO/DJr7+eaUOala4oG8Lq9igX3vl//OCuK1ndHgVgrJ0y0lxfz/r4na6aIHtbQmM/h5LeyzkHrrUBDinp8VKAti0ThRwYhy/i7iDJDbtMncaS1av59ikn84Q99lj/+yiKokyAWjQrfPI/vkdzLPNib7RZmh2CQHRIh5VTrEXSBEkTGKwjAzWcDdZJEVyM26xYFGPiqOtLoGYh8dVKxBhITekyN95qKTVbWkZr1j+I20D53MX3gQzITLSClvuXA1nD9+6+864HedWzP8Xt/7xvcx5iRdnqWNFayzn//DXP//2ZnL/wUla3R9l9YBbvPegFNJu1HmtIx/MywlKK173c2xC+1gmFBdPYkBjovAB1LnSxzULYTtWQ2esRn2YgbQtjFjOWYFoGM2awbYt1FiOWHQcGedpe8xCBkZZvxXrnypUP59ApiqJojGbk+qtu5fcX/93HSSZlnGW1+4sRwYUYKFMtUZRW3NN1Q545MAn0+5JFNlgNfJyUKUskxfWtwRhBcvwnkgm5gSS1pTUSIDHkxhYXEBuEpbeuhuTUmkUa3uqatR1py+e7SmKQvgQSQ1ZLsKNtVjfbvO5V5zH/SfvyvrNfOvkHWVG2IpaOreK7d/yBHy++mqbzrWDnTdmZV889lqfufAgWw0HT9+SU330ZSTISK6Q2RzCsGunD53v72OvinpXwtRdf1L2XxXKcQySIz4gI2KSodeSFZ7vyU941pMELTRPqYxrnf0PqaULL5YUoXTo8zOK+1SQWVoz5AvN3qdBUFOVhoq5z4Hc/uYaz3/F93IxBP0Eo3d3hYmBEyNME+kLCj3OQCc4YaFif6R3EpkvoLH2UOayTssB6tf85dLyHM1JmtrdyLybDfGfwFs1gwTRt5y9GeVCxiY/hlDRclZzDNp23msaWmDGBqe1Cr3ZgJGP+8Qfxvo+etJmOuKI8clkyspxv3/57Ll5yLW3xYu7Aqbty4u5HM7XWxz/X3Mstq+/hltX3sKI1PoZRBFaP1DEWEiu0swQnphCZUrE0+uWD8pTxorNk4nnOQd4yQDJ+ZjB60gZcUlo6o3s+J+Qclc4tE6c7eMY++/KlE5+3ju1SFEVZN9u10Mxzxyfe+V0u/+lfcYN90NfLDRaQICqrxddFcNHqGOM1HaUYjLFY1RhNxPvEug+7CLkxkIBJkmIaoQORswbq1lslhBBv6YrlkuhqjxnroVaJOCGJeT8hU13w6xcW0dyRjGS8+0PP44RnHbYJjqyibH3cvnYp37r9cn59z3U+TAbYsTGdofoA946uZE02Om6dxFj2HJzN8rFRlo6tDWHQBmNs8TOR5Qbn/He6Eu49/icA/3V0Djoqp1MVqL0SBcP7jEHhpJLOeT7YO07vIVql8reyXUNZg7+96a3jl1cURdlAtlvX+ZI7lvHuF3+B5UvX+njIvlCIPYY1ukpEfrBOWkDajtyaYNkM84tMcwNWgss9iE0p1/fLm47EIET8eKn160MRb+mMCaKVYtuKi4DFu8IN0HbkmWCCyJSE0jqSGnLjwBmsAWeMzzwNkQE2F2j79zvrv37GDrOncvhj5k3qsVeURxK/u+96PnfzL7mvuXLcvKXNVSxtrgK863lK2mAgbdCwNRJjySRn8fCDtFxWdoq10M6tv08MfxHBJt7zkEtSutArxJd+uhvnQncuWj+71ouTEkCCK9x462Uxz/ofjuJ/B+SVEP1eBlOBftZx860oirIBbHcWTeccP/naFZz/sZ8Te4Tn9RpM66uIP/yPdI9D44zBNbpaP0JPC6UrXNWF95ukEpYlgDPiRSaUwjTM60jVqnQbiskEYk2HYLXOlCWTuhKZikGjsVME2/b1NsUShDHUVrf4l9c8kVeedvxGH1tF2Ro59tcfZIxsk42XOxhuJiAJ1na2lhSBdpbQ0zLZc2rl6yvV57ZYSSrLxXhQl5Wx3J2YcszW+nNBX7PPEXzk2PnrXU5RFGUitiuhuXTJCt75os+xbOnakNpZXgFcIykLrkMp6iq/7hn4JKFGqKsJRXZ4R1eNsLwLLnQRKTPEXUgkcg7EIHVTCszCQloRmlEodm+XCUbLwtwRrBQhHtOEMkqmum7YBHKHycSnKkRraUgqInPUhjN2nj2Fj3zypczbT/scK9sul997A+/5+3fWucz02gCzG9PYqX+IOX1D7D4wi5tW3ccvl1yHC5bHGNYNkOfgJK187aL7O/wFxlqJd6/jEEwpHHvQ/RXOHbjCGtnblS75+PF86aT4ewFk1Qyjyt/QG/2E3edxzrNPpJb0iP1UFEXZQLYLoSki/PArl/PVMy4mn9KA/npHlx8DpbhLggu7KuxCS8dssNJCsrKO1JPCEmpcaWKI2egxLEoqQtIEq6IXlKbzehHXN9HaGFz60ZvvpBjTVIUmwZpp8RcLi88ytZRC1hgf2xkz3PMYOhq2eyynFuJCTeZ44rEH8M4Pn8iUqf0P70NQlEcgzjmecMn7N3q9jspCYvx9noBzBmNMiJSJ3Xzi3/JL3s5s8do5yPKUTrU3QbvI+LPlyvnlL3hprXQ92k0CyFj4UYnB2uFxxI67MHdoJj/5x004gRP3O4BPnPBMUu0KpCjKw2SbF5p33Xof73rJl1i1fNh30pk+WLqqodOt7Fz5Wx9cybkxvkxRVz3MYnWCuKtOF8E4X/sOS0jCCbGTXS7wqB3HxWxJuBbUSve7j91kfPmSzM8rRGn3tnTHheZSLhcEJW1/pZTUH4f6aCgenznSxPDKU4/jlFc9kTRV64aybfHcy85gWWv1wx7H91yId3WdX1XX9SubBatnlU73eu/w+W6RWZ0uzpQFM9qd1koRoG3AGYwLWyZw0KwdOfeZJ3LNPUv4j0v/FyfCSQc8ijOPf5q2nlQUZZOwTf+SrHpwDW940ZdYiUFmTkGmDXQGOkEpHmNJodSW/cMzXxqoaOs4Ubpo9YoSBJ0k1nftMaawiBYW0JAY5AzQMNCwSM0QytuF2E3GVzuJMZ9FX7nyjX3f8/Ei09tVKIrICyCprQjeMK3PIlNS6K9Bfz28v/F1NwW+fs7vOGX+mfz5ipvZxu9NlO2Mx+ywz8Nav/p1sDji/V6MzKlWFosPnysoHY8qaZqRphlmXKuvdWxH+GsM2HoOlDUyDcZ7MGqCpA6xDnLhzuUr+MOdd/DOS36FE+HFBx3CWfOfriJTUZRNxjZt0TztmZ/gjqVrylaSBFd0IRjDxF4R+IHcCDTSDlFXXd5BKUa7x41jQBCgQJ8tVyw6+1D1w/n51eom0aLZM1MAb6Hs3q9qYNe49cS3u4SyIHxVRAuY4cy3xjRhH0257I7W8vEvvpq5++3cY4MUZevir8sX8W9/Ob94bclx/oTvyKmD0mU+zgNB5/zOX9VwM1hdrjI90s7GewtabdsRv9lR3reyfdX3ieQZkCfjfo/iOEU85ojFkvCKQw7lP4853pc9UxRF2URss+WN8iznrkXLkIFGCIgMM6QivnpdKLpeWzHQzAGDWP/AGrL+8OPfFmwe1kzojLcUQTDQV32zMN/S+f7F7InE4TqIQje8Z2HtnGAfC/FqKhfAmLBkwDQd0p/4sAGDTx6iHH9p5njtm74O7ZyLf/EfDE7p24iNVZRHFofN2JvEWHJxpCYnDYVnx7IUY2yw4JsyeobxTo3u+7p43+m61KUrlhhPnvvYzHIVv1xHLl/la561u0eQTgFbjcvpohgn/Iy9+tDD+dCTjytjvhVFUTYR26x/5I5/3gftHLKsdIcndnziTYU8sbi+1D8alUc9xdV8+0afSyOlO72R4BrWPxKDk9DjHO96dlUBWVyl6L0NHS74yrR10W1akQmEbBxT4jLBlR5FeMXtLvWkqOsphbu+sh+1xB/LesLJ889k2f2r1rORivLIxRjDLn0zSG1GmuSVIhCORtKinrSxZICMs3CWY3SGcXdUFQsmSIP4kG0EixQVLbIc2llIJpJKaAz+J8Zah7UOEee/s8EcaRMp+qIXDwuuZXAtiw8KXwdh+z41/9kqMhVFmTS2WYvmTdfc4Z/EXuXAelVbxcrX29rZNbE7QcgQaluGRKCg4aQlUGO8lXFdgpOuZTbkGuANIhPP6x7bdu8PxFpN0rWcWHzikItj+QHbmfC6k77AVy76d3bcefoGbKSiPLJo5m1abhX1JEMwWCPkztBIfekiI5Amzt+3us6fzA5LZkVcRgxl5M64eWH5WuL97blb95e8+lOTZXH08eOOL8LrpxkDfUnKjv1TOGTWzjx37wN56m7ztHyRoiiTyjYbo/neV36Z6668zWdu9zeQWlL+6vfyRRFiKfsqNTIjPY5QVg/rRjd0GEsAaqayjnSKvEpR9o1yj08269qmWCTeCablij7rtu18HKcTUms47/v/xu57zd5826woD5PlzTW84eozGXZrimnGeNHXdvF3QEJcpKWZj++UM5GVs3t+Gbs5fkERGG0b/L3/BAKS2LDMBNd5Eu75/G+Kc0AGxqRMr/ex25TpHDxrJx630x48Zde5zOzTEmWKomx+tlmh+bR93w3TB/yL9biECuudgTy6jeMkY3DJ+PVdasaNK6G14zrfcyIr5iOVcHqYloNMSFxlulSeO0HynOe/4HDe+q7nbZFNVZSN4c8P3MB/3vgVb7Ks4AtOeDeCNYI1QuYMa1s16onDCDRdfYPeoyoy4xNHebMpdM3H0GqDTND6sSo0x0ZT31oWy8Ez5vC8vQ7gKbvOY5+hWZrQoyjKI4ZtznW+7J6VnP2O7/jevhOU6HAJXkwWLuAYGU+oS1LN8pRxcZATKvPueMlutjaRCYV/T8Rgk3DsAIz1ZZs6Fk75yc//xuwZ03nZ64/Z/NuqKBtAy2V88ubv8vtl1477usY+DqntLDmUWmGorxWsnZC3TQj39sXYW1lSKURUekS6I3EcdPwOVO5xA0JioN2jqpFI7HcOLocptsFHH/d0nj/3YI2vVBTlEcs2Y9HMs5yffetKvv3pXzM63CQfqEN/o+eyrmEnFqGGsvtPTI4JRdeLZaCznFBAoLzGmOK/kq3hWlCJvyxei0Buxod/jhOaQDvDrmjy0lc9kVf/+3zS7p7wirIFuWHVQj58/XmMuLGO6b3c392tH+M0J9CeIFaznYEYiyFaRZPxGerFM9PTPd7KoSpWRSDLDM1WDckN4ix7TpnBpc87TTv3KIryiGebEJq3Xn83n3v/hdx2w5JyojG4NPQvT2yZiAPk/UlXbc2KRRN8QfMKxQGqZJDHDm4diTrhPcTS2X1oa0UE2+583UGsxWk6l0kfGCUBDnz0brz3zBex45yhyd5SRVknw9kYn775u1y5/G8d03uJyfWROUPm1n8D1Won5PRezltOQ6xlkbwTy0JAFJpl/3TD8Jo+4pftnKe8kGfssf/GbbiiKMoWYKsWmiNrx/j2p3/Nz775R5wT+qf0MThjgAeWrhnn6vZdbnx5o3xKrVNodrvGq9nnBOFYFZMTIARrZ0wU6jCPxPUf2r5uNrotmk4wuf9r19OkxIRTya5okuS+9ujglAanf+xkHvsUvSgqW4YfL76c82//EXWbk4nBiR1fQaIHHfGV1ZBkwMSEHEnGLR+ZSGjG+poipuPr1uxRsN3PNuQZjI3UgYT+JOXvL36nWjMVRdkq2GqF5p8uuYEvfvhHPHj/Gkgstf467XZeLlBp4SHRBR7iL/O6gXoZbC9dZY28pdIULvRu13kxfvHc/8nrlNbTbQUJuRK5w2brWC7LsWMZtB1JLO/uYlAZPP+lj+UN73iGutKVzcYv7/4jn190AYkR6javdl2l2eH6Nj1d5+tDBHIxOAeZS8pi6YVALQfLnA1VNHv8dIRtGmv3TjCqitGRtYYT9zyczzz5xA3fUEVRlC3IVic07797BR9/+3e4+W+Lx4u6av+3KBIJQjK1nXUyw/KZMdCfjitKLlWhCRSF1ivENXJAUqBuesd+PpKtmT0EM9BR69M4wDlsex1X43ZGEiyfZA6TC8YEwemvyOyy6xBnnv8adaUrk87PlvyOb95xISYUkKyKvlx8YfTUCJnEMkYP/cuZO2jl68qrNLRzW7jbe319nMBoa92Z7CIwvCbhshP/nb2mznzI26soirI52aqE5uhwkxce9ZHx4rILKQqjh7aR/fUJryO5AH1J78Seqkt9AlNHJgKDyTqX2eBrWC+h93DZkEz3pisqvBTCMKw7Piu2Mm7wJ5pqyaNIlvvWnMVyXmwaEd7w5vmc8uonP6TdUZR14cTx/Tt/wQ+X/C/WOFLrEIG2JKHrTuc9pRMYyxPW1SRtonuxON1JKWQLd3ilFqYTQytPyF1C991q/KlyAiNBaHaEPHe9/utzPkgt2eaKhSiKsg2zVf1i1Rs9Nre77JAFrC3d37DOskPWxJIjlQtAsMRJd5xlhVDODpuY8NyML5on+Jj+wqLZI2Zz3P5MMH0i1ickK5bJCd+jbpBcCte4qR63uHrZT8/PMD5Orfu4dbxJkSgVpid+nPPOvZzbbrmP955xyvr2TlE2mOFshLP+cR43rPknGF+vMib7+OJDPtg6us9zgdwlvq4lnV+LCXo6kBclJzrnF4sY8WNXuvw028JoOwVsUd7IiUGqBXyB1FiGGgPs2j+dfaftxIFDO3Pg9DnsMTiT/tSH+qjIVBRla2Or+tVqtzLqqaHVzEsBE64CLjWQVnanenWoxm52iSgD2Nzh+iru86id8hig2IO6LZfPpBBctuhzTlmr03SN203RynIdO78hlsn1reekMwSgaq11IRY19nMOyxSX1G7Lbu682p5onxLfS91nPVQ+jiDIL//RNbzlfc9hcKp2K1EePovW3sVHbvwsw/loMU3EkJGQkpMY3yPcAal1WIS2WJoI4modX9NeVPsT9JrXTfdY7UpHoR3qUzhoxhz2mTqbvabuwN5TZrHXlFnMagxqPUxFUbY5tirXeeTq397Ip//ju6xcFrLLkwQ32NeR4ANULIziSxZ1lTnqaD9p8MJRgHTd7nKAPDW+uHsQZUYEgtvMGaC/R1LQujIONuT6UhWN8Xmvad3v6RPA/UUsXDElurtNOc64TSjqZMr4+W0Z72ys7p+rRMUNt0gIVuCwkXblMB89/7UcfdyBG7DjitKJiHDv2HJuWHkHv7jnUpY072Qis72ldKFnYkmNKzK/rYHhzNJ29Y51orB0zsR7JeJtV+8fzNJVPm5b2/08c+cn8uJ5j2G3wRnUrCbEKYqy/bBVCk2ANStHOPcjP+K3F10NgBuoQ6PRmaIZk1EA118vC7FHKq5uV/MWSunhNu6sXy4hk92W4o2YdERRyN3VuuJIe7nh49WsR/H3jvc2cVt7WD27E416JR5JJZaysNrGK2nXsSh9gCBBLEaRGSyUNus6ZUxlzMwV0wqj85omNorx3MFYCwOc/IZjeN3pz+m934pSQUR469Wf5fbWP2jlKUKCSEZZqcxRM64Qj5kklQQgIcGRWCkyxdPw3Bj/ek3bAjWqglEIXYDCF7t34fXK9z8Y8J0k7NzYgX/d92mcMOcQrNEyRIqibL9stUIz8uffXM/nTv8+K5atKaYd8ZT9ueXm+1k73PIljZIEaaSlxVJKV3e8FOV9KaSJt372yGQvShyNq48pvhd6VSyK4BxYB67PdArcIoPAP6wIzuKtqMZ0WSgrL3q0wpwoS3zctIgTyMAkndvaITZDtIAgXpgGtViEWubOJ/mE8aqeeEQw3dEGIjCWYeMxDyWPzGiL/R+9O5/90VtQlPXxH9e9j/ua9+HEhqQeR8M6xnIJNzUWY5KOAux5iAHJJcQ3mrywZFa/SnGdZpaAgSwUUvc/FQmCkDshcylt342hWM+JIXeGXCyWhBN3O4qX7vVE9p4yezMfIUVRlEcmW73QBFi9YphzPngRl//kWgDEWmTKgBeO1ZJGFaFTKDoLYLwrvFHznYRK00T0GiP9aec4UQPGLkFpcBc73xccAyTgjIFo3RQgD29ZcTM78MYUoj+P8XGUrho0aTqtnNApKjMphW9cLohYk4XYSkPp+nfSMWYhFJ0jaUpprU0MZMFlbgy0/IW7eJ/oMs9cx5Xc+J565SaKYFaNkFjDhdf+JwNT+tb/ISvbLb+699dccPf3AWg7g0WwBhIjRe9xhy9T5MRgjZAahw0n8ljuE36cJOPc5lB+PVrOu9UFgxN/c+UqtS/zIFCbmeGBsam40Mlhim1w6n7H87zdjmBqTWOOFUVRqmwTQjNy5S//xiff/j+MNHNkaEqXMJTSFTwBGUBfWpTrqRoPs4G6F2/xChXrZYbkH0yw5BmDQ6BWxmg6EWz3tlQto+IzVUnBZCDWYES8eLUhrjLzrmcRoFHdix575ATaQWzWjN+xxC9rANouWC3L7S4SYAuLpLd02lCSqKiPKXSUj4q2WokZRNLZQaiQwtW+6CKYNaOY3PGez76cY5592Do+FWV75pZVt3DGLR/HGCEX0+E4MEFw+vtBM85SCf6r03YJDkEkGec2r1pA285QC/MI47QrhdYj7dywZO10+m2DDx7yAubPOZhE3eOKoig92aaEJsDKB9fwqXd8h6v+enewsLlOKbaBWZ1iY+KQIIl3qYkNLSxTCjd7TASSruLxLjWdV71g6fOu/C5XuovGRPFWw7Ddrm6Lq6FpB0tjLvhyfAaDIDVbWiapXD3bQpKLzwOKwjC6zNvis+MLwVjdFvFytPQ/YqM11Qm27YJFmFIsd/shs3y8/A3itgwdcNDOGKwlnPHt09j/0D026HNRth/uHlnCB2/8AASp573ksWSRv3GpCs1IjAaReE/oI6tpunoZFt0lMqG8h4zTnRiaeQy8LkbHOcMpu76EV87TWrCKoijrY5sTmpFrf38z55/xC+78570VQVS5GIW/RfnL2AkoTJB6DUlMZ7Y6eOsjlRyeME6eGojtFYOF0jhB+hLIHDb3VzhXt+VywT1vpBxQUltcKV2jIvba3ndno6gNV1gnggwkxXLevY0Xh0EER1+hOEEM2Eo4QfHhGwqrpQ1mSEksJneFpZYsx0o4YK4s8i7xQEZf5FjbjxEtoXF+9W84TrTb1DPHm/7rhTzjxY/d2I9Z2Ua5dc0dfOzmj+Kd11J8T6OxPEq/OD0XQ7Sf+1Ms2tJLe2QzhxxfFL1bZEYqXxfG8hQRX5M3MXWO3eExvHrv5zDUmDpZu60oirLNsc0Kzci9dz7AD8+7jN/84CrfC93aTotiVQAFQSki5H016Kt1WuriKsRJpQvcBRe613Bdola8wCPxWe2u7q2hJphdjPFlkaRmyqtceLgEyA1J7rA2LGeDqMsd1kE7WDITQqxoYougMlPZfpN5gSiEDU1sGWcatsP3NHfj41HDVb6IzwRvlXSd4QgSYzxdcLnHMTJvWR5XBH/taCFKn/aio3nTf76AeqOrTJWyXfGHZQs4f9EXSYoYDClc5lFsduXe4QiG/cr8KDXjV2o0Bx8MLUCOSG1CsTnSTmlJyj5T9uTk3Z/Kk3Z4NKmWJVIURdlotnmhGVmxbA0//foV/OJbf2B49RgAfVP66J/ax4oHhr0ATS1iDGJB0sS3rqzgDSUSQhHFrxOteL2Cw6JGs3SIOhfFaGVZgTImM/NJRQZK93+0MhpTEZrBrR1c2RLGppEU7nOTVIRd5rBt79aOdTSdlSIMwFgL7ZyOzkBFAFseLJ0VYS4CzbZf3lamh/cq9lAERlsd/Vck+D1tM6vE0MIue8ziY98+lZ12017O2xu55Hzrjp9z2dKfhHvBjluYDrEZb+oiVbc3leUKcRqfE8NUYMxFOVre2IjA2nadJ+7wWF642zHsP01DOhRFUR4O243QjAyvGeNX3/0/fnz+5SxfuhqAgal90Giwdqztu/nUfO9zF6x+hcCMrm5CNnk9GS8uc+f/Jr4siqSVIvHh77gDHsYWvFi0UGbLV6yBPk7UlK7zPLjknZQBaSGL3YarsTP4/ckdNncUlUULS6V38ZdX47B9wfoaxzTNLCRJxcA368dsZuVuGOPNStaUgjVu50hr/D6byj5WrZ/G8K/vfy4naj/07YaVrTX8v3+cw5r2dYCQGoMxOW2p4ZwjC71cDWkZ7kJHCHRHfGXVNd7LTV644cO8Vg6Z1Nmpbw8+eNCb2aExfbPst6IoyrbOdic0I61mxm9/eDXf+dxveHDZWiSxyJT+Dre6RPEWXcRlixAwoUh8cDebqgi1FqlXCsB31FEJT2Ppn1g3xXnrpBOQhvVCrjK2ER9jSWpxaTnPNl1RF7N05dNh+jGU7sRyO7oEZxCtxsU6otIZdxkp4kolJP1UxHDFurpRVJVDZRvP/s5pHHz0vI0fT9mquHLpNZyz6Dz6klF2rA8X042BMZfQMDktlzDsUtrOINTXKSZ7ic0wJ5xmphg/kjmYluzKZ4/4b7QNpKIoyqZjq+p1vqkQEW74yyJ+/t0/8+CDI2CtF1itzMdlghdTwTrZea2qmFLWNjG1FNPTZ0eH2PNpr5nP/E4sJsZRZg7bjiWEHIm1ZM5SZNrkDpNJaR0UQuZ3GTMpDkgqsaO5lBnm4eLaUXyl2yRkAGNx4rBxf0PcpERTUcUiW1zBayniHOTxrVx5jHqZkOL7jf9AxolNAfY+YM7EH6KyTXD/6AN8485PMZgKM2rNDoHoBPpCd4DU5gzZnKZLGHWWzAlT0gwRw7CrUS3W3ktkigiJ8eUdXEjji/fYTgxtB2cf+WEVmYqiKJuY7U5o/vXKf/LZD/yQ++9e4SdEIegcjIxBnhdJOsXVqtuqZw2kCTa6sLvMKdYJ+ZocptQxYxkigs2FRIQ8XAVdXwqtnMSa8uIWfHnpSAuX+tp/SYiLLEoRQSEEo0u/qINpyyhIaTtfy7OyHDllqnxH8FrnvokEndvKiqx1scaHFcR6mDFgznpRLLGkUbdpKdIdYtDLijk66sW+NZjEsmbVMIPTBjbkY1W2Ur5y+38zmDrqJiOJ53f4G79aAsW8hs2p2ZHiPsoJtMSSiZAYQ8O2GXV1KOpaii/wbv255k85KcZHYDhP+cShH6WRdMZkK4qiKA+f7UZo/uGXf+OLH/kxq1aM+AnhCtbXl/LkZx/KJd//M7Ze8z60KMDSpMwgqFjkJLqXo5u9GmcY4ilTEVjTHCeoYt5q0sy9eOvOWgg1LC0Uhc/F0CkOq0IuCLMOkyZg2zmulWNSGwRncKM7E0SpF56+CLw3edqiXUoog9QRHxoC2aCIJaVmiwx3I0CS+HFDqEFnWnAlk737rwiyZi20WtRSwzs+91qOO+VxD/3DVrYaVrdXkJqcmh0fclGNBImvfV1MjxNf1mh6OlbU1AQwmWPMpaQGUuNIjWPY1RExOJ9RVyzrgI8edDq7Daj1XFEUZTLY5oXmtz71K374tT/QikkrQXANzRzgCSc8il33ns1Vl94AtUqLyTSho+c4lJ2AiteVmS7EK3Zb8AqroStjLsMyhQWyuk4UtFHABmujiW6+2DoyitpW5jsOOcE1M0SsL4xuDdaFbkTtnDx32Cx0MOpLi+5AGL9NvqxR7hOZCNnxTkKRdalsXNw14w1GrRyHX88UrnXjBacJ+z0uHlQ6j6fxJZtoNjnmxCN56+dezcBUbeO3PZBLRiZjNEzec363F7vbKO6LL0jHNIDBJGNKmnWsOyYJTZcCpvja7dK3F+896D30JXq+KYqiTBbbdDLQ2jWjnHL4h7osjvl4l601UK93mk+6r3IuBFo6AWsREWSwUVg/C7dxFJTghVYsom5tITolSSodgKQQnCYXXBJc1Mb4mM60tBpK5ooSTOTOu9WjAA0Ww8LV3T1+rMsZ4jatNf55Ur6Xdc7HXCYWO9peZ7vOjh7ycV+Dm7+jLFI83lWx2WxBqwU2QdIEg/D5n7+dfQ7da+M+YGWrZunYEj59y5vHRaZsKkQgC71VM2dZ6/oh9DE/cZdTeO6uz56cN1YURVEKtmmL5o1X/tPHDloLWVYKzA4rokBS6y2c8vBwuRdR9VrpMk+MTxaqjle1WsZ1q12FYpecqsu8eL9o7avME4JQ9YvEguomTXwsZcj0Nq0suPqttybGbaruT4x7g2Jcb1R0hT5EIMmcF7jd29dLeFerZlsbXOaucizwQjOuam1hvSTLOHr+/vz7J17BjrvP6vHpKds6/3PHxze5yKye9sZALVg8E5Oz1jly6eO/D/4oc/rVVa4oirI52KaF5iFP2o9B12J45UhwE4NNE3bYbRb1vhrDq0dZu3qMdpZjaiGuMMu8G7mwzlUsce0M6rXSGhljOTNXdhESgbG2Xye6xyuZ6EJFRBYxkQFj/FhBkNp25gu0B0uqF7bGj9HKvAu72S5iKCULVsXo+o/E94n1qcHvSyhSbwqLZ4ijTJMgGE0pHLuv4MW4Xa9Hx7wwJ1hix5pFi0qTWJJGjTee+WKe8cqnkCRd4QjKdsP5t7yfB1uLw6tNdx5056EJoZuWGAbTQT7x6C+RaIcfRVGUzcY27ToHuO+OZbzpyR9meNVox/QZO03nP778en781cu59o+3eZdxqwVpCklCtXVj4RIHL+j6G164jTa9q9paX0S9UYdhn5hAYpFaCvUQ+xnjFXMvBiVkhMfi8B1JNyH+MhZSFwlJtNb6wu557oVnTFaKyTchC14Si9SSIBiDgExssJr69zCtNib3iUCSWkzm/D5X3d7VcAMorZO2UuczruMEWTvijyHQ6K+xx/5zOPwpB/KEZx/OvofuQZLqBV6Bq5Z+hb+v+CZrsjqrXT9tSSjT5Kr4PueCwUm3GBVcyJITwHX89cv65B/IxTIlmcF/H/IZalbbmyqKomxOtnmhCXDtb2/ggyd9CueEWXOGePDelcU8M20K2KRX4b3SwhdFZhSLXYk9HTGZFaRR992DajUv0mJh91CfUwzQ1/BCL4q23JVlhWKXIfCiMYrFLMfUQt1AhGOf9Whuue4u7rt7OS73iUeuloCxGOf8EInBREFcKQJfuOyrGe29BGc789bKrvADwfhyRK7N8Sc9lme84snse+geNPq1VIzSiYhwxX1n88/VPy/vp1zCA9lULBljUifcyQCQmpzECLkYMol1ucDgqBmHw4QYzFKEGnHkAqvdYDDeGxIS3nfgx5jTv+vm3WFFURRl+xCaAD/41MV8/SMXkdYSXvWhk7jos79i1QNrYMpgacHsjuGsus6rIjJOr8YjVteLy4RpYorGj+MQgCn9XlTWUhhrYaLl0NhS/FWFZphWrye0hpvUapb2aKXFY1H/M8RJJkkhjot4zKp4zl3nvsYx4voAI2PI6FiRhS7ii8g/4TmH8boPvpBd5u64AZ+Csr3SdmP8ZskHuGfkqo7TzEd7GFIjrMoaZJIyNR1jRbufMalTt96i35aE2DohClAneAEqvtxWYnLSEAWyOjOMSQOoc8qur+S4nZ6+ZXZcURRlO2e7EZoiwv/7ly/xx59ew6w5Q3zu9x/mV1+/nG9/4mJMf39cqHwkiU8iqk7zvu3eQrPbItr55uNFXNV6WCV2DDK2c14hNGPspIRY0jBOTHaqjlsVzjYkCiXB7Z1UhGY78xbXWupDByJ5jow1vcVytFkcx/7BOqe89Rm88F/n0zfQeCgfh7IdMdxexi8Wv4PV7Ts68+1kvOE8Pm85ywPtKUyxTWo25/729OAq90XbfbSJITHRsl6GO8ecu1VtS1+6Ox875HNoxx9FUZQtwzadDFTFGMM7vvRa7rr5Hu665R7OePU5vPQ/nuMvQGNj0Gr7q1yjjqnXS/HY7R4fl83dlSAT6ZU8E6dXBWDPsSqu+UoiUZjpxWGWdYrRJPHZ3ODFYvX+IVov220YDfUFG3W/TqtdCtF25q2b9VphETXOZ6GLCDvMGeLfP/FyHvu0Q/TCrWwQS0f/wcWL30kma8Yl6tiur1Q1pyw1jjn11cXpXzNt2tSwRoqqXUl4HmtqxrHi86mp8KZ936/nqqIoyhZku7FoRhbfei9vPe6jjKweZZ/D9+K2G5dQq6U86cQjuPwnCwCQijVTxGeiS+77JBsoLaDdrM+qKUKtntDor7M2JidVr7DWjLdkRqwJ1k4gWBlDlfRi+UbNkiSGkbXNToEswfqZ5ySpZe5Bu7Hz7jNxWca9i5ay+Nb7fEH7NMST1mqYvoYXnmvXMvfg3XjfV09l17k7PaRjrmyf3Lzql1xx31kY8p73ad3Poff9Wi6W5dkAY1InQcbfg/VYJxPDo6bO5yV7v3nydlBRFEVZL9ud0AT40y//yn++5HPeildLMUmZaCDtNibPcWnqC4t3JfhQq/k+5wMDoVuP8/3Ra7XxlsvqVTTPy2Qi8POSpJJ8YyYWmiIhmzt27qku37VOfJ/q6yzDWsjH2v51D2ximbPXbHbbd2d23Wdn0v6UvR+1B497xqH0q3tc2QhEHJfd93FuXf2rjupXG7Yu5BjaLmHE1WlJLWSRO0QyjKlPeD/nexcY2mIYTHblvQd9Hlv0PFcURVG2BNul0AT41n//mO9+8mKo1zDGIM75eMReQqyjwHv4W0+9xS9gBgeRNMV2l/AJQrQ6RnHIBUgTTEzWicKz27wzNsaU/pT+/pSslTE22mYsE8QmZbxl1d0e3k/abe8ur3RDmjVniF332Zld99mJ3fbZmd328cJy5712IK1tN5EUyiSxemwZF9z5CnJGNlhkVr9eOWCE0nvQtey97T6g06MQBWYuhhxD5mq8bb9PsOvAHg9rXxRFUZSHz3arLF7xvhPBwnfP/oUv6hzjG6Gz2Dk+vtNYg00sNvxNEksypQ+b+Ep/7bE2YyNNX5fSWGx/n693mTuQUEi9Gp8ZaYKkKQwOgPi8WslzLzqD256RUdasdazptSMhrpR63bu82z7mcqcdB9n/sAPZY/85hbDcdd5O2kdcGcfa1mKuuPsV9KdzSGzNNwgAQBBxiBHEZTjaOGkhtHGuhaONSIaQE2yJ1HBMsXVG3QC52bCfl46cNxivLitMtW2GncXhrewx81wwhdh84g7PU5GpKIryCGG7tWhGbrrqVtJaytQZg/RP6SOtJaS1hKSWkqQWazeN621spMkDS5azbMly7vrHEu665V7uu3MZK+5fxZoVwwyvbZK3c1p57mu+1OtMmd7PQF/ClGkDNAbq9PU36JvSoG+wwcCUPgam9jMwtY+Baf0MTh+g1kg58DH7sMMuMzQBQtlgrlzyOkZaV9KShLyoSdl5/qz7bBLqJqNmfJiJCIy6lBY1IEfEsMJNW+8oG0psrIVAW0xRL3Nxawgn0/l/jz6futVwj+2JZSvWsuDGxXz1J//HmM25c2SY/iRh5mA/OwwOMr2/QV+jRqOW0qinxd++WsrIWJuZ0/uZMWuQ5z7mIP3tVJRNzHYvNBVle+eS2w8kMb7QeS4Wa6BV1K1c10VXSHHUTTbORZ6JpSVJsfb92SCO2nrGe+iIwE0jU3nunDfy1J2fMynvoTxyWLF6hAU3LWbBTYu55sa7uPPeFYiBVt0gAyBJjzh3B8aBzf3fWMwjTyEbNJBA6uANxz+W5x19ELvvMLTObXhgzTB/uuUuPn3xFYwmGQ/Sot9aHr3THA7ffQ6H77ELj95tZ2YODqh4VbZrVGgqynbO2uZCrrr32RikSLRpSkoupqfYFMDiaJicxHQmy7lYXN2U64nAqqzOiAwURddh3fGbvaqK9SKWOhIxLGlN5b0HXUB/OrgRe69sDawZHuO6m+/mmhsXc+2Nd7Fw8QPFPAHE+qDerAZ5HUgMUj11e51rIuAMucGH/ZowmAOTw2F7zuGZR+7P0w/fn1lTB1g1MsY1C+/mqtsWc/Wtd7Fw6XIA2im4KfgGVVKOgQPr/ORpfX3sOHWQPXeYwUFzZnPwrjux16wZzJk+jTTRhDVl20aFpqIoLF79LW5d/v/K+v9iyUiiIYiyzaN3k6e4ccXXqwIzuredwKiDtTKEwY8lwd3tc3781b1auH1dxHFjyPOYs7QkZU0+yIir8cGDzmOoPmtTHRZlCzEy1uJvtyzh2hvvYsFNi7nl9qW4rkvVvN13YPasqfzl5rsYazsyIK0JeWIgLbPJYpgFhgnFZ57gA4QrYjOr++c2g8Faymg7K1aRyt+8Bq4fXEIhNm1xkpYP40Kim3Tq3r5ayszBfnYdmsa82bOYM23K/2/vveMkucp7/eecqg4TN+9Kq5xQRCKDAYHAxggsYzLOBAMG2+AcucYXcLjGP2ODI5hguMYXkxwRGIxNFCIIBCgiJJS1OU7o7qpz3t8f51Tq6dldSTu7O7Pvo8+ou6tOxe2u+tYb6aaGJ513DqesXUVymMK3FOVooUJTURREPNdufSm7e1fHz9CPd94g7gSL0DFugcDMSfBUAjOuMXQtNyEBzhjYk7cxBtp4UiP0fMIuPz1SZJZ5c6amC0YI0cyDNQaDsK3f4eXnvIcTxk45jGdGORLsm5nnfR+8mn/79LfYOeYWJGQigrWWJFbj9yI4L6WABBispmaRNBhXfXd8FJCmLjJr770BSYJoJA1jpYj0qKtKIFbbKp7AwgOUgBunSq+ti0uqsUhNbEpterGPCfjCMgokeRg33kqZ7LRZPT7G9FiH1eNjrJ8YZ/3UBJumJzlx1RQnrZnmpNXTtNPjNsdXOUZRoakoCgC9/F6uvvsKPLNAiNMMMZueFq7suAOxIAIWhwn/iWCNp+5sX9AQC2KCUKBoFWmAbXkbx0TDYtnQAodg7ZzJurz6vH+nk3Qf6ClQjhAzs30+9fkb+Z+rbub679xHfxBKxc23gOlaXeChu1Ne/NNGEVdYBx0g4zRNhTWBKEIpICnEn4Tlii+aAXyX0ngvtbw4X70NY4fFp0QLaFofSENwQljOx2ll9ebC+m+h/HlEgWsHNUtoXIcUVtokjBMbLbUJkMGqPOUTv/pSNkxPoijHAio0FUUpuW/mn7lxx28B4GLsY2oyxkwQAgNJGNAaEoGFNDywiy9YSZNyybomyJ2wxU0A3UMu8F6550Npow2tx/CCs/7k0BZWjiizc30+++Vb+NTnbuT6797Hrt4AYixlqbhKARW/AENfBAdItzJLli7xmvWbBGpfsRIBsLVliuk2jo/TxVBTgNV6fbu5smL1rrC6R/EqNlhG68fU2Ili2zGOxLiqbqwv9qUmUm024mTWzpUMb8eDnQ1JTc975IW84Tk/cNgqpyhLT2+uz13f3cq1V93C1f/5bXZu2cO7v/j6Zf9vqEJTUZQSEeHrW36S+f5V9GmT4pg2fVrGY01o7bjDdwh3RAdYivz0HIPIwgvioQrHLYOUOdYO7U9xfw62Ui8muCmxeEnIsVy8+gou2/QyOokmAR1pduzczwc/+lWuufFObrhvJ6umxli/dpKxTou77t7F7vle8/kjfhlciwM+lxQ3JZ9QCk+BKs4yqcRjYwFq4ovq1RNd4fWxMnpsMZ7aeElZKBqJ4jClsc5yXcMBnfXP9fd+aHx9novxnrV5Qi3WdMhyShZiSovP3sC7f/LZPOncM1COPoNexrZ7drH1rl3c873t3Hrd3dx5yxa23b2LvbtmcLlfuFC/zx9+6LU8/LILj/wOHyZUaCqKUuLcHm7Z8lSc20rmQ9OpwsAU3OWGeW9oGYNHmJdOvNc5wv2tvfjKqdYziqwovC5wZzaFZzwm/ZhoubShKDth3Jr2yVx+4i9xysRFh+XYlYOza88s7//Al/jAJ68lNqLHCLiuQTrJgvGFOBxmpNCsCarSpV0TmsNDS5E3gvpXTGIMJu2F+1K6oIfwBmpRHgtCRot996Msl8MbOJQHrVHjauK1cNU3hHExpggHMLXzXRvT3gubpif46Gt/ijUT2rBjKckzx/Z7d7Plrp1su2sXW+7ayX137ODuW7ex9a6dzOydP/hKhmOO8pz1a8d53/V/smzLZKnQVBQFgD0zH+Le3b9KvM2XFP3Hc8L91SIhHEwM82JJo/fTYZiRwxMfedN8m4yNCJYxu559blcZ/WmwPHbdC3j8hh8ntQcXtsqDZ8vWvbz5z6/kmmvvJDfAeLNdrkeQVlBf9Vuhh+gOrqySpbXwABZNt4jAhGjNq6/nIPdeZ0CKr8nwWFOLxSx2kGhJTWuThve19rm0QQ0LzgeqCQrRWbwOWzwPZCEdsS4zC0lc5qLNG3nFkx/NmvExVo93WTM+zqpuh7a2H77fuNzzzWu+x4fe+0W+/pXbQhfA3TMw1oH9swcJJBrBgqB2QbzH5A7f7/O6v381T3ruYw7nIRwxVGgqynFO7vZx946XMje4ujG9fmXwsKB3uRcY1MxBXmCfFGm7o9czisI1bmpT7ht02eE3cNH0c/jG3v8o52zsnMUzNv8Sm8bOPsSjUx4M377+bv767/6b62++L4oyE6x9nXgbrcdLLnJndRDEZoyR9J3al2gRgeQSaGSf1fBpta1CdIqw0DJZF6S1r+SiVsxFROuBLKe+tp2SwxlOd6gW0VHLOSAbGbLaxEO6D06cHufJF53NuSdt4PSNazht4xo2TE8sWyva4Wb/vnmuv/ZOPvdf13PN1beyZ/dcc0BRGw5gZg4726cqn1EbFl/LsxqXCc9tRbZYeG+yEBsvWcbqtRP8/XV/Qnd8+XU9U6GpKMcxe+f+g3t3vhahX04bLpZeRygsnDE5A4sXIReYkxYu+ieDAaZeH7OqxllMh1Cvszdklqpfke7ujbGX9Rgsl254MY9e/1ySQ+yhrjwwcuf54Ee+wvv+31XM9zN8a3RyThkraIvi6MW4aoyD6LKuWTSHXNgLbrzFOAO0Fn4JZdgKaeK3axHjdmVVrW1vhBgc3q8Fy4/YyTKB53BzfwXmiLu4yasseQCyRVY5ZILu7q0+ttKETasmOWX9as46YR3nn7yRM09Yy2kb1jDRXbneBBHh3rt28c1rbufz/3UDN153N/Nzg0NZML6CmY/XVGPjhc9W53q2h+kPrc/EMWn8QvUH4WtgDBKL+r/0Nd/Pi351+XU+U6GpKMchzu/jzu0vYX7w5XLaIYeTScNrijGQeUMfiwHmfeFODWuztCnKxwyTi2X+AHGdN8/DWOuRvOCU32ddV+tjLiWfvPJb/OlffYJe3TJDtCCaEcqw+GBM5T62hKL9Bpw1lWt72HVuKDOzxRAKrNduRVIk6pQZ6Ivvd2G8o0MjY7yOT5rjy3XWkmx8vW7m0OHKImKyLNJ+II6kQXD4bl5PUgpPhg1dvEDke0j3LGrAbdBOE1ZPdNm4apLNa6bpZQN+5YpLOWPzhge69w+aLHN868a7+OM3/Rvr108xNTWGiJDnHuc8870B23fuZ89MH8ly0jxou4mJLiLCoJ+T5T5YFp0nHYxIzjkURDCjEnsKcofZN1udeGvDX70VWvE7LH47Iqxtwz9c/+Zll4WuQlNRjjN27H0n2/b93mFdZ+MqUhOVPW+YjXGb9QxyJ4ZcDBkWH9N2y3t+7cY8L6fy/DP/A2OW14V1OTAY5Fz571/nA++7ip07ZsK0roFuqzHOF2WBErN44ssIa2duga6tJhTrg0b5n+CargnbxUoDQZV1Xbcw1sM5CgErzWUb66yXLzIL19HY3Wgtle7QmFHbpTbtWPU2S8xKH5pmogjFQdqjWVS+eKCM/2sI9eH3e4Wug8u/7zye9phzeeS5pzAxtjSWTxFhy/Z9XP+d+7j+lvv42rdu57a7dgKQ7M5oSZUc5a2pHggaYi7MT7IRMsgLpl+dLJNL9UxRs1w2P0u5XuNrY0zt4c0LzPUx4ishOdxrd1QHCy/Ivn38xadfxzkPO/1+nKmjj/qgFOU4Yf/+f2H7ntcwbRPGgAyPABbLqHJ9i7PQ9rlYGJcFMonliKgli8RrayoeJzlzsdl0NCTgmObyk9/B+rFz7t9BKgfk3nt28cF/uIorP/4tcucpakKKNfjEQMs2Ys2Ke2QoKbRQTJYWwBEYAfHVzHJoi8YXxgpI/UbfJsRn1s1tw6JzESFqIFjuavNdIS4XcX+Pyn4vXc7F+enRzFofFQ/6QMTlYm6EBxqbWSx7IEattzgHGUi79uBYCM1YHN8Orb+xKgEmwM/Ax790E5/40k1YY7jkIZt57AWn8biLTuO80zc94Jaas/MDbvruFq77zr3ccEsQl7v3zi0cKIKMW1xfGtb0BUTLOyI4keY/aREj1Epqkxzi4/R45GWmP6FpRSM+YxDrTBX7IBKmZbG7mh1hJh8WnMUFsT9A8hyynGv+67plJzTVoqkoKxjxc8zPf5T9+96C+C1YgXVJCPDPxDHvM6yBgXgyEebFIxgyqnvduDHMi5TJr1BEXC5+JyziOOtj5nxCRmvB2FwMW9w0uaR42jxmw69y/upnH5bjP97Jsoy/+rNP8Nn/vol9M/3yH1USA+1wo/MiSGqCuKvd6ARiz/DYm760FAaLjbTs4jfxYmjNwieApOCKMgWLLOOKQu7lRKnu6PFPUpr1NIe2VaxMJHb7GWUdLSxeowToEHnKojGgpYX1UPXTAn91bbo5yJj7gzT/CqG/YDdrnZIYLJxf7oI7gDW0ts9hXZWsaO2r1jnebXPJ2Zt59AWn8qSHnclpJzbr5pabcp7b797J9VFQXnfzvdx+985FjnOEFdALrbmDuL2L77IHXM1aWTxg1KWREPuMDlk1a78HfCj1VR5/7hf+8xXrdA7TyxZOL/fB1GYJ7N0P4iHLOeuSU/mrz7/hwMd2jKFCU1FWIHl2K3Oz72Nu9n0QE33GTYtx04o3G1Nmk3rxZOLIamWN+uLZ5z0tY1htE5wIu70rLZ/DIhIW3ieHxejAhw4+mU9rraItuVjuyNdy+tTlXLrpt0nt8suqPNqICNvv28udt27j5uvu5qufv5mbv3U3uQG/bmKhazu6rEcJTJxgfNQnYzXXd92SaEwQjEiILauvGxYKzFAXKywnEr97UlqVymVMEJqSmNJ1W+oImt84Z0A64f5LvaB6/PIVXXeySYa/qqPPYfFmxNg8AWqCtXTRH8iSWbcKDo8xLPzB1N6X1t8DWTsXW/5A+xJ/eHZoXtHisuzNXp/nq2XLBKPhZYe3U+yOgJ0BOyzaoHLLG0iMYSptgUA2yBlkLl4gpLkNWbj/jUMv3daQ9EYIvVEMxSQDmMyHQvnDDBy27J07Yu1lfJAE4Zk7rBslhD1mrr9w+cXWt38GY8D3+mDgI3f+FROrxg/l6I4J1HWuKCsEkZze/CeZ3f8X5Pk3F8zvmBRbi3X0EuIirbF0jKUtKTmOTBwdY1lvDX0RMhFaxrDOJuwRz+wiz6Zm6L0VECR0DCJcZy3QSoJvM/OGe7JJeqziR059D2u7Zx7Gs7Eycc6z9e7d3HHrNu6Mf7d9Zwt33b6DbJA3hVsrWbQWpYmWKGmbyq1XWL6MgSRqmYFE1zrBrV4gQjKQmFXuqbvah+tgDbvdk3Je2FHvJQrF6MrMweS1mF1LVeqo7DsaNuOzsGgQkwbjIBXoJimtlqU3yDhr7SqecPHZrJ4YY99cjxvu2so3b7uPuUFWZbAvZpyNX/VWHkJASiFVt2AO/xzqVkRfG1IvrnAAkRkbbi0uHA8iUssxoz4ncb9yFv5g3SK61sTjMNGSDJCDLQRofRv17cbp3hLTBIfWW3ufI+zrDapRae07MoTt+fBwUZuV9ApBGgQew4L5QAy7q4nfiX7RoH5o3HC9y+Jg4gNYGXdRWMq9W7B+/P1IMjLxNyRAmkKe85VPfYunPP9xh76Oo4wKTUVZ5ji3hf373kxv7qPAwhIcCQaHsNvP0TUtxkyLFIutZTNCEBgtUlomxYknI8eYkIFZiM01JiH1nj1++O668EZtTHHNrwSKoeY9EkM7eRzPP+NvtFZfjd5cn11b93HXbVv5zMe+yVWfv4WklTDIHFkWb1rlDa16L520UvMxwaDw7I2661rA51I8ERwwdE+8qZRBNLUZwg0kLy1s0Q1Zj68s/rFrRdtLIVC4GwFpVceTDH21vCMM9pAaw9rJcTasmeCkDas5Y/M6Tt+0ivNO38SpJ6476LktcN7zsatv5A3v+yS9FlAYh+KxbJgY5+JTT+TiU09k4/QE81nGvvk+O2fm+OwNt7F9sJc9PuzruE3Z38+D+C20SLEhU622/MkURWlr2yvPVx5zmRwHdunXlxl+D00VV2yzmF9sv/7vOSw8h6lbs4d3a9RyDkwWDzOpaaxhi2dt/S7ztGvF6WWoXFZRM9UU3/FyWcF7IfGU36cHRP0aZMG3bHxY8MEqGR9yhCho60k85XmvxjU+18cCJEnwFjiHGQzHIwztkwim0wljTbhef/w9n11WQlNd54qyDBERZva/jdmZvwHZd8Cxa+0YCRZHdJGLI8fTNSltk5KaWsB7TXRCsHoGK2eOr83rR1e6iwaEeVpI3Vku4X3IIUjLh30Q9uYJe/wkp068gsdsfu1hPCvHNvOzfXZu3cuurXvZtXUfu7aF151b97J7W3jduXUv8zOVS81PjsHEwbstSZG4ULcsAliDT21NAd3/23DeMpAaxJghcRC2ksd1WoLFyyem3F7xPSrqaRpH2bYyNq0nAXrjQNvSMobJVptV413WTY0zPdGmZSyXX34Jjz7/VLqdhTG+D4bceT72pRt462eu4pJTT+A3n3UZJ6yefkDrEhG27Jvhxvu28bFv3cRX77iH7bOzpcjK61bF4jCKaTHr27pqmlhC7Odi1snhaTVXdP2zgSCC3YjlC+rzGwdF6VIvxpUW5cIjPGqZHNJR66vvswhmQPge5JBmkPiDfEXramVYunihPbvQUliOKkM27h8m99hcyicFU6yrTAwqBg6tuxCczmMGbnQIrwhmtjd6w8W6vYTrqQDeI3mOyQZcuf0dy+YBXYWmohwl+vc9EpITMcmJtYtUuENU95aaHw5B/CxZ9i2QOSwWh+DEhVckjm9ej9fbidJ6WSAieASHL13oqUlIaq51qV2YRcLYgeQ48RhjyKPYHAjs95Y5SXGkSPT7eQkxmR5DLpZcEgZiGNDmKSf+KadMXnrYz+mxwD3f28YvPuPNrN6wChFhfrbPzL55sv4BLBcjEGuQ8bFQbqjIaBWJMZUssJJIaqt/92S4Jh9lUfVQt7LZ2edA5IaqTFGd2vodIF1bWVoXtNMLGmXj9Dhnn7qBM09bz4Xnbeaiczezbu3ksrlhPhC8F758253836u/wX/f8j0gxnwaguCUmGRTc/cWZZcadTpHWS6hEn9RVJYlmwpjdSEMWWR5qIq5F+KxbrmsWzuzmjGxEKEjjjk9hPBDREjrSeOF+d1BkjM6RvJAeKE1G5V63fpaHIzzlWCO2y+2a+oemvrDmgnzqjCBmnh0Q8K1nhxE9bAVxORgcaE5UxOa9ZN5oES7QcZb/+UXOfcRZyw65lhChaaiHGG875Ntfyb47z3gdSTYRrwlBDEY5SgewYsjF8HjMBgSk5BgSc3oZT2Cj7nlSc21PoyLyUM5Di/CHvHM18TEXA73sR4voQeQE2LNzBRIufzkd7Jh7MIHfOzHOj//pNdz2217Rs8cdbkdcZ4FYHpygWCT1EC9L3XtZimFx7rbKl1upbAYtmiKNC2dByEvjN4ty4J4SYmJORNJY/04YbqV8uqXXsYzn3YxaTqinMtxiIjwuZu/x2v+6d+Yc+EcpoUwqruJTVXcXtLa/FGu9yL56UD/nEW4Qv0rWLOomto4G8tOSG1IET/baMqU00jUKURtIkPLjcLJaEFadzs7SDJGi7RybPE9FFqLCdwiOWdUaKQXTHTNlOJ21MMSQ9Pms5DkVHT8qX/3cx/OS/w3M7P9IGa9gPO0UsvEZJdWO8EYg8sdWT8nyxx55kLpsYb4re2vMVzyqNP5Px/4+cXOyjGHCk1FOcK4/tfId73woOOq6231Ey2uN9ZYDEWrR3NQi1BDhIqPFTTBGjNStELIRheaGerD68xi8tCcd+yJ7vKBg++4jfhSZCbRfd7ih0/7B1a1TzvosS9nfnDip7FTk9WEQpCZYOUwyVCmx3DWaxwnEwuzSiUhtKiTar0NT6ox+LEoNJ0PSThJvS1OuNFhDd6YYPkcbmK/CM4SYynNgu0CZC0gsbQy4ZmXXcgrXn4Za9ZMHHS9xzsiwi1bd/Cv197Ip264hbv27Gv2ZzfRe9oiiMXigaJhtaOyjFKbXr+7F0KzPq+IiaxbJgu3uFBZMKW2jqFNVAdSe43LJn7E/OLL04e0yCxvfP8bJ4d0fnGtWq03iLi0J40dLHxDNvMjlhlabxU8TjLK7e98zZMAzOdlGG349zDVCvfMY/sZRoTJqS4XPvoMLn3mJTzmKeczfYi/Ce89eeZxeRSfmSPPcu7+3nbOPH8zq9ZOHnwlxwgqNBXlCJPPvAO3///c7+Uqd7cwiHGW4b5haGFITUKKLRN9DkWAFustHO7F+kZZM4fjNxvHJI7M59zncvZ44Q43jpNVZJLgsSR0efYZH2I8PXrt6Y4Un/vI1bzpBW/BjHUx3Q6m3QZrF7rZCowJ4jFNG9MKbVq4AiUK0LIcUd1tDtFdThVL6SUYRSZiAcjcY0TwBqSdxk4/h+6yDnGWhYmmNiMK3tVTY7z4p57ADz3zYbTbmmf6QPFeeNqfv4u7Z/ZX7nJPVSIqJvJITllLlISmWxsqIVpF3mCy2jog1M2sWVMl1hi39WVdLcOc2rpGPGw0GEA6KlqkFK0S4kJ9ta6GGDEEK2VvaLnhMQVeSEZuT4K1d3h67sts+gZeSIrWk3VXuAu/n2C5Dcs2wgiQ8LO2hjPXT/Kjr7yMJ13xcJJEu5rp1UBRjjCSXbf4vBEB68U0YwwJhgRoxwSeOZ/RxzFAGIhvLANBNKZY2lGEJliSIRFqyiSPhduts9h+QYjvTJOEM2w79Mrue25zod95wjjPP+NfaadTh3qKljVPet7juOQpF/DN/7kBMzGBKSyKRQYqNIWiSLPPccRAdaMrxqfJQoFpaNTCLFx0hphZPj8o/429CDLZCaL0/lITvdUOCCefsJrX/PzTePSjzsQeoiteWRxrDWON8Agw/eCh9SkhrtOBHQS3sgH6NlSZEgMuIVgq23GsD8siQD9+J2KMaBI1VPG1tIXwCq6MQC1BCWrvi9hQhuYXl6HFQpJrPnWJIlmigLMZpZjDhT8p7JILkm1ohG+EQOHRdjOxBPf4MGVNzLisAXLBDFwoQeQE48NfPaO8YUw2hoc+6nQue8bFPOH7L2CVWvEXoBZNRTnC9Lf9ALjbGqFWdYK2GJ0hWSTuQLjAzfgBGU23ULgwm/J9fTv1vGEDpFha2CAUjaVwyB+KK/5gYwYerh9Mc8kpXyBNDp45vZIY9AY8a9VP4SensZ1OsxzKcN2+wlLZqmVUF2OsbST2SFp9Y4I1ayjpx8cbYVy3WLNAVOaphfF2LW4t/IkXpJs2tx/XK4DvNLd12klr+d3f+RHOPnvTgz1dyhD/38c/y9995evhR9oLGdxrxse4+LQTOH3dKvbO9jhp9STfd+5ZrJ0cY3qsy3inRSsJhTK/fOtdfOQr1/G12+9hy/5ZpE1wVQ9tp9HrvWaprIvPhjWwJjLLeMaaW70cErsIlcstUBlSxYXWvlM2o6FZK4ti6MHeYPjys5jLu1j3fGWRDPsv1TZq19UivpiBI808xvuRAvb8S07hyU9/KJf+4EWs2/jAKhUcL6jQVJQjyO497yGdewNtY8nFkxxA1PlYlXgxN7bD0xfHAN8QlxCd4FJZIQvBWRgs6nFX++O1NyV64UwQid60mTCWMWPomFB6JpRDfABWK3sKrPsY9jgSnF/9z2/wO8/4I+y6tZh2qzpvIsFaUlgxC0uJtc33E2NVfGXtMt24v49FcRrr/FWCIGaX193stWxaDyTDsaEiIcO8cLWLwMBjexm+k+An20hi2LRuij//05/gxBNXH94TpjS4c8cufvKv/pH//bzLecQZJ7F6YuwBr+ttH/sCb//vrzYLwRdfR6imF0KzoFb2qJxsCEKy/hlCof0oUhvxmaMuFyKlq7++uQWub1ONLxOHyphMmqbFno8xn/WVSvne5NK8lhbJOUXc6aj97GW0Z6raxKefs4nv/6GHcenTL+KEk9aMWEAZhQpNRTlC7Jv5R3bs+VXGTMJa26Yfs8InbLAzFNZKY0xpMRQRepLTNslBknI889K0bQpCJkFA2iHB6aRhSMAROp8UDncv0AMyacUyRZRx8CkwaQyT1jBuDB1jDk2EbrgOmyzSMHqF8jMX/TJ37+hj07TmepPFRWa9Y8hYBzqdSmTWrDtIsEZJJ60eKOoudZFQwqjYxrBgHVWWJb7mJrymcWiaGDzC6Wdv5Dff/EJOP23jUpwqZYn50Je+xRs//Onyc5HRHuJ6CU+Z9aQgw8K2lPGrYrLaV6hm5TQCtl88yAoHEhfBTX6QOE+R2JLJhHjPurAsfg+5h35wjafFdCfYoeLtQVCbah1D5b9Ki259+ztnaIvhOT/xOJ75gsdwyhkrP8Z8KVChqShLjIiwZ/9b2b3vjwGYMAmrbZt5cezzGZuSbiksB+JoERJHvHgMhhnJyAnumwnbLucX6y7e7/d9MnzDsukRBvHBvWuagjOHBQnPXmBegou9EKBzkjIQS0/agKldk000CBicGHJJAc8lk8/g9PENMPgGuJtBZoAW9oTrl/pUH3PMzczz7JN+Djs2TlSEzZhN54IINCaIzOHLceE6b7XiOErrpECjSHuxrEBTZDqJmeo1K2oxvuZub7USNp24modcdBIXP+oMHv7YM9m0efWKrnF5vPGxr9/Ib73/E82J0ZIphTUyxnqSAr3Yyr7e111i/3JD6PleL73khGS+soou+tWpm+VddMMPC9cCL6RzoXZv+esoBCNA7kkHVLHJ8Ul60TqchQAuqi3U44pFYN5hREgSw2/82jP5gSsepr+BB4kKTUVZQkRyduz5LfbPvr+cNmlSVtkWsz5nj2Sss22sQNsmocC35IyZFGMMmThmJMOJkBiDxMzGMZOGBB9jmXGhZ3NOM0CpcKcXYnNOoI1h3EgZO19okZxwv3DAvJjyvhLi602Y7mGXn2ZeQlF2EVsYD/AknD314zx60y/rRXmI66+6mV964u9iVk2TFCWLClFZt2y6oQCzwko5Od4sUQSVqEyT2PKxZpX0Hmm3QgxEYY2SmBHbjuvxwrp1kzzhqefz+Keez9nnb2Zq+oG7ZpXlw6e//V1+5b3/UXb6AqoYTQAPrfmFy3kB1w7jWoWLW8IMbwiJPVkoWWTq66tvYxQDKd3sjbaTxXgntPo1q2Ox6SIGKI/dOotEHSeQeWwWWkccrLLCcOhAun2Opz3zofzqG59LorVfDwsqNBVlifB+hq07X8l8/38a07tYxkxCH8+cVOJirW1jRJgnIxXLpG0zJzl9ycmBlgmiUYRSdOZimZXgDp82Qhqne6l7iCqxOS+VVcAAregmDX0rfLzW1iOn6u5YuCcfY6+fxGGjALWsaV3IU09+C2Pp2iU6k8ufT77vM/zJS/6a5ISNMSEhikxrg5s7z4O1c9j97T2MdTFj3UpMDls1RcI6nQ9iVQSxFhlrk3jPRKfF1KouznkuffYj+LFXfT8Tkyoqj2c+f+P3+IV3/etosSnQmqNyTY8SanVXyCiXc/FdhWaSUH1bBV5o769Chep92V28FKXDCW++qUXD+KZl0u7LSHMpO2ItRppYxifajI+36Iy1+du/eSmd7vEV4rPUqNBUlCUgd1vYsuOnGNRKGXlZ2Ihl2HUNVZD9GCGhYyBSxllmEmRgITT3+NB9J+gPYbUJAe+hYw+AYdqEFoHWhH2YjR17DsXuWL86eIGbsnXk0sZhsGaKS094w4ptJXm4+fe//SRv+5V/CBpxYhzbbocbq3ONUIhSMBbxmiKhG1CrBVMTC13vuaPTbXHSGes57+Gn85CLT+HUc07g1HNOYGLq+Em+Uu4fV918O6/+u39pik0IFsR5YjhHvEDV4yIbgY9Sjav3KV9QiijMt3nUn4YqbX0gdOapHqBceHAqd8vSeLiq1iejM+Ljfrb3Zo1d6HRSNm6Y5uRT1vGQc0/goQ89hYecdyITE51DPGPKA0WFprJk3DO3hdd/+22sau8Ak3Hu1AWcMX42J4+fzlRrNZPpFBPpFG27sn7og+xm7t3+QrzfVl6HnSzegKUYM/xahD8NJLymBvpxWjuKyZ2eRn/yQmwKsMcbcizGCCnCuBGsgVxgnzexlBFlp5EFFoJI7uG+3NIXz6xsJsdy9vSzecyGXyexWor3/vCnL/8bPvGezwTLZi0uU7yH3JUWycUw3Q6snmbtugke//0X8vjLH8rZF53M1KqFXYQU5WBcdfMd/Ow7PlpmBNp5Qomg8DQbLZPR1NlIoGHhxSLG4DSEX1145rH8kBStIE0Z7JO60AbSiAnWeb9ANzbXGS+UZt5X3TjL341hom150iPP5pKHn8ZZZ23i1NPWMT6+su4zywkVmsph5Z65rfzrPZ/mC9u/xrz0gQGnju8/YEtlS8J4OsFUuprpdDWTrWkmkiBCJ9NpJqIgnUimGLeTjNlx2q1j46KR+zkGbge9fCt7+99m2773s97csEA49jF0kAXJvsMidFhs1im8UfU4eCeQY6K3KSTwWIRQkKMpQC3ChBVmnGGOVhzhSInFvWNgla0LTwnJQXfm68klwZhJnn7KPzLdPnkJzubxwasf+Rvs2NNj/5yDPKfbTdl44ho2nrKWtSesZvWGadZuWsXqDdOs2bSKNRunWbNhmsk1Exr/qhx2PvKFb/P77/5UVfbMgLdUF5pCbDoJwZAHcss4jx1U1w6J1xKxhJJH9aftwiI5nIwjBFE6kGbLzGJIsaMeWvOedavHefjFp/LDP/RwzjlnkwrKYxAVmsqDQkS4ffZu/mvbl/ji9mvYm8805lv6nNCdIzFFd4dmyYkHct88sb27tg6DNSmdZIKunaSTTNJNJhlLpplI1jDeWsNUuo7JZC2ddJKOnQh/yQTWjA709pIxcLvoux0M3A76bgd9tz28z3fQy7fRd1vou12lpKuON+P0dCYKt3Dd7GHxwBi+vEbHRF+SaGEUTIiXpCk2R52nYtmhazZ9bJH4iaPohF5bDnDiyMViTIsmYaUWR2qEpLboXgfb/DqcJJw88XQef+IfHeBfRzkUenN99u+eZd2Jq7FWW9QpR5ef+YP/x7duva90a4uNiTmmuBiByeP1yUCsZVYloLkwzc5I0KKLqApPGCc1EWtiCaWGxdQJyX5XlthCBGMN05NdLjzvJH7iBY/logv1YXe5oEJTwXtPlmV0Oof2JOjEc/P+2/ji9q/zhR1fY18+e8DxqRmQGKFtPW2bkxgfH5ZDFHnwhnjaRZ+1eh+beN2ZsrOk8erVse4QBWrhAxo9WATW2b20rQcy1qX9hqfn/pKSMW37dExOxwgtA30J7utQmqiqkZgJ5FjGjEcE5jB0kdJbVd+HvJ7YQyVCewImCtRcDC5e+MWAXyQOUwjF2Aek0XUuI63NIoIlJwW2yxQDSej5lNOmnsdjNv3u/T85iqIcs+zcM8szf+0dOB+TZ+KTpngJMTtCKBkU21EKICFwPKzACelclT1+QEzsXllYR13Ro1yq+M2BMDGA8x9yIs/7kUdy2aXnqTV/GaMBVscYznvm8oy5fMBsnjHT73H7zB6u37WFL2+9ky3ZvcybHhNph7G0RcumtG1CapOY7CE48eTeMfA5A+/IvCPzOU587CEThEo3mWWiIzhvGG8Pl8YhGrmKJAVD28xhrSG1viZOFlrOqjlzdGxIXEmMwcbYQS8Gi8cawRohMT1aRhhLBGNGX6laphJEQbiBxTcsb8OMm1CDw0exF9Zsq+QZA2NJTmqDW7nhwWkcx0KGPTpteqyxWYyLt/QJCTh5tD4OBHCGiSRaBaK7OwjRICF7eMZFGnW8jQnGgwEw8IZcDOOJ4CQs60hIJAhvK6Z0fxXfhVxMaXwojqUV52UE04SIkETXeiFkQ826Fhmwih4O2GlSrNFsTEVZaaxbPcFPPv2RvPfjX6smimA9eCdBeCYgGaR5KGeEA5fGebOFx+rQtmcBnxOaq/c847nFO4/3cPqp6/jjNzyfEzatOuzHqRwdVGgeAiJC7j2Z9wxcTuZ8EHDOkXlPP8/Y1etx1949fGvbfXx9/z2cu3o9iQ1tBufzjPk8p+cyei6n53IG8TW8d6UIrMhoj8fPUgmfbjvDWpj1PWYHw81fm3TTILTEgEmgBViTl4KqlQhpAmkUP/UHxuqiUfoumGwFYYgIlbevaRBvmbz2XujG5rMmxicWxXXq2xq3QmvR6roBL6a2bGl3ZJRBPszOgnAykBihhS8SH0OB8SjuHJZEHA7DvEvLoxmv9UJrik6pzk9t/oAWnrzM4GxjyCW4sXtRxnlxdCULVsu4lrxRPsjSM55uFJu5QO5NdHkb5rF4k9L3hkyCLLREy6MIqYnCW6QMr/IIXiwpQga0gQGhjE5LhAEOQ4KLgfkGwYpfkOiZGlhPztxg6wH/nRRFWZ688tmP56Of/Tb7ev1qooDJJMRYxmQeI7FrlIc0C9eYkZfveMF97CWn86IfeiT//PFv8MWv3sbTnngeV3/xFuZ7ISv8oRecxPU33ov38KiHn84bfudHmNRM8BXFcec63zvf45YdO/n2fVv44Ne/zZ58jvuYJ7GGlk3KQrNeJFoHZWH5hwMgSYaZfPD7adIB7RG/tU4rO0S3bk43lQVjW0leWgENLgRnA9b48v1oHKtag7i+xeIsPS3jMSYIlQRPxzrSEf6UqsyaYdLOk9qF+9rYb5PVLI7B5R7E0Oh9mTCVCK+H/hSk5LRiE9+uGT6nnjGT4SU8tneH+qSN2s0WOZaMMetpm7B/fYGcdnm8HkOLHpNRxUlM3qlX7AjWTE/XCL0oJnMxeGPJ42cvwfUdg5ziPoWSIKnJ6BoXrJYe9kkLZ1JS8thX3ZfZ5sU2ByRRlFaxn8U6RTytKFr3+4RNk7/HxRt/avQ/kqIoy5r/vPpGfuedHy9roZlcaA3AmWB8xCy8/q1fPYEAO3fPVk/l9QuMg6c/4XwuOGsTb3vPZ7ACZhDuCZ1OSr8XHuqvuPxifvnnnkaqRdJXHCtWaM4NMr67Yye3bN/Jd7bvKF+3zVTxhB4hn5DDateVbgatg8X4+ZpGGK3ujB3Q6hIsiDXarfyQhGY3zRplx4iJKMHKV62zcOR205z0oDkJA7rWk1pIRgpTH7ObHeNpkQcdxGbhMhepMqQhWOGsyZhO85GCsCA1OaYYz+KiNHybPdPJYNH5xoR4yrYtnOlBYrXtQkFsyFhlswXToWnp7JCRGs+ECWP7kuCMjYK6soMaHNM2WyAu6++dBHtsLkILE675QC4Wj2XgDd6kC5avjlEwpgcYvHSDpVIKl7onxcfzXsSKpiRRsA8ktJN0CF0DO1yHjjEkpkfftXnMxndy8qrvG33yFUVZ1ogIz/rNd3Lvzn1AKDWU9oacW7C4i7yWvNNQpU7YtHqC7TtmMSK0cvBFViPwsy99Mj/2/MdoHOYKZdkLzUGec+vO3dyyfQfX3beVG7Zu47adu9kxO3fQZT1CPi2L/2juF5WLWaYOnKxiE4+xVRwe5WuR7hHXZwZ0x2kIw1Z6aIkw3TRruLcNdXd32F5qHUm5bkfnkAS3MJn0Q5ymbWZGFxgGTKaLR4UbA23TY7JwqxtIjVuQaV3sZxgTBPKYzUiMNMbFU9hIlmkzoFMTjgsFmcMidExxPoWOyRvrCseSM20HpTV1sVNv4vq6ZCQ2rl0K6V2LYpWcqSQvM8adr+Lphaqoel+SMomoa32s+GHIJaFPiohpnK8DCW8X98HFBKEQj5qTkpNLK5bMC9+RHW4cJwlzvltLpfJ0TMZuv5FfOO/ji5wBRVFWAvdt38tzfuWd5NGVYTIhzRmOkgrUb1eL3A8a4tMJxhnSvscItFLL6379Cp5y6XlLcizKscGyEpq37djNL/7zv9PPHfv6fWb6ffruUNLcKqT2a/EIforFjIoHX1fLFSut/QgNGBespItYNk3ih6yNwV1aPgSaQlx6kjRYNUMzkBgYQ90dvHADgtC2GYUHIk2aVkwoxF1es0o6WnUhSt0xW+xjzniS00kEOyIop9oTz1Q6OKAgbtNjqlVLQJIqQrUoVl6I4GI9qQkZ6+VRig0ClYXnOSWnbfIDJgsBdE2RaS60bSUA60ybOYZLvQ270hMcKR5MSKwpLLj1J/RgqUwBzxRztG3o9DMnMGFCkk5qi4zykPPtBLrxOLxATxIGtBfU3qyfp2ErqY8SvNinviQMJGXM5rSMq40T5n2HeWkz67sQ3faZTPP8U/+IkycuPPDJVBRlRXDz97by0296Py7GfCfzYBcr7lu/AA/fFoavvxKWSWc9U90Ob37j87no/JOW5BiUY4dlkww0yB3v/tJXuGnHzuaMQ7DuuXbNatkYX7tLH+wHMopkxDipRblJUwRL/J/42Fc6ARvFoE2a7uDw3kbFV6WMmFoXmIW7Ht3jBhwtnPNRXuS00qYoKQWIl5hFbhacAt9Yv4TknjLus3qUXSj0DE5CAsliDESaLRmNrYX1+AUxm6HjmMFYg4iN++RJTXVchd4XHCnBkpeY4aNqUt/3QrjFbmqYaP3rk2BFGEhK2wxo24XJQJU738RyRKYh9nIMOQkiBiFhq6zCuwE5HcaNkBnHhO0xJSE0woiQe0OGxYhjzErMnpdyvz0GW8tSL7ZV366LrvtCvBsEJ5Y5aTPnOrRNzoTph5JRYvBimPctwDCQhHOnf4TLTvhZ2lZbGSrK8cK5Z2ziD1/5TH7rHVdiBrGTT1+CN8mCJCYkCA0LzJqFs8y+rF9kDSCGyW6bv3vbT3PSiWuO3EEpR41lY9G8Z/deLvvzd0ORIHM/3N2us7h73BuB4drVBcM/nmKaECxwE7VTN3L9xdMepaWynFMaJwWspzXmomt7tO+h3fJNQTG0YWsGdFvVuktRC4BjrL14XGMnGZSWtMbyAHgmW1kUYULLDotnGWk17JgBrZgEJKWgNxgTElY6VujYHFuzMVdiGpKapa0USeW1ysWko7B/pthGXENH+kykVdb4gagsmtH9bSCNZZfKMyDgxGLJWZ30F8TNFsu28QzE0peECZOV53QgFkfCQCxzvh3z4YtkHggpQxmrkjk2JvN4MfQw7HTTDGiT0GeKPt4mYakohh2WIFurf9vch2ojxZhZ16IvHaaSOZxYZlybzLTLuFERixOhbcK/8Yx0EUnwZpqnb34dZ0097pDOo6IoK4/+IOPP3/lpdu+dY/fuObbv3M/OXbN4kTLFwFsTamIOC0qAXEhnQk6Ct9Bd1eFZl13Iy3/8Uia0g89xw7IRmvfu2cdT3/wuSMEnVF9sRrzWEXCJVNZH0xznqQnNZnBeYx0ApjKZxc4JDg65xfAo0Rl+rMYAJiNpQTIiUzzIKD9kSSxwtNLQ0aW9mGCOR1rEVS4kiIzYiLDchmFAJxFWtbNyf5snqdq31I7yqjjGkxxrmlZPy4DxNOw7eNoMLxtjSk2wwFXzCmueL4VmZck0sUi5MGF7TNogNO9fbLmwKpkrY0A9htzbWPrHcGK6L1pgw0YLAQyh/FBPWmQkUbD3WG8H9MWy14+R0WX4327ULy+RWcSkGBN6kRdGA2OgS48xm1cdhyTF4mMnn7CygTfs9x2mbI8dbhwJZ5eF/27VGc3FMJA20UvG6u7F/PDJb2QiVWuDoihNcufZuWuGrTv2sW37frbu2MfW7fu4d+sebr93F9v3zTLwHoyhPSecedI6nvaUC3ji953NqSevO9q7rxwFlo3r3GBwCdBtTDyUBWO67ehlLKEMTGMM1AKYg8BseATKIoO1ccPbHDWxjOX0pVA25cpTfO5JUjciwSParQozZW0z3ZqlMv62h6iywxd/omjRtFPmjKWutIxBFYqDGS7PPkK8lBbRpFG3sxRvYhgTwZiE8ASQDbm+oWOlsVxxPsJpt8ElLMW5iW5/yZlOs2jno7H8wQRnWN4w8AmJ8fR9SiYJRUVJIfYkN1VNT0uwGs75FhlpdG0TrZUd7vMtUjNGJ51kKllFN1nLWLKBTrKWNJnGecec28m828W820vf7WPgZ8ndfqzsCEWRQ6wFiQjedEn8DKkJ2eH7/RjGQIcekzYj94bdfoqMhJ6MVXG2Ap6kOEpMfMApRGzIOHd4SXj4upfz2PU/qdmfiqKMJE0smzZMs2nDNJw/eszc/IC77t3JKZvXMT6mTR6Od5aN0Bxrp5y0dpx7eotkkx/ILrt4F0JKtViIRqk+Di/ih9cl0bR0P5OJTNth45kfvp+73MbpIRGoTiGsys+FcDiIJqjEosG5kH0+epmMbiKN+MgETyZhnw7W+rHpcg8DB85gLThvKCo4GhwiVZmmQay6WVsTfTegm1RxnOV2o3qSMqu7iKkMTwqFBTQjLUMHWuTYmuXTYfASXO4OSx56oQGG/X6xWETPTf0O53Yy+pKSizBmHAOziY1jj2NN92xWtU9nTecsJlubsebB/bS8z7nyrp9h9+BmQqpRELo7ZSoWqW9R1HzNmGTG5VFQJ8E6HY+3PMfBBB8ebggxpWIciQjOWzyGHznlb9g8ccGD2m9FUZTxsTbnnnXi0d4N5Rhh2QjN1eNjPO+Sh/K2q788UlSWnt1R5DQTd+qDDVAlMleacUhQDYtMEQ9ji8d+Fusb9TqccV4GVDamG/JsOEEoSCNjIYlicZBDOwVrq5DPYvdLbSYxsUeCHa7INK7WW20ztU2XdMtWLmyh6e6t4kUTxLiavayyeuZ0g4c8CkSDY0Mn1G9sF+JPgk2t7gY3tOj7HEyL6bQfQiCk6IRDbMGY4CUt4zOFThSowbQbawWTSYpfIGYNlhRLi7GkS8eO0bGTdNNpxuwU3XSKiWQVE+laplrrmW5tYLq1gXZyyLESDwprU6447b18ddtbuGnvB2tz0oaVWcoI1XTou0IQ2tGaGyyihswneGOiOO+Q4OljOWPsqSoyFUVRlMPOsonRLOgNMv7pa9/iw9+4nu9u3xnEVV1AjhB+PrrPxQg+FcqwtQNROyteoNGIJSoimRhRWqkhKotYx6Eh7QFJRxYIzoN7K4U0dQviLBNblSlKyiSZA68zTfKFJXuAsbSPjQJ24FtMtXt009iTPB6cEIuvx6OTxjpq2et1d3hh7TSGU7q76KQ0xoU6n6O/iiJ9oEXVjXtoOzSfMU5t7WYiXceFay5jY+c0VrdPZKq1nk4yQceONzL3lwPf2/8pvrDl94DRpbyKkITS+kszJjYkDlVPWiEL3pJ5S48UJynnTF3Oc0/5pSNxOIqiKMpxxLITmnUGueN/br6VD3z121xz5z0MnKsER3GTNeBbUlojxUgV5zlKqTTOhgnJQkXWesMiClJ0+KlX3G4OGYkgJJMZSXr/T71NKlFZzxIvtjjR7TdczQsKoJf7l4fz0Qg4XXAYAKzv7mOsJdGmGSyBbdNmLB1jIplgMh1nIh1nqjXOWNKlm7Tp2DbdJPx1TIt20kbEs3Owh29uvY57821sHczQlz5jdsDG7iydRGpWUoM1KeN2glXtdWzqbuaksZPZ2NnM6vYaVrVWM5WuIrXLxij/oNjdv5VP3PUKclm8EUEoZ2QRUzzgBGmeiy1jLuvxql5gn+/S9y3Wdy7iFWf/yZIfh6IoinJ8sayFZp3MOa6+7U4+8o3r+czN36OXh6xj1wbXcHEPH+6Bgg5Dz3MmFneRS+Fvr7msCxJjSYwhNZbEWlJjMQbmsox0LGeQZGwam2bD2ATjaZuJtM1Eq003adG2Ce0koWVC/3Xvhd29ee7cvx1HxumrNpLYlMRa8jxj1jnmsj5f334bnTGHTRxnTW7i/FWbOW1yPavaE0ymXcbTFqlJaVlLalNSY2nZhNQktGxCK05LbRL221QiZam4dfddfHnnV7DJHJdvvoJV7dWajDKCgZ/lyjtfwv7srgOO82LIJGlYrKESmbkvmm5a5n2bAZbMd3jtue9hVWvt0h2AoiiKctyxYoRmncw5vnL73bzvS1/n89+9nd5UTSgWvtzhBKGaRbMoY5QYgxehNWVxVjh5cppNE5OcNr2ak6dXsXlyijVjY0y1O0y22ky220y1O0y02qSj6wgpyoPCe8/ntvw2d81+tjldqvaVc67NnLRpG8e4zRhIQmo8+/IWXevJSWIWekAklDja49bwA5teyKUbrqBlNVNUURRFefCsSKFZR0T46p33sG3/DN/Zsp2vfO9urrt3K+MbOuzLBjxkzVou2LSR89dvYPP0NCdMTXLC5BRrx8dIVCwqxyhf3vpn3Lz3n8jEkhhhT94BMexyXXJCok+KoWMGzIklNYJIyFS3eDo2o2uqzP/cG/a6Lp6Erl3Fc07+WS5a9Vi1LCuKoigPihUvNBVlpfLm617DLnc74PB0CHVLwzyDkBpftr9MqVpV1gvgt8gYTzL2ug71IhReoGNX8eLTf4fTJh9yRI9LURRFWTmo0FSUZcxf3vK73DF3U5FPXmabWzyJCf3RHbb2mUZG+jDDzQIklpX6xTPfyglTpyz58SiKoigrCxWairLMectNv8aW/h0AZcH6lFBcP4+1U5HQp76oLZrWhOQo0VkXnCJwT3+SHz7xOTz35OcemYNSFEVRVgQqNBVlmSMi/OENP8fefAcQap62Srd5lfWW4LAmWChBSMxCQTnsXnc+lEzank0hGC6YvoBfOPsXGEvGjsahKoqiKMsMFZqKsgLI/IA3XPcKBjJLgie1wU2eS1KKR2s8qSmmW1LjsTWxCWUDJ7wYrBH25xZMGxHo+RaZWKbSaX7h7F/gIVMau6koiqIcGBWairJCmMn28cYbXoEhL+Mzi1acQWwKiRGcFG1CQ8KQAQY+FO3vOUs38cz7hMQ4nLQRIIkWzsxber6FYHjGCc/gOSc9h5ZtHcWjVhRFUY5lVGgqygpiy/xdvOU7v1LGag67w+uvToL4BNjrphrrMQhdO4i1OQ25GFqxvWmwbqZkkrC5exKvOutVnDKuiUKKoijKQlRoKsoK48a9X+c9t/9hwy0+Kumn52DWT7BY26u62HRi6PuEjnUkRsi9Yd63KDqr/9AJV/Dck5+DXWZ95BVFUZSlRYWmoqxA/umOv+GaPZ/GS0jo6fmEydTRy6Evhpax9AkJPSJVbOawGDV4xmyGAD0f3OipcThJYjGlppj96VNexmUnPulIHaaiKIpyjKNCU1FWKL9x7R+zI7shWjZN6fb2YkislFZOL0UFTgk56nFcMT8xHl/EdR6gUZAIbOm1uXzTU3nNQ370SB2moiiKcgyjQlNRVjBvufnvuG7fF8s+6HZEvGYlNGFYbHqCpbPoODTK+llMA9jV75D5No9b9zBed8FL1ZWuKIpynKNCU1FWMCLCm274U+6cvw6oxGaY1xSaVRxnJTZ9TBpCII2a0RfLQilgi+z2nkvwkpB5y1S6nr991OsYT7tH+rAVRVGUYwQVmoqywnHi+JVrf4dZt3V0UXYBGkITxAuJrebnkmDwMZvdYA3k3uDxAFgMQY9W/dJFYFe/yy+f82KevvlRR+x4FUVRlGMHFZqKchwwm83xmmtfgzUOgNxX1sggLk3D2uk8hC5DYV7mLcaYEMkpAkaYyxOsCfU2ranc6WVyELB3MIYXaJlxfumcF/HUEx6GOVCgp6IoirKiUKGpKMcJN+79Dm+44Y9oG+h5SK2lbX3DslkUZs996JFuEDIHfWnRMo6WFTJvGPh2Q1QWLncjgjGCx4CE9pVeLB6DEzDS5jknP4WfOfNyUpscjdOgKIqiHEFUaCrKccS3t3+H13/nrYDQtX06SRCamQtxmi0bCr3PZgktGyyefd+KUZsHpu6Wh8oN732VbOTERPFpOH/qbN700Jcx3R5foqNVFEVRjjYqNBXlOOQbu2/k/9z0l4j0sAb6vo0BxpIB8y5FSKjlnI8s+H6o+BgDCjBwBmqZ6F4AafFLZ72IZ5zy6Ad1TIqiKMqxhwpNRTlOceJ48VVvZEZ2LEgQOhh1q+WwBRNCDGgxLfcGYh1PD3hv8QQ3vam56n/0pGfzM+dcdhiOTFEURTlWUKGpKMc5f3bTh/mvbZ+lnQR12Mg+HxKRoz7nAk4SchcKwSfG4WP2uYtJR8OCtJ/bsnB8aj393LKvP8H/94gf46knXHgkDltRFEU5AqjQVJTjHCee37r23Xxjz3VMtLJGj/RhgTmISUIiQmrCREdI6unllpiXTivx5XoyZ2glIYlIfBCXmTd4scwPEjx5LPg+jsXwl49+MY/bcPaRPAWKoijKEqFCU1EU9mfzvPIrb+W+3nYmWwNyL1hr6OWWiVbokZ5YW5Ymyh2kSbBYFvU2e3kCUWiCp2WEgTcYU4/3rPzrxZVnf78VY0LDvI5t8VePeTGPWHv6ETl2RVEUZelQoakoCgC3z2zl5V/5M3LJAanFbQpt67BFZ6DYBz2xleCESmgWfdIdApKQWh9d7BZrwBqJhd/BecN81gJCRjoxu30i7fD2x7yMC1afdMTPg6IoinL40EbEiqIAcPrkJv7XhT9G/cmzEJsDX1kgc2fKwu65t+wfJOzrpTgfRKbzMHAJXlIwIBIsmd5bMpfSz1v08ha9LCFzCYkNorVlgyUUgdm8z89/9e/57v6tR/gsKIqiKIcTFZqKopRctukSvm/d+UAQlt7DfJbgfEIvswycIRfDwFkGuSETA6RgEnKf0MtbZD70O/c+IXdJKPDuYuF2If6ZMEYsTZ+KjeIU9mbzvPLqd3Hn7I6jcSoURVGUw4C6zhVFaeC84w+++W9cufUqBk7IXBuDpZU6Elu0mswRSbE2TBMpXOrJgjJJo8ofQVXIPVhNBe/BkyzIUDcY3v99r+a8NZuPyPEriqIohw8VmoqijOSeub38wbUf5/NbbyUTBwidNKPdco2SRdb4sih7vY/5qMx1oUoHGjgwxpRtL0N3ItvowV70T3cO/upRL+OJJ555RI5dURRFOTyo0FQU5YB4Ea7e/j3e990v89ktt2BszngnKwuuH6juJgTLZZGM3ncWEYMxDgjlkIwJcZmZT6KwrOSoMSFpaL4HWb/Dvzz9Z7h4nVo2FUVRlgsqNBVFOWR29Gb46B3X8re3fApjM1IrDVd3EYOZGLA1l3rmE0Q8kAQXuQ8Fj0IGOjjfClbMuJ1KqPr4l4ZEoxz+8ckv5dGbTj2yB64oiqI8IFRoKopyv3nZVe/iml23gzi6LSEPRkkgdPwRERIroayRs3hvsbayUBZ4T0gS8gYvRZ1NKV3mhbW0bjXNBvDmRz2X55710CN81IqiKMr9RbPOFUW530y1uoDgJWHgLEKCSIJzJpYzsjGrPMFag7WQ5ZYsT8hyi4u90K2FNPGkiQMKy6hBqMRlEKPVq00sv3nNv/CTn3rf0Tl4RVEU5ZBRoakoyv1mb38ea6CVCsaE+pm5D+0m6z4S52LCkBXaLReLtFuyvEVvkJLnFu/DNMoMdBBvSnEpYkBCbKf4GLtp4ct77uBHP/aPR+cEKIqiKIeECk1FUe43T950XhSB0B9Ycg/WBEtm7gy5g8HARFEZ4jIhWiUdSBSQubcM8pQsbwrUUEzTIhIEKITx4a9a19U77+Dyf343GgGkKIpybKIxmoqiPCDO+sD/JknAuYS05ei0Hd4bcpcggC2skwLEpB/vi6zzUDuzir8sAjfD5Si435s4BwYb11kEhYYkodV2nK+96BdIk+TIHLyiKIpySKjQVBTlAfO5e27lt776Mbb29oa6l9bjHSStutA0Q2KyiYvudmurRKF6uSTnimk1B0zhVve2FKupS/jyC36edeMTS3jEiqIoyv1BhaaiKA+afYMeb7jmk/zL7ddFT7dgjMMmUBUtqmjEcWbBJW5siL0MpkrBRl2Z96OV0oCxVQ0kyaGI/hEIVZCc4bcf9hRe8bDHRFe+oiiKcjRRoakoymHj3pm9/NCV72Kv6wGeJG1eXoos8rLGpgefW6iXNkqEwngp3iMuoSlWJf4tDDEPiURwpt3I6554Gd9/+pmLWlIVRVGUpUeFpqIoh5U79+/mRZ96P1vm9oH1waVuJFo3Q9F1E3Wlz0KyTz2bPMR0+vDeFfGcJlgs65qx9r5RmzMDM98CgQs3bOJ1j38yjz9ZC7wriqIcDVRoKopy2Ll1705e9Ml/YGd/LmSEG8EmgrhCEVrqnc/rVyFjglWy7FtZa3WJL5atEyyc5fwBGGlVs4AL1m3kTU/6AR55oravVBRFOZKo0FQUZUm4cfc2XvjJ/8tMNhjZAx2aHX+Gp5dWTlOPy4ym0Lr4LPSqBzMYyjqX5vv1Y+P88ZN/kO8/8+wHf4CKoijKQVGhqSjKkvHNHffy3E+8D1+WLSI2Oa8JRagbN8NHBzgbp4e4TQQkT6JVUyAJL8aHcYJgZMjaOSo8U+CaF/8c68bHD+uxKoqiKAvRgu2KoiwZl6zfzMNXnRQKtPuQKS7OQm6Q2DVIXIjFFB+nOSCLCUKxCLz40OISDMYajLEYH/4ojJxiyvelwCyEraPKIRJ44d9/4MifDEVRlOOQ9GjvgKIoKxfnPddu3RZEohWMjWJQDPQMxlVxmJK4or4RRizipSkcfT37Z+gVgoXT1Uyj9TECDOKfQGe1FnZXFEU5EqjQVBRlyXj7N79MJg6SWsH2HMjqZkcTtGaeBB9L7DppTJiOo2mlhGClFJpCtO5+l7idqoMlZg5SgsA8d9OGpThcRVEUZQgVmoqiLBl/cs0XosiMiT8DA/mQZbIUh1FYDlsyYyxmo7yRj+MNYKRyi2Mq0enBOFP2QU9MUiYHTXbaS3fQiqIoSonGaCqKsmR87Fk/FRJ1HJg5g8ktpvZfKSAbyUAmiMicZmylBzLCdF9b1kfx6kwYH5czZXa6wYjBIxQt1HtZfuROgqIoynGMCk1FUZaMCzaeQLuXMJl1mGh16CQJSa2e0QLBCTXxaYKLvU8QmM5ipEgCMuVfsVwpX8U0E4MskIB0BJ8KPhGuvPlm7t2778idCEVRlOMULW+kKMpRYV+/zz379vK1Lffyu5/59AI3eGGRPCCFJbSI44TKde5oxmg6qg8CJoerXvUKNk1PHdbjUhRFUSpUaCqKctS59K/fwV35/uDqngeLwaexVmbhdymuVLEOZyksB1FEJiDFeAc2C5ZNhwcb1immWtYMYGqQ8vXXvQZrtR+6oijKUqCuc0VRjjpJBnYG0hlLEmtjGhNjLmtxmqYPycBiewaThTjOwmVunSUZWOhHkRktoomxJGIxYrDeYLIgMvEwg+MX/+nfju7BK4qirGBUaCqKcvSxlsRYTBSURYMf4w12YDA9sH2DjV2ADAaT14q010gkJByVDPlsjDHhLzHQho/feRsfvOabS3p4iqIoxysqNBVFOerMZRkAJ0xNIkVvcwkucYPB1sVjWePdhPnRqgksEJXleEfMUKdWColSpL7+X/6bPXPzS3NwiqIoxzEqNBVFOer08hwB7pubCdbGQSUyG6WPajUygxA1TetlMb8uOOP7Qr+aIlGoRyweHxLcf/qdH1zKQ1QURTkuUaGpKMpRZ87lja4+ZYmi+LmkKMROFI71Opx1K2V9Wg6msGYWAtWDtWAdWAFJ4eYdu7j2znuX+EgVRVGOL1RoKopy1Dl33drwphCOsSd5oxNQ/DNFKaOyDBJVMfeMkHGex4SfDGxcxvjgZienjAWt19qUFF763o8ckeNVFEU5XlChqSjKUefkZDIUZp+BZD+0ejQsmYVItC5OqJc6yoOQtBJEZTHGEKaVRdvjRFsXp3XLp4E5yfnTKz+3hEeqKIpyfKF1NBVFOSb4+899jT+58vPlZ59C1gaTEiyZQ/GXEl3gpha/KYWFcjhOs+6WrxV0NzEEVEycngdr6FW/8yrWTI4t3cEqiqIcJ6jQVBTlmOG6u7fyknd8iPlByELPU6ATRGUj56eI1awJSIHgAq8JTevDspLE5fIwpphX5BrFVZSxn1O0uPqNP6+F3BVFUR4k6jpXFOWY4aKTN/HxX3sJp69fEyYU9TTrfyNEZjmTaOX0cVELJqlc6qV7vbB4FrGbcXoRuzk/l/GSv/inI3PQiqIoKxgVmoqiHFNsmJ7kQ6/9CZ583hlhQk0UFhnkDTe6GTEmi9ZLV0039Vqa8c9KEKBlt6AeEMtpfuP2+3jDBz51hI5aURRlZaKuc0VRjkmc9/zFf17F337hq4iBJA+Z4WJp9j8vyhlByDivWzqJsZxFkffoLveMeMouSiHV4juNwC8/8wm87GmPWZJjVBRFWemoRVNRlGOSxFp+6RlP5CcedhHtOaoamjHTvChlRLRemkJk1mtrEoVjRGqWzGpifDVAQrgqxldJ4C1XfpH3//fXlu5AFUVRVjBq0VQU5Zhnrp/x2//wMf7rhu8Fq6aE2MsisYfhbHOpzasnEmVRqNaXLcybMeu8TP8p3uTBmvq8x17I7/7E0zBGE4QURVEOFRWaiqIsG755+7289t3/yq6ZHs4CbRaKzKKgeyEkc4KwzGs1NA34eOUrXO1eKouoZFQWTh9e8HDGmjX8xc8/m1M2rj4ix6soirLcUaGpKMqyop/lvPVjX+D/fu4buEJgtgmudAuJRBFpY+IQVEK0/lokChXWzHqtzaxRTakpZjP45Wc9kZ/4gUfQSpOlPlxFUZRljQpNRVGWHfP9jOf9wXu5a9/+ZmJQIRqHReWoq1xRzqiYPeQ+H+kgj4lHSQ/OOWkd//slT+f80zYdtuNSFEVZaajQVBRl2fGmf/wUH/3idYiEDkKS0Cy26VnoUq8nCpkoMutWzDjLFu53WKg4DdAXUgcYgwFecNklvPZ5lzLWaS3hESuKoixPVGgqirKs+NTXv8NvvOtjDSulsyAtmkKzzlC9zQX5PLEdZTHGuPi2tpyRImtdSBzBAhoDPKe6bX7vJT/IUx5xzmE+WkVRlOWNCk1FUZYN9+7cx/Pe9F56Wd7sZ27BSWw/SZUHZKN49EShKCGxxxUxnC4sU0ZaLlZjs0CKwu8SsteLjUXlagXe8uoruFQFp6IoCqB1NBVFWSbkzvOqt314ociMrwmQCqREY2NtWRstkkkcn5iQNGRtNa1wq1vPwvXXpxnAGsREr3q0ciKCN/Brb/t3vvrNO5boLCiKoiwv1KKpKMqy4PGv/QvmXU1kxk4/4iWWOTILkoAaru9iRUOdg6BZ1L2cZ2q13IfjPMsMdGnkImGBvcJkavn0P/wiaaLP8oqiHN/oVVBRlGMeEWE+y+IHwAkmE0wu2KJMUTGvLi5j0o8Znl98dgKZQC5D6wjTjAcjsV6SK8ZEH7wLSUHWgc0hyYSkD0kbMuf5/b/8+FKfFkVRlGMeFZqKohzzGGNgniAI+4IdBIGX+OACJ6N0X+MkFGl38TPFPAgiMc5zsW1l2dYyzvMC3mAwQaDmhLESx+RhmnE1o2h0p4f2lYa8C1dedRNfvObWI3aOFEVRjkXUda4oyrIgd47ff/cn+cQXb1yQVO4N+JgFbgBEgmHSmGCRBMTGdkAmFnI3hP95CYlCZXkkUwlUCPU267U4TTXduqFppTVVoAdjxvKBv3gZJ25cdThPhaIoyrJBhaaiKMsKEeE/r76Jv/7wF9iycz8QyhuRmGJAlXI+4n0QoiBFtrhIGYMppja23lUoLtMo/D4QUomVlOotL6PYTPth8gnrp/h/b3sZ7Va6hGdFURTl2ESFpqIoyxIR4as33MlffvDzXH/ntpA+XmSIJ5TWyrJjELE0EeFzeeErrZtxvRCSfIwJYhSqjkFGSvOmGUS3/ajOQ9L8Wz3R5uN//5rDewIURVGWASo0FUVZ9nzlW7fz6j/6CNaGLkEC0DKQSWnBJDFYEbyJsZQxJd068F7CeASTR9e6NQgSug4BZCGes7BgpsNZ6MV2RuGFj7391axdPbE0J0BRFOUYRYWmoigrhl17ZvnwJ6/l3R/9Es6YUCOztEKGmE1EKhe5oSy+LsSkozAyLOMkeNwLYTmK4fjNhos9qlAnXHziRt7+tp8+7MesKIpyLKNZ54qirBjWrp7glS98An/z+hfRygXjo0qMwq/M96kVWceFz1aI46UqcWSCHi288jiaxdthgZu8tHAaQEzZQWhsXHuhK4py/KFCU1GUFcfDLziFx11yOtbBSWumagIxqENDqH1p50OJJENVlL2ouxlqaFKr9B4wRTkkT7XeXKrSR45Qm9P5Uswa51k91T1CR68oinLsoEJTUZQVyctf9AQAtmzfH8RkFoVgBsZJqKEZs8vLTkPUhCY02k9aX9OcXmrWUcEYE9peSugUZI0hmReSvkDPwzxs2jB9RI9fURTlWECFpqIoK5ILzjmRJzzqLCTW1DTWYAUSJ8GaKSEOs+xX3nCHV6WQjAdbFHMv1KcXyH3lZqe+XJhX5BylxpAaOOXk9Ufu4BVFUY4RVGgqirJiefkLH9/4bFyI2zS5j52Aoms7/oWOQQI9gSwKyb6DQfzsBAZC4sDG9pVhnR76HtMTGHgSFxOLChOohXXrNeNcUZTjD60grCjKiuUhZ25iIjPMxkBME/uaJ8bgrIA1IWwzFm03IqE2pjVIX/BZcIOH7HSqjkES3OVJ/OhzwWZhveJiSaSQ8l4mBm1YO3nkT4CiKMpRRoWmoigrFu8Fmc2wKSSJbbaWlFqcpRDiLl0Qn0Dp+i7aVoYuQnEBB8bGTkJEMdqirNtpnCA5SCuOn3Oceqq6zhVFOf5Qoakoyopl+7Z95AiJjVFCUrmzjTdI5kPrShcskhDiOYntKYv4TSlaTBZ9zCEI01jUHQiueCjFqDGhE5Fknksffhrttl5uFUU5/tArn6IoK5Ybb7oXadvKGinRYimFtTK4vZMYo1l6xhMIzc8JgjKJLnbnQ4egwppZuNRzIRm1A8Cqbovf+6MXLfGRKoqiHJuo0FQUZcVy5907wpsoGJs1MWMLSolZ5LHnuRHwvVBlXYzBmJi17kMcp5VQJskbg3iJZY8ql3uZhW5DF6JX/exTabUWk6GKoigrGxWaiqKsWM48ZQPMZ9BOMZkg3kM3qQnPGI/pKN3liFSdgCBYPZ0EHWmiTzz3WBO7DhmD1BVsYRZ1wni3xTOueNgROlpFUZRjDxWaiqKsWB5/6blMSkJvEMyV4kGyYH00sQc5EnugFxQJP7WuQIkXxJqqVZAFkwuSC7RM5ZoHmM0wzkMKL3z2o2v90xVFUY4/tI6moigrFmsNP/6SS8twS9oWY02om9l3mJ4LorBQiSIskIXGILGNZBnn6QWTOdLck8zlmPkc03eku/p0Mk/bQ3sAVzz/0UfycBVFUY45VGgqirKiecGPPS6Ix8I17gXbc9jcYyXU1jR9D70cBq4UkmWXH+9h4DGDMMbM5diex1KUQTKkXkgzwYrw9Gc9DIDzH3oy6zdq20lFUY5v1HWuKMqKpt1JmbaWPfM5tCx24EInHwx4j0ksiY+DneAzF97HDPWiKDsm9DuPM8OEmnu9mHz3HTsBeMJTzl/iI1MURTn2UaGpKMqKRkQYzGckXqp+5mJCWKUTyrpEsfd56eapx10uYDim05Rvb/z23QA84SnnHeYjURRFWX6o61xRlBXNjm37GGQxvtLHGkbWxJjNpMw0DyWOfLN7UEGhK4t5RbLQMDZ0IzrznE1sPnntUhyOoijKskItmoqirGi+/LnvhCxzEaTvoWuqMkUAuYfMYayB1JZtJStRaWris7BySlhOBJIkCM9BHjLZrbrNFUVRClRoKoqyovnUf1wb3sRuQN75UEzdGEzmwMVMcy9I7qAoru49ZD58zlxlxUxsWI6QCESe4yFkrKdBpT7xqSo0FUVRQIWmoigrmB337uGmz90Ia6bCBBFMP8cYg1gTymLG6YhgxICvkoFM4VKP2eoYA/0sLF+zdNrojscYVq0e57QzNxz5g1UURTkGUaGpKMqK5fUvfUfIMO8NoJUGK2Z0m5uiOxBSudJNcLGXHYNiDc34IbzkLiwShaVYG0ylAuB5wmXnapF2RVGUiApNRVFWJP/5gau57bvbYGoiiELvoyi0wRKZOYxzSKcVFmjEYgJZBkmCsbbK+5GQuV642iEUchdAEgPzGT/07EccycNUFEU5plGhqSjKimPPjv287X99GMY7lds7cyA5tFPo59iYYS7Whml1y6X3WA/iXWiEnsa4TeeDyCysnvHVACbznHrWBs664KSjdNSKoijHHio0FUVZcbzx5e/ED/LSXc7AhbaT3kPuQqKPtZBYbO4Q5xBjoZOGIu7Oh9ei5aQr+qOzQGSWrwiXPesR6jZXFEWpoUJTUZQVxb+953Pc+PU7QjLPzHxTDCbRMpkmQWhGjBcMDpmvWSxFSjFq6m714n0tlhMAgSf/8MOO1GEqiqIsC7Rgu6IoK4Zt9+zi7W/85/ChXiuzEIlROJYiUwScL8eb+rRaJnlZ0L2gLjLj5MlVY2w+bf1SHp6iKMqyQy2aiqKsCESEX3/uW/FOignhtW51HBaO3gfhWYwppkE1PSYOkcYuQs5TZqp7Hwq35xm/+fYXH7FjVRRFWS6o0FQUZUXw+z/7Lrbdtzd8qLu+i/fOwSALcZuDrIrThEo0ZnnV7SeLMZ6z82GMix2AcgetFuT98N45TjtvM496kvY2VxRFGUaFpqIoK4IrfvpSvvjxb8fSQ745s7BYOgd5HuYXQtM5yEx4tdGKmWUwEJgN4wTKJB8RwQwGADzkktP4zXf8DJtP1wLtiqIoo1ChqSjKiuD8R54BWYaIILHNpCkKtBdWzVjSCKJgLBaui0xfxWyWRdzDApXgNPCi117OT/76FaRFy0pFURRlAUbKtheKoijLn5337eHDf/4xPv/Rr7B95xym2wkC1PsQX+k9ptuJbSgtpu4+d7H0UZGhXohT5xETRObUmgn+17teycVPeMjRPVBFUZRlgApNRVFWLIPegP9872f593d8mjtuvKfMEKfVwo51gpgsLJfeg3Nly0mTJFWMpwv9zy963Nm8/u9fxdSaiaN0RIqiKMsLFZqKohwXOOf5zIe+xH+8/dN85+u3kZskWDuTBOM9kjskGyC9AabVwnTbmFartGr+2C8/g5/6zR/WguyKoij3AxWaiqIcd4gIX77yG3zmQ1/m21+7jZNOW8umE9cgIjjn2btzPzvu2c299+zhiVdcwuUveSoPu1SzyhVFUe4vKjQVRVEURVGUJUE7AymKoiiKoihLggpNRVEURVEUZUlQoakoiqIoiqIsCSo0FUVRFEVRlCVBhaaiKIqiKIqyJKjQVBRFURRFUZYEFZqKoiiKoijKkqBCU1EURVEURVkSVGgqiqIoiqIoS4IKTUVRFEVRFGVJUKGpKIqiKIqiLAkqNBVFURRFUZQlQYWmoiiKoiiKsiSo0FQURVEURVGWBBWaiqIoiqIoypKgQlNRFEVRFEVZElRoKoqiKIqiKEuCCk1FURRFURRlSVChqSiKoiiKoiwJKjQVRVEURVGUJUGFpqIoiqIoirIkqNBUFEVRFEVRlgQVmoqiKIqiKMqSoEJTURRFURRFWRJUaCqKoiiKoihLggpNRVEURVEUZUlQoakoiqIoiqIsCSo0FUVRFEVRlCVBhaaiKIqiKIqyJKjQVBRFURRFUZaE/x8wlnvBnYrAsAAAAABJRU5ErkJggg==\n", + "image/png": 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", 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" ] @@ -1040,10 +1031,10 @@ ], "source": [ "sized_fig(1)\n", - "g.plot(node_color='x', feature_names=['x', 'y'], edge_alpha=0.2)\n", + "g.plot(node_color='x', feature_names=['x', 'y'], node_size=3, edge_width=0.2, edge_alpha=0.2)\n", "plt.title('X')\n", "sized_fig(1)\n", - "g.plot(node_alpha=0, edge_color='centrality')\n", + "g.plot(node_alpha=0, edge_color='centrality', edge_width=0.2, edge_alpha=0.2)\n", "plt.title('Edge centrality')\n", "plt.show()" ] @@ -1064,7 +1055,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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", 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\n", 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", 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" ] @@ -1085,10 +1076,10 @@ ], "source": [ "sized_fig(1)\n", - "g.plot(node_color=np.prod(data, axis=1), edge_alpha=0.2)\n", + "g.plot(node_color=np.prod(data, axis=1), node_size=3, edge_width=0.2, edge_alpha=0.2)\n", "plt.title('$x \\\\times y$')\n", "sized_fig(1)\n", - "g.plot(edge_color=g._edges['mutual_reachability'], node_alpha=0)\n", + "g.plot(edge_color=g._edges['mutual_reachability'], node_alpha=0, edge_width=0.2, edge_alpha=0.2)\n", "plt.title('Mutual reachability')\n", "plt.show()" ] @@ -1110,7 +1101,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.10" + "version": "3.9.18" }, "vscode": { "interpreter": { diff --git a/notebooks/Plot_density_profile.ipynb b/notebooks/Plot_density_profile.ipynb deleted file mode 100644 index d77ba15..0000000 --- a/notebooks/Plot_density_profile.ipynb +++ /dev/null @@ -1,111 +0,0 @@ -{ - "cells": [ - { - "attachments": {}, - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Density Profile Plot\n", - "\n", - "This notebook creates a 1D continuous density profile plot annotating how that\n", - "profile relates to density based clustering." - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "import numpy as np\n", - "import scipy as sp\n", - "from _plotting import *\n", - "palette = configure_matplotlib()\n", - "palette = sns.color_palette('cubehelix', 6)[1:]" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "centers = [-0.5, 0.1, 0.55]\n", - "deviations = [0.2, 0.14, 0.2]\n", - "x = np.linspace(-1.2, 1.2, 1000)\n", - "y = np.vstack([\n", - " sp.stats.norm(loc=mu, scale=sigma).pdf(x)\n", - " for mu, sigma in zip(centers, deviations)\n", - "]).sum(axis=0)\n", - "\n", - "idx_minima = np.where(np.r_[True, y[1:] < y[:-1]] & np.r_[y[:-1] < y[1:], True])[0][1:3]\n", - "x_minima = x[idx_minima]\n", - "y_minima = y[idx_minima]\n", - "\n", - "idx_maxima = np.where(np.r_[True, y[1:] > y[:-1]] & np.r_[y[:-1] > y[1:], True])[0]\n", - "x_maxima = x[idx_maxima]\n", - "y_maxima = y[idx_maxima]\n", - "\n", - "\n", - "sized_fig(1/2)\n", - "plt.fill_between(x, y, 0, color=palette[0], label='C0')\n", - "plt.fill_between(x, y, y_minima[0], where=(y >= y_minima[0]) & (x < x_minima[0]), facecolor=palette[1], label='C1')\n", - "plt.fill_between(x, y, y_minima[0], where=(y >= y_minima[0]) & (x > x_minima[0]), facecolor=palette[2], label='C2')\n", - "plt.fill_between(x, y, y_minima[1], where=(y >= y_minima[1]) & (x > x_minima[0]) & (x < x_minima[1]), facecolor=palette[3], label='C3')\n", - "plt.fill_between(x, y, y_minima[1], where=(y >= y_minima[1]) & (x > x_minima[0]) & (x > x_minima[1]), facecolor=palette[4], label='C4')\n", - "plt.plot([x_minima[0], x_minima[0]], [y_minima[0], 0], linewidth=1, color='k')\n", - "plt.plot([x_maxima[0], x_maxima[0]], [y_maxima[0], y_minima[0]], linewidth=1, color='k')\n", - "plt.plot([x_maxima[0], x_minima[1]], [y_minima[0], y_minima[0]], linewidth=1, color='k')\n", - "plt.plot([x_minima[1], x_minima[1]], [y_minima[0], y_minima[1]], linewidth=1, color='k')\n", - "plt.plot([x_maxima[1], x_maxima[1]], [y_maxima[1], y_minima[1]], linewidth=1, color='k')\n", - "plt.plot([x_maxima[2], x_maxima[2]], [y_maxima[2], y_minima[1]], linewidth=1, color='k')\n", - "plt.plot([x_maxima[1], x_maxima[2]], [y_minima[1], y_minima[1]], linewidth=1, color='k')\n", - "plt.plot(x, y, linewidth=1)\n", - "plt.annotate(\"Density contour cluster\", (x_maxima[0]-0.04, y_maxima[0] -0.4), (-1.35, 2.6), arrowprops={'arrowstyle': 'simple', 'facecolor': 'k'})\n", - "plt.annotate(\"Density contour tree\", (x_minima[0], y_minima[0] / 3), (0.05, -0.07), arrowprops={'arrowstyle': 'simple', 'facecolor': 'k'})\n", - "plt.annotate(\"Cluster stability\", (-0.1, 0.7), color='white')\n", - "plt.gca().invert_yaxis()\n", - "plt.xticks([])\n", - "plt.yticks([])\n", - "plt.legend(loc='lower right')\n", - "plt.ylabel('$\\leftarrow$ density $\\lambda$')\n", - "plt.subplots_adjust(0.06, 0, 1, 0.96)\n", - "plt.savefig('./images/1d_density_profile.png', dpi=300)\n", - "plt.show()" - ] - } - ], - "metadata": { - "kernelspec": { - "display_name": "base", - "language": "python", - "name": "python3" - }, - "language_info": { - "codemirror_mode": { - "name": "ipython", - "version": 3 - }, - "file_extension": ".py", - "mimetype": "text/x-python", - "name": "python", - "nbconvert_exporter": "python", - "pygments_lexer": "ipython3", - "version": "3.9.10" - }, - "orig_nbformat": 4 - }, - "nbformat": 4, - "nbformat_minor": 2 -} diff --git a/notebooks/_plotting.py b/notebooks/_plotting.py index 4d1ea01..44d487c 100644 --- a/notebooks/_plotting.py +++ b/notebooks/_plotting.py @@ -31,7 +31,7 @@ def configure_matplotlib(): mpl.rcParams['text.usetex'] = True mpl.rcParams['text.latex.preamble'] = "\\usepackage{libertine}" - return sns.color_palette('tab10', 20) + return sns.color_palette('tab10', 10) def sized_fig(width=0.5, aspect=0.618): diff --git a/notebooks/images/1d_density_profile.png b/notebooks/images/1d_density_profile.png index acd4c10..88dc511 100644 Binary files a/notebooks/images/1d_density_profile.png and b/notebooks/images/1d_density_profile.png differ diff --git a/notebooks/images/branch_filtration_concept.png b/notebooks/images/branch_filtration_concept.png index 75289bd..b3de367 100644 Binary files a/notebooks/images/branch_filtration_concept.png and 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b/notebooks/requirements.txt index 15e8133..088d68e 100644 --- a/notebooks/requirements.txt +++ b/notebooks/requirements.txt @@ -9,4 +9,5 @@ hdbscan >= 0.8.28 giotto-tda >= 0.5.1 umap-learn >= 0.5.3 tqdm >= 4.62.3 -joblib >= 1.1 \ No newline at end of file +joblib >= 1.1 +lensed_umap >= 0.1.2 \ No newline at end of file diff --git a/requirements.txt b/requirements.txt index db3190f..ea92707 100644 --- a/requirements.txt +++ b/requirements.txt @@ -1,6 +1,5 @@ -numpy >= 1.23 -scipy >= 1.9 -scikit-learn >= 1.1 -joblib >= 1.1 -hdbscan >= 0.8 -Cython >= 0.29.24 \ No newline at end of file +numpy>=1.20,<3 +scipy>=1.9,<2 +scikit-learn>=1.1,<2 +joblib>=1.1,<2 +hdbscan>=0.8,<1 \ No newline at end of file diff --git a/setup.cfg b/setup.cfg index 20251bd..5ef0e41 100644 --- a/setup.cfg +++ b/setup.cfg @@ -1,6 +1,6 @@ [metadata] name = pyflasc -version = 0.1.2 +version = 0.1.3 description = Flare-Sensitive Clustering based on HDBSCAN*. long_description = file: README.md long_description_content_type = text/markdown