From 7944d29636ffa04b25eccb4941687870fcd87fd8 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E2=80=9CJoeJ=E2=80=9D?= <“joseph.jackson@port.ac.uk”> Date: Mon, 6 Jan 2025 17:01:33 +0000 Subject: [PATCH 01/11] changed to scikit hdbscan --- panoptes_aggregation/reducers/point_reducer_hdbscan.py | 2 +- panoptes_aggregation/reducers/shape_reducer_hdbscan.py | 2 +- panoptes_aggregation/reducers/temporal_point_reducer_hdbscan.py | 2 +- 3 files changed, 3 insertions(+), 3 deletions(-) diff --git a/panoptes_aggregation/reducers/point_reducer_hdbscan.py b/panoptes_aggregation/reducers/point_reducer_hdbscan.py index 152c529c..3c8979e0 100644 --- a/panoptes_aggregation/reducers/point_reducer_hdbscan.py +++ b/panoptes_aggregation/reducers/point_reducer_hdbscan.py @@ -9,7 +9,7 @@ from .subtask_reducer_wrapper import subtask_wrapper from .point_process_data import process_data_by_frame import numpy as np -from hdbscan import HDBSCAN +from sklearn.cluster import HDBSCAN DEFAULTS = { diff --git a/panoptes_aggregation/reducers/shape_reducer_hdbscan.py b/panoptes_aggregation/reducers/shape_reducer_hdbscan.py index 71d8fee6..eed86103 100644 --- a/panoptes_aggregation/reducers/shape_reducer_hdbscan.py +++ b/panoptes_aggregation/reducers/shape_reducer_hdbscan.py @@ -6,7 +6,7 @@ ''' import numpy as np -from hdbscan import HDBSCAN +from sklearn.cluster import HDBSCAN from collections import OrderedDict from .reducer_wrapper import reducer_wrapper from .subtask_reducer_wrapper import subtask_wrapper diff --git a/panoptes_aggregation/reducers/temporal_point_reducer_hdbscan.py b/panoptes_aggregation/reducers/temporal_point_reducer_hdbscan.py index 0b3c9b85..6e220aa2 100644 --- a/panoptes_aggregation/reducers/temporal_point_reducer_hdbscan.py +++ b/panoptes_aggregation/reducers/temporal_point_reducer_hdbscan.py @@ -9,7 +9,7 @@ from .subtask_reducer_wrapper import subtask_wrapper from .point_process_data import process_temporal_data, temporal_metric import numpy as np -from hdbscan import HDBSCAN +from sklearn.cluster import HDBSCAN DEFAULTS = { From 9c7218fc05e480aae4c1906e4f70b4d2b7dddac2 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E2=80=9CJoeJ=E2=80=9D?= <“joseph.jackson@port.ac.uk”> Date: Tue, 7 Jan 2025 10:29:17 +0000 Subject: [PATCH 02/11] Removed by serach and replace cluster persistance --- panoptes_aggregation/reducers/point_reducer_hdbscan.py | 2 -- panoptes_aggregation/reducers/shape_reducer_hdbscan.py | 2 -- .../reducers/temporal_point_reducer_hdbscan.py | 2 -- .../tests/reducer_tests/test_point_reducer_hdbscan.py | 1 - .../tests/reducer_tests/test_shape_reducer_circle.py | 3 --- .../tests/reducer_tests/test_shape_reducer_column.py | 3 --- .../tests/reducer_tests/test_shape_reducer_ellipse.py | 3 --- .../tests/reducer_tests/test_shape_reducer_fan.py | 3 --- .../reducer_tests/test_shape_reducer_full_height_line.py | 3 --- .../reducer_tests/test_shape_reducer_full_width_line.py | 3 --- .../tests/reducer_tests/test_shape_reducer_line.py | 6 ------ .../tests/reducer_tests/test_shape_reducer_point.py | 3 --- .../tests/reducer_tests/test_shape_reducer_rectangle.py | 3 --- .../tests/reducer_tests/test_shape_reducer_rectangle_IoU.py | 1 - .../reducer_tests/test_shape_reducer_rotate_rectangle.py | 3 --- .../test_shape_reducer_temporal_rotate_rectangle.py | 1 - .../tests/reducer_tests/test_shape_reducer_triangle.py | 3 --- .../tests/reducer_tests/test_temporal_point_reducer.py | 1 - 18 files changed, 46 deletions(-) diff --git a/panoptes_aggregation/reducers/point_reducer_hdbscan.py b/panoptes_aggregation/reducers/point_reducer_hdbscan.py index 3c8979e0..8e1e1438 100644 --- a/panoptes_aggregation/reducers/point_reducer_hdbscan.py +++ b/panoptes_aggregation/reducers/point_reducer_hdbscan.py @@ -45,7 +45,6 @@ def point_reducer_hdbscan(data_by_tool, **kwargs): * `tool*_points_y` : A list of `y` positions for **all** points drawn with `tool*` * `tool*_cluster_labels` : A list of cluster labels for **all** points drawn with `tool*` * `tool*_cluster_probabilities`: A list of cluster probabilities for **all** points drawn with `tool*` - * `tool*_clusters_persistance`: A measure for how persistent each **cluster** is (1.0 = stable, 0.0 = unstable) * `tool*_clusters_count` : The number of points in each **cluster** found * `tool*_clusters_x` : The weighted `x` position for each **cluster** found * `tool*_clusters_y` : The weighted `y` position for each **cluster** found @@ -72,7 +71,6 @@ def point_reducer_hdbscan(data_by_tool, **kwargs): # what cluster each point belongs to clusters[frame]['{0}_cluster_labels'.format(tool)] = list(db.labels_) clusters[frame]['{0}_cluster_probabilities'.format(tool)] = list(db.probabilities_) - clusters[frame]['{0}_clusters_persistance'.format(tool)] = list(db.cluster_persistence_) for k in set(db.labels_): if k > -1: idx = db.labels_ == k diff --git a/panoptes_aggregation/reducers/shape_reducer_hdbscan.py b/panoptes_aggregation/reducers/shape_reducer_hdbscan.py index eed86103..3785342a 100644 --- a/panoptes_aggregation/reducers/shape_reducer_hdbscan.py +++ b/panoptes_aggregation/reducers/shape_reducer_hdbscan.py @@ -64,7 +64,6 @@ def shape_reducer_hdbscan(data_by_tool, **kwargs): * `tool*__` : A list of **all** `param` for the `shape` drawn with `tool*` * `tool*_cluster_labels` : A list of cluster labels for **all** shapes drawn with `tool*` * `tool*_cluster_probabilities`: A list of cluster probabilities for **all** points drawn with `tool*` - * `tool*_clusters_persistance`: A measure for how persistent each **cluster** is (1.0 = stable, 0.0 = unstable) * `tool*_clusters_count` : The number of points in each **cluster** found * `tool*_clusters_` : The `param` value for each **cluster** found @@ -105,7 +104,6 @@ def shape_reducer_hdbscan(data_by_tool, **kwargs): # what cluster each point belongs to clusters[frame]['{0}_cluster_labels'.format(tool)] = db.labels_.tolist() clusters[frame]['{0}_cluster_probabilities'.format(tool)] = list(db.probabilities_) - clusters[frame]['{0}_clusters_persistance'.format(tool)] = list(db.cluster_persistence_) for k in set(db.labels_): if k > -1: idx = db.labels_ == k diff --git a/panoptes_aggregation/reducers/temporal_point_reducer_hdbscan.py b/panoptes_aggregation/reducers/temporal_point_reducer_hdbscan.py index 6e220aa2..97243378 100644 --- a/panoptes_aggregation/reducers/temporal_point_reducer_hdbscan.py +++ b/panoptes_aggregation/reducers/temporal_point_reducer_hdbscan.py @@ -46,7 +46,6 @@ def temporal_point_reducer_hdbscan(data_by_tool, **kwargs): * `tool*_points_displayTime` : A list of `time` values for **all** points drawn with `tool*` * `tool*_cluster_labels` : A list of cluster labels for **all** points drawn with `tool*` * `tool*_cluster_probabilities`: A list of cluster probabilities for **all** points drawn with `tool*` - * `tool*_clusters_persistance`: A measure for how persistent each **cluster** is (1.0 = stable, 0.0 = unstable) * `tool*_clusters_count` : The number of points in each **cluster** found * `tool*_clusters_x` : The weighted `x` position for each **cluster** found * `tool*_clusters_y` : The weighted `y` position for each **cluster** found @@ -76,7 +75,6 @@ def temporal_point_reducer_hdbscan(data_by_tool, **kwargs): # what cluster each point belongs to clusters[frame]['{0}_cluster_labels'.format(tool)] = list(db.labels_) clusters[frame]['{0}_cluster_probabilities'.format(tool)] = list(db.probabilities_) - clusters[frame]['{0}_clusters_persistance'.format(tool)] = list(db.cluster_persistence_) for k in set(db.labels_): if k > -1: idx = db.labels_ == k diff --git a/panoptes_aggregation/tests/reducer_tests/test_point_reducer_hdbscan.py b/panoptes_aggregation/tests/reducer_tests/test_point_reducer_hdbscan.py index e9238e95..f3133117 100644 --- a/panoptes_aggregation/tests/reducer_tests/test_point_reducer_hdbscan.py +++ b/panoptes_aggregation/tests/reducer_tests/test_point_reducer_hdbscan.py @@ -73,7 +73,6 @@ 1.0, 1.0 ], - 'tool1_clusters_persistance': [0.1, 0.6], 'tool1_clusters_count': [c1_count, c0_count], 'tool1_clusters_x': [c1_loc[0], c0_loc[0]], 'tool1_clusters_y': [c1_loc[1], c0_loc[1]], diff --git a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_circle.py b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_circle.py index 48fb0b76..59b99de7 100644 --- a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_circle.py +++ b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_circle.py @@ -155,12 +155,9 @@ reduced_data_hdbscan = copy.deepcopy(reduced_data) reduced_data_hdbscan['frame0']['T0_tool0_cluster_probabilities'] = [1.0, 1.0, 1.0, 1.0] -reduced_data_hdbscan['frame0']['T0_tool0_clusters_persistance'] = [1.0, 1.0] reduced_data_hdbscan['frame0']['T0_tool1_cluster_probabilities'] = [1.0, 1.0, 1.0, 1.0] -reduced_data_hdbscan['frame0']['T0_tool1_clusters_persistance'] = [1.0, 1.0] reduced_data_hdbscan['frame1']['T0_tool0_cluster_probabilities'] = [0.0] reduced_data_hdbscan['frame1']['T0_tool1_cluster_probabilities'] = [1.0, 1.0] -reduced_data_hdbscan['frame1']['T0_tool1_clusters_persistance'] = [1.0] TestShapeReducerCircleHdbscan = ReducerTest( shape_reducer_hdbscan, diff --git a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_column.py b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_column.py index fc9b200b..e55c196c 100644 --- a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_column.py +++ b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_column.py @@ -141,12 +141,9 @@ reduced_data_hdbscan = copy.deepcopy(reduced_data) reduced_data_hdbscan['frame0']['T0_tool0_cluster_probabilities'] = [1.0, 1.0, 1.0, 1.0] -reduced_data_hdbscan['frame0']['T0_tool0_clusters_persistance'] = [1.0, 1.0] reduced_data_hdbscan['frame0']['T0_tool1_cluster_probabilities'] = [1.0, 1.0, 1.0, 1.0] -reduced_data_hdbscan['frame0']['T0_tool1_clusters_persistance'] = [1.0, 1.0] reduced_data_hdbscan['frame1']['T0_tool0_cluster_probabilities'] = [0.0] reduced_data_hdbscan['frame1']['T0_tool1_cluster_probabilities'] = [1.0, 1.0] -reduced_data_hdbscan['frame1']['T0_tool1_clusters_persistance'] = [1.0] TestShapeReducerColumnHdbscan = ReducerTest( shape_reducer_hdbscan, diff --git a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_ellipse.py b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_ellipse.py index 33aea21a..da076cd1 100644 --- a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_ellipse.py +++ b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_ellipse.py @@ -183,12 +183,9 @@ reduced_data_hdbscan = copy.deepcopy(reduced_data) reduced_data_hdbscan['frame0']['T0_tool0_cluster_probabilities'] = [1.0, 1.0, 1.0, 1.0] -reduced_data_hdbscan['frame0']['T0_tool0_clusters_persistance'] = [0.9868693567140278, 0.9868693567140278] reduced_data_hdbscan['frame0']['T0_tool1_cluster_probabilities'] = [1.0, 1.0, 1.0, 1.0] -reduced_data_hdbscan['frame0']['T0_tool1_clusters_persistance'] = [0.9868693567140278, 0.9868693567140278] reduced_data_hdbscan['frame1']['T0_tool0_cluster_probabilities'] = [0] reduced_data_hdbscan['frame1']['T0_tool1_cluster_probabilities'] = [1.0, 1.0] -reduced_data_hdbscan['frame1']['T0_tool1_clusters_persistance'] = [1.0] TestShapeReducerEllipseHdbscan = ReducerTest( shape_reducer_hdbscan, diff --git a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_fan.py b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_fan.py index b7efc262..603b3e50 100644 --- a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_fan.py +++ b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_fan.py @@ -183,12 +183,9 @@ reduced_data_hdbscan = copy.deepcopy(reduced_data) reduced_data_hdbscan['frame0']['T0_tool0_cluster_probabilities'] = [1.0, 1.0, 1.0, 1.0] -reduced_data_hdbscan['frame0']['T0_tool0_clusters_persistance'] = [0.9868693567140278, 0.9868693567140278] reduced_data_hdbscan['frame0']['T0_tool1_cluster_probabilities'] = [1.0, 1.0, 1.0, 1.0] -reduced_data_hdbscan['frame0']['T0_tool1_clusters_persistance'] = [0.9868693567140278, 0.9868693567140278] reduced_data_hdbscan['frame1']['T0_tool0_cluster_probabilities'] = [0.0] reduced_data_hdbscan['frame1']['T0_tool1_cluster_probabilities'] = [1.0, 1.0] -reduced_data_hdbscan['frame1']['T0_tool1_clusters_persistance'] = [1.0] TestShapeReducerFanHdbscan = ReducerTest( shape_reducer_hdbscan, diff --git a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_full_height_line.py b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_full_height_line.py index c7c10eb3..67f21f83 100644 --- a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_full_height_line.py +++ b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_full_height_line.py @@ -123,12 +123,9 @@ reduced_data_hdbscan = copy.deepcopy(reduced_data) reduced_data_hdbscan['frame0']['T0_tool0_cluster_probabilities'] = [1, 1, 1, 1] -reduced_data_hdbscan['frame0']['T0_tool0_clusters_persistance'] = [1, 1] reduced_data_hdbscan['frame0']['T0_tool1_cluster_probabilities'] = [1, 1, 1, 1] -reduced_data_hdbscan['frame0']['T0_tool1_clusters_persistance'] = [1, 1] reduced_data_hdbscan['frame1']['T0_tool0_cluster_probabilities'] = [0] reduced_data_hdbscan['frame1']['T0_tool1_cluster_probabilities'] = [1, 1] -reduced_data_hdbscan['frame1']['T0_tool1_clusters_persistance'] = [1] TestShapeReducerFullHeightLineHdbscan = ReducerTestNoProcessing( shape_reducer_hdbscan, diff --git a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_full_width_line.py b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_full_width_line.py index dbf68e16..df08757c 100644 --- a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_full_width_line.py +++ b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_full_width_line.py @@ -123,12 +123,9 @@ reduced_data_hdbscan = copy.deepcopy(reduced_data) reduced_data_hdbscan['frame0']['T0_tool0_cluster_probabilities'] = [1, 1, 1, 1] -reduced_data_hdbscan['frame0']['T0_tool0_clusters_persistance'] = [1, 1] reduced_data_hdbscan['frame0']['T0_tool1_cluster_probabilities'] = [1, 1, 1, 1] -reduced_data_hdbscan['frame0']['T0_tool1_clusters_persistance'] = [1, 1] reduced_data_hdbscan['frame1']['T0_tool0_cluster_probabilities'] = [0] reduced_data_hdbscan['frame1']['T0_tool1_cluster_probabilities'] = [1, 1] -reduced_data_hdbscan['frame1']['T0_tool1_clusters_persistance'] = [1] TestShapeReducerFullWidthLineHdbscan = ReducerTestNoProcessing( shape_reducer_hdbscan, diff --git a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_line.py b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_line.py index bd7b8e72..663e21c8 100644 --- a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_line.py +++ b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_line.py @@ -280,15 +280,12 @@ reduced_data_hdbscan = copy.deepcopy(reduced_data) reduced_data_hdbscan['frame0']['T0_tool0_cluster_probabilities'] = [1.0, 1.0, 1.0, 1.0] -reduced_data_hdbscan['frame0']['T0_tool0_clusters_persistance'] = [1.0, 1.0] reduced_data_hdbscan['frame0']['T0_tool1_cluster_probabilities'] = [1.0, 1.0, 1.0, 1.0] -reduced_data_hdbscan['frame0']['T0_tool1_clusters_persistance'] = [1.0, 1.0] reduced_data_hdbscan['frame1']['T0_tool0_cluster_probabilities'] = [0.0] reduced_data_hdbscan['frame1']['T0_tool1_cluster_labels'] = [0, 0] reduced_data_hdbscan['frame1']['T0_tool1_cluster_probabilities'] = [1.0, 1.0] reduced_data_hdbscan['frame1']['T0_tool1_clusters_count'] = [2] -reduced_data_hdbscan['frame1']['T0_tool1_clusters_persistance'] = [1.0] reduced_data_hdbscan['frame1']['T0_tool1_clusters_x1'] = [60.0] reduced_data_hdbscan['frame1']['T0_tool1_clusters_y1'] = [60.0] reduced_data_hdbscan['frame1']['T0_tool1_clusters_x2'] = [60.0] @@ -313,12 +310,9 @@ reduced_data_hdbscan_symmetric = copy.deepcopy(reduced_data_symmetric) reduced_data_hdbscan_symmetric['frame0']['T0_tool0_cluster_probabilities'] = [1.0, 1.0, 1.0, 1.0] -reduced_data_hdbscan_symmetric['frame0']['T0_tool0_clusters_persistance'] = [1.0, 1.0] reduced_data_hdbscan_symmetric['frame0']['T0_tool1_cluster_probabilities'] = [1.0, 1.0, 1.0, 1.0] -reduced_data_hdbscan_symmetric['frame0']['T0_tool1_clusters_persistance'] = [1.0, 1.0] reduced_data_hdbscan_symmetric['frame1']['T0_tool0_cluster_probabilities'] = [0.0] reduced_data_hdbscan_symmetric['frame1']['T0_tool1_cluster_probabilities'] = [1.0, 1.0] -reduced_data_hdbscan_symmetric['frame1']['T0_tool1_clusters_persistance'] = [1.0] TestShapeReducerLineHdbscanSymmetric = ReducerTest( shape_reducer_hdbscan, diff --git a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_point.py b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_point.py index 3ccd658e..9a9addeb 100644 --- a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_point.py +++ b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_point.py @@ -141,12 +141,9 @@ reduced_data_hdbscan = copy.deepcopy(reduced_data) reduced_data_hdbscan['frame0']['T0_tool0_cluster_probabilities'] = [1.0, 1.0, 1.0, 1.0] -reduced_data_hdbscan['frame0']['T0_tool0_clusters_persistance'] = [1.0, 1.0] reduced_data_hdbscan['frame0']['T0_tool1_cluster_probabilities'] = [1.0, 1.0, 1.0, 1.0] -reduced_data_hdbscan['frame0']['T0_tool1_clusters_persistance'] = [1.0, 1.0] reduced_data_hdbscan['frame1']['T0_tool0_cluster_probabilities'] = [0.0] reduced_data_hdbscan['frame1']['T0_tool1_cluster_probabilities'] = [1.0, 1.0] -reduced_data_hdbscan['frame1']['T0_tool1_clusters_persistance'] = [1.0] TestShapeReducerPointHdbscan = ReducerTest( shape_reducer_hdbscan, diff --git a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_rectangle.py b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_rectangle.py index c29bc7ee..13ad9b89 100644 --- a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_rectangle.py +++ b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_rectangle.py @@ -169,12 +169,9 @@ reduced_data_hdbscan = copy.deepcopy(reduced_data) reduced_data_hdbscan['frame0']['T0_tool0_cluster_probabilities'] = [1.0, 1.0, 1.0, 1.0] -reduced_data_hdbscan['frame0']['T0_tool0_clusters_persistance'] = [1.0, 1.0] reduced_data_hdbscan['frame0']['T0_tool1_cluster_probabilities'] = [1.0, 1.0, 1.0, 1.0] -reduced_data_hdbscan['frame0']['T0_tool1_clusters_persistance'] = [1.0, 1.0] reduced_data_hdbscan['frame1']['T0_tool0_cluster_probabilities'] = [0.0] reduced_data_hdbscan['frame1']['T0_tool1_cluster_probabilities'] = [1.0, 1.0] -reduced_data_hdbscan['frame1']['T0_tool1_clusters_persistance'] = [1.0] TestShapeReducerRectangleHdbscan = ReducerTest( shape_reducer_hdbscan, diff --git a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_rectangle_IoU.py b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_rectangle_IoU.py index cffc5eed..8b8c912f 100644 --- a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_rectangle_IoU.py +++ b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_rectangle_IoU.py @@ -117,7 +117,6 @@ reduced_data_hdbscan = copy.deepcopy(reduced_data) reduced_data_hdbscan['frame0']['T0_tool0_cluster_probabilities'] = [1.0, 1.0, 1.0, 1.0] -reduced_data_hdbscan['frame0']['T0_tool0_clusters_persistance'] = [1.0] TestShapeReducerRectangleIoUHdbscan = ReducerTest( shape_reducer_hdbscan, diff --git a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_rotate_rectangle.py b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_rotate_rectangle.py index b811bcec..052602e0 100644 --- a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_rotate_rectangle.py +++ b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_rotate_rectangle.py @@ -183,12 +183,9 @@ reduced_data_hdbscan = copy.deepcopy(reduced_data) reduced_data_hdbscan['frame0']['T0_tool0_cluster_probabilities'] = [1.0, 1.0, 1.0, 1.0] -reduced_data_hdbscan['frame0']['T0_tool0_clusters_persistance'] = [0.9868693567140278, 0.9868693567140278] reduced_data_hdbscan['frame0']['T0_tool1_cluster_probabilities'] = [1.0, 1.0, 1.0, 1.0] -reduced_data_hdbscan['frame0']['T0_tool1_clusters_persistance'] = [0.9868693567140278, 0.9868693567140278] reduced_data_hdbscan['frame1']['T0_tool0_cluster_probabilities'] = [0.0] reduced_data_hdbscan['frame1']['T0_tool1_cluster_probabilities'] = [1.0, 1.0] -reduced_data_hdbscan['frame1']['T0_tool1_clusters_persistance'] = [1.0] TestShapeReducerRotateRectangleHdbscan = ReducerTest( shape_reducer_hdbscan, diff --git a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_temporal_rotate_rectangle.py b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_temporal_rotate_rectangle.py index ab76f398..b1835f1c 100644 --- a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_temporal_rotate_rectangle.py +++ b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_temporal_rotate_rectangle.py @@ -227,7 +227,6 @@ 'T0_toolIndex0_clusters_count': [3, 4, 3], 'T0_toolIndex0_clusters_displayTime': [0.7, 0.1, 0.9], 'T0_toolIndex0_clusters_height': [98.5, 137.8, 54.5], - 'T0_toolIndex0_clusters_persistance': [0.1, 0.4, 0.4], 'T0_toolIndex0_clusters_sigma': [0.7, 0.7, 0.4], 'T0_toolIndex0_clusters_width': [143.3, 62.7, 136.1], 'T0_toolIndex0_clusters_x_center': [358.1, 502.9, 522.3], diff --git a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_triangle.py b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_triangle.py index 2d7e0da2..f9348131 100644 --- a/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_triangle.py +++ b/panoptes_aggregation/tests/reducer_tests/test_shape_reducer_triangle.py @@ -169,12 +169,9 @@ reduced_data_hdbscan = copy.deepcopy(reduced_data) reduced_data_hdbscan['frame0']['T0_tool0_cluster_probabilities'] = [1.0, 1.0, 1.0, 1.0] -reduced_data_hdbscan['frame0']['T0_tool0_clusters_persistance'] = [0.9863917236512045, 0.9863917236512045] reduced_data_hdbscan['frame0']['T0_tool1_cluster_probabilities'] = [1.0, 1.0, 1.0, 1.0] -reduced_data_hdbscan['frame0']['T0_tool1_clusters_persistance'] = [0.9863917236512045, 0.9863917236512045] reduced_data_hdbscan['frame1']['T0_tool0_cluster_probabilities'] = [0.0] reduced_data_hdbscan['frame1']['T0_tool1_cluster_probabilities'] = [1.0, 1.0] -reduced_data_hdbscan['frame1']['T0_tool1_clusters_persistance'] = [1.0] TestShapeReducerTriangleHdbscan = ReducerTest( shape_reducer_hdbscan, diff --git a/panoptes_aggregation/tests/reducer_tests/test_temporal_point_reducer.py b/panoptes_aggregation/tests/reducer_tests/test_temporal_point_reducer.py index dd8f6b78..c626b3a4 100644 --- a/panoptes_aggregation/tests/reducer_tests/test_temporal_point_reducer.py +++ b/panoptes_aggregation/tests/reducer_tests/test_temporal_point_reducer.py @@ -99,7 +99,6 @@ "T0_toolIndex0_points_displayTime": [0.0, 0.1, 0.2, 0.9, 0.8, 0.9, 0.4, 0.6, 0.5], "T0_toolIndex0_cluster_labels": [-1, 1, 1, 2, 2, 2, 0, 0, 0], "T0_toolIndex0_cluster_probabilities": [0.0, 1.0, 1.0, 1.0, 0.18389844323090718, 1.0, 1.0, 0.9941176470588245, 1.0], - "T0_toolIndex0_clusters_persistance": [0.3707046401878472, 0.9673200096315916, 0.5146860238796042], "T0_toolIndex0_clusters_count": [3, 2, 3], "T0_toolIndex0_clusters_x": [45.0, 11.0, 12.333333333333334], "T0_toolIndex0_clusters_y": [25.0, 42.5, 55.0], From 78ebb2d57dda253b0ce1535f4affa82f815d5c43 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E2=80=9CJoeJ=E2=80=9D?= <“joseph.jackson@port.ac.uk”> Date: Tue, 7 Jan 2025 11:37:46 +0000 Subject: [PATCH 03/11] Removed p as a keyword argument for HDBSCAN --- panoptes_aggregation/reducers/point_reducer_hdbscan.py | 1 - panoptes_aggregation/reducers/shape_reducer_hdbscan.py | 1 - panoptes_aggregation/reducers/temporal_point_reducer_hdbscan.py | 1 - 3 files changed, 3 deletions(-) diff --git a/panoptes_aggregation/reducers/point_reducer_hdbscan.py b/panoptes_aggregation/reducers/point_reducer_hdbscan.py index 8e1e1438..90561f6c 100644 --- a/panoptes_aggregation/reducers/point_reducer_hdbscan.py +++ b/panoptes_aggregation/reducers/point_reducer_hdbscan.py @@ -18,7 +18,6 @@ 'metric': {'default': 'euclidean', 'type': str}, 'algorithm': {'default': 'best', 'type': str}, 'leaf_size': {'default': 40, 'type': int}, - 'p': {'default': None, 'type': float}, 'cluster_selection_method': {'default': 'eom', 'type': str}, 'allow_single_cluster': {'default': False, 'type': bool} } diff --git a/panoptes_aggregation/reducers/shape_reducer_hdbscan.py b/panoptes_aggregation/reducers/shape_reducer_hdbscan.py index 3785342a..51f7a6e9 100644 --- a/panoptes_aggregation/reducers/shape_reducer_hdbscan.py +++ b/panoptes_aggregation/reducers/shape_reducer_hdbscan.py @@ -22,7 +22,6 @@ 'eps_t': {'default': 0.5, 'type': float}, 'algorithm': {'default': 'best', 'type': str}, 'leaf_size': {'default': 40, 'type': int}, - 'p': {'default': None, 'type': float}, 'cluster_selection_method': {'default': 'eom', 'type': str}, 'allow_single_cluster': {'default': False, 'type': bool}, 'metric_type': {'default': 'euclidean', 'type': str} diff --git a/panoptes_aggregation/reducers/temporal_point_reducer_hdbscan.py b/panoptes_aggregation/reducers/temporal_point_reducer_hdbscan.py index 97243378..5874e614 100644 --- a/panoptes_aggregation/reducers/temporal_point_reducer_hdbscan.py +++ b/panoptes_aggregation/reducers/temporal_point_reducer_hdbscan.py @@ -18,7 +18,6 @@ 'metric': {'default': 'auto', 'type': str}, 'algorithm': {'default': 'best', 'type': str}, 'leaf_size': {'default': 40, 'type': int}, - 'p': {'default': None, 'type': float}, 'cluster_selection_method': {'default': 'eom', 'type': str}, 'allow_single_cluster': {'default': False, 'type': bool} } From 8cf38dbf2526581f9834242f7b4da0fc883f0754 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E2=80=9CJoeJ=E2=80=9D?= <“joseph.jackson@port.ac.uk”> Date: Tue, 7 Jan 2025 11:58:39 +0000 Subject: [PATCH 04/11] changed algorithm from best to auto in default for hdbscan. Other algorithm names have also changed --- panoptes_aggregation/reducers/point_reducer_hdbscan.py | 2 +- panoptes_aggregation/reducers/shape_reducer_hdbscan.py | 2 +- panoptes_aggregation/reducers/temporal_point_reducer_hdbscan.py | 2 +- 3 files changed, 3 insertions(+), 3 deletions(-) diff --git a/panoptes_aggregation/reducers/point_reducer_hdbscan.py b/panoptes_aggregation/reducers/point_reducer_hdbscan.py index 90561f6c..2e31b0dc 100644 --- a/panoptes_aggregation/reducers/point_reducer_hdbscan.py +++ b/panoptes_aggregation/reducers/point_reducer_hdbscan.py @@ -16,7 +16,7 @@ 'min_cluster_size': {'default': 5, 'type': int}, 'min_samples': {'default': 3, 'type': int}, 'metric': {'default': 'euclidean', 'type': str}, - 'algorithm': {'default': 'best', 'type': str}, + 'algorithm': {'default': 'auto', 'type': str}, 'leaf_size': {'default': 40, 'type': int}, 'cluster_selection_method': {'default': 'eom', 'type': str}, 'allow_single_cluster': {'default': False, 'type': bool} diff --git a/panoptes_aggregation/reducers/shape_reducer_hdbscan.py b/panoptes_aggregation/reducers/shape_reducer_hdbscan.py index 51f7a6e9..dc21ffda 100644 --- a/panoptes_aggregation/reducers/shape_reducer_hdbscan.py +++ b/panoptes_aggregation/reducers/shape_reducer_hdbscan.py @@ -20,7 +20,7 @@ 'min_cluster_size': {'default': 5, 'type': int}, 'min_samples': {'default': 3, 'type': int}, 'eps_t': {'default': 0.5, 'type': float}, - 'algorithm': {'default': 'best', 'type': str}, + 'algorithm': {'default': 'auto', 'type': str}, 'leaf_size': {'default': 40, 'type': int}, 'cluster_selection_method': {'default': 'eom', 'type': str}, 'allow_single_cluster': {'default': False, 'type': bool}, diff --git a/panoptes_aggregation/reducers/temporal_point_reducer_hdbscan.py b/panoptes_aggregation/reducers/temporal_point_reducer_hdbscan.py index 5874e614..f7b96afb 100644 --- a/panoptes_aggregation/reducers/temporal_point_reducer_hdbscan.py +++ b/panoptes_aggregation/reducers/temporal_point_reducer_hdbscan.py @@ -16,7 +16,7 @@ 'min_cluster_size': {'default': 5, 'type': int}, 'min_samples': {'default': 3, 'type': int}, 'metric': {'default': 'auto', 'type': str}, - 'algorithm': {'default': 'best', 'type': str}, + 'algorithm': {'default': 'auto', 'type': str}, 'leaf_size': {'default': 40, 'type': int}, 'cluster_selection_method': {'default': 'eom', 'type': str}, 'allow_single_cluster': {'default': False, 'type': bool} From d7757916abbdfdcb086c460fc6847bb2357e1f8e Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E2=80=9CJoeJ=E2=80=9D?= <“joseph.jackson@port.ac.uk”> Date: Tue, 7 Jan 2025 13:14:36 +0000 Subject: [PATCH 05/11] changed order of unit test to match changed order of data in scikit-learn hdbscan --- .../reducer_tests/test_point_reducer_hdbscan.py | 12 ++++++------ 1 file changed, 6 insertions(+), 6 deletions(-) diff --git a/panoptes_aggregation/tests/reducer_tests/test_point_reducer_hdbscan.py b/panoptes_aggregation/tests/reducer_tests/test_point_reducer_hdbscan.py index f3133117..ac52ea1e 100644 --- a/panoptes_aggregation/tests/reducer_tests/test_point_reducer_hdbscan.py +++ b/panoptes_aggregation/tests/reducer_tests/test_point_reducer_hdbscan.py @@ -73,12 +73,12 @@ 1.0, 1.0 ], - 'tool1_clusters_count': [c1_count, c0_count], - 'tool1_clusters_x': [c1_loc[0], c0_loc[0]], - 'tool1_clusters_y': [c1_loc[1], c0_loc[1]], - 'tool1_clusters_var_x': [c1_cov[0, 0], c0_cov[0, 0]], - 'tool1_clusters_var_y': [c1_cov[1, 1], c0_cov[1, 1]], - 'tool1_clusters_var_x_y': [c1_cov[0, 1], c0_cov[0, 1]], + 'tool1_clusters_count': [c0_count, c1_count], + 'tool1_clusters_x': [c0_loc[0], c1_loc[0]], + 'tool1_clusters_y': [c0_loc[1], c1_loc[1]], + 'tool1_clusters_var_x': [c0_cov[0, 0], c1_cov[0, 0]], + 'tool1_clusters_var_y': [c0_cov[1, 1], c1_cov[1, 1]], + 'tool1_clusters_var_x_y': [c0_cov[0, 1], c1_cov[0, 1]], 'tool2_points_x': [3], 'tool2_points_y': [4], 'tool2_cluster_labels': [-1], From 7d525703476c71bdfd303d4033d8504df8cc912a Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E2=80=9CJoeJ=E2=80=9D?= <“joseph.jackson@port.ac.uk”> Date: Tue, 7 Jan 2025 13:39:38 +0000 Subject: [PATCH 06/11] additional metric parameters added as dictionary instead of individually --- panoptes_aggregation/reducers/shape_reducer_hdbscan.py | 3 +-- 1 file changed, 1 insertion(+), 2 deletions(-) diff --git a/panoptes_aggregation/reducers/shape_reducer_hdbscan.py b/panoptes_aggregation/reducers/shape_reducer_hdbscan.py index dc21ffda..bec012e9 100644 --- a/panoptes_aggregation/reducers/shape_reducer_hdbscan.py +++ b/panoptes_aggregation/reducers/shape_reducer_hdbscan.py @@ -80,8 +80,7 @@ def shape_reducer_hdbscan(data_by_tool, **kwargs): kwargs['metric'] = metric elif metric_type == 'iou': kwargs['metric'] = IoU_metric - kwargs['shape'] = shape - kwargs['eps_t'] = eps_t + kwargs['metric_params'] = {'shape': shape, 'eps_t': eps_t} avg = average_shape_IoU else: raise ValueError('metric_type must be either "euclidean" or "IoU".') From 778943d684d90384d488ee33af7aee405515b9dd Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E2=80=9CJoeJ=E2=80=9D?= <“joseph.jackson@port.ac.uk”> Date: Tue, 7 Jan 2025 15:55:22 +0000 Subject: [PATCH 07/11] Updated How Clustering Works Notebook --- docs/source/How_Clustering_Works.ipynb | 319 ++++++++---------- docs/source/_static/condensed_tree_plot.png | Bin 0 -> 29792 bytes .../condensed_tree_plot_clusters_shown.png | Bin 0 -> 46088 bytes pyproject.toml | 9 +- 4 files changed, 153 insertions(+), 175 deletions(-) create mode 100644 docs/source/_static/condensed_tree_plot.png create mode 100644 docs/source/_static/condensed_tree_plot_clusters_shown.png diff --git a/docs/source/How_Clustering_Works.ipynb b/docs/source/How_Clustering_Works.ipynb index 9359a0f0..10fe716e 100644 --- a/docs/source/How_Clustering_Works.ipynb +++ b/docs/source/How_Clustering_Works.ipynb @@ -47,29 +47,26 @@ }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 21, "id": "61c7bf87", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", - "import hdbscan\n", "\n", - "from sklearn.cluster import DBSCAN, OPTICS\n", + "from sklearn.cluster import DBSCAN, OPTICS, HDBSCAN\n", "from sklearn.datasets import make_blobs, make_moons\n", "\n", "plt.style.use({\n", @@ -141,7 +138,7 @@ "### Density-based spatial clustering of applications with noise (DBSCAN)\n", "\n", "Most density clustering algorithms are rooted in DBSCAN, so as a starting point it is useful to understand how DBSCAN works. This algorithm is a four step process:\n", - "1. **Core points** are defined as a group of at least **k** points (also called **min_samples**) that are all mutually withing a distance $\\epsilon$ (also called **eps**) of each other\n", + "1. **Core points** are defined as a group of at least **k** points (also called **min_samples**) that are all mutually with in a distance $\\epsilon$ (also called **eps**) of each other\n", "2. Each set of **core points** is assigned a cluster ID number\n", "3. Any data point that is within a distance $\\epsilon$ of any **core point** is assigned the same cluster ID number as that **core point**\n", "4. All other points are marked a noise\n", @@ -151,7 +148,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 2, "id": "cadd432c", "metadata": {}, "outputs": [], @@ -185,20 +182,18 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 3, "id": "de8f0b14", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -223,20 +218,18 @@ }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 4, "id": "9d6afa5c", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -256,20 +249,18 @@ }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 5, "id": "92d8d762", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA5UAAANiCAYAAADxP+1yAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAixdJREFUeJzs3Xl81NW9//H3NyCBZCCASUgQUCcswRARBEEhWtertlCXWuqCpGLlVluX2l7FrViV0va2Vq1F9KIg1Z/WhRa014tYl4AQUdSGJUAYLSCBJKJZZiQIOb8/hokJ2Wa+meU7mdfz8cgD5rucOSEZkveccz7HMsYYAQAAAABgQ1KsOwAAAAAAiF+ESgAAAACAbYRKAAAAAIBthEoAAAAAgG2ESgAAAACAbYRKAAAAAIBthEoAAAAAgG2ESgAAAACAbYRKAAAAAIBtcRUqv/76a73xxhv6xS9+ofHjx6tv37466qijlJWVpalTp+rVV19t9/6VK1fqwgsvVHp6unr16qXc3Fzdeeedqqurs92nsrIyFRYWatCgQUpOTtagQYNUWFgoj8dju00AAAAAiBeWMcbEuhPBWrlypc4991xJUlZWlk4++WSlpqZq06ZN2rBhgyTpuuuu02OPPSbLsprd++CDD+pnP/uZLMtSQUGBBgwYoKKiIu3Zs0cjRozQqlWrlJ6eHlJ/Vq9erfPOO08+n095eXkaNWqUNmzYoI0bNyo1NVUrV67UxIkTw/PJAwAAAIADxVWo/Oc//6k///nPuummm1RQUNDs3PPPP68rr7xShw4d0uLFi3X11Vc3nvvwww918sknKykpScuXL9cFF1wgSfL5fJo6dareeOMNXXrppXrxxReD7ovP59OwYcO0e/duzZ49W3Pnzm08d8cdd+jXv/61Bg8erC1btqhXr16d/MwBAAAAwJniKlR25Nprr9XChQt19tlna+XKlY3Hv//97+uFF17QtddeqyeeeKLZPf/+97/ldrvV0NCgzZs3Kzc3N6jn+vOf/6wbbrhBw4cP1+bNm5WU9M1M4oaGBo0cOVJbt27VY489plmzZoXnEwQAAAAAh4mrNZUdGTNmjCRp586djccOHDjQuNbyiiuuaHHPscceq0mTJkmSli5dGvRzBa79wQ9+0CxQSlJSUpKmTZsmSXr55ZdD+AwAAAAAIL50qVC5bds2SVJ2dnbjsa1bt8rn80mSxo0b1+p9geMffvhh0M8VuDacbQIAAABAvOke6w6Ey549e7Ro0SJJ0qWXXtp4/JNPPpEk9e3bV71792713sGDBze7tiO1tbX6/PPPJUlDhgxpt83Kykp5vV6lpqYG1bbX6231eENDg6qqqpSamqqUlJQWhYgAAAAAJAZjTOPAWXp6eouZk9HWJULlwYMHddVVV6m6ulr5+fnN1jDW1tZKUruhzuVySZJqamqCer5Am+21G2gz0G6wobLpfQAAAADQnr179yozMzOmfegS01//8z//U2+88YaOPvpovfjii+rRo0esuwQAAAAACSHuRypvuukmLVy4UP369dPrr7+u4cOHNzsfmPLa1rRSSaqrq5Mk9enTJ6jnbDqNtq12A22G0u6R9x15PCsrS5L/3YhgRz4BAAAAdC1er1cDBgyQJKWkpMS4N3EeKm+99VY9/PDD6tu3r1asWNFY/bWp4447TpL05Zdfqra2ttV1lYFqsYFrO9K7d2/1799f+/bt044dOzR69Og220xPTw8pAAZzbWpqKqESAAAAgCNqrcTt9Nf/+q//0h/+8AelpaVpxYoVbVZhHTFiRGN6f//991u9JnB87NixQT9/4NpwtgkAAAAA8SYuQ+Xtt9+u3/3ud0pLS9Prr7+u8ePHt3ltjx499O1vf1uS9Oyzz7Y4/+9//1vvvvuuJOniiy8Oug+Ba5977jk1NDQ0O9fQ0KDnn39eknTJJZcE3SYAAAAAxJu4C5V33XWXfvOb36hv374dBsqA22+/XZZl6amnntJrr73WeNzn82nmzJk6dOiQLr30UuXm5ja777333lNubm6L45JUWFiogQMHauvWrbr77rubnbv77ru1detWDRo0SFdffbXNzxQAAAAAnM8yxphYdyJYy5Yt03e/+11J0rhx45SXl9fqdenp6frv//7vZscefPBB/exnP5NlWTrjjDOUmZmpoqIilZeXa8SIEVq1apXS09Ob3fPWW2/pzDPPlOTfC+ZIq1ev1nnnnSefz6dRo0Zp1KhR2rBhgzZs2KDU1FStXLlSEydODMenLq/X27jdSF1dHWsqAQAAgATltGwQV6Fy0aJF+uEPf9jhdccee6w+/fTTFsdXrlyp3//+93rvvffk9Xo1ZMgQfe9739Ps2bNbLeDTUaiUpLKyMt13331auXKlKisrlZGRoXPOOUf33HOPcnJyQvsE2+G0bxwAAAAAseG0bBBXoTKROe0bBwAAAEBsOC0bxN2aSgAAAACAcxAqAQAAAAC2ESoBAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKgEAAAAAtnWPdQcAANFnjFHpvlJVflWpzJRMjeg3QpZlxbpbAAAgDhEqASDBrC1fq3nF87S9envjsZy0HM2eMFsTsifEsGcAACAeMf0VABLI2vK1mvX6LHmqPc2Oe6o9uu7167S2fG2MegYAAOIVoRIAEoQxRvOK58kYIyPT/JxMs/MAAADBIlQCQIIo3Veq7dXbWwTKACOj7dXbteWLLVHuGQAAiGeESgBIEJVfVQZ1XYWvIsI9AQAAXQmhEgASREavjKCuy0zJjHBPAABAV0KoBIAEkds/VzlpObLU+tYhlizl9M3RiH4jotwzAAAQzwiVAJAgLMvS7AmzZVlWi2BpyfKfP2U2+1UCAICQECoBIIFMyJ6gBecukDvN3ey4u69bj5/7OPtUAgCAkFmG2vFxwev1yuVySZLq6uqUmpoa4x4BiGfGGG35YosqfBXKTMnUiH4jGKEEACBOOC0bdI/pswMAbDHGqHRfqSq/qrQVCi3LUm7/XOX2z41gLwEAXZXH41FRUZEKCgrkdrs7vgFdGqESAOLM2vK1mlc8T9urtzcey0nL0ewJs+Nq+mpngzEAIDY8Ho/y8/Pl8/mUkpKikpISgmWCI1QCQJR1JkytLV+rWa/P0pErFzzVHl33+nVacO4CTcyeGJW+dEZXCcYAkIiKiork8/kkST6fT0VFRYTKBMeayjjhtHnTAOzpTJgyxujiv18sT7VHRi3/67ZkyZ3m1tLvLg0qGMYq2DUNxk0/j0AF2lCDMQAguhipjD2nZQOqvwJAlATClKfa0+x4YJRxbfnadu8v3Veq7dXbWw2UkmRktL16u7Z8sSXifbHLGKN5xfNaBErJ3/+m5wEAzuR2u1VSUqJFixYRKCGJUAkAURGOMFX5VWVQz1Xhq4h4X+wKZzAGAMSO2+3WjBkzCJSQRKgEgKgIR5jK6JUR1HNlpmRGvC92hSsYAwAA5yBUAkCYGGO0+fPNemfXOyrdV9pspC8cYSq3f65y0nJkqfX1kpYs5fTN0Yh+I9p9jlgGu3AF41AcbDio+R/P149W/EjzP56vgw0Hw9Y2AACg+isAhEVHRW/CEaYsy9LsCbN13evXSUatFrmZfcrsDov0xCLYBQSCcbvFhvq6NaLfiLBVpn2i5AnN/2i+jIyKy4slST8e/eNOfy4AAMCPkUoA6KRgit6Ea5RxQvYELTh3gdxpzdewuPu69fi5jwdVtTVcfbEjEIwty2rx/E2DcfGeYl3894v1/Ve+rxveuEGXLb9MF//94sZQGIr1e9c3Blgjo/V714flcwEAAH6ESgDohGCL3kgKKkwFMxI3MXuiln53qV6Y8oIePftRvTDlBS2dujTobUCCDXaR2q+yo2BsZMJamXbsgLGNn6clS2MHjO3cJwAAAJphn8o44bS9aAD4bf58s77/yvc7vO6FKS8ot39u69Nk++Zo9imR3RuyNbHuizFGW77YogpfReP0Vklh3YtT8q+pfKLkCa3fu15jB4zVj/J/pO5JrP4AAMQvp2UDQmWccNo3DgC/d3a9oxveuKHD6x49+1GdPuh0Sa2HqUiNCnbESX2RQg/pAAAkIqdlg7ib/rplyxY98sgjKiwsVH5+vrp37y7LsnT//fe3eY9lWUF9PP3000H3Y9GiRR2299prr4XjUwbgYHaK3liWpdz+uTp90OnK7Z8b0xDnpL5IbDkCAEA8irv5P/Pnz9dDDz0U0j0zZsxo89yOHTv05ptvyrIsnXHGGSH3JycnR5MnT2713DHHHBNyewDiSyjVTNGxWFamBQAA9sRdqBw1apR+/vOfa8yYMRo7dqzmzp2rJUuWtHvPokWL2jx3/fXX680339Q555yjY489NuT+TJ48ud32AXRt4drmA36EdAAA4k/chcprr7222eOkJPszePfv36//9//+nyRp5syZneoXgM6J52IqgWqmRxa9cfd1x6QATzyLl5Aerj00AQDoCuLjN7YIeemll/Tll1+qf//+uuiii2LdHSChxfsG9YFtPpxU9CZeOT2kt1o1Ny1HsyfEvm8AAMRCQofKJ598UpJ01VVXKTk52VYbZWVluuuuu1RRUSGXy6VRo0Zp6tSpSk9PD2dXgS6vK2xQHyh6Q1XSznNqSF9bvlazXp+lIwunB/bQXHDuAk3Mnhij3gEAEBsJGyo//fRTvfnmm5I6N/V19erVWr16dbNjPXv21Jw5c3TbbbeF3J7X6w3pONBVjB0wVsXlxTIybFAPSc4L6cYYzSueJ2NMi/Wexj9XV/OK54W0hyYAAF1BwobKp556SsYYjRs3TieeeGLI92dlZenOO+/U1KlT5Xa7lZyc3LjdyZIlS3T77bfr0KFDuuOOO0JqN7DfDJBofpT/I0lqtqYScJLSfaXNprweychoe/V2bflii2OCMAAA0ZCQobKhoaGxYus111xjq43zzz9f559/frNj48aN0+LFizV69Gjdeuut+tWvfqWZM2dqwIABne0y0OV1T+oeV2sokXhC2UOTUAkASCT2S6fGsZUrV2rHjh3q1auXrrjiirC3f9NNNyk9PV319fVasWJFSPfW1dW1+rF3796w9xNA+BljtPnzzXpn1zsq3VfaYu0d4hd7aAIA0LqEHKkMFOi59NJLlZaWFvb2u3XrpmHDhqmqqkq7du0K6d7U1NSw9wdAdFAVtGtjD00AAFqXcCOV+/bt09/+9jdJkd2b8vPPP5ck9e7dO2LPAcA5AlVBPdWeZscDVUHXlq+NUc8QLoE9NC3LkqXmhXictIcmAADRlnCh8plnnlF9fb1ycnJ0xhlnROQ51q9fr61bt0qSTjnllIg8BwDn6KgqaNPziG+BPTTdae5mx9193Xr83McZkQYAJKSEm/4amPp6zTXXdPhu8tKlSzV79mwdc8wxeuONNxqP+3w+PfXUU7r66qtbjES+8847mjFjhiRp8uTJhEogAVAVNLFEeg9NY4xK95Wq8qtKx+zPCQBAe+IuVK5fv17XX3994+Pt2/2/yC1YsECvvPJK4/GlS5cqOzu72b0ffvihPvroI3Xr1k2FhYUdPld1dbW2bNmi/fv3Nzt+4MAB/eQnP9Gtt96qMWPGaMiQITp48KC2bt2qDRs2SJLy8/P117/+1e6nCSCOUBU08URiD01jjF7Y+oKe+NcT2uPb03icdbkAAKeLu1BZU1Oj4uLiFsd37drVrChOfX19i2sCo5T/8R//oYEDB9ruQ0pKiu6++269//77Ki0t1caNG/XVV1+pX79+Ouecc3TZZZepsLBQPXr0sP0cAOIHVUHRWWvL1+qe1feo3Fve4lxgXe6CcxdoYvbEGPQOAID2WYZFPnHB6/XK5XJJ8m87QpVYwDmMMbr47xd3WBV06dSlTGNEC4EiTw2moc1rLFlyp7m19Lt8DwEAnJcNEq5QDwCEG1VBYVewRZyarssFAMBpCJUAEAZUBYUdgSJPrY1wt6bCVxHhHgEAELq4W1MJAMGKdhXNSFcFRdcTbJGnANblAgCciFAJwNHsBsO15Ws1r3hes60+olFFMxJVQdF1BVvkSZJy+uZoRL8REewNAAD2ECoBOJbdYBgofHLkOjWqaMJpcvvnKictp80iTwGWWJcLAHAu1lQCcKRAMPRUe5odDwTDteVrW72vaeGTI39JNzJBF0YBoqG9Ik8B2anZeuK8J1iXCwBwLEIlAMfpTDDsqPAJVTThNG0VecpOzdY9p96j/7v0/wiUAABHY/orAMcJBMO2NA2GR65dDLbwSYWvgnWPcAyKPAEA4hmhEoDjdCYYBlv4hCqacBqKPAEA4hXTXwE4TmeCYaDwSVvr0yxZVNEEAAAII0IlAMfpTDBsr/CJJct/niqaAAAAYUOoBOA4nQ2GbRU+cfd16/FzH6foCQAAQBhZhrr6ccHr9crlckmS6urqlJqaGuMeAZHX6j6VfXM0+5T296kMMMZQ+AQAAHQ5TssGhMo44bRvHCBaCIYAAADNOS0bUP0VgKNRERMAAMDZWFMJAAAAALCNUAkAAAAAsI1QCQAAAACwjVAJAAAAALCNUAkAAAAAsI3qrwAAxCFjjEr3laryq0q22wEAxBShEgCAOLO2fK3mFc/T9urtjcdy0nI0e8JsTcieEMOeAQASEdNfAQCII2vL12rW67PkqfY0O+6p9ui616/T2vK1MeoZACBRESoBAIgTxhjNK54nY4yMTPNzMs3OAwAQLYRKAADiROm+Um2v3t4iUAYYGW2v3q4tX2yJcs8AAImMUAkAQJyo/KoyqOsqfBUR7gkAAN8gVAIAECcyemUEdV1mSmaEewIAwDcIlQAAxInc/rnKScuRpda3DrFkyZ3mVkNDg97Z9Y5K95WyvhIAEHGW4adNXPB6vXK5XJKkuro6paamxrhHABLeoYNS0e+lHWukIadKBbdK3dipKtKKy4t13evXtSjWEwiaWalZKveWNx5nqxEA6Hqclg0YqQQA2FP0e+mtX0ueN/1/Fv0+1j1KCBOyJ2jBuQvkTnM3O56VmiVLlvZ49zQ7zlYjAIBI4y1lAIA9O9ZIjSNl5vBjRMPE7Ila+t2l2vLFFlX4KpTRK0O3F93u31akla1GZKR5xfO09LtLZVmtT50FAMAuRioBAPYMOVVqXNtnHX6MaLEsS7n9c3X6oNMl+Uck2WoEABALjFQCAOwpuNX/Z9M1lYiJULYaye2fG+HeAAASDaESAGBPt+7St26LdS8gthoBAMQW018BAIhzwWw1ktM3RyP6jYhyzwAAiYBQCQBAnLMsS7MnzJZlWS2CpSXLf/6U2RTpAQBEBKESAIAuYEL2BN089mZ1T2q+sqV7UnfdMvYW9qkEAEQMoRIAgC5gbfla/XH9H/V1w9fNjn/d8LUeXP8g+1QCACKGUAkAQJwzxmhe8TwZ08aWIh2cBwCgMwiVAADEudJ9pdpevZ19KvGNQwelt34jPX2R/89DB2PdIwBdGFuKAAAQ59inEi0U/V5669eSjOR5y3+MLYAARAihEkBUHGw4qCdKntD6ves1dsBY/Sj/Ry0KigCwh30q0cKONVLjyLU5/BgAIoPf6ABExRMlT2j+R/NlZFRcXixJ+vHoH8e4V0DXENin0lPtaXUKrCVL7r5u9qlMJENOPTxCaSRZ/scAECGESgBRsX7v+sZfdo2M1u9dH+MeAV1HYJ/K616/TjJqFizZpzJBFdzq/3PHGn+gDDwGgAigUA+AqBg7YGzjpuyWLI0dMDbGPQK6lgnZE7Tg3AVyp7mbHXf3devxcx9nn8pE0627fw3l1X/z/9mNcQQAkWMZ6ovHBa/XK5fLJUmqq6tTampqjHsEhKa9NZWstwTCxxijLV9sUYWvQpkpmRrRbwQjlADQxTgtGxAq44TTvnGAcJr/8fzG9ZaWLP34pB+z3hIA2nPooL/Ca9PprYxGAgnDadmA/30AxBzrLR3MGGnPv6TavVLvLCkrX2LUC4g9tgxxLI/Ho6KiIhUUFMjtdnd8A9AFECoBxNzYAWNVXF7cOFLJekuH8Lwl/e9tUmXpN8cycqULfiu5z4hZtwCILUMcyuPxKD8/Xz6fTykpKSopKSFYIiEQKgHE3I/yfyRJzdZUIsY8b0lLLpFMQ/PjlVukJRdL01+W3N+KRc8ASGwZ4lBFRUXy+XySJJ/Pp6KiIkIlEgJrKuOE0+ZNA+jCjJH+PNEfIFvZ81BKkjKGS9evZSosECusqXQkRioRLU7LBvzvAwBobs+/mk95baHBf35PiZR9YtS6BaCJwJYhgXXP2//JumcHcLvdKikpYU0lEg6hEgDQXO3eIK/bQ6gEYol1z47kdrsJk0g4SbHuAADAYXoPCPK6rMj2A0DbAuueK7c0Px5Y9xyoCAsAUUCoBAA0l3Wif7RDbU2hS5IyRvqn2QGIPmP8I5SmQS3XPZsm5ymbASA6CJUAgOYsyz99zkpSyx8TSYfP/4Z1W0CsNK57bis0Nln3DABRQKgEALTkPsO/bUjG8ObHM0ZI05eyXguIpVDWPQNAFFCoBwDQOve3/NuG7Cnx/3JKZUnAGVj3DMBhCJUAgLZZlr/CK1VeAecIrHtudy/ZEax7BhA1TH8FAACIJ6x7BuAwhEoAAIB4w7pnAA7C9FcAAIB4xLpnAA5BqAQAAIhXrHsG4ACESgAAIGOMSveVqvKrSmWmZGpEvxGyGPECAASBUAkAQIJbW75W84rnaXv19sZjOWk5mj1htiZkT4hhzwAA8YBCPQAAJLC15Ws16/VZ8lR7mh33VHt03evXac3uNTHqGQAgXhAqAUSNx+PR4sWL5fF4Or4YQMQZYzSveJ6MMTJH7HdoZNRgGnTDGzdo7e61MeohACAeECoBRIXH41F+fr4KCwuVn59PsAQcoHRfqbZXb28RKJv6uuFrXff6dVpbTrAEALSOUAkgKoqKiuTz+SRJPp9PRUVFMe4RgMqvKoO6zuibEU3EmDFS+cfS1hVS+b/8jwEgxijUAyAqCgoKlJKSIp/Pp5SUFBUUFMS6S0DCy+iVEfS126u3a8sXW5TbPzeCPUK7PG9J/3ubVFn6zbGMXOmC30ruM2LWLQBgpBJAVLjdbpWUlGjRokUqKSmR2+2OdZeAhJfbP1c5aTmyFNzWIRW+igj3CG3yvCUtuUSq3NL8eOUWacnF/vMAECOESgBR43a7NWPGDAIl4BCWZWn2hNlB70eZmZIZ4R6hVcb4RyhNg9Ri/atpcp6psABig1AJAEACm5A9QY+d85iOSjqqzWssWcrpm6MR/UZEsWdotOdfh6e8thUaG/zn95REs1cA0IhQCQAIDwqIxK1TB56qP5/951anwVqy/COapwQ/ookwq90b5HV7ItsPAGgDhXoAAJ1HAZG4N3HgRD1+3uOaVzxP26u3Nx5393Vr9imzNSF7Qgx7l+B6DwjyuqzI9gMA2mAZ6oPHBa/XK5fLJUmqq6tTampqjHsEIOEY45+GV7vX/8trVr5kWd8UEGmx3suSrCRp+suS+1ux6TNCZozRli+2qMJXocyUTI3oN4IRylgzRvrzxMNFelr7tS1JyhghXb/G/5oE0OU5LRsQKuOE075xACSYtkYiz/+N9NptHfyyO1y6fi2/7AKd4XnbX+XVGEkNTU4k+V9b05cyKwBIIE7LBoTKOOG0bxwACaS9kUhZav4LbhsuXSgl92k+wgkgNK2+uTNSuuA3BEogwTgtGxAq44TTvnEAJIgOp91ZbRxvB2stAfuM8Vd5rd3DmzRAAnNaNqD6KwCgbR1uZWDjfUk2awfssywp+0Rp+Hn+PwmUABwg7kLlli1b9Mgjj6iwsFD5+fnq3r27LMvS/fff3+Y9c+bMkWVZ7X6Ulpa2eX97ysrKVFhYqEGDBik5OVmDBg1SYWGhPB6P3U8RAJwj2K0MWtmKom1s1g4AQFcSd1uKzJ8/Xw899JCte0ePHq2TTjqp1XNpaWkht7d69Wqdd9558vl8ysvL0+TJk7VhwwYtXrxYL774olauXKmJEyfa6isAOEKwWxlYlmSCXF8pqdlm7dkn2u0dAABwgLgLlaNGjdLPf/5zjRkzRmPHjtXcuXO1ZMmSoO696KKLNGfOnLD0w+fz6fvf/758Pp9mz56tuXPnNp6744479Otf/1rf//73tWXLFvXq1SsszwkAUZd1on8NZEdbGZw/73AV2BBnfdTuIVQCABDn4i5UXnvttc0eJyXFZgbvokWLtHv3bg0fPrzF1Nv7779fL730krZu3aqnn35as2bNikkfAaDTLMtfVKe9rQwClSevX/tNAZH6GumlmR23z2btAADEvbhbU+kUS5culST94Ac/aBFsk5KSNG3aNEnSyy+/HPW+AUBYuc+Qpr/s32+yqYwRzffGa1pAZNSl/hHONtdaJvm3QsjKj2TPAQBAFMTdSGVnrF+/Xrfffrv27duntLQ0jRkzRlOmTFHv3r1DbuvDDz+UJI0bN67V84HjgeuC5fV6QzoOAFHh/lbzkciOtjIIdoSTypUAAMS9hAqVy5cv1/Lly5sdS0tL08MPP6yrr7466HZqa2v1+eefS5KGDBnS6jWDBw+WJFVWVsrr9Qa9d0xgvxkAcJzASGSwayADI5wtNmsfwWbtgB3G+Lf5qd3LHpUAHCUhQmVOTo7mzp2rCy64QMcee6wkadOmTZo3b55eeeUVzZgxQ926ddOVV14ZVHu1tbWNf28rLDYNhzU1NTHfkBQAYiLUEU4ArfO81cobNLn+GQG8QQMgxhIiVE6fPr3FsUmTJmn58uW68cYb9cgjj+iWW27RZZddph49esSgh9+oq6tr9bjX69WAAUGW9gcAJwl1hBNAc563pCWXSOaILXsqt/inmE9/2f8GDgDESMIX6pkzZ466deumyspKFRcXB3VP0zWYba11bBoO+/TpE3R/UlNT2/wAAABdmDFS+cfS1hVS+b/8j43xj1CaBrXc1qfp+da2/AGA6EiIkcr29O/fX5mZmSovL9euXbuCuqd3797q37+/9u3bpx07dmj06NEtrtm5c6ckKT09nUAIAADa19b01lNmdbD/a4P//J4SZgMAiJmEH6k8dOiQqqurJSmkKrBjx46VJL3//vutng8cD1wHAAmttREYAH6B6a2VW5ofr9wivXprcG3U7gl7twAgWAkfKpctWyafzyfLstrcHqQ1F198sSTpueeeU0ND8zUODQ0Nev755yVJl1xySfg6C8QJj8ejxYsXy+PxxLorcALPW9KfJ0oLTpeevUxaUOB/7Hk71j1DKw42HNT8j+frRyt+pPkfz9fBhoOx7lLX1tH01hbH2tA7K8wdA4DgdflQuWPHDv3lL3/R/v37W5z729/+pmuvvVaSdOWVVyorq/l/yO+9955yc3OVm5vb4t7CwkINHDhQW7du1d13393s3N13362tW7dq0KBBIW1VAnQFHo9H+fn5KiwsVH5+PsEy0bU3ArPkYv95OMoTJU9o/kfztbZ8reZ/NF9PlDwR6y51bXv+dXh6a1vhMXC8rYrJSVLGSH9VZQCIkbhbU7l+/Xpdf/31jY+3b98uSVqwYIFeeeWVxuNLly5Vdna29u3bp+nTp+vHP/6xxowZo2OOOUZfffWVNm3apG3btkmSzjzzTM2fP7/Fc/l8Pm3ZsqXFcUlKSUnRX//6V5133nmaO3euli1bplGjRmnDhg3asGGDUlNT9cILL6hXr17h/PQBxysqKpLP55Pkfw0VFRXJ7XbHuFeIiWALjFy/li1GHGT93vUyh79eRkbr966PcY+6uNq9wV1nWZKxJDWdHZXkP37Bb3gNAYipuAuVNTU1rVZp3bVrV7NCO/X19ZKkwYMH67bbbtO6detUVlam9evX68CBA0pPT9d3vvMdXXHFFZo2bZqSkkIftJ00aZI+/vhj3XfffVq5cqVeeuklZWRk6Oqrr9Y999yjnJwc+58oEKcKCgqUkpIin8+nlJQUFRQUxLpLiJXGEZi2UGDEicYOGKvi8mIZGVmyNHYAtQEiqneQ24Vd+HvpvQVHFPIZ4Q+U7FMJIMYsY6iWEA+8Xq9cLpck/3YlVJSFk3k8HhUVFamgoIBRykS2dYV/DWVHrnhBGn5e5PuDoBxsOKgnSp7Q+r3rNXbAWP0o/0fqnhR370HHD2P8a4wrt6j1KbBJ/vB4/Rr/wz0l/qI8vbP8U14ZoQQSktOyAT8lAISd2+0mTCL4ERgKjDhK96Tu+vHoH8e6G4nDsqQLfutfY2yMOpzemn0iI/sAHKfLF+oBAMRI1on+ffYoMAK0z32GNP1lKWN48+MZI6TpS5neCsDxGKkEAERGqCMwQCJzf8tftIrprQDiECOVAIDIYQQGCJ5l+ae2Dj/P/yeBEkCcYKQSABBZjMAAANClESoBAJEXGIGhwAgAAF0O018BAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALZRqAcAAKAtxkh7/iXV7qVyMQC0gVAJAADQGs9b0v/eJlWWfnMsI1e64Lf+PVYJnAAgiVAJAADQkuctacklkmlofrxyi7TkYumcX0ofPdt24ASABGIZY0ysO4GOeb1euVwuSVJdXZ1SU1Nj3CMAALooY6Q/T/QHSLX2a5J1+Lh1xHlLspKk6S9L7m9FoaMAEpXTsgGFegAAAJra86/DI5Btve9ujvizyXFj/FNmec8eQAIhVAIAnMcYqfxjaesKqfxf/IKO6Krd24mbG/yBdE9J2LoDAE7HmkoAgLN0VBwFiLTeAzrfRu0eKfvEzrcDAHGAkUoAgHMEiqNUbml+PFAcxfNWLHqFRJN1ov+NDHWikmvvrLB1BwCcjlAJAHCGxrVoDWKtGmLKsvwj41aSWv6qZB3x55GSpIyR/u1FACBBECoBAM7QYXEU1qohitxn+Ku4ZgxvfjwjVzr3vjYCZ9LhQPob9qsEkFBYUwkAcIZgi6OwVg3R4v6WdP1a/xsZtXv8U1qz8v2BMfvEVtb+jvAHStb+AkgwhEoAgDMEWxyFtWqIpkCAPPKNjPYCJwAkGEIlAMAZAsVR2txwPsk/EsRaNThFW4ETABIMayoBAM7QbnEU1qoBAOBUhEoAgHO0WRxlhDR9KWvVAABwIKa/AgCchbVqAADEFUIlAMB52lurZox/+5HavQROAAAcgFAJAIgfnrda2cYh178Wk6mxAADEBGsqAQDxwfOWtOSSw9Vhm6jcIi252H++M4yRyj+Wtq6Qyv/lfwwAADrESCUAwPmM8Y9Qmga13G7EfHP++rX2psIyAgoAgG2MVAIAnG/Pvw4HvrZGDxv85/eUhN52pEdAAQDo4giVAADnq90b5HV7Qms32BFQpsIGp6tNIT50UHrrN9LTF/n/PHQw1j0CAEdi+isAwPl6DwjyuqzQ2m0cAW1LkxHQ1irRtiURK9RGcwpxtP59i34vvfVrSeabEetv3Rb+5wGAOEeoBAA4X9aJ/oBSuUWtT4FNkjJG+MNFKEIZAQ02VCbi+szAFGLT0Px4YArx9Jf9+4+G67mi9e+7Y42++X4zhx8DAI7E9FcAgPNZlj80WElq+aMr6fD534Q+WhXuEVAnrc+M1lTUaE4hjva/75BTJQW+p6zDjwEARyJUAgDig/sM/4hXxvDmxzNGSNOX2hulCoyAqq0wmiRljAxuBNRJ6zM9b0l/nigtOF169jJpQYH/seft8D9XJIsoNRWLf9+CW6VvzZbcZ/r/LLg1fG0DQBfC9FcAQPxwf8u/bcieEv+U1M6upwuMgC65+HAYaTp9M8QR0EitzwxVNKeiSpGZQtyaWPz7duvOGkoACAIjlQCA+GJZ/tAw/Dz/n50t0BKuEdBIVagNRSxG8yJVROlITvj3BQC0ipFKAADCMQIarXDVnliM5kWqiNKRnPDvCwBoFSOVAABInR8BDef6TLtiMZoXqSJKR3LCvy8AoFWESgAAwiFa4ao9sRrNi0QRpSM54d8XANAqy5holKFDZ3m9XrlcLklSXV2dUlNTY9wjAECrWt1HcaQ/8NgJV8b4p7XW7u14Wq4x/iqvbU5FlZQ2RLr5X5EJX8aEr4hSW8L97wsAcchp2YBQGSec9o0DAGhHuMJVqwEq1z9i11aA8rwtLbmoZfXXRknS1UvDWwE22qIRXgHAwZyWDQiVccJp3zgAgAhrtjVI0x/Vln8KaFtbgxgj/TFfqt7ZRsNJ/mmq168liAFAnHJaNmBNJQAATtOZrUH2/KudQCk1qwALAEAYECoBAHCaxq1B2ppM1E4wZD9HAECUESoBAHCazgRD9nMEAEQZoRIAAKfpTDBkP0cAQJQRKgEAcJrOBEP2cwQARBmhEgAAp+lsMHSf4a8OmzG8+fGMEdL0pdHdz9EYqfxjaesKqfxfrRcXAgDENbYUiRNOKxsMAIiCVvepHOkPlMEEw1jv52hnn00AQIeclg0IlXHCad84AIAoiXUwtMvuPpsAgA45LRsw/RUAACezLCn7RGn4ef4/4yFQdmafTQBA3CFUAgCA8OrMPpsAgLhDqAQAAOHVmX02AQBxh1AJAADCqzP7bAIA4g6hEgAAhFdn9tkEAMQdQiUAAAivzu6zCQCIK4RKAAAQfu4z/NuGZAxvfjxjhDR9KftUAkAX0j3WHQAAAF2U+1vS9Wvjc59NAEDQCJUAACByAvtsZp8Y654AACKE6a8AAAAAANsIlQAAAAAA2wiVAAAAAADbCJUAAAAAANsIlQAAAAAA2wiVAAAAAADbCJUAAAAAANsIlQAAAAAA2wiVAAAAAADbCJUAAAAAANsIlQAAAAAA2wiVAAAAAADbCJUAAAAAANsIlQAAAAAA2wiVAAAAAADbCJUAAAAAANsIlQAAAAAA2wiVAAAAAADb4i5UbtmyRY888ogKCwuVn5+v7t27y7Is3X///a1e39DQoHfffVf33HOPJk+erKOPPlpHHXWU0tPTde655+qZZ56RMSbkfixatEiWZbX78dprr3X20wUAAAAAR+se6w6Eav78+XrooYeCvt7j8WjSpEmSpP79+2vcuHHq16+fPB6PVq5cqZUrV+q5557TSy+9pB49eoTcn5ycHE2ePLnVc8ccc0zI7QEAAABAPIm7UDlq1Cj9/Oc/15gxYzR27FjNnTtXS5YsafN6y7J01lln6Re/+IXOPfdcdevWrfHc22+/rW9/+9t65ZVXNG/ePN1zzz0h92fy5MlatGiRnU8FAAAAAOJe3IXKa6+9ttnjpKT2Z/Dm5OTojTfeaPXcGWecodtvv1133323nn76aVuhEgAAAAASWdytqQy3MWPGSJJ27twZ454AAAAAQPyJu5HKcNu2bZskKTs729b9ZWVluuuuu1RRUSGXy6VRo0Zp6tSpSk9PD2c3AQAAAMCREjpU+nw+Pfzww5KkSy+91FYbq1ev1urVq5sd69mzp+bMmaPbbrst5Pa8Xm9IxwEAAAAglhJ6+uv111+vTz75RAMHDtQdd9wR0r1ZWVm68847VVxcrMrKStXU1GjdunW6+uqrVV9fr9tvv11z584NuU8ul6vVjwEDBoTcFgAAAABEWsKGyvvuu0+LFy9Wz5499de//lVHH310SPeff/75uv/++3XKKacoPT1dvXv31rhx47R48WL993//tyTpV7/6lfbu3RuJ7gMAAACAIyRkqPzDH/6ge+65R8nJyVq6dGnjPpbhctNNNyk9PV319fVasWJFSPfW1dW1+kE4BQAAAOBECbem8pFHHtGtt96qHj166KWXXtL5558f9ufo1q2bhg0bpqqqKu3atSuke1NTU8PeHwAAAACIlIQaqXz00Ud14403NgbKb3/72xF7rs8//1yS1Lt374g9BwAAAADEWsKEyscee0w/+clPGgPld77znYg91/r167V161ZJ0imnnBKx5wEAAIgEj8ejxYsXy+PxxLorAOJAQoTKJ554Qtdff33IgXLp0qXKzc3V2Wef3ey4z+fTo48+qtra2hb3vPPOO43bk0yePJlQCQAA4orH41F+fr4KCwuVn59PsATQobhbU7l+/Xpdf/31jY+3b98uSVqwYIFeeeWVxuNLly5Vdna2PvroI82aNUvGGLndbr344ot68cUXW2170aJFzR5XV1dry5Yt2r9/f7PjBw4c0E9+8hPdeuutGjNmjIYMGaKDBw9q69at2rBhgyQpPz9ff/3rX8PxKQMAAERNUVGRfD6fJP8b6UVFRXK73THuFQAni7tQWVNTo+Li4hbHd+3a1awoTn19vSTpyy+/lDFGklRaWqrS0tI22z4yVLYlJSVFd999t95//32VlpZq48aN+uqrr9SvXz+dc845uuyyy1RYWKgePXqE8JkBAADEXkFBgVJSUuTz+ZSSkqKCgoJYdwmAw1kmkLjgaF6vVy6XS5J/2xGqxAIAgEjxeDwqKipSQUEBo5SAAzktG8TdSCUAAAAiy+12EyYBBC0hCvUAAAAAACKDUAkAAAAAsI1QCQAAAACwjVAJAAAAALCNUAkAAAAAsI1QCQAAAACwjVAJAAAAALCNUAkAAAAAsI1QCQAAAACwjVAJAAAAALCNUAkAAAAAsI1QCQAAAACwjVAJAAAAALCNUAkAAAAAsI1QCQAAAACwjVAJAAAAALCNUAkAAAAAsI1QCQAAAACwjVAJAAAAALCNUAkAAAAAsI1QCQAAAACwjVAJAAAAALCNUAkAAAAAsI1QCQAAAACwjVAJAAAAALCNUAkAAAAAsI1QCQAAAACwjVAJAAAAALCNUAkAAAAAsI1QCQAAAACwjVAJAAAAALCNUAkAAAAAsI1QCQAAAACwjVAJAAAAALCNUAkAAAAAsI1QCQAAAACwjVAJAAAAALCNUAkAAAAAsI1QCQAAAACwjVAJAAAAALCNUAkAAAAAsI1QCQAAAACwjVAJAAAAALCNUAkAAAAAsI1QCQAAAACwjVAJAAAAALCNUAkAAAAAsI1QCQAAAACwrXusOwAAAICuzRw8qKoFC/TVB+vV6+SxSp81S1Z3fg0FugpezQAAAIioqgULVPWnRyVj5F2zRpKUccMNMe4VgHBh+isAAAAi6qsP1kvG+B8Y438MoMsgVAIAACCiep08VrIs/wPL8j8G0GUw/RUAAAARlT5rliQ1W1MJoOsgVAIAACCirO7dWUMJdGFMfwUAAAAA2EaoBAAAAADYRqgEAAAAANhGqATQJXg8Hi1evFgejyfWXQEAAEgoFOoBEPc8Ho/y8/Pl8/mUkpKikpISud3uWHcLAAAgITBSCSDuFRUVyefzSZJ8Pp+Kiopi3CMA6BqMMdq/aZPq3n5b+zdvljEm1l0C4ECMVAKIewUFBUpJSWkcqSwoKIh1lwAg7nnXrNGeBx7QgbLtjcd6DM1R1l13KXXixBj2DIDTWIa3nOKC1+uVy+WSJNXV1Sk1NTXGPQKcxePxqKioSAUFBUx9BYBO8q5Zox0zr5WM8X8EWJZkWRqy8H+UeuqpseugAxljVL95sw5WVqp7ZqaSc3NlWVasu4UuymnZgFAZJ5z2jQMAALomY4w8U6bowHZP80AZYFnqkeOWe/lyQtNhjOoi2pyWDVhTCQAAgEb1mzf7w1Fb4w7G6EDZdtWXlkatT05e2xkY1T2wvXn18QPbPdpxzUx516yJUc+A6GFNJQAAABodrKwM7rqKCmnkyAj3xtmjgMYY7XnggZbThP0nJUl7HniAUV10eYxUAgAAoFH3jIzgrsvMjHBPnD8K6MRRXSAWCJUAAABolDxypHoMzfEX5WmNZanH0KFKzs2NaD86HAU8fD6WU2FDGtUFujBCJQAAABpZlqWsu+5qrPR6xEnJspR1150Rn84ZD6OAwY7qHvJ6HbUOFAg3QiUAAACaSZ04UUMW/o965DTfoqlHTo6GPLkwKmsZ42EUsMNR3cN2/+xWeaZMkXft2ij1DIguCvUAAACghdRTT5V7+XLVl5bqYEVF1PdedNLazrYERnV3XDPTf6Cd0cjAOlD2+ERXxEglAAAAWmVZlnqOHCnXGWeo58iRUa1g6pS1nR1pa1S3BYesAwUigVAJAAAAx3HK2s5gBEZ1B/7+v9u/0AHrQIFIIFQCAADAkZywtjNYlmWpm8sV1LVUg0VXw5pKAAAAOFas13aGIh7WgQKRQKgEAACAowXWdmrkyFh3pV2BdaAHtntaL9pjWeqRkxPzdaBAuDH9FQAAAAgDp6wDNcZo/6ZNqnv7be3fvJnCQIg4QiUAAAAQJrFeB+pds0aeKVP0ySWXaues/9QnF1/CHpmIOMsE8dbF/v371bNnz2j0B23wer1yHV78XVdXp9TU1Bj3CAAAAG0xxkR9Hah3zRrtmHlt4/YljQ6PkrJHZtfhtGwQ1Ehlfn6+3nnnnUj3JShbtmzRI488osLCQuXn56t79+6yLEv3339/h/euXLlSF154odLT09WrVy/l5ubqzjvvVF1dne3+lJWVqbCwUIMGDVJycrIGDRqkwsJCeTwe220CAADgG9Gczhmu54r2Hp/m8B6YLQKl/yR7ZCKigirUs337dp111lmaNWuWfvvb38Y0Cc+fP18PPfRQyPc9+OCD+tnPfibLslRQUKABAwaoqKhIc+fO1UsvvaRVq1YpPT09pDZXr16t8847Tz6fT3l5eZo8ebI2bNigxYsX68UXX9TKlSs10UGlrgEAAOKNd80a7XngAR0o2954rMfQHGXddVfYp5JG87nCrX7z5mb9bqHJHpk9HV7wCPEnqJFKt9uthoYGPfbYYxo1apRWrFgR6X61adSoUfr5z3+uZ555Rps3b9b06dM7vOfDDz/Urbfeqm7duunVV1/V22+/rb/+9a/avn27zj77bG3ZskX/+Z//GVI/fD6fvv/978vn82n27NnasGGDnnvuOW3YsEGzZ8+W1+vV97//fX311Vd2P1UAAICEFpjOeWB78xlgB7Z7tOOamfKuWROXzxUJBysrg7uOPTIRAUGFypKSEt18882yLEv//ve/dcEFF+iaa65RdXV1pPvXwrXXXqvf/e53uuKKK5Sbm6ukpI4/hV//+tcyxuiHP/yhLrjggsbjKSkpWrhwoZKSkvTSSy+ptLQ06H4sWrRIu3fv1vDhw1tMvb3//vs1fPhw7dy5U08//XTwnxwAAAAkRXc6Z1eYOsoemYiloEJlr1699Ic//EGrV6/WCSecIGOMFi9erBNOOEHLli2LdB875cCBA3r11VclSVdccUWL88cee6wmTZokSVq6dGnQ7Qau/cEPftAi2CYlJWnatGmSpJdfftlWvwEAABJZ43TOtoJck+mc8fRckRLYI7PFViYBlqUeQ4eyRyYiIqQtRSZMmKAPP/xQd999t7p3767y8nJdfPHFuvzyy1VVVRWpPnbK1q1b5fP5JEnjxo1r9ZrA8Q8//DDodgPXhrNNAAAA+EVzOmdXmDrqlD0ykZiCKtTT1FFHHaV7771X3/ve93TNNdfogw8+0F//+le98cYbuuOOO9S/f/8O27j66qttddaOTz75RJLUt29f9e7du9VrBg8e3OzajtTW1urzzz+XJA0ZMqTdNisrK+X1eoMubuT1ekM6DgAA0BVFczpnV5k6Gtgjs0WxoZwcZd11p+OLDSF+hRwqA/Lz81VcXKw//OEPuvvuu1VVVaVbb721w/ssy4pqqKytrZWkdkNdYI+XmpqakNpsr91Am4F2gw2VTe8DAABIVIHpnAe2e1qflmpZ6pGTE5bpnNF8rkhLPfVUuZcvj/oemUhsIU1/PZLP59PWrVtVX18vy7JkjAnqAwAAAGhPNKdzdrWpo9HeIxOwPVL5j3/8Q//5n/+pzz77TJI0dOhQzZs3L6jpr9EUmPLa3vTRuro6SVKfPn1CarO9dgNthtLukfc15fV6NWDAgKDbAQAAiHfRnM7J1FHAvpBD5RdffKEbb7xRzz77rIwx6tatm2655Rb96le/Us+ePSPRx0457rjjJElffvmlamtrW11XuXPnzmbXdqR3797q37+/9u3bpx07dmj06NFttpmenh701Fep/Wm6AAAAiSaa0zmZOgrYE9L01xdffFEnnHBCY6AcNWqU1qxZo9/+9reODJSSNGLECKWkpEiS3n///VavCRwfO3Zs0O0Grg1nmwAAAGgpmtM5mToKhC6oUFlRUaHvfe97mjZtmvbu3avu3bvr7rvv1gcffNDmlhpO0aNHD33729+WJD377LMtzv/73//Wu+++K0m6+OKLg243cO1zzz2nhoaGZucaGhr0/PPPS5IuueQSW/0GAAAAgHgQVKgcOXKkli5dKmOMxo4dq3Xr1unee+/VUUcdFen+hcXtt98uy7L01FNP6bXXXms87vP5NHPmTB06dEiXXnqpco+o6PXee+8pNze3xXFJKiws1MCBA7V161bdfffdzc7dfffd2rp1qwYNGhTVSrcAAAAAEG2WCaIca1JSkpKTk/XLX/5Sv/jFL9StW7do9K1V69ev1/XXX9/4ePv27aqqqtKgQYN0zDHHNB5funSpsrOzGx8/+OCD+tnPfibLsnTGGWcoMzNTRUVFKi8v14gRI7Rq1Sqlp6c3e6633npLZ555piS1WrV29erVOu+88+Tz+TRq1CiNGjVKGzZs0IYNG5SamqqVK1dqYpgWdXu93sbtRurq6lh7CQAAACQop2WDoAr1nHrqqXryySc1YsSISPenQzU1NSouLm5xfNeuXdq1a1fj4/r6+mbnb7nlFuXn5+v3v/+93nvvPXm9Xg0ZMkSzZ8/W7NmzWy3g05FJkybp448/1n333aeVK1fqpZdeUkZGhq6++mrdc889ysnJCf0TBOBoHo9HRUVFKigokNvtjnV3AAAAYi6okUpjDIuUY8xp70YgcSVyqPJ4PMrPz5fP51NKSopKSkoS7t8AQOIxBw+qasECffXBevU6eazSZ82S1d32rnQAwsBp2SCo/xEIlAAkQlVRUZF8Pp8k/5rsoqKihPr8ASSmqgULVPWnRyVj5F2zRpKUccMNMe4VACcJaUsRAImttVCVSAoKChq3KEpJSVFBQUGMewQAkffVB+ulwMQ2Y/yPAaAJQiWAoCV6qHK73SopKdGiRYsSbpQWQOLqdfJYKTBrzbL8jx3MGKP9mzap7u23tX/z5laLLQIIr6DWVCL2nDZvGokrkddUAkAiiqc1ld41a7TngQd0oGx747GjBg9S1q9+Jdepp8awZ0B4OS0bECrjhNO+cQAAAJzEu2aNdsy81j9Vt5VfbzP/6xc6+pprYtCzbxhjVL95sw5WVqp7ZqaSc3OpXQJbnJYNnPk2EwAAABAkY4z2PPBAm4FSkip++zsl5+bKddppUe6dX2ujqD2G5ijrrruUGqZ9zYFYYU0lAAAA4lr95s3+sNbBBLzye+7RVxs3Rn29ZWAU9cB2T7PjB7Z7tOOamY1VdYF4xUglAAAA4trBysrgrtv1mT699HuNj6MxUtjuKOrhx3seeEDu5cuZCou4xUglAAAA4lr3jAxb90VjpLDDUVRjdKBsu+pLSyPWByDSCJUAAACIa8kjR+qoQYNCv/Hw6OGeBx6I2FTYoEdRKyoi8vxANBAqASQkj8ejxYsXy+PxdHwxAMDRLMtS1n2/sndzhEcKgx1F7Z6ZGZHnB6KBUAkg4Xg8HuXn56uwsFD5+fkESwDoAlynnqrM//qF7fsjNVKYPHKkegzNkdpaL2lZ6jF0qJJzcyPy/EA0ECoBJJyioiL5fD5Jks/nU1FRUYx7BAAIh6OvuUaDn1yo7oNDnwobqZFCy7KUdddd/lB5ZLA8fCzrrjsp0oO4RqgEkHAKCgqUkpIiSUpJSVFBQUGMewQA6IgxRvs3bepwOxDXaadp6IoVOn7pyxq84DEd9/JL6pET25HC1IkTNWTh/6hHjrvZ8R45ORry5EL2qUTcs0y0NuhBp3i9XrlcLklSXV2dUlNTY9wjIL55PB4VFRWpoKBAbre74xsAADHjXbNGex54wF9F9bBQtgPxrl2rHdfMbLmtx+GRwmgFO2OM6ktLdbCiQt0zM5Wcm8sIJWxxWjYgVMYJp33jAAAARIN3zRrtmHlt24Fw4f8o9dRTg2qnZTAdqqy77mSkEHHHadmAUBknnPaNAwAAEGnGGHmmTNGB7Z7W93m0LPXIccu9fHlQI36MFKKrcFo26B7TZwcAAADaUL95c7ORxRaabAfSc+TIDtuzLMt/XRDXAggehXoAAADgSAcrK4O7LkLbgQAIDqESAAAAjtQ9IyO46yK0HQiA4BAqAQAA4EjJI0eqx9DYbgcSK+bgQVU++qh2XDNTlY8+KnPwYKy7BLSJNZUAAABwJMuylHXXXf7tQKRWq79m3XVnlyy2U7Vggar+9KhkjLxr1kiSMm64Ica9AlrHSCUAAAAcK3XiRA1Z+D/qkdN8T+EeOTlR218yFr76YP03IdoY/2PAoRipBAAAgKOlnnqq3MuXJ9R2IL1OHusfoTRGsiz1OnlsrLsEtIlQCQAAAMdLtO1A0mfNkuQfsex18tjGx4ATESoBAAAAh7G6d2cNJeIGayoBAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKmGbx+PR4sWL5fF4Yt0VAAAAADHSPdYdQHzyeDzKz8+Xz+dTSkqKSkpK5Ha7Y90tAAAAAFHGSCVsKSoqks/nkyT5fD4VFRXFuEcAAAAAYoFQCVsKCgqUkpIiSUpJSVFBQUGMewQAAAAgFpj+ClvcbrdKSkpUVFSkgoICpr4CAADHM8aofvNmHaysVPfMTCXn5sqyrFh3C4h7hErY5na7CZMAACAueNes0Z4HHtCBsu2Nx3oMzVHWXXcpdeLEGPYMiH9MfwUAAECX5l2zRjtmXqsD25tXrD+w3aMd18yUd82aGPUM6BoIlQAAAOiyjDHa88ADkjH+j+YnpcPnzZHnAASNUAkkMGOMKnfU6tOSKlXurOUHKgCgy6nfvNk/5bWtn3HG6EDZdtWXlka3Y0AXwppKIEHtLN2noue36otyX+OxftkpOn3acA3K7d/qPcYYVe2sk7e6Xql9k5U+yEWBAwCAox2srAzuuooKaeTICPcG6JoIlUAC2lm6T8sf/qjFm7Zf7PFp2cMfacqNJ2nwEcHSTggFACDWumdkBHddZmaEexK/PB4PFf/RLqa/AgnGGKOi57f6A+WRM4EOLzfxn//mZCCEfrHH1+zyQAjdWbqv3edLxCm2DYcatO7VT/T3hz7Uulc/UcOhhlh3CQASUvLIkeoxNEdqa2aNZanH0KFKzs2NbsfihMfjUX5+vgoLC5Wfny+Px9PxTUg4jFQCCaZqZ12z0cYWjPRFuU9Vu+qUMbh3xyFU/hB6+T0TWkyFTeTRzQ9e+7feW/6JJGnX5i8kSeO/fXwsuwQACcmyLGXddZd2XDPTf6Dpm5uWJVmWsu66k+UcbSgqKpLP5/857vP5VFRUxGglWmCkEkgw3ur64K770n9dYwhta4CxSQhtqjOjm13B7rIv230MAIie1IkTNWTh/6hHTvMw1CMnR0OeXMg+le0oKChQSkqKJCklJUUFBQUx7hGciJFKIMGkpiUHd11f/3WhhNCMwb0lBTHFVm2PbnYVA4f2bRyhDDwGAMRO6qmnyr18uepLS3WwokLdMzOVnJvbZX8OhYvb7VZJSQlrKtEuQiWQYNIHu9QvO8U/gtja6KMl9c9KVfogl6TQQ6gU+hTbrujk84+V5B+hHDi0b+NjAEDsWJalniNHUuU1RG63mzCJdhEqgQRjWZZOnzZcyx7+yJ8pmwZL/9ISFUwb1vjObaghVLI3utnVJHVLYg0lAABICKypBBLQoNz+mnLjSeqXldLseP+sVE298aRmRXQCIdSyJB05Q6iVECrZG90EAABAfGKkEkhQg3P76/J7JqhqV528X9YrtW+y0ge5Wl1bEgihR1Zy7Z+VqoJpw1pUcrUzugkASGzm4EFVLVigrz5Yr14nj1X6rFmyuvOrKhAPLJMom8bFOa/XK5fL/wt4XV2dUlNTY9wjJCJjTFAhVJJ2le7zT7E9sljP4dHNI0dEAQCJrfLRR1X1p0f9W35YltJ/coMybrgh1t0CHMlp2YDpr0AXY4xR5Y5afVpSpcqdtQrn+0aWZSljcG8dl5+ujMG9262YF8oUWwAAvvpg/Td7SBrjfwwgLjCnAOhCdpbuazFFtV92ik6fNjwmIS6UKbatMcaoamedvNWh3wsAiC+9Th4r75o1jSOVvU4eG+suAQgS01/jhNOGuOE8O0v3aXk7002n3HiSBsfR6KDTAjIAILJYUwkEz2nZgFAZJ5z2jQNnMcbo//2quN3COP2yUnT5PRPiYqSvqwVkAACAcHJaNmBNJdAFVO2s84/otfUWkZG+KPepalddVPtlhzFGRc9vbRko5X9sjA6f5/0wAAAAJyBUAl2At7o+uOu+DO66WOpKARkAACARECqBLiA1LTm46/oGd10sdaWADAAAkAgIlUAXkD7YpX7ZKVJbyyUtqX92qtIHuaLaLzu6UkAGAABIBIRKoAuwLEunTxsuy1LLYHm4uE3BtGFxUaSnKwVkAACARECoBLqIQbn9NeXGk9QvK6XZ8f5ZqZp640lxsw1HVwrIAAAAiYAtReKE08oGw7mMMaraVSfvl/VK7Zus9EGuuAxgre1T2T87VQXThsVNQAYAAIgEp2UDQmWccNo3DhANXSUgAwAAhJPTskH3mD47ALTDsixlDO6tjMG9Y90VAAAAtIFQCQAAgLhiDh5U1YIF+uqD9ep18lilz5olqzu/1gKxwqsPQFwzxqhqZ5281UyRBYBEUbVggar+9KhkjLxr1kiSMm64Ica9AhIXoRJAq+IhrLVWzKdfdopOnzacYj4A0IV99cF6KVAWxBj/YwAxQ6gE0EI8hLWdpfu0/OGPdGSpsS/2+LTs4Y805caTNDhMfY2HgA0AiaTXyWP9I5TGSJalXiePjXWXgIRGqATQTDTDml3GGBU9v9XfxyPrVxv/oaLnt+ryeyZ0OvzFQ8AGgESTPmuWJDVbUwkgdpJi3QEAztFhWDM6fD62OxFV7azzh7y2umGkL8p9qtpV16nnCQTsL/b4mh0PBOydpfs61T4AwB6re3dl3HCDhjy5UBk33ECRHiDGCJUAGkUrrHWWt7o+uOu+DO661sRLwAYAAIg1QiWARtEIa+GQmpYc3HV9g7uuNfESsAEAAGKNUAl0EcYYVe6o1aclVarcWWtrBC0aYS0c0ge71C87RWpruaQl9c9OVfogl+3niJeADQAAEGtMQAe6gHAVkwmEtS/2tDFCZ0n9szoX1sLBsiydPm24lj38kb+bTftqSZYlFUwb1qkiPfESsAEAAGItYUYqP/30U1mWFdTHO++8E1Sbc+bM6bCt0tLSCH9mSHThLCYTCGuWpZajgGEKa+EyKLe/ptx4kvplpTQ73j8rVVNvPKnTlVmjMRoKAADQFSTMSKXL5dKMGTPaPL9p0yatW7dOvXv31sknnxxS26NHj9ZJJ53U6rm0tLSQ2gJCEYmtNQJh7ciRz/5ZqSqYNsxR22gMzu2vy++ZoKpddfJ+Gd49JKMxGgoAANAVJEyoTE9P16JFi9o8f+GFF0qSfvCDHyg1NTWkti+66CLNmTOnE70D7GksJtOWJsVkMgb3DrrdSIa1cLMsSxmDe4f0+QUrngI2AABArCRMqGzPZ599pv/7v/+TJM2cOTPGvQGCF0oxmVBDVyTDWjyJp4ANAAAQC4RKSYsWLVJDQ4Py8vI0YcKEWHcHCBrFZKKDgA0AANA2QqXUOC3W7ijl+vXrdfvtt2vfvn1KS0vTmDFjNGXKFPXuzS+giKx4qdYKAACArivhQ+Xbb7+tsrIy9ejRQ9OnT7fVxvLly7V8+fJmx9LS0vTwww/r6quvDqktr9cb0nEkNorJAAAAINYSZkuRtjz55JOSpKlTpyo9PT2ke3NycjR37lx9+OGH2rdvn/bt26dVq1bpO9/5jqqrqzVjxgw988wzIbXpcrla/RgwYEBI7SBxRHprDQAAAKA9ljGmtUlzCaGmpkbZ2dny+Xz6xz/+oQsuuCBsbd9444165JFHlJGRoV27dqlHjx5B3RfMiFJdXV3IFWrR9RljKCYDAACQALxer1wu//ImJ2SDhA6Vjz/+uGbNmqVBgwbp3//+t5KSwjdwu2/fPmVmZurQoUN65513VFBQENR97U1/DYxWOuEbBwAAAEBsOC1UJvSaysDU18LCwrAGSknq37+/MjMzVV5erl27dgV9X6y/IQAAAAAgFAm7pnLTpk0qLi6WZVn64Q9/GPb2Dx06pOrqakmiCiwAAACALithQ+XChQslSWeeeabcbnfY21+2bJl8Pp8sy9K4cePC3j4AAAAAOEFChsqvv/5af/nLXyR1vDfln/70J+Xm5rbYGmTHjh36y1/+ov3797e4529/+5uuvfZaSdKVV16prKysMPUcAAAAAJwlIddUvvLKK6qoqFDfvn11ySWXtHttVVWVtmzZ0iIY7tu3T9OnT9ePf/xjjRkzRsccc4y++uorbdq0Sdu2bZPkHwWdP39+xD4PAAAAAIi1hAyVgQI9V1xxhXr27GmrjcGDB+u2227TunXrVFZWpvXr1+vAgQNKT0/Xd77zHV1xxRWaNm1a2AsAAQAAAICTJPSWIvHEaWWDAQAAAMSG07IBw2gAAAAAANsScvorgPhljFHVzjp5q+uV2jdZ6YNcsiwr1t0CAABIWIRKAHFjZ+k+FT2/VV+U+xqP9ctO0enThmtQbv8Y9gwAACBxMf0VQFzYWbpPyx/+SF/s8TU7/sUen5Y9/JF2lu6LUc8AAAASG6ESgOMZY1T0/FYZI+nI0mJGMkaHz1N3DAAAINoIlQAcr2pnnX/Ka1uZ0UhflPtUtasuqv0CAAAAoRJAHPBW1wd33ZfBXQcAAIDwIVQCcLzUtOTgrusb3HUAAAAIH0IlAMdLH+xSv+wUqa2dQyypf3aq0ge5otovAAAAECoBhEnDoQate/UT/f2hD7Xu1U/UcKghbG1blqXTpw2XZallsLQky5IKpg1jv0oAAIAYYJ9KAGHxwWv/1nvLP5Ek7dr8hSRp/LePD1v7g3L7a8qNJ7XYp7J/VqoKpg1jn0oAAIAYIVQCCIvdZV+2+zgcBuf21+X3TFDVrjp5v6xXat9kpQ9yMUIJAAAQQ4RKAGExcGjfxhHKwONIsCxLGYN7K2Nw74i0DwAAgNAQKgGExcnnHyvJP0I5cGjfxscAAADo2giVAMIiqVtSWNdQAgAAID4QKgEgShoONeiD1/7dbDQ3qRtFuAEAQHwjVAJAlES6Qi4AAEAs8BY5AERJNCrkAgAARBuhEgCi5MiKuJGqkAsAABBNTH8FgCihQi4AAOiKCJUAECVUyAUAAF0R018BAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKgEAAAAAthEqAQAAAAC2ESoBAAAAALYRKgEgDnk8Hi1evFgejyfWXQEAAAmue6w7AAAIjcfjUX5+vnw+n1JSUlRSUiK32x3rbgEAgATFSCUAxJmioiL5fD5Jks/nU1FRUYx7BAAAEhkjlQAQZwoKCpSSktI4UllQUBDrLiWEg4ca9Oib27Xu030af1x/3XBmjrp3471ZAAAIlQAQZ9xut0pKSlRUVKSCggKmvkbJo29u1x9XbpWRtLqsSpJ00znDYtspAAAcgFAJAHHI7XYTJqNs3af7ZA7/3Rx+DAAAWFMJAEBQxh/XX9bhv1uHHwMAAEYqAQAIyg1n5khSszWVAACAUAkAQFC6d0tiDSUAAK1g+isAAAAAwDZCJQAAAADANkIlAAAAAMA2QiUAAAAAwDZCJQAAAADANqq/AgAASZIxRht316iytl6ZfZJ1QnYfWZbV8Y0AgIRGqAQAAFpdVqU5yzZqW0Vd47FhmS7dOzVPpw1Nj2HPAABOx/RXAAAS3OqyKk1fWKyyJoFSksoq6nTVwmKtLquKUc8AAPGAUAkAQAIzxmjOso0yRjJHnjv84T9/5FkAAPwIlQAAJLCNu2u0raKuRaAMMEbaVlGnTeU1Ue0XACB+ECoBAEhglbX1QV1XURPcdQCAxEOoBAAggWX0Tg7qusw+wV0HAEg8hEoAABJY3sA+GpbpUlsbh1iWNHyASydk94lqvwAA8YNQCQBAArMsS/dOzZNl+QNk83NSkizNmZLHfpUAgDYRKgEACBNjjDZ8Vq03Syu0cXd13FRMPW1oupbMnKChGa5mx4dlurRk5insUwkAaJdl4uUnXoLzer1yufw/7Ovq6pSamhrjHsEuj8ejoqIiFRQUyO12x7o7AMJkdVmV5izbqG1N9noclunSvVPz4iaUGWO0qbxGFTX1yuyTrBOy+zBCCQAO5LRsQKiME077xoE9Ho9H+fn58vl8SklJUUlJCcES6AJWl1Vp+sLiFns9WvJPIV0yc4ImxUmwBAA4n9OyAdNfgSgqKiqSz+eTJPl8PhUVFcW4RwA6yxijOcs2tgiUkv+xkQ6f5z1cAEDXRKgEoqigoEApKSmSpJSUFBUUFMS4RwA6a+PuGm2rqGsRKAOMkbZV1GlTeU1U+wUAQLQQKoEocrvdKikp0aJFi5j6CnQRlbX1QV1XURPcdQAAxJvuse4AkGjcbjdhEuhCMnonB3VdZp/grmuPMUYbd9eospZCOgAA5yBUAgDQCXkD+2hYpktlbUyBtSx/FdiRWb214bNq24GwteqyQ/r30rTxQ/StERkETABAzFD9NU44rcITAOAb75ZV6aqFxf7CPE1+qlqWlCRLt10wQi+8v8v2diNtVZdtKt62LwEA2Oe0bMCaSgAAOum0oelaMnOChma4mh0flunSbReM0Lz/LVVZk0ApSWUVdbpqYbFWl1W123Z71WWb2hZkewAAhBsjlXHCae9GAABaMsZoU3mNKmr8U1xHZvXWf/yxqN2psUMzXFpxy+ltTl3d8Fm1vvPIqqCeP5j2AADxz2nZgJFKAADCxLIs5Q1M05m5mcobmKZN5bWd3m4k2OqywbYHAEC4ESoBAIgQu9uNGGO04bNqvVlaodr9X4f8vGxfAgCIJqq/AgAQIXa2G2mtymuPbpYOHAp+tUo4ti8BACBYjFQCABAhge1G2lrdaFnS8AEunZDdR9I3VV6PLOoTSqAc2LdnY3sAAEQDoRIAgAixLEv3Ts2TZfkDZPNz/u1G5kzJk2VZQVd57chPzhxKkR4AQFQRKgEAiKD2thtZMvOUxn0lN+6uabeoTzAG9euly08Z0okWAAAIHWsqAQCIsElD07XiltObbTdyQnafZiOKwRb1SbL8I5lNNwSz5B/5/O2lJzJKCQCIOkYqAQCIgiO3Gzky/AVb1Oe+i0a1HPUc4NJfZk5oHPUEACCaGKkEACAExhht3F2jytrWRxztChT1KWtjCqxl+afMXnHKEF1xypB2Rz0BAIimhBmpLCwslGVZ7X7s378/5HY/+OADXXbZZRowYIB69uyp448/Xj/96U9VUVERgc8CABBLq8uqdN6D7+g7j6zSDxet07cfXqXzHnxH75ZVdbrtZkV9WpxrXtSno1FPAACiKeFGKidNmqShQ4e2eq5bt24htfXiiy/q8ssv18GDBzV+/Hgdf/zxev/99/WnP/1JL7zwglatWtXmcwEA4ktguw9zxDBiWUWdrlpYrCUzJ2hSJ6efGknZaT312ZfN3+Q8pm8v/fbSE5neCgBwpIQLlddee60KCws73c7u3bs1Y8YMHTx4UAsWLNB1110nSTp06JAKCwv1l7/8RVdccYWKi4t5BxkA4lx7230EHs9ZtlErbjk9pP/zm06l3V39le5auqHV6z774qtOVYUFACCSEmb6a7j98Y9/lM/n0znnnNMYKCX/aOf8+fOVlpamdevWacWKFTHsJQAgHDra7sMYaVtFnTaV1wTd5pFTae9cusFf1bW1iy0dDrVESwCA8xAqbVq6dKkk6YorrmhxzuVyaerUqZKkl19+Oar9AgCEX7DbfVTUBHddYCptWUVdUNfbCa0AAERLwk1/ffPNN1VSUqLa2lodffTROuWUU3ThhRcqOTm4Uu6SVFtbq7KyMknSuHHjWr1m3LhxWrJkiT788MOQ+uf1ekM6DgCIvGC3+8js0/F17U2l7UhFTb3yBoZ4EwAAEZZwofLpp59ucSw7O1tPPvmkzj///KDa+PTTTxv/PmTIkFavGTx4sCTpk08+Cal/Lper44sAAFEV7HYfJ2T36bCtwFRaO4IJrQAARFvCTH8dPXq0HnroIW3YsEE1NTXau3evVqxYodNOO03l5eWaOnWq3nrrraDaqq2tbfx7ampqq9cEwmFNDVOVACDeNdvuwzryXPPtPjoS7FTaI59j+IDgQisAANGWMCOVt9xyS7PHvXv31rnnnqtzzjlHF198sf7+97/r5ptv1kcffRSbDh5WV9f6u9der1cDBgyIcm8AAAGnDU3XkpkTNGfZxmYjjcMyXZozJS/o7T6CnUrbVCihFQCAaEuYUNkWy7J077336u9//7s+/vhj7dy5s3Hqalt69+7d+Hev16u0tLQW1wTCYZ8+ob2r3NbIJwAg9iYNTdeKW07XpvIaVdTUK7NPsk7I7hNS2OtoKu2RhvTvpXmXsEclAMC5Emb6a3tGjhzZ+Pddu3Z1eP2xxx7b+PcdO3a0es3OnTslSccdd1znOgcAcBTLspQ3ME1n5mYqb2BayKOHTafStnudpCH9U/TWz79FoAQAOBqhUtLnn3/e+Pemo5Bt6dOnj4YOHSpJev/991u9JnB87NixYeghAKArCUylPaZvr1bPW5aUZFmad0m+kpL4UQ0AcDZ+Ukl67rnnJPnD4ogRI4K65+KLL5YkPfvssy3O1dXVafny5ZKkSy65JEy9BAB0JZOGpmvVbWfqgYtHaWBaz2bnhmW6tGTmKYxQAgDigmWMCXWbrLjz0UcfaceOHbrwwgvVvfs3y0gbGhr01FNP6Sc/+Yn279+vu+66S/fdd1/j+aVLl2r27Nk65phj9MYbbzRrc/fu3Ro2bJh8Pp8ef/xx/ehHP5IkHTp0SD/84Q+1ZMkSjR8/XsXFxWEprOD1ehsrytbV1bH2EgC6EGNMp9ZpAgASi9OyQUIU6vn000918cUXq1+/fho7dqwGDBigL7/8Uhs2bGhcE3n55Zfrl7/8ZbP7qqurtWXLFu3fv79FmwMHDtSiRYt0+eWX67rrrtPChQt13HHHad26dfJ4PBowYICeffZZfikAAHQosE4zb2CsewIAQOgSYvrr6NGjdfPNNysvL0+lpaV6+eWXG0cev/e97+nVV1/Vs88+22wUMxiXXXaZiouLdckll8jj8Wjp0qU6dOiQbrjhBn388ceN6y4BAAAAoKtKiOmvXYHThrgBAAAAxIbTskFCTH8FAMDJjDHauLtGlbWsqQQAxB9CJQAAMbS6rEpzlm3Utoq6xmPDMl26d2oe1V8BAHEhIdZUAgDgRKvLqjR9YbHKmgRKSSqrqNNVC4u1uqwqRj0DACB4hEoAAGLAGKM5yzbKGOnI4gbm8If/PKUPAADORqgEACAGNu6u0baKuhaBMsAYaVtFnTaV10S1XwAAhIpQCQBAhBhjtOGzar1ZWqGNu6ubjTpW1tYH1UZFTXDXAQAQKxTqAQAgAjoqwJPROzmodjL7BHcdAACxwkglAABhFkwBnryBfTQs06W2Ng6xLGn4AJdOyO4T+Q4DANAJhEoAAMIo2AI8knTv1DxZlj9ANmVZUpIszZmSx36VAADHI1QCABBGoRTgOW1oupbMnKChGa5m1wzLdGnJzFPYpxIAEBdYUwkAQBiFUoAnb6A0aWi6VtxyujaV16iipl6ZfZJ1QnYfRigBAHGDUAkAQBjZKcBjWZbyBqYpb2CkegUAQOQw/RUAgDCiAA8AINEQKgEACCPLsijAAwBIKIRKAADCjAI8AIBEYhlj2ipQBwfxer1yufy/nNTV1Sk1NTXGPQIAdMQYQwEeAEDYOS0bUKgHAIAIaVqAxxijjbtrVFlLwAQAdC2ESgAAImx1WZXmLNuobRV1jceGZbp079Q8psICAOIeayoBAIig1WVVmr6wWGVNAqUklVXU6aqFxVpdVhWjngEAEB6ESgAAIsQYoznLNsoY6cgCBubwh/885Q0AAPGLUAkAQIRs3F2jbRV1LQJlgDHStoo6bSqviWq/AAAIJ0IlAAARUllbH9R1FTXBXQcAgBMRKgEAiJCM3slBXZfZJ7jrAABwIkIlAAARkjewj4ZlutTWxiGWJQ0f4NIJ2X2i2i8AAMKJUAkAQIRYlqV7p+bJsvwBsvk5KUmW5kzJY79KAEBcI1QCABBBpw1N15KZEzQ0w9Xs+LBMl5bMPIV9KgEAcc8y1DGPC16vVy6X/xeSuro6paamxrhHAIBQGGO0qbxGFTX1yuyTrBOy+zBCCQCwxWnZoHtMnx0AgARhWZbyBqYpb2CsewIAQHgx/RUAAAAAYBuhEgAAAABgG6ESAAAAAGAboRIAAAAAYBuhEgAAAABgG6ESAAAAAGAboRIAAAAAYBuhEgAAAABgG6ESAAAAAGAboRIAAAAAYBuhEgAAAABgG6ESAAAAAGAboRIAAAAAYBuhEgAAAABgG6ESAAAAAGAboRIAAAAAYBuhEgAAAABgG6ESAAAAAGAboRIAAAAAYBuhEgAAAABgG6ESAAAAAGAboRIAAAAAYBuhEgAAAABgG6ESAAAAAGAboRIAAAAAYBuhEgAAAABgG6ESAAAAAGAboRIAAAAAYBuhEgAAAABgG6ESAAAAAGBb91h3AACArswYo427a1RZW6/MPsk6IbuPLMuKdbcAAAgbQiUAABGyuqxKc5Zt1LaKusZjwzJdundqnk4bmh7DngEAED5MfwUAIAJWl1Vp+sJilTUJlJJUVlGnqxYWa3VZVYx6BgBAeBEqAQAIM2OM5izbKGMkc+S5wx/+80eeBQAg/hAqAQAIs427a7Stoq5FoAwwRtpWUadN5TVR7RcAAJFAqAQAIMwqa+uDuq6iJrjrAABwMkIlAABhltE7OajrMvsEdx0AAE5GqAQAIMzyBvbRsEyX2to4xLKk4QNcOiG7T1T7BQBAJBAqAQAIM8uydO/UPFmWP0A2PyclydKcKXnsVwkA6BIIlQAARMBpQ9O1ZOYEDc1wNTs+LNOlJTNPYZ9KAECXYRnqmccFr9crl8v/i0ldXZ1SU1Nj3CMAQDCMMdpUXqOKmnpl9knWCdl9GKEEAHSK07JB95g+OwAAXZxlWcobmKa8gbHuCQAAkcH0VwAAAACAbYRKAAAAAIBtTH8FAMABjDHauLtGlbWsvQQAxBdCJQAAbYhW0FtdVqU5yzZqW0Vd47FhmS7dOzWPKrEAAMej+muccFqFJwDo6qIV9FaXVWn6wmIZIzX9gWzJv6flkpkTNIlgCQBowmnZgDWVAAAcIRD0ypoESkkqq6jTVQuLtbqsKizPY4zRnGUbWwRKyf/YSIfP8/4vAMC5CJUAADQRzaC3cXeNtlXUtXieb/oibauo06bymk4/FwAAkUKoBACgiWgGvcra+qCuq6gJ7joAAGKBUAkAQBPRDHoZvZODui6zT3DXAQAQCwkRKr/++mu98cYb+sUvfqHx48erb9++Ouqoo5SVlaWpU6fq1VdfDbnNOXPmyLKsdj9KS0sj8NkAACIpmkEvb2AfDct0qa16spYlDR/g0gnZfTr9XAAAREpCbCny9ttv69xzz5UkZWVlafLkyUpNTdWmTZu0fPlyLV++XNddd50ee+yxkEvFjx49WieddFKr59LS0jrbdQBAlAWCXlkbU2Aty18FNhxBz7Is3Ts1T1ctLJbkn1rb9HmSZGnOlDz2qwQAOFpChMqkpCRdeumluummm1RQUNDs3PPPP68rr7xSjz/+uCZNmqSrr746pLYvuugizZkzJ4y9BQDEUrSD3mlD07Vk5oRWty+ZM4V9KgEAzpcQofKss87SWWed1eq5adOm6fXXX9fChQv19NNPhxwqAQBdT7SD3qSh6Vpxy+naVF6jipp6ZfZJ1gnZfRihBADEhYQIlR0ZM2aMJGnnzp0x7gkAwCmiHfQsy1LewDTlDYxI8wAARAyhUtK2bdskSdnZ2SHfu379et1+++3at2+f0tLSNGbMGE2ZMkW9e/cOdzcBAFFG0AMAoGMJHyr37NmjRYsWSZIuvfTSkO8PFPppKi0tTQ8//LCtqbRerzek407h8XhUVFSkgoICud3uWHcHAAAAQJQkdKg8ePCgrrrqKlVXVys/P1+zZs0K+t6cnBzNnTtXF1xwgY499lhJ0qZNmzRv3jy98sormjFjhrp166Yrr7wypD65XK6QrncCj8ej/Px8+Xw+paSkqKSkhGAJAAAAJAjLGNNaxfSEcO2112rhwoU6+uij9e6772r48OFhaffGG2/UI488ooyMDO3atUs9evQI+t5g1urU1dUpNTW1M10Mq8WLF6uwsLDx8aJFizRjxozYdQgAAADowrxeb+NglBOyQVJMnz2GbrrpJi1cuFD9+vXT66+/HrZAKUlz5sxRt27dVFlZqeLi4pDuraura/Vj7969YetfuBUUFCglJUWSlJKS0mLbFgAAAABdV0JOf7311lv18MMPq2/fvlqxYkVj9ddw6d+/vzIzM1VeXq5du3aFdG+s32Www+12q6SkhDWVAAAAQAJKuFD5X//1X/rDH/6gtLQ0rVixQuPGjQv7cxw6dEjV1dWSlDBVYN1uN2ESAAAASEAJNf319ttv1+9+9zulpaXp9ddf1/jx4yPyPMuWLZPP55NlWREJrQDgZB6PR4sXL5bH44l1VwAAQBQkTKi866679Jvf/EZ9+/YNOlD+6U9/Um5uboutQXbs2KG//OUv2r9/f4t7/va3v+naa6+VJF155ZXKysoKzycAAHEgUA26sLBQ+fn5BEsAABJAQkx/XbZsmR544AFJ0tChQ/Xoo4+2el16err++7//u/FxVVWVtmzZ0iIY7tu3T9OnT9ePf/xjjRkzRsccc4y++uorbdq0Sdu2bZMknXnmmZo/f36EPiMAcKaioiL5fD5Jks/nU1FRUVxNjTfGaOPuGlXW1iuzT7JOyO4TVFXuROkPAACtSYhQuW/fvsa/v//++3r//fdbve7YY49tFirbMnjwYN12221at26dysrKtH79eh04cEDp6en6zne+oyuuuELTpk1TUlLCDAQDgKRvqkEH9q2Np2rQq8uqNGfZRm2rqGs8NizTpXun5um0oenNro1G2AulPwAAxFJC71MZT5y2Fw0AtMXj8cRdNejVZVWavrBYxkhNfyhakixLWjJzgiYdDnLRCHuh9AcAkHiclg0IlXHCad84ANBVGGN03oPvqKyiTq39QLQsaWiGSytuOV3vbv884mEvlP4wFRYAEpPTsgHzMwEACW3j7hptayPASZIx0raKOm3aXaM5yza2CJSS/7GRDp/v3Hu1QfenvKZTzwMAQLgQKgEACa2ytj6o6977dF9QYW/5x7v1ZmmFNu6uthUwg+1PRU1w1wEAEGkJUagHAIC2ZPRODuq6JAU31fTG5z5q/LudtZbB9iezT3DXAQAQaYxUAgASWt7APhqW6WozMlqWNHyAS2OP7Rty22UVdbpqYbFWl1WFvT8nZPcJuT8AAEQCoRIAkNAsy9K9U/NkWf7A1vycf4RyzpQ8jTomrd2w1xo7ay2D7Q9FegAATkGoBAAkvNOGpmvJzAkamuFqdnxYpktLZp6i04amtxv22mOnsE4w/QEAwCnYUiROOK1sMAB0RcYYbSqvUUVNvTL7JOuE7D4tRgRb26cyGE8VjteZuZlh7w8AIPE4LRsQKuOE075xAKArM8Zo4+4aVda2Huaahr3a/V83K87TlocvP0lTThxIKAQAdJrTsgGhMk447RsHALqq1kYi26viaozReQ++o7J2thsJtp32giwAAAFOywaEyjjhtG8cAOiKVpdVafrCYhmjZgHRkn8d5ZKZEzSplUD4blmVrlpY7C/M085P1bbaCTXIAgASm9OyAYV6AACQf6TQX6VVLUYcO6ri2lZhnRbP0Uo7gSBbdsQaTTvbkQAAEAuESgAAJG3cXaNt7Uxh7aiK66Sh6Vpxy+l6+Acntfs8TdvpTJAFAMApCJUAAEiqrK0P6rqKmravsyxLvXseFXQ7nQ2yAAA4AaESAABJGb2Tg7ous0/714XSTjiCLAAAsUaoBABAUt7APhqW6VJb9VYtSxo+wKUTsvuErZ1wBVkAAGKJUAkAgPxTV++dmifL8ge/5uekJFmaMyWvw20+QmknXEEWAIBYIlQCAHBYW1Vch2W6tGTmKUFv7xFsO+EKsgAAxBL7VMYJp+1FAwBdmTFGm8prVFFTr8w+yTohu4+tYBdsO63tUzl8gEtzprBPJQCgJadlA0JlnHDaNw4AoG3GGG3cXaPK2uBDabiCLACg63NaNuge02cHAKCLaW3UcVimS/dObX/U0b/GMk15A6PRSwAAwoc1lQAABMkYow2fVevN0gpt3F2tIyf7rC6r0vSFxSprEiglqayiTlctLNbqsqpodhcAgKhgpBIAgCB0NAJpjNGcZRtljHTkupLA4znLNmrFLaczrRUA0KUwUgkAQAeCGYHcuLtG2yrqWgTKAGOkbRV12lReE/kOAwAQRYRKAADa0dEIpJF/BLKiZn9Q7VXU1NvqQ3vTbgEAiCWmvwIA0I7ACGRbAiOQdfUHg2ovs09ySM9vt/APAADRwkglAADtqKwNbmTRldxdwzJdamu1pGX59548IbtP0M9N4R8AQDwgVAIA0I6M3sGNLA5I66l7p+bJsvwBsinLkpJkac6UvKCL9AQ77ZapsEhEHo9HixcvlsfjiXVXAIhQCQBAu/IG9gl6BPK0oelaMnOChma4ml0zLNOlJTNPCWm6KoV/gNZ5PB7l5+ersLBQ+fn5BEvAAVhTCQBAOyzL0r1T83TVwmJJ/jD3zbmWI5CThqZrxS2na1N5jSpq6pXZJ1knZPcJeRuRYKfdVtTUK29gSE0Dca2oqEg+n0+S5PP5VFRUJLfbHeNeAYmNkUoAADoQ6gikZVnKG5imM3MzlTcwzda+lMFOuw218A8Q7woKCpSSkiJJSklJUUFBQYx7BICRSgAAghCuEchgBabdlrUxBday/KE2lMI/QFfgdrtVUlKioqIiFRQUMEoJOIBlWOEfF7xer1wu/zvkdXV1Sk1NjXGPAACR9m5Zla5aWOwvzNPKtNtQ12kCALoGp2UDpr8CAOBQwU67NcZow2fVerO0Qht3V1MRFgAQVYxUxgmnvRsBAIgeY0yb025Xl1VpzrKN2tZkL8thmS7dOzWPUUwA6KKclg0IlXHCad84AIDYW11WpekLi1vsZWnJP0V2ycwJmkSwBIAux2nZgOmvAADEIWOM5izb2CJQSv7HRjp8nveOAQCRRagEACAObdxdo21tVIaV/IV9tlXUaVN5TVT7BQBIPIRKAADiUGVtfVDXVdQEdx0AAHYRKgEAiEMZvZODui6zT3DXAQBgF6ESAIA4lDewj4ZlumS1cd6ypOEDXDohu09U+wUASDyESgAA4pBlWbp3ap4syx8gm5+TkmRpzpS8xq1HAACIFEIlAABx6rSh6Voyc4KGZriaHR+W6dKSmaewTyUAICrYpzJOOG0vGgCAcxhjtKm8RhU19crsk6wTsvswQgkAXZjTskH3mD47AADoNMuylDcwTXkDY90TAEAiYvorAAAAAMA2QiUAAAAAwDZCJQAAAADANkIlAAAAAMA2QiUAAAAAwDZCJQAAAADANkIlAAAAAMA2QiUAAAAAwDZCJQAAAADANkIlAAAAAMA2QiUAAAAAwDZCJQAAAADANkIlAAAAAMA2QiUAAAAAwDZCJQAAAADANkIlAAAAAMA2QiUAAAAAwDZCJQAAAADANkIlAAAAAMA2QiUAAAAAwDZCJQAAAADANkIlAAAAAMA2QiUAAAAAwDZCJQAAAADANkIlAAAAAMA2QiUAAAAAwDZCJQAAAADANkIlAAAAAMA2QiUAAAAAwDZCJQAAAADANkIlAAAAAMA2QiUAAAAAwDZCJQAAAADANkIlAAAAAMC2hAuVL7zwgr71rW+pX79+Sk1N1ejRo/Xb3/5WX3/9ta32PvjgA1122WUaMGCAevbsqeOPP14//elPVVFREeaeAwAAAIDzWMYYE+tORMvNN9+shx56SN27d9dZZ50ll8ulf/7zn/ryyy81efJkrVixQr169Qq6vRdffFGXX365Dh48qPHjx+v444/X+++/L4/HowEDBmjVqlUaOnRoWPru9XrlcrkkSXV1dUpNTQ1LuwAAAADii9OyQcKMVP7tb3/TQw89JJfLpeLiYv3f//2fXnrpJW3btk35+flatWqV7r777qDb2717t2bMmKGDBw9qwYIFeu+99/T8889r69atuuqqq7R3715dccUVSqDMDgAAACABJUyonDt3riTp9ttv19ixYxuPp6en689//rMk6U9/+pOqq6uDau+Pf/yjfD6fzjnnHF133XWNx7t166b58+crLS1N69at04oVK8L4WQAAAACAsyREqPzss8+0bt06SdIVV1zR4vzkyZM1ePBg1dfX6x//+EdQbS5durTN9lwul6ZOnSpJevnll+12GwAAAAAcLyFC5YcffihJ6t+/v44//vhWrxk3blyza9tTW1ursrKyZvd1pj0AAAAAiFfdY92BaPjkk08kSUOGDGnzmsGDBze7tj2ffvpp49/bajOU9pryer2tHq+rq+vwGgAAAABdX9M84IQaLgkRKmtrayWp3apIgepJNTU1QbfXXpuhtNfafe0ZMGBASG0CAAAA6Jp8Pl9QGSKSEmL6KwAAAAB0RU6YxZgQI5W9e/eW1P4/eGB6aZ8+fYJuL9BmWlpap9pr7b4j1dbWKjs7W5K0Z8+emL8bkYi8Xm/jKPHevXtjvh9QIuJrEFv8+8ceX4PY42sQe3wNYo+vQezV1dUpKytLkn83i1hLiFB53HHHSZJ27tzZ5jWBc4Fr23Psscc2/n3Hjh3Kz8/vVHtNBfOidLlcvHhjLDU1la9BjPE1iC3+/WOPr0Hs8TWIPb4GscfXIPaSkmI/+TT2PYiCMWPGSJI+//zzNgvnvP/++5LUbA/LtvTp00dDhw5tdl9n2gMAAACAeJUQoXLQoEEaP368JOnZZ59tcX7VqlXauXOnkpOTdeGFFwbV5sUXX9xme3V1dVq+fLkk6ZJLLrHbbQAAAABwvIQIlZJ0xx13SJLmzZun9evXNx7//PPPdf3110uSfvKTnzRbH7l06VLl5ubq7LPPbtHezTffrJSUFK1cuVJPPPFE4/FDhw7p+uuv15dffqnx48frvPPOi9SnBAAAAAAxlzCh8qKLLtKNN96ouro6TZw4URdccIG+973vaejQoSopKdGkSZN03333NbunurpaW7Zs0fbt21u0N3DgQC1atEjdunXTddddp4kTJ+oHP/iBhg8friVLlmjAgAF69tlnZVlWtD5FAAAAAIi6hAmVkvTQQw/p+eef16mnnqp3331X//jHPzRo0CDNmzdP//znP9WrV6+Q2rvssstUXFysSy65RB6PR0uXLtWhQ4d0ww036OOPP25cdwkAAAAAXZVljDGx7gQAAAAAID4l1EglAAAAACC8CJUAAAAAANsIlQAAAAAA2wiVAAAAAADbCJUAAAAAANsIlQAAAAAA2wiVAAAAAADbCJUAAAAAANsIlTH0wgsv6Fvf+pb69eun1NRUjR49Wr/97W/19ddf22rvgw8+0GWXXaYBAwaoZ8+eOv744/XTn/5UFRUVYe55fPv666/1xhtv6Be/+IXGjx+vvn376qijjlJWVpamTp2qV199NeQ258yZI8uy2v0oLS2NwGcTvwoLCzv8N9u/f3/I7fI6CM6nn37a4b9/4OOdd94Jqk1eBy1t2bJFjzzyiAoLC5Wfn6/u3bvLsizdf//9Hd67cuVKXXjhhUpPT1evXr2Um5urO++8U3V1dbb7U1ZWpsLCQg0aNEjJyckaNGiQCgsL5fF4bLfpdKF+DRoaGvTuu+/qnnvu0eTJk3X00UfrqKOOUnp6us4991w988wzMsaE3I9FixZ1+Pp47bXXOvvpOpKd10Ek/z/hdRDc1yDYnxFPP/100P1I1NdBZ3/3jIefB91t9wSdcvPNN+uhhx5S9+7dddZZZ8nlcumf//ynbrvtNi1fvlwrVqxQr169gm7vxRdf1OWXX66DBw9q/PjxOv744/X+++/rT3/6k1544QWtWrVKQ4cOjeBnFD/efvttnXvuuZKkrKwsTZ48Wampqdq0aZOWL1+u5cuX67rrrtNjjz0my7JCanv06NE66aSTWj2XlpbW2a53SZMmTWrze7Nbt24htcXrIHgul0szZsxo8/ymTZu0bt069e7dWyeffHJIbfM6+Mb8+fP10EMPhXzfgw8+qJ/97GeyLEsFBQUaMGCAioqKNHfuXL300ktatWqV0tPTQ2pz9erVOu+88+Tz+ZSXl6fJkydrw4YNWrx4sV588UWtXLlSEydODLmvThfq18Dj8WjSpEmSpP79+2vcuHHq16+fPB6PVq5cqZUrV+q5557TSy+9pB49eoTcn5ycHE2ePLnVc8ccc0zI7cUDu68DKfz/n/A6CF57PyN27NihN998U5Zl6Ywzzgi5P4n2OujM755x8/PAIOqWLl1qJBmXy2U++OCDxuOVlZUmPz/fSDK33npr0O199tlnJiUlxUgyCxYsaDx+8OBBc9VVVxlJZvz48aahoSGsn0e8euONN8yll15q3nnnnRbnnnvuOdOtWzcjySxevDjoNn/5y18aSeaXv/xlGHvatc2YMcNIMk899VRY2uN1EF4XXHCBkWR+9KMfBX0Pr4OWnnjiCfPzn//cPPPMM2bz5s1m+vTpRpK577772rxn/fr1xrIs061bN/OPf/yj8bjX6zVnn322kWQuvfTSkPrh9XrNwIEDjSQze/bsZudmz55tJJnBgwcbn88X2icYB0L9GpSVlZmzzjrL/O///q85ePBgs3NvvfWWSU1NNZLMvffeG1I/nnrqKSPJzJgxw+6nErfsvA4i8f8Jr4PQvgbt+fGPf2wkmXPPPTek+xL1dWD3d894+nlAqIyB8ePHG0nm/vvvb3GuqKjISDLJycnmyy+/DKq9X/ziF0aSOeecc1qcq62tNWlpaUaSee211zrd90Qwc+ZMI8mcffbZQd/DL9OhC3eo5HUQPrt27TJJSUlGklm7dm3Q9/E66Fjg+769X+Quu+wyI8lce+21Lc59+umnjV+bzZs3B/28jz76qJFkhg8fbg4dOtTs3KFDh8zw4cONJPPYY48F/8nEqWC+Bu257777jCSTk5MT0n2J+st0a4L5GkTi/xNeB9/ozOvgq6++Mn379jWSzHPPPRfSvbwOWtfW757x9POANZVR9tlnn2ndunWSpCuuuKLF+cmTJ2vw4MGqr6/XP/7xj6DaXLp0aZvtuVwuTZ06VZL08ssv2+12QhkzZowkaefOnTHuCULB6yB8Fi1apIaGBuXl5WnChAmx7k5COXDgQOPamta+l4899tjGqZmB7/lgBK79wQ9+oKSk5j/6k5KSNG3aNEm8PoLBz4j4xesgPF566SV9+eWX6t+/vy666KJYd6dLaO3/lXj7ecCayij78MMPJfnXaRx//PGtXjNu3Djt3LlTH374oS6//PJ226utrVVZWVnjfW21t2TJksbnRvu2bdsmScrOzg753vXr1+v222/Xvn37lJaWpjFjxmjKlCnq3bt3uLvZZbz55psqKSlRbW2tjj76aJ1yyim68MILlZycHHQbvA7Ca9GiRZKkmTNn2rqf14F9W7dulc/nk9T+93JRUVFI38uBa9trs+l1aFtnfkZI/uIYd911lyoqKuRyuTRq1ChNnTo15DVRiSKc/5/wOgiPJ598UpJ01VVXhfSzuileB8219v9KvP08IFRG2SeffCJJGjJkSJvXDB48uNm17fn0008b/95Wm6G0l+j27NnT+Av1pZdeGvL9gcXWTaWlpenhhx/W1VdfHY4udjmtVY3Lzs7Wk08+qfPPPz+oNngdhM/bb7+tsrIy9ejRQ9OnT7fVBq8D+wLfn3379m3zl+ZQv5dra2v1+eefS+r49VFZWSmv16vU1NSQ+p0ofD6fHn74YUn2fkZI/gIZq1evbnasZ8+emjNnjm677bZO97GrCdf/J7wOwuPTTz/Vm2++Kcn+G48Sr4Om2vrdM95+HjD9Ncpqa2slqd0vkMvlkiTV1NQE3V57bYbSXiI7ePCgrrrqKlVXVys/P1+zZs0K+t6cnBzNnTtXH374ofbt26d9+/Zp1apV+s53vqPq6mrNmDFDzzzzTAR7H39Gjx6thx56SBs2bFBNTY327t2rFStW6LTTTlN5ebmmTp2qt956K6i2eB2ET+AdaDvvGPM66Lxw/4xo2mZ77QbaDKXdRHT99dfrk08+0cCBA3XHHXeEdG9WVpbuvPNOFRcXq7KyUjU1NVq3bp2uvvpq1dfX6/bbb9fcuXMj1PP4E+7/T3gdhMdTTz0lY4zGjRunE088MeT7eR00197vnnH38yCkFZjotAceeMBIMpMmTWrzmjvuuMNIMuedd16H7a1evdpIMpLM119/3eo1K1asMJJMjx49bPc7EQQWSR999NFmy5YtYWv3pz/9qZFkMjIyTH19fdja7aoaGhrMd7/7XSPJjB49Oqh7eB2ER3V1dWMF3aZV5sKB14FfR8UxnnnmGSPJHHPMMW228fjjjzcWWQjGZ5991vj62LZtW6vXbN26tfGa3bt3B9VuvLJboORXv/qVkWR69uxpVq1aFdY+/f73v28s0rdnz56wtu1EnS2WZOf/E14Hzdn5Ghw6dMgMGTLESDJ//vOfw96nRHsdGNP+757x9vOAkcooCwxfe73eNq8JbGTap0+foNtrr81Q2ktUN910kxYuXKh+/frp9ddf1/Dhw8PW9pw5c9StWzdVVlaquLg4bO12VZZl6d5775Ukffzxx0EVw+B1EB7PPfecfD6fBg0apP/4j/8Ia9u8DoIT7p8RTdtsr92mG2jzGmnpD3/4g+655x4lJydr6dKljcUxwuWmm25Senq66uvrtWLFirC23RXZ+f+E10HnrVy5Ujt27FCvXr1aLRzTWYn2Oujod894+3lAqIyy4447TlL7VeMC5wLXtufYY49t/PuOHTs63V4iuvXWW/Xwww+r7/9v7/5jqqr/OI6/zvhpIOAdPwoIsMJbiAl3U9uiGNrMiK2JbuUmLlu1Saxa9AP6nVuLzUY/yEKq9Uud1AylNUtqZlGbAqLF2MKygRlbYQMN0OLy+f7RuN8IiMvht/f52Ny458fnfO495/055+35nM+JiND+/fs9I3BNFIfDoejoaEnSzz//PKFlX6iuuuoqz9/e/GbEwcQY6Pp6++23DxkRbryIA+8MHJ+dnZ2Duin901iP5blz58rhcEgaPT4iIyN5juxfysrKVFhYqMDAQO3evdvrZ73Hws/PT8nJyZKID2/YaU+Ig/EbOEesWbNG4eHhE16+L8WBN9ees+18QFI5xQYOmtOnT4/4UG19fb0kyeVyjVpeWFiYrrjiikHrjac8X/Pwww+rtLRU4eHh2r9//4gjYY2H2+1WV1eXJDH6pZcGHiKXvPvNiIPxa25u1qFDh2RZljZu3Djh5RMH3nE6nbroooskTeyxPLAs8TE2W7du1b333utJKG+++eZJ29ZAu0d8jM5ue0Ic2Pf7779rz549ksY3QM9ofCEOvL32nG3nA5LKKRYfH68lS5ZIknbu3Dlkfm1trU6ePKmgoCBlZ2d7Vebq1atHLO+PP/7wjJqWm5trt9oXpKKiIm3ZskXh4eGqqanx7JeJVl1drZ6eHlmWNSlJ64Vo165dkv5OFp1Op1frEAfj8+abb0qSsrKydNlll014+cSBdwIDAz2Jy3DHcmtrq7755htJ/z/mvTGw7K5du9Tf3z9oXn9/vyorKyURH/9UXl6ugoICT0KZk5Mzads6cuSIWlpaJElLly6dtO1cKOy2J8SBfTt27ND58+d1+eWXKzMzc1K24QtxMJZrz1l3PvD66UtMmKqqKiPJhIaGmoaGBs/0jo4Os2jRIiPJFBYWDlrnww8/NE6n0yxfvnxIeadOnfIMrlFRUeGZ3tfXZ/Ly8owks2TJEtPf3z95X2qWeeyxx4wkExERYQ4fPuzVOmVlZcbpdJq8vLxB01tbW817771nent7h6xTVVVlHA6HkWTWr18/IXW/EDQ2Npq9e/cOGVTH7XabN954wwQHBxtJ5vHHHx80nziYHH/++aeJjo42ksyOHTv+c1niYHy8GRyjoaHBWJZl/Pz8zL59+zzTu7u7zYoVK4wks2bNmiHrHTp0yDidTuN0OofM6+7uNrGxsUaSefTRRwfNGxgcLj4+3vT09Izj280O3uyDiooKY1mWCQwMNB999JHXZY/URnV3d5tXXnnFnDlzZsg6Bw8eNElJSUaSycjI8P6LzGKj7YPxtCfEgXfGOlBPWlqakWSeffbZUZclDoZn59pzNp0PLGOMGVsaiolw33336eWXX1ZAQIBWrFihkJAQff755+rs7NS1116rmpoazZkzx7P822+/rY0bNyoxMXHQO/kGfPDBB1q3bp3cbreWLVumpKQk1dXV6cSJE4qJiVFtba2ne6Cvq66u1i233CLp7xe8Lly4cNjlIiMj9fzzz3s+P/3003rmmWeUmZk56FUXR48eVXp6ukJDQ5Wenq64uDj19vaqubnZ8zLbrKwsVVdXDxqm2Zft2bNHq1ev1rx58+RyuRQTE6POzk41NTV5+vivW7dO7777rvz9//86XeJgclRVVSk3N1cRERFqb29XcHDwiMsSB2Nz5MgR5efnez7/+OOP6ujoUHx8vOLi4jzTq6qqBr30+oUXXtADDzwgy7KUmZmp6OhoffXVV2pvb5fT6VRtbe2QV7588cUXysrKkiQNd2r/+uuvtXLlSvX09Cg1NVWpqalqampSU1OTQkJC9Nlnn+maa66Z6J9g2o11Hxw9elQul0vGGF155ZVatmzZiGUPvFvun5+Ha6M6Ozs1b948BQUFKT09XQkJCerr61NLS4uampokSYsWLdKnn3466Di4UNjZB3bbE+JgeHbbIklqbGyUy+WSn5+f2traFBsb+5/bIg6GsnvtKc2i88GYUlBMqMrKSnP99debsLAwM2fOHJOammpKSkqGHR77rbfeMpJMYmLiiOXV19eb3NxcExUVZQIDA01iYqK55557fGZYZm8N/Jaj/fv3b/3UU08ZSSYzM3PQ9I6ODvPII4+Y5cuXm4SEBBMSEmICAgLMJZdcYnJycszOnTuN2+2eui84C5w4ccLcf//9JiMjw8TFxZng4GATFBRkEhISzNq1a83HH3887HrEweTIyckxkkx+fv6oyxIHY3PgwAGv2puffvppyLo1NTVm1apVxuFwmKCgIJOcnGyKi4uH/V/+f29rJMePHzcbNmwwsbGxJiAgwMTGxpoNGzaYH374YaK+8owz1n3g7fLD/c4jtVHnz583TzzxhLnpppvM/Pnzzdy5c42/v7+JiooyN9xwg9m2bdsF/aqdse6D8bQnxMHwxtMWFRQUGEkmOzvbq20RB0PZvfYcMBvOB9ypBAAAAADYxkA9AAAAAADbSCoBAAAAALaRVAIAAAAAbCOpBAAAAADYRlIJAAAAALCNpBIAAAAAYBtJJQAAAADANpJKAAAAAIBtJJUAAMxAv/32myIjI2VZllwul/r6+v5z+e+++06BgYGyLEtr166doloCAEBSCQDAjBQVFaUXX3xRktTY2KgtW7aMuKzb7dYdd9yhv/76Sw6HQ1u3bp2iWgIAQFIJAMCMtX79emVnZ0uSNm/erJaWlmGXKy0tVX19vefvmJiYKasjAACWMcZMdyUAAMDwTp48qYULF+rs2bPKyMjQl19+KcuyPPOPHz+uxYsXq7e3VzfeeKM++eSTaawtAMAXcacSAIAZ7NJLL1VJSYkkqba2Vq+++qpnnjFGd911l3p7exUaGqqKiorpqiYAwIeRVAIAMMNt2rRJ1113nSSpuLhYbW1tkqTy8nIdPHhQklRSUqKEhIRpqyMAwHfR/RUAgFmgpaVFixcv1rlz57Rq1Spt27ZNqampI3aLBQBgqpBUAgAwS5SUlKi4uFiSlJiYqNbWVgUHB+vYsWNasGDBNNcOAOCrSCoBAJgl+vr6tHTpUjU2NnqmPffccyoqKprGWgEAfB3PVAIAMEv4+/vrtttu83y++OKL9eCDD05jjQAA4E4lAACzxi+//KKUlBR1dXV5pu3evVu5ubnTWCsAgK/jTiUAALNEfn6+urq6FBQUpPnz50uSCgoKBiWZAABMNZJKAABmgcrKSu3du1eS9OSTT+qdd96RZVlqb2/XQw89NM21AwD4Mrq/AgAww50+fVopKSn69ddflZaWprq6Ovn7+2vTpk0qLy+XZVk6cOCAMjMzp7uqAAAfRFIJAMAMl5eXp+3bt8vPz0+HDx+Wy+WSJJ05c0YpKSk6deqUFixYoGPHjik4OHiaawsA8DV0fwUAYAbbt2+ftm/fLkkqLCz0JJSSFBYWptdee02S1NLSos2bN09LHQEAvo07lQAAzFBnz55Vamqq2tralJycrG+//XbYO5G33nqr3n//ffn7+6uhoUFXX331NNQWAOCruFMJAMAMVVRUpLa2NlmWpddff33Erq1lZWVyOBzq6+vTnXfeKbfbPcU1BQD4MpJKAABmoNraWk/X1rvvvvs/B+GJjo5WaWmpJKmurk4vvfTSlNQRAACJ7q8AAMw4586dU1pamr7//nvFxcWpublZYWFho663cuVK1dTUKCQkRE1NTUpKSpr8ygIAfB5JJQAAAADANrq/AgAAAABsI6kEAAAAANhGUgkAAAAAsI2kEgAAAABgG0klAAAAAMA2kkoAAAAAgG0klQAAAAAA20gqAQAAAAC2kVQCAAAAAGwjqQQAAAAA2EZSCQAAAACwjaQSAAAAAGAbSSUAAAAAwDaSSgAAAACAbSSVAAAAAADb/gdAHdrs9Dki8gAAAABJRU5ErkJggg==", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -323,20 +314,18 @@ }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 6, "id": "156a8524", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -393,38 +382,37 @@ "The rotation and translation of the transformed points is random as the MDS process does not have a unique solution.\n", "\n", "## Minimum spanning tree and Reachability plot\n", - "Now that we have the MRD matrix we can use that data to create a minimum spanning tree. This is a process of connecting every data point in the set to at least on other point such that the sum of MRD values for each connection is minimized across the entire data set. Doing this provides a way to order the data points.\n", + "Now that we have the MRD matrix we can use that data to create a minimum spanning tree. This is a process of connecting every data point in the set to at least one other point such that the sum of MRD values for each connection is minimized across the entire data set. Doing this provides a way to order the data points.\n", "\n", "Let's construct the minimum spanning tree for our test data. The links are color coded by the MRD value between the connected points." ] }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 10, "id": "1cc0287b", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.sparse.csgraph import minimum_spanning_tree\n", - "from matplotlib import cm, colors, colorbar\n", + "from matplotlib import cm, colors, colorbar, colormaps\n", "\n", "mst = minimum_spanning_tree(d_mreach).toarray()\n", "\n", + "# Normalise the colourbar to the data\n", "norm = colors.Normalize(vmin=mst.min(), vmax=mst.max())\n", - "cmap = cm.get_cmap('plasma')\n", + "cmap = colormaps.get_cmap('plasma')\n", "\n", "plt.figure(figsize=[10, 10])\n", "ax = plt.gca()\n", @@ -456,20 +444,18 @@ }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 11, "id": "40c9b3f5", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -501,20 +487,18 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 12, "id": "ad56d8fc", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA1kAAAGsCAYAAAAvwW2wAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAVxpJREFUeJzt3Xl8U1X+//F3uqQbOwjIYgWRHRQEREFBcEV0ZBMRpLjiuOFP0FFEwVHHAcUFcETmC2URRkRFAZVhsSggyo4iiIAsggKy04U2bc/vj06vTZukTbltkvb1fDzyeCS5n3tzkpN7cj85557rMMYYAQAAAABsERboAgAAAABAWUKSBQAAAAA2IskCAAAAABuRZAEAAACAjUiyAAAAAMBGJFkAAAAAYCOSLAAAAACwEUkWAAAAANiIJAsAAAAAbESSBQCw3fTp0+VwOORwODRmzJhAF6eAIUOGWOVbsWLFOW9vxYoV1vaGDBniMaYon8mYMWOsmOnTp59zucoKu+sLAEpaRKALAADB7sILL9S+ffs8LgsPD1elSpVUt25dtWnTRr1791bPnj0VEUHzipLxySefaPPmzZJyko8LL7wwoOXxprD9pnLlyqpfv77atWunO+64Q927d5fD4SjlUnq2d+9eK8m99NJLddtttwW0PABCD0cBAHAOsrKydOLECZ04cUJbt27VrFmz1Lp1a82ZM0ctWrQIdPFQBn3yySeaMWOGJKlr165Bm2T5kpWVpePHj+v48ePasmWLpk6dqquuukrvvfeeLrjggkAXT3v37tULL7wgSUpISCDJAuA3kiwA8MODDz6oiy66yHqcmZmpQ4cOacWKFdqyZYsk6fvvv1f37t21fv161atXL1BFBYJG/v3G5XLp4MGD+uKLL/TLL79IklauXKlu3bpp7dq1qlatWqCKCgC2IMkCAD/0799fXbt29bhszpw5SkhIUGZmpg4fPqznnntOiYmJpVtABETXrl1ljDnn7YwZMyYoz2E7V972m+zsbL388st6/vnnJUm7d+/W3//+d7355pulW0AAsBkTXwCATe68804NGzbMevzRRx/J5XIFsERAcAsLC9Nzzz2n/v37W8+99957ys7ODmCpAODckWQBgI169epl3T9z5ox2795d6DpLlizR/fffr2bNmqlKlSqKjo5WvXr1dOutt2r69OnKzMwsdBvJycn64IMPNHToULVv317Vq1dXZGSkKleurCZNmighIUFLlizx+/3s3LlTzz77rK688krVrl1bTqdTFSpUUJMmTXTHHXcoMTFRZ86cKdK2Tp8+rfHjx6tDhw6qXr26oqOj1bBhQ91///3asWNHoesbY7RmzRqNHj1a1113nerXr6+YmBhFR0erTp06uuGGG/Tmm28qOTnZ7/cpSVu2bNHQoUPVuHFjxcXFqVq1aurYsaPGjx+vtLQ0n+sWZXbBovA1u2DXrl3lcDis87Ek6ZprrrHi89727t2rM2fOqEKFCnI4HIqJidGJEyeKVIZ33nnH2s7gwYOL/V78cffdd1v3jx07Zg0hLK7PPvtMd911lxo1aqQKFSooLi5ODRs21MCBA7VgwQKv6+XOAHnNNddYz82YMcPjZ1wWexwB2MgAAHyKj483kowkk5SU5DP2559/tmIlmdWrV3uNPXDggOnSpYtbvKdbs2bNzI4dO7xu54cffjAxMTGFbkeSufHGG82JEycKfc9nz541Dz74oAkPDy90m926dSuwfmJiorV89OjRZvPmzeaiiy7yug2n02k+/PBDn2Xq3Llzkd5jzZo1zVdffeVzWwkJCW51OmHCBBMREeF1m40aNTI//fST1+0lJSVZsQkJCR5j8n8mnowePdqKSUxMdFtWlO9K7m3Pnj3GGGPuvfde67lJkyb5/ExyXXbZZdY6hX2Ovviz3+zYscOt/N98843b8vz15c3hw4dN165dC/18rrrqKnPo0KEC6+eto8Ju3uoQAIwxhnOyAMBGhw8fdnscFxfnMe6XX37R1VdfrYMHD0qSqlatqhtuuEFNmjSR0+nUvn37tGjRIv3222/avn27OnXqpA0bNniceS05OVlpaWlyOBxq27atLr30UtWtW1exsbE6efKkNm3apOXLlyszM1OLFy9Wnz59tHTpUoWFeR7MkJaWpuuuu06rV6+2nmvSpIm6d++uOnXqyOVyad++fVq9erV27typrKwsn5/JgQMHdOONN+rQoUNq2bKlrrvuOp133nk6ePCgPv74Y/3+++/KyMjQXXfdpUsvvdRtgoS8/vjjD0lS3bp1dfnll+viiy9W5cqV5XK5tHv3bi1evFhHjhzRkSNHdNNNN2ndunVq3ry5z7JJ0sKFC/X6669Lkq6++mpdddVVcjqd+uGHH7Rw4UKlp6dr165d6tatm9atW6c6deoUus2S8Ne//lU9e/bU3LlztX79ekkFJ5TIlTtxxP3336+pU6dKkqZOnaqHH37Y52t8//332rBhgyTp4osv1tVXX23nW/Aqf+9jbGys39s4ceKEOnXqpF27dknKmSb+hhtu0GWXXaawsDBt2LBBixcvVmZmplauXKkrr7xS69atc5tko3379nr11Ve1e/duTZ48WZLUrl07t+GMua688kq/ywigHAl0lgcAwc6ff+Qff/xxKzY6OtqkpaUViElPTzdt27a14oYPH25SU1M9xg0bNsyK69Kli8fX3LZtm3nllVfM4cOHvZZr9+7dbq85c+ZMr7F33323FVexYkUzd+5cr7GbNm0yb731VoHn8/cIREREmClTphSIO336tLnyyiutuAceeMDraz3//PNm7dq1Xpenp6ebJ5980mcPW668PSMOh8PExMSYhQsXFojbsWOHadSokRV76623etxeafRkeSp7Yd9HY4xp3bq1Fb9p0yafsY899pgV+89//rPQbfviz34zfvx4KzY8PLxAb2tR3vMdd9xhxdSuXdusX7++QMymTZtMnTp1rLi+fft63FZR6hMAfOGcLACwyaxZszRx4kTrcf/+/RUdHe0xbuPGjZKkYcOG6bXXXlNMTEyBOKfTqTfffNO6Rs9XX32lVatWFYhr1qyZnn76adWsWdNr2Ro2bKiFCxdarzNlyhSPcd9//711LlB4eLg+//xz3X777V63e+mll+qxxx7zujzXK6+8ovvvv7/A8xUrVtT//d//WY8//vhjr9t44YUX1L59e6/LnU6nxo0bp1tvvVWS9OWXX1q9Gr4YY/TOO++oZ8+eBZY1btxYixYtktPplCQtWLBA33//faHbDCZ5P/fcXi1PMjIyNHv2bElSRESEEhISSrxskvTrr79q3Lhx1uMrrrhCVapU8WsbP/30k+bOnSspZzKNBQsW6LLLLisQd+mll2rhwoUKDw+XJH344Yf64Ycfil94APCCJAsA/DB37ly99tpr1u2f//yn/t//+3+65JJLNHjwYGvoXNOmTTV27FiP25g0aZIkKSYmxrrgqS9PPvmkdd/XSfuFqVOnjjX8a+3atUpPTy8Q884771hTkQ8ZMkSdO3cu9uvlOu+883wmYs2aNbMu3Hz06FEdOHDgnF5vwIAB1v2VK1cWGt+4cWOfCUWTJk3cJoDIO/FEKBg0aJCVXM+ZM8djvUs5Fzk+duyYJOnmm29W7dq1S6xMmZmZ2rdvn9555x21b9/ebZhtcSaUmDlzpvW97devn89kvG3btrrjjjusx6FWnwBCA+dkAYAfcs/T8CY8PFx9+vTRhAkTVKtWrQLLjx07Zl20uGPHjqpcuXKhr3nppZda99etW+czNisrS9u2bdO2bdt04sQJpaSkuF2/6ejRo5Jyei327Nmjpk2buq2/fPly6/65zJKXV/fu3a2eIG8aN26sH3/8UZJ05MiRQi/ifPDgQX3//ff67bffdObMGbcZGPPO6FiUWQtzewp96d27t9Xj9s033xQaH0yqVKmifv36aebMmTp+/Ljmz5/vlmTkytvLde+999pahryz9XkTFham8ePHq3v37n5vP+/5g3379i00/vbbb7d67Tz1DgPAuSLJAgAbdenSRePHj/eYYEk5w/Fyk56kpCQ5HA6/tp87+UN+p06d0ssvv6wZM2boyJEjRdrWyZMn3R67XC7t3LlTkuRwONSuXTu/yuZNfHx8oTEVK1a07vuagn3u3Ll69dVXrckZCpP/PXqSN4n1pnXr1tb9oiRuweb+++/XzJkzJUnTpk0rkGT9+uuvWrZsmaScHs8ePXqUWtnCwsLUvXt3jR49Wp06dSrWNnK/t5LUpk2bQuPbtm3rcV0AsAtJFgD4ISkpSV27dpWUcy7PkSNHtHXrVr3++uv6/PPP9eWXX+rKK6/UihUr1LBhwwLr5w7HKq6UlJQCz+3du1fdunXTnj17/NrW2bNn3R4fP37cul+pUiWP55MVR1G2kzfZ9HQhWmOM20x5RZX/PXpSvXr1QmNq1Khh3T916pSMMX4nyIHUuXNnNWvWTNu3b9fy5cu1b98+t+Q3MTHR+twTEhKsc5bskn8WxIiICFWqVEkXXHCB2rZt6zbDX3HkvQZY3rryJm/MyZMnQ64+AQQ/kiwAKCaHw6FatWqpVq1a6t69ux577DFNnDhRv/76q26//XZ98803BYbJ5R3W1qpVK78v9uppeOFdd91lJVjx8fF6+OGHddVVV+nCCy9U5cqVFR0dbR1AJiQkWD0aoWTq1KlWghUZGal77rlHt9xyi5o1a6aaNWsqJibGSgySkpLUrVu3QBY3KN1///164oknlJ2drcTEROvcJ2OMEhMTJeV8p+0eKijlTAKT++cEAJQHJFkAYJPx48drxYoV+uGHH7Rhwwa9/vrrevrpp91i8vaa1KpVSyNGjDin19y4caN1TsmFF16oTZs2+ZyZ7dSpU16X5S3b6dOnlZ6erqioqHMqn10mTJhg3Z83b57+8pe/eI319R49KUrvYu65bFJOohuKvR6DBw/WM888o/T0dE2fPl2jR4+Ww+HQl19+qb1790rKGe7q7Tplwaxq1ar6/fffJeXUZ2HnOuatzypVqoRkfQIIbswuCAA2iYyM1Pjx463Hr7zySoFzqPJONGHHVODffvutdf+ee+4pdOrrrVu3el0WERGhxo0bS8rp3Shsko3Skpqaak2z3bBhQ58JluT7PXqSOxGJL3nrqkmTJn5tP1hUr15dvXv3liTt27fPOgcr7xDM++67LyBlO1cXX3yxdX/Tpk2FxueNyf3OA4CdSLIAwEbXXXedNe356dOn9c9//tNtef369a1E68iRI26z+RVH3nNRCjuvZfPmzW4z73mSd2a33OtlBZo/71GSPvroI7+2/8knnxQaM3/+fOv+lVde6df27RYZGWndz71kQFHlvWbWtGnTdPLkSeu9ValSRX369LGnkKUs74QZH374YaHx8+bN87hurnP5jAFAIskCANuNHj3auv/OO+9Yw5hyPfroo9b9xx9/3OdsevnlnY5dch/i52vGvezsbA0fPrzQ7f/1r3+1hk5Nnz49KKa3rlq1qlWm7du3Ky0tzWvs9OnTtXnzZr+2v2PHDs2aNcvr8p07d7qdx+bveXR2yzsULu9kJUXRtWtXq9dn/vz5mjRpkjU5yMCBA22b7KS0DR482PqOzJs3z7rYtydbtmzRf/7zH+uxp0sVnMtnDAASSRYA2O7aa6+1ejvS0tL0yiuvuC2/7777rGnDt27dqi5duljD4TxJS0vTRx99pC5duhQ4eLzqqqus+zNnztSiRYsKrH/y5EkNGDBAX375ZaHnnrRq1co66MzKytLNN9/s9q9/fps2bXI7X6okxMbGWtPJp6SkaOjQoR4vqDt9+nQNHTrU7/NrHA6HHnzwQX3xxRcFlu3atUs9e/a0Xu+WW27RJZdcUox3YZ+8wxWTkpL8WtfhcFhDAtPT090uhl0SE16UlqZNm1rT0mdlZemWW27xOGxwy5Yt6tmzpzUBTd++fdWyZcsCcY0aNbImUvnuu++UmppagqUHUBYx8QUAlIDRo0frhhtukCRNmTJFTz31lHWBXafTqU8//VRXX3219u3bp40bN6p169bq2LGjOnbsqJo1a8rlcuno0aP64YcftHbtWusgL39PVosWLXTLLbdo4cKF1sFlt27d1K5dO1WsWFE7d+7UwoULdeLECbVo0UJNmzYtdDjd22+/rW3btum7777T6dOndfvtt6tp06bq3r276tSpI5fLpb1792r16tXauXOnunTposcee6wEPsU/Pf3009ZQtlmzZunrr79Wjx49VK9ePR09elRLlizRjz/+qPDwcI0cOVIvv/xykbf9+OOP64033lCPHj3UtWtXde7cWU6nU1u3btWCBQusnp7atWvrnXfeKZH3548bb7xRYWFhys7O1uTJk3X06FG1a9dOsbGxVkxCQoLbtcfyGjJkiEaNGiWXy2UlG23bti3S9aWC2dtvv61169Zp165d+u2339S+fXvdeOONuuyyy+RwOLRp0yZ9/vnn1ntu2LCh3n33XY/bio6OVrdu3bR06VIdO3ZMHTt2VK9evVSjRg0rie/QoYM6dOhQau8PQIgxAACf4uPjjSQjySQlJRV5vY4dO1rrPfjggwWWHz161PTq1cuKKexWt25ds2vXrgLbOXbsmGnXrp3Pddu0aWN++eUXk5CQUKT3kpqaau6++24TFhZWaLmuvfbaAusnJiZay0ePHl3oZ1WUcr3wwgvG4XB4LUdcXJx57733TFJSkvVcQkJCkV7vzTffNBEREV633bBhQ7Nt2zav5S/KaxblMxk9erQVk5iY6PX1Ro4c6bNO9uzZ43VdY4zp06ePW/zbb7/tM744irvfeFLU7+3hw4dNly5dCv3Odu7c2Rw6dMjna27cuNFUqFDB6zaK8r0GUH4xXBAASkjec7OmTp1qTZOdq3r16vr444+1efNmjRgxQh06dFDNmjUVGRmpmJgY1atXT9dcc43+9re/6csvv9T+/fs9Tq9drVo1rV69WpMmTVKnTp1UuXJlOZ1O1a1bV9dee62mTJmib7/9Vg0aNChy2WNiYjRt2jRt2bJFw4cPV5s2bVS9enWFh4erQoUKatq0qe68807NmjVLCxYsKPZn5I/nn39eK1eu1O233666desqMjJS1apVU+vWrfX000/r+++/18CBA4u17WHDhum7777Tvffeq4suukgxMTGqUqWKOnTooFdffVVbt25Vs2bNbH5Hxffyyy/rk08+0W233ab69ev7fS5V3gkwYmJiiv25BZuaNWtqxYoVWrhwoQYOHKgGDRooNjZWsbGxuvDCCzVgwAB98sknWrlypWrVquVzW23atNHmzZv16KOPqlWrVqpYsSJTvQMoMocx+caeAACAMm3WrFnWBB6DBg3yOfEHAMB/9GQBAFDOJCYmWvdD9dpYABDM6MkCAKAc2bZtm1q2bCljjJo2bart27cHukgAUObQkwUAQDlhjNFTTz1lzVJZ0rNCAkB5RU8WAABl2PLly7V9+3adOnVKn332mdasWSNJatCggX766Sc5nc4AlxAAyh6ukwUAQBk2a9YszZgxw+05p9Op6dOnk2ABQAkJuSRryJAhBX4s8ktLS/N7Otv8srOzdfToUUlSbGws07YCAEJS7sV3HQ6H6tatq8suu0wjR45UixYtlJKSEuDSAUBoMMYoNTVVklSjRg2Fhfk+6yrkkqxcnTp1UqNGjTwuCw8PP+ftHz16tNBraAAAECqMMTpw4IAOHDigTz/9NNDFAYCQdfjwYdWsWdNnTMgmWffdd5+GDBkS6GIAAAAAgJuQTbJKWmxsrHX/8OHDiouLC2BpAAAAAARKSkqKNcotb57gDUmWF3nPwYqLiyPJAgAAAFCkuRpCNslKSkrSDz/8oDNnzqh69erq0KGDevTooaioqEAXDQAAAEA5FrJJ1syZMws8d/7552vatGm68cYbi7wdbzMrMeMSAAAAgOLwPfdgELrkkkv01ltvaevWrTp9+rQOHz6sJUuW6Morr9Tvv/+uW2+9VStWrCjy9ipUqODxxsyCAAAAAIrDYYwxgS6EHYwx6tWrlz799FNdcskl2rx5c5HWK8qYyuTkZM7JAgAAAMqplJQUVahQQVLRcoMyk2RJ0pYtW3TppZdKkvbv36/69esXuo6v4YK5vVkkWQAAAED55W+SFbLnZHnSrFkz6/6BAweKlGSRPAEAAACwU8idk+XLsWPHrPsVK1YMYEkAAAAAlFdlKsl6//33JUmVKlVSkyZNAlwaAAAAAOVRSCVZmzdv1oIFC5SZmen2fHZ2tqZOnaqRI0dKkh577DFFRkYGoogAAAAAyrmQOidr79696tWrl6pWraq2bduqVq1aOnnypLZu3ar9+/dLkgYMGKDRo0cHuKQAAAAAPDHGKM2V5XV5TGR4kWYAD2YhlWRdcsklevzxx7V+/Xr99NNPWr16tYwxqlWrlvr27au7775bPXr0CHQxAQAAAHhgjFHfyWu0Yd8JrzHb/n6DYp0hlaYUEFKlb9Cggd54441AFwMAAABAMaS5snwmWGVFSCVZAAAAAMqG9aOuVawzvMDzMZEFnws1JFkAAAAASl2sMzzkhwV6E1KzCwIAAABAsCPJAgAAAAAbkWQBAAAAgI1IsgAAAADARiRZAAAAAGAjkiwAAAAAsBFJFgAAAADYiCQLAAAAAGxEkgUAAAAANiLJAgAAAAAbkWQBAAAAgI1IsgAAAADARiRZAAAAAGAjkiwAAAAAsBFJFgAAAADYiCQLAAAAAGxEkgUAAAAANiLJAgAAAAAbkWQBAAAAgI1IsgAAAADARiRZAAAAAGAjkiwAAAAAsBFJFgAAAADYiCQLAAAAAGxEkgUAAAAANiLJAgAAAAAbkWQBAAAAgI1IsgAAAADARiRZAAAAAGAjkiwAAAAAsBFJFgAAAADYiCQLAAAAAGxEkgUAAAAANiLJAgAAAAAbkWQBAAAAgI1IsgAAAADARhGBLgAAIPgYY5TmyirwfExkuBwORwBKBABA6CDJAgC4Mcao7+Q12rDvRIFl7eKrat6DV5BoAQDgA8MFAQBu0lxZHhMsSVq/74THHi4AAPAnerIAAF6tH3WtYp3hSs3IUruXlgW6OAAAhASSLACAV7HOcMU6+akAAMAfDBcEAAAAABuViSTrqaeeksPhkMPh0EsvvRTo4gAAAAAox0I+yfrmm280fvx4ZroCAAAAEBRCOslKTU3VkCFDdP755+svf/lLoIsDAAAAAKGdZD3zzDPauXOnpkyZosqVKwe6OAAAAAAQuknWihUrNHHiRA0ePFg9evQIdHEAAAAAQFKIJlnJycm65557VKtWLb355puBLg4AAAAAWELy4icjRozQnj17NH/+fFWtWvWctpWSkuLX8wAAAADgS8glWUuWLNG7776rO+64Q7fddts5b69ChQrnXigAAAAA+J+QGi546tQp3XvvvTrvvPM0ceLEQBcHAAAAAAoIqZ6sxx9/XAcOHNDcuXNVo0YNW7aZnJzs8fmUlBTVqlXLltcAAAAAUH6EVJI1f/58RURE6F//+pf+9a9/uS376aefJElTp07VsmXLVLt2bb3//vuFbjMuLq5EygoAAACgfAqpJEuSMjMz9dVXX3ldvnfvXu3du1fx8fGlWCoAAAAAyBFS52SdPHlSxhiPt4SEBEnSiy++KGOM9u7dG9jCAgAAACiXQirJAgAAAIBgR5IFAAAAADYiyQIAAAAAG4XcxBfeTJ8+XdOnTw90MQAAAACUc/RkAQAAAICNSLIAAAAAwEYkWQAAAABgI5IsAAAAALARSRYAAAAA2IgkCwAAAABsRJIFAAAAADYiyQIAAAAAG5FkAQAAAICNIgJdAABA4BhjlObKcnsuNSPLSzQAACgKkiwAKKeMMeo7eY027DsR6KIAAFCmMFwQAMqpNFeWzwSrXXxVxUSGl2KJAAAoG+jJAgBo/ahrFet0T6hiIsPlcDgCVCIAAEIXSRYAQLHOcMU6+UkAAMAODBcEAAAAABuRZAEAAACAjUiyAAAAAMBGJFkAAAAAYCOSLAAAAACwEUkWAAAAANiIJAsAAAAAbESSBQAAAAA2IskCAAAAABuRZAEAAACAjUiyAAAAAMBGJFkAAAAAYCOSLAAAAACwEUkWAAAAANiIJAsAAAAAbESSBQAAAAA2IskCAAAAABuRZAEAAACAjUiyAAAAAMBGJFkAAAAAYCOSLAAAAACwEUkWAAAAANiIJAsAAAAAbESSBQAAAAA2IskCAAAAABuRZAEAAACAjUiyAAAAAMBGJFkAAAAAYCOSLAAAAACwEUkWAAAAANgo5JKs2bNna/DgwbrkkktUs2ZNRUZGqnLlyurQoYNeeeUVJScnB7qIAAAAAMqxiEAXwF/vvPOOvvnmGzVr1kxt27ZVtWrVdPjwYa1Zs0br1q3TtGnT9NVXX6lOnTqBLioAAACAcijkkqzx48fr4osvVrVq1dyeP3bsmG677TatWrVKw4cP13/+858AlRAAAABAeRZywwUvv/zyAgmWJFWvXl3/+Mc/JElLliwp7WIBAAAAgKQQTLJ8iYjI6ZiLiooKcEkAAAAAlFdlJsk6c+aMxowZI0m69dZbA1sYAAAAAOVWyJ2TlWvJkiWaM2eOsrOzrYkvzpw5oxtvvFFjx44t8nZSUlL8eh4AAAAAfAnZJGvbtm2aMWOG23N33nmnXn/9dVWuXLnI26lQoYLdRQMAAABQjtk6XPDHH3/UsmXLNG/ePH344Yf68ssv9dNPP9n5EpbHH39cxhhlZGRo165dGj9+vL744gs1b95cX3/9dYm8JgAAAAAU5px7stasWaPx48dr+fLlOn36tMeYqlWr6rrrrtMTTzyh9u3bn+tLuomMjNRFF12kJ554Qp06ddIVV1yhQYMGaceOHYqJiSl0fW8XL05JSVGtWrVsLSsAAACAsq/YPVkZGRkaPHiwOnfurPnz5+vUqVMyxni8HT9+XB988IE6duyo++67T5mZmXa+B8vll1+u5s2b69dff9X69euLtE5cXJzXGwAAAAD4q9g9WbfccouWLVsmY4wkqWnTpurUqZMuvvhiValSRcYYnTp1Sjt27NA333yjHTt2SJISExN16NAhLVq0yJ53kE9ucnTkyJES2T4AAAAA+FKsJOuNN97Q0qVLJUlt27bVxIkTdcUVV/hcZ/Xq1Ro2bJg2btyoL774QhMnTtSjjz5anJf36ujRo9qyZYskqXHjxrZuGwAAAACKwu/hgi6XS2PHjpXD4dC1116rb775ptAES5I6deqkb775Rt27d5cxRv/4xz+UlZXl12tv27ZNs2fP1tmzZwss+/nnn9WvXz+lp6erY8eOatWqlV/bBgAAAAA7+N2TtWDBAh05ckRxcXGaM2eOnE5nkdd1Op2aPXu2GjZsqCNHjmjBggXq1atXkdc/cuSIBg0apKFDh6pNmzaqV6+eMjIytH//fm3cuFHZ2dlq1qyZ5s6d6+/bAgAAAABb+N2TtXLlSknSoEGDVKNGDb9fsGbNmho0aJAk6auvvvJr3RYtWujll1/WVVddpQMHDmjhwoVatGiRDhw4oO7du+udd97Rpk2bdMEFF/hdLgAAAACwg989WRs2bLCGChbX9ddfrylTpmjDhg1+rXfeeedp5MiRxX5dAAAAAChpfvdk/frrr5Kk1q1bF/tFc8+X2r9/f7G3AQAAAADByO8k69SpU5JyLjBcXLnr5m4LAAAAAMoKv5Os06dPS5JiY2OL/aIxMTGSpOTk5GJvAwAAAACCkd9JVu7Fh+1g57YAAAAAIBj4nWTlcjgcdpYDAAAAAMoEv2cXzHXjjTcqPDy8WOv6exFiAAAAAAgVxU6yVq1aZWc5AAAlyBijNJf7H1ypGfzhBQBASfA7ybrgggsYKggAIcQYo76T12jDvhOBLgoAAOWC30nW3r17S6AYAICSkubK8plgtYuvqpjI4g3/BgAABRV7uCAAIPSsH3WtYp3uCVVMZDgjFAAAsBFJFgCUI7HOcMU6afoBAChJxZ7C/VylpKRo7NixgXp5AAAAACXIGKPUjMx8t/Ix6VKp/5155swZvfXWW3rrrbd0/Phx/e1vfyvtIgAAAAAoQeV90qVzTrIyMzN1/PhxVa5cWVFRUV7jTp48qTfeeEMTJ07UqVOnZIzhHAAAAACgDCrvky4VO8n65JNP9Oqrr2rdunXWxYUvuugiPfroo3rkkUesBCojI0OvvfaaXn31VZ0+fVrGGElSo0aN9Pzzz9vwFgAAAAAEq/I46VKxkqyXXnpJo0ePliQraZKkXbt26fHHH9fatWs1a9Ys7dq1S71799aPP/5oxV144YV67rnnNHjwYIWHl93sFQAAAED5nHTJ73e7adMmjRkzRlJOgnXxxRerWbNmys7O1k8//aRdu3Zpzpw56tmzp5588kkdPHhQxhidf/75Gj16tO655x5FRJSvDxkAAABA+eF3tjNlyhRlZ2crJiZGs2bNUu/evd2Wz5s3TwkJCUpISFBGRoYk6b777tMbb7yhuLg4e0oNAAAAAEHK7yncV69eLYfDoWeeeaZAgiVJ/fr10zPPPKOMjAw5HA4NHDhQU6ZMIcECAAAAUC74nWTt379fknTLLbd4jbn11lut+0888UQxigUAAAAAocnvJOvMmTOSpAYNGniNybusadOmxSgWAAAAAIQmv5Os3FkCfU1ekXfWwJiYmGIUCwAAAABCk99JFgAAAADAu2LPpb5q1SpFR0d7XJaWlmbdX7lypdu1tPK7+uqri1sEAAAAAEHAGKM0V5b1ODUjy0d02VfsJOumm27yuTz3Cs5du3b1GZOZmVncIgAIoPyNaV5l/SruAADgT8YY9Z28Rhv2nQh0UYJGsZIsXz1TAMq+whrTdvFVNe/BK0i0AAAoB9JcWT6PCWIiwz0uK8v8TrISExNLohwAQoivxlSS1u87oTRXlmKdxe4sBwAAIWj9qGsV68wzCV45Hd3i9xFQQkJCSZQDQIjK25imZmSp3UvLAlwiAAAQKLHOcP5k1TmckwUAEo0pAABAfkzhDgAAAAA28vvv55kzZ9pagMGDB9u6PQAAAAAIJL+TrCFDhth28prD4SDJAgAAAFCmFPtECqZxB4DyydMFJsvr7FEAAHhS7CSrcuXK6tevnwYNGqS6devaWSYAQBDzNIMk10YDAOBPfidZf/nLX/T555/r1KlTmjp1qhITE9WtWzcNHjxYvXv3VkxMTEmUEwAQQDGR4WoXX1XrvVwfjWujAQDwJ79/DefPn6/jx49rzpw5mjlzptavX6+lS5dq2bJl+utf/6o+ffrorrvuUrdu3UqivACAAHA4HJr34BVKc7kPFeTaaAAAFFSsKdyrVaumRx55RGvXrtX27dv19NNPq379+kpOTtaMGTN03XXX6YILLtDIkSO1fft2u8sMIASkZmQpNSPT7ca5nKHN4XAo1hmR7xYe6GIBCHHGmAK/F75u/JYgFJzzuI4mTZroH//4h/7xj38oKSlJM2bM0Mcff6wDBw5o7NixGjt2rNq2bauEhAQNGDBA1atXt6PcAIIc5+0AAApjjFHfyWu0wctQZE/4LUEosPVixNdcc42mT5+uw4cPa+bMmerevbscDoc2bNigYcOGqW7dutq7d6+dLwkgiOSet+NN7nk7AABIUpory68ES+K3BKGhRM5QjomJ0aBBgzRo0CCtX79eAwYM0O7du+VyuZSRkVESLwkgCHDeDgCguNaPutbnEGR+SxBKSiTJOnv2rD7++GPNnDlTy5cvV3Z2ds6LRUTI6XSWxEsCCBK55+0AAOCPWGc4vx8oM2z9JiclJWnWrFn66KOPlJycbJ2Y2KZNGw0ePFh33nmnzjvvPDtfEgAAAACCyjknWTt27NDMmTM1e/Zs/frrr1ZiVbduXd15550aPHiwWrRocc4FBQAAAIBQUKwk69ixY/rPf/6jmTNnasOGDZJyZoeJi4tTr169NHjwYGvSCwAAAAAoT/xOsm677TYtXrxYLpdLxhiFhYWpa9euGjx4sPr06aO4uLiSKKckyeVy6euvv9bixYu1YsUK7dy5UykpKapevbo6dOigoUOH6uabby6x1wcAAACAwvidZC1YsECSVLlyZfXt21eDBg1S/fr1JUmHDx/2uwANGzYscuxXX32l6667TpJUu3Ztde7cWXFxcdq2bZsWLlyohQsX6oEHHtDkyZPpRQMAAAAQEMUaLuhwOHT69GlNmzZN06ZNK/aLOxwOZWZmFjk+LCxMffr00bBhw3TVVVe5LZs7d64GDhyoKVOmqFOnTho8eHCxywUAAAAAxVWsixEbY2y7+aNbt2768MMPCyRYktS/f38NGTJEkjRz5szivC0AAAAAOGd+92QlJiaWRDls0aZNG0nSr7/+GuCSAAAAACiv/E6yEhISSqIctti5c6ck6fzzzw9wSQAAAACUV2XmstqHDh3S9OnTJUl9+vQp8nopKSl+PQ8AAAAAvpSJJCszM1ODBg3SqVOn1KpVKw0dOrTI61aoUKEESwYApc8YozRXlvU4NSPLRzQAALBbmUiyHnzwQS1fvlzVq1fXhx9+KKfTGegiAUBAGGPUd/Iabdh3ItBFAQCg3Ar5JGvYsGGaOnWqqlatqqVLl6px48Z+rZ+cnOzx+ZSUFNWqVcuOIgJAqUlzZXlNsNrFV1VMZHgplwgAgPInpJOs4cOHa8KECapSpYqWLFlizS7oj7i4uBIoGQAE3vpR1yrW+WdSFRMZzoXaAQAoBSGbZD311FN6/fXXVblyZS1ZskTt2rULdJEAIKjEOsMV6wzZZh4AgJBVrIsRB9rTTz+tV199VZUrV9bSpUvVvn37QBcJAAAAACSFYJI1atQojR07VlWqVCHBAgAAABB0QmocyYIFC/Tyyy9Lkho1aqS3337bY1yNGjX02muvlWbRAAAAAEBSiCVZx48ft+6vX79e69ev9xgXHx9PkgUAAAAgIEJquOCQIUNkjCn0tnfv3kAXFQAAAEA5FVJJFgAAAAAEO5IsAAAAALARSRYAAAAA2IgkCwAAAABsRJIFAAAAADYiyQIAAAAAG5FkAQAAAICNSLIAAAAAwEYkWQAAAABgI5IsAAAAALARSRYAAAAA2IgkCwAAAABsRJIFAAAAADYiyQIAAAAAG5FkAQAAAICNSLIAAAAAwEYkWQAAAABgI5IsAAAAALARSRYAAAAA2IgkCwAAAABsRJIFAAAAADYiyQIAAAAAG5FkAQAAAICNSLIAAAAAwEYkWQAAAABgI5IsAAAAALARSRYAAAAA2IgkCwAAAABsRJIFAAAAADaKCHQBAADFY4xRmivL7bnUjCwv0QAAoLSQZAFACDLGqO/kNdqw70SgiwIAAPIhyQKAIOetx8pXgtUuvqpiIsNLumgAAMADkiwACCL5EypjpH6T12jb76e9rrN+1LWKdbonVDGR4XI4HCVWTgAA4B1JFgAEieIMAWwXX1XV45wkVADKFU/nn/LnEoIJSRYABIC/QwCbn19J8x68QvmPHzioAFAetXtpWcHn4qv+r52kTUTgkWQBQCkrSo9V/iGAJFMAyruYyHC1i6+q9V7azvX7TijNlaVYJ4e3CDy+hQAKlb/XhWnCz02aq/BJKxgCCADuHA6H5j14hcdRAJ56toBAIskC4BNThZessjRpBedIAChpDoeDniqEBL6lAHzy1evCNOHnLtYZXmYOGDhHAgCAHGXjlx1AqeA8IeTHORIAisrbhD9AWcSvHoAiK0u9LrAH50gAKAqGnqO84WgJAHBOOEei/PHUI5GLHm54UpQJfxh+HhrokSwafhUBAECRFdYjwXl4KExZmvCnvKFHsuhIsgAAQJEV1iPBeXgoDEPPQxc9kkUXct/wHTt2aMmSJdqwYYM2bNig7du3KysrSy+++KJGjRoV6OKVuJSUFK/LwsPDFR0dXaTYsLAwxcTEFCs2NTVVxhiPsQ6HQ7GxscWKTUtLU3Z2ttdyxMXFFSnWGKMw55+fw9mzZ5WVleX1X7K8282N9SY2NtbaRnp6ujIzM22JjYmJUVhYmCQpIyNDLpfLltjo6GiFh4f7HetyuZSRkSFJSs3IVHbGWUk53xPjilBUVJQiIiIKxHoSFRVl3TfZWdY2PHE6nYqMjJQkZWZmKj093et288ZmZWXp7NmzXmMjIyPldDr9js3OzlZaWpotsREREdZnYYwp8Jn6ik1NTfW6XX/2+9JsI1LSXR7fYzC0EfljC9vvaSMKxpqsTJmsTK382zVWj0RqRpauGpskKWf/lbPobURue+LPfl/W2whf+30othEKj7Qep6amyrg8H4ifSxuR7Ur3+RtDG+F/bP42IiUlzWrb8+7/ubEVonOu8ejPfu9PbEgxIWbYsGFGUoHbiy++aOvrJCcnW9tOTk62ddvnwtN7z7316NHDLTY2NtZrbJcuXdxia9So4TW2Xbt2brHx8fFeY5s3b+4W27x5c6+x8fHxbrHt2rXzGlujRg232C5duniNDXdGm/i/LbJuMQ29bzf/LtC3b1+fsXm/CwkJCT5jjxw5YsU+9NBDPmP37NljxY4YMcJn7NatW63Y0aNH+4xdu3atFTtu3DifsUlJSVbspEmTfMYuWrTIik1MTPQZ+8EHH5iUdJeJ/9siU+MvT/uMTUxMtLa7aNEin7GTJk2yYpOSknzGjhs3zopdu3atz9jRo0dbsVu3bvUZO2LECCt2z549PmMfeughK3bvgd98xiYkJFixedsiT7e+ffu6fYd9xdJG5NxiY2PdYnv06OHzc8uLNsKYlHSXqXbdgz5jP5r/qbXdorQRuT744AOfseWljThy5IjP2FBsI3J/B+L/tshcYHMbkbttZ+2LvcbSRvx5C8XjiGDgb26Qk8aGkJYtW2rEiBGaPXu2tm/frrvuuivQRUKQyfbyjxcAAABQGhzGhPYR6ZAhQzRjxgzbhwumpKSoQoUKkqTk5GS3ruBACpahQN6+NoEeCpSakanLXlymMGe0dWLt8dMpuvIfOVNJb3ju2gLjwMtTN39xhwte9qL75+dvN39GttT8+f/KZGfp6+GdvZ7wXF6GAqWku9TsmQWSPH8nQ3EokKfhgvm/N1Lg2whPsaU1FMjkm5GrsDYi7xDnYGojUjMy1ezZz2SyMt3qNm9bsfWlm1UpNue7xnDBkhku6HQ6lebKKhCbf2h8sLQRJjxSzZ//ryRp/dNXeT1vpzhtRGpGppo//19lu9K1YVR3r+d7BXsbcS6xpdVGnEpJ89i2548ti8MF/c0NAl9i+MWfZK+kYvM2fnbG5m2sixvriMy0zseyTqytFGc9FxcX5/Nk27w/LoWJiopyO9/Irlin02n9KAcqNjIy0jo4yfuZevr88sZ6k5GR88PgCAtXlzfWFFjuaTayiIiIIjeq4eHhRf4O+xMbFhZ2zrG5B9ZZyjkIlaQ0V3aRv5MOhyMo9nu/24gI398bt9gisqON8MSf/b64bYQpxoxc3mbpC4Y2whEeIUd4hFvd5m0r8u67RWkjcvmz35eVNsKTwvZ7X9+nwmZ3DFQbkdv+STn7fVEnvvCnjQiLjCq0Tc0VbG2EnbEl2UbEKaxIbbs/+70/saGEJAtAiYuJDFe7+Kpa7+UAs6zORlacA2uEvvw9VlLOpBD+fg/K6n6Bc+drhje+N0BwKPd7oLfubV/d3oEULEOBgnm4YHbG2QKzC/qaya08dfMHanbBiIgIzXvwCp1JS3cb3pN3NrKUlBRFOmJDeihQamqq28F1akaW1u38XVJOL54jIqe8xhgZV7raXlBF2RlnleJy/8e5rAwXLI+zC8bExKjfu99qw74TMpkumeyCsbkzcnlrI/LvF8YVEbA2Im/C+OdwwSxrdsG8dZu3rWB2Qf9j/dnvM/J8tdc9213KTPf4vZGCp41gdsEcoX4ckXd2wfyfdVkfLug3O2fdCITcmVmKO7ugfMxmIj9mECktvsrJzGE5N0dklIn/2yKTku4yxhhzw403+fzc8mJWoBwlNStQWZ457JdffvEZe/f9Q01KusukpLvK9eyCzZo1tz6HlHSXadbMextxQXy8W2zbyy7zGhssM4cdOX7SmkEtrmV337Eh1kbUGvAP670xu2COQM0uOPCuu6y6OHL8pM/YXr37mJR0l8nOzjbGBKaNaHvZZeaPM2eZXVAcR+TeysPsgiGYFgJA8Dnr8v7PpSRFR4RZw3fK8zCeXUeSrZPfJem3I8leYw+eSHOL/f3g6RItm916tj5fc7cGuhQo7/774yE1f/6/1rlagbD14Gm1e2lZQF4bCJRyP7ugr+GCtWrVksTsgqE2XDB3dsFtf79Bsc4IHT+drEvH5ByoMbtgYGYX9DYUKP+2q1QI3eGCyWcz1HzkQkkFL9AYExmuyMjIMn2h0fxtRHZ2tgb933fauP+ke7BDCov8swzZrrM5/wt6UiA2XcrXnuTdp4NhKJAinGoxeokkadOzXeX0caEU78MFC+5zgWgj8pZj5d+uUbVKcW5tRLjJcptcgdkFzy3W3+GCbV5eIUn68YXrpcwMGWM87nOOsDA5InLKsO3vN8i4vH9mdrUReb8LOYVwKCwy5721i6+qGYMv8bpdZhcsXiyzC5Y8Zhf0U7AkT0UVNDOHlUCs3bML5oqOjmZ2QT9j7Z5dMFf+2cDybtsRGS2Xccj1vxmoYiJLZjawkpw5LPe9nFe1km0zBobs7IKS5g/rVmACCDukZmRZ/4p726ftnjnM5J6bFBYhR5j3uk3N+PP9RkVFFbnXMm8bUdg+V1ptRN5yFPhOe3hfzC5oX2ze/d767uWRled75nA4FPu/WE/7XN79RSqdNiLvdyH3ciq58k8xXxhmF/Q/ltkFg0O5T7IABIf8Q0kKm4YYwc/hcJSJoZEmgLNE5k3acvl7kFoeeUpM7FRadeDvdy8Y9znrcioIOZ72I09tEjzjWw8gYHxN7c40xCiK0vjBL8706+3iq3q92Kpf2/FwHsu5/gFR1AQkVA+mSiMpLq0/gXxN1Z5bDju+Zyg/irr/GyP1m7xG234PrXNhgwlHLwACxuFwaN6DVxSY9pwTpFFUpf1dyT/0yZtz6ekoyevKBbJX7lz5kxyW9PsriT+BCus18PTd8/d7VhI9o/R2BCdP9WJn4kSCX7iQS7I2btyohx56yHq8e/duSdK7776rRYsWWc/Pnz9f559/fqmXD4B/gnF4S2E4qAiswpKQktIuvqqqxzlLvPfC058Pkj1/QBTWM+JJMBxMFTc5LGpSXFQl9SdQUd6fHcPu7O4ZDeWkPRQFoheq+fmV/vf9cH+eYcuFC60jG0mnT5/Wd999V+D5AwcO6MCBA9ZjXzMOAUB+DKEIHd6SkJJWmgcVpfHnQ2n0ytmluMlhaSTFdijJYYEl2TPKcMaSUdK9UN4SJ0+CYf8PVSGXZHXt2tXrVJ4AUBx2/hvLQUXpCMUe0GATqhMSBEtymL/32q7Xs2NYYF4l2TOal93lLq/s/D2iFyqwQq91Bc4BM3XBk+L8S86PFxAYwZIcltSMqCXx/krjT4lgqZdQV9jvEb1QoYO9AeVKSczUhbIlWP4lBxB8mBEVdiqNyU4QOLQEKPNKcjw6SlYgeh75NxaAN8yICruU1mQnCBxqDmVeaY1Hh/3oeQQQbDgfEHZg0pCyj1YC5QI/iqGDnkcg9Nl9SQMukYCyjGGBZRNHKQCCCj2PQOhjXwWKjmGBZRM1CiDo0PMIhJ7SuEg0Q6hKRlF7CkOhdyVYZxHOP8kFvbNlH0cxIcLXhVKDofEIhMJm5UHZFaw/okB5VhoXiWY/LxlF7XkMhXNig/FcXjuvfYXQQZIVItJcWWr+/H89Lgt04xEINFglI1QS12D8EQVKU3H3y5Len+mFDh3F6XkM1nNig/1cXl+TXNA7W3YF116CYgl04xEIzMpjv2BPXIvyI3osJaNI17jKLxgTScAXznkKTsGa/HriT89jsJ8TG0rn8uaf5ILe2bKr/ByVh7iYyHBt+/sNbs8FY+MRCMzKY49gT1yL8iPK/oCyzM5zngK9P5dVodYGFafnMW9CGEx/UIVKLyqTXJQf1HKICJXGIxBosPwXqleZ97QfcOCJ8sLOc56CYX8uK8pbGxRqiaQdfJ0XXxTBlIyi9HBkiqAXKucJhYqydpV5DjxRnvCHW/ApD21QYYlkKCSHxRXsQ+kRvGipEdRo3OwX7MMCi4MDTwCBVNbboMISyWBNDvM6l/Pl7DoGCcXfVxRf2W0RUCaUxYQgmATrsEAAQHAJ9UTSjmGOnn4z/cHva/kSunsLyp2STAjK63WXQmlYIAAA/rD7fLnqcc4yf1wA+3B0haDi64roJZkQcN0lAADKlvJwvhyCF0kWgkZpn38V7BcvBAAA5ybUhzkidPGtQ9Ao7Suih9LFCwEAABA6SLJCTEpKinU/NSNT2RlnrefDsqMUHR3tMTa/sLAwxcTEFCs2NTVVxhiPsQ6HQ7GxscWKTUtLs97Pyr9d4/OK6GlpacrOzvZa5ri4OOv+2bNnlZXlfahA/ljjSnf7XI3rz90kNjbWKkd6eroyMzO9btef2JiYGIWFhUmSMjIy5HK5bImNjo5WeHi4W2z+703u+8sb63K5lJGR4XW7UVFRioiI8Ds2MzNT6enpXmOdTqciIyP9js3KytLZs2e9xkZGRsrpdPodm52drbS0NFtiIyIiFBUVJSmn1zY1NdWW2PDw8CLv9/7EBm0bUcT9viTbCF+xZaGNKEosbQRtBG1E8WJpI3IUt40IKQYeJScnG0lGkklOTg50cSy5ZfJ069Gjh1tsbGys19guXbq4xdaoUcNrbLt27dxi4+PjvcY2b97cLbZ58+ZeY+Pj491i2152mdfYGjVquMV26dLFa2xsbKxbbI8ePXx+bnn17dvXZ2ze70JCQoLP2CNHjlixDz30kM/YPXv2WLEjRozwGbt161YrdvTo0T5j165da8WOGzfOZ2xSUpIVO2nSJJ+xixYtsmITExN9xn7wwQdW7AcffOAzNjEx0YpdtGiRz9hJkyZZsUlJST5jx40bZ8WuXbvWZ+zo0aOt2K1bt/qMHTFihBW7Z88en7EPPfSQFXvkyBGfsQkJCVZs3rbI061v375u32FfsaHeRrRr185rLG3EnzfaiJwbbUTOjTYi50Yb8ectlNuIQPI3NwjBtBCAP8z/JhPJyPT+jx0AAADs4zDGSx9sOZeSkqIKFSpIkpKTk926ggMp/3DBy17MOXdow3PXqmJMaA8XPHbqjNq8sMR6P/lPVC2tbv4zaelun2vecoRaN39UVJT6/3utNuw7IZPlksn3OeR9fwwFKhjLUKDgaiMYClT2hwLRRtBG0EYUL7a8tBGB5G9uQJLlRbAmWXmlZmSq+fP/lSRt+/sNITV7Tm7vSl55J5wI5PvJ+7nmvzZXME/hWthnmh9T1AMAABSNv7lB6ByVIyR5OvA3Ruo3eY22/X46QKUquvwJSrAmJqYI09+HUsIIAAAQykiyUGKKcuDvSUlM1+4PX9fPCtZrZ/ma/l7iSvUAAAClKbiOFBGyvA1V83Xg3/z8Sv/rFXJ/PtA9LJ6unxVK187K32MlBf4zBQAAKE9IsnDOijNUTQruA39fV4hPzfB+Qmt+gXiPsc7woOtpAwAAKE84Eisj/DnwL4nXLk9D1fzp0QrWc7gAAABQckiyyohgGcoWaj1WReXrPC1fgvUcLgAAAJQcjvxCWHEP/EtKWeuxysvTeVq+hNI5XAAAALAXSVYI8/fAv6SVhR4rX3ydp1VSPE0o4kkgh4sCAADAHUlWiAvEgT9KR3GnwAcAAEBgcXQOlLDi9jIVNqGIJ4G+xhgAAABIsoASZ8e5WZ4mFPGkrA/ZBAAACAUkWUAJsHNSkrI8oQgAAEBZRJIFlAA7JyWhdwoAACC0kGQBJYRJSQAAAMqnsEAXAAAAAADKEpIsAAAAALARSRYAAAAA2IgkCwAAAABsRJIFAAAAADYiyQIAAAAAG5FkAQAAAICNSLIAAAAAwEYkWQAAAABgo4hAFyBYGWOs+ykpKQEsCQAAAIBAypsP5M0TvCHJ8iI1NdW6X6tWrQCWBAAAAECwSE1NVYUKFXzGMFwQAAAAAGzkMEXp7yqHsrOzdfToUUlSbGysHA5HQMuTkpJi9agdPnxYcXFxAS0P/Ecdlg3UY9lAPYY+6rBsoB7LhvJQj8YYa6RbjRo1FBbmu6+K4YJehIWFqWbNmoEuhkdxcXFl8stbnlCHZQP1WDZQj6GPOiwbqMeyoSzXY2FDBPNiuCAAAAAA2IgkCwAAAABsRJIFAAAAADYiyQIAAAAAG5FkAQAAAICNmMIdAAAAAGxETxYAAAAA2IgkCwAAAABsRJIFAAAAADYiyQIAAAAAG5FkAQAAAICNSLIAAAAAwEYkWQAAAABgI5IsAAAAALARSVYImDdvnrp27aqqVasqLi5Ol1xyicaNGyeXyxXookGSy+XS8uXL9eSTT6p9+/aqUqWKIiMjVbt2bd1666367LPPfK6/bNky9ejRQzVq1FBMTIyaNm2qZ599VsnJyaX0DuDNU089JYfDIYfDoZdeeslrHHUYfDIyMjRhwgR17txZ1apVU3R0tOrVq6ebbrpJc+fO9bgO9Rhc9u/fr0ceeURNmjRRTEyMoqOj1aBBAyUkJGjLli1e16MeS8+OHTs0ceJEDRkyRK1atVJERESh7WWu4tbTrl27NGTIENWrV09RUVGqV6+ehgwZol9++cWut1Xu+FuP2dnZ+uabb/T888+rc+fOql69uiIjI1WjRg1dd911mj17towxPl9zw4YN6tevn2rVqmXt248++qiOHDlSEm8xMAyC2rBhw4wkExERYa6//nrTu3dvU6VKFSPJdO7c2aSmpga6iOXe0qVLjSQjydSuXdvcfPPN5vbbbzctW7a0nn/ggQdMdnZ2gXVff/11I8k4HA5z9dVXm379+pnatWsbSaZJkybmjz/+CMA7gjHGrF692oSFhRmHw2EkmRdffNFjHHUYfH799VfTvHlzI8nUqFHD9OzZ0/Tv399ceeWVJjY21vTp06fAOtRjcPn2229NxYoVjSRTt25dc+utt5pevXqZBg0aWL+JH3zwQYH1qMfSlXuMkv/mrb3MVdx6WrVqlYmNjTWSTIsWLUz//v1NixYtjCQTFxdn1qxZUxJvs8zztx537txpxVSrVs1cf/31pn///qZ9+/bW8z179jTp6eke1583b56JiIgwkkz79u3N7bffbho2bGgkmVq1apmdO3eW5NstNSRZQWz+/PlGkqlQoYLZsGGD9fwff/xhWrVqZSSZ4cOHB7CEMMaY5cuXmz59+pivv/66wLL333/fhIeHG0lmxowZbss2btxoHA6HCQ8PN59//rn1fEpKiunevbuR5PFgECUvJSXFXHzxxaZu3brmtttu8/pjQx0Gn9TUVNO0aVMjyYwZM8ZkZGS4LU9JSTGbNm1ye456DD6tW7e2/qDKW4dZWVlm1KhRRpKpUqWKSUtLs5ZRj6Xv3//+txkxYoSZPXu22b59u7nrrrsKTbKKW08pKSmmTp06RpJ55pln3JY988wzRpKpX78+fz4Xg7/1uGvXLtOtWzfzxRdfmMzMTLdlK1asMHFxcUaSeeGFFwqse/DgQStRfvfdd63nMzMzzaBBg6zEy9Mf06GGJCuI5f4j8NJLLxVYtnLlSiPJREVFmZMnTwagdCiqe++910gy3bt3d3u+X79+RpK57777Cqyzd+9eExYWZiSZ7du3l1ZR8T+PPfaYkWQ+++wzk5CQ4PXHhjoMPs8995x1cF5U1GNwOXr0qPVv+JEjRwosz8zMNDExMUaS2bhxo/U89Rh4vtrLXMWtp7fffttIMo0bNzZZWVluy7Kyskzjxo2NJDN58mR73kw5VpR69OXFF180ksxFF11UYNmTTz5pJJlrr722wLIzZ86YypUrG0lm8eLFxXrtYMI5WUHq4MGDWrdunSTpzjvvLLC8c+fOql+/vtLT0/X555+XdvHghzZt2kiSfv31V+u5jIwM61wtT/UbHx+vTp06SZLmz59fCqVErhUrVmjixIkaPHiwevTo4TWOOgw+LpdL77zzjiTpySefLNI61GPwiYqKKnJsjRo1JFGPoeJc6in38R133KGwMPfD17CwMPXv31+S9PHHH9tebvjH03FPrtx69FT/FSpU0K233iqpbNQjSVaQ2rRpkySpWrVqatCggceYdu3aucUiOO3cuVOSdP7551vP/fzzz0pNTZX0Zz3mR/2WvuTkZN1zzz2qVauW3nzzTZ+x1GHw2bhxo44ePao6deqoUaNG+uGHH/TCCy9o6NChevrpp/XZZ58pOzvbbR3qMfhUqFBBV111lSRp1KhRbpM8ZWdna8yYMUpLS9NNN92k+vXrS6IeQ8W51FPuY+o3+Hk67pGkM2fOaNeuXZLKRz1GBLoA8GzPnj2SpAsuuMBrTO6PS24sgs+hQ4c0ffp0SVKfPn2s53PrrEqVKqpYsaLHdanf0jdixAjt2bNH8+fPV9WqVX3GUofB5/vvv5ck1atXT08//bTGjRvnNsPV2LFj1aZNG33yySdW20o9Bqd///vf6tGjh6ZMmaLPPvtM7dq1U3h4uDZt2qSDBw/qrrvu0qRJk6x46jE0FLeezpw5o2PHjknyflyUu94ff/yhlJQUxcXF2VZuFF1qaqomTJggyf24R5L27t1r3S+sHsvCfkpPVpA6c+aMJPlsJCpUqCBJOn36dKmUCf7JzMzUoEGDdOrUKbVq1UpDhw61llG/wWfJkiV69913dccdd+i2224rNJ46DD65B2GbNm3S2LFj9dBDD2nHjh06deqUli5dqsaNG2vTpk26+eabrd4R6jE4NWnSRGvWrNH111+vgwcP6tNPP9XHH3+sPXv2qFGjRuratasqVapkxVOPoaG49ZS7nq91c9fLvy5K10MPPaQ9e/aoTp06GjlypNsyf+qxLNQhSRZQQh588EEtX75c1atX14cffiin0xnoIsGLU6dO6d5779V5552niRMnBro4KKbcXiuXy6UBAwZo0qRJaty4sSpVqqRrr71WS5cuVXR0tLZu3ar3338/wKWFL6tXr1arVq20detWzZkzR4cOHdLx48e1cOFCuVwu3Xvvvbr33nsDXUwAebz44ouaMWOGoqOj9cEHH6h69eqBLlJAkWQFqdxu9JSUFK8xuRfsy/tvHoLDsGHDNHXqVFWtWtX6Bz0v6je4PP744zpw4IAmTZpknUhfGOow+OQdfpS35zjXBRdcoJtvvllSzoVQ865DPQaPkydPqlevXvrjjz/08ccfa8CAAapVq5aqVq2qnj17avHixYqNjdW0adOUlJQkiXoMFcWtp7z7trd1817EmDoufa+//rqef/55RUVFaf78+dYEJnn5U49loQ5JsoLUhRdeKMnzzCy5cpflxiI4DB8+XBMmTFCVKlW0ZMkSa5advHLr7OTJk27d53lRv6Vn/vz5ioiI0L/+9S917drV7bZ48WJJ0tSpU9W1a1fdcccdkqjDYNSwYUOP9z3F/P7775Kox2D02Wef6Y8//lDDhg11+eWXF1ie9/ncZJl6DA3FraeKFSuqWrVqkqT9+/f7XK9GjRqcj1XKJk6cqOHDh8vpdOqjjz7SjTfe6DEuPj7eul9YPZaF/ZQkK0jlHpgfO3bM68l/69evlyS1bdu21MoF35566im9/vrrqly5spYsWeJ19pwmTZooNjZW0p/1mB/1W7oyMzP11VdfFbgdPnxYUs4Ju1999ZW+/fZbSdRhMGrbtq0cDock6ejRox5jcp/PHfdPPQaf3IMvX/9kV65cWZJ0/PhxSdRjqDiXesp9TP0Gl7fffluPPfaYlWDljhbwpFKlSmrUqJGk8lGPJFlBql69emrfvr0kac6cOQWWr1q1Sr/++quioqJ8XssHpefpp5/Wq6++qsqVK2vp0qVW/XnidDqthshT/e7bt0/ffPONJKlXr14lU2BYTp48KZNzcfYCt4SEBEk5Y82NMdbsSNRh8Kldu7Y6d+4s6c8ejrxcLpe++uorSVKHDh0kUY/BqG7dupKkn376SadOnSqw3OVyaePGjZJkXeKEegwN51JPuY/ff//9ApdiyM7O1ty5cyVJvXv3tr3c8Gzy5Ml65JFHrASrZ8+eha6TW4+e6j85OVkLFy6UVEbqMWCXQUah5s+fbySZChUqmA0bNljPHz161LRq1cpIMsOHDw9gCZHr2WefNZJMlSpVzNq1a4u0zoYNG4zD4TDh4eHmiy++sJ5PSUkx3bt3N5JMnz59SqrIKKIEH1e+pw6Dz7Jly4wkU7VqVbNmzRrreZfLZR599FEjyVSsWNEcOnTIWkY9BpcjR46YuLg4I8n069fPnDlzxlqWnp5uHn74YSPJREZGmt27d1vLqMfA89Ve5ipuPaWkpJg6deoYSWbkyJFuy0aOHGkkmXr16pnU1FT73lA5VZR6nDJlinE4HMbpdJqFCxcWedsHDx40sbGxRpKZMmWK9XxmZqa56667jCTTvn17k52dfU7vIRg4jMlzEREEnWHDhmnChAmKjIxU9+7dFRcXp+XLl+vkyZPq1KmTli5dqpiYmEAXs1xbsGCB/vKXv0jKuYheixYtPMbVqFFDr732mttzb7zxhp544gk5HA516dJFNWvW1MqVK/X777+rSZMmWrVqVZEnYkDJGDJkiGbMmKEXX3xRo0aNKrCcOgw+L730kp577jlFRESoQ4cOql27tjZu3Ki9e/cqJiZG8+bNKzCkhXoMLu+9957uvvtuZWZm6rzzzlP79u0VGRmp9evX6+DBgwoLC9Pbb7+tBx980G096rF0bdy4UQ899JD1ePfu3Tp69Kjq1atn9UhKOee95r0wbXHrafXq1br++uuVmpqqli1bqmXLltq6dau2bt2quLg4LVu2TB07dizZN10G+VuPmzdvVtu2bWWMUdOmTT2eO5kr91qhec2bN08DBgxQVlaWLr/8cl144YVat26dfvnlF9WqVUurVq2yhhWGtAAneSiCuXPnmquvvtpUqlTJxMTEmJYtW5p//vOfJj09PdBFgzEmMTHRSCr0Fh8f73H9pUuXmhtvvNFUq1bNREVFmYsvvtg888wz5vTp06X7RuBRUf7Row6Dz3//+19z0003mWrVqpnIyEhTv359M2TIELN9+3av61CPwWXz5s1myJAhpmHDhiYqKso4nU4THx9vBg4caL777juv61GPpScpKalIv3979uwpsG5x62nnzp1m8ODBpk6dOiYyMtLUqVPHDB482OzatauE3mXZ5289FjXeV5qxfv1607t3b3PeeedZ+/bDDz/sNsog1NGTBQAAAAA2YuILAAAAALARSRYAAAAA2IgkCwAAAABsRJIFAAAAADYiyQIAAAAAG5FkAQAAAICNSLIAAAAAwEYkWQAAAABgI5IsAAAAALARSRYAIKhNnz5dDodDDodDK1asCEgZVqxYYZVh7969ASkDACB0kGQBAAAAgI1IsgAAAADARiRZAAAAAGAjkiwAAAAAsBFJFgAgZHXt2lUOh0NDhgyRJK1cuVK33XabateuraioKDVo0ECPPvqoDh8+XOi25syZoy5duqhKlSqqWLGiWrdurZdffllpaWlFLs/u3bv1+OOPq2XLlqpUqZJiYmLUqFEjPfDAA9qxY0eB+EOHDqlmzZpyOBy64oorlJmZ6XG769atk9PplMPh0N13313k8gAAAoMkCwBQJrzxxhvq2rWrPv30Ux0+fFgZGRnau3evJk2apA4dOujgwYMe18vKytLAgQM1cOBAff311zp16pSSk5P1ww8/aNSoUerYsaNOnjxZ6OtPmDBBzZo101tvvaUff/xRZ86c0dmzZ7V79279+9//VsuWLZWYmOi2Tu3ata3nvv32Wz3//PMFtnvmzBkNGDBALpdLF198sSZOnOj/hwMAKFUkWQCAkPf1119r+PDhuvXWW7Vq1SodPXpUv/zyi5577jk5HA7t379fTz75pMd1//73v2vOnDmSpGuuuUYrVqzQ0aNH9dNPP+nZZ5/Vtm3b9MQTT/h8/cmTJ2vYsGFyuVy65ZZbtHjxYv322286evSoVqxYoZtuukmZmZm67777tHz5crd1b775Zj322GOSpLFjxyopKclt+cMPP6zdu3crMjJS//nPf1ShQoXifkwAgNJiAAAIYomJiUaSkWSSkpLclnXp0sVadv/993tc/9FHHzWSjNPpNKdOnXJb9vvvv5vIyEgjyVxzzTXG5XIVWP///u//rNeQZPbs2VNgG9HR0UaSGTlypMcyZGdnm/79+xtJplWrVgWWnz171rRu3dpIMnXq1DFHjx41xhjz3nvvWa87btw4bx8RACDI0JMFAAh5sbGxGjdunMdluecwZWRkaMuWLW7L3nvvPblcLknSm2++qYiIiALr33vvvWrbtq3X1548ebLOnj2r+Ph4vfDCCx5jHA6Hxo4dK0n64Ycf9P3337stj4qK0vvvv6/Y2Fj99ttvuvvuu7V792499NBDkqTrrrtOI0aM8FoGAEBwIckCAIS8jh07qkqVKh6XNWnSxLp/6NAht2WrVq2SJF100UVq3bq11+336dPH67Jly5ZJkrp166azZ88qOTnZ46169eqqUaOGpJyJLPJr1qyZ3njjDUnSwoULdcUVV+j06dM677zzNHPmTDkcDq9lAAAEF5IsAEDIq1OnjtdlsbGx1v3U1FS3ZXv37pWUk+D40rx5c6/LfvrpJ0lSYmKiKlas6PN29OhRSdIff/zhcVsPPPCAevfu7RaTmJio2rVr+ywfACC4kGQBAEJeeHh4keKMMW6Pk5OTJanQySR8LT916lSRXjuvs2fPel3Wvn17637dunXVvXt3v7cPAAgskiwAQLmVmzzlJlve+Fqeu40nnnhCxpgi3caMGeNxWxs3btTo0aOtxwcPHtTw4cP9fFcAgEAjyQIAlFsXXnihJGn79u0+47Zt2+Z1WcOGDSXlXIj4XKSkpGjAgAHKyMhQgwYNNGzYMEnSv/71Ly1YsOCctg0AKF0kWQCAcqtz586SchKk/DP+5fXxxx97XXbDDTdIypkA49ixY8Uuy2OPPaaff/5ZERERmjNnjl577TVdfvnlknJmOPztt9+KvW0AQOkiyQIAlFuDBg1SZGSkJOn//b//p8zMzAIx06ZN04YNG7xu4+GHH1Z0dLRSUlJ09913Kz093edr5k6UkdcHH3ygadOmSZJGjx6tjh07WslW7oQZgwcPLnBOGQAgOJFkAQDKrdq1a+uZZ56RJH355Ze6/vrr9fXXX+vYsWP6+eef9dxzz2no0KFq0KCB123UrVtXEyZMkJQz9fpll12madOmadeuXTp58qQOHTqk7777ThMmTFCXLl3cJraQpP3792vo0KGSpKuvvlojR460ljVs2FBvv/22JGn58uV69dVXbX3/AICSUfCqiwAAlCPPP/+8du3apTlz5igpKUlJSUluy1u1aqUXXnjBmlrdk/vvv1/h4eF65JFH9OOPP+ree+/1Glu1alXrflZWlgYOHKiTJ0+qatWqeu+99xQW5v7/51133aXFixdrzpw5GjVqlLp166Z27doV890CAEoDPVkAgHItPDxcs2fP1uzZs3XVVVepUqVKiouLU4sWLTRmzBh9++23bomRN/fcc4/27NmjMWPG6IorrlD16tUVHh6uuLg4NWnSRP3799e///1v7dq1y1rnxRdftC6IPGXKFNWvX9/jtt955x01aNBALpdLd955Z6GzIQIAAsthGOANAAAAALahJwsAAAAAbESSBQAAAAA2IskCAAAAABuRZAEAAACAjUiyAAAAAMBGJFkAAAAAYCOSLAAAAACwEUkWAAAAANiIJAsAAAAAbESSBQAAAAA2IskCAAAAABuRZAEAAACAjUiyAAAAAMBGJFkAAAAAYKP/D8AmcuHPtzuJAAAAAElFTkSuQmCC", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -538,16 +522,16 @@ "\n", "### OPTICS to the rescue\n", "\n", - "OPTICS looks the the slope from one point to the next on this plot and if it passes a threshold value $\\xi$ (called **xi** in the code) a cluster boundary is drawn. In essence this looks for the distinct \"U\" shape clusters make on this plot. Specifically, cluster boundaries are drawn if the ratio from one point to its successor on the reachability plot is more than $1 - \\xi$.\n", + "OPTICS looks at the slope from one point to the next on this plot and if it passes a threshold value $\\xi$ (called **xi** in the code) a cluster boundary is drawn. In essence this looks for the distinct \"U\" shape clusters make on this plot. Specifically, cluster boundaries are drawn if the ratio from one point to its successor on the reachability plot is more than $1 - \\xi$.\n", "\n", "In general you are better off keeping $\\xi$ at its default value of 0.05 and instead adjust **min_samples** as it will have a more meaningful effect on the resulting clusters.\n", "\n", - "Time to looks at some examples:" + "Time to look at some examples:" ] }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 13, "id": "3df9ad91", "metadata": {}, "outputs": [], @@ -587,20 +571,18 @@ }, { "cell_type": "code", - "execution_count": 42, + "execution_count": 14, "id": "e8cf5fa2", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -621,20 +603,18 @@ }, { "cell_type": "code", - "execution_count": 43, + "execution_count": 15, "id": "61a6e5e3", "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAApQAAAMDCAYAAAAc24VzAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjMuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8vihELAAAACXBIWXMAAAsTAAALEwEAmpwYAABZPElEQVR4nO3dfZxcd133/9cnmzQN6V1qQku7W0JEkqtYs1LUIlzucqNt1YI/pZXSkgiyCCjSkipFvBa7gBRtbCvKTfeCy3i1gFZQWqVFke7Kpa1ia2IpJhXSQJZSydo0pWmam83398eZTTeT2Z3ZPTN75ub1fDzmMTlnzpn5zMns7Hu/3/P9nkgpIUmSJM3VgqILkCRJUmszUEqSJCkXA6UkSZJyMVBKkiQpFwOlJEmScllYdAGtKCL+DVgBfL3oWiRJkqp4LrArpfTDjXoBA+XcrDj55JPP7O3tPbPoQiRJkmayefNm9uzZ09DXMFDOzdd7e3vPHBkZKboOSZKkGfX39zM6OtrQXlXPoZQkSVIuBkpJkiTlYqCUJElSLgZKSZKkAgwPD9PT08Pw8HDRpeRmoJQkSSrA0NAQY2NjDA0NFV1KbgZKSZKkAgwODtLd3c3g4GDRpeTmtEGSJEkFGBgYYGBgoOgy6sIWSkmSJOVioJQkSVIuBkpJkiTlYqCUJElSLgZKSZIk5WKglCRJUi4GSkmSJOVioJQkSVIuBkpJkiTlYqCUJElSLgZKSZIk5WKglCRJUi4GSkmSJOVioJQkSVIuBkpJkiTl0pGBMiLujIgUEe8ruhZJ9Tc8PExPTw/Dw8NFlyJJHaHjAmVEXAqsLboOSY0zNDTE2NgYQ0NDRZciSR2howJlRJwCXA+8o+BSJDXQ4OAg3d3dDA4OFl2KJHWEjgqUwO8BD6SUPlV0IZIaZ2BggJ07dzIwMFB0KZLUERYWXcB8iYiXAOuwu1uSJKmuOiJQRsQi4GPAdSmlbbPcd6TC6t46lCVJktQWOqXL+53AEuD9RRciSZLUbtq+hTIizgLeDbwRWBwRi6c8vLg0UOd7KaWJSvunlPorPOcI0Ff3YiVJklpQJ7RQrgKOB24Gdk+5AVxV+vc5xZQmSZLU+tq+hRLYDLy0wvq7yELmx4Gvz2dBkiRJ7aTtA2VK6TFgpHx9RAB8M6V0zGOSJEmqXSd0eUuSJKmB2r6FcjoppSi6BkmSpHZgC6UkSZJyMVBKannDw8P09PQwPDxcdCmS1JEMlJJa3tDQEGNjYwwNDRVdiiR1JAOlpJY3ODhId3c3g4ODRZciSR2pYwflSGofAwMDDAwMFF2GJHUsWyglSZKUi4FSkiRJuRgoJUmSlIuBUpIkSbkYKCVJkpSLgVKSJEm5GCglSZKUi4FSkiRJuRgoJUmSlIuBUpIkSbkYKCVJkpSLgVKSJEm5GCglSZKUi4FSkiRJuRgoJUmSlMvCoguQJElqd3sf283t11/Lrh3bWbFyFRddeTVLT1lWdFl1YwulJElSg91+/bU8/OBWDjy1j4cf3Mrt119bdEl1ZaCUJElqsF07tpMOTwCQDk+wa8f2giuqLwOlJElSg61YuYpY0AVALOhixcpVBVdUXwZKSW3t0Pg4Oy67nG3nvpAdl13OofHxokuS1IEuuvJqznjeGo47fglnPG8NF115ddEl1ZWDciS1tbG3X8G+zZthYoJ9mzcz9vYrWHnLzUWXJanDLD1lGa+55oNFl9EwtlBKamv7t26Fiey8JSYmsmVJUl0ZKCW1nOHhYXp6ehgeHq667eI1a6ArO2+Jrq5sWZJUVwZKSS1naGiIsbExhoaGqm7bfeMNLOntZcHSpSzp7aX7xhsaX6AkdRjPoZTUcgYHBxkaGmJwcLDqtguXL/ecSUlqMAOlpJYzMDDAwMBA0WVIkkrs8pYkSVIutlBKkqSatPv1qDV3tlBKkqSatPv1qDV3BkqpCYzvG2f9Hes575Pnsf6O9Yzv82oukppPu1+PWnNnoJQKMnUuxQ0jG9iyawt7D+5ly64tbBjZUHR5kgQc/V3V7tej1twZKKWCTJ1LcdvubUyk7K/+iTTBtt3bCq5OkjJTv6va/XrUmjsDpVSQwcFBuru7GRwcZPWy1XRF9ld/V3SxetnqgquTpMzU76rJ61G/bdOtvOaaDzogR0dESqnoGlpORIz09fX1jYyMFF2K2sT4vnE2jGxg2+5trF62mo39G1m+ZHnRZUmS2kB/fz+jo6OjKaX+Rr2G0wZJTWD5kuVsunBT0WVIkjQndnlLkqQjpg7CkWrVEYEyIl4dEZ+JiG9GxL6I2BYRH4iIE4uuTZKkZjJ1EI5Uq44IlMBVwATwW8AFwEeAtwB/FxGdcgwkSapq6iAcqVadcg7lRSmlXVOWRyPiUWAT0A98qZCqJElqMgMDAwwMDBRdhlpMR7TOlYXJSV8p3Z85n7VIkiS1m44IlNPoK93/R6FVSJIktbhO6fI+SkScCQwBX0wp/WuVbUcqrO5tQFmSyjg/pyS1ho5roYyIE4DPAYeA1xdcjqQZeI1zSWoNHdVCGRHHA7cBq4C+lNJYtX0qzSpfarXsO2ZjSXXlNc4lqTV0TAtlRCwCPgP8KPDTKaX7Cy5JUhVe41ySWkNHBMrSXJO3AC8HXpVSuqfgkiTVYGP/RtauWMvSRUtZu2ItG/s3Fl2SJKmCTuny/mPgYuD9wN6IOG/KY2O1dH1Lmn9e41ySWkNHtFACF5bu3w3cXXZ7Y1FFSZIktYOOaKFMKa0sugZJkqR21SktlJIkSWoQA6UkSZJyMVBKkiQpFwOlJEmScjFQSpIkKZeOGOUtSZLqb+9ju7n9+mvZtWM7K1au4qIrr2bpKcuKLksFsIVSkiTNye3XX8vDD27lwFP7ePjBrdx+/bVFl6SCGCglzZvxfeOsv2M9533yPNbfsZ4Hdz844/L4vvGiS1ZOTz5+gM9edy83XTHKZ6+7lycfP1B0SSozPDxMT08Pw8PDs953147tpMMTAKTDE+zasb3e5alFGCglzZsNIxvYsmsLew/uZcuuLay7Y92MyxtGNhRdsnK686b7eWT7Hg4+NcEj2/dw5033F12SygwNDTE2NsbQ0NCs912xchWxoAuAWNDFipWr6l2eWoSBUtK82bZ7GxMpa82YSBPsPbh3xuVtu7cVVqvmbmqL1/jYE6TD2fp0GMbHnii2OB1jcHCQ7u5uBgcHZ73vRVdezRnPW8Nxxy/hjOet4aIrr25AhWoFBkpJ82b1stV0Rdaa0RVdLF20dMbl1ctWF1ar5m5qi9fy7hOI0m+aWADLTn/GUV3g//3tJzq2S7xSV3Oe7ue5GhgYYOfOnQwMDMx636WnLOM113yQt226lddc80EH5HQwA6Wkhik/Z/Ld572btSvWsnTRUtauWMufXvinMy5v7N9Y9FvQHExt8brgTedw+qqTWXR8F6evOpmIOKoL/DO/f++8dImXB7XZLjeihkpdzXm6n6VCpZS8zfIGjPT19SWpUXY9uSut+/y69GO3/Fha9/l1adeTu4ouqSbldV/615emtZvWph/8kx9MazetTes+v67oEtvKTTfdlLq7u9NNN91U03Iz+NjbR9If/crfT3v72NtHGvK63d3dCUjd3d1zWm5EDZX+f+bj/7AZPxft6Indj6ZPDf5m+sN1r06fGvzN9MTuRwurpa+vLwEjqYHZyBZKaR7MtrWjfPBKqwxOKa/7gf9+oOnOiTw0Ps6Oyy5n27kvZMdll/PUgw8etXxovP4jy8tf89D4eNU6qi0fGh8/pjWr2jLUv+Vtts9X3gW+6PiuWXeJl48cL9+m0j7l5wnOdrkeyp+zUldz+bpGtFjaCjo/Om1KpUhZi5tmISJG+vr6+kZGRoouRS2ip6eHsbExuru72blzZ9Xtz/vkeew9uPfI8tJFS7nntfc0ssQ5Gd83zoaRDWzbvY3Vy1az9dGtPHnoySOPL4gFBMFEmqAruli7Yi2bLtxUYMWw47LL2bd5M0xMQFcXC5Ys4fC+fUeWl/T20n3jDYy9/Qr2b93K4jVrOP09gzxyzdCcl9PBgzz1wANHvQYwYx3Vlpf09vJ3/X0MDQ0xODjIwMAAw8PDMy7D7D+L1cz2+Z58/AB33nQ/42NPsLz7BPouXc3op7YdWT48kfjuNx8nHc4C5sLjujh0YOLI8umrTgbgke17pt2m0j4/f9W5ud9rEar9n1b6P57tc6oxPrT+Yg48te/I8nHHL+Ftm24tpJb+/n5GR0dHU0r9jXoNA+UcGCg1W7P9Al9/x3q27NrSVEGskvI6j194PE8deurI8tnfdzaLFiw6Ejg39m9k+ZLlhda87dwXcnjv3mkfX7B0KYvXrMkV9sqXSQkOHz7qNYAZ66hmwdKlrL73X2e9X73DRL2f76YrRjn41MS0jy86Phu0NdM2lfZ50w19uWubbbhrRHArD/D1/gNB9fPp97yThx/cSjo8QSzo4oznreE113ywkFoMlE3KQDlHT3wX/nwdPHI/nH4OXPKncMIzi66qKZW3/DVDEKukvCX1GQufwZpT1zR13bW0UO7fujVX2DvGggUQUfcWypW33Fy/GpvEZ6+7d8bWxyJbKKuFufkIe80QalWbZros5XwESs+h1Pz583Ww8ytw4Ins/s/XFV1R01q+ZDmbLtzEPa+950jLZNFXkCkfsT2+b/yYaYDWnLrmqLqbLUwCdN94A0t6e1mwdClLent59idvOWq5+8YbWLxmTdayCFmYO+GEXMvH/+APHvMa1eqottx94w11OR7zMbp5NspHhf/Cb5x71PIFbzqn6jaV9qmHZjgPs/wcy2rnXHq+ZHE6bkqlRo74adcbjvKem/efkdJ7Tnr69v4ziq6oZaz7/LrCR0tXqqFVR6NXc3DXrvTQay9LW19wbnrotZelfdu25Vo+uKt5j0u10c2tMHJcT/P/a/6Uj+L+7jcfappR3eXmY5S3Xd5zYJf3HH3igqxlMh2CWAg9PwJvuLPoqlpCta7ld5/3bt5/z/uP6moGjuo2L9+m0j4ztSi2ykAhzU61LlLP2VMnqtRdDRy1buLQIf5r+9ePnCO5aPFiDu7f3xTnTJbzHMomZaCco/JzKH/mD+Bv3uE5lTWoNvilfHntirUAs95npoE/rTJQSPXlOXnqBOUBsjwsnvG8NQBHDbKBRJoy2K5ckaO6yxkom5SBsk5ssaxZtel5yi1dlI0intqiWE21FsdWGSgkSeXKA+PLf/kt/P3HPzJtgCwPi8cdvwTgqGmAIrLBdrZQZhY26omlqh65PwuTkN0/0phLrrWDyUE6k6q1WE5eA3s2LZSrTl7F+jvWz9glboukpFY0Ocl4OjzBww9u5dODv3kk/D384FamBsh0eIKIBcSCriPhcMXKVcDRLZSnrXouXQsXThtSJ7vJO4WBsgnt+t5+3nrLvXztO49z9rNO4sOXncuKExcXXdasVX0fp59zdAvl6fUZidkJNvZvnPH8yLmcQ3nw8MEjAXTLri2su2PdkcA5ebUeA6WkVrRrx3bS4Wzu0nR4ggP7nu7hqRQgy8NipXMoK00D1CwtkkWwy3sOGt3lffFH/4n7vrWbicPQtQBecNYybn3zjzfktRqp6vtwXsqmUj7oppyDcCS1imrnRJZ3T1cKkO00zY9d3h3qa995nInSqRsTh7PlVlT1fZzwTM+ZbCKrl62uqRtdkqZTy+jo8q7hSl3Fsw1zMwXIhx/cymmrnssZz1tT19fU0WyhnANbKCsr7+I+OJG4/9uPtdz76FTlg25mO62QJFW63CAcfe5heetgtdbCWgLo1HMkpxtU0ywjrovgKO8m1ehA2SrnUFYLkOeceTKLuhY0/fuoO7vyJXWoD62/+KiR0JVGR1dTbfR0pdHUu3Zsn3EEdjONuC6CXd4dasWJi1uiJe+tt9x7pCX1vm/tJiU4XPr7ZOIw/Od3n+CBay4otsj5UB4gJw7Cw5uzwUaTl5i0a19SB1ixctVRLYWVRkdXC4hZ6+L0A2jKlydbKmcagd1pI66LYKDUnJWfI7kgspbJyRbKs591UrEFzpfJa5RPBkgSpOzL0OmQJHWSye7nPOdQVhtAU748tdvbcyKLY5f3HDixeab8XM+O6eIub5F85N/hwJTR0bEAWOCE7ZI0B9UmIXdAzex5DmWTMlBmWuVcz7orv8LPcUvgwL6nl89YC13HeQ6lJKkpeA6lgGOD23tf9YP8r8999aggB9Q13NXymq1yrmfdlV/h5/BE1gppgJQkdShbKOdgvlsoy7uWlyxayL6Dh46ajgeYsfu5PBBWWy4fsV3pNdsmTJZ3Yf/MH8DfvGP65amDbuzSliQ1Obu8m9R8B8rnv+dO9u6fmPbxpYu7AI7aZkFABNMGwmrLU0dsT/eadR/BXWm6HWj8FDzVurDt0pYktTC7vAVko6VnaqGcHE09dZuUOGoE9hP7Dx15vlqWy0dsT/eadVU+WvrP12Xry9fVuzWwvAt7//eefqzS8q5t8Fvfrm8NkiS1sAVFF6DqPnzZubzgrGUsXdzFC85axl+8+UVHLX/4snOP2eaHuk+hq/S/27UATli8cFbLP9R9ctXXrLvyYPfI/ZXX1dvp52Qtj5DdLz5x5uXTz6l/DZIktTC7vOegFUZ5VxtUU225kBHb5V3PPT+SrZ+6rry7udr5jtWWK3Wr17KPXdySpBbhOZRNqhUCZUuq5RzK8gEx1c53rLbsgBpJUpvzHEp1lhOeWTncTV33u2fO7nzHastexUaSpNw8h1KtZbbnO3o+pCRJDWegVGu55E+zburjTih1V/9tvuXJbnVJkjRndnmrtVTqFs+7LEmScrGFUpIkSbkYKCVJkpSL0wbNQUSMnXzyyWf29vYWXYokSdKMNm/ezJ49e76dUupu1GsYKOcgIv4NWAF8vY5P21u631zH5+xUvaX7zQXW0C56S/ebC6yhXfSW7jcXWEM76S3dby6whnbRW7rfXGAN7aK3dL+5wBoqeS6wK6X0w416AQNlk4iIEYBGTjraKTyW9eOxrB+PZX15POvHY1k/nXwsPYdSkiRJuRgoJUmSlIuBUpIkSbkYKCVJkpSLg3IkSZKUiy2UkiRJysVAKUmSpFwMlJIkScrFQClJkqRcDJSSJEnKxUBZsIjoiYi/iIg9EfF4RHw2Is4quq5mFhGvjojPRMQ3I2JfRGyLiA9ExIll2y2LiP8dEeMRsTcivhgR5xRVd6uIiDsjIkXE+8rWezxrEBE/HRH/EBFPlH6m/zUiXjblcY9jjSLixRHxtxHx3dKxvC8i3lC2jcdziojojogPRcTdEfFk6Wd5ZYXtajpuEXF8RPx+RHyn9H17d0T8xLy8mYLVciwj4uURcXNEfKN0fL4RER+JiGdWeL62PpYGygJFxDOALwFrgPXA64AfAO6KiKVF1tbkrgImgN8CLgA+ArwF+LuIWAAQEQHcVnr8bcAvAIvIjm13EUW3goi4FFhbYb3HswYR8SvA54B7gf8PuBi4FXhG6XGPY40i4oeAL5IdnwGyY/UV4OMR8ZbSNh7PYz0XuATYDXy50gazPG4fJzv+g8DPAt8BvhARvY0ovslUPZbAm4HvA95Hdjw/ALwSuCciTijbtr2PZUrJW0E34O1kwei5U9Y9BzgEvKPo+pr1BqyosG4dkICXlZZfVVp+6ZRtTgYeBf6w6PfQjDfgFOAR4NLSsXvflMc8ntWP30pgH3DFDNt4HGs/nr8LHABOKFt/D3C3x3Pa47Zgyr/fWDo+K8u2qem4kf1xmYDXT1m3ENgG3Fb0e22SY1np99FPlLZ9QycdS1soi/VK4J6U0tcnV6SUHgL+kewHXhWklHZVWP2V0v2ZpftXAg+nlO6ast8e4HY8ttP5PeCBlNKnKjzm8azuDcBh4KMzbONxrN1xwEGykD7VYzzdu+bxLJNSOlzDZrUet1eS/R/82ZTtDgGfBs6PiMV1KbpJ1XIsa/x9BB1wLA2UxXo+8NUK6x8Azp7nWlpdX+n+P0r3Mx3bsyp0RXS0iHgJWSvvW6fZxONZ3UuArcBrSudRHYqIr0fEr07ZxuNYuz8p3f9hRJwREadExADwcuD60mMez7mp9bg9H3gopfRkhe2OI+sS1rHKfx9BBxxLA2WxTiU7N6Pco8Cyea6lZUXEmcAQ8MWU0r+WVs90bMHje0RELAI+BlyXUto2zWYez+rOIDsH+veBa4GfAv4O+KOIeHtpG49jjVJKXwX6yVrMvk123P4YeHNK6dOlzTyec1Prcau23al1rqvllQaH3kAWJv9qykNtfywLDZQxD6N1I2JBRLwrInZExFMRsSUifqEx72hOKl1MPea9ihZV+kv6c2Tnnb5+6kN4bGv1TmAJ8P4ZtvF4VrcAOBH4lZTScErpSymltwB3Au8qDYTwONYoIn4A+AxZC85FwCvITif4aERcNrkZHs+5qPW4eXxnISIWAp8i6+p+TalL+8jDtPmxLLqFcj5G674X+B3gj4ALyU7ovjUifrqu72RudlP5r5JlVP5LRlNExPFkn41VwPkppbEpDz/K9McWPL4ARDZF1buB/wUsLnUrnlJ6eHK5C49nLf67dP93Zev/FjgNeBYex9n4XbJzzn42pfTXKaW/Tyn9OvDnwI2l3xEez7mp9bhV2+7RCo91pNLncRPZHz4/l1L697JN2v5YFh0oL0opXZJSuiWlNJpSugH4deDHyLo6IDuR9SXA61JKn0op3VlatwD4zZmevDQP1FXAtSml61JKd6WUfgW4i6xLqmgPkJ1XUe5s4GvzXEtLKXXTfgb4UeCnU0r3l20y07H9VkrpiQaX2CpWAccDN5P9Epm8Qfazsxs4B49nLR6YZv1kC8RhPI6zcQ6wJaV0sGz9v5BN0/JMPJ5zVetxewB4TmmKu/LtDgBfR5M+CvwiWcvk31d4vO2PZaGBch5G655PdrLrzWXrbwbOiYjnzLro+roNOC8iVk2uKE2a+uLSY6qg9JfgLWQn578qpXRPhc1uA86MiL4p+51E1nXmsX3aZuClFW6Q/Zy8lOyLzuNZ3V+W7s8vW38+MJZSegSP42w8AvRGxHFl638MeIqsRcfjOTe1HrfbyHoEL56y3UKy4PS3KaX981Nuc4uIjWTTCr0+pfRX02zW9sdyYdEFVDCb0brrIuKEGf4KfT6wn2OT/2RLwtnAQzlqzWsY+DXgcxHx22TnV7wX2Ek2SEKV/THZD+X7gb0Rcd6Ux8ZKXd+3AXcDN0fEb5C1tL2LrLXo9+a53qaVUnoMGClfn51pwjdTSiOlZY9ndZ8n6/34WEQsB7YDryYbnDN5fq/HsXZ/RDYp/O0R8WGy6YNeSTZP6vUppQN+LiuLiFeX/nlu6f7CiNgF7EopjVLj5zCltDki/gy4odQr9BDZaWnPASbPY21r1Y5lRLwTeAfwCeA/y34f7UopfQM641hGaXLNplAarftvZN0cP1la9yBwX0rpNWXbvpEskJ2VUto5zfPdBLwypXR62frnAv8JrEsp/d8qNY1UWH0usIf6NFEvJpsuYPI8isdKz/tUHZ67XZ1Hdtwq+Sawo/TvhcD3A8vJWuMfJzu2extcXzvoA77F0X9weTyr6yI7jWAF2fF6kuw4fnfKNh7H2p0KnEV2paEFZN+LD5dukzyex+qbZv0esl4JqP24LSALPaeV9nmC7I+lx+pZcBOrdix7ySaFr+S/yKYSm1TksXwuWcD94Ua9QNO0UDZotG6jRlUdd/LJJ5/Z29t7ZvVNZ+37SjfNzbNLt0pOAV44f6W0vLNKt+mcgsezmqXA/yjdpnMKHsdaLSWbmukHZtjmFDye0zmZ6QPSKdR23E6kwuVZO9BMx3LSaaXbdObtWG7evJk9e/Y09DWaIlCWjdbtq+No3UeBZRER6eim2JpHVaWU+ivUO9Lb29s3MjJSbXdJkqRC9ff3Mzo62tCBP0WP8m70aN0HyLpGv7/CvuBIakmSpNyKnti80aN17yQbjl9+wuvlwFdL182WJElSDkV3edd1tG5EHAI2pZR+GSCl9N2IuJ7sKhXfA+4jG6L/MqpPOSRJkqQaFB0oLyzdv7t0m+oa4HdSSocj4meB64APk03CfDfw0gqju7tKt6neTTaS6u3A6cA24JKU0u11exeSJEkdrNBAmVJaWeN2jwJvKN1m2u6Y0dsppQngfaWbJEmS6qzwQTmSJElqbQZKSZIk5WKglCRJUi4GSkmSJOVioJQkSVIuBkpJkiTlYqCUJElSLgZKSZIk5WKglCRJUi4GSkmSJOVioJQkSVIuBkpJkiTlYqCUJElSLgZKSZIk5WKglCRJUi4GSkmSJOVioJQkSVIuBkpJkiTlYqCUJElSLgZKSZIk5WKglCRJUi4GSkmSJOVioJQkSVIuBkpJkiTlYqCUJElSLgZKSZIk5WKglCRJUi4GSkmSJOVioJQkSVIuBkpJkiTlYqCUJElSLgZKSZIk5WKglCRJUi4GSkmSJOVioJQkSVIuBkpJkiTlYqCUJElSLgZKSZIk5WKglCRJUi4GSkmSJOVioJRUF4fGx9lx2eVsO/eF7Ljscg6NjxddkiRpnhgoJdXF2NuvYN/mzRzeu5d9mzcz9vYrii5JkjRPDJSS6mL/1q0wMZEtTExky5KkjmCglFQXi9esga6ubKGrK1uWJHUEA6Wkuui+8QaW9PayYOlSlvT20n3jDUWXJEmaJwuLLkBSe1i4fDkrb7m56DIkdai9j+3m9uuvZdeO7axYuYqLrryapacsK7qsjmELpSRJanm3X38tDz+4lQNP7ePhB7dy+/XXFl1SRzFQSpqWUwFJahW7dmwnHc4GBqbDE+zasb3gijqLgVLStJppKiDDraSZrFi5iliQDQyMBV2sWLmq4Io6i4FS6hBzCWSznQqokaGvmcKtpOZz0ZVXc8bz1nDc8Us443lruOjKq4suqaM4KEfqEJOBjImJI4Gs2iCaxWvWHNmnlqmA5vIatXKeS0kzWXrKMl5zzQeLLqNj2UIpdYi5BLLZTgXUyNDnPJeS1LwMlFIbmanLeS6BbHIqoNX3/isrb7mZhcuXz7h9I0NfPee5HB4epqenh+Hh4brVJ0mdLFJKRdfQciJipK+vr29kZKToUqSj7Ljs8qO6qJf09h7pcj40Ps7Y269g/9atLF6zhu4bb6gaEGdrPl6jHq/Z09PD2NgY3d3d7Ny5s6H1SVLR+vv7GR0dHU0p9TfqNTyHUmojM3U5z8fE40VMbj6X8zYHBwcZGhpicHBwfoqUpDZXeJd3RHRHxIci4u6IeDIiUkSsLNvmT0rrK92qnqQVETum2ffnGvW+pCJ04nmGczlvc2BggJ07dzIwMNDg6iSpMxQeKIHnApcAu4EvT7PNe4EXld0uLT12W42v84UKzzE6t5KlpzXT/IideD3tTgzRktRsmqHL+x9SSqcBRMQbgZ8q3yCl9A3gG1PXRcRPlv65qcbXGU8p3ZOnUKmSRk6VM1udeD3t7htvOOYcSknS/Co8UKaUDs9x13XAvSmlB+pZjzRbzo9YrE4M0ZLUbJqhy3vWIuLFZF3ltbZOAlxUOkdzf0Tc4/mTqhe7XCVJna4lAyVZ6+RB4FM1bn878DbgfOAy4CngLyPi8mo7RsRI+Q3onVPVakudeN5ip3MeS0k6WlPNQ1k6h3IYeE5Kacc02ywGHgHuSin9/Bxfpwu4Bzg9pdRTZduRCqt7+/r6TnYeSqkzOY+lpFYyH/NQtmIL5auAU5hdd/dRUkoTwK1Ad0Q8q8q2/eU3YPNcX1tS6xscHKS7u9t5LCWppBUD5XpgHPh8zueJ0n3zNNFKddBM0xi1K+exlKSjtVSgjIjTyKYV+mRK6WCO51kIXAx8K6X0SL3qk5rB5DRGh/fuPTKNkSRJjVT4tEEAEfHq0j/PLd1fGBG7gF0ppamTj19GVvO03d0RcQjYlFL65dLypWTd5J8HdgKnAb9aeq1Lp3seqVU5jZEkab41RaAkO59xqg+X7keB/inr1wNfTSndN8NzdZVukx4Cngn8PnAq8CTwFeCClNIXctQsNaXFa9YcmWjdaYwkSfOhKbq8U0oxza2/bLu1KaVzaniuX5qyfE9K6WUppdNSSotSSienlF5hmFS7chqj5jY55dDrXvc6px6S1DaaatqgVhERI319fX1OGyRptianHOrq6mJiYsKphyQ1nNMGSVKbmZxy6NJLL3XqIUlto1nOoZQ60qHxccbefgX7t25l8Zo1dN94AwuXLy+6LDXQwMCA0w1Jaju2UEoNUOtckE7xI0lqBwZKqQFqDYpO8SNJagcGSqkBag2Ki9esga7SLFdO8SNJalEGSqkBag2KTvEjSWoHDsqRGqD7xhuOGWxTycLly1l5y83zW5wkSXVmoJQawKAoSeokdnlLkiQpFwOlJEmScjFQSpIkKRcDpSRJknIxUEqSJCkXA6UkSZJyMVBKkiQpFwOlJDWZ4eFhenp6GB4eLroUSaqJgVKSmszQ0BBjY2MMDQ0VXYok1cRAKUlNZnBwkO7ubgYHB4suRZJqYqCUVCi7d481MDDAzp07GRgYKLoUSaqJgVJSoezelaTWZ6CUVCi7d6uzFVdSs4uUUtE1tJyIGOnr6+sbGRkpuhRJHaCnp4exsTG6u7vZuXNn0eVIajH9/f2Mjo6OppT6G/UatlBKUpOzFVdSs1tYdAGSpJkNDAw4QEdSU7OFUpIkSbkYKCWpyTkoR1KzM1BKUpNzaqViGOSl2hkopRodGh9nx2WXs+3cF7Ljsss5ND5edEnqEA7KKYZBXqqdgVKq0djbr2Df5s0c3ruXfZs3M/b2K4ouSR3CK+cUwyAv1c5AKdVo/9atMDGRLUxMsH/rVlstpTZmkJdqZ6CUarR4zRro6soWurpYvGaNrZaSJGGglGrWfeMNLOntZcHSpSzp7aX7xhsqtlpKai0OvpHyM1BKNVq4fDkrb7mZ1ff+KytvuZmFy5dXbLWU1FocfFOdoVvVGCilHCq1WqqyJx8/wGevu5ebrhjls9fdy5OPHyi6JAlw8E0tDN2qxkAp5VCp1VKV3XnT/TyyfQ8Hn5rgke17uPOm+4suSQIcfFMLQ7eq8VrekubF+NgTpMPZv9PhbFlSa/B68qrGFkpJ82J59wlE6RsnFmTLkqT2YKCUNC8ueNM5nL7qZBYd38Xpq07mgjedU3RJ0lEceCLNXaSUiq6h5UTESF9fX9/IyEjRpUiS6qSnp4exsTG6u7vZuXNn0eVIddPf38/o6OhoSqm/Ua9hC6UkSTjwRMrDQTmSJOHAEykPWyglSZKUi4FSkiRJuRgoJUmSlIuBUpIkSbkYKCVJkpSLgVKaBSc+VjPz8ympKAZKaRaGhoYYGxtjaGio6FKkY0x+Pt/ylrcYKiXNKwOlNAtOfKxmNjg4SFdXFxMTE/7RI2leGSilWRgYGGDnzp1OfqymNDAwwEc+8hH/6KmRpwhI9eO1vOfAa3lLUuvz2t3qFF7LW5KkBvEUFql+vJa3pKbw5OMHuPOm+xkfe4Ll3SdwwZvO4RknHVd0WWpjXrtbqh9bKCXNmycfP8Bnr7uXm64Y5bPX3cuTjx848tidN93PI9v3cPCpCR7Zvoc7b7q/wEolSbNReKCMiO6I+FBE3B0RT0ZEioiVZdusLK2vdDulhtdYEBHviogdEfFURGyJiF9o1HuSVNlMoXF87AnS4ezf6TCM73xi2vApSWouhQdK4LnAJcBu4MtVtv0A8KKy2/dqeI33Ar8D/BFwIXAPcGtE/PTcSpY0F8eExrEnjjy2vPsEovSNFAuAwBZLSWoRzRAo/yGldFpK6aeBW6tsuz2ldE/ZbWKmHSLimcBVwLUppetSSnellH4FuAu4tj5vQVItykPj8u4Tjjx2wZvO4fRVJ7Po+C5OX3UyKaVpw6ckqbkUPignpclfGQ1zPnAccHPZ+puBT0TEc1JKDzW4BklkobF84M2kZ5x0HD9/1blHlj973b08sn0P6fCx4VOS1FwKD5Sz9IGI+CiwFxgF3p1SqtYP9nxgP/D1svUPlO7PBgyU0jwoD40zmSl8SpKaS6sEyv3Ax4C/BXYBa4DfAv4pIn40pfQfM+x7KvBYOnYG90enPD6tiBipsLq3hpol5TCb8ClJKlZLBMqU0neAN09Z9eWIuJOslfHdwOUz7B5ApcsBRf0qlCRJ6lwtESgrSSntjIj/B/xIlU0fBZZFRJS1Ui6b8vhMr9Nfvq7UatlXe7WSJEntqxlGeecxXevjVA8Ai4HvL1t/dun+a/UuSpLU/IaHh+np6WF4eLjoUqSW17KBMiLOAl4M/HOVTe8EDgCXla2/HPiqI7wlqTMNDQ0xNjbG0NBQ0aVILa8pAmVEvDoiXg1MnoF/YWldX+nxjRFxfURcEhEvjYg3k02Cfhj43bLnOhQRH59cTil9F7geeFdEvCMi+iPiI8DLyAb2SNOyBaM4M12mUdPzM3us6Y7J4OAg3d3dDA4OFlSZ1D7i2MHPBRQRMV0Royml/oh4A/AWsqvqnAiMA18CrkkpbavwXJtSSr80ZV0X8C5gADgd2AYMpZT+Yo71jvT19fWNjIzMZXe1kJ6eHsbGxuju7mbnzp1Fl9NRyuehPH3VyY76roGf2WN5TNTp+vv7GR0dHa00LqRemqKFMqUU09z6S49/IqX0IymlZSmlhSml01NKry0Pk1Oe65fK1k2klN6XUnp2SmlxSumH5hom1VlswSjOTJdp1PT8zB7LYyI1XlO0ULYaWyilxrOFUpLqo2NaKCWpXPm1vb1SjiQ1r5adh1JSe/NKOZLUOmyhlCRJUi4GSkmSJOVioJQkSVIuBkpJkiTlYqCUJElSLgZKSZIk5WKglCRJUi4GSklS0xkeHqanp4fh4eGKy5Kai4FSktR0hoaGGBsbY2hoqOKypOZioJTUsp58/ACfve5ebrpilM9edy9PPn6g6JJUJ4ODg3R3dzM4OFhxWVJziZRS0TW0nIgY6evr6xsZGSm6FKmjffa6e3lk+x7SYYgFcPqqk71coySV6e/vZ3R0dDSl1N+o17CFUlLLGh97gnQ4+3c6nC1LkuafgVJSy1refQJR+haLBdmyJGn+GSgltawL3nQOp686mUXHd3H6qpO54E3nFF2SJHWkhUUXIElz9YyTjvOcSUlqArZQSpIkKRcDpSRJknKxy1tSW3ny8QPcedP9jI89wfLuE7jgTefwjJOOK7osSWprtlBKait33nQ/j2zfw8GnJnhk+x7uvOn+okuSpLZnC6WktpJ3bkpbOCVp9myhlNRW8s5NaQtnsYaHh+np6WF4eLjoUiTNgoFSUlvJOzelV98p1tDQEGNjYwwNDRVdiqRZMFBKaiuTc1O+6YY+fv6qc2fdXT3XFs5WbFmrZ831eq7BwUG6u7sZHBzMXZOk+RMppaJraDkRMdLX19c3MjJSdCmS6myu51D29PQwNjZGd3c3O3fubEhtw8PDDA0NMTg4yMDAQO7nq2fN8/H+Jc1Nf38/o6Ojoyml/ka9hi2UkjTFXFs456Nlrd7dwfWs2ZZFqbPZQjkHtlBKKkK9WygldYb5aKF02iBJahEDAwMGSUlNyS5vSZIk5WKglKQW0YojySV1BgOlJBVoNiHRORolNSsDpSQVaDYh0ZHUkpqVgVKSCjSbkDgwMMDOnTsdmCOp6TjKW5IK5MhtSe3AFkpJkiTlYqCUJAGOIpc0dwZKSRLgKHJJc2eglCQBjiKXNHcOypEkAQ4QkjR3tlBKkiQpFwOlJEmScjFQSpIkKRcDpSRJknIxUEqSJCkXA6UkSZJyMVBKkiQpFwOlJEmScjFQSpIkKRcDpSRJknIxUEqSJCkXA6UkSZJyMVBKkiQpFwOlJEmScik8UEZEd0R8KCLujognIyJFxMqybV4eETdHxDciYl/p/iMR8cwaX2NH6XnLbz/XiPckSZLUSRYWXQDwXOAS4F7gy8BPVdjmzcAJwPuA7cAPANcA50fED6WUnqjhdb4A/E7Zum1zrFmSJEklzRAo/yGldBpARLyRyoHyrSmlXVOWRyPiQWCULIx+oobXGU8p3ZO7WkmSJB2l8C7vlNLhGrbZVWH1V0r3Z9a3IkmSJM1G4YEyh77S/X/UuP1FpXM090fEPZ4/KUmSVB/N0OU9axFxInADWZj8qxp2uZ2sRfMh4DTg14C/jIjXpZRurvJaIxVW99ZerSRJUntruUAZEQuBT5F1db84pXSo2j4ppbeVPcdfAvcAHwBmDJSSJEmaWUsFyohYAGwCXgH8TErp3+fyPCmliYi4FfhgRDwrpfSdGbbtr1DHCE93uUuSJHW0lgqUwEeBXwRenVL6+5zPFaX7lPN5JEmSOlrLBMqI2Ai8EVifUvqrnM+1ELgY+FZK6ZE6lCdJktSxmmKUd0S8OiJeDZxbWnVhaV1f6fF3Au8A/g/wnxFx3pTb95c916GI+PiU5Usj4tMRsS4iXhoRrwHuKr3WO+fj/UmS2tfw8DA9PT0MDw8XXYpUmGZpoby1bPnDpftRoB+4sLT8htJtqk3AL01Z7irdJj0EPBP4feBU4EmyEd8XpJS+kLNuSVKHGxoaYmxsjKGhIQYGBoouRypEUwTKlFJUebx/rs9VujrOy+ZWmSRJMxscHGRoaIjBwcGiS5EK0xSBUpKkVjUwMGDLpDpeU5xDKUmSpNZloJQkSVIuBkpJkiTlYqCUJElSLgZKSZIk5WKglCRJUi4GSkmSJOVioJQkSVIuBkpJkiTlYqCUJElSLgZKSZIk5WKglCRJUi4GSkmSJOVioJQkSVIuBkpJkiTlYqCUJElSLgZKSZIk5WKglCRJUi4GSkmSJOVioJQkSVIuBkpJkiTlYqCUJElSLgZKSZIk5WKglCRJUi4GSkmSJOVioJQkSVIuBkpJkiTlYqCUJElSLgZKSZIk5WKglCRJUi4GSkmSJOVioJQkSVIuBkpJkiTlsrDoAiRJ6kR7H9vN7ddfy64d21mxchUXXXk1S09ZVnRZ0pzYQilJUgFuv/5aHn5wKwee2sfDD27l9uuvLbokac4MlJIkFWDXju2kwxMApMMT7NqxveCKpLkzUEqSVIAVK1cRC7oAiAVdrFi5quCKpLkzUEqSVICLrryaM563huOOX8IZz1vDRVdeXXRJ0pw5KEeSpAIsPWUZr7nmg0WXIdWFLZSSJEnKxUApzaPxfeOsv2M9533yPNbfsZ7xfeNFlyRJUm4GSmkebRjZwJZdW9h7cC9bdm1hw8iGokuSJCk3A6U0j7bt3sZEyqYJmUgTbNu9reCKJEnKz0ApzaPVy1bTFdk0IV3RxeplqwuuSJKk/AyU0jza2L+RtSvWsnTRUtauWMvG/o1FlySpTvY+tptPv+edfGj9xXz6Pe9k72O7iy5JmjdOGyTNo+VLlrPpwk1FlyGpASYvpZgOTxy5lGKrTwvk9cZVK1soJUmqg0ZfSrGIFlCvN65aGSglSaqDRl9KsYhw5/XGVSsDpSRJddDoSykWEe683rhq5TmUkiTVQaMvpbhi5aoj52jOV7i76Mqrj5xDeWr3WUwcOsSH1l/s+ZQ6hi2UkiS1gEa3gFYyGZLftulWuhYu5L+2f93zKVWRLZSSJLWARreAVuP5lJqJLZSSJKkqz6fUTAyUkiSpqiK63NU67PKWJElVNbLL3QnUW9+MLZQR8dpGFxAR3RHxoYi4OyKejIgUESsrbLcsIv53RIxHxN6I+GJEnFPjayyIiHdFxI6IeCoitkTEL9T9zUiSpFlzAvXWV63L++aI+ExErGhgDc8FLgF2A1+utEFEBHAbcAHwNuAXgEXAXRHRXcNrvBf4HeCPgAuBe4BbI+Kn8xYvSZLyccBP66vW5f0XwKuBF0fEr6aUPtOAGv4hpXQaQES8EfipCtu8EngJ8LKU0l2lbe8GHgJ+E/j16Z48Ip4JXAVcm1K6rrT6roh4LnAt8Pl6vRFJkhql3t3CzdTNXMQcm6qvGVsoU0qXkLUeLgD+PCJuiYi6ftpSSodr2OyVwMOTYbK03x7gduBVVfY9HzgOuLls/c3AORHxnFmUK0lSIerdLdxM3cwO+Gl9VQflpJT+IiJGgI8AlwIvjYg3pZT+utHFTfF84KsV1j8ArIuIE1JKT8yw737g6xX2BTibrKVTkqSmVe9u4WbqZi56jk3lV9Mo75TSOHBxRFxCdh7i5yLiX4B9lTdPL69jjQCnAjsqrH+0dL8MmC5Qngo8llJK0+x76kwvXArT5Xpn2keSpHqrd7ew3cyqp9nOQ/l3wD8DAfwY0D/Nrd4CKA+Ek+sbua8kSU2h3t3CdjOrnmqehzIiXkXW7X0a8FfAb1G5hbIRHqVyS+Lk+Zy7q+y7LCKirJVy2ZTHp5VS6i9fV2q17JtpP0mS6qne3cJ2M6ueqgbKiDgF+BDwWuAxYF1K6ZbGlnWMB6g8+vts4FsznD85ue9i4Ps5+jzKs0v3X6tLhZIkSR2q2sTmP0M2GOYy4E7gBwsIk5DNQXlmRBxpFYyIk4CLSo/N5E7gANl7mOpy4KspJQfkSJIk5VCthfJ24HHgjSmlTzSqiIh4demf55buL4yIXcCulNIoWWi8m2yi9d8g6+J+F9l5kL9X9lyHgE0ppV8GSCl9NyKuB94VEd8D7gN+EXgZ1acckprW+L5xNoxsYNvubaxetpqN/RtZvmR50WVJkjpQtUD598AbUko7G1zHrWXLHy7djwL9KaXDEfGzwHWlx44nC5gvrVBbV+k21bvJRoG/HTgd2AZcklK6vX5vQa2olUPZhpENbNm1hYk0wZZdW9gwsoFNF24quiypYzXTROHSfKs2sflPzkOYJKUU09z6p2zzaErpDSmlU1NKz0gpvTyltGWa5/qlsnUTKaX3pZSenVJanFL6oZTSXzT6fan5TYayvQf3HgllrWLb7m1MpGwOuYk0wbbd2wquSOpszTRRuDTfZjttkNRWWjmUrV62mq7IGuO7oovVy1YXXJHU2ZpponBpvhko1dFaOZRt7N/I2hVrWbpoKWtXrGVj/8aiS5I62oqVq4gF2feJE4Wr09Q8D6XUjjb2bzzmHMpWsXzJcs+ZlJrIRVdefcw5lPPJczhVpDj2ioSqJiJG+vr6+kZGRoouRZIkAD79nnfy8IP/QTp8GIDjljyDN9zwMUOl6O/vZ3R0dLTSxVrqxS5vSZLaQHYO5+Ejywf2PdnQgUF7H9vNp9/zTj60/mI+/Z53svexmS5ap3ZnoJQkqQ1UOmfzuw99o2Ghz1HtmspAKTWR8X3jrL9jPed98jzW37Ge8X3jRZckqUVcdOXVHLfkGU+viAXEggUNC32OatdUBkqpibTyvJiSirX0lGW84YaPceaa53Pc8Us4c/X/IKXDDQt9jmrXVI7ylppIK8+LKal4S09Zxmuu+eCR5WygzlbS4Ym6h76iR7WruRgopSayetnqI5dTbLV5MSU1n0aGvvLwqs5moJSaSCvPiymp8WY716ShT/PFQCk1EScrlzSTyZHV6fDEkUE2BkY1AwflSJLUIhxZrWZlC6UkSS1ixcpVDRtkU29eCrKz2EIpSVKLuOjKqznjeWs47vglnPG8NU09stqJzzuLLZSSJLWIVhpkY/d8Z7GFUpIk1Z0Tn3cWA6UkSaq7VuqeV352eUuSpLprpe555WcLpSRJknIxUEqSJCkXA6UkSZJyMVBKkiQpFwOlJEmScjFQSpIkKRcDZRMbHh6mp6eH4eHhokuRJEmaloGyiQ0NDTE2NsbQ0FDRpUiSJE3LQNnEBgcH6e7uZnBwsOhSJEmSpuWVcprYwMAAAwMDRZchSZI0IwOlJEltau9ju7n9+mvZtWM7K1au4qIrr2bpKcuKLkttyC5vSZLa1O3XX8vDD27lwFP7ePjBrdx+/bVFl6Q2ZQulJEltateO7aTDEwCkwxPs2rG94Irqx9bX5mILpdra+L5x1t+xnvM+eR7r71jP+L7xokuaF536viUdbcXKVcSCLgBiQRcrVq4quKL6sfW1uRgo1dY2jGxgy64t7D24ly27trBhZMNRj7dr8Kr2viV1houuvJoznreG445fwhnPW8NFV15ddEl1086tr63ILm+1tW27tzGRsi+ciTTBtt3bjnp8MnhNpIkjwWvThZuOeZ7xfeNsGNnAtt3bWL1sNRv7N7J8yfJ5eQ9zUe19S+oMS09Zxmuu+WDRZTTEipWrePjBraTDE23X+tqKbKFUW1u9bDVdkXX3dEUXq5etPurxWoNXq7X4VXvfktTq2rn1tRXZQqm2trF/4zEti1OtXrb6SAvlTMGr1Vr8qr1vSWp17dz62ooMlGpry5csr9iFPanW4FVr8GwW1d63pObmCGa1Gru81dEmg9c9r72HTRdumva8yI39G1m7Yi1LFy1l7Yq1tvhJaihHMKvV2EIp1cAWP0nzyRHMajW2UKqlteu0P5I6WzvPH6n2ZKBUS2vG0deGXEl5OYJZrcYub7W0Zhx9XevclpI0HUcwq9XYQqmW1ozzLTZjyJUkqZEMlGppzTj6uhlDriRJjWSXt1paM46+dlJxSVKnMVBKddaMIVeSpEYyUEqS1GK8ko6ajedQSpLUYrySjpqNgVKSpBbjlXTUbAyU0jxxwnNJ9eKVdNRsDJTqOEUFu2a8qo+k1uSVdNRsHJSjjlPUlWzqNeH5+L7xY6YlWr5keT1LldTkvJKOmo0tlOo4RV3Jpl4TntvSKUlqNgZKdZyirmRTr6v6eGlHSVKzaZlAGREjEZGmud1ZZd/p9uudp/JVZ3nOgyzqco2TE57f89p72HThpjl3U3tpR0lSs2mlcyjfCpxUtu5FwB8At9Ww/58AHytb92D+slSEPOdBtvqVbLy0oySp2bRMoEwpfa18XUQMAAeAT9fwFN9OKd1T98JUiE7u9m31QCxJaj8t0+VdLiKWABcDt6eUHi26Hs0vu30lSWoeLRsogZ8HTgRqbap5S0Tsj4gnI+JLEfE/G1ibGqyo8yAlSdKxWqbLu4J1wHeBO2rY9mbgr4GHgWcDvwF8KSJ+MqU0MtOOEVHp8d7ZFKr6s9tXkqTm0ZKBMiLOAF4B3JhSOlRt+5TS66YsfjkiPgd8FXgf8JLGVClJktQZWjJQApeTddfPqYkqpfS9iPgb4Jdr2La/fF2p1bJvLq8tSZLUblr1HMp1wJaU0pYczxFAqlM9kiRJHavlAmVEvBB4PnNsnSw9x0nAzwD/XK+6JEmSOlUrdnmvAw4Bnyx/ICKeDXwDGEopDZXWXQWsBu7i6UE5VwGnA5fNU82SJEltq6UCZUQsAi4F7kwp/VelTYAujm553Qb8f6XbycDjwD8Cv5xS+pfGVixJktT+WipQppQOAitmeHwHWaicuu524PbGViZJktS5Wu4cSkmSJDUXA6UkSZJyMVBKDTS+b5z1d6znvE+ex/o71jO+b7zokiRJqjsDpdRAG0Y2sGXXFvYe3MuWXVvYMLKh6JIkSao7A6XUQNt2b2MiTQAwkSbYtntbwRVJklR/Bkqpgnp1Va9etpqu6AKgK7pYvWx1PcuUJKkpGCilCurVVb2xfyNrV6xl6aKlrF2xlo39G+tcqSRJxWupeSil+VKvrurlS5az6cI5XyVUkqSWYAulVIFd1ZIk1c5AKVXQbl3VTl8kSWoku7ylCtqtq3rynNCJNHHknNB2en+SpGLZQil1AKcvkiQ1koFS6gCeEypJaiQDpdQB2u2cUElSc/EcSqkDtNs5oZKk5mILpSRJknIxUEqSJCkXA6UkSZJyMVBKkiQpFwOlJEmScjFQSpIkKRcDpSRJknIxUEqSJCkXA6UkSZJyMVBKkiQpFwOlJEmScjFQSprW8PAwPT09DA8PF12KJKmJGSglTWtoaIixsTGGhoaKLqV4T3wXPnEB/O6Z2f0T3y26IklqGgZKSdMaHByku7ubwcHBoksp3p+vg51fgQNPZPd/vq7oiiSpaSwsugBJzWtgYICBgYGiy2gOj9wP6VD273QoW5YkAbZQSlJtTj8HovQ3eCzMliVJgIFSkmpzyZ9Cz4/AcSdk95f8adEVSVLTsMtbkmpxwjPhDXcWXYUkNSVbKCVJkpSLgVKSJEm5GCglSZKUi4FSkiRJuRgoJaldeDUfSQUxUEpSu/BqPpIKYqCUpHbh1XwkFcRAKUntwqv5SCqIgVKS2oVX85FUEK+Uo0KM7xtnw8gGtu3exuplq9nYv5HlS5YXXZbU2ryaj6SC2EKpQmwY2cCWXVvYe3AvW3ZtYcPIhqJLkubGkdWSZKBUMbbt3sZEmgBgIk2wbfe2giuS5siR1ZJkoFQxVi9bTVd0AdAVXaxetrrgiqQ5cmS1JBkoVYyN/RtZu2ItSxctZe2KtWzs31h0SdLcOLJakhyUo2IsX7KcTRduKroMKb9L/jTr5n7k/ixMOrJaUgcyUEpSHpVGVj/x3WND5gnPnP45Zru9JDUZu7wlqd5mO1DnqO3/BT70AkeNS2opBkpJqrfZDtQ5avsJ2P+9LFx+618cNS6pJRgoJaneZjtQZ+r2R5lw1LiklmCglKR6q3YJxPLJ0H/mD7LtKnHUuKQW4KAcSaq3apdAnDxnMh3K7v/mHdn2n7ggO4eyNOk/i0901LiklmALpSTNt+nOsbzkT6HnR7OWzbNeBG+7z9HeklpCy7RQRkQ/cFeFh/aklE6psu/xwHuBy4FTgM3AO1NK/1DPGiWpJqef83QL5dRzLKu1bEpSk2rFFspfB1405faKGvb5ODAADAI/C3wH+EJE9DaoRkmaXrVzLCWpxbRMC+UU/5FSuqfWjSNiLfBa4A0ppf9TWjcKPAAMAa9sSJWS2k+9JiC3JVJSm2nFFsrZeiVwEPizyRUppUPAp4HzI2JxUYVJajGznbC8kvIR3k5cLqkNtGKgvCUiJiLivyPikxFxVpXtnw88lFJ6smz9A8BxwHMbUqWk9jPbCcsnTQ2RH3pBNmF5nlAqSU2mlbq89wAbgVHgceCHgd8C7o6IH04pTfdn/qnA7grrH53y+LQiYqTC6t4a6pXUbqYbTFPN1GmCpppNKJWkJtYyLZQppX9LKV2VUro9pTSaUroBuAA4jWygznQCSNOsl6TazXUwzdSWzXJOXC6pDbRSC+UxUkr3RcSDwDSXmACylshK3eLLpjw+02v0l68rtVr21ValpLYx18E0U1s2p4ouR3hLagst00I5g+laICc9ADwnIp5Rtv5s4ADw9UYVJknA0y2b0fX0uliYTWLuxOWS2kBLB8qIeCHwPOCfZ9jsNmARcPGU/RYCvwj8bUppf0OLlKTJls0NW7Mr4Dj/pKQ20zJd3hFxC/AQcB/wGNmgnHcB3wY+VNrm2cA3gKGU0hBASmlzRPwZcENELCo9x1uA5wCXzfPbkNTJnH9SUptqmUAJfBW4FHgb8AzgEeCzwHtSSuOlbQLo4tiW19cD7wfeR3bpxS3ABSml+xpftiRJUntrmUCZUvoA8IEq2+ygwujtlNI+4B2lmyRJkuqopc+hlCRJUvEMlJIkScrFQClJ88XreEtqUwZKSZovk5dg9DrektqMgVKS5svUSzB6HW9JbcRAKUn1Uq1L+/RzsivkQHbvdbwltQkDpSTVS7Uu7clLMHqlHEltpmXmoZSkpletS9sr5UhqU7ZQSlK92KUtqUMZKCWpXuzSltSh7PKWpHqxS1tSh7KFUpIkSbkYKCVJkpSLgVKS6s1LLErqMAZKSao3L7EoqcMYKCWp3rzEoqQOY6CUpHpzPkpJHcZAKUn15nyUkjqM81BKUr05H6WkDmMLpSRJknIxUEqSJCkXA6UkSZJyMVBKkiQpFwOlJEmScjFQSpIkKRcDpSRJknIxUEqSJCkXA6UkSZJyMVBKkiQpFwOlJEmScjFQSpIkKRcDpSRJknIxUEqSJCkXA6UkSZJyMVBKkiQpFwOlJEmScjFQSpIkKRcDpSRJknIxUEqSJCkXA6UkSZJyMVBKkiQpFwOlJEmScjFQSpIkKZeFRRcgSe1i1/f289Zb7uVr33mcs591Eh++7FxWnLi46LIkqeFsoZSkOnnrLfdy37d2s3f/BPd9azdvveXeokuSpHlhoJSkOvnadx5n4nD274nD2bIkdQIDpSTVydnPOomu0rdq14JsWZI6gYFSkurkw5edywvOWsbSxV284KxlfPiyc4suSZLmhYNyJKlOVpy4mFvf/ONFlyFJ884WSkmSJOVioJQkSVIuBkpJkiTlYqCUJElSLg7KkaQZ1PPqN15JR1K7soVSkmZQz6vfeCUdSe3KQClJM6jn1W+8ko6kdtUSgTIiXh0Rn4mIb0bEvojYFhEfiIgTa9g3TXPrnYfSJbW4el79xivpSGpXLREogauACeC3gAuAjwBvAf4uImp5D38CvKjs9mBDKpXUVup59RuvpCOpXbXKoJyLUkq7piyPRsSjwCagH/hSlf2/nVK6p1HFSWpf9bz6jVfSkdSuWqKFsixMTvpK6f7M+axFkiRJR2uJQDmNvtL9f9Sw7VsiYn9EPBkRX4qI/9nIwiRJkjpJSwbKiDgTGAK+mFL61yqb3wy8FXgF8Cbg+4AvRUR/ja81Un4DeudY+pwMDw/T09PD8PDwfL6sJElSTVouUEbECcDngEPA66ttn1J6XUrpz1JKX04p3Qy8BHgYeF9jK62foaEhxsbGGBoaKroUSZKkY7RUoIyI44HbgFXA+Smlsdk+R0rpe8DfAD9S4/b95Tdg82xfN4/BwUG6u7sZHBycz5eVJEmqSauM8iYiFgGfAX4UeEVK6f48TwekuhQ2DwYGBhgYGCi6DEmSpIpaooWyNNfkLcDLgVflmQIoIk4Cfgb45zqVJ6lOPF9YklpTSwRK4I+Bi4HrgL0Rcd6UWzdARDw7Ig5FxJF+4Yi4KiKGI+K1EdEfEeuBfwROB367iDciaXqeLyxJralVAuWFpft3A3eX3d5YeiyALo5+T9uAs4E/BP4O+APgIeAlKaUvN75sSbPh+cKS1Jpa4hzKlNLKGrbZQRYqp667Hbi9MVVJqrdmOF941/f289Zb7uVr33mcs591Eh++7FxWnLi4ZV9HkuZDq7RQStK8eOst93Lft3azd/8E931rN2+95d6jHt/1vf1c/NF/4vnvuZOLP/pP7Pre/oa8jiS1EgOlJE3xte88zsTh7N8Th7PlqeoVBKu9jiS1EgOlJE1x9rNOoqv0zdi1IFueql5BsNrrSFIrMVBK0hQfvuxcXnDWMpYu7uIFZy3jw5ede9Tj5UHwB555wpy6wKu9jiS1kkipZeb3bhoRMdLX19c3MjJSdCmS5ln5YJqDE4n7v/0YE4ezgPmCs5Zx65t/vOgyJemI/v5+RkdHR0tX+2uIlhjlLUnNYsWJi48KjM9/z52eCymp49nlLUk5TO0CXxAQRO4R4JLUagyUklRBrdMDTT0X8hnHLWTfgUMNn3JIkpqNgVKSKqh1eqDJLvAHrrmARGKidFp6I6cckqRmY6CUpArmMj3QfE05JEnNxkApSRXMZZ7I2U455NyTktqFo7wlqYIPX3buMdfarqZ8BHg9nlOSWoGBUpIqqBYOm+U5JakZ2OUtSZKkXGyhlKQ6KL+CzocvO5cVJy4uuixJmhe2UEpSHTglkKROZgulJNWgWgukUwJJ6mS2UEpSDaq1QDolkKROZqCUpBpUa4GsNgfldLwco6R2YKCUpBpUa4GcegnGW9/84zUPyPHcS83F8PAwPT09DA8PF12KBBgoJakmc22BrMZzLzUXQ0NDjI2NMTQ0VHQpEuCgHEmqSaMmJT/7WSdx37d2M3HYcy9Vu8HBQYaGhhgcHCy6FAmwhVKSCtWolk+1t4GBAXbu3MnAwEDRpUiALZSSVCgvxyipHRgoJanJeNUdSa3GLm9JajKO/JbUagyUktRkHPktqdUYKCWpyXjVHUmtxkApSU3Gkd+SWo2DciSpyTjyW1KrsYVSkiRJuRgoJUmSlIuBUpIkSbkYKCVJkpSLgVKSJEm5GCglSZKUi4FSkiRJuRgoJUmSlIuBUpIkSbkYKCVJkpSLgVKSJEm5GCglSZKUi4FSkiRJuRgoJUmSlIuBUpIkSbkYKCVJkpSLgVKSJEm5GCglSZKUi4FSkiRJuRgoJUmSlIuBUpIkSbkYKCVJkpSLgVKSJEm5GCglSZKUi4FSkiRJubRMoIyInoj4i4jYExGPR8RnI+KsGvc9PiJ+PyK+ExH7IuLuiPiJRtcsSZLUCVoiUEbEM4AvAWuA9cDrgB8A7oqIpTU8xceBAWAQ+FngO8AXIqK3IQVLkiR1kIVFF1CjAWAVsDql9HWAiPh34D+BXwH+YLodI2It8FrgDSml/1NaNwo8AAwBr2xs6ZIkSe2tJVooyULfPZNhEiCl9BDwj8Cratj3IPBnU/Y9BHwaOD8iFte/XEmSpM7RKoHy+cBXK6x/ADi7hn0fSik9WWHf44Dn5i9PkiSpc7VKl/epwO4K6x8FluXYd/LxaUXESIXVL9q8eTP9/f1VXlqSJKlYmzdvhgY3oLVKoARIFdZFDftFjn2n07Vnz54Do6Ojd+d4jnbTW7rfXGANzai3dL+5wBqaUW/pfnOBNTSj3tL95gJraDa9pfvNBdbQjHpL95sLrKEZ9ZbuNxdYQzN6EXByI1+gVQLlbiq3JC6jcuvjVI8ClaYXWjbl8WmllPrL1022WlZ6rFN5TCrzuFTmcanM43Isj0llHpfKPC6VTdPbWletcg7lA2TnQpY7G/haDfs+pzT1UPm+B4CvH7uLJEmSatUqgfI24LyIWDW5IiJWAi8uPVZt30XAxVP2XQj8IvC3KaX9da9WkiSpg7RKoBwGdgCfi4hXRcQrgc8BO4GPTW4UEc+OiEMRMTi5LqW0mWzKoBsi4o0R8XKyKYOeA7xn/t6CJElSe2qJQJlS2gu8DHgQ+L/ALcBDwMtSSk9M2TSALo59X68H/g/wPuBvgB7ggpTSfQ0uXZIkqe1FSpUGQEuSJEm1aYkWSkmSJDUvA6UkSZJyMVBKkiQpFwOlJEmScjFQSpIkKRcD5RQR0RMRfxEReyLi8Yj4bERUumxjpX2Pj4jfj4jvRMS+iLg7In6i0TU3WkS8OiI+ExHfLL2vbRHxgYg4sYZ90zS33nkovaEion+a9/ZYDfu25WcFsst7zfD/fmeVfdvi8xIR3RHxodL/65Ol97CywnbLIuJ/R8R4ROyNiC9GxDk1vsaCiHhXROyIiKciYktE/ELd30yd1HJMIuLlEXFzRHyj9HPxjYj4SEQ8s8bX2DHN5+fnGvGe6qHG47Jyhp+NU2p4jZb6rEDNx+VPZjguW2t4jZb6vNT6u7jI75VWuZZ3w0V2acYvAfuB9UAim7fyroj4odJcmDP5OPAzwG8A24FfBb4QES8qTa7eqq4CvgX8FjAG/DDwO8BLI+LHU0qHq+z/J0yZfL7kwTrXWKRfB74yZflQDfu062cF4K3ASWXrXgT8AdWvagXt8Xl5LnAJcC/wZeCnyjeIiCA7Hs8B3gbsBt5F9n3Tm1Iaq/Ia7yX72Xx36XVeA9waET+bUvp8vd5IHVU9JsCbgRPIvne3Az8AXAOcX/oOfqLCPuW+QPb9NNW2OdY8H2o5LpM+wLE/Q9+r4TVa7bMCtR2X9wIfLVu3EvgUtX3XQGt9Xqr+Li78eyWl5C2bi/PtwATw3CnrnkMWEN5RZd+1ZAH09VPWLST7YN5W9HvLeVxWVFi3rvR+X1Zl3wS8r+j30KDj0l96f6+Y5X5t+1mZ4T1/nOwPtVM74fMCLJjy7zeW3tfKsm1eVVr/0inrTgYeBf6wyvM/s3Q8rylb//fAvxf9/nMck0rfNT9R2vYNNbzGDuDmot9rA47LytL6N87h+Vvus1LrcZlmv/9V2vb57fZ5qeV3cdHfK3Z5P+2VwD0ppa9PrkgpPQT8I9l/UrV9D5Jd4nFy30Nkl3g8PyIW17/c+ZFS2lVh9WSL3JnzWUubaNvPSiURsQS4GLg9pfRo0fXMh1S91R6yz8HDKaW7puy3B7id6t835wPHATeXrb8ZOCcinjOLcudFLcekE79ravys5NFynxXIdVzWAfemlB6oZz3NoMafj0K/VwyUT3s+8NUK6x8Azq5h34dSSk9W2Pc4sub7dtJXuv+PGrZ9S0TsL50H86WI+J+NLKwAt0TERET8d0R8Mqqfc9tpn5WfB04ENtW4fbt/XibN9H1zVkScUGXf/cDXy9ZP/hKt9n3VSmbzXQNwUemzsz8i7mnW8+Hm6AMRcSiyc/xvq/G8uI75rETEi8m+P2v9roHW/7yU/3wU+r1ioHzaqWTnG5R7FFiWY9/Jx9tCRJwJDAFfTCn9a5XNbyY7p+4VwJuA7wO+FBH9jaxxnuwBNpJ1x7yM7NyTVwB3VxlE0DGflZJ1wHeBO2rYtp0/L+WqfQ5m+s45FXgslfqjKuzbFp+h0mCDG8h+Wf5VDbvcTnbe2PnAZcBTwF9GxOUNKnG+7Cc7r/hXgJeSneN2DvBPEfE/quzbEZ+VknVkvT+fqnH7lv68TPO7uNDvFQflHK3Shc2jhv0ix74to/TXzefIzit9fbXtU0qvm7L45Yj4HNlfT+8DXtKQIudJSunfgH+bsmo0Iv4B+BeygTq/Pc2uHfFZAYiIM8jC4Y2lbv0ZtfPnpYI8n4O2/wxFxEKyYHAm8OIaPz9vK3uOvwTuIRvMUt6N1zJSSt8hG7A06cuRzZjwANngiZkCUNt/VgBKpwpdAvx1Smm8ln1a+fMyw+/iQr9XbKF82m4qJ/BlVE78Uz06w76Tj7e0iDiebPTYKuD8VH202DFSSt8D/gb4kTqX1xRSSveRjUie6f21/WdlisvJvmNm0wV1RJt/Xqp9Dmb6znkUWFYa0Vlp35b+DEXE5GfmFcDPpZT+fS7Pk1KaAG4FuiPiWXUssXAppZ3A/6P6z0Zbf1ameBVwCnP8roHW+bxU+V1c6PeKgfJpD5CdQ1DubOBrNez7nNLUQ+X7HuDYcxJaSkQsAj4D/Cjw0yml+/M8HZX/CmoX1d5fW39WyqwDtqSUtuR4jnb9vMz0ffOtNPMUOQ8Ai4Hvr7AvVP++anYfBX4ReE1K6e9zPtfkL8d2/AzV8rPR7p+VSeuBcSDvNEhN/Xmp4Xdxod8rBsqn3QacFxGrJldENpHqi6k+p9VtwCKy0ayT+y4k+1L825TS/rpXO09KrQW3AC8HXpVSuifHc51ENv/iP9epvKYSES8EnsfM769tPytTlY7F88nRYtDmn5fbgDMjYvKk+sn3exHVv2/uJPvj47Ky9ZcDXy3NTtGSImLyvOTXp5T+KudzLST7OftWSumROpTXNEqD/15M9Z+Ntv2sTIqI08jmqfxkSulgjudp6s9Ljb+LC/1e8RzKpw0DvwZ8LiJ+m+wvlPcCO5ky0XJEPBv4BjCUUhoCSCltjog/A24o/QXxEPAWsnksy/9zWs0fk/2QvR/YGxHnTXlsLKU0VumYRMRVwGrgLuBh4NlkJ5OfTusfEyLiFrL/5/uAx8gmmX0X8G3gQ6VtOu2zMtU6svN7Pln+QCd8XiLi1aV/nlu6vzAidgG7UkqjZF/udwM3R8Rv8PQExAH8XtlzHQI2pZR+GSCl9N2IuB54V0R8j+wz+Itkg8OqTQ1SmGrHJCLeCbwD+ATwn2XfNbtSSt+Y8lxHHZOIuJTsvX+e7Dv7NLILBpwLXNrAt5VbDcdlI1njz93ALrKfk3cBh4HfLXuutvisQE0/Q5MuI8sy0/7x2iafl6q/iyn6eyXPRJvtdgPOImtOfpzsCgR/xfSTzP5O2folZFcDeYRstNg/A/1Fv6c6HJMdpfdb6fY70x0Tsr+I/pGsG+Ig8N+lD/uPFv2e6nRc3gX8O9lo74NkX0o3Ac/q1M/KlPe3iOwX3+3TPN72n5cZfmZGpmxzKll4ehR4kmwC4bXTPNeflK3rIhv49U2yUcD/Dry66Ped55gAIzNsU/7+j1oHnEd2pbP/Kn1+9gBfJDvHrPD3nvO4vIFsvsHdZH+kPUL2h9rqdv2s1HJcpmy3Bbi/hudq6c8LNfwuLm1X2PdKlJ5EkiRJmhPPoZQkSVIuBkpJkiTlYqCUJElSLgZKSZIk5WKglCRJUi4GSkmSJOVioJQkSVIuBkpJKkhEvDMiUkT80TSPr46IJyNie0Qsne/6JKlWTmwuSQWJiC6yKwT9KPCylNJI2WP/D/ix8sckqdnYQilJBUkpTQCvBw4AnyhrhbyK7BJxf2yYlNTsbKGUpIJFxG8CHyQLj78WEWcD9wFjZNfh3VtogZJUhYFSkgpW1vX9U8AHgHOB/pTSPxRZmyTVwkApSU0gItYA/wYEsBi4MaV0RaFFSVKNDJSS1CQiYhh4I/BfwKqU0pMFlyRJNXFQjiQ1gYh4DnBpafE04McLLEeSZsVAKUkFi4gAPg4sBa4AngKGI+KEIuuSpFoZKCWpeG8FXgr875TSjcB7gJXAtUUWJUm18hxKSSpQqav7fuBR4AdTSo+XRn3/E/AjwEtTSqNF1ihJ1dhCKUkFKXV1f4Ksq3sgpfQ4HDPh+ccj4hnFVSlJ1RkoJak4vwr0k3V1f2HqAymlrwFDwPcD75v/0iSpdnZ5S1IBKnV1V9hmIXAP8MPAS1JKd89vlZJUGwOlJEmScrHLW5IkSbkYKCVJkpSLgVKSJEm5GCglSZKUi4FSkiRJuRgoJUmSlIuBUpIkSbkYKCVJkpSLgVKSJEm5GCglSZKUy/8PuPGCZgn4l4QAAAAASUVORK5CYII=", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -655,20 +635,18 @@ }, { "cell_type": "code", - "execution_count": 44, + "execution_count": 16, "id": "88f32f28", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], @@ -702,31 +680,30 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 17, "id": "3e2c35ee", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAABAEAAAN6CAYAAAD/wVCUAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQABAABJREFUeJzs3Xd8W/W9//HXkWRbtmzLe8RJHGfHcSZp2JtAGGEUCi2lEAq9LbS3u6X0lgYKP1q66G17y710AC2UUSgjpYQSyl4hO84eTmIn3tuytc/vD8WKHe/EtmT7/Xw8BM7RV0cfSZas8zmf7+drmKZpIiIiIiIiIiKjniXSAYiIiIiIiIjI8FASQERERERERGSMUBJAREREREREZIxQEkBERERERERkjFASQERERERERGSMUBJAREREREREZIxQEkBERERERERkjFASQERERERERGSMUBJAREREREREZIxQEkBEZADuvvtuDMPAMAweffTRYbnPRx99NHyfd99997Dcp8hIs3///vD75Jxzzol0OCIiIlFLSQARGfEmTZoU/vJvGAZOp5PW1tZ+3/7BBx/sdHvDMPjf//3fIYxYRpNAIMArr7zC5z//eebNm0d6ejoxMTEkJCSQl5fH6aefzn/8x3/w+9//nn379kU6XBnBzjnnnC6fVSdyERGRsckW6QBERAZbU1MTzz77LDfeeGO/xj/yyCNDHJGMVps2bWL58uVs3Lixy3V+v5+2tjYOHz7M+++/z+9//3sAfvGLX/DNb35zmCMVERERCVESQERGFcMwME2TRx55pF9JgI8//pgtW7YAYLFYCAaDQx2ijBIbNmzg3HPPpbGxEQj9/pxyyiksWrSIrKwsTNOkurqazZs38/HHH+NyuQAGVKUi0tFtt93GZZdd1uP1//rXv3jttdcAWLRoEdddd91whSYiIiOIkgAiMqqcd955vP7667z11lvs27ePyZMn9zr+T3/6ExA6gDvnnHP497//3ev4u+++e9jn5S9fvpzly5cP631K70zTZPny5eEEwIIFC3jiiSeYNWtWt+M9Hg///ve/eeSRR4iNjR3OUMeMSZMmYZpmpMMYUn0d1Le0tISTALNnz+bb3/72cIQlIiIjjHoCiMio8vnPfx4IHaT11bjP7Xbz1FNPAXDBBRcwYcKEoQ5PRokPP/yQzZs3A5CYmMgrr7zSYwIAIC4ujosvvphnnnmG73znO8MVpoiIiEgXSgKIyKiycOFC5s6dC8Bjjz3Wa3n/c889R0NDAwA333xzv/bfn9UBOjbv2r9/PwCbN2/mS1/6EtOmTSMhIYGUlBQWL17Mz372M9ra2nq9z/6sDrB8+fLwmDfffBOAbdu28ZWvfIUZM2aQmJhIVlYWZ599Nk8//XSX56WtrY0//OEPnHXWWeTm5mK325kyZQpf+9rXqKysPOHnpK/np6Puurz7/X7+8Ic/cN5555Gbm0t8fDwzZ87ky1/+MqWlpV32sXnzZr7whS8wa9YsHA4HaWlpnH/++Tz77LN9xtcf69atC/987rnnkp2d3e/b9tSQrbvnce/evXzrW9+isLCQ5ORknE4nCxYs4O6776a+vr7P+woEArz++uvccccdnHPOOeTm5hIXF0dCQgITJ07kiiuu4I9//CNer7fPfQ3273V3j7eyspJ77rmH+fPnk5KSgsPhYObMmXz961/n8OHDve6vP6sDdPdeampq4he/+AWLFy8mPT0du93O5MmT+cIXvsDOnTv7fF7alZaW8u1vf5vCwkISExNJTU1l/vz5/OhHP6KqqqrHxxwJ7TFMmjQJCCVNn332Wa666ioKCgqw2+2dPks68vl8PProo1x99dVMmjQJh8NBYmIiU6dOZfny5X1WUx2rtraWn/70p5x33nnk5eURFxdHamoq8+bN45vf/Ca7du0ahEcsIiKdmCIiI1x+fr4JmIC5fft281e/+lX436+++mqPtzv//PNNwExNTTXdbrd50003hW/30EMPdXubFStWhMc88sgj3Y45++yzw2NKSkrMX/7yl2ZMTEx427GX2bNnm+Xl5T3G+cgjj4THrlixotsxHWN/4403zN///vdmXFxcj/d5/fXXm4FAwDRN09yxY4c5bdq0HsdmZmaaxcXFPcbXn+ekt+fnWCUlJeHrzz77bLOiosI87bTTeowvOTnZ/PDDD8O3v+uuu0zDMHocf/vtt/cZY1/uv//+8P4uv/zyE96faXZ9Hv/2t7+ZDoejx8eRnZ1tvvvuu73uc/z48T3evuNlypQpvb7Gpjn4v9fHPt7XX3/dzMrK6vV1fuedd3rc37G/N9059r20ceNGc8qUKT3eZ2xsrPnss8/2+ryYpmn+7W9/MxMTE3vcT05Ojvnuu+8O+L0yUB33f9NNN/U4rn1Mfn6+WV9fb1500UXdxv3GG290ut3bb79tFhQU9Pn7dMUVV5jNzc19xvu73/3OTE5O7nVfNpvNvPvuu0/wmRERkY7UE0BERp0bbriB7373u3i9Xh555BEuvPDCLmMOHDgQPmN1/fXXExcXNySx/PGPf+S+++7DZrNx2WWXsXDhQmJiYti4cSMvvPACgUCArVu3ctNNN/Hqq68Oyn2+/PLL/OIXv8BisXDJJZewaNEibDYbH374If/85z8B+Otf/0phYSG33norF1xwAWVlZcycOZOLL76YzMxMDh48yNNPP019fT3V1dVce+21bNy4kZiYmEGJsb98Ph9XX30177//PhMnTuSyyy4jLy+PyspKnn32WQ4fPkxTUxOXXnop+/bt4ze/+Q333nsvdrudSy+9lDlz5hAMBnnjjTd45513APjd737Haaedxmc/+9njjqvjmf8PP/yQxsZGnE7nCT/eduvWrePhhx/G6/WycOFClixZQmJiIrt27eKFF16gubmZyspKLr74Yt577z3mzJnT7X6qq6sBmDJlCosWLWLKlCkkJSXhdrvZsWMHq1atorGxkb1793L++eezadOmflU1DPbv9aZNm/jKV76Cy+Xi5JNP5uyzz8bpdLJ//37+9re/0dDQQFNTE9dccw3bt28nNTV1YE9oN8rKyli6dCkVFRUUFRWxZMkSMjMzOXToEH//+98pLy/H6/Xyuc99jvnz5zNlypRu97Nq1So+85nP4Pf7AcjMzOTKK68kPz+f+vp6Vq1axdatW7niiiu48sorTzjuwWSaJp/97Gd59dVXcTqdXHrppcyYMQOv18vatWuxWq3hsStXruSaa64JV41Mnjw5PI0qGAyyfft2XnrpJVpbW3nxxRe56KKLePPNN3v8zPj+97/Pj3/84/C/Fy9ezOmnn05mZiYul4s1a9awevVq/H4/d999Ny6Xi5/+9KdD+4SIiIwVkc5CiIicqGMrAUzTNK+++moTMO12u1lXV9flNh3PmK1du9Y0TXNIKgEAc/r06eG4Onr33XfN+Pj48Lj333+/2/0NtBIAMPPy8sz169d3GffXv/41PCY1NdW85JJLTMMwzF/84hdmMBjsNLasrMycOHFiePyTTz553M9JRwOpBGi/fP3rXzc9Hk+ncU1NTeaiRYvCY6677jrTarWac+fO7Xa/9913X3jsjBkz+oyzN/v37zetVmt4f+eee665bdu2E9pnx+fRMAzTYrGYDz/8cJdxhw8fNk8++eTw2IULF5p+v7/bfX7zm980t27d2uN9NjU1mZ/73OfC+/r85z/f49jB/r3u+HgBMzEx0XzppZe6jCsvLzenT58eHnf//fd3u7+BVgJw5Cxzd89xU1NTp+qT//iP/+h2f01NTWZeXl6nM+CNjY2dxgSDQfOBBx4Iv64Dea8M1EArAdovF110kVldXd3j+L1794bP2CckJJiPPfZYl88L0zTNiooK85xzzgnv94c//GG3+3v22WfDYyZPnmx+8MEH3Y5bu3Ztp2qWf//7370/ASIi0i9KAojIiNddEuDll18Ob/uf//mfTuODwWD4NnPnzg1vH4okQGJiorlv374eY7/jjjvCY7/97W93O2agSQCr1WquW7eux/u84IILOh0A9HS/pmmaf/7zn8PjPvWpT3U7ZqiTAFdddVWP+3r33Xc7jXU6nWZZWVm3YwOBQKdpD70dHPfHl7/85S4HU3PmzDFvv/128w9/+IO5du3aLomL3hx7UNxbCXR1dbWZnp4eHvviiy8e9+MIBALmggULwkmznsq4B/v3+tjH+7e//a3H/b3yyivhcYsWLep2zPEkAX72s5/1eJ/btm0Lj8vIyOh2zK9//etOiSW3293j/r74xS92uu9oSQJMnTrVbG1t7XW/N9xwQ3j8888/3+vYpqYmc8KECSZgpqSkdPl98vv95qRJk0wITfE4cOBAr/tbt26dabFYTMA8//zzex0rIiL9o8aAIjIqXXTRRYwbNw44ugxgu9dff50DBw4A/W8IeLxuueUWCgoKerz+mmuuCf+8YcOGQbnPK664goULF/Z4fcd1xmNjY/ne977X49hly5YNenwDdc899/R43emnn96pNPzWW28lLy+v27Ht0yPanejj+dWvfsUXvvCFTtu2bNnC7373O2699VYWLVpESkoK5557Lv/zP/8TXk6wP5KTk/nud7/b4/UZGRl84xvfCP/7scceG/gDOMJisXDttdcCoRUzPv744z5vM9i/1/Pmzet0m2NdeOGFJCUlAaHnOBAI9LnPvmRmZvLVr361x+tnzZrF7NmzAaipqaGsrKzLmMcffzz883/913/1Oq1oxYoVncrro8Udd9xBfHx8j9fX1taGV1E57bTT+pzSkJSUxJe+9CUAGhoaePvttztd/49//CPcWPIrX/kKEydO7HV/Cxcu5PzzzwfgzTffpLm5udfxIiLSNyUBRGRUslqt3HjjjUBofnX7cm5wNCkQGxvLDTfcMKRxXHzxxb1eP3369PDP7R3ET9RFF13U6/WTJ08O/3zSSSeRnp7e49iUlBTS0tIAqKioGJT4BiI3N7fH+e7tOh6Mdtf/oaOO87pP9PHYbDYefvhhPvroI66//noSExO7jGlra+PNN9/kK1/5CpMnT+6SkOrJ0qVLez0wA/jkJz8Z/vn999/vc58lJSW89NJL/P73v+fBBx/k5z//efjS8UC9Px3xB/v3uq/9WSwWpk6dCoDH4xlQQqUn559/PrGxsb2O6e1xuN3u8PNmGAaXX355r/vKzc3lE5/4xHFGO3QuvfTSXq9/6623wv0O+vpsaTd//vzwz8cmlV5//fXwzwPdXyAQYP369f26jYiI9EyNAUVk1Lr55pv5yU9+AsAjjzzCgw8+SENDA88//zwQOsudkZExpDHk5+f3en372U2AlpaWQbnPvs6sdTxY7Wts+/i6ujpcLtcJxzZQ/Y2vv+M7jh2sx7N48WKeeOIJvF4v69evZ82aNWzYsIG1a9eydetWTNMEoK6ujltuuYXDhw/zgx/8oNd9djyI6smMGTOIi4vD4/FQUVFBU1MTycnJncYEAgEefvhhfv3rX7Njx45+PZ72ZTN7M9i/133tr7t9tienjtfx3GdHBw4cwOfzATBhwoR+NYacM2cOH3744QAjHTrJycnk5ub2OmbTpk3hn1esWMGKFSsGdB/tzSm729/ZZ589oH11tz8RERk4VQKIyKg1ffp0Tj/9dCBUtuvz+XjyySdxu93A0E8FALDb7b1e33HN+GAwOOz32dfYjuPbD2aH00Di68/4oXi+28XGxnLKKafw1a9+lUceeYQtW7Zw+PBhHnjggU4H5z/84Q87HQh1p7fqjHYWi6XTVIj6+vpO13s8HpYtW8btt9/e7wQAEH5/9Gawn+eBvs6D8dqd6H12fL7783oNZNxw6U/iora29oTu49hk22DvT0REBk6VACIyqn3+85/nvffeo6amhpUrV4bLsXNzc1m6dGmEo5PRLicnh+9+97ssW7aMk08+mebmZkzT5OGHH+Z//ud/hvS+7733Xl555RUgVAHxxS9+kYsuuojp06eTmZmJ3W7HYgmdC3jkkUf4/Oc/P6TxSPRpf/170z4VAODKK68MJ1b7q6ioqMf9fetb3yInJ2dA+1u0aNGAxouISFdKAojIqHbttdfy1a9+FZfLxV133cW2bdsAuPHGG6OySddI1PFsaX+qBVpbW4cynKg0a9YsbrnlFn71q18BXedJH6s/Z0uDwWCns9EdqwL8fj8PPfQQEOpd8MYbb/R68DQYc+zHmpSUlPDP/T27faJnwSOhY/XCokWL+Pa3vz1o+7vqqqsGnFQQEZETp+kAIjKqJSYm8qlPfQognACA4ZkKMFZ0nGffn/nfpaWlQxlO1Jo1a1b4574OuvuaLgChBn4ejwcIVRx0nHKwa9cu6urqADjrrLP6PHtaXFzc5/1JZ5MmTSImJgYI/U73J5GyZcuWoQ5r0HX8ve3P7+Vw709ERAZOSQARGfWOLXM+7bTTmDFjRoSiGX2ys7PDP+/atavXsZs2bYrIKgPRoLKyMvxzX3PDV61aRVtbW69j2htcQuh3uqOOFQJ9NdDzeDz84x//6HWMdGW321mwYAEQqoB56aWXeh1fXl7er+UXo835558frvZZtWpVl94TA7VkyZLwz08++eQJ7UtERI6PkgAiMuqdeeaZfOc73+HLX/4yX/7yl7n77rsjHdKosnDhwvDPL730Uqc5v8f64Q9/OBwhDbmtW7dy6NChfo93u9385S9/Cf/75JNP7nV8Y2MjP//5z3u8vq6ujgcffDD87/blMNt1TDJs3Lix10Z6P/7xjzslKKT/PvvZz4Z/vv/++8OVGd350Y9+RCAQGI6wBlVubi7XXHMNAM3NzXzzm9/s9227mx505ZVXMn78eADeffddHnvssRPan4iIDJySACIyJvz0pz/lt7/9Lb/97W87nYmSE1dYWMjMmTMBOHjwIHfccUeXL+tut5svf/nLfZ4tHSneeecdJk+ezPLly3n99dd7Pbjbv38/l112Gbt37wZCc/T7asJnGAb33HNPuJFlRxUVFVx22WXU1NQAoeUEL7vssk5jpk+fTlZWFgB79uzhv/7rv7okAgKBAA888AA/+tGPOvV1kP5bvnx5eIm9HTt2cN1119HU1NRpjGma/OxnP+N///d/R+zzfP/994enmzz66KPccMMNVFVV9Ti+qqqK3/72t+FKiY7i4uL4xS9+Ef73rbfeygMPPNDrqhQ7duzgzjvv7JLsEhGR46PGgCIicsJWrFjBZz7zGQB++ctf8vrrr3PJJZeQmJjIgQMHWLlyJeXl5Zx77rl4vV7ee++9CEd84rxeL4899hiPPfYYKSkpfOITn2D27Nmkp6djsVioqalh/fr1vPvuu52SBPfeey9z5szpdd9f/vKXefjhh7nlllv43e9+x5IlS0hMTGTXrl288MIL4QPNxMREHn300S5NLi0WC3fccQff+ta3APjJT37CSy+9xPnnn09OTg7l5eW8/PLLlJSU4HA4+NKXvtTpwEz6Jzk5mT/84Q9cfvnlBAIBXnzxRaZOncpVV11Ffn4+9fX1vPLKK2zdupX09HSuvPJK/vjHPwKMqITA1KlTefrpp/nkJz9JW1sbTzzxBM899xznnnsu8+fPx+l04nK5KC8vZ8OGDWzYsIFgMIjD4eh2f9deey07duxgxYoV+P1+vve97/Hzn/+cCy64gOnTpxMfH09TUxMlJSWsXbuWPXv2AHDppZcO58MWERm1lAQQEZET9ulPf5qNGzfywAMPAKG5/8c2/Tr//PN55pln+OQnPxmJEAfV9OnTmTJlCnv37gWgoaGB1157jddee63H22RkZPDTn/60X00pTzrpJP7yl79w8803s27dOtatW9dlTFZWFs8++yzz5s3rdh/f+MY32L59O3/4wx+AUGPMjs0xATIzM3niiScGNLVBOrvkkkt44oknuOWWW3C5XFRXV/Pwww93GpOVlcVzzz3Hq6++Gt4WHx8/3KGekKVLl/L+++9z0003sXnzZtxuN6+88kp4Gcru9Jbs+uEPf8j06dP52te+RlVVFTU1NTz11FM9jrdarRQWFp7QYxARkRAlAUREZFD85Cc/4cILL+S3v/0tH3zwAbW1taSlpVFUVMSNN97IDTfc0K91yUeC8847jz179rB161befPNNPvzwQ7Zv386BAwc6naUfP348c+fOZenSpVxxxRWdVlLoy7XXXsv8+fP53e9+x6uvvkpZWRkAkydP5sorr+RrX/tar03/DMPg97//PVdccQUPP/wwH330EfX19aSkpJCfn88VV1zBF77wBbKzs3n00UdP6PkY66677jpOPfVUfvWrX/HPf/6T0tJSYmJiws/z7bffTk5ODs8880z4Nk6nM4IRH5/58+ezceNG/vnPf/LCCy/w/vvvU15eTlNTE/Hx8eTk5DBr1izOOOMMLrnkEoqKinrd36c//WmuuOIKnnjiCV599VXWrVtHTU0NbW1tJCYmMmHCBIqKijj33HO57LLLwlMvRETkxBjmCOqy4vP5ePvtt1m1ahVvvvkmu3fvxuVykZ6ezuLFi/niF7/Ya6nY6tWr+eUvf8maNWtwuVzk5+dz9dVXc+eddw7oi1lHe/bs4b777mP16tVUV1eTmZnJBRdcwA9/+EMmT558vA9VRETGmLvvvpt77rkHgEceeYTly5dHNiAZdEuWLGH16tVAaJ67VikREZFIGFGnZN566y0uuOACfv7zn1NWVsYZZ5zBJz/5STIzM1m5ciWXXXYZX/ziF7vtHvvggw+yZMkSVq1axezZs1m2bBmNjY3cf//9LFq0KNxgaSDee+895s2bF54PetVVV5GSksJjjz3G3Llz+fDDDwfjYYuIiMgI19DQwPvvvw9AUlIS06dPj3BEIiIyVo2oJIDFYuHqq6/m7bffpry8nH/84x88/fTTbNmyhaeeegqr1crDDz/caRkmgA0bNvCtb30Lq9XKyy+/zFtvvcUzzzzD3r17Of/889m5cydf+tKXBhRLa2sr1157La2trdx5550UFxfz1FNPUVxczJ133onL5eLaa6/tc51nERERGf3+3//7f7S2tgJw+eWXj6jGgCIiMrqMqCTAeeedx7PPPsuZZ57Z5brrrrsuXDr55z//udN1P/7xjzFNk5tvvpmLL744vD0hIYE//vGPWCwWnnvuOXbs2NHvWB599FEOHz7M9OnTue+++zpdd9999zF9+nRKS0u7xCIiIiKjR01NDV/72tc4cOBAt9d7vV5+9KMfhVdfMAyD//zP/xzOEEVERDoZUUmAvrSvR1taWhre5vV6efnllwG4/vrru9wmPz+f008/HYDnn3++3/fVPvbTn/50l0ZXFouF6667DoC///3vA3gEIiIiMpL4/X5+/etfU1BQwCmnnMJ//ud/cv/99/OjH/2Im2++mUmTJrFixYrwVMVvfetbnHzyyRGOWkRExrJRtTrA7t27ATp1j921a1e4/G7RokXd3m7RokW88847bNiwod/31T62t312HCciIiKjl2mafPTRR3z00UfdXm+1Wrnjjju6VA+KiIgMt1GTBKioqAgvcXT11VeHt5eUlACQkpJCUlJSt7edMGFCp7F9aW5upra2FoCJEyf2us/q6mpcLhcOh6Nf+3a5XN1uDwaD1NTU4HA4SEhI0FxCEZFRxuv1hn/2eDw9/j2Q6JKYmMiqVatYtWoV69ato6KigpqaGlpaWnA6neTn53PWWWdx0003MXXq1PCJCRGRE2GaZvjzJCMjY1iX4O1439FMx0w9GxVJAL/fzw033EBjYyNz5szhi1/8Yvi65uZmgF4PwtuXB2xf27kv7fvsbb8dlxxsamrqdxLgeJcqFBGR0eNLX/rSgBvWSvSpqamhpqaGdevW8eCDD0Y6HBEZpSorK8nKyhq2+2ttbR0RxywtLS39PgYba0ZFT4AvfelLvP7666Snp/Pss88SGxsb6ZBEREREREREos6IrwT42te+xh//+EdSU1N57bXXuqy72z4FoLeyypaWFgCSk5P7dZ8dpxX0tN/2fQ5kv8fe7tjtOTk5QCjbp6yWiIiIiMjY5HK5yM7OBkJl75Gyu3QiCY7oKblvdZlMm3Aw0mFEvRGdBPjWt77Fr3/9a1JSUvjXv/4VXh2go0mTJgHQ0NBAc3Nzt30B2lcTaB/bl6SkJNLS0qirq+PgwYPMmzevx31mZGQM6IC9P2MdDoeSACIiIiIiEtF57wkOA4cjmorLg5EOYESIpldsQL773e/yy1/+EqfTyb/+9a8eu/TPmDEjnB1bu3Ztt2Paty9cuLDf998+djD3KSIiIiIiMmIErdF3kT6NyCTA9773PX72s5/hdDp57bXX+MQnPtHj2NjYWC699FIA/vrXv3a5/sCBA7z//vsAXHXVVf2OoX3sU089RTDYOeMUDAZ5+umnAfjkJz/Z732KiIiIiIiIDKURlwT4wQ9+wAMPPEBKSkqfCYB23/ve9zAMg0ceeYRVq1aFt7e2tnLLLbcQCAS4+uqrmTlzZqfbrVmzhpkzZ3bZDrB8+XLGjRvHrl27uOuuuzpdd9ddd7Fr1y7Gjx/PjTfeeJyPVERERERERGRwGaZpmpEOor9eeuklrrjiCgAWLVrE7Nmzux2XkZHBz3/+807bHnzwQb75zW9iGAZnn302WVlZvPPOO5SXlzNjxgzeffddMjIyOt3mzTff5NxzzwVC62Ee67333uPCCy+ktbWVoqIiioqKKC4upri4GIfDwerVqznllFMG46HjcrnCS3FouQsRERERkbErkscGHe/7cNWUqOoJ4HIFGZe1F9AxU29GVGPAurq68M9r167tcT5+fn5+lyTAN77xDebMmcMvfvEL1qxZg8vlYuLEidx5553ceeed3TYM7Mvpp5/Opk2buPfee1m9ejXPPfccmZmZ3Hjjjfzwhz9kypQpA96niIiIiIiIyFAZUZUAY5kqAUREREREBFQJ0JOhrATwer387//+L8888wzbtm2jtbWVjIwM5syZw/Lly7nuuusG7b6G2oiqBBAREREREZEoYRqhS7QYoljKysq46KKL2LZtGxkZGZx++uk4HA5KS0t5++23cTgcSgKIiIiIiIiIjHRtbW0sWbKEHTt2cPfdd/P973+fmJiY8PWtra3s2rUrghEOnJIAIiIiIiIiIt348Y9/zI4dO/iP//gPVqxY0eX6hIQE5s+fP/yBnQAlAURERERERGTAjKCBEYye6QCDHYvP5+Ohhx4C4Dvf+c6g7juSlAQQEREREREROcb69eupqalh3LhxTJ06lS1btvD3v/+dw4cPk5qayplnnsnFF1+MxRI9zRH7Q0kAERERERERGVVcLleP1/V31YDNmzcDMH78eL73ve/x05/+lI6L6z3wwAMsWLCAF154gYkTJ55YwMNoZKUsREREREREJCoYwei7tMvOziYxMbHbS3/V1tYCsGHDBh544AFuv/12du7cSWNjI6+99hrTp09nw4YNXHrppfh8vsF+eoeMkgAiIiIiIiIix2g/6+/z+fjMZz7Db3/7W6ZPn05ycjIXXHABr732Gna7neLiYp566qkIR9t/SgKIiIiIiIjIqFJZWUlLS0u3l/5KSkoK//zFL36xy/UTJ07k0ksvBWD16tUnHvQwUU8AERERERERGbjgkUu06BCLw+Ho99z/nkyePLnbn7sbU15efkL3NZxUCSAiIiIiIiJyjIULF2IYoWUHa2pquh3Tvn0gvQYiTUkAERERERERkWPk5ORwxhlnAN2X+/t8Pt566y0AFi9ePKyxnQglAURERERERGTADDP6LoNtxYoVAPz4xz/mww8/DG/3+/1861vfYt++fSQlJXHzzTcP/p0PEfUEEBEREREREenG+eefz7333stdd93FmWeeyeLFi8nJyWH9+vXs37+f+Ph4nnzySbKzsyMdar+pEkBERERERESkBz/4wQ949dVXWbJkCTt27GDlypUEAgGWL1/O+vXrwysEjBSqBBAREREREZEBM4KhS7QYylguvPBCLrzwwqG7g2GkSgARERERERGRMUJJABEREREREZExQtMBREREREREZOCCZugSLaIpliimSgARERERERGRMUJJABEREREREZExQtMBREREREREZMAMM3SJFtEUSzRTJYCIiIiIiIjIGKEkgIiIiIiIiMgYoekAIiIiIiIiMnAmEIx0EB1oOkC/qBJAREREREREZIxQEkBERERERERkjNB0ABERERERERkwI2hiBKOnBj+aYolmqgQQERERERERGSOUBBAREREREREZIzQdQERERERERAYuSHStDhBNsUQxVQKIiIiIiIiIjBFKAoiIiIiIiIiMEZoOICIiIiIiIgNmmKFLtIimWKKZKgFERERERERExgglAURERERERETGCE0HEBERERERkYHT6gAjkioBRERERERERMYIJQFERERERERExghNBxAREREREZEBM4KhS7SIpliimSoBRERERERERMYIJQFERERERERExghNBxAREREREZGBM83QJVpEUyxRTJUAIiIiIiIiImOEkgAiIiIiIiIiY4SmA4iIiIiIiMiAaXWAkUmVACIiIiIiIiJjhJIAIiIiIiIiImOEpgOIiIiIiIjIwAWPXKJFNMUSxVQJICIiIiIiIjJGKAkgIiIiIiIiMkZoOoCIiIiIiIgMmGGGLtEimmKJZqoEEBERERERERkjlAQQERERERERGSM0HUBEREREREQGTqsDjEhKAoiIjEGBoMmakjqqmt1kJdlZXJCG1WJEOiwRERERGWJKAoiIjDGrisu5Z+U2yhvd4W25TjsrlhWytCg3gpGJiIiIyFBTTwARkTFkVXE5tz2+vlMCAKCi0c1tj69nVXF5hCITERGREScYhRfpk5IAIiJjRCBocs/KbXS3ek77tntWbiMQ1Po6IiIiIqOVkgAiImPEmpK6LhUAHZlAeaObNSV1wxeUiIiIiAwr9QQQERkjqpp7TgAczzgREREZ2wzTwDCjp7FwNMUSzVQJICIyRmQl2fs1rm5NAzX7WzBNTQsQERERGW2UBBARGSMWF6SR67TTW448BStphwJ88GgJ7/x+L4eKGwiqR4CIiIjIqKEkgIjIGGG1GKxYVgjQJRFgHLncfeVsJi/OwGKz0Hi4jfXPlvLvX++i5KNa/N7AcIcsIiJRKBA0+WBvLS9uPMQHe2vVUHYsM4n8agAdL/pV7Bf1BBARGUOWFuXy0A0LuWfltk5NAnOcdlYsK2RpUS4A08/JYv/HtexfU0dbg5fiVw6z841K8j+RRsHidOxJMZF6CCIiEkGrisu7/A3JPeZviIhEN8PUpM8RweVykZiYCEBLSwsOhyPCEYnISBYImqwpqaOq2U1Wkp3FBWlYLV0nCgR8QUo3NbDvgxpctR4ALFaDvLkpTDktg6TM/vUZEBGRkW9VcTm3Pb6+y8nW9r8eD92wUImAYRLJY4OO9934wRQc8dFTXO5qC+I8dS+gY6beqBJARGQE6u9BfE+sFoNTp6T3PS7GwqRFaeSflErlzmb2vl9D3UEXpRvqKd1QT/b0JCaflkF6vgPDUEdeEZHRKhA0uWfltm6rrU1CiYB7Vm5jSWHOgP4eyQjXXoYfLaIpliimJICIyAgTiVJMwzDImZlMzsxk6kpd7H2/loodTVTuaqZyVzPOcfFMOS2D3EInln5++TvRRIaIiAyfNSV1nf7uHMsEyhvdrCmp61eSWUQiR0kAEZFhdiIHvz2VYlY0urnt8fUDLsU8nljSJjhIu86Bq87Dvg9qKd1YH24iGJ9SyeRT0pm4MBVbrLXXx6E5pSIiI4NpmlTVlPdrbFVzz4kCEYkOSgKIiAyjEzn4DQRN7n5p8EoxT/RA3JEWx5xLxzHj3Cz2f1xHyZpa2hq8bF1Vzq43q3psIjjYiQwRERkapmlCy0HM6o1kNtcDmX3eJitJvWLGFJPo6sgfTbFEMTUGHCHUGFBk5OtvQyXTNGlr9tNc46a51ktzjZuWWi/rDjfwq7rDfd7Pk184pc9SzKFo7tSfJoKBoMkZD/y7x5JSg9BKBe/ecd6gTQ3QtAMRkYExzSA07cOs3gjuOgACWDnzhVwqW8xuj7OG4vNbehY1jQHfjcLGgGeoMWBfVAkgIjIMumuoZPhNbG2hS0xbkJ/+eD3GGdNw1XkJ+Lp2tqkK9K/Esq9SzKFq7tRXE8GsaUnUT7IN65xSTTsQEek/M+iHxj2hg39vU2ijJQYjrRBb+hzuvrKR2x5fj0HnE67tfylWLCtUAkBkBFASQERkGHRsqGRzBcnY6sXq7XwY7sHPqxUlZNhsGIZBXIINe6INu8NGnMOGM77nOfYdHX67ljfXuTGMUEM/DDr9vKe6Bf/7zWS2f08zwJNo0DQh9CfhRA/Ej20iuO+DWsq3N1G1u5m1O1z92sdgzCnVtAMRkf4xAz5o2IFZsxl8Rz6nbXaMtNmQNhvDFirxX1qUwEM3LOySXM1RcnXMMoIGRjB6Ej/RFEs0UxJARGSQ9FZ2Xtl09MtSMNYIJwCCMQa+BAO/3YI/wcCWFE9BYhIxdmuXLvtTTBtOrDQS6DGGFKxk1kJdXWuPYw5XNBFff8w+zK4JhtV/3Yc/p4GE1FgSUmNwpMYe+TkWe3JMv1YBSJvgIG3C0SaCe9d6wNfnzU54TqmWshIR6Zvpd0P9NszaYvAf+TsVk4CRPhdSZ2FYY7rcZmlRLksKczTNSmQEUxJARGQQ9FR2/sNLZzHXSKD89erw9mCMQdW8OPzxBqat85emC6+ZyqLxqWCGGjKZRxrutP8c3JvMd1/d2mMcd5w7ndPyM0LNnEwwj9y24z5iDjbwhKcWzCMlnCb447ruy+GFhkOtNBzqmlCwWA3inaHkQEKH5EB7oiDG3jmp0N5EcOrZmTz+8zeocfecCUiPsbFwnPOE5vJrKSsRkZ6Zvlao24JZtw0CRz6PY5MxMueDcyqGpfdDBKvF0GenyAimJICIyAnqtuzcNGnZ4+LH3/6Iq6bmMDnTQYphpcEMnYH3JXVuotPeUOnchbm9HuheO9FBcmbcCc1zHz8nhfuL91HR6O65uVOyneXLZ+Np9NFa76O13our3ktrvZe2Bi/BgImrzoOrztPtfcTE27pUD7RffvTJOXz5r13L9Ns3XO5O5tH/t4m/WOoo83qP6zH2dzqBlrISkbHE9DZD7WbM+h0QPFIRZk8LHfwnT8YwoqfBm4wQWh1gRFISQETkBBxbdm74gyRWBUk5HCDWHTqgfmNfDRdfO5n7nOn859MbgRNrqHSipZhWi8GKZYW9N3e6vJC0cQkwruvtg0ETT7PvSFIglCBov7jqvXhdfnxtfhrb/DQebutye8NicFtKDk+11FDn94e3p2BhmTeZwEeN/KummcQ0K/HzbbSlhKoKBjKXv7/TCbKSuimBEBEZZUx3PdRuwmzYHSoRA0jIwshcAIkTQz1jRGTMUBJAROQEdCw7N4ImRa94sDcHac604kkyaBhnZd84g/oJNi6bko0txjIoDZVOtBRzaVHucTd3slhCUwHinbEwqev1fm+gS/VA+NLgI+gPMssdywprLnsND40EcGJlnMtCQ2kbb1e4sDcHia8LkrHbR80kKyUnx+JJsmAYRr/m8i8uSCPXae+x2gEgFSveV+o4dJaN3CJnv3ociIiMJGZbNWb1Bmg+cPTgP3F86Mx/Qq4O/kXGKCUBREROQMdyctNi4IuDuBZoyrZQURhD8Mic//Zx0dRQaahiscVaSc62kpzd9Wy8aZq4m/3hpMDMTokCH3X+ANWlEB9nIakqSLzLZHyxnxgPuDKsuJMN2pICvP72Ic47LRdbbPcrJvRV7WACn07IoLXGy+a/l7H7jSqmnJHBuHkpWG0qhxWRkcs0TWgtDy3z11J29IrkSRgZ8zESsiIWm4xCQSN0iRbRFEsUUxJARKLCiTSBi6Rjy86bs6z44wyac6zhBMCx46KpodJwx2IYBvHJMcQnx5Ce7+hyvevjUvZTSYwb4uv9TFrvJ67FpDXVgtVv4qgzcdQF2fLUQfxvN5KUHUfqhITQZXwC8Skx4TNbfVU7nD81i4Mf17H/gxra6r0UrzzMnreqKTgtnQknpWGNUTJAREYO0zSh5WDo4L+1MrTRMDCcUyFjHoY9LaLxiUj0GHFJgJ07d/Kvf/2LdevWsW7dOrZv304gEODee+/lBz/4Qbe36W+p02OPPcaNN97Yr7GPPvooN998c69jXnnlFZYuXdqv/YmMZT111h8Jaw5PJrZTw79AnIFpNTCO9Ftqb/i3uEBfvvojJy0BX4IFXwK0psVSOyX2yBIHEOcyiW8ysTebpKTbCQZNGsvdNJa72b+mDoC4RNvRpMCEBJbMzO612mHKmZnkn5xG2fp69r1Xg7vJx/ZVFex9p4ZJp6aT/4k0bHHdVxuIiEQD0wxC0z7M6k3grg1ttFgxUmZAxlyM2OTIBigiUWfEJQEeeugh/vu//3tAt7npppt6vO7gwYO88cYbGIbB2WefPeB4pkyZwhlnnNHtdXl5eQPen8hY021nfQbWBC5SyjY3sOnFQ1xtS+OPvmoMIHjk5LERHHjDP+lhLr9hgAGeJANvEsQ77Sy/YwHeFj/1pa3Ul7bSUNZKY7kbT4ufiu1NVGxvAkJLGTpz7aROSGDShERSsxK6vBa2WCuTTslgwqI0Dm9qYO+7ocqAXasr2fduDZNOTiP/5HRiE0bcn0wRGcXMYAAad2PWbAJPY2ijJQYjrRDSizBiulZbiQy64JFLtIimWKLYiPtGU1RUxLe//W0WLFjAwoULuf/++/nLX/7S620effTRHq+7/fbbeeONN7jgggvIz88fcDxnnHFGr/sXkZ4d21m/I5PQQXR/msANN9M02fNuDTteD5VbXjI3l5Omj+fef27Hbw11u7cEzeNq+DfW9WvlgiNJlfjkGOJnOxk32wlAwBeksbztSGKgjfqyVjwtfurL2qgva4MPQmfI4p0xnaoFkrPjsFgtWG0WJpyURt6CVMq3NLDv3Rpaqj3seauakg9qmbgojUmnpmNPihmx01dEZOQzAz5o2IFZsxl8rtBGaxxGehGkzcaw9W91FBEZu0ZcEuDWW2/t9G+L5fjnbLrdbp588kkAbrnllhOKS0QGrmNn/e6YQHmjmzUldVEzhz4YNCn+ZzkH1obKz6eclsGsJdkYhsFFc3L5+6O72L+mlsmnZ3DlZ6fpwPA4HO/KBdYYC2kTHaRNDJ39Mk2TtgYfdUeqBepLW2mudNPW6KOtsZHDxY3h26WMs4eTAinjE8ibl8q4uSlUbm9i7zvVNJW7KXm/hgNrajkwweCPZYepbPaE73ukTF8RkZHLDHigbitmbTH4j3w2xiRgpM+F1FkY1pjIBigiI8aISwIMpueee46GhgbS0tK48sorIx2OyJjTsbP+YIwban5vgA3PlVGxsxnDgNlLcyk4+WhywmoxKMp3Yj/opSAzSQmAEzAYKxcYhkFCaiwJqbGMn5sChF7DhkNtHaYRtOFtC1B7oJXaA63h2zrSY0kdH0oKFF2RR1ujj5J3a3hjfw0Pb6/ucl8jYfqKiIxMpq8V6rZg1m2DgC+0MTYJI2M+pEzDsIzpr/MSaSb0uBZvJERTLFFsTH9q/OlPfwLghhtuIC4u7rj2sWfPHn7wgx9QVVVFYmIiRUVFXH755WRkZBzX/lwu14C2i4xkx3bWP9FxQ8nj8rPmrwdoONSG1Waw4OoJ5M7q2mypvaN8wKdJaSdqKFYusMVayShIJKMgEQhVC7hqveGkQH1pK83VHly1Xly1Xso2NYRuF2chOdfOc9R3u99onr4iIiOT6W2G2s2Y9TsgeKTbrD0VI2MBOCdjGFrBRESOz5hNAuzfv5833ngDOLGpAO+99x7vvfdep212u527776bO+64Y8D7S0xMPO5YREaabpvAHSMrPjbinfVbaj2seeIArjovsfFWPvGZieGS82OFkwBeJQFGAsMwSMyIIzEjjgkLUgHwtvm7VAv4PUE+3FtHrc/f476icfqKiIw8pqcBajZiNuwOrY4CkJAVOvOflN/vVa9ERHoyZpMAjzzyCKZpsmjRIubOnTvg2+fk5PBf//VfXH755UyePJm4uDh27tzJb37zG/7yl7/wve99j0AgwPe///0hiF5kdOitCVy7awJODrxdTcHZmRH54lNf1sqavx7A2xogITWWkz+bT2JGz5VDqgQY+WLjbWRNTSJrahIQ6gPRXOWm8v1SWFPZ5+0/+Gcp0y+LI22SQ1/WRaTfzLZqzJqN0LT/6MF/Yl7o4N8xTp8nEp2CRugSLaIplig2JpMAwWAw3NH/85///HHtY+nSpSxdurTTtkWLFvHYY48xb948vvWtb/GjH/2IW265hezs7H7vt6WlpdvtLpdrQPsRGSl6agKX67Tzpcl5jN/hp+StKnytfqZfnDusX4IqdjSx/tlSAn6TlHHxfOL6idgTe2+8ZNgMdgfc7KoJ4N+bqK7xo4DFYuDMiadwXjqs2d3n+JZNzbx3aC+Z05KYcmYmmdMS9eVdRLplmia0VmDWbIDmsqNXJE/CyJiPkZAVueBEZNQak0mA1atXc/DgQeLj47n++usHff9f+9rX+PGPf0xNTQ3/+te/+NznPtfv2zocWtNVxp7emsCVrqll16pyyj6uw9cWoPDKPCzWoZ8HWbKmlq2vlGOakDUtkZM+NQFbrLXX26wqLueHLxVT5fNCGfzm94fUNX4U6c/0lRSs5LVaObCmjqrdzRzaVE9OoZOpZ2WSPStZyQARAY4c/LeUYlZvhNaK0EbDwHBOgYz5GPbIToMTkdFtTCYB2hsCXn311TidzkHfv9VqZdq0adTU1FBWVtb3DUSkxyZwExanExNvZdsLh6gsbsTvDjDn2onhsvvBZpom21dXsve9GgDyT0ql6NJxWPo4m7+quJzbHl/f5eBQXeNHj96mr7T/dtxx9jQKqixU7GiisayN8q1NVO1u4eDHdeTOTmb6+dnkFjmHJZElItHHNIPQVBI6+HfXhjZarBgpMyBjLkZs14azIlHNNEKXaBFNsUSxMZcEqKur44UXXgBOrCFgX2prQx/sSUlJQ3YfImNFzpwUYuKtbH6mlNo9LWz4837mXT+RmPjB/QgL+INsevEQh7aE1o+feV4WU8/suxdBIGhyz8pt3Z4dVtf40aWn6Ss5x1R8NFe7Obi2nv1raqnd56L2gIuakhb2r6kjZ1Yysy8dR978FKw2JQNExgIzGIDG3Zg1m8AT+huDJQYjrRDSizBiVAkqIsNnzCUBnnjiCTweD1OmTOHss88ekvtYv349u3btAmDx4sVDch8iY0361CQWfG4Sm/56gMayVtY/up/5N+QTl9T7HP3+8rkDfPzUQWr3u7BYDOZdMY7x81L7dduP9tZ0OiA8lrrGjy69TV9pl5RpZ/bFucw4P4vDWxrZ+34NZRvqaSxtY9cbVRxcW0fmtCTmXTWe/JPTOk01CQTNXvctIiOHGfBBww7Mms3gO7LcszUOI70I0mZj2CK/BK6IjD1jLgnQPhXg85//fJ9n955//nnuvPNO8vLyeP3118PbW1tbeeSRR7jxxhu7nOl/++23uemmmwA444wzlAQQGUQpExI4aXkBGx7fT0uVm3WPlDD/hnwS0nru1t8fbY1ePnriAM1VHmLiLJx07UQyp/S8XKdpmjRXeaje10JtSQuv7e67YzxAVXPPiQIZWXqavnIsW6yViSelMWFhKvVlbZR8UMPO1ZXUH3BRur6ew5sbSJvkYO6VeUw9L5v/e38fj7y3n4Y2X3gf6ishMvKYAQ/UbcWsLQb/kc/+mASM9LmQOgvDOjgJbJFIM4KhS7SIpliimWGaZk/9jaLS+vXruf3228P/3rt3LzU1NYwfP568vLzw9ueff57c3M5fmDZs2MDChQuxWq0cPHiQcePG9Xpfjz76KDfffDP5+fns378/vL2hoYHU1FTi4uJYsGABEydOxO/3s2vXLoqLiwGYM2cOr776apcYjpfL5SIxMXRQ0tLSogaCMqa11XvZ8Jf9tNV7iU20seCGSSRmH9/ZlMaKNtY8cQB3sx97ko3Fn83HmRPfZVxrg5eafS1U7wuVdXtdR9eL3x1w82tfVZ/39eQXTlElgOBx+TnwcS3FKw9TsbUJnzvA7tQAbxR4ccV2Hd+erlZfCZHoZ/paoW4LZt02CBxJ5sUmhZb5S5mGYRlz599kiETy2KDjfTe/MgNHfPRMbXO1BUm6eCegY6bejLhPoqamJj766KMu28vKyjo14fN4PF3GtFcBXHTRRX0mAHqTkJDAXXfdxdq1a9mxYwdbt26lra2N1NRULrjgAj71qU+xfPlyYmO7+TYnIicsPjWWk24uYOPjB0IVAY+WMO8zE0mZOLAP+uq9Lax75iA+T5CkrDhO/mw+8c7Q+9bj8lNT0kJNiYuafS201ns73dYaYyEt30Hm5EROz0/gmT83UdlD13iD0JzxxQXq9iwQ57Ax/Zxspp6VRdWuZh55Zif/cFVxtIPEEUdy9KZhqK+ESJQzvc1QuxmzfgcEA6GN9lSMjAXgnIxhRM9BkojIiKsEGKtUCSDSlc8dCPUIKG3FEmNhzqcmkDGtf804yzbVs+nFwwSDJumTHCz45HiaKt3U7Asd+DdVtHUab1gMUscnkFHgIGNyIqnj4zt1eG9fHQC67xqvs7jSnUDQ5IwH/t1zTwnThA5T11RNIhJdTE8D1GzEbNgdTtwRn4mRuQCS8rUsqAyZqKkEeHlm9FUCXLoD0DFTb0ZcJYCISLsYu5UFn5vElmcOUrunhc1PHaTwyjxy5qT0eBvTNNnzTjXbV1fibvaRkBJLwBfg9V/txAx2zokmZ9vJmJxIRoGDtHwHMXHWHvba/67xIh2tKanrtakkxxxAqK+ESHQw22owazZA0/6jB/+JeaGyf8c4HfyLSFRTEkBERjRrjIW5n57IthcOUVncyNa/l+FrCzBhcXqnLuuZiXHMsMez7smD7P2glrZGLyl58diTY2g4FDrrH58SS+bkRDImO0if5MCeOLDGTf3pGi/S0UAP6rOS1ElcJJJMV3no4L/56BRUkidhZMzHSMiKXGAiIgOgJICIRLX+LJdmsVqY/cnxxMRbKfu4jl2vlPPe1ip+u6+UplI38Q1BEuqDZNfA5IR40h2xZE1LImtaUri8P2NyIo7UE+/j0d+u8SIwgIN60yQ3JV59JUQiwDRNaCnFrN4IrRWhjYaB4ZwCGfMx7HpfyhhmQrcNkSIlmmKJYkoCiEjUWlVc3qW8vqfl0gzDIP+sTBor3bzxtxI2PFZHRrxBXIqBJQiJ1UH8PtgacHHZNblcftMMkrPtKtmUiFpckEau005FD00lMU1iXSZWd5AVnytUVYnIMDLNIDSVhA7+3bWhjYYFI3UGZMzDiE2OaHwiIsdLSQARiUrtjfaOPTCqaHRz2+PreeiGhZw/LYu6A65wB/+mSjdBE9ZVN2Hzm8S3QKwnSHMitKVY8SQalBfGUBWs5fNZSgBI5FktBiuWFXLb4+sxOOYExpF5xlPf83JWURYXzc6JRIgiY44ZDEDjHsyajeBpDG20xGCkzYL0ORgxajQmIiObkgAiEnUCQZN7Vm7remY0aBLXbJLQEOTXK9bhmzvpaEOmI+psAfYWWLDlx1Kw3UtBiY9gLGwoMiibF48v3qC80c2akjqV7UtU6KmpZIojlrPr7NgbGvDtbKVydzM503XmUWSomEE/1O/ArNkEPldoozUOI70I0mZj2NSTQ6SLoBG6RItoiiWKKQkgIlHn2I7pzsMBEuqD2JuCWI4sv+whQGltKzOmOMMd/DMKElm1u5Ja1yEsfpMF61qB0N+D/fNj8ccf/cOgLusSTXpqKlm9u5n/e+N9Wqo8rH22lEvvLFQFi8ggMwMeqNuGWbsF/Ef+NsQkYKTPgdRZGNYT7xcjIhJNlAQQkahz7AG6oyZIfFMQgECMQZvToDXFQtY1WZx/1qROY7OS7GCaTNzkxeEJEkyCDWfF4U+0dR0nEkW6ayqZMyOZ/IWpbH+zkp1vVnHSJyeQO1PVACKDwfS3Qe0WzLqtEPCFNsYmYWTMg5TpGBZ9TRaR0UmfbiISdY49QG/KteBKt9CWYuBNMMJrp+flJXW57eKCNKY1WBm/z4fFhJaJUDI5Pny9AeQ47eqyLiPGvCvyOLC+jroDLra+Vk7OjCRVA4icANPbArWbMOt3QPBIeZk9FSNjPjinYBiWiMYnMqKYRugSLaIpliimTzkRiTrtHdPbP8ZbMq005lnxOiyhZZkIrRLQ3YF8wwEXFzc5SGoL4EuA/TNjMY8cMLXvb8UydVmXkWP20hxSxyUQ8Jns/aCWw9ubIh2SyIhkehowD72FuftJzNqtoQRAfCbGxAsxplyDkTJNCQARGRP0SSciUae9YzocPXBv19uBfFujlw1PHSS+xs+EzDis+RYOZB6tKshx2nnohoVdlhcUiWaxdhszzssiPtlG5c5mdvy7kmBQCyGL9JfZVoNZuhpzz98w63eGGsom5mFMuhRj8pUYyZNUXSMiY4qmA4hIVOqpY3qO086KZYVdDuQD/iAbnymlek8LeLxMKEjk6htmcM2C3E6N1lQBICPRwk9OYMs/DlNb1kr5ziYOb2tkfFFKpMMSiWqmqxyzZgM0lx3dmDwJI2MeRkJ25AITGU1MIBjpIDpQjrxflAQQkajVU8f07g7kd7xSTm2Ji4ayVhyJBuNnxZM5P5fJWgZQRoGMyQ5yC524Gr2Ub2ti55tVjCt0YlFSS6QT0zShpRSzeiO0VoQ2GgaGcwpkzMewqx+MiIiSACIS1brrmH6ssvV1lK6rp/6Ai9ScGGK8PrKnJZBYkDpMUYoMLcMwmLtsHIe2NtB4uI36Q60cKm5kwtyUSIcmEhVMMwhNJaGDf3dtaKNhwUidAelzMeKcEY1PRCSaKAkgIiNaw6FWtr1cjsflxxpngVY3E2bZSSnMxrCq7YmMHjPPy+bd3+/F3eynam8LO96sIq9I1QAytpnBADTuwazZCJ7G0EZLDEbaLEifgxHjiGh8IqOeVgcYkZQEEJERy+Pys+mZUoIBE787QFJmLFS14MyMIaUwK9LhiQyqGLuVaWdl0VJbSm2Ji9xZHso2NzBxvipeZOwxg36o34FZsxl8LaGN1jiM9CJIm41hs/e+AxGRMUxJABEZkYJBk83PltLW6MM0TeKcMXgqmpk8045jYgoxyXGRDlFk0M2/Mo/ifx7G4wrQXOlm51tVjJ/jxKKqFxkjzIAH6rZh1haDvy200RaPkTEXUmdhWGMjG6CIyAigJICIjEi7X6+ktsSF1WZgxFoxW/w4E/3EJ8aRMltdn2V0Sp/kIGdWMqUb66ne10Jyjp3STQ3kL1SzMxndTH8b1G7BrNsKAV9oY2wSRsY8SJmOYdFXWpFIMIMGZjB6SvCjKZZopk9MERlxKrY1UvJeDQCZM5Io39pEsNVDdn4MMY5YHPkpkQ1QZIgYhsG8ZXkc2tyIr8WPt9XPzreqmTAvRdUAMiqZ3hao3YRZvxOC/tDGuBSMzAXgnIJh6PdeRGSglAQQkRGlpdpN8QuHAJj4iTQqtjcBkJFhEhNrwVmYhaFGaTKKTTkjg6TMOOorW9lU3YQlzoPr1QNcvnRSt8tnioxEpqcBajZhNuwC88jC3/GZoYP/pHwMQ7/rIiLHS0kAERkx/J4AG54uxe8NkjbJgdVuxdPiJzYOkh1+DMPAWZgZ6TBFhlRsvI2mxfH85XADLXFe8LXwl7dreWDjPu6+vJClRbmRDlHkuJltNVCzEbOp5OjBf+I4jIz54MjTwb9ItDGJro78ZqQDGBmUBBCREcE0Tba8cAhXjQd7cgzTL8xhzSMlAOSOt2JpMkiclEpMohoCyui2qric39aWwzH9zyqa3Nz2+HoeumGhEgEy4piuCsyaDdBcenRjcj5GxnyMBPV5EREZTEoCiMiIUPJeDZXbm7BYDeZfO4EDH9US8AVJGR+Pra2WIOCcrWUBZXQLBE3uWbkt9I8eTrzcs3IbSwpzNDVAop5pmtBSFjr4d1WENhoGhnMKZMzDsKdHNkARkVFKSQARiXo1e1vY/XolALMuycWwGBze1ADA+OlxuLYEiUmKwzEhJXJBigyDNSV1lDe6e7zeBMob3awpqePUKTqAkuhkmkFo2o9ZsxHaQk1eMSwYqdMhfR5GnDOi8YnIAASPXKJFNMUSxZQEEJGo1tbgZfNzpZgmjF+QSt6CFNY8th+AcXNTCFY3AJAyWw0Bh1sgaLKmpI6qZjdZSXYWF6Tp7PMQq2ruOQFwPONEhpMZDEDjHsyaTeBpCG202DDSZkH6HIyYxIjGJyIyVigJICJRK+ALsuHpg3hbAzjHxTPr0lyqdrZQf6AVi81g4vxEKl8pCzUEnKmGgMNpVXE596zc1umsdK7Tzoplakw3lLKS7IM6TmQ4mEE/1O/ArNkMvpbQRmscRvpsSCvCsOn3VURkOCkJICJRyTRNtv+znKZyN7EJVuZfOwHDgJ2vheaNFpyWgbesHoDEyanYHLG97U4G0aricm57fH2XBrwVjWpMN9QWF6SR67RT0ejusQFyChZ83gAvbjykCg2JKDPggbptmLXF4G8LbbTFY2TMhdRZGFZ9bouMeKYRZasDRFEsUUxJABGJSmXr6inbUI9hwLxrJhCfEkvJBzW01nmJS7QxaXEaB548CEDKbHWOHi7tjem6OwA1CfWqU2O6oWO1GKxYVshtj6/HoPuVkLzAjY99HP63KjRkuJn+Nqjdglm3FQK+0MbYxNAyfynTMSz6+ikiEkmWSAcgInKshrJWtr9SDsC087NJn5yIt9XPnreqQ9vOy6L1YD0Bb4BYp52E8cmRDHdMGUhjOhkaS4tyeeiGheQ4O5dQJxz5k956TFek9gqNVcXlwxajjE2mtwWz/D3MXU9iVm8MJQDiUjDGn4sx9TqMtEIlAERkxFm+fDmGYfR6cbtHVi8efRKLSFTxtPjY+EwpwYBJ9qxkCk7PAGDPW9X43QGSsu3kzU/l4LPFADgLszAMnXEeLmpMFx2WFuWypDAn3JixeXsLP9tU0u1YVWjIUDM9DVCzCbNhN5hHklDxGRiZCyEpX5/RIqNZ0AhdosUQxnL66aczderUbq+zWq1Ddr9DQUkAEYkawaDJpmfLcDf5cGTEMefKPAzDwFXr4eDHoTPLMy/KwVvbirvahWFRQ8DhpsZ00cNqMcLLAP7bLKdxU6DHsVo6UIaC2VYDNRsxm0rAPDI5JXFcqOzfkaeDfxEZVW699VaWL18e6TAGhZIAIhI1dr1WQd1+F7ZYCws+PRFbXCiruvO1SsygSeb0JDImJ1Lxxj4AkianYUuIiWTIY05fjekMIMcZakYnw6fZ6N/CyKrQkMFguiowazZAc+nRjcn5GBnzMBJyIheYiIj0i5IAIhIVyosb2P9BLQBzrhpPYkYcALUlLVTuaMKwGMxckk3A66dpdw0AKUVqCDjcemtM137Ob8WyQpWcDzNVaMhQM00TWspCB/+u0CotGAaGcwpkzMOwq8JEZEzS6gAjkpIAIhJxzVVuil88DMDkMzLInhVq9BcMmmx/NfRlc8KiVBIz7TQUVxL0BYlLiSd+XFLEYh7L2hvTrXh+K5UuT3h7jrrQR8zigjRyku1UNHV/pl8VGnK8TDMITfsxazZCWygBi2HBSJ0O6fMw4pwRjU9EpCcul6vH6xwOx4D398Ybb7Blyxaam5tJT09n8eLFXHLJJcTFxZ1ImBGhJICIRJTPHWDj0wcJ+IKkT3Yw9byjZ/cPb26gucKNLc7C1LOzME2Thq2VADhnqyFgJC0tymUu8Tz39B586VZOXTZR69FHkNVicPflhXzp8fVdrlOFhhwPMxiAxj2YNZvA0xDaaLFhpM2C9DkYMYkRjU9EpC/Z2T1XjJpmd5Mae/fnP/+5y7bc3Fz+9Kc/sXTp0gHvL5K0RKCIRIxpmmx5vgxXrZd4Zwxzr56A5chBit8bYNfroQP+KWdlEuew4a5swV3TisVqUUPAKBBoCzDDaue83HROnZKuA8wIW1qUyy2n5nPsq2AY8B9nFahCY4wJBE0+2FvLixsP8cHeWgLB/n3hNYN+zNqtmLufxjz0VigBYI3FyFqIMf16jJxTlQAQkaPaVweIpssgmzdvHv/93/9NcXExTU1NVFZW8q9//YvTTjuN8vJyLr/8ct58881Bv9+hpEoAEYmYfe9UU7WzGavNYP51E4lzHP1IKnm/Fk+zn/jUWPJPDs01bdhWBUDS1DSsdn18RZqnxQ9ArEOvRTRYVVzOnz440KVhY9CEh98uYcHEVCUCxohVxeXcs3Ib5Y1Hp4fk9jFdxwx4oG47Zu0W8LeFNtriMTLmQuosDGvscIQuIjJoKisrj6vs/1jf+MY3Ov07KSmJJUuWcMEFF3DVVVfx4osv8vWvf52NGzee8H0NF31zE5FhEQia4TXNs5LsFPhj2PNG6KB+1qXjcI6LD491N/koeS8093TGBdlYbRYCHj/Nu0ONA52FWcP/AKQLryu0JF1cov6URFogaHLPym3hBIDNY5JyOEDdBCtBW+isyD0rt7GkMEcVG6PcquJybnt8fZdkUEWjm9seX89DNyzslAgw/W1QW4xZtxUC3tDG2ESMjHmQMgPDove3iIxMDodjUJIAPTEMg3vuuYcXX3yRTZs2UVpayoQJE4bs/gaTPtlFZMh1d1Yq1bByrS2NyxfnMX5Baqfxu/5dScAXJGVCAjmFoSaBTTtrCPqDxKXFE5+rhoDRwBuuBLBGOBJZU1J39P1lmuRt9RPbGiQQY1A/3ooJlDe6WVNSx6lT1MV9tDo2GdSRSag/RHsyyOJ3Qe1mzPodEAy9l4lLwcicD8lTMCx6X4tIP5jQ7YdOpAxzLLNmzQr/XFZWpiSAiAj0fFaq3gzwf75q5k0cz+wO2xvL2zi0qQGAWRflYBhGp4aAKbOz1RAwSnhdR5IAiTERjkSqmjusCmAY1OdZyN4dJPVQgIZcC6bV6DpORp1OyaBuhJNBH/+bkxNLwAyGrojPwMhcAEmT9PkqIjIAtbW14Z+TkkbOSSo1BhSRIdPbWSkInZW695/bww2rTNNk578qwITcOU5SxicA0FbejKeuDYvNQvKMjOEJXvrkUSVA1MhKsnf6d1OmBZ/dwOozcVYEexwno0t/kzyVVYdDCQBHLsakSzAmX4WRXKAEgIjIAD311FMAJCcnM2PGjAhH03+qBBCRIXPsWakJB33YfFA+zoo73hI+K/Xh3losFoPdu+qp39PA9Fg7088/uqxLw9YjDQGnpWON08dWtGivBFBPgMhbXJBGrtNORaM7lHSzGNSNt5K9x0/qoQBNuRayU+NZXJAW6VBlCPU3yZOVnoExeQFGQs4QRyQio50ZNDCHoCP/8RrsWDZu3MjBgwe55JJLsNmOft8JBoM88sgjfP/73wfgq1/9KjExI6cyUt/cRGTIHHtWKrU+iN1tUp3V+czxl/+6noY2X/jfGZYY7itLZ2lKLv42Hy1764DQVACJDn5vgIA3dIZZqwNEntVisGJZIbc9vh6DUNl3U5aF9FIDm8ckqSLIihsL1RRwFDm22eonJqWSvt9HKlbqCXR7GwPISY7l5FMuwNDvgohIn/bv389VV11FamoqCxcuJDs7m4aGBoqLizl48CAAn/nMZ1ixYkWEIx0YfXMTkSHT5azUkXkB5jHfPTsmAABqPb5wF+vFfggGgtgzErBnDV2HVxmY9pUBrDEWrLGaWRYNlhbl8tANC4824TxSDZC/N8iymgTOm5IZ6RBlkBzbbNUImsw5ZOHSlBSWZ5s82GoeSQYd/bBt/2nF5UVKBg2hY5MziwvS9HyLjGDz5s3j61//OmvXrmXHjh289957mKZJdnY211xzDTfffDOXXHJJpMMcMCUBRGTIHFuibPSzY2vHLtZ/mRDqZK6GgNGl48oAel2ix9KiXJYU5oQPQtLtMWz93k7aGnys++sBTr1lSqRDlBN0bLNVq8+kYKeXSTGVBFPe4/yZiUxLzONHa1OoaD1adZXjtLNiWWGn5QFlcHW3Ek6unncZ7Uyj69mdSBrkWAoKCnjwwQcHdZ/RQEkAERkyx5YoD+Rjub1fwLrYZhYkxZE0XcuaRZOjKwPoz0i0sVqMTssAxl7t4v0/lrD5hUOcdH0+sfF6zUaqTs1WTZMEt5/zqw8xp6CUeLuHxgwLb9Va+NJZs7jwgiI+Lm3VGelh0tNKOBWN7nBlmxIBIhIt9E1ARIZUxxJlTA8QStKmxMd0mQbQnbpAkORpGVhj9XEVCT2Vth5dGUCvS7RbcO1ENjxbRlujj/VPH+SU5ZMjHZIcp47NVs+vLeWzRjExaT58cQYNsXFUlGVwsCGb931NTMrYxHhgvGGAAYfXGqFEbHvlzpHMbLiS58i40I+dtxkdrgtt6Ljt6P46beu076P3Gx7TYX+GcfS+wuPovK1r7EduxzG3O2ZbuFCpw2Mywvffc+ydYz0mdjpvC5gmK54v7nYlnI6VbUsKc5SIEZGooG9vIjLk2kuUn29dR1ODhy9/rgBbWiyf/cNHfd42zWohpUgNASOht9LWaa5QmbFWBoh+MXFW5l2Vx4eP7mfz84dY+OmJxNr1uo1EHZut+ltjiEv10uqLY4t3HGXN6QRNK1bA1dSGP2HkdKke6Ta2+ql0eXu8vr2ybU1JXacqHZFRIWiELtEimmKJYvoWICLDwmoxmJiagM8ey/xJadgz4jovadaNTKuFT0xIwZ6phoDDra/S1v+aVcBEVAkwUiz89EQ2PX+I1kYfG54u5eSbCiIdkhyHjs1Wt9gyeHLnInbaUzk8Iw4jqb3vism1l8xjXH4qmO3dWEP/Mc0jP5vm0UatmJ22hf9Nh23h/XS43THbzA7XHdlRh21H4zDb7+vIbc1j7utonJ3312mbaXa46phtHW8X3n/7mA5xdxt7xzg7bOv4mDtsa/93Y00r0Nb1BTvGsSvmiIhEir69iciwaf/uZRjdL2nWrv3fX0xJIE1VAMOu07zjY7SXtv7vnjLus+SqJ8AIEWu3MfeKcXz05wNser6MhZ+eQEycXruRpmOzVfwGO92ZNKZYccWEXkuDUAPAk+ePV9n5MJqxtxZ2f9jnuC4r5oiIRIjWdRKR4XMkC9C+PnV7v4AcZ+cvRtmJsfwgPZGzUxJInqrSyeHWcd5xd0ygxudjd9CjSoARZOGn87En2Wht8LHhmdJIhyPHoT15CmA70lLF36Hq3wTuunSWEgDDrD0509OzbhCaSrW4IG04wxIZHu2rA0TTRfqkJICIDJ/2U8sdPp+XFuXy7h3n8eQXTuG/Pz2fJ79wCs+cNJEzEuJInpGBJdba7a5k6PS3ZLWRgHoCjCBxCTbmXpEHwKa/H8Ln8Uc4Ijke7cnT9JgYWtIt1Od1/oy89+XtrCouj1B0Y1PH5Myxhx/t/16xrFDJGRGJGkoCiMiwaZ+Leey68u1Lml0xP49P5CTRVtIAgLMwa7hDFPpfsurEqkqAEWbhZyZiT7Lhqvey8bmySIcjx2lpUS5LT82jfGYMpq3z52l73w4lAoZXT5VtOU67lgcUkaijb28iMmzMbioBjtW4vRrTNInPScSeoYaAkdBx3nF3fQEMIAUr0yxx6gkwwtgdMRQtG8favx5k47NlzL96vHoDjECBoMljFRXdfpZqSbrIaV8Jp7tlVUVGLa0OMCKpEkBEhs8xPQG6XB00adhWBUDKbDUEjJT+lLZeF5OG1WbBFqc/IyPNouvziUu04arzsvn5Q5EOR47DmpI66gI9T+fouCSdDK+OlW2nTklXAkBEopK+vYnIsDGDof8bPXwncpU24Gv2YI2zkTRFDZQiqbfS1p9fXMRCawJxibYuUzsk+tkTYyi6NFSavOHZUvUGGIGqmvrXt0NL0omISHdUAygiwya8PnMPx40NxaEqAOeMDCwxaggYae2lrS+9XMKmNdVMLkjms8tnUru7mY00qx/ACLbos/kU/6OclhovW148xMJr8yMdkgxAenxM34PQknQiMvRMOkz3jAJRFEpUUyWAiAwLs+NfiG7OHvuaPbgO1APgnK2GgNHCajE4eXI6i6wOphKH1WLgdYXOHGtlgJErPjmW2e3VAH8rUzXACDMv00kKPSdKtSSdiIj0RkkAERkeHXMA3XzyhBoCQsK4ZOLSEoYvLulT+8G+pyV0oOg98v8YVQKMaCddn0+sw0ZztYfilYcjHY4MQMAd4FMx3R/ga0k6ERHpi5IAIjIszODRLMCx88jNoEljuCGgqgCijT0pdLDvbvZjmiZeVwBQJcBI50iJZfbSHAA2/K0UvzcQ4YikvzyuAPOtCXwtO480W+f3oZakE5FhZRrRd5E+6RuciAyLTvPFjvl8btlfj8/lxWq3kThZ5avRpv1gP+AL4vcGwxUBsQ71bRjpFt2Qz9ZVFTRVhqoB5l89IdIhST94W0PvwZOdyeQ3WdlruMm/OIsJ2Ylakk5ERPqkSgARGR5mx0qAzle1VwE4Z2ViseljKdrYYq3hpQA9zX71BBhFHKlxzLowtBynqgFGDl9r6HVqa/FjmDA/28m1p+VrSToREekXfYMTkWHhD5hs87tpMAMY++s4eWoGVouBr8mD62ADACmF2ZENUnoUl2jD7/HiafGHewJodYDR4RM3TGL7qxXUV7Tx1JO7SZqXRFaSXWeUo1h7JUBLvQeArCmJkQxHRMayoBG6RItoiiWK6RuciAy5VcXl3P3SViraQl9Y/+dPa8h12lmxrJCTWnyYJjjGO4lN0XJW0cqeFIOr1ou72ReuBIhVJcCokJgeh+vMRB6rqqBl+17YHtre/h7V3PLo420NYJomzbUeHOlxZE9NinRIIiIygqjuVkSG1Kricm57fD0VTZ5O2ysa3dz2+Hr+saYUUEPAaNde+t/W6MPXFipFViXA6LCquJzfNVbQEtt5e3mjmy89vp5/bi6PTGDSI29rAG9bAL83iMVmkDHJEemQRERkBFESQESGTCBocs/KbR1XBwxr3/a7yiaMeBuJBanDGZoMUPsKAS3VoWSOYTGIiVdjwJGu03u0hwrKrzy5nn9u1hKC0cTr8tNS58UaYyF9ogNbjL7OiUhkmKYRdRfpm/5qiMiQWVNSR3mju8frTaA6EKQkMwHDqo+jaNZeCeCqDSUBYh3WLks9ysjT13sUIGjC7X/dwKpiVQREC2+rn5Y6D5YYg+yp6gcgIiIDo2/dIjJkqpp7P7ho15qeMMSRyImKS4oBoLXWC6gfwGjR3/cowD0rtxEIdlfXI8MpEDTZVNfMrnoXla0eMiYrCSAiIgOjJICIDJmspP41+svNVlOraGdv7wlQfyQJoH4Ao0J/36MQ6hGwpqRuCKORvqwqLuf0n/ybhw4fZoPPxd/3VHDJn95TlYaIRE776gDRdJE+KQkgIkNmcUEauU57T1ONAchxxLK4IG3YYpLjE3ekJ0Bbgy/0b1UCjArt79EemZ3P/A+kckAG19Emq27iG4IAtKVYqGjycNvj65UIEBGRflMSQESGjNVisGJZIdBjzzFWXFGktchHgPaDfk+Lj2DQVCXAKNHxPdqFacIxfR8GUjkgg+fYJqvx9UeSAKmW8DZN1xARkf5SEkBEhtTSolweumEhOcecbcy0Wvjp4nwunqs1yEeCGLsVq80g4DMJeINKAowiS4ty+d31C+mSi+uQADCAXKddVTsR0rGBo9VjEtMaBMPA7Qx9jTPRdA0RiRDTiL6L9Enf4kRkyC0tymVJYQ5rSuo4XNGE/8My5thtTFsyLdKhST8ZhkFcUgwBbxC/J9BtY8BA0GRNSR1VzW6ykkIHjKryGBkumZvLb1nAd367FmdVEG+cQU1B6DVufwVXLCvU6xkhHadhtFcBeBINgjFGj+NERER6oiSAiAwLq8Xg1CnpVJW3UGePIXFSKjFJcZEOSwYgLtEWSgJ0Uwmwqrice1Zu67TcXK7TzoplhSwtUrXHSHDJ3HG0Xjabp/57K1XeYHh7jl7HiOs4DaMt1ULt1BiC3XyD03QNERHpDyUBRGTYBH0BGndUA5AyOyvC0chAxTps1DW6aSwPklbTxFkFDqwWI9yw7NjZyBWNbm57fD0P3bBQB5AjxDlF2SSc0UqNJYDzikxVdESJ9gaO5Y1uAnEGLTnWTtcbhJI1mq4hIsPNNA3MKCrBj6ZYopl6AojIsGneW0fA4ycmMRbHxJRIhyMDsKq4nB+8UszW0kbW7Krh1qfXc8YD/+afmw93aljWkRqWjTy2OAuGYTAxOZ4r5udx6pR0JQCiQG8NHDVdQ0REBkqVACIybBq3VQGQMjsbQ19WR4z2M/3pbX6yTDCCBoGY0Jn+2/+6odfbtjcse/S9EjKS4nRmOcrZ4kJnmP2eYB8jZbidmZfOzbEZ/N1bTyOB8HZN1xARkYFSEkBEhoWntpXW8mYMw8A5KzPS4Ug/dVyazOo3iXGbBKxBHPUmXjv47WD244D+3pe3h39Wr4DoFWMPFQj6PQFM08QwlKyJFvs+rmWuJYHzZmdiO82pBpwiEh2CRy7RIppiiWJKAojIsGjYWglAYkEqNkdshKOR/uq4NFmMx8TmMYkzYdw2HwAup4XDc2L63I/VHSRw5ABTvQKiV3slgGlCwBfEFmvt4xYyHPy+IAc31AMwdXEGuVOSIxyRiIiMZCOuJ8DOnTv5zW9+w/Lly5kzZw42mw3DMLjvvvt6vM3dd9+NYRi9Xnbs2HFc8ezZs4fly5czfvx44uLiGD9+PMuXL2ffvn3H+xBFRp2gN0DTzhpADQFHmo5LjrWkWqieYKVunAWPw0LQapDQGMTmMem2KQCAaWJ1m8x8xc1Jj7vI3O5Vr4AoZrEZ4ak6mhIQPQ5tbcTbFiAhJYbsaUmRDkdEREa4EVcJ8NBDD/Hf//3fx3XbefPmMX/+/G6vczqdA97fe++9x4UXXkhrayuzZ8/mjDPOoLi4mMcee4xnn32W1atXc8oppxxXrCKjSfPeWgLeALHJcSRMGPh7TSKn45JjDeNtbBjf4c+GaWL1gcVvQi9l44nVAZKrA8S6YPxGH9WzYsO9AtaU1HHqlPQhfAQyEIZhYIuz4GsLhJIAOt6MCvvW1AJQsCgdi0r/RSSamEboEi2iKZYoNuKSAEVFRXz7299mwYIFLFy4kPvvv5+//OUv/brtlVdeyd133z0ocbS2tnLttdfS2trKnXfeyf333x++7vvf/z4//vGPufbaa9m5cyfx8fGDcp8iI1VDcaghoLMwS3OMR5j2pckqGt1dT/YbBsFYyMqM565LC7n35W3hqQMdxzROsFExzcb4LX5iPCaGP4hpCxWidaw0kOgQTgK4A30PliFXd6iVhsNtWGwG+QtTIx2OiIiMAiMuCXDrrbd2+rfFEpkZDY8++iiHDx9m+vTpXaYi3HfffTz33HPs2rWLP//5z3zxi1+MSIwi0cBd7aKtqgXDYuCcpakAI0370mS3Pb4eg85V/x2XJltalMtFRTmsKamjqtlNTbOnUzPA+olWsnf7sQYhsyRI1bTQZ3fHSgOJDqG+AD5NB4gS7VUAebOdxCWMuK9tIiIShUZcT4Bo8fzzzwPw6U9/uksiwmKxcN111wHw97//fdhjE4km7Q0BkyanYUvou4GcRJ+lRbk8dMNCcpydD9hznPZOzf2sFoNTp6Rzxfw8lp9eQK7THk4UYDVoTT5y4L/Pj0FolYDFBWnD90CkX2xxR1cIkMjytPo5tLURgMmLNW1GRKKPGTSi7iJ9G1Mp5fXr1/O9732Puro6nE4nCxYsYNmyZSQlDXzS44YNobWxFy1a1O317dvbx/WXy+Ua0HaRaBbw+mnaFWoI6FRDwBFtaVEuSwqPnunva2myLhUEhoErzcDRapJYF8TeGGDFDYVa2iwKHU0CqBIg0g6sryfoN0kZF0/qOE0tFBGRwTGmkgArV65k5cqVnbY5nU5+/etfc+ONN/Z7P83NzdTWhsrzJk6c2O2YCRMmAFBdXY3L5cLhcPRr34mJif2OQyTaNe+uJegLEptiJyFPS1qNdO1n+vurvYLgnpXbaDVa8CUYeBIMkgwLX00Zp+UBo1SMPbQsoCoBIisYNClZG/quMfkTaRiGQSBo9jsRJyIi0pMxkQSYMmUK999/PxdffDH5+fkAbNu2jZ/85Cf84x//4KabbsJqtfLZz362X/trbm4O/9zTwX3Hg/mmpqZ+JwFERgvTNGnYGmoImKKGgGNWewXBC0/vYedbVdhngLHHTdw+Lz53IHzAKdEj1BNAlQCRVrm7mdYGH7HxVvKKUlhVXM49Kzs338x12sM9OUREIkKrA4xIY6InwOc+9znuvPNO5s+fT2pqKqmpqZx++umsXLmS//zP/wTgG9/4Bl6vN8KRQktLS7eXysrKSIcmMiDuKhfuahcWq4XkmZmRDkciyGoxmDMxhRk5SSw6M4e4RBvNVW4OfFQb6dCkG5oOEB32fXyk4nBBKqt3VnLb4+u7rL5R0ejmtsfXs6q4PBIhiojICDUmkgC9ufvuu7FarVRXV/PRRx/16zYdewj0NFe/paUl/HNycv/LoB0OR48XkZEgEDT5YG8tz6zezSa3j/jJqdji1RBwrDOO/LWxJ8WQU+TENE22/rMc0+yy8KBEmBFjoayulfe2V/HB3loCQb1GwyX8+fnmftZ9XIUJ5J+Uxj0rt3VdopOjq3Xcs3KbXicREem3MTEdoDdpaWlkZWVRXl5OWVlZv26TlJREWloadXV1HDx4kHnz5nUZU1paCkBGRoYO4GXM6K5cNXuNm3vGJapcdYwzjsxbNoNQuDSX0rV1VOxoov5gK2n5+oyMFquKy/n5M5uwbW6l6aCVw+WlKjkfJh0/P1NL/CQf8hOXZ6d0Q1yXCoCOTKC80c2akroB9ewQERkMpmlgRlEJfjTFEs3GfCVAIBCgsTG0/M5AVglYuHAhAGvXru32+vbt7eNERrtVxeXdlqtWtXhVriqYFtgTcPNuTT0V6SYJWXG0NXrZ/VZVpEOTI9rfw9VtoalxlkDozLJKzodex89PI2CSWBlqyljqDPDg6t392kdVc8+JAhERkY7GfBLgpZdeorW1FcMwelzurztXXXUVAE899RTBYOd5k8FgkKeffhqAT37yk4MXrEiUCgRNlatKj1YVl3P9PzfwkK+a3xwoY/lf1/G7gmb2pAbY+041Hpc/0iGOeR3fwwEL2Dwm8U2h96vew0Pr2M9PR3UQi9/EbzdoS+3/17SsJPvQBCgiIqPOqE8CHDx4kMcffxy3u2uG/IUXXuDWW28F4LOf/Sw5OTmdrl+zZg0zZ85k5syZXW67fPlyxo0bx65du7jrrrs6XXfXXXexa9cuxo8fP6ClB0VGqjUldeEKgElGA+da9jPZqA9f37FcVcaWY88ut6sPBvjHdB9rWpo5tKG+h1vLcOn4HnY0mqRUBkmuPprg1nt46HR87jFNkipCVQDNuVbox6oqBqFVAhYXpA1hlCIiPQga0XeRPo24ngDr16/n9ttvD/977969APzf//0f//jHP8Lbn3/+eXJzc6mrq+Nzn/sct912GwsWLCAvL4+2tja2bdvG7t2hErtzzz2Xhx56qMt9tba2snPnzm7jSEhI4JlnnuHCCy/k/vvv56WXXqKoqIji4mKKi4txOBz87W9/Iz4+fjAfvkhU6liGmmW4mGGpJRA02Gem9jhORr/eKkTarc5xc+G/Kyk4PUPLSEZQx/dmU7qBP8bAGjCJawniSbR0O04GR8fnNK7ZJLYliGkxaMnqunymAZ3eT+3vmBXLCrFa9P4REZH+GXFJgKampm67+JeVlXVq7OfxeACYMGECd9xxBx9//DF79uxh/fr1eL1eMjIyuOyyy7j++uu57rrrsFgGXhRx+umns2nTJu69915Wr17Nc889R2ZmJjfeeCM//OEPmTJlyvE/UJERpGMZaq0ZSnylG229jpPRr9MZzu4Y0BIHHx+s5xN7W8ic2v++LDK4Or4321KtHJwTQ3JNgJTKIJUdkgB6Dw++js+pL96gvsCGxQ/BmM4H9d+4YDpPfXyw03sqR00bRUTkOIy4JMA555wzoCWl0tPT+clPfjJk9zV16lQee+yx49q/yGixuCCNXKedikY3NWYCAOm0YWBiYmAQ+rKqctWxpb9njataPBxcU6ckQAR1fA+bQEO2heSaAMnVQaommWA19B4eIvNzkkmz2ajz+wnGGDTldf5q1v75+ZXzpvKV86aypqSOqmY3WUmh10MVACISUaYRukSLaIolio36ngAiMvSsFoMVywoBaCYOn2nBZgRJwa1y1TGsv2eN7a1BDnxcR1ujt+/BMiQ6vocNoDXFwBdnYPWbJNeGegPoPTz42pp9vP/Yfq4wUrq9/tjPT6vF4NQp6VwxP49Tp6Tr9RARkeOiJICIDIqlRbk8dMNCsp3x1HF0SkCO085DNyxUueoY1H52uafDFAPIiI1hisVOU2UbZevVIDCS2t/DOU47GAYN2aE56RObrXoPD4GWWg9v/3EvjZVtTG228TkzlRQ69wHQ56eIiAyFETcdQESi19KiXJYU5rDtHYPg4T1cMj6f2aefqbNVY1T72eXbHl/fY0Oz75w9jUBNDbW7WihdW8eUszKxWJWfjpT29/CakjoOH26h7tkq8lLsnDlO0wAGU/3hVj544gBtTT4ay9tIzIjjJHsSl8wYR2B+ArUen8r9RWREMM3QJVpEUyzRTEkAERlUVotB4bSJ+IKVWJID+gI7xrWfXb5n5bZuG5pdWJjDv9a7qd3dQu2BVqp2tZAzKzmCEUt7yTlT0ll7wKR6TwuHNjQw/fzsSIc2KlSXtPDhkwdobfRSX9pGRoEDW6yF2RfkMPU0rZIhIiJDT0kAERl0RmJoaUCzpQHTNPWldozreHa5u4Zm4+emUL6lgaZKNwc/rlUSIIrkLUgNJQE21jP13CwsSuqdkEPbGln7XClNlW6aqtzkzEgiITmWRddMILMgMdLhiYjIGKEkgIgMOsPhBMPA9LrB64a4+EiHJBEWPrvcjfFzUtgxLp7Da+qp3tWMq9aDIz1umCOU7mTNSCI2wYq72U/NnhaypmsFh+NVsraWDf84RM0+F962AONmJZOR7+ATn5pIfHJMpMMTETk+QSN0iRbRFEsU08RLERl0htWGkRA6mxtsUbM36Z0z107a+ATiUmJoqfFQuk6/M9HCarMwbl4KAGUb9LocD9M02fF2FWv/XkbZpgaC/iB5hclMPTWDM5YXKAEgIiLDTkkAERkSlsQUAEwlAaQPhmGQNyeF5Dw7TZVuDm2sJ+APRjosOWL8gtD0nqqdzXhafBGOZmQxTZPNq8pZ/0IZB9bVEZ8cw7jZThZdM5G5F49TE0wREYkI/fURkSHRsS+ASF/y5jiJT4vF0xagtcFL5bamSIckRyRl2UkZH48ZNDm0qSHS4YwYwUCQj58rZd3fSzm4sZ60iQkULErnnC9MZcKclEiHJyIyKEKrAxhRdIn0MzIyKAkgIkPCOFIJoOkA0h+JaXGkTXCQlGunucrDwbV1kQ5JOhi/MJTUO7Qh1OxTeuf3BnjvLyV8/LeDVO1pIXdmMrMvyOHs/5hCcpY90uGJiMgYpySAiAwJS3slQFsLpl8lxNK38XNSSMyx01ztof5gK82V7r5vJMMid7YTW6yFlhoPDaWtkQ5nWAWCJh/sreXFjYf4YG8tgWDvSRBPq5/XH9rDx8+W0lLjYcK8FE67YRKLr51ITJx1mKIWERHpmVYHEJEhYcTaMeLiMT1tmK4GDGdmpEOSKJdX5GTrq+VYYg28rX4Orq1j9qXjIh2WALY4KzmznZRtqKdsQwOpEx2RDmlYrCou556V2yhvPJqQynXaWbGskKVFuQSCZqelL4vSEvnXL3ey94MaMGDqqRmcfesUMiZp+T8RGa0MMKOpI380xRK9lAQQkSFjJKZietoItjRgURJA+hDnsJExORFXrYemKjeHNzcwY0k2tlidPY0G4xekULahnvLiRmYtzcE2ys9qryou57bH13Psef+KRje3Pb6e/zirgJc2lYcTBDGuAIVrAkwPxpGdFs/cS3I58/NTiE9S938REYkumg4gIkNGKwTIQI2fm4I9JQZ3SwC/O0D5lsZIhyRHpExIIDEjjoAvSHnx6H5dAkGTe1Zu65IAADCPXP7v7ZJwAsBeF2Daag9GuZeddS04l6ZzwVemKwEgIiJRSUkAERkyWiFABip3ZhK2WCtxThvu5tCUADWiiw6GYYQbBJZtGN2JvTUldZ2mAGTt8jHlPTe5W70kHfZjBEzaW1BP2O5m9mutxLqC+OItlJwRx5/c1ZiGSlJFZPQzg0bUXaRvSgKIyJA5ukJAA2ZQ675L32yxVnJnJpOQHcfmphZeL6tl9UeH+2zGJsNj3LwUDItBQ1kbzVWjt3FjVXPnx+asCJB5IEDa/gAJtUFMq4ERhJPeaubC9Q1M9bbhTjLYfUEczbk2yhvdrCnRChciIhKdlAQQkSFjxCeB1QbBAGZbc6TDkRFiV5KP+4IVPJLRxJ98NXzhhY2c8cC/WVVcHunQxrw4h42sGUnA6K4GyErqvIxfIM7AnWyhOctCa6pBQm2Aceu9eNwGJhDnCOJZBN6ko30Sjk0kiIiIRAslAURkyBiGob4AMiCrisv5/r+300Cg0/b2ZmxKBETe+AWhKQGHNzUQ8I/OCp/FBWnkOu3hHtPBOAvuFAsNeTbiG00yt/uweUzq02P4aH4iVbNimNbkIcntD+/j2ESCiMioZBrRd5E+KQkgIkOqvS9AUH0BpA/HNmMzfEcPMNu33bNym6YGRFjG1ETsyTF4WwNU7RydFT5Wi8GKZYVAaLEpW1uQmMYgGbt8xNcHMS0GjRNsHF4Qy9ZCB9VJsVhMmFvuwho0yXXaWVyQFtkHISIi0gMlAURkSFnCzQFVCSC9O7YZ29w3vZz0TzfjdviweoOYoLnWUcBiMcibnwLAoVE8JWBpUS4P3bCQCR4rSaUBYhuDmAbEjYvjwtun0phvA6sBhsGWHAdem0GyJ8C0mjZWLCvEatHZKBERiU62SAcgIqNbxxUCTNPEUMds6UHHOdQxbUGSa02MoMnU9UEmFfupybNQMdlKRV0rTEmPYKQyfkEqe9+upmZvC22NXuKdsZEOadC5Grw4t3j4sj2HLZkQtMHpd83koiUTsVktLCrK5J6V2yhvdOO1WSjOcXB2jZuvTEjlzJSESIcvIjIsTNPAjKIS/GiKJZopCSAiQ8pwJINhwfS6wdMGdn05lu51nEPti7fw8aVx5O30k3UwQIzbJKckQNbBAGXuA2y4ymT8wlTSJydi0RnXYZeQGkt6gYPaEhdlGxqYdk5WpEMaNAF/kN3v17DrnWoCviCm32TKdCcT5qRwwdJJ4XFLi3JZUpjDmpI6qprdZCXZyT/QSNO2Kipe38ekT8/BGqevWSIiEn3010lEhpRhtWEkJGG6Ggm21GNVEkB60N6MraLRjQm4kyzsXRRLyXyTzAMBxu3xk+oCS7mHDx/eS/K4eDKnJzH+pDTGzXXiHBevSpNhNH5BKrUlLg5trGfq2Zmj4rmv3NvM5n+W01LrASBjkoNxM5LY9WolCSldqx2sFoNTO1SlBCek0HaoCV+jm8q39jPuwqnDFruIiEh/KQkgIkPOkphKwNWI2dIAGXmRDkeiVHszttseX4/B0WaAQZtB5RQbVQVWvpM2jmm+OCp3NNFc3kZjWSsVWxtxTkggZXwC4+amMG6OE0d6XCQfypiQPSuZGLuVtgYftftcZExJjHRIx62tyceWV8s5tLURgLhEG3MuymV8kZPSdaG+B3FJfX9lssRaGbdkCgf/vo2mXTUkTkoheXrGkMYuIhJRQSN0iRbRFEsUUxJARIackZgKlfsJqjmg9KG9GVv7XOt2WQmxXOlzUmh3cOZ3plG7p4V9b1dTvrmB5io3h9fVU1/iom6/iz1vVpGSF0/uHCe5RU7iEmMi+IhGL2uMhXFznRxYU0fZhvoRmQQIBoLs+bCWnW9V4fcGwYApJ6cz85xsYu1WADwtoWX/7En9+z2Kz0kifVEeNWvKqHhrP/G5ScQkKSklIiLRQ0kAERlylsQUINQcUKQv3c21Pml8Cm//alforPNeF1kzksmakUz9QRf736uhclsjrhovjftd1JvQWuuhvqyVHa9WkD45kXFznWTPTMYWZ430wxtV8hakcmBNHZXbm/C2+olNGDlfK6r3t7Dp5cM0V4dK/9MmJDDv0nGk5MR3Gudp9gEQm9j/x5Z+0jhaDjTgrmyh/PV9TLhi5qiYLiEiIqPDyPlrLSIjltGeBGhrxvT7MGw6Myu9O3auNUDe/BT2f1DL/o9r2Wv1hhMEi6+bSFuth/3v11K+uQGfO0BLlZu6vS3EJsYQDJjU7G3BGlNO1owkcuc4yZyaiMWqVXJPlDM3nuRcO03lbg5vbmDSKdFf+u5u8VH8rwpKNzcAEJtgpWhJDhPnp3Z7oO5pbq8E6P9XJsNqYdySKZQ8VUxrWSP1mypIm587KPGLiEQT0wxdokU0xRLNlAQQkSFnxNox4hIwPa2YLQ0YKZmRDklGoImL0nj+3VKe2VJGw5ZAeHuu086KZYUsvSKPqedmceDDWg6tq8PvCeJt8+Ou9WCJsxKTYKW8uJHy4kZi4q3kznaSO8dJ6sQEnaU9ARMWprL15XLKNjSQf3J61D6XwaBJyce1bPt3JX5PqPS/YFEahedlExvf89ch95FKgLh+TgdoF5sST/aZ+VS8sY/qD0pJGO/EnqHGqCIiEnlKAojIsDASUzA9rQRb6rEoCSDH4Z3yOh72VXfZXtHo5rbH1/PQDQtZWpTLjAtzmHxWJmVr6zjwYS3eeD8mJgGvSazdQiBg4msLcHBtHQfX1hGfEkNukZPsIifbXa1HKwwK0rBq+cE+5c5JYcerFTRXumk83EZKXvQd6NaWutj08mEaK0J9JlLz4pl36ThSx/UeayBosrmumeqAl5jGZs4NJg7od8JZmElLST0t++spX72H/GuKsNhUgSIiIpGlJICIDAtLYirB2sPqCyDHJRA0uWfltm6vMwEDuGflNpYU5mC1GMTYrRSckcnEU9Ip39zA/vdqaK31EnAHMawGqePjscZZaChro63Bx3NvHeSZ1XU00E2FQZHKuHsTY7eSXejk8OYGDm1oiKokgMflZ+vqCg5sCDUljY23Unh+NvkL07D0cTC/qricu1/aRkVTKHHwp+dqyF29fUC/E4ZhkHNuASVPteCpaaXmo1KyTs8/sQclIhJFTNPANKMnYR5NsUQzpaNFZFgYiakAmFohQI7DmpK6TqsFHMsEyhvdrCmp67TdarMwfmEap315GvOum4hzfDxmwKSprI36fS4yJjkon2HjYV91pwQAR/b3pcfXs3L9oaF4SKPK+AUpABze0oDfG+h98DAIBk1K1tay+re7wgmA/AWpXPCV6RQsSu9XAuC2x9eHEwDt2qtOVhWX9zsWmyOWnPMmA1C3oRxXWeMAH42IiMjgUiWAiAyL9uaAQVcjZjCIYVEOUvqvqrnnBEB/xlksBtmzksmamUTDwVb2v1dD9a5mKnc08RtP7wf5P/zbFnJ2+pkwL4XM6UlYVc7dRdokBwmpsbTUefjnG6WY2TERm1JRf7iVTS8fpv5QGwDOHDvzLh1H+gRHv27fXnXSXW+p7qpO+iOpIJWU2Vk0bK2ifPVeCj49F6tdX8FERCQy9BdIRIaFEZ8Ithjw+zBbm8JJAZH+yEqyD8o4wzBIzXeQmu+gudLNylX7qd/e+5nrejPA+9uqmb6zGVuchZzCUEPBtEmOHs8oB4JmpyUOR3t/AcMwKMk1+VX5IRreGPopFd09vwFPgG3/rqRkbR2YYIuzUHheNgWf6PvMf0cDqTo5dgWL3mSdno+rrAlfo5vKt/cz7sKp/b6tiEjUChqhS7SIpliimJIAIjIsDMPA4kgh2Fgd6gugJIAMwOKCNHKddioa3d2eoTWAHGfoYLC/krLtOOYlwfa+x8bNSCC+2kpbo4+yDfWUbajHnmQjp8jJuLkpJOfYw13xVxWXc8/KbZ0OJEd7f4FVxeXcs35Pl9fm2KaNg3Zfxzy/mfGxXGlNodAfSgJNmJtC0YU52BMHvhzpiVad9MQSa2Xckikc/Ps2mnbVkDgpheTp0b+kooiIjD6qaRSRYROeEqC+ADJAVovBimWFQOiAv6P2f69YVjjgs+39rTCYd2o2Z399OiffXMCEk1KJibfibvaz/4Na3v+/vbz7P3vY+3YVL35Yym2Pr+9yJvl45pKfqEDQ5IO9tby48RAf7K0lEByaxZP7Kp+HUPn8YNx/+1z9Y5/f6jYvv2+pYpfDxxnLC1j0yQnHlQCAwas66U58ThLpi/IAqHhrP75mz4D3ISIicqJUCSAiw8aSmEoAtEKAHJelRbk8dMPCLmeBc07gLPtAKgwMwyAt30FavoNZF+dSs6eF8i2NVO1soqXGw47XK1nhOYQJWLxBrD7wOUK59uOdS368hrMaob/l80/+dSdzU5MxLKHKIAwwLAaGAYYBGEb4OuPIdRhH/m0B04Sf/mUTSa4A7c2fvQ4DT9LR8xkv+Ov59sT+zf3vyVBUnXSUvigP18EG2ipaKH99HxOumBmuIhERGWm0OsDIpCSAiAybjisEmKapL74yYEuLcllSmDNo8+3bKwxue3w9BnQ66OutwsBqs5A9M5nsmcn4PQEqtjfx2geHaDgQmg+ftcPPuK1+XGkG9RNstGRZ8CRZjmsu+UC1ny0fjtL8YNBkX0n/ut3v2tlAktV33PdVVtcGm1vpWEDfkGftlAQYjOf3eH8n+suwGOReMIWSp4ppLWukfmMFaQtG5zQRERGJTkoCiMiwMRxOMCyYPg942sAePeuJy8hhtRiDehB9ohUGtjgr4+enkkYrHDgAQEJDEEwTR62Jo9aLN96gLdnA47SwMauM3LMN0iYkkJQZN6jJsKHobH8svy9ITUkLFTuaqdjZRHlTS79uV7QggxmpSZgmYJoEg6H/h/4dSihggmmamMHQ/ztuP7wvQMtBC8aR8QC+hK6PYaBz9bszFFUnHcWmxJN9Zj4Vb+yj+sNSEiY4sWfo81BERIaHkgAiMmwMqxUjIQnT1UiwpR6rkgASJQajwqDjHPF9Z9mJrw2QucdPUlUQm9vEWRnE12ji2tzMhsYyDMMgJt5K2oQE0ic6SJuQQGpe/AktQThUne29bX4qd7dQsaOJqj3N+L3B8HWzHA7SW2Oo9XZ/lr+9fP7qK6ec0DQI794Eqmp7X84Rjm+ufncGu+rkWM7CTFr219NSUk/5a3vI/1QRFi0/KSIjjWlANJXgR1MsUUxJABEZVpbEVAKuxlBfgIy8SIcjEnaiFQbHziVvS7dyMN1KTGuQlLIAyZVBkk0LKUEr9QdbsTtjiDdjqNzVTOWuZgAsVoOUcfGdEgNxjv7/qR7MzvZtTT7KdzRRsaOJ2v2u0Bn5I+KdseTOTCJnZjLpExOwbk/ltsfXA4NfPt9uqOfqd2ewq046MgyDnHMnU1KxGU9tKzUflpJ1Rv6Q3JeIiEhHSgKIyLAyklKhcr9WCJBRp6e55L4ECzXTLTRMNPmvGZPIqDUI+oOYQRNbnJW0iQlYbBbqylrxtPipK22lrrSVPe/XAJCYEXckKRBKDDjSYnucQnAine1N06SlxkP59ibKdzTRcLit0/XJWXZyZiaTOzMZZ669UwxDXT4PQz9XPxJsCTHknj+Zsn/spG5jOY78FBwTnJEOS0RERjklAURkWFnCzQEbIhuIyBDo9WD4htDBsMflZ9+HNZSsqcPvCVC9p4WE1FhmnpVJekEiDYfbqDvYSu1BF83VHpqq3WyobKRpbYBkrBQmOciY6CDtSFIgJdeOxRoqI+/rbDlAakJM+Gy5aZrUl7VSvqOZih1NtNQeXbLOMEJ9C3JmJpMzM4nEtLg+H/tQls+338dQJxuGW+KkVFKKsmkorqT89b0UfHouVru+nonIyKDVAUYmwzTNoVk4WAaVy+UiMTERgJaWFhyOE1sCSSRSTK8Hz3t/ByDuzGswbMe3lrdINAsEzT4Phn3uACUf11LyYS0elx+AuMQYppyaTv6iNGLirKxcf4h7/7GNqlZv+HYpWLkqJpV51lBPDYvNIDUvVCmQNtHBx81N/OczG3uMzQia/PTsWUwL2qnc2Yy75ehcfqvNQuZkBzkzk8menoQ9MTrfn/15fkeSoDfA/meK8Ta0kTwtnXEXTYt0SCIS5SJ5bNDxvsu+dxmO2OhJXLq8fsb/5B+Ajpl6Ez2vmIiMCUZsHIbdgel2YbbUY6RkRTokkUHXn7nkMXYr08/MYvIpGZRuqGfPezW0NXrZ9loFu9+p5tAkC/9v494uZ/QbCPCIr4Zv5k1gapMNb2uA2gMuag+4gGqCponDYsEVDHa6nREwSSoPkFYa4C/rtvL5MwowjFAc2dOTyJ2ZTOaURGLirIP7ZAyBoZyrHwmWWCu5S6Zw8LmtNO2uJbEgleTpGX3fUERE5DgoCSAiw85ITMF0uwi2NGBREkDGOFuMhYLF6eSflErZlkb2vFtNU7Wb32483GNJvwE8WV/NO989l7Z6H3WlLmoPtlJ3sJUNVY1HEwCmScH7Hhy1JjaPiTfJgi8OGhL8eCbEcO65eWRMcoSnE0jkxGcnkv6JPGo+KqPirf3E5yYRk9T7FAwRkYgLGqFLtIimWKKY/uqLyLA72hdAzQFF2lmsFibOT+Wc26dhO9tJA4Eex7Yv9ffx/nqSMuLIX5DGwivGc8F/TmfyZTlHBxoGGSUB0g4FsHtMYv0msUGwGQbNzV68zX48Lf6hf3DSL+kn5RGfk0jQ46d89V40Y1NERIaCKgFEZNgZiSkABNUcUKQLi8UgkNa/P8/dLfU3LiOh07+3LYkltg2sGCQ0mdibTWK8JsESN1saDwEQnxpLeoGDtEkO0gsc2JOisxfAaGdYDHIvmMr+p7fQeqiJ+o0VpC0Yec0ORUQkuikJICLDLlwJ4GrADAYwLNE/B1lkOJ3IUn/HrhDgyo7B1eF6S8BkohnLmRdOpOGgi8bDbtrqvZTVeylbH6rOcWTEhRMCaZMcxDn0dWG4xKbYyTozn4p/76P6w1ISxidjz1RjKxGJTqYZukSLaIolmumvuogMP7sDbDHg92G2NocrA0QkpK+l/gxCy+K1L/XXkdVisGJZIbc9vh4DOt3eAEyrwfdumMOsotC0Ab8nQN3BVupKXNSWtNBU4cZV48FV46F0bR0AiVlxpBckkjbJQdqkBGLj9fVhKDlnZdJSUk9LST3lq/eS/6kiLDbN4BQRkcGhv+IiMuwMw8CSmEqwoSrUF0BJAJFO+jqQB1ixrLDHZfGWFuXy0A0LuWflNsobj04ZyHHaWbGskKVFR0vMbXFWsqYlkTUtCQBvm5/6A63U7XdRW+KiudJNS5WHlioPBz6q/f/s3Xl8nHW5///XPVtmSyb70qRp04WW0LIUaMGCCojWpbjgihVw+X4Vf3o8bsflHCwoh6+cc/R8jxwPHs9XBESPB0EURCsCiuyllK2U7mmTttmXSWYms973749J0qRNmqVJZiZ5Px+PeTSZuee+r4QHk/u+7utzXWBAfoV7qEqgeJEPp3vsap65Ns5vNhiGQeUlS2hoeYVYZ4SOZ5sov2hRpsMSEZE5QkkAEckIw18IPW2YoR60GEDkRJO5kB/r/ZfXV076AtzlcVCxsoCKlQUAxCPJoYRA18EwofYYfS1R+lqiHHwmnRQILPAMLR8oqvXicKX/r96yo/mE+KsmGP985/A6qbpsCYd/t5uul5rxLSrEtzCQ6bBEREawLAPLyp7EbjbFks0MS61nc0I4HMbv9wMQCoXw+bQ+UHJbqvkAiV3PYSuqwHX2pZkORyRrZdud9FgoQefBMF0DSYFwZ3zE64bNIFDt4XVvnG+/vP+E9w9GftumNUoETEDLXxro2dGKw++i7sNnYnfr/o2IZPbaYPixG79yBT5X9nwuheNJav/lAUDXTCeTPf/FRGReGewDYIV6sCwLw1DmVmQ0dpvBhUtLMh3GkDy/kwWrClmwqhCAaG+CzoYQXQcjdDaE6O9J0NUY5gexI6O+3yKdCLjxwZ1cXl+ppQHjKH9DLZHDvcR7+ml9vIGqty7T56WIiJwSJQFEJCMMbwAMG1YiBrFIulmgiOQcd4GT6rOKqD4rPfUj0hPnkeeO0vPn1JjvsYDmYJStDV1ZleDIRjaXnarLl9J432v07u3Et7iIwIrSTIclIpJmGelHtsimWLKYWs2KSEYYdjuGL73m2Az1ZDYYEZk23kIXVoVzQtu29UXH30jwVPgpOb8agNbHG0j0xjIckYiI5DIlAUQkY2z+9J1DK9Sd4UhEZDqV57undTuBknOr8VT6MeMpmh/dj2WqpZOIiEyNkgAikjGDfQFUCSAyt6ytK6Yq4GasokyD9JSAtXXFsxlWTjNsBlVvWYbNaSdypJeul5ozHZKICJZpZN1DxqckgIhkjCoBROYmu81g88Z6gBMSAYPfb95Yr6aAk+QqdFN+8SIAOp47TLQ9nOGIREQkFykJICIZMzQhoD+ElYiffGMRySkbVlVx26Y1VAZGlvxXBtwaD3gKAqeX4V9SjJUyaX5kP2bSzHRIIiLzyt/93d9hGAaGYXDTTTdlOpwp0XQAEckYw5mH4fZhRcNY4R6MwvJMhyQi02jDqiour69ka0MXbX1RyvPTSwBUATB1hmFQ+eY6DraEiHVGaH+mkYqLF2c6LBGZpyzLwMqijvwzHcvTTz/N9773PQzDwLJytzeLKgFEJKPUF0BkbrPbDC5cWsK7z67mwqUlSgBMA4fXSeWldQB0v9xCuCmY4YhEROa+SCTCtddeS1VVFe9+97szHc4pURJARDJKfQFERCbPv7iIwtUVADQ/sp9UNJnhiERE5rZvfOMb7N27lx//+McEAoFMh3NKlAQQkYwyBpIAqgQQEZmc8jfU4ir0kAzHaflLQ06XpopIjrKM7HvMgL/85S/ceuutXH311bzjHe+YkWPMJiUBRCSjbIPNAcM9WGYqs8GIiOQQm9NO1eVLMWwGffs66d3TmemQRESyRjgcHvMxGaFQiE984hNUVFTwf//v/52ZYGeZGgOKSGa5feBwQTKOFekb6hEgIiLj81T4KVlbQ8ezTbQ+3oC3Kh9nQV6mwxIRybiKiooxX5tM5dRXvvIVGhoauP/++ykqKpqO0DJOlQAiklGGYRyrBujrymwwIiI5qGTNAjxV+ZjxFEcf2Y9lalmAiMyOwekA2fSYTg8//DD/+Z//yYc//GHe8573TOu+M0lJABHJOPUFEBGZOsNmUHXZUmxOO/1He+l6qTnTIYmIZFxrayuhUGjUx0QEg0E++clPUlZWxq233jrD0c4uLQcQkYyz+QtJoQkBIiJT5Sp0U37xIloeO0DHc4fxLQzgLvNlOiwRkYzx+Xz4fFP/HPzbv/1bDh8+zP/8z/9QWlo6jZFlnpIAIpJxwysBLMvCMDRHXERksgKnlxE62EPoQBdH/7SPxR9Yhc1pz3RYIjKHWRZYZqajOGY6h6Tcf//9OBwO/uM//oP/+I//GPHarl27APjJT37CI488QmVlJb/85S+n7+AzTEkAEck4w1cANhsk4xANg8ef6ZBERHKOYRhUvrmOgy0h4l39tD/bRMXFizMdlohIzkomkzz++ONjvn7w4EEOHjzIokWLZjGqU6eeACKScYbNjuENAOoLICJyKhxeJ5WXLgGg++UWwo09mQ1IRCRH9fSkK1RHe1xzzTUAfOc738GyLA4ePJjZYCdJSQARyQpDEwLUF0BE5JT4FxdSuDo9Gqv50QOkoskMRyQic5ZlZN9DxqUkgIhkBU0IEBGZPuVvqMVV5CEZjtPyl4ZJzcQWEZG5TUkAEckKqgQQEZk+NqedqsuXYtgM+vZ10ru7I9MhiYhIllBjQBHJCoOVAFY0jJWIYzhdGY5IRCS3ecr9lKytoePZJlr/ehDvggKcBXmZDktE5hDLMrCyqAR/tmK54447uOOOO2blWDNBlQAikhUMpwvDnZ7lqmoAEZHpUbJmAZ6qfMx4iqOP7McytSxARGS+UxJARLKG+gKIiEwvw2ZQ9Zal2Jx2+o/20vVic6ZDEhGRDFMSQESyhvoCiIhMP1fATfnF6RnWHVsPE20PZzgiERHJJCUBRCRrqBJARGRmBE4vI39pMVbK5Oif9mEmUpkOSUTmgoGeANny0IjAicm5JMDu3bu59dZbufbaa1m9ejUOhwPDMLjppptG3d40TZ5++mm+9a1vcdFFF1FSUoLT6aS0tJTLL7+cn//851Mam3PHHXdgGMZJH1u2bDnVH1dkXhmqBIgEsUydoIqITBfDMKh4cx0Or4t4Vz/tzzRlOiQREcmQnJsOcNttt/Fv//ZvE97+wIEDrF+/HoDi4mLOO+88ioqKOHDgAI888giPPPIIv/zlL7nvvvtwuSbfjXzp0qVcdNFFo75WXV096f2JzGtuHzhckIxjhXsx8osyHZGIyJzh8DipvHQJh3+3i+5XWvAvLsRXW5jpsEREZJblXBJg1apVfOUrX+Gcc85hzZo13HzzzfzsZz8bc3vDMLj00kv56le/yuWXX47dbh967fHHH+ed73wnv/vd7/jud7/Lt771rUnHc9FFF+X0eAiRbGIYBjZ/IWZPW7ovgJIAIiLTyr+4kKLVlXS/2kLzowdY/OHVODzOTIclIrkq20rwsymWLJZzSYBPfepTI7632U6+omHp0qU8+uijo772pje9ia9//etcf/313HXXXVNKAojI9DL8RdDThhnqwT7+5iIiMkllb1hI+HCQeHc/rX9pYMGG5RiGTpxFROaLnOsJMN3OOeccAJqatDZOJBtoQoCIyMyyOe1UXb4Uw2bQt7+L3t0dmQ5JRERmUc5VAky3vXv3AlBVVTWl9+/bt49/+Id/oK2tDb/fz6pVq7jiiisoLS2dzjBF5g0jvxhITwiwLEt3p0REZoCn3E/p2hran22i9a8H8VTl4wq4Mx2WiOQYyzSwzOw5V8umWLLZvE4CRCIRfvCDHwBw5ZVXTmkfTz31FE899dSI59xuNzfccANf+9rXJr2/cHj02b1jPS8y1xjefLDZIBmHaBg8/kyHJCIyJxWvWUDoUA/9zX00P7Kf2vfWY9h0Ai0iMtfN6+UAn/3sZ2loaGDBggV885vfnNR7Kysr+fu//3uee+452tvb6e3t5fnnn+fqq68mFovx9a9/nZtvvnnSMfn9/lEfFRUVk96XSC4ybHYMXyGQrgYQEZGZYdgMqt6yFJvTTn9zH10vNmc6JBERmQXzNgnwne98hzvvvBO3280999xDSUnJpN6/YcMGbrrpJtauXUtpaSn5+fmcd9553HnnnfzLv/wLAN/+9rdpbW2difBF5jT1BRARmR2ugJuKNy4GoOO5JqLtqjwUkYmzLLAsI4semf6N5IZ5mQT4/ve/z7e+9S3y8vK4//77Wb9+/bTu/wtf+AKlpaXEYjEefvjhSb03FAqN+lAyQeYTw58eDWgqCSAiMuMKVpaSv7QYy7Q4+qd9JGJJntnfyW9fOsIz+ztJmTqrFhGZS+ZdT4Bbb72VL3/5y7hcLu677z42bNgw7cew2+0sX76cjo4ODh8+PKn3+ny+aY9HJNccqwToyWgcIiLzgWEYVLy5jv7mEI8d6eHH/+dR2qLJoderAm42b6xnw6qpNVEWEZHsMq8qAX74wx/yN3/zN0MJgHe+850zdqzOzk4A8vPzZ+wYInPVYE8AKxrGSsQyG4yIyDzg8Dh5tS7ATZ2hEQkAgJZglOvu3s6WHeoZICLHsbLwIeOaN0mAH/3oR3zuc58bSgC8613vmrFjbd++nT179gCwdu3aGTuOyFxlOF0YA1MBVA0gIjLzUqbFPz17EIC8pMmSzn58sRRw7Jz6xgd3ammAiMgcMC+SAP/1X//FZz/72UknAO6//35WrlzJZZddNuL5SCTCD3/4Q/r6+k54z1//+tehcYMXXXSRkgAiU6S+ACIis2drQxfNwSgAp7dGOK29n4XBY5VYFtAcjLK1oStDEYqIyHTJuZ4A27dv57Of/ezQ9/v37wfgP//zP/nd73439Pz9999PVVUVL730Ep/+9KexLIslS5Zw7733cu+994667zvuuGPE98FgkN27dxONRkc8H4/H+dznPseXv/xlzjnnHGpra0kmk+zZs4cdO3YAsHr1au65557p+JFF5iWbvxCzvUmVACIis6Ct79i5zpGAi8q+ONXBGHtKPZg2Y9TtREQGu/Jni2yKJZvlXBKgt7eX55577oTnDx8+PKIJXyyWzl739PRgDcyK2LVrF7t27Rpz38cnAcbi9Xq5/vrr2bZtG7t27eK1116jv7+foqIi3vKWt/CBD3yAa6+9FpfLNYmfTESGUyWAiMjsKc93D33d4XMSddpwJ0wqQnGaC/JG3U5ERHJTziUB3vzmNw9d1M/E9sNde+21XHvttSc873K5+Pa3vz2lfYrIxAxNCAj3YqVSGHZ7ZgMSEZnD1tYVUxVw0xKMYhkGhwN5LOvopyaYTgIYQGXAzdq64kyHKiIip2he9AQQkRyU58Vw5oFlYkWCmY5GRGROs9sMNm+sB8AgvSQAA0rCCbzxdIPAzRvrsdtUaisixwwuB8imh4xPSQARyUqGYWAMVgOoL4CIyIzbsKqK2zatoTLgpt9pp9PrBGB1Cm7btIYNq6oyHKGIiEyHnFsOICLzh+Evgu5WzFA3WgwgIjLzNqyq4vL6SrY2dNG2sxXvS60srgmwrL4y06GJiMg0URJARLKWzV9IClUCiIjMJrvN4MKlJZiLitjfGiEVjhNuDOJfXJjp0EQky1imgWVmTwl+NsWSzbQcQESy1vAJAVNt8CkiIlNjc9goWFEKQPD1tgxHIyIi00VJABHJWoY3H2w2SCYgGs50OCIi807g9HIAQg3dJCOJDEcjIiLTQUkAEclahs2O4SsE0tUAIiIyu9ylXtwVfizTond3R6bDEZFsYxnZ95BxKQkgIlnNpgkBIiIZVVifrgbo2dmmpVkiInOAkgAiktWG9wUQEZHZl7+8GMNhJ97dT39zKNPhiIjIKVISQESymioBREQyy+5yULC8GIDgTjUIFJFjLMvIuoeMT0kAEclqg5UAVjSMFY9lOBoRkflpcElA774uUvFkhqMREZFToSSAiGQ1w+HE8OQDYIV7MhuMiMg85a704yryYCVT9O3tynQ4IiJyCpQEEJGsZwwsCVBfABGRzDAMY0SDQBER0HKAXKUkgIhkPdvgkgD1BRARyZiCFaUYNoNoa4hoRyTT4YiIyBQpCSAiWW+oEqBPJagiIpni8Drx16WTsmoQKCKSu5QEEJGsN1QJEOnDSqUyHI2IyPwVGGwQuKcDM2lmOBoRyTTLyr6HjE9JABHJfnkeDGceWCZWOJjpaERE5i3fwgDO/DxS0SShBvVpERHJRUoCiEjWMwzj2KhANQcUEckYw2ZQsLIUUINAEZFcpSSAiOQETQgQEckOhaeXg2EQaQoSD0YzHY6IZFCmJwFoOsDUKAkgIjlBEwJERLKDsyAP38ICAIKvt2c4GhERmSwlAUQkJwxVAoR7sNT1RUQkowKnpxsEBne1Y5n6TBYRySWOTAcgIjIRhrcAbHZIJrD6Qxje/EyHJCIyb/nrirC7HSRDccKNQfyLCzMdkohkgmmkH9kim2LJYqoEEJGcYNhs2HwBQEsCREQyzeawUbAi3SAw+LoaBIqI5BIlAUQkZ2hCgIhI9iisTy8JCDV0kwzHMxyNiIhMlJIAIpIzNCFARCR75JV48VT6sUyL4O6OTIcjIhmQ6UkAmg4wNUoCiEjO0IQAEZHsMtQg8PV2NW0VEckRSgKISM4YrASwYhGsuGZTi4hkWv7yYmxOO/HufvqbQ5kOR0REJkBJABHJGYbDieFJTwVQNYCISObZXQ7ylxUDENypBoEi802mS/+1HGBqlAQQkZxyrC9AT0bjEBGRtMEGgb37ukjFkhmORkRExqMkgIjkFJsmBIiIZBV3pR9XsQcrmaJ3b2emwxERkXEoCSAiOUUTAkREsothGBQOaxAoIvOHRebL/0c80HKAiVASQERyylAlQKQPK6WyUxGRbFCwohTDbiPaGiLaEcl0OCIichJKAohIbsnzYLjcYJlY4d5MRyMiIoDD68S/uBBQg0ARkWynJICI5BTDMI6NCtSSABGRrBEYbBC4pwMzaWY4GhGZDRkv/9d0gClREkBEco4xsCRAfQFERLKHb2EAZ34eqWiS0IGuTIcjIiJjUBJARHKObagSoCejcYiIyDGGzaBgZSkAPWoQKCKStZQEEJGcM7wSwLKsDEcjIiKDCk8vB8Mg0hQkHoxmOhwRmWmWkX0PGZeSACKScwxPPtjskEpi9fdlOhwRERngLMjDt7AA0LhAEZFspSSAiOQcw2bTkgARkSwVOD3dIDC4qx3LVLWWiEi2URJARHKSJgSIiGQnf10Rdo+TZChOuLEn0+GIyAyyzOx7yPiUBBCRnHSsL0BPZgMREZERbA4bBaeVAFoSICKSjZQEEJGcZFMlgIhI1iqsTy8JCDV0kwzHMxyNiIgMpySAiOQkw1cIhoEV68eKqwO1iEg2ySvx4qn0Y5kWwd0dmQ5HRGaIZRlZ95DxKQkgIjnJcDgxPH4gPSpQRESyS2CgGiC4s13jXEVEsoiSACKSs2wDfQE0IUBEJPvkLyvG5rQT7+mn/6jGuYqIZAslAUQkZ2lCgIhI9rK7HOQvKwbUIFBkrsp06b+WA0yNI9MBiIhMlSYEiIhkt8L6coKvt9O9t5MDNfl0RBOU57tZW1eM3aaTdRGRTFASQERy1tBygEgvViqJYddHmohINnFX+nnWDv9+uJOOO45VA1QF3GzeWM+GVVUZjE5EZH7ScgARyV0uN4bLDZaFFQ5mOhoRETnOH19r4cZDnXSkzBHPtwSjXHf3drbsaM5QZCIyHTJd+q/lAFOjJICI5CzDMNQXQEQkS6VMixsf3IkFYJpUHUjiiqSTAYOzAm58cCcpU5MDRERmk5IAIpLT1BdARCQ7bW3oojkYxTAtVj2TYNVzcU7floCBcYEW0ByMsrWhK7OBiojMM1pAKyI5zeYvJIUqAUREsk1bXxR7wmLx7iTuqIVlgCti4YhbJPOMEduJSG7KthL8bIolm6kSQERy2vBKAMs0x9laRERmSyBuY/krCfxBk6jP4GitnX6/QUnzyM/q8nx3hiIUEZmflAQQkZxmePLB7oBUEisaynQ4IiICdOzpg0e7KcFO3G2wb7WTppVOAEqaTewJC4P0lIC1dcWZDVZEZJ5REkBEcpphs2HzFQJgqS+AiEhGWZZF49MdvPrLQ5hxk7e9eSF7z3QS89noKzKI+mzYUtZQNcDmjfXYbSrfFclZlpF9DxmXkgAikvNMb4Dnuuw88NIRntnfqU7TIiIZkEqa7HrgCPv+1IJlwYI1RWz6+ln8+8fPpTLgBsOgvSZ96rm42+CHHzqbDauqMhy1iMj8o8aAIpLTtuxo5obfdNMS8gFd8NizVAXcbN5Yr5NLEZFZEgsl2HFPE8GmCIYBy95WRc3aYgzDYMOqKi6vr2RrQxetwX7Cv22nDAcr+vMyHbaIyLykJICI5KwtO5q57u7tHH/fvyUY5bq7t3PbpjVKBIiIzLC+ln5e/WUj0WACh9vOqvcvpHipf8Q2dpvBhUtLADhi+Nj52yMcerqDmrXF2B0qTBXJVZoOkJv0qSsiOSllWtz44M5jCQDrWCpg8KsbH9yppQEiIjOo/fVett/eQDSYwFvi4txPLjkhAXC8qjMDuANOYqEkR1/UeFcRkdmmJICI5KStDV00B4/Nll7WEeXCg71U9saBdCKgORhla0NXhiIUEZm7LMvi4F/bePWeRlIJk+Klfs795BJ8peOX+NvsNhavLwXg0FMdmCmNdxURmU1aDiAiOamtLzri+7JwgoJoEptlnXQ7ERGZuJRpsbWhi7a+KOX5A+P8Uha7HjhC644gADVrS1j2tkpsk+jyv+CcIg483k5/T4KWHUEWnFU0Uz+CiMwgLQfITUoCiEhOKs93D33tSpoURJMAdPicY24nIiITt2VHMzc+uHNE1VVlfh6bvKXU9zowbAYr3lHFgnOLJ71vu9PGogtL2PtIKwef6KDqzEIMQyfvIjJ/vfbaazQ3N9Pd3Y1hGBQXF7NgwQJWrlw57cdSEkBEctLaumKqAm5aglFKwgkAet0O4gMNpgygMjBw10pERCZlzMarfTH+pe8If+Ov4OObTqdosW/Kx6g5v5iDT3YQ7ojR9novFfWBUws6w0armrBPojpCROafZ555hu9973s8+uij9Pb2jrpNUVERl19+OV/60pc4//zzp+W4SgKISE6y2ww2b6znuru3UxYeWQUweMq1eWO9TsBERCbphMaro7jH6OELtd5TOo4jz87CdcUceLydg0+0U356Qc5WA4xWNaFxtTIfWGb6kS2yKZaTicfjfOpTn+LnP/85kO6zMpauri7uuece7rnnHj7+8Y/zox/9CIfj1C7jlQQQkZy1YVUV//HRc9jy3SeIAh2+9EdapU68RESm7PjGq6Np6YuxtaFraOzfVC1cV0LjM530Nkfp3BeidHn+qNtl8112jasVkcnauHEjjzzyyNDF/8qVK1m/fj3Lly+nsLAQy7IIBoPs3r2bp59+mt27dwPw05/+lJaWFn73u9+d0vGVBBCRnPbm8gJqL1jE0VCct79tCRUBT1adHIqI5JqJNlSdjsarLq+D6vOKOfR0Bw1PtFOyzH9CNUA232U/vmrCFk9/ZboMLNKVaTc+uJPL6yv1d0lEAPjXf/1X/vSnPwGwZs0abr31Vi688MKTvuepp57iC1/4Atu3b+cPf/gDt956K5///OenHINGBIpITgsfCmIzDE4/q5L3rKnhwqUlOtESETkFE22oOl2NVxddWILNbtDTGKGnMTLitcG77MdXJgzeZd+yo3laYpiq4VUTRQ1JFm6Nkd+SGnpd42plrhucDpBNj2yWSCS45ZZbMAyDt7zlLTz99NPjJgAA1q9fz9NPP81ll12GZVncfPPNpFKpcd83FiUBRCSnhRp7APAtKsxoHCIic8Vg49WxTqUN0nfip6vxal6+kwXnpEcENvy1fej5k/UmGHzuxgd3kjJP1r1gZg2vhki6078xd++Ji5I1rlZEAB544AHa2trwer384he/wOVyTfi9LpeLn//853i9Xtra2njggQemHIeSACKSs1LRJP2tIQD8tbndVVpEJFsMNl4FTkgEzFTj1UXrSzFsBp37QwSPpKsBxutNkA132YdXQ0QD6d9HXq8FxyUmOvpiGU1WiEh2eOKJJwDYtGkTpaWlk35/eXk5mzZtAuDxxx+fchxKAohIzgo3BcGCvGIPzvy8TIcjIjJnbFhVxW2b1lAZGFnyXxlwz0ijO2+Ri8rV6WTuwSc7gNntTTBVw6smEh6DlNPAMC3yQgMX/ANNv77z0OtcdMtjGV++IDLtsqD8f8RSgCxfDvDCCy8MLQWYqre+9a1YlsULL7ww5X2oMaCI5KxQYxDQUgARkZmwYVUVl9dXzlpX/sUXldLySg9tr/cSaovOem+CqRg+rtYwDKIBG76OFO6gSSx/5O9J0wJEpKmpCYAzzzxzyvtYvXo1AI2NjVPehyoBRCQnWZZFeKAfgJYCiIjMDLvN4MKlJbz77OoZb7zqL3NTfnoBkK4GmO3eBFM1vGoiFkifWruDJvYYVL+cGGoUmC19DEQkc4LB9A2soqKiKe9j8L2D+5oKJQFEJCfFOiIkwwlsDhueqtHnSouISG5ZfHEZAC2v9hDric96b4Kp2rCqiie/dimfff8KAPL6LIobEtTsTHL6X2IsfSZOxd4k/vYUbe39mhYgc4ZlZduEgEz/Rk6ut7cXAK/XO+V9eDweAEKh0JT3oSSAiOSkwaUA3poCbA59lImIzAUFVR5Kl/mxLDj4VMfQXfaKWepNcCrsNoOqGl+6L0DKIlpoo7/AIOE2cCQsAq0pqnYnWbo1zgv/7wCv/aGZll29JKJTH/MlIrnFmsYsxansSz0BRCQnhQf7AWgpgIjInFL3xjI69oVofqmHJW8qZ8OqKi5ZXs6/3vQCfaR4+0eXcuFpZVlRAXC8igIPsYANb0cKWxJ2vM0NWHj6wBs08fZY5IVNnGGLQ891cui5TjAgsMBDSZ2Pkjo/xbVe7E4lt0XmMsPI7OeXkgAiknNS8RT9R/sA8KspoIjInFJY66NokZfuQxEOPd3Big1VkLJYZk9XA7zhtDJsWZgAgPS0AP8CN1ZHGHfQJLjQARiEiyFcbMMAFnjyeNeVp9F9KELngRDhzjjBI/0Ej/Rz4MkObHaDwoVeSup8lC7xE1jgxmZXUkCy01BX/iyRTbGczIYNG7Db7VN6byp16tVDSgKISM6JHA5iWRauQjeuQOa6QouIyMxYfHEZ3YcOceSFbuouLiOVSpe9GjYjaxMAkF4S8IUPnc7/fWUbeX0WmBYMxDsY9fVXnkH1qkKqVxUC0N+boLMhROeBMJ0NYaK9CboOhuk6GGbvn9uwu2wUL/JSusRPSZ2P/Ar3uHcRU6Y1a1MdRGTynnzyyYweX0kAEck5oUNaCiAiMpeVLPVTsMBD79F+Gp/rpOKsQgDszuy/kH33G2s5sLaFx15pIS9kEStIx1wZcLN5Y/0JfQw8BU5qziqi5qwiLMsi0hWn40CIzoZ0IiAeSdG+N0T73nQTMJfXTvFi31BSwFvsGpEU2LKjmRsf3ElzMDr0XNUYxxaR2VVbW5vxpQAwwSRANBrF7dbdNhHJvPRowHQSwF9bmNlgRERkRhiGQd3FZbz8P40c3tpF4VI/AI4cWCtvGAbrL6hiUb4HVnpwnO6d8N14wzDwleThK8lj0fklWJZFX2uUjgNhOhtCdB2KEI+kaNnZS8vOdJdxd8A50E/AxwuxMH/765c5vl1YSzDKdXdvz7pmipL7tBxgcg4ePJjpEIAJTgdYvXo1f/3rX2c6lgnZvXs3t956K9deey2rV6/G4XBgGAY33XTTuO995JFHeMc73kFpaSkej4eVK1fy93//96c0XmHfvn1ce+211NTUkJeXR01NDddeey0HDhyY8j5FZGzx7iiJvhiG3Ya3WqMBRUTmqrKV+fjL8khEUxx6vpOm7gg7W3t5Zn8nKXPm5oClTItn9nfy25eOTPlYpYt92AyDyqSDd59dzYVLS6ZUjm8YBgWVHpa8oZTzP7qYy7+2kgs+UcfyS8opXuzDZjeIBhMceamHl359mM2/3nFCAgAYeu7GB3fO6O9ORHLDhCoB9u/fz6WXXsqnP/1p/umf/gmfzzfTcY3ptttu49/+7d8m/b5//dd/5Utf+hKGYXDxxRdTUVHBE088wc0338x9993Hk08+SWlp6aT2+dRTT/HWt76VSCTCGWecwUUXXcSOHTu48847uffee3nkkUe44IILJh2riIwtdKgHAO+CfGzOqTVUERGR7GcYBosvLuOuX+3hvscO4Xqln4TXxn/8V+eMlbdPVyl92eL0uXJnYwQzZU5bYz+b3UZxrY/iWh/L3wSphElXY4TOhhBP7Gyj5+jYDcMsoDkYZWtDFxcuLZmWeEQkN03oE2nJkiWYpsmPfvQjVq1axcMPPzzTcY1p1apVfOUrX+HnP/85r7/+Oh/72MfGfc+LL77Il7/8Zex2Ow899BCPP/4499xzD/v37+eyyy5j9+7dfOYzn5lUHJFIhA9+8INEIhG+8Y1vsGPHDn75y1+yY8cOvvGNbxAOh/ngBz9If3//VH9UERmFRgOKiMwfL9LPbYl2epPpi1tr4Mx1sLx9y47maTvWlh3NXHf39hEJgKkeK78sD5fXTiph0n105s4F7U4bZUv9rHxLJeVvnNiFfVtfdPyNRCZocDlANj3mg3A4zC233DLl908oCfDqq6/yt3/7txiGwaFDh3j729/OJz7xCYLB4JQPPFWf+tSn+Od//meuuuoqVq5cic02/o/wf/7P/8GyLD7+8Y/z9re/feh5r9fLT37yE2w2G/fddx+7du2acBx33HEHR48e5bTTTjthKcJNN93EaaedRlNTE3fdddfEfzgROSkzkSKi0YAiIvNCyrT4zkM7ATDM9HODSYDpLm9PmRY3Prhz2krpDcOgdHG6j0HHwfApxzcR5fkT69810e1EJPv09fVx0003sXjxYr75zW9OeT8TSgJ4PB6+//3v89RTT1FfX49lWdx5553U19fzwAMPTPngsyEej/PQQw8BcNVVV53w+qJFi1i/fj0A999//4T3O7jthz/84RMSETabjQ996EMA/PrXv55S3CJyosiRPqyUiTM/D1eRTmJEROayrQ1d6bvypoW3yyS/3cTTe+wifHh5+7QdawxTOVbpwJKA2UoCrK0rpirgZqz7oAbppQ1r64pnJR4RGV8ymaStrY1YLHbS7Xp6eti8eTOLFi1i8+bNdHZ2ntJxJ7VAad26dbz44otcf/31OBwOmpubee9738tHPvIROjo6TimQmbJnzx4ikQgA55133qjbDD7/4osvTni/g9tO5z5F5ORCjT1AeilANoxXERGRmWFZFo0Heik5kGTR8wnKDiTJ67dGJAEGTUd5+0T3MZljHd8XYKbZbQabN9YDnJAIGPx+88b6KTUoFBmTaWTfIwf85je/Yf369Xi9XqqqqvB6vZx22mnceuutWNaxz7l4PM7NN99MXV0dN910Ez09PViWxbJly7jzzjunfPwJNQYczul0cuONN/L+97+fT3ziE7zwwgvcc889PProo3zzm9+kuHj87OLVV189pWCnoqGhAYDCwkLy80fvJL5w4cIR246nr69vKPtSW1t70n22t7cTDocn3EwxHB49WzzW8yLzydBowEXqByAiMhdFQwmOvBqk6aVuOl7vJjDQ6C7mt9FbZqOv4sSGsNNR3j4TpfSDfQHikRTdR/spWTjzjbU3rKritk1rTmhuWDlDjRRFZPJuuukmNm/eDDDign/fvn387d/+LVu3buVnP/sZ+/bt433vex+vvfba0HaLFy/m+uuv5+qrr8Zun3qD7EknAQatXr2a5557ju9///tcf/31dHR08OUvf3nc9xmGMatJgL6+9Prhk12E+/3pNVu9vb2T2ufJ9ju4z8H9TjQJMPx9InJMvCdKvCeKYRh4a5QEEBGZK1JJk9Y9fTS91E3bvhDWwLr7haVenLVuDvtThIsMOK4CzCB9cTsd5e1r64qpLHDT0jv6nf6pHMswDEoX+Tj6ei8dB8OzkgSAdCLg8vpKtjZ00dYXpTw/HbcqAEQy78UXX+SGG24A0gmA5cuXc/rpp2OaJrt27WLfvn384he/4F3vehdf/epXOXLkCJZlUVVVxebNm/nEJz6BwzHlS/ghp7SHSCTCnj17iMViGIYxIpMhIjKdBpcCeBbkY3dpNKCISC6zLIueo/00vdTDkR1BEv3JodeKarwsPLuIBWcU4NpfwnV3b8eAUZv2TVd5u91mcPXiKv7plROrQk+llL508bEkwIqLTznMCbPbDI0BlFmRbR35ZyKWn//85/zxj3/k5Zdfprm5me7ubrxeLytWrOC9730vn//85yd8I/fHP/4xpmni8Xj42c9+xvve974Rr//qV7/immuu4ZprriEejwPpxvj/+q//OuGbyhMx5STA73//ez7zmc9w5MgRAJYtW8Z3v/vdCS0HmE2DSwBOVk4fCoUAKCgomNQ+T7bfwX1OZr/Hv2+4cDhMRUXFhPcjMtdoNKCISO7r701w+JUeml7qJtRxrBGWu8DJwrMKqTmriPzSvKHnxypvD2Dn48sXTFt5e+OuHvx7Y3zYVcSjjjDtkfjQa6dSSl96XF8Am31S7bhEJAvcdtttPP3005x++umsWbOG4uJiWltbeeaZZ3j++ee5/fbbefzxx1mwYMG4+3rqqacwDINvfOMbJyQAAD7wgQ+wa9cuNm/ejGEYXHXVVfz4xz+e9p9p0kmA7u5u/uZv/oZf/OIXWJaF3W7ni1/8It/+9rdxu7OvW/fixYuBdEfFvr6+UfsCNDU1jdh2PPn5+RQXF9PV1UVjYyNnnXXWmPssLS2dVNZmOjM8InOFmTSJHE4v1/ErCSAiklOSCZOWXb00vdRN+4EwDFSO2p02qk4voOasQkrr/NjGuMt+fHl7XtSi448dGIdNDu8OUrPi1P4u9HZGeeo3jQBcuX4R/3j5gmkrpS8od896XwARmV7f+973WL58+Qk3uzs7O3nPe97Dk08+yZe//GX++7//e9x9NTamP2s2btw45jZXXHHFUM+AL33pS6cQ+dgmlQS49957+fznP09bWxuWZbFq1Spuv/32MTvkZ4MVK1bg9XqJRCJs27aNSy655IRttm3bBsCaNWsmvN81a9bwyCOPsG3btlH/I05lnyIyuv7mPsykicPnJK/Um+lwRERkHJZl0dUUoemlHo6+FiQZSw29VrLIx8Kzi6iqL8CZN7HlXceXt7/YZ2Pn021sfegwZbU+8jxTK25NxFM8/quDJGIpymt9rHlL1bSW0g/vC9B5KKIkgMw5Flm2HGDMIZlTt27dulGfLykp4eabb+aNb3wjDz/88IT2Ndhbrq6ubsxthr+2cuXKSUQ6cROqSWpra+P9738/H/rQh2htbcXhcHD99dfzwgsvZHUCAMDlcvHOd74TgF/84hcnvH7o0CGefvppAN773vdOeL+D2/7yl7/ENEeOfTFNk//5n/8BGLXMQ0QmJzS0FKAwo6MBU6bFM/s7+e1LR3hmfycpU31QRESGi/TE2f14G4/dupenbj9A4/YukrEU3kIXK95czmVfWMH6jy+h9pyiCScARrP6zZUUlLrp70uw/eGjU9qHZVk8+1AT3a39ePwO3vj+OuwzUK4/uCSg/eDoSz5FJHcNNunLy8sbZ8u0wR56J2vuN7zrv8fjOYXoxjahtOnpp58+NJNwzZo13H777Zx55pkzEtBM+PrXv869997LT3/6U6688ko2bNgApBsbfvKTnySVSnHllVeekGnZunXr0CSDXbt2jXjt2muv5R//8R/Zs2cP119/Pf/4j/849Nr111/Pnj17qKmpmdVJCCIzLWVaGek2HD7UA2R2KcCWHc0nrEmt0sglEZkHxvvsT8ZTHN2ZLvfvPHisV5LdZaP6jAA1ZxVSssg3rUlch9PGBVcs5E8/3ceBl7qoPb2Q6tMm3oMJYM+2Dhpe6cawGbzx/XV4853TFt9wg0mALvUFEJlT+vr6hjr9X3HFFZkNZpImlATo7u4mLy+PzZs389WvfvWUZhKequ3bt/PZz3526Pv9+/cD8J//+Z/87ne/G3r+/vvvp6oqfWK+Zs0avve97/GlL32Jd7zjHbzpTW+ivLycJ554gubmZlasWMGPfvSjE44ViUTYvXv3qHF4vV7uuece3vrWt3LzzTfzwAMPsGrVKnbs2MGOHTvw+Xz86le/mrHsjchsy9RFcKIvRqyrHwzwLcxMEmDLjmauu3v7CZ2pW4JRrrt7O7dtWqNEgIjMSWN99n/rXfWc58+n6aUemncGSSUGqiINg9I6HwvPKqTq9AIcMzjNpWyhjxXrStn1bDtbHzrMO2tX4HJP7HgdR8I8/8d0c+s1l1VRsWjmRjQXlLtxeezE+1P0NEcprtGyNpk7LGuozUdWGB7LyRrDT6UP28MPP8wvfvELTNMcagzY19fHhg0buOWWWya1ryeffHLMfnr9/f1DXz/xxBMnncD3xje+cVLHHTShJMCFF17I7bffzooVK6Z0kOnU29vLc889d8Lzhw8f5vDhw0Pfx2KxEa9/8YtfZPXq1Xzve99j69athMNhamtr+cY3vsE3vvGNURsGjmf9+vW8/PLLfOc73+GRRx7hvvvuo6ysjKuvvppvfetbLF26dPI/oEgWyuRF8OBUAE+FH7v71OeiDmdZFlhgmVb6j4ZlYZnH/rUsi1TK4obfvjbqaCqL9OioGx/cyeX1lZrBLCJzylif/c3BKNf9fDufdJZylj19QesryRvo7l+IN+CatRjPurSKo3t76e2Msf3hI1xwRe2474lGkjz+q4OYKYtF9YXUX1g+ozEahjFiVKCSACKz42ST1aYy2n7nzp3ceeedI5676qqr+P73v08gMLkbVW9/+9tP+vpg5dSb3/zmk26TTCbHfP2k+7cm8BuwLCuj63AlnckanD8ZCoU0RUBmTcq0uOiWx2gORiltSVLekiTmsxHzGGADw4Jin4t/+9A52EhfUGMNzHM2LazhF9bW4HOMvPg2LSyOvyBPf931cgvRtjD+xUX4Fxce279ppY9hDTumZY14nYHs9ODX6RisY89NwGvJKN8Jd4y73X//rws0k1lE5ozhn/1jKTLs/OQNq1h8dhFFNd6MnSu2NYZ45I79WJbFJR9dwoJlYy8LME2LR3+xn+b9fRSU5PGO/7UC1yn0Jpio/c918Mofmilf5mf9prEbgolMVCavDYYf+y+XfAWPffYSf+PpT8V585//ZdztppIEGJRIJGhsbOS3v/0tN910E4ZhcP/990/orrzNNn3LgQzDIJVKjb/hKCZ0W00JAJH5a2tD19BJYOXRJEsaEgOvGCRdkHAZJPLiPJfXwKLKaf4DZFoED/RipSzcCQg1R6Z3/+MwDIMg5vgbAm19Y58oi4jkmuGf/WPptlLE6j0UZ7jjfXmtnxVrS9n1XDvPPXiYd1439rKAl//STPP+PuxOG2/6YN2sJABAfQFk7rKsLJsOMCyW1tbWGUmOOJ1Oli5dype+9CXWr1/PhRdeyKZNm9i9e/e4S8F/+tOfTns8UzG9tbUiMucMv7gNFtlpiVjkRSzsyYEMasrAikBrQwRfwoG/PA9/hRt/hRtvsQvDZqQfBmAYGLaBxOLgv0b6X8MAjtsu2h7GHuvFnudg0fuXY7Pb0q+Tfn3E/gwwbMf+Hb4fBvZ/wnbGyP0MbTfsdXN/Jz/4r2fH/T2V54++rktEJBdNNLGZLQnQMy+t5MjeXvq6Yrz4p6Os27jwhG0O7wny6hOtALxh40KKymevb5P6AojMPp/PN+MVEuvWraO+vp7XXnuNbdu2cfHFF590+2uuuWZG45koJQFE5KSGX9w21Tlpqkt3T3bELLy9Jt4+C2+vxZuWBHAVeogDXa0JuloTOFw2AjUeCmt9FC70Eqjx4JjEXZe2Z0L4y/MoOK2EkhWF0/yTTczaumKqAm5agtFR+wIYQGUg3S1bRGSumGhiM1sSoE6XnXUbF/LInfvY80IHHYWQzLcNTTOIBOM8ef8hAFacX0rd6tn9zDYMg5JFPpp3qS+AyFwzmGhoa2vLcCQTpySAiJzUWBfByTyD3jI7fWXpi+CPfvEcQkej9DRF6GmMEDwcIRkz6TwQpvNAujurYYC/wk1hrZfChV4Ka714TtJAarApoH9R4Qz+hCdntxls3ljPdXdvx4ARv4PBgrPNG+vVFFBE5pRcTIBWLPbTXefgxzub6H3o6NDzxV4X7/UXsShqp7TGx3lvq85IfKWL00mA9oMhTruoLCMxiEy3bF4OMBs6Ojp4+eWXATjttNNm9dinQkkAETmp4RfBxxt+EZzndpC3xE/JknSjGNO0CLcdSwr0NEXo70nQ1xKlryVK09YuANwFzhFJAX+FG5vNIBmOE21PJw8yNRpw0IZVVdy2ac0JY7IqZ2FEoohIJuRiAnTLjma+t/PQCUmLrnCMn4RbuMz084MPnIE9Q+vxSxf7MC2L5w500v6ii4qCdBIlm36HIjLSzp07efHFF7nyyitPGOm3Z88ePv3pTxOLxbjgggtYvXr1uPu76667pjW+q6++ekrvm9B0AMk8TQeQTNuyo5nr791BezQ+9FzVJC+Co72JEUmBvpboCV36B5cQOKwE0QNtlJxWwLKPnjmtP8tUpUyLrQ1dtPVFh0pMdfImInPZlh3NJyRAJ/vZPxvGnWYwMBL2Pzat4R1nLpjd4Ab84dVmvvGLl+mxjnXzzsbfpeSGbJkO8Nib/i7rpgNc+vg/AdPze/nLX/7CJZdcgs/n45xzzqGmpoZ4PE5jYyPbt2/HNE1OP/10tmzZQm3t+CNKbTbbtDXdn/ERgZJ5SgJINjjwdDsP/eEQxkIX515WfcoXwcl4it4j/XQ3Rgg2pRMDyVi6G3/f/i5inRG81QVUnFs+VClQuNCLO+DU1BIRkVmSCwnQZ/Z38pEJNHEt8jr596vW0BGKzerPsmVHM9fdvf2EKoXBI9+2aY0SATIp2ZIEePSNX8u6JMBlf70FmJ7fS3t7O//1X//FE088wa5du2hvbyeRSFBcXMzq1at53/vex8c//nHy8vImtL/BJMB0XILP+IhAEREAh93GCrubyqIAZy4tOfX9uewU1/kprhu2hKA9RvfBMK/f0YkVseEsyDu2hOD5YUsIBpICgYVe8ivTSwgmKhdOaEVEsoXdZnDhNHzmz6SJTinojiT46P97buj72bgTnzItbnxw56i9FSzSiYAbH9zJ5fWV+lskkmXKysr45je/Oe37DQQCfOADH2DTpk1UV89+nxIlAURk4gbOTWaqgMhmM8ivcOOwkoTPcGNb42PRB1fTc7ifYFOE7sb0EoJob4KW14K0vJZuHOhw2Sio9gxVCgRqvDjHmBGdK6WtIiIycROeUmBZMKySrCUY5bq7t0/5TrxlWaQSJomYSTJukoilSMYG/o2nn3/hSPfYyxRIJwKag1G2NnRlfbJFRE7Nu9/9bn7/+98TDAb5yU9+wk9/+lMuvfRSrr76at73vvfh8czO6FIlAURkwoyhJMDMHifU2AOAryaAO+CiMuCi8ox0c8DBJQQ9A8sHgk39JKIpuhrCdDUMm0JQPnIKgTvg5I+vtYxajnmqJ4EiIpJZa+uKKfa56ArFRlzkDxn8w2UYlDXG6C0wSHgc2FJgS8FNd75C/cc9mAmLZNwkGUulL+yHLuZTQxf6g68NXuiPeot/mJdT4Qn9DBOtZhDJJvN9OsBk3X///XR1dfGLX/yCu+66i23btvGnP/2JRx55hOuuu44rr7ySj33sY1x66aUzGoeSACIyYcZgmeIMJwHCh8YeDXj8EgLLGlhCMNhXoDFCpDtOX2uUvtZjSwicfjt/H2xSOaaIyBxkM+AzKxZy8wv7TrjbDxz73jRZdX8EIwX9xTY6yh3EPDZSzhj3xnexsMg7tQAMcObZcbhsOPNsOPLs6X9dNsJRJ7zeNe4uJlzNICI5rbi4mM997nN87nOfY/fu3dx555384he/oLGxkTvvvJO77rqL6upqNm3axMc+9jFOP/30aY9BSQARmbjBHIA5c1mAZH+C/rYQAL7a8UcDGoaBv9yNv9zNwvPS86qjfYmhRoM9jRF6m6PsCIbpTCTG3I/KMUVEcpNlWbz4x2YKXo9xWdTHY84w1hhnuCXNKewDN+/9iRT+dpOww0avx0FvSxRXhZ/Cag/egAtHnm3own7wov7Y9+mvBy/07c6xO36vMy3+85ajtASjoyaiDdIjZ9fWFU/Xr0REcsSKFSu4+eabufnmm/nzn//MnXfeya9//WsOHz7MLbfcwi233MKaNWu45ppr+MhHPkJJyfScoyoJICITNniCM5NDRSJNvWBBXokXp39q3Wbd+U7c9QEq6tNJhFTCpP0vB+HR1nHfq3JMEZHckUqZbP3NYQ7t6Abg7z68iit9Cf7htzvoCh+X+DUtKg+YxD02cALLoShhEYiZVFlxqkliDyUJNfRjVFiULvFRWuujZJEPu9M25RjtNoPNG+u57u7tGIwsphtMG2zeWK8qNMlJlmlgZdHEJsvMnlgm65JLLuGSSy7htttu47777uOuu+7iscce44UXXmD79u185StfYdeuXSxevPiUj6UkgIhMmDF4DjSDywEG+wH4J1AFMFF2p426JQF4dPxtVY4pIpKdjp/scs6CAM/e20jLgT5sNoO1717I4jOLWAG8bVXV0Lalvjy+/KuXie8O4+s1wW6jp8TG6+e4CVgWi1tjLIxAXamD/sZ2Es48gtF8+lqjNDzTic1uUFTrpXSJn9IlPgqqPJOaSAOwYVUVt21ac0Jj2ko1phWR43g8HjZt2sSmTZvYtm0bH/nIR9i/fz+JRIJ4PD4tx1ASQEQmbKgSYIaWA1iWRbgx3Q/At2j6kgCQbhpVFXCrHFNEJAeNNtmlyO7gnfYAZ3v8rP/AIqqW5Q+9dvxYw29tWMn//dNWXHFIuA1iHgMMg858O535dj7+lpXUBU1CTX2k4ib9wQgpI4+YPY94EjobwnQ2hNn9KDg9dkrqfJQt9VO6xI+3aGJVaxtWVXF5faVG1IrISUWjUX79619z11138eijj2KaJgAOhwOXa2pVssdTEkBEJm6GpwPE2iMkIwlsThveqvzx3zAJKscUEclNW3Y0jzrZpTuV5O5UJ2ddVjUiATCaZd0OrlhRySutzfTkpYjnpT/rj78THz4aom1rC/aGdEIaK0ZehR+j2Edf0KKzIUSiP0XLzl5advYC4C1yUbo0XSVQUufD5Rn79Pr45IRIrtN0gOnz5z//mZ/97Gfcd999hEKhoeW355xzDldffTVXXXUVZWVl03IsJQFEZMKGlnzNUBJgcCmAtyaAYZ/6+suxqBxTRCS3pEyLGx/cOeafHQP4/tP7eN/FtWMmcaO9CQ4900GtN49Fl9Xyys5uWO7hgo8t4c3nV414n2+Bn7r3LKO/LULb8y0E93YTawtDW5ji2nxOu6qGpGGnsyFM+/4QPYf7iXTHadzWReO2LjCgcIGHkiV+ypb6KazxYHdM/98zEZkbdu/ezV133cXPf/5zmpqahi78q6urueqqq7j66qs544wzpv24SgKIyIQNjgicqeUAg0sBprMfwPFUjikikju2NnSNSNoebyKTXfY+1oqZtHC57XgCDqoW+AhU+jlvcdGYn/2eci+L3rmEaFeU9udb6N7VRV9jH32NffiqfFSsrWTZG+tIxk26DkXo2B+i40CIUHuMniP99BzpZ/8T7didNooXD/YT8JNfnjfmFIHjHd8DQX+rROaGzs5O/vu//5u77rqLF154AUgvifX5fLz3ve/l6quv5rLLLpvwZ8VUKAkgIhM3NB1g+nediiXpb574aMBToXJMEZHcMNGJLWNt19vSz9GXewAoqvYQ64zhnuAafgB3sZuFb1tMxQVVtG1rpfu1DsLNYRp+ux9PmYfytZWULyui4rT0coT+3gQdB0J0HgjTcSBELJSkfW+I9r3pv295fkc6IbDUR+kSP+5856jHHa0HQpWq1iQLaTnA5LznPe9hy5YtJBIJLMvCZrPx5je/mauvvporr7wSn883K3EoCSAiE2YM9QSY/ixA+HAvlmXhKnLjCqhDv4iITHxiy2jbWZbFnodbwIKKMwqIHAwDkBcY/cL7ZFyBPGouq6ViXSXt29voeqWd/vZ+Dj3UgLuombLzKylcWYSnwMnCs4tYeHYRlmXR1xYbqhLoOhQhFkpy5JUejrzSA4C/LG+gn4CfksVeHC77mD0QWoJRrrt7O7dtWqNEgEiOeuCBBwAIBAK8//3vZ9OmTSxcuBCA1tbxR1kfb8mSJVOKQ0kAEZmwweUAM9ET4NhSgMLp37mIiOSkU5ns0rk/fUfeZjeoPrOQ118PYnfZyHPbiUWSU4rH6Xex4I01lJ9fScdLbXS+1Ea0O0rTwwdpffYoZedVUnxGCTaHDcMwKKhwU1DhZskbSkklTbqbInQcCNN5IETP0X5C7TFC7TEOPtuJYTMI1Lj5h8b9o/6s1sDPe+ODO7m8vlJLA0RylGEY9Pb2cvvtt3P77bef0n6Syal9likJICITN5gDmOaeAJZlET7UA8z8UgAREckdU53sYpoWux9uAaB2XQmJvgQA+dVeulv6B3Yw9Ytoh8dB5YULKFtTQecr7bS/0Eq8N86Rxxppe7aZsnMrKD6zFLvLfuxncdgorfNTWueHyyqI9yfpbAgPVAqEiXTH2drQTUciMeZxJ9IDQWQ2aTnA5M1ERe1kKQkgIhN2bDnA9O433tVPIhTHsNvwLpje0YAiIpLbpjLZ5ehL3YTaYjg9dpZcXMr+PzQDEKj1wmASYBrY8+yUn19J6dnldL3WQfu2VuJ9cY4+cZi255spPaeCkrPLcLhPPOV2eRxU1Qeoqk8nv8NdMVr+cgi2jl8SPNFeCSKSXX76059mOgRASQARmYSZWg4QGlgK4K3Ox+a0j7O1iIjMN5OZ7JKMp9j35zYAlryxDIfbTrAx3Q8gUOuDrZ3THp/NaaP07HKKV5fS83oXbc+3EOuJ0fLMUdpfaKXkrDJKzynH6Ru7H4GvOI/6s0pg695xjzfRXgkikl2uueaaTIcAKAkgIpNgzNBygMGlAOoHICIiY5noZJdDz3QS60viKXKx8PxiYsEEsd4Ehs0gv9ozI31tBtnsNopXlVJUX0JwbzdtW1vo7+in7fkWOra3UryqlLLzKnEVjD6h4FR6IIhkgpYD5CZbpgMQkRwyAyMCzXiKyNE+AHyL1A9ARESmLhZK0PBUBwCnvaUCu8NGsDECgL/KM2KN/kwybAaFK4pZvul0Fl+xFG+lDzNl0fFyO7t+uoOmhw8S6z6xpH+wBwIc63kwtM+Bf0frgSAiMhlKAojIhA31UJrGLED4SC+WaeEsyMNVqPJGERGZuv1/aScVNwnUeKioLwAYthTAO2LbU+gLOGGGYRBYWsiyD69gyZXL8S/MxzItul7rZPedr3HooQP0t0dGvGewB0LlceNyKwNujQcUkWmh5QAiMmGDPQEsc/r2eWw0YABjNs7IRERkTgq1R2l6oQuAFW+tHPqb0tuUvsguWOjLWGyGYZBfW0B+bQHhoyHatrbQ2xCkZ083PXu6KVgSoGJdFd7KdIyT6YEgkklaDpCblAQQkYkbmg4wjZUAA0kA36LCaduniIjMP3v+1AoWlJ9eQFFt+mI6EUkSaU+X3R9fCZApvgV+6t6zjP62CG3PtxDc203vgSC9B4Lk1+ZTvrYKX41/wj0QREQmS0kAEZmw6R4RGOvuJx6MYtgMvNUF07NTERGZdzobQrTv6cOwGZz2loqh5wf7AXjL3Di96dPeLBjRDYCn3Muidy4h2hWl/fkWund10dfYR19jH74qH+XrqshfXKAqORGZdkoCiMiETfeIwMEqAM+C/Flr1iQiInOLZVnsebgFgIXnFeEryRt6rbcp3Q+gYGF2VAGMxl3sZuHbFlNxQRVt21rpfq2DcHOYht/sw1PmoXxtJYFlRcf+BotkES0HyE1KAojIhE33iMDh/QBERESmovnVIL3NURx5Npa8qXzEa8GBfgCB2hP7AWTbDXZXII+ay2qpWFdJ+/Y2ul5pp7+9n0MPNeAuaqbs/EoKVxZhs6uvt4icGiUBRGTipnFEoJk0iRzpBcBXW3jqOxQRkXknlTTZ+2grAHUXl5HnO3Zqm4qnCB3tB7KnH8BEOP0uFryxhvLzK+l4sY2Ol9qIdkdpevggrc8epey8SorPKMHmUDJARKZGSQCZkpRpqWPtPGQMnm9MQxYgcrQPM2ni8LvIK/Gc8v5ERGT+aXyuk2gwgTvgZNG6kU30+o70Y5kWeQVO8gLODEU4dQ6Pg8o3LKDs3Ao6X2mn/YVW4r1xjjzWSNtzzZStqaD4zFItp5OM0nKA3KQkgEzalh3N3PjgTpqD0aHnqgJuNm+s1+zaOW6wOdF0jAgMN/YAGg0oIiJTE48kOfDXdgCWX1qO3TnyzniwMd0PIFDrG/F3Zjon3MwGe56d8vMrKT27nK7XOmjf1kq8L87RJw7T9nwzpedUUHJ2GQ63TutFZGJURySTsmVHM9fdvX1EAgCgJRjluru3s2VHc4Yik1kxjSMCw4cGRgNqKYCIiEzB/sfbScZMCqrcVJ1ZeMLrg5MBCnJoKcDJ2Jw2Ss8uZ8XHz2Dh5YvIK8wjGU3R8sxRdv1kB81PHiERTmQ6TBHJAUoZyoSlTIsbH9w51Bh+RX8QC+i32em3OYja7HzngR1cXl+ppQFz1NCNlFPMAcR7Y8S6+zEMA99CjQYUEZHJCXfGaHq+C4DT3lp5QkWZZVr0HRlIAiw8sSkgkH2dASfIZrdRvKqUovoSgnu7advaQn9HP23Pt9CxvZXi1WWUnVuBq8CV6VBlHrBMAyuL/l+yzOyJJZspCSATtrWha0QFQH1/Dx4zNXKjbnjp9iiLq4uxefKwe/KwDT3c2N0DX7vzMNTdNucMjic61ekAg0sB3JV+7Hn6GBIRkcnZ+2grlmlRutxPSZ3/hNf7mvtJxU0cHge+8rxR9pD7DJtB4YpiAqcV0XsgSNvWFiItYTpeaqPzlXaK6ksoP7+CvEJ3pkMVkSyjs2+ZsLa+YUsALItDeX48ZhKvmcJjJvGYKeyWRTgUJRnsg2DfSfdnc7uwe9zY3MMSBe7hiQM3NrcLw6ZkQdYYWg5warsZXAqg0YAiIjJZ3U0RWnf2ggGnXV456ja9A6MBC2o8c77vjGEYBJYWUrAkQKipj7atLYSa+uja0UH3ax0UnlZM+dpK3KVqwisiaUoCyISV5w/LJBsG230ju/BiWbgskysuOZvCCi9mf2zgEcWMxkn1R4ees0wTMxrHjMZPekzDMLDluUZUE4yoMHCnv7flOZUsmAXGNIwItFIm4cHRgIuUBBARkYmzLIs9D7cAULOmiPzy0e9y9w70AwjUjrIUILf6Ak6YYRjk1xaQX1tA+GiItq0t9DYE6d7dRffuLgJLCylfW4m3cozlESJToOkAuUlJAJmwtXXFVAXctASjo/79NAyDkkIf569eeNKeAJZlYcUTmP2xEYkBsz9GKjqQNOiPYUZjWKZFKpp+nu6xYzNsBra84UsPBhIFg0mCge+NPNecvyMwkwZHBJ7KcoBISwgznsLuceIu04mIiIhMXOvrvfQ0RbC7bCx9c/mo21iWRbBpcDLAyKaAKdNib7KfrlSCosYu3lQ0N/sY+Rb4qXvPMvrbIrQ930JwbzfB/T0E9/eQX5tP+doqfDV+nROJzFNKAsiE2W0GmzfWc93d2zEYmUgf/BOyeWP9uH9MDcPAyHNhy3PhKMwfczvLstLVAgMJgfS/UVLDkgYjkgX9UVL90TH3BwPJgoElCMcvO0gnCtJJA8Pl1B/GURw/Ymkqv6PwoR5AowFFRGRyzJTJ3kdaAVj8hlLc+c5Rt+vvjJMIJ7E5bPirjpXAD404DqfPFX7+P11UbZnbI4495V4WvXMJ0a4o7c+30L2ri77GPvoa+/BV+ShfV0X+4gL9PRaZZ5QEkEnZsKqK2zatSf8RHdYksDIw/X9EDcPAPnAH/2Qs08SMxUdWFAyvMBhMIMTi6WRBuJ9UuJ+TDdExbLZhFQTu43oWHPvecDrm1x/OYT+qZU2tsXK4cWA0oJYCiIjIJDQ930WkK47L72DxG0rG3G6wCiC/2oPNkS5hGxxxfHwd2+CI49s2rZmziQAAd7GbhW9bTMUFVbRta6X7tQ7CzWEafrMPT7mX8vMrCSwvnF/nNDItLOvUe0VNp2yKJZspCSCTtmFVFZfXV7K1oYu2vijl+W7W1hVnrJzOsNmwe9zYPSfvfmulBpMF0YFEwbAEQf+wCoNYHMs0J5YscNgHlh0cSxLYPO4TpiLYnHPjfzXDdlwWgMn9N0+E40Q7ImCAr0ZJABERmZhENMX+x9sBWHZJOQ6Xfcxtg4dG9gM4fsTxcIN/yW58cOe8GHHsCuRRc1ktFesqad/eRtcr7fS3RTj00AHcRW7K11YSWFGEbdgEp5RpZc05n4hMj7lxZSKzzm4zuHDp2Fn4bGTYbdi9buze8ZIFqRMaGQ4mC1LDmx3GE1jJFMm+CPRFTn5sh+PEcYnDkweDX89ysmCyf9iH3yCwTGDsc7BRDVYBuMt8OLyjl3HOFTppEhGZPgeeaCfRn8Jfnkf1OUUn3bZ3oBKgYGG6H8DxI46PZwHNwShbG7py7txmqpx+FwveWEP5+ZV0vNhGx0ttRLujNP7xIK5njlJ2XiXFZ5Tw8K7WE6o/q2ag+lNEZpeSACLHMex27D4Pdt/JR+lYyRRm9LjEwFBzw2ENDhNJrGSSZF8S+sIn3afN6Rg5BcE9ylQEdx6GY5JX36MYWhs5iT/sKcvicHeEcCyJb18nF6wondSF7VA/gEWFpxJ61pvK71ZEREbX3xOn8blOID0S0HaSvzux3gTR7jgYxlASYMSI45OY6HZzicPjoPINCyg7t4LOV9ppf6GVeG+cI481cv9j+/nH1s4T3jNfllDIxFiWgZlFHfk1HWBilAQQmSLDYcfu92L3e0+6nZlIDlt2EBuWOIgO62EQw0om09smktA7TrLA5RxqaGgfliQY0cfA7cKwj54smMrayC07mrnxN69R/EJ6vN+//qSLihLPhC9sLdMi3DQwGrB27i4FmO/rTkVEptveR1sxkxYlS3yULvOfdNtgY/rvp7/SjSMv/TdwxIjjk5jodnORPc9O+fmVlJ5dTteODlq2tfCjhrZRt51vSyhE5iIlAURmmM3pSJf55598HJ6ZSJ6QGDD7o8MmI8RIRWLp5QrxBGY8AcFxjp3nOlZBMJAosFwubvjN7kmtjRy8sMW0KB7Y1rAmdmE7WBZ/uKkHMxjhzAIPnoqTn8TlKq07FRGZXsGj/TS/GgQjXQUwXuO63qb08rzBKgCYwIhj0g2O19YVj/Lq/GJz2ig9p5w9foPO/U1jbjcfl1CIzCVKAohkiXSywA8FY18gW5aFlUiOnIIQHX0qwtDUhFicZE/f0D5e6LNoCZljH4P0H/Zf/GQbb1hSgrfcyw0PvJY+cTIY0XZ1vAvb0criy/oifGdny5y8G651pyIi08eyLHY/3ALAgjMLKag6+TI9gGDTyKaAMH0jjueT9nB8QtvNxyUUMpJlGVlVgp9NsWQzJQFEcohhGBguJzaXEwLjJAviiZGJgWh6MkLvvm6gZ9xjvfjUEZJ/bOKgx6Cl2jW4Y5wH0ycG9tUOUoWOMS9sxyqL74gl51xZfDKWorMhzPZnmie0vU6aRETG176nj+6DYWwOg2WXlo+7fTKaItya/nwN1I5cqjebI47nAi2hEJnblAQQmYMMw8DIc2HLc+EozB/x2qLCTnjx2XH3sXxJPmXBJLsjx+4GFBxOQThdReCMwvD7BLd/+0Ve9eZTtMBD0QIP/+fpvTicKRL5BthtYJpgs82JsnjTtOht7qdzf4j2fSF6DvdjmRbJ1MQu7nXSJCJycqZpsedPrQAsuqAET8A17nt6myJgWXiK83D5T5xAk20jjrOZllCIzG1KAojMMxP9w/6/v3YpdptByf5Ofvlfz+LuMSnZmyTuNegvthMpG9l00Nad5EhjkCO7gvT2J/E097LUsjBMA1vKwtcLLfV2Gi/z5WRZfLQ3Qcf+0NAj0Z8a8bq32MWlS4v4+QvdtEfiOmkSEZmk4aNVjaNxnO1R8nwO6i4qm9D7B5sCFtSO3bA3F0ccZ4KWUMhEaTlAblISQGSemewf9rV1xVS7XNh392HETSKFNrqXOrDsxtB7yv15fO6rq2je0cvh14O8+nIH9piFIwaGZeKOgN2Eyl0p+ivjdKx0YtmNrC6LTyVMug6F6dgfonN/iL622IjXHXk2Spb4KV2afniL0nepvr3IppMmEZFJGq2HTBF2vnT2UpzuiY3FHeoHsPDkjXhlYrSEQmTuUhJAZB6azB92K2XxEYq4L9GLaYf+fBtJ/7ETMgv4cHEZDU93Ee9PUlCcx6Kzi9mWioBlYmFAyqTkoIk9BVWvJHB3m7Se6cqqsnjLsgi1xYbu9HcfCpNKHruMNwwILPBQuix90R+o9mCz207Yj06aREQmZ6weMt2k+NZzeyhb7h/3s9NMmvQdGZgMcJJKAJkcLaEQmZuUBBCZpybyh92yLF564AjVNhdvP7uK3+9rxQonSfjSF7+F2Hm3s5CFbQZxktgdNooWeFh2YSm/tvVwxEiQcqX3dyRlUfN8nMJDSYqaUgTMJO7dUZK1Jg7niRfTsyEeSQ5d9HfuDxHtS4543V3gTN/pX+anpM6Hyzuxj0ydNImITMzJRqsOmkgPmb4j/VgpC5ffiad4/P4BMnFaQiEnY1nZVYJvnezDRIYoCSAyj431hz0RS9F1pJ9Xtxxl56MtRPuSlK/IZ33MS7ctSUFhIYVOJ6uL8yld6KNkoZfiGi+Fle6hu+PfrDZGlMVbdoPDa10kfAbFB5KckXTz8kNHad0X4tx311C2aObLN82USc/hfjr2pS/8e5v7R/yxsDttFC/yUrLUT9kyP77SvHFnUo9FJ00iIuObrtGqwaaBfgALvVP+3BYRmS+UBBCZY4Y3VprIHWjLsgh1xelsitB1OEJnU4TetiihzhhHXu0BC8qX+3G47fgCLqorCrji2tMpWejDk39i9+VBo5XFWzYD4w35vPfScjyHErTs6cU0LUJdMZatK2XVZRU4XBNb+zlR4a7YUBf/roYwybg54vX8CvfQuv6iRV7sjsxUJYiIzEcT7Q0z3na9jQP9ALQUQERkXEoCiMwhozVWqjpuLXoynr7LP3jR33U4Qiwysgw+0Z+ee19Q5qbu/GIu+MgiOo5GsP3BRtXSAmrqCycUz1hl8Qbw8oNH8BQ4aTsQoifVz77nOmje08t5766hbLEfmHxCAyAZS8fesT9Ex74Qke74iNddXjulS/2UDFz4u0+SyBARkZk1HfPoLdMaagpYUKumgCKzySLLpgOQPbFkMyUBROaIsRortQSjfObu7fzdysWcFnURbI1iHbdganAtf3GNl0CFm12PteLxOCiq9nDRx5dgd9jY/2IXAMVVnknFNVZZ/NlXVGN32bA7DMJdcSJdCQAev+MAS9eWcHQB3PSHXSdNaEB6lnRvcz+dgw39mvqxzGEN/WwGRbXeobv9BVVulYqKiGSJ6ZhHH26LkoqlsOfZ8VdkT8NZEZFspSSAyBxwssZKg8/9eFcT38yrwmYYeAOuoXX8JQuPreW3LItt9zbRH0yQ53ew9kOLhsrju5r7ASiaZBJgLIZhsHpDFQ6XjT1PtGMmLRwuG7FYit8808Sdic4T3tMSjHLd3du59T1ncnaeP93Q70CIeCQ1YjtfiWvobn/JYh+OvOldYiAiItNjOubRD1UBVHsw1IBVRGRcSgKIzAHjNVYC6CGF+02FXH7+gjHX8u97uoMjrwWx2Q3WfrAWT0F6u1TKpKctvf/JVgKcjGEY1F9WicNlY+ejrZhxi/LFfn67t3loG3vUxLRbePvA12Ph67G44/kX+cRFdUN39B15NkqW+Ifu9nuL1BlaRCRXnOpo1d5D6aaAgVloMCsiI1mmkVUl+JaZPbFkMyUBROaAiTZWsoodYyYAWvf18dojLQCsfnsVJcPWVfa2xzBTJk63HV/h9F9gn3ZxOXaXnVf/cJStB7roMQfu7FsW5/+yH3efSV+VjXC5HWwGfVh0uSzWvaGc0qV+AtWeoakEIiKSe6Y6WtWyhvUDWKimgCIiE6EkgMgccKqNlUJdMbbd2wQWLFpTxOJzR6697GpOn2AVV87c6KWl60pwOA2237936DlH1MIVNiFlYQ9b2HotempstC9zkP/OEpafXTEjsYiIyOybymjVaE+CeF8Cw26QX60kgIjIROjWmcgcMNhYaazLc4N0U73RGisl4ym2/rKRRDRFUY2XM9+x4IQL/e5p7gcwlkVrijnvTZVD3xe1mETKbPSX2OmqsRMuNHCGTBa8nKDvyR66jkRmNB4REcluwYGlAPkLPNidOq0VmW2WZWTdQ8anT0uROWCwsRJwQiLgZI2VLMti+2+O0NsWHWgEWDvUCHC4waaA09kPYCzvvLSWcq8LW9KisMUk4bXRW2mnZ5GDttOdxApt5OfZ8bSnePy/9vPX2/dzZGcQ0xytLaKIiMxlvUNLAdQPQERkopQEEJkjBhsrVQZGlvxXBtzctmnNqI2V9j7ZztGdA40AP1Q7ar8A07Tobp2dSgBIJzS+/b5VFLaY2FIWcZ9Bwm3giEO0xE7rKhef/IezWHR2ETa7QWdjhK33NPLIrXvY92wHiVhq/IOIiMicEGwaaApYq6UAIiITpZ4AInPIZBorteztY+djrQCc+Y4FlIxxF6WvK0YqYWJ32sgvzpvR+AddvrKChqoq/nSkmcPlJgVtJs4YVBa42XzFsU7RZ7ylkobnO2nY1kW4O86rW5p5/c+tLF5TzJJ1JTPSxFBERDIvZVo8/Xo7T7d0UWjYWVs980lqETlRtpXgZ1Ms2UxJAJE5ZiKNlUKdMV64L90IcPF5xSc0AhxuqB9AhQfbLM1fbn41yGKfh//vXacRXpnHX/9lD66kjcuKarmormxoO0++k/pLKznt4nKaXu5m37OdhDpi7Humg33PdlBdH2DpBSVjJjhERCT3bNnRfMI4wTt+8NcJjRMUEREtBxCZdxKxFM/98hCJaIrihV7OfPvJT5hmsx8ApPsUHHiqA4AlF5by9rfUcsF5FZTZnQSPRHjypwfo702MeI/DaaPuvBLe8v8t58KPLqZsiR8sOPJakL/+5AB/+X/7Ofya+gaIiOS6LTuaue7u7SMSAAAtwSjX3b2dLTuaMxSZiEjuUCWAyDySbgR4mL72GO58B+d/sBab/eS5wNmaDDCobXcf4Y4YDredhecW4cizk1+aR+3ZhThcdvo6Yjxx+wHWX1OHr2hkub9hGFQuz6dyeT7B1n72P9tJ0ys9dB+O8PyvGvEEnCxdV8KiNcW43PZZ+XlERGR6pEyLGx/cyWjpXIt0I9wbH9zJ5fWVoy6DE5Hpp+UAuUmVACLzyJ4n2ml+vXegEeCiURsBDmdZFl0t6c7LxVWz03RpsAqg9rx0AgDAE3Di8jo4610L8BXnEemJ88TtB+htj5IyLZ7Z38lvXzrCM/s7SQ3c7Q9UeFjz7hre9sUVrHxzOXk+B/3BBDsebuGP39/FK1uOEu6Oz8rPJCIip25rQ9cJFQDDWUBzMMrWhq7ZC0pEJAepEkBknmjZ08vrfx5oBPjOBRTXnPyiPmVaPP5qC9tCfRTYHfhKZr7JXldjmJ6mCDa7weILjvU18AScBFuiWCmLiz5exzM/O0hvW5R//88d/JYeWkOxoW2rAu4R60Ldfienv7mC0y4qo+mVHvY/20lvW5T9z3ay/7lOFqwsYNmFpRQv9GIYyh6LiGSrtr6xEwBT2U5EZL5SEkBkHujriLFtoBFg3fnFLF4zdiNAGKXpUgJ+9y9/mfGmSw0DVQDVZxeS5z9WpeAZ6PLfH0zgyXey/to6bv3PV/lxa+sJ+xhcF3r8WES7w8biNcUsOqeItgMh9j3TQdu+EEdf7+Xo670ULvCw7MJSqusLTlgikTKtCU1cEBGRmVOe7x5/o0lsJyKnzrQMzCwqwc+mWLKZkgAic9xgI8BkzKS41svqDSe/iB9sunT8msuxLq6nS6g9StvuPjBg8YWlI17zBNIJgUhPuiGgw23n3v7OUfcz3rpQwzCoWJpPxdJ8etvTFQGNL3fTc7Sfbfc18dqfnCxZW8Lic4tweRyjdqE+vtpARERm3tq6YqoCblqC0VH7AhhAZSCdqBURkbGpJ4DIHGZZFtvvP0yoI4anwMnacRoBjtd0CdIX16kZ6LLf8HT6or5iZQH+0rwRr3kK00mAaDCdBNja0EVLb4yxTHRdaEGZm3M2VrPhiys5/ZIK8vwO+nsTvPZIC1u+v5sf3bVTXahFRLKE3WaweWM9kL7gH27w+80b61WpJSIyDiUBROaw3X9tp3lXLzaHwdoP1eL2n7wRYKaaLkV7Exx9pQeAJetLT3h9sBKgfyAJMN3rQvN8Dla+qZy3/e0K1rynhoIKN4l4itt2NmYkISIiIqPbsKqK2zatoTIwsuS/MuCesUo1ERnb4HSAbHrI+LQcQGSOat7dy66BRoBnv6uaourxu/tnqunSwWc7MVMWRYu8FI7SsHAwCRDtS2CmzBlbF2p32Fh0dhG1ZxXyx6ePEHywacxthydELlxaMuZ2IiIyvTasquLy+kr1ahERmSIlAUTmiOHN6/JNG6Et6fL6urUl1J5dNKF9ZKLpUiKaoumFdGXBkvVlo26T53Ngdxikkhb9vckZXxdqGAYx38ROJtWFWkRk9tlthhKwIiJTpCSAyBwwWvO6QuxcvaCSK95WOeH9ZKLpUuO2LpIxE395HmXL/aNuYxgGnoCTUGec/p44viIXmzfWc93d2zFgRKzTtS5UXahFRERETi7bSvCzKZZspp4AIjlusJv/8Wv5e0hx69EjPPz6iWP0xjLbTZdSSZNDz6YrFpasL8Uwxt7v8DGBMPPrQgcTImNFZJCeEqAu1CIiIiKSS+ZNEuDgwYMYhjGhx1//+tcJ7fOGG24Yd1+7du2a4Z9M5rOTdfMfNNnmdbPZdOnoKz3EQkncBU6qVgVOuu3xYwIHY33ya5fy3//rAv7tw2fz3//rAp782qXTEqO6UIuIiIjIXDRvlgP4/X6uueaaMV/fuXMnzz//PPn5+Zx77rmT2vdZZ53F2WefPeprgcDJL2xETsVkuvlPZu3kbDRdsiyLhqc6AFh8YclJRxfCiRMCBs3kutDBhMjxSy0qA242b6xXF2oRERGZ1yyTk96Mmm2WmekIcsO8SQKUlpZyxx13jPn6O97xDgA+/OEP4/P5JrXv97znPdxwww2nEJ3I1MxkN/+ZbrrUtruPcGcch9vOwjXjNy70Fg5MCAjGZyym0agLtYiIiIjMJfMmCXAyR44c4Y9//CMAn/zkJzMcjcjE5WrzOsuyOPBkOwC15xfjyLOP+x53IN0TYPhygNmiLtQiIiIiMlcoCQDccccdmKbJGWecwbp16zIdjsiEZaKb/3TobozQc7gfm8Ng8bqJxTZYCdAfTGBZ1kmbCIqIiIjIzNN0gNykJAAMLROYahXA9u3b+frXv05XVxeBQIBzzjmHjRs3kp+fP+l9hcPhST0v89tg87qZHJU3Ew4M9AKoPruIPL9zQu9x5zswDDBTVrqZYP7E3iciIiIiIsfM+yTA448/zr59+3C5XHzsYx+b0j4efPBBHnzwwRHPBQIBfvCDH3D11VdPal9+/+hz0kXGkmvN6/raorTv6QMD6i6ceIm9zW7DXeCkP5igP5hQEkBEREREZArmfRLg9ttvB+CKK66gtLR0Uu9dunQpN998M29/+9tZtGgRkJ4y8N3vfpff/e53XHPNNdjtdj760Y9Oe9wiw+VS87qGp9NVAJWnF+AryZvUez2BdBIg0hOnqMY7E+GJiIiIyASZloGZRSX42RRLNpvXSYDe3l7uvfdeAD7xiU9M+v2jVQ6sX7+eBx98kL/5m7/h1ltv5Ytf/CIf+MAHcLlcE9pnKBQa9flwOExFRcWkY5T5Ixea10V7Exx9JQhA3frJJd1g7DGBIiIiIiIyMScfzD3H/fKXvyQSiVBTU8Pb3va2ad33DTfcgN1up729neeee27C7/P5fGM+RHLdwWc7sUyL4sU+CqsnfyffW5hOpikJICIiIiIyNfO6EmBwKcC1116LzTa9+ZDi4mLKy8tpbm7m8OHD07pvkVwU70/SuK0LmFoVAAyrBMjAmEARERERGUnTAXLTvK0E2LlzJ8899xyGYfDxj3982vefSqUIBtNlz1OZEiAy1zRt6yYVN8mvcFO2bGoNMD2FWg4gIiIiInIq5m0S4Cc/+QkAl1xyCUuWLJn2/T/wwANEIhEMw+C8886b9v2L5JJU0uTQc51AugrAMKaWpT1WCRCftthEREREROaTeZkESCQS3H333QB88pOfPOm2//7v/87KlStPGPXX2NjI3XffTTQaPeE9v/nNb/jUpz4FwEc/+lEqKyunKXKR3HT05R5ioSTugJOqMwqmvJ/BJEAiZpKIpqYrPBERERGZgsHlANn0kPHNy54Av/vd72hra6OwsJD3ve99J922o6OD3bt3n3Ah39XVxcc+9jGuu+46zjnnHKqrq+nv72fnzp3s3bsXSFcZ3HbbbTP2c4jkAtO0hsYC1l1Ygs0+9dyjw2XH5bUTj6ToDyZwuu3TFaaIiIiIyLwwL5MAgw0Br7rqKtxu95T2sXDhQr72ta/x/PPPs2/fPrZv3048Hqe0tJR3vetdXHXVVXzoQx+a9oaDIrmmbXcf4c44To+dmjVFp7w/T8BJPJIi0hOnoGJq//+KiIiIiMxX8zIJ8OCDD0542xtuuIEbbrjhhOdLSkr47ne/O41Ricw9lmVx4Ml2AGrPL8bhOvU7995CF8HmqJoDioiIiGRYtpXgZ1Ms2Uy3qUVkxnQdihA80o/NYbBoXcm07NNV4GBvKsofdrXyzP5OUqY1LfsVEREREZkP5mUlgIjMjoan0lUA1WcXkec79Y+bLTuauf6512hPxGEnsLOBqoCbzRvr2bCq6pT3LyIiIiIy16kSQERmRG9rlPa9ITCg7g2nXgWwZUcz1929nfboyPGALcEo1929nS07mk/5GCIiIiIycaZlZN1DxqckgIjMiMGJAJX1AXzFeae0r5RpceODOxks/PeFUximCTD03I0P7tTSABERERGRcWg5gIhMu/5gnOZXg8D0VAFsbeiiORgFwDBNLnsyDBYcrnBypMJJX4GNZqufrQ1dXLh0enoPiIiIiIjMRUoCiMi0SJkWWxu6aOuLEt0Vxp8yKVvip7Dae8r7buuLDn2dHzZxJCwcKVjWGGfR0QTdXjtBr509gUMsWJ+koMZLfo0XR96pTyMQERERkTFYYGVTIWY2xZLFlAQQkVO2ZUczNz64c+huPUAhdr6xYAVrp2H/5fnuoa978x088LZ8lh2JUdccxx02KQ2bFEVS2Pb0cSjZimEYYIC/wkPBQi8FtT4KarzkFTinIRoRERERkdylJICInJLBhn3HJ157SPH1R3cSqHKfcuf+tXXFVAXctASjWEDSaWPXYg97a90s7IpR1x6j2DJYXGqQ6urF5veCy0GopZ9QSz9Hn+8EIC/gJFDrSycGFvrwluWlEwYiIiIiIvOEkgAiMmXHN+wbzY0P7uTy+krstqlfbNttBps31nPd3dsxOFbplbIZHCp1c7goj/973iLKehKkokkgic1jw11TRMrmoK+pn1BrP7FggrZXe2h7tQcAh9tOfo2XwEBSwL/Ag92pfqkiIiIiE2GZBhbZc0PFMrMnlmymJICITNnwhn2jsYDmYHRaGvZtWFXFbZvWnLDsoDLgZvPGejasqiIVS9H1ciud21tI9ceJ7G0lr8TLkjctwFtbQOhIP72HI/Q2Reg7EiEZTdG9r4/ufX0AGHYDf2V6CUFgoY/8hV5cPn1MioiIiMjcobNbEZmy4Q37pmO78WxYVcXl9ZVDDQjL892srSseqjKw59kpW7uA4rPK6Xqplc4XW4l1Rjj8h33klXgpX7eA2jeWYxgGlmkRaumntymSTgw0homHkvQdSScIjjybHnHoKcmjoMZLQW26WsBT7NISAhERERHJWUoCiMiUDW/YNx3bTYTdZoxbVWDPc1C2rprisyvofLGVzhdbiHVGaPr9PtylXsrWLSB/aRH5C7zkL/BSvQ4syyLak6C3KUxvYzoxEGmP0t8Zo78zRuvL3QA4vY50QqBmYAlBlRubfWJLCIZPUDg+gSEiIiKSayzLwLKy51wmm2LJZkoCiMiUnb+4iHK3g7ZoctTXDdLl+mvrimc3sAH2PAflF1RTMpgMeKmFaEeEpof24S7zUraumvwlhRiGgWEYeIpceIpcVJxZBECiP5muFGiK0NsUJtTcTyKSpHNXL527egGwOQzyq73pZoM16aaDDveJowlHm6BQNWwpg4iIiIjIbFASQESmxDItup7Yz2cLXNwQTY5o2AcMtYjZvLE+43e77W4H5RdWU3JOBZ0vttD5UivR9ghNv9uLu9xH+boF+OsKTyjzd3oclJxWQMlpBQCYSZNQc3oJQbApTG9ThGR/iuChMMFDYaAdDPCVuUeMJvxzUyef/fmJExRaglGuu3s7t21ao0SAiIiIiMwKw7KskzX2liwRDofx+/0AhEIhfD5fhiOS+cxMmrQ9tptwQycY8MqiUv5p+5Gcucud7E/Q+WIrXS+1YiZSACdNBozFsiz6O2IDPQXSiYFod3zENqZl8aXoUTrN1Kj7GKyWePJrl2Y8WSIiIiK5IZPXBsOPfVvFf5Bny5u1Y48nZsa4rvWzgK6ZTkaVACIyKWYiRcvDr9N/uAfDblB+2QreW1fKFZevyJn17g6Pk4o31KQrA7a30PVyG9G2MI0P7sVT4aNsXTX+xYFxkwGGYeAtc+Mtc1N5TnrJQzyUGLGEYOvhnjETADC9ExRERERERMajJICITFgqmqB5y05irX3YnHYq3no63ppCYGIN+7KNw+OkYv1CSs6pTCcDXmmlvzVM4wN78FT4KbtgAf5F4ycDhnP5nZSeHqD09AAADdua4N7Wcd83XRMURERERERORkkAEZmQZDhG8+9fI94VwZbnoOrt9bgrCjId1rRweJ1UXLSQkjXDkwEhGn+7B0+ln/J11fgWFUxpNGBlkXdC203nBAURERGR2WBZ6Ue2yKZYspmSACIyrkRvlOaHdpDojWL3uVjwjjNwFc+9NVbDkwEdLzTT/Wob/S0hDv12N94qP2XrqvHVTi4ZsLaumKqAm5Zg9ITGgJD5CQoiIiIiMr9MbLi1iMxb8a4wRx54hURvFGeBm+orzpyTCYDhHF4nlRfXsvyasyg5pxLDYSPSHOLQb3Zz8N5dhBqDTLSnqt1msHljPXBsYsKgbJqgICIiIiLzg5IAIjKmaFsfRx54lVQ4jqvYy4IrVuMsmD9l6w6fk8o31rL8mjMpOXsgGXC0j0P37+bgfbsIN/VOKBmwYVUVt21aQ2Vg5O+uMuDWeEARERHJWRYGlpVFjxNuuZyaRCLBo48+yle/+lXOP/98CgsLcTqdVFZWcsUVV/DQQw9N6/Fmi0YE5giNCJTZ1n+kh5Y/vo6ZSJFXkU/Vhnrsbmemw8qoRCieXiawox0raQLgrc6n/IJqfDXj90dImVbOTFAQERGR7JUtIwJ/WH4beUYWjQi0Yvx/bdcB0/N7eeSRR7j88ssBqKys5Nxzz8Xn87Fz50527NgBwP/+3/+bH/3oR1PqHZUp6gkgIicIH+yk9ZFdWCkLT3UhlW87HZvTnumwMs7pd1H1pkWUrqkaSgZEjvRx8L5d+GoKKLugGl91/pjvz8UJCiIiIiLzlc1m48orr+QLX/gCF1988YjX/ud//oePfvSj/PjHP2b9+vVcffXVGYpy8lQJkCNUCSCzpW93K22P7wULfHUllF+6AptDK4dGk+iL07HtKN2vdWCl0pUBvoUFlF9QjXfB2MkAERERkVORLZUAt5b9KOsqAT7f/hlgdn4vn/rUp/jJT37CZZddxiOPPDKjx5pOqgQQkSE9rx6h8+kGAPJXlFP2xuUYKlcfkzPfRdUliyk9r4r255vp2dlBuKmXhqZefLUFlK9TMkBERERkrjrnnHMAaGpqynAkk6MkgIhgWRbdLzTR/UIjAIEzF1ByQV1OrW3KJGd+HgsuTScDOp5vpmdnO+HGXhoae/HXBihbt0DJABEREZFZFA6Hx3xtuioE9u7dC0BVVW41eVYSQGSesyyLzqcPENzRDEDx+YsoPKdGCYApcBXkseCyxZSefywZEGoMEmoM4l8UoGxdNd4qf6bDFBEREZkWlgXZtLZ8+EL3ioqKk2x36lG3tLRwxx13AHDllVee8v5mk5IAIvOYZVq0P76Xvj1tAJSuX0Jg1YIMR5X7hpIB51WmkwGvdxA6FCR0KIh/cSHl6xbgqVQyQERERCQXJZNJNm3aRDAYZPXq1Xz605/OdEiToiSAyDxlJk3aHt1F+GAX2AzK37yc/OXlmQ5rTnEF3Cx4Sx2l51fRvrWZ4K4OQgd7CB3sIb+ukLJ11Xgq1ORTREREZLq1trbOWGPAz3zmMzz66KOUlJRw77334nK5ZuQ4M0VJAJF5yIwnaXn4dfqPBDHsNiresgLfYo2umymugJvqy+soO7+K9ueP0vN6J30NPfQ19JC/pIiydQvwlCsZICIiIrnFsgwssmcJqWUdi8Xn881IEuALX/gCP/nJTygqKuJPf/oTp5122rQfY6YpCSAyz6SiCZr/8BqxthA2l53Kt9XjWRDIdFjzgqvQTfXlSyg9bwEdzx+lZ1cnfQe66TvQTf7SIsrWKhkgIiIikq2+/OUv84Mf/IDCwkIefvjhoekAuUZJAJF5JBmK0fz714h3R7C7nVS+ox53mbrWz7a8IjfVb10yMFrwKMHdXfTt76ZvfzoZUL6uGneZN9NhioiIiMiAv/u7v+P73/8+gUCAhx9+mPPOOy/TIU2ZkgAi80Qi2M/Rh3aQ7Ivh8LmoeucqXEW60MykvGIPNW9bStn5C2jfepTgnmPJgIJlRZStq8Zdqv9GIiIikp1My8DMouUApjUzsXz961/nn//5nwkEAvzpT3/i/PPPn5HjzBYlAUTmgVhnmObf7yAVSeAMuKl65yqc+e5MhyUD8oo91GwYlgzY20Xvvm5693VTsKyYsgsW4C45lgxImRZbG7po64tSnu9mbV0xdlv2/AEWERERmSv+4R/+gVtuuWVoCUCuJwBASQCROS/a0kvzlp2YsSSuEh9V7zgDhze3OpjOF3klHmrevpTStVW0P3d0IBHQRe9AZUD5umr+3NzDjQ/upDkYHXpfVcDN5o31bFhVlcHoRUREROaWBx54gH/8x38EYNmyZfzwhz8cdbvS0lL+5V/+ZTZDOyVKAojMYZHD3bT88XWspIm7Ip/Kt5+BPU//22c7d4mXhe9YRrQzkk4G7O2id28Xf3i1mZu7e0/YviUY5bq7t3PbpjVKBIiIiMissUyYoQr8KbGs6d1fV1fX0Nfbtm1j27Zto263aNGinEoC2DIdgIjMjNCBDlq27MRKmngXFlH1zlVKAOSYwWTA0o+uwre0iB8HQ6NuN/j37sYHd5Iyp/mvnwxJmRbP7O/kty8d4Zn9nfpdi4iIzHHXXnstlmWN+zh48GCmQ50UXRGIzEG9u1pp/+tesMC/tJTyS07DsCvnl6vcpV6aTy+m40lzzG0soDkY5f4fPsM5AQ+G3YZht2FzGMe+dtoGvjYwHDZsA88bzsGv088PbmNz2DEcRvo1x8Drdhs2h23EdoaRRbcAZsiWHc1ahiEiIiJzgpIAInNMz8uH6Xz2IAAFp1dSetFSDDWNy3ltfdHxNwLa+xMkjNlN+AwmBI4lB4YnDgaeH5ZgSL82LBExIvEwyvsGtrENbjeQmMA2OwmILTuaue7u7Rx/31/LMEREZL6zLAMri6YDWNm0NiGLKQkgMkdYlkXX84foefEwAIVnVVO8bvG8uEs7H5RPcJpD/VuWsag6gJU0sVImZtLESllYSRMzlX7OSlqYydTQ81bKxBz8enC7wfcN7mNof+nnhi+6G3pfbKZ++jEYxrAKh2FVCoMJhaHKh4EkwhgJhWOJiRO3swyDW+59BVfCxDTANMARsYjl27EAg/QyjMvrKzWhQURERHKCkgAic4BlWXQ8dYDe15oBKF63mKKzazIclUyntXXFVAXctASjJ9yRhvTFaGXAzUVnL5jxi1HLssC00smCRDpZcCxxMPB9YvDrYYmI4xIKVtIalpgYud2IZMRx2w0LBCuZIpVMzdjP2tTdz4qX2lgBGJaFr8PEGbV46owCGhe4h5ZhbG3o4sKlJTMWh4iIiMh0URJAJMdZKZO2v+wltK8dDCi9aCmBepUmzzV2m8HmjfVcd/d2DBiRCBi85N+8sX5W7kYbhgF2A7vdBrM8bdKyrJGVDcMSD8cSCaMkFIYlHtKVD+awygdr2H4Gqh0Gvo90R0jaDWymhY2BDsgWFB9KcbjMwnSmf98TXa4hIiIyl5gWmFm0HEA9eydGSQCRHGYmU7Q+spvIoS6wGVRcchr+ZWWZDktmyIZVVdy2ac0JDeoq51GDOsMwMBwGOGzYZ+F4bfs7eSTcnz62ZWFfYrHw5Ti2KJTvSdJS7wDDmPByDREREZFMUxJAJEelYkla/riTaHMvht1GxVtX4qstznRYMsM2rKri8vpKtjZ00dYXpTzfzdq6Yq1HnyEjlmEYBkmXwZF6F9UvJ/B2mxQdTuFe5Wdtnf7fExERkdygJIBIDkr1x2n+/U5iHSFsLjuVG+rxVAUyHZbMErvN0PrzWTLaMoy4z0bHUgfle5MUHUrx/32sTkkYERGZlyyLUXsVZYqVTcFkMQ0OF8kxiVCMIw+8SqwjhN3jZMHG1UoAiMygwWUYlYFjJf99FXbsdW7edWYV/h1xon2JDEYoIiIiMnGqBBDJIfGefpof2kEyFMPhz6PqnatwFXoyHZbInDfaMoxzawp5+vYD9LZGeeHeJi68pg6bKgJEREQkyykJIJIjYh0hmn//Gqn+BM5CD1XvXIXTn5fpsETmjdGWYZz3wVr++uP9dB4Ks+uxVurfUpmh6ERERGafaRlZNh0ge2LJZloOIJID+lt6Ofrgq6T6E+SV+qm+YrUSACJZwF+Sx1lXVAOw78l2Wvb0ZjgiERERkZNTEkAky4Ubu2h+aAdmPIW7qoCqd63C7pnl4ewiMqbqMwLUrUtXCLx4/xEiPfEMRyQiIiIyNiUBRLJYaF87LX98HStp4l1UTNU7zsCep1U8ItnmjLdWUlTjJdGfZNs9jaSSZqZDmpKUafHM/k5++9IRntnfScpUm2URERmbZWXfQ8anqwmRLBXc2UzHk/vBAv+yMsrfvBzDrrydSDay2W2c+4GFPP6j/fQc7Wfnwy2sfseCTIc1KVt2NHPjgztpDkaHnqsKuNm8sZ4Nq6oyGJmIiIhMJ11RiGSh7pcO0/FEOgFQcEYV5ZeepgSASJbzBlyseV8NAA1bOzmyoyezAU3Clh3NXHf39hEJAICWYJTr7t7Olh3NGYpMREREppuuKkSyiGVZdD7bQNdzBwEoPKeG0vVLMAx1OhXJBRXL81l+cRkALz1whL6OWIYjGl/KtLjxwZ2MVkE5+NyND+7U0gARETmBZRlZ95DxKQkgkiUs06Ljif30vHwEgJILFlOydrESACI5ZsUlFZQs9pGKm2y7p5FkIrv7A2xt6DqhAmA4C2gORtna0DV7QYmIiMiMURJAJAtYKZO2x3bT+3oLGFD2pmUUnlWT6bBEZApsNoNz37+QPL+TvrYorz50FCuLOxW19Y2dAJjKdiIiIpLdlAQQyTAzmaLlj68T2t+BYTeoeMtKClZWZjosETkFbr+Tc99fA4ZB00vdNL7YnemQxlSe757W7UREZP6wLDCz6JHFOfesoiSAyCw6fvxWvD9B80OvEWnqxnDYqNxQj39JaabDFJFpULrYz8pLywF49ffNBFv6MxzR6GqidgoN+5ivG6SnBKytK569oERERGTGaESgyCw5fvxWXjLFW4Nh3lVbyGkLi6jaUI+7siDDUYrIdFp+URldjRHa9vax7Z4m3vi/l+J0j33BPZvMlMnOR1rZ/0wH73MUcXuiAwNGNAgc7EiyeWM9dpv6k4iIiMwFqgQQmQXHj9/yJFKsP9qD0dPPfTvb2L28XAkAkTng+Gof04Jz3luDJ+Ai3BXjpQeOZEV/gEgwzsVmqSYAAFJNSURBVFN3NLD/mQ4Arry4lv+46hwqAyNL/isDbm7btIYNq6oyEaaIiGQ5y8q+h4xPlQAiM+z48VsFiTjrjvbiTqYIO+08W1XIq39t4PIL63SnTSSHHV/tA+ky+s0b61n3wYU8dfsBmncGOfCcl6UXZG7ZT+u+Prb/+jDxSBKn284576mhamUBZwBvW1XF1oYu2vqilOenlwDoc0lERGRuURJAZIYNH7+1xNXJJ1c+RYO1mH2t1TxbVUjUYSc8MH7rwqUlGY5WRKZisNrn+BsQLcEo1929nds2raH+rVXs+MNRdj7cQlGNl+Ia76zGaJoWex5vY89f27Esi8IqD+d9sBZfkWtoG7vN0OeQiIjIHKflACIzbHCslmGYbFz8Et68KN5FQZ5eUETUYT9hOxHJLcdX+ww3+NyND+6k9rwiFpwRwDItXvhVE7FIctZijIWTPHv3QXY/3oZlWSw+r5iLPrlkRAJARERkskzLyLqHjE9JAJEZNjhW64wFjcQXRGl1ermj/Vzidtuo24lIbhle7TMaC2gORnn+YDdnXVGNrySP/mCcF399eFb6A3QeCvOXH+2j/UAIh8vGmvct5Kx3VWN36BRARERkPtIZgMgMW1tXzJJSWLdkD5Zh8ODR1fQmj5UBa/yWSG6baBVPW18UZ56d8z9Yi81ho21fH3ufaJ+xuCzLYu9T7Tx9ZwPRvgT5ZW7e+L+WsvDMwhk7poiIiGQ/JQFEZpjdZnDL+7txOZK0BQvZ2bxw6DWN3xLJfROt4inOcwJQUOHmzHctAGDXn9tobwhN+FjHTx9ImaNXEsT7k2z9ZSM7/9SCaVrUnFnIG//XEvLLVHEkIiLTJ9OTADQdYGrUGFBkhqWsA6yu6cDjWsDf/ep0LOtY7q1yoHO4xm+J5K61dcVUBdy0BKOj9gUAKMDGkd+38LuOKKl8O+X5bqrPLuTISz1sv7eJN31mGe5850mPM9r0gWKfi/ecvYDL6yuHOvn3HO3n+XsaifTEsTtsrHp7FYvWFGEYSjSKiIgIGFY2DCyWcYXDYfx+PwChUAifz5fhiGQiLCtO3Lwby+rFbjsXGxdp/JbIHDQ4HQAYkQgwBr6/xF/AC6EQvZhDr1UWuHl/XhGn9TkpWeTjwmvqsI3xeTDW9IHhqgry+PySheTvTWCmLHxFLs77YC2FVZ5T/vlERCS7ZPLaYPixb3TdjsvIniqzuBVlc/wTgK6ZTkbLAURmUNJ6DsvqxTDycRjrhsZvvfvsai5cWqIEgMgcsWFVFbdtWkNlYOSJUGXAzaffWMdfQr0jEgAALb1RftjezKu2KJ2Hwux6rHXUfZ9s+sAQyyK1NcT/+/fX2NPcR9XKAt706WVKAIiIyIzKdOm/lgNMjZYDiMwQ02onZb0IgMN2CYahUVwic9mGVVVcXl85otrn3EVFvOmf/zzmBbwF/JYezrAq2PdkO8W1XipPKxixzXjTBwAwDBIeAwx4yAryhQ+sw2FXnl9EREROpDMEkRlgWRZJ8zGwTGzGcuzGkkyHJCKz4PhqnxcOdY97Ad8WidNWla4KevH+I0R64iNfn+D0ge5aO43nODkQSPH8we6p/QAiIiIy56kSQGQGpKxXMK1mMFw4bW/MdDgikiETvYDfc7QXT7+bfNNi2z2NXHBtHS809dDWF6WjLzbh4yW9tkkdV0RE5FSYloFJ9ixvNa3siSWbKQkgMs0sK0TSehoAh/EGDCM/wxGJSKZMdHygHzsxp8XR17oIhfv44k0H6Iwnhl63GTDGNMBjhnX/n+hxRUREZP7RcgCRaZa0/gpWDJtRgd04M9PhiEgGDY4PHOu+hAFUBdx89Mrl+AtddPhNfrftCOGGyIjuRuMmAIYp9DhZW1d8SnGLiIjI3KUkgMg0SlkHSZl7wDBw2C7DMPS/mMh8ZrcZbN5YDzBqIsACrn/n6Sw/q4R3fnolz8RCGKaF92CM/B1RbP3mKO86uY+vX6zJIyIiMiusLHzI+HSFIjJNLCtB0vwzAHbjHGxGeYYjEpFsMNb4wALDxvtcAUra0hf6Ozr6OLzIRnhpHpbdwNmbwr87euK8o5PMPyryOvncpcun/WcQERGRuUM9AUSmScp6DssKYhj5OIwLMh2OiGSR0cYHlkUNHrvvAC8/3ULVonzawlEwDGKVThKFdnz7YvQvdI1Y638yBvB/3rdaVQAiIiJyUkoCiEwD0+ogaW0HwGF7M4bhynBEIpJtBscHDtfaGOK159v4y28bqHlb5dDzpttG3xnuURMAl3gKeD0vQcuw0YNVATebN9azYVXVzP0AIiIixzEtmPzCtZkzmR4685mSACKnyLIskuajYJnYjKXYjaWZDklEZlDKtEbc0V9bVzzlu+/rLq+htSlER0uEvm3dVBa4ae2Nptc0Hp8AsCx8lo0f/t2F5Lkd0xaDiIiIzC/zpifAtddei2EYJ31Eo5Ofq/zCCy/wgQ98gIqKCtxuN3V1dXz+85+nra1tBn4KyUamtQPTagbDidP2pkyHIyIzaMuOZi665TE+8l/P8oVfvsRH/utZLrrlMbbsaJ7S/hwOG5deuQSny0ZrU5hNSypH39CyAINvvaser9c5VFXw7rOruXBpiRIAIiIiMmHzrhJg/fr1LFu2bNTX7Hb7pPZ177338pGPfIRkMsn5559PXV0d27Zt49///d/51a9+xZNPPjnmsWRusKwwif+/vTuPj7K89///vmYmCyRhIEAW9gCCDSASAbVgVRBLrdi6HatF5bTWFupRemzr0gWprcfT9mfrVrQeWxf0q6cqKl04gCKKtuxS0iA7shjWkH2dua/fHyEhIdtMMsnMZF5PHyOTe+655jOZ3DNzfe7r+lx2jSTJYz4vY3qFOSIAnWVZbr7mLt7UpPLw4aJKzV28SYtm57RrOH7vvom66MtD9e6SvTrw4TF5e7hU6PNJ8afz9PFV0ve/MEI3fGFYx54EAAAhZGVkW1wIt+tFUiyRLOaSALfddpvmzJnT4XY+++wz3XrrrfL5fHr66ad1++23S5L8fr/mzJmjxYsX66abbtLatWtlAizqhOjjs+9LtkrGpMltxoc7HACdxO9YLVya1+zSQ7Xn6KWFS/M0IzsjqLPy9VML/JXa3tOnv235TDbOpcRqv9zljlzGyPitqgckaMht3lA9HQAAEMNiZjpAqP32t79VeXm5LrvssvoEgFQ7mmDRokXyer1av369li9fHsYo0Zn89lP5ne2SMYpzTZcxHE5Ad7Vub4Hyi1qeMmYl5RdV6i8f7FdFaU1AbZ45teD14ydUPrmXfGkexX9aqR7bKxS/t1I23qWqsT21cGme/FQ8AgAAHRRzIwFCZcmSJZKkm266qcltycnJuuqqq/Tiiy/qjTfe0Be/+MWuDg+dzNoa+ZxVkiS3GS+XSQ9zRAA609GSwGrGrH7noApWn1BSSrz6DuipvgN6ql9m7b+JPU9/5LY0tUAeo5qhPeRLi1fKipNyVzoqmdJLMkb5RZVat7egyQoDAACEC6sDRKeYSwKsWrVKW7duVUlJifr27avJkyfriiuuUEJCQsBtlJSUaNeuXZKkiRMnNrvPxIkT9eKLL2rz5s1BxVdWVhbUdoSH366XtYUyJlkec2G4wwHQydJSEgPaL6N3okyZUVlJtcq2V2v/9sL625K9Ceo3oId6Z/TQT9/LbXZqQR2b6FLxrL5yHatqVBsg0GQEAABAS2IuCfDCCy802ZaZmak//OEPmjlzZkBt7Nu3r/76kCFDmt1n8ODBkqS9e/cGFV9ycnJQ+6PrOfaEfHajJMnjukTGBJ5AAhCdJmelKtObqMNFlc123o2kDG+i/nN+jvw1jgoOV+jEZ+U6kV+u45+Vq7igUqVFVSotqtLe3CM6WlXd+gMaI1krp3/j95dAkxEAAAAtiZkkwPjx4/Xoo49q+vTpGjJkiCoqKrRlyxY98MAD+uijj3TVVVdp+fLluuSSS9psq6SkpP56UlJSs/vUdeaLi4tDEj8ig7VWPuddyfrlMsPl0ohwhwSgC7hdRgtmZWvu4k0yUqNEQF0ZwAWzsuV2GbkT3MoYmqyMoaeTutWVPp3Ir00MHM7NlwLJDzcoKluXZJiclRqCZwMAQGhYqdWRbV0tkmKJZDFTyex73/ue7rzzTo0ZM0YpKSlKS0vTjBkztGbNGn3lK19RTU2N5s+fH+4wVVpa2uzlyJEj4Q4NkhybJ8cekkyc4lyXsPIDEENmjs3Uotk5yvA2Phuf4U1sc3nA+ESPMrNSNHZKui6+bHC7Hr8uyQAAANARMTMSoCXGGC1cuFBvvfWWtmzZogMHDtQP5W9JSkpK/fWysjJ5vU2XbSotLZUk9eoV3LrxLY0sQPhZWy6f/UCS5DEXyJjgXlsA0W/m2EzNyM6oXdavpFJpKbVn54PpnNdNLWhxtQFrG40CSE2K00NXj2s1yQAAABComE8CSNLnPve5+usHDx5sMwkwdOjQ+uv79+/XuHHjmuxz4MABSdKwYcNCEyTCzmc/kLWVMqa/3GZCuMMBECZul+lQhf6GUwuaHbbYIAHQNylef79vuuI9MTNwDwAQRVgdIDrxrULSiRMn6q83PMvfkl69emnkyJGSpA0bNjS7T932nJycEESIcHPsAfmdbZIxinNNlzEcOgDar25qQe+ecS3uYyT94uqxJAAAAEBI8c1C0iuvvCKptnM/evTogO5z9dVXS5JefvnlJreVlpZq6dKlkqRrrrkmRFEiXKz1qcZ5V5LkNufIZTLCHBGA7mDm2Ext/PEMfe+ys9S7R+NkgNflbrPOAAAAQHvERBLg448/1ttvvy2fz9dou+M4evbZZ3X//fdLku68807FxZ3+IrZkyRKdffbZmj59epM258+fr549e2rlypV65pln6rf7/X7NmzdPhYWFmjRpki6//PJOelboKn67QdaelDHJ8pjPhzscAN2I22V012WjtPEnM/T/vnWB7vv8SH09oY8eHDWMBAAAIOLZCLygbTFRE2Dfvn26+uqr1adPH+Xk5Cg9PV2FhYXKzc3V/v37JUk33nijFixY0Oh+RUVF2r59uyormxZvGjBggJ577jndeOONuv322/Xss89q2LBhWr9+vfbs2aP09HS9/PLLVI+Pco4tkM+ulyR5zBdkTEIb9wCA4NXVGYg/WCXjLlHvvolt3wkAAKAdYmIkwPjx4zV//nyNGTNGn3zyid544w298847kqTrrrtOf/nLX/Tyyy/L4wkuJ3L99ddr7dq1uuaaa7Rnzx4tWbJEfr9f3/3ud7Vly5b6ugGITtZa+Zx3JeuXywyTy5wV7pAAdHPFBbVJ5159SDgCAIDOERMjAbKysvSb3/wm6PvNmTNHc+bMaXWf8847T6+//no7I0Mkc+w2OfagZOIU55rGqA4Ana6ooEqS5GUkAAAgCrA6QHSKiSQAECxrK+SzH0iSPOZ8GdMrzBEB6M78jtW6vQVak39SCX4pqXd8uEMCAADdFEkAoBk++4GsrZAx/eQ2E8IdDoBubFluvhYuzVN+0en6M+/88e964KoxFAcEAAAhFxM1AYBgOPag/E6eZMypaQDucIcEoJtalpuvuYs3NUoASNKR4irNXbxJy3LzwxQZAABtC/dKAKwO0D4kAYAGrPWpxnlXkuQ2Y+UyA8IcEYDuyu9YLVya1+wXlrptC5fmyc8ERwAAEEIkAYAG/HajrC2QMUnymKnhDgdAN7Zub0GTEQANWUn5RZVat7eg64ICAADdHjUBgFMce1I+u16S5DFfkDEs0QWgY+oK/h0tqVRaSqImZ6XK7apdaeRoScsJgIYC3Q8AgK7mKMJWBwh3AFGCJAAgyVorn/OuZH1ymWFymVHhDglAlGuu4F+mN1ELZmVrYp9eOvJxYUDtpKWwXCAAAAgdkgCAJMd+IscekIxHca5LZYwJd0gAolhdwb9Gs/mt1Yk9pfrhPR/qq8PSNLx/snrJpeIWzlsYSRne2tEDAAAAoUJNAMQ8ayvlsx9IkjxmsozxhjkiANHszIJ/xmeV+FmNem+qUPInlYor9uu9ncc1/JxU/eTL2TKq7fA3VPfzglnZ9dMHAACINOFeCYDVAdqHkQCIeT67RtaWy5i+cpvzwh0OgCjXsOCfq9yRd2uFjK/2a4n1GFVkxKkg06O48Sm6fkRfpfSJbzJtIOPUtIGZYzPD8hwAAED3RRIAMc2xh+R3ciVJca5pMsYd5ogARLuGhfycHkZOnJHijCoHxKmqv0dyNy4MOHNspmZkZ7RYQBAAACCUSAIgZlnrV43zjiTJ7RonlxkY5ogAdAeNCvkZo5IxiXLijXRGrZGG+7ldRheO6NtVIQIAEBJWkVWRn+kAgaEmAGKW326UtQUypqc8Zkq4wwHQTUzOSlWmN7F+Xr+T4GqUADCqXSWAgn8AACAcSAIgJjm2UD67TpLkMRfJGJbgAhAabpfRglnZkij4BwAAIg9JAMQca618zirJ+uQyQ+QyZ4c7JADdzMyxmVo0O0cZ3sYJxn494rVodg4F/wAA3YKVZG0EXcL9C4kS1ARAzHHsdjn2U8l45HFNkzGcjQMQeg0L/m3ZdEwFW4t0YVY/XUoCAAAAhBFJAMQUayvls+9Lkjxmslymd3gDAtCt1RX8G+NN0l//tV2bPz6uk5+LV2ZqT1YAAAAAYUESADHFZz+UteUyJlVukxPucADEiA/zC/Q/Gz9VeWG1TpQeUVWqW5neRC2Ylc3UAABA1HIUWasDRFIskYyaAIgZjv1MfmerJCnONV3GkAMD0PmW5eZr3kubdaxH7VeTxJN+SdLhokrNXbxJy3LzwxkeAACIMSQBEBOs9avGeUeS5HaNkcsMDHNEAGKB37FauDRPVlJlH5fiy616HfTLVe3UFy9auDRPfodSRgAAoGuQBEBM8NtNsvaEjOkhj5ka7nAAxIh1ewuUX1QpSaru5VJSoVWfQ34lnqwdFWAl5RdVat3egjBGCQBA+9gIvKBtjIdGt2dtkXx2nSTJY74gY3qEOSIAseJoSWX9des28icYWY+R4zYt7gcAANCZSAKgW7PWqsZZJdkaucxguczZ4Q4JQAxJS0k8/YO1qkp1S5Kqva6W9wMAAOhEJAHQrTl2pxy7TzJueVyXyhiW4wLQdSZnpSrTm6jDRZUyvtPbndpcgIykDG+iJmelhiU+AAA6gtUBohM1AdBtWVsln10tSfKYSXIZvmQD6Fpul9GCWdm112sXBahNALiM6lKSC2Zly+0iQQkAALoGSQB0Wz77oawtkzF95DYTwx0OgBg1c2ymFs3OUUaPeEmqrweQ4U3Uotk5mjk2M5zhAQCAGMN0AHRLjs2X326VJMW5pskY/tQBhM/MsZk697ZkvVa2TTVJRhfcNlyTs1IZAQAAiGpMB4hO9IzQ7VjrV43zjmSt3K5suczgcIcEAHKqHQ1K7aHUwT114Yi+4Q4HAADEKKYDoNvx249l7XEZkyiPuSjc4QCAJKmmsvb8RFyiO8yRAACAWMZIAHQr1hbLZ/8hSfKYi2RMjzBHBAC1aiprKwOSBAAAdBf21CVSRFIskYyRAOg2rLWqcVZJtkYuM1Aukx3ukACgHkkAAAAQCUgCoNtwtEuO3SsZtzyu6TKGglsAIoevqm46AB+9AAAgfJgOgG7B2ir5nNWSJI+ZKJdJDXNEANAYIwEAAN0NqwNEJ05HoFvw2b/L2lIZ01tuMync4QBAEyQBAABAJCAJgKjn2MPy2y2SpDjXNBnDABcAkYckAAAAiAT0lhDVrHVU47wrWSu362y5zJBwhwQAzapbItCTQP4dANA92FP/RYpIiiWS8U0EUc1vP5a1R2VMojzmC+EOBwBaxEgAAAAQCUgCIGpZWyyf/bskyWOmypieYY4IAFpGEgAAAEQCpgMgatU4qyVbI5cZIJcZE+5wAKBF1lqWCAQAdDusDhCd+CaCqOS3u+XY3ZJxyeOaJmNMuEMCgBb5qhxZWztPkZEAAAAgnEgCIOpYWyWfs0qS5DHnyWX6hTkiAGhd3VQAt8clt4ePXgAAED5MB0DU8dl/yNpSGeOV20wOdzgA0Kaa+qkAjAIAAHQf9tQlUkRSLJGM0xGIKo49Kr/9WJLkcV0qY+LCGxAABOB0UUA+dgEAQHjxbQRRw1pHPucdyVq5XaPlNsPCHRIABISVAQAAQKRgOgCiht/+U449IpkEecwXwh0OAASsLgngSSD3DgDoPlgdIDrxbQRRwdoS+exHkiSPmSJjksIcEQAErqaSmgAAACAykARAVKhxVku2Wi6TKbcZF+5wACAoPqYDAACACMF0AEQ8v90jx+6SjEse1zQZY8IdEgAEhZoAAIDuyMrKmsipyW9t5MQSyRgJgIhmbbV8zipJksfkyGX6hzkiAAgeqwMAAIBIwbcRRDSfXStrS2RML7nN+eEOBwDahZoAAAAgUpAEQMRy7DH57WZJksd1qYyJC3NEANA+NVVMBwAAdD9OBF5Cbfv27Xr88cc1Z84cjRs3Th6PR8YY/fznP++ER+sa1ARARLLWkc95R7KO3K5RcpuscIcEAO1GTQAAAKLTokWL9Oijj4Y7jJBiJAAikt9ulWMPSyZeHvOFcIcDAB1yejoAH7sAAESTsWPH6vvf/75eeuklbdu2TTfffHO4Q+owRgIg4lhbKp/9UJLkMVNkTHKYIwKAjqlbItDDSAAAQDdi1TlD8NurM9YGuO222xr97HJFf0I/+p8Buh2ffV+y1XKZDLnNuHCHAwAdYq09PR0ggSQAAAAIL0YCIKL47V75nR2Sccnjmi5jyFMBiG7+GkeOU3tugukAAAB0jbKyshZvS0pK6sJIIg9JAEQMa6vlc1ZJktxmglymf5gjAoCOq6sH4HIZueNIAgAAug976r9I0TCW9PT0lvezkRNzOPBtBBHDZ9fK2mIZkyKPOT/c4QBASDRcGcAYE+ZoAABArGMkACKCY4/JbzdLkjyuS2VMfJgjAoDQqCz3aae/UlWOS713n9DkrFS5XSQDAADoTEeOHIn5Yf8tIQmAsLPWyue8K1lHLjNSbjM83CEBQEgsy83XT9/I1dGaaqlQ+p9nDivTm6gFs7I1c2xmuMMDAKBDHEXW6gANY0lKSiIJ0AKmAyDs/HarHJsvmXjFuS4OdzgAEBLLcvM1d/EmHS2vbrT9cFGl5i7epGW5+WGKDAAAxDKSAAgra8vksx9Kkjzm8zImJcwRAUDH+R2rhUvzmi2VVLdt4dI8+Z3YLkwEAAC6HkkAhJXPrpZslVwmXW5zTrjDAYCQWLe3QPlFlS3ebiXlF1Vq3d6CrgsKAIAQsxH4H9pGEgBh47f75Hd2SMbI45ouY/hzBNA9HC1pOQHQnv0AAABChcKACAtra+RzVkmS3GaCXCYtzBEBQOh4Xe6A9ktLSezkSAAAQEds2rRJ8+bNq/959+7dkqSnn35af/7zn+u3L1myRJmZ0VH0lyQAwsJv18naIhmTLI+5INzhAEDIlJ6oUsXKk+ottwrlb3YfIynDm6jJWaldGxwAACEUyasDhEpxcbHWrl3bZPvBgwd18ODB+p+rqqo64dE7B+Ov0eUce1w+u1GS5HFdKmPiwxwRAIRG0eEKffCHPaoq9unG1DQZ1Xb4G6r7ecGsbLldZ94KAAAiySWXXCJrbZuXYcOGhTvUgJEEQJey1srnvCtZRy4zQm4zItwhAUBInDhQpjXP7VVVmU/ejETN/+45WjQ7RxnexkP+M7yJWjQ7RzPHRseQQQAA0L0wHQBdyrH/kmM/k0yc4lwXhzscAAiJo7tLtPaV/fLXOEod0lMX3jRMcYluzRybqRnZGVq3t0BHSyqVllI7BYARAACA7sCa2kuksPX/Q2tIAqDLWFumGvuBJMljPi9jeoU5IgDouEN5Rdr4+gE5fqu0kcmafMNQeeJOD7Rzu4wuHNE3jBECAACcRhIAXcZnP5BslYxJk9uMD3c4ANBhn24u0Oa3D0lWGjjGq/OuGSSXm5l2AAAgcpEEQJdw7H75nU8kYxTnmi5j+JIMILrt/sdxbV2WL0kamtNH468cKBfD/AEAMcSRlRNB4+8jKZZIRhIAnc5an2qcdyVJbjNeLpMe5ogAoP2stdq++qg+ee+oJGnk5/tpzIwMGdOxBIDfsdQOAAAAnY4kADqd366XtYUyJlkec2G4wwGAgJ3ZMZ80rI+2rTis3f84IUn63LR0jbqof4cTAMty87VwaZ7yiyrrt2V6E7VgVjarCAAAgJAiCYBO5dgT8tkNkiSP6xIZkxDmiAAgME065tbqrM9c+mJKb41MS9E5VwzQ8MkdL/i3LDdfcxdvajKA8XBRpeYu3sRyggCAiOWcukSKSIolkjExG53GWiuf865k/XKZLLk0ItwhAUBA6jrmdQkA41ilfeKTb2+F/rz1sCrGJYYkAeB3rBYuzWt2BmPdtoVL8+R3mOMIAABCg5EA6DSOzZNjD0kmTnGuSzs8XBYAusKZHfPEozUauqFafiP5410qzHLpyQ9368Kz+8tlJGsl69gG/9pG22Qlx7H1/1p7+vrW4yWNpgCcyUrKL6rUur0FLDMIAABCgiQAOoW15bVLAkrymAtkTK8wRwQAgVm754RO5pcrrdDKW+BX2kcVciodlSa7dGKoR/H5VtX5JXrVv02DU3t06LG2+MoD2u9oScuJAgAAgGCQBECn8Nk1srZSxvSX20wIdzgA0CrH56jw0zIV7CzRtvcOKvvjmvrbfElGpsaospdRZV+3rJFkJNPHo7QhybXXjZFxnfGvkYzr1L8t3F5dnChtPdlmfGkpiZ347AEAaJ/aAW+RM2UtciKJbDGRBKipqdH777+vZcuW6b333tPOnTtVVlamvn37avLkyfr2t7+tL3/5y0G1+cADD2jhwoWt7rNt2zadffbZHQk9Kjn2gPxOnmSM4lzTZAylJwBEnqqSGhXsKlHBjhKd3Fsqf3VtOaHEKslxSaW9XCrq41LZWW4lb6uUP9GlgvEJ0qmpTRfdPLzDQ/TPc6ye3n9Ih4sqm/3iYiRleGuXCwQAAAiFmEgCrF69WjNmzJAkZWRkaOrUqUpKSlJeXp6WLl2qpUuX6vbbb9dTTz0V9Lz18ePH69xzz232Nq/X29HQo461PtU470qS3GacXIaK1gAig7VWJZ9VqGBniU7sLFFpfkWj2xNS4pQ6MkWfG5msJ18rVn5ZVW3H3LHqkeCSq8bKU2blTzYh65i7XUYLZmVr7uJNMmp8BqPu02jBrGy5XdRUAQAAoRETSQCXy6Vrr71Wd911ly666KJGt7366qv6+te/rt///veaMmWKbrnllqDa/upXv6oHHngghNFGN7/dIGtPypgkecyUcIcDIMb5qvw6ubtUBTtLVLCrRNVlvvrbjDFKHtBDfc9KUepZKUrOSKxPBP/06jGnO+Yuo5pebiUU+BRf6FdFsiukHfOZYzO1aHZO4+UIVTsCYMGsbJYHBABELJYIjE4xkQSYNm2apk2b1uxtN9xwg1asWKFnn31WL7zwQtBJANRW0l63t0BHik+oT/JWTRwqJXouljEJ4Q4NQAwqP1FV2+nfWaKi/WVy/KfPr3sS3OozPFmpZ6UodWSy4pPjmm3jzI55dW+XEgqk/tUu3Tc7J+Qd85ljMzUjO0Pr9hboaEml0lJqRxowAgAAAIRaTCQB2jJhQm3hugMHDoQ5kuizLDf/jLNXA5TRy2rBrBR9aVxYQwMQIxy/o6JPy2vn9+8sUfmJqka39+ybUNvpPytF3iE95XIHVqekYcf80wPF2vdmvob0S9Jlo9M742nI7TIsAwgAADodSQBJO3fulCRlZgZ/ZmfTpk269957VVBQIK/XqwkTJmjWrFlKSUkJdZgRZ1luvuYu3tSkmNWRYqN5L23Sok44WwYAklRdWqOCXbXD/E/uKZWvyl9/m8tt5B2SpNRRKUodmaKefds/KqmuY37B8FS9+XG5yopqdGx/qTJHsOwpAACOrJwIqskfSbFEsphPAhw+fFjPPfecJOnaa68N+v51hQUb8nq9euyxx9o1taCsrCyo7eHid6wWLs1r9jCzqi1otXBpnmZkZzCcFUCHWWtVerjydFG/zypk7el3oPgkz6kh/inqMyJZngR3SB/fGKOM4SnavblA+btLSAIAAICoFdNJAJ/Pp9mzZ6uoqEjjxo3Tt7/97YDvO2LECD300EP60pe+pKFDh0qS8vLy9PDDD+vPf/6zbr31Vrndbn39618PKqbk5OSg9g+XdXsLGhWwOpOVlF9UqXV7CxjeCqBd/NV+ndxTVl/Ur6qkptHtKQN6KHVk7TD/lAE9gl7dJVgZWaeSAHtLO/VxAAAAOlNMJwG+853v6J133lHfvn312muvKT4+PuD73nzzzU22TZkyRUuXLtWdd96pxx9/XN/73vd0/fXXB9VutDha0nICoD37AYAkVZysri/qV7ivtFFRP3e8S32ykuuH+SekNF/Ur7NkDq9N0p48XKGK0hr1aKGoIAAAscKa2kuksPX/Q2tiNglw11136dlnn1WfPn20YsUKjRo1KmRtP/DAA/rd736nY8eOae3atU2WJWxNaWnzZ5jKysqUnt45xajaIy0lMaT7Aege6lYLCbTCveN3VHygvH5+f9mxxonDHn3i64v69R6aJJcnsKJ+nSExKU59Mnro5OEKHd5bqqxxfcIWCwAAQHvFZBLg7rvv1mOPPabevXtr+fLl9asDhEpqaqrS0tKUn5+vgwcPBnXfpKSkkMbSWSZnpSrTm6jDRZXNJtuMate4npyV2tWhAQiTpquFSJnNrHVfU+6r7/QX7C6Rr/J0UT/jMvIO6anUs3qp71kp6tE3vtOH+Qcjc3iKTh6uUP6eEpIAAAAgKsVcEuCHP/yhHnnkEXm9Xi1fvlwTJ04M+WP4/X4VFRVJUrddJcDtMlowK1tzF2+SUeNRN3Vf1xfMyqYoIBAjWlot5HBRpeYu3qRHrhyn85SoEztLVHKwcVG/uJ4epY5MUd+zThX1SwxtUb9QyhyerLyPjurwnhJZayMqQQEAQFdjdYDoFFNJgHvvvVe/+tWv5PV6tWLFCk2aNKlTHuftt99WeXm5jDGdkmSIFDPHZmrR7JwmZ/4ymjnzB6D7amu1EEl68C95+v8SB8h1qtOcnNHjVDX/ZPUa2FMmShKG/Ycky+0xKi+uUfHxKnn7M+UJAABEl5hJAvz4xz/Wf//3f9dPAQgkAfDEE0/oiSee0OTJk/XCCy/Ub9+/f7/ef/99XXfddUpMbPwF8M0339Rtt90mSfr617+ujIyM0D6RCDNzbKZmZGcENQcYQPfS1mohklRg/cof4NYlOZlKHZmsRG90Fkz1xLmUNiRZ+XtKlL+nhCQAAACIOjGRBHj77bf1i1/8QpI0cuRIPfnkk83u169fP/3617+u//n48ePavn17k458QUGBbr75Zs2dO1cTJkzQwIEDVVFRoby8PO3cuVOSdOmll2rRokWd9Iwii9tlWAYQiGGBrgKSNKm3Bpwb2XVCAilsmDE8pT4JcPb5/cMeDwAA4WJP/RcpIimWSBYTSYCCgoL66xs2bNCGDRua3W/o0KGNkgAtGTx4sO655x6tX79eu3bt0qZNm1RdXa1+/frpyiuv1E033aQbbrhBLlf4qlgDQFfpLquFBFrYMHN4sjZaq7/vOq7CTfHK8PbolM55oPEAAAAEw9iG1ZkQscrKypScXLtGdWlpadSsIgCg+/M7VlP/+902VwtZc8+0iD2L3VJhw7poF83Oqe94/21rvu79f1tU5Jxe1SDUnfNg4gEAxJ5w9g0aPvZlrqfkMQld9tht8dkqrXS+I4k+U2s4VQ0A6JC61UKk053UOtGwWkgghQ0XLs2T37FalpuveS9tapQAkE6vgrAsN79L4wEAIJycCLygbTExHQAA0LmiebWQtgobWkn5RZX6x54TrXbOjWo75zOyM2Qk+ar9qql25Kt2VFNVe72myt/o5/rrNadvyz1ZGlA86/YWUI8FAAAEjSQAACAkonW1kEALG/5994lGnfOeu6vkrrIyfivjl+RYlfvLNb/gAyUkupVi3Brqiq9fFjFQB3zlIY0bAACgIZIAAICQicbVQgIvWNh4DEBckV/uitMDD6tT3SobnqCl7hKppnZbL+PSVUl9NCE5RZ54l+IS3IqLdykuwSVPvFtxcbXbGt6WUlCi11YUhjBuAAA6h5WVE0EV+VkdIDAkAQAAMW1yVqoyvYltFja8cHg/PbFqd/32isHxMo6VdRv5E438SU3L7JRYRy+VntDUrw4NeEpElpOqX67b3WY8k7Mie7lFAAAQmSgMCACIaYEWNrxgRF9l9Dp99r26v0dV6XGq7ueRP9ktGVN7aaA9hfyivdAiAACIbCQBAAAxr66wYYa38RD7DG9i/XJ8bpfR7GEZQbfdsJBfKOMBACDcbARe0DamAwAAoNOFDdd8ckxvvbJTKcalH9xxnpJT4iVJn35SqKRdVfq3+N5a5SnXsfLqoNoPtpBftBZaBAAAkY0kAAAAp7hdRhdnp6kg87hytxfo1eV7lH1uf53tTdKatz6VJF03daj+67KBWre3QLsPFOlf2wr0/z490mbbuf86oS+ena7ExMA/eqOx0CIAAIhsJAEAAGhgWW6+fr1ut8p2l6nqsyOq+EeCBu6u0SUDUjXlvEyde0mG9m07qWPrjqn8QKmGWqsU41KJdVpt95mtB/Rq7iHdNm6wvvHls5TsTWh0u9+xnPUHAEQVx1gZEzmD8CNppYJIRhIAAIBTluXma+7iTfJ4HCVJ8hT51WNvlcqO1+jPBYeVMc6rk0/mqaykdiqA22008nOp+lHffrrvb3mSWp+PWGwdPfLPT7V/R5GuOCdTY89PV9rAJC3LzdfCpXnKLzo9ZSDTm6gFs7KZ/w8AAEKKJAAAAKo9E79waZ6sJF8vt6yM4o/55C6okamw8icbLX5th74xNUs9k+OUPTFNZ+f0U9KpmgG9+yY26ci3ZHlVsUZujdeu3AIdd/n1h0/z5Uv1NFpd4HBRpeYu3kQhQAAAEFIkAQAAkLRub0F9B97GGbkKfUr8tEo1PaXK9Dg58S4VxVn1nZSqr16eJY+n8QI7dYX8nvtwrx78y7ZWH6vYOso9VqKeR316b8dR9bCOnESXajLiVTMwQbaXR1a1SwIuXJqnGdkZTA0AAEQcR1YmgobgMx0gMCwRCACAmlbvjzvpk/FZGb9RVVaiKsYlqXJckuIGJDZJANRxu4z6pSQ0e1uTfVPj5OkXrwrHkbvUr7ijNer5zzIlbSip36c9ywsCAAC0hpEAAABISktJbPRz0flJ6vP3UlUPiFf18ETZOFez+7XVTkumXzZE+fllqiwukKl05DlRI8/xGtVkxDfZN9jlBQEAAFpCEgAAAEmTs1KV6U3U4aJKWUlVI3uotNzKU+pX/FGfqgfGK8NbW7U/mHbOZCRleBP15alDtOwfB1UzqHbkQPXIHpJtfhhjoIkFAAC6klXrBXG7WiTFEsmYDgAAgGqH8i+YlS2ptqMuSdXpcZKkhCM1krVaMCu7zbn5zbVTp+7nBbOytWdrgfLfPaoU0+Cj2JhGxQGNalcJaCvxAAAAECiSAAAAnDJzbKYWzc5Rhrf2zHt1P4+s26iXdemhS84OuEr/me3UyfAm6ndfz1Hfo45Wv7VPcqSbh2fKqPWEAUUBAQBAqDAdAACABuqq/K/bW6CjJZUq+Fyh7IFKZZQGlzc/s520lETlDOqtD97epy3bCiVJ516UofMuGaBz/pXeZHnBDG+iFszKZnlAAEDEYnWA6EQSAACAM7hdRheO6CtJKshM1VtPb9P+7UUqL61Rz+S4Nu/vd2yjzv+V5wxQZVmNlr24U8c+K5PLbXTRlUN11vjax2guYTA5K5URAAAAIORIAgAA0IrU9B5KG5SkowfLtOvjEzpnakar+y/LzW9yVj/T5dHlTrIG90xUYk+Ppl8/XJlDUxrdr2HiAQAAoLOQBAAAoA2jz+unowfLtG3DMZVmeHSstKrZs/XLcvM1d/GmRoMR3QU+lews0Rv+Al3/haG6644x8qZS7R8AEP2YDhCdSAIAANCGYdl99IelO/XnI0dU/D/767dnNpi373esFi7Nq//6YaodeY7WKGF/tSQrn9ejv8WX6Ue9E8LyHAAAACRWBwAAoE0rtx/Ry6UnVGydRtsPF1Vq7uJNWpabr3V7C05PAbBW3nXl6vtRmXoe9cntcsmXGa/DxVVat7cgDM8AAACgFiMBAABoRd0Z/uZY1S7lt3Bpnn74xdGNbvNUODKOpES3PH6p17YqyUjvJu6U+/MVShuSpP5DkpTUKz6gGCgaCNTieAAih6OmS9yGk9P2LhBJAAAAWtXoDH8zrKT8okoVlFWf3miMjk9LVvwxn4yM4oodeUr8cldaFe0sU545ou3rawfjJfWOV//BSUobnKy0IUnqnZYoYxrXGWhSaJDlAxGjOB4AoONIAgAA0IqjJS0nABpKTU5QpjdRh4sqa+sCuF2qzqg9y191akGBPlVGI6qSVHywUj1S4xWf5FZZYbXKCqu1b+tJSVJ8olv9Byep/6Ak5foqdP/yvCZljuqmISyanUPHBzGjucKbEscDAASLmgAAALQiLSWwSv4ZvWrPRkpNh0aaU5fvXz5aw8emasDQFPVJSVCv+DgNPau3si9MU8bwFHni3aqu9OvQzmJtevcz/dfyT5qtc1y3beHSPPkdKiGj+zuz8GZDHA9A+NgI/A9tYyQAAACtmJyV2vgM/xmMpAzv6XnJi2bnNBmunNFguLK1VofyirRt9VEVHa3U0R0lit/v1lkX9tMXrhum0sJqHdtfptX/OqriHS3PbqybhrBub4EuHNE35M8bCBVr/ZL1SU6NZGskW336ev22lq77JKda6/Y7yi/q2fJjiOMBAAJFEgAAgFa4XUYLZmVr7uJNMlKjREDdGf8Fs7LrC5PNHJupGdkZLRYuM8Zo0JjeGpjt1cF/1SYDio9V6l+rjmjnP07orAv7aeT5fbU9oVra0XZ8gU5XANpirT2jE+5r2ilvriPfUgf+VBvW+joc25HiJEktJwHqcDwAQNtIAgAA0IaZYzPbPMPfkNtl2jwbaYzR4LG1yYBDeUXKe++ISo5X6V/vHtbOvx9X5ei2Vw2QAp+ugO7FWn8LnfDqM86it3WmvfH+1nbeUFpjXJKJl1weycTVXlxxDa7HN7Ot9t/0sipJ+9p8DI4HoGs5sjIRNATfiaBYIhlJAAAAAtDWGf72crlOJwNqRwbUJgPM5hr1Nm4VWn+z92s4DQGRq+nZ9Q5eP/WvbeHvIlSMq2En/MzOuafxz0067c135o1xtzueyaOtMr2HA5qWAwBoHUkAAAACFMgZ/vZyuYyGjOutQWO8OphbqG2rj+orR3vr+ZoTTfZtbhoCOqb2DLi/hbPoLQx9D6Dzbp2aTo3bGHcbHfLmOuctnYk/fb3hMpWRINhpOQCAlpEEAAAggrhcRkPO6aNBY3vr7K2FSly2R6+cPKYinT7ze+Y0BL9jQz5CIZJZ65yar95CgbmWhsE71a122q1tuRBjRxljTp9Fb+VseavXG24Lwdn1aBPstBwAnc8xVsZEzhB8pgMEhiQAAAARyOUyGjq+j+4Zl6N/+/ik/vzOpzpaXKkUufU5d5KGl3jkq3G0cvuRJp2izAjpFDU5u97mnPQzCtKF7ey6p5VO+Jln0eNb7qg36rR7Iu7sejTqrGk5ABBLjO3MCjAImbKyMiUnJ0uSSktLlZSUFOaIAABdyfE72v/PQm17/6jKTlZLkj4trdBzRw+rNN0t6z7dCaq7tmh2TsCJgNqz68EPd2/2LHuDM/Fdc3Y90AJzzQyDb9KR98TU2XUA0SmcfYOGj32u57dym4Que+y2+G2VPvbNl0SfqTWMBAAAIAq43C4Nm5CqIef01qdbCpW3+ohWrtmr3pU+ZR4vlWt4lXxpVh6PozjjV7zLp7ff368ZA8bJpbbns4diGbfWtH52PdACcx7OrgNABHF0OvEcCTov7dy9kAQAACCKuNwuZeWk6rNkR/u37FSvg0Zn9c1XTv898scblaU3Pot96ECJBvXpEXD7tcu4BTlXvdU57PGnOuuuUP8qAABAO5AEAAAgCh0vr1JZhltlaS4d9ifpeEWyShLiVVoWpxrHrRrHoxrHrcm+URrszWhz+bb6f+Xm7DoAAN0YSQAAAKJQWkpi7RWX0UbXEG10BksnJRU27sDf3vsCGW/nLGsIAIhtjqxMBFXkZ3WAwDA2DwCAKDQ5K1WZ3sTTczFdRjKNiwNmemsrpwMAANQhCQAAQBRyu4wWzMqW1LQoU93PC2Zls3QaAABohCQAAABRaubYTC2anaMMb2Kj7RnexKCWBwQAoH1sRP0npgMEhJoAAABEsZljMzUjO0Pr9hboaEml0lJqpwAwAgAAADSHJAAAAFHO7TK6cATF/wAAQNtIAgAAAAAAguZE2BB8VgcIDDUBAAAAAACIESQBAAAAAACIEUwHAAAAAAAEjekA0YmRAAAAAAAAxAiSAAAAAAAAxAimAwAAAAAAgsZ0gOjESAAAAAAAAGIESQAAAAAAAGIE0wEAAAAAAEFjOkB0YiQAAAAAAAAxgiQAAAAAAAAxgukAAAAAAICgOUaSCXcUpznhDiBKMBIAAAAAAIAYQRIAAAAAAIAYwXQAAAAAAEDQWB0gOjESAAAAAACAGEESAAAAAACAGMF0AAAAAABA0JgOEJ0YCQAAAAAAQIwgCQAAAAAAQIxgOgAAAAAAIGh+WdkIGoLPdIDAMBIAAAAAAIAYQRIAAAAAAIAYwXQAAAAAAEDQWB0gOjESAAAAAACAGEESAAAAAACAGMF0AAAAAABA0JgOEJ0YCQAAAAAAQIwgCQAAAAAAQIxgOgAAAAAAIGiOsbLGCXcY9SzTAQLCSAAAAAAAAGIESQAAAAAAAGIE0wEAAAAAAEHzy8pE0BB8pgMEJuZGAvzpT3/SJZdcoj59+igpKUnjx4/XL3/5S9XU1LSrvY0bN+r6669Xenq6EhMTlZWVpf/4j//Q0aNHQxw5AAAAACAcQt2PDKeYSgLMnz9f//Zv/6YPP/xQkydP1syZM7V//37dc889mjZtmioqKoJq77XXXtMFF1yg1157TUOHDtVXvvIVuVwuPfHEEzrnnHO0a9euTnomAAAAAICuEOp+ZLjFTBLgzTff1KOPPqrk5GStXbtW//d//6fXX39dO3fu1Lhx47RmzRr95Cc/Cbi9zz77TLfeeqt8Pp+efvpprVu3Tq+++qp27Nih2bNn68iRI7rppptkLUNSAAAAAHQ/ftmIu4RaqPuRkSBmkgAPPfSQJOnee+9VTk5O/fZ+/frpd7/7nSTpiSeeUFFRUUDt/fa3v1V5ebkuu+wy3X777fXb3W63Fi1aJK/Xq/Xr12v58uUhfBYAAAAAgK4S6n5kJIiJJMChQ4e0fv16SdJNN93U5PapU6dq8ODBqqqq0l//+teA2lyyZEmL7SUnJ+uqq66SJL3xxhvtDRsAAAAAECad0Y+MBDGRBNi8ebMkKTU1VVlZWc3uM3HixEb7tqakpKR+vn/d/TrSHgAAAABEG7+xEXcJpVD3IyNFTCwRuHfvXknSkCFDWtxn8ODBjfZtzb59++qvt9RmMO01VFZW1uz20tLSNvcBAAAA0P017A+EswaZVbUiaVU+q+r66631mZKSkgJqL9T9yEgRE0mAkpISSa2/2MnJyZKk4uLigNtrrc1g2mvufq1JT08Pqk0AAAAA3VN5eXlAfYjOUFb1i7A8biBa6zMFmjgJdT8yUsTEdAAAAAAA6I4YJYxgxcRIgJSUFEmtHyB1w+179eoVcHt1bXq93g6119z9zlRSUqLMzExJ0uHDh8OW7YtlZWVl9RnFI0eOBDyMCKHDaxBe/P7Dj9cg/HgNwo/XIPx4DcKvtLRUGRkZkmqr1Helnj17tthniRRlZWXq2bOnjDEdaifU/chIERNJgGHDhkmSDhw40OI+dbfV7duaoUOH1l/fv3+/xo0b16H2GgrkTTQ5OZk32zBLSkriNQgzXoPw4vcffrwG4cdrEH68BuHHaxB+LlfXDu42xkT8ax6q+ELdj4wUMTEdYMKECZKkEydOtFiwYcOGDZLUaO3HlvTq1UsjR45sdL+OtAcAAAAAiCyh7kdGiphIAgwaNEiTJk2SJL388stNbl+zZo0OHDighIQEXXHFFQG1efXVV7fYXmlpqZYuXSpJuuaaa9obNgAAAAAgTDqjHxkJYiIJIEn333+/JOnhhx/Wpk2b6refOHFC8+bNkyTdcccdjeb3L1myRGeffbamT5/epL358+erZ8+eWrlypZ555pn67X6/X/PmzVNhYaEmTZqkyy+/vLOeEgAAAACgE7WnHxnpYiYJ8NWvflV33nmnSktLdcEFF+hLX/qSrrvuOo0cOVJbt27VlClT9OCDDza6T1FRkbZv367du3c3aW/AgAF67rnn5Ha7dfvtt+uCCy7Q1772NY0aNUovvvii0tPT9fLLL3e4GAUAAAAAIDza04+MdDGTBJCkRx99VK+++qouvPBCffTRR/rrX/+qQYMG6eGHH9a7776rHj16BNXe9ddfr7Vr1+qaa67Rnj17tGTJEvn9fn33u9/Vli1b6usGAAAAAACiU6j7keFmrLU23EEAAAAAAIDOF1MjAQAAAAAAiGUkAQAAAAAAiBEkAQAAAAAAiBEkAQAAAAAAiBEkAQAAAAAAiBEkAQAAAAAAiBEkAQAAAAAAiBEkAQAAAAAAiBEkAcLoT3/6ky655BL16dNHSUlJGj9+vH75y1+qpqamXe1t3LhR119/vdLT05WYmKisrCz9x3/8h44ePRriyKNbTU2N3nnnHf3gBz/QpEmT1Lt3b8XFxSkjI0NXXXWV/vKXvwTd5gMPPCBjTKuXTz75pBOeTfSaM2dOm7+zysrKoNvlOAjMvn372vz9113ef//9gNrkOGhq+/btevzxxzVnzhyNGzdOHo9Hxhj9/Oc/b/O+K1eu1BVXXKF+/fqpR48eOvvss/WjH/1IpaWl7Y5n165dmjNnjgYNGqSEhAQNGjRIc+bM0Z49e9rdZqQL9jVwHEcfffSRfvrTn2rq1Knq27ev4uLi1K9fP82YMUMvvfSSrLVBx/Hcc8+1eXwsW7aso083IrXnOOjM9xOOg8Beg0A/I1544YWA44jV46Cj3z35PECoecIdQKyaP3++Hn30UXk8Hk2bNk3Jycl69913dc8992jp0qVavny5evToEXB7r732mm688Ub5fD5NmjRJWVlZ2rBhg5544gn96U9/0po1azRy5MhOfEbRY/Xq1ZoxY4YkKSMjQ1OnTlVSUpLy8vK0dOlSLV26VLfffrueeuopGWOCanv8+PE699xzm73N6/V2NPRuacqUKS3+bbrd7qDa4jgIXHJysm699dYWb8/Ly9P69euVkpKi8847L6i2OQ5OW7RokR599NGg7/eb3/xG//mf/yljjC666CKlp6frgw8+0EMPPaTXX39da9asUb9+/YJq88MPP9Tll1+u8vJyjRkzRlOnTlVubq6ef/55vfbaa1q5cqUuuOCCoGONdMG+Bnv27NGUKVMkSampqZo4caL69OmjPXv2aOXKlVq5cqVeeeUVvf7664qPjw86nhEjRmjq1KnN3jZw4MCg24sG7T0OpNC/n3AcBK61z4j9+/dr1apVMsbo4osvDjqeWDsOOvLdk88DdAqLLrdkyRIrySYnJ9uNGzfWbz927JgdN26clWTvvvvugNs7dOiQ7dmzp5Vkn3766frtPp/Pzp4920qykyZNso7jhPR5RKt33nnHXnvttfb9999vctsrr7xi3W63lWSff/75gNtcsGCBlWQXLFgQwki7t1tvvdVKsn/84x9D0h7HQWh96UtfspLst771rYDvw3HQ1DPPPGO///3v25deeslu27bN3nzzzVaSffDBB1u8z6ZNm6wxxrrdbvvXv/61fntZWZmdPn26lWSvvfbaoOIoKyuzAwYMsJLsfffd1+i2++67z0qygwcPtuXl5cE9wSgQ7Guwa9cuO23aNPu3v/3N+ny+Rre99957NikpyUqyCxcuDCqOP/7xj1aSvfXWW9v7VKJWe46Dzng/4TgI7jVozdy5c60kO2PGjKDuF6vHQXu/e/J5gM5CEiAMJk2aZCXZn//8501u++CDD6wkm5CQYAsLCwNq7wc/+IGVZC+77LImt5WUlFiv12sl2WXLlnU49ljwzW9+00qy06dPD/g+dH6CF+okAMdB6Bw8eNC6XC4ryf7jH/8I+H4cB22r+7tv7Yv39ddfbyXZ2267rclt+/btq39ttm3bFvDjPvnkk1aSHTVqlPX7/Y1u8/v9dtSoUVaSfeqppwJ/MlEqkNegNQ8++KCVZEeMGBHU/WK189OcQF6Dzng/4Tg4rSPHQUVFhe3du7eVZF955ZWg7stx0LyWvnvyeYDOQk2ALnbo0CGtX79eknTTTTc1uX3q1KkaPHiwqqqq9Ne//jWgNpcsWdJie8nJybrqqqskSW+88UZ7w44pEyZMkCQdOHAgzJEgGBwHofPcc8/JcRyNGTNG559/frjDiSnV1dX1c0Ob+1seOnRo/VD1ur/5QNTt+7WvfU0uV+OPfpfLpRtuuEESx0cg+IyIXhwHofH666+rsLBQqamp+upXvxrucLqF5t5X+DxAZ6ImQBfbvHmzpNp5hllZWc3uM3HiRB04cECbN2/WjTfe2Gp7JSUl2rVrV/39WmrvxRdfrH9stG7nzp2SpMzMzKDvu2nTJt17770qKCiQ1+vVhAkTNGvWLKWkpIQ6zG5j1apV2rp1q0pKStS3b19NnjxZV1xxhRISEgJug+MgtJ577jlJ0je/+c123Z/joP127Nih8vJySa3/LX/wwQdB/S3X7dtamw33Q8s68hkh1Rbj+vGPf6yjR48qOTlZY8eO1VVXXRX0nN5YEcr3E46D0PjDH/4gSZo9e3ZQn9UNcRw01tz7Cp8H6EwkAbrY3r17JUlDhgxpcZ/Bgwc32rc1+/btq7/eUpvBtBfrDh8+XN8Buvbaa4O+f11xl4a8Xq8ee+wx3XLLLaEIsdtprqpwZmam/vCHP2jmzJkBtcFxEDqrV6/Wrl27FB8fr5tvvrldbXActF/d32fv3r1b7OQE+7dcUlKiEydOSGr7+Dh27JjKysqUlJQUVNyxory8XI899pik9n1GSLUFuT788MNG2xITE/XAAw/onnvu6XCM3U2o3k84DkJj3759WrVqlaT2J4oljoOGWvruyecBOhPTAbpYSUmJJLV6QCUnJ0uSiouLA26vtTaDaS+W+Xw+zZ49W0VFRRo3bpy+/e1vB3zfESNG6KGHHtLmzZtVUFCggoICrVmzRldeeaWKiop066236qWXXurE6KPP+PHj9eijjyo3N1fFxcU6cuSIli9frs9//vPKz8/XVVddpffeey+gtjgOQqfuDE97zshwHHRcqD8jGrbZWrt1bQbTbiyaN2+e9u7dqwEDBuj+++8P6r4ZGRn60Y9+pLVr1+rYsWMqLi7W+vXrdcstt6iqqkr33nuvHnrooU6KPPqE+v2E4yA0/vjHP8paq4kTJ+qcc84J+v4cB4219t2TzwN0JkYCAKd85zvf0TvvvKO+ffvqtddeC2rpp+bOmE6ZMkVLly7VnXfeqccff1zf+973dP3117drSanu6Hvf+16jn1NSUjRjxgxddtlluvrqq/XWW29p/vz5+vjjj8MTYAwqLi7Wa6+9Jkn6xje+EfT9OQ7QnT344IN6/vnnlZiYqP/93/9V3759g7r/zJkzm4xumjhxop5//nmNHz9ed999t372s5/pm9/8ptLT00MZelTi/STyOI5Tf8a6PZ8REsfBmTry3RPoCEYCdLG64TxlZWUt7lNaWipJ6tWrV8DttdZmMO3FqrvuukvPPvus+vTpoxUrVmjUqFEha/uBBx6Q2+3WsWPHtHbt2pC1210ZY7Rw4UJJ0pYtWwIqvsVxEBqvvPKKysvLNWjQIH3xi18MadscB4EJ9WdEwzZba7euzWDajSWPPPKIfvrTnyohIUFLliypL8YVKnfddZf69eunqqoqLV++PKRtd0fteT/hOOi4lStXav/+/erRo0ezheo6KtaOg7a+e/J5gM5EEqCLDRs2TFLrVYXrbqvbtzVDhw6tv75///4OtxeL7r77bj322GPq3bu3li9fXl+hNVRSU1OVlpYmSTp48GBI2+6uPve5z9VfD+R3xnEQGnVTAebMmdOkYnBHcRwEpu7vs7CwsNGwzYaC/VtOSUlRamqqpLaPj379+jH/8wyPP/647r77bsXHx+v1118PuFZJMNxut8466yxJHB+BaM/7CcdBx9V9Rlx77bXyer0hbz+WjoNAvnvyeYDORBKgi9Ud5CdOnGixiMeGDRskSTk5OW2216tXL40cObLR/TrSXqz54Q9/qEceeURer1fLly9vsVJqR/j9fhUVFUkS1dEDVFe0Rgrsd8Zx0HF5eXlau3atjDH693//95C3z3EQmNGjR6tnz56SQvu3XLcvx0dwnnzySd155531CYAvf/nLnfZYde97HB9ta+/7CcdB+xUUFOjNN9+U1LGCgG2JheMg0O+efB6gM5EE6GKDBg3SpEmTJEkvv/xyk9vXrFmjAwcOKCEhQVdccUVAbV599dUttldaWlpfVfeaa65pb9jd0r333qtf/epX8nq9WrFiRf3rEmpvv/22ysvLZYzplCRDd/TKK69Iqu3cjx49OqD7cBx0zLPPPitJuvTSSzV8+PCQt89xEJj4+Pj6jmZzf8uffvqpPvroI0mn/+YDUbfvK6+8IsdxGt3mOI5effVVSRwfDT311FO644476hMAV155Zac91qZNm7Rjxw5J0uTJkzvtcbqL9r6fcBy030svvaSqqiqNGDFCF198cac8RiwcB8F89+TzAJ3KosstWbLESrLJycl248aN9duPHz9ux40bZyXZu+++u9F93njjDTt69Gg7bdq0Ju0dOnTI9uzZ00qyv//97+u3+3w+e/PNN1tJdtKkSdZxnM57UlHmRz/6kZVke/fubdetWxfQfR5//HE7evRoe/PNNzfa/umnn9oXX3zRVlRUNLnPkiVLbGpqqpVkZ8+eHZLYu4PNmzfbt956y9bU1DTa7vf77f/8z//YxMREK8n++Mc/bnQ7x0HnqK6utmlpaVaSfemll1rdl+OgY2699VYryT744IMt7rNx40ZrjLFut9v+7W9/q99eVlZmp0+fbiXZa6+9tsn91q5da0ePHm1Hjx7d5LaysjI7YMAAK8nef//9jW67//77rSQ7aNAgW15e3oFnFx0CeQ1+//vfW2OMjY+Pt0uXLg247Zbeo8rKyuwTTzxhi4uLm9xn9erVdtiwYVaSnTp1auBPJIq19Rp05P2E4yAwgRwHDZ177rlWkv3FL37R5r4cB81rz3dPPg/QWYy11nZNugEN3XXXXXrssccUFxen6dOnKykpSe+8844KCws1ZcoUrVixQj169Kjf/7nnntO///u/a+jQoY3WRK/zpz/9STfeeKP8fr/OP/98DRs2TOvXr9eePXuUnp6uNWvW1A+XjnVvv/22vvKVr0iqrUg7ZsyYZvfr16+ffv3rX9f//MADD2jhwoW6+OKLGy1d9/HHH2vChAlKTk7WhAkTNHDgQFVUVCgvL087d+6UVHt29e2332607Eose/PNN3X11VerT58+ysnJUXp6ugoLC5Wbm1s/R+3GG2/UCy+8II/n9CImHAedY8mSJbrmmmvUu3dv5efnKzExscV9OQ6Cs2nTJs2bN6/+5927d+v48eMaNGiQBg4cWL99yZIlyszMrP/5N7/5jf7zP/9TxhhdfPHFSktL0wcffKD8/HyNHj1aa9asabKE43vvvadLL71UktTcR/uHH36oyy+/XOXl5Ro7dqzGjh2r3Nxc5ebmKikpSStXrtQFF1wQ6l9B2AX7Gnz88cfKycmRtVZnn322zj///BbbrquU3vDn5t6jCgsL1adPHyUkJGjChAkaMmSIfD6fduzYodzcXEnSuHHj9H//93+N/g66i/a8Bu19P+E4aF5734skafPmzcrJyZHb7db+/fs1YMCAVh+L46Cp9n73lPg8QCcJZwYi1r366qv2C1/4gu3Vq5ft0aOHHTt2rH344YdtVVVVk33/+Mc/Wkl26NChLba3YcMGe80119j+/fvb+Ph4O3ToUPvd737XHj58uBOfRfSp+122dTnzd71gwQIryV588cWNth8/ftzec889dtq0aXbIkCE2KSnJxsXF2czMTHvllVfal19+2fr9/q57glFgz549dv78+Xbq1Kl24MCBNjEx0SYkJNghQ4bY6667zv7lL39p9n4cB53jyiuvtJLsvHnz2tyX4yA4q1atCuj9Zu/evU3uu2LFCjtz5kybmppqExIS7FlnnWXvu+++Zs+inflYLdm5c6e95ZZb7IABA2xcXJwdMGCAveWWW+yuXbtC9ZQjTrCvQaD7N/d7buk9qqqqyv7kJz+xX/rSl2xWVpZNSUmxHo/H9u/f31522WX26aefbvazv7sI9jXoyPsJx0HzOvJedMcdd1hJ9oorrgjosTgOmmrvd886fB4g1BgJAAAAAABAjKAwIAAAAAAAMYIkAAAAAAAAMYIkAAAAAAAAMYIkAAAAAAAAMYIkAAAAAAAAMYIkAAAAAAAAMYIkAAAAAAAAMYIkAAAAAAAAMYIkAAAAAAAAMYIkAAAAEejYsWPq16+fjDHKycmRz+drdf+tW7cqPj5exhhdd911XRQlAACINiQBAACIQP3799dvf/tbSdLmzZv1q1/9qsV9/X6/vvGNb6impkapqal68sknuyhKAAAQbUgCAAAQoWbPnq0rrrhCkvSzn/1MO3bsaHa/Rx55RBs2bKi/np6e3mUxAgCA6GKstTbcQQAAgOYdOHBAY8aMUUlJiaZOnar3339fxpj623fu3Knx48eroqJCX/ziF7Vs2bIwRgsAACIdIwEAAIhggwcP1sMPPyxJWrNmjX73u9/V32at1be+9S1VVFQoOTlZv//978MVJgAAiBIkAQAAiHBz587VRRddJEm67777tH//fknSU089pdWrV0uSHn74YQ0ZMiRsMQIAgOjAdAAAAKLAjh07NH78eFVWVmrmzJl6+umnNXbs2BanCQAAADSHJAAAAFHi4Ycf1n333SdJGjp0qD799FMlJiZqy5YtGjVqVJijAwAA0YAkAAAAUcLn82ny5MnavHlz/bb/+q//0r333hvGqAAAQDShJgAAAFHC4/Hoa1/7Wv3PGRkZ+v73vx/GiAAAQLRhJAAAAFHis88+U3Z2toqKiuq3vf7667rmmmvCGBUAAIgmjAQAACBKzJs3T0VFRUpISFBWVpYk6Y477miUFAAAAGgNSQAAAKLAq6++qrfeekuS9NOf/lTPP/+8jDHKz8/XD37wgzBHBwAAogXTAQAAiHAnTpxQdna2jh49qnPPPVfr16+Xx+PR3Llz9dRTT8kYo1WrVuniiy8Od6gAACDCkQQAACDC3XzzzVq8eLHcbrfWrVunnJwcSVJxcbGys7N16NAhjRo1Slu2bFFiYmKYowUAAJGM6QAAAESwv/3tb1q8eLEk6e67765PAEhSr169tGjRIknSjh079LOf/SwsMQIAgOjBSAAAACJUSUmJxo4dq/379+uss87SP//5z2bP9N9www363//9X3k8Hm3cuFHnnHNOGKIFAADRgJEAAABEqHvvvVf79++XMUbPPPNMi0P9H3/8caWmpsrn8+m2226T3+/v4kgBAEC0IAkAAEAEWrNmTf1Q/9tvv73Von9paWl65JFHJEnr16/Xo48+2iUxAgCA6MN0AAAAIkxlZaXOPfdcbd++XQMHDlReXp569erV5v0uv/xyrVixQklJScrNzdWwYcM6P1gAABBVSAIAAAAAABAjmA4AAAAAAECMIAkAAAAAAECMIAkAAAAAAECMIAkAAAAAAECMIAkAAAAAAECMIAkAAAAAAECMIAkAAAAAAECMIAkAAAAAAECMIAkAAAAAAECMIAkAAAAAAECMIAkAAAAAAECMIAkAAAAAAECMIAkAAAAAAECMIAkAAAAAAECM+P8BKlqNnbpJEl0AAAAASUVORK5CYII=", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ "from scipy.sparse.csgraph import minimum_spanning_tree\n", - "from matplotlib import cm, colors, colorbar\n", + "from matplotlib import cm, colors, colorbar, colormaps\n", "\n", "mst = minimum_spanning_tree(d_mreach).toarray()\n", "\n", + "# Normalise the colourbar to the data\n", "norm = colors.Normalize(vmin=mst.min(), vmax=mst.max())\n", - "cmap = cm.get_cmap('plasma')\n", + "cmap = colormaps.get_cmap('plasma')\n", "\n", "plt.figure(figsize=[10, 10])\n", "ax = plt.gca()\n", @@ -762,35 +739,33 @@ "4. Increase $\\lambda$ by 1/distance for the link that was cut\n", "5. For each distinct set of linked points repeat steps 1-4, continue until all points are removed\n", "\n", - "By encoding the number of points in each clusters at each $\\lambda$ values as the thickness of of the bar on tree plot we can create what is called the condensed tree plot. HDBSCAN has a built in tool for creating these kinds of plots." + "See [John Healy's talk](https://www.youtube.com/watch?v=dGsxd67IFiU) on HDBSCAN for more details.\n", + "\n", + "By encoding the number of points in each clusters at each $\\lambda$ values as the thickness of of the bar on tree plot we can create what is called the condensed tree plot. The HDBSCAN algorithm used in `panoptes_aggregation` from `scikit-learn` does not have this functionality however. But these plots can be generated using the original [HDBSCAN package](https://github.com/scikit-learn-contrib/hdbscan/tree/master), and are reproduced below for illustration." ] }, { "cell_type": "code", - "execution_count": 46, - "id": "b6a9826a", + "execution_count": 37, + "id": "eea7252b-7b86-4187-8d9b-e9fa1476714b", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "hdb = hdbscan.HDBSCAN(min_samples=5, gen_min_span_tree=True)\n", - "hdb.fit(X)\n", + "from IPython.display import Image\n", "\n", - "plt.figure(figsize=[10, 10])\n", - "ax = plt.gca()\n", - "hdb.condensed_tree_.plot(axis=ax);" + "Image(filename='_static/condensed_tree_plot.png') " ] }, { @@ -800,47 +775,53 @@ "source": [ "#### Picking out the clusters\n", "\n", - "Finally, this condensed tree plot can be used to find the most \"long lived\" clusters by finding the bars on this plot that contain the most \"surface area.\" (Although it might not look lik it, the area of each bar on this plot is directly proportional to the probability of each cluster being the \"true\" cluster). This is refereed to as the Excess of Mass (eom) method of selecting clusters. We can circle these selected clusters by using the **select_clusters** keyword when plotting." + "Finally, this condensed tree plot can be used to find the most \"long lived\" clusters by finding the bars on this plot that contain the most \"surface area.\" (Although it might not look lik it, the area of each bar on this plot is directly proportional to the probability of each cluster being the \"true\" cluster). This is refereed to as the Excess of Mass (eom) method of selecting clusters. We can circle these selected clusters by using the **select_clusters** keyword when plotting.\n", + "\n", + "Again, we repoduce the plot with clusters highlighted from the original HDBSCAN below." ] }, { "cell_type": "code", - "execution_count": 47, + "execution_count": 38, "id": "ff021ba5", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "" ] }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" } ], "source": [ - "plt.figure(figsize=[10, 10])\n", - "ax = plt.gca()\n", - "hdb.condensed_tree_.plot(axis=ax, select_clusters=True);" + "from IPython.display import Image\n", + "\n", + "Image(filename='_static/condensed_tree_plot_clusters_shown.png') " + ] + }, + { + "cell_type": "markdown", + "id": "d8df4de0-c417-452f-91d3-e4d52e5da518", + "metadata": {}, + "source": [ + "Now let's look clusters identified by HDBSCAN." ] }, { "cell_type": "code", - "execution_count": 48, + "execution_count": 39, "id": "53ad7143", "metadata": {}, "outputs": [], "source": [ "# defind a plotting function that will be reused for HDBSCAN plots\n", "def plot_hdbscan(db, X):\n", - " fig = plt.figure(figsize=(20, 10))\n", - " gs = fig.add_gridspec(1, 2)\n", - " ax1 = fig.add_subplot(gs[0, 0])\n", - " ax2 = fig.add_subplot(gs[0, 1])\n", + " fig = plt.figure(figsize=(10, 10))\n", "\n", " unique_labels = set(db.labels_)\n", " for k in unique_labels:\n", @@ -848,39 +829,36 @@ " if k == -1:\n", " # these are the noise points\n", " color = 'k'\n", - " ax1.scatter(X[kdx, 0], X[kdx, 1], color=color, s=3)\n", + " plt.scatter(X[kdx, 0], X[kdx, 1], color=color, s=3)\n", " else:\n", " color = f'C{k}'\n", - " ax1.scatter(X[kdx, 0], X[kdx, 1], color=color, s=10)\n", + " plt.scatter(X[kdx, 0], X[kdx, 1], color=color, s=10)\n", "\n", - " ax1.set_xlim(0, 20)\n", - " ax1.set_ylim(0, 20)\n", - " ax1.set_xlabel('X')\n", - " ax1.set_ylabel('Y')\n", - " db.condensed_tree_.plot(axis=ax2, select_clusters=True)" + " plt.xlim(0, 20)\n", + " plt.ylim(0, 20)\n", + " plt.xlabel('X')\n", + " plt.ylabel('Y')" ] }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 40, "id": "f70d9c81", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "hdb = hdbscan.HDBSCAN(min_samples=5, gen_min_span_tree=True)\n", + "hdb = HDBSCAN(min_samples=5)\n", "hdb.fit(X)\n", "\n", "plot_hdbscan(hdb, X)" @@ -896,28 +874,26 @@ }, { "cell_type": "code", - "execution_count": 50, + "execution_count": 41, "id": "1c73cdd8", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "hdb = hdbscan.HDBSCAN(min_samples=7, gen_min_span_tree=True)\n", + "hdb = HDBSCAN(min_samples=7)\n", "hdb.fit(X)\n", "\n", - "plot_hdbscan(hdb, X)\n" + "plot_hdbscan(hdb, X)" ] }, { @@ -930,25 +906,23 @@ }, { "cell_type": "code", - "execution_count": 51, + "execution_count": 26, "id": "58a38933", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA5UAAANiCAYAAADxP+1yAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAcfdJREFUeJzt3Xt4VNXd9vF7AAkkgXAIhkMIMJyFEEOD+ghpqgiKVRTQoqgQgVqlVrFoBRXFQyltrVbxgFUxqPiACrHgqRBqMeBbJBIhiAJxgBBF5JiQGUSB/f7Bk8iY08zOzOyZ2d/PdXHBrNl7zW+S7CQ3a+21HIZhGAIAAAAAwIRGVhcAAAAAAIhchEoAAAAAgGmESgAAAACAaYRKAAAAAIBphEoAAAAAgGmESgAAAACAaYRKAAAAAIBphEoAAAAAgGmESgAAAACAaREVKn/44QetWrVKd911lwYNGqRWrVrpjDPOUPv27TVy5Ei98847dZ6fl5enSy+9VImJiWrevLn69Omje++9VxUVFaZrKi4uVnZ2tpKTkxUTE6Pk5GRlZ2fL5XKZ7hMAAAAAIoXDMAzD6iJ8lZeXp2HDhkmS2rdvr5/97GeKi4vTli1btHnzZknSTTfdpHnz5snhcHid+/jjj+v3v/+9HA6HMjMzlZSUpPz8fH3zzTfq3bu31qxZo8TERL/qWbt2rYYPHy6Px6N+/fqpf//+2rx5sz777DPFxcUpLy9P5513XmDePAAAAACEoYgKlf/+97/1zDPP6Pbbb1dmZqbXc4sXL9Z1112nEydOaMGCBRo/fnzVc4WFhfrZz36mRo0aafny5RoxYoQkyePxaOTIkVq1apXGjBmjN9980+daPB6Pevbsqa+//lozZszQ7Nmzq56755579Kc//UmdO3fW1q1b1bx58wa+cwAAAAAITxEVKuszefJkvfjiixo6dKjy8vKq2n/1q1/pjTfe0OTJk/X88897nbNr1y45nU6dPHlSn3/+ufr06ePTaz3zzDP67W9/q169eunzzz9Xo0Y/ziQ+efKk+vbtq23btmnevHn6zW9+E5g3CAAAAABhJqLuqaxPenq6JGn37t1Vbd9//33VvZbjxo2rdk6XLl00ePBgSVJubq7Pr1V57DXXXOMVKCWpUaNGGjt2rCRp6dKlfrwDAAAAAIgsURUqt2/fLknq0KFDVdu2bdvk8XgkSRkZGTWeV9leWFjo82tVHhvIPgEAAAAg0jSxuoBA+eabb5STkyNJGjNmTFX7jh07JEmtWrVSixYtajy3c+fOXsfW58iRIzpw4IAkKSUlpc4+9+3bJ7fbrbi4OJ/6drvdNbafPHlS+/fvV1xcnGJjY6stRAQAAADAHgzDqBo4S0xMrDZzMtSiIlQeP35c119/vcrKypSamup1D+ORI0ckqc5QFx8fL0kqLy/36fUq+6yr38o+K/v1NVSefh4AAAAA1GXv3r0688wzLa0hKqa/3nzzzVq1apXatm2rN998U02bNrW6JAAAAACwhYgfqbz99tv14osvqnXr1lq5cqV69erl9XzllNfappVKUkVFhSSpZcuWPr3m6dNoa+u3sk9/+v3peT9tb9++vaRT/xvh68gnAAAAgOjidruVlJQkSYqNjbW4mggPldOmTdOTTz6pVq1aacWKFVWrv56ua9eukqTDhw/ryJEjNd5XWblabOWx9WnRooXatGmjgwcPqqSkRGlpabX2mZiY6FcA9OXYuLg4QiUAAACAsFhrJWKnv/7hD3/QY489poSEBK1YsaLWVVh79+5dld4LCgpqPKayfeDAgT6/fuWxgewTAAAAACJNRIbK6dOn669//asSEhK0cuVKDRo0qNZjmzZtql/+8peSpNdee63a87t27dJHH30kSRo1apTPNVQeu2jRIp08edLruZMnT2rx4sWSpNGjR/vcJwAAAABEmogLlffdd5/+/Oc/q1WrVvUGykrTp0+Xw+HQSy+9pPfff7+q3ePxaNKkSTpx4oTGjBmjPn36eJ338ccfq0+fPtXaJSk7O1sdO3bUtm3bNHPmTK/nZs6cqW3btik5OVnjx483+U4BAAAAIPw5DMMwrC7CV8uWLdMVV1whScrIyFC/fv1qPC4xMVGPPvqoV9vjjz+u3//+93I4HMrKytKZZ56p/Px87dmzR71799aaNWuUmJjodc5//vMfXXDBBZJO7QXzU2vXrtXw4cPl8XjUv39/9e/fX5s3b9bmzZsVFxenvLw8nXfeeYF463K73VXbjVRUVHBPJQAAAGBT4ZYNIipU5uTk6MYbb6z3uC5dumjnzp3V2vPy8vS3v/1NH3/8sdxut1JSUnTVVVdpxowZNS7gU1+olKTi4mI9/PDDysvL0759+9SuXTtddNFFuv/++9W9e3f/3mAdwu0LBwAAAIA1wi0bRFSotLNw+8IBAAAAYI1wywYRd08lAAAAACB8ECoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAApjWxugAAgDX2bN+qQ3u+UusOndShZ2+rywEAABGKUAkANvThwpe0ftmSqseDRo7Rz6+70cKKAABApGL6KwDYzJ7tW70CpSStX7ZEe7ZvtagiAAAQyQiVAGAzh/Z85Vc7AABAXQiVAGAzrTt08qsdAACgLoRKALCZDj17a9DIMV5tg664isV6AACAKQ7DMAyri0D93G634uPjJUkVFRWKi4uzuCIAkY7VXwEAiEzhlg1Y/RUAbKpDz96ESQAA0GBMfwUAAAAAmEaoBAAAAOAXl8ulBQsWyOVyWV0KwgDTXwEAAAD4zOVyKTU1VR6PR7GxsSoqKpLT6bS6LFiIkUoAiFB7tm/Vlg//rT3bt1pdCgDARvLz8+XxeCRJHo9H+fn5FlcEqzFSCQAR6MOFL2n9siVVjweNHKOfX3ejhRWZwwq0ABB5MjMzFRsbWzVSmZmZaXVJsBihEgAs0JAwtWf7Vq9AKUnrly1Rz3PONxXMrAp20RKMAcBunE6nioqKlJ+fr8zMTKa+glAJAKHW0DB1aM9Xtbb7GwqtCnaBDsYAgNByOp2ESVThnkoACKHawpQ/90W27tDJr/Zg1mJWXcE4GLj/FACA4GGkEgBCKBCjjB169tagkWO8RxivuMrvEb5Ajnj6K1DB2BdMswUAILgIlQAQQoEKUz+/7kb1POf8Bt0LGcpg91OBCsb1YZotAADBR6gEgACqb9GbQIapDj17NygYhSrY1SYQwbg+Vo7GAgBgF4RKAAgQX6dZhiJM+crqWuoLxg1dmdbK0VgAAOyCUAkAAeDvNMuGjjIGUjjVcrpA3Atp9WgsAAB2QKgEgABgmmVgBfJeSKtHYwEAiHYRt6XI1q1bNXfuXGVnZys1NVVNmjSRw+HQI488Uus5DofDpz8vv/yyz3Xk5OTU29/7778fiLcMIAIwzTKwAr3lSIeevXXWzy8kUAIAEAQRN1L57LPP6oknnvDrnAkTJtT6XElJiT744AM5HA5lZWX5XU/37t01ZMiQGp/r1IlfJgG7YJplYBHSAQCIHBEXKvv3768777xT6enpGjhwoGbPnq1XXnmlznNycnJqfW7KlCn64IMPdNFFF6lLly5+1zNkyJA6+wdgH0yzDBxCOgAAkSPiQuXkyZO9HjdqZH4G73fffaf//d//lSRNmjSpQXUBaDiXy6X8/HxlZmbK6XRaXY4p4broTSQipAMAEBkiLlQG0pIlS3T48GG1adNGV155pdXlALbmcrmUmpoqj8ej2NhYFRUVRWywROAQ0gEACH+2DpXz58+XJF1//fWKiYkx1UdxcbHuu+8+ffvtt4qPj1f//v01cuRIJSYmBrJUIOrl5+fL4/FIkjwej/Lz8wmVCGsN3UMTAIBoYdtQuXPnTn3wwQeSGjb1de3atVq7dq1XW7NmzTRr1izdfffdfvfndrv9ageiRWZmpmJjY6tGKjMzM60uCahVIPbQBAAgWkTcliKB8tJLL8kwDGVkZGjAgAF+n9++fXvde++9Wrdunfbt26fy8nKtX79e48eP17FjxzR9+nTNnj3b737j4+Nr/JOUlOR3X0AkcTqdKioqUk5ODlNfEdZq20Nzz/atFlUEAIC1bDlSefLkyaoVWydOnGiqj0suuUSXXHKJV1tGRoYWLFigtLQ0TZs2TQ899JAmTZpEIAR85HQ6CZMIe3Xtock0WACAHdlypDIvL08lJSVq3ry5xo0bF/D+b7/9diUmJurYsWNasWKFX+dWVFTU+Gfv3r0BrxMA4D/20AQAwJstQ2XlAj1jxoxRQkJCwPtv3LixevbsKUkqLS3169y4uLha/wAArFe5h+bp2EMTAGBntpv+evDgQb311luSgrs35YEDByRJLVq0CNprAAhPrAoa/dhDEwCAH9kuVC5cuFDHjh1T9+7dlZWVFZTX2LBhg7Zt2yZJOuecc4LyGgDCE6uC2gd7aAIAcIrtpr9WTn2dOHGiHA5Hncfm5uaqT58+Gjp0qFe7x+PR008/rSNHjlQ758MPP9SYMaemRQ0ZMoRQCdgIq4ICAAA7iriRyg0bNmjKlClVj7/88ktJ0nPPPae33367qj03N1cdOnTwOrewsFCffvqpGjdurOzs7Hpfq6ysTFu3btV3333n1f7999/r1ltv1bRp05Senq6UlBQdP35c27Zt0+bNmyVJqampev31182+TQARiFVBAQCAHUVcqCwvL9e6deuqtZeWlnotinPs2LFqx1SOUl588cXq2LGj6RpiY2M1c+ZMFRQU6IsvvtBnn32mo0ePqnXr1rrooot09dVXKzs7W02bNjX9GgAiD6uCIlC4LxcAEEkchmEYVheB+rndbsXHx0s6te0Iq8EC4anaPZVXXKWfj8u2riBElD3bt+r/Lflf7SgsqGrjvlwAwE+FWzYgVEaIcPvCAVA7Rplgxk//Q+J04x75G19LAIAq4ZYNIm76KwCEO1YFhb9qWuTpdNyXCwAIZ7Zb/RUAgHBT2yJPlbgvFwAQzgiVAABYrK7QOOiKqxilBACENaa/Aohq3N+ISNChZ28NGjnGawpst/RB+p8x1/B1CwAIeyzUEyHC7WZcIJTMBsNqK7GyiibCHP8JAgDwRbhlA0YqAYQ1s8GwpoVP1i9bop7nnM8v6whbLPIEAIhE3FMJIGzVFgz3bN9a77m1LXxS34IoAAAA8A+hEkDYakgwrG3hE1bRBAAACCxCJYCw1ZBgWLnwyelYRRMAACDwuKcSQNiqaUVMf4Lhz6+7UT3POZ+FTwAAAIKI1V8jRLit8ASEEitiAgAA/CjcsgEjlQDCHitiAgAAhC/uqQQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJjWxOoCAACAOXu2b9WhPV+pdYdO6tCzt9XlAABsilAJAEAE+nDhS1q/bEnV40Ejx+jn191oYUUAALti+isAABFmz/atXoFSktYvW6I927daVBEAwM4IlQAARJhDe77yqx0AgGAiVAIAEGFad+jkVzsAAMFEqAQAIMJ06Nlbg0aO8WobdMVVLNYDALCEwzAMw+oiUD+32634+HhJUkVFheLi4iyuCAAkl8ul/Px8ZWZmyul0Wl2O7bD6KwDYU7hlA1Z/BQCY4nK5lJqaKo/Ho9jYWBUVFREsQ6xDz941hknCJgAglAiVAABT8vPz5fF4JEkej0f5+fmEyjDAViMAgFDjnkoAgCmZmZmKjY2VJMXGxiozM9PiisBWIwAAKxAqAQCmOJ1OFRUVKScnh6mvYYKtRgAAVmD6KwDANKfTSZgMI2w1AgCwAiOVAABECbYaAQBYgS1FIkS4LRsMAAhfrP4KANEt3LIB018BAIgytW01AgBAMBAqAQCIMoxUAgBCiVAJAEAUYZ9KAECosVAPAABRgn0qcTqXy6UFCxbI5XJZXQqAKMdIJQAAUaKufSqZBmsvLpdLqamp8ng8io2NZS9ZAEHFSCWAkOF/zYHgYp9KVMrPz5fH45EkeTwe5efnW1wRgGhGqAQQEpX/a56dna3U1FSCJRAE7FOJSpmZmYqNjZUkxcbGKjMz0+KKAEQzpr8CCIma/tecqVhA4P38uhvV85zzWf3V5pxOp4qKipSfn6/MzEy+3wIIKodhGIbVRaB+4bbBKeCv+u7vYQsEAAAA34RbNmCkEkBI1PW/5myBAAD+O1ZSruP7j6pJYnPFpLS0uhwANkaoBBAyTqez2hSs2rZA6HnO+YxYAkAtDr+3QxWrS6sex2clq9WIbhZWBMDOWKgHgKXq2gIBAFDdsZJyr0ApSRWrS3WspNyiinA6VjqHHTFSCcBSbIEAAP45vv9ore1Mg7UW+4PCrhipBGAptkAIf9/sKNPW/+7RNzvKrC4FgKQmic39akfosD8o7IqRSgCWYwuE8PXR0mIVriipepw+PEXnj+5hYUUAYlJaKj4rudo9lYxSWq9yf9DKkUr2B4VdsKVIhAi3ZYMBRL9vdpRpyZ8/qdY+5u6fqX23BAsqAnA6Vn8NTy6Xi/1BEXThlg0YqQQA1Khsr6fWdkIlYL2YlJaEyTBU00rnQLQjVAIAapSQFOtXOwBrMGIJwGqESgBAjdp3S1D68BTveyovTmGUEggj7FcJIBwQKgEAtTp/dA8509upbK9HCUmxBEogjNS2X2Xzfm0ZsQQQUoRKAECd2ndLIEwCYYj9KgGEC/apBAAAiEDsVwkgXBAqAQAAIlDlfpWnY79KAFZg+isAAECEajWim5r3a8vqrwAsRagEAACIYOxXCcBqTH8FAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJjGQj0AAECStGf7Vh3a85Vad+ikDj17W10OACBCECoBhIzL5VJ+fr4yMzPldDqtLgfAaT5c+JLWL1tS9XjQyDH6+XU3WlgRACBSECoBhITL5VJqaqo8Ho9iY2NVVFREsATCxJ7tW70CpSStX7ZEPc85nxFLAEC9uKcSQEjk5+fL4/FIkjwej/Lz8y2uCEClQ3u+8np8oMKj9TtLtemT9RZVBACIJIRKACGRmZmp2NhYSVJsbKwyMzMtrghApdYdOlX9+0CFR4/+60Mt/nijRk28SS6Xy8LKAACRgFAJICScTqeKioqUk5PD1FcgzHTo2VuDRo6RJLn2H9QPJ05Iko4ePcqsgjB0rKRc7g17dayk3OpSAECS5DAMw7C6CNTP7XYrPj5eklRRUaG4uDiLKwIARJs927dq0yfrNWriTTp69Cj3P4ehw+/tUMXq0qrH8VnJajWim4UVAbBCuGUDFuoBAACSTo1YdujZW5vPOZ+VmsPQsZJyr0ApSRWrS9W8X1vFpLS0qCoAIFQCAICfcDqdhMkwdHz/0VrbCZUArMQ9lQAAABGgSWJzv9oBIFQIlQCAgPlmR5m2/nePvtlRZnUpQNSJSWmp+Kxkr7b4rGRGKQFYjumvAICA+GhpsQpXlFQ9Th+eovNH97CwIiD6tBrRTc37tdXx/UfVJLE5gRJAWCBUAgB89s2OMpXt9SghKVbtuyV4tZ8eKCWpcEWJnOntvI4D0HAxKS0JkwDCCqESAOCTukYiy/Z6ajynbK+HUAkAQJTjnkoAQL1qG4msvHcyISm2xvMq27nXEgCA6BVxoXLr1q2aO3eusrOzlZqaqiZNmsjhcOiRRx6p9ZxZs2bJ4XDU+eeLL74wVU9xcbGys7OVnJysmJgYJScnKzs7Wy6Xy+xbBICwU9dIpCS175ag9OEpXs+lX5yi9t0S9NHSYi358yfKy/lcS/78iT5aWhz0egEAQOhE3PTXZ599Vk888YSpc9PS0nT22WfX+FxCgv/Ts9auXavhw4fL4/GoX79+GjJkiDZv3qwFCxbozTffVF5ens477zxTtQJAOKlvJFKSzh/dQ870dl73XHKvJQAA0S/iQmX//v115513Kj09XQMHDtTs2bP1yiuv+HTulVdeqVmzZgWkDo/Ho1/96lfyeDyaMWOGZs+eXfXcPffcoz/96U/61a9+pa1bt6p5c/aPAhDZKkcive6p/L+RyJ8ed3ob91oCABD9Ii5UTp482etxo0bWzODNycnR119/rV69elWbevvII49oyZIl2rZtm15++WX95je/saRGAAikmkYi6+PLCCcAAIhsEXdPZbjIzc2VJF1zzTXVgm2jRo00duxYSdLSpUtDXhsABEv7bgnqfV4Hn0cZ67rXEgAARIeIG6lsiA0bNmj69Ok6ePCgEhISlJ6erssvv1wtWrTwu6/CwkJJUkZGRo3PV7ZXHucrt9vtVzsAhDszI5wAACBy2CpULl++XMuXL/dqS0hI0JNPPqnx48f73M+RI0d04MABSVJKSkqNx3Tu3FmStG/fPrndbsXFxfnUd3x8vM91AECk+Om9lgAAIHrYYvpr9+7dNXv2bBUWFurgwYM6ePCg1qxZo8suu0xlZWWaMGGCFi5c6HN/R44cqfp3bWHx9HBYXl5uvngAAAAACGO2GKm84YYbqrUNHjxYy5cv12233aa5c+fqjjvu0NVXX62mTZtaUOGPKioqamx3u91KSkoKcTUAACCcHCsp1/H9R9UksbliUlpaXQ4ASLLJSGVdZs2apcaNG2vfvn1at26dT+ecfg9mbfc6nh4OW7b0/Zt+XFxcrX8AAIB9HX5vh/Y9s1GHXt+mfc9s1OH3dlhdEgBIIlSqTZs2OvPMMyVJpaWlPp3TokULtWnTRpJUUlJS4zG7d++WJCUmJhIIAQBAgxwrKVfFau/fUypWl+pYCbfYALCe7UPliRMnVFZWJkl+rQI7cOBASVJBQUGNz1e2Vx4HAECkOFZSLveGvQQWC9T2sT++/2iNx9fWDgChZPtQuWzZMnk8Hjkcjlq3B6nJqFGjJEmLFi3SyZMnvZ47efKkFi9eLEkaPXp04IoFIoTL5dKCBQvkcrmsLgWAn5hiaZ26PvZNEpvXeE5t7QAQSlEfKktKSvTqq6/qu+++q/bcW2+9pcmTJ0uSrrvuOrVv397r+Y8//lh9+vRRnz59qp2bnZ2tjh07atu2bZo5c6bXczNnztS2bduUnJzs11YlQDRwuVxKTU1Vdna2UlNTCZao8s2OMm397x59s6PM6lJQC6ZYWqe+j31MSkvFZyV7PR+flcxiPQDCQsSt/rphwwZNmTKl6vGXX34pSXruuef09ttvV7Xn5uaqQ4cOOnjwoG644QbdcsstSk9PV6dOnXT06FFt2bJF27dvlyRdcMEFevbZZ6u9lsfj0datW2usIzY2Vq+//rqGDx+u2bNna9myZerfv782b96szZs3Ky4uTm+88YaaN+d/EGEv+fn58ng8kk5dQ/n5+XI6nRZXBat9tLRYhSt+vAc9fXiKzh/dw8KKUJO6plgSXoLLl499qxHd1LxfW1Z/BRB2Ii5UlpeX17hKa2lpqddCO8eOHZMkde7cWXfffbfWr1+v4uJibdiwQd9//70SExN12WWXady4cRo7dqwaNfJ/0Hbw4MHauHGjHn74YeXl5WnJkiVq166dxo8fr/vvv1/du3c3/0aBCJWZmanY2Fh5PB7FxsYqMzPT6pJgsW92lHkFSkkqXFEiZ3o7te+WYFFVqAlTLK3j68c+JqUlYRJA2HEYhmFYXQTq53a7FR8fL+nUdiWsKItw5nK5lJ+fr8zMTEYpoa3/3aO8nM+rtV+U3Ve9z+tgQUWoy+H3dnhNw4zPSlarEd0srMg++NgD8FW4ZYOIG6kEEP6cTidhElUSkmL9aoe1mGJpHT72ACIVoRIAEFTtuyUofXiK9z2VF6cw9TWMMcXSOnzsAUQiQiUAIOjOH91DzvR2KtvrUUJSLIESAIAoQqgEAIRE+24JhEkAAKJQ1O9TCQAAAAAIHkIlAAAAAMA0QiUAAAAAwDRCJQAAAADANEIlAAAAAMA0QiUAAAAAwDRCJQAAAADANEIlAAAAAMC0JlYXAAAAEM6OlZTr+P6japLYXDEpLa0uBwDCDqESAACgFoff26GK1aVVj+OzktVqRLeqxwROACBUAgAA1OhYSblXoJSkitWlat6vrWJSWtYbOAHALrinEgAAoAbH9x+ttb22wHmspDwUpQFAWCFUAgAA1KBJYvNa2+sKnABgN4RKAEBY+mZHmbb+d4++2VFmdSmwqZiUlorPSvZqi89KVkxKyzoDJwDYDfdUAgDCzkdLi1W4oqTqcfrwFJ0/uoeFFcGuWo3opub92lZbjKcycP70nkoW6wFgR4RKAEBY+WZHmVeglKTCFSVyprdT+24JFlUFO4tJaVljWKwtcAKA3RAqAQBhpWyvp9Z2QiXCTW2BEwDshHsqAQBhJSEp1q92AABgLUIlACCstO+WoPThKV5t6RenMEoJAECYYvorACDsnD+6h5zp7VS216OEpFgCJQAAYYxQCQAIS+27JRAmAQCIAEx/BQAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAEQcl8ulBQsWyOVyWV0KAAC2x+qvAICI4nK5lJqaKo/Ho9jYWBUVFcnpdFpdFgAAtsVIJQAgouTn58vj8UiSPB6P8vPzA9Y3I6D4Kb4mAKB+jFQCACJKZmamYmNjq0YqMzMzA9IvI6D4Kb4mAMA3jFQCACKK0+lUUVGRcnJyAvpLfjBHQO3kWEm53Bv26lhJudWlNBhfEwDgG0YqAQARx+l0BnzEKNAjoMdKynV8/1E1SWyumJSWAaoyvB1+b4cqVpdWPY7PSlarEd2C8lqh+PgGa1QcAKINoRIAAP04Apqfn6/MzMwGhdZQhqtwcayk3Os9S1LF6lI179c24KEvVB/fQH5NAEA0I1QCAPB/AjECGspw5UstoRotPb7/aK3tgXztUH98gzEqDgDRhlAJAEAAhSpc1SfUo6VNEpv71W5WuHx8AQA/YqEeAAACKFThqi61jeYFc/GcmJSWis9K9mqLz0oOeNALh48vAMAbI5UAAARQZbj66ShhKEfRrBrNazWim5r3axvUKbfh8PEFAHgjVAIAEGChCFd1sXI0LyalZdDfr9UfXwCAN0IlAABBEIpwVddrR/tonpUfXwCAN0IlAABRqHI077utByVJzXq3sbgiAEC0IlQCABDmzG4NcvSzA1WjlUdW7bbFfpkAgNAjVAIAEMbMbg0STvtlAgCiG1uKAAAQphqyNUhdK8ACABBIhEoAAMJUQ4Ih+zkCAEKFUAkAQJhqSDCsXAH2dNG2AiwAIDxwTyUAAGGqoVuDsJ8jACAUCJUAAISxhgZD9nMEAAQboRIAgDBHMAQAhDNCJQAACCqz+2wCACIDoRIAAASN2X02AQCRg9VfAQBAUDRkn00AQOQgVAIAgKBoyD6bAIDIQagEAABB0ZB9NgEAkYNQCQAAgqJyn83T+bPPJgAgMrBQDwAACJqG7rMJAAh/hEoAABBU7LMJANGN6a8AAAAAANMIlQAAAAAA0wiVAAAAAADTCJUAAAAAANMIlQAAAAAA0wiVAAAAAADTCJUAAAAAANMIlQAAAAAA0wiVAAAAAADTCJUAAAAAANMIlQAAAAAA0wiVAAAAAADTCJUAAAAAANMIlQAAAAAA0wiVAAAAAADTCJUAAAAAANMIlQAAAAAA0wiVAAAAAADTCJUAAAAAANMIlQAAAAAA0yIuVG7dulVz585Vdna2UlNT1aRJEzkcDj3yyCM1Hn/y5El99NFHuv/++zVkyBC1bdtWZ5xxhhITEzVs2DAtXLhQhmH4XUdOTo4cDkedf95///2Gvl0AAAAACGtNrC7AX88++6yeeOIJn493uVwaPHiwJKlNmzbKyMhQ69at5XK5lJeXp7y8PC1atEhLlixR06ZN/a6ne/fuGjJkSI3PderUye/+AAAAACCSRFyo7N+/v+68806lp6dr4MCBmj17tl555ZVaj3c4HLrwwgt11113adiwYWrcuHHVc6tXr9Yvf/lLvf3225ozZ47uv/9+v+sZMmSIcnJyzLwVAAAAAIh4ERcqJ0+e7PW4UaO6Z/B2795dq1atqvG5rKwsTZ8+XTNnztTLL79sKlQCAAAAgJ1F3D2VgZaeni5J2r17t8WVAAAAAEDkibiRykDbvn27JKlDhw6mzi8uLtZ9992nb7/9VvHx8erfv79GjhypxMTEQJYJAAAAAGHJ1qHS4/HoySeflCSNGTPGVB9r167V2rVrvdqaNWumWbNm6e677/a7P7fb7Vc7AAAAAFjJ1tNfp0yZoh07dqhjx4665557/Dq3ffv2uvfee7Vu3Trt27dP5eXlWr9+vcaPH69jx45p+vTpmj17tt81xcfH1/gnKSnJ774AAAAAINhsGyoffvhhLViwQM2aNdPrr7+utm3b+nX+JZdcokceeUTnnHOOEhMT1aJFC2VkZGjBggV69NFHJUkPPfSQ9u7dG4zyAQAAACAs2DJUPvbYY7r//vsVExOj3Nzcqn0sA+X2229XYmKijh07phUrVvh1bkVFRY1/CKcAAAAAwpHt7qmcO3eupk2bpqZNm2rJkiW65JJLAv4ajRs3Vs+ePbV//36Vlpb6dW5cXFzA6wEAAACAYLFVqHz66ad12223VQXKX/7yl0F7rQMHDkiSWrRoEbTXAAAACIrSAulAsdS2h5ScYXU1AMKcbULlvHnzdOutt1YFyssuuyxor7VhwwZt27ZNknTOOecE7XUAAAACbuUD0tq///h48FRp2INWVQMgAtjinsrnn39eU6ZM8TtQ5ubmqk+fPho6dKhXu8fj0dNPP60jR45UO+fDDz+s2p5kyJAhhEoAABA5Sgu8A6V06nFpgRXVAIgQDsMwDKuL8MeGDRs0ZcqUqsdffvml9u/fr+TkZHXq1KmqPTc3Vx06dNCnn36qgQMHyjAM9enTR+eee26tfefk5FR7fOONN6pLly7auXNnVfvhw4fVunVrxcTEKD09XSkpKTp+/Li2bdumzZs3S5JSU1P1r3/9Sx06dAjI+3a73YqPj5d0ajEf7r0EAAABt3GRlPub6u2jnpPSrgl9PQBqFG7ZIOKmv5aXl2vdunXV2ktLS70WxTl27JikUwGwMjd/8cUX+uKLL2rt+6ehsjaxsbGaOXOmCgoK9MUXX+izzz7T0aNH1bp1a1100UW6+uqrlZ2draZNm/rxzgAAACzWtod/7QCgCByptKtw+98IAAAQpardU3mHNGyWVdUAqEG4ZYOIG6kEAABAEA17UOp7Oau/AvAZoRIAAADekjMIkwB8ZovVXwEAAAAAwUGoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmNbE6gIAAABgA6UF0oFiqW0PKTnD6moABBChEgAAAMG18gFp7d9/fDx4qjTsQauqARBgTH8FAABA8JQWeAdK6dTj0gIrqgEQBIRKAAAABM+BYv/aAUQcQiUAAACCp20P/9oBRBxCJQAAAIInOePUPZSnG3wHi/UAUYSFegAAABBcwx6U+l7O6q9AlCJUAgAAIPiSMwiTQJRi+isAAAAAwDRGKgFEhcKSQ9qx361uiXFKT2ltdTkAAAC2QagEEPHmvPe55q12VT2+Ocup6SP6WlgRAACAfTD9FUBEKyw55BUoJWneapcKSw5ZVBEAAIC9ECoBRLQd+91+tQMAACCwCJUAIlq3xDi/2gEAABBYhEoAES09pbVuznJ6td2S5WSxHgAIlNICaeOiU38DQA1YqAdAxJs+oq8u7tee1V8BINBWPiCt/fuPjwdPlYY9aFU1AMKUwzAMw+oiUD+32634+HhJUkVFheLimNoHAACCqLRAemFo9fbJq6TkjNDXEwlKC6QDxVLbHnyMEFThlg0YqQQAAEB1B4prbycwVceoLmyMeyoBAABQXdse/rUHWzjf21la4B0opVOPw7FWIAgIlQAAAKguOePUaNvpBt9hzSjlygdOTcXN/c2pv1c+EPoa6lLXqC5gA0x/BQAAQM2GPSj1vdza+wRrGwXse3n4TMMNt1FdIMQYqQQAAEDtkjOktGusC3CRMAoYTqO6gAUYqQQAAED4ipRRwJpGdVkNFjZBqAQAAED4qhwF9FpZNUxHAZMzfqyL1WBhI+xTGSHCbS8aAACAkIqkUT/2+ESQhVs2YKQSAAAA4e/0UcBwxx6fsBkW6gEAAAACKVLuAwUChFAJAAAABBKrwcJmmP4KAAAABFo47PEJhAihEgAAAAiGSLoPFGgAn0Lld999p2bNmgW7FgAAAACBEEmr5SLi+XRPZWpqqj788MNg1+KTrVu3au7cucrOzlZqaqqaNGkih8OhRx55pN5z8/LydOmllyoxMVHNmzdXnz59dO+996qiosJ0PcXFxcrOzlZycrJiYmKUnJys7OxsuVwu030CAAAApq184NSWJrm/OfX3ygesrghRzqdQ+eWXX+rCCy/Ub3/7W7nd7mDXVKdnn31Wt912mxYsWKDNmzfrxIkTPp33+OOPa9iwYXr//ffVr18/XX755SorK9Ps2bOVkZGh/fv3+13L2rVrlZaWpgULFqhVq1YaNWqUWrVqpQULFmjAgAH673//63efAAAAgGmlBdLav3u3rf37qXYgSHwKlU6nUydPntS8efPUv39/rVixIth11ap///668847tXDhQn3++ee64YYb6j2nsLBQ06ZNU+PGjfXOO+9o9erVev311/Xll19q6NCh2rp1q26++Wa/6vB4PPrVr34lj8ejGTNmaPPmzVq0aJE2b96sGTNmyO1261e/+pWOHj1q9q0CAACgUmmBtHFRaMJRKF8r0OraIxMIEp9CZVFRkaZOnSqHw6Fdu3ZpxIgRmjhxosrKyoJdXzWTJ0/WX//6V40bN059+vRRo0b1v4U//elPMgxDN954o0aMGFHVHhsbqxdffFGNGjXSkiVL9MUXX/hcR05Ojr7++mv16tWr2tTbRx55RL169dLu3bv18ssv+/7mAAAAUF0op3NG+tRR9siEBXwKlc2bN9djjz2mtWvX6qyzzpJhGFqwYIHOOussLVu2LNg1Nsj333+vd955R5I0bty4as936dJFgwcPliTl5ub63G/lsddcc021YNuoUSONHTtWkrR06VJTdQMAAEChnc4ZDVNH2SMTFvApVFY699xzVVhYqJkzZ6pJkybas2ePRo0apWuvvdbUPYmhsG3bNnk8HklSRkbNF1Nle2Fhoc/9Vh4byD4BAADwE6GczhktU0eHPShNXiWNeu7U38NmWV0Ropzf+1SeccYZevDBB3XVVVdp4sSJ+uSTT/T6669r1apVuueee9SmTZt6+xg/frypYs3YsWOHJKlVq1Zq0aJFjcd07tzZ69j6HDlyRAcOHJAkpaSk1Nnnvn375Ha7FRcX51PftS2EZPUCSQAAAJYI5XTOaJo6yh6ZCCG/Q2Wl1NRUrVu3To899phmzpyp/fv3a9q0afWe53A4Qhoqjxw5Ikl1hrr4+HhJUnl5uV991tVvZZ+V/foaKk8/DwAAwPYqp3OePi01WNM5Q/laQBQxHSqlUyugbtu2TceOHZPD4ZBhGIGqCwAAADhl2INS38tPTUNt2yO4IS+UrwVECdOh8t1339XNN9+sr776SpLUo0cPzZkzx6fpr6FUOeW1rumjFRUVkqSWLVv61Wdd/Vb26U+/Pz3vdG63W0lJST73AwAAEFVCOZ2TqaOAX/wOlYcOHdJtt92m1157TYZhqHHjxrrjjjv00EMPqVmzZsGosUG6du0qSTp8+LCOHDlS432Vu3fv9jq2Pi1atFCbNm108OBBlZSUKC0trdY+ExMTfZ76KtU9TRcAAAAAwo1fq7+++eabOuuss6oCZf/+/fX//t//01/+8pewDJSS1Lt3b8XGxkqSCgpqXg66sn3gwIE+91t5bCD7BAAAAIBI41Oo/Pbbb3XVVVdp7Nix2rt3r5o0aaKZM2fqk08+qXVLjXDRtGlT/fKXv5Qkvfbaa9We37Vrlz766CNJ0qhRo3zut/LYRYsW6eTJk17PnTx5UosXL5YkjR492lTdAAAAABAJfAqVffv2VW5urgzD0MCBA7V+/Xo9+OCDOuOMM4JdX0BMnz5dDodDL730kt5///2qdo/Ho0mTJunEiRMaM2aM+vTp43Xexx9/rD59+lRrl6Ts7Gx17NhR27Zt08yZM72emzlzprZt26bk5OSQrnQLAAAAAKHmMHxYsrVRo0aKiYnRAw88oLvuukuNGzcORW012rBhg6ZMmVL1+Msvv9T+/fuVnJysTp06VbXn5uaqQ4cOVY8ff/xx/f73v5fD4VBWVpbOPPNM5efna8+ePerdu7fWrFmjxMREr9f6z3/+owsuuECSalzZdu3atRo+fLg8Ho/69++v/v37a/Pmzdq8ebPi4uKUl5en8847LyDv2+12V203UlFRwb2XgEUKSw5px363uiXGKT2ltdXlAAAAGwq3bODTQj3/8z//o/nz56t3797Brqde5eXlWrduXbX20tJSlZaWVj0+duyY1/N33HGHUlNT9be//U0ff/yx3G63UlJSNGPGDM2YMaPGBXzqM3jwYG3cuFEPP/yw8vLytGTJErVr107jx4/X/fffr+7du/v/BoEwZ+dQNee9zzVvtavq8c1ZTk0f0dfCigAgREoL2GIDQK18Gqk0DEMOhyMU9aAW4fa/EbAnO4eqwpJDGvXMR9Xac6ecb7twDcBmVj4grf37j48HTz21lyMAy4RbNvDpnkoCJYDCkkNegVKS5q12qbDkkEUVhdaO/TXvSVtbOwBEhdIC70ApnXpcWvPq9wDsya8tRQDYl91DVbfEmv8HsLZ2AIgKB4r9awdgS4RKAD6xe6hKT2mtm7OcXm23ZDmZ+gogurXt4V87AFvyaaEeAKgMVadPgbVbqJo+oq8u7tfetgsVAbCh5IxT91B63VN5B4v1APDi00I9sF643YwL+7Lz6q8AYFuRtvprpNUL+CncsgGhMkKE2xcOAABAWPrparUDxkqj/2FZOUAwhFs2YPorAAAAokNNq9VuWnzq73AJloyiIgoRKgEAABAdaluVdtNi6ZybrA9x7PmJKMXqrwAAAIgOda1KWxk4SwukjYtCv9cme34iihEqAdhSYckhLd1QqsKSQ1aXAgAIlOSMU/dQ1qRtj1MjhS8MlXJ/c+rvlQ+Erjb2/EQUY/orANuZ897nXluj3Jzl1PQRfS2sCAAQMJX3TlbeSymd2gZFqnmksO/loZkWy56fiGKMVAKwlcKSQ16BUpLmrXYxYgkA0WT0P6TJq6RRz536e9gs60cKK/f8PB17fiJKMFIJwFZ27HfX2s6+mwAQRZIzvANbOIwUDnvw1Mgoq78iyjBSCcBWuiXWvI9Tbe0AgCgRLiOFyRlS2jUESkQVRioB2Ep6SmvdnOX0mgJ7S5aTUUoAsANGCoGgcBiGYVhdBOrndrsVHx8vSaqoqFBcHKMqQEMUlhzSjv1udUuMI1ACQKQoLSAQAgq/bMBIJQBbSk9pTZgEgEiy8gHv1VsHTz018gjActxTCQAAgPBWWlDzdiClBVZUA+AnCJUAAAAIb1ZvBwKgTkx/BQAAQHgLh+1ArMA9pIgQhEoAAACEt8rtQLzuqbRgO5BQ4h5SRBBWf40Q4bbCEwAAQMjZZeSutEB6YWj19smrovt9w2fhlg0YqQQAAEBkSM6wR6iq6x5SO7x/RBwW6gEAAADCiV3vIUXEIlQCAAAA4aTyHtLTRfs9pIhoTH8FAAAAws2wB6W+l9vjHlJEPEIlAAAAEI7scg8pIh7TXwEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKmGay+XSggUL5HK5rC4FAAAAgEWaWF0AIpPL5VJqaqo8Ho9iY2NVVFQkp9NpdVkAAAAAQoyRSpiSn58vj8cjSfJ4PMrPz7e4IgAAAABWIFTClMzMTMXGxkqSYmNjlZmZaXFFAAAAAKzA9FeY4nQ6VVRUpPz8fGVmZjL1FQAAALApQiVMczqdhEkAAADA5giVAAAAsI/SAulAsdS2h5ScYXU1QFQgVAIAAMAeVj4grf37j48HT5WGPWhVNUDUYKEeAAAARL/SAu9AKZ16XFpgRTVAVCFUAgAAIPodKPavHT8qLZA2LiKAo1ZMfwVsrrDkkHbsd6tbYpzSU1pbXU5U4WMLAGGkbQ//2nEKU4bhA0IlYGNz3vtc81a7qh7fnOXU9BF96zyHoOQbMx9bAEAQJWecCkReAekOFuupS21ThvtezscNXgiVgE0VlhzyCj2SNG+1Sxf3a19rWCQo+cbMxxYAEALDHjwViFj91Td1TRnmY4fTcE8lYFM79rv9aq8tKBWWHKr3tQpLDmnphlKfjo0G/n5sAQAhlJwhpV1DKPIFU4bhI0YqAZvqlhjnV3tdQamu0Tc7jm76+7EFACAsMWUYPmKkErCp9JTWujnL6dV2S5az1oBoJig1ZHQzkvn7sQUAIGwNe1CavEoa9dypv4fNsroihCFGKgEbmz6iry7u196nhXcqg9LpIbG+oGR2dDMa+POxBQAgrCVnMDqJOhEqAZtLT2ntc+DxNyjZfRqoPx9bAIBOrTbKIjpAxCFUAvCLP0HJzOgmAMCm2A8RiFgOwzAMq4tA/dxut+Lj4yVJFRUViouzx0gPogN7WwIA6lRaIL0wtHr75FWMWAI1CLdswEglgKBjGigAoE7shwhENFZ/BQAAgLXYDxGIaIRKIAoVlhzS0g2lUb91BwAgSlTuh3g69kMEIgbTX4EoM+e9z70Wxrk5y6npI/paWFHDcD8mANjEsAelvpez+isQgQiVQBQpLDnkFSglad5qly7u1z4iA1m0BWQAQD3YDxGISEx/BaLIjv1uv9rDWW0BmSm9AAAA4YVQCUSRbok1LyddW3s4i6aADAAAEM0IlUAUSU9prZuznF5tt2Q5I3LqazQFZAAAgGjGPZVAlJk+oq8u7tc+4he3qQzIp0+BjdSADAAAEM0chmEYVheB+rndbsXHx0uSKioqFBfHaA3sgdVfAQAAvIVbNmCkEkBYS09pTZgEAAAIY9xTCQAAAAAwjZFKAAAARJ7SAulAsdS2B3tbAhYjVAIAACCyrHxAWvv3Hx8PnioNe9CqagDbY/orAAAAIkdpgXeglE49Li2wohoAIlQCAAAgkhwo9q8dQNAx/RVAxGPbEQCwkbY9/GsHEHSESgC1ioSwNue9zzVvtavq8c1ZTk0f0dfCigAAQZWcceoeSq97Ku9gsR7AQg7DMAyri0D9wm2DU0S/SAhrhSWHNOqZj6q15045P+AhOBICNgDYCqu/wsbCLRswUgmgmsKSQ16BUpLmrXbp4n7twypQ7djvrrU9kHVGQsAGANtJziBMAmGChXoAVFNXWAsn3RJr/l+52trNqC1gF5YcCthrAAAARDJCJYBqQhHWAiE9pbVuznJ6td2S5QzoKGWkBGwAAACrMP0VQDWVYe30EbpAh7VAmT6iry7u1z5o9ztGSsAGAACwim1GKnfu3CmHw+HTnw8//NCnPmfNmlVvX1988UWQ3xnwo8KSQ1q6oTQgUzOnj+ir3Cnn67FfpSl3yvm6O4zvIUxPaa3RA5ODEnpDMRoKAAAQyWwzUhkfH68JEybU+vyWLVu0fv16tWjRQj/72c/86jstLU1nn312jc8lJCT41RdgVjAWk0lPaU14UvBHQwEAACKZbUJlYmKicnJyan3+0ksvlSRdc801fi/Je+WVV2rWrFkNqA5omEhZrTWSEbABAABqZpvpr3X56quv9K9//UuSNGnSJIurAfzHYjIAAACwCqFSUk5Ojk6ePKl+/frp3HPPtbocwG8sJgMAAACr2Gb6a10qp8WaHaXcsGGDpk+froMHDyohIUHp6em6/PLL1aJFiwBWCdQuklZrBQAAQHSxfahcvXq1iouL1bRpU91www2m+li+fLmWL1/u1ZaQkKAnn3xS48eP96svt7vm6Yq1tQOVWEwGAAAAVrB9qJw/f74kaeTIkUpMTPTr3O7du2v27NkaMWKEunTpIunUKrJz5szR22+/rQkTJqhx48a67rrrfO4zPj7erxqA07GYDAAAAELNYRiGYXURVikvL1eHDh3k8Xj07rvvasSIEQHr+7bbbtPcuXPVrl07lZaWqmnTpj6d53A46j2moqLC7xVqAQAAAEQHt9tdNRgVDtnA1gv1LFq0SB6PR8nJybr44osD2vesWbPUuHFj7du3T+vWrfP5vIqKihr/7N27N6D1AQAAAEAg2Hr6a+XU1+zsbDVqFNh83aZNG5155pnas2ePSktLfT7P6v9lAAAAAAB/2HakcsuWLVq3bp0cDoduvPHGgPd/4sQJlZWVSRKrwAIAAACIWrYNlS+++KIk6YILLpDT6Qx4/8uWLZPH45HD4VBGRkbA+wcAAACAcGDLUPnDDz/o1VdflVT/3pRPPfWU+vTpU21rkJKSEr366qv67rvvqp3z1ltvafLkyZKk6667Tu3btw9Q5QAAAAAQXmx5T+Xbb7+tb7/9Vq1atdLo0aPrPHb//v3aunVrtWB48OBB3XDDDbrllluUnp6uTp066ejRo9qyZYu2b98u6dQo6LPPPhu09wEAAAAAVrNlqKxcoGfcuHFq1qyZqT46d+6su+++W+vXr1dxcbE2bNig77//XomJibrssss0btw4jR07NuALAAEAAABAOLH1PpWRJNz2ogEAAABgjXDLBgyjAQAAAABMI1QCAAAAAEwjVAIAAAAATLPlQj0AIlthySHt2O9Wt8Q4pae0trocAAAAWyNUAogoc977XPNWu6oe35zl1PQRfS2sCAAAwN6Y/gogYhSWHPIKlJI0b7VLhSWHLKoIAAAAhEoAEWPHfrdf7QAAAAg+QiWAiNEtseY9mGprBwAAQPARKgEETGHJIS3dUBq06ajpKa11c5bTq+2WLCeL9QAAAFiIhXoABESoFtCZPqKvLu7XntVfAQAAwgShEkCD1baAzsX92gcl9KWntCZMAgAAhAmmvwJoMBbQAQAAsC9CJYAGYwEdAAAA+yJUAmgwFtABAACwL+6pBBAQLKDjm8KSQ3yMAABAVCFUAggYFtCpW6hWyAUAAAglpr8CQAjUtkJusPb0BAAACBVCJQCEACvkAgCAaEWoBIAQYIVcAAAQrQiVABACrJALAACiFQv1AECIsEIuAACIRoRKAAghVsgFAADRhumvAAAAAADTCJUAAAAAANMIlQAAAAAA0wiVAAAAAADTCJUAAAAAANMIlQAAAAAA0wiVAAAAAADTCJUAAAAAANMIlQAAAAAA0wiVAAAAAADTCJUAAAAAANMIlQAAAAAA0wiVAAAAAADTCJUAAAAAANOaWF0AAMB/hSWHtGO/W90S45Se0trqcgAAgI0RKgEgwsx573PNW+2qenxzllPTR/S1sCIAAGBnTH8FgAhSWHLIK1BK0rzVLhWWHLKoIgAAYHeESgCIIDv2u/1qBwAACDZCJQBEkG6JcX61I7BcLpcWLFggl8tV/8EAANgE91QCQARJT2mtm7OcXlNgb8lyslhPCLhcLqWmpsrj8Sg2NlZFRUVyOp1WlwUAgOUIlQAQYaaP6KuL+7Vn9dcQy8/Pl8fjkSR5PB7l5+cTKgEAEKESACJSekprwmSIZWZmKjY2tmqkMjMz0+qSAAAIC4RKAAB84HQ6VVRUpPz8fGVmZjJKCQDA/yFUAgDgI6fTSZgEAOAnWP0VAAAAAGAaoRIAAAAAYBqhEgAAAABgGqESAAAAAGAaoRIAAAAAYBqhEgAAAABgGqESAAAAAGAaoRIAAAAAYBqhEgAAVHG5XFqwYIFcLpfVpQAAIkQTqwsAAADhweVyKTU1VR6PR7GxsSoqKpLT6bS6LABAmGOkEgAASJLy8/Pl8XgkSR6PR/n5+RZXBACIBIRKAAAgScrMzFRsbKwkKTY2VpmZmRZXBACIBEx/BQAAkiSn06mioiLl5+crMzOTqa8AAJ8QKgEAQBWn00mYBAD4hemvAAAAAADTCJVAiLFcPwAAAKIJ01+BEGK5fiD6Hd24Ud/v3KmmXbuqeVqa1eUAABB0hEoghGparp9QCUSPvY/+TQdfeKHqcZvJk5V05zQLKwIAIPiY/gqEEMv1A9Hr6MaNXoFSkg6+8IKObtxoUUUAAIQGoRIIocrl+nNycpj6CkSZ73fu9KsdAIBowfRXIMRYrh+ITk27dvWrHQCAaMFIJQAAAdA8LU1tJk/2amvz68ks1gMAiHoOwzAMq4tA/dxut+Lj4yVJFRUViouLs7giAEBNgr36K6vLAgDCLRsw/RUAgABqnpZWa9hraCD86eqyLUeOVPzg8wmYAABLMVIZIcLtfyMAAP5p6HYjRzdu1M6x19T6PNuXAIB9hFs24J5KAACCLBDbjdS3iizblwAArEKoBAAgyAKx3Ygvq8iyfQkAwAqESgAAgiwQ243UtLpsQ/oDACBQCJUAAASZme1Gjm7cqLJ//tNrSmvSndOU+NspNR4f94ssFusBAFiChXoiRLjdjAsA8J+vq7/WtahPbQv2dF28iFAJADYRbtmAkUoAAEKkeVqaEq64ot4RyroW9TEz6gkAQDCxTyUAAGGkrkV9KoNj0p3T1HLYRQ3a8xIAgEAhVAIAEEZ8XdSneVoaYRIAEBaY/goAQBhheisAINLYJlRmZ2fL4XDU+ee7777zu99PPvlEV199tZKSktSsWTN169ZNv/vd7/Ttt98G4V0AAOwg6c5p6rp4kTr+eY66Ll6kpGnTrC4JAIBa2W766+DBg9WjR48an2vcuLFffb355pu69tprdfz4cQ0aNEjdunVTQUGBnnrqKb3xxhtas2ZNra8FAIhcvq7i2hBMbwUARArbhcrJkycrOzu7wf18/fXXmjBhgo4fP67nnntON910kyTpxIkTys7O1quvvqpx48Zp3bp1cjgcDX49AEB4qGu7j0AJRWgFACBQbDP9NdD+/ve/y+Px6KKLLqoKlNKp0c5nn31WCQkJWr9+vVasWGFhlQCAQKpvu49A2Pvo37Rz7DX6+u7p2jn2Gu199G8B6xsAgGAgVJqUm5srSRo3bly15+Lj4zVy5EhJ0tKlS0NaFwAgeOra7sOsoxs3quyf/9TRjRtDEloBAAg0201//eCDD1RUVKQjR46obdu2Ouecc3TppZcqJibG5z6OHDmi4uJiSVJGRkaNx2RkZOiVV15RYWGhX/W53W6/2gEAoePrdh+++ulU2pg+vWs87vQ9KgEACDe2C5Uvv/xytbYOHTpo/vz5uuSSS3zqY+dp/yOdkpJS4zGdO3eWJO3YscOv+uLj4/06HgAQOpXbfXjdU2lyu4+aRiWPfbG1xmPNhlYAAELBNqEyLS1NTzzxhIYOHaqUlBQdPXpUGzdu1KxZs/TRRx9p5MiRWrFihX7xi1/U29eRI0eq/h0XF1fjMZXhsLy8PCD1AwDCQ9Kd09Ry2EUNXkjH1ymz7FEJAAh3tgmVd9xxh9fjFi1aaNiwYbrooos0atQo/fOf/9TUqVP16aefWlPg/6moqKix3e12KykpKcTVAABqEojtPuobfWw19ldqNXo0gRIAEPZsv1CPw+HQgw8+KEnauHGjdu/eXe85LVq0qPp3bfc6VobDli1b+lVPXFxcrX8AANGjciptbQiUAIBIYftQKUl9+/at+ndpaWm9x3fp0qXq3yUlJTUeUxlOu3IfDACgFkl3TlPXxYsUl5Xl1c6UVwBAJLHN9Ne6HDhwoOrfp49C1qZly5bq0aOHiouLVVBQoNTU1GrHFBQUSJIGDhwYuEIBAFGneVqaUp6bp6MbNzb4Pk0AAKzASKWkRYsWSToVFnv3rnk5958aNWqUJOm1116r9lxFRYWWL18uSRo9enSAqgQARLPmaWlKuOIKAiUAIOLYIlR++umnWrZsmY4fP+7VfvLkSb344ou65557JEm33XabzjjjjKrnc3Nz1adPHw0dOrRan1OnTlVsbKzy8vL0/PPPV7WfOHFCU6ZM0eHDhzVo0CANHz48SO8KAAAAAKxni+mvO3fu1KhRo9S6dWsNHDhQSUlJOnz4sDZv3lx1T+S1116rBx54wOu8srIybd26Vd999121Pjt27KicnBxde+21uummm/Tiiy+qa9euWr9+vVwul5KSkvTaa6/J4XCE5D0CAAAAgBVsMVKZlpamqVOnql+/fvriiy+0dOlSrVq1SpJ01VVX6Z133tFrr72mJk38y9hXX3211q1bp9GjR8vlcik3N1cnTpzQb3/7W23cuFE9evQIxtsBAAAAgLDhMAzDsLoI1M/tdis+Pl7SqXs22WIEAAAAsKdwywa2GKkEAAAAAAQHoRIAAAAAYJotFuoBACDcsU8lACBSESoBALDY3kf/poMvvFD1uM3kyUq6c5qFFQEA4DumvwIAYKGjGzd6BUpJOvjCCzq6caNFFQEA4B9CJQAAFvp+506/2gEACDeESgAALNS0a1e/2gEACDeESgAAgujoxo0q++c/a53O2jwtTW0mT/Zqa/PrySzWAwCIGA7DMAyri0D9wm2DUwBA/fxZgIfVXwEAvgq3bECojBDh9oUDAKjb0Y0btXPsNdXauy5eRGgEADRIuGUDpr8CABAELMADALALQiUAAEHAAjwAALsgVAIAEAQswAMAsAvuqYwQ4TZvGgDgGxbgAQAEWrhlgyaWvjoAAFGueVoaYRIAENWY/goAAAAAMI1QCQAAAAAwjVAJAAAAADCNeyoBAAgRFu0BAEQjQiUAACGw99G/6eALL1Q9bjN5spLunGZhRQAABAbTXwEACLKjGzd6BUpJOvjCCzq6caNFFQEAEDiESgAAguz7nTv9agcAIJIQKgEACLKmXbv61Q4AQCQhVAIAEGTN09LUZvJkr7Y2v57MYj0AgKjgMAzDsLoI1M/tdis+Pl6SVFFRobi4OIsrAgD4i9VfAQCBEG7ZgNVfAQAIkeZpaYRJAEDUYforAAAAAMA0QiUAAAAAwDRCJQAAAADANEIlAAAAAMA0QiUAAAAAwDRCJQAAAADANEIlAAAAAMA0QiUAAAAAwDRCJQAAAADANEIlAAAAAMA0QiUAAAAAwDRCJQAAAADANEIlAAAAAMA0QiUAAAAAwDRCJQAAAADANEIlAAAAAMA0QiUAAAAAwDRCJQAAAADANEIlAAAAAMA0QiUAAAAAwDRCJQAAAADANEIlAAAAAMA0QiUAAAAAwDRCJQAAAADANEIlAAAAAMA0QiUAAAAAwDRCJQAAAADANEIlAAAAAMA0QiUAAAAAwDRCJQAAAADANEIlAAAAAMA0QiUAAAAAwDRCJQAAAADANEIlAAAAAMC0JlYXAABAtNu0b5N2le9Sl5ZdNKDdAKvLAQAgoAiVAAAE0eMFj2v+Z/OrHk/sN1F3ZNxhYUUAAAQW018BAAiSTfs2eQVKSZr/2Xxt2rfJoooAAAg8QiUAAEGyq3yXX+0AAEQiQiUAAEHSpWUXv9oBAIhEhEoAAIJkQLsBmthvolfbpP6TWKwHABBVHIZhGFYXgfq53W7Fx8dLkioqKhQXF2dxRQAAX7H6KwAgkMItG7D6KwAAQTag3QDCJAAgajH9FQAAAABgGqESAAAAAGAaoRIAAAAAYBqhEgAAAABgGqESAAAAAGAaoRIAAAAAYBpbigAAECbYzxIAEIkIlQAA1CFUQe/xgsc1/7P5VY8n9puoOzLuCNrrAQAQKIRKAABqEaqgt2nfJq/XkaT5n83X0C5DGbEEAIQ97qkEAKAGtQW9Tfs2Bfy1dpXv8qsdAIBwQqgEAKAGoQx6XVp28asdAIBwYotQ+cMPP2jVqlW66667NGjQILVq1UpnnHGG2rdvr5EjR+qdd97xu89Zs2bJ4XDU+eeLL74IwrsBAIRCKIPegHYDNLHfRK+2Sf0nMfUVABARbHFP5erVqzVs2DBJUvv27TVkyBDFxcVpy5YtWr58uZYvX66bbrpJ8+bNk8Ph8KvvtLQ0nX322TU+l5CQ0NDSAQAWqQx6p0+BDWbQuyPjDg3tMpTVXwEAEccWobJRo0YaM2aMbr/9dmVmZno9t3jxYl133XX6xz/+ocGDB2v8+PF+9X3llVdq1qxZAawWABAuQh30BrQbQJgEAEQcW0x/vfDCC/Xmm29WC5SSNHbsWGVnZ0uSXn755RBXBgAIdwPaDdDl3S8n7AEAUAtbhMr6pKenS5J2795tcSUAAAAAEFlsMf21Ptu3b5ckdejQwe9zN2zYoOnTp+vgwYNKSEhQenq6Lr/8crVo0SLQZQIAAABA2LF9qPzmm2+Uk5MjSRozZozf51cu9HO6hIQEPfnkk37fnylJbrfbr/Zw4XK5lJ+fr8zMTDmdTqvLAQAAABAitg6Vx48f1/XXX6+ysjKlpqbqN7/5jc/ndu/eXbNnz9aIESPUpcup5eW3bNmiOXPm6O2339aECRPUuHFjXXfddX7VFB8f79fx4cDlcik1NVUej0exsbEqKioiWAIAAAA24TAMw7C6CKtMnjxZL774otq2bauPPvpIvXr1Cki/t912m+bOnat27dqptLRUTZs29flcX7Y0qaioUFxcXENKDKgFCxZULXYkSTk5OZowYYJ1BQEAAABRzO12Vw1GhUM2sO1CPbfffrtefPFFtW7dWitXrgxYoJSkWbNmqXHjxtq3b5/WrVvn17kVFRU1/tm7d2/A6gu0zMxMxcbGSpJiY2NrXGUXAAAAQHSy5fTXadOm6cknn1SrVq20YsWKqtVfA6VNmzY688wztWfPHpWWlvp1rtX/y2CG0+lUUVER91QCAAAANmS7UPmHP/xBjz32mBISErRixQplZGQE/DVOnDihsrIySbLNKrBOp5MwCQAAANiQraa/Tp8+XX/961+VkJCglStXatCgQUF5nWXLlsnj8cjhcAQltAJAOHO5XFqwYIFcLpfVpQAAgBCwTai877779Oc//1mtWrXyOVA+9dRT6tOnT7WtQUpKSvTqq6/qu+++q3bOW2+9pcmTJ0uSrrvuOrVv3z4wbwAAIkDlatDZ2dlKTU0lWAIAYAO2mP66bNky/fGPf5Qk9ejRQ08//XSNxyUmJurRRx+terx//35t3bq1WjA8ePCgbrjhBt1yyy1KT09Xp06ddPToUW3ZskXbt2+XJF1wwQV69tlng/SOACA85efny+PxSJI8Ho/y8/OZGg8AQJSzRag8ePBg1b8LCgpUUFBQ43FdunTxCpW16dy5s+6++26tX79excXF2rBhg77//nslJibqsssu07hx4zR27Fg1amSbgWAAkPTjatCV+9ayGjQAANHP1vtURpJw24sGAGrjcrkiejXoTfs2aVf5LnVp2UUD2g2wupywqwcAYL1wywa2GKkEAIROJK8G/XjB45r/2fyqxxP7TdQdGXfUeGwowp4/9QAAYBVCJQAAOhUSTw9wkjT/s/ka2mVotdAYirDnTz0AAFiJm/4AAJC0q3yXT+21hb1N+zZZUg8AAFYjVAIAIKlLyy4+tYcq7PlaDwAAViNUAgAgaUC7AZrYb6JX26T+k6pNNa0v7G3at0nLv1ze4JFLX+sBAMBqrP4aIcJthScAiFa+LMDz03sqJ/WfpKk/mxqUey1Z/RUA8FPhlg0IlREi3L5wAMDufhr2Nu3bpOveva7acQsvXUgYBAAEVLhlA1Z/BQDAhAHtBniFxbrutSRUAgCiGfdUAgAQACysAwCwK0IlAAABwMI6AAC74p7KCBFu86YBINqZXSCnpnstWWgHABBI4ZYNuKcSAICfaMgqrqffa+lvPwRQAEAkIlQCAHCaTfs2eQVBSZr/2XwN7TLU7xFLf/oJxnYkAACEAvdUAgBwmrpWcQ1WP7UF0E37Nvn1mgAAWIFQCQDAaQK1iqs//QQqyAIAYAVCJQAApwnUKq7+9MN2JACASMbqrxEi3FZ4AoBoF6hFc3zt56f3VE7qP0lTfzbV9OsCAKJXuGUDQmWECLcvHABA4LH6KwDAF+GWDVj9FQCAMHH6diQAAEQK7qkEAAAAAJhGqAQAAAAAmMb0VwAAgoD7IwEAdkGoBAAgwH66kuvEfhN1R8YdFlYEAEDwMP0VAAA/bNq3Scu/XK5N+zbV+vzpgVKS5n82v9bjAQCIdIxUAgDgI19GIHeV76rx3F3lu5gGCwCISoxUAgDgA19HILu07FLj+bW1AwAQ6QiVAAD4oK4RyNMNaDdAE/tN9Gqb1H9Sg0cp65t2CwCAVZj+CgCAD/wZgbwj4w4N7TI0YKu/svAP4M3lcik/P1+ZmZlyOp1WlwPYHqESAAAfVI5Anh7u6hqBHNBuQEDuoaxt2u3QLkO5RxO25HK5lJqaKo/Ho9jYWBUVFREsAYsRKgEA8FGgRyB9wcI/gLf8/Hx5PB5JksfjUX5+PqESsBihEgAAPwRqBNJXLPwDeMvMzFRsbGzVSGVmZqbVJQG2x0I9AACEsWAt/ANEKqfTqaKiIuXk5DD1FQgTDsMwDKuLQP3cbrfi4+MlSRUVFYqLi7O4IgBAKG3atymk024BAOEr3LIB018BAIgAoZ52CwCAr5j+CgAAAAAwjZFKAACiANNjAQBWIVQCABDhHi943Gsvy4n9JuqOjDssrAgAYCdMfwUAIIJt2rfJK1BK0vzP5mvTvk0WVQQAsBtCJQAAEWxX+S6/2gEACDRCJQAAEaxLyy5+tQMAEGiESgAAItiAdgM0sd9Er7ZJ/SexWA8AIGQchmEYVheB+oXbBqcAgPDC6q8AYB/hlg1Y/RUAgCgwoN0AwiQAwBJMfwUAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhmu1D5xhtv6Be/+IVat26tuLg4paWl6S9/+Yt++OEHU/198sknuvrqq5WUlKRmzZqpW7du+t3vfqdvv/02wJUDAAAAQPhxGIZhWF1EqEydOlVPPPGEmjRpogsvvFDx8fH697//rcOHD2vIkCFasWKFmjdv7nN/b775pq699lodP35cgwYNUrdu3VRQUCCXy6WkpCStWbNGPXr0CEjtbrdb8fHxkqSKigrFxcUFpF8AAAAAkSXcsoFtRirfeustPfHEE4qPj9e6dev0r3/9S0uWLNH27duVmpqqNWvWaObMmT739/XXX2vChAk6fvy4nnvuOX388cdavHixtm3bpuuvv1579+7VuHHjZKPMDgAAAMCGbBMqZ8+eLUmaPn26Bg4cWNWemJioZ555RpL01FNPqayszKf+/v73v8vj8eiiiy7STTfdVNXeuHFjPfvss0pISND69eu1YsWKAL4LAAAAAAgvtgiVX331ldavXy9JGjduXLXnhwwZos6dO+vYsWN69913feozNze31v7i4+M1cuRISdLSpUvNlg0AAAAAYc8WobKwsFCS1KZNG3Xr1q3GYzIyMryOrcuRI0dUXFzsdV5D+gMAAACASNXE6gJCYceOHZKklJSUWo/p3Lmz17F12blzZ9W/a+vTn/5O53a7a2yvqKio9xgAAAAA0e/0PBAOa7jYIlQeOXJEkupcFaly9aTy8nKf+6urT3/6q+m8uiQlJfnVJwAAAIDo5PF4fMoQwWSL6a8AAAAAEI3CYRajLUYqW7RoIanuD3jl9NKWLVv63F9lnwkJCQ3qr6bzfurIkSPq0KGDJOmbb76x/H8j7MjtdleNEu/du9fy/YDsiM+Btfj4W4/PgfX4HFiPz4H1+BxYr6KiQu3bt5d0ajcLq9kiVHbt2lWStHv37lqPqXyu8ti6dOnSperfJSUlSk1NbVB/p/PlooyPj+fitVhcXByfA4vxObAWH3/r8TmwHp8D6/E5sB6fA+s1amT95FPrKwiB9PR0SdKBAwdqXTinoKBAkrz2sKxNy5Yt1aNHD6/zGtIfAAAAAEQqW4TK5ORkDRo0SJL02muvVXt+zZo12r17t2JiYnTppZf61OeoUaNq7a+iokLLly+XJI0ePdps2QAAAAAQ9mwRKiXpnnvukSTNmTNHGzZsqGo/cOCApkyZIkm69dZbve6PzM3NVZ8+fTR06NBq/U2dOlWxsbHKy8vT888/X9V+4sQJTZkyRYcPH9agQYM0fPjwYL0lAAAAALCcbULllVdeqdtuu00VFRU677zzNGLECF111VXq0aOHioqKNHjwYD388MNe55SVlWnr1q368ssvq/XXsWNH5eTkqHHjxrrpppt03nnn6ZprrlGvXr30yiuvKCkpSa+99pocDkeo3iIAAAAAhJxtQqUkPfHEE1q8eLH+53/+Rx999JHeffddJScna86cOfr3v/+t5s2b+9Xf1VdfrXXr1mn06NFyuVzKzc3ViRMn9Nvf/lYbN26suu8SAAAAAKKVwzAMw+oiAAAAAACRyVYjlQAAAACAwCJUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1Ra6I033tAvfvELtW7dWnFxcUpLS9Nf/vIX/fDDD6b6++STT3T11VcrKSlJzZo1U7du3fS73/1O3377bYArj2w//PCDVq1apbvuukuDBg1Sq1atdMYZZ6h9+/YaOXKk3nnnHb/7nDVrlhwOR51/vvjiiyC8m8iVnZ1d78fsu+++87tfrgPf7Ny5s96Pf+WfDz/80Kc+uQ6q27p1q+bOnavs7GylpqaqSZMmcjgceuSRR+o9Ny8vT5deeqkSExPVvHlz9enTR/fee68qKipM11NcXKzs7GwlJycrJiZGycnJys7OlsvlMt1nuPP3c3Dy5El99NFHuv/++zVkyBC1bdtWZ5xxhhITEzVs2DAtXLhQhmH4XUdOTk6918f777/f0LcblsxcB8H8fsJ14NvnwNefES+//LLPddj1Omjo756R8POgielK0CBTp07VE088oSZNmujCCy9UfHy8/v3vf+vuu+/W8uXLtWLFCjVv3tzn/t58801de+21On78uAYNGqRu3bqpoKBATz31lN544w2tWbNGPXr0COI7ihyrV6/WsGHDJEnt27fXkCFDFBcXpy1btmj58uVavny5brrpJs2bN08Oh8OvvtPS0nT22WfX+FxCQkJDS49KgwcPrvVrs3Hjxn71xXXgu/j4eE2YMKHW57ds2aL169erRYsW+tnPfuZX31wHP3r22Wf1xBNP+H3e448/rt///vdyOBzKzMxUUlKS8vPzNXv2bC1ZskRr1qxRYmKiX32uXbtWw4cPl8fjUb9+/TRkyBBt3rxZCxYs0Jtvvqm8vDydd955ftca7vz9HLhcLg0ePFiS1KZNG2VkZKh169ZyuVzKy8tTXl6eFi1apCVLlqhp06Z+19O9e3cNGTKkxuc6derkd3+RwOx1IAX++wnXge/q+hlRUlKiDz74QA6HQ1lZWX7XY7froCG/e0bMzwMDIZebm2tIMuLj441PPvmkqn3fvn1GamqqIcmYNm2az/199dVXRmxsrCHJeO6556rajx8/blx//fWGJGPQoEHGyZMnA/o+ItWqVauMMWPGGB9++GG15xYtWmQ0btzYkGQsWLDA5z4feOABQ5LxwAMPBLDS6DZhwgRDkvHSSy8FpD+ug8AaMWKEIcn49a9/7fM5XAfVPf/888add95pLFy40Pj888+NG264wZBkPPzww7Wes2HDBsPhcBiNGzc23n333ap2t9ttDB061JBkjBkzxq863G630bFjR0OSMWPGDK/nZsyYYUgyOnfubHg8Hv/eYATw93NQXFxsXHjhhcZ7771nHD9+3Ou5//znP0ZcXJwhyXjwwQf9quOll14yJBkTJkww+1YilpnrIBjfT7gO/Psc1OWWW24xJBnDhg3z6zy7Xgdmf/eMpJ8HhEoLDBo0yJBkPPLII9Wey8/PNyQZMTExxuHDh33q76677jIkGRdddFG1544cOWIkJCQYkoz333+/wbXbwaRJkwxJxtChQ30+h1+m/RfoUMl1EDilpaVGo0aNDEnGf//7X5/P4zqoX+XXfV2/yF199dWGJGPy5MnVntu5c2fV5+bzzz/3+XWffvppQ5LRq1cv48SJE17PnThxwujVq5chyZg3b57vbyZC+fI5qMvDDz9sSDK6d+/u13l2/WW6Jr58DoLx/YTr4EcNuQ6OHj1qtGrVypBkLFq0yK9zuQ5qVtvvnpH084B7KkPsq6++0vr16yVJ48aNq/b8kCFD1LlzZx07dkzvvvuuT33m5ubW2l98fLxGjhwpSVq6dKnZsm0lPT1dkrR7926LK4E/uA4CJycnRydPnlS/fv107rnnWl2OrXz//fdV99bU9LXcpUuXqqmZlV/zvqg89pprrlGjRt4/+hs1aqSxY8dK4vrwBT8jIhfXQWAsWbJEhw8fVps2bXTllVdaXU5UqOn7SqT9POCeyhArLCyUdOo+jW7dutV4TEZGhnbv3q3CwkJde+21dfZ35MgRFRcXV51XW3+vvPJK1Wujbtu3b5ckdejQwe9zN2zYoOnTp+vgwYNKSEhQenq6Lr/8crVo0SLQZUaNDz74QEVFRTpy5Ijatm2rc845R5deeqliYmJ87oPrILBycnIkSZMmTTJ1PteBedu2bZPH45FU99dyfn6+X1/LlcfW1efpx6F2DfkZIZ1aHOO+++7Tt99+q/j4ePXv318jR470+54ouwjk9xOug8CYP3++JOn666/362f16bgOvNX0fSXSfh4QKkNsx44dkqSUlJRaj+ncubPXsXXZuXNn1b9r69Of/uzum2++qfqFesyYMX6fX3mz9ekSEhL05JNPavz48YEoMerUtGpchw4dNH/+fF1yySU+9cF1EDirV69WcXGxmjZtqhtuuMFUH1wH5lV+fbZq1arWX5r9/Vo+cuSIDhw4IKn+62Pfvn1yu92Ki4vzq2678Hg8evLJJyWZ+xkhnVogY+3atV5tzZo106xZs3T33Xc3uMZoE6jvJ1wHgbFz50598MEHksz/x6PEdXC62n73jLSfB0x/DbEjR45IUp2foPj4eElSeXm5z/3V1ac//dnZ8ePHdf3116usrEypqan6zW9+4/O53bt31+zZs1VYWKiDBw/q4MGDWrNmjS677DKVlZVpwoQJWrhwYRCrjzxpaWl64okntHnzZpWXl2vv3r1asWKFzj//fO3Zs0cjR47Uf/7zH5/64joInMr/gTbzP8ZcBw0X6J8Rp/dZV7+VffrTrx1NmTJFO3bsUMeOHXXPPff4dW779u117733at26ddq3b5/Ky8u1fv16jR8/XseOHdP06dM1e/bsIFUeeQL9/YTrIDBeeuklGYahjIwMDRgwwO/zuQ681fW7Z8T9PPDrDkw02B//+EdDkjF48OBaj7nnnnsMScbw4cPr7W/t2rWGJEOS8cMPP9R4zIoVKwxJRtOmTU3XbQeVN0m3bdvW2Lp1a8D6/d3vfmdIMtq1a2ccO3YsYP1Gq5MnTxpXXHGFIclIS0vz6Ryug8AoKyurWkH39FXmAoHr4JT6FsdYuHChIcno1KlTrX384x//qFpkwRdfffVV1fWxffv2Go/Ztm1b1TFff/21T/1GKrMLlDz00EOGJKNZs2bGmjVrAlrT3/72t6pF+r755puA9h2OGrpYkpnvJ1wH3sx8Dk6cOGGkpKQYkoxnnnkm4DXZ7TowjLp/94y0nweMVIZY5fC12+2u9ZjKjUxbtmzpc3919elPf3Z1++2368UXX1Tr1q21cuVK9erVK2B9z5o1S40bN9a+ffu0bt26gPUbrRwOhx588EFJ0saNG31aDIPrIDAWLVokj8ej5ORkXXzxxQHtm+vAN4H+GXF6n3X1e/oG2lwj1T322GO6//77FRMTo9zc3KrFMQLl9ttvV2Jioo4dO6YVK1YEtO9oZOb7CddBw+Xl5amkpETNmzevceGYhrLbdVDf756R9vOAUBliXbt2lVT3qnGVz1UeW5cuXbpU/bukpKTB/dnRtGnT9OSTT6pVq1ZasWJF1QpcgdKmTRudeeaZkqTS0tKA9h2t+vbtW/VvXz5mXAeBUTn1NTs7u9qKcA3FdeCbyq/Pw4cPe01TOp2/X8stWrRQmzZtJNV/fSQmJnIf2U/MnTtX06ZNU9OmTbVkyRKf7/X2R+PGjdWzZ09JXB++MPP9hOug4Sp/RowZM0YJCQkB799O14Evv3tG2s8DQmWIVX7RHDhwoNabagsKCiRJAwcOrLe/li1bqkePHl7nNaQ/u/nDH/6gxx57TAkJCVqxYkWtK2E1xIkTJ1RWViZJrH7po8qbyCXfPmZcBw23ZcsWrVu3Tg6HQzfeeGPA++c68E3v3r0VGxsrKbBfy5XHcn345+mnn9Ztt91WFSh/+ctfBu21Kr/vcX3Uz+z3E64D8w4ePKi33npLUsMW6KmPHa4DX3/3jLSfB4TKEEtOTtagQYMkSa+99lq159esWaPdu3crJiZGl156qU99jho1qtb+KioqqlZNGz16tNmyo9L06dP117/+VQkJCVq5cmXV5yXQli1bJo/HI4fDEZTQGo0WLVok6VRY7N27t0/ncB00zIsvvihJuuCCC+R0OgPeP9eBb5o2bVoVXGr6Wt61a5c++ugjST9+zfui8thFixbp5MmTXs+dPHlSixcvlsT1cbp58+bp1ltvrQqUl112WdBea8OGDdq2bZsk6Zxzzgna60QLs99PuA7MW7hwoY4dO6bu3bsrKysrKK9hh+vAn989I+7ngc93XyJgcnNzDUlGfHy88cknn1S179+/30hNTTUkGdOmTfM6Z+nSpUbv3r2NCy+8sFp/X331VdXiGv/4xz+q2o8fP27ccMMNhiRj0KBBxsmTJ4P3piLMvffea0gyWrVqZXz88cc+nTN37lyjd+/exg033ODVvmvXLuOVV14xjh49Wu2c3Nxco02bNoYk4/rrrw9I7dGgsLDQ+Oc//1ltUZ0TJ04YL7zwgtGsWTNDknHfffd5Pc91EBzff/+9ceaZZxqSjIULF9Z5LNdBw/iyOMYnn3xiOBwOo3HjxsZ7771X1e52u42hQ4cakowxY8ZUO2/dunVG7969jd69e1d7zu12Gx07djQkGffcc4/Xc5WLwyUnJxsej6cB7y4y+PI5+Mc//mE4HA6jadOmxvLly33uu7bvUW6323jqqaeM8vLyauesXr3a6Nq1qyHJGDJkiO9vJILV9zloyPcTrgPf+LtQz9lnn21IMv74xz/WeyzXQc3M/O4ZST8PHIZhGP7FUATC7bffrieffFJnnHGGhg4dqri4OK1atUqHDx/W4MGDtXLlSjVv3rzq+JycHN14443q0qWL1558ld544w1de+21OnHihM4991x17dpV69evl8vlUlJSktasWVM1PdDuli1bpiuuuELSqQ1e+/XrV+NxiYmJevTRR6sez5o1Sw8++KCysrK8trr49NNPlZ6ervj4eKWnp6tTp046evSotmzZUrWZ7QUXXKBly5Z5LdNsZ2+99ZZGjRql1q1ba+DAgUpKStLhw4e1efPmqjn+1157rV5++WU1afLjdrpcB8GRm5ur0aNHq1WrVtqzZ4+aNWtW67FcB/7ZsGGDpkyZUvX4yy+/1P79+5WcnKxOnTpVtefm5nptev3444/r97//vRwOh7KysnTmmWcqPz9fe/bsUe/evbVmzZpqW7785z//0QUXXCBJqulH+9q1azV8+HB5PB71799f/fv31+bNm7V582bFxcUpLy9P5513XqA/BJbz93Pw6aefauDAgTIMQ3369NG5555ba9+Ve8ud/rim71GHDx9W69atFRMTo/T0dKWkpOj48ePatm2bNm/eLElKTU3Vv/71L6+vg2hh5nNg9vsJ10HNzH4vkqTCwkINHDhQjRs3VklJiTp27Fjna3EdVGf2d08pgn4e+BVBEVCLFy82fv7znxstW7Y0mjdvbvTv39+YM2dOjctjv/TSS4Yko0uXLrX2V1BQYIwePdpo166d0bRpU6NLly7Gb3/7W9ssy+yryo9lfX9++rF+4IEHDElGVlaWV/v+/fuNu+++27jwwguNlJQUIy4uzjjjjDOMDh06GJdddpnx2muvGSdOnAjdG4wALpfLmDp1qjFkyBCjU6dORrNmzYyYmBgjJSXFuOqqq4x33nmnxvO4DoLjsssuMyQZU6ZMqfdYrgP/fPDBBz59v9mxY0e1c1euXGlccsklRps2bYyYmBijZ8+exowZM2r8X/6fvlZttm/fbowfP97o2LGjccYZZxgdO3Y0xo8fbxQXFwfqLYcdfz8Hvh5f08e5tu9Rx44dM2bOnGmMGDHC6Natm9GiRQujSZMmRrt27YyLLrrIeO6556J6qx1/PwcN+X7CdVCzhnwvuvXWWw1JxqWXXurTa3EdVGf2d89KkfDzgJFKAAAAAIBpLNQDAAAAADCNUAkAAAAAMI1QCQAAAAAwjVAJAAAAADCNUAkAAAAAMI1QCQAAAAAwjVAJAAAAADCNUAkAAAAAMI1QCQBAGNq3b58SExPlcDg0cOBAHT9+vM7ji4qK1LRpUzkcDl111VUhqhIAAEIlAABhqV27dvr73/8uSSosLNRf//rXWo89ceKEJk6cqB9++EFt2rTR008/HaIqAQAgVAIAELauv/56XXrppZKkhx56SNu2bavxuMcee0wFBQVV/05KSgpZjQAAOAzDMKwuAgAA1Gz37t3q16+fjhw5oiFDhujDDz+Uw+Goen779u1KS0vT0aNHdfHFF+v999+3sFoAgB0xUgkAQBjr3Lmz5syZI0las2aNnnnmmarnDMPQr3/9ax09elTx8fH6xz/+YVWZAAAbI1QCABDmbrnlFmVmZkqSZsyYoZKSEknSvHnztHr1aknSnDlzlJKSYlmNAAD7YvorAAARYNu2bUpLS9N3332nSy65RM8995z69+9f67RYAABChVAJAECEmDNnjmbMmCFJ6tKli3bt2qVmzZpp48aN6tWrl8XVAQDsilAJAECEOH78uM455xwVFhZWtf3pT3/S9OnTLawKAGB33FMJAECEaNKkia655pqqx+3bt9edd95pYUUAADBSCQBAxPj666911llnqaysrKptyZIlGj16tIVVAQDsjpFKAAAixJQpU1RWVqaYmBh169ZNknTrrbd6hUwAAEKNUAkAQARYvHix/vnPf0qS7r//fi1YsEAOh0N79uzRXXfdZXF1AAA7Y/orAABh7sCBAzrrrLP07bff6uyzz9b69evVpEkT3XLLLZo3b54cDoc++OADZWVlWV0qAMCGCJUAAIS5G264Qa+++qoaN26sjz/+WAMHDpQklZeX66yzztJXX32lXr16aePGjWrWrJnF1QIA7IbprwAAhLH33ntPr776qiRp2rRpVYFSklq2bKlnn31WkrRt2zY99NBDltQIALA3RioBAAhTR44cUf/+/VVSUqKePXtq06ZNNY5Ejh07Vq+//rqaNGmiTz75RAMGDLCgWgCAXTFSCQBAmJo+fbpKSkrkcDj0/PPP1zq1de7cuWrTpo2OHz+uyZMn68SJEyGuFABgZ4RKAADC0Jo1a6qmtt500011LsJz5pln6rHHHpMkrV+/Xk888URIagQAQGL6KwAAYee7777T2Wefra1bt6pTp07asmWLWrZsWe95w4cP18qVKxUXF6fNmzera9euwS8WAGB7hEoAAAAAgGlMfwUAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJhGqAQAAAAAmEaoBAAAAACYRqgEAAAAAJj2/wE2NglXUCZoaQAAAABJRU5ErkJggg==", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "hdb = hdbscan.HDBSCAN(min_samples=6, cluster_selection_method=\"leaf\", gen_min_span_tree=True)\n", + "hdb = HDBSCAN(min_samples=6, cluster_selection_method=\"leaf\")\n", "hdb.fit(X)\n", "\n", "plot_hdbscan(hdb, X)" @@ -964,25 +938,23 @@ }, { "cell_type": "code", - "execution_count": 52, + "execution_count": 28, "id": "76ba826c", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "iVBORw0KGgoAAAANSUhEUgAAA5UAAANiCAYAAADxP+1yAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjAsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvlHJYcgAAAAlwSFlzAAAPYQAAD2EBqD+naQAAcSFJREFUeJzt3XtclGX+//H3qHkAFEUMVERFTUuRcLHtm5JbpmVbllpZVkrpdrC2k7VpZdlhXb+7HbbsYFsZVvrTSinttEq1hvpbkyTULJBQkVLziDCjlnr//vAHMXGauZmZ+56Z1/Px8KFzzX1f8xngBt5e131dDsMwDAEAAAAAYEITqwsAAAAAAAQvQiUAAAAAwDRCJQAAAADANEIlAAAAAMA0QiUAAAAAwDRCJQAAAADANEIlAAAAAMA0QiUAAAAAwDRCJQAAAADAtKAKlb/88os+/fRT3XfffRo4cKDatm2rU045RfHx8Ro5cqQ+/PDDes/Pzs7WxRdfrNjYWLVq1Up9+vTRgw8+qIqKCtM1FRUVKSMjQwkJCWrRooUSEhKUkZGh4uJi030CAAAAQLBwGIZhWF2Ep7KzszVs2DBJUnx8vH73u98pMjJSmzdv1qZNmyRJN910k+bMmSOHw+F27jPPPKN77rlHDodD6enpiouLU05Ojnbt2qXevXtr1apVio2N9aqe1atXa/jw4XK5XOrbt6/69eunTZs26ZtvvlFkZKSys7N19tln++bNAwAAAIANBVWo/Oyzz/Tiiy/qzjvvVHp6uttzixYt0rXXXqvjx49r3rx5Gj9+fNVzeXl5+t3vfqcmTZpo2bJlGjFihCTJ5XJp5MiR+vTTTzVmzBi9++67HtficrnUq1cv/fjjj5o2bZpmzpxZ9dwDDzygv/3tb+rSpYsKCgrUqlWrRr5zAAAAALCnoAqVDZk0aZJee+01DR06VNnZ2VXtV111ld555x1NmjRJr7zyits527dvV1JSkk6cOKFvv/1Wffr08ei1XnzxRd1222067bTT9O2336pJk19nEp84cUKnn366CgsLNWfOHN18882+eYMAAAAAYDNBdU9lQ1JTUyVJO3bsqGr7+eefq+61HDduXI1zunbtqkGDBkmSsrKyPH6tymOvvvpqt0ApSU2aNNHYsWMlSUuWLPHiHQAAAABAcAmpULllyxZJUseOHavaCgsL5XK5JElpaWm1nlfZnpeX5/FrVR7ryz4BAAAAINg0s7oAX9m1a5cyMzMlSWPGjKlq37p1qySpbdu2at26da3ndunSxe3YhpSXl2vfvn2SpMTExHr73LNnj5xOpyIjIz3q2+l01tp+4sQJ7d27V5GRkYqIiKixEBEAAACA8GAYRtXAWWxsbI2Zk4EWEqHy2LFjuu6661RWVqbk5GS3exjLy8slqd5QFxUVJUk6dOiQR69X2Wd9/Vb2Wdmvp6Gy+nkAAAAAUJ/du3fr1FNPtbSGkJj+esstt+jTTz9V+/bt9e6776p58+ZWlwQAAAAAYSHoRyrvvPNOvfbaa2rXrp1WrFih0047ze35yimvdU0rlaSKigpJUps2bTx6zerTaOvqt7JPb/r97Xm/bY+Pj5d08n8jPB35BAAAABBanE6n4uLiJEkREREWVxPkoXLKlCl67rnn1LZtWy1fvrxq9dfqunXrJkk6ePCgysvLa72vsnK12MpjG9K6dWvFxMRo//79KikpUUpKSp19xsbGehUAPTk2MjKSUAkAAADAFmutBO3017/85S96+umnFR0dreXLl9e5Cmvv3r2r0ntubm6tx1S2DxgwwOPXrzzWl30CAAAAQLAJylA5depU/eMf/1B0dLRWrFihgQMH1nls8+bN9cc//lGStGDBghrPb9++XWvWrJEkjRo1yuMaKo9duHChTpw44fbciRMntGjRIknS6NGjPe4TAAAAAIJN0IXKhx56SP/7v/+rtm3bNhgoK02dOlUOh0Ovv/66Pvnkk6p2l8uliRMn6vjx4xozZoz69Onjdt6XX36pPn361GiXpIyMDHXq1EmFhYWaPn2623PTp09XYWGhEhISNH78eJPvFAAAAADsz2EYhmF1EZ5aunSpLrvsMklSWlqa+vbtW+txsbGxevLJJ93annnmGd1zzz1yOBwaMmSITj31VOXk5Gjnzp3q3bu3Vq1apdjYWLdz/vOf/+i8886TdHIvmN9avXq1hg8fLpfLpX79+qlfv37atGmTNm3apMjISGVnZ+vss8/2xVuX0+ms2m6koqKCeyoBAACAMGW3bBBUoTIzM1M33HBDg8d17dpV27Ztq9GenZ2tp556Sl9++aWcTqcSExN1xRVXaNq0abUu4NNQqJSkoqIiPf7448rOztaePXvUoUMHXXDBBXr44YfVo0cP795gPez2hQMAAADAGnbLBkEVKsOZ3b5wAAAAAFjDbtkg6O6pBAAAAADYB6ESAAAAAGAaoRIAAAAAYBqhEgAAAABgGqESAAAAAGAaoRIAAAAAYBqhEgAAAABgGqESAAAAAGAaoRIAAAAAYBqhEgAAAABgGqESAAAAAGAaoRIAAAAAYBqhEgAAAABgGqESAAAAAGAaoRIAAAAAYBqhEgAAAABgGqESAAAAAGAaoRIAAAAAYBqhEgAAAABgGqESAAAAAGAaoRIAAAAAYBqhEgAAAABgGqESAAAAAGAaoRIAAAAAYBqhEgAAAABgGqESAAAAAGAaoRIAAAAAYBqhEgAAAABgGqESAAAAAGAaoRIAAAAAYBqhEgAAAABgGqESAAAAAGAaoRIAAAAAYBqhEgAAAABgGqESAAAAAGAaoRIAAAAAYBqhEgAAAABgGqESAAAAAGAaoRIAAAAAYBqhEgAAAABgGqESAAAAAGAaoRIAAAAAYBqhEgAAAABgGqESAAAAAGAaoRIAAAAAYBqhEgAAAABgGqESAAAAAGAaoRIAAAAAYBqhEgAAAABgGqESAAAAAGAaoRIAAAAAYBqhEgAAAABgGqESAAAAAGAaoRIAAAAAYBqhEgAAAABgGqESAAAAAGAaoRIAAAAAYFozqwsAAFhj19Yyle12KTouQvHdo60uBwAABClCJQCEoTVLipS3vKTqcerwRJ0zuqeFFQEAgGDF9FcACDO7tpa5BUpJylteol1byyyqCAAABDNCJQCEmbLdLq/aAQAA6kOoBIAwEx0X4VU7AABAfQiVABBm4rtHK3V4oltb6oWJLNYDAABMYaEeAAhD54zuqaTUDqz+CgAAGo1QCQBhKr57NGESAAA0GtNfAQAAAACmESoBAAAAeKW4uFjz5s1TcXGx1aXABpj+CgAAAMBjxcXFSk5OlsvlUkREhDZu3KikpCSry4KFGKkEgCC1a2uZCv67U7u2llldCgAgjOTk5MjlOrm3scvlUk5OjsUVwWqMVAJAEFqzpEh5y0uqHqcOT9Q5o3taWJE5u7aWsQItAASZ9PR0RUREVI1UpqenW10SLEaoBAALNCZM7dpa5hYoJSlveYmSUjuYCmZWBbtQCcYAEG6SkpK0ceNG5eTkKD09namvIFQCQKA1NkyV7XbV2e5tKLQq2Pk6GAMAAispKYkwiSrcUwkAAVRXmPLmvsjouAiv2v1Zi1n1BWN/4P5TAAD8h5FKAAggX4wyxnePVurwRPcRxgsTvR7h8+WIp7d8FYw9wTRbAAD8i1AJAAHkqzB1zuieSkrt0Kh7IQMZ7H7LV8G4IUyzBQDA/wiVAOBDDS1648swFd89ulHBKFDBri6+CMYNsXI0FgCAcEGoBAAf8XSaZSDClKesrqWhYNzYlWmtHI0FACBcECoBwAe8nWbZ2FFGX7JTLdX54l5Iq0djAQAIB4RKAPABpln6li/vhbR6NBYAgFAXdFuKFBQUaPbs2crIyFBycrKaNWsmh8OhJ554os5zHA6HR3/eeOMNj+vIzMxssL9PPvnEF28ZQBBgmqVv+XrLkfju0ep9dkcCJQAAfhB0I5UvvfSSnn32Wa/OmTBhQp3PlZSU6PPPP5fD4dCQIUO8rqdHjx4aPHhwrc917tzZ6/4ABCemWfoWIR0AgOARdKGyX79+uvfee5WamqoBAwZo5syZevPNN+s9JzMzs87nJk+erM8//1wXXHCBunbt6nU9gwcPrrd/AOGDaZa+Q0gHACB4BF2onDRpktvjJk3Mz+A9cuSI/s//+T+SpIkTJzaqLgCNV1xcrJycHKWnpyspKcnqckyx66I3wYiQDgBAcAi6UOlLixcv1sGDBxUTE6PLL7/c6nKAsFZcXKzk5GS5XC5FRERo48aNQRss4TuEdAAA7C+sQ+XcuXMlSdddd51atGhhqo+ioiI99NBD+umnnxQVFaV+/fpp5MiRio2N9WWpQMjLycmRy3VyERaXy6WcnBxCJWytsXtoAgAQKsI2VG7btk2ff/65pMZNfV29erVWr17t1tayZUvNmDFD999/v9f9OZ1Or9qBUJGenq6IiIiqkcr09HSrSwLq5Is9NAEACBVBt6WIr7z++usyDENpaWnq37+/1+fHx8frwQcf1Nq1a7Vnzx4dOnRI69at0/jx43X06FFNnTpVM2fO9LrfqKioWv/ExcV53RcQTJKSkrRx40ZlZmYy9RW2Vtcemru2lllUEQAA1grLkcoTJ05Urdh64403murjoosu0kUXXeTWlpaWpnnz5iklJUVTpkzRY489pokTJxIIAQ8lJSURJmF79e2hyTRYAEA4CsuRyuzsbJWUlKhVq1YaN26cz/u/8847FRsbq6NHj2r58uVenVtRUVHrn927d/u8TgCA99hDEwAAd2EZKisX6BkzZoyio33/v8pNmzZVr169JEmlpaVenRsZGVnnHwCA9Sr30KyOPTQBAOEs7Ka/7t+/X++9954k/+5NuW/fPklS69at/fYaAOyJVUFDH3toAgDwq7ALlfPnz9fRo0fVo0cPDRkyxC+vsX79ehUWFkqSzjrrLL+8BgB7YlXQ8MEemgAAnBR2018rp77eeOONcjgc9R6blZWlPn36aOjQoW7tLpdLL7zwgsrLy2uc88UXX2jMmDGSpMGDBxMqgTDCqqAAACAcBd1I5fr16zV58uSqx99//70k6eWXX9YHH3xQ1Z6VlaWOHTu6nZuXl6evv/5aTZs2VUZGRoOvVVZWpoKCAh05csSt/eeff9btt9+uKVOmKDU1VYmJiTp27JgKCwu1adMmSVJycrLefvtts28TQBBiVVAAABCOgi5UHjp0SGvXrq3RXlpa6rYoztGjR2scUzlKeeGFF6pTp06ma4iIiND06dOVm5ur7777Tt98840OHz6sdu3a6YILLtCVV16pjIwMNW/e3PRrAAg+rAoKX+G+XABAMHEYhmFYXQQa5nQ6FRUVJenktiOsBgvYU417Ki9M1DmjuKcSntm1tUy5H27T9k37qtq4LxcA8Ft2ywZBN1IJAHbGqqAw67f/IVEpb3mJklI78LUEALAtQiUA+BirgsJbtS3yVB335QIA7CzsVn8FAMBu6lrkqRL35QIA7IxQCQCAxeoLjakXJjJKCQCwNaa/AghprKKJYBDfPVqpwxPdpsB27RejtD925+sWAGB7hEoAtmc2GNZYiZVVNGFjLPIEAAhWhEoAtmY2GNa28AmraMLuWOQJABCMuKcSgG3VFQx3bS1r8Ny6Fj5paEEUAAAAeIdQCcC2GhMM61r4hFU0AQAAfItQCcC2GhMMKxc+qY5VNAEAAHyPeyoB2FZtK2J6EwxZ+AQAAMD/HIZhGFYXgYY5nU5FRUVJkioqKhQZGWlxRUDgsC0IAADAr+yWDRipBGB7rIgJAABgX9xTCQAAAAAwjVAJAAAAADCNUAkAAAAAMI1QCQAAAAAwjVAJAAAAADCNUAkAAAAAMI1QCQAAAAAwjVAJAAAAADCNUAkAAAAAMK2Z1QUAAABzdm0tU9lul6LjIhTfPdrqcgAAYYpQCQBAEFqzpEh5y0uqHqcOT9Q5o3taWBEAIFwx/RUAgCCza2uZW6CUpLzlJdq1tcyiigAA4YxQCQBAkCnb7fKqHQAAfyJUAgAQZKLjIrxqBwDAnwiVAAAEmfju0UodnujWlnphIov1AAAswUI9AADTiouLlZOTo/T0dCUlJVldTlg5Z3RPJaV2YPVXAIDlCJUAAFOKi4uVnJwsl8uliIgIbdy4kWAZYPHdo2sNk2w1AgAIJEIlAMCUnJwcuVwnF4ZxuVzKyckhVNoAW40AAAKNeyoBAKakp6crIuLkwjARERFKT0+3uCKw1QgAwAqESgCAKUlJSdq4caMyMzOZ+moTbDUCALAC018BAKYlJSURJm2ErUYAAFZgpBIAgBDBViMAACswUgkAQAhhqxEAQKARKgEACDF1bTUCAIA/ECoBAAgx7FMJAAgkQiUAACGEfSpRaeeWAh3Y+YPadeysjr16W10OgBBGqAQAIETUtU9lUmoHRizDzBfzX9e6pYurHg8cOUbnXnuDhRUBCGWs/gogYHZtLVPBf3eyETvgJ+xTCenkCGX1QClJ65Yu1s4tBRZVBCDUMVIJICCYkgf4H/tUQpIO7PyhznamwQLwB0YqAfhdXVPyGLEEfIt9KiFJ7Tp29qodABqLkUoAflfflDx+2QV8i30q0bFXbw0cOcb9nsrLrmCUEoDfECoB+J0nU/LYAgHwHfapxLnX3qBeZ53D6q8AAoJQCcDvKqfkud1TWW1KHvdbAoD3GtoypGOv3oRJAAFBqAQQEHVNyWMLBADwHluGALATFuoBEDDx3aPV++yObmGRLRAAwDtsGWJvxcXFmjdvnoqLi60uBQgYRioBWIotEADAO2wZYl/FxcVKTk6Wy+VSRESENm7cqKSkJKvLAvyOkUoAlmILBPvbuaVAm7/4jFEQwCbYMsS+cnJy5HKdnGnjcrmUk5NjcUVAYDBSCcBybIFgX9y3BdgPW4bYV3p6uiIiIqpGKtPT060uCQgIh2EYhtVFoGFOp1NRUVGSpIqKCkVGRlpcEYBQt3NLgRY8NKVG+7gnnuKXV8AGGlr9FdYoLi5WTk6O0tPTmfoKv7FbNmCkEgBQK+7bAuyNLUPsKSkpiTCJsEOoBADUivu2gODAiCUAqxEqAQC14r4twP647xmAHRAqAQB1OvfaG9TrrHMYBQFsqK79KnuddQ7XKoCAIlQCAOrFfVuAPXHfMwC7YJ9KAACAIMR9zwDsglAJAAAQhCrve66O+54BWIF9KoOE3faiAQAA9sDqr0D4sVs24J5KAACAIMZ9zwCsxvRXAAAAAIBphEoAAAAAgGmESgAAAACAaYRKAAAAAIBpLNQDIGB2bS1T2W6XouMiFN892upyAPwG1ygAwAxCJYCAWLOkSHnLS6oepw5P1Dmje1pYEYDquEYBAGYx/RWA3+3aWub2y6ok5S0v0a6tZRZVBKC6uq7Rzat/tKgiAEAwIVQC8Luy3S6v2gEEVl3X4udvfqc1S4oCXA0AINgQKgH4XXRchFftAAKrvmuRWQUAgIYQKgH4XXz3aKUOT3RrS70wkYVAAJuo7RqtjlkF9rJzS4E2f/GZdm4psLoUAJDEQj0AAuSc0T2VlNqBlSUBmzpndE+1jYvQ529+V+M5ZhXYxxfzX9e6pYurHg8cOUbnXnuDhRUBACOVAAIovnu0ep/dkUAJ2NQZgzoxq8DGdm4pcAuUkrRu6WJGLAFYjpFKAABQhVkF9nVg5w91tnfs1TvA1QDArwiVAADATXz3aMKkDbXr2NmrdgAIFKa/AgB8hgVEAP/p2Ku3Bo4c49Y28LIrGKUEYDmHYRiG1UWgYU6nU1FRUZKkiooKRUZGWlwRALhjAREgMHZuKdCBnT+oXcfOBEogTNktGzD9FQDgsbp+ma1rAZFeZ53DL72Aj3Xs1ZvrCoCtECoBAB6pbySSBUQAAAhf3FMJAGhQQ1sZNLSACPdaAgAQuoIuVBYUFGj27NnKyMhQcnKymjVrJofDoSeeeKLOc2bMmCGHw1Hvn+++q7nZsyeKioqUkZGhhIQEtWjRQgkJCcrIyFBxcbHZtwgAtlPfSKRU/wIiX8x/XQsemqKPX3haCx6aoi/mv+73egEAQOAE3fTXl156Sc8++6ypc1NSUnTmmWfW+lx0tPdLp69evVrDhw+Xy+VS3759NXjwYG3atEnz5s3Tu+++q+zsbJ199tmmagUAO/FkK4Nzr71Bvc46x+2eS+61BAAg9AVdqOzXr5/uvfdepaamasCAAZo5c6befPNNj869/PLLNWPGDJ/U4XK5dNVVV8nlcmnatGmaOXNm1XMPPPCA/va3v+mqq65SQUGBWrVq5ZPXBACrVI5Eut1TWctWBr9dQIR7LQEACH1BFyonTZrk9rhJE2tm8GZmZurHH3/UaaedVmPq7RNPPKHFixersLBQb7zxhm6++WZLagQAX6ptJLIhbNYOAEDoC7p7Ku0iKytLknT11VfXCLZNmjTR2LFjJUlLliwJeG0A4C8de/XWGeee7/EoI5u1AwAQ+oJupLIx1q9fr6lTp2r//v2Kjo5WamqqLr30UrVu3drrvvLy8iRJaWlptT5f2V55nKecTqdX7QBgd2ZGOAEAQPAIq1C5bNkyLVu2zK0tOjpazz33nMaPH+9xP+Xl5dq3b58kKTExsdZjunTpIknas2ePnE6nIiMjPeo7KirK4zoAIFiwWTsAAKErLKa/9ujRQzNnzlReXp7279+v/fv3a9WqVbrkkktUVlamCRMmaP78+R73V15eXvXvusJi9XB46NAh88UDAAAAgI2FxUjl9ddfX6Nt0KBBWrZsme644w7Nnj1bd999t6688ko1b97cggp/VVFRUWu70+lUXFxcgKsBAAB2snNLAVPJAdhOWITK+syYMUMvvvii9uzZo7Vr1yo9Pb3Bc6rfg1nXvY7Vw2GbNm08rsfTabIAACC8fDH/dfdtfUaO0bnX3mBhRQBwUlhMf61PTEyMTj31VElSaWmpR+e0bt1aMTExkqSSkpJaj9mxY4ckKTY2lqAIAAAaZeeWArdAKUnrli7Wzi0FFlUEAL8K+1B5/PhxlZWVSZJXq8AOGDBAkpSbm1vr85XtlccBABAsdm0tU8F/d2rX1jKrSwk7O7cUaPMXn9UIiwd2/lDr8XW1A0Aghf3016VLl8rlcsnhcNS5PUhtRo0apezsbC1cuFCPPPKI216VJ06c0KJFiyRJo0eP9nnNgN0VFxcrJydH6enpSkpKsrocAF5Ys6RIect/nYWTOjxR54zuaWFF4aO+6a3tOnau9Zy62gEgkEJ+pLKkpERvvfWWjhw5UuO59957T5MmTZIkXXvttYqPj3d7/ssvv1SfPn3Up0+fGudmZGSoU6dOKiws1PTp092emz59ugoLC5WQkODVViVAKCguLlZycrIyMjKUnJys4uJiq0uCTdQ1AgP72LW1zC1QSlLe8hJGLAOgoemtHXv11sCRY9yeH3jZFSzWA8AWgm6kcv369Zo8eXLV4++//16S9PLLL+uDDz6oas/KylLHjh21f/9+XX/99br11luVmpqqzp076/Dhw9q8ebO2bNkiSTrvvPP00ksv1Xgtl8ulgoLaf/mJiIjQ22+/reHDh2vmzJlaunSp+vXrp02bNmnTpk2KjIzUO++8o1atWvny7QO2l5OTI5fLJenkNZSTk8NoJVhgJEiU7XbV2R7fPTrA1YSX+qa3VgbHc6+9Qb3OOofVXwHYTtCFykOHDmnt2rU12ktLS90W2jl69KgkqUuXLrr//vu1bt06FRUVaf369fr5558VGxurSy65ROPGjdPYsWPdpq96atCgQcrPz9fjjz+u7OxsLV68WB06dND48eP18MMPq0ePHubfKBCk0tPTFRERIZfLpYiICI9WVEZoq2sEptdZ5/BLsc1Ex0V41Q7f8XR6a8devbluANiOwzAMw+oi0DCn06moqChJJ7crYUVZ2Bn3VKK6zV98po9feLpG+4jb7tEZ555vQUWoT417Ki9M1DmjuKcyEGqM6F92hc4dl2FdQQBsy27ZIOhGKgHYX1JSEmESVVhgJLicM7qnklI7qGy3S9FxEUx7DSCmtwIIVoRKAIBfVS4w8tsRGH5htq/47tGESYswvRVAMGL6a5Cw2xA3AHhr55YCRmAAAPABu2UDRioBAAHBCAwAAKEp5PepBAAAAAD4D6ESAAAAAGAaoRIAAAAAYBqhEgAAAABgGqESAAAAAGAaoRIAAAAAYBqhEgAAAABgGqESAAAAAGBaM6sLAAAAsLOdWwp0YOcPatexszr26m11OQBgO4RKAACAOnwx/3WtW7q46vHAkWN07rU3VD0mcAIAoRIAAKBWO7cUuAVKSVq3dLF6nXWOOvbq3WDgBIBwwT2VAAAAtTiw84c62+sKnDu3FASiNACwFUIlAABALdp17Fxne32BEwDCDaESAGBLO7cUaPMXnzHyA8t07NVbA0eOcWsbeNkV6tird72BEwDCDfdUAgBsh3vVYBfnXnuDep11To3FeCoDp9vX6f8PnAAQbhyGYRhWF4GGOZ1ORUVFSZIqKioUGRlpcUUA4B87txRowUNTarSPe+IpfmGH7bD6KwAr2C0bMFIJALCV+u5V45d22E3HXr35ugQQ9rinEgBgK9yrBgBAcCFUAgBspb7FUQAAgP1wT2WQsNu8aQDwN+5VAwCgdnbLBtxTCQCwJe5VAwAgODD9FQAAAABgGqESAAAAAGAaoRIAAAAAYBr3VAIAgg6L+AAAYB+ESgBAUPli/utat3Rx1eOBI8fo3GtvsLAiAADCG9NfAQBBY+eWArdAKUnrli7Wzi0FPut/8xef+aw/BD++JgCgYYxUAgCCxoGdP9TZ3thpsIyA4rf4mgAAzzBSCQAIGu06dvaq3VP+HgFF8OFrAgA8R6gEAASNjr16a+DIMW5tAy+7otGjlPWNgMI7oTJdlK8JAPAc018BAEHl3GtvUK+zzvHp6q/+GAENxxVqAzld1N8fX3+NigNAKCJUAgCCTsdevX0aJCpHQN0CUSNGQMPxXry6pov2Ouscn4e+QHx8ff01AQChjFAJAIB8NwIayHDlSS2BGi315yJK1QXy4+uPUXEACEWESgAA/j9fjIAGKlw1JNCjpYGaLhroj6+vR8UBIBSxUA8AAD5kh3vxrFi51F+LKP2WHT6+AAB3jFQCAOBDdrgXz6rR0kBMF7XDxxcA4I5QCQCAj1l9L56Vo3mBmC5q9ccXAODOYRiGYXURaJjT6VRUVJQkqaKiQpGRkRZXBACwsxr3VF52hc4dl2FdQQAAn7FbNmCkEgCAEFQ5mrc1L1eS1D01zeKKAAChilAJAIDNmd0aZMuXa6pGK//v4v8TFvtlAgACj1AJAICNmd0axE77ZQIAQhtbigAAYFON2RqkvhVgAQDwJUIlAAA21ZhgyH6OAIBAIVQCAGBTjQmGlfs5Vsd+jgAAf+CeSgAAbKoyGP52axBPgyH7OQIAAoF9KoOE3faiAQAEjtnVXwEAoclu2YCRSgAAbK5jr96ESQCAbREqAQCAXzHSCgChjVAJAAD8xuw+mwCA4MHqrwAAwC8as88mACB4ECoBAIBfNGafTQBA8CBUAgAAv2jMPpsAgOBBqAQAAH5Ruc9mdd7sswkACA7sUxkk7LYXDQAAnmL1VwDwLbtlA1Z/BQAAfsU+mwAQ2pj+CgAAAAAwjVAJAAAAADCNUAkAAAAAMI1QCQAAAAAwjVAJAAAAADCNUAkAAAAAMI1QCQAAAAAwjVAJAAAAADCNUAkAAAAAMI1QCQAAAAAwjVAJAAAAADCNUAkAAAAAMI1QCQAAAAAwjVAJAAAAADCNUAkAAAAAMI1QCQAAAAAwjVAJAAAAADCNUAkAAAAAMI1QCQAAAAAwjVAJAAAAADAt6EJlQUGBZs+erYyMDCUnJ6tZs2ZyOBx64oknaj3+xIkTWrNmjR5++GENHjxY7du31ymnnKLY2FgNGzZM8+fPl2EYXteRmZkph8NR759PPvmksW8XAAAAAGytmdUFeOull17Ss88+6/HxxcXFGjRokCQpJiZGaWlpateunYqLi5Wdna3s7GwtXLhQixcvVvPmzb2up0ePHho8eHCtz3Xu3Nnr/gAAAAAgmARdqOzXr5/uvfdepaamasCAAZo5c6befPPNOo93OBw6//zzdd9992nYsGFq2rRp1XMrV67UH//4R33wwQeaNWuWHn74Ya/rGTx4sDIzM828FQAAAAAIekEXKidNmuT2uEmT+mfw9ujRQ59++mmtzw0ZMkRTp07V9OnT9cYbb5gKlQAAAAAQzoLunkpfS01NlSTt2LHD4koAAAAAIPgE3Uilr23ZskWS1LFjR1PnFxUV6aGHHtJPP/2kqKgo9evXTyNHjlRsbKwvywQAAAAAWwrrUOlyufTcc89JksaMGWOqj9WrV2v16tVubS1bttSMGTN0//33e92f0+n0qh0AAAAArBTW018nT56srVu3qlOnTnrggQe8Ojc+Pl4PPvig1q5dqz179ujQoUNat26dxo8fr6NHj2rq1KmaOXOm1zVFRUXV+icuLs7rvgAAAADA38I2VD7++OOaN2+eWrZsqbffflvt27f36vyLLrpITzzxhM466yzFxsaqdevWSktL07x58/Tkk09Kkh577DHt3r3bH+UDAAAAgC2EZah8+umn9fDDD6tFixbKysqq2sfSV+68807Fxsbq6NGjWr58uVfnVlRU1PqHcAoAAADAjsLunsrZs2drypQpat68uRYvXqyLLrrI56/RtGlT9erVS3v37lVpaalX50ZGRvq8HgAAAADwl7AKlS+88ILuuOOOqkD5xz/+0W+vtW/fPklS69at/fYaAAAA/pBXckBb9zrVPTZSqYntrC4HgM2FTaicM2eObr/99qpAeckll/jttdavX6/CwkJJ0llnneW31wEAAPC1WR9/qzkri6se3zIkSVNHnG5hRQDsLizuqXzllVc0efJkrwNlVlaW+vTpo6FDh7q1u1wuvfDCCyovL69xzhdffFG1PcngwYMJlQAAIGjklRxwC5SSNGdlsfJKDlhUEYBgEHQjlevXr9fkyZOrHn///feSpJdfflkffPBBVXtWVpY6duyor7/+WjfffLMMw1BSUpLeffddvfvuu7X2nZmZ6fa4rKxMBQUFOnLkiFv7zz//rNtvv11TpkxRamqqEhMTdezYMRUWFmrTpk2SpOTkZL399tu+eMsAAAABsXVv7ftib93rZBosgDoFXag8dOiQ1q5dW6O9tLTUbVGco0ePSpIOHjwowzAkSd99952+++67Ovv+baisS0REhKZPn67c3Fx99913+uabb3T48GG1a9dOF1xwga688kplZGSoefPmXrwzAAAAa3WPrX3BwLraAUCSHEZl4oKtOZ1ORUVFSTq57QirxAIAAH/47T2Vtw5J0v3cUwnYit2yQdCNVAIAAMB/po44XRf2jWf1VwAeI1QCAADATWpiO8IkAI+FxeqvAAAAAAD/IFQCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMa2Z1AQAAAAh9eSUHtHWvU91jI5Wa2M7qcgD4EKESAAAAfjXr4281Z2Vx1eNbhiRp6ojTLawIgC8x/RUAAAB+k1dywC1QStKclcXKKzlgUUUAfI1QCQAAAL/ZutfpVTuA4EOoBAAAgN90j430qh1A8CFUAgAAwG9SE9vpliFJbm23DklisR4ghLBQDwAAAPxq6ojTdWHfeFZ/BUIUoRIAAAB+l5rYjjAJhCimvwIAAAAATGOkEkBoKM2V9hVJ7XtKCWlWVwMAABA2CJUAgt+KR6TV//z18aC7pGGPWlUNAABAWGH6K4DgVprrHiilk49Lc62oBgAAIOwQKgEEt31F3rUDAADApwiVAIJb+57etQMAAMCnCJUAgltC2sl7KKsbdDeL9QCAj+SVHNCS9aXKKzlgdSkAbIqFegAEv2GPSqdfyuqvAOBjsz7+VnNWFlc9vmVIkqaOON3CigDYEaESQGhISCNMAoAP5ZUccAuUkjRnZbEu7Buv1MR2FlVlb3klB7R1r1PdYyP5GCGsECoBAABQw9a9zjrbCUw1MaqLcMY9lQAAAKihe2ykV+3+Zud7O+sa1bVjrYA/MFIJAACAGlIT2+mWIUluYenWIUmWjFLafRSQUV2EO0IlAAAAajV1xOm6sG+8pfcJBsO9nXYb1QUCjemvAAAAqFNqYjuNHpBgWYCrbxTQLipHdauzalQXsAIjlQAAALCtYBkFrG1Ul9VgES4IlQAAALAtO93b2ZDUxHZVddn9PlDAlxyGYRhWF4GGOZ1ORUVFSZIqKioUGWmv/50DAADwp2Aa9csrOaBRL66p0Z41+Rzb147gYLdswEglAAAAbK/6KKDdsRoswg0L9QAAAAA+FCz3gQK+QqgEAAAAfIjVYBFumP4KAAAA+Jgd9vgEAoVQCQAAAPhBMN0HCjSGR6HyyJEjatmypb9rAQAAAOADwbRaLoKfR/dUJicn64svvvB3LR4pKCjQ7NmzlZGRoeTkZDVr1kwOh0NPPPFEg+dmZ2fr4osvVmxsrFq1aqU+ffrowQcfVEVFhel6ioqKlJGRoYSEBLVo0UIJCQnKyMhQcXFxwycDAAAAPjbr42816sU1uuftfI16cY1mffyt1SUhxHkUKr///nudf/75uu222+R01r5EcqC89NJLuuOOOzRv3jxt2rRJx48f9+i8Z555RsOGDdMnn3yivn376tJLL1VZWZlmzpyptLQ07d271+taVq9erZSUFM2bN09t27bVqFGj1LZtW82bN0/9+/fXf//7X6/7BAAAAMzKKzmgOSvdBzfmrCxWXskBiypCOPAoVCYlJenEiROaM2eO+vXrp+XLl/u7rjr169dP9957r+bPn69vv/1W119/fYPn5OXlacqUKWratKk+/PBDrVy5Um+//ba+//57DR06VAUFBbrlllu8qsPlcumqq66Sy+XStGnTtGnTJi1cuFCbNm3StGnT5HQ6ddVVV+nw4cNm3yoAAAD+v7ySA1qyvjQg4SiQr+Vr9e2RCfiLR/dUbty4UQ8++KCee+45bd++XSNGjNCECRP0zDPPKDo62t81upk0aZLb4yZNGs7Ff/vb32QYhm644QaNGDGiqj0iIkKvvfaakpKStHjxYn333Xfq06ePR3VkZmbqxx9/1GmnnVZj6u0TTzyhxYsXq7CwUG+88YZuvvlmj/oEAABATbM+/tZt9O2WIUmaOuL0oH8tf2CPTFjBo5HKVq1a6emnn9bq1at1xhlnyDAMzZs3T2eccYaWLl3q7xob5eeff9aHH34oSRo3blyN57t27apBgwZJkrKysjzut/LYq6++ukawbdKkicaOHStJWrJkiam6AQAAENjpnKEwdZQ9MmEFj0Jlpd///vfKy8vT9OnT1axZM+3cuVOjRo3SNddcY+qexEAoLCyUy+WSJKWlpdV6TGV7Xl6ex/1WHuvLPgEAAOAukNM5Q2Xq6NQRpytr8jl6+qoUZU0+R/cH0UgrgpPX+1SecsopevTRR3XFFVfoxhtv1FdffaW3335bn376qR544AHFxMQ02Mf48eNNFWvG1q1bJUlt27ZV69ataz2mS5cubsc2pLy8XPv27ZMkJSYm1tvnnj175HQ6FRnp2ZSDuhZCsnqBJAAAACsEcjpnKE0dZY9MBJLXobJScnKy1q5dq6efflrTp0/X3r17NWXKlAbPczgcAQ2V5eXlklRvqIuKipIkHTp0yKs+6+u3ss/Kfj0NldXPAwAACHeV0zmrT0v113TOQL4WEEpMh0rp5AqohYWFOnr0qBwOhwzD8FVdAAAAgKST0zkv7BuvrXud6h4b6deQF8jXAkKF6VD50Ucf6ZZbbtEPP/wgSerZs6dmzZrl0fTXQKqc8lrf9NGKigpJUps2bbzqs75+K/v0pt/fnled0+lUXFycx/0AAACEkkBO52TqKOAdr0PlgQMHdMcdd2jBggUyDENNmzbV3Xffrccee0wtW7b0R42N0q1bN0nSwYMHVV5eXut9lTt27HA7tiGtW7dWTEyM9u/fr5KSEqWkpNTZZ2xsrMdTX6X6p+kCAAAAgN14tfrru+++qzPOOKMqUPbr10//9//+X/3973+3ZaCUpN69eysiIkKSlJubW+sxle0DBgzwuN/KY33ZJwAAAAAEG49C5U8//aQrrrhCY8eO1e7du9WsWTNNnz5dX331VZ1bathF8+bN9cc//lGStGDBghrPb9++XWvWrJEkjRo1yuN+K49duHChTpw44fbciRMntGjRIknS6NGjTdUNAAAAAMHAo1B5+umnKysrS4ZhaMCAAVq3bp0effRRnXLKKf6uzyemTp0qh8Oh119/XZ988klVu8vl0sSJE3X8+HGNGTNGffr0cTvvyy+/VJ8+fWq0S1JGRoY6deqkwsJCTZ8+3e256dOnq7CwUAkJCQFd6RYAAAAAAs1heLBka5MmTdSiRQs98sgjuu+++9S0adNA1Far9evXa/LkyVWPv//+e+3du1cJCQnq3LlzVXtWVpY6duxY9fiZZ57RPffcI4fDoSFDhujUU09VTk6Odu7cqd69e2vVqlWKjY11e63//Oc/Ou+88ySp1pVtV69ereHDh8vlcqlfv37q16+fNm3apE2bNikyMlLZ2dk6++yzffK+nU5n1XYjFRUV3HsJWKU0V9pXJLXvKSXYe6YGAAAITXbLBh4t1PM///M/mjt3rnr37u3vehp06NAhrV27tkZ7aWmpSktLqx4fPXrU7fm7775bycnJeuqpp/Tll1/K6XQqMTFR06ZN07Rp02pdwKchgwYNUn5+vh5//HFlZ2dr8eLF6tChg8aPH6+HH35YPXr08P4NAnYXzqFqxSPS6n/++njQXdKwR62qBgACJq/kAFtsAKiTRyOVhmHI4XAEoh7UwW7/G4EwFc6hqjRXenVozfZJn4ZfuAYQVmZ9/K3mrCyuenzLkCRNHXG6hRUBsFs28OieSgIlAJXmugdK6eTj0tpXQA45+4q8aweAEJBXcsAtUErSnJXFyis5YFFFAOzIqy1FAISxcA9V7Xt61w4AIWDrXqdX7QDCE6ESgGfCPVQlpJ2c7lvdoLuZ+gogpHWPrX1KXV3tAMKTRwv1AEBVqHK7pzLMQtWwR6XTLw3fhYoAhJ3UxHa6ZUiS2xTYW4cksVgPADceLdQD69ntZlyEsXBe/RUAwlSwrf4abPUC3rJbNiBUBgm7feEAAADY0W9Xqx2V2knPjE21sCLA9+yWDZj+CgAAgJBQ22q1WXk/SpJtgiWjqAhFhEoAAACEhLpWpc3K+1Hj/6eb5SGOPT8Rqlj9FQAAACGhvlVpKwNnXskBLVlfGvC9NtnzE6GMkUoA4YkFhwAg5KQmttOo1E5VU16r6x4baelIYX17flo9ggo0FqESQPhZ8chvtka56+R2IQCAoFd572T1YHnrkCRJqnWk8MK+8QEJdez5iVBGqAQQXkpz3QOldPLx6ZcyYgkAIeKZsaka/z/d3BbEWbK+tNZjAzVSyJ6fCGWESgDhZV9R3e2ESgAIGamJ7dwCmx1GCqeOOF0X9o1n9VeEHBbqARBe2vf0rh0AEBIqRwqrs2KkMDWxnUYPSCBQIqQwUgkgvCSknbyH0u2eyrsZpQSAMMBIIeAfDsMwDKuLQMOcTqeioqIkSRUVFYqM5KZuoFFY/RUAgk5eyQECISD7ZQNGKgGEp4Q0wiQABBErtwMBUD/uqQQAAICt5ZUcqHU7kLySAxZVBKA6QiUAAABsbetep1ftAAKL6a8AAACwNTtsB2IF7iFFsCBUAgAAwNYqtwOpPgXWiu1AAol7SBFMWP01SNhthScAAIBAC5eRu7ySAxr14poa7VmTzwnp9w3P2S0bMFIJAACAoJCa2C4sQlV995CGw/tH8GGhHgAAAMBGwvUeUgQvQiUAAABgI5X3kFYX6veQIrgx/RUAAACwmakjTteFfePD4h5SBD9CJQAAAGBD4XIPKYIf018BAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESphWnFxsebNm6fi4mKrSwEAAABgkWZWF4DgVFxcrOTkZLlcLkVERGjjxo1KSkqyuiwAAAAAAcZIJUzJycmRy+WSJLlcLuXk5FhcEQAAAAArECphSnp6uiIiIiRJERERSk9Pt7giAAAAAFZg+itMSUpK0saNG5WTk6P09HSmvgIAAABhilAJ05KSkgiTAAAAQJgjVAIAACBs5JUc0Na9TnWPjVRqYjurywFCAqESAAAAYWHWx99qzspft0K7ZUiSpo443cKKgNDAQj0AAAAIeXklB9wCpSTNWVmsvJIDFlUEhA5CJQAAAELe1r1Or9rxq7ySA1qyvpQAjjox/RUId6W50r4iqX1PKSHN6mpCCx9bALCN7rGRXrXjJKYMwxOESiCcrXhEWv3PXx8Puksa9mj95xCUPGPmYwsA8JvUxHa6ZUiSW0C6dUgSi/XUo64pwxf2jefjBjeESiBclea6hx7p5OPTL607LBKUPGPmYwsA8LupI07XhX3jWf3VQ/VNGeZjh+q4pxIIV/uKvGuvKyiV5jb8WqW5Uv5Cz44NBd5+bAEAAZOa2E6jByQQijzAlGF4ilAJhKv2Pb1rNxuUVjwivTpUyrr55N8rHvG8xmDl7ccWAAAbqpwyXB1ThlEbpr8C4Soh7eT0VbfprHfXPT3TTFAK12mg3n5sAQCwKaYMwxOESiCcDXv0ZMDzZOEdM0GpvtHNUA9Y3nxsAQCwsdTEdoRJ1ItQCYS7hDTPA4+3QSncp4F687EFACiv5AAjYkAQIlQC8I43QYlpoAAAD7EfIhC8HIZhGFYXgYY5nU5FRUVJkioqKhQZyapbCCLsbQkAqEdeyQGNenFNjfasyecwYgnUwm7ZgJFKAP7HNFAAQD3YDxEIbmwpAgAAAEuxHyIQ3AiVQCgqzZXyF578GwAAm2M/RCC4Mf0VCDUrHvnNwjh3nVy1NVhxPyYAhAX2QwSCFwv1BAm73YwLmyrNlV4dWrN90qfBGchCLSADAAD4gN2yAdNfgVCyr8i7djsrzXUPlNLJx0zpBQAAsBVCJRBK2vf0rt3OQikgAwAAhDBCJRBKEtJOThGtbtDdwTn1NZQCMgAAQAhjoR4g1Ax7VDr90uBf3KYyILvdUxmkARkAACCEsVBPkLDbzbhAwLD6KwAAgBu7ZQNGKgHYW0IaYRIAAMDGuKcSAAAAAGAaI5UAAAAIOnklB7R1r1PdYyOVmtjO6nKAsEaoBAAAQFCZ9fG3mrOyuOrxLUOSNHXE6RZWBIQ3pr8CAAAgaOSVHHALlJI0Z2Wx8koOWFQRAEIlAAAAgsbWvU6v2gH4H9NfAQQ/th0BgLDRPbb2rRPqagfgf4xUAqhbaa6Uv/Dk33a14hHp1aFS1s0n/17xiNUVAQD8KDWxnW4ZkuTWduuQJBbrASzkMAzDsLoINMxuG5wiDKx4RFr9z18fD7pLGvaoVdXUrjT3ZJD8rUmf+n7EktFQALAVVn9FOLNbNmD6K4CaSnPdA6V08vHpl9orUO0rqrvdl3UGQ8AGgDCTmtiOMAnYBNNfAdRUX1izk/Y9vWs3o66AbecpwQAAAAFEqARQUyDCmi8kpJ0cNaxu0N2+HaUMloANAABgEaa/AqipMqy5Tfn0cVjzlWGPnpyW66/7HYMlYAMAAFgkbEYqt23bJofD4dGfL774wqM+Z8yY0WBf3333nZ/fGVCNL1drHfboyQVvRr188u9hMxrfp78kpEkpV/sn9AZiNBQAACCIhc1IZVRUlCZMmFDn85s3b9a6devUunVr/e53v/Oq75SUFJ155pm1PhcdHe1VX4Bp/lhMJiGN8CT5fzQUAAAgiIVNqIyNjVVmZmadz1988cWSpKuvvtrrJXkvv/xyzZgxoxHVAY0ULKu1BjMCNgAAQK3CZvprfX744Qf9+9//liRNnDjR4moAE1hMBgAAABYhVErKzMzUiRMn1LdvX/3+97+3uhzAeywmAwAAAIuEzfTX+lROizU7Srl+/XpNnTpV+/fvV3R0tFJTU3XppZeqdevWPqwSqEcwrdYKAACAkBL2oXLlypUqKipS8+bNdf3115vqY9myZVq2bJlbW3R0tJ577jmNHz/eq76cTqdX7UAVFpMBAACABcI+VM6dO1eSNHLkSMXGxnp1bo8ePTRz5kyNGDFCXbt2lXRyFdlZs2bpgw8+0IQJE9S0aVNde+21HvcZFRXlVQ2AGxaTAQAAQIA5DMMwrC7CKocOHVLHjh3lcrn00UcfacSIET7r+4477tDs2bPVoUMHlZaWqnnz5h6d53A4GjymoqLC6xVqAQAAAIQGp9NZNRhlh2wQ1gv1LFy4UC6XSwkJCbrwwgt92veMGTPUtGlT7dmzR2vXrvX4vIqKilr/7N6926f1AQAAAIAvhPX018qprxkZGWrSxLf5OiYmRqeeeqp27typ0tJSj8+z+n8ZAAAAAMAbYTtSuXnzZq1du1YOh0M33HCDz/s/fvy4ysrKJIlVYAEAAACErLANla+99pok6bzzzlNSUpLP+1+6dKlcLpccDofS0lg4BQAAAEBoCstQ+csvv+itt96S1PDelM8//7z69OlTY2uQkpISvfXWWzpy5EiNc9577z1NmjRJknTttdcqPj7eR5UDAAAAgL2E5T2VH3zwgX766Se1bdtWo0ePrvfYvXv3qqCgoEYw3L9/v66//nrdeuutSk1NVefOnXX48GFt3rxZW7ZskXRyFPSll17y2/sAAAAAAKuFZaisXKBn3Lhxatmypak+unTpovvvv1/r1q1TUVGR1q9fr59//lmxsbG65JJLNG7cOI0dO9bnCwABAAAAgJ2E9T6VwcRue9EAAAAAsIbdsgHDaAAAAAAA0wiVAAAAAADTCJUAAAAAANPCcqEeAEGuNFfaVyS17yklsA8sAACAlQiVAILLikek1f/89fGgu6Rhj1pVDQAAQNhj+iuA4FGa6x4opZOPS3OtqAYAAAAiVAIIJvuKvGsHAACA3xEqAQSP9j29awcAAIDfESoB+E5prpS/0H/TURPSTt5DWd2gu1msBwAAwEIs1APANwK1gM6wR6XTL2X1VwAAAJtwGIZhWF0EGuZ0OhUVFSVJqqioUGRkpMUVAdWU5kqvDq3ZPulTQh8AAICP2S0bMP0VQOOxgA4AAEDYIlQCaDwW0AEAAAhbhEoAjccCOgAAAGGLhXoA+AYL6HimNJePEQAACCmESgC+k5BGUKpPoFbIBQAACCCmvwJAIJTmugdK6eRjf+3pCQAAECCESgAIBFbIBQAAIYpQCQCBwAq5AAAgRBEqASAQWCEXAACEKBbqAYBAYYVcAAAQggiVABBIrJALAABCDNNfAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKY1s7oAAIAJpbnSviKpfU8pIc3qagAAQBgjVAJAsFnxiLT6n78+HnSXNOxRq6oBAABhjumvABBMSnPdA6V08nFprhXVAAAAECoBIKjsK/KuHT51OD9fZe+/r8P5+VaXAgCAbTD9FQCCSfue3rXDZ3Y/+ZT2v/pq1eOYSZMUd+8UCysCAMAeGKkEgGCSkHbyHsrqBt3NYj1+djg/3y1QStL+V19lxBIAADFSCQDBZ9ij0umXsvprAP28bVud7a1SUgJbDAAANkOoBIBglJBGmAyg5t26edUOAEA4YforAAANaJWSophJk9zaYv40iVFKAAAkOQzDMKwuAg1zOp2KioqSJFVUVCgyMtLiigAg/BzOz9fP27apebduBEoAgGXslg2Y/goAgIdapaQQJgEA+A2mvwIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAExjSxEAAFCFvTgBAN4iVAIAAEnS7ief0v5XX616HDNpkuLunWJhRQCAYMD0VwAAoMP5+W6BUpL2v/qqDufnW1QRACBYECoBAIB+3rbNq3YAACoRKgEAgJp36+ZVOwAAlQiVAABArVJSFDNpkltbzJ8msVgPAKBBDsMwDKuLQMOcTqeioqIkSRUVFYqMjLS4IgBAKGL1VwCwP7tlA1Z/BQAAVVqlpBAmAQBeYforEGDFxcWaN2+eiouLrS4FAAAAaDRGKoEAKi4uVnJyslwulyIiIrRx40YlJSVZXRYAH2L6KAAg3BAqgQDKycmRy+WSJLlcLuXk5BAqgRCy+8mn3PZ6jJk0SXH3TrGwIgAA/I/pr0AApaenKyIiQpIUERGh9PR0iysC4CuH8/PdAqUk7X/1VR3Oz7eoIgAAAoNQCQRQUlKSNm7cqMzMTKa+AiHm523bvGoHACBUMP0VCLCkpCTCJBCCmnfr5lU7AAChgpFKAAB8oFVKimImTXJri/nTJBbrAQCEPIdhGIbVRaBhdtvgFABQO3+v/srqsgAAu2UDpr8CAOBDrVJS6gx7jQ2Ev11dts3IkYoadA4BEwBgKUYqg4Td/jcCAOCdxm43cjg/X9vGXl3n82xfAgDhw27ZgHsqAQDwM19sN9LQKrJsXwIAsAqhEgAAP/PFdiOerCLL9iUAACsQKgEA8DNfbDdS2+qyjekPAABfIVQCAOBnZrYbOZyfr7L333eb0hp37xTF3ja51uMj/zCExXoAAJZgoZ4gYbebcQEA3vN09df6FvWpa8GebosWEioBIEzYLRswUgkAQIC0SklR9GWXNThCWd+iPmZGPQEA8Cf2qQQAwEbqW9SnMjjG3TtFbYZd0Kg9LwEA8BVCJQAANuLpoj6tUlIIkwAAW2D6KwAANsL0VgBAsAmbUJmRkSGHw1HvnyNHjnjd71dffaUrr7xScXFxatmypbp3764///nP+umnn/zwLgAA4SDu3inqtmihOv3vLHVbtFBxU6ZYXRIAAHUKu+mvgwYNUs+ePWt9rmnTpl719e677+qaa67RsWPHNHDgQHXv3l25ubl6/vnn9c4772jVqlV1vhYAIHh5uoprYzC9FQAQLMIuVE6aNEkZGRmN7ufHH3/UhAkTdOzYMb388su66aabJEnHjx9XRkaG3nrrLY0bN05r166Vw+Fo9OsBAOyhvu0+fCUQoRUAAF8Jm+mvvvbPf/5TLpdLF1xwQVWglE6Odr700kuKjo7WunXrtHz5cgurBAD4UkPbffjC7ief0raxV+vH+6dq29irtfvJp3zWNwAA/kCoNCkrK0uSNG7cuBrPRUVFaeTIkZKkJUuWBLQuAID/1Lfdh1mH8/NV9v77OpyfH5DQCgCAr4Xd9NfPP/9cGzduVHl5udq3b6+zzjpLF198sVq0aOFxH+Xl5SoqKpIkpaWl1XpMWlqa3nzzTeXl5XlVn9Pp9KodABA4nm734anfTqVt0ad3rcdV36MSAAC7CbtQ+cYbb9Ro69ixo+bOnauLLrrIoz62Vfsf6cTExFqP6dKliyRp69atXtUXFRXl1fEAgMCp3O7D7Z5Kk9t91DYqefS7glqPNRtaAQAIhLAJlSkpKXr22Wc1dOhQJSYm6vDhw8rPz9eMGTO0Zs0ajRw5UsuXL9cf/vCHBvsqLy+v+ndkZGStx1SGw0OHDvmkfgCAPcTdO0Vthl3Q6IV0PJ0yyx6VAAC7C5tQeffdd7s9bt26tYYNG6YLLrhAo0aN0vvvv6+77rpLX3/9tTUF/n8VFRW1tjudTsXFxQW4GgBAbXyx3UdDo49tx16ltqNHEygBALYX9gv1OBwOPfroo5Kk/Px87dixo8FzWrduXfXvuu51rAyHbdq08aqeyMjIOv8AAEJH5VTauhAoAQDBIuxDpSSdfvrpVf8uLS1t8PiuXbtW/bukpKTWYyrDaTfugwEA1CHu3inqtmihIocMcWtnyisAIJiEzfTX+uzbt6/q39VHIevSpk0b9ezZU0VFRcrNzVVycnKNY3JzcyVJAwYM8F2hAICQ0yolRYkvz9Hh/PxG36cJAIAVGKmUtHDhQkknw2Lv3rUv5/5bo0aNkiQtWLCgxnMVFRVatmyZJGn06NE+qhIAEMpapaQo+rLLCJQAgKATFqHy66+/1tKlS3Xs2DG39hMnTui1117TAw88IEm64447dMopp1Q9n5WVpT59+mjo0KE1+rzrrrsUERGh7OxsvfLKK1Xtx48f1+TJk3Xw4EENHDhQw4cP99O7AgAAAADrhcX0123btmnUqFFq166dBgwYoLi4OB08eFCbNm2quifymmuu0SOPPOJ2XllZmQoKCnTkyJEafXbq1EmZmZm65pprdNNNN+m1115Tt27dtG7dOhUXFysuLk4LFiyQw+EIyHsEAAAAACuExUhlSkqK7rrrLvXt21ffffedlixZok8//VSSdMUVV+jDDz/UggUL1KyZdxn7yiuv1Nq1azV69GgVFxcrKytLx48f12233ab8/Hz17NnTH28HAAAAAGzDYRiGYXURaJjT6VRUVJSkk/dsssUIAAAAEJ7slg3CYqQSAAAAAOAfhEoAAAAAgGlhsVAPAAB2xz6VAIBgRagEAMBiu598SvtffbXqccykSYq7d4qFFQEA4DmmvwIAYKHD+flugVKS9r/6qg7n51tUEQAA3iFUAgBgoZ+3bfOqHQAAuyFUAgBgoebdunnVDgCA3RAqAQDwo8P5+Sp7//06p7O2SklRzKRJbm0xf5rEYj0AgKDhMAzDsLoINMxuG5wCABrmzQI8rP4KAPCU3bIBoTJI2O0LBwBQv8P5+do29uoa7d0WLSQ0AgAaxW7ZgOmvAAD4AQvwAADCBaESAAA/YAEeAEC4IFQCAOAHLMADAAgX3FMZJOw2bxoA4BkW4AEA+JrdskEzS18dAIAQ1yolhTAJAAhpTH8FAAAAAJhGqAQAAAAAmEaoBAAAAACYxj2VAAAECIv2AABCEaESAIAA2P3kU9r/6qtVj2MmTVLcvVMsrAgAAN9g+isAAH52OD/fLVBK0v5XX9Xh/HyLKgIAwHcIlQAA+NnP27Z51Q4AQDAhVAIA4GfNu3Xzqh0AgGBCqAQAwM9apaQoZtIkt7aYP01isR4AQEhwGIZhWF0EGuZ0OhUVFSVJqqioUGRkpMUVAQC8xeqvAABfsFs2YPVXAAACpFVKCmESABBymP4KAAAAADCNUAkAAAAAMI1QCQAAAAAwjVAJAAAAADCNUAkAAAAAMI1QCQAAAAAwjVAJAAAAADCNUAkAAAAAMI1QCQAAAAAwjVAJAAAAADCNUAkAAAAAMI1QCQAAAAAwjVAJAAAAADCNUAkAAAAAMI1QCQAAAAAwjVAJAAAAADCNUAkAAAAAMI1QCQAAAAAwjVAJAAAAADCNUAkAAAAAMI1QCQAAAAAwjVAJAAAAADCNUAkAAAAAMI1QCQAAAAAwjVAJAAAAADCNUAkAAAAAMI1QCQAAAAAwjVAJAAAAADCNUAkAAAAAMI1QCQAAAAAwjVAJAAAAADCNUAkAAAAAMI1QCQAAAAAwjVAJAAAAADCtmdUFAAAQ6jbs2aDth7ara5uu6t+hv9XlAADgU4RKAAD86JncZzT3m7lVj2/se6PuTrvbwooAAPAtpr8CAOAnG/ZscAuUkjT3m7nasGeDRRUBAOB7hEoAAPxk+6HtXrUDABCMCJUAAPhJ1zZdvWoHACAYESoBAPCT/h3668a+N7q1Tew3kcV6AAAhxWEYhmF1EWiY0+lUVFSUJKmiokKRkZEWVwQA8BSrvwIAfMlu2YDVXwEA8LP+HfoTJgEAIYvprwAAAAAA0wiVAAAAAADTCJUAAAAAANMIlQAAAAAA0wiVAAAAAADTCJUAAAAAANPYUgQAAJtgP0sAQDAiVAIAUI9ABb1ncp/R3G/mVj2+se+Nujvtbr+9HgAAvkKoBACgDoEKehv2bHB7HUma+81cDe06lBFLAIDtcU8lAAC1qCvobdizweevtf3Qdq/aAQCwE0IlAAC1CGTQ69qmq1ftAADYSViEyl9++UWffvqp7rvvPg0cOFBt27bVKaecovj4eI0cOVIffvih133OmDFDDoej3j/fffedH94NACAQAhn0+nforxv73ujWNrHfRKa+AgCCQljcU7ly5UoNGzZMkhQfH6/BgwcrMjJSmzdv1rJly7Rs2TLddNNNmjNnjhwOh1d9p6Sk6Mwzz6z1uejo6MaWDgCwSGXQqz4F1p9B7+60uzW061BWfwUABJ2wCJVNmjTRmDFjdOeddyo9Pd3tuUWLFunaa6/Vv/71Lw0aNEjjx4/3qu/LL79cM2bM8GG1AAC7CHTQ69+hP2ESABB0wmL66/nnn6933323RqCUpLFjxyojI0OS9MYbbwS4MgCA3fXv0F+X9riUsAcAQB3CIlQ2JDU1VZK0Y8cOiysBAAAAgOASFtNfG7JlyxZJUseOHb0+d/369Zo6dar279+v6Ohopaam6tJLL1Xr1q19XSYAAAAA2E7Yh8pdu3YpMzNTkjRmzBivz69c6Ke66OhoPffcc17fnylJTqfTq3a7KC4uVk5OjtLT05WUlGR1OQAAAAACJKxD5bFjx3TdddeprKxMycnJuvnmmz0+t0ePHpo5c6ZGjBihrl1PLi+/efNmzZo1Sx988IEmTJigpk2b6tprr/WqpqioKK+Ot4Pi4mIlJyfL5XIpIiJCGzduJFgCAAAAYcJhGIZhdRFWmTRpkl577TW1b99ea9as0WmnneaTfu+44w7Nnj1bHTp0UGlpqZo3b+7xuZ5saVJRUaHIyMjGlOhT8+bNq1rsSJIyMzM1YcIE6woCAAAAQpjT6awajLJDNgjbhXruvPNOvfbaa2rXrp1WrFjhs0ApSTNmzFDTpk21Z88erV271qtzKyoqav2ze/dun9Xna+np6YqIiJAkRURE1LrKLgAAAIDQFJbTX6dMmaLnnntObdu21fLly6tWf/WVmJgYnXrqqdq5c6dKS0u9Otfq/2UwIykpSRs3buSeSgAAACAMhV2o/Mtf/qKnn35a0dHRWr58udLS0nz+GsePH1dZWZkkhc0qsElJSYRJAAAAIAyF1fTXqVOn6h//+Ieio6O1YsUKDRw40C+vs3TpUrlcLjkcDr+EVgCws+LiYs2bN0/FxcVWlwIAAAIgbELlQw89pP/93/9V27ZtPQ6Uzz//vPr06VNja5CSkhK99dZbOnLkSI1z3nvvPU2aNEmSdO211yo+Pt43bwAAgkDlatAZGRlKTk4mWAIAEAbCYvrr0qVL9de//lWS1LNnT73wwgu1HhcbG6snn3yy6vHevXtVUFBQIxju379f119/vW699Valpqaqc+fOOnz4sDZv3qwtW7ZIks477zy99NJLfnpHAGBPOTk5crlckiSXy6WcnBymxgMAEOLCIlTu37+/6t+5ubnKzc2t9biuXbu6hcq6dOnSRffff7/WrVunoqIirV+/Xj///LNiY2N1ySWXaNy4cRo7dqyaNAmbgWAAkPTratCV+9ayGjQAAKEvrPepDCZ224sGAOpSXFwc1KtBb9izQdsPbVfXNl3Vv0N/q8uxXT0AAOvZLRuExUglACBwgnk16Gdyn9Hcb+ZWPb6x7426O+3uWo8NRNjzph4AAKxCqAQAQCdDYvUAJ0lzv5mroV2H1giNgQh73tQDAICVuOkPAABJ2w9t96i9rrC3Yc8GS+oBAMBqhEoAACR1bdPVo/ZAhT1P6wEAwGqESgAAJPXv0F839r3RrW1iv4k1ppo2FPY27NmgZd8va/TIpaf1AABgNVZ/DRJ2W+EJAEKVJwvw/Paeyon9Juqu393ll3stWf0VAPBbdssGhMogYbcvHAAId78Nexv2bNC1H11b47j5F88nDAIAfMpu2YDVXwEAMKF/h/5uYbG+ey0JlQCAUMY9lQAA+AAL6wAAwhWhEgAAH2BhHQBAuOKeyiBht3nTABDqzC6QU9u9liy0AwDwJbtlA+6pBADgNxqzimv1ey297YcACgAIRoRKAACq2bBng1sQlKS538zV0K5DvR6x9KYff2xHAgBAIHBPJQAA1dS3iqu/+qkrgG7Ys8Gr1wQAwAqESgAAqvHVKq7e9OOrIAsAgBUIlQAAVOOrVVy96YftSAAAwYzVX4OE3VZ4AoBQ56tFczzt57f3VE7sN1F3/e4u068LAAhddssGhMogYbcvHACA77H6KwDAE3bLBqz+CgCATVTfjgQAgGDBPZUAAAAAANMIlQAAAAAA05j+CgCAH3B/JAAgXBAqAQDwsd+u5Hpj3xt1d9rdFlYEAID/MP0VAAAvbNizQcu+X6YNezbU+Xz1QClJc7+ZW+fxAAAEO0YqAQDwkCcjkNsPba/13O2HtjMNFgAQkhipBADAA56OQHZt07XW8+tqBwAg2BEqAQDwQH0jkNX179BfN/a90a1tYr+JjR6lbGjaLQAAVmH6KwAAHvBmBPLutLs1tOtQn63+ysI/gLvi4mLl5OQoPT1dSUlJVpcDhD1CJQAAHqgcgawe7uobgezfob9P7qGsa9rt0K5DuUcTYam4uFjJyclyuVyKiIjQxo0bCZaAxQiVAAB4yNcjkJ5g4R/AXU5OjlwulyTJ5XIpJyeHUAlYjFAJAIAXfDUC6SkW/gHcpaenKyIiomqkMj093eqSgLDHQj0AANiYvxb+AYJVUlKSNm7cqMzMTKa+AjbhMAzDsLoINMzpdCoqKkqSVFFRocjISIsrAgAE0oY9GwI67RYAYF92ywZMfwUAIAgEetotAACeYvorAAAAAMA0RioBAAgBTI8FAFiFUAkAQJB7JvcZt70sb+x7o+5Ou9vCigAA4YTprwAABLENeza4BUpJmvvNXG3Ys8GiigAA4YZQCQBAENt+aLtX7QAA+BqhEgCAINa1TVev2gEA8DVCJQAAQax/h/66se+Nbm0T+01ksR4AQMA4DMMwrC4CDbPbBqcAAHth9VcACB92ywas/goAQAjo36E/YRIAYAmmvwIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwjVAIAAAAATCNUAgAAAABMI1QCAAAAAEwLu1D5zjvv6A9/+IPatWunyMhIpaSk6O9//7t++eUXU/199dVXuvLKKxUXF6eWLVuqe/fu+vOf/6yffvrJx5UDAAAAgP04DMMwrC4iUO666y49++yzatasmc4//3xFRUXps88+08GDBzV48GAtX75crVq18ri/d999V9dcc42OHTumgQMHqnv37srNzVVxcbHi4uK0atUq9ezZ0ye1O51ORUVFSZIqKioUGRnpk34BAAAABBe7ZYOwGal877339OyzzyoqKkpr167Vv//9by1evFhbtmxRcnKyVq1apenTp3vc348//qgJEybo2LFjevnll/Xll19q0aJFKiws1HXXXafdu3dr3LhxCqPMDgAAACAMhU2onDlzpiRp6tSpGjBgQFV7bGysXnzxRUnS888/r7KyMo/6++c//ymXy6ULLrhAN910U1V706ZN9dJLLyk6Olrr1q3T8uXLffguAAAAAMBewiJU/vDDD1q3bp0kady4cTWeHzx4sLp06aKjR4/qo48+8qjPrKysOvuLiorSyJEjJUlLliwxWzYAAAAA2F5YhMq8vDxJUkxMjLp3717rMWlpaW7H1qe8vFxFRUVu5zWmPwAAAAAIVs2sLiAQtm7dKklKTEys85guXbq4HVufbdu2Vf27rj696a86p9NZa3tFRUWDxwAAAAAIfdXzgB3WcAmLUFleXi5J9a6KVLl60qFDhzzur74+vemvtvPqExcX51WfAAAAAEKTy+XyKEP4U1hMfwUAAACAUGSHWYxhMVLZunVrSfV/wCunl7Zp08bj/ir7jI6OblR/tZ33W+Xl5erYsaMkadeuXZb/b0Q4cjqdVaPEu3fvtnw/oHDE58BafPytx+fAenwOrMfnwHp8DqxXUVGh+Ph4SSd3s7BaWITKbt26SZJ27NhR5zGVz1UeW5+uXbtW/bukpETJycmN6q86Ty7KqKgoLl6LRUZG8jmwGJ8Da/Hxtx6fA+vxObAenwPr8TmwXpMm1k8+tb6CAEhNTZUk7du3r86Fc3JzcyXJbQ/LurRp00Y9e/Z0O68x/QEAAABAsAqLUJmQkKCBAwdKkhYsWFDj+VWrVmnHjh1q0aKFLr74Yo/6HDVqVJ39VVRUaNmyZZKk0aNHmy0bAAAAAGwvLEKlJD3wwAOSpFmzZmn9+vVV7fv27dPkyZMlSbfffrvb/ZFZWVnq06ePhg4dWqO/u+66SxEREcrOztYrr7xS1X78+HFNnjxZBw8e1MCBAzV8+HB/vSUAAAAAsFzYhMrLL79cd9xxhyoqKnT22WdrxIgRuuKKK9SzZ09t3LhRgwYN0uOPP+52TllZmQoKCvT999/X6K9Tp07KzMxU06ZNddNNN+nss8/W1VdfrdNOO01vvvmm4uLitGDBAjkcjkC9RQAAAAAIuLAJlZL07LPPatGiRfqf//kfrVmzRh999JESEhI0a9YsffbZZ2rVqpVX/V155ZVau3atRo8ereLiYmVlZen48eO67bbblJ+fX3XfJQAAAACEKodhGIbVRQAAAAAAglNYjVQCAAAAAHyLUAkAAAAAMI1QCQAAAAAwjVAJAAAAADCNUAkAAAAAMI1QCQAAAAAwjVAJAAAAADCNUAkAAAAAMI1QaaF33nlHf/jDH9SuXTtFRkYqJSVFf//73/XLL7+Y6u+rr77SlVdeqbi4OLVs2VLdu3fXn//8Z/30008+rjy4/fLLL/r000913333aeDAgWrbtq1OOeUUxcfHa+TIkfrwww+97nPGjBlyOBz1/vnuu+/88G6CV0ZGRoMfsyNHjnjdL9eBZ7Zt29bgx7/yzxdffOFRn1wHNRUUFGj27NnKyMhQcnKymjVrJofDoSeeeKLBc7Ozs3XxxRcrNjZWrVq1Up8+ffTggw+qoqLCdD1FRUXKyMhQQkKCWrRooYSEBGVkZKi4uNh0n3bn7efgxIkTWrNmjR5++GENHjxY7du31ymnnKLY2FgNGzZM8+fPl2EYXteRmZnZ4PXxySefNPbt2pKZ68Cf30+4Djz7HHj6M+KNN97wuI5wvQ4a+7tnMPw8aGa6EjTKXXfdpWeffVbNmjXT+eefr6ioKH322We6//77tWzZMi1fvlytWrXyuL93331X11xzjY4dO6aBAweqe/fuys3N1fPPP6933nlHq1atUs+ePf34joLHypUrNWzYMElSfHy8Bg8erMjISG3evFnLli3TsmXLdNNNN2nOnDlyOBxe9Z2SkqIzzzyz1ueio6MbW3pIGjRoUJ1fm02bNvWqL64Dz0VFRWnChAl1Pr9582atW7dOrVu31u9+9zuv+uY6+NVLL72kZ5991uvznnnmGd1zzz1yOBxKT09XXFyccnJyNHPmTC1evFirVq1SbGysV32uXr1aw4cPl8vlUt++fTV48GBt2rRJ8+bN07vvvqvs7GydffbZXtdqd95+DoqLizVo0CBJUkxMjNLS0tSuXTsVFxcrOztb2dnZWrhwoRYvXqzmzZt7XU+PHj00ePDgWp/r3Lmz1/0FA7PXgeT77ydcB56r72dESUmJPv/8czkcDg0ZMsTresLtOmjM755B8/PAQMBlZWUZkoyoqCjjq6++qmrfs2ePkZycbEgypkyZ4nF/P/zwgxEREWFIMl5++eWq9mPHjhnXXXedIckYOHCgceLECZ++j2D16aefGmPGjDG++OKLGs8tXLjQaNq0qSHJmDdvnsd9PvLII4Yk45FHHvFhpaFtwoQJhiTj9ddf90l/XAe+NWLECEOS8ac//cnjc7gOanrllVeMe++915g/f77x7bffGtdff70hyXj88cfrPGf9+vWGw+EwmjZtanz00UdV7U6n0xg6dKghyRgzZoxXdTidTqNTp06GJGPatGluz02bNs2QZHTp0sVwuVzevcEg4O3noKioyDj//PONjz/+2Dh27Jjbc//5z3+MyMhIQ5Lx6KOPelXH66+/bkgyJkyYYPatBC0z14E/vp9wHXj3OajPrbfeakgyhg0b5tV54XodmP3dM5h+HhAqLTBw4EBDkvHEE0/UeC4nJ8eQZLRo0cI4ePCgR/3dd999hiTjggsuqPFceXm5ER0dbUgyPvnkk0bXHg4mTpxoSDKGDh3q8Tn8Mu09X4dKrgPfKS0tNZo0aWJIMv773/96fB7XQcMqv+7r+0XuyiuvNCQZkyZNqvHctm3bqj433377rcev+8ILLxiSjNNOO804fvy423PHjx83TjvtNEOSMWfOHM/fTJDy5HNQn8cff9yQZPTo0cOr88L1l+naePI58Mf3E66DXzXmOjh8+LDRtm1bQ5KxcOFCr87lOqhdXb97BtPPA+6pDLAffvhB69atkySNGzeuxvODBw9Wly5ddPToUX300Uce9ZmVlVVnf1FRURo5cqQkacmSJWbLDiupqamSpB07dlhcCbzBdeA7mZmZOnHihPr27avf//73VpcTVn7++eeqe2tq+1ru2rVr1dTMyq95T1Qee/XVV6tJE/cf/U2aNNHYsWMlcX14gp8RwYvrwDcWL16sgwcPKiYmRpdffrnV5YSE2r6vBNvPA+6pDLC8vDxJJ+/T6N69e63HpKWlaceOHcrLy9M111xTb3/l5eUqKiqqOq+u/t58882q10b9tmzZIknq2LGj1+euX79eU6dO1f79+xUdHa3U1FRdeumlat26ta/LDBmff/65Nm7cqPLycrVv315nnXWWLr74YrVo0cLjPrgOfCszM1OSNHHiRFPncx2YV1hYKJfLJan+r+WcnByvvpYrj62vz+rHoW6N+RkhnVwc46GHHtJPP/2kqKgo9evXTyNHjvT6nqhw4cvvJ1wHvjF37lxJ0nXXXefVz+rquA7c1fZ9Jdh+HhAqA2zr1q2SpMTExDqP6dKli9ux9dm2bVvVv+vq05v+wt2uXbuqfqEeM2aM1+dX3mxdXXR0tJ577jmNHz/eFyWGnNpWjevYsaPmzp2riy66yKM+uA58Z+XKlSoqKlLz5s11/fXXm+qD68C8yq/Ptm3b1vlLs7dfy+Xl5dq3b5+khq+PPXv2yOl0KjIy0qu6w4XL5dJzzz0nydzPCOnkAhmrV692a2vZsqVmzJih+++/v9E1hhpffT/hOvCNbdu26fPPP5dk/j8eJa6D6ur63TPYfh4w/TXAysvLJaneT1BUVJQk6dChQx73V1+f3vQXzo4dO6brrrtOZWVlSk5O1s033+zxuT169NDMmTOVl5en/fv3a//+/Vq1apUuueQSlZWVacKECZo/f74fqw8+KSkpevbZZ7Vp0yYdOnRIu3fv1vLly3XOOedo586dGjlypP7zn/941BfXge9U/g+0mf8x5jpoPF//jKjeZ339VvbpTb/haPLkydq6das6deqkBx54wKtz4+Pj9eCDD2rt2rXas2ePDh06pHXr1mn8+PE6evSopk6dqpkzZ/qp8uDj6+8nXAe+8frrr8swDKWlpal///5en8914K6+3z2D7ueBV3dgotH++te/GpKMQYMG1XnMAw88YEgyhg8f3mB/q1evNiQZkoxffvml1mOWL19uSDKaN29uuu5wUHmTdPv27Y2CggKf9fvnP//ZkGR06NDBOHr0qM/6DVUnTpwwLrvsMkOSkZKS4tE5XAe+UVZWVrWCbvVV5nyB6+CkhhbHmD9/viHJ6Ny5c519/Otf/6paZMETP/zwQ9X1sWXLllqPKSwsrDrmxx9/9KjfYGV2gZLHHnvMkGS0bNnSWLVqlU9reuqpp6oW6du1a5dP+7ajxi6WZOb7CdeBOzOfg+PHjxuJiYmGJOPFF1/0eU3hdh0YRv2/ewbbzwNGKgOscvja6XTWeUzlRqZt2rTxuL/6+vSmv3B155136rXXXlO7du20YsUKnXbaaT7re8aMGWratKn27NmjtWvX+qzfUOVwOPToo49KkvLz8z1aDIPrwDcWLlwol8ulhIQEXXjhhT7tm+vAM77+GVG9z/r6rb6BNtdITU8//bQefvhhtWjRQllZWVWLY/jKnXfeqdjYWB09elTLly/3ad+hyMz3E66DxsvOzlZJSYlatWpV68IxjRVu10FDv3sG288DQmWAdevWTVL9q8ZVPld5bH26du1a9e+SkpJG9xeOpkyZoueee05t27bV8uXLq1bg8pWYmBideuqpkqTS0lKf9h2qTj/99Kp/e/Ix4zrwjcqprxkZGTVWhGssrgPPVH59Hjx40G2aUnXefi23bt1aMTExkhq+PmJjY7mP7Ddmz56tKVOmqHnz5lq8eLHH93p7o2nTpurVq5ckrg9PmPl+wnXQeJU/I8aMGaPo6Gif9x9O14Env3sG288DQmWAVX7R7Nu3r86banNzcyVJAwYMaLC/Nm3aqGfPnm7nNaa/cPOXv/xFTz/9tKKjo7V8+fI6V8JqjOPHj6usrEySWP3SQ5U3kUuefcy4Dhpv8+bNWrt2rRwOh2644Qaf98914JnevXsrIiJCkm+/liuP5frwzgsvvKA77rijKlD+8Y9/9NtrVX7f4/pomNnvJ1wH5u3fv1/vvfeepMYt0NOQcLgOPP3dM9h+HhAqAywhIUEDBw6UJC1YsKDG86tWrdKOHTvUokULXXzxxR71OWrUqDr7q6ioqFo1bfTo0WbLDklTp07VP/7xD0VHR2vFihVVnxdfW7p0qVwulxwOh19CayhauHChpJNhsXfv3h6dw3XQOK+99pok6bzzzlNSUpLP++c68Ezz5s2rgkttX8vbt2/XmjVrJP36Ne+JymMXLlyoEydOuD134sQJLVq0SBLXR3Vz5szR7bffXhUoL7nkEr+91vr161VYWChJOuuss/z2OqHC7PcTrgPz5s+fr6NHj6pHjx4aMmSIX14jHK4Db373DLqfBx7ffQmfycrKMiQZUVFRxldffVXVvnfvXiM5OdmQZEyZMsXtnCVLlhi9e/c2zj///Br9/fDDD1WLa/zrX/+qaj927Jhx/fXXG5KMgQMHGidOnPDfmwoyDz74oCHJaNu2rfHll196dM7s2bON3r17G9dff71b+/bt240333zTOHz4cI1zsrKyjJiYGEOScd111/mk9lCQl5dnvP/++zUW1Tl+/Ljx6quvGi1btjQkGQ899JDb81wH/vHzzz8bp556qiHJmD9/fr3Hch00jieLY3z11VeGw+EwmjZtanz88cdV7U6n0xg6dKghyRgzZkyN89auXWv07t3b6N27d43nnE6n0alTJ0OS8cADD7g9V7k4XEJCguFyuRrx7oKDJ5+Df/3rX4bD4TCaN29uLFu2zOO+6/oe5XQ6jeeff944dOhQjXNWrlxpdOvWzZBkDB482PM3EsQa+hw05vsJ14FnvF2o58wzzzQkGX/9618bPJbroHZmfvcMpp8HDsMwDO9iKHzhzjvv1HPPPadTTjlFQ4cOVWRkpD799FMdPHhQgwYN0ooVK9SqVauq4zMzM3XDDTeoa9eubnvyVXrnnXd0zTXX6Pjx4/r973+vbt26ad26dSouLlZcXJxWrVpVNT0w3C1dulSXXXaZpJMbvPbt27fW42JjY/Xkk09WPZ4xY4YeffRRDRkyxG2ri6+//lqpqamKiopSamqqOnfurMOHD2vz5s1Vm9med955Wrp0qdsyzeHsvffe06hRo9SuXTsNGDBAcXFxOnjwoDZt2lQ1x/+aa67RG2+8oWbNft1Ol+vAP7KysjR69Gi1bdtWO3fuVMuWLes8luvAO+vXr9fkyZOrHn///ffau3evEhIS1Llz56r2rKwst02vn3nmGd1zzz1yOBwaMmSITj31VOXk5Gjnzp3q3bu3Vq1aVWPLl//85z8677zzJEm1/WhfvXq1hg8fLpfLpX79+qlfv37atGmTNm3apMjISGVnZ+vss8/29YfAct5+Dr7++msNGDBAhmGoT58++v3vf19n35V7y1V/XNv3qIMHD6pdu3Zq0aKFUlNTlZiYqGPHjqmwsFCbNm2SJCUnJ+vf//6329dBqDDzOTD7/YTroHZmvxdJUl5engYMGKCmTZuqpKREnTp1qve1uA5qMvu7pxREPw+8iqDwqUWLFhnnnnuu0aZNG6NVq1ZGv379jFmzZtW6PPbrr79uSDK6du1aZ3+5ubnG6NGjjQ4dOhjNmzc3unbtatx2221hsyyzpyo/lg39+e3H+pFHHjEkGUOGDHFr37t3r3H//fcb559/vpGYmGhERkYap5xyitGxY0fjkksuMRYsWGAcP348cG8wCBQXFxt33XWXMXjwYKNz585Gy5YtjRYtWhiJiYnGFVdcYXz44Ye1nsd14B+XXHKJIcmYPHlyg8dyHXjn888/9+j7zdatW2ucu2LFCuOiiy4yYmJijBYtWhi9evUypk2bVuv/8v/2teqyZcsWY/z48UanTp2MU045xejUqZMxfvx4o6ioyFdv2Xa8/Rx4enxtH+e6vkcdPXrUmD59ujFixAije/fuRuvWrY1mzZoZHTp0MC644ALj5ZdfDumtdrz9HDTm+wnXQe0a873o9ttvNyQZF198sUevxXVQk9nfPSsFw88DRioBAAAAAKaxUA8AAAAAwDRCJQAAAADANEIlAAAAAMA0QiUAAAAAwDRCJQAAAADANEIlAAAAAMA0QiUAAAAAwDRCJQAAAADANEIlAAA2tGfPHsXGxsrhcGjAgAE6duxYvcdv3LhRzZs3l8Ph0BVXXBGgKgEAIFQCAGBLHTp00D//+U9JUl5env7xj3/Ueezx48d144036pdfflFMTIxeeOGFAFUJAAChEgAA27ruuut08cUXS5Iee+wxFRYW1nrc008/rdzc3Kp/x8XFBaxGAAAchmEYVhcBAABqt2PHDvXt21fl5eUaPHiwvvjiCzkcjqrnt2zZopSUFB0+fFgXXnihPvnkEwurBQCEI0YqAQCwsS5dumjWrFmSpFWrVunFF1+ses4wDP3pT3/S4cOHFRUVpX/9619WlQkACGOESgAAbO7WW29Venq6JGnatGkqKSmRJM2ZM0crV66UJM2aNUuJiYmW1QgACF9MfwUAIAgUFhYqJSVFR44c0UUXXaSXX35Z/fr1q3NaLAAAgUKoBAAgSMyaNUvTpk2TJHXt2lXbt29Xy5YtlZ+fr9NOO83i6gAA4YpQCQBAkDh27JjOOuss5eXlVbX97W9/09SpUy2sCgAQ7rinEgCAINGsWTNdffXVVY/j4+N17733WlgRAACMVAIAEDR+/PFHnXHGGSorK6tqW7x4sUaPHm1hVQCAcMdIJQAAQWLy5MkqKytTixYt1L17d0nS7bff7hYyAQAINEIlAABBYNGiRXr//fclSQ8//LDmzZsnh8OhnTt36r777rO4OgBAOGP6KwAANrdv3z6dccYZ+umnn3TmmWdq3bp1atasmW699VbNmTNHDodDn3/+uYYMGWJ1qQCAMESoBADA5q6//nq99dZbatq0qb788ksNGDBAknTo0CGdccYZ+uGHH3TaaacpPz9fLVu2tLhaAEC4YforAAA29vHHH+utt96SJE2ZMqUqUEpSmzZt9NJLL0mSCgsL9dhjj1lSIwAgvDFSCQCATZWXl6tfv34qKSlRr169tGHDhlpHIseOHau3335bzZo101dffaX+/ftbUC0AIFwxUgkAgE1NnTpVJSUlcjgceuWVV+qc2jp79mzFxMTo2LFjmjRpko4fPx7gSgEA4YxQCQCADa1atapqautNN91U7yI8p556qp5++mlJ0rp16/Tss88GpEYAACSmvwIAYDtHjhzRmWeeqYKCAnXu3FmbN29WmzZtGjxv+PDhWrFihSIjI7Vp0yZ169bN/8UCAMIeoRIAAAAAYBrTXwEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKYRKgEAAAAAphEqAQAAAACmESoBAAAAAKb9P697NEX9wSDMAAAAAElFTkSuQmCC", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "hdb = hdbscan.HDBSCAN(min_samples=4, min_cluster_size=7, cluster_selection_method=\"leaf\", gen_min_span_tree=True)\n", + "hdb = HDBSCAN(min_samples=4, min_cluster_size=8, cluster_selection_method=\"leaf\")\n", "hdb.fit(X)\n", "\n", "plot_hdbscan(hdb, X)" @@ -997,57 +969,52 @@ "\n", "### What if there is only one cluster in the data?\n", "\n", - "This is one case where HDBSCAN does not do so well. Because of the way the algorithm constructs the condensed tree, the top leaf (representing all the data points belonging to a single cluster) will tend to be picked even when there are clear structures in the data, for this reason it will ignore this case by default. If you do want to consider all the data belonging to a single cluster as a valid solution you can set the **allow_single_cluster** keyword. Below we can illustrate this by setting **min_samples** to 9 with **allow_single_cluster** both on and off." + "This is one case where HDBSCAN does not do so well. Because of the way the algorithm constructs the condensed tree, the top leaf (representing all the data points belonging to a single cluster) will tend to be picked even when there are clear structures in the data, for this reason it will ignore this case by default. If you do want to consider all the data belonging to a single cluster as a valid solution you can set the **allow_single_cluster** keyword. Below we can illustrate this by setting **min_samples** to 10 with **allow_single_cluster** both on and off." ] }, { "cell_type": "code", - "execution_count": 53, + "execution_count": 31, "id": "8c30cbbc", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "hdb = hdbscan.HDBSCAN(min_samples=9, gen_min_span_tree=True, allow_single_cluster=True)\n", + "hdb = HDBSCAN(min_samples=10, allow_single_cluster=True)\n", "hdb.fit(X)\n", "\n", - "\n", "plot_hdbscan(hdb, X)" ] }, { "cell_type": "code", - "execution_count": 54, + "execution_count": 32, "id": "0caa0b45", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ - "
" + "
" ] }, - "metadata": { - "needs_background": "light" - }, + "metadata": {}, "output_type": "display_data" } ], "source": [ - "hdb = hdbscan.HDBSCAN(min_samples=9, gen_min_span_tree=True, allow_single_cluster=False)\n", + "hdb = HDBSCAN(min_samples=10, allow_single_cluster=False)\n", "hdb.fit(X)\n", "\n", "plot_hdbscan(hdb, X)" @@ -1188,10 +1155,22 @@ }, { "cell_type": "code", - "execution_count": 55, + "execution_count": 36, "id": "53eb210e", "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "ModuleNotFoundError", + "evalue": "No module named 'panoptes_aggregation'", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mModuleNotFoundError\u001b[0m Traceback (most recent call last)", + "Cell \u001b[0;32mIn[36], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;21;01mpanoptes_aggregation\u001b[39;00m\n\u001b[1;32m 3\u001b[0m \u001b[38;5;66;03m# raw rectangle paramters\u001b[39;00m\n\u001b[1;32m 4\u001b[0m raw_rectangles \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray([\n\u001b[1;32m 5\u001b[0m [\u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m1\u001b[39m, \u001b[38;5;241m3\u001b[39m, \u001b[38;5;241m2\u001b[39m],\n\u001b[1;32m 6\u001b[0m [\u001b[38;5;241m0.7\u001b[39m, \u001b[38;5;241m0.8\u001b[39m, \u001b[38;5;241m3.1\u001b[39m, \u001b[38;5;241m2.3\u001b[39m],\n\u001b[0;32m (...)\u001b[0m\n\u001b[1;32m 16\u001b[0m [\u001b[38;5;241m3.05\u001b[39m, \u001b[38;5;241m3.55\u001b[39m, \u001b[38;5;241m0.5\u001b[39m, \u001b[38;5;241m0.5\u001b[39m],\n\u001b[1;32m 17\u001b[0m ]) \u001b[38;5;241m*\u001b[39m \u001b[38;5;241m100\u001b[39m\n", + "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'panoptes_aggregation'" + ] + } + ], "source": [ "import panoptes_aggregation\n", "\n", @@ -1625,7 +1604,7 @@ ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1639,7 +1618,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.7.6" + "version": "3.10.9" } }, "nbformat": 4, diff --git a/docs/source/_static/condensed_tree_plot.png b/docs/source/_static/condensed_tree_plot.png new file mode 100644 index 0000000000000000000000000000000000000000..744a1dfa918e63df1e145026a2a58dfb30e0f5b9 GIT binary patch literal 29792 zcmeFaXH=Ev);7A(7!wO7Di8}2b%6p35wL(#5@J~*peRMEigXa^(uqdhVqXZTR0|@~ zq=|GJARR?O5kZAT6_DQHTytTvclMjS=lgShoH4#VMs^Z`#Z&Hk&a2HkXLhS?pF3;u zECz!ym$l}&Twso|&IP{~l ziM@k`?Gb4SSqZ5%Kbku_9(9nDl(hNt8zgM)%_NtrO@D(A`S$3J{SFMqyo2-?&t1hx z3kJiXg!Svs`;G;FdgmH!*f6d*Q62J~)c)`1ZvFM{F3o!@(#L+WxiPAT2$3t)TZ! zzUvmLX8q>k(FOtM-YFTrKB{I!SI>( zT{*rb{L7aZ|MyG(_i6n9e{D=M;?kO~Tjz`q>^DBY{$+$ppmjnn|L|~`cj%1S{2t-$ z@}D0~f8*YjRgvM+6_Y*E_Qw3y`JN72@6D4FgE>KI_Shf3_h|c6O59vK-06}N9!>{S6F@`oYu%NwXV7>hcfxW!+xq8EFNor#b79X|4j?u&{Ls_OY#G+R~lqEm;C~kwy@-!KV6+Infa5vTi^3%XBIfTwMkvy z5RFd@|JPT2B5vKe0@8LLpD_z2M!Rxeb=y36BeKN${?B!;%^|fOy(OyYO%LrF0^GCW z3^JNjj7BurjU(;xli?=Q8I1C6-?XU8xb`$M3$9zmT|2*_#{8P`*K-#qKYPu0P2Sx( z)T5_BxODWVYJ6|Fjb22}jAXuwNOg5~Uu%U~n(>C$2Tlm*#XXlU+fp&q%rQt}w`Wz? zra1(r<>*U9#>Gh(q&u=yRnL#s@G#61b8}SquhrXGwBw?$3aRsZ9tvc>%W$#n>E|~}+J14FP@7wkTvtv>$mWe%?t^hHx(vqW zdP6VATaHnpdG=Zk?TZsTeF~3!d-CS|@}Rr6_1P?TbC|bRnlZnS-WKPr8)}a}%~Mny ztaVuQ(}72))9c(V+Ibk^!cI}GyRZ82cARn1Tws&N31G1|)*UlWJNrQOx{N3*;Mlg2 z9>=aa`5^1Wg89v!SMf7SRu-#YPljiGR~}?O-d|l-rDq$$O#A379w6t1b=WxE99Cu- z9UE})>8bUt*WEuQJfY#gRSi#$xHR;uG@} zUO${Xzp?K5p6!DEOxcl^TY(S5JZc}>Ma9OJsBP{@e$}5n`mXEFojW28`4`Jx>x09u^&B6Lk zm72q~%?g322pc!ndpJ}Xd5;IXHeJIWpJ11UY}R(n${MWOJowJVXrR`iYzwy2qK!xN z+uGZEV{JXf=P8aIZSZWv{z$fsuus#!RF-XS;m};FS{-NLw}y@t7U1Z<#0$T`zD5P=&Fb=$%)uJ$8EUxL{Al_-{SQMLQCFy-rq0%XkREv0K zF1@5}Lvxxn4o?@n*cm4%IhYu$O?x2`l z+hlj>NJhs4(_7$uvd(^1@U6E_ikPN3p@1UaClzv_;2pkv>V`K=mXyWI+a?$GXL`SX^jnG1 znv*N((q&G(xV62x<<`X`bDE9DJ_^(i22;mp+2`_UuW_<24VF#&aB2yg>E4-U*2}N5 z{9CLiY@k^W_#RXBTWAJa_4{4k zIrWw+&ojYoiUt-@aJm*Jwm`wnEr&vDwR1+xlI>o7T}z zcN^>s!Hq^H@P!VPtgxe{c2?43(}NP*ufGrYHw)a?G)V8@p%agXfH9cLHy`TuK? zW6etG7NKBN2C?qCdf~`jqdRVxmRoHccbSjwKET&tFay6|Ty~1~Jd)==_qL+54_2(+ zDOkRgyY7^DxZ8U-L${VzxJ+gS-_QSDTYaXLf1KK!5w9Zmbx5&q|Kz0P@Y4zW8Dqwe zf2rQP4U_-*=bwpnmP`HJZ#B0&9k4unx=qdTo+p-p<)*P(9n%;Lo#V7|7^@l5+zT({ zXe=(wHD4yerL zg+G4jL{~Jz4kZT&MEt|mv=s?z7)j*m8+oSH@G13*=4B8w*Rr2Bb%Atm;Vb60UOIKW zxPSe=42Jo(++*5+43BoIO>tK|^e!q;d++Rua$XekD6_grJL7i~x6uy!P*1Oe8*0Oi zwT!Zkg`IZx8h&gU_-N)nJ-r}oAj?3Wm}hN!cY5xulvv4{wRfh>Odi3y{41h+6Dzg! zG&AOy^LWL*y*G2&u^*?;;<|qmkXS(+G02SQ^ zj%x)FO)2`2^U1m4s%7Bk-)j4El{NJA^g5(a+kOmxI(j!Miq-5?6>mA$w6G@b@rjw* z8D9k$r{o`rcK%lAU*7Y4R@{|z+2NV?L#l0MV6*{`OxU4JLf!ub05sG@=g!zKpQV3E zE?oBN&;QBdr`}MM`sr5!hvVY2Yi1}(i~a3W?dR}DNeUR_d-OYIg%2qbzTdVi;` zyxe^$E&Ei9UF7)cfA|=UwxS5jz{|{&Q;PvtyZXQ2h~o~=pHW<5KdNnB5w5(zfAKv7 zyuG*k}YVV>K`BFve~MZ95-dom@fPZU41>zH&4_?j7P~ouYz=bZ*3P z^{cNtPKKG{r~Y_kkHqj9DEx&HGFMdoT$;4G@xg!D6zjQnW%kIGdj{LsTT_(Wmxou}w6wH*nPvL!&SYYJ!Yc{0U%sBVOuu9P z^{v&RE;4UZY8t$o2g1Q#-eq_sfAs0hX=c|Hxo3;Y#Y^9?tbbc3$mmdAr{#>Njpa$8 zGkis^Zf@2OsQ8~N=HQS2sQBNsBtKMCmlKXSbxOp>JJfM!O3@6)drx$TyK`&)D3$+K z;e34880KcJ)^iAwbF%arZ#Oa<`uqVTP)TdQiT{;~;dihivy;v8!;OB66g-X*fr)ugW4YgZykFX5=rb{vlKw>V>7)Sq3_kq) zWH!NAc%wvMjMTbZSKl+I0Ay^@o_=e^UjQ}P<(C^b=vTsPY?`{?9I#> z@34Jy=IU!SH`IIddUUzh z7j=0JW^9=lYLJEc0tke@-3)xLPH?wEb)(6X-@i>8X^ZZCwO8FFGQ_#?Rn%UG#>?9! zoD6}E2i};4kwVe<{IV-CRgS-QQ$qf-qUV=aO1pH{0z)fY+h}X3lDTh|slTNF-a_(P zDsr~JRrSofDcrW{)BUFbL+Q$=2Pc=A1>0>aln7DE^TOwasg}UsnwZD3Zunvwf-Ev(p|X3k_(aFU+&? zR*WjRxJ^Hk=TV{c#Mp3J>zyDrlSqO_{zj1MIm@8L#0b>GcPk+DHf_&o*pg;9}Bo(;Leurt9vt@cp8%fP2MEUmHSNc;2c}`*c4zLppmJZ#6qz*cKKY% zXN)81T`=^B*YXq7{yD3;ygxUw59i7OZ+Oid1@1 zT&-qSOPRu`btecnvtSuSnr8__9Y|R5*EYQ7r>@|7#_YyM8JWg=(Q!N3pVFE`*N%y; zp7x)rpU%exF@{-goa3`4cCdq8>RhkMI+$vG}Z(&pvi zTR`Zpfd+5o8828BR(xhv=v9(4T5D3QxaF%=#b_ti*YyaLeRH+`)=MMDWf~s*Du|s? zhy{@PYC^#9*mB9t&%ZQOcV+gL&dVEwnD(HsF z`iX(mF{svhhw6zj?^Tl(rWGh2<2ZcLT<3+c5H`@(2cThBia7HeJ1;F)mOA|Wl5g2t zNYGTgy~4X#qkAAS)%fIIRMB~HYi_!8$MwT6Rvl4ID3xn({C$DibKG2DwW0f3x>1sX z>C!@6>I(k#{mR8%?(x5(J_M%qcfQN`Xho<_4!iF~Tt?@01Ki6QPZY00C@I(1K6t$% zU&!0TtH&>_5i5)@jt3Cv)IxK>$Xzdwhks<$^zJhtSBVXY=NI7M^+!s9+-& zKy*v3tV7cp2lxI;ZAC`|s_}EAA;p4RG7Eak6mx3VoxQkr+2}#&EbD|uU*~fhR>F5% z_r~0vOAq4^6j$@2wW+(gYZY9mEG+bkz`BlJX_wjtWlw6ddPALyQ%yJX--PCf9`Rf~!{!YqaH zR(0838W|eN~E#3lNeSWkaIunt47W>vk1v%&y=36$PFJQl!qVef| z)OB)lB8g#%_G$0GcW( z@Wu<9JD)=kkizN;#^zE9mWBYZD@1O+Eew(Qqs?VuVf1V1eLSeOFM_hZiuAQ)iwfE; z!mO|7{BQ~NJiXEo&rD{kXWA9s8T)gyvVR1?`L0~t5ry^e=l74f8c0{xpy}h|Gv45a zqz^s&*HRRyR#Y&*II5mhCrGUWBp7;u3uqc~ikemzZ!zD+7q9C&UGyaLZoU#|4%lY3ZEPu*F zuqgGjn>)^+hk6`{IAy5~scQQ=g@GyhGKCN4qEizw|0hx5RiH}i?n{*w?Xxw&MgI=) z&*ku1tR}*?`hUPobGt~*D~lJ`x$H_iQFazj!#~i6_tDF?B2}TcFB)tZS{pdHjTx?) z`_t$Z{$%nkp5-4H^$$&1W3k4$s-By#cuIa&nklB?HrYRcPnySNf?TnH%f)8^=h6lI zy|VFz!1>ZWD3;)t{1<7_f{1bOKNRUdRg>irGPi$-<$Mto@Pk}MW6j>E8#h=DM?yR- zXKPPm+_xvIdWu?c1;amS(-d9(e(k@t6Jo^*_cbc`M{S)=_Re7>D}z0KzOirRZN-ry zW4+0sY3Gw4Di?homc}nz=<^qj$?sym= zM{J~5uCz_6g4Z^2zG;j{rw{V|kI&-?(XuOQFk{Z0D_)0ovY@c*!9#(A;#PK%g53T6 zpKkonqh;fq1kv@kD>sIx-+NazQNJWvU|G`F43ACIq#?L`Su0bl6Rc5`?{;I}@*GEy;gx;8uagWh7Phn`vhJ{!7|ePf>68MeocS6Pe9I zTNvUiQ6F@75G$-kAsYx83|tVsPc@-9XrpA=mfl?>106wdb2fH*k9FreJmQ(TFCpjY?NPC;fY+;zj^)F;2&~bDh*Z`u zIFa2P>hdmCFZ^bkUfoOqn|FI=8U|~m)i!oF8+rX|X=SB%e}zJfecBcKpLL7Q(w@N8 ztv(0&sZYl;ihfXWLRQY`bx)(nMccATPadsj##ML`;S8>d0Y~UJEj#sf zQ)&YvH!-+>r}^8Rb5%#XbUVWzFVJxv7WfX|KI;+bdb_`m#=6Ev(a9dPSfAbBEv*~% z9bhyn6uyTQY1l1#GtN{;~n6>{1;lFC|`v*HbBB{B2U3q2b5&ky9tHZS>wI7hfeU zs4_Y1-v=kfy5r^bm(j@$d+W|9eR8Mx;g z)Xgi0VnXY7f4N3R$1c3xWpJP@0~3CsegZ$jFWYnU4(zr{iO3f(GA2B(jh1Ef&x9mx z!?E=7KToTtrK(yo&iUJz-@*KAp6%+wdyF=CqT%K^@?2^#^<<8Ect_HXrFeXo?bG(% zjTPPkV~LE-iX87r$Ie<=v_m&o)wh;`Q0xUM04w6mxw z$Tk$Qs&DD+K|S@Y+o^UBb`d*Ozxt2XlXB>z14*vB*b zA09o(t2p+VT+;K+yF$0fQoAQ#Kj=uh=mL>l&nvZ!LLx)m#K>s9qZV>~<;5+DzVW^f zl$0VXYo*3xZr?cgW(k8~vrUo%fP8J&sb2-@wsSZFgc`VdFK|n zVplD>7-E;V2#x@_wXzh*ZQeM+^G3GH%Nxq43E-Y||7u0<)LmGmRBBoEyaqK9W;Fqo z(4|drhxJFE&fRFOzt9d=L&A~u6>MK9O5Fbx zui*75OUkAu8EXae2AZvCIq-(41DC1cXMm$V`2n}bR<;>ikaGCQotQ$A56^T0c^p94 z=i>31Y|t`kXcNl(YjiFt&y$xqz0A!#rO3mG%+o~J!Dhu**Qp3*z^JrG@P$*dv3^&Y ze(95wvmMAOYbn1GWu&$0+t^>Iykxcq1eV1+e{1tgn*PqTYuf6Q;dOfXqzvp4A5Fvu ztpqyUZU{+g31D(#{szl&Lw4Dixj!xd0bN@qa5^)b41k% z3KIu*vPzEEc)&N!XR}-;v4j1Xo}&Y*iK}ZRkGM?QmMKn-%{SJ23M9;C0_ykAAML_E z+%ozpX+I(Yy@5Gn!u6wdgZ40~nl{%Dt3gDHLwZOn`m!)reeH6C62Xo+b|(YYEsOtM zL&%zRvn(iyQ?_7e(y>X%ph2-!gGobPJuqWk&Wux#h|N?!HKzb{y8huL*48dIvBKDW z%O_Q#4$k5PSSacxvj^-S=-nBQsS$p%)7I{+`<@3)$q4%hvq-IiNGIXs0U+**Uh2nO zVw1dweS2@D+8dkHcWkD%zFn?HGu;L`{C-S&4M|lQE6$qrf(+z5n}8j+DndgPrJ!Q| zs6f0-&d`aOx)6mP^~C|lPiMpC(h$8!rGPIL0wPr@SbkEWSac(_9v0qSB9s7*xY6*=k^c5TDy&q7@F_v? z1lNadMCUlSc)b|%CL|j;!;}AncZiIDsy%d=+t_Z4xO1xA%#ez-`ApuURycRv@z=Z;5T~J*OU_X>#R`;pX<-& zzixPPdBZc(jgQD2g7+II}!oBC6(=IVPyK(Qf9q9Q}npV&d9QCEJNIH?#`W&9t& z-~2Q+Q)`fL*U^sDAernNH*RzbCmL15_);{REclL>`PjkxBm)IDp?8LRZ z!Y}(6%5&`ys)Bw@bQsOJ!<-0sM62(lyQ*|Wx7Ln0F;rfBta~71vMuw*jpYLRM}KDD zHp=l@YcRhEMk=I(=|!`vz^LEMQg(yhWr*U5{<|4s7%6&s_kOKA?ZZ1m`%l+oTasD! z!zT@M`)BtIWTqy%l`L*8KUm4R;Eo*^l#x6y;=u#0%>s<_JMsvSsC4LMe%9M-1H!#% z-JxHlwYCa><+%DG+1QW^?l~_iIT9UP8teS63ZTpvw8O)&`DOTB>^Hs|+rJM+8&~ld zN4zA5)H!^FoKstJZ7=m*68?b*dPaBqf7_BA_h&OpUQRZOe*K58&7GO;+3$LCWgh?4 zog5kTT{iCTQ0G$Y>OG`J2=&HdhEG6Jj87Ua8$N|L&z`dag=5+;?Q2kKzR2CT0ayE=)I7xu-HFME_p`(TycfE7w=$st!c%+DF(8v{h^RFf;-sST8@%j(;-}N zguC=JFKF=h!FU z!;l%XXKy{5`(gt(H_%ZIsf-lOrrUmMh0r+nbl96u;}P`Xq??TFXJL12WQ3Pf+Nu`9 zI4wV1szZTrU}LU;k@d@@@+jUxdait;FUfMh^)G<9htH}h>*iM~?!S|ep30SHqud;K z&2nju%|#!z=yVRJH_0mgj;B4mRga?xszy0~yKje5{3CKzfT1|#$xWZP>V?6oW1;Ir8uz$-(EA%1R-mYLf?rgHaN$ugeWGtPY3j z^{_^G_i~=BX%ImVlJ0Jr)kKJv#9O)}ED%cC)?#DH!igg6z(M06ZSQ)&JA{(mTeR%r z9}!aS^6YXSe%Iv{NY@1e{yh?q)YyS7BViAary_Om$?y7}{gtjrrX<3XF==}hCEN3S zWl)qGF3h)hj@t}gAPC{?&higWJ+pyF&2H;UGy@hCl;2QZGFbiU74WD8^%8qRG2kE| z3*)=%XG1koNy{`BKR%^{#IuKco15|x5F;fX5YaP0!1dOxPT`@pW$BkuxaO;60-pmWH2FC}_zjuTPo$A^k=R1Xk(G)hM zts2kfdN!N?)Lr=u+`C;TZ8~eyDB!oXdK$xLQcEIGLqgz|Q##26-<3yG+JVJ}X>b@e zQBmf+aYRXtaCNbFZI;1`c7^n9jQFJ4V(A_5ZIXtYg0wT%)ZwmJ|C_IJz$$R&XQBRn zm9F;J3H|L1hQcM}!#K$mYDKo*qi-`ojZ_4U5a_n2pdAHLbKhmiNDks-Bh^9(76`NA z9)9$VxS;qKs1scUOGkX4#OpkJRj8n0V~wk%(UmiCSs*GZHn!Qrre57=jSin(`{4Nk z^(}ik*xHuU+-9RI_aeU$1dGEw${6YC9jFmk*BRTxo!ZbDA01tE9nK#~$cfJT87sPZ0@~04NOj4HK^%9Jc=-M}ZDGy3KVWbFgVmwt7f(iuDeya8!yiQh9%KP|v-XY8O(d3~2vzP= zo6<2>-vpOcKod|Ld2z9B@WC5NK;U6GOjlrL$%4dY`4|dAG@mjq{NFW#-bFTE*{iny z!&Op_0ds_ILJsy3R=p-A%%YgtdW$g%-P6xsRGc`b5|BIV;Y>)y;eyuzyV!?gQ>rXq z4&^rRhiz}CER#>+KKDvzKsu^G?Ary>AJ68;0-vtcS|BdM1qaGuqqWT%5`hjV9x@hV zi_C&ABS2c_HITGce^C)P)R(MWKa{tT&Ez^;*wmSzdPPeIQ7BE&_KV;dUt!7uW$DIl z3pjjvlkU6Ncq60?YC=z);#-z&Qd7oNW|*Q`+&tOpQ1D|@`oS(3Px?S3!!#HG{Jw$A z$#kdo0C*pbVUuHK1ew?9-2ahFm78Z94gKOTZsf`(ARVu;!7IQn^&MYq-4B910aV%) zkFGu6m|rof?fJ@!#VF5v&r7)ml85W#Y+0$PU2;;u@G6+!>g__FjtbODL0?+2D&6{8 zE|YabMiZs|$U%G#pHY`~2v>3}TxikXck|VrqqM6W$cIH}Gd#%jlPKpYmg62+$NfWO? zKaa!arrap)Ho$}=nhJr@Qjjyz9}n|)Ik;6BC(tOAj6vA7Mq=78B&v1eP)(zJ3xzfu>OBV|5ZD-oT6CG- z>2TQOa2V%8J;L~GCQ59*ZuGCP+=0kC0tB|)nZfYwL_!3Xd?95nk%Vx(hUpN(D*DcE zOlW{+uS6iMWbiw#hmtfLyE6J%}Y-S=X9E&L|X2H<%Xn^&-=am$g6a*@d<+*=5fMt-i#c!3PFCVHnMQCME*Nh34t%)XZ@ zs*7`u)uN-<99o}n$VMt$GW2`zVNM`^9Y6$&Keh#+_P*36=)t%%2MoGwv={^b^kWk9 zqq>q@;G@8u(7{e@7CE2OQz-7oq++2PBZAgvab@;{gkAL`RjGtbIA9b-h}ToT#^gdY z-aKg0b>ghV_g`!mdROS5s1x*QxDMWzJ(glK`PZN#{xBQ8(~QYU)`zJM3`O*^&R26< z^1Rec4=?8qr(+PS8DfsOcr(1#5}I|O`bW*e8Gqn`434b_??}T%#ZUma<&s%_8bp|h zbHY9!wvTs(m7DTWTxS@!*dhXY6@;AaO`D;CWrDJP>wVs;8d8q6h>_2BAnx58ylnsOI+6m#H!Yv z2xX%C8d8~{agiucl{9@r%XXmJ3koAGxarB~sK5ptXvGX&Rb^%6B-`Ye4YDV)b%3Mn zks{(g;(E+^?Lzm!(9bUDa24@JIo7G~oK=eN5G>l0((03~gHR9xSCOB9KPn}#_iM5= zrq&ihkG>YLf@at51%iM2mC!*JHX2N&C?|rW2J=;sC5tvYTVt*!<5#6FGy+PXfxl@c zNQotAeANf-Se`{O?R{zU@u>m5^|OujR%h7k7o9djb%l#S@9D#5RO)RSZg?p%JTC2V{;jI^;7g}QXWc1cu!8S*n4hmGXcC*St{-y z<5;hiT+kfu-LRzoSp7PZq42_cA$~_<>d+(9m{`4Js?3c+F+I{li-TK=qgcx!zM@9b{4I7{`A^1Q0XK$=;!|o zQ*J#p$AAafS{18D3KX&$gvK?8eCn|5O*6Dm-uJ4@S6b7|-Rg9dD%!*79A18e2hM1| zQ;E1j_7E$X_ zM;wu^zX@_Mn%o*F+cpzm_)WxOF>;ej(*uN9Qi_a3r;t!NaRxFzNFKbq=T;9$rAyR0 zyijd5g<&dova*2Vz3)%VYf8--w;{?{C3$s72kqwWF6@9JN7N#6YOWez*l)VYJHE@K zdGjz0Izd)|cAn@o>#*pQR?r7r#boiy_mzvBH`-#AJ+y_?Q>fR$2KtmQ$c8Kylr~DM+ZIJFbKGS*c z{*uD9kqHk2A);UR5~dpMP!#V1`i;y2`gSaHW&!4714+9C>Db;>5)=rQl5`z&qe>aO z#UyKd!&f^kd_hQma&U6Oh>L9r00F)P0D#LAP;PK2pQMEW!L-;aJ}ZDp@xR`bc+c2E z|M*P8D4>0Nfu0~JY&_L%f-t1|5roA&CVIol=xS(c_ziAaFF^yPt&NMqLH9SN*11`c zNNDmPT{3&^F<2kV60}Tg?D+;)g?UJ^C~XsQp(ISv`%Jtxs^!>FzM>kIJ-~xr1d6!N ziWaP2`c0(A62z$h{sn~0i=_xHegoITL(p_Du)Y=nY#aNpJuw=@VmnpskF+y_FitGd z44@W}xp{uWOpMPliB3jWBCynqd>5_1 zsH;-MtXyF7yR}|%Mr=|N3%pIM>#e#S#t=0-uXPuTHvC~ahM7RN)i+6oW2KA^c7-ur zfisp2dbaHi+sURWIhFG{lx{s1iii*+w-Ut>`{xpK7$x$}LtCsRvWcJygw>BVZKT0o zfW*rHkTR=6j~&_>p+RHRmi`D!cWlR2OI`pdMn(vp*pc8x>TEKB^p2#NkS&EJE(IN= z7^u_V)}vtweVUw0XYc~GO*gm*#HL_uxR}lS~HDIJv}v7 z1$>VtwUM-HLb}adfBS5$+o}@tQ*pb^$cCcPaTGZ&h>y|hCjEO1i^=ei2ecw7+=BIk zH>MEHv9rIOv58*49tY;L$PPLqN(V7q;p>)|-?-zLec&bLaw?&G6*_{106mS7YH3u3NZ z!#Qaw=wvi*E{lkHpq$~}y%i64^t+dRv3eIj9sZaQsBh0AjET-jBRMQs^(r}E)vT^4 z#Km^$0^<;?VHTjKjf;dxdryqz^(WAw!FErk=J*hw>s1b;|1jsoI)`zH7Ov1JY7|sJw zbv&bI9*N90o(8i3o_m1nyPr>d%^`IJcsD5ZK#f1OVR$9v)NrTlpw4i}<)z*t+&P;< zcM>r04LTF>T4h=nU)<8OgMAn(Oc~T&Zi1Q9zBR8Qg}*(L9N{n71sXMp6wh+0`C6N zxc7TEuyzniZI?>DARqCb0G;!ns2I)YJ z4(AF@TN8H>1w^Qiqxp&MA5=0C8~H)aVB=E@Kb~T>h+n{*y-hwoJHzd=fQ*~L3e@HM_e~6X zPi`b^lvuLiZ6kTT$T!|IfCyB6+z?7I4L@Ad+ncqqco|5CieMLtI)$j21@L$SH<@i+ zJ8;&j1#_u>R>SxC>*q~k>>!nU%SnLBn3ISmIN*v%ERirXbO04pTVjBSDK-VwkC|3s zN7K-Ar34@F;c|m?$NimE`^HE5^_s#0*EfOZt8vH9Sv26D=R7z$FxFcpx$ePwkKQ1z zWsdw~uhwX&$EJ=I;gVI@e$;%qLN`qkZ#njER_#Z+~2 z&0y0B3qOcnTOki8HeA@;L^I9+9!nGxfckYp(PmcBOYTH!h3X{=FlT-~z143Qh%mXC z)>SO{P*i8~sFK)9Hlj*!FPLEyfSM{BQsA=K&tm+;c^k7YGxvj*a7Q)Z-4;Yb zG>Y(u>FG`kz8u>vv*E3x;sx`2U_zbT7C zL?yH-DQw)DefYzZlUxi3)*Oid24zkbmk}4BVumFmLTHa>dYLT18Nz3;s;kW)ChbIN ziq5(Kh_brqCnqL@})7~{_+>T7j+;q6A*}Qcb8F* zBl&A7*gQAer-RKE!~8=0dCk8DDu~DK94^$(X5-cTWHj_d;3Zy~WgtNMZgVOqbVHO+ zN4DA73-n(*gE>Kcln!#y8=nA>_Ic0(anI@kOo=U^o+_WbZI!|>VMRx!(2SHTTrbih zwc^;!*4-V`6u$WYs(kOR{{8cu#bCj72U}n-q0{Y$(zdwzvs*j~>VVe8LAKe~pk`;! z@@FT%nBr%uK^xYRIfug`lDe`->785Xo4fDN9;uAK14=VC)E%oM3>>D1abku}0?}No zV-gjK4Xk2u$M3soYMRZY&Tn-kUutSJcPD2`5m_-p=Td-%3Qc@I4MhvH<033W9I_Cw z<}4p~5V@Q;3wZ(-8wfp<)qrKv&n&=$en+a;6lF$S-wOX z!=)+>Q{IVns!p{pps$y=yD96yK8y&BO~Q4Zb(F#m7lbwvLJB!Jc4pUWa>{_kcY;g` zWPd)Xb@ze^Hv?C5gEA3>Mi7fo3Kf^C5Tg2+#u!$RSKYA*g7b{=yP& zhO#D#etU?VQz2MDpjoJ^2r4bkyx7SO#x7v7!Q`kj(E$fI6vHsr(jt||6K{i}Y`q|L zjmX)R62}4)PVU|_ogwo@#YZ%{g~W7BeA+{#o1kBp9G@|JaX!%ibzdyic{g@MM+!t-INlBknoCn5lvPTc`I5zp?eT`VRTVWJ0i2v? z-IKfxTv+t_&{^)c*D6eOUo->FwJAxYA6#*AUJLbMFT9gg`{mB9qT@lxm8DDz&1xk+ z{(4C=b*B6F2v;-_i{tWnQkTi_lfv;aq=O?>Rf3FVFR4v9qd_yJNWYbDVx1L$Ul-ac zITX|wi-iOA*=H84BDMyg>q)N}xfv5^^`KBsyz77)%Polr!h>5)7a`(JRq(KnozxLC?U&xby!M244e{h0{ z?Qb1oqGNMLAjC0mXRTYwCOblWeEg%?)#C0S^BYD;d*$8@JI`LY(a3QR#bAp>U zV6p3VUKMnHy_|b?6hu*G0eMjrcY^TiYUK}EZue?R2Z4tTplQ?GCRMfo*&{H@xNI6o zhp-nmiv?%r{+Q1^p1?(ADD*?wYxxnkp<{ZaVZ(DHJP<7H5rS!^OctRrt*NKD3@K}1 z{p`Ukk@J&}=XqUX(hfOW`OKG3Aza&%xEk#&01*k8ffPbi=su&~2y)=b6*A4&pA~pP ztn@#GeuG`s(lwm=G3vm?a^Zxzlbk?aF1b6D57f$#!A{cZCK;{Z=E>BcL){PY0FrYp z59QXFC>ebs?6AzO<;J-m)~z5uM7lG#qm+yBVnt&!lIBiMf!#w8(Qx6SLo;feAd})u z8t$PJq#o0NS)~MomYQt)#~T7#$-E-Dm}-zLa&#KlaK(0i1S=rI5_~y-*0y3~*5uN@ zCOT(;A{cj_7vZ3Qo<>QjmFHVtyFZ%YaZwfh0!$szC?Yp@LV}zf#GB>~L{H@INjqw1AUjja2 zdv8}(P^^9We~ch7YSO^2o8XHVlJATu?yRm~jw0K^%bnag$B%Fi#uf|ad3`>?%?3dO z^DFJXn$q^AS&)R)0G8gwpFXP5vl9gA5IBJlmPQzU*w_hlx#REnsBO{a9 zwQVXGCZ_SHN<>>89WreElbI~i2+;<-s@%hn!UbXIrD7}>Gq?WYH=?*Ysk1r4iYjdA zS5bxj<@=~Z?!HE^)dI*zjSUAf;g3I8+T4fmsv>E|7!;(p9a+OE|7xnKzJj1iw?&YG z3sVVr00=}I@QdTv0jjWCcD9@8I3-e+DJ4Ls{*dQKScsB6wGP;op%~lJieYnmp^tML z5j-`y*4qHD(7T(#r%K@=I`23N%`Q|;z*gZu<4~_|JiYm_ z8e2_F`uqv4p&UmYHhvLU9wzi>b#D6>?D*GrORPF!NsFRh+cF0CEZ=zGgG_?&h zDG0?4qVS3OPYo9Mwooh{Ia?07ABD(eg%N+D2c>|tz#T~a;#&s8Pw-ksh`CDg2-f(X zI%U$C%}GnrONDe*^ZS&-zTRsbWkeoEdVT$1rbZMqT${$T80BjIMgFNjcwBNYU-p*= za`&LD;MIkJTR)=V{5gHYJu<}vb3$jQvQ;;b@@$_THVQ>3d(pp_4ibz;AJiYMP9lX4jp>@dQ$+<{awhsfwcL@3%|WM>fqPt-q%!4t-?xOTOPPsA#ZBd7J zch6ukGJg?QKE{L^4l6&?38laSD-keOEA^89RUbnJ6+=RT!UO#+FIEz!BLUAhej}26 zz5}Ejr4rXBlN=idcc;@~ucbT9jn4)~KjqS-XB8#X;@Fb(!MP0(;L6qOQ9u)f^~V7~4@s3ZxK2;De|qKDF9!@GEKrV|)t z4xe~q&bKWyQjmIXS}8QVgP0~(&uqSsw}{H~-vf0s7mvxS8~CPWh9+{`&{jmwRD!Im z=EsEHim&>Pj{u5aLFonL#$?3Z8qV&8{r#13c%$aa1@9RsxuYsJBM<8wl^+3!?!cYX z0@0InDka9kHGbI?xFBMzOKvaYUOpD_G6axlEcU#SBGQN~HmOc@$YH~TT|=G;XuK*r z6UUleg9f3od=zV>n5ZWWYfxq~34G23*{fl^Du2k#D_DuJ5*lH)S+@qlzvcUqw7L6$ zX7Eegvfz3q?2q4GfpvcsaFVjp5d%4R5-MvN2Oz^_cBRmHljMdJWAvHMOlv~iv>0l0 z1;+cl$P(IJ_cq<^-M_7zNvy%O3FX64en3|_TK z)Hoe(Mky21d(c>Q-e_LeT+KcE;qE!j+S$$YcxEaL(s_CKD-<9=_j$Y&mwBBB80`>K zXeRlFz#$Ujhrta9s)CA82#o*kr90f3rL}^15?5#@)eQIK2g*Y#HB2q84%>&*;A({9 zlD~2cH^@LJNy_mS$9tAXkzbB^t|cSfbM=?XTyva8MPPuIIRMPiQJX06G!{h}6H2s` z1fHUz-#X>Ky{1Fvz*41f8iE>WkNC9&pWy42!0mZG^e^*!>SUgqpT;Q{_B2xb>h2y_ zv}SOC3Q&A*g+l%%7+dFljc||A6gNdIJQ=HN6`h!gFjg1`axX+mH3}ENk!Dc{`;<6^-N~<|d z%BOitD7^teH?gqt#S|`Bw6^nPuOfUF{?rE*&R-fTD{A%r`>UPyy+O+Gp24&d9MN2p zGr}DyF2AX;OJ#HJiyJjq%8aQ~hIa19DMJ{(#J~S>g3y!LOPr1?|zCq zI{4SgUasyyjb0Z3{__cJc%s?BxkZ8-abN+34PpN6B(W4hNjNggQI9M_ezB!tFDg>5eXAf_&w zuW8*b zDg#oS`$^-!_z|+E-4i&JVxv_^vSc(4Is*u?;X+$!{d;(;wJvM)^u3D%G|I%NIf>fi(c+_k(+(*6_eV%$ zjh%J(%9nHo4++ohF-dA<6wo=YTtU4U6L!}IZz$qO1lG$<`~h3(vyNS)LzZ!9P?7uu zx^*Ljwt`bjj$CE7*5`O*&Qk;J7)LLgoECJ}X$!_bVIGio>1(O26%yQV=-nMr`Vz0I zg2|b*Ps=RsfOeq9rV|setx3#aGf6li2W9Hi-1H{Ax*$3umX!z)A!C)5EJ-Ei(P4a5-As+y{F}PcTf}hm)Tv4lr?@KX-=A4%LZA8M%L$7A z`I$SugkN|{9{Cdi@WT7qj@C+_Ulas@W~G)xzBMBJOOB z&%ckm0IKEdzPkQzPb~QV*m`-yN(GVJ{nDzs{|eJE8wK-ynq( z5Go};8qBSfU|hfWH_QBQUf$F)-|OWvHA(WfPvp-zlfQoT$8hZf0CQ=O#d=6+pc7|k zUJ`tHJ=I07dWhaP@~C|4+_=ODz{il?Y$`Ro^T+!iO|3B^GkF^1HxM$?QhI;P+-b2IR25qlN z6$6D{#lkp!qKHxNIqA|JFshfIUdpCiLuWjKMWihA3d%K7z5?gZC^&)!m#^WE|7dt+ zZq2tmS&OF5PzR38W;I|67P-QaspIScIDZ0XQ)8pc#$CGy{fth%H|=}2K%L1VA6Vpk z*xww^RyzmrKgRBT=-)mAA4%i_iNmZd9*kcpO;fOMBj|$=+gqu8>-&$tRyk+m3)-fY zj0BC?9?Km&BP_KOc0}EvlTg1e4|+^9)=1?ZhTKf<93|UDLN@+;yywmz2Pm&k3(ajt zNhxH|;Xltz?s3B4by9H$%n_TO^$f;=w0l{W?z7`RW@B-}t`r<5`vn$`93^uw5pbPM zMWd0Ifr|y)3`6N?G_*FN1eDYvmEh=;Z_nqvecEGgH~Af%xEu^6kCOjruMhGxYlH6n z*GQ3Px9{h(`5SV5b(=7+!50Lvon$j+fn0lxACj6PKt$ZAeJ!2lh9zu|j3o`Zh>lm6 z4CTOVBU=^mJ>to#^q*b;*yLt^3EknBuL5wrmsfOi?oTHsc*ft)RD2FL>JM;8Cr#;f zihU9%VHq>QOcoA)ODja8rK_#FZGybR73FyaDNHo#N=5 zGJ=>Qr+bkylEjp$Y)klw0J#nS@2JPr6IS7)nMp%cRk^9RL@21Wq)WBldvZKb&J2=N zG50KZOnO+I6tg&6djd!3!NnQI;aS(2+>vc?O-ToRIs*)3GO@dz;yz@XVHG63di~q< znWmtPl&vDeh9ca<&$lbEDMBEbGiE=6=o+42YVmArO|gMLcW|C3CK6N-31F`o9H{<} zERbIIjv6LrooFPiA#4@id+lf*bfu@l(?&)~N0vVD$cM(uNizd752Eo>kYAkY)+i-# z(U{}d-Y$SseHlJi3OQGF5A^rV`8$E5f2_%Di#d<@oPfe0t-M zmXl-4tq3P4MNs~s)t?^>+V_#1cE|;ZPu5Y22JsLDor5Td;1F50#vIcjrGu1zpqUns zE;?$C3V1^THr1;A-7|R%GMrV}#n;!j|3B@WYfO`86vz8z*@9UY$p9^jailT}ZE+iu zF|aa}3>XkrE>mEWd6^)KlNTc+l5trk2`WO%MdFMan2eys3m}__TeiYh=0KPTxWE*< zC<~Wap@=~DKhIkdFpt}pCHvwR!Urzx)8~Dj|2gM>erMhFz=yY&Axg}4e;v{>4V!~H zqD-_w5R=DTl=m%VtOQXoG*uNKO;+C<*K50xj$&&9&I{_P5RmBHjuP;Dw64UKjRVT?SL_S-x;)TTl#A;tb0i*wx$vD;LtSOwRPiwMp z<&*Qm;`Br4_rx}bpcK2dirZA3akDwkgUroS&MfK8Q|?`bmC?g){nucVIR1dAMHMA& z3a72q62=$8k-mzslnmh0pKIsILS|F{DlSKb117M6T=0q&pWV*`br_G|&%$A<=HjR%T%mVOagE17Ba5Ax-QJ)aw zaD|VOIimTm`G0*!iC^w&t8p=mrNBzRS}dc;WIB9K`50<2uVgr1xd(zRw+5fR#-As` z&4NQ$-1~=P_fC#+w?MI83(8h~V^;y^b8u3WxndZ}BXDs1V65yy^QWoAW_J@s<(CDAY8 z53KRMTd8Lnp!c$mrw?0>(NyFOUkZU%y1L{SeI<@wN+;>$lnP{Yfa|Qmb2a^iVp{^ zFWvsvz&d#P*ZykFg=(lpAz!N>y#%dn^_UvfU5SZj#AHGm39U*^!zW5_7kUyUqkX8A z=;a@y<|Vk~9I?YscPB~NrFfCZ;iNW0be@LB&DDc6VTW+b2td#f{ z;tYk#qs$IadJ{em)kIbR!_(fRqd!1EPRI3%oQcT_ZU#qynNK zAzedCGjtDep2hpV-{0@-z0cX_pYz}Ly1b}aYdz~(pS!2BSBJ{*z?OWg%g(5?7VG3fdk? zOL%u5ZJndzwH-Cih&$(Qq={ZX%c#vDK#laQlMej(%UPX~SD4`=8kfxcOV zkxD^dVeInqaOi72*}o@&{hyQkpFR0McJlwf?|6}4RZB?kR+m-_WfjwOb1M&%oVkEF z+MVJP5(=C1+L&q68msk1BX#w#+TBTN!bqhS!h5?XE7dRe*RNj@n4RUSm0YtrKfdeNAMY&V zT?fpAk;@~MhD8>yU%0r4+4TvOIgZH&VJM-~k5iCu-l#r4BI5o;seXu#{v0o2lWW&s z7?oaNgk1oa>Fkg@&aYa=sUGijpzq*D_qP^%KPti*&!2yGu)Btv2)f9vBAcoa2&eC} z!_;IhTT9$%q zMHKFAc5CFNrODTLZSm30Mtw+0DJ-&V&Q%CJl^|jhCVRN41vjHO*^PIUbC(UV4#_jW z;<;27#_G_oXT7(Va$*IIY>$r)6J&k8l>3uzSv`p9Z~gi6_iJX;YbstVH9J=XFG7b$ za6*TFc@n@qpB6~hWgg6?JAV_8bLDq=?h01@*{U@*Mp8Io@g#blH4?;9E1&1rEBwG+ zX4{+FVrf|Z++b#4A>Xhp7gd*Q7vzGdIyg9Zz#*=tML|K)(%!DCtIM=81de7XuJ=|E zoB&%KR_Q9YAI>!{ zwFf2@r9Hzwuajd|S387tG@Ge@RtO!^_-@Sdm@J9{+_<1&=_7EnJSvXWYxiHz+O#EP z0Q<{UPnKHf&eBlsuLee!TRjRkK+JVPTcs-_&Xg4i`>gWU0+hDz7xaM|3w zjoCQaTKnPKc%O~7sB|O8nzCO$>({k1uL%ol*ra$`zh1=q5eY3VEnV+fL^dbi3CGGV zZ|tEq+QjW<+mjbYYpU91iA(x5+$U#Ox&cSfFq`=l1<|m40*Bw{P4W2DF0=6vJf+2r z4!QpJWa-||O7x)@ZhrbDS>;CPisDf%bsVdu>X-f#p(yG+d3S5EUqgJvDbUnwo~I1i zecxr~*YCHC{2zcPi;sE)dP{=suh;U)G?VQn@CnF9UtU&bM|C!cdTlqQRllaoeF{-;Jz9D#oGs!6!6 zy4Vfp&PVb|37i!A_g}RKjWhJj8JJR$EwhnTV%`~a^`}w)_wr*vz@YeUhb%Gw6g_)B z*w{SX0>fK0iu7^^P8rR_LqFdgyt~(U0KBKfMnlYDM8C|gUpM-y8miC0W`3*REY3hN z3q4xxxiE~yfB>cg?3B%Iz#K;?A1?LWn9;Ak>v8@+E7kJzw0!0%uy8@zEgu9+w)HiB z-TX)4>i zMsLt0JAY@{pZgpRmT2v}{*%{hu>iZ-Krc6!hpC0qfb7AlA_9DXvE8K3ujUjjYkE}F z*-#ESQ@MlHz)?SQIZnbuX%?4t-43 zG5zPy+&60B58O37quw|38B7&U>P!C%`-eMYJSrf232*GCAiPVT58hJI#5&;l5aO%5 zFDa-k^e zB_&-_=>j>)Qjc3E@bWTrT?R6)`|msXG1Z@-gq!R>`grPlC|>9^``@-LuQ^bPjJ8u8 zZ1o0DZL6M)9tu~$0Uyl!b`ikl>ETjSQ!(IyX-inIjMhY@gN)c*sPA#=q@tGBKghhE zs*fbX6lIA3Psy*VKQHww2#*2E>dFmm<$a8%_xR z?NG2_nVk_A)>}`NkrHw%)f>4o<$j0zwqvz5+)y%)0YSSOq|SC`>W<4NZGb=7_t1-3 zP+SyEN<|;-iKV#w%FrqMO-Se)RB^Dyn)A! z!6t>|Z-^9)O$eN?1Jly0tpn4S&XdVj5%qqodXFFrG;x>_dL z>Dy@?Q}4;fH;n9wqR1$)=e(&MS?AOx6zqpeeq*!8e~8?qZGaZ_I3C$r2mKyLw-B>(>yNRI>BsH-*MPk z*AquC7&>^R|Ifi6#$M0h4z1AKoY9^0_J7s_as+qv*}V~=%a@%K#lYVk|F&bwcN)lb z&!;zpIJ&vwJ*KcwuMhJ-uk>#N`=8X+9Wl1~ePP}-hs=qT4Fx-0puWNA5C?r);^lv~ zy%9=RVB2r~i53rv{a+=g|61Q#JaRpLbZ%?!A(kJOG!;6=2b~P2dFkI)`9J#~bG1&% z%hwNV$E832%a1(@eEE`8(6oAhaO+X%H^F-jagTC*i4PBpGVc}`W#&1UtoX7gRGQZg z^Kjnr^z;N(%Zn-+*!5q$in1&YahFw6pqnCL%l-;X({;qTxzgkm1KELla`sGHVpgF^ z70v_z9!?j)Clo;VA2N2y$`gB7yTzwhCwE0lUq4$XPd7&`@iwR>P*s;cxQqs$1N(fX zyS?r{xSB&8$m$jVE9l__jvn7;SYb$(T-*qiJ6KhD#)X6RoME23uj=Sw9swN>qdPXg zZwjW)yHWVNRIeGGRN?Y(x&Ae&f78EK&;h#v0>7#J|7LHKS_wYv^IPDd!<-_-{qj!s zSK0YL@Wnr7IVsZpN2KQW;zqoK9!#S7Vx7*(2h%0~MKk`jsI}IJF|Hcfx(icbet<aS{`e+S4j~X`4r|S&2XgIlRN3TQI`MTqR-Q6?=O>^@D zs4-Et0Q)81d$e-=lDJaGv6SFAsOjkhd|18_@{R0~T%E38@qK>HVO_78A8akCaQHq& zY%k<>#pvO5*`nu0mvWuc82V}9x4QKH$;Fo)poGUYbjbIJ@lf< zby`p)vOx7fOrn%n1-e(KFBOUG>eVwM%BF6vHLpP}9;XWQ0Y(Czzb(;*z~TC#Cs${+ z(xroT8GY#Lvq%c_cxi@A8S;Pn72W0(j5NFmbKF1j&QlaJz-pIBA9-BoY8c{$%t<21 zKWulMm@(`S%_xJ9GoW{vXZ}w#zpNuYVa(?o(F+Dk0cIsrM)LFJal#q7 zF|;sZ$GE9Em@cNTFcgh|@y+hQXH&6AE;g@cO_pBUG|L_F=i-XNWun+f*w!|Bw7wo@ zrN%nc;fI8;7vUCQ)#kl?IcfDna@zwf;gU0djUQp^zT>U{bNL`IujG?&$fK6>oG?4{ zKz#HX-bKUdW6s)CfzD@=ij_FCmqaBtoxPiF2`ZtiIx_6Ah_eT`PL>94$Ya~UZXll< z?^B|k6}EM%4vk(cN|w%ea}J+N=bwyla$nHiyBT!G#{n<3=q_<4{{Eyrcm~Kboo6^! zYHSYUBQN7oTB~dIH{6LgVIx)?#ily&ngbUa7hoYFhM=RBr_!(LW1SRILGMTRlp{ITiZ3Cc`neNG>tVrS<3XxGw2$Id3oT3)d+lyc)}eVE#59$SqVV z5@$j>et}fVVrAGdkQh@Fu=2ZsYVP&xu5h^r_^RdtQP}i{56bVDjfiYgrvDc&^&fk?+S{fw79riukZXWgN z9!eE^=TBFG9K6LZs-n{&NB;$mVtT8nbKBv=_plgKpT|RAKF&-TVaqe`98L>&DZra* zWnnOx#*0&$5hK=Z#YdtvpwHri%wYS*%H_Jy>ITAD|6NMgqspghdXl^2Z)ZuO$~?x? z6#7IngW0JBlT^Dn(8`Lz4+IVM-@SFfvkps<+-=Mf)v%W@9`Os(X~-E6lciNb z1t>F<{TbAM1&0PD`Q{O@kuxn+%WeUdw;juG*NbMHK9^rNZ06f*XmmHKt2@J`J@RNv zcz!Cp;5TcYo~mlx0}j7yc=uG){`}Vo!t2+%vxnKA_3xgCMcleD88)y#cKi~nmuE|o zvx%}>s|c5iy=`ASbFJKtxsH{DT+ra`h}`;*gmAfa<@tBQ`G*;*fo!hnnFU4}0c08B zvQ)Bt*^!(5b%yxWSV4X{j3Ru#dL#ePsx{xprS_n>)E%?+wZke-Mb8vT8;#Ku-o^kA zjO$cTdQK69RgHmmI@p~k37fPd42}Ec>56fT;asO@uWaQTS{))B>1P8^skFwahRbNW zN(f_oy^)*G=6A+2-U-vm9&HbIvDn|&PY|5wY`t;Ga zZ2=zA@8k21iLv9}fuJUd0l)L(#h&|4-d(KAP!_ebrnN_JsO6X|E*4d~6rfdg z^PN7~f`=RIA2yI6H@08mxv@~?4D2T(BL)GN_t`t_`(~;+hgT;$gCec_+v~3DS>((C zivzzCM$ca;W~Xh4I6AOd3>>ZxR%neixa>RKGKZmu`8P9ko{=6dSCMwpCn{ZfeCTUm zQv6cU3VodXdJ-o7eDJJsXX_{nChSmx)N5hzi-Od#53*lqaS?>0%joT@G%RO_S5Cv^FM*gLy&ZwC^=)e&4hPlOnhpKH$94rQN0l=d{+ISz zm+DvV=zff_TB5b!0uw!9NQJ}aiLV5=%G7rit*q~}-elLN#s7|}#FHhNP((4Q_9bp7 zFriC29v{zKoS*w_sc*bXC4Rq;Z8PqCo=3l%m8gXB{eq!0CYF9tLP>FPaasBK0@zmh z`k}I~V}swmbuvGvL8+-}?Qd$?4S17!V7dpT92f33W9*n1^PVo!_1X?8-zWU=o6Vcr zAA>LU#SjeXIfNJ)o7@9Bem$J$IF4ZV)Ax)jF03=%pJvWMcJKCr)JSt7^QWzG&J{U1 zGfDWU@(O5&20xD6xy}mU%A=7=DWUQ)iqp>_kYT7SZ`g`+d?8Qlc&mRe`QDv)-kdzp zHsx$CSM>@jQ*rWb??i?FLMXZxcbOFaD6Xr|GRN0OoX^^+kf-?#{O7OCP2x&R^rlL| zCB(o-bZAz3yey(-mnTED?~1%*Ez2U`)Tb|B9sv+UGx4_lhxqt;H_6A9%k6rXs`^wl z=rln=XW1V})|dY{CBNRqd$f%20d)a!*lsZ#huV0)_)dvEvRzi%n&;}vr~Ap6@d9i* zZ_1bLMDaL)W5m@R1lUbi4z%<2)h^T>ug$p$x6@%ikh_(Z{hwTx z73})?R5gP)ak)mAvV|ZI!@gSk1y;(rGCS1+bfRe8hSk!*<-@UKiaNgyHBixfkn~Nl z<8eh0pCb=E?8MwvaI@_5pWdb8J|6W`!~C&dK9O29l>ZpU;oz@*hHz4F-I=xyEK?FG z14pI-PI;v7{l0m!;f#kvS!^}C-vHHol;{(G)I!d3-#Mqf>93D3q7N>IvJ)H-FxcGy z5EZ__H>D=XQNu;~f9M)J`U?8)n7zG~=8{+Tr_`r%bE%}y50C4rI|c_#AI{2Y4h3LE zxs)Cll~)+iN09z^Z#AdxUnDbGWB4#%ey%fMx5%{?+k<52%Q3R+r}k5j*HCW=qHz4^ z-fuF24-#gVa*r*n=^GlW88$Rv2goJJVbAYMG}b))3)D4hmehSl-UKWZVzU z_a&8LkbC?~A?`f5&nl*~BLhW!WAjm{R>7~A|Cq)k^3$?|QfOB7+|>$0(5+5fNo(*- z6o-#>vb|8=orSj>)Qv8DCkd&cz4*W#+Z*W>D0twxprTO$ zrQSLbpGTo=;eZ)pU(^|i6EOH>lj^Gr=m%W@^MbxdkR|A2Fo$2ocNZG~?#cS@XRAbC z1&xq4@T=vT9aDgWV23sUUy%7V5T1AM9aFAWRv3gnfFJDuET~>1zzt~ABpb8~y93;W z>eQw$@#W441%r_h)(~y|G@G+VeRo#eo^@obye&Rqyik0M<_JBA#q?BHR&Bjn0J*@l zCjW4{6(r#oSa#THN+@AKp+o&BdK6#d5lJ_yy>u*_aKhIVbs=P~k@pcacUI9?t@R&GuoaE!V zdIMUonWT6E9qukKT}WL0#h|Nd+*~i4+!91{JOsIgx@kstjH7~RoH4P=1B+#K0JnIY zrJjre!0RHw68k^hdnfv&-k-I@0B|GAxJ99itSq~sQe=XpOXjHOESsQNtua8!Gh@Ma zU*u;A)qeCSjlZzs4nXa|y8iOpn`W-r>NDD(jx!T|K5%1tc6RYCf8ir@b8`VxKAFte zVG7REgNm-)BsB+*2Gx^4VNT2UJ}h}IA5Kn!sQi`4d${|#Y^ywp7yx)j*VNQ>e&ZakdJh1NTz4me^)B2wUTvVaTmSRZ5QoY! z_1)4r+`^zk*JHjef)4lfpUEDEo%McFhKt@i4~RQPM74yu?v)k#y}pouQ2&&tvb&rW zXuRuk?-@{;%@5fHnjP=dE%%ag@|gN||zP@TQz|N8&DMta=60lYQ&CCM&k7m~D`zKO@|1>hVOE`9Cj{B8ZPo$JJz(CL|Gse=^Mx45^!znC&dd!^zv zr~iXJs~;H3K7ltR-fVk&dphiKYz;>D3XLl@qk6uWD+2g)5C7DzOPKXVZ@; z(P7kbCY`k(EWQU0x#`R1#KDG=5N61wB)p^JoCoL~A1`lKmtZWQ;<$45=}Ab%mH-I<&9gVz4ukg-iaJNa z)=vFu;i_7?;Tf7P0EVwk-<8Lvs=^UPJPoVcFz-XC&EbXxRWul6ve5Kyr?G`4UAoS% z%6AR=@RJn}=`)=h8yVm3To)0+;TX_WZUzlsdF(tqK8@X*`k<9>PN;HI>CQAr-W)2! z7g8xxnVK~Dc4w*;(vZ;8*kK$(4gpogqXHNLjFYMB?5TEsv`|zuKr+t$0`vfC2$_}h z`15^01oqu*zVx}718v;Y)MRdA18~b*G@pkEz}v%q=Y>S#s{->Blvq0nvu8U423&9; zn!{(hFMstpDALxnAeec46niKW*;^<`;ou6Y$xQ;bFqVvSySStzZ^QyZcB0Y&9vjP2 z?tlf*{H^8(y7F>!X@T4-d3u<_?P|a{-#C_`=v1KZCSb=3e}7hjC>N=z_aYF(D_pyK z2Vl$Lnd-^88ghr)@#b!!LuGbZ0I%2GANd$LlKD&Rw-AGkocr_xB+)G=Te;;&NbPM{ zjEhBN#rmwn;FYpxXZFg*>4=2hv%VhQ^#EpYtg#}XR|CKfKns<0T^e`{Jdy9(wa$@B z7uWsyEIkQph%ihC;8mNhLDCf*Qjt_Ul06hlSg=c`@&8Xux z!aDS_*d%>4D6yUg2y8$4Xe0GY;V|Hd)RH7_o?@(eGWC7D_8c2ZWvDt{d|zH*unG^C zZ3---53MumQYEPlwbv!0bbg~n^Ayif7^^&-;!XpO5!KY$$OAoFtFeCQaD za8G1p<#!n!{~GA}<8tt``K}BcVDwvM+`)$0fuA6L z@f6*q3vvA6Oby0NH>0YT9!zLly` zH*GjM(p<3f!gcS8tiTkHOf~9d-d5mj#KpZ;#hnFM#EqGbRLnUInIcr8+xW_lwW;Pf zPoIV$+KgEgVMyom{m`h6S*=uAU(n}fEw=Duw29k=VR&fX8*DEnGF&XZo zo=U)ESi$B=xi9AfvLnZ3wjKHrSiKmsEB#B>?<+TNHX`lSW6KkOTDyrHDQ~_l8g(+!>W_S~HTz#ndjvUx9ui#Opt|`{8OT0DFtFEkS3Nfbe#E z-P~Vjk_R}-Sic&%FB0n{?jz2@(2{}Y&x6Y2k)K~JkZ5F>Hv}OEzL;C-+G7_%7Vz7j z=LKx?9f(-@^E0})6sbjfN#YT`%&I?dzS$+}S2ob2c`^M!MH6^yu1qGl4XZHPUZ@Cg zY%LG~w`oGlA!`g=SL3f3UEg;>3l7Bb3&byd&q$>dtpavWAB5f8kTyE<@pC-)ZcO+j zrxshGxYDZURvQAbD>ADA(lG7W(r)!=WWt%`;XFOzt+(TW?c0Rm#TY%)H*?-sJUyl? zG2{#tCU;!1w}1Tn8Tr(AlIbl7G4rF|D-a=FX4T3>7_Bja_`>=CvNH6sA1#|yDQeVP z;>C*>eE1iiU@qzn;!W{&AqW|qPp&6lqO^{QozFm zFpMbefgrvaTZGq&xxH}cD2V7AbV~PN2R1H)>59S}N(jzt_Zu4|q zL8{X_gSambw`k6JEIi%8o5mX}4=S86L|*})Me7lcNeERy!)dT<^`Y?3^8VEwJ!g2* z9eMi4PimE28ya`m=kD}k%;XkUcCdAaYHA6hzk%^@&1a4DYDH}V z4&3(WU@s%wakyMfe9WhWd%n-eQ77;e?Ss@rpleuPUq=DvH?~q2#IzLe<;t$!2}14B zz8w_UqS8TDx~eWOt~Tq?{~`7&g<@CZpLI zJbas)x*Y2&jQ}zo^Muapf>7@%RovSJtJ}KqF%SSXuQE zQ?s7+4W87Fq44rR_KNTA$*9f%{TDAns{wS2tuCbkR0zqL8mWa$f`)Uyl{k8VP~{^e z?JA50ff9iJW;RLAL69yWTy|gi_;3Xc^e0!h7J5~un#21+!tJg0+_+G81up6Ou57)3 zpt5_Roy;l4_k1{+d)l=UiKjeVuf`Q}zP$8?@mG?;WWwmY$O|hbsZ5-k7%#I)d#pa8 zWtXY=HpRli;x+d%_)_67D|Ng@!GYM@cNs59f423`2RyZ+|E(^dtRk-=6F}#cEcI1# z=;zxQAQxd*k`H!SVngwgd5sT|qv}1qcTVjj)6H$$H6$MR0UXz^&QdAI&E9?SP1*O* zjG4BAduwz8jZ~bs04*`brPx{nQJLJPcI-zkjC8cQV!}L%>)JyvW@M^C zz2*}?5jDT=i!~=QnSkSjiAz#*@{^}u&3SEcHv~xf0AEn$bL%9K;E(o6PBgbk4VO@y zYvgxI&ovCUng!G0b}}sB_#=f^hg)Pou1n(_46Kc6S^OEp;nv>^nNt^F&^wYsb=HK_ z;k;d8r`vfIk?Vlolnn>koB%qhr07(R5%N zM>wtk^9bt3>hq)7z#cQtarPGyehpoI1F9K+uD?s9kJJAUtk_~;Q zz}dJ2Qno*V^lsLS$9FrkBew!x-39FSxFk7Bf|ub_NpX_rXF%Utw6doqvram2AQa*F zVINs!E0dj^4u~y%bs7OeQh>tsZ@$sU)?Nfh@iKs_`0YJ70)gMh3xe9+8((f8HRedj zY9VzdsjTc8Dg#ecHg#)E(Ep3R;t1dhEkmTEPJ{LUz?g5Ez=aml;DtJm08xk;E*GpA zD@8WO-8`V{IqMkEzqn(BU3)$<(E9?g7Vd$FiZ`(Bb+A1Ca&i zy``U^Yrx)L@nZqvs(%bxYR>8YZ~AB6a}oFD_%C?ng+xKE-Bz*NV^61ga6s0i6BO-D-_XFiwMv0i~G`79zu@KB|*vQ4z*l zaGbDLf|Mu{Fqx0Z+m5`eiaPe}fC&`)F2=oKmP#&gcUn{qBkFecdZ z9N-Aq@5u*?SReo$wF6^75LaDzvodcqB5tOyKbXm>eu;q9ckk+*ZqL4)cJcDBHIZ(< zz3LFq5UZzEB_|8&Y!jKUg9;*m4)+?+`>PB`Ixj`Q{l4Mt#1}pfkTAPI9g-1ORTFv$ z41eWHni1uk{N0C8Ou>qaApQv|EZch%>U1$ybW#k`0rWLV2g!nH#B%Mp$@aa;x9{+I z4Yb?-4#z-uJAMm5DhhBmWf=efp!;&BmRt$_)IRhc;l6y|3Qd-KCxVit1BvRR77Q@| zYc~t2+Xt}16=v8%m;N%d)*}S$uJEe#^q-aIdy8w{izbzoUk}w1N5J_5`i<&pKg7>F z2+F@)Z;dbmvWevwDHyQ$2^!++kD;>Us=`CVoZIBxpWi3+6BVzl5;Hzsu}k$&Nm%HM zVHN#?o4qKGGg0%QFm)`kUhX4-$xDKGA_DH#qKF>Bo0e55&y0wX0$kkJCThZGAo5*> z0qX(n7hOt^W7bP~{;omCZJegkx`*&+8PtJ_Bv)MNY| zIIaU-O~{433bG>b@Y+Gs56;4dB8ttYc^l=@JIn1p0UZl0?JNjQfk4z6t6wrP<#p28>mwdjIdX@lCKMMKa{#klPe4UwLS<8^) z?{B@D{NF4tAB?Y#a+)N^vp*ZyJtmSIIlBRCzyx>3BL1?a+Gx|2(8>+7kKz|wC0 zdvyk;HzEf|5#<^)bQq5p;|ajlObk5q;)K2)Qc#07gnbFqafAao1w5W4bNY_5OG%R8 z&Mml1*-&+I14XaI2c>_?9nI-7u9>5KLFJK64xV7kDQ;@;`7@LqWww&iXb4lfU(NI; z`ohezYtE1Y#I?%+zp@!1!$mLk10_fM8$HM;U+$phIIXMP-)67tK#Had88L7uEN*=sGy>w|hK zmo5ncQ8Nhz7+vRJliBvKb&k=lJUjJ^wmm-#Ax#)PK%ZGa?#MzslKy(*Wj~D%J?yt- zq{M)g^#f1Oz9Yvvm3#M=`=(0O64Plf<{t`~B-OB8gF%!@14}0Ikma2?BEarcE!=;u zNcmC=^{-YTp;*7&uXw|xZ36bIZxEI&%*nggP1jke7&_#{72s^sTMLXMsZzZ)QWjs2 zyxOH&YrtquHVN3(6D#dwLy>w-&UY(4kX|hx52PO{XachO&57VXKlL!sIWPB-!Q{mt zmxCNRpwl=nwoDSBksb-RV~#d??a)8Z+NqubvIcv+Eg{uK{kd!esb+*(P}Xfu0}xyC zftSJBPYaCbHmz=JFdeA!tp%6s1l^lF+kKCjVkg?_FCzN*;s~}5V$UJtX#8BI1_w`> zQ`F{Z@ANZ`msVUaTs5>l^%Xy!=-Rhg)vF99| z2J)76{_90Y@4>~^`=^=SyqQ{U$OvOAm>`V#+0oKEb~O@muh?+pj+JEfR1{Th!BiSm z^RoVtXHC$|Kz_@RaC+{VaOXW>iu2w00v^L{^Zo7LAPIV$|98_;*f#5T?pP>inlEqf zp9XRpa(NItY$@kB1icy;zH4K3K&p@k_YccWLTNhb6Pr1Bmsv>xj^D7!Gatg0PRBM< z09U>>6L5Libl_o71=ky}RRSPlSx~;3+1wm39`iFH^|Ama-Yz#b)X@=FyWi6L;>vAb zuhj-K-0X=+U1@UM&CcItF730_wmk9sMF0!adgCF9&P&d;27{ux7u}NZq~NzIlC7JYBr0`ov(itI19;MdX-a86)g{rhX^Pd3(t8 zjZJ+ad3ZXX)Lgc@ZY=6>tIzLo>%8$Tm+m61la+e+-!hhMf!iqq{du7I0>eS`K3q>jlOZR3*$sLsbRx9wlL zVEZv~quw38FYerS{sfc)WpYpCow8+NN|lK8WFTYL{U?6W5tCMJNpTZ9{S`WIB!r4X0S&)+U>{)tQxLhL_VT|^%=c=O{{2D$KP^y(sS%J>)!O#aS4 z?(7UQ+XQac0tk!>fbJs0dCFKY>t!>0G|+u)3s*f{_}u_lxAWt1f8r)0X_eXk-7Zq8 zZ&nxj_?Af;f>i-H;J4Q;;@;>=x3AGLawgwuy5)&|nVpe28!#)VP$Jz>%k$=1-q5Mh zX%Y?WXtpgBh_L-DFiaV>BDA&QNN^kz!h2Z8(_5JsaJR3-ouZH3CY03HZt3QjR8<@* z16weBZ^)}G3C@X@I=nx^K1w!5CJ%s#W;M`gGYOk6xv{jfh$<)CRvRi)O^_Kh6sytT zP|^GvTV`(3Vy2n@2{9b=c!e{gmuh8Y2MBhJq%k$tg2ucmZ3za7Yh)c65kQ!0Wn~4# ziJI@nM4x&*-9pu!w6oCaCkE$V2mYO2ouoth0~PV~gDuLrkng|Z zyV&4Nu{febju!8HlFLZJPeJm{ik~elnumsJEi$p^1Exa7)7z6XTo=<*{i0HQb-fO^ zzA$erJ^pFC2=taxIc?*79V+67IOlE~DT}dFivhRo^H)r;4*FxmdAa-JSAOGV#wl3L z1-OYLc4!^ISJCj_DFwCbeB?ig4LCK>`C<}pWi0it)M?1aSzwio6YOcb&eP4Qf8b9z21_Kfwb z@)5z64_Eq~rLtNBFLR`x=XgpYPY%?NAb>Qq9{BM`4EwGIYsvdlc_1jHmV2hkJ!qV$tg3#XCyJ&2s5g%P$TZFsSaVs@o5>#t0>W z^gyYETK^g5#{v7e0koc*Kdyox?FrS&-X3nn@6_dk&*f50lA}naKDiSKx;rxCIa%p> zg;Co}Zw?Y<(et{PYi9I?@%g4z=%SRUk2Z9&!~5*Y*Mi14x=z7z-h(^`&SkaD={JOo zkxO|nc@vKJvnTa>AwmNH2b zuUa;SeZ1q~VYcJwVHWB`5tWWWy1I^C_T4gRpP*x=<2)OnGg4Cww2J?%kbJZF8}Rbm zJr%`-DYIjft;ztq5@q9siq$*FiEqVRI;NiYq!z9%7M^yjy$(hvoD0r&m-=y-f#2>u zMO4k`Y>iZvZqBci3@>5|FuffH1(WNyK!l*i8U%_gIj&nWc3KY3tDbL-Gg4Gx7LE;~ zi7c%API!A(ku#(}kC)9e-Su5In{;}HYMz|10Z_RJl-b+S+Jk8o+-%CY@ur4c*=-f6 z-6xCX&s`UkiQ6iwvC6|(y^5Z~&4;0mFM?|G-JcHZ=)+;0XCghuX{6@XZu(S+VYQ+h zD!wi#v%Lt(a^|iLNvuy)!OO%filLxV!@?l0ivn zGtf{H?f9M0|6t3%78$*{J^U4;`XHZ>O)zLRSnDbc8UxZgE) zWF4xzx2ZKB08cOJh-JMk;B6dzwaatXAn$8OQqDyqlf3Xn*FL`tqq@3jaiA1E4{(7% zIUob8G?oizr>x`)%cks=ENg04QXu_cL`m=k>9WabI4)yH25DbwGr`#7* z&TpHS2F%0S65$-f#XPlJ9s!8m^rqERk{O!MQf0OV{Iw;ulo1gRyNxbJ2%H!wVtb|o zdz5da$9f}eaw>bIui)$9_t4fOgQGp|Gb`@5s$Bq_MtPdU2o$cH14A{^6=(NuHY+!C zaQHYJ`PeOA<%1x&x?+C^w5-kmnTtTxNPr#C$W-tHt`Dfy@j{>9<0-6^eD)4__ymS> zeo4{BIFOG;wePILJN`@R4z#`>);qF3d4Lki z8SAlT!3OvhhqyD5Q(@je31@Rf9Yb)%^6B8Kb)Pd$7Z;6QDg|d1IW@Sz1rz~ZU zf&msiX-w;{t$0!v73s*PWo4+C;FQhKf(54buOE8rT~Gibijd38&Rc7J%p*c1*RO$T znaff&2(L}2s#jF3PcIqIPrX^)AdlDu6DaK=O7a@hF@9)b+rEgPpoi)g%kY9-89plV z)n5;<-*CLa)xa9?1nlHZFsQ&l(k&`e*7Oa`7`cLBv0OlpLAn(%o_aFE+nJ^S2(;8( z8OQJMS-|*Yc!DVM)309-r$HWs*crfESZeY{QG;BOZ6sb%=a}l!FDO8>?EP%lXr#c% z=5VmO(zWA>ifu37?!o@n8s_?A@}MunRWsWd7NAKQ14_tiZ7B#NXrK+uC}kZS_$2#o z4?Y3KwaWVsG_9N^(p7~8%7cj^_jrX4m)XeB?|>6T|_rQPu_U$)dKfr;cuAY$Dn z+gTF=SqzheJSF{SItxZ#J6db9PMk7|8-^t8@?~H??G$0KLVE&Z5Y7JV6(O~X1^EEZ|gD7^tUGv^@ zwdseds@^7xA9F)ZD^c807tlo7{k5wi#t@zp0@^54XNDrZAklbyacdE= ziAfIzF8)H`EF5OO_lzLo5a-YEA05dhHfgt>oiQ|~q(jzdv9EyNgxdjJ3L2tQmnMh; z2C!~(7mUs;=N>8g%hOi5uY`@q+_MJsG&C~4`4!Hgy?@ZHAy<&8mbd^&hsTHeTdqxv zde6YtIp@(co&j}8P(`!)IFlU!z;K6)2R?bxVZ}?yYYRaYS%z?Y7&OqLy$aBuT)<^R z>Zr}{7agC0dBdSv-zrFdF*#{r;*NL40Sg`xD!GrTJHqX66Y@@ltei=x=zYTp;oteQY5fI>xQ#ke5(Jl`)LdF|M^TjbmOgi(HDveP zkxNTUeAq{j!5fu7e>_}n-}-6;Mw|kSc?35!VI9S|OxA#JH7c=Ii?^II2f~J^bTHcq z)CNE>v=6j3+F-m7nxV#l7y(VT9ugeUfa~^}O?IEu*!EN3{QuIG*LZ(MlXBz`_twc3E3&-C_wXPN$7;E|D9}aZ?Dk1xwq0g3Ljq}fih9Q zKrG%~YBr=(NtL5Sx2w>C_-x+NA&xS=8lozmt4nRxU#W&>5`j*JPsYsHI3F}#s!`A! zvI;an+Ah5!qjI88nMjg5+Es*@Lhkt}RUzln(FJnc-o1PGtk_e<>|#O4j<-oM0Q#^8 z8v*p}3~10yeRi|Ai?%3v>z#XQllCG|m2Iw4969IcsPds(qw@vq7G8buBEgUTF1&tM z?_8Aa`HI_sl#wT$2Nnl37&>6CtnOf1IK!oxhktI=xtYzd#;eS>zp$Vc%!hAQg10-g z+@MkW>xKdc`oMX93TOi%v;G5y@CU8pu7eEhfPq92Q7;=7c^1infTl+!N*#>B-)c^T z9}(Ig_LikWZ?Ksqzk>o8OpX^lib%CQ?O3FHbdy;0h5SgNKo7GXaekkJ8BZLTY3&8yBY>db0f^Hg9WtLm0FO=S2Q#JMO&kxv zJ1d~j1TtzNkW*>`AM1xG;V?F7+mQ-qXJ0{(2cw=A46xroc5y?w2#8Y{XENb0eM+p` zCiS>mo-n#g@baqy)U(pxRPzc&&{VoDyavZO!t?Vej+broEh$M&u6OFpA7!I*@^ICA zkd5E1cVvxH0vK&`S{O8x4bny*6kveg8-k(T%7@+B(7Gq&QS9IWz6EaWv+- z;2GY0K$N)p!QVknNCz4cO}pQG$>m|j4n0N%V_F039&0G+mm%UKN%sfU!y$Lm_Ukq+NOw^apP0r zNxC=5{c{$xIRR<`gF{a!g{ZWO)@(@T>n*J2E-gKW)H+~PJbSwW7)8qp=3vaHksf0H zMyG`Y-XD2wzpm0O3uIT9-`Uf2EGk(T2rkeQ8*2rvAFT_-kih(TPd0kxbvwh(Dk)Ce zP1z^61it(T829;3!bzpm1!CnMowY2f<22FT=SC8Mo=PozgxWkTfNU(-Zal%l3v830} zk%c1!3l<`fD`_Q%jrXA?N%npiXOZvA}Zuig#?}7YW@1!MCxxgUWJUU78 z%@&|W0xU6T66=9Lh)2aBN6M?03|x0s0>M1w7n(a`##<#nUbsv~MRfV408n+kP=F1d zr-%`dNQhxMmV#;5Gwd{;eV{b5va<-}UUA%I;PoASJRhk*C~BTpceqBK&Lh$-Fsy)~ zVuLQ1_Z_-il%~$teW2>iznxC>k%cs+(73kw1>E>cY73n!wxEb}Nm~9BR4i|JYq&~p zeNUSc>1>!FiuRjsw#T!M922m);VwT?Ocrx}M_2g!YQM4NCiW^Lk!5)@4u0$c+x2t#@uloU3!(t|#l$4fO;ww{}S_&TP=R9^ayWZaN+#RXq-> z2!V~QIxzVKgy|qg@^Nu}ZrOmsCQxZ+gNkTjNX%;VjOSTU&YjK(1bCm10HS8yQmZD= zk27sn#p`NT;OO(N&s_}(%!Hnr#W8Gc#W*Q)chy5%FXP*{JK%Ld4}b*ev32Gz^OdMz@-o^?ojg$c zU^RgSZ(IomIJWd+J^Z{uRDzADW+1MO50UTS<@RMGF-6F8T&sf}!FPP)a^XTRKi>Y) z&iDhgAFb6Xv>S1!IZH@5+lrW1S4`iQbhg4x@F<4_R!?i@x0k_PIV`H6@6k^_+h_}E zMKt-2GAxMxSL6yDVuGi$hEpsVcQ}VXITE}0IJ$J6p=Dy2-ju*+qM`kdHv= zHz95&c`f9C^6tjXWrp@QI&cJI)vRWG>cr@#ln#6OSa!x_J?2(k1$>ay-JJ1VFC%Mt z^Xa+vlR4#Auie$0)U7kMtID;FAIiJGM5O6;E5w;UbM!J1TW4hGBtWl=z}sk#DvZVD z0=f`KzeYKyQy>D!hDnR&FgDO>MFBzTXOL%d!CQ)~#i*NDgFb>6Bgup@UV&29g&?tC zz8f{09~M5-cIe1_pN)1~Dc{y|4v@(C)$!%mjqL}2&UNxreGIG>4yA+S4)S;P zzaz}6w}V0Xp!8fzgpUrU zyhfZ*&#-G!l}|4|ryqODA(e)aCFWR1&mui<;QylRO~9#cySL$uN~w^NCKQ?oP0Bn( zvC(8m$xvxRri__Oq9j8}$*?Q)7!9V-Kq|#HM46-52+5TBJFi{$^W5+Iy~p=|zvFn0 z`?+uI-~L_Gy4E_^xz43wU{xKS#}Y*pHZ%-PJ%+=GPQ{A%;0c`tCpUz*N#Q!?0-R2M zs{`7@M^mXt&ZM|<=IN!sE_8G5p8oKIb5@@R&PoB7^ZkQzPua+eQbKFtTuD@KN7yVz zR6xLpvdb5#@!s9my2&kDZnK&KPm*VV6vlaM|3cNqvJVH(+{yp0+$xcJV)}w|muBBA zhfaX_zOb~*YuhPpVvnxn8|={Q16wlq_%fpVF}HIb!MbD|Q>0`Wr{E~kRU{w3m&-PM zJd4$pH~a8>jd$MVLUt5N>}ABIRGo@w1>^Kt_aCIO{Qbp|ByN7m_s*m9m&M1u=)65}$ER=f=#0{>8BgV9iuK!Tp-{2<{!^HNvT(_|LXU|? ziP>v3FFHT)7XyJY$vZk3>7^wX$A?p*RK=-dBb<327Yp>BdU=`uY&6hiSJ*tOc{@(v zVS|o^1Iya1xu$_wXvoHQr7aB0XFLcHITBE^W(!Fuk*BTcL+X`lL2kN1#v9eq<sk@fuw}pM`Vc34d*Pp~1lFf=F>~V?O?na<7{N+r{yUh!T zjEiK!P-t!1QNF4I`d7~S6}HgWc{wG1RH*32l+lEgu5ZP9-X(`8WMrzQySXH_OM;K^ zH~1}?u#E7rrmF?F8;% zuKTSnGsd#$bn@KG_V2oBb(@8*a=OYq%l$TCdH7hyhL0oe$(v|AaJ#`^p?LQ&Zmkz+ zmU?+a3V_%S`2_oWmw&!9ZZ&!x9I?YOF=y5Zt}ik&QUcMTub-rt&1XoZd7E}zSbEhS z92^S8Xy@@)vmjb<$E9w`6_EEBaHa_PjetbZp3;DmN5ozrFvK_DNa}$Q5bF?u9q1)} z%5!8=42dIke%IVH(N(EOY`xmwyv zHDqdKDXV$nk6RH7FArx&h1jKm^oPC)fX6_sVg`x10M9SzD(U zj&-aITqUCets!WXJgyN5={VN;O#>`Y?p_VQoO`E#HtMZvmIzz;<^Cp~QqjIsUu3_Q zNIB30bTfSf-U!((LXH|f#iPt?Zp&mHyJPeF3y+d`5hTG_gdS>+1#pfSL}&&CR79-t zP;%>rD_r^OdzmASn8mx$wRrzR<)Wz4VgZic}r@A>~@=PlrC=C zoJu#+c}1+L$kq3K7ZmNikbHH-Ux{yurU|B@f>$+--j+=f(r zrRTD1L4Dr59gH`SiWW3W<%(=hEyz3G>BcoH4YgH%j=cr?v!1{{e}7}PFT0?}s{e}L zwKaXU9^csDz54pro{vwGk9^mxvOi^7g7uW_kEAM<@Jqza<)rv~o3Gfq*XDU0Q?Uk2 zaI8J_=@5FO$_RpI^t#j|x*eYn=gsiRnL*0Hk3E!-0MPQP> z8FvI44iMfl13c^6#Dfo?0Jyjtf8=-r5T;>_=Ar-d;`E$w(M_*rGf=nICFcGib?%0>xY4Pgvyz#Gof=|v?3Xx)y z#p|>W#3*{4jEF~6%Qf8BbaX<;T$eJ2F@IOr|nGzn@T0e$m&CFE{C}yFw<^cdOK@6aS(4PQx zda_$bbJ}lI(^Py27|0;nVg!vQe+GylVLmUCJ^UL{XT_~N5b$QXUSe4Uw6t!JQ~8P{jWo-0nA zs*OJ9RPuAKc$<8%sy$)v!MuL8m&b|a<`-_|2oT6m!^9xE#gt59FJGm#- zX^$canGYcYRW-}V)=*k7BE8f^uA3FBebC8^u^xX7YdBy+$3Y6OH2Ih)aOJn5D6^{ z6t?}En5r*u%U&vBlxWxfrVG_qb+CGRhYvHH-fa{=&UckuC!|KiW9)l)T=wi>k%x`F zAyDHSCgnYdQAkzMKIyNQUBV;ke;jwK-GstuF(vET)Yd|UngpQ^n)>>BPS@ngA7J)U zf`=wOi*QyR65KQ19FT}=LbPl04f$Uh#6Ch*aU405?e-noyu7?!PwPyoQ6eXWToFeu z$3RFhOH=0{)NIPDQIMveu#cYzcB%_{Jn6&FI7(|tF%#rdKWCZ^!)kNW+fh$%x%)?3 zTe2Jj#X)Oz;R>I5tuNT~>5(A51nUC*}VYOF%Yw0i8$6{bGlPa5QhEfDfUrj%{Y z0{YGUibb*O24{YH%?>~X%Nrl*83Se%?_e>|C zR_KV=Sea?EJW+wXE#h&siQBSx&*{^)`^Ku`syaUM1|4~%%&{PjI^35F!?Kirh<dnw)uKvbk*bqY_i+TR`!r zWZnh4lB#B>FTg7lTl&krZa@V25yAi>ROc2CXN}UCc4(`JK-5n9wA6jqdCTd@6`i40 z!J!tc8o0Rs8a$mvk0TBQ{u-p0Jq|iY^ATv8ddOCqpvjlB)q$?MID>c#l;B&0j3CN) zSUKM~-)Rj$DRiUita#XBbTe3KjOoq-=w4Da0IL$Jcih*x_+8BOl153Tk1w|S+%HgJ z>q>msW)N<$dzmxKyFq3@5{3B55P6J z>@W!(Uy&nXd9P>hy{E}9XE>oWxq50q{b%lx$Cn1H_RCT=k;(KhQB@AwckrOClCba- zdy6{GKEdD0l3gX1A<|3z*(fihuqT3XXMFYL+a>FXbU|n=_JZu~Q}$(btHQJUI@yiq1BfPZ;PP#IAeQ^cUC}hI6cxV&n66M5jdUIEj)UN*RC$=t>NTbA zrpN+706UM!SC&cSYl|o6iq}CwHjdB4MFnwaa!UF&v#<^A@%LgwgwxXN10*%MTOn@5(hOaaa6YFxMTvZqzG2=M_}2v08^^_Xdg zGj|~|PkR$2m_g(#)K}T5b$QVF5RWG5CRo5fAYz)tXcPeB(l@bheR0vweRk6NHEiS9 zvS}zww|seNHo0u2P883L0=^el!3SOOFIlIUYPnE4F2hN$!Cb*47^ljXNLh(4T(%kt zGt_)%XiuG3=*X4YZP#FR-!JJTa>JD`u3!>C>1S{T$CXWTI{x1DVW#`^^BYfxIucrB}yPcAwem+HxqI_b@ zLd!wcjGC_p<9*5+!!?Ldar!`rd7hmrmmr<=Tt#hky>%breeLvZ9v$-&a0szU6c! z66!;kI7=w5kE3M%DHt>mKGl+uks+(GPhq%bYm5O*wT$hj*&6 zE7(TqMea~$SJZRK)6xa?1${7E+HHw!$p z?S$>TWI=WP^A}>MInwwH7H-w~ET8CW%i0815Jbzn6FQ<9YyKEpi%(g#-oZ?fX@QVn z)keUSpZqJnKcoDVU%&LKm{*h@Ds=;oAD$^#vNTHrHAwCqe1t>65~Atg>B;qR18HN65-Zt4r&FUFeG9=2WG@ z!Ki}tDc6hrNEJxLe@$Dc!Go=1849s_?3wN>E3Jvxfj-Ja;aaK7IsLHB-%dMy@$1Ww z4^5~zQf(x!;Wi@eW;_96DPDJt)_ZU3aOi~-BaO(W5}GdEPBO|LS)=;T6695uA(doM zG5$E`^OqTuA1n$#A#|jyZS2i)@S9#X z)H;z5%o<{#rpsY~L0b$%<{uErHj@qs=aTQ5+<~!N45gXL$Ix6CLTd8Wy!AQ8oCmfo zy&ACZR6z0Al)lYK`}>%fA8nPW#+0Lotk3p)vaPt_5`uKiP=wHN3g4%VcP==Tw|~jJ z3xY#vH}LF@8OQwjBr+tj=-}Nz_!?=Ov#XNX9<+|K%jE#d(iY(#GJICVq5G6nK~g9@ z^}Gf~_lehqtE&!L@22B9<`HpC!z2`j26uv%+FYKkwEYm6h~0mYbx<79QUd8laHb+U zQ(~e2jRLna?$NiO*_>Qm&jR`9t^} zE#7l#FyS?H^qpR)@;3``ODm!-EYn0pV!gVi)_B}Lpg6ZU`DGKCcP8wlR%m+RxCLQ! zALiW^7K}m@!;xIYuXD7Mei&KANRGSmEMie`0E1%Na~KB$;znLMp6DdfFZPv#Rkn5Q zh_{K@CDZ*AGD&%l{5<^Kq*+T7s<=lFOY)Sm+EId^Yg6OZ56wB_?-sUhUnIk6-dyOp z{N!PU${5X0Vrf9}-P2!4aPdNygwzO8ErIeU8)QTiH3dXB`Nm5*f4VE9j6BV(4nqcN z@BG8nyL~RBQkXn|e`spLXQmfL>Xa9Y0b!7Pi7=3`g%+l7%SVP^&csxbeL!CQQ!wXK3EbdqOTv>R9PXo6j-SO{6?VlwzX+5X zBD@b6ry2Lv?!i?6SILt}f=^Ce>2 z*^CEYT<}*Sdxh8)uG(2c^jW*MGn22faGOF!_)&1ahTjV+CO~UT<~X}}a=JQRyLN2| zxNkRTT-BrvgJqpWnBHQ|oR2HygS-X!CpdnDaN0?FMV;g;`%~U*`w48ZSWFuc^n#+F zWngIrQ^5%M*x~Riq9W&%O@YTq6b$L48RcfZN@HbR@H){pNa+R2Rf!W(s2raEh#n!t z-CMA~i#R>YLBfbs9A^kCK>s{q^YLAQr9sQL#Sh8n2*aB}f}9C?A>V=%8bzL~0Ivpn zl<4emaBvL4%=EyixZToU2Z$jFaYAEn*2RcL^oOd-T&81TjVrhN_qh_+@8|WD^gK;; z$Ebr#nT#AU1CB}dR?+3B4ucIu$d8b+x`li=2p`6YOLZ>I86y2FR_?UcL#7g@g_LA; zU0oj?EP}QK9>l>ANi!)hM1O(;MVtiCU%R0x;Q06)?erg8?f$*rx9_AfG3(T_&1pn^ z+>ejMR5PPqGYJ4Ob@nTc#S)n;W80Ur$!68+_nF3My5V2f;OY~h5~@r0D^*A3!lA$*gmvsxRk0GXl~1vRUkE^=hchUSMD2p9SEhV(xLiA1i=sGHtwbXq(uf2CH1e-UG zUBE>--kizYN#gRqqp)lb550HLPj}QE*ax8Q2*2U+kCG;YdPwII5r zRzZLs3^VSKvvQ0p$9)}QB&FmSBV3FJxPE_ekDkR5^{zR#;*Sw&m&juX89P+&4oz)H zB+Mej@VfApjnfx6&HJLlHL1QNCnH7#nm1}XkMgbga)J;fHMAYz=k`4dW!&e$ui*a0 zc$DY%_Sg7>r`p&l=#EmnB&grW4$)QTbqd@HW+}jp5Q+lE9k&#neq@$vhN9ubYmUooQ=^_VYj#MTCRM}j&IjW{jA z{Glo>#F&uikSPGWil~1%^))78sdht0E(S~=NHu*u^iKIKqU!Y#F)>pvF%@@Rc`i=* zl<~_wC^BhXf$}$92@3ABq0e(fuELumu%&kOrrzsXP?a`KlQ7Op%*i>7{wWWUmP;hT zEduRN&;Wr>W)cw3x{~CJ+}uptF*18_*Ks99K#Qrej1lNe2h)h5fR~zxn;P^&A9B}% znzsvEhe&G}cgcWCNI>YCSnA?ar%#K56b`J^rc2gP*^%dbNDjz^J%Gv$#E*JY!Bd5G zPQA#+-i_#gqrE#Ke<@@e`7eA68Ia(e%LQZ-1UjVUE9YRnrGuh2?goc2+o{)(;JpOE zAYU`gs8s#(KjPmiR_eIC?2H34}4y>C-w0Y zgabrGXazu}n)DFwSNVQknD`S0W*h^b(chYPqN!0jg8aEMwAj7iN%AE@05R8q(W~Kgd`dhhOrTU`H=OTod_oA* zm@|=ulz%+(yn#LBS{wJ$^nV>=z^~XI$Q%cQ33_-j&r- zDp&7qU34gUHBG&P=0hanV}oO2OuyS>ldLf|V_ufX=$?gq7{b5OQxPxsvk18T*g_Kc z{Y5iGS!ylSF!y|%ND@FMcncWF{rT?SMSvRS%aOOvgjik!97 z!wvR>*+>Z)WL&1PFJ{Pz-$4W|`YjGb8JY61{ zL_iqpmc^Brn`zh)awS7>=d!HRj}6t^pPH3&5)2u@kDebVpeI!>(woORoa3?|u69<} zlRuiQCp3S2CGB>SUJrfl_@*UC7nhWfI8@|0Mfi^7MUv5hihv>LF{BN(s81x_2mH9~ zi%s97#zrG*a#jio)!%wc9GNfP2rI%w7tfThB4Dyb{gWi^>KY`TpaD6h#V_k{0FyQh z!LYMuw%f>FbjkGV)<`%vt9)=GO*{;&eKW3V_PjZZAX7qOPQG*XPpD{rlIAc!OyR>c zo{{#`9Udid@2H{ZFLbaYvir(sc8f#+5O1HViES42M4^D)M700DS92WlfhF!E(m&W~ zQn)qAwR`vOT|_d3*=voGClV|G@N>-9qq**LqQ}+DkC-*|7OA7gpmj7G5Z-L+xBuz^ z=zRYVeHusVS=H408($tB_YwK8R3N9bqz#&Vow^a|ch5SHigO4MJ*Z(+%^_5X#vU6N z*VSlW@d=lDI`Syy$lW3835Q81x>%rxA*hDzwjhgb*F zk_KE?<2Vqj-t@W&Z=IKW&20m?#*RqWpT(7En01ocwf>NI0@G0nx?W8bAuK*`P7Vbx zQ42&|(lW{e{eOs>U>*cAJI27M{}?Hw8|r}5qZPV!>sGQ7q-@0%RhmSCE?lNFNNJi5 zbGDvJn%=ej6y3zk-Vg}j6Y#V+2*!4OHVcA%w9-;Kka!&wB}j_4>90E%DnSDhb(ClX zl4f_LNesLOi6Q!}HQ_&HnN};rPL{UQ`kXKF&O9|FKW0+k+6AAl^4 zt12n+=EGr*>c>!3@<_>ND-t5lYnm&o zpU_}|VU2H8Y1Q^v}0+vHM)YlgR z$%ce_y-Yt9hr zVTb^(WI@FR+R z&;33E=E`SgJ5w~o|8j{a>>?+XGoVMz6fGkcN2L9Ys@EREoGv60iVxMKTcza{+OH?1 z7LgIm)!Fh$nR+A|5rQPZ34YNVdSD;Mh1jRmV|orZ--t3`_LFswV$_wnj3FcRj^mS@ z^PWPD$SHXOg+>2D)~*|GMhBbGsKd@p*);3q)ja3^bWn^K@Wc&Nt?zbUyZoGs^Xn>V zz@O^^60A{j!bkI8G^=#pzD)_91fG;w1whGhowT%v!VrhUHeHQbuqk=i77Vns_~8$Ke^Bj*f} z2m^cdmdJN@>j1;6q+e9%5ccz%hw^%tI1z_lRJK~CV|ckJdX~d{76ti{0|lq|{_bq3 zASvdmZQ3?giH*PzK&^HF;(pn|9c4sosg}Kh&xOKNNJ_^UJCP&vD(`7Enz z@>FAN)_vJfuUl-LC(ocBM_P9=VCeTC7>Q89E8yt*jepe)#d`4}TLL_?buBXn3NqTx z(zM;D^T|2$KngOC=_wwqeTt~(Si@g5{Nh1IYAfMuGynLrk7JIK>cjxz?W4~Y^!cr% zJNMm!(if2)QMUM_J;FuB4i=%#=aX2_^_!&GLLDG|T$;L0FUXtIh1xoDXy5E14eRi* zw{X_W3pW_$*wgPqhQ)h55y-;=Vn4VCmM%s94JH8brY!a%Vh~Z_A^kami25qfaMGXz{(S;nTO3H`{-kE8*nK!HI;V-38?Wyn&Y|L*h4 z%uC*ZwW%K~C_2rOu_XI2oA<5uk>uXgHh~DlJ>4XfHIEn{MH?JUT91v_#L=!nFGydL z=7`C-?jvL!lW|j_nJC(s=<=oPvqI~`pP|Y$#YZ%CwI7h!RaIBc&TCPcIyvS1*!(6K zC1*RCB=`!V%T2Bb6bO-;P-1+qv(3*_9Q$@NRHS-4X*H-Y_+i@$d6!24pM=cWT&dKn zgl~teDHHd3MrNg<}Q9V;d+>w$WcOfhr6XuChv*)LjeU>28j^Crt5UNyRl+0`-mId0fedD zbr~7N(;=)^!rev!?EpTEYztGR+`3Wv)3tRq6qCP$_Y+vr$R$O4th@>6*EIPVWN)v_572D4S1Ar#nstbyh>83>{fXZ+alIEW8HAqqpMPn&2kdIzG(~@sd zk(8mc{J>fC?SwL`rVTGWe(y@sE0~m~BBI=d3wlj+9BXCf{;&QWl4=vVVcPSl7O+LL zuOwv{i;Yc53EIS@kdQ!Q`4vKHUWt~PaOgKu$z=vYRsvulwfzdixAt6Lb|2TbW{mr< ztK{bZu8`FSC6bvQH%gaxyr4*vG|D*u zznLhz{mFf@zla?oflkk{8Mt#naH59xp@=s422?7h*H8_gyV!lO*flIKNPqna4yZVW zMqD5mp_(LJfVk>ixN{tk{c+7?I901~@v}6Y{}%Fc%G4`u?DvZ;Pc5i^f&%vh}znXUcX2f1GQ^G_+47WjUo^u{Fa_7ElEc_*aFD`0Tu;R zQ_LRq8jBk@3kZmNvHpjjpoIQ5-g)T33)M+}kt6eM{Df>9zq&K}B4QUXSV)sw&&dIG zNcQR>Q!-9;rX=PiuE2w^?);8=wng#Yh3D=fupW>{UUA;P^W2J$q#J?J@RwyB2#n=q zgx-Q+c8IWgH%RIR>)p=GRsMAq{KQ|qT|dye3!N^eB9JhO>FhTk{!Qr)y>3EsA+F^X zvo{QQrnfV$jY|I|Xp?$#_{m`sg@L~ZCq3v<=h5`e9PL;j&7zkU!8xv87JZ=qP_}`m ziED1f7bqPH-IWWAwl)?HW6L|~+Y6~K@uR6>ja-U3zuJHBI}z6=-4*jC<}nGlr3QU@ z2@qjHI##2O$f0YBdF z`LlYSJbCMRWtKzPL3L`3mv!&VxaB8QOEObclyqDXwt>!thW})l2mfZ74VGU~QFf+Q zaoMr+@MIqe&|ZDmPwu(GYFm?J_MroO*XGL`B-~ii*8Pa${q5MD=K5n>_Ev{{>>tga z($QHee(Hr-&PPKWi1J6yuTvuY3ZX_Mz<^4bRV|XLmUBP7gEVL>FLN_AEx(`ot?(rE zXJ_%GJ*=)eNx1@M2=eZ`K4)RWsW}01I*JA>@E-!ws zC^(k^kESWFBzp&r%QNtQr(ihi5r4uoo~r$+7^2_U1eWM?P{(kvq&cSDW?y;uVj{%pZM=Y z$y`|z<(c=i$TECrtn+2(y1g8IF;0d?Wl+AjpAX^mr>Fxa4KTpdB(zQ7_uob*EE`)n zF-d>t`pDGy>`~JTCFAyGOU=g}EN6mML2OdKww38I4s}&Sshz+!Q|Qof2%R-4&M_a;I>~P3OH_Zb+IA)NCX)AFybu2(j^XGoWYuNv7Xxvm7A}mpiwM_3uj;gYM!$kV&EN< z6fqRqkrF`7H3`rW)uiC&Al)=`x9UN?!DW#>{q>oc{onNvvQWYXt4JHt*FMqizo=Af zyQo;=Y`{%ApDR>z8MRm$5TXXohC_L35jO_qgo-?m!@t%C-Z+J_p&c$z82Cu=e40?h1j$a5m)xTaJRJ?- zb3hevm>%owAxhGO!{Q_}mjw!$=-C`}V`_(``6ADevq}}7;1(dAYse&&N)p@YSh<_8 z3+X>yKnTO2uO&P8Ht|YgaA3%J%${ci$>fD*{nSGDB^OjIU7s#l-TEHo8v-wLpdO&e@{cbHDIYYZ*ewHH|6E}t;Ca|0KPr-v;k;tI(!lfAieM3y*o%?X9A4i-f+ktx&`s$ z|5Otd_5I^+S9QYUZ2djzqfWeKLeZgJhsRatqK$w8N?GeIu`aUTZ|OQ9+e?}e_^Uc5 z;y^CISz&f5CkYm~|D>(Lbj!?y*Fn?KwgAamFvA~8a$gl+dR#V)HIJXn$%z2{#+&=l zH0cVLU^-AS(#W9-g;bqR)QwlY1^!bM^nqLX`et?os97X0K^?;)^t7+ZaITqb5#^kE9rhVQGk46Aktd zKbf%Nz%~7;(b2p5olf+TjJe3CbmNAmT{_EHn%Ibl2H0k|FQfwLCzXWTZChVF$_S5% z5v*VDln)cRbh*A9RWKHql5aP&P-H@~wS+E5vK{GkyC<+OT^{!;&W+;VgxI1pI61X@A>#m8|v&=P4i74f7-s+KA*9t|g1 z*|!v#|NDdthxEBC%!nfar_g2k{oA*;_jeT&P-owB>x5|~Z0Ij2?AoYY&{&PFu+Y$c;7i_j?NdM#TI=@xXH`!1CdughdA1Q9&4WZ6ykG| z7+LW80NTAbO0W-bYf2A|MHZdTVs@zZo)zBV#PZJiPx(oTZT=GwJbDPV7loIik%Pb* zdte&FMU0_-K$>_PS@=TQMFEoN*jK^cpoknt7Xi|yT&u_gDkCE1aOTDlooWfjAc+f_ zv;>uinc!IJtT~A}HYUW~y*ry?vF90t-32i~&xzihQ~0XTSQH8x!_)>2mt8XW=WF~| zw!a_+Xs@kI-3NRh*2#fYwW>g17gF@Eks6djS9y-03{v2+%bGCg2MkHu6evtQl(Fw1 ztVKevKn{}R{fLrEcS}(bAxg%@ZF#%q6gNGJd17Plz|-}0*LoVUjLA1rPxt-FO@D2R z=0WckY?CIY1H~E{KV85kAna;cz2%{-@En;1kHKxPK8pS%KoIfPm_H&1RiP6X>Gj`@ zykdvWg7{~cd1CgOmQ&p$-cx~&-B?597q z@h9B%xjn8pc3b~g&5*eS0L0lfBD_^NRJew_YtvFlfR3G~3ooxxV#{}!bmny!>C&`s z$_tjVbq(gclEguQ0t$xs_Ym_4oES`(5R%L~sFW4-a@}4%VeXt6%M|>kr!q?(fN^R>i$75lQ$40LI26E}{7x#BfTTPiY4+x=y#(Y@O7j(vgokX3qxojEpv)#hQb_ETeD7xZc)Tc+CeL2|Y*|~M3?V6< zTy_O3M6QMxY+Q`}=-4Yl(qqR>Gmz!k7w(T#IJxv(q3Ve{@h#H}GQxsh>s|qgEY3r| zfBcBQf8f334DX>CmHbBvi88`!lu$_>xpxI+r<&(t}i4vKmFvAE2uoN1EU{PY_y-ho+h z@hx!c8CCa;(nG$RdCODgLA=<-_qaw^S8ZVh-wVhy2>FRQV@^aG)e5`ScP}(3{=Q59_ zX?ciKQC9@~j1|>pM^{Y}X8iGGaO>dr*@l&pCQ;CqIfz|NXbVtDZ9=lEKHu5Kon!Yd zND`RrQVxo&=C>i2TdOx{Ui(Owq=T;~di*W}B>}Ny1B!4b1_THfU72ds<6tu4y?qEP4$=7`0&*gam!jYV z0Vs4B3l_okmR4oP8YFr6(Thsi5F;H%lUy(bN)|pc#Cy0!oZ8PlZ!0P?e&rxZ`Y7EE zd=*P5ff4o($Z~qUnee)9iTrPsx=RzauNAtn%O^Wo_3Tezb!~M`deJ=KBt#ltpcvy@ zN5`SD$mMS)d`J^DVhM=7Fm@j(krF66Qz1b8rp+jvvnVu#I_KoX&n+w?Ht>#YjP)xbElB%Ko$=jN_<4=fjrX=`%IE0=% z_g)FSH)#gDBpns1-S~f$@$a4XavNPKY~a|;HFX_O;6gdggAViSo|ARb#EQQHM8lyR`YiR=?m)2ZYw_Qi)~ZncvPg=Y2qN z$wA@WTeh?MiClSe;NEch#VLC)$v2Pf>+&rtK9v86bn6@pN$==uwD&U;`RP7-p*(kC zldh$ul5W7%)y31oojrLl(*gAZuOFeU}w`!wDpX!zYjI zXdl?=HMn!pqJfH;$%>FuN1lUww`ftO%RpNWDjS4_+Q8_K7`f}mC3pk17HforP=%lO ztUUbuB0QDV)h!XnbnqNP`h!V&Z5P=E{6TlnE>zmOm1ifKwOB z@oZ%I*o5mwT4xfCP5I2JtNd4UK-fHiytN%N&Bb0|^_6-}mUqh ze=rI_yE}X5GR7*zSvwo!!nURx%zg1fzURJ8{{afCYtNG$wilCB^U)!_4i+og->(dSPdi%# z&#dRCPq;Fa?3j;9S1+>+PIQ_x`*!KU34!^VB;!0XtEdW%%b#7mZ*JS2Eqlra$9@yJqw2WSu=Y<(|%>Fmt3}4|AYA z__Qb^O&15B*6R9WrM$>KWg9MhKVw6Fj_MgQ&{;#Zm~hGgTUOavwLib4a3uN_y;QyQ z=T|Q#f4Nzm#T02=^==lxex)o4_9l~gG(5v4TbP!DPj9YZK3qaDSzZ0;#PxcQf>m_g zNqNeKMgM$FhoMT$okW9+ZsN2~bD|dMjdg!##O693Z8D$1e5z59hmT*exS^g>jHPmg z*P)Dq*wE$gvmB($*@WbC^5;N^ziWXnn!t@h1b1oLks3%DR7*>w5Fo86cae< zF;>Aw@xHJc3nYI!&5_{3v+K-STG!ZhM(QegjW&@Ny*ZO=0^jb%^Q4oXgl8vxV5?Wb zCJ>@!lMFwtl}zv}-{Gd$Ef*5TCI(06GCq>h28NJ$UvQ}A+7s_W{co=CG*L0liuD*2 zWku?yWB<}LrP?P=Ja^|j@xc_v9~!G|YmS^Wt3;&?g#!~=gNaP>?Z&Vwu&0hio7?%- z)LeQh#rSyi5p6{l20k&~?FQGUn(Rr{t8;a9kIGpubRDeMSE&P6Lz!ZuNbMDsxCY~B0A{3 zqb|6QFF^xJIg$IeXq?A*VhnaX!=4xy%0KB4%PwfZKmR z_(T|4p=FhIJ~J2UE)9P^Y&lxj$DCPK%xr{Hs!D%J_l3(GvXl>t$@U*Qc6A|7-3=*5 zLC&=NgL)b6Eu-Fr^nM8z${jBpx_EwZj3ccngKRUtjf+)~%c}i!X}DO;QN2zxE_VX+ za#q`^TSMiau^;wn&U1ehedp}7Cv&7^@OVNQd(Y{H#=(mwWcBAi$x*d1Y!Z1lwx0MMs%n*#7ebr9;Ym zbQappbyS%V9qPCBgOP6#q%S-3Oo;jeU&c@`~KfZo_)Bi4rm#$Ct<|?e^gNqltEmL@h>Zc0! zDC2TH&gaa)HJ}l)bhMTLoMb5EgPEEBm6dP$7SWkocrRXsF?8mB#$me=w^JUF z;V=34^irXNxm&0166Oci(NwSfs@P()gC=>TDxXD{EEt*jYaLZ>%_+UTi||(;!ms)# zI=Jy9Xgj#E(iO4d4^EYJcYeeY7m)Gb6EG163rnVoufFL^3M^}Bu>AGX^;~MM+h98x zNuDxBvcYt=jR@_`T@Kg(?r7W_*CMR!lrChgs1nwrTQXMwy7^0_8rq@-tIK$Yd~@Sz z*l@lP0Tk@=Lf>8F@A>E{$E%L>2JFg^Po~rWqZ!n1uN&wASKV7C)+Pcp%wIGpETeh!)C!rvv5Z?5inwfwtoQjOTx zkI!;aXa?BJ^ethV(%9bbQnq;oPtA-d=|XX&1k}r(oVIIXZPhW;4$u2N`U8-w6q;_6 zoE8FKwc~As5&K}8jfa@xNM=w8=-_QZGrxn{;kle#rQ|733cqtekZU8_OXG_}o*2?$ zZ>9g9#(VU-IzFUV1Ax}YZOW+mFF*7r>16$_JKzpef;4eEQGV*|&j!5>m8Lu0A`YmwIP)UIBZHeBR>s6#|;lMG&#)ekpny-R2 zTSBVSiTK?nljk`Nx(^oo3i~;^V(@NFIu~dBV9yWhx9mNcnH_z+;FD7 z;_pv9VVH%=%DYPJlsoAS`OlnP_(m%$D?fv@;EvwaL4=pr+Ino0;gb!J%HfY0uSr<9 z(>3}d2nveU#Vy+P}hcuRPbGZFHwILB@zegknhmX*mek+R;DTu1q}Jp=pFr;K|R$KP3D?9;cLL43&%L7Ork zeoW8nPIeipRBs2-)6}TUuHK ziP(5yVWA7C^*HOlcTcR}yKydK?|4;s;Sy4uZf0xy=&S8C1gzzDocqk}HC5-O&|42k z^MOuMF&mdWH^9)l?p`NPihv{@zf4dt2#8<_^4|61oixe{E4vEQ>NXRlx;9RVgNBv4 zrIn0@S}{u7dTB_bi}9mGTHD0VHxggg@k}L@u7aL z;(9wsn7p7N*L|yi1Y01=MN3FcY+%#h=#9eo&*4Jcnh?8)uKg6ZB%}913^m%k-3`MhrG$*tTKs!&S*CYP67GP zV^kdt+(D$y@ZBIAJLiWyYj>2g>#~l2X#{aU6II)v!6%>mU8;2B>({S`Aq)PaF?Snk zl4ROD?1sFT8#a!vD)1VY7Vl#&794@yacubs*+NP|+Z6bdj8|?%DBUvvV#pq~Vi>M< zEneTl3;mj=G$pV!Tvo%_NAnR0Wh6Su0{ zN)}B`EfN+MWdy=orYQ8HdLVMxu=a}S1_DVCzGG>SU=U%sgBT=#!RqYU4MOFU0p19z zcdHdQjP3PY14mBdh`8-hpXOzVbZ9=-x!-RSvk{4t#k@;S6xAergztUI$7fN|R2qlt z!(U$1^0l;yvZa*rO=ZdI9OnmJU_9$<-+SgE{U(JfT7KYK*HQlThF$6R%Z+uGR=sB| z9xK_ksi~=LGA(>AY#;j@uFH`$Aw_wkg~8kOozhe?5P*0phA(x-TWpBEc=6(mSwqO1 z2@?X;vQ?|DqukZ?Jm2VZEs0zaAt7wYrK+l`+tO7tddE#x&QGXrKE_k9^N5;S2x!b7GpO#N@SDT33We|{|FZj1lkmX(L*4OOw@57DV2aINjgL( zaL=J%alEk-5@oPZ^A|0$!>)Ba{c1@x9L&Y^dj=`A?E1F!0)C3WzobW()&S}?6y~tA zSF9+vB>E*`nrp#Yz4-a@nTl@{!otFKkaj8g{oCann#kf9(%&WN9;>CPzW*iOGxoIO z!qZXqIhV`)bF*_Moaa&$`Z3EY?%%~sVU>YNmLM~?yJM9qtDIk$Ar;h0HG?o+? z|LaV||2Y$`YQK<=;Fv6#iVZ&_zOo#HJ60`_2WE#X0oz)qgEoJzHVIvD|Fe_C!?YlVjFV>JXT2$mY-O#eH zDB4R>=~*}vB{_f>`7t@zb8+AtF$x{rguOUBS}eJ@90+~n_Di#iMBjwX6)-5v%?5lf20^=o}{;f4P^J(!CzGiVvp$BW+tHr?HyjM#>Y{RE(N~Z{qs?;IaILV=|ENvc%yVnw;-_^^Hi}6RX(b*fPK3bLSI9?EdNM#%6tuiCF@zAxsQIMF~t}&Z`L%913&(0|FH^2zJAD8_r#J?5rcd%^V zA29a~V7vEg1s@%qN8mbJr^QFqM5+uGL*B~M7V6P2o`1)FE*}h+1FKnO4@mr3fThkf zBg_hI5Zjj@-qF7v*|xNi4=Cdm5bqMC5?|m> zUg7aNAt4@f@fgO)ESkqG2b#M@*iVG*0|VU;>x6_>3dXF`kr_5Qd8FWy1fD?OZP#U{mbx z*PE(Tu>ZXKEu#T_TfHTC=y;UDtBPj_ji&R+oEpcL@NW<#C~WGcl>V<(Rs_0J#%hqC z5txnredo~Lw({b2MCx=`fE>Q@(C}$d2C-6G{pI$q^OEoCxoiwonHP4?fmPKH zpQ7~{#1^TPaoHJ}KCe4dw>t=gQT4c*(qd}}3pwf&mynkBc9^2HW@IFxuj*RVvVBLk z1D%iO-;f9KuJlB`TErz|%vGxhcC-Ms`ZUNv?9(xOiwaNfNM=^yQY?4j-|;;vzx2DA z2H?CCllzo|+0yJhm{q6iHH9}3bHog=l30l*;Bv5>*}ECv77bCSFClt+5>D%xlRt6u z1LLc0QiH$^On=FR=6(9T>wv#E0V=#<*9&tKo6j!}j%84D=3~kl6mUVfOlI0dj1EQC zz>8K}5BFIfKK34-o_a<5$KX?9m(lta)D8u#4RD?8k@9s9n%Dmj;S1gn%yw9`?(D{W z#OHLPe9!o&x8#g#!zxWz))wu(`|`D)yL-L#bSd_FHY)^_~yl7Rv_v?ba(VttH6 zQW5`D-<9t88l8Y9(sfS;Ybk1rIWy+D7!fvhb?b;o*MzpNYxSf^&dgTsDh3pHawAsM z8XS88PKeMkF_bErsFUDE?xnG6$8Y|VRXVfH6B`!&=(NPer^U&0quJfHxwGw+tvk^f zU=~)v@^tZ{}t27>t^&x$?5kZ=*j0d-Gs& zUd7qnv*bu>^&uZJlRW`us9Vug`wU2-YJ-U#7&+d@E>qK`|`Tt<9&jO9mp@DN-7d zGV|%NU9=65t~?X^B;XLp;}M`ripKX~ZS_IcmAyKA*NlBR(tK+)02CUSo=1i~(>T_dfo|GfJCUkxo=&T`%l%4A}h zELF#*%tn9lY3pC~xc8I$bfNg6rKM%S{UVkLR3(H4vO95WN)n>`!}g=x-UnT`>8kT{ z1a%0w+KfODyvpyTTSpL|JhzZuQgj|ZVejDJv7pkWWzF7jWF1AjyeefJlnpxfTx1dA zs2V>WRQhbF-42m6!KRwnnzt#R$Yw+tc=ajTE892huq9hDrQD5FGx&(byXw6A_(|-U z_HwymLl%n?O78`4Rr(*>5D%N{DJDlDn?M6_^${Mg2YbMl`ieEY9qY zkI93BDIGDPW~*QdE5wV(!@;B(;XTfGmWnhLCzcs&K>%erNRcGdh*~c5@@!lWgVYw9 zo11S1Dl3IERD~v8+lU{O{O(y|=*bfZ=fJ)(L~svyA76<~??SgFCwoo}acK9%+Tliq z3Px#$POJc8>CxWlG87+iF~o*a$0_naloi-8@)g07sX&BO;{^qcFf=h=c(VX88lNxv gEQtSoMckv=rTmWfKgt&#g|w-a0U_e6%eUnG3tq7hKL7v# literal 0 HcmV?d00001 diff --git a/pyproject.toml b/pyproject.toml index 6d7320e8..ec75f80f 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -19,17 +19,16 @@ requires-python = ">=3.8,<3.12" dependencies = [ "beautifulsoup4>=4.8.1,<4.13", "collatex>=2.3,<2.4", - "hdbscan>=0.8.20,<=0.8.41", "lxml>=4.4,<5.4", - "numpy>=2.0,<2.2", + "numpy>=2.0", "packaging>=20.1,<24.3", - "pandas>=2.0,<2.3", + "pandas>=2.0", "progressbar2>=3.39,<4.6", "python-levenshtein>=0.21.0,<0.27", "python-slugify>=7.0.0,<8.1", "pyyaml>=6.0,<6.1", - "scikit-learn>=1.2.0,<1.6", - "scipy>=1.10.0,<1.15", + "scikit-learn>=1.5.0", + "scipy>=1.10.0", "werkzeug>=2.3.0,<3.2", "shapely>=2.0,<2.1" ] From 21c16abfc29a01ec2b3350c6a59dc35d0e061f70 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E2=80=9CJoeJ=E2=80=9D?= <“joseph.jackson@port.ac.uk”> Date: Wed, 15 Jan 2025 16:09:47 +0000 Subject: [PATCH 08/11] Updated how_clustering_works notebook --- docs/source/How_Clustering_Works.ipynb | 54 +++----------------------- 1 file changed, 5 insertions(+), 49 deletions(-) diff --git a/docs/source/How_Clustering_Works.ipynb b/docs/source/How_Clustering_Works.ipynb index 10fe716e..3b3996b1 100644 --- a/docs/source/How_Clustering_Works.ipynb +++ b/docs/source/How_Clustering_Works.ipynb @@ -741,31 +741,9 @@ "\n", "See [John Healy's talk](https://www.youtube.com/watch?v=dGsxd67IFiU) on HDBSCAN for more details.\n", "\n", - "By encoding the number of points in each clusters at each $\\lambda$ values as the thickness of of the bar on tree plot we can create what is called the condensed tree plot. The HDBSCAN algorithm used in `panoptes_aggregation` from `scikit-learn` does not have this functionality however. But these plots can be generated using the original [HDBSCAN package](https://github.com/scikit-learn-contrib/hdbscan/tree/master), and are reproduced below for illustration." - ] - }, - { - "cell_type": "code", - "execution_count": 37, - "id": "eea7252b-7b86-4187-8d9b-e9fa1476714b", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "" - ] - }, - "execution_count": 37, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from IPython.display import Image\n", + "By encoding the number of points in each clusters at each $\\lambda$ values as the thickness of of the bar on tree plot we can create what is called the condensed tree plot. The HDBSCAN algorithm used in `panoptes_aggregation` from `scikit-learn` does not have this functionality however. But these plots can be generated using the original [HDBSCAN package](https://github.com/scikit-learn-contrib/hdbscan/tree/master), and are reproduced below for illustration.\n", "\n", - "Image(filename='_static/condensed_tree_plot.png') " + "![GUI](_static/condensed_tree_plot.png)" ] }, { @@ -775,33 +753,11 @@ "source": [ "#### Picking out the clusters\n", "\n", - "Finally, this condensed tree plot can be used to find the most \"long lived\" clusters by finding the bars on this plot that contain the most \"surface area.\" (Although it might not look lik it, the area of each bar on this plot is directly proportional to the probability of each cluster being the \"true\" cluster). This is refereed to as the Excess of Mass (eom) method of selecting clusters. We can circle these selected clusters by using the **select_clusters** keyword when plotting.\n", + "Finally, this condensed tree plot can be used to find the most \"long lived\" clusters by finding the bars on this plot that contain the most \"surface area.\" (Although it might not look lik it, the area of each bar on this plot is directly proportional to the probability of each cluster being the \"true\" cluster). This is refereed to as the Excess of Mass (eom) method of selecting clusters. We can circle these selected clusters by using the **select_clusters** keyword when plotting using the original HDBSCAN.\n", "\n", - "Again, we repoduce the plot with clusters highlighted from the original HDBSCAN below." - ] - }, - { - "cell_type": "code", - "execution_count": 38, - "id": "ff021ba5", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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", - "text/plain": [ - "" - ] - }, - "execution_count": 38, - "metadata": {}, - "output_type": "execute_result" - } - ], - "source": [ - "from IPython.display import Image\n", + "This plot is reproduced below.\n", "\n", - "Image(filename='_static/condensed_tree_plot_clusters_shown.png') " + "![GUI](_static/condensed_tree_plot_clusters_shown.png)" ] }, { From f50a4f3cb3a6627c92d61ff4ba67f6fef14d4d95 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E2=80=9CJoeJ=E2=80=9D?= <“joseph.jackson@port.ac.uk”> Date: Thu, 16 Jan 2025 10:12:15 +0000 Subject: [PATCH 09/11] Fixed typos in clustering notebook --- docs/source/How_Clustering_Works.ipynb | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/docs/source/How_Clustering_Works.ipynb b/docs/source/How_Clustering_Works.ipynb index 3b3996b1..f7eb1e46 100644 --- a/docs/source/How_Clustering_Works.ipynb +++ b/docs/source/How_Clustering_Works.ipynb @@ -47,7 +47,7 @@ }, { "cell_type": "code", - "execution_count": 21, + "execution_count": 1, "id": "61c7bf87", "metadata": {}, "outputs": [ @@ -753,7 +753,7 @@ "source": [ "#### Picking out the clusters\n", "\n", - "Finally, this condensed tree plot can be used to find the most \"long lived\" clusters by finding the bars on this plot that contain the most \"surface area.\" (Although it might not look lik it, the area of each bar on this plot is directly proportional to the probability of each cluster being the \"true\" cluster). This is refereed to as the Excess of Mass (eom) method of selecting clusters. We can circle these selected clusters by using the **select_clusters** keyword when plotting using the original HDBSCAN.\n", + "This condensed tree plot can be used to find the most \"long lived\" clusters by finding the bars on this plot that contain the most \"surface area.\" (Although it might not look like it, the area of each bar on this plot is directly proportional to the probability of each cluster being the \"true\" cluster). This is refereed to as the Excess of Mass (eom) method of selecting clusters. We can circle these selected clusters by using the **select_clusters** keyword when plotting using the original HDBSCAN.\n", "\n", "This plot is reproduced below.\n", "\n", @@ -765,7 +765,7 @@ "id": "d8df4de0-c417-452f-91d3-e4d52e5da518", "metadata": {}, "source": [ - "Now let's look clusters identified by HDBSCAN." + "Now let's look at the clusters identified by HDBSCAN." ] }, { @@ -857,7 +857,7 @@ "id": "e0f248e9", "metadata": {}, "source": [ - "Aside from changing the order of the clusters labels, the clusters are identical. This shows one of one of the limitations of selecting clusters using eom, it tends to find larger clusters. If you need a larger number of clusters you can change the **cluster_selection_method** keyword from \"eom\" to \"leaf\"." + "Aside from changing the order of the clusters labels, the clusters are identical. Again the two moons are a single cluster. This shows one of one of the limitations of selecting clusters using eom; it tends to find larger clusters. If you need a larger number of clusters you can change the **cluster_selection_method** keyword from \"eom\" to \"leaf\"." ] }, { @@ -1574,7 +1574,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.10.9" + "version": "3.10.12" } }, "nbformat": 4, From 0a2e69be75c4fcf5227ee24f8ad0ccc7d3967ec9 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E2=80=9CJoeJ=E2=80=9D?= <“joseph.jackson@port.ac.uk”> Date: Thu, 16 Jan 2025 14:42:46 +0000 Subject: [PATCH 10/11] Changed dependancy to be python 3.10 and 3.11 --- .github/workflows/python-versions.yml | 2 +- Dockerfile | 2 +- Dockerfile.bin_cmds | 2 +- pyproject.toml | 2 +- 4 files changed, 4 insertions(+), 4 deletions(-) diff --git a/.github/workflows/python-versions.yml b/.github/workflows/python-versions.yml index f0a78b17..142db3d8 100644 --- a/.github/workflows/python-versions.yml +++ b/.github/workflows/python-versions.yml @@ -21,7 +21,7 @@ jobs: - 6379:6379 strategy: matrix: - python-version: [3.8, 3.9, "3.10", "3.11"] + python-version: ["3.10", "3.11"] steps: - uses: actions/checkout@v4 diff --git a/Dockerfile b/Dockerfile index 587ac9e6..d9e84c94 100644 --- a/Dockerfile +++ b/Dockerfile @@ -1,4 +1,4 @@ -FROM python:3.9-slim +FROM python:3.10-slim ENV LANG=C.UTF-8 WORKDIR /usr/src/aggregation diff --git a/Dockerfile.bin_cmds b/Dockerfile.bin_cmds index ddeefb35..abab9037 100644 --- a/Dockerfile.bin_cmds +++ b/Dockerfile.bin_cmds @@ -1,4 +1,4 @@ -FROM python:3.9 +FROM python:3.10 ENV LANG=C.UTF-8 diff --git a/pyproject.toml b/pyproject.toml index ec75f80f..6ee41830 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -15,7 +15,7 @@ classifiers = [ "License :: OSI Approved :: Apache Software License" ] dynamic = ["version"] -requires-python = ">=3.8,<3.12" +requires-python = ">=3.10,<3.12" dependencies = [ "beautifulsoup4>=4.8.1,<4.13", "collatex>=2.3,<2.4", From 45c2e397d295f6b5e90ec1b83eba331f5e775119 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E2=80=9CJoeJ=E2=80=9D?= <“joseph.jackson@port.ac.uk”> Date: Thu, 23 Jan 2025 09:51:11 +0000 Subject: [PATCH 11/11] Updated documentation to sklean HDBSCAN --- panoptes_aggregation/reducers/point_reducer_hdbscan.py | 2 +- panoptes_aggregation/reducers/shape_reducer_hdbscan.py | 2 +- panoptes_aggregation/reducers/temporal_point_reducer_hdbscan.py | 2 +- 3 files changed, 3 insertions(+), 3 deletions(-) diff --git a/panoptes_aggregation/reducers/point_reducer_hdbscan.py b/panoptes_aggregation/reducers/point_reducer_hdbscan.py index 2e31b0dc..95a9b7fa 100644 --- a/panoptes_aggregation/reducers/point_reducer_hdbscan.py +++ b/panoptes_aggregation/reducers/point_reducer_hdbscan.py @@ -33,7 +33,7 @@ def point_reducer_hdbscan(data_by_tool, **kwargs): data_by_tool : dict A dictionary returned by :meth:`process_data` kwargs : - `See HDBSCAN `_ + `See HDBSCAN `_ Returns ------- diff --git a/panoptes_aggregation/reducers/shape_reducer_hdbscan.py b/panoptes_aggregation/reducers/shape_reducer_hdbscan.py index bec012e9..bce6f0cc 100644 --- a/panoptes_aggregation/reducers/shape_reducer_hdbscan.py +++ b/panoptes_aggregation/reducers/shape_reducer_hdbscan.py @@ -53,7 +53,7 @@ def shape_reducer_hdbscan(data_by_tool, **kwargs): * ellipse kwargs : - `See HDBSCAN `_ + `See HDBSCAN `_ Returns ------- diff --git a/panoptes_aggregation/reducers/temporal_point_reducer_hdbscan.py b/panoptes_aggregation/reducers/temporal_point_reducer_hdbscan.py index f7b96afb..2be420a9 100644 --- a/panoptes_aggregation/reducers/temporal_point_reducer_hdbscan.py +++ b/panoptes_aggregation/reducers/temporal_point_reducer_hdbscan.py @@ -33,7 +33,7 @@ def temporal_point_reducer_hdbscan(data_by_tool, **kwargs): data_by_tool : dict A dictionary returned by :meth:`process_data` kwargs : - `See HDBSCAN `_ + `See HDBSCAN `_ Returns -------