diff --git a/CHANGELOG.md b/CHANGELOG.md new file mode 100644 index 0000000..8038b88 --- /dev/null +++ b/CHANGELOG.md @@ -0,0 +1,26 @@ +# Changelog + +## [0.3.0] - in development + +### Added + +- Changelog added. (wiheto) +- Preliminary BIDS operations that generate edge df from BIDS layout `edges_from_bids()` (wiheto) +- Connectivity matrix as view option (wiheto) +- Rotation of connectivity matrix (wiheto) +- cm_order for connectivity matrix (wiheto) +- Dual colours for positive and negative edges (wiheto) +- Allow dual colors for positive and negative edges (wiheto) +- Some gallery examples (plot_dmn, connectivity matrix) (wiheto) + +### Update +- Updated README with network neuroscience reference (wiheto) +- Removed matplotlib deprecated `matplotlib.cm.get_cmap` for `matplotlib.colormaps` (wiheto) +- Rasterization for glass brains (and all template/cms) for faster svg rendering (wiheto) +- Example data is now packaged in ./netplotbrain/example_data to be included in package (wiheto) + +### Fixed +- Renaming "legend_tick_fontsize" and "legend_title_fontsize" to be more consistent (wiheto) +- Renaming "highlightlevel" to "highlight_level" to be more consistent (wiheto) +- Correcting some kwarg names in documentation (wiheto) +- A bug with spring layout and node_color when only subset of nodes plotted (wiheto) \ No newline at end of file diff --git a/MANIFEST.in b/MANIFEST.in index 6319e01..062c356 100644 --- a/MANIFEST.in +++ b/MANIFEST.in @@ -1,3 +1,4 @@ -include examples/* +include netplotbrain/example_data/*.tsv +recursive-include netplotbrain/example_data/bids_test/ * include netplotbrain/profiles/*.json include netplotbrain/templatesettings/*.json \ No newline at end of file diff --git a/docs/api.md b/docs/api.md index 244cd74..ea48e8c 100644 --- a/docs/api.md +++ b/docs/api.md @@ -35,7 +35,7 @@ edges_df | pd.DataFrame | Allows for passing additional edge information if edge edge_cmap | str | Matplotlib colormap for node coloring when node_color points to a dataframe. | edge_alpha | float | Transparency of edges (default: 1). edgecolumnames | list | Edge columns names in edge dataframe. Default is i and j (specifying nodes). -edge_color | matplotlib coloring | Can be string (default 'black') or list of 3D/4D colors for each edge. +edge_color | matplotlib coloring | Can be string (default 'black') or list of 3D/4D colors for each edge. Can also be a dictionary with keys positive and negative to denote two different colors for positive and negative edges. edge_weights | str | String that specifies column in edge dataframe that contains weights. If numpy array is edge input, can be True (default) to specify edge weights. edge_highlightbehaviour | str | Alternatives "both" or "any" or None. Governs edge dimming when highlight_nodes is on. If both, then highlights only edges between highlighted nodes. If any, then only edges connecting any of the nodes are highlighted. edge_widthscale | int, float | Scale the width of all edges by a factor (default: 1). @@ -61,9 +61,16 @@ template_glass_maxalpha | float | Default is 0.01. To make the smokey effect the ### HIGHLIGHTING KWARGS -highlightlevel | float | Intensity of the highlighting (opposite of alpha). Controls both nods and edges together. Value between 0 and 1, if 1, non-highlighted nodes are fully transparent. If 0, non-highlighted nodes are same alpha level as highlighted nodes. Default 0.85. +highlight_level | float | Intensity of the highlighting (opposite of alpha). Controls both nods and edges together. Value between 0 and 1, if 1, non-highlighted nodes are fully transparent. If 0, non-highlighted nodes are same alpha level as highlighted nodes. Default 0.85. -See also nodehighlight* and edgehighlight* kwargs. +See also node_highlight* and edge_highlight* kwargs. + +## Connectviity matrix kwargs + +| Argument | Type | Description | +| --- | --- | --- | +cm_order | Str | Specify which variable to group and order nodes in connectivity matrix by. Default is "auto". Auto entails that if node_color is a column in the data and if cm_order is unspecified use node_color column. Otherwise if None will plot in list order. +cm_rotate | Bool | If True, rotates the connectivity matrix 45 degrees. Default True. ### LEGENDKWARGS diff --git a/docs/gallery.md b/docs/gallery.md index 7ce7a01..840aa64 100644 --- a/docs/gallery.md +++ b/docs/gallery.md @@ -24,6 +24,10 @@ [![](./gallery/figures/rows1.png)](./two_rows/) +### [Highlight a network](./two_rows/) + +[![](./gallery/figures/plot_dmn.png)](./plot_dmn/) + ## Integrations diff --git a/docs/gallery/figures/plot_dmn.png b/docs/gallery/figures/plot_dmn.png new file mode 100644 index 0000000..64c32a5 Binary files /dev/null and b/docs/gallery/figures/plot_dmn.png differ diff --git a/docs/gallery/highlevel_size.ipynb b/docs/gallery/highlevel_size.ipynb new file mode 100644 index 0000000..37e187b --- /dev/null +++ b/docs/gallery/highlevel_size.ipynb @@ -0,0 +1,48 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "cf30fa87", + "metadata": {}, + "source": [ + " \n", + "# Node properties: size\n", + "\n", + "Netplotbrain allows for specifying different figure properties by only specifyign the column name.\n", + "\n", + "Below we demonstrate how node_size can change based on different columns in the nodes dataframe.\n", + "\n", + "The key lines of code here are when:\n", + "\n", + "`node_size='centrality_measure1'`\n", + "\n", + "and\n", + "\n", + "`node_size='centrality_measure2'`\n", + "\n", + "These columns could be called anything such as \"module_degree_zscore\" or \"efficiency\"" + ] + } + ], + "metadata": { + "jupytext": { + "cell_metadata_filter": "-all", + "main_language": "python", + "notebook_metadata_filter": "-all" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/gallery/highlight_roi.ipynb b/docs/gallery/highlight_roi.ipynb new file mode 100644 index 0000000..ccbb227 --- /dev/null +++ b/docs/gallery/highlight_roi.ipynb @@ -0,0 +1,102 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "645e836b", + "metadata": {}, + "source": [ + " \n", + "# Highlight Parcels\n", + "\n", + "One possble use of netplotbrain is to highlight a seed region used. Here we will highlight two regions of interest. " + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "id": "d1eae89b", + "metadata": { + "execution": { + "iopub.execute_input": "2023-06-13T13:08:30.656841Z", + "iopub.status.busy": "2023-06-13T13:08:30.656639Z", + "iopub.status.idle": "2023-06-13T13:11:46.679532Z", + "shell.execute_reply": "2023-06-13T13:11:46.678205Z" + } + }, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Load imports\n", + "import netplotbrain\n", + "import pandas as pd\n", + "import numpy as np\n", + "\n", + "# Get 100 node atlas from templateflow\n", + "node_dict = {'atlas': 'Schaefer2018', \n", + " 'desc': '100Parcels7Networks',\n", + " 'extension': '.nii.gz',\n", + " 'resolution': 1}\n", + "\n", + "# pyton index of atlas rois. \n", + "# this will start at 0 but atlas starts at 1.\n", + "# So below select node 15 and 66 in atlas. \n", + "seeds = [14, 65]\n", + "\n", + "# Create dataframe of 100 rois\n", + "nodeinfo = np.zeros(100)\n", + "nodeinfo[seeds] = 1\n", + "\n", + "node_color = ['gray'] * 100\n", + "node_color[seeds[0]] = 'cornflowerblue'\n", + "node_color[seeds[1]] = 'salmon'\n", + "nodes_df = pd.DataFrame({'seed': nodeinfo, 'color': node_color})\n", + "\n", + "\n", + "fig, _ = netplotbrain.plot(template = 'MNI152NLin2009cAsym',\n", + " nodes = node_dict,\n", + " nodes_df = nodes_df,\n", + " node_type = 'parcels',\n", + " view = 'preset-3',\n", + " node_color = 'color',\n", + " highlight_nodes = 'seed',\n", + " highlighlevel = 1,\n", + " node_alpha = 0.4,\n", + " save_name='/home/xthowi/scratch/sham.png',\n", + " figdpi=300)" + ] + } + ], + "metadata": { + "jupytext": { + "cell_metadata_filter": "-all", + "main_language": "python", + "notebook_metadata_filter": "-all" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/gallery/highlight_roi.py b/docs/gallery/highlight_roi.py new file mode 100644 index 0000000..3ad33da --- /dev/null +++ b/docs/gallery/highlight_roi.py @@ -0,0 +1,43 @@ +# +# # Highlight Parcels +# +# One possble use of netplotbrain is to highlight a seed region used. Here we will highlight two regions of interest. + +# + +# Load imports +import netplotbrain +import pandas as pd +import numpy as np + +# Get 100 node atlas from templateflow +node_dict = {'atlas': 'Schaefer2018', + 'desc': '100Parcels7Networks', + 'extension': '.nii.gz', + 'resolution': 1} + +# pyton index of atlas rois. +# this will start at 0 but atlas starts at 1. +# So below select node 15 and 66 in atlas. +seeds = [14, 65] + +# Create dataframe of 100 rois +nodeinfo = np.zeros(100) +nodeinfo[seeds] = 1 + +node_color = ['gray'] * 100 +node_color[seeds[0]] = 'cornflowerblue' +node_color[seeds[1]] = 'salmon' +nodes_df = pd.DataFrame({'seed': nodeinfo, 'color': node_color}) + + +fig, _ = netplotbrain.plot(template = 'MNI152NLin2009cAsym', + nodes = node_dict, + nodes_df = nodes_df, + node_type = 'parcels', + view = 'preset-3', + node_color = 'color', + highlight_nodes = 'seed', + highlighlevel = 1, + node_alpha = 0.4, + save_name='/home/xthowi/scratch/sham.png', + figdpi=300) diff --git a/docs/gallery/infant.ipynb b/docs/gallery/infant.ipynb index 8d04825..958329a 100644 --- a/docs/gallery/infant.ipynb +++ b/docs/gallery/infant.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "49751e43", + "id": "bc38494b", "metadata": {}, "source": [ " \n", @@ -20,13 +20,13 @@ { "cell_type": "code", "execution_count": 1, - "id": "4061ea84", + "id": "e90ad056", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:29:09.984026Z", - "iopub.status.busy": "2022-11-30T20:29:09.983633Z", - "iopub.status.idle": "2022-11-30T20:29:16.340146Z", - "shell.execute_reply": "2022-11-30T20:29:16.339754Z" + "iopub.execute_input": "2023-06-13T13:11:55.207192Z", + "iopub.status.busy": "2023-06-13T13:11:55.206833Z", + "iopub.status.idle": "2023-06-13T13:12:16.507945Z", + "shell.execute_reply": "2023-06-13T13:12:16.506149Z" } }, "outputs": [ @@ -34,11 +34,11 @@ "data": { "text/plain": [ "(
,\n", - " [,\n", - " ,\n", - " ,\n", - " ,\n", - " ])" + " [,\n", + " ,\n", + " ,\n", + " ,\n", + " ])" ] }, "execution_count": 1, @@ -47,7 +47,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] diff --git a/docs/gallery/nbs.ipynb b/docs/gallery/nbs.ipynb index 24e1a22..d89943f 100644 --- a/docs/gallery/nbs.ipynb +++ b/docs/gallery/nbs.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "131b5a8f", + "id": "a5416274", "metadata": {}, "source": [ " \n", @@ -18,13 +18,13 @@ { "cell_type": "code", "execution_count": 1, - "id": "7e308e44", + "id": "3c24d6d3", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:29:18.795887Z", - "iopub.status.busy": "2022-11-30T20:29:18.795542Z", - "iopub.status.idle": "2022-11-30T20:29:21.882254Z", - "shell.execute_reply": "2022-11-30T20:29:21.881852Z" + "iopub.execute_input": "2023-06-13T13:12:22.269582Z", + "iopub.status.busy": "2023-06-13T13:12:22.269227Z", + "iopub.status.idle": "2023-06-13T13:12:30.453183Z", + "shell.execute_reply": "2023-06-13T13:12:30.452239Z" } }, "outputs": [], @@ -37,7 +37,7 @@ }, { "cell_type": "markdown", - "id": "19ca67b9", + "id": "50d56366", "metadata": { "cell_marker": "\"\"\"", "lines_to_next_cell": 1 @@ -60,13 +60,13 @@ { "cell_type": "code", "execution_count": 2, - "id": "ac40566a", + "id": "81558c61", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:29:21.884498Z", - "iopub.status.busy": "2022-11-30T20:29:21.884397Z", - "iopub.status.idle": "2022-11-30T20:29:21.916408Z", - "shell.execute_reply": "2022-11-30T20:29:21.916013Z" + "iopub.execute_input": "2023-06-13T13:12:30.458716Z", + "iopub.status.busy": "2023-06-13T13:12:30.458356Z", + "iopub.status.idle": "2023-06-13T13:12:30.578800Z", + "shell.execute_reply": "2023-06-13T13:12:30.577772Z" } }, "outputs": [], @@ -117,7 +117,7 @@ }, { "cell_type": "markdown", - "id": "5b3173c1", + "id": "3b4dabc3", "metadata": { "cell_marker": "\"\"\"" }, @@ -131,13 +131,13 @@ { "cell_type": "code", "execution_count": 3, - "id": "f6355ba9", + "id": "651acd80", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:29:21.918391Z", - "iopub.status.busy": "2022-11-30T20:29:21.918264Z", - "iopub.status.idle": "2022-11-30T20:29:54.475747Z", - "shell.execute_reply": "2022-11-30T20:29:54.474624Z" + "iopub.execute_input": "2023-06-13T13:12:30.585239Z", + "iopub.status.busy": "2023-06-13T13:12:30.584043Z", + "iopub.status.idle": "2023-06-13T13:13:30.967784Z", + "shell.execute_reply": "2023-06-13T13:13:30.966802Z" } }, "outputs": [ @@ -170,7 +170,7 @@ }, { "cell_type": "markdown", - "id": "f7f3c6ce", + "id": "dfddf8a6", "metadata": { "cell_marker": "\"\"\"" }, @@ -182,13 +182,13 @@ { "cell_type": "code", "execution_count": 4, - "id": "5d2aeeb2", + "id": "05939deb", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:29:54.480740Z", - "iopub.status.busy": "2022-11-30T20:29:54.479862Z", - "iopub.status.idle": "2022-11-30T20:29:55.237798Z", - "shell.execute_reply": "2022-11-30T20:29:55.236976Z" + "iopub.execute_input": "2023-06-13T13:13:30.972349Z", + "iopub.status.busy": "2023-06-13T13:13:30.971792Z", + "iopub.status.idle": "2023-06-13T13:13:31.981059Z", + "shell.execute_reply": "2023-06-13T13:13:31.980185Z" } }, "outputs": [ @@ -204,7 +204,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -227,7 +227,7 @@ }, { "cell_type": "markdown", - "id": "5575cccd", + "id": "c97a9bc5", "metadata": { "cell_marker": "\"\"\"" }, @@ -241,19 +241,19 @@ { "cell_type": "code", "execution_count": 5, - "id": "4b00b448", + "id": "a1ca62f9", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:29:55.242124Z", - "iopub.status.busy": "2022-11-30T20:29:55.241693Z", - "iopub.status.idle": "2022-11-30T20:30:43.523691Z", - "shell.execute_reply": "2022-11-30T20:30:43.523147Z" + "iopub.execute_input": "2023-06-13T13:13:31.985350Z", + "iopub.status.busy": "2023-06-13T13:13:31.985084Z", + "iopub.status.idle": "2023-06-13T13:14:50.655309Z", + "shell.execute_reply": "2023-06-13T13:14:50.654070Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -278,17 +278,17 @@ " view=['LSR'],\n", " title='NBS integration',\n", " node_type='circles',\n", - " highlightlevel=0.5)" + " highlight_level=0.5)" ] }, { "cell_type": "markdown", - "id": "95133e47", + "id": "39701104", "metadata": { "cell_marker": "\"\"\"" }, "source": [ - "The amount of highlight is governed by the highlightlevel argument.\n", + "The amount of highlight is governed by the highlight_level argument.\n", "Increasing it highlights the significant edges more." ] } diff --git a/docs/gallery/nbs.py b/docs/gallery/nbs.py index ae6f275..c092d62 100644 --- a/docs/gallery/nbs.py +++ b/docs/gallery/nbs.py @@ -123,10 +123,10 @@ def generate_group_cm(nodes, subjects, community_size, community_str, scale=0.25 view=['LSR'], title='NBS integration', node_type='circles', - highlightlevel=0.5) + highlight_level=0.5) # + [markdown] """ -The amount of highlight is governed by the highlightlevel argument. +The amount of highlight is governed by the highlight_level argument. Increasing it highlights the significant edges more. """ diff --git a/docs/gallery/node_cmap.ipynb b/docs/gallery/node_cmap.ipynb index e1a02eb..855e7de 100644 --- a/docs/gallery/node_cmap.ipynb +++ b/docs/gallery/node_cmap.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "7072657e", + "id": "db86a330", "metadata": {}, "source": [ " \n", @@ -24,13 +24,13 @@ { "cell_type": "code", "execution_count": 1, - "id": "e2ccbd17", + "id": "4a819e81", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:30:52.411604Z", - "iopub.status.busy": "2022-11-30T20:30:52.411142Z", - "iopub.status.idle": "2022-11-30T20:30:58.843679Z", - "shell.execute_reply": "2022-11-30T20:30:58.843230Z" + "iopub.execute_input": "2023-06-13T13:14:57.301281Z", + "iopub.status.busy": "2023-06-13T13:14:57.300998Z", + "iopub.status.idle": "2023-06-13T13:15:03.778700Z", + "shell.execute_reply": "2023-06-13T13:15:03.777912Z" } }, "outputs": [], @@ -44,13 +44,13 @@ { "cell_type": "code", "execution_count": 2, - "id": "c15f39fc", + "id": "1f1fa414", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:30:58.845913Z", - "iopub.status.busy": "2022-11-30T20:30:58.845799Z", - "iopub.status.idle": "2022-11-30T20:30:58.866560Z", - "shell.execute_reply": "2022-11-30T20:30:58.866153Z" + "iopub.execute_input": "2023-06-13T13:15:03.782369Z", + "iopub.status.busy": "2023-06-13T13:15:03.782148Z", + "iopub.status.idle": "2023-06-13T13:15:03.822468Z", + "shell.execute_reply": "2023-06-13T13:15:03.821665Z" } }, "outputs": [ @@ -142,13 +142,13 @@ { "cell_type": "code", "execution_count": 3, - "id": "efdf26cd", + "id": "297d83d2", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:30:58.868324Z", - "iopub.status.busy": "2022-11-30T20:30:58.868200Z", - "iopub.status.idle": "2022-11-30T20:30:58.874647Z", - "shell.execute_reply": "2022-11-30T20:30:58.874334Z" + "iopub.execute_input": "2023-06-13T13:15:03.826777Z", + "iopub.status.busy": "2023-06-13T13:15:03.826515Z", + "iopub.status.idle": "2023-06-13T13:15:03.838438Z", + "shell.execute_reply": "2023-06-13T13:15:03.837764Z" } }, "outputs": [ @@ -242,31 +242,13 @@ { "cell_type": "code", "execution_count": 4, - "id": "1bc50bf3", + "id": "181f8644", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:30:58.876327Z", - "iopub.status.busy": "2022-11-30T20:30:58.876071Z", - "iopub.status.idle": "2022-11-30T20:30:58.878147Z", - "shell.execute_reply": "2022-11-30T20:30:58.877846Z" - } - }, - "outputs": [], - "source": [ - "# Create custom colormap\n", - "node_cmap = ['blue', 'red', 'green', 'black', 'purple', 'yellow', 'orange']" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "id": "e2ef72cc", - "metadata": { - "execution": { - "iopub.execute_input": "2022-11-30T20:30:58.879821Z", - "iopub.status.busy": "2022-11-30T20:30:58.879597Z", - "iopub.status.idle": "2022-11-30T20:30:58.881669Z", - "shell.execute_reply": "2022-11-30T20:30:58.881382Z" + "iopub.execute_input": "2023-06-13T13:15:03.842480Z", + "iopub.status.busy": "2023-06-13T13:15:03.842242Z", + "iopub.status.idle": "2023-06-13T13:15:03.846121Z", + "shell.execute_reply": "2023-06-13T13:15:03.845501Z" } }, "outputs": [], @@ -280,30 +262,31 @@ }, { "cell_type": "code", - "execution_count": 6, - "id": "a80ddcd2", + "execution_count": 5, + "id": "678c91a1", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:30:58.883281Z", - "iopub.status.busy": "2022-11-30T20:30:58.883109Z", - "iopub.status.idle": "2022-11-30T20:31:40.288575Z", - "shell.execute_reply": "2022-11-30T20:31:40.288011Z" + "iopub.execute_input": "2023-06-13T13:15:03.850156Z", + "iopub.status.busy": "2023-06-13T13:15:03.849444Z", + "iopub.status.idle": "2023-06-13T13:15:55.559027Z", + "shell.execute_reply": "2023-06-13T13:15:55.557220Z" } }, "outputs": [ { "data": { "text/plain": [ - "(
, [, ])" + "(
,\n", + " [, ])" ] }, - "execution_count": 6, + "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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kihHBGoOXNM5rVMgSAbGjuY1qrFPQSGI0wconKz7AgX6bb+6+okyIEwoV4uBrRebtZBEfEubsMlPJIn3NOFRkFBojsE3i2GcSgip9hFbwWBOHgBmQiNAMHjWGJoJLGogIFsMwSWMUnUhceBUT16uM4MWSqOedu3ew1d6GdXv52neem/QynpO84r1wfvfT8Me/wfeMZr5oJ2zbBwZCHIEhFx5Gn8qpsjVNeVev7E4lIMNK6kHstjHe7autt1KoQUKB2oQd83PMNhYQhcSWVkkcrsxG7RcBI4LY0vKVozFV2Lkww6FhG2NA1TN0Cc/1zyegBCweT8ztqc5ReftFn6KR9FBN6LsGYhQrnsx6CpUYn1cIRZKwJh8ytJahDxgNZBroAd4YTFDEFRTWYkPAqZITCCHQMylelYZ6hprEtIkQqzqsA4rg+YE9T7JgnuP/XfsTfP3r3+DNb34TWfbSGbCrhVe0gPwLO+CP/jXky8d/0SU7kW17kQzUgfjybl9oHP3bIYToHguhilyOViYmGcSevjL/iM83Qo61UwSb4mybQ33ly8/eQBqWecslO8ohXUKS+BiFoIYQlF6eIOJoJYAq+/pN7t6/DRUhaLmoKYrBkxqPUcjVEBPjAFK2zX2by9fejxUIoiQoPU0QKTjsG3hNyXKPSR12aokl1wIREgyoLwOQYFFhyabMuSEt71g0lqEYjHrawcdUPCNMqyLiGYhBNN5yDgItLciBqVBwwfRBDh0WDh06xHnnnXfar/XLxSt2COd3b4fP/suXEM9zyKV7IQUtbIxLoVwWKVrx9hJM9B9nijErg7fK+xZXemQkn4jyweW/oKU9giQxPwhwtklupkDjQqsLhkQ0rtFIAFEy40kMGImfN3RJtDQKgYSCBoUKhSrLISPXRvmZlSPd0U4WcaQk1pMYTzsbMJ30yYynLUNaMkCMI2nBxpsfZDZboO0dswREDIsI08BscLTdEAHmEfIQrSTEjmMJmKAsiGXRpmSAEYOKITcphVgMQgvhLbtvQ4Ny5513MhicSHzh6uAVKSC/7zn443/zPQNB9dLnYNue2O+KODRCdOThwuvI8hAELSBGrZiRV64a1q1EJaxYoBaOq9xjpGFIQYoaQxoGXDb7ArNZjogw28gZOCEoWBXaKTQzTysFY5S+S7n34DYaVgmkpMaTSl4uk1aDhyqnx1KlZhsTRmIufEbuUlQNXi0NoxgjGGvxy1GobvMChQjLwNBYEhEOiY2eSEkIYmgTxZH5HGtSejahKQaPMkRIXI4JnkQDXoQkFHgRfDlDnBvu45KDTwDwV3/1V5zB5ZOzyitOQH7+AHz212GwcPzXbN2FXLwHMGXgsS0XYVbmIDQdJAFMAdaVadbRWVAFdsa/K/e2Eit/Omj2wHj2mo0xrEYdDT9gVg9w1bp9QKx10C8MDatk1tPKHNaUKi3d4d/afSlDb3ABmvQRdVgtCBjSUS2DldePlnuDogEKbxACS3mTZW8pgiEPhuWiGTNrFYJXvFc8QmESnAYG1pJoYFi6sJcRlozFKkwDNhSAsmSSuEIm0cnvjKEgOj0gDkmlvKEEhLX9/eSlL+eLX/ziabvmLyevvDnQd/48hiG/yGWt8NqnoTkgmR3GxUMbUA/YQBUsI8C38mv4s+INmBuE3CWYAOKV4BPUGEKek9mE1ArqA231/PwT9zMXHJCCC/xF853sSi4AhVwMuZliLuuN5kqJiclzWQKjaEyEFVFE4QB4FRyClVjBJ9DAMRx7bZXLU7ozNBZWSE1Bz2XlvClKbG3i6IU47/IF0ZcuQksDDQ0siKHwyky5RDrUaGnXqmd/knHQC+vUlcGwcQaYBM8AQ0OVIeANEAIplMu6CY4GG4f7uPLAA+w477Xk+YnU+z73ecVZIPY+C+4YRda37IeNh2CqX5apUUIe+xqhTIHxKcEn3O5fS5+pmM+TQJ6lDFoZeTNFG8LSzCwHkoT9aZO9rSl2N6e5Y+P5hMSh6RBV5flkC4ihkAbYKWayHm/b8gKpNRhTljUUKe/ISjWrqJZwAwaMHa0rpUYwoiRGyehjZGXR9uilX2tdeYopiQSmGgPaxmHFMJ+nJOLRYLANQYyhkSiFCEMRRIQWgUNicSIkxtICljA0vMMILJYliJ1NKGwWPXQCqoFE4nkZkwBZeUaWhAIhsHV+B+fvj7W+H3300TPaFc4GrygL5G/9BOzZfsRjo+o200sQ4gIoakB8zGcBsIqkEAaBvrfMuylM2TmL0kVgUTSJgTKzPU9Qw6L3zPgcbwzPNacRbxG1bE82MBRDgSUYy5Ts4ab1+7ASKEJc3wmquCDlHayqjBNd4AET83A0CiM1BcPQQoGMAZ5oUVLtUTDDyvpPHMZdte4uprN5jOQEUXKf4iS6scUILkQHuPgo3Fw9IXiWERKUQqIVG6rSEKGHEmxC5h2+nPt5NTQ9DBBmcBwwKc4YUl8QQgyjsIDHIuWcLTcNJBRcfuhxFhtrePJJaDabbN269Ux3jTPGK0pA7DjyjjZaFdm6E3PBQTSUAZnqkSQ63cTB78+/n8fmL0UIOGIqXLQBsbP0adFmAYuQkxISQyqOJIVFPwVBuWeN5X+59m20FwNzh6+NJs0YEpnHSROnsTYBGivkNJNYsrdfQCxSUlmeFqZcTRItA4RUynrWCibBhRZNDqJGyHSZXKeJIrJ88IqPM9c6ABAtS98y3eqxPMxoZAWJKEsuww8NyZRH80AIQmFTEu8YqjKDp4cFlKbGWIvMK02EXulBFJSMgC8/uRUMWkVlqJaFS6QMCkoQHFmIkeJooN07xNLMRh588EGazSabN28+493jTPCKGcL5u78E+dLYIwpX7ESveRJzaVnTwMTQGYXoq3YJSMJOuYCCFEeKLUNhAhlT5AQszehnwtHAkWIyTy9t0cQzY/sYK2Ati1mDpWQtLrEgBiMDlCaONokxcV2GFCuGoLFWgUhleRxDGiyq0FdY1ir6zhI0JvFYFKdCag7isBTaQtVjGQADoGC2cZAsCQxdi/4goy1DdCi0pSDPMwbO0g8ZgzTFDQBR0sRjQ0xRSEUYiiUVJTFx7tUkKeUSfZBNPAZLgSXDM8SWFbYtKYamGFIsGQEhDu9s6alMiMGzqZHS2QDf/e53z0ofORO8IiyQv+fL8LXPjj2iyBsfw7R7iFXwpbXR0ltmBXWW3a7FjuEmljTeIQ0FA1pxuIawRJMcpVn62kTAaE6fFE9GQgEIDTMkNYEl32R2fgMgBONpGIdIYM4uMpstowrNxJEYpQhgAiQ2usId7ehmJroDmlLFya1EPeRYrGZ4TUe1CIakGASP5/LZ+1jb3A0CU2aJLCvKGT2gQkui9yzVHi6J1RbFQGOqT0PHIjXK36tyi46cAZYEV8age5qlpAZAjwZNPI4UYYjX2K1i2kNANIy2/4qOCdAQyD00DajGyqxydNTsKmDVC8jf/zX4+h/HMIKKGx9Fp4cgimlBWCrXdlSQDExD+dPDr+eO4dVlPIElIdBnCkeDJoep8n3aeHrM4EhJtUeGYrHlDClGIAcyYJnNuzeTaVUBXkntEPBct2EfEPN75oeWhlV8CFhRghuQZIa+wmDMcRg85N7ExUoxeAqCxgGRL7sxAs44Up+yIdvLLds+zdCnLGnKbOFiMp0ziPXgLKQhqiK3pEmI8z4FzIvzoqqF4XKZDMGzQIsUxzItPIY2Q9o4tLRCoMwQhZObFA0BtWZUvTWmW1gsSlNzkjG9fOtb3+Itb3nLpN3hrLPqBcTDd4A/0iUqa4pRWIBbthgpI401FhkIA+Wp4gKGNMhJScrabRl9UgYMsDRKARWkJPjyXu8JpLTol88GGgwo8AgeGxrELNR41x/6Kaz0GZRznlYa3b6ZDXGfngDt1AENZiQOg5zGNIe7d13JMDRj9J06lKzcySfFYHDiSDUFD1dv+DrvuOjzWBkSrKHFAMVi0hAdJFlAozlA0oCKRNd9Gpe5dEOOnr8XXtgErIgHYBmYIgpoWN4qhKKcJdrotsaQ4ilosEyCwccgVBS8KaPEo6PDlHWGm2F4xELDoUOHTnPHODusfgEtz3NELYPNe0EKVMshCj4O34KBJDoPHi4u5NlwHgHDLMvkZPTJyMgpaACejD7LtKkSCuLltwxoICjv2bWTqWJIKkrQQC9t8JBegaVZDgCFIrTBeNY2CqTM/zFlzwxBaKfLVNHcfU0pNBYQ8cEyCM0yjc/EeVM5Ya/O1ZTT82vW38Z7Lvk8Vgpyk9CQgkFIyE0ZXhQEdRIdj4GY1l1WANJCUC8QAnLxfrQUEKx4L5vEoZcCLTyepPSrResYl44TmuRY+tFaqqGQ6EyI3sKCgrioO9AGYNg+tTVav+rzQuDee+/lxhtvPL394wyzqgXkFw4dWfRwdhGueh4V0LDiqjYZ6FKKtj30U/7j8vczRb/0s0XfV8aQBgUWR4KjR5OMnBmzzKEwg1IAGS36/NKD99FwgYYrsBITqRFhz0yfAzYhzmSUVJbJTD+W6yXgAzSTQL8QvCo+tEeF35sCzbJDLeWBEJSZtEfhhQIoQpMoHovF4NRx9Yav886LbgWgCAlLmoF1OIVhljIMOakrQ7qdQVIPhSCFhdSDCTGAVkD9yhyoiqqrZl8ZMUWwwLAo07R0mbwMW5JyO0qHRcTgtbyZlflBTm2Zfhg42Dqfuza/eeV6jQnIGMNzzz3H9PQ0l19+Tlb0OSarVkDeO/js/3Xkg7OLo3BqIz7egavyAK0BJhGkVTBcjnUDhGIUzeZolms/hkPMASkDYBgSctqk9Clo8bOP382W/oBdWRNTrn9WReEbXmmJ0DMFCYKS4oODMleokcRs1MQowR9jr5/y7zWNGPriQkIRonPYkGMRptjLYdZxw7pv8s6LP890Y5ncZWRJjnNKWzw5QpNAligkijUB34/fhUlDDPEr174UUM9IyBVHT+cFojNF41CroEkTxxBLgzjfchq9dIxCnBSD41mzmcPrLmLf7IWg5bKxlEG7JaF0ye3bt68W0FnhmYdhYf/K34lDtu0liC1dw5ReHYnuLgPqDH215cRYyoGRkJPRYkAgZUiDNn2EHB+n8EyzRE7C33/4Ti7rLVIA61xOKoLXGD+QG+Fd/W/yhekfZMYVDJMpjFkiYDFGaBil8FB4i5oYUXC8DFlrApfO7mfH0iZULC3Tp2UKrl2/i/OnD3Cw/wKXbb4dCLiQELA4n9CigGDJZCW9O4QUyNHEgii+iDcJCQEtIDy6GeanYuBsydFHNS6mJpRua8ESw3VyMjIG5fbFMUo9lC7rp6avYOfm60Y7TiTlDedowVbX6/Dhw8zPz7NmzZqT6g4vF6tXQF/9L0f8KTc+CUkUzsgjK4Ko4IsqVlT4rws3IwQSfBn8aVjDInn5VTTpEcoxfkJBy/XJCuWvb9/O+YMBw6onAEuJpek8y8aiAmvDQa5auov7p96CQRj4GQywNEwxWV5GIAjWBIY+psAdi9TCTZt2YUSZHzZ5xwWPI5JAGYtw5eY7MNYRvKDeYEVQdUhoYKxDxJMX0xgzwIgjhAQVKavvAA40C+g9F8HBNUfUkaw6tRzj7+r3uPaTl8PcAZacAQngyPBlZlLgkblr2bX+yupSxEHfmNU52sqpKt577rzzTt773vce59s5t1iVAvKP3gWHdx35oC1Gv8aKMYJpKNoDSQRR5SvLV3E7ry1jDWIQ3BJryhnPgEXWADltBgxoISHwSw/dy4x3tH11t4WeMcz5wIIITQ1M+8C8tTycXMP9zZvjWCl4jMkAx9d2X8t7zn+QKS3KOZfQsC9VKFG4YeMuVmLkRmcGpDFWoRSVkZi2oRKT8YwBa4dlEGkgtQWFb2DEYVOP94Zw/0XIgTnwGVUUROV9q4RyLPFU/X8Kz5CCJoEBBkeBQRmScsfWWyiSVhRLtecRYxF/L7F87/3JlTF+OVmdkQhP3vWih/T+y+LcxwhibcwwLQykIEb5q+HN/DnvpE+TXrlGDgnr5DANcjQkJL6ggaegxTTLrCmWmPIeL5b5NGUoQm4sjaAMy8oehTH0xZAbw85sC7Ysh7vS2W2MA9MGIjCdOlT1BL/4KlF8HOHQ0jtiy8aBxPOrCo2oWnxIRhEXPljyAoY5hEMZxdeuJNxxORxYUx5jND/VER0tHhhPFF8JWRWEROK7UxwZSkHKHRd/Hy5tjYZolViqEl6vNFalBWLw4mjr0G9jBgaZChDilvFBPXcNr+A5t4Hb9LoyayYZjdUdSUykCwk+ZKTe44whkQJF+ZHtTzAUYU3wzFuLEzDBkwOUW48okAtoECQ4vKVatS2PrMoWims/KdGJEOdAOWXaa/m6Y12OF/c678+nPziPVvN50iTH+xQlkCbLcbHVW3wQ9h/+GyTmAFPtRziw9C5aB+9m7VKC0QzEo7qSV3uszxlnXFg5MZVdSosagCUa3Ln1Pfg0bn0yHlRgT3JblqIo2LFjx6oIMl2dAjrKxHvKbhoEstKsGvjt/T/Cs2HjqHvEEJScAVMoA5r0yUODnpnCqqPphxQyg6HPD29/houXFgiZIXHKbChoA4vEYhvrQmDBGkwIzBHD/VPRWP3HpmMTMcpPjxtbqcaJdLx3N6hi2GCm/HmsvezHB1Hxd6dzWLsT7w0iAWs8PhhCsISQcHjhh4EmLrSZX1pLSsHyupvwFz3G+mcLjCZUVR1ARvIJY5929DyosodVp9lpN/HIpW+LuUZ+ZX5zOiJyHnzwQebm5pibm5u8sTPI6hTQrkdGv46HnBiTRp+shd/c+0M8x3nkpEzToyArkwYsDZbxZDTdEstktIoBVj0uyWi4gg9vf4zXLs/Ts3FoU0h0FBjvySWmIPREGJY9K+775lC1YJKyB43fdgOqAcqkNjykSdV5HSt5QGVC3gnQ67+J1C6QJc8jIngfncYicTtupUkUZNWmpUGfw/kmZthLVq7OaOl4PpZP8Og5UGVt9ti17Fuzhd0brhy96GStzIlw8ODBc15Aq24O5L/xJ6Mk5pGzjfICixkN0p/lQgoyPAk9muSlz8uWiQEEw7KbjqkD1jJMGnFGYAzXLC/SdI4phbXOkQJNVQpjMKo0iIGP0yEwLQ5LQWZz3jr4Di0dRutjPYks07CLXNTexbpGn3YSBRk7myPKqQ3lwmt0Er8UK918ful9DPNthDBFCLNomEF1ll7/ZqohoRAT28CCNrl4/4FS2jFXdNxYHD2Q82OPV5+8ZKe4/9J388L6K8vqqCdwyKfIww8/fM7XTlh9FujOPxv9+uKvNt7lvzV/DTmWDEdKv1xNz3EkJAxwNMlyjxdIfRFrtYWYLnDJ4iHaLqcncXvG/VnG2jxnyQipQsOASky0m8pyxAlowKSetW4/l+cP8lDj+jL8psf5zQWuX78fDxReGBQG2yjIbEGcTcRIs5X7+/e6lY/b28hC713HeA1AjpCjsUQiaMGaR3ZgnS9d+LEiakVlD6OXOz5eEAsmpurLQvIBV1UuOksOgWeeeeacngutKgH5QQ8a0/jh0ujSj3lKQQP3DS/lU/l7KWjSYv6IEvA5DVoU9JgitTkNV7DUapMVOYkGZoYD/tunH6YFODHMBI/JC1JV1rhATyxeYIoC49OyH8dASeOGPGSu5oHGa8FMAZYNzYPcsGE/rRSWh9DKFPBYUwVX9qmC/FfE8+L9RyMvPdEff61QoGTY+WVmn3wkbk9COfkvv7lxH1/VelwZi+V9weNVaVIgasvkuXDWxAOwa9euWkCnjd48+GJ00NU9G8qL/9ClPHj5ZSQm0AyLYCzGWzBCYYUGOcMwxVzRo4fFJymzwwE5MEhSrtu7C0uc1huiqzrecIWhsbSDi7tui0Diyl6nYB0YeLqxDWMacVdsci6ZOTzabdsYoVfEGnBWquHbFEf6t6q5UJWhKsThXVH+PNGeq7SeOYhdWCTrDY9Y30lGYaI6klL16VHeBsTgVBExJCh9Takq3zlSHj+wBrBsXXOwLIpy5lhe/h51/c4BVtccaDAA70cXu7r8o26wOEXYNw3DWA/N54ZCE9R6DDkuGNpDT98kJOoxGmuatVys6v7k9Cw9EZrEmgVDsSwbi1PF4WhLgQlS1v8tS5hKiEk1puCywRMEXwAeJTD0gdzFCjzGKIlAI6mW/RVGmaQVjjisaxHF1GRFSC9RxUaBXg8GQ3j+eZq799PuDUv7qFhcuXhsGXcZjM8lK0vuJaYg5BJDmTxKgWIpeF7XURWw3zG/kf4ZrpGY5zlLS0sv/cKXidUloOefBFVieObKBa9+GmBgEwor9BsNRMHZNO5T6iEbKMtpRrOIgTu5jZ41ABVhT7PNpy+8kgXitHs2OJoh0FJlfXAQymFbEsA1wCgEC5pC0eBqv51L86fLKMkYOa0K/SJ67uLdulrDSomCKbeLY6r8u1oXsuXjlbv7OMXxFVDFLMwz9/ATrL/vYdbt3ANUGaXVrababyGM3lbdeKpixV4SUuL+rU0ciXqsxk23AikPZ6/hK+veX3aamGzx3PKao1cVTjtf/epXz+wHTMCqGcL5pcPwzT+h2iWu2upzpRAU/OGWbTyyZj1ZUPCOYA1NV+CLFsMkpW0Kms7hbIKzltQ5jBV6tslNB3bzrr07SZ3DmRQRJQRPUz2SuJh55iR+YNGINbN9OeG3DqyCg40cYrtE6yFisUZi+raML5zm5ZE3qKqJRoG0WJkPhbHXLZSzuB6VS7oqQ9za/gzZcg87HBKCghGsgi93nIuMu1tWhm/jRfEdBi8JFsWKsKRZrNBDfGxPspFvTL+dGGlty7R3RUnZubiWi2cPHRHn9mph1QiIPTviIqVJkFCMBjbjc6D7152HVeWt+3ZRIHxz0wUIcPPBfbSLASlw7+w69q9Zh/GBobW8+YWdtHF8cPdOCjE0NMRuawyK0kgGSJGU0TnlfvGJjxMbCWV4sVa50Vg/jEM8O8BrwPtQxn8NWbEoU6w4iaulyfElzEAc2rWp5kNKq3QMeBg60qUBjb37SBeWYtR5GR6kZZZaXE06dnhO5bwWVhahQykoLYNlRZU+MYmuB9w6+/7Ssh5ZL0FRcm840Guzcbo32TU+DjMzM2ek3dPB6hFQUg5jgnmRs7fqGGsHA/7aric5f9CjALb2F1AMV87vxxlLW5U37H2ez1x6DQeyJj+z4xEuGPQYiFAgWBEOmxQbArMayBSCj8XjKco6m0kBPoG0iKJR4lDOCRjHtF8msYs4LIn0mW4uAT4Gfx4RNlPVcjOs1IWrnluGI24R1WAshdww9+hj2NyN1khEZBRfd7QTvLLSBbHm2/jQrfqEOEj0qJaeuRAYEgNVHQFHo6woVIWcxn9hNJ+CUYmdM0Cjcby49Zef1SOg9edDWaov3qfjBbNViAzwD5+8FyX6rArg8vmDZMR7uAsBK9BA+antD6LArBhaKGhcLSF4pvBUiQOBAiO+DCH2ZXUND8ZFQWVlCWFXvkNhRnKMM6xJD3Hlunvx4WJi56/WeyrBwMoAqhIJrNzbmwgODTD7yB5svovBdJvG/BLGl7nhWgni2OKJrcbBVqzY5seCd1Y+XYBCLE4ssQ6dGVUmciT8efv7VpYKRiLXUUtCXOM6U5zL1XpWjYDs9Bz+NW+Cx74D6hjf3BdWOkM1owjE6Xlf4iqQMQbxHisSt+BAkLIaZ46AQKKBNuPLlba87dpypl1aIkOcgxRJFJaE8g3CBcUeXqOP8+Zr/iPDcB0+VJ60QPy6x7ttZXUoz0bBFzSfO4Q6h7UJjQPziPMYgamDC6zc52MnFih3yj4OUi70IuSSIhqLimS64g3sJTlPXTAkeDBYEsmYmTesWWjxxdZ7mW+dV37iqM7rEWJShKUwReGHpC+ZpnHyFEXx0i96mVg1AgJg81Z4+n7CcGHkOaoKeMDKfVGIsweAaVWqvNWBCKGsmuk11oIOGuu+NfXIjxotW4bSuoQQ5z+jHG5iFmcAaIDkYBXN+rznjb+LaSqDQwUx/FSB2bLlKvbNEU1aKOc2FkLB3CO7kP4gJr4ZCxrL8UI5PymTbFTKffKE7xnuYtVhgZ5JaIbo1h6UdduqhdW9azzPbouHqdYj9CFA/94fYL/dUn4fla0Lo3fGSg/VbUt4+vA6Ll2zn+Q096qrr7769DZ4GlldAppZByvdDSmdtNXdtxLPSinClSSBhnckIjRQ0hi2UBZaPJKjI5FHr/DZ2N/j8xYLtqxSrwXm+qeQTNm7/614vZQj5zqw4jSG6EyYxx7wTG9/FgnhyOiA0j+cjAas5dA1EOsbEJ1/x7I+cTnWoJKS6pAghqFkWHU4kxDU0tAhHmX7hZYiA4aNWCNOBWeFA405xMUCViuhP/GcZSwzaNxmPzs/y7Z1C6c1WmH9+vWnr7HTzOoS0Ow60Hj54jRWSco50NGdaPyyzqDkGNIyxWB8EHW0J2/85/ES2iLVnddF8RiBaYesiV6soFvgRZ1s3DFQIOSYfYeZffbwylFUWWeqiDEEH45wL0iIzjDR42fxRB9eEgt3qGdISuqHSDmcTcKgdFErT1/kmN9SoEEIFqRcPI0F9aVMz1aqXSKktEJxA8zxW028SThSnji4AYNn8/Qi042X2Nx5lbOqPPey9jwY233NUKWDrcyGxrtr1WUToEU44lKPP89Rjx/1qUf9PMbjcacqWHsIkurzA5Bi5ADRqzYkLqLOAwHpD7G797Bm+wGM96hJRq2qKmoYuaZXPk1JcNhQYII/pnggull8GfxZiXiIRTWWALZ4DjcLFqaUBy6dRYJFvSUEcE4wdojP2xS+RbWoG9exqu+5cnpUN4Mw9lgUWiDh+aU1LPQmM0XmHF9cWlUWyGTN0o8Ux+ArwY9HWpzxAElYEca452mcY4YFHcF4q0e/yqI00aCYuUFc3wxQdTAdlfrNRo9NP7mT7MB8/FyJ4XQEhyQOq4IlhyzAsMnKfMmMfeqxc4ZiuWFDStxNeyS+crftZXF8+7ULDNZB0UigGMS2JGAbHowSnMEPZzj85A+BtkafHeK+l2WLVctROHE3i5XvA6oNzoS9/Tlm24eOebwngj0TiUankVUlIABaa2CwVA7dKl/Qyi7ZR+cIVRwZAbbC+Oyk+vv4Ijo2I0dGIjAAffRiNiw+QZA26pUQYm0AVzrsyuJBWIkTGA1gJU72kRhNQJ6VQhwfoArHGzR4YEiCSNyA2BAXm50BT46zgdtuHtBfn5bOEIXUEtwwtutifhAC6luE4UbK0FIC1V7kpbtGKHcMj7XvdGyoWl2BSr5hgkGOiJzzFujcPrpj8aP/kEbawo85UqEShh6xyjLe3Y5OVR7/FwdcK/85AgM8yzgc4Qh3+bEoDPjWPBxuwT2Xwb5Z7EBIh0PSYUFz6ONPV1B5eQUwtsB4h1WPVaJXTzU2KMebex37kvWJPj2jjhYaCx3iwXh84rjjdQP6c2UlReNQ8QSNm2+pgklcnNuoljXcVvZ+rajqvQWNoo7PVFYpbnJcBfisCOrUOZfXfypWnQWys2vZtzZlZm/AjtYkjr7YcsQ8aPz38ceiqHR0Z60siUUI4mlqQl5WOk2O0xUUxYVA1m/jtzcxGMRnkA5Qb5FgIR1Gp4Brktqq8H0Brg3pALxAKOPrIG6g47L4mtHK1vEpy0iCzUh8D0/g9qtydl+Yg8nQ4KHpSweaIwynUFOUlrGs2z1MCS7DpAU+mNKF4Mpv1LAilGhtVmp169jjFoMbm20G7PGCYE8AVSU53T7x08zqs0BAMr1pFCFW3edWBnOVFKJUxi1NNVxbEVHcgj2MXicYJA5+jNA3MaEsruT7F1kihyfHk5YdxiCgBkxMPdDUEYxjNNmxrhyihRjZHV8V15pmluLjZsy3Nv77UVRT9iVgaKI9MH6RQOAb1wx5YZtHm6Bi45SpyCBY1CUEyoo84klb/VIDCTYbxrMwlN8urCxLj86QctcfVm5Fo3jucsgW/07Fc8nc/Ale1Rejque0CxtWqYBmN16NKWONY13rldIYWjpZofKyrXT6FSulR4zrq/d4lL715EZxEh/LsCQYTDlkCeV7HdGfXFms6v+SxPK6FBbjYhlhnIGiFIIzcagmAkmvjHJQ6CUxyiGUwalJP7ZzDAFVM454Zg6CZ4hjeQ7+7JYBey/2mHxttV025Bk+xDLE3tuy6lbcdSzvT8eJGTka4lZdNjuEaT8+9tkrvsrqm9XydjO+U7gZ/R2/6UvmDk1UbGRmZobrr7/+1Bs4C6xKATG1ZszXE7u1Kxf7dCSmlYsdRsIKY/MeeZF1EhRnlLScME2FlYHbeOiQB5bbcRV2ZQCj4BM0FzSrNqzySFZEr0HqoZlDVoAp4+k0LYdqrgxkS8p5UAauyfGsz8oQNKAJPHOx44u3OL7+enCpgg0Eu1jm/MXo8hAEVYOYgrQ5AM1IGg5jClyeoa5F0sgJPi78zl32ZaqttSAWY6nc1FLaPxm5r9PyuFZsfJvlU05vqDxva9euPbUGziLn9gDzOJgb3k1271cZHHwuWoI4KIlJa6UcTLnQV3X6apgX/UTR+nh0rMxivKsmAFZIAgysJ/WVGFfWQVIMjWG0RbHIuiE0+pA3EW2ioUwK9yC+UZYd1rjxqQ3RW+fK4V5jAMMkWp2s9Ijl49EKK1SzifsuXCafinu+9aYs8xssiIsWR02ZTjEEC37QIklzgoublCAGN2gg1uOGGcELSVYQXEJwFhWPMYqROAyNuxBV3jTFlPlAjNw4lXtby+/YIfiycOSpUYUmXXLJJafcxtliVVogEUF+4n9Fkqy0K8QQNaBAGZbCSTAkZYzyytAtysgiJNhyI45RyyNHmBcl8Suj/riRoVAILBlPIb60XkpOQEOCioIt4r6sIqhVfDJAFYJovFFnGl3UVe3bYTkXchbyBPKU4857TBrr2tmEXRd59l8YmF/r4pzLeMgGUawrwQyYJAc8YocYW0SrqYp6xdgckyhiAii4PO6wR0hBDUIyNqehPFtYyWqt7He55jWy5QkmOfWuZa3lTW9606rYoWFVCgjAZg0a/8NvcNsNfbxQ7WDCfBJ45oKcBVzpIAhj3bGKedbyrrridQMYWIcUYIKSumqYFAXpRPFl8JyqYkrLlAPLmUfx0UHgA14DKuVKvbPRuhQG733Mu0tcnINYHzNdpVrBP/acpy9p3CMoeBp4Ln4uwfbjACsGw4UjV4jLfh08BJdikoD3KahQDJvRgWAVDU2SbIgGi6oja/ei69gMcMN2OSCrvqnKAo87D0ZXgxXHTcDgmMlOvlhCteZzww03sHHjxpN+/8vBqhzCVSRpg+GF5/Pt9gtc83iDXitwz/U5OHjwGscb7m+waa/Fp4LTAAXEUopxILdiecpFWRUSPXJtKScOubwo1sewgZmQsLfZJxlkWCDLhWAMFoMmAZunhCQ6GTQt8EWZlFf2PfUWkVDOf6qUtyOJs4w4ILKqODExCNQX3Pb6BYomo+zu0Rx/zGfvtVxHsXHgZ0QJ3mBtgZi44GrSAb5ICV4Q63DDFsFZhDaHH/9RqoCkSp2VvTEmI0mEQZ6XaUlxAD2TOS6cWySEcEoFERuNBtu2bWPz5s0n/d6XCzmDlR/PWMPjPDP/LW7f/a9O6j2tQ/DOb7dIShkZLxgTN/1VoFG6sscTJQJxZUSt0mfI7W/0vPvuKVpDGbnBkzSAMxi1hGxAFRkhQRGfYBpFtJaDBmocJtjohTuKAOSJJwmGHEWDjTsw2IANwv/3tkUGLY5eDY4ecWLmeyidAupTJMnxeYaYOGxTHzM8NcSIAmMLRAyKI+QzLD/x0xCmor1RwQXF+/gx01OW66/YgBFBJK6BoYp3OZecPwXEIVij0SDPc4wx7Ny5k+eff/6Ic0ySMmqiKBAR3va2t52NMr6nfWV21QsI4JF9f8kDB/8Tnhfv2nA8Wktw/UMNJMTobiQW4hARvnvjgPN2G6aXDKk3sZZ1gPMPJOQm8JU3D9AELns65eLn07j+aaGFiVtLio+F7q1AUGy1yS8aI559ggYlGRsAVGXlcwk4qwwzpZlLfC8x2mxolTuuX+bgRo7MICx92i7E2R0S8P05ktYivmgRNMSdytMCN2zH+tkm5puqWowpMBZCkXHwsb8B+ZbRdiTqIW1CM02YmW7yQ+++nDQ9+YHLU089xeLiIsYY0jQlSRKyLKPdbjMzM0OzeSJljSemFtDxeHL/l7nzwO9yxI7dp5mrHk1ZbBQ8fx4k5d3eKLQX4S33NGlhydQyFI8zgSwkLGWeqaEjNSnOFAwSS3uQ0LOOGZ/iCRQWCjyWuNtcwxn6pQVKg3B4yjGzbPnG9YvsveioU5RyXShA0dtANnUIYz1u2IgF7UOG4jDGoOJQT3RwlNvRKxabxIVV9Zblx/8bgpsCE5cDbrxqA2+56dz3hp0gp11Aq3oONM7lG76PLJvlgd2fYkF3npHPeOw1BbZaWC/XQsVAbxasWJxCSAJBIfWWIgllMEHGwCqqKc4o3ihpsPSMIxGDGkiCwZVDwaGNGwGrUQ5Kj+9c41lqQKiK+VTznnKdVH0atzhp9PBFA++GqBdMUpomic4Emw3xIQMVrPVxaAjRWiIMX/g+fNEmS4Wbrj6Pjeun2bpl7ox8l68UXjEWaJzH9v4ldx/6JHFgdAYOw8UlG2+iiHwC1z6WcslzGSrQcEJhYlBmNQxKrOBUCamSFYZClKDRiZZhGCQhrq3a6PHDCiF4bn/9kGULo00WxnM3ylNzrgEyxLsG1igqigRThgIZ0CEipkxXsGW2aECsw+czGAy9F95Oq7iBLEn54LsvZWb6eDW6VzX1EO5UuPv5P+DZpTvwGshZ4iXL5B6XFqPKorGcQbwkGSTLcMttbYwHrCI+9vJUDOoFNYqTACI01CAeBqkn8dF12wqWXALBQG4Cg6TgrpsKliwx83s8b308oI/oCPB5QggWmyiqBg0gJsToA+KeQUYkuqwJIAG3vJniuR+jcHDzazbx1psvPsXvZdVQC+h0cLD3DAcGT7F36VGe7X+dY8+b4vhoo9zANZs/xMb2taRJyqcf+9scWc8aUHjXbU2mlw0uxMqeQlw8nXEpOYE8DaTexLmOMbScxUmgSKJ7PKjSVEvfepa0z7feGOi3KfeE5MWh5dUhlofuHGhoxkVmk+NdDNsRmizvfAtG57ji8jkuP+88EtOkkc2ytnUhy70BaWJpNDJeBdQCOt3sXnqQ/YPH8F6x1mKCgklJbJOpZAMXzNw0eu3XnvlXvDC4Dz2Gt++8F4TX39+O/XtlyYckCIkXhlnAq9IoDM4qGhQ1itEY/ex8LJQSUvjaG3v0UtCEFfGYsZ/jpRWqx4ylwXoaph23kZQmSdLiqumfQtwMWZaxaf3UGf0uVwG1E+F0s3n6OjZPX3dCr110z1IOiF7EnvOVQ0865pYsYkGL0sNsY5ZM4gSvgWHqsWrJVMhNAB8jyGY0YYDn3qv6cc4zvrP9uHjgSBc2YGizNtvK+7Z24lyn5qzxqhfQybCucTWL7rZjP1lG5ihEz5hVgjUE9SCCDWBs3HfHouRGmSoS+knAqLCcOZwoCxKQBLSqZltZm6PvnRLHdldMfYCbt/wtjDm3awe8UnnVD+FOli8++Wvs9/e/6PE33d5gw3yCmpViT0YMwyzQHAp5ppgCUjUYjdbI2xjrcNAuc8fbyoaqIdv33Gs4IaHJNWs+zLWb/9rpPsVXMqd9CFfb+5NkJt3Csa7D2iWLMSAqo/LZWijtZQEPrb7BE2Prchvwovig9NLAHW9lxU2dcALiaXPDxh+vxXMOUAvoJGm3ZhBevFtAEPAhZspMa0KwQjDKMFFUwBvFCogqppzPWBHuuWHMIXECV8PS4oYNf5Mr173/tJ1TzalTC+gkuXDqjSS0Wam+XWIVtaA+jlytxAVSEcWbmE9UZTioKlLEBIAFQ9xn64Rmo8Kbz/vvuHL9B07rOdWcOrWATpJ1U1t5x4X/IykpCdOjx++6oY+I4FPo2ZhMVFUOaAaJGxMLo2SKxenA4TVKmOWEroIh463n/wMunnvzmTu5mpOmdiKcIk8fvIN79v17HMNyDzdYu9/wpu+0MDagKrS8pZcVGG+wRnA+YES4//IhOy8/8aDXOS7n/Vf8U2ztaZuU2olwrrBt3Vu4acNPl2tCGdBkYUOb77yxrHVglIGNoTtGy5whKzx4WX5S4knYzAeurMVzrlILaAK2rX8779nyP5MxTZzlKPMbJNYHCgYJYIZx+0VRQQLsPv9ECg0aIKXBefy1rf8MI7V4zlXqhdQJ2TxzLe+95Fd5fuG7HB7sJfeL7LnhENNP78SEAkWxuWASWGwGhi8ZTRPjdwRhJj2fZmP2pd5Q8zJSz4HOEPP9Xfzls7+GYx4hQzn+DtZCk5QmnqKMDzVktHjbBf+ATdNXnr2DfuVTB5OuJlSVrzzzz9k3fIK4m14gMCClXRat96N6dVVkaJsNvO+S/4N289wv6bQKqQW0Wjk8eJblwUEW8j30/T6cGyLGoMbjC48xGVnS5rqNP0Jqz91t3Vc5tYBqaiagdmPX1JxL1AKqqZmAWkA1NRNQC6imZgJqAdXUTEAtoJqaCagFVFMzAWc9Fu72228fbaBUFAUAabqSw9zv92m1Wtx7773s37+fXq/HLbfcwtTUq74kU805yFldSHXOcdddd+G9R1XZsWMH73vf+zjvvPMACCHwR3/0R1hrufTSS9myZQv79u2j3W6zbdu2M3WcNa8eVnckwgMPPMD+/ftxztFqtej3YxZnkiQ0m00GgwGDwYBms4lzMew/TVPe/va3jzaeramZgNVdWPGFF17g/e+PxTC++MUv8r73ve+4r7333nvZsmULmzZtOluHV1Nz0tSxcDWvJupYuJqac4laQDU1E1ALqKZmAmoB1dRMQC2gmpoJqAVUUzMBtYBqaiagFlBNzQTUAqqpmYBaQDU1E1ALqKZmAmoB1dRMQC2gmpoJqAVUUzMBtYBqaiagFlBNzQTUAqqpmYBaQDU1E1ALqKZmAmoB1dRMQC2gmpoJqAVUUzMBZ7Iu3GkvIVRTc65RW6CamgmoBVRTMwG1gGpqJqAWUE3NBNQCqqmZgFpANTUTUAuopmYCagHV1ExALaCamgmoBVRTMwG1gGpqJqAW0DlAt9v9kW63e80ZaPdXu93uR093uzUr1AI6N/gR4LQKqNvtntUNpF+tnMlNhl+1dLvdrcB/Bb4JvBXYBfwwsAX4OLAR6AE/D6wDbgXmy3+/APx2p9N5XbfbvQG4F7ik0+k82+12nwJeC2wC/h2wAdgH/J3y+f8ADICbgNuABWCp0+n8erfb/Xngw8CHO51O/0x/B68Wagt05rgC+Hin07kWOAz8KPC7wC92Op3XAR8lCuV24PPAr3Q6nRs7nc63gWa3250F3gHcBbyj2+1eAuztdDo94LeAT3Y6neuB/wz8P2OfeyHw1k6n88vVA91u9+8DHwJ+pBbP6aU282eOpzudzr3l798FthKt0ee63W71msZx3ns78DbgncA/B76fmF/1jfL5txCtCcB/BP7F2Hs/1+l0/NjfPw3sJIqnOMVzqTkOtYDOHMOx3z1wHnC40+nceALv/TrR+lwC/CnwjwAFvnAC710+6u8HgBuJlunpE3h/zUlQD+HOHgvA091u9yMA3W5XyjkOwCIwM/babwA/BTzR6XQCcBD4QeKcCqKF+lvl7z/JimU6FvcQ51Wf73a7W07HidSsUAvo7PKTwM91u937gIeIjgWAzwC/0u127+l2u5d1Op0dxCHb18vnv0m0XofKv38R+Dvdbvd+4G8D/+B7fWin0/kmcc71hW63u+F0ntCrndoLV1MzAbUFqqmZgFXpRPiFb3zqUmDqd97xEw9M2pb/2M+1iZPs++0v//7SpO197JN3XQMUv/wzr39i0rY+/dhH5oCrge/++FWfyydq7PEbhbg+tI8r79056bE9f9vHNwHbgDu3vO3vhUnauvXWWw3wBuDpD33oQ3snPbazyaqzQL/wjU/dAjwIfPsXvvGpvzdJW/5jP2eJ6yx/CdznP/Zz6STtfeyTd/1M2d59H/vkXR+apK1PP/aRGeBR4IvAlydpq6RLdDY8yuM3vm6Shp6/7eMXA08AXwL+4DQc2x+UbT1x6623Xnwa2jtrrDoBAe8irp+0gA9O2NYscCUwRXTzbpqwvQ+Wx9UE3jthW5cRPXNTwFs+/dhHJq2z90GgTbzmb52wrRvLdqaA903YFmUbU2WbN56G9s4aq1FAnySGxhwmLjKeMvaXf/8Q8HtADvwh8PyEx/YviS7nPcDvTNjWA8BXiMf2z3/8qs9N6u3534El4qLq5yZs60vAw8Swof9twrYo2xiUbX7pNLR31qi9cDU1E7AaLVBNzTlDLaCamgmoBVRTMwHn/DpQt9u9EPjviZPz3Z1O51PHed27gelOp3Pr2GM/C7wG2A8sdzqdT4w9dyUxJOZfdDqd466LdLvdXwfmyj8fPbqd7/G+jUTHxA8Br6+Ordvt/nqn0/no2Ot+luj6LoBGp9O5/xhtbSWmI+wDrgIuBX6p0+ksjJ37DPD9nU7n73W73TngH3U6nX/8vc6rOo5ut/tJ4N91Op2vdbvdPwPuBG4BPtDpdAYvcZ6fAL7b6XR+r9vt3gX8bKfTefDoY+90Ov/mGO/97U6n83e73a4F7i9TP1YV57wTodvt/lPgn3U6nX63230f8CZgLfBPgM8CfwRcBLwAXAv8VqfT2V6+92eBuzqdzoPdbvfXiG7cZ4F++fslxMS0dxEXLD8K/Fqn0/lo1cFKAV1JjGT+Z0TRTRO9WbuBrPz8zxODNh8A/j3wd4C/IqYlJOWxfQL4TeDXyna+QIyP+xVictw0MWj0IeKi53eJgvkN4F+Xn/UMUWzfBX4c2EsMLt0FXEfMD/oh4lrZDxNvPF8hBqfeAbydmP7wW+VxFETxvaH8Lm8t/72+PL9ZYiDsdPkdO+CR8rOq7+NQeQw/UZ7fLUAA1gDfAn4G+JdH3xy63e5Plt/rWuCfAn+dGNf3UKfT+T1WAattCPch4P8kXpTrgCc7nc5/IF6oJ4EvVeI5BhuIOTnzxAt2L9Fl6gFL/C4uH3v9+LrLXuArnU5nb9nOoU6n8zFW1iz+FLifuLi4lpW1lg8SO2x1bI8TO8ftRGv6n45xnHmn0/k40CstXZXbc3en0/kgsSO/kRgFANE1/Vj5+yeJ+T/XENe0+kRhXQoMOp3OHxBF8MLYcXwYuAG4nii2W4F/U37ODPAdopAeLM/xc8Sb0GeI14Dy8Z8jZsECXNnpdH6LKL4ngW8fy7IC/6X8/A8QRb6XuJSwttvtror9pVaDgH4H+CfdbvcfEoc6/xh4M/GCjieO7QTe1+12rzjq/T/V7Xb/J6JgHiJe1PEQoGuJuTuGKKS93W73Z4hWp2IvMVr6V8t2Zrrd7i8TUwUg3m3niHfnjcBHgM90Op3fIIp0cezYZrvd7ruOOvafIoqxagPi+g/EPCCAm7vd7h+UzydEsR8mdvwrATqdzgvETNjvAF8jWqwWsYP7sfZk7Dj6nU7nXxOt4E8TU8Y/Wr6uTxTrs+V7fXmurvxZdfI/B3517Hwe73a7v0i0XPuBG7rd7s0cRafTGRK/+91le1Wq+9byuM95zvkhXE3NucxqsEA1NecstYBqaiagFlBNzQTUAqqpmYBaQDU1E1ALqKZmAmoB1dRMQC2gmpoJqAVUUzMBtYBqaiagFlBNzQTUAqqpmYBaQDU1E/D/A2I6YPJJONhQAAAAAElFTkSuQmCC\n", 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" ] @@ -325,14 +308,14 @@ }, { "cell_type": "code", - "execution_count": 7, - "id": "2b7d4adf", + "execution_count": 6, + "id": "fa352108", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:31:40.290983Z", - "iopub.status.busy": "2022-11-30T20:31:40.290775Z", - "iopub.status.idle": "2022-11-30T20:31:40.293491Z", - "shell.execute_reply": "2022-11-30T20:31:40.292975Z" + "iopub.execute_input": "2023-06-13T13:15:55.565468Z", + "iopub.status.busy": "2023-06-13T13:15:55.565065Z", + "iopub.status.idle": "2023-06-13T13:15:55.572093Z", + "shell.execute_reply": "2023-06-13T13:15:55.570136Z" } }, "outputs": [], @@ -343,39 +326,33 @@ }, { "cell_type": "code", - "execution_count": 8, - "id": "c1930520", + "execution_count": 7, + "id": "c2a7d402", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:31:40.295831Z", - "iopub.status.busy": "2022-11-30T20:31:40.295668Z", - "iopub.status.idle": "2022-11-30T20:31:46.958582Z", - "shell.execute_reply": "2022-11-30T20:31:46.958097Z" + "iopub.execute_input": "2023-06-13T13:15:55.578640Z", + "iopub.status.busy": "2023-06-13T13:15:55.578234Z", + "iopub.status.idle": "2023-06-13T13:16:58.577407Z", + "shell.execute_reply": "2023-06-13T13:16:58.576076Z" } }, "outputs": [ { - "ename": "ValueError", - "evalue": "'networks' is not a valid value for name; supported values are 'Accent', 'Accent_r', 'Blues', 'Blues_r', 'BrBG', 'BrBG_r', 'BuGn', 'BuGn_r', 'BuPu', 'BuPu_r', 'CMRmap', 'CMRmap_r', 'Dark2', 'Dark2_r', 'GnBu', 'GnBu_r', 'Greens', 'Greens_r', 'Greys', 'Greys_r', 'OrRd', 'OrRd_r', 'Oranges', 'Oranges_r', 'PRGn', 'PRGn_r', 'Paired', 'Paired_r', 'Pastel1', 'Pastel1_r', 'Pastel2', 'Pastel2_r', 'PiYG', 'PiYG_r', 'PuBu', 'PuBuGn', 'PuBuGn_r', 'PuBu_r', 'PuOr', 'PuOr_r', 'PuRd', 'PuRd_r', 'Purples', 'Purples_r', 'RdBu', 'RdBu_r', 'RdGy', 'RdGy_r', 'RdPu', 'RdPu_r', 'RdYlBu', 'RdYlBu_r', 'RdYlGn', 'RdYlGn_r', 'Reds', 'Reds_r', 'Set1', 'Set1_r', 'Set2', 'Set2_r', 'Set3', 'Set3_r', 'Spectral', 'Spectral_r', 'Wistia', 'Wistia_r', 'YlGn', 'YlGnBu', 'YlGnBu_r', 'YlGn_r', 'YlOrBr', 'YlOrBr_r', 'YlOrRd', 'YlOrRd_r', 'afmhot', 'afmhot_r', 'autumn', 'autumn_r', 'binary', 'binary_r', 'bone', 'bone_r', 'brg', 'brg_r', 'bwr', 'bwr_r', 'cividis', 'cividis_r', 'cool', 'cool_r', 'coolwarm', 'coolwarm_r', 'copper', 'copper_r', 'cubehelix', 'cubehelix_r', 'flag', 'flag_r', 'gist_earth', 'gist_earth_r', 'gist_gray', 'gist_gray_r', 'gist_heat', 'gist_heat_r', 'gist_ncar', 'gist_ncar_r', 'gist_rainbow', 'gist_rainbow_r', 'gist_stern', 'gist_stern_r', 'gist_yarg', 'gist_yarg_r', 'gnuplot', 'gnuplot2', 'gnuplot2_r', 'gnuplot_r', 'gray', 'gray_r', 'hot', 'hot_r', 'hsv', 'hsv_r', 'inferno', 'inferno_r', 'jet', 'jet_r', 'magma', 'magma_r', 'nipy_spectral', 'nipy_spectral_r', 'ocean', 'ocean_r', 'pink', 'pink_r', 'plasma', 'plasma_r', 'prism', 'prism_r', 'rainbow', 'rainbow_r', 'seismic', 'seismic_r', 'spring', 'spring_r', 'summer', 'summer_r', 'tab10', 'tab10_r', 'tab20', 'tab20_r', 'tab20b', 'tab20b_r', 'tab20c', 'tab20c_r', 'terrain', 'terrain_r', 'turbo', 'turbo_r', 'twilight', 'twilight_r', 'twilight_shifted', 'twilight_shifted_r', 'viridis', 'viridis_r', 'winter', 'winter_r'", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "Cell \u001b[0;32mIn [8], line 2\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[38;5;66;03m# Plot with a the custom colormap\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m \u001b[43mnetplotbrain\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mplot\u001b[49m\u001b[43m(\u001b[49m\u001b[43mnodes\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnodes\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[1;32m 3\u001b[0m \u001b[43m \u001b[49m\u001b[43mnode_type\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mparcels\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[1;32m 4\u001b[0m \u001b[43m \u001b[49m\u001b[43mnodes_df\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43matlas_df\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[1;32m 5\u001b[0m \u001b[43m \u001b[49m\u001b[43mnode_color\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mnetworks\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\n\u001b[1;32m 6\u001b[0m \u001b[43m \u001b[49m\u001b[43mnode_cmap\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnode_cmap\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/packages/netplotbrain/netplotbrain/plot.py:212\u001b[0m, in \u001b[0;36mplot\u001b[0;34m(nodes, fig, ax, view, edge_weights, frames, edges, template, network, edge_color, node_size, node_color, node_type, hemisphere, highlight_nodes, highlight_edges, **kwargs)\u001b[0m\n\u001b[1;32m 209\u001b[0m _plot_nodes(ax, nodes_frame, node_color\u001b[38;5;241m=\u001b[39mnode_color,\n\u001b[1;32m 210\u001b[0m node_size\u001b[38;5;241m=\u001b[39mnode_size, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mprofile)\n\u001b[1;32m 211\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m node_type \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mparcels\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[0;32m--> 212\u001b[0m \u001b[43m_plot_parcels\u001b[49m\u001b[43m(\u001b[49m\u001b[43max\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mnodeimg\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcmap\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mnode_color\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 213\u001b[0m \u001b[43m \u001b[49m\u001b[43mhemisphere\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mhemi_frame\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mprofile\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 214\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m edges \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;129;01mand\u001b[39;00m viewtype[fi]\u001b[38;5;241m==\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mb\u001b[39m\u001b[38;5;124m'\u001b[39m:\n\u001b[1;32m 215\u001b[0m edges_frame \u001b[38;5;241m=\u001b[39m edges\u001b[38;5;241m.\u001b[39mcopy()\n", - "File \u001b[0;32m~/packages/netplotbrain/netplotbrain/plotting/plot_parcels.py:99\u001b[0m, in \u001b[0;36m_plot_parcels\u001b[0;34m(ax, img, cmap, hemisphere, **kwargs)\u001b[0m\n\u001b[1;32m 97\u001b[0m \u001b[38;5;66;03m# Create a nnode length (or longer) array which repeats colormap\u001b[39;00m\n\u001b[1;32m 98\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(cmap, \u001b[38;5;28mstr\u001b[39m):\n\u001b[0;32m---> 99\u001b[0m colors \u001b[38;5;241m=\u001b[39m \u001b[43m_colorarray_from_string\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcmap\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mlen\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mnodelabels\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 100\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 101\u001b[0m \u001b[38;5;66;03m# If colors has already been defined prior to calling this function\u001b[39;00m\n\u001b[1;32m 102\u001b[0m colors \u001b[38;5;241m=\u001b[39m cmap\n", - "File \u001b[0;32m~/packages/netplotbrain/netplotbrain/utils/coloring.py:16\u001b[0m, in \u001b[0;36m_colorarray_from_string\u001b[0;34m(cmap, ncolors)\u001b[0m\n\u001b[1;32m 14\u001b[0m colors \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39mvstack([colors] \u001b[38;5;241m*\u001b[39m ncolors)\n\u001b[1;32m 15\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m---> 16\u001b[0m colors \u001b[38;5;241m=\u001b[39m \u001b[43mcm\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mget_cmap\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcmap\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mcolors\n\u001b[1;32m 17\u001b[0m colors \u001b[38;5;241m=\u001b[39m colors \u001b[38;5;241m*\u001b[39m \u001b[38;5;28mint\u001b[39m(np\u001b[38;5;241m.\u001b[39mceil(ncolors \u001b[38;5;241m/\u001b[39m \u001b[38;5;28mlen\u001b[39m(colors)))\n\u001b[1;32m 18\u001b[0m colors \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39marray(colors)\n", - "File \u001b[0;32m~/anaconda3/lib/python3.9/site-packages/matplotlib/_api/deprecation.py:200\u001b[0m, in \u001b[0;36mdeprecated..deprecate..wrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 198\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mwrapper\u001b[39m(\u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[1;32m 199\u001b[0m emit_warning()\n\u001b[0;32m--> 200\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n", - "File \u001b[0;32m~/anaconda3/lib/python3.9/site-packages/matplotlib/cm.py:300\u001b[0m, in \u001b[0;36m_get_cmap\u001b[0;34m(name, lut)\u001b[0m\n\u001b[1;32m 298\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(name, colors\u001b[38;5;241m.\u001b[39mColormap):\n\u001b[1;32m 299\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m name\n\u001b[0;32m--> 300\u001b[0m \u001b[43m_api\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcheck_in_list\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43msorted\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43m_colormaps\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mname\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 301\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m lut \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n\u001b[1;32m 302\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m _colormaps[name]\n", - "File \u001b[0;32m~/anaconda3/lib/python3.9/site-packages/matplotlib/_api/__init__.py:131\u001b[0m, in \u001b[0;36mcheck_in_list\u001b[0;34m(_values, _print_supported_values, **kwargs)\u001b[0m\n\u001b[1;32m 129\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m _print_supported_values:\n\u001b[1;32m 130\u001b[0m msg \u001b[38;5;241m+\u001b[39m\u001b[38;5;241m=\u001b[39m \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124m; supported values are \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m, \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m.\u001b[39mjoin(\u001b[38;5;28mmap\u001b[39m(\u001b[38;5;28mrepr\u001b[39m, values))\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m--> 131\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(msg)\n", - "\u001b[0;31mValueError\u001b[0m: 'networks' is not a valid value for name; supported values are 'Accent', 'Accent_r', 'Blues', 'Blues_r', 'BrBG', 'BrBG_r', 'BuGn', 'BuGn_r', 'BuPu', 'BuPu_r', 'CMRmap', 'CMRmap_r', 'Dark2', 'Dark2_r', 'GnBu', 'GnBu_r', 'Greens', 'Greens_r', 'Greys', 'Greys_r', 'OrRd', 'OrRd_r', 'Oranges', 'Oranges_r', 'PRGn', 'PRGn_r', 'Paired', 'Paired_r', 'Pastel1', 'Pastel1_r', 'Pastel2', 'Pastel2_r', 'PiYG', 'PiYG_r', 'PuBu', 'PuBuGn', 'PuBuGn_r', 'PuBu_r', 'PuOr', 'PuOr_r', 'PuRd', 'PuRd_r', 'Purples', 'Purples_r', 'RdBu', 'RdBu_r', 'RdGy', 'RdGy_r', 'RdPu', 'RdPu_r', 'RdYlBu', 'RdYlBu_r', 'RdYlGn', 'RdYlGn_r', 'Reds', 'Reds_r', 'Set1', 'Set1_r', 'Set2', 'Set2_r', 'Set3', 'Set3_r', 'Spectral', 'Spectral_r', 'Wistia', 'Wistia_r', 'YlGn', 'YlGnBu', 'YlGnBu_r', 'YlGn_r', 'YlOrBr', 'YlOrBr_r', 'YlOrRd', 'YlOrRd_r', 'afmhot', 'afmhot_r', 'autumn', 'autumn_r', 'binary', 'binary_r', 'bone', 'bone_r', 'brg', 'brg_r', 'bwr', 'bwr_r', 'cividis', 'cividis_r', 'cool', 'cool_r', 'coolwarm', 'coolwarm_r', 'copper', 'copper_r', 'cubehelix', 'cubehelix_r', 'flag', 'flag_r', 'gist_earth', 'gist_earth_r', 'gist_gray', 'gist_gray_r', 'gist_heat', 'gist_heat_r', 'gist_ncar', 'gist_ncar_r', 'gist_rainbow', 'gist_rainbow_r', 'gist_stern', 'gist_stern_r', 'gist_yarg', 'gist_yarg_r', 'gnuplot', 'gnuplot2', 'gnuplot2_r', 'gnuplot_r', 'gray', 'gray_r', 'hot', 'hot_r', 'hsv', 'hsv_r', 'inferno', 'inferno_r', 'jet', 'jet_r', 'magma', 'magma_r', 'nipy_spectral', 'nipy_spectral_r', 'ocean', 'ocean_r', 'pink', 'pink_r', 'plasma', 'plasma_r', 'prism', 'prism_r', 'rainbow', 'rainbow_r', 'seismic', 'seismic_r', 'spring', 'spring_r', 'summer', 'summer_r', 'tab10', 'tab10_r', 'tab20', 'tab20_r', 'tab20b', 'tab20b_r', 'tab20c', 'tab20c_r', 'terrain', 'terrain_r', 'turbo', 'turbo_r', 'twilight', 'twilight_r', 'twilight_shifted', 'twilight_shifted_r', 'viridis', 'viridis_r', 'winter', 'winter_r'" - ] + "data": { + "text/plain": [ + "(
,\n", + " [, ])" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] }, "metadata": { @@ -389,7 +366,7 @@ "netplotbrain.plot(nodes=nodes, \n", " node_type='parcels', \n", " nodes_df=atlas_df, \n", - " node_color='networks', \n", + " node_color='network', \n", " node_cmap=node_cmap)" ] } diff --git a/docs/gallery/node_cmap.py b/docs/gallery/node_cmap.py index 6e51fd7..829d8ee 100644 --- a/docs/gallery/node_cmap.py +++ b/docs/gallery/node_cmap.py @@ -6,9 +6,9 @@ # See [example about colors for different way the color columns in the dataframe can be specified](https://www.netplotbrain.org/gallery/specifying_node_color/) # # There are two different ways to specify colormaps. This holds for both nodes (node_cmap) edges (edge_cmap) -# +# # The first way entails that you specify a matplotlib colormap (e.g. Set1, Inferno, (see options [here](https://matplotlib.org/stable/tutorials/colors/colormaps.html)) -# +# # The second way is to provide a list of matplotlib colors to create your own colormap (see named color options [here](https://matplotlib.org/stable/gallery/color/named_colors.html)) # # This notebook will shows an example of each of these. We will use 100 ROIs from the Schaefer atlas and color the 7 Yeo networks diff --git a/docs/gallery/node_styles.ipynb b/docs/gallery/node_styles.ipynb index 8ced921..65c1c90 100644 --- a/docs/gallery/node_styles.ipynb +++ b/docs/gallery/node_styles.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "9bede4b0", + "id": "8e6ed0ff", "metadata": {}, "source": [ " \n", @@ -17,13 +17,13 @@ { "cell_type": "code", "execution_count": 1, - "id": "4057c752", + "id": "5e1ec81d", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:31:52.276511Z", - "iopub.status.busy": "2022-11-30T20:31:52.276110Z", - "iopub.status.idle": "2022-11-30T20:31:55.776855Z", - "shell.execute_reply": "2022-11-30T20:31:55.776256Z" + "iopub.execute_input": "2023-06-13T13:17:07.104406Z", + "iopub.status.busy": "2023-06-13T13:17:07.103988Z", + "iopub.status.idle": "2023-06-13T13:17:14.858186Z", + "shell.execute_reply": "2023-06-13T13:17:14.857190Z" } }, "outputs": [], @@ -36,13 +36,13 @@ { "cell_type": "code", "execution_count": 2, - "id": "996d6191", + "id": "b788f413", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:31:55.779394Z", - "iopub.status.busy": "2022-11-30T20:31:55.779192Z", - "iopub.status.idle": "2022-11-30T20:31:55.790470Z", - "shell.execute_reply": "2022-11-30T20:31:55.790066Z" + "iopub.execute_input": "2023-06-13T13:17:14.863126Z", + "iopub.status.busy": "2023-06-13T13:17:14.862797Z", + "iopub.status.idle": "2023-06-13T13:17:14.889825Z", + "shell.execute_reply": "2023-06-13T13:17:14.888442Z" } }, "outputs": [ @@ -63,21 +63,20 @@ { "cell_type": "code", "execution_count": 3, - "id": "b9744a4c", + "id": "07b3b71c", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:31:55.792359Z", - "iopub.status.busy": "2022-11-30T20:31:55.792228Z", - "iopub.status.idle": "2022-11-30T20:32:01.172438Z", - "shell.execute_reply": "2022-11-30T20:32:01.171980Z" + "iopub.execute_input": "2023-06-13T13:17:14.894600Z", + "iopub.status.busy": "2023-06-13T13:17:14.894284Z", + "iopub.status.idle": "2023-06-13T13:17:24.425742Z", + "shell.execute_reply": "2023-06-13T13:17:24.424831Z" } }, "outputs": [ { "data": { "text/plain": [ - "(
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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# now plot\n", + "netplotbrain.plot(template=template,\n", + " nodes={\n", + " 'atlas': atlas,\n", + " 'desc': atlas_desc,\n", + " 'resolution': 1},\n", + " view='preset-3',\n", + " nodes_df = atlas_df,\n", + " node_color='color',\n", + " node_type='parcels',\n", + " highlight_nodes='defaultmode',\n", + " highlight_level=1)" + ] + } + ], + "metadata": { + "jupytext": { + "cell_metadata_filter": "-all", + "main_language": "python", + "notebook_metadata_filter": "-all" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.9.12" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/docs/gallery/plot_dmn.py b/docs/gallery/plot_dmn.py new file mode 100644 index 0000000..e394fa1 --- /dev/null +++ b/docs/gallery/plot_dmn.py @@ -0,0 +1,46 @@ +# +# # Visualizing a single network +# +# [Open interactive notebook in Binder](https://mybinder.org/v2/gh/wiheto/netplotbrain/main?filepath=docs/gallery/plot_dmn.ipynb) +# +# ## Goal +# Here we are going to take a atlas from templateflow and only visualize the default mode network +# + +# Import packages +import templateflow.api as tf +import netplotbrain +import pandas as pd + +# Get template information +template = 'MNI152NLin2009cAsym' +atlas = 'Schaefer2018' +atlas_desc = '400Parcels7Networks' + +# Get and load the tsv file +atlas_path = tf.get(atlas=atlas, + template=template, + desc=atlas_desc, + extension='.tsv') +atlas_df = pd.read_csv(atlas_path, sep='\t') +atlas_df.head() + +# Now we need to make a colour argument for the DMN nodes only +# Get which rows are in the default mode network +atlas_df['defaultmode'] = atlas_df['name'].str.contains('Default') +# Set the color column of non DMN nodes to same colour +# Not really necessary cause we make these nods transparant below +atlas_df.loc[~atlas_df['defaultmode'], 'color'] = 'white' + +# now plot +netplotbrain.plot(template=template, + nodes={ + 'atlas': atlas, + 'desc': atlas_desc, + 'resolution': 1}, + view='preset-3', + nodes_df = atlas_df, + node_color='color', + node_type='parcels', + highlight_nodes='defaultmode', + highlight_level=1) diff --git a/docs/gallery/simple.ipynb b/docs/gallery/simple.ipynb index 59a906e..1677db2 100644 --- a/docs/gallery/simple.ipynb +++ b/docs/gallery/simple.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "49f3f4bd", + "id": "0431c991", "metadata": {}, "source": [ " \n", @@ -15,13 +15,13 @@ { "cell_type": "code", "execution_count": 1, - "id": "4fee6f78", + "id": "61c6ed4e", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:32:19.396435Z", - "iopub.status.busy": "2022-11-30T20:32:19.396072Z", - "iopub.status.idle": "2022-11-30T20:32:22.637847Z", - "shell.execute_reply": "2022-11-30T20:32:22.637362Z" + "iopub.execute_input": "2023-06-13T13:26:14.332762Z", + "iopub.status.busy": "2023-06-13T13:26:14.332298Z", + "iopub.status.idle": "2023-06-13T13:26:23.993755Z", + "shell.execute_reply": "2023-06-13T13:26:23.992707Z" } }, "outputs": [], @@ -34,13 +34,13 @@ { "cell_type": "code", "execution_count": 2, - "id": "93f13c6b", + "id": "8d32fd2b", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:32:22.640378Z", - "iopub.status.busy": "2022-11-30T20:32:22.640250Z", - "iopub.status.idle": "2022-11-30T20:32:22.642620Z", - "shell.execute_reply": "2022-11-30T20:32:22.642316Z" + "iopub.execute_input": "2023-06-13T13:26:23.998869Z", + "iopub.status.busy": "2023-06-13T13:26:23.998542Z", + "iopub.status.idle": "2023-06-13T13:26:24.004069Z", + "shell.execute_reply": "2023-06-13T13:26:24.002844Z" } }, "outputs": [], @@ -53,13 +53,13 @@ { "cell_type": "code", "execution_count": 3, - "id": "3772c001", + "id": "db2391fd", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:32:22.644317Z", - "iopub.status.busy": "2022-11-30T20:32:22.644203Z", - "iopub.status.idle": "2022-11-30T20:32:22.736191Z", - "shell.execute_reply": "2022-11-30T20:32:22.735875Z" + "iopub.execute_input": "2023-06-13T13:26:24.008975Z", + "iopub.status.busy": "2023-06-13T13:26:24.008530Z", + "iopub.status.idle": "2023-06-13T13:26:24.306478Z", + "shell.execute_reply": "2023-06-13T13:26:24.305377Z" } }, "outputs": [ @@ -166,13 +166,13 @@ { "cell_type": "code", "execution_count": 4, - "id": "2ebbfb8c", + "id": "6a2bbba2", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:32:22.738032Z", - "iopub.status.busy": "2022-11-30T20:32:22.737920Z", - "iopub.status.idle": "2022-11-30T20:32:22.796415Z", - "shell.execute_reply": "2022-11-30T20:32:22.795922Z" + "iopub.execute_input": "2023-06-13T13:26:24.313965Z", + "iopub.status.busy": "2023-06-13T13:26:24.313606Z", + "iopub.status.idle": "2023-06-13T13:26:24.571277Z", + "shell.execute_reply": "2023-06-13T13:26:24.570264Z" } }, "outputs": [ @@ -260,13 +260,13 @@ { "cell_type": "code", "execution_count": 5, - "id": "edbe2394", + "id": "f47e1dba", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:32:22.799100Z", - "iopub.status.busy": "2022-11-30T20:32:22.798929Z", - "iopub.status.idle": "2022-11-30T20:32:28.509276Z", - "shell.execute_reply": "2022-11-30T20:32:28.508614Z" + "iopub.execute_input": "2023-06-13T13:26:24.576737Z", + "iopub.status.busy": "2023-06-13T13:26:24.576426Z", + "iopub.status.idle": "2023-06-13T13:26:38.516704Z", + "shell.execute_reply": "2023-06-13T13:26:38.515783Z" }, "lines_to_next_cell": 2 }, @@ -274,7 +274,7 @@ { "data": { "text/plain": [ - "(
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\n", + "image/png": 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\n", 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" ] diff --git a/docs/gallery/specifying_node_color.ipynb b/docs/gallery/specifying_node_color.ipynb index 800193e..d9bc2f4 100644 --- a/docs/gallery/specifying_node_color.ipynb +++ b/docs/gallery/specifying_node_color.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "4d96e067", + "id": "1c1e1778", "metadata": {}, "source": [ " \n", @@ -24,13 +24,13 @@ { "cell_type": "code", "execution_count": 1, - "id": "b666792b", + "id": "ac9f032f", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:32:31.379155Z", - "iopub.status.busy": "2022-11-30T20:32:31.378760Z", - "iopub.status.idle": "2022-11-30T20:32:34.823308Z", - "shell.execute_reply": "2022-11-30T20:32:34.822830Z" + "iopub.execute_input": "2023-06-13T13:26:45.748038Z", + "iopub.status.busy": "2023-06-13T13:26:45.747625Z", + "iopub.status.idle": "2023-06-13T13:26:53.132457Z", + "shell.execute_reply": "2023-06-13T13:26:53.131382Z" } }, "outputs": [], @@ -46,13 +46,13 @@ { "cell_type": "code", "execution_count": 2, - "id": "2b297af0", + "id": "f61f460b", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:32:34.826450Z", - "iopub.status.busy": "2022-11-30T20:32:34.825883Z", - "iopub.status.idle": "2022-11-30T20:32:34.865359Z", - "shell.execute_reply": "2022-11-30T20:32:34.864879Z" + "iopub.execute_input": "2023-06-13T13:26:53.137360Z", + "iopub.status.busy": "2023-06-13T13:26:53.137072Z", + "iopub.status.idle": "2023-06-13T13:26:53.185527Z", + "shell.execute_reply": "2023-06-13T13:26:53.184650Z" }, "lines_to_next_cell": 2 }, @@ -145,13 +145,13 @@ { "cell_type": "code", "execution_count": 3, - "id": "13682bb7", + "id": "50b5f013", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:32:34.868467Z", - "iopub.status.busy": "2022-11-30T20:32:34.867934Z", - "iopub.status.idle": "2022-11-30T20:32:34.872783Z", - "shell.execute_reply": "2022-11-30T20:32:34.872076Z" + "iopub.execute_input": "2023-06-13T13:26:53.189902Z", + "iopub.status.busy": "2023-06-13T13:26:53.189628Z", + "iopub.status.idle": "2023-06-13T13:26:53.196179Z", + "shell.execute_reply": "2023-06-13T13:26:53.195208Z" } }, "outputs": [], @@ -164,13 +164,13 @@ { "cell_type": "code", "execution_count": 4, - "id": "676456dc", + "id": "cb7458e3", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:32:34.876287Z", - "iopub.status.busy": "2022-11-30T20:32:34.875759Z", - "iopub.status.idle": "2022-11-30T20:32:34.879829Z", - "shell.execute_reply": "2022-11-30T20:32:34.879037Z" + "iopub.execute_input": "2023-06-13T13:26:53.200116Z", + "iopub.status.busy": "2023-06-13T13:26:53.199832Z", + "iopub.status.idle": "2023-06-13T13:26:53.205804Z", + "shell.execute_reply": "2023-06-13T13:26:53.204728Z" } }, "outputs": [], @@ -182,13 +182,13 @@ { "cell_type": "code", "execution_count": 5, - "id": "1724e757", + "id": "0f4ba9e1", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:32:34.886455Z", - "iopub.status.busy": "2022-11-30T20:32:34.886091Z", - "iopub.status.idle": "2022-11-30T20:32:34.896063Z", - "shell.execute_reply": "2022-11-30T20:32:34.895530Z" + "iopub.execute_input": "2023-06-13T13:26:53.211462Z", + "iopub.status.busy": "2023-06-13T13:26:53.211005Z", + "iopub.status.idle": "2023-06-13T13:26:53.226820Z", + "shell.execute_reply": "2023-06-13T13:26:53.225925Z" } }, "outputs": [ @@ -287,13 +287,13 @@ { "cell_type": "code", "execution_count": 6, - "id": "09195103", + "id": "80cc0219", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:32:34.899668Z", - "iopub.status.busy": "2022-11-30T20:32:34.899408Z", - "iopub.status.idle": "2022-11-30T20:32:34.902870Z", - "shell.execute_reply": "2022-11-30T20:32:34.902347Z" + "iopub.execute_input": "2023-06-13T13:26:53.231329Z", + "iopub.status.busy": "2023-06-13T13:26:53.230859Z", + "iopub.status.idle": "2023-06-13T13:26:53.236438Z", + "shell.execute_reply": "2023-06-13T13:26:53.235646Z" } }, "outputs": [], @@ -308,19 +308,19 @@ { "cell_type": "code", "execution_count": 7, - "id": "ffab46b1", + "id": "b2c24815", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:32:34.905177Z", - "iopub.status.busy": "2022-11-30T20:32:34.905020Z", - "iopub.status.idle": "2022-11-30T20:34:06.148065Z", - "shell.execute_reply": "2022-11-30T20:34:06.147715Z" + "iopub.execute_input": "2023-06-13T13:26:53.241289Z", + "iopub.status.busy": "2023-06-13T13:26:53.241021Z", + "iopub.status.idle": "2023-06-13T13:29:00.231698Z", + "shell.execute_reply": "2023-06-13T13:29:00.231020Z" } }, "outputs": [ { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] diff --git a/docs/gallery/spring_layout.ipynb b/docs/gallery/spring_layout.ipynb index 96cc797..dc712a7 100644 --- a/docs/gallery/spring_layout.ipynb +++ b/docs/gallery/spring_layout.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "ac4b35fb", + "id": "12a73438", "metadata": { "cell_marker": "\"\"\"" }, @@ -23,13 +23,13 @@ { "cell_type": "code", "execution_count": 1, - "id": "ac1cf941", + "id": "fc817c9e", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:34:10.295289Z", - "iopub.status.busy": "2022-11-30T20:34:10.294852Z", - "iopub.status.idle": "2022-11-30T20:34:13.684663Z", - "shell.execute_reply": "2022-11-30T20:34:13.684271Z" + "iopub.execute_input": "2023-06-13T13:29:06.956083Z", + "iopub.status.busy": "2023-06-13T13:29:06.955218Z", + "iopub.status.idle": "2023-06-13T13:29:14.350104Z", + "shell.execute_reply": "2023-06-13T13:29:14.349231Z" } }, "outputs": [], @@ -47,7 +47,7 @@ }, { "cell_type": "markdown", - "id": "f30c3165", + "id": "111e4ecd", "metadata": { "cell_marker": "\"\"\"" }, @@ -60,13 +60,13 @@ { "cell_type": "code", "execution_count": 2, - "id": "3a60f006", + "id": "b85ecc8d", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:34:13.687124Z", - "iopub.status.busy": "2022-11-30T20:34:13.686954Z", - "iopub.status.idle": "2022-11-30T20:34:13.702615Z", - "shell.execute_reply": "2022-11-30T20:34:13.702264Z" + "iopub.execute_input": "2023-06-13T13:29:14.355580Z", + "iopub.status.busy": "2023-06-13T13:29:14.355315Z", + "iopub.status.idle": "2023-06-13T13:29:14.390102Z", + "shell.execute_reply": "2023-06-13T13:29:14.388924Z" } }, "outputs": [], @@ -91,13 +91,13 @@ { "cell_type": "code", "execution_count": 3, - "id": "2dc3bf15", + "id": "a638afe2", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:34:13.704899Z", - "iopub.status.busy": "2022-11-30T20:34:13.704743Z", - "iopub.status.idle": "2022-11-30T20:34:13.710681Z", - "shell.execute_reply": "2022-11-30T20:34:13.710314Z" + "iopub.execute_input": "2023-06-13T13:29:14.395942Z", + "iopub.status.busy": "2023-06-13T13:29:14.395156Z", + "iopub.status.idle": "2023-06-13T13:29:14.412823Z", + "shell.execute_reply": "2023-06-13T13:29:14.411979Z" } }, "outputs": [], @@ -116,20 +116,20 @@ { "cell_type": "code", "execution_count": 4, - "id": "676ed1ff", + "id": "37fb96d1", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:34:13.712699Z", - "iopub.status.busy": "2022-11-30T20:34:13.712588Z", - "iopub.status.idle": "2022-11-30T20:34:13.826025Z", - "shell.execute_reply": "2022-11-30T20:34:13.825674Z" + "iopub.execute_input": "2023-06-13T13:29:14.416761Z", + "iopub.status.busy": "2023-06-13T13:29:14.416356Z", + "iopub.status.idle": "2023-06-13T13:29:14.862787Z", + "shell.execute_reply": "2023-06-13T13:29:14.861566Z" } }, "outputs": [ { "data": { "text/plain": [ - "" + "" ] }, "execution_count": 4, @@ -138,7 +138,7 @@ }, { "data": { - "image/png": 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\n", 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XblQAuCkhHBFV42NrWj1Np8AqoGCmzaPdz8tcD3izE3oOQsCA5NUH9vjfvP7teO7zjvG33v0VeP3fZtx78w3c/d8e4HXN81jnBgkOJ36DQ7fFB3KLs7QAJSrIOnKuhARA0k5NLFY2R4/pIML3TkkqJLlP6OSwLm6LnzJLjBUd3Fjz4U5ju9zW/CkHByjO5oZJ8sN6D3bil4ljBvtYvttlcSXzImj6TryMHGVDhNMt6GIDbiPQRP0SV+4bkMUC58AHLdi7mmrajaBdD152mE6WQCCkVSvg4cWuLt55TKqfzUHwidQQtlPE3WmF2/EcS9eXudxxRJ8FND3PYhEfi3eR2GHHEZkdTtMS96aVjG9wElIGAwI93JARnjsDpoT00DFyGxDuXIIu1pIvX3XKa5gkHm8EYJQ5AtxmhOtHSV21sYJvQHHnjdRk+XzaDcB2B7gF0Eo+ezhu4PuMeHcjwFkrXAAaJtDAwDiVEIMUP+BOXf4MgBjpoAEHh3DRg3YsGZV+BBYt8tGiWHikLDE8iXVm7+DHNfj0DHRwUA856OFumaYg//ebVEIRAOLV7QY5DDQkernrgW72SAmPxFNEShgh7nlWtP1mOMe14zVOn7qB/oTw/c+8Bb94+Ci+6OgTuBbW2HGEyxmJHRw0B1nIXrMT1/Kh3gOj5OJJ8+s0cbViWZlIjsCab6asMX2uMTmyuIcE1JPc4l2GWG0lRbB3FQ02i5wYMKqWg8SPvlrQ+WWHk9yDviZIbMu6kKkwrGQxu0njYsuxegLDgYIv8RylXMkb+SVfq/eph+aYAHhQkDGJPuHQ79C6UdOgScKp7DAqIDTCw4PLfIrld/DgAu5ZTt9NGRlOU28ZHLwchvYaoBw65ZovYNa42f45z8YkmYuC9mO26XX8OXhQ29SwbsoaDihe4Hj/+9WTKzlsi81n3hgnVJDXPLccZNYtpnasQPFsvlMuAKwx//Yem0g8D/UyHGZGzYYg+Hrw2H2+zPVAN/t1v8PvO3g/fmG4hrvpAOeFFTchUsIf+Lx34yP/0U286+knkb/rIXwo3sbpn17ga27/Ap4erwEAMjssfS/utbk5iqwXl2rZIAcHvwXQA243IVrspAQNmrKko7oABBLm2SymR/BKdnDIXQQil1RQbuXnfjNKDKr56dx4pGUrabSt5LXdxU4mJwYwxJKn1imbCiAH3cTiPVDOCOe7SuI4XikZRdlxl5PEiosg71HmGRDFVY+yUVN0oEVUNDiBAwsnwGJfzfGDCBiVA7Bl+H4SFhu1oAw8sjjHG9rnyhx2bkCEbCRz39e5LRvcfp7Y4dBvC0jnhlTGl5yD34qLno+XZT5oHGQjLdo6p/NLN7Jbj6DEwgxsG4l9dxPIE3gUy0nrrayFw8UsheXEynIHtx1B2x5uSog7wVIKjhA11OxlTXEr3hgldc2DQ26ChIRngojTGAF4ReobwDIgrLhRCEAbAAb8VsBId9kXC03L5d4zkwLO01J+5tdK+tI1YlfuGqRVFNxjSC+hEs+vB7rZ51eCe8nPbscz3IwX+JXLazhzh6DE+MTZMX5q8SSeXLyI62EtsSNmaClRpTsb+go9aTXFwTmDRlQLUV7DCuBRjf3n1wwTKLHcS36fAZbwgGZhbwHqZq8tljvP7k3Bsz1edhaUloNQR7OhzHsWZ3Yf8wkmjQOR99F8rlxqJpJDRjEHCh5snoh5Fknus3UTVq7HwB4ZDhFJCE65YgmZHRzlek8kNQ0Z1ZW2hYqkz8aGXpO9Zc9TA+vhN8NIDNMo9GNNp5V5nI+J/kM2JwAm0Ow7S4pS06ZgX2m4vI+PmNcmOAvXGJrqvZpXUbkcmJGHGPBA9q5a8pmHxV7uhb2T8SFC9sZ0rKSfsobKXNMeiJjz55BlP8sNfnQrpDuPjBv+Ej6Ia55m2+i3PvR+fN83NHj+9ADtj13Dz22u4QO/91n8mSd/DJGEXUddQl4EOL+fKpGYtN8j15ClcKJHXrUVvIEsHDLf1jnkrubkCyK6Vs60E9zBDUlyvBrnlhRQYsTM1aIzg5tY03XM8FuxSk7vmUYB0splC12fhxWYyY0DTU6McUrV+jea21cLnjohxYTLBLfui8tPqK6tPWtaNeIxNAFuFyTz0Et86tc9Qr/AUdjilr8oDMcjt8PSjTilJUZlPErmRHAYc/UB4AP9w7g7HcDvCLTpK8DpqhWthCYCyCt+kECXW2AYQKsl0jXJ49MgGROjh7rNIAda8AXhz414L44XsnF2gxwubQR7L8Qo78BdQIor8QI2OzAz0AWZm81YD2vLt3uSA2rSdTrLp1OepVqboDgKKmazHcRqrxo5K4ZJSEBNLOk2BkDbAbTeglcLpMVC9smm4jiIXtaPepPG6CPNHKRleEXL/pnQZf+tr4kdXpiOMLAvedgl9ejcgIYSPBgejEfiPfyOR96HL3jkOcRLxsGzCXcvl3hmuFaZXMSFmljyqYbWTqnmbW3SFLG0ghJ731V2FOa0To33zNIVZFRBwfIeSCxNKcniGZMWyWj6xmugplbTjakcUHu5f/u8q6fz1X9nlmfMueaCZxRStlmdUkVqr1zzg8S49pLmqocgmJUbn+FIyE2OssyT/t8uDyHaREpYKY0WEJeeMiRMmKPLJcU584DmqzFnSYfmXL0as4iWg7d0nW1KvX/jzMM7PfRlHMhiXX2NbeJyHzbcKcnY2Ti9/P4p6wVJ2YDqZlMSfEjmVj6vxPUlTqe61qJmj9JsnIDCJSn40iw1WWnSNqcAXuFeH6hlD5RxPVwiMWGTWxyFHY7cDjuOWOvtnCehyz7SnKK7PuLs6zvcuVwh//wJvueHfxvWv2WNb3rrj4O3ATT1++6vc+JmeUnxYL5IAFm8Uy4bDIDyxx1yo0SNUVItRiHNmiuFQ0mvWKUdN65UaNEwFUYanJNYVHPdZPn8cSpgFCtLj0YA4yBo8zIKhfdyKLxxjIBzsvCc5XKDF05BSV3lAs5w68GT0j1XXXluDhLnMxH8Tu7f7yb4HcRdTlo01IQCeOZAuEwtTnOHXY7IcLibDnBXh/uJ5kUM7PHCdIRIE078Bg0lZJJde+i3uB3P5PBJCYgt8qHek248YdOhbvRJWGi8aIFlJ9YPspC507/rIex1LrkRmiwlloKmwnabIdR6sOcuIC0CwuVQPJ+8WghjciGxr3HP80LCKBoTwmWqBsUKcFqP6aABMSNcDDXXnhgI8tq8iMAi7h3YrJTqedGMAL0OfHIIECHe3VTjM2N/GrOQ7JAPDpkIrk8Ip7s98PLq9UAtu0fGyvWlbt1pDXSkCRFJ0zZC2jhyW7y2fR5/9sm34Vve+E4sXgAeedvz4F+R4hkaqdIk59fcchgwM2e3WQ50Zl3NunFQxNWMrtVEh1nBSaj53xJP66SBNU3DjNxFpC7sewhZPAyaf+/cbddS1jIryqwqlt+KJjR1yNHLATKMJT1UXkuoqUEdlxQdciBlj5mLOcrhZRtnr6ADmLLHJreSPQFhnVucpiUSO5w42dyb3MprOGBgjx3HUtR06HfyPHogpS7IAaqZBSsgKt5T4TIIo80OWHP97ZlK/lrnJWsRSOHcA4ULMcc6LCQCUOaKW3HvZX6pYBnZ5iNDCl8M13CyVnIgpIXD1O0XEJUQQNeIhVbFQ5hVxzHpmhynwrsHEWjbS+79yvoWKm2q6VIjjyWW8tiX8eSAz0KefVCkdmSPZ6ZreCEdwc/Qio4G+Bnnr6MRt+Mpxt96hve/4Sb8DvjBf/oluPExLiCc5S33CgF0cXBwQKzuNgBJ20F+ltV9MreLvUNeOam68hIjYxAXzFsOPSttdsrwiQuCzzGAV22peqKMOsEGRqkrJsAhy8l8vCwpMsoM6idxT1uAnZdySa0SK0QT1M+tgFYqJBUjj0Cr7biJ8IrGM0EYh1qnX0AjrZ+We0jwA+N8anGeu+K6j8qNcByBDAzs0boRmQkvTIdwxDhyW0mvshdkvmXkm8fiBelh5IbKWGTnSpGR0+cQBtTskNR7goNyzGn/+T0Vd9/idxoT3MVaPq9twMEjXPTwvWZVjpfF1QYAZ6lV3WDGaScLEyDrjR1hWsqBFdapiow4SZXB6aGp69FNuRgHZPXGJi1F1rVa0qbBQFP9PiP2aOp07qVQSoUWnYMDdbMa/vtcD5xBZymakQMupg59jlId5QY0NBXihrGzIk14OJzhP33LD+CFNx3hv/4nvxtPft95+UxSa1rqhDVuJ3NFrdJrRphBhsSoNgEOcFspCEnLBmlRk6GcdfCSxoeA8rqpWMNCdwwO02EDaBpkHnsJAr7vSBnZJLexuNWSHlRLHby+R7R7AGh99ZXNDtRiFgBu0s+wMtmUQV0L3y8KeUj+zLAEW6xeUnFuTHATsJkaXKSFIPCYMLAXCmwGMtWqxAyPs7QUVB5Aoym3gQNywxhPOrgxlxQcxhn5SKvt2DuxoJbLnsXTZIcqmWdSPRajkBKZlybW1APgXS9urzIqab0DrYF8uMR03MqYXyYBMNMsg5FnWI1hI7re2BGmzsEPDL8Z93kMkPUkHhrJ5h7l8MptkA+2+ZmUp79ohTQ1i8PRac3CRS91+UmyPsXSl9p4CTHhCNy9MkD3QDf70xfX8Jd/7OsF0WSSFEcmcMygNsnGyuI6uyaBHMO5LKngXQAPHjc+hIoqE2H7yAovfuEJUkRxf3WdYVoycgMYjrR6hnDr3VuhRY4TACV2MJXJosxy8tuVlFRDs3SPIq1S3AEl3Wg831t8rQeBlWkaC4uNTNJKVd3MYxC33oOWXQGIoKWfbFRQjQnLYaLUYG7ivnjCEEDGugOEimoAoVnyOUgGiYVz4wsO0p6O+Pkfewo/ffI6JZsA8KxlwDXckXEiqR0AwE3WBcgylx74+O9oyzxQIrgBAAGp1SyHl1+H3UJ+Z/ft5U93B3j4x04FsWaUegdLyblBU39OUmRhPQqO0jRACFIBGQNoGEGTAKlh7faBUlWQqUCnHqyJin6CfV9zkeTw2oyiILNqkTWlyblmW4oikRVVzcuvD6VuohRy6UElnhcBcBLzzzwLbkLxXmz+bM1dlbm6ej3Qzd6+kPGmv7V9yc/TImJaBZFbutiBo8dw0gqww4q57RJoGhEu15LKUJft4omA/9Uf/kk80d3F2STpoCnLwLxp+Sw+L74oAGBu8X979+/G+IEOMY0FGKI4S61AK402+yIUOTiQY/hxhgV4yduyB0C+IO6WKimb8mJd5KEEQZZNyssWaRngtwn+YiipMA4A+1ooQ7uhpmjsjEsJsBoaIiAGpONOSnD1HPVjhOuTEm2c0HF3k1jW7bBfYWbP2oYa0gBonl/jDf/DeQEF2Tmko1as5m6E2yoZxcgumgrjRVP47xwcPvRHPP74174Dh36H6+ESA4dCpno4iizZRVpovN8gM+G58Rgvjisc+B434yW+64O/EfmnIsL5RjYQU+WwT1kKYZzMlRsmuHNZZ9ypvNNhJ0SoMy2d7Qe4cSopWalom50ys7jdUcZcmNWNCc1dAXLdpUhvQWWw2IhSvRwo5cqkaVPb2A7TtSWmhUc8HyS9q0BxCdO80LjJUP2UwQs9wLOFsVmky7x5Di9/PdDNTllKMucuEYACpLkhFattuUPJg0M56upONRH9owc4fyJie4vwQx/6fFw/WuPLH/4QbsYLjFlZRyp64ZBx4tfwPstpPJOf2qMs6vfSJCWkrPXrFuPNUX2aGf/yLFfBQgfh6Jt+mdO0oJ7ufiOoeC34YDlLrPDiigDiPBQopaKa05US2qzqLlLU4XaToM9eDiue9L2zAg5J9xhBBbP8sXoC+rxWH+83TgFOATkZAkzJwtMx0MIVN0zg5ABqcD2ssTRZMR4xzLCZxE7EMDCiyVIzcTNeFHWi1o0IPgHQhW6bIbhK/1XrVyrqDIXXGvYSukQPpFienb0JkmQ5TK3m3byg+ZzmOu6lLNXNlGmM9JJrzYbdr6yXVEFIyJx5EmNmMT5lBpkLlM19hxziwWGP8FM8MrXw44zYdJ/rwTLoGBJfG4fXSC+jhxv9XiWXoOiAm3hvM3IrNb3P/foGX/y1v4R3ffi1eOLvtFg/tMInv+UFvLF7Fj7I59ydDvDJ8QSvbV/A6+Pz8sDrqYhMltQVs5SITpIf55zhrh9jPDqA61O1ErFKUM1Bsrm4gTHtoFkAPlpUcA4ay2t6L75wWQQhQVRSa24zyL3s5VuthFOEHWijhJlDfe/ZBjSMyAdL5GWEXwtBA8crpOvqQtuhqWkeu1/byCKs6NXLiLPnk1JLI4j4LUqqL0eH8SjCjYzGSC+NxI4mfsnEuB4uJbZnh0gJS9dj5IBnx2MAwK1wgc4NSIoDPBbvoWtGnOcOL0xHQmgpN2QcAQcmLwKaw4TcBKROUo+U2mr1yJB8B3AL14R6uDkJXyiREIrs52ANGbh4VjRMEv8bP925KnTBvJ/2SlxDMSM9lUNVAcGzDZwX7TtJ4UEq4thQ91zUhqZjwVukVBpyCGl4kKOHUw2FOZX26vVZo8sCKJprbEg0o8YhY5ZUitINi5qHJ00rAZ+3uIv3HD6Mzc1rmBaEX3j+UWymBr/x2kdwO5zBUYYDIzFhsAoES6UxlYml2aaC96Ag+WialOqoQEu5zOLZZae8gUqz/5fNOuZafqlIMa6c0OXjvS9UTjZLk2fQfkGgZ4CfpZmAyj2wsRyUrXe13lkZgZSl1lwIQ6ipP8srk1rADFBW7MGIK/q5JW+cUQC1+XNZxqUCeKnQaUV+jF7CpHRQAg8yiLgSgQxw5f1nJWYxDnOjEWcg5GSxONV7JlepsLO0q94sBHTYH2MmLoVRloq93zyW98zW+d4VfJlL84zMWLBShL0aFspazDVTxBX1FC68j/t+//zrXvG3v9oXYS/m5UZyrm7UlJE9+JTRvKjWVDcNaYkiWq8yvrJIfstjH8KH//RNfPD5mzj63mv4RDrB2Z9e4E89/uNaFivB7bPTMXJ2GA+lqKFQYZVgYiIUuWtEL32Y4M8kR5y7pqrBANVlUzQeo6TKuGvBy0VBhwGUWMvfOQNvNsDDtzCdLMTt7utrbGFycFIuSULLFRBoEOmkrJRPImDZqusPwLEUeAAqTZ3EM1I9s/aFTZFZKq/JWVRW7VDyJv0k2u8U5qgyRCwhefgLBm0n0UJrpBinOe3BjoSUkhnhdFuBRc2GALLRG0rKr5B4tnOj8CtyxEihKNcO7BG1qm7pekRvteFedfKcgHCajjNyk7/oFejykh05VnmzcyEqcRs1Ds6qvxfBjRMRjegr7x4y76ypSCSWtJpp2dmhruh5kYlOM3c+CJbDXSUqsaNaqjvmQuJx6lVQYqRVg/6arDm/k4KbcLor4WXBmEKAX/dwdy/ku9qqaXi/68FbdjezfpZfnBNLnNuT/kUTtDihxjGGdHZuxLHf4uHr5+hTwOW4Qtgynrs4wHu3j+J2PC+MvV2O8hFmHQxRJwmaSMMGkzwS3naWVEpD4lHDvfT0fElcrX+xZ3KksWBNNxlN1dh0exZe87jlz5zOyVc8CPNKEuTeFTQEzzyLpAKHxIVGu4cvUOXO2/eIhdTNxa5Y00LXnKd37NALDqBQqbrmLZFkXXYchTsPhqNaD+FmcmOJqVh7ka1uiqUnK0CZ16mbJcQMaFS8AE6KjPbCrcQVaDMLnlG8kfpC/TwlRFFONTxz9fciFX4fXtr8s+x2CYUKbevPZxIp69nc13kRr6u8z54tZ8EpyAlLL0PYiVfn5T7XA7bsar3auM8eu7qBmAUxBYquem4bsCOJRc92AA7x+d0ziJSwzg1+5+1fwtu/OeGT50cYf/Y6vu9HfgsOf9ez+Auv/+c4Tx3O0gpjHyRm76cCdvjNACRGPpCy2HDRg+6twW2DdCBWwcQs0kEoFpeyFNgI0UXeK/iDuswQwkPqRA2Frh2Blp3E58CMZIHiNRh90/LvZi1Kym4YSyOJklYzLb0oKZnpuMN0vZMQxBpbwMBILmNbVGomAdhyG4oFozHBn14KSejmYQVPk2xqXnVyiCjeYXNmGnfpoAXlpmAbrnf44O42Dv0O18IaHlmEKPWKNGHkUDUGmXDKS2xSi6XvceI3Ik3dCA4SLvqCixRikIJcVorqtiNoJASzqK0KiE5ZsgiA8BtyRnxRMiY0qjDk8bLKgAO1mKXTkloTogiuaPnXWB96wOUCxppoBU1Cw3bWd8BCCS3gcVMGRobrJ7R3sYcDyFpsJdXXJ1AQ/gQ8gU8Ohe67au9/+Oj1WbDsruQToYIG88u0zwtJpFh8qrRTtZAnflPcwdc1L+B1j72AX7z+OL737V+J6+8b8cyXHWCdW+y4wchehBQNDYegoIUmOktR0baX+vPoFVnVRgZGyWQHTKwCD1yokjSmIiYhh5grqSlWfflCeiDso8BAAXRoDCqckStCbgfjpFYm6L0pkMc2to6QGgfnZKFwdMCgnsmcjpoF7SfH6hXIvZB5D7u+FmEYIUkVbeEJxAnoK+5AasENNWaoUWNhEm5TLKy6DELKTltGyXhJEwoqG36TWlymtswzAchBv1s13XIQA0CAsh+pxt/aIETKZKmEbn5MlYkYnGjKaTcXKb8NJYVna0S8lwTOUcucdfzSLJ63tXv1sjmbkoyp93Ax7B30wo0Q62/P4vpJRUL1XpdBGJ27cWbdtdVVEypb9BWM+4Nl0BGKHhoAPfV0U3vpFGI1zNw1shi3A2jDMkAqCZ1ODpAbFi15kMpPe5WZTlj8zufxiS85QHp+gf/rP/jDOHjrXXzTG34c5HVgJ1cm0QAc10+6OTzyjSNBuLWoglQkMeqmy7PJgVUr2UVUYjfOGX4zlbpnbrTdD1855MwqKGBjHHk3QdzvhWjf0ziJ+CVVwJBNJmnZip74kNDd2cnBFF0JC4ipuntNVI11iUlLLzhlplFiUAgzl5lLlVhhs1lsqhkMTElQbiP22HMBSIuML1g+g85J159djngxHSjfXhl4utFNyXbpexz6XUnXtWFCUpwnHfgK3qpSkG1OmAjIWKmuzDPAVzMhoAwaUFhsAOSAtw01ZvEajHa9aAGnwhPmJZGuX8WZ9kqIMZtP58AtgJXgKkVk0g7K3QQ/pgrmZpHCLssDorLkrEx5nICmEwETTYOC9YD4nEm9zdFqgjYMSGUTY5rFpEZ0MG6zUmLz8Qp5GZG9gDgAlK8dcJmkouo/et07MHDAf/W9vw+PvX3AR49O4N+QxYoZ93he9QaUslTuAtKiEbd1N8n9TAk0UZUuUiUcoUdir5ilXAbS9GPRoTfq7rwkscRrwMzroYJtUILmjRVA64fy+XNU3po7+LXostGyQfLCvjJRBBCpKIakzbhVnfXCjbc4lEpqrbDV9Fn3vAPzEPoBiFEzDK7Mb3FrI+PJ5oUSr59iiRemo6JDn3XT21yOOeA4bIrn1tGIQBmTbuppJdY3ng+gzMgz3riVmBYBEFZ3I2cptU28Jx5anl0RcAODKUnnH3aSipT1ONvQmvqSbIAcMOXQsAyKAXi6vnOUEMNf9vUeoBmFEQKyWZWl0Ym9EwueWWmzcsBmUk8U1Qu2Tf9y12eFVJMWEWTAnJu5uo0XFNhOTgfka4fyXisR3Q4Iw4SwWeI0rdDRINpnTJJq09RORwOOvuhFfOT6CQDGX/vRr8HqowHgXQEGTXOuLFzNoTv7/qLnBrHoXajprXkowLnEX3tAi1lzJ3G+344qZrifMmPvJcbfjlq2bIvE1djdDidtPmAZArrcCv1TF5KVqtKUK4OucchUxRr9+VB6qvkpF4FLp++hnMGrRdF3M5FOqO4eh1n4E7w0VAx+v2OOEUt0kDoaseOI87TEjmPpC2AceqfNJ0QVJ6DR9l+ZHXaIGLKXRhq7Cc0kVrpIiams1Dzlx21TpcVmr52LR8J70XkPfpY5oDIvEp45FSXVeZ1rAM6MRplL54T7Y8CnHvp25hRAWl8PoJYnGxjrSbwMM3oOhY3HRIAqCZsabmns+LmkGy8ywQOclSoSStWOcdOzUS97KXoYj4Q229wjuA1EVWSzQ1zfwr1phQPvSw7XFFIcJMXz5556G9IbCP/nH/k6PPkPM9zYl0IGchpjljSUKzGeG3JNVXkIIh8ckpFf+qmAUQCEg61uWOGwZzksSqx42YO2PTi3pYmhIe5FHmkYS3xO2smzVNBZeWUM4squpHgmnq31EHSgseZtjVCSu4Cp9ciekFsCTcBiPYIG3muYmJoA6lmaGoaq6EMa63MgVLFM9Y4AsXptKCAfoMQhrSK0fnYrkhZSd9MBgFrdaHMnbLmpiFZaZSQAjBwwJo92yNIQ4tLSVAaG6mX4TgwS1gRXVYTXQwUmDfOwTWYEKGs+Ydz46AT/2LnKpTDqswlHzNzx0kXGdP6UyitltzMEn3T92W3P06I6HxaD51YIQP68l9CkDchRwFmnh5ykr3nvXu53PdjN7lwREyg01QwAGW7kerrZz726OKgnITcRRITlcxn/7U9+BSjkWqSgFWo+KAmDxfU8+HBA2G2LxR2uNbj7poAcAZcAKJZWBQKB7MWCCZFEvp494Afg5rsHtM9vJYbWlIzplnP04CkL7zrlIgJo4pXzklyy9J+66JYntfjbDgowVznlVmSuSgsqq5jSxTOXRALEAof1JPLQo5NnMaDNLq6EEwTN40+5iGECyt9Qz6A0I7C2Q35mlfQ7i0qPc1h+sME3Xv9TGMaAYReU0CTjHaIVPMlnTqNHzrPPcpKami4jFl8W4YcWbkSNTUnnh2V+anpR/p5awA3A7Z92aJ67BAfed7PtoDWQM3ORv3LWLnmruu52kCYxWgS8RNGVmWVjW9hg+gIBtarOExi+eoJXxm9u+a3gybwk4QHMajdMCZhUu34+r1euBwvQOe1kMeaKWgOqbirWlGbVPHNgBdBYM7ZgtDh5zwVO3i/o+NVOn1L94wqvmNKFosriFl8+4vHFX/+LeMvBJ4s3YA0Q7Dp0W9wIl9jlRhsXSgnnu88fx4eefTO6py9FR34YgcMl8qKTTqitF4rtGkBSHTjnMF5bIDcezd0t6GxdJpqbCKw6OTBW0vZ3OmiQg7KqGAhTFm2yo1Wx6H4ji286XgAESUlqPUFhskGwiLAdhY1lcX8RYQAM5TdGX25C4TnM8/GcnPDyzRNqAtJBrECnuadZP2tKyMsW3Ho89qMb8Ds7mfd+KCqz7D2mk27GcgPCRS897s1KqnW784UBX/pNP4M3Lp/FvWmFxA5LNyC6CZvUos8B1+Iat8IF7k4H+OD2IQDASdjgg+tb+OidN+L6eV/HpQhWqudCcgDQlKUMVr0G1wTRw7tYg7oW3LWSDdqIei06TXdp6rNsTEPSFRMg1nJlJwcykTYQzVRlqWz9knhR1nq8eBSWNrUX2sY2kk0T9w+NK9cDZ9BJSV+WJn822DPXo8SJKYGYSupHrCaquOM4AptclEpKvDT3hix+04XT3+hw+WjA7gbhZ599HJ88OsZvf+h9uB3PAKB0MgGAlUkmuwEnEOAoUsL1ZoMPqmvKwRdXFjnDUsey6VyNA7XsUvL1MikmKlGKYOy+iTT9RYUeCUCsN9dGEmaVrOFjiUe9NZNAHROzYAWxzoC1vC7Ict3YAGq8bUDg3jzOLBkBRXPXDgYLiZwCSikBAyoSzlxUZv1uAvqawaBhqvJdA4Q/wAw3LhAo4dDtsGwEpCxNP/0WmQmHfodDJ8zLk3CA6BJuhkucTkt82PaSbQa1unvPM6cZE9XXeA9adAUvYdZsxXxcbIztcmp1KRdFnJdc5uoDNXQQO6VrmQpuVLAQLdEtaWhW9WQIjfdzBo1n0k4g8xyiLnh42ZCWTnA7KZd0kAfPiwD2QUgvfS8bZRglfupaFcvXAbDYZXby5cbjxbdEPPl7P4z3ffIhPPR3D3G+OMY7/8yI333rF5TUQaW1kSHHUbuVOmQc+i2Owraw7/LRotA0TQvO5Vw14pwr2IRY41G0wK+vSveYIq9kCDYEePEQhVfajeBFg+nmIfzZFu6jz4CWC6RHrgvwtxU9cbrcyHjQgVA0oytpzhwttUYa58umKsi61erb4aC5YbkZqgcHSUkpM0rGAJkra1BdcyMjuV60+eauPvtQ4mSgHgDuYgukhHy4Qr62kvfuKvGGMvB8f4jnmmO8qfskVq7HqYJ9D4VzHLqtNpwUWbPWSVvpW+Ecz8UjLUWu9Fa/U1XZGKShI1CR+SbKBspCcsmHHfLNg0KQoehLh1aMU30ePfSRVOoqepkfI4iV8EpDPwVrXT8JAG3jBMWKrPPrjGMS7kgxDrqmdiLuE+AzXHavGLO7l/3Nv8vLRAFmpJCyMXXtlctSWMaEmrn589fsMZgAFLXVWaooNcCbDp/DjeM1pk4oix8/PcFPnL8Od6dVUUvNCg5Z6+GrnU7K15bKK6r5WgXnrhYmFIwCgNUIFCXZWRpo79kN1Wd+KcpqaSPjcs804q2Ro0lOFeuf5u+5/9QUL2uW1turkHvJXM7ia31GK1R5CTtyFouWMuerBRxGuJrPca5rwqvK7dXLOtKsc1O8sPkfYlTNNsIe7bXG4lyqCwsyb2vPze53rgVgJbJzhN2WyJWCpFIOqwc8772n1rHP57qsL7uCFy9v1kHmvuXV97kebOpNgaDceCA6hE0PvtwAxwelbZJfiyxViWFM3NGJwF9uAmihp5pRRsuGYGXJ5cKIKimJ0YPyCo80Z/i6J34OP/Gtr8WH791AfvsN/MLlNXzij34C//HnvR3PT0c4SwvZ2DNprAyHZ8Zr+OTuSGqT9TTPjYNfM6gXkQledeKZ3LsQ9/1oWXOngOiJWS53nIDZaVwYaodtoXgCjWQw7l0Kzfix28JOM8106wkeqrUx8Mgx19wtUBFlLdPkRStFRXZliaWldDNWbThA6aczMUc/6y0+o9nCQfrOKbhnfeznfciRkgCMORfrnQ+64gkV1N8sl+a2bzZr3AwXOE8dztEViu06t0js8GI6wPPjERwYS9+jo7Ew9PwOcJdb8KqTc845ef7gZAymLJkI76RjqifhLGimxTPDrXvQ+RpW2orgpWOuzidyLmEbpgw3qtKtgrDTKqKImDIQNiNoN4kk1zKIBsFQMw2lDoFr74LpZIH80Erubeb5FC7A5wpAB6CCOfODSE+2UjWEWdx39TKraPJLc5cTs1NOa44pK4dYrVPrRpz4Db721s/jnc1T+NnL61g+n3DnclX6i3vRy9L8vbzPUkFTnjfruhKnWeoNdtDovVgOHpYxmJ3EFjPb38szmOVQ3GIcgTaCOwlzMIzl+QpxZjbG5dmZS2rPauTnqrx7HUdmBrO63lc+FygFKC+ZmmQVOS+dtvl9yVDRnlpuCT1m2nKYZQNs7q7y6GVuCCNE3HKXIzo3lj5z5gmYUAnnDNKUXmmKqfsPM/XYPZ0/nUNMCTyMUpfAdRMzkQiCWiikn1e8FvOOCLOCJR3HKauwKN1/n6pXVoBRJ0033Vw67dO8HvhmFz66MpRWHbBotGxTgQkd5NK4cND0VnQA+xoHNgHpsKk5eebaLmjWOECUS0KxbmfTEpkdLlKHk7hB/Lrn8cLlEvkXruFvveP3wX/5Xfwnb/wRXOQOG27hOeMiL+CRcew3OGk0Zp+53mkZweFYYs9NL3yBG0dSrroUiaZw1mv1mSxi9h75WDMTO5WlOhBpI7ebKi8eECsStcWwXZYjNllkO+C0O4oRQDiqOIYVxeQMjDOU2DyMlIAmlh73FkJYIc08LrXP9+thliPmcsBZJRq3vhYIpZnMtX0eEfKqE/JUFyWXb6EL1CuIIlaSWgFJd9xgk+UexXIrt0LxleOwQUcTboXz0rCidSNSQ5KmzABta8cXZiqhiKXG/HoQktFGcttYtNIjwNarYRvBYVpG2cSN5OJ9n4p2QZEx1ykK55KZmVaWJx8LScxKcnMj9GvzhNxWFYJ1TYfznagFGdg5y+f785pFuN/1WbHshqjnxoN9rCQUi4OAeqpbwUbKoKStbiapS+bGAROJempi0DQjWxgKb2qsKnrRc0DkgE1usPQD/uRr/g3ujIf43nd+JW7/xBofePMh8MZ6u4XcQZKOW7gBJffBKAdRig5+DbiLrfDOF9JCeK5Ui5yFOpsJaIRw4/WElyYU4oa5y0Emd0b6wFUXTa3+XEACZMUgXkUhUWm6Fvfn/Vi5tFvqx3ooFlklYM+0GsAVnFRejQmIQCYHug/6I9rzXNVxjKpqcb6nYs1N9dbNC4NY22tHJQXpXBjZxrrOeGJkdmhoQqcKxUbSsQ42OaCKhphUdZmXeZDMhQRTDkELXaIXQovNu3fIsYKr5IVQ5K6w7OZKMuwJ1Pri+tMoMuQESLOKRdy7L2sVVTyi3SiEnIIHCCpq4dnnDqmGUfnlOjDgqeZUnXRgpZQlHsmoD5WFSMJWYukJbjuVckYQCeEEepBa1ZO5W1qx5u7jYx6HDfxvfREf+MJDuHOP//If/AG4N13iW7/gX+HQ7XAjXCLSBA/GjbjGtCCklSK4RllUS5mXXXkWAFJqaha0H6UJgMbwpYTVJKtM7sqhKMraoUdcWX65C8gH8v2+18VIesBZncGgfdsAkB4iaal94DMAiAWybAgvOzlotGeZLVYhalRWnFv3wDiJYOZRVw5iAEVAg6YMb1bcvIvGA40H8T7OYvPsxrDPlyASj8Sp5h0zTuIGt8I57k4HSHBFo26dW/Q5wlHG0vVIcHh6vIZICY/Fu9jkBn5AlaLW/mxmeBzLPfBC4u/cSIViun5Q7pUSS7PF6MQb20omJWhY6fqpALD76jhZ0oueSnmz31kjkQbUxnoAeSprqbQDN+DXq8VXclYpvGEW3IOoyFG/3PUp0XgieoKI3k5Ev0RE7yGiP6s/v05E/4KIPqD/v/apPmtOcQSJ60Hb2jZH+ptruehkcs/68pxnr5H0jRuSuLyqwW36dGypEaB0yCjAyH2uQ7fDf/b534+/+eV/D35LeN33nCK/7wCHbodb4RxPhLt42J/jur/EcdggtUBaKDVUOebm7vIiyj0UAQwBJWmU/LHdT9EYSzUTUfrAocbMMPqtZS0A5OAwHkdR3YmzbjW60VnllWhUHXp1nVN0otEWLU2k8+GF8gqo5ehrXtgop9I7TTqV4N4ZaMqYlrHMFQCkVRTtOs2XS8WiEFmMTpuW+kfniXYjaCdEGrcZxGNQ7ntuQuHsg4FDv8OJ24jlprEAcH2OuDMdSKNJbVhxZzzEnfEQF2mBTWrgJp4Vl1AJE61ZA+Us3thC9OY4ekyHDYaTtnSlYZLGISACaerU7yb47Qi/1nZSzFJrUEhGGbQT/b7caOHRTtOu2j5K2oar52YZFHXTS0m2cU2aICGPlbQCRab8ZXEuvT4dyz4B+N8z888Q0SGAnyaifwHgTwF4GzP/VSL6dgDfDuAvvdIHmQRPXipfXPtfk8aRjghs6LSmfYxHLh8wSzXoxZ6KcEP5nl5aInHXCIFlyghnO7hphUO/w4HfFQXazA4jfGkYGd90jo98/QnSkvFf/PjX4tHH7uKvPPWP0NGIp6dr+JX+BnwPuCHPTnKnsSkK975UJI26oR1VxFxrqYsly26GRFMpxClN/JoguV2gIMPWHrp2IZm1NGbdXEuJh0nJOUHBHjcksRpB2zzNF06poFIl1EsUHgCIwG0DSkvJVW8NT5EwwZ+LV1AIOdqYoRxAzKLpn2dejYUqNrdjAg01HCmCkAzcGQ9wtznAyg0ABlzkDrsk1vJaWOO6v8Qtfy7S1NrFxq7saWYAWDkdsXhcYBX6pEp9DlojT+o9uZ14ksQovfb2CqAg4VHRjAdkXbaC20hNBZf4220dSK30/dJusr7rfmA9PNygHrJ9zTx9+ArXp9zszPxJAJ/Uv18Q0XsBPAbg9wH4Sn3ZdwH4EXyKzW5UStPh8kSaYpB0FDuN6xil4CIdSTmp304V3DEEmkjLR1FSdMSSBsOuB1QZxp9tQffO4fobuB4uceh2JYcOSKHFaVrCI+PbPv8dyG92+Bs//jvxhr+T8Mx/+DBOX7/Eidvgg/1tfGR9A2HLxRUzium0CvCDVpp5KaAgBuJ2KqkjDrXN7rwHHJKAM6kL5fmsAaW8z4lwwZDU+o2ieBsDxutLKdYYIDxy0xeP4gG5KQsgNcyUZexz21gVWeZ5ZOuCC8BvRV8uHy6FBLJoCn/er3sBGrsANyb40wuZl9Wi9k2DiTICNNWDxui47H2pEgMghCnrhuO9FH40AZSB5/pDPNse4wu7j6OjEc/uXoPnxyM8FM9x3W9wy5/jiXCGLo+4O4kLbhRo9hqzK5krLSOmwwZ+O0nIMQrJBo6ArhUF5LV6U3pA0zgAlwm8aDBeX0rdwfmuou6mOjtRJSLZoZ70MElZSDaWMXFOxnOuAWB/HKoR0/DOavH3MjzK1vyMN/v8IqInAXwxgJ8AcFsPAgB4FsDtl3nPtwD4FgDowtG+dSZN7RiCDOhk5Lp5tWi/dBNhVBDCQfLqOkilyymRdAG5CmgBRftsT8X0PiSNo1uX+OSXXsNwjfF//+Wvxs3lGr/25BNoXKqMsVQJLCZ5bQeSHyyrIJaXm1A13/XA41Y2A1mXVuNjm+s992D0VL8KwIiIIcqCIqt7tnHKuVoeSw1e+QyRkVb025PyB1HH0mksac0wLYZUkHBPR3B+zwVzYPEutFS3LFKqm6JOhoYY3hfBRphmIMQT23HcS4ua4k2Gw4UKmZz4jarfKBGKsYf01/FzoiLkaT/1tjdAqi2Qbaysbl4zPsgACSiKDClXZldZe6qmw1H48WVszcszD04B1z36somTzIk5XseNGZio3ke4QsC5cn3am52IDgD8AwB/jpnPafahzMxE96+kZebvAPAdAHC8eIRFUJLBtrCaWDqHImep+S75S7UEPVfro8CPlRHC0NvEcJOcmMZhRnAV5Q8CNI3aq2zeS84RF6WUy9Rhkxv8yTf8Gxy/aYv/5v1fgeV/c4IXHr6J577lHDfbyzLQVvDghlTQVTck8CjNKKSPm4QsTifRr3vQpgdF0URzLoOSIOBuO4EYxQKUhZmiuPbT/qFkzSwlbmctR81apZe1toArFVbd8ex8Bf5sA6YkY94EYb1O+4tMnq0CRuQcslokU2vdu2eqSLsbppoezVAA0lDsK4tTm2lwE1R9WIhLORA8MRIIL04HaFTiymk+feV67Dji4+MNdG7AE/FF0aWfjtHnADehYkCWmQCQG4fUtvBjhlex02I1bRNqDF/rDxz8LiqY5wH4wmlw2xHoJ6HcUgA8Siotx1bBWutMayeYVjB6aRFOLotyjXMSfgDlwJYMliv4U8GKrMT4FVC4T2uzE1GEbPS/y8zfqz9+jogeYeZPEtEjAJ7/ND6oxm9W82sVO4afTVn415i5NUClO75CamHve2whqawQugY5AE5rqGt+Vv7dcytqp5SxdIOg8P4S11cbXN4+wbgi/Ozzj4GI0ay5nO7SvdXv3ZeIFVwhnpgVM8vF2lMuzd9Xn3e+aUyu6+qzm4ikFMygeBnGJDSp/JfQQs0znHkKPKNfAuop2Pdl7FdeAbD20AYgMpHwAYAid2waf9Yht2zyK88nE6FfbPXgBuASQN4VfCRSQqMUWLk1gqeMiIQRAWvNwSe3Q9KuwVP2dS4cwXaKWFD9lx1CLOPGDFCmvfkBkRxGFvszl/uycRLD4q/UPJim/Qycno8BUNYqHEQt+Mq4mAdbqgxppofg5HXzPhr3uz7lZicx4d8J4L3M/Ddmv/onAL4RwF/V///jT/VZ7Ei7pAYRD8yAm9dBDwy32WmjwlDeY8AeVLL4vvx4Byj/rHZoVdkl9g5YNZhWIpqwdH2RmDahhIvU4TK1eKQ5w614jtO0xPt3j+BLbn4Mz3/rXfzcc48hfO91rJ6d0D17Lta5l84tzjIE9px2bzNeuqlQp0UUVZlhQnz2QnLyS1Oc3QdorFmjqLGM1V0G5MPGCfHeFia/Xdh4zBI6eF10s/JJuS8bb8kQ5MMl0kFT9PvZ1efx2xEmg00pV5R5nOD6Ebxo1doQxoePUbTmAcS7OyEM6SGTY5DnHxL82Vaex5SGVbwkHQgRJ57u4F+8ADcRbtHA7zoEPYgfjffQIOHj43XssghZnvgNdlPE3XSATR5LUdNZWmGdmhIGGnkFOSNcziS+7EAzgE7Hab7KchcA04BXYM1dCgJvLDnLBs0lt5kgVNjLnX5OI/G3qgLlNqoEFs0ODFsweuOewOT0kEUJPUQ3UCm6r1DeCnx6lv03AfgGAL9ARD+nP/s/Qjb53yeibwLwMQB/+NP4rJfGQ3oVHTet8S3xYnkBF4sJzOLD+xGGaH9TmOCjG4Bf2DyBpR+wSdJA0AQOn+8PsJkavLA4xO32HHfHFZ7dHmIZRtxuzxF8xuqTIxYfPy96bvl4pTXZLYajoN1I1FLqKZ1aB2tQCQDN2YSwniTvO04SD+fwkmeVsdK4VzuQlGebP2NiEKc6DnOAx6x2Uc/RA6G4j2qZHMCBwBPNLG69Z/s+1vSPpZSEtVPTd3muZlP4EVyLPopnUQ/DqvOOoudXarJnZBI/Mn7l8hoWfsBl6hAp4T2Xj+GFnQBxF6nDc+MxPrG7hugSFm5AgsPF2OFXLq9hWhKGR44kJJgbGHtGde1pYuGsmzYATAOAqwIN1feIC65oOs2wiPstcx0T60ewpxcwE/e0NXvf4qdkOIyXrrHze0lX37B/fTpo/I/h/rcOAL/tU73/Ph+IsB4raKOx4tz6kDKHaFbvW5hkpHHoVPXW9lhkEOQVkNjXZRRv4KGfGfD2579Ufid9EyT/yoBL8r0vNoR3R+E6uwmYOsIvXCPEc8biE3dBmx3yyQHSqsHHvnqB8PnnOFyc47jdYTtFrIeoWTaNpXRlHLc7eJfxKz/0JB79V0mKTNQdNA21Eg4YqmuFKH520kMPgFVbxhNAEbP0m1F6nKuiiej0eynMONuhNJm0fuJtVLwhv5RqaRuXPPhwZu2MUQYISed8V+aBZ/JdcCj98QzAM7ee2yBgrBZzUAylBDf3Tss2HbhrMV5boLuXcPd/fAI/7p/Au7J8uYl7/MridUitxbYATUDccFEYmhbAvd/cI/yBczQ+wbv6nMEJd37MHhd9izsvHOHJ/6lB9/EzTNeWyK1HvLeDO9+Au0a05oF6eAL72Yw+lXh7rwUYi0owchavkFlSchrymD7gVU070gMV2q7MGHXUhBq2jQkYgWDp0pe5Pgt0WdQcrimBWvpsdlFikdCFVr0RvfTEUYvycpfF1NIH2aF7do3uOarxprrC80XOlgs3Rtyqw3BrIXn19RZIGWkRMRxHjI8P+Non34snurt4srmD89ThuekYHlyYXMbjfk1zBw0l/B+uvUYswwyFLp1nwhWkuFjTutlNCDNrHt8VKW4qNeNF0w6QZ1A0mMxSWh58Fha8rFAhaQwbapsjnq9HTkBpRKHMwJlc+FXXsoy1c1qUYh6aAIpwScBI8+w8SWXhLuP6ey5RWkOnLJV53hcOfqlC3CbEu5viHfYPH6D5/Wf4M0++U4tkqjBpQwlL6rHhFh8fbuBfHHw+zprPEyzGO6TWIxAVuWya4TNzQpRtaqMZs4M8T8GOoJkOU1BiUYgNM0/BSE6zA6Jcc+XaK1mZMoafAtN68IUwymM3GqWJGZRSwLYRl1BPLne+UYnnVoQN2yidPTKDpiqLJICZ5i99rWqiSPuATy8NIKbjBYgZ/t4GsHLPK3rnZp3i+VDAqHy8wse+ZonhsQHdR1r88E99KfqvPMdf/aLvxcgBZ9MSnjJ2OcJr5RwAfGy4iT5HhC1psYQx4mYei1KJTUwhd6HUdrOh8XpQ+d20Z10wNWVjZaVgUkqgEfAbOTjStZU8lvLU9wC6QKBE5ZnnSDRyJfiUHLkBdl7KYedhCI3Cm7D3F9fTUkp60MPrPc3ceiuXZU+iokqEsJYD2a9rMwdZSwwggbbSNMpouW4mqZybgNQ4RJe1Ys6LXn2WlFxDE9bUIjGhdSOWYcALRw6Lk5Uw47ZS5spNlFy8NhDJy07XlVqpl4mXTZW3uuv6zCT91K23/bwNNoAKempHpFIUdRgKT6U0s1g10vfg9LKuh/tcD5gbb6IKyv5pNW2j7gsb2qluK08Z2O7AwwDSvGvSdFZtayvi+GbF5mKVBbTTXKbLQmgQAEo+w1tapAmFHLKX2svKvdfUSFo1iF9wjq9+zfvxoz/1JXj0B57G+1/7CPBFQILDNkU4YuH+MxehhXvjCpephetnno1dsxQMmGt7rDDLqWZSryhXCqaNJVGVn44VgMLIADJoBBA9pkUDEImAImVgyCU1WbyIksmwe9sHQynnojAkaqcN2CrlDOhKDHCu9dVJMQXNHRd5ZZBUDPraVdVvJnFdnZNKM6qtn9GLTny5T2bRFshJXNsp7B9iM4Uc70SqesxSTGM5+JG8WnrJyjRuwtRJHUE43VVgNAZgGMGbDajrAK0lQHipHBVgYzAzGgCsxXJaGCgp4xy2XKS3i25dzqBQm0LKwJLSjOVLSgss6LowdeKXuR6weIUiwHtgksQ8he01d0M8gY8OxLKrmJ4bE7CBxJNOtc417mPtu027scRItuDYETh7PUycAGnMsN7kNCbBnqw6K0YkFRTwvUpQtw1SF0A0onUTtl9xgfc99Qg4Mv7sD/8JHN2+xO958hexdAOWvi/uvKcMh4wdN/jn3W/YXwQGdlGlhwqXABL7zV5XqJ3OIR8uYRpvAOqJbgCXc8ICs3GehMMgqLgUpTjlNsi4msqMgH5+NxMERcUESiHGmArpxQ7HIiWtNNpC5DFMZuayox9Ak4ffiaBDkZ9Wd9e60wDq+kcPahsRabxaj28HTxZZMGH1NbMUIxfsxA5fJ9I98mxMaGjCdX+Jk7gFJYAG9Tyd9vPLkI4uJjBpQ2t58BIWopa3aklwVpVax1OdH0Jhhc5BQszCHPP2ioQViVeI+dyU1DSDTw6Bu1cyL7PrAevGsxRZWEWXnvA5eKTWAT3tt9Ah0XkrbjoLGOG1/tcqkKzqJx9KRxh3sZVTuG1qGoQAzkrBVGJPEZewE7WvwEumiGkREDBVILALSK0og3ZuxH/+a/8JHv71Z/jGH/4zeO3fB575zSdYvm7A9XCJpevRaEoo0oQTt5V0UDs78ctiFl12O7HdNFW8IWepZXeutH/iZYd0ZJrycs/+cphp16tW3AyFp5RAl0JDTYsoqHTDhbFYwis7QHZXFGg1Dk+tB7GX9sbmoSijLpuqTb9/oFsTCkq1lzj1I+AT3FYUcdyml0N91ZXeZblxtVtKZmQV7ijadIY3WB+1EGTMFi3SkergDQlg2dDyOJJPi5ANM3LACEnfPeQvcBR2As6OSQ64luB0XeaukQaYs0rLOXOQEs+aULRAIzUTufE1RCPIWiRtUrobBXvQDkgGzBb6q/JOspdDkTZDMWYlY6XkpnS82BcbuXI9+P7sJp2UM5AcQFnaQE1yk7kJZfEVokOGLNY9pDHV03XZFqQXrF1KbCGMqSrQ2imYc9HjLlr2qnZagRaG30kZ6FW5n+iTFNMop/72o6d4+stvYVox/ruf+c24duMC3/aGd+DEb7DOLTxFeDAG9qBJrEBhDZqcU9JeXXoPHFW5dkKVTjJhD10YlGVRkmnKWdgxGJ1TrKD1PWMVCpHurrm+16456FMQdwd4A4Fq7Gn93jg4JCXTSDcZru2TGmlJ5YYE2qaauoq+xOO2FgynsD53BeDLqNbPMi9tqGuDCPloCRwtq7U3bgWA3EA5+pAe8OrCCzlnKvXxuxyx5gbbFOF7LeXtmpoFsXsda2dWdkK1lRARAEnIVMKrcQY2WvMPFote3O2ga4CnAlbLgT3btMylaYq1KYP3RbbL1swrufDAZ0E3nqOXU10L9pG1vVHKyMsW00kLGgnhXOvZzU3qVUigbEYBfnITMB23kh+9t9FSV6kyArOkcFpI3JVRXfftKIvFOoOME2inOnIxiN76hTRRzN0MCASwakbcDmdY5xanaYlvePIngCeBv/Ezvx2v+07CnS+8ifH1ws/+8PAQdjli5yMSHNxAUg++iBiPWvg+wZ8pmLYZJaQ5WSFHDw85H7mNEj608gcG6mQWckrKpbEEDVN1KXWjY7MFdS3SjQOpIBsTXFZq5zjpM8/cv6vupFmtOalBgbq0jNg91MLvMhZPX9babAC5WWBaeLQXO7gXz8EHS0w3VkBwJYSgPgGOMR11YslnBR7iaWujDY1PbQ0BepBnYLzeYTz0cD0jqEdS4ujoMHUED+kRv8kN+hwl1FKK7Sa18GBc5AVOxyWaiyyFU4crbYLpazHLqGq+uwFoo3gtepg48zqMhARI80jogd2qHPjdjYRPXVv2A23Gmgmag3qKgdC613S17ANuG6RVU8A9O0g+Z6SkRSkllxiudOEkKpJLTuuZa+NFOTlpRlG0q8RLY9bYX/uyzfK6L8cVFhCnumBiNYxAkVTz28gNas2mDJcYozLvvLqEpl9+/WSNF7/gJvprwP/4K78Rjx+e4ouPPo5rYY3OjUhWHKEFEIY7yMSqS1+aCigizbPUDFCRa4ac5GYJokeODn6cpWy8A7PGunFWGGRKJzmLBnkjDK69PK+FGDpOnDOuytEIEQrSemjuIZgrmRku6T1q77Xy+fNYM1cxSqf5fmuLVTIQRGAmEKj0RCe9P3kvymI3vTl5EcGl6sabNl0CYZOFIh2dKNoM2k6aPeR+tbXyvGuMfWZpAplkfIo6UherOEY5MMXQFKLMFV0/9h7oqrJNXaQEOAEyQV5AZ02psm1u9XyEyER4pd3+Wen1Nt08FLLC3Q3cxQ75cIF02MH1E8KdSxgri71DPtCUWHBCDOlHQR2155mQOnoBdjor4pihsUBxcarF4D2RSgCVmroRrXZpbdQI59wmLiWEdYuzMWCdWxy6LU7cgHVusOMGf+zJn8Ldb17h+z/2FuT/70P40Oo28E3A77n5blz3l2iQkDpGXjZFT96ALXLaLSXPDkCrNS+LyiaZi8iF0VrTMkgTyEFSUUVVNnp5tllasbRfHidguwMOF0jLCGeEEKAQfCw+JEv/zNJy1oYqXk6VOWgCCiRgqpuk9XFaHsONeS9UKbEus7ZJ1nbJ2upqr3OqZQlMU9CpUtGY4LeTij5K+sqNuSjusCfEhceWpWPs0ol68d3pAM9PSxyHLW6GC0RK2OWIxIThwGNx7bCIdrgx79UmsCc5DJzo8JU1RYTxmngz3Z0d/J1zBfOs8EUzP11TC26mjLxskJp9dZtS4GLUb50/t9MslerOuX6UdGDwAJqX50vgFWtk/h1datGuXkZpNY4xz1M+s8U1p8FaXEqWw7XNbKSZXK1IGQSr/bWLZt9z5d/FpSTao/kyC+86Q8plMySdc+w3+OLlx/DY8Zno0hPw/jsP4YfvfT6enY4xwMP6fxXqpN7bXskv3W+AAKP+76V68pXX2DPqOACoTQi5luFWC+7rWM5Rbmt6wLNxtWEzzCWjNMJ8STfT2TyVcbWY1zaOeiSlb72FWkb8se/QGJbnc2Vjpm6sG5JKMacqeW3vzwynoKpJWRkqbzwIuzxxKRkWXGWW/pyvDQtt7E+ePetsHOZr13AOy1SUFOH8fbrWauvu/fWwVxY83w+fxvVgY/Yg3VCKRpnmrg0QS63HdHAIN2T4MykaMN3sOQAHImAY4bZ93SDOgXqNnTY7sVrWNcMJO036qbUFFCuuMlBTbsGLO2/W37q7MIMGj9R5eCellhdpgYu0KCBPF0bc8Jf4vbffje/9RoeP3rmO1fdfwy9ur+HD/+sb+NNPvBPxnODunAHXjpA7L5ZoI5rgrNaCZ+h1Lf5x9UBkBieqYJiOiTONukUUmacL6XiSV5KlMOCMLrfiOXUNcteCpoz4/EVdaE0QbyMz/FrnTslMRgiiMQnG4V0pdinNLa3aS9l/pAU2tBuFhdhE8NESuQsYTlqwr6FA7BOoRwFMRV1WMg+F9JQYNOuJ7tY9aCfqRNQPgPcSH1uePTgcxAEPhzPsOGJgj53WvTswNrktEuMLP0p/gugxrQJyJAQnPIaSteiTCF0QyRqzwy0D4XKA6yVTYfdQ1th2VK38oR529tkK+Nn9phl3gVTxtnBRHETiaiFr2xUWqn/FyrcHa9kJMvkKvMgdmHsJWahR85J2mto1P/3mJJTZ6Whkjb2fAzX9ZC6sodqkJ6fTVKC5irPTlEu6hPYmbq50an9My/zhcIrf9tD78IaH7iCuGcsXJjx3doj3bR9F2AE8KfLKM+TW8AXnXnHCyphY3Do7CIsijnkHhRYrf0rt+pSqHpvRcC3NV+Zqv3il0HHnnoXFxlfy3tX6oZKcEu/NlVGgZWORiDkSyhjMvbo9VZ/ZZ5ewbEqy0VWptXRsmV1eGXQOucTtrRsR3VSETIQPwdWDcrWMFPbnqkXdW5dQfYPaA35/PNSKp7QfRppLr/83teGXfM8MNxDlXmHQsfcz/bmXXzwPFqAbE8ILFxJve1Xx7EIRdWDv4XpXQKoSt6q+Go1JygFbLyKP/bhXGVVcnLYR67GQQgO3GUTiedFKiaKhmsxg3wineiVdWMNZL51D2ka8gCnDX2ihRxPABKQs1XKtNiNIIKQccZYWeF//CCIlPBHv4msf+nn882+d8MzlMdJP38IPvu034fqHB+DkSO6r1xSV98Ut5Cx5VfEldRwyw9pXF+BS0enSdXXTSwrrYIG8FP13irXHN40J7nwrgNyM/0/9KIvlMOyp2fpL7cyzbLUSzVJZkmOHV0mwLmA6aMRb2451YwNwO1GiRduoYmtTcsgSp09YfLL2SmNSJuONUEMSq9meMsKpNG20ji25CbIfNjtg14NXC+SHrtX6f6DExdsp4jStSunriV/jhr9ULXqhvJ6mJc6nFm4SoDBejEU7b36lVYvxxhI0ZuHgT0nSv4ormbuOKYE8S+WcJ+nAmxlO6zHy0VJSk8YQZAI8g1KC62eqy4SSEXKbQYQ8u4jsA9B6gFpZG316iQrR/HrwpJrNDrzsQAjgRjW1d1PJ+XLej6fLaQ/IoCtd1gGyMYiE9gmUk5Cj8OpN6URQ3VTRUWDP8oOELJJah3CpungAclQXSZv3WWXemDwuUofEImfcZ0npjOxxSR0O/A6HfosnmhfxFx//QXxofAj/5Q/9Edx+5125v8LsM7DHV0VWZmH6mSxRRkVh5+Cd0jRN6MOpteZVVzwkBImDjfdeLF9oazyeGFBVmNJYElkq8ZxD1iYXxdvwJGOTPVxi5DZgWnq4ySnrbhaTKpjKSoFmCOpcpjclkHal5YUeup0Qfq6Cym5kCRscgbiT2m6TcWIGDwNwsJSW4FYskzW2zsB2Ek6EXSvXo3O9WHUGBu0lcDkKGcfKdCnzvrHU0G84CvA9I96jMi456HoxdqYe1OQYTEquyQyn0lS58XoQZ5WyYiBT5Ud4h4wopJpGO8+sxQsjhsb2KPUAjvdZj1evB7vZZ/rkwq120o/MYa/raSERQNBeI5YAETRM0m+89ZJnnLIIYBhiSaTabmIJXS857engujK3UmHEFdBoyogXA8JG6YlKtXRbdbdnPeWaswHxh47xD6/9FvmZeVl6KFl5rQBLQI4MNxEe+tBUQwRPuPNrD/Dir5McM2JGeL7Ba36wRzjtBWF3yglnBfM0NWX3GzTOtwMsHy4KqDbvvmLUU8osYz8/8IKyCacMGvv9uTLXc5D2ye6qxdB/u54QNq4i4DNPC0AZu9JDLjjZhBZyGJlGQzPXT3A9JMbf9oIrrIQ0lZdd2VRzA8DLTr4nhtpvACiCD75PWP/L2/hrN/4A3EigBOSGkSNACXCjhmxOfpa+qsed6DD1Hhgcbr0r4MbP3Ctrxu8mdHfkK6ajrhTpuIudSHJbGOJEojsvZ5hDYmGFmvczlw43Y+U9oNRvN2imocT4TlSXGmmc4Sy9aeHgK1wPeLNTqR4qgBtQupZwcEitk75ZKuhX6LN6EPjLXmrK3RL5SFRADWlnFUkwNVO/HkF9QjqOGI4i4mZCeHFbFEkAwLqeuI1q1xtbbTbQVfIZcJcDHn7Hrm40Zm3NpC5zE+CGCf7eWj5Pufil4Z/Kcl08CfypL/sx3IwXeCK+iL/z7H+I537i9fDrUQpAHIHGKqZZFUwhruJ6O3PxHdK1JdJCQgNDpK09EGnprKn/WE10Qdz7scgpGwMRbaO8c33GlysFpiQVeArYzavSCkgGKGtQFjIh71d1zdNwO6En0/ka+fQM7ugQFE5k45gev4lh6JXbCCzl4CfrgWYbR3n8D//4GiAUimpetsiLIHl9bR6Ru4Dz1y3x5V/1M/gT1/413jfcxieGG/jOj/0u3Pyxvswz7TLCdkRuAsZrnVZPriWc8AfIC68WWp4vLWYcBxK1IllfyikxvGaeXvR6aO/G6pobbuKEyMOegEQVO7lfRmB2PfD+7GzNASwNo4wvO/n95v4AA21HcZFUfMFcdD+l0rvLUGxMFeRi7Qff3Uml7LNw4r0raSmzyJRzKb/MiieUVE6aEYAcRPEl5z1qYwFQDNGftTxmItz54kOcv14s/ne947ege2SNb3zTT+Bev4S1bKZBtdfMSpIUyJT8+HxMdUNRn+DVkykH5FUQyQ4L7eIqlh1F3HGvYoy5oOEARP5YC5IK2cTQd9L4vY0KLs1STgZSlSo+recexWNgFeTcS4dOBCw7me+20dCFy6YEIEDvbhLDsRDxyzJ/ZgH1mSXdNRu04EEpwW947x5pynCT9IH/+HSCu9MBLlInY9SpWMgcw8za7UVDMyjt2l1K3psba2aib7oPndUOL4LV4/tCMJL5VXk2PRSNNUhjhh+y8BsMU7mfXNv8sV/2N/8uLoeijU4M+DPVKMMMqdRFmI+We4CR2+yAfgAvO3CrbkwQGqQzK7doZdGRSvcuInIb5HtOLzTH7qu8EvCSCiu/GaQMdiFFD0JSGYCkfbmIauHClGG908plaraxdhGxZ4AHXvx1CX/hy/8Z/vqPfjWe+u4ez//6I7znsUdwb7PAYULxKKweABkS80ER2MbB5bpIawOCEdjkSqdsoqTygLLJi05dr5TONgLwpS+dgEdar67ti3PTAI4QzrKQmVSLf6+HXNamDrq4s/HF9SCfp5RKFsFwkNwCHuKaE4EcgXyGI6oiIqZouxtE2VXnjXa9AI6LRuNllgNEga29dG0R3qNCK8Y4SG36IhYmmh8yntse4sP9bZylBc4n2ez5oBGQc15xlrTxoiekVQsQEF64AF1uwCeHyK2QXFw/yUGaLFvia4pVs1OMLB1zOi+p515JQW1U8pWuT021ujHDbxOsShB8hU9/n+uz08V1VmHFi7bGecVd8XsxDDyQlx1Ie7lZIUvYau25ttC1QSynYnFzSb4HqLF6WXSpFqYETcE1UQtn9KYdAbDqOaqNFUhVYRKDsuAAuXEaZ89IK+XZGWCRs25vbPHCf3CI4Qj4V7/0RoQXI65pLtWu4uLOT+uMfVHKWbqQAM2/11RPSf04LmkdXnbl8yU/XC1fDoKjUOmNbqFWkGd1rmwMB+y9t3gBk+TIa0GMKyIWNEnVm82HEWMAr4dWrt1mTSp8nPWgN7zHyDBESuxJWuu+TyiSVCnVMMhi3+BAFMUwWLWgzqvIitMe4WZPKWnm+dgYOwOTYwAWHUzv/r7qMWaBDQA0ctiYQFar3tZqTfmBLSL9wSRsRLPoVLT+8LLXg2/sqEiptIFqkFatIPHmos1iFjgqD5wPBOSIZzu48y3cmhF1kqy0tViwadQiECeovZFEtFqpHPI5SzksM/LBEmiVMdUaRz7XQ8S6zviqMOIZwMigUckctAAftnLIWG823eyCsmfQKH3IfutrP4A7j67wk+95HV7/3Rnh4lwRZC5SxHnVibb8oHG4bYw55mClrCQ12yIKgRoHm7ad6b15J9pqjfT4dlZRNooMEwenFGulba53CoK1omlu2n8j9kA7DtpymoW+LK+RZocURXTE9yP82RrcNZiuSZWav+xFK05Rfzck0OW20KFpyFoO6+RQh3oFIxT08qBxgr9Ie2QgW09p2QCEWmOv64SbgNR4uO0Ep9+Xlg1SFA5+nyMEI7+PtTQMI0vOnJwKSARtV6YNKU2E0g4FK+yyQ8X1U+VHTPpNmjsfD8ywyXutotBCIjdMwC4XBuIcoH6564GXuBrbDY73Y8oM+RkgrnGcWSc73sopx/v/tyIMmxflsSMFYc5drZQy8AaultzOcrM8n2Bl3wGo8laMohcu6S9XY1erk7fUViFGyOvbOx7/7OOfjyl5TMkh3g3w2vgPALiLWL/2EOPSYVwQcgTcCPgRaM8TFs/u9HVNHdZZCrF0U7miMAOgWkZGBYbsM7K6uqR/N49gNkdXu9Ts8QDscAFqYY/3YI8yLoXUdMVTecXL3PnZvVR9u5d5TgV4WTMTL1E0NstsXlRjajkZoc/44DO3sB4b9FPAMHnkyDh90xJuZISedbxQ1wEBqXHIWqZoNQ/sdLMaZsCAHxmLFwbQkF/67IYvOOkwVJa9UZxTrrRqM/rGa3AsKr0vj889+BLXaWXuYdK6auloSdse1goK0SOTtgoes8oUadXTrLqKvQAt7nJbYmkAkssfBgHQ1BJPC48AgNaDKn84ERc4aICsFma9E5VTrTXnKHK9sHSg1sBbugSAnNR6ssIBblPzxgAqCqsj/fgPbzD9xJEQN6YMYKc6+g5+PWK40eHeN17id37e+zCyx8QeY/bITHj7v3kL3vhd8t3D7UMQM8JZD2gYIvFbABCqqISGGXAoKaxwvgNyFjUXlbAiA+fM+lhZZ6ddWTcWH7cKxOnGV5UY5Aw3xqpYY2XFOteFpNO1pVNPWbxAif3lDbONHT04LvdiXoRa+14bInIpGKIxgba9hh0oB3HR14eQU4yXMN5cgiaGv9hh+bGM13z3AjncQLuT137k92e8+Vvfi80kefjOTziI/V7bsCGHUlkHAJ0f0bqEPnvsUkSgjFUY8O47j4K+8zpWH7vcf1ZfU5J+TPDroej3U8rwpxvQlET7rpWMBsPC1gTpaf+5RKrRiwnSUN5i97mlThmkCisMus97BfkFUXWN7P029mZt7pcb1pNxj5Y6P/lND8+APFIGV8a+9QLqgvQS0wOoaLCh5rbZB6FChtMdwqlOkDKvxusLpM5jOojY3vA46E5xFHa4Hc9w6HdCxWWHHz58U30UVanZuywMEr8RSFb8kgEmZA+Qae7rRmMbN93oos0/GzJNY1rdQUGuHcQDm9OMCeV3Jd6cIcjWEaYU5cyH0sQogUqHTjPPyL4PFfSsnpZ2wJmvARsjnXey99l86GHDxduQteTShPZZ2YimqgR/Db/h6GPY5Aab3GDpBhz7DRwxGhLA7iItCjsvgbB0AzoaC0PPWlStpwYfjTf2vD2T694jjyWWFKXqFsia1jmzZ7TXW1jK91nzs+vB0mUTI1yo5SPRZqdBaIF80JUTGVNSNNZVcT4DxQ4a5EUQffTLrWzaWaGHsOw8CA1y20hRyJDQbFVeSptGmi5YON1o/y4vxIwpCeq8iJiW0j20lBsSJHbUXlvGBZj3EXfWq07vN3XC5osvjiop1Uqqi31ReqExY/NYh80fPMOyGXH+jtv4x6cP4cYf/AS+/ckfwGla4SJ3gsqrHFS4HKqghtNNmgBuXZVVDoR4OSJ88p5sIM1wmChlbaaZQP0E7iKmVaVewkFiXieAkTVKkMPP14M6teJBWZlmmoGDVw7HQqpRaqdZZn+hpB4H0ZSfsuAgdrmqYluLQZR8tBmlO41VqrUeKUrziCL1NWj3Fc08BKJywLldKqnbUlLLomEo64/LJr8dzzBw0CKahEO3g6eMjkYM2kfQNvhl6nAtrPG6+Dx2HPHMeA2bqUFqRHTSb0dg0pLn6KUkWFN5JmRZNnoTJZ07JWFLzltdGyit/JWXux64uqwbpup+2UmkaYhKHBEQiB3EOnizElAygQIrprJiTSLGVOPH4KsVseIEZlg/LVmwCrT0I3ipbDKkGo97qiWu9l6gWKxykVhAnuVRay8uyCmRUWi4hkwzcbmPqSX8jifej4Uf8QOnt3D84RHPnh/iIovFMO00Q4VpzPux+ux7DeTMrQNvSA4v74u1uJqHLpadaI96yZiVWmaA/Oz5CqxBgOOa5wUqhmIvN49h5qmVHu4KuJdaBau95yQUZ/u+SPsZGvUciriIHuJlLALtpaygdNSS8/eaSQFqDzabK/UMy7MTI7FDpAlL1yNyKtRbExN1lFFRFJSqOgA4cjsgQ8ui9b5nOXH2rujtvUSpVufHrD9lLbK5H1bxChsd+CxYdnfZV660c1JsAsDyn1gtYLlaAPAaA6dVo91ClS1kRAdHxQqV/nDKjacpI5xt6wlosTihpGpEpMJVmmP2sG6c7fNiGaaDRsoMSwpIQgCJ6eW57D6LwuqUgSEj3tuWqqxSXw1dpDC1EYZLwGVq8WT3Io6/7hk8f36A7ccP8Zd+8Rtw6zc8h7/8hh8Q4GY3yYFpG6u4dJJjdlMucnTcA2CAdUyLBrkt8nVfCTbyUlngTPtpNO2rXuJh03XX7ETh+dOsgeGUC1ovHUsm0WcD1DuqWQqbs+qW5iqsEYJ4XMEjrQSTMcaeN09OS5NNtkqYZxPIE9JBWwAzYpHR5h0VbUJiBhS5t41WmIZjgs8AUiPW2404cZtSOAOIrl2Cw93pADsOiLOmk602pEiQ5pPXwyU6PyLsWPrM6eFqdRmCYc0OYSN0QTwrqLd7tToRJFWDWMTPIcFJVtdMXW1e+sIYgm4iINQFlFlINzmDGi+EC4thgCL/Q9pGNy9DGRBmlhSf6spZpZ2oo6JwqCWv7srChXOCCUwJbhhF7fSoUYwABTGFB7JzWmSirZq1wgya+qExgU4vwNOkLaNrzEmzgFvAMQF5Dv0Wf+m1P4h1bvF/es+fwGM/OuDDj11H95S2SdI0DcHvWwFg5hUBmAiONMtgNf1+Vq6ZWTb6eiv35o3lJ17PXiEIqyeRktA3x0k+MwYAXrr5WIzOkHvYK9vM+jO5vyIIOnfzrYZfdQVoSlIKTAR2jYBVGib4nVg3Uu1CS1WWZorJPAVfy5P1T2lwMY/fDc02opWpwmxHnRvp7hspSUcZzshwUhefozQHSQvscsSh35VDy4NLoxCTFW9ckp6AO6nZEMlpKuFRGXdz2owv4CT8cESCXRhJSr24UldyNfMwux4wQKeAjkpJk57+VThC+4TpS+XkCwXMcSaaMEoPs3TYSp5Ye5u5C+2SqeWGuWtARgNVqWgPFNQTQOFbm8X3xr6ajI3GiOcDTD0E3lfFESeok1M9dxpIYnavxQzOgQ+WlVLrnUxw4+DOJ8k5x4B80AIMODAGDnh6vIZNbhHeeo6PnByALgjf/E+/Gce/7EB5LQdbV60PgNJYwu0muG0vFk3bItGyKUSYCnZBe4hTob8CQPPirmQw4Lgou3LrwfCiomobVEVDiQiIDGhTB8sdsxW+OCcND3JG0b7TCjY02mtuO9SQCXqQHx1ql9u2aOSVy0nDTCr4iANH7W9OBCyxB3jRMFXAzQ6ZLLUL1oghB1eKWgpPIgZwk/FEvIvOjUW3zgg3nRvRcMLNcIGRg9TME2PleukZnyM+Ot5CoyGAoywVfMMowpvM8BsCJV9KnmmYhMHoRJZtrqNQLl1jVmBDkwi+7CkGXbk+e3l209AasiyaKSEfdFV7fJREJrcebGmaCRJ7DyM4LpCWATxl+JyBnOAuN/I1XUQmB17IJPr1IE0JUq7cb1WhSa3UsWcrLCCC81Ta6VJK8KejtozqhEyTlL6ZJZ4rzRusNDEGqUJzTuqcgeI+p07SbCEl8L0z0HIB6mJxZzMTnp9OsMsRf+j1Pwu8Hvif/ulX4LX/v3M5sJTkUw5BzX3nRgQn3WYAbXagNgqnOzokRDkUNwNKtkhxEqjcM0cpMvL3LkSXfhUBUNGAz20sRSWUQyX3TCixb5nmKZc6dmicnYlmdN0J2OyUTy8FN66XVJjkvIXFmJdCGEldKCCk4QG1vLfSY010kwzjsfvJQiii0ksgFFoxYigkKQ5SfOTvikdooBg1GU/EF7HOLTbcIiniDkivOFDCLbqYofEOt/w5HvKX+NB4C7/S38Ch3+EN7XPwpIZinIDBAywqwk7r4JG1TuT8EtS1yDdWctBN6v3qJV6Akrwaj7AZ4S7W+1WNV64HX+JqtdxWRJK9UA0tvtOTSeSWMEuPOYAUvYZwmf12qqe9J7GisHQRaRAq74FtukL8kFSHCR1SG9Qlz5VwYkCWt7x7jadExpqKmyhFKrHEo1YfXqqR9KIkxRZwDnR8KItpyuheTHj7T74Fbz98E7h3sKopZOD6RyBWKgHIjOGRFZ77khY5onx2bgD2DL/t4MfrSFF+JvRkYNYApRA8DGTLDZADw++WiOtrSC0wHjLCmvDIuwjhrFdiSK6xv6LqMjf6v11F2CnUMSv926zKzghHrKEENGa3cMNcUZXlEjUcfQaLZa8oEXHOcIOCoObOz561FCSxeHkcA9Bpg4pZtoUyl6Yc1m9g8f4W37T8RuTkai5d/08k6cs8OoCF1w8CvM9wPmPsA/I6ipfUJvDg0X1JhPuix5AjwL7eI2Woew648RY4yDwwQUpz9XdgILUM1hJdKdNtETYHGL57DhPuXw+cVJMOZu1zjFnkIBVOipxTUhVSZhGMMCCInMTt0cC3XXGZOTjka8s9PnFJjUUPXkXRextmFWGsrn/OoKOFFL7MqsbKZ0eZ9BSlnNbP2XaawiISUk86aOvmZ4bfSTwoL5YCBp6yWNNbx6XoZPmxMzz1dzuxcjupo6f1TjIFh0shxKhZvny8wW/8/T+PN66ew9INhdwx71l2N61wb1yVsY9OGlsAwCa1opmn4osHfodDt8VZWuHOdFBSTD9w5wvxzC+/AYenOyESGRjUVrXU0o2XRW3I8unsA/JC+pLRIOh+bgJy60EpgBYRbjfBv3AKpIR846Sk9wrJJwnw6kbdpMbgm8tWA+JdJYg1HjWFeNTperISUm0GkiXsy8cNpuNWFHUvROXHREp42ZYMBAA8/rYL8Dv8/neCq9gHA369A6aMfCBpNEqQhiB5BNJQPLeL1x/idX/hF/F1N38GHY1wyHghHeE0LYu82dKJXp4h/SMHPDsdo88RjkRW64nmRTwa7uHj4w28d/coHBjRTfiv/9n5y+6/z07LZtMlA1AKE7yvgIlTtpOlhZBFP94TACk0KUQWVsRSQQrQflEHRwE8nHoBe7JOqMh90W1TKm/pvjm3ErmixyajDILcY9RutJkrlXFO9rENnzQBFSQf7gBh7ekml9fn4urxMACpAxOwe/QAl48GbG8TfuKZ1+DDhzfw226/Hw/F82JxOhqwcpKfNq01iyM7GpDhcEHTjPgxoHMjVtquymnO+Lq/xGHo6/1MFW0naCqIXSlTLmQlQOjGTqvhEkv4FmfgEc/Yc0TFy9ojmlAlTxUvwNZKW1OtlCoJaN5fwPcJRafdvDsiTem6kpveC+2IxJobmMcGLGbAGlVY7HwVHFXCC/UJflZ0Mz8MwUKDHXLAwB5LkjGPNJUeBDKHIzo3wIPhkNFQQkfS1GTlegEKSQDbSBOuhXWRyY7Yl0ifXw+8EKZQTW2DGUut9cWFYxB4IW64X/dS9LCIIkc1ZSFSkQJquwn+4lIsaWpBnrR5JCM9fIjxIKB9sUe4c1HpuNADxzuko67o3MEBOcsGzFHkr0TtRlJuvp+3jAKoHxHWWQowVq1QRjcDSosjfU4AxSoZmp4PFsgHEZx1009V6zw3ARwBv/US1yqR5/lfH/En/9Db8P3PvAXpux/C+eoI//qPD/jS6x/BLkdkJjzW3sPKDTj0W6xcj6XrccNfaq/4FoPmfhM7PBxPceh2hfUFj3I4rFyP4JIQn8YEkFSyQYUduW1EiKQfQBdrWfwLGUuKAQxXFn5qfRlL0tjUDUlovq0BspZKVIWd4ERjTW62ssOIkLQoKpz2oGnU8IRV1kpKUf2LFzKnWgKcO8EcTDACRAr4KqKvwirG8gPpOrJSXAtNTA1pXjtOJGo0pGW9w4TcBmmdPWU5xPW5KAEfvzjBzy1fgye7OzhyWzw7HePetIJT9D6zg1f0f+V6JJa523HAoZN5PU1LPD8dIsPp4TDixK8R6HNls2tapxBClFQiPes1/r2q+aUphoKAT8ah1pM4caVFAvWENsRZ89i26Up+1+0TGKyzJrlZHE61U0mh4NrlnJr62XdrzLWvlGDPfgXEYnmWcl+E6jqqlROvoy1WMXWMty4+jp8/fAy/fHgbHAgfvXsdmQlPHtzFSdiIhYAQOAb2iBwwciiAEiAb2s2AhASS18xKOhNLS+OiwGuH1nwMzJuae2X2rMbqmzIoOMBrrJ14n8Ri/crsIJzjG1dJIjon9ue+Kq/zvP18XgCYgnHlKOh7rNuQfd6crDSvEbcQwgO2SC2VWaS+NetBkXXtVKteCq706nPETvvNJa2a8TofuywHj81JVG/M69pylAH2hdDjVTX3la5Pe7MTkQfwUwCeZuavJaLXAvh7AG4A+GkA38DMwyt9Bpz04473ttK98qCdMZoEXPFGN9X42Djk4WxbqJYAQKPohM8llOzKK4m53JjQ3plAYwYvWuRFxHRkQJ24cX43gaYJqWtFcBIo4hBWWuoudyVlJO2SO4nLvCiz0KhlmEBZMNlytRPkUCNZDEYKpGFCvJsqxdOpAAJQRB+m66uSh81euO0jB3zltfdj98ciPnT3BsIPn+D53RHufd0Cf+iJnxVXjiZc5A4vTIfwYHycrqOjEbfCBSJNOHSi0prY4TQtsckt1rkt4xdpUiFNj9SIDr01n0QbgeTBy1Y0ANsA12rhjdI480LbMG9GuGGE632lyeZchCXhQile8XcvlcnYFbosprF2hiGqabxS5egKfbi03taOK8Pjx6DEiKcSS5e23t4XV5wyC2mqEx05K3QykpY8R7PXeEJSZqq3oGKP8ISsPIVwvgNtezhF1cu4sIRlNDEO4oCb8bJw7QFIft7WLzucpSVGHkoX4Ifj2d5WOnI7POQvsOOI89wVleNX3H6v+Nv9688CeO/s338NwN9k5jcAuAfgmz7VBzCAl9wP1T/EUPQ1Vd63dXSdhL9NSUkRWX9mWmomQki1Hr50CtE8d9HaVhqkNeSTU9duUO+H9WTOXEkhV0Q25vp05p7az+tDy4lesgpza2E64WxA5X7KSNIqTthRs9/dChf4ypvvx1M3XoDvGc0542y9wNP9CS7yYm94R/Y4m5a4yF3pXgMIzVM62QTsOO7ROzMcdjliyr54Y8VbMpTaSCB2WEVfc9iKc1SddGXeFV13wCSizSoW/Xwbo9nYFQGI2c/pKkg3+y5AS0417w+geobz+N/my/QT5tY3oz7fXPNu/hozVPN5M+rxlF7Slcjm2buM1o17VXOOcvkDyEFsFj+xuuok/QJ3Odb3zCz6yOG+xWN2fVqWnYgeB/A1AP4KgD9Pklj9rQD+uL7kuwD8XwD87Vf8nMzw61FOTJMoVkKATTb1w156hoba8VWogJqjj6Hw4vMiFvAIQFVf2U3yeWod3JDkpJ/HWlE+M1wOiOdchQXG2nTBOqrMrznHXxD1nTL1WpgmuunszQEi6XASKjttFhP7sXYrzaoT7/pUNxpH3PCXAuhQRryZ8H1/tMEnz4+Qf/4E//LHvhTLr3oO/+lT349b4Ry3wjlemI7wy9uHAQCb3GKcxXTm8u9UCvvYb3ErnGOTWzwzXsPdfgk/iOciz+pVRUbCDZP/tjCnHHyDdDAtfQF63eizmJemXEI3YiAfLkCLtrjY3ARwG6UEer2VA8EkuEjWQhHVVEamldu6YRIVI6ua8wS2x1b6rzH7zN2nlAvWUzQGTdXXCFa6Zgq11tKAiRF6wSBoGMvnMYQ3kA8a8S7WO+RIWAax2I/Fe4g04ePDDdyZDrF0g7YC98XiPzNeQ6QJ18MlGkr42HATZ2mBm+ES14OshYYSBvY4nQ4w8dWswWzNvtLmnF3/TwB/ETX6uQHglLkIVX8CwGP3eyMRfQsR/RQR/dQ4rGXhqJaaTDxm4Az2rWfiKkQxl60CSvVW6edtWnKzTimFSmuxWRawRFoFTVWOyAtw49YqIsHy2rJRVb3G/sh91hiejKQz4yxL+CEnvCzCCgyVqjTjqhu7zVRggGLtnIkWTHJmR5rQ0YQTt8Hrm+fxzY//K/yh1/0smlPCzZ/v8fyLR7hIC3gwbrg1lq6HROiEgQMSU0nxDNrFZuSAXq1FR2JxdjmiT6r6knMpKpkDU8VylQzFbCObaOe8rzxVS1mpvfIZdghaVkY8Bn2tkq7MWlosXDr/YLaG9HOtG2z5na70UvKrBwMl5fzbWpvH64DM8bwMuyD1NvcoyjjuSlbCCm9ylGcR958QnGQ8TtwGN9xausqy00zIIL3o1C0XV7/FyILgX6QO98YlztICF6krVj6zw45FXeflrk9p2YnoawE8z8w/TURf+alef/Vi5u8A8B0AcLx8lOsAAmE3FuprVqJGPlzUEzPnCp5ozFMomBl6Ejvpcaafa22hBSgjEV1UYQCOHnkpJBaj1npoykZ7xrvLHi5oZVGWDUYNiuAjmKXAI2cQ+1I8Qk0sRCG5F0i+WUUsaDsA4wAikjy9uoomI8xKJTaL4SYLHarLGS6X+NDwEG6ES0RI2+GL3GHpBvivuIsPv/UA9GKL/+wf/lEcv/VFfPsbfxAjBzzSnMKj1l4PLNN+5Lbo3IgL6hTxbfBCOsIuR6GBuoRtGftcNwVQhS6MeDQDy+bz4zWdyDFoqOXKwVH4FImL+AYcwNoamrLKRz0k8Tdth5k7rBZWu+mAJbvCRsyZCWGwR9UCHNUz6RyYdG5sjFURh7Wsuqyn4MAuFs4FJSllxqRcdX1mqbMQr8B07zFOcFs/I2kB50OHZ8ZrWuc+IdKEx5u7xUoDQ2lLbbJYgqm0iJRwFHaSNnUjvFbkAXJQ0yuAdJ+OG/+bAPxeIvrdADoARwD+XwBOiCiodX8cwNOfxmeh9mPTAdnskFcLkFnnRRTE1podehFSLLW6LRSk0UoqhMoHtg2kqqzCZQ9lU7En0VbfJfhZ7S95N9NFT4CGErK5XflcDqhWLbGw/hiVsGEkE6Dkamv1Xi8HylUFUPvnLP4vC1rdZKkYm+B3wCfHa8hweDiclfgtUsK3PvWvsHl9i//PP/oqfN4P7fCReB0vvO4QnRNgDgCSAgeWk4+UsKQejhgZortmpZuREqJP2DJk/GBqKHrNxhSmgTbnb2sRE/WjNHpoYyktNaonCKC1Wmdvh4arTDYWrYCsiqthO+xlRKQkOYO1fh5EpeBpD8kvrrdubOTiFRYNOAtDtKBEQjlND2pNhJGC/G4CLnYgylUXgAgI2rklqHezUS9j0ANPx2czNrg7SSuqjqSh5InfIMOVjZudVnsq/bbPsfSSPyTNqVMqVXUyZ9NnttmZ+S8D+MsyZvSVAP4CM/8JIvoeAH8Qgsh/I4B//Kk+q6RXtDondwHkF+K6aQxbYjCbp6sCi7OTlKCxupUoRi8DHiVfPy/HtIEOF0PNnwJFg04221wauebk3WaoG1ELYphqIwlZrK5u2KRYg3cgFbbgTqi0SBm065WCG+p9zy6aAVIcCJSdtMVywIHfwSHj+ekQgKC4ianUvXdvPcWHDo9BDPz1f/Z74B/f4M+85Z247tc48Rv1Bhboc8RFHgsoJ8QM1sUjzzplBzcwqB/UQ5pt5kAi2QUo0KXW9koKrWj8q4hHmecrKU0rhuIISdUBYhCmDAxakqrWzoQxHbMSeIDC/Z1hB/ZvoKbIpHLOi3XezZqAWOhQcByAtlrQoz0KLEQBUCTQBCxEAXvF+0H1Ko02rJrw08Lh0E+IJMIXh36LI7fD0vV4YTrCs9OxWG/1ug7dVrImeVkq7BKcuvtV1trCsZci4LMpe9nffOrrLwH4e0T0XwD4WQDf+SnfwWqlWFJluYvVkltF26YvJzSAgmwaClwVZwncKbinqqm5DWVQ2RH8lgqQloOD345wZxvtYqpAineyyU28MDPYcQGT5ISWog1rX8TeAVFprbOGDAVwZK1fJwKWjViFLgJdlM4hlxtg0cl3UC3ddOMsDtWwA55KyWf2wKHboqGkwE3CE82LkmobFsjs8L9789tw/S2X+HM/+A140//7eTz72x/Gs284xnIxoFNm3TNamnl3OijdTK/7Sy3bDABnjPBgJoSdqgfFAA51uZSiE5U0lh+ShB6bXgAqrUPPXbXOblKPaqwgWVkXhm7bocGV814aNRpWE0gKpEgyHdlq0+dCoOqRAQAi1epGT6L00w+id9g2YO+QWqvLh1AodG3lRUTqpHuMU4GU3MVqnLLEbEyo3hgkhLNy7RwcplXAuCS0QVKbN8IlTtwGh26HjhKexTGe7q/hZrzEw+EUR26H1wShvz6Teqxzq3G5KzwJK7UFJPPy8nb933KzM/OPAPgR/fuHAXzJv8374VzReKeUq/a6Fp+UuEm+YP+9VshgA2xun1EcnavoqaVlCMVtLoqpWtZpKiglxit0WRSrWkAbBfE4GF7AhcNdvI4ZyFie1ZGmYrgcUtxKr/fSVYVmirQzcQu55ywrz5MuHPm5nOIeCYR1bhFJfhEpYZ2lKis+tMVzv+1h7G4S/tF7vwjXT9b4w0/+NK77NToaEcM+02rHDTwyGpqQIK4jEYtFUw/ErKYJJJQsypzQotRh9tb6SpWClIVon1P6yjvNu9omdVVjnpFrWMa1L4B4AihzQDPST1lqZT05/VyqwhYJlV+fIdmCwJVMFWbW0Ts1RrkCj0D1MF0di5KKi05LpJN4OwC81oGEbcCQfCHO7EiKukaSjsAPNec4dIInDezxgvIfbJPvbQnKGHMoUljufmSu2fXgC2EO26Iom7WW3NBMUYyJM1dQN4GyyRC8uMH9UBo5mAINAKVVJhBRqfDKsXY6MVojjb4ujpmsVUmpQE/oYdQFLvp0qZPF69ejlrVKLM0x1BSOuY3W0EJzvzkEsR5HLUgVbeX3qC190mwDuop251WL1AWkzvKpNTVzlw6KO9e6Ec+PRzibFvjqN/wS8Abg+977hXjseyLWD9/A2/7Im/FF157Gr1l+HCd+jdO0kgWnOfalG3DiNnKQZIfGJ2wWToguukktbnV9KunFAjSatFU3c/l1Lr21hm69bNSd8u6tp5zml9loymNNkc17sYGoMPDMqnKjBwYg4dskSjUIDmnVFFGIkhI1sgtkzE38hEYVOFnMte4kxefnoDFQQEnJzogCk7RhXiB1Af5yKN4dGbA7JXSHEbspos8R69zCUcY5JLXb0YgvaJ+W2B2EDbd4tj+W37kRjaL28pi5IPYXqSvil58pQPerelkNNimNkrQ6rJyUpJ03qE5esXZExfKXpoNAfb8iwkXv7Gr4MiNokFrs7GdFN0BFlTMV9RZz0U21RUQXBBhktU72neylb5cVvpSiiswA5xq3cr2nlxBE9gaMCo5AGeV0t0lPUvALQNIvTotfDnyPQ7/DresXOHvyIUxL4IPP3sLpboHHX3MPN/wlOhrhXYZnSbUZWm+AUNaKniJBtUdQyQUIrdJSM9psmRMnjRQSg72MHQVXursauFU08XS+C9V0LsFkc6G5eRs7TuLOl0s3JU96H5gBdvP70zUwL9BBlsNkztuArtkS3xsTEDPU3zICtraLxt7M6yuPwEW6KrMToI0y/IxkY2QaAIX8NGoWJTFh5VB49AkO4PxK4TqAz4bg5G6S0s1xguMFkES44Wo3i9J8wXvMOehZ+7eVTh7mxnsPbsXFJAsTFPEt6iiGvI4igGHkHY6uyFqbu062KHWCKbGIYBBhPOmQG4egOEDJjwfVnPe1zYS18fHaBaeg1jSv7MsvHStgj53n0wg3UkFntynCkVW1JXXnPI7DBsdhU37+p558F3bfEvH9z34hzv7O40hugZ/45tfiTQ89g4fDKSIlLbKIIrPEEbsccWc6wOXQiqhHGytAlTKon4QKu9kVIJOjl7JSoHg+pp5Dg8Tk6ALSIiB1gFuKgpDfmRBoTZ+ayiptRSHoqlILBwcGEDYZ6AcB6vIsRTuJEg6CB016qOiMsBdPkJQAI15Z7YlHKYEu1cPSVKDRcXnZIh004tWcSRo1h7bcN3KGu9zCramsy9KmmhlEEaklnDQ9jv1GJKvgcN1d4sRvcJG7woCcK+GMHIrGHSDVjDlcwlNWRVsvcbwebC93fbqkml+1a49KatZhfoLa302QsijbuJqacbPYGoCpoZTNrRexFc2gED7KtSd+gOI9FIqsgTkaKjChnt4K4sAZXxuYF9uU3mdmCe19llKzCrhZvn3Pe7n6p6ThxIXPLPpyVrsOiIVXZbqy0T0yboULfOniQ3jq6AWo54+Pnl/Hu9ZP4dnpBNncQohlMYjH4Yq1BEqh0tXmDi+5b/t3eePsc+xtjvbEL+3zpR6C995T+9VpsQnXz7HxEQLWFQ9pZrVpyoXx99LXYD/TcPXi2f1cmSe2tTDr1lv7zPn9Q0rTjo0TgA5A2ahZLXnSAiYjPgHCdBzZY8yhVCjOrb7Nocf9jYZdD7w/e1pFUO6E3KD9p/dcK0AkoNRKBEVk86oV1NoWAyDxXqiFFwU4yklxAInp8rLB1AW4QTqAEpFIJgESDyrbC0SS3x9G5OMlhmsd3MQIa5GcKo0jJ91krFLQQGHcuc2w55ZK/zbA1G+LYCQRctQKQM3r52Vb7sNUbiixSCpte/jdDZylJZZuwLWwQdRFY/zoEbLpwQ4ZGZ4E2DnNS/zag1/Bs99wiI+eXse9H30Y/+j8Yfzg1z6Hb3zNv8bS9SUmXLlegB/2OGx6nE4M6kc4FnyllKYSAdqc0Q411081paoHlBs1TCFJn4XNqKi4pSinmnKzzIMJKS6aspHZudIB2G8GbeRBwKIBbQfxMg6WmA4XklbTg3paiufYfOJUKM0HS/lcoipE2oR6CBMhHUjM7tfVG0PwUqB0JpkhK7bKc+8vi+eKKYMXEWkpHqi/7GEp1hyAa43Qkj8+3MBFFhbc0vXwxJJZSQvcmQ4RKeHReE+3Ti5lr06Vbk38YmRfymHnfPuXbL/PfAf/W1wFrfQz6SiuVpYlxWS62CU/Pk956SYA7KSsBS7lafLMis6LHQwRv2o155ZHdeStgYOEAbls2HkMLTJJs2eb544t3J8t3pccavZWSz/p57MVvtilY0R5373raFKL/NKY3xD1xISdcup//0M/i9/86IfRnjKOPzri+ReP8IHtbTw3HYskMktKx6kQQqmNzlAO+MwjcajZCXtWe35SLyujhigWixttWONy+zzzcuZdTQpZRd1pGRc97NMMEwBKAYyh7tUL1JBwGMGbrVCvWcubNb1a5LIsfRqliUjxQudrpRdeRS7rkYpXaTRoeFJdQ33NFRpu6yYpaoHDmKUQ6SIvVJPAFQDWZKqBKkTiaL+UdT73zjQHXuZ6sJZdy0EtRuPWAW2cAT8J2I01xQYUK+e2o1AUVa5IOn8Icu+1f1spXVQ3maPX3tuiEFuEIZVnDS8ndI5erEU/FnUY2vRoTqV0k3pd9Lr4jALq1r2opHaNSBkZ3x0VtJoWqiM/pKKgW1oFG0HDCkAsjWPdUoI2DwhL4GCBcQUsvQhSyO3k4g46yvDMklajhB1HnKUFNtQU1dOVG/DW1dP4ud//OD55eojwwRX+5U9/KcbfdI7/+At+FJvc4pSEQWeLLHuSe9ZUWe5UoFE5DxLDy+9omOQZggNgtQmp5MaNNQkiKTklkoIXiIflRkvtaQ+/IZcNSEm11i1To6k4JgJWnQh7JkZ8ca0VkiIh7lWskrtWzu2V9pf3rqTYamgZAUIh1Rj7scznVDdTqcm/cpXDg0Uj0Y2pCqaMIiPda7rshr/ESucSkIN8nVskOBx4ocRa4VPnpOPM3elAMJYccU7i/d5UhqQJmLzc9eDR+LkslJUHmhUbZUCsxnlu3QwkgRYusF+ImqpWpxEqoFVKFxeSxnHbCbQdK8XWWHlKxMnRwW8gnz8l+Y5BDxe+km6xewGkGeVa2wsrySS3Emq4Qdy/ZO2fsxxScE7yx3afDnsNCuW1wibDHDNwhNxWmSmv8bqd8h5WIimu4Ca32KS2FFW0zuGENngs3sW3Pfkj+Ph4HX/np74KD7/zAh947QqXb+qK1TBpKrkZmStnBBiKpYZbUmaAn4Sy6pK2pbZsiJFcHCrF2Wq7ASHc6MHhd1r+qpYRCeVAhte2TNpocQ/QdEBWDUJ/2YMud9JDb7cDJalTZ1Yr3jaF4JJLYwZdk+YRkDwzWD0JBdeYITlz+2q9h71Go0RFPs1NWVVweEbwkbBsKv3genSobaMAlMIWk56yP96xVLbRSsVGhBjlVbY6aVnyZ1zi+qt2Mavoo7hC3EZZ0KUqDWLRaaYoCqibJN1daQc5uU2+iCAiCpmlw0nmohsPQGLiuboKKS02SmME109wA1W3MAYQOnlNYtVQj6ovpnzl44Wg/ttB8sXDCHe+BS2aqppDdeHsNTzMoq1GY5KMQPDgRuP+ORvPKJuZq8w1Ey5TB48sNFmd4KQVTwboNCRFMn0OiD5pPJgL7z3DYekG0G+6h19+7SH8lvCd3/fb4Z+6xLd9wTuwVM3zxif4Xht1KP+/VBVODFLRxbSI6km5whsg6JwtZu6wMQKBgrBbaCbddGMR8qDGi8S2eg7l8oS07PbDHB0nbiPStUNB1HfCDfDnajlVStw+w6SbS4chmy+g1L0bddbppi2eiK8UZ46yZt1mhEtJvE7v64HtSXTppwzaimVfTw1O06oc0KNWI1r4dJEXuDMeYuPaEocLGh8VoFXXnsSTW7l+b/5f7nqw7Z90IdjAlw1s4cxVxHoWMxWVEtsQKmrB0Utxy5DhTtcycUcLJNWrKxOlnyNPXRvYkxFDNF9eupVoWoxJGjK4KUsjSSLk1mPqPPxZBHlfClXADKdEoYLWFoFC/X4nHUdJVU+YWQpJ7Jmh7qMhz6V6S8bvInVo3YhDCMtqnduC3OYZ4QIwpJfQuRGJCWdJ1GZbBXf+/JvfBrwZ+Cv/+Ovxuu+9wEd/zxHiW6aiX9c4ca1pN4CXnVatzVpWqUrutBRiidGLw2WqIJXq6yFnsTqhNuWYX2nh1YOBuu2q5LtL8PMmkCQgb/YEP2rprwKZOTrkleq+ddLQ052ta8MHjbuZRK/ApVQ4H0XmKgNuIwdEOl4I9Zog6T3Dj6ycmlDozP5sq9oLvjL6WJpD5kbk0qUwBthMDS5SJ4ew4ioZrnhtZ2mF03GJrYtY+mMAwCeHE/Q54DhsVVGY1b0fcOi2cNnIOS/P2Xjw6rIOhU4pg1tdMkF4m4Jc7qmDXm1rY7EbIPlwZkHnmbXpgdN6ck0TlaqqZh9oS6nQWQ11ZaPs5gxAxBLZE2jZFupnnPQzj6pcM3sv8asnka1iRlhrKms7lXJeAymh1Fla71C6lN6n8stNJN4jS+GL0WI9cnHzRq1NB1Dq2W/GSxz7DW74S+w44m46QGaHY1qrqql4AIs3neJjv/sapiXjr73rq3Fy8xLf+IZ/jc3UIEcSTCHOagXswM2CoJsuoEh81THPWiuQGuMLcOmxR30t4iib0ApVHODHLBRba9fEDCICT+KtOVaJavu+nOHYz4DSXDf4vPQVEEEQW28qVlKBVvEMhW03Fmyhkr5mtz0T0DRDIbTmmWXXgwVTltjdAWPyuMgd7mgx07Hf4tBvVZmGEGnCo+1pQd8ziyfmIa2k7MBvaJql3RgPhzMtkb3/9eA3u7pCNngFvVZALdlmn7OagJr/toHPWZFRwClYlFaN/L/zyIHgt+pJGGgyQ1WLYqnG8NY9VNxIVzvPdA2mhQdlB8qtWITLAaQpvbRqyrO4fpI6+VCtFqkGPIZR6JSHC+S2ASCLjzY9cOeedP84vLEXv9M4FSqtyBMDx36Dzo2liOV2PC1KJVk15c7yCoduh8ebS5z4NZ4Ip3gxL/ABvo3MTtRn3bYwtv78m9+G515/jP/2XV+Jp/67EXe+6Bre86cfw8XQYepE69/cZrcZZNyV7JIBOCMdXfT18CaxfrlxSK1DjoSwTohjkk2/03JVRbRJC1RAhOScpKxON/trhxmkTR04cUnBFcudohx35iWZGKnzyAcLCTNG1TlUjEVEUOzgV6ynk80fP3kKbLbgw5V29hF8yajDpNp2JW6PAWnVCk40pLLJaav6d9EjR8J2irgzHuL5/hDbFPGmg+eqyAiLJ/YFi6clRk8rZGQcB6Ex3xtX2OSmYDE7EtrtjXCJL2yeRTerhLt6fRZ043mfVomKnhc1WMFn5Xdq2QuaPXfJwiwGtNM8Aa534gaqVRAmobpdSmOt9FhhY5m4QgEOieBUO833phCqN+ywf8RjlvIpHWr1960HkoUEVi7pZVEmBnkHWi7kWbLGi5iloe6THHWQjqCASE1dFOqspNskRSM3O3LAaW6x0YIKE5m0dFxHIw7dDkMIOHzoEi988TUMJ8APf+CNyOcRr9nkmQ6f3sC8N7jNESxV5muNN7NST6GHJYoCj2n8l7BtBDARPI1wo6uVdMqOLGpAlgFg1DZTuhaIGdhNBRCE47rOHFB08TREJC9I3NwYlopKkiwJHNVCIEsdqjEiVnDVo2QrJKSQ8cnRiX2Zk3IAxVEGHIYdGjeh1Q3qkdE4GeTz1ClhhvQQkDmOLmGJYZaF4cK1OM0Nps8lgA4ZooturjdE0J+2GUTCcrKNAyiqnbMUGlh/rpRF26ubeQiZK3quRAirWycOMiFAjf3skAhS38wLpYSyvMYxCxUTQHPX7b1HyDXqno+51M9bF83SlYZETRcAwtoDU0ZaRYzLgLjRRgZtBN84kmdImgmYdZsxdiAge2PHEdfdJT4v3MWaG7xr/RTOpkXZ4DfjBU68WESpf/Y4Tx12XNsC/fJONOl+3eojOAkbrFyPkT2++akfxydecw3/8P2/Bk9+R0S8t64utOaXedGI2qxV/dlhRBDwyhGmwwY5EOL5CH8+wGtDDNFmd6LCovwD2mqXXuPBn+rB30TRGIweadVWXX22VKjo/mGcpGPOIsJtBriLjRQtHa9qk4mygUksbT+AcpBGk4mLPl5exHKP7AjDrRWIlzWcGBNolwqGJBRhUUiO5z0wiJfod5No5XehULBNlYeJcBh7PNKc4ma8UG68VBquXI9Dt8XddICP9A/BU8ax3yqIJ+KT18K68OoBURu6Fc4xcsD7hkewzS++7PZ7oJs9dR6XTx1jXBFysN5VDD8AvhdGVIoG0sh73CivCbuVxIZq6cMuwVveNUNjPlflkkxXfqZpXogbQE1RzDwMYedV8ctKe5y5/2rd9lRZGLp4JdVETtJ0e8Y/zwtH9GeGzu/dA89SVm7PssdL4J89+1Zc6zZ4uDvHNkW8997D2E2CuhOAg6bHMrxU0XtiL6WV7HA5yMZ/+vgEt9tznE8LXEwtpvz/Z+/Pw23N0rpA8Peutb5h7332Oeeee29MGZERmRGRs6QkiOAAiCiIlCANiqUlyiRVzmV3lT7V3dRTbT+t1ZalNbQ+iOLYoggCAgUUiQkImEgCJsmQc2bMEXc60x6+Ya23/3jfd61vn3sjMizlRmSb3/NE3jzn7OEb1vAOv8FhTB7DSYPqdAO32oJbmXDdfXuIjUOsCymIEpA8EGtSLTYJeMZWnmHYBrgRaG8MqI87tcSSBRXBSf5tVtGA3AcDRGmuDSAX+PK9cfYMHCgZRFUv1BvEWu+tSU2ZAqzVa3IefqFTY+Qni1amYCkAU0JQHjMTwIych9R6AJTdXgutvk/4wLWrcPRWJBZtwDE5xOSE5+4HbGOF1VDDEWMWZAffjNJDX1Q9ajdiTB4jO+xVHa7UK3Qp4GRocTx+5LZnny+PJ+HFr/Vx8KZ7+fP+1lfhcrNC40fc7Oc4HxoM0aOLAW0YcKVdAQC2UcEoOwghhoNgwt/9r96Mx/7+LZlAutKaK4flciJgKHmaYMuVBOO9tOeAQivVh0+bPivaYhjAB0tsHz4ERUZ9fZ0/N1fLTYpKIwraDuAmYDyY5eouxYRw7UwkuK4eYjhsCz5gSLm1leZSsHNnW3VdEd0zC4tTW2HYk9ZPqkmAG9tSic6TYDoYASiCFjnC01saG4cUAN8xwjbliMT1CfWtTtpZjtBfavD0Hxnw2x79AM6GFtsY8kAFoM8kofYRiQm3ujkSE16/vIHDao3v+57PwSP//GbOr7mt5P6wEmGitO3gKNcEuBHsAnURbr3NUSAHj3Qwl2JhJ8/UfNq5CtlZyIAxJfWyOojhNGRRcKNQaDk4xLkWb5V7LngMKdRRJx5ycV5n5qZ8/oX5Y1CAViWs1gP8yUYjBoHmbq+2SLXQsCkxqvMRfj3mxWw4aLG6XyJCP0hqF7ayiQ17suBWG4bfJHAgjG1Jp977I38d5zefvGMsf1d39v2wwe+4+su4Gk7R0oDnxkNBecUmtxUerq/n/vH0MJM7w3D/5NFjt31+bnnZYUIIiYFh+sLSRwVQIgHs7ugIwqFPnnLhJ+/uNMkHudB2BfRjfHmNBvLAkYKNKNK8yCJrVd/ptTADiRCON6ie1R3Sq4SWiXA0E8HL6WffqQ2o32MVdrfulWHmYM6l3Ah4ZlhW6C4FHB0c443z53N7aJpHGjZ7runAU/0RBvb4rMVHcDWc4p/vfbbWY/R8dSHPu6tHlvAm70GhFGJFD8BYaK6cO5llsy80W4Ni74yBC1GTRhemlMuxrIFT2G/mYExFP0kLdEmjkMmkz/5xFj1q7l708LUQOUTMnhLEWyZEHZ8hna+AGMExor16BW64BwBkMTRbMeXLpybAn23hzreyIUxQqK57lVTjCcioL08JC9dleN/AHo0bMHddluMZQPiF7gEcxwUGpTB6YtQUQVVCPGhhYI5MlzQNcyoTzSC2ADKP2rTNM27ZVui6Qpo3omraSAEwbKOqq0qhyvqwad7kvEwINbprDKNUfH2Ry45He6BxDqSEcLwp/AAgh4ZZS29W8mtBE8YsU8xVQOYTQHY6kApGBCfXpbBV+3xW9FpWZ21qgYpOi2xqdZxRgv2I/soePv6VjHpvjfAT9+Af3fwiuP/kBv4vb/ih/AxXqcHzw4HiuUWMQdRsE85Si+NuDt9rraTy4sXGjHBro9cOmQQGgrLJsh3kfIGs5ZbUMQfjRGPfAfGgFVxFH6X9N8FpmOSX9eLLgidIPWII5boKInsNCOElKohKOzW8aCFOtf1OT35nZ08QSa5+ANQ+HERI+zPAiewVMbLzDNf6/vllIF2GyVwn54oqL0H8/iqRTqNh4r8H5IV9Km39Ysddnuy8E5Z73alFUjeq3LHsEPf6GgNi7hvaTmIKqeQYqZb8L9ViVu8NEjtBUxY1W867llRVS9iUiS0QLHhqxG54mAe4yPDrscgcAXmnKTfYqtVl4cgqpoYQqz1Qe2FAmT6dTUbVjhf4rMkqF2BGho46yqKVO3rpTj4rVQ5udGoGSdiReE4qxcUMrl8iqrAaQWSkhvCGR57Fg4tjvPeHfh0uv/cMH/hNexg4oNZiUj9BbQ3s4UA49Gs4JGy5xnlsS7Xbif4+uginZgqCuQBMkSgfqvlvKkFc+TxZvNpjWQs31Q6xdYVYE4vYRF5EtBVHMDVYZFttGmXhyJ0Di9JUrz63ZU1qygEMv0OgyovUGDPIipKdX0CmQzODo4Tw5jQj6rWUxy2NxQYNVdkQrHuRVZzseJmp+F2d7J4S9t1G9bdk9zIpXTEnYDw9XFKv6hsAglrf9DiJB1jHRvDENCCNDtWtjVSI6xIWcuXhzrsS+pkXWErgJiDuNVK5X2uY1lsPNJSeb0y54OY3EdVNqW5zHXYUTFKtAoXBAU0ARQ/2EVyFIiG96sqOYuH0XEAqqQnyXR0EIrwdcv+akcoANedUdcGBc1J4skUGyA88taH4nCuewPVC0c1h8zBqOM3wnsDeIx7t5Xto70uBUPmIB2e38PNffhMf+PwFwlMN/vK3/H6Mn3OK/8enfa+SbOKOVJb5iB/4Dfb8VpGASRecJBDkpZA4sjzUIFhyJhIVIFKBJaLsCOQ3Q25/ISbpzYMQTjuE4zLhAOw4zwAaZgcUBFwlYB/XBLhG8BkW7VkExE0NnlMREdGdVy5oIiUW02QhrQAlNtmC41JCJnfFJDk8M4Z7lojzgOq0hzvuVd7a7ezOGeJrhWdPqqAsOvKuH+FO16W4+CJCKMBdnuwOjLnieE0gf0q8WKUGN+MCZ6lFzz7ze1s3YEgB57HRPvIIRJLwKyZZ/YMX8Aco7wrZ99t2XOcEWjsmUOeBqRXe1JpIJ7r1culsLaSZ+X5mtQHyVbnSa+04XXBSpRbFm17ORRFc3FZZmlhYVw7kdQBNCDAgnzXobLcQUojm9FoPuOh0KlbHCgftI4hT1tw3kwvL8wFItLPXIqpyTJZ5hgiCBkq4pzrFf/vmf4EEh//73/zDePDvfxAf2X8cq7fVopCijqJT1pUjxoHCbnd80JT5lxqT4o47aZYYMZikt8BwTWHYbfWDDGuh1+7OO9C2kwW7KYquO7p+2hY0tl52EQqkbrlc7rfKjKc9a5+l3fBYayjZWSYmYLOVVt68Fa7GUKIAsBOVXKvtrDb6rA4QG4d6THBnK/C8RXJ12eFZodVaJzL49lSxVtIzsTQjFXN9seOuTvaeA54ZLuEoCLVvmyqsuUKv6pgA0Ko17RP9FTgw7q1OxDXDjZj7HutU48nhMjA6yeWGghiiIRU4roFudPJBEVp+rQ+yDSD2UhCyxSAyVN0CrhtRKwKK92ayw0SG47EUigAYzJMbD9oM4ktmGABAQtBcOCupgBsSMNiuQzLB500uAFKKMHMC9h7U1kVNF5hEGBLS0RAFG2B/V0ltB0gUAJRde9vnghN76f/vFHYmqjttEO3ylgYRtfjsM3x08Thiy/jmH/0K7D9whv/8DT+Oo3CeUWDnsc07/TrVoKiTVFlkRfVHv08nBABwo7LfdntdWeByiG5FSLvWJpRC3BhBFkFYiKwLsvW7aZC0zvUOft1neS2eiew3oDWTrLkgz17oq3X53MTiUBtZZMwSIxGVia7eAVxJ3p3sOWgq5roIH0jHnc8LHY0J6NVHr9M2qi5icg8gBByvFf7lojxfugMKS4+7O9lTwFP9EY7COZZug5VaBXdqLDh3PQ5Ui+vJ7SVh9bgBe34LD8bc9TiPLW6NC1BUNpFDDtWEO408ufNg0J3WjQn+rBMwxEEDEECNsNvCeQ8aVeHWOdVA64RJtWxll+8GYNAbbd/LDG4r+fx1Dz47B7Ut3LJVrHcQYc1NL/kfZOy4PkrLp/LaMgRQCXvPnypNc1ZnFpi1iTCmnIczl02ziELIREjLFuPcipE+3wdEhrMwXiMFAbekLBAylema+QH7fouFOpD8xbd/D5576wH+hx/5Ejz+Dzo8/dsuoXpjxNVwigoRAzye7C9niu15bGCmCaBiZZ3ls+0ZGR2h8lKLgay7YqzgQQkZe+9GAWBltFsj0RL1o8CPtaXF3gn/IGhdg5AnotdiKK078GoNqmukvRmy5zwgu7/TegcnpMpnwI3k+4CvJPrwmtPnZ9EP2VKcTETDevga0rvtiEBQppyTiCc4uMRwlmKeCFISVw6lO2SbEqC05wDsz0pH4iKHZHLc9Zx97voJdFPsb6bAkXVqkNjhan2ur+/gIRa3FUesU53VWsxBEwAKqWW3MJXNBIMDswBeyMJHoBgzWAHOBCh7qL0U4CwdkIvYvagJSIYrD7e/zPTYXBwEVCfeK/pu0lKz1/Bk8QgOpPmmOZJwhbzbyjXrA9d6RZbB6gYgCdrLb8fCJ7D7xazmFKV1ZPcnV6ABmCJMF4Nq0R/Ck1TYAWD2mnM887kH6PcZ//17fyfuv3SKb3r4x6T+4oZMyhlY7l0+v4noAxNyP9wpz4HGoo5ujDPfpSIHntJOYZSn3npEmVzEpoeQi2CaNg2TwiezdGcO9+XZWDFMoyan6sEZR8EsbbfEIE4Z4AWUGsGOrp5+flyICYXBZ9NiJmPVy4IB5+Q8eNJRgvyeTIUX5bvs2dC0hesgIf6Lz/W7O9kDRVypznAc57g57uHAC1SzYpHpWacG18c9zF2Pt82eglOpXABotVHulJMNxsSNAxrKTiydvCrhqE5YnEke6EhyY7/qZfAb3XYS8qdZELbTtgP6XgpcwSPtz3fDyunB4hKS7jsoLikTYYM0r/OuZoIQJuNkhbjc0lu2SI7gb55Lfrc3B9Q2Ok9Sba+N++1O/9z1Y7YN9santg6EeeCZpv2mB3UdeDlDqgP8WQd361QWg7aBGxnrscZxnOfQ3KSR/vAbfgbD4x7f9t7PwcN/M+DmG+/Hx//4FVydfwRLp8w8klZcqqTDkNVsrE8eHMa2KPlQHOG2EM56GzAuAvwmIhjBxnYvG/SjSHXlR1B5Ab3EVNpb+rxSrZNtFJ1ZKfIx0rzGsDSgjPXHk0QHvdKfrbDpGORSJsBIDagq3RYguxEFT6KivWgwHEzUawOBr8zzczeaNgcH2o5w67V2LYLIh87VLtzQedZdGZOkOlwWBoNrv+j8e9G//BocpE6ia9RSkedKzAhozGobNpgiXCbzA7Lj9+zzLl8oslblZvFDY85VddPwdtr2yNplgMSInnTH1d9dAOTQvN3JX5Gkap79xUwiK3nQpAWVefs8dTFJcFNWp+2wWcwBhS1nO7Ct+LorZkpmAhCVBJTj+Ekur7k9MZd6jeXFDvk7ybt8z5ylB00R4BCdepoo0HLmwpspweVL5zh+7Ar6A8L3Pv3r8G+XD+KzDj+KI38Oj5Rx3FNIaSYb7UCOOd9f8GQhnMBnuXKl9WQRkbawZDJOcmy7J76E3FPV2qwVZwswa+X7Yn0rA6+0m5DMwUcGhFPhy9sAXUp/dYPIa+0oHRvAaAKjzVFB8OV5eyo7u7VFL7QnC+z3Rc5/ctzlMF6UNTwYHbtMyH+0fQGPNNfRpiH7hK9Sg5ZIfk8RH+zvwXGcZ6QWQmHP5Z3LBCf0AbqTFXizRVjM4ZazwpIKAu7g4JCWDUAkPXrtsyIy4rxCqg+FtnoqrTdTgUUT5MF3Aq11WWNNw8t+BJ0K7BfLORheVWZLTpX18ezQXZqYhUIbpb/LCuuV9zikmbrStmUSEJfxjaAWWybmidLyS9WEpKMH6b1z6x6pDRjuP1TRh7UUnPSDRTAh4Wo4xWV/rgaDhK9//U/il7/pAfzYU4+B/+49+HB1L06/rsXvufff5qiNCcrnLhZaSfX0QciTRxhpWsDsdABb66zyGPaFZx6OO4UaK1Yi1CJvpbRVQzuyU/8/c4kZS6oUZxXGuYcbOKc7U0WcTHxSsFNx7ZHugHEwKArIJu1JAS07FPfikeeGEY0StBBT1j1kr4W8lHIKkJogLVxGrs3EvQsahpNDRFHLRuY2w64q04XjrlNcHSX1pPaZTy0a6PL7xg1ILBpbHobBLra04pzBJVG+cDDdvsLuIOSA8nPiktNNVma7YRwcOPmCWsurPHKbLYtETmoHmOxiGagSkXcv+1sWTZgosO50TiwEj5PcH5DdmVF2A7tu6G5gvXoqE92kseRFdm/ucP+cgTzk/UKxpKx119KABfXotbd+XzhGvRjxgf17cDMcgpjx9MkB3jN/GG9ePJsZeDtUXZvcTnbm0r8u98381V6qb3zH40Wi2B014Mm9pDRp/13QGrztM5hv3zhtwY0MJr0ej1KPiQlsrcKXuJa8WDsSw0p/YRwDGbVnUO+c0sUL4/tFjrs62RMIAwcc+jWOwjmOVCXz0K9EVIF6PFo/j7M0wwe7e7FGjY8NVwRllyolwsiiACYhQtggMVQcAPbS7uJZo7t4I66bg/Q6wer/rjLUNFEqMXBH1m93hPHyXqYo5psbITjl2gupRfXP84DZX+g5qCuKGRTo96cmIM4ruC4inIolNBvBZlaJw4kp1uiORzHBbUQ4wrTXu0sq0dSxqugEUBcVmmpgI+QwNTuPWr1ijNLf1SjDHFrSosE4IwzJ42ScY+m3aChh321x5LfYssdajQmP4xzvuPQk3vcNEU+fHaD/ySt49+oI7/uS+/FVD/2c3I9a+/gKXMnqshqN0XYQIFRtLjJaWfdOKu1jQnWy1bakTpqMG0hwPMjaVbk88Au/HFnP3Q5Psgv68w7u+omkVIuZuvByUf+1BVrbbZYmiTvyBHDTDfAbgNtC387qOBkAJWF6bJSTMEHtZY+6PgopR6XQwq01kDg7wubxrgQpafeei8jK4Xw3NbpwvHhT7tfisMI0CQy2pQFLv80CiQBUClnkdkxTe5UaJDjB1U929KmjykXXFbk6l28KTwApALKcNF1AoOUKuk1Mzfel8FL63FY1t4px3n0Vay9oKF/aN85hiqKzCSsTkTPTCkDWGy+CjJQLNLllZa/V3Jc9NKfT67OceKrQa3DSMSlbLJbe/zQ3BTIxBZBFOk5yd/Fxl2gsqs75UVjhK+59D37z/R9BWAPz5xOun+zhY9srcMM0ryxFSeOIY7ywg+dOwQQWqrl6dhCajlwu+f1FkFE2B1XpqlzJH1Npf3YKYZ5GXvn9uD2qmkZMyp4jrd9kmSq7DnuOWk/YUVWelBdyBJoXMn2t6Rtm6vbuYWpLGU79EsfddXGFtGJW2nqr1eTA+u0Vlao8ICF7SwNaN+T3SF9+D0iiKus6JX6YuysgOauHTOZ+ENRacMCgXuM2KYMH3HwSwnP274YhySLDR9vRdXfWsMxpnm8qJUwEtFWu6jOVVpNZBNE4KrLKwTvVJwMKycITxmWDFILw/ZmzNDEAmCkk9SPQA3tryYnz9/VRi3FcFFSHkovmAZUmpJphhDsewYtW8AeR4Tuhgz24OMYb2ufw/HCAs9jiieEIW5YoIIKwTk0GQl0f93EQNrj/yz6Oa6sF8N7L+LEf/yzc89SYW2ZWZIwzUew1xxxeiBqsLQCZNDNVaZ2gF8UpZyuTtK4UQx/yhMgRwzDRIPRSJ0nBwa9EERgAcHSo7Tmf712u/VQEWvciurmcyXlb6G+ALZuoY8z6Cew9eKH4eRX5YKfAmUm6mO3KDTbMalQ5aFegrsDqnEQYMk7f9SOwlgluUaRf9WVxvMNxlye7+ImvU43EIoQvk9tnIwMRw1e/abC6mggBJrKgs9apBlgKGrnyDZQCmBELgFKoqR38luSBGJrNVtopII6gu6n0UvOuO6U6Wj5m4bD9znLsKXhEK8fwVimWQUHBgUZXKqqsbSnjrte2WwCOReuNzDhj0q6jTnDWvGgL+gooxSTla2fUl92nadeiH0DdIMaFlYNzLPJOABa+x6Ff4an+COexwc0oRBgTQxTXEqmxnIxSQP2GB38Cx3GO/+lHvwL3v+uGRgkut9tS7RHnxYCDKCFquuNXAHVJJ3slyMBuzLsoIHk3IwkldLsVuql3t+/ABmkF8vWnSvTi/WYoxo4TlqGNmfwe2y0t4qkcMHLu4AgrjcqY0H9zZJRYEHtAadtON2DFFmQ4tAqwGFybnRNUtqEeqyAoPVMnriuxIbfI59Uy2Z87PsRf+94vVfUZAge18QVgUskSqkIglsSIDaRjNMjv3SiMoWrB+NAfAGis4ddC4uDAYAekWQIcw2324DpCXCTwPGLx/iUe+v5BIgDLe6YCglHFKZmzhzzbLq0yRLKjQxBudUCqfaZPIqXseJIXAVVatRDeYJwUOUtuXSzoUWS4UUg4bhB0lfjYp+IlV3kgsDCrjLjDYy4aipBGX/JK5zId152rnFMr1FGTgAIRwmqUaz/bYu8Jjx/9ns/ADx68Q1qdBLie4EbIc3P6THpIDSXKc4wtgxJw9ckoOHHVr7v59n1c+41Ri5sAEsGvZKLFRQKqBHQ1aHD5NewkZK+vebzmJwaEc3XNJRLKZ9OAl/Msimk7JY1J/OEW8vl+PWThChetmOkyE5LGVCi1dZVDbfbiJUgqRBrOpL6SF/OoRTjvVStfd+1+VCWmlM0uuNVzWSnhKQk9O7kAqnxxA46lXmALWI7C+gGu62XSL8Tx1fWjbhBF1/9Ox12d7M1xwuu/e1WKJdaK0bzYDUWJMxfIjJzSDUVJNCV8/Kvuxzd86TsxpIBnukMEF/FIex1z12PfbVBRxJPDEW6NC9xTneJqOMV/0/5exB9vZEOLvJOXWt7HKWVsNW267PYy5SPbbjRlrrkhgbok4Z4jtc9FcUC5rUuQRGTRogKrrgK5Eu234juX2go8C2VAViEX1LiTaocMEhRBii6CzjdqxNHmdheNDB8jeLMBBRnA3Kq54ZiEpdeNoNUG1abDw9/dgduA7T0zxNahfWGLcLxV+y3lV9szs0OvJS4bAShtRrgYcfIo8Be/4DvhkXAj7qFLFZ7tD+CI8ebZMzj0axzHeY7+1rHBUVjhofoG/uaTn4fzX3gQfj3KTppYoKhR4MbjshbvANvdoiwSsQ0A6WTXRYDMhy735jWSm9JuSSMxJwpBgBQV3aqTtu0sSDjfxdwmYzeRQDOrMQ3juQpAq0pEW+NnVMXDEMrq6wdh/F3swGiRj1YboOvBB0vwXiVR22YAISC1bneMXTjubuvNQmQ9dnIXVRNls0syiKKKEchgVangQSKCA78BShqHgT3Oo3qEI6FTtxT7XYpWliaAUwY9cJKHz7qrIkk+lvZa6ZmqbBRQl+o4tAI7waoLq+1CSFiFnWvNt2IYBb0WvOjFJ8hgIwLNa2Q+u92fPuUwjp0r/mrGaDPOdS60sfaDi7lCFvaoAqhtteiXCkhFo5P8PaEIcYZ1RNhIzcIotGQOtVap9vrs9DPcmJAIOH7THs5fI/ZV/7ef/nIcXFrhd732lzH3Pea+hwNjmyocY55NL5ZuiyO/QuukYOtI8OImlcW1B800MlHNgdxt0GiK+hHVrW3Ow6UfrYtoSmUCbQYZY+rsmx2HpgVda8fWQS2hdAx7AshlbYLpkWsA2nXIqeUEBJNBQ0k+i5X6C0gaIjz3yfsWM6BthPyjKSpmdS4AvtTxsiY7ER0C+FYAb4Nc5tcCeD+AfwLgEQAfA/D7mPnWJ/ggAT14wlTeWogDork27qmV00YeiFsJZz0d7SPNK3kIYwQH4J5wiopGHPoV1qnJckjigZW0NkA4GWc4iy1S75HxlVqFF1OHUsQx+enU1oj7LfxmgHvhXEJEr+KQNgnXHVxM4FkjZBZjRUUWjLqlABfx0jqxebUGzVqkZVsiCUdwg8BlAcikN7Zd0sGWknx+THk3SstWogyFYEqtwVB8k0U1saLkpF4g0NBeQtDJYOEqAHWFcSF22NWtLVw3IC0axFmFcNbBna5zzsveIy60fbcZcr3AAbjxaYzf+Xk/jx/812/Ho3874frbj/CRP3AFD89v4kjVUtcqd21V/6v1GR6qbiCpXzkAcacZE9JMWY2oMzQ5nGxKJGiL1hjhj89k3B0us6YdRWu7etAwCuutCkh7Mykanq5lEbCC4KRQat50Obz2DvBAUpPI3FWpREwjBYfYehFB2YgCTq7RKIjHFse012JY1hLVbQaZasbz0OgvtgK7dr2oJ4njrIKzXiJfB15+6+2vA/hBZn4TgLcD+BUAfx7AO5n5cQDv1J9f+mDjDOs3a8HE2lSsMkFTxU42Yz+7GC3GIEH0z1ONlkTOypwvKzcq0q7Hnu9wEDY4CGtQSNnOV8QJA7gy103OppLm2pKLHcGXKqvKPYnYRXGPmVZU7Vptou20z6YrvF5Plq/Sz7S20LQduNN2mSw4rA42uZXEgGnJ5R3EeNpTsJDm6LI7UPG/a2r5V8NP10fFratIwyB2TBImu2KlFYSV55SaaWq6NESwA46qFcLVDa6/fYbuEPiZDz+CH37iTVinGo1qoBvNWVSLygWbfnoxz9C0abqwTceYdVuIxM1m1hTDSL3v7IU1ydVED8/SSisEWtgfY4Ze06AuNFGx9IPcH9dFUG+1Gy5Kw4nF3aYvrcbccvSlHmT6gWIuoS08KyRPFJB23IqjPG8OkzbuSxyfcGcnogMAnwvgj8i95B5AT0RfBuDz9WV/D8C7APzXL/lhjOzbBRJ9sKQAA1IiQX5Y1ldsaqk+atEMkLyUIvDR7irur47xpuZZLCAY+oGFpWXOGmZhXNGIZj6AQyWc6ZlIBpnLanPWCaV1f36bgijPmrJLK3cdAKjzuR1H3aCc+VB6n86Bq1ZEBia9cQDiYiM3WHbkxCCF9JqOnLnTZISZ5sLF4ILAlYSeptkmlsRBePoWVvejYOm1158BNMMIsIh8cCN5e2oCXDfC3xxES2/Vyzko6YhW22Kl3VRIreTLNCSE4+0uEm6Mmg8DR2GFr3zjL+Cphw/xUx95FK/5zhrrq5dw7euX0tpLB4hsfmcxk6B69sKhYJcHs+vG0mm4iEpLKO1FVeDJoqPWzWAxgewPalTnTtRr/UQjLniwPkOa6CUAegp1hRTEIVbaXSkvrPbM5ERlYRKPt1QUdrRFnO45FPBMN8rrRr2Hk45P7jA5p1gKQvIOXlNf00qkyPBbfskJ/3LC+NcBuAbg24jo7QDeA+BPA7iXmZ/V1zwH4N47vZmIvhHANwJAWx8UplpCGfw8IQmgrKgA8qrHCioxtc8pWtb6vhcPGzQVjagpwrmUd1pxWBXXF8uXso/2ZDKBXcHga8Em97ot19LKMKt1cC7IAaVfn8qDsxyafNlFmKw1I+22AgwCspvt5NwsP846dgg5FcnvC15BH15BGvoZF+GVTvvChsxzVKq/1qWYEjam/+bzQgF/vAjcdM93eN38Bn5p/z6s7mkxLgg/+8JDuNnP8dDsFg7CJnMfPFhCem297nzX9PytpTiJdnaioDvlsfpap7uwRV7m3joll+TX28/6/Ha07KdHZFX5schqsnGlCxPYzDEYGQoLaO3IPi+ppmKluft0rhhhaTRMSMK/LxEmAHgHgD/JzO8mor+OCyE7MzPRncHqzPwtAL4FAA7a+9hIJfLJslq7bswVStPuopU6pl5eItVBqJujggu6HpQuq1sG47nxQO/z7YNsanTnfcI4syKShGHheCt54LxG3Gukcnzeg9sg9MUKIEPJ6SAJZ0LEMLmntJwj7tVakSU477I7jesjWAkPtqNwJVECzWdZ7TaHkQ5ZyKFw8rFD7RQYbiGSWC3ENN9piArqEOpqmlcwk0yKKbfezIaJa9XM034xVx7xktAwBfRSUHbm0mJeeNIHl144rTZSJ2gbSQsyVBS5jnLgNvi9D78XL3z9Ev/m2msxfsc9+Fh3GR/86pv4Pa99H47COe4LxzlCk39rDNEWYuQFP3utWwfCOgOTyem24y6EVBdBtxlQ6ZizZxBONjZod/z6SpopYb7rYwHkaEfDiqOuH4HtCN5rMuSV1tPVmnJh0J1t4dZOP9sXHQZPSE6IMn69FYVbZpD3cP1Eb7GpgMioTrYZPJURoXc4Xk7O/hSAp5j53frzP4NM/ueJ6H75XrofwAsv47N2D12lMqhgjCUMu5iLqYIMgLzLmDVxzwE9l3XLmFqW9yVIOMj6+ykpxL47g2kcdkNRoCDs7G7p+ZEJDWKSN9lhAy7nkLuEBcn9J3LSzGVB8Re+a/p5eh45yrDw0VMWgsi5uYKLOFDe2YvDyR0GBXMmimRCjO1EdthnToqOmfJpNQnbZe0zSCC3ToE491Sn+IKDX8Hjh9fge0ZzmnByNscHV/dglRosqIfQn9xUJXBn18qqrLbg2biY3i+7pjipeUzARRTVC9BeG5P8p8W7fC3anjNobL6+SQ7N02dmX8XYvXf6vFjBM2Uc8Q6UN7/24uy0cZQm3w2ULspUW/AOxyfc2Zn5OSJ6kojeyMzvB/DbAfyy/vc1AP6S/vs9n/Czgsd4ZVmofQo1pO0AOj0H5jOkvQaIDhhFj82pFFF/eY7YOtS3AsJNGbgv9Pu4VK1wNZyhoohDL7TSp4cjabspJ/44znGWZlifN7j/Vg8aYhY85OBAKBpmXMkSQZFlpTf9dSqoOOu70yBecq4fQUNV1FR0d7TXZn/viKz7DU+Ih/NCgJiEZ4alN8eTqQij/d3EI01xlQnaXx/hTIZYJ0PylvdDFopZLe23rfjn0bpDUH+8jCi0hdUKohfCVVHP0b5yknZc//AVUGKEE5HVSnOlntacpcLt6NnjHftP4Ik/fITnjpdo37PEr7zrzXj6qw7wWY99FCtKiKkYUSQmOL0/UfXjLZT2p0NJNTSNYIuYIkNEJxw4Sb1CXIJigdIm9Y73QlyJi1oVcmLBg1j2YsU9bXcl7eNbUTklgDzBbQZx9LU0yvrwAEBVYa05COxabbuzXZWOtbQvEZZFkW7dAVvL4SVCjG0thdPxxXd14OX32f8kgH9ERDWAjwD4ozJs8E+J6OsAfBzA7/uEn0KQAhBGZNEJQCbHMIBSgyyjbCtfSkCU3WmcOVQrlyuo61RjL3WZCdfSgMhCmJnuCAMHnMcWafBwnYbttS9yUhNASxZ/UAw7VDmVnUgKTaWe5WmkvHs4xckDyLtODiEtf9McmEOVC3O58m75ouaFBMiO5GUy50zOcjVGQVrFIL+wSrhzYJQ8XT6vVOMFqGTRTZSCFFGGnmZiTT53lPNDWZAAWRiTI4x7suD5tfatvUh8sRPSjP0HQNpr4Qxf/eC/wfsuPYiffuc7cPT+LZ4+WeI4zaQod7HapFGH3B8Ao9wfwSz0OfLZMe60Xd0CKEeF8w7IzmpRiU4ysXJWJCNQWGksslT5Hk7ITZREKISsLz5GUNfLomMtPBOl0PufSTDMWQ2ZAeVQoKA3PeCyLbWAp8RZ1hYGAtIk8n2R42VNdmb+BQCfeYc//faX8/7pIRRLaWekViyG3LwBpQOZxBkyqCGJGtiHswF+E6WHywKqub8+wZVwhvvCCRIcnh4uIcFh6Te4HM6zVDUgOSM5RlxU8OsR4VTyHGhllOYVuJ6E1MaYM8CMHRMGFTeVgjoSwvG67MDBZWnmcD6p1mrxzhYxk0+ynTjNZddxRqypXEGpdSqGWQlmPmxFqsnASNRWOZScEjpcH8VhdBKZ5NRCr3EnrLTDznVQFJjRNZOqs2q+LI6MnAc8AIzLBhQrcWg57wGucOA3yloUptyNKBDngT2u1mcYftcxPvQbF3BPNfjGD/4xLN92A9/w6E9i6be4HM4xCwP6JECZoG6umWHY1EjzJsOTpylQLmiOSai1DnCDFmpNYHMqD54Y1fV1jjzZORFsNcXaMe2QcoSiOkmplLfArQiPGDMSjGw0kvkSVvitvIBlpt2WJJBg6pW73kj3yNqoqa1zVCGqyoTx0qykhXc47r4/O6DAGDlB0QeTCZ//FktOaZVrr5jwTEhwwJ7f4tCvse+22HKFk7hABOFqOMXSbbPNbYTQMAVr76WgpGqvlufckUDwIjfOmFimYkvbQbjXTZ2lkKNCU4WIMhQ+8lgqxrle0fUg78GhKQMmJXGmqT1CZNAwAJWGgkPcsTpmZ66qXHJ+7RRQVMCSc3CzaleQ0Dsw+xxN5HoJTSML00kLyM41YKBCiVYyWUT+f5x5UHRS7OxHEJPox+sR2WUyVEURS7/F1z7+0zgZ5/j27/x8PPhjG3ykPcLZ61q0TsQyvEs5kpFC4KTdNW8QF5XyDVS4ctqSm0x6dAC8GIZke6xJBOFG0XBHPwD7e8JiZC2SDlF+bxBq6PloG3laSOUqZAAOB5OZRlbHzfc5SJifuysAxLabYUUKcoTUKKqSIjBK+1fgz/J5KRDGuX/1YOORGE4JCRijCBxuNKSZXqwvrassF5wpnJBd3yH7in+gvxcDB2xZlG2e7C+jdQMeqm7gHn+ONQvWOtQRsQ7wjRcXkBDLoGGBpDqTINKDvc99dWu5SQhXTpdCAieVD9pohdryJwfZFSODuABOdhRHlnMtDOoDdlCmnjC0aPRAqnILkjR0BSCTsJLOQWwcAqPkbo5F5klVck3HPC0aYdURZYIHPBWzhmnYbm1Pwx0oN0HAIIKEFCJQRLDC6XQHA3I1Pht+kO6KWrAzk5C2GlC/4xY+fGUfNALf8gO/E81jp/i/vvUHJH8PJJBps7+aVN3NGw0kss+Z6afqu7TWSMh7gD0cxZ32bS7QJgYbJFXtqi0dS17vl25QWRCEpaOUP0tdiPwQFWvhd3J+SU2VzKMY/jLxXabjTmsnuaio8H0aoohfGEjHGUvyxXtvd1dwMmmBwWCapuy6nBc7INbULGtsy4RPlYZcqrTCTt1lUoUPbO9HYsLcS0j+VH8EAHgg3MIVP2DFp1iFBnUzItUtYuXg2wCMkxmbIBO9U20z7T3DQ1xgWDneFv5O3spJGE8YI2gtlEtWV1TbQaTqn3LoKQ/diS79vriAmGOnKdSkWqi5afRFTsmepTmo7LXgWpRYY0vwQwJvJ31aywdjAvc9KARgr5WahYXhTvI+Qaa5MrGBorKSGGCF5w4jaNGqxnnKrTC/GWRHHQSnnlF5yZxe1QEIKadXhns3Xfo/96b/Hds31vjvf+D34LF/eAtPffERnnvjAfrkkWrK6jsGMpJnJ2zDzExMSSi73oEXk4ixG4CKpY1lIb+NTQvNicQ6G7KoW4jOTtKwrPeXoxwUIFQsoiXijNtpmhBk02gVu2AGoIBM+CB5ed7U7NG50mHxnRQgLeKiIcKbVoGSZ1znX7L1dpeJMKSDR1wybOCntpZQfkwgZcTlMD5BtMqAkmdVUrG6Oe7BEeMoSBXecNUDSfi+5gbXY4VrcR/XxiW22wrVeRQa56pDNnt0DlBfb7hYzlXbcF4JHxYaXsRHT/HyJkldBiJkh7UwMpSdwhYN100qyQkicAHAdyY2mCacbk19pi4gkRHOB/hO2W4TBBZ7zQdH/b36gVHU4poWnaif8PKnghf5WhR8VIXcg/absQCguEQkcHWpuwcHrhlXwxmiKt7UFHFvdYLIhLM0K4K/JEafnhn1w+d4+guP0B0y/pd/+/nAsy0ePhvgpudl97zyIhsOLWRO/2ZF1boq3nGALrip5P4K+83tT0ARdzK7xYhRQ/KR4VZDLsyW76IS0diky208FNrzVNHYzl/FMlPtdlh7bJj7raa2nsCuePmxJ1BVFpFXjbosE7SoUCrUrBX62DjQmiUXjQpYcWJXzBbmOPXomlWgJHDZe6tTvL55AZEdro1LCedThQjghXEfkR0+3l/BE90R4kmN5oVz0PkGOJMFguYz1UmflwXHxYyAoiHCnchrWTHyPK/FGUSRfMKWSzKR7MbrYSqk9vCNTmp6Zm6I4gBjhRrmnI/74EBjBbce4DrZuaC+6fFADCrDcQeKEdWNvixek1oDNx7jrBI3HJ3MNCY4ivn+O1ODsXMeohQuiYQJ5kmKcg7ysxbqwslW3qDRSKpDrsFA7wkTgWYjHqmu4zjN8Nx4iKXb4DXhGFsO+IXtw2IEGUyIdATQ4T9/80/gY6+7jO9676fjkb9foTrbwp8IlDTp/aNRJkVahOLhNyTwYAua7srGSa+D7O7jJH2LwvvntgbvNcXsgbWNqm1RMCPOa8QmIPQD/I2zEoV5JyrAweUUNacZXoqsU985gysbczG1AbENkqZUQvX2UXgaKZCkC1rY5kYKqiapBeeQZlrENYGLFznufoFusupCe78UEijpALWe7pQ8AihnnLLOWH0M/ODH34xZPWDZiM/7qq8Rk0M/Sii0bDvMqwEn2xbrrobrHG68/QCh20fY6C5dSS42LAixBsJ2Bt+zWDdXUg8JijlOXjb+9voAv423XxewU9jKv88FMM67846k83RnsPbXNG+eHtNQHkCG02okkmGaWmTLOSCXhcgw/juFNbuMi6AU/U7D6JfvFbSfLB7IVWTWgWk5MAeCu1bjf3jmi3A+NjjtWjR+xEGzQR8Dnj47QEyEg9kWjR8z8Ol8qLHualTP1/DbLu9qsalw+tgCw4wkCGMgtkBsZPd1I8P1QH2+B/aEfim/P/ioQzjuhGg0vb9A1mo3EIwBMZk0vJ+YaJp9N1fCPnxRZRitddiuLSKlpqi0++xMk8/BgVgKbm5M4CQuu2aIIh4FTmjdWuQ2ZF+Oul68Pnf3w3h2BNdrnrcVK2KKorgBhkjsjJNKqxYo3GbIyjFwwNV/u0X/8SVoBOI2ghKwVJy79EkBDnsYHDAnYOYIL3yGw6f/8Z+HJ8YL2z2MyWvvl3Gp3mDme5yNLVZjjYNqi6v1WbYxAgSR94Hze/Dxb3scR+87L+IXDqX1YpPPADKN7nIjAFJAxovhta0334iijCnUIDhwdLn14oiQpsQaksKVnCSVBcV2Ne9AxBj31VVGpa+EWcWyI5GmESOXoiIszDcSEHL7iWeVSEsNonib20VJIwPn0F2ZYVx4PPATCU/9xONwgyjwDACuaQfhcD2CGBgXS2y9aPJRAmbMmAG4zJ3sfsEBswrr+2eIf/AGPu++D2eWnCPOaMkIhz4FbKLcj9qN+NjZZdz6+w/h6KwXOqgtvNACW6PXOkilG6ppz5UXKrnez3DWoX7hFNzWiEeLovozmfBMynmYqAON8wpuSAJcShPNQkXeUT8i9BPCjaYHTAS/HnaiPTL3mC6CVhvw3hxp2YAqLsKqL3Lc3cnOwJ0Q9Flt1IpQgOzswG6fm6VJwkluQqMroDvvC1MOKOgiI4CoEg6NAW9bPIPGDXi2PsyDBQCuVGfZOPIstjgKK9xbHe+gvjwlVC7io9XjEr4zUKCppXrKELUbubiyy5ai2Z3uzZ13CCsIUYYKJ8hKhlJ9jQyiIn2VYbHTcBSA4ejlcycEHUg9hBJ2CUhAKULppH+pMDG/3nb8JDttdTrCr/tdGrCT12arqrNK+eVxRzcutUHC59Zjc9Bgc8XBMeE8Nnhs/gKO/Cr7D9jRc8he8cJ6TPjX1UO75zmZ8NNnIOOLd5WIWchJeXdWwJBcgLYf9XU794G4fIeNTwPlTMZnliC3GsD0XCZphLSegSkFfPq9O/WGOxx3txrPogpiTpk8q8Gt9Ef9+UT1VbXCi0DfJKS1G6N+kMSQFQ0ABzHHc+se1EdR8PBKH+0jKGpVmMsq2mnLLFscUcLcd3CUMHAAlDEHQIUvJWpIqvBJQ5SK+kHxxr7oLgJAABT6MP1myOw7mQCppC/2wK2/rXjsOJPvM2tl10l9wZ2uRXhx3grFtjF+vqY+XYRbbbN/PXsHr4g9qyCnWYXYBoTNADo+A89bjPcdAA7w5zJJad3JfVcijFTAVR1GdyoAOyqt9fWVLEibTmoAwUvObxVoIgGe7ITUTkJ5xQmYIOP5oy38738BFRM2P3QPfu7sMt73+57H1zz8r+GF8Q5PLNX9lNBBWn33VSd4vj6Q5zKJGHMkYlBUX9iN+e+KQ88KxmMsi7cjAK5QkPWzzUhUpL0GUFvDRFHd2UYircOFuNPOg6gAbWMuwtJUY1DHPIMAFcUkLrJWXItCrzdZMMNJvMhxl3d2magZ1kcq15Ni4Q0bb1sr1Tu0UkgP1XYyg09mqKsjEOtrYxJoo1182o0qPCWkOyQ4HoyEEhYmViADrNpvO3bZWZlZH37Z+cgQaBOJ4Hx9CSC428IcC93yZygE9zYvsSQTObPRjD5rG5ztNgxtOfWKA1ArKUUA5oXGSETM4FFlrqwKrPpssgilEpQkiCOuLb72vQ45Gss6bF0P1vZQ3qEMVDKlp6ZJ3YJLGEgxITbAb7vvw1iNDf716ioWz4149mQPT/eXcCWc4yic7wheWHpmUuR5/E3qRUaZzvfQbt8F7QEjSxlLcGf3VHRdRkZ64wuk7E0AQ96NMSsCmatrqgkpagW+n9yfO+3Qk4XI0oV8fvlvt7/NjrsexmOMmSm2Y2Kneuu3XaTixL2BXdRb3JxIAeQ8PmPdNWIAc3GNUWeQuetwNZzhvuoE21ThmeESBvbYUw9yj4SBPeauyzz4ikYMHHAcFzge53ATzzCw6seb17peR1JZItfrzriVnCu35rgqEzuUKjwBRVJ4tRXZK/UfZ+eKV7zWJ+KRwE7Ni8zQe66PZbdR9ZnsgddJrxx1VSIrlZKihTjVVre2+b6yJ/Ce1FWy+sxMvsenBLdRLT3Tfu8M7qsqNqrltyPPpUe2n9Z7aRBqAGVH3A5wPZCY8ObFM/jIH7yM586WwHuP8N0/9XmYfdEL+Etv/C48PV7Ch7b3Yu56PFDdyuIljlJJUVKCaeZnRSI3mTQc4U5V6mveZuoqVUH92aWbZM45Apqh4l1AJMafwYvoSRVgtFVu61wIpJjge0n3fKdKN9aySyxzJBQ/QNqOoBQFEFU5yeV7cZLNXofDhWjywnGXq/G6QxgtFAAFKxhNEEOTHTEftroaFda7jC2easQDJd8UOd+UFxhKImixcB3mrsPgPE7TDF2q0FKPikZEHYyeWAQvJrvFwB5dDBnqmqOGUSSJgBpoq53cKZtK9IOQa6pKJp5qx+dKd0oCiQXAvta23AhsuyyowI1T6WqRmWYS5VMmIBgyz1FuVea2oLrFZm85vR+pqbMpYCbwWGGuk504NSqr3DgtGKUi+WRtqjHKa40UslXcQFUX9Nik8p/97RJ2evty7YL/t/HhFFJs8Ier4RR/7rU/hCeHy/irP/aVuO/d5/jgZ+yjetOIbapwfdjDPdUZ5q7LEz1/WLJIxupCVKLMyMUhp7NiWAB73VSU9x9NjtuEUJX4sjMe9PXTyIWdgGtKSqqRG0PEJ6ZinzkKLIIpZlsmhiButwakkdxU8+BOx11vveXwM3FWSpXJY6uSYtWjVHSThZEOWXkFQNk1JpVLruTyXSdgD9FaC7La6o0a2OM0tTiOc/SqRmvoLoHcVhjY5+Jd1LDd7KeCiwidCA9wE5CaCmb7Y6GrOJ4EDaMb0BDEFz7GMiisaDh9yIaKM7z0rBH2WqOONqqjxlC8gqYr2daJGW47oLI8uhNYsVXq/UpJRG2VtdFz6qDsKgoXB6ksEOYsm1GBjvIiZM9FOghAMtTaEKVG04Yskug2g9AydccSLDvlkei2I/xmQGplJ3WaarADLoU1Fq7DL24fEgfgzzrHBx+ZwV0j/JF/+sfhXrfClz72Pnitt3hKqFlrHBESzeiE48YXyGtlBWIG2IH35noypHRoUdglFpQjB4eowqhZlsqRVMgUmmw6gOxFbhypTEbqBvgO8Bu3w4qUNt0MJrkFI9GQKg5ruuQsWtWF1q1SgeW+arDxmmOLSEAEqL2tGpnhpKOYI6AOZQCaIogV+HSwYtBdyE9aKMMIhEaAMszivgKhu65Tg7M4w8A+V23XqUHjBqxTjSEFwANVijrx5XMbN8ATw/cAbTsZ9I0HJrLpNEhRLSqDjlLItsgGVqFhLIUegvblOYdlUHYbp5B3UCFLlNzdir0XjSZIw8EsCFJXSHMlTChqMGmhznQFTGgRidV7nkoLh2Xg+fVWcu/9Bbiuy04NTFITBkCq1U4IvVBPc+HLWIbUlGr/KFVtK0h51QIEz9RRJeUd7SicY0E9PrK5ipv9Al/+hvdi/qYe/+Q7Ph+PfNd1fPzLr8A9rh50aiIK6pFYYdZjzEo78l+JIEgnNphzimgKvgiu6N9vRvB8Yvd8PoEWE0l0oHbbIlSq7j4jS1Q2JCmY6sQlANw2ApZRJqERejJFmAjAhA49mOCnRlXdqPbe9Z1zfT3uLoIuOKSDhYgWjjGLHFI/Cm7c2hNEuvOUAScMs8mHpQQ3cCm0eBSIrWl7RyHewBPSXoNkEZny3wGpsCcQGjdg6URqyISzBvY7ffbz2OJ0UF1vIlA3wkdBdKW2gvlquzEhbAW66FV8A4Cc0zApTgYnT0Bx2c4m0JgUcw5Yu4UoAdG4ASp0CKg4hEQOPAnhRAl1lFyatMhpURJ2CzmGTJzi7+1eWrtMHEkpU3hNE5A9FQ95KrsUHKQivd7CVUFx5SwSUEYkmnTMTMZL6gMtwAx/2uXinx8Yv7q5HxVFXK5W2PMdKheRQOjfssZH3RXEOeM7f+qzMLv/HP/Fm38cl/05bvAebo4CLWaNJNk5uHUPf2Z+BOqJbudv5zZK4ditXMmHre4xshByLP3QmgpxXUJxLRC7vizGMK3DWBYy6y4hAT5aqK6L30pTO02HpBakVFf7XF1oqXsV+bOzd+iPZqgBQHXiY+MFbDAJccWcoC6qKTyBSCr91XVK8yTK4ohmtWxkCX+yAW06pMM9jPsNYitVWk9KomHOIfvCdTj0aySjw0KELM2tdGCP68MeTodWVWE8aC0rNF05wLDXwnfCdOIxScicOA/iNKuQvIfvKHcQkuW82pZL8wpIjHC8Bq0HCd+9mgOODHZJcNndCHfzTBRR778Erh2iCV1qJdltx7yzQ3Nmyy93DoscKifjRttNZMAnLfwJn1oKhUm1A8ECduG9BkilJWTkJdp2SKdncJVGN05gqzJwCeQ4Rza0FtWceGmJNK8Qjjeg4zPFrFfwPfArx/ehoojHZ8+jpR7PDpdwFlt87dt+Gu2nDfif/9UX4rF/2OOF33CAFx7b12JrwPVuT1OVkFMhd7IF3zqBW8xBB3u7fW8iwCmByNR8iMTaetlKDj0mFXrUro0aRrIKX4TVIC3gyIXXQOV+ExFgm9UwgkYCeVElQuMRZ6rYe1N5H0cLjUYkjbMiaH6MMQFKMnux4+722YEs25R7yrqbkPYwOXh5wLn4k0pv0UArBFlFTQ02RhnECZLyRy32AbkN4voENxZt8oXrUXPEQVhjSOIZf+jX2HKFngO6VAllFpwDisaNqN2IFKC01QRoZd5rz7nom016uKocQ2YGqBVa4Z9jl2Nuq/pOAYxhOuyudztho7xfaZ1a2LbCEWl0lF+v7UwDh2R56FoGWD40dKfJbjTF88tr9HNIFnHJU/X9kbXhIM4zFuZnoA+0MDdth6oTq00WDlrQ0rQmeWBRddjzHRZafDPZaQPVLO5Z4fnPOkB3xPinH3gHLi9X+E9e84uY+dJ6s2IgeweyLoVx01MCmCS8J1K9+dJ7NwEJ6GLoxlT67J2w0EZNM3dapTbW7f46ByYGse7w08cfo2BINtrq0zHutmOWU8skrNwNCKrpP+JVQ4SBtXisxWCC+ka8sJtfh1zACadbUD9q/hQFHjgXckZqxOWTtl3GzAM6mTS0MQMFf7aF7+YY2MMj4Wo4BSDV+QjCI+EGDtwgaipgXOMlro97cGDMvUgbz32HZdVhbAlp0UjRbRCV1XBjVEdNCedJW4W03qrElerIzxppUTnRi4MrJoEGuY17RstkRRf2mcCRiRZAzvvzwaVgx94jLdX4T1VurKXl1qLZRmuxPHZ1QJxXZVefyGtZjWRY1ki1Q9iMeaBjTFromoTvBgoCg+eNiHKYUMT0fE04UdOVuGxUwlrgvWlWgcZZXlxiQ7hvdoaHm+u46k9RU8QNv5cFSrapwlc9+vPAo8A/+eA7cOUfznF+3x5u/rGP4Gp9JjuN2SN7LQ4fLMFtlc0n/Vknhd5WCpDpcFburdUkGEJeOt+Uohoz3Lm46br6ALE1We6SAlLkzLEXJd/iCZDBPZrv0zDCbwSElFrxMHDH5/L3q4fivKNRHDcBozoX0Y3uVVSNny5imqtk1Q4DI9jKP9UpV2ZR9ve++LFW4d4BO9DOFwolEBn+WtxHRng4rLhCTIQtV8q+imhozNbEcs4ObrJ0TqML+U7918JfQ8YhlGuzVV4HOU8xGhPXk3LOpSWFoKQKIinmQSMIR9gBgthOb/kkAYRUQngFgnBdiZgDUY64sme4dQYcAPLS7x8haYT2q6WtSTuLBCCTIV9v8EWuy55pss+w3Z3LXY2c2507IpsEhEkr1Gyipy4yS7/FgV/hnv1znN2zxLggvPvaIwAA3+sEty6DacgZ+GnS0TAxiNsJSxouXxxrep0Zb2+R1LTSjpQjq1xctkjUCrXBFxiv1a4qGXHOOQj+GCX1akSKLGvYfwJXmLs+2VPt4dZ60za9rHaAqINM6JluLXhYrqRFQq2RQyY7gzKBAJ0MdXUbxDZreWuI0zjpvV4b9+Eo4dBJOe4Xtw/h5riHB+sbuCec4XI4z8iryFLZPUutSCJHFMZR43cmMsWUSQp2XVm8gmX1dt1QFGR9qbrn4wLKi0lC8rioMezXCJuIaisFOlPftX4sexkcfjOAztcywNpa2FVbsQpObS31knYhcM3zHv5sWx7TEEFnazmnWQPy0uoJllZNUWeRxVszsqjBMAtIxRXGV5pXGGdebJC6qJ0BoWMaUpIG6dVbZ4brkHdc0cGXCV1TFFMQBm6NC1wf9nClOs8T/XI4x1c9+B789B95FL/4wv04/ef3Y3Y9YXZzwHBppvZUCkNWpxg3pB1qqt+IhJaBYFIdVPsv5RZrMgUc3YDipXmWBwsrHdNKTEmqG+idFoWtpjRVr2094kT/3p91SHXAuJRuketmoH6UYnDlwMsGNK/h173QbQG19Hq1EGGA0n4DyoBxlEUkLPTJbCvbOK3Aoe8jnoTtftKay2QQKqugJ9BIcAPwwc29eCHsYx3rLHzhKOEDq/twq5/hudk+7qnPZNdIUo0fk+jYrcYGT60OMc6A7p45kumFAwBp2D0y3MCoVO9t2K/zZCcG6hsb0OlaaaBlR7lj+DWptUi7ccJms8p9rn1Q2R1Jc+LM2U6T1xoVVSvfQT63RAG6s1yMoEySOVeararPwus3xZqkuzRL4ZHtuZkTzsXr1WeUT30KsHFSUJRaD/Dh86sITgQuIjt8aHUVp32LF+olltUW+2GLK9U5zmKLRehEAef5hNlz20z17S814CA8cSv4ul4iE9+1cF1E9fxJ8TGoSBGYu5FWFuTMQZ9h4qOKUCK3J8s9K7BWQ9Uh0W3RatbEn85b21CmL7W/sxJzPgHFlfhOg+zX6DiY3c+f8+jXioxOEtdKtrzbvM1ULcTCdqdSTRnHbcU72wE0nAFQBr7uolyHIi0EYHN/i+NHBUjhu0lxiJHDYONIl99L24dJ+O7jgnD6mVtcuXyGeTWg8hEOgtVfDzXOtuIzF5PQRhdNj+ASKh8Rk8PJ/3Y/HviXt4qem7XEbHI6KiQgYKfimskzMWW6b5pXZbIyF8TVeQ93vs6DZCr9bBXbtJyLeq2pzdj3aPhIquYKQHzdgpNIQrXsEVzJN3PlnrMWgZl1GufaoK/ThTkZQGdCOc02WU4pr/2Icdng5NGZtE9Znp3xzt0IUATGmTwfioDfMsIG2H9im6OJVHl86KtneNuv/5gs4MmhTx599PDEmIUBH712hNf+zYDmQ8+Dl3NJm5SKzQovNrwHeIo8nGDiJ4t05iCMUluCc+I/V3mB33qp3JNJeo0RqEKR39LnSv0oGImlSIqJi2ucuNHInPmZf/s3cHr+9B2n/F0nwthEByAhUiU6ZpO0VScAySJqBR/TzU4ExIm5IVEpPE31120zs1XSE6rTEUe/Kp8X1jG38QCNDhzE59u4xRa2dqInl5YttvfO0H7xKf6zR96NQ79GSwM8CevqZtzL+ncOjMqNWLotWicus4kdvvnqV5fq78WF1nY1Kqs6i52KRDKRQWMJESVqkTZYHhRMQtHU+7tzWKqh99L1Yx6XF5lnZqIRTLrYwEzWvvOK/x+RUyn5zklkZUdiEFIOg9mQgKrRDoJowDPn9wOTWgyL5dbR+7ROoYt5mot9sd8McBuxkx6WimzbjiVqhO68tUN13xpfc/9P5VPbcoVVatBSj/vCCb53/x143+LT0EwxA6qrlyvzF3dc3WB2TDd5kr93omTM2w4UQub7p7lDqgh+DcFVDKMoEQPAzLgdQ4nM9PMcUd4g0VSIZk/mX005Oyi3HQDIgBtELJDWQsP0g/Rh46LOrwGAtGzzrmZMM0TOAybjuyeqruaSYXm/Twku0xZjeY/KCwEouVvwkpcZhDEJAi2sagSXcOjXoqHGLXoOSEziL84OrRtwb3UCoFhT9VE41hRRdtnAeQeUwpResu7gxbgvSftNZalRST4rO7pKLG+GvONS1qmbSQSkqrJG4uC5uO3QdoBXEot5lpkyauiGQk8FMhwTFspGeXZsdZgeoPVKBmYV5Pv2ZpKz1tJSC9qKJDZBj1T6xakUFMGM1IjbLjsC9LxT5ST6wpgXc2Kt6ziJHJrnzvJ1CEbDYdiv8eQX1hjuHVB9uMU3//wfQvyMM/yxt/xEHpmJCGtuMLBDv/SYHS1LxDlvkJbznZGc+Q/Zw113dL0O69tz7YA2yLVWAWzRQALcPEi70WpVoQY3Wn23GoqT4l+a1xLprAcRba1CLtBJQZFUb+DFZ9/dr8ZfLERZONv1KpnMAFeAKnzakZqA1Hi4bRQeeQTgOFc2AchkGMZC5rBwnigjuCgiK9Rmq+WJBvmURw4A5iHvlI/supjVUMUfvsI6NdimKlNmK4pYui08JdwY9zLe/jy2MkpULx8s555qL7lulEFg3Qe7XzYJKKkGvYXIZKqjct00jEBIWTzR4JlGK86W01oEDesOWG9ATQ3mSgYjVJ11rVJQVvUfhHduIBKpqQh+IFUOPMgOxuMIYsX0L9o8kGPt4D0Vmqz3AFjIPpNoIw8Vp9ptTuyrBH8gsGOOqqyjY4i9QwqQBerkHFRXstCxbCyxcTj4dTfwO17zq/j+v/9b8JofvIYPHVzBrTcspOviBniwWn07jA0hLmrR2BtG8LxGnNci29ztRjFJx43U3hKo1yjUC5aClSdP0TYaDelNVDJ/VoGBoxukQA0pErJzUtTzBH+2FdVa7czIuNBOzEug54BXokDnSHqMtrIPETyrEQ/npX3DLBhp1p2FGa42pVWRe+ZKhR+JJPRmzvhiZ/Bb+0oTmTBnVuLiymGhotUC0qSDNURQz4IpB+QG1w6bocJzwwEccW7LdRyw57c48qsMxe0VbushCjcAwI5zAczaQKYkYxrnO66j0+IOkHXisyur7ehNAM/qnapy1vWz8NJ0zFVOi+dNqRcAQEwiWgiIsKYTpBc78UhLtRewxxDly9Mk3agc0r1HEs7qBAakDef6EeEE8tlR6xSGLWBfCkxAHvRSt6CdxckKXcYHoNEV2izJTpquHOTUj60gxgAR4yBsMP6WE7z/4cugAfjHP/C5oNev8Cfe9mNYqmMNADiLWky5NUExEdIjJx030nKMGnV4qYSrGKcdlOS+T3EgqAKy7fN6lFZlSqLFoIsYzxodc/KZrheuCNcBWM6FnDM1MSGUDeJFjldEcDLDJVdivzweHmFzXwvfJVSng8BOr5/Kqqq0TzdrJDRXXXduvCiK9gKYARHivJZMwfjaJjQw9HAxIbkZeFlLfgiUScRcJKoVoed6gePSMAKbLRACeH+BFBy60eP54QD3VidY+AEnUUwQroRzPFJfw8ABp6nNBBqLBLyoVhTevXcZTz9VZb2jXJLl8gb51FzSrbdAjEhXDxBnldpJjznVyUIHVrj0DJAw3uK8hlNuAm0HGXA6qNCYdrrPOwur8in1Y9mEFWiSao9R8+Vw3OXFlHoxjszpAADyfnegTouQ2lqy7ovYJzntzUNITUZ08go71RpBmlcYFw3cNiLcXMm4V8y/dwmXwgrf/Ou+D+2nDfiz3/+H8eg/OMYTv/sI80/rsHTb7C1HUZ+JcdWZQX0UJp4WNHNEpcxCngkzjisBi7nR/sZZ5KT0zn0Ov72RlhJEmAWy2Kem2qkN0KDKuZXPKLrsead4gB2E4x2OV8T+KRsPtiqewIzmeMiIMaSkEMwgt58ZrP1WCasbXe1SYXgB8KsuV3qprlQIQB+agUe6WL4HKOG7Dpr8eQ4Cj5zqw286+O0MwSUchRXWqcE6NXCU8GB9CxWNeHK4nDnzHoyBPHoOOIstzlIL15OkDqQqspaHewegySom1srLwpVW/Y3ADlJO82MaU3ZFYSObkLQuCU5C7iGCWNld0h2XnTE4wEQuVVAk1SUMhfHgh1TYWpFBUToCftBIKyMBsavhRmX3FSyF3733+ozz2Bgh3wkI484gABPNPBP4yAtZjHBblILrrM5pohtEtaZW88+WBlx9w3V87CvuQb+f8P/6ud+Fq0en+PpHflL47yTXwGY+OsFtOG2tkUlBabfHdSPcUCZbTr2sxjEtxtpznB4OxYbKqv16P7IMdYK0IonAFaQ7wgzqpEaQQhmrdzpeGa83DbHivhjWV2c96mdOc1EsC+l7aeNIfhNBm4R0MMe4Vws3ejsURwzDBnuHdLiHNGvgzreyU80agV+a1l0CMrPJ+PEaBVAnxUKet6IKkxikmmK4cQt+r0VTjXiguoVf2T6A57oDvHnxDN7aPI0nhiP80uZBHIUVPn32MXiXMtb+5riHF4YlwhpZiwzOSQ5+dg6qKjg6yMVJazuZUSHXYnoJ5f1b3z4r8vSjuKA0AtkFrD2lEz6SEIeYQYNAejOG2+SI7TBwjhP/MACozkd4bWEZOIjMeILFXNE1xWRhBypqk1pJLcI+K4ssAcVAgUrriuy6NrqIN0XNyFp/rM8Mwwi36YAxghczDFf3JMq4fg6/lT3bBC0WrsNfe9M/gXtzwtf+/B/Bff9TgxtvvRfXv2mJilIpvlntTXdi10f4bZ/ZfKiCKAURybgaJSXNyjFWeLR7BpSOi9p82T3INluKsEu1V3KRoBmpG3f79G0Fh0rvj0BrqaleMm+/+1LSpoyilXh2WkG/uPo5nY1aZNmB0maFUidFuioII8z6yUDJm3LhbXIervybPbMVIMN1AFIjVW3z79YdiZpGinUkeW0p7gh/Wth0PSpFeXml0i4csPY19lKNVOnOO73eELRgBRhkFUDWLS/AIFnh2flcHHKsFfKEiUKpRTOTnSZN7qHTHV13ytt0y7TFx47gas2L9VzZOaCSCcx6vtYyc32UicKTgQxIy6qudjsMdj5eWqxusJSKCgjFvtM8BPQoKrp6LZp+YRhBNKBQo6G1GEIfPc5UsnzLFRauwwI9ri7PceMtB+guAd/5xK/H6arF5QG5KIvIIJcAUusnL1RrqsKE4IOd8QmU+kKG5hos+GLrzu5hlE0l7+68CxzD5N5dhF7nceQJL5W0312Kq5PVmVayCrrTKBxuzUWtMGXVczDlXcEKFYAUfdj665UDmWqLRebdoGAcLfzEpGIAVCijukrG+a4Qw3jYgt0M4UxgiBy8KKBWHjhcYjho4UnYcQd+jaYVQcOzNENFIx5urgMAro37om4aTlBTREsD5q7HuMeIl+bSblxtZXefz8qATsjQ0aSURrknUnmnrYg/JNM29wJIcQ6CUx9Fjz/tNUitKpImqUmYFrzRhf1myDln3jE1lXHna634HuSWFxPEr4w0shgCpm0zd7ySYtWiLQgzQHTUZtUuwSYy4FHsjNdK9oHU7DLAJHjRv7OaA5CLd/a8x2Ul9YQuwq+HQoVmVc5tPNZdjQ9v70HjhPfQOmHNffF9v4yTb/go/rcn3oLwDy7jvpMISiPGRUB9HAskm0ghvBUohhxV5DE7Jfok5AmcIdWWgigGZNqPJ4Vzc9sAlQpnWMo0odDmCW6RqR0aSaUm3L6QTI5XJmefrkxRK+FGDbVQxQZfRXmFzCsgFGnmVFbool4dTRRg7GAGUHYSmoSKO2lOmrxRw6u8i1Tyt2dvHOCH9t+KbawwJod5GLAIHcbk0SXpuffJI7iE+9pTVBSxiTVWUXb209fNETqG3+7puQG+T6hvbCSHN4krR7DuOwG7+VgCyE12ZatVIJUBYZeukkm3eXfbboPdXcnul7UondUIbMI7OTfLa2l6v60o+BK5o0BiI8BOPmd6nonF20/ThCzKabt8jk6m8OCy49mks4o5IONjdX2Of7V4FE0YUTlpnzpi1G7EPPQ4W7W4dHNEddpjnFfgQNjcNwd7oLnRIxxvdwuJVpOY6MLn69ZzlkjLIREJZN0ixWlIf/Ea7HfTdGX69wvP6CV/vnDcdRdX6gZkX3NtE1mF0fVRyBRqK8yO8moVTrqivmokC4bQX8+UdNJUpbhkmOYswujy9xjcFJwEdKORhHi2RS1UOcRLizKAIMAL10Xc/09rfKh5i/ZNgViJVZQbgGotvTtKAl19ci5c7BQIKQDjbx7wuj/xYTR+RKCExIQuBfzsUw/hgW+do336DFDBC9/50hqzwa59V2sFZUx70MpxSiKEoLli7uMHAqgpk7hP5X1h4iRikzi2QGL4k02+37lwNEmNMhwUEKEMoCxYirqjLmYzCPlShlOarskhw/uiEWDSXZ24zlI/SMisunkGOjI3HuqTCHBqmy6nLpBCbHW8xev+aYvYXsV67hBr6Yu7kXMI/kAvBp5MhOqsx7hX4WN/MOGzH/sofvGfvxkPff8KGJ0U56y6btEGs4zNmES/PwC01rx+bwbMK+FMKA0WXtltxqCrK/BcsSH9KC3E1iO305hFDGWY1EiUZJRTTFaRjFdNzj45sj64wSu9A1MqOzuArK5ieWDuBwuzipO0OWCa81blnYSlF1c7I1fID/rAAKWaUsGs+90c06iOlBjzj6+UHFEYWqn2InS52haeNhF43mbpozQLuPH5hC+/+nNYOGn3JHbo2aNPn4sXqtfvnJfJCucWofcqv40CpLC8kC6GMpDcfcKC4kBALCHizi4zuU6yiAZ6LxKUgsyZjsq2W5mhg50DSgSSg44L9ZgsOooSyVm3JANsYsqtQ3PBmYpfTMeRs4iPCshF8l25P9QltE+eAKzY8rYqxg9ACYNbkd6KbcCwCDi8dILPOvwofqF9czm3O1XXLWy33d1+NmFVfaYGHDKR1SlxKCsMK+Eon5eXdCXn76aAawhMe52lDy9xvKzJTkR/FsDX6/P7RQB/FMD9AL4dwGUA7wHwnzFz/1Kfw54QFw38WQfXD1KZNXG/rco+1xOdbIcsdVTEFIqKDRnd0iCHbQVTNgEgBZttL5NGP9f5cYf/bv1MyfEVdKKfkwt0Vuy7QCRhVU2lIRaBiCOpApNJDdu5Ru2TDhWO4wLXxn0M7HHo13iougGnphdMBD6YI3cGTFzwTmEcBFnIhCyTZMUyRAGfsHqxITjEedj9XEOttY0OeAKC5Z0yCdPeTFRotW8+VUwZ97Wn3StZKYeelJ83nBNhClKBhfON7NLtBXHElERcohdTCbQNMG8zAs180wCU3N8Gd3AZ7GLpRjbCyEIpcVeYQ3dng1IDsghtL8/wxJcnzC+tkH7uMv7eD34Jrjw9Iu63wmhb97ugnyD1jJASWO8nqeCkKfgWtWNtd9Yy5mggcCyLXjGjkIgTnuAmzjAAQCdnSKs13P5S6NN1JVEwTeoGL3K8RDovBxG9BsCfAvCZzPw2SEPiqwH8ZQD/IzM/BuAWgK/7RJ8lRQ7TSJ8QOgApguiqx87BzAho06uNs06wSc98qjVuvfSdvDTnhlpEUihshila+G6hpOaIlidRjDkktUEyHWQm1JjPxRPSLMgEnIZZALLW/OhwEmd4YdjHx7ZX8Ex/CavUYEwuM8TiosKwFM65pDwh482n1yYPmJScYjuJXppd8yD8+byLOZRBZf9FHfx3iABNcpknC50tvHFaqZ/sYPneai6fgkNqC7wzA0sqabWmuigLISZxpSESHIYaZKTaKxnHZS0DZwpGfMEw0/LlyEWteLrDJs6wXxs/BnCKLeHtjz+J3/voezF/lnH/u65j/sxGEHIZRyCtsdSo1XIrZg6mXAsiMb5cNrmwxs6BG8G+w4rNFyMV21hGSXuy2pEx64jAXY90dgbebvMcEjCP8ghefK6/7DA+AJgR0QBgDuBZAF8A4D/Vv/89AP8tgL/xkp/CLKKQlquoLrYfk/QRJw4YHE1oMe3skBiTPOBJ2GgDxZ1L7m569PnmqhmAMcc4OAyXF5oXRzmnaVgZIb3UrpfVuNnF6edcdEgI/a7qKCn01XYaZ84h+jAu/6zH337+i2RiJYADIzZAqhn8lT1cqOFcApAwbBqgn0kOPhL2P+hw/7tuyDXUEi1U10SQMM007aiQd2JaC1sPOkHMJy41lQhAKnUTwyg5NJFIbTld8CzisYpxTEiLFmkmu1rYRlHP3cp9SstWIod+1MVDNNQpMVIUzD2aOue6HBzSopbiXlSnoCqA0EptwnwBFOZLmd7bK4LO5yjG9PCyicaYJBzOOW5QuGuFNAvwK2TilN8I3wCe0Nwc8eHvfxQfaB7F1afHDGF2Q8Tzv2GJ49/Q3SE7JACqOjxqiO4ZZkY4fb27VeG1PxzRPL8WdN8kEpL82xffufzxhDiXRSPEKwh7i7zwiy6hRRQTsNgdjk842Zn5aSL6KwCeALAB8MOQsP2YOTskPgXgNXd6PxF9I4BvBIC2PtgBGMhOpgikQXSyk4H7A4MTq7hs8RR3YxJyhhV0ABnQMRZIZlPLwqH5mX2fG5IUCJ3HsBQTB7+1nS3lnYWIpCi02oDaRhYNopJfWmjeKc9Z5ZxBpKIUWihiraVzcVi9/L4VrvxC2sF8A8CNt83xB//Uu/AFi1/BlgN6eDw3HuAsznB9XOJknOHbq8/B/e9CTkEQGXRyLtd+32WkRj8vQiGwvbY06yyKKH1pUUH1Y1Jk3Vh07XRC8oHIL2dbo152UBzMEdsgqLQu5rYRvMspRTAnnlh2fKcdAq58JiyBCLGRQpTtcBxEdsv43s4QjZ7hRieRhU52njWA8zl8L1rwimufKnkqISfVXuyxuhJyI0bhAviA6rTDa95pjLMy6WhMOHs04Vs/9+8issPNuIeePbZcwyPhvuoYLQ24Nu7jNM1Qq7RZpag9a79+9/E78DM/85lonoeOpUk3gtTu2QrJ2g1hIqTGSws0zeHaGm7bq6UYZ4NOEzd9seMTTnYiugTgywC8DsAxgO8A8MWf6H35Api/BcC3AMBy/0Ee92oRMACypBJpzocxwpuLpU6oVE90uYCMMEJQBNUIGYhE4ANtZRn/N0keZhBUTlLEoSGhvtXbCcpDVUdMu+mogk70KksQsUGqFAF10TaXxgTapCzKkHXYE6Qi7WJud1kxxvI/3wFPdEf4WHNZv8IhsUNFIxo3oHEV2MuiJ6gpdXeZtyWfG5Os8qbvpmi1ZAzCpP9VZYCJaGENLHzWSee2FgotCwSZIJPQdtmwHnbyZl7MgCCCCnYvcthfQWsWt7ebxIF0zN0S1JV8vy1m2uYzLHlsPCg54UlUQcJ8jUCyzj1BIdf6Jd7lIifpLi5sR9XJ02IhJd6F+EKKtggO1z59D2evA1JgfP2P/VHce98x/ovXvwv7fovLdA4PVi1DxtJvssfc1GVoq4XY1dggm2Hq2MidIGIwa+E622xLGzGcDxoBaaRbF1XcaYHwpY6XE8Z/IYCPMvM1+W76LgC/GcAhEQXd3R8E8PQn+iBRKfUI61oinHUHdyKTW6x2xlJpVNhh2lPoqEE1tdVgxJW8qgeP8VBcRMLpFtnne4CqmxI46Y48RFQnK8m5VY0EqhIqIWHMzCSuxPVlWmk29Zx8c3USUT+K9pz3EJF6lMmtuaXlabTpgM1W6KWLGcKW8cTqEt5f349GAR9LJwNnzr3QPEPKfHPaKoR03hRVGyWpQHdNbiTnjXMhqGTa5LRyz6ICO+7VYjC47pHagHGvgjmTAAAh5HDemwbAGMVxZl9BL91QAB9TZJsVUvX7po62eXH3JKo5FnY7ba0FkZiUjoYCcBYNMKZcPXe9RhgSAJScXRdyScYTwAnuLOZUxdqapvw7Fc6QcSaL8c3PGPF//q0/iL/yrt+Fx//WgGc+9x4Mrws48ue47DZwYJykBj08LpPInLUUUSHhZmpxPMwR4UT/YGyyhmGeF4CSWSZ1EYvCFATmTtZyz83RZtIBMm+CT3S8nMn+BIDPJqI5JIz/7QB+FsC/BPCVkIr81wD4nk/0QSLGp9JFlp/U1a5kkk1mrarTyPKwGOVhWIuMh1LlrIwJhKxsk905fZJ+rub+BBTEmgD1YK6omXAAZPuefP7TQlQq5wrTC7OilCs/mzrobaZ7bZ13TGsvJhaDijl6eCQkiESyR8LcdaAgpgwUHEh95SU3jhlbnQ0Eo7UQhUst90/O2xkSTXdTYPK7ygMJqG91eTfM17rzMGkH9Zh/5yY795iwU/WziM1xabHme0L57wSpd/gpdzwr0qJEMjEJ6GgautqCbdczKapNn0GWlvKUFWgKUAbl3yi599JtsHzgDM99ziX0h4z/5QOfj4cOj/H1D/w47vFnWHEt0Rg58YoHwxPLJNeJPnDAmBxcLyE3T3EDWa8OZRyy3CsmEn/2yWaRrxUa/ht0/CWq8S8nZ383Ef0zAD8HIYf+PCQs/34A305Ef1F/97c/0WfRmFDf2MoEC04cT5uAHT0z41yraYHr1C/chBe0nUNdL8SHKiAtZ5kaab1I2nRZNcUyY9a8klyE70P+HXuX2yM7lr6NUl4dwcQBcmjuoDhmyqCUDEk11J3216fQzmzw1wTQoikFJAf0SaSRncpXm5jC0m9w6NdwdSx2RaZuoy4gPKuz4APDCxxXd3+38WUxclxSgMojNRJWunWfFV39eQf66HNyvkeHZTK4wqraYblNduPphMrtvSpMqu8q5GAmFAl5kJoqDdcQyPNpL8+hDaBRi25A7qaIalEqAJckk1+6OCrwMJuVKj1QxDy0JpBNLkzQhLFLz2UGHONyOMeffuO/xLOvP8Q//NXfgOW37ePJB47wo193HZ+99+HsFpudfz1Q0RYDe2xThahOQ9tYIWxEs5/bqtBVCdqtMeLLABPJROUx7rdI3sFvxhJtZRl2QYXCh3+/yS7Pkr8ZwDdf+PVHAHzWy3n/xWOHXqpVUPYEQlnJaPJg7Ybnw/J2e7+uwM5ydZXymRoDEk9CJyu0ERXgzE74RqUpybwTcuUjXfj//vaXIMl3kpuu3NoRICiGW1+TgKQFJSPQDOwxwMMhoXV9rmwbm40AmYjsyoJppx101za9/VR23YwdSASQRha+OICyc3CK0TYgSyafRBRy0AV0X369pzyJKejv7PtMJTIU2i2ihqvaqgOQ5ainR96tLaWaAlzu9Az0b7lQN20LWvqXWY8yqTixaCKO03qM1FCWfgNPCVf2Vzh7YIlhCfzks6/HE/uX8FuOPowHqlvY6vXVFLP9VEUjwCErGcn9drmmBGC3LkVUzDIn4zur82QxUuTXv5zj7rPeGg93qnI/szrvEAJ/ZJC2jdypQmANgNClbIUrflgA3Ex2yq4HDU5bbFQ80vpB0Vgq5KDQWgHgNLqzmZCAuL3aeQLQ3rj0c0UgsM4Y8B00E2qVmeKdwU8xZoikkWmML5+UikqjoO58twQzwYGx9Fss3QZbliJZ6wYcujWIOBc107wGhwKqkYIm1H+MgcoBe022SSZgUtBRAEtiEEbES3MMe5UotPSaCz94NRfkoO9lY7ZZ26z22sffVVg18QkkbT9uBsFKJIgBpRPZJ9dHuFvnwDjCXdpHQgVUOhZMMNi45GPKRBk0lWwIvXYRrF0IX+oFvtRnBNM8KfBqAYyUh5+cpJKxNa6FFvtGRe0lwlkSxlxLA/7Qa9+Nj37DVfzYs4+B//FVPMNH+JGvq/D77v9ZHMc5ulThht9mOu3lcI5tqnEj7qF2I07nDryYCcbBwGVVib4kJ5/nlAQAwrkaebZhV102px+6GL/EvL/7cNkpdtcKjlE01C9WtwEUoobtpMQT/TaAqPTI7c9MJH3kqJBa/bwseWw3yBYHQqkIAzuFtQwYId0lMM0zcedcdpJXmYMIWyU8QSbadGHQglnlY5a5Mj94+3ngIJXafJ3a4jMsuwIqCHq+WdLpJQo3dm8y4KQMdLEOVlQcc8GdR4lCcthtQB/Lv6kMOjKF4GmeaY/XUrLJ8ybb/ZXMkyd6Pt+So04jL71hYhR54RItirICoekWAMjUYHm+KGQeR1kP3u7LwBJhgRyOwjnuq07w8YMjfIyvwHeMp04O8LN7r8Nhtcbc9RjY52dXISLSmD8uqbJudpe5eNj4tDE4qVPI9U/uGaBR2+0fc/G4u0SYmODPO2kbzKoMP0RMsqtWQeCrAHjR5hB6amSYnEJjPQAVaqShSCeBCH47gscENJUok04q6FxXQF1h3G/zYHNRqbCNDSST6tUnbiF4hu6OO7u1nLBWfutKSDSzKk9og2XCkwgSak7mNc+Nh3NsDx0+e/85vGX2NJ7sL+MZPsQD1TGuulOcpRl+qXsNYu+RGoaDVmBJNNHYkeARiODXvVTUVSTR9OMA3f0Tw1tngCUK8OddqVmMk2uehPBpFsRxl6E21R7j3MP3BGL1ietHAEk4+K5YSokNc4HkZglpALycS/cgJkVL6r2steVpRSeHiR69It5y3q9pCU/w5QBMAprs+ZDUBFLtS+3FxkYQ7MHUQisfibBKDQb2SOzQuAGHfo3POPg4nvvD+3jueInmxy7h3SfvQPzym/jGx/4V5q7DwvVoXY/WDRiSR5cqEbRsxc/PNZWMSfVld9bOnKYeTorOPEkbjXth84KAXMt6qeNlrAf/AQ/WKqTCQgHk3i71g8oM6+ptbKw75SPWN7fXOC1k+N0Vjv0EuGK7mGLrOVzYWVAmuhktANjdpRVyazxj9hKy5nw2V1ZdOUeD8F6804bTtkJZBVwKayzdBgN7rKMIDrY0ZGVajhNIaOQdKK+hyDIUdgpesl3eruviPR1U7aQfJPVRVB0mwpHT9+eIgsrnZtEKm3w6mXK71Aqd0++3Qm0oC2ZWyTUVHNvVLJqwthmh1A2m4+viMY2g7O9uUgGnwo7cEYXc+QxkX7ltqtRMknA1nOH3PPBefOaDT6K5xTj84BYnp3OcxDkSBCNRTUIE07jLBpaWvvqSgubxlivtuF0cQyv20+sqvgG3n74ddz1nF+CE4t4HtTlW7HdScQAAxfivJexwo03AYroKKk01DEWyqVTwnSKhpAhkQgLhuAM8YVxqH38rRgPmIgMg50IZamuKtHY5XZQ5bDtg5ZHaSncvkocyFwSf66V2kNogQg6GeR4T3HaA72bZpFA85BNujnvYJrkfV8IZ4MT8gMak1wHRF2eGmzfFOGIuC4VfaY5rkfZUz87VUpW27sVo6qUVpnBZA6iE0w7Beuas5zExL7D3ZKolkIurwm2I4HmDuNcIzPeWOKCQdltyxV8NEmkwzIJTqKsSlEgps04Xcx9A0WfRzoxuxKRYCBRBzU0P349lg6DSTTF+AHUiWMFB1VwdFOAUUXlBwsltTTgK53j7/pN4/1feg48cLxA+1uIf/dzvQPotJ/gLb/1BbKlCzRGRHY78OfYqdRw2RWFvvX4GVw79PMB3Cf68B6VYopRpSjMppAIlpfsPAar5D3fohDAIZiapBK+Fh5CBE8SQ/3EvcgGpTHYLR9Glnbwxu2YCOuEl1Hd9FJ62d8CyRhbaV9lqcMiDAAAQdMGxsNEux0A73strvCvwTztNktDQDQnECakKSJWHB6S1kxLQAW7kbD/swXBgrFONLQcc+A0O/UouSxlbPFPbpq7XfroDks8QT0HTjUX1B5NcbxIaymDSQqM5xVrklQCkqBNWATk6SWgQ4UXjN5iEFkdkaeR8n7pemGzeA8tWWm/rDtPdNk++SCJese3Aq7V0E6pKILyzOpOkEJFNEkAWPegY84Bylgvc1eSahxHodXGpdGGv1ELLohEFZKWm0mIjI0qvCC0NwlAE4InRUoeH6w5/5vF34vnhAH/vPV+M1/zwDbz/oUtYvbmBR4VWpcv2/RYzP+TO0EVh0dR4xJmkGMHGtdG32RdauN1YLQpzmgy4lzjuviyVYaOZgVAj2Y6okFS/1rzYqIqTCjnrjSn98JLLwwHZ89sSnCpINDkFxowCMDEjCb8a4FUEgif94HxE3WUMMTbdhaYra0riihJTQahZuMucJX9NPhhJBut0wHcpYIDH1XCKpd/gOM4lnPeAB4O8IugQc+g+xZJz5SXaUF19o4ROmXBTgwm31cXRtOgNC64hJTmZMwzsijX0MaMO5fOlwBXbUELhRNmfj5taahkqHAJAdmnoJLdWKiAa/f0g77nvinRBbHceU1HiAcBVAsEV/wHbiW3M6AINQGpBTSWY8k5cdYzkQv1YIKvM8v9Zx5RtrOAsZ2XHwB5nUQgwW66wTRU2v/EcH3jgCK4H/sp3fxnC42f4r972w/CUsEoNNrHKm5mh/mxDcl1EIMoy1cIlmEh/Jc4SWWVAF0LYjvHkHY67b9lcOfiegKS2t1qssYKLX0uLoVBfS+hJoBL+MmcnF678DhwzT0rmstprvmj+bvYer9bBcjd8ybFNjDGpNvukcs5ahMsHs0gDj0pI0MErKjHqrKkSUyaawHUoZIde7KS7FDCwwDABTIpCBE8J5CDkEG3JkApacP7PwaVBACV+jtRWMAvpfDh5BgJBHnUyFmDTVM+d7Q3QtMpSmcw4s2eUCpwVOimHiYqOfb6bPE818Ey1z315Sgx3zqBtj3S4xHhppghHafmFW+vSaiMqXRxVGAZpazTntmVymGKv0JZjWdg0AkJkOPUMyK0sIEdyBnRqaciIuMgOJ3G+4xP/dW/9abi3JXzrd/9OPPoPruHjX3EP4ltlB9+mCn3y0s1gLumC3nsrkk6toVlh3LQZi2sOF8lveJeRoq+uMF7DFwA5D+aU4NdFfeM2nbTpKj15iAAKzc/+pvLT1i7CGOE2uqqrqq3ZDWWwjvHqlVRBKYHWE6ksImFXTUNOLQruKqnHOQAAKptJREFUmPjl4g9yKJ1huFNwSC5gcRFTGBPcCBwPM7ww7qPWNo2H6NObRTEzMmKMgxO0mH2mQ2kfVmHCced8j2ShhAJQ9LWzuhRBU1Ibo8k91r9liejgQEY/HmIGiGT/PL5QG/BGZFFDDK2Wk+XNjnY8yszxBA5CPdXqfS70WfRlYT9QdAMcskusHYYTcLUIjUDvz7QCjmFU66vJkVC0DuqEq0FsvE/TLIOePCXMXY8IQpcqRK3UVxTBj63wxJffg/6A8f/8N1+CK5fP8LWv+ym0fshpXo4iXfk5BSdOPgZYAlR30e5PVboSF+C9nyiYv+sadK6PuX0iIhYJ7nwLPluBlguM9+zLa6fy0hbq0KTaO8XT62Q3NVXXOWnlmI6Zc0gzcc+k1Xb3nJQ0YnTYcLwBna+RDvcQDwK4SsiyyzYabNJrVZQmvwNQlG+BsntOpYCtHWcV9W2P0CVc3+7h6f4ShuThiPHa5gYeCLcQQRjYgyNl7j2HIIgqDfGAkiYRV6WoaKeVktyLxHDKEoyHc8QmZA8z4RSM5Z4DpYhV++KaA9mhaSMUWsykuBW2EyYhCZtv6ifvxgQ3CGGGjs9AIQB+uZM2xXkN7DXwq17IH9qOJeY8wa1tKuacCdyG0nY82yhMtpZno7Rnqjxc0nqEmUZa9NgPUpNZNHqvZHGMldRgqnbEI9U1PD1ewrV+iZZGHHihsB74FRIcVtTktlxNI/7LT3sn1m9r8D//m9+Gx74l4dqnX8X2myocVptcOzFdANIoMk2io3EupQi/GdW4Qu5hmjclPYPURyzSzaYWL3LcfVBNrpKTwidZ5KVjK/mnreAX8hB2XvNIt8t6M4osJlVJa6E1FaCEEbfZlb3aKQwBMAnnrBtmkzf/fnINNgEcCV10MAEMZCKN6/VzNYJgj6KCo4xTwzhzWyPWDrWLaGiEcwyvWOtphR6a9xvklAky2ZgxFWCUN0ill0ngn0h2zihh8JDgzIOucrkdKC2cyUJLoktXHHugwCWd+HYdkxqGLULEVNRb9D8yAo7tXpb6AIXcAuS6CFdO5cAV+54YRmsVCrPPLb2d9pX16O06ps/QpJ2DoNnYGHCpMP3c4MGViIKalVfmqGvuHg3qlz+WECFOvq0bcOXqGa59+hV0l4H/78d+A45P57i347LQWBSkBUK/jbm+g8hFrk2dduGLcq4V+rJk2yeoyL8igpOpmZBWkvxMBzMJZzei+53aStBqBkldNEUrjKh4vW0jwnYAwLvoOPJIcyEahJMN/PUT8N4Mw+VFJjsQI1vmuPMebrXNgJlMTR0T3LmQTWwQpXkDBEJciCZ5ddqLZ1cvbjLkHbhXjTVj8CkvX1qL6sl2vALPWwyXF+j2CVfbc1ypznbu1WmaoaUeLSU4z4izKuvm2y5nCi0gAFvKk3+cebhoOWeUyZmkwMhEoviySoiHc4zLWnTXN4MAOjjtiFa4XkkWuUXmkIKXwXjjDKgrxMtLSV066/trK9SRWBcTpC7gAijslfucYg5nzdMMzFIbaQPivBLbpZO1lD/agJQKZDR6B2403LfNQLkWmeSiCkR55xtkoqUmoD9Ywg9JFIyHCDpfK9BrASYgdjWO0xxJ22etG7DvtiJegSprD9jCHOGwIHGf+ZOP/Si2j9b4to99Dvy3XsFDt0ZQGsSRWKOpVHuk2iGcDwITVwNHGiLodAU4wnjvocwTzent2s3TXchjuwvPxeOuT/ad1V8LFRncYNXEaSvBGaoAZbdnUbHJlV8lEeSiRnC5FZbfdycwiZ3TTttGKJY28JxV/gGYv5jRYqfqrjaxbTKUD1ehCgZ4+trpfwB8D/zcC6/BrX6WNc0TExKT7Ph+ROwdTh+p4cYLqzcBKciuXa1r+C5hnDkMMwIlaeu5EajWc+lEeHmP6xmUgO7Ao98j+B4I2ya/x28TZk+eqjGF7ZyuSHBZD9gsnbwBblS/3vrsiVUME2WXtZrJ5D7xhaJYZupdPKzbcaffh6KXZ1EEWy6TIGSZ6Wcmhh8uEF+mnwfA3arwPTc+HZFJ+u0uYuYH4acPLUZ22MYKiUmeHRi1H1Hr6/bDBjdPF3jo5oBw3CEuxNRiff8MsRYZ8hQIYVujWs00+gJoBMJ6D+yA7eUqy5W7KAVhN0qk5UaZQ7EhxGfuxMiS46633tJM+tzoys01Ly07bIAAkKKZ0yqxQzEuUDCK7LRiVexunMrn3XdJ5KgSyy5YeaRLS8nrTFNNC4Vezfi4VnN7rZy77Yjq2nkJi6qA4WiukFddXTvT/5Jck2YVaK/NGACKnPNkqoOMUUOgBYe0Pwd72aEOPrzB8L8e4Lo/wDB3t6H7wED1dsLrvun9qN2IMXkkEM4HyTP3qg5BQ39HCeuxxjZWaP2Ag2qLBMKtbp6ZV4kJXQwYosd97QqX6g0SKA/okR3e9/z9uPx3DjF/8iynXklz93DSwZ+skPZa9K89Qu4XA4hevOT8qgf6EbRVwQtA7v12AE7OZCIeLiW10Y6Ghfq5+EaCUXBjyvpscR6QtHtj5CUaJefFhDYMB6RFi+wZp9ZZU0BNONmAbp0KPPdwTzYK1clLrfThH3pnxPt/5q23PQ8Zq/KvLcBshXxtr7ETLPy92wS37cS5ZkwY5gHP/J96fMHjH8jPrKKE4CLOhhbPbvbz4pGYUDEhgUSYlAmNH1F5MbsIpP+6hF/+1Q4vdtz11pv1nadG9OalNW1vTVlKuRaZoZNK0Ei4YLtT+u4cBIduVsdc+d0qPJC/jwCwLztTxsIPYxbWYMVOsyN4RT/lnrHZ57LuJlF2PU4JbqL7Tsma1mUhswXMrXqE50/kMpdz7fvq5ehn3HrTAb7k8nuxcD22XGmfd4YIwtJt1VdO8Ng3xj1cH/ex57e4LxwjweE4zhEn4eZaW3uXwgqHXoQrPQRAktjBgfHx2RtKjcVRpiMLWUiuP6r2ne8Fw0CEnS6KqMZMd9MEjKPk2hZV2ViwWopGd0QSxckXuFJjyW/Y7dBkAonJbweSeak88emubhBf7vtd/PzEKx5EaK5t0T43TfhLVJN786bsa9GItUYt0jQ8iUp69/seR4en+LS9p3AUzrF0G+y7LZZui2txiV/t7gcAzJ0UPW+Ni4ymTCDs+a0+86idAYZHws+GNV7suPtwWa8OJalokMPU5m2AjDFXjC10dv0Ijk56xuYBZiKPGr6nq4fybxM0hFMSh05U10XZbfQ1ItWkMtUJQuDIeaTCeBXdZxbRALLJwk6FXQs7zmSWDJxibTsgg4HIWl/aDsSoEkSLFqydgyx4YUVHAKliacOB8PxwgAjCgd/AI+EkzrFNFR6sb2DhOtwTznA5nGPgkOmZDimLLEQIe8shYZ0aPDNcAoCspzZ3nX6neM55831ftoASjnjeAs6hOh8zi43GhOrWRvreGqFxkB3ZYLlgBvYW4Cog7gnMN/eYVfDCqX48783BlyR3Trprh5NO07+i8iumkpOFw6rX6nnvrKOircuk7dHxcA63aFQ/UDEejTxvwyOI9DNl1iRQJrnVJTJDLULqHZbOpCSRjGorDJeX+NhXMuaXzjH84mX8zZ/83Vj+1hfwTa//cRzHOWoVLRnYo6UxL8ID+9zWEyNRUcDZKrkGkOhg5FdJGA9gZ+cEUKrfkwLYFCbIdVXyeRTtd57kZnkFVfgkB8npivWuEFayiB9sN57uurr7KNc7F9eC9cxJpavKKk4O2YEEgAoZqsJIVQpZ8oX6PYYqQ5C7z0VhhdsJt1+rsRIJyCBmV3bedZKSfh3O4JCwTRXWqUaCyCLVuuKfpRmOeQ4AE/qs7MAiihixTg3OYwsH6QI0jlCxVum1f09RC5BDJSo5QLkvQ8yLMjGk3dX16l6jEZtFOArt5Soos01BNb1FfEkWhK4Hr9aguthLJ21TubVChGe14vGT7NxeHnqmxjrbVYEEn1tchrA0U4yxlWJZMAiv4T1s8UhK9CG+vVRgkzwPrEl06qBdABlbYtZJ+HWPP4k37z+HH/jXvwmXf2nAE2/ax7XXLnWXjkha8AMh4/Dt2S1cJy7BqcKWZaLbWJD33rkuBdztPvuYUB1vEWdVXukMjcVNLavkoEihreYe2iozf6/cXlAJJsmLdbcYVT64KuExxQQMWpfJphJKfgAkxzYUldINeV7n3R2ADC4g48WdusyITrqu/p6QOICGJkNS7Zqn7ZDUVJr3j1J5DX6C8abJtRaGm+8i3DbCd4TjOEfrBtxfHQMog+De6iRzrqcyxwMLtdJ6wp447/AC/xQKZuMGtLqje0rC3QYEGZgY4+EcwDxLSolISBk+ArIRSCdP1V+DykR1o0zutikDImgbjVHStuAlEghe1H1nTb4XpglPswo0+twuEwlm2iW3aErmbIG3QmE/grqxwDZIFn6KIu1lzznzJYZJmkYuvzYz5XScGt05i3wMsgCZPx5FFlZhFDPJB+tbaD/vOp542x7c9Rp/5zu+CO7TTvBfvuWd8C7hQHf0dWrQs8f1YYmBPV4zv4X7/AlupAWO4wJbqnK05sEZt3+n4+7u7DGBzjeg2iN5fXBjzJh0aXUpnLHrtRJvq2ShvBIkQkhBdrHsyErao2V7isi6XgCyqGJGHxFEnrjSARkTeF5nmCkGqJLrsBt1bGVnoXmTd2/biUlZUga5heV0gKzyjQA1Qj8KrHXWgPfanZT2NmGHrarsDMBZatG6AVeDFCPXSSbP0m/gwVilGqvU4CTOcRItfJfw3waQ1wFhFEzbUeauw9KLQpD1lUl3rnEhpJBwPkiR0ztFexlXwbojEIhwHaT1WTlpMyp2PbVVRtJBe/eACVegoBMrD+Y6P3O7J+wIVAcx0pgU4hhu0lEpC2XW/DMkoWnWW12GCOw1Mqwnqj9QwEpkpBoZ5wG9oxlXYTbTezNw5cUhJhD8NopegTQLgSHCreXzHDGuhlN806M/jpNH5vhb3/HFePgHzvDhxT78W5Ny4TsMHHCs6dl5lNB+Th0eCBtglGdkIb0ddJt8Rznu7mR3JJVOzUdTHeBYXURMnBCQVf1gCQNiCOddL8khq3IaW8i8wI1U4bfGFNL8myjPf3NmES65VoxT0vy6zueSBzFQzCgsMrA8fBQxDmdilxPt8VxHmEuF328Ff21kHoN+wjnZIaxdlERLj5NKJOt5WqRwa1ygpQGHfiUKpn6DyA5naYY1e/QccgFu7vq8g3uwGBqwQD1riqpnXqGlAY/U1yUaSBVqili4DjMvA5kiI6wG3SmVdVeLcYHr1UsOyCysogpDSIH0GvVZTFIpSlEouoAw2loP2o5w2660SnO7VdOkyIIF0MVjOna4rZBmIpXlzzsgeIwHUgdx41hasypblj97sgnA0jVAUIUpCSipj1k/AfacedLb5gn0mXQnn7qzaG3GjYzTvsVxnOPQr7H0G8w+4wY+tLwE9oz/7oe+AovXnuLPvflH0NKAngMiHO6pT+HBOEsz/GoPnKUZzlIr+oTUY9DnfodEIx+vQOutygUnbhQL3A2ZbwxA8vE92ZVo3QkVdtSmEVEJD20ieJIE2vqiq66omnrpP1OECl7IuTh7MKdrIEakS0sBrIwpK5AaTz6H5IqsSjNBf7nzLWjVg9saZPUCxYBTP0oBaBEya8t3UaMVvQ71b7PKPTwp2UeuNZxsQZsOaTkT0wYAt4Y59vwWFWKmTg4ccDPu4TjOd4o1c83b565DgsOZ7vQHXq5DQsSA11Y3cJ8/xQtxDx+LV+Gpw9Jt8mRHSsKNn95TX2OceVSJxY4LKCyyLONMSOYHB2RKcNaB60fg5gnACfzQfQKAWnVidWzh/AQS7QYliaylWIi2lr936o7iCDwXcBCu3wTVNXA4E/LVKhU8vurZm8vPVFB0Z6r0g3yfjl2qQqkL2ZjQNp1NdjcmCTamWvmAEnBGuDHhrG9wfVzioVru+196y3fh+E1z/Pkf/mq86f9zC8984RVce3yJq+EMnVbgH6puonU9nhsO8eRwlD937nop4iV5ni++r9/tnF0ngbPQ3A4rYjgHnguu26SDTO8dmLQ5DF5ZSdGGXZEZkupvIYjIJJfX5hVbw0iKnCG1PA23tX2TMd52rrqTiFwSifa7ts8MDEQk77FFzQ1JgBDq1EJaqGHSwaMtQynehJ3iZZamRplA+2GLVgtvW66QNIRracCRP5cdXuJOgKRct2VZKJZ+k4t3jlIO4Xv2uJHmWHODmkYJDdlhYCcADoMwm8qPkyjG97IwZlLQZNIwCXY9QGsl1jbL3HoCvIebiw88DRFujcJYBGBa764fc3WdGDtkkNtIUTFJvWY+z7iJHc1+250B+UyD8xrib1Jw41ldJo/WcIwPkAFbF8f4qLJYVqsxIJL3oKZGCg5tGDF3PVapwTUssVXI7fyBczzz269gexn4lvf+Vhzur/FFD/4KrlRnWCWpv3hKWLottlyhU0+BlgbAAes0wr1qwvikq7Lpqiv10Uz9eBayq4thg2njS3jsAAxaqQ8OyUt7ZJyL4EXYRlFXbSrAFR8yCg5s1VhTtxmk55oWTR5EpIUnKGDDfN8MT86hUiivR/IEauQz/VY04XLeWQcMe5KbhrNeW0NaAPTGF3dIs6q0fIIHL1xpuQFqC6wDfiv2P/fXx1i4DjfiXi6+OUp4vHkOh26ND/b34Ty2kmyzw1p10/b8Fo9U1zKvOsGhpQGeEs7iDM+Nh9mfzFHCliv0KQhxRSm5rKwxkcBOCGdDFrDgUaG1gKYngD/voGxdrWtckLt2QHILmUjbDm6lBdsoTjNQy6mddiaRuAQRSTvQrL90UXS9+A6ky/ulom5rEJFCU8vmwN4h1QJ08ae91H0iAAfRam9KFT/c2oBuHMPNZ+D2wtSxlMCw7Ba9qssuw4NnDcaZx+V6gwO/xrVxH8/zodROKOLr3/iTWD/W4O/84m/CI3/L4fS1l/Ghb7yK5f4Wz/MBPBgPVLewDBs8NxxijRoVjTj0a5HL8uFVNNmBDFTYab85l3Wy3ZCkSGIgGIcCcrCH5ihPWCKAkraCiHa0w/PgdK5AO+1vvoTmWfzBNNasZ6wtMFvFpboP0GiGjcjfO1WmFVNB5AIhqV4dvFTzaUxA0HNQ9RTGJJe3opJdv/EcJpfglW43kJd2HLtcVHOUtDKr+z4V1Vo7IkufNkEm/zqJkIg4yMrndDFI8dPqF5GBIBGMtBc1RB9F6GIKpMFU8XQaxdnfDTYrCJySn2tPnhW/T4C0Qp0US/Oz9JANoAqlXQqU6MIBNJaIqHifyy5KUXr6gsmwqEAKaNYZMeJPgXFDmHrATui/E2Hc6XrtGlW+u08h78wRpM+J0dKANgw42F/h+PWXMewTfvG5+3Fts4d3HD2Je+rT/JFmC2b69PnW4sWPu1ygKzpiAMrqV3kgtFJYuXYiD1oBJmwiCSZD5QD2AYgMf7aFq8VAkYMY/zEIWAFgRlwoYEMpnAByeyZVXlbzZ26A+wF44ArSXpOZY4mLY0xShRUhxADB9LpVdANA9h1LtaDkXJ92inx2LuF0CzrbivItANoO2k+uQXuNgHM6LeYZMIekyAgGzmOLlgZcDkXgIrK05M7STMwMXKHxVlpsqygiQfq3gr4LWTzxLLU4jy0aGjH4smCcDi2ycOTJOWgcRcIpeMTLS/R7opcWbDLYoDfzQa/RQF6kAUMxGrMsH3VVVIUmk4UjQI7kM42u7AB49UR3BGcuKWOE227Ke71DMEbk2VrERdoKVCtI6OQcdLjEsKxEGuxci4XLmYybzQiv/njGBOSF1pJWWxnPF9IsA/rkc9CfXZ9Aqw2q1Yjj7QwvDPt6Szh3Q9apwUmc4Utf+0uIf9LhXc89ju133IsT2sfPfTXwxff9EnqVLls6kSozQcsElyO2F51+L/qXX6tDd9rcrjL4pQ0UQ1nFSVXXVn2HAniwM4+sxn4GeOECprlwmHuqDEzsCupP8rod48P85skgTAXcUyCz2u7hO3ymfl8+5ynIhKi4nyTd3aORZzgPsttuI0ovHJA2zCo1O20YRwKSMQHLT3RMXyPADr0Plh9fuK4CGcWdVYABYLoBRo3GDHV24Z6bHPKOtvv0yPcf5T2KcJP30u2vnebrzpV7rJBdSsqxNw13W7TucL0AshIuWbrhUIRAbIza+zOwxiIDTfP0Yy3kFsOulHf4K+Ecn7P3Qbz+4LrIISbg2eN9vOfkYVwf93ME5/X91lXpUvXq2dnZic55UgUTe2h+O+bedT6sYqugiTSrtJpO4nnVRbittGDc8QrOORDPcyieag+/7ku+WQegG0Qoowr5YcR7LuXiUjjeYLw0x7gQso4779QB1uWiG1QZ1OivNCbEvQZxHuA3UaCcwWHck4q9abG7phK0neaJmX89q5Hml0shSndGw+zThUG/5wUDf6xyxYaNN03zqNX41g2Yuw49AmJ0WLgOh2ENl3P2hKvhFDVF3Ih7uEl7madtIf489DhplWikGufZaKOL2bdvR0RksjCZsWNOSfohe8anxUy6DxlMc4H8M6QCSFJabtLW6HT3zzRlX4v+nlbZTVMun4sq38KLOi0SS5TSD6ivrwqHwnzcKw9uZTNyndJJHasj7QA+OwfVde6vmwtOtsw2TIAKtlBkoG0QZx4HzRb3VKc5/G4NBqvFN6ujvGP/Caz/UI2P3LqM5ocv4+M39/Dh//QK/szj78RZavOzBqQSf33cexXCZW0XtDFCeOmcB4DJMyfvRARxQlmlYSzCF1YAsl56p1zf2j5IV1jN+8QIEfBnXa4E5x3fBjcDAE907JJioDkvWMkTPADXj0jT25pX9ASJP7Gzc5hOnbNztdzTJv2030zQQcE7ZoERhEFFOoS55lBB24RizYIIl5FWdtSqqdaSIOi8RguS8zs4UicYdccFOxnIo7Y4+1G159ydu7u6YJVIIIG7XhYw2wExjaYu5L4XxkSWn7rwHfZ+Cg6cdqv+9hqGz68tXRfFRph5qKkf6b2WzgOBPOf2KOWIMoJTyhGJ3SM21SmrS2UDC6vME4JLuTgKIEdo1aS20rPHkT/H773n5/HT7WP42eNLWH50gw8fL/DMcLjzWknNws7kv9Nx12Wp/KoDj9VtFM40r0G9ttlMDJAos9RcNwI9wesEc90AWm3AVchU0agVUkNsgUUxFsMIdyLecv2DR6CYJBcbispHmlXAXPzH2heEOZT2FYFmlfsL+nhTjflqPWbHWdcNqJ/rYfrncvEacbSCLTdkHnlXlEZsoKmePnqZ/OlwibjfILasFfMRkQgeDgd+nXeEikY8Nx7i1rjQqnqZLAN7XBslTzyO4hdeUUR0hFWqcz/XUaWgnTVqF1Gtk8hu66KTFg3SolYoacqEHrkJoSxQQHF6tZqZCUtUQe5DYrgz8cJzaBWOLKGugKdCuXe4UBSDrj8Z1irCjfk9+SFdSM+s+DZ4oJcqflKd/amNtOuVvgwgmfssyWu4bUD33yOfEyNok7JDTz42g4BxLDJRKLgbEroxYJ0aLP0GFUWcxRZbrjIJyQAyFUUchXM8Nn8eP/X7buFDxwv4pxr83V/+ItS/8Sb+xBveBQACr0XCw/V1zFyPFzvucuuNBSOtYZYd0v4Q1VRSzjJU6dPCvCyXpGExdT34fAXaWyA1e8JQUvseUl03Y62hE/lgntUY9qWd5Fd9kaTWED1VXhaKdQeeiX2SqYJk/PW0eBQmkNGec/4uDitKqpgAQzKCLzh4hW1ycqAoYb2huvJu2A9gZcQJDFN2AfP+9oiqY55wXzhGS6OQWqjN7CgAqobqsFKijBEotq6C55QHl6OEqIOsdT0qp63MrteWmwP7FrH1wnZNRXjESCekuAHrL7N3eTdk9iDURWhxiAqYigKQSYVZxs7v9MNzu1QXAhlPokaTFYeJEEOAOeXC7uPksEiFvOAdhJugoW90O52C3Hd3En1RnCxiM5EBl1ZbLBGZYhGy7bLBcmPKkeI4oRkDUm9ZxwaVG3Ok1qUKjRuy88wff/zH8OxwiH/8K1+A+97d4SMPLxHf4HK7dOE6HPnzLFZ6p+Ou89kzk8wLvpii9kVVLNH0xCUE1NwLyDmRP9vC2UQ+OpTwvR/hRpdJD0JkaHNPGHUAlhKyh1UUJJYuGpltp7pmXHlhU6lcFZkHWfAYW5GFzpZLtenHQ5F8qotHlB8+t2Js4NY93KoToIdq5yGl4lxCrkgzcSWtSKv0RkZ9c4OwkWprVJEJAGid5HrPjYfyezhcCaeZ35xD/UlrbukM/+5xY5Rc/d7qJDOpAOAszrCJldhkzZqCD/BuV79fW1Q5IjN2CVAmpXLJzf/dOg40JqHJJs6YAiAC5CfhtLZBIwNporVGVDYEIPMQhGbLt+ni2WGMwtQWDTy3lsXM/PkMJgtt5dKQ4GNfnntFiDo+0AbwZCGifhBZLpOJsmtgBqqAce4x9yMaN8j9hkxqoxTbc7HW6cABCQmtG3BPdYr2N13HR153ANo6/L//xZehffwEf+ZNPwpApar5mRedfq+MLJWu+K4TPrvx0tnfLvJveVNsA1JFcFsN9ZoGyXjI/QjiMUMguQ3gEAosV7Xp3SDhOw1lootgYdmtU+XgUCaZua5wCgC1GVcvvnS1DmilH7ADa88fioZLiwZMQLh2Cl5vBPM/b+T7s32SUUZ1h4/ay27l8926hzvewHeHWe/MqKythm0vjEc4jy3urU5wOZzn/G3gIAsDIYsfHPp1DvnXqcbVcIar/hRnNMO1cYnEYmTYR49UUS5wmrednCwKhFkhsAIhnRTdLPyOwnpLbYV+v0LYRml9MYsisCuvZXgBtkwmurQ3U7bKTk4WRVMVymPF6kGR8mSHja3c7tXxoAAbvx1FxbaugEUNBsHxuFOV3+kgGBfDERJRRng60hrRahQ3m715TinygtNUGGcOrTdqsaDi7g0n2PdbLYxSfk5Ro7AKQlK6L2zwX7/xh7B9vMJ/9y++Cq//Z+f4+O8+xPaNFWJyOI9tXtDvdNxl3XjJYbkNBfY6CtLNWRU9KIXQCBOGZR8SXIQi1HRVnvZ3qSiC2E5tMrvcqh8YoDs2NFWgDOYxmSlr3U2N7g2e6TQFKY6sI0I/ioBmI4ITqQkydldbZC09J7kh1XXuy3Nb7bh9yKCaFOeAUp0n2V1jhaxauo3SK39uOAQAnMQZulRhlZrsC97SgBXXt1VuLVQ0S+iF67DvttKrdRrqqyhC8jaJkZljMPBRrj10QlM2Dr9FqJEFYedcpo9W50pIcSiac5EFCac007zgK7wY0Ggq6xaoDr163dtz2vnO0cQuC1MSDnCdfVYJ13nRTgxAVSI7JaGtKvSaZb0Bqde7Ww/Z+ioXFrnQe9OyRZzXcEPMFGlL50yc0ngMW67hk9h/9RxQKyoOkKKdLQBryLNt3YDZYyd44osPMe4l/NX3fCEOD1f40tf+0qun9YbEMjDmDRCgJIQIbAexAW4D0l4NjGK0CMhKD0CiAEWWWahvOZUplBhFEZDJ6lZb0HoLnrcgHUTjwswBpXDEjS+rdxfzQJIvVzTVrJYHfC5srLTXIoUK4foZ6GwFunwok71yiJ4QAHgdbEyaJ2Zevs/RR2o8qE95l8uEEhPl2HTierucI+21iC1j6TaotQq75QrXhyW6JMyoxCJX1FKNpdvgql8BEXiaw46owZYrOJbe+4I6HLo1jvwWjhJ69linBmc8Q4Kw1lLtM+mouOzKpKMhAmcrIZ0YKAkKP+7EETYtWyEZdSPCrU3BS0x64XS6Ag8D0F5GnAcBymxHmNy4sMiSAHpmwjKsTpPYaidIZV1fR6r0K+MHxTEFkJqRgnSQEnjRYrg001aqLBS02ohs1rxBqjwoKwolVaVNoHNpIcZmjgzJjSwFzEpar8PCoz4Z0ZwqWKeS+2I5u8l/2Q7fqQDJlXCGh5ob2YFmYI9f3D6Es9TigeoYS7fBn3zTu/DCo/v42+/5zXj42wNuvPkKrv3+JfjVIl4hWu51dtrIdr2hCE6KjDCyUIRAYkv7Ka/SCYVVRLRD7SOVmYJ3Egqb4mvSMJ5Rdo8EUTqx1CFhB3Jbzl3/NdCOIzUH1IVnTAKl1R3Hevnm4yC1h0py8pTAuQ0HDT1RrsDWmirormJ5MmXyixhAJhyE9c6AkV29h6eErW6xLfUYYEW4svY7JGnjcYXjVGcU3lZhnIlFndZEQGQHdvBpUrcAQLOJ5v+0gOYg9yhqlKWw1x0lGFPpmTXZlYV6k0oeAS4iFUUbMInfZ5oIV8Agr9oOM5EMs4O2tqo6/7huAG0jeAqHtTFQFWNP07Rjotx9RJRUFF6ML/Ki5U3RRiPLsQinljFSgDTrFLLcVEsDBvJw4By+R3bwTvL2uevgiEXRVtmLc9fj8GiFG285Qr/P+JEPvRE3unfeYfDqrXjRv/waHOw94uFcdsFAoHldQBAaJvn1AA5WLAHCzRUwjEjLOVKr/WjTbTMBQedAUE8siDIsxog0b8DLNrPc3HYEna/BbYP+fmlDVbc2kt/lXUYq+rf1/afoKsXPp7my3gAEXb2lX+uQ9mYZHurGlF083Fa83ihYGoKCCNQWnAlRiuRSnbH2FIFr474KG0jV/JH6Oioa8fRwCevU4L7qBEf+HIkdjtMMAwfse9E4FwBO2eVq7dWeJuFXH8c5ro9LmDzVmBz8oFqBnVBcg9JEDYnI3iNePZD7ey4RCozNFxxSJSAWt1aAklJErY3pRpkY45UlQKIvEI7X8n3DKAYiGTvhyr22dCqI2iqCdm0GwVqMV/bkZ12k3PkWUADUuFehvknwmw4UI/x2LNgKZikaAoizSjoPUXb9eKH1SmOJylIdss0VE0SeOkFSQyA7FPlOxCsqGnEeG5zHBkdhJfDnsfjAPz0coaUeh9pafU11CwDw4f5ePDssMv/hq17381g/XOO7PvR2XP17c7zw/KtlZ7cd0SFLBt8umVwmFUN6lNPVcefjEuOOOIJpb9U7udH2e4NFkob/d4Ci3vF3dzwByuy86XeKVREmCwgDmKinTMA4+XPAt4OXLa+dtPumKDlPKTOmaorYquSUR8q7v3yMgGQuHgaySezQsy8tOJ3srGo/O/Dei/fSq4QTTxZEBdOkCXhoes1Mu9eUawD2K3tG6lx629NIgOkHTlmC06Mo1UwLMIABWy6Cc6YvyWPSILgTx5rsmKpjaIc+e/EzjdD0Mg6JslKGwCYmDAhIcLm2YkfkApA6CGvcSydoqhHV2Xgb4Wv3Gl/uwP4PcBDRNQhN5fpd+9J/v+MKPnnOFfjkOt9PpnMFPnnO92FmvnqnP9zVyQ4ARPSzzPyZd/VL/w8en0znCnxyne8n07kCn3zne6fjpcG0nzo+dXzq+P+b41OT/VPHp47/SI5XYrJ/yyvwnf9Hj0+mcwU+uc73k+lcgU++873tuOs5+6eOTx2fOl6Z41Nh/KeOTx3/kRyfmuyfOj51/Edy3LXJTkRfTETvJ6IPEdGfv1vf+3IPInqIiP4lEf0yEf0SEf1p/f0REf3vRPRB/ffSK32udhCRJ6KfJ6Lv059fR0Tv1nv8T4io/kSfcbcOIjokon9GRL9KRL9CRJ/zar23RPRndQy8j4j+MRG1r+Z7+3KPuzLZicgD+F8B/C4AbwHwB4joLXfju/8djhHAn2PmtwD4bAB/XM/xzwN4JzM/DuCd+vOr5fjTAH5l8vNfBvA/MvNjAG4B+LpX5KzufPx1AD/IzG8C8HbIeb/q7i0RvQbAnwLwmcz8NghT4qvx6r63L+9g5l/z/wB8DoAfmvz8FwD8hbvx3f8e5/w9AH4HgPcDuF9/dz+A97/S56bn8iBkgnwBgO+DgJGvAwh3uuev8LkeAPgotCA8+f2r7t4CeA2AJwEcQeDk3wfgi16t9/bf5b+7FcbbDbTjKf3dq/IgokcAfDqAdwO4l5mf1T89B+DeV+q8Lhx/DcB/hYKyvwzgmJlNl+jVdI9fB+AagG/TtONbiWiBV+G9ZeanAfwVAE8AeBbACYD34NV7b1/28akC3YWDiPYAfCeAP8PMp9O/sSzrr3ivkoi+FMALzPyeV/pcXuYRALwDwN9g5k+H8CN2QvZX0b29BODLIAvUAwAWAL74FT2p/0DH3ZrsTwN4aPLzg/q7V9VBRBVkov8jZv4u/fXzRHS//v1+AC+8Uuc3OX4zgN9DRB8D8O2QUP6vAzgkImMyvpru8VMAnmLmd+vP/wwy+V+N9/YLAXyUma8x8wDguyD3+9V6b1/2cbcm+78B8LhWNGtIweN779J3v6yDxI3hbwP4FWb+q5M/fS+Ar9H//zWQXP4VPZj5LzDzg8z8CORe/igz/0EA/xLAV+rLXhXnCgDM/ByAJ4nojfqr3w7gl/EqvLeQ8P2ziWiuY8LO9VV5b/+djrtY+PgSAB8A8GEA/80rXay4w/n9FkgY+V4Av6D/fQkkF34ngA8C+BEAR6/0uV44788H8H36/18P4GcAfAjAdwBoXunzm5znrwfws3p/vxvApVfrvQXw/2vXjk0ABGAoCr7OuZ3FlSwcxxUshX8HWSDwmpCzeqq7uqrjz7v9Ot5lYYQDHYwQO4wQO4wQO4wQO4wQO4wQO4x4AbNCUKEfyma/AAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] @@ -158,13 +158,13 @@ { "cell_type": "code", "execution_count": 5, - "id": "308c9992", + "id": "d2ed0875", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:34:13.827922Z", - "iopub.status.busy": "2022-11-30T20:34:13.827791Z", - "iopub.status.idle": "2022-11-30T20:35:13.210171Z", - "shell.execute_reply": "2022-11-30T20:35:13.209771Z" + "iopub.execute_input": "2023-06-13T13:29:14.867377Z", + "iopub.status.busy": "2023-06-13T13:29:14.866938Z", + "iopub.status.idle": "2023-06-13T13:31:16.352535Z", + "shell.execute_reply": "2023-06-13T13:31:16.351763Z" } }, "outputs": [ @@ -172,10 +172,10 @@ "data": { "text/plain": [ "(
,\n", - " [,\n", - " ,\n", - " ,\n", - " ])" + " [,\n", + " ,\n", + " ,\n", + " ])" ] }, "execution_count": 5, @@ -184,7 +184,7 @@ }, { "data": { - "image/png": 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\n", 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\n", 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" ] diff --git a/docs/gallery/template_styles.ipynb b/docs/gallery/template_styles.ipynb index 61d8036..068ad20 100644 --- a/docs/gallery/template_styles.ipynb +++ b/docs/gallery/template_styles.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "84d7320d", + "id": "b5ab75cd", "metadata": {}, "source": [ " \n", @@ -17,20 +17,20 @@ { "cell_type": "code", "execution_count": 1, - "id": "89cd6c66", + "id": "47720bfb", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:35:18.188712Z", - "iopub.status.busy": "2022-11-30T20:35:18.188241Z", - "iopub.status.idle": "2022-11-30T20:35:21.455639Z", - "shell.execute_reply": "2022-11-30T20:35:21.455308Z" + "iopub.execute_input": "2023-06-13T13:31:21.734963Z", + "iopub.status.busy": "2023-06-13T13:31:21.734528Z", + "iopub.status.idle": "2023-06-13T13:31:25.661021Z", + "shell.execute_reply": "2023-06-13T13:31:25.660494Z" } }, "outputs": [ { "data": { "text/plain": [ - "(
, [])" + "(
, [])" ] }, "execution_count": 1, @@ -39,7 +39,7 @@ }, { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAAAMIAAADQCAYAAABV/76hAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjYuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8o6BhiAAAACXBIWXMAAAsTAAALEwEAmpwYAAACz0lEQVR4nO3aIW4VURiG4edCHQJPqnE1rIKElbAJTv60rtuoKRqFZQm4LoAlYEh6EViSOk7DvI+cMZ95M3Mmczqfz5Kje7F7QPIcFEKiEBIUQoJCSFAICQohQSEk4GL3gCObmVf4jEu8xPVa637vqmMqhL3e48da6wPMzOvNew7r1C8W+8zMW3zFPb6stb5tnnRYnRE2Wms94B2+42ZmPm2edFiFsNHMvMHPtdYdbv2JIht0RtjrCrcz84hf+Lh5z2F1Rkj0apSgEBIUQoJCSPD0V6NO0vnfnP52sSdCohASFEKCQkhQCAkKIUEhJCiEBIWQoBASFEKCQkhQCAkKIUEhJCiEBIWQoBASFEKCQkhQCAkKIUEhJCiEBIWQoBASFEKCQkhQCAkKIUEhJCiEBIWQoBASFEKCQkhQCAkKIUEhJCiEBIWQoBASFEKCQkhQCAkKIUEhJCiEBIWQoBASFEKCQkhQCAkKIUEhJCiEBIWQoBASFEKCQkhQCAkKIUEhJCiEBIWQoBASFEKCQkhQCAkKIUEhJCiEBIWQoBASFEKCQkhQCAkKIUEhJCiEBIWQoBASFEKCQkhQCAkKIUEhJCiEBIWQoBASFEKCQkhQCAkKIUEhJCiEBIWQoBASFEKCQkhQCAkKIUEhJCiEBIWQoBASFEKCQkhQCAkKIUEhJCiEBIWQoBASFEKCQkhQCAkKIUEhJCiEBIWQoBASFEKCQkhQCAkKIUEhJCiEBIWQoBASFEKCQkhQCAkKIUEhJCiEBIWQoBASFEKCQkhQCAkKIUEhJCiEBIWQoBASFEKCQkhQCAkKIUEhJCiEBIWQoBASFEKCQkhQCAkKIUEhJCiEBIWQoBASFEKCQkhQCAkKIUEhJCiEBIWQoBASFEKCQkhQCAkKIUEhJCiEBIWQoBASFEKCQkjAxRP3T/9kRbJZT4REISQohASFkKAQEhRCAn4DPWIrF2ERGmcAAAAASUVORK5CYII=\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -58,8 +58,7 @@ "netplotbrain.plot(template='MNI152NLin6Asym',\n", " template_style=['surface', 'filled', 'cloudy', 'glass'],\n", " view='A',\n", - " arrowaxis=None,\n", - " subtitles=['surface', 'filled', 'cloudy', 'glass'])" + " arrowaxis=None)" ] } ], diff --git a/docs/gallery/template_styles.py b/docs/gallery/template_styles.py index e450493..566b98c 100755 --- a/docs/gallery/template_styles.py +++ b/docs/gallery/template_styles.py @@ -14,5 +14,4 @@ netplotbrain.plot(template='MNI152NLin6Asym', template_style=['surface', 'filled', 'cloudy', 'glass'], view='A', - arrowaxis=None, - subtitles=['surface', 'filled', 'cloudy', 'glass']) + arrowaxis=None) diff --git a/docs/gallery/two_rows.ipynb b/docs/gallery/two_rows.ipynb index 4af0c56..c292fec 100644 --- a/docs/gallery/two_rows.ipynb +++ b/docs/gallery/two_rows.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "ae7e3680", + "id": "17b09b38", "metadata": {}, "source": [ " \n", @@ -18,13 +18,13 @@ { "cell_type": "code", "execution_count": 1, - "id": "efc4e574", + "id": "2c7e983d", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:35:24.249950Z", - "iopub.status.busy": "2022-11-30T20:35:24.249181Z", - "iopub.status.idle": "2022-11-30T20:36:02.016264Z", - "shell.execute_reply": "2022-11-30T20:36:02.015720Z" + "iopub.execute_input": "2023-06-13T13:31:29.090137Z", + "iopub.status.busy": "2023-06-13T13:31:29.089733Z", + "iopub.status.idle": "2023-06-13T13:32:25.234647Z", + "shell.execute_reply": "2023-06-13T13:32:25.234093Z" } }, "outputs": [ @@ -32,14 +32,14 @@ "data": { "text/plain": [ "(
,\n", - " [,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ,\n", - " ])" + " [,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ,\n", + " ])" ] }, "execution_count": 1, @@ -48,7 +48,7 @@ }, { "data": { - "image/png": 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\n", 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\n", "text/plain": [ "
" ] diff --git a/docs/gallery/whs.ipynb b/docs/gallery/whs.ipynb index bbe3056..11c92cc 100644 --- a/docs/gallery/whs.ipynb +++ b/docs/gallery/whs.ipynb @@ -2,7 +2,7 @@ "cells": [ { "cell_type": "markdown", - "id": "ab3e6c15", + "id": "ff81f540", "metadata": {}, "source": [ " \n", @@ -20,13 +20,13 @@ { "cell_type": "code", "execution_count": 1, - "id": "c493c966", + "id": "d60021db", "metadata": { "execution": { - "iopub.execute_input": "2022-11-30T20:36:06.313784Z", - "iopub.status.busy": "2022-11-30T20:36:06.312540Z", - "iopub.status.idle": "2022-11-30T20:36:21.178515Z", - "shell.execute_reply": "2022-11-30T20:36:21.177986Z" + "iopub.execute_input": "2023-06-13T13:32:28.654930Z", + "iopub.status.busy": "2023-06-13T13:32:28.654645Z", + "iopub.status.idle": "2023-06-13T13:32:49.976091Z", + "shell.execute_reply": "2023-06-13T13:32:49.975620Z" } }, "outputs": [ @@ -34,11 +34,11 @@ "data": { "text/plain": [ "(
,\n", - " [,\n", - " ,\n", - " ,\n", - " ,\n", - " ])" + " [,\n", + " ,\n", + " ,\n", + " ,\n", + " ])" ] }, "execution_count": 1, @@ -47,7 +47,7 @@ }, { "data": { - "image/png": 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\n", + "image/png": 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CwYVECCeBQHDB0CqAa+42rRSBoijE43EURUGWE7els0sUaNYmzeKkVRCPRCLEYrELfiwCgeDyRAgngUBwwfB6vXr5Aa0Ugfa/5qbTBJPmmksuWSDL8pDSBDabTWTYCQSCC4oQTgKB4ILg8/l0q1EsFtN/RyIR3ZKkWZ8g4Y7TXgPo22hZdtprjUajsDgJBIILhhBOAoHgghCLxbBYLPr/WoC3Fu+kiSqtL13yazRRlVzrSXtcK1kgEAgEFwIhnAQCwQUhEAgQiUR095xmLdLccZDItNNElCaktOfMZvOQ7DtgSDVx4a4TCAQXAiGcBALBBUETPZoLTgsIPztrLjm7TgsWT7Y2xeNxYrGYLpi0YpnCXScQCC4EQjgJBIILglaGANDjlDSLUrIVSXPPaQUytdcCQ2o4af9raFl2AoFA8F4ihJNAILggRKNRFEXRSxFoIkpDE1LJr9GEVbLoAvS/k6uKn12+QCAQCN4LhHASCAQXBJPJpFuLNBdbsiUJ0N1tyUIo2a2X/BoYarlKtkQJBALBe4UQTgKB4IKg1WnS4pk0ksWS0WjURZBWEFP7rb02ObZJez+DwSBcdQKB4IJgvNg7IBAILg9CET+RaBSL0YbFYtGDvrXYJs01p1mONCGkueWSrVKyLIMEwUg/Pl8/cSWIx5/JiJJKzEbrRTg6gUBwuSAlB1eeg3/4pEDwb3C5+lUuuzEViAxw8ngNXXRiwoSMkXTnMHJTCvSsOqMxsYbTrEcaWl2naDSqv0ZVVSKREF3+ek7623mtuZdATMViiHNlqZNrK68l01FwUY71InM5jqnLbjwJLhhvO56Eq04gELxn9Ht72H/8DfroJ50cnMYMzFjo9B2l298GoAslrfSA5o7TRJUWIJ7sruvpb6Q33M1rrf2EYgpWk4EYRjY1BtjTsIk+X9dFO2aBQPDBRggngUDwnuDz+WjqaCVGjBRDKhIqIGE0mUkhE8/ASRQ1NiQIXFVV3UWX3J9OK3QpyzIKUXriHcRwEFYgHI/RPjCQcOWpMt6YSnNnK+Fw+CIevUAg+KAiYpwEAsG7zsDAAH19fURCbVixQlwFg8zu/XupHDMMGZlQNEBXtwejbNHdcPF4XBdJmtvu7EKXweAAoVAQCQPhQBBvLIJBlQjH45hlSDc6iAQ66ehIJy8vb0ibF4FAIPh3EcJJIBC8q/T19REMBrHZbMgDRqJEQYK6ppMcPnIQSVaorpqILKs4U23Yzel6Np0Wc5nsmgOIRCKYTKZEsUybgr8uyMZ164nb7JjKylBliWgoxOxhw3BgRJYSrVw6OjrIzc3FahUB4wKB4N1BCCeBQPCu0d/fTygUwmQyEY/HsaXk4PUeJ6zGCYXCzJgxnZMNp6hhL8WlhdhyU4dsH4vFdBGl1W0yGo2YzWZUVSUQCPDS869wpO1NTAY7hWqMcHMLvlgUswqTxo8nTIAMZ4luxQoEAnp/PIFAIPh3ETFOAoHgXSEUCuH3+4cEdqeYM3BIabS1NZKWnoIsSUyoHks4HiDUY6LuRL0ukCDRyBfOZNNp8U4+n49Dhw7xox/9iBMn6kg1FTBseAF5efkMz8+mwGwk0ttD50AnJsw4zGm6BSsajdLZ2XlRzolAIPjgIZZgAoHg3yYQCNDd3Y3RaESWZd3lZpCMBAcs5KUPQ7UF6Q/0MDqnili3FZshlUgkQnNzMzabjby8vDPbDbZS6enpoa+vj5qaGjZt2sTYsWMJhUKMGz+Ok22HMDkj5BXl0+PtwpFqoL21k/K0aoyyWY+T0gRUT08PmZmZF/M0CQSCDwDC4iQQCP4tFEUhGAxitVr1prza4x6Ph7SUdOxqNhML55NrGENOSiXTp86ms7OTnJwc+vr6cDqdnDhxAr/fj8FgoKuri4aGBjo7O3nmmWc4evQo8+bNw2QyceWVV9LW2saVkxeRqpaT5xyG4rWRaazg0JuN2G12wuHwkOriBoOBcDhMKBS6yGdLIBC83xHCSSAQ/Fv09fURi8X05rzJxSwDgQDZ2dlDilfKsozRaGTevHkcPnyY4uJiamtrGTlyJPX19WzatAlJkmhpaeEPf/gDubm5LFq0iL6+PmbOnEk8HmfMmDF4vV5KispxmnOI+Q0suGoRnZ0ejEajLsBMJtOQVi+9vb0X81QJBIIPAJedcOrv7+e1117j6aef5uWXX6atre1f2r6np4f169fz9NNPs2bNGjwez3u0pwLBpU84HCYQCOhtUrTilaqqcurUKYYNG0ZLSwvFxcVD6jVJkoTVaqWsrIz29nbS09N5/vnnKS8vZ8SIEfzv//4vr776KvPmzWPhwoUcPHiQ+fPnk5+fT11dHQUFBXR2djJhwgQAJElixIgRmEwmtm/fTkZGBh0dHXpRzXg8rou31tbWi3OyBALBB4LLKsZp+/btvPTSS/rKWFEUtmzZQnV1NTfffLPeE+tcqKrKhg0beO211/Qbv6qqbNq0iSuvvJLFixeL7uyCy45AIKDXXdICukOhEB6Ph+LiYiKRyFsqgmuvjcfjWK1WampqmDdvHtdccw1//etfOXz4MKNGjWLkyJEYDAZeffVVlixZQm5uLk899RS33XYbjY2NQ4LHtdio8vJytmzZwlVXXYXFYiEcDusWrng8jsFgIBaLEQqFRIkCgYCExbiurg6Px4PZbGb48OEUFRWdV9PsSCRCY2MjDQ0NxONx8vPzqaioIDU19Z9u+37mshFOdXV1vPjii5jN5rf0wqqpqSErK4sFCxa87fYHDhxgw4YNehyHhqIobN68mZycHKZNm0Y8HicajRKPx4fc1LUaNALBB4VAIIDX68ViseguOEhk1xmNRlJSUggEAthsNn1RYTQaiUQitLW1YbFYyMvL48Mf/jAvvPACjY2NDAwMUFhYyK233kpPTw+vvfYakyZNAmDDhg3MnTtXrxNVVlamf6Ysy5jNZjIzM+nq6iIajZKamorH48HpdA6pDyXLMh6Ph5KSkgt/0gSCC4iWHKFV3T97Dqqrq2PHjh3IsozNZiMQCLBlyxYyMjKYP38+Npvtbd/b5/OxYcMGfD5fomabLFNbW0ttbS2zZ8+mtLT0vT68i8ZlI5xee+01gCGiCRImfrPZzKZNm5gzZ845VbZmbdLaP2jIsozFYiElJYVdu3Zhs9mw2+0EAoEhnxWPx3XXRDAYJD09nZSUFBwOh6gtI3jf0tfXh9FoJBaLYTabdUtSa2srY8eOJRKJ0N7eTkVFBa2trTQ2NtLR0UFGRgbDhg0DEmOjpqaGbdu24XA4WLJkCdXV1axYsQK/389tt92G0+nk8OHDNDU1sWDBAk6ePEl7ezvXXHPNkCKZ8XicUaNG0dzczPr167n++uvJzs7G4/GQnp4+xFIcDofxer2kpKRcrNMnELxrRKNRjh07BkBmZiaRSASfz4fJZBqsth/U57pwOKyPg0OHDpGWljZkHnI4HPT29rJr1y7mzp37tp+5detWwuEwWVlZxFSF2nAvOSk2MhUjW7ZsITMzE6fT+Z4f+8Xgspi1VVWloaFBV8+qqnK6oxVnaippVjsmo5FwOIzH46GwsHDItsFgkNbWViKRCBkZGZhMJr3WjCzLurvA5/Pp25jNZiKRCDabjUgkosdXaDf5jo4O6uvrycrKwmq1kpWVhd1uP2driFgsxsDAgL7fmuvBbDbrqd/aPglXoeBCMTDYG85kMunWHEVRqKurY8SIEUSjUQwGA729vTz++ONEIhH9Zr1u3TqmT59OeXk5Tz75JD09PVRXV1NcXExeXh4HDhwgGAxSWlpKPB4nHo+zc+dOPvaxj3Ho0CEURRkimLTPBpgwYQL79++npqaG66+/HqPRiN2eyLLTxr8syzgcDkKhkBBOgouO5qXQeisqikIkEsFqterJDW/XNsjn8xEMBuno6OCNN95AlmUmT56su8q0Maf9bRyc61RVJRgM4nA4hrisY7EYsiyTkZFBS0sLp0+fJjMzE4PBgN1u11/X09ODx+MhKysLgJd8p9jib8MiG/la1iRUVeXkyZN6DOIHjctCOCWjqiot7W344xF8XR78VhspRot+8QSDQXp7e/H7/SiKQjQaBSA3N1e/wGOxGO3t7ZjNZvLy8ojFYoTDYd36FI/HURQFk8mE3W7XLU7a644fP05PTw/Tp08HoKurC1mWyczMJC0tTbdq9ff36ysF7f0MBgPxeFyP00gWZTabDafTqQs7geC9IhwO69W8NTdAW1ubfpOVZZktW7Zw7NgxvRimFt+kKAq7du3ixRdfJDs7myuvvJJ58+YB8Otf/xqn08ndd98NJFa1TU1NLFmyBJvNhsPhYGBgAKvVqrsBIWHd1VbNWrsWTSxZrVY6OzvxqjF6/EGiKuSYwWFLwebzfWBXxYJLl0gkwsDAAIFAQF9oaxYhSZL0/0OhkC5wsrKy9LkhEAgQCATo6enR4wi1khuBQIDc3FwA3U1ut9v1hbbFYkGSJA4cOKDH/smyzN69e5k4caIusGw2G16vl0AgoL8mPz8fk8lER0cHkBBaR48eZUtPLf0FKWSmphFW46RYrR/oxKnLQjhpGTcnTpygp6cHJAmL0YQqSUSDYaw5aVitVlavXo3dbmf06NE4HA4cDgeKouhd2gOBgC5c8vLyaG9vp6enh7S0NFJSUkhNTcVgMAxR+NpEoV2wXq+X7du3U1lZSVtbG8OHD0eSJILBIC0tLQSDQb22TbIoSrZYaROT5grUgnODwSBerxeHw0E0GiUjI0MEwAredWKxmO7m6vT3g6pglkz4/X6GDRtGU1MTiqLQ3t6uLzzgzHiAxMRRUFDA4sWLKSgoABIxTFlZWbr4UhSFzMxMTp06hcFgoKenB6fTycmTJ7nmmmtoa2vD4+nEFx0gkCHT7u0mz5nYdvr06fz973/nYx/7GIqq0ivB8dY6ClOzkTBwIhJGjgQZEQ4zrnLkRTmPgsuLgYEBgsGgLkI0646qqthstiGNrLXFr8FgwOFwoKoq3d3dZGRkEAqF6OzsJBaLEYlEAGhqamLkyJGsXbuWcDhMTk4OGRkZ+tygkTwGNeuTyWRi7969tLa2UlpaSnZ29pBt0tLSCAaDetJHNBrl9OnTHDlyhK6uLvx+PwXePszBKOnhHtKvnUxUiX6gw1A+uEc2iKIoBAIBpk+fzpEjR8jLyyM3N5eOjg7dWqRlBjU2NuJ0OrHZbHR0dGA0GikqKmL06NFMmTKFdevW6Stbo9GIxZLo6t7X18fChQv1z0suvKcVA1RVlf379+sr8MrKSkpKSjh58iSjRo3CaEw0JfV6vfT09GC1WklLS7SN0Pp3aYNMW2lrgX9aurUmzjSh1tfXp1vBPsgXseDC4vP5MFvM1HZ2cLLtFGaTiU5/P+PTCjh9+jRFRUUYjUbWr18/ZPEA6NZSg8GAJCfGh8fjYePGjcTjca655hra29t54403GDlyJNu2beNDH/oQhw8fxu/3M2XKFEKhkD5GuiP1PHPqOP1Fafxg91q+O+1qKioqsNvtbNmyBUmS6Ap4aVO9FKVmoaJiwYgFIwHCNIVCjBi0FgsE7wVavJG2iDCbzboHQbuHx2Ix/fXJNdHOTkRqaGjQLVGatfX06dOMGzeOSCRCeXk5hw8f5vDhw5SWljJs2LAhlfw17wdAXl4ex44dY8+ePciyzJgxY/TXaYIsPT1dX5QfOHCA7u5uamtrARg3bhy5ubm0tbWxqGoRra2tRKNRnn/+eWbNmsW4cePo7e3VXY4fpDlI0k7U2/APn7wU0aoVh8NhIpGIXin45ZdfJisrS68e7PV6cTqdGI1GnE4nb775JsuXL2fYsGGsXr2aeDzOwoULMRgMHDhwAFVVURSF3t5efQWgrR4mTZrE9u3bufPOO0lPT9fFkxb/EQ6H2blzJykpKaxbt47JkyeTmZnJlClT8Pv97NixgzFjxugVjrWVSFZWli6+tAGkiShtUCUPMi2TT/ut7bOqqmRlZV1qLrzLNSDrfTemzqatrY3eSJDtRw/Teugw0WgMOTOF7IJCyuVErF57e7teMkATTcnxFgaDAUVViUYinDp1CqvVSn5+vl7SwOPx0NXVRVVVFVarVe83ZzAYKCkpwel0YrDE8Rvb2Rw1ETXbMciwNDONEY7RrFu3jpaWFj772c/SJsdQULFIFgYCPTht6RiQUYFefEzKKmZ4QfFFPKPvGpfjmLqkx1MgEMDj8WCxWPR7u3Z/18aGdi/X7uHaQkNz3WmCKx6P6wVctdCPrq4uxowZg8lkIhwOc+LECdauXUtVVRV5eXnIskx1dTWA7s7TyoJ0dnby/PPPU1ZWRn19PbNnzwbA4/HoSVJ9fX364rypqQmj0ciHPvQhsrOz+eUvf4nFYqGiooLMzEz27dtHVVUV3d3dNDU1MWPGDMrKyrBarbrXxul0YrVa35LdfonytuPpAyMBI5EInZ2d9PX1Aeg+2lAoxP/93/8xZ84cFixYgM/nY8+ePZw8eZJJkyZRWFioi5+nnnqK1tZWPvGJTxAKhVizZg2dnZ1UVlYyf/58jh07xqlTpxgYGEBRFL14n6qq3HPPPTz11FPceuutZGZmDjF1bty4kUmTJnH48GGMRiNXXXUVhw4dIhaLYbFYmDt3Ltu3b2f48OGkpKTogkgbRJFIRK9Fo5U10OKttE7ysVhsiFgKhUL64NRisgoLCz9Qql9w4QkEAol2Jmoco1EiGInS19dPR/MplOPHSPH49Wt21KhRQ1KgtRu3JuZlOfG6qVOnMmHCBH0RoCgKhw4dQlVVqqqqUFWVxsZGqqur2bFjBz6fLxGr2HAKxdaP2RtDKh/O9MoyUgxRVFXF7/czadIkfv/73zNi4Wyi4QidHR2crj9FWnoKH7nlTlQgDgS7++CDIZwElxADAwP09fXpsYBaULbmFdAWynAmAzu5bIYWLK79rSU1qKpKS0sLFouFsWPH6mNK+11SUkJLSwvV1dWEQiE2b96siyJIiK59+/Zx9OhR7rzzTlatWkVKSgodHR10dnYSjUZxOBzMmDGD7u5udu/eTUpKim4YUFUVt9vNpEmTyM7OJhQKEQ6H9TCVtLQ0Zs2axeOPP05BQQHLli0jEokQiUTo7+/H4XBgMBiGhLe833jfz6KqqtLc3Ex/fz8mk4mUlBQsFgvxeByfz8dvfvMblixZwowZM1BVFbvdTnl5Oc3NzVRWVmKxWAiFQsRiMe69916ef/55Hn74Ye6//36WLVuGLMvs27ePRx55hFAoxG233UZeXh7RaJTa2lrefPNN2tvb6e3t5dZbb+W5555j0aJF5OfnE4lE9NozoVCIxsZGUlNT9eBVLY1bVVVmzZpFTU0NkEgn1SYcrb4GoE84yVlF2uDTAvq057XnotHokPORnp5+Ub4nwQeDSCSCyWTCgRF7XjaGdCf9na3ELGYq8wrJz7fi9XopLS1lzJgxbNu2TZ8wAN1toEoS4bCf6upqrrrqKt3SpCgKHR0dNDQ08MADD7Bnzx6uuOIKysrKyM7O1hv/BoNBpk6cxuHmrThtRvrbGpl8xXgybEXkpyVWwDfeeCPbt2/HokB3KEA0EqVyZAWFhQX68RiRsKemiIKYgncVLXnHYrEgy7LunUjOTNMsOZqbTivtoWVqa/OEFu6hPbZnzx6GDRtGTk4OgF7YVXODL1iwgJdffpnNmzezcOFCbDYba9eu5eqrr0aSJFavXo0syyxbtozVq1dTW1tLWVkZZrOZRYsWkZKSwt/+9jfWrFlDeXk5d911ly72vF4v3//+97n99tuxWCxkZmaSkZFBb28vJ0+eZOLEiXR3d5OVlcUDDzzAyy+/zK9+9Svuu+8+srOziUQixGIx/H6/Lri0+mvvJy454aRN+udTLNLv99PV1YXX69VrKGnioauri1/+8pd89KMfZdy4cbr7SovBSG7+6XQ68fv9+P1+7rrrLtauXcsPfvADvvvd7yJJEtXV1aSlpeFwONi4cSNer5fx48czfvx4br/9dvr6+mhubmbnzp1kZ2fz6KOPMmbMGDIyMli6dCkdHR3s2LGDjIwMJk6cqLvatItd25cpU6Zw7NgxBgYGqKys1Lu6w5kViXZeznaxnv240WjUU8K17CLNTSkmCME7RXMVG4EJGQXsNcqkFhdCYyt4Bgg4FaZOnYrJZGLTpk2J8SyBLBuQtVgnWSKihOjt6kNRFHbv3k1BQYFu/X355Zf52Mc+hsFgIC8vjzfffJOxY8fyyCOPMGrUKObOncu+ffvYvnU3FaMqyCqzsmvXDjKsxWQ7i6mvrycWi/H888+TkpKC93QLxrx0hlVWEI9GsdkdqEAPPirMTmwms57+LRC8GyT3RAwGgyiKomezad4IzSOgLSYkSdKLySa78LRg8UgkwrZt2xg3bhxZWVlvKcmhufuysrKIRCJkZmbi9XrJycnhyiuvZM2aNdTV1WG32/VxJUkSFRUVfOxjH6Ozs5NNmzbR19fH2LFjGT58OLm5uXrMbHt7Oz/72c/46le/Sjgcxmq14nA4MJvNuuUoPT0di8VCd3c32dnZ3HTTTQwfPpz//u//5vOf/zzl5eV6qR4tnlfLPM/IyHjfeEQu6l5Go1FCoRB9fX34fD5kWSYajSJJEg6HA6fTicPhOGf10q6uLtrb24EzFhrNItPZ2cmPf/xjPvOZzzBq1ChdsWufqYkWTWxoF5vdbufUqVMsW7aM8vJyvvnNb/Ld734XVVVxOBwUFBTw0Y9+lGg0ytatW3n66afJzs6mt7eXadOmkZ2dTXFxMSNHjuSZZ57Ri+9lZGQgSRI9PT0MGzZMHzxnVzCXJInRo0fT1tbGwYMHmTBhgr6a0NBMssn7bjAYdHee9rxmgfL7E64TLe3V7/eLCULwjlAUhYGBAex2e8Ikb7SS1htG7Qvylf/4Kl//+tdZunQp27dvZ8KECdx77728+eabnDx5ku7ebqw2Kyaric6uNrpbe5kyeSonTpygvLycgoICampqOHDgAIsXL8ZsNuvJDtu2bQMgPz+fCRMm0NHRQXNzM5MnTyYSiTAiewKvnNhOS30PzWo3OTk5LFmyhFdeeYW0tDQaT57mxunT6DLEON3SRJA4AwQoNzrJd2bqsYsf9DYRggtHOBzWF8h+v5+0tLRzuuOS45oA3eKkvU6LhwoGg+zZs4eZM2fqIRnaNslZctp8MHbsWOx2O+vXrycvL4+BgQGOHDlCSUkJy5cvJzc3lz179lBaWkpNTQ1//vOfAViwYAHFxcWoqkpdXR35+fkYDAa2bt3KqlWr+K//+i+6u7v1ZIrkrgCAXhantbWVnJwcJEli/PjxPPjgg/z6179m/vz5zJ07F0mSyMzMJBAI4Pf78fl8eq3EZKscJCxqWmkezfWpHafVaiU1NXVIfcULwQUXToqi0NLSopvvbTabrlTP/gJ8Ph+dnZ36SdHilnp6egiFQgmXgcOhX0gGg4GOjg5++ctf8sUvfpHi4kTcghZk5/F4SElJGdIKRRMxZrOZ7u5uysvLqa+vZ9KkSeTn5/O9732PRYsWcfXVV+v7Fo1GqaqqYtq0aTQ2NvL3v/+dbdu2YTAYmDRpEhaLhe9973usXbuWaDRKfX09aWlptLa2smbNGr2FhLZ618oNaBam/Px8jEaj7pvWViDnKpmvnSvtODRzL6C7+eLxuC6czl6lCATnS29vLxaLZch1G4/HsVgspKamcsstt7Bq1SquvfZaJEnif/7nf6iurmbRokX87Gc/48orr2Tt2rWUl5fjdKRw8OBBZs2aRUdHB8FgkPz8fNLT02ltbWXfvn2EQiEkSeJTn/oUr732GpmZmXR0dLBlyxaWLVtGbW0tBoOBVatWIcuyXo08MzOTHTt2UFdXx/e//31+8IMfIAWjXD1xImubu0g3OJmUXYJFNuhjTlVVUUlc8K6gZ40OZr85HA4A3YKU3J5IC7tIrkGWLIiMRiOdnZ2cPHmS2bNn6++rLai17bXtIpEIe/bsoaOjg927dzNixAgikQi9vb185zvfwWq18vrrr9PV1cWBAwdoaGigqqqK6667DmOKHYkzgellZWWcPHmSPXv2cOLECX74wx/qMY42m01PXkoWgpCYV8/OHMzJyeE73/kOjz32GMeOHePee+/Vs9OdTqde4iQajeqWLE1QRaNRfbGmWba0uK94PM7AwIAeD6YV9Hyvx/EFFU5aYUmDwaCv7pIbhGp/a/E/msUpFAoRiUR0dxqgW6IMBoMelNbQ0MD//u//8tWvfpXs7OwhGQraCS4vL9dPstZoVKuXlJubS1dXFxkZGbS3t5OXl8eXv/xlfvGLXwAwadIktm7diqera/B94xQUFvLJT36SjRs3curUKV588UVmzZpFdnY2M2fOZP369Xoxsy996UtEo1FqamrYe+ggTU1NDBs2jMrKSoAhWRYZGRlMmjSJzZs3M23aNOx2O95YiM0dJ9ndegpfLESm1cGCwjFUZxdhSFqxJJ9H7SKORqP6ANN+CwT/Cto40USTVhojJSUFVVWZP38+r776Kl1dXRQXF5Ofn09dXR3Hjx/HYrHw5ptvsmTJEm644QZefPFF9u3bx+bNm0lLSyM9PZ0jR45QVFREa2sr2dnZelsUbYHT0tLC0aNHqa6uZt26dcycOZNhw4axZ88ejh49SmpqKqFQiD//+c+MHz+eESNG6K6OcDhMZ0cHZbkFiebChjO3Pm3hlGyZFgjeKclJO/F4/C0ZZJpnRSs+CYmx1R4cwDMQQJIhN8VBttlBa2srXV1dXHHFFXp2dXIguCRJdHd3s2fPHr3O0qJFi1i+fHmivlJBAZs2beLrX/86fX19mEwmAoEAf/jDH5g0aRKjRo1i2ILZ/OLEFgaiYRQlTqrNzrLySUzPLeVvf/sbNpuNb37zm4mOG6dPU1lZidfr1eOzNEtXcmxtYWEhjY2NVFRU6It5q9XKZz/7WdauXcsPf/hDPv/5z5OdnY0sy1itVl1oRiIRenp6dGOJFkyeXNpEVVWcTqcuHJ1Op54wFYlECAaDZGVlvWeB5xdEOMXjcTo6OnQ1qU3ayWn2mgtNu+CSfcHaCdQqeWtFwZJNnEeOHOHRRx/lq1/9KgUFBUNUf/KFqn1Jmpiw2+1DxJtW7bunp4f+/n4GBgb4r//6L37xi19w6tQpAP3LUxSF9rZ21navp6Wxifvuu4+9e/dit9t57rnnyMnJobW1leuuu44nnniC22+/nYMDXay3eekfn0OjHGBqtIe6tWtQFZXc3FxGjBhBZmYmFosFk8nElVdeyc6dOymtqOCx5r2E41GsBhPpFiuhaIxVp/ZxqK+FO0dMxyRJejkCOOND1wZaf38/GRkZesC4QHC+xONx/H6/vpDRFiyRSEQ3rcuyzCc+8Ql++tOfcuONN+J0OpkyZQq/+93vCAQCLF++XA9wnTZtGiUlJbz00kssWbKEP/zhD3pmqMFgYM6cOXR1deFwOKivr2f37t2oqsqHP/xhzGYzixcvJhQKoaoqxcXFekBrOBzm5ptvxul0cvr0aV5//XVuvfVWVq1axdVXX01xcTFtbW0AuqVJu+EHAgGRPCH4t9GCnmVZJhAI6OMj+XrTLDGyLBNQImzpOEVf2I8kxUE1Qj9E+7xMSy/W25Zooqm/v59jx47R1taGwWCgoKCAK+fMJoiPA7UHKSwr1RODamtruf/++1m5ciUWiwWfz0dxcTF33XUXzc3NHDUF2XV8GzHAIIEiQV8oxDMndvL8a68wvbKSCRMmIEkSdXV1jBw5kt7eXj32KVnQaPt4dryt5g3S5uFFixZRWVnJz372Mz760Y8yevToxHYmE6Z4nGAwiMlkwmQyYbVadcPI2SEuybWptDlcey4UCtHW1kZ2dvZ7EpryngunUChER0cHFosFm82mXzjaidQUq8lk0k9+sv82uSZSSkpKwkypxKnr76Q5PIANK3K7h5f+9hxf//rXycjI0C0qmhVLURSam5sZPny4vgpItrwkB1pnZmbi8XgoKipi/fr1zJ49m3g8TkVFBZ0eD+rg/ujFyVSVWCRK2cjheDwe5s+fz+rVq/n0pz+txzk9//zzlJeX8z9/fYymYjvR2GA9DVVil6+VxdMmcV3RGNrb2zly5Ah9fX1YrVa9FsfMmTP5n60v4yOEzWwkpsRQFLAYrciSkZO9Hg542pian+j2nnzhaiZdzT0ZiUT09jACwfnS1dU1pAYMDO2pBdDa2sqwYcO4+eabWbFiBb///e955pln6O3t5cc//jG//e1vKS8vJxaLkZ+fz+7du5k7dy6//vWvuemmmygoKGDjxo1Eo1F+/OMfE4vFWLZsGQcOHCA7O5ulS5fyyiuvMHHiRIqKiigrK9Pr2QwMDJCXlzekr1dFRQWbN29mwYIFrFixQo+j1G7g2k1fG89aEK+wxgr+HZKTcrRagcnlYs6eezZ3nGRg4Bgh/x5QFCzmXCKRkSi2VE454wyPxzlx4gQnTpwgGo2SkpLCuHHjmDFjBgDBqI+/7PsvotF+ZGQa9mwjeLKc62bP5rmVK3VvyI033khFRQVvvvkmU6ZM4UD9MRrTIR5XkQwSsbiKbJBQFYWwohIpSGX2jEXI/iCHDh2iuLiYUCiE3W4fEh6izTPJ8zeA3W6nv79fb2mU/Jrhw4fzjW98g1/+8pccqq+jY3g6XQEvdqOZO8snUzCYgadn4Q7+aFY6zfqt9W1Ndl1qJR8AOjs7yc7Ofkvc1L/Ley6cvF6vXmE72cyooVlFktWpph6TswqS/aZHPB72extxmszsP32M5sZT/OdXv0xGSpr+vtFoFJPJNCR1X/OLdvQexZezl9oumSn2xXq2AySERUpKCl1dXVRUVNDQ0EBpaSkejwclKQNOq6Wk7aevp589+2ooKSkhOzub5uZmLBYLH/rQh3j44YepqqpiZbiRqAKSJBOLxwCZqASr6/ezILeSgoIC8vLykCSJcDjMwYMH2b9/PyFJoSs9BvEIAcKYJAMxRSGuhEmxZGCQDbzeeoxpBaX6KgbOxFDBmdL9WjEygeBfQVGUIS4HTbBoKdba2NJc6VVVVXzve98jFApRXl5OY2MjV111FTU1NTzzzDO6W1xVVcaMGUNtbS0LFy6kra2Nbdu2MXfuXAwGA0899RSKonDNNdeQlZXFtGnTaGpq0u8Fsizz/PPPk5qayrx584jH42zdupUJEyYQCAT0UhwlJSUcO3aMcePGAeiBpMktlSRJoq+v732XGi24tNBcV9FoVL9ODQaD/r9W0kNVVTp8PXT5m4n7dmI0WFFR8QWbsZhUwr2j2d3RTl/4KBOGj2TOnDl6Nwk4kyj0Yu3jhEI9mE0ykhRHifYQL7Szcfd2zGYzI0eOZOnSpaxatQqTyUR+fn6iiG2aGVUNJ8SSqiKhEo0pGGUZCTDIJrZ2nGBuaind3d2MGTOG7u7uIWUQNO+FN9SLYgkQCgexWRNZcjk5OZw+fVrPdtdEljYnp6Wl8eDXH+QbG/5KvDNAVlo64UiEx07t4SvpC0k1W4dYs5INFtp9SHtMO5/Jc5uWydjf3/+WIPZ/+zt+197pHGi9ebQaEDBUdWolAjQXnCauotGovjLUhEqysKoNtJFlc7Bt81Z6e7upnDSBo82nyZTe6kuWZVnPAjh27BiSJLGn+3n8kT4ON7/O9tV1EJeHrDwhUTE1NTVV3+/MwQaLmrLVzI/JJsQ3tm9j1/adGAwGurq6yM3NZevWrfh8PlpaWohcPR4ZGWQVGQOqEkeSZJQ4PP/SS8hJ1ixNLMqyTNgEsUiEmBpECsuEpcRnG6xmomoMq8FAfzQwpKedpsSTK4trg1cEiAv+FeLxuF7GInnho63wZFnWLU+7d+9m9OjRZGRk8Lvf/Q673c4XvvAFYrEYu3fv1ieUgwcPctNNN/Hoo49yww038PLLL/Pkk09y4403Ul1dzR//+EdKSkqYMWMGra2t2O12fv/731NUVKS3EdqyZQt9fX1UV1ezYcMGfbzPnTuXxx9/nOXLl3Po0CHMZjNXXXUVjz32mB4SkGxZSl4Eaa0mBIJ3iqqqRKNRAoHAEFGuTerJ9+hmfwBjtA9FkpEkAz19XcgGibjSiqcznajFjCcYYufOnfr7a+JBEwyewgZsxsT2cTWeiHdV+jncHsPS2sv//d//4XQ6CQaDbNy4kdTUVHp7e0m/ZjrkOVCRkGUDkqyixBUUVcJokFFR2VJTQ82+lTidTjZs2IDT6dTd7bpxw6Ig53YQUkOs3/ocKVKhboXq6uri1KlTQ+KytPnHZDIxEA0jW60o4TCNp5soKS1BUVU6/b04jXlDwnqSPVHJZXq0RDEtdEA7P5quMJlM9PT0kJWV9a59x++pcPJ4PDgcDt1MmSyANHeZdsNKtg4lxx0AQ8ya8XgclTjxwRIBnZ52Gk42UFJkpGz46HOmJHZ0dFBSknBjqapKjqOS/kAX5ngGZWMm4HA49Aw8LeVa6weXkpJCZ2cnhw8fRmVoPaVkt4UsS8xfsIBQdx9ZWVkcO3aMwsJCmpqamDVrFtFolB2xMCGjGYNkQFIByYCqqFhMRuZcccXb1ndv9fZyoPkgalRFQUFWJex2K/F4DBWViBLHZjAPcdElt1vR9lGLCbFYLKIjvOC80VxYWjxTJBLRXRGAHritBYqfPHmS9vZ27rvvPn7+859jtVrZunWr/j633XYbx44d43e/+51+LT7wwAM89NBDOBwO/b5x6NAh7rrrLubOncvBgwepqqpi+fLlrFq1it/97neMHDmS+fPnAwnL9tGjR6moqKC1tZVrr72W2tpaPStJizVpbW8jqCgMxMI45TP3pHg8PuSmLhC8U7TFqXb/TZ7ztDpN2nUnSSAbbUjIqGoco8GAhEo8IuOw2bHnZjO/cjwjM3KHiAgtczoajfLnI6dQos2gxDEgo6gSMSWV0aOHUzjMyJEjR7jiiis4fvw4nZ2dTJ8+nR07dmBxptAMxGMxJJMJJAmjNs8OWp5KMrJZfu9C4vE4hw8fpqKiQt/3WCxGOBymuf0kHWoHZpOJaZMnU5hRpc/v/f39BAIBvZG3dk60ZK3XNm4k4gyjxKLk5+choRJT4jiMFj1O+Vwx0clznSaSkkWV9lpNrPb19elNj98N3tNedVpZeDhTayLZ3JZcoyg5lklrfKgddLJVJxKJ0NDvYXtXIzajkUAoxKnaE+T3Ren2dDF+/HhmzZqFJEm6xUgrxpWcOfPs357mqjkL9JV0IBBAVVWKiopoampi1KhRun80Fovx7AvPERrwERv0X2v7DCAbDNjzs7np2iWsfHYFkUiEj33sYzz//PMcOnSIrKwsbDYbh/ubCFZXIstGVFRkCQySxM0jpjM3v0IXh7FYjObmZnp6emhra2PHjh30TizCkGZDJo7VakFKVBXEYUnFHw4zf9horikco180yRkb2jnUBpvFYnlX1fc75HLsqwWXeG+tc+Hz+XQXnFYm5OjRozQ1NdHV1UVKSgppaWlD4g+WL1/Or371K1paWiguLtZbRWhjfvz48XR1dTF8+HAee+wxvvzlLxOJRPjFL35BZmYmc+fOZezYsTz00EPcd999hEIhSktL+eMf/0h6ejq3334769atw+l0sn//fjo7O1m0aBFWqxWPx8O8efNIS0vjxRdfJBgMMmz4cDadrqUrxYhkMWK12ciw2rk2bwwVmdlD4p7y8/Mv8hl/x1yOY+qSG0+aCzocDuvNbTUBdXZ7lLZAH681H0UO7iIcaUdVIBQMoMQncvJUH1GzkYqgxKyJUzEajVRUVJCWlghJ0TpP7GmrY0vdw5jlGJIE/qiVgzvMFFoymDFsBKmpqZw8eZK0tDRKS0s5fvw4EyZMIGqWeaz9EFElhqoqGGQZFQlJgpiiYFYkvj5hAcXZ+XR3d5OZmUldXR3Dhw+np6eHgYEB/Tgz89N44eUV3HfnA8jSGSOHyWSivr6e0tJSIpEIgUCAaDTKypUrCYVCjB49mmPBLnqLMlBRUYErCodzQ/l4PexEE0ZwxmCRbPHS0Mo0JNc4hMQ9KxAIUFRU9K8Kp4vTq85qtQ6pVH1GZZ/JSjtXRezklENtG+2iMxqNVKTn4rRYafH6sDqN3Lx0Ci+/8CKLFl7DiRMn+NOf/kRWVhbXXnstbW1tFBcX6yY7vfQBCZ9oWVkZHR0d2O128vPz2bVrl37zzczM1F1u8XCUYCSExWAaYupXUQnHo0QDfojF6ezsJDc3l5UrV3LixAnMZjNTpkzhj3/8I7FYjPFFRXgK0/DGwlgw8tExs5lWUEpfXx/19fX6cbe3t3P8+HEikQhjx44lu3I4a/sbiIQCmEyJFQqyTCAWI9VmZ3Z2xZDzpV1oyYMV0M2ZAsH5EolE9LHq9/vZvHkz4UiEqEEibJaRUfB3eTCqUFhQwLRp01i5ciX19fVUV1cP6buoLQ7279/PNddcg9PpZOnSpfzlL3+hqqpKXzTNnj2baDTK3Llzeeyxx/j4xz/OqlWrmDFjBrIss3v3bsaPH8+ePXsYMWJEYhJqa6Ozs5OcnBy2bdtGcXExV1xxBb///e9pybHQm+/A3+shzZqGWYb+cJC/nNrNMnUyE7LzMJvNiT58IkBc8A7RyuZo8YDJVqdzWURyramkWW2E5Nk4Hb0o8SB1vT1YzWmMnFCM6g0QO9LIG2+8oS8+tJ/MzEwqKioYlpLLm/0zUDPB6/MT8cpkW9up31nDzIqR7Nu3j2PHjvH9738fq9XKX//6VyZNmoQUiGA93YVamkFMkkGSkNXEnGZSJMzNfWTOTMXv9+utY7xeLwcOHKC0tJSsrCw8Hg/jxo0jEAhgCDsxyAY9/lGWZV1g9fb20tnZydq1azEYDNx6663EYjE2bdrEAx/5GJ3BAdq9IbKsUJKe/5ZYZ+AtQkm7l2ixY8kFQ7Vzr7n4tDCgd4v31OIUi8Woq6vTgy3PdiVpqzxNYGkpzsmTvHbhaSdR6y599gmUJIlXXnmFgoICJk+eTENDAytXriQSiXDPPfeQmpqq98lRFIUtW7YwZcoUSkpKUBRF/4IVRWHkyJF0d3fT29tLKBRi1apVdHR0sOD66zhxqoFUyYQSjyPJMiGjTEFlGTVrNyIpZ/bzU5/6FE8//TQ5OTn6yvgb3/gGO3fuZO7cuaxZs4Zx48axf/9+qqurcTqdFBYWsmLFCrq7uykuLsZsNjNt2jRCoRAFBQX87E+/J2XWePqVCHE1jqSqVGUVs6S4ijSbfcgA1eJOtPOtZQ1pps/s7OxzVmS/gFyOq2O4BFfI/4yGhgY9TmPfvn2cPn0arxobrOPkRzYYUFGxqAZSLFZsNhsDAwN0dnbqls3kMZ+8KFq6dCnZ2dm89NJL7N69Ww/mvvPOO/H7/XR0dJCTk8Of/vQnbrrpJubMmQNAe3s769evx+FwIMsyJ0+eZOzYsfoN0uv10traislk4kR3B9GpZTitJgJ+PwaDCWeKHSQwm5xE43EeqJqH1WjC6/VSXl7+fs06vRzH1CU1njwej97QNjlgWVtsa3OdluUsSRJ9YT9bOk/SHw4jSyqqKrG/Zh9XTp7KaEsGTpOFvXv30tvbS39/Pz6fj2uuuYbi4mIaGxvZvXs3w0ZWgtVMQ1szN86Zx/N/f4HsrCxWrlzJzTffzKFDh8jIyCAlJYWBgQGcTicHDx5k4cKF7B9oo68oHZ8SxShLGGMSxf1xBvYnFu633367npVWVFSk91yNx+MUFBRgNBrxer385S9/4bbbbtOtUKqaKLHz4osvUlNTw+jRo1m+fDlWq5V9+/bR1tbGokWL9DJA2nylGTg0z4mGFsMbiUSGPK41GD67HiQkNEggECA/P/+dZNa97Xh6T5dVRqORvLw8AoHAkAJZ2kFqfydXTk2u1ZD8Gn2HB9WkxWLRLVDaNosXLyYajbJx40aGDRvGHXfcwac//WlWr17Nb3/7W2pra8nKyiIzM5NQKKSLo2g0Sm5urm5GBMjIyKCoqIg///nPtLe3c/vtt+Pz9FBVWkHR6BG0xXzkVY3gmmuupvtIPeOrxtLd3U00GiU/P5+jR4+SkZHB+vXrycrK4pFHHuFvf/sbw4cP58CBA3r7ldLSUoxGI2vWrOHxxx9n6tSpDB8+nBEjRrB06VL6+/upqKhINGJMyeKB6qt5YMJ8Pj/6Cr48bgG3j5yG02wZ4ktPvuiSsxCSz5kWnyIQ/CM0S5GWedrS0gImA6oElsEikmo8jhpXUUyJMX7FFVfQ3t5Odna2/j5nB2Nr8Qfbt2+nq6uLmpoaFi1axL333ktZWRkPP/wwBw8e1GOnfv7zn1NTU8O+ffv0APPy8nLdOqtZVrX2S3PnzuVzn/sc1113HYFsK4oSJ+wPJYJflRhGgwkJGXlQxDUFvHpnAmGRFbxTtGKqNptNF/HJweCAnmmnzVtOg4VrC6tYUFBJlbOEcc5ilo2eTNP6bQwrTMTeVldXc+2115KXl8ecOXOor6/n8ccf59ixY+Tn5zNv9hyiPQMEGztoOd1CWmoqw4YN47vf/S4rVqwgKyuL1NRU3aL62muvMX36dMaNG8f0nHI+VzaNysPd3EAeVwedyKc7+cQnPoHdbud3v/sdkUiEiooKbDabHv6ixQV3d3czMDCge3W0OoQvvvgiv/zlL8nLy+Puu+/m9ttvx2az8frrr+P3+7n++uv1QHNI3Bc00aT9nCuuKTmER8u2B/S5TfsetHAgu93+rpcjeE8tThodHR1DDlB/83NkzCU3vtV8w8n+Te11/+h3XV0dhw8fpqqqaoj5f926dRw5coSCggIcDgejR49m1KhR+Hw+vF4v3d3d5OXl6f3lfvKTn5CRkcGtt97KiRMnOHLkCHPnzsVisbBhwwbKy8t1K05ZWRlNTU309PRw6NAhsrOzqaurY+rUqXo6dnl5OTfeeCMdHR165+ldu3bh9Xr5yle+wpYtWzAajSxcuJBAIEBbWxvDhg1DlmV+9KMfcf/995Oenq6rbi1T4+yy/cmDUjuXyedbu0AvcrG/y3F1DJfYCvmf4fP58Pl8GAwGAoEAa9euJSypeMNBzEYjXd3diSweFTBIyOEY+3bXEA6Hufrqq4ckdiRfk5IkEVMUDg0uIrR7gybyg8EgsVgMu92OyWTSs+E0y3RJSQkpKSlEIhH9OavVSjwex2az4fF49FVvpLoMU14KUlwlGosAicrGkgyyKhNWDSwuHc/MgnI9zvJ9WgjzchxTl9R46urqAs4EMmsBztrcps1vyfE3WkY5oFuqTCYT//M//8PSpUv1mCK/309paSn19fXU1NQwY8YMVq1aRTAYxG63M2nSJJqbm7n11ltpa2vjt7/9LWPHjiUlJYUnnngCu91OYWEhPp+PxYsXU1tbS19fn14TasWKFcyePVvvY9fe3s4VV1zBtm3bOHz4MLfddhvFxcXYbDba29spLi5GlmWysrLo7+/nb3/7G9OnT2fjxo0YDAZuuukmCgsTGXZtbW2kp6ezfv16KioqGDt27BDXZXJ4ztlxYMm1Fs/OutfOYbJQ0l6nLYBycnLeaQXxixPjpJGRkUF9fT2pqal6eiacubi0k5PcIkVzyyUHO2sCKhKJ6KpdO8HJAnDUqFHIssz69espLy/XBdjixYu57rrrqK2t5bHHHuPgwYN88pOf1Ct8jx07lng8ztGjR/nJT35CWVkZH/7whykqKmLdunXceeedGAwG1q9fz9GjR6mqquKmm24iHA7z4IMPcv/995OVlUVTUxPHjh1j/vz53H777VitVr7//e/zwAMP4Pf7WbFiBUePHqWsrIyvfOUrPPPMMzz55JN8/OMfJyUlhY6ODt1lGA6HeeGFF5g+fbrez+/sVjLJ5yX5AtECdbXChdq50v4WCP4Zfr9fz6jTrj2FweyzuIrJaMIggdFoQpVl0p0WbrjhBurq6rBYLLoASs6MgcHVpcFAXl4e//Ef/6E38p0xYwaHDx9m7969eubebbfdhtls1t1+K1euxGazIcsyoVAIr9eLz+dj5MiR5OTk4PP5WL58uZ45+ouNK/GiYgbMRguyxQRIKPEYqiShEicFSyJOYzC9+X0qnAQXmWAwCKALJE3UaBN+shEgEonoriVNMFitVt2S8olPfEJvIabd+48dO0ZlZSUlJSWsWbOGYDDIfffdRyAQ4JFHHsHj8TBq1CgmTJjAhz/8YdasWcMDDzxAQUEBDz30EPX19fz4xz+moKCAI0eOkJuby8KFC9m8eTNHjx4lKyuLiRMnsmzZMn73u9+Rn5/Ppz/9af7+97/zpz/9iXHjxnHjjTdSVVVFc3MzZWVlxGIxXn75ZWpqanA4HHz2s58dUp8xGo3icDj405/+xPLly8nJydHnfM3Nps3vmjVZSzRJrq+oLfjP1gnJVint3Gk99TIzM9+TtisXxOIEiXThtrY2TCYTqampukvs7MJYyeXUtZMCZ9x1mtrUTmxyMbBkN19dXR1ZWVmsW7eOuXPnkpOTMyTTbP369aSkpHDo0CG6uroYPXo0kydPZtu2bWzevJnrrruO6upqDAYDNTU1nD59GoPBQFFREdOmTeOvf/0rkydPpqenhxMnTujHVVdXR0NDA2PGjKGrq4vbbruN+vp6ioqK2Lx5MxkZGcyYMYPa2lpmzZrF/v37mT17Ntu2bWP58uW0t7djNBopKChAK6//8MMP8+CDD+pFCJMD5pOtStqKXGtro53j5NdYrVYikQhOp1PPzrhIXI6rY7jEVsj/jPb29iGLk71793Lq1CkGlBBxJCKBEGaTiUg8jkM2UlZUzCuvvMLdd99NLBajpqZmSGq2Fn8QV+L09vdTWlTM/Pnz8Xq9HDp0iD179jB//nz6+/u5+eab+c///E991XzjjTcSDofZsGEDu3btoqioiPT0dCKRCPX19YwfP57U1FRsNhs+n4/9+/fT19eHnO7AN6kQp9WMhIFwNEKKM4W4GsMg2zBIBr40cQGScma1W1BQ8K4WzLtAvO92+F3gkhpPPT09+sJUy9JMzvI6OzknuQArnFlYaNnlK1asIDMzk4ULFwKJ+a+uro5Ro0bx0ksvccMNN7Bu3TpkWdb7NlqtVhoaGpAkCbvdzp133sl///d/E4lE6OjoIB6Pc//997N79268Xi+VlZWkpqZSU1PDxIkT6e3t1eOhjh49yrJly+jq6sJkMvHrX/+aqqoqlixZwtGjR6mpqcFoNDJr1ixOnDjBXXfdpRf5hMS83dbWxquvvsqECROGWJq0c5JcdkA7Z8lzdbIXKrl2omYU0FyEyd6prq4u8vPz/91itm87ni6YcIJEk9/e3l7MZrNeFFM74LMLUAJvMeUlx0klZ+YlW6M0UXHy5EkqKip0NTxhwgS95YokSbz00ktIksSYMWNoaGigv7+fjRs3EgqFuPfee5k5cybRaJTnnnuOrVu38pGPfISKigqCwSA9PT385S9/obS0lGHDhtHR0cHixYt58MEHkSSJq6++mhtvvJHXXnuN1157jXA4zFVXXUVObjYjJuSxt2k9XQNtpDqymFaxiOG5Uxjo9/H888/z4Q9/WO/srKoqv/nNb5gzZw4TJ04cEsekXURaoLyWWaBVc01ub5MstLQLMi0t7WIHwF6ON3m4xG70/whVVeno6NDHKCRqgb322mt4/X6ikkqf34vFbMIum1FjcSZXV/PYY4/x+c9/nnA4zLFjx+jo6AAYMoYVRaG+vp729nZuuOEGTp48SXp6OsFgkIqKCvLy8pgxYwZdXV38/Oc/55ZbbmHFihWMHTuWRYsWkZ2dzV/+8hc6OzupqKjg2LFjDB8+nJMnTwJgs9morKxkzJgxxGIxntm3id4MMykOKyG/l9SUDKJqIv36oyOmMCI9UYJAE3jp6ekXe3y8Ey7HMXVJjSev10swGBziXoIzYSSah0XzDmjZYNrYSE6i0Oo1/exnP+Ozn/0sqampuohYtWoVJSUliazVeJTOjkZWbVxJOB7iQ0uWE4+Y2ba5hroT9Rw7doxrrrmG1NRUYrEYBw8e5Pjx43z605/WBZPFYmHPnj0sWbKEESNG0NfXx/Hjx/WQl9tuuw1JSjQU/va3vw3A+PHjmTx5MhUVFbS1tfHGG29w8803U1hYqB9zU1MT27dv58Ybb8TrTcQRagv25GbhySUHkhsYw5m5Xpvz4IzATM60UxRFrxVnsVj+HRedxqUhnAD6+/tpb2/X1bAWHHb2xQMMeVy7oLSTq/X/0dqKJD/X0dFBbm6uruSj0SgbNmxAVVVGjx5NSImx69B+ivMKqCwsISsri1/96le6ANq/fz89PT2MHj2aaDRKWVkZ8XiczMxMTpw4gcFhp6XPQ/XwUTSdPMXIkSP5zW9+g81mY968ebS3t2OxWKivr8fpdGIwGEhJd1A+L0aPtw2jSUJRVCRZQkXCYXIy2raczuYeJk6cSH5+fqJbdns7zzzzDF/60pf0AaOdl+QJCNDddhaLhY6ODj0wV1PlWk0NbTCmp6frAu0icTne5OESu9H/I/x+Px6PB7vdrl83VqsVv9/P8ePHaWhooLOzk8zMTKqqqqisrOSnP/0pDoeDBx54AIPBwJ///Ge9TUMwGCQSjaIqCpMnT2b06NHs37+f3/zmN4wYMYJly5bx+uuv09mZCEytqqqisbGRP/7xj0QiEb785S+zfv16vczAn/70J2w2G4cOHSIcDjNp0iQcDgdtbW2623vfvn2MHTuWn//855TNqsaTYaK+tYXszExKUjO5tqCSHEeGfp/Q7jd2u/1iW2TfCZfjmLqkxlN3dzd+v39I+rskJVpoaSUKBgYGCIfDpKam6s3mbTbbENeUJpzi8TgHDx5k586dfPKTn9QLRa9YsYKJEyeSV5BDX+A0HQMe2k724unoxGw3gDnEyBFj+OsfVlNUWKrXWxszZgxNTU0MDAxw7Ngx7rzzTmpra5kwaSIn6uqwWW2Eg0FKShLzYjweZ82aNVRUVOD1egmHw5SWlrJ3715kOdHUOzU1lXAsxkvr1nDHh2+lx+NBURSOHDlCMBhk2bJluoA5ffo0hYWFb7EwJS+qkutewRkhpf2t1SPUDAFaopPP5wMSiybtM/5NLk5W3blIS0ujrKwMi8VCKBSiv79fj/Q/O8hLu4i0C+jsOkWqquqVWOFM8LiWrtjd3U1DQwPNzc2MHj0ap9PJ6vr9/NlzhEPpCq+EWnih5Qg/fOhH+P1+7rzzTrq7uxk/fjw33ngjx48fZ8+ePYRCIaqrqzlw5DD1uWa2ZkVoKk/h+XgbpzMM/P3vf6ewsJAvfvGL7Ny5k66uLhYsWMC4cePIyMjgy1/+MuZh7fT6WjEYFRQ1jiqroCjEieKL9HE8vIoFCxawadMm3Yr07LPPcscdd7xlJaKdE+1iS35ME1dawULt3GjBh7IsY7FY8Hg8+oUmEJyLgYEB3TSupQxrwdeTJk1i2bJldHR0MGPGDMaOHYvVaqW/v5+RI0fq1qTTp0/z8Y9/nPnz5ydqkx07xmc+8xmmT5/O2rVrOXr0KC6Xi+7ubn75y19yzz33kJmZyYoVK/TyHd/61rewWq309PRw++234/f7ue+++2hsbCQcDjN69Gja2tooKSlh6dKlXH311friLB6Pc+DAAa6++moCdc3cXzWX6X0G/nPqdXyscho5jgw9iDfZJandnAWC88Xj8dDd3a3H3yWnxSdXt9asItq9WyvBoY0zLW5Vu79PnjwZv99PQ0MDiqLw+uuvM3fuXIYPH87x1j0cq2+gs7GHgKEFQ+YAdnsKoR4Tq1av4SP3LufOO+9kYGCAO+64g1AoxN69eyktLeXBBx/k6aefxmK3U3+qAdloJKbEMdustLW309raSiAQYGBggF27dpGRkUFeXh7Z2dl8+9vfxul08uvf/Za/HdrOq90naUmVWNtxHFOGk6amJmw2G1deeSXNzc2cPn2azs5O3dCR3HZlSPuWwbk/OZEpeb5PHpeyLBMIBIhEIvT09BCJRCguLqakpOQ9iWtK5qJ0e7VarRQWFjIwMKBXJbZYLHpdIc2FB2dMccm1MLST0hcOYkfBbEi8NhaLcfToUeLxuP7FVVZW6ifdm2ql5YgHZSCEUzYyoMSoDbZjrsxjoppoFTF8+HDMZjMlJSWUlpbyuc99jpUrV7Jr1y4sM8fSY1VRANUgo6DiSTOSP30snGhlz549jB8/nqysLMrLy/ViX8+sfIKUMSqqZBhcH6mgqKiSikkyoaIQjPrpDpxk4sSJHDhwgHA4TFZWlt7xHc5Yms4uDpZ8cWkDUbO2JceQwRkhZbPZCAQCovWK4G2RZRmr1arHZsDQ1Z92jWmBoKdOncJqtbJ06VJ27NjBE088wUc+8hGyBuvJGI1GqqurOX78OLt27dKzW6uqqvjmN7/Jyy+/zBe+8AVyc3OZMGECRUVFHD9+nE2bNnH//ffzrW99i5EjRxKPx1m4cCF9fX1AIvlEq0szb948xo4dy6uvvkpJSQmRSITm5mY++tGPcvDgQYxGIybZiNlgRJGGxl1px5Js/hcIzgdFUfB6vaSlpQ2xoGgkx+haLBa9qnjy65Lv7cneFoA77riDxx57jC996UsMDAxQWFiIP9SPySTj93oZSN1PXI6DXaVf9RBuzWba6NkcOb6H/d1HmThxIkeOHGHq1KkAOJ1O1q1bx6wrZxNXVSLhMLLZhMlkQZJAGnSz+Xw+7rjjDrZt28b06dP17PMnnniCyhGVRPFz5GQ9w4JBbMiYFHhmz5vMTi/mqslThwihSCRCb28vO3bsID8/n8LCQr3MSVxR6Az2k21LxWQ4M9dr50FbtOkxkvE4fr9fj6XKzs4mN/dMW5r3mosinCChNLOysnA6nXg8HrxeL6FQCLvdrivw5Aj6ZNOdoijUdndQ03USk2pgijUbA4mAcavVysiRI3WrTbJKfaOlFoNkoLjRh1EF2SoRTJWQSrOYUTSFkcMrkaRE37ytW7cSj8dpaWnh1ltvRVVVflD7OnEl0URRVQd7XEkSPTl27qlahtfrpa+vj+HDh/Pb3/5WFyVT5hezr/UEkgyqEkNJtPpFRUFVZeKKgqoGqfVs56oRd/Lss89y7NgxvvCFLxCJRPRYi2Qf79lCKBqNEo1GdTOwoihvEaJaYL2WtaAFAWoiVSBIRsuIOftGrq0atYrg2ip5xYoVzJgxQ49fysnJIRKJ8NRTT2G1Wpk1axbHjh1jy5YtzJs3j0gkorv8tm/fjtPpZP78+Wzfvp0dO3bwrW99iyNHjvDqq6+yZs0aRo0aRTAYxGQykZaWxrhx4/B4PAn3ucHAjTfeyE9+8hO++tWvMm/ePF5++WVOnDjBvffeq1u0o9GobplNLsYJQ3uA/ZMQBoFgCD6fTx8TydlkWgkCbRxp5TPgTKLT25XsAHRDQVZWFsXFxfziF7/g05/+NLFYjP6gn4HeMMGUU0TVCJIiJcI/4lEyKhXUoMTYMdUc3X8Sm5RBTU0NwWCQ2267jUcffZTly5ezdcd2/MEgMVUhriqo4SBE4xjNJnJzc/W5Lzs7my1btnDPPfegqirTpk1j95GDhDvqMMViNJ5uxmQ2UnfsOGn5OdgLioacCy2xadSoUTQ0NOixwVoW4ob+05z095Flt/PlSdcMiVvSzo32o3mqFEUhJSWF7OxsHA7HBf2+L5pw0rBYLBQXF+P3+/VCWtpK1263D+monHyR9cQCHD56nJ6Odk4FTUwaM45wOExvby8nT57UBVdyMFmL1YchGkWNxTGYzDiiCRETicZ4/uWXkcIR3fzX1NRERUUF69evT6xELSakyQVIqIMpzCqKqiaaEg5m8R08eJAxY8awatUqjhw5wt13343P52P3rh0Yi+IocYlYHExmCVVRUFWJOHGQQFEVYrEYfr9ftxppJl9N6JwdAK9dlPF4nHA4rMdoaK/VAhA1AapdwJqfXJIkvW6IQHA2mkjR4uSS06aTW/potLS0cP/991NfX8+pU6f4yle+wq9+9StsNhv3338///u//8vAwABf//rXMZvN1NbWYjab+elPf8ott9zCnDlzWL16NTfccAPr16/ni1/8Irfddhs33XQTTU1NWK1WfvKTn1BSUsL06dPJzk70mEtLS2PLli0YDAY+/vGP8+Mf/5gvfvGLDAwM6NlBkiRRXl5ObW3tkJIe2jFo7hHt5ixcdYJ/BW3e0saD5iVJzhY/u5F0b28vOTk5b0mlPztYWlsUL1y4kIceeohQKEQoFAJTnFhcIaoEicsKRgyAimyQCAR8SF4vTY0D9HT1MnVCFYcPH+b1119HkiROnz5NQ0MDkWgUs8lM3ABxRSEcjWBSZWKxOH19ffzhD39AK+pZX1/P/v379b6vUZsBX6oZk8GAosQJBPw0NzUSNxvY1rGFRsU6JCZJOz+dnZ3U1tbqc3NXVxc19gCq1YiCQigSwT5Yky3ZYBIMBgkEAvp7lZaWXjSPyUUXThoOhwO73U4wGKSrq4twOIzX60WWZZxOp+5y0k725OwSYtXTybQ4OLppBwcOHMBsNuvtVZJ71mgnP3xqP1tPH6U3xUSaIuFJtSCZJLKtDj76obkMDAzQ1NREZ2cny5YtY9y4cfj9frKystiyZQsr/A0EDGA0GAAFxWBAUiVSw4qe8aCV0//BD37A/v37mTVrFqdf2YcSk5BNMlZ5UIGrMgZZQgHMOEi3FpCTWobf76elpYXJkyfT399PZmbmEBdlst88uRqtJoiSSzVoAYfJIivZlKll3gkE50K7KSVfI8liQ1tNA+zYsYP09HSsVitPP/00n/zkJ3nkkUeYNWsWKSkp/OAHP6CqqoqioiJCoRCvvPIK7e3tjBw5ku9+97s899xzrFmzBkVR+NCHPsRDDz3E+vXrefHFF3nzzTeZMWMGHo+Hr371q/z1r39l+/btKIrCjBkzyMnJweFwsHfvXiRJ4tOf/jQ/+9nPMBgMzJ8/n46ODgoGe+i98MIL2Gw23Z2iTW5nW7XFYkLwr6B5SZLbhmmLU80SpS1YQ6GQfn9OLlx8tvDSHtNE/ptvvsmtt97KK6+8wuLFiyFqIMVpx9mdR0T1oaIiSTIoMuEeC4GuToyRKHPmXMPYERPp6emhr6+PgYEBRowYQXt7OwaDTDwWx2mx4Q8FUUhYypxGE2ariS9/+ct60lFPTw/PPfccJSUlmM1myiqGsdnbwslDtdgdRlATgq2ru4uPLbqJgvTst4wrrRxDU1MTx48f5+DBg6Snp3PrpGkcVX3MyBuOfbC3rWbp7u/v1+cxs9lMTk6Ovhi6WFxSnSy1bJbS0lK9ozqgK+xoNKq7B6yygbH2HKqyi1i6dClLly5l/PjxPPLII/z617+mra1tyE1eURQGdh8lMODDV55JY4mDUKoFu91GbE89mzZtwmKxMG7cON2FtXfvXjZu3Mjjjz+eqI209yRmVSKuxEBKhNwbJBjuN7B9+3ZSUlL0lYXBYKChoYGf/OQn1O5sxWg0IaMOxlUoIEkoqoIFB5mWUuJxyDeN44033mDWrFlcffXVbN68ecgqJLngZXKNJq2wmmYeDoVCevHQZOGY7EtPDrwXCM7F2bFx2o1du2aS66itXbuW66+/nkceeYRJkybx7LPPMmvWLEwmE8ePH+euu+7i1KlTHDlyRM+Mq6ysZOPGjTz55JN6Zt4Pf/hDcnNzqaurw2azccUVV2C1Wlm3bp0eR/Ktb32L/fv3s3z5curq6tiwYQMAy5Yto6qqihUrVpCdnU1/fz+lpaXs37+faDSq96vUxoVmedKORzsW0XJF8K+SXIw5OVU+Of402QUH6F6Cs6+/5Hu+Vl6mpaWF8vJyrrjiCvx+vx7fl5qVjiVQikMpQgUUBTLk4ZgD2aRmOvD2D/D3p1/gW9/6FpMnT6a6uprTp0+TnZ3NwYMHsZoSzXvNJjNqPI7Nbic1NYVoOEx+Xj4vv/wyzzzzDOvWrcPv9yNJEhUVFVxxxRU01NVzbN1mHDkZDKsaTdwkUX3lFaTEZH753z+lr6/vLXUGOzo6eOyxx3jiiSdISUnhzjvvZOnSpVw1rpqPlE5gUm7hkHPV398PJBZxubm5VFRUkJqaetFjEC8p4ZSMllJYVlamp0D7/f4h1cQ1EWGxWEhPT8fpdHLPPfdwyy23sHr1an7yk5/oWWo///nPObRzD9+ZfSOzh40mQzKT5VdZ4ixl1six1NXVceTIEV555RUWLVrEq6++Sm1tLZWVlVRXV/Pf//3fmHr8fKRwPOUGJ3hDFEQMjGuNUZqahaIo3HrrrXR0dBCLxfjWt75FR0cHI0aM4IEvfIm6TSEkTMSVOHFFJaZEMeHEKmUQV2KYQzn09/TT0dHBzJkzAZg8eTI1NTX64NGOPdkCEA6H8fl8uu88OVj37MrqZw9gTYQKBOciEono8XLhcHhI9utAqJNDnW/gHO1jZ+eLxDP7iRCgt7eXQ4cOMX/+fA4fPozZbObKK69k69atxGIxfD4fJ0+eZOXKldTU1OByufja177GrbfeSjAYpLu7m8OHD9Pb28uwYcNwOp1897vfZeTIkezcuZMdO3awZcsWxo8fz6OPPsq0adOYOnUqBkMiu7W7u5vq6mq9sN+TTz5JeXk5GzZs0OOaNPGkuRC0Y4rH4/oxawsTgeB80K6lZPdScmxOcmVsDc36pMWlJgsmLZbH4/EgSYnm2tXV1QB86EMfYtWqVciyzKkjbRRWFFJkqiZ/YB7+/cXYA6WMnTSakNRHoEvi85//POXl5Tz00EP8/ve/JyMjg9TUVMaPH4/VYsEgyUSDIaS4ihxTSbHYKC4q4k9/+hONjY3cdNNNWCwWXn31VT18pa2tje3btzNt2Cim2HIptadj6A9xZW4p/3nr3Uyunsx3vvMd2traUFWVffv28dOf/pRnnnmGG2+8kc985jN6J4Ds7Gz9HqOdy4GBAd17k5OTQ25uLmlpaRddMGlc8DpO/w7aBabF9Hi9Xr1Kqd/vp7i4mLa2NqxWK7m5ucRiMdauXctzzz2H3W7nhz/8Ienp6SiKwt/+9jeampr41Kc+hdPpJBgM8uCDDxIOh1m4cCGLFy8mJSWFI0eO8KMf/YjFixdz880309HRQW9vLw8//DBz5sxh6dKlAKxevZpdu3YRi8WYOnUqy5cvZ8+ePWzfvp3m5mZmz57NrIWj2Xb6ReJqGLOSSpotD1mSKc0fTSYV/OxnP+MTn/gEY8aM0c2zK1euZNGiRUSjUSKRCCkpKVgsFnw+n35haTd5zfWmFbjUTMPawNVinjRzaSAQIDMz82K1l7g0RsCF55IaU/8IrWm15hLWBPjp7n0c8uxkIBLjdHMPDpOKqoaJRmKEGqzMnXQ1TU1NTJw4kYMHD2KxWGhra9Mnh9TUVEaMGMHs2bN1l9iePXs4fvw4Xq+XZcuWkZ+fr8dDPPnkk0yePJmJEyfy7W9/m2g0yuLFi6mrq2PmzJkYDAbWrl3LHXfcQWtrK1u2bGHy5MkYDAba29vp6upi4sSJFBQU0NjYSENDA5/73OeGBIdrwkmWZXw+H9nZ2e/HtiuX45i6JMZTW1sb8Xhc77mohUucXVpHi6HVLCkaZ2ewxmIxAoEAZrOZEydOkJ2dTVlZme72e+KJJ+ju7uZzn/scAwMDxOihvaeb3TVvcuXVs8mUstiydT8hf5zNmzdzyy23kJ+fT05ODn/84x85ceIEixYtQlEUlixZwq5du1i/fj0jR45k8eLFlJSUEAgE+MQnPkFlZSUPPfQQkUiE/fv389RTTxEIBLjjjjuYM2cOkiRx4MABnn32Wb70pS+RlZWFqqq8/vrrPPXUU+Tm5jJx4kSWLl2qF/xsamrC6/XqxyRJEj6fj9zcXFRVxWaz4XA43vOyAv+Ei9ur7t0iNTV1yP+tra3k5uZSX1+PzWYjFApRXFxMV1cXnZ2dpKSk8OabbzJ9+nRmzpzJo48+itlspri4GLvdTn5+PmazmVWrVtHT00NWVhZpaWl6cPlf//pXXnrpJR588EEKCwsJBoN6US9FUZgyZQp79+7lb3/7GxaLhbS0NO655x7S0tJIS0ujtbWVSCTC1KlTsdvtHNnVxsJp9wMBDh+rZWxFJTZ7Hg67k61btzJu3DgaGhrIz88nLS0NWZa59tpree2117j22muJxWJ4vV68Xq9+DpLrYRiNxoR/ejAmLHnVowX4wZn4lOTO1ALB2WjCW7t5KYqCx9/MEc8uTgYdtIVkwvYUPGqclHAfDsVD1niZk211qBGJ559/HqvVSkZGBpWVlYTDYfr7+zEajdTX11NdXa3XlTl16hT33Xcf7e3tdHZ2UlBQAEAgEEBRFK666io8Hg9f+9rX2LRpE+vWrWPYsGFs3LiRKxcvJJhuI2iWaGxs1FsX+Xw+vS/Wjh07KC4pZty0cmo9pznRvo1hOVMwGsz6ZKUdp81mwzoYZyEQnA+a6ze5ZIwmlpKtTZKUaEat9XBMLmAcDAaHxDiZTCYyMjJoampi2rRp+nu3tLRQUlKC1+vF7/eTn59POJyBkUwCZSrZ0ki6u7vp8XjJysrihhtu4OWXX8blcpGZmcltt91GZ2cnL7zwAj09PfrY27RpE4qisGXLFubPn4/FYuGpp57iM5/5DJ/5zGd4+OGHaW1tJT09nczMTJqbm3nyySeZM2cOEyZMYMOGDRw+fJhYLMaxY8eIxWLccsstrFmzBrPZjMPhIBqN0tDQQF5eHpAoTZSZmYndbqetrY3c3NyL8wX+i7yvLE5n09raSmFhYeKmWFzMwMCAfuH19PTw05/+lBtuuIElS5YQCASora0lEolw5MgRGhoaCIVCTJ48meuuu44tW7ZQUFDAiBEj2LJlC8899xyxWIwf//jHWK1W2traOHr0KFdeeSV5eXncddddZGdn6xYbs9mcqOSal0dbWxubNm3Cbrdz/fXX6/ujlRbQqsHefvvtmM1mAoEAjz76KLfddht5eXm8/vrrjBkzRl91v/HGG4wePZrU1FRCoZAeywQMmdSsVisWi0XvZ5dcXVyrUKu9Lh6P09XVRUFBwcWqkHw5ro7hEh9TyWjthTQkSaKmfRXb2/toDpowGGWCAT+KAnFFIifWhVPtI+wxkOLN5SMf+QgDAwO0tLTgdDrp6OigsbGRvLw8TCYT9fX1TJs2jerqanbu3KkXyfT5fDidTjIzM3n88cdZunQpHR0dTJo0CVVVaW9v58iRI7z88suE8lNhTAmqAnanjRGqnauKRuHxeJgzZw7d3d1s2rSJ06dP47ecIntMFEVVsFotpDsKuWb4Z3HYnbrbRAsLKCkpeT8GiF+OY+qSGE+nT58eUkNPVVXC4bDemFaz9icvZDWvwbkyODMyMjCbzaxbt47q6mq9E8ShQ4eIRCJMmjSJTZs2cerUKe655x5kWaatrY2//OUvXH311SiKgsPhoKWlhYqKClRV5ec//zkzZ85k8uTJpKam8uKLLzJ79my2bt3K6dOnaW1tZcGCBdx6662sWbMGh8PBtGnTCIVCfO9736Ovr4+xY8dy0003EQqFqK+v55ZbbmH9+vU0Njaye/duSkpKyM7O1lsmZWdnEwqF+O53v0txcTGLFy8mKytLF4xWq5XKykrgzHx+CfHBsDj9I4qKisjPz8fj8XDkyBHWrFnDZz7zGVJSUnQVPHnyZA4cOKD3sent7aW7u5vNmzfT0dHBhAkTMBgMenaPFlgaCAQYMWIES5cu1VW3oih88YtfpL+/n5aWFr2CsqqqPPXUUxQUFDB+/HgkScLj8SQC8MxmioqKkCSJFStWsGHDBoqKijh9+jRFRUVkZ2cTj8f1WjY9PT2MGjWK2bNn89xzz/HhD38Yu92ulxHQVjGxWEwv5w9ngnqT+/toAkrrO3Z2QKJAcDbJ2WeqqhKO+ej2d9MWsWI2GpBRCShxjEhgkBmQMyk2y9hyTczIXILX6+Xo0aPYbDb6+/t1IWYymXA4HAwbNoza2lpaW1spKytjx44deuCnJnZmz55NT08PO3fu1BcDWgzS/OuuZV2khZSeEMUBiZgNTpeaaPR00N/eSWNjIwBTpkxh9NiRbG75AzFFQY3LmAx2+v2tnPbuocp+lV5kT1VVHA7H+1E0CS4iyW1CNBed1WpFUZQhGXXJAeJOp1NvZ6Rl1mkNayVJ0vve5eXlEY1G2bFjB7m5uVRVVQFw1VVXUVtby4YNG/RSNH19fZSWlnL48GEkSSI1NVW38t5xxx2sWrWKwsJCRo0axe23386zzz6LJEn8v//3//jGN77Bnj17OHz4MFdccQXjxo1j3bp1DB8+nKlTp7Jjxw4OHz7M7bffrhsTamtr8Xg89Pb2YjAYcDqdpKSkMHfuXHw+Hzt27GD48OE8+OCD+px37733kpOTg8ViYceOHVRWVhKJRHSPyPuB961wUpQ44ZifQ0f2M2rUKCBhfVm5ciW/+MUvWLlyJV6vl56eHux2O11dXbzwwgtUVlZy9913s2/fPnbt2sWyZcv49a9/jcFgYNeuXbzyyivY7XYeeeQRnn32WdatW0dFRQUHDhwgFotx4403MmvWLO677z5UVWX37t2EQiHuvvtuPB4Pjz76KIsWLaK0tBRIFEYrLS2lqamJ9vZ2amtrWbZsGampqdxwww3U1NSwe/du5s+fTyQSwW63I8syM2fO5MiRI+zZs4eZM2cyffp0du7cyezZs/UChFqMhnbDT856Ort/nybctOdNJhOpqanCJSH4h6SkpODz+RJtSZQYRklGwYBJkgEFWZKJKyomgwFJNhIKRAiHA6zevpp4PI7dbtcFvLbqjsfjDAwM4Pf7iUajbNq0ieHDh+srdkmS6OzspKenh4MHD2IwGPB6vaxbt47U1NQzMXtmCUu+jcJoDKMMpqiKMRzh9EAzaq+f3bt3n6n/JocxZElIip1wNIgkyUgGI/5ov24J0JIvLnIPR8H7ELvdTjgc1hcagF5/L7kGH5zJtoMz3SC0x5M7Zrz66qssWbKEeDzOa6+9xoQJE3QvBMDevXux2+3s2LGDr33ta/T09bClZhdHG+qpPXqUgvx8qqqqsNvt+jz0hS98gaeffprW1lZdAEUiETo6OnA4HMyePZvrr7+eJ554gl/84hdkZ2dz+PBh/H4/3/72t9m3bx/f+MY3uP766+nv7+e3v/0tN910E9dccw3PPPMMt9xyC0ajkU2bNgEwbtw4Ghsb8fl83HXXXfz6179m4cKF7NixQy/srCgKvb29ulXt/cD7zlUXV6Ican2dmsY1hCJBQv4oU0bNZ3zhAlz/+SPWrl3L008/zfHjxyksLGTv3r2kpKRQVlam+1UBDrU0cKrxFJXllXSfbmH2zJl86Utfwm63U1ZWRlpaGgUFBezevZv+/n6GDRvG1772tcSNX4nzla9+kbvuupsN6zcyceJERowYwerVq1m6dOlbVqsej4ecnBxef/11uvt6kMvzae7tpCg7j3hDB6PKK5gyZQr79+/XzbBa+fj29nYOHz7MwoUL+fvf/851112Hw+EYUidEszolt4tIXsUkW6a0Ok9aavdFdElcjm4FuATH1D9Ca1lisVhAUtna+CyvdUqEFAmzQQZFRVFUAtEYaUaFAqWV0owyFo9P9FjUqhXbbDZisRjt7e0UFhbq/STHjRvHzp076evrY+bMmeTn59Pb28uqVatYtGgRwWCQYcOGoaoqr7zyCjfccIPuJjDbrDzeuBdrb5AcT5CI3UhXaQYzIk4mVY0lLy8PWZbp6+tjw2uvMpC+l7jVj9lgIaYqSKhcV3kPmSmVenXneDxOUVGRPnbeZ1yOY+qSGE/9/f34fD69d2pyrb3kOTa5EKYmsrRaToqiEImFMBpMeDq7qK2tZcaMGbz22mvMmzcPu91Of38/NTU1RCIRqqurSU9P55EnHiduN2M3mRjoH8CWkYo/GmHm6AlUFhYP2R+NXbt2EQgEWLZsGQ8//DCFhYUcq6ujasxobrvlVt0l/tOf/pTe3l4KCwsZMWIEzc3NhMNhamtrmT59OuXl5YwdO5b09HTWv76BieMnkpt1RgDt27ePjo4O7HY7GRkZlJSUcOjQIX74wx+yevVq8ouzWbP3EZqCu4lJIXKcZcyp/Cij82ZjkC/6GHzb8fS+Ek7RWIjfb/kcxzu3w2DTErshg1EF01m/diMNm1Q+f+/XaGtro6mpiaKiIj72sY/R3d0NJASMmmKlJ9aK39dGf1+YQMBCZloe+zdtZVhBEampqezdu5e2tjacTifXX38948ePZ+3atTQ0NPCpz9zDHt8JXq+pId9uJX1AYtKIGdSdqGPBggVv2eeUlBScTifbtm3j1cZamlJUJLMJ2SBDDEBhvDmLa4tHI0kSeXl5HD16lObmZioqKhg7diy9vb1s2bKFq666irUbXmb8rBJ88V7yDaVkZ47EYrIOKUWQ3EtMG7jJDRS11E9FURg2bNgF+/7O4nK8ycMlNqbOh+7ubnw+HyaTiZaeQ7zRupMDgRSIK5hkA6okEY1FGGX2k+6IkR8Zha8jqpcJ2L9/PzabDaPRSGtr62Awa6I5b11dHePHjycej1NTU8PIkSNZt24dd999NwaDgT179jBmzBhsNhvHjh3D4XBQWlpKfX09TU1NOItyebWrgdbuLvKyspmXVoyvqZ0FCxbQ3d3NG2+8AcA111yDZImx7vAjBNROjJiYWLaIsTnzdQtuJJLoHFBUVHSRz/g75nIcU5fEeIpGo5w4cYL09HQsFstbLEzJNZqSG7TrjxGmoWsPnmAbSCqNR7q5evLN7N27l2uvvZa2tjYOHDiA0+lkxIgRegXt3oCPgwcOEAgEMUoSoXAIg9FEKBjENKqYm6bOZURJGQ0NDW/Z58bGRhobG8nMy2NT4z7klD5SHHbmjF1MXjyNJx9/nFGjRjFhwgQ2btzInj17MBqNFBUVMXXqVLZv305mVgapFekEMjMIKDKSBCkmK1OLRiB19JCSkoLdbqevr4+VK1cSjUaZMGECmZmZfOehL3PdlwoJG3oSWbuSAQUVq9FOZe407pn5M0yGi+oR+WAIp0e3fYl9TWswGW2gJuo9SLLKQJ+PnhNmclKLsHeNZ9rUacyfPx9JkrBYLKSkpNDT00NXVxdbW1fTH7MSUSRssg8nIU4dU7Has4l09GBSJaZOnUpZWRmQUMxebyI7odnTwrE0hcz0LEwxsKoymXYbTl+QSaMmD9lXWZbJzMwkJSUFq9XK//z9SR72HSPLaGWEJR3FKBFXFVDAYjCyrHwcVxWNpquri2AwiCRJ9Pb20tHRgc1mY+LEiWzc8gq9qXuRjHEsZjsyEg5rDgsq78ZqtA9ZWWim4EgkQiQS0ScHSZIIhULYbLaLvbK+HG/ycImNqfMhEonQ1dWF2WwmHA2yt/0V6ns8nA7ZCaoyKTLkm6N4u08ypXI2U4oWYDaZOXDgAM3NzRQWFuL1evX30ZIwCgoKWLNmDbNmzcJms2EymfjNb37DyJEjWbhwIZCoi7Njxw5mzZqFJEm88sorjBo1Si+O29vbiyzLvPTyyyy57jpMJhNHjx7F7/fjcDhYtGiR7qI+ceIEo0aNIqZEkdQz/fc0S20kEiEjI+P97L6+HMfUJTOeenp6htRk0mJ2tEDtsyuE67X11Bh721cTjUawWtNob26jp78FuzGHYtsk2tvbsdlsDB8+HEmSSEtLIzMzk3g8zrPPrSQcTgSYhyIRlGgMVJXuvl4MRiMf+vTdzK8cj6IoiQQJv1/fX1mWaW5v57TvJOnOCMGYn4FwF3E1hK83DVt3ul4WQGvKazAY2LlzJ3V1dYnjyYVgaRmqImGQBvtbKioGg8xV5WO4athYbDYbHR0dKIpCd3c3Tz75JM2tjWRc2UjI0opBMpKSkui8oaISj8cwG61cOfwjLB3/pYvyXQ7y/hdOvYE2vv/KtUgYMMgGvRdbf/8ABhOovWmU5I5gcvYt5GeUnzPQbE3rX3hjwEGhKQuH0YbZIJNvGsAe6aGtKYVxZSMoSMnQX59sbu3v78cjBQmYFYySCeKgxCPIZivpVgsjnNkYZcs5972vr49vnXydZuNgJhwwwZyD1SARkyUMBiMOJL4/dakeExKLxYjFYnR2duLz+Th0+BChvMPEJQU1CllZ6Sgq+GNeJpZdydisBfo+a7WukgMN4/F4ovq5LGO32y+FGjWX400eLqEx9a+gFbIzGAzE1DBNXQc5NVBLRIkRV1UsBjMFlhEcePMkt99+h+4eVhRFb+RbVlaGx+PR6zcNDAxw7NgxSktLKSgo4PTp0+zZs4fS0lK9ij8kxFFjYyMlJSVs3bqVSZMmUVhYiCzLesPPRx99lLlz53Ly5EkikQh33HEHZrNZb9vQ2tqK3W4nNTVVj2cyGAz6JKdZa98v6dBvw+U4pi6p8aQVb9QstFqQtxaLqmVWa9nV4XCYUCjI8eAmnLY0QGLnG7tAimNwRhmTPZ/hJVV6fzjNkhWPx/F0dbF63VrMFjOyCh1dHto7OwBwOpwosTjOkaXcNG0uhrcpHNns78EbPIzVbCIOqKqCERlVkoj3ZZLpyNTbfp1N3ckTHDL1EzYk5tpYXKErFqQ15KMtHsBps7P9lq+/ZVufz0dt0w4e2/15wrEQsXAc2WAgOztREDOuxDAbbZgMFr5z3SuYjbZ36dv5l3n/Z9Wd6t4/eINLWFK8Xi+hUChRn8hoQs5S6e8fYOfprZiitfoqUrshyrLM9vxjHFNHcyQSIU02kyNbKLTYmWDsoG8gxpbtW1D7ggSDQQwGAw6HQ38Ph8OBaUoFtrABo1FFBcKxCAZUPLEo+17ZSP2JUxw/fpyenh7dFCtJEhlZWfT+x3Vo30Mc2BvxYMdIhSmFHKsJSZVp9g6QllSjCRLpmkajkYlTRrOx6XU6+k8y4OvH3Gtm2LAKomqEA+0DTClaQjgcxmg06q1ftIlDIPh3SU1NxePxDMbDGRiWM5WSrPH4wwMJ87wlC4PBSHCEkS1btjBr1izdmjNq1Ciqqqo4fvw4hw8fpqioiBEjRrBnzx7Gjh1LRkYGsViMNWvWcN999+kF9fbs2cOUKVPIzMxk9+7dSJLEDTfcwOrVq/W0ZZPJxMGDBzl9+jRWq5V58+ZhMpn08hsmk0nvOOBwOJBlWRdLWm2zaDRKMBjUrcwCwTvFaDSSmZkQGxr5+fn631ohY63ganZ2NvWenYSC7dhlmb01Neyu3cnUaTOxOizE1US7lZaWliHtSwwGAx0eD9FIBDUWo9/vo7WtjUAggCzL+H1+jLLMiTdb+L9v/iDRiyWJ9PR0Fi9ezKi5w0lLV5BjBiQJIkoIVTYTV+Ocbt3L7oa4XlrB6/XqAd0GgwFnupnwtPH0BHpoVcI0xf0ElTOdKHzeMJ/+z6/gPEcR/qizk/jIMEbZCCaZaCSCx+MhOzv7jNBSVbr9zRSkjXgXv6F3h/eNcDLKJmTJgKoqSJKB1JTUROoyElElQqolm2Ejq7mq/BM4jJlDWopov2v2H4CEa5h+JUK/EqE17iPXWkso9RpKLGmkZpkxGo0YDAa9LpLJZMJut7Mx1kZMjWKNGzHGZXxEiUUC9KlRlkysZtSIKubPn6+3p9DcZAN+Hy+eQ7sGiHEo2gvRXizILBvoIsWZNUTsaJkWhRnFBNpbyM7NJDc/G0VVAAVVjSIbJDIyMt76AQLBu4TD4SAWi+H3+/W4OZvFiUEy6xXFAWbMmMEzzzyDx+MhNzd3SCXkyspKOjo6MJlMvPLKK3g8HqqqqjAajaxYsYKbb75ZX2xMnDiR2tpaXnvtNYqLi7nqqqvYsWMHqqqSmZlJZ2cnNTU19Pb2Mn36dAoKCqiurqampobJkyfrzVXj8TiNjY2MGjVKvyFrYkmLN1EURU/GEAjeS0wm01uScTLTClDaE7WcqidPpnryZFRVpSfQzFWj52FWU/H7/bo3wmazYTab2fzmZvbs34tlsOJ4Tk4OkUgESU5c57FIlOL8EfzwS2+1+kDCk7K+5a90B2pJNedjxoKigEW2EJPj5BUVUFU4Wm9PpGWdar1S/dF+/rvvBLyNNctoMHLjsiUUWJxvea47dJoXm3ZhMFnesm+qqiBLBhQ1jtFwbi/OxeZ9I5yG50zFbLASivmRDQb94lBVFQmVnJQy8tPLqSga87bv8ZHYNezcdZiEdVdCJk6a3EFqRjnzpy/nhvLxGN7m5hkOh2mt3cSqY/swKDEU2UBAidAXiXBd+RjunP3Rt/1cRVHY/uT36VRCb/sag8HAkhlzsBje/isZ2TqdOs9ubHIKhkERGVOizCy/6f+3d+dhclV1/sfftXVVd6qTkJWE7ISQBWKEJNBshiWyiwKOII6Ag9OKguKgPxwdD2cYfoOKOi7PjO3INir+RhQRGeTHDkIgYiAJCQlKIECkk+5OOr1VVdc6f9x7y+qml0p6ra7P63l40qm6955TzXM7nz7n3O/p9RyRwRKNRvO/DHiLU72nhLyHD1KpFOeeey733Xcfl1xySb62WOF6ojlz5lBZWckLL7yQ38POq2PmPcLtVViurKykvr6ehQsX5p8w2rdvH48++ihXXXUVM2fOfFcx2FAoRGdnJ6FQiNdff5158+YB5EsTeMd7T576/f78mimR4Ta9egHTqufT0LaT6sgUyGVp7Wxi/uQVTKmeBbx71wyApUuW8sCDD5LKZqgIBPO1o8DdKDibY+2pp7Ny5cpe255y+AS+/vA5NKa2AOCngoDPman40hn3MGvS4j77/pt7b2Z7S1uP702sHMc5NSfj973739RM9j280Hobe9p3dpmKcwZGnNmiCZFpTBk3u8/2R0rJ/IpVVTGBc5Zdg9/npzPtbHmSzWVIZzsJh6JMHncYx837YJ/XuGDpx6hdEGRyoJUqX5w5oXpOnriPYw7/NKfPXtxraAIIh8NcftT7mDNtJvXZLPWpOC2ZLEdPncOXV/cdXPx+P9ccvYZQL1OmFb4Aly+p6TM0AVz83q8yJTqHzkyMRKqDRLqDFbPez+q5F/R5nshg8KZ/vYcugHwY8p7YBOdeqamp4f77789vxl34tGcgEGDLli2sWrWKtWvX0tjYSFtbGxs2bCCbzdLe3s727duZOnUqNTU1HHnkkfziF7/g17/+Ne+88w5HHHEEp556av43cG+kyPuN2HvCtL6+nsrKyvwj4kB+isQr5+Fte9FT9WaR4RDwB1lzxMd5z6wzgByBQJDVcy+gZv5FfZ43depUVhy9HF86QzKTJpPLks3lSGczJBIJJk+ZzJpjVvd5jfmTFnHWsmvx+yoAP1nSZH0p3r/kk/2GJoB/PfEywj3sJ1cZCPG1Vef0GJq8z/w3xxoCvgDJdJxMNkUmmyJHjkgwSi6b5exlnx01m/p2VzKLwz2b//IYD2z5N/a0vo7fH2B69QKOn38h7511JhMqp/d/AaC+5TV27N1KRWgSh09ZwaRItOj/Qblcju3Ne3izbS+zo4ewdNKMos7N5XL8n6d/yS/feIlULpv/xkb8QWpmLOD2My4n5O9/Q8NsLssbe1+iLdHEzAlHMq16XlH9HoVG5x0x9EbdPVWsVCqVL+3hjTQVFvfzFoN7Iz+PPfYY06dPZ9myZfmA88wzz3DyySfz4IMPcvLJJ3PPPfdwySWXUFVVxe7du3n88cc55JBDOOuss/D5fGzfvp1Nmzblw9lFF13Ehg0bOOKII3juuec466yzyOVy3HjjjVxzzTW0trYyf/58MpkMO3bsYPHixfmpRS/kFX4ebzovk8lw6KGHjvSmogNVjvdUyd5PgyGVSvGre3/FSxs3ks5myORy+H0+5s6dyyf+9vKii7nWt/yZF9/+HblcjmPmnM3MCYuK7sPzu1/nK8/9hjdam/D7fEyKRDGrzuXc+Uf3e+5rDS/w0xduIJZqgxyEAhUE/BV84OjrWDn3/KL7MERK/6m67rK5LKlMgoAvSDBQOqXaNzft4ratz/J6SyMzohO5fPHxnDDj8FGbrIdQ2X1g16i9p/oSi8WIx+P50RpvOq3w6TlvLZM3bdfe3s4DDzzAeeedl1+Y/fTTT3PYYYfR3NxMU1MTc+bMYenSpXR0dPDWW28xY8YM4vE49913H/v376empoZTTjmFXC5HS0sLTz31FOeccw7r168nnU6zevVqIpEIN998M+effz5HHXUUoVCIV199lQULFrzrSaTCrTG8RbZA/jONHz++VItfQnneUyV5Pw22/fv3s2PHDrLZLLNnz+6yIH24NMbbSGWzzKgaf0D/nmWzGV5r+iP7Y7upqpjAomnHUxEcFSVBxl5wkpJXjj/koQTvqVQqRUNDA+FwmFQqlS95UThdB86ia69emBdW9uzZwxNPPMFpF5xHY0cH21/ZREVHmkULDueVV17hwgsvpL6+nnQ6nX96bs+ePSxcuJDDDjuMTZs2UV1dzTHHHEM4HCYWi/HQQw9xwgknUF9fT3NzM6eddho33XQTZ599NitXrmT37t350gOFgc7bsxGcab1kMkllZWWX4JfL5Uq5JEE53lMldz9JySj9cgQiMjL27t2bn+LyRmq8/RELNy/19pDzjvH5fFROGs+eORP41vO/pbIqQsKXIBtJs2XLHq4776Ns27aN6urqfBmPZcuWsWbNmvz1pk+fTktLC08++SRVVVWceOKJnHXWWTz00EMcfvjhtLW10d7eng9v7e3tZDKZ/BSFF5a8/ntP7Xn99kaavNCUyWTyxTNFRHqiEScZKeX42zGU2D0Vj8dpaWnJF/MDumxm6q0bKtxiwnuCLpnNUPfK0zS27SfZ2UZlRSXxeIJEKklFVTVH+sYxs92f34Zh/vz5XYb4vUDm7SPX2trKhg0b8Pl8rFq1ikcffdTpR7Sd7a9vpea9JzG5ah5Llizp8qSfF+IymUw+SBVud1G46ao38lRYh6eElOM9VVL3k5QUjTiJyIHzNuP1fsHKZDL5x/291wt3ei8cbdrW2MT+RJyKkI+Iv5q2WDupZIqgD3KdCV6PwJqjj2Ph7Hn5EFb4p3c979rjx49n7dq1tLW18eyzzxKNRtmdeplY7m0ih6XYmXqe8LgUsKTLCJP3p/eft7A9lUrlNx8u3NOxn18mRaTMDSg4rVu3jkAgwHHHHdfvsRs3bqSpqYlYLMbpp5+uoXCREuBtBu1V4s/vr+UGje5TYIXBZ2Pz6/jxATl8wSChigixjhjR6DiCwQpywSC7Ux1Ed+/usw89hZnly5fTFm/mnV1PkGrNkoynqZpeyc69L7H00JOJhid1OdcbFSvsuzc1573nhametmsSEfEcdHBKp9P5PZ/S6TTPPPMM0Wi0S7GtXbt28ac//YnFi516EMuXL6exsZGGhgbmz58/8N6LyJDypuS8kRvvKTRvXZA3MuRtBeEFkVwuR2c2A7hBiyy5TJpDJhxCIBggRQYffpKZTB+tO3obAQpEIFIZIRKJUl9fTygUIJ0O0JnpZJxb7dgbFfPqNBWOZHUflQoGgwSDwfyidyld3X9Rr6qq6jINXLghOhzYIIDIQQenbdu2EY/HSafTvPbaa3R0dPDOO+/Q3t4OOHusNTQ00NzczMSJE/H7/WzevJlQKMRJJ500aB9ARIZOKBTK7wnpPb7vLar2glJFRUWXQpjeMbMmTKQ+1kJVqIpEKkZVVRW5gI9cOkPI58fvC7N0+kymV0/ushYJ/hqWvNDmlUHwygs4RS6nsr15Mh3JJhYuWEAs1UFlMMqEyOT8uYWVzQvLEnivee8D+VG1qqqqEfhOy2Bbvnw5b7/9NnfffTdLlizp8u9OfX0969atY+bMmaxevTo/CNA9UIn05KAXhz/88MO8//3vB+CRRx5h7dq1fTa0ceNGZs6cWcqP+srgKtefTiW1gCaRSLB3717C4XB+UbXf76ejoyNfRdwLPV4I8Ual6jv28+NXniUSCJHLZciSIkuOIEFSOT+TwuO4evn7ukwFeud3L1hZuNjbC26BQIBYsoXndt5La3wP0chkjp97IdHwpC5Tht4omHcNn89HS0sL0Wg0X6oAyG/6W8L7PpbjPdXj/eSNOIVCISZOnMiOHTvyC/4jkQjNzc10dnbmtzLx+Xyk02nmzZvHEUeMvk1lZUSojpOMOuX4Qx5K8J5qaGjIV9n2ajR5tZwikUiX0aDC0Z1cLsfLjXv4zdsvOpsCByvIZnOksinGhyu5bNFxTK2szo8EFY46ecHHKxfgFdb0nrADuhSvDAQC+YXshe13n2bM5XIkEgk6OzvzwSmXy+XPLfFf7Mrxnuo1OBX7i/qBDgJI2VBwklGnHH/IQwneU8lkkubm5vz2JF7YaGlpIRAIMG7cuHw4KVzj5IWe3bH9rG98i50tTYT9AZZPmcuKyTOJuHsz9jTC5IWewhpR3qiUtxdd4aJvLzwVBq6etljx+Xx0dHQQjUbzIctbFD5lypRSX99UjvdUyd1PUjIUnGTUKccf8lCi91RLS0t+rZMXTmKxGO3t7UyZMqXLeiEvsCSTyfx6Ie+1wq1OCo/taZSocGqwcM2TN7XXPSAVPvXnhSGvUGcsFsuPjKVSKaZNm9ZlpGrSpElUVlb29S0oBeV4T5Xk/SQlQcFJRp1y/CEPJXxPJRIJ9u3bl9/LLZlMsn//fvx+f367lXHjxhEOh/H5fCQSCcLhcJen17yfN90LZ3rHeE/CQdcCmN6oUvdaUV5I8s7xXovH4/mpRb/fKbLZ0tKSX8weDocJhUJEIpH86NMYUI73VMneTzLqKTjJqFOOP+ShxO+pbDZLR0dHfkSns7OTZDJJRUVFftTHCyFtbW1UVlZ2WTzePTx1H13ypuC894Eu04BeiCpchF54De+8WCyWb9sLTl7/pk6dOqzfs2FUjvdUSd9PMqqpcriIDJzf78/vA+d5++2386GocATJqzDu1dApLGfQ/VhP4Wa7nsKn7Qqv4yk8NpvNEovFCAQC+Wk4r6BlLBYby6FJRIaJv/9DRER6N2PGjHeFnWw2S1VVFdlslv379wN0WfjtTdUVbtvSvSq5Nz3n/eed640iFdaN8kaTGhsb81upeAvVveA1depU7VggIgOm4CQiAxIMBpk0aVJ+vVHhk2rRaJRUKsW+ffvy27cULuBOJpOkUql31W+Cv65xAt5VndwrWpnL5UilUsRiMfbu3QvAuHHjutR9SiQSRCIRhSYRGRQKTiIyYMFgkOnTp5NOp/PribwQFIlEAGeqrLOzs8vGvd60mxeMvFEi6FqnqftmwtlsNl/pOR6Pd3niz5sObGtrI5PJMGXKFCZPnjwC3xURGYu0OFxGSjkuZIUyuKdaW1uJx+PE43HC4TDpdJqWlpZ8pfFsNks0Gs3XTEqn0/k1SYUlCLwAVsjn85FMJsnlcgSDQdra2kgkEoRCIZLJJOBMHVZWVhIKhQiFQsP++UdQOd5TY/5+khGjp+pk1CnHH/JQJvdUJpOho6Mjv8FufX09QL4KOEB1dTW5XI5QKJTf7657XafCMgXewvF4PE57ezsVFRUkk0l8Ph+RSIRwOExlZWU5jy6V4z1VFveTjAg9VSciwycQCOT3AfN4i7y9NUleaQOAiRMn5p+C8wpRegUrvde98JRIJKioqCASiTBhwoR8ez6fbywUsRSRUU7BSUSGXPf95ioqKggGg0SjUTo6OkilUsTjcTo7OwEnNMViMcDZlDWRSAAwYcIExo8fn5+q8xaHe0/YeZXKRUSGioKTiAy58ePH09DQADihyNsKJZvNUllZSTAYzAclcEaQgsEgoVCIcDhMMBjMH+c9Uec9ZQfOVF40Gh3+DyYiZUdrnGSklON6DCjzeyqZTBKPx/NlBdLpNJlMhnA4TDKZ7FKXyVso7m3f4oUs72dWMBjMH+sV2Sxz5fgNKOv7SYaUFofLqFOOP+RB95QMnXK8p3Q/yVDp9X5SHScRERGRIik4iYiIiBRJwUlERESkSApOIiIiIkVScBIREREpkoKTiIiISJEUnERERESKpOAkIgO2bt061q9fP9LdEBEZcgpOIjIg6XQav99POp2mn4K6IiIlT8FJRAZk27ZtxONxYrEYr7322kh3R0RkSCk4iciA1NfXc+qpp7J27Vp27tw50t0RERlS2qtORko57qsFY+ye2rp1K8uWLRvpboijHO+pMXU/yaiivepEZPC98MILGmUSkbKi4CQiB62mpkbBSUTKioKTiBy0I488cqS7ICIyrBScRGRAIpHISHdBRGTYKDiJyEFrbW0lkUiMdDdERIaNgpOIHLR77713pLsgIjKsFJxE5KDNnTt3pLsgIjKsgiPdAREpPRs3bqSpqYlYLMaiRYtGujsiIsNGwUlEDsry5ctpbGwkHA6PdFdERIaNpupE5KBs3ryZpqYm5syZM9JdEREZNhpxEpGDsnz5cqZNmzbS3RARGVbaq05GSjnuqwW6p2TolOM9pftJhor2qhMREREZKAUnERERkSIpOImIiIgUScFJREREpEgKTiIiIiJFUnASERERKZKCk4iIiEiRFJxEREREiqTgJCIiIlKk/iqHi4iIiIhLI04iIiIiRVJwEhERESmSgpOIiIhIkRScRERERIqk4CQiIiJSJAUnERERkSIpOImIiIgUScFJREREpEgKTiIiIiJFUnASERERKZKCk4iIiEiRFJxEREREiqTgJCIiIlIkBScRERGRIik4iYiIiBRJwUlEurDWTrTWXn2Q5+601k5xv17n/jnPWvvRwezjaGWtvdla+7a1tn2k+yIiQ0PBSUS6mwj0GJystcFiL2KMOcH9ch4wZoKTtTbQx9u/BVYPV19EZPgV/UNQREqDtfbjwPVADtgMfAH4ITDHPeTzxphnrbU3uq8tcP/8N2PM94BbgMOttRuBR4D/AW4CmoHFwCJr7X3AbCACfNcY86Me+tFujIm611viXu8u4EPAtcaYje5xzwCfMcZs6uEaNwLzC/p4HXA8cDbwF+B8Y0zKWnss8G0gCjQBVxhj6q21nwT+HqgAXgP+1hgTs9Z+GDBABmgxxpxirb0CWGmM+azb9gPArcaYJ90RpDrgDOAz1tp5wLXuddcDVxtjMsaY591z+/pfJCIlTCNOImOItXYZ8FXgNGPMe4DPAd8FvmOMWQVcBPy44JTFwJk4oyTGWhsCbgB2GGNWGGO+6B53DPA5Y8wi9++fMMYcC6wErrXWTu6jWzcAv3ev9x3gNuAKt7+LgEhPoanA4cBpwAeAnwJPGGOOBuLAuW6fvw9c7PbpduBm99x7jTGr3O/FNuDv3Ne/Bpzpvv6BPtr2jAPWu8fvBT4CnGiMWYETvi4r4hoiMgYoOImMLacB9xhjmgCMMftwRkl+4I743A+Mt9ZG3eP/xxjT6R7fAEzv5bp/MMa8UfD3a621m4DncUaejjiAPt4DnOcGnk8Ad/Zz/O+MMSngZSAAPOS+/jLONOCRwFHAI+5n/Cowyz3mKGvt7621L+OEm2Xu688Cd7ojUn1NvXkywK/cr08HjgVecNs7HWdETETKgKbqRMY+P3C8MSZR+KI7ndRZ8FKG3n8mdBSctwYnjNW4015P4kzZFcU95xHgAuBvcEJIXzrd87LW2pQxJue+nnX76wO2GmNqejj3TuCDxphN7lTcGvdan7LWHgecC2xwp/rSdP1lsvAzJYwxGfdrH3CXMebLxXxeERlbNOIkMrY8DnzYmzqz1k4CHgau8Q6w1q7o5xptQHUf708Amt0AtBhnzdGBXu/HwPeAF4wxzf2c359XganW2hoAa23InbLEbbfeHd3KT6dZaw83xqw3xnwNaMQZNdsJrLDW+q21s+l9kfdjwMXW2mnutSZZa+cO8DOISIlQcBIZQ4wxW3HW9zzlTqV9G2cR80pr7WZr7SvAp/q5xl7gWWvtFmvtN3s45CEgaK3dhrPw+/l+urUZyFhrN1lrr3Pb2AC0AnccwMfrrb9J4GLg6+5n3gh4T/T9E87i7WeB7QWnfdNa+7K1dguwDtjkHvMG8ApOqHuxl/ZewZkOfNhauxlnAf0MAGvtN6y1u4Aqa+0ud3G7iIwhvlwu1/9RIiKDyFo7E3gSWGyMyY5wd4aMOyI3B9gHvDiWP6tIuVBwEpFh5ZZLuBn4gjHmnl6O8QG+oQga7rVPAmqBmcAW4N+NMdv7PPHA2ngf8AOcReMpnAXorcCXjTH/NVjtiMjwU3ASkaK5oWM6To2ohoKF2gO97pU4pRMCOGHmEJxF2C/iBKynBqmdAHA3zqLwSpzlCimcheH/ZIz51iC0cSbwa/f63cUAa4z5xkDbEZGRoTVOIlIUa+1EnHVAO4E3gWfc1wbMGHMHcBwQwili6XPfOgb4nTuCMxi+AJyHU5fJ+/kXwgk5/zzQdtxg9lN6Dk0AVc5h9rCBtCMiI0flCETGCGvtfOA7OIuxzWCNBhW4C6d0QIX792NxFnd/aJCufzFwWMH1PZXAt3CKbR40a60f+BJOeOlJJU6xzoGMbp0NhIs47pPAjQNoR0RGiEacRMaO7wDnA/+As4ZnsJ1K11ATxim4OVjOxBlt6skx7jThQEzp4/rgjHINKJzhFNjsbbTJE0H72YmULAUnkbFjM5DAWX/09hBcP9bDax09vHaw9uEU4exJYhBG0OL0XyU80c/7/UngrJfqT0/fSxEpAQpOImOHAc4CjjLG7ByC63+Frv/gx3DqGQ2WO+laydyTBH420IsbY9pwajr1phP4yQCbebCIY9qA/zfAdkRkhCg4iYwRxpicMeb3QxSaMMbcBlwOPIFTofzjxpjbB/H6G3EKasb468hTO/A68MVeTjtQX6Tn0Z6s29Z3B3JxY8yfcRbQJ3s5JOe285uBtCMiI0flCERkVLHWLgeuACbhVCm/160OPljXPxVnUftknIBWgbNh8EeNMTsG4fqTgN8Dc3Ge3vPE3P9OMcZsG2g7IjIyFJxEpOy4C83fC0wDdrgjRYN5/TDwEeDzOE8KtgA/Am4bhL35RGQEKTiJiIiIFElrnERERESKpAKYIiXOWrsKp35TGGcvtKy19gvAUmPMVYNxTZz6R58FDgXuwal5VAMcAXwa+B7wKvC8Meb5Qej/37ttbcdZaH0ysPVgFqP3cv3xwH/jLBYPAe9zj7kKp0jmQX2WPtr7NE59p3UHc00RGT004iRS+i7CqUK9EXgPgDHm28D+wbqmMabVGPN/cfZ5W2iMedoY83W3jQiwx/1zwG25rz2Js7g6hlMrqn2wru+ub6oF7gUwxryE8zTdn4wxbzCwz9JTe9U4FcVTOE/viUgJU3ASkaJYaxcBH8DZegVr7d8BTxhj2owxNxpjbgEuGYy2jDF/wtmWZJEx5hFjjAHC1to5g3D5xTibCJ/KXyufn4ZTYoHB/iw4I/vNxpjv4zwtKCIlTFN1IqXvVzjFL8NANfCStfZSnG1KTjPGPD7Qa1pr38Qp2vhT4Dh3X7wLgMettROAj+E8obZlENraBlyPM4W23Vp7CnACztNp9QO9vjHmR8A/WmuvAP7oHnMBzlY1WGs/M4DP0lN7L1lr37TWXlfQnoiUKD1VJyIiIlIkTdWJiIiIFEnBSURERKRICk4iIiIiRVJwEhERESmSgpOIiIhIkRScRERERIqk4CQiIiJSJAUnERERkSIpOImIiIgUScFJREREpEgKTiIiIiJFUnASkTHJWvspa+3H3a+vsNbOHOk+iUjpC450B0REhoIx5ocFf70C2AK8MzK9EZGxwpfL5Ua6DyJSQtxRnOuBHLAZ+CfgdmAK0AhcaYx5y1p7JxAH3gtMAz4BfByoAdYbY65wr9cO/AdwDlAP/CPwDWAO8HljzP3W2iuAlcaYz7rnPADcaox50j3/u8B5bnsXGGP2WGtvBNqBncCdwF/c978CfNIY80H3WmuBq40xHxr0b5aIjDmaqhORollrlwFfBU4zxrwH+BzwfeAuY8xy4GfA9wpOOQQnKF0H3A98B1gGHG2tXeEeMw543BizDGgD/gVYC3wI+OciujUOeN7tz9PAJwvfNMb8EvgjcJkxZgXwILDYWjvVPeRKnOAnItIvBScRORCnAfcYY5oAjDH7cILR3e77PwFOKjj+t8aYHPAysMcY87IxJgtsBea5xySBh9yvXwaeMsak3K/n0b8k8ID79Yb+znH78xPgY9baiW7/f1dEOyIiCk4iMqQ63T+zBV97f/fWWKbcMNPlODdgecek6frzKlLwdeH5GYpbu3kH8DHgUpwgmC7iHBERBScROSCPAx+21k4GsNZOAtYBl7jvXwb8fgja3QmssNb6rbWzgdUHeH4bUO39xRjzDs5C8a/ihCgRkaLoqToRyZt1xw1LcBZl7wVe3HXlLdnC940xW621NwNPWWszwEvANcAd1tov4i4OH0gfcr50oPbnc08BwjO40ue+/CzwBvAKsA148QAveyfwQ2ttHKgxxsRx1mNNNcZs6+mE2traWcBSnAXlf6irq+vs6TgRKS96qk5EmHXHDScCPwQWACkgALQCX9x15S1393XuYKn9+Vw/8DXgCzhP7OWAMPAMcFXdpW++OZjtWWt/ALxkjLmtSz9qa+cBPwZOxJk29Ln/fQu4qa6uLouIlC1N1YmUuVl33HAK8DBwFFAFTACiwEzgP2fdccPVQ92H2p/P9QH/hVPmoBoY7/YjApwKbKj9+dzZg9WetXYDsBz4aZd+1NbOwXkCb43b9gS3L9XAl4C7amtrfYhI2dJUnUgZm3XHDT6caayqXg6pAm6ddccNP9t15S0tQ9iV44EP4pQW6C4ATARuwVlDNWDGmGN7eesbbluBHt6rwimRsAr4w2D0Q0RKj0acRMrbccDUfo7JAR8d4n5cC1T28X4AuLD253Or+zhmQGpra8cDF9BzaPJU4tSuEpEypeAkUt4W4gSjvlThLJIeSkvp/+dRCmf6cKjMdNvoix+ngKeIlCkFJ5Hy1kr/wSkN7BvifhQzDRjCKSswVNrcNvqzfwj7ICKjnIKTSHl7lL6npsAZhfnvIe7HbTj7yvXl1bpL3xyyTXrr6ur+Avy5n8PacJ64E5EypeAkUsZ2XXlLDOcx+45eDkkAT++68pZXhrgrv8AZdcr08n4M+PIQ9wHgBretnmRw+vjLYeiHiIxSCk4iYoG7cAo9emt8sjhh6jng4qHuQN2lb8Zx9rh7i67TcXGc8HZt3aVvDvl+cnV1dQ/iLP5OuG172ty+nVxXV5cY6n6IyOilApgiZcRaewWwGGgCOowx/+G9d9G3v3rGISn/1587JNXYEsq9Adyx68pb3vXYvbX2VmAL8EdjzJYDaPsjwJE4oeR7xpiE+/oanLpRle8suv1e4GzgIziL0tcDt9dd+mbTQXzcYvr078aYq621AWCzMWYZQG1t7VTgEzhPHbbjTFU+VFdXlyk491ZjzPVD0S8RGb0UnETKiBuc/miM2WKtvQknnLyFM7pSBcwFbgfeByzBKUh5kzHmei8ouMHJG5H5T2NMQ5FtX48zcvMosBKYB9S77UeBNe71bwYa3OsngdnANOCbOKEqAryMMzp2htvvfzXGHPACdmvtZThbuRwC/AtOnabPAVvdfp5njPmB+5l/AJzX/ftyoG2KSGnTVJ1I+ZqCE15acILDRuAxnLU8AZyfDwsLji+smP0a8JtiQxOAMeZW4P8Dn8HZ2qUBZ0Qnz1o7FWdEzOsTwP3AvcDRwEJjzHeNMY8DF+Fs/tvgfo6D8UvgQuBM4An3Wu+4becAn7XW+9xV9Px9EZEyouAkUn4+Zq39B5ygtBVnS5GXC95fhrNHmx8nKDRYay8HFhUcswO4xFp7aLGNWms/gBNSKt1rJXn37gVNPfQpgxtigD9ba691p/d+jTMa1YEzanXAjDGdOJ91N866rqk4i8PnAc04Yc2rVt79+yIiZUhTdSIiIiJF0oiTiIiISJEUnERERESKpOAkIiIiUiQFJxEREZEiKTiJiIiIFEnBSURERKRICk4iIiIiRVJwEhERESmSgpOIiIhIkRScRERERIqk4CQiIiJSJAUnERERkSIpOImIiIgU6X8BgyKyeI7elNkAAAAASUVORK5CYII=\n", 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" ] diff --git a/docs/kwargs.rst b/docs/kwargs.rst index 1f3b524..e4e136a 100644 --- a/docs/kwargs.rst +++ b/docs/kwargs.rst @@ -32,7 +32,7 @@ EDGE KWARGS edges_df : dataframe Allows for passing a dataframe with additional plotting options when edges is a connectivity matrix -edgecols : list +edge_columnnames : list Edge columns names in edge dataframe. Default is i and j (specifying nodes). edge_color : matplotlib coloring Can be string (default 'black') or list of 3D/4D colors for each edge. @@ -82,9 +82,11 @@ node_colorlegendstyle : str Alternatives: auto (default), discrete, continuous If the color legend should show the entire colormap or discrete colors. If auto, plots discrete if less than 8 unique values are detected. -legend_tickfontsize : str, int +legend_span : list + Range of subplot columns for the legend to span. +legend_title_fontsize : str, int Matplotlib fontsize for title in figure legends -legendtitle_fontsize : str, int +legend_tick_fontsize : str, int Matplotlib fontsize for ticks in figure legends ARROW KWARGS diff --git a/examples/bids_test/README.md b/examples/bids_test/README.md new file mode 100644 index 0000000..01c688c --- /dev/null +++ b/examples/bids_test/README.md @@ -0,0 +1,5 @@ +# This BIDS file + +Used for testing functions relating to BIDS + +Note: currently the BIDS specification for connectivity matrices is not finalized. So the current naming conventions are non-standard or not finalized as standard yet. diff --git a/examples/bids_test/dataset_description.json b/examples/bids_test/dataset_description.json new file mode 100644 index 0000000..aa35cb3 --- /dev/null +++ b/examples/bids_test/dataset_description.json @@ -0,0 +1,2 @@ +{"Name": "netplotbrain_bids", + "BIDSVersion": "1.0.2"} diff --git a/examples/bids_test/derivatives/connectivity/dataset_description.json b/examples/bids_test/derivatives/connectivity/dataset_description.json new file mode 100644 index 0000000..eb25821 --- /dev/null +++ b/examples/bids_test/derivatives/connectivity/dataset_description.json @@ -0,0 +1,3 @@ +{"Name": "netplotbrain_bids_connectivity", + "BIDSVersion": "1.0.2", + "GeneratedBy": [{"Name": "netplotbrain_bids_connectivity"}]} diff --git a/examples/bids_test/derivatives/connectivity/sub-001/ses-post/func/sub-001_ses-post_task-a_relmat.tsv 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visualization purposes. + + Input + ----- + nodes : int + number of nodes + subjects : int + number of subjects + community_size : list + list of number of nodes in each community + community_str : list + list of mean str for within community connections + scale : float + scale (STD) of normal distribution. + """ + np.random.seed(seed) + mu = np.zeros([nodes, nodes, 1]) + np.fill_diagonal(mu[:, :, 0], 1) + ci = 0 + for i, c in enumerate(community_size): + mu[ci:ci+c, ci:ci+c, :] = community_str[i] + ci += c + + # Simulate data + g = np.random.normal(mu, scale, size=[nodes, nodes, subjects]) + # Force to be symmetric + ind_i, ind_j = np.triu_indices(g.shape[0], k=1) + g[ind_j, ind_i] = g[ind_i, ind_j] + return g + +# To be run in data directory +layout = BIDSLayout('./') +# Specify variable for generating data +nodes = 100 +subjects_per_group = 3 +# +# Make a numpy array with four different rows with different connectivity vectors +community_str = np.array([[0.2, 0.1, 0.2, 0.1], + [0.2, 0.1, 0.1, 0.2], + [0.1, 0.2, 0.2, 0.1], + [0.1, 0.2, 0.1, 0.2]]) +community_size = [25, 25, 25, 25] + +output_pattern = './sub-{subject}/ses-{session}/{datatype}/' +output_fname = output_pattern + 'sub-{subject}_ses-{session}_task-{task}_relmat.tsv' + +subjects = ['001', '002', '003'] +combinations = itertools.product(['a', 'b'], ['pre', 'post']) +for i, (task, session) in enumerate(combinations): + g = generate_group_cm(nodes, subjects_per_group, community_size, community_str[i, :]) + for j, s in enumerate(subjects): + df = pd.DataFrame(g[:, :, j]) + entities = {'subject': s, + 'task': task, + 'session': session, + 'datatype': 'func'} + out_dirs = layout.build_path(entities, path_patterns=output_pattern, validate=False) + output_path = layout.build_path(entities, path_patterns=output_fname, validate=False) + os.makedirs(out_dirs, exist_ok=True) + df.to_csv(output_path, sep='\t') diff --git a/examples/bids_test/participants.tsv b/examples/bids_test/participants.tsv new file mode 100644 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a/examples/showcase_image.py b/examples/showcase_image.py index 3bbd003..f12266b 100644 --- a/examples/showcase_image.py +++ b/examples/showcase_image.py @@ -143,7 +143,7 @@ subtitles='Different node styles', template_color='gray', highlight_nodes=[60, 95, 51], - highlightlevel=1, + highlight_level=1, fig=fig, ax=ax, subtitle_fontsize=9, edge_widthscale=3, @@ -165,7 +165,7 @@ template_alpha=0.05, subtitles='Highlight results', template_color='gray', - highlightlevel=0.9, + highlight_level=0.9, highlight_nodes=[6, 8, 25, 29], fig=fig, ax=ax, subtitle_fontsize=9, @@ -234,7 +234,7 @@ node_alpha = 0.8, subtitles = 'Highlight a community', highlight_nodes={'yeo7networks': 'Cont'}, - highlightlevel=0.95, + highlight_level=0.95, fig=fig, ax=ax, subtitle_fontsize=9, node_colorlegend=False, diff --git a/netplotbrain/__init__.py b/netplotbrain/__init__.py index 6f9c65f..4abf705 100644 --- a/netplotbrain/__init__.py +++ b/netplotbrain/__init__.py @@ -5,8 +5,9 @@ """ from .plot import plot from .__version import __version__ +from .derive import edges_from_bids -__all__ = ['plot', '__version__'] +__all__ = ['plot', '__version__', 'edges_from_bids'] __pdoc__ = { "plotting": False, "utils": False, diff --git a/netplotbrain/__version.py b/netplotbrain/__version.py index b5fdc75..493f741 100644 --- a/netplotbrain/__version.py +++ b/netplotbrain/__version.py @@ -1 +1 @@ -__version__ = "0.2.2" +__version__ = "0.3.0" diff --git a/netplotbrain/derive/__init__.py b/netplotbrain/derive/__init__.py new file mode 100644 index 0000000..54ddfc0 --- /dev/null +++ b/netplotbrain/derive/__init__.py @@ -0,0 +1,4 @@ +"""Main plotting functions in package.""" +from .from_bids import edges_from_bids + +__all__ = ['edges_from_bids'] diff --git a/netplotbrain/derive/from_bids.py b/netplotbrain/derive/from_bids.py new file mode 100644 index 0000000..3acfc00 --- /dev/null +++ b/netplotbrain/derive/from_bids.py @@ -0,0 +1,126 @@ +import pandas as pd +import numpy as np +from bids import BIDSLayout + +def array2df(array): + i, j = np.triu_indices(array.shape[0], k=1) + if not (array == array.transpose()).all(): + ii = i.copy() + jj = j.copy() + i = np.hstack([ii, jj]) + j = np.hstack([jj, ii]) + df = pd.DataFrame(data={'i': i, 'j': j, 'weights': array[i, j]}) + return df + +def edges_from_bids(path: str, derivative: str, operation: str=None, select: str=None, groups: dict=None): + """Creates a figure using data structured in a bids directory + + Args: + select (dict): _description_ + operation (str): What should be done with the data. Alternatives include: + 'avg' - average over the data. + 'zavg' - first fischer transform the data, average, then transform back. + 'avg_subtract' - subtract groups from each other. Groups must be specified. + If None, returns all subjects. + path (str): path to bids connectivity derivatives. Required if groups are specified + groups (str): can be "session", "task", or "run" (to group by session or task) or a column name from participants.tsv in the main bids directory. + + Returns: + edges (df, dict): edges to be used in netplotbrain.plot. + this is either a dataframe or a dict of dataframes where the keys are the groups + info (dict): infomation about the grouping. + + ToDo: + - Once bids specification for connectivity matrices is finalized, get source node info as well. + Then the function may change to "network_from_bids" + - Consider an option that just returns one group subtrction + """ + if select is None: + select = {} + if path is None and groups is not None: + raise ValueError('Bids path must be specified if groups are specified') + layout = BIDSLayout(path) + layout.add_derivatives(derivative) + # Check there is only one deriviative + if len(layout.derivatives) != 1: + raise ValueError('wrong number of derivatives found') + derivative = list(layout.derivatives.keys())[0] + # If path is specified, load participants.tsv to get group info + if groups: + if groups == 'session' or groups == 'task': + pass + else: + participants = pd.read_csv(layout.get_file('participants.tsv').path, sep='\t', index_col=[0]) + # Reindex as string if indx is int, cause they will be checked against filenames + participants.index = participants.index.astype(str) + groups = participants[groups] + groups.dropna(inplace=True) + #group_info = groups.value_counts() + group_names = groups.unique() + #group[g] = list(groups[groups==g].index) + files = layout.derivatives[derivative].get(**select) + # Remove any files that do not have subject in (e.g. data_description) if still included + files = [f for f in files if 'subject' in f.entities] + # Init con_mat groups + con_mat = {} + if groups is None: + con_mat['all'] = [] + # In theory this could be expanded to any entity + elif groups == 'session' or groups == 'task' or groups == 'run': + for n in layout.derivatives[derivative].get_entities()[groups].unique(): + con_mat[n] = [] + else: + non_grouped = [] + for g in group_names: + con_mat[g] = [] + if operation is None: + sub_list = [] + # loop through files and group based on task, group, or session + for f in files: + df = pd.read_csv(f, index_col=[0], sep='\t') + if groups is None: + # This assumes all connectivity matrices are same size (no missing rows) + # Might have to be changed in the future + con_mat['all'].append(df.values) + if operation is None: + sub_list.append(f.entities['subject']) + if groups == 'session' or groups == 'task' or groups == 'run': + entities = f.get_entities() + con_mat[entities[groups]].append(df) + else: + if f.entities['subject'] in groups.index: + con_mat[groups.loc[f.entities['subject']]].append(df.values) + else: + non_grouped.append(f.entities['subject']) + + edges = {} + len_per_group = {} + for g in con_mat: + len_per_group[g] = len(con_mat[g]) + if operation == 'avg': + op_con_mat = np.nanmean(np.stack(con_mat[g]), axis=0) + edges[g] = array2df(op_con_mat) + elif operation == 'avg_subtract': + for gg in con_mat: + if gg == g: + pass + else: + op_con_mat = np.nanmean(np.stack(con_mat[g]), axis=0) - np.nanmean(np.stack(con_mat[gg]), axis=0) + edges[str(g) + ' minus ' + str(gg)] = array2df(op_con_mat) + elif operation is None: + for i, c in enumerate(con_mat): + edges[sub_list[i]] = con_mat[c] + + #edges[g] = + + if 'all' in edges and len(edges) == 1: + edges = edges['all'] + + info = {} + info['operation'] = operation + info['groups'] = list(edges.keys()) + info['files_found'] = len(files) + info['files_per_group'] = len_per_group + return edges, info + + diff --git a/netplotbrain/example_data/bids_test/.bidsignore b/netplotbrain/example_data/bids_test/.bidsignore new file mode 100644 index 0000000..0ca8ea6 --- /dev/null +++ b/netplotbrain/example_data/bids_test/.bidsignore @@ -0,0 +1 @@ +./generate_data.py \ No newline at end of file diff --git a/netplotbrain/example_data/bids_test/README.md b/netplotbrain/example_data/bids_test/README.md new file mode 100644 index 0000000..01c688c --- /dev/null +++ b/netplotbrain/example_data/bids_test/README.md @@ -0,0 +1,5 @@ +# This BIDS file + +Used for testing functions relating to BIDS + +Note: currently the BIDS specification for connectivity matrices is not finalized. So the current naming conventions are non-standard or not finalized as standard yet. diff --git a/netplotbrain/example_data/bids_test/dataset_description.json b/netplotbrain/example_data/bids_test/dataset_description.json new file mode 100644 index 0000000..aa35cb3 --- /dev/null +++ b/netplotbrain/example_data/bids_test/dataset_description.json @@ -0,0 +1,2 @@ +{"Name": "netplotbrain_bids", + "BIDSVersion": "1.0.2"} diff --git a/netplotbrain/example_data/bids_test/derivatives/connectivity/dataset_description.json b/netplotbrain/example_data/bids_test/derivatives/connectivity/dataset_description.json new file mode 100644 index 0000000..eb25821 --- /dev/null +++ b/netplotbrain/example_data/bids_test/derivatives/connectivity/dataset_description.json @@ -0,0 +1,3 @@ +{"Name": "netplotbrain_bids_connectivity", + "BIDSVersion": "1.0.2", + "GeneratedBy": [{"Name": "netplotbrain_bids_connectivity"}]} diff --git a/netplotbrain/example_data/bids_test/derivatives/connectivity/sub-001/ses-post/func/sub-001_ses-post_task-a_relmat.tsv b/netplotbrain/example_data/bids_test/derivatives/connectivity/sub-001/ses-post/func/sub-001_ses-post_task-a_relmat.tsv new file mode 100644 index 0000000..8556c4a --- /dev/null +++ b/netplotbrain/example_data/bids_test/derivatives/connectivity/sub-001/ses-post/func/sub-001_ses-post_task-a_relmat.tsv @@ -0,0 +1,101 @@ + 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 +0 0.19986802522850983 0.6961715394266854 0.27524540153158955 0.29445334846000554 0.485690005958179 0.45413623376111506 0.20472621410644792 0.4493228764673884 -0.28522658213190116 0.49362173921505714 0.29231754515171615 -0.15103542725469676 0.3899479697422028 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-0.32519493772036256 0.10351698576337173 0.09798095754808969 0.024134461132757593 -0.04660896506479209 -0.062039967742080926 0.18227859864118956 -0.48976446563164133 -0.22489319157953228 -0.14480406676758467 0.8481579581767967 0.694594300023055 0.3719801563133298 0.23812161461568623 -0.24943161815032652 0.6023109416197986 -0.16845753893718277 0.2156048720697714 -0.17432195670206754 0.17082836510536603 0.32596231713431373 0.7136983198714808 0.5201187461971098 -0.10307746446756902 0.2953469932510543 -0.005397837842884098 0.08782631870924948 diff --git a/netplotbrain/example_data/bids_test/generate_data.py b/netplotbrain/example_data/bids_test/generate_data.py new file mode 100644 index 0000000..0a15393 --- /dev/null +++ b/netplotbrain/example_data/bids_test/generate_data.py @@ -0,0 +1,68 @@ +import pandas as pd +import numpy as np +from bids import BIDSLayout +import itertools +import os + +def generate_group_cm(nodes, subjects, community_size, community_str, scale=0.25, seed=2022): + """ + Quick way to simulate group differences for visualization purposes. + + Input + ----- + nodes : int + number of nodes + subjects : int + number of subjects + community_size : list + list of number of nodes in each community + community_str : list + list of mean str for within community connections + scale : float + scale (STD) of normal distribution. + """ + np.random.seed(seed) + mu = np.zeros([nodes, nodes, 1]) + np.fill_diagonal(mu[:, :, 0], 1) + ci = 0 + for i, c in enumerate(community_size): + mu[ci:ci+c, ci:ci+c, :] = community_str[i] + ci += c + + # Simulate data + g = np.random.normal(mu, scale, size=[nodes, nodes, subjects]) + # Force to be symmetric + ind_i, ind_j = np.triu_indices(g.shape[0], k=1) + g[ind_j, ind_i] = g[ind_i, ind_j] + return g + +# To be run in data directory +layout = BIDSLayout('./') +# Specify variable for generating data +nodes = 100 +subjects_per_group = 3 +# +# Make a numpy array with four different rows with different connectivity vectors +community_str = np.array([[0.2, 0.1, 0.2, 0.1], + [0.2, 0.1, 0.1, 0.2], + [0.1, 0.2, 0.2, 0.1], + [0.1, 0.2, 0.1, 0.2]]) +community_size = [25, 25, 25, 25] + +output_pattern = './sub-{subject}/ses-{session}/{datatype}/' +output_fname = output_pattern + 'sub-{subject}_ses-{session}_task-{task}_relmat.tsv' + +subjects = ['001', '002', '003'] +combinations = itertools.product(['a', 'b'], ['pre', 'post']) +for i, (task, session) in enumerate(combinations): + g = generate_group_cm(nodes, subjects_per_group, community_size, community_str[i, :]) + for j, s in enumerate(subjects): + df = pd.DataFrame(g[:, :, j]) + entities = {'subject': s, + 'task': task, + 'session': session, + 'datatype': 'func'} + out_dirs = layout.build_path(entities, path_patterns=output_pattern, validate=False) + output_path = layout.build_path(entities, path_patterns=output_fname, validate=False) + os.makedirs(out_dirs, exist_ok=True) + df.to_csv(output_path, sep='\t') diff --git a/netplotbrain/example_data/bids_test/participants.tsv b/netplotbrain/example_data/bids_test/participants.tsv new file mode 100644 index 0000000..8dd3591 --- /dev/null +++ b/netplotbrain/example_data/bids_test/participants.tsv @@ -0,0 +1,4 @@ +subject, group +sub-001, 0 +sub-002, 1 +sub-003, 0 \ No newline at end of file diff --git a/netplotbrain/example_data/bids_test/sub-001/ses-post/func/sub-001_ses-post_task-a_relmat.tsv b/netplotbrain/example_data/bids_test/sub-001/ses-post/func/sub-001_ses-post_task-a_relmat.tsv new file mode 100644 index 0000000..8556c4a --- /dev/null +++ b/netplotbrain/example_data/bids_test/sub-001/ses-post/func/sub-001_ses-post_task-a_relmat.tsv @@ -0,0 +1,101 @@ + 0 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 +0 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-0.32519493772036256 0.10351698576337173 0.09798095754808969 0.024134461132757593 -0.04660896506479209 -0.062039967742080926 0.18227859864118956 -0.48976446563164133 -0.22489319157953228 -0.14480406676758467 0.8481579581767967 0.694594300023055 0.3719801563133298 0.23812161461568623 -0.24943161815032652 0.6023109416197986 -0.16845753893718277 0.2156048720697714 -0.17432195670206754 0.17082836510536603 0.32596231713431373 0.7136983198714808 0.5201187461971098 -0.10307746446756902 0.2953469932510543 -0.005397837842884098 0.08782631870924948 diff --git a/netplotbrain/example_data/example_edges.tsv b/netplotbrain/example_data/example_edges.tsv new file mode 100644 index 0000000..fde27b2 --- /dev/null +++ b/netplotbrain/example_data/example_edges.tsv @@ -0,0 +1,151 @@ + i j weight +0 4 29 0.1 +1 8 21 0.3 +2 9 20 0.3 +3 16 29 0.1 +4 0 2 0.3 +5 15 26 0.2 +6 14 32 0.2 +7 9 13 0.4 +8 6 28 0.3 +9 10 22 0.2 +10 3 12 0.2 +11 12 26 0.2 +12 22 28 0.1 +13 17 22 0.4 +14 9 27 0.4 +15 1 21 0.3 +16 3 6 0.3 +17 13 25 0.3 +18 8 25 0.4 +19 0 4 0.1 +20 10 17 0.1 +21 0 33 0.3 +22 25 33 0.3 +23 19 28 0.2 +24 9 23 0.3 +25 13 19 0.2 +26 17 33 0.5 +27 17 21 0.3 +28 7 12 0.1 +29 9 14 0.4 +30 0 25 0.4 +31 20 24 0.2 +32 13 30 0.1 +33 3 19 0.3 +34 10 23 0.1 +35 13 18 0.1 +36 8 13 0.1 +37 30 31 0.2 +38 8 29 0.4 +39 26 31 0.3 +40 16 17 0.4 +41 7 20 0.4 +42 21 25 0.4 +43 5 9 0.3 +44 22 25 0.3 +45 24 28 0.3 +46 13 23 0.5 +47 0 1 0.4 +48 0 9 0.4 +49 9 12 0.9 +50 5 19 0.1 +51 7 14 0.3 +52 18 28 0.2 +53 2 11 0.2 +54 13 16 0.1 +55 4 20 0.5 +56 25 28 0.2 +57 1 3 0.4 +58 2 26 0.2 +59 12 16 0.2 +60 17 20 0.5 +61 19 27 0.1 +62 21 31 0.4 +63 6 23 0.3 +64 0 14 0.2 +65 19 22 0.2 +66 6 11 0.4 +67 16 27 0.1 +68 6 24 0.2 +69 16 18 0.2 +70 4 26 0.4 +71 12 23 0.1 +72 24 30 0.1 +73 19 29 0.4 +74 8 16 0.2 +75 10 19 0.1 +76 3 18 0.5 +77 7 24 0.2 +78 16 32 0.2 +79 7 13 0.3 +80 0 3 0.3 +81 6 8 0.4 +82 3 23 0.2 +83 1 6 0.3 +84 2 28 0.3 +85 19 30 0.2 +86 23 26 0.3 +87 10 18 0.1 +88 13 20 0.5 +89 9 16 0.1 +90 0 22 0.1 +91 5 12 0.2 +92 1 5 0.2 +93 2 14 0.2 +94 10 28 0.1 +95 3 33 0.1 +96 1 29 0.3 +97 20 31 0.4 +98 5 31 0.2 +99 10 12 0.3 +100 26 32 0.4 +101 5 28 0.3 +102 10 30 0.4 +103 9 33 0.5 +104 28 32 0.2 +105 6 31 0.2 +106 1 20 0.4 +107 3 26 0.4 +108 0 29 0.2 +109 24 26 0.3 +110 8 33 0.2 +111 4 28 0.3 +112 3 14 0.4 +113 1 15 0.3 +114 3 9 0.1 +115 12 27 0.4 +116 11 23 0.5 +117 5 18 0.1 +118 16 33 0.2 +119 1 33 0.1 +120 1 4 0.8 +121 27 30 0.8 +122 22 31 0.1 +123 12 17 0.1 +124 11 32 0.2 +125 14 28 0.1 +126 11 24 0.2 +127 10 25 0.3 +128 6 25 0.4 +129 6 32 0.5 +130 11 19 0.3 +131 27 28 0.4 +132 25 30 0.4 +133 9 10 0.2 +134 0 10 0.5 +135 26 28 0.1 +136 9 18 0.3 +137 14 18 0.2 +138 4 11 0.4 +139 3 16 0.3 +140 21 30 0.3 +141 14 30 0.2 +142 2 16 0.2 +143 15 31 0.1 +144 2 27 0.4 +145 7 30 0.1 +146 15 21 0.1 +147 5 16 0.3 +148 1 19 0.4 +149 7 18 0.1 diff --git a/netplotbrain/example_data/example_nodes.tsv b/netplotbrain/example_data/example_nodes.tsv new file mode 100644 index 0000000..de97fea --- /dev/null +++ b/netplotbrain/example_data/example_nodes.tsv @@ -0,0 +1,35 @@ + x y z centrality_measure1 centrality_measure2 community +0 -50 -55 -30 0.5 0.7 Default +1 -50 15 -30 0.2 0.7 Default +2 -25 -90 -30 0.3 0.6 Salience +3 -25 -20 -30 0.3 0.9 Default +4 -25 15 -30 0.3 0.5 Salience +5 -25 50 -30 0.4 0.8 Salience +6 25 -55 -30 0.5 0.5 Visual +7 25 15 -30 0.2 0.4 Salience +8 25 50 -30 0.5 0.5 Salience +9 50 -20 -30 0.3 0.6 Salience +10 50 15 -30 0.4 0.6 Default +11 -50 -55 0 0.6 0.6 Salience +12 -50 -20 0 0.3 0.5 Default +13 -50 15 0 0.1 0.6 Visual +14 -25 -55 0 0.4 0.5 Visual +15 -25 -20 0 0.1 0.9 Default +16 -25 15 0 0.3 0.7 Default +17 25 -20 0 0.4 0.7 Visual +18 25 50 0 0.1 0.1 Default +19 50 -55 0 0.2 0.2 Salience +20 -50 -55 30 0.3 0.3 Default +21 -50 -20 30 0.5 0.8 Visual +22 -25 -90 30 0.5 0.2 Default +23 -25 -20 30 0.2 0.2 Default +24 -25 15 30 0.1 0.5 Salience +25 25 -90 30 0.2 0.5 Salience +26 25 -55 30 0.2 0.1 Default +27 25 50 30 0.2 0.9 Default +28 50 -55 30 0.2 0.8 Salience +29 50 -20 30 0.5 0.1 Default +30 -25 15 60 0.5 0.5 Visual +31 25 15 60 0.1 0.7 Default +32 -25 -20 60 0.5 0.25 Visual +33 25 -55 60 0.1 0.9 Visual diff --git a/netplotbrain/plot.py b/netplotbrain/plot.py index 69c73b1..25ccdc2 100644 --- a/netplotbrain/plot.py +++ b/netplotbrain/plot.py @@ -8,7 +8,8 @@ _select_single_hemisphere_nodes, _add_subplot_title, get_frame_input,\ _setup_legend, _process_edge_input, _process_node_input,\ _add_node_size_legend, _add_node_color_legend, _init_figure, _check_axinput, \ - _plot_gif, _process_highlightedge_input, _plot_springlayout, _add_title + _plot_gif, _process_highlightedge_input, _plot_springlayout, _add_title, \ + _plot_connectivitymatrix from .utils import _highlight_nodes, _get_colorby_colors, _set_axes_equal, _get_view, \ _load_profile, _nrows_in_fig, _highlight_edges, _from_networkx_input, _get_presetviews @@ -125,7 +126,7 @@ def plot(nodes=None, fig: Optional[plt.Figure] = None, ax=None, view: str = 'L', view, hemisphere = _get_presetviews(view) # Get number of non-legend rowsnon nrows, view, frames = _nrows_in_fig(view, frames) - + # if neither title nor subtitles are set, only view name(s) is/are shown if profile['subtitles'] == 'auto' and profile['title'] == 'auto': profile['subtitles'] = 'auto' @@ -133,11 +134,11 @@ def plot(nodes=None, fig: Optional[plt.Figure] = None, ax=None, view: str = 'L', # if title is set to None, nothing is shown (view name(s) is/are removed) elif profile['title'] is None and profile['subtitles'] == 'auto': profile['subtitles'] = None - + if type(profile['subtitles']) is list: if len(profile['subtitles']) != frames*nrows: raise ValueError('Length subtitles must be equal to number of sub-plots') - + # Init figure, if not given as input if ax is None: fig, gridspec = _init_figure(frames, nrows, legendrows) @@ -169,6 +170,7 @@ def plot(nodes=None, fig: Optional[plt.Figure] = None, ax=None, view: str = 'L', # Rename ax as ax_in and prespecfiy ax_out before forloop ax_in = ax ax_out = [] + scaled_nodes = False # TODO remove double forloop and make single forloop by running over nrows and frames # TODO add test for single image across frames and copy axis for speed. for ri in range(nrows): @@ -183,7 +185,11 @@ def plot(nodes=None, fig: Optional[plt.Figure] = None, ax=None, view: str = 'L', template_style_frame = get_frame_input(profile['template_style'], axind, ri, fi, nrows, frames) # Set up subplot if ax_in is None: - ax = fig.add_subplot(gridspec[ri, fi], projection='3d') + # Dont use 3d projection for connectivity matrices + if viewtype[fi] == 'c': + ax = fig.add_subplot(gridspec[ri, fi]) + else: + ax = fig.add_subplot(gridspec[ri, fi], projection='3d') elif isinstance(ax_in, list): # here ax can only be a 1d list, not 2d list. ax = ax_in[axind] @@ -201,8 +207,9 @@ def plot(nodes=None, fig: Optional[plt.Figure] = None, ax=None, view: str = 'L', # Then to rescale the ax.voxels function # So if affine is not None, nodes get scaled in relation to origin and voxelsize, # If node coords are derived from nodeimg, this has already been taken care of. - if nodes is not None and nodeimg is None and axind == 0: + if nodes is not None and nodeimg is None and viewtype[fi]=='b' and scaled_nodes == False: nodes = _scale_nodes(nodes, profile['node_columnnames'], affine) + scaled_nodes = True # nodes and subplot may change for each frame/subplot # e.g. if hemisphere is specified nodes_frame = None @@ -231,14 +238,19 @@ def plot(nodes=None, fig: Optional[plt.Figure] = None, ax=None, view: str = 'L', if viewtype[fi] == 's' and nodes is not None and edges is not None: _plot_springlayout(ax, nodes=nodes, edges=edges, node_color=node_color, node_size=node_size, edge_color=edge_color, edge_weights=edge_weights, highlight_nodes=highlight_nodes, **profile) - ax.view_init(azim=azim[fi], elev=elev[fi]) - + if viewtype[fi] == 'c' and edges is not None: + _plot_connectivitymatrix(ax, edges=edges, nodes=nodes, node_colorby=node_colorby, **profile) + # Set view angle for 3d projections + if viewtype[fi] != 'c': + ax.view_init(azim=azim[fi], elev=elev[fi]) + _add_subplot_title(ax, azim[fi], elev[fi], subtitle_frame, hemi_frame, viewtype[fi], **profile) _add_title(fig, **profile) - # Fix the aspect ratio - ax.set_box_aspect([1, 1, 1]) - _set_axes_equal(ax) + if viewtype[fi] != 'c': + # Fix the aspect ratio + ax.set_box_aspect([1, 1, 1]) + _set_axes_equal(ax) ax.axis('off') # Append ax to ax_out to store it. ax_out.append(ax) @@ -248,7 +260,13 @@ def plot(nodes=None, fig: Optional[plt.Figure] = None, ax=None, view: str = 'L', for li, legend in enumerate(legends): # setup legend subplot. Goes in centre or centre2 subplots spind = gridspec.ncols - if np.remainder(spind, 2) == 0: + legend_span = profile['legend_span'] + if legend_span is not None: + if legend_span is int: + legend_subplotp_colind = legend_span + else: + legend_subplotp_colind= slice(legend_span[0], legend_span[1]) + elif np.remainder(spind, 2) == 0: # if number of columns is even, center it over the middle two columns # by using slice() on the GridSpec. legend_subplotp_colind = slice(int((spind / 2) - 1), int(spind / 2) + 1) @@ -263,11 +281,11 @@ def plot(nodes=None, fig: Optional[plt.Figure] = None, ax=None, view: str = 'L', ax.axis('off') #ax = _add_size_legend(ax, nodes, node_size, node_scale) ax_out.append(ax) - + # Title on top of the figure if profile['title'] is not None: _add_title(fig, **profile) - + fig.tight_layout() # If gif is requested, create the gif. diff --git a/netplotbrain/plotting/__init__.py b/netplotbrain/plotting/__init__.py index 05e3c13..bd8aae5 100644 --- a/netplotbrain/plotting/__init__.py +++ b/netplotbrain/plotting/__init__.py @@ -12,6 +12,7 @@ from .plot_legend import _add_node_color_legend, _add_node_size_legend, _setup_legend from .plot_gif import _plot_gif from .plot_springlayout import _plot_springlayout +from .plot_cm import _plot_connectivitymatrix __all__ = ['_plot_template', '_plot_template_style_filled', '_plot_template_style_cloudy', @@ -21,4 +22,4 @@ '_select_single_hemisphere_nodes', '_npedges2dfedges', '_add_subplot_title', '_setup_legend', '_process_edge_input', '_process_node_input', '_add_node_size_legend', '_add_node_color_legend', 'get_frame_input', '_init_figure', '_check_axinput', '_plot_gif', - '_process_highlightedge_input', '_plot_springlayout', '_add_title'] + '_process_highlightedge_input', '_plot_springlayout', '_add_title', '_plot_connectivitymatrix'] diff --git a/netplotbrain/plotting/plot_cm.py b/netplotbrain/plotting/plot_cm.py new file mode 100644 index 0000000..e9be2aa --- /dev/null +++ b/netplotbrain/plotting/plot_cm.py @@ -0,0 +1,41 @@ +import numpy as np +from matplotlib import transforms +import pandas as pd + +def _plot_connectivitymatrix(ax, edges, nodes=None, node_colorby=None, **kwargs): + """Plot connectivity matrix + + Args: + ax (matplotlib ax) + edges (pandas datafram): edges. + """ + + # Dataframe to array + if isinstance(nodes, pd.DataFrame): + number_of_nodes=len(nodes)+1 + else: + number_of_nodes=edges[['i', 'j']].max().max()+1 + + cm_order = kwargs.get('cm_order') + if cm_order is not None: + if cm_order == 'auto' and node_colorby is not None: + cm_order = node_colorby + nodeorder = np.argsort(nodes[cm_order].astype('category').cat.codes.values) + + + adj = np.zeros((number_of_nodes, number_of_nodes)) + if 'weight' in edges: + adj[edges['i'], edges['j']] = edges['weight'] + # TODO Assume the matrix is symmetric, fix later in kwargs + adj[edges['j'], edges['i']] = edges['weight'] + else: + adj[edges['i'], edges['j']] = 1 + # TODO Assume the matrix is symmetric, fix later in kwargs + adj[edges['j'], edges['i']] = 1 + + # rotate the plot + rotate = kwargs.get('cm_rotate') + if rotate: + tr = transforms.Affine2D().rotate_deg(45) + # Plot + ax.pcolormesh(adj[nodeorder][:, nodeorder], cmap='RdBu_r', vmin=-1, vmax=1, transform=tr + ax.transData, rasterized=True) diff --git a/netplotbrain/plotting/plot_edges.py b/netplotbrain/plotting/plot_edges.py index 48d4ce2..f95a188 100644 --- a/netplotbrain/plotting/plot_edges.py +++ b/netplotbrain/plotting/plot_edges.py @@ -32,7 +32,7 @@ def _npedges2dfedges(edges, edge_threshold=0, edge_thresholddirection='absabove' def _get_edge_highlight_alpha(node_i, node_j, highlight_nodes, **kwargs): edge_alpha = kwargs.get('edge_alpha') - highlightlevel = kwargs.get('highlightlevel') + highlight_level = kwargs.get('highlight_level') edge_highlightbehaviour = kwargs.get('edge_highlightbehaviour') if len(highlight_nodes) == 0: highlight_nodes = None @@ -45,7 +45,7 @@ def _get_edge_highlight_alpha(node_i, node_j, highlight_nodes, **kwargs): elif (node_i in highlight_nodes or node_j in highlight_nodes) and edge_highlightbehaviour == 'any': pass else: - edge_alpha = edge_alpha * (1 - highlightlevel) + edge_alpha = edge_alpha * (1 - highlight_level) return edge_alpha @@ -72,7 +72,7 @@ def _plot_edges(ax, nodes, edges, edgewidth=None, edge_color='k', highlight_node The third referencees the weights. highlight_nodes : list See netplotbrain.plot - highlightlevel : float + highlight_level : float See netplotbrain.plot edge_highlightbehaviour : str alternatives "both" or "any" or None. @@ -100,15 +100,21 @@ def _plot_edges(ax, nodes, edges, edgewidth=None, edge_color='k', highlight_node # So eci is a separate counter instead of using the auto index in iterrows (which takes df index). eci = 0 for _, row in edges.iterrows(): - # if row[edgecol[0]] != 0 and row[edgecol[1]] != 0: - if isinstance(edge_color, np.ndarray): - if edge_color.shape[0] == len(edges): - ec = edge_color[eci, :] if edgewidth is None: ew = edge_widthscale else: ew = row[edgewidth] * edge_widthscale + # if row[edgecol[0]] != 0 and row[edgecol[1]] != 0: + if isinstance(edge_color, dict): + if ew > 0: + ec = edge_color['positive'] + elif ew < 0: + ec = edge_color['negative'] + elif isinstance(edge_color, np.ndarray): + if edge_color.shape[0] == len(edges): + ec = edge_color[eci, :] + if row[edgecol[0]] in nodes.index and row[edgecol[1]] in nodes.index: ea = _get_edge_highlight_alpha( row[edgecol[0]], row[edgecol[1]], hl_idx, **kwargs) diff --git a/netplotbrain/plotting/plot_legend.py b/netplotbrain/plotting/plot_legend.py index 74efc87..0739d88 100644 --- a/netplotbrain/plotting/plot_legend.py +++ b/netplotbrain/plotting/plot_legend.py @@ -1,6 +1,6 @@ """Legend plots""" import numpy as np -import matplotlib.cm as cm +from matplotlib import colormaps from ..utils import _node_scale_vminvmax, _detect_coloring_type @@ -25,8 +25,8 @@ def _add_node_size_legend(ax, nodes, node_size, **kwargs): node_sizevminvmax = kwargs.get('node_sizevminvmax') font = kwargs.get('font') fontcolor = kwargs.get('fontcolor') - legend_tickfontsize = kwargs.get('legend_tickfontsize') - legendtitle_fontsize = kwargs.get('legendtitle_fontsize') + legend_tickfontsize = kwargs.get('legend_tick_fontsize') + legendtitle_fontsize = kwargs.get('legend_title_fontsize') if node_sizelegend is True: if isinstance(node_size, str) and node_size in nodes.columns: _, nl = _node_scale_vminvmax( @@ -78,8 +78,8 @@ def _add_node_color_legend_discrete(ax, nodes, node_colorby, node_color, **kwarg node_scale = kwargs.get('node_scale') font = kwargs.get('font') fontcolor = kwargs.get('fontcolor') - legend_tickfontsize = kwargs.get('legend_tickfontsize') - legendtitle_fontsize = kwargs.get('legendtitle_fontsize') + legend_tickfontsize = kwargs.get('legend_tick_fontsize') + legendtitle_fontsize = kwargs.get('legend_title_fontsize') # Create list of discrete colors uniquenode_colorby = sorted(list(set(nodes[node_colorby].dropna().values))) uniquenode_colors_idx = [nodes[nodes[node_colorby] == @@ -107,8 +107,8 @@ def add_node_color_legend_continuous(ax, nodes, node_colorby, **kwargs): font = kwargs.get('font') fontcolor = kwargs.get('fontcolor') node_cmap = kwargs.get('node_cmap') - legend_tickfontsize = kwargs.get('legend_tickfontsize') - legendtitle_fontsize = kwargs.get('legendtitle_fontsize') + legend_tickfontsize = kwargs.get('legend_tick_fontsize') + legendtitle_fontsize = kwargs.get('legend_title_fontsize') node_colorvminvmax = kwargs.get('node_colorvminvmax') # Create continuous scale if node_colorvminvmax == 'minmax': @@ -123,7 +123,7 @@ def add_node_color_legend_continuous(ax, nodes, node_colorby, **kwargs): inc = (nc_max - nc_min) / 100 imspan = np.arange(nc_min, nc_max + (inc / 2), inc) imsquare = np.outer(np.ones(1), imspan) - ax.imshow(imsquare, cmap=cm.get_cmap(node_cmap), + ax.imshow(imsquare, cmap=colormaps[node_cmap], origin='lower', extent=(-3, 3, 1, 1.3)) inc = (nc_max - nc_min) / 4 xticklabels = np.arange(nc_min, nc_max + (inc / 2), inc) diff --git a/netplotbrain/plotting/plot_springlayout.py b/netplotbrain/plotting/plot_springlayout.py index c131688..bbb1455 100644 --- a/netplotbrain/plotting/plot_springlayout.py +++ b/netplotbrain/plotting/plot_springlayout.py @@ -1,6 +1,7 @@ import networkx as nx import pandas as pd from ..plotting import _plot_nodes, _plot_edges +import numpy as np def _plot_springlayout(ax, nodes, edges, node_color, node_size, edge_color, edge_weights, highlight_nodes, **kwargs): """ @@ -26,6 +27,9 @@ def _plot_springlayout(ax, nodes, edges, node_color, node_size, edge_color, edge sl_nodecols= ['spring_x', 'spring_y', 'spring_z'] _plot_edges(ax, nodes, edges, edgewidth=edge_weights, edge_color=edge_color, highlight_nodes=highlight_nodes, node_columnnames=sl_nodecols, **kwargs) + if isinstance(node_color, np.ndarray): + nodes.dropna(subset = sl_nodecols, inplace=True) + node_color = node_color[nodes.index, :] _plot_nodes(ax, nodes, node_columnnames=sl_nodecols, node_color=node_color, node_size=node_size, **kwargs) diff --git a/netplotbrain/plotting/plot_templates.py b/netplotbrain/plotting/plot_templates.py index e2752fe..5c7dc11 100644 --- a/netplotbrain/plotting/plot_templates.py +++ b/netplotbrain/plotting/plot_templates.py @@ -110,7 +110,8 @@ def _plot_template_style_glass(ax, data, template, **kwargs): ax.scatter(points[0], points[1], points[2], s=glass_kwargs['template_glass_pointsize'], alpha=alpha_per_point * glass_kwargs['template_glass_maxalpha'], - color=glass_kwargs['template_color']) + color=glass_kwargs['template_color'], + rasterized=True) @@ -143,7 +144,8 @@ def _plot_template_style_surface(ax, data, template, **kwargs): # detect surface using skimage's marching cubes verts, faces, _, _ = measure.marching_cubes( data, level=surface_detection, step_size=surface_resolution) - mesh = Poly3DCollection(verts[faces], rasterized=True) + mesh = Poly3DCollection(verts[faces]) + mesh.set(rasterized=True) mesh.set_facecolor(template_color) mesh.set_alpha(alpha) ax.add_collection3d(mesh) diff --git a/netplotbrain/profiles/default.json b/netplotbrain/profiles/default.json index 9b5120d..eb09d49 100644 --- a/netplotbrain/profiles/default.json +++ b/netplotbrain/profiles/default.json @@ -2,6 +2,8 @@ "arrowaxis": "auto", "arroworigin": null, "arrowlength": 10, + "cm_rotate": true, + "cm_order": "auto", "edge_alpha": null, "edges_df": null, "edge_cmap": "Set2", @@ -17,9 +19,10 @@ "gif": false, "gif_loop": 0, "gif_duration": 1000, - "highlightlevel": 0.85, - "legend_tickfontsize": "xx-small", - "legendtitilefontsize": "medium", + "highlight_level": 0.85, + "legend_span": null, + "legend_tick_fontsize": "xx-small", + "legend_title_fontsize": "medium", "nodes_df": null, "node_alpha": null, "node_cmap": "Dark2", diff --git a/netplotbrain/utils/coloring.py b/netplotbrain/utils/coloring.py index 2dc931c..3a947ad 100644 --- a/netplotbrain/utils/coloring.py +++ b/netplotbrain/utils/coloring.py @@ -1,4 +1,5 @@ -import matplotlib.cm as cm +from matplotlib import colormaps +import matplotlib.cm as cm import matplotlib.colors as pltcol import numpy as np import pandas as pd @@ -13,7 +14,7 @@ def _colorarray_from_string(cmap, ncolors): colors = pltcol.to_rgba_array(cmap) colors = np.vstack([colors] * ncolors) else: - colors = cm.get_cmap(cmap).colors + colors = colormaps[cmap].colors colors = colors * int(np.ceil(ncolors / len(colors))) colors = np.array(colors) return colors[:ncolors] @@ -29,7 +30,7 @@ def _highlight_nodes(nodes, node_color, highlight_nodes, **kwargs): highlight_idx : array Binary array of N index indicating which nodes are highlighted (for edge purposes) """ - highlightlevel = kwargs.get('highlightlevel') + highlight_level = kwargs.get('highlight_level') node_alpha = kwargs.get('node_alpha') # Default is None, set to 1 if highlight_nodes is called if node_alpha is None: @@ -44,11 +45,12 @@ def _highlight_nodes(nodes, node_color, highlight_nodes, **kwargs): highlight_idx[highlight_nodes] = 1 if isinstance(node_color, str): node_color = _colorarray_from_string(node_color, len(nodes)) + node_color[:, 3] *= node_alpha if node_color.shape[1] == 3: node_color = np.hstack( [node_color, np.vstack([node_alpha]*len(node_color))]) # dim the non-highlighted nodes - node_color[highlight_idx == 0, 3] = node_alpha * (1 - highlightlevel) + node_color[highlight_idx == 0, 3] = node_alpha * (1 - highlight_level) # node_alpha is now set in node_color, so set as None to avoid any later problems node_alpha = None return node_color, highlight_idx, node_alpha @@ -58,7 +60,7 @@ def _highlight_nodes(nodes, node_color, highlight_nodes, **kwargs): def _highlight_edges(edges, edge_color, highlight_edges, **kwargs): """ """ - highlightlevel = kwargs.get('highlightlevel') + highlight_level = kwargs.get('highlight_level') edge_alpha = kwargs.get('edge_alpha') # Default is None, set to 1 if highlighting is called if edge_alpha is None: @@ -74,11 +76,19 @@ def _highlight_edges(edges, edge_color, highlight_edges, **kwargs): highlight_idx[highlight_edges] = 1 if isinstance(edge_color, str): edge_color = _colorarray_from_string(edge_color, len(edges)) + edge_color[:, 3] *= edge_alpha + elif isinstance(edge_color, dict): + edge_color_positive = _colorarray_from_string(edge_color['positive'], 1) + edge_color_negative = _colorarray_from_string(edge_color['negative'], 1) + edge_color = np.zeros([len(edges), 4]) + edge_color[edges['weight'] > 0] = edge_color_positive + edge_color[edges['weight'] < 0] = edge_color_negative + edge_color[:, 3] *= edge_alpha if edge_color.shape[1] == 3: edge_color = np.hstack( [edge_color, np.vstack([edge_alpha]*len(edge_color))]) # dim the non-highlighted edges - edge_color[highlight_idx == 0, 3] = edge_alpha * (1 - highlightlevel) + edge_color[highlight_idx == 0, 3] = edge_alpha * (1 - highlight_level) # node_alpha is now set in node_color, so set as None to avoid any later problems edge_alpha = None return edge_color, highlight_idx, edge_alpha @@ -123,7 +133,7 @@ def _get_cmap(cmap): maptlotlib cmap """ if isinstance(cmap, str): - cmap = cm.get_cmap(cmap) + cmap = colormaps[cmap] elif isinstance(cmap, list): cmap = pltcol.ListedColormap(cmap) return cmap diff --git a/netplotbrain/utils/plot_utils.py b/netplotbrain/utils/plot_utils.py index 349fd8d..ba89b3a 100644 --- a/netplotbrain/utils/plot_utils.py +++ b/netplotbrain/utils/plot_utils.py @@ -39,7 +39,7 @@ def _set_axes_radius(ax, origin, radius): def _get_view(views='L', frames=1, arrowaxis='auto'): """ Gets a or list of azim and elev arguments for viewing of q - Viewtype is a string of b or s for brain or springlayout view. + Viewtype is a string of b, s or c for brain, springlayout or connectivity matrix view. E.g. viewtype=bbbs means 3 brain and one springlayout in the image row. """ direction = '+' @@ -53,7 +53,7 @@ def _get_view(views='L', frames=1, arrowaxis='auto'): view_defaults = {'L': (180, 0), 'R': (0, 0), 'A': (90, 0), 'P': (-90, 0), 'S': (-90, 90), 'I': (90, -90), - 's': (-90, 90)} + 's': (-90, 90), 'c': (-90, 90)} # Set auto arrows for axis depending on starting view autoarrowaxis = None if fromview in ['L', 'R']: @@ -103,6 +103,10 @@ def _get_view(views='L', frames=1, arrowaxis='auto'): # Assumes there will only ever be one springlayout ind = views.index('s') viewtype = viewtype[:ind] + 's' + viewtype[ind+1:] + if 'c' in views: + # Assumes there will only ever be one connectivity matrix + ind = views.index('c') + viewtype = viewtype[:ind] + 'c' + viewtype[ind+1:] return vx, vy, arrowaxis, viewtype diff --git a/requirements.txt b/requirements.txt index e1e4d8a..e67fe5c 100644 --- a/requirements.txt +++ b/requirements.txt @@ -7,3 +7,4 @@ scikit-image>=0.19.1 pandas>=1.2.4 pillow>=8.4.0 networkx>=2.6.3 +pybids>=0.15.6 \ No newline at end of file diff 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a/tests/baseline/test_spheres.png and b/tests/baseline/test_spheres.png differ diff --git a/tests/baseline/test_templateflow_atlas_highlight.png b/tests/baseline/test_templateflow_atlas_highlight.png index 027b3f5..607f26d 100644 Binary files a/tests/baseline/test_templateflow_atlas_highlight.png and b/tests/baseline/test_templateflow_atlas_highlight.png differ diff --git a/tests/baseline/test_templateflow_cohort.png b/tests/baseline/test_templateflow_cohort.png index dacf5b9..eae45e2 100644 Binary files a/tests/baseline/test_templateflow_cohort.png and b/tests/baseline/test_templateflow_cohort.png differ diff --git a/tests/baseline/test_templateflow_fromdict.png b/tests/baseline/test_templateflow_fromdict.png index 8cee674..795b7e9 100644 Binary files a/tests/baseline/test_templateflow_fromdict.png and b/tests/baseline/test_templateflow_fromdict.png differ diff --git a/tests/test_bidsoperations.py b/tests/test_bidsoperations.py new file mode 100644 index 0000000..e3a0117 --- /dev/null +++ b/tests/test_bidsoperations.py @@ -0,0 +1,19 @@ +import netplotbrain + +npbpath = netplotbrain.__path__[0] +def test_task_group(): + edges, info = netplotbrain.edges_from_bids(npbpath + '/example_data/bids_test/', + npbpath + '/example_data/bids_test/derivatives/connectivity/', + operation='avg', + groups='task') + assert 'a' in info['groups'] + +def test_session_group(): + edges, info = netplotbrain.edges_from_bids(npbpath + '/example_data/bids_test/', + npbpath + '/example_data/bids_test/derivatives/connectivity/', + operation='avg_subtract', + groups='session') + assert 'pre minus post' in info['groups'] + +test_task_group() +test_session_group() \ No newline at end of file diff --git a/tests/test_cm.py b/tests/test_cm.py new file mode 100644 index 0000000..24c617a --- /dev/null +++ b/tests/test_cm.py @@ -0,0 +1,45 @@ +import pandas as pd +import numpy as np +import netplotbrain +import templateflow.api as tf +import itertools +import pytest + +atlas = {'template': 'MNI152NLin2009cAsym', + 'atlas': 'Schaefer2018', + 'desc': '100Parcels7Networks'} +atlasinfo = tf.get(extension='.tsv', **atlas) +atlasinfo = pd.read_csv(atlasinfo, sep='\t') +# Parse the info in to get network names +networks = list(map(lambda x: x.split('_')[2], atlasinfo.name.values)) +atlasinfo['yeo7networks'] = networks + +# create empty cognitive matrix +edges = np.random.normal(0, 0.025, [100, 100]) + +# Set within network connectivity to be stronger +for network in atlasinfo['yeo7networks'].unique(): + idx = atlasinfo[atlasinfo['yeo7networks']==network].index + idx_pairs = np.array(list(itertools.combinations(idx, 2))) + edges[idx_pairs[:, 0], idx_pairs[:, 1]] = np.random.normal(0.5, 0.025, [len(idx_pairs)]) + edges[idx_pairs[:, 1], idx_pairs[:, 0]] = np.random.normal(0.5, 0.025, [len(idx_pairs)]) + +# Rename longer network names +atlasinfo['yeo7networks'].replace('DorsAttn', 'DA', inplace=True) +atlasinfo['yeo7networks'].replace('SalVentAttn', 'VA', inplace=True) + +# Resolution argument needed in atlas to get the nii.gz file +atlas['resolution'] = 1 +# Plot it all +@pytest.mark.mpl_image_compare +def test_cm(): + fig, _ = netplotbrain.plot(template='MNI152NLin2009cAsym', + nodes=atlas, + nodes_df=atlasinfo, + edges=edges, + view='LSc', template_style='glass', + node_scale=20, node_color='yeo7networks', + edge_threshold=0, + edge_thresholddirection='>', + seed=2022) + return fig diff --git a/tests/test_fromtemplateflow.py b/tests/test_fromtemplateflow.py index 7344fba..834471e 100644 --- a/tests/test_fromtemplateflow.py +++ b/tests/test_fromtemplateflow.py @@ -29,7 +29,7 @@ def test_templateflow_atlas_highlight(): node_alpha=0.8, title='Highlight a community', highlight_nodes={'yeo7networks': 'Cont'}, - highlightlevel=0.95, + highlight_level=0.95, node_colorlegend=False, node_sizelegend=False) return fig diff --git a/tests/test_highlightedges.py b/tests/test_highlightedges.py index bfaa5d8..1c6e0cc 100644 --- a/tests/test_highlightedges.py +++ b/tests/test_highlightedges.py @@ -19,7 +19,7 @@ def test_highlight_edges_df(): view=['LSR'], title='NBS integration', node_type='circles', - highlightlevel=0.5) + highlight_level=0.5) return fig @@ -41,5 +41,5 @@ def test_highlight_edges_np(): view=['LSR'], title='NBS integration', node_type='circles', - highlightlevel=0.5) + highlight_level=0.5) return fig diff --git a/tests/test_springlayout.py b/tests/test_springlayout.py index 6d39359..61aabe5 100644 --- a/tests/test_springlayout.py +++ b/tests/test_springlayout.py @@ -43,3 +43,17 @@ def test_printlayout(): edge_thresholddirection='>', seed=2022) return fig + +@pytest.mark.mpl_image_compare +def test_printlayout_legend(): + fig, _ = netplotbrain.plot(template='MNI152NLin2009cAsym', + nodes=atlas, + nodes_df=atlasinfo, + edges=edges, + view='LSs', template_style='glass', + node_scale=20, node_color='yeo7networks', + edge_threshold=0, + edge_thresholddirection='>', + seed=2022, + legend_span=[0, 2]) + return fig