{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"#  T03: Volumetric Quantifications\n",
"\n",
"This notebook demonstrates volume quantifications of neuronal arbors and their convex hulls.\n",
"\n",
"```{hint}\n",
"By the end of this notebook, you will be able to:\n",
"- Generate a convex hull of axon terminals within a specific brain region\n",
"- Compare the volume of this convex hull to the volume of the brain region\n",
"- Apply Principal Component Analysis on point clouds of structures of interest\n",
"- Visualize the results of these operations using [Reconstruction Viewer](https://imagej.net/plugins/snt/reconstruction-viewer).\n",
"\n",
"**Estimated Time**: 30-40 minutes\n",
"```\n",
"\n",
"```{note}\n",
"Make sure to read these resources before running this notebook:\n",
"- [Install](../install.md) - Installation instructions\n",
"- [Quickstart](../quickstart.md) - Get started quickly\n",
"- [Overview](../overview.md) - Tour of pysnt's architecture\n",
"```"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Setup and Initialization\n",
"\n",
"As in previous tutorials, we start by initializing pysnt:"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pysnt\n",
"pysnt.set_option('java.logging.level', 'Error') # Set logging level to 'Error' to reduce console output (see Overview for details)\n",
"pysnt.set_option('display.chart_format', 'svg') # SVG plots and histograms\n",
"pysnt.set_option('display.chart_dpi', 150) # Rendering resolution\n",
"pysnt.initialize()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can import the modules that we will be needing in this notebook. In addition to the modules and classes used in [Tutorial 02](./02_hemisphere_analysis.ipynb), we will be using:\n",
"\n",
"**API Reference:**\n",
"- {class}`pysnt.annotation.AllenCompartment`: Brain region annotations for the Allen CCF\n",
"- {class}`pysnt.viewer.Annotation3D`: Triangulated surface or point cloud annotations in Reconstruction Viewer\n",
"- {class}`pysnt.analysis.ConvexHull2D`: 2D convex hull computations\n",
"- {class}`pysnt.analysis.ConvexHull3D`: 3D convex hull computations\n",
"\n",
"**Detailed Guides:**\n",
"- {doc}`AllenCompartment `\n",
"- {doc}`Annotation3D `\n",
"- {doc}`ConvexHull2D `\n",
"- {doc}`ConvexHull3D `"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from pysnt import Tree\n",
"from pysnt.analysis import ConvexHull2D, ConvexHull3D, NodeStatistics, TreeStatistics\n",
"from pysnt.annotation import AllenUtils\n",
"from pysnt.viewer import Annotation3D, Viewer3D"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Load and Visualize Data\n",
"Dopaminergic neurons in the _substantia nigra_ are among the largest neurons in the mammalian brain, featuring massive axonal arbors that project exclusively to the dorsal striatum. Their death and degeneration lead to Parkinson's disease. These are some of the most fascinating cells in the mammalian brain, so let's study some exemplars in this tutorial.\n",
"\n",
"> **Note:** In primates, the dorsal striatum is composed of the caudate and putamen, which form a single structure in mice. In this tutorial, we formalize 'dorsal striatum' as caudoputamen.\n",
"\n",
"First, we will query the MouseLight database for this type of cell:"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[AA1044, AA1447, AA1449]\n"
]
}
],
"source": [
"from pysnt.io import MouseLightQuerier\n",
"\n",
"# Define the brain area of interest\n",
"snr = AllenUtils.getCompartment('Substantia nigra reticular part')\n",
"# Query for neurons with soma in snr\n",
"snr_neuron_ids = MouseLightQuerier.getIDs(snr)\n",
"print(snr_neuron_ids)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's visualize these cells. We'll define three reusable functions, since this is a fairly common task:\n",
"\n",
"1. `get_axon()`: Downloads axons from the MouseLight database using {class}`MouseLightLoader `\n",
"2. `init_viewer()`: Assembles a {class}`Viewer3D ` (Reconstruction Viewer) with pre-loaded meshes\n",
"3. `display_orthoviews()`: Displays a montage of anatomical views of the 3D scene (used in [Tutorial 02](./02_hemisphere_analysis.ipynb))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"def get_axon(id_string):\n",
" \"\"\"Fetches an axonal arbor from the MouseLight database using cell ID\"\"\"\n",
" from pysnt.io import MouseLightLoader\n",
" loader = MouseLightLoader(id_string)\n",
" if not loader.isDatabaseAvailable():\n",
" print(\"Could not connect to ML database\", \"Error\")\n",
" return None\n",
" if not loader.idExists():\n",
" print(\"Somehow the specified id was not found\", \"Error\")\n",
" return None\n",
" # Extract the axon sub-tree\n",
" return loader.getTree(\"axon\")\n",
"\n",
"\n",
"def init_viewer(meshes):\n",
" \"\"\"Returns a Viewer3D instance pre-loaded with meshes\"\"\"\n",
" from pysnt.viewer import Viewer3D\n",
" viewer = Viewer3D()\n",
" if meshes:\n",
" viewer.add(meshes)\n",
" viewer.loadRefBrain('ccf') # Load brain contour\n",
" viewer.setEnableDarkMode(False) # light theme\n",
" return viewer\n",
"\n",
"\n",
"def display_orthoviews(viewer):\n",
" \"\"\"Returns a Viewer3D instance pre-loaded with meshes\"\"\"\n",
" from pysnt import display\n",
" from pysnt.annotation import AllenUtils\n",
"\n",
" viewer.setEnableDarkMode(False) # light theme\n",
" # Retrieve orthoview layout from pysnt.display()\n",
" orthoviews = pysnt.display(viewer, orthoview=True, figsize=(20, 10)) # SNTObject dictionary\n",
" fig = orthoviews['data'] # access the matplotlib figure\n",
"\n",
" # Replace the titles\n",
" for axis in fig.get_axes():\n",
" anatomical_plane = AllenUtils.getAnatomicalPlane(axis.get_title()) # Maps \"xy\" to \"sagittal\", \"yz\" to \"coronal\", ...\n",
" if anatomical_plane:\n",
" axis.set_title(anatomical_plane, fontsize=14, fontweight='regular')\n",
" # Remove the box around each view\n",
" for spine in axis.spines.values():\n",
" spine.set_visible(False)\n",
"\n",
" # Force redraw\n",
" fig.canvas.draw()\n",
" return fig\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now we can display them:\n",
"\n",
"```{tip}\n",
"If your operating system supports it, consider enabling interactive mode when initializing SNT (`pysnt.initialize(mode='interactive')`) to display the 3D scene in a native window using `viewer.show()`. \n",
"\n",
"**Important:** On some systems, code execution will pause until the viewer window is closed. For non-blocking visualization during analysis, use the default `pysnt.display(viewer)` option instead. See [Quirks and Limitations](../limitations.md#interactive-viewers) for details.\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"FALLBACK (log once): Fallback to SW vertex for line stipple\n",
"FALLBACK (log once): Fallback to SW vertex processing, m_disable_code: 2000\n",
"FALLBACK (log once): Fallback to SW vertex processing in drawCore, m_disable_code: 2000\n",
"Operating in headless mode - the original ImageJ will have limited functionality.\n",
"Operating in headless mode - the original ImageJ will have limited functionality.\n"
]
},
{
"data": {
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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"axons = []\n",
"for id in snr_neuron_ids:\n",
" # To simplify the visualization, we'll assign\n",
" # all axons to a common hemisphere (left)\n",
" axon = get_axon(id)\n",
" AllenUtils.assignToLeftHemisphere(axon)\n",
" axons.append(axon)\n",
"\n",
"# Add meshes for caudoputamen (CP) and substantia nigra ret. part (SNr)\n",
"compartment_labels = [\"caudoputamen\", 'Substantia nigra reticular part'] # CP, SNr\n",
"meshes = []\n",
"for clabel in compartment_labels:\n",
" compartment = AllenUtils.getCompartment(clabel)\n",
" meshes.append(compartment.getMesh())\n",
"\n",
"viewer = init_viewer(meshes)\n",
"Tree.assignUniqueColors(axons) # Label each axon with a distinct color\n",
"viewer.add(axons)\n",
"\n",
"fig = display_orthoviews(viewer)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A single unbranched, ipsilateral axon follows along the nigrostriatal tract—the nerve tract that connects the substantia nigra to the dorsal striatum—where it ramifies extensively into a compact, dense tuft composed of thousands of small branches.\n",
"\n",
"Since these are ipsilateral neurons, we can zoom into the left hemi-half of the caudoputamen/SNr:"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# The zoomTo() function accepts meshes, annotations, trees, paths, or\n",
"# string labels of rendered objects. It also accepts lists of such\n",
"# objects and bounding boxes:\n",
"bounds_cp = meshes[0].getBoundingBox('left') # CP left hemi-half\n",
"bounds_snr = meshes[1].getBoundingBox('left').scale([1.1, 1.1, 1.2]) # SNr left hemi-half, with 10-20% padding\n",
"viewer.zoomTo([bounds_cp, bounds_snr]) # Zoom to combined bounding box\n",
"viewer.setViewMode('anterior-posterior') # Cartesian XY axes\n",
"pysnt.display(viewer)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Measure Cells\n",
"As in previous tutorials, we can use {class}`TreeStatistics ` and {class}`MultiTreeStatistics `:"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AA1044 (axon):\n",
" 2736 terminals\n",
" 5468 branches\n",
" 285979.15914921986 µm of cable length\n",
"AA1447 (axon):\n",
" 2378 terminals\n",
" 4754 branches\n",
" 340280.67768424784 µm of cable length\n",
"AA1449 (axon):\n",
" 2609 terminals\n",
" 5214 branches\n",
" 330027.0686187031 µm of cable length\n",
" 5214 branches\n",
" 330027.0686187031 µm of cable length\n"
]
}
],
"source": [
"for axon in axons:\n",
" axon_stats = TreeStatistics(axon)\n",
" print(f'{axon.getLabel()}:')\n",
" print(f' {len(axon_stats.getTips())} terminals')\n",
" print(f' {len(axon_stats.getBranches())} branches')\n",
" print(f' {axon_stats.getCableLength()} µm of cable length')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Or more conveniently:"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'type': matplotlib.figure.Figure,\n",
" 'data': ,\n",
" 'metadata': {'source_type': 'SNTChart_List',\n",
" 'sntchart_count': 3,\n",
" 'displayed_count': 3,\n",
" 'panel_layout': 'horizontal',\n",
" 'title': None},\n",
" 'error': None}"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from pysnt.analysis import MultiTreeStatistics\n",
"m_stats = MultiTreeStatistics(axons)\n",
"metrics = ['No. of tips', 'No. of branch points', 'cable length']\n",
"plots = []\n",
"for metric in metrics:\n",
" plots.append(m_stats.getBoxPlot(metric))\n",
"pysnt.display(plots, show_panel_titles=False, panel_layout='horizontal')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Inspection of Terminals\n",
"We already know that the cell projects exclusively to the caudoputamen, but SNT is all about programmatic data inspection, so we can formally list all the locations of the axon terminals. For simplicity, let's focus on the first cell:"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"No. of terminals per brain area:\n",
" nigrostriatal tract: 1 (0.037%)\n",
" Caudoputamen: 2735 (99.963%)\n"
]
}
],
"source": [
"tree_axon = axons[0] # Focus on the first axon\n",
"viewer.remove(axons[1]) # Remove all but the first axon from viewer\n",
"viewer.remove(axons[2]) # Remove all but the first axon from viewer\n",
"\n",
"tips = TreeStatistics(tree_axon).getTips()\n",
"node_stats = NodeStatistics(tips)\n",
"node_map = node_stats.getAnnotatedNodes()\n",
"print('No. of terminals per brain area:')\n",
"for brain_area, node_list in node_map.items():\n",
" print(f' {brain_area.name()}: {len(node_list)} ({100 * len(node_list)/len(tips):.3f}%)')\n",
"#dist = node_stats.getAnnotatedHistogram() # Frequencies of brain annotations associated w/ tips\n",
"#pysnt.display(dist)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We mentioned that the neuron projects exclusively to the caudoputamen, but 1 of the 2,736 endpoints is registered to the nigrostriatal tract. This is somewhat unexpected, as axons typically don't branch along the tract. This could be a registration error or an issue with metadata parsing. Let's examine this specific node:"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for brain_area, node_list in node_map.items():\n",
" if brain_area.name() == 'nigrostriatal tract':\n",
" outlier_node_annot = viewer.annotatePoints(node_list, \"nodes in nst\")\n",
" outlier_node_annot.setColor('green')\n",
" outlier_node_annot.setSize(90)\n",
" viewer.zoomTo(bounds_cp)\n",
"\n",
"fig = display_orthoviews(viewer)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This finding is particularly intriguing. The node's location is not at the boundary of the caudoputamen, which argues against a simple registration error. Another explanation is a reconstruction artifact. While MouseLight neurons are traced twice to ensure accurate reconstructions, the sheer scale and complexity of these arbors mean that annotation errors remain possible even under stringent quality control.\n",
"\n",
"Let's explore it further: What kind of branch is associated with this terminal?"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Outlier branch properties:\n",
" Length: 59.640 µm\n",
" No. of nodes: 4\n",
" Contraction: 0.959\n"
]
}
],
"source": [
"# retrieve the outlier node(s) in the nigrostriatal tract. We know \n",
"# there is just one, but we'll treat it as a list for generality\n",
"outlier_nodes = next(\n",
" (nodes for area, nodes in node_map.items() \n",
" if area.name() == 'nigrostriatal tract'),\n",
" None\n",
")\n",
"\n",
"# Let's create a NodeStatistics for the outlier node(s), but\n",
"# this time we'll make it aware of the full tree structure\n",
"# so we can access parent/child relationships\n",
"outlier_node_stats = NodeStatistics(outlier_nodes)\n",
"outlier_node_stats.assignBranches(tree_axon) # Make NodeStatistics aware of the full tree structure\n",
"\n",
"# Now we could retrieve the frequency of branch types for these outlier nodes,\n",
"# but since we know there is just one, we can directly access it. The branch\n",
"# type is stored as the `onPath` property of the node.\n",
"outlier_node = next(iter(outlier_nodes))\n",
"outlier_branch = outlier_node.onPath\n",
"\n",
"print('Outlier branch properties:')\n",
"print(f' Length: {outlier_branch.getLength():.3f} µm')\n",
"print(f' No. of nodes: {len(outlier_branch.getNodes())}')\n",
"print(f' Contraction: {outlier_branch.getContraction():.3f}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It is a very small and [straight](https://imagej.net/plugins/snt/metrics#branch-contraction) branch, with just 4 nodes and ~60 µm in length:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"viewer.setTreeThickness(6) # increase display thickness of skeletonized reconstruction\n",
"outlier_node_annot.setSize(25) # decrease contrast of outlier node\n",
"\n",
"# Let's zoom into the outlier branch and a section of the main axon \n",
"# The main axon is the first path of the axon tree\n",
"main_axonal_path = tree_axon.list()[0]\n",
"main_axonal_path_section = main_axonal_path.getSection(0, 100) # first 100 nodes of main axon\n",
"viewer.zoomTo([outlier_branch, main_axonal_path_section])\n",
"viewer.setViewMode('dorsal-ventral') # Cartesian XZ axes\n",
"pysnt.display(viewer, title='Outlier branch in nigrostriatal tract')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's check if the other cells also have similar branches:"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"AA1044 (axon):\n",
" No. of nodes in nigrostriatal tract: 1\n",
"AA1447 (axon):\n",
" No. of nodes in nigrostriatal tract: 0\n",
"AA1449 (axon):\n",
" No. of nodes in nigrostriatal tract: 0\n"
]
}
],
"source": [
"for axon in axons:\n",
" print(f'{axon.getLabel()}:')\n",
" # retrieve terminal node locations\n",
" node_stats = NodeStatistics(axon.getTips())\n",
" node_stats_map = node_stats.getAnnotatedNodes()\n",
" outlier_nodes = next(\n",
" (nodes for area, nodes in node_stats_map.items() \n",
" if area.name() == 'nigrostriatal tract'),\n",
" []\n",
" )\n",
" print(f' No. of nodes in nigrostriatal tract: {len(outlier_nodes)}')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"They don't. So far we have established two key points: 1) the terminal is valid and not a parsing artifact, and 2) it is associated with a small branch in the nigrostriatal tract. The next logical step would be to visit [HortaCloud](https://hortacloud.janelia.org/) and examine the raw imagery at this branch location. However, that visualization process falls outside the scope of this tutorial and will be covered in a future notebook.\n",
"\n",
"Let's continue analyzing the CP terminals, ignoring this single nigrostriatal tract terminal for now. We can programmatically find the compartment containing the maximum number of axon terminals:"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Compartment with maximum terminals: Caudoputamen (2735 terminals)\n"
]
}
],
"source": [
"# Get the compartment containing the maximum number of axon terminals\n",
"max_compartment = max(node_map, key= lambda x: len(node_map[x]))\n",
"# Get the associated list of terminals\n",
"max_compartment_tips = node_map[max_compartment]\n",
"print(f'Compartment with maximum terminals: {max_compartment.name()} ({len(max_compartment_tips)} terminals)')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Computing Convex Hulls\n",
"\n",
"We compute the convex hull of the point cloud formed by the CP terminals, either in 2D:"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[SNTUtils] Retrieving org.scijava.Context...\n",
"\n",
"[INFO] [SNT] 116 scijava services loaded\n",
"2D Convex hull area: 1184262.16µm²\n",
"2D Convex hull perimeter: 4177.58µm\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"{'type': matplotlib.figure.Figure,\n",
" 'data': ,\n",
" 'metadata': {'source_type': 'SNTChart',\n",
" 'format': 'svg',\n",
" 'scale': 1.0,\n",
" 'is_combined': False,\n",
" 'title': 'Reconstruction Plotter',\n",
" 'containsValidData': True,\n",
" 'isLegendVisible': True},\n",
" 'error': None}"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from pysnt.analysis import ConvexHull2D\n",
"\n",
"# If we compute a 2D convex hull over a 3D Tree, z coordinates are ignored\n",
"axon_hull_2D = ConvexHull2D(max_compartment_tips)\n",
"print(f'2D Convex hull area: {axon_hull_2D.size():.2f}µm²') # size() -> area in 2D; volume in 3D\n",
"print(f'2D Convex hull perimeter: {axon_hull_2D.boundarySize():.2f}µm') # boundarySize() -> perimeter in 2D; area in 3D\n",
"\n",
"# Now visualize the 2D convex hull in the 2D viewer.\n",
"# The 2D viewer is not optimized for large reconstructions, so this can be rather slow!!\n",
"from pysnt.viewer import Viewer2D\n",
"viewer2d = Viewer2D()\n",
"viewer2d.add(tree_axon)\n",
"viewer2d.add(axon_hull_2D.getPolygon())\n",
"pysnt.display(viewer2d)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Or compute it in 3D:"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"3D Convex hull volume: 584596681.45µm³\n",
"3D Convex hull area: 3868120.07µm²\n"
]
}
],
"source": [
"from pysnt.analysis import ConvexHull3D\n",
"\n",
"axon_hull_3D = ConvexHull3D(max_compartment_tips)\n",
"print(f'3D Convex hull volume: {axon_hull_3D.size():.2f}µm³') # size() -> area in 2D; volume in 3D\n",
"print(f'3D Convex hull area: {axon_hull_3D.boundarySize():.2f}µm²') # boundarySize() -> perimeter in 2D; area in 3D"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"To visualize the 3D convex hull:"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"max_compartment_mesh = max_compartment.getMesh()\n",
"viewer = init_viewer(max_compartment_mesh) # start a new scene\n",
"viewer.add(tree_axon)\n",
"\n",
"# Construct a drawable for Viewer3D from the Convex Hull Mesh\n",
"hull_annotation = Annotation3D(\n",
" axon_hull_3D.getMesh(), \n",
" f\"Convex hull of axon terminals within ipsilateral {max_compartment.name()}\"\n",
")\n",
"hull_annotation.setColor(\"yellow\", 95) # transparency (%)\n",
"viewer.add(hull_annotation)\n",
"viewer.zoomTo(hull_annotation)\n",
"pysnt.display(viewer)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Retrieval of mesh volumes is simplified because OBJMesh features pre-computed volumes (via surface integrals)¹. \n",
"\n",
"¹ NB: However, certain meshes (e.g., third ventricle) are not watertight, which precludes a direct volume calculation."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"% of volume occupied by the convex hull of the axon terminals with respect to the ipsilateral CP: Caudoputamen (672) 4.51%\n"
]
}
],
"source": [
"# Now compare the volumes of the 3D convex hull and the compartment mesh\n",
"# Since this compartment mesh is composed of both hemi-halves, we can approximate\n",
"# the volume of one hemi-half by dividing the total mesh volume by 2\n",
"print(\"% of volume occupied by the convex hull of \"\n",
" \"the axon terminals with respect to the ipsilateral {} {:0.2f}%\"\n",
" .format(max_compartment, (axon_hull_3D.size() / (0.5 * max_compartment_mesh.getVolume())) * 100)\n",
")"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Geometric Computations\n",
"\n",
"Let's analyze the overall orientation and shape characteristics of the point cloud defined by the axon terminals. By computing the principal axes via PCA (Principal Component Analysis), we can determine the directions of maximum variance in the data, quantify the degree of anisotropy, and identify any preferred orientations or dimensional constraints (e.g., elongation along one axis or confinement to a plane).\n",
"\n",
"We can use SNT's built-in {class}`pysnt.analysis.PCAnalyzer` and define a reusable function:"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": []
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"PCA axes for axon terminals:\n",
"Principal Axis 0:\n",
" Eigenvalue: 101655.38\n",
" Variance: 77.35%\n",
" Direction (X,Y,Z): 0.864, -0.475, -0.167\n",
"Principal Axis 1:\n",
" Eigenvalue: 17865.09\n",
" Variance: 13.59%\n",
" Direction (X,Y,Z): -0.386, -0.837, 0.387\n",
"Principal Axis 2:\n",
" Eigenvalue: 11904.63\n",
" Variance: 9.06%\n",
" Direction (X,Y,Z): -0.324, -0.270, -0.907\n"
]
}
],
"source": [
"def get_pca_axes(list_of_nodes):\n",
" \"\"\"Returns PCA axes from a list of nodes (SNTPoint objects)\"\"\"\n",
" from pysnt.analysis import PCAnalyzer\n",
"\n",
" # Retrieve the principal axes from the PCA analysis\n",
" pca_axes = PCAnalyzer.getPrincipalAxes(list_of_nodes)\n",
" for i, axis in enumerate(pca_axes):\n",
" print(f'Principal Axis {i}:')\n",
" print(f' Eigenvalue: {axis.getEigenvalue():.2f}')\n",
" variances_percent = PCAnalyzer.getVariancePercentages(pca_axes)\n",
" print(f' Variance: {variances_percent[i]:.2f}%')\n",
" print(f' Direction (X,Y,Z): {axis.getX():.3f}, {axis.getY():.3f}, {axis.getZ():.3f}')\n",
" return pca_axes\n",
"\n",
"print('PCA axes for axon terminals:')\n",
"pca_axes_tips = get_pca_axes(max_compartment_tips)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The endpoints exhibit strongly anisotropic spatial organization. The first principal component captures ~77% of the spatial variance, indicating the arbor is highly elongated along a primary axis oriented in the direction (−0.864, 0.475, 0.167).\n",
"\n",
"The second principal component accounts for ~14% of variance with direction (−0.386, −0.837, 0.387), representing moderate spread perpendicular to the primary axis.\n",
"\n",
"The third component explains only ~9% of variance along direction (−0.324, −0.270, −0.907), showing limited spread in a predominantly negative Z direction.\n",
"\n",
"The high variance ratio (77%:14%:9%) supports what we have already determined: this arbor has a strongly directional morphology, with branches distributed primarily along a single preferred axis. Let's render these orientations using a dedicated function:"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"def annotate_pca_axes(viewer, pca_axes, list_of_nodes, scale=3, thickness=30, label='component'):\n",
" \"\"\"Renders PCA axes in the given Viewer3D instance. Directions are centered in the centroid of provided nodes.\"\"\"\n",
" import numpy as np\n",
" from pysnt.util import SNTPoint\n",
"\n",
" pca_colors = ['blue', 'red', 'green'] # PC1, PC2, PC3\n",
" for i, axis in enumerate(pca_axes):\n",
"\n",
" # Define the start and end points of the PCA axis using numpy\n",
" node_coords = [[t.getX(), t.getY(), t.getZ()] for t in list_of_nodes]\n",
" centroid = np.mean(node_coords, axis=0)\n",
" direction = np.array([axis.getX(), axis.getY(), axis.getZ()])\n",
" amplitude = np.sqrt(axis.getEigenvalue()) * scale # scale for visualization\n",
" start_point = centroid - amplitude * direction\n",
" end_point = centroid + amplitude * direction\n",
"\n",
" # Define the start and end points of the axis line segment as SNTPoints\n",
" start = SNTPoint.of(start_point[0], start_point[1], start_point[2])\n",
" end = SNTPoint.of(end_point[0], end_point[1], end_point[2])\n",
"\n",
" # Create vector annotations for each component\n",
" annot = viewer.annotateLine([start, end], \"{} axis{}\".format(label, i))\n",
" annot.setColor(pca_colors[i], 10) # hue, transparency (%)\n",
" annot.setSize(thickness)\n",
"\n",
"annotate_pca_axes(viewer, pca_axes_tips, max_compartment_tips, label='PCA tips')\n",
"viewer.setViewMode('dorsal-ventral') # Cartesian XZ axes\n",
"viewer.zoomTo(hull_annotation)\n",
"pysnt.display(viewer, title='PCA components of axon terminals')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"How do these axes compare to those of the target CP? Let's compute the PCA for the ipsilateral CP hemisphere:"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"PCA axes for axon CP ipsilateral half:\n",
"Principal Axis 0:\n",
" Eigenvalue: 1774870.83\n",
" Variance: 59.93%\n",
" Direction (X,Y,Z): 0.788, -0.165, -0.593\n",
"Principal Axis 1:\n",
" Eigenvalue: 952648.61\n",
" Variance: 32.17%\n",
" Direction (X,Y,Z): -0.003, 0.962, -0.272\n",
"Principal Axis 2:\n",
" Eigenvalue: 233943.43\n",
" Variance: 7.90%\n",
" Direction (X,Y,Z): -0.616, -0.216, -0.758\n",
"\n",
"Relationship between axes:\n",
" Acute angle between PC0 tips - PC0 CP half: 30.881°\n",
" Acute angle between PC1 tips - PC1 CP half: 24.494°\n",
" Acute angle between PC2 tips - PC2 CP half: 19.130°\n"
]
}
],
"source": [
"# Construct PCA vectors using the eigenvectors\n",
"cp_vertices = max_compartment_mesh.getVertices('left')\n",
"print('PCA axes for axon CP ipsilateral half:')\n",
"pca_axes_cp = get_pca_axes(cp_vertices)\n",
"\n",
"print('\\nRelationship between axes:')\n",
"for i, axis in enumerate(pca_axes_cp):\n",
" angle_with_tips_pca = axis.getAngleWith(pca_axes_tips[i].getX(), pca_axes_tips[i].getY(), pca_axes_tips[i].getZ())\n",
" print(f' Acute angle between PC{i} tips - PC{i} CP half: {angle_with_tips_pca:.3f}°')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The terminals exhibit orientations that match the geometric structure of their target brain region. All three principal axes of the terminal distribution are well-aligned with the corresponding axes of the ipsilateral caudoputamen, with angular differences of 30.9°, 24.5°, and 19.1°.\n",
"\n",
"Let's overlay the last PCA axes on the scene:"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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p5zz33nsvNpvtILfgsXLgdT1jxgzKyso6r+vhw4eTkZHBbbfdxsMPP8zatWtPaDuQPO733XcfI0eOxGazYbFYsNlsbNq06ai/IXTfefRxx9Fd5OfnY7VaycjI4Itf/CITJ07ktddeG7AJIErE9BF//etfWbx4McuXL6e2tpaVK1d2CaoqLS2lpqbmmNf3r3/9i0AgwOWXX05bWxttbW20t7dz+eWXs3PnTubOnXvE5RsbGyksLETTDn9KNDc3Y7FYDgpSFEKQn59Pc3Nzl+mZmZldvttstiNOj0QiXaZbLBaysrK6TMvPz+8cy4mM6cD1AdjtdsLhcOf3+vp6XnzxRaxWa5fPqFGjALrEhxxqnXa7HaDLOg/HGWecwfPPP08ikeDKK6+kuLiY0aNH889//vOIyx3vfh8Lpmly3nnn8dxzz/Hd736XN998kw8//LAzvudQ+3PttdcSj8exWCzcfPPNB40xPz//oIDG3NxcLBbLCR2b46G+vh6Ab3/72wcdyxtvvBE4+FgeLoPowHMWkuftsZ7Lh+JY9ve5557j8ssvp6ioiCeffJIFCxawePFirr322qNu4/bbb+eBBx5g4cKFXHDBBWRlZXHOOeccFH92IA8++CBCCG6++WbS09OZO3culZWVzJo1qzMb8p133uHcc8/tPNePl9R1fOC01Dnh8/mYN28e48eP54477mDUqFEUFhZy5513Eo/Hj2tbt956Kz/84Q+55JJLePHFF1m0aBGLFy9m3Lhxx3Ruddd59HHHcSClpaU0NjYSDAaPa7n//e9/LF68mI8++oimpibef/99Ro4cedzb7y+o7KQ+YsSIEZ3ZSYdi9uzZ/Pa3v2XhwoXHFOH/5z//GYBbbrmFW2655ZB/nz179mGXz8nJ4f3338c0zcMKmaysLBKJBI2NjV0enlJK6urqOq0K3UUikaC5ubnLzb6urq5zLD01puzsbMaOHctPfvKTQ/59/zfv7uCTn/wkn/zkJ4lGoyxcuJD777+fz3/+8wwZMoTp06cfcpme2O/Vq1ezYsUKHn/8ca666qrO6Zs3bz7k/MFgkC996UtUVlZSX1/Pl7/85S4Bp1lZWSxatAgpZRch09DQQCKR6MyQ6ClS67/99tsPGQQPUFVV1eV7f0sxffLJJykvL+df//pXl7EdiwXEYrFw6623cuutt9LW1sb//vc/7rjjDmbPns3OnTu7WEP3Z8uWLbhcLiyW5OPB5/Mxd+5cZs+ezbnnnsuPfvQj3nrrLd57770T3q/UdXzgtOHDh3d+HzNmDE899RRSSlauXMnjjz/OPffcg9Pp5Hvf+94xb+vJJ5/kyiuv5L777usyvampifT09KMu313n0ccdx4HMnj2bN954gxdffJErrrjimJcbN25cj197vYmyxPRTvvnNb+J2u7nxxhu7ZICkkFJ2plivW7eOBQsW8OlPf5q33377oM8555zDf//73yO+nV9wwQVEIpEjZq6cc845QPJi3J9///vfBIPBzr93J3//+9+7fP/HP/4BJF1SPTWmOXPmsHr1aoYNG8bkyZMP+pyIiDkW64zdbmfmzJn89Kc/BTioBtD+9MR+p268B75dP/LII4ec/4YbbmDHjh0899xz/PnPf+aFF17gl7/8ZZcxBgIBnn/++S7L/fWvf+2yDx+Xw/22VVVVVFRUsGLFikMex8mTJ3dxX/VHUkXJ9n8o1tXVHVN20v6kp6fzmc98hq997Wu0tLQcsfDe6NGjqa2t7eLuS0tL4/XXX6e8vJxbbrmFK6+88mOl4x54Xc+fP5/t27d3Xtf7I4Rg3Lhx/PKXvyQ9PZ1ly5Yd17aEEAed0y+//PJBrtuePo+OdRzHynXXXUd+fj7f/e53D7uO55577oTWPZBQlph+Snl5OU899RSf/exnGT9+fGexO4C1a9fyl7/8BSkln/rUpzqtMN/97ncP8rED+P1+3nzzTZ588km+8Y1vHHJ7n/vc53jssce44YYb2LBhA2eddRamabJo0SJGjBjBFVdcwaxZs5g9eza33XYbHR0dnHrqqaxcuZI777yTCRMm8KUvfalbfwObzcYvfvELAoEAU6ZMYf78+dx7771ccMEFnHbaaQA9MqZ77rmHuXPnMmPGDG6++WaqqqqIRCJs27aNV155hYcffvi4C3iNGTMGgJ/+9KdccMEF6LrO2LFjuffee9m1axfnnHMOxcXFtLW18etf/xqr1crMmTMPu76e2O/q6mqGDRvG9773PaSUZGZm8uKLLx7SFfmnP/2JJ598kscee4xRo0YxatQobrrpJm677TZOPfVUpk6dypVXXsnvf/97rrrqKrZt28aYMWN4//33ue+++7jwwgs599xzj3uMh2LYsGE4nU7+/ve/M2LECDweD4WFhRQWFvLII49wwQUXMHv2bK6++mqKiopoaWlh3bp1LFu27Lgr0PY2c+bM4bnnnuPGG2/kM5/5DDt37uTHP/4xBQUFXaqxHoqLL764sx5VTk4O27dv51e/+hVlZWVUVFQcdrnvfve7PPvss1xyySV885vf5PTTTycQCPD222+zevVqSkpKeOaZZ7j22ms544wzTmi/lixZwpe//GUuu+wydu7cyfe//32Kioo63TMvvfQSf/jDH7jkkksYOnQoUkqee+452trausRdHQtz5szh8ccfp7q6mrFjx7J06VJ+/vOfH3QN9/R5dKzjOFZ8Ph///e9/mTNnDhMmTOhS7G7Tpk08+eSTrFix4rDWo0FDn4UUn6QcLsX6cGzZskXeeOONcvjw4dJut0un0ylHjhwpb731VllTUyNjsZjMzc09YhZCIpGQxcXFcsyYMUfcVjgclj/60Y9kRUWFtNlsMisrS5599tly/vz5Xea57bbbZFlZmbRarbKgoEB+9atf7UyNTFFWViYvuuiig7YByK997WtdpqWi8X/+8593Tktl1KxcuVKeeeaZ0ul0yszMTPnVr371oJTCjzummTNnypkzZ3aZ1tjYKG+++WZZXl4urVarzMzMlJMmTZLf//73O7d/qHHvv5/7Z2VEo1H55S9/Webk5EghRGe2yksvvSQvuOACWVRUJG02m8zNzZUXXnihfO+99w5a54Ec634fT3bS2rVr5axZs6TX65UZGRnysssukzt27OiyPytXrpROp7NLVoiUUkYiETlp0iQ5ZMiQzjE0NzfLG264QRYUFEiLxSLLysrk7bff3iX1PfV7HXheSHlw9snh+Oc//ymrq6ul1Wo96LdfsWKFvPzyy2Vubq60Wq0yPz9fnn322fLhhx/unOdI1+XMmTPlqFGjDjm2YznHD5eddKh1XnXVVbKsrKzLtP/7v/+TQ4YMkXa7XY4YMUL+8Y9/7Mw0OXA8+/9Wv/jFL+SMGTNkdnZ2Z7mC6667Tm7btu2g7R5IQ0OD/PrXvy7LysqkxWKRmZmZ8sILL5SvvvqqDAaDctq0adLj8cgPPvjgiOs58Fikfos33nhDfulLX5Lp6enS6XTKCy+8UG7atKlzvvXr18vPfe5zctiwYdLpdEqfzyenTp0qH3/88SPu86Eye1pbW+V1110nc3Nzpcvlkqeddpp87733Dnnd9+R5dKzjONbspBR1dXXytttuk6NGjZIul0va7XY5fPhwef3118tVq1Z1zne4FOuBjpBSyt6VTQrF0bn66qt59tlnCQQCfT0UhULRTTz++ONcc801LF68+IgxgQrFsaJiYhQKhUKhUAxIlIhRKBQKhUIxIFHuJIVCoVAoFAOSfm+J+cMf/kB5eTkOh4NJkyZ9rNoECoVCoVAoBg/9WsT861//4pZbbuH73/8+y5cv5/TTT+eCCy5gx44dfT00hUKhUCgUfUy/didNmzaNiRMn8tBDD3VOGzFiBJdccgn3339/H45MoVAoFApFX9Nvi93FYjGWLl16UHnp8847j/nz5x80fzQa7VKK2zRNWlpayMrK6nelxBUKhUKhUBwaKSV+v/+o/fygH4uYpqYmDMM4qKtzXl7eIftu3H///dx99929NTyFQqFQKBQ9yM6dO49a0bjfipgUB1pR5AHN5FLcfvvt3HrrrZ3f29vbKS0tZenSpbjd7kOuS6HoS6SURCIR/H7/YefRdR2Hw4HD4UDTNHUOKxQDnP0jOBKJROcnHo8jpcQ0zc55Dve8OxqapuFyuXA4HAghBtx9IxAIMGnSpGPqSdVvRUx2dja6rh9kdWloaDjIOgPJ5l2Hagvv8Xj6fZM3xclJ6obl8XgO+puu6zidTiVeFIqTgP1FS0rExGIxYrEYiUQC0zRPaL2JRAKn04nT6RyQ95BjGXO/zU6y2WxMmjTpoOZzqcZ8CsVgwDCMLt+FELhcLjIyMnC5XOi6PiBvPgqF4thJWUs0TcNisWC1WnG73aSnp5OZmYnP58PhcKDr+nGtN5FI4Pf7aWtrIxqN0o/zeE6YfmuJAbj11lv50pe+xOTJk5k+fTqPPvooO3bs4IYbbujroSkUHxvTNLuIGKvVitfrxWKxKOGiUCgQQqDrOpqmYbfbkVJiGAbxeLzzc+CL0KFIWXXsdjtut3tQ3WP6tYj57Gc/S3NzM/fccw979uxh9OjRvPLKK5SVlfX10BSKj41hGJ1vRi6XC7fbPSD91wqFomdJ3RP2t9Y4nU6klMTjcaLRKLFY7KiCJjVfSswMBktvv64T83Ho6OjA5/OxYcMGFROj6JdEIhHa2tpwu914PJ4BfzNRKBR9QyqWJhaLEQ6HicfjR11G07TOeJn+Fnfn9/upqqqivb2dtLS0I87bry0xCsVgR9d1XC5Xv7qBKBSKgUXK7eRwOLDb7cTj8S6BwYfCNE2CwSCRSAS3243dbh+QlmAlYhSKPiT1FqRQKBQfl5QIsdvt2Gw2pJSd6duRSIREInFQ2rZhGHR0dHQGE9tstgElZJSIUSj6kIGa+qhQKPo3KUFjs9mwWq24XC5isRihUKizJs3+xONx2tracDgcAypeRokYhaKPkFIqK4xCoehxUmIkZaFJJBJEIpFOd9P+1plIJEI0GsXlcvXLeJkDUSJGoegDpJRYrda+HoZCoTjJEEJgtVqxWCydRfVSgmb/onvBYJBoNIrX68VqtfZbIaNEjELRh/TXG4NCoRjc7B8/Y7fbMQyDcDhMNBolkUgghCCRSNDW1obL5epMQOhv9ywlYhSKPuJ4q28qFApFd5MSJRaLBY/Hg9vtJh6PdwqalFUmFovh8Xj6nVVGOeQVij6gP77RKBSKk5tUMT273Y7P58Pn82GxJG0dqcDfYDDYpUllX6NEjEKhUCgUii6kXE2pPm5CiE6rTFtbW2dAcF+jRIxCoVAoFIqDSFlmPB4P6enpnckIKatMJBLpcyGjRIxCoVAoFIrDkqo3k5GRgc/nw2q1IqWko6ODQCCAaZp9NjYV2KtQKBQKheKo7J/NFI/HCYVCncXzvF5vn3THVpYYhUKhUCgUx0QqKcFqteLz+UhLS8MwjD5zLylLjEKhUCgUiuMiZXFxOBxYrVZCoRB+v59EIoHb7e61DExliVEoFAqFQnFCCCGwWCx4vV7S09NJJBK0t7f3Whq2EjEKhUKhUCg+FqngX5/Ph81mo729vVfSsJWIUSgUCoVC0S1omobL5cLr9RIMBntcyCgRo1AoFAqFottIuZjcbjd+vx/DMHpsW0rEKBQKhUKh6FZSQsblcnW2KugJlIhRKBQKhULR7aTqyqSETE+4lpSIUSgUCoVC0SOkLDJ2u52Ojg4Mw+hWIaNEjEKhUCgUih4jVRzP6XQSCAS6dd1KxCgUCoVCoehRhBA4HA40TSMcDnebNUaJGIVCoVAoFD2OEAK32004HCYej3eLkFEiRqFQKBQKRa+gaRoOhwO/398tGUtKxCgUCoVCoegVhBA4nU6EEASDwY9tjVEiRqFQKBQKRa8hhMDr9RKNRj9252slYhQKhUKhUPQa3VkIT4kYhUKhUCgUvYoQApfLha7r+P3+E7bGKBGjUCgUCoWiT3C73cRiMUKh0AkJGUsPjEmhGBBIKZGAud91Y0owerZzPAKwaF2/a2K/70IcuIhCoVAMOlJF8Gw2G8FgEIvFgs1mO651KBGjOGlIqXxTQtyEqCGJy64ipi/YX8RYBAghsQiBriXFTkrvKHGjUCgGIx6Ph9bWVvx+P+np6cdlkVEiRjHoSV0QMRNCCUnChD7WLV2Q7LP+7LMCJf+hkRQ41r2Cxqolv6fkjBI2CoViICOEQNd13G43fr8fv9+Pph17pIsSMYpBjZQSU0JHXBLvmU7wPYpJ0lKUMOhUOJoAfa+wsSprjUKhGOCkasfE4/HjTrlWIkYxaJEyKVwCcUmiP5lePiam3OcSA4lgn6ix7P3oylqjGKxICRiAAKH39WgU3USqdoxpmrS0tBzzckrEKAYlUkoMCR0xyQA0wBwXEkgcwlpjEWDTBFZddooaJWgUAxopId4M2/4AljQo/7oSMoMITdPwer20tbUd8zJKxCgGJRLwxwe/gDkcpoSYhJgpIZG0zNg0sOp742r2zqdEjWLAICWEt8POxyB9GjS8BNJUImaQoes6Ho/nmOdXIkYx6JBSEjMYkDEwPYUhIWxA2JBoJMWMXRdYteR3JWYU/RopIbwN9vwbSq4FJDS+DkKVOhtsCCGw2+3HPL8SMYpBgWkmP5oGQiQf1opDYwJRI5livk/Q7LPQKEGj6FdICZHdsOtJKLkGHEUQrQOZUJaYQcrx3IOUiFEMaKSExkaNv/7VxYYNFkaMSHDFF4JY04y+HtqA4GiCBpSoUfQhUkLHCmh6E8quB1tO8i3F4gEzCjIOWPt6lIo+RIkYxYAmFoOf/tTDW2/ZkVKwZImVHbs1vvOjNqzHV/jxpKeLoNkbGJxyOel7dYwSNIpew0xA/X8hsB5Kv7xPwABojuQn3gq6q2/HqehTut2heP/99zNlyhS8Xi+5ublccsklbNiwocs8UkruuusuCgsLcTqdnHnmmaxZs6bLPNFolK9//etkZ2fjdrv5xCc+wa5du7p7uIoBTnOzxpIlNkAQi0E8Lli+1EZrq/KVfxxMmSwO6I9LWqOS9pgkYkDClMl2DSfYrE2hOCbMONT9G4wwDP0W2HL3CRgAYQHvSGhdAEYkabFR5+RJSbff6efNm8fXvvY1Fi5cyNy5c0kkEpx33nkEg8HOeX72s5/x4IMP8rvf/Y7FixeTn5/PrFmz8Pv9nfPccsst/Oc//+Gpp57i/fffJxAIMGfOHAxDuQkU+7DbweWSJPORBH6/hmGCrtzk3Yakq6Bp2ytoDKkEjaIHMBNQ+0/Q7FD0OdAdXQUMJL8XXwnBrbDue7Dtd0m3kzoXTzqE7OE7UGNjI7m5ucybN48zzjgDKSWFhYXccsst3HbbbUDS6pKXl8dPf/pTrr/+etrb28nJyeFvf/sbn/3sZwGora2lpKSEV155hdmzZx91ux0dHfh8PjZs2IDX6+3JXVT0IaYJTz3l5Pe/dxMKCXQLeNJMzjo3wheuCeBNkwfd/xTdgwBsOrh00dnQUrmbFB8LaULd82AEoejzRw7alRIwIbIHAmuh6R0o/mLSQqMY0Pj9fqqqqmhvbyctLe2I8/a4zb29vR2AzMxMAGpqaqirq+O8887rnMdutzNz5kzmz58PwNKlS4nH413mKSwsZPTo0Z3zHEg0GqWjo6PLRzH40TS4/PIwDz3Uxj33+Pntoy388qEWGht0fvLDdGq2WNTLWQ8hScbQtMUkHXFJzERZZhQnjpTQuhBCW6Hw8qNnHYm9FXudxZBzHqSNho6PemWoiv5Dj4oYKSW33norp512GqNHjwagrq4OgLy8vC7z5uXldf6trq4Om81GRkbGYec5kPvvvx+fz9f5KSkp6e7dUfRTLBYYOzbBnDlhqkfGKSw2+M4P2hk7Mcb9d/p4538OEom+HuXgJSVm2mNJV1PcRAkZxZGREswYJALJ4NxYc9IdVP8ClFyddCUdL44iiNQql9JJRo9mJ910002sXLmS999//6C/HWh2llIe1RR9pHluv/12br311s7vHR0dSsicZEjAMJMvaE6X5HNfCjK8MsFjD3vYtMHK564K4PEo91JPEjeTYsaug9uq6s4oDkDKpGipfwFa5gPm3oJ1AmzZUHYDWLNObN3uStjzbDL1Wnd056gV/ZgeEzFf//rXeeGFF3j33XcpLi7unJ6fnw8krS0FBQWd0xsaGjqtM/n5+cRiMVpbW7tYYxoaGpgxY8Yht2e324+ryp9i8GFIurQZ0HSYOj1KcUmCR3/n5b4fpnP9zX7KyhNKyPQgEogYEDclLovAoR/9BUUxSOi0guwLtgcJ8XYIbki6i4JbIPssGHF/0uKSchtpNkA7OIj3WLHngWtYMmMp68wTX49iQNHt7iQpJTfddBPPPfccb731FuXl5V3+Xl5eTn5+PnPnzu2cFovFmDdvXqdAmTRpElartcs8e/bsYfXq1YcVMQqFeQgrshBQWGxw24/aGTE6zn0/8vHe23YM5V7qcQyZzGjqiMnO1GzFICZVWbfmN7D2W7D667DhR7D2u7D+Dmh6G9LGJcVL/qVgy0oWrdOdyY/QP6bwEJB/SdLKI1UW68lCt1tivva1r/GPf/yD//73v3i93s4YFp/Ph9PpRAjBLbfcwn333UdFRQUVFRXcd999uFwuPv/5z3fOe9111/Gtb32LrKwsMjMz+fa3v82YMWM499xzu3vIikFC4jC9koQAl1vyhWsCVFTFefzRpHvpii8FcbmVe6mniZoQj0ncyiozeJFG0gJS/wpknw15F4HmhHhTshidoyj5HXrOQiIE2PPBCEGiA2yZPbMdRb+i20XMQw89BMCZZ57ZZfpjjz3G1VdfDcB3v/tdwuEwN954I62trUybNo033nijSyr0L3/5SywWC5dffjnhcJhzzjmHxx9/HF0VAFEcAiklkiO/6es6nHJalOLSve6lO9O5/uYOSkoNJWR6GHOvVSZmgtuS7KqtxMwgQEqQMdj5eDJId9i3wZqxT6g4i3p3PJo9WRgvvEOJmJOEHq8T01eoOjEnF1Luy4w5+rwQCgqe/rubhe/bufL/BTjl1KgqkNdLaIK9VhklZAY8Zgx2/RUchZA9C7Q+7mMkJex8LCmkCj7Vt2NRnDDHUydG9U5SnHQIAW6P5MovJ91LTzzqYdN6K5d9IYjLpdxLPU3KKpMwwaUymAYu0oS6F5I9jHLO35tl1A8wAuBUmaknC/3krFMoPh6p9OrjQdfh1JlRvv/jNjaut/LTu33s3qWrMhO9RNiAtui+InmKAYSU0Do/GchbeFn/ETAA0cZks0jFSUE/OvMUio/HiTwGhYDSIQZ33N1G6ZAEP74jnUXz7agWXb2DIaEjJgkmJKYSMgMDKZOdpZvegtJrT6wwXY8hk0G9Vl9fD0TRSyh3kmJQcKj06mNFCPB4JVd/JUBFVYI//8HD5g0WPn1FCIdTuZd6GgmEEskO2R6rCvrtt0gJoRpoeAnQoPQroHv6elQHIJIXtDxOs6xiwKJEjGJQYMoTs8Tsj8UCZ5wdoXRIgkd+42XLJitfuclPfqHKXuoNYmbSveSxCuwqFbt/ISWEtsCuv0HmqZAxHSz9NGHCmgnxFmBYX49E0Qsod5JCsR9CwJChCb7/4zbyCwzuuSOdJYtsmMq91CuYQEc86V5ScTL9iEQ77PhTsi1A9qz+K2AAss5KFtZT589JgRIxCsUBCAHeNMl1N/r5zOeDPPIbL//6u5twWFkGeotQIhkro+Jk+gHShD3/Tlpf7Pn9u5y/EMlu1qEtYIb7ejSKXkCJGIXiMFgscPZ5EW6/u51li2088JM06mpV9lJvETVRLQv6GimhbRHE2yD3/P4tYFJY0pKxOpE9fT0SRS+gRIxCcQSEgKHDE/zw3jYyM03u+X46y5fYMFXcYK8Q29sV25AqDbtPiDUmrTCl14Kw9fVojhENfBOhbbFyKZ0EKBGjUByFlHvp+q/7+dRlQf7wSy/P/tNFJKLukb2BIaEtJomqejK9izRg9z8h9yKwpA8MK0wKWyq4VzHYUSJGoTgGhACLFc69IMJtP2pn0Qd2HrzPR2O9poRML2BK8MckUUMJmV5BSmhfBkYQMk8bWAIGoOU9yDqjr0eh6AWUiFEojgMhYHhVgh/+pA2PV3LPHRmsWHZyu5ek7J2YFYnKXOpVGl+H7HP6vh/SCaElLUkDTXwpjhslYhSK40QISM+QfPWWDi76VIjf/SKN/zztInoSu5ckvSdmQgmUkOlJpExm9kTrwVXe16M5Mbwjwb/u5L0gTyKUiFEoThCrFc6fE+bbP2jn/Xcc/OqnPpoaTz73khACQTKbKG72jpgJJSCiXEvdi5RgxiGwDrY/AjmzB2YPIiGSLrC2D8GM9vVoFD2MEjEKxcdACKgaEedH97Vhd0juuSOdVR9ZTzr3khACuwYJCYFEMqvI7GExE4irYN+PjTTBiECsGVrehw0/hF1PQvo0yL1w4LpjHMVgz4P2pcoaM8hRbQcUio9J0r1kcuM3O3jjFSe/+bmPiy8NccHFIay2gfscOF6EEDj1pLAIGaAZYNPApkm0HuiHJEkG+2IT2DXVpuCIpB7kMpGsvhvZDYEN0LECog3JLtSuYVByNbiHA/rAPnGFBplnQPPbkDGjr0ej6EGUiFEougEhwGaDiz4ZZuiwBI/+1sum9RauuSFAZpY5oJ8Hx0PSIpN8YIaN5CdiJsWMXZPoYt983YESMkdBSpDxpFhpnAuRXUnriy0bPFVQeAU4i0Fz7O1GLQa2eNkfTxXs/hsYIbC4+3o0ih5CiRiFohsRAkaMjvPD+9p4/FEP99yezle+7mfE6DjaSeK8PVDIAESNpIvJqoFTB012n+BICRlhE9hOViGTsrSYUTAjydiWWCMENybdRBYf5JybDNS1pO8VLAwewXIorOngLIOOZZBxWnLaYN7fkxQhB6lDuaOjA5/Px4YNG/B6+3GzMkW3EDMkbbH+dSrHovDqiy5e+LeLT10e5LyLwlitJ899VMqkayl8QPNMDXBawNrNLiYB+GwCq9b9rqt+h5SACfEOiOwA/9pkQG60IWl5QQNbVtI1lHU2uMqS0wb773Igoe2w5efJ/c/7RNI6o+j3+P1+qqqqaG9vJy0t7YjzKkuMQtFD2Oxw8aUhhlXEefS3Xjaut3LN9QHSM04O99KhLDKQ7FQdSoBLB2s3Wk4k4I9LfDaBziC0yEgJyKSFpXUhtC6AeCvYcsFTDfmfAmdJsm+Q0JOfweQeOhGcpVD9k6Q7Ld7a16NR9ADKEqMYFPRHS0wKKaG5UeMvD3vZU6tz/df9VI2MnzTPlsNZZATgsYBF694fwqolLTLaYPqBpYTw9mQbgMhuSBuXTCN2DRl8sSyKkx5liVEo+hFCQHauyTdua+fl51088BMfn74iyLnnh7EOlJ56H4PDWWTk3u8e0b1Wk7iZtMikWQeBW0lKiDVB3X8guBkKPgVp45OBuAN93xSKbkCJGIWil7Db4ZLLQgyrSPDH33nZtMHKlV/240uXg/55lBIypkwWxUuRkMmPtZv3P2pAWIDTMgDdSim3UbQBmuZC2xLIPheKvwiaU4kXhWI/TpJ8CYWif6BpMHZCjB/d30owIPjx9zPYtMFyUtTjStaRSaZb709PNXUMJiSxgVQMT8pkHRf/Gth0H2z+SdJVVPVjyJsDuksJGIXiAJQlRqHoZYSAnFyTb97ezovPufjZPelc/sUgZ81KZi8NZoQQuPSkqIjttcjEZbJLtd7Nz2dJsqpvvw/0TWUaBdbDnmfBTED+xeAdo9xGCsVRUCJGoegDhACHAz59RdK99KffJ4vjffHaAGm+we1eOpSQiZrg7ObYGABD7stY6pY1p6w63TVOKSG6B7b/EWQMCj6dFC/CosSLQnEMKHeSQtGHaBpMmBzjzvtbaW3RuPcH6WzZNPjdSynXUsr6kujB/Y2bSYvMx3YrSRPaF8OuJ6D1Q4jUJq0mJ7peaULbIqj5NYS2QNkNkDYBtJOomJBC8TFRIkYxKNAE3fOm3QcIAbn5Jt/+fgcTp8b46d0+3nrDQSLR1yPrWQTgtiSFjCGTn54isrcFwscSMm0fQsOryTosja8n41Y2fD9Zg0QaR19+f8wY7HkGmt+FYd9NFqWL1inxolAcJ8qdpBgUpEqNyG4sZ9+bCAEOp+SzXwwyvDLOXx7ysmm9lc9fHcCbNjjdS0IINClxW8AfT1pjevKGFIhLNAR2/QTPkVgL2HKSLh9IVsYN1UDtU9D0FhRcAvYi0GwkI3L2fowoJPxgBOms59LwWrIs/tBbkvN7qpMxMb7JSsgoFMeBEjGKQcNg8MBoGkyeFqOopI0//s7LfT9K5/qb/QwZmhiUz7b9hUzUANnDvY8CcYkmxLFVCpYy2fHZvxqcQ5Il6xteTvYn0h0gbOCuhOF3QOt8qPltsm+RNStpaZGJpIXGCCVjXDQ7ncIm72LIPifZbRkgZxZ0rO6x/VYoBiuqYq9iUCClpDUqiZoSfRA87aWESFjw76dczHvTwReuCXLamREsg/S1Q8pkOrQukp+eFDK6gHSbSLogj7QdmUi6jKSRLFlvhJNl/YfdBrr9wB3YO19L0i2k2UBYk+LFmg66M/k9OTOqwq5CcXhUxV7FSclgeiYIAU6X5HNXBamoivPYI8nspc9dFcTtGXzuJSGSHajNXnilMiR0HFPGkg72PHAUJy0lRmSvBeYQefBCJAWLPTf5OSKD7OApFH2ICuxVDBose4N7B5NxUddh6owYP/xJG7t2WLjvR+ns2KYP+OwlKWWXj2lKImFJOGiS6KHid/sTNyF4tIwlISBrJrS8m2ymaE3ba2FRIkSh6C8oS4xiUCCE2BvcO8Cf7odACCgsNrjtznae+Yebn/wwnS9dF2DGGVF0vW/GdKiHv2lCIi4xzb39CsMmHe0m8bhEmpLWFoPWlgThcFK01NUmaGtN4HQJrFbYuSNOlm07E04r47xLint8H8IGWDRwHCnQ11kG8XaIt4Etq8fHpFAojg8lYhSDBl0bvIZ6IcDllnzx2gAVVXGe+KOHTRusfPaLQVzu7nEvJS0iYBggzeS/QyGTUNDEMJICpakxQVurgWlKolGT+roEQb+BxSoRQtLRbiCEJM0HsagkHDYRAmw2QTQqyc3TsNqgoFBj2gwNq01QX2dgtcKnLo0zNPg0t//p/zHzgiIcjp4/moF4MobqsIG+mg0sXog1KxGjUPRDlIhRDBo0khaZweROOhBdh+mnRykpS/DIb73cf6eP62/2U1xqkLJCmSad1pBEPCkkolGJaSStI+1tBsGAiWlKwmGD9laDluYEQgPTMGmojxMOmVjTOtjjWEiD3IxuOChlIuMKRpGdacXpEmRlCwoKBVIKAgGJ1SoIh8Bq1dB08PkEbo/Aly7wpolOi0s8DjtqTHbtNLFYJTNOt5DnqiGr9Wl22k7BnuahZnOMEaMdPf57SpIVfdPtgkMbtTTwTYD2peCugL3nV0Im0NDQhDYgU/oVisGCEjGKQUOq4J0JMEDrxRyOlDBLuWxc7gRXXhflkd86uO3mNE6d2UQ81kg8IWlrjmOnlY5YOgE/CCHJzhXYrJKODgNdB6tNYrVAdq5GQZFOUYkkPV2jsFjHbtcIyib+tOlBWgKb0KIOzIiL3bFtVOQkSE+fipHQ0DSB0CArS1BWLkjPENgdAptt37hTx0CakrY2yaYNJgG/pKRM49QzLNhs4AyvxtPxAS0ZlxOKDGHIsDgrlgWpHmXvlWNoyKRFJs16iGwlISDjVKj5JRR8hrCR4NmNzzJv1zwyHBl8ccQXGZs9dlCdawpFXyKlJBwOH/P8SsQoBg0DuWrvgRjxOBvWJ2hvN2msT1BfF8eqR9mwzqCtTVC7O47TKXF7oGRINq+8UEDU30JZRSuzZkvOKXiC17b/P8ZO8eL2CDyepOsmHJREY0lBJIQgGJAEA5J4XKLrgo52cLS8S6jtQ/TN2ZyVLVkTE9Q6AsQd9bzH75k5xsukwvGdYz3cA1zK5Hp37TDZttXE6YLhlTqZWSKZzAM4IutJ879JY/aXMTU3WlzidEJdXYRgwMTj7Z2gn6gBIQEuyyHEr8UDRhgpDf696d/8evmvMfZW6F3fsp5Hzn2EQk9hr4xToRjMSCkJhUL4/f5jXkaJGMWgY6ALmUTcYNEri1m8OotYNEbT9p00R8uYUL6eeKQKu93G6afFOH2Wj6FDYuzc1U71yCgL5xrkFpZwzuxWpogmnFNtbNgkKCrWSfNEcYbX4tKXE/CcSsRRfXCWjUygmSHStj/P7W/FaB3m50cjt/KXVieNgaR5xRCCZc0LmVQ4/ojipaNdsmWjSXu7pKBQMP10C3b7XsEjJWDgDXyAK7iEpuxrMTU3CIGmSWJxKC2TrFsdZfIpzl6zcoQSEouWTPXusk1pAgJDmszbNY+EmSAhE+hCZ3dgN2ua1ygRo1B8TFICJhAIHNdySsQoBg2CpDXGHMAyxjAkH7xew5CiAC3t4G9s4txL2rEUDSenfi71oc0IVwF6cDOLl3yS7Ut2Y6SNpLhU8MjPXuHF/+bzf/d8gm9dXEX57A7Gj5UsXuZkcvkaivkb7b45ZLQ+x56C7wF6l67MutFOQd3P2MpwPmhsx6xcwG+aHJzuCvF6u4lNT8aoBGIHvCVJiSQZEFy7y6Rmi4nFAsOrdMbnCoQQ+/SSNPAEFuL1zyNmK6Ix5wZMzdUpqDRdEI9Jxk7QefWFAJOmOXsto1mSdCul2wQaB1tkhBBkODIIJ8LEzBhptjQsmgWf3dc7A1QoBilSSiKRyHELGOiFOjH3338/QghuueWWzmlSSu666y4KCwtxOp2ceeaZrFmzpsty0WiUr3/962RnZ+N2u/nEJz7Brl27enq4igGONnD1C6YheeeV3Xj3PMS6pXWcXvQM3/nCG1x66v+4YPifOXvccs47ZTO5xrs0BMuYU/0UTrcVQ+pYtAQbN8GYKRE+MXs1v3nqM7z66FqKa+/k9Em72bS7mE21ZYRc4wm6pyBksvuyJdGIbrQkY4hkAinsbOi4irTCAAiTxYEEukwwwpFyAQmGpQ/fN2hpEPQnWLdwG+/N9eNvTzDlFAszzrCQl783biZZvAdhRshseQpHZD0tmZ+lOeuLmLq7i0VI15JxP4XFGv6OKG2tx9lY8WNiSAgc2FI70Qa6G02zMzprNAjw2rzYdTsXlF/AmOwxvTpGhWKwEY/HT0jAQA9bYhYvXsyjjz7K2LFju0z/2c9+xoMPPsjjjz9OZWUl9957L7NmzerSIuCWW27hxRdf5KmnniIrK4tvfetbzJkzh6VLl6L3VXEMhaKHME3JO//roH7p81jzMpk6Lcrp6S8g/DFMi4NQxMPiLUOojeQztmQNo4r/wZId0zjj4nJiwk64diNnOf5IU6SUiS4/oy/J5ZFXv8qmzVfw1eveYPyEi9i+tIrggucpHV9BRvvzxKwFxKxlpLe/SFPW1YAkEU/QXJvgi6edyz/XrqEhHudPzTo358V5rM3KNF8aZxadhmlCXW2C+tUfEbENZXzuMs4tWEhD0bdIWPO77pw0sUe3kN7+MiHnWPzemcnicYdCJMWczQZDh8OGtRFOOc3dq4GzUQPCGjhT9WM0F9KMsqFlLS9tfYlfnPELbLoNn83H2JyxOC3OXhubQjEYMU0T0zRPaNkeEzGBQIAvfOEL/PGPf+Tee+/tnC6l5Fe/+hXf//73ufTSSwF44oknyMvL4x//+AfXX3897e3t/PnPf+Zvf/sb5557LgBPPvkkJSUl/O9//2P27Nk9NWzFAMeqCWJ7a9enMnr6e+aIlJJFHwRZ9vLrXDR5FROHbaIsM4hpumgXlaxZn01Ha5wxpRuZlrWU1bvHsCuQz5ljl+OIfkh72gU481biDHZQ5lpKXDopGLuLquJv86sXb+WOn32Cb1z6CGeNeIu1tSOpea+WykkFeGI7cAd/j2YGSegZGFo6tVv9jMxaQFm2h4uHOVjZmsCp2xhiNznL0w6OCSza6KOuLk5+ZitnDX2BcNnVZLRtQ0tYsEd3kLDk7bOuSJO0jv/hCn9Em+/iQ8fiHEAsJpEmjB6v8/47QaZOd6P3suM7GJdYNYEFibBl0hT187NFP+ZTwz/FheUXoglV7Fyh6C5sNhu6rmMYx2957bEr8Wtf+xoXXXRRpwhJUVNTQ11dHeedd17nNLvdzsyZM5k/fz4AS5cuJR6Pd5mnsLCQ0aNHd86jUBzIvqq9PYeUydgPI7G359/HLEkjpWTJohDPPrGJ8pIO2sUo1gYvZnvbKJ7ccB/zlgwlL9dg1vQNZGeEeHf1OKz4OXPkAtLNNdij28hsfQaBJOwYjaGnIaxO4vYiMrPhrit+xJdn/YkHn76BR169AbsNcpy7ePdtHb8sxxbdgTVWS27TH8mte5CabYLpzp+R3f4SubRxtlejuuhSInyOdasm8tFinRJe4+wzo0we1YDDl4Ejupm4NZ+Aezq+9pcRMo6eaEUz/LjCK3BENlCf+w2kZscdXHTUHy0SliQMKCnViIRjNDYkPt6PfAKk4mMkEDINftXYRmXWGD5d8WklYBSKbkYIgdfrRdOO/9rqkfebp556imXLlrF48eKD/lZXVwdAXl5el+l5eXls3769cx6bzUZGRsZB86SWP5BoNEo0Gu383tHR8bH2QTEwsex3DXSnBUZKCPgFb7ziZPFCO4k4jBoT58JPhsjNN08o+FRKycrFTfzzj7WMLFjBpVc4sXty2bpsE2vXaozJ+DUjR2+lMT6CDY2T2bU1yJRhK8jwRYlZizCsWVgTTWhmGHt0E7oRRDdaSVhysUV3oLWHkIaN2eOXMVS7j5+99f/YvKuIb3zy95xb9iw1C3LILNGxZIzAmmhmd61OXkYHusNFQvcwt9mKUV+Jw99MVlqAaZXr8Po0ovYG4k2Lacq6CgQkrDnoRjuZLf/EFq9FYKIn2kCAFDbqc29GanZM4SC9/WWC7skgdUCiG35ssR1YEg1YE00k4gaeSBHpTbXEs8+gqCSbLZvC5BVYet2iFjfBH0vwzw1P0h7axW2n3IlVO0TzR4VC8bEQQmCz2UhLSzvuZ3e3i5idO3fyjW98gzfeeAOH4/AVNw+8IcljKE52pHnuv/9+7r777uMfsGJQoYmkedFkb5NBkllLH/cBGAwIfnGfj/nv2pEyua4Vy2wsmm/nhz9po7DYOD4hI03MuoUsfGYdYwpMPn1JO40b29ipf4pJxZupGL4de3wHJBI07QgRiNZxzpjV2Cxx4gkrO9ryKcgJImQES6Ke/RPLLZEGCAB/A5EZw37BNkYb2/n1+LX8vvmrPPjczdz7+R8wrnQjy3eOZqTchGZJsLOxgonV22lsdPDK/Hreaanmu6O2UV31LlY9hkAiTYHU7DjDqyjedTsxWymJ9CxCGWOJ2oeS2foMnsAHNGb/P1zhFZjCTsyW7IMkhY6QcWyxXbjCq3CGV6IbHSQsucQtOSQs2SQsVkKiiKhukt/6FyZkj2TR9vOJx9zYbHsVai+JGSklr22by7xd7/LTUZfhDW9CpE/olW0rFCcbKSGTnp5OInHs1tduFzFLly6loaGBSZMmdU4zDIN3332X3/3ud2zYsAFIWlsKCgo652loaOi0zuTn5xOLxWhtbe1ijWloaGDGjBmH3O7tt9/Orbfe2vm9o6ODkpKSbt03Rf8nKVjo7APZHY87KeHN153Mfy8pYPZ5QwRbNll46m9uvvm9jmN+tkopsbW+z/o3X6KgdAI59s1sbRzD5CEfUlqpkd26B2t7I/5oBgs2jKckp4ERU0dgbV0LUmDV41T6FkBs/x0XJKSD9lAavtoAltYQbDRBF1ApMYOQNqSVb53+AKGoG4/DT3NHFpOHrCAYdrC5Lo8dTbm0LvWi22Ls8e7mllF7GOUWxBzVSDOILbZz7w8rCLqmktH2HAlrHjFbEQidkHsSCUsWBYlWMlr/TWPOVwi5xgEamuHH638HZ2glOU1/IeQcS0vG5cRsRUjh7NyHeFwS0wO0u4YhPaeQP2w5zhVzkR81kDfURdxSQMKSSdg+kri1AETPBMtIKVnfspp/bniMmyd8m+L4hwir6p2kUPQkQgisVitut/uYl+n2O8A555zDqlWruky75pprqK6u5rbbbmPo0KHk5+czd+5cJkxIvtXEYjHmzZvHT3/6UwAmTZqE1Wpl7ty5XH755QDs2bOH1atX87Of/eyQ27Xb7djt9u7enWNmoASRDnYEYBHJVNnuOhZSwpJFNqS5b32BgEAAukWweIGdHdss5BcmsNn2GQoOtXkpJfV7Evz63gw6gtcy/Qwn2XojkzKfpUH7Aq4lz7CjOULLnnGs3V5G8eihaA1v09C4CU2fQiISIhR1EIo6CcpcEnGIxwyCIQvhuJOEacWyLQa1BrEOKwWVzYwMb2fVgnIKpzaxZ002nzrlPSKxHLbuySfb72X19qEs2TSMqGnj9s89S4ZnD7khjQkuSbM/h5g/RswzgXKxA5DYo1uwxvcghQNkHFtsO3FrAVJYsMb3YI9tRzPDGHo6UljJaH0OT3Ah7uCHBN2Taci5HlNzI4VGmn8eYUcVMfvQzuOn7y1fIzUn9pLp6GUhlreHyJE7cNcsw2ldTWbaU3SkzaYl44puOcYHHqOGcB0PrfgFlwy/gnEOJ4lAI9ayr6jrW6HoBY7nOut2EeP1ehk9enSXaW63m6ysrM7pt9xyC/fddx8VFRVUVFRw33334XK5+PznPw+Az+fjuuuu41vf+hZZWVlkZmby7W9/mzFjxhwUKNyfMAwDTdP2FvdSN7u+wqoJomY3NoGUkIh3PZ5GQmAYQBS2bLbyrRszycs3KB2SYFhFnPJhCQqLDTIyTex2idCSoiYcljz5l3qcic2cMjMTn7WOQsd6GneHcbU8hMuRYFnjHDZv0xmeuQJbSz01US9oWVjTssliBcGIk7CZiT/7YpzpGRQbb2Hzf0TIM5Xc0MtkuNtxzYyCBax5CbJz2zht0krQwDA1ttQVETW9zBixig83TWXljgmMHrqCxvZ0HnvjfM4es4BJFRvQgCx3E9BEPLETrMnf1JJoBDQM3Yc9WkPpzm9iam7illyckbUIaRJyjSer5Ums8Tri1gKitjLcSDQjQG7D75N1aoQg5JqANV7XKWLYW9A3FktafDQdsnJttG6KYnvuZXwbP8J0OjBnuwhfW9V9x3g/Qokgj6x4kNHZ4zmvbA6W5leI2UowpQ37IOvJpRjcnAwv131Ssfe73/0u4XCYG2+8kdbWVqZNm8Ybb7zRWSMG4Je//CUWi4XLL7+ccDjMOeecw+OPP95va8QIITpTxEzTREqJruvouj6oT6D+hhACq9a9XayFBqPHxViyyEbKQeXxmhiGwEhAXoGBN81k9y6dLZssvPm6A10Hl0uSlWNQUmZ0Cptli5upqzW46gtZXFz+a+qbXQz1LkU3/Oxuzee/G29ARlv53FnLGJq7DYsWA91Owl6CJ/oywmJDk3GC7qn4vRuwRXciNTvpTUuIxFbQ0Q7mamhb6qEmVsCQ6j2UnN+QtArtPQ3HlNWAAMPQcDsauWnOn3lzxQTOGb8Uf9jJe+tHsGzLcC4/bR6ZXj9CgK5Fu/wmEolm+EmYFtoj+eRY1+JgE2AAGq7QEjQzCiRrxDj11YCgLf0TdKQlX0SETHSp1pvCMCSR8L6bb3GpRuKJd9izvJZcLYgl0Ij5Hw+cY4FR3XqoSZgJ/rHuz0gp+UL1VViNDvTobkxbLoF4si2BfohqvgpFf8U0zX773OwOhJQfN0m0f9LR0YHP5+tSQK+3kFJimibxeJxEIoHVasW2t7Wvuvn1PKaUtEYlRjed2VJCc5PGXbels2GdlX2RNpLsHJMf3NtG2dAEzU0au3ZYqNlsYcsmK7t26DQ16oRCAtMgGe8RS5CbH6eyOsaYnLl4CzO5dOhd7K7TWbxxGOOrmzh17AY8jjDWeAPJGBSDhCUbIeMk9CwSwksi2Mxa112Ety6gqdWOpX0NNkuM3LRWqgt24NKj6LUmwpQwFEQEcNFZVMGUgnW7ysjJaCPH18a/3z+DT5wyn9eWTuHMcctZtH4kSzZWc874ZUwcvhGL3rUQVeqnbQrmsamhmulD5gEQMx3oFg1dxpB7U5FN4cDU3VgSTewsfgBTc2LoaUQdlQf91kZC8sBP/Fz2BTdDhydvvNGwwcrr/07amg18MvwOWHUMu4fdd99Lx6zzu+cgA6Y0eWPbC7yy9Vnurr6IssBCkFFMexHBkpuRFh9WDXw2gaauY8UAIFXO3+FwDKhnj9/vp6qqivb2dtLS0o4470nXOykej2Ox9Gy6Zsoqo2kaNpuNaDRKIBDoFDPK3dSzCMCqJeu5dMv6BGRlm3z/3nb+9Tc3Hy21YSRgeFWCy78YpHpkHCHA4zEoLTOYcXoUKSESEbS2aNTu0vnfqyaL5pvk5bvZsc3CyuV2loTmYNFiPMzfcTraqC7diXTtImbkU5mzhMLMKF6nn2jcRn04n5ZGg/q2dMJxDy6bE1/6XyhL28HUYc247REESbcVAPXASyCdQDn76y7MBGyoLyHT10GOr42EoWO3xbFaEowt38rqbcM4d/wyyvPqmLt8Mtsb8jht1CryM1oOivPJdjeQXd6AAExTEI1ZWLljGpOLP6A2MZnMLB0ryV5LutFBbuPDCJmgtuCOwx48m02wf3KC3aEhx1YjN62hvdVKmgZGWhrRocMPvY4TQErJqqZlPL/ud9yRn0+RUU+g7DuY1mzQ9sXaxc1kITyPVb2QKAYGqZfqwWqNOelEjBCCaDSK3W7v8ZtQSqw4HI5ORdzR0YHNZsNut3fGzyi6H6smiHSXKYakkMkvMLj5Ox2EQgJpgtMl0fWu3pD9g3pdLonTmcBmi+L31/Gzn7UxKmcx/15wHuWlBv95dCtNLQ7S3CZN/lK21w9n40vVmPJcLJqfNFcz+em1mNLCyJLNzBi5hHHla8nLCeG0dKDJyH6NFVMD2Pv/POCrJDOYdMCTnEdK2LKtCHd6uFOUROI2onErCMjPbmBJzRD8YSfDCmrJSnuLeSvH8daKCQzJrWdy5QZslvh++5yqjgxCSAzNw+TSRQTNAv6z6Fw+M+lZ8jLaCJGPRU9HooMAe3QrYefYQ0Y/O11i3/5IiZARik9pJ7Axn3Vtw5lYFKb+pm8QLR/68Q6qlIBEJNqp61jPH5f+hCtzihk6/GuEvBMP2xohbCRFsl1XbiVF/0YIgZSSaDSK09l7HeF7k5NOxOi6TiQSIZFI4Hb3Tk+WlJhxOp04HA5isRiBQACLxYLD4VBippvpibiY5HrZa3E59nVHI5I//q6J88/zc17+z2msqaVS7KL+Iy+zpzQwefhq2tsENXVFbNlTjsMWIxDJYGtdNXWtJWxvmkQ07mBL3VRe/ehzpLvaKMraQUXBJqpL1lNZtJGS7J3k+erRNBPkfrrACWK/Uk1SwJa6QizpBiWBRsRuoAgShk6mtwMBSCGZXLGRj7ZUcProlWR4Alw4ZREfbqymLejhjWWTGV1Ww5C8uoP0hyktrGg6m+G+pRR4tnLzGf+HiZWILGP1rmrSdTteV4S6zOspCy6AdIMDb0FCgDdNJC1K0iDNPxdv8H20IafwzsVXE65/iuLPVtN+/kVHrxeT8pSbUbR4E1q8GanZQbOBGUeLN2NvfYtQYAOPbF/DtLIvMW3kDSQ0x1HXHUio+BjFwMBqtRIMBnE6B2ePr5NOxKQK6rS1tSGlxOl09lrwbUrMpNLBo9Eofr8fm83W6bNUN8TuQRfJVOsDGxL3JqZh8N9/7qQ8Yz2fqHiV4I41vDp/On9/eyyXzFhAadkeYqEww/KbmVK5FqctgiYkcT07mUodcbKnpYAte4axbtcINuyuYkdjKRt2VbGiZhxSCix6ggx3K9+85Je0BdJBwNghKxlbvhJNmFhFfG/xHNi2J59Q3M6Y/BrEamBYMjZmc20hextN49SgLLOVzTvKaerwkeNrx2ZNMGPkajbtLmF7fR419QVsq89natV6XPZIp7jTRIKZRf9M7rtwIDQNAcTjMCr7A9a3TCNbLmDpB82ssZQwbvTT7HFeSlGpDbt937nvdAmiUYk38B722Hbqc75BQssmvqgdrz1EvS0X+zEIGC3ehL3xP1j9y0HYMC1pCBkHGQdhwbRkEsg4h9+3JLDmlPCZEdej68d2ozcl+OMSn010Sy0ihaKnSCWcGIaBxTL4HvmDb4+OAYfDQVpaWp9ZQFLbtNvt2Gw2IpEIfr8fl8vV4/E6JxM2HY6j8GO3E9m1BM+eV5letYzF76azp+M8Fm8q5YqZb2HRTXY3+PDZm3HYE9itCeLShV0EsZrNWG0Sly1Edlozo4es5pPyvyRMK4Gwm/q2PLbsGcb6XdVs2F3FtvohPPLa9Vx26jM88eZVnDriA95bczpWS5yvX/BbDHQ27iqjNeDhlOpVCA3kudDQls7SpZU4bTHeXT2OseVbyUpLFu2bXLGBhRtGMnvi4r0CBSqLdpLp7WDppkqKspuYt2os5fl1VBXtRNNkUgjt9QPpMowk6cnK0lYjNStjijxYY35OK3uD3bZPUBB9hidemkhjMI/yYRYmTLZTPsyC1SKJN9eQkfkfavN/lAxqBrLyLGRF9rAxlMHow6U6S4kwAtibX8HavpBY5jn4cz+N1NP2FsaTpAr2mUhe3PJvNvt38v1p/4fT4jqu4xs3IZiQeCwqPkbRf9E0DYvFQiwWUyJmoKPrOk6nE5fLRTAYJBgM9ul4DnQzpdxcNptNuZg+JkIIHDqEE5K+MMZI02DZe9spKw6RW5LOkPhG3liWxi2ffpGNO/O45IzltLQ7WbK2mN88fwmGqTNh2CYmVWykKLsFuzVKl5ELgUWPk+FpI8PTRnXxBi6c/AqGqROKumjqyCbT28KZY96hI5TGz5/7Dlec/hSrto8hO72WYMRKVfEuQNAedLF4YzUWPcHpo1fhcYRpC3pYsG4k54xfhtMew+cOkuYKsqsph5KcxtQQyPG1c+bYj1i0fiRFWU1Eojb+99FEplRuIN0d6BofxH6hOjKOJbwNh8XP0LSl5NgS6KaT6gnZFIXt1O5K8Pe/BBAapFnrKJn8EWJ4HFPYOtdXPNRKh+YlsmUHhjGOg+7HRgRb2zzsza8TT5tMYOjdSN17gGso+W8pJUvrF/JyzXN8d/JdZDmyT+g4hxNg08CmKbeSov/idDoJhUKDMi7mpBAxFosFt9vdxWXjcDj6XMSk2F/MJBIJAoEATqcTq9U66E643kQXyQDMmHn0ebubeFzQ2Cy45sJ5tPjTWLG5lOKsRkaWbGF3YzqBDoOCtB1cPG0HF05ZSG1zNvPXjebR1z+F4SxhbO57jCnbRHnebrzuBAlrNtZEA0LG9wkDARbdIM3lJ82VzABKd7djSsFjt1yDaWrsaChgd1M2XrdESli0fgT+sItxQzeTl97aKTSqi3YQjtv5YO0Yzhy7HItuMn7oFv63fCKFWU3o+8UYOWxxTh+9kjU7htAecjJ+6BYWb6gmJ72NMUO2HpSOnRqry+pHIvA6/ESyR2CPbuXs0R4M7DQ1mmxaH8dmE9RsLmF5cwnn65uwGK3E9GSKZaYnwU5bLnm+AA11cQqL9wocKdHiDbh2PYRpyyU45DZMa+5h41qklOzw1/CX1b/jypFfYVh61ce6zgJxSbpNoKn4GEU/JFXK3zCMzpIfg4lBL2LS0tLIyso6KN7EYrFgsViOq9FUTyOEwGKx4PV6CYVCGIYx4PL7+xNCCByWVPXX3qWl2SAifXS0Rlm3M5eszBBNxihebr0SIz/AW6vcTKneQo5zO057lOLcVj5VXMNF5h7qd4dZtmUEry2ZBkiKcjsoya6jMj9KVnqAhLsKR2IHutF6yHgMTUictjBNHT52N/s4ddRqNu0uYuH6KsYM2UppbgMilVW0d5n8rGYWbxxBdcl2lm2uZHLlepy2KCU5jWzZU0hF4W6E2Bcrq2mS0WU11LVmsmxzBZMrNtDU4WPu8slMHL6RXF9bMlbmoNElV+AKr0SYEVr3NLN2SxYuN0yYJHC6bTicgjdfj7FqaylDvVuI2coA0DFI00Kkl3tZvTVMQZE12aYgUoNzz1+J5F1OwlUNiCMKmPZYK3/46AFmFp/H9MKZH/v6MvaLj1Eo+iOpF/dIJDLoQhYGvYhxOp1omnbQ9FSAbX8SMbDPKuN2u4lGowOyUFF/wqYlLTLdmG19TNTujjGteg1LAtdSeu5E3nvPgu7JJh620lBnUK5t47FXi3FYgpTkNGDPGY7DpVHkXIMvP5OLM15FToatDeVs2pXLpp25bN6Vi2nxEbWVctawVynPiuC2h4GDn9kdIRdrtg+hKLuRucsmUVG0iwunLELXDihaJ5OywucKEvA7yXe30uJPY+OuEiqLdjG6rIZXl0xlSF49NkuCUNSFyx7q3GZ+Rgtpo4MsWDeKsrx6Th+1ksUbq9lqizFp+EaslsQhXUwO/3LWNE7Bry9hythJ5CfeRgsFaHJdRUGRnaEVVkLeGezcuhHf2KSFQ0hJmaWezXo28XiUWEzi0NpwNDxHqOj/YdoKj5pVFDOj/HnV78hx5fGpis+hHyaN+niJmRBKgMuirDGK/kfK0t/a2orD4RhUQmbQi5jDHaj+5lI6kJTIMgyDSCTSWVdGcXwIwK4nHzC9ya4dMdbtHM8Npz1IzdZcYkYlw8qczH01Rl6u4LxzvWQ1Ps32HTbW7yrDZ1lDcXobreFMNm8wWBK7GiPYSJqzg6wMP2U5tXQEXezxC4T8iG07nWzZMREpBQWZzZTn7yHb24GmmYSjdt5aMRHTFHidYc6f/CG2A8TE/oi9/8nNbKWuLYOxQ7by/poxOG1xSnPrqCzaxeptQ5gwbDNuR6jrsgLcjihnjf2I5VuG09yRxmmjVrGrOYc3VsxgbNk6SrIbu25bgi6ijMr5kNGW5YTbRxG1leMOLact/ZOUiDXo5hQqhhtsW1iL2WySkaWBlBTrTSzaEaL4HJM929sYbfk1ocIvH5OAMaXB85v/RX1oD3dM/Qk2zXbE+Y+X0N60axUfo+iPaJqGw+EgEAiQnp7e18PpNga9iDkSqQq6sVisr4dySFLuJU3TSCQSnVWA1Q3y2OmTAF8zhiW4lrKyODY68K/8L58fX8szC79OfsE0Jk/VwOIEexaVpZsZXlTH1roCVm4dR05mmIpTRlIQe5kYXmTHTnbJs2mp66DVmo1V30Frq05LIpeOsIv8jBbyMlpYuXUYoagdi26wYutwRg2p4dwJy/E4wkctp2IA7QYMK97N+h1llBQ0Mn3EGt5dPZZ0j5+Kol28vnQq4dgOXPbYQXX1ADTNZFLFRrY35DFv1XimVq1j1rgFLNlUydY9hUytWofTFuvSw0noFjQziDO8GtCJWQvx+udhDW0krWkHVrOKcZX1vLQ+yujxDtKkxKHFsbc1k5fVztq5C4idMx3TXnxUASOlZEHtu7yz83Vum/JjfPaMbr+OJPviY3R1iSr6GUIIXC4Xra2thMPhQRPke1KLGEimOfdXEZNC0zSsVivhcBiLxaICfo8TXSStMZFuakNwVIRgRPEOtu0WLNs+npycPaxvmsTE7JdYH3cz0fomGfWvdTZI1DWT4UV7GJa/i+0tQ1m49DxyqGRi6RJ8jjZG8gyy3IJmRjCFnbhhIx4O0dCWzsbdxSzbVMmUivWcNmIV63aX8fYKLwvWjiKesDC6rIbS3Pp9AmI/9u+aZheQ7mtnYdCDKQVW3WBK5XoWbxzB6aNXMnrIVpZtruTUkasPFejSOa0st54Mj5+F60dQVbyLGSPWUNeayTsrJzC8YDfDC3ejaUlBqZkhkKCZEdzBBcStxehGG377BFr9Thy7/43DKxk3wcKqlXEmlRsgTYp8W4msWQWu6bQ6zsV9DAJmS/tG/rr2Ea4b/XXK0ob22PVjyKSQSbOptGtF/0MIgdfrpaOjY9A8S05qEZNy2QQCAfp7H8yUTzMUCpFIJAaNiu4NUtaY7mxDcOQNWolnnUXRnvtYVVPO5FFOxuctZU1NMTPLniI9sIKWzCtI6JlIzYYtug1roglLoom07AouSLzL7tYC5q0+BY9WS9VoNwXWZSRsWdiiO3AIPw6XxOMME4i6yfG1k+4OsHbXECYO34gpBYapsa2ugA83jGDNjiHYLAmG5NZRnr8HtyNykKBxacnKKT53gOYOH7m+NtIcYUaWbuODtaM5fdRK1u0ooyPkxucKIoWGRAMSe+NcLAgMEBKfO8RZYz9i6aYqmtp9jBu6mVkTlrBi63De/Ggi06rX4XUm3VKm1NBFMk5HRlsJBQV269s0tF/Dxq0wZdg6cqL3M9bhoeZtF8PDeygpaOId8ysUj09jx/Y4I0Yd/jYmpaQl0sQfPvo5F5RfwuT86T1+3URVfIyin5LKVHK5XPj9fnw+34CvHTOwR98NpNRof7fGwD5zYDAYJBQK4XK51E3yGLFqySDf3kq3zizM5tv3fo3Kao1PjF+OuWc+kVCcYu9WdhX9lJBz/H5zG2S2/IuoYw5B1xQ0s4My8weMGL+U9eIrrFhVz1ZZypihu8lyJkAkWwUs31KByxZhbMU2BPDemjHsacliVOk23l41iUtPe4/NuwvZsqeQyqJdxBIW3l09jnhCpzinkWH5taS5g6RCW4WA4QW1bK4tIsfXhiAZuBuIOFlZM4yJwzexZFMVZ49bBtIEzE4LjEaii7vOajGYVr2WLXsKeXfVOKZVr2NSxQZaA14Wb6wiN72NkSXbk60S9mITQdL1CJtrR5LvbcVj12lr89BmgJF3Co5hWWyMrcJbMpNwq4vcPMHG9WGqRjjQtH3XgWlC/R6dHdssYAvxevTXlPsquLD8UjTRO3FlKj5G0V9JvRCnGhOnCr8OVE56EQMDw6WUIpW5FAgElJA5Thy6IGb2jjXGl64xfcwebrj4JXItdt7ZeDozq99FkyGc4TWEXBP2zSx1WjM+gxQaCIGppdGUdQ25ZoRsj0n2mVlEG9pZUjOSWMsORpVuY0d9FkNyaxmSW9sZmTutaj1vrZjAWWOXk5PWyu6mbKpLdjAkr44lm6pIGDqnj1qJ1ZJgR0Me89eNIhq3UZjZzLDC3WR6/BRkNrOptggQSE2ANBmWt4elSyoIOJwIKalvzSAv4+D07oO+C5JNJL0dvL9mNKOH1FCY2cyZYz9i/c4y3lg+mSmV68nydmBYstDMDizEGV64lTG1LrRwlC//6SESWjrpGXFsMSfXNrhY/GEGLRk2dmyXWK1x2ttM0jN0hIBYDP79lJvnn3bR2iYJj30cURjjOxNvwTKuewN5j4SKj1H0d9xuN21tbQSDQTwez4B9jgjZ3/0oJ0hHRwc+n4/29nbS0tKOOG88Hqe5ubnfu5T2R0pJMBjsDE4eqCdgb2JKSVtU9ko/JSkl/vpaPnxzLcOGRtjtr+CzEx/DGV7LnrxbCTtGYhjJh66RgERC4u+QRMLJB2A4ECHSuAMpbKTFVxJp2o2MBzFt2YRCGiMKN3Bq5ULsWggwMXQfpuaguSHKpl3FTK7cyNsrxnP+5EVoWjKPurE9naWbKsnPbGFU2VY6pEkaFmpbsti8p5j2kJectBYCISenjt2I3ePBGt8NUgfT4J1V4yjPqGPj9hLOm7EYzSK7KJdDBfwmfwuIJyws2jCCNFeQMUNqEEISjDhZtGEEHmeYMVXtOEQjoBOzlfD2/CzGDd1OXccwnJnp7GnwUbfRybRX53GP9XssMmdisyfIyrbgSXMwdoKLocMSbKux8Kc/eEkkIFb+AuGRj+B99/f4KOPeB1oZOSZ+tBjgbsWuQ5pV9URT9D+klHR0dBCJRPB4PP3qhdjv91NVVXVMz28lYtjrN29pGTDWmBRSSkKhEFardVAEaPU0UkqiBnTEe+eUl1Kye2ecf/1lC6UZm3HZwwQ7IjRbT8Xrs+Dxpio1Q2aWhqaD3S5IzxS43QJdAw81eLVaclsex5qoJ+SZgiO6iY66RpbsOIVJQ5ZjLT8ba2w3Ydc48up/w7ItVegZQ4g1bsGTl8+I9HmABpgY0sKmXQWs211EQelmphUk05/DiTTi0kNdsIxduzTW1hRwzvhlVORuw7LbhCyIrbXyrmUsmiYpz6+lvLCuc1+FSIkYC6k4GegqbEwJ63aU0diezvQRa7HYrUgJ22vTWbd7GKMq/eTnBHBEt/L8gtOZNr4JmTWK1pJbCYUsZHa8S+k79/C88UOeWHw+WzaZeDxp7N5lYhjFaBoE/BqxmEArWoZxznfwfHg3lvrpCOCCT4T55m0d9JJHqRO3ReBS/ZUU/ZBwOEx7e3tnwG9/ibU8HhGj3El7cTqdA07EpGJkwuEwmqb1WjfugYoQApsusSR6p7u1EIKiEitf+HIp//pHJu31YXJzJd40QX4BZOcKHA5BMGASCiUwEhLdIgiHBPEYhMMmpllApX0pde6p1CfGMMX1B6Q9hsslGTMOFqw4g9bYdVTlb2aS/3aklIwt38JbK9MYN6SRRZuKqZoEWBwIGce0ZjF0qMGb3jBbNhWwc08Z549Yi9fZgVP4aSKbYUVhyjJreHHRqazLKWZUaQ3DLbXYKuJMtm1g4bqRrNw8jNLMBmRrNpSAxWjYu9cJQJBsB2kCetJNZsYRwMjS7TS0t/P2ivFMrtxIVlo7Q/ND5OVK3qr7f2xq3Mj0IX522z/NilAHWjhBUZkVlweM4AiM/+Qw+Y4Mhlwa4W9/jnDamQZrVsKunW6aGl28M9eJ4d5NfPrdWJdfh6X+FFJ9pvfs1jEMsPSyiAklJFZNYFXxMYp+xv7PjGAwiK7rA86yr0QM+7KUNE3DNPug0c7HYP+ifU6nUwmZoyAAt1XQ3kutCIQQ5Be7uelWFzVbo2yv8ZObF0ea0Npq0oEgM9tC+TCNjEyBZW9bEymTAapSgiM6Ho//fZzuETSKh0gLvk9B44PkmR9w5kgfrzRfwhtv+6iaKLB6HOjEmFaxmkXrq8n11LKtvoChBbUIwBKtpyYwhknWNeijBOnxXD5YO4b8jGZGDdlJecZGhIxAOlx66rus21lKYJeTV1+cwdDzdlJZtpMR5g5er5/M+t1lFGkBtIhOmhUMQ0cisOj7KgvG8aCbEQwtDc0MoYsEeeltzByzggXrR1GU1URF0U7c+h7mFN1LbVMWby2uZt2ONGo6RlO7I8yk1jCV1VbKbWYyh1nTcLnh3AusrF0Z4tzzbWxY18zocXEa20Isy7wLvXUS1prPJBWLAJBkZZto3VOg97iQJNsSqPgYRX8jVYfMNE1M0+z0YAwky74SMXvRNA2n09lvK/geCU3TOi0y/cmv2R8RIpkx0puZSgC6RTCswk5JqY0N68KEwgEmT9NxOKC5SbJzu8nKj0x0XZCdIygo0khPF1gsYFgraXcPw44GSByGgfAUIc0IHjPEJ4f+iraiPJZuvIA8I0RZSYxwwXhyzA2Edq1nRe0USgvewoofdCtbvW7u3OLm/Mx0biofy7C0V9hcW8jbqyYzpmQdBZkRWoNestMDjNBq2bwtj5mnLGPbSwW8MvYUyorrmODbzAuLZ3DNnPdJlw1IYUfavIAEox0pBELGsdJOwppH2DESd+hDTMPENDV03WRa1VoWbRhJTV0+BZkt7GrOo64tm92tBdRvqYP2XPwRL/991sBmM7BFNcbsugT+48O9NobLDbu3tlNXkUYopIPuIOui36N9aOJa9Q00a+r2JnE4JOfMPnrhv57CkBBISNKsyq2k6L+Ypkl7e/uAEjJKxOxl/zosAzFMKCXCUpUYB3LKXG/gsgjisV6s4stei59DMGa8i452B6tXBHC6wowaIygo0gGdaASaGk1qNpu0t5tYLIKc3KSoSfOBRTOQwkqH9xw0GcId/BBTc5JtWUfZub9g2/INbNySx4hJuZSUbmZe6Hqcwb+zqymTspwopuZmd6AOE5jssZDe8RpCGHiGn8qEgg2sXzeE9btKsdh0xoyKU+isRZi7+fdTn+VTluVU7VnJxjV57ByTTyCRxtKd05g5fj3t9lGItg206uNIa36BOjmdgD+BNVpLJG6h2a9hWObgYTvtITdCsxCKegmEvbhtjeT42inP283kyg28sOYKWkPtnDX93xSd9Xmef9FGSamFMnsI3w+XsMg3gTc/jNG4J8Llk//Nig8uIK2gkH8uepE294d8Kue3vG9xE9kb+5Tmk1xxZYAJUw4u+NebRA0IC3Cq+jGKfoxpmvj9ftLT0wdEhXgV2LsfUkra2tqIRCI9PLqeQUpJIpEgGo3idrv7/cnXl0gpCcQl4d6q4nuYMdTtSbBlo5/C4hjDKgT6Xn9D6rIMh6Gx3mRPrYm/XWKzC3LzBAWFGqXmf9F0jY60WXgCHyBklI60czE2PsOujS1kTTgHnyfGRy+/R4dezUXn1BO3ZtKx9R7iMsEop8AmJB2RDLYEpjMkeztuowa/38Z7W07BOuwizsx8ECeNPLXsKkKeS/hUxi9xsA1LRj3LWy/i7y+OJKs0j4k5ryPjfjQS5HgacNlC6FoCjxvSHC3EnUMJ5H6akpZfoBFHYBI20nlt4SS89mZOH70M6chn/vJcYiKbePEnCOxcx4RPnsfKDRm0thhUOxuY8X/fYvf9P6ausIq5r8ZwBpYRiljZ3ZbgfXMjd351NhVpY9m8wcrG9VYsFsmosXFKhyToD7peAD6bwKopi4yi7zFNk5aWFgzj4Buh1WrF5/P1iZBRgb0nyP7doweitkv1WpJSDqreGD2BEAKnJVnFt6+OtBCC/AILuXkZ1GyJ8t7bfipHGBQU7kvJdbmgrFyndIiGlBAOQUO9yYZVfrbsChLJu5DsIjuF+aeT6ahFCjt65WWM8T3FypWL2ZV7McMnFvHcq3Z21gSoTa9hnGaSbQGL0IEELo+Vsa73kJodTYA3O4MpRT6atj/DG0vGU1URpWqkjZUdOqvDmYwZHsYS3cPwYXEunfEWm9qmkV49jfEZL4DQ8QbWELcWEbWX4fW/T2vGJ7EbQTyh50C3ocebkcIJRhRdD+HMLGTh5nQaI1mMKV3Hxj0eJmW/yDqmsLMhm4oqweKFJq3NBvGYCZpg106TU061kq7n8+/fzyM+5m1O33kFVe5SNIukelSMEaPjfXRkD4+Kj1H0J4QQ6Lp+SBETj8c7XUv92SLTD95N+hdWqxWn09nXwzhhUmWlhRDE4/EBKcZ6C10kg3z7kuRNJBkvM/mULPbs9jL/PWhvM7scOyEEmiZwewTlQzXOnfgRs2bFGTctHYsOK1fpvPpOMR+8m2DTZiu7XF9iyNghhHbM54H5Obxi/I+nXg5wavhFsi3m3jYDyQBcS6IBTUYw9HQa8m4imDaFnPhCKvK2cvqMAPXNbrZv8lPBP8gbOZK5rXdR7/kslsAqPJO+hG34bILtYdZuycYW3oKQcSKOChqz/x+G7sUW24U9th17dBO64SehZ9GU9UXeavg6U4avpWDqDN6q/zKVmR/RoY2lwX4BufpySofaqdlq4nAKPF5Bfn5SyBlSo77WZEjmZkqMh2kvXEOs4zouqtyBTQsRM5Niob+e+6n4mP46PoUiRTwep7W1lUQicdjzVUp5yE9voSwxByCEwOPxEI1GD6lOBwKpjKVIJNJpnemvKrovSfZUkkQMSPRxUlrymAnGTugaLzNyDNjtB7oeTDyB+bRkfAaPQ8PjhaEVGtEIbN9msHhhnNYWic06haCYx7v2XxKSRTy2vQLXmjIurawhw6pRYjVJaTiJjiXRRE7Tn+hIO5vtpb/H1/4q7uCHjJuQQaBlN3PfzWWb9TRGF6/hvS2zmJxbjys7h+iSbcyYOJea3RnM23AqEyecgjuxnryG3xJ2jKQx93rcwcXYYjvwBBbSnjaL8PbFeFtWkDHGwtr573NZ5ROMLNzE4k0Oplo/wBJvxuF1ISVEwlBVrbP+vzHGaYJFC+JkVDRT2nAnb7bH0CePo2DpcMz4BtBdWLVks0+7Bhr9M/4kakBYA6feP8enUKRIJBI0NzfjdrtxuVxd4i0NwyAWi3UpT6JpGhaLBZvNhq4n0wF78hxXIuYQaJqG1+ulra2tr4dywqTSxqPRKJqm9WtzYF8iAI9F0NZLKddHQwiBL11n6ow06va4WPj+3niZ4ckMJwBrfA/CjBC2lNHWbLJnt0ljg4lpQla24JzZNrxegSkljy6vI7S5DTO7nUR1G4/Pn0Yi4uXcwhaEO0SeN4hu0TGdhQS90wi6p+EOLsEe3UJL5mU4ohvxBt7DY9O5bFqQTc017HjbRdaIS5m//VJmyEfwWk4l0bqDoSUCm8fDO2uncE7xGrzWHewuvAs90Up72nkYehpDItejRfbwbt21nDvyHyxfn8fI4jWk5Reg+6M0tLk4d9xaIjErXv87jMiGto9amFLyLn77NEwJwUCcqfojPO/3McFSwz3pzbxofZZw2iwMzYsgWSk3nEj2y+qv9VmCcYkuVH8lRf9GCNFZIT4ajWK32zFNE8MwjmihSVqPNex2e4+W/1Ai5hCkLBmpbJ+BSuoESp146kZ5MEIki5Alu1z39Wj2IYSgoNCajJfZHOW9d/xUVhvkeOtpX/0yr2z/DPVRE2lGSfMJcnJ1wmGThnpJa6skHJS4PbDT3wy6Fbvmx1KyGSOrjZe3j+GZpjRG2SP8v0wbTfIU7C47Da5PkJGlYxfVDNefI0N/DdO2DcwWNE3gcUiKM2sZmd/Esu1xmhuLWVITorR0LusDs8gZdQkF+h/x6q+ycF0V5RM/gUNYcURW4IhuwhHZgN8zk40boML1Jm/vvpqxuU+Tn7YREdyBP+TEZpFY3V5kPEZG6/NM1d/l5c1nYZS6GTYqHcMpsWmt5PnWsLK9HXtGCf/b8x2eXenji1OLQegIQJMSu57sJp2Q4NAl2nGe/6mbc09dN6q/kmKgkLoGDMPoLENytOtCSolhGIRCISKRSOcztbvFjBIxR8Dj8RCLxQasWwmSQsbhcBCLxQZcJcbeQgiB2woxU9JL/SGPGV0XDKu0U1JmY83KAM/NjRHXPs3wkR7GjtDxeDVsNvCmCaw2CxYLWK37lt+5rpSPVkqEaUXDBE8bjRWLMBrKaMx0MP50B7nG8zRkXkuD00YsKmlrzWB39FrW1dWR2/gwNYmbsLo8WALrMfy7yM534ysZTlGxgxWL2lm4KIsJlbsZMewvhJ0jcWk1jJ6ew9zNFzDMaSE3bwy60Upewx/YZf8M22rn4rZKLFlOygraIK5ham427MpiSFkMqTuxGY3ErEPw+9142E2sdjeF3sXUfM7GMNsLvBtsx2F8kXc2VWHJz6O0HLKy91WyE0JgQeK0JIWMIZOuG10cvyiRsucsJYZMBvr6bCpbSTEwOJHz1DTNLmIm5ZbqjnNeiZjDkIraTktLo62tbUAH4aXiYlInkLpZHoxGsseNv5f6Kh0PqfoyE6Z4GTV2Art2Jti1I4y/I0Z2jiQvX6Dph765zCoYwesbLOyMCjpbM2pgKW5gbPoNvLVnFmcMfR2rruF0CpxOgS9978JVedijV1FiK8dEJxYdT93uCFvnv0d1w4c0x6twlkwmI1zPooWCbEucvMItOCvPQssbx+QcnXWrDTo6JBVDbZjoLPswgRYMYi0/hVlDn6Ih+5u4wquwB1ezrd3NJ4a/hm44CbhnIDBw2BooyBa8/uEkrpj+Mu8vnsGmibv5tJHDzpYIwtpCbZNJRqaV9Iyu5XiFEFhJWmQiBgQS4NDBrh2bhSVlRu9pYmZSaLlU/RjFIGd/MeN2uzufRx/nvFci5gik4kpcLteArOS7P5qmYbPZlEXmMKSCfGMGRPtp54mkmLEwrMLC0OF2/B0mNVsirFkVJis7wdDhEl961xtCrq+aW2f8hIdXPs7WthoMaZBmS+OioefzhRGzCLXbeXPV2VSNspN5oMVBWIk6KoCkyHM4oWSIg23bTqfwtHGUdyzAEv435ozJzH9uMxOrt7PC/n/UbvIR+sjE7pBk5wga600iYQeBaDZ1y97l/AucDMl8kfaMTxNxjCTiGEGbcTHetN+AMxeMdgxLOgAdpZ+h2Psu720qZEHNuTy6awTecitnGG1cMPoJVteNZ3fHCNyecmy2g89pIQSOvV28IyaE9wZxOy1Jl9OxCJneIJRIxsfYVaCv4iQgVVAvFArhcrk+lphRIuYopLKV4vH4gGsQuT+pICur1YphGKrH0mFwW5OVfPubW+lAhBCk+XTGTnBhmi4a6xOsXhEmFotQXGpSNkRgs4PQ7IzLncgDM6uoad9OxIhQ6C4g352HJjQcWTBphpeVyw2aW0yGV2po2uHPC02HNJ9GSyCbzJxPIkNrydlxD/HMm8jwLGeE7x2GDj8TQ88gFNJoqDdpR7J4gcHfl5/L7FGv01FvsNI4G4Ox5AVXkSY3s2ZNCaOH2thW+gc8wUVkNT9Je/ocAp7TiNlKqKp8icc3n8f23WV8pVFw1ukPo1k8bGmq5rTCP/JO7Y1oWs5hfyuHLjFJWj3iEox4UshY+0n2kiSZdm3RBHo/GZPi5KAvzzXDMLqImVQPw+OxgCoRcwxomkZaWhqtra0DOj4mdbJqmqaEzCEQIvkA8VgFHf0kW+loJN2ekF9oJa/AQizqYdeOGO/PC+NwRBlaIcnNE7itbsbkjDrkOux2mDRVZ+tmkyWLEoydYDlEWve+7ZUOsbBje4KMLBumLYcG1xwi/g4SjnLAgmfHL0g4h6IVXIlnuJ3SIRrhsMmw7HbOL/uIXbl30BAoIlwHtaECdq4KEolb2FP+JSJbfejauWTahlOWeJY9nhpCeimWjlLWzA3wK+fDTJzQxtsrZpKb00ardzYLm+2cfUHBUX8npy6RMiliTCC4N3vJqSd7bh9LoCLHMN+JYspkoG+aLdV3W6HoeaxWK9FotE/HkBIzgUAAu91OPH7shSqViDlGLBYLXq+X9vb2AR8fA3Tm7yu6IoTA3g+zlY6FVOzMsEoHQyvsdHSYbNsSYfWKMDm5CcqHSdJ8hzbZappgWEWyk/aShQmqR+lkZR/6gZ2RqbFmRTKlO2HNJZj5WWzmXzElaO5i/Fmzce/4FZbwVqKOaub9L4Kt8R0uPW0+Dt1JuLiADKHT1ipZvSKd6jOn7rUA7evcLWUV3j3DCdVs4911GgvrG7nh00OxPOFiWfAcJhU+xKotJQjWM+LCa7H6jl63UxMCl0US3JuxBEnLTMq91B+sMjEzmXrtUY0iFb1AfzvHpJREIhECgcAxL6NEzDGSSrtOJBLH9QP3R/rbidvfEELgtkDclBgDVK8KIfD5dMZNdGMYSXfTyuVhEomku6m0bK+7ab9zQQhBVrZgynTBquUGLc3ikO4lXRf4MjSam0xy83QM04KrbBrB+Da8LS8gMzWEGcLQM1mxOEBm8zOcca6Ftuwbya97kGjEYO06jUhEMnGKBZd7/3FImhslWzYZ2KMTIVtna9nv+Pw5Z3BmRy7SXsuLzZW8uvw+RlXGaG3OZ95DGVz7VT85ueZRGzxqey0ywUTSGgPHbpVJBfqa8tgsNydK2ACLlkwLV9eqQnFklIg5DlK9leLxeJ+b3xQ9iybodCsNUB3Tia6LTndTNOph5/YYH7wbxm6PMqxCkpMn0PZrSGi3CyYe4F5yOLo+TEuHWNi6OUFOrkYgAIanmmDBVVi230924G7qc29i81Y7QyKPU3LhCPzpZ6HHGti4PZvFGwWVIzXy8kWnMPB3SGq2GDTUm2RkalSN1HF4yvjN/D9h7K6gvX4Wf9vQSFV7BUMrczn1cwV4vBod7TpP/FFyzx3pfOUmP6PHxY/a6FEX4LbQRcjA8VllJPSoyyewtxBefy3Upxg8WCwDWwYM7NH3Ack3XB8tLS0kEom+Ho6ihxB7K6mm6owMBlKtDSqqHAyvtNPRbrJta4RVH4XJyUtQPlySliY6+zQNq9DIzBIsXZSgaoROVs4+V1R6hkagw8QwIBKWaJrAcA4jkHsFkXANGxsm4Kn9O4XTzyDgGktri2Tz4g7KvMOYMdOOrkMsBrt2GOzYZmK1wpChOuXDNOr2SOa/H+etdcuIiGo+O+1CKivdFA9voHTZErZVC+K+pDvUl25y4zc7mPuqk9/83MdFl4S48JMhbDYOa5VJxT4dSsgczSojhEj6u6BHLTKpQng+u0A5fhU9SSo2cqCGSSgRc5yksnx8Ph+tra2YZj/Nx1V8bIQQuPa6leKD7DCn2huMneDCNFw0NCRYsSyMkXI3DRHYbJCRKZhyioVVHxm0tOxzLwkBmdk6TY3J2BiPV4DQiGXOYveeIPY9/6ZkxizatArWLjGIxyWTplhw2yrY1pC0ukRCkF8oKB+msXun5P15kkTCQm6+nbq0d2gb9Sx3nnYfhZ60ZK2j7XvtH11ERbK43wUXhykfluDR33rZtMHKtTf4yco+vHvpSEIGklaZZIE8sBxglUnd8GVqON1+dJIk9gb6eq0cd7VhheJY0XUdm802YL0Lqov1CZDqFJ2WlqZMvYMcAXitYtBeKEIIdEuyxcH007xMmZ5NIp7O++9Ymf+epH6PRLfAhCk6ug5LFiWIRJJvbKVDdHZuTxCNyqSIkZLmhgjt696n8JSzWV87jIXvJygs0qgaobN6Wxkvvz+CjesMpAnBoGD5UgurVjhJS89k9pxcLv9CNgWTtvNB+O/cOOkbFHqK911jpgkC5CHjVaB6ZJwf/qQNiyXpXlqz0sqR3jGEEJ2uJY1OA0snhqQzCPjAt1QhBJpIZhT15Bts1EjWkBmob8mKgYHb7R6wzzJliTlBUoG+qaI96iYzOOlMu7YNnLTrE6XT3VSddDe1781uWrU3u2nocEFGps6SlHspWyMcNAmHNHLzoKM1St2i18kfN5V3F+WQ5ktWE/5oWYLWFomUAiEs2B02ikscTJ1hIz1d76w2LKWkIVzHQx/9gksrPsfYnIldb6xmyvRxaEkpBGRmmdz0rQ5ef8nJr37q4xOfDnL+xWGs1kO7l/a3yAQSHBT/JEkKGY+Fg+q3pJY15MF/605CiWQcjwr0VfQEqYrubrd7QCatKBHzMRBC4HK5ujTFUgw+UmnXrkEUH3M0hCZIT9cZN9GFYbhoqE/w0dIQRiJKfqFk03qDlhyNzGyd1SsSjC9dwe7VG4hZy5i3IJNo1KR2twR08grslJQ6KCu3k5NnwWY7dJp3KBHk4RUPMjp7PP+/vXuPc6I+9wf++c4l100myQIbVhBXBLyAVFERtEJVUCui1aMglGKlKF7QtaiIykXURbGlPS2K6MG7Hjzn1LX2J8WiVQoFlHJRQeVStoDCgtrdbLKbzW2+vz9mJyS72XtCksnzfr325ZpMwsxkNnnyfZ7v8x3T70oIzYIVxrWRmPamIJlMwJXXBHHyKcfSSz+/NQC3J3V6KR6otpJa4gAaYlog0/zhjDEI4IjylmmndApEtAUsacVrkgmMMVitVoRCoU71aMkFFMR0k97RV1XVvF7xmrQtsT4mHCucDxLtWxpQeoKM3qVOhBo5DuwPo6G+Afv2NkIUVezf9W+8tecQvvxuDKKCAy6XjFPPsOKK8Rac0McEm739duJRNYL//uoFcM4x+bRfQBLklhupKgCmTR1rhyAApw+JYN6iWrzwbBEWPujCrTP9OPX0SMqBnPZqZGJc6xtkTTEaotWrZDaQiRf6mqijL8kMvdaztrY2ryatZCTV/8033+CnP/0piouLYbPZ8IMf/ABbtmyJ3885x4IFC1BaWgqr1YrRo0dj586dSc8RCoUwc+ZM9OjRA3a7HePHj8fXX3+did3tNr2jr9VqzfaukAxi0KZdS0L+VvJ3B2MMFquAAYPMGHWpG5dfVQJvqQexqBkB5xUYP/Fk3D/3BNw/z4trrlcw8FQL7EXtr1TLuYr396/Cp99uwW0/mAWbZE/977dRE5N6f7X00l331WH0pY34dYWCVX+yIhJuWf+iH19ijUxzITV1fQzQNEAELdjJ1LUR4zDElH+SuwRBgMPhgNBen4IckvY9rampwQUXXABZlvHnP/8ZX3zxBX7961/D5XLFt1m8eDGWLFmCpUuXYvPmzfB6vRgzZgz8fn98m/LyclRWVmLlypVYv349AoEAxo0bl7Nt/ymQMT7GGCSmra9UyN+E9YXaXG4RF462Y/ZjAzCjvDeGX2BDcQ8Jotjx88M5x2ffbcNbe/8btw2dhV5Wb+uPbacmJvW+assqjL+uAXfd58Pqd6x4+jdO1NYI7QYyYordaK2Ls/44ILOBjD5jqRCDaJJ5+qQVRVEgyylGQ3MQ42n+a3jggQfw97//HevWrUt5P+ccpaWlKC8vx+zZswFooy4lJSV48sknceutt8Ln86Fnz5549dVXMWHCBADAoUOH0LdvX6xatQqXXXZZu/tRV1cHRVHg8/ngdDrTd4DtiMViqKmpybu8Iuk4zjkaY4A/Qh8k3cE5x6H6r1Hx8YO4dsAkXNz38jaDH8eHH8D7n0uw78XXEHO7u/DvAd99K2DFMgeOHBYx4+46DDw1mrJOhnMeL+qNNnuZbaLWRybVvnLOEeHat0ORZa6rb5HMYBWp+zbJDM55fNJKNqZeBwIB/PCHP+zQ53faR2LeeecdnHPOObj++uvRq1cvnHXWWXj++efj91dVVaG6uhpjx46N32Y2mzFq1Chs2LABALBlyxZEIpGkbUpLSzF48OD4Ns2FQiHU1dUl/WSDIAhwuVx5E8WSztNWRdY6u5Ku4ZwjEPFj2fZf4TzvBRjdZ0y7H8hMVbVUShc/uBkDevRUcc9sHy4c1YinHnXhvXetiERappcY0xZhtEuA3Oyfa4y1nMWU+DiZNaWdkLkRmUCEI6Rmdno3KVzawrIiFEWB3Z46vZsr0h7E7Nu3D8uWLcOAAQPw3nvvYcaMGbjrrrvwyiuvAACqq6sBACUlJUmPKykpid9XXV0Nk8kEd7NvW4nbNLdo0SIoihL/6du3b7oPrUP0F58CGWPT1ldiMOVP6jinRNUIXt75LOxyEW4Y9DOIQgciQlUFGAPvQGFvaxgDzBbgJxMacOcv6/Cnt2x49ncO+GpZm4GMOeF1VqEtT9BaAKHNZgMiaoYDmTBvtUaHkHTQl9pRFCVn62TSvleqquLss89GRUUFzjrrLNx6662YPn06li1blrRd829dnLdfcd/WNnPmzIHP54v/HDx4sHsH0g0UyBQGgTE4TQxybv5t5yyVq3i3qhL7fLsx/cy7YZVsHXsgb5oz1ImamNYIAjB0WBjzKmpQVyvgsYdd+OduKXUgw7TUjU08NsU63E4HZ8YYJKHtUZvuUqGNyGS64R4pbIwxmM1muN1umM3mbO9OC2l/++3duzdOP/30pNtOO+00HDhwAADg9XoBoMWIytGjR+OjM16vF+FwGDU1Na1u05zZbIbT6Uz6ySYKZAqDwBgcMktZBEpa4pxjy5FN+HNVJW4bei+KLT07/Fimcm0oJU11IIwBvUpUzHrIh3NHhPHEIwreX21BNEU5m7aWltYrRmBAhLeslWlOgFY7E4plLsiIqFogQ0gm6Q3xFEVBUVFRTtVipT2IueCCC7Br166k23bv3o1+/foBAMrKyuD1erFmzZr4/eFwGGvXrsXIkSMBAMOGDYMsy0nbHD58GDt27Ihvkw8SA5l8XymUtE5kgNNEgUx7OOc44K/Cih1LMeX0W3GKa1Dn3gyb0knpCmIA7aksFuD6SfWYcbcfb71px/NPO1DnS51eEhngkAC5aZRFbSM40beXBKAxg/UrIVVrwkijMSTT9AaviqJAFHNjadK0BzH33HMPNm3ahIqKCuzduxdvvPEGnnvuOdxxxx0AtJNQXl6OiooKVFZWYseOHbjppptgs9kwadIkAICiKJg2bRpmzZqFDz74ANu2bcNPf/pTDBkyBJdeemm6dzmj9EDG6XTmbE6RdI8+9ZoCmbb5wrV4evtT+FHfsRhRelHnv82paoca3XWFIADDzgtjfkUtvj0q4rGHXaja20p6CYBdPBbItBU86NcGQ/vbdkdDlAp9yfHBGIvXrFoslmzvTvo79p577rmorKzEnDlzsHDhQpSVleG3v/0tJk+eHN/m/vvvRzAYxO23346amhoMHz4cf/nLX+BwOOLb/OY3v4EkSbjhhhsQDAZxySWX4KWXXsqZ6K8z9Bddn/JNK18bD2MMEjiKZEYNyVIIxRrxwo6lKLH1xjWnTITIOv93zFQVnAkZWzaaMaCkdwz3zfWh8n9sWLRAwY1T63HRxY1IHEjVgy+zoK2bFFYBWeBNKyKkWpxSW7YipGrbZmLpAL2jr2hiGV3+gBAg+cu5LMsIBAJZC6DT3icmV2SrT0xbOOcIhUIUyBgY5xyhph4yhvzD6oIYj+EPu1/H5uoNeOj8Cigmd5c+ZF1v/wHFK9/AvhdeBbd1sBi4i1QV+McmE15Y7sDZ54Rx49QAihy8RSZL7ycTbhokktvoDaNyjmAMkFjrfWa6SxYAxcSalkIgJPM454hGo/D7/d3uj6b/TQSDQYwYMSI7fWJI6/Qq71yerka6hzEGswg4ZJapAYO8wjnHpkN/w18PrsYdZ93X5QAGaFp2QMjcSEwiQQDOHRHGvMdrcegbEY/Pc2F/Ver0ktA0pZpzrfZF5ak76gpN/YXCqlYYnInvjxEVqKeOvuQ40rv8ulwu2Gy2pL/v5tchYwyCIECSJEiSBJPJBKvVCofDAUVR4PF4UFxc3KK9Sluo2vQ4SwxkaETGmLRAhiPGGerbm8JiYJxz/NO3G6988RymDbkT/Rwnd2/0QVWb1k06PuEhY0DvE2K4f64Pf1hpQ8U8BZNvrseFFzVClJpvq60wHeOIj7akSjEJAKyitiq2ICIjizkGY1oxsSXFYpWEZIogCCgqKoLZbEYsFkMsFkM0GoUkSRBFEaIoQhCEeCCjay0F21EUxGQBBTLGp616rfXwCObmcl8ZxTnHvxu/wzPbf4XLTxqPc0pGdPsDNT4ScxwxBtjsHJNuqscpA6N4+fki7PlKwsQp9bAXJaeX9JWwraJWxBuKak3yEoMZfRuLoC1pYBEzUyMTiHBIAtXHkONLr/88niinkSWUWjI+xlh8jZtC0xhrxPOf/yfKlFNw5cnXQUhDgzrE00nH/0NZFIHzLwzh4cdqsb9KwqL5LhzcL7aaXrKKWoDSGAMCUS2FpKeZGNMaJJoELcANZ2BWEYe24rVauAOBpEDQp2cWJQYy+TjrirSvEAOZmBrD/+56Bf5wHW46YwZkIT3NHlk8nZQdjAEn9I3hgQU+DDg1gsceduHva82IpRhp09dQKpK1N9mGhGBGD1gsopZ2CsaalihIcyAT41qBeVu9bAjJdxTEZJkeyHg8HmqIZ1CFFMhwzrH26zX4uHo9bh96L4pkZ3rSGZwDseNX2NsaxgC7nWPKtACmTg/glRVFeOW/ilBf31pzPAa7pNXBqPxYMKOXStkkLZBpyFAgE1a1HjJU6EuMioKYHKDPuXe73RTIGFQhBDKcc3z17x1YuetFTB9yN0qL+qYtgDHv3QPHuo9grtqHor+vB6LR7j9vN4giMPKiEB5+tBZ7d8t4YoGCbw62TC8BxxaELJK07s5RrgUyjaoWj9kk7b+ZCmQaopld+oCQbKIgJkdQIGN8Rg5kOOf4NngEyz79NX5yyo04s+fZaSsolQ8fQp+HZsP+8SbI1YdxwqPz4Vi3FikjhuOIMaBvvxjmLKjFSSdH8ehDLmz6e+vpJZFpgYy+8nljTCvu5dBWys5kIOOP0IrXxJgoiMkhFMgYn1EDmYZoA5Z9+msM6XEWLu13ZXoKeQGAc9i3boHp64MAY+CiCCEYhLLmvawHMYAWyBQ5OKZOD2DSTQG88GwR3njJjoaG1OklgTHYRC29xKD1iwlEtEDG1vQnn4lAhgp9iVFREJNjaNFI4zNaIBNVI3jjqxXgnGPSadPSVsirU81mLYCxWKAWOcAZg2qxZGWWUmskCbjo4hAeWujDF5+bsHihgkPftJ1eskvaG7AKLb0UUbViX0ALZNK9aGSMa1OvqdCXGAkFMTlIX/acAhnjMkogo3IV7x9Yhc++3YLbhs6CTbKn9x9gDPXnnoeGH5wFLgjgjCHasxdqrrkuvf9OGjAG9CuL4sGFteh9QgyPPuTC5k2mVtNLUtPsJakpFtPXVpIFbeSkMZb+RSNDVOhLDIbWTsphnHOoqoq6ujo0NjZme3dIBnDOEYjwvGyIxznHZ99txdPbFqN82EM4zTMkM43VOIdY82841q+D0FCP+nOHI3Ry/5waiUnEORCLAes+tOCNl+z40ZhG/OSGBlisqddeArRp1qGmnpcMWiATbvp/iwhY0rzWklPWlsegRngkF/n9fgwaNKhDn9/0NT+H6aklRVEAgAIZA9JGZAAgvwIZzjkO1X+N5z77LSacelPmAhgAYAwxTzFqr7o6/v+5jDEtvTT60kb0K4vi2f904J97ZEy/w4+S3rEWXX4BwCpyiE09Y/QFJUWmpYBCMe13OY3dd/WOvplY9oCQ44nSSXlAEAQoigKLxZLtXSEZoKeW9Km2uU4bPfJj2ae/xnneCzC6z5jj80HIWM4HMIkYA8r6R/HwY7Uo7hHDwgdd2LrZhFSrjGhrLx2bhg1oAYzItKCmIZreRSNVaIW+hhyGJwWFgpg8QYGMsTHGYJe0YCbXP6YjagQv73wWNsmGGwZNhSjQgG5rGAOcCsctd/rxkwn1WPZbB/73DTsag601x0uehq3yYzUy6Q5kok2FvgatKCAFgoKYPKIHMmazOdu7QjKAMQaLCBTJuRvGqFzFqqq3sM+3G7ecWQ6LSEF1R0gycOnljZg934fNG01YssiJo0eENqdh25qKviNq5kZkGmPUCI/kNwpi8owgCHC5XLBardneFZIBeiDjyMFAhnOOLUc24c9Vf8RtQ+9FsaUn1VN0AmPAKQOjmPt4LRxOFQsfdGP7lo6ll2JcSzVmIpAJRDhi1AiP5CkKYvIQYwyKoqCoqCjbu0IyIJcCGZWrqAv78O/G71FVtxcv7FiKKadPxymuQRTAdIGeXppxtx9XXduAp5c4UPmmDaHGlr37EtNL5qaUEudNazBF09cQT4XW0ZdCGJKPKJmdh/QPDz2ICQQC2dwdkgFaIMMBMPgj2fl4iapR/Omf/4u3//kmgpF6RHkUPznlRowoHUUBTDcwBsgycNmVQZSdHMHy3zuxZ7eMabf50aOn2mL2EsOx2UuNTd18o6oWzFhFwCJ2f4ZRRAXqoxxFEk27JvmFRmLyGGMMRUVFNCJjUNkekdlVsxMv7nwG3/gP4GBgP6rrDwEABHrbSAvGgIGnaekli4Vj4RwXPt8ut51ektHU3wUIRoG6iNbdl/PuF+gGaaFIkofo3SjP6YGM0+mkb1AGlM1i3321uxGMNkDlKgQmwCrZsLvmS6g8xacs6RLGALdHxe331OHyq4L43VMK3vmDDeFQ6vSSAC29VCQBFgkIx4B/NwL/DmnN8mJNwUxXA5H6qLa+EgUyJF9QOskAGGOw2WwQRRG1tbX0BmQwjDFYm1JLgeOYWurjOAkmwYwwQrAJ2nICJzn7p29xRxJnMgE/vjqIslOieO73Duz5SsbNM/zw9GiZXgK0FJIkaN9CAxFtNeyICpglbRkDkwBIAo9/S+3oF5wY1+pjFBN9ISL5gd6NDIIxBrPZDJfLBUGgl9VotEDm+I7IDC4eiusH/hQuswc2yY6RpaNxzSkTaMQvQxgDTjsjgnmP10IQORY+6MIXn7eeXpIYoJi0H5FpXX6DEe2/DTHAH9EWlgx3coQmrGqFw/RliOQDWjvJYDjniEajqK2tRTQazfbukDTjXFue4HiNyMTUGL4LHkVEDaOnrQQmwUxBzHEQDgHvvWvFH//Pjqv/ox6XjQtCllM3LNavidqQ1sBOYNp6S0JCg2MGLdCRBEBmx7oCt/ZaMgBOk1aHQ683Od5o7aQClrgCdl1dHcLhcLZ3iaSRnloSmlJLma5OEQURJfbeGf5XSHMmM3DlNUGU9Y/iuaUO7Nkl46ZbAnB71BaBjH5NSBatNiasakW6FgkQoQUyHFqAE40BjdCCGJEBAjhE4ViQoz81B1AfASQzQ54vtE4MjvIOBqQHMm63m5riGRBj2grEThOjP2ADEwTgjDMjmFdRi2iUYeGDLnz1hYxUddWMMcgC0NMK2CUtCAnGe8m0LBKOcS3YaVS1eppA00wnf9PvwZhWG/NtkMMfURFI+KmPcIRix37CMY4Y137UhLSVQQf5SY6hdJLBcc4RCARQX19PbyoGwzlHRNUW8qP5QsbFORAOA6v+aMP/q7Thuon1GHNFEFKK9JL+N14fBWrDWi8ZkWmjMgxdWz/TLmrrN7WVVtLvYQmpKokBQlPDPlHQ/l/bhtJTpG2UTiJx+hRsSZLg8/kokDEQ7ds3h9PEKJAxMMYAsxm4+j8a0H9AJJ5emjo9AMWVevaSXeKQBcAX1hrkNUQAU1Mwoj9nRwVjWhAi8Nab6unvKnpHYQCIJN3TNGtK1Op1REbBDEkPGo0uAIwxWCwWuN1uSBLFrUaipxGcJhb/pkuMSRCAIT+IYH5FLYINWnpp91dSi1QRcKw5nscMOE1akW8opgU0+vIFHaVCe1x3RZuWS6gNc2qqR9KGgpgCwRiDyWSCy+WCyWTK9u6QNNIDGcXE4t+0iTExBvTopeKeB3wY+cNGPPWogr+ssiASSbUtgyQwOGVtGra16ftLW7UyrQmraVyriQN1Ea4VplMgQ7qJ3vIKCGMMsizD7XbDYrFke3dIGjHGIDAtkLHQdBJDYwwwW4BrJzbgjl/68c7/2bH8dw74alnKoERgDPamLr9WSUvnqBxojKJp9eqOBTMNMaS1m6/eKoBGZEh3UBBTgBhjcLlctOaSwWiBDEORzGCn3JLhCQLwg2FhzKuoQW2NgMceduGfe1pPL1nEY0W6ZlEr9uXQRljUDgQzHE3rNKXxGBpjWjBDgQzpKgpiChBjLF7wSx1+jUdgDDZJWziSXlljYwzo5VVx70M+DBsexhMLFHzwngXRVtJLsqBNwZYE7bES04IaoYMxb5RrazSlM+ioj/C0papI4aEqzwKmF/zqM5ciqRLrJC9p37w5RMZQF+HxGSPEeBgDLFbghsn1OGVgBCuWaWsvTf55AA4nbzF7SQRHkaRNw+5KT+/GmBb8SGh9tlJncGhpJYUa65EuoC9qBY4a4xmX/s3bRQW/BUEQgGHnhTHv8Vp8e1TE43NdqPpny/QSYwwMWo2MuYvXRUMUaZ3SH+XaiAyNxpDOorc2on07E0UoigKHw0H9GwyENTUbo4LfwsAY4C2N4b6HfTjz7DAWzVfw0fsWNF9GTU8pW0XAJh5rVtdR+rTrdAYdjTHQ1GvSaZROInGMMdjtdkiShLq6OsRiaWgOQbJO/+btkLUmY/VR+pAwMsYAq43jxin1OGVgFC8uL8KeXRJunFqPoqKW6SWTwCEyrWg31olLI6xqi0nKQnrSSgAQiHJIAvU8Ih1HIzEkCWMMZrMZHo8Hsixne3dIGjEq+C0oggicNyKEuY/V4puDEirmurC/KnV6SWRaesnUyQsjGEtvWknlNO2adA69l5EW9PSSx+OhOhmD0afaKmaqkykEjAGlfWKYPc+H0waHUTFPwboPzYilSi9BSy1ZO5FeykRaKaymp0MwKQyUTiIp6TlzRVEgSRL8fn+2d4mkCWMMEjgUE0N9lCPYlSkqJG8wBtjsHJN/Xo8Bg6J46bki7NklY8KUetjtx9JLekrILHBInUgvhVVtmracptlKANAY47CItL4SaR99FyNt0utkqJ+MscQb40kMTpl1uE8IyV+iCJx/YQgPP16Lf+2TsGi+Cwf3i2lJLwWj+ppM6RmRiTQtc0BIe9L+qRSNRvHwww+jrKwMVqsVJ598MhYuXAhVPXZFcs6xYMEClJaWwmq1YvTo0di5c2fS84RCIcycORM9evSA3W7H+PHj8fXXX6d7d0kH6P1kXC4XLSBpMIwxmEVtGnZn6yFI/mEM6NM3hgfm+3DKwAgem+vChnVmxGLJ3Xr1ILej6SUV2rTrdGqMUW0MaV/a37aefPJJPPvss1i6dCm+/PJLLF68GE899RR+//vfx7dZvHgxlixZgqVLl2Lz5s3wer0YM2ZMUsqivLwclZWVWLlyJdavX49AIIBx48bRjJks0ReQdLvdtICkwSROw7ZLrNPTbUl+YQywF3H8bFoAP5sWwMvPFeHVFUUINrRce4kxBrOgjcqI7VwYEa6lltIVeITTXDRMjInxNIe648aNQ0lJCVasWBG/7brrroPNZsOrr74KzjlKS0tRXl6O2bNnA9BGXUpKSvDkk0/i1ltvhc/nQ8+ePfHqq69iwoQJAIBDhw6hb9++WLVqFS677LJ296Ourg6KosDn88HpdKbzEAsa59q3o7q6OgSDwWzvDkkzznm88ViYPkEMj3PgwL9ELP+9E5LEcctMP07oE0PzUhTOOTi0Pi6NbVwXehM9KU35SaesjRRSbUxh8fv9GDRoUIc+v9M+EnPhhRfigw8+wO7duwEAn376KdavX48f//jHAICqqipUV1dj7Nix8ceYzWaMGjUKGzZsAABs2bIFkUgkaZvS0lIMHjw4vk1zoVAIdXV1ST8k/RhjEASBGuMZlNbll0ExabUy7X37JvmNMeDEk2J48JFanHhSFI8+5MLHf9fSS8nbaekli6gFKa19cHA0TbtO03fjEK2XQdqR9gKH2bNnw+fz4dRTT4UoiojFYnj88cdx4403AgCqq6sBACUlJUmPKykpwf79++Pb6KmL5tvoj29u0aJFeOSRR9J9OKQVesGvLMvw+XyU5jMYrVaGQxYZgk0zmOjjxJj09NJNtwQwYFAUK5YVYe9uCddObIDV2rI5ngQOh6wFK6lG66JcmyJtFbs/WykcA1QZtKYSaVXaR2LefPNNvPbaa3jjjTewdetWvPzyy/jVr36Fl19+OWm75hc35+1f8G1tM2fOHPh8vvjPwYMHu3cgpF16nQw1xjMmrVZGq5NxmZuG9bO9UyQjGAMkCbjo4kY8uNCHHZ+a8NSjCg4fSj17SS/6tbcyKhNS01MfwwHEKK1J2pD2IOa+++7DAw88gIkTJ2LIkCGYMmUK7rnnHixatAgA4PV6AaDFiMrRo0fjozNerxfhcBg1NTWtbtOc2WyG0+lM+iGZR43xjI8xrQ28U9bSTNQkz7gYA046OYqHHq2Ft3cMjz7owj8+NkFNMdDKGIPMtOUsUs1sCzb1meluIEOrZJC2pP3tqKGhoUU/EVEU41Osy8rK4PV6sWbNmvj94XAYa9euxciRIwEAw4YNgyzLSdscPnwYO3bsiG9DckdinYzT6aQ6GQPSmx/qq2I7ZQpmjIoxoMjBMe12P/5jUj2W/96BN1+3IxhMPXtJH5VxSNpaSjoOoL5ptevuBDI8DYEQMa6018RcddVVePzxx3HiiSfijDPOwLZt27BkyRLcfPPNALSLvry8HBUVFRgwYAAGDBiAiooK2Gw2TJo0CQCgKAqmTZuGWbNmobi4GB6PB/feey+GDBmCSy+9NN27TNKEMQabzQZJklBbW5vUG4gYQ7yrq8hhFhmCMSAY5Z1aOJDkPj29dPHYRpx0chTP/s6BvbskTL8jgJLeLWcv6aN1dsYR4dospijXApj6qFYMjA6UDKQSUTkokUlak/Yp1n6/H3PnzkVlZSWOHj2K0tJS3HjjjZg3b168vwjnHI888giWL1+OmpoaDB8+HE8//TQGDx4cf57Gxkbcd999eOONNxAMBnHJJZfgmWeeQd++fTu0HzTFOns454jFYqitrUUkEsn27pAM4pxr6+dEteZkFMwYD+dAnY/h9ReLsOMzE6bd5sdZ54TRWgNv/SMlMZiRGGBrqp/pbCCjj/7RCG/h6MwU67QHMbmCgpjs4pxDVVX4/X7qJ1MAOOdQOdAQ5dqCgNneIZJ20Qjw4RoL3nzNjrFXBjH+2gZY2imD0/sOhVRthWp7FwIZAYDHoqWtSGHoTBBDPeRJRugFv06nE7Isw+/3U17bwOLr7ciAVQIC1CzPcCQZuPQKPb3kxN5dMn5xux89S9QW6SWdPiVbErUi37Cq1c2IaVwskhQ2Ks0jGSUIAmw2Gy0gWSASlzBwmWhattEwBpwyKIq5j9fA4VSx8EEXPt1qQlvlb3pRuMgAi6A9R2e+zqigadakdfSpQjKOMQaz2Uz9ZApE4kwmp8zgNjNYRdBK2QbBGOByc8y4249xPwli6a+dqPwfG0IhtJi9lPw47boQ0PnAlsZwSWsonUSOC8YYJEmC2+2mOpkCoacLpKY0kw1UAGwksgxcNi6Ik/pHsfx3DuzdJWPabX4U92w9vQR0bR0kul5Ia2gkhhw3iXUytO5SYdG7/9okwG3WmuaZBUo15TvGgEGnRTCvohZmC8cjD7rw+adym+mlrqAllEhrKIghx50gCLDb7XA6nVQnU2D05mhmkcFpako1SaCFJvMYY4Dbo+L2e+pw2bggfrdYwZ/esiEcSt+/oXJOEwNISpROIlnBGIPVaoUkSairq6N+MgVIb5BWxAAuaTNXQjGOiErfvPORyQRceXUQJ58SxXO/d2D3VxJunhGAp7jt9FJH0NIDpDX0NZhkDWMMsizD7XbHGyGSwhMfnUkoBHY2zWyiN6j8whhw2hkRzH28FgIDFj7owhc7up9einEq7iWp0XsEySp93SW32w2bzZbt3SFZdGwqbkJAY9ECGqtIKad8wRjgKVYx8946XDy2EUsqFKz6oxXhcNuzl9rCKYghraB0Esk6/cNLb4xXV1dH+e8Cpxd9iwBEETAL2odYVAUiTWkn+naeuxgDTGbgqmsb0H9ApCm9JOPntwTg8nQ+vcSh9YoRxYzsLsljNBJDcoZeJ+PxeCDSuxVJoKecTOKxGU5uM4NDpoZ6uUwQgDPO1GYvRSMMCx9yYdcXcpdHZAhpjoIYklP0OhmPxwOz2Zzt3SE5SB+5kwQGq8TglBk8TdO2LaLWl4aCmtzBGFDcU8Xds3344Y8a8avHFaz+kxWRbqSXCNFROonkHL0xnsvlQn19Perr6ym9RFqlt7QXAZiavpbFuJZ2CqscUZWapWUbY4DZDFxzvZZeen6pA3t2yfjZL/xQXLzbs5dI4aKRGJKzBEFAUVER3G43JInibdK+VKM0eurJLjGYBHrTyyZBAM48K4J5i2pRH2B49CE39uySaESGdBn9PZOcxhiDyWSCx+OBxWLJ9u6QPKPX0siCVkujmLQZTy4TBTXZwhjQs5eKe+b4cP4FjVi8UMGaP1sQiQAN9QzfHhEQDDIKbEiH0NdbkvP0adiJ6SU13X3NieE1n/EkCxwAi6+SHFGBqMoR4dRsL9MYAywW4LobG9B/YBT/9YwDG9dZcPgbEUePiOhXFsWMu+sw8NQopZpIm+hLCMkLeprAbrfD7XbTatik2xL70uiznpwmrUhYn/lkk7Tp3VQsnBmCAJx1Thj3PujDhnVmbP2HGTX/FrDjUxnPL3UgHM72HpJcRyMxJK8kdvml1bBJOukjNQyAwABZSJ49o0IboVG5Vigc41z7vWlQUC8epkGczmEMEETAZOIwyRzhMIMkAQf3Swj4BZjN2gmmIJKkQkEMyTv6atiKosBsNqOuro7SSyQjEldaF9G8azBLmjWnp6BiXAt4ONfSU3qTPv0+CnJacnti6NlLRbBBaAocOUpPiMFepJ04AYBIeQOSAgUxJG8xxmCxWCBJEvx+P0KhNC6bS0gHJAU5Tb8mt2lsGejwhN8Tp35HmqIgzo8teMibAiKjcyoct87047mlDnz3rYAT+sTwizv80FtFydTQkLSCghiS1xLTS/X19QgEAtRThuSUVIFOKtamj+mkoAfHUlrNg56oyuP36yM8akLwk08FsYwB540M4bTBYdT5BLg8Kux2rX8MA2ARWdJ5JERHQQwxBL3o12Qywe/3I0wVgSRPNU9htTYEkRir67/G+LGRHJVrjf6iPD8WUGRMG5FxKrGk2y3isSaGhDRHQQwxjFRFvzQqQ4wqMdjRfxOafjHhWJCjj9DEuL6AJo//f67/dZgEwC7TKAxpHQUxxFASV8Q2m83w+/2IRqPZ3i1Cjrvms60kAKam3jhA4iwrbaZVRD2WmgKyH+CIDCiSGdXCkDZREEMMiTEGs9kcL/ptbGzM9i4RknXN63P0IuTmU8kT62wSZ1jx5rU3Cc/NOU/biIlJABwmBqHZPhPSHAUxxLASF5JsbGykqdiEtCJVHU78w0FMnmHFcSzoiSYENVFVG+PRa3D0vjodJTAtsDKL2mrkAgUvpAMoiCGGR1OxCemeFvU3HZhOnjhio4uqLdNUDIAkaEGM/q/Q6AvpKApiSEHQi35dLheCwSACgQCNyhCSZs2DHaFZLCLRLCOSZnRJkYIiCAJsNhs8Hg9MJlO2d4cQQkg3UBBDCo5eK+N2u+FwOCAI9GdACCH5iN69SUFijEEQBNjtdhqVIYSQPEVBDClozUdlqKCQEELyBwUxpOAljsq43W7IspztXSKEENIBFMQQ0oQxBpPJBI/HA7vdTrUyhBCS4+hdmpAE+qiMw+GA2+2mWhlCCMlhFMQQkkLiYpI0g4kQQnITvTMT0ormM5gsFku2d4kQQkgCCmIIaUfiGkyKokAUxfYfRAghJOMoiCGkAxhjYIzBarWiuLgYVqs127tECCEFj4IYQjqBMQZRFKEoCjweD03HJoSQLOp0EPO3v/0NV111FUpLS8EYw9tvv510P+ccCxYsQGlpKaxWK0aPHo2dO3cmbRMKhTBz5kz06NEDdrsd48ePx9dff520TU1NDaZMmQJFUaAoCqZMmYLa2tpOHyAhmaBPx3a73SgqKqLCX0IIyYJOv/PW19dj6NChWLp0acr7Fy9ejCVLlmDp0qXYvHkzvF4vxowZA7/fH9+mvLwclZWVWLlyJdavX49AIIBx48YhFovFt5k0aRK2b9+O1atXY/Xq1di+fTumTJnShUMkJDP0UZmioiJKMRFCSBYwzjnv8oMZQ2VlJa655hoA2ihMaWkpysvLMXv2bADaqEtJSQmefPJJ3HrrrfD5fOjZsydeffVVTJgwAQBw6NAh9O3bF6tWrcJll12GL7/8Eqeffjo2bdqE4cOHAwA2bdqEESNG4KuvvsKgQYPa3be6ujooigKfzwen09nVQySkQ/Q/o1AohEAggEgkkuU9IoSQ/OT3+zFo0KAOfX6ndQy8qqoK1dXVGDt2bPw2s9mMUaNGYcOGDQCALVu2IBKJJG1TWlqKwYMHx7fZuHEjFEWJBzAAcP7550NRlPg2hOQSvfDXbDbD4/FQbxlCCDkOpHQ+WXV1NQCgpKQk6faSkhLs378/vo1eS9B8G/3x1dXV6NWrV4vn79WrV3yb5kKhEEKhUPz/6+rqun4ghHSRHszY7XZYLBb4/X6EQiF0Y8CTEEJIKzLyVbH5SsCc83ZXB26+Tart23qeRYsWxYuAFUVB3759u7DnhKRHYm8ZWlSSEEIyI61BjNfrBYAWoyVHjx6Nj854vV6Ew2HU1NS0uc2RI0daPP+3337bYpRHN2fOHPh8vvjPwYMHu308hHRX4qKSTqeTUkyEEJJGaX1HLSsrg9frxZo1a+K3hcNhrF27FiNHjgQADBs2DLIsJ21z+PBh7NixI77NiBEj4PP58Mknn8S3+fjjj+Hz+eLbNGc2m+F0OpN+CMkF+vIFNpsNxcXFtEI2IYSkSadrYgKBAPbu3Rv//6qqKmzfvh0ejwcnnngiysvLUVFRgQEDBmDAgAGoqKiAzWbDpEmTAACKomDatGmYNWsWiouL4fF4cO+992LIkCG49NJLAQCnnXYaLr/8ckyfPh3Lly8HANxyyy0YN25ch2YmEZKL9BSTw+GAzWajehlCCOmmTgcx//jHP/CjH/0o/v+//OUvAQBTp07FSy+9hPvvvx/BYBC33347ampqMHz4cPzlL3+Bw+GIP+Y3v/kNJEnCDTfcgGAwiEsuuQQvvfRS0po0r7/+Ou666674LKbx48e32puGkHyi95dxuVyIRCKor69HOByGqqrZ3jVCCMkr3eoTk8uoTwzJB/qfXywWQ319PRobGymYIYQUtKz1iSGEdI4+JVuSJDidThQXF8Nms1HNDCGEdAC9UxKSIxKDGVpckhBC2kdBDCE5Rg9mPB4PbDZbtneHEEJyFgUxhOQgfVq20+mEoijtNoskhJBCREEMITmMMQar1QqXy0V1MoQQ0gy9KxKS4xIXlpSktC53RggheY2CGELyQGKdjMViyfbuEEJITqAghpA8kdgkz+FwUJ0MIaTgURBDSJ5hjMFut8PlciV1uSaEkEJDQQwheSixTsZsNmd7dwghJCsoiCEkT+l1Mi6XC06nk2YvEUIKDr3rEZLnBEGAzWajURlCSMGhIIYQA0gclVEUhWplCCEFwbBNJ/TVgevq6rK8J4QcX5xzyLKMUCiEYDCY7d0hhJBOCQQCAI59jrfFsEHM999/DwDo27dvlveEEEIIIZ3l9/uhKEqb2xg2iPF4PACAAwcOtHsSjKqurg59+/bFwYMH4XQ6s707WVHo56DQjx+gc1Doxw/QOci34+ecw+/3o7S0tN1tDRvE6DM1FEXJixctk5xOJ52DAj8HhX78AJ2DQj9+gM5BPh1/RwcfqLCXEEIIIXmJghhCCCGE5CXDBjFmsxnz588v6L4ZdA7oHBT68QN0Dgr9+AE6B0Y+fsY7MoeJEEIIISTHGHYkhhBCCCHGRkEMIYQQQvISBTGEEEIIyUsUxBBCCCEkLxk2iHnmmWdQVlYGi8WCYcOGYd26ddnepbRYtGgRzj33XDgcDvTq1QvXXHMNdu3albTNTTfdBMZY0s/555+ftE0oFMLMmTPRo0cP2O12jB8/Hl9//fXxPJQuWbBgQYtj83q98fs551iwYAFKS0thtVoxevRo7Ny5M+k58vXYdSeddFKLc8AYwx133AHAeK//3/72N1x11VUoLS0FYwxvv/120v3pes1ramowZcoUKIoCRVEwZcoU1NbWZvjoOqatcxCJRDB79mwMGTIEdrsdpaWl+NnPfoZDhw4lPcfo0aNbXBcTJ05M2iZfzwGQvus+V89Be8ef6j2BMYannnoqvk2+XwOpGDKIefPNN1FeXo6HHnoI27Ztww9/+ENcccUVOHDgQLZ3rdvWrl2LO+64A5s2bcKaNWsQjUYxduxY1NfXJ213+eWX4/Dhw/GfVatWJd1fXl6OyspKrFy5EuvXr0cgEMC4ceMQi8WO5+F0yRlnnJF0bJ9//nn8vsWLF2PJkiVYunQpNm/eDK/XizFjxsDv98e3yedjB4DNmzcnHf+aNWsAANdff318GyO9/vX19Rg6dCiWLl2a8v50veaTJk3C9u3bsXr1aqxevRrbt2/HlClTMn58HdHWOWhoaMDWrVsxd+5cbN26FW+99RZ2796N8ePHt9h2+vTpSdfF8uXLk+7P13OgS8d1n6vnoL3jTzzuw4cP44UXXgBjDNddd13Sdvl8DaTEDei8887jM2bMSLrt1FNP5Q888ECW9ihzjh49ygHwtWvXxm+bOnUqv/rqq1t9TG1tLZdlma9cuTJ+2zfffMMFQeCrV6/O5O522/z58/nQoUNT3qeqKvd6vfyJJ56I39bY2MgVReHPPvss5zy/j701d999N+/fvz9XVZVzbuzXHwCvrKyM/3+6XvMvvviCA+CbNm2Kb7Nx40YOgH/11VcZPqrOaX4OUvnkk084AL5///74baNGjeJ33313q4/J93OQjus+X85BR66Bq6++ml988cVJtxnpGtAZbiQmHA5jy5YtGDt2bNLtY8eOxYYNG7K0V5nj8/kAHFvwUvfRRx+hV69eGDhwIKZPn46jR4/G79uyZQsikUjSOSotLcXgwYPz4hzt2bMHpaWlKCsrw8SJE7Fv3z4AQFVVFaqrq5OOy2w2Y9SoUfHjyvdjby4cDuO1117DzTffDMZY/HYjv/6J0vWab9y4EYqiYPjw4fFtzj//fCiKknfnBNDeFxhjcLlcSbe//vrr6NGjB8444wzce++9SaNVRjgH3b3ujXAOAODIkSN49913MW3atBb3Ge0aMNwCkN999x1isRhKSkqSbi8pKUF1dXWW9iozOOf45S9/iQsvvBCDBw+O337FFVfg+uuvR79+/VBVVYW5c+fi4osvxpYtW2A2m1FdXQ2TyQS32530fPlwjoYPH45XXnkFAwcOxJEjR/DYY49h5MiR2LlzZ3zfU732+/fvB4C8PvZU3n77bdTW1uKmm26K32bk17+5dL3m1dXV6NWrV4vn79WrV96dk8bGRjzwwAOYNGlS0mJ/kydPRllZGbxeL3bs2IE5c+bg008/jacj8/0cpOO6z/dzoHv55ZfhcDhw7bXXJt1uxGvAcEGMLvFbKaB94De/Ld/deeed+Oyzz7B+/fqk2ydMmBD/ffDgwTjnnHPQr18/vPvuuy0u6kT5cI6uuOKK+O9DhgzBiBEj0L9/f7z88svxIr6uvPb5cOyprFixAldccUXSkvVGfv1bk47XPNX2+XZOIpEIJk6cCFVV8cwzzyTdN3369PjvgwcPxoABA3DOOedg69atOPvsswHk9zlI13Wfz+dA98ILL2Dy5MmwWCxJtxvxGjBcOqlHjx4QRbFF1Hj06NEW39by2cyZM/HOO+/gww8/RJ8+fdrctnfv3ujXrx/27NkDAPB6vQiHw6ipqUnaLh/Pkd1ux5AhQ7Bnz574LKW2XnsjHfv+/fvx/vvv4xe/+EWb2xn59U/Xa+71enHkyJEWz//tt9/mzTmJRCK44YYbUFVVhTVr1iSNwqRy9tlnQ5blpOsi389Boq5c90Y4B+vWrcOuXbvafV8AjHENGC6IMZlMGDZsWHx4TLdmzRqMHDkyS3uVPpxz3HnnnXjrrbfw17/+FWVlZe0+5vvvv8fBgwfRu3dvAMCwYcMgy3LSOTp8+DB27NiRd+coFArhyy+/RO/evePDpInHFQ6HsXbt2vhxGenYX3zxRfTq1QtXXnllm9sZ+fVP12s+YsQI+Hw+fPLJJ/FtPv74Y/h8vrw4J3oAs2fPHrz//vsoLi5u9zE7d+5EJBKJXxf5fg6a68p1b4RzsGLFCgwbNgxDhw5td1tDXAPZqCbOtJUrV3JZlvmKFSv4F198wcvLy7ndbuf/+te/sr1r3XbbbbdxRVH4Rx99xA8fPhz/aWho4Jxz7vf7+axZs/iGDRt4VVUV//DDD/mIESP4CSecwOvq6uLPM2PGDN6nTx/+/vvv861bt/KLL76YDx06lEej0WwdWofMmjWLf/TRR3zfvn1806ZNfNy4cdzhcMRf2yeeeIIrisLfeust/vnnn/Mbb7yR9+7d2xDHnigWi/ETTzyRz549O+l2I77+fr+fb9u2jW/bto0D4EuWLOHbtm2Lz7xJ12t++eWX8zPPPJNv3LiRb9y4kQ8ZMoSPGzfuuB9vKm2dg0gkwsePH8/79OnDt2/fnvS+EAqFOOec7927lz/yyCN88+bNvKqqir/77rv81FNP5WeddZYhzkE6r/tcPQft/R1wzrnP5+M2m40vW7asxeONcA2kYsgghnPOn376ad6vXz9uMpn42WefnTQFOZ8BSPnz4osvcs45b2ho4GPHjuU9e/bksizzE088kU+dOpUfOHAg6XmCwSC/8847ucfj4VarlY8bN67FNrlowoQJvHfv3lyWZV5aWsqvvfZavnPnzvj9qqry+fPnc6/Xy81mM7/ooov4559/nvQc+Xrsid577z0OgO/atSvpdiO+/h9++GHKa37q1Kmc8/S95t9//z2fPHkydzgc3OFw8MmTJ/OamprjdJRta+scVFVVtfq+8OGHH3LOOT9w4AC/6KKLuMfj4SaTiffv35/fdddd/Pvvv0/6d/L1HKTzus/Vc9De3wHnnC9fvpxbrVZeW1vb4vFGuAZSYZxzntGhHkIIIYSQDDBcTQwhhBBCCgMFMYQQQgjJSxTEEEIIISQvURBDCCGEkLxEQQwhhBBC8hIFMYQQQgjJSxTEEEIIISQvURBDCCGEkLxEQQwhhBBC8hIFMYQQQgjJSxTEEEIIISQvURBDCCGEkLz0/wG0QpusdoOiiAAAAABJRU5ErkJggg==",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"annotate_pca_axes(viewer, pca_axes_cp, cp_vertices, scale=1.8, thickness=20, label='CP-ipsi')\n",
"viewer.zoomTo(max_compartment_mesh.getBoundingBox('left'))\n",
"pysnt.display(viewer, title='PCA components of axon terminals & ipsilateral CP')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This suggests the arbor conforms closely to the three-dimensional constraints of the caudoputamen, which argues against a random projection pattern and instead suggests a geometrically constrained and potentially functionally optimized distribution of terminals within the CP."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Filtering Operations\n",
"\n",
"You may have noticed that a handful of endpoints were rather distant from the remaining endpoints. We can use a statistical approach based on the nearest neighbor distance (NND) distribution to identify and eliminate outliers in the point cloud of axonal tips:\n",
"\n",
"- Compute all NNDs for the point cloud\n",
"- Analyze the NND distribution (mean and standard deviation)\n",
"- Define outlier thresholds based on the distribution (e.g., points with NND > mean + 2×SD)\n",
"\n",
"NodeStatistics allows for this directly:"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Filtering terminals with nearest neighbor distance > 57.12µm\n"
]
}
],
"source": [
"tips_stats = NodeStatistics(max_compartment_tips)\n",
"\n",
"dstats = tips_stats.getDescriptiveStatistics('nearest neighbor distance')\n",
"upper_bound = dstats.getMean() + 2 * dstats.getStandardDeviation()\n",
"print(f'Filtering terminals with nearest neighbor distance > {upper_bound:.2f}µm')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's visualize the cutoff value on the histogram:"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"[Run$_main] INFO smile.stat.distribution.GaussianMixture - The BIC of Mixture(1)[1.00 x Gaussian Distribution(23.6267, 16.7445)] = -11595.6377\n",
"[Run$_main] INFO smile.stat.distribution.GaussianMixture - The BIC of Mixture(2)[0.79 x Gaussian Distribution(22.9993, 14.2681) + 0.21 x Gaussian Distribution(25.9354, 23.5736)] = -11187.2895\n",
"[Run$_main] INFO smile.stat.distribution.GaussianMixture - The BIC of Mixture(3)[0.76 x Gaussian Distribution(22.6161, 12.9353) + 0.22 x Gaussian Distribution(25.4731, 19.0529) + 0.02 x Gaussian Distribution(38.0998, 52.0712)] = -10865.3867\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"{'type': matplotlib.figure.Figure,\n",
" 'data': ,\n",
" 'metadata': {'source_type': 'SNTChart',\n",
" 'format': 'svg',\n",
" 'scale': 1.0,\n",
" 'is_combined': False,\n",
" 'title': 'Hist. Nearest neighbor distance',\n",
" 'containsValidData': True,\n",
" 'isLegendVisible': False},\n",
" 'error': None}"
]
},
"execution_count": 24,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hist = tips_stats.getHistogram('nearest neighbor distance')\n",
"hist.annotateXline(upper_bound, 'UB')\n",
"pysnt.display(hist)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Now that we have defined the cutoff value, we can use the filter function of {class}`pysnt.analysis.NodeStatistics` to eliminate locations beyond the cutoff and assemble a new convex hull from the remaining 'core' terminals:"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"No. of terminals after filtering: 2667 (out of 2735)\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
""
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"filtered_tips = tips_stats.filter('nearest neighbor distance', 0, upper_bound)\n",
"print(f'No. of terminals after filtering: {len(filtered_tips)} (out of {len(max_compartment_tips)})')\n",
"tighter_axon_hull_3D = ConvexHull3D(filtered_tips)\n",
"filtered_hull_annotation = Annotation3D(tighter_axon_hull_3D.getMesh(), 'filtered convex hull')\n",
"filtered_hull_annotation.setColor(\"yellow\", 95) # hue, transparency (%)\n",
"\n",
"\n",
"viewer.remove(hull_annotation) # remove previous hull\n",
"viewer.add(filtered_hull_annotation)\n",
"viewer.zoomTo(filtered_hull_annotation)\n",
"pysnt.display(viewer)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The new convex hull is much more representative of the overall arbor and includes ~97% of its terminals."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Follow-up Questions\n",
"\n",
"1. Can you extend the analysis to the remaining cells?\n",
"\n",
"2. How would the convex hull and PCA results change if you included all three neurons?\n",
"\n",
"\n",
"## Data Sources and References\n",
"\n",
"Data used in this notebook:\n",
"\n",
" - Cells [AA1044](https://doi.org/10.25378/janelia.7822307), [AA1447](https://doi.org/10.25378/janelia.27655194), [AA1449](https://doi.org/10.25378/janelia.27655200) of the [MouseLight database](https://ml-neuronbrowser.janelia.org/), under a Creative Commons Attribution 4.0 International License ([CC BY 4.0](https://creativecommons.org/licenses/by/4.0/)).\n",
"\n",
" - The Allen Mouse Brain Common Coordinate Framework (CCFv3) is openly accessible at https://atlas.brain-map.org/ under the Allen Institute’s [Terms of Use](https://alleninstitute.org/terms-of-use/)\n",
"\n",
" See [SNT citation](https://imagej.net/plugins/snt/faq#how-do-i-cite-snt) for details on how to properly cite SNT."
]
}
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