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@dwyerk
Created April 12, 2014 23:20
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concave hulls using shapely and scipy
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{
"metadata": {
"name": "",
"signature": "sha256:3cc84f16c2c7fa9d6661492ea0c388da7d5f66e6b3742333915f39245144cb37"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# quick geometry with Python\n",
"From a guy who does it at work, but doesn't really know Geometry.\n",
"\n",
"## first off, import fiona and shapely\n",
"These are some really great packages which will make your geometry life easy."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import fiona\n",
"import shapely.geometry as geometry\n",
"\n",
"input_shapefile = 'concave_demo_points.shp'\n",
"shapefile = fiona.open(input_shapefile)\n",
"points = [geometry.shape(point['geometry']) for point in shapefile]\n",
"print \"We have {0} points!\".format(len(points))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"We have 143 points!\n"
]
}
],
"prompt_number": 11
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## pylab\n",
"Quick aside - pylab + ipython notebook = magic.\n",
"\n",
"## ok, so what did that do?\n",
"We just loaded a \"shapefile.\" Shapefiles are one of the most commonly used formats for saving geometries. Developed by ESRI, and open.\n",
"\n",
"We can use pylab now to plot those points."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline \n",
"import pylab as pl\n",
"\n",
"# The following proves that I don't know numpy in the slightest\n",
"x = [p.coords.xy[0] for p in points]\n",
"y = [p.coords.xy[1] for p in points]\n",
"\n",
"pl.figure(figsize=(10,10))\n",
"_ = pl.plot(x,y,'o', color='#f16824')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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YcXjw8rOgr0MFAECmGdkhtHHjxqReJ6XglZOToy1btqi8vFz9/f265557NGfO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\nYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x1137bad10>"
]
}
],
"prompt_number": 12
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## numpy\n",
"I don't know what I'm doing with numpy either, and it should be clear from the above. I'm sure there is a smart way to slice those arrays in one line.\n",
"\n",
"## points!\n",
"But now we have points. I used QGIS to draw these points in the rough shape of a capital \"H\". I highly recommend that you `brew install qgis-22` (or equivalent) if you want to play with geometric features.\n",
"\n",
"## envelope\n",
"Now that you have a collection of points, you can interrogate the collection. Many shapely operations result in a different kind of geometry than the one you're working with. Since our geometry is a collection of points, I can instantiate a MultiPoint, and then ask that MultiPoint for its envelope, which is a Polygon."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"point_collection = geometry.MultiPoint(list(points))\n",
"point_collection.envelope"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 13,
"text": [
"<shapely.geometry.polygon.Polygon at 0x1149bc710>"
]
}
],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## plotting polygons\n",
"We should take a look at that envelope. matplotlib can help us out, but polygons aren't functions, so we need to use PolygonPatch."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from descartes import PolygonPatch\n",
"\n",
"def plot_polygon(polygon):\n",
" fig = pl.figure(figsize=(10,10))\n",
" ax = fig.add_subplot(111)\n",
" margin = .3\n",
"\n",
" x_min, y_min, x_max, y_max = polygon.bounds\n",
"\n",
" ax.set_xlim([x_min-margin, x_max+margin])\n",
" ax.set_ylim([y_min-margin, y_max+margin])\n",
" patch = PolygonPatch(polygon, fc='#999999', ec='#000000', fill=True, zorder=-1)\n",
" ax.add_patch(patch)\n",
" return fig\n",
"\n",
"_ = plot_polygon(point_collection.envelope)\n",
"_ = pl.plot(x,y,'o', color='#f16824')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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t27dPJSUlmj9/vp588knLfTZs2KD58+dr8eLFamtry/QjAQAAfCmjYBWPx/Xg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\niYpbbi80B1xuSW4gWAEAEnC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"text": [
"<matplotlib.figure.Figure at 0x114988390>"
]
}
],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\n",
"## shapely is powerful\n",
"Shapely enables tons of geometric set theoretic operations in python. It might be interesting to compute the convex hull, for instance."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"convex_hull_polygon = point_collection.convex_hull\n",
"_ = plot_polygon(convex_hull_polygon)\n",
"_ = pl.plot(x,y,'o', color='#f16824')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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I6VIA4LzR14fxIFjBMqFQSIWFhabLAIAJo68P5xIOh/NyKpAeKwMIVgCAXJev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\nREQy+X/1TrE/jNU5ZAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x11554b810>"
]
}
],
"prompt_number": 15
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## not an H\n",
"Convex Hull does a neat thing for us. It draws a polygon around the original points, but without any margin (contrast with envelope.)\n",
"\n",
"It doesn't look like an H though. What if we want to derive a polygon that's more representative of the density of these points?\n",
"\n",
"## concave hull to the rescue\n",
"From Wikipedia:\n",
"> In computational geometry, an alpha shape, or \u03b1-shape, is a family of piecewise linear simple curves in the Euclidean plane associated with the shape of a finite set of points. They were first defined by Edelsbrunner, Kirkpatrick & Seidel (1983). The alpha-shape associated with a set of points is a generalization of the concept of the convex hull, i.e. every convex hull is an alpha-shape but not every alpha shape is a convex hull.\n",
"\n",
"## basically, we can tighten up that convex hull\n",
"But shapely doesn't have an implementation of concave hull.\n",
"\n",
"As previously stated, I don't know what I'm doing here, so enough digging on the internet found some mostly [working code](http://sgillies.net/blog/1155/the-fading-shape-of-alpha/ \"Shapely guy Sean Gillies' blog\"). The gist is, compute the Delaunay triangles for the points, and then only add the triangles that meet a certain heuristic."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from shapely.ops import cascaded_union, polygonize\n",
"from scipy.spatial import Delaunay\n",
"import numpy as np\n",
"import math\n",
"\n",
"def alpha_shape(points, alpha):\n",
" \"\"\"\n",
" Compute the alpha shape (concave hull) of a set of points.\n",
"\n",
" @param points: Iterable container of points.\n",
" @param alpha: alpha value to influence the gooeyness of the border. Smaller\n",
" numbers don't fall inward as much as larger numbers. Too large,\n",
" and you lose everything!\n",
" \"\"\"\n",
" if len(points) < 4:\n",
" # When you have a triangle, there is no sense in computing an alpha\n",
" # shape.\n",
" return geometry.MultiPoint(list(points)).convex_hull\n",
"\n",
" def add_edge(edges, edge_points, coords, i, j):\n",
" \"\"\"Add a line between the i-th and j-th points, if not in the list already\"\"\"\n",
" if (i, j) in edges or (j, i) in edges:\n",
" # already added\n",
" return\n",
" edges.add( (i, j) )\n",
" edge_points.append(coords[ [i, j] ])\n",
"\n",
" coords = np.array([point.coords[0] for point in points])\n",
"\n",
" tri = Delaunay(coords)\n",
" edges = set()\n",
" edge_points = []\n",
" # loop over triangles:\n",
" # ia, ib, ic = indices of corner points of the triangle\n",
" for ia, ib, ic in tri.vertices:\n",
" pa = coords[ia]\n",
" pb = coords[ib]\n",
" pc = coords[ic]\n",
"\n",
" # Lengths of sides of triangle\n",
" a = math.sqrt((pa[0]-pb[0])**2 + (pa[1]-pb[1])**2)\n",
" b = math.sqrt((pb[0]-pc[0])**2 + (pb[1]-pc[1])**2)\n",
" c = math.sqrt((pc[0]-pa[0])**2 + (pc[1]-pa[1])**2)\n",
"\n",
" # Semiperimeter of triangle\n",
" s = (a + b + c)/2.0\n",
"\n",
" # Area of triangle by Heron's formula\n",
" area = math.sqrt(s*(s-a)*(s-b)*(s-c))\n",
" circum_r = a*b*c/(4.0*area)\n",
"\n",
" # Here's the radius filter.\n",
" #print circum_r\n",
" if circum_r < 1.0/alpha:\n",
" add_edge(edges, edge_points, coords, ia, ib)\n",
" add_edge(edges, edge_points, coords, ib, ic)\n",
" add_edge(edges, edge_points, coords, ic, ia)\n",
"\n",
" m = geometry.MultiLineString(edge_points)\n",
" triangles = list(polygonize(m))\n",
" return cascaded_union(triangles), edge_points\n",
"\n",
"concave_hull, edge_points = alpha_shape(points, alpha=1.87)\n",
"\n",
"_ = plot_polygon(concave_hull)\n",
"_ = pl.plot(x,y,'o', color='#f16824')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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Jm53dKn36CUMVWYtgZUh5aYm+++VbtHJOiiqe/blctTWmS0KE8rejPBt5AzDB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\nTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x1138d5e90>"
]
}
],
"prompt_number": 16
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## well, that didn't really help.\n",
"It turns out that the alpha value and the scale of the points matters a lot when it comes to how well the delaunay traingulation method will work. You can usually play with the alpha value to find a suitable response. I'll do both: scale up the \"H\" and try some different alpha values.\n",
"\n",
"To get more points, I opened up QGIS, drew an \"H\" like polygon, generated regular points within the bounds of the \"H\", and then spatially joined them to remove any points outside the \"H\"."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"input_shapefile = 'demo_poly_scaled_points_join.shp'\n",
"new_shapefile = fiona.open(input_shapefile)\n",
"new_points = [geometry.shape(point['geometry']) for point in new_shapefile]\n",
"print \"We have {0} points!\".format(len(new_points))\n",
"x = [p.coords.xy[0] for p in new_points]\n",
"y = [p.coords.xy[1] for p in new_points]\n",
"pl.figure(figsize=(10,10))\n",
"_ = pl.plot(x,y,'o', color='#f16824')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"We have 497 points!\n"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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/Gq6YQhhcncBtt5G04SCL/RJ16t/VEgHNg1gfdXd3S3d3d6r3sBayDh06JEeO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\nAAAAC/5/NvHF3+SU3JUAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x1138d0250>"
]
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"from matplotlib.collections import LineCollection\n",
"\n",
"for i in range(9):\n",
" alpha = (i+1)*.1\n",
" concave_hull, edge_points = alpha_shape(new_points, alpha=alpha)\n",
"\n",
" #print concave_hull\n",
" lines = LineCollection(edge_points)\n",
" pl.figure(figsize=(10,10))\n",
" pl.title('Alpha={0} Delaunay triangulation'.format(alpha))\n",
" pl.gca().add_collection(lines)\n",
" delaunay_points = np.array([point.coords[0] for point in new_points])\n",
" pl.plot(delaunay_points[:,0], delaunay_points[:,1], 'o', hold=1, color='#f16824')\n",
"\n",
" _ = plot_polygon(concave_hull)\n",
" _ = pl.plot(x,y,'o', color='#f16824')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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xg5a//qKfGg1Zo7y8SDz4+wPvvUcv/PR0mi7m1ClatmyhfQMCaN7DUaNof3ME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/rRR1yioixva5r0boiqVUl0Dhzgaykfy5SYSFIN2bPrpRpMISfdIIcyZehtsrQfQ8TEMMdx/Xr7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Dz+tHaLjBYsEA9dPXsGA0WfI2XK0LI0XKgNQdSxVSsiXx8lueQNo48XU+iYjR0Vyu1P9ZqC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\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YIiP5gD9wwPyzYcNIqAzTeYUggdBq2csvQwY+aEeMsN2zSwiSlMhIviRDIATj+MOH09jO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Ih8MB4fzdEXxyKUp4Ce2Swp2OfOyXHmjFjL/vtfCRQPOBOHdXGOBfym50cicXFKmf/usmXi+hw1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\n",
"text": [
"<matplotlib.figure.Figure at 0x114413210>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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/33hzi14mTZqEhoYG+P1+x47JYMoA5Vs24503N+LwgVpkha8FAiN1Qol0Xjqk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"text": [
"<matplotlib.figure.Figure at 0x1138df610>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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RcVslvoTISyRLhZsbMPYXGQ4vkWJfpxhsc49FiH0MIuZKDQqt8uVJ1IwZI7xf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\nUqxJt25Ug2fECKBODRncHaTUWXjQfn2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IcQSGnpBixhTAwSFntZ2EaoPNb5SCKVXDMWyY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3EtWlN769IlPiSUPARshQqlVjn9+wOffKJBl93AjKQIuKSxV5jvl4GYME2DqjUs9YjSE6/xXbNG\nPfnWLXODC/B36tqV+VfTplnfNnduhoE2b6ZmUd++zLFytMVR7twUdGzXDujY0TGVaxVZj+Rk4Php\nV6C55XcFi7nBYOAD/PhxY36j6atECS53dgbWrAFqe+tx52g4nt8+jWkuL9CsRE40KJbj3T5Tndyy\nhGAJAfTrB1StoUHM78DE+xHIlY1jq/Vwyz58x44BR0+6AjITiRr13BC9mkTs0SNqTt2/D/w4XX7c\neeZLgX83EihTMpUnD0ls+usb0lY+RSEz/cEMBnqj3rzhpMfFhV6jAQP4/XvvUQk+LIxeJYBaYomJ\ntnW+Ll9mr8cjR9iGqFu3jHmcz52ztDUqMgeVZKkAkM7F/tZw9/9NhwmjAYNBg+HDSazOnGG+VsOG\nQP6i8kaoYXM3bFvEnAO517Nnxvf371tfp8ibcGzS2u6j5eXFWV6bNmz++/33QPbstq/15El5sdKr\nV0mwhgxhm5WvvgK69dVg8mRzw/9hDfaBW7eO+UrWkOacNXlk6XOyJAwezETl8ePtE542bZjT0b8/\n/65dq7xIQULOnCxw6NKF1//rrxlLKFaROdy9y7y8mzeD0HeXDiuam3uDeg43eoOEoLdT8rAuWcK/\nQhgJl/t7erQqp8PMUslAqRwAcmDq4UQAQINiOfDVUXfsvhWItgcy5gk1xaxZHKczZgDnzmnwza/y\nHl0hKF48cyYwbGAQQg6Zh/++/NMdfcKYt+TiQq9QoUIM3f2+XH7cFX7fDe3aKTvPY8eAjQeCkFrO\nvFly313u+GRQxoQ5heCY/esvEis3N+Y6HjpkLgDcqxcnjKdO0eN++DAbmMuRpkePmMe6ahU91qtX\nZ25Mxscz91ZF1kElWSoAyIf+ljVNhu+8CBT6WIMGDZirVasWK6QAoH+PIAw8oMN3DUySNs+4o+P4\nQHh4ONZKRg7WPEF3r6cgOZlJtABDBLt3c4bYvDmJgL12OkFB5ssuXeK2o0ez2vHNG/aBk/qmmaJ+\nfVZmffYZPTrNZbwJAODXIwgh6XJDJiW449PRjhnp27ctw4UAwwoffkgD3a2b/f14erIqdNkyhmMn\nTKDRd2TGmy0b8z369GGbkq1bM9d+RYVjOHeOxSJJSUDpihq8Xw/4ZFMEKpRKwbPXbhgxw9wb5OTE\nxOv33ycxBviwv3XLSLz2/hSOn33Mx/7EOgXQ9+BL7PPwQq/pgWj3RoPPPqOXZcSIjIUN9Xp2djh8\nmLbEGuFJTAR69+YE7MgR4IMPNIiJBsLWRcD5TQpS4IbTKYHYfUCDJi0tt2/4WRD6BeuwvJnxmiZf\ndEebUcrG3Z49DOctW6aBRzbjcQ3vuaFen0BMCtWg0SckdI5g3Dhez+7dRiK0Zw9tqqm6fvbsnODN\nnMmJnFzSe0oKc6dmzKAdOnfOshrcUQhBkqWGC7MYWSwjoRj/4KFVyGBcF3m9Fl1nP9n19+2jLtZv\n6yNFvfe1YsSnfiKwlVYUKxD5Ts09sxjbTV4by6+KVhQoQCHUa9eM66elUWuoTBmqy8shJYWCkKZi\nnvHxVFRfssS4bPt2invaQkwMdalsCQTujYoU3RprRYcafqJdHa3wa+q4KmLevBQtlcOmTULUrevw\nLsXFi9zuk0/kFebtIS2NYo21awuRmOj49iocx65dvN9KlRKif3/+fflSCBcXajrlzZsxHSVrY7+P\nj5/ZOLl2jf9vrZbaT44gPp7aegcO8N4pXlx+jO7fT2HeESOoDWUNd+9ynC9davnd558L0bFNpAju\nQdXyNjW0omt7ZeNu40ae55491tdZu5bneP26ol0KIait5eVlqSA/YIC8Ft3Tp9TSunxZiObNjVqC\nBoMQP/9MIWiNRrkuoRL89Ze5Hp8KS2SEt6gkS4UQwjqhkVMefvKEIqJbt/JziRJGg7NhAz9LrWgy\ng71RkWJAfXkx0CtX2F4mf3622oiJMQpwrlxJVeadOy33efo029eYfpZrI9OtmzLF6z17+OCTU06W\n8MsvFAF88UKIcuWUqVRLSE4WInt26+Kib95QXDAj4oGpqWxhVLgw2/M4CoOB/4OPPnKspZEKx7Fy\nJR/+deoI0bevEPXrUyz01St2AxCC95jpREEp7E1mRowQ4soVrvv6tRBDh1KoVuk99/gxx9yyZfx8\n6BAJhynS0oSYMYP34pYtyvZ74QJJgamY8R9/kMA9eWJcdvcu7YTphEwOK1Zw4njsmP1jf/ONEBUr\nyrfdSY/Fi/l73bxpvtxgIFE+c0Z+u95dI4X24wDh876fGNExQITPjxT161Ms1FY3jowiOpotjFRY\nh0qyVGQYe6Ms29ZYUzfv1o1tQSQUK2ZuQObMEaJqVRrXzKJz20jRuaH1PlrPnpEMlS8vRPXqQnz/\nPWf3e/bQYEuGXcLatUJ06MD3cXE00uvWma/z/Dn7zilV3t65kw9Aa+199u0Tol4947qlShmVte0h\nIYEzdlsICxOiVy9l+5PD0aN8YHTt6riHwmCgcn7FihnziKmwDen3/eAD3rctW7J3XtWqJNiJifRg\nCcHWMbVrO36MvVGRYqSVsX/1KttfFSggRJs29KZJ3pSCBYVYtMh2d4E3b6gkP3iwcdnIkUJMmGD8\nfO8er6tBA8cnZwcOCFE0f6QYGBAggjv5iYYfBIjpEy1t1vjxtsfInDkcl+fPKz+2TidErVq2x/K6\ndSR9ly9bfnfuHD1icr/f3qhIMby5+f+kQwVvMW5k5Ls2ZlmNb75xvMfjvw0qyVKRKZiGtqw1Bl27\nVohKlczbVHh6svWLBIOB/QebNrXt8leCGjVoSO0hLY0PmRYteD4TJzL0UK4c+49JLSRGjRIiJITE\nonBhPizSY/VqIVq3duw8o6NJtA4etPzu4kXzZtQ9e5o3ebaFvXuFaNjQ9joPH/JBm5F2LBKSk2lg\n33+fD1JHMXs2r1HuYaIiY3j9WogePfggHzdOiGrVOHGpUsXoRb5xgw9xIUhoSpQQ4uRJx4+1emmk\nqF9SK/r6+IlW3pZjPymJrXuqVOErIkKIU6foVenUyXqYcvRo2gGpL6LBQMIopRTs3cvzDw42752o\nFHujIsWABvYnh0+fcryfPm2+vcHAY1eq5DjBMxgYtvX1lbdzW7bQFqX3VO2NihRjuwWIXg39REB1\n+Z6NX7XL2jZiSvDFFyTNKqwjI7xFFSNVYYZZs1gyPHu25XfXrrHKJTqawpQSChdm1WHhwsZlaWmU\nDMiVixUvGUmUTU7mPhMT7VcMmiI+ngm269ezCuvyZaBQHj28i4bj/OlU5Mzrin3ng/Ddco2sGnrL\nlpQ66NTJsfONiqJ+1datVOSW8Pw55R2S3+bhPnzIpFm9ntVdtvDDD0xWX29Hl6dvX7Y1GjvWsXOW\nu4b+/SnTEBrq2O++eDG32bFDbcuRWTx+zITmfPmoTzZ5MqvQfv+dhQv79nFMxcczof3CBW43aRIr\nzhYudOx4ixczKXvkSFaiXrokv54QTNxesIDtfnr2BO7cYQL9zz8Dj+9QBsbFkIqb91yxLyEIh+M0\nOHucy18+TcWx066YujgI+49qsHgxsHIlx5wSpKSwOu/6db70S7RYXs1SMDT0uRfC1poLss6bx0Tz\nLVv4OS0NGDiQIq/btwMFCzrwg73FmzccK25uQGBvPX5fy2u//8QVkUeCsGm7BrVqGde3JpTaNCgU\nqS4a7NjB8VP0pT82ayz/CdrIcshRZTsaN2bxSs2amVKUMEPjxqxqdFRb698EVYxURaZhWrVnirQ0\noEcPVt+ZEizpu/QVai4urIxp3pxVbCEhjp/L0aPUs3LkQQ+wOkZ64C9bBhzbr0fZJB3GV05+p+sV\n7KRD3uwAYF5CfucOHzYbNzp+vn5+lJAICAAiI/HOuObKxYdTUhLfFyxIMvvFF6y0siXsaU2+IT0G\nD6aW2ciRmRMK9fMzVl/WrEmph2rVlG07YACrppo25UNL6XYqzHH1Kis3/f2pAde5M4lN/vwkUT/8\nYJy0pB+vffsCH3/M+ytHDvn9yyEmhserXJmTgPv3zSdNEpycOKabNweuXGGFW3Q0lct9G+vR1kuH\nWZLkgQcwwaDD+qXHcGPvbyQWuQGUAAaM1uGKK3D8uMascvblSyOBunbN8v39+6y0LVWKLzfIVyD/\nGZOCgADez35+VGMfMABYOFuPoNbhyJ8rFXFnXfEsWxB279FkuEL2vff4/2haX4/V43SYX9t47dmS\ndHjxCDC1MdYEnJsPjIBHFQ18fbm/n76Wl6GoWd8NDTqx28PgwZTDqFOHhKtxY7531F5KUIVI/x6o\nDTJUmMEayQoL44xp+HDL7wwG+XYSOXNy1rhhA/V5HMXBg5RLyCjy5WPJecdm4Vje3Nywzagq34x2\n/Xp6BjKqNdOqFZvvtm7N2T3AB5Onp3nD5p49qVK9YIHt/cmpvcvh449JxrZuzdh5m6JAAco0jBlD\nHbCZM0mklaBXL3pRWrZk6bkKx3DkCLWoBg2iR7FLF96TVauypZG3t7lWVXKyeZ+5UqXobf71V+XH\nFALYu5cPamdnygUcOmR/uzJl2OT8+nWSu3Ie4UaC9RbTKiVj94/LLIjF4obJKJMrAvPmAR068Jw9\nPY2eu9mzOcnKkYP30owZ1Ol78YKEKyaGHvKSZa2QkQZu6NaN+2jQgF7ePl31aFJUh1nvx2NsvkvY\n0DAe9fPrEHvQ8QbYQnBMvHnD36x+uXAjwXqL6VWSERESgZEj+X9s3Bg4dkieFPo2TsHOnRxzH38M\n+PcIQsgVc0M87Yo7AvoEom1beuViY+nV++or6gqOGsUJnI8Pu0Hs2mX0ntvDgwe045mVgVBhCdWT\npcIMSUmc9ZniyBGSgdhY653brWktFSrEsFjjxlSZ1jjQbefQIerlZAYGA/DoTiqQx/I7OeX1tWvp\nBcgMAgKoxK7RMPxWvbqRZEm/rZMTFbnr1WNY6IMP5Pd1+7byxrCDB7OnoaTOnxk4OdFz2bgxCWFk\nJB9q1s7TFO3bk6QGBDCE1KRJ5s/n34CNG+ndXLGCXsT69dmUu1kztoAJC6NHyxRyk6L+/Tleu3dX\ndtyEBOqfSf/bevU49pQ2Fs+Vi16im3/IE4iUJHmGnvoiBQULMmReqhSP7+npmG5b7YAg9JugM5tE\nTbvijoC3gqydO9MGnDwJhA0OxzfpiNCEssnw7RuBiy81MBhInkz/yi2TokWSYr6TE1DPMxUIsDw/\nw+sUFC5MG1C8OPDbAisq8tnMY36S1ln/KRFwEykoWV5eET9vXk7oWrfm5+fPOTmNiSHRklqI+fjw\n1aCBpa5dTLQePywIRz3PVOh6uMKvh+PNtFVYh0qyVJghvdFOSqLQ5XffWQ9bpaXZboxavjwfIAEB\nJB328pAAGrKDB0lWMopduxg+y5vkCsi0pEhONTds586RCGUFKfj0U/4u/v7AjCl65E0Kx+pJqdjq\naTRi5ctTWX7QILbQkMtbUxouBEhuRozgdTiq5m4NpUrxwT5vHsOfs2fTW2Uvx06joTesQweSM3//\nrDmf/0UIwWbsc+dyfFSsyAdiv34kugB/d42GHi1TyJGsgADeUxcu2G7FIiEmxtirFCC5s9WqyRoM\nLvIEIntueeNQzssNY8Y4fhxTrP9Ng1w1gbDkCJw6loLipd3QNR0ZcXYmySlfSp4ENqmfgu0R5qTJ\n2dn8vdxfCampQKcG8tdeppIbRo82fnZ6bSlQ3H+3O9qPtxRK9Wmpwc79Gri6kjApQe7c9PxJOW4v\nXpAwx8SQpB87Rtsg5XQ5v9EjJlyH2WWSgZLcJuRr3bvjq8g81HChCjOkN9pDh3JA2mpHYS1caIq6\ndRky1Grp7reHhASqICsJlaXHmTN8IH3xBVWWJy2ydL2PiHXHtsOBuHnTuGztWvYDtHctStGuHTD4\ncz30X+vwU6N4zCp3CcG54xH5tQ4x0QxRjBrFcMvPP8vvQ2m4EGA494svmCeTlXBxIVndtYutTtq3\nZ96OPTRtynBx796Oha/+TUhLYxun5cs5qfD2ZsFF9erGhsB37jDHcMoUy+3lSPNNIKkAACAASURB\nVJabG4nw8uXKzmHvXvOJRZ069FqnynMSq2jeJQif7zU/mYEH3NGoY3+L8TfhvDtadstYexoJ27Yx\nJP/dcg1CV29Gnmrb0ajLZqvkINVJngi55HBD/vwMVUq9DHPlojc2Rw56+dzcmH/l4mJOsG7cIFm5\nZwhC313m1zgpwfIafVpq0Gp4KDru88KoS+UQluyFki1DETxZg1u3LM/tzZvM5VjmzMn8ualT+X9+\n+JDeUQ8PYP58YPJA+RwxuVQKFRmD6slSYYakJKPR/vVXJljGxdnexla40BRt2zKHwN+f+RX581tf\nNyP5WHfucMa3eTMfUJs2SZU3GjgBGL0wAn9dToF3LTd0nxqIiqc1aNoUCJuix1F9OI4dTEWlj1wR\nE515d7kQfAA+jA83a+8BmPdfdHMj+WzfnvlP+fKZ7+POHceIZmAgvR2hoZlva5QeH33E0PGECSQD\ny5bZ91DVq0fvjEbDWbXkmVHBsdalC/DqFcdDnjwsOEhLI6mSHubTppE0lSolvw+5HMr+/dlfNCTE\ndvWZEPRymHqu8uRhvtWJEzCrjLOHUxc0uJvX2FD9jbMbbucOxKHTGgQOq4mwH9ie5uotN1x5Hohv\nWmR8jCUl0Vu3YoUxwb9YMYbXrcGlSBAG/K7D4obmocXWwzNG9rZsYZ+/kSOBixc1ePGYHjXnNylI\nuOaGq0mBCGtieY0+LTUYNEKDmXOMjeo93ycZiokxz4t68wZwtRJhzAjc3Ghj8ufny5Ata5rYq7AO\nlWSpMIOUSHvzJsubt241T6yVgxJPloQhQ+i5+fRTlqNbq4RxhGQlJXF2tnAhQywJCcxVMIVPSw1e\nQYM5c4DQ1dIy4NoFPX6apsPSJsnAWxd7ene5wQA8eUIpicREzgal97Y+u7i8zdXwszxnUyNWvz7z\nX8aONQ+PPnzI396RKrFixUjWVq3ib53VyJ6doatWrfjgb9WKn+Ue9BKqV6cXrEUL3l/p+0b+G3Hn\nDvNoqlVjbp6rK8M5R478H3vXHRXV9XU3KKMRe++9YsHeFRuIo6BGjVHsDYzdWMfeEGOJ5mcBe0k0\nxcQ6I8aKvceKiGjsmtgLogzM/f7Yvkx7bwpiki/OXmuWMuXNm1fu3fecffbhwkaaWOPimHaNiZHf\njlKhSqlSrBTbupUEXgnXrpHMFS9u/ryky3KUZD14QGJ/+LAaZcoYicWbN0xfrv1BjRWr1XB3J3Go\nVo2/y1mbFAnjxzNSato3NH9+Rpbk8OoVsOZ7NaZogJnHInA0KhHV6qgQKKNzsofERArUf/mFC7lM\nmXgPXLmiRrZsxjGjQwcSwWXLzKNfBgMrM02P+ciRPJe+vrSZyJGDz+v17xfJSkriIvnAAT4OHeK2\nGzbk9XfGkDpN7F1Qhitd6IIZ4uM5qXfvzkm6Zk37n3E0kiVh9myu1nr04IAjh6NHOdDbQlISB7DS\npVnKfPo0ReuWBEtCQoI1YcmUEE6CZYLxxeMxZVAEypalcF+l4oDo789jsmgRsHs3B/T06bka/ewz\nDvxr19KW4elTRm6KlZEfxB48MR/EZs5k+uPQIeNzzuixTDFwIPdR6dimBho1oqj21StWQ504Yfv9\nXl5cpc+aRe3Rx4wLF5g+//RTRgM9PFi2v2QJCwxMhckTJrB6TMnDybK60BR9+3L7tiClCi01dnXr\ncqHjKDQaNg231IClT08iEhcHDBrEyFnatCzQGDGC14+zOHGCFZeW11G+fCSvcpg7l2m9PgPUmLlu\nCzzK7ECTbsqpRSX8/jsjhNevk7zUqcPfMW6ceRTa3Z0LnePHqWc1xf37jBZaCtAnTTJaTjx/zuec\njWS9fcsxJDSU28mRg5Wf169TCnHhAhehy5ezoKVt3xBMibOuYnzfVK4LJkhlQ1SH8Q9+tQsK2B+p\nFfWKBIhONf1Fk1IBYu8O+01VDQYhUnIqExLYRmPkSOvXnj4VImNG9tZT+s7t29n/rFEjx3uorV8v\nxGefmT+n1Bx3YAt/cekS+56lxIlaCLb7KZRbKwY1pCO1LrCAGFE1m/isbE5Rr1Ad0bS+1qyf2k8/\nCVGuHPvRCcHf2Ly5899rMNCJe+fOlO23s/jxR7ppT56sfM4k3LrFPnaTJ9tux/Jfxa5d7Axg2spp\n/34+Z+lGfvo0+2qaNmm2xPDhdNuXQ0IC2+H8/rvy57t0ke93GBvLnpiO4Phx7ufz58rvef5ciOrV\neb9L5z0oiG7rziAxkdf2t99av6bUHeH+ffYuND0OY8bwGnQGGzfyPH39tfE37NjBll5KnS2uXeO9\nYdpwev9+jn1yMBjYeaFuXSF2bNaKgCoBoqePvxgTJO8M/+oVW3VNnMix0NOTXTKGDWPzeKXG8qZY\nNE8r6hQKFJ1rKXf6cIFICW9xkSwXhBDyvQtHKvQuNIVeL4S7e8q+89Ej9ryzbOWwY4dyo9LTp4Vo\n0oRtMLZudW6iXrHCun+ZUnPcUZ1T3r4iKUmIwYNJmK5f57Ht4Vdb9KqU2+w7etfwFnmza0VYGAdp\ng4HtfKZO5XaWLmUz4JRg2TIhAgJS/BOcxp07bGlUsyYnaFt48ECIihXZePhjIlorVnDCNW0mfukS\nn5NrZeTnJ8SiRba3GRwsxOLFyq8PGmTeJ9AUBgPbKF25Iv9azpzWTY0tkZzMptWrVtl+nxDss1ix\nopHc3L1LEij3/UoIC+PCQ+66Uerz2a8frzVTbNzoeOushAQSn2LFhDhxwvi8Xs+F3ubNtj+/ezfb\n60gkb/lyttZSQnKyEG3VWtG5gvV4rP1FK7RatiuqXVuIDBlIyMaO5bhpi+gqISKC59C0v6QL8kgJ\nb3GlC10AoOxEbK/KxJ59gy3kyEEPrRkzKFaXIKfHunWLoumWLal1uHCBWg9n2vUkJFibjFb2C0Fv\ni6qgAUc8seNUMGJjnfxBYPqjTRvg0iX+jmLFqO3KmysXvq5rbtY1r1o8OjaOwIED1OZERTHNt2AB\ny+9Tmi4EmBo4coRpgr8DBQrQ5b1rV567iAijn5Al8uRhmurAAer+PmRa898AIZhKDg3lb27YkM/f\nv8/rWfLCMsXevdRL9e1re9tKmiwJfftSHJ6UZP3ajRt8vlQp69fc3Iy6LFtYt46/r1s32+8DKLTe\ntQvYsIG/OX9+6hCHDFG+Vkxx7RqlBqZFAaaQ0oWm24qOpn2MVKkpoUYN2hnY+96rV3k9P3jAiktT\njdqKFXTFDwy0vY2mTfk7W7cGIrfqsGNpIAxXW2Bsl8C/qoxN4e4OlM4abibQBzgeT/oiAnPnchwL\nDaWJ6OHDxvRgZhk/QHu4dIlFFSlJ3bpgHy7huwsAgDQG+SqT23GJuHSJmhq5gc1gcE6PZYnixUmw\n1GrgwS0dbhwPx8Xf9MhTiFV+lWurMXMmtVcDBlBPkNIWGHKaLO1uNbLXNVYFGdKq0PurYMT8rka9\nerQscLQi7u5dEr+qVTkRSFqKU6eAuMt6QEbfdiM2Ea36k6h2784JePBgoEcnHXKKcOTKosfYLs4b\nBGbIQM3bkiXyfSg/BNzdqQdr1oxGmFu3ciLKm9f6vdmzU9fWqhX3c+XK9xP4/lvx9q1RE3P0KDV+\nACe0Vq3MvbAkCMFJefp0+3ocpepCCRUr0gR4504SOlNILu9KC5U6dUjUlYTzL14AY8dSc+XoGJAn\nD897w4a8RiX7im3bbJMVIVg5O2YMFy5yyJiR19Dz50Zd5ujR/IypXgoAChXiAvHePeWFzPffU0c2\neTIXA6bH6cULaqh0OscWekOGAPsidVg/QYOVdU36Fr4rsqnTWI2YGOD8eWodr5zVAw2tt+Prk4hQ\nO31MncWlS7TtkPpfupC6+A8Oay6kBMnu8qP5K70KLVqQnHz6KR/Vq3Ngidqpw/bV4aiVK2VEQEKN\nGsCoITrsXqih3cG7wWXkJA2CrgHNA9U4fz7lUR0JliTr0iVOPlevqpE5s/l+NwJXsB07clJYtMh2\nleXZs0YTyNGj+V3ffkuS8/AhUCu//PHNmluFI0e4H9mzs4ps51YdGuXVYHkT68HYmeP7xRcsXJgy\nJeVtglKCsmU5OU+bZqyea9PG+n2ZM9PeoW1bOnOvX596zW7/DXj8mL8td25GpqRrLynJ2gvLFD//\nbGw8bA/2IlkA7RyWLbMmWZYmpJaoW9d2w/Hp02l66UhxjCkKFmS1qY8Pr8tvviGB8vVVrqRdt46N\nr4cOtb1tycYha1ZW6V26BGzcaP0+NzeOYydPWo8rCQn8nr17WQFt2asVYKGKvz8XVI7AzQ0okz0c\n44tZR6cCvojAyftqFClCmxRvbyCHwnjxPCH1b5DoaBL9U6dSfdMuwFVd6MI7+HcNwReHratMhk4P\nxs2bbPbs5sYIRZEiQOd2OmycocGErJexrZW1yaazeBJj7Sc1u0o82taLwIoV70+wAGuSNXEiK4OU\nQuyVKnHgSZuWJednz8q/b/t2ThDz5pGEfvklULgwJ8tJk1hZ1X+ifC+yniODsW4d0xHr1pGolcsZ\nbkawgJQZBBYvzmjEhg1OfSxVoFKRZG3axGPcqxdX/5aQ+lsmJ5OIJST8/fv6IXDtGklK7dq0KpCu\nOyFIxC29sCQkJZF4hYU5Fh2yVV0o4fPPSagsK++iomx3N6henZGVN2+sX7tyhdHHmTPt76McihVj\n6lCjIXmqWlU54vrwIS0Oli2zH+2UUoYGA6+7mTNpJiqH6tWtiUVMDKM6L16wWlmOYN28SW+7GTPs\n/05TJL+WzxZULpeIR4+Ay5fZ53XECODaixAMPm5toLz1aDC6daPfYGrg6VNGQ4sXd6ULPxRckSwX\nAAC1G6nR/gYw1SsCt+MSIVQqDJhk9JCpXp2PGTM4GEzuE44Z3tZEoOOICMxdpIZeTz8Zy3+VnquW\nVQ/IpAsypks9U7yEBGMp/OnTbGC8bp3tz3h6Mp2xfj2J1OTJQPmSOuxcF440Bj2u3/HAwZgQfPml\nGkuXclLq1YsrZNO0hnQcPx8ZgYK5E5Ezv3kvMnd3RvRq1ADeXk49g8CBAxmN6NXLOf1aaqFOHZLT\nYcMY1Vq7liXwpkiXjkSkRw+mjbduTXlK+N+Ao0dJtidNsvYEmzXL2gvLFCtXMtLj6+vYdzkSycqY\nkTrG1auZ3gNIFBISbLfd8fSk19aZM+YaSSEY6Rk7Vj4V7CjKlGEk08+PUbHRo6ntsuyPOXw4F3eO\ntOOSIlkbNpCQ2YoGZvTQYfeGcIy/rkeyuwdUBUPoHh/K6J/S/TJ2LNOIji78oqM5bsad8ABk+kF6\nZlf9FWk2GJhCzpZXjW4hQNgGyhjORavgWTwY0bvVmDWL91JICO/t97lXoqN5jjNnZt9DF1IfLpLl\nAgCKJ4uXU2PO92qcPMl0RgOZgd7Njfqs0kXliUDhPIlQ92Ykw8PD/F+556R/pwXLh8f3HFChbVum\nXVq1su0Sbw+mkazx4xkxcDSN1rkzCVD7QB28VRoslHQVWYDef2jwywZg6Gg12rVTXjn7NFdjxlw1\n2n1p7C1mCSGAi7EesvqtlBgE+vpyQjh82Jrc/F3ImJFRiK1bOdn36MEUpmlq0MODBCwkhPu8Y4e1\njub/AzZuZLPkNWusm6FLXlhHj8pPjK9f87hs3uw4IXaEZAEkDZ06kci4uzOK1bCh/e+RxO+mJEur\npV/UoEGO7aMtVKpEPVbLloziDh9Ok08Jv/5K36eLF+1vK2qnDglXw/HrDT2u3/ZA92EhcHOTT69H\n7dThQZQGG32MC8W+WzSYPR3o0Vc5JX/sGI/dsmX29+fcOZLHAwe4yDmKEPQ/ZNtxfuxYRkF37wYy\nZFCjSQvuy9On1NedOsVtBgdzDCtdmmS+T5+UaRovXQLKl+c96opkfRi40oUuAGDo3s+P/69eneTj\n4EHl9ytpuHLkV6F1a7ZbadaMA3mdOlyFVqxIvU7x4hSe5slD0pQxI6DuFoLx0eazxZQ4T0z4XzDa\ntGHaqWhRVur8738pC5dLJOvQIaYF+vRx7vMlSwL1S4cbCdY7rGgSj2beEejcWZlgSXjyRJk8SILn\nWwkhmHrN/FiEHPRE48+cNwh0d2d6auFCpz+a6ggM5MQjCW0vXTJ/PU0apmHq1KGb959//jP7mRII\nwXTXsGEkBpYEKyqK0R+tVrlN0jffkMw408rGUZJVowbvs337jPtjS48lwdKU9O1b/sb581NPP1ej\nBomVVksSs3Mnn3/9mqR7yRL7vzFqpw7aeRqsrnYZiyrFYUfLy7gRKS9fEALYvjock0uZ38fLGsUj\n9rBySl4IksDp023vz6lT+GsMrF2bpqU6HdB7gBqHHoZiwh9e+Oo5+xa2Gh76VzR7/nwuRLZts178\nZcvGe6NXL0acChUikddqmWL09uZ3OFKlaQqpmXymTK5I1oeCi2S5AIATg5SicHOje/OqVcrv9+9q\nrTHqtccTRaqnzCnYp7kadzKGot8FDkBdjnvhbsZQBLRXo3t3kqwHD7h6PnWK4fLq1TngXbrk2OCS\nkEAHao2Gqz97k4QQHIQWLWIEJk8eIPbi+6Xynj5VjsbNmMGBcvdBNQK+DEVYPI/FZwe8cP5NKBYt\nV8uW4ttDjx6cuGz1dfu7kDs3q0kHDKAeaP58cwsHNzdq2wICSALkmub+25CUxCKDb79l1MdSxxMd\nzbTVhg3sKymHJ0/oSj59unPfba+6UIKbm7kDvGVTaCVIFYbS/TV/PtNL/jKtot4H9evz+Lx+DYT0\n0GF0UCD6NG6BchkD8YmbbZ2nEMDWlfIWNHPGRKB1a6BBA5KJvHm5EDpxyPn7eONGjiFKdhVHjpBY\ntW3LBea1a0zXBwVxsenrC3ySVY0Fv2zB9PU7ELrW6DgvOdhHRhpb6lhCrabVx6hRxueqVqVAPyyM\nBNDPjwsZRyFFslwk68PB7Z3B1t//xW5u+Ie+2gULPHzIKM3Dh0bi8ccf1Ezcvq2c84/aqcNXoyKQ\nL0cichdUIVvpYCwIV+P4ceeF6i9fUix++TIHwidPePNv3Sq/sk9KYqRt0yamV9Kl4+DWpg1Xj3Ki\n4YAARtS+/57pB8vwuhD8/v37jY9MmTgZNWrESf9/owMxIetlq22Pu++F/23eYvW8JbJnp/eO5UA6\nfz7J3MGD1jqXmzc5mJYvD5QoQY2Ys7YZX3xBgjN5snOf+5CIi+OElSED9UIFC5q/PmsWV++7dyuX\n7f/TePmSqXWDgboyyyKK+/dJVKZOte0lNWoU+2MuXer4d0stat68caz1ytOnQNliOnRoFI5Lv+lR\nq4EHWtipCBaC9/KRIxwbKlVitKlkScf30xnMnq7DsdUarPI1EqYpcZ6o0D4UuQqocfs2+6revo2/\n/n/nDlA7dwtsUcdZbW9YTEm0GrwDOXLw3suRg1Ghib0CMT6L9X0cFu+F0LXW9/GbNyRpy5dbe5pF\nRfH8XrvGdF+PHhyPkpOZohWCY86kSdShzppl/vm9e1mcsGcPo/228Pw537NihbVuT6/n9TN1KtOv\n06fbby6fPz8XBoUL8xpKSEjdhtT/NaSIt6SyIarD+Ae/2gULbNgg734cGEiXaluoWlWIY8eMf4eG\nClGjBl2SncGyZUK0aWP+3Nq1QlSpYr9Vi8EgxKlTQowfL0SFCkLkzUuX5x07jC1q9kdqRdMyAcK3\nhL/o0YwtKgwGIaKj6Zj92Wd03i5WTIiePYVYs0aYtbyR0LWjVnSrbO7EHFzHW+TLrhWzZtHtXQnJ\nyXTHt3zP8uVsYSL3fRJmz6bTfZ06bJnhrFP6xYs8LkrtP/4p6PVCTJ/OdiXr11u/vnAhXckvX/77\n980e7twRonJlIfr2lW+99PIl7w/JwV8Jt2+z7Ys9d3VLJCQIoVI5/v79kVrRzdu5rg77I7XCv3yA\n6NvEX6grBYgend6/5UpyMrs9XL4sxIEDdF9fsoTHqXU1+Q4MDYoFihYteKynTqXD/K5dQsTEsLWM\nUueGsV2tOzcYDEIENteKrhbHon1pbzGgt1YkJ1vv81dfmXdQMBjYtqpBAyFKlhRi5Urza8BgoIN6\no0bGsbBCBSEOHzbf7m+/8drfv9/x47dzJ8cLJXf3Z8+EGD2a19TEibwO5fDkCduXSWNJlix8zgVl\npIS3uCJZLqB3b6bfLIWsmzczhK2kzTIYuHK/exfIkoXPCcHVm0pFzYCjAt7atSnkbNXK+JwQ1GC1\nbk0zP0dx9SpTUps3Mxxet5oORRI0CKtkXB0PPOKJvfdC4ZFR/VekqlEj2lMo4dIlvmfZQh1OaI3m\npc2DglGkDNOaQvB3y0Venj7l88+eGZ/7/ntaPuzfL++8LUGvZxRu8GBqdzp2lPdYsoUmTZgy6tTJ\nuc/9HTh9mhVkVaowomeqW1u9mineyEhGUv4NOHfO6Is2apS8FUPr1oxKLl9u+z7o25cRlrAw5/bh\n8WNeM0+eOPb+sV0CMTaT49EbSedkmoabes0TAV+GmkW/DAZe2w8fUkf38KHxYfq39P/Hj6kPy5WL\n0dVcufhITgZuR7XARl/riNRXz0ti+vodir9Nbl8pKg+1itQtWsSOBF9N1+HARuN9XLV5MOYuVCN3\nbt7DkqHpw4dMkR4+TKG5Vsso0YsXvAc7drSOioeFMf154ADHxuvXGdG8d8/YIUNqNr1ggbLhqxKC\ng3ncbQnwb9zgfSNF2nr0MO/OcfgwU4zHj/PvQoX4XOHCzu3Lx4SU8BYXyfrIIQRvql27KEo3RWIi\nUzhHjsinB27fpoDZUusTH8/Bo1s3imTt4eJFVtvdvGk9WF25AtSrRxsAy3SSI3jwABj5eSAWlbOe\nXCY99MLXG+2n+AAep8aNORgOHCj/HoMB+PprDrCzZlHXZjq5XrtGrcbvv/PvrVuBfv147O2lCQCG\n9du1Y3qhZUv66fTv79DuA6C4eO5cDqT/Rrx+TeH/pk0kVk2bGl/78UcuArZtc978MrURGclr+3//\n4wRrCSEo2L5xgx5qttIvMTHUC8XGOl9NeesW7w1Hi0DGdWqB0VmtCUz7X0vicdYdyJQJZo+HvwVi\ndTXr+6bTYS8k5NzyF3kyJU2mxMmUQJn+P2dOcz3khQtMpZ04AfiUCMQSL+vvHP67F5ZH2r5Xo3bq\nsPO7CBzdn4hqdVUI6BlsRbAOHuQ9fOQIU++WSEzkfaXTAeNG6BB7KBzXr+jxVnigVqsQ/LRVjeRk\nLgjbtZNP269ezSrRw4eN6br58/k7V6zg348e8dwNHJiyKs2XLzlmhIfb18edOMGF3PPnbGfk58dj\ntXxmOBJe6FHKi0bS/YepsXEj06IuyCMlvMVl4fCR48qVd27EMn45KhVFm6tXywtyL1+2JmYAhbib\nNzM6VaGCfc+fFStISORKkMuUYbRg6FB552Z7yJsXKJxPXuTqqXLcd2r9eq5cbZEad3cOZn5+dFDe\nupUaidy5+frTp8aJdPduVjdqtY4RLIAr4YAATu67dnFyzpaNeg5HEBjI43jmjONO1X8nJPfvli3Z\nYqhDB/Zk++QTCsczZOBrGzc6Vhn3IbB0KU1sN23iJCmHWbMYHVDywjLFuHE02kyJXYWjlYUA79Vj\nZzyAJtavlfVWoetYTtymj2OX5O+bArkS0WGMkThZkiZHERtLjeDevbSW+O474MSBEIwL1WCGlzEi\npbnoiX03aMI5f75y4YhPczV8mqtRoQLQTWMd9bxzh6R47Vp5ggXwd3zzDZAzkw66eRqsaBoPVOdr\nwT9p0LEjMHK8WlETqdNxoRAVZa6H2rLFuOCMj2fEvl27lNtgZMrEcbNHD5I3Keomh5o1eS1u2sSx\nNH9OHaqk12BROfOOEundgJcvne/Y4YJtuKoLP3Ls2kUSpJTO6NmTofPkZOvXYmLkSRbAtNsPPzAF\nFGe9eP4Lb9+yKqtXL+X3jB3L9IxWq/weW7h0VX6mc9R36vlzToSLFzvWDLtiRU6yZcuytHrrVq4c\nl04IRIG3LRDSKhDdOurw88/OlesDdLD+5ReuhCMjmUaNjHTss2nTkiQuWuTcd/7daN6c5/vuXVaQ\n/vYbn2/ViunV9u0d/82pBYOBk+fs2YyGKBGs9et5nWi19pv1Hj/OKENKJ1pHKgvfviWRadgQqNLc\n2iZl2nVPtAsORo0aTCe3bs17tn9/5dYuOQuo4OvLazt/fucJ1o0bvN/r1eO9EhdHAvLJJyRK2euE\notMRo81Bh/GhOHdZjaxZ+f7Nm21vv0AB6+j627ckNYMHK3vUmeLR5XASLBNENIzH87gIRYJ1/DgX\nB5s3my9anzxhOrxZM6b9P/uMY4OzjvGWaNrUuHCyBzc3GuReugQUSBuOqWWtKzGzJ0e4Kgw/AFwk\n6yOHqXWDHCpV4op1zx7r12yRLIAD+5QpHAjkWqoAHJC8vemdpYT06TlxDRzIlJIziIgAYh6HYGqc\n+eTSe68nKjR2zG5i0iSWT9eu7fj3pkvHtOGPPwLDBuiwaowGc4pexncN4/BVocv41EsDw2vnWxBl\nz86JPjiYOpFNmxg1M/UysoU+fUjSHj92+qv/VuTIQZI+diwjg2FhJPpNmzIq0K0bf/vfgTdvqGM7\ndIgpWyXtnKkXlr3qWskTbdIk5X599mCvpc6BA9RanjtHojrnGzUyVA1F0DF5nyZTxMQAW46EYPhp\nC1J2zRPNg1Jm03L3Lqtcq1en/ufqVZ5fy9+QJoMalVuZ2xxkzMgI0/ffc8HTqRMXGnIoUMDc+kNq\nZVS4MCNmSnj0iAuQWrWAi2ecs3iIjWVl8+rV1uOETkepwSef8L4Vglqq1OjAMGsWz/O2bY69X6UC\niheU/20ZVYkuQ9IPgA9KsooWLYpKlSqhSpUqqPlPCylcsEJiIm/QZs1sv0/JMysmhhO9LYSEkGx1\n7WruhyRhxQoK7+3B19dYCu8o9u1jamfbr2oEjDD6ToXFe6FUq1CMm6q26x117hwFrM6KkiU0aAB8\nWj8c39Q2XzmGVnC+F6GEoCCSrYULaRa5bh3tK86ft//ZXLlIeiVtyL8Z8xuUzwAAIABJREFUUq/M\n06fp89WoEfVsdesyktW/P6OgHxKPHpHYubkxxSu1ZbKEqReWI+nfnTupF+zRI+X7ppQufPqUYvqg\nIKZbN20y6hlfJqrRtLu1T5MpjhzhsR43VY2u04z3TevdXsjjI0/KbOHPPymwrlSJaa6YGC6+lFJc\nN25Yt9aR0KAB78kCBXicf/rJ+j3585uTrKVLaTuxapU1sXnzhunn1q2pOz1y5B0RU8lH8d4YrMN2\n9+8zOhYaat2EG+CioHVrYMIE6k9/+in1bBIyZuTvCglxrABCCCD6mvyXJ7mpXJGsD4FUrG60QtGi\nRcXjx49lX/vAX+2CA4iKYom5PTx+zPLep0/Nn8+XT4hbt+x//u1bIerXF2LCBPPnr18XIkcOx+0e\n7t8XImdOIS5csP/eq1eFyJNHiD17lN8TGsqyaqWy5eRkIerWFSIiwrH9M0VSEq0tpk0TomU5f9ny\n8nGd/J3f8DvExPDY3b7Nv7//Xoj8+YWIi7P/2RMnhChSxLbdxL8NyclCzJnD879yJcvOL14UokCB\nlJ0fRxAby/L8MWOEbFm/hHv3eDzXrHFsu8nJQnh7C/Hzz++3fz/8IET79sa/DQbaseTLR/sAuRL/\nunWF2LtXeZubNvEY63TWr0VECNG2reP79/ixEGPH0kpg0CAeJ0fQqBHtGezh6FEhypYVol07IR48\nMD6/eLEQwcH8/+HDtEiIjTW+npxM64i+fblvTZrQEuLFC9odNGggRLtWWjHCz9zioWc1b1GqsFZ8\nt1IrxgQFiHGd/MWIjgGiQimtmDHDev/2R2rFqE4BwqeQv+hYN0CUKqIVf/7p2DFwFoMHCxEUZPs9\nyck8LlXKa8XwZua/bYSft+gQqBWLFn2Y/fuvICW85YOTrEePHsl/sYtk/eMYP54TiCPo0IFeNhKe\nPRPC09P25GOKP/6gt8tPPxmfmzCBg4MzWLxYiHr1bH/vs2dClCvH99qCwSDE0KEkgK9fW7++ahU9\nvxwhIwYDid3ixZyIsmYlgRs2TIg+zeU9fNrVClT0sHEEEycK8emnxr+XLBGieHEh7t61/9latYTY\nsiXl3/1P4fx5ISpW5DH+808e8yJFhJg3L3W/5+BBkvSlS22/z1EvLFN89x2Pv7NeZ6bYH6kVXRsF\niHZV/MWYoADx/Vqt8PfnsTl6VP4zyclCZMpE8iOHJUvopXbihPzrz59zsXX/vu19e/5ciClTuAjo\n21eImzcd/11C8Hw6slgQggu0MWPocfftt0Lsi9SKXn4BIrCCvxjWPkAUyasV2nfWXleucMwrWlSI\n8uWFCAszLlKE4Lls2FCIPn14rPZHasXYroFiXCd/MbZroNgfqRVjhmlF+9LmBKVHFW+xz8JrbH+k\nVoy0IGlDm9j2JHsfvHrFBcEvv8i/rteThPn4kExKv611RX/RrTF/28iRQsya9UF27z+Dfx3JKlas\nmKhcubKoVq2aWGoxWrlI1j+PmjVtR3pModXy/RKOHXMsCmaK06ffRSLCtWJ05wDRpKi/GNA6wKmB\nJzmZE9SyZfKv6/VC+PsLMWCA49sLCqLRoKnp6ZMnnGRPnlT+7KNHjCb07cuBO18+Ibp2pYmq6apd\nacBt2UwrChTg+x0lq6ZISODAum2b8bkZM0julCZSCevWCeHr6/x3/hvw5o0QI0fyeG/fzkm8VCkS\nnfchLhI2bGD0IzLS9vv0eiHUaiF69XL8e9++JRHety/l+yd3PbUvRSNNOVNUCXFxNHa1hMEgxLhx\nvJbskZuePZUn4lev+FquXLwPHCVKpkhMpMGqrd8hh5MnhShfQiu6VDI/Lr2qeYsvB2lFzZokkMOG\nCXHmjPX5evWKBKtXL9v3opLpaf9WgeLkSSHOnhXi0iUhBrV13Bw1tXDwIH/jw4fmz795Q6PnFi2E\niI83f239eo6XQpAYjx//wXbvP4GU8JYPauFw+PBh5MuXDw8fPoSvry/Kli2LBg0afMivdMFBPH3K\nsm6lKilL+PlR5yE1FHVEj2WJqlWBQf102PG1BssbxwPv/F2mz9MAgENaD3d3esP4+VHnkCuX+esj\nR7KC5+uvHdsnd3dqGgIDgfYBOpTNEY60Bj0uXPGAT60QVK9u3Ke3b+l9s2sXH7Gx1Ij4+rLKz8tL\nXszq01yN16+Bpv0j4Nc4EcJDhTaj6OFz5Ag/u2gRTQlr1XJsvwFjQUC/fqwMy5CBQuLHj1mJt2uX\ncvVZhw60m7BXvPBvRLp0wFdfGa0eWrSgRqt1a1oPzJqVMlGxEPzs4sXUX9kyPpXE1ElJvB4d/b6l\nS2lo6UjfQCVErrPu07eiaTzC4iPg4aF8D507xyITU+j1vK8vX6YeyfJ+skSNSjp8Nz8cL37TIzkN\n/ZVqN1Jj6VJWvtavT2PdlHot3b5N2xVnNUvVqwMta4ZjXBbz4/J1jXh0iorAlFlqNGsmbxMjWSqU\nKEFBulL1oBBA/FM9INNm7MbVRAQH83gmJQEF3uoBP+v3XTidiC5dgHz55B+ZMqVcEF+/PtC5M9Ct\now7e+cKRxkB/r2PXQpCnsBqbN1tXggYEUM/1+DG/++bNlH23C8r4oCQrX758AIBcuXKhbdu2OHHi\nhBnJmmzSSK1Ro0Zo9D4jjwtOYe9eEqx06Rx7f9q0FK+vWsXqtpROzgk3w0mwTDC+eDzCvotwWFBb\nuTL3ZcQI2ktIWL6clV3Hjzs3SHt4AEP667B2rAaaou/2rSYwJU6DVRHA45dq7NrFSah8eZKqefNY\nReRo+XqWPGqgkBozNpg/X7cu93fdOpZYN23KycrR3o+mBQFhYRyg58xhifynn7LqSG4f06Xj5Lpo\nEX23/j/Cx4fEYdAgGjIuXEiH64ED+Zuc6e+o17Py7dQpVhDaO/7OeGFJePWKZfs7lI3LHduOwkRv\nr0n52bPmJOvVK9phpE3L8cCeHUTUTh2u79BA18J4/46arEGPG0DFGmrodLw3U4qonTp8tyAcFT31\nGNuFBE5uTBCCYvPYWD6uXOG/by/rAZlK6SrlExUNO1+/JtEoWpTjh9w1c+8e789Vq4CcbzwAGUf0\nyjVVCF1r/HtsF/mLIl8RFer5cv9v3qQg/8ED/n3/Pn+bKenKm1eejOXIIb+vzRvpcEenwdjSxnM0\nSK9B996ASmV9LDNm5IL1l19IslzVhebYv38/9u/f/17b+GCO769fv0ZycjIyZcqE+Ph4+Pn5YdKk\nSfDzI713Ob7/swgOJklyxJFdwpUrXIHfvs3BuUsXx9pBCEHDvO3bgUNrW+D7xtbGWZ32l0S+ejtQ\ntiwjZOXKceBTmihfvQIqltLBt0o4cmfV4+FzD2hPhGDPIbWssaq9/RvVKRATslk7Tat3eKGSegt8\nffnbU2IaCRgrnFauVH7Py5ckWBERrMYaPtyx8v4HD1hptW8fzV8BrqY7dCDBWr9e3t/rzh1Ga27c\nsO/p9G/HTz+RXPXsSR+rUqU4acpFLizx4gWPVdq0tAhQaoguYf162i84QsZMMXUq76HvvnP8M6Y4\nfJhVefExgdjR0vpa/fyQF+b+uEUxwty6NRcn7duzAXzLlmxjtGSJY8dJqS3PkDgvjFuyBenS8XpL\nlw5//d8RXzlAuYVP2dahyJBNbUamYmMZtS1dmo8yZfjvnjWBmJHX8bZBEsEqVIjVtqb7+vYtFyir\nVnFx1b49r63ElzQpNWvfc80TrSxaDcn+njhPBIywXZ358qWRcMk9JEL28iWQJ481IYvbH4jFMt0t\nlI4BwOrK8HDau2zaROsUF+Txr3J8/+OPP9C2bVsAQFJSEoKCgv4iWC78sxCC/ljOmiCWKcPee5GR\n9iNZb94wbbBtG8mVuzsHtHxF5Fd4hUqoULk60xa//sp/Hz/m4CmRLulRqhRw+rAOLUpoEFbk3SCW\nBfB4ocGDG0CZMhzEkpLY9sN0cFL6t0YOPdDKer8a1U3E9MXOHSc5XLhgv7Q/UyaWgffpw7Snlxej\nhu3a2U4h5M3LCTwkhJEVd3dOmhs20N9rwABOpJbbKFiQkbN16/ie/8/o0IGR2V69OEFevUovpe++\nsx1tvH2bZKNePUa/7JENyQtrzx7nCNbDh/R5OnHC8c9IOHyYhqJxcXSIL5ovBCOmaTCnivkEXqJO\nMHx8mD6dPNm6f+a5c4xyxsbyPd260eJE6drS60lszp3jI+asHpBRe9z7nZGit2/5SEw0/t/d3Zp4\nWf5fpQJUf4bj50bmEe6JJeIRMC8CeaurUbo0z9OwYbz/5RY72T4JwXQLYtN7ryc6TrT29Xr9mhKB\nAgXMCdbZsyRW69dzwdKzJ73ujFE+NdwAdBkbgZyZE/H7XRWad7Fu3yP93XZwBLxKJOL3eyqoCli/\nzxJSS6PSpW2+DW/fmkfApMfbl875ewEcI/r0oZ2Iy8Ih9eHqXfgRIi6O3lV37zqf/x87XIfffg3H\n62d61GnoAXV3Y0j/wQMa723bxvRDxYrUOgQEGPVKHdvokP6mBv8z8Y2aEueJQJkV3suXHOQvXzZ/\n3LgBVM8bCF0L6xVb+ygv/KnaggcPSNKyZzcPuyv9Oz0kEBqZVfrMV16Yuc6x/oa20KgRJ0h7LYZM\nsW8fJ/SsWanXspWKMRiYeuzb19x37OVL6rV8fUngLBEVRXIWHZ065oj/NISgpmrSJPolFSwI/Pyz\nfETwt9840Q4ZQn2avd8fHU1TyfXrzfsqOoKhQ2mm6kxq9tAhRq7i4tgrr1s3piaFACqW1qFe6Qjk\nymJsUu7TXI3nz6lHlPoqjh8PXL2gw7ZV4Th5WA8vbw9sPxGCSaFq9Olj/K4nT4xk6i9SFUMDT29v\nPq4fCMS8Ys5FSZKSrImX3P9/DGuBsGLON4a2hNS/8HpMItzSqZDLKxiHTqpx8KCRKCUk8Lzny0dC\n9ewZyfiqVTwO3buTcNgySG7ShPrHR48Ypd63T/59TZsyhV2rFnVjGg3P44eCUrTx88NeGB++BXXq\nyF/nnTszMnb6NBdqLsjD1SDaBYewZAlTV6Z6JkcQtVOHbXM0mFjSSJAmxHjibdFQ/BatxpUrzO8H\nBHClbGncuHcvB7Dwb3Q4vCkC7kmJuBirQlK2YGzf5bjBYWIiMKpdC0wtaD0oj75eEn1n7kDevHSq\ndyQNIgQQ1F4HxGgQ3tD424IP8Lf9tFXtcNpDafs5c7KlRd68zn02OZlpr4kT6Sg9bZqxF6Ilzp6l\nKeLFi+YC5kePKNDv04dkwnLfKlXixGzPlPb/E2JimM6+d48RnQmjdIj6iWLgZHcP5CgXglnz1Viy\nxLGU9/37Ru2bs5PkjRtAtWokaXny2H//oUOMRF27Zk6uJJw+zX2+dk05nf7oEXVj367QoUVxDebX\nMF7XI896omCzULwxqP8iVM+f8zqoXNlIqipUYFpOglwKbNp1T0XXeEeRnAx8WjMQ62pak4NRt70Q\nvt35Rc6iRYweL1lCwvTHLR0qFwiHu16Pk+c9oCoQgpAhaqxdywKRli0ZtWrSxDEtX5EiJFaFClHW\nsGOHfKFEixbMGKjV3J8mTUhinC0achS6TTqsHqPB8ibmi1iUCcWWSDWyZ+eiQpISSNiyhde2wWBs\nY+WCNVLEW1KpstFp/INf/dGjTRuW8DsLpfLlNtUDxe7dLE9XwosXtDnYscP8+fh4elo5uj8GgxAb\nNwpRt3DqlEgbDLQDqFpViO2/aEWLioGibxP64uzYrBW+vjQ7fPPGqc2a4d49Wle8j73Akyf09MqZ\nk6acSsd62DAhune3fv7WLfoPrVxp/Vp4uBCtW6d83/6tSEykNUF2T634rKyF5UFpbxG+wDHrkJR4\nYZmiWzd6mtnDgQNCNG0qRLFiQqxYoWxjMHCgEJMnO/bdw9rL3yf+5QPFpEn0Vbp2zXELEclfqXsD\nfxFYNfC9fZ/evKEHX52qWtGnpvk5+qKetyiYSyvGj3fe0iEyksdSCCF+3aYVncqbb7tDaW9RpbxW\nLFlibbLsyD6rVEbLl2nThOjdW/69rVvT4FXC8uX06LK0UkgtDBhAI9UxXQKFTyF/Mfwz4zlKSqI3\nXpMmNC6eNk38ZY66a7tW1MgXIJoWo+/ah/Lz+v+OlPAWF8n6yKDX0yjTnqGgHMZ1SrlzeXAwTf7k\n8NtvJA/Xr9vexunT9LKpVEmIBV9ZewV9Ud95s7+JE2ngKHnmVqjA/ZHw5g1JVrNmIsXGoTt3CtG4\ncco+a4nLl+l3U6oU/bEsiduLF/RCkvNhiomhj46lYeHLl3S+/v331NnHfxuCW6ackKfEC8sU58/T\nb03OfV3CgQOc+OyRKyF4PebIYf9eEYIGu93rp363ASGEOHLEeZ88S7x8Sa+2tm3p+Va7ilb0bh4o\nWpTxF8EtSQ7u36ePU61azvluxcXR/FgI5cVhSj2rYmKEKFHC+Peff3JMtfSnEoIE8ocfjH8bDEJ0\n6cLrKbVx4gTvb8kjr0kT60WthHPnSAyzZhWirVorBjcyH0tH+n0449T/z0gJb3E1iP7IcPIkdRbO\npq30euDSVXnRuiGtbR+DX39lOH3uXPnXK1emviEoiBoOS9y/T52RWs33nDkDDB6pRsvhxr5qw3/3\nwu7boajT2PG0RWgoRa27d7MkOimJ+hfT6sR06VhxVrgw02mO9AezhCOid0dRtix1b/Pn08KiRQvq\n1CRkykT9Vv/+1LqYokwZWlwEBzN1KyFjxndp3PDU2cd/A4RgifzGjcCLh86LgaVtpMQLyxQaDSsR\n5ao3DxygZqd7d17XV65QuG/LEmLrVqalLEXtpkhM5P6WKgU8eCq/sXPRKjx86OSPMUHlyrzuEhJS\n9vnHj/nbCxfmPfjqFRB9TY3/bdqCUs13oIQP+yrmzctr9vPPaZmybh3Piz0UKUKN6Js3QBpDys6/\nEq5do6eWhFy5mMpftsz6vSqV+X3o5sYU5uHD/C2phaQk3tezZ1OHCrByVCn1V6kSZQixsYDHs3BM\nK2ttq5PS3qoumMNFsj4y/PordVPO4P59agn+MISg1x5zM52++zxRO8C6ekfC8+cUYy9fbtsmYOhQ\nTvYD+ugwtksgxndugVGdAzGgjw4VK5IEXblC401JH+XTXI3QtWx2uzxyC0pVUGP+fMd+07x5FLru\n2WPUOF27xmojS5F02rTc//r16c10/75j3yHhwgWjtUJqQdJ4+PuziGHIECMBbNOGE+ycOdafq1qV\ndgeff07CLeGLL1hlldJJ85/Gn39yMp48mfqaPHk4Ka9aBfzxTJ5oRMepbDYIl7ywUtrQ99AhnqP+\n/c2fl8hVz57UjTlCriSsWsXPySE5mTrLsmVZir9pEzB2bgimXze/Zwcd80TW0sGoUIHnXK5xuz18\n8gl1RWfPOv/Z27epEWzcmMQkbVqSRz8/brdWLR53Ce7uHB9276bFSVAQxxVbSJuWROv6dSDZPWWL\nQyVYkiyA99/ixVyMmkKlIuk1RcaMvKaGDzdfIL0PFi5kxWVQkPG5qlW5ILWFXLmAUkVSl4S6YA4X\nyfrIsGuXcxVuBw6wKsbXF8iYQ428DY3Ro7B4L3hWC8XMeXQ0l8OXXzLaYu873d2BkJ46PDmqwdhM\nlzEqSxzGZ7mMlyc1+N8cHb76CsiSxfY25s+nE/jdu7bfJxlw7t3LCjQJ0dHKglQ3N64SO3Ui2bp+\n3fZ3mCI1I1mm8PDg5BMdzYG8XDkO9FIV29dfc0KwhI8PSWNAgHGQL1kSqFGDUbt/O54/JzmeNYsC\n8CJFSCwWLOBx6NOHk8uaNSQwdxNDEBxlTjQmxXrik8IkGn37ckUftdNI8Hs0DUTEAh202pR5iAkB\njB5NMbFk+HvgABcrErmKieH/HSVw9+7Rm6tdO/PnDQZO2hUq8LyuXg3s3Mnz6dNcjUYhoWi62Qtf\nPSuJac+8cOhRKD7tpMbOnayM8/FhsYSzqFnTeUuKmBjeP717G81zAZphvnP8sSJZEry9aRabNSsj\naUeO2P6ukiUZmfbvGoJhp8zPf689nihRW3lxaAtxcdYkq3JlViNu2mT+fLp01iQL4HgQFgZ89hkU\nx05HcecOMH06733TaKsjJAtIfRLqggU+QNrSIfyDX/3R4tkzITJmlG+GbAmDgQLrPHkoIl29Wogq\nVaz1IgYD+5S1bm3dSFmno9j9xQv735eQIESw+v21ExqNEJ07K7++fDk1S5aalv2RWvFZ3QDRqaZ9\n4efixUIUKCDEhQv29ycpSYgMGRw7Bu+Lc+eo/apQQYjdu9lHrmEtrRgdFCDGdbL+XWvW8FjcuMG/\ntVqe49To/5daeP1aiMOHhZg/nz0mS5dmY/L69SnyX7+eTaJN9/mPP/jeIkV4LVSsKMS2jVrRpVGg\n6FDV2OxXCOpoJk0SIl92rehq0fducCPndSn7I7ViTFCACPH1Fw2KBYi9O7Ri/36el+LF2XTcWRG3\nhLAwc12jwUBdXuXKQlSrxvtU7twdP26unzp6lA2Vb93i9blkCfsNjh7NHn6OYuVK2/eaJU6epGZo\n1Srz51+8YOPqZ8+MvytnTtuNzjdv5tg0ebJ5z1FTDB4sxNy5/H/lcloR3NLY7Dl0klbkzUuNo7No\n2dJczC5h40Yh6ta13of58+W3I+mzlETzjuLTT+ULK5KSON7bE/ZPGqMVHSyaXo9wabJkkRLe4iJZ\nHxE2b6aA2x5evBCifXshqlfnBHz/PgfhM2fk3//2LSt5vvjCOMg/fSpEwYLKDaifPOEEMXq0EPXq\nceJsUVpepNvW218sW+aYMPvVKxKHqCjr19atIzmKjTV/Xq7hrj3h54YNHOSPHrW9P1euUND8d8Fg\nEOLnn/mdTepZV9VZ/q758ymi/+MPVpiVKEFR8z+BxEReYxERJBPe3kJ88gkJREgIReHnzytPqsnJ\nbByeK5cQo0YJMX26EGXKCPHgAV9fvJjbkcOIz+UJ/md1AkV4OIsFDh7k+XzyRJ7MyF1HnSt4ixIF\nte9FrvZHkij7lvAXwS1JlPfsEaJOHVaq/fKLbWK8Zo01GZoxg0Uk0sLowQMS06JF2XTbEVy8yKbS\njmDPHp6XzZutX/v+exZzmEKtti7QsMTduxzP6tWTHxu++Ybn++FDITJntq7IXb2a4vibNx37DRLK\nluV1aAm9ntszbSo/YoRyQ20hKP4vU4ZN4lOCbdt4DhIS5F+vW9d2M/KffybxXbtMK9rWCBRd65ov\nQlwwR0p4ywftXejCvwuO6LGio9nzzseHwsz06emp0qcPhZRyUKlo+NiwITA4WIeMr8NxNVqPqrk9\nkEYfAkCNW7fY7uTQIT5u3mRaoH59Gi7WqgXMCJEPW2fKrsK+fTTzzJyZAvRmzZh6sXR+9vSkwH7g\nQIbKJZ+sH38ERo2irqNUKfPPyDXctddP8fPPuS+BgTSnVPKY+hB6LFtwc+P5U6uB7k3DsayR7d81\nZAhFyP7+9P0ZMID6jjp1Pux+GgxM5Z08yRTQyZPA+fP0HKpRg4++fSnQTZ/e/vYuXaLwNymJ5/jg\nQV4HBw4YvamSk5XbvKRzk9elpDUk4tQpOrb/+afx34QEep/lzk1dS65cQMLVcKypbn68l9SPx7gH\nEfDzUyMxkdejMwJ6M2+qdyn3/iM0OPkCmDxTjY4d7beuiYmBVaup0aN5nEJDgQkTeIy+/ZZp2P79\n2f5pwQKauSqhbFm253nyxCi2lsMvv9Dw9qefOK7IvS6lCiXUrMmUoeXzpsifn2nRefP4/gULmM6X\nULIktV67dtEM2NL5v3t3GpH6+vJ6UfKfM4XBQN8zOaPStGk57nzzDbD2XR9DOU2WKTJm5NjUtCll\nGc74Z8XH04Nr2TLle6RqVYrf5doCR0byXEdGAlWqqPH9JjW692P7JRdSDy6S9RFh1y7e0Er44QcO\nErNn08AP4AB4/rz9SpgsWYCJo3X4YaoGMxrHA7X4/MDRGvToAbw2qNGggVGP4e1trUXx72rdFmP0\neU/0mhgMn+Yc4C5e5OSwYgX1LGXLkuD4+tLxPF066nTmz9KhW5NwFC+ox/1HHvj1bAgid6vh5cXt\nxseThJ08CVy5qAdkSIWb3rbwU60muWzXjtVcn35q/Z4PpceyhBAUFJ89a3Tsfv5AD8gYJFqO+lOm\ncKIMDGQrnqlTWZnlbAWqrX27eZPHWnqcOcNiBolQtWvHCcFe30BLJCRQj7J0KY1a+/WjFmvWLLrZ\nm5KE5GRlo0klXUqR0iqEylSNvX1Lw09T4rU7Qp6oXbmQiGrV2CPx7VuS88yZec/Y+jdzZiDqu3B8\nXdyauIW+jEDnzo5V0l65Qvd3U6RJw3u6WjUuVurV4/NNm/J+nzWLOqNx4ziRy5n6pknDz588SRNc\nOSxbRvf9nTvlF2lv3vA1Syf8WrW4D/bg7s4q2yZNSLAiI7lIyJSJi6m4OD6n1CB6yBDg6VPu/759\n1HvZwt27XNgpNdPu3Zt6Len+UdJkmaJSJQr6P/uMxNLUANYWpk3jmGfLRLhKFXk3+qgomtxu2WI8\nL7Y0qS6kHC6S9ZHgxg2jq7Ml9Hr2ytu2jUTs+R86jO0SDvFWj6hjHhgyPATp01sP6NLEHh3NSML+\nb8PxXWPzCWFhnXhM+DMC8zeq7a7gpejKzG8jcPJQIgqXUiEyJhgDC/J5d3fuf6VKrMx5+5bO9bt3\ns1T+4kUOOmWK6uCdToOw8sa+hqNfafDtCuDhCzVOnqRwvWJFTvAZs8lPsHsOqnCvJ6vV/PzkBdAN\nGnCSaNmSq+Jevcxfv3jRMUdxZ/DmDY+3ZRuU9OmNbt2ffgocTZb/XXsPqjBoEAfZ6tUZWfnmG4qx\nQ0K4v0uX0mU+JfjjD3NCdfIkCbVEqEaP5vdadgRwFjt3siqyRg0Sg3z5KNwfN44Ti6XNgcGgHPVp\n8nkI+o7QYJnJ9Us3c3lxdLp0rEQ17V94KVL+eFevq8Kv7yIbSUkkWy9e8H5U+vfePf778r4ekIua\nGByv/FLqM1qgAM9zUBDJuUQw0qcnMerUicd3zRo2La9Vy3obtWr2mlm7AAAgAElEQVRR/G5JsoQg\nSYqI4IRuGT2WsHs3r1fLKFLNmnS2txV9NIUk8h46lORw/Xrg1WMdsr8Ox+0oPbK+8kBU8RDZyPSk\nSVxkBATwmrJFcuQqC02RPTsJbUQEt6tSOSZs792bvV4HD2bxgj1cvMho4/nztt9Xtaq1dc6JE8xO\nfP+9MWIdH09iaKuVkAspg4tkfSTYtYsrHsuV/L17XEFlzcq0zfkTJumJTICmFTAtUoMfc7K6UCJU\n0dF8ZMrEvoReXkCuLPIr+UzpEh1Okfg0V8OnuRpffMHUUaMuTBmcOGG9ykyXjukHHx+u6p4940C1\nelo41tY0J3uzvOMRdCACLYPVGDiQBEtKH8ycHIJ+P2iwtJH5BDtsZjAePjdGzWrWZC/Gli3NG7hW\nqcLv9fPjPgwfbnztwgVGilKKBw+sydS1a0yFSISqVSv5iSrLJyHoPVqDFU2tf9eVG0x5pktn9Gla\ns4apggcPgF+36RB/JRwegm1o/LvKT1DPnvG6kVJ+J0/S86h6dZKffv0YzXCmmbIjx2T4cBLsRYtY\nvQpwVT50KK91y/QYYHvCPnJajWd5gbD4CBzZn4ga9VRoNdx+Q19TNGz/7nibtDSZFOuJNqOMRC1t\nWk7EttJrphjb5f0qv5KSeL0okZzAQB6vfv0YyTa9T0uX5msbNvAebNOG6UXT+7BmTdpKmO2bgYu2\nnTspDbB17jdtkk8JZs/OSNDly46n2z09ea39/DPQrpUOLYppsO9T47mYPk8DAFbn1M2Nlck9e3KB\nsXmzclNxeyQLYOSvWTP6o1n6ZCnBzY3R8OrVGWHs2lX5vQYDU+NTp9qPNnt5Ab//TqKXIQPHj4AA\nnrMmTYzvu3KF14gjbchccA6uQ/qRQOrPZYqoKONqVaMhAZPTJ00oHo/mmghkKsd0W9261GiVK2c+\nWShNCE9eOl8KHBDAAf3gQU7gQUGMtNnqK5Y1KyeCUz/Kkz3vcokICTF/7uVLYPEKNcYMAwZsi0DC\n80SUrmA+wQ4cyJXenj3A9u30n/L05PFs1YrRrNKlua9+flwVN2ugg25NOPLE67E21APqbvIkRYJe\nz4HOlEydPcvnvb25Ovf1ZWrEy8toC2ALB4+rkVyKxME9iY2ETX/XhAk0RVy7ltHB6tW5Cg9foEOt\nLBqMy2w+Qb15S6JtGqG6d48ks0YNTlCzZnES+hDNpg0GrvLHj2fEcPlyY9Rh505quHQ65fSsEsm6\nfp3pqjNn1ChcWI3ChYHVM0nyncHJ82okFDYe77hbKtx+E4y5vinv61exaQh6zzQnygOOeKJ7qGP2\nAzduMMIn1yBbwuzZJEsrV5o3Fwd4Hjt3JpEdN47X3pw5HDfc3Pi5/v0ZuXJzI6nr04fX8oEDtslk\nUhI1U0oRU8nKwVlNY7t2wKEN4ZiSy3Gdpbs7F1Pt2jHC+9138teKIySrfHnu808/2ddkmcJUn1Wj\nhnz0EeB5Sk4mMbaHo/t0qJk/HGM+0wMqD2w+HIKFC9VWc8Hly65U4YeCi2R9BEhOJkH4+mv+LQRD\nyHPmcIL18+NzR48CcZf1QE3rbTRtkIjp621/j3/XEGhmaBBa3ji4jbngia1XglFkFle3jjRfBWhU\n+PnnFGXPncuV4eTJXL3Zwx9PPAAZTy251f+ECdz2gOFq1GygRt++wMa11p/19OSqPzCQx+rsWRKu\nceOYjmnWjKRr40Y2m76r02BBrXgggJ83XUU/fWpOpM6d4zYKFTJGpwYN4r8FC6aMsNy+zVX9+fNq\nFCggP8m7uVEjV78+RcNbtzKa5fYoHMtbW09QTftFQBRUo0YNTgRjxnBg/jtWvxcvcvUuBK9lUyJ1\n4ABTnZs3kygqQYlkDRlC8lq4MP/OkoVpO2fw6BFTrsePq1GihPqv76tfn9G2QYOc256ETTo1cjc0\nEje9mwoPsgRj7kI16ja2r9+RE71bIn16po58fLiAkptss2WjD1P37kwpr1rFv+9e16G4Khwj2+nh\nnt4Dp26FIF0mNXbvVtYtSTh4kMe8SBH51yWSZUn87CEpCYh/pgdyWb+mf6XMeNKmZTRPrebCU87l\n/9o1x4ThQ4Ywgt23r+MkCzDqszp0kNdn/fknF8S7dtkfS6Wiia2+xntZX0KD3JkBwHxMiI7GX3pV\nF1IXLpL1EeDMGYaVCxTg5NGrF3DrFlNwKhVXsitXMlJQJWfK0xM+zdXYtRsI2hUBby9GTjpOCMaY\ncmp07kzzz7VrjdVetpA+PSdynY6h8x9/5OqualVGq5Sg1QK6UyH4JEGD6V629TVnzjAVcukS/65Q\ngSvwxETldAHAgbdKFT4mTODAt2MHSdfw4YB3jnAskKnq6zA8Al1fkmRVqkQSVbs2yUPFivYnJWcw\ncSInQ0fTdJ98wihW69ZAn8bykUDfRokI/ZvNSl+/Zip4xQr+27ev+eRy/DijD99/bxRvK0GOZG3d\nCly9yhSThCxZ7DuKW0ISLptGOdKk4fVety41S6YpZkdw/DgXPrGxamTIYJwUk5J4D/v7M7pry6T3\nyhXliIgpvLyAGTMYoTp2TLlarVYtRjD/9z+gYW0dWpbQYGcr47U+8JUG3cYCnp72o3ebNskXi5h+\nl1yrGiW8fMlx7OuvgRLpPACZFOmB4yo0bkxS3q6dtQQhfXqmnZs2ZauvsDDz1x2JZAEkakOHcpx1\nhmQBRn3WkCHWv3/kSI6H3t72tyOXlZjlLR/Nu3yZi1oXUh8ux/f/MCQH62+GtkDpDIFYu0yHGjUY\nwh89miLLcuW42l2+nP/2n2jdhmP8ZU80D3IsPZHWU40qgWx1E7qW/ccKF+agIZGk3bsd2/+AAE6C\nAInZzz9zklVqRbFtG3UVv2jVaKehM32gli7XrYaHmg0syckkN2FhRgH2J59QLO1sq4vcubnC/+kn\nir4rlJInKUXyJmLfPk7ghw8zEhAcTKKVmgTrwgWS01GjHP/MzZt058+RA7h8XZ5oHzujwtKl1GH9\nHYiMJPG9eZMC3+Bgc4J19iwji6tXc1K0B0uS9fo1J7KFC81JtbMk6/Zt7sOECdavlSpFAXT37vx+\nRyEEz9+UKdbRjLRp+X2VKlFXY6sHoZLoXQ59+5JAjBlj+31p0wLDhgGfNw7HvGrWhS57f7Df885g\nYOWyLZLl7c3qwFevbG/r3j0SomLFeF/98APQ7csQ9LZoATYu2hMzlgZj8GDeH0WKMGK0ZYs5EcqU\niYumbdusKxwdJVnu7kBgcx0O/xCIl+daYGyXQETt1Nn/IIz6rIMHaashYd8+PmxpPO/e5YJjwADg\nt+OOt8txRbI+HFyRrP8ozPx13lUU9pqtQb4cwLZtFLD36kWRpWnZvGmF39GoROQrosK1F8FY4OeY\nruTmTaZILJE2LUvtGzXihNOjBwcLW6mmli05mEuRpRo12DanTRtG4UxX8Fu2UKOg1fJ9AAX0ZcsC\nPSdYDyCLF3PykqwqJHh7M33nyEpRDjdvAldveQBFrV87G63C0KEkjy1bpq4Y3BSjRzOlYK8NkZR6\nW7iQxNfNjWSl2+chmL7G3Epj6jVP+HcNxq+/cvL396d2xc8v9dOF9+/zvJ88yWa6cvYA0dHUCS1a\nZK01VEJysrltSFgYNUWWJfCZMztHsqZO5bWXL5/86198wajNnDk8N45Aq2UKsnt3+dfd3RlNGj+e\n/nS7d8tfTzEx1FQ5Ajc3Rk6qVKH+z95x9VTJT+J3riXi9GluxzKlFbVTh8h14Xj9TI9iaT3w560Q\nlCsnP7aoVIzwnj4t76916RKP6ZYtjEydOMHqOIMBGDFCjbpqIOwJ06z3Hqlw4HowZjRQI3Nmiu2f\nPmV6f948Ro86dOB26tblYuPXXzmWZcvG8/vkCbedI4f9Yxm1Uwf3qxpsaWZfeC8HSZ/l31iHEz+H\nI2M6PQ4c88AXvUOQMSM/LwRJ6IEDJGQHD/K6rV+fOlFRzrGsRGIitXtKxREuvB9cJOs/CrlQ8cqm\n8eh5JgL796tt6jSkCr8aNYCBYQx7r12rPOCb4uZN8yallmjWjGm6bt1IuNavN2phLJE7NyNtUVHG\n3oc9e1II37alDjWLhiOtQY97jzzw628h0EWqUa2a+Tby5eOkbUqy7t4lwTt40Fpz4e3NCEm3bvZ/\nqylevCCJXLkS6PRpCKZd12CChd/XpEXBePGWK+QxY7jyDgjgo2rV1BGL79vHidWyh5rlvq5dS4KS\nmEjyUa4cJ+3atQFAjVw5gLDvIpD0OhEHjqkQPCEYPYM5uD95wmjB1KmcnIKCeG28rx+YwWC0jujT\nh8dSTnMUF0dy99VXztljJCcb02BXr5Jonztn/T5nIllXrlALFhur/B53d/6W6tWZRrJ3nJKTeX2E\nhdkmsG5uTPFlycKJddcuVp1a7p+jkSyAUe5vv2Xq88wZZeIIKHuLvUxUoUsXkkRfX5JkPz8g9rx5\n5TIK2ScexQvosEQTjl1FWOXavGsIDB5qzJlDk82BA3k9mArs165lRV/oXDXSpDFut18/auPWrOHf\n2bIxete3L8et9ev5/zdveE0HBfGY+vgAf9zS4f75cNTNq4emq3K1rYRtq8IxsYS1ZGD41xFAejUy\nZSKRkh6entap7Kf3dQgsrcH0vNzOmBbAhP0afPkQuPWHGgcPctHQsCFJ1ciRvI8lYhtVwdp3UE42\ncfUqo3qOFNO44DxcJOs/ijQG+VVmuRKJdoWwEkqXZuXVkiUkAoGB1g7rlrh5U1nIKiFPHobjZ89m\n1CkiQllnFRBAUmLaYLqtWodnURpoMhl9sCYkavDqEWAp6JRIlimGDqVeSU7gW7ky98tRJCczdTN+\nPCMrFy8CefOqEbWTJMU9KRHPXquwJSYYvQqp0bIGdS9JSUxtbNvGSMOrV6xUDAhgNMlWNZgSDAZG\nmUJD5QfMy5dJrNav52q9QAESsrAw7oNp1EEi2gCjG+HLgW59OBFkz86Ksv79+fm1a0kecuYk2erc\n2TH3bFNcuMBJME0aEsXy5Y2vSdGPNAY9XiV6YOvREEyYqLZZ5i4HKV0oBCfbMWPkoz/OCN8nTKAO\nz959UaQIU0/dulFrZUvzt3Ytt9eqlWP7MGoU99nHh1WWUjXe48ckG86ayjZowNRs166M5igJrEWu\nEPSLtLY+GTqd5sG3bnF/tm9nZLJi1nBsa+54xV/UTh2yPNBgViXjZ4KHaXD2DTBinBq//GKtHXvy\nhOdVq7UmLV9/TfPUDRvMneEBnp+xY/nZs2dJNBs3ZuGJb0Mdzv/4rsLz3fUyfZ4GCW+AvEXUuHqV\nRCU2Fn/9v1w6PSBz/h7eTcTEibzfX77kv69esXo5fXpz4pUjIRybm5ofr2ll49HlSAQ6DFNj9mzu\nt9LiTDqmHYZHIE+2RNy8r8LUxda2JK7Kwg8Lt3f9eP7+L3Zzwz/01R8FxnYJxNhM1uKisHgvhK7d\n4tA2pkwhGZg2jROquzsnaSUYDCQHz5871goFoLC3UycSuK++sv7chQt87fp142DizG/78ktOMiNH\n8m+djlq0Cxfkicz9+5ykHj2yH1k6eJCank8+YXWercq2zZu56j5+XH5ij40l4dq2jREEHx8Srlat\n2D7EEfzwAwniiRPGiTEpidtcuJDplZ49OfGuWUPdxujR9vVgBgP3p2NH/gY5JCdTd7dmDXV0DRuS\ncLVqZU74TAlTsrsHfD4Lwb7DaqxaxahM797mk7pZ2vsdRvzmiaApoU55WAGsIMyTh9Ge8eM5mVp2\nHQBIUl++pJjdFk6f5jm6etUxTZ0QxqilUpVsQgIXNz/+6Hxrow0bSGa2bmUa9MgRLihOnHBuOwCv\nm8aNef7kUpyHDzPlNn+WDhf3GS1CmgfJe4u9eAEMbtUC35SPs3qtw66SeJ5zh5Xb/Z1jgVhR2fo+\nn/nKCzPXyY9hwcEksJYO8hLOnGGq+8QJ+xYdycks1lkwMhDr61jvR5NNXnibawtKlcJfj9Kl+e+C\nkYHQODH+CsFzb0q8wke1wKzi1sfrq+clMX39Dts7bwJvb0ZS1WqOt5aGo1OnMnoXGurwJj9apIS3\nuCJZ/1HItajps88TQVMdE7ADHDA2b+b/Z8xgyq1XL1il5CTcv88VuKMEC+BE8ttvTA/VqUOiYFqF\nVaECB6BLl4wrdKUonZygM39+pgcBCp0HDGDkTClSlDcvUzR37yr3bbt1i9GDI0dIDDt2tE/I2rRh\n1CcwkBoKy0m5dGkSwi+/pFYkMtKYVixe3JhWrFLF/Lsk0uKWpEfUUQ90GxgCd3c1Hj5kMcOSJbSG\nGDCAE+f48YxinTljP+Iowd2dabwGDfg75I5LmjSMwDVtyoni559JyIODmXrq3h1IeKaDzvKaHKXB\n60LAhQtqs6rTt28paF7/TThmW6S951SJx5QVEWjoZ7+LgOlxuhYVjj/T6bH5lgdChoTAw0OepGXJ\nAty5Y3+bGg2Pp6NFC5LmqXJlnktqB83xzTckSCnpHdmpEyMgrVoBE0bpcFIbjsJ6PcZ2sZ/eskTa\ntPSKqlGDZKumia3L3bs8p6tXA2q1GuhpvV29npq6PXv4OHUKqJXfAyhv9VaUqahCp1FGJ3zp8VBB\nuJ0mWb5c79gx3jPR0cq/q2pV3rtBQZQh2ErHpknDCHqUl/x+NG+ciBkb5D9bt00Ieo8zN6a11UHA\nzY2p8QwZ2AdzxQrgt0sesm7/1++oYDA4bodz6xYJZWAgx3NTs2SAkSx1yq3cXLADF8n6j0IaUIOn\nRyDxZSL+fK5CmQbBCJ2rhm8rx/pjlS5t1Jpkz86VzhdfcDUkd4M7kiqUQ7ZsFKCGh7MMf948o+Ox\nm5sxZSiRLCUtyPkYFR49Mm/Xki8fB3iAEbnatW03yXZzM+qyLMlEfDxTPpLvkZJmSAmjR3NA696d\nkQqlQTJbNk6YnTpxspLSip9/TqLYqhUfKqHD7oVG0jJGDYzXahC4GzhwXI127TioJicz4paYyFSh\nXGGCPZQrR6I2aJBtvRfAQooePfi4eZPFFV26AHn14dC2MCdMyxvHo9+FCEyfrsadO6zUu3OHRDNn\nTqCcSg/IaPZ+O56IzJl5jco9TEX/UjTsr+bNFYHpv2oQVUFeC+SIJmv/fkaw+vSx/T5L5MvHqGf3\n7oyEmZL9x48p5D50yLltmiIggATrwFJzA1NnRNcSChembq1zOx3a1gtHOnc9EuGB3edCMHCg2mxi\nFoKpcolUHTzIib1pU5Kahg2B04flNULthgfLksrRp+Tv88cy5sZJSYy2z55tv//g8OFMY86YwcpP\ne3ij0J5KeCjnfH/crIaqEv3NTh+lwXF7BzoIXLjAhQkAhEwIwfRfzI/XxCueiH0aDLWaJNdeKvjF\nC9732bMz8jhzpjXJio5mlNeFDwOXhcN/GD7N1ShafwuqtN+B64lb8OVYCt6DghwrJy9VihOJFB3t\n0YOruxUr5N+fUpIFkNz0788qqRkz+F1S6bZEsiRkKhGCvvvNwwdT4jyRsVgwvLxIgpKS+Hy+fIyI\nXLzIyI5kyGoLlSubC6KF4Kq+bFkej99+ozGqMwRL+o1Ll7ItTL/utNcY39l2ebeHBwsE5s4l4d2z\nh+dlzhxgfD/r4obp5eLhGR+Ba9dIKhcsoPdV375MkaSEYEkYO5YDshTddARFijDaExsLVC4vHxFw\n0yeiZEkSsXnzGCGqW5eTQ8Yc8hNcjvwqXLvGSF3LljxH27ZxgipQgGnBBg2Yflwy1fo4jS8ej53f\nyVsN2KsuFILHYto029oqJXTsyAWDpeVDaCiF/I5qJi3x/DkJ2rFt4WYEC+DvXTQlAkuXshrv2DFW\nlCUk2N5mzow61M+lwYRslzEqSxzGZ7mMCmk1qFNVhxs3OBZ07szJvk0bLiK6duV9cvYsr1u1mhE2\nn+ZqtBxOa5U2O0pi8mNraxVTvM0cgi8Om9/no855YsepYHTsyHYxkk1N3yYtkCMhEAVy2rdJcHdn\nWnvJEi5gbEGvBw5fDcGwk+b7Me26sq3N9u1ciC5drUbo2i1Qld2BZj222CRY8fEko02bcuw7dAjo\nEczj1XavFzQ3SyIs3gttR4fi6Bk1atZkVHv7dtv7f/s2ybKbG+0+LlygzYyE5GTem84UR7jgHFyR\nrP84Hj/mirJ1a2o1li+nJuHLL9mvyxYyZ+bgeO8eJy53d65smzfnqsiywe/7kCwJ3t5c4Q8cSI3T\nDz9QDxQdTdPPNGmAhcvUGD8KCDtj1IIEjuAq8eJFaq6WLqUu4+51HZJvhmN0Bz38vDxw5VwI8ua1\nvZrMkFaHQ9+HY/wlPZ688sDJGyEQKjU2bHg/kgJQnzRqiA7fTtBgXmP7kYb4eA6UN28y7H/rFv8P\nAJk/IWk5fC8Be++8Rlo3IEkA6bPcQ3g4CWXfvqwwM7XpSCnSp2eqtWtXDthyDbOV8OgREHfTA4fT\nmu9rk4IZULS0CrVq0UX8p58YbfziC6Y3ju23jn5MivXEQwSjRQtjlMwUQjB1HRvLx69nHE8vA/aF\n71u38rxYiqcdhZsb76NKlXhfNmjAc7p6NRcD9pCczIq68+eNj3PneIwrVAAK6+V/r4chESdOcJKV\nHg8e8JrMk8f8kTcv/z3xczi+qWXhhVU3Hi36RSDujfqvFHFoqGNtiKSCikqVgO7jlK1SHj4Evtuo\nxtdhQFiU8T7vNCkY8xqoMXcuULeaDuriGnxdI55pyPK8j9xgP2KXPz/HiC5dSAaV7E6GDgVy5Fej\ny0AgbH0E4p8m4tR5FaZHyEelnj3jYnHtWmMauXhxakqVsH07x7sGDUiCTNPmPs3ViH6hxpql5pH1\nqVOZyuzaldKC2bPlJRC3bhmrt9On59i9bZsxAvv77/y+1PTpc8EcLpL1H4eUPmvdmtGX0aNpAliv\nHknW0KG2Py+lDCWxduXKTFuNHWvtRnzzpnlVWErh6ckJ9//Y++roqK7v+x1CgqR4cLcAwSnF3ZI8\nIEChxYuTQYoUKRncQqBIC6XM4MW9pJCB4MGDFCdYcNcgITCT5P7+2DzG3liA33ctPtlrzUrG3zy5\nd999ztlnxQpaPowfD1SrqMPQthrExRpQNa8HSpdSoe8g6wTSMmWo9mzYAHRtx1W4LsD5sElkhA6x\nR9RYW8tYuTj8qRptxwA1a0pISjIqe0KY35QeU3p8/0YNFta3VhqCJmmxSSd9JFK3b3Myz5/f2H6k\nQAHmyBQoAPw71wOH7sdj9523GFPVaN6j2nsHkTt0OHZMskpy/VTUq8fBfdQo5g85g7AwVnN+51sZ\n668fwu+1jNs6YP9zRL36FhuOMt/v3DnzwgD5OMmVmkmpPdFyeBBmNpGwYAHDUCNHAhVK6bBjhUlC\n/Q8q3HsqYdEiwP2Za10M7IULExP5fVOmOJ8TowRvb4bHu3XQoVUtDW5cMqCBjweunFUhd27jufns\nGfeJTKTOnuWCI1cukrRy5VixWK4cJ3N3d2CEjR6iBX08EbLQ/DEh+FtNiZdMvk6cAJ7cNwAK5ptV\nKuhxcHPybUeyZ7dvojp6NBX3Tj0koIf1tTp6NPDirAbjvJ2vVrREYCAJSp8+VKotf4tGw0rXo0eB\njBkl1PeXIATzuhJsNBofNozKav36xseKFCEptsTdu1wQnj9PRVDJUPfNGx4fpeKX2rVJEPv25YJ0\n1Spr0mpKsgAujpcvN5KsFBPSL48UkvWV49kzmufVqEFy9OABQ2g6HR8rUMC+67JMskwHjQkTmKNz\n9Kjsq0TcuvV5Eyg7dWLCbZvmOpROrcafdUzMMWeo8fARUKgEk7yVbgXSa/BnDetBuEEXLS68lBRJ\nULmsGuz93vw908rHoV5nLU495Y9zczMOyPL/9h6zfLxSZgOgYPQo3utRqBCJg0yqsme3PZFt26zC\nnK1dsMbf3B1RUz8DQuO0KFLky2Sz/vYbybR8fGzh5UuS+P37mYOm055AsI95x+DZdbKix+mT+GEw\nV+IXLtBVO00a3tKmBQr4SOgfKiFtWuPjbm60fGjYEOjwvQ4nktSYV8t43LoPU+NFDmDMGAnp3VWY\nNMtcDQs+74UfRymHe+yRrFWr+Lyz9gr2kCmNDjW91RidOQ74cB39OkGNpX8Dj2IlnD1LRU0mU999\nx8mxTBn7yqRXYRWCNqqhres46drNjTlMmTMbw5TPnzPv7tgxIPa5MmGLT/T8JF83b28uAJVw5gy/\n/9Il+58R/8oAeFs/fuygHj/9ZDTlLFnS9jU0fToJyooVMLME2beP+VqHDpkrtm5uVIcXLDC3lQGY\n6hARYa1GFi5MKwwZCQlU2SdPpoK1apXtYqGYGJI0W4Q+c2YSRHlBqlYz/1J+vRwulBEQwOvm9Wue\nQyn2DV8eKSTrK4esZHl6GqXi3r05gf/7L0OHefKYkyVTmCa/y8iUiRNt376sIJL9aD5HuNASGTMC\nlfJpMNvHnPiMKRqHgNFaGHJKyJ6dZMTbm39LleLfnVobPfjq6nFgKf+3JEHjf1J+j9RIj/9sVBK5\nimAbSkORkp4YPNi5z/jnH2D1JglNSxQG8MLq+XMn9ejThy1AihXjrUgR1/PIlJAtG3NtevWi2qFk\ng7B3L+0i/PyYw3btGnDjsgFQsLlIeqfHunUsI3//njel/03/pkplJGE+6TWY18z8/FjcMA6hcVo0\nbSoBkJDKDRgzX4vzp/Qo5uuJrZeCMLio7epCJZKl19Mo9e+/P49x7NalGsypZtFbrlwcep7RQjWC\nITV7PkhKeP8eWLpKwkAVIM3VomoFPdJk9EQzB0nXr15xPFizhqS4cWMSuoxpVZg015ygjjjrhe3X\ng9C9O6trLdMGnIEtJUsIEvOxY217j716RauKS9HK1Xe+FTxRphaT70NCqAbLhKt2beYyyVWF6dPT\n+iKggQ4nNmuQIY0Br997YNMBFVatlqzMXQHmoKnV3P7sH5pQv3nD60GrtQ6jv3iow6uLGozqYMDz\n1x44eEWF7PkkHD7suJ/ltWvWBrOWcHMjQaxZk+pfRAQjAWMijfQAACAASURBVFfO6nB6iwa5shkQ\nfNlYYVqzJn0Kf/yRSladOvY/PwWfhhSS9ZVDVrIAJqYuX06SBdCKYckSSsgHDyr35PLx4WBliQ4d\nPphUalh1JsSnkyz5M/bvN96ePgWq5TAACoNR/Zp6TFpl+/MOr1UmM25pPG1aOLyHjdCSnUoiV5Gu\noAo9N6ix0KS8O2i/F7pMcc5e48gRJniHhQEhfXNBiWTlKuCJ0qW5Eo6M/EBybvBckEmXKQErWtRx\nGx5TdOjAvJNZs8x7JMbHcwJat46VmI8ecfCPiwO+zam8b0uU9UTIMue/WwiqATIJC+3tOOeqrp+E\nmg0lfPMNsPUiUH4JQ+hHj1qrQhkzciIXwpzgzJ9PVeRTJiUhuDBZuBC4ckhZ0fQppEdgYPI+f948\nbuOAYRKm/i5hzZ+2rUji4mjauWYNQ+x16lDtXrXKlChISJcG6DVBC/cEPQqV8ETbMUGYWkPC6NFU\nNENDmaztChn09lYmWf/8w2teHqMsIZP3Jk2AUbNVmDRPuVqxrp/xM+7c4fh24ADHu5s32XxaJl2G\nNzo0K67GxBzGz3lXRI3UCfz9lsicmefOsmXMbQV4ztepQ6XIFJEROpzboEa4vzH94NfnarQdDvj4\nOFaanSFZMooU4W+cOBGoUp5u8atMlHw5VaJlSwn//EOSFR1trGZMwZdBihnpVwwhqGDFxfHvy5cc\ncO/fN59Y5s1jftbhw9Z9uS5eJAm7fNn68y9cYI7O+fNcGRYt6lrzYCF4kR84YCRVCQnGNhG1a9MM\ncN3MQEQ0c91YVcnIkmET2xVNQV11eHdGbaYwOHqPK9iyhSveqeN1OLFNiysX9KhUzRMXnwQhMbWE\nzZvte/dcvcr9M3UqDUazeulQxkNt1sKj7yEvdJ0SgkZNzbc3MZEeR9eukXxdu2b+f7p01uRLvu/t\nbT2JxsQAtaro0LYee6s9f+OB3WdV8M4rwcuLZKJVK07AtWoBB3bqsHqcGtMqfLqxqClcMactWZIe\nXr6+nFyePOF9y3CMlxcJ4jff8P6bN6zq1OmohLiKFy8Y0lm4kJ/Vsyfw5FQgxmWz3u7hd3yh2eqc\nYbDld5QoAUyfrEN0pAZH9htQuYYHmnczemS9e8c8pLVr+VuqViWxatXKvmt9jx4MDVtOyP/9x8fS\np+c44mx+z9y5HD/++sv42Lt3fP/8+db9JOPjmQe6fj0Xd3JaQmSEDhErtfjviB5FSnmibT/HNgnP\nnzMMKPf7S7gZiN0tXRtf/pqlw+o/NKhb3YCnrz2gO67C6WjJrL3Po0fA8A6BmOOTfFPoXr24GFap\nHL7UDKpmgZiWX/l7B0wLQ8mSzLvLnp15W446FqSASDEjTYEZXr3ixCmXmWfKxDysiAjznm99+nB1\n16IF8wpM8wOKFqW6ZDBYh4VKl+YEOnw48wAcqVgJCcy3kEnVgQMke3XqsFpt3DhO6m5uDM3070/V\nZsgoFbpPV2OxSbPVn496oVuo/SWYPNj2DdFCH8cwkb2wycuXwMatEmb/BjQZrUXdanq4p3ccanEW\nu3dzsmITawmVakjo0AGIWM7927w5j8X8+cqqwOPHXCl37MgChl9+YSPc/TsA/15aFMytxxu9J95n\nCcLv8yTUbmTutu7uzvyMAgW4v00hBCcFU/Kl0xn/T0y0JmBvX+ggFVZjQg7jKr17tBoP3gOdVVwt\nm1Yt1fWTMHIUMChGizzeerx+74mtV4PQN+en7Vsl493+R7zQfar1+VG8OMPfpUuTpDZowBzDcePM\nXyeHDGWS9ccfrHJ1hWAJwfN8wQJWkEkSlb969UjqlmhU6DHL3LDyl5NeiLgZhHHjmNxt2RrGHkJC\ngNpVdDi/4cO++KCSTZypxvETwLkrEv79l8nRbdvyNznb/uj6deVqykqVqAZqNNw/vXuzMMBRWFop\nXPj778w9syRYUVH0FatYkYn/pgtBuVqxf3+OP3UVmolbImtWo7kvAAS3VVZCz57QY/Bg7q8KFUgA\nPT1J7G5sVxs93zIDqWLVOB0FeGaQsH07w3ExMUD9gsoqvK3KVktcu8Zj5SoypbOt7ubKxd+yfj3P\n7xSC9WWRomR9xYiJ4YB144bxsb/+InFZvtz8tUlJDAEJwRwF05V9kSIkZkpd2t+8AcoU16FqEQ3e\nvzKgVHlj7P/9e6oZMqk6fJhKmqlSlT+/9Wc+e0YS+M03DF2sXw+s/luHuBta1KisR6q0nth+Mgjt\nu0oIDna8H7ZvZ4Lrrl32Xzd5MpNtly9nntqJE863tHGEw4dJYjduNIabzp3jPj93jvffvOFE1aIF\nc39M8fYtiw8yZuTr5URXGTlzGpvZXrlCshYfz+9zxYHfFp4/NxIw+e/tw4HY3ND5VfqjR1Ra7t83\nTsKrVrF69ORJI6FJDiIjdBjXX4uyJfRIm5HnRzeVZJXjNmQI95Uc4nz4kArNH39QzZFRqpRR8Xr+\nnGHzI0eUrwGl3/n331StPD2pRnTqZK0St2kD5M+hQ7o3rJx8HOuJXWeCsH2vhD59uChZudJ2uM8U\nN29S8ejSUFkda7nbFy36heGHH5J3ThcowLBz4cK2X3P/Pon/8eNUqvz9bb92zx6Gtfbu5f0HD9g4\n++hRY3hMrycBXrCAieI//mj789av5z535BulhME/BGK8t/U+G3rLF8XqheHMGVbxXb/O8yA/ArGq\nhvXrG4f5wpArDP7+/O3VqwNjun1ae7P8+Y3Grs7i+HFgUOtAbGtq/b39on2xeGcYhvTX4dIBDdK4\nGVCmousdAf5XkaJkpcAMz55ZJ6UGBrL83lKZSpWKPj2NG1OWnzrV+Jyc/K40wZw8RK+aUJMmrr+M\nUmNEMFfOcg5L797MYZATRW3h0iWuMGV3Ynd3Eor+AyX8+quE3qHcnoH3OIgVLsxwhz0UK0ZiYA+v\nX3Oi3b+f91OnNhqafipOnTLmw9nL5/nmG6pcNWoA717pIB7SkiDBzQPHbqrw6JEEg4Ere0vVMD6e\nE6GfH0NBq1dT8WrVinkun0q0smblzbQVzKgOrvlPbdxINcdU5ejQgQpfv36cJJOLun4S3nlLaD+S\n50W/WyzmKFPGvAqseHFjBwCAVgibNlEhLF7c2FXANPl96lSgdWv7BCsxkRVkCxeSQHz/Pc/3qlWV\nVcnz55kndP26hPTpjZNbz540ZN2xg99buTJJhqy62MLIkXTjT7iifExqVNZj4ED7n2EL79+TOCot\niEyRJw/zu7Zv5/GsXJnKnRKps1SyRo6khYdMsM6dozVF3rwkOLlz2//uOnVIZuUm4M7i5Engn4Mq\nPMupxp/VzVMEOn7I7ZIRH88Q57xhyvu4bnU9pm00f6xBOxW6/6LGYhNz2KD9XujqRP5lfDz3kaP9\nLkMIJt6PGQMM7qvChMPmaQQjL3rhxtsglC6mQ73camyoa52vlUK0Pj9SHN+/Yjx9ar16zpePIR+l\nZPa0aenmvXkz5X8ZPj7MBVLC9uUaM4IFADMrx6FMTi3u3+eENnMmJ3tHBGvHDg6WwcGsWnJ3Z9Lq\nmTOcnD09uboFOPhu3UqfGUdtSAoW5Cpbb0ehnzePoSPZ+djd/fOQLLkv2Lx5yit7y0VRrlzApNE6\nXN2iRnAGumyrM0Yjy2M1yvrocOiQclg2Pp7kRaXid6VObbQbaNmS+S6fG7baG9nyn1q7Vjn0MXs2\nV9+fQrIALhSSkvh/wYKc8Dt1MvcoUjqXK1fmOdqyJVUrwEiy7t0jybFUFmXcvs1QY+HCrIjz82N4\nfdEikjxbyeCTJ7NCzjKsNmMGw7R79zKZeuNGhs0HDSLZUcKJE3z90KHAq3jlY5LonvzCjRs3ONHb\nyxU0hb8/SWTx4gy1/fmndYcJ08T3kycZXhs1iq8LDeW1+PPPzGF0RLAAqpO5c5t3anCEsDBu62+z\nJRx/HYKht3wx7SWd1ZVyMNOl47mSLpPyPk7tZb2PX+sl3PuGLvfTXhbDlDe+eJM3BNqlksOuG9ev\nU8FyhjS+fcuQ6ty5HA+Dx0mo1SMETbYYf1MbdQgOHpdQr7QG0ys63wEhBZ+GFJL1FUNJyQI4mdhq\njZItGwf58eOpqgDKNg4yYp8or+pyZtE77QguBAfin36iiWj37sbnVq+miiB7JJlONOXKUR1q08Y2\nCQSo2OXNa3RKt0RcHCfZUaOMj6VO7VzrIXu4fp1VULISYglbE/C53RqzPB0AWNKIxFWpKjIhgeTC\nw4PhwqQkDrSpU1MFzJKFIUhHLVRchX9nFfofdq7dyP37zKdRIppeXqxGHDrUsTeSPZiSLID7Ytw4\n/vbXr/mYnJNlic6d+bp27bg/Zdf3iROZR2dqkGowGNWvihV5nW3ZQl+p3r0dO+FfukT1rm9f6+cy\nZWJOXq9e3OaaNank3L5Nhc7yPBeCBpjjxtGCYcN+FYafNj8mqgNeOHU3KNlEOyZGufLYHtKlAyZN\nYohRdvH/7z/j897eJLRyX82JE6mW1a7N1ITjxzkOuFKxWLeuUYm2ByF4vffty7EuIQHIklOCNjwM\nk1ZtQ8gy5RY4iYlMO9h0QIXhZ5w771euBHr0ZXudSau2YcryMGzYIuH5c/OqXCU4W1l45QoVUyEY\nbpVtIcpWlvDY0/o35cjsmgKdgk9DCsn6iqGkZAGcTMLCrFUUGUWLMsTUtStXmUok680bqiZno11T\nMyxhMDC0MG8e85Ysw2krVhjbpliSLIDKwcSJVItsmRvKv8lWyFCrZfWbHCoCPj1ceO8ec6aCg0ke\nXYF7kvIg6J6oPAjGx3NSkz2/VCqjEpk6NYmotzdDxW/furYt9vBdbQnbb4ZgUIwvOkTaVgAATrSB\ngeaJ+KYoU4aJ223bJp8MWpIsgPuiVi2SqKQkkqWXL42kyxRyiLx7Rx3irwZiyx8BOLUlEHWqsh/e\n1assOMifn6Hljh3p2j1nju32MEoICaECa8tQ1N+fSs6vv/J+lixUtHr1Yih5xQpjz76+/gFIuBmI\nHVt0GDsW0O2W0H4clZOpscXgH+6LBn1DkCmHBD8/16p/ZVy/7jrJkuHrS2PPfv1ISgcOJHk9vEeH\nStkD0btRANwfBOLSGR2qV+fx373btRwkGXXqkNTZg8HAfMWlS5ljV6kSF5Tjx9sndDduMCdyyxbg\n0AkJ7cdyH3c9UgwDriqf97GxzAM1LTICeA388w8J3p9/2v5OZ0iW3L2jXz/zVj4Ax2ilPEe9LZsa\nJ8fsFLgI8X+E/8Ov/p+BWi3EhAnWjyclCVG0qBD//Wf//Zs2CZEnjxBzZ4aL6vmbi5Ht/cWIjs2F\n5o9wUayYEF26CBG+KVwMa1JevFQV+3gb2qS82Lc93OH2PX8uRMOGQgQECPHypfXzZ84IUaCAEImJ\nvF+3rhB79ih/1ogRQtSoIUR8vPLzQUFCzJlj/fjbt0Lkzi3EqVPmj5cuLcTZsw5/giIePxaiZEkh\npk61/7pz54Tw9bV+fETH5mb7U74Fdw5U/JxHj4Tw9jbef/5ciEyZuB0yEhKE6NSJ+zsuLhk/SgGb\nNvHzLl8WokgR+6+tXl2IcAenRFKSEG3bCqFSJW976tVTPj/evxeiZk0hxozh/bJlhTh5UvkztmwI\nFz+WMD+fVTXKi2oVw0WOHEIMGybEpUvJ2z4hhLh6VYhs2YSIjbX/uhcvhMiXT4jdu80fP3NGiJKF\nw8VPFcy3sXO58kK3yXoHjxjBbU5MFGLgQJ7Xd+64ts0DBwoxfbpr71HCkydCdO8uRMFc4aJPDfPt\nb+9bXixf6HjMsIe7d7lv5fHCErGxQjRpYj7eLF/OcyMpSfk9SUlCLFzI62v6dF5Hphg+XIjJk5Xf\nu2iREK1a2d7e69c59vz7r/LzKpXymCWEEAaDEEOHClGwoBDHjim/5tAhXneW6PRDuOhcLnlj9v86\nksNbUpSsrximRqSmcHMzqln20KoV8GMLHfbPV2N7U+YHBWeIxq65anTroMPSpYDUip3iQ+N8Efqi\nGPy2+qL09459j65cYQihXDmuDpVCLCtWMDFarnRUUrJkTJ5MhaFLF2s1A7CtZC1cyGTuChXMH09u\nuDA2liHC1q0dhwNsrZz9O6sw8bpFOCJGORwBGJUsGVmy8NgtWWJ8zN2dq/c8edgSJi7O6mNcxsaN\n/J358lG5s6WM3r5NnzXL0nxLuLkxVLZzJ5UvV6GkZAHM5du4kftj40b74e9D/2iwwKKv5NRycSjl\nrcWdO8wVlNvPJAdTplB1cGT8mjkzFdYePcxVt3LlgGZVrZ3i/6wRhwP/WOfUdO7MkJUQTELv2pVq\n2IULzm+z3NrlU+HtzVw1v0rWeZyaOnG4GPlpOUF583K/Kf22mzep+BQvzrBqxoxUqidMsK1iPXrE\ncfLPP5nzNmSIdX5UoUL8bCWsXMnxyxYKF2baRvfujBhYwpaS9eAB20mdO8f3mRajmOLNG+vGz/v2\nAXsOSfhhdAikbb746ZB9BToFn44UkvUVQ26powR7eVmmSPtKg/n1zAfERQ3i8OaGcUCs68ecg5A1\n29C8TxgOHLN/se7ezdyLoUOZG6GU2JmYyMRtOVQImCe+W0Kujrx7l5VKllAiWe/eMUQ0erT165MT\nLnzzhmHLOnUYwkwu6vpJyNsgBIE7fTEtthha7PJF1hq2B0FLkgUwJKLVmpMOd3cSjQIFPp1ovX/P\nnL1WrZi87eVlu+HvunV8nacT0YiMGZmw3q8fw1SuwBbJApgY/c8/wM+9dXgfE4jw2QEI7hSIyAiG\nAl+/Zujl2kXlUG0eb71T228PN2/ymnO2yk+S6Kk1YoT54x7C+ZwaX18S6z17SCSGDiXRa9BAufhF\nCcnJybKFCxeAl4+Vt//CKf3HXNBHj5L3+XXrWocMo6JILHv3JmGSE/hXrWKyvKVnHMBzoXx52kpE\nRZmnEpiicGFlknXvHquKHfW4rFKFC4vAQOuc0WvXrPf7/v1Mvm/QgPtJaREtwzJc+PIlSfbChUDz\nNhKepg1DXE7bOWgp+DxIIVlfMWwpWQAHnXv3bK/CZLx77VqSZO/eHKAeP1b+PI2GuSxr1zLHxBYi\nI1mNWLq08TF7ShbA5PiwMCbPz59v/pwSyVqyhANpZYV+eq5WF757x1VvqVJUDD61t91/FyS0+jkM\nk1ZvQ//QMIRtl2wqRUok67vvqJbs3Gn+uLs71YTChTmJv3mTvO3btYsTT65cvJ8vHwmuEtaudWyz\nYYrKlVlZ166d/YpQS9gjWQDw5qkOLUqqsbJaNOaWpyq7cqwatavokCcPSanHN18uX2XqVF4fWbM6\nfq2MWbOA8E069JYCMapDAAa1CcTeI8qJVe+SlLexc2fm68jo2JEqS+vWVPbsISmJ+UifomS9e0dV\nulYt2mkkuCvv42y5PfH+PfPdSpWiMt2qFVXqiAj7OZcyLJPf16+n/cX8+cyDk2FLxXr5kmr4r7+S\nlE+ebH9xUKiQuQ+hjLVruZB1xjqlVSsWLzRtasyZe/+exSJyJbEQTLr/4Qdev2PHOq46tCRZAwcy\n309u/ePm9nlzNFOgjBSS9RVCTor1vBuAf2YbV+umcHfn4GMrZCi3RDl6UnlAPHTcE/PnM4nVFN7e\nNA00tYAAOKj9/DMH0IMHuUK3B9OEdxmOSJb8/TodS+63bzc+XqQIB0N5EtbrWSqupGIBrilZBgN/\nc/bsHMwtW7TYgxJxiotjSEMmJrK1gC3lQYlkWSbAm8LdnavZ4sWTT7Q2bjRP6M2fn3YbloiJYbjQ\n0fG2xMCBVBnUauff44hkbV+uwVSLMNX0inHwyUK7kYgIIGikCpMsQrW99nmhWuCnNXi7e5cT7y+/\nuPa+M1E6NC2mxvSCDNdPyB6Nktmeof9/5j900HEvrN8XhN27rT+jXTuG5E2Pc6NG/L0DBthPvn7w\ngGQ9OUaxly/z9+bPz+KLIUOo1jRop0LPPdbVeV2GBCEkhFYuz55xodWuHYlHaCgXSoUL81qbNo3q\nnGUif1o3HW4fDsTI9gFoWzMQwwfosGOHtaK0fDm3y/S83LOH4VgvL1Z0Vq/u+DcWLMjz3vK8W7mS\nZNZZDBxIdap1a45NN29y4SK3Q2vThorwsWP2TV5NYUqyNm1iK6Hp043Pu7klf5GVAueRYkb6lcGs\nX9+HHBhbRnMlCumwZZ4GT6IMSEzlAb/OKghPCSEhHCCHDQN8uqkwaa5F/78YLzTrFoSICK74WrWi\nKiX7Ag0cCPjV0yHukgYeMOBdkgeO3VAhXWYJR44wb8Ie4uO5ipw0yfxxZ0gWQPKwYQO3a9cuqlUZ\nMvD24AFzN5YtoydWtWrKn+FsTlZiIqsHheDA7YoRoi21a/NmKo05c/K+uzvDPFOnKpuZKpEsgPkg\nI0Zwgrd0DU+VioQwKIgrW53OdrWbJQwGksDx442P5c+vrGStW8eJw1mPJRlubsDixaz+ql+fq3xH\ncESybFVt5s6m//jb5WskdKUWxw7qUaaiJ7wqBWHiVAn1/ZzfR5aYNo25N4684iyxfbkGU8qYE8M/\nqgoMv5UToXHZkSpBj6TUnugyOQjtU0n46ScqMePHG82Gc+RgeH7TJvNK14oVueDx96eqHRKi3J/S\nFRXr/Xteu1ot+552785wm/wZiYnAouUSAlsDU+5ocSRSj8o1PNHconWVmxvfU6SI0VstKYkVnidO\n8DZ2LENyefJQ/cyRSYfEi2rsaG5sdzMunRovHwGmjZ4NBobzly7lfbkv4oYNXHw4S2IAXndZshjH\nFYAWHQ8euLawcHOjavn998yD9RYalE5nQP+WHthxWoVGkoRVq2xX5yohLo4k6+FD2lVs3mxNllNI\n1pdHCsn6yrB9ucaMEAE0mhs2W4vchSXkz8+BITJCh6cH1dhkkuSrGqLGyTfAiLESOnaUZXIJadMA\nw+docSdGj/LfeaLZEA6IQ2BsIdKlCwf1nj2Bovl1qJtLjZGZjJ898KoanQcBmTM7jv1v2cJB09Ip\n2l5OliVq1WJpffPmLNXOm9cYMsyRgxOKaQjFEs4oWUJQLXr0iPkRlr0dk4sVKxjiMcVPP9EL6dw5\n5omY4u1bZZL1zTfsNyeHFyyRKhUnwz59OLFs2+bY4wlg8mzRouZO1PnyKStZa9bQbDQ5yJaNikCb\nNpxUHbWXcUSynDVPlfvhNW0K1Pvgn9WnD//qdK675z94wGN68aJr73v5ErgdYwAqWD9371YmVGwR\nhlatzPsPnjrFa7F2bXrMyW1wfvqJx9rSTqRwYSoczZsb83VMz2Nn87FiYkjaly5lGLlPHyqwlqG2\npUt5ro6ZLMHNjbYSdTs613MwVSoWHZQoYVSJEhNp+BsRAWxfqMFGi/zRccXjELpSa0bgli3j765T\nh+dV585ciJ0961ooV4YcMpRJ1sqVVOBcWXABfH2fHjr8HazGzDpxwIdjl/hYjbYtgDRpnM+biozQ\n4dgmDdLAgC46DzRtpEK1aubvF0LZyiQFnxcp4cKvDLZW6/du6BEQwFWXtzcwpq8Go4taVPjUjsP3\ntbXo1s18cKzrJ2HsgjAcf2adJCn3gbt8mV5X//0HTBqgwV81LVbfVeKwa7Vz1UNKoULAeSVLRrt2\nHOybNeNgIrfXWbmSA2OtWrbf6ygnSwiGQs6fp6qjRHKcgWW48NEjGgq2bGn+eNq0DO1Mm2b9GbaU\nLIAkcMEC278lVSoet3LlSLQsw79KkKsKTaGkZF26xGR4e/vZEWrVYpi5Y0fHpNcRyargp0KP3eZh\nqh57vJCtlHIosGxZHl83Nzpp58hhNCt1BdOncyKX89cc4d07FoT4+AAPnysTw+x5PbFvH1/ToAGP\n4cOH3MbwcKo/VasyRAmQRJ06paw2enuzGOX5c+O1IsOeR5bBwHOhcWMqwomJDGnv3s2QniXBevmS\nhr+zZxsVsxo1SPJcxZ07VI579yb5DQ0FvvFUHvvc9PqPKRTqdgFYPD4QLSUdxo+nQjp2LBcDySFY\ngHnyuxBMqHclVGiKfes00NaxqG4tH4eFU7T491+Swvv37Z+DcjRjUYVo/FXhGtbXiUbWJ2qrtJGk\npBSS9f8DKSTrK4Ot1Xq5yp6IiaHqceECUMHXNcPLXLk4mdsyM3Rz48pw+XKgQc3kOwo/fcpcDNNm\nvTJcJVkAw2WVKwPNm9Bgcpc2AAvHBaJVU+s8NVM4CheOHUtFR6dLfmNjpXDh6tWsNLJstwKQMOl0\n1lVI9khW2bIklPYa56ZKxcbhFSvS3FXu2aeExESGHSxJlpKStXYtE3VdXdFbYsQITtiOKjbtkSwh\ngIXLJOSqF4LRj33RegdL1+v3CcHUWZKiylSmjLF5t7s7FZD376nW2iNzpnjyhAUWjuw8AE6cS5aQ\nOO3fz1D8lRcqjLmsnL+0ejVVsgEDSFRKlWKI6q+/SAblVjU9evC4tW7NBYYS0qdnmK9gQYZnN68l\nKbm4JQA3Dpjndd68yQreAgWYY9m1K4/99OlGt3ElTJhAElepkvGxmjVpQuwId+5w8dWzJxdLlSpx\ncSP/ffwYKFlWeezbdSgWGyazTdWILNewrWk0jixWY882Hf77z7WiDCWYJr9HRVEJNP2NzuDWLYZ4\nTxxWHjvfv9Zj/nySykqVeL3LYdLAQI4NEyZQiVw+yzqaMVqhbU5iIm+ujqkpcA0p4cKvDP6dVZg0\n0yKH6roXmv3C1XqqVFSf0tvov2WrisrNjblOV6/a9mX5+No0ya/QWreOydhKYavkkCw3N6BdKx2W\nRKnN1LWJO9SILGO7Iaq9cOFvv3E79++nMvg5sWIFS+yVkDkzJ8yZMzm5yZD7FtqCnABvqY6Zws2N\nCdADBtDnKyJCOXfu0CEmpFuqG5ZKlhAkWQsX2v5OZ+HuTvJeqRKrx5RK7uXfYIv8LF4MvHgBzNom\n4fZtCQ0bAjs/hIu/yUqlJyrK3PKkTBnzYyH7bTVuzCTumTMdV5HOnMlJ3LQtjyWEYAGKWs3vX7OG\nqlKPHsCOnRJiHzJHTLzXY88BTwybbsxfSpeOx1XuBFAPIAAAIABJREFUTyl7jI0Zw8rcXr2ofnz7\nLdCmuQ5bNRq8Pm1AorsH/DurzM7/1KkZUlR102H1WDX9wj4kf0+cqcbRKCDyqISoKCrNu3fTIsIZ\nXLpEkmrpYWV4o0P8VQ3U7QwQqY3bdOcOF1v79vH28iUJZL167Pno62u97/07q/DLKDVmVjbPHy2U\nzw2TS1v7ck15o0XevJ9uXVCoEM8dwOiN5Ux18bt3JLaLF1NlbN8eKGGDKBYr7YkQk/QGg4Gq9/37\n5rfDh4Gndw0fQ42msFzkJiRwnH3xwnmVNQWuI4VkfWWQB80W/bUo46NHhmyeaGaRVAoAVZqr0GO0\nGotMusOPv+aFwKG2q6icJVn+nVXo/6t5V/thp73QYZzjCq0VK5R9rgCSrOS0XNm1yjp8ObqIda6G\nKWyFCzUaKgUHDpjnwnwOREdzoLRFIgA2Ci5ThpOobM9hT8kCmNM0eLDj/Bo3N4ZyBg0i0dqxw5po\nbdig3Icxb14mTyclkcifP8+kWluFBa4iVy7m/nXuzAlJad+nSqVcrXn/PhObd+0ikXB3N1cpf/qJ\n+751a5IUOcxVsiTDZe/fGxOO06enKlivHsv7TftdWuLZM+Ypmfbss0RkJJW6t2+pBAUEkLx0787c\nxPLlAZSXPp6nKhVwWcEyAGBIuXlz3t6/5+9dv55/vTPqEL1ZjXB/43WgVBDj5gZkSdDgt/rW10vL\nFVp0GSlhwwb7pF4Jv/zCY2B63CIjdNg7T43dLY3fNWCEGj17AbHxkhmpKlXKcdVuXT8JAwYCw+9o\n4Z2RBQHNhgRh599zAFibuD26rcfp07yeXC3MMEXhwlxQJCRw8WUv/CkEz9/Fi6laf/stybRs9xAZ\nocLgkWrM+k55kSzDw4PqsWWe4pMnQNeGzi1y5R6dKSTryyKFZH2FqFpXQtQ9CeFnbA+GWyIkpK8E\nhMZpkSpBj7OXPJHFx5qMmUImWY7wXW0JP94ExpfQ4sxxPQr5eGLH9SA0emV/1RgTQwO+Jk2Un5fL\nmV2FrTw1e+FLpXDhihWcWPftc5yE7SxMSYHscG8vvJYnD0Opc+eSaAGOSVbatEyGnj/f2J/PFtzc\ngN9/58TWuDGJlqzWJSWxQs3SewvgefbNNwz35sjBSefHH12zs3CExo0ZmvrpJ4ZNLT9bKVwoBPPy\n+vRh3hlgTbIAHtfWrfm6hQu5H9KmpUpx+bLxvQD3R0QE88WyZlVu9AxQbWzVyuh1ZIrTp0k6Ll9m\nGLR9e27/wYP8f+NG5lRZokcPKmPBwfb3bZo0zDdq2pTFIv0CNZhR2LogplE3LS6+kj6GjhITgeo5\nDUAL68+sUVmPLl1sf6cthIeTrPbvb/64UpHO7GpxGPlQiz82Si6fO/fuAXefSPjzvGRGmrYvV/Ax\nAXD7oSfatSMJ/+47WjZUr86FgT2TT0vI4cJdu0i4lFzanz2jyrV4Mcewbt1Ivi3PjTpNJPQKAoLv\na5HF6wNRVFgkW0IIKoXDhwN+9VSYEKPGGJOc2wkxXmg+xJyoGQyMaiSnn2UKnEcKyfoKceoUV362\nCNbJk8zXuHxZQsaMvHgfPuSK7vp12yXbPj6cXBxBpwPKfSdhxloJQ4bQd2bLVJInLy+GA5WwciUT\ndm1V6SUnXCgEcOuBB6DQxuRMtCcePlRexVmGC//5h5YWu3d/Pvdr05BCUhJ/v6NWRwC3o25d2jqk\nT++YZAG0aqhZk3kbjsrA5XLyIUPop7RzJ8nEsWNc+ZYqpfw+OS8re3aSrFWrHP8WVzF+PNWN334z\nNlCWoUSy1q4lcV+3zviYEslKlYohyVq1+NtlPys5+d2UZAE8Z3buZB5i5szW7VNiY6l4ymEkGdev\n05tt924qtmFhRuXsxAmW8K9cqWzVATAHJ316hqqdtQjw9ARyZlVeaDSopcfuRdwn7u4870d2+XyG\nrHo9Cfvs2daJ8G9eGAAFS4xM6fTJIudbt7J4w1KVatJJBdVQNTS1jaRDfd4LD0UQcuRk0UB8PKuQ\nZ83ieZ47t5F0Va/O0Kutxc+tKzpkjdNgQbABRTJ4IDKCIc/ERBKvRYu4WGnalOHjevVsE+Tz5wE9\nJPy5WXLa0Dgmhgrns2cce7/9VkJkBEPMqQx6HDvtiWI1rImawcAFw4sXzn1PCpKHlMT3rxBRUcqr\nYICkY+BArp5N855y5WKYyLKFhymcVbLWrjV628iu0uXLc0Lp2tW67YW8XbaqCmW4SrJevOB2nLqj\nwphL5snD4695IUuJIJQpQ3XH8nNNSVZEBElKeLjzOSiu4uBBejBZTuZKKFmSVVmLF/O+MySreHEe\nA0cO3zLc3IAZM5gEXb+GDkPbBeKPgQHwzahsbgsY87JOnSLZUXLS/1SkTk3yNnOmdcK0Jcl6+pTn\n9OLF5sRSiWQBVOL+/Ze/Wy4UME1+t0ThwjS8/eUXTm6mmDOHk6pMyB89opLz3Xe0ILh6lVWTMvE4\nd45J4QsX2lZyAR6X7t2Nx95Z2CqISZXWExkykLilScN9E6DQO7PHHi8kZHHdkPWPP7g4M/WeEoLH\n78SZz+uuv3UrQ6WWOHdFwjX3EEx544sOkcUw9JYvfhgVgjPREjp3pnK4YQMVyV27OG6sX09ydeQI\nizeyZqWSOmYMF6gyMYmM0GHHbDX2fB+NJdWuQVM6GpunqdGzsw6FCjGcXL8+la6VK5kKYI9AypW7\nzhAsg4HVxlWrsmDl2DGGHwFjq7NJq7dh0Y4wrP9Xwvnz5u9PSOACIYVkfWF8gUbVTuH/8Ku/erRt\nK8TSpcrPrV4tRMWK1t3khRAiLk6I/PmFOHhQ+b1PnwqRKZPtjvVCCPH6tRAZMwrx7BnvJyYKkSeP\nENHRvL97txDZswsRFWX+vmPHhChWzP5nL14sRJcutp83xb59QhQoIMSAAULExwuxb3u4CO4cKGrn\n9RfDOwR+7Dh/5YoQLVoIUaSIEBs38vv3bQ8XTcs3Fz3q+YsgqbnInTXc5j75FERHC+Hjw/979RIi\nNNT59x45IkShQkIYDEL07SvEnDmO37NhgxC1a7u2jXu3h4tu35YXL1XFPt6GNSn/cf+ZQqXidgwf\nLsSIEa59j6sICxOiYEHjeSaEEB07CrF8ufF+hw5C/PKL9XufPRMic2bbn33kCM/Rc+eE2LRJiGbN\n7G/L0aN8/dyZ4WJEx+ZixA/+omqe5mLFonARGyvEqFFCZM0qxKBBQjx+bP3+S5eEyJ1biDVr7H+P\njMePeR3Gxjr3eiGE2Lk1XPxQwvw4DqinfByFEGLh3HBRo0CgULfzF8GdA8Wav8NF0aJCjB9v/xo1\nxYMHQmTLxmtMRmysEK1aCfHdd0KsWx4uhjUx36ZeVW1vkz3ExQmRIYMQz5+bP379Orfh8mXe799f\niJkzzV8TG8tzNls2IUJCOF5Y4ulTIbZuFWLkSCHq1+d3lSwpRLPyzc22X761rBwozpxx+WeIMmWE\nOHTI8euOHxeifHkhGjcWIibG8evnzxfi2285XshIm5bjzp9/ur6d/6tIDm9JIVlfIQoV4sBtibg4\nEo/9+22/d/lyIapUITlSQpYsyhOFjFWrhAgIMH+sXz8hJk0y3t+yRYicOYU4e9b42IABQowbZ/tz\nhRBi5Uoh2rWz/xq9Xgi1mpOWTmf9fPbsQjx8aP34rl0c4KpVDBcD6pkP/P1qJ2/gd4RLl0iy4uM5\nCd++7dr769ThPunWTYiFCx2/Xq/nfjl/3vnv+LWj8iQS3DnQ6rWTJ3OyKlRIiFOnXPghycTAgUK0\nbGmc9Dt3FuLvv/n/li1CFC3Kc94SsbGcJO1h5Ur+DpnMOsKsqeGiTXELwlClvMjrHS66dBHixg3l\n912/zoXNkiWOv8MUrVsLodE4//r584WoXYULjZHt/UW7WoGicR3b5/TAgUKMGWP+2IMHnNh//tn2\n+GCKbt2EGDbMeP/0aS6k+vYV4t07PrZve7gIahoopJL+4ueWgSJ31nBx967zv0vGli1C1Ktn/lhS\nkhANGggxbZrxMY1GiO7dlT/j2jUSwEKFhFi3zj6ZNBh4jner4694fYxs7+/yb7h0iQtSe/v29Wsh\nBg/m+LlsmfOENylJiEaNhJgyxfhY6tRC/PqrEBMnuryp/7NIDm9JCRd+ZXj0iPkgxYtbPzd9OqXl\n2rVtv79DB4Zc1qxRft7HB7hyxfb7TUOFMiwb0TZrxjCCvz+waokOv3YMxLmwADw/YzsUBTh2fL92\njTk1p08zZCU3QjXFN98ot5Jo2JDvKZJBg4klzZNxQ0pbe8x8ToSHM5Rn6qDuDH79leECW47vlpAd\n+ZX6GVoiNpbJ9aePKefyXDylx+bNDFkADJtc3hWI6PAA5BWBiH1k34fsc2DqVPZFnDuX9+Vw4cuX\nxgR2pbxEW+FCU3TowND1z0E6eMcHIvjHAAR3sn1+PjqrMavUBYDpleLQqpYWS5cyOdoSd+/yvBsx\ngmF0V9Cjh/MhQ4OBVhRTZn4IIa3ahsU7wnDhmoTjx5Vfv3q1ddeBXLlY9HH6NJ8zKJ8aANj7dPt2\nY/Xl0qXM7xs/nsdLDt/W9ZMwYFoYrmMbZv8Thp79JKsEeWewZYt1f8KFC2m2OXiw8bGyZW2Hf4sW\nZWHH4sUshKhTh/mrSkidGqhQAciZXznkGfvW9ZDnxo3MybMVTty2jeHrp0+Zu9W5s/ON6N3cuD9m\nzGDnASEYLsyWLSVc+KWRQrK+MkRFAVWqWF+od+6Q2Cg5hpsiVSrmSwQHK9sl2MvLevkS2LvX2o+p\ndm1OKNevGx9r2xbo0l6HzVPVGJkxGpsDrmFizmiEz7R2JpZhKydLCA7i1atzYty61dj3zxIZMth2\nOU6dGiicV3nmiD6jx7hxHAgvX3aur6GzUGqj4wwCAoCENzo8/i8Q+5fYJwEyevViTlNcnPVzQrD8\nvGtXkoL9+4ECxZQnEbe0npg5k8nunX/U4Z9QNeaUiMaK2tegC4iGzs5x/FxIk4akfvx4VmrJJGvY\nMOZDKSWGR0boMKF3IL7N4nh/NaipQymosbtVNIKzXUNwhmhsClVj+iQdtFomsHfrxlydk0eVz5tM\n6ZRXBY8ekXT06WO7OtEemjRhNZ1lno0S5A4HNWsaH0uXjtuvZEEREcEKOaUqucyZ+fzr17zO3761\nfk1SEv3WJk82EvupU5mLaVkgALBQ4skHhwW1mnYa//zj+HfJEMI6H+vuXX7W4sXmifClS5Nk2DOT\nrV+f5KpLFxK3bt1YgagE/87WDcWHnvJC2OEgdO5sdIJ3BkqdFAAarXboAPTrxwrhZcvM/dycRcGC\nzMXt1o3jqLt7SuL7/w+kkKyvDFFRyt5EI0ZwMFdaUVuidm0m6P7+u/Vz9khWWBgntkwWlXypU7P1\nxaZN5o+LhxosrG9dVm5LNVIiWXJy+4wZwJ49TCa2t7qzpWTJeP5GmVRkyu4Jg4FeTQEBJGuVKnEg\n/u03rtrv3lX2abKHhARu9/ffu/Y+ANi/Q4faOdTY3DAa04qRBNgjqQDVsgqldFA1C8SoDiQaWzbo\n8PvvXCV3786/V6+SwHQcaD2JjLzohRO3gtC2Lf3C4m9pMKGk9XFcPUeLU6eoMD56xAnZ1f3jCMWK\nMcm83fc6PD4ZiJ2aAJzfHogWftb74GPz9EzR2NrcuL+2bdbh8mWqNKtWUfEdMgT4bbgGf9Yw/10T\nS8ZhxyotTpwggahdm6QuW27l8ybR3VrRePaMxKxdO743OXB357nnSM1KTGSfztGjrZ/r3p3HZt8+\n88eXLYNdq4Z06UgIvL1J9iwn6VWr+L21arFAIy6OypatopGsWamcJibSNmP+fF7Hztq1nDrFqmXZ\nbV4IFqr8/DPPZVNkykT1RnZotwV3d5LDy5e5YCtXjqTRcuFZ109C019CMOCqL7oeYReBjuNDcOGa\nhCJFmIg+ZAiPuT1cv86FsGmUQQh2AChblouZc+fsF0U4g969gdSJOnRpGIgauQJweG0g7sR8edX5\nfxkpFg5fGaKijOXnMg4f5ipS60LEa+pUhha7dzdXhXx8bFeorV1ru2dX69ZUHIYONT5my7/q9VP9\nR1NLU1iSrP37qQC1bEny40zIzJ6SdegQEHZYBZRUI7SsuRlgt2FBZk1sX7/mivjcOaoJ27d/KL/W\nc2AvU4aDo/zX0hk+MkKHjVoNCiYYUKKAB04fVdn1wtHrqVzcuUMyd+cOcGSdBsuqWJObLqO02H9M\nQrZsnMBM/0af0qGkmxpTTEhR92A13hUC/vpLQp065iS1rp8EAaBxdy3qVtMjtZcn2qiDMLg4GyjH\nxAAliigfxzsxenTrxn0l3wwGEt0MGZRv9p5TuqVJA+TOokONLGrMrmZyzOap8foNUNBHwqNHJHk7\nl2iwsLz1/mqo0iI2g4Q8eehDljs3/77Krvy7qlTQY9IC/v/mDVWbk7dVGOWuxqRSxs8P2u+FZ95B\n2PaPDvs3auCeZMD7JA/sOquCfzNJsWm3K+jWjSQmNNTaHkHG2rX0LVNS9Tw9eU2OHMnqVjc3EqYd\nOxyPFR4eJABDh9JOZLxah2NbNYDBgMjDHqjir0LNmvyNffvaX/i4u1Mhe/6cqladOrR5CQ6mDYYj\nWKpYK1fyGrGlhpUpw2vVGSuWjBm5f3v3pgdVqVKMBvzwg/E31fWTkJBawqRJMHNlHz+eSuWECawI\nHjKE54pSCHvTJo5jsk3EtWskirGxHFsqVnS8rc7gwE4dqmRSY7xPHPChkrnPQTUiI2x3v0jBpyGF\nZH1FSEzkirFKFeNjSUm0bAgNda3HXtGiDBuNGWM+4NpSsp4/50BtK5erQQNK3nfvGo08bZWVn7nk\niQIFaGbZvj2tAPbv0GHNHA2+eWzArx098AQqbN8rYdEi5dwrW7ClZO3dy+9bsVJC7GPAf6QWDWrZ\nNgPMkIEk1NIq4/FjDuDnz3OFvXw5/8+Y0Ui60rnr8Crqw4T84WPHTVPjYjSQNTdbipiSqTt3uBLO\nlYtKlHxLLWyEqNLq8e4dCeCzZzw28t8ceo2ZwzYALG4Uh9A4LerWVR5ki5eRcMMg4egG88ny8GEq\ncGmfeAAKeX7lv/NE+DLzxwwG7n9T4mXr9uiR49cAQAVv6980umgc/EdqYcgpIWdOLhQ8bJD6BrX0\nmLrB+vHg0/YtBo4f5zldpw7w3wUJJw998CZK4HnTY1oQFswHlqrVWFDPuH1P06ohNQTc3D5tUitW\njOrQ1q3KSmhSEjBpEr2fbJGc9u05Nuh0DLGuX0+1xJl2UalSUUHu30uHNeM+tOEBENwM6LlXjYmj\ngaB+zv1Gb2/mGmXPzvvTpjG017GjeZhTCVu2UE0G6Pc3ZAh/jy3iKdtytFAwXLWFIkVo87Bvn9H3\n6/ffjTYluXLxuy2RKxeJ4qBBJLM+PiRfXbpQ4Y+M0GH7cg3OnDAgb2EP7NapcPyshOnTSTIHDvw0\nN/p37zgmyQuNtTM0mGuhOs+rZb/7RQo+DSkk6yvCpUscpEzj9cuXc3WklAvhCKNG0dOnf38SBMBI\nsoQwH7j/+YchkAwK5oIAB7xmzfi6n3/mY36dVeg1yHwCmnjdCxPnBcE7H1fhHToA4p0OdXOpMaty\nHPAhObzvITX+mgUEBLg2MCgpWdu3UxFbv54r/vBwCRl9JUxKhplmjhwklKatcZKSmKAtq14HVmuw\nxqLNzzifOLSYq0W28hLy52f+RK1aRkKVK5dxlfv6NY/Jw+fKJCBPYU9Mnqy8faM6uO5+f+YME/Mt\nJ2rZ+bxNcxVU+9XQ1LHfCgSgApIli3OTeFISCeaVK+a3q1cZgipQgEQj01Pb5Mn0GAZ3Ut5fkUc9\nMX8+w0Om6ql/ZxUmzlRjtEUfUGlwEEJDmbs4dy5VDYBKgOVEtXt1IILrmR/rP6pyUqv3GSa17t1p\ndqlEsjZu5PluL8Tk7k4iNmKwDgdWa3DupAG5CxgNNR3BzQ34Jl6DKRZh/4X14xB6XIuPqwgHkPOy\nZKPbzJlJYnr14mLFloHugwdUU2Ui1r8/94nsF6WEsmXtN0y3h3r1aBq7dCnVMz8/hmOvR+uQ8aUG\nozoYkJjKui+kjw/Hl6goFqzMnAl0aafDk4Mfzq/6fF3QUDXuZwSOH5dQWKH/oBBcpMik6dEjcxJl\neT8+nmOSvNBI/9L16z8Fn4YUkvUVwTIf6/VrJn9u2pS89iaZMzOXY8gQTqZublRkMmRgIqhp09u1\nazkg2kPr1lxVyyQryUPCBQMw5Y0W7onWqtGECVz19WuhQWhe80H8r5pxGLtBi5ZtXZuoLJWssDBu\nd1gYQy8Aw4Cf03Q0VSrmwnl5cUJIeqc80NX8Tu+Q2EVFkXg2aACMmq3CpLm2m4Er4Y3edQPIs2c/\n9NBTgKcnELZdgqobEKDTokCe+3h49xF8S2X52M7E3mQtBCcFUwIl/x8TwxCnjw9vxYszWdzHh0ag\nslJhizxZ5kP5d1ZhxETrUHDQ6CAsWMr8pnnzjKGZun4SnscCTYZo0agOz8+qXYIwYaqEpCROtgUK\nWH/v3bvA0aM8VhdPGoB61q95cFNvt7uCs2jThirJvXvm16OsYk2e7LgCLXM6Hcp6qKHOEPdxW037\nGgpBJfTGDeYOWf7N+94AKJiA3ruux4kT3J/2WkUBRiXL8rctX87UBbmFlCXCw0l0PDyoNJ0/z0IS\neyhThupdcuHuzurOH35g1ea3ZXVoWlSNnS3s94UEqHzv3ctKwdD+Gmz1Mx/XtHXjMOCqFlu2SDaJ\nk7u7OXHKmZP3fX2ZtC/fz5mTY7jp8bd1rSTXADYFjpFCsr4iWDq9T5nCEnFb7u/OICgI+PNPqj1y\nWE62cZAH9SdP6Da8ebP9z2rShH3nHj/mIDBvHtD3Fwl9+ypPwo8fM7/ierQByGv9/JljehQsyHBN\n7dq8lSxpf1IxVbLWr+fKV6czdye/eNFxiMJZJCSQoC5ezFYqzZvbrth7L2wPdImJPJ5z5jD8wCok\nCenSMEQV+0iP6OueGPen7T5nQgBn76sw6IYav5vkcvU/4oXuU20TszNn7Idk3dwA7VIJY0cAFzep\nEdYsDYAXAF58nGwqVJOsSJR838PDSKJ8fBjC8vGhSuXlZft7Zfh3VmHSTHOyqTrghZe5gqDXG8lY\nnSYShgwFBsVokcfbnNR36UV1wt+fhRQTJwKnj+qwY7kGWb2oTmQoHIR+gyUMHEg1wt2ditqJE7z2\nZGJlMHCxU7UqkLeQ8rF++toT1auTRDZvTpW3enXXQ0Pp03OyX7aM4SUZW7Zw+5o2dfwZEcs1Ziok\nwFy1tkO0GDBcwo0b/KwiRUhuixQhcWrdmvcXjVP+jS/feaJLF6pNdesaFV5fX/NrNDJCh8RbGmyd\nbcDxTUYVyM2NSmHFigzllyxp/R1btvC5Z8+Y77RhA5Pn7aFkSRJ403MjOciYkdfk2ysaTMxhvf+a\n9dHisaeEhASeE5Z/K2ZSXmy9eqLH1ascI6tUMSdNOXM6d03YQuq8KvT61zx60HWnF37+03U3/xQ4\nhxSS9RXh6FGusACuMufP5wT5KfDwMFZbNW7MSUAOGdb/IHFv3MhJ2FavRBnp0nES27yZE4vc18sU\nBgNJz5IlzH9o0QIoWFx5EK9axxPzRjEB/sABDnhxcQyz1a5N8lW+vHHiiozQISZSA/dEA7rs8cCe\ncyrs2ClZqTQXLzpW5Rzh8mX+hmXLGPrr1o1EK1MmIDLCmhQMPOaFM++C8PKldXXm7du0pkidmqXl\nps2p5RBVYiInv0w2rCsATkCPX0kI7Ay0WqxF9W/1MLh54tTbIJy9LKGen/L7zpyx325Jhv6utVfU\nqCJxaNJDi/OxkhmRCghgvknx4kzK/xTU9ZMQ/x5o0FsL//p6JHl4ouuUIPy5QELLlsBAlQ771mnw\n5oUBaV55oPNvKtT3NyeiqVIxzNSiBclKWR8dmhZTY2o5Y4i611o1+vUEcueW0K8fr7erVxl+qlaN\nZGfGDKqWMolQOtYjznlhaGgQajcmQdu6lfvi1i1eH3IYypmQKsDt7tSJx8jNjWR64kSG+x2pWLdu\nAfdvGoCy1s8VyK3H5KkkUva2Repi/RsnXvfC4MksFnnwgNfy7t1Ust++5djRsCGQwVOHEyvVWFFV\nWQXKnx8YO5aJ5/v2mSvy8fFUhZYs4f5r29aoRtuDaePvsgq/21W8jTUAOawf/7aMHr2ncgxNndr6\n7ySV8rhWsrwnQuZ8+nZZIioK0C6RMCMECN3P3MGdB2LhluCG7YvmYMcKjVWYMwWfjhSS9ZXgzRtW\npFSowPvDhjGMkFdBAXIVTZsyP2LBAlbLWCa/r13LQc4ZlPHRYf0sDQ78bUDtwh44dYQX9fnzHCxX\nruTnd+3KUEGGDMoTlRwWK1GCeWMyKbpzh4TrwAGa7929ywmwaD4d3K+psaCc8TPGJKkR+xBAeeOg\nIgR9emw1QbaHV6/YiHjJEq6Uf/qJE4vlZ8mDWOhKLU4f06NQcU90CQnChi0SGtXWoV5pDdK4UT1J\nX0iFOfPZaHvoUNthFzmEsWCB0ZzTFLGxPB/WrQNiYiTkqSJh0nI+F3SdKkqFCtaNid+9I2F3Zn8k\nvVdu+Js5vR6dmlEt/PZbJjR/ioKghEI+El5mkDBptfGx+v5A62Y6/K3+0Bw4A4ACwKRZaqRyUw5j\nZsrEMPX7GA2m+pgTxgX14xCwQotCtSRUrUriXKGC/Ybbdf0kPH8BNP5Fi0Z19Xjy0hO7bwVhRh0J\nqVJRqahShd959y7DXytXklRUqkSFq3lzElNbhKlKFW7DgQM8ftu2sQrX0q9Oxv37VHHXrOF1XKOA\n8mSfLbcnKlWy/dtMfyMAjF2gxbn/9KhSyzzsnzs31cn27fn6GzdIjvbsAWIiNYhoZk3MTROx+/bl\nPlm0yHzxs3cv9//hw7ydPet4W2XIpqSfQrJiY7ltN696AD7Wz6fL7Gn3umnaRYUBI8yrYvsc9ELn\nSZ9fVbp/n8rjokVA8+YS0FNCZIQOj2LUmFHBMTUyAAAgAElEQVQpDgCNymyFOVOQfLh9sIr/7Ni+\nfTsGDRqExMRE9OzZE7/++qv5F7u54Qt99f8kIiO5kj1yhCu+rl1JFpyxNXAGZ85wdX35MonD338z\nj+nBA8r/Dx44lukjI3TYMkONMUWNg8qwU16IehmCp68ldOnC7VZyq4+M0CFipRbXLujh+Y0neqlt\nh8VM8fQprRn+nhSIpZWjrZ4PjfNFyLKwj/dv3yYps2U+aImkJCppS5ZwfzRowMnX358rVkcIDKQS\n0bIlsHe7Dn8Hmw+6vfZ5oXH/EPR0okrr7l36+dy5Yx1S6NOHBFKjYa5OfDzMkuMjIrjdx46ZK2Un\nT/JxexPYmzdUKLZqArEz0HofD73lizL+YTh5ksrNjRskWt9+a7yVKfNpxGvnTubZ7N5t/viIToFQ\nZ7Depp5nfOFdIQxPnjAs/fgxw94vX1JZq5AxAOsbXbN637SXxTBp1TaXtm3FChZ8yNYnrVtTYbWV\nZwRQ7dmzhyrX1q28jps14612bet9NXMmj9GSJVRzBg0y77zw+DGVzLVrSS4CA/l8o0bAjq06LP1V\nbaZC9j/iha5TQtDAhcKSuDgmsMfFOe9EPqp9AIZntt7PoS+KIWSNcT+fO0fl68wZkjaABCdXLi4s\nli0zKuvOYMIELiBCQpx/jyn27+ciqn59YFe4Di1LqjG5tOUiMMTuGBUbC5QopEMnPy3SueuRkMoT\nV14E4e4TCeHhxkrLT8W7dwzXBgaywlFGcKdABCtcG5ZjYgqMSA5v+SJKVmJiIvr3749du3Yhb968\n+O677xAYGIhSyZEHUuAUjh5lDkhiIgfY3377fAQL4KTQtCkHpU6djErWhg1caTsiWACwfbnGjGAB\nwG8V4zD0lhbztkh2k2PlsNj06UzyrWsjtGUJb2+GgI6vda6qxtmk99u3STSXLmWYtHt37vMcCmED\nezAt/d6xQmNGsABgQb04hEZpASdIVr58nGDXrzdv03LkCPDvv8CFC8Ztt6y+8vNjQUKbNiTssjoj\nVxYqQa9nSHryZE423Yar0OMvNRY1MP6Gn4964eSbIIycx5wZgJPw6dMkcAcPshPB9evc75bEy55K\nZIrbt5WT0N+9VFbXPIUevr48XjlycELLkYMEy9398yYI79pFMiNj1iyqVJ07Q7GCDOA5JZMqIXgc\ntmxhIcuVKwzdN2tGPylvbyq1a6Zr0MfPgNQPPJAjkwrPn0vYtInE6vhxvnbIEB5r0/16+ISExOJA\naBxDSAY3T9xKFwTNEgm1Gzm3WABI7N3cSLptVRlbwmDDxmXvIU9Mncqc0MyZqTj16kXFfN06o8t7\ntWocl1whWAA/z9m2RGbbawDGjeN7tVrmq3ZTSWhYk8q0/o0eB6I8MWaO40Xg0qVAgwAJM1abK+lj\nxjAndPv2Ty+MEIKqaKFCPHdMYcunMKXS8PPii5CsY8eOoVixYij0wV68Xbt2CAsLSyFZXxBRUUwA\nXbSICZlt2nz+75g4kYNT165UIxITOYCbJtwqITGRE/e1aANQxfr5HJn1DquPZPj4MEzgKmx5ct1+\n6GlmR3HxIlUWJbx7x3yyxYtJENq25e//9lvnV+6WyJWLFUOA7UHv7HE9ZszgSlRJ5TNF795UdGSS\nZTDwsVmzOFkBJCStWlm/d8QIKk0//0zyBChXFsq9LUeP5vbodAzbNGsmIU9VTta3r+rxTniif2gQ\nKlyUUL06CXmNGpyMa9Y0Ly6IiyOROHmSoZ85cxhyLVXKnHiVLWtNvCIjdNi+UIM0MCC4kwcatFPh\nUayEuXOBVPc8gHywQoHinnZ75Pl3VmH8dDXGFjNRJ2K80GyIa6EcIUiyTBWEAgXotTR4sONiEYDn\nVoUKvI0eTVK+bRuV059/BnwK6VAhjRq75Oq2okDf4WrsuAXUbSIhKIivVcqZfPiQ6uapUxIKFDBO\n9u/ecQxp1459DJ1VGXPmpGrmLMm6+15FO5aa5ipQ0Kgg7DlEv77u3blwHDUKKF9Khx5+GmRIY0Be\n4YHjB1Q4c9n10JZsSOoKrlyhb1eOHFwkLF1KRXjMGCB1aqN9R7duwMnzQFM7XRySkljAYkn03Nw4\nzubOTcVyyxY4FbK1hVmzqALKZrMy7t8HTp5V9rdLqTT8vPgiJOvevXvIb9LtNl++fIiKivoSX5UC\ncCA/epQJon5+HICTO+nbQ548HOzGjePK/+hRhiQbN1bepqgoDtDr1nHQ8En/6epA8eL2G1TbQr0f\nVeg5TI2FJirLsNNeOPE4CN26Ae2/Z3L0tWgD0mQw+gQJwYl/8WIjoerWjZPW51AKc+UyNqxNsEEE\ncxX0xJUrzLfJkoVkq0UL5uJYklNJYmjw/HlOJNOnc1KXvZwA26qPmxsnjqpVGYLp1YvER65QE4Jh\nxeBgTroLFxoVhAULOGFv3izBw0PCtm1U9ur58ebjw22eOVO5T6OXFwmYaeLy27dG4nX0KHPNrl1j\ndZhMutwTdLjyrxqLKhiPa48hajzKDIxQS8iYRoVJs1yzuQConP53Cvh+iRbVKulx+D9P1GzpXIja\nFFeu8BhZ9gEcOpTHZ9s218x0AZ4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DQYi33hLi2TOHp2CFtm2FmDLF+e9SUoSoWlWI2bPt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ZDOn9cMRkcixY2TXC/Rw4fo7IsWSW8THMzcqZP07xUrMp89K/6bUonjJyTofj9oEPOkSabb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YrcerZA+ULBKCgADXeAsX0g9nzkBWW4GCBUmWQkM5esoAKZJ1+TI1U6NGWY+/srVvOZEs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\neP6OUKqUuRjykCG0LR98QJFjJeTMCbRvz+KkW7doL93d2bi7UCEq+bc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g5UqGLL/6igbq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\niIiIVMCQRURERKQChiwiIiIiFfw/vQIDqxuortcAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x113c7a110>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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Lz2WoceztB28YJkfgR+xRMEVcZrFYcPHiRZfueeVO5yXbNgOs8Nr0c+TIkdi7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\nQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x114a2add0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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wyFkywdaWjiGX6zeqG0NmhgKw1n39/RvD6ymWKEFpwzFjgNOn1W1PTgYePqSZ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kaJxo2F8PGx3Y0ju4iJEaJFi5zf7j8J2eEtKslSIYQgoTFvWyMRGnN07y7EgAGG16VLmw4gc+cK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\njclEziCTLC8vWq6//ZbnsGuX+23Mhmtkk6zXCErB7wYDJ87Dh51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YF2crc1GxIu+JKy0e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JzZMgO0Z08eX0LevGkvE/JfRlp4ixIu/EAxbhz1Sy9eMGw0S6tC54mhGHSJIb0pid5oGxyK\no/EqVKvG8N20abZdvOaerGvXGCIwDsFVqMCsNUeROzdDUCdOMCx27ZAW40tYNlvd9lvaM2mM8dVX\nDFFGRxs8WQ8f8hwWLnS8Z96tW8DP07SYUs6yzc2iKeGIjmbPM2eynazB25ualWHDDC2Q8uaVLy56\n6hSLLtaqxe9rzByZgq8XPHD6XiDu3GFxWOPq1/Hx9DAUKUJvxNKl9Ah07572prsKPjy4ujLpYehQ\n/o7c3flbSEigNsdR8Xjp0gw3SuF9FxeGI2fPZgjJ3JN18CATLH77zbKHoj3YCxcaY9o02idzjZg1\npKTQq/7DD/a95UIA+ufyhvKTTI65b+LjeUzzIqI5ctAzNWoUw3jGuHnTUreWLh3H6+7dtA2NG/O6\nHYXUfUPKlPbzo0dS8q6Z4/lzXr+5PMBcl6U0iX5/UMKFHyAOHKBWqG1b6pC2b5eaj6pw86EKGzcC\noUbVxUeNIvno04ehg/BwZoyYw1yTNW4c9TjGA79YMbadsNeuxhxSKrBPaXnj9fdfevj50SVevPib\nUF0JEglnmpymT88q9aNGMVySLRvJS5s28tcM0LifPMnMud27+Xr8GKiWMwWQCS0mP9UjLIzG7to1\nHrNQIQr/CxWSf2XObPu8JaLVsCGQcEqH11e0iJydgoPrXeHfJQif5FEhJITtcAYOZMiElexVyOIB\nNOkdjuoV9Mj4iRsuuAbi6QsVIiNJnF6/BjZtYi/BEyeoNTt50rFebwo+XlSsyGw8qQK4hwczQxs0\nYGXzyZPtywhKlSIZv3TJEEYqVIgkp2tXygIkknXyJEuvLFpkaCXlDJwhWRkzUp9VvTrJnLW2NRKW\nLOF5N2pke73YWOokMz1wlR37jrYE+/NPyiTk7m+JEpxwtm9Pm1O0KMlNSop1m1qiBEOZU6caJsxd\nujgmA+nbl03ox4wh2Q4LY9iwfXtLIizpscz3W6MGCaoERfj+/qCQrA8EcTE6RC/XwuVVCnbtd0Xe\n7EE4dUqFAwdMG5s+fy4vUvbyYiz+t99YK6lFCxpZY03D55+TNAjBWlB//gmcO2e6n/TpSeiOH2eK\nsLN4muwqqyHyrugGvx483tmzJAXnztGwe3pakq/ixUlq5GalLVsCE4J12DhfCzeRgtuPXDF6VhCk\nBrfPnnFWJpGqffv48KhVi9qFjh3f1KG6I+/2Kl7G7S2JFYKETCJc16/z744dpp9lzmybhBUsSKI1\nZbwOf07T4Nf6Bg9a36Ea7LwLDByhwrJlfFia3LtKKpx8rMLOP/hAvXeZmpjkZGZizZ9Pw/nddySb\nGTM6/bUp+EgxZgw93uvWUZeVLRvtQN261NoEB9vevnRpTugaNKC+Suq/2aULsGyhDoFNtaiUPQUD\nWrsiYk8QwsJUb9s4OQtHNFnGKFKEE8b27emNtVYeIjGRYvmNG62TkqNHWVYlIYG6s3w5gjBsvAZT\nKxjGYc9YD3wd6lhLsI0bTdt1maNRI04E1WraoTt3OOmxRZoyZKA3TqXi/d+wgddvqxQNQHtZuTL1\nu19/zbIcs2aRgB8+bGoPzEXvEkqX5rIHDww9FhWS9X6gkKwPAHExOkSGGRqUjvAHBuzXoPNQIFcu\nUxG2NZIFcAB36MC04ZEj+VAPC6ORcnHhw9vDA7h3jwZg6FB5YWn58jRKzpKsmBhg3c4g6EtoMLW8\nwXj12O6BdqMDoVLRgBgjOZmZO+fO0QAeOUJjkZAAPHpEz5pEviQC9uCmDl/k0mCyUahvxDQNflkO\nnLuswtmznOXXrk3v3q+/0lC9fk1B6ogRvD/hc4Iw4rgGU3wM+5lwwQMBgw2G1sWFIYAcOaz3FxOC\nCQTGJOzaNYZgpP9v3uQD0PsTLTY2Mgun1k7EpKfh+P57S8F9XIwOy2do8WXBFLSu7oob+iDM0qow\ncCC9F2o1Z/xyjWsV/Pfh7s7wXrt2TAbJkYMPyS1bGDby8GCRYGsoVYoTrm7dSNwlkrVzsw7lM2ow\ntqzht5pcWIPPcgLSZMZZWCtGagstWwI7d7LcSkSEPEmZOZPXKlfX7tIlQ6JOcDC9vEwQUWHYcGDQ\npXDk+5QC+QxlAjF/sQpNWtg+z3v3GNavW9f2uffty/VaNNHBK5sWpdxSMLIzPdfGDcDNUaECw7Jj\nx9LmaLUs02EL/fpx/a5deY/atmX4MTTUtPerNZKVPj3v3/79tNGK8P39weWNmOv//8AuLviXDv3B\nYWRnNUZmjbf4fEqiN0KXRZh8NnEif/wTJ9rf7969DKnlz09vx/XzOoztq4XX5yk4neCKcfOD0DjA\ncrBrtRzkjjRRBkgyZs6kq3vNGuB1og4xK8JxZL8eRUq6IWPBQGzdpcJffzkXgnz+nGUHEhIMr3Pn\ngNdX1NgcYHm/Ak9647sfIlC5sqU359w5PkhcXflQmjaN++/Zmeea7pUeB466oWy9QITNez/ZhcZI\nTaWBm9KrCSYWOm+xvFWMF7L4RKFCBbx9XT6rg86IfANA0C4P7HkQil79VOjVC8iT572fqoKPEP36\nUb+5ZInhs6tXST6kRsJyEIKe8q1b6X25c4cPXGdskqPo35+TJqkml6PQ6znha9uWmXvGuH+fRHHf\nPtOs4nv36LH69Vceb+BA00zes2eZDX3tmkHHmZJCj169erab0v/yCz1Z69bZP/dtOh2WDNdgwReG\nMRxy0QNN35TIsYfdu+md+uILeqes2c/UVE5CV6wwyCZu3KAdiY1l+BCgbT982LQ+oASNhvdi/Hh6\nxsLD01aQ+b+MtPAWxZP1AcBaWxu5GljPn9uuqmyMmjXZYmbmTOCLajo0K6YxeFFKAiFzNcjoBovB\nXr684wTr5UuWTjh8mIaOpQFU8PVToXlzoNE3DF327cvZ9qZNjovTs2QxEA5jjOoof7+KFdKjVi3T\nz16/pnGaPJkzvT59AJ2Os/Zjx4Bs2VRvr//0ac5OR010/B47inTpSHZdPeQvvmxFN3zRgR7ERYv4\n97NULbY0N/V6aeskIvRZOIKD3z8RVPDxYvJkhvk3b6Z4GqA8YOtW/qY9PBgmN4eLC0NFT5/y93nw\nIPVP1mzS1fN63LgBfPaZ8+fojCbLGG5u9NZWq0abVru2YVloKPWoEsF6/pze+9mzmUASHy8/Efn5\nZ5a8MLZFrq4Gr3DlyrAaFpX0WI5g60qtCcECmFwzZUW4QySrdm3agmHD6NVaupQeS3NIAvo5cwwk\n67PPKIvo0YMhy/TprXuyAH7vCxbwfyVc+P6gZBd+ALBWpVhOhGkrXCgHV1eGBdvX02J6ZcvBHrPC\nMuuvXDkSDntF8u7c4YB//JiCbfPaSwUKMIvPxYVGL1066obe1YHp6P06d44z+YgIEsB+/TjD7dWL\ndWnMZ4Xe3pwt25rFvgsSE4HYU0EY+LdltmDL3oFo04az702bGHasW0veymVIVfz4CkyRNSu9FL17\nmxa5lbSagwdT4yMHKWTo72/IMrQ2xp69dEO5ctR/bd1qv+WOMdJKsgDalsWLKYe4f5+fXb5Mr9Lo\n0fR2zZ1Lb87Zs0wemjVLnmC9fs3x/803lsvy5aM3vmdPS70qwEnlli2Wsgc53L0LXL0gP4bPHNNj\n6VLaR3vIkoWRiJ9+oldrwAB6Lc3RrRsnkMZZyz17Mjlm9my+v3PHtEaWMaQMw9RUJVz4PvGPkKxx\n48ahYMGCqFixIipWrIho4/LfCiwgVxF4yBEP+HWyFGE6S7IkZM7guLcsSxYKtc+etb6/o0c5s2zY\nkNoguXPKn59aJICizt9/54wqLMz58zdGo06mVZ1330xC1+2P8fTuLVZwjtYhLIxC96++oru8WDGS\nu549aVy//FJ+3+PHs6CjrWtPC/R6PpjKV1OhyyRW15/62AsBm72R11c+dODi7jj5VqDA358hMHOx\ne5kyzDoMDCThMkfp0vT4GJMs/y5BGHLY1CYNPOiBQaGBuHKFocVBg0jQZsxgGRV7cFb4bo5mzTie\nWwfoMKKzGkNaNkH9EmqEz9ahdGleY1QUQ2bWmkEDJEkFChhCaOaoUYNyjJYtmURjjB07uJ2tMP35\n8/TulywJPNfLj+EsOd2g03FiV7EiQ3W7dtme2Pr5MSHp/n1uc+CA6fIcORgtMA4FpkvH0jaTJhky\nSK15svLl48QzIUHxZL1P/CMky8XFBYMGDcKRI0dw5MgR+Pv7/xOH+c/A10+FpoP44O1xwAs9jnpj\nU0IovCtZPnjTQrKOHwd2H7BeMV4OFSqQSMlh3Toa2R9/JCmxJhItUMBAsgCWJIiMpFFev96ZKzDF\n/WcqXMrI+zUwITt+u/gKy+pnR2iRRxiZNR4Lh2iwerkO+/fTcyad38KF1CnY8lTlykVhvLn2412Q\nmkpilzEjDWBdPxVCl0UgZFUUek+IQORW+WmxR5EgBMZZ9pSUI98KFACcwKxZw8mMMSpV4pjr0oVC\ncmNInqwvvqAH+8EDoHJtFXQXQxF8m21jxt73hu5CKEqWVyFrVpZ+OXaM4atDhziJ6dYN+Ptv6+eW\nFuG7Ofzq6vDZMw00WeOxpMZ5LK4QjzMbNPj+Wx2ioiylBXJYupTnagu9ezM02b27qefdVqjw77/p\nCa9Zk3bkzBlgUKjlBHrEcQ/0GB6INWvo7ZK8TP37M0GnbVtq64xtp4QcOUgiQ0IYzpS8eBL69aNH\n0/iz4sUZbuzSTofHJ9WIW9IEIzuzjZA5pGbRiifrPeI9F0QVQggxbtw4MW3aNJvr/EOH/ugxaxYr\nsA8cyCq85mjUiFV9HcGrV0JMmcJqwqOGRop+X1pWjC9ZOFK0bCnEjRum24aECDF0qOlnr18LMW6c\nEIUKCXHokP3jR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@geodancer
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Please, may I have the import shapefile "concave_demo_points.shp" ? I want to play, mimic, learn.

@geodancer
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geodancer commented Apr 28, 2018

Never mind. I found the data and recreated the examples. Thank you! On to the "learn" part. :-)

@caffeine-potent
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Nice Job. Going to use this as a reference.

@simoncozens
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Here's a vectorized version of alpha_shape which uses Numpy indexing to avoid the loop:

def alpha_shape(points, alpha):
    """
    Compute the alpha shape (concave hull) of a set
    of points.
    @param points: Iterable container of points.
    @param alpha: alpha value to influence the
        gooeyness of the border. Smaller numbers
        don't fall inward as much as larger numbers.
        Too large, and you lose everything!
    """
    if len(points) < 4:
        # When you have a triangle, there is no sense
        # in computing an alpha shape.
        return geometry.MultiPoint(list(points)).convex_hull

    coords = np.array([point.coords[0] for point in points])
    tri = Delaunay(coords)
    triangles = coords[tri.vertices]
    a = ((triangles[:,0,0] - triangles[:,1,0]) ** 2 + (triangles[:,0,1] - triangles[:,1,1]) ** 2) ** 0.5
    b = ((triangles[:,1,0] - triangles[:,2,0]) ** 2 + (triangles[:,1,1] - triangles[:,2,1]) ** 2) ** 0.5
    c = ((triangles[:,2,0] - triangles[:,0,0]) ** 2 + (triangles[:,2,1] - triangles[:,0,1]) ** 2) ** 0.5
    s = ( a + b + c ) / 2.0
    areas = (s*(s-a)*(s-b)*(s-c)) ** 0.5
    circums = a * b * c / (4.0 * areas)
    filtered = triangles[circums < (1.0 / alpha)]
    edge1 = filtered[:,(0,1)]
    edge2 = filtered[:,(1,2)]
    edge3 = filtered[:,(2,0)]
    edge_points = np.unique(np.concatenate((edge1,edge2,edge3)), axis = 0).tolist()
    m = geometry.MultiLineString(edge_points)
    triangles = list(polygonize(m))
    return cascaded_union(triangles), edge_points

@vitale232
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Thanks to both of you! Both of these functions were very useful to me... The original is much easier to read, and the vectorized version is much faster.

From the example, I figured that alpha had to be <=1.0. That's definitely not the case. Here's an example where I set alpha=20 to get the desired result:
image

@nys09
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nys09 commented Feb 1, 2020

Can we use this if the points are in 3D (x,y,z)? I am trying to calculate the volume after fitting a concave hull to the points.

@drdarina
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drdarina commented Apr 7, 2020

Thanks, this was really helpful! I would suggest adding a parameter for a default distance between coordinates, e.g. filtered = triangles[circums < default_distance / alpha. In my case the points were on average 2000 units apart and it was easier to adjust this parameter than to rescale the data.

@vic1309
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vic1309 commented Jul 29, 2020

Hello! Thank you for the great tutorial.

I would like to know if any of you could estimate the total area of the hull. Any suggestions?

Cheers

@dwyerk
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dwyerk commented Jul 30, 2020

Since the polygon itself has no units, you will have to first project the polygon using shapely, then take the area.

This looks like a good example: https://gis.stackexchange.com/a/128072

@vic1309
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vic1309 commented Jul 30, 2020

Dear dwyerk

Following your suggestion, I did the following:

Obtained the (lat, lon) hull values using from shapely.geometry import LineString and then, with the boundary values in hand, I projected them to the Earths surface using Pyproj and finally estimated the area using from shapely.geometry import shape. I can provide a code snippet if any of you want it.

Cheers

@dwyerk
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dwyerk commented Jul 30, 2020

I'm glad it worked for you! Definitely keep up the good karma and share an example.

@vic1309
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vic1309 commented Jul 31, 2020

Hello dwyerk

I prepared this example (https://github.com/vic1309/concave_hull_area) with a test data and a Jupyter notebook. Please, feel free to make suggestions and play around with them. A feedback would be just awesome :)

@dwyerk
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dwyerk commented Jul 31, 2020

Looks like a great presentation!

@dd-debug
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Hello dwyerk, I think your work is perfect. Can it be extended to higher dimension (>3)?

@dwyerk
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dwyerk commented Oct 27, 2020

Hello dwyerk, I think your work is perfect. Can it be extended to higher dimension (>3)?

Hi dd-debug. There is probably an algorithm for concave hulls in 3D but I think it's more complicated than adjusting this one. Since the triangulation is 2D by nature, you'll need to find a way to work with surfaces. Good luck!

@DanielLauferPhysics
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Hey dd-debug, there's already an algorithm for computing N-dimensional concave hulls. You can find discussion of the algorithm and intuition for it in the paper A New Concave Hull Algorithm and Concaveness Measure for n-dimensional Datasets by Jin-Seo Park and Se-Jong Oh, the link for which I've attached here:

https://journal.iis.sinica.edu.tw/paper/1/100295-3.pdf?cd=2217EEBB7C44EDA26.

I've tinkered with an implementation of it that's available on github which I've trial-ran in the past couple of days and I'm getting pleasing results, though I have by no means looked through it in detail for optimization tweaks. You can find that here:

https://gist.github.com/AndreLester/589ea1eddd3a28d00f3d7e47bd9f28fb

I hope that helps address your question!

@potatoheadbig
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What if I don't want to scale up and add more points? That is, given the H shape at the first beginning, how to get the concave hull? I've tried multiple alpha shape libraries but none of them worked for a set of points which only include the boundary without any interior points.

@dwyerk
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dwyerk commented Sep 1, 2021

You can still try, but you may not be able to find an acceptable alpha value. It's been a few years since I was working on this but if I recall correctly, the delaunay triangulation doesn't generate enough triangles to be later pruned, or at least the space between them is not great enough.

# Area of triangle by Heron's formula
area = math.sqrt(s*(s-a)*(s-b)*(s-c))
circum_r = a*b*c/(4.0*area)
if circum_r < 1.0/alpha:
    # Keep these edges

Those areas need to be low enough to be less than the inverse of the alpha parameter. I'd step through this in a debugger with your shapefile and see what kind of values you're getting for each triangle to see if you can find a better set of parameters.

@hhopson-primrose
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FYI for anyone running this notebook today (unless Descartes receives an update), you need to patch Descartes as described in this stackoverflow answer or the plot_polygon won't work https://stackoverflow.com/questions/75287534/indexerror-descartes-polygonpatch-wtih-shapely

@corsair20141
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I get the error "AttributeError: 'Delaunay' object has no attribute 'vertices'"

Is the .vertices method deprecated for Delaunay?

@dwyerk
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dwyerk commented Nov 27, 2023

Yeah looks like it scipy/scipy@99cc995

Switch to tri.simplices

@corsair20141
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Yeah looks like it scipy/scipy@99cc995

Switch to tri.simplices

That fixed it. Thanks!

@corsair20141
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corsair20141 commented Nov 28, 2023

I am trying to get this to work for two offset sine waves. However, the best I can get is the second image. After that, increasing the alpha parameter creates a segmented geometry. Perhaps my ordering of points isn't in the proper format for this function?

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