diff --git a/README.rst b/README.rst index 282d96c..3939766 100644 --- a/README.rst +++ b/README.rst @@ -13,6 +13,7 @@ Requirement: ~~~~~~~~~~~~ You have to install: - OpenAlea + - VPlants - mayavi2 Reference: diff --git a/example/ScanAlea-Maize.ipynb b/example/ScanAlea-Maize.ipynb new file mode 100644 index 0000000..49dd581 --- /dev/null +++ b/example/ScanAlea-Maize.ipynb @@ -0,0 +1,244 @@ +{ + "metadata": { + "name": "" + }, + "nbformat": 3, + "nbformat_minor": 0, + "worksheets": [ + { + "cells": [ + { + "cell_type": "heading", + "level": 1, + "metadata": {}, + "source": [ + "ScanAlea project" + ] + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Import OpenAlea & scanalea modules\n", + "----------------------------------" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "%gui qt\n", + "from openalea.deploy.shared_data import shared_data\n", + "from vpltkdisplay import *\n", + "from IPython.display import display\n", + "from openalea.plantgl.all import *\n", + "import scanalea\n", + "from scanalea import segmentation as seg\n", + "from scanalea.codecs import read, ply\n", + "import numpy as np" + ], + "language": "python", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [], + "prompt_number": "*" + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "Read segmented mesh and display it\n", + "-----------------------------------\n", + "\n", + "In the figure all the different elements have a different color." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from openalea.core.path import path\n", + "data = path(scanalea.__path__[0])/'..'/'..'" + ], + "language": "python", + "metadata": { + "slideshow": { + "slide_type": "skip" + } + }, + "outputs": [], + "prompt_number": "*" + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "files =(data/'share'/'INRIA_maize'/'finemesh').glob('*.ply')\n", + "fn = files[0]\n", + "scene = read(fn)\n", + "display(PlantGL(scene))" + ], + "language": "python", + "metadata": { + "slideshow": { + "slide_type": "fragment" + } + }, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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1EroB5AUCOAAMMlKAW7t2rerq6hSNRhUKhRw9pr6vr++oj23bViAQSOvG0IGn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\nwZ8MAFy9COAAsIlMi0kcx7YNxdxMtdtUpqs93dJwK0k1RJugbqaZmM+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+ "text": [ + "" + ] + } + ], + "prompt_number": 18 + }, + { + "cell_type": "markdown", + "metadata": { + "slideshow": { + "slide_type": "slide" + } + }, + "source": [ + "MTG computation\n", + "----------------\n", + "\n", + "**Leaves** and **candidate pseudo-stem** elements are computed from the original mesh.\n", + "\n", + "\n", + "The pseudo-stem elements have the same color than the leaf above them." + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "scene1, stems, leaves, coords = seg.organs(scene)\n", + "leaves_data = '/media/pradal/DONNEES/pradal/data/plantscan/segmented2/leaves_data.csv'\n", + "g = seg.create_mtg(stems, leaves,coords, leaves_data=leaves_data)\n", + "\n", + "scene2 = Scene(g.property('geometry').values())\n", + "display(PlantGL(scene2))" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "display_data", + "png": 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AptSOpolN7QiTCm0hSLOtKSIim2+Hjq8dNCU3AGj2QhF/PDMby2li0tR2Onm3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\nfZ+oprVt4SkgaTRblWqjVq+3onp5sbKwUGk12wA+/tFPrPpa99x7NwDP9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mWUMtZYYwys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RtOInKYNYwVhYA61hAd8D5wjE6Z0HBHzjUXPrDW6/gONcXJrYbC+u2d4AWzqWln4OSv8Knl1b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\nAHENwBVBjQ3A5Hvi/yw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+ "text": [ + "" + ] + } + ], + "prompt_number": 9 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Compare the segmentation result with ADEL expectation\n", + "-----------------------------------------------------\n", + "\n", + "\n", + " 1. The segmentation found 5 leaves\n", + " 2. Adel predicts 6 leaves (3 ligulated and 3 growing) and also 1 missing" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "from scanalea.maize import inferMaize\n", + "parameters=inferMaize(leaves_data)\n", + "\n", + "rank = parameters['ranks']['rank'] # starting from 1\n", + "first_leaf_index = rank[0]\n", + "if first_leaf_index > 1:\n", + " s = '%d '%(first_leaf_index-1) + (' leaves ' if first_leaf_index>2 else 'leaf ') + 'missing at the base'\n", + " print s\n", + "\n", + "stage = parameters['stage']\n", + "ligulated_leaves = int(np.round(stage['col'])[0]-first_leaf_index)+1\n", + "total_leaves = int(np.round(stage['tip'])[0]-first_leaf_index)+1\n", + "\n", + "nb_leaves = g.nb_vertices(scale=3)\n", + "print 'Segmented leaves: %d but Predicted leaves: %d'%(nb_leaves, total_leaves)\n", + "\n", + "metamer_ids = sorted(g.vertices(scale=3))\n", + "whorled_metamers = metamer_ids[-(nb_leaves- ligulated_leaves):]\n", + "\n", + "\n", + "for mid in metamer_ids[:ligulated_leaves]:\n", + " stem_id = g.components(mid)[0]\n", + " assert g.label(stem_id).startswith('Stem')\n", + " m = g.node(stem_id).geometry.appearance\n", + " g.node(stem_id).geometry.appearance = m.DEFAULT_MATERIAL\n" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stdout", + "text": [ + "1 leaf missing at the base\n", + "Segmented leaves: 5 but Predicted leaves: 6\n" + ] + } + ], + "prompt_number": 11 + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Display the final result\n", + "------------------------\n", + "\n", + " 1. Pseudo-stems (elements between two ligulated leaves) are colored in *grey*.\n", + " 2. The three first leaves are *ligulated*\n", + " 3. Two *growing* leaves have been detected\n", + " 4. The *last* one is not segmented currently" + ] + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "scene3 = Scene(g.property('geometry').values())\n", + "display(PlantGL(scene3))" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "display_data", + "png": 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AptSOpolN7QiTCm0hSLOtKSIim2+Hjq8dNCU3AGj2QhF/PDMby2li0tR2Onm3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\nL/3C9Ym+4H4s6loH3BFAXKs3SuVapVpthNXiXGl2ttSoBwA++fGHLnmsh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7ed3bHlluH+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Q29ubzWYZY9lstqurywg1U8rmeZ5x9DDeuSZz2rFkW+WK7dN/evL2O8bHNiGdakWzFgupUG8i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\nNgAAANuR2AAAAGxHYgMAALAdiQ0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+ "text": [ + "" + ] + } + ], + "prompt_number": 12 + } + ], + "metadata": {} + } + ] +} \ No newline at end of file diff --git a/example/ScanAlea.ipynb b/example/ScanAlea.ipynb index dbbd1e0..7dff782 100644 --- a/example/ScanAlea.ipynb +++ b/example/ScanAlea.ipynb @@ -1,6 +1,6 @@ { "metadata": { - "name": "ScanAlea" + "name": "" }, "nbformat": 3, "nbformat_minor": 0, @@ -27,25 +27,20 @@ "cell_type": "code", "collapsed": false, "input": [ + "%gui qt\n", + "from openalea.deploy.shared_data import shared_data\n", "from vpltkdisplay import *\n", "from IPython.display import display\n", "from openalea.plantgl.all import *\n", + "import scanalea\n", "from scanalea import segmentation as seg\n", "from scanalea.codecs import read, ply\n", "import numpy as np" ], "language": "python", "metadata": {}, - "outputs": [ - { - "output_type": "stream", - "stream": "stdout", - "text": [ - "__wraela__.py loaded\n" - ] - } - ], - "prompt_number": 2 + "outputs": [], + "prompt_number": 15 }, { "cell_type": "markdown", @@ -61,7 +56,20 @@ "cell_type": "code", "collapsed": false, "input": [ - "fn = '/media/pradal/DONNEES/pradal/data/plantscan/segmented2/segmentedMesh.vtk'\n", + "from openalea.core.path import path\n", + "data = path(scanalea.__path__[0])/'..'/'..'\n", + "files =(data/'share'/'INRIA_maize'/'finemesh').glob('*.ply')" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 16 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "fn = files[0]\n", "scene = read(fn)\n", "display(PlantGL(scene))" ], @@ -69,14 +77,15 @@ "metadata": {}, "outputs": [ { + "metadata": {}, "output_type": "display_data", - "png": 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LZTuadoycEItLoaXQ8+Rt5LqD3W1Y1Xfl/W+Mhyu2OqZznVAOx9VmFyjEciGJ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\nY2IjIiIi6ndMbERERET9jomNiIiIqN8xsRERERH1OyY2IiIion7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1EroB5AUCOAAMMlKAW7t2rerq6hSNRhUKhRw9pr6vr++oj23bViAQSOvG0IGn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\nwZ8MAFy9COAAsIlMi0kcx7YNxdxMtdtUpqs93dJwK0k1RJugbqaZmM+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Datenumfilename
0 2013-02-20 999 /Users/pradal/devlp/scanalea/src/scanalea/../....
1 2013-02-22 998 /Users/pradal/devlp/scanalea/src/scanalea/../....
2 2013-02-24 997 /Users/pradal/devlp/scanalea/src/scanalea/../....
3 2013-02-26 996 /Users/pradal/devlp/scanalea/src/scanalea/../....
4 2013-02-28 995 /Users/pradal/devlp/scanalea/src/scanalea/../....
5 2013-03-02 994 /Users/pradal/devlp/scanalea/src/scanalea/../....
6 2013-03-04 993 /Users/pradal/devlp/scanalea/src/scanalea/../....
7 2013-03-06 992 /Users/pradal/devlp/scanalea/src/scanalea/../....
8 2013-03-07 991 /Users/pradal/devlp/scanalea/src/scanalea/../....
9 2013-03-09 990 /Users/pradal/devlp/scanalea/src/scanalea/../....
10 2013-03-10 989 /Users/pradal/devlp/scanalea/src/scanalea/../....
11 2013-03-11 988 /Users/pradal/devlp/scanalea/src/scanalea/../....
12 2013-03-12 987 /Users/pradal/devlp/scanalea/src/scanalea/../....
13 2013-03-13 986 /Users/pradal/devlp/scanalea/src/scanalea/../....
14 2013-03-15 985 /Users/pradal/devlp/scanalea/src/scanalea/../....
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15 rows \u00d7 3 columns

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" + ], + "metadata": {}, + "output_type": "pyout", + "prompt_number": 39, + "text": [ + " Date num filename\n", + "0 2013-02-20 999 /Users/pradal/devlp/scanalea/src/scanalea/../....\n", + "1 2013-02-22 998 /Users/pradal/devlp/scanalea/src/scanalea/../....\n", + "2 2013-02-24 997 /Users/pradal/devlp/scanalea/src/scanalea/../....\n", + "3 2013-02-26 996 /Users/pradal/devlp/scanalea/src/scanalea/../....\n", + "4 2013-02-28 995 /Users/pradal/devlp/scanalea/src/scanalea/../....\n", + "5 2013-03-02 994 /Users/pradal/devlp/scanalea/src/scanalea/../....\n", + "6 2013-03-04 993 /Users/pradal/devlp/scanalea/src/scanalea/../....\n", + "7 2013-03-06 992 /Users/pradal/devlp/scanalea/src/scanalea/../....\n", + "8 2013-03-07 991 /Users/pradal/devlp/scanalea/src/scanalea/../....\n", + "9 2013-03-09 990 /Users/pradal/devlp/scanalea/src/scanalea/../....\n", + "10 2013-03-10 989 /Users/pradal/devlp/scanalea/src/scanalea/../....\n", + "11 2013-03-11 988 /Users/pradal/devlp/scanalea/src/scanalea/../....\n", + "12 2013-03-12 987 /Users/pradal/devlp/scanalea/src/scanalea/../....\n", + "13 2013-03-13 986 /Users/pradal/devlp/scanalea/src/scanalea/../....\n", + "14 2013-03-15 985 /Users/pradal/devlp/scanalea/src/scanalea/../....\n", + "\n", + "[15 rows x 3 columns]" + ] + } + ], + "prompt_number": 39 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "scenes = [read(fn) for fn in report['filename']]" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "output_type": "stream", + "stream": "stderr", + "text": [ + "WARNING:traits.has_traits:DEPRECATED: traits.has_traits.wrapped_class, 'the 'implements' class advisor has been deprecated. Use the 'provides' class decorator.\n" + ] + } + ], + "prompt_number": 41 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "def normalised(shape, translation=(0,0,0), color=(60,150,80) ):\n", + " bc=BBoxComputer(Discretizer())\n", + " shape.apply(bc)\n", + " bbox = bc.boundingbox\n", + " gi = shape.geometry\n", + " X,Y=bbox.getXRange(), bbox.getYRange()\n", + " scale = max(X,Y)\n", + " gi=Scaled((1./scale,1./scale,1./scale),gi)\n", + " return Shape(Translated(translation,gi),\n", + " Material(ambient=color,diffuse=1,specular=(40,40,40),emission=(0,0,0),shininess=1,transparency=0))\n", + "\n", + "shapes = [normalised(scenes[xx][0], (xx/5,xx%5.,0), (xx*10,80,(xx*30)%255)) for xx in range(len(scenes))]" + ], + "language": "python", + "metadata": {}, + "outputs": [], + "prompt_number": 67 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [ + "scene = Scene(shapes)\n", + "display(PlantGL(scene))" + ], + "language": "python", + "metadata": {}, + "outputs": [ + { + "metadata": {}, + "output_type": "display_data", + "png": 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8bi8bqtdz1mlnsP7OLcTMGLWttTz9tVn4Q36N3AEXlZzT8/XU4snEzQlEYlE6\n/J34Q91jT5fP+Itd5Q3LV35/ra33317fAOx9fVIm+vDpyykcl0PR+HzeXVFBLD66P5+xXpM08aCT\nOOjoT2IlIBGP4c3KxddUAXx5TO6fSbT+KL0pIImIjBKX00VzZzNfO+10Wpr8FI+biGEYTJ86nW/d\ncabd5SWde39yA+FohMnjJxI34+R4s4mZMb5w4nftLi3lrN2yFdD23nv61A/uYd6vvkiLL0AsnsAw\nIAn2UxgxnqxxWAkwDKgpfxdfy3Zi4YDdZYmkHPXeRURGwbb7GlhZ+RGPl84k2gVelxeH4SAcC1PX\nWscN37mZS0sus7vMpNLS0cbm2kreXrOU9zd8RGN7C1sbqvn3SzPtLk3SyJ/uW4hjx+jbznA0kuuP\n9jSWo3aFkz5GOBilo6WFaUd8hvefvpgVL18xJvcWSSfqIImIjLDGGR1Ut1Tx7JKn+O23rmBLfSWb\najdS11ZLW1cbf5rzR667/Bq7y0wKt1+w6+eQ7fGS2DESZiZMGtqbgNTbvU6SX3NbJw6HQSIxNu2j\n0R61+8SZN7PmjWswzQQJ0yRn3AQaKj8EThmV+2U6jdelPwUkEZERVlFXzrPvPsXFX/4JlY2VlG1f\nQzgaora1VmuO9rC+atcn95FYFAMDizSaebLRlKLxdpeQtDr9YSYV5dLQ4h+ze45mSIpFugDYWvYW\nBxz6SRoql7Ft/QIUkESGRwFJRGQEvX/jShp9DcTiMd7bsITNtZv418K77S4r6VxUck6fzlDCssjy\neDETZso+GDaZ/PO5uXaXkLRystz8/NwvgGFQ2+Abs/uOdidp4YNncdqPnqGleiUbSm8ZlXuIZAIF\nJBGREbL13npi8SjzV88DYGPNhrTvGHU8t5FgJER7lw8L2FpfxXNvv9JzfijjcW1d3b+o7r7zmsbr\nZDQUjsshkbBo8fnpCoa58sJTuX3m2GyHPdohyeXOVjgaRRqvywwKSCIiI6Dm/ha2NW5l/qrucPTl\nk77Cd+48y+aqRtf6/5SydP1ysjxevG4vwUiI0pXvDvr98/76RK/vLcsinjAxE+ZIlyrSy5mfOx6f\nP4TH7aSoIHfMwtFOoxmSwsF2fv84WIS58/ysEb++SCZQQBIR2U+197ewZN07NHc00R5oA6Dd32Zz\nVaPv9qf/DYDT4aAwrwB/qO92wheVnMP3vvANvv6XH/U6Pj6vgKcWvdTrmIWFy+EkhsbrZHTVN/lw\nezwEgmGb88YCAAAgAElEQVTcLqctNYxGSLp6Dni8eSx97VHem30BF93exiNXFo3Y9UUyhbb5FhHZ\nDxV3V/PW6gW0+9vYWLsRgD9+71pOOfIzNlc2+naOv5mJBHe8NIP/vPlkvyNxcxa93PMw2Gu+80sA\n3M6+n8/leLMZl5PPxIIJo1h1ZtDzj/YuFjfxB0JYlkU4EuO1+y+2u6QREQ6C25PNp888j29f+YHC\n0QjTeF3mUEASERmm9f+oZHPtZrxuL+3+dhJW92hYS2czT73zpM3VjZ2hrBNq93cA0NTR2udcS2cb\nPn8HzTvOaf2RjJZINI7DMBiXl43DYRCJxXn4xu+NeR0j9YyknWuOnC6IhDrx5rjJL5zKL+7f70uL\nZCQFJBGRYdh45zY2124kFA2ytbGS6tYqAEqO/xKPvvUwN839q80Vjr7+dqLbl3AswpO/v2fA85F4\nFIAjph2yP6WJ7JVlWZgJizUbawiFY7T5Ary8cLUttYzkg2RDfsgfP41wACZ97ECc7hG5rEjG0Rok\nEZFhqGyoIBqPsrLyI3yB9p7jpWvfsrGqsTVQOHqk9NmekbrdXVRyDjnebBatXrrPaze1t+x3fZni\n9l//AofhIGbGicRiRGNxu0tKel2BMJFogGmTC6msaeWKO17jx9fZV89IrUf610/hm1fmkF8IvhbY\nvmEp8NmRKTLDabwus6iDJCIyRPOuKqW5o4mVW1bQGezoOf6JQ04ESPutvfeHYRjEzX3/At8ZHLsH\neKY6h+GgvauLaCxOPG4SCoftLgmAy26DGx63u4r+BYIRsrLcNLd38e6K8n2/YQyMVCcp7G+hudYi\nFrGYelj6r4UUGQ0KSCIiQ/Dcb17mw/IPWLt9LZF4hIS165k9m3ds0pBJ2p9dxwd3vbLvF+4QCAf3\n+ZpTjjpR648G6c7f/op4wqQwP49AKERjWzs+f9/dBO2wbvkCAl1w0yy7K+mrqDCXeNxk7eZ6XihN\njoAE+x+SvnnFCsI7Otq5hQZZuQY/vScyUuWJZAwFJBGRQZr7+zdYtXUlbV2tGEAsvms7apfDRTiW\nHJ/cj6SLSs7hopJzePX6R1l7/wK2Pfo+2x5dRvClCjqf38QHm1axsXoLT17Zu2s2UMAZzA51H2xa\nNSK1p5OmV+ZQ/eLsXsdmly4mbpo0t/voCASobW7B63FjjdIDSIdq4TOnE41ARztclWSbBdQ0tBMK\nx6hv8tldSh9DDUmf+u5/er7Oyh1PS80awGL90reY9+jVzLjcOwpVZhaN12UeBSQRkUF6u6wUn7+d\nhJUgakZ7PdA0nugeG0u38bqdQWfO269w5zMP8NeZ/+DmJ+6isb2ZZRs/Yun6FVTWbefgSdN48c8P\nseLe1yl/aAn1s1b2e72OYCfHH3pMn+Nulxunw4HD0P+W9nRuyWl0BgKEIxEq5+yaWVv5yP1EojGi\nsRgOw2DKhCJqmpp5ZO6rNlbbm2FAWxMkTLj+Ebur2SUvNwt/MMJzb22yu5R+DSUk+du293xtxsJM\n/NgnaWsoZ9r0/2VD6S18+efzR6tMkbSlTRpEpI/meyyeem8OToeLjmA7nUEfXzjuq3zlzr6/2GYS\nt9NNXnY+iYSJ0+HCF/QR2dE1Ksgp4NZX/2ZzhSOrcfZqtjVUc8GZ38fj8vDsornc9OOrqW9vYlXF\nOlZVlFHVWMuxhx7NhqpylpYt54QjjmVzdSWRWP9jPdFYjJycnD7HDbqfpwTa3rs/dc3NHDh5Ms1t\n7dTdfxenXvobsjwe2ru6yM/NwTQThCIRphZPSKpnIIVDcPDhEAlDU53FNQ8Y3Pwzu6sCt8uJ05F+\nYbytYTMHH3UaVRveorl6OfBDIsG+W+qLyN4pIIlIj403+Zjx1r+5c+E1XHZ5313IHj7/DS5+/Ewb\nKrPf7874A06nCwODovwJ+MN+XA4nEeCrn/w637w9PX4ua/49n8r6KjoDXbicLgzDoLalnnVbN/Gr\nsy/mvXUf8uSC53u9Z93WXWuvVles2+c9lq1bwcRxRTR3tvUci+42rii7nFtyGrNLF/PiTdd1t2OA\nto5OABwOgwkFBTgcBs2+DhIJC8OAt+65jS9d/gc7y+4RDlqEgwamCd4sA6fT7oq6FY7L4dVFZXaX\nsVdD3dnugtt8uL055BUWc8wp32fDsu5nsYX82hFSZKjS7+MTERmSjsfDrPxLA78tuYmjry3kzoXX\nDPjaix8/k9+W3DSG1SUPCwt/uItA2E9HoAOv29uz5qgor4ibz7nd5gr3T2RuJdWPfUBnwA+WhWEY\ngMXyTatZt3UTX//s6by5fBGnX3suj5Q+2+svoN9jO13+3Uu49vzf9Dq2eziSffv2tTdQUVUNGBQV\njOPxP/0Bj9tDU3s7VQ2NxGIxXDvSRyCUPGvhHr7R6G4PApbVPW6XDOa8scLuEgZlKKN2iUScN+8/\nA4DGqlV0tddzzrVl+NtrR7PEtKf1R5lJHSSRDBV9BP769F3c9MZvOIkpnMS1dpeUlC4tuYz7S+8l\nP3scLqcbMxHHH+7C6XRiWRYuh4tZbz/BvxcO/PDTZNfx3EY6Ap20d3VQ19oIWISjET7YsJK/XfxH\n/vTw3/neXuai+huJ2/1ZSPc89+BolZ72dh+XW/DhR+Rm52A4DKZNLKayppb61lbyc3MpGpdPtteL\nZTl5f00Z37Sx5j011kaYMMmLry1ENOwHJtpaz/Jnfk0kau77hUlisJ2kltp1wOeJhkJs/OBZNpTe\nvOPMLaNeo0i6UUASyUD3n/cSm+vL+Gfp0EPRcN6TDo49+Dii8Sg1LdWEoyFCkRAJK9Frm+9U1DBr\nJdFYjOysLDZsLyeRMGn0tbCqvIwsj5fJ553If8+bve8L7YeTjjiO8ppK/OGg1h8N4I1/3Myshe9w\n608v5JRjP47X4yYUjnBAcTFulwszkSAUjpDA4jPHH2d3ub2sXvoohx3zNZxON6FAC5//dilvv/j9\nMa1h0cyf0dkVIhqLs2ZTTc/xV/59EXm5WRjA5y9Isq32djOYkLQzIJnxMC63e+yKE0lDGrETyTBL\nr2mgonF9xgad4aptrSFuxpk+9Ug+Of0U4ok4RXlFQOruXFf7+HIchgO3282y9R9R21LP8s2rWVVe\nxiOlz3L/vCf26/qDDTsrK8rwD+L5SJnszN93j75eNWMmeTnZhCJRDIeB29U9VmdgEI3HqWtu4ak3\nF9hZaj8M2lu3Y5pRcvMnk5VTNGZ3XvHsr1n48E/p6AoB4PW48XUGcTkdHDt9Krk5Xrr8YTr9IV7+\n14XMf/CnY1bbUA00brehtLtD5HJnAWBZCda++VcAvnDB02NXYBrSeF3mUkASySA1/4AXP3ycf7x1\ntd2lpJTHf/40FQ3lfFD+PssrPqShvYFjDvo4xQUTOfbg5Pq0fiiCkRDReJRNVRWUbdvExXdfwR0v\nzlAXJ4ndcOEPicXiFOTmkuXx7Fgr1r1/Q7PPx9y3lzBr4Ts2V9nb8vk/IRruwuXKIhaL4M0u5LK/\nj829m9v8mGYCt9tFwrKImwkchsGBUwo46IAiuvxhHA5wu114PS5CkSiv/PuisSluGPa2JsnX1P3A\n20f/sOtZY4se/cGY1CWSbhSQRDJE4H645/Xb+fv8K+0uJeU0dTRi7Fhp3hH08VHlcorzizmo+GAK\ncgtsrm54GmetIi87l+qmOp5eNJerHrV/nYKC2b6deNR0gpEwncEAeTk5OB3dHaSmdh8vLVqcVFt8\n7+7t584kYUFe/kQmTD6WrL47vY+4dx69lLiZoNMforMrhGEYOB0GLpcTA2hu7WTWKx8SjZnE4yaR\naJzOrhCRaJyZN/XdxTNZ7KuTJCL7TwFJJENE4nDbAoWjobi05DIAxueNZ+K4SeR688jx5AIQjAQJ\nRAK8t+FdO0sclprHl2MYBlvqtjPjlSe4/43H9/2mYVLoGVkTx4/H4XCQ7fXi6+zCYXR3j557a5Hd\npe1Tc/06EgkonJBNPAanfnN017YFQhFM08Tr8ZDlddPU2klbR4Dmti5i8e7glEhYOB0OrB3dpYL8\nbPJyvBTkZY9qbftrsLvbnfYjjdgNl8brMpsCkki6ewziD8GNz++2Pfer0Hk/1N9lX1mppLmjGZfT\nhdftxe3qXvyc7c2msb0hJdcfPfLabO5+7r889Nosu0uRIXI6HUyZUEQ8bhIz4/i6/Nw/50WApO0e\n7ZSdW0x7ayXbK8qJRiAWDYzq/dxuJw7DwMIiO8vN+IJc3l1RQdxM4OsM0tDSQSwWo6XdT11TB4Zh\n0OYLUFndgsM5uK217Xb8mTfv9fzixzRiJzIcCkgi6c6Ev865t3tThpfBmgm0wrhCmDgOqu6Ic/PZ\n2oYZdnWM+tMZ7MRhOOgI+gDYUL2ePzz127EqbUT9efY/uGnOfcDYdHgGcw9jkM96yXRdgSCtHZ3k\n5WST7fWyqrwCa5APErXb+OLpeLz55ORNobFmG9HI6AakuQtWETMT1Df5SCQsvB43x06fisftxOEw\nCEXiAIzLy6aoIAeD7rVIB04pxEok/8/0ZMvCjIUGPP/tP6TGs55EkpECkkgasx6Gm198iBsvvQye\nBfxg5AJOuHHWDK58/CYOvsLFNS9cYnepSWfRn5f2fB2JhXE73bTueCL9yYd/im1NW+0qbcSM5fhb\nQU7+Xs+nyi/5drMsC9NM4A+GiERjrN5cYXdJgxb0N+H25OFrrWDL+pdYWfrrUb1fS7ufFWu3MmnC\nOIKhKAAWBnk5WXg9LrLczh2vtGho6SRuJsjP9WImLJ55PTXChZWIDzhq9+JtGg8bLo3XiZ6DJJKm\n4g/Cg6Uv8buzfozZAgkLwlGwgNnvvsyfX07e7WyTwbPvPtXztT/sJzcrD4PucZ0VWz60sbLUtHOT\nC9k/dc3NHDJtKnXNLbz09hK7yxmSvHEH4Pa4qN5SOSb3i8UTrN/SyLi8bI44ZDKhcBSP28UXPnM0\nL7+1qqeD1OkPM6EgF7fLQSxu8s4H5cx6fd2Y1DgSBvsgWREZPHWQRNKQ+RAsLa9mU10ZrV3Q5odH\nF73G00tf4y/P3MTPnviG3SUmnUd/1r1gfMYljwD0PAD25MM+xYT8YmLxGIW541N6W287+YKdA547\n+qAjtJnDIP3o5n/Q6utg7ju7Nge5+Btf4/Zf/4LnbvoL55acZmN1e5dIxAkFuwgHW5k09cRRv1+2\nt/sz4PdXb+OJl5bx/JsrKSrIAQxOOeEwzB1jdDnZHuKJBCvKtvPyW6vZXtc66rWNtMFu2iAig6MO\nkki6eQzWbO/g+Q8eA6C8fisfVLxDzIxx7dxLgK/ZW98Is+ZAZyBCMBKkubOJ+1+9r+fcd0/9Pqff\nOLhfGKuatwOwcstH/PFrW3qOb22sJGpGyc/Kx3AYrK9OnU+WU8Wm6i37fpH0WLp2HZZlcegBU9ha\n38DLi9/lhKOmU5CXw3lfPcPu8vr1zZ9sZMqBR2M4vBRPOZ5gV8Oo39MfjPb6PhKN88zrK3A5HRxz\n+BQmF+fT2NLF06+mR0dYnaSRofE6AXWQRNKK9QhUN8ETS+4HoDh/Mi8tn0W9r2ZHOEo/v/jXZVw1\n8wpumH1dr3AE8NySZ7i05DJu/sFtzP/T3h+e2dTZyOSCKfz221fQGeroOd4R8hGOhqj31VHXVtuz\nViYVd69LVhb6hW4o6lu6OxwtHd3/nDb7Omhsa8NhOJj1+pt2ljaguf89mg8X3U0oEGb8xCOZdODJ\n/PD3zaN6z4H+qYqbCdZurqOxpWtU72+H3TtJJRd37254TIkeDC4yVOogiaQJ8yFYW9XBs+/PJGGZ\nAEzIn0hLV2P3DnZpam9BZeeudNVN1VQ3VfN8ybMDvj7Xm4fT4WT99vW9jpsJUzusSVKJm93/fs94\n9U3OP/0LXHfJhbR0dOB2Ofm/r5xuc3X9u6r7MxsSZoxwoJX88QfhzRq9Zw395Wef3+v546YfQFl5\n/ajd3047Q1Lpjg9z9ABZkaFTB0kkDcQehAVrNrCsYjHBqB+ALx13Fj9/8ltpHY4Arj/7pn2/aDe/\n+OLl/Z+woN5Xx7yVr/U9pZGVUaX1R8P3l59cREtHR/dzkeIm4/Pz7C6pX7de2v13tycXtzePeCxM\nNBIZtfuZiUTP13t+wPHrC06npW3g7tELpeWjVtdIU/gRGR0KSCIpruYfsHjDFoLRABvrVvccn1p0\nkI1VjZ1G39DWMgwUdiysQQWhaRMOxOFwcMVXrxrSfTPduH1s8y1Dt+XZx2hsbydumkwcX4jb5SQW\nN+0uq1+3PtP9dzMeJiuniHgsTHPdmlG73+4/hz3/vb7nsQU0tPpH7d7JQJs2DI/WH8lOCkgiKWzT\nTTG2N9cSiUdYvGnX2oM/f/daDplYxNobB945LF3sbcRuoHO7PxD20pLL+Pv37yRuxvZ5rxMPPYni\nccUkEgnueP3WoRebwe5+9WG7S0gbs0sXM7t0MX+d8TDRaIziggKa233UNbcmbbczGtn5dz9NtR9R\nVb6Auu3vjdr96hp9PV87Hb2DQpL+iIbscz96ZsBzx5RcrZAksh8UkERS1Ia/RQlEAjR21LGw7JWe\nX4x+/dVrqfcFaOkyOf7P42yucnTtHnQGMlBI+vUZv+/5OhQJcfDEQ/p9ncvpxmF0/6cyGo/REezo\n93WSPv47x+4KBuex+Ysor6qitrmZ6qYmJheNT9r1crEdG8rVbF1MQ/WHhENto3q/nc84Anq2896d\n05mcP6ehaK5eOeC5naN3Ckkiw6NNGkRS0Kq/dNLUUceaqhXUtm/rOX7Nt6+lPWAyc9G/iJsx/nl1\neq8/2p+d5KKxKFd8rXt3p2A0SHNdU7+vczlcJAyDzx9XQigaYuOG7k0cLi25TDvZDcFFJedw+8+v\nw7Is4gmTSDRCzIwz/cen2l1aH20tcMd/IRqFa35pdzV7V7piFWBw+EHTcDgcNLX79vkeO3TseLRQ\noLN21O4x/8GfUDguB6fDILGPNpFppkkbaTfXzYXFL82lrX4TJ33xZ2TnRbj/5xO1/fcgabxOdqcO\nkkiKWXO9n8Ub57Nq2zJC0UCvc+X19Txceld3OErzzRmGYqAgY+1YyO10OHoeDLsnh2FgWRbzV81j\n6cZ3e16ncDQ0d/3yBvJz8iguKMLtcjEuN58Vm0dvDcr+aGmCRAIMA679u93V7J3DMEhYCaoaGllf\nuZVtdcm5M9vkA0f3+i/fdwHba1sJhaP4g5Fhj9GlygYNe47XXT0Hypauw9dUSTTUxrJXb+H+n0/s\nOa9OksjQKCCJpJjnP3iM2rZtdIR8+MO71hhd8sXfUe+rJhIP21hd8jpq6tF9jv3P9JOZWDhpr+9z\nuzxkubOA7i2/z/ifMxWOhqjl6bW0drXT7GthS/12/KEgWxuqWLF59b7fPMbufhTGF0M8Dtu2dHeR\nfv0nu6saWMKyKK+qwUpYvP3RKlZu2mx3Sf0KBUfv2ud+5Wje+XAz0yYXUlPfRkvbrg0Y9lx/lC52\nH6/74k9eZcHsB6hY9TJhfyPQPWJ36v+b3es9Ckkig6eAJJJC7jlnDh6Xl3HZhRTlFeNy7pqSbfO3\nsGTTfAB1j/rxmyf7zkotKVvMUQcehS/oozh/Yp/zXpeXjqCPrvCuLYFL17w1qnWmi/DcStqeXUfT\nU6tJJBJMGFdEXk4epmniD/npCHTR4hvddSjDEQxAlw9ammHyAYAFBx8Kv0riTQvrWloxDKNn84Zk\nFN4jIDldXgBOKrl7v69tWbCluoW6xnYi0Rgup0FBXvf1GWIeeOneC/e7nrH0uQvmUF+xBH/bNta8\nfhUbSm9hQ+ktnPW7ZYQD7X1er5DUP43XyZ4UkERSiC/QQiQWZtK4A0gkEr0WZL/44RM2VmaTl6D5\noU7K76nmud+9vM+X99f5WVK2mC+c8EU8Lk+fc5F47+e0/OW8G7ln/p3DrzdDXFRyDs+WziVuxnEY\nDrweDx2BThrbmmnuaKXD38mT85+zu8x+dfigvR1ycsDhhLxx0NEOU5N41/wff+vrRGL73oXRTk7n\nrq9d7hwSZozs3InkF0zd72s/9eZGwGDx8nI6ukJEY7se7jzUtUb1zT5evOeC/a5prDRXrQD6Pg+p\nq62GgK+a8/5WxXFn3MCxp19nR3kiKUsBSSTJNN8z8C5pUTNKJB6mPdDK1PEHEYh0j5IU5Rb3rI3J\nhO5R4hngOaiub6ayoRJfoJ2DJ36MV69awIpby9h09zZq/tNM9CnofCzK/D+93fPe/kLSotULce7+\nG9wAZi54aCT/GGnt/H/+hlAkTF1LA82+VpwOB26XC38oQEXddhKJ/td82S0nB6Ye2L3+KJEAtxsK\nxnf/layjdsFwhInjC+0uY692z2/xWJC8ggNxurwEA60jcv3nF26mwx9h6aqtbKlu4tMnHDbkaxTk\n51A8Po8pE8cx+/bzRqSu/fXnl4b3vrdnfpcNpbewdvHjlL15HVZi13Oh1EUS2TftYieSZG5+4T7+\neXnfkDPzR/MpyismGAkSiYWpadsOwDHTTsAXaKV43GSufemSsS53xIWftLjx6b9iGAaHH3AEsXiM\ngyYexGFTDmdiwSTG5+XgcIA/FKe2tZpILEpzRxOHH3AEkViYQMRPMBqkK9jF1sYtlG1bC8BJD/8P\nCcti0o/73/q8uqWq1/dXnXM1tz6761PZvOx8WjqbR+8PniYu++quT9+bfa1MKCiiICePaDxGe1cH\nBxRN4umFw/ytbwz42rvDEEBBIcRj4HLBkoXNzH6w7ximXZY/eB9bdmzI4A8GWbxqLUc+NoO4aXLS\nRZfaXF1fVRXVvb7v8lWRO24a4wo/NmL3MAyImwlWra/G5XJhAPvqH+XneukKdHeK/+fYg9ha3YLb\n5WDNpmrOHbHKhueYkqvZUHoLv34kwd0X9f48u+iAY5h6+GcpWzLw88W+8fvlgMVxX74ey0r0XA/Q\nzna70Xid9EcBSSRF5GcXMGHcJPyhTlq6GglEu7tHR0w5moKcIjCS8xP5ofrtg5f3fN3a2QLAyi0r\neo5NLpzMn8/7E76Aj45gB6srV+F2uombcVZWfkQkGiYSi/S57p8fv4bvnfp9Drx7cLNS97x0T6/v\n/aEubc4wCP7dFpsceeBhhKJh4gmTjmAXLqeLaCzKVz5dwrxlpTZWObBEArxe8Hi6w1EwCPW1QbZt\nWQj8wNbaql+YxerNFXjcLhyGg5UbuzdkeHnxe/zinLMJhMPE4nHe+dedRGMxTv/NH22td3dHHn8Q\nW9Z1f20YTjxZBUQjfhyOkfs15PmF5ZxdMh3DMDjogEI+cdRBhCMxVm+sZltt/+vd8nKz6ApE+OyJ\nh+EwDD5cu433Vm4ZsZqGa/cw4/Y6uPC2FooOKObO87vPt9VvoK1+A9B3vO5rly/B7c2lasNbnPD5\nn7Ji/j/ZUHoLF9zW+wMehSSRgSkgiaSIWDxKQe54vC4vE/In8mHlYj4zvYRx2ePJ9uSwqb6Mkym2\nu8z91l8I2XjXVmYueIiOQAeNvkZ+9e/eD4g96sCjeXttab/v3/1hsmVVa/G6vVzylZ/x4LwH9lpH\ncI8t1GXwHil9lsCL5ZhWArfTRUN7M3HTJByL4HG5KcjJt7vEAbk93SHJsrqfh3T7dQA52B2O3n/g\nbiaOH084GmXJqtUUFxayvb4Bl9NJfk42tc0tTCsuxgLcLhcOw+CNf9xMZyDI96/7m621A2xeW9Pr\ne7cnF493HDCyH+y8UNodkrZWt3DItGKyszx87lNH8YmjArS0+4mZCdp9ASqqusNCfVP3SPPSVZUj\nWsf+2j30RCNQUFxMsNPi/66v5KnrD8fpzsaMhfp979a1r3Lwx8/g8BO/QcXqV3uutXzePfCHG3u9\nViFJpH8KSCIpwgLq2qqZfsAxtAdaaelqoihvEutrVtIZ8qXF2qPOJ4K8uXwBb62ez1dO/iqHTT4c\nX8DH567/NLf+Zni/5O0emC4tuYyNVRt6vr/uvL9yw6y/DPjen3/1lyzb+D4rt65Q92iIaprrqGqq\nIy87lxxvFjEzDkBDWxPPlM7ted1FJefwSOmzdpXZR1fnji2pLVix7Gm4zt5gBLDgn7ficjmpa2lh\nQkEBB06axLa6eiYXFdHU1obDcBAKR5hUNJ62zi6isRgOh0FedrbdpfcIBbq7wYbhxLJM/B27j9yd\nMaL3eqG0nO988UgWL9/MV047jgmFubhcThIWuFwOCvKyqW/uIBCK7vUaySIajpCV7cUwDAondq+t\n2hmO9uweAbiz8pn3r5JeXSiAdW/d2Oe1kNkhSeN1sjvjG7vW5ikgiaSI9kAL5Y3rWLl9KU6Hi4Ls\nIqpaKgnHRvEBI2Oo7oFWyrav5e2yUk4/8QyafI1sqtnItsatfI5Pj8g97i+9t1dHaW/hCGDmgocJ\nD/AprfTvph9fxXt3vEQoGqIovxDTNDHoftiuacZ7haNk85PfQvEkcDhg+fvLWFpqfzgCCEejjPPk\nkpOVhcvp5BPTj6CxrQ2P201jWxsOh8H2+gaWlq3jR1/9Ci6nk1g8TiAUIj83h2du+JPtXaTs3O71\nWy5PHrHIwBvRjBTLsgiEYsxbXMb/njyd+uZO1mys2et7kikU7c7v64BE98/P4dz35goFxYdzTMk1\n/YangWRySJLMtnsosl7e9c+/drETSRFVrbtGQMxEnKOmHkd+dveGA6ncPYo9BbHZ8GH5B2xpqCDb\nm8OislI2VG9gW+NWWzs3CkdDFwgHyc/JpbigiPYuHxYWFuzYtc7g+yXftLvEAY0rhLZWqKuBWLRz\n328YI0++MZ8sjweP20UgFCIvJ4dvfO5U6lta8bhceNxuItEIbqeThJUgbsbpDASZUFgAGGR53Hb/\nESicMA2AnLwDhvX+oT4v6YXSciwL/MEY8xavHzAcvVBa3vNXsmquKaOppgyAhGlxzrXr9vr6iQce\ny4bSm4d8H+1u9/+zd+bxUdR3H3/PzJ7J5k64bxEBTxTPSjVa6lW12iqPR2u1ta1Vi1efitj2sRZR\nq5VbI6MAACAASURBVOKFeIu3eODFIYJELlG5z3ATch+bZO9jdo7nj4GQkAAhZHdzzPv1yivJ7MzO\nZwPJzme+39/na9KdEC4XEC4X0L/UGz4aY1aQTEw6EA9dOq3F7cv+XobTmoJFlAjFgui6jqZr2Cx2\nemb2TbDKduRjkGMqP2xbTlF1EVtKNjc89FxBfOYNHVhFOhw/HXk+izd/GxctXY15D71Dr9we2K3G\nkM6eWXk4HU6C4RByLMZny+ZS5/M0OaYjtdc5U8Dlgvo6WDh7bLLlNPDbSy+i3ucnKsdAgFAkgqbr\n/HTUySxdu56yGnfDvuGojN1qIS3FSWl1DXmZmaSnpiZRvUFMNlosNe3gbW0HY1T+M6wpGH/Ex+1b\nj9TS9s6Er66UPoNHE/RVU1m0mvScQU0ev+9deOKG/d/vWj8XOCGhGjsjZntd9+Ng1aKWMA2SiUkS\nuTt/UpPqjy/iaXG/opodOKxOnLYUgnKAsSdeid3qQBJF0pwde/7JwQi9oyEKAksLl/DZ8k8SWilq\nySRJkoSqqs32XVq42Fx/1Ep6ZOcix2RUVcNqsaDpOr6gn10VeyhYs4xQpGNX5Ox2Yw1SNJJsJU15\ne+7XHD94EOePPpWYEsPjD2CzWumZk8Mx/fqiFZfiDQbRdB1d11FUlep6DzaLFdBZsnY95yf5Ndgc\nxuWGpjX/HTsUR1o5OpDOZoZaIj27P+FgHY6UdHoNPIWg30jk29dCJwhw3m/fY9FbxuymaKjlxL7W\n0Jla7dJuSsP/pj/ZMkw6OEdiihpjttiZmHQg9g17PZAqbxlWiw1ZMe6+ioKEKIgMyDuG1bu/S6TE\ndmHFpPXc+9p4HDcI1HiqkmJADjynqqpYpOb3jA72b2LSHJvFRoo9BZvV2jAItrKumnk/FhCKhDlr\nxKlJVnh4wiEoL12TbBlN0HWdTbuLKK2qwiJZ6JWTQ4rDqNJlpKXRKye74XtRFFA1nX498gCdlZu3\nsnnX7iSqN9h3vS2H61t9zOk/N5Im21I96krMm5qPZLGTkpaN3ZVL4ffvNDx233sgSjDmKsMc/fax\ntpujfXSWVrtAcSDZEkw6KPva5w7VQnc4TINkYtIBuTt/UpPvNU0nGPHjjRhvfn2zB2C12Fhb9AP/\n+PJPyZB4VJw+8SSe+v0z3JZ/Jze+0DEWwgMoe5PWTNqGKIrGmiNdp8xdyZ6qUj769kteWfABbxR8\nRHltVbIlHhIlBqoKX84YlWwpTXi/YAmZrlQ+W7SUNVu2Epaj1Hp9hCIRemRn4UpNIdXhAOCNL+bg\nsFmJKSoROcbKwi28X7Akya8ApL1XGxZbSquPUWKRbm+O9lG0aQEv/Bk2LnsXV/YgMnseB4BkgVgU\nYns7FyPB+iMKZzgYncEk6QUdv8plkjjawxQ1xjRIJiZJ4tUb5gBNzZAkSs32m3/3djJTs8ly5eK0\nGBcXhWXr2bBnFX9576rEiI0D97w23mxd62JEYzLRmExMVZAkke83r2qyxsgf7Nh3fOtqk63g4HgD\nxlyu7zZs4uWZX/Dd+o2kOBykpaQwcshgrJb91c/iymq+Wv4Ds5d2nOqy3fBvhAOVrdr/aFvruhrL\n3jMmxHqrtxKoK8JTtRUASQJnmlFFAtiw5FV+/1TLrdpHSkc2ScIFR6fLXH/UNWhvU9QY0yCZmCSJ\nTeXN23jUFvrzNxavwhOsJTetBzo6/3POraTYU9lWuTERMuNGRzVHorj/z+KJA05OopLOh8uZQqoj\nBUVVqKpzU3FAxeipWa9y/MDjkqTu8GRmQcDfMVsqtQPWhJTXuHn50y+YufBbItEooWi04bE5y5ZT\nWlWdaImHRG6UzSAIEoIgIggSaRn9mu174bj5gNla1xpEyYilF0S45Sk/hQWTWT7r8XZ7/g5rkszi\nUbcmXqaoMWZIg4lJB2Dq9TO54owrm22fN34Lld5SEKDMsweA2as/xB+J/xyR7kBLYQ371s4A7KjY\n1mGNXEfEHwoSjoZxe+soWLusxYS6nIwsAE4deiJ/vvK31H60kZxrOkbi1oI5M/Z+1XHaPg9Hdb2H\nGfMXJlvGYbHajM+pab2JhOpISeuJ3ZGOt76oyX5nXPQ6MdlvmqODItDYHWiasQXAW1sGDOcnV/6j\nXc/YmYIbTLoubQ1baCtmBcnEpAOwo6KQ4or9rSdTCiay9l8+Vu1ahiAIKGoMMMIZTHOUOMLmHKRW\ns+bZrwCdyrpq5q9afND47lVb1wNQWLwdWYkhIPDhhBcTqNQkGRTv2AJATA7Sa8AZ+D3FuCs3Eovu\nb7u86rbdxGQzlezQGBeGadl9OOPXryAAAY9hkgqXG+ENXndRu5+1w1aS2oDZXtd5iGcL3eEwDZKJ\nSRy598JHW73vxz9Ob/L9m4ufIygH0HStIUktZ+80ehOTjsaqbet546sZfLl8Ps/NmX7Q/Z7/6k2y\nXZmE5QiCICAIAueMHJ04oZ0USTz42/VNl12cQCVtw+8tB0CO+ijb3Tw04tKb11KyYwFgtta1Bn9d\nOQNH5uOr0/G63fg94HQZ1VnJ6ozLObuSSTLpuCTTFDXGbLEzMYkjT35zf5uO2xfcICAQU/c37+uN\nWisaz08yMUk2f3j+f1u9b13AWETuC/qJyFFSHPG5oOtKqNrB10aVVdckUEnbWDjjAkblb2jxsWv/\nWoWuKahKKMGqOhc3PlLN6WNvZ8X8qYy+6F6CvmrKd23BmZpOwBNEVYx1aGoXr3yn/jnVTLDrYiS6\nfa41mBUkE5PWMgf4DPgUmAl8CLzf9qezSfbD73TAzbpIzLyAaG8OtcaopblIJkdPmtMFGGuWfEE/\nFbXVLHrs4ySrgrT0wcmWcEgOVkVasGJVgpUcOZf+ruXZUiNPu4V69zZqyo3XYFaPDs47D/Rgxfyp\nAKyc9ySFy98mNaMnqqpitTvJ6jEEADkSv7TIjlBFCm1v+/ug2V7XcegolaKDYb77m5gcjLnGp1fe\nm0V9qI4TBoxiWO/jyEixEY6q+MNRVu5axtqXfzxsNec/V7zCg1/c2mSbrEZb3PeXp93IZ6uMXvI0\newaRWBhNV9F1nUDU7M9PJKcdY7Z+xYNAOMjFp+cTkSNYLBYUVSXTlZFsWdAB24fWTH+RtBSjwqZq\nGpIoHrKadCAdYQYSgDM1t/lGQWDzqtcTL6aLMPKcmwh6jaRIRQ43VJC2rf4MOD1u5016aEPHDJo0\naQUdsVJ0MEyDZGLSmNlAFIp2+nhmTtPKQkVdCfPXGl8bhiiFV/N/BPa3xB3MKD34xa3cnT+pVW1x\nG0tWA5Dr6klYDiIAFtFKmiODumANVsmGqqswA4pKFAbdZ/4ax4M0Zzo1PneyZXQ5nv79v0h1pNAv\nrzc6OoqioGoqgiDw9r3P8Jsnk1dByOtxCpFwRdLO35gVrz5Pvd9PqsOBvdGMoyMxRx2JgK+s+UYz\nFe2oGDB8OGG/RtBXR235ZiIhI8Bn8zeTDnPk0ZN0k2TSqdhnjDq6KWqMeWVlYgJUPa3hsIlUeLy8\nNP95phRMZMrfDm9mphRMbDLo9e78SVx48i/4xdMtz8954KIpPDLv7kM+Z4o9FYA0RwaarqHoCjFF\nxmF1MihvKOkpmWwsXg0qPDP7MZhtrkeKB/6wD3/Yl2wZAHzxBagqLF0KTz6ZbDVHx12vPQTApmkL\nUTUVHVBUFR0dTyC5P2/JYmXAoMO337w7F6IR2LMLHroX3poFMRl+f3X7adlRXErPnGxkOYY30LEH\n7LYGOdIxfpe6EktmTuW40b8CQcCZ1hN/fWLNfWczSWZ7XWLpTNWiljANkokJ0PMuo7c/gwymPHBk\nZmOfOdlnlL5ZNwv3LZX0zOjLJVOM+S7/vMToGw/LocNWkgrL1wGQk9aDal8FoiAiq1EkUSLblUck\nFubBX02gqsY0Ru2F3WInqjRtebRKVmJ749WTxeefG8ZIkuDZZxfx+9+fl1Q97YmiKg0tbYqqYJEs\nrN+5KaEazs6fwfKC/TOPnCmwftVSWpqD9OiLoGuQlg4+L6xdUUHJnsV8Pct4vPHztAcLV6zi2rEX\nEI5GyUhzYZEkFLX5IGkAQRDQD3KR+u1zT3D+nfe1q7a24Mroh8dd2PB9Xt/TqSlbkURFnRerzUlM\nDrPy09u55h/bsVgdbPruraRo6WwmySS+dHZT1BgzpMHEpJ1obFbW7V6JrET5/M5VFD8F/557O31z\nBjY8fnf+JH5z3s0tPs+tFxgXM6uKvqO0rgh/xMvw3ieRl96bFLuLHZWFxFSdnuZa5nYjqkT51w0P\nN9mWbHP00kvGEMiqKti8GcaNO4+KjtH91S7M/v4bfEEf/lAAWYkRUxVeWfBBUjUJAtgdac22P/Eq\naHu9iaceZs/8hJI9iwHDGLW3OQIIRCJ8t34j0ViMQCiMutccOWy2ZvsezBwBeINBvp7S+nED8aJi\nz1Ju/tt4rvzteMbdNp5Lrj0n2ZI6LTF5f0rd9tWfYbHZWf/VgxQWTE6KnkQGN7hud5kJdh2Mjh62\n0FZMg2Ri0o40NknfbvyKVTu/Y/m2pcy9ZxO3XngjADaLkV737aaCZsdnpmbzztIXANB1DU03LopU\nTSUUDVDlLWfy9fehds5lCB2Pz0GZAY/f8hQOq53JN/2X5/78HBPGte8k+raQk2OYI4AhQyAQgOLi\nAM88k1xd7cX2sl0UV5VRUl1OubuK7zcnL4nt/kfgt7e5qamsIRppGoRy+/06O7ZAZQVs36Ize+YM\nNE2JmzHax/sFS9hZWsbX3/9IhdvN6SOHAxCR5cMc2RS71YrVIrFoanJ7M6+65Y+8/fQ0UjPAYm2a\nhyFZzJj31nLVHU1NUDRUx9v390iSmv0kyiQFNwfbdJzZXte+dFVT1BjTIJmYtDNTCiY2GCV/2Mf3\nWxfx9ZrPeGbui/zm/L/wwK+MClGJu4jRx/6E+6/ab6pu+Mmf8YU9zZ5TEAS2V21me8Um/GGQxI6X\nttXp+AhQjIu1tAwrmelOgtEAd754J5NnPHzYw+NNTY3RXgewYgUMHgwnnuiiCyxHaUCOxeiVnUd2\neiaycmQX/u1J777w1rRcat0bmz22ZeN37N65AnQo3WOEssTTGDVGFAVUTWP+Dyv4cfMWAPr3aCEN\n7iCMGXUy1fX1WCUpKbOSRuXvd/Mfv/wM191xG4IAqgIBI0+AYSdegap07bk97YnXrQAgSVb+NDVE\nYcFkTrvy6SSrMukOdAdT1BhzDZKJSZxoXE26O38S9f5a3v72Bc467jxuHXsvr8x/kg1Fq1i5fRkP\nXH0/j8x8lKlfP9Lic22v3NQwJLbKG8NhtVD4iMyIB1oxS8mkZSyAHVBBDYOs6Pzng4eSrQqAJ54w\n7rC7XBCJgM0Ga9dCOAyx5Hb+tStpKS7K3JVomsbW4p0JP//goVcBhhGdPA2EFuYMfTPrJwD87WHw\n+4oSZo4Apn9dwI0Xnkeqw85vLr2I6ro65n3funU7Jw4dgt1qJcXh4MdNhazYvIXr46z3QA6cafT2\nlGe44jfjicUgsrcQsG3DFwlW1blZ+sXTTVrpLr7jW1Z9flcSFe3HXI/UNemMCXTtgWmQTEwSQOMg\nh++3LuL7rYuQRAlVU7BKVh6Z+SiSIBnx3S2wzxwBpNqtIECPdNMctQX1E6it9+G0OVF9Koqm4PbW\nEJY7zl3s1asj2Gx1TJ/ehzvvBLsdMjKMsIbi4iiGs+u8bH1lEQC13jp65/akqt5Nemoam18qQBRF\nht+amDCK916x8erHRtq0pkKv3kN5/9WWz+1PUgjbO98s4oYLf8rSNesYe9bp/P7Ky4jKMd6Z+3Wz\nfU88Zgil1TXIioIkSSz4cWUSFDfnf+6ubfja5zHW1kXD3etiq72Ihesbvv75X77h6xcuTKKa5pgm\nqWvQlcIW2orZYmdikiRUTUVRFc4dOdb4/iDmqDF/ueh+ooqKVYQFG5bFW2KXxF3nITPVRVqqlYgc\nodbnRtfh2N7HJltaA++952D69D489xzk5YEoGpUkRQGxhSpHZ6Dmg/V8NvFVXrn9MWo8xgXzgJ59\n2V1RjC/k4/Kzx6KoClbJwsZp37D9tcQMOH1t6gwkCZxOKNq5lOfebnm/dStnJERPS2iajtvjpbSq\nhh5ZWYiiyG8vu5jTR46gV042pwwbiiiKbNi5i3q/n2A4zNqt25Om90C2rXtv/9cb1lG+pwyfp/4Q\nR5gcDEGUAPiffxfTo//IJKtpmUSGNrQGc/1R6+huLXSHo3O+05qYdFKuPfuWZtsKNsw57HECAg5b\nCr2zJNKdErNWf8UP2xfFQ2KXp2dOJrZMkTK3mz01RciKTEVdGWE5kmxpTXjtNdi9G7KyDJPUq5fx\neefO75It7YhZ+/zXLFn/PdGYjKZrfFhgtFVt2LWFXjk96JPTi+82rcRpc6DpGikOJwICPzw9K666\n/rN3FnQsZrQvAng9cMf9cT3tEfN+wRL84TCL16xlVeEWauo9bNtTTCgSprK2jrXbdqAdZIDs+wVL\nGj4Swaj8Z/i/N+Gpz+Dxj41tg0f8suHx8qJv8dTupLK0eSjHgS15Js3R1Bgj8idQU7KBvsf0Trac\ngxIvk2Qm2LUvpik6OGaLnYlJAvlw+ettOi7VnoaqKyzdsplqbwXhWIinFj7Qzuq6NvrnUFlVjydY\nT5YrG3/Yj6ZpBCNBjus7nFCkeTqSw+pIglKDYBAGDDDWIvl8RoVDkqCgoHPNQtr68iJSHSlkuTIJ\nRkOoqkqmK4NoTKbWV0eq0wmCwO6KYkLRCBZJQtcNI+VypMRVW1aO8VnXILp3DNbCufM59ayxcT1v\nW3i/YAnX5Y9h2boNCIJIIHzwltBEmaEDGZX/TIPJ+efrRhjDXU/AJ1P7Myp//37uijVJ0deVKN+x\nlOAZlyVbxiFp73Y74UIB/ZuDP9fwr4YTqYigRlSUKoWK/+tCcxHaEbN9rnWYFSQTk3jwOSivQ+Dl\nppvbOth1RN+TsIhW9tTs4LevX8jt713dDiK7B1WveCh90Y0c0rFIFlwOFwICuel5rCtag1W0ISsy\nLb1NRGLJqyqpKvTpA9nZ0K+fUeUoKkqanDbx/ZNfEI3JZKSmkZbqwmlz4LA7sNtsqJpGTIlR66tn\nZ3kRYMzz2V1ZgqzE0HXwBHx8++hHcdMX2psIqGngqTO+XjhnLE/8s/m+iQxnOBjvFywhGIm2aI4S\nXSk6HLoGkgXi7HG7LTZnFq6Mgz9+8R3fJkzLoWjXStIhxlsc8+ExRCoi2LJsWFIsqIrRsm621xmY\nlaIjx6wgmZgcilmg10I4CmX1KnJMpjZQhcOaQpYrh/45EqJgXGDJKizavJbLzz6FUADCMqgaBJ6F\nXn/d/5RTCiZyd/6kQ572mLwR7Kwp5MyhP+WHHYtZuWsZ+SdcyjE9h8f5BXc9JNGCJFmIyjEkUcJu\ndVDlqcRhc9Avpz/vffsWPx91Mb2yO1a7itcLfr9hlEpLjZa7zsbLs9/h7l/9EU/Qh8NmJ2y1kZOe\nxQWnnMtCfSk7y/fgCfobQkgEAYb0HoCiKITlCDElhhDHtQzlpcbnshIo2VMet/PEi45ihvbRuEUu\nGgW7A1LS4J4pzfeVLE4z3rsNWB0ZxCJe5HA9tZUxwNrifl89f35CdR2KeAc3DH5vMJYUC5JVQld1\nJLuEYOk4a6CSSXdNoGsPTINkYnIgM0CPGBemFptxJ9TtN+5u2yx28tJ7U15fjNVio7Q2HV3X8YTq\neG+JUS5auGE2qQ4XZw47j37Zg8hMyeS7iWWMHtIX2+9bJ6HUUwTAmqIfACPF7vj+J+IJ+oDktX11\nRnKyXASDMRw2K56gTFgOIYkSmqbRN6cfT857jH9fPZlzR/6U2y8bz9TZyZ/E+uyzRrJaXR1s21aI\nzZYO9E22rCNG13WCkRAhOUyaM5Xs9Ex2VxRjlSwM6tWfnRV70BtdNO0s30P/Hn2wWWxYJAtZaRmU\nu6vipm/Kv+HsfMjJg5qqNCyWjp8O2NFM0cHQdQgHQLbA3lyBJpjmqG3YU7KIRbw4U9PxuosZkf9q\nk9jv7ohcJyOKImpYxZZjI1obJbi9bQNluwJmC137YLbYmZi0gOAESxpggSK3jj8cIhQNomoKKTY7\nqqYgKxGC0QCbS9fy3pKXmwyIDUYCLFw/m7e+ncqzcybx0XfTeX7ee3x6R+tmmERjYZ7860RkJdqw\nrbS2lC9XfRCPl9t1mQXBQJQUuxXRAoGwn2A0iEWy4Al6eHnuNAD+OXMC3qCnQ5gjMNYf2Wzg8ei4\nXH2JRGoPf1AH5aVZb2MRLdR466ioraJfXm9cKS6sFisnDR6BKOx/G8pOy8RmsRJTYlR73MixGLN/\nWBB3jTWVCh+8lobS6PfN5OiIRSESNoxSwAuDjmt5vcxNd4/n2j+N57rbzYCG1hCoK2LQ8T/D5khH\n11VsDleyJbWKeCbb2XJtyB4ZNaQSLgmjx3QQuld7ndlC1/6YFSSTbkv0dbBlgtB4Oc/HgIIxZiYK\n7jqdsBxBBwRBQNUUtlXsZsWOpbh91UwpmMjJnMaV7P8j3NI6o7vzJ1FSs5uSmt0szv+aC066lIXr\nD51ed++zTdvwZq/+iMfm39fm19stiYEn5Gd7xU4EQcBhc6JpOjE9xpkTT2F6o2tvpz2FcWOuY8aS\n95Ondy9Wq1E9cjgEnM50dL1PsiW1iTcKPmLa7ZP5bOlcLjxtDLkZObi9ddR43KSnpNEjKxd9l46A\ngI5OVloGFbXVZKVl0DMzl6UbfyQYDsVd59THzLfC9qbeLZORZUNVjQpS0dbZTR6/6Z7xeOogpoDd\naQQ6/Ot1eKh50KfJXk775fMAFG1awBkX38ubf8/lnHE9k6yq9RxNq51woXDQBLtITQSLxfgd1tGJ\n1cegG3TYmZWi+GK+K5h0O6Kv6EyaORV/xGtseG7/Y6l2F//5/XiwQW1llGfnvow/3HRC5JSCiYzl\nuCM654Hrjhaun8Nvx/yZvnk5TJ556PVIAGOG/xyNw89JMtlPybQa6gP12CxWFE3BZXdhlYw/eZG9\nQ2GnFez/x7/40Xzm3V+QFK0HIorGGo59w2GnTctNtqQ2c9vUCdySfw1L1n3PqcNOIi3FxchBw9B1\nnYraKkRRRNM10KHMXYmqqtgsVuatXMTW4h28URC/kIbxD8KpZ17N2fkzWh3C8Ie7wrz6tDNumroK\nb062cfODOlabgK+2ApsjCzmyf/bRm08Z1dr/+ct45Ah46yDcfbuiWkUs4gdoaKm7cXI1kqX5Zdw/\nvwSLFeQIeGogq4dhUnUdIiF4PIl5I202SS0ENAyYNoDi24oRBAHvZq+xjwaOXg6c/Z10xf9OpilK\nHKZBMulWlD+p8t9ZjzZ836TaMwfkcnjxs8/587tXkoOdf99xZ7ude9+59hmlt5a82Opjl2z5mpvO\nu6PdtHR11kzeTG5GLi57KkE5hMPqwGqxIgoi4iHaPOatmZtAlS0zblyI0aNTsNuNNrvMzGQrOnp0\nYFdlMbsqizlp8AhGDTsRb9DH0H6DWbF1HQ6LnWAkxEfffskfLrue+asWs7V4R9x1hYKgKDIAv2vl\nr5dpjlrPG/8RuOtJcDh6E5PPZNeWr1rcLyaDGjNCHUwOjiIbl/w/vekjFr95DRaLHV2HB2ZCZZGP\nwhWfoakxwv4qQEAQJNKy+5OW1ReLzUlqeg/Ssnrzx+ckREnEahV47tbEv472Cm3QJZ3B7w1GkAQy\nRmSwL4pUkzXK7/miy7TXmaYoOZgGyaRb0edeiSn37jVFM2Dh33Yy5qRjWL21GkmU+Hzlezw8p/1M\nUUs0NmWHS7Mb2nMkITnA5aeNwxOqBw6R62rSQFpKGjFVwelIQZKkhnVHum7kpW3cs55TGNHsuKfm\nPc5t+fH99z8c55+fQjRqVJEsFggEYNo0uO22pMpqN9bvLmT97kIskgWn3YGsyMh7TQrAq7PfS5gW\nuwO2r1kMQLr5qxUXaqtCRCN12BzNf8ADjs0n4IMUF4T8sHX9Wv5nfBYfPDMwCUo7PvreMooai/KX\nl0CULGT3HsGnz03YW1X67WGfY0T+BHL6nUx2z6Hk9TuBW5/WcaY5ebaVAULtRXuYJEEUUP0qokUk\nXBYGBRSfgpTSQipIJ8M0RcnHNEgm3YbY61BZr7GlbDtz1nzMoLyhXHvONazaUonNYuftxS+0eU5R\nvNhRtRkw1h+V1hVxFh1LX0fFIlmJqTFC0RAWUcLlSMNutVHnr+Otgul4AvXcSMt9JkN6DmVXVfyr\nFwfD6wW73fiIREBRoKQkaXLihqIq+EMBRGFvi10SyO0BsmwMQ1rx3YykaOjqFK55m1E/+SNypPla\nslN/chJWGw13/uuqC/n5NdclVmAH5B9fQMBjRKRbbfB/+/It9v6cgr5Kirf+QE7v48juNeyIUuwa\n7zsifwL2lExOveA2rnvITUbOQF68I3Hm4mhNkqZqCKqAYBFw9nCiazpqhkrNwpp2Vpo4zFjujoNp\nkEy6DXuqVKZ+bbTXZblyOWvY+VR7A/jCHuau+aTDmaPG5Kb3pLSuKNkyOg1pKWkoSgxf2AeihKzI\nrN29mrkrjYXijdceHcjfPhif1CqS1QputzETKBqF7dtL0TQZGJI0TfEkWeYIoLYGvlt4DWfnm+Yo\nXqyc/yd+dXsRKSlZzR6LRsHmMNbTZ/eAJZ9fx9V/2QM3dt8K0qjLpyCH68nucwIhXw19hpzO//rP\nwFuzv8rao/8pnDLmTLas2rI3xa75z7Y17DNLI/InkJ47mJPH/I5bnvTz+r2J6+ttrUk6WEADOihe\nBe9mL5qsYU21on71A7p+Gn3+24fyv3X8+WZmtahjYhokk25B7XPwasHTADx8/USWbNrI/PWfU+uv\nYUrBRH6epMpMa4bGApwy6EwkqfO3DSQKf8hPNBZFEkV8IT9ufw1zV84+pDE6kGn/+xyVZR5KX6qh\n35/y4qi2KbIMTifU1MC2bZuIRuvQdY2uYpDGnX8FM779ouH7n558FovXfZ8ULT5vGDDXFMUbM1zU\n8QAAIABJREFUXdeRLM1/ziU7/ZwwOg1dNwIEAGa+0H3NEcCxoy6n8McZ1FduwebMpHLPGhypWaRl\n9gJ0zr92Mt9+OIEhJ1xIbu/jUGKRoz5nY6OUkTcESMLCpEMgXiqizWl+I0UJKVgsFpSQgmuIi1BR\nCMWnADDw9YFEyo/+ZxMvTFPU8THnIJl0bd4HpsN/Zk4iGotwXJ8T+cd7k7jk6RN48Is/duiqUWNm\nrfqQG1/NT7aMTkHNq350dARBwO1zs7tqJx8uef/IzNF9z0HUSLub9MG/46i2ORMmwDffLGb9+kVE\nIu695qhzIzQKxmhsjoCkmSOAN6cemTlaXjDOrDa1AYvFgaopzbZv/PF1NM1Ya6fEkiCsg/Hbx+oo\n2/kjqRl90DUFEIiGPJTv/JGg3w2AKx0uu3UymqqQmi5QuWcdd74Cd00/+vMXFkzGW7OLEfkTjv7J\njoDDzUjSwy0biJg/RqQ6giiK+Db50KIaksu4kRipiFA3pS4uetuKOauoc2FWkEy6Lh9CaXmMJ2c9\nfoARuiJpktrCkB7DKa3bnWwZnQZfyIfNakPVFGxWG99vXX7kT6KCKkOdP1lvsF3rTVM/yrSqjsDZ\n+TNIdQ1ItoxOiWRxoiry3s/hhu0XjxuP1QrRiGGSujsZOdlY7akMOeFnrF30KhF/JWk5Q/DXl7Bz\nvZEA6KmN4nDaESULQZ9GyO9GUSAma9z833re+FvOUWk4kvVM7Ulb1iMpfoVIUQRBErDn2nH2cVI1\ncTZ9nr6CcFnHcNxmpajzYlaQTLou10K/e60dvkp0KH0W0YIoCMhKNIGKOjcxNUY0FsUT9LBoYwH1\ngbojqh4BoBgtP6W1iU9HGDt2JQCiaEEQJETRis3WOSPWqt9fR+FL3zapIHUWXvnY+PzqJ8bn5QXj\nCAaKkyeoE/P+U5mA3sQc/frW8WTlGuZIFKGsKGnyOgy6DqddcCU1ZZs585J7sNjTCHpKiUW8BOuN\n/3trv3keQQJHqoC/roSYHCIlFVyZImlZR2eOks3hKknN0CD9+HRcQ1wAxHyGKQqXhlECzSuWicKs\nFHUNTINk0m144lfvJFvCEaNoCiG5K467ix+SKOENevAGvWwr23rk5ugzUBWQRDhl8Kj4iDwEFksa\nNlsWDkce2dkjGTDgHHr0OCXhOo6WDS8sYPX2DVgsFoRONtb+38+AMwXemQ3VVfCne4yLmzPHJHHC\nZiendJcRp37d7eM584LbcaSAphlhJD4PKLGmF7ST3k2GyuQiCBCLwjEnns/O9fPoNXh0sxbbgM+N\nIMC8NyfQb9hAdE0l6NfZU7gJOapxz1tJEt9OHIlJEq0ikaoI0fooalhFkIzjrOlW7Hl2xAsTe4lr\nmqKuhWmQTLoN931yY7IltAld18lJS1xIQGdm/eNb8Yd91Phq+HjZjCM3R0B5VR2l7ipKaqqJyMYi\n34/u+ry9pR6USKQSi8WJrusoShi/vw67PWGnbze+XPY1fXN7sausiLyM7DY/z/S7n2pHVS3Tb+DP\nmnzff6BR2YhG4cuPZrB+zYcArF2xIO5auipWexpgDIWtrdnBO888Azrs2KQR8EK9u7LJ/pWlyVCZ\nXFQFQoEoqqIzbNTl9Bp4CpKl6fTcnoPOoK6inMv/NBlVBclio9cggb5Dh6HrGkGvwrnXvZakV9A+\nNDZJ4mViiwl2WQ9mITkllLCCPc9O5qhM7LnGH8rqhdW4F7vRvon/+s2WqkUmXQPTIJmYdAAO1Wan\naSqKmrx2gc7EtLnP88q8F/n8+5lHbI4e/vX+3vsUuxNN1/CH/QD8uPWHdtV5KOz2Hui6js3mYsiQ\nvmRmZjN2LDz6qBHgkJ+/KGFajoYdFUXU+Tw4bA5sFmubn2do38Esevzj9hPWAgF/04tzBBAlo8Kx\nvGAcywuMylE0UhtXHV2ZSNgDwMevPENl8TbO+fl4Vi0txeEUiYR1rNaUJvtbO+FNgaNFsoIkWbDa\nBTLzRFJcOYw8axxjrvo3FqsRKFJV9CMpaXnUlPnYvXEzgigx44kJ+GrDRAK1CJJEj/4nJ/mVHD37\nTJIeOni8t67oWFwWYp4Y1YurKb/nCzh/NHqBfvBY8HbAbKHrHpjLIk1MOjguRzr9XIOSLaNT0JaK\nEUDhk7v4x8cT2PzkLlxOF7ISRdd1ApEAqQ4X2eltr4AcKQ5HLpFINcFgBWvW7EAUraxffw49e8L9\n9wOc17DvhRcu55tvzk6YtiNB13XmfL+Aa/Kv4KzjR1Oy6Ms2PY8n4CUnrW1zXlpLj17H4anbCMDD\nzxrbsnOMQb3X3rwFV9pw8npi9EB1gcCJZBAN7h/eeeKZl+OtD5KZ0w+fp57cnlmgN62UdMdUuyUz\nH2fQ8T9DVWQiwTp0XSclLZdQoJbjz7kBmz0VT20Zuq6jawq5fY7D497NT3/1sHFTxZEGuk7Q33kH\npTbmNF2H/IO02+lGil20JkqsPgZ7i0XxMkZm2EL3w6wgmZh0YPplDaK8voTVu9uQxGbSatYXrQPA\naXeiaiog4A15kWNRrj771xRX70mYlkikBklKwWbL4cQTz+O6687B7YZPP21eOeqo5gjgjYKP8IeD\nvDv/E9JTXNgttjY9T256NikOJ+umzm83bXf9o+n33npjmOTygnFsWONG0yAUNNYhffjGcAo3zMDu\nAHS9oZpkcmSsXPCnhq+rSkuxWB2EgwFs9kxCAfDVu5vs70xNtMLks3b2/xLwVNP3mDMYfsalDD35\nUvoMOYN+x56OxZaKpqlk9RxK+a4f0TUNXdNwpmYjCBJhfw2gI0eDzJt2SbJfStyxZlixOC04chyk\nD0/Hktr+9/vNSlH3xjRIJiYdhJba7ERBQlajXSImuSMz7rmrAMhJy0ESJWKKjC/kIxAJ8HbB9IRq\nSU3tiygaLWnRKBQUGBHIp59+3mGO7Hi8MO9tYorCa3PfR1bkIz7+Z6f9lPqAl2AkzI6yXe2m64el\nTWcZffaeEd99dv4MPnwjl68+n0EkAt56uOzXRqrg/Fnm/KP24PTzLsWVnoPVKiFKNoL+SnzeGlwZ\nvZrsV1/T+ed/tYUFL1/M5h8+Rg6rBDwVhPxuNEUnNT0PX+0eAvXl9Dv2HJyuHEAnUF9OJFRPwFOB\nqsjs2fR1sl9Cu3NgaEPuf3JRIypK0Gg992/xo3zxPbp+2lGfyzRFJvswDZKJSQemuG4nNqltd95N\njhy3z42syNR4q7FZrOypSVzlaB82WzoORxaCIGGxQMbehO8VKzrH2qMDkRWZvjm9uPUXv+GSM1o/\n7PjqMZfisNmJRKN8vGgWs5YnLiBhecE4Fs3/DoC62p0N65B69j4nYRq6KisWzWH9968SDgbY8MM0\nMrJ7IQgCvvqKpvt927Z22a7A4reuZcf6eaSk52F3puGrK8ZTs5t+w0bjdGUTDXn3BjJUUl2yFl3X\nye17PDvWfInXXZRs+e2KXqA3S7YT7SJynUy0Jkq4LIweOzoDY5oik5YwDZKJSQfh7vxJHN9/FBOv\n/muT7VFzBlIDt97Q6/A7HQW7K3dSUlNMemom0ViUrSWFcT1fS8iyD11XOffcAZSXu6mtlfdWkjpf\nBQng5QXvU1ZbiTfgI9OVwRXnXMQpxxyPJDZ/+8ndm3Z39vGjmbV8PrOWz+eL7+ZR7/e0q6bGbXJT\nphuVI4P9F2ELvjyHdasCZGT2B+CiXy6nqsJsdT1acnsPBnROOsvFTfeMJxQIoakK6gF/59YUjE+O\nwA7CiDMuZcnMf7J89mNIFidZPYYQ8gfw15ejxEJEgvWIkhVdU6ir2MKyL/7DSeddw8rP70229HZD\naLT+qEmynVXE4rQQq4+hhTXseW1L9DBNkcmhMEMaTEw6CFMKJnJ3/iQ2laxpsl3T1SQp6ni88m7l\n4Xc6Cqq91YTlMCXuYnpk9CArNZv6YB0A4Xc1JAmsThHhyvhpcLkyCAZ9LF68HVWNEAyW4PXagZHx\nO2kCmLlkNrf/8mbq/B6G9DmHE4YMp87nwSJJBCMh3N461u3cDMDyTSubHf9GwUdx0fXhm41b55pe\nIH3wmovzL/YCMO+zszk73xwUe7S4K3YDEA6C3Q7pWan46lUCvm6Y630I1n77Pj0GnMrosddQVVLD\nsi8m0XfoWehIFJ/4bzIWXk/VntUAfDnlJ4z5TQlHERbZKdhnktSHcwmXhLHn2ZFsEsHXF7W6vc4M\nWzBpLWYFycQk2TQasTPlnolMuWMiI/qejMuRDtDphmx2ZnRNIyMlA5fDxY7K7fzt139veMwb8mEV\nRaqrPZS9VIs6A0qmtX9alN0OmZnphMPlKEoQEJDlunY/TyJ5o+AjXI4UCtYsQxAEPAEfLmcqoihS\nsGYZ36xe2mCODjxu30ciEKXmd6JjSiQh5+5uRCPg90J6Jmxa+QZKzByI3ZjasvVUF69mzmsTcKZm\nc9kf/sFJY8Yy8owLCFf72ZbyCDm9j2vY/9hRv2D9kjlJVJwYLn++N1/9w03qwFQEi0Ck8vC/n2YL\nnUlbMCtIJibJ4nMguvfjbSPW1u2H0rpKCsvWcdGoXzJvzWfodJ8/5LPfPZtIRKWiOsIdE9YnXsDe\nFo5QNMS2sm1sLt5/0R6NRSmuqdy7m0hpbRW6rrNnaiU2q43ef2yfKHCHA3bvNtY+aVoUTesaLZZP\nzXqNWy64li0lO4jGDh3YkChDBOBM6U04VMHygnH85GefNnt82QIjwOPOBzAT7NoRVzpEw8av3EXX\njOfRvyRbUcdl6acPYrtuEzWrisnYdgkCp5MB1LKVwgJjflvxliUsePnS5AqNM31f7IsaUBnzOydL\nJtdxzrU2bFk2wi3sa1aKTI4Ws4JkYpIMPgJiGLcoXIAElV6Nxz6bxKBePQGYt+azJApMPF++dRay\nrBGOqIgCvPh44ocdqppKOBomFA0RU2S++H7/v0Fh6SY2Fm/A5UwDjNUq0VgEm9VOWG6/KkPd3mKR\nzZaNxdK1so5fX/jhQc1RoqtF+wiH9ocDaOrBjdvK5WaKXXuxpmA8kmiYI1U1qkkmTdlnfAD8p8xn\n95frydh28PjuU87rOtHew+cOZ9jMYc0fiIEgCDh6Oxhzk5PvPpQJv7ukob3OrBSZtCemQTIxSQYK\nYAckIAJeL2ws2syUeyeSm9O9WurmffATZr1zNpoO4YiKroOi6miazmtTTk2Yju1PF9Mzsyd5GXnU\n+t3YrDaG9TVaWI7rM4KoHGXBmq8JhP3ouoam6+i6TjQWQRJE1jzWvEXsSHn7baPFLi1tIJLkRBQd\n2Gw5R/28HYl9BqixIUqkKZoyHaZ/Dm/PNr7fVxXaH9TQMmb1qH24/s7xPP4xeOogEjIi7LVuvszy\n5if9LW4vLJiM645dWJ02+gaua/HxfXQVk5nzrxxClSF0Taf3z3s3bE+/K53ArgBKSEENqqhRlTE3\nOgEzbMEkPpgGycQk0bwJugyqG/BAfT2s3r2Lees/p2anit5Sv0AX5cu3ziISVYnFNHYVedlY6GbH\nbg/19WH+cv966uoT966/uXgTshKj0lOJy+mid3Yf0pxpZKVk4/ZVs6NsOyMGjsRuc+AN+YgpMm6f\nMdxSBxw2x1FriMUgGJQRRRBFG3Z7FvuCA6ZOPeqn7zAkukq0j7PzZ7BjC9TXGSEBj05LioxuiyBa\nUGLgqQVNg7RM43N3541705pt++eXcOdrUPXdbhzLmydYNjZHAIXfz4qbvkRSt7gOdNgxdQeOvvv/\npgZ2B/Dv9BPYHUC0isj3yYTvCvMLRpumyCQumAbJxCRB6G9B8CXjgiAiQzAKmg5T571E/uNDAHjk\ns0e7zYqjz6afRUzV8fpkyioCpKZYGdg/HVeqlR9WVwHwt38ffVWmtQzpdQw56Tmkp6TTI6MnpTUl\n9Mnuy8hBI6kN1BII+xF0ATkWxWaxYrXYGNzL+HerrK9AEiXuvuhvR6WhoAAcDhuyHCYjoz+y7G0I\naLBa4ZFHjvpldlsu+dVGAKY+ChVlIMuQmQX3/mt/dSg1bXAyJXZ5dE2hpgJEEbJywFcP3XkG9t1v\nGZ8fmgsPfAJ/fDbKn6eq3PKkj5oSWJ5+LVcM/5ELrnuES242DJHlmvVU9/uUqx/Y2OS5Frzyi0TL\njwt6gY41w4jjiwViDdutLiv6v3Sif43iuc6DMEGA0b/gS13ncqF7dV2YJAbTIJmYJIDYayCkQmov\nEFMMc+QNwZ4aePDzPzXsN6VgIsVVCv/69cQkqo0/H796Bqqm464NU1TsIyPdDgJs3eFh4ZIy5ixs\nueUknoTlMFWeKhRVYf3utaiaSoojlTR7Oi5HGpXeSjbt2cgbC1/DarGys2I74WgYUZDoldUbq2Rl\nyrz/HpUGVVVIT4f6+k2Uly8mGt2fkuf3Q1rzG80mrcRTt6nBCD3+IISCRiXpxEZdnKLYxXOSOwBr\nls6hrgaqyvYbpEi4+7ikiZ/CbS/AHa8YrYXnXDuNukqoq9LR9RiOVAmr3clS8RfUri4lpxdk5gnE\nohrW6zeiqSoZ/XPY2su4GXPtv3YxIn9Ckl9V+7IvuVWwCAirjA/5HhnrE1aEfwlwH02Gw5omySQe\nmCl2JiYJ4OlZ7/C3m2+EKJSWgy8UxuVw8v32JQxmTJN9B/2vBX8LrT93509iSkHnN04zXjodu10k\nHFFJcVoZeVw2ldVhfAGZPaVB5hYk3hwBvPHNq9gt9obBvP/7qwn4w34EQSAvLY9AxE9UiVJZW4HT\nlkJuRh4WSSIsh/AGPXhCXgbT56g02Gx+NmxoOb1v1qxFnHvuedx3X4wnnjAv5I+WUAgkCUqL4cHH\njW1ZOS0sDAfOzv+Q5QXXJlBd18VTu52AL4octWPbm6pus+uAwJQvjLU0NgeoCgS8YHeAKIHFamxT\nY/DA9Ul9CW3md094ScvKYOf6uQw+4SIsVhHJ4iAS0hGAzDwXFhsskK8i5glz+bHfUVcFggiRYJTK\nTUXccO4GPto5Gv+qPQy49wxigSiDe3SdCMBjZh7DrkG74AkooYTUJ1MhB2L1MXRdRw+2bKb3maQv\nu3NJ0qRdMStIJibx5iO449IbCVWCEoDo3jtfBZvmc93LY1o8pLQ21GxbmjMjrjITwYcvn46q6cQU\nHVU1fg6BYAy7XUQQBD6ZXZs0bdMKnmswRwDBSAh/2E//vAEM6ze8yb6haJA5K79kd+UudB3cPjef\nfvfxUWuYPj3rkI8//DCmOWonPPXGZ0HY3+Y147XUFsMabvrTtUz/IoHiujjpWTHSMsFb58VTB9s3\nLOWep2HlEj9zP5jNlrURqkoNsxT0g7cOPG6oqwafF/7+Atz/QrJfxZGz+ptpVBZtY+DIC9F0DU2D\n/seNQRSN6kfZ9l3MZxx6VKX4q82g7/2/qcPC6rH4d7hRFZ1fnbKSmy7aTO6WXzLa9SqxaOdfuLqv\nUrRr4C4GbhjIoMJB9FvRD9EuooZVrOlWBEFATBMRU0Uj4OgAzEqSSXtiVpBMTOJI+GWI7m2jzkyD\nQAiqvOXMXvURk76666DHLdvybbNtihprvmMn4sNXRlNWGSIrw05JmZ/UFCt2u4TdJqEoOhMmbUm2\nRERBRNONVeMOmwOXsy+hiFEhasyzX05haJ9h5GX2YHPJRuavmQfAbfl3Mq3guYTrNjk8jVPoHp0G\nhRtWc/Jpp5KZZVQnnM50fvrzz1s8NhKFPbuAKxIktosjihbkCGTnZWCxQiRcx1N3AaQBlzXbf/TY\nlzn9vD+QmStis0NMBrsTHnrTqCr9+/eJfgVtIxbxUrS5gJN/+jsUOYTdmU5N2SZSMvtjs9spPPZv\nyBVBfDvcZAzOJTMPqstg7u6zuGzIUiLZARRZQJBAV6HnwFMRBJHTxv412S+tTQir9puZtPfSyD4x\nG0u6hZ1v7qTX5b3QZA1d1bHl2AiXhYnVxhAkAV3T4ZtfoOtfNntOs5Jk0l6YFSQTk3jxLvgjxkJw\nhx18QQjHoFdGn0OaI4A/vHMpN5z75ybbwnLzqlJnorwiSLrLhj8gI8dUIyI7qjLr6yJu+3sShsK2\ngCju/5O4u3In3qCXmBpj9LDT+fU512IRjXtKMSXGsL7H8c26BQ3mqL045pjmiVUm7UswCKeffSqi\nCMEAVFVAOOwjFmuemnh2/gzKS6BP/yQI7eRM/gD++wlMfBkeeHH/9iVzXkKJQdCvU1cj06v/GYd8\nnpXz/8i0B0W+mvEMPyz8nkgIdhcG2bahjuIdkU5VTQrU76Fk23IkycqONd+QmTsEu9PKMseVxDxh\nlIhCsNxL1gl9qK+BlbnXUruulJC3HkdqOqLFaEGUbOBIzabPMacSDXu54p6lyX5prWJfpUhYJaCf\npjd85I7ORUwRUbwKABaHBVu2DamfhGAVsOfasWZYsWZZkRwtlI8aYVaSTNoDs4JkYhIHtLch4AeX\nA/SYkVynA9XeMFmpzlY9x8bi1fEVmWDWbnSjaTpXXXYMQwdn8+YHm/AHY8z+Jjlrjg7HzOUfk+pw\ncdKgk7FKVkprSxjRfySbijei6RqfL58Zl/NWV5cjSSmoahi6TaZhYnn4PsP4WK1pnHvBpbhcMGjI\nzyjatQCrLbPJvr+7bRx2O+zYmiSxnZD/fmK0xKkq9B4AaRnGzCNRtKJpMYafehOqArquIUmwZ/t8\n4KbDPu+agvEAjMp/BoDhp1yHrAXwex3ccG8d7z6ZHc+XddQUFkxmRP4ESgrnI4oiuX2PJ6tnL3zu\nGsLWIFablVCph57nDKboi/UsvPZSvN/V0P/i4yEGFpuIuG/ArgIWeyqLPnyAU877A72HnJ3sl3dI\n9lWL9NOa/00bOnMookNE8Suo4b1DsXTQZR1U0HUddLDn2hFEAbLgcO8aZiXJ5GgxK0gmJu2MOh3K\nayC9B6Q4AQnqgxCJgcvhxCLB6n/VNTvuwACG3705llMGnpkY0XFm3gc/4YqLh3DVZUN59Z3NVLlD\njDqpV4czR2mO9CbfByMBlm9ZxuJN37Krcicb9qxvaMGLF4oSQpKcWCwpAAiC+Wc6HiwvGMegY35C\n0c4gZSV+cvKMgbwxuWk7pSQZF/orly9PhsxOx3/ehT07YMPKLWxavZkVi0NUlhojDTTNaBMePCwT\nBHCkSPg9FWRkD+bvz7f+HGsKxrOmYDxb1r5PJOxlx8bFVJau4JLfdPwqSmHBZGwp2ZRuW8ym5R/g\nqa4m6C3HvbaE0vlbuHHMSmrWlHDTr8sRdAFXv0x8u93MmHsSnpoqImEdVTFuuvUdMozMvEGk5wwg\n6CnnnreS/eqa0lK16ECGzRqGFtOQ3TJyvYym7P/7KrtltJhGcGeQ4J4g4fIwUXcU/wvntdheZ2LS\nnpgVJBOTdsT7go6mC/TrD1jB54bdVT4yU9MJRKK4HHYE4NSHWnenUxIO3UrQGfhs+hmE9t4V1HWw\nWAS276xnT2mAO28ZwHOvFydZ4X7qg82Na6IRBAuCIGCxpCOKDmTZCK4oKDBb79qbt6ZlcM1NlSCA\nK73lDPVYzAgGyOs5MsHqOicbVtSgayqhQDX1NZsp3TkfUbIx9PirGvaJhveGY2g62T36o8g+Ym1Y\nYrmvogTHAPsqS+ce/YuIM9GgG0G0IAgSm3/4kOPPvIrrzt2KHAqhxOCiY+eyzHo5devKSemZTsaQ\nXMaNXoW3xgdASjp4aqBg5iQGHz+W8l0/kN1rOLWVtVz99yJmPnZa0l5b43VFLRmiA9n2i23kPpQL\nOtgybWgxjZ4X9wRARUXxKFicFqJ1UVRUVJ/aai1mFcnkaDBvTZqYtCMZqQKiAOs2+9lRqFHj08lJ\nS8dhhcxUO8XuCvKOYD3tjW/kx09snPnqg3P4bPqZ6DrIssqa9TW889E2Pp/nY9Izu3jnk2qee72Y\nS/I75nCfcWOaZgk/OO7/4nq+W2/1AqBpESTJiShakCQ7Fktqs33z8xfFVUt34qM3e1FVvoZQsPlj\n19xspKxVlsHunQsTL66TccuDOlZbCqW7CqitXIOmGqmQmiqzbf3+dEC7E2KyitUm4K4somTXElTF\nSKcbd1d1m8+/3zB1bAoLJqNrCpqmoMghaquLmVN2LsvEq3nhjX6s730n4ZoAokXCnpVC/dYqlBgg\nCAgIRIIQ9FTjcGbgdOWSkpaHpims/PoZCn88+jTNI+Vg64pa/wRgz7Yj+2UqZ1didRlJnYpfwZpm\nJVodRbC3bU2RuR7JpK2YBsnEpJ3Y/ohKmRt2VNbhsDrwBOsRAEkEiwShKOS4cvn72P8y7fqW07Ja\n4uQB+xcw350/KQ7K40NlVQh/QKa41M+3y8opKgm0OOMoWXOPDseMJe81+f4/M/4vrufbsWMtf/yj\njNPZE1UNoygBIpFqHA5jtpJpiuJH/0E/o6x4N/0GNr0hcexwI1o/OxeWzr+qpUNNGrGr8Ct2b/mK\ncLCa4aNuPOh+Sgy2rPuAUFCjong5qhpDEKBkRw1DR/Yg/9ddv32qsGAyaiyEpsqUbFlExB0gVOXj\n+su2o4ZjaIqKr8jNBc65/GrUWlQFnGlpOFKNSvyKeVNISe/Jxu/eZv2S6az8+hm0BCadHrUpaoT7\nn27KPy1vMEaezR6UkEJoT4jAzgCiTQQBsALftpxedyhMk2TSFswWOxOTdiIvXSIcgyE9s9F10HQX\nMUVFECxYRLBKYBGtXD/mZk7+Z26rn/d3l40lFhyLJMCiLZvi+ArajykPHYcoioTCCivX1nDS8bnI\ncutbI7oroiiiKH5ycnIoLzdSAQSh+UWH2W7Xvrz7spU77h9MeO84mbPzZ7C8YBx5PSAlxRgqa3J4\neg88i8HHZWF3QskOBcniIDPnWGqrNjTZT1PhknE3MOe96chRLyNO/QWiBLX/z955h8dRnnv7nrJV\nq17de8E0m17jiGJqIIEQ50Ag5RxSOSQEQgrhED4gJEBIgFASEkKABBtMDdiAAWHAGBuMbdyritWl\nLdo+/ftjLFmyZVu2Ja3K3Ne1l3ZnZ955ZiXtzG+e5/09TRuo3tZMVqAwQ0fQv2ysuJtHg+5IAAAg\nAElEQVQZZ/8a40vLMTdZNH1UyTNMZORZU2leUc3VF9cgeyAVs4iHG2ms+pT6HcuxTPu7tKV2bbdj\n9hUHWz53MFgVFsW/Lbb3IwoEVwfRQzruIjeWZWEqJpZgcagzQJ1yO4eDxRFIDg69hG7aN7ma21T8\nHjd5WR68Lvtun4WdSXp3/Xtc9fgXD25gGbY3KvzlrfsAKOfI3g69V5n/l+NJJHUEQWDZJ02cemIp\nFgK52W7+dMcMfnLrhkyH2D09T+r1GZs3LyUQKKO+vhKAKVNms3Vr18zRf/+3RWXlh7z7bvdNhh0O\njbQCjXWfdlmm7XKgrBs40+QGOBZKClobLQpLZS6Y+z00FZrqZpOINbF17fMAhFs0du4Ioyp2WWl+\n4UTibSYeXyEtjWuxTGV/OxlSSFeuwUqK5IwtwFcS4PzSD3C5BeJfbENJtqGmZT569c4DjtMfwqi3\nRdFe7LqHJnpEtAYNLFDDKpJfwjIt5BwZ9TCGd0SSw8HglNg5OPQSAS8U50BJrhu3DF6X7Vy3sa6W\nlTs2cc8rdx28OFoArfXgkT19EnNvM++x49m6I4LbJVHfmOArF00kL9eL3ysjiAJvvrsz0yHuk9r6\nVn522S8Pe5wbzr/5sLaPxxsBKCk5jba2rn15zjtvHTt2fIDVx056w5Gm+m22nTCQk2uXNWbngKJC\na3NDJkMbNGxa9TTRCJSNsS+om+tBVaBkpMSUo0ZSfumPyc4bT/FIFxOmlXQ4NJqmiT9bZMZxR/HZ\nO9dhmnomD6PfOPrvX0JPaUS3tyLKImokxYIlR1C3fS3JWDNV6xfvVxxtrLi749Hb9MSBrtf36RbI\nPS4XpVmxy+kEQAcjamAmTNT5cw7bvc4pt3PoKU4GycGhl4imIJaCgmzwyHbWqDES4d11rxOKt+5l\n491T2pI6G+t2l9bdUH7XIY/Vlzz5wLHUNSQwLYtYXGVHdZyZR5fg9UiYpkWWWxqw840AGkL1lOSV\nHvY4Z8zoeWbn5ZchGITi4j3fEdB1hVBoZZel7Y52Dr3Pf+ZP5sLL7c9bdtlzj1IJyMqGhroqYETm\nghsktJskXPsbk+IykbwiOlp5pZMQaVU45exLaapLI0m7Lz9M02TZ4qeYfdG3Afh44bf6OfL+59in\nvoxlWphpHUESEV0SRkqjJPg1qtUKkm32jRJPVhFKorVju8FaQtcT9JhO1tgsfKU+Gpsa+2w/TibJ\noSc4AsnBoReIPQoeF6RUCMUsBNFkc91G3vrcrts6JEHzHKBCQUDm400De4L+X+87Gl03EUUIhhQ2\nbo1y4TmjqauPYZgWHrfEr3+/LdNh7pfXVrzKt875zmGPc/S4Y1h970Zm/uyI/a73xBOQs6vtUksL\nXH31bPx+2/74sceW4HINfov3wUYyafdACrVu5Mw5O7niGxeRTMCbLw/sJpwDDa8fgs3g9oKahlBL\nDaUjx1A8wkO4FXILvHi8IIgylqECBsvf+DY//WOmI+8fZj79FbAsBCCyrYWcMflEa0JEt7VSgN4h\njtobyw5lUdSZyKcRPOd6aPmkBdq//g6nps7B4TBwBJKDQy8QT0NLNIama2yoW01l81bCiUPPGgHg\nASy7VO/ON68f0A520aiKaVnsrIvTGrTLwj5d3YKi6CTTJq++Fc1whAemOdpEVVPVYY8TS8XIDxy4\nz1VZmT35XxBg61bweu35LpIExcVH0dS04rBjcTg4SkecRE3lQgB0LU4qZVf5OBwcD91sl859+5Y0\nxSO8+ANjiYY1TMtFfpHtYhdrg3GTz6G28j1ScRXw8umSBXDDVzMbfD9gagap5hip5jiWaWLoBp4c\nHxMvn4n5gr1Ouyjqq/K5djItijpjKRaYgACSX8IIdTL2OQT3uv3hZJEcDoQzB8nB4TBp+pMtYsLx\nIHXhavKyComlI4cnjv4NrTUQC8Pm+jAA3zjjB1x1xvc5Y/q5vRR57/CLH42hsqaNLdvtu++mZTH7\ntDISSY20YqJpg+ME9GjFQ7y9+i3+Z873+OJRZx3SGB6Xh4JAAYXZhaz47Zr9riuK8PTT2/j4YxNF\nAV2HUAgqKpbQ0rKOfV2ajx79hUOKzeHAzH/C7sklyX7cngK2boJQEGafN/Rtp/uCf9zlZfELD9BU\n10JBiYvsXGisVUinoL76c9KpEJqaZN2n/wTg/ZeHvjg65m9fQo2kSLXGyZ1YRO6kYjy5fgSXSM3C\n9f06p2ggiSPXlbbFd7wyjiAJGAmjozyzr3DmIznsDyeD5ODQC+xoDlGSNwJRlHhxxVOHPV60DSIJ\ng7FFEq99toCZXMvxdxRwQ/ld3PbVWwbUPCTTAo9bQlVN2qIqiaRJTW2M7ICLtqjGooqBnz1qJ5QI\n8vwH8xAO4aSZ489lznHn0xRpJBgNEoy2drveCy9AayvMm2eXTUajdfsYsfurg9ra9w86Noeek5U9\ngXSygSVvnMuXr6wlHg1w3ClfynRYg5b2eUmzyh9g6jFzCeQWE25toi3USKR146Bp7tpbaAkVNZbG\nSOukQwni9W0ERuZSX7GVVEXvmoEM1ExRd+Qfm09LQwvxjXHc49wIsoBcLKMFNdq9vYVyAauid4/D\nySQ57AtHIDk4HCbxtEVaTbGhdjUb6+ysweGIly13aRTlunDJAqoOv37l2i7v375gYJXaCQK4XBLZ\n2QKtIbu8TpZEfF4XTS2Dy6730YqHuOXi33BV+dW8s+ZtNuxc1+Ntv3TSpUiiSFJJsnjVW0QSYS7g\n7L3W0zRYvHjbXr2MDtwIVqDPb6k6YJkahmH/HTc1LOWomXNZ/ckifv7bC8jLg1/+MMMBDlK6CqFS\nYA6zyjdmKpyMMOL6WRRMKSUdSpBVloPkkbEMo9fFUb/ZcvcCuT/Lpe3eNlreaAEg/5R8kvVJrLSF\nltrV+Pa9i+GLr/W6OGrHEUkO3eEIJAeHw+TPb/62y+vDzeyMLXbRlgK/W+TzmjpWX7WCH/7rK4c1\nZl9x3/9NxbIgFleJJ3UU1eLoGflU1cSIxQenVW9cidMabeXiky7h9Bln8tm2T1i5/dNu1x1fOoGq\npkrOmHEmzy55BrMH9tuGAQsWTO5xPCefPJvly5fgiKP+4Z3XTufU8vmcWj6fS742l+Uf1lCx8AJO\nLZ/PFVfPzXR4Q4JfPAKJgWto2We4sjy0rqun8MiR+IoD1L6zmdj2YK+Io8GULepM9NMoQvnu2OPV\ncbSIZk8AMSBrRhbmpHcYeeEkpr42FVESQQBLt9h88eZei8MRSQ574ggkB4fDpLdL3VKq/fC7QdEV\nvC5fl30NJLMGRTXJzfEgSSLhiEJJkZe1G8KZDuuweGDxffz43Ju47uLrKcwu5Kxjz+GMI79AdXMV\nXreXSDzCG58tRECgqslu6Prhhg/2GufRioe6HT96kBWHtjjqyp7ZJ4feR5Y9xKPw8r/GcvcjsKxi\nLv94BZ54Cb4zMO9XDFju+jcoaWgLgSzDmuXvc/wZw28uXaw6iKmZ1H2wFa0tjaWZSJ5DvwwbrKJo\nf+hRHcknYaQNCk4rIPReCIAdj+wge2Y2+TPzcQVcaCGNiU9PZMfVO3pt345IcuiMI5AcHAYYqg4p\nVSGpWChairXVK4Hz91qvfT6SWwbdtAuwTAtEAbJ/0D+xetwium7R2JykLabTFuuaNRrIfY/2h6or\nrNzyKWfNOgdN1wgnwpTkldEYrufNVYsAsLrJ6OxLFHXmB/v43VRUzO5BmZ1Df/HB4i9zavl8+Plc\nDBP+/qLtMqg6tsM94t4XIBIE2WW71nm84A/Yy074whdoqNEyHWK/Mv7W07FMECQRl99NVlku6Cbe\n4sBBjTMURVFnJJ+E3qoTmBkgtCTUsdzSLKKfRImujDLmG2MQBREpS2LCkxOo/FZlr+3fEUkO7TgC\nycFhAPHhz2vJzcojlo4iiRJel79Lhkp9vOv6sgSqAT4XKDoEvCCI0PoQFOUD3+i7WB+88wgsC1TN\nIBbXCWRJZPldNLWk+26n/cSjFQ9x/Tk3UpJfyqfbVlDVXIm1nxNmT4QRwLXXxnj88ezeCtOhn1DT\n9twxVYFEHO54EG69PtNRDTx++ZhtUy+7IJ0A2WOLI7fHdml0eyCvEMKtMHaSi5z8H/OLR+B3Q3he\nV95VU5ly2SwKp5YhCJBsjqHFFNKhBEZcw9rUdMAxhroo6kCGnKNzSFQniK+Pd1tVbL1jMeLBEbiy\nXKQb007lsUOfIVj7O+s7ODj0O4t/uhmvy4/f42ftzpV86x9z4FWo3wa6YfHPJY8TStgTWm/76i3I\nEgRyIRoBt9yegQKPbJ878n/Uu/Hd+L2xzDq6kJZQCkUx2LA5zJhR2ZimhWFYlJb4ufE3Q2Py9Q/K\n/7fb5T0VRAfDvffCwoU9yyA5JXZ9y6nl8zuel5bN5PhTp+F22xnadNLOhjQ3wJ/uzGCQGeaeBXDz\nLlfu2/8Jviyo3Ax5BfZNGlmGVMJerir2Z6brtr29rkFrs0VWQCDcqpGTL3X0Thpq5Fw+gYIZI4jv\njODN81MyawxaWqPqlc/RU9o+5x8NF1EknC9AD7x8Ohs0FNxWQNboLHs+EhBfFyd4f7BX43KySA5D\n8xvJwWEQE01GiKej7GjawpqqT1Afh6pNoOkWy7ct58gxM5FEmdOnncPH29ejmxAJ2SV2ac1++Nz2\nhYjSBz4Jf/hLDZIkoCgGhmExZlQ2xYU+igp9eL0SoXCav98/s8s277/8xd4PpB9oF0KPVjzU5dHb\n3HMPxOO9PqxDL9DUuBpRBEkG07CzI2CLgOFM9Ta47m5bKHm8tnAcPREadiYRBFsMef32T9ltlya2\nf3ZuL+QVCKQSILtcBBsbM3swfYjsd2MoOomaMImGNjY++THb5q1ET2nIWW5GfPdYpt1R3rH+QO5V\n1CcoMOrro/a7yp7udaHbQ9S9UocSVjBTJqKv9/8ZnR5JDsP8K97BYeAhiTKb69eytXEDf6y4BcuC\nbB+8/fmbRFNhxhZNpDCrhMqmLWBCjh8CWRBOgGVBNGlimPZ8CUWDdXf27jyg+2+fxkefNCAAHy5v\nYu3GIO99VMvK1U1s29FGbX2cF17b3rH+C38/CUUz9j3gAKcvBNGeLFq0hM8/r+3z/TgcHHMutl3r\nln2wGVGw/6ckyX5ow3wu0vb1KxBl2LkNomH4z9N/RVdhxFg/pgmGDgi2a6Ohg8ttl925dpXb+QOQ\nkw/ZebBx1fN865eJTB9SrzP+ttPxFWfT+slOsicVkW6O4ynJQhDtC+8Z3zmNsefNYMuF7+0ljIYa\npb8rZdyfxzHp6UlMenpSx3KrwqJu3r56we0tjtoxXzMJrQoRr4yT2Nk3fzuOSBreOALJwWGAkdKS\neFxeIokgz/73B7h8duncKVO/yLqdn/HR1ndR9DSGqbOjaStPvf8W66ujBLy2QIorMSyrvTTboqa1\nutdi+9X1Y6mqidLckuT9j+27vqZhoSgW4TaNcJtKc2uahe/uFmXZATfNLSkeuOPoXotjqFFRMZtI\nZPuBV3ToV5Z/uAqA1+ZPQ9Psi32ARAIi4eGd8muqXUbNtm0Ecu0SuvO+9l0sy85cx9qgZnuQ1gYw\ndXvOkaqAYYKSgkDO7rK71oYk5371x8guuPFPmT6q3kVPaRhpjcLjRiN5JLInFzHt6ycy7Zsnk76v\nkRXj5rFi/Dy8N5UNWWEEMHXBVAIjA4h+kdTOFEqTwuj7RzPmT2P2v+F7F+/3bfUZlURtAsvsu8/N\nEUnDF0cgOTgMMNJqiqSSQDM0Vux4n4YW26WuKMfLV068mnAiSFsqRDDeTCjWgq5rjCzIQRDAsGBs\nYS6CANGUCRZUrFvYa7HpuoUsiZQU23eJwb7o6Uy7c90/HjiW1545nZZgGsO0CGQ5njC9QVbWyEyH\nMGxoi2xhWYWdRVr1aQpDtxsjiyLU1gxvx8FVFT+mvnopLU0GFa8+jGlAvM2eXxTIBlEQ0DSLZAJy\n88Ey7c8tnYKqzeDz24KzbIyfVALGTsnq+E4ZCoz86fGo0TRKJMWo2VPJGpFHy/fXsWLsPFYf+TJH\nfXoRUxaXU/bXY3q1SexAYvrC6Yx+aDSpxhR6WsdIGoguEVMx7SyaBWW3lR3WPizBwtL7Vlg6Iml4\n4lyxODgMMKLJMIqeZkLJVK6ffwVV90BEM/G4RdySh0jctj7VTZ1goplgopkTJ59JMNrChJJJ5GVB\nUgEQ8LgEdKN37HR/cd1YZFnEsizUfQzZ2dZ77Khc6huTtARThMJplL6YEDWE6KnN92uvTemHaBza\nmX3e6yx58yLmXOSjeoc990hV4JIrLuLReRBssQVA+8V/IBuefHR+h7Aayqx445ucfMHTmKbOktfn\nYZav4DTuR1NAEETyi4SOz6V2xw4MQ2XU+OnkFcKWtVHKRudgCfbnFw3ZGfCb/wz3XJfpIzt8PLk+\nTEUncuNWVrAVRsHU984GyyIdTBJON6InNdq2NGc61F7niDeOwEgZqGEVd64bPaUjiAKmbqIndJRG\nBcEtYBkWkQ2R7gd572Is6z8H3Jepmeihvj+3OPbfww9HIDk4DDA0U+tiKS2JBgGfhKqBKArIogvd\n7KpQnqx4iFsvvwVRsC8yTMvC5xZ4+M2HeyWmP9w2DVkWAAG3W6IlaFt5l5V4MU0Lr0dGknYnpF/4\n+8mk0jppxWTxezWDth/SQKS8fInjYteH3P8ESLIfQ08CcNmVF3Hjb+Dzzz6msPgYjjneTyppC6Pl\nSz9i2hGnYVng3mVEEAnDl746l989Cg11CR64MyuzB9TH+ANl+Py5FI04lnDJNoSQnWUbOSEPy4TG\nWg2vP8mkGRMBex6X7IIxE3NobTLweEUC2QK6bhtheH1w3e/gz7/I8IEdBsJKAXZVh03/6Dz0hAKC\ngL80gBpLI7olMCyCW+uGVPZo9COjcQfcyNkypmoiyAJ6UkcP64hZIoIkoLaqpBvSqAkVs1P5gcvt\nQtvXnbf9YCb6L+3oiKThhSOQHBwGEE9/uwLLsnBJLiqbtwDwl8UP89VTvsmowlwmjyjh+gtu5o3V\nC9lQt6rLtk3RFLFknCyPn/xAFne/dFevxZVWdGRJJK0YbKtsI5G0T0qiAIFsN6YFmmYv+/ejJ5BO\nm8gy1DXEKSs9uEaIw5meZJEccdT7PL4APlqSxp/l5fhT4OLLvsQrz9lW3/OenM+X587lq984heef\nXs7mdSehqjGe/VsOcFrHGKeWz2fcxAuZfmQ2sSgUl0JhURYPPgXXX5OhA+tDLl74ENG6JozZGhNr\nbqVqwl2s+/sbTJ/za/wBOyPkcsPE6S4gl3jUdtoURIhHbZHk8Uqoqi2aRBGSMWhtTGBoKpCf4SM8\nODrbco9+/iRilUFM3aAlt4as0hy0hEp8Z5h0awJBgFRjbMiIo+mLpmNqJu4cN4IkYGkWpmJipkxS\n1SlceS4sxUKNqoTXhzuMF4Ty3Z/ZoYgjAGuR1WUcB4fewumD5OAwCLih/C6+d87NJNU4ef4cDNOk\nIdzAS5883bFOYU4x1835LikV7nm1qzjq3Gz2YPnT/5tOc2uKeEKjsiaO3qnee+woP2nFwOWScLsk\nxo0JkEqbZPldbNwSpi2q8sLC0H5Gd9gTRyD1L399Hl7412pkt590Mkh+4TSOOa6ARS/bAumSK+ba\nhicWxGJ2/yNdM/jnI9I+xzzj3FeZOOVcAtk+SstsMXDLECgbA5iz4B7SkRiGomLpBqJLxh3wo0Tj\niJKEaZoc0XQ3haUiBSWAAFvXmjTXrccfKKFkZCm+AESCBoFsiVTS7pkUi6RpC9dQuWkRYM9xGgy0\nC6POBgvjfnUqekpD9EjoCRUjrROvtr8HrV03koaCOJr0wiSMqIErz4WRMNBiGqZiogU1LN3CU+Yh\n+nmU7KOySe9ME1oV2suVrltx08Pyus5j7Mvtri9wskjDAyeD5OAwCBidP4G/vH0Ps8adyhePPIuE\nkqIgu5ArT/8er376LHElSjDawoNv/IVwvHWv7W8ov+uQRVJldZS6xkRH1qgzRYU+DMMi3KZQ35jg\nzFNHklYMVq8NomqmI44Og5//fDaqCn/84/A2A+hrdlZBfuEUwqGt5BVMQddTxKL2e4HsESgKeDzg\n9kAoCEUlsHHtFq6/5Qge3EeS9sPFlwB2VmnStK8wYZKb2/8Et/2kf46pLzjz8V8jiiKIAoaiIrpd\nmIKAKEtYu9wVTN3AAiRZY2dlgtyCAlqbIJAjUlBsu1gqKducIa9AompLAwUlI/hg0QMZPLKD50BN\nXFOttsNhqjqOIApokbRtK2paTJl7AonqofG9aKXtTFG63i65tkyLxPYEokvEM8KD0qwgeSUaFzZi\nLB68rR72xCm1Gx44AsnBYRBQF7GtuldVL2NV9bIu74mdOlZ2J44Oh+u+PYKGpiTJVPd13tGYSpbf\nRZbfxRWXjkJRDD5a0USWX+aZF4be5OO+4o03dvWtUuwM0UsvQTJpX5j//OezCYft7MWzzzpiqbfx\n+UGSZTQ1jqq0EY/V8uG7HwIQjzVQWw2Tp9m/G1Wx5xpNPeII1q1eCpy+37HbjRou/a/tuFw+vnqN\nxoKnxvX1IfU6s5+4Dcs0UVJpBEFAFEX0tEJ0ZyO+glzcWX4EwLIszhDvJWxC2WgP2zckyC3IoqG6\njpHjR9nzj9x2aW40bFBcVsbH7z6+1/4GYvboQKKonTG/OBnZ5yJaGcRUdLCwndvStkCwDAPBNfgN\nhMc9MQ6z03nBwkJpUnDluhBku8zOsiyim6MYb3cvjgI/2rv82qqwEIQvHVQs/Zk9ascRSUOfwf9f\n6uAwBLmhvOut6fvf/eU+1zWtvpukGoureL0S2QEJn1dkT6fTnXVx1m8Ks3FLBI9HYvnKZk44tpjT\nThrBnb+Y2mdxDSUuu6yW3/9+CYpiN9CcP99uROpyQTQKmzbZd9zjcae8rrf531/ZP4881sPEKWcQ\nDq0nnWrseL+gcDzr18wnEoZwEGaeYM+hMQwoLO55X69Xnp2ErqdpalzT24fQ55z+11/Z80oME0mW\nsCz7wtdUdQRBQBBFksEIO5evYeNLbxMJWowcZ2fcouFmZBfUVX1EWyhNIqYjCLYV+CdL/sbStx7s\nMMMAWxgNJHHU3ry1cwPXA/UqEmURQ9Fx53pxF/iR/K4OcQSABXUfbOvjyPuWcU+Nw0x3Pe8YMQMt\nqmGk7ZK7dH2aZHVyn+IIIFmd3GuZIHzpoMrrMolj/z20cQSSg8MwYu4lhT1e946bJ6JqJgLg99nJ\n5j1vlmX5XeiGxTVzp7FlexuzjilCkgVe+M82fv0722Tit7+c1lvhD0nCYbtBrKbZLmher51NCgZh\nyxZbNK1YkeI//3GyR71NQRHk5dvmAf4sEISu84r0Xdd2/ixbFFW8pbBtcyPNjW3s2GrPlfnat3p2\nsfvyvyfywVuXcGr5/N48BADyy2f1+pjtmJqOllLAsrBMi2hNI+HtOzFUDdnrIVrbiCc7i0RTkHDF\nKiZME8grBEOHrOwiTBMsRIpHeMkvlHnvP3+l4tUHMPR0hyAaSMLoUERRFwwL0StjqIYtIuXdl1nF\nM8egJdVBPf9o8kuT0aM6lrD7M7FMi3SDXUboG+0j3ZBGDsgk/7W3AOpM4Wldz0eZyAQdLo5IGro4\nJXYODoOMM6fN4YPNbwFw8uTZLN/W8wvnKRN75ih31VcKkGUBw7AQBYF4XCOV3jtTFYqoAARDKcqK\nfWi6xQv/2d5h633HzVO59Z4tPY5vOON2Qyhkl3Ll59tCKZm0M0lr167IdHhDks3rQ0TbCigugZGj\nYeyEiwgHoakB1q+Zz0mnnczbC6uorYa1q+ZzyRVzkeUyXnzWFjnfvwmee3LyQe2zL/ojhStWHXil\nQ0QQRSS3CyOlIAgCeRNGkWhsRYnG8RfnY2gaW157ryOGl//5FIIgcdalV2GaFvddD7/2Xc7rzz7Y\ncYdloIihdnpaPncgSn94LNGNzWRNzEeURVw5XizTQo+k8RRkERiXj5Ee3P3gYltjuLJc6HEd2S8j\nIKDHddyFbgRBAAFEUaT14wOXeyeqEv0Qcd/jlNsNTRyB5OAwSPC6/KS1ZIc4Ag5KHN1Qfhdbxa6T\ngy8oz+62R5HHI/Pt/5qBZVkEwwp/e2b9fseWZYlkWuf1t6q7jOeIo57T0mKLoqws2/K4rs5+vnix\nkznqK+b9vYB7H7ezd4kEmAZkBeCY42DM+LmIIoybcBYjRkEgey6WZfc/crmz0dQYY8Zn+ghs8stn\n9ZlIEiUJNZ4Ew6RtZyOpcBvFR0xClCXUWKIjc9TO8kXXMKv8ARbNazde+DF3Xgt3Xnt9n8R3OHTn\nQHc4xLa2giSAICB5ZQzNQA2nsAyLUbPtBs+m1n99e3qb0ntLcee6wQTZbx+faImk69OILhHfGB/J\nqiSR1ZEDZoMC/xsgVZnqeN0+92iwlNftiSOShh5OiZ2DwwCkO8e5W796w2GP+9o7MS4oz+547ZL3\nLg246QejOf2kMkKRNHUNCdJpnSsvm8q3r5yx37GXLm90GsIeBtdeCyUl4PdDfb190Z6bm+mohj4/\nuxYiIQhkQ3MjxGOwZqVBOAi3Xg9jJxbj9tjudYk4tLWBptp/51s2xjMcfd8jiAJqNIGhauSNH4U3\nN5t4Q4udDRIEdvx97wvagVY215nuSuh6g9y5k7B0k5LTxttGFi4J2etCjyldTBkEEUqvObJX9tnf\nmLqJFtNQ4yqmbpKqSRHdHEXyS3hKPOhxnWR1skelcnKWDJ2SaUOhl5FTbje0cASSg8MAZE+Thvr7\nLRrD+2+kd9SY4w847s/n3NfltaZbXH15QZdlbllkwX8q2bA5iKabaLpJayjNwsVV3Y4598uTqa2P\nk0gcWqO/4U7neS8tLbBjB1RX23OPXn/90wxGNnwQBKirgTHj7QzSxCkS2Tn2e5Zpl9xpmm2eUVgM\nougC4J8PD4MmyIKALz8Hd8CPKInkjRlBweSxYMGq//tLpqPrEYc9r6gn+xBEBMlkWLQAACAASURB\nVK+EEk6CYIsJY5eL3cjyqVS+8jkAoltG9rt7dd/9hgV6UkdyS5iaibfUi6VaxLfHaXyzkeZ3mwnM\nCjDmb2MOOFR0Q7Tr0INw/pHD0MYRSA4OA5A9M0gfbPiI4hzXfrdZt3PlAcf9r9P/G1GkI4vUXcZn\nW1UbAO8va+TZF7eydEUDazYEkSQBv2/vGHZUR2lsTnHUjKID7t9hbwRB4hvfmM3DD0NDg23UUFQE\nmzYl0LShUaM/0Pn9LVC1fQMAqRQ01kH9Tnt+XX4hlI20RVS0zW4UW1x6HLLsyWTIfcbor5/T8Xz2\nE7ehJVJoqTSh7Ttp2biDdDSOoWosv+lPGYzywPSHKOqM5JEpPmEshqJjmRZKMEGiJsKoOdNpWLIV\nU9vt5maqg7MnkOSRkP0yiZoE0XVRmt5oIlGZQFmgYFVYHSLHUAzGPLx/kWTFhqYgcrJIQwdHIDk4\nDALW1HyCosG93zi0Zq/tlOTk88uTN3RZ1hrSuKA8mwvKs7nwrGxi8a418jW1cRoaE7QG0yRTe2eJ\nkimNieNyWLO2hYvOzjms+IYbzz0HF154Kopiv5Y7zQodPz4rM0ENU16dN4P/+zHs2NJC2ShQFPtv\nXddh6ya7vK6xPsrGta9gmga6rmQ44r7hiMvO4YzHfsmZf/kVuqqiJlJYpkXe+JF4crKo+2Qdm1+t\nyHSY3dJfosg/Z1THc1/5CKb+4RxKThxLOpjAUHSStRH0iAKmRd1bmzAVg4mXHUuioY3W1bV2I6hB\nRuBHAVqWtNB4UyNyQCZVneoiitoJ3hq0zRqAkfeO7Has3BtzoZNh5GCff7QnjkgaGjgmDQ4OA4xH\nf38shmnh98kYhoWmm0w8X+J1nuHMlo+73eYrP3mbxuYUqZROIqmz9c0r9lpnXMlEwokUYwu7v7M3\ndnQ2lqmzsz7V7fuqZuD3uUmm1C7LLQs++LieKRNzePDvdQd5tMOXZ56x+xwVFNgNYRMJOoSSrttz\nkRz6n38/XrzrWRbX/RKycyARb+H3txQDOcClXHTFJnLyBl/D154Q2lGLIIl4/D48edm07Wyk7uM1\nYNoXwn3pmHco9JYD3cFg7TJayL96Gq5CH+HNjfiKApi6Qbo5jqWYtnd8p3Aal1VhqjpqXLEbyA4y\n4g/vnm8XvD2433XTLWlyp+Wihbovu/YUeyg8s5Dge/sfZzDjmDYMfhyB5OAwAPjg1XJWfNZMPKGh\n6yZrN7Ry9IwicrLdmKaFIAhIksDfwtM54WsFuGQRy7KQJRHdsFi/KU0iqWOaFqIIqTGP4dv5/S77\nmFR6BAUBHyNKuo9h0vgAFR/uvz9HKr33Ca+pJeWYMxwCDQ22OEom7bkt2dn2z2DQdq9ragJJ8mEY\n3QtWh77nz3fbPx94qpif3gb3326/fv356Zx57quZC6wPOOOvt2CmFGSvG8ntIh2NE6qspXHl7ozz\nQBFHmRBFe+KfMwpkkZxJhegpjVRLnFRLHKu9KWynsAqOGEG8PkLbyzsyEmt/E7wtiP+7fnIn5DL6\nz6Opva62y/vxyjiyT8Zd6EZZMDQzseCIpMGOI5AcHDLEi/84BdOwSCsGby+pJRROo+3qTNkuOP7n\nyjJcskQkqhBps08kqz5vAmBkWQ7HHlXI9qoo23aEcMkyRYU+ZkzLp6TIx8ijnmfzIjuTdP7MyyjJ\nKWN7407CcfsOebvF96KKGJfOyeHD5Y0HjLkg300ioeH3y5iGxXHHlmAOXtfajPHwwzBmjN0QVhBs\ne29BsEvsJAlefPEDxo49k2nTTmLDBsfmO1M8vgDCQdvau6QMfvxreOBO+z1dH1rCNbqzEdM0yS4r\nQokmiNW1ENpSBQw8YdTfoui0RVejJzRSDVHW/u9CACSXDB6RrNJcEo1t6EkVM6EhuEQs3QQLJv/X\n8Wx7diXxprZhI47aSW1NYSQNik4oYtQfR1F3g11dMOqRUfhH+QkvD2Mm7ZPHUCqv2xNHJA1eHIHk\n4JAB5v3lRAAampK8VVGzzwzM3/7dVbQ8eMXz5GUVsLpmORsb76a+cbcTkKJqiKIPXbdYva6Ztmgu\nU+c8h6KajBR+giy50E2dZz54lOn8gk38rmNbVevZl3cwZIu0q782hcefXk+kTcEli1x4Vg4L340e\nYGuHdn70I3jqKbusLi8PDGN39mjVqgQul58nn7TXc+g/Hl8AShq2bzaZdpSIkrYTATl5UFsNk6fD\nDf8Hf/x/mY60dzn14ZvJGVWKrqpYpokoSyjROL7CPHb++60DD9CHZDpbdOILX0cAZL8Ld66PSb88\nA4CS08bTsHQ7wfX1+EtyUKNpBLeImdJBFBC9MsH19biL/bQ9t73f4840VoWFcI5A03tNuHPc+L/q\nJ7kgiZ7UsdJWhzgaDjgiaXDiCCQHh37kz7+dwbTJhSSTBs+/uhXo3kluXzRHG7j0pCuYc+zZtESv\n5+b3RnR5f/L4AMs/a0LTDFJpnXWbQrRFVaoLj0Tcfu1e4/3sh5O495HtLKro2h9pX0wYG6CuIcXj\nT6/n7C+MoiDfx4cfNzji6CBYsMD+KYp2iZ2mgcsFzc3w6qt2tqiiYjZgz+865ZTZfPyxk0XqS/70\npN0DybJs17pAjkhb2P4dmaYtmo6aBetXW5SMEPjJrZmOuHdJt8VQY0m0RIr88aNoXrMFyzTwF+Vl\nJJ5Mi6LOyD4ZLLAsC3eel6wxeeTWFeLL8nHk1aey6blPiFUH0aN2v6Oy2ZNo+rgKM6ERXtvQpdRu\nuGG9bVF0axFaRINdp5emm5o6eh4NJ2tvRyQNPhyB5ODQj1z3q931/N85hL6vd755PS//4DNOmnIc\n2f4Aj14Yo7K5EpfkIqHE+dPSE7us39KaIpFUMAwTw38/C14PckP5Xfyx4hYuKP8d6zY2d5Ta9YSq\nnXEK8920hgzWrGshGFZZ+K4z/+hgePTRpXzrW6djmnbWyOWy+x+98sonHcKonU2blmJZuyd0v/GG\nbUP9la/0d9RDj78tgHDYLmtU0uD1gccLWPbvxTBAlOzSxxGjYc2nMGK0gMsFEybD8g8zfQS9h8vr\nxZOVRbypFV1RyZ84Gn9RHvHG1n6LYSCJoq4ICJKAZVoYikZobT16WkONpGj+pAYXMmlNQfTLFB4z\nisYl2+0/GgALUhX7n9c51IlWRfH4PKhtarfvD+XyOofBjSOQHBwGGaurl1N+9HHkSdAasxhXPIGU\nkmJH82am84uO9TbV7S6hi8bSAF3EUPvd8W99fUaP9utyCei6RTxhMLLMT1tUwbkZdvC8887pAMyf\nb79uaYE33tiMrif3Wvfdd0/nrLOWcsUVp1Nba1+0myZ8//vNPPbYPtw2HPbL4wsgmYBU0hZFLpct\njBIxO5sniuDeJZQsE4qK4dNlMGoMyC7IyYVwCEpHzMr0ofQKR//ff6PFk+SOLsNfkEs6Gqd14w5S\nrZE+n3s0cEWRzWmLrkEQBVKNMdK7TBiCm2zB423JIlYfBkDO9WAaJq2rapECbsy03QtpuIsjAPVp\nFe+VXnKn5SKfLzP+2+MZf8141MbuBdNQxskiDS4cgeTgMMj4zcIf8Pr/rkWWZZoi9ayq6t76u10s\n2dmi3eVzF5Rn852rjuL1d+yyuifnbWDLjmkHLrOz7BKktGIwaXwuALUNQ2uien/xxBOQkwO1tfDJ\nJ2kSica9skftvPvu6ZSX2yV2Rx45G58PvvAFRxwdKskECCKUjoDGBlsoAfiz7IyRrkF2AOIxWxCt\nWApjJ9jCKb8AGurhk6WrKD9vFrfeC3f8LLPHc7h4crKoX/45zWu2IGf50JNpLMPoM3E00EVRO6ct\nuoZ0a4J4VZBkQxRfaTbBz3e3MQhu2C1+cqcUE6sNozYmMNIGokcazpV1e6G0KLQ2tzL5fydjpkyU\nBoWGxQ3wy0xH1v84Imnw4AgkB4dByNvr9m0x/MeKvZvJ7il+nvjXOgzjZL759Rn8c94GPlpRv9/9\n5ea4aYuqHHdMCZ993kwokibL76KhKXHoBzGM2bTJdq5bvnwVqhrdpzjak1jMrt5RVbj/fvjpT/s4\n0CHIvCfnc8GX5yIK0BaG4hL780wmAAHy8u3MUlbAXjZuov2ZjxoL61bBmPEw+9xZ1NdC1fadfP+m\n0Tx23+BsCnnyAzdi6gajTz4G0SXTvG4bWizRJ+IoUw50B8usf12GFrWbvFqGSbwmjH9ULsmGKLrS\nfV8fLaF26W2UNSaf5sfX9lfIAx5rscX0RdMxFZN0c5qGxQ1DrjnsweCIpMGBI5AcHHqRv90/i//5\nad9b4v6x4hZuKL+r43lPaC+taxdK/5y3gVNPHMV3rjqSJ/61fr/Zo7aoXQ7x2efNAGzeGkE3LKf/\n0SFyzz3wgx9wUOIIdjeStSwoKuqj4IY4yyrmcsHlH3P2BaewaV0V1f4cpkwvQJbtBr0fv7+FL86Z\n2pFZSsTtOUcb18KUI2DHVmhpsrNNx58yhm2bdQbrqVRyu2jdVImeUhAlkZyRJZQdM7XXxh8s2aJ2\nZv3rMkRJwuVz4SnMIt0YQ42mCW9r3u92qdY4enh3P5/Ytv6buzWQmfb6NAzFABPSNWlEr0jdy3YW\nbtzj44BjMhtgBnFE0sBncH6rOzgMMG67cQIrPmvtV8HQU2G0J52zScs+qWPsqADfueoonvjXOrL8\nIok97FcFgb3mGumG86V+uGze/OFBiSOAl15awk9+MhtRtBvMzpmznLfeOrmPIhy6LHrhFOZ8+WM0\nJcrkaXMwdLvE7qMlKzjnopPYsgFGj4NoBALZULXdnp8UCdmPwiJAgLWr2misWwpcmOlDOmhOeehn\niLJE6ZGTMRSVWH0ziZYwzeu2wq6vlotff5BkqA1TUXnvf+7o0biDTRR1RhRFDEVHT6hoCRU9odI6\nfzMAvvIR+9xOUqD73NLwY9rCaaTr0ohuEUMxsDQLRFBDKm1r2jpc/UzVPs+M/vNo3NludnxzePWJ\nAkckDXQcgeTg0Avc/ofKTIdwUHQWSfNf3tyx3OeV9hJI3X13+7wSLy6K9GmMQ5133z2D554z+NrX\npB6sLdB+ZWGatvOa348jjg6RU8vnU1A0k/MvOYVkwja/WPjya1xw6cWs/UyjuNQF2P2PEOzPvLAI\nXpo3nwsuncuGtXGOOS6AODmXmsrBmUW1TBPLFGlesxklGifRHALgyLnnc96L95JoDmEZJqGt1YS2\nVlM4bxGBkgKqu+mLNJhFUTvF1x7F2HOPwEhpZI3MIx1OENves0xQOtrVYGW4mjNMe20a6cY0pmp2\nCCApIKFHdVo+agH734rRXxtN7Q9nMvrPq0EUMFSD8U+MRzAEKq8dXOfSw8URSQMXMdMBODg4DByC\noa73QceO9nd5PWViNj6vRCpt9GdYQ5ZHH+2ZV3RFxRfwessAaG21G8qau3TsD3/YV9ENXZZVzCXU\nuoZkHKp3xFizspIzz7qY1maYNM1FQRGoCjQ3AJZt1iAIcMGlc1n0ynyaG5fj9UFzg865F83lxt/A\nN384eG4YnHj/DZimyaYFbxHaVkOiOcT4c06h5NhppMJRqj9chRJP0rpxB41rNqMm05iGQbShhfzy\nWUz85kUIK4WOh3W81fEYrLQ8vg41nMIyTQxVR5RFtPjwc1o7VCa/NJlUXQpTMRFcAlljs3AVuTCi\nBqGlIUZfPhp2fZwCtqAWXAKYdjbJSBnoqs7kZyZn8CgyQ7tIchhYOALJwcGhgz0vb2pqu94ZVTUT\nUbRNGxwOn4MpsUunGznuuNnoul3u1dAAd9wBjzzShwEOYZZVfI03Xn2VcROzGTVmAsWltjGDJNkG\nGvEYKCpUbTfw+ezX/oAtri678myef3o+YyfIqKpJXj5s2fhmxo7lYEwVTn7gRizLJLKjtmPZmC8c\njyhJePOycWX5UGNxaj/+nOb127psG7lvNZH7VlN5/ULybpo56EVRZ054/mtYun3XQYmlSNa1oSft\nK3r/+aN7PM5wzB6NfWIsapOKZVh2sluGxM4EeptOaEWIwjMLu6xvmfbfjKVbmFrXigWlTWHEb/dd\nzujg0F84AsnBYZhysPOlpk7KpnpnguyAu8O0waF/ycvb3YOyvWfPQw9lNqbBjGGkqHjzPaYeAZvW\nQ+V2E9llP0/EYfRYGD9JIhbd3UT2p7dBrA0uvnwuqgpLFj/Pwpfns6xibsaOI/+snvdksiwLTIvW\ndbvFj78wj0RrmPCOWnYuXUV4207SQTsj1i6KIvet7pIp6useSf1N67o6BFEAQUCURQRRpPkZu7G3\npR44Yz7rZ+f2dYgDFlMxbXFkgRJVMFMmrZ+2YqZNSs8rxVPmoWlZ0+4N2pMlFoguEbW56/lEcAmM\neWBM/x3AAMDJIg08HIHk4ODQLZLU9cs64LezRtkBt+NelwFE0cOIEbtL6wzDdl1LOE7rh8yyirkc\nf+oXqa2ByVNh8jSR5R/W43JDKqWjKLsax7qhuREa6iDaBq8+P5+3XltExZvzO8bJJOF3eyZWTnno\nZ5iGQe2y1YgumYLJY5l88WzSbXECJQW4s3wkd81F6k4UDWWqbl+KoenoSRU1pqBGU5RecxQAqXcP\nnBVade/ivg5xQBK4LmCLI0D0iOQfmY/oEhHdInUv1WFiojQqaE12+bbgEqj90UzG/X0tkt+ef+ku\ncYMIlmKPI3klcMOYBx2R5JA5HJMGB4dhzP6awxp7ONV9tjYIwNYdbX0el0N32MpI1yEaBY/HziKZ\nJixaBBdckOHwBikfvD2fydMvIRDwYZkweepIYjEoHSETDoKSgrwCqNq2hmDrpo7tlrwx+D5wyzSR\nZJmCiWOJN7RQetwR6IqKy+dh2+vvE7lv9e51h7gg6o5EQxvpcAqX14UgiTQ9te6gth+O5XVG0sDC\ndqrzlHhI1ibBBHehm8D5AYy2Xdm3XW2iLM3+uzJSBoIoYJmWnbkzQU/qyG4ZQRQwFXOvzNJwwDFt\nGDg4AsnBwaFbcrJdRGOOee1A4B//gCuuOA1RtDMaWVn2HCS3254zs349bN0KBQW266AowlVXZTrq\nwcGyirlc+l/V6MY4Nq9r5LiTy1i3eiXTjzqeEaNg0/pWPnj3nS7rD0ZOeehnWKaJKMvoqTT+4nws\n0+KTM/9or1AOeTfNHHKlcweDJQi4c7wERuRS9WrXRq9SrhujbfhdsB8IQzEQBRHLtGha0kRgXABR\nEskel40r14UaVJGypM5GnJT94VNA7piLpLQoeEo8iF4RK2Uh+AXMtIlnpIeyO8to/HVjxo4vEzgi\naWDgCCQHh2HOvrJIPp+nRwLp/Ve+SDyh88zzW5g2uYDb7t10wG0cesYzz8C6dbbwKS2F7dtti+9U\nyjYS8PvtfkijR9vLUinb4c7thsces8XTtddm+igGPq88O44z57zO2RdcRCRsX8etWPoyhmE3/xzo\noqjg7OMJvbOy2/dm3vF9XF43otuFKMtosQRbv/NCx/tHzL+Khk/WA3DMlRf1S7wDkXG3nobskTEs\nncjW5r2yQYK4/xkJwzF7BODKdSG4BVAhZ2IOFhaiT8RIGYTXhPGP8mMoBoJbYNr102j9qBVJskvr\nLMvCSBq4C91ggSAICD67xEzOti9P5ZzheZnqiKTMMzz/8hwcHA5IU3O8y+vuGsa+99IXUVWTbZVR\nwpEUH39a148RDm3uuQc+/xw0TScSkdE0UFWIxeyyutJSWxy1ttrPwX7f74dly+qZPn0kpaXw8MNQ\nWwt3333wMYwov4CGikW9e2ADlA/euohTy+d3vB7ooqgz+xJHAE2rNzFu9gksP/0PHctOeP8nuDxu\nWjZV0rDWFkczr7mU6M7hdae+M6ZmoAQTxCvDxBfV7PW+4Vh+d48Fpm4i7prSbmGhtWlIbomsUVkY\nqoGIyMTvTURLaIQ/CVN2id2yQHbLmJppl9gBole07050moYjDOM5OY5IyiyOSYODg8MBTRc8bqFD\nHLWvW/HiF9A0g1hcZdHbu5v77WtOk8PB4XJBa+tGPB6Z5uY2Nm402bChFl0Hn88WR5EIHH+8vX46\nbf+UJDjmmJHcdhu8+uomKittQfX978Nddx1kDIHB8bu88uX3e2WcZRVzOx5DAWGlQOOvlrD89D9w\n8kc3kXfTTPJumokoSbRs2kHr2q0AzPrOZaixBDsqlmc44swRXttAdEtrt+IIdltTd8dwzR6B/bk0\nvNFAvCaOhYXkknAX7G4DIbkltITG9ge3U/mPSkrOK8HSLEzDRFf0jt5IHeyhh9RhXtboGDdkDieD\n5ODgcEAUtevFwevPnIrbLROKpHl7SX2HaHLEUe/w2GN2Jmjy5CPYvn0T6XQT4bD9XiQyGtMERYGW\nlhomTx6Ladold+3k5MCtt8LChdMBOxtVWmqbO9x2G9x+e8/iqPnPc718ZIfPFfPe5PmvnwfA5c+8\nhihJGKrKsdf+mDWPP5Dh6AYGwkr7gmrGi98kd1QpOxYvo9ZnGzBMvOAMglurCW3c0bG+7HUTag4O\n6/lH8de7F0btyDke9HB6r+WiS+qrkAY8/u/6sSwLK2qhKzpytowe00k3p9HjOlkTskAHd5abUV8d\nZW9k2QYNklfCsixE/67Mk2WhhlWURgVDMciflQ+A3qZn6vAchjmOQHJwGGa8Me9MVNV2RLvkmqUd\ny3/4nWN45InPezRGIqkTiaroukVtfbRP4hzOSJKdJTr6aNiyJdXlPcOADRuWMGXKbExTweOxl+u6\nPfdI1+2Mkcu1e5ubb4by8iV4vUVYlg4c238H00t8+YkXUNNplGgbX/rLPGSPB8uyUKIpVj7/zLAp\nBdwX7aIIdjvQzVjwTXRFRU+mUSIxplxaTltNA/GGFizD/g44/rtXICAQqarPSNwDndPeuAY1mMQV\ncHcrkNzZngxENTCwDNu9TiwUia+Jo0d1Co4pwJPvwZPvIV4Vx4gZ5EzP2V0qJ4Dsl3c9tZdZWJiq\nieyV8czY/XlapkXbasc11Sm1ywyOQHJwGEZ8+Go5Pq9EOm0givD846cgigKSJOB2S1x7zVE8voe1\nrSgKmLvKS9p7I+mGhWWBYVpdyvP2Zxvu0HNU1bbwdrvhsstmUVsLS5cuAUDX7c+7svJTdD1BIjEF\nRbGzRnV1dmZp1ChYu7YOGNUxZkXF7I7nZ5/9Ee+8c1q/HtPhcOkTL6KlUgiShCCK7PhoCUdedBl1\nq1aw9O5b4IfD07KvO1HUGVPV2PnBZxiqxqQLz6RtZyPJ1jBKcPdFp+R20bRqI211TXttP9w59bVv\nYCQ0whsaGXv6NESvjBZJse1lOxsn+92kQ8kMR5lZjJSBGTRBgHRNGnWyijfXTmcHRgdABC2ikWpK\nERgfQHAJCAhYlkVsQwy5QMaT48E0zA5jBrDFV9PiJvTFTgYJHJGUCRyB5OAwTPjwP+WIokAypQMW\n4TYdlyzwZkU1zS1JLjp3Iq8v3rHXdman2nvDsHjs90eSHbBPgKnU3icvp4ns4WMY9pwin8+27M7L\ng8svn41lwYsvLtm1jp1ZCgZhxAh7u+xsKC62M0itrdvoLJA68847p1FevqSLaNoXmTZquOyZ19FS\nSQRRRE+nqVr+IUecdwlrX3mOjf96PGNxZYoDiaJ2jrn9WhAFZI+baZefQ3RnI0pbjHhtc8c6R191\nMaEdO1FiyWFdXrcnp75+NUpzHFM3Ca2pQ1d18maU0ry0itDW3ULS1I1hPf8IEbS6XU6nFmBA6+JW\nAFxFLgpOKMAVcCEHZHJyctDiGumaNKJbRGvTyD0iF0GyeyGJorg7o2RZRD6PoMcdcdQZRyT1L45A\ncnAYoix5aTaabhGNqZiWgCy1X1hZtATTvPjaNhZVxLjyB/bSzpmfa+bOIJXWWbq8nvrG3W52iypi\nzP/riWiaXZ6zfnOkvw5nWLFypcWJJwrU1dmCx+u1s0M5OXDZZbOJxSActh3sfD7bYVDX7Z+mCfU9\nqJaqqJjdY5GUKea+8C5KrI2cspGIkkzFA3dz6rd/yLYP3h5W4qinoqjLNgi4/T4YXUqkup5EY5Bk\nS6iLFaWeVnD5fVim2esxD1ZOeuHr6FGF2M4QLctrUJJ2WV14694ZtsSbtf0d3oAh6wdZ+3WY01o1\nmt5owjveS+FxhQC4Ai5cgV21v2N2ryuIAqZqkqxNIngF4lvjqC0qVoUjBPbEEUn9hyOQHByGKBZ2\nKRyCgKbqRKMGOTke1m4IcfsfNnPtjV3X71we99T8DfscN5XSkWWRREKnqsapD+8L/vlPgTvvhDFj\n7PlIimL3OrIsaGqyRVNODjQ1WSxbtoGTTjoSr9cWUo2NsGLFRz3aT0/EkSBlZhL6Fc8tJtHaTKCo\nBF1J89Hf/szkL5zDsn88MizmGx2KKOqMKEsocQXJJRPcWoWWSGMqXfuatV/gurOzDi/YIcD0B+aQ\nO7aQRG0EUzMwVYPI67vdOQuumU5qp/19lz2lCCM9zLMbgl1eh5u9neg6ka5KU1dTh7vUDQYIkkD2\nxGy0lIYgCngKPGBBdEMUPaGjRZzm5AfCEUn9w/9n77zD4yqv/P+5907VjLpsWS4Ym2LTQiihGzAJ\nEBNSICTZ9E3Y1M2mbMgm+0th03ZTyBICWSANQkLoGNMMGCyqsTHu3VbvGml6u3Pb+/tjLNmy5CaN\nqt/P8+ixZube954rj0b3e8853yMFkkQyBVmz/N3ouXz2SNNUPB4XG7aE2bK955AlcEfSQ5TJmqiq\nSjxh8OxKadAwWjQ3QzCYL7HLZvMldz5fvtzOcfpmIoXIZHqprMxnj1IpWLPmTRyncBcZHS8+XbC1\njoZ0bwiEIBnqonHVK5yy5IPE21oGiKPxLv8rNCMVRX2ce8s3yEYTGMk0eiyJY1hgD8wSnfLhK/cd\ny7aHfaypQmBaCYmGMEY8i6fMj20M/Jn0iSOA5J5eFNexPSVFOAKjywCLvDX3od6uDhid+1RUrjN3\n+PVl9uiQSJE0+kiBJJFMER778/kIAZpLQwFs28Ht1ognDB5auuuIe4OGiDCZVgAAIABJREFUEkmz\na/xceF6+JqLI70ZVlWN6gN9YUFf3CnV1cM45l3L88QrBYD6DJES+hG7mTIjH67j++nxvUn09bNz4\nyniHXRCuvesBEAIhBD27t3POJz5H/asv8fZt+wY5nfrpL00ZcdQnjEYiivbHNk16tu5BdbuwDRPV\n4x5QRnfqDVcV5DhTBf8VNcy+fAGqR0N1aaTaYvRuaO1//dTfLxm0T2bFMT4U2yEvjiTjhhRJo4sU\nSBLJFGDZXy/E53Nhmg65nIXLrWKYgmVP7iaeyI3YOEHP2TyybDeWeQam5eB2aTS1pg6/o2TErFv3\nKuvXq5x99iICAaiszLvUWRaccca5LFu2Gts+/B3ZkTCWmZr33vE37FwOK6eT6GrnxMuupO7lF1lz\ny83925xw/Sepf/z+MYlntChUtmgokh0hUBQcy0YYFgIFYQ3OEll6jlhzB0YiXdDjTwbm/vAiAjNK\nKKos5pTPXkjXqgZijT1oLg1V0waYL/RuOXZ7jYYi8JUAqlsFN2CSzx4dptROIplsSIEkkUwBSoo9\nKAqk0xaKovD6mk627ugdtjA6MIuUSDksr01y5y9OJ5O18Lhh45aeQoUvGQJN82Hb+QZxIRzWrTt4\ndsjtLsM0J79hxrV3P4iqKCheL5rHw/TiEsJN9QPE0ckf/edJK45GSxSdf9u3WfON3wBw5k+/RC6e\nQvV6EIaJq7gIx7LxlgbJJdPgCOLt3di6gWOYuIt8aB5PwWKZLDT/dBXveuSj6JEMkY0dVLxjJh13\nbxxyWzMtr/z3RwiBnbHz4shFXiAV8Ecky+uOHJlFGj2kQJJIJjlvPLUYBUgkzbyFt4Bzz5yGx1O4\nX2/DyNdSCMCyBJFoWtp5jzKq6ukXSAfjIx/Jmyw8+2zDpBdIV//uXjRt7wBJJV/C2bF1IxvvvKV/\nm4t/8Et2P3zvOEU4PEYzU9TH7idWwjfy36e699osF3nR01lURQEhMA0THMFJ115GeHcTeiSOHksR\nXrF2VGKaqFz4zKcRjkOmK4Fj2lhpk3hDD+Wnz+D031/D1n99dtA+elcSxaUirHyZ4rFq7X3yUydj\nRkxUj0p2VxZUZJndBECKpNFBCiSJZBLz3AMX4QgVXbcR+3XJ5kwHTS3sh+WSxcVcdflsMlmLWELe\nUR1tTPPwBhh+P9x33yt88IOXsWxZ62G3Hy5jUl4nBI1vvYGRTqGoGjgOdY/eN2CTN3723dGPowAc\nqSha8sRvMDM5rKzOyzf+ZMTHPfvnXwEBms+Dz19CtjOMs1cg9ZXYRepbsXWD9kdqR3y8ycZZf7se\nM6kfYCggOOFjZ4MjsHMWp9+xhK1f2/d+r/jsQrQiN/Yx/Jl3wsMnoCgKju2gBTUcY28/m0NeJCmA\n9PkYV6RIKjxSIEkkk5An7r2Qvz2yi/deMYdZNcW4XCqO4+AuctPekeLJ5xpGJcOTzpg4jqC989ie\nHj82HM4aCpYta9z77+Q3Z9j8xMP4SsupXnAqwarpbHt2af9rk8Gt7khF0VWP/BLV7SIbTaBpGno8\nRay+hTN/cCM4DoHpFaz65m+O7tgujVO++2lcXg+KoqC5XKS69maSAj7MvbN8Fl73bqKNbejhY8ue\nf8Fv3oPbt6+MUFGV/G+WI1A0lbqlG5hz+QK8JX6sA6zQAzWlKJpK5hgUSHPvmYuTdfIfRSqoLpXO\nVZ1Y6f3SRgUeoSXL64aPFEmFRQokiWQS8cz9FxGL5+js1vF5NUpLvESiOoEiN/VNSW768VYAvlKA\nG+0H9iEtr01y87fnk8namKa8XThaPP44JJOgKCpCHPrnHI+3jFFUo09n7XIu+dEt2KbBtmeXDhBE\nE1kcHYkD3ZInbyXTG8U2LYLTKzDTWRzDxDJ1km1d2KaFy7ZxTItoQxunfOOf8JYEqTzpOGzLwjEs\nfOUl2HqOlz5786D1Va+b4pppOJZNpjeKy+9DOPl4iqrKyfbGyBlJjFSG3m319L4wtcvq/ItrmPeR\nd6KigIBd336RU267mtJ5VSSbI7iKvWQ7E7iDXgDST7Uw/SvvoGRmBZ5iLzO/9M7+fiQzbaC6NcpO\nn0F8R4jyhdXjeWpjxuw7Z5PtyuL2uHGXu/OmDIDm19AbDl36Kxk/pEgqHMe2kb9EMol48r4LicVy\n2LagoyvN/Y/3kEgYJFMmvRGd1vbEYWcYjRTDsAn1ZEf1GMcyX/gC7NkDoRB86lOXjHc4Y8pFP/gl\nZjZDaNe2CS2IIC+K+r7EOeKQ4uiKv/8MVdPwlgQJTqtA1TSMVIbAtAoUVcHOGSiKgpnOEqlrwTYt\nUPLGHD07GmiuXcuWh5az9q6HiLd0ccGvvzFg/ekfvCQ/kyaVwUilqThhDprbRa4335Omx5KYGZ3j\nLjuXZEcov/4UJ1vbyfav5t9DroCHC576JG6/h7YVO1G9Wj5ztLdkrOmpLQCk6sL0bm4jF8/2CyeA\n0nmVVCyoJr47hLAd2u9YPy7nNJYUf72Y7le78df4STWlsHUb1a+ietX8cNhRQmaPCkOfSJKMDJlB\nkkgmAU/cewF6zs6bBZn5moZH/ngeHo+KYVosW97A0y+OftlMUZEbr0+TBg2jRH39a5x00iI0LT8I\ndqT87nfw9a+PfB0Y/TK3eEcblq6TiUa47r4nsfUsqtuDquX7kSLNDbx887+P2vEPx3DMFt77xG/w\nlgSwDRMFcGwbU8/hLQ6QaO8m3tiBpRtEGtuwDROX10O8uQMjO/Qd+vqVqznugjO56LabWPWNvHmF\nlc3lh8AKgWPZWDmT0NY9AMy57By8wQB1z7xKqrMHM50lWrthZD+ISUTD4xuZc81pmKkczU9tJfV8\nK2f9/XqMaBYhBI1LN/UbLmRWtBP8wFx6NraisO//ete/v8jc719IYHYZuZ5jo7Q405bBiTl0PNvB\nzKtnYmUsFBSsjIWrWF42TgZkJmnkyHe6RDLBee6Bi0mljf7BrLpuU1XpI5HUiSUsXnylddQEyw3v\nn8+jTzUA8Iv/dxK5nE1lmW9UjiWBlSsX8alPWZxxhgtFAVV14zjm4Xc8CJPlJuLHHl7BvPMuwrIs\nIk31hJsaUADN4yEV6qJ1w1oUVWXBRzay65H7DrteoRiJA93Vj/0a27TwlgQw92aJXF4vLq8XI50h\nVt9GLp4k0rRv4KiVy6vioURM+eKzAAjvbqJ7655+1zph2SiqQmhbHeXz55CNxLHTeYGVaOumfO5M\ngPxx48fW7LLMix0AVN94Bqnn8yYmZkJHOIKW57YPcqOz0ybl75yNY1pUfWwBvQ/tAiC0qmlM4x5v\nnGj+JpxIClItKYpmFpEL5VD9KkbEyNceFbj3SFJ4pEgaGVIgSSQTmIf/+C6yWYvSEi+OEHjcLuoa\nk+xpiGGdWMaPfrWbb4/i8fvEEUAqY5LO2LR1HHtDJceS9vY3uOCCy+joYETiCBQsC267Db7xjcNv\nfThUd+Fn5Vx9+30YqSS5RJyy4+cTaWqgdOZsAPR4jGxPjNYNawmUV5CORtj1yH3ULF5C9YkL2PjH\n3xY8Hhi5LffVS3+D5tYQjsiXt+Vy2Bm9vycIAZE9zXRtzl98H2lGp2+7PqFUvvgsorUbmHvBO2l+\ncwPZ7gjBmmn0bNyFoqoIx8ETDNC08i0qFhyPY9u0PvjiUZ/PVKD7z/kyujPuuhbhCEKrGoe06s6+\n1MFx37uAXE8WV/Hg9/uxYu8tagXKYiX/73sV3CVujLBB8YnFOOZ+yqgIKFBSbdaHZzHr17No/077\n4TeWSMYA2YMkkUxQnrzvQkqLvfi8LhLJHOm0SW84w5p1ndz/eIgf/Wr3mMazblOYWDyH2yU/NkaT\n2trLWLfOproaSkoWDHud2bPPQ1XB7YbvfW/kcbW/sGzkixyAlckQa22icfVrZCJhjj/vIrY+9Ri2\naeIrKaV949tobjfpaKS/vK+zdnnBxdFQPUXDEUdLlt2KHo0Tb+4kG4lTXF2J2+vpF0eOZdH86tt0\nbd5FtHbDsMrd9t/npH/5IG2bduTPwe2iZ2NedAknfxFrxPOZZUVVcPu8HKuccvvVnHH3tTimTbo1\n2p8ZGoqWX6zGE/SRS+SzcNO/dAbBueVjFeqEoa8fSA2oRNZF8FX78u+jMnf+ytFFwcQRQKYhg5kw\nmfGDGYVbVCL7kUaAzCBJJBOQB+96F4aZ7znSVIXyMh9tHWkSSXNU+3+evO9iALpCGZ5b2coNHziZ\neDzD2o09xOI5NE3p74GSjB5tbZsoKTmbd7xjBq+/fvCLuYOhKArz5/twuUBVIRgchSCHSV8v04k3\nfIZ0uAeAd1z3T3gCQV67838BaH57Nf5gkPmXXE7dqy+NSu9ToQe4Xv7XHxOpb6W4uhLIi6FERwiB\nwExniTW2kw3HSPdER9wHFK3dQPnis+itz7sYeoNF5FKDr1bjTfkSM0XT6NlRP6JjTmaaHt/M9Avm\novekSdT3Hnb7eGsYTSiUfnAep31lEWY0S6732Og/OhAnkrf57l3bS/H8YopmF+Et8xJbHTuSSQRH\njgBXsQutWCvQgpI+ZKnd8JACSSKZYDx497nkDBu/3809/9jB8tok991+Fl6PystvtFHoUZkrHr4U\nPWej5xyaW5O89Gozy2uTLH2mmEefHJil8ng05sw6du9EjxWWlaS7W2fnzuFlCU877VIUBSIRcLmg\npcViInzc72/0UPdovlwO4Pmvf5aaK64B8hmic7/5AzSXi7pXX+LkxVcXNIYjseUeDmYmS1FlGULs\ndUhzHGKN7Vh6jpLZ1SiqWhBxBFDxnnNQi7w4mRwAuVSmv6zuQE685lK6t+ym59nVIz7uZKX45CrS\nHXH07tRhy+TOe/yfOOWT56MnskR3dmElc1gZk8anN3Nm0QcQpoPq0tj4L4XPqE5I9t5HcNIOeljH\np/nQNA1tuoYdKoyjXeU5lWilGlpAQ9EU5v91Pg2fbTj8jpIjRoqko0cRQv60JJKJyCN/Og9VVags\n99HSluKBx3cXPHu06ukriCUMslmbpc/U8/fHQ4O22d86fGa1n1A4x1Mrjq1Bk+PBlVeu56qrzgZg\n1y6b+vrXD7NH/nbumWdehscDxcWwZs120ul8lqa29rIRxzQSJ7s+MdS3/4f++iRr7r2Tcz7xeTLR\nCDuWPwHAuR//HLl0ki1PPoqiKAghRpxBKnS26EAu+eP3EaaFEBCpayETjlE6u5rAtApSnb14SoqI\n7mmh8a/PFuyYfb1Ih2PWhWfS/uamY8q97mg5b+nHsXUTM5XDMfIX/fWPbuCsm96DmcwR3daJb0b+\nc9BM5vCU+RGOYOtXnxnPsMcM5T0K2EAAsMA/249/pp/Ia5GCrF9xXgXuoBt3hRs7Z5NpzeAp8RD6\n8eC/R5KRIUXSkTP+txQlEsmQ2LYgmzVp60jx3EstBRdHz/7jEizLQQj409+3HnT9/QfGVlX6cYQs\ngRgLVqw4m49/3GTBAjfTpmlUVl7G5s3b0fWeQdsGArMxjBggaGjYTTI5sZrJZ135/kHPrX/wXi76\nwtdZ9cffUXn8CXTWLufMr9zE2w/cA4CvvBI9Gh72MUdbFPVx5aO/RPO4sSwbRQgqTphDoKqMVFcv\njmXjryglvLORWEth/0/6yuwORfXZpxBv7pDi6BBc8NQn0XtT/cJIcalobhfv+OZi7JxFLpqh/fU6\nTrgh/7N2F3sRtoOlm5x2+5J8X47fw4bPPzGepzGqiBdFXiTlABcYUYNsfRb3DDdW0kKkR/D7pYC7\n1I2VsBCOIFGfwIpZJHU5SmI0kJmkI0cKJIlkAnLPb99JImnS3plmy45wQcXR6mevIBw1sG0H2xYk\nUiYXvWvWEe2bzSl0haaWVfCXH+7FGyxHT0bQ3F7+7/qS8Q6pn0hkF8Hg6bjdUFoKs2efSiSSn5Hk\n80FHR/77hoZX+vcxzcEug4XIHo0Ex7K49Gvf4dU7fg3ks0mKqrLqj7+js3Y5NYuX8IllrxHaua1/\nn+GIo7ESRX28+4Gfk+joQdg2qqahedz9dt6+ilLSXWF6dzTQ/dQbox4LgOpy4Vj7BsEm2rrQe2W2\n92Cc98THyXQmwBGggK8igOJS0cNphCPyZapb8n1c/qogtm5hpPV8v4zfg6fIg23beMuLOPtv17P+\n04+P8xmNIg4gQClSsFM2Mz44g1xPDiNsoPk1EpsSR9WPpHpUFFXBO92L6lNxQg7hNcO/ISI5cqRI\nOjJkiZ1EMsH4/jfmIoRCS3uacEQvqDh6ddnlxBMmuZyFaQlaO1Ls3B3lLw8e+u72/mV2wKQfFPvp\nP+4mE+8hE+uh6riT0TMpVEUh0rab+vUrEY5DY+094x0mAB/7mMGiRR5UNS+GMhnQNKirS1NX9/ZB\n9xtvUbQ/l/70NvasfA7YV2I3+6oP0PbCkwD809JXeOveO8kmBl/MH668bqxFUR8X3/WfYDskeyL4\nSgJobjeWniPV2UuitYv2R1aOSRxDZZH8pcVk40mK51STbO2WGaQhOOeRj2IldOychW9aEJfXjZHU\nMWJZfDOKMeM6dtYkvK6NWGNPfwbJShu4AoMtwPXeFIqqsueHL4/xmYwdynsVMAEfuEpdzLh0BlbO\nQlVUEjsT6N06VsQ65BrBE4O4g24y7RmshIUW1DDCg6di97noSUYPKZIOjcwgSSQTjJ/f1sw1VxQj\nRGGFyMtLLyOVtugKZXhyeQOW7Qxr/ckujj52x0aEbYFjUzJ9DqHGbbj9QbxFJdS9vW9OzLzFn5sQ\nIqmnZw3NzYtwuaCz06S5edVBt51Iomh/DhRH53/vZ/3i6Lq/Pc3qv/x+yP0OJo7GSxTtT6ShlYq5\nswhUlmFkssRbuwhtPLrZRqNFNp6kYuE8Ijsbxz2WiYqTs7Bz+Yt5M22Qi2QQVt7kwuzNYFs2wnSI\nNw10vVM0BStj4Ap60VwatpFfwzctiCIUTrv1vWz71nNjezJjhHhOoFyhgAFW1CK0OoSvzIfm1zDj\nJhXnVqAoCok9CYJzg6gelVRdinRDuj+7lKobWIFg5wpj9CCRFBopkCSSCcizKwsrQlY+toi2jgym\n6RCO5Pjml8/k3Te8esT7X3ZRDc1tKaZXBQoa11hz0nu/ylnX3EjL1lW4XG6qTzwT08ghhMDU0wME\n0bzFn5sQImnlykUsXvzKQV+fqKKoj4t/9OsBjxd++kvs/Nvd/Y/3F0d95XYHY7Qc6IaDJ1BEpKkd\nd5GPTChCeIKJkVx8apXCFpLT73ofwnZQUFDUve+pvbOqfNVBul9toGTBdKysQWB6CanuOMHZ5RiJ\nLAb5PiV/ZZD47hDuUl9+UQGWbqJ6p3iPpiBv2OAGo8ug5KQSnKxD1UVVIMCIGFScWYGRMMj15ig9\nvRRPhQe9S0fYAr1DP/TyMnM0ZshSu0MjJz5KJFOc2scupbM7S1a3UDV4ZVUrW3ZE+P3/vOOI1wgG\n3MyuCfLW+q5RjHT0Of/D30TT3Mx752XMOf0izGwKrz9IUdl0dq8e6DB2xed/SsXMeeMU6aGprb2s\n/2ui0/BavtSsT/zsL45mvWefecOB4qgvezTUENeJwKab/4CiKKQnoDgC0KOJCRfTRMFT6kNR85c/\nwhFke5LgCFylXrLdSTxlfhCCRGOYVHe+7DO2u5vozu78PpZDpjuBu9SHsJx+caV6NLzFfk674+Ai\nf7IjakVeJOnk5yO91our2IWiKqhuFW+ll+TOJLlQDlTItGSIvh0l25o9qDgStaL/SzK2yEGyB0dm\nkCSSKcyLjywi1JtFCIFlCRRFsLw2ybe/fDy/uavpiNf52v/bNqgPaTIiHJu+Wg9TT5PobccXKEVV\nNRpX/qV/u8/e00guHSfS0ThOkQ5kIgmh4Vh9X/Klbw65n2Pv61fYXxx13fLchMoWHYxcMkVkZ9O4\nCpGh3OzKT56LHpHmDAcj3ZnA5XWjkM8GlR5fiZHMIXI2Cgq+aUH07hSxPXmb6ePffwaaz42vMggq\nKKpCtiuJFnBjWzZGJIO/pgRFVcjFM6ApVH10Ab0PH/2Q58mAqBUoi5W8cYMK4fVh/NP8KC4FVaj4\nZ/kxogbRtdHDriMZf2QmaWikQJJIpijPP3gxvZF8+ZhtC1QVTNPhVz9ccFTi6ECWLC4esg9pIpSj\nHYpP3L0j33u0l0ysh6KSKoxskm0vPwz/sQiALz0SRU+GsYzchD6ficzx7/8ox513Mane/AXm63f/\ndpA4OjBbNBH6io6GE//1hnEXR7DXpCE/AgsAT5EfK5sj2xsb17gmMm6/Gytn4fK4UDSFXCyLUCEw\nrQQ9nEYPJel4va5/eztronldWFkD4QjMVI5cJE2wqAJsgX9GCcreu/CKls9M+SZ5OfLh6BdJPrDD\nNhkrgyfgQW/TiYuDi3MpiiYmUiQNRgokiWQK8o//OxuBghAgBKQzJoqi8PbGEPc8NPIyuSfuvRBN\nUygOunG7NSxLAMePeN3R4lN/qsPIpPAWBSgqmU4y3IkQNpaepmXza+x+/k4AbvxHF3oijKp56K5b\nDVw8voFPQA6XPbrub0+TSyWpe/kFhOOgaBodLz495LZdt+Sb2fvK5yYT4e31YyKOrn3mdwjHQQhB\nLpZC0RT0SALHsvBXlPKOf7qGzQ/uKw81MlmMTHbchdtExl3iQ0nkEI4g2RrF5XOj+l2InE2qJUb3\nmkbO+u6VYAkynXH0eLZ/33RbDE+5n+DcvCGBK+DZX58iHAcjpqN6p/7llajda9qggBNx0CMHL6GT\nTHykSBrI1P8NlkiOQTpDaaqnBRECYvEces5my/YwPeHs4Xc+CIqSF1sAbjdkdZtEp4EQAm3vXdNn\n7r8Yj1vlyo++VojTKBiay42/uJxg+XRiXY2kI50IIah7e0V/luiLD/WSjfUgRP5iNBWZ3P1W48Xm\npQ8C+QtFYJA46s8U3QIzbnrvUZfrTRRGW4C876nb+oWRHo3TtPItAjOqCMyoZPfTA007zv+3T7Lm\n9vsB8E0rx4hNbqfJ0SbTlcDtz1t1B2eVoXldGJkcuViW7jWNzL/+THbet4ZsZwJ/VZCay07Mv58V\nhcDssn5jhz72v5y0dQtXkRsrdWxcXomVezNJBz4vRdGkRIqkfcg5SBLJFGTJ4mI+9qETicRyGIbD\nmnXd6Dlr2Bbd9//+LAQK9z+6B4Dr3jePto40C08qx+fVMEwHy3L44aPv4Kc3bAbA73Pz4RtXF+yc\nhstn7mnE1DMkw53k0nGSvW04pk5vyy4a9vYd3Xh/F+lYN5lIJ0XlM2jZ9AqddRtlid0wONCFbqjy\nuaHMGI5lrnr0V9g5A5fPi+Zy4dg2RjI/rFQIQaKlk8ZX1gKDhVlf/9Hx77mAphdX460sJReOywzS\nISj/5MnMOH8emqYhHIdYfQ9lC6vpfrWB6ovnEdnehbe8CCuTwzEdyk+uJtudRPFoCNvBU+LD5XP3\nryeEAFuguPI3ioxYFtWlsvO7L43XKY4pivJ+hHgKZbEihdEUQYokmUGSSKYky2uT/OqHC9A0jVff\nbB+RbfjSe87H63UR6t2XfVr6TCMzpvt55+lV6DmbQJG7P7vk82o4DuQMi4f+cB4f++JbIz2dYfPP\nf21BVVQysR7S0W4Qgt6m7diW0S9+vvxYnEwshHBsFM1N86aX6WnaJsXRMJi95PoBj/vMFvYvn6tZ\nvARPUQAjk5biCHjf07fh8rjR3G6y4RiqxwWOIB2KIGyb1jc3oSdSBxU8fSYNTS/mb0Y4liXF0SGY\n/Z13oXcm6d3STuWpM3F5XFQsmEGmN0X1xfNRgMpTa4B8FtS2HbI9SWzdpLimJP/83rWEnRdXCgre\niiK8ZX4UTUXzuojtdbw7lpDiSDKVkAJJIpmiFPldPLOiZUSDXZ/5+0UEAx56whnKSwdOj//49QsJ\n9aYBSKb2TULPGTZCQM5w8HoE3/7yfH5zV8OwYxgun723GWFb6Ok4iqqiKArtO9cMEEf/9pSBpmqY\negrLNOjavY5Q8w4pjoaJsK3+viIY2mwhUFFFOtJL+aw5YxnahOTC27+Dqu6btpEJRXD5fdiGgbAd\nNvz4j0e1XvncmahFvkKHOaXoGw6bqgtTMq8Sl8eFcAS9W9spmzcNx7QpPWEaOAJFVXGpKtq04rwR\nBnlb8NjubqysCQqUL6jGtbdcTwhBqilCqi1KpluWOUomL7LUTgokiWTKsn5z74jE0bK/nk9x0Esi\nmUNRFBQFzn1nFUIobN8V5++P7mHJu+egKgLLdvozSD94ZF+ZnW0LTj6hpBCnMwwE8Z5WcukE8VAr\n2XgPRmbfz+PqHyyjdNosNJcbVdXYXvsQmtsjxdEw6C+h+598X1E/tQO3O/+m/yId6QUg2t46RtFN\nXCrmz8HSc2QjcRzLQvN6sLI6jmXRsmoj5e8+m1M/cjVvfPl/jmi9aHPHKEc8+bGyJorfhchY9G5q\nY9qZc/AW+5iz6GSEEMT2hLB0A83twtZNUm0xSk6oIhfOYGVNVJdK8ZwKXAHPkOsrqkqmO0m2tnOM\nz2x86Cuvk0w9jnWRJAWSRDJF+cuDIyvxsG3o6c3icilksiaZrA1C4PW4yOoGWd3AcWwUVcXt1tBU\nhVs/u4Nv/fUUggEPlp1DAB7P2M+j/sxfGgi37UEBAuXT6di1lmRPG0C/ACqvPo5sMkrLlteIdTXh\nLy6n+oQz+dhtb/HQN84b85gnG0PZch/Yf7Q/H77/WVrWrQFg7nkXsfqXPxzdACcg1z57O6lQOG++\n4AiKKstQNRWX10Osswc9lsQT8NOyamN/mVzlkvM5P/dtispKqP3szUOuO+Ndp9O1disw+uYRkx07\nZyFyNqgKRihDeFM7MxefBDYoikL5ydUYKZ1kcxR/ZYCS+VUkW6JoLo3grLL+TNKBOJaNHk4TWtd8\nzIgjydTnWBZJUiBJJJIhMU2HnGHhOBrFAQ+2nXesSyT3ldMFA558eZ2df2wY+W+274pQVOSivNSL\n263y/ivLeWrFoYcGForP/a2NSHsdbq+fVKSbbbUP9r+2f3bIEQ5Kr9uQAAAgAElEQVSxrqZ+cVQ6\nfQ61t352TGKcrBxqVtHpX/zWQfe75q4HKZlWzYJ3L6F4+gyMdGrUYpxoXPvcHaQ6ezD1HDgClHyW\nwRsoItkZAgF6OIadM3H7fXRt3DlA5ISXr+HEf/sIrlNP4JI7vweKyutf/u8Bx7ByxoGHlRwMBbD3\nvnc1BT2UouGh/M977vtPx+V14wn68Jy0r1Sx9PjKAUs4tgOKQIj80Nh0RxxHt4hs60Q4x96FpGRq\nc6yKpLG/tSuRSCY8S+85H8tygHz2yLJtKsu9oCik0mb/du2dGYTIiykAgcJPb9jMH1dfRDDgRgCZ\njIVlWUMfqMB89t5mHMskWF5NOhaicV3exltze/u3+dQfdgLQtvNtZp1yHsef/R62P/m/ePzB/m1O\nvPKLYxLvZEBZp/R/iXNE/9eBxNtaBjze34BBUaBz60Y8/iKSoU6iLY2jHvd4c8U/fs4ld/4n0fpW\nzIyeF0cAIt/crydSKIqKy+Mml0iTDcdoWbWBrqfeGLRW3e2PkI0lsQ0LYducdfMXBryuuuSf8iPF\nzllUnD1r74OB7+Pmp7bS8MRGUp3xAULHsWz0aAbbtHFsh1w4jZnKYSZ1Ils76F7dSM+GVmxjbD7n\nJgqyvO7YoU8kHUvIDJJEMsX4+fdO5Pu/qDv8hocgZ9j5O92Kgmk5RDp1Kit8uFwqGd3u3y6e0CkO\nBgGF3nCWRMpk3nH5nqPioAfTtNnRlBhRL9TRkOxtJ9bVBEDL5lepf/EPXPfrVTh7jRk+cdc2mje8\nxGf+4qVq1gkIx6Zp/YvAJ3nl9vxF5yfu3ELdij+MSbwTmb5s0VBiqGbxkkEOdFY2c9C18tMkBHoq\nQeX8k2hd+2ZBY52I5GLJ/OAwRUF1afmsUXGATO++TKpwHKINncRbu2h96MVDrte0cg3HX/4ufKXF\nKAdcqJjpoQd0SgYy81vnYPRkiKUPnnETlqD7jX2mMoqm4JtWTPnCavRwGjOlE6guAVWhd0ML2Z6B\n2VBZXieZqhxrmSR520kimWKMVBwB1DfGyGQsXBqUlXrJ5Sw2bg7R2Bwn1JO/EFYUhVk1AWxboOcs\nqir9zJ9bgmntHRDamcKyHDq7MyxZXDzimA7HJ+7c2l8q17huBXUv3AXArteXIoTgul+/gWOZdOze\ngHBsSmfMQwgxoOzuqv/3GNHOqZ/dOBhDZYuOhHP+/UcDHnfWLuea/7u//7Fj23jLKiidNYedzz+F\nZeQKGvdE45I7v4fmcVN6XA2ax41jWdiGQWRPMweOHhRCkI3ED7tmZMXbtLy2nt3Pvkq0uYP5n97X\n79U3lFdyaKyMAY7ASZkETqjof37uNaf1fz9z0YkD9hG2INuVoOPlPXS9Xk94Yzstz++gZfn2QeJI\nIpnqHEuZJCmQJBLJIN7aEMLj1dBzNrpuE47oZHSLZGpfCUn1tADRWP5C1+vRSKVNbEfg0vIfK797\n+XzCkRw9e63AR5NP3r0T2zLIJsJsXP6XAaLHyCa49DM/wldUjKJqXPix76C5PSAc0pGu/u1uvL+T\nylknESidNurxTiSOtITuYCz6yW9Jdg10Tzvp4zeSCvcAsPiXd6KpKsIyySUTWDmd5uVLC3oOE4kL\n7vgOjiOwDZN4Syd2zsgPzhFgG+aA7I9jO3Rt3EnvirVHtLadM6g44TgEAjz7CkCEns+ISIOGQ+PY\n+4RkumlfJi8Xz+IJeDnp4+dSPLeCU7908XiEN6mQ5XWSqY4USBKJZBDLnk+QSuVIZ0w0TWXe3BIs\n06E4uO+irLzMS0mxh95wFkG+Ybk7lKE3nOXmD20E4MVXR9/K+aKv3o2RTRLramZb7UMDxNF7f/Q0\ntmmQiffiODaN61/izYdvIZeOk452s7X2IQC++HCEaHsdu998mnVPT/3yupGKIsiX2c1Zcj0Nr71E\nsrMdAM1fBMCeB/6MMAwu/a//xRMI0ttQR7yzg7b1b7HnkfsKfj4TCSuj9zvV7Y9jWYj9LtCFEDSu\nWEXPc2uOeO1o7QZ23/4wiqqy//9W031y4O7huGj5Z1DU/e5879d/1PVGA5Zu4lgOWsCDEZclixLJ\nwThWskiyB0kikQxJfWOMUxdUkckauN0udMNG2c/jdu6cIKqqUFXpI5O1CRS5CBS5UBSFjq7Rzxr1\nEW2vI97dTCbSOWiGUd3qpwHoqt9ERc18cskwjSv/wsf/bysbnv1z//av3//fZBPhKT0D6VAOdMPF\n0nXY71Ld3q8P6bWf/gcA773jb9imgZHNkNgrpKYyZjaHqmnoiRT+0v1KSx1BYEYVkBdH4V1NQxoy\nHAlFFaVkemPM+OAiupa9VoiwpywXPvUpsuEU3vIisqEkuBSwBr//tWIPqkdFc6lobm1Yx5L9R5Jj\nhWOhH0kKJIlEMiT/+4d2Pvr+Mi67aDY+n4uT55exaVuk/3XTdEhnDIRQKCpy4TiCUG+WTdt6+0vv\ndnIDC3l0VOPcsezXQz7//v+uxTZzvOu6r6FpLnqat7PhoZ/yibt3UPfWwDvu25fdMqoxjhejIYoG\ncvg1hW2jut0oWWh78elRiGFisenmP/COH/0LwnGwDAPN7cbK6kQb25l2ynwcW9C5bhvxluFfTHe8\nvQ2AkjkzuOwvP6LhlXyJ3kW33YS3vARVU/EU+Vl+3bcLck6TkXPu/3C+30tR0Lwu0l1xnLSVF0cK\ng966Zkxnz/1v46nwU3PZSeMS82RBltdJYOqLJCmQJBLJQUmmbJ5+oZmT5hdz0vxyTCvc/1p5mQe3\nSyWdsdi6I8zuuhjWfmUrC3mUndwwHmHzxYd6yaXzje+pSDe7Xl9K/Yt/BCDatpu1934HgLM+/mM2\nPDD08M3JyuiLoqOjZe0qiiqqCO3eMd6hjBm9OxtAUSiZXY0wLErmzKB41nTqX1iFkcqMuFcoWruB\n8sVnkWjtItbaRaqli4u/eyPb//EsNRecAQJyiTSL7vpPQOG1A+YmTWXe9fg/IUybbHcK34wgVtrA\nXeLDNu19JY6qMsjiuw8jkqV56eYxjFgimbxMZZEkBZJEIjksexqS1Dcl6fsMLC/1snlbmKbWZP9w\n2InE1pcfoWv3OgCC5dNhvw/vSPseAD5x1zbmnHrBuMQ3GhzKlnss2d/++/yb/ouK408gHe4ZZAs+\nlel4eCUAp33vM5imRd3y1wpmoPCeB/+HbCTGqTdcBQq0r9kCgKUbzFl0Np7SIJneKMJx0Lwe3EU+\nLv9L/ibAy5//cUFimMj0bmknWFOKHk2DW0FVVRQForu6QYDiVhGmkxdJcqirRDJipqpIkiYNEonk\noLhc+Yvu6VVe9u85j8Zz7K6PHZE46ssijYbV9wVfvGPQc1d9fxmVcxYgHJuzrrmRtU/8nvqX/gTA\n9b9+A2HnYxaOTeu24fWATBSGa8s9Fpx+49dpWbeGRFcHkaaGw+8wBdn2i/vY/buHCyaOLv3TD8iG\nY2geD5rXg+pyoXrcACgIHNtGjyZAgOp2YeUMstEEZlbHzOU492dfKUgcE5XA+48jvKUdM5XDU+bH\nPy2ILRyMhI63zA+QF0dQcHEk+48kxzJT0bhBCiSJRHJQnlqRACDUO7y5NaPdf6Sog5upNZeLdKQb\ngMe/c8kA44XuuvX0tOzkqu89wupHbmXDgz8Z1fhGg0I40AF8ZvkaPvLgc3zgDw9z7V0PHtW+h8sG\nXfGru8glYpz+vuvwFAUonj7jqOOTDGTRH76PnTPzDnaOg50zcCybmncuBMC2HbzFARwrfwPANi0s\nfd/vrbAdMpE4F/3upnGJfyxwMhZmVCe6pxvN68KIZ9EjaWzTzv9c9rrYqUH3OEc6eZH9R5KDMdVE\nkhRIEolk0uJyewY9V14zn45dbw1ypPvY7Rvp2L0egD1rnh2T+ApFoUQRwKeeeoPFP/0tL93yE7yB\nIG6/n1wiSs3iJZzy8c8f0Rrv228I7IGc860fsmP5MuZffDlbn1mKy+PBV1o2rFgleS7/649xLAtU\nheCMKvrMJFWXhsvv5ZSPXLV3IK0NioIQAgVw+X24i3ygKCiKQuncmSja8BzaJgWOAEeQbIxg6gag\noLpVhOVg5yxwBIpXxUmb4x2pRDIlmUoiSfYgSSSSIXnhoYtJpgrTX9TnZve9r53AL+6oL8iaAN31\nmwY9Z2RTA4Zx9vHW47ehKAoNK/9SsOOPJqNhtlCzeAkAV3zr/2EbBtueWUqsrYXGpx+B//hK/+uH\nY/2jQwuk/TNLNYuXcOLlV4LjsOaWqZu1GBOE2DtsVhDa2UBRWQkokA5HwRYkunvxFgew9ByZzl7K\n5s/GyGRBCMyMTqqrl+CMKlSXhup2cd4vvsZb3xtcnjrZydZ24l9cg+JS6F7XzMwLTwAUNI8LK50f\npityzqEXGQYnfvRszrjzfWz5yjMFX1sikYwPUiBJJJIhae9MkyzAndb93ey27uwd8Xr7Y2aTAx5/\n4q7thBo2oSejA57/4C9fBfLzZyYyhRJFn3l2NWY2Q8vbq2lY/RqLvvLvxFoaqZgzF+E4rLx1n6vZ\n/qLm9PddT83iJYctoetc+exhxdSJi69Gj8dACGa++310vCQvHodLsqsXX3EAoSgUlRUjHAfV7aJ4\nxjTMjE7VKfMwExmEELiLi/L24h43tpH//a04YQ5GRkc4DrGmdox4apzPaPTI1nZSdNUszJhO19om\nyk6aTnhrO54S36gdU1gOqfYYC3/9HnZ+58VRO854I8vrJEfCVDFtkCV2EolkSLbs6KWy3Me1V80p\n2Jo+n4v/+s6Cgqx11Q+WDSiju/6WNwHIJMKDtm14+wWCFTMm7CDYQpXPAbz3d3/lxVt+wst3/JqG\n1a9x8uVX0rJ2FVueWYoQgmh7a/+2+wuhjz/xKitu+sKI3eZOu/HrXH37fZjZDHoiRsfmdVIcjZCK\n+XNQNI3g9Ip+Q8ZsNIEeS4KqIGwHPZZA2A52zsSxbKycgblXFHVt2kUuns+sltRMo2z+7PE9oVFG\nmA5Ct7EyBpHtnfiqgvimBfHNLhmV4yWbIwRnleEq8nD6HdeMyjEkksnEVCi1kwJJIpEMSXNLEr9P\nIxgY3OczHHZyA2edMY2a6f6CrJeJDcxGubx+Gte/RKRtzwAh9Kk/7ub4My8jFekqyHELxWg40L3r\n2//FpqUP9mfK5p1/Mc1vvUHz26spnl7N9r/dTWft8v6v/XngQ5ce0TEOlzna9uffEdqzk5LpM0BR\naD8GhsOONumeCMK2SXaEiDa1IYSguGYavtIggWkVZHpjqB43msuFv6IEM5uje/NuFE1FUVUqTjwO\nb0kgv5iq4vJ5x/eERpk+Rzk7aWAmdCK7u8ERlM6rAq3wF23+6mLcxT5Uj0ZRzeiIMIlksjHZRZIU\nSBKJZEgeWx6npS2JzzvyStw+N7s5M4PYtsN/3TSyLNIH/udlkj0tA57rad6OL1BKw15Lb4AP/ep1\ncpkknbvWTojsUSHNFg7k2rseJNbSCMDZN3ySmlPPoOmtVeQyGXzFJex+6N6CHOfUq67N/3vlwe+U\nl1TX0LDqFaLNjQU55rGOutdYQdU0Zpy5EG2vhbdtmJjpbP+cLytnkGjrJlBVzox3LsTl9ezdT4X9\nLlQUJu9Fy9EgTAcUBSOeJdOdRNiCwNzygh5jzpULsTIGRkonvqeHTHeCk3++uKDHmAjI8jrJcJjM\nIkn2IEkkkoOypyGK4+QdsQpxGd/akWTmjADz5o7MZjcdC5EIDRRIHTvXYqRjwGf6nysqrURYBlXH\nLRzR8UbCaJgtHMgH/vQou1cuJ9Ub4vzPfYWW1a/TuSM/QFTTNBqffKhgx9r+wtPUvHDorFDHprdB\nUbCN4dnDSwaS7O4hUFWBAqRDYVw+L+muXox0lvLjZ/VvZ6QzdG7cSVF1JQr5WUgAju3gGBaqJ//Y\nyGTG4SzGlj7DBqHbKB6V2NYuhCMIHl9OoT7QgjPLSHcmUFWFXFLHW+onurMbBSi6YiaZlR0jP4hE\nMsmZrD1JMoMkkUgOSnNrGrdb5dSFpQVZb95xJRQH3FRVDL9h+sO3riUeah2UEXJsa9Bzlp6hYUMt\nu1aN7Z3P0cwUHch19z1Fwxsvk+wJccmXv0Wys71fHAG0FbjEbajyvAMRKJTVzBpxP5MkT9uqjaRD\nYYQQuDweVLeLQFU55XNnkg7H8u50mkrDijc5cckiVE1FdbtwLBszq5No66ZndyNi77TnZEfPOJ/R\n2JCt7cxbf9sCvCqzr1pIui2G4lJRPSOzO3d53QgF/NMCeEr8lBxfiZk2SNT3Et7SIcWRRLIfkzGT\nJAWSRCI5KE+/lOTNtZ0UB0fWszBzRpAbz3+D7z98OrGEzrqNIX707ycNa61YVxPhpq2DnheWMeg5\nVVWZteDcMSmvG0tR1McH/vQo4YbdhJvqufRfbyLa2sT2557sf300BcrB1q5ZvARfSSkdWzaO2rGP\nNcLPryWXyqCo+T/ZLa+vJ7SjHoGg+eW3MDI6dc+/wSkfvhJFVbBNC+EIHNvGzhkEa6ZRffpJKKpK\nLpFix60PjPMZjS3CckBA75Y25n/oncy95nRKTp6Gv6Z4WOt5in1YOZOi6mLsnEWqI0bDYxsJrWnC\nygz+HJrsyPI6SSGYbCJJlthJJJJDksnabNs52BnuSFFVldkzAxTvNXuIRHO0d6VpaUseZs/BXPuz\nFXTsHDwEFsA+QCC99+ZnaF7/EnoqCt+5ZHjBH4axKJ87GB+6ZymR5gbqX6/lgs99haY1b9Dy9pvj\nnrXprF3O6f/yDYQo/LyZY5mdv/kHZ/74CwQqy5n9rjOwbZveHY0ct+gcstEEcy45G9u0SLR2EayZ\nRrSxjdI5M/CWlfR3HBnpDPUvrIL/HNdTGVP6Su0wHHK9GSK7OgnOKqd0XhXKydNRhELvpjaSDYf+\njNM8LqrOmo0eThOv62Ha2XPIdCVId8TH6EwkEslYIgWSRCI5JDlDcP45VVSWF/HiKy0k00c3PPbS\nC2vQNIVoXAeg9vX2YcXx4VvfIpuIsmPZrwe9dvUPnxz0XPv21eip6Khkj/qE0ViLoj7e/+fHSIc6\nqX+9lku+/C169uygbf2acRdHAOd/7+dEmxvGO4wpyaab/0j19ZdywhUXoGka006ZD0BD7VvMvfgs\nrFyOYE0Vbr+XihPy9vxmRsc2DIxUhrbVm4nWbhjPUxgX+gfIelzEdoXwlPoRpoOVMVDdGprXxZyr\nTiHe1EuwppRsT35OVKo9hrn3c8s2LLrXNPWv2bO+dahD9R9PIpEMZjL1I8kSO4lEckiW1ybp7smA\nAldceviZSKqqMH1aEQCzagJs3tbLS6+2sWZd94ChsUdLsreDeKh5yNci7XWDnktHCnuRMhq23MMl\n0dHKjheeYdG/3kQq1MWul56jfRxmDQ0pyITAV1w6IcTaVKT78VfZ8dgKOjbuxLHzNyvmLz4Pda+z\nndu/r78vG46jaCqO7Ryz4mgAhgOqQmxPiEBNKeUnVVN64jTKF1SjuFQqFs4gtieEv7oYx3YoP7ma\n6guOZ85VC9F8R3Y/eaqJI1leJyk0k6XUTmaQJBLJYWloSnHawioOvOlzwbnVKIpCKmXQ3ZMh1Kvj\nOIJQT94lq70zfdA1l9ceXYldw1vLqVtx96DnP3zrW6TCnQMyRR/+3zUIxx5x9mg8S+gOxgf/8ji7\nVz7PuZ+8kZ0rnqFn945xEyMXfvvmQc/F2lvJxqLjEM2xQ5/QKV98Vv9zLr8Xb3GAsMuFrzSIHkuS\n7g4TeWldfoMfjUekE4dsbSeB9x+HEAIjkqXzrUZmX3wiiltDEWDEdUzHofr8efkdBMR3hUh3Hr6E\nbqqJIolktJkMmSQpkCQSyWF5ckWC//jqHM5+RzWfvOFkADIZi0TKIKtb+Hwu/H43oB9yneW1SeYt\n/txRiyNgSHEE4FgWemLg0NhUpBOPP3DUx4CJKYr6uPQnt7Kn9gU6a5dz2ue+RqSpflwzNW/+5sec\n/pkvE27dl9lLdnfg8g3fpVByZJz1ky8Rrd3Ae/7xc1AVcskMlmGQC8fxV5Wjedw4pjneYU4o0k+1\n4H/3TBSvhpHQ6dnSTmBmKVgCYToUVReTaIkQ3tiGYx2+h04KI4lk+Ex0kSQFkkQiOSLqmxJUVfrx\nuF2omkow4CadMdldHycSPbww6qOx9h7mLf5cwXqDOna91f/915ZlaN2xFtvQMbIHz14dyEQWRX1c\n9rPfEdq5DYAFn/wCiY62CVHGtr84AnB5fJiZ1DhFM7W58P++i2I5qB4XgWnlLPrD93FyJsVzqvGW\nBNGjCTRNQzgOwrZR3S4uvv0/eOPffjXeoU8cHAEIhGmTao+hqAqB6SX0bGnHfOPQn2MgRZFEUkgm\nskiSAkkikRwRmazD+k09VFX6qW86fAZoOFmio+UDv3iFUMNmGmvv4VvPQ8uml3EUF5l472EF2GQQ\nRX2c860fYus68c52pi88jWRXx4QQRwfyru/8BDObnpCxTUaufvwWutdtJ97ayZzF5+FYNnooSsmc\nahxHIEwLVIVUZw+q14OVzuINBvCUBMiEYzimjeYfmUX/VKPfsMGrYSdyxLZ2EaPrsPsci8j+I8lY\nMFFFkhRIEonkiFhem2TJ4mLiyYMLnyMVRYXKHiVCbSgofP0Zi1hnPVtqH8FTVIyROXgc4+1ANxy8\nRQEaN77NgquupXPz+gnZ4zPvgkX0NDVw3LkXUrN4iRRJw2TJk7eS6upFURRcPi/JjhAujwdfSQAz\nq6O6NBxrn5OkkUhTVFMFCIqqyjGSaVLdYUpmTcexHbKROFcv/Q3PX/ft8TupCUa/9fdhtpFIJGPD\nRBRJ0sVOIpEcMQcKoOW1yQFfY03HztU0rPwzZi7Da/f/gsbaezAyyUECbCI50B0t77vrAZpWv0Zn\n7XJy8RgVc+dNKPHRWbucYNV0Gle/xpx3nkM2HptQ8U0mLr/vx2QjcYoqy7ANk0hDK76KUlAUzGwO\nO2dgJNIU10wjMK0Cd8CPpzSIredQFIVkRwjHtvEEi0i0h8gl0yAEuVSaS/70g/E+vQnFUAIoW9vZ\n/yWRSI5tZAZJIpEcFeMhhIbi8m//AzOb4sb7u0iEmmisvYclNz/b//pkKqE7GNfe/RCd2zbT8dIz\nnPvNH+ApCtD45qvjHdYgUr0h5i96N4qq0bN7+3iHM2np3laHKqBs3ixQoObsU6l78mVsw8Q2LYQj\nUDSVZGdPfgdFITi9kkw0jm1YmBkdx7RBVXH7faiKgreshGwqjWNaLPzaR9h5xyPje5ITCCmEDo4s\nr5OMNRMtiyQFkkQimZS0bX0NgEBZFZlIBwDPfeB98AFQ1t07aUXR/sQ6WuncupGLf3QL2XiMt3/7\nM+A/xzyOq2+/j2B5JY996n0H3abhtZdwud1jGNXUo2frHuYuOhcFBU9ZMav/96+Uzp6BMC2E42Dp\nOXp2NFB+4hzcfh+KppLujVIyuxrHshC2jbAdcASWrqP6vKRbO/GWFVNUWYY+vWK8T1EikUgOykQS\nSbLETiKRTEpsI+84dfsMNw9edA7KOoWzf/vfHH/TP08JcXT+d39Gy9pVdNYup3vbRrbdc8e4xbLz\nxeWkwj1c+4eHuOHvTw96va+kzjJNWV43AuxMjtDOBoTjkI0lOPnay4i3dSHUfDbUiCWZd0XerCGX\nTKPHkiiqQqKti3RvFCFAdWm4/F6EAGGYeEuCWIZJKhTGWxzgsj/9cJzPUiKRSA7ORBkkKwWSRCKZ\ndCjrFJpuuZemW+7lY6vWI84RfPDFV4l11hfMAGK8ibY00fLs4wDUPfb3cY2ledkD9DTW4wsWk03E\nueb3A+NZ+NmvjlNkU490Rw+246AAu59+BXeRj4U3XElo/U463t5GqjtMb10zlmHmxZNt4y7y4yny\nU1RVhmM7OKaF5nHjDhaRCUVQNZXiGdMwUllsw+Tsm78w3qcpmcDI8jrJeDMRRJIUSBKJZFIwlNHC\n8Tf9M7ZlAKCnoji2zbU3T/4/7Kd9/uvsfuBP4x3GANb/9qe0bdmIkcr3oF3z+79z1pfzzmg7//p/\nVJ1w8niGNyWI1m4AIejcuIMdj65AURTmXHQWba9vIBuNc/K1l1F+whyqTpyLnTMomVX9/9u77/DI\nrsLu4797p2lGI2nUVrva4t31FhdcFht3g42NMQbbmPgFm25CcAh5SUgc3kJCSHgJJRASCMW0TbCN\nKTY2xr3JvbD29t6kXfU6o+n13vcPXS276y3SakbSSN/P8/h5vKOZM+cazPLdc+65SkcTI6Fk28rF\nUyMHODTVj9y3lM0pl0hKkrrWbZPb71UukZKfrXYAprmpjiQCCcC0dngUjW6fe8sn/k2SFOneK0lq\nW/+MWltWy1dZM2VzLZYtP/vOpH3XdT/69ZjfO9C6R61rXlLP9i0abN0jt/ePz9gZ2LOzFNObfUxD\nsY5eybbVfP4Z8gYDSg0Ny+XzKt47qIpQldpfXKfhjpFn93iDAXkCfkXaupQYiijW3e8cEz6y3c62\nbOVSaVXPa1R4d7tM18hv+2+9/QtTeZUAcFxTGUkc0gBg2hnLCXSZRFSS1LntVUk3KxMfeTbQ3tef\nlPTWUk9xRnjnv/1E0Z6xn+S1+5c/lSSd9rFPKxKLyVcZ1KKrb9DC8y8p1RRnnaHH1qj28lWqam6U\nvyGkjlc3KhuN66TL3qLKeQ1a9+N7tOK9V8iQVMjn5fFXqCJUJdf8ObLyeQ3u3CdDkr8+JG9VpZID\nYdWeskTdr26ULcn0eRXvGVDNSc1TfKWYjtheh+lmqg5uYAUJwLRwpC10xzpsIda3T5J08Yf/Xpd+\nduS+ow/9aIcife2TMt9yd/1P71W4Y78Sg/3j/myks13B+gbVNM/X4gsu0Yv/9MeHkH7koZeLOc1Z\ny/a4Fe/oU7JvSE1nn6Lg3EbtvO9pNZ93hvq371U+m5NpmjK9bqUjURVyeWWjCaWHoqqoq5EvVKXM\ncFyBupAysbhCSxaofuViWQVL8b5BRTt7tepLn5rqywSAaehL7E4AACAASURBVIkVJABTZqLPKlp1\nzSeUioXVsek5tbas1kd/unvGHNJQSm//l/+Uy+tTrLdb2+768bg/3/Xkg7r0S99SJhZVz/YtuvTv\nvy4Zhq687Yt67gf/pmva9kiSDNOl0PyFMgxDhXxOd99wWZGvZGYKt6xT7eWrZCXTWnjJKskw1P7y\netUsblZV8xxVNc+RJxiQy+dRLpaUN1ipeGefol19KmSz8lUH5a7wKR0eVrSjR3WnLdW+ta8ptLhZ\nsm01vWm5ejfv0tDOfVN9qQBwXFOxisQKEoBJNd6VoiM54/1fkiQlwr1KDg8oNHexJCmbihd5tjPP\n9avvk7eqWlsfuf+E4mjU81/6W6284l1KR8IKd+zX4vMuVsfGdTrpgkvVsHS5JMm2Cgq3t2lof6uG\nuzrecPodji7csk6WJH9djWqXLlB2OKbQSc3aes/jIw+GzWSVT6Tlqwkq0T8k0+1SdXOjGk5fJpfP\no3wyLZfXI5fXo22/eUxzTj9Z3eu3q3vtNm377ZPEEd6A7XWYzib7fiQCCUDJHS+Kllx+y7jGS4ZH\n7pvZt+E57XjxAUV62iRJe9Y8WrQ5z0TX/vjXyqdT6tm6UZ1PPTShsW6+/1kNtu7Wm669UQXbVs+2\nTdr+2AMK1tbpiW98SbUnLVX9SUve8LnrfvRrXfP9uyb03bNFeiAsw+vR9nufUKCpQZK04JzTFWis\nVSaRVD6bVSGXl7+mSgM72+StDirYVC+Xx6NCNqdYV7/C+7tletza+eCzyoSjykT5QwQA5WkyI8mw\n7WnwuFoAM9LoFrrjrRAtufwWtbas1vVff04bH109pm1yB0fV6PtHx8Eb3fjLxzSwe4eiPZ1a+59f\nn9BY77vjQaWjEckwFGyYo3h/rwZ2bVP7hrVadeOHDryvqmmeXB6P4v19kiQrl5VlWZJhKJ+I6/G/\nu3VC85gNai9fpRXXXia3z6vkQFjr/vFHkqTL/utLMj1uda7ZJMM2VLd8kfwNtTIM6fUfju1kwnDL\nulJOHWWGFSSUi8nYbscKEoCiOtJq0fG0tqzWRZ++XRsfHVvcvPfrz0uGcUgMXfcvLSc855nu5vuf\nlcfnU3JoYMJxdMOdDykdjcgTqJRhGCPxYxhq37BWkrTunrtU07xAvqpqta55WYbpktvrUe/2zSNx\nJEm2LXegcqKXNWv0bd8rW1KgceT5RbWXr1Lna1uUicZV1dSoXCqlirpqGaahXQ89d9zxwi3riCMc\ngjhCOZmMlSQOaQAwYRM9bEGSBtt3jPm92XRCLrfvkNeGe1tZPTqCP/nFw0qGhzSwe4fWfPvLEx4v\nGxs5Xt3t9SmXSkqyZRiuQ94z3NUh27JUv2CRMom4ZLrUuHS5LKsgGX/8c7lLvvA1vfCV/z3hOc1k\n4ZZ1mnfTFbItSy6fV2/96T/oottuUSo8rO7125XqC2vBhWfJyhe07sf3HnMcAJgpSn1wAytIAE5I\nMQ5bkKQLP/FNSZJtWwdeO949SVX1czX/lHMOeW2wnQeVHkkqPKRYb4861r9WlPFsZxWov3W3ZNuS\nYcgbCOicmz9+yPsM05RhmpJty3S5ZY286IxRkCTVnrS0KHOa6bp/+ZSsfEG+UJWSQ8OKdHRr050P\nats371Ksb0Bymdqw+v4jfpbVIgAzVSlXkggkAGNWrCg6WE/rFl331WeUzyQOef3q//2ro37GLuQ1\n1LHrkNc2//ZrE5rHTPTuH/xCuXRae194Wt0tj0x4vEu//B+S83tRsLZOMgzJthUfHJBd+GPgbvr9\nPfJX10iSkpGwCtmMPL4KuTweWYWCZI38d6aQzUx4TrNF2wuvKx2JqXp+k7LDCVXObVDdVW/R4KN/\n0Ja7Hz7kvaNRRBgBwIlhix2AYyrG9rljaW1ZfcQVox2vPirpA0f8TDoRVTYZ1ds+d0fR5zNTvO0r\n39H+V19SOjZclDiS5KwISbYkw4kjt69Csd5uVc2Ze+B9p19zg/av/YMal62Ulcsqm5SqmuYqMdCn\nwd3b1bjydGfAyTuytdz13vusai9fJdPrlsfnUyaWULhlneZcd/GB9xBEOBHcf4RyVqqtdgQSgCMa\n6wl0xXbRTX+nu2497ZjvMUxT2Uxa2VRMkvS2z92hZ7/9kcmYXtl49guflfTZoo5pGqYkW+GO/QrN\na5bpciufSatu6XKlIkOqmjdfse5OZRMxNZy8QtLIf1Y7n3tKC950lgr5nOaveouyqZRk2yP3JGHM\nRh8gm8nmD7zW98CLUzgjAJh6pYgkttgBOOBETqCbqMNXj1765b8e9zO5dEKtLauVig5JkgrZZEnm\nhkN1bdkgSapbsEiG6ZLp9shTGVS8r0eGYWjZpVfoitu+qGhP98gKk6R8Kqnll1ym4Nx5qmleoHwm\no0IuJ0myCwTSeLF9DgDeqNj3IxFIwCxXivuKxqu6fu7x33SQbHokiOKDXWptWa2KYKgU08Jhdt71\nI2VSI//sbUkev1+5RFyB2jqlo8OyC3k99c1/VsEJn3hfr5LDEUnS5ofuVyGbVbS7U4ZhyJa06fdH\nP3UNQOmxvQ4zSTEjiUACZqHpEEWjvD6/ooM94/pMItwrSSpkU5Ikj89f9HnhyLY//qAkyTQM7Xvt\nFdmSCtmsKqprVMjnNGfFaZp7yulKx6KKD/arZt582ZalOUuXKdLdqWwyIdPl0pbf33vgRDwAAIqh\nWJFEIAGzxHSKooNlMyktv+Dd4/rM/FPP13u++LsDvx7ct7XY08JRWPm8urZslGSoacWpinS2H/iZ\n2+PV/DNXyTAMVVRVq2nlaerYuE62bat+yTJ1b90kl8er1peeVS6TnrqLAADMWMWIJA5pAGawUp9A\nVwxHO8XuWHa+/KBiffsP/LqytqnY08LR2LZ6t21StKdLp1xxtWrnL1Q6EVf/ru2af8Yqma6Rh8ba\nkvp379CCM1fJdm6cXfHWK7Tj6ceUiQ1P4QUAkNheh5ltogc3EEjADFMOUXS41pbVkkYObBj9+2Np\nmH+yMvGwssmRU+y6d62VNL7IwokzvT6lwoNad89dalx5mhacsUoLzz5Xg/vb5PZ4NNi2Vy63S4vO\nuUDSyJHg+197RcnwIHEEAJgUE4kkAgmYIabqWO5iGkscSdKyC96j1nUtkqTzPvkf2v7Qd0s5LRzG\nOugBr/07tqp/x1aZHo/8NbUKLVik5jPOlmmaymez2vXsE8rEolM4WwAAxodAAspYOa4WTdQ1//So\ndr30gKSRoLro1u9N8YwgSVYup8RAnxIDfeqc6skAOCa212G2ONFVJAIJKDOzMYoOZuVzyjun10lS\nz26eBzOZDNMs2ulz3S2PFGUcAACO5kQiiUACysBsj6KDZTN/fCjs1V98ULbFw0ZL7cMPvqTE0IAK\nuRxHcwMAys54I4ljvoFparoeyz1e1/7zI4ecUvf2z42cWnf4yXVX/M1/H/LrG77xwhHHe/obH5Ak\nzV2+Sh1bXirybHG4t3/jdg33disTi8rK52V6vFKRHsS38B3XFWUcAGPH9jrMVuM5/psVJGAamWkr\nRe/+4gPa/uIDh5xSJx16at2cxaepr23rGw5o2PzUndLnLznq2D271mnpuVfpqXv/pUSzhyRtf+wB\nvenaP1Gko10NS5fp7Bs+oLW/vqMoY+fzuaKMAwDAWIx1Jcmw7RM8IBxA0cyEE+gOd+Vtd2nP60+O\n+WS6wx0eU6PedOPfa87SM9S65lG5vRXa9dgPJjxXHN38q67XSeddrOq585TPZpVLJrTzqeLcO9S4\nZJl8waDWfOerRRkPwPGxggTouJHEFjtgihxpC125+sTP9+v8j39dknThn35TSy6/Rfs2Pf+GuPnY\nz/bof3zrxQl9V2KwU4VcVpJUEQxNaCwcX+fjv1PH+tdkmqaSkSFV1tUXbexAXb0qG3jILzBZiCNg\nxPG227HFDphEM20L3ad+NSjJVuvrT2ioc48k6eWf3vaG973vWy8rM9ynna88pHwuJ/3txWP+jsMf\nHvvmaz6htQ//TK0tq3XylX824WvA8eUSMXVv36rGZStUzE0HVU3z5K7w693fu1MPfebDRRsXAICJ\nYAUJKLGZctjCkRiGFOnao64dr2nXEz865Ge3/LxdH/vJDknSvrVPauvz9yufy415y93B7zv4QIe1\nD//swN9bhfxEpo8x6m55RIOtu5VNxJXLpGUYxfmtw+MPyJZka2b8+wAAKB/HWkUikIASmMlRNOrW\n3wwpn01r38ZnVT1n4SE/+6uHC4r3t+v5X4xsuxvq2qvWltXjvh/peO/3s8Vu0uTiUe1+/mlVBKs1\n94yzizJmcnBApmkqEKrTVd/6cVHGBABgrI4WSQQSUCSzIYpGfeZ3KRmStj93j/ratinv3BM0av3D\nP9VrD/5Ye58eWe1ZecE1JZlHKh4pybh4o+6WRyTb1kDbHgXrGyc8XuPJK2S4Rn4LSkbCKhR4nhVQ\nStx/BBzZkSKJQAImYDZF0eE6t72qvratkqRkuPfA65+8s0ONi0/TKRe9R+/7+jO68rY7teOVh0/4\ne1y+gCS94blJZ3/oKzJdrhMeF+NXSKc0sHeXJKl28bITHmfxeRepet585TMZ2ZJyqaSiXR1a9K73\nFWmmAACM3eGRRCABJ2C2RpEk/c8Hs+ra9or2vv7EgZWjHY+OHLX96XsiyqYTSsfDcnt92vTU3Xry\nmx8+4aO+JWnuSSuP+Pr6u74gi1WHSdXd8ohSgwMaaNujZGRINQsWjXuMxedfrIE9OxUf6JPp9al3\n60Ztfug+dWx4Xbl0qgSzBgDg+A6OJE6xA8Zopp1AN16ffSgv2bbaNz6n1rVPKRkNS/rjfUKfe1Sy\n8hnJstS1fY1iQz0jJ9ZNwNVffEidO9dNeO4oHiufUz6b0fJLLlciPKh5p56h7U88dMzPVFTXyOX1\nye3xqO3VF7X4gkvV9srz6t2+ZZJmDcxubK8DxmY0kggk4BhmexRJ0kdXtynUOF8ypP0bn9PuP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F+jsUCM1RMjqgyppGGS6Xnv3vf5YkVdbOLencAQBA+SCQpgGiCOXKtgqKdLcqOTxQ0sMNPnFH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\nEgAAmDHYXgd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+ "text": [ + "" + ] + } + ], + "prompt_number": 69 + }, + { + "cell_type": "code", + "collapsed": false, + "input": [], + "language": "python", + "metadata": {}, + "outputs": [] + } + ], + "metadata": {} + } + ] +} \ No newline at end of file diff --git a/setup.py b/setup.py index faaab50..7e7a558 100644 --- a/setup.py +++ b/setup.py @@ -46,6 +46,7 @@ # package installation packages= packages, package_dir= package_dir, + share_dirs = {'share':'share'}, zip_safe= False, diff --git a/src/scanalea/codecs.py b/src/scanalea/codecs.py index 66e099b..6cd4d12 100644 --- a/src/scanalea/codecs.py +++ b/src/scanalea/codecs.py @@ -44,5 +44,5 @@ def read(fname, split=True): from scanalea import ply, vtk register('vtk', vtk.VtkCodec) -register('ply', ply.PlyCodec) +register('ply', ply.PlyCodecVTK) diff --git a/src/scanalea/ply.py b/src/scanalea/ply.py index 23150ec..bc58270 100644 --- a/src/scanalea/ply.py +++ b/src/scanalea/ply.py @@ -278,7 +278,7 @@ def write(self,fname,scene): f.close() class PlyCodecVTK(PlyCodec): - def read(self,fname): + def read(self,fname, **kwds): """ read a ply file """ try: from mayavi.sources.poly_data_reader import PolyDataReader @@ -286,8 +286,8 @@ def read(self,fname): from enthought.mayavi.sources.poly_data_reader import PolyDataReader my_reader = PolyDataReader() - return generic_vtk_read(my_reader,fname) + return generic_vtk_read(my_reader,fname,**kwds) -codec = PlyCodec() +codec = PlyCodecVTK() sg.SceneFactory.get().registerCodec(codec) diff --git a/src/scanalea/vtk.py b/src/scanalea/vtk.py index 0c8794c..7abd728 100644 --- a/src/scanalea/vtk.py +++ b/src/scanalea/vtk.py @@ -35,7 +35,7 @@ #from openalea.plantgl.ext import color import numpy as np -def generic_vtk_read(reader, fname, split=True): +def generic_vtk_read(reader, fname, split=True,**kwds): r = reader r.initialize(fname) diff --git a/test/test1.py b/test/test1.py index 542fc2d..614e0ee 100644 --- a/test/test1.py +++ b/test/test1.py @@ -1,9 +1,49 @@ +from openalea.deploy.shared_data import shared_data +from vpltkdisplay import * +from IPython.display import display from openalea.plantgl.all import * +import scanalea from scanalea import segmentation as seg from scanalea.codecs import read, ply import numpy as np +from openalea.core.path import path +import pandas + +def normalised(shape, translation=(0,0,0), color=(60,150,80) ): + bc=BBoxComputer(Discretizer()) + shape.apply(bc) + bbox = bc.boundingbox + gi = shape.geometry + X,Y=bbox.getXRange(), bbox.getYRange() + scale = max(X,Y) + gi=Scaled((1./scale,1./scale,1./scale),gi) + return Shape(Translated(translation,gi),Material(color)) + +def test_simple(): + data = path(scanalea.__path__[0])/'..'/'..' -def test_ply(): - fn = '/media/pradal/DONNEES/pradal/data/plantscan/663_4_tp/FourTPsec_20130326_3199_663_res1280_full_vh_smoothed_textured.ply' scene = read(fn) + geometry = scene[0] + +def test_full(): + data = path(scanalea.__path__[0])/'..'/'..' + datadir = data/'share'/'INRIA_maize'/'finemesh' + files =datadir.glob('*.ply') + + report = pd.read_csv(datadir/'report.txt', + sep=' *', + header=None, + names=['Date', 'num'], + infer_datetime_format=True) + + report =report.sort('Date') + # bad option to do the trick... + def fun(x): + return [f for f in files if ('_'+str(x)+'_') in f][0] + report['filename'] = report['num'].map(fun) + + scenes = [read(fn) for fn in report['filename']] + shapes = [normalised(scenes[xx][0], (xx/5,xx%5.,0), (xx*10,80,(xx*30)%255)) for xx in range(len(scenes))] + scene = Scene(shapes) + return scene \ No newline at end of file