Skip to content

Instantly share code, notes, and snippets.

@goretkin
Last active August 29, 2015 13:57
Show Gist options
  • Save goretkin/9405804 to your computer and use it in GitHub Desktop.
Save goretkin/9405804 to your computer and use it in GitHub Desktop.
Interpolation types (6.850 Geometric Computing)
{
"metadata": {
"name": "Interpolations-Copy1"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": "%matplotlib inline\nfrom scipy.interpolate import LinearNDInterpolator, Rbf\nfrom scipy.spatial import KDTree\nimport matplotlib.pyplot as plt\nimport matplotlib.tri as tri\nimport numpy as np",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": "n = 150\nXYs = np.random.rand(n,2) #some points on the plane that we get to observe\n\nXYgrid = np.meshgrid(np.linspace(0,1,300),np.linspace(0,1,300)) #uniform grid on plane\n\n#a function we wish to interpolate\ndef f(x,y):\n return np.sin(2*np.pi * x) + np.cos(4*np.pi*y)\n\nZgrid = f(XYgrid[0],XYgrid[1])\n\nplt.pcolormesh(XYgrid[0],XYgrid[1],Zgrid)\n\n",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 2,
"text": "<matplotlib.collections.QuadMesh at 0x3059a50>"
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEACAYAAABI5zaHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text": "<matplotlib.figure.Figure at 0x2fe5b50>"
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": "delaunay_triangulation = tri.Triangulation(XYs[:,0],XYs[:,1])\nplt.pcolormesh(XYgrid[0],XYgrid[1],Zgrid)\nplt.triplot(delaunay_triangulation, 'w-')",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEACAYAAABI5zaHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz\nAAALEgAACxIB0t1+/AAAIABJREFUeJzsnXec3MT5/99aadvt9e7eewd3bIpNL4YAAULokPAllBBI\nKCGASQiE0AnVoSWmE5ohBhtTbAwY93q2z2f73H29722Rdn9/SNodabVnY/j5901+9/gla8ozMzrt\n6DOPPvPMSIrH43E6pVM6pVM65b9KXP+vL6BTOqVTOqVTfnzpBPdO6ZRO6ZT/QukE907plE7plP9C\n6QT3TumUTumU/0LpBPdO6ZRO6ZT/QukE907plE7plP9COSC4X3HFFZSUlDBixIi0OjfccAMDBgxg\n1KhRrFq16ke9wE7plE7plE75/nJAcL/88sv55JNP0ubPnTuXiooKtmzZwqxZs7jmmmt+1AvslE7p\nlE7plO8vBwT3qVOnkpeXlzZ/zpw5XHrppQBMmDCBxsZGqqqqfrwr7JRO6ZRO6ZTvLT+Yc9+zZw89\nevRIxLt3787u3bt/aLWd0imd0imd8gPkR5lQte9gIEnSj1Ftp3RKp3RKpxyiKD+0gm7durFr165E\nfPfu3XTr1i1Fr3+RxNbaH9pap3RKp3TK/1/Sr18/Kioqvne5HwzuM2bM4Mknn+SCCy5gyZIl5Obm\nUlJSkqK3tRbijwOqcYQdwgAaEDLiZliz6SLEnXQ0Q0eoJ6qCqkJUM85qspqocahpzqYeDulRIc+M\nD7r+eiY98UTaezZz5kxmzpyZNl8Nh4mpKnFNI6Zph3SOa5qlDoR0BD17elzTkOxho564puES8iUh\n7hLy45qGbIRdQlhWVWQjX0HDhcYD5Vv445BeENf0H0oyzjHjrAjpkgZxFdwauAQ9t5HnMg4zXwG8\nxk1VABnw2cIyyafAa4SVNGHZ0EtXhwJxoz1N0Q9VdhHxetGQUZHR/3K9oggeS9pTM+u5amZpIm7q\n2cs61eWkZ6aJOmoi3apj6X+Cjlh3OukozxQ58VCmT5OFJ+nLmYs5fuYki44ZNvXMuyHmm3dHzDfT\nlDS6Vr1kG14iaXW8BhDJ6P1bVlUULYYnZHRhE4vAGevS4Z5Z1gwD0lVbD3h/neSA4P6zn/2MhQsX\nUltbS48ePbjnnnuIRnVou/rqqzn11FOZO3cu/fv3JxAI8NJLL6WvzOwDqtCyGAb9D1Icwk666XQc\n/jq3rVhUJUUOdDNUWz1RW1wFep92WgLYWyoreXPkSBS/H3dREX7j2LZ9O98C/qIifEVFZBjpGcXF\nBIqLiWsaoYYG2uvrCdXXJ85tRth+uFQVSZZxybJ+VpRE3G2myTKKLSymSUJYMcortnzZbENRcHm9\niTpkQccly8iKgssIpxyKDLKMpOhh6ZVX4arLQZbBreehyCArelgW02RwCWkuIe6yHbICsZg+aMQ0\n6zluDBJmGM0aNuOSEJds6eaBqg8kljQNSdZwSTHcUhyZGBoQJ0aMODHigJYIx4ihIpHBxxRzEjFA\nM/LiRlktkZa0X+JCvUk8kYS4hAaJVlUkVFyJ9uLCOYpkaGmAixhxJGIJfdCp14MBciexl5PRLGl6\nXDHCKjGDMXYupyCjJgYhE5Ct9SXz7SKC/Pe5ZvEaLHUbQUWLoCl6VIIkFn1f3HPCuUOQA1bx+uuv\nH7CSJ5988uBbS/dHON0I2ZbnBOId6dh1BXHb2yVpjTuJCeKqLU0sUzx2LMd+9BEAle+8gxoOM/a2\n2/j2jjtor66m2ShfAyxfvtxSNlGvJOHLyyOjqAiPAfzikTNyJBlFRQSENDUcJlhTkzhCxrldSIvU\n1NBkpNHWlnKrzL9PcYi7bXqKQ77ikC+mmXG/z0iTQVFAigAfz05ayXYLWbali1bzgSxunws8MkjG\nwOE3zooRVoy4V9BRjLiiCGFjADHrkoW4MADF3TIxl64TQyHmcqO6vcTxEMNHHD/gI44PCT8SXmTj\ncOPFwypymAB4kPAi4caFBwkPLtyJuAs3LhRcPwYC/F+SFlqpYBsttKKgECFKGetooJEgQQdgl4Ww\n/neJAKoIAC4CvJlmlrXGrQ++doj3y/6GoTlcF+hvaRBDtmORU7wj3HPApkORw987ZKx/7IFuhH0w\n4AD6dj0hz269p9XvQMXejFln1uDBnLBsGQCbnniC9t27KZ89mxlr11IxezY1mzYlyg8meT0mwCf+\nnHickGGps3nzgS8M8GRnWwYAv3EOlJZSPGJE4o3BzJMkiXZjEBCPiHFWhXOspoZoU1PiesW/XwTx\nxL11uXQrXlFwKQpuWcatKCiKgtunIHl04JS8Cnhkjm0PQXEuZOhx3Ap4Fd369ip63G8ArceIew09\nt6Jb6Iqhqwh6ihB3mboGaIvlZEXPl4w8My4b5VzGtZhhhLBklJOMMDIuSR9ZXMYI5MWdsLfjhs0d\nT9jhmmG36+Fpx56Mh1LD0tYMCztIjFbDho8ZqaYtngxpllIQQ0u0ZOYmrX+9xThxook4wltEPNGe\nCkhI5JFHIcUUU0gXSvHi6bBPZpHJKIYTIYrP4MaO5Si9j6NRSy0NiX+NNNBAE3U00oBKkJ7H9rYA\nuN0KFwcBJQXUzbiSUuZQxOntwZTEdckgq8ZgY1rv3wfk9YZ+VOtdOlwf65AkifhLJHkmJ44JIS5y\nU6qtHKTy7E46dl7exr+DlYO38+9g5dydePgokNG3L8ds1XmxOTk5HPXJJ6y57TZqFi2i73XX0f3s\ns5k3bVriXtjrFtPs0tHbhJM4DWB2C13JyMBnWP8+4wgUFeE1wF88e4qKcGdnf69riEejxKNRMPh6\n85BiGmhCWFUhpuppZl7MoEvMcMzIi6sClWKEseWh6U9UXDUoElPHiLuMuKSBrCbzFaMOyaBYFDNs\n8vtCOK7qZWUjruhh1aOhySqqrAO5pkhEZJfR5ZJsbRhPAnSc+POknjcBKqaOHk7l3cW6RH0xTzzb\nOXUzXcJLIQUUUUQRJRRTRDFFFFGAqwPHuhVs4AuWsocqulLMxZzB47zCKUzlaMbyBnM5nWP5ltX0\npJR+9GQrO9nCNmLEKSCbfHLJI498clFRaaCRRuoT0K8Dfz0t1KAKHDik5+LtHLoi6Dtz6U46Wlr+\n3dTzEE7Wo2l4w5FEFwGDqUs3j9gR7hnzi9LPUj0SD0YOr+Vu0jJOrduvRLWF7flO+h39NR3w745t\nksqxO4m3e3emGsC+aNAg5FCInJEjaVmxAoDtzzxDv8svZ8CFF1L52mtED3CZ37d9uzjVnVJHMEho\nxw60HTtotpVzC2cFCAwaxPj58/H17HnQ1yC53UhuvSZt2zZiK5fB7p246qqR66uhrgbqq6GxBhqr\nQQtZ6Rf7JKgT5WJSNHSgY4axxe0TofZ60tE8poevZD3iEmiy/lquKQZgyjKqAeRWqLFOZDoBezqu\nuKMJVRHcnfLMdAAXfgoppoBSA771I4cc6mmgjjoUPGQSwI+fGHH2sp991JJHNqUU0kQLX7GGFZQR\nTpggMvtpooA82onxJas4mrGcx8m8w+eMYyhP8E8KyGUSozmGSeylmiWsYAOfESOGgkaADPLIpZAc\n8sijmC4MZgi55JFLDiHaaaSeJupoop4WammijhZqCFKdYiiJVv6hitaB1W+pW07SM0KS/mJnysHi\n3qG9aKSt+v+uiDQMpAd6e9xHcoRzKptOpwP9gwF4O6duF3dJCUca1MnaU04hUl5O3rhxBCsqcLW1\nkQFENY0V11zDlPfeo+rf/0ZpajpoKu1A7acrYxe75d5Rusillxx/PMNeeYXtt99O0+LFjPnyS5Z1\n744Sj+N2uQgMHkzGxIlkTZ5M1llnIRcUpLQt9+2L3LdvxxetqrBvJzRU60dzjX5urIaWGmiuhpZq\naK+BYA3Eo1ZuXnE4RMBHiNvPHdVj17HXpUBcTnrFaIqCJotgmwra6UDYCbTDBvVxIEvfzLNb9woB\nCighjy4UUkIhpRRRQoBM6qilihpqqGEVG1DYTBa59KE7felDHY1sYScV7CSGizEMYhj9WcsWPmAR\n26gWf+VESCNOI63kk4/H6E1x4vSmGzFgLKNZwjre5ys+4htGMZCjGM9ZnMR3rGUpK2ikmSaq2M1e\noQXN+IliZJJFAdkUkEMuBXShL4MZSy75BMgmSAvN1NJCDa3U0EItbVQRZD9BGg6Jyk434Jr33hJX\nTKBLAryiWQokpSPc+4Gc++GlZd6lY1dH6JiOCQl6Tq8x6V511DRhrGlO7pIihSLSMbH8fPp99x2+\n/v3Z+bvfse+hh1CBLtddh2/ECMquvjpRDmDIM88QV1XWX3+9Jd0O3gf6Pe36B7Ls0wG7fQLVntb1\nmmvofdddVJx3Hi1ffQXAqLIydl16Ke3Lllm4drOclJWFf9w4vJMn4p44EWXCRAiFkFYthd2VUFcF\nLfVQWAI9e0P33tCjD/Tsn7yIUBBCbfoRDupHtB0C2ZBdpB/hVmit0QG/pRraaqC9Wj+CNRCqhmg1\nhGsgWqdTOQdycwSrRd+Ry6Siuzya7o5hrwdNtlrdEYNWMdPMuBOVErZZ+E6Wt9NAADro+AiQS3fy\n6Eo+XcmnlEJK8OGjhlpqqKaGavZTy37qaKSJIrrSj170ozd96E4DLWxhJ1vYRTl7iRFnAkOZwiji\nxFnEOr6hgmDCFzm9XM+pLGYj7UT5LWeykA30o4StVDGaPtzFa4Ros5TpQj7HMIxxDKGSPSxmDRvZ\njkt4Iuy0iXkWOXA3MfLIIp9ccigwrP18cozhwEcmrdTTSrUB+NUE2Uc7+wmxB406S73p3CCt7es6\nHht149Eiuk46N0nRFdKJkjFpnZMOjZY5vOA+B0cOXPTpPCDfHhL0OgJ4p7rsAA/WdtIAPIJqFNCy\ns+n62Wf4x46l4dVX2X7RRQmdnrNn0/DFF1S/+KJlMFDy8phUVsby006jeeVKC4g7Weff12IXxQnw\nnSx2u54CuGWZPo8+St706Ww+4wxi27Yl9Evvvx+XptHwhz+k0Dem95GiJD1hANz9+8L4iTB2Ihwx\nAQYOg4oyWLMENhhHdSWUlEK33sbRB0p6Q5feUNobCntASx3UVkLDTgg1QrQN1CBE2iDWDoEcyCqG\nrCLILIZAMWQUgTcPIk064IeqIVIDkWr90GpAqwbVSJeqId4AvniH9I1prduB3c6Ti2lOoG33c09n\nlZtpHvLJpge5dCOXbgaYd0FBoZYqatlvwHgN+6mjmSbAg48scsimJ93pQx/60JNmWtnCLrawk83s\npZV2VGT6UMrRjGA0/VjLDhayni3sS7FOTXFKP5/xBImwj0au5Gh208ALLOJOzqCGFrZTzSsstoCy\nKT5gHAM5huFkE+Ab1rCEdTTTJgCqlVs35WD83GXcBvQnAT+bQrIpJZ8+AOxiMat4DGgxADsV4M02\n7Fy8HeABPFqkY4CHVKwTOffp/wngPo/0zvpOlrtTWARlp8VL9oHCDuxindjKCwAPSZBPhFXQMjIo\nmDcP75QphFasoHLKFOIhfcSJAgPLy9l21lm0lJUlLsHMK7nkErpdey1LJ03SfbD58SZVO7Lg01nn\n9vJyTg6D33wTKR5n+/nn42putpTJnDSJ4ueeY9/IkY6gDklgd9tpDTMe8MGQMTBmIoyaCCMngtcP\nZd/BpiVQsQQqlkGwWSjrgtIuOuAXG0dRbyjsA3m9Ibc7BGuhqRKajSNYCa2VENoF0VbIzDEAvxgy\ni8BfDL5i8BWBtxjcxeAuAiUL1Dod9GPVEKuBeDW4qolTA7FqNFcNEXctqlyPJrelgDjgaI1HbDp2\nIDfr8FJMJr0MIO9ODt3IpSsAzdTTTitB2hL/YsTwkomfLDLIJECADAIECCCj0EYbOWRTRgXLWE85\ne2k0rCQV3aNnHEM5huH4cLOQDXxFOS2Gjgjg6UBelKMZwDC6UMY+xtCD4XTjF7zCOHpxFUfhQeEe\n3mcn9YkyTouVepPH0YzgSAZQzk6+Yi1b2U4csIO4WK4jkNfzk2DtRmIwkxnJ6bRTTzFDqWYDmZSw\njllUsdBSXxLMrXXZBwEzLrbvCYdRNN1VUrHjUDrcA6Qp/wngvphUcD+YP9I+EOCgYwdwHNKdrHv7\nq5GTLoZFL3vxvP0h0pDhANSNH09s9+7kOJGfT/dt29ian49qA29TZ8DChdS+/jrVzz5rSTelIyB3\nAv8DTZociGM30zz9+tHnww9pmz+fuptvBk2zUC4AistF0d69NE+dhGvXdiuQm+IE6E68tRgv6QrD\nJ8CwiTB4IvQ9Qrfmt34Hu1fD7jVQux7i7RALpdIpbhcUdIX83jrY5/SG3N6Q1Ruy+kBGN52iaa/U\nj0glhCshWgmxSojtTPL4XgW8heAxwN9dRFwuRvMUE3cVI1EMrmIkqQiJIiS8aNShUodKAyr1qNQR\noYkwDYRpIkwTQVoJ0kwU1QBICR/dyWEY+YymkGFk0yXt76gaPSNGLAHsQdpoJUiQNlpop5V2mgnR\nRpBmo+U2owPfyHnM4Ts2sh/QQbonBRzDcCbQlw3sZQGbKWMvUQuYW3vYwYD7APK5mrEsYgcF+BlL\nV/7CYnbRzOWMYQaD2EwNf2A+JviIPun2laQ+3EymP9MZggeZhWxgCetpI5TGek/v9WLW70NmFBMZ\ny3Tq2c0qPqSerVzCM8zmSkrpwySuIkgtq3mGEHsE4A471m/SNeJAIOok8p08ajowZKXR/wneMuak\npw8rUtn7ixgXJ2HFck469glVWcjrqE/KOM9MC227vQruF94iXlAAHg+RC87EW7sbVRE45/HjiSxf\nTkYsluq/bpxrfvUren7+Oe3vvkuoujpR1q6PrRx8P35dlAMBfMbRR9PtzTepnzmT4HPPWRYdgWid\nx1DnfkjGWTOQZj2eBHWvAtkBCGRCVkA/Mo1wZgACRjwjYBxG2G+E/UbYnwm+AERD0HO4fogS0wAJ\ntLDOw2vtoBqHZhwx4RyqhOBGiEXAmw8ZJZA9FLzHgafE5sIAaC2gbtQPbSNxaSOatBxNqiTsktDk\nTCQCxMgmRhYquUAhMr2Q6IOb7ngYSCbdUfh+7qOWPxONJmpppJYmamkwXALraKTNIFBCxupR+1sA\nWCdeMdJraSOHPGQaGMcAjmMIOWSwgHJu4gMaaTfKexN1JG6Lw8PT0QTjNkJ0JRs/fpqIUU4TvSim\nghDPU8YgChlEEUcxgM/ZAYBsaS9pFavIhIFPKedTyhlEAdMYwr1cxloq+ZINbGcXoIO2hoy5zElc\n5CQb/3vxMo7xTOAodrON93ieWiqRUSmlJ81UE0ZhN5W8zx8YwUlM42HKmcNW3gLCxhtY8hpNEA/j\nFSz5pI1pWvaJfFmfA5JlFUXRjUAPRndUE4U6dhA5CDm8lvs60lvm9knQdNa96Oeejm6xUy7peHcc\n0px4eZcLHnkNCkuhtBs88QDMft7CzwN477ibmOKh/c47UiZjEcIFDzyAUlLCnssus6TbJR1N05F8\nH4B3A5lXXEHefffRcOGFhD//3AHQdaoFAL8f37erkfoPhD27dIAOZOr3p70Ngm0QbNUnQ9vboL0V\nwm36ETLCESM9YoSjbTptEmkDtQ3UVugxDI69GgZMBn8O7F0LjTt118N3LwBXDPx+8PjB7YcMv07t\neDPAZ6R7/HrY7QeXcfb4QfGDbMRl41CywN0flPSWM0CcduIEiREkRhsxQmgEjXM7UUKohIkZ8Bsl\nTJgIUeGI4WYKf07bhoZKA1XUU42KhgcfHny4jbMHL168KLiJECFMhJBx6OEo7ajGFUQIotKOxpmM\nIdOYNFjBLj5lMyupNhY+WV0mTVFJb8E76YvyBtMpp5FV1CEjUUoGz7AWgCJ8vMKJAPyEuYQFFLNT\nLKbYaZAAHo6hH9MYgkaML9nAd2wiQjBRj2hFB8jgGMYxgSMpp5zFfEk9+y1UylBGM5BRzGWWpXw+\n2UzkcjIpZiVP08Aay3Va/NxtcVNHtOrFfE9YHwIc6RqTcx/wn0DLbCO9s74ItunomHSUix3oRXB3\nyrNPuqajbVQgJsE9L0CXnhCLw7bNcNd11vJm+PWP4aVniH44R88y0qNCP1VVIBAgZ20ZTRdfTHTR\nIkcQ/7EnVC0WuwK4XAQeeADltBm0n3MGsS3l1olQ0YPE44JzL4bf/Qm69oDyDfCLU3QAj7RBLJzq\nTmiWdaJoTD3R79ztgiNmwAk3Q153WPgYNGyDc5+Bp0eC1gxnvgh5feDD00FrStbltbVj92cXr0Wc\nIBXLkfSACXuTbo1hPJTSCEAFPQArVy5y6+YEKeCYryFTwHDGcglzuBMVPz05khEcTzcGUMNeqthD\nJnmU0p0gQfayh13sZRf72UEVQWJo6NsbyPjw4MeHBzc+fLgT4O/Bix93InY6AxO/fyMhttPEVlrY\nRjNbaGUnrURsC5UOBO56ujPA/40RDCDAE2xnHyGuoze/ZGUifzx5PMZoPmM/M1mXSHfiz01x4thl\nNIZRwokMYDRdWEYlX7CB7dQio1GAj5MZxSSGsIpNfMZS6miy0DdmPdOZhosYC5mXQsHIaPRjDJP4\nOftYyxr+SdhhwtUO9IAVzB0GAvNvEnn5xMQrIBX/J9Aymehga/YHu++weUUKSYA30+3Uip1yEfXt\nXIhqyxPrUhzyxPhvnoDeA2DTCug/Ch6+UQcFe3mAI8bDTZfhNhbhJKxfAb1VGVDbUG+7kZxnnqZt\n4hjU9lQoV5wQ/yDF7fCrKkKaOycTz4uvIQUy0E6YiLexAbzCJKj5dwEcezzc8aAO5DecB1f8BhZ+\nCA36qzAyqe6EIsA78e6QBNlAAKZcBtNvhLZaWPQwbHoP3AH4zVr46CqI1+sj1vxLYfoj8NOFMO9k\niOxP1uXk3ZJkGdIDvwKqsJOjfRfHCF5iNKPv9zKaEBsttIc4Seq0qtTuAlnCEVRSRjt+VGTKWM86\nNpJPd0YzlaGMZgvlzOcVWgjRja50ozsnMIyuFNNAK5VUsZ1atlHLdhqI0IYmTJCmLmBSmEovHmAp\nVzCSEBpz2UsJAcbRhfPJpgQfOwmyhVa20EoFrWymnWaB2nCSdOlbCTGePBqB9UToRyYangRUL6aN\nt9jHeXThZfZQbrhGinSH/rOJ4C6n6ChorKKBVSylFwF+yhDu4ScA1NKKD4Wv2czdvEGj0YaMx7hD\nSfpGQaOAUspYl6BdkrSOHi5nLTvZyHjO5DQeYzlvspP5DjSQlfcX0zRky4Bgz8cLmqahyirecNJP\n/lDksFru0SaH1w7bK0haysZuldupFieddHki5ZKOjlGBK/4CR0yDj/4OF94OV46H2tpU2kdFHwBe\n+hSO7m2tF+FsljEk9upHxL9eSOyJBxNWviiixX+w4nZ+1pLg3rMX7jc+hGXfwO+vS75eiGAMMGwE\n3PZX6NEXHr0NFrynp3+5By4/Sp/wNPXtFnm6iVQR3Au7wvHXw1FXwdaFOqjv+Tap+5OXIRaEBb+y\nlvUBY34PA66AhSdC67b02/P6hOtycGs0XRrDXmMHQsFaNwFSpYheLKGOF5AoYTd/TABoBI8FuA/G\ncj+HmXzGO+xlq2WQMHXcBBjNEUxkPGEiLGYly9hMiDgxFEoopiel9KKYPhTTjVz200wF9WylnnIa\n2EYLocSuiooB4P34Dd/iws3/MIQJFHAnZWyiBQ0ZHy56k8VAAgxIHBm0orGZIJtpN85BdhI29rVM\nbxueTyF304NL2MJyWvmQIdxCBeW0J3RcwBrGATCGJcbPZLXYXUAeHoqRKcRLEQpFuCnASwEeCvCS\nj5c8vITRaCBEIyEGkY8XhZt4nyrDK8fJm0a0om/lSt7kHfZRJeikTpQqaJTQnaO5FI0w3zGLNnY6\n6uvtWb1sxHzL1sE4UzaZvtj/fsu9JdufMlNsmSUG50VLAZzpm4PVMfPsHD2kB/wz74SJp8LzN8Jv\n34A/nADxWsixlcMod9QEKFsC+Q51iWeSea77r4d3lyIveBP3np0pJLtfjHRkyXf0K4p5R06CZ/4F\nsx6A2U/o90Wx6RZ3hev+BFNPgxfvhTueAzWq/909+uhPW1ulHrcDO3QM7ArQcxQcezMMOw1WzYbn\nJkDzNj0v39AZdDb0ngxvjk62IwL4jvvAUwfHL4KVp0JobapOmj3Y4zJEfCRWlEZkKyCLgB3Bi4ch\nhNnNDj5hNG9SznNECFtcH+2+7OC8iMlHLpkUUU4tcbIE+LDW8RGbmcNWBtOb6QzjNKaxkC3Mo5z1\nhFjDfjRqgA2Amz7k0J8CBtCF6QyhGxlsp5WNtFJGK+fSlQ/YTyO5aMj8iT1MI8yDjOI5qniFGhqR\n2Q8sIYhGGKhHArrgYwhehuLjJLK4ER/5yGwiQhlhNhKmjAgbCRMkCUDrjcFlP15akFhNhD4UsZQW\nFKCQOHnIXM8e/kY3VjGRJ6mhGIViZIpwU4xCLgpNqNQSpZaIcUTZTIhagtQTooF26ogQIWYB7JsZ\nzhEM4TU2JNLA6lGTBNU4+eSxnQhRsixg3o4/BXyD1FPJY4xhMidyDxtZxBreA9oJ4secRNXb0+c9\nTIu9HX/CHz5oPOVJ8Pcnw94M427WdfCAp5fDCu5hPCiyhpYh69ySEtM35xMB2U7J2OmWkKCXTsc+\nUKSjXCAV9FXg1Jvg6J/DY+fCbz+CF34Fe9dYBwl7+ZEToPw7K0WhosfNM1hBv3o7vPI43PMYXHt2\nUkfUO1SxW/BnXgS3PQy/vxS+/cTKRYPutXLFrXDONTBnFlw4ENqarQB5xFFQtli/D5CeSwcrqLsl\nGH4KTLsZigbC10/AwzeA2qhfR0DQzSqF456CeWeBEkzdT8YE7urnwFUPY+fDpnMg+rUzNWNbeGTn\n09MtKjLDfvrSxl5aaaKB1eRxCtuZbwFtu/UOpKSpyAxgOFvZSti4SR2tTNWQWUkVK6kinxyOZwh/\n5nQ2U8cctrOMOsztDNYSZi17UalCQ8GNm4FkMphsxpDPYLLohp9dxPmCNuLARwRZxXYepwdHkMMt\n7KPZWC4vet1UABVE+ZAomjFZmY3EUDwMw80wMjgvnstAFPYTYz1RNsSjVKGBC8bEsvmpS+YcsjiH\nbO6iCD/43WDmAAAgAElEQVQSDcRoQKNe6OjXUcRj1PMxrdQSoRqVJsKJx9lu1SepDQnwYnrEmLTN\nbHbzNON4g+2EbX7n4LEAeAGZNNBGE55Enm5hW6kbswWTK1/GEjazjmmcxTncz2Jms5fVaCT3fPcS\nScTt4STVpAjtKYirYA9VDistsy3excI32VdugbB6K523jJOF70TzkCbvQN4yE6+G42+Fh6fDZS9D\n+SJ4905nLxqxnkeXwrM3wtpvUvPsv5HYttsDb6+DB2+CRf9OvXHfl3u3D9eSBDfcCyddAL8+A3aW\nWXVlBc78BVx+JyybDy/+AWp2p06MAlz/LOzaAJ/8zdln3Qybh88HEy6Bo38DahC+eRg2vw2xqBWs\nxfCpH0HDClh7tzOo2ymarOOhz6uw9wpo/7dFx5wgBdKuJjWpE3CmUrpwFRJZbOZ5cpjEEC7nc35t\nAW27xW/WZV+Beg7ns5mdfMt6Q8cZ1MU0UU/Gw1R6MYM++FB4l918RDWtqAkdU18s/zz9qUGlPz48\nSDxLPR/QTBgFD3A7RZxIBldTx0rD2tRiSetAVVO5Pk21djQZ6C/JjHDJjHIp3OjOsOTH4nFcksSx\n0VpWx62dOluJUSl14TnaOF/y8ywtPEMz4mZdqYDeEdgnaY4HGMJq6niHXSl5ovU+iS5Mpy+P8KlN\nR9c7mF0h+zGAE/gptVTyDa8RFrYysFMxB0XLGHlDpB3/+2mZRnKt4C5HkGXj5mUYrzDGJ6u8Yd01\nKGW7TCfO3Qm8EeLpPGawxYdeDMfeAc8fC2f+TrcsP78rScWkGxgkL/QcCnUrdWrhICiZZHoEnroW\n7pgFWz6HcLst/xDE/FV9GXD7PyGvGH49AZpqkzQHwFEz4LIHoHYX3HsqbF+t5xXg7P0yfAosmZWk\nT8x8O9BnF8Pka2Hc/8DeJfDp/8CehToY59rqFQF+wC8hswTW/Em/Tier3T5hygKoPx26z4G2W1CZ\nnTIxqt9K58lPMwwI8SS4d6MvtWyhkVyq2MZwslE4kjp2pIC303a+ZloMhX4M4DWW0WjchHTg3tHe\nMm/SzGusZzg5nEcX3qYf82jkFerZTMhxYFhBjDYkfkkNU2IZ3EABN0olPBlt5x9qiBvUGGcoYV72\nFfNIKMJjIf1ZVKNJUI9pDlBhA/0VwB4X/KzARUiJ0xCDXSpc16CxLAJ35MIvlTx+3mjt2C2yysK8\nGHPbFB6Xgvw1I8CXSha3hNr5WNWdDWRFQza8DBRjFy7ZlQRZSNItevfS856lnofpw8u0GN+lSgVu\nfTK1hK2EaTB+G3Go9RKm3aEMYOCZTsOsZj8beZLjmMK5/Ilv+ITVfIWbkCO1IwK4kzeNSetgrAX4\nvnKYaRlv2lcTszN65TCyLKMpAjcvCyBv91IxQd2Miz7zInXT0YRqGOh/Dhz9ALwxDYadAP2Ogb9P\nhAxjxDTLe0kdRHqOgapN4ArpFINd14sDqAv5GxbolM7lv4eX70x/A53APt0vWNgNZs6ByrVw54Wg\nRpJ0yoBxcMVDEMiDf94Ia+bp6SLdAlbQzsiDgh7QsMb5C0kAxUNh6k0w5GzY+Aa8PhWay3UdkXrB\nVl4BsvvBiHth2dGQIUzypgN1kf5yLUNtPw45cx5arICw9HSCSzf7lZ1Lt4cBR9DPoBuNfEOQDDRk\nNvIlAzmR7bySAuqi9WxP60ZPGgiyjxia8aZgp20OtFe7mP4tMb5lD/nUcj55zKIPlai8SDOfENTt\nzJiMqsqsdsWZ4fIRDKl8rMp8TJDRcTc3+7381hfg2WCUJ5rjTGiJ8kaehyl+D5fVxaiPkQLgqBLp\n5IwAvNNVZ+FqVLijFl5uhrjxdzxWBVv6wOiozGotaYnG8LDAG2Oa7OGjRoUzgxoneeM8npPBlXKM\n37REqGiPo7g1ZEUjgg72ALKiJsAekoBvWv1LUNmDynRK+DhhSYt8u67dgxxWUkskMdCnUjHiVgNm\n/SqyBZg1ND7hK1axgTM5g6FMYB5vUcuOBHBrJD1mzP4ixu15hyqH3XJ32mDHfOUBYWZZ1pAznJfs\nAumteqfJ0nSLlDDiRafC+Kfg05OgtBCOvgfenQKZLUlu2snaN+sYMRH2fqdbvNjqdrLe7ToA79wE\n966BZbNhX/nB31Qn6TsWbnoP5j8Bcx9MvnmU9oFz7oOBU2HOXfD1yyDHktdtp2FEMB48GfYshVwt\n1WrvezyMuxkKR8Hap+C1AaDWWSdJ7QOBGHfLcORs2Psn8G3SXWbN67DTMQqo3qTbImBMjO4mxqnk\nud4jRi8aeTgB3pDqmmgHcsBxkjSDLuwknJiMXMYarmQG7XxGkGgKuNspHjPtGAaynGoaye2QuukI\n3FP0YjJ1wL1EuVet49R4Br+Q87nLVcTzoQiz2mLURWW+USRuz3fTWqskwPpbVeJcYIALflvgobwQ\nXmmEi7fB1XmwssjFzyrh20ahX6WhgP0ueLQ3XF2qxx/fA3dXQpOGBWHagD/LcF8enFpuHSQ+Dcq8\n0A+odQEK8xQYsRd+Xezi6wKFvzfCn+ugLQ4ocRJ76CoaLjn5cJkDgAj+jyrt3OEq5XWL5W6lV7qT\nzWzqEm9VTtRNOryy7yejoNFClL/xOmMZyblczTrW8wXzidOcYqWb7VlYDWGO4FDlsIJ70JgJdrLa\nk9yTHjdvojlqeuUwWoaMrBk3w6RuZBtPLwJSOk5etEhzjoMjX4KvzwDqYfrH8NUlEK5ITqDa6zJ9\nu814nwlQ8XFSX7TUO6JmxLToPph7L1z1NDxyfDL9+/y+CjD2p3DhU/CPq2DNHP1asvPglD/AxEvg\ny8fhrSshEoQMW1nxbKdaBhwF+xYnLWivB4ZeCGNu0uez1j0Cn56luz+Jvu9O3Dq2eM9bgTZoelIv\n5/QRDhuom54u+i0yLeB6WjmXLswmn2J2cB+q8YUNJ08YMazr2D1fAvjIop4gIfxoKASJsYUtDGMc\nC1nlaL0n60qmjaIbL7A58QYgXrcIHU6eNyl7txsWuaYqaAZYa6rMq1GZV4kwTHJzrd/DhnyJj9vh\nmQaJLi7ICiq0mF/YNvrWlihcXQd3u+HGEljSDz5uhOf2wnt94JHd8GAlpDC+Rh0jM2HNRD28shku\nXQ/rWx17JwCztsJNU+AYNywUBo4VYeg+CErCUGU0FpXhoUp4dQ880As29oJb9sMbjRL6JxT1jhRT\njE/+KRqRMAnA14FeZg5wZ6aLCVoOX8QjKIqWsPD1X0ClN37KgHbjoUi/1W8Sn/TWRatdTuia8a+o\nYDU7OIspXMeNzOVjNrLWog9Y4h4iiTeCHyKHdUL19fhZKaNf6kjovAGP4wSEEz9v58SdJlLNePYk\nGPoBrDkX6pfBxMWw81XY/EiqdQ6pbwBmG1dsg3+dAvWbna31AwG7GXbJcPNy+OwBWPbG97/JJ98J\nk66EF86EPWtA8cLU62D6rbD2XzB/JrRWW4d08c1PHBjtIH/eIljyR6hfCSOvgRHXQv0a2PAI7P/U\nWs6JerEvbkpMiI6Bvp9A5RHAnpRBRdw33b7AyIly0R/VXPrwJFFaKOMe4oaFnY6SsbsvmqCcSzdm\ncBVP8YgFXLszgJ9wMvfx8kGtUM3Azz84np/wOe240l63k4Wu1yWnALqmyqhR2cqFq7JxSKBCrgsu\ny4b7S/VvhVeE4NH9sC0I20JQ2QaROJZ+mqPA/3SHX/eCmjCMzIaPq+GSlVAbSTYlAQ8Mhd/11+Pn\nfwdv7UnTL8X+BFzYDa7rA5OXWFXeOQLeqYbX9pPaD4HJefBkH2iOwfWVsE615icNAQPSFC0B9JcG\nXFzkUzg9qI88JoevKBq9XTCHEiYYe8zoVaVy4Ok594NboTqAUi7geBpp4iM+opnatJy7R8DEK6XX\n/vdPqNZR4EjHpO6gZgV0uy6QpG5kDdmb6n0DJH3pnegbZQz0fh92XgyuRTD2dQhvgIZHkr7qkH6x\nk5mmFIE/F5Rynd6wA3pHYJ7Cw2sw7xo491+wfy6Emw/Ocld8cJaxNP/lCfq+5cf8DI79M1SvhdeO\nhrpNulXsZK2LYSdKxu2B7lPhyEuh61uw5134+gRo26DnF3BgQHeaeFV80O0VaLkRcvakXVTkRKkc\niHKp4fcM4x4G8wRLuYcwUUdgN61lsx7Rei6gDzU0JSgZk3KpopmzUChgKGXUYqdXzLpM4D+SUlbQ\nQg05jqtY7VRLOORNADhgBXEbgFv6m7nQ2eijXb0wOgfaNR3c+/tghAtmFELfDOjhh+owbGs1jhb9\n/OV2eG0dnNwVbh8OpxRDzclw7FxYuB96BGDn+XpTr1fAVYsgeLBvmAq8Xgu39IEzPfDBzmSfWLAD\nji+E12ptfRHADd/Uwtjt8Ite8OlgeKsK7qqARqFu/SwZdJ8CikIML68ocM8AGNKQx0otbgH+yRkS\nG/1xGiO5lklb0bp38pjRLzF1u1/RQDV1vIRZSRvreZ9TGcpN3MhCVjCHBQAJfTs180Pk/8mEanJS\nQqRf9EsR49YJjKQu4JCvocoyipwcMS0LpkT6hqFQNBfqrobYPOhxK/j7QcXRzgueIHUi1aRfiidA\n/VL9Aw/Y8kRg99rCdmA38xuXQOW/Yfqf4LNfW33fnSRQCj95Hxq3wpvHQtcJcNyHQBw+vQx2LzL0\nhDJ2a10My4CSAUVjoGAsFI6F3hfp+aHt8NkQ0KqcJznBAcBJBXwzr+A+4rG1aPLraF4cP1Un0hTp\naIt0Xz36lgcYxQ1M5CG+4D7CBA+KczeBOodiqmglaFAyWqI9D/Op4DiGsoLlAi2UarlH8DCWIr6g\nLUHJpFz3gaxyJ0A3wdzej1Q4KhNu7QfjcuFv22D0ath8ImxtgwW74B3D+ULWoHuGDvR9s6BvAGaU\nGuFs8MmwoyVZ/ZenWrve4NmwuYaDE6GfxYHfL4YHp8CHW/RdnAEWVMDtw4BWWx/SfxxQ9A/XPbcJ\n3t4GfxoFGyfDnZvgxZ0QEw0JsPS5qBserYFbcuCCnSato1M6/T0xNoTiBNv8KG6Tq9d5e68vbIC8\nbMEcJzpFtLxFysVr6BThYTJdGERPXEgcx1g+ZilthpeTjOhHH0n0k0OVw865K1g5JRG4AUdgt+sC\njvniDQYSC6ZM+kbRYsix/sgZ85BabwLX+5B/KmRfD3snQEYo/cSr+Aoo6pRMgJbvUvl2sZwX6yAB\nzsBvxpfeDheWQcXLULvKehPFh7lkNJz6AWyYBdvehbPfgoIRsOT3sOVNIG4FdSc6xuOBvFFJIM8f\nB5l9oXk9NC6HthWAAe6ti0GpSm+N45DuZMEDce808P2USGgkqteZbkmCcPoPX5h6dtA38xfzAmO4\ngOn8mY94GH2fdef9YOx+6zkUso9m2h1AeR57mMUovGymBavni3lNKvoGX5PJ4SGaEuBu584jhqWe\nAHQRzM0+YQd02xuipMLp+XBrXyj1wENb4LyvIBSBo4thVQPcvgL+cRTMrYD2sF7Njhbd0e4LhzfL\nbA/0CUDfXOiXCw8el1QZ9TxsFj+j+j1l7ka4bQxc3BP+obv9syUE8RgM9EG5aY47vV0qUB+GaxfD\n34vgb2Ph6p5w3Ur4rhlngFfg7zvh90dC35hOS+npEkNdMsvb48TCXiLGnJ7J2WuqbKFwZJd1slME\ndq8N6L2E6UoGx1DEFEroToAV7GU7zfSlGD9uVLII4kopLw4OhyqHmZYpTPv6kcp1pebbl/TaAd3O\ndVk8b2QNN10o4COC3IcWeAdXYAQB10tEw2fiyt2TytuL3DqkAj9A0QTY85hO5YDjg5dShz2c8hvW\nQ9ntcPwzsGCy3uPt0u1MGPd32HAPFA6H0Qth419g2U/BFYESm76MvmF09jAdyHPHQe5YCAyGYDk0\nL4emJVD+JLStB9l4xx/0Aux/EtqWw4DfwNb56SdGxbgJ4rKVM9c/HpxDQH6ZJm6gPcOFRqEFmEVO\nOvVrRU5uh87WuBlfwALGADO4g9m8RCP1KUCu/xzJuIZMHoV8TWPCw0WkgWqRWUQdkxnEP6lKGXDM\nugYSoCkO66KBhGUebtfbSwHydFa5muaIgjsOF/aC3w2BkAYPrIF3KvR1YmbZI7rCit2wcAMs6Qm3\n9IV7viK1n9qoleYorEE/ctzwq5Fw8xzIy4BPz4cXlsIf50LoYLcwtaHNbe/BaxfBG4shbLS9oByO\nz4XyCocydurQDasbYeoW+PkgeOco+HQP3LYUqqJY+6ZbfyF4LhduzoFrNybzh3SD2VUStCmJXfdi\nipeIWd6n2iZptYQ3TtKyT/bgkbg4iSxOIIc8FBZSxzPsZjX1lCLzLOP4I8u5n0m0k0cj7kRZp/nF\nQ5XDCu7mQyOOTDJawvKG5Iov++uJaKXrF+78GmSddE2+SnkpoJi3aebvBHkLRS6lgHdoZSaqbw2y\n25O07kWuXuz4di8ZVYLM8RBbqrvvOT0sds69I3pG1Nv3MvS9AoZcBTtmWXX63QL9b4X6r2DEPbDr\nZfhyEEQbkhvSKC7IHATZYyFnHOSMheyR+peImpdDyzLY8hKE1iTfi82HxuTl806AvGmweQTEI9Dz\nfsgbCpGytBY5OAO6yJ3n8DfamUcrX6MZfaIjL5F0i4XSWe5OromL+I4GNC7hl7zEW1RSk8KT271p\nislmJ+G0dMpb1DGT/jxHC6pQzrwmLSZzTCyT+XGV9tYMq2UO+jkkpQK6CODgCPqZwC/6wW+GwaYm\n+PXX8NkOWzlD98hC+KwSaIXfzYVV18DL38KOVqw8vb0PCuHnr4J/r4H3jAXY/14KT/wM1t4Cv5wN\nX27GwUjBSgGK4oZvNsGa3XDNkfDY53ofWrABfnoEPP2lQ3nx82EKCaoGGV5dDR+UwZ1TYP25cN9K\n+Ns6UF1Y+ugTZbDpdJhZBjWG9T4kAzY2gLEbWrJd84s1apLCiSgaLm84Qd9oqoyiaExwS5zpdnMa\nfmRgHi3czV5WE0Qyek8WGdzHUGazi8W0Grc3g6CxJ47IWpiegj9EDjMtk5Hy+iGGwe4SlN49yJ4v\nTmKYNyU5GmbRm3/QyL9o4h/I+MjnRdpZSDNvIaPveSPLMpqmIcsqeEkAPaQBe2kwxGrBV5tMc+Lb\nxTMOOvZ0AOKw5VcwZgHUv2d8wNkDw56HrhcbKkH4bqwO2IF+kHciZI+DrLG6F0qkClqWQ+sy2Pk2\ntK4CBD81hdTv7SUmUTOhzyzY90vwG2Van4aiG6Hxl4mHJW70P3GZvxOgm2Dr5UxkxrKXk4kKXHY6\nuiUdqJuAbuo5gbp9APiGTdQDV/AznucTNrAvAej67U+2H0OhkAwqiRPG40gDfUuMEHAEuXxp9Dtz\n2b5Jtxzn93N/q0ok5IWQJ2mhi/1FBPUQqeAu5BcrcP1QuHoQfL4HzvoQVtbY6sFa/shiePBzoAV2\ntcBjC+GhE+GnL9raEEXom1dPhf4FcNFTSb2qfXD+I3D6EfCPy+DTdfDb16CxjQOLCczAHW/Aglvh\nhc+hpRU+WwVPnQtyG2j2uSETzCEJviTTWsNw68fwwgp4/ES4ajDcsAg+20Wiv1a3wpvb4LrucPcG\nKAnonzOuacBqpNipRzfg07n6mCoTUzSO9kqc7YWfeCUaiPNhNMwlNLFRDuNxRYzekoGMio8Id9OD\nDbTzD+rwGH1XxU8QzQHYk1T1ocphBXd9EVP6r5IAKfSK00b34LwXg5PnjRcfg3mMar5mF28hU0gv\nrkclQAVPIFOQKKegJT1whLREe4KPvaLFUKQJSHyHZFAyksODlZZ6SfMqbNVbB42zYeRfYe/vYLgx\nexWthrqX9C8SjZ4F/rEQa4bgMmhfDvV/gj0rQGtMWj4yycVKkPqKK6YpQPb9oH5OPPPT5KUpzyJn\nlhOR70CV6ywAnvyzbN4fAkBLdKEL97GNa2nGh0amIzDbqY2O6Bn9ljkBvxXczfjX1LKPL7iBU5jF\nMr4yKBVIWuQqMgXkUEfU4uHiNAi8EAtxbqyE94NBNAPQdSWZbE1mdC+JL/Yr0I4zXy4CegeWe98A\n/HY0XDAI3iiDic/DtgZbXQ71B1zQMwfKyoCInvbQv6DsfphWAp+vduh3Qp8c0R3uPRuO+i2Ed5Ii\nH82DhV/Bny+HDX+BG5+Gtxel6qWIAczra+GTZXDzUTDzTaiuhV01cGQuLN1Cx5Y7WEHeyCtvhFO2\nwoxhMGsGrNoHNy+AHQaP//Ai+OYi+Os3htVeD9SmqVcAeZ8HTiiEs/MkzshTqAjDu81w7D7YEkNX\nUGRcsj4x6/EZOKSo3KZkUODycD670chN4EqYHBpRBPrZSs/8EDnslns6q92cBBXjIt3i5PTvRMeI\nWxl4UBjPvdSygQpeQMFDKdPJ40TWczEq+mZMSqIWAeTRMHeHAwPcZXMAkIkAgdhk4rHvUAO6617C\n0veS/PCt+LCZIk6y2idY7dL0VxhQBfmXJdMkDQJDILQcGh+F/ctBM4Df/EV9Qh0decfYwnEZUKaC\n/ydEQsPB2B4XQFOa8cXfJZZxPe38NYU+0cOp1roZH8Bf2Me71LIVTaA6nKx3sy4x34meEdtPZ72b\ndZnl19DIXXzFXUzFzWY+MD4aLQ4mpWSxk4iFkrFTLuGQl3+qcX6f6SE7CFURWaBcJKZ74OsWCDWT\napmb/SAdqBt6Y4rh1iNhei94dhUMfgqqm2zlxLqw1jd6IKzfBWozCas71Ao3vQSPXwRjloMaFsqZ\nokGGD968FW5+Cso3YxWhT7e0wQ1/hdfmwt9vg4uPg189BLudJlxF7xdD7n4BVjwLT78L1c2wYDkc\nPxiWrrOVO4Dlbs+bsxLmb4TfHgsrroInvoW/LoKK3bCwEq7sD9E4bKwh6aFjs9yzfHBqdzi7F5xU\nDCtb4N1auHMb7Davx/xugEnf+GQimpbYm+fsDImfK16mR+poUvx4XMntC1x4iaDS0cLOQ5XDuojp\n2PjHNiC2hiFJt6RbFGB3+rfXlYQINydwK23sYzWPo6CSR18mcD8ruJEQ5Yn2xHJ2m1O03K36KgUs\noo1fE+c7PU+w7AGLv70pFtA3xQL+bnCPB/d08J8BnrHWGxlrhOBbEF6sH9p25xvuNGyLAG6IuAZG\nD/tx+1YTit+BypyEWyLooBZnKPnMYT9HoKFa7riuY/V0MQGziPMo5kxWcDVxoyOno1vS7a9+sKtB\n7QuL9Fuc+hZQSC4PMpYP2MdsdlraOpsuDCXArVRZXBYBix96JORlVrab7RGJ+2ul5L5GKszqDhva\n4PHtpE6Ggg6m9g3wjGN6V7h1AgwugEeXwN+XQmuQ1IHABsj2+m84GQZ3hV89k7wuM2/+X+DDb+Bv\nb9v6icmz36rPL146U6jfSYT+61bg1ivghgvhj8/B029CzJWmnNAPH7sZJBl+/SicMgl+93OYdiPO\nHl7i19vt+fY8I61nETz0ExjbA276CPY0wdsXw8cVsKkeHl+R1C30w4zBcHY/mFoKi6rh3d3w4X6o\njZEEdLMNkb7xi2lxhrvh865wWmOINVIUjy+CrKh4FI1qVzcuYi8LCVqsdbvlvlQ65n//N1RHx7+1\ngHT6PRasO6PZV4CBFdztA4CbOKdzDSptLOQZXKgECHA6f2YVL7KPr7F75ziDu2bRM69PhwaFAaxk\nGyOQja/LiAOAfraWteRpZpqEWxuGyzUNWZqG7DqKWLwCCQ8u13A09X2I7yFOPVr0HiRpJC55CpJr\nCi7XFJAkYtpi4rHF+jm+BtAS1rYomvE5Jjtgm6Iik8UfkehBLf+Tkm8CX7f/Q915x0dRff3/vX1T\nSSAkQKgJJaAUExCli6IoiogFkCZSRLD3r70iIqKAKFhAREARUJpUARGUGjqEElpCIL0n22b398fM\n7M7MzgbU7+Pze86+5jUz955bpuznnjn33HOYTxm/UMjPKuBV8iuB2kZTbuBTfucZSrkk5esDux64\n12QxI7d1pQnVUMAfi53ZtOIPynmPfNxSWy8RT6HXxzRPtcpUEcDrtOG3cHFAqgWWNoPm6YG5aTxw\noTv0+VOyBddTt2jUMUYB7m0JL3SFcAtM2QyL0sHtVPMFSfyBB6gGfAHmvwDb9sPXq6Q0RV7rxvDb\nXGhzFxQUK+pxw5C74M3HIa0/VFQq6tcjnfRWzeGLKSLYj30Jjuq5S1IAc906cHwDdBwI+UVw6Q+o\n1wOq3Dr8eiAv52slemWaGXq3gRnDIbsY2jWE+jFw22dwrADuaSduqQ1gfSYsPwW/nIVyH2oQV4K7\nVn1jDxzXscHua+DVPFgsfxlIljdWkwdnQgRDnGWsFkTAt1mDozUBnDS0//9/hWoV4Sp1itYTGqA6\nl4+VIC//oUOpbiz46MdwPPhYw0IM2LFh5GE+J4sDnOUgRqwo4zEGQF2tmpHbkffKAcBCGg5O4cQA\nGn8UgXKiWselqAfASmOMpp7Y6YGFHnhNRXjYgoMFCLxGmOElTKRSzl34DBuwGl/BgBGn0YQYfeco\nMAd8YPA1xWzsgsnYBZN1HEYa42EPRv7Ew5942I2gCG2mXBghKB6/eM87YGMwF+mNW7MgR+YByGUB\nDXiBLDb405VAqwRjLxbSeJUjfE8+RQjSvapJN6+VtvVAWwZ0Zft6+VcaAC5i5D6ymEtDJmHnKUpw\nek00xsoOh4dqh2TlIgM6BCZFHYAb0iugIBFutcM6Sa/bJgw8Apy4jK66BfCDsx14qC081wUul4vm\nhasPigZKUudDql2C0kAF8qkt4OP5BKuDgONH4bsV8O5EGP9qID25CUx/BW4dAhWF6Edrv4I6+MQR\n6NUPxo6ALd/D5/Ng0rSAyaOW8h0wcy689RiMfBrSD0O3a2HD7xKDEtBBRC6hhrwQQL95t7ioa+Id\ncNu1YtYPD4HHC6uOwMdbYONJcHgJ0rkrgdt/L+V0uS2PmGYOgx/bwJI8WJyNWnVjN+Ezi502VFup\ncpqwhbkQPGY/yIv/x/9DppBOhSmkrEP3ry4lYOKoNX9UAr4yOK5yEDAj4MXMnQzATBhLmIsBM5FE\n0cI314YAACAASURBVJ8xADSiA4OZRxEXyOc0+ZymkBNUc7kG6V0t4cuAXZtUyjniX5gl9smkAvJA\nXQmEcSN2uhFGN8CIk9+pYDNu3kAgBzAQwUNEM4MqvqGCxwAHmMIwYgN8/pBcasoFfpI2MBCDlesx\n0wUrrxBBWzxk4mInDvYisAuBXBXoiWQlgRnk8i4VOEAziQgBsK1iH/UxEU5XCklXSe5ynTJYt2Qo\nTqo4ziY8Gh24kk8b0UjJEwq0QwN3zatY5Xy53nJMDCKP2b56fOWLZ4SjgqZWCyeqfbiclmArFwnU\n/QDrgDnnYHx9WHdKZOlbD9ZdJACq2klTIMYMEzrC4zfCngswcgHsOIn+xOtfkdql9HALJDWAo8ek\ndO0AALz1AWRsgzlfw/5D4pq2H2bC21PgwF5FH9Ac65FmEPABX8yBVSth5kdwYCuMnQjb/yAYeZww\nbQac2gNtm8GmLXBLJ9iwUcGj1LvrSe/KvBqA/oaW0LlZoNqYcGj9CmTkETx4qEwiUYM8OukS/yet\nodINr2To8HgMGCV7eqtgwes0Uy2YsdqdmMwmBI8Zm92JYPw/ZApZ4opRfHqEB+ndQa0DDxW9ROQL\n9j8znJ5EUpuvWISbKBKIZjBDOcZhVrCSkYxhOXOwYqIBjWlEN65nOAYM5JFJAaco5AQlnMTnj5Su\nBWrxPJlU8viNCqL81xfoSxSxXEctrqcW12OhDhXsooRdZPEtHk6r6rbRmQa8CwicYwguTiG+BXZp\ngLPhw6NqS48CUvluaQMDViy0J5yOhDOIGKYgUEEV6ZSzHwfpOMgknseoIocsfgdFfE8IDABKST6T\nn0hgBOc4pQvIHkzE0IIk7mQZb1JGrZB8NVnBaCX6miR8rQpH6w4gKHKSwo9LCTDA42KOPYJlxjq0\nNRs4lR/mtzDRnQhVAPb3BTDlXkj0wMVKuL0uzEwHlCoZaVBIjISne8KoTrDqMNwyFY5mSTzV1Cyp\nQzDYK9MIpLfvAMdOgjtHkY66TKkbXnkVZr4D3brB5GmQdQ4+nVLjq3b15IFLZ+C+e2DAAFj8DaxZ\nAy++CKWlatbycnh/Erz3HEx6Hz77DPH+gf7kqZ7ErsxTAH9kNAy7GSbcBxYLfPYzjJ8CZQ4Yfzds\newEe+wqW7FTUqR0Y7MH16kn1Y6+F3rFww0ZpMVmQLh4M0lqSsEqTaKljN+My28DsA7uLKlPAFcLf\npX9V5x5WWqTx11CzKWQoj2sQAFIZ9B/kelpSj09ZggcHTajPWAawgW3sZQ8mBFJpS096MpfpeKV4\nkFZcxBBFIk1JIIl6NKMOjSgnnwJOUsQJCjhFJRcwSv8eEx5uZz47eZYqcrBgJpZriaMDtUkjgsaU\ncZgS9lDGLio5iUkh1shfA0bsNGQctRnIJWZQguQyQEMJPIUPF4XM1L23Sum6pjwR6AzYaUo4HYmm\nA5FcRxiNADjBO+SyBkEKbhxKIgfwYqcv37CZ1ymW9OjqMmHcw9vsZhUZpKsAXMmnlOD1TA6vtJBJ\n2a9QendQB89wea1+Xy4+h5WGXjNJJiPNDCaaG8w8XUtc9r+gEH4uhB2lkCv6GJAvUi29SyA/80Yo\nqIKp6XDpYWgwU5oElUA7pQ680Avubgvf7IRPNohmf7qgHkLNogv86KdPHAVtU2D8U4p6tIuWfGIk\nxl27IDMTunSBDh2gWKmDV9HVLkfVp+homDzZSP/+Jh5/HH76SZ1vs8GJEzByJPz8M7RoAQWyIzED\noVUwMmnAt01reHQYPNgftuyBWd/DlnQNn1m0Kvrxddh4EJ7+Cpy+YJ4gkEeTb4PuTeHHu6DbT3Ba\n1qroDADh4VDZC54+C59cUudhDzg2AyDR/v//hKrxcoV/+a7V7tT11aDnbkCW3/Sc5FtxMZhr6EQj\n3mc1TqrpRCLDuZnvWM9xTvvLmxG4l37YsbKcRap6lF8AViCeBtSjKQkkU5dkwqhFEZkUcJJq8unE\neI6xgLq0J5YWlJJJEfspYD9lHMGHGz3dvUx16EwyL1DOES4wFbciSoyWEnkcLw4u8eVV329B9cbL\nacETqTaa05mF5PM7duphxM4FVnCR9cjBxWTSuqJtwxBs1GYH84Lq7sIwbESxhvlBErjM899Sy+h5\neVQex2AkERuNsZHosdEUC00w0cxgop7RQLYHznh8nHMZeTBKtA2XaW85JNuh0AXbC2FHEey4BBnF\n4NNI8NfGwNoB8NgGeCINbp4npt9YD168CW5oAjM3w2e/QnElNYN6TTp2rdSOfvrcWfDnH/DlV/4H\noyc7EBsLX30FAwdCSQl8+qlARoaPjAw4ccJNhX/dW03AHkpno68c6NbNxhdfWMjI8PHYYy5ycgK8\nI0YYGDvWTFERLFoEP/ygU4Ec60PHzt1sh3v6w4RR0DIZvvwevlwCF5VfAcpBQaojqjZ89Ty0SIQH\nJsPpPIK/ApRWMajzGyfAztEwco3oBkHXosYm8kbaoLwf/CcTJp9X5wUGAulhJRv/Z8B93bp1PPXU\nUwiCwJgxY3jxxRdV+QUFBQwbNozLly/j8Xh47rnneOihh4IbMhjghA85ioq8hFcJ9IAK7LVAL0vz\nEADlITShL4m8wlYqqKIfyQzkGqaymWwuqSDEjIANeIYH2cMBdrBXA+yhde4R2EmgGfVpRjtuxUoY\nxWSxj+8o5CgeHIqBJ7S1TDi1aMOjxNCSY0yngD26gK4sk8R4BKo4z7c1Pkwl6XmU006MhpHAjXzC\nMb7mIlvwYKI2bUjiLuqRRhZ/coL1FHPOX6cS3K3EMohJzOc1KhXrFJrQir48yBdMo1Lypa7Vgf8z\naxntfICJWKJoQBgNsdOAMBphoQlWmvjMGIGzPi9nBC+nXXDabeCMy0hmpYmsavB4IM4E3yWKixAH\nH4fLZfBaU3iwPtyyBWJM0LU2dIuHrnWhlhX+uATbz8OOC7A3C5xO2P4wNImBT7fDkYvw4s2QWAum\n/gLzNoOjioDUrNXd/x1wV746crr0jz54EB5+GPbtQ8MkPs1rrhF4/HErDzxgZuVKNyNH2vj1Vzfb\ntjlJSTGTkmKkZUszxcVeMjI8ZGS4OH7cTUaGuOXkCJo6Q5FFN9VqNfPyy9FMmBDBa6+V8cUXLnw+\nMBrh0KE6ZGf7yMryMXasQ1OPWXMuUmIijB0rbidPwqzZ8PMv0i0KpcbRAe/x98Fbj8Jjn8CPvwfn\n64F7eATseA7mp8MnO1EPHkGgDVFhUDYE3j4ObxxX56mAHiDN8N8Hd0EQaNWqFZs2bSIxMZFOnTqx\nePFiWrdu7ed58803cTqdvP/++xQUFNCqVStyc3Mxm9UjtsFggIM+xaeHaBJkNHmwhblUYbH0TIKU\n0juIAHo/9RhCQ57hD0qpYjStuJEGvMtWcqnUWb0q1lGPSJ5jMF/wE9lk6wC6GuTl9sS9h3okMojX\nqaSYY2ziMCsAXxCYq8saSOI2rmUo51jHaRYiKOYZZNJK+AAtGYubCs6y+Gqfq0qS1kszUYeefMhJ\nVpHJL6p8ARNmatOSm2nBLVRSyHE2ksleCT8CEvPNjKSYInbwq3TtkYzjWVawlFOcDZLalW2E0qVr\neVzYsGIlnkjqE0kCkSQSTgPsNMJGPawUInAeN+fxcAYvZ71eTgs+TjlMFPp8Aa+LGjNGPNDFBt83\nh+9y4bVMENz4815qDg83hd5rIVvWETugvg26JkDXetC1EbSpCwdyICkW6kthDYsq4dkfYMFmEJzo\ng/bVmDmGAnWtjbvin2y3Q2EhxMa6cbkCI4DR6ObOO8088YSF1q1NzJ5dxZw51eTlOene3crXX8eS\nknIRr1fsoMEAjRubSUmxkpJiIiXFJh3biIgwkJHhkrZqMjIcZGQ4OX3ahculhBV9cJfRr00bK19+\nGY8gGBg3rpCMDDf9+0eybFkdLl3y0rhxgaYes+q4d28LEybATTeJkv7nn0srciGgytGzfwd9tQtw\nXQdY8gGs3w3Pfg5Or6Yem7r8ksfFCdRR36M/ACjTzFArHEoeginH4MUD6jwV0AN0/XvgXuOE6u7d\nu2nevDlNmzYFYPDgwaxYsUIF7vXr1+fQoUMAlJWVUadOnSBg91M1AZ2VwwxmE147OKvxTx5Y7dKk\nt6SyAaUKJrCwbSC1GUZDJpJOMfAKnUjAxlNsxyVF0hY/1bXSuImLOFjAZh6iPx/wHQ4qdfnkNPFG\nCf6UctyUUcgyJtGXR4mjOVv4Epfkt0UuJ1v8RNGMzjyCDy+beZ1SLiArRWS+wAMJBnevQu/8V0nP\n9NFCBN15j7Ns4zibQDExKfM5qWQva9jNBprQgWvpzfUM4wg7OMw2SilHwMQutvMA4/mNPxEQ6Me9\nHOMYGVxA0JG6tZK7vLmwUYtI6hJNXaL8IF6fCOoRQZj03LJxkIWLE7jYQBVZuLiAQLk0QAiYNAEv\nRB2LyyGDuknlrOuZ2vBCAxh9EtbkEABOSV0y+QC4KuG3vtB7ueTfvBouVcDSXFiaLp5HmOD6ROiT\nDP+R/J57BPh8mOhgK7cE8ooht0jaF0NeEeTmQ14u5OZBXj4Ul3P1knvI/7ubdu0MZGQYcblEM9ha\ntWD0aDOPPRZBbq7AjBllLF1ajdsdaOT336spLIxiwAAzy5eLjtx9Pjfnz8P587B+vfoLMybGRKtW\nNlJS7KSk2Bk+PIbWrW00aWLjwgWXH+zFvbgVF8vvtxl5dDp2rJpu3UoZPz6ebdsS+PTTUiZPLmb3\n7gi6dAkjOdlNZqZyNLNQq5bAiBFWJkww4vF4mTXLw0MPCVRUKIFfukceApYvEKyW0aH9ByBtEHz5\nJvzxKTzwGmTmSvUoV38L8OoD0CgGen0otae1v1dK7RIGyoYwdh+B8KAQPAj9A6qx+MWLF2nUqJH/\nvGHDhuzatUvFM3bsWHr37k2DBg0oLy9nyZIloSssRQJ2pJHKAA6b6F7TLr44LodNJc07zVa/JO+U\nwPBOophIPA9xilJsTOcaynDyGIcRlxeJViWhpH8zAju5TBPOMow7mckqjDrqGO3iI3nz4cVOJLl4\nWcQsbmYA9/AGK/mSErKkGytgw0Q7+pNCd/aylAx+kwaLgF184EEEg7osxbux4sJMlSqMkj6FmlyV\nQdWEle68Qg4n2Mlaf1+U0rKSX8DMYU5xmFPUJp729OBBXuccZ9jDn5zmHJfJoyWd8OAhnoZ8xDc4\nJIsbJbgbsVKHGOKJIo5axBNNPFEkEEU8EVTg5hJV5FBNDtVsp4wsCriAizy8Qbp50R2A1Q/oQb7R\ntbbpCuuWWh6Y1xISrdD5NzhfHchTrRp1wLQ/wVUBW++BmxfAmcpAnsxX6YYtObDlTxjeWXSg5XDB\nve9CSTHER0NCNMRHQEIMxNeGNvWhV2tIqA3xdSChDoSHQX5hAOxz8yTwvyTtL0NeHuTmQn4+eDwK\n377S2wIe0tLMpKdbSEmp4vHHwxkyJII1a6oZPPgiu3dXKnjVZT/4wMd//tOA5cvPK94efbVLSYmH\nXbvEyVglWSwGkpPDSEmJICUlgp49w3nkkRhSUiJwOr1kZFRpNhfnzzv5/PNyVq68xGefNSU9vQEL\nFhTRpUsi/fr5mDGjDID27SOZMCGK+++PZP16B2PH5rF9u/zfsRAs3Ut7TThBIFiq10j0ZRUwaDw8\nOhz+mAMTJ8PSLajA+O6eMO5muP45cJajlsCrA3UpgR27OIkNEOYj4PrAQUBirwZdy+e/QDWCu0Hu\nQQ00adIkOnTowNatW8nMzKRPnz4cPHiQqCgds735b4IRcevUS9yUkjwESfNKSd5qdHEL4bxOPCPI\nogoz39KaHZTyCecwYsaEAZXjCvAPCtqFSgs5yOvcym10Zg17CbWgSUkB+d2EDyvVCKzjZ66hI/fz\nFJv4kdPspRHtuJkHyOUM3/MmVZQBFkySJYpcS+DYLB0H2pMB1osZD0b/asurIb0JVS9WbuJJyink\nd5YgD1na9rQTmjJdooRsfmEdW2hHB26lP30xUkgJA7mTapwsZg31qE9tYqlNLHWIoS4xxBFNJDYK\nqCSXci5TySUq2U8h53GRg5NK1BY66gnV0BGUtKHpgqR08eL8gHydHX5sB2tyYfAucMmLhRxqPuXx\np3+Cuxq2joBb5sBJeXGSdkLUAXtPw3dboEkd2DUNhr4tLp45rWe+qGzHDVYTxMeK4J9QG+LjIaEu\n1E+ADu2k8wSIj/cRFwdlZWZyc33k5RnIzRXIyxPP3303GoA777Qwe3Ypbdqc5/JlJ3qArjxfuTKf\nyZMb0rNnBL/9VqLgU/LqUYDP7UYC7UK0EFOvnk0C/Uhat46ib99YUlIiiIuzcOpUNRkZVRw4UIrH\nE8XkyYkATJ/eiIICJxMm1KNxYytz5hTRunUuubkCahWNPDorz82KvUY9pJXqZSzS0OcLYNdBWDID\nel4Hz00XF2NdmwRfPgt3/Acu5xAA4+oQdSluhVH6K9u1/A7g9FbI3BqYNP6bVCO4JyYmkpWV5T/P\nysqiYcOGKp4//viDV155BYDk5GSaNWvGiRMn6NhR4xMF4N431ZMGSmHVfyMM4LDitcuvixWT2QR2\nJz3MUXxojGUo+Rgw8QMN+ZoCFpCPCZvfVj7g4CkA1nqwKACfsI33uZNMcskgS5NvQm8lK0AV1ZiI\nxUUJAmbSOcxlcnmAh+jPKEooZAM/kIUYZ1SuR1bVyMNHoJ3AsZLELwUjAgZdwA6+plC6dgM3MxYB\n2MS3eDHqqmy0+m69PBcCf3CAbRwmicaMYYj0vWTmQe4in1LyKSeXco6TzxbOkkMVBbhwS4ObVqrX\n6uD1eIKsZlwSnyI8na76Rbzx4IBxdeHdJjDxCPyYHUj38+gAu3w853dwOWDzI9BnFhw/SwCsFSCf\nkQWt6sOk+bD/KCx8FaYthKnySlE980UJ+F1OyC6E7CuoXcCDweCmdm2BhAQj8fECCQk+4uNNjBwZ\nEPnMZmjUyEDXriY2bXJRWipQE8B7vTB16jleeKEBv/12ScOn7cPVkJrv8mUPly9XsnWr0quYmYgI\nEzfeGEO/fvUYMiSeFi3UX6kLFzYHID29kttuC6dnz3CcTnA4vDidBhwOn3Tuw+k04HQacTjkvRen\n0yPl+XA4TDidZhwOcRLc6QSHUwRshyCde8ApaxgskJ4OqXfD15Nhx1yYMBkWT4KnPoK9RwlI21cA\ndZmMUvwdu4lgHGzeC1J6BepZ9tZV3usrNhugjh07curUKc6dO0eDBg344YcfWLxYPamXkpLCpk2b\n6Nq1K7m5uZw4cYKkpCT9CuXgAPINkAdUO0p1GpgN4LGpnON3xsrsyDCGu4uJwMoX5rq8YChiHQ5M\nGm+TWrNKeQWsnhVMDgLT2Mkz9OY/rKaccpUKRqs6kdMrcWAklmqFD4hzlLCeDTzAYC5xmVOcw+tf\nwSoCkQkBWVDUWtWoH0zgiQtYcGOh+iq/0/QsZXowhDDqspxPVcv2tWVC+YhR8gmY8WLmOlpxCzdw\nmWIaEw/Au/xMDhUq9U4AkC3+drSmj3rWMno8Sht1OYC0s9oaCILhMAcAUwHcEV6Y0xzahkPX3+FU\nKerVoyjKKKVxjT37vK3gKoNNE+C2KXDkFEEAn5EJN3cQ+bdsg84PwrKPoFMLePgFqFRqRa5al+5W\nMIl7n89NYaGHwkI4dkz8A3XrZuHVVyOZOPECzz+fQN++Gdx6axSjR8cyb15DDhwoZ+3aAtauLeTA\ngTLFhcttwIIFFbz1VjPatjVw+HCphkevX1dHRqOVRo2MJCdHkpwcRVJSpHQcTXJyBD4fZGZWsn9/\nEUuXXqRZs3AGDxal99att2GxWLHbjdhsFsXegs1mkM7N2O1m6dxMTIxJOjdis4HdLkh5Xmw2D3a7\nQVFWnITW7p1OcLoQBwK3eNy8Kez6Fpath0UrCLaBlzFOaS0jY530IWGQpM0wA2qPlMqyoW75VVKN\n4G42m/n000+57bbbEASB0aNH07p1a+bMmQPAI488wssvv8yoUaNo3749Xq+XKVOmULt2bf0K5QuU\nSR6ZHASPdh6QlWLXWW38EGnioYoqmljsvGULY6inmH0mFyajvEglILmrSXQXUJNC4yCFrOEUT9KT\nd1jnh1Wl5K61YqnEiZ1IPAowMiPQiKZsZisNqc9ARrGUhXj86BGQ3JWklNwDaQE1jRejhAH6+nS9\nckrqzJ00oDnfM4NqxUqQK0nuevp3Eyaupy0305kyqlnODg5xkfvpTnsa8xi38TqrceLTlcr1rGW0\nwB7S5a8G2PXD1REkdbcOh6WtYWcR3PC7GD9UNyiGfBzK7FDCsYV/gMcJG1+A29+BA6dQS+5nYWL/\nQBtZ2dB9MMx6A3YtgwEj4PSZEO2ogF1fnx7wJeBR8Vx3nZllyxry4INn+fXXIoYPj6VFCwszZ15g\n5swL2O1eevWKpW/fWH744VqiokysW5fH2rWX2Lgxj5ISsS6nE2bMyOD551sxYsQf6AO4PvKEh5tJ\nSooiOTnav09OFveNGkWQn+8kM7OczMwyMjPLWbasgMzMKjIzKygudiEDxD33JDJ6dEe6d/+NNWu6\nkJNTSVlZKQEAsWiO0cnT8iiPtTw6Fj0GsIaBPQps0WAPh/Bo+HkupDQHtwt93biOakdFbo3krucc\nDf4xuP+ri5iY4wtI6nqmPxA0Cl4bDhsb+hhX6iHN5mNEmJn+5VVkGt2qhVAigKtXu2pNGrU280oe\nCwKv0ZUcSljIHqkrWr6AJD+BfuzhCEfJ8F+jCQ8vM5H5fE8xedzHQCIJZxHfoXTepWf/LrehR7cw\nkBLy2c/WGu+xnkomlR5cRw++YyZVVOgCurJsKLWMFQuduY6b6MgliljDHk6Q5+e/nVQisBFBGFYs\nTOMPXWDXl+jVwB6Kx+myBqtgIFgNowD2oXXg4xbw4kmYd0adpzpGJ08pwcvHBM4HdoLPxsGdb8De\nw4FyMVFwYTlE34gauB0wdjC8+x8Y/QSsXsMVgD0UqKM4F3lSUoxs3pzEhAkX+PnnAsDD8OG1efDB\nBG6/PV1RD/4ySUlWbr89jttvr0/37nU5dKiYtWtzWLs2h7NnSzh9eiCpqau4cEHtJyA+Pozk5DCS\nkqJJTq4lAXg0SUnRxMTYOHu2jMzMMs6cKZNAvJTMzDLOnSvH6RTQN40MvIujRrXi3Xfb06/f7xw4\nUEJW1l3ceONvZGdXowbyUHbveqCtd3x1AK/Eo1lTIaUlDHoMjm+GG+6FzGwCWKaU4JXWORrXBYn1\nIHsKbM+E7tMJtoVXmGXy7P+AKeR/nWQJPZTpj9wj6byFDdYnwnO5BgZEm2lrgRvyXeR5LRhN4myD\noIhMjjGgGxerCp4Y1TdxFNOmsI+Z9OY4RezhvCSpKvlkWV6gHDdWIlXmiQ1JAIxcoBQTJhawkvvo\ny0jGMJ9vqfa7Bg7o8WXSmkQGboeAFxNujFc0hdSWv5ZUOnELc5lDKW5QAKfYfvCx1lQxDBs9SaMn\nHThFDp+xhrMU+YdLuWwhbhKozWz28Da3cgfXspRMXeldLhMK/LXeHnUtYQSz6NAL0HppRACbANOb\nwU214eZdcLiYYHWLEsTR5Glt0OVjAm0s3wruCljzJtz9IuzcL6aXOKCyGhpEI668VEjnX34Fh/bB\njwuhYxt46029+Ody2CZlg6HA3kOTJlbWr0/ixRfP8vPP+f70JUsuMHVqEsnJBjIzZWfw+PdnzpQx\na1YBs2Ydxm430aNHHLff3ojFi7tQq5aVOnXsnD9/P1OnppOcXIukpFokJUXjdAqcOVNKZmYJmZkl\nbNlyjq++KuHMmVJyciqoGYdk14laEt+Lp5++jieeuIZevVZz6pToIqS83EVUlPyg3Dr1yACiPFdO\nphLiWNaBaCde5fpRTbq+/jLcmAY9+0N5FXw2F14cA+NeI6BvV84lylUpzyVTSoOkmw1TWtUozTX/\nC8j874K78hNY27rmeTeJgE3N4YPLMCIWnBjoleOjSvZFbvL4da4gWtOEMgMMNVmppVIEJrGbt+nC\neUrIo1RXzQFQjpNwwlVqltY05wiZ/nZMePiRtdzFTYxhNF+zgCpKr9iPQL9FwPdhQsBwVWoZ8TrN\ntKAVt3AX8/mSUop1gbwmnXs4UfQijRtpzyHO8hHLuExxkAQug3MRLqIJx4GB9/mTqdxCBpWkS23r\nqWVCTaoq+ykDu+AR+xUUZFrsfOD9ESDJDD+2hdMV0PE3KNdTtyi3UIuF0DlGUY8bVm2HkdWw4gO4\n9znYLn70kXEGUpIg50Jwnbv+gE43wJJF0HElDBsmLvtXNxKK1MBerx5s2tScKVOyWbAgX5XvdMK8\neVk8+mhjnnvusKa8si0PDoeHDRvOcfp0EZcvVzB58g3+FqOirCxadEySwEsoK3P5y/01Cti2q0kE\n2Lff7sz997ege/efyM52+XPLylxERxsVZZX1aAcLvcEj1IByJQpI8o88AsMHQ7c+UC7FW53+OZza\nC29Nh4sFimJ6l+lWH/vVMkrDHhDBXTtm/U0KFSPlf460Ok7tH8sDDazwaxv4Lh9G1YFMJ9xzAarc\nAdsgr2DG4zb5Ad7jEYFAKRHKJEgA4kGdr5eeQTnfcZzn6YZJIykr+SpwEIHdX96DibYkcVhaqi/4\nQcvMKraQzhEe4WGiqRMEcNrjQL/NEtga8UrWMlezNaYp/bmfhXxHLoUh25OvSQnssUQzgFt5mdFY\nsTOJxcxnY43ALmCmCBe1CEPARAHVfMgeXiSVuldUQIYGen++QhUjdlrWrxvETX5/3DCgNvzZAeZl\nw6D9UK50tat8z9Ck6+XpHevkrdsBD74Ky6dCr1QxLSMTUmS3sjruAnJz4eZb4NQp2LMHrr1WZvRo\n9lr9emAfG+tlw4ZWzJuXy6xZlzX5YufmzDnNyJGNCQvzEgrYmzWL4oUXrmHv3vvYu/c+P7B/8YW4\nOLFuXRtLl55i//4cyspkT2hasHTXsGlvnLq8weBm5szu3HFHU7p3X0p2dqmqbFmZWwJ35T3SVrRZ\niQAAIABJREFUa1P7oLVpWgo1h6HmHzgQXnsVbusLubKFFVBUDPMWw3NjCcYyrYZVaaQkiIFZAOzm\n4Dzdd/Vv0L8L7vL9026K9LpG2NQBdpTA0DjRleqE8yD4+U3+TQnwgsesA/BaQL86gF/JBc5Tzhg6\nqniUfOW4CZPiawqYCSOS+sRxjBzd+jeym63s5hFGUYcEHR5xc2H1L8eXN9EU0hiyjHKrS0PuZxhL\nWMoFLunyOKWVox7FddUhnkH041lG4cTDmyxgEb+RRzUubCrHXHpgXIiLWtj99aZTzDLO8jppGLGo\nQFtPx66ng9far6ukdo9av272wNRG8HFTuGs/fHoW9X9VT2rXS9dOoGqPQ+T9+ifc/ywsmQZ9OkPG\naUhpSvAXg6IejxuefhrefBM2b/YxaJCPYJDRB/bISIG1a1uxbl0hkyad1eETVRhnz5aya1eBZHUS\nqLdpUzvPP9+K3bv7s3PnXTRtGsk33xwjO7ucFStOEx//Ob//foGlS0/Qvn0ct9xST9Mn5VZN8M1V\nbtUhynkwm718++1ttG1bh969l1BQUK4BCjdlZU4J3JU3sZrg+xQKrD1BdarLa8sE+tyrl+jO4M47\n4UwmAfCV2D76FEbcB3HROs04UKv/FO+BwSta34RZgvOC3sm/Sf8uuCtHM09weqwFNtwIBS7oWwde\nPgcfZKMZ/BXSmlxcKdWpqg0A91+lGaTTijrcRLKuVF2Gi0iFbrgNTcngIh4CgUe0ZXawn9X8xiMM\nox4NVf3U77uYbsCAL7TRs59qU4dhjGAlq8nkjG5d2gnVhiQwkgE8xlAKKOEN5rKC7ZRRhVYlpVXj\nKPNLcVILGwYC+vrFnOcyTp6kdciBQY8Eb0Ado6RQ6phEC2xtDSlhkLYbdoey3tNK35p6/infbzvh\nngmw8CNIbgwpyQQLjfLEqeJxLlwIffp4mDTJzNSpNkTNoxaMAmSzGVixoiUHD1bywgvyc9aTUMXz\nWbNOMnFiSxo3tvLss9ewa9cd7N59N8nJ0bz00k4SE+dx4kQxr7/eienT0xkwYCX5+eXExtq5fLmS\nZ57ZxPTpfTCblXDxV9EnmNdu97F8+d3ExNjp2/dH6atA3XfwUF7uJCrKokpT16u95lBp2rmLmqlD\nB4EffvAxaBAcOKB/OZeyYckKeHKMlK5nE+EOPjYaoMqpUMuE4Psn9O+rZbRfaRJF+mBtF0iwQasI\nGHwIFulFT/eX1QFET2gllVKKvhIJmKjEwHvsYiTtaEotddOYqMBJpELl0IGmHOKcbv1KUNzHUZbx\nC2MYTGOa6fIElzVSw4oWACKIYQSj+JXNHOWYPz1UvU1oyjjuZzT3co6LvMWXbGAn1ThrHAyDVUfy\nQOajCjdRGlXW+xzlWmpxN/Vq7L9cV6j+yvFLAwnirk8k7EmB1SVw12Eo8qjztfw1HouduPJxDXk7\n9sFdj8DjI6FPD02ZGv6wBw966NixgmuuMbBxYyR162r/miI4mc0elixpSl6eh0cfzdSpKXBB8fE2\nBg6sT9++9UlLq8P58/fTsmU0L7+8l/r15zN+/DZOnChg7dr+PPBAc264YTFff33EXz421k5xcRUr\nV54kK6uMiRPT+MfipFQ2KsrK2rWDKStzcs89S3A4Qj04WeeuZ0xwNQj49/qalGRg9WobEyYIbN1a\nM++U6TB+BETLi/L1uqV554wGqHJJ4H61wsRfpH93QjUEhZlgdXfoXAcuVEGfvXBUtqhRToRre+sx\ngUl99R6PCZNV36TQz3MFSV6egM2inC/Zz0vcyPNswInoJsCERwJ3UaVgxce1NOR7tl3V9R7iDE5+\nYgT38iMrOMEpQN/eXSZxhara5l4+DyOMhxjJbvawl3Td8vJ1p5BMb7oSRRSb2cmXrMCjqU/d7tXY\n1os8JTiJxU4xAQmsGoGXOcxnpHKCag4pTELVddQwMOsM5EbgjQQYXRsGn4VtBcHl/jKFkpxqmhyT\nKC4WUltCWiu4rXsg3ZcPv/4GR4/C0SNw9LC4D0ygBiosLoZ+/Sp46y0re/fGc999eezZE5hYNBjg\nm2+aYjTC8OEn8HrVHWnRIpxu3WrRrVsM3bvHERdnZceOfLZvF6WktLRVpKfnyj1j0KDmzJjRlRkz\nDjJ58k4EQRYgxP9UbKydCxfEqB1PPbWRbduGs2jRQfLzq/gnFBdnZd26YezceZHHH18vWdfIQUu1\n98UigbtZlaZP2ryaeENTfLyB9esjeOcdN8uWaXwA6MhYZ8/D2k0wYQRMniMl6uGVggxeqHaJAbr9\n/Cad439A/+vgbjXCih7QMx4Ol0Df3ZAj35i/0TvZL/zVklJRoEfbyKINcTzG9XykAO8KnERIapmW\n1OcypZRxdS+9CQ+nOcdcljCK+1nFOg5xNCSwGzCAZDOj7bsVKyMYxglO8jvbQ5a/hhR60R0TJn5l\nB/s5iRffVYH31VIJDmKwgeY+XKCa9znFB6QwlCMU6aCjCU/IvpjMgkpyr2uERY3F9z/tFOQ6dIv9\ndbIQkMJDHQMJ8ZDWGFKTIa2lGIS6VqS4eKlzuwBfaRn8ug3mfAPXJMP1nWDUCGjTBioqRLe0R4/C\n0aMWjh71cvSoGHrutdcq2bvXwerVCfznP8XMnSsC7KxZiTRsaKFv3+MAdOoUS7duERKg16K6WmD7\n9kK2by/i449Pc/RoIT6f+F4//ngrcnNlD5FWZs3qQVpaXfr1W8XevXnooVZsrJ2DB8Wbm5FRyIIF\nR3jvvZsZN27V377FDRtGs2HDMJYtO8Frr/2muflaEtPKylzUrRtWA99/j6KiYO3aKL77zs2cOV6u\nFoTenw6bf4Lp86H6Kj4ojGZwe8DjBasZXFpz8P8C/a+Cu9kAq3pDn/qwJRfu3g7lWrt3P7Nemgbs\nzDV/w8ggrlycpG4ioLxR0lcc5AN6cScprEX8bJXVMiYE2tOEA5KVTKhBQo9yuMDXLGAUQ7FjY5+0\neEpLsjeW4OsxMYSh5JPLJtaiHe6NGLmOtvSgBw4c/MpWjpCJD9knkVn1FWBCNCc1K+YN5LRAm8Em\np3JaCQ5i/Y6u1bSNQlKI5gNaMJ5jundJr26ZzBYBl2Cmmw0W14H5pfDGRcVdUZqQ/RepQSykNYLU\nRpDWDNKSwW6F9JOw7wQs3ggvzoAebeGNR+DnjXBDB5i9CL74Bo5shnFPwYYNBOzsfdCwIVxzjbjd\ncAOMHm2hTRsrZWU+jh51c+yYi2+/reDrr+Po08dGebmHsWNj+fjjXFavTuH66yM4e9bB9u0lLF2a\nz1NPZZCVVaG4CTLCiPbbtWtbKSx00qtXQ775piurV58nNXUp1dV6I6NYJibGRnFxAKneeut3MjLG\nk5rakPT07L98L1u0qM2GDcOZOXMv06btunIBicrLXSQlxejkaIFe7/zqIc5qhZ9+imLXLg9vveXS\nqY+QzryOn4U/9sGYQTDzO51mNedGozicVkuqGdf/wFLSfxfcFSu0jBb45Q7o0wAWnYeH0sFtICCx\nmzVl5N7KoackYJejOZkUQC8D1pXAvOauBsr5EJjG77zPbZwhl0wu40XAixcbZq6jCZ+zzg/soYJ8\nKEm2jc/nEl8xl1GMJAwrf+qodgyKN0quz4CBgQzGgYNVrFDlmTGTSke60Y0CiljJKs5KgTMCX34m\nSVo2+8tqAR6Q1FBKPzd6rhLEtDKqqY015AD3FWf5iLY8RSM+0jhpUw4m/pkg6R2Q1TIvRBl4JtzE\nqEIva0tM6rfXjfpc+2YLIfIU6Y0jITUB0hpAan1ROjcaYN8ZSM+Eb7bCE3PhXA5+oL6jIyz7AApL\n4N5nYcwA+PMgvD0DfG5YvhYmjoW33yPwHguQfRGys2H9emVHPDRu7PGDfps2Zo4fdzN4cMDD6tNP\nJ1Bd7WXlymJOnXJQUODEYDDTunU0cXFWCgqqyM+vwuGQG3Njt9uw2Uy8804aQ4Y0YcyYP1i37jwi\nUulBgHgzY2PDKC52EpCgnbz66lZmzryNrl3n65QLTe3bJ/DLL4N49dXfmDfvIPoSuHalqZhWViZI\nOvdQLgeU/HqrTUOtVg3sjUYL330XS3ExPPaYK0Q9murkqqQ/1aTZ8NNsmL0c3L5Aur8KBf4ZDOD1\ngcMNYeFQVqlzef8Qnf99yV1qcXM/6NlAikRymGD/DEqA11PRSFGcZJJXqcoBPpSkVL1opXO9dL0B\nIZ9K5vAHT9KD1/mJcgQqcdKSeCwYyeGy1FW9QSbQT738IoqYyxeMZBTh2PiVjap8Az5J4x4oeyf3\nEI6dRXzj18bbsJFGF26gC1lk8QPfc5Fsf2tKKV2WzuW+ySAeCuCV/ZGla7VzMxPFOIitwa7dC7zK\nSb6lPUeoYg0BxbOeP3u5nTpmL7PDIogzGOlU4CLLaZIGeYWNu3YxiHJBoth5VV6zcEirA6lxkBYv\ngrlHgH0XYd8F+OJP2LcYsi+hNm2TqGMb+HAUxMfAi7Ng9VZ4dADc2AFuHAI+o9jOh5/D78vhwxlQ\nXe6/MB0SL+DCBbhwwc3atQHrl6lTw7FafcyZU0xcHNStC3FxBurWNZKUZKdzZwtxcXHUrWslLs5M\n3bpWPB4v+fkuCgqcJCbaMRoNdOoUR/v2aykslD1VyTfOjfqGiX0RJ1TdKt55844xfnwaQ4e2Z+HC\ng3oXEkRduzZk+fL7mDBhI8uWnSQYMJV/bq1LAXlC1RaCRw/E0eRfGeZmzIgiLs7A7bdXS1GodEgZ\noFsmBWDvOwzHTsPwATBXq7nSdMtoCoC7XV61L/P9l1ap/rvgLj2HXffB9fHw5G6YcRbtQF2z1K6Q\n0ENJ7UpQDRUEQ8sTSveu5DvEeXZQm0e5iWmsoRIHXWnJIUklU5PErgfqyuMyyviGOQxlFGFYWUvg\n7TBgkABcrOsm7iCBeixkDuAkigg60pOOdOY0J1nAV+ST629B2Y4eeGspFE8okJf7VU4ViUSHrBdE\nh2svcZSZtOM0xziBS5WvnFg1GQU6mC18banFKpeHQZUOqpEkduUkq3KuTTMBbwCSIyAtDNJiIDUW\nUmuLwTX25UF6DszYB+mX4VIJQV4gFZ86YIKkBHhvMHRPgTe+hW9+AaEKeqbCG+Ohy3CoUFzSyfOw\nYy88PBxmfSZfmP9ir2QEBUBampVJk4o5etSF2uRR71h8FpGRXurWNZGUZGXTJnGGt0WLKLp2TWDl\nStmvux7A469PBHcl6oDP5+GJJ35l6dK7WbHiNBUV6uenpb59mzF//h0MHbqaTZvkACB6sKMFgUBa\nWZlXkty10re2rFbsDQX8aqn91Vdj6NLFSq9eVTidoQYOTVE9tYsJJn0JX70D89eDoPkCVXbBaJXU\nMm7JYua/LLUrm/13yA7HhkDrWBi8A37IJuBURymlKx3n+P2/BwJrgxrYbXan33mYEqBtuNCXzAW0\nKpSaJHgIANoKdvM8/RhIByqppjMpzGGZvy2RVw3oemCuThP5nThZyGwG8TD3ci9rWIwPLybJL6QZ\ngeu5iVa04TtmEoGVm7iVa+lIBgeZz8eUUijVqQZeCJbOxTS1bl2W6PV59fIC5otlVBKLTXLQZtLw\nB87P42QGp/iYljzIEUoUfbQpTDGHUpunjXV43lvCTwY3BrsZm9mEsxq8dgIALzkNM4ZBSzOkmiEt\nHFIj4LpIKHZDeinsK4KpGZCeD3kVqBeYKN89M6LaRXFcJw5e6wdDu8Anq2H0LKiqBAzQpAl8PwmG\nvQ1nLktlwvDj7QezYfFMmP0NCAHHhyodvEjKf7k4OhmNkJpqZd8+o6JS7WcJmnJuKirA4RCYPbs1\nn312jokTD9OtW23mzbuOe+9tzJNP7qOkRHaIEgzsYCE21kZxsYHAZ7WYvnNnMZs2ZfPyy914+eU/\nCWWS+MADLZkx4ybuvvsXdu7MQ//zXHsN2jwLZWVGoqKsivIWxV4L8jWrX9TlzYwbF81DD4XRtWsV\nZWV6POhHbFI6OjQH8rcdEUMo3ncr/LBV4lE6BZOODWbxS9bhgbBIRLe/es7D/gH9q+BeOQ7CzfDZ\nCagQoE+iqGd3W8BtBJdX3Lst4DKB2wRuK7hNPlwmAbdJwGAR8IEf2E1mTxCwK0G1puDXAZ4rq2YC\nKhKBr1nLKwwhhkgAMjmr+7WgD+Q1q2oEKlnCbAYykoGMZBXfYJTa7UAn0ujKWhbRmztpQTuOsJN5\nvE8lZVK9+qRUwfxV0ppghqIKKomRol5diTZxkTZE8x7JPMVJVV4ERt6lAc2xcTc5nDb6MJsVfoSk\nd6Cl2UCaxUCqEdKs0N4KeR7YVwHpFfBeFuwvhELtwkMBfelLefOk/3aYBZ68GZ7tDYt3QZtXxfB2\nMsaGR8LP78IHP8Cm/eg+gF2HIesS3D8Qvv8xuI1gCT4ALC1bGsjP91FUZNYyXYHcfPnlNTidPp54\nIgMws317Ge3bb2Py5NYcPnw748btYe3aS7qlLRYjVquJykoDegPASy/t5vDhB5g79ySnTxcGlR83\n7hpef/16+vRZweHDwRGZtNcpkr40Xl7uU+jc1XnBA0JoCV3Le889kbzxRiQ9elSSm2vW4SF0KD6t\nzt0SOJ60ACZPgCU7EM08lWXlOUez+DSdgqSWMeu08Q8Ng/5VcA+XWmsQDo+2BItRDCtmMUnHRnEv\nb1YDWIw+LAawYMJqMGE12BB8PlyAG58kp3jx4FNsXtz4EKRpT4+0FzdBsfdJe0HB4ZFqCxwLePHh\nwYMXn/Tpm85xetMJgEbUwYUbH07ceBBw4MGDDzc+jQnjldQ0AD4EVjKH23mI+3gED25a0pZWpJHL\nBfrzEAfZxjzewkGlVEfNVJMlypVIqZeviSqopBb2GtUySvqMDD6mI+NowBxyAGiOnU9oxj6quI8z\nlGHFhonmRgvXmm20NVlpZ7VxjcnERcHHfo+XvU6BFcUm9lcZKHGhVq340McMCH77FXlGC4xIhbdv\ngT/Pwo1T4XROcLm5T8DBs/DJT4T8kscEU76Ed56C739WpGsCLesBfKdOBvbsuXqTPJneeqsJbdpE\ncNNN+xGEQNmqKjdPPJHB8uWXmDu3I5s35/HMM4coK1OvP4iNtVNSovzMUH8tXL7sZsqUw0yb1o3+\n/deoyr744nWMG9eGnj1XkJlZRuhgoFcruUN0tAV9UP97knvPnhZmz46mb98qMjP/IrArq9LmW2Dt\nHnjPC/26w+rdmrLSsVGS3Ks9Ergr8oK6+zfpXwV3lyCC+Sun4Zjys1fvM8cM2D3IE6dywGyTWfxo\nDzd7CTe6sOHFhkAYPsJxY8WLHR8WDFjxYcWHDR9WvIQhOqkV08GMAQtgxYBFKiNqggyYMGHBjAUw\nYsKCAbO0mTD5bdwBHmcUl7ks8Ys/MxbE5U4ePLilzaXaCzhx+9PceHEo8l3kcYKuDMKoWEh8hj85\nxlbcODCCKmR2yNWdinTRN7uS36Uqq3X5a1XkyS6KtaoWOc2Nk2jskooqtFomUL/AO+znc27kNCVE\nYuU5mrOCQk5TzevE04ZwmmMnGzcHjW4O4WKlt4oDbi+FkstfQTDhMZnwWm3iTJVZEQxbqd+WF8Yp\n85SufKW82xvBB92guAruXwK7zklllFoBB7w0AJo1gB6vEdCYaNuTBN5f9sBkK9xyC2za6n8wIr+A\netJWoabp1An27gW1Skah81Hp3MW/8+jRkQwdWpsuXU5QVRWp4QkD3GzdWkW7drv48MNkDh3qw5gx\nB9i0KbASTFTJuIFo9NUuHqZPz2TMmBT69k1h3Tpx5Js8uQN33plI9+6bRHfHROuUvZIUrwbusjKj\nBO5hKAFaT82iztPyiHzt21tZsiSCwYMF9u+PVHdDNkzTA3Wtz3ZQ45eCd9JyeOVBWH1Iv6whQlLL\nCKK1DFE67fxfAvcj5bC7BBakwg3potpFdWPkHtmliVMdYLdZZTASqELAiQcbLipDqFKUATxCqVtq\nUt1oVSpy+hDuYR/p7GEnA7mXYgpYw884KFGoZbyYMWPDJIG9FRtGaR9Is2LGhBULVmlIsRJGFGas\nnGU3yYhe+rwItOUWEkmhmIsUky1tOQgKnX8oO3Tx9grordDVt18PmErq8cj5gTRxuIrCTBmyi7Vg\nkJefnxMbpVQxmwym0sFf7/VEEg0co5yVFHEMF+WSy2MXNgSjCcFswmoXUVAO2uHBiRcbYAK7IVgt\nLVslyCEeNZRWB6Z0hHph8NI2WHUCKTq7oqxE/TrCY33g+jelcOx65v0KydwHfPgtvPgobNquw6ss\no/jq6NgRli6FYH28Hpnp29fCu+/WoUeP8+TlaT8jZPWKeFxR4ebRR8/Qp08BX399Hb/8ksfzz2dQ\nUSEQGxtFcbE82aosF6jL5YKnnz7AJ5+k0aFDIdOnX0eHDjH06LGFoiKtHl9uv6Zz0ANsp1M0HbRa\nw3G5fOgDvPZcCfCB9GbNDKxZE8HEiQJbtmj6p7SG0ejIQ0ru2nwJy5bvgXeGwU3tYUsmQcBtNIHP\nAA6fGOFJF9iv7FC1Rvp3de4CLL4MDSPh1SRxEYpqxAMVsFvtTpVu3WZVTloK2KT4pUrQtWomNvWA\nXY7IJN4ANajrldOmXU8nEqjL13yGBzdfM40e3MqjPMkmfuIke/3ljDhwI6paZF90ejp47bFMbbgN\nC1a28AFgIJK6xNCQGBrTmDa041aiaUAVRRSTTYkf8LMp5RJuSQwMZS2jBXo9c0itr/cAaKsXNwGU\nU0ldLDiovKIapyEm7qUNfWjiTztDJZ9zlh3+gCAmab5ARk8nAmZcRqvinXFKfoWsIsCbzVIgD0Pw\nH0QJ0lJeswh4ry30qAtvpsO84yAoV67L0r7EnxILc4fD3bMhpwr1v0h7yYpJ2cUb4N3HIDUV0o8R\nUGNL+VoyG6BdOzE4c4CUnVKucbeQmurj229juPvuQk6dMqEGOlBbyASON26spm3bPUyb9v+ou+94\nOar6f/zPLXf39vRGGkiCEIqICYQOIlUBFVAEG0pRAQWU7ucD2AELoiJIUZQioCBFeomUkNAhQMBQ\nEhLSy81Ncsvend3vH7Nzd3bv3gvC58fj5zuPm5k5533OzE55zWte533OmeSFF3b1ta+9rKEhac2a\nIFZHtCy/WJJJnnmmy9ChWZ2dh3rggRX22mu29evfDe18d5JMZOvWBVpaslatStTw6U+aqZRnRo5M\nu+eetB//OOFvf4uVqZZfoiLvxN7ju6sC+UKGn/2Tsw/loV/0LZuop5CgMwg7xfVRMf7bmPsGNLVy\n9Fs8tzX/LPBED9JF6kNGnkzlpesCmfpcRex6fIo8arPyd55mr9K/lk9/UTJR3jhj7G1Pf/FrGWs1\nlPJnu9lCs+3jK7aylUddrVN7RfnI3o3uHubX29aBHnaOxtLTX7DAagus9livX0JSszGabWyQCT5k\nO4McrMlIGyzXZpG13tLmLassts5SRYUK8C1LL+XlQJNm15pVCTqsM1zKKp0V4Bwfzne4Fgf6qKkm\nutdr/uRZ2xrjXLPsYLzjbe4Y41zpDTNLk5tk5XTL9NaT1a07WRqVM5MSZFJS6Xx57Pf67pDRRxE1\n9anyNHwlgB+K74/jS6P59XyOfoiO9WhSGZQSk08GZbn1q5xxP7OWCz+nG1TO8qS8j97yWXoCfnUj\npx3H4WeplGOyse1SXVtNYcHCMPhAWjk+vhhvWAy1ookTe9x2W9pxx+U8/niEDhHbrh5NsW8oZXs7\nRx+9xAEHbPCXv2ytsTFpwYJuO+44wbhxKePGZY0bl4ktM0aPzli9Oh9OoYkXX+zW3d3knRt+3w1j\nj6fR3l7U2jrIqlXFmF91mf609nBYgTvv5LrrwiF8B9TT1UirxeKpLdeUfK99gfMOYYetmL0klldP\nsiEE9y6laJnmWL3Rfv6rmDsa61iW54Sl/GUs2y7L60yVOyRVSzBxwK0ON4wz9Xdm5ZUAnilNpj0Q\nQ69Ob5Z1iC+6zw02WCxTBdJt5vm7c01zkMOcZ7a/eKs03ss7xblH+4jbh33GCs9b7zWpqjrilpfS\nYYEOC8QH0kxKa7SxVhNKoL+7jxqvwVDtFltrkdUWWWuhNRZaa00Fc4/+j/YbD4Os1tCj37FBuyGl\nycqr9fbBhtjPDra1iYe87DQ3apf3HZ8wy3wpgVkWmmmJnY1xvM19TeAKr3vMBlm53n3mYhOi975o\nMgTpoHdKvkx9d++YNAXZEODzCfXdfGcU3x3JDcuZMpsVEVOPy9lUhEomA67/NHe/yR/nxHy7apSj\nLLHEnrLL7+GsL/OhTXnjrb75lOuaOo0nn1dmclH9VY2vQ4Zw1111zj+fW26pFTIZZ+7V8e1xRl7n\n/vvzLrpopZ//fCNDh6bNnLml++9v9+KLXRYtynniiTUWLcpZtChn8eIePT3hgQwfnnbllR8yc+bH\nHHHE6+bNe6cBf95dpExkIbg3CpXquM9AzD20TIabb+appzn3PJXYX4uhq5FWC+RV5VeBfD7DBTM4\nc18+fa3ydUyRrA87unUpNajW16jnv465l274v/cUfbqn6PwhCd/Ldfd2RKqOW4+z7WidMpOupaln\nS42E7y8Ustqv4CBf8brnzPdE79QVUR3lZc7zrvG2x+3imyaZ6imX6ba2ynfgXqt1Wk12sMec2Pt7\n+rNarD8oUc0ur+ryquXiXfyzmmyi1QQtNjbGJwwyXkaz9l4tf6HVFltlsQ3WlMqVAT3S26tBvtNa\ng9RXxLoPMtzH7WpLkzzseee5yrpS+Vb1tjbapR6TUegt86T5ZlloZxN8x+aOkne5+WZrR0Ykz0TH\n1V1KDZIp0pkKqYZQj5dO+1I644dDEmZ3svO/mbde+ECl1NbjY5LMT6aSreO7jwof8Lj8XQuk45JL\n6eFdn+eyOznlCE64KOZbDeBppk3jyRdVviSqQD6b5R//CFnpb34T3jmh1dLn46AXH3uG1tbAcce1\n+M53Ws2ZE740Tz99pa22qnPAAU2efbbH9de3W7w4qi86aaGtXJl38MFv+sY3hnvssSnrYbpKAAAg\nAElEQVTOOGOxq67qLwQysncP8GHETHQiamnrtetMJvnzn8NB3L51ij4NnxVV9AfatUA+YtUDMft6\nrnqe7+/DVhN4cXV5/4lUSZYRC4WsJc28D/tgwb2uqKmpQCovU9/ttKDgieYWMxpzHk2GIwn2B+gD\nMe5a2jv6sPqBwX1gv6n206jeg67RUuPrIKorXOZ1e84jvunDvugAv/KS31lixjuCe2STfNlKD0h5\nVUuf3He2WpEzZZmlU96zVnvWiphfQosWG2uyscE2McE2Wk2QkinJOgut9rbVFltjkQ3Wxc5UWE/O\nGkNltVin1SjT7WOyKWab5VfusEGPNFpKbHtrG3vNYkmrS2lliScv5UmvecKbdjLRqaZYo9vl3vR0\nad/Rb83EJJvuZEaQSQsyKbn6ENz3CBqcm8pqCwKHr+sxsytJQ4a6WMNrde/UWATL4WM4bDO2v4d8\na2VehaQSEdaeWFo8P8/FDzL3Is67iRWrqnxjwD31o1x1JwbX9kkUuPoPLF3JqT8QBcJUyTdxsIuH\nJIYhvaNHc9JJSUcfXefuuwOf/GSXt9/u8dprDX7960B3d2DChJyTT240Z87mbrml04UXrvPqq/GX\nRnn90ksLHn54ueuvH2O//YY79thV2tr6mzZioAbWSsll3bq0lpZW4SfLAAHgVY2iv76IUWPZ73AK\nUeDOO+nq1JZa3gncqwE6Hd4Ov3qWM/fkyAfK+ckWCim66mhICq/xfzW4JwPNdQUZ3TL1OR3pvO/I\n+01ysH20W6sgLr9UrvfPyuN6fFxKGShS5t1o7tH2GFvY2l5u87/qdNSUcsKT2ZfJv+4yqz1oS2cZ\naxfzXKinJH9EVr1eZ4TRDvKCz8m8A2vvz2qBe3nYsFwFgJbLBDZ4Trs5lihr6xmtWk3UbBNDbWwT\n0w0yXlHBGous9rZVFlvtbQldxtnCp3zBRFt5xiMu8yMb9ChIy/R+PYQMfaoPecHcChkniPmkhVE1\nj3vDTG/ZxUSnm2KFLld6w/PalLX/eONvuL51MuP7hhqdTPtBYa1/9BRLkTap8MxG0zaCRCXZLQHp\ndq1cvB17PcKqhDK7j4dQVksy1WkxRr48x41PcMJnOOeaKt/Sw51NhnOwPj9fTVYvzQVnsdE49j6c\nYkY5Vjr+NdEnfj60zTarc+qpdQ45hGuuYerUHvPnQ9aXv5xx//1F3d3hy+Cttzj55MAPf7jW8cdn\n/etfIz3+eN7553eZNataxw+HMt5++zXOP7/Fc8+N9aUvbfDII7UifKrhp39wD5l7jSqqx3uJEfmz\nT2eXndj9ELqToo+4gbX1/kC7Foj3Vz4ur+DSV3l9GpuO4PWeMC+ZLckyydI8qpE0U13P+7APFNy7\nUoFByYKGbEdvQ+kT1rtPyo8M9T1v9wHq+HYtPb0vgAe9Wuw7SS7xevrza9bi447zuN9gUSnQrv9G\n13BZmdfteS84wgTH2t7V3vQLa9zd6xu3tMA4R1ntZsnS/t6PVce4l9fLAFpOCyrKlEMXV1pnpXYv\nSRmm3hAZIwyyqZE+Ykt799nvOstc6ywdcorCcNDqOPeUBpvZxC1uk1FUOxa+/BIKBB7zukctsItN\nnWWKpTr90WueLjXgRi+E4Vp82yjba3axFa7VIZdMaWxM6c5lBPm0VDrQ3ZkJo2tARu/crNDDyAZu\n3ppvzGVOTvmhjsskEcuPP03pWFopLj4O0L94gJlncMFdbGiL1VXK33YzXn0rfPhryTInHM4nP8HO\nh9EdjRAQB//4MUTWww5TOe1UdtmFSy5h8mRWrSIOrAcdxG23UR3jvnp13g9/yM9/3u2oo1Kuu67Z\nwoVF55+fd+edhfJO1Onu5qSTuOeevBtuaHHllXnnnZeX7z2eWtDTPyOvAPdaIYvxalMc81WOOpJd\nDqW9x38mubyTTzzcPp5fX2Mb61Jc8m9O345jnw/zEpmSLJNkUATmFcy9chyt92KJYrH4/8FIwjV2\nlEg4N2gzMln0EysrWHmTgr+Z4hILzLC8F6D7k11Qk9EPJLn0J90MJMukFezqZ5Z71muu6ffFEFk1\nm681tkyDbYz3UzmvWeZsQWksmMg3baLxbrPAHgpVDP/d2EByTJhfDfAJKYMljVJnuKSR6gyXKi3r\nDFNnuIxhUhrlrJGzWpfVurTptlpOp7E+brBNLfK4NgtMsr9ZrvKGp6rOcBm4J5lqK9Nd50rxaJru\nEsWKp8Un0462A/X2sInDbGmR9f7s3+bLOcIk+xrjr5b6s6U6FSrKV9RVmoQbvXPxRlE2dfmUB0Yn\nzFjH/76tLLnEJZla66rS4pJKJP3gpi/yyGtc/IA+ssvxe7HNeI67NFZvyefTO/Lbk9j56yxYVHVM\nquoq5R2wF6d9k4nj+MXvuOpaOtpjZUvlslmWvc2kyayM+jT1gxCpFIcdxumnh+sXXsj114sBeGgj\nR/KnP4UNv0ceyRtvVFUUHyO9moWX7MKfsWw5P79EJbDTR2b59N787lx2O4rXl/Tj/5+CezVwx/dZ\nJcVUsPfSfoe2MG8PPvIEixJ8YginjeXWDWyR5YSVRFGD8YhBWN80wnuB6Q+Uufckc5qlZXVXMPKk\nnB962fm28qpl1uvoF7QzH6Ass6WjFHV4yx81lJ7I/sqXT2htDT6yhFnetp9hTrKJu6z2v7rc0ps/\nzEnWuVzWYu/HClqkjJAyStJICaOljZAyUtJIKSNL28MUbJC3Qo+VvcucpTZ4UbfVuqzRY5W8tQLJ\n3hdIIG2E/W3qWGu85BnnWG8FWG6m7Z1lI5M97Ro5xQomHkiZYmuveboiCiY+fnwE9NEXRBRzn5Pt\nZflPmWuZtY4xza/t2vv7H7REUbd9tFopZ5m8ZbqtjNXVXeoQlWoM91fN6C8eVm+NhHPWJis/kzvV\nZu1xzb06rTK0HJz/KH87gkseJ5+r9Jn2YR6dqw9r33EyfziV/U5nQZvKcLkI1Ev7SKc5fB9OO4Yg\n4II/cNNtJfAtKHe8in5XPXt+ghdeYmVXjbqrLMBf/8Zfb2DvvTn9NH70I375K664gg3hyBiWr+CT\nB/PtE5k1i1NO5ZprDdyeGmfGWNdJyzB9OzxWvQx224HLfsT+J/L6cpXA+25BPtpvf7p7LVkmnl4d\nM1/P6hRXLeW7H+LkJSVZJkVXuliSZcJBEaMBETP13b2zyq3ve+rflX2g4F7UYbBGg7WpllQWW+le\nTc422U88XNWoWgne9AXu2jHstcMla/lUA/tIOxtrdy86wuDSuOMDlY+sGvgjn8jKYYVn6nCTYS4V\n2Fd3cKKEkRqSuwoKx2mxXqqaAklJGCmRGB3+GSORGFVaHx2uC/NIK1qqYKmiZYLEckXLFMwTWKHH\nMjkrFawQavCRbl0Z7x52Hyp3IYoAusF0Y52mIO91p1rrpVIASXQWnzXL0bZyhv2d60k/sc5Kud6a\nGk0wxWyXG1wjJh5yMhqUdfiCtBajjDPOBGNNMMZowyy1xmveNkE4W8/t5lqu0wjNJmsyzDBD1Ruq\nXkbSSjnL9Vghb5m8JYqW67Ekk7M0k7NQwsHNLfZIZO2+rl3d8JR8T0qhu3TszWFIZR9mHm1TZtKd\nwhjmfOyv9AJ4qps32vn8rlz7vAqGPm0SF83E8HLa5OHcfDpf+QPPrI7lUcG+m+o4en9O+RyvLeJ7\nv+XeWaX8wbXLlC6ugw7mtn9V1a1qPbIY4N/3DPcdztRtOe1Ezj6bS6/m4stZuSok/7++noee5/pL\n2O8gvnUm7esMCOqRtReZOKJ0XNWSSMm2+TA3/ZIv/IhnlmOEvsDOwFp6tdyT1jcKJv4SqMXo+3TM\nDNd/2cmLm/KTIC/RUFBMJwVN3Zrq0prT6/qEf0fyct9h2d6dfaDgHujUpFFDrFEyDso3e8EF9nKA\ncR4xt4b+/l5CIftn5v35NBptM2ea50Qpy6RUg3btESMHkmRSQewF0Avaj8oHH5WqO1dz+hmJxEjF\n4AlNPV8OAToxhmQJrBOjSQyhuJLC0vCvuFTRUsXiPAoPKxaXKhZLecKZIaIxoxIIUsnSMSGdVo8g\n1X8ja3x8mXA7JWmCYc6WMcUyF1rjHoFU7xg3lR2WcuY6zUaOsJuLvOCXlpSmEhxlmtVekbJco7JU\nEh+vplmDkTY1wqbGmGiMCbp0Wuhtb1riWS9aZJkuRS1GmOZDbveMbW3iGk9UfClEXwBpdZq1GKrR\nEPWGaDRc1hbqjZA1XJ1J6kmyUuBbzUkPBTlPdab01JVezBHQp6tAPow+Da2a0XfG1tO9J8v5L3DB\nTlz7Sjm/uZGJQ3lxld6QyxGDufMk/uc27npF5Si80MOIZk7cj2/sx4wXOOQHPDW3lN+ir3QTRfGU\nGogTCQ76BHt+VWXbAmJv97LV6GTz1Ot87iQmbcx3j+bVWVx/O7+4gjcX8sIbTP00Pz+bZ+/ni9/l\n8WdLhfuGt/eut3eXNPfmKp8SIG88mjsv5IRLeXBe6ffSPyt/pzj3/hh7nJ3TP6jHGlSjtCX1eTd0\nJZw0uODJZDfprCCZ05RKaazrEAf1ON68V/tAwT0vp0lZL6/W1eEPHnKWT5pvnjbr+mXl1WmVmnot\n5l57Uo7qBtS0pCl+arlLFM2ONbAPLOno9SuDeQTi6aA8tUts8qjSep7CCxJ1I0GiUJQqTAwBOj83\nXAZLKSyhsFK5E0doNad0jF3VdHhaFVNkSmWDNLpzYoMFypeAP0iHA4uFoJ/rZdMJQzQ7Q71Dtfut\nlb6hqLsXmOMx53GJJZCy0p90es5WfmyYB81zpfF2trT0hRYOZtZgjPGG+LBhNjPCh2Q0WeZNSyzw\nvAfdZaE1pa+M6ErUoSBjX1uZ5QWPeNqeptjeMM9YrhzbH8jJyMtr02O59b3HmOvV+MPfcrYPOdww\n6wXGJ7k02Wp0Om1m0OPhQo8ZucBzdR2hVp9P9QX5cIeVbD4C9irp5p4VXJBkvy25+40wbbvRvLCc\nfFPo1pjgjq9y/Qtc8Zzyl0BJrtlkBN/dmy9M58ZZ7PR9Xnu7tI/IN7LoKyMez19abjcplD/mrRT2\n0o38qM3ca6WV7LWlfPNHnHsp3/4iT/yD+2ZxwR957hWOP5+DZnPL7/ndjfzkqlA6qgDNmLUHJXCv\nAawjBnHPz8LBum56Ru3xYOJ19gfq/TH3atCuklz6lK/uhBQbAPGinoKZg5q8GXRIJguKqW6NvXMg\n9I0UfD/2gYJ7xmrNRhusrQKM44x8g1VmeNTRPu5KV0nK94l7Dw+8f0kmDty1gb0/cM8b40cKXhP4\njcExvwrfKuCuBuxEhPXVn7/x9aCO1i8z+AzyS1i4H61fpHMmbb8f8MF5R6txVRNxwE/F3ErpWYXS\nDRneUMWST5DOUH+CVN0ZCvkbdBWmSKXbDEqV5Zv+hiKI5wUeMc9nTHCBXVysyRRdXrCDY7TYUqPx\n1nvLGq9a6VGvudJay+XU9daRkTJERnXIJK2mmeJ3fmOoDe71gM/b1Vv+rKuqcTYXKx9fJ5SBBmlw\ngFaf96zLbOUmbztf3uBExrR0ix01OibTZLCUmcWcGT0h2L+YS1QOd5DvR7qJs+dS3gVvcNo07m4P\nt6dO4qk2DCeV4Pp9mdvO/z6tLJfk+ehITtuFT0zmsllMuTCcKEKAYaV9xBtWxY4lylPOP2g/bntK\nKGdQqbP3RyLf4T5dhrOv4We3ceynuP13vLyA86/nthd46nj+fDr77MqRP+WtNaWC6crlujpaBpd+\nVwykm5u58zT++jSXPKksxURla7Hy/vKqmXs1sPcny1Sw+jKQp0tfevGhVNYlcx5S9M10Vpseaes0\naTLYmhhelcnq+7EPXJZpkNRYajDtD7Rne9TWJtnDVE95sI8vaoJ69edMrSEHBtLcW31Wo+lW21Oj\ncqcqykw8YuGpfBWQ0zdaIvzRlduJBlqOZsSpdL3MW19jwyNhXnc9I0/k7d9X1vluLbqa3TXSo7RU\nP+nReik/kUbzIdKN5xO8zJrdJL2iUcj8g3Ql2w9qgH0gmqkpZPIZY/SYZ7CjwFBba/OEN92q3evy\nSo2cpYMIRZqe3rq6ZUq1pXq3YVvbedNLuqyQkfa6Z+1lumk29XRpIpDq8jnhRN5h1Ez5XjjcZPdb\nbLGVrrPI6UY52TzrBO6Tc59VAinDZE1LtNop0+jEuiaNTUn/yufNyPX4V09gbneiUrqJR8rEASTP\nDW38eCumjePJJUwbxZ0LUc/FO4Z9rQ69V+9n/l4bcfpUthjKr2ZxzN2s7yjdK9EIv1XRMqiUYqL0\n2P110E6ccKX3zdpr2boCv7iN39zJEXuF0T4burjgZvb7ASd9micv4cQrwq8PVLD39iKtzSrklkwD\nt3wrnPf2nPsNLMX0x8qr/wbyqdVY2g+oR4AO6XQgkywz8issd7dJZllb+vqlUWcFY68O1Hgv9oGC\ne8J69VIycr1A3B9o3+UvvuIUSz1jrYXiDavhgf/fau5ZmxniXGt9UsaqfsGcEqC/GyDPx9IKLYz4\nJqNOZsMsXv0sG56qfEg67mHjq8kNp2el/9iqQT38gWWrZi7dKl8IkW/z9gz7BakmVhxD10MoAX46\nlHrSaTKpQgj0Qa4X6CmDfSAlYXsZh2hwoIJuGZNAuzsVdWp3pYKUOlnJ3ldBPLa9zLCjvHIETSAh\nZTu7u8OlGksNs90yHnCXT/msf5sjHF44U1E+kmmiCJzwlDQ7wDjf9pCswD/M82m72Emj2bEesd2y\n2gTu1u0OKblE1hgZO6Ya7ZxtcGZDg6SEGT15D3YFHuhi/oYM6UTNcMl8nl8u5LQPc9h6pg3nvH9z\n2sfYeQy73Uehic99mNO2CofIufBprnuJnoKwc05CGdBjmn4voNM/4GPCYMYO4/HFKjuyVks6kdXq\ngFFNNPtG5crhT49y9RMcuB2nf4affIWf/5PPXMwfj2G/Hfj2dayPzWHbHtDaqNx9v46rvxjGsH/r\nTpVa/ED6erXPQJp7fz71hBO009/Q5BGgh4cQSMsbilEKRpZO5HSDXOrf6oUyc63Om+/HPlBwz1qt\nQdJwKyvAulYUTMIqT7vOAb7iHmdI6+gDyv/5qJB99xeCeL2GuisUu08xuPOJSlmlGqj72672770u\nQxj/bcYez6r7eHJv1r5Y9o9bvould5M9mKVXltPf7TWu8TChL6jX8k+jfgKTfsqg3Xjrf1j9ZyK5\nJl42Fa4n0iExTSObLsTq+ahi/WFkD1XUIV/4m67EwZKpvaQcp82+8roM87AxdrXenb2MPxdj7tWj\nScZHhQy3s8bbVaclCp41OBYH3+Yp6+xsV1t4zqO9/v1JM7CPzczxlh6LDSsdy9Wec6otHesxPaVJ\nU2rF3K+XdXeyzR3JsK7xGmyfbbZ/psGPW7O6igUzegIPdRU90MmiAr29Y/MJVwR8fxjbT2BElo+N\n5/iN+fizHLkV353Aki7OfZV/LqXYg5H6RufE12tEw9T0xYHT+OerFIZW+cZ8Kux9yoZF3LaA237L\nzh/i9L05Zzx/fIIPj+KZ8zjyJp5cFBZpb6W1CaPD7V8fwJhh7HsjhWHlenuXtWSW98XcK2PQ69KB\nYYmEkemiUemi0XWBERKGSxgua4SEoVoNlTZU2vB+OmhltalXNNyqGsz9vwjcU9bKqtOgsxdkq4fy\njYctvuVem/qIj/q0f/tjP8y9r6bet4dqFXuv0szr6v4skfuX5Pq/VD4YtcCcvg9PLcaeGcWEUxj3\ndZb+gxk7seG18smoLhPZG39n0td4+Ur/J1ZLeqF8E6eRbmGTM5l4LAt+w5xjCDrKN3a8TPUDFKWl\nd6D5sPCvuEGi8ybWf1LCS+pSpBqOksyeoLNnD/XeEqTTOlJHGebvimbqsko8lj08RWU5Jj4pd3x7\ncwd51XW9900E4imBp9xofyd5w4zSZC6VY9VH0kwYRZPyCVu7yD806Oxl9c+Z5yCTfNood1gAcrK9\nxxm9IOIx+LBE4O863ZgIf8PEYqOdUvUObqp3YUudtcWif/UEHuzOe2Bd2rJcyu/XJly/Ga1p/vRh\n/r6aRz/G7PV8eR4zV5ful/hwBJHV0vTzMX8GBPyDP8Lvn1KOqhEro6oM75m591oM6x5bzkHXsuVG\nnLoze05ifY4nvsUZD3HhLNrRWh/u96yd2W0iu/+d7miii8jeI3OvyzA8G75YR6QZkWFEXTH8SxeN\nTBWNSKWMSKaNSCYMkrBWwapEwWqB1fLWyGnTY5GcF+U0CmylxdaatUh6SZvZlnnWMn+wZ+nwNqiX\nrGLu/4Wae0q7jLo+nZiqJ9iIf57M8Ut7+L12M2zwQs1OTP3r6TEdPiazVEgsdSdQN5kVO1UC+kDM\nvD/Qh7rxbHoq44/krWu576OsW1hZR3ypqvybdzL9cnoGk2t7byc6flX709qhLsW4o9nqXJbcyb3b\n0LO47BPJNtVlI2Bp3oFhn2PYoRQ20HYjKw8geKni4Uq0HCqV+RFte2gwP/zJ6Zzu7GNydb8xJHmJ\ntQ6SlxRvKK2WY+LAHUhp9lEZjdZ4RGOpc1U8f4O5lnrVdvb0dOnrIJ4fB/ntfczblmizSDYG+jkZ\n15rpNPt6zHwdevoAe9y33I+h8stgUTJwfbLDNVJyuYwtEmm7JOsd3pjxm5aUpYWiF3sKPpQpSUQJ\nNiTZ8y1e6RAGSUVaeF5fglEtxfSjq1cAfim9NckOY/nMP4SgXSvsMf6SUJX+bq0/tCmlv9TOV+9l\n/OOctAOnfIyf7clJ27PDjTTXccwOfH0bdr6VtRl9gb10r2azjGgs/TUwoj4C7BKAZxgZbdfRlGRV\nwIpC0YpoqWh1oscriYLHEnlr5K1J9GhL9FirR6iIlXGnTmA7dXY3yGFGGSljltVu9LqnLdOlW0re\nnkZ5yTKbGqpZTkayV3OvFUH4Xu0dwf3uu+920kknCYLA0Ucf7fTTT+/jM2PGDCeffLKenh7Dhw83\nY8aMmnU1WyElZbjVkvJ9gBz66k7LLfAT2zjTPAdLlvprDdRBKdNdapyNAXmi+qEIkN2BMf/DGzvS\n2V2btcfZ+UASTcsktjiDiZ/h1Sv46xQ6l9WQaWJl4svIgg28+SAjDmLOn/uexGr/d7qC/Wnum+7P\nLhfSuZTb9mPl8/3KLxXlR+7A6M8x7lCC9Sy9iTcPYP1LZZ84ox+6P4N+y5v7kJ/XG7WTTpFOF0j/\nmOF7GxIcJ1/4uXwqKSiN9RLp9t0xCSQu30xwiFX+aJgVfWSSaPs1l9vDLyx0u07r+kgq3bIK6nzc\ndHe4zmBtfaSbtdaZ43VfsakbPdavtFMrrr6mpJRJWY4bpVwvLS9jC/X+Nzuo94Jt1bbe3FwiZNKN\n6QoJp5asMiBzV2M7xtz3m8AjK9gwvKrOgdbfr9W6b0tpC9N89yV+NI8Tp3DeNiwI2+D9YQ9Oep59\ntyqBdX0MuDNlAM8kwzH6V+SFYB2wohAu5xdZ0VO0Ih9YoWBVosf6dCBZmvUNUnXliYKqv/4zcoaU\nTsYg7KzFrobZ2VBrdJttmd97zpuWKNAL/M0l4P6UHTziaa2mmoiMZEUEYbWa8X95instCAInnHCC\n+++/39ixY02bNs1BBx1kiy226PVpa2tz/PHHu+eee4wbN87Klf03BDbqlJfTKCFZY4gBqpl7mN/l\ndl12Ns4p2pxR8qtsQK1m5pRAPZoAuQ9gD2PCDcw/hjVv9M/aqxl2NWNq3ZKPncW4fXjpt/xlEh2l\neK6BWPpAD82cv7Hl53m8Bri/G+vvwenGyK3Z5xe0jufBU3nzjr7l4mw9nWCjHdjkMDY+lPx63rqJ\nfx3A2pcqgTz6fdHvGb4bE6/m5QPpeqHv53I98gVWfElq1JNS7ffLFJ8TlMIxgzTd2YxUKqgA7ZSU\neuM0284y35ZVGEAmmW+ph23jQC/4Y4Wkkiux+E1M12GN5V7VWLqrqqWbez3odEeb7SmLbOiTX63f\n15KQ4i8f9EbqpOR9KFlnj5jW8eLgZqM6VupQHvMm35NSCGoAPWUm/h6Y+0ETuG2FMmPvj7nXsncL\n+AOAeYXFNO81+MF8nujgrulll33HsiJXBu5XN7BiTQjeywusEEbn9NHM4wNxxSJbUulQQ48aQlFz\nPono6m0ibXfD7GKorTSbo81sy13vZWtKcyhHr3pUsPGJmmxkkLnmmmai0eplpDXqqKFmvL+36YDg\n/sQTT5g0aZKNN94YHH744W699dYKcL/uuusccsghxo0bB4YPH16rKih1WOnSoqinRusw8eiVyoG+\n1jrTWPcL7KzbQzXllkxXjKFTCdRdYuCcYLNrWH4Di2+rDei1dPS4z4ipbHs2o6bz3K944Bt0rBtY\nh1e13t/D89wdfOr3aGHDun7PZx+LR75Up2dGs88P2eJAHvwBT/6BZL7SJ5JhuhOM34EtDmOzw+hZ\nx7ybuH1/Vr/ct/GpVsPVsKlseRMvHE777LKUE/eLOq10LyB5MkOvlVg+VTobTikYfnXlesMuc9ky\nMDf7svWulbFWqoKtB31kkkUuN81fLPB3G6zp9Y3q+ph9Pe1mjToqpJvK0MucGR73Wbu5ws29wF0L\n5MNL2zd0M/5yCk9BuP9DjXKOMdYLFPB5S91lrCUNw0wsLrEunxTk0zL1/QA9ZbCP7qUB9PX4PZlO\nsP8YTnuTiokD3omxV/dcfbdWq12xRoN/XYLPjeOUiTSmuG81G9eHUTMLe/jWfIJanZOSagN6ujzb\nWwTo8ciWOEOnMkQ6K/AxDfbUYjdDNEuZZaVbzXeuFQqxNsSsSvwK6yq/JPY0zZOek7XeassN1yIt\nrUFn6RuuEuDfjw0I7m+//bbx48f3bo8bN87s2bMrfObNm6enp8eee+5p3bp1vvOd7/jSl75Us74h\n2hR0GKJLobd1uO+JqGbvUX53cLRhicvluraRyq+vlFsqwLu0w3gPwXjexmdTaOS5s/t+zvYH8krb\no3dl+tkMm8LjF3DdEXTGZjeuFW7WH4j3J81o55WHGftJZv215rkc0OJSTKaBfdNiIXAAACAASURB\nVL/LPifx6JWc9WF6wlmhKh+qBBN3YLvPsc2hdK9jzo1ctV8I6L1+agN7fHvElky7nUePZsmDfaUa\nyjMZRelrryVzAPUXsPREhJMIh/JNGI3TlO6UzxKkB8s0HGp9YTvDrJJLVUokEZCWe5+2WeUmW/u8\nV/ysAmiHmqZOQrt/GRzT7WvJKXPca2en2s5w87zZJz9aR83y8f1GPkfZzJdNAF/0nGtta5HFjtbp\nisQkDyeGOTDzuvWZZEU9QSEln0+VZpsKQT9a9gI/KserV8n28+zSxOs5Frfoq6n/XzJ33lFzh8EZ\njh3JiaN5tYv/WcVd67hxAj9r48Z2bhrPzdtw+IqizlRfNk5tAI+sltQS34ZhEnbRanfD7WCoJTrM\ntszPvebNEnZBU58hUvqPAKyXNM0WrvBLg7XpsMDmtpaXM9x6dH1w4B5NfDuQ9fT0eOaZZzzwwAM6\nOjrsuOOOpk+fbvLkyX18G3Qo6NQkobtGd1vUBPVUEMh256Ty95C5WSb1O4kNR9YG7kiGUSMvQMte\njP8m90ylK//OrD2qa+K+7Hg2TWN49Gc8/WdyPX3Buj/GXkuaqU6Pr8/8O9sdwoy/vrtQyOrIhESC\nXb/I4T9m3mOcPZUV8ytlkUSCTacz9TCmHUpXO8/cxO/2Y+nLlYAdLaN4+AiYA5Ux8sM3ZZ97eOQU\n3ry9krFH/qrSovrmfoupz7PmLtrvLDP7tN6XQTpPuuUYhZ47ZPJh9EoqlRek03KpSokkiN1Xq1zq\nw+41xB+1WyyKzNnMYd70V42leJp4g2vlesjCH3Gz/XzKWy6SF/TJr9bc+zYGh/tNSzjeNNNtBI4z\n02B1FuuUlfO0lS5W79vG+ZMJvu5NG8QiiZLp3onBUQH2cYaP8jyyNQD/oCEJt0XTAMbBvb/7snp0\nyPcy4UAN9r5pI98ZzpGDuX09n1rI86V7paWRvVuLjm1jfWPgwFVcMTzhwbEc3NatLTZFZ7SsJbHU\nYuVxgJ8sYzfD7GKYyZo8Y7VZlrvCHG2lUOysnIbYfdUfqNcaB2uqj3jb67ot16BbhwWG2kugR7NA\nUBpz6wPR3MeOHWvhwnKkx8KFC3vll8jGjx9v+PDhGhoaNDQ02G233Tz//PM1wf36c1/3oJ9r97Lt\n9lhj+h7ZCoCPTkRfUI81irafyahnKH6O7hsrAb0anKvZfGYsH/sLjx5B25LQpz+dPRCynEkHs9vZ\npBuY8WOev5FcUMnKa2maUZ4a+fG86vzI/nUrX7mIfCPdHTUcBrCtd+foX5DPccHnwtGbCK92LsHm\n09nxMHYoAfrsm/jpfiwrMfTqkMfoWOPAHo+kiUC6ZSyfvY9HzmPO9X3Buxbjz8b2kV/LS19my+t5\nZlu6VoSAE53jtJDGjzhRcs1BvbiSyhYEQa5fkA93t8wal5ngeG84WdhjdjtNxmhzh0bBAMBeXl/s\ncV12M912njGzZphmeAorQT2u49epd4o9JKV16vF7z5tvpZ2MtdQGDToE0q71hm012M0wlxnvBK8p\nDy9VbmMASb1gHxRKoF4C+1Q03oRcBeAXgrSDWzI+vSIodwIiJvVUkbtIq6+2d8Pe+9Hcd67nu0PZ\npZ4/rCva6m2WBKgLSiGMgYMakh7OJa1t6JJEsi5wbBc/bKrz2PB6n+lea36xUCGxRNegmp1H6VAv\nMF2T3Q2yq6GSmGmFv3jdHCsldPWWbayq6z+J2ovSptnR427p7aHfbYFBRunRoVFRUJJ35s5YYe6M\nFRJV40j9pzYguE+dOtW8efPMnz/fRhtt5IYbbnD99ddX+Bx88MFOOOEEQRDo7u42e/Zsp5xySs36\nvntuo419UZs2gQelSj8mahCFVD4v210og3k1O+/upOPLbHI7ix6hc0kZ3KtlmTjoF9IccAPP/4a5\nM/pn93nhwCpbfo6Pn0VPF3f+mGdvpVgcmN1TCfYDAfk7aZrBGl6czYf3Y8bNNc9nHxs/meMvYPJH\nuPQMHrwxTE8k2HI6ex3G7oeGszQ8fBOn78fbMcmlloZeKwyy2i+NQSM49n4e+R3/urwvqFfLMtF2\nfZVf+8M0Xc0mV/HkgX3lm1GH0TmPZc/11pVOk86WOlKlc/LZSp2eaFiEizV52kgb6zTHSF+wypUG\nlQZV7U+Oia/Ds66yt7MtMsN6HeKRMrUmGomXbzbIN+3tDUsNMcizVnjWCwZL2cQ4q60xRFtvnb8y\n2yS7m26wS2ziNC/qlIhBTfkC9e6z1JEqn0mFc8lW+JSZ/uQgK50a4s1BbRXYHpd44hZ9AVRbIRgQ\nRnqlksjSOCSbcnJznSEJLu7K+Vp7j+50wJCwg2yZhed9MT3Y3wsbDBkRDhAfgfdFAms1ua9hqKMs\nMdeGPiBezdKHqrOLwXY23FSDzbfebMuc51ULS+O7QFMNoK4N7u88xElWtzEmapCx1kyDS1c3o1uP\ntRqMMFiXoLT/XfdI2muPIb1fB9ecFwul/g9swKuSTqf99re/te+++wqCwNe//nVbbLGFyy67DBx3\n3HE233xz++23n2222UYymXTMMceYMmVKzfrCuM0N6qX1lE5CJshVdPOvaBSNM+84UHc9Sf2lTLiC\nZz757mSZHX5GZxsP/6wvAEd+xTo++mX2OoP2Jfzte7xwT9+6am3H0+gL4v+pLAP3/i0E43++A7gP\nGso3/5f9j+RP53Pa4fTk2GZH9v4cnziUDWu570a+sy/z5/aVcaqZelxqiUfCxNl79PsbBnHsPTxx\nI3f+olKKqWDdVecn3qgaZ/LPn8MnZjL2Gyy4tJLhj/ouC88Jj6P6BRuTblJZUumCdBC2h4RRN2t1\n+qnhzrTK6ZpMtcTJMiWtIWpEjZh4PM4+HgnT7RWLzDbNgWa5TtSgGvlSjtGPs/rBNvJ1n/eo59Sp\nM9YQN3tQQ0nr30iDBdpKn+VhqUC3H3rcBXYzQsaFtvR9z+iQqHjhxNl8uB1NkdjPUM7JlIOSDe7V\nobGxo5ftR5aPAXuk60dyT197d9pwK47KZH0rkzW/WPDz/AZ3BTnFBKnmvGgE1ricMljSTjJOTC4V\nTsVYKa3coEObDtcY53TzzYw1bka+UzTY1RA7G2q8Rk9ZaZa3XeJp62PDjzfqK7fUAvVaw5f0N85V\n5LO13b3u3t70aLnBAg1GaFIoSdV9e9q/V/tAp9lbUBxphN/Ju1MxuLZvlAt9QbrWOmGc3PazmH8Z\nb1xe6ROvqxsbf4bdf8lV27F+TV/pJNHAtKPZ81SWvMwdP2buI/2Dd3X59yLL9Jcft9YR3PtvdhpN\nrkaHhroMXzqBY8/gzhv47Q/YeDIHHMY+h7KujXtuCv8WzC2Xqwbt+HotnT3ul6pKa2zk+/cy/ymu\nPalvfn+yTH0/eb1fApvxqcd4cFc6XgnzRu7Ktpcze4swEqJWXVVfAsWSdhMNdtadbdCUeg4NNrhO\nm1/2Sje14tbjDbTxhtCUoT7hMvf6vtWWVfjWqmucyQ51pDvdbb3AZ+3vl67Wpqu3/hN9xr3meM7i\nClYeSNvRJr7oIxZah6T/8bQuiQqf6Niiv/hxRBbPu8mH/NwKD5fAOc7wq7erwT+yfE2wr7SJUo5L\nNfpCssEDuvy+uN7zMfE+YuKUJZNoeYQmu2lyvMUVgBotIzDeVrOLbOpi8z1glela7GqonQzVJTDL\nMrMs96LVpbNSW3evrDtMr54NrpbkUts/9GlR52C/c5fjBFZX1DfFt411mOd8UZeXanZimpxY9P//\nafYGB23S2mVyKcnOXF/ZhUq23h9zhyDPw19i73/x6gOsfaMvcw/QOom9LuPqA8LxUON11rewyzf5\nxMm8NotffJZ/P1VbcqkG9f+Uub8btl4N8qtWMOc5tt2Hu2+vzDvwEP73fObN5bwz2HJrbn6G9jZu\nu4nD9uHfJUCvBeLVV34gSaa6TASeDVnO/gfzX+U3J4cDhvSns6er6t7QT37E0Nf+m5lnM+1a/jGd\nuh6mnsLLv2J1sewXrytbtZ4uDXaWbJVunCyd3UzW1jRuBhryadKT5MxBUTmcslIrL6+HXwHhdoc3\nXWt7R5jtnApfKiWeTUy3qy+43Z+s1e5I33ajq6QsNjgGC6M067BES6mzVRywn/eSLQ0yyiCdevzE\nR/zUo7pKI/pXd6KqfjlEadFysHqbqvOy5QaXpkCMWx8ppzQuXFwGgl66XcO2U+/rhtpRoxutdYAl\nlshLJ4LSnFlli7PUODv/jJH+arkhvbOhVYJv5Ddfm3Ot9RvTnRerd4F287UZgr0MsatWeTk9euT1\nyMvJ6xHoFsgJdMsJxyctCBTkFfQo6BL2TKg98mx1Z8p4nPpmDrbcTI0W9L4IovyCV0GrnPqqYX//\nq0aFzHbnpJPrJYKmEISrwZuBmXscTLuwdi7P/Jhdrubvu9NZqALcej77N+47pwzaeWSGsO+32et4\nXryPn+zNmy/WblyNrFZ6HMzjPmr4qfKLfErW0891LN78N8n9D9HzjxDcE1O3V/ezX0lN30nhpTkS\nW26rOG5jwc03Cg7cW+r1V/rUUdffi6UW6FdLL/HjzMd905z5V9a2cf4xJIuVv7takomvGyA/r9xo\n99QfmHAAH/0hr1zB8J2YcUQ4AmIkw0R1Feupn0TzZJo2CwG8cTL1m5FoIlhGZtOK85KyjebCASSG\nC4oPyiUf0G2GTqtFDaBxmSaup6cElrreBJ+ykY9Y7PkKQI78N3egLe3vDhdaa7VDfN+jbrfSa7LK\nIZsFaYO16LJUg7J+Hu4v9LvFw77r0+ZbZowhzrSTCzyiR0F8BquyHBSVL6dHx7+XYWZbLaNDtXwT\n9438I4tjeTXTD383exvkq4YbJu1qK33fWzpKjYONFQ9MVKZ8U8YjREZKmqLRk1ZUSGdx6SRK29Vo\nJ9gSrNLp52ZpkFAvoUFCRlp97zKpUZ2srKykrHCugIyUrLS60l9GWl3vv7SEZOmF0C3ofTHkFEr9\ndwq6FXQr6lTQpahTUcGmDjfHGb2MPc72i8LnNSslIVcZChn8N03W0UUis4F8UwjOcdCOTywcbddi\n7dF9EKU9dTHjD2ar7/HoBZU+n/4tS17igdLkF42j2P8Udvs6T/6Dc3Zi0Wv9R8z0B97vFuDfAcTj\nU6T21JDX8nkSf7vFoLN/oHvCZC133Sc1cWJY5csv677pJrm/36TwSiWgp6uuamd3OIxMdX5N0I+D\nbxQRU/1CKCQ456pQ2D79cyj0Zf5BVZ1x2STaX7Vvdbl63HE0X3+OjT/FS38kPZZhmzF4MwZNpnWz\nUMLJjqTjDTr/HTa4tj3Oyj+jjSGfZ8QxrL2GtecTvMiICyQTOcXufeQaxksm95ZN76sh+VOtiWW6\nPaTTDAnPyOuuAruytv2mi23hW9ocVXpkIyCts52jjLStu/yP9drt7STLvOoVM2SUdfFAoFGzTh2S\nOntjc6r180DgCv90psP9ycN2srnT7OIiD+gqnbS4b3gc5RdOuM8wb3dD3WuZaCYsKsE6U7FdCfzl\nW6ac1iTps0Y40ijL5FxtiYes6Y33CIeBqa0h12btgX2NNdNySesrysd9hkn5po/Y2CAXmKkg71um\nmWdxTRklKvdeZJm0QmmQr3Be4bSscCyzVO8LoE5avZS0OlnNJjkabOEsq023zJ8UzY29pELmXld6\nwVZHCr4f+0DBPbEagzagiWiEu1pSSnUIYy3NvRdki/z1q3zzKZ65i4VzwvTpRzFuR87bnobxfOpU\ndj6Sh6/lOx9l6cLy/qrBfCD23p88U7KefBm0I8CuAPHSetDQINHaKtnaKigtk62tvWnF+PbQoQa/\nHE46sfr887X/6U96XunL0COrq/EVEA8tji56XdXVT6fLL4HeF0BcJ48K/+y3jJjA1/anp6evlNPf\ndloom0T1VEfC1JJuUlmCgOFbhn9TT2f+PbS9yrK5vHprCOhdb5EqlDX3lolM/h4bHcGyv/LMNHrm\nl/X54Fom3iKx/PuyGxbiKuqvUkwlFRo/pi69r2zq24YmttXjKV3+ZZ1H9Jjby6QDnXL+Ke8Qm9rP\nQrcIpCRlbO5MaYPMdJKULtN8QYsWs/zcYOFXTlwCGmWcdiu0lMaNrzW7VZje4Rq3+rpP+6UbHGhX\n37O737lbXqHCl9qae1rGtoa4yGwtpclQory49cfk4zZck8OM80ljPGm1c7zoZe0IxzmLW7XMUAvs\nK8F9uBvM1VKaD7ga3Pcw3ldsZ4bXXOYhRT2yijayp2E6BboHAPjas7NVN5RWT98Z+SRKr88e3YoC\nPTH/boE6GVP8wkp3Wuh0GU1G+Lwt/EHOi9a5RN4MWatL56pZEKyrDP1+f+OGfbDgLo/cBtLD3xm0\nu6rWq0E1XnbDW9x2Kof/hZ9tz/DNOeh8/ng0n/810z7D/Vdw/BRWLus/Wqa/9ciCBNlmWlppbKWl\nVb6xVdDUKtESbheaW2kOQTlTWmZjQN0L3rmcQnt7719QtSy2t+tua9O68869u59/0EHab6/S3vs5\nzdUW73sSAX38pZNWejGV7oh07MUU/xKoO+unbDWNw/difWdtlh5n4vmq7Vq9IKtZe12Srfdnj2P5\n0M40DaNtIXNuYItPMnQKq/7NshfDcNhMEGuIncJWp7PRAbx1OQ9vQW55+auhq+TneYJOkjuSfzw8\nli4S6YI6TwrSTwrSP9KRHSaZ2lPG3ka7XEKTLv+ywcPWmoU2y/zYJv5kpbsUpG3hF7osN8dJkpLG\nmW6yAzzoJGkdCr3iRsiaAynDDLEuxqRrse9QKkp522se8pivO8DF/upI+zvevq5wuy55cUknXk9U\n13bGeN0qPTYIJ2aqlG3Kl6Z84VNVeR82yCE29THD3ONtx3nMstLnd3/9mvqL/qgGXRgja7wmc70t\nW+L/kd8IGcfY0TCNfulu862ULOUnBZZYY1OtFlhUAcqR9QfqtbT0uD5eqydrrcbWBhmbu1i31y10\nrowuKeu0+6UOFxvkIMP8CDk9hYtIkslPUcjl+kYLvg/7QKNlis+h5Rgap/HvY9+/5l7N7o+9hTWL\n+fi3Qp91K7n7t9z1ezryZFvLf/WtNLXSUFpvrPprKv21hGCtuZWGRjasV2xvZ10IwIX2dsXe9XXy\nbeF6vvRXaG+Xi4F4ob1dbt068vkKwK0FyE3Tp/vQrbeau9dekvX1PnzHHeafeKLVN93U73l+p6E7\najH4eHp8mI6I2Ufg3nDaGVKfP1Lwyd3VrVtduxF2oMbU6jj36vyR49jra3z8aFYv4pE/UF/Prsfx\nq+3DRtUURm/Olp9hi88waGPeuD1sgN1oZ0ZNY+6vee0SUu2Vxxj/Ushi3Flkx7DyxMpjL7H7Yopc\nvd6RKnOpjKSNpewlYy8Zu8pbZP3/o+68w6Oo2vf/2Z3dbHpCCEnovQsICNIEUaQnIl2kiKErIr5S\n7K8FK4IKKlJERYpgFEOVKk2a9E4oSWgpBBKSzWY3W35/zMzuzOxsRH1/fi9Prr1m5pxnzpydndzn\nnvs85znsJpxu2LmKmSrks50M5uLAjJlqtOBLjvJfbnJaN0SBE4FmPI4TF7+zNiBz1y5eMpCBlFBK\nCht4gn4YEVhMqvTvoj5fuX2KTmRyi3WSJKDH3PVYuxG4n0o8Rh0qEMJPXOYXMinWfXr1k94goZLB\ny+DahwZUIowvOaA67xHqMJAWbOYUGziMC7cfIA/mYXLJYxcH/Ni4vC1LmlHbBPaYke3UHi7hNGIu\nxRwlmzcAj+Z82d6NxdWFYKZgFDrgdm7EcKeHOtChhImGhvwlb5l/Ftx3AOWHQEwv+P0Jf5YO/kxd\nD+RBn+GHVoB5Ob6LOktFrxrBBNY7vk+R9LGKIE3hHZAAmwLpky9uS/PFfOftO2C1Uur04HRKLFe6\nTKlmq81XPs5l5Snzg6tXp9Vvv3F61CjyNmwAILxpU5pv3MiFadO4sWRJmfdb75VMV5opI8+k2I94\n+mminnuO2w88gHAzSyyXZByTSSPxBJq8pJR45OMgAR7oAb3HQKN2sGs5bF0AGcchtiJ8cBRmdYPr\nR/09agSgfF2YdFr8jQGWt4Vb+9S2yuspz42uCffug6OVweNUu1EqOgKPxedKCaLPvBiOOAgPbQni\nIaKYAkApuaTRCScuPIRTl+XcYDXXSNEFbRnsW/MCVznCBX5TAbhspwV2JwJGQhnN0+xlN4c5ygAe\nx4DAN6Tgwq1i8HI9Lkx8wCjeIYWb3PEDfu2+E3GQsTN16EEj7mBnDWfYzxXceHTP0abAjD2wTPM2\niazgAOcR5dMKRDCSTgRj5ls2k0OOt24t829DE2pTkx/4oUzglu21k5DktpTVCegt5RlKOLVZjJUd\n3OZt3Vmsynk9QaWtMYR9BabGULIWbiT64x5guO+vgfs/L8uUWEXvhbuRZfRcIvVkGdk+qpz6eiYz\nnNwNq+fDng2QXxB4QFSjuyu1cxD1cz1QLyUweN8tkGvzTRERNFu7lrT33uOqBOwAtuPH+e2hh2iz\neTPO4GAyFyxAm+QfVBsCxKy4nkkqLytPrscJlBs+nMipU8nq1AlnVpZqfWCnU5Rw5HtlMum/Pfil\n+CrQNxkeTYbcq7B2Prw9GJzFPkAeNQ82z4O0o/5PqhOo3QIGfgu5p6FcTdj0HCSthrNL4cDr4CxS\n2wdr9vMvg+0ChD8ixrPxSjZSkjDDAKposRYc0uxXcHOCIIZRSjr5zCKE3tRhDVm8TiSPY+MUt1gi\nxacU0PoOWnDgwkUEcdi55j3WdgLKhcaVss0PfM1wniabG/zACgYwmCd5jO/4QRoG9kWqBKhNPIUU\nUyitrSCXi7XJUo64X44wHqExnajPGW4wjx2kSaAqPic+QL9bt72ydHZ5P54oyhHKJTIwAQ/RhN60\n5BcOsYPfvd79SoCW6xZwcZ0rPEg73QlH8vZuNXe9yUvqzkFk4hbKU5vFFLKOQt6XZjz42qcMS26x\nWxDMb2EIHwK3J0HsSrBu1ce9v5H+WXC3I2ruhjAfOGv917USjB6LR3GO0v5RxUIiXzwPLbtB625w\nr7ikFfu3wPZU2LoGMtLFvDKAvVQBWmWBelmMXQ/g9c6Rk1MQaPv99+Tu3Mn5OXPQpttnz7LzwQfp\nsGULhIRw8dNPdeuVk1dfRw38WhDX5snfL6ZvX8q/9x6XOnfGnZ6u7gSc/g+QfM9MJskbR67QBCCx\n9EFjoEU72LAcJvaCyyfUkglA5yEQWwPe668e0HUixoDt9iJ0mgg/PQfBoVC3E/z+FZxPha4fwNDT\nsPM5SJdm9yr1dnk/GLi+FGKGQNYG/iipv6sbo+MBLOYF2A2/cIv2OLFTxA9EM5lqfAfAWVphweHl\nLvLsU/B53TiwEEYCNq4FZLmBUhHX2MwKBjKEhXxMCkvpzxMMpR/LWYUDH6A6EWhKLU5z3gtQ4gCr\n2A4ZJCuTQFfupQnV2cN53iKFXGmgV/lTaNuqZe9lfRe9MjmvLTU4TBoVCedJuuDGzUes4BZ5GPB3\nh9R2DvlcJ4IIQjHhQh06XHnO3WruWhvtcp/BxFObb7jDUgqZ4z1HtdynHCfL0xEhbBGG0v2Q1QSc\nAsQC9nP6hPZvpH8W3K2AyQrGMHFfT27RSi1lMXwla4+pCp2H+67VdzL0rQHlqsOIaZA0AuKrw/3d\nIPllyM2GzamwIRUO/U5pqUcF6DKYK8FSBjwtsGsZ+N3IMoEYfMtZs3Abjex69lkCvYjduXiR9Z06\n0W3rVpwhIZx4/31VuZI5y8GItfq6DX+GrZRhTEBw165U+uILznbrRvG5c95z5XFSm3yO0+ehYwKc\nJpHpyi6YpupVMI9IhieSIesqfPclTBgMbsU6rcpOoEI8jJ4F03uCtVQt69SoBxO+BVsBvNUCbl+D\n5K/EyJdWwHkTfngKaj0APb+Ahk/BtmfAmu7T0+VruYBLq6DrDHCGim8NsiQj22j3AZMrDFPUB3iE\n3pTaR+E2bCXEFATCowTzDALVsbGBEHpQi6VcZQIC6V6YsKtmugpYsGDCgsB172Ihd6O5y3kZHOQ8\n1ejH4/zAPNbwFY/yJEPoyyqWUypNdAoCmlKblfxMqBQTR6zfhAVoQD06cx/liWYnh/mBLdikf7ig\nALKLdvJTWeluvWXaUp8c8phKfzaxg70cwoPPR16rnSvrl+vM5Ro1iOM6p3Q7gLvV3AN5y8j1hZFA\nNZZwhy8pZj4hyhmrUrws0QMmAiHoYwzmRLg1HorWis+f8LDYqGJr4Lk/fzH9H3jLFIMQpgZneSvb\nBAJ2JcPXntv3BTi4SQTw7KvQphs8MgJ+XAyvj4M5b0PyFHh0KPy0DPbsgKYt4OPFeKJjMGxYg2dN\nKs7NWyktKfGCuB4r1wN4rY3esV6ZMq/BhAnEd+nCmnbtKHWV3W0XZGaytmNHem7diiE0lMOvv+4t\nUzJy5TW0LF6Zpz03vH17Gi5ZwsnHHuPO0aOgsdW7hrfMCSaPQGjvHpjGjMV0f1tcKcsQHu8F506I\nRjJY633N/3wBqQvh9GEf0zYYoNfTMPh1+OE1+PULH6Ov2QG2faS+qZd2wfzm0OF5GHIQDn0Exz4C\np+LXcAK2XMj7Dcolwc27iJ0f3AFivwbHLgy3m2IMchIUPB7BMAmPJx+r4TMc/IwTD2aOUcJ2qvM9\n2bzJbdYBeBmdzNqDicfGjbuWNpRJBpmD/EAiz9OB7uxiA2tZRBLJDOBxVrEcN25iKE8IIeSSgYAR\n0bskmBY0oQNtKMHODvZzhDTckluloLiOnq6ufCsIlPRA3IKZCIIJlT5hBBNOEK1oQhwx5JPPJyyi\nkFuqNshbLcNW3g8BF9mkU4kq5HBcBc7ac/TkF6VNIGAPwk4QdajGEvKZRTHfqrtehZ+6ydMNY9iX\nGByb4cY94noKMikt11RseKk1sErxF9P/jeZuCtPX1mUbrVQSiOHLeeFx8PBQ+GwKPNgf9m6B6DgY\n9wakroASG1y7Cq9NgtnvwOj/wIdfQuoqSgf1xuURoHsi5kkvEPz1Muzbfzn8DQAAIABJREFUtmFN\nTcW+bh3OHFFj1GPrdwPqdyvLVOnWjaavvMKP7dtjLSi4q9tZcOMGqzt1ovfmzRhDQtg7dapf/Xel\nf2tSVPPmNP/xR44+8QR3fvvNr7wsYPdUrUq55GQikpNxZWZiXzQf29CBmB02/4FXvdRtEFStBy8O\nxvvqUq4KTPkKQiNgWjvIS/M1IDIOwmPhqk78eUph5/tw/HvoORcaDYNfx8PNnb4vApC5TFzQPEsB\n7sp2mgCDBSq8DZFDIG88uA5B5HRMoaNwu3bgdDxJqWEfLosFWbm2swawkkN/YllECK25wQzUPZqd\nUBKwc1UXBP9M2syXDOBVssjgEidYw1cSwA8ilW9pQH3OcxojTqKJpjVtuI9WZJBBCqmkkwmAQQJ1\nrV6vTUaMhGKRADqEYEK9QC1ug7z72o8TF8WUSB8bNuw0pZ637nTSJWD396T5I1lGwEkeF6lNSz9w\nVp4TiL372/gDeyj1qMQSbvM2NlaqWb6krQvOchiDZ2EQOmEoHAW2LerFgVxAcDOx4Q6rPu79jfTP\nesssBIIqQr/DMK+iGuC1skygwVS/SUzAiHdE98W0k1CnGSz/DD5eDaePwtED8Lli5qqsqUeVx/TM\nZISnxlG6NpXCGe9iT0vDFRNDUI8ehCYlEda1K7bTpylITSUvNRXbmTNlyjJ/5DUTKC+yUSMe276d\n9X37krlnz5++t8HlytH3l1/IOnCAbRMngsdTpktkWe6QkQ0b0mXrVo5NmMD11av9bJWDqfK+WRCI\n6dmTmDFjCG3bljvLllE4fz6ekyd9Nib8Jkl5J0jJE4vi4mDNMZiYCKd+F8sefQImzYKUT2Dl+2B0\nqT1eWj8GDyfDp739PWK03jKNHoOun8CVrbB3CnBTun4Y9L0KG+uAK8+/jpj7oPY3YD8JtxZB+eEQ\n3gOKvgX7p2C4jEdACkwmBmFxmUwgtCeUT8nmQdxEEcPHCFTnGk9TyhXkwGLlGYmZylxilp8EA4Fl\nGb0JSuWpS3cm8SPvkUceEExvRuOklHCiuMAZYoijDo05yWH2spciCrEQTjAhhBKChXBCCMZCGKGE\nSH9iaai0H0oIZsyUUILVC9AlCsAW84opwY5V2vfZuPCtMRpKCP15lCgi+J5VOLAzgmGkc5lNrEHu\n5fUAXU+WEXARSRxJTGUlz/pJKX8E9CCPjeiDfxj3UInF3OJFHKxWA7/djsnlxkQfBMtcsKfAnZdE\nZq4kqDLONT4M4c1hfzUouKLvLfP4v8EVciHgjoQRV2BulO8LKAcPtCxd74aA7yYER8HSizCsJTw2\nTnRnnPcu7LgOLz4F738LnRpA7i2/wVIAV3g05vETCZk4EdvmzeS98w7Fp06JHWxQECGdOhGdmEi5\npCTcpaXcTE0lJzWV3N278bhcKgYPd6+5y/khFSrQf98+9r7+Ome++051z/5Mxx0UGUn/deu4de4c\nW8eMweNWB/q/GzfI8Bo16LFzJ8deeokrUlvMOnYyYFuqVqVycjIJyck4MjO5OX8+hStXYrLZVNfQ\nAjyIMce84C6D6Bcr4epF+PhFiC4Pb86Dmg3gzWFw8ahPolGeM2Im2PJg3bvqjkJQ2KKwjwiHDv+F\nRkPh4Mtw4SuweKD9UsjbBenzFMBuhnqvQKXxcGcrWCpBUHXI+xQKF4LxjqoTcFp87pKib7yZcCGd\nPHriIBMXAmGMIYpJZPESBWzDhUBFXsPGFa7zvQZGfJp4WQAv24hbgfp0oREPkcI7lODCTBQT+ED1\nPFgpxAOEEIILtxd6lX8+Vm3Dil3KkwHahgM7pWXIMdqk92ZSm5oM5FGOcYItbEUOHxyKmcEMp4h8\nUvne69gJ+gxerl9ZNpwvWM1knDpvAH81KmQ4LajIfG4xGRub1FEhXS4EZzlCjJ9gMDbHUJgMpbsD\njyG6TNCyAAwC7K4IJbd1sc4w7N8A7vMAlwDj7DDT9AdhBfiDqJBS+ZCXoEo9eP1JeGMp7FgPPy2F\n97+GQ3uhfjMoLobXXqDUTkAvGGd4OGETJhA9eTLWPXvIfvttio4eVQF0UNOmxCQlEZuUREitWuRs\n2MC11FSyf/kF5507d6XDK/PcFgv9t27lyvbt/PbqqwHBXOsBEyiFhoXR9+efsWZns37ECNxOmZ34\nUiDWHlWpEr137uTURx9x7osv/Bi6vDUIAhV79qT62LFEtWlD7rJlZM+fj+PkSa+NSbPVA3eVf7wA\n9OkPU96EPs3hgS7wxnxYvxS+eBXcdn82LYP3u3th6VRI2+XP2JXeN1rgr9IMHponTgfcOw7Cq0PT\n6bDzAbG83D3Q6kcIqwsuK9hOQM4suP2jOFqsfHuQOh2ZvYPM4oOwCHNxkkkhc7zhBky0JIEvuMN6\nsphFVb4kl++5xS5VSIJA4K7NA1HzNhJBEGGYiKArzxFBLJc4QmUakMVlqiOus7CWb8jhGlZKKMKO\nS+LRyqTU1/W0dr28u01iqwUe5iGa04wf+Il0zqvKQbzFjzEUEyZWs5hSzYptegHEfGUuujONc6zl\nOoe9eWJ5YGDX1q/Mj6YlCXxGHuMpZbuqriCXgyD3ACymmXgc32C8819wSuisxS8Zu8yNoMGPEFwT\ntkaA06GLdf8OcJ+L+MUmlMCsKLDaAzPystg70j6hsPISjH0QLpyFhbvgo5dg/y5IGgLd+sH0CbDt\nFDzcEltahsobRq5G6droDA0levRo4qdMwXrkCJlvvUXRgQN+OrupUiVie/cmPimJCg88QN6+fVxJ\nTSV9zRqsmZl3xd67f/cdRrOZ1MGDweMJCOJ3y+BNgCk4mH4pKThLSvhp8GDcpaV/OCs1uHx5+u3c\nyflvv+Wk5Hmj9ZwJrVqVOqNGUeOpp7BlZnL1yy+5uWoVRmlxcO3Ep7IAHlBPgIqPhZ3HYdIweGwQ\ntOsC00bA0V1qAFUCtgmICIEluTAyFlwl/qxeGRZYT64xGeDe0dDqLbi4DBqMgY1NoMHzUOdp8bzs\nH+DKR2DfF7guzaxWUEg0pq5YhDfI52FVGGAj5YhlDgYisNCICwykmExcxGIgGgNRGInGTAQGIhGI\nwkQkAhGYicBEBGbCMRNOEOGYCcWFAztWBMyEEOX9ndfyCRmcwIlAcx6mBd1Yz2IyuKQC6UCRIP/X\n4F6BaAYwkCKK+IkUiqVl5+SkBG0DRrozgAokkMI8SqU4M4H81+WtgJOWDAIcnOT7P5RiAg26ynmR\ndKASM7nJKJzsVtVlIp5w12yMhhq4i59CcPzum2kK/vglE9eYwRA7CMr3hl/M+rgHGEb+W8DdDozP\ng8/qQuGtwAOlZc1SRdp/7Flo2hGm9hfzf8mAIR0hMwPKx8Hmc9AwFia/irtaLezJw/8Q3L0gb7FQ\nfuRIKk+fTvH582S89RZ5u3b5gXwpQFgYCY88QpWkJCr37o312jUyUlO5lJpK7uHDOBW3WD7v/lde\noVZiIssffBCbzYY2/Z2xFEtQEH2WL8dksZDSvz/OkpKAskxQZCR9tm7l2qZN7H/5ZRVIGwSBGr16\nUXfMGMq3aUPmsmVkzJ+P7eRJf91dcZ6uLq/JDwlWgPvi5VCtBsTGwd5t8O7zUFToz461oNqsI4x8\nH15uG7gDUGrugWSb6Di4fybUGea7SddS4MwL4E7Xr0tbh4K9A4rFQUIJFzLJpx0OxaIeIAJoOV6h\nPGNUv18JV3BSSCmFOCmilCLsFFFKMXas2CmWlO4SSrDhoIgSKYBVJdpyP8mcZQdHWE01WtOWQVzh\nNHtJoZBiKtGYnjzJPjZxmJ0q9q9MfwTwZeXrJQEX99KcbvRgO9s4wD5vvs9Gn40/QCJ1uYcU5mLj\nptdGz8VRrqcGLanLQ+zhTV355m7APQgHUTxMAm+Tw0icHFR1FBE8TojnTZyuz/E4ZhBUUuqLDSNf\nUo+1O4Gq74A7CCqPgi3RAbHOMOrfMENV/h1KrWAOAykiml9yBthXJpMZBr8A0x8TbQQBysdD9jWx\nPC8HrqZD89bw2UwM+9MwNGkGR4/dVVM9djtZ8+ZxddEi4ocOpf5XX2G/fp20t94ie8sW8WvITbRa\nubp6NZdXr8ZgNBLTpg3VkpJ4eMkSzJGRXF6zhsupqVzdto1Su516Awdyz6hRfNemDU4NsP/NAXIA\n7A4HPw0aROI33zBw7VpWJSVRWlzs5wrpCQkhce1asvftY8/LL2OSvlO5atWol5xM/eRkitPTSZs/\nn50DBmCw2bwgLdehTcr2l/VwybKYMOBxeGww5N+G54bD9rW+E+XKtJOY5PLGHeD0bun3l/Jcf3Bh\nbbJEQ41BENNcne9xQtS9cOsG3v8yuT2B6le2Q266s4RSYT1BJOJgofR1fIBkwIyV/RTwKyHcSzit\n8eCmkFPc5hD5HMKOVVdrV4KvhQjuZRwVaMBWZpPLBdwIXOQAmRznPh5lMG+wn7WcYCfLmUkSY4in\nKpv4HgceL6DquTUGcoWUv0tZIC96klhIpB8JJPA1i8gmW3UfRLvAT/8u1lDCHQbzH1bzCYVc82uD\ntp48LnA/Y735euEH/NuqZveR9CaBl7nBcJwc837LIKoQzqcYiabY3R2D6ygm7YLWel9HmRfaFHLX\ni7Kftux/AAT/LHP/BMm75QysfAyyzgaeoars5fR8P7s+BZ0GwjPdxby4avD1buhUzcfup70PRVb4\n4E1cI5+Grr2xJvW4K+auZeguQSB20CBqv/wypXfucObtt7mybp23DtDX2cPr1qVmYiI1kpKo0qmT\n934c+PBDLv/yCwVZWVizsynOywOP538C7nIyGI08umABMfXqsaJnTzyFhd4yS1AQj/78M7bsbLaM\nHInBaKR2r140GjOG+DZtuLh0KWkLFmCVtHRQM3Q96UVrZwLMBgNBMTEEx8URFB+POS4OY3w85oQ4\nTLVrYR40RDypUQUouOmvk5chgfDWOvhlgRibP5DeLv83ahg21dpD8zFQOwky18GZBeKEt8pd4Ohk\nqNkXqg6GyHshL1X0gS/c6otBE0Au0i7r5xSMGEx9MAmTuEUSyngvRhpSkRTS6I5DivPixISFhkTQ\nlihaE0kziskkj0Pc5Cg3OU0p6vAEFbiHVjzHNY5wkKXYFYCrBN0oqvIAQzFjYRsryeU6jzCUaGL5\nka8plFY7+jPyjDYpbWQArUo1+jOANNLYyHqcUuu1ScvalXXI+w1pTUf6sIG5ZHPZD6i1Xi99mc82\npmDnhh+4B/Jll9sQSx8SmMQVhuH2xmB3E81wwpmGjU9wMBtBihdjsbvFUL1K9UG8Kf6s3Am0zIRT\no6HBHNhZL+AM1b/K3P9vwP2JQ7BmDFw5pC/LlBXu1w4YjfDVWXhvFBzaKdo06wDPvgeDO/jeEFo9\nDM+/AT07UGowI+w7je2Zsdi3bPvT4O4FbIOBCn37UueVV/B4PJx++23Sf/pJpZkrB0wTOnSgcteu\nVOvalQr33qu6J7knT2IwGAhNSMASGUlxTg6FWVkUZWVhzcqiKDubIulY+XEoQDpQ8v5LGgx0nzuX\nivfdxw/du1Ny+zYGQeDRFSswGI38NmUKDUeMoFFyMoXp6ZyZP5+MVatwSR4veqBtCQoiKC6O0Lg4\nQuPjCYmLI1gCbnNcHBZ5Pz4eU2ws7sJCXNnZeHJy8GRn487Jgdxsgrp1w9SuA2TfgAN7YNbrcOn0\n3YG72QCr8mBMfbDmBgZ3pZQSHgOth0OL0eKkqFPzIW0JOPNEm0bDofLDcGCEr46wilBlACQMhpA6\nkJcCBSugZBeq+PFlgLvDEkUUl8mlBU4KvAAYy/cUsoObLPFj5PKxARNhNCOKVsTQighqc5tz5HCU\nXM5TifupSgcO8DlXNatBacFdrr8+relAPy5zih2sown304IH+ZlvucoltB44yvMDJb0yAwYepBNt\naE0qqznLGVV5WcxdK8so92vTgEcYwRYWcV2apKS0UQL0g0wlg21ksVOXuQcKHJbAQOJJJoMRuEjD\nhAsL1anATAwYKGY8LtJQ+rWr1oPWA3cV1pWDlulwsDM0Xgh7WvzPwf2flWUExIY7ZFkmQDKhfgXW\ndvId+8PtbDi602eTUA1uZKrtDu+GRk0hMgpuFeB84yWCZ3yAfWsrCDi5/w+a5PFwIyWFzJQUKiYm\n0vDVV2n85pucmjGDjJUrCa1fn4SuXanctSvx7dtz6+RJMjZt4tfx48k+eBCHy8VTFy9iv32b8CpV\n2DF9Oke+/hohKIjQuDjC4+MJS0ggJCGB8IQEyterR/WOHQmLjydcyjOaTCqwt8r7Umdgk/Ks2dk4\nS0rY+PTTdJ05k8Hbt7Oya1ce/ugj6vXvz5UtWxh44ADnly5l88CB2HJziYiLo2qPHoTFxRESH09o\nXJwXvC3S1hQaiiM3F3t2NqU5OTizs3Hl5OC4cYOSY8e4k5ODOzsbZ04OhtxcTNKgrlZzt7Rtg3PU\nEEybfobkCbByG/y2Fea8AZfPq1m88ocAqN4YCnLFjzJGvB7+1OoIbcdAg16QlgobxsCNPT5gls83\nGMDjUV/TeQOufgpZn0JkDYgZCFVngzkOClaCbQU4D6jbpkgukwkooZStBNOTIpbjQiCELpiozG2W\nlPnceXBSwFHyOEEa3xHNvdRhOI150muTwylCSCCCbG6TK15XA+rKdJrDXOA0bUhkJC+yiw1sYAV9\neJKdbOIwe/2/x5/U3KOIYgD9cOPmM77gDoV+lvK5PmnHVKY0I6d0TrKWL+jNeH5jGRfYH7CeW1wg\nhrpksdNPbtJ7e3BhoiLDiGMgaTwJXEZAIJrRlGM8BXyEjQUIOAAhoLwD+J4HlybPiSjJWE+AEOqT\nZZRYp4d7fzL933jLJG2AA5/CuQ3+zF1vUEE5ymwHPj8KC1+E3xTnD58OYdEwc7pa4vlmI3w9D9au\nptQJwpb9lMyZTckycTaiMoZMIPYO/sHAlKw+tmdPOsoSTXExF7/9lmubNnF12zYcBQV+bpANR46k\nzsCB7HrxRbouXIjt9m02jR1L/qVLd+X2aA4L84K9dysBf5gmz2mzUZydjTU7m6odO/rVZbt5E3N4\nOG6HA1tODiXZ2ZTk5ODQbO0SiLtzcvDcvi22A/0BVDT5et4y5rgYwk9fwtmoMmanVSyMCofkZ2Hk\nc/DrOvjyLbhxSdftkMRxUL8VzElWs3UZrKNjoc0IaDcaXKXieqwnvwPPbf03AoCGT0LFTnBopH99\ngsIuGAipLy7fF/U4GC1QsgIcK3CajgM+1i7HgTcxgGAeJ4ehuAimCtvI5b/cZm9A1u7CRBg1iaQV\n5WhJDM2wcYtcjpPNSWwU0Zk3OcBcKtCUBJriwcNVTnKNU1zhHFZFDBlQ+8MDxFCFrvRHwMw+dtCB\nLlzlCutZjXaRt7tl7vfQkD70Yhd72clvGAMAtj9zDzywqiyX71Z5KvEoEznGek6yVVHmY+VVaUJj\nktjJK356urIuOa86TxJHT86TjJvrhFGbqszATSG5TMUjSUF+oYG9ER8V0ox26VAlnpWfCEENIedn\nqDoZDnX393GXbttf9Zb5Z5m7fLVSK1gUzF1m9Fo75eCZ/Bu36Ql4xCX1lPYVq/nilijzd2+Ch7rC\nhtXghNJXpxL8+VeU/PAjOAKvUah3Y/Sm9McmJXHPBx+QvXkzbpeLoAoVODplCrYiX7hZs+JcE3Bu\n6VLazpiBx+Vi2f3302LSJIbt38/+Dz7g4KxZeDRxZbSAX2q1kn/pEvmXLqny9WalWqKjiZKA/kyt\nWnRdtMhblrZ8OUc/+IDbZ89iLClRfe9Afu6yjZ7WToByPT93S99+eLb9gtlu9bFtaxF8+Q6s/AxG\nTIbvD8C2H2Hx23AzUw3EjdrDme1qXd1kgMadodNoaNwdTq6GVSMhc69aq0ezlc83GMDg8R0LGjvl\nQ+E+BwVvQtGbENIMIgfjifoZARvu0uUYPCtwmTJwCWJldjYTySe4iSaCoThI5w670D5pQdQiglZE\n0YpoWuDESh5Huc4OjjIXq7SEndwJ3CYdK/mcYx4uTERRkYo0oxbt6MBI7nCTTM6SyWmukA6UeoHY\nhcANcviGz2lMax4hictcpBwxjGAsK1hGoRQNUpv08syYSaQ7tajB1yzjKtd1bfUGYZUDtuK+yL7l\njskklSvt8rjOKmbSl2exEMUhfvR7G7jFRcpR209iUtrIqQbjKc8DnGAMHgqowtPE8TjZzKKAFVJ4\nAfn7m3Trkuc5mLQD+y6voZhCm0LhIQgKA4+Cucu2/wNkNv79Kv5E8oK2FSyh6n8Yk+KjnFWo/Ucb\n9DJ8/476HAGoWB2yM/3r2bkJHngEEMHFuHcHnvNnCR031juJxg+EAjRdCXhR991H+19/pfGMGRyf\nNIk9Xbuyt0cP8g8domNKChazWfWVlTM9jQ4HJ+fModXzz2NyuTg0axbLWrem5iOPMPzAASo1b676\nbc13+VG2Vf648vO5dfYsWb/+iuOm6EL2fdOm/NS+PTidJG3fzoPz5lGxTRu/+6C9tt59UObpMflA\nyTRgMMaflqvdHOWTCgtg7n/h0bqi7PLdYZgyF2Ir+X7XRu3hrBSqISYOHp0K756HQbPFoGFv1oCU\nkXBtrxqk5X094BYUsowe+GufTznPcwysL+Ky1qS0dCQeIQZT8K+EGfcRxH9wUwMnNuzsI4JBRDOB\nbGbgwoSR6kQxgGp8QDO20pjPiOAe8viN/YxiD49zio+4znbsiG9MSnZ/gZ3UoLMXbG6Rw3G2sZ7P\nWMRzbGc5dhy0ojfjeI9+TKIVXalADQWLN3Gcw8zhE4qxUYF4wglnLBOoRA3JRj3sKCen9MYRT2Um\nMhYjJmazkHSyvWXyR056dWn35XYpr6MuE99sCsljJTOpRlM6MAIDBtWbj5ViHBQRQUVVvlPVBhO1\neI5ytOMY4zGRwD0sI5QmnGIgt1jlbUOg++ASBFwmE05BhFSP8rlWPnfycVhTKDkGQrgoy+hh3d9M\n/6wssxixV2rzOeScgCNf+HvLaKUY5eBqzY4wdgFMaggOt9r2qxPw2hCRvWvDAu++Dv06wKVL4nH9\nJnh+2IyzZV2ctwt1w/zqDaiWAkHVq1NlxgwiO3fm4muvcePrr3G4XF4bgyDQIiUFZ2Ehe4cP9/q4\na9m3UK4cAy9eZEXjxhTfuOHNrzNsGO0//JCz337L/tdf93OV/LNJ+Yw8tHAh9ZOTSWnShELJCyYs\nJoZaTz5J3bFjcdtsXJg3j+tLl+IsLPQD6UD+69oOMRBjl/3aiU/AvP80NK0IrgCzT1Ecx1eAIVOh\nx1Ow9RvYvQRe3wyfDYHOo+Geh+HIj7BnPlw94C/jgP4qS1pZpl4yxLaFU6P8ZRllu3QGUX1+7ZIP\nu2DGSEfMDMBCEqVcAoIJpglO8ihkG2G0xUAwBRwkn0Pc4jBWslTyDPgGQvVcIYOJpB8zWc5kSiRW\nrp3FKieBUCpRl5rUpSb1CCeCy1zmIhdJ4xK3pM4jjkr0oRfVqQrAKtaxnyO67NcAdKQVXWhLCts4\npBg0LUuPLmu5Pb1BVOW+XlRHMxaSGIMDK1tYgEERS70LE7jKQTLZoTpHrMdNM54hiloc4yVq0I+K\n9OISH5PHej/ZRnTrtGtkHdFGuSCHPLgKqP3e7YDTCPXuwLGKED1UZPEXxvvjnjygOuDf4C2zBMkF\n6EMozIbfZ+pHhdTT3J3A5I2w53vYvthfw0q9A32rQkGB/yj1O9/A77/Bki99dX28GK5fpfStVwPG\ncVdq7q6oKGJffJHYUaPImjOHKzNnYrdavU0GH4B7QkJos2ULN3fv5si0aSobFLb3f/op9qIifn/p\nJVV+SIUKtJs9m/g2bdgxdizXtm79i3fdB7oGo5Eh169jjohgbevWWE+dAhTgbTBQqXNnao4bR1yX\nLtxYuZKr8+Zhk8L9yrZlzURVXjMQsJtNwOiJcG9LeP5JH7jqAbIWXGMTIPl9X9z+nEuw7gM4sAwo\n1NfI5br0vGm04F53FMTcD2dG+7tOCgHqMuGNKSN6xvhitfsA2UIIo6nAf7336BozKGAvVjL8Qg7o\nhRYIFF8GoCvPcZHDnGFfmd4y2rIIIqhBXWpTizrUwYmTC1zmHJe5QAaNqMsgEgE4whm+ZT0uhS93\nBGEMpQfBWPiGteSiWPmKPwL3v+YKKW/19XMTvRlKCKFsYC6llCDgojndCCea31msOseEh1ZMJIwK\nXGI5jRlPERc5y2zc3NRwdHVUSL21VrVRIS12aWFvrXuksS5U3AhnakP5F8AUDxlTAi4pauj718D9\nn5dlTIivIUFh+v+IJp1jE1C7JVRuCL99p7axAFFR4ut0SYGvTmW9ezdBx67q+j58DUaOx1yloh/4\nqJin2Uz5iRNpcO4clpgYzjdpQs4bb2C0WlUgpjzHYLNxODGRiomJNJ40CTMQIn2Utuc//pgGo0cT\nHB6uynfm5rJz6FD2TpxI50WLeHjxYsJjYu5antG7XkLr1thzcrCmp2PyePzabPZ4yN+2jSMDB7K7\nUSPsmZm0WL2a1vv2UWXkSIJCQrzfNQR/YJfrCeUPgF0A+j0OqcsDA7vec1C5FgyaDvf1FhdBB4io\nAGYzeErU9srzLOgDu6C5joAoyxjc+uXa51EH2F0mfwA2UItoPqYcE8nmI7L5AoBYhuEmqExgdwbI\n0y7YcZbfqEd73TIn4uIgYugDdVk+xRziJCtJ5U0+YRHfc51cWtCM6UygHa3YwzHuYKU5DZnNfwgj\nEhcCDajDVIaTTjazWMkNbH4yjF2Keq6VMlwIOHTzxcn8diyK7x7oY/KTVxx4SOUbbpHLo0zFTDQu\nBLJJJ1bS3eVz3ATRiqmEUZk7ZNGEFzjNNxzhTWwU6lzbdy1HgPZ5w0tIEo38NucyaWSa4KbgOC49\nV2GAtezn7C+mv3HqX0hhSJKJVVzMWl4VR8AnpchfsESx7wR6vwhbZ0KwxI/tinOrVIPcDF99TkVd\nLuDYFnh5jrg8m90l1pl3BVYugun/xfyfsSIQOcEpAZHTCZF9HiNEA+IhAAAgAElEQVTknfdxXbhA\nXpcu2KQQtgZEgJOZfYh0OeVx6a1bnOzenea7d+O5cYOrK1eCVOZl+pcukffrrzR56inOapbLAyjY\nsIH1jRvT7O236X/yJIcmTybj++8D3t5AP6YZqJOYSFZqKpX79iXM48GjsVcycrKyyH3nHW6/9x7R\n3btTcdw46nz4IflLl5L35Ze4T59WsXiVXBMI0OUHtUYNqFkHjmwVnwc9IA1WNKZJe+j7PDTuCNsX\nwCtN4M51mJgCxbnQoid0exbWT4fzP6r/KZSxZbREQivTAJiMIHh87dLrFKR2eQRwBKs9YtSzRqsR\nzn8Ipyd5LCGTrpRikwAgikoMoT6LucL3XGIZToVWrIxBA2rmDj5GLuefJY2OUthgG7d17ZVbvUiS\nAOkUk84pNnMKN2ZqkkBDqpJNAZGIDhDvKmZ8zmcrh7mMXeWL6p+UbguB2Lw/aw9CwOU9VynJyHZi\nXpCizIUdWMPPPEgX+jOVH5lLBjl0pyp2wnHjIggDDzKeyjTGgZU7ZLGB53BRgCD9N+uFKAiS1rcV\n49z7Bm6VkSHlQV+LYMcVKtnIS+w5QRDAYG4KruPic2YJA5dinobM7mUM/BvpnwV3+WoeK5hr+P6p\n9JIM1CVAXEOo3QG+HaZusfzGGV8d8jLF+vS8tQqyISsDWrSCI/t8ncLCd+GX87B4Npw9i1kQwcjc\nrDWGtz6C8Aiszz6Nc8tmcPrYqXIRDqUnjPLYBDgzMznRqxfNtmzBkZvL7e3b/WwuzZxJy+XLufLZ\nZ3hcLn9XSKuV05Mnc2P5closXEidYcM4Mn48titXyrh56vYAVExK4mRyMlX69UNwu70dUkCAB8xu\nN/b168lYvx5ztWpUGDWK2ps3U3rhAkXz5uFIScHkcKi8YKAMYDcBvQfCphTA6f8G5gVSE3ToJ4J6\nZAysnw3zh4tvfDJIb/8QRiyFd+pB/c6Q9CF0fh62ToHcverOAvSBXSu3mA1g9AQGdslOy9aVwO6i\nKtE8Sxh9yGc5aTyCg0KJwYqgfZG5hFIfG1lE0oxWdOYIH3GLTD+WDuoBVD1ZxoWHMxylIfexUxEr\n5o9kGeVWz13yPDmcIQ84SjBm2tGQYbQDwIGT/tzPcDpiQsCGAysOir0fu/RxSNFwHN7jYhyUYPPm\nOSSwFMHR56PuRPCCva/c51uuLFfaAPzKFoqwMZDnSeELCrlNJFXIJ5tEJpNAbYrJZzcLucEh6W7q\ngYcyBUlgrk7i25dvzVQAOxbfsSBFCJVXebI0xWD7Tno+w8CV7lvXF9Rr/P6N9M+CuwzmhmKxx1Ky\nKmVS9lrBQOfpsOcTMNr0O4SEaiK4a7+Nsic8sAnadYXj+3zlxfmw8AOY9g6M7gvVasK0dzC17oBz\nxquULvkWs9uN2eJj8/LMVi3IK/PkywK4T5zg3MCBNFm5klOPPELB8eOqptn378dx7RqV+/Yla9Uq\n1VdQ6vRFBw6wq2VL6kyZwkOHDnH+zTdJ//xz0MRt1/tBQ2vVwhIbS/HBgxiMRiweD278B0FBDfAq\nsM/MpOi11yh6800iEhOJHDcO8+zZ2L/9Gufi+ZgyRbfMgKAuHyc+Du9P8h9ANSHKa71HQZ9nIfsy\n/DQDjqwFwe0Pslf2QeE1uK8fnFoJX7aE5kOh3wrIOgB7p0PJRX/mrnw70DJ3owTuAYDdqZh9Kuvr\nPvmkMhE8SziDuMNKLtEFG0VSeZAXjB2IHcEx3qA1CzjFZwhE0Zb3SWMtp/gJUZ71184DSTcAhzlK\nHwaynT26nYNcj3IbqFxvvz6VSORelnKAWMKwYOYLabKTgIFQggglSFp9SbtvIYEI6djsLZc/Joy6\nnYKNEmze/WJs2LFjkyLLl+CQ8pzIbrzKjkBgP/spxspAnsFBCRVpzBO8CsBJdvMbK3BjRZDAWT1Q\nK6jylIDuIAjlIucyiNuxIA+sysdiXU4sggO7JQhBcBJqaobHMxVDMKK3jEFBWrQA/zfSPzugug8R\nsaIGQIWBcHiA/4CqNpZMaA144neYUxusBYoRToVt7/fAmg9r3tOPMOkEmnaBJ/4L4zqor2e0wC/X\nxEBjMXHw9cewaBYUFqslHpdvoQ/AL7okqL1rtKEIQgcMoOKsWVzs0AFbRob3nFKgXJ8+VHrxRY7d\nf7/uvdOy+ZB69ag/fz5Gi4Vzo0ZhPXVK131TTlUmTSLknnu4PHo0zc6f52KvXrjS0lQ2eqDux+Sl\nHa/sUrc25qfGwOAn4dRR+GYebFuDHyuX9+s0gM+3QJ9qPm3bBFSuAY9NgoeHw9ENsHE2XD6krkMv\nnG+jRHjgNfimle+fIygYmj8Hzf4D6Uvh9FvgyAusuyt93ytMgLDGcOtp7zWVKyy5pNcTlyBITNyE\nh1jCeZoIhpFPKtkswEmOt1xXk5WAIYJGtOV1tvIydkppxXhCiGE7i8jhui5zDzRg6kLgPzzDd6wl\nkxt+so5cj955Shs5ybZuBPrTmO7UYRa/cZxbhGBiLt34mAOckGbE/pmklWZMGInA6O0MIhAIxUyE\n1BHInUKopuMIxUIIFgwgQX6Jd6vcq04VakounQDfMY+rnPOTXeRjuY16cd+VC3eIbZcHWR0qe71B\n1yDsmAkjhvMU26MxuZyYzT/gKV2BYP1B34kEMDT5N0xiknsjoxR+QP7ncmpslMf3T4HjXwIF6rIS\nhW2FanDtuEoTBXzyiwk4uxtqNYXyUaJHjfwsV64urvoTXR4unISsy75Xc01dsmxT6pSYvKCWI5xO\nUbcHH4uXt45Vq8hPSKD2xo2kt2+P69YtL8svSU3F9MEHxHbogHX3btUtk21U6fx5znXuTIXkZO7d\nto3sefO4/s47eOx2XZAvn5TEzY8/JgQwGgxYpDg4epKMCuQVYA74L5F3/SK8PQ1mvwaJ/WD8ZHhv\nLqxaCD8ugJtX1YDcYxD8uhLMErA3aQv9noemD8LWRTC1GRRc9R8E1WPbJiBjLXR5H+p0hhvbxTJz\nCZx5DzIXQvPXoNcZSJsJGZ+KZXpSi8zczdIkJkVsdq2uLj4KAm5iCOUZIhlJIRs4Tx9KyJFAUgR2\nedBQybZl0AcoJp2jrKA900nlv2xkNrXpSC9e4AQ72csm3BJ/DDSYqgTu/ZzmPppygbwyJZi7Ze5h\nmHme1oQSxLNs55Y0EFaIh885xnjuYxy/UqqNhlhGUk5M8l3LhR0PN7EjUKyw1Z+xqgRgpJ8vFAvh\niNHuowmnMdW4hwZEEq661klOcYWbOCSWLcsx/sxdne9j46CUcGTmLrN537H4NiC33YJDumYznJzB\nYTHjchkxE4bbWITHIunxvi/8t9M/y9zPIN6d4E5Q8Q04+qC6twK1n6c5AfqcgqUNoChXzaSVvdvo\n3fDzNLiwp2yf+Vc2wrp5sFucrUqLLvDiUlj4KjwxHQ5sgdjK0KSNqAunfA0HFQtEOxUf6blTsnnw\nX+VJPk1O4e++i6VTJ7IffhiHwoc9fNw4wrt352qfPr667uK+mipWpPKcOVgaN+bq6NEU796tAnhj\ndDR1MjK4nJBAUOPGVDt4EABXVhbuggI8BQW48/NB2qdQ3BoL88VtUQGCtQBPgWhjLi4Q36AM0g3Q\natsNGsGgsdDrCTi+B1Lmwe+/iEx92RmY/RTEVhFBPSoW1n0COxarJ3LIvY4WzLXSigm45ymo3x82\n9tQH7ci6UP9diLoPMl6BvKVg8ujLMtHPQFB9PPaJKr91l+Bj3gbCCWUsEYyhiO1k8xklXFcxc/Cx\nYyVblwFXjucuH7djNGbC2MiXOBEIoTwPMYRIyrGOFVzjhi6oawdNY4hgGkN5ga+xSzDxV3X3WkTx\nEm3YTxYLOI1Dx7HuVVqSQRGLuVDWI+pNgQdTA4cdUJfpD6pGEEw9EqhPHPVJoBIxXCGXS1zlDnfo\nQXuyyMGEQCbXaUZD1rKOs5wog7krWbjDz0Zug5LJ69kDquNoniCExhQyUTz2bMDufh2cvwYMPGao\n9W/wc89EbLTpPoj9As638n0J+TdUAnL998EQDPsnqUEf1JLLuCuwsJ3oAVOWz/wjz0OF2rDgaej6\nDPR7GT4cBMd2QrsB0O8FGHc/RFWER4ZCr5FgFCD1a1i3BK5f9QN3VWcCfsAP/uAfvPAbiCpHUf/H\nwOUS7UJCqJCezq0HHsB1/ryqyrtJwX36ED1nDiVr12KdNg3PHXGaevDjjxM8eDCOeZ8R9vUSjHFx\nFA/sg+vgfszloiAyCkNkFIboaIzRUZjKRUFEFERHQWS0qINHSp8IKS88Ehx2KMyHIgnsrQXisQz+\n7lK4vwfUayE2sMQqLkSdmyF+1s2Ck2vA6PZn6Mq3Jr2IkErANwbBoMuwo7sYiEnr6ugF7nZQfSYI\nFsidAo5tfgOlroiJINTFanxBBeguBNyEE8pTxDCGIvaSzecUk6kCbyUrLwvcZTCV9XcIZgCTOccJ\n9rDDa9OEFvSgG/s5zCb24FB41ATyiJlObzZwlr2Kqf9/Ftx7UJEJ1GMWaWwhR2WjTLEE8R0tGcdJ\nLioYd6CkBXc9sL8bcK+MhXsozz3E0IhYyhHMWW5yjhzOcYMMcijFRTUimUJ3NnCIbG7Sk9bM5kfq\nEc8TPEION/mJDdgoUIC2Gtz1gT0wuGvtQQ3u1XmZUs5TyFcIuKjMRvKZjFsa1A2SwgcrJ0EZy/8L\nwN2dh7j8FA2hfApcauQP2vKxsxx0uAA774X8K2rWDD7Q9phgvBU+DJVos8JGO9Epvgk8swaOb4C6\nHWBmItxIF+1cBph1BL59FXav8dVTvzX0ehIeHghnDsHPi2HLarCWqNsrJ+2bA+ryUidgMiGsWIP7\nyhVKJ4qr8JS6wPLqGxgqxFHy7Hjx9D+J8IbISELeeY+g3omUPD8RZ+pqQr5ZhiGhIkKDhjgefwxh\n6JMYThzB/dU8r+wC+Ji3Vo5SsnL52ASEh0F4FJRTdABhckcQLXYE4VEQUxHa9VU3dNs8OLsNLvwK\ntlx9fR78WbpWL5fb2GwaRDWCYyP0tXUUx1H9IfZdcJ2H4ql4OIVD9koImgTGuhQap3tBsJQIwhhG\nNE9TzFGymEOxFBZX66PuUDB3JUvXyil2xUpMcl4oMYxkEin8QBrp3jojCKcvvShPNEvYxCVu+rF4\n+XoAHanHfVRlhjTYqV3UoywtXsDE89ShOVFM5zQXFN4feuDuRGAAFUikPCM4+4dxVk3cDXNXg7oZ\nJ3WIoAnR3Es0TYjGA5zgFqe4yRlyyaAAN2rJpgHRTKMT37GfA6TRiHj6cB/vk4qACwseenMfHWjC\nWn7lEEf8JB89nV3L8FULZOvYg7IDcNGYr8jhI0rYh4CTWmwlh5G4pTEA5UQoi12UgoLD/gXgXuAM\nEmduOaoghO7CcKu6OrwA+Fh8hVdBqAHnknUHGbwdQnB16L4TllZX28k2yk4hqhZMvSh6ybxcDUoK\n1Uy8aSL0fwteaC5OilJeTwiG1o9C1yehQWvYvgrWLIZj+31fUsvolVttBxAaBt//CpvXwqw3xPxy\ncbD7LLSvDzcVA1WBJ/r5kvJ/7/4O8NECuJwGXRPFAGld74W0MzBxGkTHwIfT9M9XMNmAgK/1hNE7\nP8gMj4yCPi/Dxb2QmwY9X4TfFsKNk1D/IajdEQquwKVtkL4Nru4ACvw7Fi2D1wK3JQoeuARHm4H7\nqr89aLxezBA8HsH8Eg7DeoqYgYdsgngGA7W4yeu4CCaUJ4hlAjbOksGXFEryg5KlBxosVR5rwT+Q\ni2MV6jKcR/mQZeRQrGLYranHENqyjTR+4Bh2jH5A7cKEBQvLeIih7CRP0sL1mLoW4OMJYTY1uY6D\nV8jkjk/99WP+ymQAVlGNn7jDUmmxjz9KeiAvg2UwBu4lmJaE0ZIwmhJGNqUc5Q5HKeQY+dyQAVDB\nspX1tqYcL3Ivs/id38nGhIsmxDCUJrzKZhVI1yCaZDphpYQVbCJfCsGgP6CqAF9dhu/P4OV2yXJN\nZzZwgD4YuYmAk2Zs4TyPYyBTty6AioaC/z/gvnHjRp577jlcLhejRo1i2rRpunYHDx6kbdu2rFy5\nkr59+/qVGwwGcj3h4iPoiibc+P+ou+9wOar6f+CvLbff9N47IUASUuiEXhUQpAhKB0WQJiCKIqKC\nCoIiTTqIIh0JVVoCBlIIJCQEAiG993Jvbtm9W35/zO69u3v3Br5fv4+Pv/M888zMOWfOzM7Mvs97\n3p/P+ZyPJWu7ihaLLROvYshivtifmi/y2X2hHNJ+AiNv5JUD8pl6bp1UmDGXsP+1bPycToP4016B\n8a75SyGzXDODV25h6tNtyy+d+nDwGRx+NtK88gj//CvrVrfUza4LwV7OfpfuPPEe9/+ex+8L8m+4\nj7WruO2XRe/zV079BvLukmD74CEsXxwA5ddO4aiTueLkoOzL2Hsx1p5bVsi2Q2EOOp2TrmfNZ0y8\nltWzGP01Trqdig7cNo7a5YGFtt9YhhzC4EPosw9bPmPVJFZOYsO7qN+xNJO9lmG3BOOt117VZmyZ\nQs+Xpkg3Za5S6UzbPSgpLaS7Bp/o4jKNllrpblssaBO4C0E7riX8QKHO3tZgpNz2DjTeXnZ2o4k5\nCmQLiz/fXnpr5w9mma9l0pbc811rpE/UeNLaPGAu7Fiyefur9jv9PGCTBzPG2JZj8ll/sbSTEs/q\n5WBrrSvCwoulbFknYXuosIdyeyk3XJnPNZqp3ofqzVFrSwGbLxZbJpsO19kVhvmF2ebZ2lw+Unvn\n2c2PTc7rcqOSSqR8zW6ONtor3jfZnOYnVwzki4cfSOQx9FwjbHa/va72c4t3ndgM4nuZbLZjsDmP\n8We3YUBo/f89uCeTScOHD/fmm2/q06ePPfbYw+OPP27EiBGt6h1++OEqKyudc845TjzxxNYnCoUs\nS3fP3JgSXdIr1Mer8o0IBKBX/kOie7Hq1NasvdDw2uM7dDua904vrodX7syhD5JM8PJ5bFjInlcw\n+mzu25/6mvzjhh3Oybdz7W4tMo+Cc+YC/U57c9g5TDiJz2bw6iO8MzHQpIsBe+52En0H88gUfnUh\nk15g8M488jaHD2yRfv4nKRTitO9y6Q08dS9j9+fVJwPDJuw6nuvu5dvj8oF9R2y9sAMoZOxRgafJ\n+G9y4q+p28gLP2Xhuy0gO2QfjruVBS8FU9w99fXWHURJKX32ou/B9DqEruPYOpsNk9g0mZrplMSK\nyzcVfdlpDssHE9rWXKdwZqSsgTSXeTNGb38V1Q3ErLDYtbaZm+fxkgvcxUA7W5f/uSyTW+d7DtMk\n7S5Ti9bbX38XGumfVnnAEnGpPLAer4sfGOA75u1QlkmKuFgX39HJJdZ6r8CEn9cxpIoDeyIR5P8s\nUm2nUNRZibbZezSa1F/EXkrtEyqzl1K9RHwQinlfzAwxczVokG7Fymmtw+eyWzhFFxfo4zKfWqw2\nD5h3086FdnGpqW2w8oS+qnzXfiLCHvG2dRl2/b+XZbLePAHb72e8IQ73oZ821z3UZO85UDhTJ/fL\nIOs/Pyy08v/eFfL99983dOhQAwcOBKeeeqqJEye2Avc77rjDSSedZGbGE6OtVKudiApRSV1CpbaW\ndQn+MpVBNDWIJMIqS66k9utCXeTLNsVYeZcBJJfTWT7whqIM/hE7XcHs6/j0nsDNrTM+/wPdB3LW\nszz9NZqaWo5b9waN6zns28z4a3GZJbcDWTedv0zn8cvZ43iOP58f3s27T/LGIyyY2VqSyV3XL+aa\n47jlFZIb+Xgqn7/PqWfy/H07vJ+t0oDh/Pi+ACQvP4TF85g5jt8+zzuPkGqkbjF9B9Elc0xbzL0Q\n7HPzC+uNOopjbkSal3/I568F+Z1z6pRtoboTn/ye3b/FHqey6IkCA2mc+BSWTWHZryiroPt+dD2E\nvjdRtQvbZ1A/KViaPggeRBRlK4m/RPfvS6RuajOQV5MuonZXYowKY5QbqUz/vNsYUq2XH+Edq71r\nm215jDu3YygE72LAXSjhZJlxW3Fl/mCu3zvU/sZ4KaO/59aZqN7b5rjaEPfb188tMVdd8/Fv4OfK\ndNXdZ1Kt2DtUp6L+rLMOwibEaqxNZwMykcwAdnadTYmm4gCfSkb9HHO7lzhwexcvNAZyUBgjoyET\nytP2L43YPx0WxrtNKVPiSXemY+YlU5m/R1gkWkrm/kWiGTyI5oB7Ni/cmrX/QCff1s5pllkpgo55\ngFyjQlokg0GtPWIikmol/Ni7jjLY1b7hn+Z72RwNmlqx+NJmVl7RitU3FHQAWcAeamcbrLY1c21l\nmfItqkVUZI6tkJVw6pvHka8set+/LO0Q3FetWqVfv37N+3379jVjxoxWdSZOnGjSpElmzpwpFAoV\nNtOc6lUoy8RnSGvQpKNk5o9TFglQuyJylkR6rnj5x8pCGd/PrCST+5mdBfrK/mz/qCVuTQSdd2fk\nQzSu4+1xbF8elGdjNiQw7XKOfo6v38+rZ7e0ncDkazn+ET59PN+fMVFw/kTmfGXQwIePM+NxuvRj\n3zO4+jEScSY/wqS/sWVtUDeROSYL+qs+5JYz+M1zXHkQz93K5ffy5v00fYUeO1rCt3/CNy/hr7/k\nxT8HI1fLsexDvnifUy/kuT+S3Bzc1C4dacxhWW1p54V5uWXDJnDMb6jqzBs/Z95zQd0q+R1BFOEt\nVHSiookp53PUC2x5g+Sm4pILRBuof5NVb7IOle1pfwDtDqHzPZQMIjaFpkkkJkmkbhWpfFWs6U+S\n0ZR4pKNQBsjLjBU1VlQvjear96lac9BVWHsxayTFve9iKWU6GqeHQ+zvDDVWWWy6xT7QYGtR0M7/\nEvhqunwhqOfW+Zk57rCXTzWao67VcWuEXGq5w3V2m2Get80tNolJS4p6Vp3jdDHXtmbWnWXZuybL\n/K2svZeamvykrlEi82BzwTuVzIGGRBFQL8iL44bNTOxe4qntae3C7FPG2iRTGnmlhp82srj5PxSR\nxxyiLQwoHMlo1SVJuWAflw/6WbD/Vbidg5X7hrXWiYqozAHuYEK8eqWIqM8D44hc//bs/vNWmWa9\nS+3ulwa6x3RLrc8w8qBO7iQiuVJNtpVc6SYpolRMRwMs9YF6lUrFRJRLiDXv5x6b3f530g7BfUdA\nnU2XX3653/3ud4GrYzq9w8+HgKkEsSOSGsR0kRbPAH7wsDu60vbQ96TLyiSjBQF3cr1qsqBR0Z/a\nFzKTJpfR6+f0+C5LfsSyR4OpUsvkg3cCiRTvnsaRkznweqZf38L8N05h20L2OoeZ97ecLwvIiSL7\n2ZTA9hW8/hte/Q077cd+Z3PXpyyYyqSH+fBFYvH8Y+a9ziNX8dtX+cl+gbF3wjHMeHHHD2DEPlxy\nP2sXcdnYYOBQYQzeJ67jV2/yzv00bg9C5Q4czJJZbUszO5JlBo7j6BvpOoxJ1/PJY0RSLaCe20YW\ntNNbKO8c3LOamSx7nL1v5aOzW3cEuW3keczU0PQSdS8FHXlJV0oOlKo4hOj3REJdhUJdVZU1aPKJ\naoM0WSBmjlrvq/eQWsslhXVyit5+YKPJPvE749znY9c1s+nl5ltigbSHdTHWAHs7wck2W+Vzs3xu\nbiZqSiGAF2PurY2ryNPqC5n9Ekm/tsAvjXaGOdZLFa33nCZvW+EG3bxikEttNiOV9LiYJ0NdXdvQ\npCkHiL8TLvebyjKX1sQ9UR9CWWvwzu4n8v//4QT9ShhayrCKYD20lGElDCqlIuMKf0p1cNxFq7hv\nU4bD5CFNNP99y+5EA+xIKSWaFI/ZIeiXRpPurqwwPB1xZKxGTbRUNJrMMPvSvDseV4Jwq8FFbbk4\nrpD0MzMdqpdrHGyyJZ42RywD2lnmnhtIrBjIoxmsO+tvmpea5bsy1RJispEzs0bY3O1/J+0Q3Pv0\n6WNFToCqFStW6Nu3b16dDz/80Kmnngo2btzo1VdfVVJS4rjjjmvV3p3XbxGRFJJy+kGTdT2ohyaN\nzZ8tHR0jZoO1vlCmo0gkKVJZ3D0okgiWUHl/2i2jfG+6PkTsUxaPIrGOHlrLOrnbGph5LAdOI7GM\nLx5uKf/o5xz2TNBBJDNaUKvjc/KyqbBs43s89x4vXcbob/L1C7ngHj54gncfCZh1tv7cv9G3N796\nlUl3c8pVLGwD3MvbccpvGXcCf7uMmc8E+V20Ht22/RMWvMVJl/LKb9iymKGDqZ/VUufLPGOg2y4c\n9mt678n0G3jxIcJNgfxSyPgL96NxUnG6VwUDllb/nH3nMfRwat7I94TJ1dILPHPyg3bV4EXxyGsS\nIsqcqZMguuYmj9vsuRwVLwDGchMMdaWEetNdY6tlhjjLOp9aZq2kjq1819dYZo6VEl42yE5GGOMs\nx1tjrdnm+8hC25r/pC3ad1uSTDHtvhD8k6JekTbIFjfa1WlWaMytl4pIJCKSiait+FYi4RvRkAfK\nu3u8IenampS1XUL23N7Jm9vDykLc3oUJJSEHLmZ+vLy1RNgU3O5+ZQwrzwB3OUMzy6ByNjTxRQML\nG1i4jXe3s6SRC3pzWGeOnUvHKNPHc3efYLl1OQ+uZn5bs1o2o1Co5dkXDo9GKhrct3iUshCP9k6r\nbEo7eGNKfboD0WReBxCJZpeEbdGwdChqU7qLSDj/bhcbnJTNe952U0x3ueFudqzbfOTTjAcO+T7s\nWTmltZ97TIWwah0tkhTVUWDI7SKmydbMfvb4BW+vtuDtdf82c9+hQTWRSBg+fLi33npL79697bnn\nnkUNqtl0zjnnOPbYY9v0lnkqfaysweEA95nnV5rMz9zUlFGetNrN6v2r+UbnGifyZkDJBMSvLG0i\n/ohQ9ChqLmX7s611+UKXyEIALt+JPd/hwzNZ80ZLvQMmBpLAp3e0dsMs3Kc44BczqnYawNgz2eNs\n4nXMeISZjwUTmCRw8m30H0e3ofz5OJbl2DISGH0c376TT//JP64OXDvbSs3APJQrpnLjThxxLXXr\nePv3X+4tE0XHwUy4nkFH8MHNzLkbja2ZdraNQqDObh+8gqTrBPgAACAASURBVA/3IbYy2O9yJEP+\nzPzdKKlvs2PInemoMBJjcIujSpyks19b5fvoorcbfOpMDdZlGutrkEu0N9p891tpioSIsJ6O9iev\nuto2m5vZ9JdJLkkVhtnJaCPsYohlNphhkfctsz0H6Iux90JXyGJG15Z48Dygl+VSfpKqaQb0Ql08\n0RSRSkZ1SUXc0TFiXCkfxUJiSa7dwLN9WRLj3KU0pBgQDgB7WGkGvMsCNj6gnPVxvqgPAPyL7SzM\nbC+qobEg0kD7KI/vTmmYU2azJccmu28n/jGW7hmj9oytPLSCJ9bIzATbxrta7Gsy+26VUB3m+SFs\nTHLGapry6qcDtp9h/OFIQrQkaVRp2iOVVfZu3Nos6bQF8sGpWgP/gTq6yk5mWOchn2SmHm8dTyZX\nfw9+QtIg3ZzqMHe6r7m8v66OdbKH3drq+Fzmfnboqf97g2o0GnXnnXc68sgjJZNJ5513nhEjRrj3\n3nvBBRdcsKPDW6UWzT2qSVxKO/UZfayXvSQlrTNbRGUGyIMXPAvyuZ86ZZGEisjpQsKUnStW311p\nekMQaa1QF8/KObmyTC6AJBYw9yTGP8f0w9mciVPz+XXs/yorHyRWn98xlOW0reB8uXp6ITuC+mW8\n+2v+dQMDJzDubI6cz5IpzHyE13/MaY8ydH+OuppHMm6L7XvyzTvoPYq/n8HCYNqw5lGYbT3NKOoX\nMn8iR15FzWJ6jqSqoE7uOoKOvdnr5+x0EnNu57Ef0FSb72qYPSb3+EJJJrud3EK7TkQz4J54jcb3\nGPArNl/VUjczqCjrulgsCmPuMP4qZ+rkcoudp85CQeyXBw1zj9ku0cvX9XWaZV70ge+KSYirlBSx\nh+/4zL9sUCeZyYsVAfhiksv7VppmrbD3jDDYXgY72T4W2mSKFaZYrzZj0Mxl7TvS3PMGR2W08vMT\n202KdnVCE4/FEpKJSDOYt0goERIhm/DtGo6v5KkBgRPTGR2DKhsa+XA4/ctYGw9A+4t6FtYyeR1f\n1LKkPgPgbXl4ZVMTQ6p5YS8mreeHs0kU4M/UWnos55je/H40e3WkTxk3DeeltTy8jMkbgnGIrd7D\nNra7lPPqSD6s4wfLBJ78eRHuQgHbj0aVl6TtWRmxfzjkxurgPs0p7ezmWMzUeNyScFNRoKeYZJMw\nSa0PfehSg9zjYLf6zEzr8uSUXCKafc4RSd31stLmZn09KimtvUaJPM29UJr5d9J/dBDTbenvNetV\nX3e1eZ632Ycikg71ews8Y1OzH2pxv9GosA6O180FktYqNUwk4/pR55ea3KMkFgyZjiZTLfJNMfau\nYL/dyfS5lbn70LAqyN/lSWo+YNHv84G6kP3nrouVFX5hFZaXVAUxUnY9m2678vlzjD4/CH/w58EM\nPIwDb+TDe5lyQ4tUtMPuWb5E06kfp8/mnSvY5Ts8f2Rrbxio7sqonzDsbBY9wCc3E9/cWg8vZNoU\nB/Xs/uB32PxzGv/VUl7alW7zJOqPkQx/0MzM0SoEQDEA7OF7OjvRJy5Wl/HrDsrLHeoJ5bpYbaoP\nParGxrxjO+jnOFd50I3NPg7ZcxW6OBYO22+rPKrEnro7QF976GKuGm/Y5HW1tuSEDwgefcvxuTJL\nMhFpBnAC4+auoYjJ3SOOWBnyUV2R96dJqy/KsRXBhxJcMZ8valhYw5I6Ytmv2y9z121j++A+PH44\n18/knk98aQqHOGMnfrUny2qZt5W9u9OpjL8s4JEFLM2GWmoD4PtW8/pBPLeaaxfklGfqdIqybxcm\ndGZCB0ZXMa+BERW0z3lHG1JsSKWVhvhXPGVKU8LUdJPPQk3CBQbbYuy+VNw+KlxvoI9t9weLMhH7\n85l71pUxIum7drfZNq+b28zSR+nnEGP82TPN9QulHbgmdNt/f1TIBpVKxQVTcCVQrV6lPnYWUWWp\nD2Ut3VmGn/2RZdK6OlZvZ2m03FI/12Rapm43/bygyi/wCw1l92t0j7j5rSasDeWyd/INrfVPs6k/\nu77CpxNI1rD6F+z2DhvuIVZb3GMmy5y/DPDl5OV6zRDo0Av/EiztBzHiLOI1lHfiwiBWulfPZNHz\nlMcUTW09zeyLHV/BwscYcQodBuUz9whK2jPySob/IDB4vrkbjWvzJ0XNnqfQ6NpKY9e6AwhtobJT\nc37AzDdKN10pXPmAWHpfyUi6qFGytbQR1dvVOtjbRy7QYKtYhnl3ta/hzlZvq3JdzPK0zbY0s/Vs\nW0f4lmneskWITFlboP1lPuy526+p8YrPRZTbVxdH6OYKg81U7wX1XtWgVrqZnReCerwxY+TMMWx+\nkuAHcZ7tyR6fsbnY3MMF2+8eGOyub+TNZXy8Oae88BhfcRvfH8X1+3DaRCYv95VSCn/5gCc/4gfj\nuXoPXljExEUcPoD3j+fjjTz8Oc8upiH3f4adOvPawdz+GX+cH5T1rWZCJyb0YP8uDKgMpJ93t3Dt\nOmZs59IBdOvJuPksbOLzUexUwb3rQx6rZUJ1xAFVYRdXluoW4b2mpH/Fk6Y2Nfk41CSd0eyj0aTS\ncODplxDxjqSjLfZD3TxhrFss9ab1bTL3fjqbYY36jCoRlFWrl8rLy/rvZEH+30n/UeZ+ffrHzWB9\nvO9Y6iOLTHe8H1pkioWmFDD2hDJRgx1hkFPUWWil+2w3L68nzfaEHRypl0AySqkXN03MXVJeE0km\nmkE+y+Zpg9F3uYOS4Sz+euADP/AvxBay4tfFWXsxaYYds6JCI2xuCpfQ/2RG/ZBu44O8pRNpN4j2\nQ2jaTs0iahYGXj2569iW4iCfBd+KHpy4iGgVT0ZIp4hUstMlDL+CdS/z2S+JZ2LO74iZ5+4XY/SF\n+50elk68Q/yRvJGiyUhElYli3lPjzuY/RfEBQGWSSg3xcxUGmOsqdRnJrpOxhjtPRJmPPGGZ2Ub5\njqhS73kyr4PoZ4QjnOwOt2v4EtDekSH0q3YA5Uocqp1jVNs3Xe69dNyzTU1eiiVsLZRZMhJLKxBu\n4qa+jK7gax+RKgR0LfVO6MVzB/CjD9lczwU7s89LQTy3NglIYRjSgvc6Gua2Izl4IMc9waItWgH/\nDlPOe9mhjB/vx/fG8sAc/vg++/fj3NHs3ZtnvuDhT5i+gTHdeOU4/rog0P33782EnlREeXc9UzLL\nnBoSGY+dUAm3jObw7hw5izWZ3xINMWtPRlbx2EbOX0Fj5h3tUcaE6rQDyjmggkFR3k8mvZdsMk3M\n7HCjZA6bJzCWjlXqt3pZJe4mi2zS0AzyBH7uEx3ifJNsV9+MbwcbYLQe7vN2XqdQyPxvCl3/3x9b\n5pL0zc0XfZJjrLHURqt80+ke8CspqeZPmzJRoxxgN0fbZIHPPKHW582fKm0ZMMpU6etK7R2izkxl\n+gkrU+MhcY8J25ZvOMlh9i0STpj2/wh8wjedQ2QwPWawbCfiQeyJViCfzduRkVUbZdkU7sqgCxh0\nEbWfsuxBRt/FW+OpW9JSr7wX1UOpGhKsc5d0irqFbF8YrOsWBjMS1S0kti74gw3/HYN/zLvD6HIU\ng65h27ssuY745zI3uLUOvyNJpsAIW6iXJ6NRpZFbJKzW6M5WoB0yQF8vW+hUDZlBG8VGdqZVGOUX\nwsq86yZJMR2NMNLpKnTzoecs8IGYEklR7fTwbT90l19qyLTVpMwlLvCaqT6wRK6BsxDMi2nlOwoa\n1qqtHGYebyyVaIqoTkUdVx52SnnEAWUhk+pDntrKi1upq9NKXsklH5Ekr+3HjI387KMiddA+zJLT\n6VxOj3tYv423TuWFBfxpZpG2+VJg71TJ0+fQmODbf6Fmu/99ygH53h34xVGcMJrfT+aOd+lczRnj\nOHdPduraUnfRZqYs590VTFnFgm2ZgoJZZaKlPHAIwzpwzGS2xOW9q5XlTDuYUe2ZuY0T5rEqmV9H\nSSAZ7deOA6o5oDJt11JmJVLeSyZMTcXNSCY0ZJh9dWnc5do5R3u3WO8fNghnbmJvYU8Y4eum55DW\nuOP1M0i1u3xUNPRAFqMeDF383w/u56XvbO6ZTnKwbTYaaoBFvvCRf4EqJcbbzzgHWOVzs71gu8V5\nLJ3Ww35ze7yIpPb2MNi1Gs1T61UdfU2lvW33pO0eRACWeYaTPKCvFKl8Wyj2EvW/ovreYATplp8V\n1+yzaUfSTLZcQX71KPpcRvcTWPcMy29n+zz6XkznA5l98le/0aVdqR5C5dBgqRjash0uJ746CLYW\nzuhBDZ/z+WnEZgf7bQG5nPwifvDpzJ+iENBp0c7LXCOtVK3fKTaRRWdna+8wn7oA6VZ1QtoZ69ca\nbDPdHar0N9qpOhpklok+My3DmfK9XM7yPdNMMydjbB1rjL3s7mbPyDXM7gjUi8WNaSvGDJpBPd5Y\n1toA2hhtfv4dUhxfzSkd2a+aN7bw1DpeXkd9oddXRlfvGuGDr/PDqfxjYcG7lODOgzhzV95bydGP\nBXlDOzPtu4y/i2XZmHQ7IiA0A/7OPXnhYibO5sdPk8pFjP8lc89LEYb35Mbj2XMw17/Msq389lj2\nGBBU6X09a+oy9XPBvODdLC/jyeMCT8qTXhUEIi5Sr0sVU4+gMhoEPztxdiDjFL7XIoJZ7aNUlbBP\nddoBlQG7H1cSMj+VyjD7uBmhBn2j3B7uoFHKNdZYpskRypyli+9nyGk2MNgZ+ugi6r5mj8FC1SKQ\nZf4a+t5/P7ifkW5xAzrZHrpqZ5i+bna7MiH72sfe9rTYZ6Z73VZr2nQPasv9KPemlIjq73zdHWe1\nP6g3TTen6ehEjd63zYPi3ss7Nh/oO6sseU+i6VdC8UkiVbPZNkIosaE4+yn2Z2mLpSfCdDqWHpdR\nPoy1d7P2PmKbMhXC7LGAz06ndrr/VQqV0X401eOpHkfHwyjLH2ovvoxwOxo+oGFmsDTNJLG6bUkm\ns13IzrMpK7UUgneV74oYaqOftyG3lBjpYau9YI0X86SNsE729WubLDLPa0Y7WU+7+MhLPvGOeuFW\noJ5te3ej7WaU+zwrrMy1zvdnr/nMljy2vSNQzzWEtgXqyVRErDHTAeQYRVPJKI2lLVJL7vuRHYeR\noBOO78q3erJ3J/65hqdW8OpKGnLjKyUY1zmQKg54ks+3aAb+vXvy7Eks2cqfp/NYjhft1QcGMeSO\n/nPONWQZezHSgSN34dEL+fETPPLml7xvhfJi4XiL3JQzo0yPDowdxNjBXHgIfToH+afew4ThLFjH\n7W8pDuqRlvz2Zbx4FitrOftlmlI55QXvrigDOzLlKN5ax9G9uHo+f1lTcI5ckM+2U45oWlmIPSqT\nDqjgwDL2Lo1Ynk6akY4bFY7aI1TqlzapQnvcbG2esfQHeglJedDSosCeJbLPhk7/7wf3Y9NPNQPp\nt+zsZOP800fSmkywm7kWedM0NZlBArlySy6Yo83y7M3J1ikV19Egu7paQo3FbpS0Xndf08N3pMVt\n8qhazwurL2gnqdQgnb1sm++pcKSQJvHkj0Qywdazck42NXvm0AZzb0+7c2l/Ccn1bP0TW5/RCv0r\nT6Drj1i871e8waWUjaRiPFXjKR9H6XDin9H4AYnPqPw6ZePY8hOEg+2t5xPuTul4yvekdA9K9pAW\nJzFTKjVT0kzp1AfY0szIk5HW7nzZ/Wb2WgDu7R2vnQMt9uNWEkhLBzDUPm7ylovUqRVXqkx3h7nW\neoslpA20u1km+8C/NIkXdVnMBfpSUb9znms9bV+76KOzP5jaygummH5ezD+9EMxbGUJp0c2z4F3E\nmyUX2AvLu0Q4oT/fGsr47ryyhKc+5Z9fZDxdEpw9ih8fwJ63UxsjmmbWFdw7hRuOpe/V1NW3nC8a\n4f1fcOsLPDbFlzL3y47h6m9x8q+ZOreN9+6rMvcMsA7owZhhjB3G2J0YOzSIDj3rC2YtZN4K/noV\nsSbKT+SZa3jiXZ6ZJk8yaW4z026P9vzzSqYs4rJ/BBG7W4FykS/QUb144yR+MZMrdufFFVw9k2Su\nW24h0Oe2lVMeiTKmfaIZ7I8rbznhJYltHg9vVxpuAfBrdbVVzEPWNwN+ltXnjul5K3TMfz+4H5p+\nqfnCf2CMIw0Fb/nUq2bbpLYVkH9ZqM1COSZvoFMOG49KG+wEg51mub9a529I6WwPvZymygibPW2T\nv0tbk8fiy+yphwdscaHO7rPRvsJWtpynOehZa8BvNtwaSvkllJ9O7DXq/kTTjLa9EnpNYdufqM+M\nPM1jRSWU7kr5eMoyQF4ygqaFxD8gllmaPiYSo+KbdLyN2Ftsv5rUBsr3oPoe6dpxza1mw4kkowgN\nkI7uJRTZSyQ0TsQYqdB6TWZJmCXmIzGfSDSHjsheZnHf7aSo9g7Q07fM88Oi9bJAupvTtdfbZLep\n1s83/EZUqQbbzfWuGSarkWzVoexo4NEZDtYoaX+DXWmSVRrlGjyDdr6a5t4mqGcBndagngvkBcbP\nouXZMnQr45vD+NYujOnJS/N5chavf85t36BnO068jx8fyoShvDKXfQZz+p3ytfQkYwfw8nWMvJCN\nNYoy9xLcfQV77MxxV7N8bU4bX2XuR0Fw0mH9GTucsTszZniw3RBj9ucZMF/ArM9ZsU4zWJ51FNee\nRWmUAacz9U9ceS/TsvO5F5ENB/bmjWt4dAq/flE+qGfrFujpuSB90CCe/AanvMrP9gwilnzrLbam\nCo4tkQ/2uW0XdgLlCUdXpb3SJbiIv8biLkrW5Hne3KSzzzX4m6071NynhQ757wf3fdKTmsH3Mrs4\n1iCwwjbLbbTUJsttsNI6CbVtgjxfrrnToqfnfgq1091IlytV7VM3afCZiKRqffV2sq6OVmOKTf4i\nbnbz9Xd0lO6uEfO+tK22+Ele55FNhYbacOhQpZFLhcN7Sibup/Fu0kHc91zGH8oF7+ietH+C9cMy\n+7tQMr5lie5KckkQFbF5maM58E72xQsPod0dhPtJ119EYgqyIF4u0m6TeEMnxJtllVydnBawJixi\nmKjxosYpNUaJ4Zos1WCuevM0+FidhZLSecCdbafcGDu51HQ/aAX8+ey4wvF+Y4X5dnMomGVSxm0x\nJi2IHphWIiIioVxIKUoklWW2o9KZ0VYlIvY1xCGGWGW7u80TF9EkLCksLioYtxPWJCwm2rwdV6pJ\nWCIV1hgrlUJTMiyRyOwnIsGSDEk2Bh4sKYFXSioRBOJMJUhm95syeWnShWBejMXLz+9RyYm7ccru\njOzN6/M4dS8efZevjWb8z3j8Yn71JP+cLb8zEbRx8/n06swZv85pP1PWrRPP3sTGrZxxLXUNBXVy\nU/aLIMqIwYzdJbOMYPTObNjMrE+Z/VlmvYB1m4q0k3lfw2E+eYZLfs9Lf6TdYXzxFAdexLKNOXVz\nQHq3Ibz6C37zNH9+Q3EAb4vx57D6k0fxhyM48HEuHssxQznuJT6rlQ/cuV8CtAb1CEM78Ic+DC+j\nT5SqMPfWJV20vVG0JKm0PC4STbi3pL2poTpP214E2Fvk5Q9D+//3g/uI9KxmED5KZzcY4QemaxK3\ns0pDdDRUB4N1VKsxA/YbrbLWSmvUZ2I00xrci3UAhZ86uWx8sAONcrZl3vCFR4Uyprgy5fo5Wl8n\nabLJWn+32ZvSEvo4XQ+ni+pkoSM0WVkU3KNKVTpRe+eDendr8DSZ6CC5dZu3k0khPYQNURWZDJKp\nacKhkdLp5VLpWZLpD6RSH0qlP2IHc1Ymo1VKQ1cpDV0knr5FPH2HZKTlMWcBt4PptrlIwpw8Fly4\nLpy8IXuXQ0qU2Fml0SrtptquyvW23SLbfGarBTb7Qp2VksLKDbC3X3jFxXnAHlalWm/t9NJOTx30\nsKu9835TXBCRL/AATklKZtapTGeSlEInVaJFJnPOTdNsRlhIKLMOCyEkJJzJD6VbL5FgPLRwOnNU\nOghrGybT/WWWUM42IqGcvFD+kkqTTAXr5qVgP5nKyUu1LD07Ul6a/9vmLmbUYC76A6+9z+LlWrH3\niigfP8vFN/DPKS3lI4cx8V4em8h1fySde1wGyMvLGbkzY3Zj7K6MHcWuw1m2kllzg2X2x8GydZv8\nVKJ4ygDlSV/niu+y70ksfocjzmHeK7QfQzwtny1jnzH84/dcdhtPvqm4Fl8I8IrkZ/YvPoiL92e/\nuzh2JDcdxTkv8spyrdh+Hrhn2qgu49qdOa8fN6/kg3oeGRaMCP7LZs5eq5nViyY91zni6VSj5xNN\nzTFwykrzw63AotBu//2DmLKfvKVish3xsQa60ce+UI+NSsVFJfRTYbh2BuvgEGMMdJikpBU2WGG9\nVdZZa6VtNmkr1GZueM7CjuAL71rhY+Od7UD3+sgdtpglLuVzL1hoop72MsBJ+vmhNZ612rNK9NPT\nKTq70go/lg0pCmW66eB0nZwsZpb1fime8QKKSKNcUm+l+osaJGqQEgNFDBaJDESjpKWg3i3i4Tcl\nzZEObc/rCLJny01ZMC5xmGq3SPjYVvuLh9bK/Vflgni5edLGa/BFXhvFZuvJrltPEbfUJkslvQTS\nqlUZoZ0RutjPEOco1d5mi2y3UXt97OYcZTpqp6f2eihRbqv1Nttks40qdAL/8JQFFoqjQURcSJNQ\nRuLppqeueuukl86ZdUebNVihxhJ1lqqzWL3l6mwW0UG5B43xvC1eVJMn32R/XzxV2sp1Mc8gGtyg\n4CNpR5JLg9YxjXKlmuCEwtmlMdNp5OaliIRbtsPJoE4kxYRd+e7hHDiy5R149J/MmMddV7HvCK49\nIximMen9YJk8jVXraGjigp/ywG/Z7TDqYhx3KA/cwmXX8fhTQXvVVey+C2NHM2ZksB46iAULmTUn\nWP7yV+Z+knHh/LKUO/auEHki/PQirvtdcJ+WLGOPEdRuJ14rH7Rx9KH85Tec8TNem5HfTjMQJ4vk\nZe57q3oR7nyTXtW8dA6H3sNna3nmDG6fwc3TtZZfBM8zFOX0Efx2NG9sYORk1oWYsTfXLOSxXSlP\nyQmBEqU8ojKdtqWhTEOsRGl5TCQavHdl5TGRcLL5f/e/Tf9R5t43/UUz0x0r6lYDdBB1qg9sFXz/\ntWU1jkjoodxQHQzQ1UBd9NdVmRKrrLPaGmusttYqW6yTli5qaG3N7pMGGGVv51pnjrkelMrxhY9I\nameIgY7X3YE2+pduDhDVziwnilusvV30cLoO9rXFy2q9Bcr1VWqAMv2UGqhEPylbNVkqYakmSyQs\nlbRIwlJptaIG6+5J64z9H93fsF46ukGJUbb6iXpv55UX6uLQwXmiBlvnukx+a6Pol83kU0x+yT0u\nKSKqow6GOdSPhXOuY5mPfehfFlkgKSwhYrwD7WOCv3rUOptV666bnrrrpodueuqiu45qNFppi1W2\nWqrOMrWWq1ObCSKdq5XnXnd/HTxkmO9bbnpO3BeIxUubR4rGGkrzXRfbAu5CYM+d6L0YqOfKLY1a\nG1qLGV4zeT2qOfMgzj0syH7wJZ5/m8l38t5cNm7hJ39i7RuBcxQM78che3HIPhy0F5u2MGkqk6Zw\n1kksWsratVz3I359C4lEwMbHjqZPLz7+hNlzmPUhs2Yzb14wJW/By/XlqRhO5TD5o47gphvYfb/A\nGPrA3TQ2MmEfRh+UX/+0E/njdRz/fabPLWjvq7D3Hcgzojx0Lt3bc/xD9OjE8+fy+SbOfyHzeLMg\nj/G9uf2goBO+ZAbv1wbtfWcwlw5l7ymkjmPiBo6fL+BkmXNNGcZPt6RNaUQ0KVwWa45mWVoea45X\nvynS979flqmu29D86TFUyGN6eM92WzW5S6BD52rnbRlX0fzZ0lGJwToZqIsBuhigm/aqrLHBKmus\nzQD+RmsEfg7FJ7gtV2Jv3zTIeNM9aoWprc5XodIQRxnqJCWqW/3GuC2iqsRt1GiFRivFLNNopSZL\nxayUygylyaZIwXZ7R+ngG1a4MK/ttmM7R3V2ts4ustnfbHSvdA5FKuz9c8G32jj9/NB8pxcF9mJM\nvhiw59YtpqMnRQyxt31909/8QUyDPnYyyK6GGCEi6gsLjRcg0hKrlSrRTSdbbbfaFitts8I2y9RY\noU5tka+ItmZICp5Ny/4B2rs13cURTZstbIzmR1aMZY2jBZ4uuROvFwJ2gZsiigN3bqdAazAvZPtN\nAWgcPZ7zjuLA0fzjbR78B1PnBHX+cCXtqnj8Ba77AQedTM2n9B1HzWZ5wBtKMnJXDtmfQw7g2GPy\n36R33mHWLGbPDtaffUbyqwD3/0GaMoU77+TJJ4P9n/2Mk04KOp6jv6YZmC++hKuv4Khv8unCzME7\nAu1s/peBfs5+NMLz17C+lnMfpLyCB84NfPGPf4RV2+neid8ewVE78bPJ/OUz0pk2Ksr5/NucOoWp\nG0ifyWtrOGpmzjnLmTWW85Ywu16zL32ubJMNX5zqWf3/gSzTWCoSDe74xmhau3DE/Wo9rY+7bBIX\n/IAs4AYSTvEA9tnyhJit1ptjTTOUdJDWV3cDdNXfYPvaW1edbLAxA/YrrbfCOqvFM1p7TNKbntHX\nhw52hsEmmO5hMetzzhczx0RfmOQ4jzb/rpgtPnO/GvPUWyucA+CRgrWMmSS3c8lNXeyqzhfNA2ta\nUuE+Vcbq5zpN1lvgO2KWtaq7o8mOt1liJ8M0qCZnOrZiYJ49prUs07Ymny3rabgJvuUJf7ZZI0Lm\nW2Ke5ZJe10Mfl2qJMDpIb//0gde8aKv4DsIQtHQohcHFCmc9yt1/OZ7SR4O/Rzrbv7HRtkTmvuT6\norclu9AauHPLswbItiSZAlmmLVAf2pNzjwy8R5au4aGJnHEN22ta6ozeiW9/nV2PDGSbkTsFba1e\nQ+9O1KzJuWaBhj53erDc9ntKSlpY+ObNAZDPmsWzz9KQ/R2KCO87TE3aFtdzU8u7OGFCSI8eEU8/\n3TI5yJIl7L47Dz0kcF9JcP31nHYaEyYEGj/y5ZaY4p4yyS/JK9hPCKZKeOvGYGDVz57h9Lv40THM\n+iFvfcHhw3l4JjvfTG3Wqyajv185jqmrmboisLdAnWbmgwAAIABJREFUu4jgOWfPlwgMrXWNmetO\napF8MrJNKvrvyTL/YXAvE44EIUs3lMd1qAibl476OBx3tC6eUiuYdCHeDN3ka+dZC3LuDCiFAfI3\nS9pss8+sac4rF9JHZ/1110dvo43TTXc1tmbAfqUNlltnmb/7jT0d6Rt+40PPmm+yZOZaehniAJeY\n73mfeFQHAwxztBEutM50S7yg1vw2AbwQ9LMzxmjeG2Gjl8UKNPXcFNVJf5fpYG/L3GKzNzMlLccU\n0+taSzNNYjaJGqrO0jZZeMsxLeCKVoCbe2yL+2NPx/iuiR630mbJApmknc5OdIJp5vmbt5WoMNoQ\n4wz2G6ebZ42pVnrfWg2Z2YjaHOqfI8UUlWVyXBj/lEgZVMbf21U4bk0oeAKNoeJgXAzc2wLtYqNK\nYznbhcw95/iKMCdN4Lyj2bk/f32Fwy5i/sKC9pIBC//zL/nZ79i0JshPJOjViTVrgvVn2U6jDdK3\n887B+o9/5Jprmhx3XMjZZ4fdfnvIM88kPfxwzLRpbYxuapVyO4GGgrIdW1J/+tNKN93UKJUTK37J\nkgAFV68O3CrvuIN99gmAff36nCayoJx7qqjWQF9Mg89eQqGrI+qbOOY63ruFNZu58zXe+ZibT+G0\ncQy/ngXrC45P0Ksrl49h/KOIU5XhWV1KUSfPAFsVzoxDyF5r3rVlQhf/G+k/Cu62lklFy8SjafHy\nuFgFqa3t3FHZ5FelnT2YSItGk+I5jv7xAk+XuOzEtC15heCeBcsyLVNt1UvaptYCW0Uyw33Dwnrr\nmAH8HvY2Sk89Nai33kpLLbC/s+3mGC+602CjjXGItz1kldmoVmO91R5U5kk7OdBY14qp8YVXrPIv\nKU1fAu752+WGW+sBsSKyDyF9HGuo863xmnnOkNRAkbrJIo+2EIBhsyVKjFRrk7Y099w2/yeae5kO\nTnCR171lrjUSqvPOMVA/5znWK+Z41SeSKiVErLTKy1YpV26MAfY1xPn2NNcWk603WU1zVMXsuYqO\nKC0yYjTXJ/3SxpCX+3FrNZev1DZof1VwL6a57wjcM+A7fmgA6KccwrS5/OkvvDSJpqxDVBFN/txv\nB66UD92uGbw/nsvIQaxeSe8uOecpyr6bHHJIxOrVFXbeuUksttXTT/P00/TunXTGGVUefrgSPPLI\ndo8+ut3q1Y2Kpy9j9G3BTIlx40rtumul445bl1dvyZIydLNxY53HHovq1Svs4IMb1NQExzW3my7J\nP33udkjxQUxtuEuWV1MVpaqCqg5UVfHbR3nkp9xyJpu3c8s/OGgkCwpDDmfOc+Px3D+dpcuD/Kp2\nxJMZcN8qzyBbFaZuk5aPnVxjbe5cwv/L9J8F96y1OBpCqW1JKuNlXhXz25KwvZqqTE3EKJeJvBbJ\nXGR2O6Z5wtyCvNzJbrPsPqasAPRb6mRBdpltVtosYp5gsFNKNx300VNvvSy1wEA7OcP1YJ5pEkpF\ndROzOdNqRFyTj7xmjtf1N9LOjrS7sy32hoVeU5/xD8qdvzGbstcSValUR7XWK/SGaW+o3VwmLWm6\nq9XKBhIrzvCLMfdiEs0my7QzXNy0VoBeTJb5qtJMSJlTnGWu+d4zT7JAJtnLKMfb1/0mm2WdRMEo\nU6gX8rrVXrJRqVJ76+EgPV1iZ3PVec02b9lmo3S+3l7g8YKiYQASjZzyOdN24cKO/HmpfJD+n8gy\nuXX5Ui29S3tOPzKQXqrKA9ll1EmsWqU4w8/J69KBG3/OEUdmfOUhHRg7d9uN1avp3Tt7Eblol7vf\n5JBDOrr77lrnnlsll22vXt3kppvq3HQTe+9d4pxzOvj4497ef7/eww9vNnFijVis8HOgbZtQ2yOf\nEq65prNbbtmoqalBLhytXZtAN7fdVuX55xscddQGsViJ0lKqqpKqqqKqq5PN21VVARhXV7dsN+e1\no6o6s1QG6+rqTHlly5JIBn792+uDda9udGwXXE9ZKbueQ/9eHDYq5znndB5j+nP0cHa6MXM7ygMA\nX7mN/h0JxzKTi2QAvDqaYe4pLV8VuZ3Qv4nO/3lwjwiMB40hW5N0SEesaixzRzThwtIKU+IJscay\nZsNrdkLbLBgWTm6bzWth8S1fxtlOIX+G89xOIT8lRSUkrFFrva0+9qk9jdNdH5WqfGGebWrt5mA9\nnSktZZ1lNlpivWU2WaRBjcU+scxc7fW0i0Mc4Q82+NQC/7TWx81XFPyOlpGWHQxRY7lYzmMpUWUX\nZ+hjf/M9bIU3BFStBUwTRYA89ze1bLf2mFlvud0c38olMLtOFpynkN0X86ZJiTrZyTar9aJ3JXJY\ndVqJk+1npAFu8JJVtje3UWxSjOxx9aJettULapUosY+ujtDRVfqYp9HL6rwgbk0q1CpgF9o0lG6L\nccwc3hvLwi28saqlLM9Qmj3GDspy9fRCtt4YuDIeNjowjh6xBy9N5bJbeGcm6Qb5oF5Mm8/k/e6P\n/P3vzJ2T/6znzWPffVPmzUvr2zctAOxCcA8ajUQSDjigm+9/f5Vrr22nvLxRY2M6p16Qpk+vNX36\nZpdfHnLCCR1997ud3XVXb08+udkjj2zwwQdf5gPZFrCXGDEiav/9K5x55mLBKICm5rIDD2yxG+2z\nT4l163qpqgpLpairSzcv27cHbpjBklZXl1BXF7J9e0RdXSBR1S0Myrdn6zUG7p91MbY3ZvabSIYQ\nZd9xXPldunbkhvu46xlmPx5M+JFooCSiBdxz9Po/nMQvnqd2i+aPi2rUNAZLx2gmDn+E0urAK6j5\n66xcAT76/wzcs1HXYihjaxMd66Kkoh6Jpf2yPz03tbMsGrgExaNlItFks99nXFmr2DIxZXkeMFm2\nnq1TTLIJ5J7cL4CW/Gy97qqd6milou7xiPHGqFNrWs78rh100kcvvfW1myP00E9C3HrLrM+A/nRv\nmupFw+xjd+cJC/vUmxb7l6Yc908oM8JGK9RqJyppoAnGOMMqH3jRFeK2KybBFKZiYN8WyK+yzgEG\nachMVlHMx70YwBd2ALnHfc1B2unkT57RqKK5fpkKFwv8+H7q1czMRO1aafdtaem5HcBzmjxts3Jb\n7Jdq55h0O1eFy3yaSnq6MeXZelbGI3kRGFux6AwoL05w8kyeHc9Ba5i/VT5w78iFsdg2eax9QFfO\nOZazjw7cFR98nu9dz7aNigN6G66Q0uy7L0cdyS67ZAtawPvjj1MuuKDM66/X2XPPEsFMpbm9hOb9\nsWMrLF8es2bNVosXxwwdGjdvXm3BW9NyXENDwt//vsnf/75I//7lzjyzlyeeGKyhIenhh1f6299W\nW79+R5NLtNbdf/KT3dx++wr1OXMA9+hR6dZbe/nOd7o15330Ub3zzltm/XqamtLyBfPcdrP7heWF\n9XJSRroJl3HiCVx1GV0788d7OeNC6jM8atI0Dh3Ju3ODqQtlLzkjn3zjALpU8OArWqKmNlLVLfgK\n2BSlSyKQdv4fde8dJkWV/f+/uqs6TI7MwJARZYaMEiQjKAhIEpSgooiKKOa0RlbXsObEiriouGSF\nRTCQM0OSPIQZMjOEiUzqCZ1/f1RVV+juAfXzc5/veZ56uqruuaGqq9731Pueey4iRJnA4ULCRFDB\n3E4AH69qXLoO+d/QMvKgRZkb4uXz1R4T35TCtCiBZypsuLySrycQZMmDZK0rM7i09Evw6iV6ykax\n7sOJD5H+tGYYN7KOXWxlFz78tKKWaKI1tr/AZSq5TCVHOQpInUkciaTRkDQa0YHBpNIYJzUUcY4T\n/IaIhaZ05gZu5yS7OMZaymQ30HiaUUIe0TShB5OwEsl6PqWIk3IHENpCD8Wvq2mhXSFV6sOJi1ps\npFEqP7Gh+HOlnlCgrq2/K53oSDrvsJgqDWCnkMDT3MI+LvEf9slT//WcfeiFqIMHSbWx0l3ATx43\nP3qqoNZNP5OV220WXq1n5rjLxNIKWFoBZ8PRLPL5bRfgOQF+6gM3/gjFtYSmZiCYRzda6YDNCyO7\nweRB0KklLFwNI56Eg0cJBu0w1E3gU102qAUBZs6EZ57xUFnpRw/cHo4c8ZCREUFBgYu0NBuhLXdJ\nt39/Gxs2lAE15ORUk54ucPiwmh6ch0Babm4Nb75ZyltvHaV37yQmTWpMTk4ftmwp4dtv8/jllwIZ\nhPX5tNKsWQxDhyby+ONZgAer1crjjzfhxRebkZhoYc2aywwZcgy73cznn7dg3bqWjB9/kgMHlBuk\n0D3KPppjrceOkq7VU1EzKhIm3Q9PPQmXCuDdj2DFr+BTph3LfcP6bTCgJ2zcLYUT1t4Wix3evx8e\n/QK8CrskY1yUCI4a6bsk2Q4niqRyo2Klr4XAF4CsT61m/0+6of614K61fOwyuGsW451RBPuvNTG9\nVMCB6l1ji1A4dLBZVfBWQN2mA3TV+yQc/aIAPugpnQZE8gB9sGDmPX6ghGIEeSp7OS6SScaJVUMH\nqQt2S8ciJZRTzmWOyfQLmEgigVSayFtj6tEEEZG2DAjETtnEN6SQThyN6cho9vMjR1mPHyluaSgO\nPZxcyVPGaJ0XcJ5kmlPMoToBXSknHO+eTlOG0pt3+S+lMnXkRaA1TZhKH+ZzkLWcBRnYjREXQw3Y\n1hVe1yP7p2spmJ+dIj+XmhE9Jm6ywZgo2NUMcp2wpASWXoSTRqtcfkT+cwxa2WHZzTDgB3CFol9A\nD8AGkG/fGCYPhAn94MBJ+HoFLFsHzporlBMK2A34+NhjUFDg4/vvFXpFC+5uHA4oLPRit7to0MCs\nSQ/m3fv3j2HGjPOAm+zsCtLT7QR7udQF8hKtsGVLHlu25PHYYyJjxjTmqaeaMWtWO+bPP8ecOWc5\ndKhMk0MF1eeea8KsWecoL69l6NAUPv64DTk5VWRlVeJy+Rg27CBer5+qKpH77z/G+PEprFmTzltv\n5fHpp0XoAdxtKD8UyGv1PDRoIPLYYxYefBA2bYK77oKduwgebJVl3WZ4+1n42/sgmtHByrRxcDwX\n1u5AD9KCtJJlVS24vZCk9DFAlE+ihXSYaKRk7Pwp+d/QMnbAA2U1EO9Xz+cBGyrhPquJGeUiiCI+\nu0CNVwyAvFf2Sdava6iutapMeJIuTg1LYKRdtG6KFrwM5xruoDU/ksUaDsvzJSMDetIKnNHUyOeU\n8pR6pLK8oPHQUcq/iINCssgiS74RJpJJpD5NaERTOtKXftwfuE3f8hIVlBBqsFQ7Aaourl2RK3Hu\nHgQukk8CzajmpC7t93DuDUnkXgYzgzXkUYNXpk8G05bhtOZtdpBFGV4iQ+Y30i9aHZ0Pu2ERDCB4\n8pE8WLq2FNZ64RGgtx3GJMOWTtKaokvyYMk5yFYoGOkCeWUjfD8U/t0P7l1KMKcOQaAeJ8L4vhKo\np8TBt6ug8yQ4l0d4y1wpx0jthHRbdJOW5uHll2306FEhV260siVAO3w4luRkN2lpIiotg07HajXR\nvXsMd96ZD9SSnV3GLbckoYJ7ON/2cPw5OBwwZ85R5sw5yjXXxHDvvS356aeeFBc7+fbbEyxYcIbL\nlysAqF8/gnHjGjJy5BZWrryBpk2jeOyx3QwYkEbv3vUYOjQTl0t5ziVwXriwkp07C1m4sBO33BLL\nffflUFysdRyHIEdywEjNtG0r8swzNoYPF5k3z0PXrn7Z7dJwuYqLpWzw5+ZAZSWkN5Qtd/lWJUXD\ni3dDnwdRnxPFeyYCogSockAlkuWOQ0qLqieDu8KEKd4yXjWv4WPnd0vdEZb+r8UwAFXmlGkZj7p9\neh4eTwJT4JzktubzijhrrAGXNq9HlF5yn1V+8UUZGCTrzoUtcKxuYtC5VOJ4i5voThNeZD0rOB6g\nDLRbOS6iiNLll6xIqUxjuQpYKTpObDjlNnkwU0wJh9nPKn7kfR7nBOro2CTepiODMBMlW7PqppTj\nlMsNtyn3wHgdCv2htlnkApdIpXHI9ns0m3b2pxaIY4jhMW5jPjs5InsQgYUp9KIvLXiODTKwB09w\nChfX/WqA3eMWDGuPhp6A5K2FTcUw7TA0+hUe3QtJFlh7ExweCa93gnZxkq7fDROXQ+tkeLEnqhGo\nGIIaYO97LfznETj7b7ipHbw8G5qPhr/PugKwu7lKYFct9I8+EvniCycnTjhRG1Wj2aSCDx+upmlT\nAY/HT1ycX9bV63TrFsWxY5WUl0uV5+SUkZ4eratPLd8d4rxxq9Ftp04V8tpr22nefB7PP5/JjTcm\nc+rU7fzwQ1+GDGnAW291JDHRxtKlvVm16jzt2/9Ix45x3HprfYYM2UBVlcNQr7SdOVNJr15bOXSo\nnAMHbmDAgNiQ16dvu3TulltEVq2KY/XqeHJyXLRsWcQTT1Rw5kyNRlcjfvk/0Vz2+s3Qp4s8oOqV\ntukPw+KVkH0CvREg/9/RVolzL66AJJuaFi3K4O4Nrkf3rPwJgP/f0DIgeSq45N5Mcz6zFMo9MCQS\nfqlGemFl69EHeD3BRJRg/f1ctBm4nabczTUs5Dg/c1yG9NBlleMiWh4cDCfKF8TvlTZ0Jp4Uisnn\nJEe5kf60oyeduZm9bGY/W3EFvuWvTozUTF0zVS+QzzAa6iz2q52lKmLjcQazkeNs4ywepABdT9Of\nMmp5gY04NOVovxjqAnZVRw/sSuyXAKhD8CpHoQYl5X2fGzILIPMCPL0FuibBmOaw/Fbp03lpNiw5\nAsP/AzsfhuOXYOlutcy0eLjvZpjUV4pN/vUqeGqGFLMFD+rnurb+cFz6FYFdavwtt/jo0sXMffdV\noAUsPS0jXWRWloORI+O5dMlJgwZmysuDdfr3T2DDhkKUyKI5OcW0ahWjuVlXw71rJfQz7/PB+vXn\nWL/+HHFxkYwd25Lly29BFCWbMinJxiuvtOf99ztjsZg5fbqSN95oy7Fj5Rw75uDYsXLy8/X1ejzw\n0ktHWb++kO++68Tcufm8+uopPJ7gTx6LxcT48Qk880w9TCYTH35YyfDhDnlWrkjozySNFa8AvCzr\nNsBjD0sze/FAeksYNxQyBhN860AaUBUl18rL1ZAcrepFifLsVO2tu9rbfZXyP/Jzlw7LquEao9uP\nKFnvT9SHX3KUc/JsLbvErwKYBY8cG1me4BVYlVzLswcPpgp4aU40r3EdXvxMYTcFOBCwGagbNR9A\nCV5isOMylKlEnAQCZ43umlpuXgEupRNJIJr+jGAuXzOAQZzlDBf4D4MYyRp+oiXpPMBr7GU7u9lK\nbRAvGlrqmsSk3fciUCyHBLCRSAUOjLSIIkZPGR8iUxnIOcpZTDZgozkJPEdf1nOWeeSgJcJCUS7h\nBky1OtqAXkGLYwBh48AY+W1Dmr8Wdp2DXSfhubVwfSKMaQWLRkmP3PFCWHIf9LwoBe2a3Bu6Xws/\nbIcJ78Nvxwxlavj7oE4mHC0ThIt68LbZ4F//imXatFJqa2uC0o35Dh/28sor9bl4sZa0NMjOrjHo\nuOnfP4E338wKlFNWBtXVHtLSTFy8WM0foWWCdRWR/svy8nKysi7icLiIj5fI5NGjf2Xbtov4fLBq\n1XCSkyM4caKEdu0SGDu2KRkZ8YiiWQb7Mo4dc3D0aDnHjlWxYcMlOnYsYc6cLmzbdgPjxx+QrXAP\n8fF2Hn64EdOmNeDIkVqefTaPtWsVykZtU90i6yrj1l7YuAYWfC0n18D7f4N/zoCSQChfOU1DrURZ\nJVqm+DI0r4fKxZulgdbA66w0TdDs/z85oCpTYmW1EG9B/0yI8P0leK85tImAI7o8KtD4ACzeAO+q\n6EihMkNflhm4hwbcTxrfcIalXMCMJ0g7FJddiQcRAQuC7hFXAF49VsE8XDsUHRMmRjKW7WRykUIc\nOIgkjv3swYOJoYxkAXPYxAZ604dH+Bv72ckutlCN3r84XF1GC14L6lq5QD4NqU8pZ4N0wnnL3EV3\nrFj4is2AmRtpzIN05Uv2s5lLOku8LhdK/ZeEQccn72vWJJUaJdMwUgMl0VrFxk/acGma8/suwcFz\nMG833NMJ/iaNdZP5kvR77wy480OoribYRVJbPoY0w9eDzl1SJ8FW+fPPR5GV5WblSochXZuHwPns\n7FqaN4/g6FEHDRoYJxC5iYwUuP76BDIzlcAzUuOys0tJT4/m4sVyTXkQDOi/98tU0u/btzHffz+c\nSZNWsmDBMEaNWsHcubcyfvyvrF+fS//+y9i9+04cDidTp26R81pITraTkRFPRkYiGRnxDBzYgIyM\nWBITbRw/Xkl2toOuXeM5fbof8+ZdwOv1M2xYKitWlDB48FGysqqp0xWyTtFb8SWFkHMc2raBm3tL\nlvvoSVIaxlst8/VRViiuhJIySNJ8HEXZZMtdO7TgCbH/J+SvBXc3urGOMpcM7sp5pDQXMPMSPJ4C\nU85p86gUDaJXfdGRBlghtKeIgJcW2HiLa3Hj414OkU8Vqv1s1FfvrLa8SpxEEkW5HAvcqG/sFBSA\n13YAiiUP0IdumBDYzHbMQKUM7l4EjpCNn2VM4D4W8h3LWUYcm+hFX6byAgfYy3a24EDvmxzq+o3n\njaANkEchDUjjIHlBOsaOw4vAzbSjDWm8ykrcmBlDBwbQnOls5TiVYYHdSP2Em+UK6KgYRQL8ulZC\nAahxP0RagggdmkCHROiQCu1TICMZzpfBoYvw6k/QJkVa6QigfpwcUEspw1tH+dpzRuA3uDiGkxYt\nBB5/PJLrry8IkWq03iVkcbv9nD5dTVycQFqaXZcG0KtXIvv2lVBdre/hsrNLadUqlg0bzqFKOAs+\nVHp4GTiwBXPnDmfs2J/47bdL+Hw+Vq8+ye23/8jSpSOYMmU9P/54klGjlrNly1gOHSpmz57LgJvi\nYjdbt1aydauy1p8E1NHRIunpibRuncC5c9VMmNCYu+9uGKizf/942raNorDQTUGBV/71UVjokX+h\nsNBHUZHnCpEv9Z3CqtUSuH/0D3juFTnwWggDVfmPo+1wLh9KKiBZAXdRpmWMH1VKXu3+n5C/FtwN\nL0NZjQzuxpcE+DIPcm6El3KhRJemWGsCGi9KFQBEdMPEAjCZBB4kic+5xBLyUTzVr0a0dEo5tUQR\nyWWqAtZ3KBHrSFOkPvXoQ2++YDYezAgIVFBFEkmBvEfJwcMyxnMfC5jHefJYwU9sZDO96MVUnuIQ\nB9nGVipQl70JVbeRXpHOqX9/HkVcT0ad1rpSTkeacxvteY1fcWHmKXqSQATPsJ5iPEFAHqod4dZZ\n1XHuGo49YLVr1yrVgrjRUtZYyWYTXBsFHVKgQ7wE5u0TIc4Khwrh4EXYmQuzdsDh81BVqeZdOgX+\nthD+OR6eHgZ90mHiB1IURZ0lrrXgIdii1+qG8YgxWu0zZsTx3nsV5OU5Q6brK1SB+vDhClq2jCQt\nzYq+A4D+/euxYcPFoLw5OZdJT48jPKCHAvIrm5fDh7fi3/8exsiRi9ixI5+YGCterzTQu23bGW69\ndRG//DKWmBiBuXOPMGXKOpYsGUznzospLjaOM6ko6nC42bOnUO4EYP78Myxb1otrr92I3W4mJSWS\nlJQoUlMjSEmxk5pqp3Fjkc6d7aSkWElJsZCaaiExUaC83CcDvp+CAj+FhX4KC5H3PRQUiPIxrFsL\nzz4NFRXw44+EdlfU3JYom0S/FF+WQk4ohmyUPNAadAvFMPt/QP5acAedlV5WDfFWzXlNi4pq4McS\neDAV/plPcEs9AogaH3OPELDeFbkOC5/QgGq8jOI0hVRdJaQH0xwCXipwEos9AHzBPLp0rPDwWuZe\n1RWx4mM8I1jNei5rJg45qKIpTTVtEDjGSfwsZQJ3s5D55JFLJRWs5Fe2sJme9OIRpnGUI2xia2Ai\nkv5agoHdKHkUMIK+dd4DLwLNSeYBevJP1uNB4B8M4CxlvMxmPLJPvlZCgXZdoqVijBIYQFULDzqO\nE6F9DHSwQ4cY6BALrWMhvwYOlsDBYpidBQcL4Gwx+EPFaZclSoQBrWHyLCkKY89WkH0e9n0OY1+H\nXVn6uoPEeM5owYcUCXRHjRJo0sTMxx+XEZ5nN4qUnpVVSbdu8TRoYJyu56Z//wY888xOjJ1CdnYx\ngwY1DtP4Pwbsd97Zhk8/vZXBg+ezb98lAARBxOdTe7f9+/O56aZ5rFkzgbg4GzNm7KNLl1QWLRrE\noEEr5I5A2w4F4DWf+ogMGJDK+vWS/3ttrYXc3Fpyc72oy1FqXSZV10izWSQpyUZKipXUVBspKRZS\nUkykpop062YmNdVMSgqkpkKzZmpLvpxtuA1Gd3q5qqgIiXMvqYDkWDVPtN0woKq/HH3Zf1D+enDX\nSICWCSOfXoCf28IHBeDRXrQiHgHtKtNejygNrAKPEstUYnifEhZxOay1LmjeNiN3bpRKnETJftqB\nOgmeyHQlj5mB9KWMCnZwSHdJlTiIDhFeIJtT/MB/Gc9dLGIBuXLc9iqqWMNqNrOdHnRnKlPI4Tib\n2EIJJYH2hbo+YxyZEsqIwE4Udso1L7M2fxLRPMFAZpOJiJm3GcRyclgm+8f/WakL/LUUHEiusi2t\n0D4COlihgw06REoTRbIccLAM9pbCt6cgqwwqq1CtZ6OXQhgZ3A52nISyKvj4J3joFvhoOWw5BMv/\nAf+cD58sJDRgh6Jn6hTVko6KMvHJJ/HcfXeR9NwHSd0gf/hwJUlJVtLS9M7S8fFW0tNj2bWrMCiP\nZLknhmjsH+PcJ07swDvvDGDgwLlkZan1mc0mvF6fTjcnp4Q+fRawbt1Y4uJsvPrqdlauHMVbb3Xn\nb3/brqnXCAAK2MOAASnMnXsuRDoh8qni80FRkUTPHDliQv2s8qJ0An36mJk6FeLiYNUqKab87C9g\n3kJDVdpqFPolQgLxkhJIjFWTo+yQb1xj9v9Y/qfgXu7SWO4h5GA5nKyF0Qmw2Bj2Ioxc57XxhTmG\ncnwM4iL5OOu0F0Nx5+Gkglpi64izfjXSnIZ0oQMf8e+gtHKqiQkTO+YkJ/mepYxjAotZyDl5rVUv\nAtVUs471bCOT7nRjCg9wklNsYguXCLXcfLCEx9WIAAAgAElEQVT4gfMU0YgUyrkQlB6BlWcYxC8c\nJgobk+nJDHayhwL+dGxS6nZbjfQIdLaYaWcz014w08ECba1Q7IGDNXCwGr4rhIMVcNohR0rUes/8\nEXHDmM6wdI+07/TCc9/Cx5Ph+seg26Pw/WvQpz3c/xqUlf7BepTKNDJ9ehQbNzrZujXU7OorS1bW\nZWJiLDK4q9KnTyo7dhTicvmC8pw9W0FKSiQRESI1NeHeg6sD9ilTbuDll3vTv/935OTonz9BMOks\nd0XOnSuhd+8FrFlzJ3FxEUyY8Cu//XYXe/YUsmRJ3caDIJjo3bse99//21W172okNhbuuUdg6lQR\nsxm++AIefhjKy2H9Jpg9C1pnwNETdZcTHSnRL26P5DobFyXhXpRFCloWEA/qa6Td/xPy105iMojT\nK3m92MNdiAifXpLcIkO++xpaRgSeEyP4SUxgLg7upIgLYR5G/TQZlfXVLqsXSipwEmeITFOXvlFs\nWJnAbSzlVxwER9Orpjyk5a7Uc5bj/MBixjKeZjQPnFfaUEstG9nMB3zMJfK5n3u5mztIo37gukOV\nq+Q/Tz6NSQmRbuZRBpJDPslEMYL2vM5q9ssxcX7PPQgnAh5MQFNEhmLnBVMM88R4DtkTOJcQw/sx\nVjpazGS5/Tx3GRoeh+bZMPIcTL8E/y2HU7VXHKO8arFHwqC28ONeAp/cS7dLVvzkgXCuAHo9CrkF\nsHc+3ND6CgXWaUapn69t2gjcd18Ezz9/JbMufIFnzkjhOK65Rv8s9e/fgA0bQg3Ogs/n59SpMq67\nLqGOsq9sCz7xRDdeeKEn/foFAzsolnto//L8/Cr69l1I794Neeed3tx55yq++KIfGRl1tQm6dEnk\n7NkqiouNndbv95Dp0EHgyy8jOXs2ht69zTz6qJfWraUlAMvLARPMmy/pLvqujqoUWsYu+bmDRM0k\nyda7YtEb9YP2/4T89eBuCOIWoGYswWkAKy5DfQt01RshOmBvK5jZEhVDT1Gkv7+IeSGAUwviV5Jw\negrnHgok1bzB+RTwG0F/TpHHEaRI/8a1VJ04ERCwaG6EYOhwznCa71nEnYyjBS1C6rlwsZVtfMgn\nnOMc9zKeexlHYxpq9IPbeZ5CGpMSdH0T6Y0FgVRiaUw8r/ITF+QB3D8K7BGY6UAk40jkdRqwlCbk\n0JRlpDDBFImAiSW+WkY7K0itLKNPZRUPlXv4l8PPtlqoCPXk1vWChEsz6smGxsAM2JcrubFpzz85\nG964G2JjJGvsyU/g+c/h1y/gkfF1lAtXwBqJA545M4rXXquhsNAIVPpp9HWV4/fDb79JnxJxceqL\nI4H7JUNjVB46O1tLzYRrtGaiikFefLEXjz7ahb5953D6dOhPGbPZEsJyV+soLfVw881LaNEijmee\n6cRLL+1g2bKhxMaG+sRXKJlU1q8PpprU9tYtNpuJu++OJDMzgRUrosnL89G6tYNx49xs3hzcETmd\nMGcutGsLt/Qn2MrW3LIAiItQXC6DuyiBfpWyAlNdz+afAPq/FtyVm6CdyOSCeO2Is/aCRPAJ8Hkx\nPJGipPmlDbAJHqbHCKyKieQrTw1jKSY/sIqT3iJXi6/batcCu1G3kiriZFomuAy1HGM+gHY0pxXN\nWMGqgI62HGXfQSVxRASd1255nOQH5nMHY7mW5mF1fdSyi218xCec4DgTGMNDjKclDeU26oMLXORi\nwHJX0ofSka60JJkYLlHKx/yCU14jVl0GUa1TLVc9boRIPxJ4iIZ8SEtW0IHNdOQVGtGeCM5Qw0cU\n0JOTdCGPiaYi3jWV8rO5itOCE5PckZsFj9Spi175OdA8L8Zl09CcrytNe16TNuYGWLo3+PyBXPh5\nD7xyl5q2dCv0mAQPjIHFn0NMPGrYV4tmX3kHTAScvlSxMHGigN1u4quvnOiXCQoFsFqgN4K+SFaW\n1CulpcUAIikpUTRuHMW+fRWaxugBPju7nFatkg11a+vQbqJu+8c/BnDXXe3p02ceeXnVQenKJtEy\nGMrS/zlVVTB06M9ERFgYOfIatm8v4LvvBmAyGe+JtD9gQH3Wry8OcS+CB1C1+y1aRPDuuynk5jbi\nrruiePddJy1aVPHWWx7y80Pce83KTl/Pk0598BaYzZpmaTFOkMFd5uNLKqVwwiCDu9a+0k5e0u7/\nCflrwV17v+WbUeaG+Ei0/61+3wJfl8Gt0ZAmEni5O9h97Ey001UU6OUsY4EplLUeGrSvRoI7AQ+V\nsuVuBG4FIMMtih2LldEMYREr8AZiuAcDMoCDSmJ1wclCW8a5nGExc7mdcVzDdbpyjHn8ONnDTj7m\nU46QxR2M4CHupRVNdPeqkBLiiSZSfiy60ZJR9MSOhZ/ZyWK24AssYq4CuSI2BK4jkSE0YRpt+IQb\n+ZkB/IsujKQBdkxsoIjnOEI/dnI3Wfyd08ylhF1UU45Pf8/NXkQZ2AXRi2hRV4SX/yT9s6IFUaPV\nEy5NIOh5s1phaGtYdhh9lEBB2l6eB5MGQUv19nHqInSfJE1W2bsEOmSEaIOoL0cL8AkJ8O67Fh5+\n2I3PZwTUq7Ha9emHD0vvQ4MGkuXUr18KmzcXyZSIESSl45ycCo3lbvyMNpqQavs++GAgt912Lf36\nzSM/30GwqLpms1UzoGr8A1WwdzpNjBmzhtJSN+npCbRsGcvf/tbJcK0QEWGnS5cEtm4t0ZSpbbv+\n/pnNIsOGJbByZRN27myEyQQ9ehQyeHAZK1a4NT7vdX8hZe6RltJr1gQm3ROiOnk/OlIGd2TLPV5K\nj1bAPRzuGW/NH5A/kfVP1Ki5gDK3TMtoL0r5lV+sCjPMr4BHEvy8Xgkvx5mZGiPwYnUtC321CKIP\nWyD8QDC4hbbO9SECwlnxWqmiilg5TIFatv7LQA/YEhDdyQgOcIhczhjyBu87cBBNTKDsuuQip/iB\nb7mDSaxgEafIBhSPHX3bpYFjF/v5jX0coD3tGMEQaqhhA1s4whlMuMmnmMYk48XM/QwF4H1+4CQX\ndV+f8cTSmCQakUxjkmhCIslEcoFKzlDOKSrYSgEncVAqL2wdaq1V430IbjM6F1ePW+sCqwk/IAYy\nqftGB4twaUpx8vGApnC0AC5V6c8r456FDnh/Gbz/IIx6VS3eWQuPvA3jBsPaOfDShzB7LsEYEWKQ\n9+23YckSE/v2/VGzzaPLp1ru0YBFpmSK5YtRdN264+zsUp56qj2hYcHoDgImk4cZM27hhhtSuemm\nRZSVqd4roUVEECyy5a4tKwQfiwWPByZO3MTnn/dg1KhmTJ/ekb17y1mzpiig07NnCgcPVuBwyMso\n6b4EVGBPTRWZPDmFKVMSuXDBw8yZFYwaVUxtrXK/r9B5GtZj9fth3vfQuye88RwsWiXTLErV8qMZ\noGUEKKmS3SEFDS2jNR7Q1GG8RX9A/lpwVxaAVX4FKPPJlnuVQUeOzaB0Bp/VeDiRJnJPrJlDHh/d\nymsotjmxWj2BuDLaVZeAIMC2GhbbDqUTCvgVvVoqNZZ78ACskdIB6Ew7kkhgCQuxGix6pQ5FRLzU\nUEY8EYGFSIz6RiniBMuYxSge5FcWc4qjGDlzD0KgHskrxctRfuMw+2lDW4YwgIF42chm8rlEV9K5\nkc4AvMNXiNjpSysakEJD6tGQerjxcp7LnOMyBzjNj+zjEuU4MWOcnGRFRPH4N06O0p6X2qZyq1bA\naxYQrAJe0Yuz1iaHfZZmJ/sUzyW7PKlJWehAAU9tULpwadrFEeS00R1hyVGkZy9Co6fQ1x745Fd4\n6FPo3w027NGU6YZFG2D/Cfjhn9C3Kzz8MlRVoMYR0ZSDG7reACNGQEYGXB2wK0BkdIp2B9IPH5Yu\nXAL3CPr3T2HGjHNAJGqkRT3Q5+Q4adUqHpMpAr9f21kEA7vZ7GX27Ftp2TKeW25ZQWWlWXNh4cVs\ntsjWsVE3NMD7/TBt2n7KyuDll1uzenV/mjdfxdmzUpsGDEhh/foyVLDQ3h8LffpE88gjKQwcGMP3\n3zsYPvwSBw8q8QLs6EE9DLgrwK5UIQPw3OUweSJs2gXPPwLTv0SHXRa7vJSefFxSDUkJUt6oCHBo\nF5Wyq+XqMPBPyFWB+6pVq3jyySfxer088MADvPDCC7r0+fPn89577+H3+4mJiWHmzJm0b98+dG1a\nbioCyr0Qb0N9wTQ3T9X3c1o2u5oIZv7tdFEreAMx3VWLXQ+44fj0q9GRmqLXq8WFHSsWfLqgwIoY\nO4N44hnMIObwNeAK/FfGDkDN76WGcmKIDmvhh5JCTvMjMxnJVNawmJNk1amvlWMc4BgHaU1HxnEn\nouaRKKWcZ5lEIaVcopDzFHOUk+RSQhmukJa4+CefyLAzh80ETVJz6eaNC0gLr8tivGXKGpXGNMMb\nIPphRAa8vgn9y2VolssNz/0HPpkCnbIImsKekwfd7obPX4DflsMdj8KRQyEuyyytrvTc87I3BvDn\nCFcJqKUFpqFTpzgaN44mLs7CkSPaRagVy12VykooL3fTsGEc58+H99YRRRNz5/YhOTmCW2/9hepq\nBSyvLKrlHsa9BG2aeu6VV7IpL/fy3nvtOHBgAA0abKCmRmDAgGSeffY0WmCOjbUxcWIqDz9cDzAx\nc2YpDz1UQkWFlhC/SsrLYLFr94+fg7xLsH4HvPs8fLUCLpSo6VFRstUuHxc7oH1zOc0GVdovSSPm\n/R/w7lf8R7xeL9OmTWPdunU0bNiQLl26MHz4cDIkMwOAFi1asGXLFuLi4li1ahUPPfQQO3fuDF2b\ntocSkRbJtoW4SKX3Ev0gehkaIXG9U2uq6CWKHI2IZQECX5kqKEI7mBeacgm1lqpRJxz4K79mPFRT\nSyICldTqOgLp8tR8Ij7uYBTb2UwpuTpsMHLz2v1qykmlsa59VyPFnGYFnzOcxxDwc5KDQToWrMSQ\nQgLJJFCPeOqRQDKJJBNBFA4qiSchoL+T39jGDpwyOayd+KSAuICHunzUf784A0spGkUU9Qiq8O8B\nvxK7ALUywGvBPFAAwWkGvb5N4FQp5FUhWWpaa1sbCyQClu2Bx4bAA0Ng1rLg9tbUwgOvw8ShsHEB\nPPcOfDdfrzP1fqiohPmLkIAk4JxhfLO1AHT1zvsDByawcmUyGzeW4feHQgulPOk3O7uS9PQEzp+v\nDqELVquZRYv6YrGYuO22tTidphBtDS9ms13m/a9EyxjPW3j//bOUl5uYNastW7d25+abD5GeHsXO\nnVLEx44dY5k6NZU77khk9WoHjzxSwJYtLk1ZRm7/dwC7AbeUouatgL7dYdZ/4a1pcN/bqm50jMYj\nRoCSGtlbxiaDuw91PR6lXKMF/yfkim/l7t27admyJc3kubfjxo1j+fLlOnDv3r17YL9bt26cP38+\ndGFR6C9ChDKzwXI3gLrZJi2W/XC0pHDMVsUPuPnQBA8TzWbqs44KvqGQszKAK8vuhaNcroaWCadX\nRTUJCHipDtkBSL8ebqQvAj4Oshob/iDrO5z17qWIWNKJJPTLVZeUc5Jf+ZDhvMA1XEslxcRSnzhS\niCMFG1GUU0Q5RZRSTDFnOM4eyijCQQUjeIA8TmLGQhwJdKYdrWnJWtaQy7nAXQFjWAGVbpGuIfSi\nHOHzq4tyCKghlI2LYgtmL16rgEu04vEICDLYez0CzhorPlEEUZAWxVYYCy0toxwr+4ohK6o6YzJg\n6Rmkl05JUyJAavSU46cWw6pnYdF2KNdSL6Ja33/WwZ5s+OED6NMNpr0mAX/9RJj+IvS9DZX+0cV3\nVwBHa8kqF6aAskJvGEMURHDoUA3t20uUzIYNVUBMIE0ffiAiUFZOjpP09CTWravUlCvVYbf7+O9/\ne1JV5WHs2J243frZ2nUHSpFEECLw+UxAbFBaaLJZD/xffVWMx3OCr7++ljNnbmTfvhrGjm3E1KlJ\nNGxoYdasMjIycikoUHxFItCDOYQFdE1cwpBWtHKsYBSwaBO88SRkTIB9c6BTB9gvBzuMSgCHE2lN\nexGKnZAUhxoK2ILq0iKiLoptqOOPyhWzX7hwgcaN1ZgTjRo1YteuXWH1v/76a4YMGRI6UWeRS/tl\nPmiq7aUUYLe7AjHbm1p83CiK5Pk9eMzSK1+Ei7epZBZwD/H8hxYcoZL/cJ7DOo8ULd9+NZZ7MKhr\ny6rGQQJWSuugZerRgB7cxFw+wBxwF9Rb+Nqytfu1XCaS2KAO42rEjEga12AjkjbcxEF+oYQTnGQ7\n5RRSRSlejYOUFpAHMhERE2uYTxL1GcMj/It/kkF7xnAHRRSwlnXkcykA0Mp1SQO4wQOlv0dsOHVg\nrhUrEl0TiNJvdiFYBbTzNxUu3lVrk/l0jRUPoa11LZ8OmCNgZHPoud+QpjyzNZr88vHBi7BiP7w6\nFp79Fj2frvkiOHoeuk6EmS/ArmVwx+Pw6iPw9WI4dg59Z6LEfg9ysdaClLH3UkQ552bNmmrat49g\nwIAY3nyzSJM/mG9XjrOza2jVSnbp0JQXFSWwYkVXLl2q5d57D+L1Ki4/xvbVLZLlbrT2f48VL/LN\nN5fp16+Ee+5Jom/fGHr3jmbixIssXFitoXy01AvowbwOYNeqGIFdC75y04oqIPMw3NwD/j4XPnwY\n+r8u5YuKhiqXmrfELS3YYYsCnx88ZlTcC2Is+P/fcjeZghxyw8rGjRv55ptvyMzMDK2w9O9ST2UG\nuvSDLv0oQw5BEHiW9MButbt4wGZnCdUMNNkgYMdJQFqDi6+pZBHnGEEyr3MtpTiZz1l2k6/hxq/O\nl/1KetVUEUNEoLNQ0kDpAESGM4GtLKOWS9hC8OraX+O+hyIiiQusA3s1YsLMNfShA6Mp4zyZzCSd\nIexlgaFuldGWrGQpqFlXRpBCGkv5GBEnl8mjgLPcQCf2sJ0c9tCRHtzDRM5xhvWsp4QSlNVpjddn\nHCQ1DpxK9auDrE4DDWPVtVEFcRsunb6yWLoy2ApgtTsDC7roaBoIT8fIL1HPGLhUC6eVF9KopwC3\ngap5dTkc+QfM2ggnzmouRDuAi/SiT/w7TB4O2aulc698CHffCUWFUFQAxUXSb02lJm8Q0Btd/SCY\nshFZu9bNs88CmDh5UhkRDA/sYCEnx8OwYdFoe6nYWDu//tqJY8cqmTLlMD6fQPCAaDj60DgQK2q8\nZX4f756eHsP48QmMH5+I4kd6+bKXrCw3X37ZgGef9bBtm4vMTC/btvk5f96nqScM9QLB9AsEW+uh\nrHe5eXPXwaTBMPRNePx2GNYNfjoIUTEyuMudQnGttOZqlOIeqVAwoAf2k5vg1KYQcyF+n1wR3Bs2\nbEheXl7gOC8vj0aNGgXpHTp0iAcffJBVq1aRkJAQlA7AlL/rPzlEKLP7ibf6IVp6KK12J4LoRRC9\n2OxObGYvE4nnHnIZRmMEaojEjYAXG84ACJvx8iun2UgOfUlhMi15hBYsI4dtnMGPG4WyuRLnLt0Y\no4UvpbkoIx6RSJmWMVrkPRiFgwJyWUskeqpGq6eIEeRN1BJBHJEagjc8726iEX3I4G5qKGE3H1BC\nNvG0wMwgYuRY71oA1tIiANdxM63ozM+8gZ0KLPJVHWQ5t/AIJ1iHCzjKao6xleu5iQd5iONksYV1\nlMpuTtqB1VBUTF2LdVhxBdEzio6Srl2OTzkOdBRmEWukC5dPomusdheuWqvkUWOXH3FlKT4FrJWX\nSxNEbMy1sPQSEn2oTdPmwZBmg0IvvLsWPpgIIz6TdbSLeWi/Ajzw9RqY/XdJrV4DSG8F9eLlLVHa\nvF4oKoGiYmkrLpI7AGUrslBcbKGoCIqKoLxcAW7lWXGza5f0bB044EOiQfQLe6j7BI6zs820ahWF\nQpskJvpZvboVO3Y4eOKJi/j9oeiUqxdBiJI7h7pmwqr0SePGIuPGxTJ+fBwpKSKLF1cxYUIJe/b4\nyM6uz8iRZWRnm7FYqrn+ehs9e4rceWcEn31mpqbGxLZtkJkJ27bB4cNSoLCgQVIjeBPinHKs9ZiR\nm73iIMx8CuqlwbPfwyf3wso3ITpeHjSNkfRLREiOkukaDwG6BtBb7Df2g1791LSlr/+he31FcO/c\nuTMnTpzg7NmzpKWlsXjxYhYuXKjTyc3N5fbbb2fevHm0bNkyfGHKZ42GVy8T3cQLAla7ZJ9Z7S6d\nF8wQLOTi4gw1WAETtVjrGCg14WUXZ9jFGTqRzO2kczetWcURNnMUd52We2iKRqtXS6VsuTuD6JWG\nXMN19GA5LwYs71AUjPbYCNwiTrzUEo0VN+GjpdWnO+lMxIOTLD6jmAOBW2zFjUnu/IxukGq9Ag3p\nRgdGs5ZX8VMk28kSzVJGNhXkk04XcsiU83vZyy8cZiPXcysP8jRZ/MY2NlIpX6/yNWC03q/kChmw\nxuU2q+2VLHcr6PSVa1Da5cQWoGu8gYlPQmDNXRegLs1n0jMaHul9v70+3LwLdfDU6C6pvC3aNJlG\n+WwHTOkNN7eFdcc0+loclS35G9vD2Xwp5sgvu2HtFvTx3r0QbZN8ouslyaCfIG/14LpW8vl66ma3\nQ3GxAvg+iopslJdLQ8233WajXbsocnJcuFzK4KlyMcpNkI5zcyEpSSQ6OorISBNr1zZm1apKXnih\nED3NEU7q9nWXaBkI7TYp5UtKsnLHHTGMHx9DmzZWli6t5umny9iyxaOhXew0aSKQl2cFLLjdsGsX\n7Nol8NFH0nNx7bXQqxf07AmPPw7168OOnZC5C7btgt0Hodo4Gfh3cu6IUGOSYhBN6AsfrYNzpTCl\nLxTUgsOt6teK4PVDaoLGctd2Jn815y6KIjNmzGDQoEF4vV4mT55MRkYGs2bNAmDKlCm88cYblJaW\nMnXqVOm+WCzs3r07uLAEMA6UOq1+Ei1RxMRLQGb0V7+XxiwjnxgqsWLCioMYDS0jAbwzpPV9hpN8\nQg7NSeBWOjKCsWznINv4jWoZOH8PLQPgo5gE6hODNBNPDTkQwU08wF6+wMJFLIQeNA1Nyxhc/Cgh\nEWugjfpb2JUWPIQJkTPMpEQG3hiNThQ1mPERYRiU1Xq7JNCWG5jCTl7BxEl5qE0PvDkspjNTuMQa\n/LqJSDUcZD7ZrKQjw5nKcxxgC3tZT42MZKGsd+Wctg4nVqQY966QOi6sWHFiHHxV9JW6dNa/2YY1\nUjp2uiSSx2p3qQOvdlHm5MUASHeLhHIf5FiAeFTw9qBf/5QQaXZweeDZtfDxBOj4MXjdGh0tv++G\nF+6B91dAbTU8Pg7WHiII3B0ecFTC2Ur1nFEncIw0qzY5TrL6G9Q38/TTMG6cOr6SmRmNKMK5c36O\nHvVz5IiXI0fcHDni4/hxl7xotOSXfeKEl5tuSuW996JYtKiG1193IVna4b4gr+S9o4K9INjkGbhy\nkBVZoqNNjBwZzfjxdnr0sLBypZv333exerUbtxsk/3yVqklOhupqE1VVIb4kZDrjxBk4cR6+XSJV\nVS8VenSBnt3h7dehfWs4cgK27YXMg5B5CAoUD1CtJR3Ogkc9nrsfPhwDH+2BZ9bAusnwTiZU+YE4\nNX+xE5rUN5xXytHWaePK/egV5Kr6hsGDBzN48GDduSlTpgT2Z8+ezezZs69ckF2KDWIWPNgiXAii\nl2rRR5wpGqtJ9XBR6JamCLQhgufJx4oHCybM1GDTTVPXUi16N0alkyjgAvPIJYVobqILL/IAWRxm\nG5mUURQW1EO5RLopJYprApOMFP3OTKGIAxSTGeDZ6wLycNQMgIcSoojBgytwLoYONOURLCSRy5eU\nsB7wEzqckgcTvoDXkCKKxWvjGm7gNQ7zBjUcDZShtYQ9CJSxBzcTaM4NnCczyPr2UMQu5pDFSm5g\nFPcznb2s4SCbZKgNzb1r6xDwBiiWUDpKu/QTndDtGz1wdPvyxXlFLx55eT51EhQoqzqNToSlleh5\ncg146izwMGnLz8Lj1fBgL/hyB3oPG3k/vQl0T4cJM8Hvhn9Ogmuaw6lc1BfbY8hrPBdCxwVcKoNe\nfeCNV+BSPvTsBdsz4emn4cMPYfp0sFpNZGSYGD3azMsvi5jNKrFbVeXn0CE/HTqYWbEingULnMyd\n6yMlJQqHw091dTgQvxKMqCglTWIyARFYrRYGD7YwYYKVQYMsbNniZd48N3fe6aSqyjByaSinSRPp\nK0MnVxgULaqC5Ztg+TYp2R4JXTpBry5w/xiY/Q8pcuO2g7DtGGQeg+xLweUEwBf1eFOeNFjapikc\nvgwrTsDb/eHbLHSTMUtc0DRBpmu086604C4Y0v6g/Mnsv08Ua10QvVjtTkTRS63ZRxwmHY2hgPJ4\n0viVAsAZAHcTTqz4A+AbygtGW5YWrB1U8ysr2MpqunMjU3iAXE6zm/UUyqEBrhSmwMtlIojWDag2\noisptGErUwIdjTaPtB+algne9+ClgAjiqMFJJK1pxGPYacYFvqSEnwFvSFBXxIIbEz6sQeAuYCWV\n9rzPGT6hiu3YAt+hestdoUFOsoDW3EsRG3QUi6QnAa6Ti2zlSxJoyA2MphNvsIefyWKHTIMFg7OW\nYpHGMmxhdLwB695IySj76spYodNBnekK0qIugijRPT5RsuLHxAoMP28K/lTWArj2bRE15zRulk+u\nh7UTYNExKHNo8svpzw+Dz9dDjRkQYPYGeHQkPP1vQgM4Ic5pj2UZ2g/efB5cTpj2PKzbCGkp8MKL\ncN9ESef112HhQnC74ehRyM42IQgQEQHp6dCkiYnu3VWwnzDBxoQJNgoL/URHg80mBfVyOPzyBpWV\nyr4Ph0NKU8/5cTjMmnPQqZOZHj2szJ6dxKhRAgcP+li40MvUqU4uX1YGPa9M/zRpKoO7cZz0SvSK\n5lytCFuPwNZsYBGYIqB1C+jVFvpeDy/fAzERsP04bDsOmadgTx64/ARZ7n4LLDgC99wAf9sCr+6C\nBztBSiw6i7zYBU1jZcv9irTMnwtg/ZeCe0xCJTarOqCpDog2JJVyXLI/uJTmYwTJPM0OYqgkQgbs\nKCoADBZ7sAUvXZwepLUDsAf4niMsp3wrJUYAACAASURBVB3duZ17qKSQLH4in30hLXa1MzlPJNHE\nUImAhwhi6cA0jvAykRSGzKe0RZFQFr1W18QlkriBFPoTQUcu8xlFLALchBmqBlSQs1ODgJt4pLCr\nCliaiaU5H1PCd7hYTEwYYJd+FQpkNQL30Ix2FLAroKOkK3m9iPgpYxfZxNOK9kzgegayh2Uc5zek\nKWBCUPlaqkdL02h1ImQdZVA1gurAsVp/TeALIEIuy4U1QE0p+hFWAa9V2o+MFnDW2mjvs+IxRZET\nWwVWm2TNR8ueNlpqRQHbaMM5NyAv15flgR9z4dWB8MwGOU3Wb2SDEZ3gmreQqB8PzNwD+1+E11aC\nw4GeAtKCu5YW0lAz/TrBW49BTCS8+jGs3goj+sPKFdC1A/zwM0x6Cn7bD3vXwdLVsPS/hnIUkR/H\n+++H4cNgxw6YNg1OnDDxySewcqXE7UdHm4iJgejo0FtMDMTHQ6NG+vNNmyohFmDyZJHp0+GzzwTK\nygwulUr/oj1tcJ5p0gpyi+T7aHSsqWuAFMLy6X4RjpTBkW0wa5d0Li1ZWl6x13XwWW9IT4X9F2Fb\nHmTmwvaLcFnmz+eegVUj4cUsaJAmVdWnIRL9IlviJX5oEgdVZvS0jHZ+j8ZbEDCYaFcvfym426wu\nnaWt7FfiJREfl2UvGAEPA0kilwoKuUwkLiIAL74AHWKME2O04IGAFR+ebnGRzUpOspKWdKEr44A7\nOc5/ucgmBI0VrpQHRdiIC0wyyuB5ilmBi92yP3b46JAQ2mvGRDQRXIeV1ljJIBbJ1HJygHz64qOs\nTktdEUVHxCsPqCqPhQsfUaQxk1o2U8FM2TJX/34jFaIF+wt8QzPuoZJN8p0L7dKo5KvkKFuYTjId\n6MhddGQIe/mBsxwKdAhGa1z9KvCG1VEsfO2xdHW2kF8Aoa5L21avWUCI9DLaa2cFNfJgvjf8hCjt\nBCWjRW8hAPavZsGRYTArB44XEADRp/rBtwehTLHa3JBXAxtPwsQ+8MV6Tdla4DXy7SJ0aQdvTYbm\nDWD6V3D2PNwzFL5+B/YegTlL4fbHoEZZXtAKT70Js9+Fn9dJMckDFqL2WoCzFyE2Ht79ED78FEbf\nDi+9JFE7n30O334r0T6/Z2WUrl1h8WL48CP4+9/h5pthwng4exY2bYaFi+GnnyHA/IiGX+nPk8Qi\nW+4F6AebruSnjibtKr1lLtbCDznww0kpPToSujWFXs3giR4wPw3yHJCZD9sKIdYKi2+Ffinw0D54\nszWk14ds+X6X+KF7JBxSxmECLpX6sUiF3YD/R8A9guoAsCqga8WFAzcJ+HBozg2jEas5SSQ1CHiI\nxIwHLxGBCUq/n5api265wAbyWUsaHWnFaNpxF+f4gYuswEdtIK8JFxZiseImlaFEkEoej2OTOyap\nzHC0jAmRZljJwE4GFhnMzSTjIQc3R/GSRQ2LiGAcUEwaO6jlR2qYj5u9V3WfLTgx62gZM4l8jI+L\nVPAqkfhlAFUHJSE0LePFSzU/YWUKSbSjTPbKUe+inkqxatIq2M1G9lGf7nThLjowjD18Tz7ZAXhW\nrPdQtIyiowV5Ea9uNqvyPztl0DfuK9fkkqN5KgOyWrpnhGDjUQqx2QnMfA24Uope1Y1SeVu0M1a1\nFrzcART54d1j8EEPGL5WSksE7usA7b+BwGJbct7PtsNXo2HmDomHD6JdNKDe9hr4xwS44Rr4eiVs\nPgyvPghmE8z5BTreDecvyvlM6CbCbNwLh3LgicfgvX9pykYuX+aRz+bLi0HHgMcDi3+Sthuvh6ce\ng+mvwZx58PlMOKflvUNR8hZ44lF46Tl46DFY/pN0+sd10hYTAyNvg/smwZdfwC9rYMEyWLNRqjuk\nh6QogfturVeSVqcukA917ip1IuyQEg+1FjhSCaW5cLQSHm8PbZLgoTZS1juaQLuNcNgNibkwPR3G\n50hlFJugiQ12OIFoCdCl+rxBbuCC+eonMIaSvxTcEyjTAbACmDXUkkYtDjm9KTaaEcMxjhJPLQIe\n4rHiwxugGoxgHsrDxUjbXHkSkwcX6zjKauJIpxETackECvmeEubipRIBLz6qqU9DGvEkFxlLHFII\nUi24m4jFRgYW2mClDQJtEcnARzFeDuP3HcLr/45aDmPy5KBESBEAk2kQPiEBnLfiNjXEKkzELn4J\nuPB55uD1zAVCL5cGYDJXIVjdxLule2UVP8dsiqDKP554XHiFYL93CPaW0aZX8hlNmARMJBy1otXX\nplWxhkw20oAB9OUBHFzkEPMo4WwAYBVaJpS3jELLqFSRNaiNCuAb053y94yW9tHSNs2Jxo6PXAqJ\nN1vxKLRNpBWvT8DjEXDV2vB6hMAi3T6nLTAQq6NmvAQmPH1WAlNawS0ZsDYXHs2AZXlwwQ4kyzdc\nzru1Utq9uQusPW4oT/pjaJkArw+BIe3g2EU4WQSPj4Yl2+H+mbAjR87nA5ICf66e3gGe+xJ2fANz\n1kJhoVq+VvJqIa0BCEn6gGg7T8PYp6BJQ5h2L+zdARt3wCdfQWYI57i4WPjmI2jcELqNgrN5mmsH\nEKESmLtW2urVgzsGw4tPw3f/giVrYOEq2LpP8uIJoJUATRpDbk1weVdlvWvKwQLRUdAgERrEQ4ME\nSIuRfhvEyvvR0hYhgs3AIClypgqWFcKKUnikMbzdAW4/CTPK4VRzaNMQjnihxOYlWRSotrmISK4K\nhNAQRE9Iyhog3BpTV5K/FNwVKkVpuALKNbhIlF33RLwMojXbyMaKI/BKRwFe9HFjjKCu5dQVnbpc\nJiWd0L7tLvaRy29E0oRk7qcNK6ngR8qZhY9SGvMtFXyKwCFstECkdQDMRdpgJhEvR/H5svCyH4/n\nW1z+LKACUV6swGp4qQLrUAgXIao+1lqAC5i87wDvgNgTs30Sov0YuLdB7bfg+hnFZPIrD55oAsFP\nZJUP7C+B2AOvow+ROPBq/nGPoLrKeUXZWhdUi14PsgtJ4GniSadGplcUUFesdQh2gVRpFw+FrCKf\njTRmML14mctkk8UCyuSQBooFr6VSFL97vQWvWvRK+/QDr6oHjvI/K/ravAJebiWNDZTIz45HT/GY\nbQhWAVGeASuIcrsscpgDjyBRN1qQl/8DtxeePQUft4PulfD/sXfm8VVUd/9/z525S9abfU9YQghb\nEkAEVAS0CIpad8WlorWtrVq0uC9t1Wq1j3WpdaltrYJV3BdUUERBFGQRJAkQ1oQQkpCQ5WbPXef3\nx8zcO3fu3CTaPj76e3nyOq+ZOed7zkzmznzOZz7ne865thhmfUy4DKKTYB6vhEXHKw1B8CvAB3lO\n+N1s+Pk0pYjbC11eeH4DvP1X6NO8XTUvHzvmmr1yE9jvgiUfwh8WwdUPGsrozJvbIHckHGokAvwP\ndcAtD8M9T8MV58Jzj4GrEx5bAq+tVDpsJ4+HVx+HFWvh4ptRXC31HibGIMHRPnjqTXhqORRkw4JT\n4fHbIcUJr3wML62Cr6oV84JsONRJuMugQVJxOiE7DbKdkJ0KOckqgCep+4lKFC3Q0KXM39/YA43d\n0NADtc2Q1w8FbmXqgNFO8MqwsRU2umBTG2zthl7tC0ltTNbXwBtj4IViuLQeHnLB77MDXOjy0ibK\ngIjH6sVmdQcnw7NZQjKzse/wmwZBluX/1prCA59IEJgtrzQF4ps5ni1Us5lq7MAjXMpDLMNFWxCQ\n00jkpyzkKf4IEBXUzZn7UCYOG9jORiqJXE0Svwr+T16+QqKIAM06Nl4Bvu3IVCOptEe/eJC2L+i/\nuIy/oSUT0sqhISvKzYyDmPMg7kqwjoPeZdDzHHjVmSBtMyD5Aej9F8TfBa0nQOBI8OGXdexDD/ba\nvk+04JdUJq5j+VauQeIkWlmo5IXdKfMOWTNfd4AAseRxAcO5iEY2s5NX6KLNlLkb6zFn7jbT/PBO\n19AkZNr+s8zgQfawg86wc3nULwH9vj+g9gWoTN6vsvrg4CgN5LXf1AsfFUOeFXZ1w3lbiQRdtSPW\nIUPtxXDCa7C/FdKt8MQcuFDtgGzpgUfXwwtboK5VV4+xQ3Sgjlj1upxxsOfvMPc2qNhH5PPng3VP\nwV1Pw7pthvpNguCH02fCDZfBmOGQm6mkf7YNnn5V+ZjwB5TRoQFZ2foDSnpAVr4OAjIELDo7i2on\nwNgCuOgkOH26Uu/bX8DZx8G830OmBtrJCvvOSQ0BuF+GBhc0dkJjlwrgnQp4N3ZCQx809kKnHyxW\nGJ8J0/NhWjZMz4FhCbCtFTa1wsY22NQO9VrDGzYXFhEujHYrvJcrc8gPi7o97MuwcmZ3L3l2P287\nnPw+0ME/LG1hJFOPV3qvu83CLL4JTH+r4H62vCwCjG24uZyTqaOBDVQwnSKmMIElLA1j2+mkcg4/\nYxl3AYSVNwJy+KyQQ5vt0cxOIh4Hx2BlGlamIsnHIwihrs2AbzWBvksRvcqHUxCwjT7QEPliGPPR\n21mgtB8qYiIL6u0lwDYCkhdCyhXgb4O258BTByPeAm8j1MwCz76Qvb6scgMi03Tb8IbAgZhQg7f/\nFLyWXfglCb8YAmzl8iLBfKBZIcFJDpeTxXk0sJp9LKNPHbxlBshG6UW5ZeGAbtYAGAHfh0gmKfye\nOVzOSmQwB3TCJR/tuvSAHwH2AD4RySdyt1PgzlTo9sOrrdDiVQaytPqUuUZa+pVFuFv64NZCKIiF\nY5KhSB2b824tPLgVNhwmXK4xPj/R8szAH/jVbDhvKsy5R5cX+hFZ+htYXQ5LV+nShzDT8I3nw5+v\njp5/1AW766CjT+knEC3KnPYWAURR3beo6UL4sWiBEt3ShpuqYV+zCtodSmzoDjHwHg/hmrrumc9K\ngmm5CohPy4Ip6VDfq7DyTS2wsR129Cptdlh5vcsihnTdOB7J6ifJ4eFtu5MKPNQJXk6wWHmCNt4n\nn9/RwOs0BYloqP8wEtxXCWd9I3D/lmUZd/Ci9aDspZtELMTSy/FM4gs+j+h8jcOJjDeiQ9WcvZvf\nsIE19wB2RuLgGOwci5WpWOQcAvJm/IEvCMivgJhHwLcVoesqBDkJS9zDWGK+gP7rof895Z/0EaaV\nhm0h4iWKyAcgAN5WcKeD98ggd7UG2u6GA/eA8yTIuBJy1QlOmv8FrhrFq0GC4Axc2r4R2N2ReYLu\npZDc/WB5DKv1Nizuy8DtwS+FM31R1GSYcP3eyPBDHaitNPBXjvAyuVzFbJ6ljrep5WV61YnCBpJm\ngAi5xUy6McoxHmzMIIctHAx2PGsdsB7sYfuhstri6KHOWo/FjhjrD4K8KPlxIrBQcnCN3UK1F0Bg\nVS+s90GaBdIcMEaCNAnSREizQqoEqTqXqL/shdu/gj4NkDX3S33UD3TyET5y1ijRoLPzwt83wbXz\n4MwT4d0vdXlqOOiC4dko8+yg1mM2S6GuTGoC3HAezPktfKx+ROalwfgCJY5Tt2WFyjznOw/BzjrY\nVQ87Dyv7Ls0HYBBvmbeuhvd3wT+3GPL1oKusDY7DDpNzFRCfnq0w83gbbGpWgPzBXbC5XZmhNqy8\nNhV5tA5YUD651HWd9YMzRcmHX/JzCUd5x5KKBS+TsDFcdTHy0o8dd/DZM5NkjIMQv274VsFd8XwJ\nB2I7brz0EI+VXJJIJYk6tmHHG9YAxOBDxhM2MvQ/0dwlHNiYTAzHYOcYrExBph1/YCOyfwMe+VEs\nvgpEXwBRnIslZglC758Quh5T/hlfD3QuANscSH8CYn8OR66HvoNK/kAAPxibB3A3AVngPmIC/mZB\nBvcn4PFDxmVKUvwcmPhzOLoMmpZC9zZzpq7f1zN6PeBrae6nEPKrkToKQTiA6EPp6pa0GRpDYO/X\nAb1x9KlkSPdzmAbuo5EXyONqTuAl6ljGQd7Eq/YB6EE8HGz9Efl6kFdudTiwi/iYTgEvsDHo1moG\n7EaQD9UV7pHjsdgZGQtXyU4uJJZVATcX93XzpQd+3G/j2hgb/+oXFOlG/0yoYDvKCp9PgP09cEIy\nXD8aEu3w6D6obCXcRVJf1sjSJUM+uq0O8P0+WPwOPLEAPtgH3n5CmjgKuM8oIjQFvDGYpP39enh5\nI3x8gKBH0OF+OLwXPtyrM5QgPxXG5SgdjdPGwpVzlONuN+xqgJ0NsLMJdjbCrkZlrWWtLMAzW+AP\np8I/K4l4dkelq/JKngLmY1Ogqh02HoV3G+DOStjfSzhg66dcRrevtzGsNaHYRYK6JPmDGroPWEgP\nr5KPBbiCJAAC9BGjegICEaD+39Dcv1VwT8Kl60wNuTBaaCWJTE6khN2sI5G2CH94J6lY6CcVZZVz\nM/dHs87S0JdCHg5mBVm5KBfiZzsB/xcI/qcIeL5A9DYj6nVLnwCJd0Lsr6DhQuj+LMTMgy/Oaqgt\nhdwboeBLOPwIHPwzyB5zEB8KyAP0HIG+rK/XVZ5xEox7BT49GUoegMrbobcWhv0Eil8Dfy8cWgoN\n/wZ3ozkrigbyWpC6wPEU2G6Fhl8Emb3a14gkgV0KgAr2sqgAvpHhe8RIqUV5nLto5Td0UUgai8nn\nJer5J40sx4ccIb8ABk8Ze1h9WgNgzI8nk2RiaGUXSSpd08tA0bR3rS697QScXEoGU0jkVaGdM6nn\nsCjjj5dIwsbnAZGnhWwmZLdzwCvg7lMoekC5KeTKIqtyBO48Cs+2wPhG2FAMl+TDvGzY2QOP1MKH\nzSAbmbsZiTBrBLSgK7OqBfZ1wLXz4bEvwu0OBuCyLMI9b8yCWuaq42BkDlz8MuEeLPqge47qUJao\n+7AR+CqUnp8G4zJgfDZMHws/nQXj0qHbAztbYFcL7GyFqlYoTFM8jCwCTM9SGPm0TGWyro1HFa38\npXL4qhP6LbrrsKFMVWOUW8w8bUzkFs1dEQi6LBplYT04i3i4nlaeYyLHqrNtxtBDEu0RErLew0+/\njvI3Cd+q5n6H/FvTQUzjmEIRk8mimHe4g36awvIl/GQxjlH8hHKuAzTmHu7jrgG8hISNUmKYjIMp\n2DgW8BEIbCAQ2IDgW4/F8xXgRfSpWrn+pfADFidkvABCMtRdqICh8aUxfvJKw6D4LxA3Biqvg5bV\nAwO8SUdWMMx4Ho6shT3PD+0G58yB2S/C2gugaR1MvBtEB2y9TX2pBEg/AUYthPzzoHUzHFoCDW+D\nv88c3KMBvj0VjtkLu0rBWx9pqx3rXhA9yIOR3YeDpV7btlJGBjdhYzh1PEMTq1CGaEUHbiMwazb6\n/GM4hSTSeIOVYRKSscPVrC4fIjJWjiOf8xlBIlZeopG3aaVLtyShvq67SadNFrjf24vfp/YV+ESc\nfonVCXEs6Q3wkIvgoKlMYPkwOOiBVe1wXaaCSY/Ww78boN+DOXNXTm7O3E22YxJh3SUw9p/Q2h16\nnEYmwOrLYORfiXxOCU8rSoX1v4TZ/4BdQyEjZpRykP6g/BTFl3xcOswbBnMLMA29PqjtUaYI8MrK\n1hNQbk3YPuAV1DRB3VejVwaPIOOxBPAKAXwWJcpWZbGggBjAb/HjRcZHgAB+wE0APwF8BPAh4EbG\nhxeZAF5E+snAyoucDMDDbOALakyYe6QC8Zhw+3dfc9d0dCPAQwfDOYY6tiJTR6xOTtFs7aDOdR45\niMlOKnFMIpZJOJiClTH42YOPTfh5hV7/9Vh8NUj+AKKPEKBDJKj7AKkUct8A1/tQe7MyssSopZtq\n67Ww4WzIOB3KnoG2L+HLxdBbH6XjlOgA33kExMzIdUD1jYT28BfMg1lLYeW50KgulHLgQ5j1NLhv\nU7V2Gdyfw+HPQVwEI86Cwsth4pNQ9yZUL4W2z8Ath+vuRq1eBPpboeE5SLkJan8T+WIawV1UtHtJ\njQA2UZFyNEbvsYdcEMM9brZQz0+wczzZ3EQuCznMEzSz3kQm8YeB8UCDmMYzjnWsDPq8Kza24PmN\n+1pdMViZxShOZzRN9PIqe/iMNjzqP2wPumeG9xW8SRt/E/J4zNaKT53jJiYg8TppfOD18BefB4td\nHTTlE2nyicxuEFiaBQuzYE4NlFphcTrcNxz+1ghPNUCzNmrWqMdDOLMHU8Df7YGX98Pds+DXn4by\n6vyKj7foULxOIp497ee2wL8vhns+h129hAZoDRbM/MUj1+cI7nskKMyEcwphbBL8cx981gRLZsCy\nWjgzB2JE5etmeRNs7wFJAKsENqsSrRLYBLCJYLUqW5sEVhFsFhmbGMBqkbELkGgJYBdl7BYZu0Up\nZ7eI2AQROwGU9YUEbCiNrjW4LyCpx1YEJCxICFixIOlWQfPSG1wTQrkdkXK1aHbDv0b4VsE9GZdp\nj7ANpdPwCG+ShCvi80TERyJ9iPSRRBcOxpLARBxMxs4ULMTiZRNyYAMB38t4fZuBXqw+5YtK0AaX\n6AFcz6j1L0XqZVDwCOxeBEdeNgf0aJ+8Wl7z+1D5MRxzO5y2Hbb+Cb58DAK+UDnNHsLTtNByBJzD\nBpdlik6Dk56Hl86Gxi9C6e2bYX4B9GZDf2MoXQTog+aXYevLEJcNYy6ByU+ANR72vgB7lkLPgUgG\npWfwFQ/D3B1Qfj8EWiJlHBP2rpd4BFXK0WScOKkvyO7dduUlCGf2K2jlY2zMo4DbyOMKGniMHjZG\nsOtobFs7tpNBCql0spU0iPoFoGfeTlKYwSSOYyyVHOJpPmAvHfgQSTawdK0uvYTURBd9ZHAKPr6g\nCysCz1hGsI9eHrO3kGpXn3aD981lXrjH4uCLYonTW32c2WWhuFvkBqfA7jx4owMePQq7evhGzB3g\n7gNQdRo8VQdVytRNeH3Q7IbcQsWvPSKoZX8/BY764Mlaossx+jBU1g6kxsC5ebCgACYlw7uN8MBB\n+OgoeNVn6Zxm+KgXLvkMSp1wfhrcUgwJErzhgtc74bNeCIiEnmNRBosfRD8Wi7p2RDAq/5i2nkQ0\nuUXvbWc2Sl4PzvpjGzJ/ZSEu9pOkDooETOVq48R/Xzd8q7LMs/IlETfJjod4MpilLgnnppkAfQRw\nA/3IaoxTQTxADz4O4WUzPjYBnyP49yD6fEFmLmlM04yVRwPogBVGPArJp8C2c8G105ytE6UOotgm\njoK5f4X4PFh5LRxaF14mGqMvWwDjzoJlF4fyjLbjzoALn4UlZ0KdyRDBS16Fve/DV0uU44E6UAGy\nJ8KEhTD2YnDth91LoPpV8HSEbPUgfvzTildP1V2hOqKBu2gob5avdlhp7peajOO22wzyjRUrF5DE\nzfg4TDN/ppPdpvJOuHeOcjyc83Aygs95ZkDpxo2dHIYznRmMZCQbqeBzttJKr6lrZTTXS62uCyhg\nNAn8jmr+RBEBBBZTqy4/Y+h/UEfHAvh9Ej8RYvi9PYYFLjdr+y3gE0m1wC9jRa5NhHK3wCMt8FGH\n7jkZAnPXttcXwLx0mL8plLZuJtxVAeuO6urQ1TcjHV6dARNXQrPxC3OwEIW5O61wdh5clAPHp8DK\no/BKo7J1W4h4bs9Ih9vz4IRdoTqQYGwsnJcI5zshU5R5s0/mDbePTz0yskE71y8OFM0ZQ3+sEVTF\nLvogSeO04Iq3oMwj/JrbeSBMetGX1wM8wHXCs999P/dl8tmmraAdDylMopC7EImhkUdxU4GETdXP\nRSQSSeNp+vgHPSxWyvr9iD4fdncgUjtH3aqDRCIYuh6IxVwofU3xUNmyENydkZ+4ENlAMIANhu34\nc2H+o1D9Kay4GVy66QPMNM2Rs+G038PjJ5nf0NKz4aK/wTNnwKEvw/O0F2f6VTD6R7D0kqjsKOwl\n04DWIsHoU2HC5TDiFKj9EHYtgYOrQPSHQDlhOJy7Bd4cBYEoDUA0cNeBuamdWpdsD++QVeQbDcQd\nxHIJCdxEPxU08zB91ETo5hDqBPVgZzqPsYfXOKQbaQuhBsCDg5FMYTI/IoZ4NrKBrXxFn/qjDzRg\nKtpiJH5EEojhBU5kI20kYuV6dtOvmy1T/9URsSRhQOR4fwzPSknc3t/HC33qnPR+ZYTwxTEWFscp\nH/6PtAm81K4obBHPZ5ROWKsAlVPhhj3wQYuSvHQ8rG6BpfVEPKNOCbbPhuu2w/uDeetqz0WUtDgR\nfpwJF2XD7BT4pA1ePgrvtUCvxaQOnUukKMGhsTCnGqr8hLxZAM1FcbTNz/mxFs6zS+QLFt7zeVke\n6OdzSx+yCUNXTmUO2EbmHq3fTw/c+rRMHFzL5TzEw0F7s/PpG5CrhJe+++C+Up4d0foZHfaTmU8G\nt+LmS7q4B4l9QSC3uxOw2T9B9r2L0HNXdLnFyNzNWLv2sKbMhqkvwe6/QPn/KAJjNIZvptOD6csS\nTNen2ePgjN/CCT+Fd+6FNU8r49T1QbPPGQOL34KbxkbezGPPhSufhP+ZDwe/iswH5SFPyYM/fKX0\nxsmBgQcs6ff1MkxCMpReCJMXQsoIqHwJdiyBpgol/8wl4NoN2x4I1TOYNINJvt1gR/Q8nz0E9gB+\nKR5RvBYHN+BmDa08gpuGIJhDCNxlcpjEa6znTPp1y6crNskMZx5FnE43bVTyIdWU0491EFZuNpeN\nRBzxJOMkmWRSSSSdBOYxCoBFfMIeuk0HaOkBXrt2LW0EMTxPDm/QywOB7uDEjD6fiN8nMVO282ur\ng4mSyNO9Pp7qlmkJaEbqSFoAnzqvru75PCMB/icbSncpyfdmg88P99arNrpH9d9F0OGHa6t1z48Z\nSYki/DokOD0ZLkqBuU74vAte7oB3XNAVYODn0+CKeH+igEMQuLnbE+HNYmTl+UicQQzziWUkNtbS\nyYd0sIXW4FpjMNDgxnC8Cgf2SKBXLjtUfgRZzOVMXuKRIJBr5zNzNgE4T1j53Qf3T+TjTEHdOKpU\nwoaTnxPDNXgD/4L++xB9XQo7D6RB0sfQ8w60/S4EoBpDN9PT9Xl6cB93M4z5Day9DOo+MW8ItBCN\n9ZvZ6fMwyc8dC1c8CbFJ8M9rYN/GyM6quCR4qgYuNczgfsIF8PPH4Z5ToaY88kYbX6bHdsATV0LN\nlkgbMwZvzNMDcnoRTLscjvkJiT4DVAAAIABJREFU9LfDV0uh6Su44GX420jw9v5nsoyxATBj9jqg\n96l+2SE3y2QkcTEOfkkvb9LGE3hU11kN6JO5lFgms5u7g6+chQKGcR45zKOZrezmXVqoIVKmCQG3\nHxGRZBJIJ5FUnKSSSApJJJOKk2ScuPHSQhctdNNMN7E4OIliVlPNMWRzkA6WU8NGjuomuw4HeuV8\n4elObDxNAfX4uZ5W3MFZPgnKOaP8dq61xnC2aONNt4/H+z3sDgSCbF+5KaJhK7AqF97pgSdb4KdJ\nMCMWfmpY8eiSJLgrA46pgr6vgR42AeYlw0VOOD0RtvTCyy54qwfatQYoDMx1lRv8yoHgfOejrDJr\n4hIY29+GP4pmDkSw8hwszCWBuSQzmlg20MZamthIGz48ERKLGXOPBupS2HlDaWOZwHgm8yFPBstq\n12bubAKnCWu/++D+hTzRFNT1P0DwJvr92D2pWMX7EaRTEXp+B65/gS8AljTI+gS63oD6eyKBV9P/\nojF2IQGOfw7i8mDV+dB2WLE3s43GwqPJL2a2WhqGtJkXw8KHYOtKeP426GwNt1veD+cngac/ZH/1\nw3DbPKipVNLMmFF8EkyYCaWz4dzfKGkth8HvBZ9X2RqjzwsBdV/byr7Qvt+reA0FvCD7YeTxUDgz\n/LyvXwH+Hgj0hLb6SA8I6meVGaN3ECHLBI8dmIO8aqdn8wEpC0m8DTuX0sNSuvgrbtUrJptXOMqL\ntLMGO5PI4AqcTOUIy6njTTpxBV9hmTQcZBFDFg5yiCODBNKJJ4140vDjo4N22mnHRQetuGijg3Zc\nNNFDnwq6ypMew51cwAoq+YwaJCxMoZB5jMVJDO9RzUoO4yIQlbnr0yUkHiCfbGz8kkM0E2p0gmUC\nIkk+Kz+1xHCVGMv2gJ/H+92s8fvwq4AenOlSBfwJksDHqVaKG/xMtgnclWjhZF1//DAEthTA3HrY\nPgQ3bAk4ORYWJMBZ8VDphle64I1+mWb9sy75TfctuomZNFYORDDzN4VUnpd7eN/SEwHoQ5ksMB0L\ns0hjNpkU42QrR9nAYb6iHk8Q2L+e5m4muUxmNkmks4XniCbvGDX3k4UvvvvgXiUPM5dkVO0ciNTP\n+wFpMqQ+CoIT6n4DXWuAdBi7Bo68CvvvHbos4xwL89+C2k/gkxuU6eqMjUM0WcYI3gPJMtGkGgzH\njkT4+T1wysXw99/Cm/9U5zcFlh9UllFvrIXTLoNf/wl+NRcO7AzVIwHxTph0IhxzEhwzG/KLoPIL\n2LoWrv0j3HYuVG1R/L4kqxLtVhDVrZZmU7dW3bFNtdPSreqxzQrJOTD7F+H/V2cT1G9TJChbHNjj\nla0WBQt4e5To00W/oUHwafvdIKgNg6xu6QGpR0kP9IClB6w9IPaHSzfWPCy23yFZzqZfeII+XieJ\nTbRzG3FcgZVRdLKaLjYjkYREPhIF2MnBTg4yAfo4Qg/NKvduoYcmumihHRf96iKCQ+lQncUccsnh\nGd4K2mhlcsnhR0xgMgVspI732c8BujCbwkF/HgH4OSOYRxqL2MM+vBEAr9VhR+BMkvg5yfiBv9HF\nW/TQp06GpnXeAjwsOOkD/u7rY7ndybhuxYVG9ol8lBDL+14fj/RH9+SwACdKIhfarJxlkzgQCPC6\n28cbHi8N6rMt6sFcDXrADj7eOjtjh6eyVUDwTJycSxI/ozp4p5TXIxzE9WWiSS8J2JlGNscxjNFk\nUEU929jPDvbjpS9MMhloIKVZh+oUFuCjm728FtWjRl8XwGSh6rsP7tVydngL5fcEvVxsKjkNA3Wj\nrJJwLhQ8BD0VsPdmpeNzyho4vAyq7guXXyAS8AsvgFOehI9uhm2qB8lAmrxZR6mZLGO0MeYZn2Mz\nwC8shTufAkmC+66Bqm3w4ka4/3oYOQauvx+umgPVuyE+ESbPgGknwbGzYUQxVGyCzWth6xrYsUVh\n4oXj4KmVMH9Y6DyDdazqWbOZBg8QY4czFsFZt8D6F2H5vYpMM/0SOPcP0LgL3rsdmiojZRebBNY4\niIkDhy7atW28spV0DYJVFyV9jAdLXCgKktIAqFHWGgJLAYIlD2MI0IuPg7ipx8thPDTQTwPdNNFH\nEx7d0n2Ry/pFH/Ck/OSh/DTyuYyreJKnOYo7gpFrdcQSx4mM52TG0kwPK9nHJg7hUfsGonW8zieL\nayjkDvbyJR2mzF+/PZ5EfkYyxThYQgdL6aZN/WIASMPCOjmbs+QWPhYyyPE24QdutMQxy2LjLF87\nPl/4J6MATLNInCfaOVuy0ygHeNPn5k2/m0NyIGinB+7gY2gA8NAjGblvlES0rQ2BNYznUippDHOj\nDgd6zT6anm60SUBiEvlMYSRFFFBDHTvZyW520adOpzKUaVC0tONYRCtf0siHURsAo2Y/Vqj97oN7\no+wMXbjbHe66qAc8PUgb9XKPHQoWwfBboG4pVP8dpr4FNf+G7X8MB1itbECCmX+CUWfBK+fB4fLo\n/utmxzDwACb98zoYazfm6fcFAc5ZCDc+AB+8AcUl0N0JU2bA4/dARjZMPwkKx0LFZti4BjauVfY9\nBiYlAr/+vcLqH1ispA2ktRvzjYCu7f/oIrjyAajeDi/cCs37wqUUhw1Ouhp+fCfs+hDe+x101pp7\ny5jJLUZZxm6SZ5wHJOh5I4YajpgSiD8HYs9RplDWBU/gGXot99JPTxjTNYL1UNwq9ftm3jkyNi7m\nVjbxOV+xPQgBEMnuQ2vRSpQxkjlMIItEVrOXVVTTqn4pmOnyZaTwO8p4mmqWq4vH6OvVgh7wRxLL\nT0llLom8Syf/op1qPPiRuJokphLDBOycRSPpWFhCFnM5QoMOdCdi4yw5jrOIoQOZt+U+3qaXaswB\nWx/04G08NgKyPt8M6AFupYAuvDxHdVj+1wV5Lc+os8ciMo5CShhHIYU0UMdetnOActxRxudA+Lwx\nM7mPGl7ExWZDx2z0QUwjhcbvPrh391vCZRe9p4tRJ9czdz3Ia7+lmAHj7oWCs2HX36FwAex4DjY8\nEA6gjkw4/1Vwd8GSy6DbFQ7IAzF3iATxr8PcjeW1YI2FRCfEJEKCGmMTlbSERCgYDr/8Tdj9C3y+\nFvmzNcifr0X+cpO6CGZ4sBr1988qYfEvYJtucFM05m7G0vVpZcfB4ofBaoO/LoaKddFZvoSyftpZ\nN8Kp18H6pfD+/crI1qF0qNoN9UbzqNHb2Z2QeRKkzIXkuSDGQvdH0LcKelaD0KTY2wshdTV+76P4\nAo8H3SvBzM890uVRs4uWr2fJbuyUci4ZFPEuj4c1BhD6AjBq6voGI4dUZjGRYymigjo+Yid7aI2Q\ngfyIZOLkHo5nHY08y94gqJvNta/fOnFwIZmcTyaV9LCUI2yln3cZSwF2fkENd5DDoxzhAzooxsF8\nkpmPEz8y79HBCjrZN8S5UIygrk/TT5Y1MLBHgvUoYrmfY1nIRwg6wDazNzL7oejy4eBrYTjjKWIS\nw5hAG7UcYiP1bMTDURNPGOV4Gi+yj5vwsDfs+sIZuzYqXyFsKULfdx/cvR06lm7G0DHJ04DfCLpa\nvrMEjn8E0idDTAp8fBus+5Nik3sCXPQybPgHrPyDMmlENIAeCOA1O2ss2BMVnTwuEWJVgI5JVKSS\nBKeSHq+CdbwK1lpeQiLEJyjA3N2J3NGB3NUJXZ3IncoxXZ1KWmcnHDsd69nn0T19EoHy7UO6z1YV\nnIXiMdiXf0T/mAKQ5eCwf9A1AgO5Rmrb4SPg5gehbDo8did88CJYZHOQ1o71aakZcOFv4YQFsOov\n8NGj4O6J7Ew1Y+5mrF5Ls4qQMRWy50L2KeAshfYN4FoFHavAvSN8fU19WXsBZKxG9jyH3/dAxIjY\naAOUzGQZI2vXA2k8IzmJe3mbO+lS5RIN9BWbSB3dmKbZ2YhlKiXMpoxePKxiJxuoDa7ZrdnGEsNt\nzKSVfh7mS/pUSYegXbh0pKUpP52V00jnUnJwI9OAm5NJIYBMJT2sp4PTSMGGhQ9oYwUdVAWvYPAg\nhr1QoTAQiEemR1+AXsTHX5jNi+ygnIYw4DbaD1WWMWPwxkbDQYB8JjCMaeQyhW4OcYR1NPMp/eqc\n7RpLn8ZadnIyAh3BuvXnCwN5lcDFOwLffXCXmwmxdSN4G3XyoTQCehAuOAPOeQnsCfDlc9C4HWbf\nAf++Aqo+BWsi2JxgSwzFWKcC1Bpga8cxKjjHOdWtGr0e6OmErg5FLulWgJkO3bGrAzrU/Y5O6OzA\n61LtOjvxtXeiLUypubj7TJ55r5rmuOIK4u64g7apU5FdriHda6sEjjt/iyU1ld7FNwCEg7v6ruvT\ntHJBHEhxwqI74aIr4fnH4NlHoL8vurwS7VirM68QfvIHGDcL3rwP1v9D+eGigTxESjKpI6HwFBg2\nF3JOgp5aqF8FLaug/XPFE8fMqwbDsQTYsiD7I/Aux+e7E8B0oJRx0Q4IB2WzRT0AAtiYwV/Yy4fs\nZ20YgBsbiYFA3mgXQKSYQmYzkWFksI49fEwVzSrI+hARsPErjiObBO5jPS06UDWyfa2Mlgeqfk4K\nF1PAsYRccavo5mlq2YBLV5+eIQwczBi7Md3I4L+OLCPi51RGUEo2j7EmgnmH7AbuUNXqMptywFif\nEfgdBMiglGxmks4J9NNIGx/TzkcEaGIia9hNabA+0/ncdYMzAaxOvgfgXkUkoOuZOUSCuVlDAJEa\nuRuQrXDafTDnlsgL6O+Gtgbo7VQAursjtN+lA+xOLaog3aHm9XSB2xfZ2eoPATEoQG0E7bB8datf\n1MZsgRs93mc8/DD2CROomz+fsBWLowQJKCgvp/maa+hfr0wkpl+20mx+JlDAXXJIWH/+Sxy33YX/\n/XeQH/gd1jbdaNqB/NUHO5aAMZMUzT6nEF66Eza/BqJsDu5JTig+GcacAkVzwRarjJKtXQWHV4NH\nnXjHrjuP0Tc+GrhLQGwq5H+orEfr+g3K4BjC3CqNQA/m4G6UXPL4KYlMZBN3RgC30V8+GrgPtOCJ\nH4kUUjmByUxlHPuoZw3l7OJI0O4cJnMCo/kTn3BYBeShgDvAKJxcRykjSMRhAuD76aSSdmro5SA9\nHKSH9kHmQtEDsT78N8E9Dgt/5jLu4kV66YoAbX25aNKMVpeZhm6szwju4fYyCUwhg9NI4bzg+Q+R\nGWYPmI+215xMCr4P4F6JOSMfTHM3dqpC5MhUvY0UD8ddBskFkDIMssdA7hhobVD8w6srYX+lsl+7\nX1ngIpo8owUTzd3rCwdzCAf0wYDcFyU9Il8UGfX++/Tt2kX94sUmlqEgAfbRoxm5Zg1VeXlBt0qr\nwcaYZgUcZ56J86GH8B88SP9tN+HfsQNJCjF9UNh+GMPXM2+IrqMbgXvKyXDVn5RO5BdvhZ0fK9P0\njZ4KpXNhwlzIK4Hq9bB3Fez/CFp2RLJ5CGfr+nyDL7xpI2BNhBErwLsbWn8BUgAchE1ippdrIASQ\nRhdITc6JoZBx/INtXK76zYcDttm88NFAfih2NqxMpoQTmYSAhTVUsJ59uPEylTEs4HieZg07qY9o\nNLT6tW08Vi5jAseRx/PsZDW1yKptOg6OJZP5DKNIXXQCoAcvfnWsbC3d1NJFLd0coptaumlRX+7o\nzD1SZx+qLGNsGER8LOQUjnCUtWwOphnrHkia0WzNpBIz+Uaf7yAJJyOIp4hYRpPADCTd108HD9PH\nHyKklwjnEp1KIRR9H8D9S6KD9kCau9GWKDb6ujHkBURIGwXDSmF4CYwogcISSM2Cmt2wrxL2VEKV\nGhuPhOrQ1aUBOiigrpdUzADdqyvOENKMQbMRk5Io27SJww8+SPNzz5naajiWc8cdWLOyqF20CDAH\ndn26Y9IkMh9+GDE9HddNN9H34YfB1cQgpNFrMo5V1IE8DKy5m+1rdvkj4Mp74eTLwv+RFX+Gyg9g\n/+eAOxKs9Z42+vMbgT+a5m60jYmDgncg0Aytl4OkyEX6eW20ycsgBLbm66zaKGYZTbxOA+9FALHZ\n/DNG8DabYXIgJg8h6aaQAmYwhSIK2EgVa6kgngR+yam8xRY+pSqi0QBFipnJaC5mIpuo499U0qM+\nlWbSi4CVEtI4liymkoWEhX3q4K12+kknlgISyCcROyJ1dHGITg7RRT0u6ujkKL3B6RMGYu/K42Ku\nm+vtNJsisriYuTzE30wbgoH0dmP90QYpSUAcw0hiBE5GkMAo4ihCmZh8HzbSsDMSgE7eoJdn8bM5\nWJ/eDRzA1m/iBq4x95LvA7h/jHkn6UCyzGBeNWb2Zg1ANFZui4cR46GoRInFapRlArsqCeyoJLBT\niZ7KHfg6eyNA3MjGjeBtxtajMXhM8rUQV1zMtHXr2HbOObg2bDCxUMKMr75iz6JFuD77LJhmBuq2\nnByG338/znnzqL/7btqffRZJlX300o2R4UuEA74G9hCF1SfEwpgJML4MxpbB6FIoKlWksv3lcKgK\nUjMVkM0vhpQc2L0eqtbB/nVwaKtyRzRAH0ybN4K4/lrMmL0ICHYY97ryhh25CER3WAOhMXmIZPN6\nUE7k18RxHAe5MozNGxk3hLtUDjpx2AB2WtCfI55kpjOZaUziMM1UUcOJTKKcA7zO+iAbB8glg59w\nIiCwlA0cpCVYnxb07pT6oNWRQyKTyeEYchlFKns4yjYa2EY93XgoII5cksgjiTyc5JJEPDYa6aAe\nVzA20spRuhDUt8Iopyg/ZTTmHgLiG/g17/Am9eqCGFKErbmObmTuNtzEEEsyw3EyAicjSaCQWApw\nc4Q+9tDHbtxUIdNJEseRxPn4aKCHF+nlbay0hTH1sHUlopFanXu4MP37AO4fEh3YNYQbqCNVD8rG\nstH0eyOwDzTQScfOycwiMKYUeVwJlvFKFIvH4G9owFtZibuykr7KSnorK/Hs3w9+P14iwXswMB8M\n5I02maeeyuRnn2Xt9On01dUF0zUAjhs1iuPXreOjvDwIKKzACOxiXBwjbrmF3GuvpeGZZzj04INY\nurqCtkZN3uzYDOQBbCOGIU0sQyophQllML4UsvPgQBXsqYC95bC3Ag5UQFdrJLt3ACnpMH4GlMyE\nCbMgexRUb4Z9GthvAktfpK7vwBzgwRzUI6QbK4z5N1iT4NA5YO8Nuy79VMR6gNeYu4VxZPAWDZxK\nD0cjgFjP9CGyQ9W4klS06QeUNClqXfoyEiLjKWEGx5JGCjE42MchnuRtJEROZwbHUMSbbGQ9VUEm\nrQf2aPvRQgxWxpPDJPIpI48+vGynju3UsZsmtCfagZUcksglmVyc5JBMDskkEUuzCvSNtNFIG80c\n5SiuYNlocou2ncHxZJDOe7waBuBKvjmoW5FxkkESw0lhGMkMw8kIJGLp4gDd7KOfPfSxBzd7CdCP\nhEAqs0nnXByMpZu36OYlBCoiGwqzsT2D4R4gzPg+gPty/nsdqtEA++sydxNg13R0n8/QGSqKUFSE\npaQEa0kJ9pISbCUlSFlZuHfvpq+ykm419lRU0NvUFDyFFoYqyUSTaQCKb7yRYZdeysczZuDv7Q3L\nG3vbbcTl5VF+3XVh6VYAi4X8K65gzL330rpmDdV33IFb10BEA3Zj4yABtthYrBMmEFNWhr2sDGtZ\nKWJJKfR0I1eWw64K5B3lSLsroGaPwoiN2ny0AUxGnTzRCeNOgPEzYdxMRYs/vB2qVbCv3wD+rq/f\noapn7mjXI0LxP8FRCIdOB1tXhAykXzIwNNe8jUQ+pptldPPCgICtAaTZjJBmA5SGqssbbbV0bT+f\nXOYzjxHkB3/POpr4F+/TjCuCnRu/CszCYGAvAMNIo4x8JpJPNklUUU85h9hJDR2EP78iPmxI5OIk\ni1RySCaLVDJJJYVE2nDRxFGaaKGFZlo4Qgut+NT/XLs7scRzDbfwDHfjpycI6FqIwUY6OaSRRyr5\npFBAEvn048JFDZ0coJv99LEHD4cjGoN4hpPGuaRxOv3sooOX6ecDrOoCHPrzGUfih01NHo256/KE\nH30fwP01Ihn3UFowY2OASdloNtEaAR1zjwboeonFazj26dLE+Hhixo/HUVJCTEkJ8WpElumsrKSz\nshJXZSUdlZV07thBvw6QBwN5o40WZi1Zguhw8MlFFwXTJODMrVvZcuONHFm7NphuBbLmzGHyn/+M\nr7OT7YsX0/bllwN60OhBPX7YMOLKyogvLSWurIzY0lJseXm4q6rwVlTgLi/HX1GBp6ICsbU1yOj1\nko1VD7jaicz0eA3w9TbGvLhYKJ4O42fB6JkwbAo074aadVC7Dg59BnLbf9DpKkDRXyFxKtTMA9oj\nr8sRDvKy43ZEyyl08GP1N4u+MtRAXjBGqUaxG5jNa+fT6pOwkkgmSWSRSgYpZJJGOqmk48FDP/2k\nk04rbfThJlXt8GvBRSvttOCimQ5acNGCizadNq6FaDLNYCGBGErIZwIjGcswWuhgJzVUsZ9ajiAj\nhzFsLUj4kRDJIIkMMsgkjQzSSCeTFFLoxEUrTbTQRDsNtNPACZzBQbZRx07SySVdBfJUCnCQSAd1\ndFBDB9V0sZ8eDiDTpZ47UrZxIJLOXFI5DxtZuHidTl5B5mDYfFl6TR2IDupDwT1AmP99APdlfPMO\n1YHkm6F0qBqB3cTjRQN2I6hrVUUDeEyOfYA9O5tYFeidJSUklZSQMGYMfQ0NuCoraa2spL2ykvaK\nCtr370cOBDCGaIAv2u2c9emnHHz3Xbbdfz8AiSNHcu6GDbyUkxOsK2nsWKY99BDO4mK+vOUWGt96\nK1hHhFwTG0vKhAkklpWRVFZGYmkpCaWl+Lu76S4vp6+igp7yctwVFfj27AnT56NJNqYAr518IIDH\nkG5k2npW7rBB4bFQPBOKZsLw48FVC3XroH6dsvpV/5GBAR6T84z8E6ScCjWngNwceV0awNvGIMZ9\nRnfgeHziYYAI1m4Ebxickeu9c7Q69TY2UkgkjySycJKDk2ySySIOJy5aaaVZFTQUlttMG276I9i+\nH5FYYnCSRirJpJFMCqmkkUQqScTgoE0H9i24aKJTbQw68RP53EYLet3bgsAIcpnACMYykkTi2cMB\nqtjHHqrx0hNRztgpCmBDJok0MkgnnUxSySKVLNLVL5Ru2mjjEO0cpI1DuKimjwYsuomWB5JunIwl\nhzNJZg49bMbFK/SxBq15jgbsWmepqRfMUHBP61A99/sA7i8wuCukUaoxgrYR3AeyGaDTNcjOowC7\nXj+HcGD3maRpQZ9nJsH4RJHEoiKSVcBPLikhpaSEmOxsXFVVtFZW0qYCf7NO2jELcdnZXLBpE+sW\nLaL67beZfMstJA0fzrprriEmPZ0pd99N4fnnU/7AA+x68kkCXuWKJBQ2nl5WRlJpKcllZSSXlhKT\nl0dXVRWdFRV0lZfTU1FBV0UFtLYGy4EOvNVjs/0BAR4igVt/rAdbY/pgjYAdxaUyfyKMngXDZ0LB\nidDXCg3roOFTOLIOvLVhIB1Wj/48I38LaZdC9RywHA6/LgcgWZCT1+MLLMUjP4Nf7XwwdrYaZRoY\nmiukBSsO8olhGHEUEE8eCeSRSC7KlMONuGiknSZaacLFEdpox6cbmapvTJRjKSzduNXbKrclhlQV\n6NNIJk3dppJMEvF00BMG/C24OKp+AXgM9EQP7qE05Q1Jxsk4RjKGIkYwjCMcYQ972cMeWmgMlh9I\na9fn2RD4KU/zKovoowOjBh7NawYghniymUsWP8aClTZeo4M3kdURp+GukIb53HXaOug6Tr8u7mmy\nzAXfB3D/J+YtVzTQNtPl9azcjL0bJyEzdJh63UQMNIoG6gMBuRHowRzQB9PYtXRrfDzO8eNJKykJ\nxdJS5ECAo5WVHK2spEUF/NadO/Gq0k7WlCmcv2IFr598MnP/9S++uPtu0kpKmHLTTex64QW2PvII\nSTk5pJWVkVZWRnppKSmlpfi6u2krL6etooLW8nI6KyroUNm4HsT1WzNwN9pKhnwzkAcTqcZMJhkM\n2I1fAVE9YQTIH68A/bCZkD8LAh4F5I+ug5Z10Lkneh35iyHnOgXgPdXh50++EWJOR+75EX5J1nnU\nGNd9NZ85MiStZCBRhJ2ROBhODMOJpQAH6fRxhC4O00k9nTSozoRH6KM3Sl1EnEdLGyxPC9E6UY1y\njAULyTiDjD9VjQr7T8aNW5V62mlVo/JV0UaPTm83erJISBQyjCLGUMQYLAjsZzc17KSWfQTUGRkV\n+0iw1+JsruMIFdTwUUQjEAnyAVKZRBZnkcJ02vmUVt6gj01BO7MZH40jS8NkGOWmfX3c02GdcPH/\nErh/8MEH3HDDDfj9fn72s59x6623RtgsWrSIlStXEhsby/PPP8+kSZMiTyQIyH8z/GNmOnm0CcOM\nwB2NsUdzl9Qx9qGA+0ASjBmDB3NgN9pgYmOWroX47GzSSkpI18WUMWPobmgIAn5aSQmjzzknrFzT\n9u1YY2NJyMujraqKoxUVtJWX01pRQUtFBT6VjQ80uEky5BvB3AjkGMpFA3gwkWqMHaEQCeRmII6J\nzWDuknYgdRQMnwU5MyF7JogxCtC3roO2deCpJDhy1g7k/AJyfwv75oJcpaTHFEPe59A6FYQaZBE8\n6leAsjJUuDeNHwcWRiJSjJWRWCnCyihsjACgjxp6OUQPtfRwmE7q6KMBH4IpqzeC7kAArxwPbXTq\nN/WUMQK/hJ8E4kklRY0K4Gv7Fiy00U4bbbTShosW2mijg6N00qHq78obkUoGxRRTyDiyyaeBaqrZ\nQS3l9BL6utUDO8AopjOC6aznj6aSi4ifWJLJ41RyOAMfXTTxFm28D7hMWX7UxTqG6uY4FBdwvSvk\nT/4XwN3v91NcXMzq1avJzc3l2GOPZdmyZYwdG1rXc8WKFTzxxBOsWLGCTZs2cf3117Nx48bIE2ng\nPtQ5Y6KxdmNLN5CN4SYa9XUYHNiHIs18XT/3fUCRSboxRNPbBVEkpaiIjJISMlTALz77bFPbfpcL\nX28vfo+HgMeD3+tF9nh2Bqu4AAAKTklEQVTwezzIHg8Brze07/Ege70EPB5Qj/F6g/sBjwdBPbbo\nji0eD4Ja1qLmiR4PFvVcoseD5PEger3YLUrdkt+DJHtZ39fPbKvOk0avy0ebOMzYCAzFzXEgV0k7\nEFcAOSdC1kzImAn2THB9Dp3roGsd9G2D7AWQ9z9QfRp4K6HwM+h5CfqeBCk06AkhlYB1DLI4Ftk6\nDgtjsFCESB4+6vFQjYcD9FNDPwfppRYPnWxa28fE2UlhcKI8G0PzqIGBGbw+X8szltWHwYB9MLA3\nBqMk48BBKimkkaTCfwopqt6/Ze0WymaXqly/RQX8Zly04KGLPIooZBzDGU8/vRyikkNs5yhV6sz0\nmtdMDGfzFMu5nIBuSTsrkM2xFHAayYyjmdU08TZ97ApeaziYDzK3jBlr117qwQgrmOOYprlf+c3A\nXRooc/PmzYwaNYrhw4cDsGDBAt55550wcF++fDkLFy4EYNq0abhcLpqamsjMzIys0MCiI/aJkj6Q\nC+MQbQbziPlPgN1McjEDeS1/DzA8Sjnj7TINfj9Nu3fTtHs3vPZaWJaEAv6i1YposwWjTXdss9mw\nWK3YbTYsaprVasWiy5O0dJsNSc2z2GyIsbFIal2SlqYeC2oZi87eoh4Lar7FZgP1GJuNNQ8+yOw/\n/EFdEcsLXk8o+rzg0/Y9yhJ/Pg/41ag/DqjHsrbvAcGrbP0eJd2i5qPuo6aLatmOWuh8FmqeBkcq\npE2D1JlQcAvY0qF7E/g6oHg7dK4A60jwHoa4m8E2BsFejCiOAUTEwG58wh78gX14LEvwsh83tcGF\nN0APvBIiIl+t7eaY2fHRfvVBgw8xyHS1+vWAaswfKCi+KX7Tev6ToK/HSw9H6OEoB3X5yvWtXbuR\nBbPPJEkVedJIZxRjSSKVBJLppZNOmjlIBXYc5DOOEk5GwEItX9LAVo6wFS+tuKgmk1Ka2Ug8uYzg\nFPKZQy91NPAuVdyOQK9Bbgkf+BRtsBMQBuxhq8jpb/VQcc8Mx75hGBDc6+vryc8P+cTm5eWxadOm\nQW0OHz5sDu76izX+43yDvIHStPShPctRgxlA69OjnXaw8I2BfSj1+v3Ifj++/v5g+mBTEOjTzeQX\nvX00fd2sDjN5BkISTUAGnr4PHFaIsSnRYQWbDew2iLcpSwE6bEq0WSFW27eBqB7btGhVygWPHcpM\nn1abGq3KVlKPRauyb1HTRCuINiVabGCxKmvHygGInxa6EYnzlW3222H3XwBkuRPEMUiMRiKAjQAg\nIyOr2wAQCB4p6QHSeYwJXB9Mk8MsZAJhKQSPMeQHwkpFHoeuILQffh4tXdClCcEzhF9VuF2067YE\ny4b+hGCaci8E/MFzVHGQbAoQ8NNPF/V00sh+VaoJEEeyuhR5GglqFNWnawRTGcHUsN8lnQm0UEEC\n+dTxERu5kX4O6kA8MpgBuRaizoFj9uL+N3DvG4QBwV0QhCFVYvxkGGq5rx3MWrKvA/b/YTCC8GDH\n+kuJ1hgMprn/t4KXEAD7GOSHN9ho1zRYmaHWrQ+BgPIVZfV6FRD19BD0gDPzXjHKK5jYRHNzHEia\nYZA6jHKRZAFRULYOi7KVBGSbBQQLftGCX7LgE0UCkg2PaMePFT8SAayAhYDayRpQvWraqWY/NQSw\nEgjaoe5LunRFlpGV7zQEBAJIKuwp+QIWAojIiEEbWc0DkJGCacrWoloJanmtjLKPuq9ZEaxViLBV\n/ixYUNZTDaWhy40sLyAH9xJJIp+Rqp0lWAa1Ti3dhxsXDXTQqNoIxOIkkSykoBuUEmp4myNswkL4\ngtdmjDzaDJbKY2n+lkYA+//WyzzEMOB7mJubS51uBGNdXR15eXkD2hw+fJjc3NyIugoLCxGuP/Cf\nXu//N2HV//UF/F8H3VfVHzv+T6/kGwbNt/u/I1do4al79v9X6/s+h7/d8+z/9SV8J0JhYeE3Kjcg\nuE+ZMoV9+/Zx8OBBcnJyeOWVV1i2bFmYzY9//GOeeOIJFixYwMaNG0lKSjKVZPbv/+Gh/SH8EH4I\nP4RvKwwI7pIk8cQTTzBv3jz8fj9XXXUVY8eO5ZlnngHg6quvZv78+axYsYJRo0YRFxfHc1Gmo/0h\n/BB+CD+EH8K3F761QUw/hB/CD+H/tXc/oez/cRzAn8kOO0hmEtqBtVrrY5+pFUtkSQ3lwoEbagcX\ncRMHfw7CTc6kxAnloO0io2wi01YjSUsoZUwrisnrd/D7+fkVP2/rs89nPt/347r34enZehnvvTaO\nk0/W90d+xuv1wmw2w2QyYXJy8tMzvb29MJlMEEURh4eHUkfIGN91sbi4CFEUYbVaUV1djXA4rEBK\nebA8LwBgf38f2dnZWF1dlTGdfFh68Pl8qKiogCAIqKurkzegjL7rIhaLweVywWazQRAEzM/Pyx9S\nJt3d3SgsLER5efmXZ348N0lCLy8vZDQaKRqN0vPzM4miSEdHR/85s76+To2NjUREtLu7S5WVlVJG\nyBgsXfj9frq/vyciIo/H80d38c85p9NJzc3NtLy8rEDS9GLpIR6Pk8VioYuLCyIiurm5USJq2rF0\nMTw8TAMDA0T01oNOp6NkMqlE3LTb3t6mYDBIgiB8+ngqc1PSV+4fl540Gs370tNHXy09qQ1LFw6H\nA7m5uQDeuri8vFQiatqxdAEAMzMzaGtrQ0FBgQIp04+lh6WlJbS2tr6/K02v1ysRNe1YuigqKkIi\nkQAAJBIJ5OfnIzv7J2+0/T1qamqQl5f35eOpzE1Jh/tnC01XV1ffnlHjUGPp4qPZ2Vk0NTXJEU12\nrM+LtbU19PT0AEjjroSCWHo4PT3F3d0dnE4n7HY7FhYW5I4pC5Yu3G43IpEIiouLIYoipqen5Y6Z\nMVKZm5L+Gsy4pScF/eRn2tzcxNzcHHZ2dtKYSDksXfT19WFiYuLtM4iIUvosjUzH0kMymUQwGMTG\nxgYeHx/hcDhQVVUFk8kkQ0L5sHQxPj4Om80Gn8+Hs7MzNDQ0IBQKIScnR4aEmeenc1PS4S7l0tNv\nx9IFAITDYbjdbni93v/9s+w3Y+ni4OAA7e3tAN4u0jweDzQaDVpaWmTNmk4sPRgMBuj1emi1Wmi1\nWtTW1iIUCqluuLN04ff7MTQ0BOBtkae0tBQnJyew2+2yZs0EKc1NyW4EiCiZTFJZWRlFo1F6enr6\n9kI1EAio9hKRpYvz83MyGo0UCAQUSikPli4+6uzspJWVFRkTyoOlh+PjY6qvr6eXlxd6eHggQRAo\nEokolDh9WLro7++nkZERIiK6vr6mkpISur29VSKuLKLRKNOFKuvclPSVO196+hdLF2NjY4jH4+//\nZ9ZoNNjb21MydlqwdPEnYOnBbDbD5XLBarUiKysLbrcbFotF4eTSY+licHAQXV1dEEURr6+vmJqa\ngk6nUzh5enR0dGBrawuxWAwGgwGjo6NI/v3NaanOTb7ExHEcp0KSLzFxHMdxyuPDneM4ToX4cOc4\njlMhPtw5juNUiA93juM4FeLDneM4ToX4cOc4jlMhPtw5juNU6C/hTpwXFMK/EAAAAABJRU5ErkJg\ngg==\n",
"text": "<matplotlib.figure.Figure at 0x3055850>"
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": "#function values at interpolation points.\nZs = f(XYs[:,0],XYs[:,1])\n\ndel_interp = tri.LinearTriInterpolator(delaunay_triangulation,Zs) #barycentric interpolation of delauny triangles\nZ_del = del_interp(XYgrid[0],XYgrid[1])\n\nplt.pcolormesh(XYgrid[0],XYgrid[1],Z_del)\n\n",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 4,
"text": "<matplotlib.collections.QuadMesh at 0x36c52d0>"
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEACAYAAABI5zaHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x342f5d0>"
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": "rbf_interp = Rbf(XYs[:,0],XYs[:,1],Zs)\nZ_rbf = rbf_interp(XYgrid[0],XYgrid[1]) #default rbf is 'multiquadric': sqrt((r/self.epsilon)**2 + 1)\nplt.pcolormesh(XYgrid[0],XYgrid[1],Z_rbf)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 5,
"text": "<matplotlib.collections.QuadMesh at 0x342bed0>"
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEACAYAAABI5zaHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n3Ne2trWt7TS0NbivbW1rW9tpaP8f02CqFlN/npoAAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x36d2710>"
}
],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": "kdtree = KDTree(XYs)\nXYgrid_ = np.concatenate((XYgrid[0][:,:,None],XYgrid[1][:,:,None]),axis=2) #concatenate along last dimension.\ndef Z_knn(k):\n dists, idxs = kdtree.query(XYgrid_,k=k) #for each point on the grid, get the k nearest neighbors\n \n if k>1: #take weighted average of k closest points, weighted by inverse distance\n dists[dists<=1e-14] = 1e-8 #lazily handle case that query point it on an interpolant.\n Z_knn = np.sum( Zs[idxs] * (1/dists), axis=2) / np.sum((1/dists),axis=2) #fairer comparison is probably to use barycentric coords\n else:\n Z_knn = Zs[idxs]\n return Z_knn\n\n#Voronoi time!\nplt.pcolormesh(XYgrid[0],XYgrid[1],Z_knn(1))",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 6,
"text": "<matplotlib.collections.QuadMesh at 0x36f2e10>"
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEACAYAAABI5zaHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\naGLI/wd6xQcLpkpwBQAAAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x34347d0>"
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": "#to compare with Delaunay triangulation interpolation, take nearest three neighbors\nZ_knn3 = Z_knn(3)\n\nplt.pcolormesh(XYgrid[0],XYgrid[1],Z_knn3)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 7,
"text": "<matplotlib.collections.QuadMesh at 0x3cd4a10>"
},
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAXcAAAEACAYAAABI5zaHAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\ngbch/n9myiKt3LTaRwAAAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x3448c10>"
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": "#All Together!\ntitles = ['grid','rbf','delaunay', 'knn']\nfor (i,Z) in enumerate([Zgrid, Z_rbf, Z_del, Z_knn3]):\n plt.subplot(2,2,i+1)\n plt.title(titles[i])\n plt.pcolormesh(XYgrid[0],XYgrid[1],Z)\n plt.xlabel('x')\n plt.ylabel('y')\n plt.xticks([])\n plt.yticks([])\n if i == 0:\n plt.triplot(delaunay_triangulation, 'w-')\n #plt.gca().lines[-1].set_markersize(0)\n else:\n plt.plot(XYs[:,0], XYs[:,1], 'k.', ms=1)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": "iVBORw0KGgoAAAANSUhEUgAAAWwAAAELCAYAAAD9brxbAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nIxnJSN4jMgLskYxkJCN5j8j/Bz+wWTquy5keAAAAAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x36d9fd0>"
}
],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": "",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
}
],
"metadata": {}
}
]
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment