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@pmarshwx
Created March 7, 2013 04:29
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Create cross sections in Python
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{
"metadata": {
"name": "xsections"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Cross Sections with Python\n",
"\n",
"-----\n",
"\n",
"Quick routine to generate cross sections with Python\n",
"\n",
"Note: If you want to pull out the function here and use in other scripts the following imports must also be made in the new script:\n",
" \n",
" import scipy.spatial as ss\n",
" from PIL import Image, ImageDraw\n",
" from mpl_toolkits.basemap import Basemap\n",
"\n"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import os\n",
"import numpy as np\n",
"import netCDF4 as nc\n",
"import scipy.spatial as ss\n",
"import matplotlib.pyplot as plt\n",
"from PIL import Image, ImageDraw\n",
"from mpl_toolkits.basemap import Basemap\n",
"from mpl_toolkits.axes_grid1 import ImageGrid\n",
"\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Create a basemap instance. This allows for the cross section to be conducted in the appropriate projection"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"m = Basemap(projection='lcc', urcrnrlat=47.7, llcrnrlat=23.08, \n",
" urcrnrlon=-62.5, llcrnrlon=-120, lon_0=-98.7, \n",
" lat_0=39, lat_1=33, lat_2=45,resolution='l')"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is just code to read in the data."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fname = '201005101200_0600_arw_d01.nc'\n",
"fpath = os.path.abspath(os.path.join('..', fname))\n",
"f = nc.Dataset(fpath, 'r')\n",
"tmp = f.variables['TMP_GDS3_ISBL'][::-1]\n",
"hgt = f.variables['lv_ISBL3'][::-1]\n",
"lons = f.variables['g3_lon_1'][:]\n",
"lats = f.variables['g3_lat_0'][:]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This is the main function. It returns the correct indicies for the cross section"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def xsection_inds(slon, slat, elon, elat, lons, lats, m):\n",
" '''\n",
" Returns the indicies for creating a cross section.\n",
" Note: The indices returned are generall south-to-north\n",
"\n",
" Parameters\n",
" ----------\n",
" slon : scalar\n",
" The longitude value of the starting point\n",
" slat : scalar\n",
" The latitude value of the starting point\n",
" elon : scalar\n",
" The longitude value of the ending point\n",
" elat : scalar\n",
" The latitude value of the ending point\n",
" lons : 2D array_like\n",
" The longitude values of the underlying dataset\n",
" lats : 2D array_like\n",
" The latitude values of the underlying dataset\n",
" m : Basemap Instance\n",
" The basemap instance used for plotting data on a map\n",
"\n",
" Returns\n",
" -------\n",
" xinds : numpy array\n",
" The first dimension indices of the cross section\n",
" yinds : numpy array\n",
" The second dimension indices of the cross section\n",
"\n",
" '''\n",
" x, y = m(lons, lats)\n",
" gpoints = zip(x.ravel(), y.ravel())\n",
" gtree = ss.cKDTree(gpoints)\n",
" sx, sy = m(slon, slat)\n",
" ex, ey = m(elon, elat)\n",
" pts = np.array([(sx, sy), (ex, ey)])\n",
" dists, inds = gtree.query(pts, k=1, distance_upper_bound=100*1000.)\n",
" xinds, yinds = np.unravel_index(inds, x.shape)\n",
" pts = ((yinds[0], xinds[0]), (yinds[1], xinds[1]))\n",
" grid = np.zeros_like(lons)\n",
" img = Image.new('L', grid.shape[::-1], 0)\n",
" ImageDraw.Draw(img).line(pts, fill=1, width=1)\n",
" img = np.array(img)\n",
" xinds, yinds = np.where(img > 0)\n",
" if slat > elat:\n",
" xinds = xinds[::-1]\n",
" yinds = yinds[::-1]\n",
" return xinds, yinds"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Actually get the indicies for the cross section"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"slat, slon = 45, -95\n",
"elat, elon = 30, -98\n",
"xx, yy = xsection_inds(slon, slat, elon, elat, lons, lats, m)\n"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This plots a two panel figure: \n",
"\n",
"* Top panel: a plan view map with a solid white line plotted to indicate which grid points are being used; white dotted lines indicate the \"straight line\" of a pure cross section\n",
"* Bottom panel: The cross section, in log-y space\n",
" \n",
"Note the creativity needed to get the tick labels correct in the cross section."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"x, y = m(lons, lats)\n",
"levs = np.arange(200, 320, 2)\n",
"fig = plt.figure(figsize=(20,20))\n",
"ax0 = fig.add_subplot(211)\n",
"ax1 = fig.add_subplot(212)\n",
"\n",
"cbar0 = ax0.contourf(lons, lats, tmp[0,...], levels=levs)\n",
"plt.colorbar(cbar0, orientation='horizontal')\n",
"ax0.plot(lons[xx,yy], lats[xx,yy], color='w', lw=2)\n",
"ax0.plot([lons[xx[0],yy[0]], lons[xx[-1],yy[-1]]], [lats[xx[0],yy[0]], lats[xx[-1],yy[-1]]], color='w', lw=2, ls=\":\")\n",
"\n",
"\n",
"\n",
"tx = range(xx.shape[0])\n",
"ty = hgt\n",
"ttxx, ttyy = np.meshgrid(tx, ty)\n",
"cbar1 = ax1.contourf(ttxx, ttyy, tmp[:,xx,yy], levels=levs)\n",
"labs = []\n",
"for xxx,yyy in zip(xx,yy):\n",
" labs.append('%.1f, %.1f' % (lats[xxx,yyy], lons[xxx,yyy]))\n",
"ax1.set_xticks(np.arange(0,xx.shape[0]+1e-11, 5))\n",
"ax1.set_xticklabels(labs[0::5], rotation=60);\n",
"yticks = [1000, 925, 850, 700, 500, 300, 250, 200, 150, 100]\n",
"ax1.semilogy()\n",
"ax1.set_ylim(1013, 200)\n",
"ax1.set_yticks(yticks)\n",
"ax1.set_yticklabels(yticks)\n",
"ax1.set_ylim(1013, 200)\n",
"\n",
"ax0.title.set_y(1.05)\n",
"ax0.set_title('Surface Temperature (K)', size=28)\n",
"ax1.title.set_y(1.05)\n",
"ax1.set_title('Temperature Cross Section (K)', size=28)\n",
"ax1.grid(axis='y', ls=':', lw=2)\n"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "display_data",
"png": 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IiIiIyDeGS0RERERERERE5BvDJSIiIiIiIiIi8o3hEhERERERERER+cZwiYiI\niIiIiIiIfGO4REREREREREREvjFcIiIiIiIiIiIi3xguERERERERERGRbwyXiIiIiIiIiIjIN4ZL\nRERERERERETkG8MlIiIiIiIiIiLyjeESERERERERERH5xnCJiIiIiIiIiIh8Y7hERERERERERES+\nMVwiIiIiIiIiIiLfGC4REREREREREZFvDJeIiIiIiIiIiMg3hktEREREREREROQbwyUiIiIiIiIi\nIvKtKOoCOCzLiroIRERERERERETGsW1b6vKVCZcA+Ssry4QJEzBhwoSoi0HkCfdb0lUs991JFlAe\ndSE0USFwWdUClwVgwr+BCWeJXabQ9TXFZXrWJ1UVy3MuGYH7LulKxr4bRmcepcIlIiIiqSaxlyx5\n4AQ3gkMmIRgq5faUy+Nctc/1JwzFiIhIXwyXiIhIrpsFBzoLAWyfWPh57OlDoqgUMjFUEkelzxUA\n/hhR+J1tn2LvLyIi8ojhkgCVlZVRF4HIM+63MTXJAmp8vtZNWON32R5UdnPxJAZLJEN6I9xHIFHZ\nR9B7k1iqhUwqSOv9VbkXwFMuAn2vMrc3e26RYKzrkq503XctW5GJjizL0nbOJSKiwMIcruUnAPIS\n1oQQMOVlarBk6nqJpmIIEyS0UHF94iBOQVNU+1ihbSyjXOyRRUQxFUbewnCJiMgtk+brcRsABQk0\nogiZTA1gTF0v0XQLYvI1rnVbF5OZHjSpsq8521mV8njF4IqIFMZwiYjIr8y5KyrgrYEQde+bMORb\nR5FhhqxtGafAJU7r6peuDVLSh6khE48dtTG0IiIBGC4RUbxENZlppjgES47MdZUVYnjdpgxTGuP2\nyI+NYwqDqeFSJh5P5mJQRRRbDJeISH3pgZCIUCbKRnScQqUouNm+DFGy43bJjQ1hClNcAia3ePzF\nj3MMcAJ2Iq0wXCIiuTJ7CgUdJiUqnImiIc1gKTxh9ZYyCbdRbmzcUpgYLhXGY9JsIo8BBlREoWG4\nRES53Wy5b3CKuNOXyeESg6Xw1YCBiVvcTvmxIUthYrjkHo9Nc8k+DrzsOxzqR+QKwyUik92cY36h\nqrR/tyuwDD+NTlXm1CmEARMRg6VC2HilMDFY8ofHqdlEHhdh7ysMpihGGC4Rqc7Lrem9hBdVKBws\nAcEbnqrfEYwBE8UVQyV32GilsDBYEoPHLJmCwRRphuESUVi8DDHzS/WePUGXZ9Lt5hkyURQYKHnD\nRiqFhcFExHekAAAgAElEQVRSuHhsk+kYTFEEGC4ReZVrqJkbOoVLMsoqYpkmBUwAQybyhuFQONjw\npDAwUIoHnk9IJwylKACGSxRfzl3M3DTuVQ9tHCLKKbN8opbNgIlUxfBHb2wEkiwMkigTzzekg8x6\nTa46K0MpAsMlMkV6byLRjTvVh5qlU/1OaqrPv+TgMDnKxNDIbGzkkRcMikgWnotINU79x289NV/9\n6Ry2y03DcInUlD6JtdeTmQ4BhoyGqg4hWBjBn9tvWAqJOkxg2BSNqD93CgcbcJQPwyNSEc9bpJtC\ndap8f8+2vx/JdrzqGC6RfE6vIj+NNj8NbC/vE3UDXvUgTIeAKZ+g20SloCHqfdVEKn2+JA8bZAQw\nMCJz8RxHKnJTxyr0HBH7NgOpUDFcIu+csKhq///d3M7eEVbwk+99VGukqz4PkUO1O8e5octcWV6o\ntv/qQJXPjuRjI4vSMVCiOOJ5kKLmpd4VRsDkBcOoQBguUdKkAndAy9agrYK3YMnh9oQjuteJ6o1y\nvw3gqNZLRINdp7vneWXyuqmMQZJZ2EgiPxgqER3A8yiFxU8dzM1rVN2HGUQ1wXDJVEGGomUT9nw+\ncW04hxW8yeB3X5MVBqi0jXSYxF1XDJPMoGrFkfTEcIkoO55rSSZZ4RJgxr4bgzCK4ZJObi7Quygb\nVcOlTOnlZGM5Nx22jcwLixeqbisGTcEwTDKTCZVGUgsDJn31+BZQvwf46k1g366oS2MmnnNJBtlt\ngDjtt5oGUQyXolZoOFo62ZNbi35viq+oAyYd9lfd5pyKEgMl88WpwkjhYLikr2urgNIK4MmewLY1\nUZfGXDzvkmgMl/wLcs06VZ18I4y8pUjq0lXkJTCSiQ0yikoNvO9/fl6TazmUpHuPQJXPYfkqOCo0\nakVUwMJaD5MrixSdCqhxLJI3zZoDJftP/js3RlsWU/GcSzIEmTvW7WurYc7+K+r6VANgpofs4Rx1\ngii/zAmXsoVG5dCz0eZVXNaTxIkyYJJFZO/BsNdVp6BJ5X3ATaUm23NkNXJlVrIyl82GOumGAZN+\nSloBiWbAriqgvi7q0pjFlEY5xZtzTtdxf/Z7PRJZb88XRKXXvxXqDZVJ/XApSE8jVRtpMhpnDJjI\nq7ADFBH7p+h93Fletu3gZvvkungGaTA576na8axyqAQEq8gUem3656lqhckpFxvrpBPut3o5qEvy\n584N0ZbDBKpeS8g8QetvftoLOvRiUiFM8vq+zuewwGU+EkEIpVa4lD4ptuoNmXSqNAJVbZSSmrwe\nY0GOSb/7ZFj7cq6QyW8Al35B9XvxUqE3ky7nYdkVGNUrSOnYG4R0xJBJD8f+MvlzB8MlX3S6lhCl\n81ofVnFfD3p9UaF9ne9L8Wx/dxtCCaRWuOTQpUEDqLGjAeqUg/SgW4+lsGS7eOa7oLr5ZkZEoyns\noEmnc7CKFZiosaFOuuK+q65EMYD934IzXPKO1yrSnerTY+QS5HqiahumULkiLLda4ZJOO2zYH5qq\nOzfpR5fjLMpup0DTQCdIwASIazQV+vy8bDdd9oVcWFnPj72YSFcien+SWA17gS1LgX7fBXZ8GXVp\n9MJrFUVFdD2vUM8Z1Xi9frC9HZha4ZIugux4fg5G7ugUNV0uIm5VAWhX4DmZgVK+C6qXseWyv5k3\n7bOiYLzub2wEqcvNsW1ifSHMSfgpP2fOJfZcco/nVIobVfZ5L9cJE6+dEWG45BV7LJHOGDwkgyXn\np5uACXDXi8nrHTI4/CMYVSovuuD2UpPoc3KheRhM4WUSfhLAAr71NFBxRPK/DJfc4XmXKBoMliKj\nVrg03g52dzjVealEckePTlXhp7hSKLjQhWmBVDt4/4y99mICGDIRxZWK58xsc8mZzO35l+ddd6wE\nsPL/Aaf+Ifl/3i2uMAZLZDJd518i6dQKlyjJ9EpflEQFR27fS6WAiReBA/x8Lrl6MWX+zuH1NqwM\nmYjc8XouE3FNNe38mW194lj3CBoAxOV8bdcDK58HTro7+X/OuZQfgyVSBUOg/OJ43ZOM4VKYCh3g\n3MHFCTNEykWlYCkqQecnU/GY8HJHOa+9mNKfq0ujJXPddCk36cdvBZkVa3fCviulCeI2PO+gzsmf\nHBaXG4MlUg0DJgKAc2wA8keIqRcumT40jhU28VQIkkzGi1JTuQImZPk94L0XE6B+yJRrfVQvN+mH\n55/wMWgSI995X5dzpJUALvwPUPUhUFQK7K4B9u2KulRqYrBEqgqrLs9jIPYSURcgK5UrkiqXLa5U\n7CGkYpnCZvpQlBpkX8dc6+23IVEBdS7WFVCjPFG/P4WjHGqfA+KiHPwsZKjI8VCNbQPzfwLs3JT8\nP3stZafiZ0ckC68HlIOa4ZLq35KVZ3lQtNqlPaKmQhmyCXJcqX5MRimMgAmIvuHh5b1lfiPPCnw8\n8LqqJtZ75FMucLKBTe8A6+cl/8vJvJuK/DMiIs/i1LY5xw7trdQbFqcrdiFXR2a4E+awOVWDJZ2p\nOvdSOi/D5PzMw5QuimFnqgRLFA8MLvTgfE5RnZ/jNCm5CnPbteB8S00wVKI44jWa8lAzXNJ93qWo\nK1zUmJ/Ax08gxWCpMZGhkK4BU77f+5mHKV0F5DcwvJZPtfKQflhppUxe9gk3z1X9WuJGWGGTlQCu\nXAVs/eTAPEsMl5J4PSKdiLq25lsOjwmCquESUdSyBUX5AicGS/IxYGoq/bWiGxdRVBJYMSHSj6xz\ns6ygMewAM4zrlqxrQXFL4NO/AwOuB4pbJH+3foHANyAi6eL2pQ170EeK4ZIsqjeCyTsnQNL17nQm\nXFx0GH4adsDkCDpcLvP1hZaTrcwMhygIE85RcSUqYDJxHwi7N5WIXk1FZcCAG4BjbwNK9y/w85nA\nonHAlveDllB/vNZRHJnUa0nVNoQMIc63BACWbdvhvmMOlmWhSVF0HhoXp52W9BC00u739WEcCyoe\nb7m2V67fi74wZzYo3C7fa0NEtwoFqcvEYCFuRA6FjjtZ17V85/hEMfB/VwPHjQdadkn+bt08YOEv\ngK/elFQgDfG6RzoQeR4ttCyVjgk39VgV2w2ypIVLWfMWwdhzSYY47bAUD0EuUGH0NtJpnrNcPZhE\n83Oh9/MNd9AJyomIMuW6IUKcyJqwPN8QuhH/Dzj03OS/Ny4GWvcAytoDm98V8MYG4XWPVCb6vMlg\niTxguCSDDnPDULyoUkGXHQLpMGwOyB4wiRoeFxXdy09EwYmu/zBkakz0NS4zaOp8UvLfL30P+PRv\nyQm9K/4PqK8T8GYGYshEqmGwROlCHhIHMFyShwETmUJGpT6M46NQuWW+fxwbQipVMIjILAyZmhL9\nZU37EqCsHdCwD/j02eTv7Aag6gNBb2AwfrlCUZNVV89HpX3ebbDEtrl0aodL4229513SaagOUdii\nDmBFX4i9rotJvZd0LDMRySHz3J6+XAZNSaJ6M5V2TP6s2whU2EDrw4FtK4Cq+iCliw/2YqIoRHVX\nTR33c7bHQ5GIugCxwAoQ6YwnY3fK0x5uZdu2unXr1bGCQerhddIsYXyeNeD1KZPXa1C6soOTP+s2\nArCAE6cDF24GOrRInud5rnenGvpdx0lPDJaSCh1vvFaESu2eSybRZS4YMlPQSaRlTUIdde8lVUXV\ng6kC8akUu1lP1SpQpmKwZKawzu/Z3oP7lHel+8OlXRsB2MBLg4GSNkD9zgPPyTcZODXGnkwkUxTn\nON325bi3LyKYbwmQ1HOpvr4egwYNwjnnnNPo9/feey8SiQSqqz1ckcbn2TC6JpF+ejgQRS2MSbjp\nAB0q7rpVNKrh7Vvlanh/DREdEFVdp8bFw1R+1620U/Lnrg0Hfrfn69zPZ28md3gNIRnCrpOreqzn\nOq5MPscrTkrPpT/84Q844ogjsG3bttTv1q5dizlz5qBHjx7B3yBzh9F5okfV5mVSrTwkjojeR+zB\nJJ6sbeqXib2XRK1P+nJUrWjpRqV9n+RR8Rwvojwq7b9B1yc1LO4r4OAzgK/fB+o2FX6dcy407boh\nA68hJFKh+qPX+qVuwRIpSXjPpXXr1mH27Nm45pprYNsHeh397Gc/w+9+97tgCzf526ZyRN+jqTzj\n3ypVmuKoyuXDCxHHjwo9mDKPl1wPkkeXyoasBg8bUkTemHhejrqHlMj3ccKlXV8BfX8EnL0MKGrp\n/vXsyeQNezORDHHonUmFRTQkDpDQc2ns2LG4++67UVtbm/rdCy+8gK5du2LAgAF5XzthwoTUvysr\nK1FZWdn4CdkqJTr3Wson7DmaTNt+uvMSGlUBaOfh+aJ6MEHAcjKlf7stYtmZy9DtYqva3EtsODSm\n6939VMHrTjzFrYe02/XMdTyEtZ1K0yb0/s9FACwAPhoo7MnkDedmoiDich7NhueYgubNm4d58+aF\n+p5Cw6VZs2ahY8eOGDRoUGpFdu7ciTvvvBNz5sxJPS+9R1O69HCpkfE2MMnK/rc4VE7DqIipNjSH\nvHHCKLchk6jPW8Z+w/1QDSZUdMOoeLBh4A+Pc4pbyFRI1NshvecSAF/BUjqGTN7wWkJEgmV21pk4\ncaL09xQaLi1cuBAzZszA7NmzUVdXh9raWlxxxRVYvXo1Bg4cCCA5bO6YY47BW2+9hY4dO4p8e/PJ\nrohl9hiJuqITZ+3gfcgb4K0Xk8iACYKWRSRK2A0a9mIi8od301WDEy51OBGo3wVUvwPYDcGXa+I8\nfjLxWkIq4b5IHll2rm5EAc2fPx/33HMPZs6c2ej3vXr1wjvvvIOKisZ7q2VZOXs0AcjdcynuWBEz\nl59wyeFlmBwgNhhSOWRS9XgptM14cfcmyoYMPyv3VD5XULRUPVeb7Lu1QHErYPmDQIeTgFdOAfbt\nELd8Bkz+8JpCfpk8mXeh80mcryF55lsqmLcIIOVucQ7LahoIZfudK/mGxsUZv/EjEUT2PkrfD1Vq\nPPL4MB8bL3rhcGzKhXWbcDVrkQyW6uuAt8fIeQ/2YPKHPZmIvFPxDqUxIa3nkleukjSGS+7xgNJf\nmD2XsjGpN5Pqx4Ob7cPKZX4qNVr4WbkX9bmB9KL6uVxXLQ8FRn4GbF8N/KuX3PdS6VytG15byC2v\n11bTei4B8b1eRNxzKSF16RQdVtjjS0SwBIi9nbKXZYm+jWpcLy5xolpjRbXyEJmiPO1B4pR2Sv60\nmgE9LgYSzeW8D8+NwVSnPYiIMuUJlsIidVgcRYwTc8ePqGApm1z7kZ9Kvtt9MshwPdP2e3aNb4oV\nbP1xaBz5xTqOOGX7w6U9W4EelwDrZkRbHios/frHugGlE3VNVXW/Yt1PaXr1XBoffRqnJX7LRzKJ\n7mmU7z28PF8XPDaJiPxjHSe40v13ituyCFjwneTcS6KxQSgPezRRECaeP3VqBxhGr3CJgmEFzGwy\ney25JTtokh1ihc3r8ciKY2OqfqtG3ph0TFN0WMfxz+m5tOuraMtBwbGeQEQRYrhEpLt2UCNYyhRG\nyMRGKakaMLGC7w2PZRKFAZN3Ts+ltv2BooOiLQsFx+sPUfwoMN8SoGO4xKFxREmqhkqZZDcaMycL\n16WR6qcBpGqQEjVuFzPocuyS+hgweVO2P1yyioGGvdGWhcRgwEREEdBzQm83FVBWLHIrByvxOmgH\noCrH73WTub+FeXzmeq8ojwEGS+I520eVCjU/L384wTeJwrqOe87d4pZNARr2RFsWEse5HvJ6RF7p\nvs/w/B8ZPcMlN1hBzY0Hm550DJVySd8HZR6n+Zad7W9hHBte11f3C3zY/G4vVUIpCnaXSCLyzum5\nxDmXzMS7zVIuvM6aQZEhcYDJ4RJgTsDkt8Gbue4MlfRjUqCUi8yGpNdzQPpzZRwvDJbUlWtb+wmd\n+LmJYco1nEh1Lbonf8q4S5yjAgzxo5S+7XmNIl15OYew91Ik9AyX7rGBmy13z9Wpcir6AOABRTqR\nFTL5PQeIDpoYLOkp83Ng4yhc7MVEJFdRSyDRDKjfDdRtlPteDJjUwOFypCOeO7SgZ7gEJOeicdur\nQ7WAiaEPUW4yGpNBl+m8jscusTIeDdWu40SmcOZb2rkesPdFWxYKF3szEZFg+oZLgB4BExujZJpC\nx5GofV7FkImIohPWXG1kDg6LKMyZb6kupPmW2HtJTezNRCrjOSM3heZbAoBE1AXw7cn9GzLb3bRy\nCbuCwQoNmaQc7hp05XD/XDdkHEc1kpZb6D2JSIyaLA8i8u6kp5I/d28N7z0ZYKirGmzI647XQ4qQ\n3j2XHF57MAHyv/XkgU2mCHKsiBpOJnM+JhnLDYoVbyLvopgbjUh3yx8EjrkH2Lku3PdlDya18Q5z\npAqeJ7Sib8+loGR+08lgiUwiqsEmotEm85gttOyg7x1Wo5WNYyL/2BvKPDwnZtesBXDkL4H+v0r+\nf9f6aMtDRJQpaLDE83/ozOi5FOR27aJ7LrAySipxho0GOUYAcXOWiejJJHP+NFWOX7/fGJZn/HSo\nsl5Eusk8dlhRJd1ZRUCfq4EBdwBlnZO/W/9vYMVj4ZeFvZfUxt5L+nJbV47DzTJMnntPsfmWAN3D\npSdt4GZLzLKChkym7rSkPjfzjmU+J2jYFBTvviZevnMXtzeRGAyb9GRy48KL7hcCR/0GaN0v+f99\nO4DdVcCbPwhvQm/SCyf6jh9+1hSA3uGSDKx8kE68TGif63VR3nHRb4Vft29avJaVF3YiPag6bxtR\nujYDgOMfA9oPTv6/9lPgvV8AX/wDaDsAqNsYbflIfW56mLHuQiKJ7NXILxhCw3CJSFd+g6Vsy9Ex\nYFIZG5pE8ZJ+DuPxryYTrzVuDZqSDJZ2fQW8PwFY+RfA3pf829alkRaNDMJhdGrxW2fn56gHBYfE\nASZM6H2PmhuWyFgyKue6N8bKMx5EFF+cDFxdcT0/t+iS/Pn6t4EVjySDpVZ9kvMvEYlUDc6jRcFx\nH9KW/uESUVyJnDfJay8oWQGTl3BGlcab6MaK32+Lcm0P3vmKKBo85tQUx4CptFPy564NB3533APA\nRVVAi0OiKRPABqTJ+NmSXzL2HV6PQ8OvLIgoycvwOEDuvEduhy9EOfeSig0UXjypkPRKG7u9y6fb\n/HBxEashchbQvEPyn7u3HPj13LOAkrbAnq3RFIvMx+FVelDpOsVQUnvsuUREB6jQg8mhcg8mWRdh\nVsJItOqMR7a/EcWRKo0p2ZpXAIlmwO6tQMPexn+LMljiuYeI0sk8J5h2vld0viXAlHCJ8y5RXIkc\nGueXCgGTCRgskSi5wqRCzyc5YtNDRkNxuMaUdkz+TL8jXMdTgLLO0ZQH4PmGSHVhH6NhvF8czvcK\nMCNcIiJx/NyFTnbAZPqE2QyWSJQgFTQ2+ORhwKQuE68p6VLh0qYDvzv0CuDsD4CDeoRbFgbZ8cK6\njd7COF55TjCOOeGS6ZUDojCpFjBlMj1sIvJKVAWNlTx5GDBRFJpnCZcW/RB4rgOwY0145eC5hShc\nXurHYV+fogqVTGgzKDwkDjApXCIisfwETOQPK93kF7/10wsDJgpb2f47xaWHSwCAEBsoPEcRqS/X\n9UnU8et1yD5pyZxwabyPi2SVxwdR3IQ9wbcu3yiwgUgqkFVBY8WPyByZcy71uBhofwJghXTDaJ5P\n4otBAjFQih1zwiUvGBYRycPgxR9eeA/IvMNZvjuexVFY8yCQHDXgeZLC07xD8qfTc6n8G8Dgh6Kd\n0JvihddwfYjqvaTqZ81rr3QhfW2hqUJ34soXUKlwFy+Kh3aQG5ZWIbz9Oe4nfedCbPokmEErHNle\nb/o2c4RZWatGfLZrFJzznS49Nk1l+nUnc0Lv9ycmH2FQsXFJ0XOzX/Daoyce83IpPt8SYFq4dI8N\n3GwVfl5mQ9lP47lQYz797wyaiMyT3iAR3TiUETJFHciE1dPG1AppVBU2BkzyMWSKVjnMDpiccGn3\n5nDfl41MCiJ9/+E1yJ8ahHNd4bFOacwKl/ySHf44QRNDJiIzyQqa/Fau3F7ocz1PdEUu7N42gFmV\n0agrbgyYwhFWQ4DiJb3n0uE3AnWbgXUzgH3boy0XkVsmXtd1F3W9xA+Tv0RQiHnhUqEeRVEGPOzN\nRGQ+2UFTrsqVyAu912Xlq/Cxx41/KlXeTNieOmDARKKlh0t7twPdLwC+mstwifTD3kzRUqlOQsqy\nbNtWYvCeZVkQUpSrfAyLC0LUXDcMmyiIMCao97KPsnHUlMhtklmp4gU/N90qoKp/lrptT13xHBou\nU7/RTpQAl+4GGvYCTzcHEGKVX/VzGZmB16T8/FxLTLz+mHCOFzDfkrC8JQ/z7hb3ZJ4N1g7iQxxR\ny+Md7EhlDJaCq4G4u0RV5/g3NaXqHUvS6XQXHR3KaAITKsI6MfW6Vbr/TnG7t4DBEhmJd5XNL+7X\nEt6dNXTmDYsDwu8FJPJuXWHemYtIJFMr5zKImMCXlSdvVBrWpftnx/kviPTQfP+QuF0bgUG/BfbW\nAiv+DOzmt5lkuKhvYkLRY6gUCfN6LkVF9FA7XvfJC5mBpJtlM1jyh9+ohCvKbzRN/EbVpHVREc8N\nFFT6fEtfvQaUtAXgYvoIIhOZdg2WwYT6vIl1awFD4sJiZs+lqDiNcJG9mNKXSxQ2BkvhUOVW5G4u\nxlGXUYSwet7EoRKrUo8woiDKYV6DxAmXdm8GNrySfMgWh/Me6S1uE4PH5UYRpp2/NWVmuHSPDUxK\n+2Ym7J1NdMjkBYfVUZgKXazcXMx4MYiel88g87k6V1jyNYLcVDjZiEriMDkygYnXovSeS2HgOZF0\nwy9IGtM1iDLx/K0pM8MlVQQJmbwGRFU5/h1kmRRvhfaXfBcfLxemzOfyAhEeEds6fRk6VkhyYSPJ\nO1bSidTihEudKoHjHwOW3gHs+jLSIhEpJw5fkOgaGuXD9oKSGC6FIbORLjr8cRtesVeTflTtpi8q\nWMr3ehXXW7YwL/4ytq9JvZrInzhU0ol04dwt7ot/Anu3Avt2RFseIpWZfv0yJWASVX/VZXtoNN8S\nYHK4ND5jaJxKogp4GCyRW372FdEnaFWDNRN43a5+QyNTezVRYezFFByPmfCYeq1xei59/R6wbqb8\n96sAe32S/nj9Uo/oc3RNxk+A11xBzA2XHKZWGNK1A+8uZ6LytJ9h7sdBhsOJxoBJvELb0832zvWc\nfPsGL+DxY/q3wGQGk68xzUOecwlgwERmMPX65aa3jgo9eqI4L6tycx3NmR0umVxhyFQoYArSa4l3\nrSMKj8yLuohgyc3r3VRcHH56QQXFikO4TK2ky8R9VL441BGdYXHH3Ae8cTmw/fNw3pcBE5nCxF5M\nKoRHjjich2PG7HCJkkSFQgyZwqPKSV8F7L0khuxgKdeyvARNYZH1njxu82PIRCqI0/XEGRb38e+B\nuo3RloVIVyYGTFFQ5dybrxyq1eM0m28JACzbtpUotWVZkFKUmxWdd0mWzN5LQYMgWb2hKD+/d1AL\nOjzSzWcqczLvfFS5KIVF5LYMM1jKR7WLtm5M2n6sqOdm0uesmjhdR5q1AL63A9i3C/hbi+jKwR5M\nZBLTrl0y6/Sqnm/9TO0QFcHhkrS8JQ17LplGZOBTKKjg3efkyeyyqkvvHY5XFkfEthQZKrkJLgud\nD8LYP0ye28mkdeM3wdnp/rmqSofrp5cQxs2x0/Hk5M/dm/2URhynrAyZyASmXbvyDZHzM3xO5XOt\nTj2WNMZwiYJhwBQ/UU0G6CZgU+GiJnq9vQQyXtZfRm+49OfmOy+IDJnyrYeX7aFbxcKEoMm0Sjqp\nSYXrQiFeg5d8x07LQ4FBdwE9Lk7+v3k7oPXhQO0nAQooAEMmMoVp1658dTI/c2mqxE25VK1DaTgk\nDpAULtXX1+PYY49F165dMXPmTNxyyy2YNWsWSkpK0Lt3bzz55JMoL1f1k6QUt3ehK/Qchk/+pAc0\nbk/aKt05MK69mDI/K1HrL2tOpFyC7kdu5miLemJvP8tVcX/W+VgzrZIehI6fn8pUbeykCxK0ZB47\nJRVA//FAv+uBZiXJ4XAf3wesmwHsWB2snCIxZCITmDiHoJ9eTCqeZ1UsU4xImXPpvvvuwzvvvINt\n27ZhxowZmDNnDk4//XQkEgncdtttAIApU6Y0LojMMYBxm3dJNBlhhS6Bky7D0dKFMe8S4K8hJHOI\nl9vnREGVRmNYc3fl4vW41/H4c0T1mauyr3llUgXdD10/N1XpcN4QFa60bw4c/hPgyF8AJW0AuwH4\nfBqwdDywc72gN5GIIRPpzrTrV6Hrkap1M79lUvX6K6HnUhhzLiVEL3DdunWYPXs2rrnmmlThhw0b\nhkQi+Vbf/OY3sW7dOtFvK0d5gQeZrTzjpy7CCu5q4P1EXpPxiAsV1jXqYMnPslXYbn7FcT8PIu4N\nTO4n4uiwLUXt72XtgXOWAUf/Lhksffky8OIg4M0fAImS5EN1FRkPIt2Ydv3SYQqKdKxrKUX4sLix\nY8fi7rvvRm1tbda/P/HEE/je976X9W8TJkxI/buyshKVlZWii9dUkOBA1eRWNJWGWpF8XufRCjIk\nx+0QMhOOMxnzULl9X7fCOM7dDJczjc7D1sLEIXIUlAnXCi8OPh5o1RvYsRZYdA2w4ZUDfxswEeg2\nEnjlFGDr0ujK6FX6OcC0RjsRiWXqOV9Qr6V58+Zh3rx5QpblltBhcbNmzcK///1vPPTQQ5g3bx7u\nvfdezJw5M/X33/zmN1iyZAmef/75pgWR3U0rc2icrEl3TSey8al64zJ9H9Hx8w1reFwuQY8xr/NN\neX1ulMIIGbxuiygDZNXPBaLJ/PxNCLDiGjCZ8NlFTZdrACAmODn2SuDEJ4HPpgFvXtn078WtgX07\nAXufgDdTBAMnUpVp1y6Vr0miz/WqraukybzDGBYntOfSwoULMWPGDMyePRt1dXWora3FFVdcgenT\np2Pq1KmYPXs2XnvtNZFv6Z2snYe9mIgay3Y8eDn+TD6eZPdi0m3bxa03k8yeTFH1kCOKmm7nvQoE\nC445KFYAACAASURBVEoqAJR2SP579+bsz9mbfRSB1tiziVTF3rfyybypC+tOQgidc+nOO+/E2rVr\nsWrVKvztb3/D0KFDMX36dLz00ku4++678cILL6C0tFTkW7rHeZLEaYfgjUDVG5Em7CtBt7GMEJHj\nog+QtS103r5VaQ+Zy871MIXO+wDABiPFh9+GqPO65k64tKXx39sNBlp081sqfXCeJlKNSdcvVeoS\nYc1hqcr6ak74hN4O27ZhWcmhaGPGjMH27dsxbNgwDBo0CNdff72styUSgyFIkqwGNyc7PkDkdjBp\newYNffwERyYHTkQm0/nc5zUcSX9+afvkz7qMcKn7BcCIxUC744KUTB8MmIjkiKquHlU7QYVriaQh\ncWEROudSEGGMAcQkq/BzglJhpwxLkIaX6j2XTBL13EtuiegtZsLxF2Q7BFl/BinuiD4eOP9SbnFr\nMOr+eUXJhHO/mx4PmcdE5Uyg69nAvPOAdTOyvMACoEQ1Pxwm9RohvZl6/ZJ9nVLlXB7l9VhiuKTd\nnEvaydxxVNmhTcdgSS9e7x7nl4h5aEyY+8zvXFW6r7cuMkM4lc9nvEsdkT78NEab7++5lDksLiVG\nwRIRySejXqFi/ZX1J9/iFS4V2kGCNkxVPDhkYS8Hfeg2CXvQE7oJAVMm09bHJEEnIw9jEklOVElk\nptSwuLQJvQ85OzmR95ZFQMOeaMoVlaCTpBOJYvrk3kHq6jrVaVl/8kzanEta0mln15XK3/JTblGE\nU5yTKVxRHJu1WR66Uj3A5fFEJotr5T/bhN6t+gJH3w206R9NmaJmcoOe9BKHoLNQ3aImy0M3YZZb\n8/mWgLjNuQQAf8wx75KInUbHAyYotw0qhkrR02XupXy8NiDieEwGEVZA4jZEai21FPL4OVbCbhzr\n0BiPWyNRh89EdXE65yeKgUv3AA37gKdLwCFwaeLQqCd9xO1aZjLZ12nJ4VIYeQt7LgHxqoyI1g75\nG1KF/k7haQf9Pw9dv/WgA7z0TtK1R5OfkC6Od0QphA1E8ipOAV1qvqUqMFjKwMY8qYTXMnOwHVJQ\nvMMl0TtInCo1mTJDC11DjLh8hrp+Pg6e3MULo9dSkJBIt6CpChwqRxSFuFzHs03m3fsHwKFXACVt\noykTEWXHgMksMupOBgyJA+IaLrFCLY/uoQWQrJjGpXKqe2+mQmO44/I5qk50KKRbyORWVNclnedC\nMAXPVWLFYXtmC5f27QQO+TZQ1iWaMqmEvZdINdVgyGQS1pmyitfd4gDgJzYwKce8SxRf2Sqimb8z\n/SSSGTAFvQtW2NI/n/Isv6PcvPawSQ92ss2LFFbwk/k+us7RpBLefpdMYeKdQ9Pt2z+Zd+3mAw3W\n6r8B7/4t+W+GK0Rqco5XHqP6493kmohfuCSb6ZUZE7k9KcTts9UlVMomTp9TmLKFRir1IMpVlqhD\npyrodzypUmEy/XbOJJfJ1+3S/T2Xdm3O/nc2YInUxmPUDKrUlxQRz2FxRIC/4W88eVBcqRQieVWb\n5SFyeW647R2mUkNYlaFyHEpAQZh43a4GULY/XKrbPyzu2NuBb94BtDyk6XPjio120gGvcfoLWlcy\nZL4lIK7h0njJH6CJFRnTBPmM+PlS3OgcLOWSK3DK9vtCYZKJ2yedSiGTqVTYviYrhznzKTrHgRMu\n7dofLm14A2hWlnwQkX4YMulNlbpSxDgsThaTu2LrTkTlkp8vxYHpoUmmoHezA/IPwdNxeFw6FeZj\n4jA5Cip9/9XxOu7s/5nD4tYvSD6ISG+8zukt5sPkGC7JFGYA4WVCXp0bNyrhpNFElKkW0c/xJFvU\nFSdT56mIervGUaHtrfL1vfX+cKl4i3nHgkgVYG8Q0o+p17m4UOHLuIjEc1hcmFTcqarg/e5QlJuK\nnzERRSdfDyg3516VG7QOFbp/mziEIOptSo2pPJSu+f67xdVtAY69HzjhSaB1v2jLRERimXaNixs3\ndSWD5lsC4txzabwNTLKiLoUYfoOi9NfFpTeTqpXEXPKVl42Q+HF7rMflePYj/biReT4I2oNJl2+9\nVOhtY9o3vCpsU2pMxaF0zff3XNq9BVj+IHDwGcC+ndGWSVXOuYENddKRade4OFLluhGC+IZLYZI5\nPE5UDyRnOWyU+iPqM/bSoFCxsktiiQiOgezHdRx7L2YeJ/mOGxGN+1wBk5e5l3QIGlQJwkyqgOvw\nuceVKtfe0rRwqX4XsG1lhIXRBIfIkc5MusaRsRguEYnip8IpqvHA+Z+i4ybICbI8Efws06TJvP0c\nF7le4/WYFRUw+XnvsKkSiJgyGaoq25Nyi+raW3QQ0KwU2LcjGSxFSZWwzS32YiLdmXKNIyMxXAqD\n6r2WMpfJ3kvBZTYIwmok6FbJ04nb4y3X8wodV3HsSSSbjGNA5LA6r+dbHcIGVYIwU77h1eEzp/BD\nJmdIXN0W4OSngbIuwOIbga1Lw3n/XPukTnfSZchEOjPlGhd3l5k13xIQ93DJpHmXRDI1YIqygh7F\nezNoCkZ02JNvjjMGS/npvv/mm3/JxIAJUCtk0r3yrctnTtm/WJLBCZf2VAGLfgh0OBnY+aWkN0vj\nZj/UKWACcp8fGDqRDhgykWLiHS4RxQWHzeUWRbCjepgU5ZA4XfZRUcPjAH8Bk58yREGFYMSEyrcK\n25G8y/aZiTjHlTp3itucHBq34WUBC83D676nW8CUTeb5gmETqcyE6xwZgeGSbLpeXE3tvRRnuu6L\nQake5FB89810fm6qoEvgoEoYpnsvJl0+b8pPROCU6rm0NWhp8uP+dkD6uYNBE6mKIRNFLBF1AUhh\npjXKRTVgazIepJaqjAd5E3avpTgdQ262rdd9Vqftp1NZVcXrjpnKMx6FOOFS26OAkauB9ifIKY8f\ncdhHK9IeRCpiAKo+A+dbAhguJeddksX0i2vc5Kow6fA561DGIBgmiRFmsBSHBohffgImXbalLuVU\nHbej2fKFTeVHAD0vSf579dPA3DOBmo/EvrcfOp2HRGLIRESUwmFxsoRxgW0H+Y1pDo9L0rnCpHPZ\nC2GYJE7YwZLu/A5Ryjf3Ujo/515Vhp8VwuFdYnA7xkc5gJIOwGETge7XAolmwJ6vgfWzgdrlYpbv\nlwnncxF49zlSje5DwUlL7LlE8eK1EuT2mzhWrsLDXkriMVjyx+839W63t9/9XIceBKqXTxfcjuZL\nNAd63wIMXQH0vA6ADSx/EHilEqhZJuY9uB+Jw8Y8qYRhp5oMHRIHMFySgxdptTEw0hMDJTmivDOc\nKWSfK/zu96qHTFGUjRVt0knnC4HKj4AjfgcUlwMbZwPzBwBvjwF6jwIu3AwcPFTMe/k5HlU+v0SJ\nAROphNc9CpFl27YS0ZllWYi0KJMsccsK62IbZkPb1KFxIm8TrOrwBN0rfwyU5OIE3uJ4PQe4GR6X\nLuh5WNVzVBTlMq3xp+pnS/51HQUMmpr8d+2HwEc3AZtfafycHS0Bex9QXyenDJn7lcnnbxnYqCeV\nmHbd01lEPZfCyFs455JovPCK4ee23NSUrvsjA6VwFAqWsoUf7Okkjtv5lxxBz4vp5wOVwogo5g4y\nbS4Kzr9kntb9kz/XPAp8cD1g1zd9zkHb5V7nda1DqKICDJhIHc6+aNK1j5TDYXEimXoRDjPgyRz6\nJHsoVLbPzJQKuo77I4e+hcdPsOT8Pv1BB/idf8lrYCfiGKmBWsPmOEQuOFU+SxKjZH/la+uipsFS\n66OAFr3CLxMR6c+0a59uDJ5vCWC4JE7YlbqwGuBhBUuFQoUoAiZdQyaVGoyFVIETdEelUHjkZTle\nnq/rceWW32MvioDJoUrQFFXAxIo2qah4fwVsT5aDveNZwElvAJ3ODrdM5B17iZCKeO0jSTjnUrog\n8y6FWSk2LVgC3K2TzPLka/C6/WxVaDSL3g8Z+JgvM9QI0hvJbUASdYgRBr/nAz/bX9a5MapzWlTv\na0ojUIVrEQV30htAxYnAGycD1W/keFICqGkItVjkAxvxpDpTrn86iLDnEudc0oWJwVLY2iHadcs3\nX0U59GgM+y2jqfsUueOEGV7n/ym0rHx0OaaCcNbPa0Pf2XZe52KSETD5XQdd39eU+Sg4/5IZSvL0\nXEqJKFjiRN9EZjFtHkKKDIfFpfNTGTP1ghrFRNqF3jPKEETVirrX4SyZw9AYLJFD5PxJMuZi0nV/\n9TvcLMphcpmius5F9b7sZUAqyDUsrv3Q5CNRGn6Zck0ZoGodKWocekQ64f4qn+HzLQEMlxr7ie19\nrp0wL6g6NqxIDrcNVgZJFJVCAZOXc2fmJP86YsDk/3052bd3pn7xFRsWUNI2+c+9GTtji17AYZOA\n9kPCLVKhc7bOc1XKoPs5hOKLIRMFwGFxuXgZthFG92BdG1ReOb2XMtc3ip5UmaIeyuPlveOyv5Da\nWsN7QOKG32FguY6LsM4vfoYreR2umL6OotcrquFqUb03hwlQVIrbAFYzYO/XTe8U98Vfkg9VRV1X\nUgEb5mQCXgPJB4ZLuQS5MHIsenAqhEmZVA+WwgiUggYFvHV9/OQLmII0Qpz93c25QqWwNYyAyeFl\nG3kR5Zw+Yb+3zpVrzr2kL1fzLe2nYpijYplkY6BEJtL5GkiRYLiUjWoXxCgaRrImiFVZvoq4ynOO\neNk/ZPQi8SL9/Rk0xYesHkyAWsGRW2E3+mWETFEHTAjx/Vm5prDlmm+p80VAUStg4yxgz6YDv49j\nmONHvgDI7THOEImI/IjBfEsAw6WmfmIDkyxxy+PFXi8qfV6FyuK2UR11oJSLn7tiUfzoGB654TUg\nEXE3P9EhU9Q9Y8IMmUy5kxzpwem5tDfjBNiwC2g/EtixEqje1PhvsgOmqI93r7yGQAyNiLLjFyzk\nAcMl0URf2KNsWMWx95IKRPVWUjVUyiSi0UwUB6KOFdPO7WGHTKxkk2y5hsVtnJV85OIcAyp9URYm\nBkREcvDaRy7xbnGiRHVHG9lM7TWgKje9lQp9JrXQJ1hy6FhmEkOnb8JF8ntnJdWOE5Wue2Fdh9mA\nJdlyDYtzS9ad21Q63h3V4N2tiMLAY4xcYM+loFS80JJ+4tZbKRe/PTMy15s9ocLTDu72TZnzLukm\naKNP1BA5U4bHZQqjJxOHyZFM2Xou9bgOKO0MrJ0G7PzM3XJk9GSKYlJ9IlIDezD5E5P5lgD2XMpu\nfHx2AFfYe6kwvxUtt9+0h/UZ1GR5hC1XL6baPA+3y9CR6usie98MY/iWqHUodB4Q2ZtAxH4h8rNT\n8YuWMM5hbPiSDKk5l9J2sJp3ACsBFLf1vjxZPZlyEXXc8fgiUg97ClIe7LkUVFzu0GHaHB0qiHq/\ncfv++Z4ns7IqIlDhpOEUlvK0n2Ee20HvwGhyDyaH7HKp+k2uip8FuVO8f4dK77n09VvJRxDp+0SQ\n85SKd9clonCpeu2jSDFcEoEBk5rcfCsvYn28VuC97isq9xwL+5bgfukcMulY5lxMHhrn5riWfbyo\nsJ+rHDAB8srGYXIkUraeS6IFDZriUO8lovwyT1G8BsYeh8WJEnaX46ioHHQ43Ex6nf7csPgZoqHD\n9gb0qWSaGmzortC5U6ehcW7IHq7ldT8Xve4qnw9kb3sOFSARMudc6jseGPRXoHyQnPcrh3r1WB5L\nRPrhBPtNxWi+JYDhUm4qzLukarDgJbwJm4rlUvVOgqIrkSquYzYMmEgVMs8NUc/Vpep5zyGzfCpU\nqlUKCci7zLvFrZsOVM0H6uvkvzf3HSISQYVrIYWO4RL5p1qQ47c8QdajUCUs7MaV1+Ewor+pVLkx\nmS7qhnecqTzML6pzmuyQyQ1ZXxrENWRipZoc5S4emUr2jy3Zu/+g3LUG+OJxYPvH0osL5ChT2Di8\nhkh/vBbGDudcUpVqwU0uTjmjnospykZhvkpYkPm4/K6Tn3ltRM0bpkKF1AsRt3Sn7Jxzgi7nMhXI\nmhfIy34ua269oOcX2ecWGXNFRTXZqW7nYdP42f7pr9lWAhS1BBr2Avu2iSoVEVE0OPF3rDBcKkTV\nyUlVk96ADDtoYuNVDGc/99sI1PU4iVPAFPTOYm5EHTQHoUrZ3RyDXo83rwEToM72AMK5eYAuNygg\ndcjYV9plTOb9f/cD5ccAn/wSqF4g4Q1zUOFmNU6DlL0fiPQW14ApZvMtAZKGxdXX12PQoEE455xz\nAADV1dUYNmwY+vXrh+HDh+Prr7+W8bbiOfMuibhle5xUQe15mcIWRUMlSHDgZ6ic7o0xXYfI1eZ5\nZHtO5mtFage1wggvdCx7DbwP6fIz0Xe+RxTCGGYncvlsFOvFzRA22ZNfF+1vgTnzLX1yO/DpxOTQ\nuLCpcm2vQDwbpkQm4fUwFqSES3/4wx9wxBFHwLIsAMCUKVMwbNgwfPrppzj99NMxZcoUGW8rV74K\nrejKrkmhjEnrkoushk7Qxm5riAmZClUuVal8BhVGwNQuz0OW1hmP9N/rQtZ5RMdQKRs/QZMIUQZN\nstdX14DJlPOxbGGGRV5lTuZdvwvY8mo04ZJqGDIRESlNeLi0bt06zJ49G9dccw1sO9nzZ8aMGRg1\nahQAYNSoUfjXv/4l+m3Dk1mJZ2+l6JnQOMxFxLqJCBHC/uY2KrIm+nYTYnj9rP2WM2joqLswAr0o\nFbomyQpRowqadAmYSA06XLeK0obFNSuLtiyAmturosCDiNTE3kvGEz7n0tixY3H33XejtvZADXbj\nxo3o1KkTAKBTp07YuHFj1tdOmDAh9e/KykpUVlaKLp5YrHiSQ+bE3u0QvMHmZ5JvEsPUEMONOPRc\nVFHUcwWGPQefzPWNeluSOLp8jsVOOlIFHDYZ6PJd4P1rgU2zIy2WVirARiwRRUuB+ZbmzZuHefPm\nhfqeQsOlWbNmoWPHjhg0aFDOFbEsKzVcLlN6uKSMe2zg5uzllUZEmBA3QbaZqMaPzEYI9wk9yWpY\nqxgU6rJ/qjhZtQz5zkdhTmIf1vZWPWCK62SmqtAlWALSei5VAR/9HFj9MLBPxZO+4jgZOJGaeD0M\nTWZnnYkTJ0p/T6Hh0sKFCzFjxgzMnj0bdXV1qK2txeWXX45OnTrhq6++wsEHH4wNGzagY8eOIt+W\nVBV2483Prc9Nb2BSPMV52JtbYYUemeejMM85qgRMQDjbW/WAicKn42fmzLm0r3p/r+fPIi2O9r30\nGTIRqYcBk7GEzrl05513Yu3atVi1ahX+9re/YejQofjrX/+Kc889F9OmTQMATJs2DSNHjhT5tqSK\nsCYodluOoM/xoybPIygGYXrx+nl5CUXzzZukerCk2hfwMucJyrZclXp4RfFZyJ6XSfeGMImjW7Bk\nFQFdbgAO/mHy/w17gESLaMtkyvHEYImIKBRS7hbncIa/3XbbbZgzZw769euHuXPn4rbbbpP5thQF\nFYOPbAFS1MEXUTZ+G9uZd39TPVjyK4xjNqq7nskW1QTfhegYMJnS0Cb1tBkGHP0e0OcBoLgtsPXV\n5NxLJ2wEulwcdemIiMQzOfRVYL6lqFi2c0u3iFmWBUWKkl2Y8y7p2MDx0/iLcriIrvzuG6r1FhFF\n1kTlIkIat/uzjsd7ELk+r0IN97C3k4jzUb4yh32+K9SLI6pgUuZ2kNFzJcgywxoCoFuPHRl02Qal\nfYDe9wLtzk3+f9dnwOc/A6pmJP+fKAOsZkD19mjKZ0KganIDlsgEJg6PUzRcCiNvEX63OIohUcN/\ncv2eoVP8AohCMnvsmBqeqSbfsWjaPhr2Hc9kKzRnULZjKDNwcvMcr6ogb/vKmCeJcy+RCFYJ0HMS\ncMhPgUQJsG8b8MVkYP39gL3nwPMadkVXRhOCJSJSH+dfMgrDJdWY1kDL5Gf94tbDyfR9wK98jVjn\nbyJCJlE9ONw0mnX5rN0cc0HvaFgOeY2ZoGWTGYCEydm+bsMRN8dTrud4OY50C5j8YgU6PF739bB1\nGgV0+3ny3189Aaz+JbDnqwN/LzscQD2wa0UkxSMiChWvj8ZguKQSXRqa6bw0CEStn9vl6NIY1PFz\nD5vbhqqIXkz5Xu81eMrXaNbhc1fpGAoaEEVBpe2XLoyGt3McuT1mZN5NTvT6qhRYZaN6+cKkasjU\n/JDkzy+mAKtvb/r3NpVAt18AayYAG58Is2Rm4ZA4In2YEjApOiQuLAyX3LrHDnfeJV24/cY5ikZh\nWLca90u3hnIU/PQiEtmLKVP6Mr02mlUj47hQMQBql/ZTtbJFLY4hk2ohA4UjvVekCvtA0f4W1J4N\n2f++4c/JB5pxeBoRxYcpAVOMMVxSBRs98qg4pIWftzu18D9MLd/rRARPfoKmqKl2HMiUbV39Bkym\nb7cwGt5ej2VZIZOogMnvcsKqODNIy02F3kxOuLSvQNeamnr5ZSEiUgkDJq0xXCL5VAhSVAqYotge\nOk967bXngxuit0eQECwMYe77hQKcINvebTiUb33Zgyk/L70kvDbO/RzLQT/vbKIOXhgwqSFzX5cx\n+XuuZRe3Tf7ct7Xp61odDxS1Btb+F8BOwYUiItIAAyZtJaIuAEH/hk6+u7/pvm6icXv4Jzocaw2x\ngZCq4Z0qoaobIhp3Oq2v7moyHm6JPlb8XGtEDDUKsoyw5oLhkCr3MvfnfA83ytMemfL1XKrvBnT5\nJdD5Qi+lJyIySzX0mzct5vMtAYBl27YSW8GyLChSlPxkzLtkUuDgNOxUXaeoG575tovIiaS9Ll83\nokIhGYGVSqLY390c+/m2e1iNYdNuDKAaN0GhrOPF62cWNNQM8vqwvpllDyb5vGzjYz8BWhwGvP0N\nYNcnB36vUhioUlmC0K1xSkRN6dKLSfFwKYy8hT2XoqZqCOOX6r2Voiyf32DJ+XvQIES14CMI0XMm\niaJSgKdqsKSKQtunnYvnUG5uGqayjpewz/PswUReZfZc8tr7j4goTnTsxRRTnHOJ4kmlOZi8NLCC\nzj+k89xLmbxsC1PW2Y2o9mtRjflyhNfIUuUcYKqo5/xxe54XUc4gy3AqzLK/mY368zCdl+2bPudS\n+vmuw7eAsu7ApheBuvWCC0hEpDnOxaQ89lyKiuo9fOJAxPbPNZ+C2/fyG3rEKSwppDbj39kecaF7\nsETmKRQUyj4+3e6bUc/BBITzzSx7x8jjNlhq1gqwioD67YC9t/Hf7D1AxUlAm8HCi+cJ9xMiUpWq\nvZgUHxIXFs655EfQeZfYEFNH0Ma4U5ksVBETHS6l89OLyc/dzeIS0ug6fFC3YXAqzLtE4SnU8JZ9\n3Lk5PkT16hGxnDC+mWUvJnG8bMvm3YFvrgHqvgDe6qHe+U618oigYkOUiMRQpSeTBuES51wylcy5\nPOLWUyOoII1jt5VJmcGSsxyvvXT8NORE310t7kT2rNItWKL40aEHk0qNavZiMle+O8VFzdR9QpXG\nJxGJp+CpNM4YLkVJZoOQAZMaZAdLuZYtc1iYyQGTbusW1aTTsoMl9qgwk5uASea50c1wdBWGx6WT\nHTKZGiaorChtvqV0h3wPOPwuoNWR4ZcJ4L5ARPpiwKQMhktR44SywYhoXPttKNfA3x1eogj+RAdN\nuoUwKmoNPXuDsceSGapyPGRzexc52SFTPqoFTIDckImhQriKnZ5LGeHStmVAw27g/7P37vF6leWd\n929vkpAEzYZECBQqYhVHGBSoyDAyNlNE+pa3nuhrx3Zohr7tzFC07djDFKe1VG3BUV9ntOOo89po\nte2MyozYg7axJlrUWjQi1k6lDdQChgA7ZAfIDjnsPX88Wdlrr6zDfb6v616/7+fzfPbOzvM86173\n+fqt67ruEzemL9MY+sB60IOJEBIHBSFxqeBpcS68fRG4riXvkjShyCWvjiY2dPwOyDCAJZShjRD9\nokTPOG1jpUSPJRIe2zarvz9WHzM9Vcv3dEwfcp8g10Wsk3J4kpwfNvVXeS4daqiF++6avFIzBmGp\nznrQy4EQQiJBz6WQuDz5jW2slSgCmGDj0RTDgMoRDkfc0SQslRoK12QG5qcxkiVCeiLF9GayMWhj\neDKlysEUw3CP5cXk4olLljCtuxUdnkskHfRiIoSQKFBcKokxCRc5jGspCbxDIKksOdEUlpZLVALy\neyzNtLxIOiQITEB4kUmzwAQwTE4iJnXXlnPpGT8NXPz7wPrLoxSrk7G3NQUmQggJCsWlnITcsPdt\nuMcsJIQyxmcaP4l+pItKGxqvkggxJ1FkaidWX5EiMAFhRSYKTO3Qi8mdoXpbWROXqvc+eBvw8J8A\nCwdjlmw5bN8J9GIipAxyhbsy39IyKC65sqWjI5lu7FMJSyQMc42fXWjwWqpwNdAk3ostkoUlaWJS\nbq+lIcYiMNkk4I4lSsYKk3MVMkKJTBSYuqEA4UZfn67C4vbVGu7AA8B9HwT2/mXkgpFOKDIRoh/m\nU8sOE3prx3RjXXpy7xSUusnOmTSXTAghAjRFlhD9NYaQUII4GQPXuq4+19WHNjTeF4Kha7rimlQ6\nxBxmck9Sk3wD8RJ9A0tzyViE3JDU5+Gq/o4l9M6Yc6nU/UwI6uOIhioh+oi5HpJBKC7lQLonAHFD\nk9dSG0MCpJb70IYkL6U6FJbCkGq+n0V/X4opMjWvMfTeIQEHyCsyxSpf/Tu0CUwAT5Tzpeo7U0cb\n6eBR5eJZbwBOfxnwt28Bdv9hlqKRDig0EUKIFRSXQjO0MaWw5E+MUA+pBn5qmsZZLjGgbhyWLEiE\n7Hchn0SHnqdKbsMmueZ4CXOY6b2begkB7iJTTIEJ8BdaNAtMAEUmH1Y1PJfueQfw6BeAJx/KVyYy\nTDWuKDIRIp+Ya2F9DvgZ5ltqQnHJhy2LwHVT5u+nsJSelF4DbWg1qnOUu8sYbP5da502kSAGtBFi\nzJTSRjbknN9t+tIGmJe1rx1DhNHGFJnqZXcpKwWmfigyubPyaONU4tLCk8Ds5/KVh9ixHhSYCNFA\niLWQY90aikvaWYdxGnIh8TXyKRr6YWv4hfCqYp6pdkL15THNSyWNf5s263pvTCEH8AuXqzAtmiS/\nxwAAIABJREFUY+xyVZ/XKjABFJmsmQZWzgCLC8ChOWD6xIm4RHRBgYkQHbiuhRzfzvC0uBikNjZM\nNsqlGNE2QlCKdijJsMxB7n4Z8khzG6R6LRFzYp2cZktbX5pBv7Hf1f9CjEfX8WRan64ny9WxKWOK\ncsU8RS7VBjlEu4yBlSdPfh6aA7AAPPPngCt3AWf+y6zFIoSQYrFZB1Oum4VCz6VUxDZCcufIGSND\nbcq26MfXkA3pHeP6PbnFMcmMyXtJGj5Gfoh288l5ZHoSXdspXDbYei/alsu2TDGTZac8Oce3XUpn\nZSPf0t+9FXjgvwOLR/KVibhB7yVC9DC0DrqMZeZbaoWeS75s6ehYuZ5or8Pxm2UawOGhsCQDjX2b\nXktEOjk9mCpsPMN8vGZsy2lTJltiev7keBpLb6bjaYpLADD/beDA/enKwDYJA4UlQnSxp+dFgkHP\npZjkPIVMo9E9RIyQOJf26ftuF4Oqq61KFqhC9s+cHjK2HhoUlsJDQykOoTyYmt9pi6nHEOCX/Num\nbDG9mGLnMKo20ak8mQDmZaqzqkrmvQdY9bRJvqXDj+UtEyGEEBIIei6lQEJejjERU1jqw9UQ29fx\nIuZoEFOlC0sx5ikp7TLbeJWEy/2YfmYd2r1hXfGZ32J7MrmUS6sXE5DnSS09mYBVp01+HnoUOOMa\n4MrvAM+4Id31x17/oaCnAyGEtEJxiejA1DCPLSyVZpjmIJbgIEXIaEO6sFQqXYKEr8gkbR6wuR/X\nsscSmmyxKb+ryGQDBSZ7xigyTZ8IPPtXgOe9b/LvA7uAb78P+JOnAfd/JG/ZiB0UlgghzLfUydTi\n4qKI2pmamoKQorhx3VT73zdAniGiDRPD3KaOYwhL9DTqJ6XwY9sWvgloTe4tRJ+LLVDFmqdijo0+\nAzWW0KxhPq/fU8zyhmxblznCtu1sxrdteUzL4hoaFjOkLGWIXBclh8xtfBlw/juBk545+fcD/x34\nq9cBBx9JW46xCXoxocBEyLhRKi6l0FuYcyk2GgwRyXRt2F3rlcJSWiR7EzWRZtw0+1xbH5TuESVd\nWLJFy3yeqpwxTmyMkfuowuZENpfT5EzzQrnMNaWcJtdFiafMnXQu8I//M3DaD0z+ve8bE1Fp9nPA\n2nOAVacCj//v+OWgqBQenhRHCCGtMCyuFMaUpye1gafFoJRC6PAZl+vbMANZxkyKECfNhA6pYV37\nEXqcS8vHZFOe2KfbjUUkmIP+0LlzbwI2fWMiLB3aC3zjdcDnL5oISwBw8qXApX8EPOvGuOXQXIfS\nyS3IEkKIQBgWF4qusDhXQghFmrxGmvQ9AfY18kKeOjcWQc8USX0uRduY3m/onGGu3x/r+l2EagMb\nA8nnHkJ7So6BWOPMdS6xGQtaw+RiieGSjWVJDwCGOPF04KW7Jr9/+/8H/uYNwMGH2987tQJYPByn\nHBSW0kEvJkLGg9KQOIBhcbrYsugmMNluzKsNrsnnXMIMciM9zIekw/cY85AhO76YhMyUJmD41H0u\no6i0NtCM6/plEypnGyZnG7IXK0yuGh+hBRcJ4XFdxLrnGKx62uTnvr8C7vqp/vdSWCqDatyMUWTS\nNDYJIdGhuJQbV+HHxnDWIDKlFJVMN/00NO0IeYpU399triNNYALiJPk37dOSoTFE2rAVdSpiiDsx\nBSZYlKP+uTEJTIAOQ3blKZOfh/a2//+65wGrzwL2/Dlw+LHw1+dcmo+xiUxzHb9LHp+EkKgw55Jm\nbPPaSDGym4QMU7P5nq7v8j2mnLhj45FnSs78T21I7luhBCqfE/uIbPY1XqmvaUOMHEi25bAZ71Ly\nMGkwjCXnZFp58uTnoUfb///EM4Dv+Xng7H8T/tpS62RsrIdskTYEfX1truVFCBkF9FwqAZtQOWnY\nGrOhvT4kG/qaSC3euHgzaB4nmmD96kZ6+7mc4gbk9WKyLQMsylF9ZmweTBUxT9FzpRKXDndY1A//\nyeQVGhrw8hibJ1Mfzf4pbdwSYoLifEupoLhUEpK8M2ISI6yI6MM1XKb+GR9DWtJ4CxkS5zO+pAsT\nZDma28tFZAot7kgRulzeb4ImgQmQY6weC4vr8FyKAYUl2axHeQLTDNjvCCHHwbC4kGyhmpkMrfll\n6B4cFl/j2DVkTpKwFAOt44sMkzqkLTY29xIrRC1muJ4NYw2Rq5CytvaFxa1/EfCMnwbWPCPc9aTc\nN+mnxFC5mcaLEDJ6KC4RvWgzgJuJD0uJSS9BaFkHM6HJJ3/ThtorJJLGgWvdhNyYSqoPaZQiKLVh\nIzBpysVEgckOCevoMXGpJaH3wmFg5mLg1CvSlomQFDTFpi7xiUIUIcXCsDiSjxKMwJCnkXGxdatP\n1/C4vjI0v7/t70P09e/q/2zDzzSMGZ8xQTf7eJQsLFXYjFWbExZtczHZlAEG5ZCQV0hLiByQv75W\nVOJSy2S298uTVyg4X+qjxBA5U3LPY4T4wHxLRlBcIroJlX/J1dgPBRfcJSQITHVcvtfUaJUqFvmO\nAwpMJCemAk/MRNu2Cb9DCkyxxJXKINYgMuUUmIZOiwsF50lCCCHCYFhcaJh3yRyJSbljhC0NQWHp\neFwEHSmeGVIFo9T4iH2+YXJsAwLEy8UUI1TOJFzPRkyIKTxo8brIJb50iUun/gBw3tuAmRf4X4PC\nkm40CLSEEOIAxSUybrrEpFj5cZpQWCqHHMJkaGzy0Zjgk6MKYJJQ4k8MgQmIl/CbAlNYcogwXTmX\n5u+dhMqtebrf91NYKgMKTISQAmFYHNGPS0ibjQgQKvSuSQlGcwnJvENQgqgUk6qfpAyVizVuiRtD\n7VefD23bemguNQ1RswmTA+LmYuorg4QQOUBXHqaUVOLS4UZHfvxbwN++xf17KSqVx5jzLxGiCeZb\nMoaeSyQvIY0/E4PA1buk6zM2xjKPbC2LVN5tMQntqTSEjycTx40fOYRgm5MwfU7NNPmMbYiazbVj\neDFp8mCSbhynFmVWnjL5GTLnEoWlcqFASwgpiKDi0oEDB3DppZfiwgsvxHnnnYcbb7wRAPCXf/mX\neOELX4iLLroIl1xyCe64446Ql5UH8y7ZEVpg2tDyb18RgB4Qy/ENd4pFzLxLofqSBFKLSk3WNV42\n2AhMpbRXKFKNWVeRKMU1Q+ZAal7flNIEJoAC0zGmgBVHB9qhWkN/16uBF3x8knfJFgpLhBBClBA0\nLG716tXYtm0b1q5di8OHD+Pyyy/H7bffjl/91V/Fm9/8Zlx11VX41Kc+hV/6pV/Ctm3bQl6akOWE\nNCZdjfDcxyHHIJVx6ioShS6fTz+SeuqZS3+2CelxwTdszoR6W1IsLheTeTf0SW4217Ytg5YQOUDX\naXKxWLEOmJqe5FbCwtLfH9kOTK0CFg/ZfZ/ENYSEpxoz0kVaQggZIHjOpbVr1wIADh48iCNHjuCU\nU07B6aefjrm5yQq5d+9enHnmmaEvS7Rjm+siFX1GqIkhrEVgkuSFlPvUN98+ONPxu0YjodkWUkQm\nX+GurY0pOJVDaQJTyGumWJOk5mJKce/Hknk3JqiDDwEPfMT8ezSuF8Qf5mAihCgnuLi0sLCAiy++\nGDt37sT111+P888/H7fccgsuv/xy/MIv/AIWFhbwpS99qfWzN91007HfN23ahE2bNoUuHpGOj4GX\n0lsptwDiS4liUoh7cu1DJgZL9Z6cRoPp+BpqEwkiU2jPsLEITuugf/4ywVRgAsJ4ENleu16Goeub\nXFuiwATIE5li3/sxcckx3xJFJUIvJkJkoTiZ9/bt27F9+/ak15xaXFyMUmNzc3O46qqrcMstt+At\nb3kLbrjhBrzyla/Exz72Mbz//e/H1q1blxdkagqRipKP66Zyl2CcxM6tpN0wyy0sxai/XMKSi5Ei\nXVxyaZ+YfaqvPCnrsiShKfYcJslANh2jpn3YZp6wmR9Mrm9ybZtrpvKqlSYwAfHufcP3Af90OzD7\nOeCLmyZ/e/pPAmf/W+Ce/w944PfaPydpzBA5UGAiJD+KxaUmKfSWaOISALz5zW/GmjVr8KY3vQn7\n9k12s4uLizj55JOPhckdKwjFJRIaUyMglDeHBnIJSzHrzveeUolKdXIYErGF0xh9a6g8UutROmMS\nlwAKTKHe68NYBKbTXw5c8gngwduAO14x+dvUSuCUFwJH5oG5Hcd/Rtp4IfKgyORH2xjTkLKCyIDi\nkhVBT4t75JFHsHfvXgDA/Pw8tm7digsvvBDPetaz8LnPfQ4A8NnPfhbnnntuyMsS0s6s4cuEEoSl\nXMSqO98T61xOEZsBNyRd5BgjOdpCWl44F3J7L6bG1HjfB7N+nPMUOZNrSzpFrkKicRzj3ldUYXF7\nl/62eAjY84XjhaUcpyqasifQi4RBojirHaljjxDlBM25tGvXLmzevBkLCwtYWFjAtddei5e85CV4\n//vfjxtuuAFPPvkk1qxZg/e///0hLyubvs3i2Db4GilJVMrR30LWX8jy5/BWyolGbxvJY6/qPxrr\ndaxUhoTJOA6VB6l+7ZDzh8YcTFIJfe/NhN7Tq4CFQwBqT4qlGrUxxKDmd1IkcYe5mNzpG+M2awMZ\nHwV5LaUiqLh0wQUXYMeO411+X/CCF+DLX/5yyEvpYMsicE1PaFzspLjED8nGrS2ahKWYZR2bqJSa\nUKdfEd2ETrYeElMxIbTAZEquMTT2U+QqfOugmdD7zB8Fnvs24K43Ad96t+eXRyC1UFG/nsS+oAGe\nKBeHkPMAISMm+GlxhBRBScKSJigsEVtyChkbQO8ljeQQmKSfIJcKqQJThetcUtVzJS49tvdo2NsH\ngXu2AtMn+pctFFKECaknCmqgXmdS2lMjXeO9+Xdp8yghgqG4JAE+7Scx0eK1JE1YioVUjw5gPMfU\nk7hI7uMVpqEQJh7GMQQmExgeJ4eqPy0eFZcO1nIu7X8geXGOQ7IAQZHJj7Z6k9zeGqHYRIgxQRN6\nE9LKho6XREwTumohl2hpc13fxNxDSO1rqbD1rPFti7Ek9q7Q2r/4QGOCTbLvPkzHWajr2VxXYoLv\nUllVy7m0cmbp37nQlFhbSzk1sH7gRSa47h0kJ+Mn4WC+JScoLsXm1pF3zD7DS6tRRswYMl5ji0qA\nfx8b6wZCo/CQW2CSLJqTfkzHuWaBiaShEpMOPgqccSXwyn8Anvdr6cuhSVSqo7Xc2qDYRAiJBMPi\nSHhsDCzmLImHBIEgVxlCG/ljdInOHSLncv2qXXIKgvW+x7lNFyZhYUNh7DGSfIeA4XFpWHXK5OfB\nvcDu7cD9twErEy6EpQgz0nNzlcaYT6LzydvIuZKQ46DnUm5SeG+kwOfJvaSNeCntUcI9SMZnI6IJ\nrf1oBjI2fGP0aNLWx5uk8mCi91J5rHwqsHrj5Pcq59LCIeDJRI1TmjBQ2v1oYKzeTD77Be1rHiGB\nobiUg3UoQ8QIaThJM760tk0J/UoLtiFzOU808xlftv0pZP/z/a4ZyBOaiHxMxnYIr77UAhONoHg8\n4zXAy74FrDkdOPwEMDUFnHwBgKn412YoGYnB2IQmCkykDvMtOUNxKQXroFNQ6krEHctIkmZ8aWor\nQF95S2HIEJWSt8lnfOXsW6GuLU1kkjTXkXZ8BKZc+ZdCXS/WnFWaoTpzHnDlNuDy3wPWnAE8/CXg\nT14EPPVc4MW3Ai94Z+4SEuLPmEQmQogXU4uLiyKkuampKQgpShyuS/D0ygXpBo4kV3/Jp8hRWFqO\n9H4tAZexZTIGYvXF1MZ1DlLPdzHmNMn168qQKNnX503nIhPh03RsDV3TVGSNIcaWYqCueMokUfc/\n+llgeiVw4GHga/8e2PlBALW97NQKYPFw3LKU7LVUSn8pjZL7nOsaJuHhFQlHoZ5LKfQWJvQeG9qM\n7mZ5c4pN9Y29JKGJwtLxSE2qKwmXZPo5k3xX/dz3+j7JO2PDZOAyGUra2pfk23QuCpFM3PSaTELr\nx8kXAN//KWDtmcDiAvCt9wBf/5XJCXFNYgtLhORgzAnAu+C8SggAhsURbUgJKZES6khhKS2zoNGf\nu8/lHnOpkDDPkSWkhMilFHdjiLAlGKNn/8hEWNpzJ/CpS4A7blguLD3le4CzXgaspKXpTQn9pWRK\n9Cxj7iVSqNdSKigujY2SDGNJhlcOoUmCgb2v4yWBkH29KSpJFJlccgpJGkO2UGQiqdEkMDG5dzxW\nnTz5ufMDwJ4dx///mo3AuTcA//gNactFSA6Yj2k5c5CTa5OQDFBcSsUWQSqoRMPYFYmGV+lGr4mI\nVIrANDRWpIylmcbvzVcfLuOnr3+nbnuXsabRoUDaPDdWUglMIU6rkzA3lUjlkXSwo5Ee/iLw2asm\nOZhSQMOeSKCkfhhqjzDX8SKkYCgujZmSNp4SDa/YIlMOAcfmmlK8mFz7uc3nZhuvlJhsgmKIKbH6\ntpTQV0K68BWYQnkx+c6vJkYODaHjWXV0Qj0kqHJKMuybMDSOlAYFJ1IwFJfGTi6DOAZSjdGYIlPK\nUDTXa2gSmEKNhy6xqfl3KWPPdezE9tAzFZrG4r0UmpI9LGPjK/yYjv0hw8PkOkPfnxrtYsHKHnHp\n5OcBz/kZYN25acsEMDyJ5Kek/pd6j0CxiRQCT4sjS3RtQqWKNtoIddpVF/XvDW00ShCIfKn379Sn\nEA59v8/YMz2hJNYpaSFPkOu7X5fT7Uh6JJ/GF5rqPrvGXzUu+ubjqk8PjfW+cT50Hd/TM2OcgrQH\neg3RVX1hcYvAzHnACScCf/22pMU6Rr1etQt5RB/rwX4XgrbphQ/F4sNk3t5MLS4uiqjFqakpCClK\nXK6byl2CsEgUnjQYoKnEGl+RKWQ56SVhj+n4Mt1w9Bn9PuOm2U9c2tr0XrvK6dNXtYghsea20POR\nlvoMydAYNB0TJuOg71p91+n77qHyxzJqNApMr7gXeMozgE88E3j83tylMUO7sa+xnzQxGUMlzZ3a\n+1yF9Dah4BSWwsWlFHoLPZekEGJzn8N4N33qmhINHg4hvT36MHly3ve5kOxzKMfYMfU4iOFZYEOq\ndo01rsfkbUPiMDQGTedikzV1yIvJxYNpqPyx5hiNHkxDCb0lUtVxKQa/FmzHTEkCVCl9Tvr+oKts\nIZOSx/heUiwUl3IT0oiPGRY1hBSRKZWo1NZutnUeO0yujqmwU0L4G3FDgygbk2rDJHkTqQXpm/FY\nDIXJAeZz8dCaSoGp+7vqxBCuVh6t3EONBfNp/wQ4+0eA+/4n8NCfR7hwADQa/NrEx9jGd9v3S55v\nGSaXBxfRyfWQBwpOpAbFpVyUasTnEpliG8Um7eUaGlR/X8x+kbLP0UMpPbm9l0qBIhPxxdSLCfDz\nZIohMA0RU2CqYyooDBmtXf/vKliseAowfQJw+Alg8fDy/5vfBRzYDTz1WXLFpQoteZk0CUs519+h\na+dez7QLTCU9MIlxH6XsPwsPiUsFcy7l4JpEeZckGPghRaYcXhU5wxW1CpAS+l1p2I6jrkXeZFOR\ny3tp6B6HyhVjvEjaTMZsl1hzjaT6y4Xphttk3nTJmeSSg8n0gICSMBUx1p4JvOp+YP93gP95ZtQi\nZUGCAKBJUAL0jgWeFGkH17NhtI6FihGIS8y5RPwwyfFgYlT4iAWunky5w3NihCtKDpsLBYUlGfg8\nRcoRHpc7nLaLsXgxxcoBN5b668N0LPqeLNd1HZdcdyZlLuVJdUVl9A4JG1W+pUOFdupcHk3aBKUK\nzWOgWfYUXVpjWGZFSd5LhESE4tIY8E2k7CqO1Ok6Bj63iNQkdliaSx1qEZkoLMnCJP+LBEyEpdzz\nROkiifS5RTs2QoypyGQjyHatPT75l0zfo40hkakrmffpVwDPeR1w74eBf7g1VunS0lYHrqKAVvFo\nTNTHcuy1TrPIRNpJvRawD4mF4tJYCHFSV6jTvnIbil1IPr2t/hmJhiCFpXj4evVUBqDNZnHsyb27\nKF1kigWf+NqLvUPrbZsw5JKDySf/0tA1NdMlMq3q8FzaswP4+98HFg7FLlleKBItUWK/r0i11mkT\nCLiW5ac5B4XqQyMIiUvFdO4CkMxIOKJeAqnvy+d66yBLzJFUFtKOy2YoRaia1HC4IWZQtmFB4mEz\nFvehf61oE4D7vr/ru7qEZNOyzlm8Vxt7sNxo6QqLO/go8O3/Adz/yVQlIzkZy/w/gzTr3XpQuNRM\nqvHQ10fYh8RAcSkHt1IdJfAXtNYhr9AkTeQi4ZEg/ph6UOXoixSZzGE9LWErxIQUmGy+x/a7ShWY\ngCWRaVVHWBwhpZNKZCKkDdO+wT6UHYpLuZD0pM/GKCtRTCjBG4tCD4lFLIFJgnAVCopMJDa261TX\n/sJlvbMVmKTsbWJw6OhC+1jtJs/6IeDqO4Fzr89TJkJSEnu9k+yBUvLcVhJS+89IYM6l3KTKVzAk\nPPieKEfcCJXHqiLWqU9t10lB817GJqCVJMCMAeZjIKaEXPulJPj2eb8WKs+lJ+eWwuWmPgUceAiY\nWpmtWIQkJ3YC8PXQk4uJxMVFLGL/yQY9lyQQ+0mfr0GeO/wqJhKEs9BliN1WuYSl6m8S2mxshBa5\nYohmUvpFLIOaQiMJ5b3UR18Yqu33lejFdGIVFldrjNnDwN1fBr51e54ykbSUKJr6EqtOpHiglDiX\njQHT/sNk3kGhuJSLzyTqyCUKQiEYg0gRQ2SS0p/2ofw2pJig98Q6Gh/EhJDGim3OJNe506XMJRll\nzZxL0yuAqdpWeg+OTwKugT0WrzHDub2bWOFyuQWmkuYvjfi2f+7+M0IoLkki9AQmRQiIja0RXrIg\n0UbJnmfA+NpTOyV7LdWJscmm4FgWuQ1V29PjKlwFphKMtFVHF9Inj97M068Cfuph4IVvPP69EgWZ\nEIKRxPuKDfPqmROjrnLlYSphzoqNhnGxHrJzeRUGcy4RvbgYWhKN0JTUBSbbupAsTlX3IrmMIWkz\n/ig8yIM5mIhWhvI4ueZUqsaDBoOkjRMbnkt//0fAR84HVp/S/7kuISaGsZNS9KlfqzTDTWsflUJV\nfyHXQObRGRcx5pT6d7IvRYHikjRCJcEs1cj2MaClCku52spWaAqdfDwGpYtMfR4F9f+TKjRJLVdM\nKDBNYB3ko29f4TOv++xXpItMXeWrJ/Su2P/g5OVCScZNdS+liEylJqVPTejE31X/SjF2uH6XzXoA\n/5L5lkLDsLicdOVd8p3ISjWs+wzTIaNVqrAkBdM+o6UetZTTBpv8Q6FzFUnOfVRiW/cxRoGuRDQY\nrSbj3ne/Moc8IXNzA6+u96042nB79gErTwJWc0Aex9hC5og5IUPmUomYGubqEilFpB4hFJekQqV8\nOaXu3zQKgaUn0pbCbMfvLp8nhMhBmrHiO5+H2q/EFJq6xCNbVh9tvANzwFNeCPz4TuCy3yonp1RI\nSsjNxDaNQyiRiQIEIeJgWJxkXFxyNYoVY0VaW62DnZEhPUxOevm0QJFKFmwP3fgYVDnms6HcSxWh\nQ4ikGvUn1hJ6//024B1PA9bULNxmuaUJibnQHDLH8Lh4hMjLlCJMjuFx3XB8kAb0XJKO7dOwMXuV\naPFuknxym225xtrXUuPat32FiDGF1xFC2jEdt6UbXytWAyesAg4fAI4cnPxt4TDwxEPdnzEJvRsT\nWr2ZxtxmKZiBvzdTbOGSJwamI5UIzXxLUaDnUqmUntjYBgkCiKZ2kOLBZFuONui95I4EIWgDZJSD\n+EGjbEJMryXfhyuh5sqSn2JXJ8U9uW9yOtzJ5wC77wQWF9y+T+u4CNW+Gr2ZSu7fUvBJAJ7Ki6lC\n6xgODccFqUHPpdx0JfUOhQRhJQQ+BmZOcUGyl1JIJPczyWWzwcd7yTYZOAWdcITcfLJd9KItHK6J\nTd8r1cvju180+XlgDthwLvCKj0xeYyO095U2b6ZS+7dEXL2FUib7DuF1VQIcE+Qo9FwaA6V4b5jk\nfujydAjhBWOD9vpOXV+kHdN8J6bfhYHvo3gRFm62iC8ma0mIOSLGmlX1f+1G10kbgSvfAVzwY5N/\n7/4a8MCXgfeeB0yvzFu23NTnuBDtrMmbqZT+rQGXnEcpvJia0KuJEIpLRBkhje0YaBeV6kgQmEKV\noRSBter7PiKQNgGJoXETWAd6cTE+Tecrk/Uwt/Gr0QifAzA1DVz2b4H/6zeANScDh+aBrW8GPvd2\n4Ej1xkMZC2lIqnoP2c51QUC60KSxf2vENfn3euTxihuj0MTwOAKKSzLoGohcsNpxFZhiiyUliBdN\nTOtMw72XIjABegUXycJwaMaymRxi7PVQkrDk+3BH6p6mrY+eeTHww+8FvvuSyb//+o+AT7wO2HMv\nsO4M4OzLgJ2fA/YrmIh9xqBLW43Vm4mGdRpcRKYcXkx1xig0SYfJvKMxtbi4KKJ2p6amIKQoebhm\nKv41SjGs67RtdIf2ejEEphLrtk5XnaW479Dtpa2tSglj8zFK++4zt3ddG6E3j7HbOWYdjnkjbWto\n2sxNpuPJtAwhBS1XQhrmPv3uBZuBV38AmD4B2Hsf8ImfBf7qfy39/xkXAD94C/DYbuCjP+FdVFW4\ntlFo0UW60ESRKR22Y11qbq9S1soQfT/F+B6puJRCb6G4JIWXHBWXYi5IEo3qulHjWz4bb46xCxYu\nhG4rgO1linaBydcgzSEYu6JNWAJGJS7tNqjPjSEElNzCUu7ra+bHPw487xrgjg9OvJWefDxPOXzG\nfoo2ctmvxtjjShaaKDKloxSRyQZh6+sxfPs9xaVopNBbGBYnDalu4ynwDVuy2YiFDpErKeSqi1D3\nt6Hxu0m7Scj/JBXpIXKxhSVJSN3o9TESYclEVKq/N4jAZEpor6GYwhIgP/ehL6uPVsjXfs9PWMo5\nd5leO3WYY+iQOUB2fqYx7+lTY5v0O3eoXAia/UrQmkvGC8UlqYxhQWozaqq/pRBqYghM1feSdto2\nsqZeTCHbqzQxMESi79CEMD4l3c8QMTZ1mu5fKDaiUvNzzgJT6FA0IF5+pZLmwVCceLQ+uaE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vR/T10PXP1TwI7PAHd/1fECJCghBSYgzLgNfRJfGzGFmabwFEts0prXKhXS9jG5oNdSUVBc0gSP\npc+HNoGpCwpPadDcV6SXXeJmTIi3TRDotXQcvQITkP50Jelj1AbfZN8uAtOap0x+fvMLy4UlAFh1\nIrD+DOAHf4ri0hCxk3u7YNMnpHvXpBRmUohNFJqWI3EvQ0gAKC5p4NZF4BrmXcpOKQJTF233RsGp\nnRL7gfR7kroRKynPUkakCksVvWFyTXiUtz0pw+TWPnXysy2/0uwu4D0/51AQEhWb/mHr2SZdZALS\nzymxxSYKTYQUC8UlQkg39JY7nlIMfk1HpksVlmKSo59lqmfpwlKdelmNhCZA31HeJv0gRvldvZhs\nxYTKc2n+ccsLkWWk7sO2a5at8KhJ8MgpNsUUmmyQ3kbEDLZjcVBcIsSG0r2X+qDQVC6S+7RkYamk\nPEuS6zkwlZ3kayM1RTFjsQmQacja9IGY3h6xczGtOeq5NN/wXDplI/DjNwF3fAr44icdCjAipPTZ\nWGjwZqqTUsCOKTTZIDEskxBCcUklNOxJbjR5vYREsgjjSon3lAJF3jaSSem11Iz06DpMydVechab\ncj659xUVYxl4PmvMkMjUFRZ3+CBw37eAZ11EcakLbcZ8iNMFtZLCuym30KRZYJrBqB7qJIXJvLMy\ntbi4KKIFpqamIKQocqnyLo3RqJcEjfHljK0/sv3TIXXjVVqepcLD4fpO5DYhlM1k5dkUksr4it3O\nMYy8EOtLs95/7x+A074b+NGzgYf+IcAFFGDTNtJzhrn0CZ+xJ+3+QxD7nlILTVrbSOoeJxWx2o3i\nUicp9BZ6LmljbIa8RMYcGteGz2k/GmH7p0Hipiu2GEJhKTi+wlLzO3xsJquk4CFJ1cYxvAhCeMnW\n+9oGLHkuNcPiSsW2TbQa6n3Y5uWqo9k7povYYbmhYo9N0dpG9F4iBTKduwDEgrEY70Qn+zAe0SXX\nWJzreJG4zKJMYalwQghLbd9ZvVzZPasribkVMeajkGNjFsDqloTep54F3Pxp4OU3BLyYADQa3BIp\neZ2NuZcIMWGaorWNZsBxSoqCnkuEuEDvlW7a6qVEYTR1H+jbOElMDuxD6k1ibkM/11xSqNdSCjum\n7Tq2D+mdTp7TgFQPJgA4cTWwYgVw8Elg96ElT5Z9s8Af/NdJUu9SKGEtCI1PDiat3jE2xExknsKb\nSVsi9jqpwpdLhyFx2aG4RGRgalyVKFKMgWb7sh3NGdtGI8X95haT6oxMpC5FWDK5to0NVZzQJFVg\nqkLinjgaEncsXGoe+OJtnl8uCI3GtSm+/YAC0zAUmfJBkYkoh+KSJrYsAtdN5S5FeGyMq/p7KVDo\nZWx5mlwZ2+aCwlI6MvStkoWlNvbAzX4yrSfxIlQsgQlwXzvWHg2Ja54U55OTh4yLsQhMQHyRaX3t\n9z5chSiKTO6EPk6VjAbmXCJ58TGuRvbEv0jGlKfJFtcNhVZBKna5U+RNsmFk/b7YHEMDxBS8qtxN\nonM4xRrXruPnpIbnEgB81zOA//U3wOtuljVHuKLRkE6NbztrXWddiZ2TyfR9rhOq5vyUqXMyDdVz\nyDxaWtuE9ELPJZIP7cYV8y6FI1Q+jVIY24KbQliSxMjmjRTChzSvpTquHky2iA2ti+Xp4bJuVGFx\ndc+lXd8G/v2PAGc8ffJvn7CpJm19X1LbjBnfdtbsFeOKhHv2mVAllN+V2CfLuSyiIY5SHZMn4Eig\nuETyEMK4ohhRFhSYJlBYCoskYUmKqJSwj41dWKpIJTBViBOapAhMx8LiaifFLS4Cd3998qrwER6G\n+jxD8OQQQkjsmk9LNphzCwK+E6pWkSm2wOSDTy6tUP2JybxFwLA4bWzhwPFiX8vL57tIWDTVaYyy\nSt00xGIswtJIwz/FhmqNDNFhcyGwGVttnksrOp6zutSZzWdKbhNNxGqHOYOXZnLfQ4jQLI1tIF0Q\n8wldJEVAcYmkIZSg41uGrr9rM/xyL+ox0dAe0ssnvW/E7r9S8itp6MuRKFrMcCS3h1V2kSnmmDcd\nZ03PpTPOBrbNAm/+nfb3xxaLpMxVYydXG5QgOuUubwiBKfc92BJDYArpWjvG3FjkGAyLI/GIaVTZ\nhk+ZlMXmJDoppzy5TMLSn3pUNOtYSshcrLYvfUFNdX8SDDXJglKCdqCwJBtxIXOhMAmRqzyXqoTe\nu74NXP0M4Kzv8bu2b58Pmecpd8iSVkK2gS8m87SkNs4dZuYTklXBcRMW39xYbAu1UFzSiIZj3LUJ\nS12faV4rt9EYwjDMvQlwRYLYpElYkrI4pxTNcokauecFIVBU0kdXm6kVnYb2R9VpcfO1nEv7HgX+\n+ivd3zkkOoTq9xSYzImVo1FTPqzm2iqhvetlylGeseZikkpKgYn5lsRAcUkzNp42xA1JRmPpni22\naBBZTSi5XUsVliTNCzZEbI9cwlLuULNSqdozuMiUSvToEh+qsLjKc+nUM4CHdw1/X71/b+j4ewgk\nec+MGU0iU0Xb/J5TJMklfoU4PaF0cbaL9Qi/qNKDaXQw55JGbm1RZ3PnM0pFCq+l0plBWZN1qr6v\nsS/lFK5KEpYk5IzzpWQRk0SjOG+0Ywm9HwdOOxP46DeA9/2Z3XfMQkeupNLHfIq5WHobDyEpl1PK\n3FIhBBIJdZaDlMeakiKh51KJSAgfCo3LPWg1AruoBCHXxa4kQamLWN5MmsLhcpP6nmJu/kuZQyK3\nCb2Wymb3rNIwuTbvpWMJvR8DHnoA+P5TgY1npS5ZPwyPMyeFB7NGL6YupIV99a1NksoopSypCOnB\nRC+y0UFxaQxoDx+isLQcTrLDhAgZjd2HUokwKRfmUoSlkuaPQoUlkpZiBKa65xIALC4CD96XulTD\nhBaYgLL3DrFyMNUpUWQC5PYL3zKGCI9rlkVqXcUgRoicKxSYVMGwuDEhKaRjXe019D5bpNwjkUEz\npGloHKQYJ6V5LKV2H48VkiJpjgxBwcKSlD3vmAjW3qnnv/qYrif0ft5lwArBz1hDj6/S1p0mqeZu\nLWGRpmgI/3INpduDsIuFlHpKVQ5JIXJ998xk3qIQvKqSXm5dBK6ZcvtsCk+m+ncPXa/rRDatnlZE\nB7lEhBybkxhP3XLcB0PgzEjQNhSWiCoqz5YqLO6ElcAv/xZwwgrgR56fs2RpKd0DI4UHU53SvJk0\n9AsXj6bQXkwa6ikU9XrLvfiOre6VQnGJxMd2offZGJRkIJKykPDEy2ZTJqG8FRSVzEjUZhSWxova\n8DhgMtarsLgHvw386PcCq07MWqRBYp0eV7LIlOMk5VJEJm39wqa81eIRQmTKXU8zyLNHq+puaCGO\n6fFEgUk8FJdKpVpQ2wynUj2CSjISSVlIEmoqJJapCUUlM0YgKgEUlkgAKs+lJx6b/Dz4ZL6ymBJL\nYALyG8mxSe0JX5rIBNj3jbb1SFL/KsWLKZfABHR7M6UKo6PAJBqKSyWyruN3QkhaNAg4EoktYpQi\nLCXsXxSWSIVq76U1Rz2XLrsK+NxtwMO78pbHlJgCE0CRKTSliEzA8UKTy7oTO4G4rdjAZN/hyJWX\nqar3f8l8S9KguETKoBRjUTsmm45SF2AKSWGgt1I/GfpZbmGpJELaNKpJ/eR5ehq49rXAzCmTf//T\nq4Af2gxsvixhITyJLTAB5RvKzMnkR4j1R8pJdSHD5IA83jQ5vZcI6YDikmZ8knqXRAkG45iQsrGw\nhQt4XCgqdZOx70kQlui1RLx4zgXAb/434MJLJ//+6AeAG3+Snt19lCwy5Tg0pj6PliI0hSDkftBV\n3NHuxUSBiQhjOuSXHThwAJdeeikuvPBCnHfeebjxxhuX/f873vEOTE9PY88ebhWjwc0S0cRc4yWp\nLJLKNjvw0g6FpXYy9r3dsxSWYlHCPUnoG4OsOhF4/VuA2746EZZ23Q/865dNhCVA59yQes7PvfbF\nZB/y9IFS1u3QhFjvXD8felJOvXaXIALvqb2IaoJ6Lq1evRrbtm3D2rVrcfjwYVx++eW4/fbbcfnl\nl+O+++7D1q1bcfbZZ4e8JJHM0KIdQgiz3Rg0r6lxcxmDvrZIWUd9i7Hp4lnaZthkE6r5qWisTbbm\nsZ25D6sQDoh+YoaRvPDFE2+lc84FFhaA3/kt4B1vAJ48AFx/I/Dl7cCOL6UPkwpFihC5ipK9mIA8\nnkyA7nU7Jrn6W4yYZSae7qZPRGr7P8aTqyF4WNzatWsBAAcPHsSRI0ewfv2kN7z+9a/Hf/yP/xEv\nf/nLQ1+S1JGwUTI16prvsy23jfGYu04kM1Q362Be1zHdc0sTjWKhJccDRaV2Rh4CV6fkB5ih032o\nJYbxdfazgI98FjjhBODubwL/4acmQhIAPHUGOHkDcN2/W/qbhH2TC6nneq0h7abkEpmA49dD6et3\nClxFJp85RbPApCE8zmdRbzuVjsm8RRJcXFpYWMDFF1+MnTt34vrrr8d5552H2267DWeddRae97zn\n9X72pptuOvb7pk2bsGnTptDFI7HxMexsNnjaDUhtVO3Cek+Lj7Ev+aloDBFDe9+kt9IoYYLvCJx5\n9kRY+sZXgf/nMuDQoaX/e2wOuPkX8pUtBim9mCpK9mbKKTJVuM7H0tb6ELj0NV+BCQg7MY/dgyn0\nk6KSnzwFZvv27di+fXvSa04tLi5Gkf3m5uZw1VVX4Y1vfCPe9KY34U//9E+xbt06nHPOOfjKV76C\nDRuWz4BTU1OIVJTyaSb1zrkghjDwTMrvGw7n+j0lEtpjTPqTEy3EMvZzbz4pLB0PvZWOY4x7R40i\n08ZQ80lIw+vKlwPv/QSw9Tbg377C/HMavZea5JrfSzacS+gXdUL2kRye0rZ9zadvxpiUY4wVyfvu\nmIv5z1A3sCWF3hI0oXedmZkZXH311dixYwfuvfdePP/5z8c555yD+++/H9/7vd+Lhx56KNalSS5C\nGXh9SRZDJmDUbpCGwqYeTN5b8iYzFTENfp9kotISiudKyBoSCkvHMUZhCRh5LtOQ42DtUyY/9z++\n/O+rTgTe8j7gh17T/jntcwmQb06WcvhFDEroF3VCrd+zjd9T9TvbPubTJ2NMyK7lkXrgTB+jXdDG\nTVBx6ZFHHsHevXsBAPPz89i6dSsuu+wy7N69G/feey/uvfdenHXWWdixYwdOO+20kJcmFTmfsIS+\n9r7G774hd6G+q0RC1wcFJjdSbtBMrmW6CTUtd8h70z6GeRIc6WBoP74HPFinlzUnTX7uf2L531es\nAO7+BvC8S9KXKTU5hX8NRq8tJe8bXYSmrvemeuhk278kCkxD40SLgNQFF6fREjTn0q5du7B582Ys\nLCxgYWEB1157La644opl75mamur4NCEthFzMpW0MbBJlp2Aoz4BtWTUkF5RELkOg6dYe4klmTBd5\nSWPGFXordcL96IR62g8TsamJxhC7YHlJTurwXNr/xOTUuD60JvfuIvcBD6UlAS+tfzQZ6i8uAlTM\nvmfTv6Ql+q5T0l451SLOkDixBBWXLrjgAuzYsaP3Pffcc0/ISxIAuHVxkndJwoInTTCRjNR6klqu\nUpFi7IcsRyknwQ1t+GwTjGaGwpI+XOtk1InCu8LixoyEAx765kBNwpOEhN+xaesvPuH0ze+KgUni\nb59E9Dzisx8u4OQowU+LI4QQYoBwQ3+0+Ljat21YBYhKAIWlMZLCFto9GzCpNxDGe+mYuFQLi1uz\nFviv/wv40meB9721//Nj907JQeh5MoVYNQaRCYj34ClW/zOZQyR7MWmDizdpQHGpFCQtbvReIqQf\n4Ya+SGLOKaEMGyFCUh3pohKJz+hsobVVzqWa59KRw8CH3gU88zlxr61JcJAoMoUiZThefW3S0O5S\nyO1N5yswASObWBuEEpVCeogTEVBcInGgwERIOzT25SBQDAqJFmGJDz7jo0pg8vVeavNcOngQ2PZH\nk5cJtt5Lzf2OJsGhZJEJyCc0tSG9L+QidB80nUN8wuSA5YuXmgnWk5ALtskerK0tmW9JNBSXSDwo\nMBGyHBNj32XMlL5hDT2PFC4qaYLCUjpUCUw+dCX0jsXQ/KQlzK50kQnwFxN8aS4KRBkAACAASURB\nVPYVDf0iJSG9mWxE6hD9YgwTbCpvpbb304NJDdO5C0ACsUWoisuFk5AJsYSl6nMUcofReqSvAxq8\nligskSisaYTFPeWpwGe+BbzpPeGvZTrvapqfUx0nnxMpa8G+lheZEKIPuogYPn1jD8pc2ELdl0/d\nShivxAh6LhFC9GKStFECMYWltu+gqHs8UvpCZDSISkCZ+28NqHm47vOk+qRGWNzjjwHXvxI49x/b\nfc+Qx5HtnK3Fg6lO6d5MuT2Z2ujqV9r6Tih8vZlc5xKeLJfPU6nveySNVdIKxSVCiD6kLy62Bn7o\np5UajZgufOtmJKISQGGJmKFGYHKl8lyar+Vc+tu/nrxCMTYPk9zJl2OjwWg17XMh1n6puaNc+6GP\nUBRCZKrQNPGG8lQio4PiEiEkDhqPFnbFx6iPZaS4JqQtRZQCRrWx0SIsERKdKqH3449Nfq5YARw+\n7PZdYxORTChVaJLoxeRCX58dWt9dwjwlCE0VQ/0xl8hUEToBeKwnBT7CUux9F5N5i4fiEjmeEo1M\nohvtm70uYhsuXQJT33UlbBorfOqHwpJI6LUkAxXeS67eJGtrnksnPQW4/T7gq18AfvL/Dlk6ApQp\nNJUiMrXRtqau6/k/m+/MvV8AJv3RpB+GEJlcP1/h6tXU/FwIwcp3YR7RfosMQ3GpJLYsAtdNuX22\nbVGRZGQSXYRaaHwW7lSLnYthn/JpuM+1tIbXjWijQ2GJuKJCYHJhbe20uCceB/7Z2fb5log9peVn\nKllkqhNqPyJFZDIVmAD/Ng7ZR9oWyPU9/2f6HaEZ0f6KuEFxaezYuMDmXjCIDiQIS6mQLixpxrWe\nRrTxobBEfBEvMLl4L1WeS8cSeu8DdnwxZKlIHyWKTBr2I1Jort0abAdfb6RQ3kxNci+cI9pPkXBQ\nXCLDaFgYiAzGtBCNRVjSJCyPqP9RWCKjwca4X70GmJ4GDswDCwvAqacDDz8Ys3Ski5JEprF4McUg\nRxSEjfdSk1BCk8a+EmsP1fe9GuuJ9EJxqTQ2wM7oHcrHosWoJPkJuSj5LjbSRAaNopIPtvNQE5f6\nktbmkdAkKhEdiPdeAswNtrrX0pq1wB/eCcw+BPzg82KWjvRRUl4mzcKBBLTZFz5CUyxvJh989kkx\nhSfT+vlVJvPWAMWl0ni7R96lCg0TPpHFSAz7ZZgKKCUISzbeS9qNB8FoFJbotaQDFQITMGzc1/Mt\nze8HLj0dOPPsFCUbhnurcryZKDL5o8krGsifBDzlPjv1np6hp0VBcYnEx/YkCt+TKyTQt2Bqvq8U\ncIGxw/Y0uJhsaPyeSgwZgbhJYYmQGl2G3jFx6Ymlvz3w7RQlIjaU4s1EkcmPmEnAfULj+vAVQiTs\nVySUoQkFpmKguETSMSQaNRcXSUZzSNahjPuokLhIzUBGuXK0c6xrujxldBGYShobI4Wi0rjYPQts\nzCUQNA2SY2FxjwMXXgr89deAgwdzlIyYUoLQlFpkau5vYlw35T1JOWnOFGmiYor9bnMvp3WskuhQ\nXCLp8Vk8tAgzfXHlGspvQyghR8oiTcIS24Mp8qaqzWMotSGtyWuJwpJe1ITGNakLTJXn0oH9wBvf\nBZx+FvCis4BF5upQgXYDNrbo0LXehfb6mGv5nSLT8aT2tskhIpm8L9Q4pfdSEVBcIvrQIjBVaCqr\nKz4CExcSd0oXLocIvNEyFXGyemoIhsISyUY1F1SeS48/BvzY9wMnrqawpBmtYlPoZM4ma10IEajv\nOhSZ2sklKIbE9wFWyFxqXQITk3mrgeJSiWwJkNRbOtoEpjHgIjBRWPJDS0LMlPmXLHH1CqLAtBwK\nS0QElefS/NGcS08eyFcWEp62+Vr6PCzx1LAmNns3ikzthK4XV1FJ6F7LCnowqYbiEiEkHKYCU4pF\nI0XeJQmiiRSRNcQG3+ZeArSthnAzDWWksETEMHXUc2n9acAZ3w3sui9veUh8uuZIiaKTS64k27Wu\nyzAPvR9KLTK5CEyxknr3YdvGYxaRSJFQXCKEhGVI1Il9yobr99c/JyEZOImKBtFGOhSViDhOOuq5\ndMZZwIc/A7z0ucDCQt4ykTxo8HKKtdfIdWx9TKFJk8BUJ3RbjGXvQu8ltUznLgAhpEC6FgTXhWIO\n5gv0HMzeP9N4tf0fWY6Pl1TIzZ0A8W/sIXEUlspEfbtWOZf++GPAS55DYYksZ7b2IuGJvTa77kFK\naG8N/TZ0+ar+xHxLqqDnEtGJlFAg0k0lzuQ8sjW2l9TY6HpqOHKhZUyoFx9IuVz9SuAnbpj8vuuR\nvGUh8gmZhJgskXPPVyrSRSVCatBzqVS2UOUlBph6+fiQ0wvI9b5MP8cFPxymgrGAXEupvJakhe5R\nWCqf9Y6fy9pXT9sI/PbHgA/9T2Dj6cDf3wP83d3AVOEHm5AwaPAI0UisfaWP95LWth6zAMoHveqg\nuETa2dfxImXQJiilEJpcSSlOSbx/EhRXcWjjhnGGw+0BhSUilH+xGfji/wZe9sPA448Bv/wzwB98\nHPjp1+cu2fFwDyUbrcKDZKTup9jWhESDYXFkOUObHy1Hn5NuTBb7ktyabZIC2m6Ehk6LW4fyDQpT\nsUXYRm7jBnNvixyCkhSvJYpKRCSnfxfwrt8Gvv+qyb8/8yng5/8N8EDjdLgS1jCSFobLhSVGwu9Q\ntkh9nZXe3hJOJzYhdwJ1kh2KSyUTy6iVIDCNwWiPxdBpbnXa3qdtsx7jqF9SBHXRqE3MGaOXUgVF\nJSKaX3vrRFjaMwu84WeBj/9u7hKR0qCRHJ6QDy5D2yIUFbvJafe9nWletEFxiRBiR2rBKabwk0JU\nohA6jID6kSQk5fZaorBExLPh1MnP124G/vSPlv5+y7uBr90xEZuOHMlTNlIO2gWmobUk171J9o7X\n5M2UApf9mfZxQ7xgzqWSubVgtVeAMaqa0Av6nMHL9XtjkdJbKbenH1EDhSVCDFh70uTnvtpEvmIF\n8DffBC57sVxhiXsXfWgIRaqYhV3i6txJrn33iLHHk219xi5LajhfEQfouUQISYPJ5qEueoUQf9pE\nNIbAudPmGm3yhCrkpsgmrFMZFJZITlxPisvCmrWTn/ufWPrb4cPAB9+bpzykbDSETPmuH7k9dly9\nmeoCSOwHec06TlVPEoQl29A4ei+NFnouETeoZutHojtyyBPrpAlL61CuB5Pvxse2XiT2XU8oLBFi\nwUlHPZf2789bDjIucnuvdBG6XFK8dWxJfbp107MpRn1JEJaG/t6Ftv5DgkDPJeJOrgRvFLbCUaIX\nSJfwEOs+bU/wqMZMaf049VOqqp2V99/cohJAYYn4kzxnWRUWV3kuTU0BH7kN+PpXgXf+JnDoUOIC\nWSDhUBTijiQvphTrR2qPJpsTfvto22OlGHcC1nRnTPalKT2YmMxbJfRcKp3YeZdSG8ilGeQSKMUL\nZAbphSUftHoy9Y3Btid3phst17pQ3H8pLBHiSJu49IH/AiwuyhaWSDnk9uzJcW0Ba5YX+zpexK4e\nbOtNe78hVkwtLi6KkAWnpqYgpCjlcc1UmuvENpS5AMRFogBjSp/AEPu+Qi2a2vp3rPHuUw8K+rAE\nQamCwhKp8M23lNxz6YEDwIknAt91InDwYPf7JIvPGh8uEDNijQcp60eK8Z5r7JY8LmPtM23qzKbv\n0HMpOCn0FobFkXBUk1aMiVmb4R2DUK7CXd+tFU3eSn2sA/s54FcPAkPlJIlJhBTBCSdMhKUjR/qF\nJUJyETLxs8Q1JHYYfE5ROKYtk4vYe0ubUDlJYaUkChSXxkpzEgg58YSemGlwx0WQIe5Em+gW855i\nbvQ0CUyS84ZkzCWmRUyi1xIJRfZ8S9PTwGd3AN/4GvDz/0aP4CR5DiVhaVsXusaNkjUkmsAkxdsw\n5Sl0sZC8n6TIVCwUl8ZE3+QYI8mw78ZJ8qRYCtqFpYq6wBTynnJs8igwhamDyAKTFhGpDQpLpI5v\nSFxy1q6d/HziqLi0sAD8v68GLrlMj7BUQYFpvCheQ44RWmCSIiw10Sg05ciJ61I3XcIrQ+LUQnFp\nDNy6CFxnmHcptMjkMiFrMaxz02Y42yzMpQhLFSHuR8pmb+wCU6h7jyAwaRaVCAlNcq8lYMlzaX7/\n0t923j151ZFqqDahwEQ0E0pg0jReAfljVtM+sgn3WaqhuETS0SY0aZ34cjFkKFf/P7RIlyYslYjm\njYELse41kMBUiqhEryVSR53XEnB8WNwJJ0zyL2lGi8EK6PTiIHGJnYNJIhwHhLRCcYm0E9uwHZPR\nHAobIzl1HqISkCgeaBGYXJ+8p7o3T4GJwhIhglhzNCxu/xOTfEtfvw/Y+S3g1T8APPlk3rL5ItWL\nqWuubvu7xPKXjgRxcowCU4XpXqb0sSGhH5LsUFwiRBO2AhMhUtAgkrVQirBESBNfr6UsIXHA8rC4\nhQXg0mcDF16iX1iqkOQR4TJv08BMy77G7xSY5GIynkK2X64HlLb9sFnGW5lvSTMUlwjRRsaTsIqF\nAoI/0sUjh3FTkrBEryVSR2U4XEUzLO6JJ4AvbM9WnKg059VUwkGI+VySSDYmcot7FJj8CDlucu7L\nTAUm6XtHYg3FpbGwxSKpd4WWkJwxQoGJkKhQWCJEKNVpcfv3A6dtBB7a3f6+tvBw7cQWbGLt+UJ9\nL0Wq5fTVa06RyUVgMs0ZOiZ8xGUJ9ltfH5RQPhKF6dwFIIQ4wgU4DAWJCGSAEY4ZCkukSQivpWwh\nccDysLg/+gLw1XuANWsyFigT+2qvUN8lHQ1llIa2OuOD025Mx6m0Nt/X8iLFQs8lMoEDnYwR6cIS\nxyXxgMISKZJ6Qu9LngWcfQ4wP5+3TLlx9WjSuMbkziukEW11VqLXYUhyhz4S0gPFpbGicUNBjkdb\neFwl5kiIx6ewRDrQHhJHUYkUTTPn0rfv7X7vGI3UrrWjpFQH2sSSGNi2pbY6Y5jcMG1hc9rHOJN5\nq4fi0tjQPukQvcx2/F6RQnDSIhpwnBIHKCqRIVQn8q6oPJfWzQCrVwMHDuQtjxZKW1e0iSUS0Fhn\nFJnMKW2ME5VQXBoTWxaBayyTehMSAhNRp+89JsKTFuFoCG4OiAUUlIgNe1CAwFR5Ln3flcBfPwhc\ncObkxDhCxoSrl0qbwBQjUXzoU+MoMhGigqAJvQ8cOIBLL70UF154Ic477zzceOONAIBf/MVfxHOf\n+1w8//nPx6te9SrMzWmK4yGEZGfW4FUCFJaIAXtqL0JGx0lHxaX/8nbgvNOHhSVuOctl7GumqxDU\nl1xZetJljucyWQd9XnWklaDi0urVq7Ft2zbceeeduOuuu7Bt2zbcfvvteOlLX4pvfvOb+PrXv45z\nzz0XN998c8jLEpKHuYAvnzIQHbSdlsHTM9oJPU4KgIISIUepwuLm9zMkjnDtjGmQc29CUkBRqSiC\niksAsHbtZNE/ePAgjhw5gvXr1+PKK6/E9PTkUpdeeinuv//+0JclJC2hDV0az+VB4cieoXHgO0aU\njjEKSoTUqMLiqp+EjB0a56QEtjCZdwkEz7m0sLCAiy++GDt37sT111+P8847b9n///Zv/zZe85rX\ntH72pptuOvb7pk2bsGnTptDFI0Q2pjHlSo3k4qGI5I5pn3Y9/UnhmKGoREgLlaj0y28CPvYR4InH\nhz8zxlPjxkSMRNXajnuPeVKYtETgHM/lIKlfFcj27duxffv2pNecWlxcjCITzs3N4aqrrsItt9xy\nTCT6jd/4DezYsQO33nrr8QWZmkKkopAmTOrth0IjNTul5ESqQyEpHC5jynZjaXGN3Zn7K0UlEpMQ\nCb03pjjds4s/+Dxw2T8DfujFwJf+3O6zNEjLJZSR2ra2azKAY+1NXOog9jzB8VwGVd+i51J0Uugt\nwcPiKmZmZnD11VfjK1/5CgDggx/8IP74j/8Yv/u7vxvrkoTEZ6zCUmmJs21hfqR4uI4pm88pEZaY\nU4kQA6qcS/v323+WIeikj661XdOar0kIIwTgvrowgopLjzzyCPbu3QsAmJ+fx9atW3HRRRfh05/+\nNN72trfhtttuw+rVq0NekpB0jG1D2iUopTK+cya9HouQlDtZdoocSgrGLUUloomsXktTU8BZT5/8\n/uST7t+jYF4giRla6zXtBSQITCnmCY5jQsQRNOfSrl27sHnzZiwsLGBhYQHXXnstrrjiCjz72c/G\nwYMHceWVVwIALrvsMrznPe8JeWlCSChMxKPqPSE3D6Ybt6732W6mNG0UQ9K1GTPN9yWN5v3M9Pxf\nJigcESmECInLxjnfA/ynDwBPOxU4cgSYe9Tv+5i3pSxc8wLZ7AW05WHKRUoBmuO4DG5lSFwpRMu5\nZAtzLiWEOZfcEGKoRsPVI2loE2H6vWMVe1Jh039jb9QEj6WQYXEUlYg0fMWlLF5L09PAT70O+A+/\nCaxdCzy0G/i5nwT+9A/DXYPGaRnEFpd8rpOKmHspk/vO5dnIMWxOKEEupLBHcSkJKfQWiktjhQKT\nPYIN4mPkyhfTt5mwLRNFpvC49t0YmzXB4yiUsERRKQ71elXtgZMRn3rLIix9z7nAu34buPRFk39/\n7CPAG34WeDTyKKOhqpNU4pLrtWIzVmGpguN2mPoezKe+Qn1PBcWlJKhO6E1IUQg2iEUk257tedmy\nrvEifvj0XSa/tYK5k8KzB+31ynoeAT/8Y8D2OyfC0oPfAX70h4AH7gN+8BXAmjVxr815j2ii9PyQ\npnDc9hOqfljPpAeKS4QMwUk0LxSZ3AgpDIX6LsFjyddriWJHOLoEJZKPLF5LN71tIiL9/geBF50/\nCYO79++Ay/85sLAQ//qC5ytCjkFRaTkct3Fh/ZIBGBY3VhgWZ4b0STSnt1IOuIkyI3a/dXWBFjye\nfMQliiD+uNQhQ+Psca2zLOLS/fPA6tXAWWuAAwcyFOAoDLXRhenDqBD7iZwPvlLuh0zvM3dYXB2O\n2+W07b9s66hrD+db1wyJS0YKvSXoaXGEEBKVaoNDkamdVOJN6Fj7zFBYygPrLi2qxLjp6YmwBOQV\nlog+St8flH5/oeApckv0nRJsWkd9+0vWNanBsLixQpV4GMFeFqOHYXJLzCFvbiTleZkoLKVjDxjy\nRgypcio98cTS3/7rh4Eb3ww8NfECoHh+I4VBYYnYYLI/M30PIYbQc4mQOpxA9TAmLyYN/VLhkysK\nS/GIXT+qvHCIPauPiksH5pf+9vsfBF60afnfCMlFSo1zDPucGCjclwTDdt+oYZ9JVEBxiYwbTqYk\nB6X2u6GN3AzE3LtvAu8xQ2GNRGfN2snP/TXPpc//2eSVgxBGqsvcN1bDWDqphCVtotIsZOVdAsYt\nMKWC9UtqUFwi40OIcUsCIH3jxb52PAIEJp4M146W+6LX0gioxKX5/XnLUcfHSHWd86rP0XgbH9L3\nN5oYm8CUco/FZN6kAcWlMXPrYvupcbFOA8gFDXw/TDY4zad4NpuikvInsa8NG0OJ6iiWZ5IWAaaP\nEu6B2KFOkFtbiUtHQ+Bu2wZ8537gDT8LPJqxB7sYqSHmvLEZx5KJvWfRLipJ9F4CxjOGNAlLpEgo\nLpHlDJ0G0ETqxEIj3x+bDY7PZqj6rGaRif3teNpOlKOwlA3NZa+jTiQhbjRzLv3cT07yLe0TMNma\nGqkCikoEUt8v+TyYI/bQEzAcrEPSAcUlsoTtRkjKxKJxA9dm/No+6YmZMybHBmcf7AQmCZswjX0v\nB8pFJUCnOKOxzH1QWBoRzZxL9+6cvKQwJDDFmPPG4nkhGZ+HYG17Fgn7mBhI9V6qaHv4VQKp9qQl\n1RkJDsUlYk/bpBJzQkvs9ZANE8EpRRLinJsdU4EpRxlL73/KYYLuCaUJShUUltxRWXf1nEsnnAAc\nOZK3PG3UvSBSrQ8UmPShXUDS7FVuQnPshhpfNnNCiGtyj0qEQHGJLGGyQUotLKX4/hxsgJlQlNpg\nlrAJGhKYYpexxP5WOLGFJemCjfTy+aJSHCF+rDkaFjc/D2y/cxIO969eBTz8UN5ytZF6zaDAREg8\nfFOAuMwHpp/JnMsyOEzmXSQUl8ZOM6m3gJOcCOnMwxRLWGKfV8tYPZZKF5RIGNQKc5Xn0oF54KUv\nBC75p8AjD+ctEyEurIOMB3culO61ZIqJ4JRiH8mcUUQBFJeIOV2T2VjC1kJj6r00ZuilRMgxxiYo\nqRVGhKC6/uo5l+bngc//Wd7ySIPeS7rQLDC5IDnfUihy7h/r45/7WCIMikvkeJreS6YbGHo9ES2w\nnxZB6V5LYxOT6qgWRgpjYw5DsRKXpqb630eIFrQJTPRakg33sUQo07kLQIQyU3vZfo6YIc0w1rTp\nsWWu8SKq2T1brrC0p/YaKxSW/FFfh1XOpR98BfCN+4GNZ+Qtj0S4lumDgg3RDu08MgA9l0h46ME0\nXrraPddixH5YDKWKScC4haQm6kUREobKc+m/vRv4w1uB3bvylkcqDI9Li+mJtmNmDCFxxB8m8y4W\nikvk+KTevtCgH6Y0Q3mozVMnIWQfVIlUAWk94ghAFJWWQ2EpDEXUYyUuze8H7t2ZtyyEEDMoLBEy\neigukbDQqNeJa0ictPaWVp4RIlUgkgaFpeUUIYgIIHQ9Zsm3BCyJS0cOZyqAIui9lBYT76Wu92hJ\nP0DvLEKIIxSXSDho2JMhYm2CC+p7ocWZbMZhYYT0XqKwtBwbQcRVPGGd25N17lh9NOfSm98J/Mkf\nAt+5P2NhCGlgIhI136NFsHEtJ/cahBBQXCIV1WKi5akKCYd2ryUp5XAktqdP3/eHNh5L91ryFZgo\ncBxPCmGp67OltUdR3l9rj3ouvXYzhSVSBhr211oEMJIHekgSAygukeW4uvEqN/BHi4bNTh8K+50k\nAaatLPR06idW/iXSTSzRpKS2LCYcrqIKi9v7aN5yaIGhccQXCkskFUzmXTQUl8iELYvAdR1JvddB\nvwhB5DDCTbAkQWmIelmzG5ieDAkHrgZ5SaJETkzqP7Y3DttSKBvPmPw8MJ+3HIQQQuxQ+OCXhIPi\nEiGpkSI0aBcMlSxemoSlJlXZTUQmSfeZQiygKOGHBGGpeR2t7VlUOFzF006b/Fw3sicRhOTCJFF5\nH7Ng3qU+2vZIpdWXkn05iQvFJWIGvZfCIMEAD9WOM3BfSEbgvSRJbPGlL3xO2n3aCAR74J/HR6sg\nQY5HY3sWKSwBwKOzwKmnAX9/T+6SkLGh+ZQ3X2IJTPV9ggRBpW/fEqN8XddLXQ5fuvbuFJVIDYpL\nhKQilxEudVNUsMAkTXCJQax7NDHutSZn1ihexECS1xJpZ/ds5rDYKucSw+JIKvpElTE9YA0lMPUJ\nKjnnlqG9S/X/ucUdlz1WijJTSCIDUFwiJAU5xIYUGyEf7yXAT2DyvXYkxiAshcRFbAkp0NB7SR4U\nlswotp7+xealcLj9T+QtCykfUyFlbAIT4C4ymQg4qcUb272ZFJHJBg1l/gyTeZcOxSWyRF9Sb6KL\nlBsgCkzHkCIs9YkdxRqkShi7GCW9/429fepk817acCrwlKdOfp+n5xLJzFgEpdT0CUwhvXZ892W5\nPa1s0VRWUiQUlwgpDY0boQJC5EIJS7EN27bvz2XwSzHiU3svjVXAYDgcMeLTnwR+7a2T3xkWZ4by\n9TMrfWFgGvdT2nHdS8V8uKfBI4gQIUznLgAhJCCaN0KuHkiZN9W7Z92FpT0trxzkvLYUfO+fokg/\nmupHQ1k1lNGa6Wng+n8HbL9z8vsdXwKOHMldKjJWNO+nQhG7DoR4exszW3tJhOIXEQA9lwgh+qkE\npgQhcj4eStIFnHr5Yhuv0usiNmP1XupDkmDC9kkcEvfMZwHv2gL8k8sn//747wH//oaEBSCjpum9\nRGFpCd8E30M0w876koFLwuYEPGn3JCylBCkLikvEnL5khpyoxk2o9vcNjwsgMuU8BU0SzfJKMvxj\nUd3zGO41JVrD4aQKTBLrypmpKeAnXwv86i3A2rXA3keBu3YAb3w9MLc3d+nIGKGwdDwpBCZAr+eN\nSfmH7s1n72labzON31PbbUzmPQqmFhcXRbT01NQUhBSF9CX17lt0KS51k+qJRc5NUaj2DxXm5lAe\nCkvmuBq4WurC5f5s701LXfhgWo+SBRNJ7ZSqnpJ5Lb17C/CafzX5/aMfBt7wsxOBidjBnEskFTFF\nJsBcKJHkCVQRat4cujeX63TNESltN4pL2Umht9BziRASBpOnIPXFLfaCJsSbTpJhGhKTE+lKvXdi\nRgnCEiCnP0uvJyd++McmP3/8lcAffyJvWbRCYamIQ0HUENuLyZS6wJJTaIohxIf+zr6xEXKvzDFI\nQHGJhESIMT9aJLtyty04KfIkWfTJGF5LuY3RXJRw37Yhci73LDXsirSTs72K81gCgBNOAFaunCTt\n/uNPADe/C9j/BPDedwIPP5SwIEQ9NGrTEktgcp1/qs+lEpm0hu/FgGOPNOBpcYTERqLrbgy6RJyh\nhUfAwkRhiXQxdJIeT9prp0gvG+S5ryKFJQBYvXryc35+8vMT/wN48kng8OHEBSHi4INK+exD2Iea\nIeafDYG+p++7tQlLJntsl334jOPnSPHQc4nY0ZfUG6D3UhPmWrIjxkLFPkkCQAHJnFKFpYqUHkzF\nCksAsHrN5OeBo+LSl78weRFzSjPu5jp+rxPjntu8cCR7g0tCSphcHd+QOW0CUhc2Y8UkmsBn7N3K\nfEtjgeISOZ4ti/1JvYegMZ/WW0n6BsgkF0JpG2RCRoqtGKJViAqZhyl3HWQRloAlcenJA5kKoJyx\nrpsh8yv1iSLV/0nfY0mgqiNXkSnmHDQUMhfr2rZ9VMqD2rHOKyQYFJeIPUPeS0CafDrSyBH+lnvT\nM6b2tYBeLmlpq+/cBrspJeVd0lLnIdF+z9mEJWBJXJqfB7Z8fBIO9+u/BNz/DxkLpQQagO7YCiAm\ne14yQaIXU0WKuS6FqOPr0VdvnxT9Wmp/INGguETcMF1sx+DFlFpU4ibHSxaspAAAIABJREFUjsT9\nrxShQANDuZAAHcZ/CQKTSz1raJuSySosAcCaWljcG38eeNEmYG5v1iKJpzRRqemFZHvqrC2uhi4F\nJnNSC0w57Ywc4zFk/4/ZrykqjRaKS8QdG4EJKFNkGkNOpS5KbE9PtAsEGrCtYy0ik2aBSXrdkuPJ\nLiwBy3Mu3fdt4L9/KG95SDq6civFDKH3NXYpMJkTU2DqO324Itb+1KX/DdVDqj7VVY7Q4Z8UlUYP\nxSXih81iW5rIRGHJ7v2lPXFtoFUYkEzIOt0D+SJIqDw+JveZO1eQ9LYoGRHCEsCcS2NkaO8QY69A\nYzcPoQWm0MmpQ16vic19m7zXxw4wLYuPyDR0jS1M5j0mpnMXgAjFZiJYB7uJlMdXmlOCsKQAH2OL\nR9GHJ1adammn9XBLjG3zOZdrhPhs9XmSBzHCErAUFvfcC4BPfwl45rPylkc6mvdNczDbO1BYKgvT\nPWysh7Um9sZMx8uVGH1uneULsLfN6teyLRchNei5RMJhmyROsydTjuTdhIwALQKQFHyFGttwvBDX\nI3kQJSwBS55Lf/HnwPv+E/Dgd/KWh4THZn+nQVhiaJw9ITyYfPtGyL6lQUwJEQJKiCMUl0gcbIQm\nLUm/xyQoaWgPEyzuY+MGYLdlG1MIaWeoXnIKDBrC4ypSldMkHE9LnZF2xAlLAHDi6snP/U8AX/hc\n3rKQsOQUlQB743jouHoywTXZuonANIs0J7q5QsGFECMoLpH4mAhNEgWmMW4ypLVBYlwEJrKEqdim\nSeAZM6HbiG1OllGFxc3P5y2HBjSHxPWRW1hqihkmIlPX9+8z/H9t2OwL+3JmDdUPsFTvzXbJmbeT\nohIhVjDnEklL6PjcWYQVgWYR/ju1EFtYyiFclbohF8QeuOVIYq4qOaRqC7Z3HkR6LQFLYXHXvAb4\nR+fnLQsJi2mem9D4CEvN/7MdN0P725T5aUJcxzRPVtvn+jAR2dr24HMtLx9s8hcRd5jMe3QEFZcO\nHDiASy+9FBdeeCHOO+883HjjjQCAPXv24Morr8S5556Ll770pdi7d2/IyxKNtE3YthuN2cbvbS+T\n75AsKKVY2EIs0pKx7FdiDTFBuApKXd/V9ntMKHJMGGpD1hOJSiUufewjwD1/m7csJDxda2/uhz42\nwlGM/UAs0aIroXMOkcREYBoSmUz25W2C09CelqIRIVEJKi6tXr0a27Ztw5133om77roL27Ztw+23\n345bbrkFV155Je6++25cccUVuOWWW0JelsQittqcYnLvEp2kiklEBBSYjiekoNQFw6bSQeFoHIie\ny6qwuId2AwcP5i1LCkKeSKWFmcbvMe/ZZE/ZNR76yhVrDIXaA5uKJTbXC/HA0eQ7QolMXddvK4PW\n8ERClBA8LG7t2rUAgIMHD+LIkSM45ZRT8MlPfhKbN28GAGzevBmf+MQnQl+WEEK6ibShHYsYklJQ\nGkud5sJWIAzd9hS10iFaWAKWPJcOFJRzqetYc6lePClIIaSFEJb62kqiwOTigSPNg6nCNFTORWii\nwERIUoIn9F5YWMDFF1+MnTt34vrrr8f555+P3bt3Y+PGjQCAjRs3Yvfu3a2fvemmm479vmnTJmza\ntCl08Yh0TBN70+tIJzmTMlomjWdy73xCwPqM1y4Z1zqtPkfhjwTlzz4NPLYP+KLyk+JCHJPetzaN\nQYCKja3HUvX3ertsQJy95zrYix0xRaLQaRKq7xvqxyYJvyuG2qEtIXizDCYn2BGinO3bt2P79u1J\nrzm1uLgYJfZpbm4OV111FW6++Wa86lWvwqOPPnrs/9avX489e5Zvc6emphCpKMSH66biX6O5qFJc\nWiLF05Vc+ZZybZgt7tdUXCpRCElxT0NiBUPwwhCyHkPV25jqPwfivZa0E2P96lqbYq+Vpsa/VPoE\ngr5xYHq/zXax2X+anD5Xx2TPF0IQ6btOij3hUN373qOpmEhxKS5M5i2OFHpLtNPiZmZmcPXVV+Or\nX/0qNm7ciAcffBAAsGvXLpx22mmxLkvGgsSNs0nsuEQUiDzSKc1QliKWlVavqdiDeDmyQn2flD5G\niBG5ciWlEpZsyJ0Q2SRR9VDSbpt6bb7XJCF48z2mScRNTpwbwuRafddJ0b9DnChHCBFJUHHpkUce\nOXYS3Pz8PLZu3YqLLroIL3vZy/ChD30IAPChD30Ir3jFK0JelsQkh+psurDlEJj29bzq7wl1rdLJ\ncVKdxcbJ5ul/KUJIKqO/lPpKTVM4anulKgORCb2WApNKTGpeR6In0brG7ylEJttTz2L0/648TLYi\nUttn2mi716F77ypL37VK9Nzh/EdIVoLmXNq1axc2b96MhYUFLCws4Nprr8UVV1yBiy66CK9+9avx\ngQ98AM94xjPw0Y9+NORlyZiJFQNfx0XksYkdl4BlPqLg5MzFNIBN7iXtuYIkll17nYZA6v375mLa\n4/FZQpKQel0Sug4C6N7PVH8P/UAs1v7Jt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AbB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\nioq0iAvQc04xn6tBx7HHfC4/5nP/CI6Pj4/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"text": [
"<matplotlib.figure.Figure at 0x10602c1d0>"
]
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 6
}
],
"metadata": {}
}
]
}
@atmosmattbrewer
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Hi Patrick,

I know this is a old script, but do you have an updated version? I randomly found this script online and I am trying to make HRRR native grid cross sections and have been running into some issues that this may be able to help me solve.

Thanks,
Matt

@pmarshwx
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Author

pmarshwx commented Aug 3, 2020

I'm sorry. I haven't touched this in years.

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