{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Python AWIPS Data Access Framework\n", "\n", "The [`python-awips`](http://www.github.com/Unidata/python-awips) package provides a Data Acccess Framework (DAF) for requesting data from a remote AWIPS II EDEX server. \n", "\n", "The [AWIPS II Python Stack](http://) installed via RPM contains the DAF, matplotlib, numpy, scipy, basemap, pint, shapely, and other packages. \n", "\n", "## Listing a Grid Inventory" ] }, { "cell_type": "code", "execution_count": 317, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "AVN211\n", "AVN225\n", "DGEX\n", "ECMF-Global\n", "ECMF1\n", "ECMF10\n", "ECMF11\n", "ECMF12\n", "ECMF2\n", "ECMF3\n", "ECMF4\n", "ECMF5\n", "ECMF6\n", "ECMF7\n", "ECMF8\n", "ECMF9\n", "ETA\n", "GFS\n", "GFS40\n", "GFSGuide\n", "GFSLAMP5\n", "HPCGuide\n", "HPCqpfNDFD\n", "HRRR\n", "LAMP2p5\n", "MRMS_1000\n", "NAM12\n", "NAM40\n", "NCWF\n", "NOHRSC-SNOW\n", "NamDNG\n", "NamDNG5\n", "QPE-MSR\n", "RAP13\n", "RAP40\n", "RTMA\n", "RTMA5\n", "URMA25\n", "estofsPR\n", "estofsUS\n" ] } ], "source": [ "from awips.dataaccess import DataAccessLayer\n", "\n", "# Set host\n", "DataAccessLayer.changeEDEXHost(\"edex-cloud.unidata.ucar.edu\")\n", "\n", "# Init data request\n", "request = DataAccessLayer.newDataRequest()\n", "\n", "# Set datatype\n", "request.setDatatype(\"grid\")\n", "\n", "# Get a list of all available models\n", "available_grids = DataAccessLayer.getAvailableLocationNames(request)\n", "\n", "# Sort\n", "available_grids.sort()\n", "\n", "for grid in available_grids:\n", " print grid" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "**LocationNames** is different for different plugins\n", "- radar is icao\n", "- satellite is sector\n", "\n", "\n", "## Requesting a Grid" ] }, { "cell_type": "code", "execution_count": 318, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Time : 2016-02-23 15:00:00 (12)\n", "Model: RAP40\n", "Unit : %\n", "Parm : RH\n", "(151, 113)\n", "[[ 93.05456543 93.05456543 87.05456543 ..., 73.05456543 72.05456543\n", " 71.05456543]\n", " [ 70.05456543 70.05456543 67.05456543 ..., 69.05456543 46.05456924\n", " 37.05456924]\n", " [ 40.05456924 56.05456924 68.05456543 ..., 51.05456924 73.05456543\n", " 74.05456543]\n", " ..., \n", " [ 65.05456543 62.05456924 63.05456924 ..., 67.05456543 65.05456543\n", " 46.05456924]\n", " [ 48.05456924 59.05456924 62.05456924 ..., 4.05456877 5.05456877\n", " 5.05456877]\n", " [ 7.05456877 8.05456829 10.05456829 ..., 91.05456543 95.05456543\n", " 95.05456543]]\n", "lat array = [[ 54.24940109 54.35071945 54.45080566 ..., 57.9545517 57.91926193\n", " 57.88272858]\n", " [ 57.84495163 57.80593109 57.76566696 ..., 58.07667542 58.08861542\n", " 58.09931183]\n", " [ 58.10876846 58.11697769 58.12394714 ..., 56.40270996 56.46187973\n", " 56.51980972]\n", " ..., \n", " [ 19.93209648 19.89832115 19.86351395 ..., 20.054636 20.06362152\n", " 20.07156372]\n", " [ 20.0784626 20.08431816 20.08912849 ..., 18.58354759 18.63155174\n", " 18.67854691]\n", " [ 18.72453308 18.76950836 18.81346893 ..., 17.49624634 17.42861557\n", " 17.36001205]]\n", "lon array = [[-139.83120728 -139.32348633 -138.81448364 ..., -79.26060486\n", " -78.70166016 -78.14326477]\n", " [ -77.58544922 -77.02822876 -76.47161865 ..., -100.70157623\n", " -100.13801575 -99.57427216]\n", " [ -99.01037598 -98.44634247 -97.88218689 ..., -121.69165039\n", " -121.15060425 -120.60871887]\n", " ..., \n", " [ -82.65139008 -82.26644897 -81.88170624 ..., -98.52494049\n", " -98.13802338 -97.75105286]\n", " [ -97.36403656 -96.97698212 -96.58989716 ..., -113.07767487\n", " -112.69831085 -112.31866455]\n", " [-111.93874359 -111.5585556 -111.17810822 ..., -69.85433197\n", " -69.48160553 -69.10926819]]\n" ] } ], "source": [ "# Grid request\n", "request.setLocationNames('RAP40')\n", "request.setParameters(\"RH\")\n", "request.setLevels(\"850MB\")\n", "\n", "# Get available times\n", "t = DataAccessLayer.getAvailableTimes(request)\n", "\n", "# Select last available time [-1]\n", "response = DataAccessLayer.getGridData(request, [t[0]])\n", "data = response[0]\n", "lon,lat = data.getLatLonCoords()\n", "\n", "# Print info\n", "print 'Time :', t[-1]\n", "print 'Model:', data.getLocationName()\n", "print 'Unit :', data.getUnit()\n", "print 'Parm :', data.getParameter()\n", "\n", "# Print data array\n", "print data.getRawData().shape\n", "print data.getRawData()\n", "print \"lat array =\", lat\n", "print \"lon array =\", lon\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting a Grid with Basemap\n", "\n", "Using **matplotlib**, **numpy**, and **basemap**:" ] }, { "cell_type": "code", "execution_count": 319, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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728l/dDJqrZqmY7WULz+IpcGEPqHVHSRpSAZJQzKo/OkohU//SGxOChFdY9Am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bP+HO+55k4IALefKVazl7+hCHYzPHRnPo4HGys/NJSfFP+1pbpLhn7wSefuhTDu7PpTrKeSRJ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\n8zj92JuU37uBgm3jV0Gnyuq0UXLzcnqOtyQ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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "import matplotlib.tri as mtri\n", "import matplotlib.pyplot as plt\n", "from matplotlib.transforms import offset_copy\n", "from mpl_toolkits.basemap import Basemap, cm\n", "import numpy as np\n", "from numpy import linspace, transpose\n", "from numpy import meshgrid\n", "\n", "plt.figure(figsize=(12, 12), dpi=100)\n", "lons,lats = data.getLatLonCoords()\n", "\n", "map = Basemap(projection='cyl',\n", " resolution = 'c',\n", " llcrnrlon = lons.min(), llcrnrlat = lats.min(),\n", " urcrnrlon =lons.max(), urcrnrlat = lats.max()\n", ")\n", "map.drawcoastlines()\n", "map.drawstates()\n", "map.drawcountries()\n", "\n", "# \n", "# We have to reproject our grid, see https://stackoverflow.com/questions/31822553/m\n", "#\n", "x = linspace(0, map.urcrnrx, data.getRawData().shape[1])\n", "y = linspace(0, map.urcrnry, data.getRawData().shape[0])\n", "xx, yy = meshgrid(x, y)\n", "ngrid = len(x)\n", "rlons = np.repeat(np.linspace(np.min(lons), np.max(lons), ngrid),\n", " ngrid).reshape(ngrid, ngrid)\n", "rlats = np.repeat(np.linspace(np.min(lats), np.max(lats), ngrid),\n", " ngrid).reshape(ngrid, ngrid).T\n", "tli = mtri.LinearTriInterpolator(mtri.Triangulation(lons.flatten(),\n", " lats.flatten()), data.getRawData().flatten())\n", "rdata = tli(rlons, rlats)\n", "cs = map.contourf(rlons, rlats, rdata, latlon=True, vmin=0, vmax=100, cmap='YlGn')\n", "\n", "# add colorbar.\n", "cbar = map.colorbar(cs,location='bottom',pad=\"5%\")\n", "cbar.set_label(data.getParameter() + data.getUnit() )\n", "\n", "# Show plot\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### or use pcolormesh rather than contourf" ] }, { "cell_type": "code", "execution_count": 320, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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V4VBLP3p61C/zKpnB8q+K+Nuc15g240Suf+BiwkCpt2V+larsJdcCiRqMd33W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0AAAg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\nL/P0Y1Wtc4Ub0X3s0HT5gVe391dTDoksnByGDzvtCRZWQKPUsH6ZSGNVIpH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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(12, 12), dpi=100)\n", "map = Basemap(projection='cyl',\n", " resolution = 'c',\n", " llcrnrlon = lons.min(), llcrnrlat = lats.min(),\n", " urcrnrlon =lons.max(), urcrnrlat = lats.max()\n", ")\n", "map.drawcoastlines()\n", "map.drawstates()\n", "map.drawcountries()\n", "cs = map.pcolormesh(rlons, rlats, rdata, latlon=True, vmin=0, vmax=100, cmap='YlGn')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting a Grid using Cartopy\n" ] }, { "cell_type": "code", "execution_count": 321, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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/jtQzSSeiLJYR50EVceC3kel+df1jm1HAQIWwY66SHYj+5xTCnv+6M6KVSgWj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/r6OKnGJHUNKac/uNxCVjQv0CGoOYPzt0c+quN/VT7Xqa5BqmgtRVrq+nb/ebdDkL3WIzeX0KmS\nUJ2zCehD/WWEUQPjUWgwSaQMTLN87JKG1nsotqtX8qGKNAA1p7O+KYkhK7ZynqvmO7g2SdOHPqjf\nvbZwTewP+XpcK2T10E8VDdukQFZbA1RW3ZC7Vg3tl+p7/BReXZME+Ti6umlpmmPIiqvu2imrgeLa\nra+AD69shp32tefecgiVF8L6U/3qU/xei5FWdf6CVeCnNz/E+he38c+/+itaRw6hVCrx69uf4Pd3\nP8vf/funOGnhJKB/+diyDUNVR5viwUXfpVKJc+Zdx22/vo7ps8ZVfa5ylrBQ94NfGkG+aDmtYLOF\nAofTfWzvsB+85Fawq1dXiGyxWGThwoXcfPPNXHzxxaG3S8YJ16RAC6cftmTU980jjLmGXIfNHeN0\nq6gQ0QJ15W8YJY4Z1d8E5WgI1QguCOtAIJPa40lkZQuBsA5AJaDYjBac6IyunJ224IXR8yex+YJ5\nvPXf67j4r98L+P9Qpy2ezMgZI3nhNy+x5KplZCyLYdNGcOCttxl3nv3Urov+kaEOMYv2eDJJnrZ4\nsmeXFtVKIKwQgMvHKWwS9WbcTZ7L/8sZr04MUcJwCJFcxS5e1wq5KlmX1ygIWSZur/NYus/VvMAP\nA7FNeJHaWqCLxKqFuEJFqdUdpzCQj5cXImbUPWzuxGP5DGfn3dcnO1PVoJcKWTal6DOZhKpdlrSL\nz1YemHp7cw7R9UxHkCK9smViJargxTmmI7UifSFuRJ1irpxVLuTy+v796cYlkz3dcP94TVC5HFOm\nW04AdIVU4m8Xia21iExMM8gENoi0itdhiWvSMNw2gfK1szWZcNkDVOIaRET7O1wPFeVPhl+hVn+g\nSysQ68kWJGGjUGBI2a/Z1d7Lt77wS6LArfdfT2NzHZl0ju/ecDf7dx3m+//9twwb1Vy1DrGeWgqH\nVeKqI5peBPLc80/hpafeYM6ciZ7fuz/wI6wyBHHtymXZ2dXN27197Ghvr5pOVkyj0Sg333wzX/3q\nV+nq6sIwjJr/+eGEIa+ResN9I9FdKOUKVvGWFJeVtuz/M0qrM6tokSjPpiOiQpUV0D0Bhj3IQVDV\n2cEms24PbIWwC+8r2L5X2/OrJ7DiB/nBq5bzL5/9Gdd86WKnslHX1k7gfV88j5/8xX8w9b2ziDbF\naZ42lI1PbHQ+11W4+5Ear0pYHSq+Xbsjle6iInt7ReqBeM9RY5V5vNIGBIHtD3GVY5vUCCew1Voz\nYdiJBz1Ag+2HrOzrdKh8VgFdk4ZaUAsZ1oXt69IFwvqf5QcN0KuwuuI+L8+xFoKsxWOe0VhV1yPp\nIbuS7Vmu7C/H+MkkNpe1tKp71Wos+/vJpDWbtoIVUUGq4jFK5b/lPaX6JcX/TuygUew/idUF5QeR\nVt10kjCh/bxGlPLFKhVWfl2lxuq2RYdakhA84NXuFcIRVxWqx1UepQkirkH5q7UirPoXNF01ufWe\nXi3yUr2ZovVrn1WJdTy27Qj/fM3POOvChVx746UYRoxD+9v4yqd/xPhpI7n1/utJaDymQdvjlSmr\ni+MUkPmFjqO854JTuP27D/PFv73Ec3t0kHmNH4IEumzBqiKuu4+2BS73oosu4pVXXuEPf/gDlmXV\n9C+f979HnDDkNW5E7QpY8YbfU36uMtwqEgcOrt3H2DOb7KFjyyqftJbr4IkMVLVtmtcBVglrfxRY\nr9atzufHQZWNROJES1CQlidvu/gB6QisfEEbvmg6za0N7HxtDwvLnqgmcOK2REeQPqtAeyZLw9hm\nTj5/Ns///FmWX3cODRNbad91jL5sjmjMvvgKUpPOV8dAyfAiZ1te2cEMqZuajFAENlYJok4ZVpUa\ne4w+SYF1/3hUNa8W4irIrhzbJJMHkG5ays3JyllkgGP0MVQJiw6DgaqpXh1fZEU0jNoqH9OgRIO3\n1+1zfLby+lUVNlnuOlUrxL6PmFF3/qkgsGGLiaT0E1NtIWtGfe0iYrp8vghpN0npTVvV1oYww/g+\nXabUXNC8pM6Kz2sisTqohC6IiB7uIVL2wx4/U5oeWjVWIMx37geJrYW0yu8BvgVaVcVZ5Qd/YRVQ\niSuIHHNDG9UkyF+wGhtMIRKxGC+t2eT4POXlD3TZ6rRyUZb8WkBYJl57fD13fP0BvvCNy7nww8tI\nxGKse3kbX/7Mj/jIqnP52LXvJVcsKusIR/KzBe+oLzGP/N38CqUEzlwxj2uvvpWejjQtreG70unS\nAuR290FQuZGcSKETDWTbANjD/jfffHPo7VXh14nrhCGvTpu9eNS+AJvKxcNnuCaftTDKpLUjm6Ul\nmfD8cYh8VqFIyo0HoNL7t5KB1v8nUNHEIIjAOtOTGFQlNhJJEC1RVp3Tzvt1hm0hkNvmCqg/xgs+\nchpPPfCyQ17tadxxWzKxOe3qM/j5x+5g1gfnsvXZbdSPdGc/yMHrQaQqZZiuZftFY6lVnX4t9nQQ\n2yK2rSdnudopCiVPNxytU0LUz3JZy0V2XapXmejEjSj19RUSqKq+Gcr97qndGhBkNQg7v7per1av\nfpFYArKlA6q7rnlBEFinEYJpuBRzM25ixPPYe8y9PHmfhyKw4I7q8xvyLx9HXeV/UG97eTrArbbm\nit7KrwofIlXViUmxv0B1CL6LxNYCDWnVeVGNWISodBxkDLRqPyyc499fhCSxfsRVB5ffVWmGUWUX\nUFIFZLLqFdUEbgIrwx1Q7x1X5Qf/eC39EP9AlqnD8FQdXbkcibLgUigUued7v2fNY6/zb/dcx5z5\nkwB45L+e5fZ/foCv3no1p507l2yhgOollbfVb/8EfaYq3mqlvxglld9PpRKcfuZsVv9xLZd/dGXo\n7y/4jFgP1EZaZeKbiBk0JxKMrh/8ZJ/+4IQhr3EjSt6Iks2Lm0f5glAs2VmvAsI6kLNViXy+SC5r\n0TR1KMfSfbSkklrrgCCSgkT6e2ALLq/rYFgG3g0CGyVFMWJ/50Q0hRnNYRQLmMVYuVjN9vT25KvX\nJ3647//wMj58xte4LvNR6uqTVRebPqn1aMayKNXFWPzJZTz2lYeJRCOc+51LSBctKFaIjpyv54W0\nFPjsvGcVmLBwgosAg/vi7HehFuv2U2bFNEbc0HpfwU1IZeKq81iKz1XPrPhfqF9ew4G6bRsM9JfM\n+nX28iOuYdcnFFmhuobeLoXAAtAIZsL2kJpZq6Iq5ivFSgKeBBb0JFYqHBWQCalKYsMQV1erWpW4\nDiC+S/VUB/mBnVxYaf/kAGoleQppVcmaaUZhcovn7OLq7FpnDW1ddWT5uMKHxNZKXHXT+flcobq9\nq1BdVaiqqq7gR55GJWH+7Vj111RZddVN70ViayWruumb4rZAc+RoF//6hV9QLBS464kbaR7aiGUV\n+Ld/vI/n/7iB2x+8gYnTR1URV3v7hKKr3z+6dddC+sMQ2PPOP4WnHv+zlrwa5WksRWUVHEYV5fTb\n4CasXrFYrUnvIrMwKQGDhROGvJpmFNOKkrOitmdLQBBXcUGQLwK5spphFUn3pEk1JGlPZ2hPpmgt\nq6/qwZJJrCCw+WLBOfhV2+X0/A3+EZXIeiYOqOs+3lCLt+Tvq6LBtLdLd2KPGT2UBUum8fzv13He\nh5e6fqxemH3xPA5tPcz8KxdjDvXOdPMjYo46Kw0ty2RTJrBq72c/qNYCeV3qui2lO5Ka4RqGbMrQ\nTa8rNtU1PBBEuoqg1Qj5AWKw1FgZaqtJ3/mVi7uwdAAuX3LQNjgPQ2UCKxRrWTm34Z+9qyWwoCex\nIaES2rCdAY8H5EIfqIwG6NIzQFH+hO2B8vB+iA5UKmlVixLlz/y6oLlI7AmU5+oJDYnV+W910O2r\nMAVass9VzWz1QnAnpoqlIKgLVBiSqYpAblWvNpJaq6C0e/Pb/M0nfsBZ71vAF7/+YXKZPOte2sod\n33mEaDTKLx7/KolG76zl44Gw1gyB8y84lW99478oFAokzMqNo1AocOt372f2nEm85/zFVfOJ0WWd\nCivQnu2ryr2XCXxnLueqc+no7GPLc1uZ997qQrx3CicMeYWK+ppTi7dUaHqUd7x5mFRDit6y8mqn\nDlhlAlugVMo65BEqRDJawpfAyqTVi+CCHVMVvq2rP4kdbPUVcBRYlcCKk1o+mdW+xu+/4nQeuHM1\n5314qTNNokw06oyYMrRvkgbe86X3aduyCqiFN+rwsxPOr/gm33hpO7PLmadhCZhu/WkfwutsS32S\nHoUuyiQW3IVBqqJVK7n169Ilr/+dJrBVLWo1hFJVW4PaSrrmVVozJg2DLS/vYPi80ZVlKDYQvwQC\n4cXKK7YL+3hUb7tMKh2iJD6USSxU7ATivXg0FEmT1+UsKkzzhAEiKDJLTUBQt11HuKtSGjQIImpO\n2saeDuqmtnpOp7V3DHDdKo6bPUGxuulSEARcRVlKgVYQ5EYufuhv0xIIZwFQIRPMF9e86WSHqp/7\nqYFey6tl+icfeY2//6sfMWnqKNqPdnPliq9zcH8bU04aw/L3zOfTf3MhhhG+lawXwrR5FTYN3Xx+\njQIAxo4fzpRpY/jj7//M+y+22653dvby2U9+mw3rdnLkcAfPvXo7M0+eoJ1fV98j4jOPpPvozFVb\n0pyRVctyoigL+QL/9Xf3cGDjfiasmO5anup5PZ44ocgrVC6eDoGVCxVU5ArOhTeaL5DP5elIZ2hL\np2lOJBhTX+dZ+ScgfKF+BFZ9T1Vhi6QdkhikvqrrBj2JHQwCW9V9qyxii+/rV6wGlYvKuecv4qZr\nf0asBAVv/3RoqDmrOshktqpa3hLqXGxQPTc6f2amTITMso1A5HZChcjWUtkehqDqjPAqvFIQvKAj\nvF7dr/wK6fw+V4mrF2n18i6L98PeZFXvqw7V6isIAisriqoHGaEEyoRJJrIeQ+J+xNXZJrXT1WCR\nWEGqy4Raq+IFnH9eJFZ+r5bt1W2D/F7JiHqqr2pLWwDd40pJsX/UgtDEVRffFWq+arW4VFawVbJa\nlTIg9kuA6ipDTWfRweu3kjSMqt+erbqGV0j7Y7FzD5f7Ezj3fMHH4ujhTr5+/X8wZ/4U5i6YzMy5\nE/ir6y9m7NQRFN8lEX8gBPYvr72YH93+CO+/+DS2bzvARy/5BivOWcB9D/4jd//qST77yW/zp+f/\njWTSvrYLTqPaCfLFAj15m7R25bJ0ZLPs77EbgHhdfzOWRalU4tF/epRIPEaxWOLQsc6B7IoB4YQj\nry7Eo5UhPA8SWyorr+boRtLdGcy4ybFUH2MaG+nIZmmKJ+izsqSMNImopLgKRbLcTlUlsFbR8lVa\ndahFfZVxPO0EXu1jo2XpRKiwRtRwvLDgNnqTitM6rInDB9oZM8HuJBT0UAA2yZHjqGqBl6o2ZsF4\nV15f2Jw9v/B+PyRNA0JWtOcVD6wMP9IQhqzq5qmFwFo5K3A9QaRVO49C+FXi6ncTVeeTj8uERROq\nHlr8ziNX8VZe2AYqDxygqubB+04lsqra2B/iqi5fRr9IrM5OJX+seCYHC7UMgeveE9+9QVJdTaUw\nSbYz6GwFst3jHYMcpRaWyHoUG8tZvFAp+JNRyzHzK44Uoyx+1z7dSExYu4Af4TLLHSp1UMWTIOLq\nRVi95hs9aihv7Pmlss5KgyLdEPk7AR2B9YP43h+87Axu/PLPeWPDLp54/BWSqQS3/uDzRCIRPvUX\n5/PHJ17jxq/8nO9+/6+c+WROIwtWIpFJENc3j9rd/Ka0ePvQ1/zkGTr3d/DB732YX3/6TvpEx7sy\n/p/0vMpwnvDxeTLOFcG0CxnyeTvapbc3h5lI09GQpD2Tpi0RZ2SdRU8+S52RBQOHwAq1VB5WFwQ2\nDERqgQ5CfVWtCrVisOwDXgTWzwerYuLkERza08bkyXZb10TMIBkTw7wFktLwglw9HpbAeg1hi/fF\nUHXayrsu0rVYB1QPpaeCKBVAyBmwgsTWShyhfwQVKsqhWZ6/luW4Cs6U+VTVVZfFWiuCFFc/6M4N\n5zySjpmaeuBlHxDHSCWw1ZBsHqr6WrVQd8wZVA/31gJheVLTD+wVhFiWWjwmKTR1tQAAACAASURB\nVK5OekXKqPJMen1/r21U4edPlacBxTfroyxWfbXyiIYotFPXJ/YX6Em/TAr9tnVASQO1EFnFBys8\nsHKnM506rRaFgtv/Ll/7nNi/mO3nFw+OIts0zEO7fD31Egf8iFet6Tz9SfPpn7rrLlyyi5dimFG3\nZU4m67V2rgrT+cvd5KCyH9WHANHRU952I2pAHD5zzYX8+N8f4Qe3f4HHHn6B2259kL++7jIikQi3\n//j/sOyUz7Nr50HmzZ/KvAVTmDVnEpMmj3RtU75o0ZXL0ZnLOcR12wG7FXpvPsfcEe7pWxJxnrjv\nFbb+aQuX3HYFZtIk2VJH55GuwP1yvHDCkdfAC6Om8lb0GDdnDKW3K0OqIUN7k1241ZnL0ZTL0pKw\nMIsxwK3ACmInhtVVRTIsZOtAfxE2kaB/y7bJiviugMtGoObfqpgweSSH9h51fmSJWMHtezUq+amO\nX7VcdCMIrAzdhVQlor35HPVm3EVgRf6nTLZUQitDJqwuIgqQdofquwicRLp1yFCb+inIk5odGzS9\nTDrDEFfV51m1Puk7Vn3nfpDWqmHLAYSbyz7kg+v2M2q+3R5Wd/74qrDKQ4Zq+VD3YzyhT4oAqoil\nSjDUOCOv4ifXMoXfU5N+EDei1Q/tXkRW8d6KVrUu8lofdw05ywiyu+iIq7w/Ar+nQlx1pLV3exv1\nJ49w5tGf49U2D3kbg7YliMgOOCoLwhNZSYWVCWzc0D8wOeeKnC8ddz+8V9ULSKRzMAozZcjkTiZc\n+uY/lfU+98xGztB02RLQ+V77m/Ljdx+TlcfBajwESPvEcJFeXcvaYOuFB3Et49OrLmDxnM/xz//y\nF/zqv77CitP/D41NdVz64bNoaWlkzYs/4Lk1G1i/bgd3/fJJNqzfQWdHD7NmTySeMMlmc/SkM/T0\nZehN50inc+SzeVJzR9L83mnOPUMQ2KlDGtn09GZevOsFPvHjT5Ic1kDaymM0J+k44rYN/D/teZXh\nXMjBu/NNrkApHqVgVRTYfC7PsbRtHWjLZBmRqqPPykonRI5Y2ZcaIQERXAQWKiRWoKh1W1VDWAdq\n8b6+kwhrI1Axecpo9u066uxDkVeXjFW6bMkNAMCtwgrIMVm1DN+r0zpRWmZ1KoFuOkFcM5blsgC4\nYrvS+uIHEfIttyoVr2USK0iSDqryCXoiK9+YgoirSp691i0j40PIZXjlusqfVb2vuSj7FcZpt68c\nuZZTLvrOcdbYN/y8r2EJbAWVOLO8pLKqiqwa+C+UTZlk+OUBq8qi3BgAqFz3QCFGbsIKuNTW+pTh\nil5TvZKub5oQ22f/rxI7+fuGUVvVeXXkXt4PZsLAMGPOsVAf2PI5CyOed+LOXA1CFHVc/lungMvf\nQ/ddXQR2ALFkoeBDYLWT+9iRwNtiBe66gKAYwf7A3Rmq/3TCO6j/eGyzm8DKKqxIVqileEsmruL/\n/tgQxENAUMLRmFFD+cAHT+NHtz/CjV+/il/f9zW+9937+PINP+XMFXO57CNn8f6LlnHZZec6vOXQ\nkXY2vbmHTDZLMhmns5jmUD7N9o4u7v3Xx+hu76Vh2XhnHRnLImNZTB7SxJGNb3PH1+7npl9eQ+u0\n4ezv6SNt5Um21nF040Esywps5Xo8ECmVwsVPRyKRUthpB4KhXzrL1Y3GN/MwHoV6A+IxIvWGM0w2\nYlgdIycOZ2prK1Oam5k9tIVxDY0MTdZTZyRIGQkS0RSxSDPRSKNraL5UylGUAv19u2NpLAFRUo7K\nKchrLdYB3foGu4WsIK8C4vuWSlmK5JwftjB554sFHrp3Db/97xf40V3XO2bvrlzW6Xnckc06MRoy\nYZHbyQqCmc5bLhXUq3DIC7UoCSpptXKW53C6Gj2jrkfcBHQFZ2LZQJkkeW9j3kU4KwS2FuIqIK/T\ne315V6FHcyrpCjQX8PKv1oJalFddYUDVQ4rmoSStefgA7+MioCP68v53fa4QT68MX9nLrB4nVZXX\nfS5ImVz1L/8PUu6rs2J3woGfRUAmhHImqPxbyOfypLvdJX3y95W7hEGFCPq1uQ1LXuX9oiOv+Vy+\naj+p2+JFqr0UV13ebr+Ia3/8r870bqKqO57yA5J8rnkVbg1N1VVF1elaa/uRWDUlRCZmCc1r3TC3\njMEin145pgOZX/bbCh9sTz7rpBSJvFcvy4CsQKvD/35eWnV5Yj/6Ka7qftz81l4u++BNJJNxrv70\n+/jox88hHjf57aMv8MB9a3j2mQ2sWLmASz+ynAs/sJRUucW4+P77e9t5bdsebvrsHUSaEwy/ci6H\nD9kqanNrHWPGD2daayt1R7Pc8bk7+eptn2bGsimOP7Yjm2Xz5n28/IPVtOaa+O53v8sFF1zg2xGr\nP4hEIpRKJe1CTzjl9di/PgNA8q9PDzdDuQJYVHCalt20IN2TqSrcEieNfZLkiJAmSqPLWypaq0Kl\nmAuqSaUfIVXVVzHvQPyvgwlZfYWKAiugphCY0RgTJ49iz64jzutELEZTPEFXLksiFqM5kQCy1Bkx\nh8QCVXmqcgSWHzkK8scKeA7rS0QzY1n09GZcN0OBvEQozLgd82XGDToUkhcEbUh+CAglUEdcVbKT\nlIhmLS1R1eFieahRbtOr8xPDwLpzhU0O0MeZ6dV02Uagax0rq8YyWdM9BMhquZwkoarauoI7Qzl3\nqpddiw3DO8JLVmHVFAFHcU0avgQH3OePU4gYtzBzbktBPpcnJXWgFOTRLJNHlxJtVLe8rRWimFD8\nDoIe/lSoLZdl6IritB5jqF1x9bUHeLfpddbVjxxYGXmlCFONLFS7EwoLgYg/0nUldP72aUqgvvYu\novInrrUWRPd3HnV+QeCC0nYE8dQRWC/iKhoB1BItpiOuXqRV4KSZ41m/6ec8+8wGfvXLJ/iXm/+T\ns89dyCc/9V7uf/Cf6e5O89ijz3Pfb1bzN1+4nTNXzOOSD5/JnIWT2Lp5Py/9+S3u+dXTzLlwLqM+\nNJvtB+17u/g9ZPIWR9/u4PHrHuDjX7mIuWdMpzOXc2WqD58wlAu/cymXZN7Dddddx6233sott9zC\n3Ln64rzBxgmnvFatd9USf+XVLCcSdKWJTGwmbkQZ0Zpk2KgmRoxsYVprK1OGDGFWawvDU3U0xRMM\nideTMhIkY83EIkO065XJnUzsgiD8pKr6ar8XjryGVV8rTQhqTziQ5wf7O4r16tTXY0e7OHXOX7L5\nwF2AnQ9nm74r6mu2UHAprfZ0FSIrcuLE53697b3UtUPr9zNy3ljntV/HJ53iqpJXFWHiaHyJtQep\nVNcZZC8I8rfKCnIYH61XsHkt7VwFBtND57Uvt72yg7ELx2s/E/A6R8A9lKr1VyvHqVb7hQwd0Qqr\nluuURVVVVIfEdYqmn9oKuLowCQTtF6/tBAK3VVfIplNfs3s6aZg+1HN/qesEbyVY3kcCqk1Apxq7\nRvgGC0HkFbTqq5/yCv5qtRhVAbeXH9A2MJAV2TqpG1dS8bQKlVW8J7/WdaJUCZcRNVjzp/WcuWJe\n0F5zIaxq60dA1eXpRhWhcj+T72VCgZUJKvgTV/d2eVzjNdGbKnGtVbHu7Ozl/nue5Ve/+D0HDhzl\n4594H1d/6nymThtLW0cb//3wczz0wBrefGM3U08ay6hpwxmxcByJk0ewte0Yu/cd5sjuNjKdWeoj\nEWJWiUOPb2HGe07mA9ecQ0siTns2R3smTXvalmnEyN3tK24hn8/zwx/+kBtuuIFvf/vbXHfddTVt\nvxf+VymvKhIpg6ysSng94Vsl+wJUfpq2cjZpSeftYezOXK78o7OfjMxijFI0Cx4qt84b2h/I3teB\npg94rqPfEV3VObCCwMoRGwAjhrdQLJbo7UzT3NLg/Lia4tCVs5XtbKFAQmklN9iIx6pbHnoRFy+r\ngBd0BSy1qqlyVJMMcbOpdH+qDI0KBBFX1SIg583WAvGd5GI4Ab/iN2f+QVBk5eXI8LIJ6JIhZB+s\nLoUAcCmxrm1XljfQxg8y5OOnU8v9H0wq/lOZhKkETa1OV20NcjyYEbfPyaRp+EYm+RFXGUGtZVXI\n25q3ilXB+152C/X3KJqAyG2VdV5kCN9+tcpy4Ec6fTqJDbTgy4+46iCr1VCxBon3O9KVM1p+cKk3\n47SkkrYyWyi/bxWg3PJT/U3rSFst8O5cOXheVnVZFT9rWPIrF1hV1FbdfUzsA3skN6hgrfKeaPeq\n3/7K/P0hrlHitAyJs+qai1h1zUW8sXEnd/7i96w884vMnDWRj33yHIaNbOLCS5ex8PTpHDjYxu4D\nx1j3y50cO9pF97Eesp0ZiEWI1cfpa0pgNiVpWTKOupUTeOXAfsY2NnEs3edcP+rNOD8/798AKJVK\nPPbYY9xxxx3MnDnz/y/YEqhPlZ/QsewLixnVPyGPsse5xBN1PmuTlmPpPlpTKdoyWcfDI56SiuR8\niZ+2Qj8kie0voQwL1bc6EAKrLi9KvKpALRKJMKlsHbDJa+XUsXtHF5z2ckFIW+HzWVX49bxXPY9h\ns1nB/4asEhuV+KiQh6pVeJFY9XMZXiqr101ehZkwtOuT0xzAOzpMRyjVYclaiWwQcR27cLxLWfUi\nsFBtI5CXL/upVSIrTxdkLwj7gKBTOtU4L/W88GpjG7ZASkcIxXlilu0PKoH1g85HLSugYp0qgoq6\n5KIkUYTUMH2o1msc1KlOR2Dl7RDTiG3127Yq4qkjsB4qqQN1+YLQhlBza7EL5LOVrGKx3yod5fLa\nURgRZiRGX47VJ7Ue2YwRo7XcIdVtG+jftVoe+j7n7IWh5pEjKMMWSauoRbFVY7Lk/zOuiCv5fpdw\n+VTtdVarzm7rnb8fOMgm4AVdZOfsOZP5zveu4/9+6ws8+ugf+dWvnqC3N03j0HoaW+tJtdQxYeEE\nRtdPIZ2IcCiSI1PI03as194GI0p9U9K2TuUL9PRm2J6vWLAevuinzrqefvppvvzlL5PJZPjOd75z\nXHyvXvhfQ14Be+C8Jw+9wfPlsvYNP2NZTsetOiPmKITCoB2LpYlJJ4A8zC/7YGWFEsKRWF3ywPFS\nX+X1DQRyXJf6Q5o6dQx7dx5i0SnTdbOW961FthBzhl0GE7rYLbnwSyatOuUoDAHxIrEub5kPKa7y\nFXpMr5JYdR3yZzJxVQmrH+kWkKuV+3rStkITN5zuYV4EViaTapW/Lu3BS7ENQ2yruqhp9llYAquu\n04vI6qarUmRDqaXu4+hX9CcvV21j616H93FVi48qxK1ybgiCo/pIezyaVegIa9hYNx3CKp8yvB7C\ngs5x3brc9oRKoZdnhm8QlJxWZz1CUdZ5aLXLcRNjXaFWEOTjC+EfrKycRd5J3aio8ENTdeUpEo6n\nMekUHtnLFlX4ckGSjtQGFRqBf0Z6f6brL8mVEaZFrajzSMRi1BkJLWGVleZa/bm1EFevfSNzi3jc\n5EOXLud9F59KZ67PKbLuymXZ2dXN2719HOjuprOtjVxbtythJZ+tvk48fskvnL9fffVVvvrVr7Jj\nxw5uvvlmrrjiCqLRd7Zl2QlPXs3yj9q0ouSsKKV4zE4YEIhHocGEwz1Exja55s3n8mTKle0d2Swt\nyUR5iDtOvliwfS8xN+mTiaZayOVX5BSEWtvGVhWIhWxYMBAF1s57rURnqReFWCxKoVAM/JGJqBBB\nYhMFy+mbLIoEwsZkqdPtf30vrXNGVxVkQXUFNQRf2EVkkRpjFFQ5LsOL2DrqWwgSq8KLfMuRQTr1\ny+vmmbeKmOJ7SsU4HWTIWJZzA/MiqV7HS7YQCHLpF4+mW5aOuIo8Xz/IzTDAO05Lt15dcwPdcLrf\nsZMhK66CuDrbKRFiV0GZRGB1MWt5y/+mrOs4pVNh1SFmv0IyHWH1O/fVoXuvgilZDZX9uekd7TTN\ntHNejbi77XIYeBFeeX5hNYDqfVaVqxuy2UAJyOaL5Cx30ZU6XRWUmDOxDapHWOcPDoLfCIyq1toq\nreVUobuQTJA0bBKrtocVkJVIvyFxgWdWr+OslfNDE1IZg0FOdag0LrCoMxLUGbb3Vdy/ZD+rH2kd\naBGZvCwIT9ohuI4mShwjWqDOsKcT36s1mSBjWbRnbJ+01WCR7s4QT1AVr9dQVuoBNm/ezI033sjz\nzz/PjTfeyGc+8xni8cr2/v85rxrEjSh5I0qu3qjkvkpdZdRSsnzZ9yqsA0nDcKmvTfEE+WLBjocq\nNyfQkb5aCKyuSYGOGB9P9VWsU2xvrdBlvwrs2PE2k6eMdl7X8qMdUt6UWtvEqsgWClXE1Yu0qhdz\nrxuio1Jl9TdNXfVzpULd8FRPBeFRSaz6uQwvtdUrKsjZngA1ya3QZbAStgpjxk1oSHKMPpcKo2vs\n4NeaVbYgpA1LWwAWxuOqU1yDgta9SKy6vDDdubz8oH4k1qW2G+6/U5rPqny4mu+UlwiX37HN522b\nlGmpqp1ChMu/BdlCAgPo/BYiB1d8JqZXi8pSDUmMIxlaWhrI5O3UA6itYE4QXj8Ir6wfnHuIF+kU\nsViCfEokVn7tmUeuIcU6nyuEa+mrI6p+ucJexDbflsdqsDTJBDGSZbU1CIMZ9i9jsEirrqBLbpcq\no86w/+WLBRd5DSKt/fHwlkoljh7tZP++o7x94BiZdIF8vkA+b9n/clbl73wByyqRk94zjBjfuPka\n4srDqMxDClRGUc2ozX3AJrFtRpaWZIp03qIjnSHVaD/IqLGKdTETa18Xq1at4uGHH+aGG27gzjvv\npK6ujncT/2vIK1QuiLl6g5KUdQhUqa5g/2DzOYtMvFp97crFMaMGKcPuuOVHYGXoCGwQdGro8Saw\nXuuVoVokXN3GNKryrh0HmTplgtNSNowxXjzFduUqBBZ8lDzpYllJKcg72bAts0dVNRtQkwTUQPO4\nRE4hmMSqlbwyqjtYVb9WC69UEisQpOqpFd4CYYirpwJrFJGJjSjyEJ23MlaFeLryUr2OV95yvJQq\nUqZRIZQhUgxkoilUV0dVl7qseVoHFBIrtkFdvi5eS0ZQ9y4vCEKqZujKbW5VAiusCqrXVjQQyFs5\nTLN6OFpXwCXDS4UNCrzXwcuiouso5uU9FcQ11ZByqTlTTzsJUPKY4+HJa4pyfqVHWkQ+l688nEpK\nti7r1d5oTU2FTEh15NT1uWZ5KjRtfL1a5w4E4niFPd7H0u4+9aKtrIB97uYYEo+TiBk0edxazGgM\nq2i5yN1ZK+cDNiH1UhZVsho2RSAIQdmwautY+z1vP2ut/tRnn9nAhvU72L/vKPv3H3X+P7D/KA0N\nKcaMG8boUcOor09imDFM08A0DeJxA9NMuF7v3nWY++59klQqwbWfvxwzVk8U7+2IRBKY0VyZqBuY\n0UK5yDqnVV/Bvm/Fu/J0vrKPfesPcOD1vTS01vO5j/8lW7ZsoaWlxXN975TqCv9LyGvciDqtAXvF\njTfkjzufy2PmDE/1NW1lwcBFYIn8f+y9eZgcd3U1fKa7qrp7ejSakWRbki3bkm2872Bjm0W8OKwh\nAX8BQiCEJYAhCzsJLy8k8CaGQEISdkPCFowTIHws5oOAsWWwDWbxLu+ybO3r7D3dXVXd/f1Rdatu\n3bq/quqekSz70XkePZrurq6u6q6q36n7O/ccYXElpuwlge0HUv8arO+xqcLmSRn4dk1M7IPvd7Bi\nRWwtRidv7JtnPpwq5UADWy2bM7bziKustAL5FcoAfspqBtCrTlosa/J1c4oWgXSl8nNMJE86FPRr\n1cRhIjnRjV/0Ol2ovED/piRvcRInCZ10cSANrdy/LE1sllUakF+lN+lsKZY49XyGPyzBpIU1QX5n\nJuLKCSwtpzaQhf+T/7BNEhGhp9S0m5yQcYsoOZXv+a5KjmRCGMFUtcyLwo1iT/34homONyD4DrjM\nRJ7rHLkzNuE55LObR34eRVIbFmpgTNlSCayueY0sHBcB0l1Au2ZxaG4Meci7QaceESAOOQDIVisY\nr1pVP/T1RkRg6drvMQ/V4HFaUsAJLCeskqwOGkjAIYMI+LZK5PnVDtpU9d73fAHVqoPnPv8pOP3M\n43H00Stw9DFH4JijV6FWS4+/Gh+4/dZH8NGPfAk/+9lv8f4PvBFvfsvLMD6eLthJlFADhoC65aDd\nbcIulTHvt7F21MIxI0tw4tI21i0dxUM79+OWjffiwVs2YetvHoU77+KEC9bh7Gecgsve9QIsPWoU\n73vyB/va7wONxwV55Z2lqFmJGEWCv3UavZVLUu+lATar+gogQWDLcFK604USWJOuNngtXYXVdK/J\n1wf//CKQ1ddHNu/D2nWrUSpV0eu1E44EVnTh6kQmzVxPVIlcHix1Gkoa2ZMHrEZa99+xHUtPPcrY\nxCTTingzi6MQ1yLhAICu+5P6QL4MNUdoJLYIpB9topLMiAwnMFqKkHw+CT+I3lSaeDjR07rl6bxq\nzgXHCJcgaJBV2Dzi+uitjyb8fAG9+mqq7GpV2CIoSmQ10krPc+IqpQq8qm2080J8XFLDUfrmA4nH\nDpMYyEqtvIFJIq7OaRXWqNFpwEqgJLB2JXkebb9tK8646EnRY0lkgeR3lYWG5WIKrbSnMu1XgVSu\nlO2VrLSaiKom7SBnHE542d8mWyypvzfBFjNKeTARV3Ki4JhoNtX0vaploel3Av/usCmXpqJH7Epo\nschkKSULXreDX/zs7qj6CsSkVfqucixG5dUTfq78b1lZlUTbRFr71e2+53+/Av/3b76Cd737lcam\nJlNa540/vxUf+fAXcffdD+Ed73wtvvjlK1Cv9zddX+oFvKZarqBTmoVVsjDfauLuXz2M6669DTdc\nfwfuv3crznjyOpx78Yl44auejmXrlmNoaKjveO/DmlcFnMCaOjtTaSrt+G4fc8D+sJmCqq9EqOxS\nObiGhwS2B1dtjlrMCqyEJLAacS3atGX+jHQVVhJp0z5tfngH1q5dHS6TdCTgfrAagQ2gb3fRaisl\nZPleB/NzzZS9jmaazv/ng6/MetcSiFLbCXPjimb1I7WFdp/V14WgGHENl20H+fE0/Vq1rAS5zKq4\nStsukiC0kCZ3GuHkr0Xrzwgb4OA6WE6M8yBdCbLAySUhi7TS+oEkcY0+2/C98psDeo9PbhSM7HlW\nF7aIjiVov3PKC5ZVYTnJDchl+nsuYtVlumEyLxvUlqOKvRsYn/Obj6plhcdhfD0AdD20pilu2cGN\nrjaDkYjczQMRV05YF+jnCig2Wwx5xDUhLXH9xHJFNP6mKF4OTeM+iVbqGNcQp0x1Qp1l8L/f66ZI\noykwYBBItwBaFz3fTthemf1WOYHNIq2m5E0Nl1x8Dvbs/gS+990b8eKXPCO1Do4Sauj1evifH92M\nj3zk37Fr5z6856/+FN/+zqdQqaSDj/JAcsChbg8bN27CT679Oa679le46ca78KST1+B/Pft8fPiK\ny3HhxSehZJfR9NuYdhvY25zH3uY8djTmsbMxn/9BjwEeN+SViEmj6UcXb64Vstaw6WxBYukkJ+eB\nnY256DUSZY9XhmF3y6jkFBgOJIE91MBtwTZv3oG1644WrwfVV55cQn9zAkvi90o5sFcJBqeOelfH\niev+5nxEloiw2scsiXLYZYXIlLhDrweVn+Qhr3WJGwkTsjuvZeWqSMe0qQOfti3dea1EdCoJQ0Xt\ngOxKsjpMVe8sjarJ0J8nePH1AbEbAWAmkPw7GDn1CPV34M9Rkxgha1AlaO4Jcj0SGonlz2ellHG/\nzJbvq/pXWYUFELoDxBVxOXVP10CNhLVZ1KiUDXBC67JigLxm9msnlddUFv1tddGYiY+g2vFLsG1m\nJiG3kNV007GoPV/3g++x5fmhxCd9U5MOJjBoXBeZtBIoTIeDp2gB6SqpBD9nJYmVMGn95fnKb7ay\nzr3oO6bm2ZHg9TiNKk7hIvL65EtOjnSwJtJK9pWDBhiQbysnqtwpgZ7ns4BFPWztUjmSO3DSmSX5\ne+jBh/GJf/0W/uvqn+LFlz0DT7ngVOPyJdTQ6XTwzf/+Mf7hH76ETqeDv/7r1+MPXvp8WOx36Ye4\ndjod/PCHN+Gb37wGP732l6hWHTz70gvxJ695Eb701b/FsmWjqVRN+v7anQ6m2m1MttrYMTtb+DMP\na14Z+BRwo+kHF+xGeDflBPZZpk5NrrUCgOZcK6q+TrXbqFllVK3kXYVVslAtV1BCWoJAiDSrzIUA\nSAcHZEHTmx6MJq7gc9xU9ZVDa0p7eNMunH3OyQk3Ak0+MKhOSUoFiLg251rRFDof9LjeLmsKPaX3\nU/zrpC+nRij531z3avJdLeIXK1G1rQQx9FxPXd6pmNdf1Nheg5yeHYTAcnBSyCulkrhKIml6Le9z\nZDVWQiPM9HmmGxYgJqn8xkYSVwnteV5tNQUrRN9XAfKVZYLfYxrNdnheaIRWkxlokCQ4K/1L29YI\nTR/1mpU4l33Xx5QSW8yr9TXLVo9HmQ5HzhdVO/C0tR0bfiXZwKl+byZ5wCCk1dZlAtF6xXMpe7EC\njaMmTX5e4AMA1EbiJmMZfy3PNy11bcqx0udpqIONiSsR2U6CxNL/0TZ2Y8/14LEfFj36bCqMSJck\nr8nflayiaLuCx2YSS81n9HcR3PLLu/Hxf/w6bvz5HfjTN/4+7tj4daxcuTy1HBWHXNfDVV/7Dj72\n0S9j2fKl+OAH34wXvPDpKJWElLAgcd21ay+++O/fxBe+8F9YuXIFXv3qy/D+D7wZJ5xwLIBg/OeS\nQCKufvg7kBfsRKuNnY25VCPfoYJDnrwCSY1SVGkILzY9AC6A7rZpVNbGXXBaowIQnIzbZ2cSz8nk\nLbs0i/LQ0tyDZcE6WAOBLYoFNY71qYHdvHk7Lrvs2QCQIrAA1OorwO+GzSRE07gC8cWSd9w3N09G\nVfY83Sc91irxNCDQxZunzWi+octrw9iP+czqK/dfzdIIknSAd6fT90Dgg5OJxPIbM76fpoqsBpIN\n2K4VOQ5IEHEgckAXM0lgZdVVwtT8BaTJ447bAz9f47qEBZasnmZJA/q1mNee+QAAIABJREFUa+Pr\nNlVotaqrCfRdSl/ahBNBSL44ovRAuh66XbM1kwIToTXd6PUDk2xBe871u6jXLHj+PKbu2YOx044M\nPF9DKU+CyIZVviL2a3T94E4knuslk8Gy9KzR8wuosvaRlqW+3UBciyTx0XVC08onCznNBIHVEglN\n7g3ycfCdB+uigINhqxw1exGZ3XjLQ7jo6aexiqyVGQyQ11wll+PEVeurkOMPr8LydcnPM1WCpctQ\np9PBNd//GT7+8f/Azh178da3vxJf/soVqNfz3YiefN4fYvXqI/HZz/0fPHP9RQMlVPV6PVx//S9x\n5ZVX49qf3ISXvvT5+O9vfwbnnXd6vAwrtpGnO+0jEdc5rx1VXZt+JzqniuKw5lWgXrOY04AF1+5G\nVllUdfUNU2Mc5DzQAqKcXiAeNOikqlkVlIemUUIt0ItkdeQfAAJ7sJDlRCD3Y/PD27F23TGF1itj\n9wh0YSlyMpj0n36nCwvFmi8AvaoRaF7DKbOw0lOzLYxXgwuNySqJE9jENrlx0ws3RO8HvJJHmr1o\nmxWHA8uxgmarth8YS6ccFpKQzSEaWp6PhpVsHlKnZhmB49+FNv2ofo6h0jrIcdFSqpdZn9/PhTiv\nSaiIBjBatlxGq9OJji3TTZIGr+2j0fITkqlewy/W6a5U+rhnqUZogf4iSwFz9dV0bk55gQXY0HQL\nmJhP2GkBsS69NlKNb/SawW/StPTvia7pXJcdzYywhC3XLwX77ZSzG7IWUSrQDzhxpetUUWjNq0Da\nZQRoAiM1zClzKEVS1mzXwpR4L50PSYeC4Pntc7N4aHoqQWjJ/F9DP5G0krhyohp7tVrhsn60/kFj\nb4GA+JVQw4MPbsF/f+sn+OpXvo+x8VG8852vxotf8iyU+1j35s07cMuvv4Hh4Wyiq3GF6elZfOmL\n38KVV14Nx7Fx+eV/hM9//u+xdKl55jhaX6+NLtyIuM77cQIXNeQdynhckFcgtMta4kS6V2mvyqtx\nWRUEOjFbdvD/jtnZBHkNGrgasKvl6GApoYbSUHAwaELtx1IHuxiflVeF9TwP27fvwXHHmSthmthe\namg4+iERlhN3QlePj6vrNJBnd1MHoMGRBkUyYK7bDsZr1aDBhl1wiGxIRCRJ+QxK6iIvTakx02JA\ntennuu2gYbnRMUoeoNIGKNiPMDUpJLJ220+4cZA2lktrJGigt8LIyMTUNtMf5lUVTc1MEkWkAbLq\nKkmrzHXXbK/yPoOWz9O8aigSeZsH6bpAJLbuO5hqBg2KzdkWGg3XTFyLEKysTnggtIZKmvD3FGuo\nLC1t1g1kT5DihFXV+DDciZbaee9ULDTnmrAcC8Mjtej4NEbuKoElKc/n0LGmgfQs3kGB5vuqgBNX\nbTaDXxMkNNcVILheBnHrMYEll5B+k9X4OEo3DTKUg1CzbFRPPhKbpmZCqZ7FqrPziQQrntyVh6zK\nLelZY7Iak1hOWvnnFZUqbNq0Dd/+1vX41jc3YOeOvbjs/3k2/u2LH8RFF51VuGrKx9uRkWHMzc3n\nklcgKfH77nd+ir/8iyvwtKefhy/8+wdxycVPLfz5vOpKxJWqrqRllrMYRXBY85oBTmKBpLdhUXiu\njzm00GIXw2q5jGXVCirN4GQa9tuoWbHNxBAc0ZW/eFZafUXHLsBxgA5YUxKYCVu27MKqVStSSR5S\n4kB3cB77P3lX7KPV6UTTS3SSaO4CMniAw2jAn0NiqTmpNlJNEdexSiW6sEbkzSqnmsqWY9g4bS4/\nCyhmjxVVLBTyx83sycuS1ktklhNZjcRqxvEaKKxAkksisZK8anpWjiwdqXQwiL6LAlVMeTyYHBy0\nz9LQL3FdKJLHmNnSy3M9uG0/IiAqcTXGkOaQpAGrijx0j/+6hbr3DctRzGoDyahUu+Uz0/451Eer\n0c2nBs02D0j2TSRu6vj+LAaBldedgkSVgzuhEHGVGnwtnCV6rBDXxPWyGdiueX4X9fCpvAht3Yqr\nGXkRt5xY7qIlpksbOXLiGK84WFatsOJRMvigUi4bpvKTTViy6kqFkqyGrCSBNVdJSTLwyOZd+P63\nb8a3v/VzbNu6Fy++bD3+8R/fgac9/dzcKmuePK9er6HRKB41v2vXPrz1L6/AnXfcj69+7SN45jOf\nEr7iIrCpT3MJjTN04aLptyPium1uBrvn57F9bh47G3OYbLYOWb0r8Dggr1v+9jqc+rHnpZ6X06Te\nlim4R4zErysEhl/0PJpWcizstywsq9WwY66BarmMvc1ydMIQge3BTYcXFCCwRbEQ+UAeUZZpWVkk\nVkMgGYidBqTYOwucuE67bnQ3N9l2I0NsLYBAWjER/K3TcNYsTRm2S/Cc8HrVQn20GqX75E1v88Gi\nZqUvTKTDCz7AQssJoi1pmzlhlZo1PiAlOqwNd7cmM/vos1kyE21DisT24dUp77J54wz33gSS8bx8\neeO6DYRVfn7VtjBx985E9ZWnkWU13GnISswaBEWqrkToW52OWsWX28SrsA3PjaKtAQxWcS2q23RK\n8bp4NZZe46TOKSdeT0WjDoJds8DKJeE0fiBdaDeTdlJEZqdm3YTsRTueTY2cJkuvRLS4JLB2qTjJ\nz5JZiGhYLsnImi0i5FnV5ZFWo/a94cJu6wEuQL5/LLnAmG4m+PbT+czP0/FaFU1/BOPVYNxb6gDt\nTllUTJMEVhLXYJks6654VjV+rhy9Rn/LFC10gJtv2ogbfnI7rvvJbdi5Yz9+/yWX4O8//EY845lP\ngWVZueNn0fGfKq956PV6+OpXvov3/vXH8ZrXvgRf/soVqNXSvtqRtjWj0NXrtSPiur/VwLa5WTw8\nPYOdjXnsmJ1NkNYiBQXCYc2rwL3v/hEA4LzPvZg924Lnu9G0qNcJLkG8WSW6yFXSuiE68T3Xw5Rj\nRfKBHY35cPqiEbzeDeLUhtBEWTEnziOw/aAoge3nM7SYV/la3kn48MPbsHbtMYl18X2WkgEpF+Ba\n14lWIAQvSlx5VcCpWNEWZFUQufOEbZUSxLUf/ZhGUqhpKf2hSRKrBR5w0pxKYjIQ2KzqJV8nkKwE\nBwNK8G0ZZGURLCZFkOuh7eWd39pvNieCDkwdzBpp5b+xZpie0LPy/WWNb7K6I7/LVJLVAGRW+92L\n6F1N2rEipNoLZVKqxnUxkp24PICTnH6I7EKqll6HWVPF6+kBaIekr02fj5j4mZwPjB8zqH51kAYs\nU8U1x2UASDaTcgxCWoHkzCTZovHXqAprW6Xc6GAeN+u1/aSX9Zz+HtsJGg+bLRdzjRbmELgVAMxP\nNjw/quVyopFKElgOKUMLiKgVFkvK4jX5ONnjAgSkdeuje/Dza+/Chmtvw00/24h1J67C/7r0XHzs\nXy7HxRedDssqh1ZZ+ed8P4Wr4QKV182bt+HNl38QE/un8YMfXolzzz01d71m4uqiCzdBXDfun8TD\nU1OpZvZDGY8L8kq49fLvAACe9rVXRM81GqFN05qlgRYWSBDX6K4yvCBIY3X6v+EFZtnVcjkMMLCi\ng9wulYMKLGqh6W92Gpa00uoHi9nAlUVcteVMJPbBB7dg7bojlfeliZXe/RnLBZqhELzpeykSVAS1\n0FEiSlwT4Ho5AKgtqRobH9LEIfjesyprcuo8VRUNSSygNzARaQWSHep82pi2y6QN5dPkfN1Rs5cT\nVu1GarCcpOyiiJG5BE+2MsX0AogCCtR1sKnOIqCqK/felYRYI66EvDCCLN1k0WU1cHlFXvMYrVv7\nTI+Iia8QRE7EumHdsNR/h3ICsrGLV2PpdSBehm/PQkj0eN38fkmeEVZ7nXLiytpm291Po5lqmaVF\nwxaFRlqp6irIdxbh5mMUuZsUIa2p9QhJnUZgCTysIm+GhkhuisCGkDOcADB8wvJU02nL9jHZbKFm\n2ZhstTEcznLJJi6yt5LPEfhrcjmtKsurrTNTDXzqo/8vrv+f2zA93cD6S8/B7192Cf7503+GI44c\ni4IKrFI5laxFTVsS/RBXILvy2ul08MlPXIUPX/F5vOvdr8Pb3/HqhO9rv6AZ2rhByw2DCOawaWLC\n+L6i1dfDmtcc3Piqq3HWJ34XdsXCWCXpGQgEBKZes1CvOwnyQtpAughIMtP0gvhYIDlg2aUyrJKF\ncrmJITjRfJk0K5Ya0IUmYmXhQDSJSbJbQg2uP4tvfuN/8J3vfyx6vqidF9ce8Uaglu+j6cUkqB/E\nlYH0+0wdyxz8JORJMtTB3OpYqPqdaCoLyCYvGvmQZFV7jVfssoiracrQZ24J2mfl+bAWjZQsAhqU\n7FCHS9VTmRpG207L5iHre5TPa99rP2la2mcuBjQCS42BWkVWs6aJCaxCqhZCWk0VQo1YaX6lHAez\nMz+DSPfkss4AHeUDaFX19aSJa0LTK5rTbNZQCsTStizSChSvKmthFbJKy1PXspE+r+IZHM8oJZDn\nPT83JlrxuCKn9rl+VbPComX5/8nXeOxr8HrH7eDyP/o41hx3JD775bfjjLPXohLeeFql5PgPIAop\n4H7sGoHt14Zy5coVeOUr3o01a1Zi5aojsGrlChy1cgWOOmo5vv71H2B4uIobb74KJ510XOF1miB5\nQrvjR+Nxcy49atiOhRtfdfWCP/dA4HFJXiXqo1V42/bAWRloXvlUMRCfMJzAAuIONyRXRCR2zAWy\nAen/WkINoPFCkNjFIrAHQj4wCLpo4gffvwnHHb8KZ519UrBtBYhrUpeUbtKiqqspVSpaj+Jb2Ng0\ngfoJyyISS4b9XLeleSSa5ALc4H7H7GzUwAUgauACcqqxIUmSjRWm95gM9DlxzWrO8F0fXtiBPYVW\nymhcc0QwWd5E6TuGJpE8aBGcnMDSY76s3BaNyE7cvROrz1mTIqfSVaAfu6qDBdncJgks6WDlezjR\npmatgae7TdCIWRGyymEy8B+keWzfHLBiJPv9JhT5bsJAm8xmqohkMussSXodUYEuCoW41mtWaoYo\nTVyTM4Sa9VXesSHlcxJ5qWhF5BhAXIUlaNfa+U37sfTUo6LXq3bgrU2gG7lgnGhHTdRxapelSAVi\nMhsHDhQjrmUM4S/f8CkcceQY/vXKP49IK5AkribkEdh+8OWvXIHdu/dj58692LlzL3bv2oedO/fh\n/vs2441vfCle89qXDOT9mgWfyfom2y72N+fRnIuLV5ZjRTPd/eCw5nUAWHYZlXowoPFqK2AydE5r\ni6Jp2hqwszGfMFoOyGsZZbuJUi+8gwlJJj+QTQQW6E9GcDD9XxOSByGJ+Nxnv403Xf6S1D6RZEBG\n/RFk0gmASOuaSlgyVMdMFi4S9dFAtG4y9tZ+f04o5PQ8r8KOQ0xHk3dhWToTpH07JWi/ZXWNV1k1\nwhcRVm62zkgnRpKifb7uvJuBhSBrPZrJuaZjDn7jdOUW0O2vJKnOIq15VVf+PS12xTWPwGZtUz/W\nNIXByVpRskoETpMIJMz+F9A85veKEcKF6ntltdbrGr4HRlrFVD8AwC4Vdlag9+ZVW4F4lkiTtUm7\nryziampMywJ3aclz7ZHRwgBUrSyvvspmVSCdjAaE9oThOTnvdyIZQTAOp0MFTGQ1WC7ZqMUdC6yh\nEj74V1/B/n2zuPq771errdH+ZqRqZRHYfqqv5XIZq1cfidWr09K8Aw1ui0VjCvUYHep4QpBXr+3D\nX17D9L5AN1JvuBhbNgyETTocGpHh069EJJpWEHc3bJEHnRVqX2fRQxtljCUILIfmBQscmEopX6cW\n65qle9WqqPy5B+7fgrvv2oQXX3ZRoW3RvF61UIKanZxql3oaqhhKX1Sv7aN+wrJCOs0iyJIs0AV1\nEsC4eI0stGT1TL43eiySw3hVlU+lmwYuQCblUKd1C1iCoFmCEVgtKSf2h/US36dsZuS6VZ5cpZEv\n3uilVU9NpFWTLBCJJQLrrB1P7Adth9wGIqiSxPYrFyhKLiV4I1vqNeaR2y9sxw7ITWgX1Y6I5GCV\nv2ClpfRzQP7UumbmT1goqVxWz19mMSEb1KgxLfWdlFLNYVFqnRUTuDxo1VZ+s80JnjaLUXi3DBKC\nohaSXAurEVRt+ejvjOsxXReWn320cRkCVV+bfgc1qxydk5LIArH0RrPD4lVYep07Flz5ie/jxg13\n4XvXXoElobeqJK4m0kpFG9K/LhaBPdCQkkKrFMgxljoOVtWHsaM2jMnlSwoVi7JwWPNaEF7bjwy8\nG00f7aYPuF00ljpoNH2MLWlh6YqRyOCaQ+sCJzQ8Fw3PDT3pyqhagQPBiF1BM/R/RW8KQ6igPLTU\nuH0HWwcbfGYx7WuR6f/PX/k9/Mlrn49KJT4BeZOWVnX1uno8H6Fqxcb3WVZVPL3FHI8avs4aB7J+\nZ8DsCapWu8Lr0CTSqTGSwFJ6EoH2sen5ieQfILaY4dOB6n6l0nHC5xNTemkCa6qImm7k+CwFgSdX\n5Zn4y/cWIa3yN6NKjazCtpD8zfJIbFEspnVWHqgKW5QgV+2kq4ZtlxJNSQAC4pXVXJRFWpXqYiZM\n+tbFcDt4rMC3nRNYt6OSeTrfik2lJ99HxFX2YADxOVi1rSjtivdkJGYwFCJaNGmQQ6sc01VdkliN\nwGZZlRHy7LMIeeehicjKc0mSWBOB/fF3fo0vffaHuOa6D2PpWPLGKavKKkH6V2BxJQSLiTweYJcs\njDoVrB6po7liRa6zzaGGxy15TRHXTRNA2GRDtMy2S4GmCsDosmRcWqrap5xETS/wI61aFpY6Dirl\nRnSAW6UOKiWgg+mAwPbSU+7AwmQEi6F91aqvJgkAR7PRwde/di1+8evP5Xq5asgisEBBr8ywcx5z\nMYGd2rgbIyctj5YhQkRkqAiM0bOMLBEoU52MtbmtS7Q+w75K4kpV1uZcU228kMirojSipokW/EpM\n+opUcLIGFxowtaYveYHjA2weaeXV4yxrHtuxsf/OHVh+1urMbQEGm+43DZgHovqaBVOKG8GuWEAj\nsANM+JEStGnhPNI6QGe+6oNqIq79uh9MNA5+9VXCJCEQ0EhcHmGs1yzUqxacioXakmpUSJG68ijw\nQ3hGZ0EjrhoxHSogdeiF6WlZ1VbNY1d6xJqKDFMbd2Hs9JWJ5/hNcdbNZ3TNLUhkAb0iu/3hPfjA\nO7+Er37nvThi9Vj0vBVKAouCijZ2Ka7CcgJ7KCCfuJZhl4JZ5SNroXTgyKMW/LmHNa99wrZLaFsl\nYMQO75zjKEw6uajCI0mrbATh4BFp025wMJCWZtgKDl4KMOAkNc9KK3o+h8QeqNCCIvjP//wxLrrk\nNKw5bpn6uknrWgQ1y05crHIJw0g1uqBXak7iAknkSasiFvV0lXZPADCFFqaarSCJy3ciEkvbnyc5\n0LrGNRTVr5leayS6fuPUG7lfgPn74BXP+Dkr5d+qNZEBxUirrCLHg6RvJLFcjkA3FlUmOSE5g4Z+\nrLDk64MSWKC/xjFjwhw7N2ymk0wkQgFJ8lqQtHLz/yLoJ7kQwMItuxYTRV0D7JJelUYy8Sv1Ntsc\nuUyQASkj9arR3m15bTiKhaYqbEIfbpVS5xG/dmQRVO1GhZbnr3GJhHycd9wM2nPArfgAhNZZablb\nzbIDN5hyOarIauuslvVkrfe/7d/x5r96MZ505prM/TBBjnl+10fNqqRcCHj19bGQDpjGfipiUUAB\nl/lR4tnjCY9r8mqHllho+hg5cVlg5u2UMDLqRFM1BM9VknmEh6RaffU9NP0OJlrtMH0r0NXSD1+z\nggADHh+r3YWZdLBAmsQOQlpT6zAQ2CJVVwD4yf/8Fs97wQWFP1/Tu0rQxablpytV2mP6TeiC3nJ8\n1J58LAB9aryfAAKCaYpdI7FoBoSJGrpMrgFAbOSfhbxpwCzwQTNYj64n1YzFCdzaJlovs+kJHidJ\nrCSs/P15pDVloJ4gBkkSW1s3LrYrHOjIgoudq5qkYSGygEEJLDB4FTYP9Hu3ZZAAkJ4CBwIyxqya\nuH6zH1N/lTQTFkM2sNCqaxZBLVJZlqTVYGsFJM+5PCJHlUmNuFKXfcLWzbIx0WSErV4NCOxIDRQ2\nEs1ceMlrRN4NBlVVJTRNr9w/SWI5tGQu04yOrLoSpKaeN7VykJ0hnwUDoJJYgBw9YqcCANi5bQJP\nfsYpaHc6sEtUPc2vuHLSSgE8wXstwG+HlVs34QP7WMkHtDGfk9bgsRvtU9BYTU5LC49IPqx57RPR\nSVezgFpwopE4noNXb3jKEYBMAksVEvKAjTsYg//rlhPFxwJIORBwmKqw9L6FQpMQ5DVuafjd33sq\n/vOq6/D6N7wgeq4IQS0CNamINbUkuvgFiSW07GLkJKtzW+uIJ/CKH4BIg8ttsBIxsQLS7soX1UmJ\nQbqE5bJkMC5Jset340YvA5k1EVlJYouS1mB7kgbqefY+JCUgcC0sfY52g8JvErK0uf1gsQms1L1y\nuYAMf/DFlLFjleCFWsRIPpBIuwqvc7KCaCCtecSLUgo52iaJQlECu1hhCnnV1Cx9L5BuPBOkFUgS\n12i1ovIoxxZV/lKxVOLKZ3CA+Hq4rFZTCSzNppi08QCrukpXBQPyCHnRY4UgPbWL+DibYHJjaXhu\nYhbMRGKlnIBIrOf5aKEbamGDZWMJgE5ivW4nIq3BYx/zfjt8Tyecfu/AL5VhlTqwSy7KQ0vUdT0W\n4MSVOwR5XR9zXhBS0A6tLLMkTIciHrfk1Q5tRii/fXbbftSPCZqnuBUJCeQ5tHhOSVzl35Ps/bGB\ncmCh1e42US1XMi20OLKqsIsBIrBa9TWLPHNc9gfPwHvf/QU89OB2HHeCftdM0yf8xJYxfoRh5e6Y\nkPAoZdM98jepWhZ23rEN46evTJEUTmA0J4N+7YdMulGqQLZyZAFaolSKIDPNXGQ7w+KNNUhSwTuD\nCRoRlgbkPEnH1OxGBErKCop0pGrEtR/MPbgfY6cflTh3B6msHyqQtlkEmTQ312glmvk4EtVXHs8K\nxMRVVFu16qGJkNBvJI+/BGkGlNjYBVRg8zSvkoTl2XwpZDRrfbIiKb8nbm2VWI5XGwVxlRImKRUA\nzA4UNdaYSOuic8CpWPD8+DrHf6dI19rH/mmP+XMm8O9Ci17nxJVem9q4CyvPOSZzvQQZ1DLVDAoH\neSlPrU7HqIutWhZcz0ez18FMJAEMxq1hqxJVUCV4tdXrdkLC10a708Go46BStjBiVxIkNkjjdNAd\nClM5H2PXAU5cSS4QpGsF/4KErXnsmJ1dcCPrYc1rH4hIbNWGXQ12x0RaAf0E0Kb56raD8VrSP3Oy\nnSSC3P+1V2oHB6sgsFk40CSWo9/qa7Xq4JV/8ju48nPfxxUfe0PqdZ24xnduPBWFk9Nhqxzc5fk+\nmgarKSAmseSnWrMCbWClXMZ4rWoU+PMY0cUgsQRPIaF+hrNBFmkF4gGPYm4lceADiEb8TNO/FJEs\n5QcJ4sqIrOd3YbPpet0TmZPYNHHlcgItsrKfJCC9gctK6dVlVXSxKq4HAiaiQlrXPOJqs986QSQT\npC35d6VmqaSVG+NL2KxinjgmfUWyMAjyqq5ZRLWAU4Km3QSKOQRIwlaEtAJQZThFwlG0GOF+tPJ8\nO+maISeMTTpd/lrWzUyWm0DqexA6V6D/m03pvS0jqOdcHy1lnfK7bHXCglSCyHbgeR3M+h72NOfR\n7viJGNphqwKv21ErsFRtDcieixm3jVangxm3jVGnEq2LKrEAoiosDhECCwTEdT4krxpxzYqHPRTx\nuCevhLHTAoNfLRK0aANPzbZSkZLyAkPuA9OuG0bXWVF8bKWEBIEtiqLV0H6wGNXX173xBVh/0dvw\nfz74xxgerhqXM1VbCdRVTZVUUxXWpLmplssxiX3KOgDJUAANWSSWCKzJsL+o152MQeRT7Bph1Sxw\n6nUHbttPTPcX6WIGzG4EWrUzP/IxOV2vfp7he8kKK+i74QfhdGtYdZXEVZvKN0XwHkw7LBOyiOtk\ns4WG52Kq2UrZp0nwmw7AUH11yhiqW0ZT/PpoVb0+0u9aW5JMc4qOyZqFBny4fgk9spSSzWJ51VcT\ncV0pplg1L1qDdjd6S07VUCOv/VQXgf5JKz2vpdWRrIT7AJuOVTq3Eo1bbH/4Ta+smJtIe6oa30cD\nH4esOGdJBWTVNauhUhJXeS1t2X40Htd9J9LKUhGKS3Q4kT3unGPxo6/fjBe95VIAiBKm2h0fnuOH\nBJbpWRET173Necy4bUy7LiZa7YT8JyCxLkYdJyLEdqkDWBWgFPrCD41F4/DBJLFUdeXEleQCu+fn\nMdlqY7LVDBO28kLF83FY89oH5IUj+Lv4bvHBRSYkyYGHLjCTrTaGrcBHbsZtRxVYWEgQWAwhFSFr\nwoGswhKB1aqvJThq05bX7eC444/CBReegm/91w149WufG70mq67yb4LW8clBVViJPBIbWacYNMoc\nnMQC4U0II7Acgxg086pk/JyvLiNBspd4YCxGtrQKplbpTHUfCwKkrrsdE3sNKtlnXrW86tpv9joQ\nVG6zLM/yondlTO5jQWDzGrYmmk20/NBGLcwU11LUgIA0EZGs1yzYfjd0mLDQhh84rAARsYvM8O1S\nZNHEo0drLMxCBlgA1Njqwa4wHXPDDTS3Vug3awos6AemxC+lgUrqdgfRZnKCplWeNT2pScdK4OdI\nXoe9vMHiBZKIzBaw1rPFja280c2rMmtSiKyQAQ7e/CmTwThSjdEGhx8gOz0PCCzyeFGAr5ucgOh9\n1IOQcC5gn/20P38W/uP1X8a6Z52C1WuPwHi1gs9/6NuwMYS3/e3LsGS4GlZQragKS1VKIrot38dk\nKxijKTFSktgjah2M2OF4b1UCTnCAHQiy3IWS47Qf8RbSufZb7T9U8Lglr3f+5TUAgAu/+FIAwMx9\ne7D8rNXG5fldsNS7EvKScLi5/rzfiaqvM247jp+zEE8X9JKktIgPHF9moURWS98iAlu0+vr6N70A\nH/vwf+LVr31uKowg+J8/F/9tju0L5ASchHICm9fx+PBvH8G684+ulH8vAAAgAElEQVQHoAcD0CBA\nxIVfHFNEVmTJF4VmQaV37JvXmdKXhiSWBghZiQXMmkRJFlPNG7Sc3U0N/NrUqFb5k+DLmIhrP6SV\n3m9bJXhtP9K8EqLUL5J/MBJrClHQmj6AbInBYsbEyusJr7aSTIDH/5pA5MKpBFP7RFgadtJQ3iGC\nK6qsmuwCSHvn+syajEtE7LYfVPb8UlB9pYpvv9VXviwQkNa9c8DRo+Hz2e4IeRXDoiRM3aSc95pI\naxbyNJoc/LjIvaGxYgkJPc6a4ZDJWUUgbyD5TbZGXDWJBJ8t2XfXDqw4Mx6f80hr4hwdqapWl3T9\njv5XbmwTTbX1IZzx8vPxvX/4AV7+L3+IVqeD0mgF13zmOtz1601432deh7UnrIq0rDRWUXV2qt0O\nqq6dJGmtMhI71W6j3fFxRG0YoPtEXtQ6AAS2iC1moNsN9mXGdQ9Yc9YhrXndsGEDgLg8/Fg//od1\nfwYA+ItNHwIAzD24D0BszTG1cRc6fgdLTz0KsIOTaM6ycdx5xwEAtty6BQBw7HmBBdOuO7YDAI4/\n/zi0fD96/YizVqHp+dh5xzYscSqoXnQShq0ybv7ZRiytVLB+/VkAgJt+djcqZRuXPutCdIeAGzbc\njiE4WL/+QvR6bWzYcAuGhmysX39RuD+/CPcn/XhoqIING36BXs/D+vUXhq/fEr5e7PENG25HDy7W\nr78AQ0MONlx/MwDg6etPD9Z//S3h49MAAD/bcAcA4KJnnAEAmJmZx+aHd0bE9cYb7gIAXPj0YPlf\n/Gwj/F4XTw0f3/Lze+F1O3jK004FANz9ywfhdrs47+KT0e50cPvND8DrdnDWRScBAO655SG4nQ6O\nPe94AAE5dTtdHH/+caiWy3j4t48AANadfzxqVhn7HtqNSrmEE5+8NrU8/Z5ux8fR5wZefjvv2AYA\nWHV2MG21+87taPkeRk4NZCbT9+6G73VQWzceWEI9uB8AoiCEoo+JaM0+EBx/S560IvG4dvxYtHzZ\nLkevNx+ZSrze2BTojuxjRmFbJTQ3T8LvdFE9fhyOVcJc+PrQ6mDAn988iY7fhb9ySUBad8wEefE0\nHbs1WD/WjKHnddHePoOhShnO2iD0tvXIJFoAlpy4PNCrbpsBANRPWJbYHvnYPib4fNq+UtgsOb9p\nAl6nh174+d1t0wAQvS4fe1um4AHACcvgWCXMPrQfVrkEyy7Dd33MPrAPllWObkx3bdwVft8rUbUt\n7Lh9K5xyGfXw+DH93jRw7rtrB/YBOC5cfvedwflO1wP5/kEfr3vy8Wj6HvbeuRNux8eyM1ah5ft4\n8Neb4PodVI4bg+d6mH1gHzpeB5Vjl8Jt+2huDlpDl55yRPR9W3Y5Ot6i3+OY0cTxMHLCMthWCb3d\nDZTsMkaPPwKWY2H+/r1AuYyjxf6OnHoEqlbw/QEItg/iegmg+fAkvJkmnJUjQeV11yy8hh+kuRH5\n9LvAipGAlO6aRbDCsAlrohE/dkpRaAxWjQaPmy4wMQ8cGyYV7pmDXR5CJTw+h3bMwLJKGAmPP3/r\nNGCXo5joQc/Xfh/b4WM6X/n5bVll2KccCduxMH3vbpStcjT+TNy903h8tnw/8Xu0fB/bf/No4nq0\n746dAIBa+H3MPhRsT/X44PF8+Ps7x47B9bvwt06j43fV883zgtft8hDAvk9P+T5r7HrW8TqJ76MN\nRM2UM/ftgWWXo/jX+fv3Bj/3Gasi0joHoGrZqNtOtL/1s46OGnDp++DfDzXl7rtrB9xOB8vOWAUA\n2HX7tvD3WQHP9aPPX3rqUZhz/Wj8J5kCP76rlgVrzRJMfG8SG666Gac87SQ0eh3URmtYfcbR+MI/\nXYPnvOxC1C0bT3naqRh1HPz2pvvQ8HysPvcYzPsdbLxlE+ZcD0ecFWzPllu3wCmXg/HK7+Du27dg\n1LHxzPVnAgBuvOUu1O0qnn/pBSj1gOtvuBUA8Kz1l6DXc3HDDbcDANavD2wpN2z4VeHHvZ6LGzb8\nBgDwzPVPBoDU4w0bfo12x8N5lzwJc14bGzbcib3Neaw8ew12Nubx2xvvxUy7BevE4HiYuW9PgoD2\ny8duv/32vpbPe5yFoV5PdfBLLzg01Cu67GOJ9d/440QVY2ZiFo2ZoMawdMUIjjxqPKq+jteqCbsN\nQE9O4kbiQGBpMlapoGaVsaxawVilgiNqwxh1KhixKxi2KqhZFVTLYyihhqEhJ9G8NWgSx0IqsVSB\npbs0Lh/g/m8Eqqzu2zuNC86+HA9s+4/E+mTllfvfAXHCVrujPcc95jrRnWzUyMWqr9zDz+zFG/5O\n4veKXlc8A01VDkI/0+bpbtv8yqu2rMlyCkh6wmrT8q7fTVdcNVsg0cyjTbvmaeDktvBtMEkaJLSu\n51QzSdhcxKe9gfTULJ9RAZLHiclrN6/ys5ig403TtmbZH/F9B5LV0FRTl2LLJGN0I02g4kUsAyjo\nMwBgfq6J6X1zaLT8KNGwNxlei+hYK1plN7giAEplVWkyk93tJl/RQfTZElkV1ry+CqnR1iKN+TEq\nr0XN2Rbcto9Gy890h8iyoctq9OT/1+tOyjIvKYNKf5cyDEZrpjRp0SVStnKikqodo9xvOq+nRVbA\npzftw32fvwXebBv+vIuu38Vx5x+H0y45Cc995SVYVq2gWi5H+lVq0JpotTHZamOq3U40ifH9q5bL\nGK9WsKxawZG1YYw6DpZX61jqDId9MbVo/CduMAjyqq00vnd6s5hx5zHtNrC3OY8Hpybxm917sG1m\nJnJxIJBM5ZbXfXOgbToQGBoaQq/XUwXzj1vZgAlcJzQ1MR9dbF2/iyNbwUG/bGVw1xp0sYdee4y0\ncsLEy+v8JGt1gk7GYMo7SSrtUhl2t4xOaRaloaDTsIgHbB4WIimQDVx5+lfS+9SGK5hvBDYieWla\ngVYoWCZ2G7AiAssdCAiVsoVKxw8bsjpo+boOVjZ5cRJbs4LEFd4YVgS0jn400lkpVUWei1/rT2em\n+bcCBYir4vuoDWpcC5vV3KXZcGna1qxpzJ7ojCbnAw2e70ZuCH7FT3i/0sDFL8E8dUsSV8279UAS\nV9oOqW1tzrbQaOTEN7LvXybI0f+1kXj52kgVVTvwEaV9MmlvubQGSHpcm/Tgclp9zuv2LxMAVP9Z\nAEbSSp8tSXweTOSr6JS/fj7r75WEFdBJq7x5IGjElaLPXb8LT7GzAqASV3keSd27dtSRy0QybCD5\nt+aDLW8eCVk3htoxmSfX44iOUSRlLvJ35eeMPJ6XnrACF3zkBWjumcPkPbsxc98ePHrzI7joLc/A\nzkagOV4WRs1XwjGF9LVZ2xyRa99Hyy9H/TBzXjuy0iJZYWSl1WdzdxZp1dyEmn4b024D2+Zmcfve\nvfjtrt2495Gg+i018MFzjx9K+PjZ0hxQqZtXCaZmXLSbPjDnAW4Xe8JlvbYPf9V4dGEh4qoldQDx\nCSi725P6zJhMEjmzShbK5eCAKuoBWxSDEFkTgeW6XNnAVas5aLVcdLvFBioTgQWQMIcmEstfBxCR\nWA2BjOMRnHLBCYnngCSBle+RTXm1MKEp6koH3cEXv4iq+17wxOcX2kjDyTLNgfDCHA4mWdW5BIqQ\nCbeLHvRBjEPrWjaR0yzSaoqs5FnqHNRV722ZiqY2gSSJ1XxpJYHViKsJJpKXlbduglZN49XWxkwL\njZZfqCucGvi0BjauY9V0/FmEgGvDgfj7kgSWXDFsx4ZPDVyh+wAgbpzcrt7IZUiuov32t05jOJwS\nN5FWQK8IFoXJXcG0Pnkea4S3SBMSJ63JQIJm9N3TcUrBFFRxdZl+PNKs+ulZEpO/c+K8ywkuoIQ+\n+q5tx84l+dIBxERY6XjcftvWSMqlVSz7ASewHAl7wtk29j+wDTP370V7bwPlmo2yU0apasGbamH6\nvj3odbpYeupRWH76SlzwotMwUx9KxdKOVfobo7knfNUK+mEI1MQVecH2WHM3sklsv6Q1eE/gMCCJ\n66ObQ+kXa+oka9GFktdDWvP6eIJtl9Cm35WduJqxMhFXteOxQ1Gw6Qtd0+8EXYehEXI77Dq0w0pl\npzSbustaLAJL0NaRleKVV4El2KUyPASer62WC6dasGrBbEaSZDVNYuVrJlBF1QnfR04F3BaJfkON\nxMbLBL8hRbwCwZ25yd4qtW8LrNJmeZWqDTSMwJqqr4XhdiJ7pSIEFojJZLSKgp9vzFlnAykt44rP\nKZrqI9Gvh2/WoFmEuEpCrKWqmUgrD6eQ071ZjTWaLMCU2JS1rVnbDQhrJseKUp7qANBwgZoFz+rC\n9rvwrC5cu4seNW0xokr7yPeLP3Yr5b5Iqzz/8s5ZvWqoT/nzzyNkna8Ejbhpvwldk8arceRrXoT0\nokBppuPHXEIyFBKYVLMZq8jnSSK0m0GnbEGmKHJo1+ssEIFtuh682Tba+xqY3z6D6fv2YOre3XAn\nmlhy4nKMnXoUxk4+El2vg07bR6fto75mDMe/7GyMHTOGoaF4Rlpt+gyrrrTNTT+2fMxC0+9gx1wD\nraofNX0RuBcsb+SSVlpFpQEc2rhPXutVK2zgZOchnWu8sfPxgsfPluaAs/0giSSYbqnUrKAm6nYj\nG5louiNj8OLT1DWrjCa3aFJONLLNoKkC8oeLco97ugcsHWyLQWI5irgJmBwIZPV1uB5IB4aHq5F0\ngGQFVGmlxxw2SyzhFVkNXGJAFVkNp114YnTh4FZbiUjZsAoLmC+KMoqxZftoOemBW8MgJ3iRQXBQ\nJPLnZfXV1AWuENh8L9gkimjs6LOMz4UkNmWwfuxYrq1XtB1utr0XYLbn0ZBFXDXCSs/T4K7pFosG\nNnAyayukwrSPUrufBxlJq5FWjuGRoEt6fq4ZWbxxlwnaN62zPctPtH7yCrWLnZBnQUWPTdHB2ntM\nMJ2jedrNLNcaTlo1kMyFNN1+RddB550HMmkvStwiGKqurh/cgPDfxnLiar5GrqWmNU+mAsQN0Xx5\n+b1Q8UHKwIbaHdxzw/3Y9fBuzE40MD85j8ZkA+5UC82JBsqOheqKYQyvHMXYqUfiuOeeDOfoUdSq\n/bmKkIww6/car1Yiqywg+6aw6Qc6WbKkIhcC0tIOWwDQhF1yw4JSJUFisyCJqxzrY/lf4Jqwuj6M\n1orliWUOBFk97PO6CKBUGrJ3gbi712xM6ICmOLki4JrYiVZbrb4CSBFYDCHRxLVYVVgOE4Htx0LL\nLpVhWWW0WmFcYQHtK4cpMxpIV1yLElgOSWCBZBWWwKuxUSXddLE16P44NMuWrGX49i0WpGVO8CRV\nv8rxNK4pKjMksARtGn8QmKy6gudom8rxMqIKSzARaS/DC1b+Fv0SuizkNZB4Yuq3CGmV8oGEHZrf\nhVOJyZdJJtAvcZX7xBtg8sBJbI3lC5je38/gmDWFr+lKkwsOfm4V0Wvm2SqqZEib/WGVPP7eQZP/\nJLitHlW+6dySUbEaqOoaSepYUYDIbD+kVUIjrtqsp9f2cN9ND+G2H92F+25+CGvOWYOxNeOwrTIq\n9QowBFSGKzj2OSfjxJeciVK5v9ka7XdeVqsltkH2XtBYU7PKiQKJ/D2jSi2NN76PCTatFkTLBtZV\nw1YFfqkcJXJxEmuC1mwdv5Zuuq6ULYw6FaweqUfbo822PN7whCGvXGthh36ZTmisTRot2w7L5OFF\ncn9zHjXbCqdxgoOYE1fTgCC9SOkgaJbLieorCbWHw9XYJRdlTlgLRMguFIOGH1D1ddu2vfC9DlYf\nvTz/TSGIsNoiK1qrvmoElv8vcc8tDyWqr0A67EBLWDLpmTl4paHI1BDXCOYtxz8DyJ8ulN3ovLpl\nQjRYyRdILsCRk4EevdXXpxdNy6Q+I1UJZqQ6A/7W6cjOSyIrxEBCa9KS6Ie0mjqeuSdno+EOHI/b\nDxZCXLnTQB40Ajq6bImypA5TNLPv+pi+d3dky5X12VkJawuBJGJAkowNMtUduZ500uSGR8BqEahA\ncuZQzj5kxUZz/2fN+5XrzHlim+d1gSoSM5KaD3rR70lLPtxy65ao+ip7TGid3W4Xj/x6M275wR34\nzU/uRmsuGLPGV41h+53bsOW2LRhbNYYlq0axbNUYakeO4JGbH8ZNv3gEF771WRg/YUXqczXkSRyy\noKVDUoVY85nlXGHCEGA1bMUcgBe5JKTEL4u4clTK5UA6UA7ckU5bsQKtTgeTrWbqWPzRS76kb2RB\nHNa8LgBETJeuGEFztgXbKqHRCg6q8aXVUJjMDi7PR80Kut15dGnCMos9T1U9k5l+oMOMjY3n/eAA\nIwJbKrVV/StwYKqvBElii1RfS3Cw4brb8cxnnY2KZUd3clR91aQDgJQLxN8jvZ+/D0gSVbLP4tAM\nlSW55BcVrRKber9BE5s3pZy3HdrrQHrqUYYnEIgIEXE12VIRuH4wep6qL3b4uJ48zbMGwCwUXTZR\n8SGSLGJMg//7ME1n+iwgNkjXppOlNm8hMDVg0e8EJG80eFAD0N/3myWT4NcszXaJQ84wcHDLPyBZ\nNZafA5htkGg7jNuQo7tteC5QA1CfwYqlI6nX5XoOpLVZUbIKZGszJVnV7Pq0qpc8noB45rBuGKJN\njiFZr/cDujGi5j6+D/Q6B7eOivoKWPwtkJRQ1MTs5rBVxoO3bsXVV1yDFUeP46IXnoMVxyzDiqPH\nsWTVUiw/ehzlEQetThdT0w08etc2bNm4DbV6BXvu2oFbr7wRL/z4HxTet+hvReIht01C9ltoPRby\ncVylTfZ68GhaXuTiAUcEU2+KBi1ESCZe8n2/6nmfLrzuQwVPGPLK2T75IdaWVGFXfDhhpyx11AHx\nALe/Oc/WUokOSp4EJcEvstxTlIgMt8kIiFhMYOnAxFA8LXAwKrAaNAIrcf1P78Cznn0uACR0rZzA\nauDPy2VNGlmt2ioH4NMuPDH620QcichqelgTEjZobJosD7xL2wStuqMtz3PMOXHNG4hMFdEime62\n8IzNgmzCypuGVEmsBkZsewBglWCtWRpvYx/ElaPlhV3JBaqv6vuV6pissgIw/lYmR4ZBIS2JoueV\naxRVtbKSdPLOCd4YFn2WMlVctHuck7rxWhVNz8fyC040LifX1W+VLAt529xPA5HmL92vV6kE6YAb\noeNEHjE1HV8JCU8oz5HVV0foXTk4Ec37/jlZr1l24jt+0gXr2GsxORy2yrj1pxtRqzg4d/2p+PS1\n700csx2/g4fu2YaNP70HD9y+BZvv3IrJXVNYdfJKrDptNc583pl4zjueC2t5NdF8lQXTDQoR1yLQ\nKrBFMC96MWbYkEsyAliVmCeEkES2iFzAJO+rWbGl5Mcu+chA+2HCYc3rIoD7IVpOnD/PRcotLxiU\n6raDpu8xEpI8UEwXsqwoU8o6BhDmJQcaF6vbibOOmUUGdyAInjtwFVh+4HMCCyBRfe12W9hw3W14\n/9+8JnpdI7DyeUlc08tmN29x8BhZ9fWM6ionsaaGruCxnbjw5pFMWoYqtZzA8qlRWbHSLv60Dvoc\nXn3pt3qiZb4bXw+dC6hbPI/Eau4BRkcBJImt1N4VBXWh90Nc/ZzmrSI3JFmklfSsgB7WwJEX2ykh\nfzPbKhklEppkQAZ6aPvFYdJa5llwFdUtmj6/GTawjFfN55es2sntXkyYGofibTFY97GpYk5aixJW\nGUwiZ1o0yIASE7LONakvt/0uPL8bbUvddqLfOb5m2qocQIPpxoBXNenafNuP78Yn3/o1AMDTX3Qe\neBDS/l1T2HzPdixfPY4Tz1qDJ51zLNa/8iKsPvEoeEO96Dgi5N2Mye2hbYq3O5+QyrGh6IxsFrgb\ngdctBw55IYEFAglfUdkfJ648Epb+zYfuSNVyGe978gf73tZDCU8Y8mrSWtiOpXbV8amy7eFzNcuO\ndKsaYZVSAsB8IgBgB40fOhAE4QWkfe2iGXUXHmwJgUZgpXzg/vt2wqnYWLcuiNaUAQaLDTmtASBV\n/b77lw/hjKcG1Rp+4cqq9vBpHnUApws0877MQr9WRISm56c+Q9smL2cQy+s8liSVkz8g2aHdmGlF\n1R2C6tVq8pCVDVhAogELiMlrPyTW3zoNPCmps+YpW3w/ovewCpbWfV5k6nl/c95YaW3MtCJZAMFk\ncyV/oyJEVqYe0UwRBRAQmeTJgLJalLgesWlNgmquzpw2TA1hfH2aLzavpJmgnYcbb9+Kdecfn9we\nQ9BI0Wpo0dz2PNIKKP0NijSgaJU1i7BmHRs8vS4RSLJA0Ho8K/582XhXZNYKyL7JqJbL2H77Fpzx\n1CASnPpKfv6tX+Pf/vbbeP0HXoLx8REMDQEYGsLQ0BCGhoCly0Zw0lnHoj5ai8gdv2HQEhkJebMt\nRY+leb+TOKb5eum7KVqFlT01HBTkY5fCffERNnJZCBwJ8j8jTVx9eN2gB6fd8eOwhYLnxyA4rHld\nALI0W9wOhvwXCfvDi3bVsiLdatYBnnVi8OahSsdHuxPIB3j1tVQKyKlGYAEc8Cqs0YmAEdif/vQ3\nePaznxK9piVwZbkPWKXBDi+ZysVhl2JSkHcBokHQRGDzqrpA+uKdWVkSjRdSn1+1ipFjgkkDmWdn\nRY4a9dEqLMfC8EhNrUQSwXMo8akZbxsNZpkG9EB+MAIjspzEFh2AqfqYtE/Sb0YBqNpNjdBJaNVW\nHuNKTViNZrHfz0RiCdznlZbjUZ0U9UrXL0rO4hXXLH1eqomxzCtESaJRtx3sx3z0/WhOBv0Q1kzS\nEM2UBO9Z4tgYr8bXN80ppAiayr72g7xqa1FpQJGGPqmNNlmMAfFNT6PpFwuDMEHTnocgbbynWHRx\nyOqrKQhDVlqDzStHxI1+H7/l4eRzj8PVH/8h/vhtz8fLLv+dQi4z/LpNx3lCysdufrKOhbxQIoIk\nsFnLZqGIi5GckQx6Q8rwu35ou6lvh05ck1VXIvpFK9SHOp4w5JXYPkVGygQQwlyjhfm5Ziqi0XYs\n7A8v2NXwRAPig1+rChJMBIgOEm7/xKuvJMqWBFbiQFVhOYGV8gEA2L51P6anG+j1bJRKJdUDtgiK\nVGo1yywOIrNnXXRS6r08cpZf+LSmOym059CIpckGhSB9MoH4GPRdP0VggYVPe0riw2FbpQRp1XSL\n0Xbb6f11Z+PfNlVxZQb0C0WKwLIB2bW7qIeaV8/vRoMqRcNKFAmXMDU5ceIx1WxlWl5lkQwN3N/U\nCzWGWoc4pdwQSaebjSxbLElc8wbXpqL/5jKW5bXh6PUs0iqbbOTnADphkOcnLfPUp5+aWI43tABp\nu6LksrqbyCBTt2r1TpmSNskDpO2Qpo/mLhSmSqorUrRSKWbRguJc1BxFOGj5DBJrgpQPZC2nHS/D\nVhmrw9+5Gna+V8oWXv6GS/Hqy5+Ly1/0Dzj59GOjrviiNok8DpxixbXp+0FuhvpFP1VYbYZWAxHX\noEcknC0LSawGTlzjdYfHZSfwnG11OtgxO1tonwbBYc3rAsAHtxYQNWwASeI6Od1Co5mMabQcK9L7\n1KwyloWxv9UoxrSskthxBBe/4D1Jktny/bCDPl191Qgs4WA1cWkElqqvH/iby/G7L/xz/Plb/hGf\n/uy7UyEG/coHrCh5K/merIsVnXzxY9Ny+u/DZQecwOahyN2ptBriUhRPVGBb4WBXpApIMBGkvOYf\nr202bJfb7bl+1CBGxCo1hel24sFODpqSzAr5AKGIx2RiH7xAixsN4gUicjVia/L/NLkI8EQsj1Va\nTVpD7Tfiz9HNBG1/PXyedLNEWmWltWoF1VZTUpPUDuaBN3DRDBNVYXkzjvY5BI0oF2l04uekTNaT\nzghypqPo+ZqFhUyTajZX9HwWaQWQkJs0Wn403qTIKLtx6zllwCmh7QmfVr4sPxcBRkgVCY8JLAWt\nXrNQrwYRoXSzW7UsjFecRNiL/B5Nsgt+XHJCS6SVHwONiQYeeWAnLnzaKXDC1zVU2Bis+YFTrDiR\n2IUUCAatsuY1KsrvQoMc7ziIxBKpTb/eUf9ud3xMtNqYbLvYMTuL7TMzmfvxeMEThrxyrYVGYIm4\nTu+bQ6PlY2rGRbvpA24Xk+FFgg8cY5UKJlrtBIHlSD1WBhK66Jq0rwDSBJYlcD1WGtjgOQf1OvC9\n738CL3j+n+Htb/1n/PO/vl1N4ZKNWxok0eV2WqbmLX4iE2nlmtcikK4RRGCzyGkeceXkT+ojgfj4\nC1wv0jICIrHc8DsP/djg2G0fdiXYnpYTE2Ztu+Vn0OeoU5ReF7BL6UETyPWRNUKpAPW8Lrq7ZoGT\nlgcJQG0/8L4MwwmKGuoDoeOA0oDHicdcowXP9dGcaxorZAASVTI596BN9/IqeKqLO7RJ5U2kY7Vq\nZvgAJ5OSIBRuVuFJgUK7R38PUm2ldUtkzVhVymXc+YsHcfIF69Ttom2S7iH88+V+84rboKQ1vU5z\ntTWPtNINUKPpR+NNdE7Rse/pFVUisipxpXORr6cPEjtEoT0heXUqQcWfjr3xSjqkgCqaspIpjw8+\nZU+//723PIwLw+prJSJwFq6/7ld46jNPx5LhWuaxwiPFs4gskViOhUyTL0ZzoJQwmIkr7VMWgU1X\nY5Ovp4s9066LyVY7IK6zM5iZmO3rGtoPDmteFxl5CRI0SPmuj7lGC/stC8tqNZB1FkGePECxg7vV\n6ajaV4L0dePygYNNYKV91pIlwDU/+CSe+5w34z3v+iQ++o9/kSC7eS4DGpk9UA1fHHQHL+/OgaTo\nfrHF6/zGyXO9iMBmyQiA/GN0MUGDbnOuheZcMxpkB0YfAQg8ASiCHMwBeJ0eGk0fdVhoINAI2lYp\nCB9hRJYgyWHw3aedKGScK5EOIq6Rk4ASfcsrYD0gYTmU2H1Fu2raTlMjFpDdzT8sHkvCl/iMqMoa\nx26mljF0XWvEtZ8BnUt6TEidnwWrsIOSkiw/2SLInnGJZQJEXF3ekJVFXOlxgphmLM//5jeVQEh6\nxbXNKSVIa0Rew6orHZtNz8dk28UqcWzJv7UbGU5Y6RpcKY6Qxd0AACAASURBVJdhl0vq8z//8R24\n9PnnBcsM0COhEdlKSP6kROVANipJmLS2eecCIRi3rNRMI1Ve5XNATFy9bgc7GjN4cGoSm6Zn8fDk\nJB7dN4GZiQMnF3gs8IQhr8T2b738OwCAC7/4UgB613E0MImqj9cOq1W+n8i9RygF4CcmPc46IbTp\nB1595Uilbx1k/SuHJLBLly7BD3/0GfzOpW/CP33sKrzrPa8CAGP11aTJKdIxSeB31IRWp4MTn7JW\nXV5eGOPnLeOdrEkbl1XJKppKRNAILJBu5koYxVcs2OQhyuNCWXqOBFX+yFrKCl02KOqRkzZeadQ6\n6B2rBFgluHYXPTVuVpcGaJByAWPVWFZgjxwJlg0JLL032Pd80hLoY/XvWnMT0Dq/U7pEUYkmAksg\nMsCbzKT+npDXGAWYtXqmaU1+zA461d5vtTXx+QZfbBqAtYFb07CbkEdcs6queUQ363XNJso04yIr\nrnQMJaf+DRVXID6fJInNa3DMIrLsM8hHmeCEswOR/7kfjH+TrWD8owosQVZWCRox5a9d9PTTUq+5\nbQ8337ARf/+vb1DTGONdi6uu8bGULk5olVj+nkEa+RYD8rhPj1FmCUG8n52QN9AMZ5rEEmndOjeL\njfsncdee3di5dwrNueLhBgvFYc3rIuCW130TAPC0r70ies5UKo8GqXYwkLU8X4QXAKhWULXSVQTN\nPssEfoJFlhiIyV6vF6ZvhdpXzUKLljvYBHZ8fBSf/NRf421v/Sje9Z5XGauvHERWSwhIONfJagTX\nLgV6KPLH5XedMhM868LJnzNpZPN+q36mYiXkDRMnsAAySSwhMCn3o2Yf14+dB7I6k03eoFm6Tk4o\nUySZSKwIGsjTsOa5CRSx3+ohnJ5v+rD9UiLS0rFK8Hw3claItj8jOtZkgVUIRFxldYt/NvOlJVsv\nkgMQ8ggrkCathWZ3ChLXfr0sixLXaDsyiEIWic1DP2Q8z/uzSMd8PzA5CaR00vL4IchGLCBJYvve\nIOU9dliJdeKbXNsOZgjoJosgb9DHEctUxiqVzOut/Jsvx5/v9Xr45w99C+df8CQsXzHKNrMc7kJa\nYsZJLKA39kpoJDa5bcn1DYKix7O2rXnvlQSW3iNJ7P5WAw9NTyVI684t+6MbfrJMBPqL1z6U8cTY\nC5i1Fje+6moASRKbBd8NplMBpMILWn7ZOOXG7TmySI+8gNsJvWjS/5XjYBBYk31W8JqD008/Affd\nuxnoVoBSsJysvhIkceXLZhFYABh1EBFYIKl9ve9Xm3DOxSdHj7Pu+DmKdrAeDGgklsB9TGMkLaxM\nWef56ynWmS9BJNYErZrab4NWCrtmgWOXJp7iU/TadL0G2t+58IZC6wKXCVn9pmERaQViay/SslLl\n2+QWUATSqo2InNRuS4LX782XJKf9EtfEZxuqsECSJNz/q4dxMktfOphTu4c0NF35QkDH9JwXecrU\nYUWOO3TD3QyP2ynHikhsoCMN+kBGnYqxcblSttBuufj5/9yOZ//u+RgaGoqu3b++8V485Wmxs8Rn\nP/od3LThLvzHD96X0G/2Iyfj13TZwJVu3PVziaLW7Gt6zbyO/POk35s3TmBpu2gd9N21RXHHcz2l\nAVeXXC0mDmteDxAsJxCmj7HnXL+L8SVOJFoHEJXZ97MO3Ga5nOn/mhUjm1WF4PIBu1SOyCNVYE36\nV+DAV2Clfdbo6AiWLx/D5s3bsfaEFYllNe0rJ64SRQhsm6WULXWC73HEdrDUCdZbdPoFSN9Vmwbj\nvACBLEiPYU4gE7nl4fMkJaC/U+sLLzRUheV2S6mYVxZGUBupJYzto33xgs+jbaH1AmlSbMJixJwu\nBlTpBEvh4uDfbZbnJpCxf9JiKJROOFZSO1gfraa+fyKuRZB3zC1k+jvvczkWQlyjbSkwXet1ix1P\n/bgOyOYv+Z3k2T31gznXV24UQxkBO0ZdhA1YQF82VYtpTycJrMsqxFSdA2IHDH/ZkoT7TqvTwSiy\np8Fd18dfvfFzuOTZZ+IDn3gtnJEK2p0OGr4XEdmrPvtj/OBbv8Dnv/seVJdUo4bmQSryWQRWbmNW\nI5T2epHtGaSaOsjyse95UkYAmBue+VjBZ6ikb/bjFY//PQhRhO3bjg2/EvzQRGDrAOo1KzX96Lke\n5hotVC0LE81movoK6NPWQDoRSgM/sUg+QGTOLrlRHNxjQWDz4mNPP/0E3LPxYaw9YYVqnZUHU9CB\nCaNOBe2OH2VAX/yM06PXBrnYadB+r37CBABEVT1JYIG0hZPJjUBdX0hggaRfKIGTVpqqlolM5GxQ\nta1osOUVX3ns56Ef5wMNhQIKVi6Jlo1iLJX4VACp+FhArzzz0AEAhdKNUhDSCduOievSFSPq908o\nEi5gguZbmUVUafm86q62DYPmtpuQRWK5c0g/Vde+HBYKzIjl+dRqaPlZlnR+6nhtJ3xZQz1rkXNh\nMQksW2fP7WLOC7S5iSauVvCY29NVLStlAwmkyduS0WGsf8G5uO2XD+JVl34If/reF+Psi07C6Ree\niBnXxQ+uuhFXf+Fa/Mu334GR5SNRcYK67PspSPBlsiqweTNu8axdrKMtsrxpOxdrXNKg6WDp7zw4\nB0EucFjzegDBLzZjQNTFzH9Yrx0McLZjY6rZirLnm1zfaiCp/GAqEnDAOwQJRGABPCYSgiz5wGmn\nr8PGe+7DC3/vgsTzMrwgq+qqgRq+TAQ4qMQu/kWBG1rHhu5e4ahYIPQS9vwEgdVIKRFGK6q2eimS\npXqVIrjwuO1YA6uRVukTyqer674TDbZ822i9GvIqsYdCFbYocS0qE8iKfk1+cJiIFXpk1kerhcIF\n8pBl/aQ9R+TU1HyYRWKLENfFsAo6UJAENnEuK820GoktQlrzkphMunVPHEtDdgk9U9W12wNKQ4Y1\nKeDnZj/nITWCcUsuxNZvnteF7ZeiqnFtrontzkx000X7/O0vXIeXv+ZZqIwmj492x8cL/vBibH5o\nF17+58/B96++ER9713/gvVe+HlP7ZvGlj1+DD1z1FmC8iq1zs6kxskglczHJof55SRKbJQWoKGN8\nEekAX3+/MBFYDroGpmboniBVV+AJRF7ztBbktWi7weBtOR7sSvrg4YObXWnCDrU/pH2dZ0QnS9eV\n12GY+lzWqe+JAAMg7T7wWBHY0047Addee1Pq+X5St7Tqa1HcevP9OI9pXgnFpl6y7c1osOPdxXKA\npEpapAcLX88jsL74mxNYDTz/XCLVpJRDXGk7E9IBx0qt2xR/KhvFBoFabeVOBtFz4d/75jB03FjK\n1oc3H3DSatL4AuaGGtonjbDyFLNI81uLLbMqNQtjo05CKqB9/xJZWtekIX6+X2m1XC6cJqX5c+bl\nvy8G8qqY3LfZRDiz/F4lIc0jsPw92jaafptUfKznJ6rqLZj15MmoZeGbvBgYhMgKEttzymiHVlrR\nav0umrMt2I6N7fZMdC25/85H8ekPfgsnn3sczrvwSYmCTbvTwUkXrsX05BzsI4bxl597Db77+evx\n6fd9A/OzLbzpc69Gd3kNO+YaAMzWbxo0G67g7zS5LVKJzBuTi1SBs0h3P58/KJHl2zFWqWBVvYPW\nsuXR81qB5EDisOb1AEKSWN5xTINboxUaUc+0YIXiddL+FM2559CaidL+bcFrMv7NJB8ADr4GFgDO\nf/Jp+D/v+yS2bt2NNWuOKvSerEruQlF0WomDN9dp4PGZpuorJ7EmApsFzcKNnifkpUrJu2gTca1Z\ndjTYtnwfc8ySy2NkjicAAYFmzzZ4mRZBIXlAKqErfBxWNam6mUVYdalG2ndTy5QH0oSVb7uLZPXC\nsUqwa1ai4io1rgmpQAGtaxHSql13ikyzc2KWJyVYjKrrQu2IilRM+XbOi1kTGQ+acIPRiKyBuObe\n4Ia/K+/M53pyQuLY4lZZBrvGQhikGdIkPTCQ2Dim1o2KONusIJnpxn/bAMuxcOe9W7DmrGNQKZdD\neVfQo9DqdHDJyy/ElX/9Dbz07y7DsRetw/935fV41adeCaxagp2N+WB2i6W5AfFvkSV1IdcD7tKR\nRSCTTVdWZjV1kLEkKxFMg4lUF5UsxOvxUwS+UqaEz9HE+UAOK080PGHIa79sX5JYatLy2DSiZwXB\nBaYfng8oedMGeSeGbjXlpqbfTf6v8euLR2A10nnGGSfibe98BV74vLfjuhs+g+XLa4Z3Z69LygyK\n4ryLT+5r2kjqobJQtSxMtuJtlN6OGshDVRJYAidPRVB0OS5zoaqrBpqurrGYZCJ+2nHNCRw3V080\nnwiNaCGSmgcWV+lYJdRPWRFpSaU8AogJa9YNQFbFlSCJq2lfZPWXhxBoyCJ+vApKv0kR0sqfK0os\ns2aHsjCIBnQQaGl5eRVTGVxAoFhQIrBA8nstIgvI+16rZT2dj1wscpO1BiWunHxy/1eC6RzUbLgk\nnLT2tgegwZo5yQN9avc07r3xAZz1e2fjoYd2YUdjHsuqAXElO8OJVhvn/+FT4FVK+Lc3fQXPe98L\n8PrvvQUlq5TwT+eFAX6jPSXqHHQd1shuViRt1s1dtaw7CeRJFIpICLKQp1HNayzTnRTi8a1a7mDY\nKmO84uDMI4+KPOspzniqaRK5LA4Oa14PMLhhOE33WOE0Kvfns+1YtE7SAX4xpJOlFR085mmFIjAS\n2B4S/q8csvp6MPD2d7wCE/un8XsvfAd+9JN/wpIlw4nX+9W7EnjQgQazDZb5MJY+f1wrxC9w1M1M\nXbWDIispi2tLnUp62j4LRl0qmxIqorMk6YAJ1KGa+nwWjZp8wex7mgWTlVZUaRXd+1lklRCT1rSj\nAIcW+woI4kr7xadRM4hrc64FjMR+roBOhDiZHIS49gONrBW15xoE/VsAZZGL9GxJ9Jr4XnlFlhNY\nIF8T3A9xbfoBQWv6HpqhF/hUs5XyTm60/Ii4JsItFlpx5fZZeTeMgxBjpQrbQBwb3Wi46G2aQP2E\n5cCaEWy/Yxd2NubR8n0sqwZx6vQdtXwfp77wTExMzmLTrx7G2DmrAa9rPKbp+UmhIJaeszJOm34z\nzTc5r4ILpF01qmEVGZCFDxpD0k1lhH4cE7K9Z81yApNsgsa5SqhLrlodVP3kLAHhOy/6QqFtPNTx\nhCGvRbUWVaYBrNsOGpYb3jWzWE82uLksdavp+ZkVAXnw5nUg9quToeatvOrrwcCH/u5N2LdvAi+9\n7P347jUfRqWiV1J5FdhUfZW6V1PTVrvj47c33YfzLzkleq6Ibsnk8cc1sDIAoShx4MlVhDwvUYo5\n5VhoJ6jmJ7pQ9ORAK+MmiyIjLjZahHxSw+790s5Z1M9elZiSl+AkXBJXCS4X4MgkrmL7eAiEVnE1\nxf/S4EEVU+0acqiS1kFiLs2De3ogvvMXD+Ksi07K1SiqVoRCw97yfZXAAsn914hsERkRkTIiri0/\nDv1ozrbQaLjJaiuQJq4mUtlPs5bJA3YQQszfK9O9EFRgySXB9buoLqth+r49mHnWWux+ZC8enpzE\neK2Kpj8S/R4t348I/pBjoTHXwqO3PoqRU4+IPk6dUVBuquXs0D7D5mfp/TmypApVK6ha0g1mQAat\nFIldLAIbr8987GtyAk3vq0XJctRsC/9+6b8W3q5BcVjzeoDAfS95Q8VUWM1x27Hmr0cE1u9GqVvy\nhJOPs9wH+oH0bePNWxqBfSyqr0NDQ/jkp9+GP/6j/4s/edXf46r//ACGCuzqYulfNTF93lSMycD6\nYBujcxJLIDI7CIm1HN1PVK38+X7iZo0+l1chk1GWfXw3bifZfKVAxqlyRAlVVgmwy4mI2yyYsuVp\n/0w6V2M1WYAa1ly/GyUSaeBxtHlVvJao/C8WijQf5a5Dif8EFn4DXqSi1E+QiMlb20RgCf18L7w6\nzqdgKWbZSFy1autiYyFkNWt9RGIbfvCvbqHtdtF2SvBqFkorhrF/0340ds7gkb37sX+klpAAJIIz\nuj5a823MtFuwFP1lVmgKXaOy9JrccJ+7jZhmanjxCkjygJptYbxai+QIy6qVqBpLRDYZQ6ufD2mP\n2YXPdvQjRaTjk64tn3rmPy348w9FPGHIax7bN1VFGp4b6VppkKPBmwZ0rns13c0TiuorZRMXJWUE\nTgPZB3segV105wHh9UqwrGF86av/Gy/5vffhz978z/j0lX+Bsqi0FgX3fM2SDpx/ySnGLtAskXyW\ngbWGqmUV0rwWAa+6ZsFEXFPT3n4XTsU8hc7lAnFlwU5NyUUEj5G7xDRntAFi203ygILEVSOt8m/7\nmFE0Z1vqwEX7rckEaL9MrgKcwCZIOt8nRyfYntfF5HQLbttHfbRqdDkwke3UdLfJRWCBjVKLHQFb\nlLTmR10mm2cA4KyLTuprHab1AWkySwQ2D7JRTYYhcLlAyw+qrgMR18UmmwcKUgq0pwHUbKBioT3S\nBdaOY/aB/cDQEB79yf04ev2JaHl+6rh3p1u4/xu3Ye0fnQtn7Xj0nfGby6ykJ34DGj2nXUcb6Rk/\n6ciS6BEwNH1SlHPddjBeq2JnI7iOjlecFJEF9EZsibyK6KDgn0kJW0B8TjT9DiZbTfW9BxKHNa8H\nCERgq6x5ZaoZnFCNmVY8rRhefKJBPZQOkO41C0WaGwax1QD6I6UHJj7WQa+XvFBUKg6+8d8fwvN/\n5534wHu/gr/78BswNJScAiOtbhfNcD1x9bWfxq1Bv7f4Trm/zu8s8EFR6rI4+tG1FkHkT9r2UVuC\nRASp1LnKY1EbyHmDYtQRTcSVD2I0CNtkb8XJ3mCVhbyYWxq0ZiZmE1WVZGJWXJ3h+tZC1VZJ0hV5\ng/S69bwuGvDh+fOwrVImiSUshoRDg/x9+9FvAtlhBCaP6n67q7VlNBJL6McySGtckVHdWTDNTPC/\nuYaT5AKcuE5Ot4JjounH58+ctzjVVhlq8Fig3QFu2QI0XWBpDVhRB5bX4G+agP27J2Pn9+7F7EP7\nsfaPzkFluBJVPLt+Bxs/sgHLn3osRs48CjMTs+pNJY9V5uA+zEDaps/UeClfSwS6iOuNLW6m63UH\nM0uqUdCIJLJjlQrGqxUMW4EtVVyF1WUE9Fr8eOF0Sx7zthLwM083W8ps8RMJTxjymqe14FGc2l0i\nwDwf2YBW1NuyyF3+IOkhVIXkyVtF5QMHyjqrhFqCiI6MAN+55sN4/nPehW3b9+JTn3k7RkfHM9fR\nj3yATtB2p5PKyB5EIJ81fRlUXJnfq4iL7Qeyajio5VQ/0LRcRbxAo6orwTRYUqdzn6k/vOoqCaGs\nbgLA3KYJOMeNBYNYw00MbrJCnVVlBYrrWmmfTBViuY1A8uZEEljps6sNJP0eU1mEVa4vq6KYZYul\ny5+KdVkXiWjm5+LtNz+Acy5+UqHPSa9PH5g5gY0iunP2T+pnZfPRRLOJ7bMzmcS11/CDsSOvsbEI\nNAu5x4LADg0Bl6wDds8Cm/cBD+4FHgQwFOym87Iz0dqwGfd95AYc//rzMbxqFACw5arbUarZWPHc\nE9Gca2Lqnj3AypH0DSXTugPJhlF+/mal+qW0+UAkYeIjTBtIJeTRZ9p2CY2mD3u6FTmczCwJgkf2\n16tYXhvGRLOJZbUaxipBcxpVY4HYvYDkBUBx/WuRY960Hq/rY9vcLPY057FjroGdjXnsmJ1Fw3Mf\nE+J6WPN6AHDL676Jp33tFQDS03q2Y8OpWKiHA+BceDLUQz9Hu2JFxLfp+Sm/VyA9OPV7l6XdQS0G\nFj+8IKi+SgK7fPlSbPj5J/HOt38KF194Oa7+r7/HmWedmHBI4O/hkI1bMi5WujAUJaz8OyUdMe8a\nDR4nP2te2BhJ0T9/3PSSlkXymEhO6zOSo5CiLK0rfy1shA2PSTupd6VmhIxu26ploUVWWRUfdjuI\nsbT9EgALbYgLntJ1Hw0AVHFd4MAqByPX78Jvd+A1fTTY8xGZnHUTwQla4ICRqEbbrhDTkLjy5jFJ\nYGkgrSPwoHWZ5g6If3PeFR0NcAfAN1ULHzBBq7RmGfbnGbD3G4kpK6+Vchl2uVRY7yp9stPFAO7j\nWU5Fdcv9oWV5xbbl+xHJb3WCqdfJZkuVChBxTUkFgLQchf4vep7Im8ODQVy7vfRzpaGAwK4cBY5a\nAuxvAP8/e98ZJslVXn26u6q6a7pndmZ2Vxu1q1VCGaGItJJ2hSSQAxghE0ww2ORgMEEEGz4wDtiA\nySYYg3HUh20MBn+2bGNrV8EKKKOcVitt0Gp3ws50T3dXVXd/P269VW/dureqOszsaLTneeaZDpW6\nurrq1LnnPe/OCaDqAHUPrlHA0C8/D7mf78Mjn78Bm953HpzdM6g+fADP+9gW5PI5uE0PntuCgfiN\npQqyxUfrS5fJauw1hd2JCVMdICC4RGxzJsuXrjkwjSrKIyVUx4dRKZeCG5lx2w5+ezx7VnjZsxV3\nydci8Vr2QrDHDk5hx8ws7p+YwK6ZmVima5KfeClgyZDXLGz/htdfDQC4/Ie/EbxWMg14lk9Qmx7K\nthH8sCgcXfYW8oBlHfhJVIUsJ3vZ/9pGVH0lpBVvDYLAqnyvMhkdGirhG9/6EK7+u224/LL34Wtf\n/xCuvPIX+1ovEE0fuGDLKRnnMbTP3bb+hMIv8I1W8s+DNzGQu+2oEY3KUiEthYDnndLQ1nJ7COO2\nHXiyZDIj4r+ibWI9v8sWX34NHhwv75/UUwipVYhks3aAvi6wsWHBFWU0KWqIQZVUkFpgJpNXtu38\nMwCIZLnKCIaGIboPmX6bXoLJKp4JvVgGus1V7YbAAtlItI649hsHSNMTUeXd8rqt0k6fRr/txUIB\nM45avW14HqaaTkBcd8/MoF5toO7by7QZrir0Q2Lng7CqCGqW6YnErqiIv50HgJ1T6GxYhjkA9roR\ndABMT9Ux9U/3YcNbzkQnn4PnCKuAceSyiLdeFccHIE5ak/ZtMJO/LNUNK78BUJHgGvv+zTw6Vh7V\nmgdYeUz5RLbcEBFoKhIrF3nFiWwh1V4ApIsq4j2xH3ZVZ/DA5BQeP3gQ9+57Bvt27o9Ml+Qjnm8c\n9rzOM6654i8BAC//yVuD1wz/Qu56bZRtsVss6urjK1xJoCpXGVmGDrKorqpCLrIOyJjv9AHufSUC\nSzaAXK6I177+JZiYPIhr/v1nMfKqU18JPDaLPq8bWCeMWBIDEB+OTNufqvfppMFjd2QSofM7k+qe\njcCqoctxJXDSKhcXBEPTCuKq2lauvmJYbK3rtQH/uHcN/+Lin8yVF1FpeN0BxPRJcUA+klSXRE8q\ngI7KX8sVrzQoVFhSW+VGBLQ98sW247bhGm3wn558jtBF9WRBrwkEtlGIDJPPea3UYixAnyqQVpCS\n3bITVTr5vN2ordnWlW16XuDSaLUw2WhGSOuumRlM1xsBaXWbXlCYRd3ouspwjfnEu1Ri09AtKe0X\npgHMNgCnjQ6AuVt3wTxtNab/9SEMnbMerTEbtRlxFiSyr1JTqVqAW6oiFgwVMdU1aNDt96xw2oAb\nWqI6VgFVX10v2wbG/PqXueESqpUGKr6doO56GLdtNFoGSl4LDR67lbGhSFaLwf76HB6YnMJ9Bybw\n2OQk9u3cj11PVwHEb7ypK+FSxZL5ZL14LX700m/j8h/+BirlMFzcLBow/R+dVTRgD5eCnEk5IJlA\nykfW6tZ+ojNIfZUxX523uDeVq6+q4i2+/N27nsGmTesyL1su3OKpA0Q23XYLt9/4MM7cHHrk0i5+\nackNBPlOt2T0VyFaMgw0TA8Nywu6uBmWvtjPLOrJq0xaeZ7hmF0Ku2hpiCv38AII1FdUSkAVPoEF\nTCp2MoSq6LptwMjDMcOLjewH5f5Vx2vHVVhpeD6z73fPjFB4ZKQpq0ngdgdmEZBJKz/pm00v2B/U\ncYi3rrWCmwpD2R62W6h8arqbJq7qimicUHnXdaECkpXdLL3ae2kWwt/nJPbemx+J5DZnmb8byMpq\ns9XC/vocppvNwNc63WwGEViyPYDahUe8rbIimDUO69mSNpAFRh5o+fug7gKPTcI96Qjk2h10Tl8j\n/KP+76lW9zC3Ywqd1cPR/WflIyMrTfmmVUVcVc9pnkGAr9NpAxUz0m2sVvcw2vSCeL6G62HUFkos\nnYujJJaJIYwb8GIu7pElqJsXFHDQcTDVFH7WejW0rzheG66RRxmh8AakiyKDxmHP6wKCVLNKWVQN\n16uNoDe93LNcBbn9Il004v6s5GGDJHhtL+YDlQu3xGvzYx9II7AqNXXz+WfhEx//Gj501RthJVRi\nqyCrr7LnVafAqpajfj3+HYxYwAzj4qJjTPLyRRtKRVQSU2JrhhOQWBslxVJCyAVeVGRIhJWWDSBG\nXLMMNQfHsK8Y1gzxgU3HJ2pFD0AjIGuwhUoaeawhr7yVpJigz8I0r9OdopoEsgr4jzORVvbfbQpv\nMBWTuK4YnSmXLdh+dbLK60pIU1/CLNEoSVVlZ/LlqNprAuE5iZPYpGSBJCS1y+w9/SOJGA/+5r/Z\n8gLSuqc2h6lGE3tr1UiXrHq1AddxAz8rVwldtx3aA4Bk0nooCGqvqqvcGEHneVWhkA9/nw/uA0ZK\nwIP70bnyFMw1W/BaHZheHq7/m2l5bXixDGmdl7UVJ5ELCd5xrOpGu435571aw0PZtxLUfZ5Qcx0s\nt4eC1JduSWwami3ReneqUcdEfQ71ah2OFx6bTtkA6l5AYAF1fcVSwZIhr4Ng+yXTACql4GIuq1wy\nki5K0TiYeKRL2gmYcl+jr6VnwC40gSXIBPZlv7IVf/6tf8LXvno1PvDBX8+03LTYLDNfwAsvPEn7\nPu1X1b5LshKEalOUJMsENkvlvm2YwhPt+2GJyBJR5JCPqVi3rrL4xwkrPU/roqVqOcrVuDG7FJ5Q\nzajB3216KMOv4iciC1+RlckrTwow2kDdgwPEvKodtx2otnJMjhKrh9O9bmnokbSqLEKcxKIUjsqQ\nIs5vcCME0/fH6yp/OWHl0TZy/JqKvOoUXt7FK6sXJUZz0AAAIABJREFUtpuCK/F4MJeO8y9K97Dr\ntk1VkMnRbLXQbHnYX5/Dvrk5TDaaQTW2ysfKCWvEFgDEC4IWirRyQtlNF64k6JbTzfJJea17wEP7\ngU4HOOdIoFAQDX6AQA10vDY6y8shEe3FwzoIpJF81eenbbDCz8XPhyJtJCrclD0LCjdfBJw76GxC\nqnPG3tqcKM5yRTSgy45RefvmO9lGhcOe1wVGJEbFMCIHnnyBiDYp6D+/sZeUAblwS/a+LmQBl8o+\nkIcN5IAvfeUjuHDzm/Dq11yOdeuOiLyf5HslyNaBLGorIfTJxi989JpYZqjsjlhFX6XxC0ocEYfS\n8Aqx4HIZvFsSEVZOZCNFPCkh9mmRSvL8ylaLinajMlEC2PFdLqGKBlCxYVgi8D9C2OCTV/+EyL1U\njq9KcmW2qbjwcEKbM/MxEqsr4ugJrDCLk1buZ5c9YZy4EikV6rcZ5MnKAeekjHPQhanuRtMqdMpq\nw/OCaBu5Raasxjf8dVFWtdbHmuBvTSOq0Si57vu1JyFLYHvW9dFvPPSvys9bmHGagdr6+PQ0ds/O\n4Jl9Uzh4oBrYAVKLhJLI1HyrgoMirINeViEPeG2g6QKFHHDECLBmma+atoQ33cqL84DuBoCjFw9w\nt/Pkc9luBviokZnXjiI5XluktRQNuI4L0zECIQCAlsBGiCvvRuZFRQaVAPH41BQAYNQuwVszFmwH\nEHpey6XnBq1bMp+yV6+F6gKQ5FmruU5PkTfd9jwmZFFbAX3xFjA4AqvLZuX2AY7jjtuAt77tFfjI\nVV/E3/79ZyLvyVFbWTNfb7vhQZx1gd4jx/dzFgIrgyqhAz9SSxRulYxWpPWkClyZpWF8OlbGSmr1\njKAkoNKxyYmQfOMkh6sTsgxFB9vkE1gibZywuU0viOlKQ0BCEy5S3EOrJK0HqqHntZeMTIm4Uuxd\nuaz+bauIq3jMyC0nsZIHOQn0Hcj7ntTV6Xoj8NDR8nWgLFnPX7ecWd1rkVgS0lpidgN5/luufwDn\nXniiZurkbRL/Q8JKv1sqwmp4XkRt3XlgEhN7pzB1sIHpGUfvXwX0qt9i9K3KpEz1/iBh5UPltVwE\nLvPPx14HyLHfPid9+2aBsXL4nDc9oek5+P6nolFtZz/p9aTvqJt9oUg2kdVM12sHWc+u4wkBgNXQ\nJCmwdH6nZhgAguMWiJ43VCMyK5ZVsGJZBfbwftRnuy0Rnh8c9rweIlCfY7oAcGUEUAzrIj12Ji0y\nSzXErQL5XrOSWbmAa1AJBGn2ARkf/dibcdopV2LbtT/D1ovPTl2+yjqg8r0mgacPcLXWzBuxfadT\nYQHhgyUVlkgsVzRVRDbWApST0qKVqWGAjKyERJwE9WRVuU0SKuVSoP5xEks+cCDeNYyGXCP5jVo/\nW9QTy+0ESvB0AdUFTpU/64MyG8u2gXLJQHkk7jmWP0tSX3TxvhHxIhNU3zupr/w1IHoeoVxG3jaT\nF1nI1cJ1NMTNBOvq5VlGcMFMy5QNe7R3V8iRpJiqCk6ywm23Ei1WqvUTQaXXOWGl1ABeiPXY5CRm\nJmdx4OkZTM06qM446QVXC01S+21CoCKw/ZDWNM+6mRdtWe/eDSwvA+uWidf5b5IIp9MWxJbe50hK\nEUjaHtW0bvTc0tP+pHlp+YqmBoCvupINyv+9UkFuFY1ghAQA6oYXs3kFMYxUfOW5sZEYekznYzr/\nVsqlyO97w7qVABBLx1jqyHU62czeuVyuk3XaZxMoLosTVzrI6IDiw3qAuDBwY/ZosRjLeAPCIbpi\nwfD/h5W8aW3eOKmi5wZ7DCBIHeAKKlc/5fQBFXntxT7AVVJOXmX7AOGH//zf+NQnv4Hb7rgaphlV\nDLl9gJZL5NVttwLbgNtuBUSUP846DEnEVUVgCap18IujfKHkSOtmwkluVBltae+2ObIQWHmeLB1W\nVDdk8smSK4KcwFJnK2UMTtqFQ0E0OWJNBlTDuLrl+apr0TYwOmIFxNWu2Np2slbRiMWRAWoCS5CL\n6ICoL5kjC3GtzTRQayR/ZzqP7lDFDqJ7qJCPzktyX/Zeulil5b12X0SlrqYOH8eTCeg3SK9zwjrV\naEa6YVFywNRUFTMTs3jmwJy+oQBwaMnroWwDqyOpSUSScLAhRkgePQCcsArYyLoqJn0mlaqtuglN\n+51nWX4vNgSZuEqjOABivvly2VLGGfKamaQRN84v5EYD8rl3xM+aXW4PoWQYGLfFNX+yXo8UINar\n4tp6z3v/Nfs+WGTI5XLodDrKu7DDyiuSbQIE2Y+m6r7E3+MHqirfsBf0q74OCt2qry+/4kX49p//\nAF/76v/F+z/whuB1ne+Vq6/c98qR5IHNoip1YyXIgkjihILYUrU3J7E64qqCqrJcZwEgyEU/OmQh\nuXzIPBNx5WRTlc0qQVZg+ePgljlLAZe/rpwZbUPrNsOoMk5cqYe66zkoS4syfbVZRWBV6Q/BexrV\nU3WB4h2b+L7UIbhoNoTP2Gx6EXVW7rYmg984p934RYmjHDnVW3IKrVf2p3JSLW+firCSJYBig3RR\nV1qLQBJxBRamHWu/iRyDWL9MUuXuefw1Dj9GCuuGhed1ogoct1w9XRo4WeQNRORlpBFX3g2Qq7Dd\n3EhriGsaVJFUriOawTQsdWtoIJ2oyucpes1dLvINl9tDyuWafhMa2TO/lLBkyGs/Xoua6ygJbER1\nZQdZAyJmKOkiAYQkJls3LbV9gF5XNymId9xaCO+rDhGbAlNhc7kcvvSVj+CiC34Dr37N5Vi7dqVm\n/mTvq5k3cN22u7WeV1mlSYOOwIp9HarcZj70/M04zZgvVgbvIKRDEmFUDfXr3ufL0ZHVrEHZQFx1\nVYFOplk65ogZWukXQwmd3TPIrRN90oPs2MgyJU+cPL/fSKDG2/IWo6SVE0XTHwY1m17EXiAT2CS1\nVX6dwIcBgfCC5Tpe0IGI9mWtnu1iQ5XcppmH67X9ohFxvqJhyNFi9Hcdjvyo/avy0Lz8mgz5vbTz\nHB+xoDasD//scRx/9tHBiJVcUEbr4K1bSWWlDlg114moTaRg1+qe+qbqUPtWk47/rKS53endFpCk\nMPrP5TxnAJGWzLBDb3vnuOXAv+wTPth8Tn2Tub8KrFTkNlNBlELdDOBfzlTnmFg3wG4JrKZNtPgf\nP54pp1p9gxkSTq8ozhmu44pW3P75Q27ZKo8EASERls9RHGaxLlJODAN1z8VYyY50UKw6ZGVYWIp3\n2PO6gNBV/tFzUkvoYgPM3wHBCaxOXVVlviZhvryvaZBTCI4/fiPe8tYr8JGrvoi/+bs/ypQ2oPO6\n8tdVRFFWbAj8ohj1wqp9sDQdf06JBDqkeZyzqJy87awOWZbDp8tCYLMQV44khTAN2javBKmjVWL7\nVw3oYleDIDFyHBIQfgbTy4cdxmI+WDVxzaK2EsqmlVkJl8H3Cy3BzDKsy7arxIgr/VeFosukVWeP\nSUvfkMErqDmB3XlwBt7EhLLFJq1Hnrdn0krIQhDni+AeSrU1w7A4EFat02NCcMz5mc9l+DdRR5TR\nLOSBThvgmd5OS72viVgmEFfV8W2acdIYi+Wj9WWxDmTx0TLIXcGCxUs3kkDY8MUqGoFPXYaKrNLy\ngPDcJJN2eYTouYolQ177ZfukvvKLPY+viVRf+5EYpHCouhsFlYSB+pptV6vzXePqq0xuu1FQZQLb\nb/KAzjogE9iP/c5bcOrJV+LabTdiy9YzEpcrF24RYT3vopPZa0nWgVaMSPKLtVieXtWmabIgWnAS\nt4vw9WubXbBorTR0S1zl572kZXQNq6BUXIu2EVyEEtXatSPRNrFA17mvlHsIIEZYA9UouEDQhdkA\naqGFwFQ02ND5WmUbEd2AUEWxDNdxlYUVckZuFrhND3bFvwGx02P8VEPy/LmcDZwlxid4Ln1W2ccd\nObeuLaI+ORmpIyAiS8vmhYhyY4GuSGtWdENc+1FAe0VaXmmajzUjaVVlOltFQ5CtkiBb1MBkYrmN\nXLUJb6QYHSUhAiurrhqiyJXNrDdo0QUw4prlBoXvK7kAVDMdJ7FyW1siscG5hs5xNf2Nq0xW+Wu6\n6d2mF4y01F0PtiH+93qDPCgcznldYBDRVBFYbhfg3hT59kc3XEivC49YeCEPFVY9EYmS1ZDUcvVV\n1S42Kff1UKJctvG5P30P3vdbf4pbb/+etvOWbB9Iy3vlKhIvrCLohj4HSWBV65GJbFa/M29ywJFG\nWrm6Jxdg8Tgl1WhDt6prIoJom+gwJFX+U8tI00uwHMgXnrSCLc38HSDSPx1AnBT70wU2A9sIlBPy\nyQa2AUU1v877rvImq+D6+8F12z0R1yyYbjYxWiz6tpdoMRT3kQLq4kJZMU2L/5LnB6J2CdnbZ1ds\nTFcaKJlGUIhCvwG5YJZ7WmWvsNYiIBM6nfqadci+VyRFPvWLNCWxC9IqNyGJFDQWw+FxamZSXTGE\nfNNDxzbgGv73oNrGhBSSDsLoPD40ryOxiTcpWW9AVN9HkJLAbr4Vy6PPpyKxBFe2QGg+B5B9JMs1\n2sL65LhouKGIRpYhEtuWOpYMee3Ha5EU9C2HhiunSyAlDc+Lva8isUAykVWhH/VVRr/e1yyFWwDw\n8ldsxdV//5940xs+jb/+u0/CSFEB5Vax27bdjXMuOCHiTe12v3WDbiwaBHUldTyeSG7ZyRUsOaZt\n0JCXWzKzHetcKeQKQ3Dihk8O/QsCz1mlAG2raMA08iIknrpyyQT26dl4l62k+K2gQllSe502OpzA\nJKi4TXgAjIhX1iyKJgWe4wEKvyuQTk7lURzudzWLRmwYMEl10XUIE92+DIz6ndNUo0HTzWaw/eQf\npeNgqqn3SwNQRvnIxWdBhzYpq1aOWOMFKNXHJmFtHA1abdoVO7jZou2Ui1p4VywlcY3sMA156NYW\n0A9hTVt3L2H7MmRLAH8NiBQe8aYdAGIV9ACUzUhidhqWeDG0ehj1yTrKPnkNOu3RxPR7JtBvVvVb\n9Zsb0HbGrAL8JlQVedbtd8vPD6S+qgisZj4diQUQIeA6ctptcxbTExao+mwDpmViwjSC32O11ojc\nHN7xjh91tex+sag9r9u2bQMQysOL5Xmv2/fRsTcCAL7d+EcAwL57dsMqFDB28moAwPR9T6PltTB0\njKikrD4yAde2MHaeGAbZfedTqNs2ztz8PAwZBTx462MAgBPOOQYA8OCtj6FiWjhz8/MAALff+CCG\nDAsXbDkVAHDz9fcDAF544Ukw80bkOQDcdN19ABAMl2/bdjeMXB5bL34BAOC6bXf7n0dkqG7fdgcA\n4OKtm/3nt4n3Lz7fn/9W//0L/ee3+POfi06nie3b7/Cfn+e/f1PK83B+vvytW8+JrH/L1rPE9m6/\nE299+8vxhc//Pd725s/g19/0i8jlcoGNgLb/oi0nIw8L27b9DF6njQu3nAav7eHeu3cAAM7xi7Zu\nvv5+eO0WTj//eADAHf/7ENxWGyeeezQA4J6bHoGZLwRB6D+74QHYhoUL/f1/03X3oZAvYLPfpvKG\n7T8HAFyw5VQYeQPXb79H7H/2fXidNs7cfDyKhQJu2H4v3HYLZ24+IVg/AJxx/vPQbLVw1/8+DAA4\n/fzjUSwYuOemR+C22zj27E1oeB4e/tnjcFotrDt9AwDgyTuehNPyMH7KGjQ8D/vu2Q0AWHXaOgBI\nfV59YD8anosVp64VVdj37gUAlE5ZAwDB83HN8+ojB9DyWlh24ioAwMQ9ewAA9tFjIs7psUl4bgvG\nkSLXMbdnBrlWJ3z+9CxaXhv59cvgeG0YT8/CKhZQft4KmEYe7q4ZdMwCcqvKsIw85h6bRLvZCi9s\ne2bCTEinJcLNvU447Li/Kv7Lz/3iLuybBcxCuLynZ8X/8aHk5fnzN5+ZRq5YwNCmMbhGG9P3P4P6\nkCW+D8tD9YFn4BRLWPP89QCAnXfsBABUThRFiAd+vgclw4x8Pw3PReXEI9BwPUzcvRue24J99Ji/\nvycAAKPHLYc500BnzwyGAFgbR8Uu2DkNSM+NQg7LT14Fs2ig/sQ0DKOAI04ew3J7CHMP7odjNVA6\nZxQlw8CTdzwBQJyP5rwW7r35ETRbbaw9/Ug0PA+P/uxxNFut4HwnH09T9z0Np9VC5cSVaHgenr5r\nV3B8uI44vlpuC8UNy+A0Pcw+OgGv1VFuv+u2MbdDdAjq+N9P8/EpYMZB5dhxlBse8nfvRWnIwsoX\nrIdpGZi4Zw88r4Xh41fAczxUH5lAY86BceQy1Ooe5nZMoeW14a0eFmSGjh/6/vf53/8q//numejx\ns9d/Tg0xZubE/OP+LcVkTfwfHYo+5+/nc/HpF/K5kRPbb+aBqVp4/Ft5sT+MPIorR2GaeXhPHYRZ\nyMHcIJ47O6fRAVA5ZhymkUfd/37MTWOwigZqj00CAMrHjAMADty9F4ZZwOhJomMiHb/26gpqj0+i\nvesg3GYL5toRQcqeqQr/upET28N/j1Yh+py+HyMHHDmKDoDmzmmx/RtHxc3J7hmxvLUjgjw+JY4v\njPntZw9U1d9f1ucH/PPBGn/5U/77qzTH0+Sc+L96WJDYPTNCwlk7IgpN/ePN8c8vke33p4c/PZx2\nuD/o+KXtYdM3iwU4J62E2fSw/85dmLEtrDprAzzHC87XD3x2O4CF52N33XXXQJeXhOd8zquMN//0\nfQCi6gK/m/EcL5KztnZ4GKPFIsZKxZiSRigZBpZZFooFAyOWhRGrmLktLFdWTSnn1WCZpdw6QApq\nt5mv8vxZIKcDyOqrKvu1jTrm5hp42S99EMcdvwFf/+aHkcvF1YROp5k581WVx0qgeKARqxjJfAWi\nyjff14b0Oq2f1idnzSZVZ6sC1nn1NIWqyzmVfAg2S5wb91aq7ANZkJbxqqvWB9QKQqC6+n45Gnqk\nIV+qsA96yQNRdbSXnEYO1fy6nEkrD1TMmMWhXLZgD5ciWary/uWqtarjlpzpqkNauLicJUmB5cvt\nIYzbdlCxT4VP8rElZ1dTdy8ZclEqH+6n6Un95Mpn2vGgLb6rmChSQwm/Exope0lV2HT8xHKBg8ca\n5T5piFZ1zCxkB6tuwBVX//gFouqqtgBLGtKWG2IAiERABcVIkpUAAOq7Z/DkX92BVe84J/hOVN5y\nsVDF98O9qrwlK7M4aD3wcle0fovtVCp20nTB8y6iFrv1YrNl58rh72RsWSk4NwHADa+/urvlLnIc\nznntAt+59MsAQhILhP3EqdMQEOYpAqItqI64zjfIOqDyvnIsVOpAVvvA0FAJP/zxZ/FLl78fH/jt\nL+ELX/ptJYHVgdsFdDcCafm6WYlrlm0gW4Aq/SBrribB9vvWZyGswGALsLh9gPumKEQfCMmDDDni\nhg9rW0XDH9r2u0IVPZhNhV0gttAMleEE2b+WlazQ+/66OkBgG+CeNSJwnOCrhspnEC/0osBwmYgl\nQSYTvGJZ7vDV8DzsmZ0Nz0l+AxUdWeVEVNWsAYgSWHk6TiAp3ks5bM+R1GzCafu2DfZ5M3YJsox8\nvOq8F2Q5zmSiOkg7Qa8oG7GKfZW1REVOVVXwQPpNFIdhGRhaOwJ3sg4jnwOMPFx/uN8yhLVIndvc\nDgs7gWi8FaAng9xT30tBXhroPCK3sCUsxHGm2yaQPz8v7E2sEGyhLQKHGkuGvM6X14IIRMP0ghaZ\nK5ZVAqVDzlJMQrcNCvoJzQeSM18HhbRsVhXysNFGHcPDZfz4//0pLr/sffjdj30Dn/nMBwICS1Fa\nlDpA+2LbtXfigi2nRnywSa1jeSh71k5bhLQCLp4HS+imMEsHSrDI2oZYLhgi4ltzncT5sqiyRHBI\nZZMhe7kihR9MbbUr6uPQogsdJyBWHnjyYDiU2C2BjXwAjeIT25DoOgICaxuAT844meIKpNzSFYgT\nTzkOJ3g9gby7XjumjhHmqvUgP1IOQS8ZBiiJTh45qs82tAomoC/Y4Tcs9H0rSWtSoZ38Pg3zrqgE\n0zlmO9jfZTvj6JQZEiTut9YSnF46MCWpq4cicQBApMkAI67kL5d/g91EPPJ20HS88GNRXmZp2EZh\nyES+6cG0TeFvhxEcM+1dB5FfL6xFRLc6QLSw02lHVVeGzF5mjn4UWNkHq0IvJLYf4svmbWbMg15o\nLGrP63MRZdMSZMBwABtBpEtaH/F+kESsSG2VO26lNS3Iqr4OsnhLjssiEIEdHR3G/7vmi3jxJe/F\nkP0t/J9PviNcjiI2qyDZKFTFWqrWlVRhrSKuWYuy5G5fctGYirR2212t0WqlxhwBccKqmycpOkWX\nbwwgpsxx0iUTLl4NrLpgchXStIxArbSKBlzPiSwjILBGLko8eul41A1J0VQT1+AF6qvYxkbMOgHE\nK4VNTZvXboo2+HotIw/XcyIEwnM8uP7+rSPMo63S/H5xE21vreFFsiNVw7qqFpjyNvJlREhrluI6\n+TvxOj5p8bfDEjcxpheSWPn44vuKnvOCweDzJB0zh7pRAQdXb7OQYIVVII248ptHMwOJVVWr60YL\nTMtE9cH9yHUAq1JEx8hHzheWkceckYchKZhBQRcnsMFMYVJJIlRJAaTgdlsIp0KWeWk9WYlpv8ee\nKaw3jimiykyvnRjFtVSxZMjroNm+KtSdD8lRFiF5XZOIgCqNQFbwdO89G9CL+gqEntyVy21c8x/f\nwKUveitsu4SrPvwm5fRmvhAUbskpBByqRgGh6iqIaxphTVdljaCBgUxgdbmvWTAGYCrhfRVJVd08\n1d3w+CUCK9sQ6HWu8vLKbiCqKhJJUEXC6Ehr0oVS7iwV8UOO2HHFrBsC24u6plANO1YBTSuPZt1D\n0TZQq3uxz68kpPX0RgIqfygnkQF59fKogVWF+8Q4aTgYQISwJmXccvBsXNW28u9cSVyTlO9gw9hr\n4+XYexRbJiOSnyltD40A8GHqqAo7D8PLHERAe1Fg87ls6q3cxtSv1iePts5fTr9DnfIaidFzKSLO\ngOmIG03DcmO+aFr2UMVG4+lZPPKtm3Hsu85DaWxIpGhIRHdo05hy3Y7/WZSWD5aOkAg+v6y0D4rE\nJmE+489kWPngj5+LFwsO57wuUiSRVkISiQXUZKYfsjpf6usgoVNfOVatWo5r/vObuOTit6BYsvCe\n917hzxtVX2lfeazzldwFSwYVyPFCtyQktY3ljzmB7RaC5PptOlsiTq1ktNDwxLLqheixlRTHRmhI\nTRA4gVUhresTv2ARSeAql1z8wS+YQxU7MvTIQeH8kXzTmjc4gtHP0Bwv/jAZ8bEKaDoOmiwfU1mE\nwi5izXr6hVdXhNKxCmLswsoHDRQC/61PjP06aO0FTKeuxraZwwqJAI/+UZJWWoaq6Ea5QQnvcfKB\nKCnVteSM5GnOUz5u1+iVxPZKXMtGX8RVRqTY0DSAcjwKDQDsimihnKs6uP2z23DMG8/C+MmrI6Mq\nYB5mfgzxGw2TbkYMoSRmgfJ4N/LB/B26yaXj0mW/zcVAYHvZDisfeJt5wVaw+i7jtpYClgx5nU+v\nBRU/jBaLsI0CxktFJbHgOZ0yaehWgRsE+iGw3VoHZPVVLtzKQmDXrTsC//Ff38TZZ74WV155Kdas\nG44sm6KzzrvolGAIPyuBle0CWQknFcGRHhW3DoTNJrIuU1XUxTFeirbF1DXAIFC3o1Kh0DWBBeLW\nAp4wAIQ+Tep6I2cZysOTvAq+YXoxNZdAqmuz7hNXfkLfXw3jr4IZMpCf2EoynNRl1YsXbChyHzuy\nuqPL7YQgoUrIF1iZ+NW8gKTQMpoSMQYEOa4hDiWxVt0cyNvHSDgnsUplLGn7s16cJ2tR9ZXIO6BU\ngLtRmnI6RW8h0I8Sq4OinaqKuPLCyCzEVW5iAkTPOfQ7lgOJW00Pt33mf3DUZc/DxouPY4WeLisE\n83OCd0yhvGksOJcQmVUS2Qzfma59LBAS4YDEVt0ogQXmh8TOB4ElX3PFVJLWxYbDntdFBK622gp7\nAG8BmxVZYrKyRmlxZE0eAAbfdSuLbSALgd24cS3OP//5uPmme3DFr25WTkPKZ1YCyyPGjAyFWgR5\nH6rUV3kd3SqxlFKgU2H17WTD3u88EokILJDeIpRC54OiRMVoQVJVvByZY1ds2JVSpEtSw/NQM5xE\nEqtFLxaBQUFVsMGJrG79qveVy2dkXafgEnlOuCh20taVRrIzqN2xdWS58A5Y5eI3TvLrBK2lITLD\nApLZQRFXIjB9EFeVNYD/FquOF02vYI0iAFHnwdFpd3D9569B5chRHP/qF0Rbbys6J7qmLxpIN70u\nU/Y5+QTiyrrsfdbuLp8IByQWCH9v863CKkZg9Buasg1lI/A08xi5YFXPQbWVY8mQ1/lk+1mzMnVE\ng1e7J6EXwpoGnfoam65H9bUXr2saXnjeabj55ih5JfV169azoXLlCWWVD+cXAjKf1efKoSP/OmIa\nkto0S0JoNTDzYVasjsRyyJFbDc/DkFEI2nnaRiHSc55AJDVW5GWqLS6iqCraJYmDXziiQ5TRGDnb\nNILCRk5iXceDVxTe0Rp8hUxeidwLXYdeh6kJaVFH/RSJ0XOVdSBNpdSRWHotK7LGhcUKX2S/cbQT\nkhKxqKMMBIHC2BXkLA1JnuHIdsqq/iBJy3ynDAR5p+nEVY5SU0EV80ag50Hhn+OhYRkB8aWbXKfW\nxD1/fSucmSYu/sOXomAVkKPcY7YcjvIx48obYU5gAURIbEBm3XbX3s6IzUQ+theTjSBNCbYKAXEd\nHbZQHikFyS+Lze8KHPa8Llp0o7B2k0DQL2kl3ytHL+prFv/rfJBVGeeeeyr+z//5epBI0A24LYCr\npAZTX3sBTzyQl+FJamtSdJeYP5ojy0ksEPXDqlAsGCi2wladlDEsxyUNsrUsXQhUFxLy1hn+ha5s\nWoHVRgW7UhJDi37BgWrYO32DBnzRyRp31OvFrt/5ZAUYSA9R59MmLS+LWixfjLsJZFdBDoKXW4Uq\nwNW3xAIy2l5g/gu15guyx9V/LWtxFhBvNCHgvnT6AAAgAElEQVS32dXdoNLrpKDWOx3MPjGJR+7e\niwO378bkY/txxKlrceEnLkdB8Z3R+qn9scsyhHUEFoCWkMme6yzgx0qkTW0wwSIisLrtsPKBVWB0\n2MKKtWMYG6ugWmtgrlrHwQNVZXzhcwVLhrwO2msR8Q16bvAaJ7C2UYjYB+a8VtfNCnohrt0SsH6i\nr/ohq6qGBVmsA2efcwruufth3HHHAzj9jKPYvEVsu/YWXLj1pNR8VwAxtbWb/UZEVfa8ysuXIRNZ\nHeSMWCKx3A+rU+rp/WUWIjYBDtVrddYFSlZhsyJQRSS1R1Zd6bEKDc9D3TLF/A2hwDatQtzzSupr\nt0S114vRfPgUgcFcHFUXwjQSO0iCn5W40rboVC95uqmaaLWZIRopLb0hgKoD02Ip6EqDhrTyzm8y\ncSVwG4DpF0sSgVUR1yQLT6vhYuKhp1B7aAIz9z+DvJHH8jPWYf3LTsTZL3gxjKIBD4DH/PK8yxwQ\nZsWaRQPT9z8TtJjNQrjkfGNOcAl9DZvLowSLATKBtQoR4rpm5SjWj4xgym5gtzUjIvKqdW0G96HA\nYc/rIgQRWBWIxHICq4raarZaKBaiFericZTEJJEyFTHqZjhctg4sxvSBSmUI3/zWJ/DSX/otvOa1\nl+GSS8/GunUrsW79EQA6AaE089mz7XpVXNXBQf0j/P7jjQ6A5KKuYsHAjKO+qciqthKRVTVCqDqe\nCMB3vCCLVW5GQOA5rqS6AqHfllsfqOMTIC50ruOKvFS/Ij7iTesG/ZJV3euHsu2nCjrbQD8XYU4I\nk1SiWA5nPv4+VzlV+ZuqeaqFYDgcCNMZIgWBGUhrYmvhXgrJDgV0xNWPw6JopKT9keYp13VWI3Q6\nHUz99+M4eNNTKG1YhuETV2LTO8/B0PplsIoWTMtAte0B9XiRFwdXX1VIIp6WbyVQNeiQVVplPjIb\nJQqyiKm4UHVMLCYkKME86rBkGl2OSS49LBnyuhBsv+65sA0zkSBkVWDJj6lCN0SrG+KaFYuBwP7a\na38Bl172Qnzmj/4CX/nS97Fnz37s2X0AzaaDtetWYO3aFVi7bgXOv+AkvOVtv4h83j+pKYj/fOfm\n8huOtO/Dk5oqqEhsFlV5xCoGHllOZEtGOF+vtgHDonxHMeRnSgUVAGIeO1VFMxFX2btbN8SFT1Zf\nnbIRDu+lqa4LQUL6bf2pIr9Zl5lEnCPqTJe+t26mzxIUL3ez6nZZG5YFD2XimllplbGYSUqW/a/w\n/3LSqsr3dZte8HtUEUZqDiITV67YdVptTP7kIbj7a1jxrnNQWlaCaeThAWhUm2i5raApBgB4GnsC\nB6mv5HnVtZbmCKLRGIGVLQcysZWXmVmVXYw3M4pjhG4GbMPEFBoLvUWZcdjzughAymnd9bRDrEGw\nu6SydpvPSeiWZA2KuA46eSAraJ06Erty5Ri+8MWrIr7XanUOe3bvwa5d+7FnzwH8+Td+jP+65nZ8\n67sfwPj48CFr8JCFcALx74zIrCo7Nq04jCCIbAtwmhgvFTHZEPFZJcNIHDFI/Dx+0ZbpXzR4J6NI\nxTDz2PEmHjJ4jJftpxHI6ivqniCwPEYqLeS+FyxUP3qVgkuB9L3MO2ioVFdOQDOGxEeaAUjIUngV\nrE4iJEmRSbECrTTF9VCimxsGTXtUFZymFyOwgGggQJYB13FhWmYqcW3UHBz85/uBfA6VV5+KllkI\n2v+apt8xq+ZE7EJ1hMSVCK3so5XXl9jYIxGa7l5SYkHXmE/P6wAaF1jSTQo/n5vWc1t9XTLkddBe\nC959KInAErL2oR8EdKS1H+J2KOwDveD22x7ERVtOxnHHHwkAeOWrLsbHP/ZtnH/2e/CpT/8m1q0f\nwxGrxnDEqlGMjlaQyy3c0G9WAps0fz8YsYoBgQXCY9I2PNQ9N+J55e8D8e5bDQBDFTuoHK7NNBID\n0MkyUDJEoZb47zdcYDm0YntM1A0Po3YJXoW2wW9qWvdEgcWTB4HxaDxP31go0qpar0xg+Xtp88rz\ncAyiuw8nrlm7GoGRzZSqZ52C6rrtoOc9n6Yr0groUwViMy8QmaVoq17Jc8p3GoT9G/nYsL/lF0ip\nCKxuWa2qg+nv/xyFIyowXnQ03FwObt0LC568dtDhzTTzqPkjJVwVraMRGYkhEHGdfXQC+fVCZVd9\nv1mJZ5KVQDm9mYdrtNHk5Je3kB0kkn6HvYwiZPhdG5YRawhxKHHY87oIoCKjcvU03QURKRi37ci8\naSQ2yTqgwqBIqy4yaz4IrKpoq1/whgiWZeKzf/ouXLjl+bj67/4L+/ZNYd++KTyzbxKdDrDtxi/i\nxJM2DnT9SeA2gCyQmx7wZSSvR8SB8SKvoC2u/3+yEW83KxNYGZzEBoNTleixoiKuPB4LkL2u4WNS\nhG3TQNmz0CiLTj2Roc66h6aRow/a/UXmUJHUXkCktF8S2y3kKv8MpDUpmkcmqEmeVSIvlpGHWyyg\noyCuSWRG15VsUQwBRzJZ892rwHK0mt8uVx6bomF1IEreIkPrEoGVVdCm20JjTxXVH90P48SV6Jy5\nDl6rA6cp9qfc/lmMjvjLZlYGIrOkzMY+kqITWpJXVZXnq4KqqEsfIWVEGxfw7lv9qK8qgtmr3UVa\nVs6M+ptrroMxu6SeVdMieiljyXzihcp5VcX/2KaRSgqyolsrgI7opMVkZQURz8Wiwm7Zeoby9Ze+\nbDNe+rJoU4NPfuI7+Mu/uAaf/cLbMy07KVmgW3QTndXtd64ivIQRC5hxRBIBEDYzoHazOhWWQ0dg\nScHhUTxEXHmhliptIFSBhX2A1NeSYaBhGRgZH45uxDHjaB50FgchWQhkJbGDhMJXmQVJRJW/H3hX\n5eWWQkLjHDOeibACCAtvAH3zhUNlFVA0EohsmxySnwV+W2IlgfWV0aTiJhltp4X9//ko5nZOw52s\nwzvYQK5YgHX+Bpinro4WOElostdyPrl0jXykVbHuhsV123CWlwHfhpDU5pc/J8LMySy1SFZ1+pPB\nu3cFy4YmNsuK3jAkIith7dqPHr2W8+2emZwFIM6jDddDvdpAvSruJFSK96HCYc/rIsA1V/wlAOB1\n17xb+T6PBGp4XqR9bMkwMGQUUCoUUCwURC6n/3hQyEpaVRFZukYFgN7/uthsBHI7WhV+/Y2X46LN\n78YJJ27CRVtPxjHHrk20EfRCWrMQ3m7V2CxIIrwygeXtZjmJBfQpGrHuWJYH0wmVVpomsApILZR1\now68iQKprwAwjUYwBGY2PJhePtIO9TmLbnreq6BTgWSSlQE9F1CplqXxt6pSLZSktRfCOh/+Rk33\nK/JgduRtTYO8j4nAQuyHLC1zeTEleVLre2fwxLdvg7liCOWz1qIzXER7yILrH1+xyvwEUMc1+n02\n62Gb4mBbmEKruzmJkWSpELHptgOiTJ9TblHNjxsVeMMD12hHO29ZedE6liPBvx1dsDSNap6sWcgK\nxRWA6KhVCs+jM5Ozypize977r9nWs8SQ63Sy3enncrlO1mkPBebba/Hmn74vGBLl6hKBt48d8v+r\nyCs95pXl1AEKyKbC9UNcxXR68irmS1ZtuyWxWWwDSckDvGBr+7Y7AvU1SwbtD//5Ovzkxzdi+7V3\nAjngZS8/H3/wmTfDtvsn4jp1O4nI9ktgOREm9dVtiyYH9L/ZamHGaQZWgmarhUarFaifAZH1iaSc\nCSveCy0xDc9DzXWCwkRSWTlppeOdLAIq1ZWvj9ZBy5+oz6Faa2BmchbTk3PYf/9+NJbZ4uKiUqyS\nLrCL0TagIqH9kilVtFLWeSSrQJrqqiMHuvlS1Vcf9R1TMI5cJpQ8n0DRfwCDjzkaFHkl0kqPFd2v\nHK+NWt0LP0PVTd72pNgyxfdlyv+l7GXDMtDpdDBxw07s/fEDWHH5cbBPWyWsAYr9rdzXus8eey1e\n6BfBnhlg7Uj4PNLxTHNOTCgeVCVSZIlXS/zM8nalIS37OIEEq+w5/DNZRh6jw+I8S5YAWWFdjKR1\n0Dwsl8uh0+ko7+APK68Z8Z1Lv4z3bP9g7HVOWgHEiOsg0Y1FoNemBMChSx/oFlnU1ytecRGueMVF\n6HQ6ePSRXfj0p76Hl17+O/iHH34K4/JQdRdIsmWkNTbolsCqvnd6TdcUYcQqRiK0ioVCpOK/4YVt\nZYGoNYbUWVXHLu5rVZFWmhZApHVtGsg+YFgifN0s5NDkbWMXY6h4P1goVVlFghiypgHoFC7dUL9O\nGUsjsxyq4eu+MAjiKpNWQOSwllnzADOPcslAreEXO8ITaqUlHcN9KNm6/W4Vw9gst+li19/chcbT\nVWz6rReiNWQGFf+uK4h1TG3NkrOsKihL62TmddTLTZqP3mMNTGg/clU2i91F13I2sBHQjSTPK06L\npEvJPpZ/W1lu9EzpRlKVJvHAVdcol/Ncw5JRXhcK79n+QeVFe7xUDL1+TGUFELEM9Kq8DoK4pimu\n0WUsrPqa1nVL1ya22w5g7XYbH/vIN/Af1/wMP/rX38eGjau6mh/ozk+sU2G7IbBpkVlpCiwQduUi\nJRYIFVdOUolskjLLp6GcY36cyzduKvBlAgiWq1Jfp6aqmJmYxdTBBqZnHDT31/VDxLqLrEp57bXQ\naT6yXgcNudWq6j0ActZqNz7XfqBSx/gFW1YBAUS9l1mUV10DB/5eVmSxYmjUViKulEvq+uprre6h\nWfd6UzYV9g7+3Zl8/TwBYOc09lx9DzZ9cDPyZgG1mqMnrjoPcS/7Z76gIYu5jOorP9Y4Ysda8Ibi\nHJ2gMCdth84XTtPy703nYa3NiAqExz7+U+X7SxGHldd5BhHXkkRSZcivyaRERVyTKs/ni7gCg1df\n01IHsrSNVc+Xrr5y5PN5fOZzb8X6I1fiRRd9ED/4l9/D808/Jvv8XRbC5WENTIHVLYMXcMnduqiZ\nAYEnE9Bj3mKWFFZSTQPCWSgorQFDCptArygZRlAMFoAuFr2qZv2Sx14LqQZNWpPSBriqpxt6ZsRV\n1cUqsrg+Wk0SCeAXcr68oODGy0eUWT5NZP0L1W0NyO51ZMS16CutcstWe7gEs+iF2atmHjUzL2wE\ncsU7bXeKSi6Dq47x+CkPB657AsPnrIfX7gBNbzDEtRsk3VD0tDymxLLl819m0hUkKYItZ+ajecW6\nphvss6SRZtkGAERHHLgdQM7LBRAUZAFCdV0sLWAXC5YMeV3IfDEdVDYB+bUsVoIsUUmD8rcmYTER\n2DxstFGPeF77wbvf+3KsXbccL/uF38F3//ojuOSy9GX2muCgsxFkLeTSRarJ88mEmBPZYsEIo7QK\nBTRbYnmkwlK8Fiez3F7AyalMWJMacdBysqDsWZi2hPLQ3nUQ5vJy/GjJah8YNHk8FGkAvUAmsECq\nv1VHVjMN22vITkfzOhX5OF4erpEPcl75dhySxgNdEleyCciqZ3mkFGmZDABlAKZPYmWluVPz/KKs\nBP+kYts6UjFT5L12B9M3PYW5Rycw9OJjQ/tCXTQDiSjA3SLLfpK/e6cN7K8C60bU0w8QtF8AZLYU\n0HdC88VJbDJh1Y0s6BRVTlRNqUsZb7lrWgbmqnV4jog36+emcqFwOOf1WYbJRhPjfvyayuvajfd1\nUMS1H9LKMej0AZpHR2LTCKx6Hn+ZGRVYUkOvuPJCHHHEGF7zq5/G9Td/BUdtWp04T7/oR4Wl91WE\nVxebRSCFVTUakAUq/yugPtazgiu7pOrWXdE21rAMGAXmK6SLe1ZVSEdc57ObjoyF6JClQgYfZaYM\nVaB3gsPnl+GTv47TFkS22QoilGLzZS2iWYjvVFJcVcTVkpp32JUSPMfDXLUOs+jBKnqo1Zzg8zoe\nJ0m6oqXuPMnuUwcx99NHkbNNDP/aaah3APikVVugFCHOCesLFM+UY0KOnbLygNHD70CnPCu2sZtO\nbspFsg5dgQorrUtXLJZGWPnNjIqs0vmURxTWXAcNfz5KFui+K9nSxpIhr4dCdaWhVltRmCITBR1x\nkId507CQxJUwHwVcSSpsEoG9eOtmrf+1GwsB7cfNF56Cl195AX74g+vx/g+9MnHaQSBJhc1iI5Cn\n4cQ1qrpGl8dJpo7IZiW4MmnNSopVNgUO2z+Rm5aJZSesRPPAnHiDF1EQevUxdjuEOYhWtAtNYIFI\nMVEWJKqdHP1eQHlxkJUHVlQUSl0XGa7zTVw1iQJEVOQqf968AxAkZWR8WDQIcDyYxTowOScIrG2E\nxVyEtKp9Bq6+mg0XczfuRGfvLIpbNqF91BiauRwcnyhn8g/r1N+YnUFhe9CB5l0lFcdmjZFSrD8r\nUe3Wz53UYlZFXFWkVdWBEEAsYhBAJLWFwDt5TteDlO0wF3mRq6+Hc16fZeDZlXQgNlseRqziQBMH\n0ojroEnrfCONwALqQi6yEKjn616FfcUrLsYnP/EXMfI6SNKqWm+vBJagIq5uigoLpI8EpJFY2det\nW15WMhyosK0WpuoNmL51wDQFUehw/1k/xTd00euGgMlqbT7XvXVARWDlEPtDiHjeJjsG+2lxmnW6\ntCKrQ01agQhxDUirGScsQJSoEBqgznT+kPFMA9OzDlzDzzNmea7doNNqA3c/DefuvSicsgrGi45B\nxyz4ZEccp9rmDjpoOq4RWXM8YU1RenezLDvTdPH1820YFHj6AAdXXzlxVSUD8GPA9rsRyt0HZaLK\nE1tUqBtiFMqzDM2V7jCWDHldKK+F9mDzWmGcUBeE1W17XauvwOIgrgvRPlZWYbdvuw1btp6VSGDF\nfNlV2Iu2PB9P7HgaT+2cxMaNcesAkcxBk1mdjSAL0ohraDMwMhJauulqBWRURz5l0sqnj04X/R2o\nlhcpFvPtA4ZloP7ENKwRC1ZwcZfIShYLgC4HtdvYLRWB7QfyMG0WIpZkhSCoCBd7zi/CXMGJeP2S\nMCjCyJdzoAqsUXghddsyH6RVJs8JxJVsArw4i4jrUMWOEBYgmuRBCDyPZl4046ijK8U12Af7ZoCb\nngTGbOAVJ6O9rASDfbfaNrq0DqedStLloXEAIujfb5gQiZmKbScrsHp6FljN1NeUz5jmLR005G5c\n3ANL2yCrrZQqwZVWu1JSEtY0sirXBdAoVJW2bwFSQQaBw57XRY5IALs/DAogqNJuMAIA6IdVdYU4\nMuZTAcyK+cx+zeKDpW3gIMLerwprmgZ++WWb8Y/fvxYf+vCvRd7j5HI+SGwvBLZbxVVHYONk04i8\npyOx0WNb/Vi1njTF1zYK4qRtGjCMAtr+BcPx8uqWjknot8J5PnJlBx0xJEdkpcRiASERSC3aosYQ\n86lwphVhHQpVOiHDVeVxtYdLEauArLgSSqaBBmvJbBXDHNhgdIGvVwbfFw0PuOkJYLoBnL8BOHI0\nnExFXLMqo4oEhYjSSMkGfvxX0K2KOonJ25qh8ExnAUiq3pdf78YLmjTszruB8Ru8tIYQdsWGaRmo\nlEuxroNASFh7SWQxmAWFtuUwBJYMeT3USQMqEAEQsURRZSuL4qojSYtBdSUMsm1sFhK7ZetZsdez\nqLBAMol969teile/8pN43/tfCVNzASK04czbDUWadUDncU1fbnYFlmK0gCiJjU6njoTjsVzytOE0\nnBiH6xJta00st4dQPW0tJvZOiTglHiYuq0fzAZORQl640QuZyqqicaT5ZFW5rilqKxBXsPhF39Lt\n4/nGyNCisE7EoMlwtYw8ymUr5mtUtU0mUD96AHAdL6gej64vxTpBONgA/udR4MhlwEVHA4V8YL0g\nD2xm4mqF86oaLah8nADgOR7MmUZAYlH3AK74qta1QSRKZCGrgJqw6rppRewMCsjHuQo0r0xg6TWZ\nuPJUCbtSwqhdQtm0MGaXYmRVHolV+f0JNK1tmCibVsT3+mzAYc/rIga1zRxErmUS+iVHSSppL3mq\nNN9CdN5KIrG9qrBiXr2V4MyznodNm9bgn3+wHa9+zSU9bXev6Mc+oIOKBGclsBxUZCW/pp8+G5lV\nEdigO51vHbCHSyj7weoA0HR972svZEeOkFL5X1UX1l4U2KykWvc5uiGuVEjE3svaQlOFYB9n2c6l\nANl2kSHDlattACLKmExcOerVBlzHDTI7tYqhKijfKgB7Z4DrdwAvWAcctyI+j6UhrkmqroK4qiwR\nnKR7jiesPbMN0Q3PJ3ym/zt1jXhxUVbFMKmhReQ1VtFPNwJcGQ52i9eO2Q1U+10mw/K2yzcustq6\n3B6CbRoYK4nrUEhCw99SPUO3QSK2xDM4OLE+jCVEXhfKa1F3qUtQtNsQkExoVeqrDt0Q115UV05A\neyWyHGnqq6wUZ/Wiqvyw27bdiq1bz9EmEvD9oSKySdvy/g+8Cr//6e/hVa9+EXK5ZF/joNVXTmAH\n0cCAlgPoFVoVMe1nOvW8YQFj0jTNlhc2QTANeI9Owlw9hHLZEj3i4YX2AbnNZlbQPCoSy8EJIREA\nyn7UEbmFSDFQEdeKmRrhw1/jUF0MYxYNOfNy0JisAePl+OsLXdCWkuHK1dahSniOUeVzAmG8HKmu\nIm3ARX22EcnsjOz/pO5ODzwD3LMX2HJ01DvK0W1b1wQvL1cWibSSujhRnwvecx0Xlv+ZgtazPnk1\nGQH0njoI48hlydtHm6XxuKqIK/8fQn+uITKbRgJVHbI4cSVv63J7CCXDwLhtK1tlE1TEVRU/yFFz\nw+sb2Uzm0/c7CBz2vC5y1F0v8LPQAVgqFALP63xC14yg9+Xpq/oHs/z49vLX0ohsmgqbtN1pdgJ5\nWy7/xXPx0Y98E9dtvxtbtp6eON98II3AJuW5JqmqfFm9qK8caV5u1U0Z98xGGyW02H8DpUJL+F4N\nEyXDhFEpwXXcyBBrDR46pL4mKVe9WAqY6gb4XkT+vrw+1TpUF5dYNX+fiQlSbJOqCpoepy5ajgei\n+CZAECiuUC8UoVTljs7nOmmf+jcCfOicinK4t5XAFVcgTkCIfFDWK9kFSHV1PCl7FVBn2z6wD9g1\nDVxyLDBSyvaZkjJypWOcE1dZWeSklXycJcPARH0OJdNAtdaAaZlBNyi3GX5GkxH0XCEXkM4siqxu\ntCBLG1WzaASdzTiRdf2mBVyN1ZFYvn5+DFBR3qhdCtRWVbt4HXSWAbmwr+72fo5+riDX6WSLfcnl\ncp2s0y51vPmn74uYsfmBS61il1kWigUDRU3L2GKhADNvwMyH/w3/f5Kil8Xv2uvQfhYCm7Rslfqa\nlWxnVWN1fti0bU8jsYTvfPvH+MmPt+OHP/4jNm/vhVq9fH5uIcia6yqeq094adPpVNU0tTR8nO2G\nja+nyTp6EWacJvbNzWF3dQ57a1XsmpnBgYNVzEzOYnpyLuwRf9ABqm62CKUsBFMaeicCEwt1d9pA\nzVMvN0kR6Ye8ZiCuZTusXgfiClUS5CHWWPvQqquOrer1MyRB3ocLEZFVNhKHzkmBJNKig+x3JYI3\nXW+gXm2gXq2jxnyitK+V3a74Z9x9ELhnD/CS44GSicRUAlWqgOr3kKK46ogrqYsNz0PdczFVb6Dm\nOpiuNyIEnYgjV2MJWYe906wCcrcqDgr1BxDZluA1KTOVtkm3Tr5PKuWSVm2NFHIzMkqqq0xcVUkU\nYvrovqXjZ3pS5F4/+an/Uc63FJHL5dDpdJTDoIeV1x7wnUu/DAC46saPBq81Wq2gWUHJMJSxQNw6\nkATdkPSgVdf48gevwnY6zUzbnVWN1SmxadueRYUFgNe94SX4vU9+Gw8+sBMnnLjRn1dNWnXf07/+\n5Eb8zV/9Fz541etw7gtPSV2n2P7Qj8sbGSRZCAZlL9Ahmj7gKV/vJsc4KYIrUF8NA7ZRwFjJRt0V\nw66uf0F0vLaIFspSkc1fS+waFL2YA6F6aZr5qAqpA5HKpO0YMLjimkRa40OqIZympyS4pucrZAA6\nFTNK3skD3IuyrbNoRJ6z44nWKQfpD3r/sq5ZRFzlIeJRuxQpvCIQUWogJLCkuDa80C5APldOXANS\np1NJZxrAnbuAzZsEcY1scwbimvBZVXm1oVVAT1xLhUJYgGSHanPDDAvSDMtlBDLcX1mH7CObKx2f\n/HjW3UxECst8FVb2xpIKq1tfWlHWWMlWklYZOuIKxDsXks+VVFeZ3D5b4rIWCktmb2zbtm3B1/m5\nzX+Mz23+4+B5cKB6pCrF1aWFQL/ks2flNiGvtbv1F7WEd9u2W8Q0Go9tLmcFfzKy+INLpSLe/s4r\n8OUv/qCLLY7iTz/3D1i+YhRveO0ncfmL34ft2+5AllGLuKouPgOPUzMSEiqy5gXL02UhoGIUwYhk\nvPL5xOhB/E+9rKj1gEYogDDrdc9dT2HctsXQXKUkirdKQiXKEVnM6v9yFJFP/jCxjrhmjqSJqKHR\nwqnINHxbekEXXreImipXtWcA3wc5Se3talvMfPTPYn8VU/xNzoWPK6b4LsoGcmUjfK1sqJMV+gXb\nniKRVp+42sOlCHFdbg9h3fAI1o2MaOOwGv7NVsPzRHtP14ukC5BNINaqFYgfF25LxGGdtBoYkxIZ\n2PEazOu0MhDX0CqgskYQUaPkBNkqUCoUMFYqwjYKGC0WMVayMW7bWD8yguX2EFYsq8CuhEPrZlEs\nt1y24D11MOJl7da7yYmbbBcQdo7wjxDk6TJvLJFfk0V/EYmnJIHR8SEsW1GBXbExVLExNlYJjoG1\nw8MYK9kYK1oY80dZdUgirvFpQ+I6UZ/D7pkZVGuh6koEPOlmdDFgIXnY4t4TzxL8/rl/gE/c8vHI\na42In69/H+x8q67x9YV+0n4TBrKqr/FtSG40kCVaS5dKAOitBO9415V4/smvxW/d92qcdPI67fpV\nquv99+3AEzv24KfXfg2dDnD13/0H3vWOz2L58hEsXz6KHTt2Y3ZmDu9+7yvxrndfiVIpul/kWC/y\nwXKV1cgbgX0gi/o6aIVWPp6TSDN/j9sV5MYGgsCK38p4qYhhy8RosYi656LmOvAqvorlE4BqzYsq\ngVnAVVgpi5KqtB34w+cx24CkANKy+KfOBSwAACAASURBVDB61sYJ3RBYeT0+OlY+MJfU4IlIMTb8\nyTMqXS/8DagqsoNVaSrgA+9vNx2VEjJnaZkAYJQN5G318RNEd3H0G12mALV7JQWSvI08t9M2jUAR\nC9RGhS+RvyarrpkVx04HuPVJYGUFOHIsTMpgn1eMBmT4LmLKdpRAWixVgDy9vMlC4Olkfs7xUlF0\nxPM81P2bTdswMVmvo2xaYrjbTyUgK4FhFgLCSL/hbnNaVcSNk1X+musIMkjpCNwHy5djFcMbPF3D\nieX2UBCBNVosBmqrXN8yJ4lXWUHEdarewER9DlNT1UhxH+Gxj/+0q+UudRz2vA4In7jl4zHfa6lQ\nwIglyIjK+1oxi0rPK5DeClZMk64kLkS0VWydfXhfVejXDyuWka5GczL7Z1/7R/zkxzfg3675k9Tk\nAY6PfvjbKBZNfPoP3h681mq18O//dhPa7Q42bVqDdruNT3/qO/j5PY/i937/bXj1r12GfD6uRKT5\nYLvxv6rIa1bvK0F1E9ZLdzjdepstDzOOgxmniUarhclGE3trc5hq1PHo5CSmpqqYmZjF1MEGpmcc\n4RckT2ZWL2ZS1BR/n8CHzOXQfl0HL/WHji6zW/DtVvheg83QVGir3ottIhF45gXkfsXU/FBNKH1a\nX3jVuui1iCdUVaTXK4Gl/TlWRK5sYGzYQtk2MDo+hJHxYWWhEtlYaq4TSRHQ+S6JuNVmGqg1hF87\nprqqLAOPTwA7J4HzNwF56Xjl2y4jrdGBIsu1XDJivl5eRU/xT6S6qgib8MCK9s5Z/LBEyLgfViaw\nKitMoJoyv6uKvBKIwAJRH6wOPF2B37iobAKqwmyZvGZRXhueh8l6PfBHz0zOoj7bQK3mBJ/7uUxa\nD3teFxhzLBaj6PtcVV2GRKOCdFW2P+K3MNms6dvRm/oKZG/1mtRqNi2ZAIj6Yt/+jivwF3/+L/jJ\nj2/Fy37l3C62FchLOZ2FQgG//NILIq/94Ed/guuvuwsf+8if4ctf+j4+8yfvxsUvOlNaVqjCqnyw\nZCHw2HGkSxXoJ/d1ECMH8nqBkMRGbQThSMWQUcCa8hAAYN2waCFK6QMB0TLz6NQ8fQFXFvAsTZkM\n6UiTDDlHdr4QIcEtdKwCmmwYOUYAWfqAo/H5cejU1wg0ah4hjazy8PtgvTxqSUFkE7elzwK4IBar\nbMFmBI5DV/3NiWukUMi3C1CRVlc4UBOKq+KGVonYMSt5kiXlW1ZdOQlUqa5AmFcqD5ML32ZBqcTW\nPVepxJpFKuqSbrBTjjvHHzrvBaTAyq9x8PauKvLOiavsV+1VdaV5Gp6HelUQfSKuz6XCrF5w2PM6\nYNT9HzH9mA86Tqxqmz/vZzg3awX9YkFWBVUFInLkedVOh2KqHzYJedjIw4ZhGPj8F96Hj1z1VTSb\n2W4gcrkiXvmqS/AP3//vTB7XCy86Hdf/75/jQ1e9Du98+x/j3e/8rHa54faFPlgirNwHy2+GZFWU\nz6OaJjo6UIj5WlVw217P0VsqX2zRH6146NbHMVosYrxUxFjRCvyvI+PDWLaiglFfKSvbzB8ZVI4n\n/IkVi/8xlbWl+Jv/4quu4fqpB0yR7NQ85V/TT2gg1Y8KhnR/SQQiZzKvJdun9Dr98UKgoHKfHpeE\nB7I8InzM2F8PvJGRj8hV1zRk8cDy719CQKiLolhp1A5VNyAkJHIup877OletR9IFZCIe8xLLn2F6\nDlhZjvqF5c9AVpbUkYbw98u/G7qBIBWTirT451NBRc5KhoHxUhFrK2WsqwxhTZn+Klg7PIz1IyMw\nnpjFimUVjIwPY2R8WHjYR0qiMM6IFh+aprSNUq5rVsg+WGq1algUBSbeG/K9rdzfPGaXMG7bXSmu\nHGkNCSKFbwxBOkK3NzyLBIc9r0sE/KBexjiTTAiyKrC9YrGor0D/Cmwupx8mikzbQ5cujjxsXHLp\n2TjllGPwlS99Hx/+6K9nUoDPOPMEAMCddzwUPObLBKI3HblcDr/6qktwzLHr8fa3fiY2PU3brQqb\nlOvKjzW33UpUQhcCKuvBkGkKy43TxHhJfbxYxQamDor2iTUwf6Tqgi43KMhCeGg5vcRDyeDe3EH5\nNV2FlUGGlRe5uFYeTb99KPfDpkHVelNu8ZnU2lPXZpQIBf0SgqFkn2BHiGu3Hts0sGMgx7aPiI2q\nQ1aaoib8rdFGBLLiSvvJddtBO16YeXToeLAKwGwTaHjA8iF9p7UebScRgiiprgbzuuo6hCWBEzGu\nxtpGAXWvhYOVYSzzC7sm6nNolEuo1hoRJdbsobhQB57H6zpezF7Au6PRTQhXW+UITJnM0/HAr/FZ\nVFcVYQWiXulnK3FdaCwZ8rqQPXWzoOGJjkE8OougIgch2RDvZe3g1Ea9py5bz1Zs3Xpe8HgQVoJw\nWepuXX/y+ffgwvPehtf/+i9g7dqVWgJL5DKXy+FVr74E//gP/x2QV/n7UcV21etNDA2VYtPL08qR\nWkRgAQQkVkVgOWQ7Ac0rk9huIG7A+j+d0G/jvAtPQrPVCjzjQFTNKJkGpqwqAMAyHFhGHlPwCaxV\niGddJpHWJDLQD3GV47O6KS7rBlmW6bQAq4AOoLUYJJHZpPdUPlsdaQ022fcjmuuHY57QROLazz6U\nfaNWIdxWv2BJp6YSeNcjXrilIq6yn5OeU1xUcGPgb1vHbQNzDrCiDJQM9efvyiIRb2QRKK9SkZYM\nImJkG5CVxEhnSU5cWWrIaBGBd/0F5x8X+GLHbVv4PA0jRmIBsAYD6XAdN0JMVZ9F9ZpM1mXSSp9B\nJq5zXitQX7MSVx1hVX0Wbol6NmIhediSIa/PJqhyLgmCRCys8jVIJLWJJfSjvkbW1YUXFkgu6NKp\nsccdcxx+8y0vxSd+55v4zvc+kWm9551/Gr70hasTt0kmpXNzDViWobwRyUJgAURUWJUPlqBKAFCR\n3X46cSVBR3S5Ssx/HyNWEY1WC2MKBda0DJiTszBnfAWWOkaVjbDACNAXGakC+HXvJ0FFjnmLWVLX\n5ovADgA6xUdFXNMKwyw23CvHdckh9kHziaxqK193L/tSZx+w/EgoIqWMkHDSqgN5Knmea7CZCdvJ\nSWxnogasGVZbWvoEz3QFqEDJiKiP9JlJfaVK+G7BCZsYOSlistGM+GJVJNZ1PNiV8OZG51PVKal8\nGu22KUgrEG84BKjtE7JNoBefqwo8TeUw0rFkyOtC9tRVgX6sqoO+4Xmxuy/ue5XJKhFYUl8HQfbm\n2zqQhbQOAtu23RRRX7MSWKB3EvvRj74NJ594BW6/7QGcedaJinmin/2oTWvwxBN7U7eHk9JTTzsW\nd9/1KJ55ZhJHHDGe/lkSCCyHp7CkcDLLCeN8Nz0Q604+0ROpvWH7vTj7gnBfL7Pix27JMDBhkI9t\nNrARyEoXEFazd2penAj028lJ9i/KkJXgbtFPrim3KvQIudBL1342YheQ3nMkwkr+2rkdU2iuKMc7\nmckgv6f8XhqR7bFVMBGSNNJaMoxgyNdtimIbIuPBJmS8KbCMPNyag/bKcqCOB5FYdAylWU7osypU\nV1U0VtJnTwKNLHJErnlShf39tzyKk849VlncRSS24VsKAARJDoAY9ifoVNTIdijUc75tOtIKIJW4\nyuiXuAZRgLzYb5He3GbBQvKwJUNeFwOS+ho3EvJeZcKQFES/2NAraR2U+toL+DanWQo6HQcjIxV8\n8lPvxIc/9Gf46bVfRS6XC8ij6jNs3Lgau556Bq1WC2ahkmmbVq0axytf9WJ8/c++j0/93ju7/kzc\nBwtEVVgCz4YlkF1Ap8DOl/oqQ7Yv0HNK6igWDJQKLa3/FeN+gYaf58jjeICwir5m5MOILbHCcBm9\nVK2rQvxl8Aijbu0HvZBOXZzXABCLMMrYktb12qg1GsFNRHgz4QK2f4zpkh3MjPtNp2rzrNyERAjX\nCZsMANnUViDMcwUQKX6TwUcCuPcYCPdffvUwsGcGnZNXBdPFCKwMVZcyjV2Aq678P/dclkwj2A8l\nw0DZs1A3PIzbyfY0rkjKhU2OH6NFyraKxDY8D2N2KRZJhnJ8+3SQCSf37/IUBUBPWlXLUWFQiiuB\nuggCh32vWfDsYUkpONSeV7rTpB+A6s40zffK0Y194FD5XvtVW3shsFx1DbZDCvbvBvJnULWd7XQc\n/MZv/gq+/vXv40f/vA1XXHlxZL0ySqUiVq4cxa5d+7FpYzJ55d/b+z/wBlx0wZvwoaveiEplKH3b\nFaqzSoXlzQ0IcpMDbhXolsD263VVHefnXihUV97kg/4TgaVOP8Hwoz2H6UopUjwDIMiXpAgagEVs\ncbI0H61HDwXkRgwDQi/EVY6/iuWcrqhE1VaZfHY6gOMBTU8UMrktYNgCyhZQNEQ2Hf+cnMA6bTG/\n2wLqLaDuisdjJeCI+O/SdVw0XA81I3uHQmpfTF20kpDzfa1ywRsQkpXO6gpw6y6x3V4naqPQKdKR\n52riGnxXvuqa+JmkWDC6ltF/8oY2WmKIve4XZsnzcGw44yjMea3AM0pENySzgsSOFouRvFgisqrL\nG91cqArM+LXXZmSXPLz9kNY0pCUNELg67WbIoX024LDn9VkKmcAmQRcIb+YL8NpeQDSyFm49W8HJ\nV79KrDx/r2RWRWALBQef+9wH8K53/iF+8Zc3o1hM/k6O2rQGT+zYg00bN2Ve93HHbcCWLWfhu9/9\nEd773tdG3lMVeYltUxNYAEorgUxkdekEqkKuQaAfNZf7YIeMQnARHCsVsaY8hKnmMKYa9SAgPYg4\n8ocg7Wod5oEqTDMvmhzw6KFBENgeh6jnDdRCN6GpAUc3ak8aceWklfyfyiYHsue41gSemgb2V4GG\nK6bL50QBU9EAzIIgsjUHaLWBIYv9meK9uiuI7pwjnhfygG2KZQxZwI4JMe/xK9F5wWq4tuh7bw/7\nHssMOgA/tgBEumilxY0lYsgSxPXpGjBSUpNWOTmDkEBcVVYOeQheNUzvsQgtWYmVC5yAuF0gUFu9\n8NqosxwQibWNAlC0Io0PZNQ9F2N2KfY6kVMZqgKzNHuAqjBLXmZPua4Z2sVmbk/9HMaSIa+H2vMa\n3J22kn+kaeCKa7fqK5DcdWsxRWapQCQsicTKntck9KrI6hIKLrn0XJx44iZ89Sv/iA9d9brEZRx1\n1Fo88vBTuHhrV6vGB696I17zqqvwzne+EqYZPRHrCKwOMokF4kRWl07gShaDQXphk9vJiu24/caH\ncebm47UjFKTQhMU1orPdXHkIU42mUr3Zbc2ImQ+IlIJpQHzLcgenLARW12o2ab5Frup2E50lP+ax\nUErSqirEctqCpK6sABM14Od7gWoTWDcKnLRaEM6iEVbeA9F97raAOVeQ1DlHkNZCXiyvZAJGASia\ngMFuUsy8IIezDeCJSTh/exdmN47CvvQYeCOCDBEhkX2SpPTJN0W8k1O3iBUVAmL7d88AqnO/244/\nVtycqIirHFUmq31uQF5d9pqo5q9DkN2GZWhJLBAv8Kq74v3ddz6FY88+Go2Wr3gytZbvZ24L0gX/\n170WRovdCx06hVWV3crB39cRWb5tSZCJa6AsLxEc9rw+C0E/WvpRyEMpaQdotAI8qo614SDvh1im\nqZOc3MynlWA+C7SykNhuwJfTTXEXJ7BkH/js5z+Aiy54E173+pdgzZoV2vl/7XUvxlt/8w9x+eVb\nsGHDmszbevbZJ2PT0evx/f/7H3j9G3459r46KzaZpHPlXiaysi8WUMdm9ZqAkUZ6k5ZLJFpHYOn1\nZqsVqCmjRXEB5I1CpppOcMHdbYoLtzUxC4AILPttcuKahWwq+s6L5bBt1vkUsyy/HzVXo7p221Me\nUHfJim1qkj0ASC5aa3hCdX3JCUJdVSGS5OA/XlYAlkkKnM7HTEplsQAUy8DaEVh2HsajE9j7V3ei\n+OazYFdsNCwv8H2qxAdnpoEd/3Y/nr5uByrHjGPk7LXojNupynVEeVaB9s/yMrB3RnTZksFtEQnf\nb5LiqgLZbMhiw+H5EVZ1CI9s3e9EJZNYgnyta3geZh0Hk3VxzpI9p/QpKVqSyKL8X4aOSMrNJGSk\nkdUkcMuDjKx2ARVMS9xY0Pf2bC7aWih0TV6pgwKx68PPxXP4edIP3/o4rEIBJ5xzNADg3psfgVUo\n4PTzjvOfPwoznw8qqW+/8UGY+QIu2HIKAOCm6+5DIV/A1q3PBwD8z7V3wsjlsXXr2WJ9196CXM7E\nlq1nAAC2b7sDAJTP26jj+m33+c/P8rf3Vn/7z+np+fZtd/nPz/Xfv2Xennc6TWzffof/PFRbufq6\nbdtNkffTnvPldTrNDNsT/fx79+zHpZe9EL/70W/gu3/1Ce3+v+zF5+K33/8GXHbp2/HlL38Yl//C\nBf77t/nTn6V9/iu/shW/+ztfxUsu34z773sscfprt90YrD+XK0a2p9NpBt/Xlq2nAwCu33Z/8LwN\nBzdddy8A4LyLToGRN7Dt2jsBABdsORVuu4Vbb3gQALD5olPgtj3cdN19/vQnw8wbuPG6e9Fqt3De\nRScDQOR9ALjNn1/3vu75hf76b7/xYQAIVNgbtt8Lt93CKS8Uv6c7/vchAMAZ5z8PAHDL9Q8AAE48\n92g0Wy3c8b8PYdZxseEFG1AyDEzeuxfVuTmsOnYl7MlZ5H/2FKpzLpyVFVHI9eRB3xdZBgCh0nod\nYNx/PlkT/8fZ+4DwbgJCSTRywKph8XyfIMnB8/3+9KNDgng8PRtdnrx8er56OLq+kaHk99eM+O/P\nAUYOuY2jorPT07PIFXLorB2BaebR3DEFAMivXwYAaO86GHteMPLAkeJ5Z88M2oUccJSgHI0nwvlr\ndQ/NHVNwWx3k1o0IsvbkQf/zDMX3h5UX+2qqBhw1CuyZBu7aBRy7Qr//5Pl3+2r6Srb/6bnbBmbm\novtjyt9fR46KBg7P1FBYWcYRv3oydn7ndri/VMX4Cauw+vT1Ynf+fA8AoHzGUajuPoh7vnszJn6+\nFyvOORKbfuNMPHP9Djz5vTuRMwsY/qXjMVdz0fbawffR2Tkt1kfe3qTPQ0q0kRev111guh7dfv75\nNN+vWSzA9J97Tx0EzALKx4zDLBqoPyG2Z/wUcUM9cY/4fPbRY/AcD9P3PwPPbcHwv2/vKfH92ZvE\n913fMQXDLGDF6WtRt0w0d07DMgpYe/qRwf5yWq1g+ZP37g3WN1GfC/bnxjOOQt3wMHnvXlgFA8ef\nczTGADx62w5YhQKOP/toDBkFPHirOP+dcM4xKBkG7r/lUQDASecei5Jh4C7/93/COccAQGR63XOr\nUMBJ5x4LAJHlAci0vEarjePPFtf3R2/bAQA49ixhD3v89icAAEefeVTseaPVwhO37wQAHHXmRjQ8\nD3vv3oXJuRqsTeHvyZvzYPr7f7Hwm6zP6bVBLk+HXJY2lgCQy+U6Wad9LuI92z8IQF3ByPsh0+ui\n9aYRtMMsFgpBlTWpXma+AINVXnMFLasqqVJfe7EOLFQUlnLdC5RKoFIuufpK8VnV6hxOOekK/O3V\nn8b5m0/TLi/XKeGtb/k9TE/N4h/+6XPIZ+1VDuCjH/kSHn5oJ37wwy8gl9N02pGQZCnQqbJciQVC\npdRjvtRuLQPzkVDAt4GWr/ONN1semq2W/yceU1j6VKOJ6WYTe2ZnMVGfw9RUFTMTs0HE0dSsE43T\n4gVdMXVV+j5Vfka5UUH4IaLT9Wsp4OshRQ4ArAJy5VDRKdu+ou6GFfFOQ3hIO1XxB7eF/IZRWOPh\nuSNS9OOrebpiLEChMmaJCjvYAK57HLjy1PC1LPNl3Xc8Rsp/XrQNjI5YKJcM4JkanvzenTjh3edj\n+QvWoWQa6HQ6qD10AI/96OeYfOgZrL/seKy67Djkh8Swe71ah9NwceBnuzH17w+j+IqT0agU0/29\nOtB8t+4EVo8AG5j6GvO45pXfL/chU0tVuUkEj8niiqvcYEG5G5kNwR7+/+xdZ5gb1dk9I41G0mqL\nd90rNi6AwaGajjHEhBp6CyTUBBJKCCXNwAchIYSahBAIJJDQSzoESGdtbLoBU4Ixbhh3e7ukkWZG\n0vdjdEfv3Ll3ZrTFZb3neebZ1WjKnZF2dXTuec+bQKysxFLI8lkZWGJAQlUxOFnj29WKfna6jsHN\nyITxkoaFbKbUL+O1GssA24/9H0pncuhs7UKmM4f2Lvt/csutc7s19v4ERVFQKpWEH4D9hrxuac8r\nJa8AfP8IefJKf6cElvau7y6B7Q3yuiWJqzOG8rVW43ntDniSx3tfGYF98slncecdj+PVNx5EVDKt\nHUES+byBY46+FGPHjsCvf/N/Hh+rDIZh4qADz8XXvnYyLrr4VOFr5tfetloiS0ksJYoyEisqAutN\nzJ/7AQ6asVv5+Jw3L+B8ZtFyEVf6e3s+j9ZcHmszWTuhQM9iU0ca2bSOjk1pZHKWXczFAvP5Sni/\nGKog8grIi29Ez4mOEbQNR1wZQWNTyKmkCqsjh/TiFuSXtsJc1YmSbgI1MSi1GpTaOBABiis7EGlI\nIL7TEGiTByMxwlb6GHEpmgVYrTr0jRnkN2ZtAjxtBMxyS9NA8soI5LquimrcpgMvLwNOpeSV3h+f\n1z2IGAqIq1Ime6mkilRCRao+gcKGLD6551WMmDkR9aMb8Nk/F8PKGJh0wm4YduiOMCOVVrB6WndS\nLAyriPTCdci8tBw4cRcgqXmvvZovKGs7gUXrgYNtxU/WBIMSV/b6MpsAJa6APOCfXQefwcsgIrKM\nJMfUCFL1CVfLXxGyS1vQsMtw17qgLle0sIp+hjJUU09Cia6M5AZZ+3qTuDIvfoueRbueg57OQU/r\nTrc50yxuk+S1t3mYH3kd8Lz2Eu459E4AwLfnf8+1XieRINVA5jWsNn2gpzFaWwNxBbqXHNAbkBVv\nnXnmF/HrB/6C62b/Ctdef74n2ord83hcw3N/uxtnnPYdnHHad/DEUz9BQpZVSqBpMTz62M047NAL\nMePQ/bDLLhO9Y5N0BaPnryahgM+IBeAUdLH1IvRFUZf7+O6OYKJx8Of2K/QCKtXNzH+3CUwtqjQ5\ncHlhe6vYyq9lbBhvqx+RjbmJDSNoJasArO1EbmU7upa3oZAxkdixEYnJg5GcOQFWMgarYAsTTF0t\nFUuIrO2CsXgTOp9+H+m4ivjYehTac7DadBQzJmKNSahNSaAhDnQZMJ9+D+oRk2ANSTmxUI63V9bA\ngUIpef2u1BtMO5b53RcZQoyhdsfB2OPGI7BuzjJsfGsVJp76OQzdZyyUiEIKtCwX4WNkT5kyBGra\ngPXsIuDIKXZygCxVQQb2Gg6vA95ZBegGMKTGO36NqOCclxkQE1cRuXQVZ1leBV3U8MPZnvkzrSxS\nKc3xxoo6XFlmQRgHlYNd+OZXBJYrVNIKcqTIi5FJ3sMq+qztLmFl8GsFGzoaq7wfLSLNWZZLpdbi\nqqv4cQBy9BvldWvD9a9f5/nmWEP+8LYV9XVrIa8UfWkjCGsdAIBlK5Zh9nfvxZzmt/H1S07GJZed\nisGDba8Sf88Nw8QF5/0f1q1vwZ/+fBfq68M1L/j1A3/EA/f/EfNffSIwnqs7SmxYFdYKaQXwI7A9\nbXssOrbIomAWC0L1FYBLgc1aBbTl8libSWNVZyc2daTR2dqF9tYs2roMmGbRrcCyXFiGMMqraDuK\nsKQmDAQFPNHlbbBeWobYsBokJw1G427DkRhdD9MsCMmKM2RS5KOqCqw1XShtzCA+pAY1I+tQM6wW\nSjSCTGfOOU7m/fXI/GspIruPQGH3kVAiSnCREr03rVnghY+B43YGBnH/s3xTHEJ+aSKqKwCh8pqs\nTXqmwBlExJWpZK4itTdXAUtagMMm2WkJsgxbEeh76KN19s+DdnBW0agtv+Ismufqp4oyywB7HVlC\nhK8FpHwPeUUfQKDq67rU8phiJI6LKrEAXGosewwEx131pCiLIqgVbDWKa1tO9zRgYC1xTcOE3pVz\nNVdZeeN/e+UatmVsF7aBrRU3v3VDt8krAOd3lfhggQqB7Uvv69ZIXBn6isBWQ14ZIVy8eCXuuv1x\n/OXPc/CVc4/B92afi6GDR3iOUygUcMU3b8Obb36Avz1/D4YObQx8DUqlEk45+QpMmjQOt91+Tchr\nEJPYnhJYhjBEVmYxAMQd5Ogxg54Xjamy3nKepwS20zBcLZmZDzZnWVidzroIbMvaNrR15JDRLTeB\nTZtu60BY8krRl0SWkteYAixYDSxtRfKEnVFfLuBhXkV+ipgRlaCWrzRuCYCL+BhWEflWHV1/+xhF\nq4jS4ROh1MfdiQP8PWjNAp+2AzsMsou6Fm8E3lwNHL8zlKYad5QUf4+cdZIAf4qQtoFkbVLYghQA\nsmnd1fCC3ruMblWuM28BC9cA6zPAIRMA8WevGPQ11A3guY+Ac/aEEvUmPPDEFZD7XHtMXqkFgruH\nwmYIPkRaeNkckaWeWGYpYKBpBWwbwEto6XM9RXfUVpFVgGVQt+u2x5UnrBQD5HU7Ia9b2vMqw13v\n3gQAHs9OteprT8mrvY+bwG6L5LW5+XXMnLnfZiWvQIXA8sSQEsJVqzbg5h/+Fq/Mfw8v/v0+jBnj\n9njZ+5dw4w334Y9/+Dde/Me9GDduXOCYNm1qw/hxs9Da/ho0H1+Z+zw9I7B+5JUirCILVNf2+OU5\n7+GQQ73FcKLz8eMzi5aLvHYaeYfE8sgXCliTyWJtJotlbW1Y3dmJztYubFrX6fSot9uYWm7yGpa4\nUvIlKrjxg58/VgRGfMwC8PpKwCoAR05B7eBkpaAn4X4NeI9jjFP2AAgzQmOa6olXYkqkYRSQeX0V\njDdXAdPH2GH7asS2BKgRe8kYwDtrgNUdwI6DgZXtQK0GDEkBK9qAo6ZAGV6ZnRDmoQJy4iq674wU\nln9XiGqYSqpIpTSnAMl1KNKpzaU065Y3EoyNxygA762x82f33cHOnw3z2gEu5RzPfQTtcyMQ23mo\n93UREEUAfUdeRb5lomJ7yCv5fjBtdgAAIABJREFU3fqsAw3lawhDZGOkfS0lsgx821c/dZaBbx7U\nnRaw1ZJWBtY8hRZntbdmfY+zLZLXAc/rAPoEvP/Vr2nB1khcKbrTWjYMRH5Q9/OaixhSb+mYMcNw\n3/3fxZ13PI6ZMy7AC3+/F1Om7MDtr+AHN12CQY31mDnjQrw052HssMMo3zENGdKI0aOHYcWK1Zgy\nZXz3Lw7hGx3IPLA8aKcuP1Di6mcfCPLNis7n57kVEVaKeq3SjrIxmUDGNKBrOaRSGgyriJhV7kHP\nunGJCKSIuIq24zsjiUiwy9fI9bJn/k8/EtuVB15eDoyoBabvCKUm5iKmplX05H6KGg+IFDxGKlRC\nLGKGTWJVzYTtYLSPoew/Fvq4BuTnr0RR32Rfh1W0F7NoE9jdhgNThtixVVHFJrDruoDTpkGpcZMt\nNl3u8tH6tZWl4LN4y80kSoA9DtiezljeQixOuksRL6KvTYAnrmbRblv7uVHAgs+AD9YCu48Wj01C\nWhn5s/YdA+M/y1Cz0xBo5J7IOpvx0/WAnLgKhxOLuCwkHtWcn3Uov4dLpv3fwrCK0FQ7pzRmRZzf\nS0YBasZwxhuLq55EAgbLsGCSRgqsyxdtW8tnuaYsDW3IudvXcs0mciQPmkel2Yl4TDLSGjbhgBVn\nUeLKrEmytssD8Ee/Ia9bo+rK0N2pC/7DWI2oTtctVrjVVySuhPxWSWBZ/irQ+80MegL6peDqa85G\n06DBmHX41/DX5+7Gnnvu7Nn+yiu/DMu0cM5Xvof/vvRbaWIBw8RJ4/D6awtDk1eeZAdv70/ag0DJ\nqZ8FIMj3yp4//LA9nXUiUupPYkUKq63CskIu1mo2Ho0iEbVtPUy5YaqPpkZglpd8GHLEfu8OOBXL\nURopSTAKbrLLn2t9F/DWZ8C0EXZWarR8HJ+Q+piABIn8krwS5nzYxyyky6QVdUAsbqt4qaQKjKpH\n9KSplSl1AmGb1PGNwPhGz/Q4JVOue8PuT7XFdGzq2yjCiBUB3ULMYufMObYKoDKVy1sEAIjjsFwX\nqdik9T+LgYlDgFryfypADXa8pLsMRdfiTbDeWIXaWXbRpoyw9gR2oZD9/4IRTqB8v9k1OhsLEjTK\nBFYpk196DE2NQNthUGXz8r2lBJs2RmDE1jIs54uSaVguO0eaPEcLvnjwJJaRzUQ06mokJG5By/ld\nQxJVvyIwvmhNRlTX/ag51Lm2NmxOHtZvyOu2gBqJuZyBz63szZ7yDNWor1srgeXRVwS+u4ggiQu/\nehIaG+tx7NGX4ulnbsMhM/b2bHf1NefgH/94BZd840bc9MMrMHy4vGPX7GsvxmmnfAvjJ4zBIYd4\njyWCLI2g2jaz1UJmD+huwZafsiomsfaXvEqRlvv3eDSKfMFCPKo66+kHDvuAMQLyLl2othgH8Chu\nQGX6lSqCbN8S3/2LJRWUSsCnrbZfdL9xwKhyoH2Z7BpW0enaI2sBK5tqph5E9n+LTtkyP2LOspxq\nfICQEd0CkioyJLmh2r7tdHvDKlYIFbvG8v0J9RowtbtMYJliCAAZ2KpqLFe+BtNLXIUeXL8orFjU\ntkUs3gDsNbYyVoCLvfKq4YzADjlmClb98nU07DEStYQEyhA0LS/dr3yfqRroef/z3mGGAAIrPE9e\nTPJMQm5l6ixQ+TuNaSr7+uSAJ7MiEssIrP28fT2UsIrIarWtXFnnzaD92Ht8W4zH2lLoN/q00+lq\nK4Mon04EWeB6GPRljJQoJqo3j82WsGAdsDzH6uMoLUriwyY1nHzK5/HoYz/G6ad9G8//zftPKRKJ\n4Iknf4JoNIoD9z8LBZ/3wMEH74VHH78Vp596Jd544/3qLyAE/L4A9DQpgO4fgSZdGOY2L6xqDGpE\nFZJm5nXNsQItJ/e14oFlH1K6ZTofMgb5YDWsYvXqnnfw7scCEkBVN7Y4fsykaquVJE0ApRKwrhN4\ndTmwss2ubh8SLsXCGUbcLlSKlQPnk7VJ1JSXZG0CtakEBiUTGJysQSqmuarAGVIxDYOTNRiUtLev\nb6pDsi6BVEpz8kDpddDrU9Z1uR7zi2e8PPElxB+xSGUJg/I0f4mzAWR0O+u3rcte0uXc34o9gCxh\nMGGw3RmrK+clrpLXn11rTI2gZkgKw46cjJbnP4YaizqvVayskPNLNRBZCvhCMPf7LhoYOVYipJ/B\nXNku3d5gkWNkASoklqmwpmFKFvv5HKnkZ9X8ulleLNNFJHNW5X8CYJNWRlzpemfb8sLAjhe0UDDb\nA7su9l7W1Ahabp3bL4jr5uRhA8rrZgLt2dxdWEWrqqKXsPBTX4HNo8D2xjl6S4ENM4Uedlr+87P2\nw1+e/TlOOekq3Per6/DF4w91PT9sWBN+ee9sHHjAufjnP1/B0UcfIj3WrFkH4DcP/RAnHn8pXvj7\nA9hjD68dIexYw6iv1PfaE1RDfIPOGdQcgVlrgkBzYKkPTmrxYWod+z0MgpoW+PSkB+BVrZIqTLWI\nvJEDlmwCPtoAaCowaTAwehAQCV/VLrMGiCKLZPeEX88UWCF08XolqnimwSnpoQSW3g/PdDa1VwBV\nEtgCSloUeS2CPP8nIaqy5/cPQiwKTB4KLNloF28x+NkFys0G2Os04vOT0LVwHdpfX4VRR0yxD6vF\nXDmtVKUMq7qahsltK36dDMBrH5BAIeQ7DKhNwzO+vOW8T6mNwA9UdWW/66adHatbZiU/VvJe9RZp\nmcLtRNBN8TEzpuEQcJYNzOwnXXfOC338AVTQb8jr1up5lXlxKNgUZlgw3ytFNcStO40LNheBBfyL\nxajnVXiMPrQQ8A0LKOH3I7L77TcNV3zrbDQ3v+khr+w4559/En5618No2dSGI486GEOHNgmPdeyx\nh+KX916P4475Op57/j7suecuPbiirRMRaJgxc/fA7WR2AjulI+pK8EhEK9vwvlc/MN9r3iw6Pkn5\nxn7FV5Xn6Ie7KGKInpsSuUJrFtk3VgMfbwTGNAAH7gDUcX/HguIfpxtSLOIqxAK8xJW3B4Tx67Po\nIv73UNhpiKejE28TYKBE1mMfALyeYEAcayaM2yq6753ICiCLSHMG7kPWhqbsrlk+VhERcaXpBxPO\n3RuLbpuDMZ+fgmhCLftA7ee8JDR8oZbf1DxQue8OgfWBjLjGxvnbHdh70shbHg8vJbC9AUZG/Uis\niLDKiKkI/DFzluUoxKafDWUbx4DntZ+BEVimvoYhtAx+eZl8t62eELcg9RXYfB5YPxtBmPNvCQ9s\nEJFta+vEsGFeQsr2O/NLx+DllxfgZz99BEuWrMSNP7hMeq6TTj4CiqLgmKMuxuNP3o7DD/cn9L0F\nv9SBsKimO1xYhOnwZftcxQVbAFwFWyIosQhKonQABi4An+0DuD/IZVFCvPpIYazpQkfzMuRXd0Gd\nNhzF0z9nh9+nTW8hjY+a6xqHIEFAFhAfFs79I3zaOUdcd6ZLZSob4FWbRcVb1I/pUmA9PkwfMisC\n9ROLvK2i1z7sujUdwLhBHrUVQCBxZYVKDRMGIxKLAlbRRVR5EhuWtFLV1nMJki8QwkI7n32rhaz4\njBFYXn2l94dHxjSQimke9ZWBklierPoR1TC+14zp/gzImbbqmunMeXOBB9At9BvyurXmvLKKRhFh\nZb4aUStL5oHli7b6yjoAbF0EVgaW8xqEPovSkrSLdW0jILIbNrRi4sSx0u3q62vx6GO3Yt68t3HF\n5Tf7klcAOPGkWWhsasCXzrgad//iWpx62pHVXopk7D1LHQiCrL0xbxWY27wwlPpKwUhspZ2tini0\ngHi0UJ7dEBNX/u8vpqlOm0ZavJL3ISpBRJU95iOO6Ie1qPo6/8l6bPzDh2iatSPqT5oKCwoyumU3\nTqBKsIC4Ol2PSPcl1/lCEFcRoacf9NJszTKBbUEWKHesStaWyVW84v3rWLQR6tgG732VgKnRQgLL\nEKadrB96Uw3TorY3eXUncPgkqdrKv0aUuFKypkQUlIr21fJKKyWxQaDZtUAlCoyBL9SSVcX7dWZz\nnW9lO2ITxbNJ3YXoWnOmhURMdT5veRIpgoyo+pHUMMel+zPfbn/H5uRh/Ya8bq1gBJURWABVq68M\n1C4gsg70BsISWGD7zYKtBoqiIZvVsWDB/3DKKbOcdTIccMDuWLNmI5YvX4UJE8b4HvvQQ6fjxX88\ngOOPuxQbN7bhG5ecKdyumsgsP3RXdeXfq73ho/WD3Uq58sWwXrPfA27l1U1kmxIGclaNQ8xMw0Is\nriNF8z2TquNTk32YiwLkAXi6DYXx7q3/z1K0Ni/H2Av3RnRYCqZVhFU+v0sJJgSWD97n81oZWCep\nMMSV/p/KWZaL0IoC4Z3tywQ2o9qvt562a8JVrVJFbhWKKJYJkKgynUJGqBwCK4oXA9w2ABmCCKtM\ncfdT4xnadEABMMgm8dUS1wRRCyPRCLRIxLWOr7T3XJpPnirgJq6sAQMQ/HoAwSorO5ZSKHHHKxct\nVWEHCGsfoAQWQGgSK4Pfvn4El+bSstfA5CwyA+g++g153RpVV8D95uYJrAxBHliqvnbHOlCt31WG\nnqiw3U0xOHTmHtWdpw8IbBj1lSGb1XHC8Zdhjz12wZFHHQpF8f/CEY1Gcdxxh+LZv76EK771lcDj\n7777zmie+zCOOepiLPpoGb5w1EGYMmU8JkwYDVVVe424yhDU1rU7MIsFHDBjN6GXNSwq7ZUrJNZP\neW3QNOQSFnSr1u4/3mi5ukilDJJfGnRuTlUV9ZinihqvyBg5E6t+/z46P9yAcZfsB60p6VLFnCB5\nJ/LJVl2pv3VQnYZUfcI5r2eMAuLKSCedWhUVZbke++QTJ9UYkOT2SduqH2uxGhnT4PthHhRV5vLB\nln+6SKzftGx3W/DyCJr6/azdbsQQ994rnrjG4nIPMgAkmmpgrk0jMboRQNmSVn69KIml7yk2re4Q\nqHJXLaA64sri1oLAv2aGVYQ2os775UONuN7X3cmrlVkGGIEF0CskNixJpXA1uSi/5z0IW/y5jWDA\n89pPQUORqwH7EOctBHzDgi2BaglsX0ZvbWmUSiW88so7GDKkEePHj0axWMSJJ1yO0aOH4cGHfhTY\niIDh+BMOx89+9kgo8goAEyaMwZyXH8FPbvkN7vnF41j88QqsW7cJkyaNxdO/vx077TS+quvornWA\n77JFySzv3Q6r4rJj0hQBPxIbgYZYxHDOybat5/48Yly7ZRaflbUKGFVXBwBo4fJLk7VJ1we/c23c\nhxKfs+lXyZ8xDSBZ+XDUDRPL7pkPsyOHXa89HKWYUiEaluEQV41rnKCkKlFUqYQdf1XfVOd/cwWg\nfeNlbTb9wLqVAeU4IdPyfPBbhuWpuA5DimRqN82wZSoswHXjYuprd5oaOCfqJtHYlLE7icGruvLE\n1U+RT8U0TD5yKj7758fY8YCJyJiGdPZORmQp6PvWJMSSvhahc44F29NiJBFlZO/jyhgMX++3s51E\ngRU1MgDgamYQhITE4+23r+j+8mo3e88PoPeglEpB9YPlDRWlFHbbLYGt1fPKcPNbNwCohCEnVBU1\nqt3ZJ0GqouPc74D9QWtXULs/cNXyegZGYHtDeQ2bZepsH6aQqheIa3PzGzhspjxOSoTuKK/dIW+3\n3/YA7rrrIdTVpfDZZ2tRU5PEscfNwEO/vTk0cQUAXc9hl52OxWWXn42rrzkfihI+Aokhm+3E9df9\nEoqi4PY7rhJu4xeVxa6fTvHzhDOoJSxFWFWWHXPenPdx8KHTfI8jIrEsasssFpxjZa28tPDRbmhg\nIWvl0WnksVHPYn02i9XpLNrzeazp6nIyIxmJZWqsM2ZBRBFVWNl6v0p+RvBWvbYC7/7uVex323GI\nxKKuc+ppHZnOnNOilPWhL5lF1NZrLuKaLOe0yhDWKhCGuOa4Rg+MtLJ17P6lMzlk0zo6NqWRyVnI\n6BbSS1qhjLabKrgqr8l0vBKLeKanZUSWNhYQHhMQJwmEbftbLbQIsKwFaMlA+cJkexUrzBKorkHp\nD1bOxF/OeQRH//J0pIZ6v5wwZZF+YXA1jyi/dy3DclRX2kUM8N5DHmGUck8x0qY0lHKDBb6AkL6W\nMhsC3wEO8G/GEMb7K1NtZV8gwpDUynr3/wc208CSNejfbunXbwSOdVtBb/MwRVFQKpWEH4ADyutm\nwrX7/AAAcNe7N3X7GGbRcroH+Xlft4TXU6bA9mellceBB+2NO+98EPf88kYcdtj+WLN2NcaMGY5I\npLoPwWQygbnzHsNJJ1yGRR8tw72/ugFaFf3J2TG++rWT8YVZF+Mnt15RFXmmoLmrPUkbqIbomsUC\nrFLR91wyJZaOlZ23Ro0ja+XL67k4IWIvYOpsPGoThtZcHoPicazNpNGm55BRDeRiFnKahZhRmYql\neZsi0gqIc1P5iKlSsYR/Pv4mpp9/IMY2VaaFGSHZVCY0WlcOmUz5Oq0ikISQuA5KJpxj8BCNRaa2\nJtUoRL3dRaQVgKO28qQ/m9ahd+Uc319Gt4BcAaVMeXzUl0p8vCyDFagQWVpIB8hJj8tK4OdblRHV\noPisMJjQBLy7BqW8hXhKC9273jIsR0FlU96phIbxM6fg0398jL3O2z/wGMxWkIPAntIN4gpUyCZP\nYl3RT3zLXKtUaV5QXsVeQ6rAyl5XNk5mNdDiqrRDFwTXykPVVE/aQiWxwRISWxFRFSU2uOwCkoQN\ndt1h0hsGIEa/UV63Jdz7wY8BIFB5BWw/HlVcReorfRxGfe0L5RXwqq99RVyr9dluLuUVAObPX4BT\nTr4Ev/3dbTjq6OAPFz+k01mc9aVrMG7sSNxz7/VV7cu8rvtOPwu33HIFPj/LndAQ1KCAXr9IfWVk\ntBoyG9azSo9pkuQA/jhBKqxorLIxMHXWLFrIFwroNGwltsMw0JrLY20mi7acbpPYMikD3KoWAyWs\nADxqK52ap1jx8hLMf3g+LvjtBa6Oe4wUtuk5tOhZtLWlXSosACFxHZysscdYHiv1+1VDXCvjIB2I\nAggrvTe8apzR7aWUsYIJoSC3VlQUR/2YIt9m1Uos3wGLFoFVQ2JZCsS85cDwWsT3GS0t1PLzRtMv\nP+2ftuKl2c/h3Ge+iqjAhkatGlSJzZkW9HTOUV4znblukVcK/h5XupBx90jwOgL+6RwUPOF37SfY\n3q/xAXve2Z/LPXbWk/gxCqECS5MaBOdlfmKW70rvc/He16Tj3N4xoLxuZbhkt9kOgZVBVrQlUl97\nG90hrkBFfd1aSGt30ZOoqIMO2ht//suvcNKJX8evH7wJxx03s9vHqq2twcOP3ILdph6P8y88GXvv\nvWvVxzjr7GPwxBMvuMhrEHGVoacZrz0pwGLve3acWCTqKlzkVVh6LjWiwiparvNR4muRYwOVVALW\n3KBGjSIRjdp5kGqZLJb9qglVtdXY8jS5iLDSx7IqfgB48+k3cPhXD0VTIu5SOp19ywQzoapor00g\nWZtDKm3npybrbI8rI61B+aw8ieaJK+/N54mrzBrAWysoSWKkNa9bFYLDE0BKLmPMr1ohJyXT/ioV\nhuA4hzQryh71XkrzYRm4RgKVQrAQ6QWAK74M+44B/vI/RKcNh5ZMSOPLADE5oh7WQTs0oX50AxbP\n/QTjD5nkrE/G1NBB+n6qJVC5v2EK5qQ2ApaXS1/H8n1jSRl506s+suPxTSno2Og5RcTWtAzhvs45\nOCUXgEvNZZmynv18SKrJncfVHtcsVu0fHoA/+g153do9rzyY6hoGJvfhSsE+wMOS2SDVtbvElaEv\niCslrWFzXjc36HXvf8BU/PW5X+LE4y/F/Q/8AF88/rBuH7exsQE3//hbuOzSH2H+K49XbUE444wj\ncfMPfw1dzyGZTHSbuFLIVFezCmtATDLtz9bNn/sB9j3Y3f5WRmABuEis6O+AEdgw3ttKCkElWiup\nRpEryEP76d8yI6x0Pa+2ilROvUPHjpNHOAQVYNFU9jY6G0tMxeBkDVqSWWwqK0W1qQRG19U7z7Pz\n6JYpHDNPXGWklbZ85YkrI63tes5DWP08fg5xzVjAui6gKSWe0mfEhyFMLBXcBVyuw1ESy+fD0qIu\nQNgBy9MitYriL6UxicjUYTDmrkDdKVMDt2dh/KZhwjRM1NQmXQR24tFT8dFz77vIaxBxDZMzypNR\nUZOIoH0csHVmEWjPAkNrhedkrwFPZHnC6hyWI678mMwQYzYFfluRNcE5hoSo8gRVBtl2PWnosDVi\nIOd1O4KoIILmUdLf2Qezn/rqlzzQ18S1t7E158gGkfR9952G556/D1889ht46qkXcMGFp+Cww/at\nmnwCwDnnnoCnnnoBp536Lfzu4VtQV5cKve/IkUMxc+Y+uOC8G/Dgb29Eoqbq04cCT1z9OsOx7Xki\nWv05K/uJUgl4BBFX/guio76qKhJqAQmrIAztpwSP/0IaRFppAScKJdRoMTQl7Pd9zrKcSL2so8TG\ny93A7G5Bom5YVEmVgY7Hj7gCturKE9cWPetRWvWyCuzk4pIpUo/ayhf0hCSmYUF9mX4EwfHEOmNw\n2wSoTcFFYAFCdP3HzY6hHjQO+sPvwFjRhtpJgwOvgXaTYn5LRmCb9huLt+6fhw0rNqF+jLf1Kl+4\nxWYGRGkZDKVSKbA4NKwi6yH1VlH+nFFw7rvMmOhK1ggguGGSK/z8to6FghzbQ5AliQwDGa6bDwOe\n1y2E3y261fXBwftcaSYlTR2wf7pTCAB38kAEmtDn6Ude+zNxrcbzGmQZqFZZbmvrwBOPP48Hf/MH\npNNZnH/ByTj3vBMxatSwwH2pBSOfN3DF5T/Gq6++iz/95W5MnDgucH/me83l8rj4oh/io4+W4Y9/\nugujAzoaVet3FRFXuo5/3/LrRc/xx5bNPMj2rxZ0zOz3TiPv+F+p9xVwF0GJ+qDLSC7g9ZSy5JHv\nHHEbrn34YgwfVyE29DyMwNoksoD2fN7Tp50/R454Z+mx6HYuAs2BnStXKKAtp3uIq8hDyVRWp387\n87bStqsixVJEAmORyvR7eRsaNwV4q9erIRoeLyzX8IEdn+7v8XX6oTbmGm90ZTsyzcsx4uvTHWVP\n1ESCgo9cY+s+ffJdlAol7Hz+dGFyBVAhrSJlnBZsdc5dgY6XlqPhtF0RnzwYluX/WS+6x557Q1/v\noMIk/rWXWTmC9gsBSn5FiQf8cwxh31cyyL5E5e5+JXDf7RUDntdtBNTnKlNfeciSB6pJHNiaiOvW\nqrZ21w7R2NiASy87C5dc+iW89dYHeOg3f8Lu007EPb+8DmeceYxwH3oP2O/xOHDf/Tfg/l89jUMO\n+jIefvQnOOKIA0ONIZGI43cP/xB33vEwDj7wXDz5zI+w/wG7det6/EAJIC044uElsYLw9nKyQRBp\npecOOmbYfRniUbX8t1fxvjbG7b8VnZBDGXGgCCqGAoBioYioGkEiGnVIJ1V1a9QoshY9X9wdYC/4\nHyGLuhIqvxw8dgFCXNOZnEttZRaBjG65iUzadJMYoPs5qwKICAFPYkUqLHuOZcMGIWxAf9BY1SmD\nkV+4FtnXV0GbMT5UMD+vwMbKHcqGHTYR71z3d4z/8p6+OaTpVe3IrGxH16etyHzWDitt2GQyGkFJ\njSCiRWF12ppu57OLEBtZh9pZExEbXts7SmIsUn1DCP49Ik2KEPztBhDfElH5mVUhjIIrep8ICwAl\nyHMFh4Dcpz2AYPSbO9fc3Lylh9BroB/8+QKJ3fBRvKqJItoaoSAeirg2N7/eZ2OQqa4y4loqGc4S\nBEVRMH36NNx3/w14ac7DuOrKW/G73/4ZR8y6EN/9zp3IZiteVP58TjteRcHXv3EmnnrmLpx/7mz8\n9K6H4TcbQr+UKIqCa759Hu771XU49aTv4ZHfPe+7b1jwaiXAAv8tshQ824oeU8yb8345XSPabUsB\nXfyeM4uWRz1mpJl24RoUj6MpYRPGxkTcXuIaGuMaElG7qGtQPI5B8bjjW6X+VQo+7xkACoUiasoV\nzsJ2q6h05rOtA1HX+YPAxsjUVqb6sjHQrn+VNIFC+afpmoJmKh5T8JjS6lHggtCakT/Hf7BLCExQ\nq17RdlS5BdC9yKKw6iCBoihoPHoK2uethNmuu7yUQUVUznblaX8lqaJoyr8kWoaFzLpOLLj6b1jX\nvBRFo4CGaSMw5LAd0bDnKCQnNkEbXotIKgb9fxtRf/gERLQook01aH/yPXS+sBjFjPd/m58C6QEj\nrpvS3EEEhXpmUU5yjWJlCYJR8F+485cEJJUt+XKBYV637ExWumQs97jo8f2GR75U9UfP6+ZC/7pz\n2xD4DzT2AU/Jalj0pAp8a1JdtyS6Q1z5x34LxW67TcZzz9+Ha66+HbtOnYhVq9Zhrz1OQXNzJay6\nhLyz8JgxYx+88tqTeOjBP+L3z/zd97r41/eYYw/Bv//7a/z0zqdw8AFfwx+e+Q8sn9aHPCwBWRUT\n1wJZKo+rIbAUlMj2lMyy84pIKzsXULHy1GuaY99JqCqaEnGH7FEyS5XUalRQBlWNuLIkRdtnBXmr\nABwyGtTBj25D/wdlrYLLlgCQhIGy6sp+t8j0M5t6ZqTVlfUpQ5ipXkYmQ04Li0hANSQrNNl2naC6\n/7tsPGpjErX7j8Gmvy22I5Roi1YBga2orm57SjFvIRKg3EbjKiJxFZMvOxBjT5mGpv3Gom6Xoaib\nNhx1e45EctdhiO8wCIoWRepzI5A6bEfkP96IuqOnoBiNoOOhBci9s1Z6/GqjteyNiUVDRErDENme\nICDqTE5O+YUnxj52EqK6si9OXXfOQ8utc3t2Ldsx+o1tYFtKGmDw+zBjZDbILiBKItiS7WK7g2qs\nAn2RNFANcQ2jsorP4d5vzz0nYcXKF5FK1UNRFDz37Es49yvfx7HHzsAtt16Fhgb/1p7jxo3E92df\nhEceeRann3G077aKornOP3Xqjnhn4TN47tk5uPPO3+Ha2b/Ct646ExddfCKi0Whge1h3DmslGxWA\ni6jyYNPwQCVtQFaAKOofFfoSAAAgAElEQVSuRSGKxAoCJaoyT23FT+7+u4tH7e0bNPtvUza1z6Bb\n7m0oROQxoapoHNaA1vUdGD42uJjHr9c631RARGilbUV54looOKprxjQc1RUgAeyCXNVATygjpU0p\n9+NeQlXqoAQlQYxTT8HGkdh3DLK/WQB90UZg56GuyCYGmQcWsNXXQs5CNFGJdKIZpc66lIZYXRzt\n766BmTOR35CGvq4LufVpGBszKBVLUAfXILnTEFjRCJLThiNap6Ht9x+i8ZL9oA5PIf/eeiT2HAnA\nvzjJ90vLkHLSgB/xFOXshvXMhjkmD045lzZYCHtc/volPu2uO+cFDHrbxebkYf2GvG6LyJU/BBmY\nt1WU8cqe84vN4rElOm31F2yOzmCpVBKAiVIJOO6LB+GQGc/gu9/5WdkT+30ce9wMX2X8hBMPx+WX\n3YwNG1owbJg/4eEJbCQSwQknHoYTTjwM8195A0cd8U3MOmJfTJ48NtTYbdXS/Q+eWgTYY0pYZeAJ\nrOh5v33t8fifQ6Twusmsl0DT89ZrcXQa9nvCviar/LdaJrDRKBJqATkr6iiYrqzWENP6jcPr0bq+\nw3nMd7CSqa6i7ld+CENc6bl51RWokCNRZFBVkBVpubbpYTGegFTRgrI+hVFECZVUA9odrO6oSWh9\n7mOM3LERZvmjWBS4T2EaphOen+/KIRr3ElYejXuMwqq//g/xoTWIDa5BYnwj6qePhlIXRyEehaIo\nrvugjG6wy/5LJRRadCij6sJ/GegtP3NQ+kSYdIqgsZC0CCFxDXMtfhFhgOu9O1CY1bvoN7aBbc3z\n2prL2xW7hYJLnQn6oA9CNUrU1mAZqLZAqzueVz8VsZqGBN1VXcOioaEOv7r/ejz02x/gqivvwFfO\nno0NG9ZLLQipVA2OPW4Gnnna3zrAIHu9x44Zi7q6FKZMmky2tV+XIAWfqq4MzCpg/07tBG51lu3P\ne0/NooW5zQvJOby+VR5+dgKRVcFtc5B5civnrHS+o93wVNe6RLSSHMA8qcxjCoin7KnPdOiIQWhZ\nVyGvFJS4upMOgv/edavgLGx/0cK2cRHXcpoB7c4laolJPaQKTQhgeakxwQJUvJB0vUYXb3SVDJT4\nSdvFkmYJLsLGnVeJeVMN2HFd11clqEqtjG6ANq4BbS8td43FrzMUULn/xbwFRYuW/cei1qX2+nFf\n2h3TfnAEJly0L0Z8cWcMmj4a6sg6FBMqzELJNSaHlBbsnBFjZTuiY/zTSfwHWz4ee53DKOzsdWAQ\nvea9qdQbPsSVWhhEiwzMhpI2gbRZaYHczzHged0OkLMsZK2ClMQyUCLAIPMJbktFW2ELtHoLVZHU\nzaC6MhShe5ZDD5+GBQsfxvCRg7Dn7qfhqaeecxVXURL7pbOOwxNPPB/6fIqieUjs3DkLMGPG3lAU\nBREknUi1sAQWcNsFeOsAT2BFPlhKYhl4Xyr/flcjqrMweCO35EWOecGXRj8PLk9W3SRWlVp8APfU\nPU9c2eOd9hyP+c+/63qteXtAGOLK/peI/qdQIssvbF92HkZc+axQCl4pZKTRTQajHCGNVAitKiCs\nQIX4Ah7i6mqtSjpV8ePhY5Bc8V2m15vLCCsjramk6onjotu6CHoIGJw3GAASh06A/t56mBvS9vNh\n27IaJnLtOiJJlayzXEs1oN7VvFEAiiWgWEJxQwbRUXXCbel1uVcEfKGixFP0vmCgX3L6CpSsiohr\nqGMI/LB0/7CxagOoCv3GNrAtel5zluXqpJNQVc+HTVxgK+BR8e2FVwK2lOraU8LaE88rb6PoSRvY\n3oBft6uamgRuu+NynHra4bj4a7fg1Vffx09/fiWASl5vqWRg1qy9ceH5q7BkyUpMmjQu9Lnp6z93\nzjuYcei+rucjSKII3fG/RqAhFrEJc1h1n5GnBJlep3nGFMwSw7DPwTsL4q/kneQYgWVtYHlfrv3T\nG+PFiHWQvaEyfm8jA7pfIio/hig1gOKg4/bAX37zEuY//y72Ofpzznq+kArwElfRF98wz3m2dawD\nNnGllgEAQlIkip8C4G4AIOtGNbq+fBDB/y6B2sqTSBFiasQhgaIoLKc4qzxdHJT7yau4rmOy62Lj\nF5GUsnWAnccVhh9XkTx4B3S+8Amazt3Dsyv1sVJYhoXcpgzU+rhQCRdtz2e7MjLtDJNdU6EIRBTk\nP9gAZXANLCgeIie8p34YwnXXkimnWzo6qjvEtTe328axOXnYgPK6hXDVHv/nfJiJPpzCoqf95jcn\ntoYMV0ZYu0NcmWopIv70Odk2PKjKKcO+++2Kf/33Hjz2yIsw2HQhUWlVVcVpp38BTzz+V6mtIei+\nz537FmYcuo9n7LwCy2BP0Ys/VJmiyrJBc5aF9nwe7fk8coUCOgwDG/QsNupZdBqGMJ2AKq5uVbby\nOyCeaaAqLO9p5QvJ6IwGi/Wyfy94Fv4aKegXSt4+wCAjrnR9JBLB+bNPwGO3/w0AFzZP/KhUJZXN\n2FSLinXAdLpo0RawgNtTKaqKZ8SSLayy2lE0U6pbYauNua0FAgWOqq2ixgSu88fVSuA/UWMpXKSL\nIxRBxJVeH70uIRETVJ6XiMeWkkZl12EoFUvomrMCeaPgJBCI7rFlWA4RzbdkEK2LQ+/KBS6UuDLl\nl6qtdFwWFKgzxsOauxwR9uWCbEcbO7gUbBFBC6ue9oXKGtZaEDLiSnoOmXpMr6eXCxIH0I/I67bm\neQWAS3abjUt2m92tfcP2kZdW0vexf7Ov0Bs5r0HENQzJDkNUwxLZIAI7ZMggTNlpHF595X2USnmu\nA5aOM886HE88/gKKxaI0d1Z2TaVSCYZhYuVKdxwOGzcj2IoSL6uvFeLFk1hG8hhxZfFLbGnN5Z2l\nPZ/HBj2LTiOPTsMod7OqkMd5cz4QEFrqja0QWLaIwKch2Mf3ElX+OerZ5RcR3DYCNzkNUlwpLNOC\nltQc60DWKrj8qM795QirzMcadgHkaivrpuWMUaK+UsJKiV4qqTrr4knVNT2PTWkoKfc6fvqeHkt4\nXl4ZLZNYLa7KC6BIvBFVDWMcWZat58m5y+4gPFeF8FHyaJpFKIqC+NFTYH7ajtaH3kZ+VcX3TAvk\nGGllRDT7aQcijQknaiuTMYQLe87kSColomwdQ3TaCGhf3hOF3Ue6ItA8hBXwRl1xdg8AQHtWTFDp\nOpF1QATeWsIvom15iIh22HVB4K9zOyKum5OH9RvbwLYMRmB/t+jWXjmePbW6bcVl9XdQAisil2ya\nXoYjvrAP/vn3+Zhx6K7lY1QI7PR9p2LEyCbc/YtH8K0rznPOwc7p5+FVFAWPPn4bzjjtSsx/5feY\nMGGsax+WUhBBEkUFiJQANeL1jzLkCXHlY5cocqpdnQ/YU+31mptcm8WCp+Mcb5vhkzcq0VsFl1rr\nLiATKyyi9X42At6+Q8dpX5P9PC204okrX/WfKxTw7ENzcPR5M5AvFITpArJ2r9VA1M4W8JJWWqRF\n24vyoNP0om5WgHuqnXarKsajiPhU2HvUVUk7T1mnKi2uehMRBISkZFYaIdNj87+zcXtah6JsjwiK\ngiJWBZcKnNIQP203YHELNj39AfIHjMXgGeMRi6sOaQUqxVzGpiyMDWnEdmxykVLhaSUtcek64T41\nMSgQWALCVvEDIdMkOOJvFCrrZJ22RATZae3LWThklhUZwlgGwqrE2xFx3dxQwnbZURSl1BsdeQbg\nj6eW3IkEp+LwPkH2wUmzKWMR1VHF1PLvjLxWCm8qCt/m9rxuDZaBalFN4ZZU2fQ5hojEygjs/HkL\ncOUVd+P1tx4QPr906WocetDl+M+cezF1550r4wrxOiuI4777Hsf11/0UZ5xxLK759lcxfsIwz1iL\n0FEq5VGEAd3KwywWkLXyMIuWS0Ftz+exOp0VTmczYpRQVbszVDn0PxGNol6LuzpaUYi8pjHfQi03\ncZVlz4ogUldF56+MVXX2owVpHYYRSDApgV31yTr86Jz7cXfzbBSjikt1DSKtMkIaBN30WhMYaaWF\nWpS8ishUUGRWmFabMoiSA/hCLUpe+XzUTGcOmZzlpAyUMpZdBe5S8Co2BaqssnPJrocvAquE1xNP\nrHMhAsJVBrVHJHQTXU8uxKgrD/SQcnaf2/7xCZRoBDUzJ3jGI7tvfhmtom2A6tqfdisbVURGnep/\nroDKj7jyx++uDYBvlkDRw9SD0pPvdG9M2zEURUGpVFJEzw0or9sIRNmvQdhamhVsi8QVsMctI59h\nr4ltJzqOo4zS/FWJArvbtAn4ZPEq6XkmThyN6284F1897yY0z7sfqqoG2hEovvGNs3HyyUfi7p8/\njH2nn4xjjj0E3/nuVzF16kTf/VhGK2C/R3NlxZBZBwAvsdJNC8mY/V5uBNCaA5oSccDIS7+o0cIq\n+7FbieVVYK+XNpxKSa0PDHzBmQgscSDP7Qf4K6S0aPPFh1/GrLMOgBaPCffxNkLoOWHlj+tHXP3A\n1FdKmCgRogSQqrJ8kZfw2BK7QI/BskK5vE/218gKq0RjEI0pLyKENI/UKNjES6T8lrczACAZQ6Qh\ngfQnLajbeaj3PLqJzMJ1GHzBXi4llSek7DFVw2UQfZkITVx7u5KeFsFRFRaQJzv0BnFl52bHC0tW\n6Zh4lXcgZaDP0G807W3R8ypCgig6DGEUI1FoPMOWqqrv7TisEvJ4qfnlXjteGLBr4JfuHkf4HKeO\nikhnNptHba29vghDuFx48ZGoq0/h5z993NkvjLeZEevhw4fg5h9fjU+W/Ac77TQBsw4/H6eecgXe\neCNYMXBInys31HT5KHXTQpueQ86yf7bldKzNZNGWy2NNOoP2fB4dZfWWeV4rRV00Yquy2Ipv3rUN\nW8eUYP55fukwDGdxisvIdbBis5wg6osH731lxVu895UiZ1nobM3g9RffwxFnHeCyXejcFwEArvtK\n723Yhfe7ZkzDWZz1puUhrkx1lUEUm0UXZztS1KWs6XQpnKKFh7O9SJENaJfqC0I6XLmrXFW+63x8\nfFa3zlv235bzQA2rCEwegvQ7a5HOmq5CKcMqIve/jXZOayruIa68j5U9Jxp/KWeh1JFDPiBX1nfM\nYcnZ+i65SilSUoWRaRxx5aOpgsYj88UKt6U+Zs6L6/HZ2s853m1XYWIV5+wHGPC8DsABVZdoxyLa\nbYuPD7K6EZ3V2+grtVXZCpTknkCm5vIdsChKpTwyGR01qQQqupAXkUgEP7vnEhx28JX40tnHYNSo\noYgg6fK/ykDH1DAoju/PvghXfOsrePDB3+OM076Ns79yJG686VwUYXBh/zTPVdIBqqz0tehZj8o3\nOFkD3TKRVGPQrQKSahRNiTgylkk6WlWm52UKKJ/ZSskl36lKBFn3KsD2qobxl8pmRkStZHkv7N8f\nn4d9j5yGhsF1vufiSSuPMOOkXlZ+H1aY5XTQEhBX3jJAwQilKK9UNI2tcgkCYeDKcvWxC7CYKeZ7\nNdUITDWCPE9EAGG6gV+yAYOHFFIllxzXgSRKi6IEwBo7CFi4Fm2/eA3RMQ2IjqmH1phA/v0NsFZ1\noPbEXaSKa5j7WCoUYfz6TSAVA3QLkd1HQD14fN93HKPKpMQ+4Si+rm0DPsuCSGvQOkd95wu+OFVV\nMF4AnhkH5zqq9dsOIDT6DXndFnNeqwHfOlbWLpYnstQ6UIRe1VRyd9GXNoGe5LxuLfCzEsiQSedQ\nWyu+r1RxnzR5NC742jH4/nfvwcOP/qBHr3kyGcVll52J0888FAdMvwB77DkBx5+0Pyyi8tu+UrcK\nSQu0aNxSzrKQzuQAVIhFi55FytKgq5aLxA7adSTWZLJOtyo2dc9/kWO/U4hIq7D4KWTBE5vapyQ2\nqN0rn89Mj0WL2RKqik49j/8+8RquefBC32OKiCt/DTwxpecVrpekCJiu3yvnFcU3iUCLuGTQ1Ai0\niU2ufVzPB6ioMpVVlI0aKxPQVPkjj/3liTJeAQR6Xn0RVmXzyxTVosDxuwKGicLGDEpru2B+0gJt\nl6GoOWoySpJzhP0CUFzZAWVkHbRTd0Mpa8J47B1E9x4NLRmrDA+S/NbuTIUPJ40OAnzA7DVxyB8g\nJ4B+XwaEU/wSn6yEpPqp6b1iXeln2Jw8rN+Q1/6MCnEVNylgoESWV1+9Af3BatzWhq3FO8vnnjJU\na8/w89Tyx0ynddTUJAD4Z/uaxQK+8/0zseduF2HunDec5gPVvt5MBS5Cx5Ahg/DE0zfgpOO/j0k7\n34YxE4fCLFrIWnnXNDrzuzKIiCutWNe1GGKainZNRSJmT6szJbYxkUTCKjipBHw3KupD5cErrX4h\n/3xRmR8pdZFYQTORIF8tT1zZus8WfoaG4fUYM2WE1OvqR1wpYRWpqH7gbQAi0iqyCgS1MAWCCWwQ\nWQ1jAZCF+PPHMfJWhYxaEdCPPl9rgg958fOQOn5NGURdmLSIm8hqUUCLAROaUJzQZCcUAIDibRpQ\nLYqfbEJ08mAAgFITQ2RCEwofbYC612jXdqEVRD/CKENA699AEhtCxXafL+I+pmS8Sg++uPi+JwbQ\nq+g3Xx36i+c1DESxP6KOQgx+U829jb4mmL2R89oTyIgre87v+bBgBVuUDKczXVAUBXlJkQ7NOtWS\nMcy+/izcc/cfueOJM2DDjGOv6TviupvOwdln/AjtnWmHuDJPaYdhuFodU7LFPJSmYUFP69C7crDK\nv3e2dqGztQsb1rdh7cZ2LG1txarOTiyY9xHa83m05Q20lbNhaTtl6kP1AyWutBWqE/DPZZ3yrVXZ\n8Z39LMt1nbxlQtQCl+beipoNLHpzGSZPnyAcv6e9awjimjPtLwosG1S26Omcp6WoaZjOAsBlFfCz\nC8jAE1TWPICt15e3uZsLxFVnAWxy6rcIz6nFXIuqqUjVJ5BKaUglVKSS7oX35rK2sH5dtkLBL3+0\nG2D5qiJfa1XHsQoormhDZNJg5zrje41E8f31UKOKJ5/X04xB1g3Nj7iu7+K2r6IbZDWZqSJ/ank9\nPY4sVzhevmZ2/bL3iAh8DJlzvjDZtf0EA57X7Rh8/A6Dn/pKFVc/9bWvsbUoo32F3iCm3UERBnad\nNh65vIGD97kc37n2Szj+pAMRiUQ84fxW0YIaUbHrbhPw4AMvehR3IFiFpbFY7PxmsYDTz5mJ+a+8\nj6su+SVueeDr6DINh7jKMl0zpoGcaRMlPa0j02nbBmQEKFWfgF6bRL6zE41dXWhMJpBUY8gVVCQY\nEXVUWPsxsxYA4gp/RlwBryrrUjTLtgUGp3UzyW5lx6EKc9zVqcvrt/XLvdWtApYuWIHPf/lAZK2C\nKwtWlI9Lxy5LBgDEbVx5yNqKetRY8lpVQ1wZmAIrUlrNWDn2j6isQWpqTIv5Pi/a3iaxJmJxC1rc\n3Sa1O+Cjsjxw+V5JwVGQGhuC5DDVME9a24Yh14yMWyvaEB1WC21QorLvmAYYKQ3KynZok2xF1rCK\nDpE1WQoD9aTy1xkWgil6mXeUQeHPG/Y8VZBGPiItlVR9Zw+C8nPZuAfQN+g35LU/eV7DRGLx3leA\nhrRv/oKtzUVctwXPq6LEu53wwKuuTDUfOXIw5rz2c/zjhTdxy48ex09+9AS+e/2XcNwJ+0NRvDF4\nQ0cMwurVGz3HZf5XnsDKFFma6WqVCrj2tq/gzKNuwo9nP4YLZ5+IfLFC5mhHJvYzZ7GKddNW73zy\nQE2zaBfW5C3U7zAIqzs7naKupmTSmbbPFQqe6X2e+LF1FCLiypRMFt3FyGxSrcRViUgsfU7WcpYS\nVwaeRMdKwKfvr8Loz41xjVuY5UpsAJS4ioqswvS75+FHWoHuEVcGmUVg0NRhos29+/sQ1liZ7AbG\neXEkFqiemMsUz9BKaBCBDQvS8ACAM7cm6grGQ+nIAVYRat5CJFX5H5DYayRyb69xyCtPiCmJdSW+\nh7ke6nmVgD9fYBEUfy/DdteSnMPJDiYZwvasABAjrXUp6JcYJ+eXqLzd9k1vo9icPGz7uKPbEPg4\nIP45+pOCEVaZH7IIoxwwX8kQ3VZbxG4J9IXqSv2u9LXgiStgv66KomDW0Xvh3/PuwA03n4Of3PQE\nzjnjFmxY3+60TgVs9XX4iEZs2tgBw9LBt5Ol5xRZCWgzAj5ZQNGiuPupb2HJotW45syfo30jNx0I\n4kuVREOJPgBYgHxGt1tZ6mkdejqH9nK0VquuQ7fMyjR/oeCaygcqpK+azlOMtLrWCdRXCnZuQFwI\nFbYZAgCsWbQWTaMbUVNvf6nwSz3wA09cgywDooWBWgQAOO1HKbqrWjptW4k1QHQt/LiolYEiRlTa\nmKa6FhliWgzJ2iRUTUWyLuGMRZMszn6q3AtZta0gVDEReS/QWCgnGqrye8mUfymkY9TUCBL7jkFi\nQiM6H3kXpfVdztR44x4jUNyYgZYxPFFlfFtcl5Wgl2KgwnwBcE3FA15bhqDFrDNWAo17LWXEVfQe\nZSor+5mnjS9Iy+GSKc/gHUDP0W/Ia3/xvLqzJOVEFhB7XxkY2bB88l+3RWwJz2u1xLU3cnUZceVJ\nqT0eBUcctQ/+++pdmDRlNA6Z/k385ffzQDvgqWoUw0c04rCDr8RJx8/GeefcgOtm34dMRvdtQ8ue\nY8TVKhdmmcUC0mYe+YKF5KAa3PLoZZg6fSKuPv5OvP/GEs9xGAFMqGJvIsuepKQ1T37ftHAt9LQO\ny7DQomfRomfRpufcJLbsJ+UJLP1ZGU/UUWsZIWVjZAQ2qcZ8iavHH0t8sjz4dS4bA3luydufYoc9\nxnm2CQOqugLdV1wpwqitjLhWQ2B5XytD+pMW4RgogfYjsdSvy8OPwFKw96eMTPMklpIeaYxWtV5X\nP5VQVITEE1vAQ5hch6djjkdRe9gENB07BR1/+BDGkhabrCViqN11GIylrbY3OKF6PMD81Loz9qBr\npZ5XwdiFl22J/b1eAuslrGy7nk7bm/mKxYQSVmlXNaNok9i06ZDYPo8f24ow4HndjkE/wPh4ICCc\n95WPy+KxuSKztnX0pcdVlDLgRyp5mMUCIrEIZt/0ZRz1xf1wxUV347k/v4Kf/OwijBphT/v9a+6d\nWPvZJrS36mhrT+O5v87DV866Ac/88cdQVfd7wK3I2mNjX3xYq1WKaDSCM648CmOnjcYvLn8UR35t\nJvY/Y3q4sYs+AADAKMKIFRGziogWbPuAaVjIaXJSx2wE9LGfeskyV1neqh3N5fa6suMwCBMACnYm\nbdYquKwDfCxWEDrXdWDo2MGB2/mBn+6n7VtFkJG03rQJAP4ZrH7nDjqvqqkuAsssBTyBZQqszE4Q\n02LOcVRNhWVYrnGK7iHtJNYrpCTGJQww8N2/RKDZpKTan3YJE0V+OW11dx2GRDKGTf9cgqHTx0BR\nFHTWxaHGos5rp8Xt14Ned8wqIoNy8R7gncqnYwuJUtm/G/aeuiwEZF0YiKwV/JcQ+4uZ5fzO/l9l\ndEtMWn2U1RKwGUumtx/0G+W1v3heXd5BTyWzV2nl11H7gF/Xrd7E5izU2lye1+4S1+6oriLLAOC2\ngNDCLP413Wv6ZPzr1TsxfscROHzfq/C3v74KABg9ZggOOGhXHP3FffDlr3wBjz5xPXQ9jyuv+Jmj\n0hYhVmKpXUCGeDSKA2dNww9//0288ezbePLaPyFiWE5XqWRMRSpme+qoZ5FXcHglRVMjSIxvdBEJ\nv+5UDLrljaGij5Os0EuiwLJ1snPxoNYBmjwgGrPrd/plNGMgntq8hYBU2eRVzjDgEwMo6HQ7nxwg\nQnxcg6NuGUTlYksmYyCTMWDkLWQ6czDzlpNWwauxMtWZtxNQWwHzwQLeQjF+7I5y7OOTdFXldxdm\nmQzxVgHRAkiJIv2C6FwD1+Bh0OdGoGQWkFnSCgCIqlEoiuJ67ZzXk02nq+5KfI8SCnhVWJnnVRKT\nFQZ8UoDrsFw6gKzTG39PgIriy96DhlWZIfIlrvQ14VC897Wqr29bxFbteW1ubnZJwwOPe/fx4jeX\n4d1XP3E+dN9+5WN88FplWvbdVxbj3VcWA7AJ64L5i/DK3A+cx6+//BHmzXnf2X7+3A/Q/NI7MIsF\nFGFgTvPbmNP8Njn/G2hufqOHj18nj1/vZ49fRXPzq6Eel0r5UMenLW6bm9/AnOa3nMdzmt/FnOZ3\nnccvz3kPL895j2y/EPPLrzdgv77z536ARELD9T86B1d+/zRcfem9+Ontv0epVMLc5oWY27wQAKBp\nMVx+xcn4979exx23PYYidNf7oVTKo/ml19Hc/KZz/FfnfojXXv6fQ8wWzF+ED177BPWahnotjmVv\nfYrcxjR++Mw3kUzGcPtp9+KDF99DIhpFUo2h7cN1yH680SYMcRXWZx0oruqofNiv64K6rqsSVbMp\ng9KaTocgdC7agPYP1znjWf/eaqxduMp5vPLtlVix4FPni96St5bjg9cqfz9L3lqOJW8td7ZftmAF\nli1Y4dp/5dsrAdgEc8WCT7FiwafO84vfWOY8DwBL3lyGJW8ucx5/8NonWPTGUvJ4CT54bYlDUJct\nWIGVb1fOt/rdla7zd6xuQ8f6jsr53lyGxeT4KxZ8ipVvr7QtDTEVaxeuwvr3VjvPt3+4Dh0frXce\ndy3e5JqKzyxtRWZpa7cf68vboC9vC3zMCE5maSvyKzsc0qevaIe+ot0hhulPWpD+pMUhzB2LNqJj\n0UaHKLR9vAnppa0OWUgvbbUf52xS2/LhenQs2ugQ2U3vrkH7h+sdItv6wVp0LtoAwFZiOz5a77o/\n9HFMU5Fd2oLs0haHxLLxMqQ/aXFfD7l+TY3A+LQd5srK9qXVncCaTucx1nXZC31Mp9A3poFN6crj\nTeSxWQTWdtoLI7T0MQCs7rSPxwjsyg5gTaczm1Fc1YH88jaHyKaXtiK3ovL6ZZa2onaXoWiZsxyq\npsJo1ZHfmHa9XvmV9vtTi6vQl7fB+qzDIezKmk7EN2UQT6qV8dPrXc9d7/ouoDVr/65F7HtF7ldp\ndad9D+njT9sdS4FhoCIAACAASURBVITwee6xuq6r0n54XReKqyp/X8VVHVDKzwOAsqbT9foZn7bD\n+NR+bFhFtH+8CR2LWyqzREvbgKWtti0gY9mvxaZ0hbS2Zlyv50vn34GXzr7Nebyl+cW29tgPCvXJ\n+W6oKKWw224JNDc39wv19a53b3KC0AE43YUAb4xWPGB9LKKiRo0jFolCjaiIRaKIQHNURTZt3NNm\nBZtTeW1ufr3P1de+Vl1FhVo0ZYD6XQF/1VWEjWvbcdZJP8Q+++2Mn//iMqhq1OmyBgBr1mzCYYd8\nEz/68Tdw+pmzPGNnflc7ZcBy/K6AuJuV06TAsvDCk6/gqTtfxJd/eDLG7DcBazNptOk5rO7sRGdr\nF/SuHDIZ+/pozBD7nak5WJfGkD1GoaY2idpUwlEuUzHNUXUBWzXlY7KSqr/PUNagQAR+6p+mEbC/\nzcZE3BXXJTuGKC7rt5c+is+ffwh22n+ix6rA8mgrj01P4wc+HosVa1WjpIoQxjIgswX4RV2xsbHj\ndy1pQWRMAwB35bbrPIJpb6CigFIvreoq4IqVf4Z3x9F2uGy8znNczi1NzsjoltAGIwQjmn4dtkT7\nixRdUQFT+bGo4l1UlBQFsOgHL2HsOXug7bXPkBzdgJHH7iS8dv76Q/lAtYhNWofXeRoTAP6qqywe\nS7SP0I8LeSGYLJmBFlex68rrltwmIHidSs++j+0Rvc3DFEVBqVTyxulgwPO61UE21SjLfwXkrWMB\n5oPdfJFZ2zo2p12g2mOEIa6xSBSjRg/GC/+9DeeddQtOO+lGPPrkbNTXVsjrqFFD8Ic//wRHf+Fb\nmDxlLPbYc7zzHCPOfH4sA33/2e+3aPm9F0U8quLYsw7CDjuNxG0XP4Rzbj8DjbuOhG5aSMRU6FoM\nVtxyYmfYhwf7sAiKk2EWBAbepxoEWW5qd8GIaFsu7+kERiGLvgIAM2sg4WMbYB5dPzC/Zm+CEUJG\nVGStWqvJZ6XElRGfXL6AmKAq2+DeH7GyH1JTI85jcmTXecJ03ZJBRnSZH9bMW9DKHbtoBqgr1gkI\n15XKD8IirRBkVrCe3jcG9kWR3bvGg8dh9dPvIzGmHvHxDdC7cuJhERIrso0A5esXjT+go1ZYiCwC\nMu+qa1wS+4SIuNL3Y1XEFdhuievmRr9RXvsbnlpyJwC4VFeeuNKCLffv9na1MVt1jUVUJMsKbF8o\nr0Dvqa/eQP3qSaGIgMqO01tFWb2lutqPxcprWPIKAGpEhWlauOab9+Gdtz/Bn/96C0aNGuLa9k9/\nmI/vfucXmP/afRg2rNF13kqxVuWnXwQUC+ZnKuzrzf/DT696DOfd9xUUhiWxqrMT7XrOUV9FFbwA\nKn66lIZkXcKlvDLVFbATAmiiAeDf2lWGatVXqrzSc7PzB6m+PG49+Rc4744zscOUkcJzOt3ASItY\nmfram8prEGSklRZBMdAuXbLKbcBNLpjiJgqv54uQnAIkwPHaqi5Pa/fIrEyFpQpsoPooQpDyGpbw\nMpLKd7+SkEP+nvG/A3JC6gdhQVPGciuvbGzlccuUU4YwhVuy1Ae2XvSFiD8PA8uwZdsJVWSgQl59\nXqPS3z8MHPsAwmFAed0GceakqwEAL678BQB/xdX7u63AUtXV2soVWBmJZOtF5LAa4tmnyQE9KNIK\nS1wpKk0oAjoRxVT88ldX4LZbnsLMQy7HW+/8BvX1Kef5k089CO+99zHOPO1GvPCvH0OronMRn3TB\nY7+ZU3H2d4/Do1c8iXMeOAeDkzU2ASurrzYsT5ca0QcLI64MomxWAMLmBdWC358mE1CwhALarEDW\nrpYekye3uXQeDQ01ocekS9oD8whSTHkEpQHIIJ6mjwkJnx/ZAyCcbmdyCe0m5Y/K68TGZhpWKALL\ntmdjZkkFtNiQV2CdivSwOZ690aDAOZa72j4olkukwALumQ8/gkcRExBeqpA7SQm8OixQi0Xn4gko\n/5xIaeXtJGx/RkxZQgRV9Rno+9Bj/3AO5p8qMIDNi36TNhDW5Lut4ehxl4fquAWIUwg2V8arKPop\nLMIQS0WJQ1HimDPnbef3LY1SKd8rdgE/qBKCGkRcraJlL6Uirvre6dhn+hQ88vDznu3+78bzsH59\nK95buExwFDeYRSAetdV8usSjUdRr8fJiF3N98YwDcfgZ++Hpq55G1ChgcLIGydoEkrXJShUz+fCh\n03esaMg0LLTrOaejFODuNAW4UwVkBFKGRDTqWhhkyQQUumU6S1tOFy45y0J7Po/2fN7VWIFZGPKZ\nPJDwkuPNiWqIq6qproWCr/pnCrAfcc2TYhxPBT3NzuSC31lOsKiinoF1drPHJs6C5bd3+TwF27Pr\n5u/ZFumg5NPoQEb0Dct7//h1VEGVZa3SRIhQeb+sSAtuNZ1vFCBrjsAWljnL/87Ud+bjBdxNJWT3\ngT4GBMSV2gXCoKdJE9s4NicPG1BetwEwIhqWxA6g79EttbVM8GWqa1iIiKtMVbeKFtSIiosvOx6X\nfPWn+Pqlx0ONJJznP/tsAzZtbMfYcXabTtGXHXZsXvHlz8merxQOqjjlkllYv6YN/77xBRz54+OR\nSSZsglCbBKAjlrccJcTppa5GYKKscmkxWIaFXIzkH6uVVq7U98qroED1VgKqjCbVaCifLE+mZc8x\nqwMr9MrkTRg5E1oy5ow/bExXbyEsca3WR8r7WwEgo5en2ynhtLgpWF6ZFGSZBudmlt+nou5IhJDK\n1FgRaeWtEO77YYlVTZHnNaIAizcCqzqAYgmIq4AaBeJRQFPLSxQooCwtKfZPRbGXhApECEESRHOF\nUagZWRN5i+k2lFz6NT8I1UmKjFPkTZW1h+XVYJftgZBVwP2au/y5Ma/iTI/Nxi4krn7YzsnqlkS/\nYUP9IWmgNyBqXrC5UEK+z5MHZs48oE+PHwY9Ia5+KAZ8JMciUV9yKYNVtLD3fpNR35DC3194E8cc\ntx8i0PDO24tx6knX4dr/+zKGD28UWhXsphdemwI9J0+m7fegini0gKSq4vz/OxF3Xfow5t7xb+x3\n9eHIWRbSyMHUVKTqEwByTug5+1BKTWwCYJOGmKa6OkkxSO0DhASGJbH8dD61CoiKphgppYopVYd5\n8MVm5YNAS2rIF0tIRipjl0GaZuBDng1nejsYPSl0YvCzCQACP+GQ2vJAfbouCcL6S0BAqL2o45bb\nFhOkxAZ1K2P3i09mKJVKQEcO6MoDbTkgnQcyhv2zMw8MSQE7DgagAIYFZE37ZyZbUZwLRfsiSyXy\ns2ST/RH1wMgGYFjFAsS8rkqZ2FXTQCHMtvxUOyOevGIpxQg751Xh/KmAvHhKtE7j1dW4uIOfvS4H\n9j4IukbP+HmfKw8Zad0SCvxWhM3Jw/oNee3PkCmuW4qkbs+olrjypLWnqiuPMD5m1nHtokuPwz2/\n+DOOOW4/vPDCPFx0wZ24+77LceJJB1dlL2Hn5EkrPxZmJQCAr95+Ju668Df436NvYtdz9kWLqqJd\nU6GnWVVzDqZadPUUVzXVQzh4iLpjhYWouEqU9uGnvor8sGGhd+VCNyjwSx1IxFSkOSIWlrBS9EZi\nAY3BCiSuIvhV2TPCUCYVjMCGHlsPW+fKoMVVmFYR+fYcSu+vB95fZ4+xIQnUaUBSA8YMAmo1oC4O\nRNl1kGuVddnioRvA2g7gwzXAByVgXCOw81CgNiYkhs6hqiiAopD5YXkVU2jf0KJl32tUSPb8fLXC\noipBUZ7f/wfmrTctf1GAXov0fRmE7Zy0bgn0G/LaX3JegxBEWPlWskw5Y6pdPGITJkWJ90mb2L5W\nX5ubX91i6mtvEVcZItAc9ZWqrMz3Wk3RHU9GzWIBJ556EG66/hHst/cl2LC+DX/4y43Yd/9dpJ28\nGMQ2BZ64ugsEzaJdNFhfFhzHDxmEb99/AW468140jRyEHY+ZilRMQ0vM7nbE4p7YB1J2aQtqdhnu\nqCqJmLzzVRCB9SuYAryKJou74tvMuuwKEtUX8FdgKTYu34Qh45rKxyx4xlZNtJfq0wa1LyFqKUvz\nT0XEtbJx0Q60b/IvWHNtDwijoMQQ3w9eqQtL2kUKXzQWRfqTFrT8ewn0Fe2ITmxC7LCJMIelAItL\n5+HtEd2J0kpqwM7DgZ2GAZk8sLod+PvHQEMC0anDULP3KCgRd3G2qBBSlqUrg4jEip4HJARwTSeU\nHQZJs1hFxxEWcnHE1c/6oWp2YV3MR4mWZQvbJ4t6Xye+ne8AaXVhc/KwfkNe+zP6WmEtlYxeicvq\nr+gNmwAlrqJ2rGGgRlRp/iog9qvSKX9FjWDO6z/Dqs82YodxIzByeFO3CvpkxWI8gWVgBHbS6KG4\n7qGv4dpT78bkvSdg1Oh6W7lM1qAllXVNf5cSGmpTCfAQTr8jnAJLyaGMsPqtY8onPY8fkQ0isWsW\nrcWonUf6bsOf2w/0gzxsVJaZt8Te0BD789PllLQC3gpuBhe5MSV2AZOQBc+J3WkEQeorf40isiq6\nXv6+sC9XgG0N0Je2Yc2zH8Fo19E4Ywc0nrgL9KLt7VWsIhBT7Gtd1wUsXGsrrtGIfU2R8k8oQCwK\n1Gi2UusHGo0FALW1wNgGYOYEqGu7gLfXILuuCw3H74xYUnXuvyjHNIisyuDnaZUSwBDgM1j5cTLV\nlSeutamE1DZjGiZi5Uxev5SFUOAJ7AC2OPoNed0eVNdq0R9tBZtDde3pVH5Y4hp0HpHHVUZgw5LQ\nwUPqMXhIvZ0Dy+3jR4wrxFRcLMaO5Udg84UopkwehS9ffQz+dvPf8PUHz3em3en0e8Y0MGiPsZ7z\nMOLqKKCm5auAAt6uWyL1tsaH1IpAbQLdtSwANnndbdbUbu8P2PdEZFtgxCsMCfXbRtZpS1RhLsvV\n9FW3ZD3ve0gQKueyPb/0Gqu5NyJElQg+/tk8mJ05jD1hV6R2G4pCoYhMZw5WzkLMssdeKpZgvLsG\n+HADsM9om8iZBUC3bHKes4D1aaAtC4xvAqZx5JURJqo0045aWhRKyk7sSO0yFOrUoUg/uwhdf/gQ\nTafvCi2pIkbU77xZgGoVUOzMA8USikNSqBYyxdbXlqBFoOwwSLqdiETyBNa0ikilKl9c2WxNQlVd\n/zv8/N/dAlNfy9cRqJRv5wVcA57XAbjAh8PLSGkYslqE4WoVujWA2Ri2xHl7/Zi9rLjKirTC718p\nuOrpuf1SDip2gYJvjFe9Fsep587EKy8sxDvPLMDB5xyItpx9z1iGaWMy4VvBT0EJrEx99SOugG0P\nECmvsn0YIfZTQ3XTTchZS1s6vvVLNuDzF810jTEs2DW7itO4bWgmaTXg25+6nguYfqXbiNZ5ppR5\ncgBUP5UuGIurap4rWusuaWWK3+rnPkI0qWLna74AJaLYXtpC0fG+IqmiqzMN/fnFUNQISqftBiWl\nua89XwDeXQNkDWD/HYCR9XaaAOCelubV1jJphRZBvNxKORaLIJWwo+eGfW0frH7mA7Q89h6SOw2B\n0aqj0JGD2ZFDoSMHJRJBpCGOUt5CZHgttMN3RKRGC1QhZa+7aD1TwmUtjfisVb/2rZTAGpJZAj/P\nudNQgo/6Erw3Q0FEYKvI2h1A76HfkNf+7Hml/eRZ+1f79+7/ofC+V0aytkb7ACWZzc2v47DDZnR7\n/75EX1gFAC+J5NXXIHIrIpMsQos+7s64ZOt4EsuyYNl793t3nYNvHPsT7H34VIweP9iJpWKEcON7\nyzBur3EA4OosJUIYBbY7YEVSFXUn6mr1GjZKC3AnIzCyOWSHwVi3ZD3Gh7QOOMdSY8494cm1uKln\ndTYAfvrfOUYVU8ahiCtgT6mPqHOnCQQpXD7qFl8Vb1p2ESBVkGXFbH6NHRhxzW/KYP2/P8Gu13/e\n4y0F7Ont7IcboL+wGInpoxHZaxQsqwTDqjRZsO9DCVj+/+3deZgcV30v/O+prt5ml0b7vtmyrdXy\nJjC2FcDGywXjXDC5ZAFyjQnhJRDyJve+XEhuQl7ihAQICZB7iZMYQswSluCAWS5ENl7wIlmyZUvW\nrpE02kaz9/RS1XXuH9XVfbq6qrq6Z63R9/M882h6q65eRv3tU7/zO/3AnDQwN223ygLsx+036pzQ\ngLY4kk5gTevl0KoeTl/5G1fjws+OIt8/hrYVnUDbfMQ7U5DtCWhJvTRhrojhnceR/coeJHasQXy9\nvfpeUDsp9+tXr1xDvVyeHoZY2hFqu2qxTc1iAnmzXN/trkFWR1296r/rtfPyfH96tcry7K9b6fZw\nKWPNK1VRw6qzepabO8iq16nX0F41XfWvTsBUR2D9Qqf7/KBVuKaCVxusepOzGlUvwE6WZttzObdz\n3nvq7x2JJC5fuxj3vHsHfv7NZ/Huj70VQGWCVM400Z1OoiuZxGC++de0XnssdcTG3WNV7RWrngdU\nT+hydxtwwq4Xp8ers29X/dIVePWxV7H9P22tvl/XSJKzH5UlY0tL1Mb1qkDvNQJrFIyqD/lGRx39\nPujDjlaFHtVSR2CB+odfQ4xwlXuvlgJs+fwGnwPn+cueGcbRf3geC994GZLzWu2leDMF9D93Clbe\nhJkzkT87grGeIcx/52aIhW0wDAtCVFZ5ckKshA68bRPw4lngp4fs8omWBNASB1oT9u/xmP2TjJW7\nCbSWRlsTuobW1kRNDaj9u47EHVcAQM1yweXHrmvovHUtjKvmY/DfDkD2DKL1DWvLwbmhetAmBM3q\nl4Z300CvpWu9Rl2dxSnMQqVdm/N4Ar9UqQtk+FG/VDmj4KXfRcBENJp4sya8ztZRV6D68KQaYCeq\np6u768B0TuCqF0B37Lih4dtMpjDBtZFRV7XjQFhhSwvUwOleuSsoDNeWD4R7z7kDrNuNOzbgM3/4\njXI7LSBfDrBLt64orUhl1C0hcEY1nUPyQXWr6oedOtKrBt0WPRZqwYAWPVYVYGuWfjXNqjIBNbgC\nwBU3r8ejn/kJjJyBeCq4dtYdXIHqkejWeAIZoxAYYIPKCLxGXZs9tOoVfDzDSkIr9/+0T/u8r/zC\nhGukSy0XUJcqdQIs4B2A6ilmDZz/4SH0PXUCS/7TlZj7uhXltls9/7IXxUwByUVt0OIxtKzowsJf\n3oCiUwGgW1V1p+WHBABxDXLbEuDK+cDp4Uov2AujwGjpdwBoS0LrSCI+JwXMSSN53VK0dKY8g2sq\nrpdfe2f0sbxMbuk1jqvPx9IOdP/XbRj50WEMffkFtL3lSuil/rFVh+yd0F06r9ERRnXUtdl2VIZp\nIZGsLF6ickZdzdJKalWB3af2OjC0hi1dcVqBOScbKUGYhVjzSp5yIcsF6q3E5dS9Tlet6WwxFSOu\nqqDRV69A2WjgrBdgm6EGWPdErhuuW49jB3uRMCXmp512SU79q314PmuYVYEz7ApUXqOuOdMsH+Z3\nj2Y656XMInJ6zPd+3COjXrWyWbPoO+qrnj9vXjuWXrEIB585ig23rPe8fpguA84+jTfA+rW4Csur\n92ddfiOsVSNcHs9lA6UDKrWON0yQHXz+NM58bz/mbF6MTZ+4DUjZ+5LtG8XIvvMYOzaAyz96CzSP\nfbSfY1f/XVfbJjvEJiHT3TWBUEqJhCUhh/NIFkyI0QLQP4bTX3gWS+/dhEU3ri53mHCCa5jR93J5\nRGlftKSOzrdcgeyLZzHyjZeQfu0KJK9eDKB2hn4jodWrprUquPoFxET1FxJ1e151r+7g6nyxcLdt\nc/71Da3u/fEL2c5z4JpMJw3rki8bmEqzJrzO5prXX1n3e/ja4b+a0vucqe2zdu58xnP0dSqFDa3N\n1rkGjb42Uj7gFzjdo65el01kSYLvCGwa2LxtLR79xi9wz7tvKY/AjpljOLrrONJXzEPONMstp5yZ\n9V7BUh11dQdHdYTVPYLpjF6qo7e5ol4Osc4261FHYVVBK3xlzSKue/PV+OmDj+PK110GLaYp+1e9\nz34jrn4rfPmFGEczE7nq8VuCM1DvMLCko/b8ELO2naAQ1DNUHX2tudxVTuAmpcTwy+chC0UMH7iA\n4w/vgbQkxo4NoJg1kF7ZhWW/tqUquKohUU/oiCftEcB43oShV1qHeYVYr5WmEroGdKXsiVmlBTys\nC2M48dBujO45i/k3rMDcrUuQak0hpetVreS8XvtK8DNrJuSlNy9CfGkHhr6zH8WeQaTfdBkQj5X7\nxDbyRUZ9LAldQ/7EYE3Na6MKpdfLrns1EC9URpndwVV9b3u+J9XgWm+xCDd3Gzf3hMNLGGteqcav\nrPs9AMB3j3028HruUdd6I2aTuWDBbOO3xOtEBldHvQDrMKyiZxj1Cp9BodXvukEhdvwTvnT88Wfe\ng3fe/glcdc1qLF6/qHxZoWghDTuQqQEtKMB6yRWLVeHPvaxrORibCaR0vTz5qxxiYzHPBQSA2lHX\nemUEXq66fSOe/u4uPPb1Z7D93utrJoF57bu6/+pjqMc51Or0OXUH2KrDyaUg2mhoaTjA6s1Pcmmk\nvlANjaqgACuEwIp3XY2YHkPu7AjGjg0AmsDiu9YjuaANRddkPb/lddXAWE/cFcid01Urz62Zi41/\ndCuGXujFxd2nceTLu9CyqB2LrlmOldvXIL26q+79OGqew+4WzH331Rj9j6MYfugFtN61HvHF7Q29\nF0K/LiHDnvp+MvRK6YAzacv53aH28a36guBe2U0Nrs3W+Cqjr/JLzza3DWqKkNKvoYXrikLIsNel\nyfWz018s/+6UEFT+rfwH2hZPIq7FENf0cuDRld+dlllq6YAaYJsdeZ3MFbamy2QE17C1umFrYMfT\nUmuihFlEwWndZVhFGJaJ73zjSXzhge/gb7//B8joEr2jGZzJjKE/m8XpkeHyYUH1sGhrPFH+XW1B\nVR5xdIU+dQTXudxNHblyt7ZSR3S9Wm95rcqljqIGuXC8D1967z/ht7/yXnQt6rRvWyd0A/VDa840\nfQ+pOh/w7ok8XgsNOMKG2DCdBuqNmnqRUkKI2hn+jnhcg7Qk5HAO2kgBMlNA4or5SKSrQ2XQ0qNA\ndbcBJ3j6BVPTVVcadB2/pXPdDfrVx+Ocp4bXdFu6XOMKAAmhYezwRZzbdRJ9u09jrG8UczcvBpI6\njJEcCiN5mKMF6F1JrLzvWpiFYtUhdS8F00L+0EUMff9VxDcvQvyG5TCLsupyL0GvZ2DXCYXXe8NZ\nlctpC9bakYKe0NHSli4HV/W97TzXmZwJw7CQyZqV8Fqw/INro10u4hrkt/YGPh5qnhACUkrPP3qG\n1wh78uz/BlBdA+uE12SsOrQ6v6vhFagNsO7R12YC7GwLr40EV2Diw2tlu43X005XoPULsWqAdcJr\nvljExz70IIZHxvCuB96O06NjOJMZxanhYfQNjcIomFUf1u4Q61DDrBpY1RBXj1dAVksKnBDrDrBB\n4dURFGJ/9qXH0Lv/DH7t079SDq72bQzPEVcnuAb1uATsekB1ZEotHQgKsEFtheqF2KDw6hdM3OIx\nAas/i9zJIRTPjMA6MwLr4pjdCzWuQegaoMfs7en2ylVytAA5modoTSA2Jw0U7fucc+9GaOnKBJ96\n4RWoBNh64TUsdTTQCVZqgK3aF/foqzrq6pqgBdjvWaDyXhw8O4SLe3uRL5jQkqVuBUkNx/9xN5bc\ncxWSq7rqhlegFGD7sxj9wUFYpgX91nUQ7d7/t3uVZqiT55zrOMJM/PLaXkLXyiUUToAFgp/fTNYs\nf0kYV3gFqmtcv/dS8HVp3ILC66wpG5jNNa8Tza4/9D6kOd7ygckOrlNV8+oXWKdTI4tLOEE3zESr\nqQy4Tv2rGlzzRRPv/m9vxju3fxxvN38ZuWIRR58/DmtNR3m00CgY5Q/tHOxQlorrVSUE5ZHIrPeo\no+8+KcHEa9tOSQFQWQjBKSkA7NAQtNBBGNf/2nb8zd1/i7MnLyK1oK18Xyqv4OoXylNxvRxcvXid\nnygtpel1GN1rzflGygn8Qoo4OwIs74TMmxDnRmH2jsDsHUbmzChEWoe+pB2JJR2QmxZCm19aEcqw\nIM1i6V+rfFprS0B0pJBMVZZwzT9+HANf2Yu5910DoYnaQBRy5FddGrYZ7pBlh2Pv1ybsaLSzT+73\na2peK7pvXl2+jvM3tGDHalx84jhWrr/W2QIA78UoHMm5aYh7NyLz9EkUvv4i9B1rEFvXXXef3QE8\nf2wAiWX2UQW1522Yx+5+n8VLpzPDObR22EtIe3bQcE08rAqujppFM3wWymA9ayiseaWm1OsyoHIC\nLDsPVAsbWiezq8BEUINuvRHb8a7iNR75oh1gDWlBiwkM5PIYyGUxnM8BmQSyo9mqtendIRbwXhJS\n/dBW2+aoM5WDwsioEgy8Qqxb2BpcldpJQE/oWL5tBQ49dxSb7tpct0a33miyGly9Rl1VXpO3nPpX\np85RHR11rztfEy7iWk2bJZVzO10XKJwbhbXvHIyj/YgtbENyWSdS1y1FfGkHtNJyoDUjuTENwuej\nq2qiUCKG+OvX4PyzjwPCI2CFCInqe2+8AbZ8v8rzHVeew/H0CFUDrEP9ghJPxDHn+uXo/bf9MAaz\niHfZAxS+X1aU10wIgcT1yyAXt8P40SGYe84AmoAoWhBz0ohd1g2xrBMiVl2n6xzmBwBT16ArddRh\nqSP3BdTWVKvvW7V/r7r/TfWsZVid8WZNeOWoa0VQKy33ykqqKEzemu5OAzOR35cOpywhTJBVV8aa\nCH5dEJwRVwClUVf7Z3AwY8+2LxaRNUy0XbkAAwOj1XWCrjY5fqOpvo3ZUb1UqLM9J5TEE/FyiQJQ\nPbKVM0wMZnPlsoLudItSE1t5/usdxg+y4poVOLm7B5vu2hx4Pfeosp96oVXlBCpn9BWoDrBAJUi4\nDwc3MqkroWuQo3ng1T6MvXweWiKGlqsXofP2y6C1xAODjV/w8bpvZx9lzoRI6UjGK/8nNtPr1RGm\nxjWI2q4M8A+PDs9g6XQOKG3LoXYXcB9tMAoGYikdXdcswcUne7DorvWeS60GLeCgLWoH3r7J7hCh\na9CTOqxztzObkgAAIABJREFUozCfPQX548PQ1nUjceV8xFd1QQhRPswPAC2r51T2RQmTXiUj7uu4\nzzcMC3FTA9I6kCkEPn+T1neVLbE8sc8rheJV6xrEGW11Aqx79NVLoy2zJPKRrnkVSE5ZyYAQyXEv\nsBA0Wu618lgziyA0wy+4Vn43y6OuF4ZH8Be/8xC23X21HcxK4cwoGOUPU/eHqnsUzG9SjBfDrHzg\nude99wqwqtGCiVE4q4C1oPIdr/573qmTdWpf1fZZuWIR665fi6f/8UmEnVtQrxzCL7T6BV41wAKV\nYOU8j412HnCot7N6h2H8+6vQ189D+1uuQGxRGxKlVlNqjWf5MbhGf71Cjd8hawCIGUXESvWufnWt\nzZiIUdiwAdbvftX3qXOZc77DXePcffNqHP3rp5Cc14I5Nyyv2rZXcK3p85qIAavmlJ9zbXE7sHUx\n5FAOONqP3LdfQeLXtyK9tL18nYSuVb+Guvd7SF2FzP1au8sMDMNCBiaM0uiuZys0vxFXZzU3dXS1\n3uhs3HXdSV6BjOqbNeH1Uq55VYNroytu+ZUPqKOvziHymdD3dSpqXsMEWCES0146ELbMI2xInqrS\nAcMqKqOuJv769x9G55Iu3HT/LTiTGUXGKODi3tMQC+2FC9TVkdwfsF5h1StgOR9kTrBRD9MaZgHx\nUmgzk5VwEFdCgv1vJQgYBTtgZ4yCHWIBBAVYtW2W+rsaZBev6IaIaRjrHUbr0k67vrY0+Syl67iY\nHSsHe3f3gLCCRmqB6kPaag1svck99SR0uxOA8dgxJN+4Fq0bFgAAZO8wEmvnVu7fCTxN3re71rJw\ncQyx1njVdifKeEdhgeoylkaXrQWCjz6onH1NLmjF6g9ux4kvPY/c2VF037YOQqueDxP0fPuNjCfm\ntUC2xlF49hRSi1rL5zvPe/bYAFpXz6n6MhK0PbVUxe8Lk1rPaiitxUJ9yQqxvDA1jjWvFIp7tLWR\n4BpUPjBeUR99BaZ2BLZRfqHV+bLh1e2gXoCdiOAatk2WM+o6XMhjqFDAyaPnsf3+1+HY0CAuZscw\nMDCKzHAWZhzIZJW6PedwtRNmlRnF5fupMyKiLiEaRtDIpiprGlV1r14LJXj1fXUH2bXXrsbx54/j\nmpXXlLcL1JYjqPW8zfIKXUErcFXdv08LraDn39p/Hlo6Dv1ye8JPPK5VHQNwB0y1hMGr9taPE4hk\n3xgufO8Alr5zi2f7q6rHE/B4vS5Tt6G+Bs0EWfeItyMozDq1336XBUktasfaj9yInn/YhSN//jgS\nc9LQ2hKIdSShdyShdbdALO8MbEtW3nfl9SiezwBFCwNf2YNYKo5YSofeEoeW0iFiAh2XdQdPCnTV\n/YYZ5a9ZBrjeiGhCq129zT0KW94Bjq7OZGyVFWEv9T9UdVoNr85qRmqrrMpllZ6v6umgtlkzpWWW\n16HwyVIvvI63VVZlO+EfS73gGrQPzv04ZQONBNbxrLjl1LmqHQYuZMdwPjuG3tEMHnlwJ47sP4U1\n99+A4f4RZEdyyGQKyGTNmvDqbt4ONDYhQ71dmFZEXodiAXtUtq20qpFa/+o7ocvVIxaonuTlhNM9\nP96Hn/z94/j1v/t1yGSs3CrLafs1mM2VR12dyWy+j7XOKKNfeAWq22f59X5t5EsDABg/OYz48k7E\nNy0sT+bxKhVIeIxGur+keFG3ZQxkcebBXVhw13p0bF1snx/wfNQL6+7yEjf3tsOGWL8vHzUT6JL6\nuEZ4ve5HWhKZU0Mwh/PIXRxDcSSPwmAOuWMD0LpSSL9xLWKl2fxBLb3Kp2MC2mAOsaIFzbRg5Uxo\nRQvFXBGZ/edhjhYw/47LkVg7xzcYu5co9rpfL16TxNQeulWtslR+AVXtSOCzbCxbZU2+S6JVFgWz\n15X3frnD1L42YyJHYN2hLcwh83HXk9YZfZ3K0oGgx+s1uU5DetyrfE3EErFewXW4kMf57Bh++ugL\nePzbz+PYc8fQsXEh+s8OIDOcg1HqzZjJmsgr4bVgapXDg2b4Ebigy4KCaype6WiguybHOEFC7TML\nVI+QVoXTYjFwtS7nultu3YBXnjqMb/2Pb+PuB37Zd9vq+u01j02ZkKaqF2bdmgmufp0FAECOFSDa\nav9/8QuubkGdC9TtaKaFc1/eg7m3rEbH1sV1H7f7efIb8QzzXKudCYD6ITZsIJ2ILgduQhNILmxD\ncmEb4is6YZgWWgHk8yYyT53E8EMvIH3jSiSvLoV/pQ7V80tgXENiSbv9e+nvyjH35pXIvNqH898/\nCJGMofu2dUitDF4JTA2kXiFWLT1Qj6gEHV1xamfLIVYdcXWPyAKVUVl3T1iOyk67WTNlbufOndO9\nC1POnvDSfMAIG07GU+s63kPvQiSrgtvOnU83fFv3Nhq6/ykof3Dvp9ePn6CuEOplYUddTcss/4yX\nV3B1ygVypomnv7sbRUjc+Lm3Yu39lTrmgmnZS3GWz1Da5SiN3b1GZNTz660C5P6AdQfXlF76t/Sj\nJyo/zuXOIghZw14NS/0ZyGXLPznTxGA+j1yxiIF8AVmzWGoLVv2TK1p40+/fDmgCj/7ZDzBWMCqL\nLSi1rmo3BXeNYqFUB+xVH+z8AHbA8hqRM1y3dY9eqc+/+lx7Pd/O+QXTghwtoOgKkrnjldfZ69C+\nX5h1JgE5r6MTXHUBnPqH3WjbtBAL37DWN7iqz0XB9QPYz6nXT83jcz1X9UZw/bhLANT32mQEV5X7\nfSJiGtpuWonkxoXIPnmiahQyHteqQqUz0uk3iu4YOzqAtivmY+lvX4+Oa5fi/Ddfxtmv7kXhQqbq\neuXSESUQq6treYVS9xKwqqrWacrvIq6VfypX0Dx+YqWfWROVJtVU5jC+IhGmTnpxTocx1T09Z0rt\n6EwOsI3SkK7bzqyRkdeJCqxBnO4Cjpt+47U493Iv4m21z288FlxvpwYqd5Byzq/ZZrx6lE5dRckJ\nCGowBapHT52VjLyUA6zrZyCbw0A2h/5sFv3ZSpgdzOd9f4bMPG7877fhwvE+PPn3Py8HZPckLXVk\ntF648gqyDifEqstqOttTg6rX6Gs5mBq1PzXGDIhW7zrNejWpaqjxCq2JpI5EUsf5R15FalEbltx9\npef9eAXWMCG1fPs6l9djf0Gq/Qm6TL1Os/xCcLz0vAGV5zgugOFHD8E4NoC579kGkdSrnnd3aHXO\nU7fhXqHMkUzH0X71Yiz70HZoiRj6f3TYd5/dR04a6Q8btGqZ+lgA1IZY3x3SKl0HGGan3awpG7gU\nOw0MF+xQ2JGwP/zdE7jCrK5Uz3R2GPAKmzt2vGYa9mRmmIzeu/WWcW2G+r5TR12ByheuMbOIeVcs\nwtxV3Tj/2DG0vWYZsrA/9AzTgrGiCwWnZEBdktGorM4TVAOp9iZ1j76opQIAqsoFVK3xBDJGASm9\n0vzdWblKlTEKaI0nahYSACqH+stLzpr231NWD/6iUIwLXPexW/H4HzwC2Z7Aktsu91x0wU3tzOCm\nBtiE2ihfOfStLqsJ1NYNAnXWqHcOpya0qiVAZbG0slG6OoSlVs1xb6HM3XtW7TzgVWqgSYnhF8/i\n8o/uqKqp9Fr+try7Tbb+cu9HvZpYoHZ0tXJ+iDaHBbOhAOs3actrOVU1YBbHsjj7tRchdA2L7rsG\nWlL3XITC4VW24Q6u8aSOrqsWVN5viRiMTAGF3hEsvOeqmhpnr/Zs7pKFphYecHFPDhNxrfo9HXZi\nF5Wxzys1xD3i6td1wKvu1d3zFcCkrLY1UzoQNNtbdbq6D0xkYHWXDNTrxdostbOAyuvIwLW/sR0/\n/MT3seXaxdAT9We5N6t86DEguKqjrk4tq1+ABeC9NG2Jc13nUH+uFBqchQ4c5VCr1M4625KtcWz8\n/34JL/zhjyBTMbRvXFA1OhrEMK3g5u0BKxOpk2WAEKHVq/6vYJU/6KVhAXkDSOtVoVJ9PRx+h/m9\nZqm7b9f/VA/aLpuHeEfl/xm/4OoOZPVG6v3Ue57L2yqPrjZe42oq/VzDdr9w7i9siI0ndYyeHETv\nP76AlivmYe5t6wABFDIGtJwBK2vCyhooZgzIQhFW1oBI6ih2JBHrTCI1twUyJpBM2ferx2MwMwXA\nsFAcLWCsdxjZU8MYOzmIfO8ItGQMbVctQMu6uVX7pb7OBaOI4kAORQEU9RiE09rOqC1RURfQKJgW\n4pa0X3NdA3QNphk82dwJyTUB1vPKDLAzwawJr5din1cnDDS2LKwdYNWwGsRvkQI1iIYJdRMVXHfu\nfHpaRl/9HqPXpK3xTpaqF1jDTBRT798rrLuD62SXkrhrs1v0GFKxGNZcvQrdly3Aqa+/iMX3boKZ\nNBHPm5C9w4gvaEPB1KpGWxsVdKjRL7g6nMDqBFgv7pFVd2g1PLoVOK9MPKGXQ626HbWXK1rjWPNb\nN+Dw557C6o/cCCsZ/mhK2GDlNdLqNQkrXGgtKpNdKgEWIwWgpfr/kYJpwTw5hMQV8333zavvrPO7\nc7mj/+keLLzj8sDHqT6eiRi9C1LpF1wdXButYVWDZiMhNkwPYGfbhf4x9Hz+GVgFC9lX+9Cz5wyK\nWRNaXIOWtttdaek4tLSOWOl0cTiP/OGLKA7lYQ7lIIsW9LYkinnT7jSQjEFvS0JviUMkdbSvn4eF\nb7oM6aUdkHX6rBqmhZGnTmL4yROAJiCzJqAJIKVDtMQh57YAXSlgbgswtwWiPYGCacE6OwLjkQOA\nadnB1SgCRWkf7o/HoK2eg9iWxdC6WwLv35M6iYs8sc8rNSRfND1HW/0CqjvAqj1fm+k4MBNGVCdT\nMyOuzQTYoNDq/gLRaKeDoIla7vPcI6Z+XSrGK63HkCvquP2jd+Dh9/0z0s/OQdf1y2DkTegxAaHb\n3QXG28/Bb9TVT2s84dvyyikZcNe/eoXWen1Ys6gE6Cyqw6y6jcTiNrRvWoiLT/dgzo7VIR+1zS/A\nerUkApocZQVcrYWUAOs42Aesqp1dbhat0G2o3L1Qqxr8n8/AHM6jTQnCfu2+xhNaa1bzcp9OVgfU\noOAaVEPtljPMqo4X9UKse2Uth2fdayKO2Lx2rHv/axBL6Yi1JqC3JiB1e/KWext+I/9WzoRmFKGl\n4kh1pSBiWvn+Rg72of3yeZ7b8pI9dBEjvziJjndtQ7ElDikljDETyJkoDOeA8xmgPwscGwD6x+ww\nPLcFxskh6HdcDm3t3PIov7QkYBaBrIniq30wvvsKxNwWxLYuhlZayjZvFEP1tQXABQ5miFkTXi+1\nUVc3v1FYr7AS12KeAda5zOGsstXoErGTabyjrpPRH9YvSAYtGuC+TtC2613mvu9GRl3rBVe/8xpR\nbyJhojWJW/7wTvz4976N1V0JaN1ptK/rRiZn1rTECtvrsx4nNKrctawAypOl3Jd7XdcrtIYpgyhf\nV9kntba1kDeR3LIIfV9/Ca2vXVGzIpIqTA2nVz2rczrsNqo36PH6OgG2YAGQwJGLwDs219ZPLuss\nTYKy38PxBspG1AA1uu8stI4kMoPZ8uFlx3hXBwtDDdVewdU5r5HAqnJqrWsO9yf0mgDrFVy93odq\nkNV0DZ0bFlaF7KqQqawypyd0xJNmTUmGltKR6LT7wjqh1+EEV/e21ZF19UvGwA8OQqR0ZF8+B7mo\nHWJBGwxNAC1xIB4DuiureEFKYLQA9I8B1yxFcXE7ikUJQCkV0DSgNQFsW4LENUtgHbqI4rMnYf7H\nEfvyQhHyzvUQSzpqnidPLB3wNJU5jIsUzAKP9vwNkjEdyVgMHYkkkrFY3dEy9+IFcS0GXdOrFiwQ\nIum7UMFUtZCaKBMRWptdtKBRjX5RUO/XK7j61bqGCa7j4W6R5UzWGi7k0ZsZw0AujzOZUZwaHkbf\n0ChO7jyE0/+6D0t/6zropQ4EgyPhnlN3faK7ntJd4+q5DdfomNfkLC/qQgb1JlTV3KfPak9eNZr9\n/7gbrTeuQFIJAkBzh7/rHToPnJQFhOtz6XzA7z8PnB6G8Dik716sIMw+e5GmhcIPDgIxgblv2+B5\nP2G240ftHVpvkpIaXtX3lBNc/Ub1/aj9fZ33o3tE36gKmkb5OuokPL8JVerfhBq01fvx+1IW1Ps2\nTF9h93vdGRnPD+dRPDWEQs8QrFNDdjhd2Ab80tqGRz79So7iMQE5lIPQNRSODQAH+oC71gPOCGyd\n97h86PmG9oMad0ksUnAp1rw67ljxQQDA8xce9C0hcHNGXNURWIfX6OtM0WjN60SOtDqBPaj+1b7P\nxkNssyPbzQZXt4kOrkFyxWK576kTXC+eGYC+qgvtWxfj/Nf3ofOmlWi9fB5a05XZzu7Q4C4BUD90\nvSbIeB1iVUepnCU3neuZdWoU3a2rGhltdX+wh1nRKrFlMTK7eqGtnlt1eaPChF11AovKs7l7ECnt\n8HrDcs+L8ycGUVjagYznpR7368UJGavmAntO43x/zjcUu9sk+W7SY0Rafd68tqG+puoXpKpSgQaD\nq3Mb9/LA7pHR8r4q70VnwY+C+/1UCrJOuYaRN2Emzar9dK8u5/WlzKt7g3u7znMyeugi2i7rruyn\n6/3uLl8x4zFg9VzI5V32wgA5E/jWS0De9A+vPmFTqrXXJSKuwShKoC1pv5br5wN7zgBH+4E5abtm\nNlcEBIAFbZVAC7DmNQBrXqkp187/rwCAg0P/XDeMqCUDaheCSvlAAZq0Rz+9ygecADeZI7Du4Oke\niZ2KJWK9hA2xKjVkTlQJhl9IdgdXL34dAdyXV06r7a4qt/ErCUjGYr59iPtz+VKjfrsB/9hotvwh\n1nbzKhiPHMD5b76MuW9ci45rliCeqjSs91oJC0DVqJYzc9+rA4B7IpW7HtBrkosaetXDtPXKA9yj\nUl51nX6jrOXL1UP56+bCfKoHmZfOIX6l/ySnmvtossbTa0WrehPnqkJm3gSePWkfvV3S4R1ATZ+e\nsI4wNbaOIxeBVXMhDQt5wyqvyObMQAdQPg34168aypcGv4UXMnAtRWpaiPvU7hqliVa5mksqwozw\nh6WGTDUUOo+3ajWqgEl97i9m7lpXr3IMNRhX7ZNR9Oz84FVz7Tnqn9LtAOlVMuN+j6jvDXXyIFDd\nAQP2+7lgWhCagHztCuAJe4IYYpr9c34UeMcWIKkztM4wLBuYhQ4O/XPVab9WWmrJgHNaLR9wJm45\nodEZgQ2sw5zlk7e8THQLLfdz6LV9vzpXNdAHlQsYAXWvKsOyV8QaLhTKh/6dkdOx0ipRztKngD0J\nSx1datFjGDOrt+/cJmea6M9mcaS/H/1nB6oCYO7UEC788BAKfWOYd9s6dN+wHPFUPLA7gMo9UgVU\nJlOVH5vy4dwIr8Bar3WVH8+FBQLaOJnnMxj++otIv20jYvNb3TcNd58TMMu+3qivPNoPPHEcWDUH\nuGE5hCvU1W1H5HmnAUG2aAH/9jLwlqvsWeglwqckwavMpLw5s/4qbe7bxOMaWtO65+ptXofn/SZU\nOdxHEdyH8923dX+hMvImMplCTTj02n9nhLq1NVH15dA92qoeFVCfq8DnRfnd3V83VGgFKq/7N/YC\nd18FtHt8xjRSxuKhqkWWsy3TAr62B/jVqwHXPsmHX6h/fzRuQWUDDK+z0Ev9D3me74yAOZO61NrY\niQywqkslzE5EgPV6rvy2O546V2fJ1iBqaB0u2Cs/jZl24BzIF9A7MoKL2TEMZnMwC2ZNj1QnVKbj\nOtJ6vLJiVSyGXOnLlBMw+7NZnB4ZxsDAaM0M/dFDF3H23w/Ayhex4m2bMP+65Ygn457B1RlZVQXN\n9gfqB1ivmdF+QbXZiUFhDv+rgTO//zyyj59Ax29sheZq+t9sKYHffTVKjhZQ2HkUGMgCO9ZALG5v\nbjth98EJGicHgVfOAW+uXVmr0TZrTdX5JuxVmpwA6y5ZUOtN3SOPQOU596urbe1IQU/oaGlLe9ak\nAtWH952SgUzW9O2woN6XX0cOtWYWaPz9pS4Woj7OwNDq9zzvOgX0DgNvvAzo9Plc8bptI5Or1NuP\nFexShe5WIBkDkjoe/fxXcfvtt4ffHo3LJRFeL+WaVzc1vLr7azrUAAtUQmtcmbRVL8CqJjvMOiFu\n585nsWPH9U1tI6xG93G8wTWoZ269kGqfX7mOGlYNq4gxMx94yF+tj3beE/miWRVa+3N5ZE17xHUg\nl8VANoeL2TEMDIwiO5ot17YFNfx3h1kAyJrVodHZbs4wce75HqTX2KsvGXkDYwf6cOaRA9DTcaz5\n1W1YtGVpVU9UoPaDvFHu2lX7voNr/JrV7KQhx9h/HIV5PoPW29ZB60qFbvMz3nDrFYJkoQjr9DDk\nyUEUX+1DbNNCxK5dVjPr32sf5OlhiKUhZ3gjIFg+dgyY1wJsWBh6W5UdauA5cR86duopE7FySEqm\ndc962/KheiXA+X1RqFl2VQmXTpB1RkdV6qhrUHB135dXgAWabzOmjmwbhgWjZxDxFV2eIbZuaHVI\nCew9AxzvB269HJiT8r+uR51rKOo+FIrASB4wi/j2+x7AmTNn8MADD+Dee+/Fn/3ZnyEeH9+SvbPR\nROewS2LCFlXzC63q5cmYXg4wtb097VBj18Xa4UgrfXexlLeSE2S96i89az+nYZWqRk31PnoFVgvZ\nUCUA6nnOiKoTVi9kx3A+O4b+nP/jaSkd5ncO+zu1qk5oBYCsWTtKm9J1u/4zUX1INCi4AkDWMJH1\nqO/LmWa5RjUV15FMJ9DSli6H0HnXrcCi16zChad7cOALT6FnWSfW//ZrEUv597tstCSgZga3zwir\nu0awmTDrDjZhQqUaCDreuBYjPzqMkYdfBIRAYmUnYss6oS/vDAyzQZOVwu6DLFqwzmVQPDkI88Qg\nrHOjiC1qR2xlF7S3bYQ2J3iCp7oPVkxAa6ATgNcoqixa9sjr9mXhVkiq2SHXNgNHWF2N6j0CUj5r\nluttVU7bN7/D+FW7oNToAgCySqAdKVSFY/f7MZMzkck2V8ZStQ/qF7cG++O6F7kwixJS2YaU0p4w\n1QghgK1L7AUHfvSqHWC7fd5rpZFwL6HeH87r256sKhF4xzvegXe96124+eab8bWvfQ0rV65s7DHQ\nhJk1I69U8fyFB2vOU+tevUbb3CUEavmAcx6AmlFYL37dCRqZqDRRbaeavf/poIZWC4XAWlWvCVdO\nG6oL2TH0ZsZwbGgYvSMjVROXnMlM7pHQrmSyql7VOaSvBle1TjVnmriYHcNoJleekOK1vKoaXNWA\n6sWvJZCz/fLjHCvg2EO7YI7ksfp919X0lHSrVzrgxS+4NlPbOt6R2sAWUVKi2J9F4cQgjJ4hFE4M\nlsNsYmUXEmvmItaRHF8pgFGE2TuC3IlBWKeHUTw7Aq0rjdiyDsRWdiG2vBMiHqLDySTV2spTQ8Az\nJyH+88a6t2+q1rZ858FlAxO63RDbE64R0/LmPCb8+QkqHRjP4g5BddsF04L8t/3AYBboSAGdpZ/W\nhP1vW9J7YpYjawA/OQh0pYGb13h2EgjzJS1wAY5CsXxafmtv1dUsy8KnP/1pfOpTn8IjjzyC66+f\n3COBlzKOvF7i6jWJV6/jBFi/WejuUViVE2jdTfmDRmen0lTff5gVttQaVcMqlg/3q6OoQPVr6Dfb\nf7iQx7mxMZweHavqnzo2au+H1wx9J2j2Z7NV9anOSGzO9d5RD/WndB1oTSGXMGtm+7tDsNrsP4jX\nrGv3akJFq4jl79yMo//rWZz48gtY+a5tEJpoKqSqwrS4cs8mDxNmg5ZoDRNs67V2KnS3QO9uAbYt\nscPsQBaFE0MoHB/E6M5j6Lp3E+JL/GtPDcOCNC1YQzkUh3KwBu0f+/csioM56PNboS/vRPL6ZdCX\ndkBLuZ6HBkeOvfYhjLgmYP6fw5AjeYh5rdBvWgXz+ADEum6E2UJD3RLcxnsYupnb+c1wL1iQCQ35\nRAz50n4FhTZ3uzkpJWTPIAp9Y7AujmGsPwsR1xCbk0a8O41kdwtkRxKyNQnRGm98lFRRE1xzJnBh\nFLhng71s8FDO/jk1BAzngDHDDrItcXtJYfXfMQN46QywthvYvLjqftTH79c7OJ83oadiME1ZLraS\nhmVP+JPSHt1Vn3MpYVkWNK2yLU3TsGXLFgBAe3twTbdpmnj/+9+Pp556CkIIaJpW9ZNOp7FmzRps\n3LgRmzZtwqZNm7B06dJGnt5L1qwZeWXNa4V75NWv24D9u15zvlr3qv4OoGYk1uG1pOxELjLgeGzn\nbtyyY9uEbzcsr1Fldy2qu0WVOjnKvUCA+1C/U29ar1bZfbnTBaB3NIOsaR/27x0ZwenhYWRHc4HN\n0rvT1et8q3WpqqxpIGuY5RFUdeUp98pB7vDaSCsgs2BiaP85dF5ZqV/0WkXIKpg4/Lmn0bJqDpb+\n5w1Vh8rHG2SBcGE2SLMdCKr2YZyjtsOvnMfIDw6i6x2bEHdNnrJyJvKHLyJ/oA+FYwPQWhOIzUkh\n1pVCrCtd/l12pEKNrPoJCrbmySHoyzvrbqN8uNkoovB3z0Jb1QWrbwza0g5Yp4YQv2dDYLnCRExk\nG9eobXlHmg2zPiFWqbUFfMoqXPst4hpkzyCw8xhwWTcwNw3MSSMOQA7m7Mb9I3kUS7/DtID5rcDm\nRcCqORCa8K3ndXNeN+vUEMxF9vtPHuwDDlwA7ljv8ThLQXK0YE+YGjOUf0tfnLcusXuxlp+DSomA\nX3/f4lAOxt4zyL5wFqntyxC7Zmm5fENeyACPHLAfZ3sCSMeBrAnkDCBvYsXyFfjd3/1d3HfffWhr\na8Nzzz2Hu+66C9/+9rfxute9zvNxOz70oQ/hwIED+Mu//Ev7ebAsyFIgtiwLmUwGhw8fxr59+7Bv\n3z7s2rULn/jEJ/CBD3wgcLszFWteaUI5dYxenNpXN7UHrMNZRlb3WNTAHdg0JOr2YRUi2XCvVikN\nz9uMNyj77Yd7u16jqUGH+e1/a087h/jV1afcM/odqVgMc1JJtOh2gHAHQ4e7JdWcdAoZo+C7so9z\naN/3PXbzAAAc0klEQVQtTF2qO5S6w2lQWG00WHrVs8YTcRgA1rz/Bhz6zJM4+OePo3PLInRuXozU\nknbfhQUa2YegFYKaGaV1m4pR246rFkDXBAa+vg/zf20zYm0JZA/0IXugD/mTQ0is7EJy/Tx03Hk5\ntJbGJ6CEXfDAj4gJhBkSccKR1AXwupUwD11E/KoFsM6MQKT0hupsvYQJt0GjtqGDbdDobZha2/J1\nizXB1Xc/XNuVBQv4xUlg21KgtOAFABgJDZjTUnvbQhE4Mwzs6gWe6oG8cgHyV82HKHW6SOhazfvA\nHWaNooRw9k/X7aVcdx61F69QO2YkNKAvBwyM2aOti9vtpV2dMgJdA0bzwOkhQI/Zk/RQ+5yqfW3z\nr5zH2E+PIL1pIbrevgGD33oZyXmtQM6EdiGD4ktngR2rgUXtwHDe/knpdp/XpI5//f2/x6c+9Sn8\n6Z/+Kd797nfjq1/9Kh588MG6wRUADh06hA984APYtGmT73VuueWW8u/Hjh3DTTfdhKVLl+Ktb31r\n3e1fymbNyCtVPHn2fwde7l6By2/01f63cl2v83TXMrTuEVkv7lHaoGb6QbebSGH3Aaid0W+fVx1Q\n1fPUmf7qEqlqv9ScaZZHTNURTsAOoc5IqFOb6sWpT3W2696Ow6vFVBhqvWrYEdVxH8oPcXvLtDB6\nqA8DL/Ri4IVeICbQuXkRurYsQuvaboig+jkPs3HUduyV8+j/3gFACKTXzUX6yvlIrZsLLSDkT3fb\nraB9yP/0CMTcNOIbF0LmTGhevT8neR8aMe5R22ZHbL1ICTx+zA6Q1y23V5AKe7u+jD1q2j8G3HUl\n0GU/72qw95qMWNNRoFAEXuwFjvQDmxYBGxYAPYPAqxeA/iwwvw3IFoBMAcgX7YCrCft0Og50JO1t\nDOXsZWOXdADLO5FY3A6hifLoq8ybGPz7XZhz7wbEl9hdLUaeO438rl579LYrBW1lF8zSc+DV+cBZ\nBvbIkSP4/Oc/j+3bt+Pee+8N9ZR98IMfxNq1a/HhD3841PUPHjyIN7zhDfjzP/9zvPOd7wx1m9ns\nkmiVRRWNhlf7PP8Aa//uf57DHWT9uG/n13M0TBBuhoaEb3spL16H+J1R00Y4o6xDhcohdzW4Aii3\no3JCZ0rXaw7jdyUrH9RqTaoaWIP4hdWgyVR+22i0HGA8wgRZKSXGTg5hsBRkCwNj6Nq8GO3r5yMx\nNw2tLY54VwqxVHNtbmZCsAWaC7fmUA6x1gSErk1buy/VeELl8MMvInXtUmD1nGnbB8d4n4dpK0fo\nGQSe7QGWdtoBss7RirJEDNh92g6SN60unVc7+unZ+B+oLoEYzgF7eoGzI3aIvnwesLzLHvV0ZEsl\nA5YFzG2pvkxa9m3PjgCnhyE0gdbfuNreJV3D2H8chZUz0XbH5VX75rUQhV/LLie8NuOzn/0snnnm\nGbzvfe/D4OAghoaGMDQ0BMMwaupfpZR44IEH8Cd/8if4zd/8zabvczaZ0LKBnTt3AkC5rmGmnHbO\nmyn7M52nd1/Yj62vtf9YX37mMABg22vt+qLdT72KhKbhmhuvAADsevIAAOC1N9szdZ97Yj8A4HW3\nbIRhmdj15EEAwPabrkJci+HxnfbMy5t3bIFhFfHk4/tK978FpmXiicdeKt3ePkzinN7xS/Z/KD9/\n7EUUrWLg5QBw0y2bYVjFqtMA8PnPfRebt6wpn3ZfHnTaa/93/ofdBuWGm66CYZl4+vGXAQCvuXkD\nDKuIX/z8FQDANTdejuFCHo/v3IfBQg6LtizHQC6P03t6kIjFsPU1lyGl63jlmcNIaDFs3L4OALDv\nF/bzv3H7OuSKRex56lUAwIptqwAAB587ikKxiKVbVwAAju86gUKxiPmlyQj9+84gEdOxYpt9ec/u\nHvQAVacLRRNLr16OrGHizN5TKBSLWLjZLvo/9+JpAPA9fWL3cQDAvE1LAAB9L/XWPV0oFjF3o71/\nY69eAAC0rLeXKx18+SwAoGvDoprTekL3vbztsnkAgKH95+DovHJh+XTnlQsRT+hVp9Xrd165EEbB\nxEhpf5befRWW3n0VLj7Tg5EjFzG8/zwKA1nkzo/AHClAS+pY855rEUvb/wV2XLEARsHAyME+AED7\n5fb+uE9njw8GXj748rnS47HXcR89dLGh04OvnAcAtK61D+dmjvQ3fNo0ikiXQl322AAAIL16DvTO\nVNVp9+XqaacONXfcPp1aNafmdELXfC/Xltm3L5ywn6/Eyq6a0/G4hswzpxBf1OZ5udMfFADiK+zL\njZ5BWJkCin0ZxFfPgdk7XHO5c7pgWjBPDlU9HvdpcXYk8PL8serHY50aqjmtB1yeLz0ep5etPD3c\n+GnTskcWAbtJP9DYaVPah8QBO+QB9ukVXYAAcKgPePRVewJUMgak4tXX7x+zA2RRAqM5wAIQE8DJ\nIXvUsyPluX1ZsCqnjSKwsB04Vzq9sHT9rAGsnw9sX2GH53MjwIWM9/6qp1eU6qR7R4F0HMkdayCl\nROHvnoV5pB8t6+eheHEMub1n0HpnpbbW6BmEUZSQpe05r0959LlnqHJ/hSJwbqSqjrPRz+NkMonn\nn38evb296OzsRC6XQ2trK9asWQPLstDT0wMpJZYsWQLLsvDe974Xa9asKe/vTMgTjZz+7Gc/i61b\nt07Y9oLMmpFXTtiqeLTnbwB4j6b6nXZf332doBHXeMCIa9DoqTOi2cgI6xOPvVQOvvW2G7Qv7pWm\n3C2nKr9X6lPPjdk9UwfyhXKzfnVk1Jml714iFUC5XtWpS1VHP9VRV/WyrGl4TpxyLgNQHmUNe+gf\naGyE1Usj9wU0t2774MtnywEXmNhRWyklMsf6cfBzT2Ht/dej86pwje2bWUpWNRNGbWfCJDKgMtpV\nODFYDq5hjf78OMyRAlpvXTch+9CsWTVqe34UOHDeDrutCXs0dn4rcLAPGMoC6+bZ9aaxUv1pTNi/\nL+kAvCbzuSeYnRupBNZGuGt9gfIorzpJy2H86z7ENy2EvmEBct95BbGVXUhcUz17v+6qXq5951Kw\n4U3lhK1ZE16p2s9Of7HqtHdY9Q6NQaHXHVT9gmdQoG1EmPBr+DTsd3Mf5vdrOeUVXt1N+89kRsvB\ncW46XRVWnQDrxavhvzu01qO2q1JLBBoNlcDUB1nPbTQRblXNhsKhV8/jwF8/iZX3bsbc7Ssaro1V\njTfYAhMQ0KepHKFqH6agHKHvfz2HjjsuQ2KFd+idCaFyIvZjWmptLWm3sTo5BJwdBZZ12iOjdXop\nB/LrlFCPV3Ctury2v6s8MwL87Ig92StnAPduqukD7buil9fqaajt80pTh+H1EqaGWP+wWn8U1n09\nv3A60XWqXpPE3M363aOmTuB0Tlcu8w6rXtRa0v5cviakDeQrdavuUdaw/IKfe9nUevw6A4zXeIPt\nROzHeIMtEBwKR4/34+hXdsPKF7H6V69G55ULaq7TzFKztdvgqC0wMQs2DP37q9Ba4mh//Zr6N/Da\nhxkQKmdCwJ7W1l/l2we0AGuWaQH7z9kjvV6T0QJ653pheJ0+l0R4ZdlAsHqTuIDmQqxjokZa/Tjh\n9enHX8a1r7ui3G4KqIRSZya/Gl7do5rudlJA5ZC+Q71OUPhS21mpmglsjQbWmts3GPLGGyonO9j2\n7ztTrqsN3MYEjNpKKdH3zEmc+NoetK2Zi1W/shWpsDOwMf5weymP2maPDZTrbcMG29HdvcgdHcC8\nt22o3YdZUAowE/YBmOAOCWdHKnWr49XsSG759o09LobX8NjnlSbcjYvurxtgvZaQdYKhGmLzxWJN\ngHVGP8OGWPdhfXcQ9dOfz6A3M+x5O3dgBYJDq8N9Wdhgl3I9B+7VqBrh1LY2G2LTyiIBYYJs0Ghx\nmMfv1yPWESbcNjtiXbWNeMDjCPE8OP1gF9+8Bgu2r8Cpf9+Pvf/zJ1j8+nVY8dYNdp1fHfGAWdph\ngm08Edz5IEy4DeprO96etsD4+9qOt6ctUAm3ucP9SF/e7b0PIZYFdZz9051194kmBgeXaKLNmpFX\nqs9dBwv4lxL4XSdoUpebV5D1W+7Ua9TUa9teh/v9aka9Aut4Rhy96lX99sXzsgk4lD/VI7ReZvqo\nbajbBzwP+f4xHPvaHvTv6cXiN16GJW9Yh2R3a831JuRQPkdtAYQftZVFC8f/7HEs//BroLdVWsY1\nUo7Q8z9/1vD+EdHUuyTKBqg+r/CqCgqiQQsbhN2G32F+5zxnidNmgslEB1UgXFj10uwI7Pj3d/xB\nZrzhdibU2k7UJLLMqUH0/vgQzj95DJ1XLsSSWy/DnE2LQ03sYrBV9mMCa22llDj9+Wcx5w1r0Hrl\n/PD7YFoMrUQRc0mEVx6WqG8iw2ujamf614ZWR1D4OPDsEVxx/VrPy/xKA6YrxFbtwzhKCoDZNWr7\n1ds/X/d6M+nveXR0FA8//DC+8IUvYGRkBL/1W7+F97znPeju9j50TeE18zrffPPN+NjHPobbbrtt\ncnaKJtxM+numycOaV5ox6oVWvxZTtdfzbl013lCncvdSdYy3vtOv7RUQPti662Or9iHEc1CvPjTc\n4/CvrQwTbNMB9aVA/XD74Bv/uu59zERtbW1473vfi/vuuw/PPPMMvvjFL2LdunV485vfjPe///3Y\nvn07hGi+zRaFVygUsHv3bmzfvn26d4WIptGsGXml+hodefULrkE9Ub3OVzUTVpsddQyapDWZ96sa\n76jtRIT76R61/dtb/mrc9z/TXLx4Ef/0T/+EL33pSzhz5gy2bNmCLVu2YOvWrdi6dSs2bNiAVCo1\n3bs56zzzzDO4//77sXcvZ4ATzXaXRNkAEdF0uHjxIvbu3Ys9e/aU/z106BDuuOMOfPzjH8fWrVun\nexdnjU9+8pM4deoUvvCFL0z3rhDRJAsKr+NYNmNmcdbEpdmNr/OlIUqvc3d3N17/+tfjIx/5CB56\n6CHs3bsXFy5cwE033YQ777wTd999N55//vnp3s0ZqZHXef/+/fjMZz6DD3zgA5O3QzQpovT3TM2b\nytd51oRXIqKZorW1FR/+8Idx5MgR3Hrrrbjnnntw55134umnn57uXYucvr4+PPzww3j729+OT37y\nk9iwoXZxAiK6tDRUNjDJ+0JEREREBAAnpJSrvC4IHV6JiIiIiKYbywaIiIiIK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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import os\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import iris\n", "import cartopy.crs as ccrs\n", "from cartopy import config\n", "\n", "lon,lat = data.getLatLonCoords()\n", "plt.figure(figsize=(12, 12), dpi=100)\n", "ax = plt.axes(projection=ccrs.PlateCarree())\n", "cs = plt.contourf(rlons, rlats, rdata, 60, transform=ccrs.PlateCarree(), vmin=0, vmax=100, cmap='YlGn')\n", "ax.coastlines()\n", "ax.gridlines()\n", "\n", "# add colorbar\n", "cbar = plt.colorbar(orientation='horizontal')\n", "cbar.set_label(data.getParameter() + data.getUnit() )\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "# Plotting a Sounding with MetPy" ] }, { "cell_type": "code", "execution_count": 322, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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kXZmZmUhMTBQdQzVZlrFlyxbRMTSxcaO+zhF3bd261RTF2bFjx5CdnS06Rq3E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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "from metpy.calc import get_wind_components, lcl, dry_lapse, parcel_profile\n", "from metpy.calc import tools\n", "from metpy.plots import SkewT, Hodograph\n", "from metpy.units import units, concatenate\n", "from mpl_toolkits.axes_grid1.inset_locator import inset_axes\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "# Change default to be better for skew-T\n", "plt.rcParams['figure.figsize'] = (9, 9)\n", "\n", "# Request BUFR UAIR\n", "request.setDatatype(\"bufrua\")\n", "request.setParameters(\"tpMan\",\"tdMan\",\"prMan\",\"htMan\",\"wdMan\",\"wsMan\")\n", "# Lake Charles, LA\n", "#request.setLocationNames(\"KLCH\") # this doesn't work\n", "request.setLocationNames(\"72240\")\n", "\n", "datatimes = DataAccessLayer.getAvailableTimes(request)\n", "response = DataAccessLayer.getGeometryData(request,times=datatimes[-1].validPeriod)\n", "\n", "# Initialize data arrays\n", "tpMan,tdMan,prMan,htMan,wdMan,wsMan = [],[],[],[],[],[]\n", "# Build ordered arrays\n", "for ob in response:\n", " tpMan.append(float(ob.getString(\"tpMan\")))\n", " tdMan.append(float(ob.getString(\"tdMan\")))\n", " prMan.append(float(ob.getString(\"prMan\")))\n", " htMan.append(float(ob.getString(\"htMan\")))\n", " wdMan.append(float(ob.getString(\"wdMan\")))\n", " wsMan.append(float(ob.getString(\"wsMan\")))\n", "\n", "# Convert \n", "# we can use units.* here?\n", "T = np.array(tpMan)-273.15\n", "Td = np.array(tdMan)-273.15\n", "p = np.array(prMan)/100\n", "height = np.array(htMan)\n", "direc = np.array(wdMan)\n", "spd = np.array(wsMan)\n", "u, v = get_wind_components(spd, np.deg2rad(direc))\n", "\n", "p = p * units.mbar\n", "T = T * units.degC\n", "Td = Td * units.degC\n", "spd = spd * units.knot\n", "direc = direc * units.deg\n", "\n", "# Create a skewT plot\n", "skew = SkewT()\n", "\n", "# Plot the data using normal plotting functions, in this case using\n", "# log scaling in Y, as dictated by the typical meteorological plot\n", "skew.plot(p, T, 'r')\n", "skew.plot(p, Td, 'g')\n", "skew.plot_barbs(p, u, v)\n", "skew.ax.set_ylim(1000, 100)\n", "skew.ax.set_xlim(-40, 60)\n", "\n", "# Calculate LCL height and plot as black dot\n", "l = lcl(p[0], T[0], Td[0])\n", "lcl_temp = dry_lapse(concatenate((p[0], l)), T[0])[-1].to('degC')\n", "skew.plot(l, lcl_temp, 'ko', markerfacecolor='black')\n", "\n", "# Calculate full parcel profile and add to plot as black line\n", "prof = parcel_profile(p, T[0], Td[0]).to('degC')\n", "skew.plot(p, prof, 'k', linewidth=2)\n", "\n", "# Example of coloring area between profiles\n", "skew.ax.fill_betweenx(p, T, prof, where=T>=prof, facecolor='blue', alpha=0.4)\n", "skew.ax.fill_betweenx(p, T, prof, where=T" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "%matplotlib inline\n", "\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "from metpy.calc import get_wind_components\n", "from metpy.cbook import get_test_data\n", "from metpy.plots import StationPlot, StationPlotLayout, simple_layout\n", "from metpy.units import units\n", "\n", "# Initialize\n", "data,latitude,longitude,stationName,temperature,dewpoint,seaLevelPress,windDir,windSpeed = [],[],[],[],[],[],[],[],[]\n", "request = DataAccessLayer.newDataRequest()\n", "request.setDatatype(\"obs\")\n", "\n", "#\n", "# we need to set one station to query latest time. this is hack-y and should be fixed\n", "# because when you DON'T set a location name, you tend to get a single observation\n", "# that came in a second ago, so your entire \"latest available time for all stations\"\n", "# data array consists of one village in Peru and time-matching is suspect right now.\n", "#\n", "# That's why we take a known US stastion (BOULDER) and hope/assume that a lot of \n", "# other stations are also reporting (and that this is a 00/20/40 ob). \n", "#\n", "request.setLocationNames(\"KBJC\")\n", "datatimes = DataAccessLayer.getAvailableTimes(request)\n", "\n", "# Get most recent time for location\n", "time = datatimes[-1].validPeriod\n", "\n", "# \"presWeather\",\"skyCover\",\"skyLayerBase\"\n", "# are multi-dimensional(??) and returned seperately (not sure why yet)... deal with those later\n", "request.setParameters(\"stationName\",\"temperature\",\"dewpoint\",\"windDir\",\"windSpeed\",\"seaLevelPress\",\"longitude\",\"latitude\")\n", "request.setLocationNames()\n", "response = DataAccessLayer.getGeometryData(request,times=time)\n", "\n", "# Build ordered arrays\n", "for ob in response:\n", " latitude.append(float(ob.getString(\"latitude\")))\n", " longitude.append(float(ob.getString(\"longitude\")))\n", " #stationName.append(ob.getString(\"stationName\"))\n", " temperature.append(float(ob.getString(\"temperature\")))\n", " dewpoint.append(float(ob.getString(\"dewpoint\")))\n", " seaLevelPress.append(float(ob.getString(\"seaLevelPress\")))\n", " windDir.append(float(ob.getString(\"windDir\")))\n", " windSpeed.append(float(ob.getString(\"windSpeed\")))\n", "\n", "# Convert\n", "data = dict()\n", "data['latitude'] = np.array(latitude)\n", "data['longitude'] = np.array(longitude)\n", "data['air_temperature'] = np.array(temperature)* units.degC\n", "data['dew_point_temperature'] = np.array(dewpoint)* units.degC\n", "data['air_pressure_at_sea_level'] = np.array(seaLevelPress)* units('mbar')\n", "u, v = get_wind_components(np.array(windSpeed) * units('knots'),\n", " np.array(windDir) * units.degree)\n", "data['eastward_wind'], data['northward_wind'] = u, v\n", "\n", "# Convert the fraction value into a code of 0-8, which can be used to pull out\n", "# the appropriate symbol\n", "#data['cloud_coverage'] = (8 * data_arr['cloud_fraction']).astype(int)\n", "\n", "# Map weather strings to WMO codes, which we can use to convert to symbols\n", "# Only use the first symbol if there are multiple\n", "#wx_text = make_string_list(data_arr['weather'])\n", "#wx_codes = {'':0, 'HZ':5, 'BR':10, '-DZ':51, 'DZ':53, '+DZ':55,\n", "# '-RA':61, 'RA':63, '+RA':65, '-SN':71, 'SN':73, '+SN':75}\n", "#data['present_weather'] = [wx_codes[s.split()[0] if ' ' in s else s] for s in wx_text]\n", "\n", "# Set up the map projection\n", "import cartopy.crs as ccrs\n", "import cartopy.feature as feat\n", "from matplotlib import rcParams\n", "rcParams['savefig.dpi'] = 255\n", "proj = ccrs.LambertConformal(central_longitude=-95, central_latitude=35,\n", " standard_parallels=[35])\n", "state_boundaries = feat.NaturalEarthFeature(category='cultural',\n", " name='admin_1_states_provinces_lines',\n", " scale='110m', facecolor='none')\n", "# Create the figure\n", "fig = plt.figure(figsize=(20, 10))\n", "ax = fig.add_subplot(1, 1, 1, projection=proj)\n", "\n", "# Add map elements \n", "ax.add_feature(feat.LAND, zorder=-1)\n", "ax.add_feature(feat.OCEAN, zorder=-1)\n", "ax.add_feature(feat.LAKES, zorder=-1)\n", "ax.coastlines(resolution='110m', zorder=2, color='black')\n", "ax.add_feature(state_boundaries)\n", "ax.add_feature(feat.BORDERS, linewidth='2', edgecolor='black')\n", "ax.set_extent((-118, -73, 23, 50))\n", "\n", "# Start the station plot by specifying the axes to draw on, as well as the\n", "# lon/lat of the stations (with transform). We also the fontsize to 12 pt.\n", "stationplot = StationPlot(ax, data['longitude'], data['latitude'],\n", " transform=ccrs.PlateCarree(), fontsize=12)\n", "\n", "# The layout knows where everything should go, and things are standardized using\n", "# the names of variables. So the layout pulls arrays out of `data` and plots them\n", "# using `stationplot`.\n", "simple_layout.plot(stationplot, data)" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 2", "language": "python", "name": "python2" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 2 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython2", "version": "2.7.9" } }, "nbformat": 4, "nbformat_minor": 0 }