{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Bayesian signal reconstruction with Gaussian Random Fields (Wiener Filtering) - CMB example" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Florent Leclercq,
\n", "Imperial Centre for Inference and Cosmology, Imperial College London,
\n", "florent.leclercq@polytechnique.org" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook requires the CLASS code (https://class-code.net) and its python wrapper classy, as well as the Planck colormap (https://raw.githubusercontent.com/zonca/paperplots/master/data/Planck_Parchment_RGB.txt).\n", "Optionally, pre-computed data are available:
\n", "* http://www.florent-leclercq.eu/data/Bayes_InfoTheory/sqrtsignalcovarPix.npy (2.4 GB)\n", "* http://www.florent-leclercq.eu/data/Bayes_InfoTheory/sqrtCovWF.npy (2.4 GB)\n", "* http://www.florent-leclercq.eu/data/Bayes_InfoTheory/CovWFinvnoisecovarmat.npy (2.4 GB)\n", "* http://www.florent-leclercq.eu/data/Bayes_InfoTheory/invnoisecovar.npy (98.4 kB)" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import scipy.linalg\n", "import os.path\n", "import matplotlib.pyplot as plt\n", "from classy import Class\n", "import healpy as hp\n", "np.random.seed(123457)\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "# Download and define the Planck color map\n", "from matplotlib.colors import ListedColormap\n", "if not os.path.isfile(\"data/Planck_Parchment_RGB.txt\"):\n", " !wget https://raw.githubusercontent.com/zonca/paperplots/master/data/Planck_Parchment_RGB.txt --directory-prefix=data/\n", "planck = ListedColormap(np.loadtxt(\"data/Planck_Parchment_RGB.txt\")/255.)\n", "planck.set_bad(\"gray\") # color of missing pixels\n", "planck.set_under(\"white\") # color of background" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup Cls using CLASS" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Define cosmology (what is not specified will be set to CLASS default parameters)\n", "paramsLCDM = {\n", " 'h':0.702,\n", " 'n_s':0.9619,\n", " 'Omega_b':0.045,\n", " 'Omega_cdm':0.272-0.045,\n", " 'output':'tCl lCl',\n", " 'l_max_scalars': 1000,\n", " 'ic':'ad',\n", "}\n", "# Create an instance of the CLASS wrapper\n", "cosmoLCDM = Class()\n", "# Set the parameters to the cosmological code\n", "cosmoLCDM.set(paramsLCDM)\n", "# Run the whole code.\n", "cosmoLCDM.compute()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [], "source": [ "# Compute the power spectrum for the current set of cosmological parameters\n", "res=cosmoLCDM.raw_cl(1000)\n", "ell=res['ell']\n", "Cl=res['tt']" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "# Clean CLASS\n", "cosmoLCDM.struct_cleanup()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [], "source": [ "# Define a function of l from the arrays\n", "from scipy.interpolate import InterpolatedUnivariateSpline\n", "Clfunc = InterpolatedUnivariateSpline(ell, Cl, k=2)" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot l*(l+1)*Cl/(2*pi)\n", "plt.xlabel(\"$\\ell$\",size=18)\n", "plt.ylabel(\"$\\ell(\\ell+1) C_\\ell$\",size=18)\n", "plt.loglog(ell,Cl*(ell*(ell+1))/(2*np.pi),label='CLASS output')\n", "plt.loglog(np.arange(0,999,2),Clfunc(np.arange(0,999,2))*(np.arange(0,999,2)*(np.arange(0,999,2)+1))/(2*np.pi)\n", " ,label='Spline function')\n", "plt.legend(loc='best')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Setup notations\n", "nside=32\n", "npix=hp.pixelfunc.nside2npix(nside)\n", "lmax=min(len(Cl)-1, 3*nside-1)\n", "nalm=hp.Alm.getsize(lmax)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Above $\\mathrm{nside}=64$ the covariance matrix can't be stored..." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup signal covariance matrix" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Setup covariance matrix in harmonic space\n", "covarFourier=np.zeros(nalm,dtype=complex)\n", "for l in range(lmax+1):\n", " for m in range(lmax+1):\n", " idx=hp.Alm.getidx(lmax,l,m)\n", " covarFourier[idx]=Clfunc(l)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAZwAAAEYCAYAAABoYED3AAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzt3Xl8ldW97/HPLxMhIQRIQsAkzBBAQcEIKA5YQbHV2lrbqp2lcvTU2numVjtczzm399Kr9/T0WG0ptR5rB6211qLSUrUiTkWQqswYQMxmSiCbQEhCpnX/2AM7ITsD2cOT5Pt+vXiFvfLsZ//yEPZvr2f91lrmnENERCTeUpIdgIiIDAxKOCIikhBKOCIikhBKOCIikhBKOCIikhBKOCIikhBKOCIikhBKOCIikhD9OuGY2XQze8LMfmxmNyQ7HhGRgcyzCcfMHjazSjPb3K59sZntMLNyM7uri9NcDfzQOXc78Pm4BSsiIl0yry5tY2aXArXAo865c4JtqcBOYBHgA9YDNwGpwLJ2p7gl+PUeoA64yDk3PwGhi4hIB9KSHUA0zrm1ZjauXfMcoNw5txvAzB4HrnPOLQOuiXKqrwQT1VPxilVERLrm2YQTRRFQEfHYB8yNdnAwYX0TyAbui3LMUmApQHZ29vlTp06NUagiIgPDW2+9ddg5V9DVcX0t4VgHbVHvCTrn3ieYTDo5ZgWwAqCsrMxt2LChN/GJiAw4Zra3O8d5tmggCh9QEvG4GNifpFhERKQH+lrCWQ9MNrPxZpYB3AisTHJMIiLSDZ5NOGb2GPAGUGpmPjNb4pxrBu4AVgPbgCecc1uSGaeIiHSPZ8dwnHM3RWlfBaxKcDgiItJLnu3hiIhI/6KEIyIiCaGE04f87QM/1Scakx2G9AGtrY5tB47F9TUqqus41tAU19eQ/sWzYzjS1uZ9NXz8R69jBjOLcrl0SgGXTSngvJJhpKXqc4O09at1e/nOH7bw61vnctHE/Li8xiX3vkTRsMG8dteH4nJ+6X+UcPqIXVW1AHxu3li27j/Ggy+V88O/lJOTmcbFk/K5dEoBl04poGjY4CRHKl5Q4a8H4J2KmrglHIB9R+vjdm7pf5Rw+ghf8A3krqunkpWRRk19E6+XH+blnVWs3VnFHzcfBGDSyCFcOrmAy0oLmDt+BJnpqckMW5JkZM4gAA4da0hyJCKnKOH0ET5/HXnZGWRlBP7Jcgenc/WM0Vw9YzTOOcora3l5ZxUv76zil+v28vBrexiUlsLcCXlcOjmfBaUjmViQjVlHqwNJf1MQTDiVx72XcJpaWjla1xSOUQYOJZw+wuevp3hEVoffMzMmF+YwuTCHL18ygfrGFtbtORLu/Xz3uW1897ltjM/P5oqpI1k4vZCyscM19tOPpaUE/m0PHTuZ5EhO963fb+KJDT52fHcxg9LUAx9IlHD6CJ+/nulnDe3WsYMzUllQOpIFpSOBQDXRmp1VvLD1EI++sZeHXt1D7uB0Li8tYOH0Qi6dUsDQzPR4hi9J4sUezvNbDwFQ29DMoCFKOAOJEk4f0Nrq2Oev58qzC8/o+SUjsvjcvLF8bt5Yak8288rOKl7YVslfth/i6bf3k55qzB2fx8JpI7liWiElUXpS0ne44CLqXuzhZGWk4a9roq6xhbwujm1uaVVPvB9RwukDKo+fpLGllZLhvU8EQwalhcd+WlodGz/w88K2Q7yw9RD/+sxW/vWZrUwdlcPCaYUsnF7IzKJcUlI07tNXNTa3xv01nHM9GhvMygj0auoaWzo97oWth/jyoxtYdecl3e7di7cp4fQBPn8dAMXDY1vynJpiXDBuBBeMG8HdV09jz+ETvLjtEM9vPcSPX97FAy+VU5AzKDDuM62Q+ZPyGZyhWyB9QeTO8TX1TeQOjt8t0xONLQwZ1P23kqzgsScamzs9bs3OSgDWv1+thNNPKOH0ARXhhBPfW13j87P58iUT+PIlEzha18iaHVU8v+0Qz757gMfXV5CZnsLFk/JZOK2QK6YVqsqojyivrOX8scPjdv7Dx0/2KOFkh3o4Jzvv4WQGCwoamjo+rqK6jj9tPsitl07o9mtLcinh9AG+6sAcnFj3cDozLCuDj80q4mOzimhsbuXNPdW8EOz9vLCtErNNnFcyjEXTC1k0rZBJI4eo5NpDIrfB3VUV54RTe5Jx+dndPj50S632ZOc9nK5uvd3yyHreq6zlo+edReHQzG6/viSPEk4f4PPXU5AzKGmTODPSUrh4cj4XT87nnmuns/3g8WDiOcS9f9rBvX/awbi8LBZOK2TR9ELOV8m1p+yqrI3r+Q/X9qwwITSXrK6LW2o5wcrJaInpZHB8qqMe0COv7eHDM0YzUonIU/pNwjGzCcC3gFzn3A3R2vqiCn9dQns3nTEzpo0eyrTRQ7nziskcqKnnxW2VPB9Rcj08K53Lp45k0bRCLplS0KPbLRIbLjiIk5mewpb98V3Es6q2ZwvK5mQGfh9q6jtf+HNI8Ljaho4TTqgHdKLdrTmfv45/fWYrv9u4j2e+enGPYpP48sQ7gZk9DFwDVDrnzoloXwz8F5AKPOSc+160czjndgNLzOzJztr6Ip+/nvNKhiU7jA6Nzh3MZ+eN5bPBkuu1wfk+f9leyVMb95GRmsJFk/LCvR/d+kis2WOG83bFUVpaHakxrjY0CxQnHD7esx5OqIChq55RdvCDSrQeTnaU4oNTk17bzkG6b/V2qk80suz6mT2KV2LHEwkHeAR4AHg01GBmqcCDwCLAB6w3s5UEks+yds+/xTlXmZhQE6ul1bH/aD3XzByd7FC6NGRQGh+eMZoPzxhNc0srG/b6eX5rYNzn2zs28+2nNzOzOJdFwZLrqaNyNO4TZ+ePHc7ru47wXuVxpo6KbaVXqhnNzoXX+eupw8c77xmlBn83jkdJOKGec/seUFpq4Hn17cZ+HnxpF0CbhPNa+WFmjxmu6ssE8UTCcc6tNbNx7ZrnAOXBXgpm9jhwnXNuGYHeUEyY2VJgKcCYMWNiddqYOXisgeZWF/cKtVhLS01h3oQ85k3I49sfmcZ7lbXh5PMfz+/kP57fSfHwweGezwXjRpCRpnGfWAsVC7yx60jME05r8Lbd3iMnevS8UEFDVz2c0OTV2ih77oRuzUVLSNHaQyqq6/jMQ+u4ZuZoHrh5NhAYD8pITdHcszjx8v/wIqAi4rEv2NYhM8szs+XALDO7O1pbe865Fc65MudcWUFBQQzDjw1fdaAkumSEN8ZwzoSZMaUwh69cPomnvzKfN791Bcuun0FpYQ6PvfkBn3loHbP/1/P83S828NibH3CgRkve91ZoHs6YEVlMGjmEF7fF/gZAKHG8f6SuZ88LPrHLhBM87niUMZycKGM8kXOQOtPUEig62LyvBgj0iKZ+50/cu3pH904gPeaJHk4UHX3EiPqr5Jw7AtzWVVtfE9rXpK/1cDozMieTm+aM4aY5Y6hrbOaV9w6zZkcla3ZUsXpLYJ2tqaNyuKy0gAVTRlI2bjjpqno7I2bGwmmFPPTK7phPAHUuUMF4uPYkxxqaur0eX6igoaqbYz9VURJT+JbaybY9IBf9bSL8+mYWrvqsD1a5NQYT0K/W7eWuq6fyi7/u5TtPb2bbvy/WLbcY8XLC8QElEY+Lgf1JiiVpfP46zOCsYf1zsD0rI42rzh7FVWePwjnHzkO1vLSjkjU7KvnZK3v4ycu7yRmUxvxJ+SwoLWBB6UhG5fbPaxFLkW+6i6YXsvzlXby47RDXzy6OzfmDSeOcs4ay8YOjbN7X/Y3eQpEdONZAQ1NL1HL/0HFH6zq+pRYqGjitB9RFD+dkcyuZ6amkBMeIQj2k0F200NjPirWBMZ9DwdvaC7//Mo/dOo8LJ+Zx4mRz+PWl+7x8xdYDk81sPLAPuBG4ObkhJZ7PX09hTuaAWMbdzCgdlUPpqBxuu2wixxuaeK38SLj386ctgU3mpo7KYUHpSC6bUsDsscMGxLU5UwbMKhnGuLwsfrXugxgmnMDXc0uGsfGDoz3aWTSUrJyDD6rrmFKY0+lxob+3LzAJFRV0t6cUcqyhicz01HBSPtGuuKC5NdCeHZ4v1MKmfUcBeGqjj8aWVr7w8Jv8Zuk8phTmcOTESSaN7PhnkLY8kXDM7DFgAZBvZj7gHufcz8zsDmA1gcq0h51zW5IYZlJUVHtnDk6i5WSms/icUSw+J9D72XHoOGt2VPHS9koeemU3y1/eRWZ6CnPG53HxpDwumpjP9NFDNeDbTkqK8dl5Y/nuc9vYvK+Gc4pye33OUMHA8KwMxuZl8XaFv9vPjRxj2V1VGzXhRPLXNTEiO6PteYJfD7Yrf+5qCOd4QzMd5Yf2zwsXJTQ0MTgi+by1N/Czvr7rCP/4xDvsO1rPnmUf5kdrdvHpC0rIH6Iln6LxRMJxzt0UpX0VsCrB4XiKz1/PnPEjkh1G0pkZU0cNZeqoodx22USONTSxbnc1r5Uf5tXyw/yfVdsBGJGdwYUT87h4Uj4XT8ofsFsttB84/+T5Jfzghff44V/e4yefK+v9+YNfUwzKxo7gxe2Hur2VQNtld6JXuEX+DHuPnDg94QS/334LhsjndRTTseCE0/bXqP3j0JjUsYbm8NjXsYam8ITT+qYW9h0NjLFu2X+M+1bv4I1dR2hubWViwRDuvGIyTS2t/Wr8tbc8kXCkY80trRw81jBgezidGZqZHljHbXpgj6CDNQ28viuQfF4rP8xz7x4AAlVa8yflMX9SPvMm5A24T5+hu1C5WenceskE/vOFnby119/rtdVCb86BooSR/G6jjw17/cyb0NUON4HnDhmURkHOIN6uOBr9uIjUVF5Zy6wxwzv8fvsJnpEO1zaGx/yGZqZxrKGZym7eghsaTDI19U2MD64Vd6z+VHHEsQ5WSqg83sDOQ7X8dXc1v1r3AQD33TCT+qYWPjJjNJnpqQN67Gfg/uR9wIGaBlpanRJON4zKzeT62cVcP7sY5xy7qmp5rfwIr5Yf5tl3DvDYm4EK+0kjhzBn/Ajmjh/B3PF5/bYAoaPS4CWXjOfx9R9w1+/e5dk7L+7V2FfolpoZXDKlgIzUFJ7feqh7CQeHEZgj9OK2Q1H304n8Gco7WQ+u+kRjmyq5yER18FhD+N94dO5gjjUcZ3+wV3LaJWrXEO7V1DeFE3dNfRPDsgLtkcUMoQq3jkq4/+XJdwH4n3/Ywlm5mVw6pYAvXzKB9FRjbF73Fz3tD5RwPCy0LUEsNl4bSMyMSSNzmDQyhy9cNI7mllbe3VfDut3VvLnnCM+8vZ9fBz99js3LYs64EcydkMfc8SMoHj64X61+YBGzC4YMSuP/XD+DL/33ev7jzzv55oenxeT8QwalsaC0gKf/to+vLy7tMpE5BxhcMG44T77lY1dVbYeD7qGEkzMoja0HTl8PLjIh7Tx4nLJxI05r9/nrwstCDc8OJIoDNQ3B404deLL59AVAh0as+RY6tKa+KVwifbS+kZzMNI43NFMTTD7+us5XT9hf08Dj6yt4fH3gA9DCaYVcODGP0sIcLp7cvaKLvkwJx8N8/XAOTjKkpaYwe8xwZo8Zzu0LJtLS6ti6/xjr9hxh3Z5qnt92iN++5QPgrNxM5k7IY874EZSNHc7EgiF9sggh2sD55aUj+czcMaxYu5vpo4fysVlR51J3KrKHA/C5C8fy562HeO7dA92qhDPg4smBidZ/3nqo0yqv88cN58091TS1tLaZjxX5M+44FJFwItp3HjwO7ZZOC/VwIh042hDuuQDU1DWRGUwslcdP3bI7GnEb7WhdoLdzvKE5nGgamnq2w+oL2wKrrofMHT+CT5xfzMzi3JivDOEFSjge5quuI8VgdD+dg5MsqSnGjOJcZhTn8uVLJtDa6thZeZw391Szbnc1r7xXxe//tg8IfMqdFUxWs8cO47ySYeFl8/uCjjpr91x7NuWVtXz9d+8yPDuDy6b0fIWN0Cf+UC6ePzGf0sIcfviXcq4996xOJ+qGbqEVDRvMrDHDeO7dA/z9gkmnHxf8Om9CHmt2VLFpXw2zI8dxgkEMzUxjk68G5p7+WtsPHj8t5tDtubY9ofo2k2JDdxdC3wtF49ypwPx1jRQOzaSiup7qEz1bMTuadXuqWbenOvz4sikFfLKsmEunFJAzKK3P976VcDzM569ndO5gzbKPs5SUUxVwn79wHM45dh8+wca9fjZ+cJSNe/384MWdOBd4Ay8tzAkmoWGcP3Y44/OzPfdG4DoaxAnKSEth+WfP5zMPrePWn2/gwc/MDhdfdPv8wa+hW3YpKcbXF5ey5Ocb+MUbe7nl4vGdPjd0ua6deRb//uxWNvlqmFHctlw79DNcNDGP1BTjz1sOtUk4ofPMnZDH67uOnPY8oMOtGcora0+7hbbncC1nR2xj7YtIOPuO1rdJTqeKFU4ybXTgOdFWQ+itl3dW8fLOqvDjhdMKuWlOCQtKR8Z89e9EUMLxMJ+/niIVDCScmTGxYAgTC4bwybLAYhfHGpp4p+IobwWT0LPv7uexNwPjQMOz0pk1ZjjnFg9jZnEu5xTlen777eHZGTx26zw+//A6/u4XG/inK0u5/bKJ3b592P6WGsCHpgYm4967ejsLSguYUDCkw+c6d2rdqhvKivnP53eyfO0uHgwuoBk+LhRrVgaXTM7nmXf28/WrStvEaMD8iXk8v/UQe4+cYGxedjg5zCjKZdO+mlPtwec0tzp2HDzO8KxTZdbv+mr4yMyzwo/fO1Qbfh1fdX2b23RHIvb/GRn8d/6gh+vJnan2t+C+cOFYrptVxLnFw/pEAlLC8bAKfx0XTuy66kfib2hmOpdMLuCS4LhDa6ujvKo22Avy89ZePy/tqAy/2Y3OzWRGUS4zi3OZUTyMGUW5p80jiafurF+Zm5XOY0vn8Y3fbeK+1Tt4a6+f//3xcxid2/WHnMiy6BAz494bZnLlf67l9l9u5Le3X9jh+mqOU1VpQzPT+eyFY1n+8i7erjjadt+n8GvAx2cV8bXH3+alHZVcMa2wTQxXTCvkX5/Zyh/e3s+dV0wOP/2Syfls2lfDK+8dDlSDORiXl8X7R+pYt7uaq84eFT72XV9Nmxjf8dUwa0wglsaWVvZGJJTIuUOhTeR6uoBprPz8jb38/I294cdfuHAsty2YyKihmZ7rdYMSjmc1Ngfm4KhCzZtSUgIrYE8pzOHGOYFtLWpPNrNlXw2b9tXwrq+Gzftq+PPWU59Gi4YNDveAzinKZdroHAqGDIrrG0NXp87KSOP+G8+jbOxwlv1xG4u+v5Z/uaqUm+eO6fxWbigZtGsuHJrJgzfP5ov//SZLH93AQ1+44LQdXyN7OAB/v2AiT230cfdTm/j9318UXlstdOvKzPjwjNHc+6cd/PAv5Xxo6kjMLJy4SkZkceGEPH77VgVfufzUWND4/GzG5WXxzDv7+ey8sUCgNHpQWip/2V7JlWcHEteE/Gx2Vh5vUxwQSH6nbvFt8p2aL/ROxNyh0BjR7qr4buPdXe0T0D3XTufGC8Z4ZvFRJRyPOlATuG+sOTh9x5BBaYHy6oi5KMcamti8L5B83vUFktEfNx8Mfz8vO4Opo3OCY0g5TBs9lEkjh0Rd0LLburlEPwTe0L9w0TgWlBbwzd9v4p6VW/jZq3v4x0VTuPbcszq8VRO6pdbRXZyLJ+fz/z55Lv/023e4+ad/5aEvlDEy51ThS+QYDgSWMPrfH5vBlx/dwHee3sy9N8wMJJSIpJaemsKdV0ziG7/bxG/WV3DjnDFtEtcXLhrLbb/cyO//to85wWo1M+NTF5Rw7592UF5ZG0xgxqLphfxoTXl4lYCF0wtZsXY3LwQ/HJxbnMs7wX8rgIzUlDZjRBs/OLWMT6jnc7K5Z9VpifJvz2zl357ZCsCooZk8umQOk0cOSVrvRwnHoyqqVRLdHwzNTOeiifltFrasqWti64Fj7Dh4jO0Hj7Pt4HF+tW5vuKQ2xQKfzqeOHsq0UTmB8aSRQxibl9XjyZo9eWMZm5fNL5fM5aUdldy3eif/4zdvc9/qHXzuwrF8uqyE4RG3BMNFA1HO/7FZReRkpvGVX2/k6h+8wvc+MTNcmBBIJG2ft3B6IXdeMZn7X3yPIZlpfOcj0yN+hsDXT55fwu//to/vPreN88YMa5O4rjp7FDOKcrlv9XZWBJfuMeBTZSU88Jdyvv/8jnDRx6cvKOFHa8r5RbAnMHVUDhPys8OTg6+YVsjm/cfCW2UsKC0I91TPys1kf030lQ287OCxBq78z7Xhx/9143l89NyzEpp8lHA8KlQl05c3XpOO5Walc+HEvDbjcy2tjg+q69h+4BjbDh5n+4FjbPLVhJfogUAiKhmRxcSCIUzIz2biyMDXCQVDyB+S0eaNo6s9YaIxMz40tZAFU0by560HeeT19/neH7fz/T/v5NIpBVx77miumFbYaQ8n5IpphTxzx8Xc+fjb3ProBhaUFnDX1VMB1+Gtvn9YOJkTJ5v52at7qKiuY3a75XdSUozvf+o8Pv6j1/jiw+s5p2houErOzFh2/Qw+/qPX+IffvB1sg/whg1h66QR+8MJ7AMyflEfJiCyumXkWK9/ZHz7uSxeP5ztPbwYCRSCLphWGVyf/yMzR4YTz4RmjeejVPQBcOqWAtREVZH3N1x5/m689HrhWf737ioSsuqGE41E+fz2pKcaooZqDMxCkphjj87MZn5/N1TNGh9vrGpvZXXWCXVW17Ap+3V11gtfKD7e5jZOdkUrJiCzG5mUxZkQWbwbncpzpZ9eUFGPxOaNZfM5odhw8zm/WV7Bq0wFe2HaIjNQUZoZKmLv4dDy5MIenv3IRj76+l/v/8h6Lf/AKQwalhRfAjGRmfPsj0ygePphlq7bzQnCX0sjVEs4aNpif3zKHz/3szfD3Q84pyuXfPnoO3/z9JuBUUcHtCyby0vZK3vHVsCM45vLND08LJ5ymZscnzy/m3j9t53hDM/VNLfz95RPDCSeyuGD+pPxwwvn4rLPCCWfWmGH87YOjXDI5n1feO9z1BfaYecte5I7LJ/HPV5XG9XU0wcOjKvx1jM7N7Nbqu9J/ZWWkcU5RLtedV8Q/LprCgzfP5o9fu4Rt/76YV75+OT+/ZQ73XDudT11QQtGwweyuOsGjb+zlnXZVV71ROiqH/3ntdF6/60P89rYL+fyFYznWEKjOKuxG+fegtFRuvXQCa//lcv7lqlKyB6UyOsqnaTPjS/PH84c75jM+P5vB6anhbQJCpo4ayh++Mp+ROYNO+0B289wx3H31VIBwafqgtNTwCtnzJwVubY7KzeSBm2cBgSSWmZ4avhU3ZkQWM4uHcVWwqCAjNYV7PzEzfOx3rgnc7pszPo9zioZyVm4m3wouE/Sl+eMAuGnOGIZnpTNvwghyBqUxO1jxFkrUw7O8N3n4gZfK4/4a1tkEsb7EzCYA3wJynXM3BNumAV8D8oEXnXM/7uwcZWVlbsOGDXGPtTs+8ePXyUhN4bGl85IdivQx/hONzPpfzwPwxt0f6laZ85mob2w5o+qn5uBCl119mHLO0dLqoh7nnKOhqbXDGDqKrbG5lRRr+7rtdxyNfOycC+8O2v57ob+3tAZizEhLCbedbG4hIzWFphZHaorR0hr42tzaSkZqCiebWxmUlhJe8DMj9dTfU8xIscBzut4qO/DVDFpbA19D41StzoW/7zg1GbbVBf7e6gK3cZtaWmloauHIiUZmFOWecbGKmb3lnOty3wtP3FIzs4eBa4BK59w5Ee2Lgf8isAHbQ86570U7h3NuN7DEzJ6MaNsG3GZmKcBP4xV/PPj8dVw6uedLjogkagz4TEttu9trNzPSUqP/MGYWNYaO2jPSTn/d9m+wkY/NrM3jjv6emmLhKr5QW6iwIyPNwscEvqZ2eFz7v0c+J1EmJOitxiv3ax4BFkc2mFkq8CBwNTAduMnMppvZDDN7tt2fkdFObGYfBV4FXoxf+LHV0NTCoWMnVaEmZyRyzMPOeBRHJPY80cNxzq01s3HtmucA5cGeC2b2OHCdc24Zgd5Qd8+9ElhpZs8Bv45NxPEVWs1WFWoi0p94pYfTkSKgIuKxL9jWITPLM7PlwCwzuzvYtsDM7jeznxBlq2ozW2pmG8xsQ1WVN0ocK7QtgfRGRKfGg6ubyADmiR5OFB39V4k6iuacOwLc1q5tDbCmsxdxzq0AVkCgaKCnQcZDaA6OVhkQkf7Eyz0cH1AS8bgY2J+kWBLK568nPdUo1BwcOQORvRp1cMRLvJxw1gOTzWy8mWUANwIrkxxTQlRU13HWsMF9Yrlx8R791ohXeSLhmNljwBtAqZn5zGyJc64ZuANYDWwDnnDObUlmnIni89frdprEhrKPeIgnxnCcczdFaV9FlMH+/sznr2fhtKiV3iKd8uI+KCLgkR6OnFLf2MLh2pPq4UhMaB6OeIkSjsfsOxpaJVol0XJmlGLEq5RwPObUHBz1cOTMmObhiEcp4XiMrzo0B0c9HBHpX5RwPMbnrycjLYWCIV0v+y7SkbZrqYl4hxKOx/j89RQPG0yK5uCISD+jhOMxFf46ijR+I73QdgxHH1zEO5RwPMbnr1eFmoj0S0o4HnLiZDPVJxpVoSYxo/6NeIkSjof4tC2BxIDuoolXKeF4SGhbghL1cESkH1LC8RD1cCQW2pRFq7cjHqKE4yEV1XVkpqeQPyQj2aFIH6YkI16lhOMhgW0JslTKKjGjxTvFS5RwPMR3tE4VatJrSjHiVf0m4ZjZBDP7mZk9GdG2wMxeMbPlZrYgieF1S0W1Nl6TGFP2EQ/xRMIxs4fNrNLMNrdrX2xmO8ys3Mzu6uwczrndzrkl7ZuBWiAT8MU26tg61tBETX0TJSoYkF7SLVnxKk/s+Ak8AjwAPBpqMLNU4EFgEYFksd7MVgKpwLJ2z7/FOVfZwXlfcc69bGaFwPeBz8Qh9pjYpwo1iQPlHvESTyQc59xaMxvXrnkOUO6c2w1gZo8D1znnlgHXdPO8rcG/+gFPL79cEd6WQLfUpHeUY8SrPHFLLYoioCLisS/Y1iEzyzOz5cAsM7s72Ha9mf0E+AWBHlRHz1tqZhvMbENVVVXsou+h0BwcraMmvdVm8c7khSFyGk+5j5iLAAAVQ0lEQVT0cKLo6P+Ki3awc+4IcFu7tqeApzp7EefcCmAFQFlZWdTzx1uFv46sjFSGZ6UnKwQRkbjycg/HB5REPC4G9icplrgLzMEZrAFf6bXI3yH9PomXeDnhrAcmm9l4M8sAbgRWJjmmuPH561WhJiL9micSjpk9BrwBlJqZz8yWOOeagTuA1cA24Ann3JZkxhkvzjl81Zr0KbGn/o14iSfGcJxzN0VpXwWsSnA4CXesvpnjJ5tVEi0i/ZonejgDXUVoW4IR6uFIbGkIR7xECccDQvvgqIcjIv2ZEo4HnNoHRz0ciS2tFi1eooTjAT5/PTmD0sgdrDk4ItJ/KeF4QEV1HUWagyNxoF8p8RIlHA/w+eu1pI2I9HtKOEnmnMPn1xwcEen/lHCSzF/XxInGFlWoiUi/p4STZKGS6BL1cCQONIYjXqKEk2Q+bbwmIgOEEk6ShTde0yoDEgeahyNeooSTZD5/PbmD0xmaqTk4ItK/KeEkmSrUJJ40hiNeooSTZBXBjddERPq7fpNwzGyCmf3MzJ6MaLvEzJab2UNm9noy4+tIaA6ONl6TeFEHR7zEEwnHzB42s0oz29yufbGZ7TCzcjO7q7NzOOd2O+eWtGt7xTl3G/As8PPYR947R0400tDUqh6OiAwIntiADXgEeAB4NNRgZqnAg8AiwAesN7OVQCqwrN3zb3HOVXZy/puBL8cy4FgIV6iphyNxovX5xEs8kXCcc2vNbFy75jlAuXNuN4CZPQ5c55xbBlzT3XOb2Rigxjl3LEbhxkxoDo7WURORgcATt9SiKAIqIh77gm0dMrM8M1sOzDKzuyO+tQT4706et9TMNpjZhqqqqt7G3COhnT6LdEtN4kT9G/EST/Rwoujo/4qLdrBz7ghwWwft93T2Is65FcAKgLKysqjnjwefv57hWekMGeTlfwYRkdjwcg/HB5REPC4G9icplrjQtgQiMpCcccIxs8lmdrOZzTez06bJm1lv30nXA5PNbLyZZQA3Ait7eU5P8VVr0qfEl2oGxEt608P5f8DlwD8Ce4JzYM6L+P6VZvZv3TmRmT0GvAGUmpnPzJY455qBO4DVwDbgCefcll7E6ymtrQ7f0XpVqInIgNGbwYMHgR8DLwDfAEYA95vZEeDrwKrg107HUACcczdFaV8VPE+/c7j2JI3NrdqWQOJKZdHiJWeccJxzfzazs4HFBObKzCcwzjIE+AhwnNPny0hQqEJNPRwRGSi6TDgW+Ij0d8Dbzrm/Rn7POdcAPB38Ezo+L3jea4ErYhptP3JqHxz1cERkYOjOGM7NBG6fze/OCZ1zR5xzh5xzDwFf6k1w/Zk2XhORgaY7CeczwA7g+50dZGZ/Z2b3mNnwUFuwByQdqKiuI39IBoMzUpMdiohIQnRnDKcM+LFzrqtJkc8DOwnMlflpbwPr73z+eorUuxGRAaQ7PZxc4P2uDgquefYCPVjnbCALbEug8RsRGTi6k3Cqgbxunm8tMO3MwxkYWlod+zQHR0QGmO4knB3AZd083wFg9JmHMzBUHm+gqcVRMkI9HBEZOLqTcJ4Grjazud04tqCX8QwIqlATkYGoOwnnJwQKAZ4ys1ldHHs5UN7rqPq5UxuvqYcjIgNHlwnHOVcP3ADkAK+b2X1mNrH9cWZ2J3AlEZNApWOhHk7RMCUcERk4urW0jXPuTTO7DPg18E/AP5jZJgLjO+nADGAisJsu5utIoEJtZM4gMtM1B0dEBo5ur6XmnPubmZ0L3EJgqZuZwLnBb7cCzwK3O+eOxzzKfqaiul6300RkwOnR4p3OuUZgObA8uGbaWCAVKHfO+eMQX7/kO1rH7DHDuz5QRKQf6c1q0UeAIzGMZUBobmnlwNEGis9VD0dEBhYvbzHdI2Y2IbgJ3JMRbdPN7Akz+7GZ3ZDM+EIOHmugudWpJFpEBhxPJBwze9jMKs1sc7v2xWa2w8zKzeyuzs7hnNvtnFvSrvlq4IfOuduBz8c47DMSqlArUcIRkQGmNzt+xtIjwAPAo6EGM0slsC3CIsAHrDezlQTGjNpv7HaLc66yg/P+ArjHzD5K95fniSvNwRGRgcoTCcc5t9bMxrVrnkOgGGE3gJk9DlznnFtGNxcIDSahrwST11Oxi/jM+fz1mMHoYZnJDkVEJKE8cUstiiKgIuKxL9jWITPLM7PlwCwzuzvYNs7MVhDoOd0X5XlLzWyDmW2oqqqKXfRR+Pz1jBqayaA0zcERkYHFEz2cKKyDtqh78gSr5m5r1/Y+sLSzF3HOrQBWAJSVlXW150+vVfjrdDtNRAYkL/dwfEBJxONiAmu69Wn7/NqWQEQGJi8nnPXAZDMbb2YZwI3AyiTH1CtNLa0cqKnXxmsiMiB5IuGY2WPAG0CpmfnMbIlzrhm4A1gNbAOecM5tSWacvXXgaAOtTtsSiMjA5IkxHOfcTVHaVwGrEhxO3Pj8KokWkYHLEz2cgSI86XOEejgiMvAo4SRQhb+OFINRuZqDIyIDjxJOAvn89YzOHUx6qi67iAw8eudLIJ/m4IjIAKaEk0CBjdc0fiMiA5MSToKcbG7h0PEG9XBEZMBSwkmQA0cbcE4VaiIycCnhJEiF5uCIyACnhJMgoTk4SjgiMlAp4SSIz19HWooxaqjm4IjIwKSEkyAV1fWMHpZJmubgiMgApXe/BPH56yhRSbSIDGBKOAni89dr/EZEBjQlnARoaGqh8vhJTfoUkQGt3yQcM/uYmf3UzP5gZlcG2yaY2c/M7MlkxrbvaGiVaPVwRGTg8kTCMbOHzazSzDa3a19sZjvMrNzM7ursHM65p51ztwJfBD4dbNvtnFsSt8C7qaI6NAdHPRwRGbg8sQEb8AjwAPBoqMHMUoEHgUWAD1hvZiuBVGBZu+ff4pyrDP7928HneYbm4IiIeCThOOfWmtm4ds1zgHLn3G4AM3scuM45twy4pv05zMyA7wF/dM5tjG/EPePz15OeahTmaA6OiAxcnrilFkURUBHx2Bdsi+arwELgBjO7DcDM8sxsOTDLzO7u6ElmttTMNpjZhqqqqhiF3laFv46iYYNJSbG4nF9EpC/wRA8nio7enV20g51z9wP3t2s7AtzW2Ys451YAKwDKysqinr83AiXRGr8RkYHNyz0cH1AS8bgY2J+kWHpln79OFWoiMuB5OeGsByab2XgzywBuBFYmOaYeq2ts5nBto3o4IjLgeSLhmNljwBtAqZn5zGyJc64ZuANYDWwDnnDObUlmnGdinyrUREQAj4zhOOduitK+CliV4HBi6lRJtHo4IjKweaKH05+FNl4rUQ9HRAY4JZw48/nryUhLIX/IoGSHIiKSVEo4cebz11E8XHNwRESUcOKsolpzcEREQAkn7kI9HBGRgU4JJ45qTzbjr2vSTp8iIijhxJXPH9qWQD0cERElnDjyVWvSp4hIiBJOHIV6OCUjdEtNREQJJ44q/PVkpqeQl52R7FBERJJOCSeOAhVqWQT2hhMRGdiUcOLI56/XkjYiIkFKOHFUUV2nSZ8iIkFKOHFSU9/EsYZmbbwmIhKkhBMnp+bgqIcjIgL9KOGY2cfM7Kdm9gczuzLYNs3MlpvZk2Z2eyLj8WnjNRGRNjyRcMzsYTOrNLPN7doXm9kOMys3s7s6O4dz7mnn3K3AF4FPB9u2OeduAz4FlMUp/A6FEo6WtRERCfBEwgEeARZHNphZKvAgcDUwHbjJzKab2Qwze7bdn5ERT/128Hmh83wUeBV4Md4/RKSK6jqyM1IZlpWeyJcVEfEsr2wxvdbMxrVrngOUO+d2A5jZ48B1zrllwDXtz2GByS7fA/7onNsYce6VwEozew74dXx+gtP5/PWagyMiEsETCSeKIqAi4rEPmNvJ8V8FFgK5ZjbJObfczBYA1wODgFUdPcnMlgJLAcaMGRODsIPB+utUoSYiEsHLCaejroGLdrBz7n7g/nZta4A1nb2Ic24FsAKgrKws6vl7wjmHz1/PvAl5sTidiEi/4JUxnI74gJKIx8XA/iTF0iM19U3UnmxWhZqISAQvJ5z1wGQzG29mGcCNwMokx9Qtp0qiVaEmIhLiiYRjZo8BbwClZuYzsyXOuWbgDmA1sA14wjm3JZlxdldFtTZeExFpzxNjOM65m6K0ryLKYL+XaQ6OiMjpPNHD6W98/jpyMtPI1RwcEZEwJZw4qAjOwRERkVOUcOIgsPGaxm9ERCIp4cRYaA6Oxm9ERNpSwomx6hON1DW2qIcjItKOEk6MaVsCEZGOKeHEWLgkeoRuqYmIRFLCibGK4E6fRerhiIi0oYQTYz5/HbmD0xmaqTk4IiKRlHBizOev17YEIiIdUMKJsYrqOoqHafxGRKQ9JZwYCs3BUYWaiMjplHBiqKr2JCebW1WhJiLSASWcGNIcHBGR6PpNwjGzj5nZT83sD2Z2ZbBtgZm9YmbLzWxBvGPQxmsiItF5IuGY2cNmVmlmm9u1LzazHWZWbmZ3dXYO59zTzrlbgS8Cnw41A7VAJoEtq+NKG6+JiETniQ3YgEeAB4BHQw1mlgo8CCwikCzWm9lKIBVY1u75tzjnKoN//3bweQCvOOdeNrNC4PvAZ+L2ExDo4YzIziB7kFcuq4iId3jindE5t9bMxrVrngOUO+d2A5jZ48B1zrllwDXtz2FmBnwP+KNzbmPwvK3Bb/uBQfGJ/hSfv44S9W5ERDrkiYQTRRFQEfHYB8zt5PivAguBXDOb5JxbbmbXA1cBwwj0oE5jZkuBpQBjxozpVcA+fz3TRw/t1TlERPorLycc66DNRTvYOXc/cH+7tqeApzp7EefcCmAFQFlZWdTzd6W11bHPX8+V0wvP9BQiIv2aJ4oGovABJRGPi4H9SYqlS1W1J2lsaaVYc3BERDrk5YSzHphsZuPNLAO4EViZ5JiiUoWaiEjnPJFwzOwx4A2g1Mx8ZrbEOdcM3AGsBrYBTzjntiQzzs6E98FRwhER6ZAnxnCcczdFaV8FrEpwOGfE5w/1cHRLTUSkI57o4fQHFdX15A8ZRGZ6arJDERHxJCWcGPEdrdP4jYhIJ5RwYiSw8Zpup4mIRKOEEwMtrY79R7UPjohIZzxRNNAXHWto4v3DJ9hz+AQ7Dh6nqcUp4YiIdEIJpxO1J5vDSWXvkRPsOVzH+0dO8P7hExw50djm2JIRg5k7fkSSIhVp6x8WTqGqtiHZYYi0Yc6d8Wou/c6Y0hnu09/9Je8Hk8vh2pNtvj9qaCZj87IYn5/NuPxsxuVlMz4/m7F5WapOE5EBy8zecs6VdXWcejgRDh1rYM3OKsbnZfOhqQWMy89mfF4guYzNyyIrQ5dLRORM6R00wtlnDWX9txYmOwwRkX5JVWoRUqyjBapFRCQWlHBERCQhlHBERCQhlHBERCQhlHBERCQhlHBERCQhNPEzgplVAXuDD3OBmnaHtG9r/zgfOBy3AKPHFevndXVstO/3pF3XsvPvd7e9O9e2P1zL7hzXH67lmV7Hnjw3HtdysnMut8tXds7pTwd/gBVdtXXweEMy4or187o6Ntr3e9Kuaxmba9nNa9vnr2V3jusP1/JMr6PXrmW0P7qlFt0z3Wjr6Jh4O9PX7Mnzujo22vd70q5r2fn3u9venWubCPG+lt05rj9cy968npeuZYd0Sy2GzGyD68Z6QtI1XcvY0bWMHV3L3lEPJ7ZWJDuAfkTXMnZ0LWNH17IX1MMREZGEUA9HREQSQglHREQSQglHREQSQgknTsws28x+bmY/NbPPJDuevszMJpjZz8zsyWTH0teZ2ceCv5N/MLMrkx1PX2Zm08xsuZk9aWa3JzuevkAJpwfM7GEzqzSzze3aF5vZDjMrN7O7gs3XA086524FPprwYD2uJ9fSObfbObckOZF6Xw+v5dPB38kvAp9OQrie1sNruc05dxvwKUCl0t2ghNMzjwCLIxvMLBV4ELgamA7cZGbTgWKgInhYSwJj7CseofvXUjr3CD2/lt8Ofl/aeoQeXEsz+yjwKvBiYsPsm5RwesA5txaobtc8BygPfgpvBB4HrgN8BJIO6DqfpofXUjrRk2tpAf8X+KNzbmOiY/W6nv5eOudWOucuAnTbvBv0Rth7RZzqyUAg0RQBTwGfMLMfk5ylRvqiDq+lmeWZ2XJglpndnZzQ+pxov5dfBRYCN5jZbckIrA+K9nu5wMzuN7OfAKuSE1rfkpbsAPoB66DNOedOAF9KdDB9XLRreQTQm2PPRLuW9wP3JzqYPi7atVwDrElsKH2beji95wNKIh4XA/uTFEtfp2sZO7qWsaNrGSNKOL23HphsZuPNLAO4EViZ5Jj6Kl3L2NG1jB1dyxhRwukBM3sMeAMoNTOfmS1xzjUDdwCrgW3AE865LcmMsy/QtYwdXcvY0bWMLy3eKSIiCaEejoiIJIQSjoiIJIQSjoiIJIQSjoiIJIQSjoiIJIQSjoiIJIQSjoiIJIQSjoiIJIQSjoiIJIQSjkiSmNkIM/t3M/urmVWZWZ2ZbTezb5iZ/m9Kv6PtCUSS50rgk8BzwM+BDALbPn8PcMC9yQtNJPa0lppIkphZdnDfpMi2dGA7cMA5d3FyIhOJD3XbRZIklGyC2z4PNbN8IBeoBAZFHmtmV5rZSjMrTUKoIjGhhCOSJGb2KTNbA5wAaoCq4J95wHsRxw0Glge/d0HiIxWJDSUckSQws3uB3xBINv8EXAss4tRW2n+LOHwx8CIwAtibwDBFYkoJRyTBzKwY+Gfg1865jzjnfuyce9Y59wKntjLeGPGURcDLwFzgzeA5rjWzLWb2neBGYX4z+7KZnW9mr5nZcTN70cyyEvmziXRGCUck8UoAI1AcEGZmlxBIRNA24cwn0LtZ7Zw7GWybDUwA9gDjgG8D9wHfAD4BjAVKgWvi8hOInAGVRYsk3magGvjn4HybSmAOcEWw/aRzzg+BggKgGPgUcGfEOWYDK5xzvwwe9w6QCdzmnKsOtlWg/+PiIerhiCSYc+44gZ7HNgI9ku8AjcCFQA5tezd5wBCg2jkX2T4LWBnx+Fzg1YhkY8B0YGucfgyRHtOnH5EkcM69QaAarb2cdo/TCHww/HqoIVg+XULbxDQL2BDxeCKB0uotsYhXJBbUwxHxtmuAWmCPmX3czIYQuJ32fui2W9Bs4K12jzc555oSF6pI55RwRDwqOP9mEbAMWAPMds7VEujNbIw4Lh04m7YJp80xIl6gpW1ERCQh1MMREZGEUMIREZGEUMIREZGEUMIREZGEUMIREZGEUMIREZGEUMIREZGEUMIREZGE+P+OQX1lM0xG9AAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Plot diagonal of the harmonic-space covariance matrix\n", "plt.xlabel(\"$a_{\\ell m}$\",size=18)\n", "plt.ylabel(\"$C_{\\ell}$\",size=18)\n", "plt.loglog(np.arange(nalm),covarFourier.real)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Each row of the covariance matrix in pixel space is given by:\n", "$C_i = \\mathcal{F}^{-1} \\left[ C_{a_{\\ell m}a_{\\ell m}}a_{\\ell m}(i) \\right]$\n", "where\n", "$a_{\\ell m}(i) = \\mathcal{F} \\left[ e(i) \\right]$.
\n", "$e(i) = [\\delta^{i,j}]_{0 \\leq j < N_\\mathrm{pix}}^\\mathrm{T}$ is the unit vector of the pixel space basis.
\n", "$\\mathcal{F}$ and $\\mathcal{F}^{-1}$ are transformations from harmonic space to pixel space:\n", "\\begin{eqnarray}\n", " m(n) & = & \\sum_{\\ell m} a_{\\ell m} Y_{\\ell m}(n)\\\\\n", " a_{\\ell m} & = & \\sum_n m(n) Y_{\\ell m}^*(n).\n", "\\end{eqnarray}" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [], "source": [ "%%capture\n", "if os.path.isfile(\"data/sqrtsignalcovarPix.npy\"):\n", " # Load precomputed sqrt covariance matrix in pixel space\n", " sqrtsignalcovarPix=np.load(\"data/sqrtsignalcovarPix.npy\")\n", "else:\n", " # Setup covariance matrix in pixel space\n", " covarFouriermat=np.diagflat(covarFourier)\n", " signalcovarPix=np.zeros((npix,npix))\n", " for i in xrange(npix):\n", " ei=np.zeros(npix)\n", " ei[i]=1.\n", " alm=hp.sphtfunc.map2alm(ei)\n", " Calm=covarFouriermat.dot(alm)\n", " signalcovarPix[i]=hp.sphtfunc.alm2map(Calm,nside)\n", " signalcovarPix=signalcovarPix.T\n", " sqrtsignalcovarPix=scipy.linalg.sqrtm(signalcovarPix)\n", " del covarFouriermat, signalcovarPix\n", " np.save(\"data/sqrtsignalcovarPix\",signalcovarPix)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The signal covariance matrix is diagonal in harmonic space, but dense in pixel space..." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Show sqrt covariance matrix in pixel space\n", "i=1000\n", "ei=np.zeros(npix)\n", "ei[i]=1.\n", "hp.mollview(ei, coord='G', title='one pixel', unit='mK',cmap=\"Blues\")\n", "hp.mollview(sqrtsignalcovarPix.real[i], coord='G', title='one row of the sqrt covariance matrix', unit='mK',cmap=\"Blues\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup mask and noise covariance" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "%%capture\n", "# Load the mask\n", "fn = \"data/TMASK_32_R2.01_full.fits\"\n", "tmask_map = hp.read_map(fn)\n", "# Simplify to binary\n", "tmask_map[np.where(tmask_map>0.)]=1." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hp.mollview(tmask_map, coord='G', title='mask', unit='mK', cmap=\"magma\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "%%capture\n", "if os.path.isfile(\"data/invnoisecovar.npy\"):\n", " # Load precomputed inverse noise covariance matrix in pixel space\n", " invnoisecovar=np.load(\"data/invnoisecovar.npy\")\n", "else:\n", " # Setup the noise covariance (infinite in masked regions)\n", " noisepower=1e-12\n", " noisecovar=noisepower*tmask_map\n", " noisecovar[np.where(tmask_map==0.)]=10000.\n", " invnoisecovar=1./noisecovar\n", " np.save(\"data/invnoisecovar\",invnoisecovar)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The noise covariance matrix is assumed diagonal in pixel space." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate mock data" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "%%capture\n", "# Generate the true CMB signal\n", "signal_map, signal_alms = hp.synfast(Cl, nside, alm=True, lmax=lmax, new=True)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoYAAAF1CAYAAAB1ZCtTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsnXl8FeW9/z+T7WRnCVsiJGxRJC6ASlCJG1bFVsG2cFuxFai9Qluxv0LvrXhbqW2x9xZ7r9QqdMFaxd5KewveligVrQaVoAIKATRsCUsgkJA9OSfL/P545jnP9/t9BlBvrdvzeb3mdc48M2fOnHPmzLznu3q+78PJycnJycnJyckp4YPeAScnJycnJycnpw+HHBg6OTk5OTk5OTkBcGDo5OTk5OTk5OQUyIGhk5OTk5OTk5MTAAeGTk5OTk5OTk5OgRwYOjk5OTk5OTk5AXBg6OTk5PR3l+d5FZ7nXfEPeJ+/eZ532/v9Pk5OTp8cOTB0cnL6WMjzvP2e5139Qe8HAPi+X+T7/t8+6P1wcnJyerdyYOjk5PSJkOd5SR/0Pjg5OTl92OXA0MnJ6SMvz/MeA5AP4H89z2vxPO9fPM8b6nme73neVzzPqwbwnOd5V3ied1C8Nm5p9DwvwfO873iet8fzvDrP8570PK/vSd6zn+d5f/Y8r8HzvHrP88o8z0sI2Waa53mPep53wvO8ncG+HRTvv8DzvDc9z2v0PO/3nuelBsv6BO9xLHj9nz3PG/y+fIlOTk5OcGDo5OT0MZDv+18CUA3gBt/3M33f/w+y+HIAZwO49h1sah6AqcFr8gCcAPDzk6w7H8BBAP0BDASwEEBYj9F7AAwFMBzApwDcErLOdADXARgG4DwAM4PxBACPACiAAt92AA++g8/h5OTk9J7kwNDJyenjrkW+77f6vt/+Dta9HcDdvu8f9H0/CmARgM+fxA3dCSAXQIHv+52+75f54c3npwNY7Pv+Cd/3DwJYGrLOUt/3D/u+Xw/gfwGMAQDf9+t83/+j7/ttvu83A/gRFLQ6OTk5vS9yYOjk5PRx14F3sW4BgD8F7uEGADsBdENZBKV+AmA3gHWe5+31PO87J9lmntiHsP05Qp63AcgEAM/z0j3PW+55XpXneU0AXgTQ2/O8xHfxmZycnJzesRwYOjk5fVwUZq2T460A0vVMAFj9yfIDACb7vt+bTKm+7x+yNur7zb7vz/d9fziAGwB8y/O8SSHvXwOAxgUOeYefB1Du6rMAFPu+nw3gMr3r72IbTk5OTu9YDgydnJw+LjoKFcd3Kr0NINXzvE97npcM4N8ARMjyZQB+5HleAQB4ntff87wpYRvyPO8znueN9DzPA9AEZVnsDln1SQB3BYkkZwD4xrv4TFlQcYUNQRLMPe/itU5OTk7vWg4MnZycPi66D8C/BW7gBWEr+L7fCOBrAH4F4BCUBZFmKT8A4Cko93AzgI0Aik/yfoUAngXQAuAVAA+dpHbhvcF77AvW/wOA6Dv8TP8FIA3A8WBfnn6Hr3NycnJ6T/LCY6WdnJycnN4PeZ43F8AXfN93SSROTk4fOjmLoZOTk9P7KM/zcj3PuzSokXgWVNzgnz7o/XJycnIKk+sE4OTk5PT+KgXAcqgahQ0A/hvAQx/oHjk5OTmdRM6V7OTk5OTk5OTkBMC5kp2cnJycnJycnAI5MHRycnJycnJycgLw0Y4xdD5wJycnJycnJydb77kI/kcZDJ2cnD4pWpty2lXKLtyD0s70064HAIsTtr2j9VZ5Z76j9aZh3ztaDwBmd53zjtZbcSy0FKOtpN7AqiWnX+9edy/t5OR0en2Uk08+sjvu5OQUaNFJbmrHJ/PVxtRYq8TEGWDx4bnh20ruFz4+cDqbrUgaGrrajm4OpQva+1vrVHl/CH+P1Hw2u8IfEbrahu40Nj8xsT10vdkd68Lfp6GMzx/+lb1OuZifkGyvAwDXx8LHnZycPkp6zxZDB4ZOTk7vnzaUqMdnN5xytSX/XAsAaDlJ2POiuh+rJx1VJ9/IoBnq0QuA5/ifT/me03P+Hfek1p1yHQ2BEg61JiW3AQB+knosPpbT8mrouotTPqV20+s65XtOTm5FaWfGKdep9xPV/sWeVQN+58lXTgysqNumhS+PBPAas+GbasuFlQCAsQMKTrmek5PTh0IODJ2cnP4BOvKSetz9ndDFXj9jufpJ9jFr+aSktvjzsUcftDfQvts8z51pLZ6Oq+LPn0wl60ZtqMmKXRd/Pjm51Vq+qiMr/vy6iL0cAJ5+VQHarOLG0OU/Sj0OAFgZy46PzUoJX/e+aF8AQF+vJ3T5HZET8ectvg3IuQmmDfOSjj7W8uoeExm0dPsws2DUw/abZYwyz9v32MspVNc/by2uOP+F+POYH379yQw+Z2H/YaHLnZyc3lc5MHRycvo7SgNgmHZ/hwGg1Oa+J7fqjT36IIc/qdyZDP6kGAxKRWsYDEpNTm5lMCh1XaQ1DoJSs4ob4xAYJgqGoa9PaYyDoVRfr4dBoVSLn8CgUGpJRx8GhVIMEqVGPcwhUap9zyktrxVDFp10Wcz34nAYJgeMTk7vqxwYOjk5vTdtqTUgN7bnIFtWlZTL5oceH87mZ2Q0xZ/PF3Az1qs3M/vutd84wSSKTB+4zFpMLW/jEzsAADl+s7Wet2ksm888m8NIc28Dk14dTyYZk9IRf771tVRr2z+62MBgmCWwr6eAjYKhdvNSUfC7u8OOeVxS+69mf/P/hS3LOvCfZib/m2xZTQ9/r/s6bPgckxgFAMx+6xoz2FFtrYe8meZ57q328kYSpNi0kS/rf1P8aUXq+WzRyAQes1jdw2MbCzveNDNDptjv6+Tk9F7kwNDJyUno7Z/Gn27p/Tm2aGzZ0PjzqsttV2LB8VXx57dkmKQOCn8M/LSoS/fISr5s8NfiT0s9HqdW0R2JP6fWLxkD2O++kWZGGBYfHnc0/nxOhEOcd8gA4ZjsDkht8YxVbHHSFfHnC1OOxJ9HPTvO8OqWwQCAZzMNUIdZD2c3mGSQ6ACT9BLxCTQdeMB6Xc0Q47LPPXg/X0hiAmuG86xkCl8VIj5yWoqB66zofrPg7fl8+xQeKTQCQAq5YUjqZe03S4ahST5d5neJZk+wXhZpft3MJJ4iw9wBpJPT6eTA0MnpEy8CglRben+OgSBV1eV7GARS3ZIx17ICao2NVZx8P46sZBBItaTn5OVfTuYOvSe1jgOhVgCGFAip5h4fGDquwZDCIFN6uGtVg6GGQSoKhlQaEikYMvWfGj4eQCIFQ6rcveGlbDQgSqscoACRQiEVA0SpN0+StJI3kwOiVMub4eMDpzNApIpmT+BwSOVA0cnp3ciBoZPTJ06/Cv73l91vL9vzXfXY1sbHLw/q9x3/i/WS5v6fjT/fLaxM5d3KzTqnO+SirTNiRVmYkqhy8U4JSfwAgFhw3ioOSrOs6cxky8cnGcvel34iAGSOefpwJgfDuS0BENqGQSAwjvrjeHmZJUmXx58vSLFBs6ilEIBxHWtt2K5gxT/zZ/GxaN9r2TqR+mfUkzAYorDT9xq+rG0XAKAmnbvKAWB9l3rdLdUCwIfcGX9ansjd/oMSTDa0/BxZXnA67Wo4+b4CwK+DfbxIWAkPButP/LH9mrcDuM27mY9nnmeeR0IAs+Y3weu+yobL0y8FABRHt9iv0fGQY39pL3Ny+mTJgaGT08dOm2cCmx8NX3b+tFC4q7voDQBAThgV+Z1oTsi0hrPrFfRIwAKAOc0rgbSQ2nsZZwMASpq59eyIb6x+s1Ka2LKF9T9lbsf1fTgoTKpdCgB4vP+3rLdbFcvCU1F739/urQpLn9lgJzKMTI5h91bb/XvVOAXLk5NsYL27o58VEwcAO3oCV/dOaxFQA/iX/lA9D3GrTonMAgCsiT5iv7ajOhyKVgdu3S+EWHPTR+Hxrhxr+JbOTSfdh8qkAqR49ilTl+GZnMxvIOa1mVqNS08sBgYKq+EbxNK5kWeE7ws4eNhMe9cRARDieY7XWPxSCFg2bQwH1UMqW7r8cjvZqbh7rx3KoJXUGzj3J+HLnJw+PnJg6OT0kdfmmSFjARieLy7MBAo1DAIECEPq2mko1CCoRYFwTrO4mGooDEBQSwMhBUGAw+DCeuHaFsBCwVBDoZaGw1UxnkWs4VADoRYFw5HJHOw0HGog1KJgSBNCKBjGgVBLg6GojhMHQ6rg82ow1GKASOP4KCCuFvF+GhCFm5sCYhwMxftXJvF4Tg2IsjYjhUMKhkAAh1QUFN8Q7vAAFDUgasVBUXylDBRlEW4NijLZBTCweMiU06GQWNy9l6+vQTGpt70tB4pOHz85MHRy+qhocrUBktLjXzcLWneZ57RjRoMpDl039sX4c2oByuppYe+xMGZef1+bgge/eaZZgbrxANT0NTFatDTKli5zFZ/eZsCFliHZ0kwyjukFvN9n2Hugx8Dq5PRvxJ+XNi6KP/c6zQX6xn7mM80jsY75xCX6/Q5uOdMubwAYG2TjAkAdyRReQopRT2gx39OTGYfjz6e2nhF/LsvU3L2WuMwDDu/44tvxoUjtk/HnWZGF7LVXJQnXfqA1jd+PP1/Wz8QPznlsUPx5zWyTXZ0L0hlll+j4UkDiD4mrujLZxGkW+uY7KPXz4s+vP2EswHdkmu9cuvmrjpDflh5L1LpMM9HXGJLet9UMDzOeb9v1T7sW6pDJS0nsZL9P8/U9smw/sbTS0MRxpCbjUfM7IdGUKYoS13Uk5521RHRy+hDKgaGT04dVFASpSo9/ncOgVmo+g0Gt5nEv2OtCQSEFQa372nI4DBLV5H83dPxISALI9Lbck9aj23Lo+tBxCwoDTU69PXT86ePh9QOfPeNA6PgjsTB/pAJDCoRad0VCMqihwJACodbU1jNOWrfw7v+xy81QMKTq1xiSNINTAyIFQ6opyS3WWC7abTDUGv698PGwLGIAXv340PH8SHhXFQaHVKR0DdO+exkgxnW5PQQACG8goyDx0pB2fv0+zeGQqjbEJT/ueQ6HWokZDA6pHCg6fYTkwNDJ6cOkJYeVRUYnCWiV1gV16Fq28Rc0b1aPIoFj2TkqwH6GiNfLrjDu4LtGmJIui48FwNcjwCNwn9Xk3cGGp7Yqa9GytFo2PrZ2uXrM4nAxI1lltS7Y/098+zrhgrasSzdQtCBjJgBelgYAnt4QAGFIIvD8gfVWHCD9PmnmLS1rQ93CejysO0e9nxDagi8lOLVsIdbH+QQsU39n4GDiDep7nhdpiI/dSAAuu9H8TinklPVA8H1LSxwAPLUnEw+PsuM9Q8HwOEmioYWoa8iNxaWiv3JqgUkyISqHsk5OqOc3GZkp6qaAJqysSDdlfCY1BtBVJ3zH2tUrO9gc+5N6XCn2S388YQiEftvNYvyKEAiklvascXyZTsx5fWL4eI+ILe2lyunIsjqRt4LMp0ues9/fyenDIweGTk4fiLZ+DUsGfN8anpHShNwDdiB93ZB/Rc6m0dZ4c3FFaP27uZXhJVf87JByMAOnA8dWW8NVefMwvdVOcChPKQfq1lnj6GnDkn53W8MLkvaFtkdDQxm/IGvFarDgjF9bwytj2TjySkhpmoHA/FG2ZS/T8xEL+bfL5Jb424acD+e0DcCikL7IKzuzMS3ZLuGyNNoHqzMOWeM7uiOY197fGi/LOohVMRvypv8+Dyk32Dv/o9TjVmYwAJQktePMkE4l/pBlqOn9KWucgSHVtpAyNxEAE9+yx2PHUJ4wxBqe0z7Ayk4HgObYT6zEISCIEw1LpKmcD2QX2+N+p3UjBABYsQ4IM1KmA7gsZHwHgAmngUSq0SEJXbGaUCs9BkwLbxl49En75gsAfv888IC7NDl9KOTA0MnpH6atBsooFFKrnobCuiGmowWAOBQ2F/M6gBoKv02go+WgsWatPcvUyZtcQxIBaPFgAoVVefPizzUUlqeQyH4KhOQCR4FwQRJJ8KBAmE0sMdWkKDO9EJPiyxQOKfwyOAz4l4JhJomh1GC4uJ27BCt7KUtl4bHfxMcq+ptkjzltA+LPKRiu7DT7QcFwadT0IKZguINYOikYrg7c0DkJxtVOAXH67038HgVE6qamgFiSZGIHKSD6Q0xnGAqIuS8QV3VRcCPSJlKn9wQgRI21FBBjyrpN4XBOu/neKBw2x0wM6KmSh+KioFhJEmooKNJEKQqKK8gxqlehBngKiTvIcwqJgwjAUvB7i8DeTcF4TLi59foDROKXBkXqhqaQ+HvyX3GQ6PTByYGhk9P7qq3hBZtrBs+3xlJOcmiGlQtZGctmMKjVcjCBwaDW5JrFHAa1jq1mMKhV0BnS+qxuXai1Y0m/uzkMaoWVCqm2u3QAABJsy82CM34dag09ste2Gs4fVc+AUCvm21AIKDCkUKhV0X8Wg0KtwsTweLmakNjK1RmHGBBq5SfY26BgSOU9Zsekpdzgh8YvhrmKAaCw8RlrrKb3pzgUahX92AZDQMGh/VEUIMaOWcNjoxdYY7u7UxgYxtV58h7SlqqX2GPZxaFZ9Ejux+EwPh6y3cvA4VBrQjKHQ62GDRwOtW7aYAMicPJC3vvvs8d+Z5eRAuAg0ekfLQeGTk5/N/2A/J9uCAL7e/E4o5osVWRXJkHcntJgQUJzEN8mM2iXR1XcX3MHd0WX5nwVVaJzxZygTkpzyhlsXPflLah5mH+Gfp9GRdJQNlRU819q+wN5csNk7zDLGAYQB8f1iTz4b1I3SZbRcDjiB/y1Oht1OB/PbR5lQdWm3WkAgMPn84v08ljveOFrtq/Nf4bXPoeN+Yn3qH3L5NbZmA9s6OYxnrrfcXkX74usM50fT+dQUN2TzKxnALA2sCSyjGbxurFJKgHG+w8BhrnA/M9zd/mgwGIobxx0fKUFs/XPoSybB+KVlAX7cq4odt7yJm9TqHVsHZArLGHxWDt+0zC2syQeW6q1oGmFelIhXNZnBscWTXCRfbL1+8gOJyeeB2Ro5cjAOv3fIsCwE3YWs65sJN3NGhhllMLsW4Emsd2dQeyvhOirg5sSmSzW50q7XqIuQSQB84/Be11Jxqa6y5jT+yYHhk5O/yf94CT/oVvseKTFkfBM3IWpdnzcgvaQGCoASxpti9uyPuFWSZl4AgD3R/tiUZ0dw1gx6OvW2COxbEwKyYKd7NuFgQFgvWfHZk1qWg1khGSIhMWIAaHZocWtIYWyYdyxVLmdB1CaYFvErq+129HlZ3ZiZIgl8LmukBZqO4HRRXbW8ouZ4dnP17eeYY3Vk9I3WhIMtcb9tMAam39HeIY0LcOjNQ87gEieNV7WlWaNzW4biMrYg/aGZVIIAAy9Czj4kD1+Rng27hKMscYWvGJbZAEAo39gj514LjyGr/dEewwAdoXEsu4AEJbMHdbl72qEW0hDdgEA8Plz7bG92+wxALg45PNF7WMYANAkCzMCqJdZNIEcJDr9ffWewTC8OamT0ydEXder/07SxWTw8nH2iicBoLAEAnTTTFrzujFBGZVb6k28WGX/mWRnzNM5nqpZ15xsLr73R/vGnzMoDC6uFannx4ceIa5bCoWTo0GdQeoaI8H169ONOUO3pMuqf1oNtO6Kw6F32MS5+QWkNRmpB6ezPOd0KJgbmxjFFuKaLa8wVqWa8coimtsZDmhz2uwknPzMcLewzpgd2kRawoV4V5ek2S5UAMipJsWqc5Ql9vYU406/j/wOu9tU/N2EHgPTGzOJ+5564YOPS7Opw9zSljR0EECsClzfBQImC1NUfUgGiFmBW1ha6HQ/aw2IvUuMRYzeBOyaC21jXjLqFQDAgq4XgIsCK9qrxPI4/DaTmZ4aQPGJIHu390Tg6QD4dByghEUNiqOuVBZEwFgRR4O7i/VhnQVTJFtHXzwLBYda+rCbCEBzPa3+tJNA4NkBJBaSOMhKAnhbSKmnsQEkHiIW+zNI+aA3CQSeF5xXRhOr7g4SivJKkNl/cQjIOzn9A+Ushk6fHC330LWGDyU9/haw/Yt8cMidoSC4JOEiq57flOQW5PrCote+B4+nXGq9viSp3Sqbkp/QiUinDSiLemzr3PfX5sC/do01viChxN7X7pBSGrV/AnKutYabsy+2xrJ2fAkYNMMaz02aiyN1/H5yY341ipPsFnxhMX4zUppR8lqI5XCsHUtW0GF/h1VZb6Gg+Sxr/MUsGyiHlg+3xgBg7YUhsZuH/s1+r/zvYX2nbXX8yolB1hgqgJQLQmIjfxJy0z4KmPZZ28w1Mcl2nc8LDZwDHvfs70CGKgAqc9vqQAMAOdfYY7KEEqDc0LUhtf5GhrSu23sv0EtkHzdsCM9UXvo8EFYSMCy7uL0TSLWHEWJUDI0/7AUgLEQwxKCMtwH0FWOX3gk0hnReSe4H7BXxhAkwLm2tZgBhYZjbAMwXrv8d84GB4rd5fR3wDXe5c3rXcq5kJ6dQLTf/DQqFSY8HWZkUCnXsE4HCJQkXxZ9rKKRJAgwKA8sbhUKaZaqhkFqJKBSu8YbGn+saet9fay72FAqn+JPizwsTlWVuSYS4s9pILFRtUDeOQmEQd9bc/7PxoaymV8xybUUicJibZCwhGg435hvrmIZD71Fzxb99mqmXNyNFwRAFw0VjjAt2kReACXFDF7SbostVWeo3o2BYdUK5PqvyTb3F5VFjibxva/D9EQhZm23AULtviw4sMtsk29JgOLvbWH68JhJKoK1WJGeHAmLsr+TcrDt+EOangFgRZP/eHjFmRnqsxROJiJXt8T5fiT8/GRgCoj0hdd8GnVEW+caVuqj1CbNcxydSOFxP4kFvD6yGe0kcoYZDag2kcLhUEV0jqR7Ui96baAvhFEJ57cF/hgIiDUvVh+GM28zYk78ib0DW1buSR/apgYQC6FrlFBAvJS1aKCTqcwUFRFoaU0MivQ+gkKhZfH6IFZEC4uvkxslBotM7kwNDJycAwM4fAi/yrh5lN1UzQAMAHPqlesw0F0RtOdNJIVrVPUm4S8QP5nYdsYPLvWRUpfFYpYLYHkQjPM5Mx6ht6uZmkKmtZwDS0NcM3Pg5nq36VEsm/AHbYSkkQ3LV4J9gWsNjbCza/yZEZO/ZSK5yL++8DVK5g+3ArLC4wAm78gHhrXz4C0dRlMgLB5cGsJVCTlthUFiVpC7cBSKwrLS7t2Xhq8n/Ln4mfre7UuutvtAAsL33fmtsemsu1mbyuoWlnRmY080/0OSey/F0bUiXlr8CCGtyciYAaWyaAOBvYuwcYPQIO/ZR7hOgEp4WNfJko0W95mKl6Cu9Iv2oFYu4MCUoTE16NC9LVK5m2vf6SI86Rpc1/Ad/8/pngGdCEkGuD4nRC8s0Xh7S6WcYgGqgkddYR6+x4K54QMHahfYmYH9Nyn08XhzPVb8CQnYBF3CTYum8Gky+JWS9ZADX3cnHtj8ADBdVuTPPA7aL/2PeOOCw+O4KAvj7DQE/DY5fEu+9DUAfMZYL4HPuUugUKgeGTp9w7SRxYQEYlt1kLn5xMNRACMShkLpSNRRWk/IlGgpzu0y3hzgUUpAJoLAgZkwZFArDgJD25GVQGFgYKBQ+1WLq42kwrIG58OfuV5auVYNNSRENhVHSpiwOhdSKQ2MOAzhcf6YpD3NL0CeZZu3qsjITdpFkFcJRD39BmX4oGJYS16wGwzgUAvHvU0MhwMGwtFv9PhQMaXs/DYcU5DUc3pFmev9qqxwt/K0hrLTTgJ8Gw8k9pm8bA0Nt6KGtpykgUnepBkSa4P634PEcM6QBkcYibs/eD4BnwWs4XNTLWHIpHK5IV98/hcM4GAJxONRgCBg41GAICDisD+LfKBxS/tOAuIb8pjcGJtInCJFpCxqt5U1DMwNI7DWWLNeQSC15GhJpXXdt5KfJJxQQqwJLYhggAnFILJ1njnUGidRdrSFxO0km05BIe0hrSMwj8csaEguIZVADIrUqakCknn4NiJRnHSA6cTkwdPoEisKg1ovfZUAIBFBIgRAAMs+1YuuWR3szIAQUYDAgBBQUhvVkTbSDlmpS7Di3vKaQGLvnYGVX3vi5FgaDgAJCCoOAAkIKg4ACwqjoWRtp2hge7xVSo219d3g/XalMz+dgCACvGyjUKkqMMSgEFBgyKASU1TXJ3p8dIR04xoT0RP5ZtLdl3c2uL2RQCCgwlN1g1mYeYlAIKDCkUAgEYChCwxgYao2EHUe3ERwMAQWH5/Ch0SOiDAwBBYeyPNKixocZGGqFZaGXJITUo+yoZmAIKDikYAgEcKihUOuZzXaHkuvP5VCoFVaiMSyfK6TsZmOtAERAQaKMBbwQHBABBYkyO3n8bQYOtU5iRaRwqDV5Vsi6drK8AsRMcWBsv4/DIaAAsUDEFf5mnR2X+CVwOAQUIIbFTzpIdHJg6PSJUAgIVvU3xWv1hbTkOQIqRSqfclX//xcfui7ZZA1ntVcCAObBQOLSelJXMOh6UJZgtlkS3YxJvsnKXZ/0EgCgOTI0Ptbiq0CjIwQ0x7Uo6+GNScQK+EcCfvTiUhTsa6bZV51tSwti6xi0OlJCRdfq291jYKqoU31O1vGElibRfWKPq1gp2tWijNQCLElUwLGQ9CPeVKVA1fcM8SwbuYbtC2Bi4BZXk4LDQ+8CANQkm64buqUdjRXUFt95pKYgLTGjraUA0DxsUfx3BcxvS12lOp6PWjOvCmAql2T6LgsskPGezgDwv+YpNPfTDFjqOqago8svUo9vcDMwv5+B2ft3KeJJGWZOcbpo+kiyv1OSWzHIM/tKP9+iFlNmqay3OoZL6kjppf5T1SMJh1jmKYgZS4BbZ7fTgtw5O4I+2c8Sq6HOPaLVZ3RyCLUKUrDR7Kr/WuS1XT83z5O0dYy6UYND8jBJFs67JHhCmwoFh1Ajubfr9fngSSVZj+633iZh8FrCxK8H25pM7ysDo2jrs2YoYyZMvCIAfF4d66ynNS0IrzsHdROoP0EybH4dUHgR2aZ++flkTMP6sFvN2LjfwOkTJweGTh9jnQYIAQWFDAgBoGgBA0KtaV1brTHU21mxZYPsriaLRID/+qSXGBACCgqPhHTSkK8FgKfK7f661xW3WmM5IWVxZBbrrJRGBoNaRUd+bo1Z9ep6YnEo1Frf52YGhYACQwqFgAJDCoVa0dG/tcYIwxipAAAgAElEQVQib99hjdUU8np6MXgMCgEFhvNEoekXMw8wIIwrJJt6um9nbktdldTGoBBQYMigEFBgKA3BV8PWRtgWsDkIzVqlYAgAP4vKYDJgdIiFlJbR0TriJzEwBBQcMjAEFByKONnyJDvbeWRCzBrLWWrHbqIDHLAABYey9fM22PUI8+3XdoUctklhiebpHBABIC/E4N1oJ32j1/n2WFhmc21IUvLrRwQcAsAoDocAkHEJbF0REpOZHuJJOB7SReXXnRwOAbXP8rMMvhWWHCB+kvSewTDh9Ks4OX1A2v87CwonZXzLgsKCyrkWFN5yaaMFhfkJXTYUvvZpGwp7T7SgcGF7jg2FPWssKMyq/H8MCgcldGFQQhd77exII2ZHGm0oHGFD4YyUJgsKZ6U0Miicc/T7mHP0+wwKW/wEtPgJDAqrcueiKneuqLMYaC9P2Jme8TUsj/W2Vru6dog11lH0tjVWNOQFayzS3cDmvYHPwBvI3ZO5sb0sRjO+7z321ToUCvt9hs1G00YimsazQsYkRkPd0GEFsS0o7AcbCm8EZoxswoyRomzRBLAMZADAMlialdNoFc0ek9iBMYm8BFB1T7LlXp67x67vSK2IpxrDieetTh7Fx3+N4uO/ZmM57byvNwDgM1PtMQkrAPBFe73mH7+N5qXimAnJU0nKBOY/qyatrr3ArtfUFFcbsL9RTVqHQ7zmvdKAXtfxscY3YBfI7gRwGT8WBkwABnxVTVoXDAIgck6wC8gQ90itL6uJ6W/b1ETVtof3JAeAfp9W3VWovpIMDA3ZZ3lIH3wU2CVuBjbPBA7YJa+cnKicxdDpw6P9v+Pz7XswKeNb1mrrD91kjd0ymPfRnZLcYnWSKI5tVyBINc7uv1vi251NyvyQk6lohbVl+M8xSLznnLaBmB3hV6mph+xuGgDwWB633jzdmcFcsQAwqcbOPC7P+441JvcDAAoOij61+d8EdvM2ctNzbSvfqgZp4gI68mwYjOz4sgWEFelv8JX2fNeCQQDwU/9qjWnXptb90T6ozBCQUrXEhsEsHjOnXisD0oCtIX2Q13TaFtzYbnHj/QKAG/nQjDy7O83K3dnAm2LwhLUaZt1mU0xFSExlmDW4/hAHyodHHGWuYAAobvgDKvvw/0xhw59hKaTncXm/r6A4uoUP1vyGz/95NRDW1ObsECgc8R/WWNZ9IhDzSgCCZ+6UsYMA5obUoa+3y2niEruRD3C5mLcPZ2BqSKHDF9sAYeyr/SUw4BtiPXHYA0BriNUx1Jo4QZg7+17J3cuAgvojgqbtv2kocGPUrYCIP8aQKSErOn3E5SyGTh9h7fyhBYWlaSUWFC5Nq+VQOPQuYOhdFhQ+nlhuQ+HLBRwKJ25TE1VXo5qIyo591YbCN2+2+6P2mmDBWKbXw6BwfGIHxgsr0NtD9uGxvBoGhbe0/xW5XheDwklejQWFdYO/xaCw3k9AvZ9g7cfQ2uEoOMKD7ZuH/L94D2eqVc1hVxeuMdn21Tf16JnwcviVryLlRWu94jz7Cv9AWq01hqO8qPKc7tdRmSR8dF6yBYVzkiZbm4qEnB5j4pw5Mak9tMB0LBbyYgGFqABWbs/Gyu3ZbNiyIAIYdKsN7Ctj2VgZ46/d1Gq3vKs/Yrfiw6t8du6egZjwAieheemzrFI+YUlIFf3trIriIyHFsbOFSexrG4BrQ3rNDbnTHhPaENLaD9sACOh74DZggXjbhzcDo8apSatvKnCJsNK+XB3iRpYG7TPVtJ06FFa3ARuCSeuydKuEzoCvApCH+vlA3Ut8KGMCkHGRWO8E7JuF0kY1adU/DzQKX3mfK4Eh4jdsBpCRrCatZNiu8V2PAttEn+wDa1B5bB+cnABnMXT6IBQSM1jad6Y1JuGuaPft8WSFuEJqpW1JslsqjE0Q/qK2XRYEliR+EWXHROzd4SdgqdDuldo84J/Y/HNd6RYE6oQUtqmWMmtsffqVmOQR6+Hh36BuMIfk3T0pqBfbu77OTo30exbyga4GNA/hLvbso3a82LQsuzNHpXBjbsysRupR/l37vW3LX3Gn3Q93U3caA8J5/hsWDC4b9EOrjmA8QJ+qZZsFhMvSOWwu7uhrwWBYO8Nvt/e3YbAaJkECUGAgvashmaEzzmlisDn3yYEYdCM/po88moSUL4d0TOng+zA+ox2bDguIkhaoiwCEtGy+42JOHndEGlDYLr7XaA0qet8Qny069oj1/wAQmsFu9Tt+ZiJwjXCJyhspAKV591hjkx8RoQqbYWUvHwgp4TlEZHXv2gyMGsrHXt4FFJm8LfRKg205BLA9pNHLOTKGdGI6sF9Y8UIym+tC9jVHuppfBTLOFiv1gQ2MIWGJKAj5PaTltzXEbJhhh2ZUXvSWNVbYXwaIOn2E5CyGTh8RSSiMHrYa0OcndNlQ2LX/tFC4wL8AC3xZeiPRhsL999kXvfrnGBQW9/8VivtzK9vSi45aULis91ctKGzxExgUZno9Viu9wsROGwrb9wAZoxgU1iX0ZVCY1zQCeU0jGBRO9g5bUHh4wB74R8XVZsBUIG8mTqeOgbZf7fYUHh8Y8z2May6w1pMKS2Z4PP2IbSWM2W5MCwpDtDCaa0FhSsg9o4TCMM1LrrWg8J7sOg6FgA2FgF06BbAsiA9PP2qV0hl0a9c72rcwC2LmFH5M4VWEt3kTsqyHgFVqqaL/LCDPLnZOC8KfTGWTq1GWyH3LNUPscId43+5T6RYAIi5wyHeSMeQKPnZgOwByfzNqHNR3QT7WJaOAXiRMuLEdaHwa1nd2znTgnP58bPWTaoprQ5vpyxx/U7AOOACQcw6QIwufCytexkUAZATDCQCThUt5G+yC32/WqIltX5C0tCICChYT+Acv3Pl5FO78PBtzVsRPppzF0On916/Ihe9SAlYBEJbmKquWhEEgAEKpB4Ng7K+bpBENhDOSFQQeIcH8kxMDqNGdQfpeZbZVFcTdZSl/FIXB8jfUiXPpRaom37yGXwBQMKg1I8W4C7MPqivT4TNU8gSFQZ2QUpgYwKxuq9VOEi36GVf3sm4FXdOCz0NrH67OUIWYJ3vq+/OOq7ZxhweYbeVuIy5WHU80wMR8NSeqrNf7OhTR3NeorpgaCr/UZiwRFAoXdKgrpm7vt6NNxelt778/vo4ujaOhcB4pr/N4uqkbUtqlEjvmRdergRNBhW8K7bkz1aO+CUgz38PCqNlHnbyhoXBpetBqMGZaDur+04t6lFtuaaJpoTEv2YCqd1yZn+7JVj3bvt+kvpu+EWNhrH9evd/4ScoiuOkIAbeA/SaONhYl3Q5QQ6D+3mmJGQq0sYPBfya4xg9KI2VpjqjXZA5Ux1fLmuAmgRpviTFLWgyXxv7HzCQF8BF85xVZqtVikUcKDx4mN0h9g3p7uq9yEoGXABp1aaeSbnU80lJEuQdIj+WgRWNpRJnQJh8OykQ9E7zfaLLTTwePnyGAs9HcGB74m3ocoiNNdCkaarTX30mwCVbC5rMh6wVGz+3BIbSbMP3U6epxZWAInUFDdUvJc21wC/ajbrd6zKFJ8vpjzAiSqZaT9oIaDrVrmd6k6K9e/13OI9bD9gAWk0JSrLUFMYv8dj3Bhw5+w8qz/xBfVFhB4g+vkEGzTh9iuXI1Th8yPejZje+HjzAXFgBoKkfF2X9kqxQlxiwLIv54JXeRzX8LC9r5XfGYxKiVvTv5AE+sAKD6txLryKQRr6NFxNrpiziVtEKNTYxiQo0wJe0Gmq6oZENZHn9dpKEQ0Y5F/HVZ47AsifuX7hSlWWalNGJZCrfkLekaxsA098iv1WeTbrsiEckPYGEnt+iMTozFITS+ryeew/osnqwjS8YAwJMZ3GKxpjOTFVhOgW9ZTAGgUEbjH3yIx77pgHtSWmdx4qXW77U4eQ/mxbg7fFpKC0p6SK2YsonAxaL0R4hbusLPxKpOE2c5KakNU1vz2Dr5CZ3W8bA07Rgm7OPbmz+4HuVd/E+Q4vH+x/J3jktYo9aedRCz2wbF52ekNFmtG0cmxrB1O3+/Wec3IhPmu9cdX4qa15uVGsqA3qKcT3axvU+xGqCHWOkTklUmLVFZtkzTtcvd5O7/HjBAJD+0bLP/9wdEEeq8m4FakSx2pBO7fgGMIqeVrteApE/x1VAJDomAnZhxc4h7uAPAej60Wnhcn68CxvNDBFcWhJTMCStELcduvBVIJZb4tBHAW/Ps11UI0+Gn7gT++oA9tp+MtQDoLUAxIcTEPOhmoInENCb1si36HdXAddyL4PShk3MlO31I9KCnJqrhI0KhkKooMWZD4R+vDIVCKl16hELhVUlt8WLFcTVsYFA4acTrFhRueikNm17iLrs7awbgzhpz8R6bGLWhcDcYFG7tTo1PWpGGQhsKs8YxKJyW3ByftGalNFpQuKRrGIPC3CO/NlAI8Dp+IVBYldAvDgiAgkIADIgi2nontJS4gEcmdGJkAr+6hmX1Ajy+srB1YzgUnkaLEy+1x5Lt0jbTUkSbjTI7xhEt21iNuAo/ExU+3/ew7iH54vOWp21DeZqynm0cVo2Nw3jhwuIkO1HnZN9RXPUIdQmvINZWALg9Yl+Yx5xjv1/LOznNN4iwhjenqklL9gXXErX3Sl4fhZLXTfZHSfV3wssK1f6J7GBgfYwQuuqoBvqLbiBAvOA8gHhW7qh/BnatUxMAJF0IdP1VTXEVQt2oUm7uRyYAeKINGJquJq1UAJOCKdDU680EKAjcdFhNWs9XqZI5rGzO53PVRFWcriatpx4FOqrUBCiPwllL1UR1yTVq0vrrAwoEPyUSfoaS+UwADZ1q0uqxj3EA/MagqxFI6acmqqd7q8npYydnMXT6+0kC4WhRw6LvNQwItbWQdp9A9LCCQaoaMCDU1kJaiy7H67ZgMLJFmA0IFGq1+J4Fg7L23MO5vARIHAp38/VeLDnA5kuS2hFpMJasOBRmmTTKZUkTLEtdXtMIlpGsoXBJlwkEn5HSpGAw5PMBUFZDAYVVCfzErotIjybf/7TkZgsKw6yGEggXpx23gGdyEq+XmOn12EAIcCiM5NqlOc74qgWFLb7HoHBerNACwpKeag6F2mLYQrLR+33aAkJZU3Bqa54FhCnw40AIAOUYxJZP2JeP+YN5PGF5V2q8P7RWWO1E0JcFX8Xas4wJcXbbIGYpBlQ7R9oVZev2VMw6n1uVMtHDbgiAwHJIobB3iQm50Dpv9cnBML6fe4BKXvuz7IJdKKm2YwuZBtzEfw99Y9ghKoPLuLnaVaxcy65f8MWjrlGWQ624BZEa9DvAupsAUG3obia/ibYgUt5eD6s8z50P83ltQbySGP/yegG4Q4ChjHUub1NWQy1tPUwTbyi9Ai+v41CorYd0bP8DdmvC3skntxpqNZXzkAEAaNrM55318MMo50p2+gC0Logde5u4GfQd+XByIqvbAwwkNSW0O+o8E8eCHV9Rj1tV2YvmLyoYYq7YoDDz493qIqwtOjS7NBILLiwVwcn1fFUeZVK7SYIoCC7yj7xoTnYTL23DhjpzgvT7qX0rT1XxexQM8l5Qn237ZfsBcJAYk9iBfo0m2nxthrqgT4qRE2ngLq1LUHFmmwLLIgUrvU2axPLtjv7w20iWcXAHX9FHBUgVHX88vmhF79swO9FcXIvaVFuEtZkqPnHoDlOl+bEzSamcri38otzVyNrjTWpS3+eUiClt8mSG+s51rcCFUHXvaHb42Pr/Vk+o+7bzOM9E1taLIPM1WmhKpcS33R3UAKEu56bNzIVZcjgAm0pytdbX34kkxm3ATaxeYFGHKj5XFjHHqv7dtTt5bRDfmdtTF1+nDLnxPtBTSLvF4u69AIAFPaoeo3Y/l3ebGxHtVqYu5RuTWvBUrTkW3i5QCQC7SVa47plMj8tpyS2YQ7aj4213BPUPV0T2xpdVBP3ldG/oBUe+HV+Glm0cWAqDxtDkxuOWbmVRejwxuNFbG1ivziCQoeNCqZXvzSeA8wh0bH0CuIRYFKtIrU2d7ayhhPYnTy0ANhGAvTAAoKcVEO0iYZSjRgO03XmSzq+gRbK1UVW/hb45zCef543g+KTlL18Ei/v7fdAu8eWA4weQl88KOpPk6USlr9FjuAZIJyvrz5xDrIK677KG5B3BOY56YnYGZlP9fei4ZdpBRVtra4P/ub4PG0zgb1/w+19M+nDXr+P/X70ftM3muOD5gPFw+sDlXMlO/2CtE2l70k0DKCCsE66+HhHYs+MrDAqbv/i2DYXdraxbx6SkNsvNF4kdPikUahUkdFpQOPHSNky81GzL7/eHOBRqSSjcftl+Cwplp4q1GQfjUGh2MvekUKhV7ycyKPx2R//4FIfCMLcO0YreKpt0Rbc6iWsoPJVu6dqioBBQJ39S03HSiZCSPYE0FGppKKSKQ6FW53FTUmNgEMV/MpcW3baGQq2mzXHLRUmTuvDFoZBKZnIOuMmKcdNQqJWf0Ml+97UZh+JQSFUmgsTWdGZY6yxJeBNLEkzQfnFiO4oTeWE9maV944AW3DiAm3eklRYw/cGnBYC5LK0Wy8S2Roe0tLP2cdBP1BOaVCKtRNKSCwOIcR06xe/45hPm8c0nFBQCwMv3qul00qCprWjj7zrpqqM+qyYA2LUDSBpkpi79974wmKj0V6xLz1S3qYkqCt5lpBrx1of/FFT8uWSwmmrJSx+RRa8fqlGTVlubmgAD5nXrOHgB5r8zOvAI1K+zuze99oCatPp92kCiPvYH5KtJ8+jBRjVRvSJMoR3VtjU35xoOsABQuwlOH105i6HTu5MEQgCoFoHJ0j3TP6TERUe1Vfqi+ewVbD6rR/o9gBqPlwDJ7TxgrSMvaLOjdoPVym4ehF3mrbXfK30sm5cuRsCOOdvUJekYvCYhgFI/z1pHW4C0aLyflt/Fiw1rSyGVTHYAVMcQqh3VvOOHP9z+7My9B1jlTAAg2vdaaywSreID0uUUsh3ZSSNa9DtrlUjbTvt1UeHebBEZk6+JixoAfFZkDrTa261Ks49XmWwiu5BoiyHV4gT+HS7ssbc7KMGupbhebGtJ2jFrnbtFv+r5EZ55XBZSOHpBsqyvAizp5GWOFuy+zloHw3iM4C3goR6PPxPSmDgvJBtWduqw85G4xRFgmfoAgDRZ+wXhNxVPi0SMkBqDVl9ncaiG1g0M6VwDUXv69yFdT3bzqALcfaW9Dm4R89kh2SoFC/i8cN8DAI6K+evsPvDYIUoR7Rewlwu7zzcAnCVc2iQsJnT/AGc9/ODkXMlO76MeJcdXbnBBOhjAoD65Xxe4Kl4hJ/LewYlNuxzonWbmuVgxwmQYTgsygbNqf2/W6fdp4IA5wdfkq36+uW8HWar6gkVLvmSNQ51noOrbQXmVFQnmDrakU8WrSRhckqSq3dL4rQnNyuqmXbBFLabFQXP2xciqNi2+1uep/Zl09H6z0UE3M0tLacJILCDlW3R8ZZQkwTzVlYkfpRrYXtgStKmjbldysa6IjGbu9FJhtdJgWEKKLS/fq4LG/dFBBV7922hwo50Wasn75s7Esszp8dlZKY0syaa46y17X9NGoqqfcScWnFDHSnNfAyFZFV8AzjQB9tHk/ohsIzXVRgRljprJ1VsXWz4WuMZ0HJYur3KYgMjlJHg/51rU9RhnSU57BbuZqEpWvzlNmOnrdSP3NVMjs2ycgr7xgeWPuoL1bzE52fzuJd17QsGQZsCv70qPlwECFNzRzjnU8qezvPX7anC9IyQhRUMijVvN8ZvZ/+SRWC+WKFOyK0g8Gfw1s6HkfpjjmYrQ+vuhMaoL1/YHziNJK8f/wgtg7yKFr18JHrXRUX+FycExSG8idL/g/SQr+ey7+Dqdx3lfYXoMPhdYJ68g+7ZsNfDVEDesvv/TXWUo+3SCe0b0vYmAw0ZyT/t0cHr6XOCe/nfSN1lbFB/Qp039XejQZPpewfG+5fxX4kNjG/4IHPqlWactIGB9ftgYWGLpfcSF64C9xEKr//ubyfm5L3jGtF6kS/F8kwDir4MP+M3gP/588BvNDL6Up4hV+TZ32f4HyoGh0/ugR0OOK2ng6IGBQkCBYW9xpytdUAIKAWB2gyhNEQKFcSDUotm3gAWFAJATCynQKgK+NRBqhRUAroKwYsksTgBIFG7E00AhYLsHQ6FQdASRFpyaVLuItIRD6bJelmpbj9BRzS+0jeUcCgEsK+QwHQqGYn+rhnCXX8GJvzAoBICsTu7+DAXDZmHSaQxJZDkhOm4U3m+tUteHF8TO6eTfRUXSUOs1Ra+PYfNl47bFoRCwy8709boZGALhVkVZGkn+boWJthtYdtT5drttxZeAWNaVdkowBIAdPdySXLJrKgdDAHNSPsfmW/yEU4MhYCdY7HreQCGgYCisak+qCJdoFJ6Jc+wORFYBbvnfee6JU8MhALwtLGyv4tRwCAAhvZwbhcMjpNkI5osujw9Ij3qI1XLLRfvZvAWHgAnR0Np476nhEABeFm0NJRwCwHIx/80RBgwBBYfPi5JCIcXfHSD+Q+TA0OnvpOXBsURPfNoNo+9ic4ML3LnBCeANYiXUVpyq4FZaBzQHxZVX5Jrg/9lvBLfQ2v2grTbNQdbwqySr9tzAEpAevCY7sN78QblE6mabdMOchMCMqUs+bA327xxlNVgTuTi+bmWQfHBfkNyga75ZFkKaFahdnzrWJ4h5qsxVAd+FXcSdulPtX9Fw1S5Du/x0okkRyXbODGIq725QZ3C/LqhtGPScLU83mbnFMWXpK01WAek6Q1v3nm2m5WGCotorYwoEbg8AQXeEoYWi4+5PEeDuDVC/ycO9lJ+KwsizmQqsio8HWdI6szRZrVM1yLitCoJI92ZPQYi2dEU6A3fpPnKx0q5iHfCuf3NdSoPcOCArWFYdJC/oLjnB55AwCBgQ0oWYl/hFAIDJJIFkkKcKS+e8FgSjBeVZtLtbF6ymcKy/Z51Yon9XXVdxYbdJe1/sK6tKRURVc9YhBPo4LCA3DinBdqasVu7fms/tDt4vO9gHA3bjA+tfcQCROhGmLlm9NqfdtG+pS1OfO+egClUoy1PfXUlbAArUVRsAyJxhquK0jo3UyUF3EJd21p5/UU80XOps59oA3vX9JC1Bqb+accFCnWChXZYHCbTpEBUNQXodHYv4BwKA+hz21SDxRZ9rdLY17eus91P/598IQhKKgte+SWJudQKLNorpsqza6mhONWgMyuf0CupFdwX3WEkBFN8ZbPYBGiGi70ekBTFDffYto/83vurYNy8L3js4P+8KPvTl6kYyOtDcSEdeCm4mddjsuYFVt1dwziklSUA6h0yDbfDe+GlwrqC9w/V9mTbADw0e9WmOgGZpcM82eae7lL9PcsknTn8HLRfH0S7YsTm5wurxhogBqqoxUKg1gFsQZr8xykChlgx0f5WXWkH6KAOFWn/gcTI5CT0GCgEFhFv5/lEoBBQQaijU0lAYl4RCmjwhoDCunbe9ayi8u6Efh8Ihd/ILlpCGQkBBwQYSV5YVuBrjnVYC3U6sRlt67DhGALw0yOhH41AIAHMbB4a+JA6FAK9HB6DgiLIGF4Bb0MJa11mSRajDCi9nXcDnRetECYU7eiKWdUxDodYgrysOhQAUEIqafSdrZSetgC2+x+plLk7chcWJ/I9VFN3BX4MEq/5gTBT2zv0jj7ej5Zu0yoWlWFpHw2Ql8OhyJsIqRRNm5kdEEJ0WtTgOvctAIQDYtbCVxhEPxGhxHhgcWPdo3PLRJ3msmxdimtP65RNq0lbMlFw10ZsM2Xrz/CAztyIgt/Nu5pnVgHEla4NqdzARy2gvUT0r6Xo+/8DNamLaKuY7wErnjN1xA8buuIGvIz00L9yrJqLopSLWdpuwFk5eoCYqmfv0rXPVRCVjJ/eL+RpY/bxLz37P/OL0PslZDJ2AV64F3hTuk/1inXQAFwoolEHf2cXAWyTYpheAEbfydWqFz2WEcAc9F1Llv3gun18XklRwmzjRbTyHza65gLuUp9T9AjlpxiX7bMbBuEVGq6j9NWMB1apewmYrh/GEkJWd2Vi0y8DLirPFCRe87Ahg2tFR+enCdZ2YjvKISYYpbnsJpWm8WwWNiQPsxIbMkGj/VaL24OKIXa9Ot4iLbyeFb6e54/v8BX2v4eUxYoeBfH6RWRIbyKxLO7ojGLvnn8UbiwSh4Q+jJGYSOspSzkVJrTgWEvhr6gZ8yfo8Egplwg51uWrl7OD9sJuLeKb11m476Ud2aJnsV1nrSDfrogQOvkUJNuxNW3MGm19yA3fD3xE5geUxEw4xb9VAYJpwsUv3budxoIn0pk4faR/7TeXcfd+7BNE8Ht4hYTkrup9vY1NI0WrZmvvmv9jrHBDJJDLxaOSP+XzbLuAvJDHjTABPiW3OFecVwHbBSlc0wL+7JU/YrlLJ3sVgvZH3PQUM+4JYJxncvX4xjPVNa5qYzxFQJn9TAKjkGSTR6W9Zq0SeFKEoEwUQ7uHnPNQDGE7e2+8E9ggLgkzkuRDGOhmoVBQ7ONYKfLnaXdb/jnKuZKf3oFeCrFINhbRm14ttvPuChkKf3Db6ndyC81Y5z0jWULiC3PV/phcvnppxNvAggcHRAK4kcWFtQRXpFwkAdAD4DImzGzQD+Ak5uZUEZ+Fx5sy6xhuKKXWmCq6GwmeDkjIpnq9AUOtkQEgsIJXJI7Gy02RJx4GQrLMi6+Z4Agyg+g7fFyUgKBpVxIGw/hn1qPscA3EwLG4zZVtK00owp81Y8XQG6/RNxmr34oQDWBUzADgrpSnepxhQAEMzrpelHoTXRGAwCCGTQDieJCusb/l39YTWVDv+FwWFWvkLsCRm9lWD4Y7ABTp2zz+jYqQJYira8w0ACgi1SmLbUJZiLkoaDNf3Nxf5SXW/YvtRlzSQ9SQ25YBMjODPon2woEdlG9SlKt9ZTsur8eWoXsJ+i+YBChSz2pSlT7tjAQOeNCGouicJE5wFI8cAACAASURBVEnyTzym8lhwo9TnSga1i4Kgtrsipl7iU52ZmNbwmNmnF74DfMrE5i5JVT49CtzLY70VGGppQNxO/oOjHjYWcA2H6cQamZLLOxU1bmQt9DQcRvQxC5VYlHXo5+Y1QXZxVYqxuhZsGAHkEW/C31YDnyJegP43oSrVeAkKKufG+ysDAA7/Rr3/uaa8VKR9t0nAAAwc0j7SGtw0vEzLZ/sYHfJNtS197O4iANnnSl7sW1tTlxDK6Qt8lZyufqkNevpUGfzM+wioDvuCGY8DInVuPA/gK6LuIcDL5uSdy63aTZt54s+rwT6SkMDoXW8hspacO1vALXrTFvCEntcCMy81EA8/l18X9uwCLiU3/D9TSYOsNNAhsHqQpY+ox2NBFIcDxL+LHBg6vUu9Qk6wDbZVC68Ja+AFIe4ZWargiEjNe0GsL6HwkRDL39dFssDTIeUYrj4FFALAneLziBpfW/rNtjY5tuNVPiDBUFhHJRQCwKIW7vbKSeZu4LByNxQM/fTfGSDUIjACILSWXIH/eTZfvY3/VneM4zU2JBhW9yRBilqcANvaOF60elvf8u8cCgHgMHc9xmvlBQprOSettqHfGVFJ7cMMCgFgks+tJBWJ3MIme/cCAVAEqks9k0MhwDPfASvJgYKhFoVRwC5tlNVZa8AQsGvBAYhGCth8RGdga4l6lktSb2RgCACRleL/cbY4tqXVHrCtT7J2nbDmRvO+ysAQgPWdVeVxb0DB3pD/Ng1jEGAIAAX13OMQzfkMm4/U/dnepizpIi16m2HgEEB07F8hFXlzCh/IEGEtPxWeEAGHAPDLH/L5faV8fpht3LY1XPx2x4TlVMJhWFeT/xamurAyp7RDjIRDAFgn4gCGie9DJgYCwCvf5fPH7VV++6B57uDw/ywXY+j0DvXKtRwKhZrHb0XzeB7YUjVXXBTzbjs9FFJuKA4mCoU/F2fNM3B6KOwFDoX/eS+Hwl5gFsu6pIF24VfRWmvcswWnhMKc9gnIaZ/AFudGr2RQuKUrwqCwtNd0Gwr3EsCJBRP5jlbnHOJQ2NVoX4yPPgkc5xe+Bcn8t6zee4r4KgB3pdZjUEIXG5NZrhLGZiTz9mtSz0XT4SULd7IAC11q6FSSMXUsxg9ASSv3rZV077FgalI7vylY4Yu6a0KRfd9HZB/f95ynCvlKO0XNNwlnAHIO/Ls1Ri2GAJDdyLfbnCxScaM1totUvk+Eu/lyPR6qMTm51aqxiDHivypqSZZmnPx8ENcA7sesHMSzlSPdDUCvkPhPIhnqMC+P1y0Nu0Et6AgrQGikE2/i+9VH3Ei17lTnK6rPbgauJXA0DgyOI1s+ZdcRbRb70bqLF57+1lRgGFleDwyV5R1fAXMXDxP5UPseg13bsUT0md5bw2Oe+/ZSk9bhbcBGAqk9bZgziFhuAeALIpDxDQCibCnz/KxaAmybpiat4cKNvW+X3ZJzu/jPny1ufE4gvC5koN/me3jjIhd/+EHIWQw/CQoBwdLhJllg8uazGAxmPXQmg8GCTaPsk6ssHXKknMNgOYzrBADOnWvDoLj+Yur93BLxsog3vOh7Cga1+sEupj1zgwJCADm1j1kguKXXjRj3rLHC+BP/gKXJl7F1vt9hXL11keeQG+V3yxKk1nT8AqW9TGzSLW25HASHIe6OBQD0BCBINOXQ3Rym6PMhd1qxTgtyf8bmV8WyOBS2AleNMRa5ooQo7ko1/p9HYr0s8NrUnRqHQn1hpFAoeyGPT+rAc1EOGX4aKWcTlLqhUChLAU1LbmFA2NfrZvsVzxwOoLAs48p4FrHW+oQRHAhT8xkQFid1YDZxt7+YecCCQZZpCgBXPcGBcOhdHAiHfQ94k7hBxf+jbsi/sni7ej8R5zQPjc839aqEVFbTK3wgkmu6fACI+qqPdvw9okuQGzE3TzX+o6jImsQ2MTIhhkjFF9XM1uA/ew4Bi+42lJ5nanxObn0GlVlXsW0UdpNwgFpViYAmWxX6ogB3YzlL+Mk5/CAqcr8Zn9c1GO/vUPU1lx6ebUNh/6nMWl6VOoodF5G6P2NFlgGcGSlN8S4w8f06uJhv8/CvgPHkvNVKYO+Zm4FruMX/8TSeLTItudlk8wJA1ih+85ZzDfAnbjn8kTjl7W8EfkmNbaIiz77dwDBqbEuADYdl9wJFgYu4fY/tRahv5Na4CVMxJ+8RtsqyclL0/hXYJiKZY9YI4GLyXz93FbCb9MHeuw0YSW5AutuA4wKmz/kBL/O1cx23TPYBA+ffvg6cL/bj/FfdZf9dyFkMnU6i50SngOR+DAoBvDMLIXuBgML9AgoPgUMhcHoovGkph8KdAgrXgUMhwKFw4kTU3VYZh0IAFhR6r97BoBAAg8LSzgwGhQBOC4VzIg0MCie3l3EoPAMcCsGhcGrdGZhS9Q0Ggl6EW6TWpMi+XbakpZBCIWAnBciWbAC3FP4o9bhlKZRt2yQUWhq68LSWwtNaCffPY5ZCCYXA6a2EEmgtKJTqhdNbCd8UtfqEpAUxzHoos4wtCeuhrFd4OushIDq0jBkH3CRcnu/Wejhgmu1WlBKWw6X9F7L5Fj8BBT2GXCzLIWB1ONEQqSVdyNJyGKoLBHzuIN/XtU8AXjKas01g3y3t3KW8qjMLj48nkNy8C4iS/1ndOuAy/n3eLfJbLCvicbBz4TDZ2KUHVkYxA8W0EXbtxr7iTTauxrKDoq3KEHL8Xgz7fC27p/QC/6zbpgGtxMw4/Fze7jQxHRgoLNXvxIJI9OULgPPvE1UJXhXJQU7vixwYfpwVBoVDzAVrct0vMbmOx4HRu+6Ct29DwdviArlNAJ6ERLudrGo0r3Uu7KKt1xG36855aqIniXXgiTDng8fFTJyIulHmjjgnts8qbB1J/IaZGUymQKWdGawIdP0riah/xYDSkeeTcOR5EzOWk9CNHJH1O7m9DN6eL8bnR4/gGaVXpbdhdR8OhX6LsYp4kT/Bi/wJ/hnb42NrRqhkgzVDTIeV3Bxu2SjvSsXEkRwEn6s2X1jhO+iVW+0ns0LFUleJeMDmpP+BHzFB/4f77MHhPja0UeU28Avt4tZHUdJgiuGWbOUXkpy937a2obuSAMC87vMxr1sESPk8jk/G+S1KrWP/Afid1mssvSgsMrIcyoBpqrC2KK6tLWNaJy3pEmhx5HosjpgaJt6hL8PbcSZbR8L6atGrenm0F5ZHDRgUddqWSVn0+/r15o9Q1ZOM9V0C+I+FVG8mqvT6o9Ij0OolI8fnJXusbRItxSt2WZoQUTCO170MdH+0D6a28jJJ0Xxy/OTOVI/UupZ7q4JDAohZza9ZcGi55ulXmgAOTICyrhGD/92T1KRV26qmuF4Bv1EeQKZAVnb9WUvVpCXhUJS1waa/MDick/eIgkMKiLKY9dgRatLaA/uztgofdKuwEo4SGc5l69Sk9VmRai3CgfDzageHH4CcK/njJgmDaSO45Sxd3pICFf1nxZ9nej02DO4RdRNyxIXxTXFh5bH+dhxJBzgMAsB+Uo7iBBQMUl0s5seIRqfDubsl0nE1m48d5NaZBwprWZeJpzeIriV6PwPdeHWLBYIrutay+SLw3sU7OiK4Kt2cSJ9rEW7XlpuYdZACIQDg7XlxMATAso+1aCLFht3pLNMPAG4fajpg3JNahx3d/CJX1ZOMat/8nrK24I7uFAaFszvtODDaUzq34y37GKt/js+LRJ6y3tM4FPYWvy2AquEGZgo6qy0gXNppCv2uSL3GAsKxwtI7ufpb/A2qRbeG9HQOhNcLk0pTOY+7kzdIfa5Ec/6/sCFqjb4/2hfHs3ez5TLh5+693OJ9x1D+R1rZmY21GeZGQxfW1ro90sjBMCRxySszSRVrJx1ElXDHzjkuSpWI36Yy9Tw2Xwi7Jd/SLnNCmJTUhiKfW54RI37PHbdapY2QeS7mkRPA0iRe83GFP4L1A9+cZZcFYiCZmA4cfIivUEPAdPSjaM7iVvr7Sa3TkQkx3LJS9DuXoazy/NULrCxPbcg9wgB6yqoEIMoT1l3OIV/CN14Xltw3RQLRZTxhZM7gx7HssDn34yVxA1AD4DrxwZrEzZ8MaZbJLqJzDiucDQAl1/Aatj8X/0MAuMWA4Rt3VeP8hwRMXhRSUsgJcK5kJwDATpH2tn2P5U5l8pIZFALgUJiQbv/RJRTKgsMSCmUZtnNHcSj0kjkUDr6Vn1S/PVdNVBIKRRFkCYUSdkbmxxgUynpzt1/WwO+2R4JB4ZTkFgsKV6WatnqPpx/BoIRuBoXro8Z9n5LqIyXV5y7jnbC0YhiPeztSzmHnSJ3IJhb/5pQ8/rkfiUk/limEfTLRvtGhkgWoY9z9ubCdu+ZrevO4reacGzCGQltINiOFwqGbh1tQ+LM67macfZxbxBYe5/+LyXu/wuYrhv4Hm8clz9tWQqpeE6xkDMuKeOJ5ZHWfPLJ+fqTegtcjPSIDW1zXJTjWHbqCzS/1X2Tzy6O9UJMy3AzsEy5JAOMvNSEF1+8fjLnV4ubjDNGGUhS5Lqz6Nza/vucU5xvYCSiWzrOtk7K2Y1USN23NPsG9GHPb+WeIiLaOofX+ziYtOXfciqzWN/g+JJtYwt09KVj0xeO8ZIs8XK4BQE9TjQDmmP0e0BcYIA1fl5HPWQjr95eZ8rKl4aTR3HqM8/j/vWLEg6gYYdJ+lx28BdERxHp+6VTgBvJd5gLl54ibumwBitLYXi6+CAngsmlCmSDor08DviGrfBudf18+osPFdW7HPSdd3+m9yVkMPw7SQKhbtW0nd3WX3AyUEcC49nvsIlbR7xZev+/gQxwGK/8CDCQn+65GDoMbNgD/TIqm/uUsDoNtUDColXMtv4ju0/UBA3fO/Y/aILjhYWACOVl0VHMgyZuJBb7pfvGzaB8Ggy0HEzAy31jWRiZ0Mhjc8FK6gsFAy9f1BojRa9bwxnh7MwCY0v4iA8FFgSXo8fQjAIAFHf0ZCHqddwBQQAgAsWbPAsEnrzAn9WlJ9VjRqb5zDaRTnzfEPai4i0HhxP5t2LCX/GbJHApnpTQin2QiFye2s3jCip4IShLNCb28O41Z2Gp6kjC7jritssex778mIQe5TX8zy4MadxoKF7evsoAwt34NmnOMSSTr9Us4FHZUMSAEFBRq3TH6BANCP/u3QItxay3O+VcGhKUDF3AgTOrFgLDoxWEKCLWWBtYXfXHPLjbtwgDT9k9bRGitO+2aPsf875oT+yDLV3+MBVFlbZpFoHuQ18UsioMSunH3FvK/68V/09tTGrB0v+lFVn7mShRHt8Tn53mXsWSj3Nheniww7Hso7jExXpteSmNWr4fzj2JORJDJoV+qLF/AACNJiqos+CErfTQp4Tj7ry/tHBBv0QcAxTjCM3uzxnHrUcMGLMo2N6r1PQmYn2pgu6CrhlUdKEpfiGJSRunhtKMcCnVspP59jqwE+pBEGxlSQOIvmzPUzUhWjzkPLOrMx6KfB7+RNihSZk0HB8YNAG4iKyyrAcg9bO2TwIB7ybn1xXK+vV4ALjDHVF3mRfhZzPwHFiVXY1K7SY5ZvyOPW+e3d6JiFg+xKdrzDUQLVZH+yJ5/DT4LiTP937kon2EssMXbeWISmvbwG9JEqN7S8Rek85jUjLOB/yRWw1HgYULF0/j14cEneILOdfmsnFBk77+Z7QLA6NPED3+y5OoYfiK177c8K+6vIYH+3WL+OlGzTNbjCorGxtUkytDItnSjeSIL/kfUTBsh1u/Hg8YhYoUsC2XY3T2RzM4FgOUk81WWZgF4gkNRSFzd8r3m9avPsoMmadLA9Ko8bB7GXVdjG3mLBRbfCCC2if9fKRQCvM8xAHzlhUF8B2Q0gPAooQ1IOdv8Pe5JrYMUjTuUiREAT1aZfOwhazlrc9gia10ACyNm+R0R270o4+9YMWTYNe8oFAKwsib9BBGPKC/yrZzEaSFtACjq2s/X3yzccrI1YX+RfLJL3MwAQJGImxPHdoXPk2JobCAA/OwNbgmlvykARA/zbPp4z/FANWm8Y03uDm6iKi7gYQGbjqSxeb9QtiQB8DZxwcs2lgDWDzEdSCYl2v/d8h6TJFJc91t7+wQiFvWMshbTrjQFx56wfufZ2TxEYEWzOD/IMAVZHugUcAiAl4oBgP8SCRbz3wKeFudAqf6E9naHlCc6h8BhZbm9/CoDh4tS7NqXZaQ15vrtva3lFRfx31XW9Yyc4FbC8mzeu8+CwxbhXpZdT64TNQ9/ITrbiK+QGQEAq+5i9K6Q7i1HV5qZ5+4FvuHwAM6V/AmUhMIjK/ny8Z/mUHj1AjVp9Srm2YOtu3jgcEc1337WOKt24ZLh/2Nmfn+Wmqgkb2zggclbBnJgYneqAKoGi1gjAZXl+byna1lXGoNC2mkCAHYfT7GyXqnuSa1jUJgymJ9cUuCfEgrHNj7FoTCSy6BwZEKMQ+EYYOLFbVhK9rmyJ4W5GL9SOohbHWoAkIoPAICTtDzWkoH/C3s2sflJUX7xmVQvgOanoneuKKose1bL+ou5x3h7v+mt3BVo9UwWF++CgzwuKXMkh8pfDzjC5qtyBaTJwtvCXS1j86x4QepmBGz3efue8CSWPeJGTdTUlFnJ1BoGAM9eeIDNS4BfU8jb8smSL7ld/HspPWsNm18msszzB/D9rxGu7TWdIg63TSQaCFBc3y3AURwXS3rdzpeL73VRB3crL6o9dYZ7zYAvs/nxiR1Y1pu4wmt+w7PNjz7JyqesT5uI9elXojKTtJrsbgPeIjcp7Xt4Ms43NwNfIu347j8LuE6AyxXCXUp7MY/MBc7isNk8mnS3KSwGxohs89cNOC2KrcOi3fz4XpZmUoonndNg3cQU7ebfu6zEUNebh+KMEfG5VgzohevUpHWJOD/Ia8k3blVToANPqimuWA0PSZk6UU2BIvedhcjmK9hbsN/+qu8BD7r6h/8XOYvhR037yF12RzUHwm27FBBqvfIXDoMALwjc1WhnkdF6ebEaGwYLHo8/X5B6gsNgMjgMnjmKw+DUBQwGxx68h8NgQxmDwYL93+UwePzPDAZXdWayu+Md3REGg7t7krH7uEm2mNjfjht7MsOcgPJ2jLBgcDUJ7m/xEzC9ygSdbx5WZVkHETHQE+n6HLsb37ExAowxq05M4/szOdnMD/K6FBRSUQMMb5OsREpMpJztW2C8PuFv8eerksZgWuxlvjxSHIfC0r4zMfmuIXz73yGu3d4Tgd+I+NLPiHprxCVU0/+LFhA+m2laUEQOPWRbc0jSilf7kAWEtHzO7OP3W0DIiiMfeMACwoUp5r+yOGGbDYSV8w0UtmyzgZCC0H4Bz9KyNOIHBtz6XoMtPRxGUzyfWVF3d/OYxatfG4JBo81NzbJ0Xk9kSuUXuKtbwEBN0iBs7TaZSYMEZM5pH4AjxA28MUvAfUI3A8Mpb93IlstY4/W5d7H5SZ3cqlyeck78v7ugcbn93aaN4OBJ+zhD3TQWHDOWpJr+X2TL7+7ox0pLzdl5Kd/+2b9i5zq5vzT0orCljLvhz1rKreT9p3KX+GPfUZZDrafP4nAoz7n77+Nu6/N5S5SsHV/inp2tj/LM3QueYD3cF41cx7LX57QPxPqjM836x1Yzy2zFyOXs5uie1DoWC5rT8CyixOW+tTsVxU0kxrp6iWqrqPXaNUAqgUPZRSo1n91cHvgmvxEdMh3AOGKx7xE3XKs3ANeabUbH/Y2FxuTW/lZZDbU+udZDZzH8RGifcL2EWQm1YjWnhsI3pp4aCod/75RQCODdWQgvH3dKC2FVZvEpLYRb0i8JtRBqjU2MhloItWYM5EkU9X4ig8KhTcMZFMZe9xgUXr9/MINCbLZdxhQKvf2ft1uvESgcFDm55RIA7iNZkKGyvXhMp7KMAsC0tlJrjFoKJ/9cQOFgsbKEwtPsT+7bXz31CvJYFvIvDHFrEkkovLpF7LBMapEZuhIKW3dyS+GpoDBs+xFxMaTWw/p1GJvA/f/SeihbDkrr4UjRXk9aD2UbQKvkitCmv6WdcrmVWS6V/002O6lGgHICB93imMnAtyyHgNVOUapg97xTLqcxwaE6dOrtF643oQvMgggAb81D80BSF1CW8/nSj1lBdVz3FitUjoxRAHXXDr2LhSpkvTGZeT6aRz/G6zqGWRBfMMdvqAWRWrNDLIgl5NwZZkGk7Q7fkQWRSiSkqRhx830M+S/+eQ48CaCWxPuKYwdTJ7L/3ymth4CzHr4HOTD8qEhmXpFs4+bznkLzeQJSqLoa1HQyHf+z1WqNqXdJPKEAABZUz8KCapLNPPV5NWkNBI8Bu5wDZnl3KspJzUCpVbEsrCJ3sFvSL2ExbxNezseEl82FemxilJXZSIHP3JMzBjahilhD6v1EZq2a3cYtc7HXPay9zCxfJE6U2Az4V5vYpUUZN2NRhnHvePs/j9H5KtFgR0VETR3EWhPpwvzICUxJNsXMbpeB/gBGXkXA8hRJsgCAjadevL5+walXSO4XWiYGgA2FAHAhsYiFQSGNVT1hQ0VZgt2PNq7qB9T0LkRr2FlQKC8sAgqt9mciHtFqTSihUP8XTweHIsZQwuHp+lHXZPEbOQqH9FjSknBINe7tAox7u+Cky2UGNABMaTYlgaRbGgCHw7yZ9nL5OwRaUHsP0HiaA/g0yoVdsJ2q7BxyfpKVFABMOmYsXpMaVwHj7udwOOYlddwEx07W5ssZHDb3/yya+5tyVStalnE4BNAcGWpmBn/N/l8QK96CXRdzOBzwTxwOdwST1mgwOCzcfj0Kt5vYwMphP+VwKOpuykz9nJ565PTwmjqsF/bb89SkVf+8mgJVjStH1TgSohLJtf8PREO+9//Ze/f4KMsz//8zmczkOElIAiQcEpAENREkqAQroWpca+ousYfQbom/aqwF2wV3V9hW7K7Yrmi/hm4NrcK2Bq1gt0Rb4ilYjVpDW4NIKJqIHJMIDIckQCanmcnM/P545pn7uq77mYl2t622XK/XvODJM8fncN/v+3Od8jD1P/Ki7oczWw9hIZZ74BvIPaBK4zRWiYbYe/8Z5+3D23lX8sfdKBCKAc2TxNuHuNq/zF+r9TMmQbzT7tZhkAavH/sJg8Ha9KUcBuXzn71Gb6OUqT5/QyEv77LM+yq6UtXvaRBxXit9r6At+VOR7bm/45PY0ss56LqDvPSHLMPSRtxor6Qe1WBwe6tyk7248CiDwZ0nklhA9b2VPJljzehrsHV+Uf1BJoPM4ArhXQkqlqzRn8KgsDvowCbSxeHg80Lp8QMQ+Tsg4zWmA3lFagIosPs5FKZdBmbx6byk0aNjdLW4WrhID4jA8xlkcJ98uz75EWXEm3wxEt4mLr6LHuVAKBKbXGd51k2BSBzalnKcQeEB52/4Zw/x71oYX6Oe6/uRDoQJRCGOT48OhICuOI6IWnpeN2vxJiG8LehCHgE9p40Pb2ZGs2k0ceVg0KGBYTupV1kcOIaWOD7pLtyvFOHdM7swt0ndX3kL/bg1QSnsa4Z4bblG1z+whRcNgQCgL0JlApl0DdJxKH2+fs3IhDQK6unzmQLWGOAJO+5gvJZgVtZN3MLx6UC8ArDm8XcYYGjabtVy8ED5YRS+rWp2AoDnCpWC6zq5mSuJAO4cVlWq65NPwkOUYZe3k5dzkaXFzryG2otUj7iV53jCFJ4eo//4ApG8Q93RNoemdDZddjjy/5bRJKx1iHv7HAG9A6KP/cw6dl66cnjccf7uUj4fed3ABHI/iKTHD77bjak0j2iSSPaS3i6h6DdewLvpVJ58SG3M/iH+Ruy8K/mvzt5ZxaFQZkEKc700U/xBQOFhEUAfCwoBBoWIT9egcE2ecjuuCFzKoTBzLoNC2dVg2chLDAqlUrI84QyHwmdjQ+HGXq5uxIJCgCuE21tTGBQCXCH0wcaz7MRhbvSnMCjMnMr96TlFowwKZQLBhmSeADCWC6zqi5w6lyfxhIXjpaKP8OAPIv/vnSKKOgNoTJCVw5W5VxyMug+AnqEuTXZjmMbjuBgUAvpg/xGsL2jXlUJqNEYMAKj6AcDWyo9N8yQRLymhUMS8aYqXzNQWaknpIAfs6wb5d3f5RDa8TPQgVhDn1+I3qcVSDgFg7mP8/up+Qyh7YtKtHGqO+X51gWkx98sC58x26G39WGWEOL5QkrGFlb5dbLs8fgypXSib5d0CeIrVuFjYfAFwlkPuqySxyzOxWjtvd5NuNzEVRADw96B1MoE90XpQc7l/UVSYuFEcO5Hsx2oWhvxG5xdiFedUKFFZ/DBwUhSbpkp74Tp4StvV9v4VDDzz2/jCp2tuK7+HpHoozkNM9RDQq2m4+IK30n0/30/Hqr3/DOz/Ac5bdDsPhp8E+6hQKIvtSigUvUwXT1NuvaaE+WhKmI9otibvCeNhMyY+rSVZpgDSoiewwa9aWS0b4ROyFRR2hEFu7rP5GhSChKts7M3Axt4MLBpnwFSV04MqpwKn+5N6cH+S6qrQ8UgCOh5RkCiBEAlgnUN8sGHPi2GX90xYQuGeLuUSz5waQF+HEQQ955IRzLmEuwIzbQENBK2MtTkj/FBVOQYUfplDYdcI79cLAL1pqv5iY8oNfCfJajWhkMHhV0j2pYTCK+80HtFMQKHWi1iWgxEDf6M/BZtJTOjyBP7bqd2b2GtZoidiAgoPtnDY0KBQQp+EwmjPE3DY5OJSr4TDmZ7pbFuDQ2Irh8djpeidTO2SX06L/H+jNx0NPl4aB6JxB8glV3WtR+uQo8VYEqsYmIyKAQ6fDA4pUJjqIYXDRHGPt5OFpEUpJNlZxw0eHynhMGq8bV6M6xUABvYa5bSK+aLZc8VbEaWwsq2Yw6FzsiUcmoBIFUTjyy3RQhAoHN4zko17RpSSWJ/xNdRnkHvnS+uMBwC88IQBhxQQp/Nr2Tvj+woQ/T0x4RAAh8PMa7QwDAaHgLpvc29BftsCDRCZBf1cPW4VIRvJsYulzRtpAgAAIABJREFUa3HCHwUOz1tMO+9K/jjZO6IWW46o50RqbnmSCnUgnEqA75SsP5jMgHDxVB4jROuDAUBFP+nK0fsSUwgBo9isaXWHeXkDAFwlFG62Xten2DbNxuwIJOgwKKvrk5cvGjfAYBAAC6Se9v9E/bsrxHuJFnJzLuUwt+egAr97L+7VSnbQ3tJ5IiFAJhRQKGwdTUSFRVyYaZfsmsb/cIiDoZzsaDFjQJSI8R7X1MIdATWZVvZtYvvw839nQJjb8zTff1bUy6ET9alf8R6uAK8F965FVwMKhcIF2zhpDdtuHVXno2k0BX2ipApdCFTvFz73SbczKLS9/yu2+5XreYJH+WEyAU9crANhFsmolx0e/D18O3UWmiargtsyblUmh/QmqmPscU7WOnFUoCLyf6mQb01xw9agxoblN3KIpkWRAQC/IP+fZIAhez8bOd/idzUlX4s60o5OXtMrRn/PtlmcW1yyDn5vEWU3Xywy00qZYuietJztzh3mLSVpuz7ZZQYAyugqs0u0akufb4ChaQ4O4Z5JX2fbFA4rg7x1ncc5mWV8y9qq8ty2Js5j2wsHeCLYo6QcTY2H1/jDL+7iYChKgHkFPCUc+hZ3YZuFoiMvEIkj9Ln2ZHgy+eLS1U/Ot1Dpu0p2IP8I+VsSB3w0ioSlK8hnDfXo7uR+Mq/I+F7P27wyQCpv3aip1jN1b8pfgZ13JX/SravnMP+DnGhe54OkBoWX8y4RzNJyuUoo6p1tHeYZehWHeFYXhcIy+xCDQs2KnvhIUNgterNSKLzh+kEOhZ8Cg8KqTK4QVg+9GBsKhaCTd7l68zmXjjAoLLF7GRQim9dx6wgksO9OQW3PiUQNCjve5gRK4wgB4JLT0/iXEzB8w6LoEEn7BFtZ6yQ+QE/ql41dhVFlUFq7dMmKDETpPh7LJsXIVn6fK92Vw7zlW5uTn1AaF6fZBd/TlEJqL17Pg9WbRoWaLKFQJqRsEcdho4g5FABUJjLopXJOzeU7xvsJC5PJM7YOPjbI33J3QnQ19ZUbPoi6D4Cm0tDKAIDF77BowxcxqRpLe1scw92PWj8vbDW2q6Puk7U8y3z8fHRNF9e8PN7Cres6/t9wnVJEXfmcCgVojCtk457Ld4ydgxPBeNae0pNyKWriVGegZUJVfCyZ16OkLf/qXV/BsmQVK4svrUPjZKKUHfkuOwcJnreR8AeVlMLcy4CefS5dvq+Q+z8wFLvFYcGDbN7R1EMRnuFeKkJXPOQcJGfrzRGoZYrYaAHAbWkVfL9UG8+31WN2XjH8CxsFwnz3oxwIL9/BgXAi+f/R8MBjAuHJrXyF1PWUAYSmpVzEgHDxrN4IEDalGx0RIkA4/nPGiitsa3LWsZZpjf5U1PWR1kNnW7Q4QgaERGHqnfotBlRFdiOofma/4UbrbnYYQAhg+wvhwZSzJKoyDRhc5BhA9ZBKaulKMwYHM0N1z48TOQwu5zDY/Y5DUwhLwt9n0/vhQSu8aJ2TMRJxcQOGyklh0GkLYc8JAySLJoYzkk0YJG67N2Z8gGVDauDfmuJmUPju+E5c8nu1fcMcBYQuWxBFJJDeBHQTDN2uq9hAXdizBa1ZCvKp8rA17K6u3P+F8O8MD7rhMAR39heR696gvrgjm0NhEgF6sy3cUHhgl/117ck8uLzv1xwI7ckq4cC8hgkUNl5zNAKFqx3XGzUHw5Y/chUDwoI4XyROM5KMdQGJxTr+k8hvtf32NgaEZkKFOYnXdv8jcCHpnNH9Qw6Ek29Xk+5Wcr0vuR74EQHFpXPZd2hyzI6AiglWVFEaQBx6R8PjQOosHnsZzsy0vWbEtd5wzSC2E+iocnjQ0EVAsR0o+IxxzVTEDzJ1/gFvWLV8Vz33lRoFhht9Gbg/UU3Ohd731O8Pq8BmLci2cJWBKodaqNUcIOWzpv8HepOKI5tZQ3tU4WhTMTZr8Z0MfyZlM8oQl9/JElLcObdF3K31odcBAC0JaqzMsY1ii18txNYEiTfFmY2uOKVM5R/5tlKyfGH/Og3NMROIzIzeMNx4JnwJrl8pIG/8h6OoPEekWNdc1KEIgHEeAHWdmd4a081cH3wZJSEFQRuSTuEAGTNvG8rBbpehrJsK+k5S5WHDUD0a078EAKg8dg9PGjFdy4cNd7X30hdVKzxTDaQqYea1hgppGhWbrzNg2p1tXIuptiBbEGd5fgecJqr8uVbgZ+S9V1QpgAuHGLhzjOzo3I0FRrs801zZBmia1vM8Vy97fw0UhccMMzualGdrs6swjZL+Jq5825N5gtRfT1u98y3xPokmVcL8t4TaMiBWNRQMpXQuFQ1SigCA7tqSNxk1EU/UPJkHOZefFOrkJLLyl9mZwu3YNvk7bJuWGQHAwGf7Ga50mEBo2lY/j4cpsfNjsudmNVjmPcEluMw4ngRiAqFpm3r5atbpUpebrE/YcVL4o0WlBBnPVZSrPqtjSLxWLJopGAJgvWABYI1XtZeS9dZo0VdAd0l5j4nEE5o1K6+X/cLVliTiWGV3EQqHJ0Xckowpo2AIAN3i2p1P3GVCwVgT4vcMBUMAcA1ztx6tqdaUwt1sUlXSwHC/cDfR+mxbxXUvQyC/r84TBUPTZFZ+1yiBchEzbPvtssj/JRgCYPGCAFAwRV2vFNwA4IG3iUtbgCHACz0DQOE5pbquTqrinyNCKRgYAugt+gXbzmojLf1k15h2cf3JkkjzeMxqTca3Iv+nPagB/bwyMATQlchjz/JPEKVatuyk9wigj3e/FZnCC9VYWefiGcvS9ogkOZk0R6sZyPFqvZcn4EmXfmWHCPehx1uq/DJr/GXRwk5EIri/rAYt2cUo67AIj1ovaj7ew5VaEzIBIPc3wtVcImLlZUzvRN7ykd43FAwBoKT3Sf5cef39dcDheVfyJ81WHOUzh3Q9Mii84ikOhTNFDJe8sWWcCJ3kky/iUCgLvYqSCZ78e9g2g8Ip3+BQKM0qcJwYhcLapNOoTTod9bk5aXyCahfB8RQK9wwmYs9g9DqJBXY+COzp5c/d9JqYhWKU3OtoEmAnf7JMMhY5AMwEFD50OT8eNSIOtNkfvSixLHdSepwPwEvE5Kklh1CT18TVoti0KL3SWxCjHIQ9WZ9st5PJVCY5XK/3RY3YwW9jzSEOH9WdCkhd73yB7SsLXB39vQDUnvoW2y6bRNUOMQlJV3Ix34RoD4sPotdlrPVHd3EDAPr5Z9//d+p+lqB3q/Mcbp0Wvb+4dGE/OU/BbWgpP6/XHZ6KmQf5hEptbT937WaJxZbseJHV/Z+IarsFCJYK1+Bc0eYwRkF06c6mXUAAGK3xiOXviVGiSarfseq9AkBe9ISJRj+/+UtFoWj5vff0Rx/DinEGxWT1IfuRVwY6+Atyb4n6Xsj+e+6mFfUm3XeIgakgejV7H2xs7Om94CH+BNEwB/fw0JTcs2qwdX/6INZeScaKNjHXyDJIYi5rsSsPWkngCEr2qTqTbVk3s+e2ZdewbTk//63ZecXwz2zmBXdX4hkGg4W7LuGrFuqaNV0sJhD2t3IYPP44h8Gjj/DJfGifysgyywLQm4i+lz2ZweDO0UTexSDOqVyHABD0wdZxSWQzNI6sEC2KandNVQCy0DOVwWC9L50By80ncxkQlsUPMyCkRaPnJI1wGFwGzHlSDbx9QTsDwr5QHAdCmlxnxikTIMz8gpr0cmyjHAhNZjehcBw4EM4EB0I6/ptjcBQobB5NZkDYHkxgQNgSfDqioh1wGCtsOjCfCMZHoDAh7cfs+NYfCStmFAppOIL7CX4dtX87AoWu1jAJUSiMS2ZQmPWuGoiROosnoTjGAy+T66r0Gg6F+5/gUMgSAcLfiQa304Lvhf/FobDgQQaFLYGfswm+KX89Ko4rhaAsU0Fciyss/5pgeHIrh8I4B9BOVKN28NCHFwD8U1hNDbtMmxwqEL5iWCnq+aEvMiW7zfcTFtKBtPlYm6wUlXtezsZj16v4M5pQtKnTmLyXTlP3IFVSW0aTmDp/885chBYoMGz2J+G6w0ph3l9wBIUj5ByQRd/qtDuYkt0bTgiq6QpP5D43G2N6877DkjWqHicZzXPD55GOSa2vAdeEwXD3o0AeuU5Mz0nYpVuTugzLneo3DyCOhXxs8adhzbHwe5mwtM/Y7ppjKNX5o2FY7nkBmEASHo79hKu32X+vK4Z0AdDdA1yg7qfyAnX8zHNB4ZC2pRtAHDadUQA2J20Ee4bVePVkhhvVdnXu2zGO12skSVyN9iJUniFdq9yP8xi7OAcfA3qeZx4pd7Kq3Zj7aFjFu4LA4eWkmgGSWLiCL2RDVieJ3wsOAV1ENXwWvHj/99Viw51hxF2a8Zirfz8eXZ9WlRfy+18DesmiKj6dw+Lk29ESb8x7ZYHw60j9xZaL1Pco632CwWJJTz1WpBlFseumCIn0k2PnXcmfBKOrELrCK3xLtJaT8XpSRZEZVTSGREKhNCmZC7XRcwFP8Xd98F/8+aS7ge1dkQCD2GBIoRAwoJOaV1zHq0g5Dln/D+BgKGPe56TIUjH8Ca/2iKK5FAx5G1rj9QQM+7ZzFy2EV1XbFsmV7LuKOsgAVwrzhXuuTriMWhy/ZdtdTp5Ykn9UuYBrskXWH1RMVsQoGPZwFxLt7AAArvd5XbXemf/NthkYihJJAIDXiWvo06IG27TVfJuCIaBnkdJrXqp5AMqmK9Wt5aQIwxD3CwVDIAzf0T77PQtVnAoq07mLvekCXrSbgiEAlNi4q7KtV7mN1+aI3wye9ETBENDderJGZq8INagmiVy29y3u7SmkkoHwBjRm8jqnlUdEzT3RtaJh0trI/xkYAsBCCwWPlhoR1yVbqAJoy+SF/lPFvV/YSZThc6J6AwBcQkIXZLcWUYiZFUEHdGWYJFhQMDRtLYnh3CLCCdafEUAivkooq43/wU5CCmSBdYBn8crkxgti1+2kcAgAubtIcsflPJkRADw2NTa7jqzhO4+ITGrezZHBIQC2GJKeDg0OhbXk87Cnsn08s5nCIcBVW5og+AmFw/Ou5E+K1cV3cCgcJopAxgK9LRmFQvfjHAq7avkkFfKzSa7hou3R3wvQJ2tSfsM11AHXEHFHdD5qPKJYaPx/cijsFpOYiJOSoLdCZOJVx0XPjux4NQEdr0aHQmcinxBPiK4or74joDC65w2YH35EMxFPeFcFLxsDkdSXmhI9+1RmRkuT2af5caOoDpBzKDp75HdG74ywqTddi6MsCarzXzzAu+rUpC5jNdgkFGLctWwzK478zvh0vXj1sOiqQKw25yHUjsQYiPcJt+IbYnJ/XsCacAcemE6K2wb9ekkOYi3HRCak7PhwOY+zwxUW5XiIVXiiuyIr4hYhh9wXHSLGTJZDkuAXSZgKm+wGRG2efSSSBGFlIzO5W/nhaadQF09iUt/n11bl6R/zzy4ggOTZbSQHEKvCEbXxeRGzPPVOva4lscICETdK45jTS1ESOMKff4aXJWI25RsaWDLr4/Gu7ini/MvxOkaWvS9kPKLZQzKURnozRcnA0iEeG1nmIUXSz+7Qqk9Qa5vNM/xtHt4ST96vuaM8MxrZJFZi1wK9gDy1oX2sQLv7moNwX0NcJNK9/EN+f68eUQuSLb405pLvSruGZ5Q/2GA8wlbWdRcLn2i8kLeOLfPuRplXAfPKESVG3Ors1+JV/1bsvGL4J7YVR8+gLl4B1gH7JA6D736FDy6Tbgc6ibIj4W3iYg6DGWVKBTz1Kw0Gq/bdwIGQrtwDQ7wWGyAyvV7iMLjwfVbIdntnCkLjSdzQ6DkOhJP5Dd41ZSUDQjMTGTAGRQmDtnZVz6toupfD4KcQEwiL7F4GhCc6xCSZCw6ElA2OQ4dB+txucCCczoFw3SuZHAhzORDKwPCGNhcDwiUOD5aGFw/bwyVyKBS6g3bkk6SAzV61Au/KMBQqBoVE3akpaGFAGMpsZEDYlnKQQWH7yA9Rk6pUq4eTTsWGQhoAvje80qfqA1VgWl8D5hNFLSEXtTkqJmll4hngfVKrbvLtHAqTZnAoLL8ReJqoSUtVLG6Z05j46pOVHFx4iLx3Qi4rcVHmMLK5I2CYewuHQmcuL8K9q4FD4f6nNLXQTFwwC11X2ImiPvAOKuLUDEldrd6zhhq3eZIaF+i1nWkL4LYO1c3n1gvPRdy5AJAbN8rKytQmncY84sJsGk1BLlEeyx3D8JLRlfZNjtQlfJsoLwXKE9A4/pvsvXMP3sndrVnXM3hqwHRU9RPJ6Jd3AUuIivPBw2gvVO3NaFzygYPh65R6PUgHpzb7dJScfUY9f5xx/CPn3Z7My5ocfYQvvGdv43CVeQ3ccSpZJ/foOn69n93BXbTHf8JcsmXpSiUFAKeNewRofcJVw+Ox/rBYHFFuLAbmJSngaU3eh7Ih5XlqcR3lcZgZC1BnU80Iyuw81rRk70LYxiuVMeQk43rKRVq8KFMce17gc1jBg2gNKrWtyO7l7VqTL4J7miqhk/uCSDJ5Fnz8/FflWVibWKkpwFQJzz/ybQaG+HYVMEP9lpbRJPSRyg2V7y9iRcBbEuayGqO1iRzWN/nSPknq4XnF8ONqFAoBoRAC/Iby9XAolDbSzaFw+n8w17AGhZ1f51Ao42FiQeHwIU0hlN0NGBT6e3SVkJhn6r9YuoNNiwWFADgUAh9ZJWTmwNgqIbXlYvv/UCUE9KLaS4mi3OB3WSqF0Sx/1D2mUkit0Xk527ZSCqmNpRQym/203kqO2nwBTlK5e18ceOk+lkrh08LFSKzF9xiDQs2Eqtji/xlXC6VS6BPfVSqFEgqJVXie51AIxEzUSsjYxKBQmsw+l8rhhiHeN1Z2TMkVxdJjJTXVxV/JoVBYTOUQiK0cAmi/jW+PpRzmz4jettFKOWTqoaxlJ5XDveJ3/i/VwxbvBrY9pno4Ifr+j6QeApp62CLCDqSCyGxwn17lglr2jcDvyb0n1EOpfGNoH5sL3DeKcygVRDIurB5pxIphXreVKYjTHwS+R9ziDzYAtytglslXjRc+y8ZAqh4CXEEE9Iz3v1Y7D4Z/StslYpnoZNJQZTxM+7W48WY/zdVCOUBO/w9eXFhkaFV1f5M/37Ob1XVCMklW8br1SbmDDHpF64xH2DYkn8QGOsn6e1hsjWf+fnjmE1eUaGE1s386UwtZCzgAi70iq5onXiLnGgFGgst8x/lCSQ4GzEbCj2gmoVB6AkX8oCw7IuOCZNeDOaLsxJ7t0TMRG/a60LCXvz9NILAqLt0wRSlw1TN2YEmmGti25URvuWZ81wC6SP20erdwk20T1+zrAkhleRcBP+5CEeckM6Pp82UGorQeANHXHcChf0fh2ypOqnCgJcaTYSgiMYpKaxAgwe4lUfD6GbLteTtmljLAOxH5Dtpw897ovZBXDY4Hxmgt2+5TwNZ+gmdrp4oMdjkZSvDEQp4p3j6RdwHJ9fC4VwbdZ91AS4w2aQDaE0mbzYF3UNyjEiek+xwA8icq2DNrBUYsLpnVPJQm4xF755LOHYl5wCleailXZl5LuJRF1H8h4lUFHFJb7x2H9d4YapQYS+TiV5awWZvBBy8JVFo5nGw1kDZm3qrFjTIFsv0p42Fa2VcYHObF+Xnog8h8TmjnPa7bKjrRVtGp/vBPxD3843/X5qcVg79k2zQ2sGvCVzkcAmwsqnQMRupumkbhcFvKMWxLUWOjvB+0ef2v0M67kv8UZl44U77Bb6ZmEaN35TUcCFeI0hxdD3EgpJNj36/1yZIGHAf9Fgrh9QoIndk6DNKs0Y67GAxWJC7lMAgg/zgpm/PBwxwGAbh61UDkyfoHBoMAB8JSnGBA2HDQxYGwhwPhieF4DQip5UweZUDY8J4FsBEgzLyIJJccs+tASFXETGhAeNf8vggUdh9waIN4wXQFcCV2LwPCBn+qBoRVn+U0LIHw/hIFLauHnuZQePQRBoRV+25A9QylGGzpS2NQuGYkC4VkEG8POJFDJsDmk7fwH+Pv4VAoK5p86X0OhUKtcF/OVfPcA9+IQGFtqBgr20X/7dRZ6lofPgSMCGCTYkYlORaTbwcOCWClLftObtUD7ztIWQxntg59FAptDh6PlToLeJ5MmJ+5nkPhskd5prFotVaRdg9zL27s4MlGT8524+a3CSSKHJEFTg4qmbYgGkeMpKBi5zc1KOwt+GGkHd9AyKZNgpUi7GEN7UH9xoVov4qrcsUDSnlyu65C7qmf8S/YTjqhlO3ggJw+H+3jVMJS8cgf2LFvz67G4kH1232wscoOXSc/h7p8pY5KeJBJe20Z/FiU9P0PerPV37I6vsRff8nP2aY7aEfuSHjMtifrqnLmZ4CfE6X3qyIRImEZlpCEH1qcfnnCGSSeFieXDq9+IG8ujzmlLtW2QAIqHOr3rj67nnmP6pL+gcFUid2LLcQzsa4nk40RlX2bAC9ZwP9BzGXFXwFa1HXvvpmrgN1BB0p7SOJVz/PwFqvjKVXFkqZpQGkYDn/0beCbvJYuEnJZvcXeDF6ncQBxyD9Fkjhpnd+ZP9BaUpaQ8IdK3y54kvkCY75HHbvNySdQ0h1Ojrs8etmkj4GddyV/7CzzWg6FNGMMMKCHQuEXhVoS9DEoPBASr5dQKFo2aVA49U5dJaRmF6vqIj6ISSic5lbt5non/VNMKOzKvCkmFAIfTSU80RobCu+a3hdbJXwCsVVCUbJOg0SZZfySUAplVrIQATWV8BfiCbxOtQaFBcW8wLZUCikUAmBQCAChQe7+LRRJDTlSFZEmlUJpUimkZpWdTJTClR2X6/vptS6hcCwbQ5lrnL4x9utlzVBpMkP2TZFx+YxQDsdQPpu6b4i5/7ahnJj7pTX2/Vvk/1Q1NC2rQYUOSOUQAO47naX9LWJCOZSmKYfSpHIoakWusC1k21Q5BHSFjCqHAPSMYqEcFtj5fbQ5g7cC1ewUf3+mHgaG9OQ+qR6KOL2WJN7bmdp67zjAGXU34ADKHUNRd5fYveggpb3+N+ohEM46p672S0UCWPtTrI2nTFaRiVOyvV2ROJeaeiiSF+X8lXX8R2xba81IvRH7/xVrunkVhEqvUoobnZezGF8AqEtSfe6rh3KwdlLsceWTbucVw/9LO0xWROYKxQTCX9dG2qsBQCS0xgTCSbew2J5yuzGBmEBYGDiuK4aAAkL346iZ9Hhkd/17BmhVX2SoGZsHjRWeGTNW71nPlY8wSNa7jFipGs9T6MrUY4lMIAyF/hm9k/4p8nezdp7reLhkSUIue7254jrRa7g/3szrxvz9aiCtyjdIsOG3YQhKBqsFmHOlAYYnWsPukyngcJhpAKFp3UEH61DyQHuWAYSmmU0IwgJJZlYAfc8Ql5nJ9OZ4+hbgXKUuOV9beDEWHvvz7vaj+zUyeJkcHGa+glwfDrargdpU/O7ZHL4o0sGAsMrlYeVEXn0nmQHhrc5+1u3AndSKBiHd0Uzv8vghbP5AnY/GGU+i0v+HyPbikPHhi8KqwyZfOnOnuA6Ha1ua6t/LYmFhfrQJ3FfeyEMdzEk5DIbuwkeYK6wkcARoJ4N1yA+4CIH7e4AzIqawk/z/CIAbycQcn84VIl8PkEbeL/cWNCaXRzYrbcewZlSV6lmzP3xfmaVLdl+D1jlKdSjtDC/azJi5pBnAu2F1y4pdBwB8LayADIfVFJr4MNLNsmuXTXuOLSDueGcinAXk+nvPhv75Kjs3ra8QoRRVeLPMfxVazqhEDCQX8PjltFKgTUFt6xe60E3Ox1pvJvacNS7ee8cbKuF9BxUkhi7Zjya/cU7N7iisjt65N1U3G7PTzeB7an9nAzA/nGQSXkDXTlbgWuEYxEavipWs8/yYgWNxzjPs81pHE1lNVHconsNP0M9/f96d8GT9Q2TzYMCJ9rByamZrs3JLcQ5gQjjRZEK4pFA3KeSe/fdGsgmgyiWRpAZsuAm4PXwtmSFFZPzdEMiPxBKbn7+Kqrc+AHStnwrcOlfNB83+ZHSfUuPP8slnIiEAZrhJKUk4KR/8dQS26hONEKNCUue10Z+C9jAsLgvHPFfaSZr00UdUfPvecHII1Q4cAP7RGCvc8cZihrbtq+z97wgoe8NxyjTJqcw+jJL94UE6DJFN4wxPXEXf48bfabekCYsjmc/mvJTVROKlL/sP1Z0pfB2U5aowgXLHMNaMGgvexgQj+54WCfckTIuUVzPHVar2rp4Uo0TcX87+aMUwRoT+eftItmuJoRICBhRKhVBeN0IhlAHfH1UhpFAIKCCM7BdJBDJGygRC0yQUUoXQyiJAGMVMIIxmESCM9vrW2K+nUGhpojQkRNgIg0JAUwkpFAKIAGFUix4qCIAAYRSTNeakyRZY0mT5H2kUCk1bRFxRFAojFqP8BQCuwv7+BeBCscq3UgtNa/9q9H2ADoXSbhwjyC5NyrzcKBRGjNSzo1AYMZpI8S5xN2dDh0Na4DypQMGhaVJtEvborJOsXJC0/swDgDfqbtXHOoqVPpOP7s9Zx5zedzorAoemmVAIAN3BeK11HtLnq4l7pEtvgziNxFfnLNE6mTT5xfgnrP3EF7B48s+j7pcJNZp1PwwQMGSfHW4xGLWB3akY5W8A63O5bJuKR5QZvgCW2bvQ4L+EfT6zWOohDPVwk9Y30DBTOSy1W3tRakaM67glxboDzIbwWFOZHKUbyOxw6MXLP7XcHVEPbdMif2vM+joqPQa4J5jXSYoC8ZZAEiIRwWYx+jAYNmXeAgCooGB4aiuQahSOl+ohAODt7wJ/FwZDUz0k90uzPwlrwhgVUQ9J4pzL2wnYjQQfUz1cMTxBweGuJR93t/JHsvOu5P8LO/qigkJAh0Lp5p0g3LaiEHR5O39+ofc9tr2MtVYAbD+rZNutonA0LVUBAPU+UbBXFPitiedqUIdoP7cgbYiphVlnmvj3SXyIgSWNCwIAdIGphdKK5nv1VnLUxiOmK7nWcVDrZ8xsXvRdADCvKoYbGsB4OcSbAAAgAElEQVT9ibok1P0dAkEWZfEOPkSO4Up9v9ZSTVioNLrbCQBWjBbF3L/55B0x928NjNHq61hD7P3SQ1omsnQFFOb2v873mx15TJO9miWTikgJzWRyiLQxXLprZo7hLs8oi71/nownEJYeqzgmsGFvbLAPTb835v6WoR/wP0io7xegfSkfc9oSOAi3jXJXo1y4FHuaY36f1uzbYu6vyf1JzP0N42pi7u/yr4+5H/tXxNzdHRpDI9ljccHRTF2LRROr+2hhDcEpMfdDbxylbABY6ox+Da8/Ns4aMMPWnHI9L2YvrNIxqLlTV3pJMe8p39CbJcwmYOqHVqu00sYXHm1pFWx7RWAXfz9xjVbsFo0g5PefIGqKnuKbuJePCUsT+PGrjf80226y8/CmA0E+D1L38tpJDxsc8Fdi513J/1s7+qJyDZixXicbOAw2h4uBUiDMVQpJc66xgmFAaBHbRIFw4xNKMbr1q8YFToGQBjKbsSgMCNPURF3vN8CQAmFTUElqnz1lDGAL0pRrblvKcQ6EI92wJarYts5xhxkQ7jydxLt8TASLScHJMBCGreN3CQBN/vo5uMo3CIB4hu56ug+1DqWKrPbPwAPPk/ioN8CB8Crjn7ws40t0P+NgQLiz2YDp0JVGSZ6EBMOVakLhqjXj1fcwrRwcCq8FQMOiPgsOhbeCt0/LBDonHI5s1gzloDlZbRcOzGTF0R8YyWS9csvih1E1uieyneu/Hu5eosT53DxR4uKfMkDanHg1qofU4OZJXwhXCwmAT8nlmfW/Ud8bAJAADoSnwjBJ7wVS960t1QgYL+kh5VSou890/fySxPHRucr83LlkwB/pVsV3TVc2jS86sSVST7AxzVAoaOa1zMBd43SzLg4dgQSUniX30aF/5wurfd3ABQQKd/qNBBTTxl3La4kG/TxG1Cz1EZ4UN5R8gGXv/11kd0KeofR6R9YAADwTq+EaJOqvqXLQjh4nSWatLLMDsM9vuMC4YGkZmUqfSgZ6ttOQPp+cqd4nyxZAxWBYQjeBmcYLnnkVrVNU0klp10pWWw6D76HGdnVksyjOh1X96mZfnnqGxQxXdX4dbRcot/MD3kxsHVZg2ZD2ZdT7FKQ0jf4Pr3/pzAVmq4WOxz6OQZAnFIfqYdIPs6sW2EsU4esf5P2Wx10DxBMFf8hYyNdNNeJXzdqP1TDug80B43puSFQgUhV3FLYBY4C6Nt4YZ1l3pgxwL0U68OZ1qsPPRl86mqmKe8qBzAkqBrIifhBuAr+rE3pRHiIdgoYPwZOmQHZPIBHXDShwvTZ+CMUktKE24TgvT2ZzGPOeaXvPAVXETWNCHIn7bMPEyP9L+sNzCVVbabkgc76isfM5ZKwxIfQCkqSyhYwL5jqL8Pvm+1Scuxm2QJOt6O+tCBjndINNtbMsjPNFSuWYcdmrgzuBKZ/Fx8TOt8T7i5i5QhDtnrQyF++IlUyucJv18QD1A7NeZiqhVAgBDoZFS3QfEgXDrtDPtP0UDLWVHzgYrh3J1Pa3+Eg8pYBCAJjn5Krbzl2iNpp4y6Lp/Dd0TBe1r14RX+A7fDPUuJNt234lZEGZbHKVgkJALyMDAK1DKgGnNn2ptn/VKuGPlqLdcbH9qtgWIknnRYfZdj54cHmdn6tIBwNclarD79m2dM9ptcgKRccJgMfl7f2avp9+5G+gnUdcJ5RCqfzRgsCA3r5O1vF8XVybsvLIdUIZlCV70i7j2wQMAaAuVWSegsPhXQm6NE0Tq9BtEYRO4Ut6CwB+DJIv0vfvVq+RYAhAxbiZJn+z7DJDwVB+P6vXX8AzQCkYAkCVk2eG0cUEAAMOCRi2plwNabS3cs3QRG3/pgHuFt2awW+mApHMQAtZA0YVBWpN74oyMKKNW2OI12itHBIK6HNizJ4lztt4fk7qsv4Z0mgLUNmeEAAWDylF7tr4Ib1tpxB53/wCv3ekZ2ZAOARl0luzk7fU8zj4+JJ9jpcZW57AXcm1J0WSmYTDCy0St0hReAqGppX4SIFGWUfS/AzTcr6i7zf7XwMcDE2jOZL37cBm8BApWQKoWBwzuogEdG9aZAz+eMDh+azkP7tFg8L3hctCxptcxNP8e6eIm2vS7QwKSwN8YtnYmsGgUFp7SgfaUzqi7sfRR/Q+mcS6bOnoskUvSlxo97MgZQAaFMqsXgqpAHS3qRj/OjYIKOQ1l/V4QWG5g3ORc330GKO8RX4GhdJ2nk4yFM4o1hF0okO4FSAPuYxBlCGDIvF3WyF3s2whfToBaG3gVrSN5Ybaocd1UbvoUT0TnWZxDu4DZgif95Pk/wl5wPXi2hYtb5EiMs0lFB7+Lt9OEzGIp8U5kqFZ8y2uU+oiTp3NSloA4DDc8zxWdN7Mdp8I8hPlOskzYV19os1kJr8/m2cJl6IsdfMbkaUsi8J/8DAwXk2Iy54UWcij51i/3jUZuovUM0HAruznLI+JqMXXGjeVba9N4nBfLMI0VifwCbwrGI8ul5qU28XkWRrXb1RdCJsMzag/WIbQidmIZvPiR5A5Rua8nNBZIgignRcZc5sLAR0LRSiGWNAUp3LX/grHKaxwSF+msqqjq1B1dFXU/a++k2wZkmLai58/yjp4WNmtwtVcHi+ymEXlCpe3k20/nMS//7q9YhUoC4JLgSExL2bsbEsgSSu0zeyC72mLFGaD+/RFELUlO4C5AuDp3HPvAlT38BCElaO/Yds+wVaya9W8eK44rEBYdf2Eu5XPK4Z/jNHs49RZOgxeTIJw3yrVYBDn3owAYdbeG/T+mqmzGBCW2L3Y2EpgcJ+uElIYzB+4hLleNvsbNBhsulD1n6yIO63BIHVLbPKlaTBYP/wz2A6SDI0CMCCct3CYAWHH2wn8pnSDAWHRRC8Hwu+DA+Gj0IGQ1PAOTd+J3EGeYHB3olJ77txqrIbzFvHfQeNMGv0pDAhDKf+JliylFLSOJjIg3PStdA6EX4QOhHPI/1+GDoQtCgjn2L0aEK4+LJSIGc8wKFwx+yTq+kl2ZFopj3ca6WJtwrDnRv16pAP66Dl9sF1D4KUGBhRScwvV7+KvcChMsCjOTKFw0i0cCvfepEMhFe7OQYdC2rs1Pj0SiB4xGuNoHp8eFVe5Oo+XmXHagDVnieIh4nAR8gMDe8n3e41BYfnbM/TXvE1m+sU/ZZ8PgKshp8MZu++S4zBXHPdJtzAwlOqm69QveNHx6eKYxTl4nJY9Ga0Fj0c2S4MfoN3OaZ/WDWwPOjXFRMZt5Xt2RLJeAaDGIRTkOCfctH3fu/x6t+Xsxd0ulfhSYveyybgvaGdt8rr867Ey5Rb1HQMJaBr8L/6Z8npMncW8PLl+3rXGjae4a9wtBqLEPBRPVyEc7QP3MTWrzj+BqYUAj/ltmPIQ6kgy2Y5AMkDDys2vS8bLF8fx9kuZtiBKTyrIWZnJkxs3+dJxF1H8mkeT0ewl85hrLvMWeBKmsbHozuEJ8L2vzv1ds3noDo4+wks3Bf3ApaS1IWDANPEg1Ll4ek+ZfZiVzak5J47zYVGP1ObglQtSLkLzJLUAKA91A+8Rr8fufdzj0Q5gOT9Om7OXo9pnlFmqjf80CkVJIydCrKmAjN/fOZqIujOk9eEsIZr8ee28YvhnMwqFQGwoBPRJOHUWVwkFFDaOq2ZQuHNXEodCxIZCwKLTh1QIxSpMQuG0fVxel1AIgEPhJMRUCTteTfjoKqHwnmlQKPZLKJQWunl/TCi8Z3u2phJSKASgq4QyUVtCoUwyuTrmV8S6kbF7cEqlsO4PYhUvg+DzxZeQ16O0GAHpAGJ2kYiYVAqlCaWwa4Jw05UIVU3aWIkdY3VJyVigQ5kwBoVWJlzAUincPLcLMW2rhZue2vibOBRamJVayEx25ZAmFR9x7qVyKE0qh5Ym4Vja4fti7pbKYZGYqKVyKF3ImnJoZSdjJ1ZV2HkhbOmGluphbea/sO1YyiFgqIe0cPgCuzhvbqBqvCjsKkyqhzQWGdDVQ60d34dQDxcVK/e3pXpI7ztZQxLQ1EN5XKR62DxOqLZSPZQKpVjQNtvEQspKPRSLBKogrhz9DSrP/YLtlwqinGulgoh3oqvCH2c7D4YfxTpFeYT9otK9KNq5wS9i0EQsT9ZBHofSOI6voDYn8yKhryz4AK8s4D2FaWaU7fclsP2+hO2nfSQBxJbmoUPhQRFTUekYsIyPMe2ua/tw17VjlI4BwCor/FDskwmAc8S2hEbwG7YgzhczK3kAcRhAHNbFaj/1FrDwGTUxLnyMT5KbNlq4MemYYJV5TK0q/Ihh3bLfs4zH0wbG93gZlIniA05vYxPAZsc8bHaMkaL9VPT+18aXFN/pwpt4Zw9p730N8KrXdM0RcY/SvQ0Ac8nBlCVwAK3Pce+0+1gnBHcGv2Cag9lovkAt4Jov+Clzs6217daymlcmk0woC3iWnRQAYPMschxkrKEDQAtRVFyXcZXT5gCulROjUkN65zRjuZPHfMksUgBAGVFEki2gX/RLLz2mxodGfwq2iBaPJ0j8ZaotqPWOXWYRL0itLRi7LJVsnYa972DtMxwu6aKzL2jXiuW3y968Z0Rw7xhQ/mLKMbxoVa6JGoHD2ks7td21Pn4cKJg9lHQa7mnflS9htuCSISy4JDrYF9l9DJIrOvRBUcKhjBEsc4pMcQJ29bZZlu0Hqdn2z4Ntf4zx4+RWPb5V9E6XcCiTvzQ4lAvb9Pksw788yDOhMbQvUt8QADAt/KCmKch8MSLhMH+U+/hZohLAO5ABOjd8Auy8K/nDmnlyRayXVGQ2ZPBJalk8H7R6bS4GhFadF4oI1Mx8Y7oGg9Kua+XQsqSknwGhx7ldvgRNDnXxF9l9GhDePV2tYE+E4jUYvGn3ZEMpDJuslN/kTzGUQtP0/BmAigX50IFQhlKKsmOZC7ha4ESIAWGLi7tb8s9N1wKy+14TwX9SYJAlI+RYLVXCRHAobIJuZLG9bcUx5rYH9FXphn2iRZzPzaFQlmkA9L7Dp7lbZ3OmqmtZ7futruzUCZBZKKDDLQ6EAwYUUqMFnBNyuVsHQFcpH8Tz/QIyZVeRV2o5GMr+4d7j6J2mLip5HAEeLF5++GsMEAGgPMBVh5UhnrxSO7SFgWFZ4GrtM6gSXf3OZToU/kZ0R/msWKwN7OVuZVoKK2y9aSqjdb1vHGvpBQCVp0mXk5YHgGKhqItFLGt3BmD1hAfZ9hKnhy1UZPLHJl+a1n+2KY7Ha7U5udsg0lYsbO5p30XuCeKReZUnIq3+Qg8rKkzd2pHnjKjruNjuRW3XF/kT3hALkRvFCm7cNex70vczrSmJZDDsWmAJhtTkuZGqp3THy0XGjneTUTWbK4YPkWLeHQGnBoZds/i9k2njY+VnB3iIQIvvMQZI9Q6+MPLBxmpLPtueCgjGD/WT3xGfro9LExfzEjYiprjOP4GdU3ncgHBhbtP23aGPATSkBGCJXAD0fuoXW3gG6GJpYK++IJex0KIsj+aNMBOTpvH+0H8GO+9K/pOaCYUyw3KQy/Nm4U3TtGzCx+ZqKiG1ync+hcp3OEFJKCzv4u4jpzz1OyxUQmHuRF4PSkIhRIiZnAQOBJwMCpdm6QW3Oo4QKJS9dAHgd2JbCnCx69tq1ldnj127EED377naNE8OPGPUEkTsUoIAgKKfjeG6Ep9RLWs8CqPdAEzrnRcjuQjQ2x0eE+nPMlt5LKuI7aYHYHQWoCZj/OR3EmY1yWt2eYwC2YDWpmqHiP+5xDONbW+Ypmfry9pl0pYl8WSVUuE6Kndw11LbpSJTXJpFUrI22Ymaid50vm2VOU2t/qbYxx6Afr6ESbAodPNjvdY2VmFJoOTcszH35+4XsdZf5CEFUgGLlDiJYrUfWLS4m83HAK+M797FwWJnIHaleu+8tpj7AaD8VOywBFlvMF9USKAdbqysyO4DCh6M+RzXm7zv8o6DfKFXmXCr+A58zHcihJWJSnEsuFgfa0uKiXo8eg44FCOWGUCXiCeS6mG5XyRNSbvoURzIEeEQ0uMwQxwXh9ifOkvPymf7Z6M3cxH7U288V4NpmR8Aevs+U7H+BCmH5xXDsewAyVo6FA5+JUDYJMCtK+jgQFj8BPAYmVivDg884RiMxvwfaTB44NLXUbjHKLTXPNuoUUCBsDm/jgHhwjensvpMqcuCeCVVqWWlvnc1GGwgDdPvPBQuU0CA8O6KXtY7tdjuNYAwbKtOj2dAmGozelOu26+XtolYLjgQvgyAzkevgQOh9BqaimEYNDMnG5NVX51S/Rb88xBa7K8bG8lGuQXbdjUoZl4ZYEC4/ZUUHQjpPGoGgVMo5LHpwI+Boq2kBuPeBF4W4RC0xJvU21QvTxn/AxgrdAqFocP56J2jSmhktRai7YrOyHZJ1yoOXxfW6UBIyiJtLjLar5mB1gAM1fB+ssJ2gUPh4D7gHFEKzf/OF1BITQ6Sh/+dZYh2Tfgqg8LC0S5eI84RDscw28V5dutlKhzjsTbrW5HNpc6zzK26IH6YQeHW5OOsWG1hnI+pi2bNss1xl0T+JiFzA36HlTblwmodTWRQWBDn02LwSoJEwTZLaVAwvOB7XF08+ghwAcl2PdvCoHAgFBdpRQkYrmTaxgsA0Pca6rOMsaPmQHjsoeA5fIirxQN7WUeX1RfvZkC2J5CAipMivICoNBWjxljW1H+/2p+xgKkqbemL2Pcu7rqHl9BJCx9XkvHtdvLFa1/IjuJzyhPSllaBkqPqWFVk/xhNx0l2dnCIx9/u9cN7u+r1nGC2szukflvWpRzQ5tlHUE/Ce3JD/fDGqQFrvXccVgbEipd8ZvME4zzQa0+G6lTED2ITqcHYFYzHi6nKrW32yjbHsCqnB/nDBKDCdTBrCo2g73vDsYv5rUrl9szfj7Q9KrNvQcEQMm1qPGrEdjQnqEVYV9ChxZnTEkMHjxq/Z85UNa62tacBw+Q1M+7gZZZGutGVps5vpDQX9RIIYGt2zEL5yXVs/wGXUtMLTzzCw2cCQ7ye56Fv8xhp/xBwhVCQB95R42i46H5vUOlnWX3PMlDMGj2plflxHVmjNkwYpi70ktjF3P8P7bxi+Cexd7mrA4PnNJVQmpVKyCzOwQJzJRQiOBSBQsAAwg+jElKjUAjoCqG0eVOHNZWQQiEABoUANBfquv2ZsaEQ0FVCKVKMpRKeA1Mf++rsDAoBKCgEgKGDDAqBP0Il/AzGVAopFALgUGjxGRQKAbCJwDSpFFIoBMCgEADa8kX2m4RCYdUdZRwKAWCbcLtIpTBFyFvJiA2FVibKhuT3icxFCoUA4D/NegizLMSwUSgE9Fg7CXXlR3g4iOxo0GS/mEGhlVEoBHSl8KBMVJK2ZIeuFkqXswgHkEphqo1fR9fKciRABAoBoL7wBV2NlPGSoh7f2vf48Za18KQ1xf+OQyGgudo05VAmK/W/qZUBkiYVTAqFANDU8022rSVNWSmHh2LH00r10G3jFQRkDJ+08lN1+tgtbCz18LHkE2wMaxAxoCh4kKmH941kIT/IPV1jqoe4QXyH2ElQBVN8KJjCF0FNl/GarJp6KBJRupCsl3YSpimI4vl/jHq4NiTucwqjxx9npaEAjKkeamZz6ItjyRUfQzsPhrGMBqXKOIMJpcaDmAYd8jVfFrFFaXxyYcWFrWzokPEgtkmUN7n2n/h7tIlA7E2+dEsQYSZ44Z4TPM5m1WaeVFPhGMS2IhKsvR8cjuQ2oNekk/ONnJcXWnxPES/iXM5htgZXse0Xy49iRYzB+9G8k3g072TU/QD0dnrCu9nxkAh8nwlAJMfliYG2XiQZUTUXAN5M7Y4JGiVxHpTEiazFnCV8W7ZAk0XYXxDxQKt/rbunpNtNzElNWXx/14Svomu8RRFa0+ItrkP5vZIKWDyct0i4fx3jsbr3++xPEl7qx7jeJWDNs4+gIn4wyrOBDcmnUCtq+w0IV3gqgmi2SgYxbaQbKBbjwdA+6+dGPoMP1+tF8pRr7yKtSsIOkulZGj+C9lRxI1lNxjEy13PjAno2s5z4ZPLRM/w7ucd9VgM7jBNxlOI6kNe/LESM1Nmx3eHT7gbmcnVop6yhN4+7rt9I5d6gzrTD2rXSIRNdhLvUnSt61AvrDjrQHZSuEWWtgUTM9fB6pDID2eXnwde0i0zEruD3f8jJ554TIumjvJ8v2PLi/GzcWpvYg7Wk/uTBl5zYs13EmMrYeFEtQINaaT3P6/F6YmFYKILAW8TEstJ1O1a6yLhk0SpTg0Nx/cr5Ul6LLo9o5Zd3p/GgRksc+U/j427nXclWZhJ9Qi6Hu/21Ggz2XswL4Gbtupy/lxxkT23lQHj0ER0I6aQ+0qXBYEvRCwwIN9Wla0BIW6VVOga0i7tRNKnf+XISB8LlbDceyjmtAeG2r/LMvZs6JusASM0BDoR7oAOhDA6WC7I5AGiim10HwiUiU5IeCwDahL3uaCYDwjtaJ2owByJaIQMaEBYlejkUTocBhfQ5s9WP7Q46NCBcMcxdEidC8XgzVV1/MhC+NvE0B8J9d+gwd2ILh0JxLaHopxwK22FAITX5mve54tZ0OZ8AKnp/wkrQ5J9+SocF2Wu4T2SOOrMNKDSt53kNCiPuPxiqoTzP8njuDCSi96TqK755GldVs2wBbXEnIX1PIAEbklUs1MphPTkhh0BPefwQ2sVEUj3yOn9B+1f0Mlc0wD3OydxZgD5ZLU04a4Bh2ExXomkL7MMsHrJ44A0dCqViKdRb9/QHDDA07egjrBg3AL1zjSjo7f7aQbbdF7KjuIeMoWde1RYgLclqMi+I82lQWNLfxMfQgb3AUVHfah5xq+y+Bi2X82u6bFRA+c7r0X6VagsoF3MDoTj2PYrsXiQM7mXPgc0Bd5KCDgkU7QEnU7fz4vzaeZUALa9xuTjwOJ7TwLDe+T7blouH0jwOzDm2ABq9myLbzWk3oUC4kmldxtUj2Tj4Ev9tL97EvVYVO6YCV/CyQLQ3cZXTg/wBsXilngLAWCDSOH/haj6ADJwgbf/K4MZKP+/eUtvNE0DW5vN469W2d/k17LpMKz8kS9SUDgklRWb/dz+s2oMCRuczM0TmkrX4E9p5V/L/uWXfaK0SUhMZybESSwCgMWnhmCphyYVilSUmZVvS3jFVQplBXD3EV1FSAdz52yRNJZS26ilRekd05WoLJMaGQkBTmDQolMKOLFMDaN0AJBTeS+qBAUCeRas7adfmCjCXUHhUbO+BZh0/IFB4FhoUVpXwAX2ORcadNAqFVrZiWJwT6eoFYkMhoHrzhm3N6h79OdTGULUAwJXI3XoaPMhaixbWOJm7I1deELuTwOq492PuB4BexE66qegdO/Znw/CTbFsmZslFh1VWq7T2eUdi7i/zjNHlBmOrL7f18A4qjcnlY75n/RSeNJHr4YNEYdr/G/M9tBaGwooHRXKOVA4BlPWruDMr5bwhlbv3kDdGrSihHFpZ05V8HN7o5aEdqbYg88ZoyiGA1XFcnVo4wKtHFIvs5HXPjhGKA+CBl3jG8sBIbPXQ0vUvwjla4zi8a+qhVwCbsLWJPRoIykUZimKXSWvwueBOFe4YMTf2JvJBtSHAVQMr9XCJI3b9x9XnNrBtK/Vwiz/2vdWeIpJP5ILLQj3szamJ+Z5/aTsPhtLeXa2nvAO88n3+yrGhsPgJ4xHLhLSuQeH4m1i/SVuSWJGC3/hWNQal4iGh0NJkSSzZ49cKCqVRj0sm9J66r4GXfhnDuw1AVw8PAb7lalH0YaBQ9rqU3/2OgYkcYCUUWplVh0FS+kpCoeZGg55J/lDSaRwg37U0cBjNDtUPWitQa2GrAxdh9YwYxaJlO0cLq7dZZOzROLVJX0PFcVUiZjHpQhHTpLJESrJYlXCSJuMGAaAwoEqu7AkkoIYk9TQFntGeX71Xdz1mnVLgVz2Uy87LsoGt2vM/jNEOElm2AJqSlFqqTSoAWlJldhNYd4+skf1YGXwrsm11PdV/sFj7m7TGCWTMcmSzCa3e/iEy0QEUekmM9JnXWE05vKVfe7nrCrS/aUZjEsUYWbZnLkr2CK+MlX1K/Rb3pw7CHU/A+OwOlPVxN74nYdqYb0nh0ArE2xKvGPM9KBw2+FKRY+NjVN92DmVWbuZYcHh3Yp+2WKkLTBvze1E4bHXs0BaZ+UO7kT+kMs8X79fv8zHhUBSgll1FLE3CoYvH5DcEJjJALHtfL93F4HDqnVqcrYTDsSootAYS0SrmDUs4pIA4U89M782p+djGG553JVM7IWQzoaZo5A9owamy2G6jkw9irL4YgBKXHrzf5uRuIFv31dpzHs6LXU1fgobWkH0s4ee4xd8q+ea9Kb3aU+5rFIV+JXu8JbZlrKFVa82g2H6cb97/E65yWdWvkwOwBOZXveL47Ad3a1uJDHI+1g8Hqh7kUOgWvXhlcPkNohdndUhXwsp8fGXd0icGOlGDbu07FoWNBRSuuYirAnk2kYV4WrioA3oMniudA50nzaKsDq0rJmstAmhM531+Zcspq9i/8hBXVhtEfaSq4Vf4Cw6IwvSAFjdXkfpvbLvJW8+2N6Ry8NpoEceYI4BNxrfKhYss7gsAq4f5/cSSq6ADXE2n6CIDwJbKM8W2TeAhIJVneDgMANSnq/epGdEBr9D2ZbZ9YOh+7Tl4RRRxlvPtUhFjKevBWXVNEW3RGmbzHsdV8bx0jxv6AiK352m27Rn/ebYtFx2yYLYViJcIZa7BomTYA151Lh9LOoE94n3XP8fdws7P8CnO97qFZ1A4oO7P4GOhjIlcERDxcIBeKF8mbQg4t3Xy2pAvXqivniUUHhjW1eXGTFUiR4vPB5DbzVXG3rzvsG2rgu5VB9S5bLvwF9r+El87/4PHosySKMpdMn0n25ZF3WUP6mIPTxQEoPUnpwX4ASAr+0MsmD66nXcl/2+tsFOsXmSwvrTOB3TVY6coyCsCZyt9u3jPVmFLHB5N+q70c7DMnBBA5okH4HMAACAASURBVAQ+MD0wwuU4OUi9+pq4gYQC+OS1bjx5rRi1xYDz0FdO46GU6EGzxXFeFMfxz039jCA6qeq/CeBXUd/SMHnfyvyc64B7fsEnkPv6+WR633N8+04xaGnqk5VL/Gax/WUASyyeR014UCWsVzj4j9nSlYabD8auayivB9n14cCU1drAtWa2mHBnrmOb7tkcHOTEV4N9uju4l8PCygnfx9IEvZ4lNa+NuwHdmZUxtw8EnBpcScVXAn7CEFcUUm1BNCVz92TrHBHvKDNWM3XFjlpj2ueRK6BOHvPiOB+yLACCPaeXT1wSAttl4ePEXjQ7uILrEhM/Cvm5dU3ktf7yUv1YMSSUnAncBdCQIS72MdrabUs5jvbxvA6eFh9WUgp8Vox9PxGJSYPv8W2RuYqXRXOBC76HqgGe4dwc4IAuE3Y0S50F1zCvEyjDAaSyddsB7paXVuJrx9oQnz9kD3RAd/M+VMnHV98In9eX/B2/xiDCdO/N6NUWxYWiZFKWn3e6kbYY12JxgA/+a+JF7Knwmt80OBk3DfKC2dQOnPqSFmO8Mo0vxNZ5x+mdqMR9KcMIqob4tV3Vwr9DyZ7Lx1aXQ34djKnN+B7a4vj4KOcLmeDZkFyBhuSKmB97k/CsaPzxF7bziiHUSTmQ+JYOhAPEfZv99zoM7hHk8rltDAgbJ60xgJDauVYWY2CVJUyVkmfdqRoMynZFdyf2MSBcM5KlA+EsMCh8sprD4M2v5nLF7k0DCKmtOsHj2u7N6WVAuPhXkzQgHHidDM77oPVVxufA3cQJ0IFQxOxhKwC66BL34b1pvQwIH110UgPCBfHD7Cb3BWxjZ0/LMUTW7O0EA8Kq+R4NCKXLuyPgxJYuPnGMXMy/iHTRysSVrA++jwNTlFtiky9NK42xZkSUhul8QINCClqpCBpQSK1dKFJZ12PlBJUVvNGbgbsTuWojCzBLZSy3r5FB4c5AolYeScJqfpyffdcN8e0aFG4jbc0qhl5Fa8rVbH/pXjGzTrpFg8K1QV7qafXgz9GYplQJCaoAD8zvDdmx/RxP9Ao5eBZ1e9aXsEzAGu3wAQBbfC7WT1ceQ08oDjUOohYduEuDQnkM65JPoZIq1Kd+pUFh1SgPqF0bx9XqTb40tjgpPr1Jh0LZs/nFVi5JfE4AYsrFelmi50R4z4xs1t6zIXWR9vukIitLwUj1zJNUiPtI15Hy+CENtA4EnFh1UI2BjxWewHbxvltt/Pfn+3lsjrz/9wQS2Hdd1Tge+DR7CpyJIZZ4suXlNB0MiQfHiZDWOUTGmvc6XmJdXkq8e7AYfBG11f4m1kCdi/s+EB4hL+CcouaibSnHUGET7iY5Z7ouY2BYFj+seQZqTxN1MDiE1ilcfS6I8yGrX3XWaUiu0MAQ6XxB0zZnF1cMrcSfIZIcNfAOMIOrliXBz6CQuOoXxA9r112CmJurhpoY5JbZ+AJ4W8pxzB8wJt4D08Yoc/XR7Lxi+L+12qTT+oUiV7CylIa0klJrlZBa0gwGhVn7v669jSySGiqMndVxojd+bJUwAQwKJfAB0FTD/V/lQfFyYL0he3BMlVBz60rAA/SkFAmFIh59aflZDoUWdt9xPoDd8YBeb0p+dwmFeUWcApdOiK2IAdDK7DQcH6MkA6BB4a3TuOsmYZhnclqZJ4+7Ph84qvfupVabuEiDQqmU1CQIhcLKRA26uxJj13JLfF2/ANrHcVfeWLXyALCCvABQ5i2J8szw/rgvxtwPIHYHhLDVpXJXt3QHltl5xqJVLKQ0GeZgZTTb0sq6Q6Kn+WQ9plKa1lPYopdyRfDT2t+o1SaJccSizqRmUsSpFy7lwfeA1yzivKmJc9Ue1JM/pK0Y5YkuEtikcihruQLAqu18YSwTAa2sK52Po7c9wxVHeb1v+7zep9nn4ePoSGXsOcEHm7aYXOrk45dUD636ptt28WOUN0GsjC3UwzYRDF43VYSYTOD30E0ndLXRO5XEv8Yla/OIpXpYELsHdre8h+T8DqBhCqkHmzpLc6tbqYfVfSJGUVhrKj+GLcPr2fZNg5OwIWmMMml/ZvubB8PCTp8+uA2+p180MpvYkT2mi0UG28pishIKVwZ+p0FhYypfffX12tHXq8ciUVss26yNPWZqtv/C2FBoGq0R5xU3r1WsH7P/L/yg9hwAWhtVT1IEACytIoOcZL4BxLSlzrPaIOk7bWPxkNGgcOlk9boFOUIJid2J0PJzG/yprGNANChsjHsj8reDQQcLYndaTGDSrOKiqHtLQuEK0y2cQCaXc608Fs8q5lZYqQAlAJj0G3UfSOXLvGaqiGK2MvEMg1S5CLIyq24ytLTMOu84LL6QVC433eukA0fW8Hzm3pLxWh/WUlPU665NH0J5sqoF1Zv9BQA8JKAl+X3WY11zscG6mHWs58yxj7CSK2Y/57UiDKXKp8Yfq/qPq+MPa3/TjAT3l05+gZdDORVefEt+pHD4ngBFAPjMT/W/CWsJqGu4PLAPhX61oCocMTw/seBwg/0yLXEj0xbUFiHSZNwwq58a7r4UCw5rBrdh5RAH+W1Zx7AtSwdEaiOZHA5pQtq6Ef2aATgc9r1jx9w3eY3ERY4BLHLEHkAlHPqeU+N8tEoKEg6larquJxPremJnZWvzyRgFsfFOj/Eg1ugQfect5noGh4AGh54xwhOsklNak3lN3Zbh9Rogbkg6+bFxKf9Nu5IbT4og7ONr9Ce5LuPbp0VQ3KhFJxRZ8NWqYOx+UktKdiMANCXGdthKauOWk8WVhxOtusrw0EIOwTnC3VIq3A/Lhjl1SRc2oNcNNNs2meZ79UMo2hbxuiALwNTpQe1zNr4h+gjLQ6S3wsXyf+OK1vpj+gAqB74KkRAiY792PCXUWQuYXT6Zf26LLK4LHXjqRQ2h4lG9xMibLj4Qpx0sZNsyScmqJ7G8BqqFGxOnLAJB4/g1viZVT3oosyswua5/KiCS6t9d2Mm2JXjJxBwAaBvlqxytZA/0MiDyfLFafAC2hrgKkBUQafewdv9RW+7U1WRZnmRevB5gvzWZL/yyQvzYFw7ytjly4l3v069feYxkQWRAj29dPfo63y9iM9Ym9qAEStVoDOkqj/SOlAb1WM3WXeJekfe9nqQNXCWgUPb6zvwM1qSpwWKN5nKA5s7OH/0s25bhD4B+HS18fqr2nAXl/H1l67j6ZK4E2Z7ig1ToBl1tanTxkjNWitrIFA6F1AUO6PUNB87G4e6J6hp+4G3do/DkPBFatFOPd86bxX9f97N8HNj9j13aa+RYJxdtaUf5mCV/m1aIHEDZCR5La5UMh1f5ddNYzZNkKrt5fUIAaJj6w8j/q4Lt2n6z5aNpTQN6Us3KdD6fVwnQLu3TeyY3j+PhFOUT9Wvtj7DzruQ/xiq9avVYeeqH+hMmipIPAgK9MznxWwayXijS1PfdYTxMS8zTYVOsUAr7p+nfTdjDkzkAbBADUs91B9FznVpBl8UPa4U6ZcZnX8jOqtsDegaWBMWxAu47bzqMzpuE6iCTUi4OP2JYjpjcl5T1Y8lE4fqU8b+fBta3Wq+kIyY4v3uYD3yyVd2tzn48dguP95NheXdP6dWgR7ocV4s4vHqPuLYsTKob0hblDqDZr64lJ0La93jAy1fpz/pTdcVZJkyJEhJ1rmrtsymcXNevD3LzLue/XxYMBqDF3bH4HxgFgWXyTctxDnUbOzOw44PYxfRKQ9xt2beLK0B3iWziLT6XBptSzSgZeQue+F+yv8ksSlmsWMKmtCqHR1MPJQSu2ZWNxj08fGHHTv658r5ffXa9pr7IuEgAzEVotUCU49YeqZqIenn4BQAZnfMHsT0A4CUFfe2ucrQX1iOW1VoWQOW228UBZhm4aiTPxcKWqXpJLRHjVxY/rIUFyEYCsq6j7Y3YnVFu+tFk4GnxRxGjnXh0Jh7o4aA3VkgHJkLztNx8nN/3ebP8GghqxgVHrebfZ0VSyorALs1l/0oOL9O2ang8VpEFX45tVA+3EB1MmieN3Zqz8tg9bLs6Ryw4zryGqr1KUay3zdLKdcm2iOh9yXgQqw3xEyQz1CUEAkD5LhXcP1bdyD+H/e2CYbe62yJQGB+e9Ccu/uhQaGVWUEhNZt3Zk6NCYUF2ePWaQB5h+zBQOJZZQeFYz4kGhWbQv3lD55Xrg0sEDs250QxvsQDC1OkcZiQUWpoMoRShUk2jKWgaTUHBxPBxPYeoULix37guTCjcEdBBIwKHorzX3VMsatgIk1AYsXAphRW4EitwJYNyEwqrBcT1FxiD7qLc6O4gEw5NKJRJOcy8IpA8SttG6qqWsBKxcNlAEwprhqL3GTUz7SNwGIZCrdwEMSsolLYh+RRT/7pka7WwmXBoQqFVdqsJh0vDCogJhyUjsiYTMBAeak04lFBoWnNQubsbAhO1hRmgu5ajHm8Az7Yak5IJhyYUyhZ+1GznjHhMEw6tvgPA7//KgEVpIuhwiHnbLJ8HQEGTCYcxPJoROMw04uTW9BuTfGq4thWDw/h0o4tVuMVpb5J1g3QJh1usioYLONzh48eVmllT1oRD27awWmgBhyYgVjhvxgZvBjaIgtoSDhOfHtuDJOHwgZMWccfmLRiuoW7C4T0WHX2cl4RwIhQfiXft/kN40TwGHMqqGYAezynh0Mo+EhwmFQA3Pmg8AOAaw6NhBYcSECkcAnotVw0OLezDwGEEEA8ZZfEoHFI++UvY36YrOXzQPSmXwnX8v9Xf99UCV4lVbb9wS8Q54M1SvVsTep/XXRuivdWG0UlYdkgEv5NA782TjKyt6qCKeSr0cZLxhWzoHlDqVWjiTq1wqWx27gnFaTAng3bbAglsksrqeQatmbxtkMwYWxl/BJUjRZHtHYEkbE7mbggnQqghLuV30zoZbFYP5mDHL8kI2QejZR6x1GqR3TwYh3uz1KS+JrEX1YPcbb1lbxpb7hRc7MPBt/lvLriMu4hSbUHseZ/c7Hbo2chiLAjhMdQncaXptl/z7zLv6mEGcxIu6kJvoMGhiuJW9fxIWxiscH2TbTeNpqBIlKDYnMKPvetMMyqdSsVbkXAGB8R5v0d05PCFbMxlfqvzHCqCYkExuI/F4DVkLoVbBHRThRIAnvXyAXGek0+gaxN7WJC/VTB/lcODcj9RtI58V29FeYAfJ4z/HGwnlBqzdNpZLBfldCSYptpCeLWVf//7r+JQdCJoZ/FDtUk9DJBKD97C4zBHumGL/1f2Ho+KQPNlw8+jOYW7XeXCrApHsDqgig6vjXtHK10klcKW+d1Y+Bul1i698qwWa7o28BpTC5el/Qs2nuFQsnsiV9f6QnFMIa0I6EH8CSMqO+xdV2ckxi9i628yMvhNuxKADKmTuTCVv0a7g7sdZcmf2jTeUaI7GI86J4eQ3jgOKllxQb4AsidjmY+D18ZWckzGQxsf7k7mC8CNvgytcsBNLwiX8EzwhLch4IZFfLze/hOhOL4C4Bay/WMAvBkPcA64t0B9nwZfKjr6xOJBrtUzwT03vwPyblRPqk06zbKafR4bIBr2zCvhXqj7E3swrf8C9hy3Q8yvR76L5pmqXdyy4YnanCXv242+dNQGeM215gTu1Vg9ko3WYSLM7P42cBEPd6ker/Y/Fj5XCW+rWMD6WVxF7wg6tQoivUd57CDOtAJzSdm6hFys9HFylr9voy8DW/eScW8Eqn1g3odImotu513JH9U8KSIIdV8t3x7p1lviibiqhF7R4HvS7Vqfzw2jQkI6tMN4hM2EQvYa22zmvrKKCwOAFfZO9f/Om1F5WA2KVgGyWUO89ISsv2RlsqXXyng+GuwQ8R9OhDQl8d20TrYtYS5idLB6Hhj4svoNA4PG/+/r5avezSlq8N2yl0NFwcUGQDEQnA4c7FOQ9GESChakcJUshMfY9npfBtYTF/O8q4cx72pdQaCfVRd6Q9sPgMVCVaeuYIBgJgB1EMhbmXiGqTKuM1bBmrye2SZfGgrItnl9NUm3FzWRSNWQuVR7iizLAwCLEpTsExr8BlrPqOLSphIVS73SlLUjRtmKrPcU+Gad/h/ee3m8HiMIAOuJCtMymsRqD5pwem2pOv5L5vejg7iMTwRjJ31Fs9DoDyL/fyjxNFsgLBs2xpDyQTVhrvVmYQO5nqrkDBy2RoeK6Wvs/RdgqnK5tsw3xq43Ps2VGHo9rQ3wqu3L0oyYq6Xj1ER8b1YvGkfVebWKV2yJ11sxehN5UfEDiXqXmYiZcYWUm27IAwqJglJp3cGnPYtkuGYswMo4RVrdYTV4hU/BZI3vQqwaUW7KrDjr+3+DU73PxucyANlPwA1WsHtpwrlIQk/ks0Ss9b03jO092P6suge3704BaIi7eUgfFy+iFYaE16PBZ5y7okwSv/wqeO/3KDkf3S/w+U4u/jE9/CAmRYTONB42NFaWO6AnOsr3BICVdhLIfa4V5acU5EVtQ7mPdCJLnY3Nw3pCk/cyFdddc/anqDnLn6MltRX/zHhQ280Fg1onX1i1BJJZohQALJ4twqDe0ju4/Dntbw8Mu5/+cFAobSwotDBLKBzrNTY+gEooDE3cidBEXol9RSevPUahsGk0BVlDeyJQWDpivFZCYVbPM8jqMTLjSvt+jtUj2ZEbzLxRKRQ2JnYwKJQ1skz7UFAoPaljH1pW0w3QodDSxCCmQaE9/AAig74JhQvCiRQUCmuGX2BAOOfqsfsfp9qCDAqr/IbbsarnR+pJgSFUp6rkJCu3PmBAITUrKJTdNj5MeQ1z8GuKC1fjl9n1xHLD7h0TCgeiDCmhQaWiUTiM9d0oFMrCzqZlnf4ftZHBg75COUZg/9JpCnTWezMsJxppS+bzgdoKCmuTDLA11bPSg7cYO47qPRIpHAIfovAygA2+DAaFa+3GeVgbx5WMxl4SRD/VumTH0itJNmrIzqEwSpkeqs5TOASUG9kEais4lBaBw/XhQp/TxnwJh0MAxf4D2lMYHAIMDqnV+FRNylUj4zkUmtn3QrHf+BxRCqM0m+ocp+BnacI5FodswqHZejMCh6YgORNa0hyFQwAcDqOZqEl+38HY5aoAcDgE9LJh+BBwGLZ5JWoh3DKahPtJ+IEJh2ZZnorgpw1ADC/yyvdXoXw/ByFzzjFf0zKahJbRJNZhiMEhwOAQAEqTVqA0aQVimRUcShsTDq1sDDgE8OHg8C/kUv7bAsMPGhkUur47k0Fh48KjaLQXsZd4x3+OQWH7uM8zKGxI+zIaZj7HlMIuWzqDwmVnfwJkiYrzmZ9hamF1/88ZFO4YTdIyhB/LFkkOJxuwokel1ldOfgb1Xi51Fwu3I+KSUep7l/1JrprlQNucepRBoe3n82D7uap5ZfZopkrhsuGJDArTjhdimpu7FZAHDoWt4FD4OWDgF3ERtRAAQjltDAoL+6dppQFuKB6MqIUA8GLKMQaFnXmH8UqqaOMkBsV7L+7FvRnqc1oGv4/QyL3sORXxvC3YnsOJWks/CQCyIwLO7kDV6f/if8vknQbcoXitTpuMaZKdFRrPfgeNZ3kLKdm2bYF9GAtEEsyTYuA/EM/dIG3ZNWjLVsq00xZiSmGz7WU02jighoZFH3F7Clr7ebC4TOZYKgbf8vZreCY/gKwzvIAzMhawNntdGdej8yKuWEhX6lLnOe2zpMq22vcy2z4RjNcSZbRMw65a40FMcyGL8BKr0ihd8XzBtbb3e8BpFafXGPilBsS4koe/3PWpPn0R1P0w3xbxWkgE7hvkcJEpYnsL4vws7qsl/iK0xSvK8Z77OrznRJ3WF0UHnW+LbPai8INYw+e4j9mqS8batNvYtlyg2M7Nw6Zhfv2vGOIZ7SuDs7HSr1qTbTycAYhwxMy5/BgsTzqjlYbpG+WLiGZ/MvqC6vtU/Z0HVflCCRdw6EQIi+aSIMvLYLiNTXscgCxVuQzAt9TmfQez0DGkxo2iTC/w7+DtPVuAGxKIa9MFQFSDWuLsZ0LC5mQ3CtK5F2ZD0ilsSFLkfN9IFsuU7kw7rBXcrp3xHNuWYSmN/lQt21orWp4wH00T7mT7NwsXPmt5uO8JYP8TwG61ON08/FNWpNx72W+B3FvYe2zypaGVFK6/1XmOA2Lxz4wFFl2Y/f/sfX14lNWZ/j0zyUw+ZvJNSFAIAvGDqA1oibbEKrGV0NbYbcO2gruC/ZXYX4m7K+6u2BbcLqFd8bc1dCt0K9gVul3S3RLbGtc21IpWgkqoQlQCSMJHQkgC5HtmMjO/P973zHue5zmT0N3uXpe2z3XlIu/wTmbmnfOec5/7uZ/7OfBJItPY5O3ApiAtNA3BRf7O0usHgA9pLiavVQMnG/G/HX84wJBd3MDf0Tux8RYKFIKZ5Qhm0gmXG/E2ZFBg0JH1CXRkUa1QzYV/pu/jYz+0fuxYPvCvWD5AFxVuirsupU/YZeBsAznkhrYl7pARFJL35ruIGpb+MIFCAPHCHB0Q8tgZtsCJsriZP2iBiowzxeLcl5VthdKIK7wk6wXiYDFW0Gr9YlsTmKq1F19n/Z8qznjOLoQ5Ml2m41RF68Ez9g1vv6V110yQ8rHZZAUKecs2PRSwV+AwDgq5nZEeBlDIgwMZDqpMsWaMLoKm992b6WgK57jDouq5NYOWeSv/RM5KAoiDwzg4ddvv0SPT1ap7iOqXqj7fhP5xBXY/wiR7sefARgtlRaJAoUoxmipr1aZDpQV3RCy9UP348+JcxX6X99v3s10IITp9ANgSsN6vAmhrjttzCe+1DmBTilU5pTRqcXDY0yDOjYcCh7a+sdyV2Ix/ywnbDkWBQ/sabnHLohkFDtXiNce2Y+ELNOAUfujgEACKT9XRE2eD6gc/Jq2O0Mn6X7vNBSN68C41OYY08WTg0Bj2S+cstsZPzvTE9/zM89bmV4HDZcmJTeIFOLTnwjvvNFTdqA2nAodqI2tS5ShwaGdUFThs+79SOrR4qTVfxsGhGjYGllKBQ5VJUuDwQKFkw1QoYKf+nQwcmtY6EzgUADGfWsQIcHjHEQzewZjkAzRz8fx4Ou1iM35RFJ3q4BCwvFHX8EIdztqziv/1Y7tFFyrBQurgEPhfB4d/OMUn6sK+/UXg586kGfz6u6Kl0WImDk05eCUOXX8iftwY9oselNWes+hwOZNOUeiYZQisBzO4RtfThElc7/9zHI1Q0MCNbO8bLUBs+CHyWFUmZbI6Y0nYprET8078hdA+KuNVFQ0hP+Zqvl0lF34qWE7XC1cCOulxBbBiPh3QPE139E0vYeu86TGEWpmm7DWQbidzvhfC0X+lYCf2xVbnwL5Zi4OOp9Rq3wWikWsKbkN7llMkVAwrlaZ/RzNPzyK9l5+aaU0meheJ7qgHWwYcRq/STzuMqHj+mDaGAsDqAgcsqSrqtVFbAjBip2aDGjuXyzzfUixQXTF0efyhIneYFJ4ooKNSmar4qPKsxlQV3I15ow4TrWxy9FZu1d5Bkrb1nfw22i9zxpiy7tCB4gx3mEgJqlyn5Wc6zzRsOeux5fyG+PHanL8Vf3dlUhdaY47oaV6frazvetr6N992C/A5TNr69Lux3uVMvkGvxdbr3UJqR/JRovlEbg5m4wmN4VAG2vr4LXf1kjT6Np8F2vWFqiN1P3BBk4h40kgxWutVVnGEzmqv8F6E722N4cq0zPNbp34l/tD8Y0U4UeywnUVHa8k92zjV+n6qRjR2NnU2SYW2Q1XTW2M+ns56V2New73EPaFq3BL86UVDR7LeIybqXN6igLYO5OcNNNH+uHaFPd7WbvSbHwDGtcKC7h8C3dpmZIHF/jbkOdelI5pMNLbqHlCvrTShczQ/Qc58rkq1XlPfGOS4o0Trunc8Ffs7tLnMplByLnNAYX+fh9zn8Wr/Eef1lqUMEJZ6c3M2qhc595qa3+8/phVCPQvc+RUHHNbYxRdLTjtzAToB6IqFFFAnBvWST2uP0WUDALD4SWeta+r5ElxhVkiZBjyc5wC11b4Lwp9zF8sy9MfcxDDf1PKuwB0h46gxnC40mrwyeoWPXssid1hs7vhm9tGxXDypuXRcOzATHS10bRn8+BFiJVU18B9CTlae8Sg53hs4RQBhayQFzX3Mj3jKZ6z7S0X61QIkNqXTNbZykOmoGu8HltogcjptpXcJ8cfik0nj7S9aP1oEv/4uOW4IBdDALApSDjJmkQnsqz1nUe2hKaKi0DH62q5kyRKphc4ObhC8I+UYdqTQv3PfKNseFtxt/djRGUsSbX/mnWBpvLQ5RlCoR8kFuotzvXClBQr14Ho9ROOMgYqjb9Ib0JvOsPxr9o8Wc75HAfeKey5ixT0Tazp41VpTcGKfM8AGhVooUKgH15UlAoUkWEr6kqx1OCg0BK84N3UyEaGNDUB6JwK0wwhggcLJYgZ7L3FQqIcBFE4WK5PoAhMHhaawAej6dOszro8lbmdXa1veqBZwyvzXZNOjUvRxxi3d0s4pUKhHR6oN9BVbqUCZYjO1UOyxYgaC19ha1cybxLnzj1mbgpnt1hgtOmoDOebjSEJtOm22st1IvdvBbbTenViHBSQugNNDFKbw5gCmSGLvs0Cy6UR/C4iqfFPwDfalBG+Bt6BI3i/9p+mcsLl7El9USI1wwx4p5ntyNl1Dnv3OJG2UAODL7Hgy8vNvQFLNAPD8/byP9zLEkun45R6JL/mp1KIh7Bd2LNzv1uSbyzs2bWUyqJcCJ/FSIHHxFGBtivUKeWVDpsf9zH2gqCyEojI6hkQnIWYldzCSIqyXlMZYRUXuE6jIZRIN3h2N6XkrQ2+gMvQGJoxdd1k//4vxhwEMDTSsDgoXJw0TQKg6d+ig8No3ZxJQyO0/VBBQmFlGAaHahUwACucw53y1WOqg0JX+GFn0G1OlIBtgoPDMPxvP0UFhW8RLQSEz7oyHBgq3H8gkgFCV4k8ECr3zzGSvDgrnfCFEAOHKoA3kGLWvg0LeoaT4grX7UmwhABTFLlJQmMD7tEQPQgAAIABJREFUWAeFNRl/OSkoXDx7mIDChAvGiFbI4Ss0g8IUquvTQWFbonGnndM0dQ0ZH62pb5qeQkBhA/MeKz5taVd1o9+j0WQCCrk+MR4TgMKabMtHTLGF6u/qoHCeK4Gvo2IL7VCgUA/FFqqo5SbZ7/dg4LAxTXbD4alsLj2Ih85mvFsbZwsBp5r8SJYjwQjFXJcEEOcNaNrPwA0OWwgA19i98G5m7Eq31gbPAA4BynLPdYfI5shULQ1ItlAPBSj0lLPfFSPslgkcAiBtSTd3ZxMNp7KuWZbipJH7Yx5sbnbmBBM4BAA8q/36HX+cLQSA5y6zZT28NlLHKxwc3mv/q2OYScBhPLS5MRE41DMNDWE/+R44OFShb5YtjbLz+gocchC5wkevpSn0NblpPJ0w+xwcqhj8uJNeTgQOA+nfij90MJKCvQFHdsbBYTx0Z4TkvPgGE4ADDjXQWBl6Q7KFPP4X08kffGDY+WPKFF5ZT0DhxmAuNgbpoF/mHSCgsGDWOApmOZqG1b7zWO07T5jCQbefgkITS3h+DwGFTbOeQlOms9hVJI2gImmEUOqN0XzkajfShpReUvEFAPCkk57Ku9PPEKH4psu/Z/24Hc+81nEfMcZtCAcIODic9WnrR9Ov5ZRFkHOn83d/WXYSvyyjO7pl3kGh7yjNkNW6HBwWbKWaEc4K5Lgiwg+qvZP2z6o99RU0nV0RP3YdXY0rX6fUZtBNJ8E7s4dw52VU0xNiuHWLj/WN9p9Gk5+yZE3jPyLHBbnjAmytcTF2iEkLuryz0OVlBTos/IjGU3cqHh3LJdYYCzxjxKutPjKTWLMAQF1qL2nBtzz2Lnwhzctt6lIUj3egOuZMnNWes6RlWy7GUOWh+sKK2MdRkeVoyuryvkr0QFtHs+BKeYyk2+q8bKU79V3MO/339LG8Twlz7fVeViGZnAdfzBk3NSNTRUeSx1mnl/6YRyw0cc2gHe3p9HvrGFqLjqG19LXTWVXu5V+mfoYAaoLUe61mJmXm518swvyLdIxzFr5rzhPomraa/H9zmmQzyd9wRUX3Fsx8GCjW2opNXYrGIaeQbVf6GYzlHCEbgYMRH9koDMXcorjK74qiPdNJjzUHPonmqzQ9VepsYH419Q1MnQNcoRUjJWUCl1Omxe+KEinAmpTzZFHeNPBdrL1I28ttDWaiIInOK14PvbmrvUMCwPAMBN889r/gARjJs7GTriFP+HtEC0TuWiDsnfoBMKnskrbL6QPJoPrMMgDMZANc1vgziG4poPJ4PN9L58UV0y9iRS4rAGPXaUvqWfEYL6CqC7+AylGn/DkEFzqjSWQOq0vtQ12qk64udI0TxrezPRmPHsrFo4eca7zCe5EAubmeUNxQXEVrxEeKZjLOFpNOVss/ehH3j0wloLEjmox6v6azT5lBUtEAsCMUwA6NSNqU2ktaW1bkPiG7oA29RdPI/uvQlXot+bvtmXeQewcARWi77vpfq1L+4ANDwOpVfGW99QPAZ2tfOCAEnL6/z11r7Qp0QMhj0O2n//pmWv9hKi44TxeFpllPyXNYNEYp2yEAISDE/LxFmCl4pwQOYEyRUzZ56nIZS0uWfmgMpR+a2MKlYNU4ClZZ13go5sZcdygOCvts1k5nBtZErwfaH7R+ANS2WwURtae+gkThen0eAAcU8l6cehy1WQn1mgoUNqXK5yhwqEBhLMf6TnnPasBhNNak32s9wFJ/enTZn1vpCxVTwkECII2qF3gmvt4AhJZneezdBGc6weUSudBexy5qqhhzJrqKrDrU5TlV0aZiBcAACvUYSyxqV4yoAocCJGqhwKHSEqtjUdAFOH2h+yzfPJWSNXW2iFcHK+ZNpZ+SMsWp80Z+A8CZe1QaWzGoJOyvtLfYYgf75ljp/a45T8hz7Wh20dRXcWSCeSDIrpXW5UkHh3rogPBgxEcAoQIC+nfMFzgCDhPFFbRSPVGWQw/O2OwYqhfnKHCoQKEyKebzFYC4v6cCh/vP2eyhqdmFAof2+q/AoUk+cthmsxQ49JZb72XCrkN2rZcCh0t6Lk98rgKHipsYtn/0wncFDtVt9Xn75xvWocu9Ey431RhycNgW8RJvTyAxM6iHDg4ThQ4OgUuTA3CWj4NDQFqz8TanplDgcEfAuoAcHAKIg8M+u+JcgcNm1y/EufGwwWGX2xorHBwC2r3zU7tTmtv+qZ6g+Oz3HB/84hOFsKM0RbveS1N4ZYa0GDcoPZJhNprVIxBieqsT0sCag0KubQHMqZHDbICvZY3fTe29uGbSdBPzfrl8weRiYwBkhwSYP0MNm/Ta2Ps36eQ4sCn2SD3RpmMfpw8w5s3Vu0s8Z2wBBXZLh2nKUWcjVPTHPIItFFW1F+SEV+iietFljK3bFJXP4ROEyReyxE3fIwf0hwInxHNUpbgK0/dfMi6fR8IAdPjmp2JEMp38tR4ZpiA2ltUKEQYPQHHNp5m9+vSoHKFMMe9TDMiN1poBqU1tz6Xp6+Ju9v5M1dBM7sCvVU0Sb+JtMal69GZLPSFnP8UCHZMguyuJzmGFY4ZNwIDszRqcSnVmzzJ2y9Snm1vicGYbACo6mYelnxlfn5Tgt+lDdJxUJhuAyFl6zxem/C05NqUfuWUVnz/vOWXwZuVyMINv9xMzqeEh9+c8+GJKHBjqETrE0vR8v27ybeZT3X+wY0PBt+jqZCj4XpFPx/BE1dUquIuA2gzpsSaZbhiqmPyHZ2sA4Pbf0vVn4AYpneLf75Ih2mVGt+1RsSwgPxNneS9Fy807meSOGtp2hulc05VxqziFs+/FO9ic+tnfuRvKf7n45IMNDDt/jL0pVquc8hFpLr3e+wmsH3Lc0FVaV6+o2sm6RDxns0TKikVvxh6I2Qu3PQg6kq1dfFG7jfy1Kl/1Wsr4NC56P2vteBvzLX2g3jNTnfOg1lvX56KtvRSom9npDKrHCs4RvcVL/pME7Cltnu5Jtsp3ESUaKMu9aIEvnZEMxagmUnm7qR2aqobU/a3U66qdndLzqGusTy6qJ6UCVpuOL7H+Q1H0uvFynmUoumO6s7Dc01qIGVc7708Be70KfVswE41ux3B6rasMdT3aoqLSgaOaTMB/PbBPA3JXW9YCDWk2e2kD4u5xZ6F5MM36zuI9NO3PsNJ1a/wcBVQKbcZBMYZ7uqzxuPoyJx2ofNpUJXb3Ruu1eussQJEbcgBtvcuiE3Q9UH/MQ1JZa122t6WawGz9S4PLkVRUe84CpzUWx742LVFn4Vs7licA4Vq3A0Zcg1YLqWcCDmu13GNLD1QRhErL6pWB6XYTbZWCVOzSfluztkDTsfVaFjOVaRaLrKpN99tV1KX25qNaYxfWnNDSRzl3EO+z7mgSqSpefs42q9YF6ikz0OR1ii0qR6wMQW3yp+OP1Y8/j6BWkPHAaD62tmuAUCOEqlOs70p5H6qFT4EvdW/oLPLt5617K5ZldW9QLKJyGyg8qun61LhWn0FZ4Wji+GC6hXp8ESe12hC9nHhqViUNxdkwwCmy0QsAStxB8pw4u6++3zzLPeBwntPNpqT1wwR0NxVZvelNoDBorwS+Hhsl2Zu1wgKnNZmabxRbqFLk22wmiPT6tucvlWIc6rcXbJ00UphS7ZlsBcCyyx2wsSBpjFiPtdvMv+6B2R/zkI34I6/nkSzLweP2uNP3Fpm0O83WrfYY0nGYUvOoIWqrDR5cZs1Dj+/RyABF5trk9ap862+rjYju9qAMris8FnBsjlgXoMLl3M+tmEp8JNXaW+V27oViTwidmmZUMbQ6oNudfhq3t2ugcASkDd/A5yyAGHjzzvhjHdf9nOiKVQZI/f37zztr5ZEp1h9Ta6PSXKsMDTHYtzGB8s9U0gx1X+rAObfTlsHYOsNtSU67vpWjPydZoq5sa00rHHKaVrSn30Tnm3+1SYx77FT0yDuXCg7/WJVsCgUKf5doZszCHKZ1WzJ0WRwUAhZADMSCDiiEBQgVKASAjuInhfVLayQlDgoBCyApUAgAVT3m6lAdFCYKHRQC0gfKFLxBeYmBqeNpal4oU+AeJ7T9Ku9FAgoBxwxbBU/RKaZUb1S+M5ThgEIgoQ+gDgoBEFCoglsT6aAwYYyyKvN9jP5/5/44KASA+tQeAgoB4PGRHNpYPcFnKNTSUM3+U3FQCACbT1uTkj7pViYPx0EhAOStpRXnKnhrOVP7Or6r1UEhADREmID71HcJKAQmTyvFAq+Ix3ZECmhlbKJOK7ou7b2/c0Ah4Pze+3PyFN2CZAHLCqhKSgIKwQxxYY1r8n6n/JWoWtRBIQA0pS0ioBAAAYUAiF0OgDjYUKBQhc6GcFZBjQUFCgHAdeGjJLXMmcV46J8hv9rYAUUHhQCE0TrviNISSRFVofw59ZfTKmP0StH94XnUrqCyY7U4B3BAIQAE85cSBr+r29os6vPNCu9Fopvk/bJV6Lozf06UgkLAAvE6kd5BQSEA7Geed8UGlpXHhhvpPVg6yyANYYT0qlUX5DkANdv/lQMKAeDBRfbvLMOvQCFgbm+6fKQwDgoBCyDqoBAA5rGLtTdNsurtbEzq7SoTBiP9M34s/XF5cGb7yWzrvSlQCFhkil6IV+QOCxeIiqQRYqrOTdZ3hjOwM5zhgEIAOPcTAgoBYFsq7YhSeP65ST/Dji8wWUja5F2G/rvxgQWGg32Mbrbb7+jBNVutEZOQhAbXpXBAZYqaBJOPHmuPMtFpwd2ELQRkqqYt4hN6wZm9ExcvAMD8n1CB+6VoDE1mwDz4zX0pfYgf9J0n4Ls8aVSkdY26yTdpdweT7QePCfU8dgjh+euJjZNVuPIpiDZpjNal0/T80lg5loK2dOLG5qYwAjoWDzEz60vR6qyJ0pyYvrFRIar2uNWIIXS2UEUsdfLJsHka05uZUsw8XqDAZlPqOXEK31gZtYMsZg7Qe+qgocf4kj6p/+pm1lEpp64U5/B4wk/BYl6XBPr89W/fJqUePHiqba83sb2PCr6JAiyGcLLg84Dodw2g6woqsRnM/1NxDo/K/qfpA9HJbWu6wlJzyGMnk9uUuEPCkoXbcwHA6oW0oIdLRkzR6qZOD6GxyUmdZ65JrJ9VkbOSzTmGW3MrB18eAJ/VjjcAW89fwj0dpLlo3Sc1UbgufmHSc3jP9Nufn3xcBwZfJ8f9UY9ol8pJjiezzwpZBjeuNkVrYAI9tB2bCqhG974hkwM5jf0Md5jS14V3UaAq8M3vOT6QqWR10Q5GUlB+mNmBXPF1bPLeHj9cM/QM6vx/Rk555JtUzLHwwRECCB8PZgtAuDf9OKlC6nBlCkDYNLY1njYBgLqxHAoIs22goFmNVI5eKWxYVnkvEL3e5lAWtg8xHRjbnPrToxj6hbMP8H88KtpGrfaeR4WWqqlKHkbhRboo7krvIlYuC5LGyEKgdmg6KCx2h1HWRxuNL/U/QCol14zmiUWa60/K3l0K/FbTQ81OA2Z/g5yzI+MLyNVurJqRqeL6VSYPU++9UC+6UpyuCYUnv2n9oltolPwAdUm3kr+z9uA0Agp3XX5GgELOQK+PtmBpzOmo43dFhUal2jtEbISWdliphBn5zpdakTyC7T/UvvOjwIqvOzv5bW4rNVEbvTH+2MMp/SQtBFjgRdezborsQUfafHIO30Dlnvp/BBS25Neg7E3aJahu7htGUKjr73YkzcPyIc2CoXsnmouda15x3NYS6vY3U+4SdjgYvwhc0Ab8/G+KDj588W8eT0O9BhzLjt6LtUVU3P1wSj8BhYrh04HZppGdcIUdNuu53FPxdCXgbBw39znswtjlR0Th26Pv5uKJqx1Q+PJ4Khou0Pf8XD7VxIXgwl3bNC3VZ4DqdArCVnkvkDFZcsxK4+6d5XRWKHdfpBWUo8fQ6HMq/tW90gpnPmsc92N9N9UL7pi2kWQnVvsuGEGhHoVvL8PgXMevsjOajJJ3WMmsr5B6IqpiGQ0YBl1eJ5UMWMyhlqWpSbPaOG5Jca5h8dCVxopk3ZLnlqHpGBpj82QGBYSbX87Gc7c5f3dnKENs4CqTh7ELTgFi4bjFHHWPOpuHDVm9ZGy1R5NFNfk9RwuxbpYDfLqjHrGx7/+iB3ptGDIA/z/Re3hoH+OE/h3AeudwVfYFLGTz8UOjU0iHjjqfBVjnDTubl9bUN9GitWMJwYVbuijAuzN7iHzOsqQx0flj6fA0DO3V3uNsYMZldFHrcLEK3ff+Dq0lToei9WO58DHtO9fPK8JD14GWJY2h6vyO+HFX3udIJgcA5g3OIJ3FFiSNCSunNd0PwRV4On78lL87ntrWX0uPqtGX0Od33EOaxtPx0Cjd6HcF3sGgy7p+gdwJWdM/ppJNUf6ONIXUQSEAAQpNcSksofqiVBiZOw0UAsDa8Rfp/x/bJEyJOagBZBGHAIWG0EEhAAwdkl/95iHqvVfJBLyANH3mPWOPRpMFU8hBIQAx4V0Kc9N8JavKapFpy1y22+rwSO8nYcjspRuBrul/S0EhIEAhcGlMIQ8dgAKyYg4Aygcp+7Rueh8BhQAoKAQARiytjC4goBCAAIWAocjJLYs0eGybStm8stPfEOesPXSNfCIryiCgEBDG0M2zvi9BID8GRHHMlsx75TkseLFU7QzeeBbYOEaLsh4YzRdsnQ4KAckcdseSCCgEErghzKFs06Ww7bw4brVftibcGqIM0OHZ3yGgEAAFhYAo5mqMXUZAIQCs75Xf+fJ3aNbjgc7JGfqOa+h9xs3TAcgq6rO7BFtIQCEg+kdvGdmGLSO0uIhvyACgZPhVcqxryBPFpTCH/N7rSvo5AYWAZIJNqedFM+icZ6z2X8eOJyetKHMIM3P4GGPg1wYLCSgEANcx2jLVlGnilcO7UuU1PpRxgj5wTJwig1W1c+bQFCG4RIEezxwW9kqLmNaBr5FjUybnv8IeNqbeQo5NY5Tbdv1PxAeSMcRL2u5SCT01T7FN6Z/HQ99zUPiGL/XikW4NHDxt/6sVJD45+6wY0EuHC+PFKAAQiFr/7+qbF39scdowMSmNs2BDtumwqlru11KjHz1AtFL1WVYjev0mK/OMYV7IqX5yDS2B10svSWjYRcS6AIAu0Kq0awFoc+zubOvz6GnsgxEfut9yJrFdC6zUrpqUlFZLLxyZ4Q6T6xXosVqD4SXnhmr5TAeWDFPwucp7AXVdjt6sZYZ1ffQ0Q0XDDGrYevfjxA9SRWXQ0fTVuG8nIKwl1Rby9lgim64Cq0VZ4SnN2w0Aun4AXOcA0jr3AjwyoI0V+yOWTnF2fvWp54j/o0oprvJa40CltNu13eNaXz/qtWtea48ZXZ+1PZiBzh6WFv41sPBPnYmi2NZ96p+13DOKzc874OSpT3bjvh5nknowjxXGAOhIuRpFY47Wry/FSoOqCXBln52iC2uLRd8LctK6fjfg1t5zyP7idDDCFv7mgMWm6OnP6gMzaQUway2FXuvvbrnN8dAsTxrFXVr1uWKvWrRWfnV2wY/OKPpdUWz8sQPecu6MoFSTN6h+r/pj9/QXYlWGc5+r905YvyjwzFTnsx6NekmaX1VE6gBh+3kL9OrFBlXJQ6Rqvf9H1mutvscBKN2xJGKifGjJCdRoonxlDVKngd+m1COoDc6MH6vsge4pOhRzY1630yISgNXWbsCZv4pnWum9o2ete+DMbGtVL+xxNohd+X9G0nkqfRbo13pSd+8EXtIyBH/yDTTnOGW2SuvWp3nJ5J77EdBMF218gt3TOVYWqXbMmXtCcGHLuGPM3Zr2EQLOrzxn5ZJ35zrzfXM4DfUpznFTxLp/u7TN8gOj+RgccWybkFmG5aoSxI6dgxSYVAescaqnFBcmjRImWm2k9TXh8WA2+k9qG/eHAWjqBf/XlK2QZpj/G5+kh0qAZVkOuF1sr1lHtSKjUAzY+Kxzj5Qusceu3Xd+32wr7XrTKU2S4gGeynfuT8UudwSczEJTJIu0Zp3581l44hNUXvH4WHa8j7iKitGX0ZTqbAYKXBHi5atYN/1+PFRwgrCtqiLaaw/L9QPftx/Q5vusclKAtzzLGmt6T/vKpGGiPwSsQsScJOf9qLVgs3bejvQusobOdQeR1+kA74Jsa73tStewQj4F4iz+WJUcj5eowBuREWE069ppEDLfyY4NoPzM1XTbwnf1GeckrauAloqq5GEHFKo4UC1f7Cq6I9+SRXsd10RkGx1fiNpgCPsDUzDZ0+7s00Lb+PxByTTtu4nqLXjKFLCMwPUI/Ji+WO4n5G63r48yuC0zNgrtScWTUv/WdD/VBOmgEADKYlT0CwAtg4z1GDeIuBnLawKGOigEzJ0m+KaCA2JApmwrkimL+uhJyTQtLKADtdgTFizkwV8Y9DMfpoex3Ml1f9s8NMW8svtr8qRzTM3OgSEgGSDDYw1+ekNWH18OEQwcbrnuEDnmkzMgGZa6lF6RZt787/J5iz5DrzNPfZn0oZx1eWaK/NzPMyZpQdKYYI5MrAtPH3I7Eb3LhoqFt9LPwFlT3v8dkJpbIzDspx6tAOBi3XZiAU5jAR351Eul6DwtHMIu2aqv+Yt03qnwXCTAEAByf2RIrzFwWJu2ghzXjz8PHtzY3NR1iBu8N0WyJgaGAJZnUisdQIJDfZMRfz/s9YUd1FGDn812euj/WlSwsm37DFYuH6XjiRcaPtpoKGgsZcfyz+KpQgroHh3LJcAQADpYlYmJjePWXVwzCIAATACY2UWzeOtyJ2cU1w98X2SUTMVxFZm0lzIv+DK9P556fo41TQCAW07RNHxB9jgFhsBE4PCPqeR4sDQIitbQ4xQJKsCyyQqZ6/HUbDqgj0a9onfivhwmTmXZoKqeb1O7D0D4K1pvgIGYoKH4gsUWDwXEoYgL4Nk89n6q5w0KTRL3PTQFN62uZRoIQKaEAj3/BtxCgRgHgcJwOOMGlF24BKf3zz1MDit7pBdaC+u52eL5FWWguneKilbSygsAzv8Ka/u+RR6K5U/+/moGqWlsUzgdq7104l/LiiJePpSGR1vp5HtnIRP+h4GXT9JJlFetGoPVZJy47Dg6Ulil2wid/DpSrib604rkEXRMp9fd2Bu3h6X/j8pFEW/RjdG29LswyD/HCN2Utc5hK94VX0fNEE0nHn1KLuR8k1HH0sXGYHVNu9LOiBQPn/irkwfxy3w65u552+CLx4KDwO2npUxEZ7YAS9oiNmYfYU9itojW/GVYuVlwRwNeoQ0A6Gbs7ayvI1bo3Bd3Fg6hyv8QPYf1kC068TXgImvPYfLt49H/AjnMHfg1sOT79JwFVFLUkvU5IQ/iIJBXkANmg3kefDztC3Ti8NQvkcd4cYHXFcOKDG2jcRbUxgiGojgAj5yjF2jOjMmLcYbOudF2ln3vXIHAZCk7z2TITSkHgYD0eJz8cpFWdwCAc7tRdI7KC7h8aYX3ovAbXPLCBObfduyaQtfR9a63xDnNYbbB818HeNl9y7occZP68qRR0URgrlv65A6mUkcMk19w7wx64/INKTo2ief8PuKDxRi+ZqcTR48JlpBPRK6nqiggvCABYffpJAEIi9nOybSbv6mXgs/duael/UyAsi84eDcFhJk3CUBYmSO7EnAm6oHRfAsU6sH9Nt0WKFTRMBzAsnR6g+48lQEepdPozWj67HwCq0oectLIgJVKvoHqKHNz/4WAwtrTfwlksIn5ADPGBYBrKTBpmvJlCgozy4SBbtngdAsUqrjwsgUK9fCxieCKr0ttW6a0Qtrh/Sg5Hoq5CSjsyqkSWqMAY53rg1l4+ZCzyK+b1ycqzwHg2U66i64uYgtdNBkH32VMIZ+4l1igUI+ifsb4pV0tQSOLogsvyAePf41qBgvulqDwAvMWvbIe29KdRTzgiqL6EG172Hq9tBead/FZcuz6F5kRWPBFyr76XTGy0HN7CsBmDjW8sKhwRBi78wpwQLJ3t/dMJ9KHZ67pwj2v0DG2bMEAEfvvj6QIUBib+q/itUpArXXawgawxyS+C784QtKCpZ6gYAt5FfO6lD6SISk8sxloM3Ri+QjdCFRhMTluHHpMzMUCEGbeBOyhbOGWO9k87A6h4iLbdHAjdoMNDrLK0ZLleMDtDAXEnMU3tZ3RZGLWPQS3MHNeOyoZtC1pNAVacvZ7qM2iAJkXAG4fyCTWOKuKL4j3Vzuajz3nnTliw5ReYaJ9dKfBoojK6zF3ahBtTdp4yYYAhcumDmDnGedvr5veh0c72GeVySuxmYJBfr1uOiUC1nu7SMahY8rd8d7JKh5mTR32j6fg9hcooNr9Ccm8cXZu6blpiOW96Lx27DoBCvd6XiTHCEnGv8b7WfGYKEBkf7ct6kNfCm1yEBi9hYyFl/wnBZjkGZC65GMOMPywbOqAPzKGLDIm9y+MfYRO6LumSVYu5zL6BZu8/Xg0GGhvk+hfPO8mNpg5cDQEB2b3D02VoNAU7OaP5SduERePyTutGVOonawKC5/4gTiH3yQ8fXtJMfSmZAr7/lOc1hKmr78l9wFxjgjeGeKs4SY0MGF8d2fsOsGCG/jyAggAeHYrHWMD10jrgufS5eTIIzZ98u99eYza9RQduERvUFZIolrMTRhMYnEpXQdMRRqL/49BsM2Cb6hM7dFe+gJl/Pa0T16YYwx2C9xzjWQOefp/+8DkBWW8iwQAqr1NEBz08crIS4oR2ZnFFI0nPkaO67P/7+RPelumkHlUvC4zP1tS6bzROlN6wdYHqCRB1wgmiuWsyOeuk1IGwgkDALi2byY5do3ViXNEsCFfaujIxAvsHjmXh6NvUCA4d5l8Hg9R8GeQT/WxsfLo2xIAl376EsaPbIIiwtUr28NNFrc3T7dsd7S465D8fnjsm0qze+uHf5jgTCca0xeLxy6lHSDP6gj/UgAbWGvHw4m8R/XgHZZ+j/HBA4Z8N9q/R2pg3ja31KrXvjCTJgCgYKwcXSiDs5M1gUKhFfGkWT9aNKTQyTMeGkDaO+1h0gKwoPITAAAgAElEQVRPvY+JQOfDaX14OI2lZxNYqe1Idz7HE6k98T6tAOKgMO7CD+DgcynY/5yzEzKBwnmGSU3EZVQ7WRtstn7R6XtvIXDT5Dcuht92fjfpBQ1aKADYUuK4zuPVTuBFDQjmGhZfADiiMZgMFFYnDya06VgZcdLTz4+nE62Y0hBtmEcnCd1PjoNCFU+l0e+Px8MlfXj4z5yxEFtlgcIiLTVYhJG4MB8Alqea7xMdHBYN/EpqCFkaOn5PKjsmwNL+6pufBG3umq/TWMUZD2DeBad6WIHC9iy5kdDB4cIvjpD71gQC+ePVXpa2tw/zfuvsqvJ65whHgO2hTNw+7DAYceNpjgW1jzv3hgT3ia7qiAKuLscLzgQK27pscKkPn/8E9ILiufeZXyvH7QDsza9mY+c+jSWy2XwhU5jJJC8ZycAhLRtgaAcKOH1oAQAHa4H3tHv7jP27dr36Pttuvp/anXtwS2CZ/H9QcFg/fSv5vzK3xewWu5yxUowL8EWdY1N6DwBu6ZyOWzrp/+ng8OVR8yZic7fD+nREk+P94AGn0IjHXoN+tTpHux4JMDoBhz4A2v571WXW/Ljq02yeZPJ3YxiwkA4OSz89RnXX6nU1cOifEsXjY861eHTA3ISBp2Qbw/6JvVztWjMdHM5xh4neMFHf9r0h2qoWJzaKMTwZONw7nkqsxh49bv5cO1yOO0U95hrP4TriOs87qPOwuZWtn7+v+OCkkg9+WZ7BEXW/ZC0arv8tOZ7rCZHJYF1KX7zNkwodDKpYE6Y0nEnrtWWAirYbclaR445oMtZEqeO/yYh20xillJ8NyhuFA8KtoSz0jzqT0FPZ3VjJ9R0/vwp9lZR9ynuL0YuGphRP3UWvR5E7TL3TIqdF95CuwEdRGGYmsqaiBB77aBoaU6+WulKWCt5S8PeoGf5J/HgwuwI7Weql5vsGK4HPMpPl1NnAMVZwwUFR6XOkG4Pv3E9ERwndxzD+NAaiTd1qQk/RzcqiVSPYrTGDgc5/sKx2WHDDYd6s3mQUvHyUMjJVyUOofvNDzgNHeqWWC5DVwnyjZkrvpV9NbHJW5m0U6VieNmzP/oz4M7XMwJzrCQEJ+Mo9o2ITyI8PR7y4v42Z1HNSwrTB55d1MwC2v5nbSr/3quQhbLzIvnsDMfDgDJpSe7yTMcvZAH7JXutT9LX8rihhqB99xbyIHbmVWhsUH2OpesO8ir4wUKQB/+xFqM+jadTalw3G/ywT3vcROh/lthgKSwr/HFsKHe3vnvE0PMw0u3sjElzVJrMNFLPtKRuREor9P0wF9FbtPmBFNv2C+GbB7406bfXsuDNfGoU/e5HN4x6nUwcA3H9wKqqvZZrw/UwTngPMvYJ+z20/lvKCVZ+ngHDrC3SOeKKyR5AObREvOo87893COSMiFW6Kg/9BJS3+Ksry70jvwl3n6Q3Vm3eU/O2Zx2bhmSK6Ptyzx6DZZUPq0PUnyHGJa0h0aypLGqPZpeQ8YajfWPwj8VI8Pb3eMGe3nWLX/iLwzA3O53g27Bd+kSaJVo2LoX+TZc20j/NH/phKJsAj71PWj57OevuHwFmWZ8mmtgG8ikmF3rew7J3PAO/cHz9eHrway4NXEz8/EyjkKS8OClVscmvlor5ClLuc99wynoKW8RSRAoj5XzT+LRXcy0zFtqB2g/yc+uvlHZiDvANzhFH23ErGODCy06TV4tEV+Kh4bAuuwRYf7QTCmVX4rwNu14DHVIP27TgtINlS8PfyHEivsb77WTo2DOBHWrccDj4BufEoTVDZy8BSw9t0Mn8mrUt05Ai9y8DKmASFAHAXq26Om3Or47cpk1I3/AMJztjn2DFOJziVduWbKDzHWD7OyE65ixb4AGgo/g96DhNyr8yzdui6t1iFu5fcqyZQuD2UEbeRUbE3Rn0S96YeQq3nRPy43CMtPxrCfjRqC6IxpfMeAN56nRZEY647iLkpBnZO39c8DrTt0foO29f54UwNuPdDpBfnFjLt0W9ynN69euiaspuAtl7ntdR81BSeOD0+98P0tYov/Eyy6CfZPd/Hjm2muLaXaaQLWVchP3sv137fKibRg9+HhbSyeY9dhLMxSIEyrzyvZbq9vdFM7I3RTQzX9u3/obkzEWf6DuWeEOf4c5z5f05eSFQ4V3MWm6VHVTQcop+jYL5kv9rec77nAncEi5ayivrP0/u9IRxAzm1StmHy0OUhuoclU1kQ1zkX3DUOvysq1kPdvaM3z0yB3tNBgeCRjzMvNs6hnAWu/cVMXPuLmeRhxRQDE8goWI1CVdcGctwX9ZACua5YElb5LhKGs+2wj27qEmR+uaPB/T0U3VYnD6IvSXss3GtlXLSey7/vIpQPDjCcKN7WtukKHNoLTfXJvwBgBoW8SrbsHbkg8ZgIFK7JTKxn6+BaPF4AYYjG5NfRmGx5hnFwuHFE7l5yUq2b/6lsxngyUGiKuVcE4zvRODi0QeF95yXbpirJSiL2DW9P6IlAIQk93a7+NfRxjYfaFChQ+LbFZJlA4WB2Rfz3Zd4BkvaNg8OJsK3qtKLAVCixqMt3zmEpMfQWXG1L4Gqzej4rcPhMmmRJH/mttUApcBgHheZsGQCLLVRRePKbKHx7WRwU1h23Un51w1LfidA58nkUKFw80aJwRPvMz32RyjVC58zPAdCQbXWfiIPD9ImLWgAbFKpgGzlTKHDYFLUKUhQ43Jt6KOFz4u9PS1E1Mrbkybm8WS4ccKikmvZLmCoQsZkda+4pOjhMGPa6rUChYnMe/42hqpo71WiFADo4nCwUKNS9IEX81r7nToatHx0UdhwwPwdA7TFbtK/AoQKFyRKoKnCY+6adxkudbf1ooLCm628SvlaNzSQrcBgHhW4J+hU43BGx5rTVPqv4g4DCXyR8qbhxvwKHfm/i0lwFDhUofGZKl2VppIHC+89LVlWBQ5VijoPDCQrsFThUoDAEl2DGJwKHyn5lxizr+104RzJWChSqf+OgsMT+mSS4tZsCnTOPyWYRKosXB4dqeci3fyYJHRwCSCwZAuJrjwKHevpfuCeYggHCe96Qa7sChw/0WG9egUNdQkHA4f9wfLCA4bndwketYybzquuBWGAUOFRxIuO4BIWdtAJ2W2QGtkVouo0LUTtYF5DypFE05n6JsIWtEZ8Ehcw3qdQzhlLGhjT2UMaxaIwCrgfT+hGCS7CFAhS+S9NC3bEk0eP1pRKa8i1LGsOKT9PRft9ogWALS3p3kONKD63gqggvQEWYejBx24iO1OvQ4WcFD5cvlGwhrxjjBSwj7wjtGy/syH3SkKY6+neSpWAppzVX7ceaqxydou/dGvjerSHnFPn+Svxp3kFnazBTVOGF3qCT98IvjWDhl+g4C4TohGpKJ6/g3Ri6d4pq7DVBCgB2JL+FHcmU7WwpZSWItzLLGsDSDur6wezbxD3XdQ2rBM//jPWjRUWQFf1AsoUHIz5hu8I7HuwdphZDtaM/Re3oT8ljN/XLYobyIAU2h64/IVJTYNlIkQY6bf/owZx2AKDtbfoZHs7so8whgBXT6T33+Dt0/G4o6sWGIrZRYZWoAND2Jn2tzcEsITcAc/+oGZ2KmlFtYXrl59YPj2KmO5xF59/aX09F7a/ZAjeHMc85C60fLXJD3KkfwCnDRkf/M25qcgwAtS6aGQi6vAi6KEB0vTgPPPx/ygDemyB6vIWeUSz0sExOlHo3+nOi8ObQ8bHcOwAfGzNPZNNBdf/Gqbh/I71mPOvAo+09n1iP5n4uKHoCd7HOVbgJoqKY98x+Yi59f35E8ct0SlnnuKJYdDV9/TP3UDnRwyn9oso4FqObec5I3tNRiJfHU0mF7pGPv4fV2cxzh93OjwezRVVvWZRJmXLvAFzaWnz5l4GcRYDXKVSt6tog2F5eJFeVPCSK20zg8J5WChDLPGPYV+gUxdzfM1X0Sg8mMxeEYNelSbB+x/hgAMNX75DaJkDabKjx/FKDOFeFsipQFaW1p//Ssk/RYluxnBBValINCAX2Dhu8wry2sayqRNTbkq1JohPgoFvqB9ecsYGs7YmoQOGMJEl1qc/hRxR+RIl2beWJPxfn83ip1Lp5lPWCkXq35xpddF/RTyftypDJ+MoKJbJVE1l7imUx05FqYAlVGl/XrvGUc7m1OagZZzYYAAKn/wmAAwrVZGEEhSre0q4TKzRZc91xJIx+S7eiQOGMYuv7WT33PFbPle3LRKi5xbYbWpgud+nNyTYgtWUTChTqwKv9amlzwmNNxGJtFchaDvm5lGi7ZandwkqBwpQi56QJdt7VdhsepanpmmEwyLZjW9SmZTSJSGsshzDyJh8+1VmoJc3eKKnNAPeo1GJ+v/X+Hx90gNamKE2JGVs2qkIuG1N5r7Xu66MGI2TmKkPZHXt92PimWeMHACtmWvexuv/ajvnk37FjQ4YGDn8DWlBgmy/s/605LQogDgpVMcuErR719e9DNihU4PA2+5qbmN5TNt2qWGPWCtQYV2ut/IbscWGDQ6UxXGSoEt2Vbi2cLT4b6E/Aaqu4Z6+zaN9v97yPg8MJiBsOvAbHHOPjRAWNAOLgUFWMx8HhFsPJNmHV3c5AnYaxVhdb8ws3gtbfo2K+FKDVNeg8OmOUvNC1urvTrUHV571CPE+BwzPzre/rUloM5p5z9HybQ9lYN70vbm2jimb0UJuaODhUX8GHxaky9LGgsh4qG8SL6ACsmWIBVwUOFRlius4Pl05goG1PY1waYDpHgMM0Q7vRgmUWDvo9xQej+OQXLNXhSkZHKfWdK/oBY33yAMx1jHXrLvuu7NQRPAGceTp+XFvwHQC0UKA/5kEJKxyoN3RcqGF6FT6B1IVfANKc97g2bP2u76gChz8PpFGw2zJjI5YOO5OY0KpAmlZ3+F4UmoSGK7aTdPre8VRhz1Me7cTKccdSoCuaJHaTOATEiumurzKdAuvnz6djUTadwLek0lRdsWuYOOAXDdnskS4KziqPg694eAtppdbwO4JNXJtLAUldrAXYrjEdCiPqeDNV0v+D839NgPam2D6gk17XokL6/sRO0g5eadf5OmORM4GFVznXbEd6N4rC1HKhKnwjtqTR61jY+2O05zrtAjcHs1A/QG08uMRhjjtMxc42OGtJvzX+0E29MxCLrqXvMXyO9KjtCnwUheOUoe5KorKDwhADoOp+Y+xhawqd5ecFD6Ih2XlsUzAb9ayXa9nIK2RyH5xqWZUELjpeiF0Zt2JaL50bYumsh3P3Thye6aTql48U4GAH84hMg2CDQt92AVXaAz8GwOdujm1fBh7+srOgbDxmja8VsxzKYXtLZhyMqpg7O0iqqh8PZqP/V2yh54bR9nqjJCaKwY5XN9ux6DJ6rzaf+hTwqja/LvmG9CKMhYHp2rgas8fq644+G1cZKtF5V4m5TwFjGpjY/wlBZxy++T1RuTvPEyRm3EVDLaK5AWdflgxfjj0t2k1vv45/HmWthl6kb6C0YowY1ntdMSzvp4iuwv83REumMkBrtDVn6Z5peOI2ysY9sJHlRQOguu40EN9DAMAVwOp85+9ufstaj+ZeQ9epOSzD8+wQnYNK08dEEwfueFA7/ir6Umme+Jah6WQz0Rz5sZAQTXthNjbc6mxg1vb+vTQ9T/kbYYDNza6rkwfJ3Lk1lCUs2xb7hlGojYVtSQZZSbhXMm9s3ajN+Is4qaOCG91zo/l420Bt6J0oO46Zr7H0eDqw72pnPp/jDglAODZN2ov5Bth9dwVpGvEHXnxSeK/zu4suqEXHH0TR8QeBcs39Xo2/Nsoc6n0LA8ETk74s9wOr7PtnVPb9M5qG/kGcq7eZq4qdIGXndeHJPd4Chz9v/aItdKqPsAoTKGwZTyGGrR2+F8U5DVdYuS3exkcX3pdHWVcXOxbrNwa/30aPAqNH0dTreJc9f94CkrpB6wrvRVLgo9tHJAwFQHK0lZY71KtFRn/8wl7UHXMsWepiMl0Zjwksqgbn/9r8HzO0TjuzvoGOVCfFnAgU8v/rfCmZvnYCS7uOZGe2qQrfKP6fN39XO+vaDE06kX0bNrkdSokvFqZQBu4ut+bLFjazMAQIHrobhQedAiMBCvXo0fSZF1sw7+x34ofzggeNT9E78JSNvEL+T4FC8t4ybgUAnMlzWMnd2afR6NWuJTc/t6O0SGPO7aEc6nfm4dC3E8zJ+j7hFAA9u2aTaBu/K5nD7cfZIND2mXNnJ7Cg0TVj/XC0kIDwMtWDFLeEgT0nnHu1+VQCj9FMLf+opBYnDQbYE8XZBpr5mWvbh+iMNGDsqKEzugltssa0OaynAb7TziZzybBFky4qkzf9UKuzTA79pxvQ/nxphbl4YUeOIyWp8FP9I5cF6fHArxwgWO4ZxYGvaqBY7e/51KMzmDZpt7lHkhM8jmoSpmcP+Mn4KE1X/cCd9+pFDA+NTon3HVaRO+p0UEhk71M46NyP016gG7G1vTaREJZ67e1BWkGsA06lv+PzqtfjgLfFPmstESlzU+i6/tfvB950ig/VnMkrkZvG09HEyZFLiBMf1uY+9vQ5ttl8b6GzOX8s9xw2B7MJRgGAYIZ23xla9f1X4/0PDA9prIUGCosOJhCqG9os1V3mTBCbg9kUFE67F4DDFqrQQaEpXZwoqmLO367zvENBod32S7GFKuKgUAsdFKpUiThHYyW5m79qFahAoR767vtwxEtAodptiRtNA4WudtobdKLQTaBbIikEFBbZ6CjOFgKW7iNL2r0Q8MfbDqq44KQHdXBovRE77WXKKDO2UAeFSou6KcZ2bpq2SgeHk0XnS9rGZgQEFL78rrVA656THckzCCissdNeOigs7jO64pMUnw4OAWBLzEYOWiq3bPhF0dXH5a6joNC+xqLISPO308EhCY2dj8dF57ufd/Y7BBRWhy1rp03aZFk7OoWCwjRZ4DKYeYvx5XXxOwGHAEpO/DUAanZcWjQG1tYVoX4XBYWKfOSdE3VJ1jEYQ7GFemxv0QbEBQoKVXGFrqXKuS1CUoyQpEPiFKI2ZejgEABwsz12lmgawsybhP4WJ5+ggOxGOx3M2cKz2ibdIAsCYLGFKmxwePhmR3pTnjRKQKFyiiDzx1gnadOog0MVJnAI2KBQBcOem20tt84o7cipIaCQ25IAzthduodmvco1vSIBh3roX4khvb25JzvOFgJSxwpY4PDZAxpTeAm9DlTUjr8a/10Hh4DD7DVHnIFfOPgKAYWPvGhYjG1wWJSSuJgokbRB19Pr4FBFVzQpMVuowldIWW0NHE4Woi2lHvYtcKLMAYQnPnycgMKb3pE6Zx0cJgoCDg+tTXzi7xDvf2CoYjqr+I2O0C4Nc74FrHgX+LTWfeKOl8nzHnklD4+8QgdrWXghyqZQv7YK1p2iO+Yhg6I1byXqUnpRl+IMuKbhf0RVPwVhHUkUcLSn34R21xRSKBAInQaKtRLGGWtEYUVZ0hg6Mqk2kaePn/OfxqGME/Hj3OAi5BY8RwTlSzum4drjM8nzaiK02KBwtEyaag8jvlMFgF0LzsQrUAEA+UvR5P41mtx0q8vF0bw9XFMkC20RL5pSNSDov47qkfI+CVxZT99PuFea67KuGi1X/ySuRwNgpYArbgNmaBuKjzQApUyPqn8XsNKSm4I/IY/tnfMD7HVrN3l0hDC1eyOp8R89RPqY4d8ZxWF0RpNxy6CzKy+68AIaQ06RT+OJj6GwbSl9YvdOFB+uoo8x3ddez2xyPWp8Fy3RtcYEbfJV4rEsygzG8ijobbnsa2hJv5V2vOl/Ib7BAgDM+SYKh+jzuryz0DWTTcIcKHrSRP/q6vBraHFTxr3MRXvj8izC0YgXrX5alXEm7xgWaOxIVdcG4m1WMfVp1I7mi1ZooFJE4G12PAzLu1BXZdQC0JMKORD9ajd+N5eyiwC2381YwxxqTfKg7zwKXON4LMX5jvpf9cRNf1UUXMcsTg4D/a+zFnhFfVg3x0lpL7tiAIV6sVSoF7jhOtkFiFs4JeeRDRl6f2YZY+tpu8u/DNygpaa9ebKYbOgtYC699zDzAZR0ObKIpcOFWDnizGfrx3JRMzIVle476fPyaW9u4h4AC2Cu+yjVhw296wZmag+UQvSiv6+tAPccpnP6nhEKFkIXXNjf59z3+3+biqX7pwEaNtseysDKUYb07qOHj117Do/NYiz9eQD67XEEtOjhCNDW6ENbIwWIu2+m1VFz0yjqPeDvwAF/B/b5HYB/MOLDStet8eNtSWVCDrN/PAWBGGXqucXMI2N5cPmd77Au76uoy6whti8zXGHMcNENB5cOHI76BPCOBV5Bk9fZSB6M+FA4qmGCgRbrh3ns7l3EsmOhc6jvdfohz3WH4j8qbm+fjo3v0Y3cxl56vPpD54mpN2BtLvXswwx3mGhRd4Yz8EReD9lwHIykiBQ/3p28W9DvEu9/YJiU6fTIVN5DJvNHHnc4RmRr3e8SQOh6xTKKLAs7lXEq1flgijWDq7RtdyyxYFdF07BmbG333FWgUFTcalHnZjtnLU2pWBFTMYgChWpxfs4/edunpR3O6nF/51TURN5wQKGh9Y4S/j9/kYLEXQuc1oIN08wtoDZM6cWGKb3kPSpQ2BiZIAWiW9YU3G2BQhUzDdWxKpQO0R4nLVf/JPG5KvSer1fZwNMGhYHB1+X59kKmG5Lvdc8gY7HebXieHZtftT+3WkcUKJwg5af3KG4M7aDtx3oSsIQA6j3Uj3Cvx9nFJ2r7uMlXGf9dgcM4KJzAfb+wR2vUO+1eYI7msziB1U98zKluNrzAaJKIg0N70if9uieIBZ4x6lnGDbq1iBv3KtyjQOFEone9BuYfQItHJrL0UCS8ys5qz9PBYcKwb++Cz1rgriDV3P0BoIUF6+b0YdkVzkZ1+fTdpqdYofwx1XenX7sLHEHbofvF3UB14Ti4JPFrzXI29CVd3yY6ax0cilA6QwUO7UxD8wj3EwLW3WyDQ33ozYQFCtVbPGONgYNH2UIN4J4L1t9W4HBPr/OHdHCYKBQ4nN9lp9KXTnCynkU8AMr8TdA5rc5uxabA4dxSCxSGYi6RNlWhe8Dq4BBw7HpEK1QA7X5rUjvy8fcsgKgRXTo4TBQKHKrOItzQHnBY2WCa02ZFB4cAKDhksddnuSnEweHVDnuog8NEocBhHBR+xPpn9aednZ8Ch7oNVGnRGM7MdQDqRIVKKhQ49L1mO3uc+q4w5v6vxvu7+OT1ZYD/evk/rAAAN1K9kakqzbWXpr5ybozEc/0qTClbbvOwjLVumtf3jHx/sTA68mlFML8Ji8cN6QMujs24gRx2RT24aVDS0TpTCAAzB6jwtb9HgtvYZdKsuTBM06/dQ1K3sWsK7TldPc70YL0/Q12+pOd5AQ+3/aj0GFrcccA6ekzeGAZA0TLnaXJcdvReesLFFqCEWWFEDdo7tgHZ6/+EOKV8nOo+5oVlGvzgfrmogH61YsfcEWHtmwDgjCGFzt/3VfXiFB0YApb9AgGIA29gk5cybLx6HgBaQAtLynoN79GQ2u3yU8uiwqMGv0821nkv8VrXLUSnCgAtI4xhAtCaew85LjC0xyo8RZ+3NPdbomfsnn9n48qEH19kx90AeJb0m5BxmB2bMNWj9HDdVX1ijNz3K/p9FNwsP2v36/Qe5kwZAByNyEV+xzFmTm0C7tzmKaucmqsXLJNelm9RNg+AMBsmqWk7SjK+JR7jrc84QMAF7lIOrM+gKe4yzyiWHGDePaZ+AZyLMLXr5ecEIBjm0g/Rjf7BC3JueGwKXb/2R1LQ8J+sutXUNY4Vqez+PCUM1o7KQVyVPIRqpuHbzCzQuE0PADzAQJupGvnKQVnFvCGFbha5pRe3nAGs9D1n8pu9reTYBAa7wnQu3JtFx972UAa29UrCYdtU2hHrvmPMx9dQaLw6l6YESj1BcR1N/e15WzzRhe2AAf/kfRK4cSfw3yg+ef8DQ8ACh7naotxq/36NlgJOt3j/eRpwavW9QQaMmiRzbnQ0DHPcIdLV5KWAZd+iP6aMcZUAeoY9mLeGnNTPlsHvEP2NAoa6/YYCQzolv8Z1mGog1EKfpKWV0uagS6vWUuCwc9SZ0AemWv5dgZE2AEDuuJWO7j+uLXh+YGGB1vfR8yIAwNXj7NwLsq3P1jXs3ByuWB3mBhxgp3zklBakPGSvhtqiUJf/d+hkOsXK5GHS7k/1hq7sf9o5acpdQJsGqlUaWU8HmHZNnjTUX+HYIKgbTL2H6uN2ykPTtKHkB+hKczzN4ulPAyO91uekLyuTR1A+oi06ti+lERSe1Cb+LqD6Jmdj0RAO4CW/47W1fNiagPTK48rBnwHf0jQx99iA6Qpt8lJt/M5oqOS2X5E04N5p1gSoPLk4MFSxyXs7qd73RS6QDUuLz7pe27WWg1sG/pEUfyjGdZvPSWcrI129ynvLqeXmoob4H7I+a63L0QwqcKhXe1af34bDec7rq03YvJCDwLpSrqLFMHbxy9JcB3AocKgXaXXvTqKdSaYCiz7mjI89j9qASS/OVl9Ds/bYa6DG1Gr46FnQhwDoBf/26667ygFzChwS0/mDADRsV3DjOJl3ht6wf9f6qK+bYv1N3UfuYMRHnAvWHrG1ojmaZvTiPjo3JedRTTAHhkAcHLbEnO++7NAi4Lh2T99igfXGTKfPctVZq5NKwP//4o/NcIcdKx8Ai4utcdWUqlFokZG4PRMAbBr8Z/TlOR6rm0PWF1GmAR4FDldfp1X7nsymzJzCj/rabWPjVX5nY7u1J4uCBxscrphvbXSVjdnBZm1uuAHwBpy1WgGo/dpmKA4Odf3q1aCbERuvjS133vjz4+mi6GzpcCEp6lDgUMlfVMZoe7vzXT91dTfxwFWWYPp8oWRSepFKdywJsYtO1qFuqiUDUqSL+qy6PZWSbukp1hxXVABCAGh0zYz/XjMylQAw1Xt9ZZqTq1fvUZ/DtvU+HL74dnEAACAASURBVJ8jAaDd3iyp67/1hPVe181y7sVHz1njeU6mc89UJg0TVxMFDltjThary7+AWF6p8dCsdSlSa2PZ01ph1vWZThbtvwkM3/+pZEDoxzDvBQoK1cMGNk2PghvHCSgEKAAEgFsGp4vHAFoV1xlLIqAQAGoCXyHHRT0/MHZJEQ3CeaWWO5lOvAABhQCwL9BJQKEKBQoBoC/pZxQUAtSTDEB55FYCCuOvN0x3TDooBCxtjy4Q3uu9TrRhW9vD+hAbom4sh4JCQBiY40it0IiYQgeFgAUgdGDaMGsHBYUAcJiyupzZUqGDQgAUFAJAqHdyUAgKCgHqeg9YRSfcjqYpwKpEnzF0m5j9DQoKAaENKz+zkRi1xivSB6jGlFs6BT1011sWbCUTKiArggcDsoK6KZwu+0ProBAQWkEMHiCgELAA/xr2HoneFdZiooNCwFAhzexyACDXFRGV+7xdHWdlFq0bgaG1OgWFgEw/LwQFhQAFhQDgoaAQsPzmRCcidtk4S+i/IUpAYfxxVv7L+3nXXbmHgkJAzE1i/lL6aL1d6fA7BBQCQMu1rL3iSw8SUKhCB4UACCgEgOfb0ykoBAgoBIA1ASqFWO2VHqPPzT9FQCEArJ7OzjsFCgrt0EGh9abZCdc4oBCwqqoJKAQA5iv/yJhk96rvGJStETlD3UNBYaLglb4NYT/RRJd6ggQUAsB979Bxx82rAQts8cplHRQCwNqzD5NMnOmzViSNCOuYftN66popHtOjNeuz4rHtoQwxh+mgEACKPWECylfNlBmtdVP6CCgEICqYV3svEFBoClOVfd1YDgWFAJVW/TfjgwEMeZrJkGoQfVwBuI7S9HF9ao/w09NFsIBZ07dplC6yfEIFDJVUeZ9ESYx6QhXHJjdeRd9/AkwsvXKE3pCFYeboDiDAbiJlIq0Ht70YghulufTzdo2yTjKGOJzRIQyB+Y0lOpMAuOu3NP+y990icQ5+zEyRTx0AXmVG3fqikyAe+FU+qQRcmDSKrg+zDcZEukU7liZL4Q8XuwcDNxDhNiClA6Z4ko3F8uFfoXKEjuPKLoOO8woGuk1VnhxMp81ByXnWx3j35K0SfaO0am4pFgkbpz2Gar3apMWTnkOyAJAAD5BgxRR8AWkM+1HnZiA/Ilng+qnr6d8xNLcH3yvI7BjAh/pP5Sm8itJ7VQzeKfQxXYOUKB59yWCSzSSIBTfKlPIT+XQuenRY/p2HBqhNSbE7hIb8v6YncTBvCnZOva9CyADKuingA4CqAxS9+vz/KM7h7QCfu/YUmqL0fW/qm7zStDlMNYCtkRQxh/NxDkDo+Z7JkvKjVakURDwT6CLG3NsbMifUBap4qJV+roafBWR1skHiwDdgc91SV7yTAaOdoQxSOPHAgfwJ7bzif5vdnyG4RJ/6tflST3EocIIc3zck2662BmlmaBdrL7otNpu0rwNkqhoA1vvp+tEcTiPsHADcclDa8PBuUrEC6UbenkblC5wMWjnUIDZP+3lhCeRYa+z/a+AT99OT3vshfl/x/k4lH2GTR/ZtEhQa2sW4umm7soLLxlGvGXfWjE6Ni2hVbA1mClC4K0g9zhoDnxagcG+EDrD1F+ovCdn3uVm7tpGDpEoSUz6DyujHyDlNya/JP+RjJYnDbwtQyHuh5rgiGGJ7htZhVuULoCufmGni9qHLcTjD0ZLwyjFASytrUYOPYGubs0NceNWIBIUt7Ib+2HwLFOrxYaaf696JjmvozdIY9hOvsF2LzohqtsJzhk4hXC8VHRGgkPfNbIo+i2CAblrmD9LP1XbKhwXT6esXuccJKGyL+lA+zIT53FAYMHcd0UFh69eAK5gOMnU2kEYrXA5n/wlKfqohnEU/RJ+fUlq5Y4x1iIWxFJQ94gsAADHhlnqCBBT6XVFs8UpGoyFKdV7V/VuxLduZGA9GfAJcrGWMxRx3WDDya6P7RYq6PulmcvzyeCoBhc3jaeg+ybIGhj3dog+PYM/Ptc/7MwAMx+vpQcDqj+29ij12zoUzsyko5F5yczxhCgqvB8CcLkQ1MqyFakOqc2890JMvLHgEKwpgVxbTEvf8g2ALm3IpE1Q5+DO6CKbORr2vgpxT5hmToHD/E8BlzptqnH8ES9mcFbogN1rPXUbps0r3OaDL0Q6vyf06trPMzpHAe2I+rOQuFFGPWKh37qVACpnAMzfQtedlw3zI554942kWMNT+DmeTvekxhN5mn5dzIWch/E8fXkrZ5XUpfaRIJAQXlgyZxJE0Hkw5bwFDFWmybeoag16RkwU7QxnErgyAWHevHZyJ7nF6r8VictPAW2UWR85gW8yZs3PdEQESeTcXQPomViSPYHsbvZD7SunF3h7KwJYxmpFCBtVAF4+UClC4IaXXAoYqkvPQmEozIK0GkLi+h5EjLzwpN6TVMeAPPpWsolWK/3k0ByQo46wDH5yAoy1U8VSazA9VhRJXnarQFzMAE7bqIsHSmvUemY4T0feCsPyYF528bQ6viGqNmE1+eVTq9i+Y2MhVxfLYQnHD8F63xniTgcJrZBeFlqtkZS4vFlr6vWninEuKlIllCQCw3kvH457xNGxi3TmE5QRkCllV4f2uMZg2lxw3VxiYdIOpbMmpDfSBZydvV1Ye/bh4jFsmmYJ3znks1YCwDMatrsO0+qJ+/PlJX4trWgGg3WdoL8ViVyoVzne/ZTDLNViJ7qliCIunhk1hIMkXFBja8bF4tC9xO72JQgeFABDLf3HS5/i9BofpqLmanQRPM/sKxSll/YZNGbuMVZ1/Kc+5lDhEx7GJKePs8suvpuGRlyjI4TZTpsiZO0EbwQlCyIsMrgR+bpkExNsqxkMmyETsZ5/j2ldmovO3Eizx4JsSLmdIFJwoMG0cefC58EjWewIEmmIwmRa/3NU+OeAFZAp9e3OC7gJaiD70APBLWuxiKizhc58vKv2K513CGoryyXHP7xrvb8Zw36ccjYvuW3fN90V1W/MNdMd9e7tFDS+eYYGZlfbOpZ31OeWD96HRKQQUBs43iwmu2TtfMIUArSxd6emUoHCMLkB9M76K3Nc+RM8puBv1BXThLmLC4apouwUKVdgecrrGcldaF4qHKetUgj8hk04ILgkKxzpJRWhX6rWiUmxTai8GtVTpwUgKyvnKGerF8phT2bjzbWun9ssPOQC84rfzJbv68x/QdFEOJCj0X4+WTOrbt5yl24/+xksYlTNfPia89TB6jLTza4o+a/3idRaKpZGb0DBIAdC6LDpRPuzrI6zYGnti5RMK/x4XJY2QtE99+KcYzKBsVuDkPwLdLIVQ8gMCCgM9/4bmHLqxqOh8kD5HpfeUPUyrrdHlzVo+zaq1k/NQHrk1flhop9t0hq3aO4gqN2ulFZxJhOpexPAk008GBl4lxw2pt2PpXgrkn1rYjZVByqa6Br9AjnfnnybvR+3C9UWneOxNLAf1dlyQNIbaZOd9Lx+dgZ2tjBnKAu1FXAipBfwS6Bb8JggjYe8NMYTGnHvGm2K9X31ztTv9DKa9ZWjtqcdhWGyhHkclW2jSf9XC0SC7hm61ilb0uI6Cwm32PFjdrX1g7xQgi1Usc1siJWOwz6uHNVZrLzKz/QO0Lzmy08h84Mv9N/E5Hu3Oxap8mqqtSh5CZZu2ccm9A9um0L/Nu0YtGboML79K5/ANt/TGCw1VHAwxRuc1IOdmBxSqFnLLY45/bk2kFFvfpRvUZ0q68Kz2txt+HBDOBDnTWSq7zUNMyAFYGxQdW38GePLz9L7qjCYRFlRV/l75ikM7zfhQWGTIWsZTyD0betuFdfPoXFeRNEKyZjUGSxnOHHoRQwsDqbvSzpC5b/OoNekfyXLcEIrP/8QprLNjcAEdtA2hAKkafmq2NWZ5RXA5q6xuDPtps4FC4MESOtZ4tTYAlA08B+zXyJ/bW9DuokCaayZ3jT0NAPB5rDqEXemUjVfRzvTNa3rWsaJLe82f/kngpp8Bf9CMYf8eaWZ8Ca2YlhUNxEEhAGwLZQpQaIq53OeNi68h08eAtBvZK7Z4MnI7+QoDAQpNsQ3MAuLM06LwhoNCAILNMjJ3zCakcFQ6yTcyA+zyoKEggoHpZdcMEFAIwJhyb/g/bOfF08eAAIWmWHULXTx0H7R4sPRxpftOAgoBaadgCq7p2ZR6zrzLZLFkmO5yXUN/Js4ZnC7ZE84UNuasmPS1cHGfAwoBYN4XJSg0BGfcuqIeocXjoBAA6pPayPGipMkFS9WjvxSPccmDKXj6eJ5nTDARHBQCQK2rnRwbmRomSzUxh+BD1EAmhd6gc3hozCUYdy5DMMWqhVIEb0oh81AVpCpiPt6qBaKQYeVIAQWFwIS+j/FInU3AYy3aJCg0BTNlD/bJYhQOCgGgMsQqN6bcJc7hYfJ+feTk5J9NB4WAZduig0IAAhQCwD1n6fxT/TnZ3lS8lomVZEW5j/2pZOC5jU93LImAQsBszcbZ1A3zZLaBS6m2pMp7n1dAmwDW0hG6AVydep6AQgBG6yseHPDfd6xAgEJTiM9vuK/5JgGAdE44+rfyHBZLU+6Ng0IAWDo8DfUGWx4eYu6//BMWKPw9xPsfGGbcIH2ueJwJo+KnDjBSupJcrQqzyB0WqSa+6HM9SjzS6eLIgdH6aAtWRiQ42punMV39e+It8eLxFmVnDt94WHQLqXW1kzZ7XEcBADVZfy38jwJROqmS7iJw9FmN6VqRQLBLFDK4dlAQxneD5LnxJ8l0xc7+DNzezQS+TJ8nDLPvsFdc5mVZNkaZv7IoBZzqGq5aSReRchf9LBVuerwr/QwGfTPFe9djYfoIEa6H7LlUT6OUeoKCiea7800JJoaMM7RnX+C99fSEafcicPqfxPN0ANU0no4105hQ2pMmJ7VyxsReU0gmOmVYq0dV8rAsCOHft6HQAzCknpleuCmNbsKeWCgXncbUW7A731nUV2RLFX9DOICNQQqEFjMZxI5kOs5rxiyN46r5DHhMpsdTXyv372XEHziBFwH2D8iUZcFMbU5KgFNWZdD3yL+PrgBNzXNQqCJWRsHhipvptfyl/xRaphkWPj31f+q70mz93E+opdTu24Bfsb9z6rtAvraZnWVY8AI3YP0AdZ9oZe1Jt8TMPc1Xgl6DwNkd5FhcExs3HeymDGGpd+JU37LkAdRGaNZn2ZVsU5jge6y+goIaXsAm/GeV9SzDSzw9zQu9bh+6HN7rZeZQl1Tx66qCbwK5zrdpPJ10VFIbYg4ON6VQACs2l8lDRikIrtM0elOrEeigxMnz4XTsmuMwcBtm9QogerA5BZtfcObbZV4DKM8GHn+Djgm+1pVdbIQpittp2xo+9x+OeIlnstKd6uDwcMQ3uel1+jVCL/5fjfd3KrltHX3E5K7fRtNMy++QCwVnAhYY8vpcqGpi00x2OK0eKvbQO2MAQPmRBPqtY9Ty5PASulsqicgdrS62VcErnHi1GSCpaz4AQzEXqs9vE89z7aY9kXevpO/JqLk0aPNcZ+aR41ia7ELQEKC2AtWD/y7/NtcseSULWDNO20sc5vYjALyG+28304g8YhBXmyZPPnms9tFF+6iBpebC7efSTyOvi97wsaCh8tpLUxaNUx8ix6ZiIADYdPav6AMcyBl0sO2lr4jHODO3xntWnMNNyU1jduUFaTXVlHMvfX123Xga3vR+TGFiKpeDWdcc/xpqZtCK7a0vMNbBRPDwIsUVAG5njxnqxVS3BBUFfoMxtcFcflU2HVsdrPtEU5o0JS8cNBiOe6gl1Eq31I+uYkUDxkXxvEHoxsfW67zlZALtrp/Om7xfelmqbAnGWyXinfuBa5ns4jwr6gKwNpP+rY2nKONfWmBYHwydPpYlUwBgqmLe2S/n4+ocOphMlbRXHmfVBgYv+cfWSyNsHvwe0X1TVXAZDiBlMLrVFWD+rPwcQBo2rzVY06zx0V1TRdjgsmDo9MSJBD5nPPK8GZHv+xQF4Dfto2Nyd5lce6sG/kM8xt1DGmfLZhfcVNzUB5qTQdwyDIAkA67/NvAHnUpWkX2btOkYYCzdVWXYcYIKNR9LPYd1DOTx9NT2UAZhgRrD6WYQmE7LAIU/0UALynvZomewbeGTHj7+AkrCNK0lOg0YLHpMabahCH2Md35ojaTgcILdoR5laVSjVnr3GNazlGlVjFYccmYVAHZECvDMVIdNjBXuBzKpcFeAwkM3Ax20u0171qfQnspEOT1s0XllIba0UCbO1AKuMomyR9y7LtDzb6gfpDei3qxexd50CjC8LtroHZBgrdzVi5Y0WWzBwzXGtJ9uujDV5X1VfI8clALAphD1l8TlX56wxR0A1JXw/KnVqWeNi7XsaGc6xhH2ucYvCia90D0uQCAvkKkM7kNt+CXymKnQZXs3ZfiHYm7Cniz0jArboGcvAUxuPZ0l2tfNqWLj6HJIraEp+DSSBqLtezCnXzAMRzIkwJsToK+/xf0ampJ+Qx4rGaJs8/LRGWLR6Rp/Ujg5bBv9F3LMwXTZyCvmFDK3e+IOEc83ABzzHDAUSOXQFHLzFU+iOZtuqDkrVmcAUzzWRq8TIJD3Ud47nkpM/wGzr9wOZpXSf96DzT10TuDWZzv3SVC4OJvOPau8FwRTduUhCgoXFw5j8Vfp81AEPLSdbhR5ejQYc2GxNtdtSOk1bh4fZsCMF+14ERPX38juseiPeYSv3zZW1MnHMAAsjclMBQrvpcdM17ogaUzcR09VGgxGS+lhQ9iPB2+gn792ROomjTHFKZIZvGqruG94xfHhlNeFQXexOySu5fMsIxm4+JLcOP03430NDDdlfUU+qMChAoWX24vDVYn7I+qhNIQKVHGjSz0IOGRVeXFQaOgzrMBheb+9e9XBoQEU8iiBvWNQ4NAGhboIX71/XRO5ddQCJQocKlBo6jmpQi2cuoecAoUL7rbYsNK75Q56W9C67nFwqEChxxnUOyJyJxoPGxxyUDhZxMGhanelwOErC81PAAWHVclmUHjlgDSoU+BQgcKX2xywzkGhKZQ0QU3G5S65mKlqtt5CbdNhD6k4OFSgcFwCPwUOVTpRB4dxUJgtdbLxYGyhAoV6qyZT+8Y1HbaptQKHChSGpFjHJLOIg0MbFFaetTYClUGpjd0/bk2wOji86yTVZ5rM5FWoMa5A4dKwJk04/jXTU6ywweGcRdb4iYPDyxOcDwC6TFIRqmoamaAdNF/UBqY5G0UFCpsNXpBqYVWLiwKHy0flxrZr/En5wjaYU+BQLW7tBoaMgEO1uVPgUIFCk8esCkWU6eBQgUJb29t8hXyPJSl/AcD5jhUobPZqeuh37IKAQzJDEweHNiis89l9zxMw7AAFh+r1FDjsPy/ZMtV/moNDvQhJgUJuewU4318cFNoYY3HhsDjXFGtSrDVDgcPgBD6q+udWGRUFDhUobBmX7KO6/qpDiQ5oTGwhD7UeKXCoxm5FxNlQqo01AYdqHVTg0AaF1Se+NOlrEnBog8KbTln3hklDOOM6KzPBwWFjxp9M+lqAc//EC+C8lyDkhnMti+3rr8Bh4OL/Z+/b46usrrSfk5yckzuQBEi4JFETQIJKUAlVcNRYS+iM0EuY+UqcFmyHODOE+SrO1NipODNCp4aZATtj6Izo1NBaMjOf2NagY9ASWg1agkoATQQSLkkgCbkn5+Ryvj/2u8+711o7JL183++nnfX75Ufel/ecnPNe9n72Ws96nkPi2LKUiT2dJ4qPNTAEgG1TNwlSsighLqMr14qz96KidweRxijHL0RjCS8DPj6ULN0ZBhoJKKyLa5SZworPqh/zvcfYAJny+xQU3vwIcBfNeOVc+S8pQtxKM0cbAq9jQxsVcK0djQ6DQh08U7hhIJUIZdeP+rHmCp1cK6dtEJnCnV+hPK9tQ0nYxvg5lVFMiCsyDluCjEgf5WQLzWDuHIWX/xGFlw1R26YyIP4GNExlWVfugcoyh+VDLwjdqcODsQQUFnj7hUfssdHosHF5+DOxB/vwiVgCCrf5W7At8hQpT+8NJoqSPuel1saeQu0ROtFvnNYlhW+ZdmH59EdQPp3e76sHqM3GJn+XzBS2/5SCwIyH1c9VonI4QYCRLef/xAWFOvj1aHlO/ZifMaoPady3mGcK22iW+MhIdBgUhj9TMIGAwmdbp4hzvTqqT8hS8GPWDt+IsjFXULm8+fMoiOpX2UIjHlvJKCUsaY2/c36M/p/7UvqEQ4poULnk/BhxPOEsyRb2zGoQmcKFkUExjvHvyjOH+d4B4YaCY4XqxwjesNMwFiX9sIfbRcZfZAovVKofHZ2QHMujzSJTyDPZFVP/GBVTaUMWb3ao9i2R40/tXSgdoxmWvDjKceSl0OWpA8B0YP1s6lDCM5NZEfLci3utP5FmCz+E0JxsGvOiiWWKigeZejVjQaz8Zj/waRDJo+zIILLZ/cBB/Upvv6BT5Y18IGg2/HvYvhvPQDePeQUo3Dw4g5zf/SPx2D9CQRjPHOaPnkL+B7RpqMKbKytnmaVks/D9W1D4vivtts7Xg85QBOkfeKagVWQKhQ7jHIgFnw0c1k/9A7KvY9730DHve2Qfr+QU+vpIs1O1rw67Yi6FQaCOY+x1CYGz9APF3yDoQ79ufKyBoebCbQstcnde+Ff1r+5o1Y0pZlbEmUzTLtESScmoy4nT5cQ9sRaeFA9zFXziy0CzMYG9YOEQJjnlbFPWoauGWvsxgUxr6O9qcittPEtQkvRKfz8h/9qyKY/2qAdjbZfbHVZ4sRS1HW4rvpWk60QrG1hNLT6b+CkAeNoNG4kPFQAtbFRNMgQQ6shRzTlmxir7wpN2TbXszWIXB4emswPXO7R16dUkKwmYQze7vJyVOf0oGDCyi07GeGuELA9rgrW2ciJg+Q379Tetl0Kz6f1bnvb3/PBwZPS64Czj1JfdeweQJV8zbn7D/X3+LpSOuNvjZgHMwVqXU7hkiSVMbm9BZBcwS2pTCpDJonI4Ab4klzdt/n611wA0U8N5xpof9GKmO4A/NleBQv0cNJ53JlLuPgGIZpP7cowJdYvzrzSAEGGWvov600hZz0YVKPfcKP6v/mIBKs65k6ytpMmjKlFdR7Nhr6hTOj0AoAuM0QEgy/hiHbXyeB0mTfRTebSJxSjL8eCSNUkGyLG6kwDY9rY7BunFTV6/uki60cisJBx2lCbMBsQ9+DkKht0xW1NplibLBrwgvw1NXMqGX5u127aAeu+7rzOA19vAgRfcBeWBWud3i72hXnjqKlezITtzeBxdxg0hl8t3gvHztsWM/zybTSu88WmzU50SCRZQmo0PIXT4jHF0nO7eCo/hzqTNHOZJAWwdelw3v88Dl1IB4zZZnqzOsS0r2nzFBdV53iGyoOQNNfa/r6pLZnMNF/muj1QLW/OZ1fexHqsKxxzajsHZ142ifCHw68THGhiKMCc7QMqdjFMySxty5QRKRt8RHDPAHRgAhLNGpLFkqFmBQh3NNLsRjqR75T4TzHHfZ12KNruBr7wuv2tXDXmfkratAGgpfLFvCCv97nez3cgcEOkovOiuxExwCLhEZJtlWJFRAqsMxhNQqFdA93eyDO+HFKhocBiOmdKGDnBAoY7xwOFNshS1u8/9zg/3TCfnwGqDBhcU6jh08zmszDEyjgOy9AxIOQc+CfBMavLrKrtjal9tzOyioNByX2vQVhp4mezPOGV8bn4P6fBa7oH5bkqrdOQNAgrL4dAETJmoyFg5mQfbqXuPQ87uiKYzWUGkAXB+BXBolrd9SSECCjXJ3izJJluI3r2hCAIKyzJ/ZP1bGhTqCINCHTZwCOC+P3IB4X05fS4oNMNQ6thxSmXfTZ5XMORBkSGvZBNqBlxQaEb9xYLw7yY4BADPsU3ql5MG7+5kSRgU6kj2jFJQqGkCJoe0/ae0+zzLgnrHo0V9ysg4MnHz/KCiHbSEJIetwsgyJXnGCCisvMFZ9PfTBR7PeGtwqMPGQQYUKNRRMPye4FfbwCEA3NFpKC/cADIDH3g7ThxfOpQSBoU67r5ugDQtmeDQjBe/SpskOC++mZ1D3am/xSC5bgi9T0CUDXRoYwOePZyMXaWt09Ycczt81xBQuO/MnQCA+4y/VeGZLx2+5v0D0OtSVDLq7FSiBy4ZdCbLGsIGDgGqIrE3mEjmUp017JjmPms2C1QfQgQUNnntEnZ8cRMGhTomYbbwq8bHuit520V31RLOZFxyy7gVc8pQ1O52uBZPVb6e5T1G9kmTjXXWz7kJG3LcLjs9qTw8pDJKr8UZIsy6Q6raAaHXOJkezbf5mcER1Nfvbndiq3R0EMJ8iAZntf17TqnFbKDRGnpHHeC0wAVoTXPUDJNx3gGkhoRLbtRXAADHmtRNvjJTPcgH+tSAkhrjptVfdDqUl3W6N9vSGDXIhQFhksq4ajsrsyPULCNrWQD9/2svqof3oZlqkjMH5WP96rPdHa8mk+pmt0TqmVmD0JCRItfdjtk7wrs0OClucxwxHFFvIv6sFwqGLNCuOMUN2dytVrKpfnUu9OCknSEyjDLnUkcM1XQO0BlR3flW1b1V/YehmdbiVYOQucpcHdWH3UYWomzYAU5vO5nmXBfIFkcrZfywZZyeNB2ZmfIYt6Re7DFqU1oE9UcOKFzuDJK6NGdmDPUgs8hQydXuOTqL7dxb5Q6P1ORb5Z11MrMzHPBucmw1vzDgdMEbg3nHjPsBuBmZcEfzmAMujOtYmqx4f2YnqJ6ENIDWfK+iATXYBmJdEvt+TyYAl0tllnb0vaoHer2wMjMk2o7NzFSt93Uj89S17nfVY7nZ8O8kpO/LVM/FS685WfQdxjFamsyyrmi/SV3TlJ+pDvX7blXvs8HhrZldyCWtimdUnup2wGhqTE6Dwxd2qCthFxmjVyekxbbT1PhYle5mYcLiyJrGYnILdfn/Jw6d5X7Fe+6IUlm45MNGGVufPhOrfca57/U9W+dkGD/ndEobTO6LbQAAIABJREFUC4uKVJf/qaseuss1K5JysUwg4a9xskyZajzLm+ZegK3RHaRTV99XDxpl3IURal+9V1E0tDWpucir9ahxvNrvgtx7rlA5rsUx6rMee0eNfVk3q89sLrr0uTZ5fwf/1Rk39TpIN0KZVVxnSH4x3wWHPoRI1++xD9TfTcpWf8+kCpRHOMjToWVtCah7Xo9P9XGu0H5Ok8tpa8hQ95sGfPpz67Loqn63HqsF3U1DAO30sdwZY8PWm5rrO8NNCmgaQdGAs/g1qVjtDlXGaVLsXaJki8xMpb7Ojd1qzNb2lEsNsevDF51zbVZxnWdbd4/rhaQGyLsD7oOkG1uTe9X4s82/Kvx/+rNoeoj2ojZ5qK2O/JyZTd03+K+k2UQvAE0qzuqZs4Hf1a7kjT6VWTDLW5ihVrcVc9QNUZGiVsEaFAJAcaIz+rIONHNlkl2vNOwmI3kRBoUAcOYoHSh/z5IhPKgm5kpj9K/M/J4LCgHgZ4X8VTJOKdCgQSH/3QwNCgHgwNm4MCgEgNZBufp+K0kBZQ0KASAv+ekwKASAkkC1eJ0OrhWlQSEA7Giz66ZpUAgA+elqAPLMVFlQT/ST8gUOoAlnrACUz3zMBYUAkOpMNBaxbA0Kw4f63QeLr2Q53wdwBxCzTJ4dEXRBIQBcVhOaBoVm6BW2lv4Ig0IAuNVuiE58hOOo1EjxIOMNmvEjI1N4+DDla2XvkMfrMC0Ve46SBUcxJ9LrMAbvsA2apemEh1mmKwvOdEEhEL6OGhSaYWYmnohuJx2ivFvUFjnO680FTiPjYWlZCdOjV2vd6VX/2QUOt9Rc4OvDaYOoCwoBQOPySTi9aVAIAC+9HR8Ghfzz6yhuVZJSJl+6PnsPmURDOY+J1/EoaFaSRsQ3ONUimQS4oBAAnr8rDAoBoGN5g+UFTmhQCCgR7Dqj7Px/xhel5lSYLCOrxfUpw5HpLqprr6gLoCXI9HNp3lfau1yDQgDIGcknfvW6hK1BoRnjgUIAWHwLpS3Yyt/6+oVBIaCadczueP1floqmXuhqTqQGhQDQ2WAvt5tc/TI/lTTL6X+THx0Oc+xc4R0kXLmX45R/tenyo8O0fzs8GkP92K/9W+vfCoNCwK2YtY8/DmqgZs7rWVOCxLNcL/jDoNAM41RVdiaQ6kLVsD1za4au4JgAlTc2amDZamgSa6yzb9Cp8jgVRLMq0OLMUcsj7dnqXyU+1sAQAEq7y0W5IW86lYTxdFE9o3zvACqTNqJyxAAozWXC1YKDwtDIPyA0wvgLV14HlhhgbFaaEIHG7z+ifsxgTSOFrX8H3GCUaBdvAboZH6epTMi0IP0vwIODw2ON0WKw4LZtm/xdhNNQPRKLJxIpj+RQ/DkEmOj05j5KwC2IGhCm80KbKQrY0cnAYS9wsIU+iLXz6DnydD8JT7cBEK//N8A7BcVeZiHEhMI9PUxdeOCUkE4J4e/REnABUr53QDQf9YU86GMlAS4/tMt7gmQJK6Z/HRW4lmRHt9TNwJY6et7KLlAR1PyI1cjPo5NaYVQvqkOs3MC63vcPx8vFDOcQ/vGrUvNxdICW/vpPUicUAB2pG+hrjq1C8cnbya7K9H9GZfTv0eM4KOx4lVo2Op+bcxZrQcF0wVQqXvt0bJuw0dvia0Oh183kLY4M4HjCWXLM6sFDWD1Iu/k40bt6JJZkck985Mea47MRPMOufyS911/LZjpwEVCkdSPj8NLReGXlaMZWuvnMwlY8s5AS8FOeywJMpZociAaxktZHw9lCHZzDlDNylm7HlmLhrbTsF7j9AwRup44dgot8+nHVfGdG50HgNlq2Sw4yeZ0WyCyhCQoB4PwPpJQP45kVvX8zit6n4xEv6R4bjZbjT8ZXhZh77WnK6SULMCeejmkjY2RqxKhYQHLete15jPeNodFo7Nga3YEXl9Oyb63/KGr9tFv/4BUGVHildg4Uv9AAi7ypELDY+A0Ane8ycBiVIs4RHw9zIoOi1J59ns61rRbDhRfjLuDl5PPh7cdbk/F4K71uXN+vJXo+WhbSZsSioTeACHZOjjLNzWu+RWTsEnrfQdnwK2iAq4Ob6hkhWUJASr0lTRtF0jR6H61L6iENIQ+/Ox2L3skkxySPtCF5hI5Rj3bQ7xaEB5k9brUhK3IY1SOxqB+jzSb73qBc4NIQvWeL/d1CVePXjY81MEy+/ILYlxdSmSHNE7u/UU2Au89ObIMDIAwOy+aNnw3TkX/JaCVcwjJ1GhwyIAUAWKgAoLaTIrZSN1D+nnCjAIBkZ1K/Vw3cGbybE0DTVJWp9DQVuzudt3osS4FCDQ6fmDo+kVjfaKbwqQaHnmHlSbumRxqU6wdLczEOzXFebyRijvXY+RuAu7J9a4pT4p9EDxAAFAecMrMDDj0fqoYWz2kp0ltyWQ1iph2XCQ4BtxSVbGm08Lcp4LrLAZ7E5m0StlvZR9RgkH3GEZi2iLTm+1S5pDrBzXiGwaFeODiArsArTdjxnvM5ljiD0R8bgEyDw1PsnjPD6TDVoLBjzBkyjrklkbzjkuMYBodcu9DMQDqxZ5r8+3oS0uCwYEjNdlz7CwA2OpO1KahtgkMAaIhkHCQjNP9HZ1VMEH81twGd/dDd6/rf166VIsHhMD+WBoe6JDiOsRIAYXVmTv4aHK6+uFW8LJCuKBi6WzYMCrmSA4CF8yQnLHCtGpsq56p7PJwdP/24/IymioAGh0XqftPgMLkym79KxnkjW67B4Q1OdtwiSF18XAnk64yN5l+aCgI6C+RvtlQenPfUfsoFHrXQLI6UMkw6TLCp7xFdStwVdYc4flO8asgwvaYBapSgLUkboqXq+eOXHeD0RWeHvlR2YxcRmlKxqsfJ3top0ACAcr8B5J35Z/+oKnPuj3G+W6JlXnOaznLOqwWcDRRe7Xlac0HdxxoU5owoqlJLtNtg0pLinACTV6fB4WknU928k+6/SpjdyRocLnQyxYtnSRm2pER13dclUfmoh981GhctmrY6tK1psF+dhwndTJzIf9X5vrVqkV8apypANr3I5AiLdeevGB9rjiFOUgVZLqUCAEfOMXPurIvimMLTVF7DRjjf0sdUy7kEAyCygACk8KZFa84akSwtzd/b7BZ1wlbuzHz3WrL92PXSsWW8Bgsd+4fjrIr40Z20aeCxOGmozuOOtrliH5ddeOsaqXW27EOaPgjN5zMlRObYc/5/iUNCiSzDanFHKYqTQIXryBV0WBo3LI1FFaDnv+iXDKBYAGR+Kr3W1cHvE2AIAPk91J0CAAr8NKNXdSqTHsBdH3S8u+aqx3XEMDVnAMnvrRT7KhfSLFxh5275txgw3JMju1RthH+eCeJuPQkhCWoaQrK0wz3CS7zye3DRXR9COPERXb2/tugq4M+Je86yez0AKctiWfc9s5xmCh/Ya9H7tOjihwapnIsGhTr8QTn25QQ+JfYdTaCAyCb6XXieyWLY9Amv/Zbct589I7daMoW2mMIcWlimfPV8meHT2n06lkYOSmBoa2TKoVak5aO0Icxscgr/fYvfL5e7slmqVljUDkyLUwDwtN0ujgGfaixVfQ1idHSOWErGrI8hdLscV/ePSZ1bkZlqoue1epbl2kMCoVUXqAbMwiT5HL8Wf55sp/UdEcdYu5a5wLqXnn9ugaqDZwu5q42tOXXvcdnZH8ql7lCey5bryIaonRZv6ZLXaCdb6d0ykbMths3rSfOA34Bj+PEGhg1PhQeI+hQX3G0YmElS/jprmDpbrQ52GSc/PMDpcpdxM5VhMUkVVww6ZcNuY3KJdgaNXxgl3mvTqBRNjMMLOr3d3ZfugI9OJ4OjQcVFozQ5dzOqZ7gdgvnvOUTmBUZnrRaOdj5TU4L6u5lvG4DEqVosvM596Ap9fcSySQ92mgNhkmR1BkVnSMyV+LLudDwU68528Y7R+l5DbFhL/mjgev9ldT2eTnEzPA82q5v/6DXupBSEhxC6VzWoQSTckWsQcDcE3O+7Z+TlcDYTANAGHJ9/NryZ0+KWlltmKQ5qWrvyhe2d7vIOHxyYSQYyXZIrGDVKrF2H0TLD1VJLG3EmdadDt2Ku26lbFOGAibed62iCgllr0HGtO7hqE3mTN6avl2ntVNy3D57OTeFtLXhb5TPsM8JZQyfbou91M8OjmzsynMx3whLnfdzMgObTaCI1zjgrdGPArZz3YwCsc67rMPAzg3fm2J715rpqz1qcekOvCwxqp34ReV2uX29B9EaSudVlZKLn5QB93RWun3XTG3nPiMNLMu6fkqHZeKrDXelnTVHgtLHKOdfGGijrOhe4lse0EQHe6sgFlGB/2Rib9fzmzM9JN7nfpfOdSNyX54ILDTRMG7PdLzhVD52gdRIiL09zJ86CiyqTZzadrPd1wz9qLEhHB1Ab6T4vGwbUs2d2WmpOnVk+PjgSi8KBKvd9Op3svCnQrz2QdUZJc3tNpYGTTjXlmin0GNPS8bTz3CQ7z4oGgqeMxV+Ws6gzFsmr+2ZhPw6Et2ui1etXDBgAUDevmdWY7lqaRZ31FdL4Vx7ndmbrxq78oMpUmjSEhZFBsq2zmE/1uPdWfPQY0s2GPaexSS/QC0LuGOgfcP0Rg70ewoULlnsox9DU4nNuLV3+7Bw0QGEUsDHGvR92v6Puq9Sb3OxZS7y6Rml96hkpd541U7uvaYqTWez5pfveVw4iN8lt+NQeyJqvad7Pq951nhNdWTWw/cJlAZJY0I1eDw+690jFqMPlfM1ZXGQ6yYOAsUiZ78yVsU63uSOb1Zvgahuu6lOZSl15q3fG12Nd7mfVILvD446ZRZGfxd6tBiB0kpnHbzkb3qWtaz1vGKAwB4DpFulIH4a8aqwzM84ahGYfcJ7XT7v3cenoAsLlz/U683vHK0D2JuB3tfkEAOCdQkChLZ7PagmDQsB1+iCrXl+aWGGYbfsAUBRjkc4AKCgEKCgEgMFGCgp1dL5Kf79I+WpE/gNA9Y21FBQCigdmAFVTry4cQQoKAenjycVrNUA0y2qr+ucIgedwqdcJzsHTYWYzn58uV8lPp7cRUAhIKZeXs+nKUZfrTVAIgIJCQEiH1KeprKEGhTpMUAhA8NeeDU6hoNASLd5Uct2Kzqku3TAoBIBba2Wm6CLNAO6LldkdQPp9lsdT6Z4DLXEUFOpYYpTgfGlCPBypX3JBIQD0HiWgEFCDehgUAtKCEkDhh38g5RRMUAgADXb3CxMUAiCgEACqhmgG8sEBiyZMsIVIBdlcfTZ4VwkLKRMUAm6nYjicScsEhQB1ZbBt+6Y7Ezm7dU1QCABJt9Dt/cPxVm9bmFX7AQoKdZigEAAFhYAQBR5Pq5VzCoWvdNLddktPs8zY/lMhP4Xrb3BBoT6G+Xzj2s0uKAREtgcA0NgiKicmKASAFUPj6CZyig4vrbPMdnG/Urswu/2rfXWCm8qjIKqfgEIABBQCkk9X5VHJBhMUAiCgEAB8xSypox97xnohoBAQY8/GW7oIKNShQSEAFNueNYCCQoCAQgDYMjSdNPHoxWUYFOpgCd8Tb9EM/fahJAIKw/GakXE+20xBIQB88KALCgHAl0JAIQC8HH+B0LFyLNe0syeSgELAAKY66HAVDgIKAQoKAeDHLigEELb7NDOTDStPE1Boi7oRP5UD+w3i4w8Mu98i7fIAUBspeSg80iNGUJtugLXIWDlZWmJbPFXat77mRKXcdy1La3/bYj/Fg3dNA8INwhbbmfPIfTl9QrNwTb/kXJVG0fKYLWXOVfN3BCSfgmv1me37OkJ+2sRzbNRPyP4AUNBCicwAEEqlorprh7LEMbykbYuaVDpZZfi/Lo55gJG2C6N6URlBy6pmtnC8EELAzTuBORbhcxYHG+gErjXczOAm9ADg6aUDUfkNxyf8W0hdRyfHqcsnBMH6OBL9p2Rp+rPyedh/A/VA3fAtu4bXRLEjYO9wN2NeLyVUtYx5hc7k2dnSwrDxEQYOLc6Ra0eXke2MwJ3imCfm0mc2/kbJAeKNN0F4iPwMADzxpYmffUFdAbBicJE8jgUfH2yTsOAudb/lZt90sAY+a6T8vms8AAAHu4GKneMfr4OXq23ybZbxuI57v5t/e7yI8IldtnIxj83tshkvlEpRz4k26UW/5r8oTzthQJb4eVj5aczfgC/4AeBoCl2A735nKlrfpTSk0qA8uWsO08+Y3ye9H+viaDOSyaHUseosfV1WkgRi991Gz/XCyCCWs+YXrspgjQw675aGloj50RZcd/CJ6fLZEwkIgGjZAoCnyVI+ZrHu8z0o8rgUi7Wez+DwVewYdXCqVm6wXnXz/xbi411KfocSK+oznkBO4ATZV+ujg+Ka/llhrT4dec2P0FX0zLVoiKKA4/GhZGI1VXrhT2XX8EfNAF/k38wA4entgJkY+ZPr5OQKAGN0oK6e+23k9xsZxqgUIuAJGDI8Tux+X5UITJcFLsMBAPVx9Jyh733UxbmdpVuGpovORkByj9IjhpFqTHC7g1MEcAmX450oT1DX0CzZb/R1I/cic/EwZFIAAJGxWOt1yzvxnjGksyacx/uTsTCKZkr3xbUQOYisiCCWMeFXs6Smgw+whWP1aPHRTGVaM5NUGB1wS/2AWzJrNibB8z8AfPSadCw9gZR33ftv/fxu7Am9QY6p8zMPJwBLuikXKpTwc5SH3PcpjroM9LB7tvstKTty5XVyT1ZFXi+kGHZdYtoqfe8LjiduelF2TfvphHe3dwAJ3zDqtA/vkKTxMclVLYr5KrIi3WdkK46iKvJ6coxZ0gVUSbWF8XCrYs+giZkUZ26i1xV3ADAe0ayEINFuBIB9kW8JUNga8oblMQDg0TdTEJ9LwRW3plwYERQTfkbEsLi3H+2iAOzl5POkBFkeyiJ0DgCoiTlO7z0AtenbifZocsSoWNjtir1MttFVQ+k0gBJZ581TM2g2G2e3y7LzQTauFG1G1UzayFfw4Rep0sPZAQkKLYvoXXO+S7ZLAtUUTJzbKbzAMaOQgsJYdXzLVLd5LW2kFdhJx2zPl+g8+vKM80KdwdNgsSRha72XP3+eSCIF4UGwk94PvqSQBIU1cL2mAeA2YOMMmineyMbw3cEp4TIy4JaS+Vi//S3K701fMkyeveqx/SIDr5tVzFgeOYiUj4x5tRvImscsHVm2LiNimMy7GjBVRFPlCfycOUVFgYLCpLtEFy+3pgOABM8YWUic6PYLUPhoP1v8fBtY+RgFhGUxl7HodKa74wyk6P17ChTqqAi9irUeanH6RHQ7alnlIM1Dx4Ikz5gChWbMWQX8TpeSjcjp+vGEx3BQCACBa5iO1+m/EcfwsuK22f8i3/w2u4YgiXTW2PC9j+zHsch/nY6EvbELJ3zNxhu6qPUWgBO98mEQMYVmQTRPZKJIZVkPTtq1RXHvXiHn4PNMYrEySgddm61faFjqs+W0Ud/KWS2/3gqr1jt/4oOi2ADS/lMxMSNWZlhMMVPATkieTPBSlOeCzBztSn1C7OMLFe4OYQ2b+v6IXEzwSLjEGr34+QGs3YXinPBzbQlucwfA3vXP4x662dgrs0m2TCFv2Fp+iwS4PF6ql40ek+lc5JOcVWPScm6fZR7R1nPEwxQS1mHrUmVRt5CNz7w5AABOWK4/dzq6hxtLTzK4RJMluyoWIQOnCCgEYG+0YcEXIJONVSfoYoaXnQG3a5YESwzGT524M3V3Bx1nWhu81gQAD34/bvNJxQdbEFAI4JkbWsc50o1dIdrQttw7KEGhJRqWsgqApcnQFjy7HEp4Zpwj3Vj8LfnMEFAI4NDdlmY19jVKI6VSAAeF/7/i450xvPjf6reLz1Ew46RTK7y54V3ZEcOC/xbvCWGxMRCGO9aMzEfD/O+TVf1TgWkie5T97p108DpaBlzPymmx19OOZF1K/q6xEm4uAzwMTH3AeIdL1XbvFJegmtBWoVbjThTfeEnYEVUNx+GlbnfSWZgQCMsj6CiIuEy6oetG1EOydsB9qB6L7hDl43WWcgXgulDo81XRZHTWzvgcCqI3kuMzIoZJ01DOhe+gOo1OHvm9dIW/1q+yXQtZJ+vWLjZ5sAxszQwF0HWXdHq8+v+HjE7GwyMx2OelHJpKzzySvbEN3GnNf0vBjOZPnTcWE0n3Uo4pgG2LaOn20ZMp6FnsCgInDLDMLlTmkGeB1/bOgi/Sfa53xlzCg5focjWU8Ax2xbiG7yVw3psBpS0hOuGXBZl47JWDFABqfcKbDM7kSLdYCa/z9WB1pysThH/4a+APGbjMfARbY91M0Na+f0dH0n3kkKeC07A1ik7UuQM0c3hsNDrcTAG4+qRVMW6Jr8kzBfew0ljjIz7AXCNaMFPh1F6ysEn1jAhf7eqRWFQNU0vNl+Opbt2GgZloPOkCTl2SMt0MsiKGyfsAsjt0S8SHgq+3oncO6fQub/0zFKf+MzmmZcwbllsBgBOjPuG9nB05TEu1Q06GMsPgajf+lfDFrptXQbZzL+2mnME9TkepkdCpuuscCrpZBvKjv6bWeh+WSHH27rewZZZL3dDPavj+BtTf5ouWlufotncq0fFsyVbPLumI3f0l4DM0U+ZJfg/PpLiAZ4O/B54PWKYwAlSJQU83TjIzPkOBOp5NjvdQsHdsNBowpSYdoBG/yj1una8H5ZdpB3nd7G9iSYtRXTgDsKQ5HsnpwPafGZlCBy+lLlGfSY+3vJxJzCagKgSrA64YtqdFdWg8k+6eo+2BJJJZB1Qz2n6PKxlX7l1GbEEBoCP+PWrrefZpNNzuAsLsNuf/Ul3aTmkgLdwgqaN2JJrY/ukmoPox977dFr0aj15mi89YZTOrI9UzKtQSEhuzcegaFxTeUT8XcM3ZsO5hlTFMJ+L6PuLbDqjraDpmbXEsMk1f8NxgPRDhzAWzPg38zmcMTacLABj8iIBCwM6p42g8kP6wKIfxh3OTn0ogAABOsRUk1zQEgAHG1/rGgxQUAsRVZNw48lUCCgEQUAgA5e9JMhR3RbBlDqvG6ISS6w0QUPirhPkQVw4nUFAIEOtCHbt76Aq2fvZfimO4bMu+wF4JCo9MnD1acelpIp3T3BdFQCEAyWkBUBik3DhrVpRnuIKXKSgErOVRHk9cTydYW5Y4N2BpNGF0mM2WBgwTFALALiwUoLDGOwkOD/dpTr6XgkJAgEIAKBtipaavS2cDExQCwNb4L8tjoibO3ixmWbDVUX0EFAIQoBAAQjuZLIZl8c6z3a0WD18O5mzBG0AO1McRUDjZ9ykbk+VKLv/DQSEAAgoBYFevPKaBya8gOoOCQkCAQlvkJrCmpQ3fJqAQAApet8hacb/l3FfFISYoBJTOGwGFwKQy2SVJtNqQ1vCnUiZlo5TWMUEhAOINHw7+6C9AGBQCQF9ThJh3rMH7DK6joBCAAIUAKCgERGMUAAoKASDggkJALRxscmQ8VgffIduhtP8goBCAAIUACCgExpFU417vmbQa1zDzawQUAsD2Xva9AOwfoVWLIDwEFAKQoBAUFAKqa5+HCQoB4FAO3d77ZKJILlS+J+WQirz0HJUFkggoBOCCwt9CfCKAITeL75hWYG2cKJoA5Pi7awTITHiFDrR7g4n20trP3M7klrRitFzLOpUZWMibtkMYtgOQE+0CVnqesxwJJ5kDBecoZn0bxb1SU3HTNBf4LE4cIr6ZgCwFN415hYYUADzEwHElmxyTPKMkQ/Nh4hk0LaDaYGXX/pd4Xx6PDyWLsmr+IO3MqksswGqvhRT+IaMDMP5TefJmIpdzPPWsGOjEhGJp/OkLeXBilJYWq9JK6UFJd9Nucn292HUrbaULCi5eemLUj1o/XfBwwd+1Z+QCKPhLj+j64441jw6mIGEoP7ytQaHQK+OuPpwA7okSAzYf+FsswreIuU5M/Fwglz/Ti3ozSeckAKCtEnW99Nq3svN4cCRWNC01+Cngb4iVgDvJO4qkePqM8IUikaeB4rDa6CtaIkMHb9AqXNQr6BGHf0DHkNfiz4u/v87XI87v7tfpM8SbWmpHo0XjFwBkt9MxRNA1BhuBs7RBjD/nvGt5g+M5nBuz2d05cBKYR0F/fT5zS4mIldUUQHDbeNNAWUw78eQGIAHFByVks2TGP8q/M/8pWS7vZMjsur/FhhHZBf1QOhOv/A7d3LngEnYucKkRoZs+REPiWXIM52ofe1muUg7dfE5kostm0utTM/tbOJQ2sQYn2GOFNqD1Rfc5aj3gxaP76fxR2s2a7GzXq+coNnTQag5v6jkyEo0Sj5v82OPNA48X4y6iZhatJm2bQZ/77L4awcPnUTq0X+wrj2lDdRzT22RfJRTxMOp6XHvOEza+4od/jhUfUSWTOz5iC56ZwPbnJFg1oyr2jNh3YG8cljxDAT5vhPtN4mNfSuagEJCNAot6M8m21kQyo2SQ8V8uPgc0UxBSfpfkRBT/J+1cbfkj2pWVdtYi9OmdQozbAaA2xASLu1h7GSAnZb5C6DosV9UASmLXk+2aUdrxtCdGylUkcRspUCN3wHWXMYMTnPMZATvj1JetoPDhLpqtLEyg13DfqPS/rIulHLr9I/EyW5gowXf59VR4lFs9VY/ETgoUVvvpgGXjghUEGEn/1IMSyFukOIpnUBu/9UxgO6+VWTMC8PT/k9gnsgGyZwXxkXTl2RtdTbKF+4fjUNbJ5JZmWjrmmV1jfeZ3xCHFAzJ7WROig3Oxt0Acw78/rwC0xL8PtNHu57Q4yRXm15pTBQAIORdP91IkeenzwLlYO87LTsf26+hYsKZ/lpB7snW68vuoskJmEIb+hCL9pwLThAj7rCp676/8PblYbmW+vHUDZeKYuuT7xb7c8zSj1pQux7mMdno96pL+KAwMAaBucKeopNTP3SreJ6ebStAQ+REnSsZuEftE0wx3a+HjKYCSLGolsuvcHylQaMZZqZaA6Z8jm1siJA9zx1fZPfKXIIAQAEpY+b6oX4qb7/0JE1POVKAQyPi6AAAgAElEQVTQjNoRCRx5U90d+xhIYU6WAID3IV2n2FuH7vw7iGCAXTRqAuhNWy/2PcoyrJwSlR0pqTsrLm4XoFDLrenwBKR6RMhH+YMcDOb3vwrPELUqBYDQKBOOj6PjXKBNiuZ7eHr3h5DNKJaxOZRHFSU8/0p54oVFksa1L/Kt3/FS8ixJei0GHWhS3s5C6ymaMdh8xaI7wcNCpi6+QsuBxS+yhzYKSPtPJp9iI2qzrGTtuXsnLjXaVj5ctX/pUeG+0ZtMS4ZPvT8Nx07QJ5u7Stgio69WeVOanzuBDkYVsRI4p7IOqozZXMQJePgyk8YYBSq76GTYEDfxamhr85eBVKPUnPe68lM2oirnDbL9YN9MLOrKJPv44AxAdEVv896JWgawt9h0tljsuYFNRtd8C5i7mezaMIMS8B/yXxFyJrxEYosnMtrxxO0uoI2/eUyAQFiSd56L9Lkq65AAC0fZfRY5Db3X0kaWnI/+fMLPyEFhme8eIZ1SHkEtwvLQipY4+jzkD8pmoI2sAaMvFEG6qytPJsDz/p0TfsbQCJ34dsZIDq8oMw8AKe/TsYD76NpiYWSQvHdlV4JwObFNBrxha03/LCy9g4LgA7+gneUH6uPIWFB35etAwK6faUZuTxXdEXu9AIEZ5yXA3MscQ/ZPk/qzi36eSbbjPWNhe08Aiod9NQtHJ3YNsaamj74pG4066LNYseAVLGXgqWD2xJUNnGFZ0iuvi2fGtnDgJeV4jGFPgIK+ijg6pu59JZFmr+7CVe3tdPAq16q+2aLsbBsL0j/FzpmFTuG5/E264/Rfk83VoXysTmRVFEtw6anWkBcHmAtR2JLRiYURAXTMoVJjnIsJADunsGY1mlhFqX+NOEeeMxIUvphMX1gyrRQbfWy+YFW/pmyLNJ1c+4p4/mbKVfZsXyRoQpVH5KLRhot+1fh4A0Mo/pp27dCgMHnYQppgYYLDzlAktkYbzSJ6JbnImLAXqxWxBodhUGh5mESY4DBdvWdtjPobteekjVo4ODg0BzYtO2KzdHLAoQaFT8RMzPsxwWFu4BgyBt9HxqD6jBl9crVX5ExyHByaGRmewdDxVGBqONsYBoX6q8lEZThMcMizhbmn/2z8FzrgUINCzre0hll+0r874HCb905xuBZSNsFhy5gXe6Lc7KD5uwgHHGpQqLNGvGxPwgCH21K+iScy3Ots/s6Dg0PTAqqvc5whwbz3dCnOAYe9keN7g5rg8NlgIslacFBohgaHGhTmjXww7rE68hPdCWprktKp1ODQ1rWuwwSHlZ55qBwz+IYdksemQwO4He3OhKYnzatQr540Gr7u9g4QkjnnypJwwKEGhfcbtBhOt7CGAyY0ODxQL+0Cw2GAQ7//USzrc5uCBCg0QoPDMCgccuVztiR8zfYS7J/tLiY8zc+R/7NN8OEwwGGddx7JKAtQaIa+j5scfqADDisWSGFgLSZfYJb9m/+J0oI0KDwirS01OAyDwq3Gf068ZgqHBod7X5G2azru6HSzf0X9qaSaczVVgTA41FjGmc/S44fDDXlXDe6WqUHhe/J8hMFh8CIQvIiEJvfaT0aPVEuaaXC4MEJ2Z+t7Zle0m7UzfwcgQKEZ+lzdc9w5nwY246DQFoGgkz10wKEGhWezjS5pjSNNXu08kHGDg0JrOCw3DQ47QpHoCE0GkEwcH+9SMoD8ZnU2qyPekCWgC3cCZjUhAGJtBQBokf7BW9spEb429evIazfSzo1/I2+udNCynR63FxqrhTN/I4j5whXgO4eBrQbfZmwYGGR97R/UArNYGTl9CwEKdWMJyGITTUp3FoIfuNnldYt6RPdTHyJQ7flv+t6jFoBqdIFXBBMEByZ76D0EYt3uUF1CW9vvTmjpEcM43MUGLTZ/b5p2RXRH8kk+KWIUGY2UJ4R5/0AmuP0R2YLAvOrVOYCRiFzsG0JdAm1mqBmJEeXHbUwg9dGTKcRZpjMUiSeiKTB74Eoqnpnmrv7zvEPIAQV9nvdysX4+zXI94qe0h85QJPJAswjbRqjuXoG3X/j9lnqOI2HQ5e1s9HeJwTgeYwQYbkztQnnnVnIMd4QAgN5baUbvqcA0lDZ/xd0x0o0t11AQWD/qR9XYS+HtutjbxAS2pa1USpWwsvuu0UzRAMKv17OBRKJdCQB9L0eQsWDx/CGUsnO9MDKInHaDhJ6wRDS13d9m4S1zpsoc4Ol4tx6X7BlFBZOJKY9tI166fSEPtnfSTP7QrA8JIARkg9TmSzOwdCrdd+RNJpY7E6LD+qEbO1FmZH5ypv4jGpnLzuLIIdQOs+wYb+QwwKCOLdNpxrXMf5Ho3K05O5tMwADwyK0dJOObETECHFtFD/JEoS6HlpkFcO18RXLdmpng+o27UJHwRbKrdcxL7seqtvVSEmnH04CJfxoArKLZf88go3dEQ9I7rgeeiXGf6YyIYeRH0WvoOT6P8oSXQHQS46jM8PHFxoH/jEP8arYwHKLjaWrMCBkrNUf4AaNCtnTVII400fsqlPaU6hTXceOLWB3KJ8fsb2eIuOswti6giYe+kIc09dWN+gW/uDXkJTz21pBXjB/BkEdk0jefYNXCKOCR6+j8v/0Uq6AFgReXuBN+taUJLCliDFt7mIJI7HVoinXRXwYG4HmbSYYxJsnypQOi0rF9KAknnjI4jOkAWK/c07e1hRNk1enhz/c7WkoGOQkEwHgu3Gl/gfRax+Mn3Rtha/8PiHp4bapKU9emsLSyyR23KfCPF6YrRKCF2pB9x8n+bWWDr03N/KIxAKTb9RMbjaaIlG5W1lqkVtgJllV5fshIRdtAISAEbs0O7+yh96yfxxbLp7rvnzUliKwEdyDTzTLm6je79yBy+1yPXR1NWQaheZ7k3wGUu7XqVfpk6Q6z3F55MU1upQ0UAsCJjyj52OzKfuCK5AkBQD1kpu3ZD1xwsNHXTQCN/r0WxvuNdKMUrvG9HkDNgbTUY3c+ecgAQlzUeGOqAuPFSVvdned2AqMMCCTfi4TTrvPQU46U0bb058hhZWdcw3qbsCwgpS8AUHmUQAtRDdg1mgmA8vSqo49jq9ddSD0bkFmWvpftw942AyiL7J3jHV004p7r+8+nSWvDNtB9zm32YB8lFBUZGa7ycSzpHkmS3ZrPx7oIqjCql4jdbr6kJr0jXe79euRQDP08Fmezh26UnGtANc7o4J3d4TCBeleN0PirSisl17XMrxZrqyNZJtzAu4/cOo5z0WKDN+aAvdx6NxuU2/kCBaq6OcTMdnuigAyDhnGj1ETkzUrhMHnGO1h5UKtKvWzQQMaCCPkNlxWbJJ2zdn5gkI4R1cPuNfQctwhjAzQzbWEarff3kAz9gf9Ui8W+/e79/1D0FTw21T3fqTGT6IZ2YmmGC15DaYyHeaNKgJjdxSu8gyhLdf3gbdUuLSnHO3XNha6t8x+g4wdvQgIUwEq91vh+Dvbc/pE7/2//STJgUoOv7nhIYmui0WjCeLAZzsUK3eqOxffl9BF/9OVL5fg3rkuLsbh4+jZ3/CB46DeIjz0wBJxsoQ4OZKY7P2bWWYNDtkrd2m/ID0zGWmY2257j/JiL+hNOyeOMwTl5d42a5HRk2IEdCf15PjBWVxfZrNSqPn/dmMs7aBz1EVDomy8zxBoc9vHbgZ9LS1QY7gpc/sc/cBL+gZOEcK813swHf/nUAWRNcZ9AExyOFxocmk0yBBwC4RLw/ojs8K4gPBQUst4QM3izDQeFtjCB3KNDKQQU6t/NwVqDQ897bibq2Q+mkCYenu0KhzEJmuBQB19l98YosdiNRgb2IX8nAYXxSRML44bBYbJLgzDB4XifsezMagIKCyLus70CgJMt1NG2jz4v3GHFiepod9A1wSEgLecAhMeBxfPd67EtkERA4Xg+7PefNx5yfSub+G6cKlyy8TmKfD0EFOqGFpvf+NAsuqI1G+y4E4KOI4eM+3cYFBReRTc3Z6rblZsVESSgMC9KSgYBoM1yDjgU3fmWWHPWGETTKCjUndoZXLrF0u2a2/mCuzGeHI35uowvEVBY1Ku8am2gsKrNaJIYbqeg8EVxuIox9x4i4BAQ2R4zTJpL9XAMBYX6VybtY4LC5jfVd1zvt9N4zDDluR6b2kFAoV5Em4oCz6xpxdJVg1i6imYzCSicZxcfN7P4BBwC2HpKNfHZ7ntTcLpqJI6AwgedRiYOFE1QqH+fjA3e9p8YmcJGEFC45qi6T3m2MCliDEncKtLSHMXDNJ4wwSHg3vfmZ164KaASUCxvYYJCm/3hrxufCGCIViqrUO/NxPGMs+6OhwEwQf346DHEX+Ne0Ef8HQgwHcGOWTTtvTr+YayOZ7pQaZCTADeqOPEgMMhQKCdQf3QY+IKx3XNU/Zjx41qZ8ZxF2+HR8u/IbaNWUNwlIpTxGCp63a7olVH9KPT1kk7LssjbUOZjlg/n6ElM7r5OaORld/2EZg08UcgLuhP2s8FEFET1C221hoiXyLYpJQMokMaBWu7YeWSMuOc14/gakbHIGLodJawTtmdVA9nmhN683rnI651LNcguPofSTjcT+egHKXj0A1paahzzSRBHG1PxwNs0M5ATugSEhhG6wdBImw0s66QjwN5hlvnyRInSVukAdXHvQwQtq/pnoXdqo5LwcKLM14TehHdx1eg/ScR+AQDzmLBw2leQMEjPa0vWTrQseI7s4/zOYm8B6UKuGokTZfCWud9AS4LhORoZK67zi3EXBNeRd2Y+EdNO+Lbpnx1Gejb9PLyBKj1iGL0z/pDse3QwBenJ7KFnSfKHcjrx0DyaiVsd1UdKv+XBqUJCq7R1C7a1ufSS9rRGtKfRm4hPAGsbZ2HzR/QeP/JfMfS+Pgjg+/QzIsv5cSIw9y8QmPsX9BB2vXIig9gQzTxiGbXEFn2hCEEBIQLnAEIZP8e2SBf0x3tC2BtMpAuyWV8TjiW5Q5TKgLe/Abw5QYPKjM8RJ5QtsetwbNRPurSrhnajamg3fd0PpO+3FRwatnpVaaV4OdNI8YxCzRuMhcApEJwm8Py8Fjz/+2weGQaRlnnszo5JgcK+M/RaPH6clk/3xLaiPLaNaGkmR4yi1FD02BbdjtfmM+mbjleAZKo1y7vstxybHU5iAEDLja9go6+L8KmfDU4RpWG+0K08n4CUBloJ440gW6KvkGbC1kteIB7qx4nn57XICgE3VzkFrPkBzQTx61U7Eo2CWIoZMgaOImOAzuO6WqfjpUvxpIGoJuY4iiLoee0LRSD9PuNZnAdBJSi+QJtwfpP4ZADDW/YKcAiAgkMgDA5tJvY6NDjsmKYmq6yIICmpAMDqxRZkrq+Zfm4n42KmweFBo7z8BXaMRVIhDA5vcV6vHVUs9l46i7cz5hJ2xlxCYGhr+P9McDhehMGhBoW8exqugLJedQMQE7cJDnnUeFSJSINDPUDYyPh7YpxBJ9aVUzHBIQDgPcUXyuiW7Xp3O+WGMDh0xpVjF8dPoay45GYITHAI4KpPUOv7zkpWz+vOv4vezMSiNzPHf6ETGhxqoMQBEwAXHA6okUxzrMzsb03kxCtYDQ41x3B3q6WhQXe8607vZGchZUzUpWNMBNiI4kwlCaXB4dWagPKT1f3WMvcb4X0tCbcTHnHJ8CHxOg0OC4YUK17fQ1y83IxOR/fP1lUfft+YbLEvDA41ZnbWMg/lyNLsxWl0pik3GkY0OBRe20ZoUMX9ydc2St1KmI3/7Wxbg8OrZK2OJiieoAaFXN+UhFle1eDQsUcsaFGyLpwDCgC4rNBUKFHxD0MZP5fH8DBF8fU9d51zznSW5u1vQITOFOrxccbn5DEstvQ9727o76VB4dX08xnH0Myavpw6flPkhwlKq047tWhQOJQjuU/Pz3LGO5Y4fexOWYK3ydbAEVjQFCoNClsbxrfxS2byZdsMDnV1ojN/dcgGnoKQmj80yNtyjJfZZJhc285QJAq8/WFQyFUuAGBRYyYAl/qgtT23XOWZ1/H8PHfueH6187t+VF+Xxz9VqcYXDQpznAYY63lmUTSYjqJB9WzoKt1LlyzPhhP1sc6YzBvnLMyC4gtfVzjotxSfDGCoo/NVYTMmOgR3An3fdr92/DVjYuW2Le5/iU6/O/qo5lPtsibULmNEa47hLgFDJo4abAFOOj86frkG4DJ2t7HtfT9QP2bcxHTkRrpIs0Vu23eRe/HvUdzGtLtS6Gqu4gKVPam+9DVUX6IdhEIq5vy/iCaAouY/VfZoRuSN0Y5r7vGZHzUoSNYN8XQgXBgZFKWCtVFrsXaYysdk1NGOXy5rUDcajTpW6uaZw2MXowXPrWo4FqXTaIMQz9isn99NmkZaX/ei9XU2yLLMIQAhjP3k9Zfx5PVUe41rRfoQki4ALLNs7Rxl5beGUR8a2N/v9VJpjvLo8yiPZpMZk/8Jg0MjSj3HCa+xacG/C+FjbuNXPDgDxSz73DRXeum2xNLmj5Ku76Gki/pfa1Cog3flP/K5DjzyOTqJroiULjc5w/T+KMGnUIJPkX0rZ9AsRiibpuXWx3RjfQwtbRa+JSfHI+zeXO/rEdqNfIJY+3MGCs9DNjbYcDozi8mLHBLNY/XR1LEi3ztAno09cWuwJ052nnLP7IIxduO3/Lv6MSKUQDURC6P6UMj0HXdZNFPDoFDHMQYKu2ulft4ApSGUxn4JpbF0DOR6fwBkpjAFFCD+/iPqxwz2bKw6PkdUJ47GN4VBoQ6eKQwtOILQAnohQ1G0cpV1G3N/Gj2MraOMw3c3wqBQBxfRbz3qRetRuo9rBx5ppJWbutFolMX9Ef37kcvDoFAHAduA4oyavFEoKzwzlrPnsg8RiPeMofK8e1xWmkze7B9mVYcpp9Eyhfonr7+WPpf316QBZsU5HsDbcC0LAeA2mSnkfwuBFkp9AZDcS2069z6ViJe+S+eobTEdqIlxx82iwAIJCtljkBYxIhySfhvxyQKG44WJjZyFvwaHuiMruk3CcA4OuaaSNYwHf8hJoIXB4dmrvI6Dw7csmUIew+3uil3zajQ4HJVitsWRDpBl4LDorF1KwoyGBT9Ew4Ifqo1MNQB2eJXodMflL4rj83yqxJ03qozBdcblSebPDABbvdQ8vDjqMoqj1HHaZuiq5/59ByQ756JygepU5F7QAJVF2Dw4A+vndmP9XHXutEMBf/DNaJipztWHi9Rgvj77KvZa5iQwZvwA2LdUXScijeLEk4nqc6+LU8Cg0bEiszq86DB5VV01WNH8DaxoVhPlijEHCQTl+Vg96DwQTud7aIa6aUOZ42d4SVz4V8Wf1RzayPHJz1pYXmcPriajocMmGh4OC9dwLRO+1pJJVo4hC9N9hINCLrwLuNlILRwdWq5AofCTBoTPa/VR934uuZokEQud8Q6DQlvfCh/KTJxz58R/wz+s7pP9PpWxyOGajUbsmepQWUYH1I/XGDN5R7kZ+n7VWTxnQV8XIZ+HsATJFMX1a0opVD9Gxyd+YRFc16GbHLS6g2MhWhp5lzhUO/3UTHXeLzFP/fyVRRbMFlrKZpp674KgRUDdiaNz1HisJ//sN69F9pvXwv9zV5PTPyo1VYsuq6pFCAocak723qBF086JA1ec+825DfliFgBgKYRpX2Ftv7bmuFrUhOVcjChLV9SArekK+GuAbS3JW2IZa/zToJA79QAIj9lZaeq7axOLe/rmWO0txetnW0DheKHPi5OwWdvkjjHbJiGzkzxKM9R7n5INcYfSVem4xslSFQVURcyci5oP/fYs7yaKTw4wNIzjc1r+CTkt/4RFJzPd/38cYVCow8wcAnZwCACzetxS3IGROMKzqL2tCbW3NdFVRbsLCnUM8QrsSVb+1GHufut94GULQCzk2UL2gDORWpE11NHjDlocHG65+BfYcvEvpDNDJl0Va3AYDpY1tMW44NAoDwPSe/LASBwBiDxrCEA4lNjAISD9g7lt1QrvIMmQ8Kwh4IJDHePpNrKG3zAo1FE5NgdlI7TsrUGhjkbmU1sXcgYkrrPHHHM0OAxH8DJW97FME5ND0uAwHNkO5YBP9NxazGywApA2fE4AOw4G+bYmoO8xyrr8PXjWEAASLv1oXFCoI8kzSmz29P+b9/juwBQCChMCZ8XfWh3VJ2gOGhTqKAv+xNo0lHbY5URVH40joFBr+jXMdTNotve4m3dvtwGwrU/MJNMQKCh0HAD3JdB7UYPC8GfyUf5pqmdEZHFEk5qXLqjLI5W9YPkVKoAuqC+s2lPg7Rdahk0pdOwj4BBwy6upbKLnkl/MX96HkLR/TGRWbOOBw79imcJpEnCuOm6AlSsuKNTBM0MmODRDg0IdtkY9M1NY5XnNBYU62Bpn/cLuq4LCqwWvwmhQqENkX7O+DSw7rn6MMEEhV0jQwZsjNSjUwR3OVvTaAaIJCm3+xs6HoMGqeGubZhFQ2BqKRFVgD6oCe9yDAi0EFFqpQHBBoQ4NCnWs8A5SUHhJyeeYEjr750qXqd8kPvY6hiTOvxweXJpmKT2lzBOOxtsb5nHOvyatRVcKnHtGCwSbDQa+DPUng71qonorTWVi8nY7noX62hnJiSFnno7WuPVW51+TL/0Fyz69+NOWrels/0pjgNQCzDojpLM2TvnQ9JRcoZGnmerWE7xeWTsZxaZMVaoxu7yyOxz5EMcjV/tYbjin+I4N17gDV9GAarTYZYCzhZEBLOl1PR61G0TQuZrb/O7nqhlTGRxdTm1yyh66S9HUsUquczT6HCumymvU6rXEAIBaH8qUJ9KrZp5R0lwfDSS0DAvgcrDmtSowt36aeo9n+5yMk2G7m3qXm+Zvfdcp0TjrjH3T1aSsuVwmSMp2gIcurejGG+27m/tCpvtH7nVsEH/mgMCbndJY6jr3GKf0rzMypqC5HrxLR95QO3QHvC4/m37M+t7SXFN9jNkIo7vsndc1zXA7WXUZXFMzdNejvsa1ce4E3uSwqzOOqHutZaki86UNOB3YZsbQ6JDWpWTNYdSlOX0f6zL29l+452DTp66Qz5McVKC/ISqLfD4A2HXpf6u/k/LPAICqAaPZSzc0OGDJbNTYc8YpLXY45c1ZqhS7P0O93uTy6ftRA0NdKpvXq+65zqNq/6Y8F1g+9a7RfKPnUI1XtQKVgzNT73Dvy11Oc5p2/dCc3dJR5oMN9znQDW0bzEYHR+Oyarrqwg2Xkc3FiwaD+no5Y07vTNX9bUpsLflIjRM7My85f9u9BtrDPaPLee93HL71VKP0ou9VTXvR247hQGmy69Chy/aatrKi2+kocWSKCIj9jgH8tI1cljPG6uuvS+rGot1zWtmy7cuhz32uTvu+5QDRZdJQgIhqO6X4XSkqY6jPi6lksGVUDUL7fcoqcE2ryvQ9lKIWwOaCo8UZVw+8rYBL4VIXJW7yd+GOFiM7qNfdxjr6ydvV+J7qjJla/zLdo77fhl6XBlU/7fMAEG4+1A1+epwzLVQ7nLG30wDNuqz9bI+6plmx6n30uGKO4yfGVEdzxxQ1pnhaVeJnfaKTbTQ4zo/+3Bm/TFlMPU1pJpVzGy1PdT+jBqt1ATYeTlHXMrlfOaiZc2hfufN9HFGGQ/MUMDSbHbOdz7b3h0Z20VEVWH6n+vuaQ7l6+F1gDtP4dD6Nbedk4pOTMdTBLOHOLjyNswspt2Bc4rWx6n60yc4w1qAQAJa1pLugELBKVERzR7y3QQEgAPznOJ/nmPF7M1xQCAAHHCTLDeLNCA2LVXkNJ1TqMDWl2n8aBoWAa7cVBoUA0H+KmJvvmSttf65G5tfByx+lAfX5NCgE1ODUZHBhmsbTGTP8OQvPSB9Os1RoxnigEABSLZ7RgAsKAeDZK+x9b4Pkieow+kDWXp5FBiedocxm2SizG5t7BIfjZ0Zm8Jc/kP8/0k3KdFsdAGSu6Ld576QyTZZmJgC0ASk0LIV/mWdyxiU1kZncyEPx54gUBhcxD7/2iAtO0o5c74JCILw4MUFh+HXGeT08EkMGZt5pq8P8PB0+msHVn0+DQgCoav8zCgoBteAyMmh7hhT9IgwKdcxy+Xmrm+w2GObk3TjmC4NCAEhaIu/LTTc5INEc1f8YLigExnUWMq3gmrxpVwWFOjbw7tdZXwmDQgCoimD2oDrM6zV1eRgUAgiL8mtQCACbz86w+rKHQSEA3GKxHQMoF5plNrd1qDHO5HKmekZcUAjYrUgBBQi5t7DR5cyb73RoUAioBUquyQWwAUKAgkInNCgExn92NCgEgBdTL4RBIeCOeS1sLDVB4bhhkb1MNcbMrIhgGBQCwJ4EtVDVoBAA6kd9BAgVjmMX2ckyqc/2TAmDQvvx6pnRoBBQ6hkaFOr3sAaz5MYyEAMEgIJCHWFQCDgd+u682BE3DpXAUOq640NZlgcYKIQChBoU6lg9PIGixK8ZnzxgCKAk6bGJDypm25bK7qMX6YQXbJoEALeBw3VynwhOGrdrANPQ4FCHb7prlXe1YKXnQLZdEJq89STKCjZwWOv5Kdm26d2Jji5e9rEEB4cduYdEGdkWj79LZRme7Rh/kNHRzDguZsYz/D4cHAKUyAxg3c0Ty0g83E/9lk0JIR0CHL5q6cTkTViW2OC31R9pNHFNhEloWwIQckwZPZYWPxa1Iar7MZnXhMGh+bpJWB7yEtdTPRZbPwZwd3lPTPx5LLFnmFn/JeeJY3j5jAv82sIGDiczoq+8i5ZMywKW786Cl1k5Z3LcYFSHljQ+8MpY1T9x5+qinky5cyp7Br2WZ5I1YW0btMjP8Ghmvs9/+Fl5jN+y4GbjbMjPswQyGj5Fkxie15aKY3pn/QnZPjwSQ7KFAAWF40UdF5ofB8eb8XyOnChTJ9H8YILC8YI/ky91j9+xq6PxLZ9oxjNB4XjBO+Wzbp2EkrXldiKgcJzgYtv7vi79yHlz696/HN/+UMfqiMlIn/x68ckqJQPA+ZdJ5+BD0VeQ+ZFhGfYKhCk97gdg6nLGQvGxqv4AACAASURBVEgBoBd4eoG7unvwksrrhuLK3WN++CAVHz0GKkipx0hzzI8CwOeJFlAeSC1klpPf+3+4GWg3+H4Oz2VXqsvryY0MYMWIUX5zJnnTus7/9lLBI+TNKmj/KXKiXb2zh/xXwnY8OnbFXEL2oLtaqo1WA1xekyvmnT29gmRvciOHsG3MzVzW+NXJbGD8ug1eOjh1eBKQfMLQmotKCZeSdZQMzkDrKQNM6oqVc57N1bSO9IgRHDFAqx5M+v7DmH0LIDoNOd8r9aYRwlfc26Ue+vg4Fwwcij+HJd0u4HwxUfFHTMCwYSAVTf3Gouegw5Mysdo0ANfQSXvt9XSyecTfiWaj01uLTps6YbmeTjR53JEw44oD8HVpTVtfmeXqzoMS1M9cSzpVWxLvFINyvGcMRUNvGDuczK+5yDn1IM1Mzt9lzW7WGSrOu4NTsPs0zTQ9k91KpDfWHJot/F5D3TS715BVjuxRYzC/6FAvTJARk0UyBeEyt9mMY5F6qp5HgUm8J0QEpY+NRqOSna9ng1PIZKMXD+bibcd7SWKxu/Ie9/pq31kTgO6LaxHXpnUskoDCe/rmCN5fy5TTRAWA/3/BZfW9W1Jd96i04Gly/np9CgzO63Gzoq2tXmHdF59B37t37HuU26oXLua1GGqmIFHLzxic5oYpn0H2KUOfMXWd5EvP3SwWC73Z/0i2EzoPUFco3Zls8HErs35EznOFX90rDR61KMwOqdKsCQpD9x5Hr4cO+s8Gp+CwUU1YGjkkQNqxcVyGTNpKqmeU8BALk3pJFlKXkp+f6d5Q99ek4a3fo1nRhrEowtetDCbgWWb9WMKym7Wj0WThre8dc6G9PHEAh/stXEBDO3ThsoDgw3Pe5lM905AU4z77D/mviM/X+Lc+JH3TPaazQZtHu8csjxkg36Ow5wX6bC9SFRuzOreqbzbhTQOO1JSxxl8aOYgj32D2lbkAjLXv8psGUBNr+MYHWsYrIwP/U0p2g8tJEFAIAFJdA2Bd9ELiBqBlXABPz2ijoBCQivSL2fa9kKsOW2KALz5lgkHGj5iC95XXCSgELCvEyFgCCgEASybONHGguMOScShhzR15Q0cIKARkSY8TmVcEjrqcyKtEcoiVISyZQwIKAaVqb+CMHe2yu4xLOayO6pPNOJMwCglzC51YN7WHgEJArhjX9MwWWSQCCgHg7kfkvTp+Y2I4trNOupzIgBCPNUEhADRN+6wLCgHlcJDKUuFJd8s/xhyE0nreEIcISYa+92Xmm5erP2De2J4oAgoBCFAISD22ncsnXnVnN7Is16yvSfeNKewhjVtw1Q7t8SKv84dk22ZFx7PIzwanyIz+BI/N4siAyEra9AZ5ppBLGgFSGopfz6rpf0pAIQC0+Oi4nBC8QEAhAAEKreFj90VkrLwWTEIH3W+JRjcCCgGrLi4HhbaoSqQdqC0Jt4smLX6eiwILwqAQUACRZwo9rzKPXYCAQmBymbsd3Umi4Ys3p1R20kHkUNo5AgoBCFAIQIyNHHTZgttj9oUiRPVlIlBo+9u2MEHheJ/PBIUA4MsKCbcRDm4rE6lUD45/SVC2OCgEQEAhAAkKAQIKAVm9smaqfwvxiQOGu+ZMXBYJ+ahV09NpVPMhlP0fojPzaLo0h69JZJm0UUgOz+1M9w2g2cA/Xw4sphp8mM8u9jUA2CECPFomgpK2rXLfGC0x+NssA2AS7aprCLFuqoFTqI/4cXgzNzJArL4Ay4OwpxD4Kc2OVHmk57HNP3NDJB2EakJsMmilnLqG6/8Di7nEBgdMfSAuMndPGxDAFBhHnJcHx5Q8+ZgE7D3jDkJ7Dyair4Y+en0X6fbCqIAA13uSGRgCgC9byq3tFBjzgZ5zkrYOJWPDIAVVGb30OuwfjseukNvW3+GdiY4kZmnXM740h466+HuEZh4H4E3xeWhKZJ2dCxhNgekp7h+bQbKgAADaNI7Ca3qx1zIZ7JzGwCFz1uDbJSMLUTKddQGyEvv+iGzsj82nxzDry8psCrLyr0huqK1ku+Nn9IaL94zJ78VvZcZ+OBCIw5EgnYi4hue6qB6hD2cL/owUdu5GQYcLhtIjRkR3ddoVql/X4M3AoXjancmdYwqz6ALQBlLFAgKQC5j5u4BEtoqfysq8XArJEyWAPqfgcKBmi4b53H4GeCa2lYD0ea3XEDcTAChcQb97QvAC9nnp88Z1UXns6JaL32P/Lce8xVPp87mi499RdOUZsi+vlX73vK7/QEKHOyfsDkwViwoO8PYEZW22so0N1JyPD1glmoR9qY/OGZv8XXgrnu5bx3iNSZ5Rcr+LBSuAxxKp/mnDmA8NY+y8z2EWiADqWXk7K2IYR+MZpuCN6Ix6mH6DJYs0XSo0/Dbik1dKBpDfrAa4nIgAnrpAgWIojoLC8mSqVA8AxcNU8qMu+layLTyFAazo+anriwyo7j8uBvwPzL6uHQoY6jh2WILCfgvi43xEGz+6hHK8SlJo9nBXxDsChAVmrqO6WZ2voyGZSpSY5WEAyBn7A+QyEMblaNK+ayGvPMB8pCyAEDOpNMWe0XQitrrC0y5AIa4cRMP1Lqg/NuqX7hCWU3p3Hp0UjzDeo21FureTTcY2XMS++rprerD3oPu6+BVjAhRipgKGOnbFXBJaXhvAJi4AeJ2CKU8OfUQOpTH7KgAlg5TTuCemDbn9PyP7dkWvpK/xNKDD6wLJ5M6XJCjsPSooCXVxlK3PS6SA2zmuI2OQyTVZfHLhT8P+MRdEp3tGsKSKIqHCu+kksM7XQ87p5iszEIql2TpblHjpudiFN8Ux+6NuIturA/SYSp/sTEryjBJgGJj+OQEKBSBcNkbKtut8PeIYAGCJVJEBOT71rHgJd5hIHjhGttNG1wgguTqqD4Wdrl5dVfLXSCMXAOR0/ZhsI/4GNHjptdptAQw8U7IvxFw2TlOpJADSg/78vyhQqKPnqKQ+dNVQUJh0l7jnAtf+nfhTXPZELEwhgQbP2EZflHJphVPpfftMbCsSgq5MydqRmwV451JKx0b9EhT+AiIWf5oCwroBS4aUV2NYNrY3+Q+wmzUKPdxFx5h9SRcJKEzwjElA6IcEhSyhvPxaWdojZVYADUwRWliLQjVAmg2IjWM+ca0eiaaLlJyIAAGEpaeWWQHh1njqLc61aJf8i+Sr8ypQ+oP0PmmKP478QYUiq9OvWpX4n1KyLfigBEBkw4o7dspjWOQG6KBoM/sui2VedtLJCPgKVdjHZtZNeQsr1wFAtIXxysHjn35JHsOCuz/UeeUg5G+gXov7pxWJY/hAUD9IDdFtGoW4V+p6Ie56uW+C4OTk4oC0vONgfO1JSxcv4/4WLqOD78HvxrqSAk4I7TgAF2ezSWUSX2lvIx2YBCgEXIs1JxrGfELLz9N859X/0IoXEUqiTQ+2juZjjRQAc36YNZhnNsYsK9msb5PNpoTlSBqnw1sHH4x3B6agNIKmygMxcpFRPUYB1JJ6y2DLYgsDxC8mXxDHrI74A7ojOl00oDRF01pPjY+melZ6+xGIo3qbhTyVCSA/SFd3Nv1CHlqcX8eONgso5JfmlwD+D921qDWTbOeEaAa1ccwX5gjrKOCafwAKL9EsakGdLH+KOEzHBhsnrixAP/DOmEtSy5JpbGZnUueWiphPoyKbfXEL57N+wQt0R43NCJkGfzYLPLK5oJFllapG4oSBwqGZdOF29xQ55jSyrKCtI5mrL+zonFiEeVLNjkwft2ja36AohiY7En5C55WH/5s+Z4DMFFb+RPJfhD7jJCgyNf46sl05yldEMh7vSEZjLz2nnMJjs+Hj4LtiYY04pmEapRXkWdyVRHC3Rkuvlqf6/02WkPyNT2LGEFBZQ5M39fC56QjN/W96UCctw5UnbxYrv32gBOQ6/2JitB7vCYmu2i0/oiVArP43Rcw3g6+8RgcoQbr3qOwAHeoG4gxQ+IGT+lpmAMN/+YHgJPZ+kaLURwdTiERDbvsekfHZfw1Vql8YEQyTosPBOg6L4ktktvBD5qqygPEy+0/as4WmSKwvBfUeek47Q5FE6qb8yhNAKgXInuPsAYqCyOoVfp6Cwo5QJA5+170H4ovHwpptOvikOOvCdXSVdxKynLwUlGagqxrcxpi97ulbad3EhxAeaE4l+0Lpb9AXvX4XsMKd0Dydq5GUSEFZ52kKPBZnDWFfrJtKze6rwRYf7dJKjxhByXlXWqXjmm1IbmdaS7xLeKQbTQkU3HWORYpsIQeFD0VfIRPctrHDgg/LS3d9iMCaE0ZHazOEbFBhdC/h2m7yd4ku5j1sYt0/9mOyICoZWSi8lzOGTglQ2BmKwEpjDPL3vwf42KKOjwP9p9CS4joJ7QhMk4D50FTCX06NGUHrFVZG57r4c0Dv/c9BcPhCM6ntWkdEkgA0eUNHsCHi02Tfnk7GffVOAZrdxUP9zcfEd8jr3g8cc6kRDXeeFqCwcIBaO66NWkuexbSBOlHyzY75S7LdEHoBFTH08xadYkTz5M+gPvXPwps5v3RObr2Rvb6jUFjcBaasIKDw8EiMAIWca5bqGSFCxxt9XTgySu9jU2MUAJI9o3jETwcGXrWqGo4l5dSN/m7cf5nda5HAwlg3k3niNed8G6d98R2S2Fl3hSYMEOFD0TQ3Q1sx+G/Am9QAwMOn51uBlfF03Dzw0zhxTFaKC7gaD/oEINR6o+HPNuqngNAp95ugcHFkANld1Ihha9yX8HiHe56XJg6idTwZNCfW+3uEHSrn7Rf1/JAAwr3DiQIQctrH3mcSKSDcCwEI0z3DaK51M9d33zYwUbYQ+J+MoQx+0jbNtthOMTmDB/smXmFMJnsoYv9XJz6GE9UTlgBB1t56E1WVx/w04N4ddN93JrbS29XKdNNmXMVOygkb34JHRd+uCY8REXc9amduIrs60jbSY4KymYR3KhdM2Trhn9qUObH1WJCNZ30/mvh7TypzyD1r04HnP8Nq2hP32VzdIk7HNHovceK4LY69wxwM/FKSg3MBk8+UimNEWCRD+DNki7X9dFLLD316nCPdWNNBZU7W508sxzOetqUZPHNok63hoBAAAYUAJCi0RPW0ibP/oWyaHZsMDxDc4fBl61Ekigbk5+Wg0BrNNKNsGzuqE6nPcva5cdyZjFjK/ZxjJpZkqYy5Z8JjhIPPgqcpKASsnuCTyRTyyPbQeyL6WbvblhnCG90S2wMUTApQCAoKAajGBgPXrLtzYjktAAQUAhCg0BaFCRPrI6Yns/T2JPoqakYp/aNydKbIFBJFAQD7Ez9PQCGACUEhAAEKbfHrZAlDJTRxE18sqzbNI3S+mwQo/I3iEwsMAWAvk1DhjRe2qByiryn3UoVL//B9WGPobMV7QsjzDtEy5x++qn50LIgFLrOSRMLN6kdHzHW0THuJ6v+Fg5XorPEFCg4TeiQPaqL3Xd32pDiEd33WJd9PD5i6HGnDbjkkrecNQfxuGI0ioI5nWzUo7Ih2B8wKby5ZmQndQycKBukg+9j8DnHMpi9QcFj5xsQ1igeeoxm6tDH6vrNarqMWSl0QEijIAJG1ef76ccCaOXZfb1+sPJ3uZhHTZwwjY+h29z+PWTTWAJH1PHSD5BvOO0RL89wSq2yY8bqmrpALmsu0XFflu5lsC84gVPOC2SlZa2kCAoBV/a5mU18ogvC47ulwmNrsdK2PcSf4wmg6sOsJt5T5IPPOZSG+O3BKaCyu6KCLtoURAQGImrxspmOdr9U+RSPhTQRmeb+8hWrYLY9TqerlyUbKegA0E23XP4ZZDDmbdhpNEbJxg2evqoZplkfYl40FReY+r49WasRi+jrKwwJktrAs+j5xDADUp7h0lw0Jm4i37LZo9cD5DWBVGNWLwA1GY+E4QtT4gsFdjgXwClvcd7+FhGa3dJ5w4Z8l3/kSHfNXRExCN5QBlDRLGbOR8S25ooE14qi+34nzzu+MjZNjLDKOfS8ax75Hn8WaWY8QHnBF4AfA7bQxrPIzlJbB+b0AcOAleh+lr5xYtzO04udke1fQ0nzEgtM29icqPcUXZ7if8dDMc6iIc5slm0NRaA7Rc1wR10roHTmD7yBn0KUrFHV9H0Vd3ycmEMWDM1HGFCD4mGD+3XGDMXAWf2oy7fq/WXxiS8k6cpvUSVzBkPuuvu+RbU/kX4nXPh1Py3jcXxdwrZl0EJ1AAHiXrowBKD0sM0YsI3ezRcn/BpYx5GUo5voCQCr3d7wij+G6hRcpT68u9X9josgdlbwpTuxuSKByJjYeFc9+2PwluWAo11AU/pwAOseYptXrtClp+R2Sz5PnHcKO79MHO/QATf152qQArWgOYn0rz6+QoFCYuHOpI8j7cfsQ/WxNp6Q8S0VuI9nOsPBu76ihE8tjn6LAd2vQImHE771e2XlTNZuS9AuCrHFplDZyAHaOIweo+2JlZiblEuUeatsrHbasVT0DYLb7hnNLiwZYqi0gr2XHdCpfwct+Geclqb86jT6Dtvu+7CKtL62Y8RzZPnzOkkWYuFEcZ9edFvuKByjCFmVeS/ZkVzsTr0+8WRxTHUfHqPwLf00P4N3BkKDQxm/kkllcfuk+S/OY/2327PLO9ypL9nYZA4iRFv9b7lTCKS4nFskKAoDni+i9dICBcFsD3NoBxhvmp8Zmz8sen3UZMlO4t5yWOw9tpgvJFT0ycVEZT68TH5cBoHI/3Zf+WQoIm0/J5rJQLgWEGJCNd5WxBWRbAEJPpnhNkmWs4SCbd8oDwIohJqU1QOe5/FhaAQOAYh+d4wt98lomdNExrG+UjhuLfWp8qsuwL5wt8T+l5F81eqdTJfaNMV3YGEMv3joffWBSPSOCiMpLXjVexrGy2NIJqYSGp9WPGbGsdfBGuhqtj79DqsmfoCvvXo8fvYlU11F04TFLvQ5Eo2MWLTXnDtH2sKqRODJxBeFBbSTVJauJZOS5nl8i+wLNQuZ1SOkGHhz82KKVAczV3j7R/cUn2osFH+FigXsuToz5J1bMvxnwHKOTyc4UJnXCxqyV/5e9d4+PsjzTx6+ZSWZyPnLIBEgiJIgElHggagkqsS2xXePu/kK3JbYSbcXdJW4X7FZsa2i/Qltxdw27K25LqCt0d6HbGrsKbY1rjVWDLaAQVMIhCUICJIGcM5kk8/vjfZ957vt+3pno9rxyfT75JO/MO5OZ9/A813Pd933dhYNYXsxHa5ljcufP/Ea+V36sCA8K/lEeO4DXk4XaUcyTr+H/HCo7dWvDygvbHJUtiv0lbcaxK3WX8/ftcVhcOEzoBg7zCXKzQ6HSelH915R8Cg1k8bUjocMI4T0wIhLcTwLb3+Qh4l1xnCDL5PFm78uoczvM1gTlsQPoT13KH6RmxoDhK3Zw3IdjIu2hZcYDbHvztA2GVZL0d1vrE2kQeQ8aFZjzZ/JzuWjWCBbdQS6sK+0fglCFyLuGGbqUVlROoO0EwxCFdOt8PMx2YDwOm7P4mNCUxEPV3Sk3Md/GQk/ASGmQeV51b01Fxf489phvkBvf+Yb59YDF+0wiK3l22feBdOHVKavkhT9iw9T70DA+SbpCHJi9UCVOoBKcrEvvytpAGmpF9e+jcQ6FfxIO63cJg9DdCCx9Q6iSwiuyLe1jrK1ilnvcKIzZfUa8bw7QfkgcPzE93btQiCb7lgCHBTkXFkUVo68Co3zAlGKCbEOZ4Ro3WqNCDKclgf0oCQihRdQONGd+im2vjO3DyljOI1ac4XNu5WAWKgd5VOr9pDD9NvGhIIYHfxaHLXvTsWWvtapUFbqSHAIIk8O+jBYAJjmkUBfSpOQQ0OSw0J6YJTl0giSHDlYdk5FDR0hy2PGU834Ekhw6wSCHSR9DYxJXCJzIoSKIe8YSsWU0HVtGrfOkVm+UHD4bTMLesUTstYneFruyT5JDClWkosihtB6gUORQqUdrP2vva4ofqB3PA0DIoSKFDl6rihyq34oc3vkzM5FGtWcKk0N7jLuvxQwrT0oOHSDJYddNxyLsqWGQQ6oQqnAyJYdZK1E2rsury/ZLky4LlBxuFJXzTcnmal1BkUNFCqVCSFHnsyZZRQ4VKXRatUtyqIrRHA10z9lhc0UObVKY2fdzY1dFDtUEpcjh5mlmbp0KPylyqEhhx2WbzM9gQ6nvihwumhUl3CTIYe6oHg8i5bNRa5oH43qQT2yjFCnsnkmKFGbwojNJCp3QNJPnrnWnyGbEJpxIoUTFqOXNoshhmBQucOgprsjhz+1FjCKHZQ77xtjETI3LihRKQ20gTA5dR+xKbbW+jCL+7Ii10i4UKTSIC4EihY9mCnJI16SKFKr1Q6/1s/MtayzaHUx2JIUUJa4uyyaMoC3NIVIlYJBCB7Q/x+c3gxQ6wYkUyv8t4uWRepMz2MOoiqYYhBDQpHDE8iNUpLBWpO1QKFLoarXSniQhBAgptDMetiV1YltSJ9Z438fx+A3h/3woGQBK2obwys9IC6DSMRxN4UunB4R9xVa8iv74AvaY7M853zPKQiwVsf3GZFPyS6GcJS3kodvWTcBZh4sunQwu01cYq+/mRK4EFrZ+ySB8/YXceiF53yLdbgywBm9R1ScLP54cTcP6sZfC2y3x1xiDh/Qzu/6NHLx8nZ7US7qfMqwOkFbCP29cjlHwIDsq9IQ8LIdosWfEyCN9PvE0SySuGp5uhBFleMDf9QNk+rTn2VrfBaN5+2PNXLnMKQgalan3vyJSDa7hBQh+95jRtH7vz0WsZzqQP5dU5r3nNbqrZMwax+Hk1vB29ptzECoS/kjt/8i3s1YCF0heXOdOdC/knnKZoyeZjVHRyBsoBW+31NAlvLpG2nke6a/uAT4iQs8ynWLKJ7AnhxvkShWwvGEmsJwoYl3/jY4MTk6lz9/2ulRG4Fde2YcdcfyeaEY6u37VpEvJUfnYDSzPcGVsH1NDkoP2wN9KiNrEEDsOKrRFJ/Pq4Wl4JlHfBzuDKSxHT3UvoXl8e8cScSaFf4eGsQRUenRuUk0wx7hXZCeUIk8A21u0cnV0wUkUBPmCQHYj8QdPoXKMjzuLRbi9un8HMzrPPP8fRmekdaPcPijJFWLfO9cdNKzFiod+ge4k7R/bPhFrLP66xXZlcB9wiBTShYLAQm6qX4rb0OB+ST/Qvtl0SvixWMRc9zWmBLYlFSO3Q0R4RIefzQl/jiJRLHPru0J1OwoWKQit2GdYPzW4OMm8Y3AG64bT6HkJm93cZzfXHcSK80SVioN2QVCQ64ZYu8uHjdFRl6HenSk+Dn9ICyWbgzON/FvpN7l6aBqOnCXkPRZmqo1Dmue9d2gStBWvAvtF7nR6MZ9HB98BEvg5kH6hFQPP8mhHzjo0e3jB2oJf5PGcvjggdKXodS7TsVKvR3OSjiQUugZQF+Rj090dggDGASuTuei0cwePJOV/epRVo28fTUFj7gcqOrkUSo4Gp4NJ2y85kUIASB5uCT/20PAUphrIUJQCHaBL2tYCU8mkqEhZq1j5T4+iHip/LporONaLwt694c3C1i/BCcnNOtcpeZ9IWlMremIv0p/9BTahSJ8tBZpfNBByoZ5MZNe/YQ1kRuiBhqwjhB1rAjpvZUNfJo6M6AFFKSLS4X4l+SzPJ/KkZ9XNg+atHevwIrtFDyD+Lt7hRoHmnxwYj8OyeZr85hRYg/djIzyvibVXc1AYAYscKux9J5EXS9h/HzsqnPTJXZoxy1k1cB3QhK5xLB6N2WTQlJ0fbGQe0tW2maN8oaQU4gZSvtpw7vN84oqUuP8LoiC0bQbSiF2NTRrK2rW6VDbciPLhl8Pb5Q2yMbgFfw8foOsSHFogiJy6yhHpB/THDdnOrCZoqlPPJ/H7QBrQK7TE6pym6olrmTKvish2xOhxZ75nlC2yqvt3OH/ILp5/ttmrOzyofFGZd0nDw8VDIqfMRhYh2WWB11E5qverDEZIAyBEUS5y0G7ner6jczcDISDwSbIgue5rjm/b5tcNBJqmr0FTin5v5WlL0wMqh/zImkXIr5PPLQC4SWGeexbLr1VFjwdF2sG6CR3NkdZLYUWSXibp4BW/Dp7xAFgB05lizhI3B617dPeoyBkk/3/1kJmTD8CyTlI4CbNbGIAnnxFzz9XkmkqP0COW5Pq1JVzNFjEVA886vqRwXN8rC36Rx5+0j53rLb0grfdei3o/yaVVfbcFqmK1qnr3G1mcDNvvu7OfdMPamMIIcv6nTX7xAUnhr4UPBTEEgCUfHcKSj3Jly+jN6QBKDgEzpLTIEzBc7uXqHVPv4AQRmJwcXmi3fihEIUlh715GEBE/x1i5UnIIwOpDOyAqQ4X3nFQbNsbcjI0xN7PHZPJ5fTCREURgEnIY4fNScggAR0Z8jCA6YaX4LO+nZyglhwDQHTALAmRyMiWHkSB77+51KCIwMLlLknGnLujPm/QljBwC3BvSBiWHAFA0FmnGIpCG1k59ZX8hwktpS8x9BCg5BADsdQ4/A4DfVvQUOdxeFzmPS5HDZlhEXl27Mm8LsNRCAOiesBYiKj9IdsIBoBWLCfu6sI+DTIQHdO9wZTKuOjA4dVFSxRXq2snusz6/JIUUKlKhSCFVJiWOLuCLgPfj1iAXwk6kMPP8fxiPTQZJZJxIoVShygKvG/sYEHndBil0QEDGoBxIYVsSJyXSassJhu2Pwy0WWsGJbZN78krjRs9LbNsghRLp9g+FIIWjoy5LLSSIRAqjwSCFseb/mizfcSteDYs0YUhSOPgOi3q1JVyNtgQ+lxqkMGed9UMQiRQq1HuvRb1X3CeCFBa6BlDo4vzg7jdMpZBi58YUixQSSFK4fTTlffWd/k3iQ0MMFRZ/dJitau4eyjKqY+s8/MJKeb0AW97Ud9ThlFbsEgNvh4/bV7SMx6JupvD1OyhCxtKf75rvWj8UI6KfYlwODwcDZheRy/iAltz+baMyTk7mu6d+kVXBZZ57GusvbmH7uDr+P7Zd4B411Qgh4iztPj4TEAAAIABJREFU4QPc1ukPY6tPJHCP8Ql6Q2em0RaoI1UnYzeOxWPXyPfY8wdGv8P6r2a5x7CeyPBJrgkc6/Ey367sljks17M7sNlIol/kCTACsWzeEDpJT97HRtKRhAkWGltePMhCyHvHEpmZq989hmrfBTx/FVlGngVrDL/S22/08sR5oGe/vlazn5uD7Oc0wXU9Nxeu5+Zi6U/0MS/P+DbKR0mLNk+CYTGTOfAGuxZlZXDDievRcEKsjP9J5KX+6h7rh0IufsR1WXb+X1B2nnefKO/jFhSBEJ+w9wQTDcuU7T8WpHAmuCoBoDqQx7alX6Xr2EfhOsYLH+SCb99YnEkQxbGs8vJ7ZN3IVKwTxTGdoqdzZ8hjhElleoZcxPoHFsI/wMeB5oQ32fbGuK6wZYv1IhjecK5T/DsfGfcadjkyxFXdu51tZ575J2Se+Sf2WJuLn5PNpz6Lzac+yx5b16XbdFYcvgHFb/FIQiZGkElinkWuHpS5dQ7dCtfH8WwwCc9Ss/R5T7Dq4uIFQygOiTBk139bPwoDh4BfassnX6AN+ChPh1jh+SQjhdtHU1GT+WW2T1PKbawDVpJrgpHCDNc45ufwa2rNHRcYKVwRuIKRwqUDs3Db4ExmkbbK28tI4e6YRQYpbPWfYCTk8SS+YF0+ZRDLF/KiOJnDuDh+GIsXcDcPSQpluDzvhdlY+qIgtWI987j/HB6/jnyejwOQdpMyqPTLTxgpNVJUkJ26cs89xVo0AkD3bJ7j7h8uxq0DkxBdkR6Z7w6ieQaP0m0RhUDrA35mK5SxcBwZ6UIaFcQ450tB5PyFPo8Vsf2GNdHvCh8aYihlWNmn0okcSoJIySEAgxzWun9p9SCm7+NEDilBzP689UPhRA4lQXw/5FBMxI7kUBBEaZGgyOFDp6ycibknIqusm35ie54pcmjfty7XV4x9w+RQqaC2ium68Flj39A0a4mtyGHHmDXwrxs0FQpFDlVXDEUOD3abik8o167ItMlhbeoqANHbwqn3VZO7YzWmjTA5tFNSFIGJapTKiyfx8Gzz/Sk5BGDm7DiAkUPAKA4AwMhhS/w1aIkX8XCpNH/XXgyd5osi6/1tdVIpN6qaM9khxq7eV1ngXGfdM4GPv2vua6MuYJEV13/aIXSz5iAMNeEpM2tVjORkbv1sq0UySmMtYtYcrVJdtQa0E+CrcqxiFCerGaXCb02wJkRF/JwM8lWBiiooUIuO+4YiS8s1MZaqkzthHUNJ7ijmdlv3sLqXVT95pwIb1/duBgA89JT1Hdf3bbOecGqDaJ+/tqlinDnOLWlqur6Bmi5dLV9xWDgnAMb4VuSKXDAm/79C8QJT4W/oEf2T5TXtgBXJ1mtUytF2h17OCioHWo0h0caHNcutHOXqUSuXfUXAGsOl9Q6gc3DVIrUa1jHbHWP6WqkQamu6NV4qUvi43yyKWD7PGqOyCqwoS5bP+r043jRmlm4KihTKqnuKI/32/WPvYnwG6RteAmdSSHHFd43Wp06kkKI77VZ0p3H26R8W6uM4eFg7GY6kkGJ17O1YHcttetYH+OorY6EDIXQghRRyjvhdhpGBDxExBKyDey9Rf3LcQVZS3xPyGDd9fexVeOZanYew5c10ZPfqlcquxDPYkdCBbq8mTLWHZqLqoN6nbmat0WC7Y/4udKSR1Xr253WVIwBc81103MKTw8tTReuppIW8s0TiFWaDdydyKP26RM6fEzl8eJYe4OaeuIwRxCJPAEWeAHbdRojyWcDr1bKMy/UVNGSIiml3LLc9GDiEe6eRyqshIJT6Eitc6Ug9wVb76wb/A+vO/A172w0jmSzstt7Xg6OzyJ3oA57IE9KmCKcnuSYYQVzl7TUmW6n8JGEC918QIRTBbaS69fxV72HR5SIT3IEcrsrjqqpUlFbO5YnMSw/NwtJDfOVuGCxfXmv9ENR75iMqnvy+9aPw3f8BCu7j+8zgIeuG2WKhk3yN4f9XFSNCfdfxzxXI/CRc3bw1l+u06BoxFYwg7uxJQbNo6SbJYNVQFqqGeLinRkzmpR4Rch5pN/IrG/P5RCSvH8CcVGqGeGFE54QHnROc9EsD6Tv7/SwnejSkSaGCnMAbx+KxfYB/b7nAkwVlG0MLwqRQ4aFOYYAdO4Ufh5RiRgr3TEzFngnO2GuO8RSDim/x5P9A8jUIiMWDLARzOv41Hp6qcOC6VrbdEHd4UlLo6/iepRaq95hSFSaFCnn/wQt0nPqPy/PeORbD1LiVH+8Lk0KFfg8ng0sHZjFPvTMpx1nkIt8TRK2HhzYbxhJYXl3u0H6mFFYP/CdCyVuwfIpWCjNd42FSCFi+vIczW43vSK+pBwanMqVwxVA28l6YjbwX9LE50u/TpBCWifRkpHDbn3Oz5/74AmdSSFASv4aRwvaJWIMU0mvlsUA61o/PY6SwcyyGEcK11/dg7SK+ENkTTGT3b30wCRt9esxqHveiZHA2I4UVsQOMFPZ0e4xI2NGvn2SksH0glpHCfHfwd04KgQ8ZMQSAKn8WI4eA2Yj8vmFzZU7JIQBGDiP+r4NinwoHZUWCkkOYFhXlo1eZ6o/wzqI9Zeu916I+uwb12TXWA4oE+u/iH807EM5TqjiznqmUNWlWT1NKDpEMrOgxB0UJSg4BK/xsQHhiMXIYCTQUBJh+cg5g5BDAVhf37ageew3VY7xLjFKS1WRMB/hV3l7sI4ngd18wrQcAAHn6z/yy0XC+GQCstytrF1WQROlP9TMSKn3bwvuJjgJOLa2ebeH5rm0ZDobrAkdsMlUwbFdyzHZOwAcAVNukUJHDGWYeIyBavclzZ6MqXqvFK+Luwp0kDBd3NELrsCipi4vSrGPaSHrRDsBtEHonSEN8gxwCwFTLgqUx12pLqfqPOynCOcL/1MkgWGJTIIPl+yrD284x/vnXB/U4s3GMExeF/Dh93z2d1oGnczUxz5rmnJP7yOeIAieVHeXXqNwSUqx7OHdAmP9SKG+5i43W7+2PR97XhuEBeMEcQ2X+44GkCG3wsu/Sf/uyeaMBFbXp4e9Pq0KlObMCJYfzPQFmcaY6Fx0JWiRJpd6oceWR+K6wfZpCvegjLqvSnSDzT3OHHJwuBKQ/pWzW4IQHBp2l+Yxi8l4HYfX7tfHydKuQSX33XHcQue4gnkm35tRtqZ3YlspJYd9MK7e/v8ROyJx2i/VzVPfXLhnk17phWD0RdFa2CeS95IR7Z/P5SJ4fJ1QI9b2n27RTO7qYz0ftA1x5zXcHUeWPMKf8lvGhI4YK74ccSoI4GTns9l7GlEMgAjkkBJGphgrnfoSOlJv1PpH8y+iqOWEeAtN19SklhwphcqggyKHz/+AhbEYOYZLDXbed4coh3ic5BLA6XVd73TvtIkL+l/STSjV8VyR7U0IoyKEaLGmu2NFZJ/GEX6uFkhw6QaYZyFycfeNxjCDuHUjE3gERTsyzSKFCtUMXHcAihQpHxr2MFK4qtq7ZisV6n4pl/Vi5TE9Ekfqd1ibo1Xpbxh08VOe1yGl9/FL5Mg1JDp1sI6VyCKBhjl69N6R/hpNCmyBUpfGuQyvi7gr/fadI3L+71Roo7+4iA6Ykh6aVGQBe6NEZikETIYzL8qyl/P55+nov8QyjOlYfN0dy+D5ASeHmkXRGCjcPWy20qH9gT8iNTaSVliwGU6AK0vrgHEYKVUWsvM6eTtOEkJJDQBdJ0OPyyOe6GCl0DZkdohQppDBC2cJwmOE5axwLFGmz7YDLy0hhw4TZrg/gpLAm7g5GCrfafnJN8UQZzL6LF8HJLlQ2qG3Tg74egxQ+GUhl6vN8TwDzRU6qbGcZqTqcIhopVGFp6iEJcFIoGwJUB62CruqB/ww/tidQx0ihjD5EgiSFK4ayzc4rog26IoUKkxbIQJPCMKaZi01KCjePpDNS2DjlHmN/gIfoV3l7HUnh2uv1QuDe2RcnJYXN416jg9JkpPDo4pPvixT+PvGhJIaKhd/r7WWhmjW+i8bqrHxwL8oHdeXvw0XdzL/uoeEp2DCSiQ2kp2jLtYfRcq3uWl917A7gGE9UpuGgjrSPausEG/7+X8Dfryv0Oi7bhNWEvJaPXoWG+CVoiNezoq/lb+FrIeG2YBf77ACMTiyN+U8xC5iK/v8y8sCke3vGtHFkxOuBJcc9ZviQhW7exrfxLZRe0CHIAvcoNydNLcbWOL5iXTdxJdZNEOLW9ytGZtvSP4G2vG+gLU/nK21M/DT7LMtjB40qZXlz17q4AlsdcxrVMXwRsCNBOOmfd+HJ0zzhOD+BEN6fAXt/xMnh5vjzzNC5NpDOLDgeX3kOS2KGsYR4NSpzZoWjS0/ikTiuMCgjXIUHl3HyfmwiFrcN8JBd8kgp20biPJS7NQkq6P0JL4469yNOJlcuBD67ELj4Svihjplr0TH3O3qfWfejdJQrF23zeJjnwLR7mXGr6/k12P1DPglLj8NNgQzkJ5NjHQeevD4FRuXnlr50bO/TE/kjcV3snDbEHUZo3j4Ukeqpoq46/ibndqO0W4TFY7iiVefhBuNb488Z3Vz8HjJxpVyNzbHHsDFWjztFngC2xuvP8Xj8OTwhrHkejutm1/lAyM3C0GUxg+zaAoBHU7j5ceX5v0coQXdh6fA8g9IAV/xkDmToXBorKupOvpH5DbYkXo/RkItPbDM+z1NavH5giKTJ/GUtkMtDtjSkCwClZ74OvMcLlXbFcG8i2bGnJ+TmxTcA1gW1Rc+KpPutnyvIPebzsyrXqw/m4uqD3Idxw8VMdA5rUkH/Bqxixfv2c1K4zMfJ146z96G2kxsty/s6cJzfsxtE3+oC9yjvo31mFbaeWYXcE2vDjzXGFTNC2pF+GzrSedrGDtcrUdXCYs+IEbWQebQ9wx5mnL7yr/qwMk3PGUvfmGW4VGS5xvF6hhY3toymhVV+AEg+959IPvef7DW5/p8gt1+7Fazy9oWVesBqqZrvHmVKYUnyVxgpHAi5DW/bZdcNMVIoc0O3hn6OwhFd3FUWM8jaLjaG6tEYqsfGoC5auvpgLnpa9D0ZyjuMUJ7mBQBw/UAOI4Wt/hPhe+f3pRYCH1JiCPCDrsihag92JuW4I0GkkObGTqDkEEBUcgjA6gEp+kAqcqiMtFf7LmK17yKqSYssSg4BcHLo8NmdIP0BnYoEZGsfSg4BhCeqiqE9AIAA6qyf0W9DonTCPr6KHNrhcEkOAXByCLwvpVMSVSdyWB9MCpOO2pgbUBvDk+AVOSy0rwtFJDrPmStNtWpn5BCI7FdGP1uEjgaqU0ed7wTqfCdYWEtNIrtirYRERQ5VUdWD8yInvSuj9jA5jHVWYwCYlfP3OvSPhUUKw39TckiglA5FDg/MjeCDB4TJ4bYEK8TUN9dSEfL9zmozAKOy8eA+s+Boe18qm4Al4VcIk8Jzu/lvigtW54OS01bHjpJx65oumzA7yShyqJRlRg7p/yWT+Nb4s3jcoYuC7Jnt1AdaYZf9/VSERJm/V57/+4ivUYb2ihQ+ON35WupO1gbClBxSyP7Y8JqdfhR8tvmwIoWl42ZP3DDsEHaNy7runUihQkPIj3XB/DApXJciTNrDH4B/NkkIAQDCUEGRwpSzBea+9r2vSGGHncKw4yxX1jsnYsLn5XByKwLHZ7wvUjgZGuO4kisJIWCRQgAoDBxhjzt5hK6Jv4C1CT1Ym2Bdy0qx7hnmitjKvxL5ztK2DOaYtyWCZy5Frp8bS68SXcnyyTHpyLobJclfQUmyVfio5jeDEPqGDNLuRAopZB9uJ8hrx4kQXj9gmUtmJFnHotWvFyi/T1IIfEg6n0TCgXN8VSorlQGzvVVNHM/R6pkwB2UZli5459PGPpV5emWxo8XB4FoUjexJ4COSU+uq0pMilDdt8jZUsmVdSe8zbLsl7ZNsW13MFNJYunhA9F+V5AIw8gqdyMm6gA5TbHa/ZRQsSE8xmXS/RvaXBbBCJIsrzzgKqRbKMNatrXygy5/OB+lj9WZF6DN/wd9za8AcCOVnkZ+jBeZrCsZ12L4yuNC4hqU6Kj3hAKA/mducoFfkiamcMAqRuN+x4EfGLv5hPRg2eK82QmA9otDi6n/ng2lfpQgpAbi6n+9zLOhQfSvCWSjkm2em8UWff0IQn67J8/+MTj4OJuKyRaRToUJHIldUd09w64yAUEvlxOZUfSwnTCf/w3XdYrEm7sf1Hh6+23Q201ILbXRfy90XADPlomDkLWMfnBaLhkyRvCiKwAAAZ3fxbXGsa0ILGTE0ilVgKlzyPpD2VwDgOinSVia37zOqTZct5KSj4Rx3A2jJFcWCAAoOfoRtV1/RbOwjx4qyNv5ZG/N48VZJ7zOMGPpHzIr/Zh8vPHOq2pdpDY/18tC17OYB6JZ7Cq9fxwuHVot0hwNDPHqWG2emL0jy5jSOy1a1MpTv5DjwDJnLkoeOGM8f8PEq8KIhM2/FdZTP96GrOSnM7DfTvPYncy6SO8U5V/gD4n/d+eRDTQwBYN3pnrBBclHzcgBgrcJU3s2eMdsaxc6RqplphZRo+MaLEKvueznpFBssi9+1upjU5VvkS/Vh3dFtK4k9xDtLrayVrYi9Qt4zbg3OdMKviO1H6X4yoKbfwnPC1CRO2+r17w8XujTO1lXKalAN+8nZbeta/FYuzhFS5amqObvjLOLQ5JmNYhe5YZUVDU0AHuvVeYuqqwuABreVi6nyuFwXrJ6ianU6n6wGqwJWjmaRyyK+zySeCdt0ADoBP2ytAasvdnLIGhjKhnQe6N5Wa8J4vMBSZvx2PliFx14xe6znG4JaUVUdYXafScaqGTrPS61Kj/0bmaxTAdjjwDNXWYMObeheZ1fBq/6aagJTxH91DCEg6lzYNjKqarEj3iJyW0M6TNY+EYNNPVplmJ8cwJEOPRAmTbdU8oF+63yHsq0Q6Mag9Z7rh0hHGNX71bY2qp9lkYryt20jZ+IF2ZHzVfhP8q4rZSGS92UrEbkh67gdCFkTy9XfsgkfXXfY82PfZRZBlKSQXhPPBpK4bU8XrF6wCra49XSGtbhQeVXqXLLK3j77ulV5cSqHrs8mzNQ/7WIjt0mZdT9TuFW+0UY792uf6FpBiWGb21qAKK/EiqOW+fiOudaYQ9vgbR3LxmroXtTV41cx30t1/ShjXKWgK0uagk4dllV+fDVjdu7zuHVs1nutitCN7xLSONoFXKUXj92xM5lJessCyy5K5Tbucb1gPXH+R/r1Cjl2fp8K3XZ8z/qd/01z3wsvom2Wvq5yg+0oHtWfS+UTqoXr84nWxaDySmlE5LGT1rmoyLWOl0rdUHl49SlW//k73tSq3corLMKzsz8Fa1O1cq+I0fwETTqONPvCVl3LEjQxbBj4lvWHCqPbBLfFZw0QBWrh9Kubw6+pv9LuQBRMYH2hlQJd1k2I9sBb6Jhtkapj9jhNSfJiu5JYLaDDHVPsbivNsVr1LOy2jkV10hdQC12Qt85l+ZnS1qR3dM8If39FvnbuI2TQvuTzC637dYcdBai05w8aDlcKd0HXTrhGtc1ZTop1bGiudPeEh+UszveMIvu0vjeXpFnHPte+9lVu+JYLVlh5WSo5N3Yovd8em8NtL9W9TfpfHwhlGITQ9TYhg/aULwmhqgnIDOrFkIpeKGK7JZCGzTM42f41cKkl3v8Wm2dkGP12Mw/9idERoiyGdxCpee8e1LznHA5SoHYDANB0OV/5LpNJvxkfs34oxAq7zHMRZZ5JqnZl5Z70PBQoOXEfSk5wtVENjgoFHc4VhIoUAkDxOM+Hk/2dDZzdZagBDeOpYVIIAI8NOd8kihQCphKzPuaE3J1hT8JJ7EngS/v7W6aFSSEA7B7nOUKlsdZASNsEVmTz6lM6WDrhjjdnsMkGAKq8vazpugxTbB2zvxvpK10w/Ct2bRl+XA6g1hEKihQCgOtMEXtuY4Jt1EwGRGStDJNCAKi/Ys+k/9epK4oihYCDP50SE4hoknKywCCFk8IhOq5IIWCpaPRc1ozZE0ofUfC8fl5Y4VBk8X6wkRQELBaGwP5B6x5RpBCwfOgUKQSAyqNctQfASGEk0G4J7RMxzKewJcsKp0qTZkUKAWDjqINyetUz5mMCtOClLHSrJoVAuNApTAoVFCkEjJQbAIwURgKNZtw2OJMVG6l7U5FCBZrPW5v0KWPcW3lFX5gURgIlhQBYK7kXh6zFf5gUKhDVsyDwtiaFNuqvfCNMCiOBkUIgTAoBHlaloFGVze7rWAs+wCKEihRGghzn6Pen5JVCkUKFSmERtSuhI0wKI4GSQmDyQpZc91iYFCooUqjQkPRemBQqhEmhQhyPkjmphBShqw9HJIUKj8R1GTmlv2FS+GvhQ08MFXYGk9FYyN3uJTmsT1we9T1G4TKSeDeKKrGmy3fh7lf1TWGQQ8Akh8LhXWJ3MBkHruGyd+nIAr5T0kLezN6BtJWMCrNXEbqV5LAuodPqhUshw3Dy/4gEcsBSHSj2p3JZXZLDOt8tUVt+AcD69rv4x7jQYOwTVjNsbBV5LpHIYTQYlYeTp3ca+Z0RyWEUuI7x8NOm/swIe1oYOOuG5BaSHLr2rsakEK3uZD9jidUOJs31Y8L+4X2E7I69ykOoS7zRKysfTTsf9XkAQMzkeU4d04QBuzBVDpte25i0qwKA4uHoCzcAqET0xQ5VdQCgKCDj6SZ2TOW5yEUhk4AytdABmQOcvIQtjqJBeLoyUghY+cZO6ScEro6b2bYMRzohGikEuJIPAIeLWo332D+Fj01UPYyEaKQQAHbE8Ptuc6FI7QCw5V1OaJzyWCnaJ2KNkLpMtSkUY1Vh5z8b71N7igsikhRWi9Z3R972cbUQJimsFrn18rgDYGohRkxSWP4Wz2mtDaQztdAJMgwuCSHASWG9K88gheXDPJc0M7SCq4VOEIWlkhDmuoNG55TfNz70oWSFdad7UE7yFEqaP4aqAm5/Qlfc5W1WRdnuHH0zNYwlsPzCWwdmMoVAyf/XN+qLLXQLqU5o/0frN51sAh06tAKEqyBXDGuSl+EaZ/Y7Rb+aj9JCPRE2xB1m1XibvW1YHdDh1K3v2QahZMCuj70K5efJQKH6wVKfRapEqqpCUqWKKZ9AU0gTlOK+53mbtClWqKp7pp6gZO7P1b25AFkYbkvvDHelALRaSC0C1secAE58Xb8orYRXj6YtYQqc62R52K4EAFbbVbJ04vC7x9FB0gbutyciWhBCLUYAYPf2ZLD5+ouwQss2duWeQX/IVDVoPtT9z/KBN1T2A9biq30iFp2ndTHME3OsUO19vYSABYHXp+sV6/XHcwA6v10BLE8n137MMB76oVawQndY4UHXaZ2j9EzeaZR36JZm4esjiRQKibzRMs+fY0+AVPqmLUFNUN8LGx7LDId8AQDqEic55/krRxkpvH3JAJsAXzmRwI4xbAHw0dv0/ZDlHmMm7vmeIDe17nnRyHXriCUKrV0QRvN+y9rWoCxLF9OoSfdJMuAfTmll73l9fw7LCd2V2MF9ANs3A3NJrpjdfi/g1p/dN3qGqXxN3gUoDujK6GrXUmxp0qTi6FJLKW8iIe1jE17W5/zAxC4+Ib59j9lnO53kPJ+077U52h2gDGXYM0F61NqFJZim00fgjuXFKEc+xz1Zp3wSrg496bYWnEBeu869WpxpLtQOjsdhkRhzpfUHzctUBSGUnBR4RtlrNo1kYC3JV5YRJoDnvKWct8jDg8n6sY29tahL11GZqnHrwqSksNLbj80j+lwVeEZxx2EdYViSP4RGL+mpfOF/4OrZEN48M88a0+gY2hnysDlo52iKQQjLzpHFjLpn7cIqAMCs+8OdVgCrKxAlhCoUfORtrRZuW6TTHtS4SG2+ekIelievFvqUvOWdng3SEdEacwghbLiyCbWk2vjZC0lYk6nPk0rjooWHj/Vk4NFMPRass4tIm0irS9qeUjk1UEJYP/FjZIb0ddzzjgehItLjW801hBDumcFzSdsmYpni2TCW8NtQCy/lGP4m0HiOey7JxtVOLaPkakeara4f5pPjs29wdYQRQ4XjooWcg9fWiqCegCk5UZD9WWVPS6dKRtawnBI8BRkWdApRi8biTZlcYZH9ULsXcSXPqTji6i4eRmydxtUTuRKWaiEAYIpQQ0QFYmmI+0mu9l40FAWJTmHhIIkhAOz+gphEavjmthxu7DogRHxJDAFg8XL+ufadEhXlIoxKLSEUrn+Rr4SX38hVyr3PCh9GUXQa8jlUdibk822namfSF7sm0axw3vCaUDplYapDR8YlH+Fq4SvdvNji0SyuFh50CHftSOTnQRaXUGLo9B61Dm3MXhFKsCSGMjm+KeQQphWKRSCW39e+YaEchczwmmtfOdt++iM8EuDUgu2AlyyKHdIBGDEEjJAkANNcWFj7yO8me2u7gg7/V5w6J3JI4VRdKwt22sSYIwsZ5Bg/GTEETD9BgHvTVY3vN5RCOZ488DY/16H5Lxnv6Tp+M9t+fS6/12UxmtO1z4ghAAzwoqHqWbz1qFHQ9o557ikxBIAnHdoI0jno+aTTxvN5x3kBRqiPR07KLzfnTkq2nPw/ZTW0U/qP7FteJ4pwXhnn93V3vGiucMZ0ZZDEUKJs+vupbPrAuEQMf2N4dVm4vRWtyvK6QuGQH/WiU6sedZFXxFgkrTlk3Ty0GOXAmA8+crHu3pcMEGEnNN++0FVxhsovVIas0yrsHfXFv2LsGkdiWGWbcyvjTyWbr7OJKlUyVnr7mMlpxdhBNHo16Ss5ZxenqElIVa0O2INQlq1g0f67A4fChTo0t7L43FbrDzXZ2CqIKvjJHNW5fwdi5rLVXvY5K1QQ8lrv0ZZmhdyVlYMaeJWVQ0XrF6wXUgXWfxc321WhbvuzlmZag6TK+1OrXP8hTSw7Fv43/EG9iDjgsdiKyq/Zayt+SmF8ZbVNVNQh/XPr1/zpeuW+1ncBd3foFAPVPur+79nEUM0zL1kc0BC8AAAgAElEQVS/Fn/TGtDo4HrkPR+3x7HVt9YpFpFWE8/179kTsr3vEzfpybM+mMTNuV8E7x9q8/7QLLvy3FaQa6fXAACq+23VzE3ImScBeJO0Qyy0VbBuS0WqybHuN5UXdecvLMJ0+3V6Ifbs00nh/w0AOAtUlOgczw5R4azIYSjZ6vW9OdEKia1z6wNUGVzIFP5i1U5MmXCra8MuourIsAjWHqKu+d1jBince0g/n3SFdf+plBEVEsvts/KAiz0WOaYT1ObgT9CYoEP0JRPWfdbssdQjdZx8/XbYVhEumluctgQlE3qx88ovEzBys/7ualxShS6qO4xSbnKD9r1NF4gjbeFuLwA0yVfFbaoIyT6vijxSK5vMkaOcvMbPQUtIH6+CNmtRvDrLilY8ecoap9bmWGPcY2ftG4GIXouzh9GUqCMAxYPWOKE8DLPc1gWsCE14fCAlxJsn5mJdn1azmzM/hcJenQdyIMUqtFIV3oo8qDFHdTuhLVU7JzzMg1MVS6lzrVTbylFLbdoccxMAnlrybEsSts3XJKvKXimFQ+lq2LZ/v77IOm/FE9b41BFjjSm06MmLEMpCJGRw3l6Q+O17tMW2nrIVYNXLGdDRjNGQi12zOw9bi/P5V1gnRimsioiq77rvEf3d5q8PsNSbR+K7mBL5bId1vkLT/s16QOWeZlrjfvmUfwrvWx9jhWaqJ64Nn29AF9+o86TGSzWvFNiP00VabcI57B7V83Z/yI1dJHUpu8+6vrqDNqG2c4/Vsfa3a+VcddTZ48pFGYl07Qla11HZ8c8CNxJ19jeLS8UnvzHc+CJKjn3OeJiuGtcNT8U6kSch+2MWugZQ6DIVRgrawQIAXEdE268Zn+cu/Q5eatLkVULmmWyOj567A5iN2RunCRscaTXT6ZCkTtTE4ndXhCuyw8haGSaFgJnP6QRpM5J78afM3+uYWPnvzvtX801kPlP/frbZ0H0/KwaRFhxOKBo/aTxGicqSrSL/7b/M95Cqzf0d0zQpBIAehEkhAOz7slAJnfCqJoUKYVIIABG6zDEsMx8Kk0IAmPanYVIIALXJleYLnNCt48M17Z9jyfJS0XKEmarIsCRzKEwKAauntoS0lQLAO7P072fXx2T5k5FA84irh6aFSSEANI1/39h/XazsP6dJIWCFfsOkEGAqrAIlhZGwj4TPSjzDLG+3Lda0pXIEtS3q28/OKwtHKjgomhKKFALAvbP4OVo7vYeRwkigxtadEx6mcrVMeBkpBMBIYSRQ2x8n79HtDqqYBCVTxZ6RMClUkPnGlBQqyPxK2n/3+oM5YVKoICvhHeEnc17BYywtALAIIU1xcVLaFClUkOokJYXA++sEEyaFCpk8/74+5rUwKQTASKECVWqz3GOGp61U7ikpdEJ38HFNCm0oUhhG9ud1m0WAkcLwY79dUvhr4RIxjICSY5/DDvDqXllYMhk5lCiKCRjFJkcv5wOUQQ6PCJn/3G40eniSbdFh0cVCoGH8B2xbksOdoylGmzeJusxq/oATOXQoLKEoPixYhkjcl+SwaMwMFYRcXJJfJAaX90UOJUTvXhlml+SQqocK1KB1ecwgqgXpkORwZXb0SkcAgGkVx7Dv+4IcHjL3yduvwzFyQASA+dfz4zdpe6zJW1Jja7Lw9JMEoVlcS07gUTbkfCY6oSh38DGTWHcsevFY4H3EIPxDvLOJUwiZYuDs5ENsU1+UXtTApPcVoC1PIuH1Eh5ijGZwHYZMJ3lLdH0R6RhOiGR8HcYvRT/DtBJjF6UWAs6EZKswAW9y/9TYh2LnJBM/ABS+zHMWpBfk7mASIxxOnnfyXpKfXY6568ajV7sC0UkhAMyfy+9np4UtUwsBTgoBtIF/19p3uFAgsbM/ZXJS+FT0hWzzhNcoZJGkcM+V+9g2JYQAEPDxlKM9wYRJW8tJUiixI+44Uwud4EgKKeTC7ceXW6TwDxiXQsnRcEorBJW4hTU7V9WG9GaviO1n+W474ttRM8ovvCxiifLiWAKrUJr7rjUYLc/Rk9yeV0k+x3wr17AxS3eZKBk/biWH2ziwoIFZgBQNXWElkyuoHMCjuuAjedqzzNizJ+RhnUNG4ULLuCZcVe/ZE7sqNHj3q9bv6fZqThWxqHCxKtWnRHDaCp6LETuFr1JjUlmhi+qs4T//7+w1tYnaXuLguI/l+uwbi8PtJC/Ud8S+Gd8kCf4fMS2HmmZ8Nfx3kmsChb8gk0SqMOCd9wSqxjWLWeIZRjJZINQ6VJu98s8JWLlGE8MD4z4ceZ0MpHMBkLoOXGv/pqFUQtDmf9oalI/sIe/hA6vubb36BPLOkZydEWB+hh7MlXqmSPEDF61Fz+PpetK9f9c0PP0preZVThxGU4xuT9U0HscSylcP2uevj/azJsferrZ3ZWpi/nRyB+uPfLttXKwmmvYTsVg5Vx87FaqjCfb1wUQUklzfrcNPc6V4bq0ulgHQFHM5K1jwddufh1ZcE7uJuljrcZo3lSEWheFwMkk1C11G1CHV4Yi0X1uX8SBblKz09qOkXVu3NOc+gsKBl/V7uGLRkqgvCuVNqKxoAKBqaHp4Iai+o4/cd9Xp61nutDIhzx0mq4wXial/qR0dIGo/un8KtJH8wOx7UJSh1doXEt/jjQJU7mmzRUharrHIdkGvVhtXx/0Ftp7X7frWTfsW9847MQP752iCU+S2oy+kqCw5qBeaD9qFf5QUNsf9kkdhvH6gmVjlXPUEcFhHSzYvtu6F3UR9XOXtw+oxfX3XxtwQ7pQEWEobJYj57iAjhJlDdvW4S4+vmz26AkvtS/PdX+lO4EbayZwQNsf9UijMtk8h9UF0v4sGl1aFSz29jBDmTnQBb1WEtwvyLS9RFQ5XY9zOfjuEbFvWqHOkxoEtdWTh9B6Y0r/yC31oJr64Oa4xbCRzrLrWWZHX6a8AKWQgTJjDCOFjgYxwmBZA2NtT+cHuGM/CnRf1+JLjM4ljScwwdsTp6yjgToQvSPKU+5pQRHKsn088zVIGcsfsMZISwoR84Md6rMTnfie861KO4W8Fry5jhR9t8WaxhWxVJBOVZbcHSgwBc1U5993LIhNDG43L+Oq/5LCoGFwoQs4DDlIS8Q+UxBAAkkTirmwUXvVeNa9AdeqOIZPNRdjWWEnNe4Jv93ClqWPmWkYMa9O+YPxLWSAkj7fv3y9n2x+YGAIGOZTV69JuRpJD6a0FADt/wQtoILMG/lpsOyl39N84OTeI/Gbpv7bGd5ERE6fkbalyFIgVufQxW90huhbIrirxcxgxhEPkPsfF/4dUXiZTjQFg6wmiqgtiCJhqg29chJmFDxmtDAdMYggAe0/zAh5GDAGd22VjdfpDbFsSQ6NLCICWJFNho5CKUfHZLcY+DdO0gpvvCXJSCHBiCAAfEz6p+/n4U7SAn58D4w5FJEf14rblmgOMFAIA+nmKTH12jfEWOeTedrLnocQQMAsxmvvEtdkiojMO12JxEb9upDrZ4OX2XLLPt0EMh82uJpQYAmAV44CVL0ox/xozJLsrUS/gjk3EMlIIAMUefo7kPJV7kJ/T8rn8cz47YM5L96boe8aLECeFAHOXAIBF9/CCSEkMZX9mACjr59GdgCiCkvZQjQm8w4urm4cinIhhW5LwIBzn57wowNvFSuu03BGHVo4NZLwouOV3FUK+lGP4W4E4ebkXnkPuhejtsnbW8wl+w0ucOBZ6RpmaIVs1Hb38JB9MpuRYPwSjcr4W7fOoBQgAo1JYor/vr1HawSsCi/ueZ9tVHlHZmihCVxf+xzTWngxdIt+RTBYAeCcYAP6OrYxMVntaUe1pZftQYpPb/wp8fZxBVZYLMjrJZz42EYv6GyI3mAeAR+N41WuNWCxI/0PVn1ShecKLRTfwQRJyDSLSGLP+QpBLGQGeJK3omczTbBAGzGpDWZUvQ+yVHV9D8WmeizQpBPkvyxZmujxSC/wj0P4Pmui1nzJJH+3GA5iTcYecYIZ5rqr03vT1vc6UPCdIch+p53JENC4B3uH+Zlsv8jZ1hq/oIR7y2xHP8wgLgqa3XfGQJqPFZ74JjPNFS3PWX7Ht3FFxbGROrrN/cRh7rj3F8vsAoC6ek2jDH7VetP8aPv6+PCUp+hN4O7dAAh+fBg7wa1cpiOH9Z/wlAjebbeIY8rnJtqwi744XvRcFbmuZGY4KRYSLX9/SpUCSQlmln+MeY9GewvPbUd7N02nWi5us9Bxvn5d7pIJtY4GZB0uxPGkQy5P4dSV71SdVioWTWKQeSG5HfVL0kO1tg/xFTSm89/M+US3cmMzH7aqAuM4cMr/u9en5oWx4LsqGeWqX9ItVXVwiIhQ082r/QPMKKS4phu8H79gGpYnzmHLQlv4Jtvq7f3gatj+jVbKV5X3Y2agn14dv7jYUQqqwKKVp9bDW2xuOCgLW1Y6GW/Rn8LqAkkFCbk5+HTXzuCpTI6wU0Ps6zw+i3oQAGvwPorRfT5ZNKbehGPoGqBvPQdUFMsG7YrWXmUL6LcB5m9j5K0y1EAA6ySQ0ZQqvZJ37GO+AkPGxcHu6MKbrAax2PM84tizsBiCQcj3uJo77O+pTgflEWku/xchxqk/QSlP5azN1uNxGdwE3hX1gZCrzxKrwcgWzIRiPRs9L4e3K0BIWTjn4Why3aDkEQMyruAzIytMDb2edID7Z4P2BR4CkfD0KDoy48UymVojXD08xBnJq2bDK22eQwvVnxSQ546usHeLWsWxTLfTfxTbLgjr/bG8gEZCtdXmbcuR8MciI4arZnOTPd48ykuhFiJHC+tabuPWTz2+QwsCMv+SLiRG5IJqHFS6t3LVNxLBe4ZVDPHVk7+lEhFwiJ/UU+Z/z1hlkYHXal7h1VOdO4AyZnBc+xUhhsWfEJIXEILop4SMWKSRonvEltt054UHpOLnwZF7j289wUnjT/wCHCIEIdmHPtbzoQRLyquHnOCn8xVfZ87j5CU7axy4CxJ6nfionsTmuMeQLezCayjClN98ghPOvCTBSWHnuWwjM0GFB30uXc2UrDgYhZDZdngSDED4grMIqYvtxW4smNc8XcMJSNvorHkp2X8cIYUMwflJCOD8jwO7hPQN8kbExbQ0jhA2eeYwQtvnv44RwtMsghOWjV+HZn9uLx2tgkMFcd5Dl9D3w3amMEA5sdzNCuGj5CA4k8/urihjgV8T2G2Tw9SS+/yLPCCOE64czOSEcH2SEcPtAKiOEOfHW56WEUBYA7fEeZIRw0awRRgiTXBOmSkjJ4It3AMX2/TfP7Pv8W8QlxfC3CnUyhYog1cPHRRK0k3pISYOErPwCYK7W3od6WBHbj6iQCqLwnzPUw1d5mK3K0w6c+Z5+wKnSkOYgdew2w8oST34w9VCi2tOKwoCZAE4R18ZXfx9UPZxMOQQmr2iT6qEy2FWYVDkEgElOL8TC+4mF3MstKY4vlZvxw6hvJ5VDJ0jiwXo8A45enBTLfZMXj7SfdvDKI1jn5d9TEpPyPME06TVsQyrMBoa4ova8SMGQymFoFlfeDQjVELBzIinOiDFAKIcF70ZPZKeqYSQwUugEv/CkPCRUpcmLjQ2l0IBHkB/h2SiL/SQplHhdkA7AWSmkWF18gW0bpFBgR+ziqM8DYKTQEZOohEcmosu02/ydxsJOYlKV8AzflvNO2egiTQoBLE40i4AoKUxyTRgqYU6VSDsR50d2CZOkUGLjSMavrRLe6+tlpFCiyts7qUoYlRQCvy9S+GvhkmL4QfDOt3guXebHUR2v7Tkeie/CCtK3d++ziWCFzbZ/3aM3W6HH4pgR1udXFU7c32JVZy3LG0KDl9zQh21D4Oy7wg81ZN6D0lFbjbPDrM1JS8PP7w4mY8MvdWgztMSq9FWropKxd3gOomrwrgyhR9pZAjZutNVIkpiM7LuA79mK4c32IDeFyFydzwBpJPdGhYPVRHFhiFu43GeT33PKJ3EON0tWqh5NCJ75l2GVpNlnhZUKL/5YPx+TCtcFawJdOVUXL1TYycnlzTdxxVJ1crEH7fr4paywaNd7Vi9hqRjm9VkDkcpnop6XTePx6JmwBn3Vwqx04ubw8z0hN8tVe7EugecKBsHMq7MWWpNB5yGbANndyV74a0u5ufVdy5T5iQKLMD1gT6yqyk6FXMuHtbJa5r4de4/rxcmi2SPMeHeN7yLWT5DqwPM/4hOb8rJ8185bS5jDSaF97lVlvZoM9l6w/6d9+S2/ThPFvZsTAeV2pA4PCa2vKu1FXZxWq6pGrO+tQvxVQ1nMP3TXmK2QK2sVr004VE6rOvcbCQH722+Ev+eKRItM7Dq/Jvx0dw43pVfK4R63TUbf+xfgebKQVIRfFd6X2wREKfmqDeZPyX00BUCBFbrfkX639X+OERuo2V8DDpL95z/FPhMuNjKj9/B90mV7TyqnAbWIU4bTtDq5pwu4yk4fUO3/hvSibs8Np1DWq/OX65I/w2xJirqf5gTw5bVAKfmcaixSqpy9GC9IqgGg7yd1L26zJ+kX7arh5XbU5RhRjhe8nIfWm7RtU+NYPOuLviRmONzJCAC2vmLnxhWSMYCacdvHZ0fczQCsSA/t5V3qYE2yvTUV9+ZZOXgqD5r1vB9pR1uclbtMbW9Uq7Se/R6eQ2x/xG1+6/vvDiZjHfGzLe22K8ip8rvg+8B2O+Jxu/3dKIm52KjHVtszt2xUVyTv/XkiFi/VhFCNVbTghDpzqPGGRtXafxoL3GT/62nWxU8J4bGJWGwftr+/HbRYTnK2a+K62f6qc0nJRTspe8onkdmrB011rLc/bb+n7fW+KsUahxSZXUU6h1UNZaHK3l5xzJqfQ/l6cdXsmcGU6YLA2zxf3pPA6hFyu3b/vkjhJcXwdwJ5crt5wvRDosvJ8tuFCiL866R6KAtZXmwVK+gF3zdWcuEBALAGLKHMSfXQ9QpXzRpjRJWt7F4huxO8Wmz9RMJLQesnGmJSuXqQLr7nE2Kl3ynynpwKXUjorDBwJKp6uPN8CnaeTwmTQke0bWaEh5InAFgx8wfyFWFSCDh3cKGoxg2szZQTllWJCUa8ZZgQKlynSSEAvHA5D+09Gn+eWS94EWIDnBMOnpgkWZEaHgOWKfu7xI5GKGyISWV2S+uFggNx+QHA8nXkPnIYsbY38Gu+Lu4Uy/usEyv8FTF/yu/d0fO80KltMyeFALsWdg1Obh8DEFIImP2BD4Gbkddv4ukdw8c5KQTCpBAAKi9s46QQ4KTQCbL7DwgpVKDjR96DpmXNVSSndNb9jBQCYKTQEVIVlEhayEO1ifPCpFCBLtDuHsoKk0KFYyLnlJJCAIwUOqJwnSaFEaBIIWDmiTtBkULAyuVlpFBglbcXWwJpUfvnbvN3hkkhYI7zAMx0gO08DcZQtmgazbndjBQ6oSRm2NE+SCHDNW7aoN3EN6VKGCaFNpaLQj65f8nF3ZoUAowUAhYhDJNCWIRQkcLwY16+XSW2KSkEYI6ZoojSKFL9I1IKFS4Rww+K64XnnTiEBW4R3pC5+f/FPbF63uGlbxtGMgEyZriOfgQ7IORwtxhcxYVZ+CtxQ/NIsEEO2zJE1aEkh/Mfg4E3CXk78z1A+uFSQpB1hzXJEAQWiyoD+fojghzKQUySw9eiT4oHEm/C/pncv6t8UHc2qC/8OTDIk/3bkjgB3hXH87iKs3ny+XxRHSvJoVOVHcXB196HEe0LfLOzlb+nbOMXyljPtrsnMex2avv4QdFQED1ZvSTA803lcVly7SReiqafOIdTO0eClolYFE3dFv09vlAR9eld/TwEnDnwBtveM2YaajNM8hXRugmYNYlP4CRFZWFLnAgobKniD8iK8cn8EydLDwFQFTuJof7i6CkG3cm8Qle2r7tdXK+SFBaeqon+/x1eY0AsjikpBMz7vO7it9j2Gi8ngTKcDbc3rBYCQN4bfLwfDbmQVBTdI9fwK5TnLp+neoS7aynIhUsCFwxKYoaZWrivk4dwR+FiauF9PzUd6I+m8BtXkryH2oSwIkihbNZQ7eNh/5okvpjr+bo4JryYGGu8Fw1S6H9be7AG4DJIoUTBoEg9Ee0jc6eIufuPBJdCyf9LdHRZxOehEX4xJ2ECW1p1mf7ynEHeYuyrwPJ/0Bd8acwQHnhT585kzBtHzyFyQacBT88l3nE4YU58VGlQg3WzvklcfjIw2eNB142a5FBym9tjkx2qLlAD6CN27h8VgmQKTDuA28iqKWGO1elEoXUTAoXadsa3rwj46RB/PV1ZTgEwk4SiXbHAdKGWvElyEm+wQ3ZkcDwwW4d8r37PYsqhNEIOiBckEq3P3rZAE7/ckB5AVoxYxLmNEJrnE0/jtkHtHXZk3Id7icl1acwQa4+YhAlsOaGvk2V5Q3jxVU34l904hOcTdb5M3PNzw6FiAMCtAEQ648iVWoJSfXpLz+sioR1TdOgz017Jlw1zgr3VZ9k/3PeONbA/fLkuKHkykBr2O1Th5Bq3Js81576KBr9eAJS2fAa783XVcYXnLCvmaPRdjdXE1PZIrw9L0vR1kOQKMdXN1Xobv+4A7Po4z2WsiOkJ3x/dabda35UYp6/I34cWeyI/cN4Kx7L8Va/fKjJT+NfdAPXdvfOb3OpmpA3I0MUo3UnXcc8+r58XVDxdzUlhOoA/IeRIhZBVGPdUB5BDiIkK1avFYO/rwFExHmTF8oVYwjz+GZKvBtoJsZV9jzM/xolF13NoLtIXX2HXDk4KpWG5WkhmWArVgYlkFHWRziLqtepaSL6aL/Rs5YqSwp1B4uNnX9uUFDp10aCksC3na6ySvCEYz7pkbAmksWr2ugv/T58L9R5pWnFrHItnhPDJQCraBh8Ob1elWSoRJYUZ5P/lqovArUmpq0kv2DPmWftS+zOqfPfbJIkSwnUxYsV08BOcEP77PcDHyILHl80J4Xv/wghhmfdOpgjWBxMZIXxkVpfhALDhZzrqlbPUWsxTQhj3K/0dH1lgLRooIewq0POSSseghJBWvJf2WkohJYQbHhK91ueCEcJV83vZOclyjzEyuLvghwiQ71QJrja3eLJRME7GnJF2gwx25FspFv4pTp5hv1NcCiX/rqFO+iPCmkEqiHvbRZhBKIjSUb/nHQ9PkBURhx2YjR1pUZLNx3odW2SFkQtDQaRoy7jDVBAp5j9mKohLRMu8aOoh8MHVQyk6TNZW67VPRFU79s9sQyj93yI+j8FDhnpIsSvumKEeUlIImOqhPM/yOpFpA5QkAsDIbaILjFAOJZbEDDNSKNEd8hikkOKJeWcZKQR45d5G92LUebhnW800fnFL5XD3OFcRpHI4P5UfswHhCRrKm6SQA2CLpsyLLxjddNYSlaFo6jazqGlUFEjwZgzA01/m2xncW1Aqh4Y1zp0iyf9PhGI2fFyTQgC4VRhanv4Ov7+dVENxfxmfod0seGEQ9w4lhQAmVwoH3w6TQgCcFALW56fV3lL9v9hoKIUUS2KGDaVQQiqF0l5Itk6TBCcaKQRMlZCSQsAihFIpZHB7GSmU6On2GJ64FMmuicnbdUqV8GNCBX8fKiGFk0pIseGHnJQdTTlpqIQUD7VNMVRCip6Q21AJKWqSPmeohAyfhqNKqNA4Hs9IIQBGCp3ASCHwh0wKfy1cIoa/BtTJXxnbh5WxpMWZ4C3zEwLMTJgpiAC8l4fgvZwIoEKBeyyQbvTSpWhOWsoKTiSent6Bp6dHrgjMdY85mi4rtKT/KVrSRS7ZFWRgbHjCJId9gliJycQY1O4Vg1iRyGOU5DJFPM8LUoE3ecV4Ud8eGKBFE2IiQO6DyO3U+ZvFQ/NQPEQGzvEhNPk4saklhSbA5HmGknQcLm1l29cPcIb86Jf5+8ucwwdE1aYMF8m+rIZHXQI/BjUDvHjBKRROzaeLPLyiWoaXDHT/BM0Xvxjx6ULPKFYjMkFYfssg6mR/WmKM3JRyG5oKhXEywYHg94DZnMw2LhK2SsvFdXYPPyaNCaKlm2wTJ9otYkB48ggTd7gTDFsfikDRzxCgLbdkSNAD4A1hHUXxy68Cx6NU33fuNEPKBJtGMlAZxyfjhhsIycs1DeM3pq3hDwy+zTY7ZgmyLYiszCGsPv7nbLtQpO8cEWb8HTncFie3l3u9FIKHJGUOmVKew6/v4Skk689wcr9jyhpmQXVg3MdsyXKHDxnHwNVC0nvEbQwAAz18qpYpIdIEG6e/wzZdI3fz54X3bfcEf/8dSeVs+6FBQeBEKsSGH2byCIYoKN4wkmnk0FO8MPsUXph9KuLzNXHdpu0aff/OTGzojPz+awt7sLaQh/Crj90e/nvd7OexbjZfeDK1cKTdtK56R895NTlPoSbHGhv+2EkhcCmU/BtBR9dxNhjdemQW3yEWmD9TE8MjQz5GZJbPGWSD3+i7Lt4o3g0sukpPumt9F9j+dQNb0Zz5qfB24cDL3K392JexY5EeiO4868d+v55QctxBZLr1BN42EcM6hvhcYC3xCi78iHsMvh0ESgkxfOUJrvqlLLR8CRXGetGRwB3o/V2kmOPJLwN/JiZkahWUMMfqXkHxAzJBTwcg0nhQqtWzAyllKBoU1iXUh3H4OJDLVZfiZD25NCW8Y7jhFweuDhPD6uGpBtHOcQcZGd4+IAjNOeDwFa3hzUritwhY/l1byOLggRNi9ggCawr0BFfbKVqlxOUCKUThExMH/HdxYijSFWqSPseI4RLROaE9FMuIYRImmKIwEHIzO4uiwEFWAFKY9g9oHtoY3i5J/Dve1g6vAl49Obn2LMbyW0iHoO6/4d8n+RrDAJdi9fA0ixjaaEzhOaolbWv5RCDVleHjaJyiSVDJ+HHjedpdCADPVdv5XeCTIkmdpm90fA+4nF/jgUTdach35jsmKTxC1MXrvgbUkWv67m9YpFBhzi18YZRWwtWP1GIgRxdgNIeSsInkhO0YeQoNKTqyUPpajkEKN07Xyuf6i1tMQniZft5/6psGIXrFhVsAACAASURBVNw9WxfGdIRiDEJ4YK5+3usKGYSQ5tv63eMGIaQdLqoCsw1CSKNBA3AbhHBj0mc1KYzLZakagEVYKSGsGhOEO/EKTgjFWjkpY4IRwidm8NXvQMjNCGFjj1CfU69nhDA0TXT0cHsZIZRFNO0TsZwQ9oARwocv7+YqYTIYIRxZdJSRwU3NmZww9oKRwUWeAOuxvH5kCiODXoTYOd0UEGRwC7Bsg/6AL76TwMjgyth+NBJ7m+pjtzMyuMgTCKfYAHZPaToGxOUwMggANXP1Iute78U/NFJ4KZT8+4R/yhxmbPv0FUKdc1AQKag9CACuHgKG95JUD6uSVrNtQz0UIQWpHkplS5KagPg4Lel/CnSTL3WFkK6W3AdQezcH9dB/xmzNFca933Q2xFYYOh49sf4sgILIN6ijekgh1UMBphzaWEkqnKVyCAAt49ET3EMJK6M+L9VDiYy88ajPG0qVREL071wTa3rCseeP8LCyDJXPF55zsnKPkkIAaPSJ9AIvVyxaP8FzfyRyPXdHfd6xTRvFZOFSYQpvoP3x6M+vNJU1hqzo18Ok6RSbhWq4TZhJywI2Gc6dxHeSkkIAwLXRO0K1TYsS8gPQPSt65WZDMHo184LOvKjPS1IoIT1oJZIc2mRQpbAmY63xvGwPKcFIoQOkSkhxX+t0UyUkyEzbaqqEFEerDZWQotLbH10l/IkZOmakb5/psiFVRKkQHhTHSyqEsrBOKoSUFAIwFMJG4XkoFcJMWUEdRSEEABTq6MGTgdQ/NFL4a+ESMfwNoeMyrab4XWN4+ooORhCNvrOp9o+N0Yuc3L984ym8fKO+cTpFGG97XSq21+k3oIUNAKyJnkz2lRe2ofKCLrbIkqHjwbfZit7XxifqLPeY+RqCBv+DrPBAompiMaomopjBOrUOovAkRLe6mBedOMmemoifwwmgzMsaeIuRqaZkEeYYPm7mbhHsuvBV7Lrw1YjPP5LShUdSIldsOiXTU+TPjG7u60qahPjIQU9Cql0A6nyajOW6zXNVfkiHfctfM81pnXovhyE75wg0ISvq80YxkkC0VAwAKIFDqgW1TTlkEpuSI1plbI7J00+8W23sa1xfEpNUEJcisvoJwGxRKTGZAfWZyAbyzSGzL+6tgzoqUhp0yMcluY8rvX3G06v9uk2bk2WSK26StmGTVGRPRsra4vdFfG6+Z9RYyHwQ+F1jhiVOlUuPFa6z5XCd5aHapKmaeD6c3Y2HszkpWjw1si0MwHsjSzyTeZp1OpLInOhB5oQMsRA02j+RMN3+iYBNjZnY1MhJXGhMK/w7gymsuAgAqomvZNlwI8uH3hTIxKaAeD//S+G/1/u6sd7Hj99jJ7XavSeYiD2CVJfH6ujDkphhg4SySvTCp4DCp1jrWTr//1/ApVDybwH+k2PYkdDBulrc+bYfi2brUNvBbmFN0gtGFF+eyYnI0ldnIesq0gbtaX4hrqrqZe73NRCKm8gb6pj6af6Zh0WY4TxXRPpzH2LbnRMxKNhrl+JnxqLhGk6SSn9IKymBqqt5InZdD0/WZgbWgEkU6PPjQzw0DQAnyP7vtPNWdwACV+nVoe/Ci3zSB/jE3LqJJ2InXclMxdErLAri56A2VBDerD7PSfWK9G8gQBLJi2N4Lt5DfVMQGtAKUXPuI4zIyEluZWw/niS5dTJfc2VsH7YM6NeHLgr/uuy7gOOEtBbyvDmD2Ij+xg0T/FyVHhJ5dgOcdDZ/RCegj4ZcrDoTAHKbyLm67GuscAEAmtyahBSjE21u/v9lf9/cwM3hv3cldhikcFeQkN6JIA+xAzzMPnAIuCBCgCn62mmc/xzzaisca+XHT4SDZbI6OsSxz1nHFkilqRvY088nvgffaVIcIpVNqRRmgJPCTwtbp1CQk8KlYtxwxTJiuKA/j7/cKwqCRPFOW8otbHuTsCiRxXtT2rVV1q7sM9ghuu7U9+rjcWD6X+Pqs7yS7sEMTQjW+C7i+n6+YGSE0JOAfrf+bg8MT2WEkOWNA8jseRYStPgh3z1qEMLSELkXgl2cEI5zQrg2juc6bjiTyQjhvjNc8VqSPcQIoTw3PcMeRgjLj9/JP7wsThH9qV3PCEXzMgA0ZVcUdiADgH14H/xst0kG5/N0j6oMfm1LX1/ZkanGy8eFGpdekJQGFxtk8NYWPW48PuecQQaph+pAyGWQQdo7vvKdj7NxsiaYgycDqX/ohPBSKPkPDZVDftz5g8jh5UWZI1yaF+P70vdmsQmHqocArB6eBFQ9BGC2+0ottox7bchqrI74BXz/s7waUoabmXrYHURpGycTDX9GBsTTQN0x3oMY2SKUJongmJA4+sjx8yRwexmJeTlRw8GB9GVo9syI+LxBGmUYVk7Gw8dRQnLuClO4j5lUDtd3/T+2HUp9iW0XtnESfnAfP9k7hTrcc4QTQ5krpJKiw9gvqhMHuOLTdHl0k+KkaMofYC1yIsBRNbzhXf23zJsD0EzD8D3R2xZKFLtNtYohWgU/YKY05PBwUknXd/nz8jqWJLs7emtHnIt+7O8emkQ5laC3wd0O4WHy/RuWmCqyk1qoEEqI7vHWnxq5IA4AymK5T90rItQn20XWx7zGtovO8PtsfjJX2Q1S6Knnn8/Nv9vWiUlK/SXSNeld5e01SaGbk16pEkq7KYq1vp6oKmHFzP6oKuFAiPdDL/8foeCf5vdRs4tXwlUPiRzmLkQlhbcXD4RJIQCDFO66WVTziuJBSQrpYvdAwo0mKezj950khXcIlwhKCp9JPG0Y61NSeNvADEYKATBS6OovwpOByT08/5hxSTH8LcJ/cgydz5HBTeeOY1GupRodPGXfEAngVaZB4PCs1vBmT8iD2wb0xZ7kmkDnbvLeI0DWnXpgutfXi5ozZFLKvou3sctdF66Y7LjCUjH8A+TOpsRruvW65lk1AHS7t+SQPRDvWQhcrnOOGnItlSSsJLW0A1doslWVb4UFwm3MznyXW2Rc9jWghZCpmFhgmBDFFD9XJq74Lic3537EveiGj6N5oR70892jYVPbwnF78HyL5EylEQVswv6/qjAgYxlPoh/rxYFEbbrYOB7PBo3mvr8Lt5cCrEb09Rd1+7SNU76C9S6i1p7+Dvovqwlv3j88Ddtfs95v0WL7mjmvB9H8KaM41mx9l4z51kKCLiiOjXjxcIo1aNa02+pGp50Plmofo1xdZNCU9NHw38XvruDPx89BU0gP+AMhF1dEDn8GOE22UwEUasWsOe1PUNirTcXb0j7G81lfuxzwk5Bt9udRF7KYjSpEKe7R/pcbU3QOleoFWziqyUhzUkv47xXDlrKkJoDq4R+zbjnIuIV341HVxErRGwtyUnjxFWCartRvnrqKG0aPijSBy2u1t2imPcnR/9fzU16cMvVPUZlm3QOKIFHike/R90PNxdrwZ1Ao/AHJqVNiuCKGQ8eAIPl855oYKSx1d2HdqFbiVnn7UHjs3vC2a/pPOCkc6+URhtTrGSnsCXmQe9AiUavnvQnAJIUKd5y2xrjH/VbOn8otDJPC7p8C4/q1Lo81bihSWB47gApiZaNajoZJodfPVNv+WV9E8uCb4e3a2KUos42V1X1ESUrBhR8xQlgTzGEmycfGYzkhHB9Cg8s6r7eeshUskhFDyduBceu+Xmu3trt1YCazjHmsPQMVM3Uu8+Px55D9pGb+GZ8ZxwCxd9mVeIYTwpxbOCG8qYkRwkLPaJgQbvmprbLTy7gHWPPXlqq55TXr+duL9bF+dmcSoBpE2Ze6IoQV575tPUAIYSH+DBLqWHe4duNAgk5NqR9L4mQwtZj1tm/IvIeRwYEzbqzJ0wpsy4QXz5C+5vvG41mO5sNx3eH5Vdly0WNPu1plucb+0JVChf+1YniJGP6W4fon8cCVYptqtg6LkMNZreG/5QpYksOsCr5i7egWeVGSHCaKIgqacO5J0L2ZbTRf28y2C13ES0yQQwBAH1FbnJL5aXu/fSKcJxVDmSMlm4TIZHlRAdmc/2T4b0oMFQoPXKc30kRodCLIK0aFJckBH+80IyuKm+N+yd/vnPCmm8qPW79XD3CUGIYh8+hJsWLGfLMNFS2MqdknQvap8yISQwAoHuG5WE1xPE+0eEIo2T8Rx+5GEUqllbAZIu8TAFp1GL7Oz0NdhZ7RiMQQAHaOcgmGEkMAqA0KVaR3O/ksghgCwCHaD9xBofYSVUUWb0hiCHB1UqrSghhWFkQpvgInhoDZEs0ghlItJOkQDXPF9QiuOm9u52kn0upE2h7153yJbScf4HYv9QtfNf6fwh2nZ4RJoUJ1SBM3WfTj8vwLUwp3iPaHRSPCg1EQQ3kNtsTL+ChHgTCWbXPxe5Ma4QM87eLWU7MYKQQ4MVwWw4snJDGUUZvd/8avd++n+ZQY2CcCgqLquflm7jFIF7Rbvm/m5K75jCZasgMNI4UAdm0XxvMj3AWiKuY2phLKdJjnCYkzSCHATeYBJMfp1CRJCgGrHaiCbEoBcMVyRyK/higpBIDQH08zk0uh5D9YyJxeoaiznPdeAO8hIl5PbsfAWX3KBkJutqIrFQOLP/MpBC4juXwyvCwnp1OkknJ8yHi+sJUP+BtHCQEqOxS9FdlYL/BSZNNo9AnmFyMqnS8XyfsLxWT2Q1EFKid5gmMTXiNcy5Ak2Lubf5YdsZwcFQ3xiW6zqEpeNz5JYYCwvqGoG9iK0EIeMluVFTn82R3YjJaRf4j8vxaLUKawYSnu/Hu2vdvLfQSll2FbTJS2bW4ArzsUYihsvJxv/zPfrnqOv3fxLp5Ptv69z7PtrQlRKkvHelHtaon8vKgiDiRcgUCxVnJL0rkpdO30GrbdNldMXLIwKZWEzgLtQDev4m1bHLn4ZKW3z7GAQ6EhyEOwhRd/zHco4Jty0VR6gpNeo5CNIhQETkQuqpJFIclNhfz52ZxUlgvlMDTCiVp19z9G/l8xaQi51kd82ihAufgKX5SlifSWCT4GyXBiwZhIcxBpAXLhji5RqS1I4bZ0TkAoXhmLj9qHePegOEfiqwTGxBiQxgmsJIULuvMi/q+nP9vBSKHEs+2cFK78V36tSjNx+PxRSWFrCnccYKTw3C6DFNam/1X4737XDkYKa3s2MFLoG+UTcPO4j32WzfF8QWeElEVr8f+ruKQY/g7h+jqsBF26YMmGVnzUPEgW/4vn68GhLuEsFhzLC28nTbcSlwe22mRxCrDy0/qmbBhLYDeZ7+QGPmENvhMOE1tvdEgPlsm2gqfIogrVTtHJ6xtn6PDvem8nsJ8kmqct4QNn7BTgFRJmvHkht7G58RDwAiGiKbHAIjKw0tyyd23/s+vsQf5QBW8X92f3c+Ngn58pls1532bEsDn3ETaJVPZs1a9V+YWEvO247Ht63+A+9tyBhBvRSdtUDU9lYbPNnrd5tw2aa2NXXVPFMPm8TsB2Hfo7rLpBk8Ltnar9of3AFCA0R5PIgrgvoiWJdEyh4fd9djiThHrhSQif56asv2UksGLUIr+KKOaIKvXcsQ7gAMkDOjekl53X2/+Del8WPAZsJaFZOm99wla695PcSFqvc+s3gT6teG2c+R02ia4emobmZiIpFx9ial1tqCCcc7RnyJb0SR4pXUz5mhagpJB0S7iwjpHC6gv/zKxYco/ewwu94udwUtj9U4sY2mgr1vdj7lv28bvS8surHM5hhHDnaAp2XtTFGA9ndjNSuDXhHCeFL1QDdE6+hpwfdTzIfbF6lm5fmOSawOZeQpaVwqgKY2Z/g9t3pBYzUtifulSTQq89sBFSWJ+4PEwK64OJrDCi9jKrzzQjhXSRerGRFUoUJj0cXoxl2Wo58w8MvsIXrfSeU4s+Qgo3e7XCWR47wAlhTCob19qmVDBC2JF0iBPCC3occqVZf1NCSK/bLPdYuN0fYI3fm8f161e4Ps4J4X+BEULvzJAmhPtt+xxCCNct1HPBKm8fI4Nrki6wyuCe3R48/Vk9Xuwbi0MG8bo9MOazCKHCI5wQ0i5JJUP2sbcjLYWBGwDozikDITebp46M+7il2Fgvz72d8klGBh8anoJ+l8XYqmOtTke1PbqwJTDjL8OEcN3ElWgm14bqrqQIYZZ7jJHB+4enATuAkBDJ/0hwKZT8xwAXzUunBV+ys5FYpFByCJjVaSDRlUf/5rzhB7WNhFd8R0Q7Pakaiso0I0RGwl2UGCqsP0zUMamENYltET2WbvpYSgiUU9EBrSatEwUVN4vvJcPmLqECzvz/2Tvz8KrKa/9/T4ZzMgeSQBKGhCkIBJCgElTiQJyibaNtQ28lrRppxfYS25oOxt5KbRt6K/ZeY2/Fnxb0irYlbTVWibZGW4NKUEDFMCUgJwxhSEJCxpOT5Pz+ePd79lrr3Qm1vR3Us57nPLD32TnT3vt9P+8avsv2CDEw1EZCbxQMAaC4/09suyaaL99lOzw24coOLgC6om0XDwVDwNSs3FDLPQGBXO5dpCBvtHsDuHA4wBYOVeO/hdFskaiuznxT/Oat5ISmOEgN1ZLnZaaBdET2i+1FPPxeN8UG3Lw3HaSLzrPBoGCAh/5rTn6ZbTMvO1RIj1qR206hKHRozcZ+hzSejoFj3LNIwRAgPXT1Zxuy78drT5oSQEsS7OPrBn7Bn3xReGvP4wn80igYrjvj4HWmY4EMlWeIULXUfBOV7cxbt5df00hwkKKh45QolqoZx73eLcKrXXJKVN863HPUKBiWuXj6jFR3SPdw/cKWfvFeBAzXT+UtIgEOhk0iPFvg4+oHrt7P8j8WDvJAGvH2HxRFUOBgeH8Xrw5P8nCvntR1lKk33z9o5xovzzS92QwMhfh7lo9HId6LP8S2PeQ3AwAcs1UCKrO4Bm2tPwbVQ2SMlMViIk2nwH8B25ZaifVD9oLyjkfs1JOPGxiGQsn/QGMXF42KDQFJ55MbU8w1BZG9KIgkE4aU6CLpb9/873FYIDTwPEMkLyblEzxfTgyytBsFADMkS7QEy49+BeXHyzCi7epVD225Ag4kCJ4vJg+ak5V0+egizdeK/EYZthYgiFO8iwE17/ibRhXkLT75nyM+BwAFpzgwr+0dWVOwNnIeaiPtSS9naCku6Sadc/x8Al7fxYXBZ1xqy2vceUU7yuJ5eJWmB7S5HUR+JTATK9qTz7d1AjmAovaHkXlSVDt3jxwSxwviuTfEtmS50YqFp0WaYTpqMj1PQOWmWJHPMYqG4JQz09ikKMXLpQRGmqhMZQAUlWm04KOW6RdVwSLvNhDFz/2ihFG07SISgeseH/n5BpFSsEduC7AYDaZkV5jfrADesz1wNCQPYFTFgOrpT6B63FfZPioeXRV1KXuuMfVLrKNOmWgLaYRj6Thw+mUGbrXRS1AbbefIynaOTKsSQF2SDf0/imo1pHdG02UtabwOJY3Xjfh8wX4Ogd4Yfi28msRzew/NGVnwvTZnF4PCukHhWBDa+1Kmh17/u4fcRocZagvCfQwK5Xu5Wi8Tb839OwwK/a1s/PNM4rnaEgqN/to++z6vCMxFRYArb1AoLO5N41DY/aGHwr/JQh7Df5K57gVA8/y9QFKuDYczSP/Pbbujcc+59kVc44/BtjZyw/nAizOeU55DbWURdj6JL3wMPNQt3/qc6TWkq+Lkq7nYcRIJFw/1mqLTzWQyikkB3iaD5TxxbCeBA/3UHAKHtNtFRCLPA4ubz0N0NAF+swP0fYJ4bgJ+Dhbjrod3ij1h14n8nsyTj/P8TFKNunH8tw2PIYXtmnFfQcEZ26VbFrOcvTbtqJDv34WcITvH6tW4w4g/ZgsBIzKFTTYl8avYwEu9V2u7HgH6muy/nXwH2kjFTvKAaG7fsxc1Cfb3KthtX5xVs2sZFFaN/xaK2u1iHu/4m5D5Cpns42KAX4/gDbzGOtEUDHsB6EuwGTwXKxF2VS0ALCUTu/aGkoVOXdxVyHvYosyF4FB48RZ0RdoDfnzDv4FZDC/E8YXFBhPPZ4QNMCisG4pmk1pBZA9vI7kth3vJOuoUGAIqR48US3knlJpQSMLyNecdZNeQq39VEArdCLDWg/UDlkeSFntRyZzEXA6F2VcFoXDlVaexrp4UHcy2ZkQChY0eOyKQ1VDIoTAsUkGhtrmRDAo9nXUcCmmqyZmtqJ7+RHCz8NT/MCBcPfAHBoVFrT9DY6q9CNLVx4BqGUrvsayWBzgQxi9kQIixSxkQNhIQWok9DAiz237NgHBZTzoDwpKOR9k92jLejtDU+GMZDDbO/g2yTj1mP5/8JQ6EmWUMCGnxySV71eKRAmHmIZL72fo8anPIODQYy8aKbUQaSBerUSCsDLcLflYH5jEYrPLGY8Fk+8ZaLgqfciP62Xvd3WaP4zPiB9h9syPeq64LbcN+vhg+9TQDwmsi7LSc6qHfMRhMPvYzBoOY9BUGg3WD0Xhhh72Qm7HAnmNXeToYDOKXHwkgDHkMP2xmXHQ8r56t0hbN6UMNaQnFvIfAqB5EAFg7aHuKPEMdtlwGwL2HTiY9iDSkO1onEgDoFSvoXeJzJ5K/74XpQaQm9eak9zD9Zvv/115vehCpncV7KL0M/0jvITXmOQTO6j2kNprnEHDwHv6VnkMAH9xzKL2FnyaLjQ/iOWx93rh+854kLyA9h6+Jimlpmdz7TSdPGUrLE72iDU+hDJ1GkRs8lp/nzGOiclsYhUKAewq3tPF7MNe9YvR2fqN4Cte9f4147t4P7ikk9kE9hdRkizknT+FINqqXEOBQCDAolDaalxAwBbrP5iWkRqEQOLuXkNqhOQdHhkKAQSHg4CUktjzyzIhQCMDwEFIolDYA14hQCDh4CDtFqhL1EHruHhEKgdE9hAAYFN69LWVEKAS4hxD4SEDh32QhMPwnWuBCvt2+lycbbvvjyDdzf+Z+9GeSwgKRl2jkPsneqNSb5Irkg2eHCMNKj6Jop+bLJJWBU25XD22yHWjzaPQHngcXN59XCE+4mVc9yjB49Az10LaUDKzPPcV0rzDuemC3/Vkyd+Qic4c9CaYWT0dqMZnISMEATj7NtAlxpp5ro6Xfgq50W1OOmci7HBCLOrn6pia7YKwfswJ3eeyy94EAf62cpJHBMbnjJdVzWtuhNSg4YHs36rIFQAyY/Z+D1rkVmEQWGxMvB75MYO+TgvZG68Y3MQM4VxxPLz/ZIWc0CJpj7or/Bbkg6zg5NmIMGiFybInluLjEwEhtC2WVJV4ZpU/wyacNCZa6cHLdzeHQXRL9xaCm41/y3vWxl9kbtHsPACy+C1g0Sqs+KQlF7vsNAwkoj7bvgXWxN2DdF0auspVdOVgxWOqXWTi4sPnrWH1U5CiOYrSzTUV0K3YLiPdNGBkipZJC/hl7kXg8EDFihXZeRxXyOuwK55LTD6HktL0YqEtZwbyFrLq1awfPhZPjb/cueGfb+YjNw5GGVI22u/tScHefuCfIGHrF0ckoJ/IshZE9rBKcRqYqo46iMoq3zvO5J7DtRvI53u6Jwts99kUiVTEMWRiRkr67gXg0eg+w8aghpZgdK7uSpIv2rCkn7XE/PeUppKeY+ZzaMs7l8N7Uwq8X0sTqY2uhUPK/iLneAKhEVtKsIbTX2oP8oiv7ghV3gJknFeXlBLZ/sh0qrPbHocxNxO6Ge7mgdPQMvtoK+AEvSZJPIyvd7l2sBzMA+M6xizU83goOoYceAuaT1/qj0IPLiOEh5flkqeZO5zpj2kuoCyY6t3JQjJvHB3qZxPzyDuBiUtUw9nLgz9YAMof3YvYurGdgeGLjAd66zZPBdRhPVinhYABIW46u+PPZW8e3bGCTYfXYYrZ6diMQFLgFVHcTOtCubV/DwJCu8Nf4koKivNpow/id7auQn2x7DDfFHFNgGPzsvNtGzfT/Zd1N8ppJNbGb53AhIpG3CDzyBwWG2v7fK0AxAb2NggozAFxDjqew+k4zr+DfBeBqcv78rfwcDHYC1eT6kt5H2dqazg95C9E4+zfBzSx0oC5gv3mei3uGdgaSGNQvCO9nUJbe9ZoJhNMI4SYt5UCY/TgDwmAlZ/CztqIk2gaNDSfta2lRch9778bArxgQ5u4QLR23PaCgUBu9T07Wm0B4jg08jYlXYwNpU1fRV4V1sXYKwson0oBr7DC5b+JXGBQ2xpJijhNVaEjlhT9UEmv1xIewesBeoEivoSzqqhuMRgWRG6EeJs+xR3j0IzGXjRW1c/7AoHBd3DIcJ51X8iN6GQgCwPr4Gw0Y1DYjbIDB4MrGazkMTv0eh8HW54ILXe8Fu0YEQW1Uc3DjidsZDNZOfxxXHFXRhkXJCqgoDN7dn8KAkCkX+FsNGHybjEsr+8YzGLxvzCk2Ti3sFqGvHnAgJA7+wOxf8Ps9PIYB4cKuTAaEcRhmQPjwGXsRF+hZZsDg8YOkCKmLA6HbFeBAmPKRBMJQKPnDbh/Ueyhb/jDvobDCyG6u/TSa9xAwQy8TyYo7bp7598R8meUqL1HbFLHyv1LovUkPIqt8bOFitNKDmLgYtUlk8u3exT1IY4WA8lIRmqEexN29wC57UsnckYuob9hgkFo8HUglYSRfM7CdhKCoB/H4k4hv/Dp7K+lBLHz/NrYtPYdy9V2fugojGfUaOln5eF4puax3wghHKisY2D7yk9JzKEP8OSKESj2HTjY0ynOjeQ4BYI/UvjxLm6rhUZ5z8B4yE9WO0nt4Vi/hJeJ3Gc1LKKws8moGhdLke9fEiOveyVM4grVc2jTicwAYFAJAZazoXnENr042PIXE6sevHPE5AAwKgdHDoQAYFBoWJa4lUV1MoRAAVoZzzUIJhRjsHBEKG4bcDAoH4OLXz7Qf8DH20BoW/fhAUHj4eh5lmVkZhELA9BBuGEhgUFghQuGjQSEABoW3JHQa4xSz+8Ch8AbxfC9fqY3mJawd+o3hJaQmoXC9EDoPeQk/mIU8hv+i5qqBnXeo9ZMtZ8mn5qkwsYYJ3erHE1A3vKt5Lp6YNw7eoQAAIABJREFUYA8WueEqJyQrYE3qYTEcFI/83J7gteZYLJGdaSgFzrMGzqNKOqBxugpTZjVa3Ses6ktfqurB7Om1RHTbXkTjxG8GXyqrS3kndMus+N9Yns6pFoS1t6rWTeQ1AQDPWVWSK/bZnjlrsNVwmN9uhd10ey4NhoMd7Hjo0JLua7vT+q30/KojU5NS8Pq31MC5kGh5R/3QAsQTT6Et1xZNTh48ATRauVFWyLN+mj0yzgn3KfkZAr81U9ehjUzsxy2pDZ0QvnvYHWzxpUNCOudH5zfpHrO6kEVXpT84oOBGexPrreO0dle9X/1eNfFqGV9w4IvBoog6jw3R7VabrcLD38L6ifcDsCVAGtPV8VlN1iQ/joz+Jzehdrp6j2B7xOlWkc/3LXDS65vrrHO+xYL1hRnAq8S7qLlJO8IvTgfeJRNiURVQb8G5FomfS7yLZ1oAfar0clizgp6fvqAmf939IqtWFZ7ULW1GXjeBFK3xaRUw1Sd/MdgmMn3YKhJ7zkpLoEB45OfAHGthpDsQWd73uhnqd7qkWU3qgRTV4aUsUi2y2gPh2PBbAr7WrRE3Rp3ztLBBVBKJkSTXMFb3K0mRmg6l2bl+nO35LWmrREGC2l/jVTmkwdaY9VZYTvew1pqglg5l+bwDTLRYe751bl92i9If1HJH5f0paNqurtnAJTuDf6fbK8a5hpHdZknldKlFiXequr4yuxXAlUZcw96jy7omt1ngouVVXrA6tmgY8lmzhKfd8hYefQTYY0HYLCuvtp1UN82vDBa1rR5U52Z19+PAGbJYirF+H2vMrEu7k10f66I/ERybS3ek2n93rlXw1rUDJfFqobd+lwKx8vnqWtf54yt7Vc6bFm3X7dp0ipAWbU7fb41lM1WeqqvZyquzOOhHk1uD9zsNi2sgLIpoh+u/1N/0f0M5F6La1Zi8NVF9ppV9dv7d2z1RuCVBfe9VbjWuas3IW/vUILkkXH2HLT+2HAh6SPADm8+3OzgE86+tTlMNnjmsm1Z+7zTUDikv/srITwEAHj5KFmzxQFo0h0UNhNe+Z0k7Wfd4RoT6QZp9FnSfNp0xH0ELeQw/0iZybJ/dxRMKpfcwkMGTvuvFqk8qx7Mk8oEWZ707bRO/BEz8ErIOqIGtMYtrp3lOiOKK5KuRdfS+4GZjPPdmdH1WeDqTUoBmCw466kwdxUdJd4z4hUD8wiAQ1ibdxD2IQo5CHx802dprCNyDdaQVF/1EwdiO4+rBLPVGJNfbS822iFQl3AwYUguAEm7tGmf2B5VGW9rRvq9ydS9zeLrF7awHbnYMyUPMjeRerZrp/xv8f55PQXQ76b1aPdkuOqGQAQCNM9ahcYaD/qNltfNEaPSex20oBIDnhU7lDhFyPgAbCgHgtVGu0UnWYySTnkPhrMvq4x7TvJeFt0l4D3Pb1O8WhEJt0ks4R3jLRUqGhkJtGgqdLG7McBAKnUxDIQAUjPmRcb40FGrTUAgALblNNhRqa+J/Ty0vos8o+KAamBoKAcD1ag4AsJ7bQSi0TEMhAHjjHHQ+A/w6l5p7sptKEAoBHv3YO7JMEQCsjjhgQiGggPAvgMKgnfu8IxQCCgg1FGrTUAgoINRQCCggpJ08MLOSQ6EfLEWiW+QdV0S1OkKhNg2Fwc8yAhRqk91lGBTeANNLSG3MEtZ+lLVYBYJQqI1BIUaGwqDJ1Gbf6J7YkNkWAsN/UQsUAAGaPP8B4bA4YmThTgBodIlcsSkivEQ7pGRXojJCLK/IANuY9QsGXJ4TT/LJM5lPcH8JHDIxWAmHTwn9r3geIq49R8jVSNFTCotTvwd8WkzgS8l7H2nFRSSC7AiHw3ZYsS0ilT2du28Z64SyWwykBc3fYNu3uEcrwzU1xiQcNgzz119HJs1cUUkLAC1jrjT2adNwOJJJ2DCMVorDAQ6/IMSAX3UQMae2eJRQcVUR6xhkWIJQzJZM9WmuLyjhUHvKgyauqbNBYUWMECcWUJjn5VW4EgqZt1BYd38Y8xZKe6E1dsTnACB9Ej8v6ceFULaAwop2cd6EnU0YnUKhtPIJDxn7tLcQMMexdf5n2bYBhaRDjqN1CTiUuq0UCtOWGzm2zJMcPd0ZCoPvxaFQFghW++MYFMrWmvsTuMRUOsT9LDIr7prEr0m6sKzyx48KhbdEdzIoBMCgcEl4H4PCwsjuIBQCMIAwMPePzFu4rEeks4hQ/7I+nqtoQOH4vx4KA7M+Ft7Cv8lCoeQPibl2g9/4R4C7FqgbXxctlHrsHpEF4R3BXsY6zOUhP1lR2JEgHAZDzFSrb6DFltiwZCYq4z6n3mfwDQBAzrCavDbFqME0q98qDrEmTRlW7opRpKvDpbSlWvyZN+z3tsKx6+epkE/J+zfyfMHfW9IM51uT68xKJsdSO015ZvK/Z40OyxcCp2iOzwqeGzd2KfeiPnMnsIzA4cs3sp7Urz8FXLSRgHS/lY9kdX9oC0tC8n4rqd6qQq6e+dvg4WmuIeQetLy0VsHLxskPsAISnaOkPTHtgXA0ENmIu/tT8GqcLXK7xpfEGtsvjzzDqler/bGoCLPzmHIHcvEMKWDS3XJ0uHpn2Isodalwf74V3qKVo/WDUUqzDUBjijrPdNIu7q4OfrfaGBUmpi231vur+ST8xHcAHenSy9VFJKnw5V3ARRYcbbXOHYW7RNgpAPp1Uq0Fg6+Fn+93rHN9ngWLbS3AuQQMtXTPj6xw7+UAJhLPlV4UaV3N1GW2BJTuCGJV8FIgLI84iLYw1XEieH2QKmuXaxNuS1NeXi2uvHbYXhS5fleoWmgCiDvPaofZr36szclHWErCk1YuoIbCX6Qfxxqf3e1Cn0t93nfEezkQTrg5GIYFAM+bi9h3r0z5JtPgzLW64GSf2gAAqEq6DesHbJh94U31OZ642BorwvxBiMprV/daebydp3ebpxNzz0wJbt/i7oSbFETNCRtASb8NZb6ExfD8iUQTLt/Hi6IGO4NhatRbKSd0Le2H3Y99vCV11fyAgkFtupXlBOtznqm3x0arBJ5Ku6zD62wBURK/isFg/WAUk0FqGHIzGFzWM4F5Qwsie5B+5k9qQ8sIkeiO6/CVWDVRzQH6+qEFOmWe08FwctU69e99X7Xfj1Zza+hLsl4n07peui1vrS7s0d9H60jWeVSqgOvdiwEoIASAmvDZwe8EAF3uF7A+3F7Ql0Sq+0YD4abBp9mC33VAQexDGaqI8vv9ySy/UbeOvPYFK1RwETAn0lYN2N3vQWBkRa6PqoVCyR91C0jpDRIqywnvR074yNpSo8kdAMp7aHgQqfUdYB7EyogLmQdxWW86lvUSj4wI2fpiSL4iFBCmiUTirgSyhMu63w7JwmolRb18n/yBemjbX8oEg/MPrkD+QVKd+uQOYBzxKh58lBcqyOrl6+8HNhE34VKe2HzRjcDrxWvsHVGZTKcuebgdbTMtYepwVe1Me8EeD4Sr3ENSBV18WLQUA9djo+FlJztbAYr0pEhbEO5jshbUav1msZGGQgDIajW1GTfGFQb/n99regJLIguNfUEbxuiFIk6eQ6LLbHgOPcJbeK74PsniedkmUH586T3UAvCiTZz0EmooDJqQ3tFQqI1CIYAgFGrTUAgA17aZsfPRPIVvD3mM1pnUfE7LbhIliHM4QRoKATABdG0aCqXVJd3IoNDJKBQ6GYNCJ+sinr9cB/mgc8hC7+QzJhRGZSggdIBCwOwIIqEQwKhQCOAvh0LASPmhUAgoIBwJCgEFhBQKv9nDx/8k13AQCrV1kxB+YWQ3+z51np1BKAQUEGoo1N/H8BISW9aXaXgJqT2UcSIIhU527QuTbCgEh0IAH0co/JssBIYfIgucy7fXdPGQDO0RWjM0hlWvAVzRv2p4kjHY0iIRuNONysnSUxVse3Ms17yq9+SwbU+dPVj7YmYjfug0ez6+ZQPblhNuyQG70nf91KdQNbaEPV+T/Sd7Y3+pKbhN5+EndwAx5PmDjwLNpNKwcytQS8J519/Pcy2XPcX69150I4BfEjgEmAcsebjdqJKlrQqPyypWYSWBXaM+nxHmH/X55sDo+TT18YeNfTtbbJBpjJrPnjPgsGcP23SCQ2r5zXeO+jxGLnRXJq59Aw5TxfMSDlNFL20Jh7JqtWcv8Pl5Iz8v4fAsUFg+YE+Syad+ZeoxUgiBAxSK4ykUAsCiWB5WlFA4mvYhIHT2HMx7/uhpBRQKAV6lC5hQSCtjnXpbZ7ZWGfuoxbtGWzkAGBp9IQTnNZBt5HxURfDe2ujYwsW6BQDe6TnN90UkojrJViV4ciCBQeEm77UshaRlOIJBYTfCOBTGcMpZ55rPoPDBgbHs+e5AGIPCTbv4vFHWfAtuibbff8MAv7dq444wKJStAlN2zGDbjeEcAOP7uUD+5rijzFuoC4aCn8/3JHMsrPNzaH3QN4Z5C5eKyuiipfzmb5gy8gIoZM4WCiV/SM31DljHk7vi21ioLz1sECt77dlS96+8u0eNiJviVRhxkRUC0uLIWS1WeGzYGrh16zjdBm7YHtArU1ejyBJkvtbKcWQ5bb6dwHa7A4kvbx/r29wVPpbBYVf6LYjfQ+Bv4pfYBLx+ehWbEIpOr0dN0s3B7YKGy7gY91Av8CzJAWoHcD3tttILkP7r+FoR8BaZkPLv5xN+3DygjngSW8A7c3z+Lt6mz5OupCi0DXbCO9P2tL095EFhsyVrY01EbdHZAOyWdY2RatDVmmqNQwr4HiaD98aY46yLQn7ct5m3sSCiBwuIR9kzcAzw2IN3y3A40ptsj2VO+m+C6QGAGoj1dQIoYedsLyleiJ2tdNj058l6moXFk7teZ8+XpD+C+6Jsb0Vy62+B35I8tnAANL1p2jygjYBybCIvIqhaC9AahRMAKBdnLuTXxYkq3qEiMgWYQfLm+pt5G8hf7gJWFPHnZ5NCkvduDP59ndt+n7rBaAaEbXEXKCjU1v0uA5CVrkuxLvBnMKOh5rqLuWTPMAfCVZ4OFB+yfxeX+zlsnWQXNhT3pjHtzPZAOO4h/WJXtj0AbLavV9+t+5iWX2bLQ6ge/zX7+wyHo6Sb3C/+VgaEFf1JaCKRinui2th1sXvYw6CwfEErKrrs3zXe/U2WO1Y/FBVUWACAor6X+OJr2/XAJQTItASMhjStTnDACiXr8XOKde1rGa4xSxgMFkW0c33U2FkM/FbGlCgYtCyr9UmuWZrwaRT21ga3l0XcgE3ea4PbNVm/ZLnG6ydVskKy0r7fcxgc7sU6l71w2z3kZjC4KLyPgVx2+ACDwbULjqKs2QbVkklPMhhcGtGL2jiaD5jOYPC+qFMMBgPzXwNgA2GWvwnJPjv1R88tm+OUI0GPYbe+rlKdihapOWSTz1pckoIUwAbDB312nmFOuI8B4a1/SGNA2DDkDgHh3xBKDoHhh9gkHP4i0ew88P1+vjpsHuSepENjefN1oz2X8BoG+9Na1jKJe4JkyDr3dREeuIjrh+GkKBSRhSYOVjXDrmKUq1cAKPASzb+nHfomX0LgcKODDhcdl/IcNN92EtiTcAgAK8V70j7OALzT7mfbmX3COyg8n3UR3ENQJjod1PfwYgAJhnd5RGEEAA8dMvZ/w3heyxEBDlXtAIqPkPZxfVI5GmibvTH4/+T3y83np3Lvc/LDQkhMRHcho8czefs6NK/l2zKyni3Ch8dFZ4TZomLYK15PtgwUFe11w2Z42xCplr+T7CgkTXgJXR0Xs+1F0dxLWN/CvaJUKgkASnq5W3WVh4euVz6Rxra9JeZ5peHnwjO/M56vS7QXgvL9AGBrnA2qtKI/aNPta7lqzBfM54kZYAiYnt0W0a5xH28NiXN4CocsnCnq5sUtUtGhcSyvspBQ6KitSb3NMs0BQOWknwX/X+pqNJ5fF7Ch7PY+8zeeE2ZHJhp2O3RuSbqKbbrGP8e2A2N4MaA8jxt28++0P4cXxSzu5ufgGdGM4ZI6Xn0fOFeoGQgwzO7m1wmFcG3U6xiCwqCFcgw/jhY4l+dObBhIMARopYSJ7EecOSjyfmQPYilt08irBtOf52GE3CN8wvQuEZPLm0J+YrDDXskDQIOYTAHe/QRAUbWdNd4dCENB+2P8eFrUcMP1wLXiPemEXBwDyJak9CPUrQGqRch4Khm40qHCoJTlGkXYtL+ZtRPL7Oc5bN5oDggt7mnB/5cOn4+qAR7m29bDhX5dnbxVnpS1+WYfD8VIePfOEIsBUaGeJcLWxQOv8eNlv+1xNygvYPADmmFtQxBaROtkClu/iNyiQYBbugA/2a1OhHqRxnveGuA38371CH4AIZ/TvctsyWjZ6v5kJhcDAOWRZDKOnm72DRatEuVrV4H3tn5mLE/juMXNq9WDWnuW5Q7z1AE5Wa/sEqkAV5o5f3QBU7j/M1x8HjDAt+lpnkNnLOKShbqAgO0FouWgXKCkg5/D1eGi5/FODkBofxkYR+61c/kC7axQKI1AaFbfdlXJTkCwcQy/Lxrj8jgUivusOO1RBoX39/OQcGUgi0PhLg5shxIOMig0ekbP+LEBhZ7xvw/+f2tcMwN3AHB1cPmaDU8J0BWbtD0hYOaiSkmmwEV/4i8g5hvXaV453RD1Ftu+9WQabj1pL2g2TY4PQeH/gYU8hh8hc+0FlkTbN9Yt7jP4Zj+HgvYzZEKOAQLxYpI/SJqx6y4jdALoFBNs1u3AOwQW5/EJun7SvazQJHPLdB7mu6CeV0NHjAFeIyCWbQ32FA7r7mXvUVV4FEWn19s7WvkKGJ50Doub6zksdu9ifZMh06mWgHugCu8yPZvvb7F7APcCyJfiePfbgtp6QiE9XL1Rs4wG8+kDB1E6bLfWK3J345JWe2BdFNuHbcdsSAwk3oP6lFuD2zWDsWgfthcG90WfMqAwK9wPL8lNlQuFxvAJDOJy+7fx73XyaS6G3vocE7luS/kMkg/dYz8f8KNxyn8GN3VRTdB79DbMfMEwoN+K7EZ9CYYsB7LLAD+R9mh5XHlytXkAZBEIcYsEs+NPAeeT1UDPXtOTc4DcF1EZXMgbQF3MEgMGa4erGRBW+EX/6fAYDoThMRwIx17OgHBZxwQGhBX9SQwIV3pvNYCwPu0bQSjM7j/fAMLawRgbCp+xFjQECr2T72JAWO0+X0GhtrTlDAjr0u7EJU/yyX/Bp+3w70uxR5Dc9DX2PBLOs/8fFoPG5GXs6beHPAwKc8P7UUqkVFoinmdQuDqymUNh2nJbpBsATu0yoTDh35g+YkmP8PoP9xreyMbo82xZI1+LAYJZ3XUKBvX2vi9yGGx5DMVptqd6UUQ/g0Fv9DZUkpYcbgRMGFxoR3yu7Z5owOC6XjIuWr8BhcEBuBgM5kb0Mxi8xd3JYXABDBi8baK9sK/yxxsw2NxGxhxLwIEBoZQTS7qKAaGco9YHpjMYLErqwqbJzj2tP+YW8hiGzKy82jCQgPbToxQ59AKuEzw8hWmk2rf7XdODmCgmVeFBxC4eunHyINaeT1alb+YCR8lrDHYAeeRvGraYXsQ8/prUgwjA9GBJbbJrc4GdJKQtQ3oLwb2IW8BhtnoN8GfxmagXMQbAGwd4GIl6ES0PYinsSmzpRQSA9S7+uSgUAg6ewyHuOZT9kx8Uq3nADEtLk6kIho3ngFQ5g3tZmOcQMLyH7YFwJLeQClbpOQSY97D/EaD/MfG89B7Saxj4q7yHOrfT0fqbDR1CCYW54X3cSyht7+1/s5eQyhUBMKCwNvVO5imUUAgIT2FBmeEplGkODAoB496RUChNVuJKq0u60dgnK/JLhb6eLHozPIXSsznVfA8GhU6FXxQKreuHal1KKATAoDDJNcSgsDiwhEEhwD2Et3jOMCgEHDyEC3ka0KhQCAWEo0Hh4u4M7iEcOLuHkEIhYHoIGRRCASGDwja+WHK5vmF4CdnzJy5mUAggBIV/Bwt5DD/Clue1VOjbVJwzaewQ2l8hoGgt1OckkpwU6qrX3kPi2cL+Uv4mna3cw6bhdLwVW00tAsbbHgBvlDqgacgeMPLfykD5AjXYVpyy3pMKydbdC+TYuUtBT6bWpnvjAWAa8fDoTi47iZdncq4dLqRyJBoQc3L54P+qlVSvQ8SaA3V1rPZaZdt/gpQlvIvMkzcCeYQwBzt5EvlAC0qnvRTcrITScmyJOgc1fpUzQ3O6dChuTWcyQNWJ9OkjEeetqc3BAhU9WGcQz21hZDcrYNH5ZpkB6zcd6kWxf57xvP6b9cN/DB4HIBhqrRzz5eDflHZuEL2u56E+w/YG6wk/67iVC9e8lnsDNb9l2PDa/1Mb6qJutv5D5WaSrwKiCSC9Zl0Dk6zvqvOXgm3N1PfyZtiLjczhVibflOVv4v3BG+8EziHh994DyA9T8jtSRJxW+zbgdwoItc16iOeTajAcp671qkFVVl8UUDlf1WEKFK4hwL9hIJGFaItPKm9sbapaiOQHmhlg6MVC1gkS0nSn2IsnndZBi3PG3cBD33tW8GKdU8q75mpUrfCCnnPrFl/wSXWxssK0g19B3TS1IMxrVYBEC1fSXINopioLVg7Z2j7lOk4PX8FAVz+/ehtZ6MSk2GMEve80zCach/XxChIZDPYe4KkF/la+mHCnALvsfM7GRQeRNWR/Fl2EEfSG96vzt9OtBgsdbqWe+ubhSNziOcP+DrB1ER/ePQb3zbW94kVuVWiROWx/rpUDM1FgyVIVdqo87MIo+358YTCWCXBrKFz8c2vc+yIAWrxurfEWfc6+prcdjw7KxuixiRaupLkGcVeUHV65/WgqAhkkyqDHCw2E7hRkuf89+HSTX33fVdF2HmFlxG7DgSEVOkLmaKHik5A5W563NwiGgAMcApizlLtUZB6HkV8l4fAV4YGZBRsMAQMOAaA2knsaqOYWYAHiaHAIMO1AAw4B4JTwFM5y0C/bQjycEg4BXqUMmDIoM8W2hENZFAHY/agBAw4BBYhUzuHtIY+Rn7XmhPDkiTS+W8byipg4DI8KhgCw1u21NwQYAgoO6d+s91dDWmWU3aXCAEMA9XN4mD/3xINsGwfE79WKEcFQW9Sd4rzT3x9QcDiJfNcJNxuv4Z1gX9MSDAGwiR8AEMZ/8HK/SB2AKQHTsFfEyCUYyrxDgLVVrA7LYlAI8P63AJDu4vqgAO+GUxDRw6EQ4BAI8LA8AGSIQh8Bhq7XLzM/N7n1Fnyyn0EhwMHQyZzAUEOhtvqEa9m2UejmFjdFzCzm4Vw/8X7TOyihUGpaAsA+G+4lFAJm9yOZvlHqkPOroRAAjg+bUZ4ZIs+3LIIXfFAoBID1QqrMCQqDQKjt3/imLG6iUAiocUlK28j2hCvDvWxbFhtmxa1m2zLKEYLCv8lCoeSQOVtdJgeu9tPhBgjufp8n67r28xtRe0OCNrPSVt4HgMtTACrAvRfASRImO1FlJKbn+/mAnB/Ri4qDdh5Y+TgRDsz7ngGXLDfxwjtUB4pxBB4niaqSvY8DY/L4vink/zvrgTcECMrqVhm12A9+F7Vu4SHkjDITVCgMuNNReeQLbIKnIWYATFJkJLsmkQ+oA6JHat0QDzvP7OJhSgBw3W+H5GpcmcFuAtpkYnlOmDgf0sbfAMz/zaiHlCeJtnpSw3budexaixJRQwBGS8SGlGL+/JzL+bbQYJTmDUsxwpUVw1xA2dW8aNTXyBGFE0ZxiCV8Ppq1gJ+zwoNcx9PTyfNci7ebAsL5LpvQ5KQLABgQwCv1GYVVDKShYvpzox4D3ukN2WFcQ3FBeD98WT8Nbqc5wGyN0LZb6xUtBUUIO/fY6G36ABgVwgwKW59XaQ6jQWHTdxgU4oBYMAx2nhUKc078jG3nR/YxKKQ5wYC6biQUUg0/uCJRHZjIoFAKUz/bHGe06vvAUNjHoTA9bJBBoW/oZwwKV3ZvMqBw/RB/z7Y0fj3Lca4y6mgICv9JFvIYfszMtQOYkzQyGM6Zqp7b3WzvC8x8DfkD9oxcO1zNPUFn6oETwpOzG2ZYmYafoqczT2Rt/HXI38/lNnae82u2ndO6noeETm4C2klbCu0J0lqLp54xiwiO7AAWk9yejjrgiJC0mF3JnweAPxBgTAIwhUzqu3rt7wqonLjzSY9UQIW0dMXdESt0Sj1EQ71IT7VX00WRXVgQ7mPdBTSYUa03V++3cU2KPSm80BmL5WM4hDSQvK7llu4kLUq609OO+x+01cADd+5EzbD9/JMDCcbE0kgmvJ3DlieHTKqVQ1NQSuVQ3v2sUfRRnskhvKL9x8DrxGOYCiCNFI2cqWfe6X6r0ULUanJM1w40LHg9uJndutHsbEPzHK3CmZVJq4O77opqZxqgldEnGbiXh+2D6wifsO5KbzNgcHV/MgPCsnezOAzOeggV4fbrlLuV3BQFwvRGvqjwzXyQAeHGmGsZEOr8XQqElUNTGBRmnXiEA2HkOBMIqU4kAKTfFGyxCQDlrveQO2AD+7a3rM9MoHD5Un4drvJ0MD3NbUPRDAqPByJY/91sq8I2/wDx9Iv80fqwyRwKDz3EFxeTrXNNF7JRGWqsaCX36LjrnUFQ21AnINV7lm1hrRbbomYieY+9KNl5zq8ZCOYlqBzguqFfBveVuj/NXnIALnbN1A1GcxAEkIMTwWu4elgtYCgMru0fi2ebibd6AoD/EZ9dLnD/DezcLRrXh2199nX4UKL6UdOtqMOyngnwDXHIXRe3DCu7iVc3MZfBYElbJYNBLWtDgbA4gsOh6+jcEAz+9RYKJYfsg1n2IdJH8n2H8n4RzVg6xdT7qz0mPEaNAoakxODFD/GwlYOMidT8k3AIADm99sTfFX8+4t+8gB8giwnOCO1E6cEDgPeEPMdsIeGySYTPpwIYKzw+fvEbLRS/x4AIbQNA24vB/1ZO+hnW9PO2ae/FH2LbRjEHgIKYf+fHiGT9BpHw/3ZtFHAZ2fH/zI+1+etH2LYMGTUKT0hFVCsKXML7FMEb32PvSrbbqBZWAAAgAElEQVQpwRAAKp4TxTDnCkmTavGbXptr6P01TOcTVnYj90w4XXcrJ9vX2cN9Y3CNh3vXZGL/3cf4e26aZBZ2eMVvVNYgZrjJd6Aiwa4ip90vtEkwRKq45/aI6zZ6OjCXazQaYfHDvEjJ0BIFDDCsSP422672m51VNtTya0SC4S+IWDVgetMA7ilMcg2h+CDvCGMUFsnCknqH8HS2kLGhVdCAAkWaQ9okvNgAsF+cm0+L6/B9rpSAtOVmCo6QRJJQuNwt81RgKBXkuHgIoy7Ar0M3Ali8n3jmhAwtABMKzboZlq8ciK1Gtft89rSThiW19XFFxj66yAVMrzAgwDBl5CKUkP1FFgolh+yDGdV62prdjK3ZfBBbNY2LiL48GIOXRR5gywwhFitlRHLuUA9tr93OJ+WAn/XUBYCuOU/wl1gzBTlrpvDXJVpX8V1voeuCN/nzp54JJsQDUN4C6mk88nNg8wr10HY+r45rHPMJXml4QYp6aHsfwGkBgvMeVw9tO65jOWJwpwPD4keKSAyGuEqP/DvuimpnydvUkk8+Yeh8+YRsynL3GVwj+iIbYUxpN4htwWYFYaewKaqJ7dsoJnkAqAnwUGb9INedK8vkYeUqfzzzxGWI/tm4/H5Dw5IV3Wjzc2919mkxaYWNHrIFECz20faCj2+X94qQuB/m9W7ZnPABzBEt6DJlC0PS2xsAyoe5DFB6xx+R3vFHtg8nhNyN1FF0yFHsCufh/6xD3zaqoVvOJ32EBzrVg5qAr/J+nlvq1G7vgat4rtlGvAJPLw/hSzBY4xO9pKVlcYkZRCSai7wLRc/xgiogw+xDDkABIYXCxFzeuSj7cfWgULjkJg6FTnqWAgrrU1ehPpWI7gtdU4DreuZ2ViO3s5pBYc7JhzkUyjEOJhTOmCTOSwrMVoAi7TUj2T8qFFb744zc2ZaxPNfThVVsuySwy8jlpB11AJV6wTzuISj8p1rIYxgyZB/yYX0MT+56coAvKx88OBaYxHbhWAKPraQ33QHsJoNmJIBzxaAs+nxKMJSrSgCI/6Go8Fj1qHFMV+Il/G92XMoPGCvyzHr3Au+ScuprH3UoPLkKjRfakhBZHc+ZnoFWEUIfG6OKCkYzKVPStd04pDLtR2x7eeQZBYbawmIMKJSFCFJE+o4anjcHgFdVA4BD45nATTvZdgM4bNAiAQAocB1DPeywY25EvyGLs9b7WWRNeCG4XRTZZYChIbrc/jLwa3J9RcEUL5cetXYRRgaMYovMNJ4zJ7sDAUDAxbszuE5x7+d7Mw4Zf6MrSrUVdTxhHGNIJUkv03u3w7Bp4p6Sup1zn2JAeHw4QgEhsZapXLQ9/a3zOBBOLTOAsCL7XQaFueE3GlAoRalLB99g25URPH8W4JX3gNn7FgCKw8VCRHp9j4kx4Y0HFBRqa37AkFYyxgTA/P1PObjcYmbz50Wf6/pEPqbldv+RvW5pwteMe3OVpwO5nfZvuzPxU8g5+TA7RhY8Uc1SQLU8lNb0SyEPNMY4BBnX8PvBG7GZbZe4LmPb6/v+l8Fg+unNBgwGYvmips091YBBadmu7hAQ/t9ayGMYsr/eGqZ4kDueQ1Fl4FW2vWraafwimg/O6X6uo+boQfSJEJsIpxR3VzMYrPbHYZvwNHV9l7dowoMrjNBv/CnuJepaKHrOnn4FDZkEtmJmAYtJyHnzCuB3V/EE9fP/gLpBO8+mccwnzArNqVepR/B9es2J+vAD6qHNncLz7eLPQ9tkPnHLQoEn/byjjeOEJaz0NE8sClxhFoLcN5lXoAa+uM04Rlr24dVsu+AYD03WBCYgd8gG6vrBKNa7FTC9h3dFtRvFLnkeDl+sXy2gCod2izSBV0XXmUEzPCvNmLCcvJLSTElIZnJh5WTeFBFuO7TG+UBqaTy0Xp36TbZdN/cV1Il+ghK8kMmv4fT2amAa1wbFb0V1ePxCBoWV0Z80oFB6iEv9fAxxMpmX6QiFraJy/fADxjGGTReLPAmF8h59awmHQn8rv8cSFqsHhcLePQwKaxOuR20CV05oD4Tx1219jkHhxr5HsbH/cQaF8LVwKAyLPCsUSlWHpvfdZ4XCT13XzaDQG7vTgMJSF19w1/pjzuohlIsoDPUa95j00GePmxKCwn8hC4FhyILmBIcSEM8Gh1j6lHpQc4JDAYjSUyjhsOY7h1HzHfFeDnDIAHHuU0a+FYNDQLW0k+1KRfUig8PkZQoONSBq1X4Kh4CaePTko8OGekLTHkMCh8kdL6Ft8reDgJh1pAIFET3OlaSWeXZ/Mfj/Z/1x8BAnenG7GpxHg8P7rhGyJPoYAof9t+yHL4wM4iNMyhQOC4Z52Fm3aZRw6OQdlmbA4dUOvWc/KBymLjM8i45wSAFRhx2pjQCHEgprB2PYxO1NKTo7FDqJy/8FUCjtBTEBSyh0NNn5R1d9i77p1DsooTBoxDvri5mN29x2QZKEQicbEQqpDNS2hXZBl8PnZKbvSx2WfmuJetBxQqQmIGGx+ldfR7171IOYBsI4l7oH2wNhaA+EoaCNFPUIGN3YJ7ycp542F3wCCDFmCeslLK8tQEEhs2utB7FPXcfvPW8sjwqUui5xhEJqa/qTjJxoJyikVuOPdYbCkP1LWSiUHLKR7bCpU7c+gofulrvPwEMrHI/83GgXZgx2Ab+RY9Xl5t1L4g98C7WZdgFI/vbpqDmPK/0X1IsuC8MAZgnZikQRagTQEDGFbWe/KqRb8gRowJRaKOl83DjGqH5NXcaKS/BMFXC1kNAR/VK7Ys9lUjPJgyeCgrnasvZ+nm1XZZmJ4EXtIgwlQpZrI0SoHUBZ58NKINqynUjFHDF5e7wV/I8GO3nxR9OjwBIOKCuHeDuTda3lKBv3Q7ZPSlVUDcSzvt910e8BOwR8ex28gVICbtYS8xihY+gBL04Z6DEjMIGx3JNSMHwpXui1J7i74sXn98cb1aROuaOZe4W25tlCywCqp/JzK+VJAFMLLy1sCHlUXHCgVaVTUHtKAPWSDOPzVGbybhqZYX6UkzSB5e4ulA/+iR3ji53Ptp/1xyEtjBdIeYfNMKMBhVJa57hYgAJcIxQwOtQgbTmwjxSS7egFPi8ATeYBn9lqvE3tRF4EI6v2AaBgn5D5EiFnAKbnUsppjTGv3wpwzaa7vSmml1uka94zrg07B23P8bNH4xCYzqMDpQO800rNYKwheyUXc5WBV3lnqfAYY2G9Nvwi4zuUTRhn7AvZ/7mFQskh+zvY5EL1IFbSdD1Kmni4xOcW+mly5Zt8tXpoc0Uanifp7eua/hPke+0BvPa8AyjYPg0F26cF962/oAXrLyCDUhiAvaKicFcR61IAKI0/NuBdUKUe2t653n7o7/3+jSh53w49r0+8CfizeK9JX+HJ8Cc28e99fRHwInfH+GLns4kzvucduF32mqctIhVZQ8d4Z4VZv2SvUXSsnG+7hScufqGRk1XWfAvKmm+xtzs5bOy0stJ3izCkL5O/l6Nt4blb647dYhyy9tR3+Uds/PrZX3ehKL449zpetTz/KiCbwOOkROfigF6eGztwTIyfDoUlUlsSAK6JcfbmylxPAGgR4LOsJx3LegTEiAlV9pDdOe1/sHPa/yCDSLwUuo4y4MtrfTTYSUSbhDBH2+UAhdJOc+A3CmocrCuWV2I/axUuSHDNJPmlxdsnmJqM29cY7TaxVbz/oNimUJi2/OxQePBe9dB2ZutZoTB/+ADyh/n1VND1HIfCrTvUQ9uxx+yHtlnr1MOymuQvoSaZV4Z73dPhdXPQlVCYMcWPjCn273DPuLazQmFLWDJawrhgvoTCGeF+zAi3X9cpmmTocjpodZZNGBeCwg+BhTyGIftgVrfY2OWb879s23OQT/oMjrS1vWh2XEgQr+0wKDPtMQDrc0yPSkm99BqY/YB3LuDdXXL63zSOYZMIYIS/AQC7RPjuWgfpDxma+sUK4xDfN/axbScPRLyfV3rimIMY8RQHcJOCzlKzLtE8pzuTv8C2pecQADwHvm3sg1d8/0zRrUZ6dADDK7Y+0ywuKgk3zzObxAHzeuo0Pb+yitXVUWEe41DEvGo8r9JvFBJATQ7SK3OEsPPxgHRnAvUtpqyHvF4cJZukEri4L2h7OW15Aw49gOuFHFCiAxCKz1O9kOf8NsgcRgCrPKeNfTKs7QSseW+K95eNbqSWIACc77BvrriGfmn+HsgV75XkUIwiLf1mc5/UP/ydQ8HQIuEJdhB+rxGhWlnZDgBTGqex7Yw0E86pYDYAfN9r9js/lsV/yEu6efRlIOBiIKit1iUq5WWahtSNBYAJV5r7QvaPsJDHMGT/IMvbqh7EJAj6pv2QTyZtLyovDfXUJF9tQoLMqRq7VD2opfCJrGRnhhHWrb2wGbUXEpDobQX6+QyTc+DLyDlg9xHdGXUBsF94Tc6p5NqDPXuBNwQIzrtcPbRtvt7wrCAyhfdavfVRwyvl+ek5eHvIztNyI4B4r8iHfP9eXhU94Uusj3X1xB8Z+nIVIgdodfgSrM5wCIOfxTwu9dD29lAU6qeIfEPpmZtVxvsWA6aGHIC1GRvYdmFk99nzD991AKqpooBCFvkAwGs8l68oswtFmVw/bkaSOSFLK4rsQlGkqTsHKEHsStEazMlejTt81mNk+DEnwoecCAHpcgEDIO/If/BtAYVd0VnoiuahQ1wikwsBdAsgd0WicCcvZS8Hz0/LDvcxaavFXRlY3OUAnPIzHxWg3wCzE85SAVglTwHzSUh57qMcCqOnmzI+N3yPQ+GcRzkUHnhcPah17zKhMODnUHj6ZTOd5MJcDoVzHjWgcGXveAaFBb0vo6CXv05m3y4GhUWTulA0iV9/3rj3zgqFz0w7imemHWX7HvTxqpSmE24Ghauj2rA6qo1BYa17oQmFcuE84coQFH5IbfT68ZCFbCTL28q8hxoOfdNI7piGQ5qD1nuAh3g0HA60KI0+DYdx81XicniMDYd60E238rJa7MFbw+H6xJvgHY5EZpgftRc2I/8NMgFoOIxKUWG6+IVBONw53VJ51nA4k2imDbTYn3N+ug2HF5LJRMOh9iBqOKSSGBoO3SnAykeBdSsUHBJnk4bDBeH98GWWMzjsmvkzxO//dxsOJQhZVu2PRWFkTxAKK8IvRvnQa47HOllN0s1Bf3yaa8gEEWL1Ux5A7iGSL5o8HWgTbp3oGUAfKUjRcHhmO9aOV0UrazM2sND2X2QaROPm2bmaU79nSgq5BZhrOLzYzu8syuxCldcOAWs4bGpXnkFdnCLbtxVFdrHQsRMQVrd/CwCQO1ZdU38NEAJwPg8aCtteVIutfq9xiKOnUJqGwnOfUSkUEggBR2HwwqHdbDt7lIKS1f3JWB3VhmVddpj41cTDJhCOZJkWYC2dB7y8S0HhSEZhcP3lCga16RDuHNMzHQTC6dYYIxc7gOmZpjD4ipWScqGV20yLL8T7rezl8lEUBr3xKrcws898fw2EuuDHG/eeccxqq4Lo+1BgRmFwkdV9RgOhvn6bToiiFSgopFbrXmgc4xhJCQHhh9pCoeSQ/d/Zm0JDToZQd78CLCbFFnqAHerh+6TOX8DPk7J1QQkJiTZMuhvZbTzkVjuWd0AJtgnbSgpS5jxkFsfI0NA5lcC7JCQ6zxr8q4TX6kIeivLOfBSZx0gHlVctD9sVpEDm+e8YXpGWbzWxrhC5LmtwpnmZJ6qMxPTqaXZhQOHQbiNJXYanc6wJorDd9th5x91o6O8VRIrzceC7qM/kcia1gzEo3ytC0rIIKf0mowtNYcTnWFeRsoj30RbGvZzJ715jVJdj++V8wTHYCSwQ3SjO1PNqVQ3p28gEXVCFZS6e6rBThEYro08anV9ahsOZcHi60GCcEeZH1tH7+Ofxt/KFEwBP4zfYds3UdSg4Y1+P8eFfBQB0jbHButI3BqVNn2J/VzZtM9aeIK8Vf57pKQuLRJdnCtvVNORmwsm+sFh46nhf6PqLvMjdwQtIMF90rRnqNbpjNAx5jArt3X7+2x4aexCZh4kX94T1uu8Kb5QMxR7fBSwm14QMYf7qcuBqAoO66pteI74W4C1R/HMCwHwCP3pBQaFuX+lZi4SqZ6oORYUuG8iKfbMQJwqF1vmfZdtl7k9g7bAtJpo3rAArXYTdpeA89qxgLUdb3Mq7uI1EIZJcw0a4umYwFm8ft48pmqCgcxVpZ9kw5EaWSIugLRcBAONH7x0esn+KhULJIfsXsAs28e2ZlepBbesa9QBsD0S4kNRwSFpGR53dt1jnjom2XQ3Jn0ND8ueC2/m9rwQfAFAbsCaPxSL3bNwNHGJ0CFKHIfeVAvOfUQ/ALmYpqlIPy6qnP4Hq6baIceb+FfBOKIV3guXVucTyrL30HfUAgOt+rLoPkA4E6T+ZgYwwPzKs5P76gBUOmnyHXc2dWqR0/aS2HzEa4nPKWRzJaG5TmmsIOwc9LHkdAHK9tuyJlsuomGWnGLTMfxEt6SvRki7kZkjP2sIIda6oHBAAJA+3I3lYVPC+RyB/uwV4cuHx9nXqQc2p/eEinm+2KfAi274nqs2okr7F3Wm0rKNV09RmyKIMf6vxWT3eCqPCu2Yql/rQUEitUoT9yqZtRtk0XjGNeMsj20c8t0L2pGnIjSaxANCyRL48O9+1/iLhgTx/i3rQNBBrIVc4YOftyrzDGWF+zAjz41MeO0Xg0FiuMuBos6zHGeI5Oz6KB/RXl3MoPLTGhEJfiwmFJ8ChcKDVhMJ9pSYU6teyrHrmbw0oLPbNYlC4YSAx+NBW5v4Eyty8N52EwkXh/cFH0PasMNoiSihMcg0bles1g7FG5xkJhQ1DbjSIayQ/0Iz8gPAmh6DwI2chj2HI/j725jIz1Lm/VHkNtS2+ywzLDPU47Ovl+8bkmTI0Rx9Bw6S72a7sblNgtzbmcr7a3ZqrvIbUnIo65Hd593rbc6itqgjVxbzHsOwEkXms0vYcarvix8pzSKzlJu4RaB6OtD2H2g4/YHtYAGDMElRPW2+E9yqQM6K3UFth+wZ4x3EP6+4hN9JE3+UcL9fOA4CKiT9n2+V7F6Nlvg1b6S3r7PA/fc/eKWw7L6IPZRHvB7e15zD53Wvsg+Y+ZYOhtsgUM99pwfPcO3nk52anC4eiqGWuq/Epkt/4/f5kIzy8YSARLaKqtjyq3QDCrKP3GUDom/ZDDoQDrQYQAsCyHl6V2zWmiUFhadOnDCBce+IbNhRqi57OoFB7DCkU5rjauVYlwPJdteXumK+gMPjZWwzvfkX4xcbfSY3DZ31xBhRmHl7Dr2XAbM2XMM+EwsVPKW/hr8i5vfp7pi7kgue5rAoAPC+uyfkLecoBoKBQ5nCK3twI+IMwqK3QdRTFPh5idapWl0U6a4frgkAIKChcFC61aICypmv4jhk/DgKhtm1DUQwIa/wxBgy+fTwqCIT2Z+pgQJgVNmDCYFhkCAj/9e2v9hiGwDBkf39rJTkwtJhjsyUtov3WFxDxXe0d1KvzuPnmc7TqVIe2LA2yhnBbFzG7daP6jyVQ3BZv62ppz1SjS0koZHXaQNM25gp1zG7LC6kLPWjYigKJ9nLuViv46pyG4FOF+z8DAPDOVuGvzFesMB8NI9MQ1ptWzpdVH9BykQ2K2kMXbBOm8xkPkIKDc0l1cLX6nVcX2pPeXR4FmS9YE0VZn/r+L8UpsH3YZ3sziggore5X3svqE0r7L2/8YwB4uFl32njAAqr0AEmIp3lqVmi8MPm/1GeIUpMk09vTEKh/83jyG9FKXD1Z6/OhFw4E/irilCB4+QkrnYFeU+ScaokV3RO2+NRPAQA14+1cSi0/o72GtKWk9gylv2+nTRSkqnB9TavlBbQ6aNSMtXMJaQ/aJ7UouHVzPEDg9I7nVW7anQXt1mdQ56pt0AZ0X5L9vT0+5fVzhEKrw4bPKqzwtCldvfoxnw0ek9tGVAfGWSkVWgORnM/ysCXW91dDsy7O0dcWAFR32kLo3nRVvavzNj1vWqChz0UXSen4vfVvvr2LXibQl2ua9Xl+aUH6vaSIpNHKH95v3QezRiiI0WOUDsVvsT7H5SR1wxpLqif/BACwJNxOh7ijz84d1AsyfW6dqrXv/7NaAC25WN1DVG5K6ghSIFw9Q8k3adFwCp5aPJyG8ust2H+7T/1bFGsDob6+9OdceYJ0M6L5rmkm+IfsX9ZCYBiyD4kdE3IHEg4BBYgddfy4uHl8IgcAr2jbJeAQUIAYBENtURkMDgGzr7AGRA2HgAWIE3j4Gp5001slPAwaEDUcAgoQg3CoTeY3AUAHrxTVgEi7HRSHHzcroQ/8h4LDalvXT4OhhkJtc7umsO2X4o4wMAQUHGooBEww1CZzoR6IPsnBEHDUsSxM/q8gGGrL2+6Q1C6q0tH6vOnBGew0PMoVmaLvMoDyHq4HCU+6obtX7Y8LgqG29Smieh3K2ynzxwCgRPSvrWn9Km+rBgWHFAoB4OEBh6a2ouD1zoJ2I/exbfDnDAqBEaSPWngluC/95iAUaqsf81kOhYACQyGMXR7OPbESDAEFhxQKAQWGspjH864QhdZw+HuyLx8KCmUTnLRIGwgBGwobxfkKc9AjGhDexOjpNhACNhSK7jdtU/h3uqNvvPF7V/vjRgVCbQ9czj3TEgoBBYYaCAFnKATMPt31Q1FBINRWFNvFFhyOUAgAC3hEIGQfGguBYcg+RCbhEABeuMrclyXCxWfqzZxFCYeAWagAmOCUfJVR5LDGl4TbRB5ZksvUWkvueMl8fZkTufsmIFzMXE7Ve8cdtPYWVAItj9nbDTuAieKYKXdg43iuI1h8RoAOANSKSXEI8H2eayZKMATgKMUi88aefTIOS27koUQJhoBDojwAryuRFR2sS/uh0XvXOxyB4p1C7kaCIWAKFwPmbz3xS6iIuIztMsAQAPyt6EotZrvivT8CIm2v18qxdxvhvYJIU+w63X8YBf4Lgtsl7k4UdTzBD+p+FyvT/gfSJBgGIn4D1x8+y/Yl5fPfOiPMj61xZjWxBJX4nneAM0KaxpPO0zX+cCeQz7t7AHC8hiUYFkT2GsCXddyEC59cZMEBDF/aC8hCb1NrHJDdAOcBWCAWDJ2twFgCdp3NQLRZaY3tDsLdBTzNAuExRn/z2/tSIS3DQQRcAuGCi/tZIROgWsfJzjndDiUBTuOThMK6wWjs7uf37rEUUxAy/cj9xr4QFH6oLQSGIfsQ27E/AseFR+ftx4FpovIvPIbnjWlIlD1s95WqQZ9atmiVpydB0gJOg+Ianz1w3+buRNZhvoJuy/iuHV7WNuFLwH1C2PY7jytADH5+CxT3E/jMyTU6XKDHr+CQWstjChCpTQQwxQ5valDUfZKDFpGoAJHMIRoOm4Uw87U9E9HUzCeWwGyuU1fYl4Vnn+QeLg2ITUT4OS+iD5v8oiApfiG8Lg7MmYfXYF0ar9bNDh9gbdKCgEih//iTpqzLvlJ2TgGoilFRqFQRcRnrQ53TaVWHipzArtRiQ09y5fj/ZtuLwvuDYCh7h1e5ZrLtoo4nDL1ODYbr+mxodIWvQiCC6925/vBZJm0EAEmXDBnwsTWuGbcST+VDVpg7vucd+6AzO8xK3oBfASG1/B+Y+qKpy1ASZufBaQiU1etprkFkbeN5b8ECLst8MbONPtWZuyz4f4l47E5CAaEokIceDuhQsSBFQSC1sRnmmBAdqe41ansBXEw8+bpYiiz82iZ/G8lh3Du8rCcdm3x8DCuLXmbkGH/h5XQsuNheVGggpP2DNRBK0XTpVb4rqt3oIKMjH7Sga3e/B4Fufp+0TLlX5f5SG+oJgeBHy0JgGLKPgO24mW93bHEO+/Q4VCWKCQed9cA+kYCeNMsUqXXodlDmn2HsY1Ig2qTG2Zs7gP3imNtvB46K4han7g0AMEPM+pO+YkqOvGSKGePiO8x9sr0aALws9OLmL0TjbA4fM/eIvtEwwRAAXI/mGPvQAqR9nXuKWgJCKDhuHrxhZieaGiHMDcAIzRZHtPFKW0BBn1wYyP6zgGOhyc6oC4x9Oa3rjX1SG9C19zHcdkkH27cu/G3jz7rcE41uH0VHzOIdp84zTh0kXK981ti34DLuubzFfQbbRLHHxp6HzJ7BshADAF50uLau+DHQtZ3tKknnxVnr+3+JugTTk2t0MQHM+xSAN5ovADMfnw7IttIODTUMSAQA8/I1tDf6HwGibhXHJIvfBzCLlQAgdjaQwquHK31jUNrD+5VvjBOeTwD3+8Ya+2RxF2C2Gnz4qTFIK+L31Xvxh4zXk+AIAA2tJcY+uMeZmpTz7jOPC9mH3UJgGLKPoO242ZRjCYsBEkQeXsvjqksCtc8/Y7ZE27dGwSG19JvRlvIZtit5uN2AvjLPDVi7R8BQ0uXAswJ8li60C0cAGxRvJ95EDYrnCGDcfDuwWLSQa33elFyJno7VsXZoa3W1BVqfIyFird/XRqRYUi2dyZfvNXIZG2f/hnlKNxy0wHISf+tA/AiQKDgj7euDaIkVHs7uXUzqQwNicY/t3VruViHslYe+yP5049THFBhSk+kBABCVwSpjg4Um9FhL7y1r2NYC3BSjvkDOoa/x1xsvtDnbX4Rr72Ns122XdATBsMvNY/4v+GNR1M77UBsaeBakecfacJXZq347b4x9nqY8b3nfiKTngnAzDAkApZ08hxAx081cTH2NUwD6lfXZqNZm13ZDt/LhgUSs7+eh+LqE65xhMEGkhGgxcgIn3qhZCgiptSMIhO+Q2+xcLR9KI7J6HURlAa9XEEgt6lYAMktiynTzPPtPKQikZgEhqw7v+R2q4z/JDusKhOELXk6yC9L68fZbHNivuaAHL5zkC4fb0jrw8FM8jSCtaBDvxR9i++73jTWq4O/3jUVDoyDjsZcrEKTmigyB4MfDQmAYso+wvWx68KS4M2JmA89yyRfMAjDtLhgmBa0BtM37vbEv+cyfzbCEJd4AACAASURBVL+V/XkfbwYcnA0wlSmAfIceqrKgBgDaXzT3RWUau1an8LZnSa4hlHo6jOPwjum9MHIip/0AJeAVhxsOJzJ9RQBAPxAYx+Ews3sumv/LzNUKfHeb+b4Oltc3l23XeXaa3Uvi5puSN03fcfQEVsR+3thniG8DyJrGZX0aO75mFiFMuYu3cgSQH1aIl7fw3+/M1Y3G68cPHDXgtSrpNhQNvM721XgWO/bFlTblzDRj3wMOnVZKD99m9h3v3WN6yzu22FXG2kTPZQCoTzJ/z9wzm419aLxTdS+iNmGF6VmPm2eKn7c8BrzK5Wre+ZX5FufeZu5DM4D3+a7+U+ZhUcvMfVjkMD7INooAKuOLjX154X1oFmHw8r4U7D4hekdzBStl5u1sFBcBQGuJmZ+bPNyO9UMcwEu8K8yUlFSHLzz/v819IfuoWggMQ/YxMAqIutNAGkkK19WeFBC1g5ACIi1gsMRhu+bbrgZaDahz8HK6ScHJoTWs8hmPW5/lbIB4lSXHQzu9PEW8hl8m/9fwSgFOV5uSqlCXSw309yTb3jSdkM4gUYdDaZEGfe1pqtBAw+GGwyQUTeHQilxSOMzsVmDH4NCKegZmjQ6HpQNKj4d2G6nzWK9N4VADNIXDJnKeCSDWJxayqu3yJus5Wj1u5Spm9S4I7mrssLyFFA61d4vAYX6YDdoaECkYxg+QXrQEDKuSFNVQMKzxKICjYDjlgALAQ9Ntrb/7+1XY8MEBO3zYn7ifFamUHibURMGwd4/6l4Kh9sRTMNQAR7t4WH9bP8k+F7ntlqeQpivoyl8KhhNW8NcFuLdUw6EutCJgSKHwXB0NpWsP/REJEB62LvFx5LJusoqB51KgTLcOmExSMGhbOwuoupJtTyCt/s6zpGkoFJb3KZikUDgjdQBN20m+rnZAUnb+L/J/qyD+UIl93uNgp1NoaS0KhSVe6zemUKjvaxryDgHhx9FCYBiyj6FtNnt7Iv0m1ZuXmjsFeI93B8Cch8yQnnscuoRERHznq9gZdwXbl9P+K2cR7A0OyYNOsPiZMmNX5zfWIlGm7eUCmMALKbpm/gzxp2vZvvLoIqxpT2b7AqdmoHI290yVejoce+kyyLXMdfha8ziHtMU5MT50B3gSV/PpSKCbH7f5nCMocB1j+6oDE1ErWnQ9eHAsAjMd+jqfMnPT0LPH3Hf8eaNbR+7Br5iewHd3AMtEqsHe282wZ8bXgEHhhR32I3+An6zaSAcAPvJzVE3mE3LDsAe5RPMOAAqG9sB1mPeWTRs/aFSG3xPVZuRdDsCF+APfMt/bKcdU3heAkoWSnsSD/2F65FufBzLEdetOMavBp9zlfI05mZR5AoC3qsx9i1cAT4u+xnOAw6JOYvIdwHs/4fvm3gDgXOEdn/o9M2oQNw9dGfx33DYYZXQMAYBiIUEEOEsCvRR3BFNOci9vUvQQ2r/LC0Y2//SI4THOPFbJF70A8G6ROWYlnGcW7gHAUtPTGLKPnYXAMGQfc6OQqL1KdCLU4SEKiLrjCR1srXwcCojxnaqDCgXEnHbLpUEBUSf0P2W7BA6TOXLyUus/tFB1nj3Zdn7DzuMKQiLlFAKJXTN/pj4bgcTyaJV8RSExcEr9BhQSg55EOoFTOIxRf+PaRz6ojq6Rw+bEqIpLCobNp4lbx4LDzefYsTQKh9UBlY9H4fDBg8ojRuHQ9Sc7xB3Itoo3aFEOLTY5rkKhFA5zD1o5mhQO37U8LBQO91qhfgqHGZYXkcIh+a00IDIwJP2ZKRg2DCtvEgXDgiEFtxQM08arQgMKhrpFHwVDDSMMDJ2AkErT0PCi1gqlYHjQSk+gYEjDyxoOabiVwqH2sNJrS0v9+El8V+f/UvkbCoWLrfuUAuEc9Q8FQu30o0A4V0epKRDSzkUaCsl9T6FQF+9QKKT9pLN75tj/t4COery1SDyFwqRo5cWnULj5p+o4CoXB3uoUCt8tMj4vEqwONxQKQzAYMm4hMAxZyAAoQJS5aNEzzLwhDYi0HZ4eeEWydlfAFYRDbTvjrrDhUNuxR8xqz6d6GRwCIwAiAMwrY3AIWIAonFiYcFUQDKmt6U8y97UnB+FQW+Xs181cxH6vAp4Y06vkapMfFJgT6TP2dQfCOBgCQDcHQ8CGQw2GgA2HGgwBGw4pGAIWHMpq7dbnglCorf4irw2F1N4y8+iwrN4GQ20JuTYYahvscPSwIuBnQKitavJ/B4FQW254XxAItbkOXxkEQmqy6ABQcGhoEx741tmhELDBkArIazA8SHJWNRjKnMOMMvNe2ldqAyG1IYeyYaeK8dhZCgoXC6/+048GYVDb4Z/zCHDQzBRPBYayleWppw2vW1fGt4xK7iTXMINBbdk9cwy9zZ1DniAMaptycloQBrW1fzc8CIPaNBQGgRCwoVADoba4eTYQajv+ZAgIQzaShcAwZCFztJ1Ev47m3Gi9uv1Et82qVmUT5PkkrLlvlfqXel3+SCazS62//y3JfVtIvBZWVejhe+0crsk0r5/O65bzpJOEZBN/RPLBDpPQ6kUqj41WxN5PKowHrDulwkf+RveSpfIhYWZo3kfusqh2GxAzIhQcUQ/Wbg1AhDnjxtjPb4pVQEg9jG6X/QZasubhg6Qqk0K1xZy/uPR4cFdJj/X5/0igjhaEJlgAGUM8U1TIebvVReLTdjcJlrs4xioBppXh7SQfTUMG7eSy1/Z8rc639fRWd1qLENqVhYBbukddi6sItOvOFoDq2wwAP4q2XzPed8h+Le09OkBKeMdZn49+ZyLvUz1NyfMUNlxqP/8eSYmYpa7Z+gW2ZE1uNxGo17/PCaJXqfMWjxPNSRq61dXI9HegFcA7rHtyCYHSeisveCpZ9P2BfM+LrdeiRS3UQ0zzeq1xoNZtV3zn+0kepCUVVD1st7bTLQoBLtiuNTndZDqigvFtp1SybU3mg8F9BSfJtaLPyz6yzxLhrplnjz0FbSQyMUd0JgnZX2yXXXYZ/vznP+PSSy/Fn/70p3/Ie9588814/PHHkZmZiUOHDv1D3tOyEBiGLGRntZ1fMjTI4G/lcAgoQDzIK34BKEjUcKgtdRmHQ0AB4m9FhTSgIFFIhhy+t5nDobY/mLs6uwUcanNwoawOzDP2DQQEHGqTeXUAEOZmUKgtqn1mEAq1xbmGbSik+2HmZ22KPWbkJAK8xZ+2h19xaAsXycFQW8kzDkJ35zgleML0NgJAppn3iabv2OBDLcahg83plxkQBu18h+4hibmmJw9ARYIU14MhYKytMuwtc+drDt2Dxs3jUGhZ9Ryze0/hrycZ+zArhUGhttyIfvPYE5vMKufjTzmqAMAVCUy42dzv9NvWX8eBUFvPXnOfkybkUI953+vPIM2TzoAQUFA4Uvcet5iG5nZNCcKgtprMBzkMagv4ORACwNgMBoSABYUfYxgcGBjAI488gl//+td477330N3djXHjxmHq1Km4+uqrcccddyAhIeHsL4S/Lxi6XIrD7rnnHqxevTq4/wc/+AGef/55pKen4+mnHe6Fv5+FwDBkIfur7HC1+pd6iWg4uN1KkE8hQNdKuipMJZOxTqbfTfLWqFKHZhcahb2EyE6MJ96O19SEMUhUdCIoe1HtXa19SL1adNIjYLAayktST0JnNYN2SLzEbU9q66NUFw+fy/YkvjCovHqlvfbkSftM07Zd2ttFvS3PxB51/LtlHRPU38TZHjIaLt3wivLMvHq13Vmkccj+jiXHCchvtfLSckj1Oe3vq0GYdDkpnmRD3cZwcv50/hyVxencav9fh2HfIB5LGtGfRsBQV4vSUDQpwKhIskXUtSe2iXxH+nusC3tT/Ycuak6Riy2TAJoGqNl2vl61a0rw/4XvWJXZe8l1/Vl7ZVIfcU7w/zXW+V8dZVfB7xy0L8ycMDsvcuOg8nAW71ka3Kc70DSM/XRwV7aPyAZpTzZgi3LvJZ7ByWQRQ7veaOHzQwS0csgiiLaY1K34iFh6dYL9eQpfsQA5n8A70URtGWPng6ZXWakX55Hfm957VGZKe5Vpt5Us+7qpSS8HABSkOgD6x9Q6OjpwxRVXYPt2tTiJiorC9OnT0dfXh6NHj8Ln82HXrl2YO3fuWV5J2T8DDP+JFgLDkIXsb7JXZjvvb3HwSoxkkx08b7926IUMcHjQ9lmn5Clg8DumtyHCAw6HwddwcDW6Ih29RgWDFzm+X3qYmev2UPSJIBRSK+5xakkBLHcQXXbqvwwAV5yebOy7La7DsdLTScy5cSiSg6E2p+4evXsdPaTFqQ+ZxwLY2ORwTh1z+UY4z1kO/WcHWs19ACqTv2bsaxqKdPwd1jVdYr7AqV0cCLXJamIoMAwCITWnPuOwFxTUCiO6HY4EGobNlITiPUvRMLfG2J+97wuOr4HmLea+yblmC0QA2OPQsSXnGQ6D2sYuNfcBwHaH1zjf+ZpgaQvBY4vMfYBzNf2EFeY+INSOzsGKi4vx5JMqReKrX/0qfvKTnyAmRi2w+vv7sXnzZixZsgSxsbFYvnw53nnnHZw8eRKDg4PIyMjA5z//eXz3u9+F262uSScw/OY3v4nNmzfj6NGj6Onpwbhx43DllVfixz/+MdLT7fFt+/bt+MEPfoAtW7agq6sLaWlpKCkpwaWXXorLLzcHYx06dgolBwIBPPzww3jkkUewZ88ehIWF4ZxzzsGDDz6Iiy5yHpf/CguBYchC9n9mTpAoAXGJ5WHaIiaEGADJAiYOWdAg2eEzVtjsFfHacwDMEZBYbXkQ3+C7I3Tho6wPueJ7huRIbbh6v/wh/n414bNRKdprVVrCybQbCgAURtowUNiiegjHJ/BCmK44FeZcOcA/1Lr+X6E2nrdOSwtTCfpz26aw/RkeP/IjzeKFjLDBYC9ZbXnDVs6mBIHoGbzIAvj/7Z15mFXVlbffRU2gKLOMQgGCQBFbtBHbr41TTCRRiUlMNI6Y2KGJ0t3BmGDyJEobxMQ4kMSh2ykJSTSaT/Hz0di2wXaKiC2TpZZUkEIGZZ7Hovb3x9nn3n2GWwU4APJ7n+c+dc6ezq47nPu7a6+1Njzj/dY+l0oF4q2HoeUQYOq8ztml59g3LlzKTAvDeB/vtCAvb5dJmB3n/pvS5ZpEcbzkvijYMxpgZMUmRr05MjlGf2+ZTD8HrQ7K7pwD8Mg/Qv9UEEls6apJ7uZTWzGAh3YkM7ZfuzUSPJlUTt5iGFsLAYal9guueeffooO0QP7tC3BSsogu/os5HdyybRksSG15Gb81j0iK4/l9bwZgwNpU4EuHU+C/Uy4XA/2SdTpBeJzb8fnUNfu2y+7NHbsUdEotVb/n3wvHBMJSYrAk69ato3PnzjQ2NnLUUUcxa9YsWrXKuqEArFy5ki5dutC1a1e6d+/OypUrWbw4CvS56qqr+NnPop1e8oTh0KFDWbx4MYcffjiNjY3U1dXhnGP48OG88kqUbeCll17ilFNOYfv27VRUVDBw4ECWL1/OkCFDuPnmmxk7diwzZkT3gJ49e9KrV6/C0nGeMLzyyiv55S+j+2aHDh3o0aMH9fX13HnnnVx66aUf1lMoYSjER0opi2L/HB+y10pYD/IMZsuA4Tl+VX1/BC9/PVv+FpDndjby63B/jrVn7I8yRTUHXVMQfiH3bW+Xa+lLb70FMGBJiS218vzGytsnAzY8te3OyJS1tSY+vSFrQWxo+zrX7shut3ZtxaL86Nf3fpe7W0yu7yfAqTn+eYv/Cw7O8UNL55cDOOTYbBlkd5iByG0hx/I1qfMPc4eoKctGgI9afms21yBEy5WVOVbctS/A/EXZ8t7ktq89+qVMWc3WOYnl9wJ5PqqQ76d7T44FrT8wLGfO65fBkTnRznNvyJZVn8L8Afdkii/c3I0ZB+fkF23anBtFTvU1sPT+bHleW4AVObkYc4LWAbhMX1m7w8yZMznuuOMAuOKKK/jFL6IAnjFjxnDXXcVtJsePH8+kSZOor69nyJBiGPtFF13E1KlT6dWrF+++G7mg5AnDuXPnMnTo0ILovPvuu7n88sjdoL6+nv79+3Pqqacyffp02rVrx1//+lcGDx6Mc47Zs2czbFiUsqrUUnJaGC5cuJB+/frhnOPss8/mwQcfpHXr1qxZs4a1a9fSt2/eht97xB4Lw/KWmwghOCVILxKKxNDqEafxOOahYpTmksACdQgs9TsdFFaTugOL3yruNRyLxHcmwvGB0ItF4iAicRgTi8Qnfw+XBoIlFom3T4y+/AHOjERi7eZJ1FC0TsUicXTlusQOD7FIrG+qYOSSomiZf/iPmd8zyieYEIgL74geACekLGgd/RJeIBDDRMFTDyoGlDx3SHQTTwvEaysW5YpDyg5KisM4OndrQ1IcTv9+cQk/zETSGZjrl+CPSgnE2B8sFIhhfswtOalCQhERBrXU54vSbT0ji954Vieiya9ZdWPheNphxWXmUct9bsS1LyTF4bs5AQ5xuzQ5T2MhKj9FzdY5+eP+LRB+wwIXhlAQzg2E4Mygb2iEDUXh+mD5PxSFr3sxGMYzVReX70JRGL6vEqIw3JUlfI2q/Wdh6f1JURg/n+kgldu9GAx//1UH4nh+8N6XGNxjQqNVLLoA+vXrx4gRIwoWOoCysjKmTp3Kww8/TENDA9u3F1MKLV2aTKyfZs6cOYwePZq6ujo2bdqUqFu6dCn9+/cvXOucc85h8ODBhTnFonB3mDlzZuF/+853vkPr1pG/d4cOHejQoUNzXT82JAyF2F3SIjGOCg5FYtevRuKwZ9J62OPfHmLpLbA0tZFDj28SicOZgeqb+XX4qhd4oUg8Hrjfi8AwVdqTv48sh5AVib2Bx4vbmtUyEc78ETUHXcO4LckozCltlnPf9naJoJHfdZnCBZXrGbnkhwx4NxUh2eqgoiCMeWlEJA7LU5HFHU+F1X9hWMWlieILN3dLiEPIF4jXVuRYvSDfMgfFRMtp62GeQITdE4iQFImlrEotCMI0oSAMKQjCkDwxuH1Zdrk6Jk8QQkYU1mx8jtq2n86KworOkdXwbylr4KzPRuLw0Ww0PDOJhGA6GHxY90gIrk/5gh45IRKCr6csg00kxGDM/AH35O5GMqPNPHIC46P3ZHVy2Z6l9+c/l1ZRFIIh55IUg4XJzJAY/JAYNGgQ5eXlNDY28uKLL+Kcw8y4+uqrufrqqxNicfLkydxwQ/R+6dOnD926dWPx4sUsWbKEpqa8N0HECy+8wCWXXIJzjk6dOjFkyBA2btzIm29G9/idO3eW7PtJRsJQiA/CKW/ml9ffGTm6p8VCz3PpcROJfWGhKBS3pe5DffECL+niBZcGQvHJQAQ+7svPDMouzVn6BNhcT+3jPjp5dDJ9yridkVj8VlXxS3F+UyW/6xL5zk3dmU587K0xiwL/NKso5o8riwJX7I2BhA6RRx8epT2ZPac1Q6lODLnwhAX02bGIhtaLII6HCQI/ZriiH9sIK0bJJhKUb/e7bax4BIamvshfnwGfzwkEeOXuSCCeGiQdnu2DEzbtgI1zi+XxHs7h67wyEPc7AlEYiK9t7aI0OFWrn0pcOpYrS69IJjofzk3wS299XBTUdQiEUpi2KNyNJLZaxtr47XHZtDIrHinmAPQplWq2vZEMXPpL0KdHYOVr8MKuLiUKYwPdQRQt4gCxkfPOlCCMf0Mtvh3aBwE+h/rAl5Sv54iO0eszY8XkovtuuA/666n3/dFPRH/fGpMs9xHHW29LuiS0jmNoxqXUtM9zyIkvkyEnu5HYMw499FDOO+88pk6dymuvvcaECROYOHFiIZAk5OWXo9di4MCB1NXV0dTUxFlnncWSJUsybUNmzJhRsN7NmzeP7t27M3nyZCZMSLowjBgxgunTp/Poo48yYcIEBg6M7mFz5szh7/4u2uS6TZs2bNmyJWN1TDN8+HDMDOcct956K8cffzxVVVWsW7eONWvWUF1dvUvPz0eJfAyF+Kh59qj88q2LoDbHGnH2FN4ZnY2S7JsTkAnAgN75/mM1x+TnhWuOvHx+G+cxpXXWHxBg3LZncssTW50FWF2JpZfsJhMAuOHP5pbPKOuXW96tVSN9lv86W7HqqWwZwKoZ0CdHHLY7Pt93EbIBLQALc3IYAhx7d27xmMovc+eW32Yr3v8jS3+Qs/QL9MjZEjmRoDzN1hLW1TVZf8/oApfnlz/zhfzy/CBzKGGsZBn5/neX50R5A3Qt4atb1SO/PG/P4JjWOabSjp9j679mrbmtfzAiP6Id4DO7uA+0+FBIp6tp27Yt/fv3Z82aNSxaFL2/x48fT1VVFZMmTQKgurqaHTt2sGXLFlavjm4ssc5J+xg+/fTTfPaz0epAp06d6NKlC8uXLy/0mz59OieffHIm+OTII49kxYoVDBo0qOCreMwxxzBr1iwqKys56qijOP3005k0aVKLwScdO3akZ8+e1NfXc/vtt+8TwSeyGArxUXPy3OR5LBRb94aa4Ms7FomPjaPvfUVrVSwS3/kd9A11W/zdNX9RJA5D5i+C2teA1yKBCAmR+FCvZPDIuYv9HsQNN3Fvz2KKlcvKl0HbTzGOJbCxmCcvFopTqk5L5CO8drtfit30VkYc1tKB149cCMDQuupiRTuKu768Uyy+8pg1jNsZ/RqfUlZc0hywrZjOIb38DNBwWBRZmhCIYYLj9LZsDV68pQVivDydFoihaKjKCZoYnBMw4RlT+eX8inDnkIAe55UYqDlBGM+pqnsi/14iR2C460icV3Hx7ckI5imBIKxJXSMUhaHYC7XoshJtwmD1kwJReOz05DVCK2yeGGxOCIZL4+E4HYv5KENR2PoHwfMRvr4SgnuV9u3b8+KLL3LHHXfw4IMPUltby5tvvknXrl056aSTOPPMMzn//PNp3749S5YsYdq0aaxfv57Ro0fTpk0brr/++mbHP/3007nxxhu57bbbWLt2LYMGDeK6667ja1/7WqLdCSecwEsvvVRIV1NXV0f37t05+eSTC22mTJnC2LFjqaur49VXX6VPn5zgt6DtkCFDCulqFixYwODBgxkwYMAHer4+LGQxFGJf4c85O33EwQVhgmVIiq5XAn+4I7woyfnSnPapKNJ0VN3ZifLawX8qHL+xM7lMM8kHQ1wZbM0GFPaLHbHp2US5vXdx4fjHfVYl6tJ5DGuW/LTYryy55H7EIdH4I8uTyzIjK6LztF/khKqiyTGd5qajRevzhyx/MFG+7bDi1oZVzxeTOHNsILrSUbix5TFtUcrbIcUzpn3S1PetyqKVeNjbFxYrwkjldK68o/1rnE49E4rcnimLXxxIkc6lFweKpH0fg4TPPJlKoZTWv2cFPqU/TM011pNvJIs5yy97p3I71lJ0uK9ZcV+yT7xTUI7/372DI8vqZTuKFtaryop5Cm/a8J+J9rWdoi/7mrdy1HbesrAQ+zeyGAqx33NGUnwlhGLeUmgsDo8LIkJjkXhE1mo1at4JTPvUS0w78rFk+ZuRUKwd/CeGlG1P1F1TtZpJ2zryi+1J0VoQigefnCh33X5TOLaGixN19Cmd5NrtHFsQh7EohOJOGyPLNxVEIRQjqdMCEeCZHZGl77SKzQVRCLDhsEgYpAUiwLYT64CUQISiMEkLxNBSWGrZMUUoCBPkJW2OOToVBBNb9dJWz5B0upUuX4zEYRg5DJFVLRaHW0qt/xKJwrNSwUWhGEyvNMeC8KycDOwDfp4QgjEFQZjaMhKAd28riMCQWBCGYjDmpg3/WRCCuUgIClESWQyF2F952S+Pbs8RJvFSWnqJssIHZqST8gLTWhWXMUaVrUnU1bq2ANywNbtlS7zTxaTWSfHU0W/r9vlNPXOnv/q9aAnatfFWsFQy6AEdfhWMlYzKCbdkG1mWFNT37ojExWWbssutGzqcBsChDcklm6193i4ct342nS0c3HF+68S0r1q8PBtGJ3dMCqJZ5dF4w1Y/QIZwF5XXU5a3rv41yks3E+dSTCfQblWMzn6me/LHwWllgTBNjxlb5OIAlhI+ovy3/9+OSL1//DxqB9yb3w+oWffn3D4AfcpTASHAj/1rHFoEoSgEr6xam+kTJwWv6VJdch5CHCAowbUQBzzPlUiyXD2hZPDFlG4/YVxmzc+zcV4y6jXgwi2l8p7kb4dX6Lc5fws9gFVrs+IAgPYnMqJVNhDhjwdHgrgPpYJE8oM4WB6JZWtdIgjjnfxiN/jH0UE6ohfyEz8DD7WKnPPOXZsTaALwVomE2+19hG8pS16pwAxvvXymXzbo5bSGcQkfuwSlhCAkfRMDnu9/d0awh2SEoGdU5YXM3lmVW9dQ/kTu9o0A7NxMwyE5Sb2BPp3zg5GEOICRMBRCpAiFYnpLsUAoTun2k0zXhFgMgk5CoXjT9q6ZfuEXfnMCsXdqP+ZPbyzmKkwIxJTvXigQY2EYEwrEBpJ5DfusDZZRl2cDPUKReFynLYXjV15tUzguCMOQWCQGwjAWgyEJYbjikeLxqiA4pH1ODsBQGHa/JFkXJmxOLWeHwvC0hlSEeygOQ0E4f3yyXbCs+3z/pNAMBeF7TdmteE7bUExnNKqy6EcZvj8ayp/I9EuIwlTQTygKJQSFaBEJQyHEHrLo4eLx+mQ+wymd/jVxnt6nuGbt/yscb+iYTGlz17acYJqwb7DV24ydbTL1oT9izcbnooOctCMNFcmytqmsxhsp7q/ax6X8/EIxtCkVcAGMGFgUZjOezUmiPTzaTeahjt8qzrtyY7ZdbeBvmZeMO0yO3ju1T/b6/y0er0zlj0xb+vJ2L3nHJzYP09f0y27l+HxlUZhetjkr+u9s837hOO2LOiZoHy7zAwzbNjs7p5DG4DXpe3HpdkKI3UHCUAjxIfL6NaXrpt1A7T+VWG8FeufsrRyz0bVK7KiSZlFTOR1bld6p4FqbV7IOYFVFr5J1393ahXurFpSsn+U6MmzOP+RX9rwcZk7MrwM4q67ZeTU0ldPnafD2mwAAC1dJREFU7Zx8iRAlbm53fOnOb49P+iKm2Dbsaaqamkmq20xwzKzKGr7azPL+BZUb+FZl1pcv5r2m0vGLw7bOzG4nF3L4qNJ1QogPioShEOJjIBaM0/L9zkLBGFoTY0KrYhwoEBKKxkU5oiMUjbsjEr+7tUumPhSJs1w2qAYoCsV0KpiYWCwGwrChhFgqCMM26b3hPKE4fHt8tj4Qh9uGPZ2pTojDQAzOqswubYdi8ILKbKR4KAa7N63K1M+iaCEctnVmph4oikIJQCH2BhKGQoh9kJ/4e9Oo0kmfgWL6l7Y5fnbAsorIB7H76mklhxh30GigmAz7+bISAsxz3/ZDmdHYutk2cQLtYbyf38Av7cZJtQG2u/z78YDF0c4MLaa3WftC6eASz7beUULyN7zPXreUz2bIXT7V0IiyLbn1I20pALWWTf0TUrPl1eig91eabSeE2CeQMBRC7IeUWLKe1uXbifNRTfOzjd5KpXcpYdV7vn2+yJq24+DE+ZOp85ja9d9LFnTL7j0937IWSYAB7yeTLCf2WQ7pn/L5S++x7Vl2eH4U88+3JXMDpn1BIevHWSqnpFK9CPGJQMJQCPHJZdr7S1psM+rdq2HDay22A7hq4Iu71O6mVc34FYa0ygkoKUUL1sCYq7aX3lIr5LTyzbnBO2mu7dFpl8YTQnwikDAUQgghhBDAAbol3h7/00IIIYQQIks2LFAIIYQQQhyQSBgKIYQQQghAwlAIIYQQQngkDIUQQgghBCBhKIQQQgghPBKGQgghhBACkDAUQgghhBAeCUMhhBBCCAFIGAohhBBCCI+EoRBCCCGEACQMhRBCCCGER8JQCCGEEEIAEoZCCCGEEMIjYSiEEEIIIQAJQyGEEEII4ZEwFEIIIYQQgIShEEIIIYTwSBgKIYQQQggAyvf2BITYm5id4WAlWFxQ4m+pupbqW6rb3evuydgfdG67UvcBr22Jhyv8YjXLlqefjla+LjyP+rrEuK2CcciUBePnzKkVybFIXRdc8ABccB4e59Vn2pAta6m+cE7pcVusD14XV+Jvc3UftP+HMHb8LzoXPFuu2MyFbYLj8NyRM4ZvkNc/MbXUdROvWM5109cCWAlPOefOQIi9hIShOMBZCa1ehTKiRyuyxzRTF9eXqmsV9N+T8Xfn2nl/0/3Tf3elflfqdrdv6nmpwFGJo9L8X/81WTgPyiu9MovPq3LaJPsS9A3q/XlVC+PnzSEcv8qApu3gdkQPgKYdxfP0MZSuc0F9om4Xx9/Ta7sdsNO/Jk1Ex3l/aaaupf4f5di+f2NT9NjZBI2ueBzX7XTZNjvTfYN+jb4NFM/TYzf6/qXGbsy5fsmxHdwNnRFiL6KlZCGEEEIIAUgYCiGEEEIIj4ShEEIIIYQAJAyFEEIIIYRHwlAIIYQQQgAShkIIIYQQwiNhKIQQQgghAAlDIYQQQgjhkTAUQgghhBCAhKEQQgghhPCYCzeLFOIAw8xeB7bu7XkIIYSntXNu6N6ehDhw0V7J4kBnq3Pu7/f2JIQQAsDMXt3bcxAHNlpKFkIIIYQQgIShEEIIIYTwSBiKA53/2NsTEEKIAN2TxF5FwSdCCCGEEAKQxVAIIT5UzMyZ2VeC8zIzu8/MVpnZiL05NyGEaAlFJQshxEeEmbUGHgD+HjjROffGXp6SEEI0iyyGYp/AzDqY2SNmNtfMXjGz3DxeZva8mc32j6Vm9qgvNzObYmb1foxjgj47gz6PBeV9zWyGmc03swfNrNKXjzGzeb79C2Y2ZDf/lyo/Xr0fv9qXV5vZlmAud+7+MyU+TszsWTO7w8x+bmarzWyFmf2Lf41/ZWZrzWyRmV2U0/dQ4M/AIOAEicL9BzM7w8zq/Gf4+zn1uZ9xXzfBl9eZ2edaGtPMrvBlzsw6B+Ul72m+/lAzW2Jmv8yZ32M+R2t8/mBw31loZrNT7Xub2UYzu2r3ny3xSUPCUOwrXAPMds4dBVwM3JbXyDl3onPuaOfc0cBfgf/rq0YCA/zjn4A7gm5b4j7OubOD8huBW5xzA4A1wDd8+e+dc5/y1/gpcPNu/i/fANY4544AbvHXiflbMJcxuzmu2DtcAGwARgCTgVuBR4G3iSyBvwbuNrMeQZ/DgGeBtkSWwkUf54TFnmNmZcCviO4pQ4Dzc34c5n7GfbvzgBrgDOB270rQ3JgvAp8BGlLXaO6eBvDvwP/kzP9LwMawzDn3teC++SeK982YW4Anc58QccAhYSj2FYYAzwA4594Cqs2sa6nGZnYIcCrRFzTAKOA3LuJloL2ZdW+mv/n+D/uiXwNf9NdfHzQ9GHC+T5mZ/czMZvpf8N8qMfwoPx5+/NP89cT+Sa1z7lrn3HyiHwkrgR3Ouducc/XARMCAE4I+twDtgFOccys+9hmLD8JxQL1zboFzbjuRK8CoVJtSn/FRwAPOuW3OuXeAej9eyTGdc7Occwtz5lHynmZmxwJdgf8KO5hZW+A7wPV5/5if41eBPwRlXwQWALUtPjPigEDCUOwrzAG+BGBmxwF9gF7NtD8HeCYQcT2Bd4P6xb4MoLWZvWpmL/ubIEAnYK1zrjGnPWb2bTP7G5HFcJwv/gawzjk3HBgOXG5mfXPmVpiLH3+dvx5AXzObZWb/Y2YnNvP/iX2HufGBi9I4LAfmBWU7iCzOhwV9Hid6D49D7G80dy/JtEl9xkv13ZUxd2keZtYK+Dnw3Zw+/+7rNpcY80Tgff8jBzM7GPgecF0LcxEHEBKGYl9hMtDB+75cCcwCGptpfz7Br14ii02aOBdTb7/t3deBW82sfwvtcc79yjnXn+im+UNf/FngYj/HGURfBANyxik19jI/l2FEv+p/7/3QxL7NjtS5K1EW3k//AFwEXGdmP/oI5yY+fJq9N7TQZnfL92QeY4EnnHPvJhqbHQ0c4Zx7pJkx0/fN64jcaTaWaC8OQBSVLPYaZvZt4HJ/+nnn3GhfbsA7/pHXrxPR0sw5QfFi4PDgvBewFMA5F/9dYGbPAsOI/Gzam1m5/8VfaJ/iAYq+PQZc6Zx7KjWfnwBf8Nc4OpjLYjMrJ1pSXO2tTdt8u//1FsmBgPZG/QTinPuDmTUS/QAod85JIO4flLyX5LRJfMZb6NvSmLs6j38ATjSzsUQ+rJVmtpHIR/FYM1tI9N1+mJk965w7GcDP80vAscGYI4CvmNlPgfZAk5ltdc5lAlrEgYMshmKv4a1ysUP0ZvNRwcA3gedSvn4h5wKPO+e2BmWPEVnzzMyOJ1ryXWZRtHMVgI/4+z/AG16kTQfifHOXANN8u9AK+AVgvj9+CvhnM6vw7Qaa2cHOuR8E/0c8l0v88VeAvzjnnJl18U7omFk/Imvjgl1/xsT+hnPuISKfru/7HxBi32cmMMCirAWVRMEkj6Xa5H7Gffl5Pmq5L9Fn/JVdHDNN7j3NOXeBc663c64auIrID/H7zrk7nHM9fPk/Am/HotDzGeAt59ziuMAH81X7PrcCkyQKhSyGYl9hMPAbM9sJvEExQhgzewL4Zmz5I7qpTk71fwL4PJGz92ZgdDDuXWbWRPRDaHKQNuR7wANmdj3R0vU9vvwKM/sM0XLhGopfAHcD1cBr3qq5Ah+wkuIe4LdmVk9kRTjPl38amOitSDuBMc651bvw3Ij9GOfcI2b2ZeBhbzn83t6ekyiNc67RzK4g+iFYBtzrnKs1s4nAq865xyjxGfft/kh0D2sEvu2c2wlRWpr0mL58HHA10A2Ya2ZPOOe+Sel72p5yHsllZCFy0ZZ4QgghhBAC0FKyEEIIIYTwSBgKIYQQQghAwlAIIYQQQngkDIUQQgghBCBhKIQQQgghPBKGQgghhBACkDAUQgghhBAeCUMhhBBCCAFIGAohhBBCCM//B5/gPjXX8DAQAAAAAElFTkSuQmCC\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hp.mollview(signal_map, coord='G', title='true signal', unit='mK', cmap=planck)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Data model: $d=s+n$" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [], "source": [ "# Generate simulated data\n", "normalsim = np.random.normal(0., 1., len(signal_map))\n", "noise_map = normalsim/np.sqrt(invnoisecovar+1e-12)\n", "data_map = signal_map + noise_map\n", "data_map_vis = hp.ma(data_map)\n", "data_map_vis.mask = 1-tmask_map" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAoYAAAF1CAYAAAB1ZCtTAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvnQurowAAIABJREFUeJzsnXt8FeWd/z+T28k9kARIEJKABBFEiReCClRFrWgVd9vQ/hQvoFtxt2Bbsa3YVrZusV2xW7BbcatoFW0X3K3YKt5AC3gJXoIiCIRbghAuuZLryW1+fzzznOf7/T5DsG6tWp/P6zWvzDwz55w5kzkz7/lePd/34eTk5OTk5OTk5BT3ae+Ak5OTk5OTk5PTZ0MODJ2cnJycnJycnAA4MHRycnJycnJycgrkwNDJycnJycnJyQmAA0MnJycnJycnJ6dADgydnJycnJycnJwAODB0cnL6HMnzvPme5z34Cb33K57n3fhJvHfIZy3wPG/5X7C973neiE9yn5ycnJwAB4ZOTk6fI/m+v9D3/b8JvPUlz/P2ep534ae9H1Ke5xUFEJnwae+Lk5PT51MODJ2cnJycnJycnAA4MHRycvoMyvO873uet9/zvGbP87Z7njclGI+5YIl1bKbnefs8z2vwPG+253lneZ73nud5jZ7n/Yq8J3Pf9mVd8zzvRM/z1nqeV+d5Xq3neY97ntcvWPcYgAIAf/Q8r8XzvO8F4xM8z3st+Nx3Pc87j7zfMM/z/hx8nxcB5B7n+9/meV6N53kHPM+bJdZd5nlehed5R4PvvYCsXhf8bQz27ey+vouTk5OTlANDJyenz5Q8zzsJwLcAnOX7fgaALwPY28dLSgEUA/g6gF8CuAPAhQDGAJjued6XPs5uALgbwGAAJwMYCmABAPi+fw2AagCX+76f7vv+v3uedwKAZwD8G4BsAPMA/I/neQOC93sCwNtQQHgXgOuO+cGed0nw+ouC7yVd1q0ArgXQD8BlAG72PO/KYN3k4G+/YN9e7+u7ODk5OUk5MHRycvqsqQdABMBoz/MSfd/f6/v+rj62v8v3/Q7f91+Agqbf+b5/2Pf9/QDWAyj5S3fA9/2dvu+/6Pt+1Pf9IwB+AaAvwJwB4Fnf95/1fb/X9/0XAbwF4FLP8woAnAXgR8H7rQPwxz7eazqAh33ff9/3/VYIiPN9/xXf9zcHn/MegN/1tW8f47s4OTl9geXA0MnJ6TMl3/d3Avg2FBAd9jzv957nDe7jJYfIfHvIcvpfug+e5w0MPne/53lHASxH3+7fQgBlgRu50fO8RgATAeRDWeoaAsjTqurjvQYD2HesbT3PK/U872XP8454ntcEYHZf+/YxvouTk9MXWA4MnZycPnPyff8J3/cnQgGXD+Dnf4W3bQWQSpbz+tj27uBzT/V9PxPKIujRXRTb7wPwmO/7/ciU5vv+zwDUAOjveV4a2b6gj8+ugXL3HmvbJwA8DWCo7/tZAJaSfZP79VG+i5OTk1NMDgydnJw+U/I87yTP8y7wPC8CoAPK6tfzV3jrTQAme55X4HleFoDb+9g2A0ALVBLHCQBuE+sPARhOlpcDuNzzvC97nhfveV6y53nneZ43xPf9Kii38r96npfked5EAJf38dkrAFzved5oz/NSAdwZsm/1vu93eJ43HsBVZN0RAL1i3473XZycnJxicmDo5OT0WVMEwM8A1AI4CGAggPn/1zcN4v7+G8B7UIkgf+pj838FcDqAJqikkv8V6+8G8MPAbTzP9/19AKYF+3kEyoJ4G8w19iqoJJl6KNB7tI/9XA2VRLMWwM7gL9U/A/iJ53nNAH4MBZL6tW0Afgrg1WDfJnyE7+Lk5OQUk+f7YZ4HJycnJycnJyenL5qcxdDJycnJycnJyQmAA0MnJycnJycnJ6dADgydnJycnJycnJwAODB0cnJycnJycnIK5MDQycnJycnJyckJAGA1j/8cyaVTOzk5OTk5OTnZ+thF7D/PYOjk5PRF0QsDjrvJ+nHv4PHOjI/0dksjez7Sdit7Bn2k7a5IbPlI2wHAze0f7T2X1cu61seQlwisXHT87X7inqWdnJyOr89zHcPP7Y47OTkFWnCMh9pzeCvf+WO2WZvU+/FseemBmeHvlXpy+PigMrZY7ueEblbdy5+f57XbkFoVvyr0tdG0U9ny013hbZtXd6ex5QsS2kK3m9H2bOg4Wjbz5f2/sbd5Xbzn2an2NgAwtTV83MnJ6fOkj20xdGDo5OT0yemVAIxe2dznZgu/eQQA0OKHX8sW1v9MzbTvPPab5F+v/iZkqb91L/T5mVMz78CC5Lo+t7k32h8AUN6dHLp+SqKCrdsj9bGx4va3Q7edH38+AKAkPtrnZ45P6MD67pQ+t9FQPLf7dTXQVXvsjRMDyH7/qr7X9/UeACrO2AoAKBlY2Od2Tk5Onwk5MHRycvob6EiF+rvlutDV3sD3YvM/7WeDxqSEdjN/aIn9BtEDZn7QdPv1vRfF5l9K/zA2H+k8YG3rtZ8Xm78kwbaCPUesdGWJzfa+AFi5UbmmZ5Y2ha7/abL6jg93Zh33ve6L9gMApHu9oetvTzZwKa2hAFAIY/Fb0jXQWk8tm4u2nGRWnPygtW2UWFEjbR/YO1P3vJmvfcZaXXnaK7H5Fj88hzHJU5foMQOKQtc7OTl9onJg6OTk9FeUBsAwbbmOAaDUutx9x1w36dASDn9Sg6Yz+JOiMCgV6TzAYFDqkoRWBoNSZYnNMRCUmlnaFIPAMFEwPNZ7azCUSvd6GRRK1fvxDAqllnQNtNzdVAwSpU5+kEGiVKTtAw6JQpUn3HbMdS1+XAwOw+SA0cnpE5UDQycnp4+nisNVsfkSjwNKJTjMjDwyjC2XZRjr2JxII1s3CTVmoXqx/cFxiWbbnF9bq+eS9xsXuF8L4rqs7ZJfHckHTuGLfub7sXnvKF85Iq4zNr/z7STrvW+fYFzN8vsBQFJwGVpFYgcP+jakzYk0xObvaM+11i9pWBibbx78TbYuo+Zhs5DH3cGVPgfdB0IAtSCuGwAwd9uXzGCY23jAlbHZaIENfJGGtWahRTwYEOtuZQJ3Ncv/2c5efpzHdLxrFoZOs/fLycnp48iBoZOTk9DOpbHZisypbFXJm0Wx+crxu62XFjf+KTY/Pfn62PytBHBKcdD+zB5i2ap5hK8rmh+bXdnJkzDqiOt0a48BBwljI+8lYHoOf/vFZx2Ozc9NPMzWeTUGCEdkdEKqMn51bH5+3MTY/MKkarOPnm1NnN42GADwbJqxZD7emWltN6vpt7H55gH/aK0HgIwD/2WNVeXfHJsvPChcwiTesrLo52xVJ7knrOnmSSY3JZljGomahwJsn8vfn8IjgUYAQBqxMsaFJLEcfcPM69hPAIiah4VoxhnWy0Ld2mFyAOnkdDw5MHRy+sKLgCBVReZUBoJUleN3Mwikmp58PQNBqtIeGyZjqnmEQSDV0uixXa4UCKnmRBo5EGoFYEiBkOqWWjsODzBgSGGQKbkgdFiDoYZBKgqGVBoSKRhSHQ8SKRhSFe75Qei4BsTOkHvCmu5UBoVUDBCljpW0MuBKDohS0qqolX89A0SqaMYZHx0OqRwoOjlJOTB0cvrCaVnwu598v71uZwAOPSJpojTIDm542XpJVf/LYvMHRczalgDaZsEuGxOzEqaOYMMlzQqwbkoKT9zQLtcpQWkWaUWkiSrTfylg7HozuziLg+EtDQEQ9oR8aLD7/gReXmZh/Lmx+fmJdoxkfstYAMDoeG5tXLtJWcv8Ux6KjUWzJrFtIvVBjF5PSJxgvLG2NWdfwlZltFcCAKqSR1kv2xhkSZft+zZfUTgvNrvF42CcRC6Z0r2rQTLDDzKmO8PBDf91sforygmhOrAuTr7Xfo0+F4UbHJkTzHxCyAPDwcfV3xP+iQ2XR0oAAKXRkDjY2uAhpySkXI+T0xdLDgydnP7u9N63gbdCYvMA4NSrQrNF6858CwCQgw77NXFJqApJUig6OhwA8FCK7Rqe1fwEkGqDiYZADX9a1b0mblC6gRc0LjGlUQCsz+LuyUl1yqq2sv8s6+OWdvbD2jbbZflGtnL1Tqi1rXzZKT2of8vO7h03Xh2bspCi1He05iIvodsaP9gdHLcwY1Y14F8QFKMOsTZOT1Txdys6HrFfG60BIvn2+NOBW/fr9v84mjIitB5iWfcmNZNkxzBWYFBoNrQui1OWxDOp/7XD1HRcVH83kC+y0CsuNvOvcojcF4QiDr3W+jggFUC/RHt8fQCqN4Q85NSGW7SxTx2b8i/Z1s5Srw740I5bBQAkDgBOWRi+zsnp70cODJ2cPvd679v2mAbDU4W1hUChhkGAAGGc7ZbVUKhBUIsC4azmJ/iLNBQewxpIQRDgMLigUZSjSeTAQsFQQ6GWhsOlnTz5RcOhBkItCobZKdxUqOFQA6EWBcM7Ws2+UTCMAaGWBkP+8QYMqQJI1GCoxQCRulQpID4t4v0CQIym8P8DBcQYGGoFgFgB3mlFA6KslUjhkIIhEMAhFQVFColADBT3reXDMVCUfE9Bcb1ILtKgeCw4BGKACHBILPVEjUoNiokhXXQcKDr9/cmBoZPT50WlVcZFWt50u1lBY7KSCCQQt29dyTqzOUz9uMI4buWa22Zufvd1qiLNfhNxyYnYsMr+/xCbL443N+ctJO5vcstQs3vk51fTfpd5o6OkuHM/7lKlbtNpEdOlZFXrL2Pz3tEfxuYvyDeu1/kRc5NPJyVQFnZks4/Y0GNgZ3y8AcGDJLllWcqh2PzpTSaD9rEMA2nXNJvjf0/aEfYZt/0vAYuAaY5+rTI2lHFoeWw+kryAvXYagdFmUv9v9dGfmv3LMVA46wmzH5XXmrhO6gqObJ/NPgMFxp1MXbQVcUNi8yUwx2BZj4HqGxryYvO3ZpkMdVmOp+4Qiemj51LKiWZ+z0/M/CpzbPeR03zoLeRNZd3vsJro55OHi8xSvo5aSneRB400Ap5nlZv5g+QhyDPbNOebczMjpzhkJ5ycPhdyYOjk9FkVBUGq8qbbwwP0k/LDYwBLNoS+T2FcNwNBrfs6+3MYJKocEp4cEpa0MLllKANBqppDV4aOW1AYaFrqv4SOP10T3irupaLwmohLgo4kUht6UhgQai08Rg3C05sKGRBqXdOcbwGh1m1/tI81BUOq3KYRoePTElsYGGqtPvpTBoZUNOZSqyCuywZDreF3hY/HhbhyAXi140PHpQVWi8EhVe5Xwsf3/IQBYkznh2+Ot44xDnBA1MosDXWjA+AQqHVWefi4l8jgkMqBotPnSA4MnZw+S1pSoxIiHu/kJU7KG25VM20iiePoO+pvPPezLRyjwPHqpKNsvGircQfPGW4yh5fU3qFmfOGSC9xnlYM4KF7ZqpI6VqTxG/aYI6p2Xn7Kj9i4zlKeVy1unAMDi2Mr+V7EdTw3XdXmqxKu56dfDoAwJIzxphMarS4i63vM8anojsTmF6UYiJvbbpIu5gWt6rJD4utaEBcac6lFE3BoHcLkJ03dxImXKKvmfFKgeiIBuMx6AxJJ8eaS9VCqct+HlbZ5bm8aHiq24z11+71O0jawuOEPZgPqbt1PHiwm8QeKaOIARHrs7OT1UNbJybVD2Xh6sjp2tFj1ilRTpHxK8zP25wOm3A0tV0O3Wy7iJ7WB+DKES4LipOBcookrdL7fRL794ODcf0eQ6JB/Vn89AcyB9bO5/xQ2nFH5HTUzoQ/3tpPTpy8Hhk5On4o234YluXYx4KkJrSjef481Xjfku8h560xrvPmsN3FfiBXsjp3hFhA/85/twUHTQ/sDV+XdiEtbTrDGtyS/BdSH9BP2ErEo6yZreF7cDhtoAXWjTwmxjHVUYW7+A9bww51ZaFkf0kZtCHDTSTawZHs9SAq5xF2deNQeBEK7gCzoyMHCFLsv8n3RfrgiJAnl4c6s0BI0m3qSMS+kQPWz6fuxIaS/8aVPDAFCDGh3ptWx4tpaJfFRnPJBkTXuD16Kqn4XW+OF9U/Zbw4A795qj6UC0QnbreFIbyvW+/Z3mts+ADtDSgg19/wn1mTaluIph5dwV7LWzh8AaSHk39MWXhro0WcQljuFVIRbFzcDGB9iBT1G2SGMDikd1N0U/lvIvw5oKrfHG9er10gtfwb4lbs1OX0m5MDQyelvps0GBCkUTiX9eDUU1g35LnuphsLms95k4xoKadB/54fmd71ipLHQlB38N/NC2k+YQGFV3o2xeQ2FW5KJyYXeBImlhALhvLgdZhsKhDRLuXqRmadw2GGSACgc0lg1BodB+BsFw2zPuDA1GC6IcitTZbpyWRfXrYiNrelvEnUWkONJwZC2p6NgSPePguGmnuTYPAXD5WkHrX2lgHjpEyaujwLinWlmXygglsSbQDsKiP5gU6OSAmLhnwmIjQ1KxXSIzJjtQQITMUZTQIz0qvOWwuHcduMup3DY3POfsXkKh1MOk0QjavWmsbI7Se1FCoq0jA+FuUfJ/1qDIjWoU0ik8YgUEmmSDA3PqNxl5qcFFlUJevo3IjOyNSg2rjdj9LXUEuog0enTkwNDJ6dPVJvDe8JW5tmWOwoJVGF9Y++L9rcyQAEFhRQGtcoO/huHQa26FxgMahV2h8R01b9gu82goJDBYF+iQEgV8r5z8x8I7SXcsse2Gt50UmPo8UvybCgEFBhSKNRa0/8qBoVa+XHHiJfz7bI2z6Z9yIBQKy/OLmdzrP955qMhMWlf4WCoJd3mWmOanrPGqvpdzKFQa+y9NhgCCg5DGpREJ2yPgSFVSZtduHpnTxIDw5jCPg+wwiIAhLdGTBsVXuMxuYDDoVaIsRnnIzxZZXyiDXaAgkQKh1rTNoRbAsNKCgFAVcjv4JGQuEXAQaLT31oODJ2c/mpaQH5PXw0yPIWLrDLrywCAlV08hvCmpEarXpxO6LhbZNDeG1XL0ehP2fjK/rNQI/rtzsVWtW0SL/Ssi0QXHhbuseyLsSWeu4/H1C6PvT9VGfbYN/HgRr3KK2LD03q2mgVd/kMmOQTZqHXDeAmQoqPDMUIUiN60U4HX3tN4J5UHolnMehbb1/aX4DXwAnl+qur2UZz8HTae53VjQw//Xhq+KnoibFz3E16WymP7DvYmYHY7LxT9VJoCduqeX5Z6iG0zOtj3zJ8LMMwH5pTxbjLZcUEMn7ik6Qxm6XKONKzFmgweiDdlQ2BpO03UAWzbBrSGFF+sf8EGJp0iLPool3RNwrREDo8LWgP4+UAkygwLfi+0NNEO0aVlxI/VX5rBDgCNG4AjAsqGqsLi+JOgvjbY7mb9r5buZv1S2cTn+ht5TCwAbAmsh/J5YEoAqDKUov/5QI347XUeCd92RRBHTCMCrnC3MadPTA4MnZz+T1pwjN/QDLvg7sLUr4Vuemuk3hoLswYCwMKj9vsu6ffN0G3D2pj9a0cOFjYtsca3DLCzKe+L9ot1F6Eqiz9kjQHAql67ldy01ufCY7aSwi0pddadFbiwdUjIlga0qAo7d2Fl3BhrfPoBux1dQf+uUGvszt6QFnvvASPG2bF9L6WHt7TTyTlUNPlDS4Kh1oRF9jGbMze8zWBeiDVzfsJuROP7WeNh8Yyz2wehsnuZ/cZH/mCPDfsxcCCkO0je1aH7tgCn22NvHSMDeOTP7LGGtcCRkBi+gcfINKkMsRRuBmDnEAH2z07BYYjBEutCxgCgbKI9tiu8CgDODunuciyrKXU3x8beCd/WQaLTX1cfGwyPnZLn5PQFUPel6reTQCt1XBwS4U5josj1O6ybBHfNGTDUFrCyBnPzLs8h1i/CBXPj9wIAgwIKmQwK+6v93ZJQFBuiMXQUCss6X1Mz1ALaYqwxq1JNBuYFwesymoK7aUd1DA69gxfFtvML3odUDjpicHhbh4pXK4mPMktdxVbzfarOUvtQ2Bni3gPPNNYq6N8VsqUBzVOai8xgSFUgmslMVbiPFHPOvg8Ab+tHj+3WDvV9JnQYAGTFtynTBy+rJMBaTKyB9FxqIaVsdAYxPRe29KrPHRPHrarFCcoazAAx/dTgTcVB0Fm6GhAzJwBtwfFPJefH9rlYEMwuOEnB0oKeDUBJkPhSQRJRht4ItO9U8zrmtCGodD3gYuD5AA41Zx5+Bkgg4QfZgTmt+DKgLoBDDX5jwd3F+nBlw0Cg5vuXwS2Hev1kAPq0eZ2s30YgcFQAicXkDSpJfCJN7DktgMQDj5ixwdeb+Q8IBJ4cfOlTHjRj75Pwj9eVFwJnPw8np09TzmLo9MXRbz10/zcfSli+Hdgm6sANvSW0d+sif4xlmbo68ShyfBEb1r4LK5POsV4/Iq7LqhNYmtABdNsWwflddvzY3U/nwL/yFWt8ds84a2xp70vWGGr/BPS/wBpuzjzbGsvYflOo9SgDM9HSyIO83hhSjdI4O0N4VsdQa6wssRlT3znJ3rfT7Oza/KgN6DVZu1HYNMwafzZ9vzV2yqtF9ucAeOpse9tpBxZYYxUn/BDlITGGNzcNssawBYBt4AR+ETJWAlxymR3XNzXRHtMPCFJLeoqsMQqsWtMSW+yuJQAwIKT+ZEtIkF77rvCuIyNCrIJ7fgJkCMtiy+bwPsi/fgEICZEMzS5u77JduwDw55CxsO0SARQdY1xqPwC5u6XzgOa37W0Tc4G9K+33TBZv0NwUbtXcCuCWB/nYBzcaONba9AJws7vdOf3Fcq5kJ6dQ/db8NigUJiwPsjIpFOoYK3IjW+Sbu72GQlomhUFhu7K2UCgcQTpUaCgsTSDBUQQKV/kmZq28W93h7n7aWNUoFE7vPiM2rxMflkb2WPsCwNzYKRQG65sHzYgNZTSTrGVtRSJwmAHjptZw+MYQYx3TcOg9fkpsbOZXjaVNx/dRMJx3qilgvcgLbr7EPZ3fbCy1NVkqDpGCYVWjSv7ZMuSO2NgDUfP/u++toAQQMfg+1d+A4ejAYlf8oYmHrDjBdF/RYDjbN9Y276ixlkJ/PeqJpoBIvZEbg78lZogC4tYg+/fWZONqnhRvaiLGupXUG+vVkizzP7m3Q31X+vCi4xQZHPYnwB2c6wt6zQFa0EZgR59HFA7/TGLnbgiAnnY50XBIQZPC4a+V1bCVeN/T6HOUzpeaRsitPfgdUfCjx1yf7jNIK5UnSaILhcCi4G8+cfPXEiuvPj0o35WSbjIUEnUsJQVE+lkaEptJ7CSFRB2ySwHxg8CKSAFxE3HDO0h0+mhyYOjkBADYeifw5k/Y0JpLqjElUXSN2B+ADymCW5ei7ugyg3ZnbyJ+Kjpn5PTW23FFcamoSOJmo5LeD4Ek3imjskfdObaKGLgrW08ApBepFSj7OrdIrqzPgD+4Apb22RmfS/N/jtkNv2Zj0UFXIyItIMkFqvBxSBeNjDzb+hgWkzdhS4Hlsl08/TBzlwLA6q40ABxgFiUF5W1IVnOlr7ajLfoAYGVnOspqeG/iyiHzLYvZT1NqkXnEzgrekbPHGru09QSsSOUZ3OU9yQwIAWBK97lYWxMSvPY8wi2GhQBEC2OcBeA1MTYSKBhuu8bD4i9Xd6dh/tGH2Nj8jButYtlLUw9hTTff10UpwXnctjM2tixegVy1b469htQVjfy3hMb1wBpR168FwBV2DGJYhjr+K6QmYAGAag6KAJB2FgDZsCYbgF0G1N4OAOIBjL+Fj21fDMhSnIkAzuSxoC/OrcZFN4S8ZxyAC+fxsW2LgKIyPpZ+KrCdF4dH7kSgRsQtDg1iLH9HYir1cbhGfPYmqO/P3hNAmbsVOoXKgaHTF1xbCSgEYLjmEgNuMTDcTwLuAyjUQAgYKNxJOnRoKMzpJY/6GgrjSCeOAApLegk0ESgMA8IrW0nmMIXCwJBEoXBlvcmA1mBY5RmILaxW33tp/s9jYxoKo4OM5S8GhSSZJJpo9lPD4aoTH4uNzWhVVrwVBFR0N5EJW8hNlXDU4umq+wsFQw2FgAHDGBQCMZjQUAhwMFzZqTqlUDCk7f00HP40xZCChsOr04yl985kVS7mUnL8NRhS97EGwynd58bGGBjqPARjJOWAWEjmNSCeRcY0IJpmKjFApKD2Tro6Rqu7zXHRcDg/w8SpUThcGiTEUDhcRI6LhkMNhvQzt5LahQwOdTIFhUNaH1wD4moSW3dp0NP4IfIaHU9LeYw8Z2lITKPHSu86hSMNiX8kYzoyglYgooCo6zpSQKQMG0Dii3PNDjFIpJEUGhK3kbI1GhJ1bCdgIDGXJLloSBxKEnA0IFJI1oBIHzD0MaD5Pw4QnbgcGDp9AbX1TnvszZ8wIAQCKNwvMjD7TWRACCgo3Clatv00uZYDIaCgMC7EahQSS1UZb2e1jmy2Y+TwPGIwqFX29WYGg4ACQgqDgAJCCoOAAkIKg0AAhCGZxRQKtZ4jAKIV1i852+vlYAgA7xko1CqO62RQCCgwZFAIAF4ig0KtTaK8DACMCylnc1+0H4NCQIEhhUJAgSGFQkCBoYwpnO2/x6AQCMBQJqaeAltjwMEQUDf3s8TYa2BgCCg4pGAIKDhcLf4v848+xMBQK6yv8tTEkFqBbTsZGAIKDreKjicrGn9iZ9iuKedQCCgwXB2SdRtSThN2Mx4Gh1qthwQgAgoSpfXsTHBABBQkyhKV428xcKi1DXbM4ZkFDA61LgprPx6WcF9UxuEQUICYKzKgazZwOAQUIMpE92tgW5+zweFQy0GikwNDpy+EKu8z80GttaqBphbbzsAiN2UdAZVR6ol+Wa7JJJxGOl3kdKiCzrNhgpyW1i8wr89TXTQqYBIOSjq3YEy3yd7VHUUoYFUHgFlPCidPaFH7dQHJEl67ggAmZciAWSf2M9vqLhs0O3l8vIpXpFmsuq8vLWkyxQ9ucIdJLNQQU5w7GvyaIkFpk1X9TexhBYGl0iDmjWYJ79yjIMKPmBjGJcN+DwCYSbJ57wg6hizZ9w2zD0ESQyXsxImHifVLZ3TTz12XbuITafvB5qHfQUabqbc4I0hPpYk/OjuaxoDq8yKfFLBeEnSkWfsy+T/RSiraU/0lMvYGmaced12NiD5TBB8/M8ccp4e3K/BPGmYucXrfx8Wb+NSyxBYG6/XkHFjYZoosr85UfaynNpFC4LlBGxbSoWaZp2oGFpJj8kCn+r+KhqxBAAAgAElEQVTcQzK4Cz8IOsu8SCyA+jSl+ULaa0oBkPY71rurQ0onmgPTsdic98n6Z0VBMGixvY+w6lDN77RGe/Bc1UHKUybralOU+caSeR0aSf5PTWvM/MYgBvGiSeQ1QYhm07NmKOubUElJWl8P6n1SwKaFvXURbTpGOxQ92sU+C4CBWbr/+nnpJGIlPfWXcPrCyYGh09+xKBAGqurPn7B39iRyIASAUfMYEGrN6gmxaIT0Sa3I+441NqMtjy1vSX7LsrhV9yYyINSa32E/2q/dYFseJ55rW3ZknB1gEie05kQaQuvbTTkUUndtCO/YEvUNFGqt6j+DQSGgwFCWjtm5J4lBoVbzSXaf5Iwd37LGKkcstcYeFvFyJfFR63PXpe8L7UeNnC9bQ9MRsn9+HFueltjCoBBQYMigEFBgKEMXvwRbb4CDIaDgUP7LuzgYArDiBQFTNJvq6pBuKfV+HANDQMEhA0NAwWEHt9iuibd7Go8IOfcKl4SkFLfBLi69AbZl8C3Y3UvywcAQ4HColRyS0I50DogAMNQ2gqPDTvpG8nh7LExNr9tjG/cLOASAURwOASDrXNj6st33OjR7+0hIL+xHuzgcAgoQx4qxIhFfCThA/GLpY4NhWHMhJ6fPhqqftKCwNOlGCwoLd9xoQeH0CUctKCyO77Kh8K3LbCjMLLWgcHb7QBsKk9ZZUBjZ9X0GhSPiOjEirpNB4eykRsxOarShcJQNhTdFmiwonJrQyqBw3uE7Me/wnQwKkzw1USisyPuO+l69doHnyO4fsuVpqf+CZVH7RnVpne0zO3pqpTVWPNhu45bRwws7e4OehzeIZ9sURz9AcdTu1CE7wQAIh8KsCfx1KaegJoX7ecfHd8QsrbF983qxttuGdAsKB8KGwiuAK0a14IpRwq86AYDsLPdf9i6XZTcziy+gurbkeRxSD/Ym4GAvPw63bbcJKDuktmZBSBs/1K81dQsDTTlyP6Yc4cXXC9tCHqS+ElLuptQewj+WWUN1iypR9+/inLGZF8n9gHkvqUmrYzuw5201xdQC7GlUk9a+I7BcyMlpQPJFfKxjI8ITVybyh7iss4Gsa9WkNf4EAFPF67YBWQI2m14FOt4Q2z3/gqnpqNXdZPowaw240i4tdG2iDYZdsIt/710MvC9c5u99G9i3Ck5OfclZDJ0+O6p+ki9Ha1CaZMdPle+3uyVMH8ovdpcktFpANalzswJBqnF2X9NSz77plSeGdEH4kGf7lhctttqXTW8bjNmic0lY9w4AeGwwD8Ra252KqQnczFF28N+s160ffLs1lh7SIqLkAI9DRMG3gV0CCAfZnTOebkm3xo4OsmEwY/tNFhBWpoqgqF0/smAQAPykZ62xJfE8/fTujuxYyZqYqn9pw2CGbaIJs8BtDKlRuLIjwxrDTrG8AcAVfOiKfBlsBzy9LZ27EgE7bgxA2b/YVj9drohK1sAEgIN7OSjec9IRlAjonXL0KWzpdzkbC+u/HNa9Y82AmzElKmDl4ON8+U9P2dYqwM7Uhd0mEQByfiZIe0oq8Fv+gPQtcWkAgFsn2GP77HKamCwhqgeALDMaVlf9ypDgvQ211oNB06NA1r+I7d60X9oRUgoxOeQ7YKLwfGSFEPeRp4CjwpIbVsMxJKwUp9zCSxYBwNBpIRs6fc7lLIZOn2Pt+IUFhSuTzrGgcEnKEQ6Fw+8Cht9lQeGKhLdtKHytgEPhue+oiaq7SU1E5fVzbSjcdJkFheg3yYJCAAwKxyd0YHwCv2m/M6QKjw2uYVA4o/1FROAzKCxLqLegsGrIPAaFVb0JqOpNsKDw9EOFKKnlwNc89DtoDmnt9nSDDYFS49Jkk1og80AxvIy1bMyCQgClg23X2OKUw9aYLKo8t+ct1CSGtFQTUDg38XJrk7DuNC3i0jcuPhqazAKb2SwoxBbg6S3peHoLP3aWBRFA9k1227uVXRlWz+3qo3apl4P7QxpVCQC5bfsAXLiBFxaflXIt7g1iJWNKsqGnfKBdqmhK3YPWGPoJ/+nNLwMTX7a3K5xnjwlt7bWTirC1zUrQ+dU3gfmC9+99Axg2Tk1aQzOByafx7dZtA7rpvyIeQDkA+tEnqmkbvSQ8VQv8OZi0JuZasJV1Lexi22cBreJ/k3wGkCyfWVpgJ/D8sVpNWk3l4ZbEXAGQHQCSEtWkFdYW8P3FwPtX8bF9q1B5xC7j5PTFlLMYOv3ttcNuB7Ey8xvWmHR/le68XsEglW/HP1XE21m/JZ7ILG7dZkFgaeJ1KK+fy7er+a31XmFdH+qyOS2s7U61ILC+1447LGm12zesTLkQZQlkfz/8NaqG8JtsdW8iqoRb8Zojdt9iP15kbnceQfNQ7ibP/NCu9VeWbRNRpcjYXpe+D5kH+Gv9QRshVdpum5M29qQwIJzb85YFg0sGLVDjVKkjrPdC0xsWEMrM5Aei/SwYDMuyvqM114bBQ+BZp22wLYEhLaOvGNPCsoNv++8ByL6Sg2H9A/EmKYVK7ENBZheq9wtYlLUQz0Joh42Zpfw8vzXSgDHt4rh21qI889LYYunhpUBcSB3CsDg42e1kw/nAlwTIyKoAANaf8GNrbNJjAnbehJV9fEAeewCDxSm2ZxMwTFwG1r0LnEP+jwnpUC3yhLYtt8dGTREDX8oF9ggftKyPCKA1ZF/TBFd3vAoky6z2dACypXaoVTakf3mnSAHv7LIth/1tYqw8025tWTwgpIKC0+dFzmLo9DmRhMKOasuFNSKuy4bCnt3HhcK5Padhbg83Fxz0420o3LfYgkI0v82gsDR7CUqzl7BN5p9WY0HhovRrLChsQRyDwnT0Wla8vLhuGwrbdwEZpzMorEIqg8Kio8NRdHQ4g8IZ8QctKKzN3wm/Ufipci/jfVyPIX/oDmvs6iTbRze5xW55J1WOPGtsacph20rYZQd6WVAYooUd2RYUSgA81pjUnEiDBWS3Dqq3S5GE3OxDkqotC+I9Xz+C2yP8XAyzIIYpzIKY/jVhCX0TdmmWEFnWQ8CCwPKBs0NbIiLVTk6RWj15H1b7PFyiZugPrO0mRUNiF6WuASCiPwb/IBWDRbLPgc1gcXfDxkEdC3I8Jp8GJJiEfnS3AN3PwipTM2oGMEoYVFf/r5pi+nOtXVpnFAARYZE2BkgTpYiQyD8z+VzYbfhaAFwi4G0zbMDbXK0mqiTxlJKUCPQTX7KhDYjn71+87f+heNv/Y2POivjFlLMYOn3yWkYeXCaSDNkACFcO/B6AY7SP6wliymgXhaVBHbCbjPtKA+HMAGAOkgSQqXFBqQ3dGSSTAJN2CQdxPBQGy7eoq/X809QT+MJWZT1clG5aEtByLLl7lTVrb5HaZwqDunxNXgC8+c2vqhW0dd1AE5O1tEslFej+uUVHh8fWPRYUYp4Rr2pweAdVj7XafBMMl/OBKTcTy9LNNXfY5ngFB7qEzH11allD4fRWc3OhULiAlMoBgE1HVWDT+3l7Y2NjfAV9GgrntpsEiaUECNf3qGSZuR1BvFtTEKFPoV3DSW9wRyR14RZ2GFPSwcAaqwFQg2dGp2l/t8BXJpcFvcqatTDOZAnoEj8AkFmlrKC3DlIQd2+9+pz0NPP/bHlFfc6IC1T4wM4aUvcviB4YN9o8HMjs4buj6j3DstcBADpZOPiKSRmkdM0B9dtIH6z2p+XJAHopgBDevHVCPfusZV0k9ELDQXDMy9NVdgZr20hjCjODeLe2wDxGLYgpKlN5dZz6HUz1VDH0mjhzzuTvIw9WQcmc9RFlcZx0IGjbtyZIfqEMqksEXU5g5nVDSQeCZ6zB+iekrXfUTauPSRCL101aZifQEDt9GQpOy23BM8seclpO/Uf199GgBvy1piMjr6WoDerBe7YGz1xpNElef97Xggffh0jHlCnB930u+K40GVwfCn1qjSXWw7YAFhNCrL6NwQfmEvrVJXLS1W+kctTvzFegsDhJZtE4fYblytU4fcZ0v8djeABg+Fggm1wRj76NipHcbzM6PopIp2gD9j/n88zBb23G3A5eA2NcfNQqNTJ1P0+sAAA0bmDFqUuH2S26piTYEdsy03NKQhtOrxbVi6uA2i/xTAWZMFB0dDiiHQv46zJLsTT+DDZ0c/sgtjwnqQFLInvZ2PzOAtxKgCan5gF1o68TyR2j7retq53cBTwivgtzIzxJBrV/wqqsr7MhCYYAsDz1IFte2ZXB4iPTvV50hsQzWhbTfYu5RUpbsXTNPQALE86z3md+4j7Mig5nYzOTjmJSD4Hu8vOBM59h2zSn2C706t5EVipnakIr704DA/dUS1IO49Ld3LR4Z2EdVsmi3vBRRupo3tYRUlcFMGAYaMXJBzCjzcD6nEgDHhAtAAviurB1E//RlZ3RjALywKUBlR375ndiQBCTjCMEVGmbXnIexafyBxsAq9PsUkEydjN/38/Y/xSA6qscFb/7/Tw7GvnXAYdW8rHDbah8ACi+kIxtgV02Zytsa5tkpq9mAVXCk9AGYA0fWi0SVV7ZC4wR/8YLhwGDZR5TEWxJa/SFVwFpJJU9uQDYdrP9ukrxZc6fB7y0iI9NuUVlJmu1wLYcJuba4Tj9z+denMRc26LfUQ1cZLdrdPpMybmSnT4jut9TE9XwsaFQSDU6PmpD4f+cHwqFVDppgELhBQltrIg0AAWEBApLh5VbULjx1RRsfJXXAby7Ngd31xoYmpLQZkNhFRgUbu2NxCYt7QJmUJhZyqCwLLE5NmnNSWqwoHB+ZwGDwpyaBwwUAryO3yhxcwVQ6Q3AHAKBuk7dEgoaIt4PUFCzkPSMLvC6USBKqsgkithrSV/kkugmlERFYkpIn2epY0Gh1Ezp9i6XlACgfRcy6k1mbnVvYsyqqyUzwgEbCitTN8WSbJ4d/iGeHc4LF05LtN9jZddxEnwOITTDdLno5XyTBHkAo8fZCTTye4Wqhf+usOlSNWmJeocxpfB6hlMrTsHUChMwN7VmIfI/DKmjSc8v/dkR4n7urLHLtADAIJLpfFj9xotvAipfUhMAVRz+5WDSGg1lYaPe03QyAcD/NAGFWWrSSgUwJZj0d7rETABwXhGw5YiatF7aAxxoVlNMVxaoiWpclppiL3wCaP1ATYACsFH327/jM89Xk9bLi1R7PtnHmdYyTIeyFjYSEOyqVd4Y2deadkjqqlVwmCj86y8OVpPT352cxdDprycJhCcLK0T2BQwItbWQFu6NdB5QMEhVCwaE2lpILRH5cd0WDEbevZQtUyikkjDIet0CuGfAEWZFjEGhuFeum8QhZURcJ3MBx6Aw05SfWBp/BgNBAMg9OgJzkowlUEPh/E5zsb410qBgkIrGDNU9b91MZHcR3VeYFjCeG2m0oHB11nS2PL8j1wLChSm1FhTK79XpezYQdjdxKEwdZSc95H7luFA4KzrcAsJJPbs4FGqLIbFyNWdfYoHTQZEkdGXrCaFWQpp1LWPqLt09BHcW1rGxVV1pVsLLxh67IDkraRN4dFecbB6YZrTlM9c3oJJrqGVw66YIys7gx78grstyaZe0/llZDLXSxwJ77+b7M+5ZGwwlSLTvAnbwuqGrS97H1BpRnkZap3K/wqFUWw1lAoVMejm0MgaGAFApfgrFF4LHgurTYCsZawMgwy1boCyHWtqCSC8ta2CVrPm+qNGuLYgXktyNwRkAvi3AUMY6b2pSVkMtbT2UrSxrHuHLb72srIZa2no4hYDh3sV2BnS/RA58+v9Dy9l0VNtQ2CziQ5318LMo50p2+hS0NsgQ3U58K/rpeyiBwrrNwCDSHzS4+ERHPxobiuyYo2beViVJar6hrG/5ID1fgzizZT3qIjkl6P1KCwFHuoLH9q1Bq7xxqj5eabNJlBgTr+LCHl5nbgDjzu3ApkZjpvH7q/I5FcmqbgYteTJynbraSxAEgNFxUQw+aqwoz6YpC9KULnLzC0qF1MWpALINARys6TJgVxXAyhgCv/dGsxFt/Z55n+BmsT5LWVYm1ZrSIsv634xZCebmWtw6JtgfFVg18gNzx1pcLLKD20h6ZVwqVmcYt9/UZgWN05JMDOOKNHVTuDuqLKsLPPVdtyQUxbYZ0xBE7lMLU1ctL/ujXfypapu6AhMKoFuzze95lX13AEDLZqxPMzeySQcDC9VuApw652OSiSGNZn8ZO3tNbOCYqKKGNYnm3NXQfGGL8vnpNnz5vQb61vj5sR7G9AFCx7Yu6FL7qoGzgvR91v2LaZvDKxJa8PR+Y1V8f8ReAGD9i5d1qnOXnh9liS2Y1WZCEDQo63qNK1IM3FX0KojX+z2/lpRCOvo2B7OTg/OKQN2MHvVwszwhAIQXguM/iECV3j7ftK3E5vuBU0gZqrcfBM4lSWVVxB2aHbyndl/TEjspI4CNJBbvjKBs04sKaiuJx7l4LLjXQYfa0twm/dPTcYj64XAI+T7vBRBHmXgdmIv48aB50HsB3A8gkQRXBe85WH+Nm8k53FQNpJHP0g95FNC0e1+v2x4ky2WSrPDqwEw6JoDEnKDDSi0Jo9ChJjXB71yHkw4lSSv7gv//WGKhbdnMf78a1huMaTZ6+isAgEiOzLhx+hTkXMlOf2OtFWVDqEtGq26zmqiExSCyYw6Dwppv7LShsLfNJB9AAaGGwtj7dB05JhRqjYnvtKBw3LkdGHeuCbT3+z8Zg8LYVxNQuG7SPgsKR8dFMTrO3KSfTfswBoUxJeUeEwq1qnoTGRTeG82OTTEoTC6wLQhEy/qrmKRl3epCr6GwL83tectkAaeOUpAWgJqGwTBpKNTSUEgVg0KtrloTs6Rb88WJDMwQxaBQq2VzzNo0qVXdnGJQSCWS0qPZX0Y0m8fCaSjUGhHfxSyp69L3sd7MWmt8ngG6JqR7yoLEaixINDFbJfHRWO9nrTuTuXXxihNacMUJ3LwzOt6uk7klgEwdt7gs9RCWpfIq2rLLS5gW5gYQri36Sfl2dqu0EgKY0S1K1RxqsraJaXNgwX7/QTW9HQDnqz9S0/HUGZwzKcG1Z/xdx9y0uExNAFC5GUAumTQjnRlMVNpYrK2NHzapiaoLJmEEAPYGE4CrVVtqnDpITUdIJMETMpv9/mo1abU2qQkwySANLzPwYutOCh5yjr6jJqoti9SklXuZST7ToSb5o9Skn4f31Rgg1NosYjrbd1lxpeh/vlUwO1pnVzZw+vzIWQyd/jJJIASA/eJCIe+NA0Mq93dUWwHvNcW8aDS1ymhVxXGXRmF3jbUNkngkOLWiaFGrDQBUeDb8VKbwhJCDIW3ZKAwCwKYemXEDTPH4Pq7yZfNYWO3nnutOs7aJ9vyKLWtLIVVlj33z1hmwWjurk9iyP9zuOhLWBcPan/52/2ErcUi6nMLq4B14hC3WjXrY2iSnPaRGjFVySLY7tOMWo9O2s+VIu2xrAlQl2yVZpAuYWu8AY3mjWpTE3a+zo3ZNuLw4u1xNRTc/hxaKmowAMK+dn+MLBFiuD+mZPS/JbruysJOXE5q/+x+sbXAiBzAJg8vXhvxPB4aAfq2I+w2pJ84sdADQbyJfzgppFdIjs0oQsxzGFFJj0Grht1Ush1XmCakTCdFH+fEKe5Ma4cKdF9ZbW9ScRmZIccxhovbjTrsMEBrF72JySGH47aJe6x5xgPISgYN2jVgMEwdF1LCMDhN1U+Gsh5+inCvZ6RPUE+T8ygtcCfsCGNQ25/ODx/ByUnQsK7BqRYILHIWN9LFYWmRcydMCi0d+A4GUrFJWGLdqqHIXFe4MLmpFgfuIuj77TUKUnBk6u3dZnCm8XNKlXDISBufHq6deGqt2aZCRqq0wkzpMfGJd6jjk7DNt5tYMVhdt1mt24JUsk3OVV4S5bQNjyzpOkmYvr+1OZTFki9qCciG0bAi5Wa9PGMW6rqwWmbAaDGmx5Yd3qxuwPzooaqv/N9oS2Ui6vdDPzbsai1K/GlucE2lgPZqn9O6yX5N2Mir7G+AoblYdUmoyz4uN5W+7nsVE1iGZl9zR/2saj6b3Vcdb6VI2+rM/JEB1nnGzR7MmsTIx+R3bmQW2KniyoQXJ8+K6kf+mKZWz5nR1zk1JVMd0frtxBev/Jc0+LvXqYi5lwLiVr04yMX9rulPRSc7dLT0RlJH11MqordizxUOPBsR60ntZWxVpaaUcdKAG5v/2cGcWc4OX7gjKBGmLLgBE8jG92zwsaVimltUFL+YCo4n7sfYZbk2qJC5NfYrpLieDg4cabT2mMbMaQPaR159yF7didjfx9nH0HNwQWL7OJQ9TDz0F3ECW3w+68ui3fDf4S9mnDdzPpk8xAYetxFL4VGA8uzo4fRaRwuS6hd9iXYpT77722KaSYxA8VG0ZZ95gTNNzQDWxDGqr6gn/pP5qqyEN/y15Adj9E7OsrffvkOtofyg41NKQqA//twgg/jZ43bcCsl2r2oxGb1APYZE/nWS2vc7dtv+GcmDo9AnoiZDzSj5ExsFAIaDAMEu4OWXAuYBCAJjdsoJvEwKFMSDUGiisGwIKASASDcmmFJYmDYRaYZm1lXFP8wFZEgYAEkXNiuNAIWC7B0OhUPamFRacmiReqgWw4VC6rJcl225RdFRzF3XjBuuzFw3nbuFQMBSvqRwyny0XN69lUAiIWFIcAwxl5mwDb8EHwN4mpEvN8T5bx99Rlbw9mi2vOX1bDAoBDoaAgkMKhkC4VVGWRlrdxS1tYe5jCviADYcAMFckp2zpifQJhoCdvVy642oOhgCmx/MyM0nw+wZDwLboVT5joBBQYDjYtnRbCQ+Nwjsw1v7fIk1YtORvZ8PKvuEQALaLto3vom84BHjtwkCtIiE9LSTT/BbRsnqxbIU+1ra8bjmTW88tOASAAeLauGVR33AIAOWi9aeEQwB4SFzLvzXKgCGg4HCt6D9vn54OEP82cmDo9FeSLkZNL2I6+VKHqp0QwIO28GwmNwJ9Md8fWKAGB9bCwGqw9ATT+WT2pgBo9M1bWwh0oeO3jZUHpwSWSN0STbuh/6AC2aPXGxdhS2AtyekMqvZXBAHYY5XVYGXSObFttUtZJzdke8q1tyIoDVLSETQ8pcCkgVXf8JJVlnJVntoX5t7+IBgreg+AiSXT8DkmpD/vvc3KwucfCdxmQ1Vm4ZoU41ab0qMuxqvjVdaitjxqSGsmFqPCIFv18S5Vn29O0L+5JE5Zo+ZFTUbtokjgCo4LXKVbbwAAeNnrAQD39FNxnDRZ4qkgoWVKQ3BD0O7ZwIJX2c/AhO5hXSMyf2NwtoPAvz6++mavY8u0e3EPubHpwHydzBIcM22tljAIIJZ4MilOAZN2q9IyNbGC5NpaqM+7MerBRnegoa5l7cbVAKdrYJb2Khhf0GvgZUGc+j+uj1PnlwRDaiWMBtf5Gc+r/1fVZco6+3hQd5G6j3Vh9OLAkjzVVw9IdQnqLp3TZjKqa1JVgfT8gw8BMD2TS9tETCcAHFDnvu5P/lBQw/LewCp9E+kNnr8nsPLqnskaROoD1+aqADKop/HkAETGBQ+bW4J44TCLYV5gXtMQpJMw9HmzigCfdhPPDK5V+jqlk2xoV6XdQbxj8LvGu0FIwtignuBW4hHQDgTdcEnvng5LJp7w1uBZMk0z2+rgb7ArtwQlXRf/o3lNDEilBTE4HltOeiy26Zh3A/+0zuqvDKz356jj3zzY9F7MeCM46NqJMzbYUe2qf4GAps7A1sWyda3R+4KHMNqZZl3wV0dD6P3Wx4N4x9cF4cCT33O38k9ILvnE6a+gZeI82gQDhVonCGvgZmEd2F9toFBLBCbP3jTcQKGWaM/EoBBQQCj75P7hRrbY4sfFoBCAAkINhYEoFAIKCDUUaq0Q9eIsKOxpOyYUxvTBjX8xFN7bnM2hcOgtBnBCpKEQULGN1HKXEcBIYRx/wp9DbtxhljEABgoBYPRDMSgEgNsawwsyx6AQMAAXqLhRueyL40Nilo4naQGSMWeAXYxZHDMJhTt7k1g2MmDH2uXFdfMSNeljrZhY2ataS1r06v045tpdELctBoSx1/QeP6YzIp6FC5/hNQTl5wJApfieOd12nKFU6eGl4SsO8H7HD5HC5rdGwoLvYKAQAIb/2EAhAEw7Rn3FcQT+xohe5UMDCskjLuMjf+CZufJaQvXwSjVp96lOstlNkl9k683TgvNJJ8+MvllNVNrtrCEpLpiIEc6q/T2VLy6eoSYm2TWwrU1NgcZsvwZjtl/Dt+kVv7PXFqmJqHmCSA7ZLKyFF89TE1W3eN85Y9VEJXtPi/Bz1AQT0bpTPza/OH1CchZDJ2DjP5j4Gi0ZrJ0N4EwBhbIaflYpUEky6NIBFIqI6iPic05awpfXCsACgPECjl60kwrqruNNSnPKeaGxlWfsZ8tlR3+PnETzvk+lHbD6GZe0vRYrnQJAxTNV8QtsVRG/iTzcmYUF2w28LBslMgoBbBU3aw2DVH7y7/hAUi7WxBtImtL5DlYn8eQYBsUw1k+zLHrrAnhcuM0XhSQ6eAd58Hh6Mn+f5s57+Av6TeSJIC3vAYW3sU2WRrNicaV634srb+DvIzKv1w+5i3UzqYgfhpLaZWJnOWzUDOC9XwFYUCgTNajLVSv/A943uOpk7i6TyShh0la7vjS/h4OwzF4GgLLnefLSwouOsOWZSU0sHGLuU4OAfxA3flknsLOWxwAnF9iJQi2bgaOkJVq/SWgexElGnoNWAtlbIWD/gQCO/xeSLFEtfvPy2iPCK9CyGXiB1FU8MRX4o3BpfzOko4hwnePAg/Y2vcS9/7P7bVepKEaAs8BK3Oz5AzBMtqGOgLvXJwKQh0E8g7MSYEB4wtguPtb8NTtbOGOFSA6ZKIBwj3BTN4GXI4tLBHYKgpUNpUoBiPbo64THeW8jcG21u63/FeVcyU4fQxsDn4aGwnzypP1yW6xPKwADhaRsDHraeLB35cu8ZI2GwsfJFeDiVN69oN8k4NcEBkcBuIBcjHXM2L0t70AAACAASURBVCvkxtAF4DITX1SX+1Xk/AcBQW0UPN1A2UpvJMqO/j62rKHwqaDcSjp6FQhqaSDUoKGBUAd1A6hKLMDDnebmGQNCcnNZll7G2p7NTGrCvW3kwGp2C1jLTw2AsD7wO+WZO4gGwymd5iK8OukMFmO2KEVBwvT1xj380uR9MTcyoKyG60nMYXVvAg4S69fytIPw6sjNIrhvSyAcT/rprmm7T81Qi17zOwoKtQpvw1KSfa3BUMNEceUNqCx+KLa+eN+/AlBAqDWpZxcq4k12rwbD1Tnm/zK1/hHWF7rGy2Txczo5hFrYFnZkYz5UOqmO2cxvf9/s+967WUeZqoHKxVnYoZ6gapJNgL3OTKfxgVt7kjCRfF5GV3CX1Ba07IvZb2u+ryxgtIzN013pKGsgILzxR8BkY1FbGFEF3SnYruzKUGCopQHxffLANvJek7Qgk5AABYg0dvPoG8xKq+GQdpKp6X8p8muI5TH4zdOqAoUbR7H/E9Y/xa1UORejMtFYn4t3zeHW4SOqaCCrhxqt4vuq4fBEcm3bHxxn/TMqC2A88GzUDfmu+nhd4E+XvwLU57eRTHZ9nH5G3MuDgH8iz7u/0a5hnWQTnIp7/mC2GXY1jPtVAyLlvhcAfJM8pDZIUxwUKEaIr7apnF+f3wkScMgzdPPtO5DxIvmtN4AXWP/qPFMLEQDeCubps9PQsbwo/c53gAkke3pxEEJAs8CPAYl7A4eGA8S/ihwYOv2F2kiCk+tCntDfFU/Xp+fa28j+qjXCOiaMFBYUPiHcRADwz+IJ/U8hFsSL+4BCAPiW2A9RxmR9P/noDUxqEzsrXZgiYUVCIQAsaOWPwDkJ3PpQ383j6gCwZB4/9XcGCLXyhGkhpDRHYTfv8FL9FreazTyb77sEw43ddlT84x2ZbDk9/thQCARgKN28ojvD0jweWR/Wk1pKlgiyrLq1yxgUAqawtFa5zxNDShNC6vqRzh41ScM5FAJ2KZzMUrZIwVBL9smWFtyMrsPctRriJo9GeD/uyGGRpCWsqgsjl1oWz/yVIgSjWFj+dcZ3X5LWKNGdpnnQDAaGYa+pyucWusLdvFMKAB6GIMAQAIrr+PePiiSLSF1Izc1dokbifnHevQMDhwDqxtqZJDlbec9wq8bjL3kfbgmHAPAbUUFnj9jVYbOsj7VVxMMHLECUcBim/xa1CWUtR4B7jCQcAsAasVwo6lnKXtgA8IZIdjlsb/IoqVjm4PD/LBdj6PQR9cZXOBQKNY/fhObxPLCw6kZx8cm/nkNhT5sNhVSlwUSh8H4BhQNxfCjMBYNC/McPOBTqArZ6vxML7Bu6yHSc/NLQPqEw0jwOkeZxbHV+x0QGheXdyQwKV2X+ow2FuwkUdsEqkvtszoccCnvagKhw9x14BDjEb4xzPR7UU72377649yQfYa3TADBLFgDU+RxgZ6b0UbQYwNpoKrz47/PBXn7zrRkaUm9NaKfIipVt6OT/qaT3Q2VpI5ravp4tL+0+Ti/XqnvURJT/tACp90U4REhGev6+kAxZocx6/gATlVns3U12bUYhL+GHbDkH/MFhakIrs/4CMIkFWiIGb3n6tD4/EwC37AGoHHA9W87wo1YssVS9SDiaNfgRvkGj+B0mZKHY55AvJR/OaFkkAOo3JN3DV24GvkxCWk4Hi4XM2Xw5Vsl+1vI60lnDC09/+zKAlqk8BIyQ7fbKwVyswwQ77VkGu+rD2cJFvncXh9LUVF7S5tAG4HUOfjPyxHX16+LB+C0Asi49jTD5n0XAe2Vq0ioSRSCrxPGp/ROwQ4DgaH4OoQ281aDQowUe3j7DxR9+GnIWwy+C3hBXoLhErCz4z9hiWUUxg8GM34xkMFj4TqmCQarmt7n16rAIKtkA7joYeZ0Ng8LQh689aFxaAPCOgInTfwb8BxkTIAgA+MbLCggBFNY/ZYHg+rTzMfkl0x7PP+d3WBKZwra5jRQPjqb8Gfkd/MY6TsR9rY4uw6pMk0o4qy2Pg2ABrAv+szk8EGnq/h/y40kBoXCeVQR6bh4vdr2qK51DYS0wfrwBvjHxnbgn2dxkH+/KtIo2b+hOiUHhc1FVWoVC4crODGYFm5jQjrVRDhl+2otmIYBYCoV3d/B4yjmRRgaEI+K6GBBuCtq5aSisSD1HASHRaq+QA2HaKAaEJfFRVuR8S2aVBYOoEDfPi57iQFg4jwPhsB/zxKs8Do81Q39gWQyLGkzC1dHsSuv4R1rfY8tIyEJzpCi2mAQfyfXG7ed3/xtyko21rw6PoyKNV07Oi+tWNSIBk2AwiljDe9qw/BQTNzijZRUqMnlWBDveQWu1ykHGSlvsibosDS9jS7/LY4tjDv4nKgZ9K7acHRT11pntyw5cb0Nh/vXsQbLSG8A6EOXXPomlWdfHlmcmNVnldooP8oL5+PDXwFnkOkU7eDx/JQ9hAbAshYPMtMQWHruccTrQSmv/nQ+s4pbDn4sezjsbgN/Q6jiCP/fsAYbRXJJE2HD4+o+AkcE1qbPGfoBsawNoSPXZZRYcLn+bAPUGGDe2lgx7bgYwgbzm1JXcEru33LYa1gtYHPlj01kHALY+E+sYA0A1RiDRPI9uMj2ntc542932/wI5i6HTMfTKqXw5KZdBIYCPZiGkalzfNxTuBYfCLhwfCq/4GYfC3cL98ww4FAIcCidcjKprdsWgEIAFhd7r1zIoBMCgcHVXGoNCAMeFwtmRRgaF06KvcyjMR59QeGnDEEyt/i47nl48twquiuc19MIkLYUUCgGg0+fXiDFxdlIDtRTenlpnWQoXp3Dfj4RCqeaC7x3XUnhcK2HVrcxSKKEQOL6V0GpTJ6FQahCObyWU2fhCx7MgZtYXh3bSYRLWQ12sXet41kMA3Ho4diLwFZH89ZdaD3Mv43FrYRKWwyW5PPGovjcehcRUZFkOASvx5d4oN7/V5H6NLUvLYajOFPBJ/4dfVg+RdZkGrGe1c8hb1ZWOZacTCGt+B+gi18GGl4HJ/Hh+/yb+kZYVsQWmDBiAYbI5TheAdeJaSEExKV8BKj1eqeJ8f30llu8X5/NgQqcTYeIftWSSeQa4F+C9Mh7LWVRqt0zMFqD4USyIRNeOA864R7jO35wOp09eDgz/nhUGhYMXxhbLGh9DWeNjbBP61F1YeTMKK0Xm3maRodYQAoVUXTC1rQDlthHXC1xCso53/0hNjYSmngF/sh4XTFoTLkZVsQn+LuyqRmEXj2/yoteahXwyBVrdlYa1BCA6X/XQ+aqBqYNrEnBwjbnJFsd1xmrEaU2Lvg6v0tywRp/I4euC9DYLCv1mc6Hz4lfAi18Bv8hkDq4arpINVg39d/P9ch5h71vek4zxwzkIbqwyMYTFcccvE3PQTwiPvQs0MZ6/fzTxafjJq2LLO/rtwY5+e/r8jPyWjWx5SdvDmNpkIHjq5nPZ+ozdd1jvURlvoG9W9ymY1X0K30C4sOuFW/zWSAOW5ZEbazTE4iK1Qdyx5A0w9zIV6N/EfwsypvCmlEb0pXnxF2BevGkz6FV/DZkf8CcoCevLSMkYAHigMwsPEEgqicp6U7CKfl/zrPkhtPhxKO8RMae1In5OqAqpsW4xWmM8Xtx7vSiwTrUMrwKjQ+KNhWjtTJntfG+0f6xLkVZ0MIk91RZdWmx/YJmCQwKIOe1bLDiUDy+xPsqA6q3cJc4P4SL9/oVq0qo7qqaYysHgkPV1DtQ8kMc4Rk9+CNGTTaIWUk7kcNgDk9gGABufYXA4I/+3Cg4pIErvy+mj1KT1QZf1+7IKyrcJo8JI0cJv3TNq0rpCAKu4LuOXuxwcfgpyruS/N0kYTC4AksgvPvVkSG3JMReddK/XhsE9IjlFuD9olhsAFS9IJfqEohkcBgFTmBhQUCjvRTIuf5wIfhYB9F7TeXy9uPcvHnWYdQd57s92Vwray/WSi1stEFzSu4Ytj+m9nC1vbYvggnRzIV3bJtyuzdOZdZACIQBg+5wYGAKwuqYA3MK2cXeKulERXT3M3IEWpxy2ejlX9iYxy1Wn+FUd9BMYFM7qlnUogMpkc84Vd+1k7k8AyGh+i79AlEpZnTWdQ2GIRaqyyLQeLO45YAHhss4nY/NLU75iAWGexy2Rs6pE/GqdOOHiUjkQThUnYPM7PO6uVdR3yipFc8H32BC1Rj/Q3g97++9m6++L8nqa9+7h/ryZRRwKH27PwlOZxmcou93clNQUDoZE3ovGQvjYpTVWuZnZdaJMjPjfVCafiiTPnDSFIUFjS7rMeTspvj1WWD0mmqSy9Tq7dmfOxZjdaVzoS5P472RpTyGzKL6fsdfah0gvcXd7iSrLnOowicsbuxJ1KWPYavr+I+K6MOsxkeAh+yqvEcupYDX96uw28Mi5iCxsASAasjSfx7+3FYrwznn8Be+Li97Z3EI344QnsLyGZFy/KqzJtQAuFF+sXYCffEiSywXif/knYTWcfBkH2t+IGjYA8HUDhm/ftgtnLBXW+rNEQpaTlnMlOwH4QPRTen8zh0Kp+FQGhQA4FHqJ9g9dQuEAAWg2u3CdPJZDoZfIoTD/Og6FP5inJioJhSn8iVJCYXoSz2QdPSzKbqIHBUTMOb+BQSFGgkHh+IQOCwqXJZLahamHkBfXw6BwTYcp3ZGe1Iv0pF7uMuZdrgAAS4qENbec/y+qD4v/jTAMJg3hN477OqUfCyxuK0y0C0ioxLGX1rdb2vkJUZXOwaIq+0re9k22OQSHwpEVwywofPgwdyPOruVW7fmHudVi1j7+4FMxnIdW4PSXbSshVdYEKxnDavvYVI4M79jPrjelNFrufQmzEHkoD7fz7+kfuYAtL6UBWlDWQwrtsgYnAIyfYqD/mp35uHkXd1c358/kLxAt5oqruDt7VY99jrGXy+8oNc62Ts7r4slANXE8y3x2M9+nG9p4sXIrU1lavYBYVyQAwOYy1hkGABYmGXjd2ZuI+VfXqtIuWvLhdwp4sec2ADeaa3FODpDzNfGac8lvYwwsyQcsGcNaMpI/aOAUDq+VJ96HyhPviy0v338VMML8tnDulcDlpOxOLrBmtDAKpApQlOf9enHSyvqTe8G9SuvE//ufrgJuug7H0hn3nIi6YQv54I5fhG/s9LHlLIZ/D9JAqDNW3yfm/XOuA8qJm+b8n7G4oi39LseY6Fazft9iDoO7nwEGkAtMew2HwddeYO3oIs+Ksh0tUDColX0Bf/99wYUjP7gYLHrQBsENi4AzyVNidxMHkkHTMbvH+JYfaOnHYLClKg6jhxnSK4jrZjeoTeuSFQwGuu+5/qxN15zhDaw8y4zOVxkIamvCslRVAGx+Ry4DQa9X1UXT+9TSGGeB4GMXGaCakdSMJYH1SHcuufJl4yYrKO1iUDg+rx0btxNXXTKHwrLEZtbPdlJ8G2qIlXBnbxJKiVVwfXcKK6zc7MdhVgO5YWSczo5/pZ+G4hYT59eceTYAA4XLup+1gLCw/ilUZRuTSOGm8zkURg8wIAQUFGrNHN3EgNDv9xCz2i3M+T4DwmWDfsyBsLeLAWHJm0Ws7iV+FcTJnRsc58xS0y4MMOVtdMbrNvFABQCnGitms+/FQHF2YPm9lfQzTvJ85irN9npw7yZiMcwCK6Q8M6UJy6rN8Vp14mOY1vVubHk2zmHvX9zxHgfDwnko7TW/441rUtg5f/+Jh3B1EvV3Ahk1D5t2h7qMEsmSryq6i1mkp8U3sC46S6L92APW1PhG7qZOH8sfZOtewLxMk1Hc4sexuo75vXUsaaU46VsojTe/04dSD3Io1LGPGmaqFwOD+nBLEuipS1XXlxzfWDvndxZg4a+C/dU8PIS8Ph38YW0dgMvI93uwFiDhmHVPAjkLyO/k1XI7FvsMY1FrzjiTJXPdmVyHCS0mxrpix3Aep7qtDZUzODwW75oDjAzAamdQWSCbtGj5481Yc5WB4ilbL+bX77ZtQCf5khFhaZ+UxUvdpJ0M/IpYDYsAFoUw4SpeCumB3/IC4uediLpTTVmknD1BH3b92xz5XTjF5OoYfiFV/SR3Ya35kb2NfEC/UBTXkhYfar0D7DINonZhdOR9bNkCw6Gi1iEpEgwA6BZxVwncnUbry8VEkkpm5y60VuvesQCs0iwAmOtrkoidA4D7dhurx2Mj7fgzaum5YX8e3ijg8YyljU+y5YyEb7Pllle5oZ5CIWBbjm75szDDygB1WeGkA0g6xXzH25PtdmUjyA06R8TCAbyDRVn9A9Z6DCSgLs8RALMSjYuS3syPpcID/LyszOcuKAqFAKx4KD+RJzigR1g6hfu6ouiXbLmkR8RHilaKlntTWgy3ifALADhtlT1GVNnDLb53R7nr+OF3RUKFaFAhLYYo4A9UlREeNlK8/Vq2XDqUW4M27uNxgEdPljEiIu5TehPAY2GnJdrWZtoLemrD49Z6ZBtSkpZCgMN0fu2TVj3FGSk8RGB5u8g2l7UijxdfKi1i8nr5CxEwfdt24DlyDZTZvgCQQU7eXXanIZxC4FAm9gEMDucnXmytXt1tvCEVW3Os9ZVn8hqdVqvK+rVscU0GP9enfCDO/UYRZ/im+MArhev3YVFHUebWnSMshk/x+NO6ufZ5mVP/tFlYcytws8MDOFfyF1ASCmuFu+Sc6zgUTpzHWx2ljeJFnNu2qUmrs4bfTEN6xS4sNBf2yB9OQuQPAgqlx+YNfgEpHzSHrxfFarfk/Qtfn3c1g8L1g3lcYXlPMoNCWYR566EIg0IZo3N7cj2DQogwosK47j6hsLRpFYfClBMZFGZ7PRwKzwLGT25nsWXVvYkMym5ZPZAfxw8B8CRcoO/kYKzp4jf8Bb38ZiOzeq0b9mIRFySL+z4hLuQim7awVtRVaxV9iUX8HzL4zbZ4P88iTh/B3d+L83m2tCykbBXbHcitRLItoBUveLKAC1lA+FhwsUNYLw7/gS3KeL7bRb/hdWftY8vZCRzgVw5fzt9flHwpBn/oWlPM47dk+8MRQ3gMrdw/q7afjDdL4hn98ryTD3kLM0ULRHFcF3Xya9qiI9xtLUUt0ICqILAondR+2f8bYAs5Vw88wrLN10dOx/rI6dz97iUCO0gh7vZdwCFyPn/3HWAWeai55yTgEuNBQRTA2cIdO4yENpyYC4zh53vzaBJCMrAUGCZ+X2+bhI2FXS9gYRUHL9rrvWR0Ha8fC/sBYV47f8qq6XcRW5bXUStu8Mxn1KR1nvh9dFTzONJv3szaEe75vZpi6qzlFSouOV9NgXKWFCNnEy8xxv73U+4F7nf1D/8vchbDz5uqCXi0buNA+G45f9oq/63d95Ka9Xu7OAwCPIYoWtMnDN4aqecwGAGHmJPGchi8bB6DwdL9d3EYbHiZweCYvd/jnT/qnmcw+HhnBsug3NmTxC5iB3vjsfWQeWQfl9dhwaBuiQcAg7eeaMHguixzc67sScQN+w3UvFFQjdImYhXyu5hFIaPrcpaZWr0hkZWFGJ/CrZXUwpLu9SoopKLcMAl2MVyyPukUH+OFNXR9/Cux+eUJJZjR8QpbvzplUgwKV/a7BmV38ixP3Ebcyf0mAg8Ia/B0YY0mJXiqcsssIHwp3WRoR/b/2gJCNJn6et7hX1tA+FMCNnNr77E7a3SQc/vAbywgnJdorNeL4t6zgXDHXAOFLZttIKSAvEfAs7QsjfyFAcOB/4CKbm5KkrGespTN5DeHInu0OZeWphxi68t2zwAyiatbwEAl+qGalK5JEvfNee25zFK9Lp1DabrXy8BwRqWIBaVudgCrBt3GutRM6eHHdnX8yagIfrvzjz5kH9u0Ufz/Qc4FAKgZcquyGAaqyuXf9472XFZaat52XggeY37LaoPKh0z6sFLc8R6wfa5ZOfJe4Cixkg8q41C+bK6yHGo9dxJwHoFDeZ7t+QnrYNM85vdsdcbWa/hD/B6RwX3GE+r8DjS/cCVmkjCA6W35qKibbbY/tJL91ipPepRlsi9KqUUNKUae3/gimvsbENvYnYwpreT7VC/mme5vXQakkf+n6M6D5AL2gL/nW/ez1cO+AeBMYpWUMaHPvQxMNu9ZN24NWoiNq7D+KWU11PriWg+dxfALoWruogy1EmpFa/qGwvfK+obCotv7hEIAf5mF8JzT+7QQVkZODrcQBlofOT3UQqg1Kb491EKodUV+C4PCFj+OQ2GDgMLXOBROrh7KoBBvgEMhwGDA2zHNKldCoTA7Yrtvqe7t6DuIH8cp2zZCZFBLzWh/0RqjlsKy3wgolF22JBQOQZ8q3BHS2pBKWNOk/DN5RmZLD790SSic3MzrVUootG428mbdto1bCiW4iDp7VuvCVOEGpdbDw39ASQIvZSStczIEQloP8+L6th5W+NwtbSW2CG188djlZAAgo0Gm2XJFT+DdRaYdErUi47hZe6pvrIeW5RBQ1r0+lL/3x32uL0tq7nN9WCIOVfEaU4ycWRABYMetqMsj/esOCdforCWY3krOl0u2A8mktWHaKKCBuGuH/ZjVis3Y8g3cR7Kgm0c/xl8fZkFcZ+JjQy2ItO5siAWR9g0PsyDSdocfyYJIJdspdlQz6/KwX/Hf7p7fAzhM3kOcO7jkfPZ77NN6CDjr4ceQA8PPi2TmFXniqjt5OepOFm6lv0S1f7Ihk6r/BWoKNP/ALZh/gFwMvrJBTVqyFtU53BK0vjsF67v5jYhm2K3uSmNZw+sj/PWTXxuKya+ZG/+k+HZs6TUQmASfQeAV+S0s2aTFj2PWqhlt4qb/GrBuqrkRzxVFr/HG/2fv3eOjLM/08WuSzEzOCUmADEICkiASUKKWqCVUjVqj1uj+GnogVqF1De6Ku1/jbolf19hW3K7QX4VujT2AtsFW0m7BVeMpogZbg0pQCCIJh4TDhEMCOWdOme8f77zz3Pf9vDOj222rLdfnkw+8eSdzeOd5n+d6rvu+rxsIflHlVtYkL0FNsiIGtn0VyDvXWNi7d9iNH4/KhcpyBrDS2YdKuyplvNMhEwWBvCsJOYjVVvi96Kdb+mujPyAxz7JXLwCdFALAZUQRsyKFNFdV9n8G0BKnE9Mw3E9qfZYpJCkEgKuH1JvQSKEwcZakUNq8aBsmGSqWpNA8jkUOBbmU5NAhqpglOexN5Z1RKDm8yS7LYnVySLFo7zQs2jst4nlpKA0YXVFMNBb+l3aekUPXbdp5bYEPofbU9yzzVBniLeykCLR0BAFWXSt7vAMo7VUqXOnQy8CCn3FyeOHrrGVh9s4yRg7dE66He4LqWb5p7ElODgH0Okie7NS7ODkU76u284ucHE6u4uRwP5j9DQrByGHh3q+hcO/X1Puf/n1ODkXqUEXHV9lbcfl74PJzj0zWC3vvcp5XO7SLeRp2FW9DVzFZE+w5WsMBihnfmYkZ35kZ8TwS83TlkSD/4LeRf1CZ6TfecpQ/YHeM+e8sGM6Gkj/toIRQhNp67XxFzu4Qiluq2OnSXfi5/6aTQdpT9OhPGRlclf5NTgbl47cs1AlEpnq/qwteZKdqxt9hyfEyf6km8HtGCCkRBIC7LznNjjvGHexYhoypSe2rqUc0MvjaVrVovVl+mJHBnScTARLJuvcWngu2erwFtn2kY4T0MS7iCiHNJWv0pTJS2BNMwBMeRTy6nxcJ/mMAZH96yrtmAHMuUIQjyxbgpFCGa212PuH+VJBDKWwuEpP3YZFnlkdCXq7bdVJIijg8yefD2UbymWZ+lxPC2aqyGwDSzhQwUlhg56roq6lHGCnsSnyLv7bIiSuKqwr/v92/QSeENFQcZ9cJIT0viY1PFBWMdPIKWBF6bfM7w63irJAf5BuHlqBaZHvG4zViuIdUBxfb+tAa5EUIl+5V3/mbsw9j0bPquhVc7UUFeb7Vo9wnriG1Ak668RKvzTwDAU5IrEA9BNMuMjorUdCCtMAwz2FNvQAeEnl40c8JZEfAgeJ4rnCVdZMwoz0HcCrT9Jbs2wxiaGK7Uro7yg6g8L1i9ly9lygLmeye9XDncvWT2jVtSnGjd1yN32zvQb6BkuNraBdWFaj7p/YML/TTPAGl89TnhR8ovc/jkzXj8i0XKoueFn8SVsd/yP+ejvGOe/m52Y+zvEAZ2s9vW8jnHt8pXogobJAO/tt+zKA2oFPFRkMq/II0Nk7jxWWVp0gL0bl6weJfKc6Gkv/qsPMuTgqz9OoziuytwtdAksJuETqJRgoBRgrhdGmksMZFFLPA+ZwUZl7ESKHsalDjf4ORQunHtcQxwEnhs9FJ4bperm5EI4UAVwhfeyeZkUKAK4RDwThGCmVl6BZfKiOFqTP47Jx1UYCRwlQxe69NOsmOY/kG3rSYL8JLUzlhOHQ5t6NoGVaWL71T/hESW5IWab8z4V7eGfW9aCRTQiozM3j4j5FCQC9mELBSCsPngnG6UkhB+7oCWuja9odqdtw8WSx8ctEeEBLtoDgeFouqUA+LB/lCdvUw3+Tl+4VKGeXa5MYFtHZ5FNGUQwBY9HN+3Tpf5ZssuehWeQXhFljli/I9ADpppthhoTRSoihcC6QPa0XwEDsut6iMZjjnDnZYekSMkyKVjlPYfC5wht9vdEPbm7tM68hCK/KjKogA4O9H61RC9mQqT6ZIxblRhNO/KNI13uJFZoPnPqwOAiPcWQBAxYBSgUsTRo0WfxS0Cr1wDQZLiOfW3uXsHsnfydsidhVv48q9VA+F2q6ph+MioTpF+CmK9a7S/SA/n0yeb3ct0CFI9lkwnCWGnwV8UlIoJ15JCkX3gsXTVIhoi/MybHFeFvG1alzrUONaF95N1gREJ5VMQRbmPIXVXrVo1fjfYKetSGFnSP1b9Ow0jRTSDibreidgXe8EXDfBmPwr7YOotKvcorXJJ7A2WVWs7nnMiT2PKSXltXdEaCsDLHdvKBiHzudCi+QsWJLCzv1qEU2dMY6hNuOWmnOxB3Mu5qHCVIyjIYWHZ6xAcx9pmPamm2KQwiWcFLaP6Dvj3rTLFvKFFAAAIABJREFU1ftP5rk5NIHeJIXufyTk8Otr1P8lKSy+x/iJBEEKWTI/AEy5nR+L4o1Gbyo2panrcncS3xxQrE46idWCcDMIUrinhReCaKRQKliSFJqWJjHIYXMyXywlObxoMJ8da+SQYPXYBKyOkod60Sb1XOu8may4AIDe/oxcrpuuHUJHIDo5pLh6aCoL5QOCHNL5yPw//Z187gMkt1O2XAN4SBUIzxcmJDmU+ZhhiG5JGvrfNuy0iniu9uDn3sHg5wxPlmXvz+bkMC7LkhyaBFEj8LlLNFJEyeEjY1nMq3D9hOVYP4GEcG9eY/wAwCs/M8ghJYjCZmnw3IcVQfSdikoOAXBymDpPsyhi5BBQ5HDqXcjfeaVGEKNiu9j82GUKiCCHcp37JOTwLKLibCj504SdQrWTKh65EXrtU3VCOJks1jK0FZ/BCOHiqbyQRZrZVoyQZPPel5hCKLF6/zX6L6lKKEJ07UmXsGNapNE57tDJoKy+VdwG100YZmQQAMrsKnQ1/eFz2TmttZ7IyS+Yz8OTnfvUonNvUZ8W8u4hlZ4yJ0wWFFBS2OpPZAnfAFc6L/o9X/xwhBPDbLHYSa/A/BPk+vv7NbVwG+ldW3Fa5Kc2fpupha4+UWQjKkRpKA69LwGFa/h5qhS0WyhClBR6jrFTja6H2DHNTW3yp2jXeG2S2ghUdnI1CVNuZ6TQ1sFV81ev5QUeZQfJAjzpFp0Q0lCYzImU4dOU8xnhrBnjeavdQtXuTVLXuCvBhfwRfj9X4Dr1NsRYeDzpOBJ/pXYxS28WrfQGBEmkX+9Egxiy03Gk2bnIz2x0XB42YweAcjs/XxuIoi7ac4AB4dO3i5DySSIUmlnKiEn75L9np4sCPK+sPV4VUPWM68U3ZXGEWJhG+/S16DgXSuXgFP7ajV5lebQsnhdbuOOyWfGPzIeUXVZaExewY0m6HyNjfNmgaCG3+V7gGkIMaeQHhik2RdqB+7l6lyI2+sJ6ij026MNg1nXsNCtSEm0Hu+ZvZXmA2ms9K0LjF5J5wzcCTBF9lenYIcU7AIChD7jKL1I3tPuzUKixfx04G0r+rKPthDBy7hE3/FYeVtBI4SVRmtA7XFwlFCGCTaO8ArDi4J3smJLCmC3S5jzFSaHY8UtSKEFJ4cJrRjgpvByMFC7JGmCkcJlna3RSuF28VaLozZnvYaSwIM7HSCGyeNio0+eISAr3uJ0aYenewRd+qeBc2idUEyFySLWQYr0vupGyVMByBnTjYIYvfzfyuV1CTesVHm0yxCMMiDVE6zzRyf0DK7285VtHInfSpebHGs79t6iVz5uu4YRU8+yTpFAumL8QfWZ/JK6LUA/LEvjCJNMfKPL9bv31CGSrvMQPuLQtC71WZkQ2HH/hS0cingOgLahtove2VokvQ/gUu78e+Rxg2G9RvBO9krjKpxeVmGgJcPWpzCfmpWl1/A+8Qo0ShVlpx36CtONqQ7XsWRUmXh/IA/rVe3eN97LvoCeYgA3k/u9Nno8qm4oKLRvhquKjQv2meYvr076OikRCUm9egwYXIVhHfszyGNMG30XaBzeFj1l4GdA3fTKF4hXe4UfOcwzTV7J1R1MPRTjZ/S2RuuIjY82eHH2ukP3VhXrYmirEC2lcLtvJ/o3jrGL4FwYlhMXHvs8J4SXbOCHMJYO/JzTxmITw8GM8J8X9FE+OT53HCOHieb1hQrglw1BWwoRw8mJWMVcz+QeMEDb5U7C6l0w+Z1q0PEJGCEkorv2cf2EPMxeSuYPTAQB9zfEGIQSw7YXQZH45+xMsyTLUzasSRrDMoz6T2XbN9Mvb9sNkTgb/DyeDe3Y6MWe+cWyGtAtCBO/FvaEk9lAUpyDHi04fCRvHj2sK4R63sUjm5aqKZAAAEYfenH2YTfwNyT2MFO7I6sJFLUotvOlznBAWEW820+vOJIZdaQuZAXfhySfRnK3Ug6uHFenenGKoK+FqRNMEOjRhuid+Da5jRCVOzOOkMIUsGKbiZxoYTwnlbZmk0GbnilrfVj7JxyerBckMKxJS2Fh6NEwKV8SVYW2CauHoGi1hhDA/zoeFISXWtTf0vs4lYWzSBs227RuMEJpj0SSFa4/cCk+hyvN1Hv4hJ2iTFytV5BlCYr5xM/AYIYr/eC1T/5sdF4W7UzT7jTFONxle2NAbCG3WUudxxT20UNu2Go12b7pyCM96FIldmtSPDR3ku2kHCm40NjylCaNMrXqkP1SQ0qke+8IyRQzrPZksJF/o+VBFLUIqcG28sdibxGcJsYmp/ogXFvUmqQbA2aPtKp3AtDsxr+Vg6DVoJJ3yugUr2YajfeLScLi1wW7MO802dU/lxgXQSEzMmcG704V2qJB80eE6IDmkZJnt/2hFtNlWz0y7CF2HwclVSPuNIuTrb3Jj2RApqskoQX3AuK/NSIFZDb80VHxmEr6G4MsoGv+Seq7k44yA3zc6Mewzaf6ebmS2jP0EDelGRXKV+994oYY5DkO+m4MXPIu0g3XG70wSSMd4xqXAJpL2QdNVrzH8B01D7FTbOBvHhf0v8crr/lbgaaKmLq80lFkgPK7ckwzzbdfPCnhHFHsyMJesjcc3cdLa97JRAGO+DsDs2VqhrMZKhl7hn9Fm58fnRzdS/wzhbEu8zyKkSli840L+gEGhElBiKMPM0vpAKjkyH4MakooWSKxfKYDmc7iCVHZchAqnkNCFzAkS+VmSGC4a4mHjOXGK+Gw7w3f5JiE00RDgVXWltgp2vO3r6u/nbOT5fhJ5cTy88+IJYY9B5qA5dv5cJiEMg4tPjBgCQEGeUiY7x0Qul0jZiUYMAWCVV12DjtRSdo4aGgOcGAJA8Bh/PAuNyvHSIUJtKUJJyBJqAB2fouIQdnFBKDEEgCNi7JaQBVZ0XVk9ztUxSgwBwOXleZfUeqYx6Wp2SiprGjE8yMParCDkGaFuSfHy3xVRpMTQBO3YAwDuAFFLhepqa1GVr5IYAjC64xAUzFDjTaZdPPIeqVYWxBBQGyUTtCd2rYO3RpP3ECOGAHrn8vw15j8nfSX3ifEnnW4u5TmrVWlq07JUWD9JtVB2/ml38p5sRb3PqAPRSjFMDE3IlJ0WEQ69Spm+16dyxUuqbTuF+irV2Ludyu6gRFRa143xqnPp41jVKdQ2en/HKiJ7SUSvRC2Tu1IpffIzFR76V/7gx4Xn40puik8tf1y/F5GNYqHK9wrHA9prHWDEkRJDQG9bqoWW/zrI4dlQ8mcNdcdi9I+lpPBzT3NSKHO4pPmuSM5mk0DqPE4KpZGsWIQG8+9nx4wUTvkWJ4USVonjBJQUPpZ0guXOSKSm8Wpeam4NcFK47UyyRiopZLiLGmEDwItbBSkUvJn9bZMghR+IB0inDrGGM4jc64cv44tjlcgDleSCQnrilbl5vo8kCMgXZugUojhg8ApuNo10vrB0nSvGJ0VCph7GeY0spmIse676CBGxdzlq9vECmspjyprH9SFP6i/zfz7ycwFYe5JvWopdavFwysISWSUso5iiPSy9z2TB1epx2eNQQGzcHrxGzR2y6rYycRCVBZHNnWVe6+OfUx1Ugnfy7/X6A1Mxq1M25lZYNcoXea3ntqiqzT4kigEodgkieLEouJsvclOjpAVkiS4ydzsESxcblaL3vxD5fcn5TbQd1LwZZ0Yu0tkgyL/8LiT2jFg1WjZQnOBhPph1Ise4KijuG+mxSZFzo942kqDj78XmakZkd/1U2zjr4tMx/fv8ATeJP/gOL0JzDbwe/r/78k6suoSE0duEcbVMrxBr2ZagyjEtQQ9K9qlr0Jr5ZfbYlmw+vmKuz3/lOKsY/plhDriKBK4EFe+4kO+aaWjWTIw2CeHofr6A9mzkZPDoT/liPrhDTdLmBEFvIpoXlpDByOB2fyInFXEObbK07Zob/n9wIvHM80tDP6DjnPvC/790KI+RwSc8GSwUtfzEZEYIK+xDvAVev1LbFmaOcDJ4F1CwUSklDgQZIewL8nZ5oPUxZsSLrMeOL6vhVhDn5YRwfuhfkxTmgBPCfEQmhOZbNnlGSAgwSWGrP5ERwraAkxHCtvFN4QrejnijCISSws6APfz92dJ/zAjhpq7Q7pyQQk+ySgh3Hv0xH0e77g2TwrR3Qm1cKClMyGCkMH8PYUep83gCv80OvEFyxi6+lo/p/U8xUugcJflHphJADXbJ+3DnPcBJ4czvMlLYHPgNU9gbp6xiFYzFWSqE/naqEfoKE8NTz+mkcA9RoHYBoEJkI4C7Q8payBqlyXFx+HS5VxFOl/8Gvqj613PFPesq1CWqxfGhV7Lx+LWK2L3mV+O/sdMInS4pUGOHFpi1+JOYwrf8nckILlTEsMmXjOsPqKKHfQUHjdZwJojyWptUiWKiZPeGCi2qj4a6vQztYiSxd/pD7L1WbiRdduaFohVUxXrvZdXVaedTwLmEcJoqUagopSp1BUst6AvGsdZ467wTUHcsREbMuTA0jtovNBwTioKhOalvK5BDVNFjP+NVuZkLVZjWnLtJmz3s7wYKVSVsyUy1UTZb1tHrRnumA8DGQUUk5yR7sGdMzTmPZxxHtVMRoza/EwXxar5L86pCnAbbecycHD0b9YgAdQ049RwjktRarPAnobztiwk5XKDyddyiyGcoGIfCI8Qdwd8PHCUbimfB88gfUkq5O/0KAAjnY9a+OxEdlymSWjj2gRFSNpGQwT/XOXdgS7yhBlfYQteD9L1umaWU0NIzjWjJVPNVae9TqMswxkXdFK7GfoZwNpT8WQDdhVBiWPyuKCSR+XrSzkGGXeguVpJCgCs0WrUkLxYYnPkf7Djt8P/PH09ChJQQhl8qCjGkpBDQVT8ZhriP+AnmijAVwImhREEGry6WlYDbesROnxJD3oYWACeG3pfE/SZ1dylWFiEyLBxJHi5Wk1uhaG23ysPjOG1OrmR1JXDFLf+IIl+Ls8XuHcAmIYcyYtjLq3YHs7/EjtM+4kVKXbN4sQgjhpkibA0Ab5Lw9OV8x+7J550KGDEEgM5v82NKUKX5LYCyfPU5m0+JNAxhwUGJIQC0BYU6RStY94gQMgDQ2oFcHm5tmsFNuykxBIDCQDk77ji1NPz/uimiFzX4uKZkC9ALWqTzQJeohKZEw/aR8GYCEJxKyIXoBtOYyqWgyiP8XpdonKpa5jFiCACXW9hz0U3DgAjfiqKEtuxb2bHMBWbKpVQAAeACQlykIugWc7P046OG1QCLwFBiaIL6mEYjhsZz8cPgJK7wDpL8YkoMw6D3hazClnZSouiEkkMA3OibEEMTrNfy4X/nJ7v4PIHfij9+iJ9flaiiQTLSoZFDEY3YksfXL9nhhZJDiWZyP31GyeHZUPJnBXVxezkp9BCrgvQS44eCkryTmzkp7H7M+DEhulg0FP6O3yjCG06r5CIdBNKG30fa8Pvq3NHHjZ8ICJ7zA04Ku3joUto9yHDuclGJV22P7EPX+ZIDnS8RUigiLjLsLH3Otu0Rk320xgyXhn4iQRST332DCFuJdcORGXk/M3/uGObPHYt4nibQA0CezY8KL8lLFUpW/qHIFaGNfWlo7OPPVxRQ1hOzBngIsTp5GSPqafuEWfZEnt/DiLjNrlc7SgNoglW5q7FGEGCGD0V4722x4G4RZE2YGDMTYX9/VMPlNjcPOWmE9GJRWfs5EfIU4a7yYb09oImy4DVMxZP5p7L/tTRLb/yQf5+9UfojL0wY1YgiRfA8TjoezT+J1fGkCmw3729b2fcEO27PJ9WuA62aLU1lPNl93SKIwrR7NP89ivx8EdanYyvnBhTbeGei7L5nIz4X8muip1EI4tiRKzYVMrdWjDUK2apTQkul6RMPEPnHRQM8ZYjla5/ZZk16Q+iY+wI7to18jT9A5E4WynZOtN/y9gVAp8glpBDt8twLO+FeSDZ65eLxj/H7u9ar2mc2+tJYxKQj8QK05RFFck2j8RNCRfc/o4KkW2wp/DV77lLvLpR61XujuZplCSMoiY8e7v9rxVnF8E+MumO9qItTO7W2uKmcDO6q5GRw6l3ckFr4UCH7Wk4G0y9Wisep5wwySFC170ZOCKmnnL9fW9DZ+b7XOBks2YXSYWUBs+1AMoLnkO4s3lOcEOZzA9mOyXcwQjh9QD3Xo0knNTJoe18pkgUzvZwMXgpOCD2cEObG+TkhlKlqWeCEkFqPHYdOBulbOwFOCGdwQrhu6wROCCdzQih3vRs/SGeEsNI+hDsdxkRsqkCUFHaM25FHiNeWgErq70ozbDUYKSRVrYtnvM4IYTBrCyOEO9K6GCns8q1DdbLqCfto0klOCoM+NoY8WaqAxdkeWmyoIkeViPdeBi4iC2tiHlblqrF/r7MPzg9Ji7HpKzkptOdwUnjtbcDTRNG5SxGOsgTjvaxKVCSw5BAhH/YcIE2FeIvttwMgxDB3CSeFThe/r957mpPC7qeAHGJxkpARDns2pRjXiBbJpI3sQVlQFWu8NqLuw+CQEdZrmKquDa3+TLWNY/kutbGqPH8Qg0R9z7YFWCHD6qST7LU3etNRRMKQMveNGmnXBEKWQe+RfK9ZSm1qzLoTc8hzFXXdz0lhegkjYo2ByagcaVLnf/ct4CukqOzwY+goUCor9fTr6gp9X3TzPFMVyrUFs1B8RslRvVmGqskUQ+pv17Wab6Qv3MzVycyF6AgqUlLY82NOkPq28r8/+lNWEFGawQ3nvbAhn2wEHk9SZPme0UnY2CUUQxrJKALmJKowdHt6FzNMfzP1MNJOkCKazIWoC6oQ/BI73xQU7r4etslqsxa0EfuWtIv0PHaqjB5v5AS54Pto9atoUF6cj6d2pM6De5q6l1wviyKTJvACl39Wqt4qxzUs3QIwLNTMaFNxdy2wmqiA91YCM9Vn2SL6old0fJUZnbc45jFyWJfYiyGixLYGkj5L6uFZxfDTCkoKAaEQApwUjo/oXUoohj/kpDDvHrboaqTw8D188ZItjqKRwpH9mkJISSEATgr9/bpKSNCbu0z3OCOIRgoBcFIIfGKVkCEesVVCCile/C+qhAA0ldAkhYBBCK2UwkjIHz8VUymkoPlugLVSSBFLKaTwFP1KC9MyXCTUljFuDMxIIRC22AhDKoVPizAfQbP/V4wUasjnoc8235NcLZRKoQilakohJYUAUw7Lh19ixAxA1JZ3ttSNjBRKyBQMqRw2eHi4rGaUV4VTUgjo1dkUq+Mv56RQIKpyCERXDgG03XqIPz6GcqiphwRWymH26aYIj4auHL4vPucfqR62+H7BjmOqh5FrPD6Zegho732jj5NOqSAyDO7Q+iozTK4E3iYVw0I9lObtGNrFPrv7WpEmIhVEsrGt9b6CFZ5mdprlXOetAupI6HpNI3DXeeHDClGstaXw19hiV1EXqh4CerX334qCeJYY/inxrqgEoyGrTTcbPybe4Deup+hXXC10iYUn7x5moio7RlQdFhPqaZFITQ1APW59odtPFsJZa42fENYnH8f6ZDKh+/vZou0u6YS7hNzswv5m7uD0sG8hADSk8NdePCqqqkUUI+9aUdUq1vuhY3xYXxfNlHsw9BMJcl0SLabDhSchbJCtx2RnFREOlPlPO1/heZcUjW1paGzji35JAiGV0lwaPJdr8YzXUZmlPuwLudHNjPPifGgnrdHqe/6BP+B3wlbmDV5h6DwgLB8E8XPPEhXxBSIXiVqFyEpmiT5En832P4CS9xXjLxl6JcqDARz7KX99WQEpDI8xIojdVhHGe54cD+1C2tH/jPryS1KIotMN3PqBK+Jj7xuYCEQuhgUAtPs3qP+f5Dl4kqBUj0xixz0iJD1YysPMLTk89Fc0/Af+4rQidmA/8FZ0e5Q2B0nKHdyBwlMbIz8YQP5ktSHW+jTHJet5ggStGdziqquYfE+p84CTfLOtbW7lvCl70D/Dc/kkOaTY4M3Q5w8KMTXIDYFmYZPBw/11Hk7upKvBnelqom2Y8E00TBAbM+qx++HPjB8Tpd9i5DAvzsfntuwvMjus7A+r2FO3X3MQ7dccVL/4B+Js8MR3tO5ZK8ZeZMf0tdqyvsrJIcDIaoV9WNv8NCSonMnNKUfDPq8AsFqmtch1/a8QZ0PJfwqYA2fqXcAJksj8ikj4LVnICKGnmsc7ncd+ygkhXaj6WzUyqOVKSYUw5wZFCO05+qRGsf/bjAyWOr7JySAMA+UwDn6Hk0HwVmq9WTcxMjgUjGOEsCL+NCOEjfvSOCE8xQlht8euEUKGKZwQhg2rTdjBCGHuPKXC9RxO0AkhJYCToRHCuxeeDk/qQx/FaYRwziwV9imO97CJrMmfohHCyi9ytioJ4cOXqA9f63mBk8Lux3hy/74vYfGM19Vz9aUxUlgzOpHltu0JONj7azkp8qZ8pzgpFHUKnls+4qRQqBXuYm7P4tp3R5gUrvKfi9q9QrJ1uBQxHOvWSdpWIf/eSIjH1Lv07hsk3IhTzwEFoihnN8m3crj4+0/I0EkhJbzJM4HniXJ55UJOCu/4GbdxEoViZYnVcBFFeOOHXNn55QVu3PoeIYkibXhhEr8WqbYgmry/BAAUJSzVSOHguQ9jTyjM7IVNI4XSDoe2XkxrmYWWyznZLx1Rn7U95TIUndzAzmMfUX0/v8MI35rIugptqaqku9jbznLdOnKWaO3hKLqO34JVeU+Gj2tHhFfd+AhTsCUpLOnfgq4JavOc38GJVW8hJ/N9wXhVqe106f2/c24EGsjYWyoiMPZvoNKh8s2pOf1SRz9y3CLESi/1GJB3Ed8s0e+qNZDI1LG6/sfZWKtz3sBIbnnCMNZ4VMrAEwOZ+GWWmp+rTv+c33e7hIJ9/reAFlJR/HW+FnSP21Fy6ufqF70vofd81TnGNOs3UfTKDOCSEDn8z3uBO0VxTPJstlmkPeDN1yvuI/mEAyQPteD7qBnlYgWtXK/yt2EwiReEzh2YHv5/ffJxlB8OEc1Lom9a/sI4G0r+1CH7i5wUyl3rGLhKeAsf+M6gl5FCmtsCQCeF1JwY0Enh9JW6ShgNs3gFpCSFs3pUyNE96RtRSWFX1s2MFAJ/nErYvS06Kbxz+pnoKuFTiK4SyiI72UZTkEK8IZRCmfPPOZ2uEj4tpABREyRJISWxADSlkJJCAIwUAkBwlHuWSWNi+f40SKVQQFMKKazMdIlSWLvvKv08VQujtIazxIHvRD29Jf9HUc9Tg2vL1z8pTHd/L8LZzwvlULZaE2jusvj8BLeORFYOrdDUXxf+P1UNTaRtUqzeKrS55kjkIiCpHEpoyqGEVA6FX+MKXMaOpXI4R4TAqXIIQG/nJuZgqd43pIlCIwEZhmbqocetK/ZSPRSRk5YU4Q9IsMGboSmEDImczEiUxI+hza/ybf4Y9RAwFETPFLJBnCfC7h/+jKXnuPw97LQ2p4j1SrpGaOqh/C6Fgph94pfRX4/kEaLzX7H6KFdDq8Z3h//fkFCstcSkHYCqRyZbOgT8NeGsYvi/iYMkTGDudM3J6KVHQDovKZuSECH0TF6CbUTeLos3FiCTEBb6OoFxMtjNSce8wXo2YplLhebW7zF2m+WzDwEAmsaM3J+qJCPs0zD8OFc+QqrI2gzDHmPF0DPoyNRNT01CGIx/MNy+iMLlDiWKO13oylKh8ktDidE9J4yd4ebpR3Fzh7KpqMw3mFrj6yESlAzmb5VXEmozty20458BTg5zDEJoomvczqxe1u2ZYBBCE18J/RvK2c+d5EfPb8mu1VyDTFLYAjgeIJY120ObMcP6DKn3jWPodbLPMoWN0MeZ4/Jgz4dqol55gaG8PPKLUA7LRDBCWJk5yCwftr2fzAjh3c4z4TZgADCY+i4ax7maUj2qChLKEkaw6ahSwppm1KPcp3zpyscNk1+zMGaDNx2bU9TmI5ywb07Iz+0wVFcT5j7B5E2LKnlekjmxh4ihu+AxVkBRjOPAHhKSHB/hJHKsWzdM7yYr0X4A1xN/uzg7J2FBHzdcnrwYW1JU0U2FfZgXWXQa5zxFvwIAON9ZgC3FKrGr4nDIDNskhmkXATtDJNBMOaVRRw+A20IE2FT+6fvx9zPbjarpL7M8xOW7JgNUQPoQGLi0I3yYfrIQwcy3wselnmK0DJAii6SZwAGiXk24EnhXbVxb/78uljawxjMh7PN571QjV2/NPjXeBi7owIuhRP7cOOODsqKVgffU92VatoyQzeORp4GLQ9cu9LlXTVERlfKEYWYIvXbwPwFiMp4/cRMjhnsCDjycpL7v7nE7q2aV6S6YvhK9E1QyW+e4Ax2hXDjzczC7JXtO2ATa/LvsY2RTMeFKFXY2bWEoGam/GbgzdL3NcUnm37W+SWj0GmTEVPruGya5oGMAaKFwDnDTPKU27gw40X1U3ZB3Tj8Dd+j+Mo2wS+PV/VI2sjWcU77Wvsh4HCGaG71p4YIls+MKLZpzHvup2rDtDn1vVNFMBrDYuB/cCUbXEWr/UtVXb6h+AHpTDU9Uurkutw+j6KOQuh0q4GlMN6xmwnmsQ8RXc+It4Tzd3knG32VvJarfvH9XOaCh1oulk9VGoyRhDKttxvhqiDPy26t8SiEYTJ4THu9mju5Sp0r3+JQWpPyPFcOE2A85i4+Fd5cokja4Q1cIJ4jHC4Vwm8h50BTC8eg7LkoKAUUITZiEMAwRDjMJYfj1BSmkCqEVwoQwAkxCGAlhQhgBYUIYAZQUWkLWJXB3HE4KAU0lpKQQQJgQRkT0j6MIYQRIo1jt78ei2LmAk0IrUFJogk78lBSGQXfpVl8HFdPebATmiHsgWuutPd+KfA6I2UWHkUIrpEY/T0mhCZMUAmCkMAyqFu4kyuAE6C3xaLGUw6W3WpOKiMDj845jeZTvdGBiBzcKlohS3AIAJb/NR/vN1lGENUeywuTQxIukurNnPD5MDsNIv1h9Z+M+raMSphKbn8mLuRcdonf1AYCuk4tRntsQ8XxM1fvQI8AEWeWpAe7+AAAgAElEQVRgwMw/y7c8qyuHGixyfVG9WREpoRwCwAr7iTAxlJWzAKKrhzDUw27LmxJh5ZASQ/bavjcBAC3xJZbnTX9FrVuSibmhvJvuxyxPK/VQFS82ZFWjaux1AED20DvGLx0qjaDJl6LsX80uNyFi2Jhl+KdWDpGc55O/C0fEpHoIANj1beALoZx8k7CTfUyrPzE8p1H10ETayB7AbhBYUz2sGZ2oyOG7Sz7tYeVPhLOh5P8NdP+GEzVJCmW1mkucF6Sv7ENuilsY4It0xfgidmz7Fc+Vafbx55fGtw0+3srKI3rXrog/xI6lEfXC9BGmFrpOC08s+6NMLbx5eAo7j24wtVBiwaLR6ItcDqKGkusd+zRjaIYLI58CgPmVkb0EAZ5nZWLoAXIrWayvex4lzMDKNs1iLaEIXq5PVhRVnuhPsOnU/4l6vmk8itcbwNMirCAjvF8Q/n7CM9M1JOL1smWXDLm+KRa11mhl5Yjd/zUGVhVE9hsEYBCfaLgkcsEDgJjvr2GXTh4ogud+L+r5lhERAhc9y1nhGgDM4xvF9sR32XGbmANky8XSoejpBa0534x6fvHk6BvL9ZnRNw5d/uh/j30rop7ukJWzEjstPh/t1SuvJ4C1CZdpv6Oo902Mej5qusspYIVT7j4UnjiUiRejkOvm5Cv1RggESxyD2B7gYgX1MfVMuUPvbHUJeb4RaMVmVQl83mxL5nmBNTax+ZIV7B+IiTtJ5GDKOUTOww/wOWiJ6Ce9CsXsuDFEBE1IX1AaXq6bstbgAX8lOBtK/mPR/RvVTcS0hjn1PCeDL4ac/CkhJDYMzRON/A9GCGeTROVQXhMlhM/+WuVALP26cZ4SQprMa+70KCH0ZKhOFE94jR0hJYQN46q679aTRl7TwnS1GG9KcXNCONYNm13lth3KOcAI4c6eRB5qcIFbxhwPEcIQtv8hCaCeq78At4HxACC2YHf+1xnUO1TO0wpvIdZtJirQH8AJYag9au4kIzzb89sERgh3NhsLYbDU6ILhjDdsWkxSeP93Q2+G2oGVgU9GVwGgosaN4KSwCgBtCJIBHHMpZWfxsIvlIbkGZ2NlolJu7h/NQYVdhZMq7EOo9L0TPs7234jeM9Xq+T1urhwVrmE5c+udV2LZmFoAe9MuR/b2OerxqfO4cvdWiL1T8ZISQlNRyyadLCapLhXmwsCSxA8RyyPz7/6LkFKqvJnpdvPIveY9pUhob+iz0Gpn95PhThlmKLmdePw5EGS9jO91CqXMn4KKfuIPt/8B3v1ibzcwk9znrSPATaSALPl87gkX9HGSaLb5C6Wi1BcfRnXH9eHTtqlGuCvoMYjh4KSvIM1zSP29uSmlOcY01838/unmlRCE9TONa73MpsZJmVctmK/tN/5u8xxVtekN2pQXodnhhhqY97eidZIahyXdK+GZocLczpEPsRgqt3J+vAf3D6hrenfqaZZPt+zwcrTPUB0takYnosmzPnzckPZlbCRh6KbxZ4E95Duw5wDzVZpDry1NUyhpGBEHvwO0kzju1Wu5j1/2F/n19Bob+bUuo4vUCr+Ra2l+xk1Bg1DW29XNX20/CduAEcJcGFL2tvWS50wDQPffmcCr1x0OH671TMAeYtHVecQBxxS1RF6XMIw+UsVcl9iLMhuZrMa64U5W33PnuINZ3iyIH2VVz48mnYSzi0zACZm8f/W73cBXSRWzOcaIMt42rsIqxSMhf0x6b7SRecO0daNRC9ft6v9mZyRaSNZwHnls6N9X1a/q61Qe5Eav8V7K7WpRouKCOa/WJ6jCuGxbIKwuZ8UZdml1/q1AXvRc1T8jzrbE+4vA3CE4REK4bFkn/bCkN5dIUu4o2sJUQtbdIgRKDPMqdXmNEkMP1mvnKTF0BvQwLCWGT3j0MFeLl1SYCVIIAPOTuOq2c7uIhYinXHAe94faPl14qUmbrQf5YfA5rkDZNi3gD5AC0xcUKQSsW+61eVV4flXK17Tz998nVJ054gEyGvu6OOaWbzg2m4f7XODXZK2PV4xu9/Nr2gBRcCST32UnBNkGC+CFHrLDiMRbPk4KAV0plPcCIYYANFWBEUMAeENIkcK/EtcKNV5295EG8YQYArzdlhUkMQREq0Cr8Bl1B6AGyFbvySrE/Y5SNiQxBKB7R8oORlK9kuNAFp5J5UjYBlFiCOhKVcUwtw5BZikjhq1O/vcAMJ+QDKuCmsZhnovx8wxezMBsmgAUnflvdlzu5P6bTbtFqsDn+DVqCOSyY0YMAeA5MYfPFgq9+E7WZv8TJGi60FUJuuJNUwUWxo9wYggAQvR99auH2bFMH5H+gQuEB19LEo9CuON4esuUAX4v3e3g3/vaE//M35Akh9J+CmDjnRJDE8UBUnRCiWH4NcjCQYmhCeodSYmhCSpKfrcV9QGeMNAnVEEZeZKq4Z4A98tdOx7yWPx0kMOzVcl/dkQihTJkkSgyVc7n7Z86JgsrkNwljBQWe3jI6tltqYwUSnSl7kZXapSw49GfGj+R/j4uB11xkcNYrrgAXCKfSJJCiHVJMziVvYMFZ9y+VpDC6eLxmxAV2cMXI+uGyGbaeZU+5E2KHKveeSwRO49FTurZE3BoEwJLDAcAGYmUKYNiXdhcyHuban5mHfeywxVtkW07ABjkwB4lVFXw79zQHOB5YIM7WF9sAEA9uWYOF3ClIBRyfZfhVkkKaTEEwPsdA8CgIIXy+T9vUaFLe4Fnlur+h4XEH63vNdQe45s02uUA0PtFy2OmhgJonifId58g61tFsqs07e5aDUxSZLL6aU5Y4O83yG0IqzKqIdE7kfeD1fo5S7Iu8v9a4vj3ula0apMG6zVOToraAw60J6rNLO26AnBSCOit4DYdvALBE5FD9aUJo1HNoQEgX+YYSpIi+mlX+dvYscvP03mwUOR/iKrYolS+U13hPIMVzsh5z9UnH0H1ycgNAba9nwxEsRnd9JVjGomRWOoQ7Rjt4nsXGwjXGLdLo51YAGDd+4JcT+f9zLXQstOld0whaPKnRM8lPfe7xk8k9L+tt9qkqPoImCcIPN2HPVCC6tO8t3Vt4C127BHcSnYFkpXhK+LKjP98xsPKZxXD/wkOELUsebZOBueqpHW0FmtkEEO7woSwsL1Cz43IXMgIYZ7Nj2e3ETJ4RFcJKRl0Ds5nicINvkaNDDbNUgO33HZMI4NNJAF6ozdNI4Obxp6ErZNUaMwAI4TzrxhjhLDv3XhOCI+AEcIF+aOcEP4AnBD+GDohJGticMZ2ZA/zxWQlUXvuazBIEr1uXtjCFXcA0OhLZYQwmLMOLRlKKWjxJzFCuPHb6ZwQVkEnhNTaphk6IXxbEcIF8WMaIazt4mNj7fRfMlJYNe8UGgYJ2Um7iE/4vpN8F91+m75IUvIUGNH6pOL/ElWs2q5vhk4I1W/W1zkplI8HOCmccgcnhR9U6qSQilx90EnhBKIcxierkKYJGq41c5eIPUqti9tPpNqCqB2KbEYMgIdLe19mpLBsx2weYgaA98l1+runNPNkFo40czo/JN9NsVBDXbczYkg75gBA9slfA2+S6zxDvJ+4ZMN30cS4Dy2zVPivdLwb7fE8F5h67XUHEzSj4KWi/3LR2Pss/CbJCsBVGtcevnmwTXoP96ap+3hOnJctzl7YcP2Qeo9d/npUJymvxq5xe9iRIQw5HlNmMxXV5eNk353wPFfbZXeq5NkomqE6WrUPPQRMuT18vNaTqRUXbjqtvpf6iStZd6PX/MkA3dubtzuZLzdl8XBEli2AshNqDFdPuJ+d3+DNYLnRTb5kHvXJKGF5ve7E85hly/LRyQAZ7ndfeBprk0m3qkOr9E1QkdgEedxMTZdRmPKEYbSQvMYV/cJe6cADvJNSfHK4stn4DJeieZJai8vso8D7JCKway+XwnYBuIdHTeon3IVqv0E2V8V/XiticiLIquFbRdRmZ8CJtWeIUDKXt0H8M+OsYvhnAyWFQHRSCOikMHkmVwkFKWzMvJWRwp1vJXJSiOikELCoHpMKoQghSlI4fS9vfSdJIQBOCicjqkrYtzX+k6uE0s5NkkLZQno4ejHA2Df3adeNksL7X8jRVEJKCgE9bAB+mXRSKP0PPx/1LcasNAZ0pbChXah2MowoWr1ZhncoouzwAURvcWciVmGGUAoHJ/4dP39R9EIGXBq9gpephlZIL9E88yRikkIRApZK4fr50auA8V+3RT8/qZKTQgtYqYUMsTwfpSIsvjepHEpEa80YRozxEtXzEtCUw2Kh0EjlUIaQNeXQCsejF1bRHtYAgMtE43WhHq7K4oVe0ZRDwFAPa52KtGlh5iPAdTlRfFmhh0DvFARcEnJpKP1x1MPr5qn3YKkexhpvYm6ptfNQuFQP27O/wo419VDe50I9bPaJNcVKPRSbN6og1gbeQtUIz2GSCqJMadC8JXcLVfUzgrPE8JPgkCB9+3h4T4bKNAuMZL7jL+zglXqNmbwrgbQMeaHsCF4o4/GFtckqDGP7QzFsfxCVVaLPriSFXjHQJSmUZOgm+xBuIgUPEvde3Yd7r9bzshjiANB0OZmmJdpJQxZwRvcARq7NrxmmUgwhDkOIY07/Gt4DFm1SeZaLfs5bbW38Sbr8C4DO3ZIUSiwN/URBpwzBS8sRzTS9K5z4DoCpFgCMYgxSPNJgX4AGu8jFlPiVtQVFGG6hFhbczCtg5eT94beYOjN4obD+sLJtmU3CeLMszouetB3530NHqlIM3WmckTcFMtE0TSWpN059lBGOVfb9mp3TimTyZVnkBcqeqgCwvogstpNEXmAcgLeI3U1mqU6oZb4muXe7LngZS4Q6J90HAACXk2sn8y8BIIvbXpX2KPW52Z+szR+0PZ7DFtQUQtmHWUJWumrIuTHsFwgAaN+B1c/ya0tbwQ0F47R5skveN3IT8DtxXQU2pxyztmuiIOSwdr5ukbBKbPLod/Vw4il0uCL3gB4K2rDgwlEsuDByX94FCWNYQEhJ5b4vaY+JRQ4L7XfyPyApBvXxMTZ3AGwfzYLto1mRH3B8k2ZDJImYJIc9wqZLI4dSaMm6yvgJgRXUAHq715nJvDjM4j3J+0SSwyLhRbXMLzbjXjF2JG/4DOBsKPnjwvxyzapBE9TEFMDqdL5jrUk4yI47bBMZIWw8V/fiojf89JfP1cigJHM3t/Jwz5LiATahexy67xZtHD4/3qMRwrunq8HfE0zQyOCtbS7mBXjvZE4GN3gzDKXQxKXQtyE02jEdOiHMFMci/ztroa5kUkK4I62LnZs1MAND4k30NYs8HelUIy0jpBgli2JSwEmhVUteIvptvvOoZi8k3+P6fWKSHuvmpHCSuDAAz//xn1EVuiHQPqhV3rd0QrZOJH4vEpPpKXEh4mGQQoo08r6TZmrFLIML+BeeFhD2G1LJ2bqaE8M8sbiOdKIjX9m4pNrGIbGT5LuVH/5XrUtMZRy/11Z4eWustSMbGDEs9ekyMCVLy9pLdFLYLMj2DWv48cB7/Fh2NQLQlaaI60ZvupYkX3lSVe3i96uBOaJARRawCF/Fuhyu6lbaB9FNDMllt5wN3nRW3Q0ATXHc7LPFwQl1aRffWLtnPALXCaLUvsHzL2tu6sWSSF56IdSOqUU+P86H+iO8Jy/+wDt+4Bo+fyNzIVodcy2fz0RzKhkjfzhPI4apwsqnSKhIc8R3Ra+r1Wtufz8J183nimE96US13Z+oEcO22f/FjmVxHa04BoAO3xNM0aMV0yZoaPnFXSla4Vmwn0zYCRlGC1aKyYs5SRN+j6t801iOr7STAUQ3nQ+/BeSL3E/5mjvEPCZzjq0iKDQtZXS/3mpWWk3JAjqZImJuvqbrBYx/YpwNJf9JYZJCKZWP8eOmCTwsXLNf7OKeLNFUQorKPYtQuYd7FEpSWN7Fpagsufhts1AJBTqc57NjSQoh7KQWiGTxvmA8I4VLJnLVAAD6Ogjhyoc+0n4vjuVbljnJ0fOs0fej+KgqIaCbZGuyfwyPZLwb4zyAgl9E8U8EtJD6YuHxKEmhVoQCAJdG9zTEiFAWe57mx6R4AUBMc2XcsDD6eQAoFmGedNHvWE6eAnsCstzY6jWsDXhNyDzBZqGgTR/g47z+HOH1B16Nb4Vlyfz+laGkMjtXeVovEKWkErMtVD4R4pWKp0dcW5lbKNFQEUP9AqzVRALW/g1AUQ/vG7w6/kPEQmnf01HPu/bezn9xM89Zk+pk8UB0o+n67r/Tf3kenwMGXUK2f5cTi85A9FB4b0lH1PMAUHHyP6OelyHUfEHijl0ePS1hQcKY1sJUwtXKPf86P+SRoMWJt7NjKx9YWo2eN0cP0RfOJkVE/n7gEO8NLaMHbUHOLKV6WBTgBXkazv8Z2nK4EKOlLgjhRiu4S50X3fw+aSZ607/AfuW28WiRO2kuosJ0BfgMKYdnFcNY6CTGqZ3fNv4lhLDpMj6Y2wNOTgjPWws8SRa0haHdSMgionHKKo0Mdl3wMvLbjMW46QLDNoESwi35P2KEcNHb0wCS4uSoDuJVsqst9e7SyOBGnxrcDx0IhWoIIbz7htNMFciN87M8lnvckxghNHeka9rJzS7J3DnghPB5cDLWAk4I7eI5zMsaUtyyphuLVd+P1IPm3O1Bu9PYVXocBulKfEGFO7IWBhghfO3lZJ0QUi5uWiNSUihdFH4CFPxWTaSd7zgAKlbuAyeE/YCjSg1fc2GPRgqDhwqA+USe3L4AzcUqLFx29AFOCOf8nHutAcy2pGGOQVg0l/8fkA9nByeFgzuAfjK5m2vDJYQUyok56OO/O/gdtssfnFzFSGEJeqxzvszw9PBeIFeEAh0TUZuhcn2XOgaYKXtZwggjhZtTjrJwY7YtwHKHquKMe5q2GJSL9/q47agJKkW01Z/ISGGezYci0cu3BMRyZWNoTqDEcOZ3lV8bABz5MdzTlWrmGnyLkcKeYAJSoeaB1/zJqPQL2f30VjRMNHLeqjpCKiFVWUb288VydD+zHKmbs4MRz50BJ8pPCMVzolKKy71GtVXT0H+o8+klLIWhJevr7H0Xd93HlSQzNEiUm/aE6ewlvUEbI4Zt6eUoPqbSA8qzHkXTETIPxyUDfUQ1/8iHwW8o39M0d6jQoVNVCudfyL+/gngf1ier7zA/zo/ecXXPrvFMwKpxUZVOcve2TDQ6ddCxJ9XC8oThsK+s8dgEFtZeNmJUqZsFOEscA8j3k2sXynmvmG6otXWhgpPid6aHH+Iu6cSUd9RGoOB8L0ul2BR8Cc1ONQ47xh1armb1iFIGunuMz1PgUterY+8kLpxMX85TBPz9zOC62BaKONEiH6HMtcefwzckaRfx5zi1no1FBH28IObQI7wCPzDC/CwBGOPUHIuheaaXJMRnD7wBd/oV4WNXcEAjiq5ui0pq2sTiz9ch5axi+CeBTBwd69dUQgkrlZAhMY/5hklSiHFfmBQCBiH8OCohBSWFgK4QSsyZ6tFUQhkq0qwRRKHFmvYsTgqtIFVCSchiqYT9YGHYvh/FM1IIIEwKAcDpPcZIIfA/UAmvQUylkJJCAJwUAppKSEkhYBiMx1QK5/OYNSWFANB8jpiMJCkUqNpTqpPC/xaMVyqFMoRiByeFVpBEUYR+0k438/PRSCFg2W6MkkJA79QjlcPybl4cIL3JGsanaX2nJSgpBHSlsDsYo0hnSauuFqaLuUJcK6kUSoXcyhvPJIUA0FD4Oz30JvKe2cIKoG4P/861+0egybGTk0JAa2eoKYcZQl3ue42H8ywgO69QUggATX2i6Epa9Fgph4QUWkGqh12C1N0bpRMJYCiHlBBbIZZ6uD65h1VlUyNvAIZySNTDurFsFI/z9SCmemjjqQtRu0gByMv1IS+XE0ethaRUD0WUoi2YFbNto6YgCveE/4l6uDooJmeqHvY8rUVbYqmHHwufgYKUs8QwGqjxqwyFTbrS+CGQIVfplYXFYkJME7ljsh+yhPeU1ipMmk9f9Y98AuwQk9lGXzpTCy0hUpzuO8YTyu95khstVzoGsflCctN2g3c56Qz9UMjiV/nRpae34M8AIOfY1H/gv1gW4IU4b37xcHgHbYWf5/Xg53k9Ec8DAGQ0k88T6FwlKpdngJFZACgQE+0mkehOc3kA4NWUw3qFHUFZfD/K4qXnn6h67RVMXqZFSFJYs03Pv5nMi6tkZfmWLB6Wa8v6KtqyhKcehZWNzagYKDY7M4QenCP6oManYFUff58l4j60DMdHQXnCsCXJMvF40nE8nMjvQ5k0D8To9zvWrdt5xOgHLStJH/HwoozsXV/S/C6pTUpxvAftSZfwJ5VzFKC/LwJXXEAr9tHytoZEH+6mb7NDd86XdUN5mYcpxqfcmNICFABGn9xQr1xLFK7RTK13ig0EFvA83E0pPO9yd/ohLaSuebSKa+HOjd4KsGc8AT2CYFK0+hNx6SCvDu8Tn905wlvLLfZZXIeLuXoQzOTkT3pNlvXzDVpBnA8FRDV8MLGX2d90v2xH50t87ttymTBiFOQ8Vj9s9L3MVV5AS3kIK43mc47ztao69U5Up5IiG4sNh0YOR3haBFVwAf07d42KDfbUu/SK/+Nk7R+TysGnD2dDyVYwGX1iHieEnY9oZLB31k/Ycfa7YuKdLXZKfS9xQnj4MZ0Q0klyrEsjgy2znmaEcOO6dI0QLrGrMG9pwqhGBs2G7Sb2vOTkhPDv+Vt67JwTGiHcvIzv4G5+/xxOCGVtiB2cELZCJ4RyqzJZHBcBoG1943RCWCmSlmVuUpMo9njkSDYjhN/8fa6RF0lBCxszoBHCgkQvJ4WzYJBCgjkXK7Wlc9yhEUIzTGSiLxiPV1NUqsJqD1dka5x9nBDuXW6kLlC4n+KkUCZSz32ak8IOGKSQQvoatnOFTi4AFacbGCEs7vu1NtlqOYh9grgmFfAd/+nXNFKYdkzde7VZ39a+Z9kJYps/CZ5eVeVYP3UdO59qG0d5Ak/yl/fNzoCTGf/eM8rvCQDIJfZO5QnDaBeV/ct84vq238aNtwHWzcRtS9cKziTZvdtx2iCGIVQX/oGdX5gwysKFRaPv6qRQVGLLXFR33gPcuuroT/Vk/8MizEwrrwG4b+XEv2c8AcVnfqt+cUJXNVucSrXMsgU0UlgyICrAhj4Ajop5dwEZw++UoOUSrk6V+sW12H4tWi9XC/gcoZT2BePRRzYDeXE+ZI+IML7NzvLPpMND+7iTdS/KjfNjjbjH82x8gpRz2zrhrOBJ/j0jhp6gDVsc7/P3JUzVC128a0xxvAebRpXFWXNGpRZBov6VD41lo/tlTpY238zXhoo/TAUu4mRzVcIV4f+XJwyjeOwddl7bKGVdy38nOv60BbNY1Xx53ElUe/gkXO/mC9vqc3j+Z42tnY/h5PM1+6EysWks8XBzdM3y68iPjXnYxOSvq8YXf1qfw7Oh5P91TK60VgkpRGu77IPRJeLGxC/EVAmLC4VHliCFNntLTJVQ+hiuEIvXQ8e40rCnxamphBL3bBQLoNjgtwVEL2QryAITSQplAaBVBFwUqklSSHsJA3q4zQpXuYQ6JEmh7EBgIbJ0/oBM+oPQSGHlAv7GZfcHK1BSaIVVQjGyTKKmpFC2QgM0y6Xaf9atNxhiFJEAQJpDhPGkGiSNcC3QOJG321o2Q5pEcqyyx/ANBOCx/TLq+arTP496HgDW+7awYxlalWFsq6pWifZL2qOeXzwcw1sSusoscWsff45Gx+URHqlQ7+LhWdcQbxOXnRrDExPQVGWJYq/47NKYHEDpgMoDs+r2sSVNpO9ItUZCKIdWkJudJzxcNcqyBZgZc+e4iBQAWB3Pr/HVw7ywqSiOj501m2L7mK5p4o/xjolOPUI9lJ06AGjXp8PJc3w09XBUbGQEHkzs1YggzUEEAMyyaL9J0ORPQVeySFXxnmSHXQl8DMs2hlbqoebpK1AzxOcEK/XQqiUshdbyUW64LNTD3lwR9v6U4SwxlNhda93flOY5TbsnNimc/7ye2Coh1BuNFE6qZOE8m12vcKQLU6V9ULsRZIWyJIWWkHPz6+LYihRKULUwC3pP3SZwkhd7/QSk3+4HwNAdagh/HFIo1cJW4av2zdO5AH1IlLZUYVil85GOSJIUWtmorBeTz8OJp9BBFpuyuFNoSlLJ8lJBskK1Z4amHLGNiFUoV2D1uIVP2Uyi6OR/CxXH6sKHVR+DxADgPZHjk5l9SmNe9CpOAFonCQAoDKqFpNmfzO6F5oDeoqr6fb2XavbJX4f/XzXiYh2AVoy9qD3+44Cqjq44P5qcSi3VQrsAmtNu0H5XNawWwfyxvagbV+RGqkoAUH8shkkmgMYJZHGKT2bKcL3lrkxH9hiZLPpbuRL83mbt8a7/KNB+p4GaLYvNTOn7JSh5X6jNVihRylL7goNoB1HWTm9F6RmuXrkd0q1eByWHVukJrYkxPEHByeFGX7qWKwm+77AkwtHI4YOJvdpmxfIeFqDksCPxHS3ftXD4bRQOKwPpb+4RrRqhq4QaORQKoOwqYglJDjN5yktDIJcRxPIO3RKGrYkWa7ckh5qrg0CLP0nr+GNJDilBPE8o2IBBDj+l+YZnQ8kUJ4Uk/JHoaiITtwGgR1QYiUHXKKSjyj7enqk4RSTEAmhzcvnO1qV7pT06Td0wVkRDKggvnhD5HLHcJY5b/O5Gfvhgup6v99B/C+IpCaHktkJZ00LHACDFEBGteviXnGDLfrdWkITwtSFRCLCPH+IN6JCh8pP6Qyr/g5NCmbCeK3KWyu08lFmdoFuNlI1yQtPcx8dldQ4PT9Tvnq6/sUTOsmsLuYonC5xqekVBgeyLCiAtg4/twUyZWApgB+kiMVMvXGlMupodyzwkKwWg3MavUX2AS77VY0JtlPc1oN3b5SlcsWwK/JYd1yfyHK0nLIiCdg2dfOMiw3NWeYrSOLsl/nV2vD6eqyzLDgufVQC2VO6rJrS+CywAACAASURBVNupVQ78GhL1acp6q9qjd4nJDvJ8017Pau0x2MpzC3FQnF8hNs5nhDKVKHeC0MKgWy7g4ceKeF4A0h7UldSi09zjz51VwY63i41uhwgBa2QOel6rJA4AcN+Yyn/7ZbJbMyTf0MjHUGoFHz9Dr1noOEL4fTiTz4WyM0xNQFYAQrerkkUbIkpg28/J1+a5uq2MJIXuUf1eb8hSnXuslM38I3xMdU0VKQYW17iqU43L5kLdHqksKCIeAxbq8bEn+fvI5+vx3aKTjXzvJcOv688prHp6M/k8l53zMTZMnxxnQ8l/LPIPit2LnKQkDj+m59O8KyoqT/Idc6XvHb2yk2CJfVAzcK3w8iqM3El+5E7iC8r9Ilwlq8hefFWQQmG6/PjVx/H41YIJik35Y0tO4LEM3uyeoiDOqxVVOK4RE6jM538Heqs7CRllk3PQ1cD9T/HP/8ggX0wfEZ0TZF6Opj5JUggASyyOv2HxOAq+3qBxkKu3sqn9s92pWL7fihmTvxnlu/9NyXyRbz/nX7SJq3ae2AGLohL3XE4cNEKDnUC2KE45zYlkzaTv484Yrb8GBWEfTL+MHVPTZgBwBxM09aNDhOxkVaatn6s22baARjbbLhI5V3JhnGhhGE6wPvFabcGV921xvCdmOzZJUGRqQPs4D+nVJfai2c7TBTSSIjobOXP4a2QlBbTcS0823/GtTxN2QDHaJL6d2o2ObFGYdEbsAOctBG4SOYxPCWVUbjZkBfqbgvTO+DdUDPL8uOYA/y69sTaJybO19m/ScF5+j/fs0vNKKUoCB4xcNQKrLkuywOnBr/CN9tAgX56XfFH4xYoOUCszerVNsXzvtjExKQlU+C7R1pwauzBYF7zx5uFzcPMwb7JA4T71dd5XHEBNBhdQHhrLxkOye5AoQJJV4VVDXF6teot7wpa1zUNZm0ivkYVSFgWdDLPWoMv5OvvVThFql6H3xqSrtTlHQhqMa/zjL4yziiHUl9KVulsnhLTCLudGnQy+L/KlbtnGCGHjxH82CCHF4A50TVJVo41e3ZCa7oaedadqZFCGEh9OPMUI4WpPlk4ILwAjhY/fzsng8lcncwXvbYMQUtzj5pPig7m9jBDeusWlEUJvC3mv78EghBSLwUPJ8dAJoXQP+Q0Aeu+J8PbKtF5GCFfe1KsRwgUJY4wUesdsOimM7lrCQsYADKsaMvdWfn5QI4QPZvIFoM3vxLPdXNkYOJ8b50oj7IZkHmLLPvIDtJ/zL+HjdZ5MrYJy1ajYuBz5sUYKJdGqke1oZOefCVeiZpLKRXvCk4l7E7lqc69QyiTSBv7ASOF2fyLcsperQGGcl73XBudejRRuSlOkuXL0VbSl8Iqh4g9Eqfs5d2iksMbDr/tq73NYn6hIslWobw8hr13jdrzWz4lG0MmNtdsn/J2WB1whOg01elNZRb28Pt6gDcsSyJg4+B2NFMrIQn3ScdbRyNn7nEYKl4mE2tpxvtA+4c3E26lKhSns3aSTQlkB/+w2o4DLxA1iTCVk6huRJpnf7WIkeEvalzQrGLnBkepz7TjPmXQnnsf6lZfZRzRi2TVux327lfL32LwTGpHcYuf+Vq4xTogfTeKhhdf8yUw9fuiZbI30paaNszGx8aV0nRiSfsuptqAmECwe5GM5mLiFFfaUBvajwsdTG7Y43kdNQKUVrNkvQkA+sDVjc8pRVNjE7r1LqMkp5zNiOD/eo6mn63tIXl5CBppdPLJWEO9D/hlVsdyQWqERQ6TwTUJz8S6UjZNNsugGBYC3sxvYAcziRWH5niuYQjg/3qPdV9li3q0cfZVtPosC17Hzb6YexkWDRpSja8bH6EX/8XFWMfxjsTrpZHRSCOh9XyXOn2etElIkzWSkML9DD/3IxXigILq7ft+J+NgqYTIYKXz4Nn2X9NjVnATuvu0QO94oCOxVOSMxVUKprMDKUUI2f5CkUFQAL/1SPyeFFnjkuFANv6fnVmr+XIIU5l7IyfjS3BhN4gGtYKbxWPQuNAA0UliZz9WnNM+hmM8hwyxPnJD9BDlWJX9ZI4U0nw4AagTBs4Qopro7hpdb+uuF2u/aUzlBW5AQuzBHjqvS0ejdB0riLPKGJaJ1QAhhbSKf1PcIBVNWLNKq00iQBN4KmrWKgOyrvdj1iwiPVJCKpFXotswXPW+uPklEGtIjR0TCkHUvPxH5V/4zwBvRfQxlRWrrx7jOtYG32HG2jythUjnU/GIB3PcKt0OR7g5WOJR+gB3f+iuuwErlcNPX9PSRoT6+VA/cEn1NGAraUDXCX2dlMt+QSvXQKq/Utp2nMWVNE2PVQj1sBc8/rDuHf7/uSTzUcutJXZHunf6QOvD3az6vlurhLItULwL5HJo1FoCGKST3Of0irR+9lXpYfTq6Z2xzMh/L7WM/ZMeLhqYx4/RPA/7miWH+QZ9BCimGPtBJ4QSxPUvIiN1KTD6H8GCSpLAGOzVS2CC8tHpOJKDnRHQ1ZfGI2DlZdN2i8MKmKZC7zzvEjiUpNEGTsOXuWiOFEreHfig2g1f9ClJoYumthKRJVS8Gf1/iGGBN7QHAe9zG8hsjkUJKDhdOFC8U4zovTe/H0nROLhu9qYbBeAiRSGFTgsoN6hy349IhtYhrE54FrBY5+t1FJIWJJF9vaBevsMuLPhEDQEm8njtEyaHmAxcCVUeWOvqx1KGum6zmtMLSJJ3EVxNVrnYsB+Wz9qiTps0PMdm1Dcxl9iEyJ/DjIjVFXfv56WModqpraOa3UQW4OXE3VsQfCh/fP6pXZsmcNivQa7gwYZSF5c10A+mFSK10rPxOVyVF9gENg/SwLnE1omQaUWZOhZ5fFH8ycrhXT9THVdHb6QHcyLzM5kYxSZQu9hjzajRyuDb+EhTE85BeblyA2Q9ZQfoKLvarzZLZfSkaOawa2oK6Ea7mb5p8DJsmR29lOJDBySG18ZG2NyYYOWwHFv2ehzTL7cNanrOERg6JWxBVjykkOZRm4BtOZ2DD6ejrqTbPSestiX39xg/BljixMR3t1AgiI4eATg6j+E4C1sUpzQ7RxWXshxpBXJ/c86kJKf9Nh5Ibe0QStvtB/UGSEJ4QSXFWFUwyJ0d6lAHciNaiqGXQOZ0dp3fqSotE1iR+w/a16mGuhxfJhu+cMEjFY5lIIpYN4gHumQjo3m6WSdNyrrVQ9UF8SVMLxjUPrw1bxUQiF5ufQsOd9/M8picO68pabi4nAHKilKbh254SjFCk5ADA0nP4BGWlcMgWapvi32bHhV6dJdMuN6kYR043T2J+NJdveqyqmWX19jKnyGUirfTCEJNlbZKuyNGQy/XDUwFR27V70SF2LMeilZImFThZnAEAhWJxlz6CWojR9io7tvn0PKzHkriaLvOM7rboVyzziArE9wsAL6TwsJtrnBOvtCEe2tuRxs1xN8jOF9CtU2RnF0BPmK/z85SYMlzPjmudvay7i5VSVjnOpf4Sn95ju7VN3Cvyvrcysr9UkEI5B0+4CrXJKgRuaV0kqpuz/Tyv8kEL4/tikd+6qEnvo73wCj5fugSJ/KVI+Uj8Bc8RDn6pHhKNqTex48VHpmiPGZjBSaHcPEhTZu8ZG1ZOVp/xkXf0++bxEpFa9I6e75w1T6wxz/Ox9fZinRjKEL7s7T3FzQWTUy5O1LYF9CKTir4N/BcyXQEAtvIQ9pavCL/Vbl5gBgAN01SqWBUOaOdLPbz6uGX4+9pjVqT/E38dkRZSdlrf5DRP4CkcZZOj92z/mDgbSv6foNKrVJjKUz/SHyA7PXj5TT44U1RqWqmIkhTuWxHuZwnACN8cFxOdqAoz8w+i4cFpfGKTOWiHrj6AQ1ergV4SP6qpObLisy8Yj9VJnEhK4ijhiqGq7K44hN0Vh/gvZaHp7NBPFEgyU3nFIConiicSVdS4GniiNXqIFWJ97/Hw3aG0qah0DOGxO0RRjrCxenBaL1ObHAjqC7NYmKjBbCTMidGq6qqcETYpO2xBjXzJhO8tvlRUDImFSBofC+/N+hSR4Ale9X39sJ6oufASPo68QRszDAaA5WJTkjbKF8OCeB8aUngIpsXN79kNHRnYfiBy1xhAz/kBTz1juVuAoZ5LsilVo2LPTgzaeWGEDAdLQ24rLzz++H6sE356zp/9SDsuWs9zGF9rFS0BhYl33cDPtA3uayd0+Tta9x0A2rwlP2+rXaTq/Bb6vS+bvwwBeFUtmm3Jl6Nt+g8RDXX+mVHPA8DutEPseIWNjy1J/Be9Ok0LmzpKRVu+eI82Lz0r/SVF4MX2VjWiYfEPp+h5zCI7Kf14IdYN8Pxpad2lIQeaRdjyU/x+y5oX0IigBqGByOr860VRSt14qxayf2ESJ2z3jU1kFdxz4rz6XCcKk5om8WIWK1S4H2bH5ZMFuexvRdVuVXW5NliItUEuyGgpHaee0zbOa+N5cZskxk0TZCUjUPaeGrNlntg+m39q/O0Sw251t4VJoT00GCcv/uSk0ApWpJBC5vTY7BFJYcHk0I1hJz8hfBxSGAtWpFCiIkaIwSSFZkcPhy0Ihy2IrDJ9ctn9d4eM/5gvaxaoWhDC1AJOZj6OaTWkl7PISWz2J6PZn6wav59BRFK4YciY7ExSuC2gL5phcig4vPxurBCxTV/I96t6/HOoHv8cI+XmRLlixFBnzcT7U3nGbvuqnMgE3iSHJilcPhqlElpWikZo20iJr7QCCiO02TZJYfVI5OpOUwExyaFJCst8kdvGWZFCifqkE1hF2tl1RwoLhcihSQqtrGRMcmgq5iY5NMOWFGYYzFxYJCkMfway0jaMT8PjybpvVCxySNH4tsFETHJoksJoPXttJ75s/E2IHNY6Y4/hyqBVKX/stnMMJrcxv+KhSA+EIoehiM6qEUOFcYQ0EkYObXbWo552I6GQ5NBKjZXkcHtorEt1EVBzqkkOE38XUgstyKFJEMsdt2K9NwPrpf2RIIfpm2JHkCQ5lHnXABQ5DF0ukxxKpwsAcMwNYigYFw5Z9+0I3RMxyKEcr4CezynJoRU+ETm05wDX/rvxAwCLjLQtK3IoCSIlhwBik0MLfBxyGCaIBx4AwMkh5Sd/CfxthpJDF30w5UKkucmg6HxEn7hkW564ZAxOKAsfpvX+t9HGiUK0wav3TUT1QWG8SfIN1+Yag3UFVM5ToYdnaHuDNnSfVrNScOp2bWcsFUD3eALKhCWK3gjezkKlrjOvoCWd20jIfInahAMoG1OT686AUyOjDgRZruOh9AMsn2zZyGRsbyTPewpGNTJB6jeFj9eZOBYOWZXUq3WFaHwvjU3eBUVedL7HlZiCi/kEk2obx8495GaPh26mLcScIH6OtUm848I9L3Ois+CKUWZJI8lFffANNNo/Fz6u7HtCU5yrk7lDfpMvRbNwkYnL2WdeRZlDJXjXOPs0m5f7RnkSvddrw03JaiWucgygMk5M1kO7mLXD+ozbtNA0NVT3BnUSvTCej8faxD7m5bjBm65tSirsQ6j0E7LVvRpds37GHpPfKTZdOTfCdlipMXcXntbIWJVoQZgbF8Brv+fvd2UpJ0U9wQSmFtYl9rJc2rKDy3kvYY8btjiuCsmw9ApPM1qSuSor85iqgh9hRUDZiKx1dOChx5sQDQurl+HqN1VIaull/driWhP4PTPirU69E0/08IX81Wl6Bx76HWmkMOiDc0ztxPalH0S+V4R3113LzePnA5Ail/Q4vWEr2uLVL7PiAsg/zb0Q61J4SK5nPB71Tm6g6LZxwpdlC8DpIykXCRlYNsZDeRveJPflBMBxHl9+ZHh0nXeCZiW1+DmhxM8C93Y8A1x3C998v/hjUUT4GgDqXf4TAMJKF27gwfPVuH3Ck4Ge02IDJPeNWeDpPW8AWTeoX9QnHWfFLN4xm+aFu+CSUZYO83jScUwZ4GtUr114ih54AE3nKduZ6pHJ2pq1UrgaPOHNwOoA99akpvEAUDM6kefw7fw2MJvn9JdnPRr+/+ZQSoezTfmsri3i0mzPeLzmbDF45HPsGCP7gQtJAWpCBmq8XC2QUbcN3gxs2kVIe9AHzAvlnOZ9GX8EzoaSPykGU7hXEzpFwqmVv5HIq0rr5aEiTLnd+CGo9/EFGHu3Gj8hmKSQYnWwCHeSZPtIXlx1CWqyreu+DeUH1QLktlBC8kc5ye2KkPhPsUIQiNoErj7KkIsDQa3oRCZey7zFMOjE9Aow9FU1PIfOGP+Xu17a6L7xPb4VLygyJilGBGcAnX1qYbcyB5dYmMRv5CB467QN3nSmLiy4YhQLruAkfShoY69VH7RyzAbLlVmcdAdbgM0CEXrNaxP7WAgy+wzPlzNBK7A3eNNZ71ev1xhfz45EqbAUG6T1GbdpD7FSWCgRDA7fh5YBlcdbG1I0egQRpLmFMj8H3UbeUP6+b4V/lX/6eSCbJHbmyBwC/f21BZwsAd4sMLjqcvV+l3x+gG1memJY6ERCcFzlkT2ceIoVCazwNAMASkdUmLV2NJu14aoKio5IITy4vDziay6sNjYUry7ipI5WUUuz4+pUI6n3zlxFcla6ellRhxVa4vXQrSeRj8MuR5Tw7vzQv7Re4so8YDrZnd1g3UaxawLZxKZdhLo4RXLNjRjtl7t4rIDlQEeqCF+fqK7bhs0ZGmn1fmSD9yM1Ly91DGgbD1kE+OD1sZXXF3+niOCLrSkALfo3uZCIgDKPVREpMcdR7gQSZXkJvNFAhE58Mn9Qbv5xPjQXBplicSydbwhKAjGqzaH7SFq1e6yJJ7n/Z7ah/LjKJ6wRa1YYtKgp/WI0+XVjd0+xsu5YMfQMVgw9w85L14XeOc+gdw5/DN7nllerHTwv2IxWUSyeJ8bGro/hovAnxN8eMez+zccjhRKxSKEFLElhDMhejZIUBqduR3AqT4Kq6+aLNCWFzb5k5I/uCpPCMq/R9kqSQteZV+A6Y9wUpQPPY8XoxDApbAzdmJQUNifuZgRFWiOY+FikUF7uV/SHSMjqSEkKLSEUCI0UxkOplqEcapMUmgSHksIVo//NyMb8K6wrRanpbKptnJFC086IdcTx92NxklKdrML6gCJWJqxIoey2YRkeE6gKLXCN46HcQKmaE5ibAPN5zc/qFXp+cFj1T6bkMNJ7y7IFGClsTJhv9SdcMcrmVT/BaQYhu7tQTeYbvOmaIa0VlnyeL/JWpNBMATBV07KDIUXiqJ4fSskhwCtII+EJTwYjhWZ4aq0julWJFZZepjYce8YdnBRKI+kQVrrUPSYXMpNQmYQ6TA6lgTBBmByuC3kUxvIIBTg5BFAckO1TBDkEGDmkWDymCrPuGZ3ESKHHTCMSiv2GzeQ4QtoercRd6hjAOq9SlUxyaFoDhcmhWYMyA9q8RMkhAE4OI0GkrT304cdofSq7UFlMMzHJYQgLLlEb4faAA48TGyOTHJrWZiWBKw2CGAqhln9UgfKPeMGXSQ5NhXuLLxVbfKksTM3IIcDIIQAUJf4TihJ5IYiEFTmUiEUOLRGDHAL6PWVJDv9CIeW/LWJ47BVGCtO+N4uRwsZLj6IxjhOzrqybGSlsTb+ekcKG9K+hoWATUwrdSGKksLr/SSBLlKrm3MjUwhVDzzBS2OJP0sI+j7tEvtGp51F3Zm34sHzKM1grpG5Z6Qp7jtYWSO6aOzL4e21L62ak0LZpAWyblL9ZecIwyhOGmVJYNeJipDD9WCHm9kzn72UKOCl8B5wUfhkY+k1cWC0EgLH8fYwU5vfP0Cp8r5o3ElYLAWBzyjE2+R7KO8CqeQFou+Z7i/pwb5paCVpGfoCg53vsMaXxPD1g5+HEcK6OCRm6Xx3klcbob9ULnzL1sKIkM7J4RRbFNPc/iOZ+TsBkM/irEkY0D7V6kdPWbuPh8dasr6E1S31uL2yM0LXGvYxmG2f2wRG9H6gkh3KSrHRwpbByzyItR5ca3AIwrhtps9eR8UXsm8uJhOwUcrfzjNYpZvOVvFJ41Tgvmuget2s2O2UDoi9w12rN2FcLIR/8Kjv2BnVC3ZHAw1Br+x4CelRV44PL5uPBZdak2cTKy3v1vNwjwntNFhglA4/0c3Ih7Xrmi2KLlviZaE1Q7Ro9A/8Az8A/8Od9gRtXP1RQx89bFJ5t+RK/Vx/xZOERYceyKoXfizJqYestRuMw3zxK94SawPnM0HzDRxmaIpZ6Kd9MLnX06+0Qxf5wiy+VzQOVXxxE5QxRdWPBza8rIWHli8FbgW4AIDKY8E0A/1cdPvRhNv4fe98eXlV1pv+eXM7JHUjCJQgJCkGbeAGshCo4FqgFnYqtDZ0WsAIqoa04v4IzA057zmkHcGrojKASVAJVqJ2kF6HVoCVoBVtCFfCSeCEoCZeES8Il93OSnN8fa6+91/etdZJU0Qo97/PkSfbOPrd99l7rXe/3fe9X3+wsaIYM6AQeBPCq8pidwLQk5XWioYWZ7/OcIZ6XmxLqkJOgpLN8QeTuFinX98qONGKFdCzloJajvjqbpkJwsaIsmKh1jOHXYKn7epQO+jfy/xJm8VaXroRj31srfvY4EYeyzl9hm5ID2DH2j1rkb0swieRO3+c5TSzPGnL+T/SXHqKkMrx5O0nTKHTXoDBIQ+nNoSiS3z/zqgbaV/ntfOBYH5SS84x/HGLITm7yf1HbgNIJdDKoScpDTRIzUU2hFg6bUuhgVJdyE+pSbiL7Cs5upO/jK8+JHwsmuZrn9C2Na9SrzE7R3JrpQ+lz5EYHjKRQhcnPz0QKAYhuBAAhhBySnEj1cPQ5wcZSjumJ0ntesz6jNLyW6Rwm4c8SwtqzRC5ThzXmZ53lSUjA5HFiVJMDyHNWIcw7ww9px8r/7a+3iKU1vi/O7aGiz7K9kKSwpyT+bKsdVb2l4NqkkPciVWEghRycyJh6hnLw8Arv0QwAx9KdsE9OdAA57PqpSPoK2ZZKmamQYmeUuN92NllkuofPXGmRXvmdSVLYo3/coJn0eTmxUSDPlySFMpxqsu5ZZKkB0hppE4TKXxx6RTt2npWjOP2cNUNLxdJgnbE68RsAHJV62SHr/R/T1UWpRBZbJN0mh8w8XwUnh7uKisMeW3zYem1JDq1xoSiGO8s75FB+x/I7Mnk6SjKmkkNA73mLkSALKH+zT3+TdXTxqvnPGbCim76u6T32Rg6NsMhh0i3iu0u6PPw9P+6U9V1Z5JBbeamwyaHkXFaaHM8zBOCoq5IcyjRQU9RUkkPro0lyWP89fSyZNku8lk0OJUe5TjvUJofSIkqSw73puhomIcmh9FXsjRya5joTOdQIokIOAejkcGo16qYyQ2uFHALAts5EQhARPKV5JfLCugfb0/VCnSE0z1UlhwBQGHxRI4haD/jLmZfnZ0wO/3GKT+SJrbobeF4ZdH70vubJxTsvjHjzMuy+ynnMlmCiNmnmxzaRkF9G8DBwlpWd85BN/Wag/yR7c0nCLK1hO/fQW9g8GKEgVVumJ9Gboj4UTVZveTVLgOG0nN8OnVjYEOhHkmKzz74IpFKp3rVtNA2njAZmfYEOfFz5qX87hqh17sQQArvZhPwuACWylfpUFxpLaQijfb6T4O7pEhN9VovjKXWf5wyp/CrvfBaVyU6RUG5InI+aKOcmHlF7mWjpZGF9pijiUPOwartjUdLsLNXzEhYbjbt3HVY+dywwa6hzXuS1YrfgkqFZlUCk3wp0O+e/wyMmGNULLyuqE+MVY2NJMmRYUqqIecfXOM875DvIbclx3r91bavpBjNim0nYNqN+PSoH32tvS7UyW+m7mhkVJLk/BR7rs6g9UU/9wan0BzCz31KUnPmJvT1vgJjBVGV8gecMqfqb1PAL8UfdRuvN3SV+K4scX0I+fLHO/dngEpO/ej8uahuEXCWvck3HAKLgyQWS2pprRtQJoN153uIYsVBUJ4K65PdI32j/LxvhneKE9P3loghjwL1O4vvpJ9bC+xUlx9QaA8rTnIlq6qHh+OAyR+3Mri4AEh35atOgfwcAzA4qaSWx6fCvc177O98TBUhS0V3htj5L9X84jwmeAkYrUYeAIJjbmp17aXd6LYkquF0hkuIi7xd1sZHX/Efg3BvO68hr/j1HffUf9YHDe5my71rR8m5LmnMtlgcTSFhfKpZyESE7wIxSrtUHG9JJQdrcJHGtqvdxqquLLBTKgomoOqio9Nbjk4Y5pLC5KQoL0pxFmnw+1TpmVjIdHze/koL8mxwSIAvJHjyskIvfANN+4Iz7Mh1k6odKQcxJAGqgIc7aJyFvqY3KPjpNAFHAtLXO65SduBeuLl7JQp0VFrjPYGozzQHYxIrfakMx2Kfcw6OiAprC7kaIqPcbAikkrx7QrbTmus+SxWKGwZ2Cz8v+9jRyn1/ZNAINFZQg102txh7l/c5o+r3mQjIl6d/J9nOJR0kB34FuN8obmR9x+j/TMT7xCo0klsZRb9r89j/Rx2xZCHzbiowMpQvzPiBSfNIrqu4WPyp+RJO6TTYBI968jGxvYR0i8mObNLafEWRVfFGx4kdFPb0BlyTQJJGSxGO27YvEwmaWnzfwdtLbtT4UrSXy59Wwi9U9UPwo4GHI7LN0NePaNlqQQhVsM8nVreXs1b9Nb0B3IiNU70KrbEt9ivWZ/HYT8r/Nzc4ouIJW3vlsj8cDFilUIEmhCj6Y5SUs1o7RwL5mPlAZkX5rr4dksRVyX4pm+Mo1z9Bqjhd3ZNSv147hyIyieWQ2KVTBvL1m9luqH8OwgH2PNik0wVrJ+xJEkrYvqLdzk5B9iKUyKSsLTWqRDK3PiLImE8viRJJCFXXJ1iA/QCTU+38pJnBJBlWctjp7yN/+P1oTgrIwlJh6SBCA0R+KFVV2tVVU1vKudqwNiyh7F4jXlqTQiFEP0W1uo2UAz3PlIXlALyJCSl+S4yj8H/q0fTManiDbfbGr4i0CET710QZf8OWM1C1omo/QKXNdQy++qAaUvqKHRZYPp8rUtkcTtWM0/IBt2jHFXwAAIABJREFUh6m5sOGzftTXWUhfJxQ9C6FoOhf5D1OCxtNwNgeTsTlIP9NY1pknMyqojRs8f56H5Hcn12J3MlWOTbZR5L0EkrUuXfw+T8vrRFoevYbG805Cbpozv7/LoxVa8p7XU1ILMSWVqePc15iJQ/nBv+ptc/ljnr1Z/HyG+McghiYZViGF+e5mQggLrAIJlRROeDuTkMIqpuxJEFLYL48SQtluqwdSmM2IhGwFppJCV6yfEMKyeLOHGCGFhx8h//NY96RKCss7EygpbKSWADYUUrj53RRCUiTR6IkUuieYxV6VFKbmdxFCOMcKT0u1UEIlhdy4N7dJVHxKtRAAsrpPUVIYJsKpksKZSfcTUmgKQU4c3kqea/OxMEUeaiFHTD9KCq1cVqkW2u9ZIYV7wnhoqTmHFYPvI6SwMrHK9BBCCnnlX+5xMRmruY0HumPJ4K5VDEuopDB4kpDCmf2FCiTVQkAoTiopHBOu3ZtUCy1IUqhCqoUSi/oSKryQwMjhplg9tUOSQ4lwnokkTPbBIlstBJzQ4u50Z2JuDEUTQmgih4ClFkqkXEuv+StEyN+kFkqYyCFAq1WHuDoJQQxHGB5sUJQ4Rg7lfUzUUIRIe0gTOQSEWiixrqE/IZX3pYh0BJNaKGEihwCE6beFbY8mkuKx7ZdZcwvr4Ap1SODk8C7rt5o36AOZ+Tk5NCEcOVQjWpuDyahV1FxODiXUcxUI0RxlSQ55pExtiRnuu1bHqs2BZKI4hksZUMPL4chhWvyP7V37uzy2tQ2gk0MbqjNCTD9KCOXf0c71nB/8q1AL1cdwfIbh5IufGB7eQpXCUQ8RUrisLQ3L2li/UPdZQgqTLu1G0qUO+VnsOY3FntNEKWwMRVNSGJ1AvngAQMOLhBQWD1uN4iRncpsV24RZsU3E8Lg0mEyIlzexAd5EVr0UnYiyJOdi3ZRQT61Rhq0RPyGnKm9fpwdVyo1UGkwmHnSV/aaJH5UATwDUTlnbrzmM7ddQdXSB+6zW5mtMCr3hAnDZ+TT2McX0GH6TZkYFtVyOmiNUbVlS/wDKTzl9aF3vzseVe0aQYw646Mg5Ob0VkzN67uZSEk9zaF5NOqytmneGtpBt98AQOZ8AsMTFPnTSVWSzImq4lp/FWxC6EdJWrms6+hM/x1RXFw7AUTIKg8M0crDE00gsbAqia2g7tvRbkdt1lLSFyo9tIpNoqquLDNgAkNd9M/JSndDk6iHLMVEhraVNyXBFP4wN55yBb238cTJZJNf+DJOOOiFnABopBIDFrOKak8KCtsEaiV/VSosW6kMxWsXxjHO/JduVcdTFoK7tp6hr+ynZJ9VCe7t8qqYcnn6C5g3ZqqGFqQ3DMbWB+ufxwrDKUetQmeFUWmZFdWKnh/ZhVcPJgFCXuaqOEUupAf+gmShrdWKTJYnHcG7wAWJrdKA7luSz1nfHaErikKhO1KQ4liSlCdNROkrJf47LBMZ8B95bzYtZAPB+6VFgML3X3QgRsuCNayBt7FY3PYZlZ2nl97qOfshMomzQ7ab301z3OS3vTTtXrIi9+YUoraJ3zSGaB+ft36D1Xc6ZREmmZgNUB4Da12JqFWuNNgA0WjMOQA49BDz48Qc4VjcSrH/DthOUHM695KzWxpP75BbGn9Q8+ZLQTfKufYGXMLv9FXu7ujsWVd1ukq5TGHcShXEOwcqOCpBinfo3Y7Dyr2mkjV9+bBMZV8bHtGMBi1zUdMeQHO2hR0ei8Zxzvc6+4SweaBtIQsJ13TG0k5M7Aw/HUfK3LZiIbcri4eH4k8SzckpqoT7/N+0VPxKJV2hG6/sSrse+BOUCiOlHhYtnbxZ85jPAxU8MAeDy1YIQyhCKlfvCCSEgSCEAlOSKL1olhBy2A7w1ONbFWjcxJ4SAIIWAnT9QPGy1fgwDJxYaIQSAaHpD83wPE/Z10pGOv44RE3o/hOeIjLmmHWOuMZBC9Zi72zHmbnFMZlQQ46PbbVLYZJ1fVaVaEhwFvL9I/ABYclCYTC+pfwDh4PqrUFUkKfxguG55ISEHLPmakhRWJOr9VyU5lKQwNFiEsN0DdSVFdsVYkmzZ0EhSaChUkDl2spWc7HVrym1c2U6JTjhfNhU8Ib4gOnzyuARPlyBWH9bbymtyJrG81NWk6n4iq6KWUG0ttM/XHv59NQ36FgCHHN7nDm8hIa+5bR3iXgl0iW1T27Dkxm3ijzMiF67SasdhCsPjhDCh9T/2G/1/fYS/1DAEW7fjqZFCzWjIfky8l1Hr9GMt7IwSIW9JCn/5+NPhX5Rfc4MclqCSQxUHFAV9Z2e8XVAFOLmFqvG6Sg4BUHLYV/DKaQN4j+PipjXaMZIcyqjFZkuh4uMV4BSsSHJYdcQaK00zpSSH1q0hyWFqlD5nSDVLksPUieKc8cIKAsumUpLDqad76J8ryaEUZxutH9UfWZJDmeY20/rxi00XNsPF3LI5OTSFVHtrkwqAkMNwKGQEjDs6mMDHFU4OAb2ATyWH4SDJYXGiiMxxcgjAJocyJC7JYXnsHu1YGxY5lCbrpi48NjncakV9ZKezmeGLz843Lv7iE8mwu1jHhVgasze1NJrHOiNwTz5AJzpEdQGAgz/SHlM8guZOmV670tA3lfdS5a3UuLkooFes5hnk/SXtVEVbzWw1rmwaoT1meyJVClMNOW/zWKs13krIFDLk1bK5hnNT+CGtDud5Gy5ZqKDgg/GUDBaw92YKe9R2x2pqYYeLnmNP0xvg8HRTGxLue6VZ1gCocNMBYpmhJRVPtubfrWbBAz1EbPqcU1zMm4y1veOFSiaoRTISs9yUTN5/moZz2gfrqpGn9mFtH+JoaF2SQhU8X4mbC+/o0BdrfKHla9Gb21f2p91tck9Sd2EjsfsY8OXTgrJTg6q1Y7iyydW6HWv1SuR7vz+bbGv5z4BeJAegaeA3yDa/jrKj9KS9ISwPdk+nnvaQf4Qu4PzP02Rl75d0Ylp2zT6yrYX8AKSdpH50WXG0WMDkQ/lqEj0X3BJq4UGD5yrvdmhwCvJexjxWWXFj1U6PTQxVNL7JCAuPJpqsYjeybc6/74UO1oAFufohc4dQgqVVzRrAF3ZT2nZpx8yLoWN3T1XbElP/QseWYxP1RTqfh3lHrD1ndOeGWan6a3OiaVqMJ7O5jlt+pQUN7f3a6Hvm7iUAyGILAMb+agQ94OsWMRxOPR97wMcuPrm4ieHhLXaYxe4soMTul7nysKKt1N4uTboNAFChEJh1Hf0JgZEWJ6ObRGK42ow9A9ZFZVWX7oMYWMYetO7OAU6Vr+wcIQd3ueoae0KoApvS7wNAcwBlHpmqjqRFdZObQK6grzw2wt63dtBxkmOxO6kWU1ucyjK50s+NckjYAs9Z5LqcHDLXOUFc1ME0EKKWEFJBlSESmZC8WsnDkARChiDlYCyJpXojypWprBgtrLXsgaTiod5sVq7epqGOL+WcNzKQmeNMYLbCpxCqzcEUlMe9Y28vCY5CYaNieJ5hmYcr1akd8aPg2eNUROMLoj3blvgbAQAzW8TIG2h37svF/YQ6VeiyiKRFvmaHHJsVqVLI8N3tVgP6HafE+Zw10BnI6qyJTq6qa38ifn/wM0GAszucXLTCKOE9oYbi6rujSRV3YaxFRCw7HlnMsAlOSkV+bBM8ir1Kx1ChfqqVvL72NKIgDInqwqLoQ/a265RQb9cPcJRt+f163reKLGS7SDUHLtkqZGh+CwDQdJlQI5PfEKvrhnF/sQ9NOyUUvCkJ4h6Sau3+gLivx7vbrPPhvE/fESXdZMBkNAxwuorUh6iP5OxGK2SpVEbzUPLHgUoOZY6fNBSW44ScAOX7UfNPOTEcXzAfgHN/Z3yo5BxbLgVNbnGNJZ+0wudK//am5C+K/3U748CmriEkv3pGbAs5N/Ia26zkjWVHBYhH3ZJjVii8VUhX/pfFuDttodPrLW//tcSCqCxLKIEmUihzHZNPWKzorFh4ZQ12jP5kEZi8VmV+orQ1UVNv5Pggx8zAMes+VrmSXGfKYIt1yc7Kcu7RUdFB4rEq+3KrC3we5vfvScOQa5TcyUOGbjsZTmU1AGx41Joj1EY2cpiWLj+WgDt3jnjchnKFdUoh6kHrMwwWn0GeV/W7lPl1kgzJ8zk9yhnjy7vpolYSxJnRTt5dkqubmLzLloLqgq4k4RgNpZ8FoNisHrtDjP8ZVY7iXZNTSgQdabgvF6n3n3DmwUOXCKFH9mWXn0neY2oOtcw7lQqvFGXkda2m1KQd+bn4Y7B4X6uVWP+iNtoYQxLEjFZn8bMv7jrCQQpKxefpmCVS4Dyt7/aVHEaqkk3guTfGhE6Gil5UrdtbhtqkEBBqWgbaHFIIQQglKQSAfSOfIKQQEAO9uuIv70ywSSEAzD6lh0SAnkNm9ntSSCHQN68ulRQCIKRQgq+wuZdUkqub5M3Mim0ipBAQN5B6E3G1VN6U+0kicYpDCoGw36NKCgEQUijBVTaVFIZFO62MI6QQAN692yaFgMjPUkkhAKw6m+qQQkCvUreg5nQ9l3jUJoUAsPmkFX5Q1I9R0UGbFALA6H/TvR0BPZmbN3UH4JBCCyopBPSUA8+xJwkpBPSwEk8UD6XrYZbNgRSHFALa6tqGRQoBIPnDB21SCABpe78kfp+iYd1GZfIZ46b3cplVzEBIIUBIIaBXwW5KLdA8Qc8HfKUipkcMh0GVQa5gyDBZOFII6G0rJSQpBCyFME6v7FZJIaAX3XGXhrJgIiES4j0yk/eh/0u2vV/eqr1uxRiqxE+vuU87BqAFME2DvmWTQgCoOS7CgaozwOSYVvJ9cmVJQh0z3UNDlBQCwoJLvR0OUlII6KFQk68ih3c8VRuHjDA8hgn8c39gcAUAHFIIAC87pBAA5k6x/mbRSUkKAaHCcyX+9pZLiEI2OaaVkEIAmBJFK6zL43WPUd75Z12gD9XdbNgf+pse2ixa4DnajwwS0TBJCgFgefwp8plMbV2nx7aQsL+vPc32cwSEgLMh0M8hhQBwvISQQgBYHU8jEBnnXun1MxTl0/SwjoQvhDny/OGiJYY1p1jYt7ZQO4aHP/vSKot3ZBgV1bsdCe83bILMlbMx9C7NRobnj9WHYrTwMSeFJox7lobmTGE2jr5YRPB8mXBViyrmus+R72FsdLsWPuZmpQCAN1n4K7l3a4w1Hb0PPot5u6PXwxsnS7gGGwxpGR7uTwfP6Z3XY3o3LT7Q7D4M6K1vLaD7f9UaTLI5ZnfQcHxNjD5h8qpvYy4twwrXXm1fKOWFXh9XNpS1zftQT8ngSNtOTZB5SgQALE2gE6/2mQxQF4KAOUTq+4a5zd/fCn6dpB8dpR3DyZkphNzbY0z9jTlMPWp5xx0TeNvFfLcehqwZQYt3fvD9WdoxHNMbqBl4X8aXmqB5ga2Cv9+86HbS5g4AYHBDWjCFFqmErdJXUBm9jWz3Jd9t/RW9543nFLCUGx4uhuH7DAJQnbKWO4vPnsCFhqxmPU+Ow3Xq270ew0nc1N/3kFNpIaOdWs7Vd8dgRRwlpjzt4ZFBJ9DIFqxVhtQtjsqU3nOxfYPodX3/2d5FGe40kWow9s/6GuUZGr85z7goQ8nypNV2x2LSe7RnIS77qR1aA4Alrb/Bsnhqe7GykE6sE/+1lRBCf3uaRgh5ccK+7mSNEO5sWwMMciqeCtsHUEIoVUWlHc+U5mHagDMr9hzJmfG3p6G0secCEndyCIHfO6u/1Nu60NhJb4774k+TgT8/phEZTZQwlCTWERVoTHQHIYTSWFYdtMdGd2iedPOS7yOVsr72NC3/jVcLTjp4N/CG0gZtdDpw6Y/JMZuSv4k0hUAXtA7Wzt+Y6A7M8yir+84zqItyvvOMOitUqPa8vfKX8EVRLzvfm5mEFD53Ca3GBqAZli/BfkzvVJQuV5c2cU6OaUWp4sU1v06EEoYMcMh5TnQAO36lELN3gVk/cT7TJpcI3yzCl+x9CzxnNYJQ0RVHcls24WXUxNNqad7dJa1uHSGFZWn3YHoVNV9dNnoXJYVS5VX6kBdHj8O8ZieVAyd/h7KRTtGErRKpHT8G5es5cd2tQKMyGYx5CJVpNA+Re5uVdyYQNTvv0P1YdslT5JjFntOEFEqjXJUYrm7bBFe7o2b5fuvHx0XiPU5FfXlnAradpmpcyWDqa9oBFw6uox5/HOML5hP1Y0qNKNraOcIpfhsT3U6VwZb3sCnuJntzdrQgJmXdzni2szMeK05Ssl402EvGgrmGzkocWVX5op2YhepuN/Kq76IHxfQDkq62NxsGzQGgE0M7HA4AZ3YSg/7pcQvEZ0hwco2zmi7XlPT7PGeISjahOROBFqqaLRhACeG68v4o+arz3WwJJmnq+uSYVpS5nGpxT1CEzwNNznN7BzaQwsA9XXFYzkjO/PeGYOloZ3FTH4rRWoJW3ekBVG6RCKSuo2SjsZwR0ucBKF/nrIHntHy7+9sGkWiPvB9khysAqEl6BztDjpoeCAFTD1OClz+4iSxwp8S0agvyW1ouoe9xJJCURcehJjcl2fjwR6i4wkkfWNaeruVl89eRJEwVDXKiAmRcqhtwCzIYWcs9l0UK0nKiAmhmOpvvxI/ginMKqB7pd0KLoPCithkdf0FNghPpLAsmagWGH6R8ZM//Wek0qsMQCSWbMKn6u9o+lRQC0EihCX1RCZtcVG0cdzxLO0YlhQBoI3sAeH+l1qPRtArlidS9kUIAhBQCQOPr+kp1TRtV/Ka06hcdv7B5Anx1d6w2YJuMirl9SjjPKxU7R9KJG38+pR3j4aE2zyvaMYQUAna7P4m6jAJKCgGNFAJ9Uwo5KmOpqsVTFwDgluZLyPbiwY2EFAKgpBDQerrODk0kpBAwe2/yhOe+hEiL0qlpOm9eDwAr3mVpHJ1nCSkEQEkhAAyk90dZ1hq9DZyhUIK32ytMmWd41xRcnSgYukE7hivg97cN0tRClRQC5085TOtDdbn09uwJe4qoYXl51mpCCgE9XMyLuTZ1DSGkEABWNFBlBAAKDtDCggdrer+WKr9AQ//GCAyrok478UzPpBDQjMPL2tehLPAM2cdJIQDktr9Jtvcm964S9UU55CkXHbFbCSkEdLcIUz7l+MsoWTNGcvjaZIh+iAbmsW9SDnmv7/vbBhFSCACud2majdtATW5j5+eZBD0itD2RFXCEyS4huIxek1w5NKGxO1pLfagN0fEk47Qe4ahsXUG2TW1JP456uMVDx2zTNcq9fD8NXJSKIf6s5PPJQcVKlAeAwoQ78MATzkC39J4GrDyiqISywO02Z9cjV5zQbviZLRmkEjQ5JOR8V50jrU9MacWSOGeVYqtg0qj2kJUXd0KZ8L78PnC8xN5c3V8Ur6gr2emxLcjtPGRvu07cpPcZbgLAixuPgIYZWFVdSbJY+RYpOR9VXW7Uv+kQiJIJ4hiZMyNDMWqoe0hUl51QDACeE9bn2eMsS3dOr8XtLTTmMdd9FoUnHfPjnUP1jhmTSjIB9Z6ftRqlyXfYmzKRfHqXU4CxqPuLhIRVJFv5ktZ5rhsoQh0Zx1jo6dhG4GqHwPgwDv5zyrVipaaoxK0o4TjJq5Lfm7zJZd9itTtDYfxJFLZTtQWgIY7NgRTU1zMitxOY+C0nP0YWI6ifdXpMC9Zsc5675J+PYeYR57zLvKJNsY4RcU1MBrKCSpu5WFGsJJWQgtPWSlidtBte1Kr/kfMU7SLA8jUBiJxCVYFMFD2HG5RFx+w3hgJpyuzV/DYQUkJEDWJyKbzRmbymx7aQ60tWVqr9TuXkoYYTU11dWFnifMept3chR8nBlXmxauvMOSczMKu/s+DILv4f/XP2AqkYkvzaRvG+8lMdVTk/tokk6fueMauUvuEOSd1+62HiPiDVUjVPqjz+fRR0OBO9VIxUJ4Pq7lh9IdAdAM4541d2pigEqq4T1+6hbBHByTrl3Ec16fkkz0wSnLRzislv/WbgL067QUz/MWkbKM+/urjJbigBXlJa/gHAtFW2eTwAu6iloJ22disKOa+9zzOGkM8r60cAAEoGOspgeWcCIUtbrVCtet3e3zYIHe0+50WSx2FGyGnVCQBbT1shXms4uC1JzDMZSk7i+Oh20hnEZBGzJZiEqo8UcvmfID2pU/1ifFbtv/b/MU43+b8KuC3dmevkuKWOV82hKKx7zpkjMm8Vz1l7WBzz6hVifL2xTlELg8AzwxwSKEPSx1Ic1re/K44o3OO2ZmH5LZTgrWxPJSbTADAl+DbKYh1VOdXVTeYjmV4j7ycA2JtRQ3KtZT6yXDTaLgXqYjnlWuJFPC/lhwCABkUwGRvTgXUdNA2sviOGeGhKm62Vrc7991zKUfLZc6IDGHHIEWcy08Q5rklUqvQH6Qb3CiJVyTb+TIs80HmWkEIAcG0qgIbpbNtgzXToKhrX5zl/Kcf0Ru/PDaIX8IzYFr211R4W7gaAHLraKOy3gGwvcekN711tN9Ed+7RDAO4qYyCGRSwReMdePZds9/WsyX1QL2bgHmOeP1Dz5rQb9dVuw1mqwBiJ4eN6wk9pAT3P+d30/OQF9VzBitZVdEfQsMJk7epMxJCreSZ/PD6Qc0IM6Kt/HmZYVUtDCgAwcSh93qyoTk2FrN5uyJ9h33to2Gtsh164U8RkyYKTK7VjcOJ3dJsTQ8BMDllv0k0JVH2afYjewwCoYSyAwlyq9vAWW4BeALAi7pSWY7auVM9FnfgNep65X9o2w/X/cckhLxYxddrhoUpODlVSKDFmCr2eeI51tkGt46E3IzE8w9yeAbhiafFIaMB/a8fwcL/sVGTjd6yFKYDy2fTaGR/Trqne2c8awmu3UHPxgjhqKaWSQvv9MWNzk+LO1a+twaSeiSGAGUm65+rWZpr/tyBFV4V4DjwfU1Z+oPvyggnhqf4urTXd/lf0qMVtX6afi3fkWvU7fSzC1WzbUCP4zGB6n9/fNogQQwCk8QJgLpTjZtume2QU+5yjj1F1c/lAfbznz+Nr+aUeRWml/Y4B/TvleYM8sgY4fqoSL6ToNje3HKaLl8y0ICWGQE/kMBJKtsEnoUzWKzhBT7p230k5ZuogPYzDE4CrutzYxeTjvYNZ2IHNrTNOPiYUqN5wCdP1DSbIHLz6Ce3Qwot8ZZg/oQn5cTS/zVityjBmLJ1g5rXqfl98AvacKAHGU7LbcIYSdE4kkXQ1Jp17vtf3g3+hvV/zT/xMO8RWCOW2u4LYYaBuo9bfVxqhO2/4Jfga6GuFBvVeSLGoaRPZ3tfl0T7rUtbFY9ebCVj1Bh1884exJP4gsKuGkva+JOSrlg8A8EHWRzgQzYgqq1CujBlB8k8nxbSRDhwAtE4uAIDGl+n2AUO/6Sqa8lEcf6tWDckrlSsuY+bHWUuwpJmGCquL9Im8kVVDLmnrQ3UxM3d/LvGYVrTCz/vHIYUmmForlrA2FibF0HeY7WOhuNru2D4RUN5tyBTexElWYHTpjxEa5nRomHxJq20dZMNNnzf3yHJSUQwA6L22yTEkt5Ddshu4jflRTqAL74qUW7RUlnI3TX1oiDeY+/UBfFG9N7kGlQPnkn3cBy8tqgtzU5Qx/jiw7gB9HpMZ98o6SgRHXdp7IWTjiWjsr2dEkHNQmkmArbVJWPURI4Kmhgfc0rX3bAgSVQIAT8MfMPZMeGcBQPjCjmeL5lteogTKhBeGUOK1zKU7UpQHWUg4LlMvsmPV+1I1lBgb06EtHE2evaFkuhi/5bT+GY6NoDfulFimWNXSVrfnCxeXYvi6VdkWqNNUQj4QuZ74CiGEgZMujRA2HorWCGEGIzzckBkAxh2h+YXPXXJUkEIV/VjO2p7bKSHsN0EjhLLPrApTgjD4NcjDyR2CFEqUtidjbjx9rQ2H9OXemOGsiwmfvKG3k5rrPuuEkQERSr6aKgFp/YsIUVp03EeSzQEAby7UXgu5lKSV9p9DSWH6rZo5cl7TcEEKJc7sEqRQBV9cXPZjoOElum8A7ewAAEXRtDI6ABchhZUDvqGt+vk53BBIwa43nYFo8bWNpG+zROlHVDGaexn9/nZ2xqO6khEjbs77VUEKVWS3sMnZk4HKmBHa66vQlB4A+PAnwBCl0nTId3RSyBQ/jHoIxfHOPeB2hTD7XRoBqMh9ERx5Z35Ntl3FP9SOGbNQV8sCygiSGx3AEJZg7v+/NDIBThzaavuYSjzAzOEBIGv9/2r7+gK1+GR/l0cjhaGhejssfzH/UnX4AlQ9HHNvO7mmxkR3IIupK9xOZHncKRIhSTv2KHDAMCmNpzmhU0K0KKm8dY02FmuEsN8E4EU6Rqy+na5mcqM6MOUcyz/lyo467kikfhUVKY4avSGQopk3j2GuCPWhGE0t5NGiFR26Wser4nNPbsDsZHoP8AXFhnP9yMJtQfYZjRQWtA3CnpMOgVma0aApyNUbDVECFhUbM6Qd+59TSGJ/aKTwtoxmbK111MzFlzZiVR0jibpgDPwT2zZE4JZeShfH3rgGeBqcxfm+/nfYXrjqMSr2dMZh6ku0uOW5m/UiQG4/c0v9MIQGvWJvrwhdadtXSeyMYr2Ju1ptj2KJee5vgoOLIvx593fFoSOB1he4mm4gRPqFAUe065Av0ord7zvE8Iu0Y418WtPOvuDiUwyBPlmXhG6gCskzWXoCrDuLqQDReniNg4elALPtA0fpDexiNqkvveD+0wZSaAJbDLenhu9baiN8Z0AbWo9R6N1OMOkp7ZiGeDYxqA3Iw4E3RGl+S1cKT+lqY0U3LXhY0c+QVsBxhjn41xtuQoMSxvsIqzmh4TCdrQh5b18AKH2MDpbncg9ox3DPSRNCl/X+vc/spPdS7pt8xA+DIcx+5PTL5uNUtNAQTVYffN9MLQB98b1XBvMwHFeQAKDk25QE7qrqg4RlgO9blJj5fqaHeUu+S/PiNjf1bhvSF1JoAl+M8LCcCVrnkB7aFaooP0SLQIr63dX7g94zLAKTbaSzAAAgAElEQVQZpryup5Os9tDcvYoROnElfXChF1SYwCMiM2v0NBBTGP7KMyPItqu9DxXrbPzm5ADQC6dW1qWhej8lgjl36Y/jyOXv2TB31LLvfVWlPh7lfL3314Le7ElD3DHaBYd30jGBk0IAuP2dSwxHUryaQcfHZa2/DnOkA9WrVoJ3PTFhz2GqQqptQO19SXQf9/40gudzn0dcfMTQw27acxUkMRoAUKlXKwN0kOArZgn1ppwc00oMiU2kcO4gFgJwp2sr5tJYWiltQ3X+H3S/RjQAaOFsFYv7NdodN2zotmgA6MX6cNxJnLpCkRktUri/xiF5+38fh6o/OOqXiRSaWv1pyLiLbC7qel38ocr17nTgOoXQhXvagN7PkoArExZWXKHsf+0g8LJCBFMn6w8AgHcVRYORwlk92HTMDjm+W1uDSdimhO7l5Lv8izT3pbTdIYKcFEqo1y63uAAA79gGeOc6q+3QQkEK1cVOdnRQJFdbUDsVqFDJYe7ZbVoLPbSyuKXHUmBVwt/VCiQo8gS7DiR25ipK7fD7kXfOCd1LUnhgwNf5wwg5zCnoIGQoP4zfnBoe5obvMtyW/lfnBko/MUooPAo2nO5HKpMlKeyJHHJSaEP9qoOAq8bpdtBXUujr7wWUYsice8w3j5rfuuHVfijd6by43Te4m/m8Dme50fGxwNuKy8NHPzG+VlG8ch3suxv4UFks1lkOBlnOxNiQf8DcOu2DRfafq5P0NokAJYdFw4vI/2R4T426TIltQ5rS6/iWFjPJmHpoOKYeoqREJYfhvGHVat+mUBQpWthwwmzcb3IumDxIIQWGDmwAI4dJIMrerKHifM76BjuvfbmsDE1+VHKY8/UO5KQqry0zH5Rh1j00hFUdDslc2WjIj4Se47olmNSz0GJN/yo5HOLqIvm0nFhL7Ayy/uI1heJHff3EadrjVHK4szOeWGP5PzR/ruKQk9JWFDJPyvxzFse8g+IYFv6+xJB7fR5w8YSS39YTerUE+uN6aGHTVTQxIjsqSPq+Lo1r1NSF8YYV9gPMs5B7GgFAcSu1jihO/g7JN6npjtUsbMrcuvrJja9Lm3SywAnhuo7+aG533tPaAcc1oul58XI03EzVp/QqdtG+BQ1r76CrnTRXF5HT87oPawm7dSk3IaOTGbfyXMpuw4poF7MXGnqVrq666XdRmP4glnSU2dsNyddrTvvL1htMyO9gofukq4D3F9F9vAvLNVvQpJCQ5MZt2vvjKhygKwMPthhy3+jlg/EL22hV/NHHUDdU7xDBPyvvsW0C7wgxLaYF8yqV9IdDtcBNa6GBF5Z4WFjecA8i6Sog2iHIs/v/SMvR4bmm+1KmkzZmAPDLx+nAbiJcvH/zjNhmbRHIDcHrQjG4fz+zmuBuVKZ8Kr7oXwOtt21OJf3eZ8Q2Y+VZNpkYJmJfee/qk68/JaM5M+hruV0hQoZX/jlNy4sGgFenUnVl0iF2DxiUeZwJAsOUvL2BX0dRfzqJFfzZ4KMST09aw/gqsp1WoRf4IeO7WJ3hRAvKgwlYxgrATM0LtPGPBd7ymnQ1as+GeBqSTTD4Grax4qVoaHl8atWvxNZTjPBEi3amEgv3Dsbkq+iYqBUGJgM5I+n3XPVr/bPP+hYlhJtfoKLG2tuOa8Vbjd3RqD3gfD/jL28LK6D09Prub9Cpe238ccw/Ra+Fd4YcItGAoQdG4plLaVRvzh8Ndk1MF9p9FR2PxkS3Y08XFVPGR7fBc1rJ243LdNxCLGzJpr24AUHsVfDGAgBQfYSF9JuA9WOceW9HZ4KWDmZCgYvlgxmKA5FxE98TCSWTSt+0m8WPWlH64SNACwsXJ9OEY1NjeIB2m5hUdSs8bzt5BTNbhmJmy1BqTwKXltPAt4uTv2N8rcJox/wYcZmk3VBllweVXR4tATw0kFUpsW91XZiOHyrB9LxIK4bT945C+t5Remjja2wHiyz2xX/N1EDc132F7hXIc4biRwJfUfLShhrC7dU08bww/UHje+BJzzULmcrVBaBEUTz6Etq/Rs8BAyCsVRSUvkOJ/CPxJ3Q1mEd52Wkfv1AMJlObacIyt9vJeO8usu3reF5XTjvpuSjuoJPENIs8FOcy5f0VFvI7x5439cu6J94oRgzZeZ3dX9gZqXYPk6LOEvV8Xwq3ENBJIQDM/AXNQa1MOoBlbmdQlvZTKsHcHEgmnmR1PIQKAEdB+9ICTu9cC5lJQWR6DOPJXcrfhUBVmTNpyveztJ9C3D8mKQQA3xnluBuAqlPOa8ncNq3YjJHZnOspyZjU8rLmN4l69jnPsG3r+IIz1BsUQ2+m28nsfv/CU0hrYifaw0LIGTT6U27lc61gpsBaNxaWV7g1mITSAKsMZvfkng3m6My606zgpJ8hzK4cMio1oHXa0LwPwzRE2fE2JYKp1+jjbdVB53tOdXVhYj4lk/nf0gsOU2/Wn8dU8MLBF2eVnr+Q7aq3KClMvaMLSa5u7XHr05378p0hh4yvNecjSgTfmcaO4/VCx4AJL2Ziwov0mlGFHZPIAwAYQd0wZhx/mGzXdccQUlzV5UZ+bBO5rqrfcNNCP70BEAA96rfwFE1dyI9tQkOMsq/zrIi4qKFkpmx+Ulw8xLAnfKjkmkhyaJFCaYNhIoXcdmRS1a3aMRxqZZ8kg/J3QUJ4410tp8DQt5SjJK4aJXFiJWGTQ+sbXdWk54IkxYmbce0AqvBxUmjCmKx2jMkS7MQmhxYp5Bcy4Kgued2W2mCFDcORQoLoBKcSTJLD+B5aeEniJUlhlfi+TaSwIdkh3gvcZ0jY1yaHPXHby6k5cE8V46RisvltuPbfBNf+mwA45NCU4/TgPuszS3IoSWEPXcOSjzrFTRnH1iDjvbtsUuj7UIT8fB0GZUeSQuu3JIXTemoVd0hZhb+yUBBCSQoDx8yPgehKAyjksA9ke1KUcn77U8uhvqgVkhxWJul5mBxqCIgb1j4yxpCLJjmLXMxb5DAzyUAIeWc2ZRxXyWFv6CspJLhBea1TfXgtayiSpLCgtQdj3nesApD6oPhRSeERvR2iRMGhO8UfkhxKUmjogy7JYdp+K4fQkyl+FFK4qO7fwr6W7EAlyaGcvE3XjySH8j5Y4D6LBe6zlBSWaQ+zIcmUTQ576HgnyaEkhesz6rE+o548ZuEJfWyV5FBWldvksIc+B5IcSlIYgEurQu+JHMoWcpnZ4vsdf7lOqCQplL9tUjja+ukFKjkEHIuXoQf0sV+mKdnkUJLCAdZPL+CEsGNAmJQhwE6vkeSwToko9GUM4i4Q8/frSrkkh3Iulb9VoknI4aeMi4sYHi/RQlX7hvw/ekwtqFLoTsfsY3R1cCjlQ50U1tA8snWB/lqIjndIOdDtpu2oYlpRmvIvRC2s7PbopJCF38ZHt2sqYUn9fLKd0XwV+TbvSzqNQMilqYUaKTz472S7utuNaraa3X45DSWNje7A3NspIVrYNlhTC/ManyXbU2Jov8y8jnHI66CqbU0cJYn+J/4E/wbm2XjpzbpayFQ5rWq4vVYLc64J0BEka62BfNYU6gSGddpYMvo1LBntWA8kv78Aye9T38mMGD2hnnd52BBI0fNUmQXEmIXtWoVtchfNwzmQcb/2WpoiabhXFrXScLq68JCouJqVIOYxOyhAqISqUjjgy9r3UXfFRvoYqfIrmBRg3yl0tfCXjz9tVAtVcOVwWeCPWBagFYcTTukLsfwQlW13X1uL3dfSa8hXyogad3v6CJqaCEPtUtW7lLB5+zfA25+G/D8OKSSqoXytN+hrbQ6kaN0fwG4FX3saMcPG7ufED0c2S/XIpl6hBXuHoGAvmxhHsnsj9WbxoyCt2yCd1tPoAJ+kh0R1agUMBbG95CEDcJXrLIZbmqHS+rEwJrpDSwcJBVmRUX8Q5RAQfaR5ZfLSdPq9L1w5GAtXUlLAlUO+mK066NG6Zoz6ZkALqTdwf73J1o+C/W00x/HhK+k5THJ1k5QWQDQ4mDyGKpXH7qJRmcWeRtvoWSIUS/0uuf/fnI8ysDWYRMK270w7hAWDWKyepYau6ehP2t4BbNEJAzkcsVTkRSsuFTOOP6xVqHNRaUZss64AM7Vw/v4hmM/ug+yoALYPcubahacGa73SNXIYPGX23/2EuDiI4e5/1okBgH0x7AaXY/qe8N540vxThhp9RxfCd5QOXKsv3649TnY3kTlMByxydcDQnFvmFcrWO2o+4pIYOos0uPRl4JKj3xd/WHkQGc2CuAzx6FVckhAseeanWPLMT3H8CScBu+Bw7xW5268RF2phnBgMjAUl1mSodmPIP0M95aYEaKskFbKcX77XmlgxSfuf0E1nUW3ljfHcNRU3iAlLazkIIO2kyBWRpFCG042kUEItVvqALhCW5OheWDZOCrNnSQqHXCG+n6VXN2Dp1b3n+dmDiTUBjUnRywYr4q3rfohYbEhSeOByhyzVXKG3JORYFBC5W1KFmBejV+nnWia3FbdZaogkhbEKoexh5T07RnxmmbNbN8zgaWhB9npWybz/sd9g69qN9rb6d2/wP/absP+78uQIAMCac85CYXU0NcvOM/iQ+Y4K0uXbZ5Evq+ERb6kFAOB1POrlK14eK98yJ6oDH1MpBOC7xEsLCqyvbv/rekGDDYsjVx0X1wK38SFQ57+rLFIoyeGXrUp0pvQCABqtoiIZCRjUe2tStQORbYhukcMVQ4QEy03hAdHfHXD62af1wbph/i5n0l7YJiZjmxz2EMzhhSKh9r61SJTkUHYXscnh+nCPABqrGKlTuNHiKwThMp0PSQ5ljpwUHRo7w8ubtR30mlYLuKSFU12snpMpyeGx68W5fyf5UNjXkMhtcHpnbw4kY2lmA5ZmivOhebnC6XNsk0PJmcPUdKrwhJzFuZ1nKMccA6dYlCq+T0kO5Xw4w9C6bvEEw2JGwoqkb36rB/cB6xiNHMYZ5NehdwkedJ5wcRSfbNf7Eu+7+lWyPfZXI+gBGQBGOhP+ssGrtMrajM564LAThp6XIXJk+MqQkyUfS0JtDrmwhFVXVbIKP193BalWXhIUF4NqfJz27mwtxOx/IRdFdzoh04Knl6NhPk0OT1vPwp8AvNNp+dmmzMfJyqe8M0GzsZjiqsO8gBN2ruuOIVW1AIC3gNAVdNXHzW1v3PAwXriLhn7k4C2x8TFKLO33fbND9vwvXQ/vP9EJ3/+nO+Cdp7T1MNzcvn6U6Pui3gOeVCYvKXYlKatyQw/hujE7SD/dQtcbWtJyRgb1P5wU06YphY2haJLHCgDVu9mCIhUYc7kzyJck1CE7RFfu09tzNe+07IYS1KQ7k+6q9gFY3UQ9NRclf59sj4nuoMTQMpeuiHMc9iccz0QIrOAreJIQw8qkG5HroivnOtAQbUbQWiFbydT+J8X3651PR3X/+r/ik8J7n6VYK8blDUnXIf0EHXhDA16hDzz8CKlu3bZW76vsu9UL8OyNh0HaauJ3AG5hx/DI7nbAu9hZNLiefFR7rb7CdwkjJTzEZhngZ8aLc2+Tk+P02pucQZWf8iP/DLyu2A9NW6XnrYaCwHBFuZYG5Wo1f+YSoItNqLx4afTPaQ7s7jwghpKUyus+0Co4J8W0kQ4fWc0VmvLf4aKfc2rzMOzao1cTu6+lc2TgFRqCHTOlneTjuRHCvNO0MGtK0r+TfskylKnOOXP+mIGlk+mCceV/s8VCAgDVASgZABdBLxX91SWkxcyo0c64Ewi5kMO6mWzroGN5TmwHqtrpBfpwCn2xJdiPOjftNHNj83BSfFjevQV1SbQ7x9DtI7F0kvNZV5xepaURZHgWa5EOHs2a5T6HMqXr0Lq2/pp6Oi2hhUSz7Naf6uu1HdRM/Xma0LykAiQx3zZezFbWmYhmpfhw1VZrUBjhHHPoug8xooJ154kDtl/pqIVjojs0QnjqEhq9CcCFjFZWX5BJfBX/wYtPuGeagrG1yzC2dhlwvVLsIVfrB6mSokrNWsVsHzCp8ZeY1PhLYeJqQV4khQqByI86Al+MI6v7ullSvwFp784Wf6gKygs027bg6eXiWIUImkghx6ZM0UXiAAtpqz1lp7h0BQlguWi8Yrm9BmivQXmjE268cYPI07hlo1NFeMvGnxEiGI4UqvC/JHIF/X9yeiSrfwMwkkKc3gHfIYco+aL09kbO48P7RNWN2WH+h5q0PHo16pKd55edQ9TBTYZK1Mr36hfdgDomGbpPAcABl6PUTW/XOzVkN9BQ8SqrFzMhgmk3Y7Xbyb8z+aZxTDguFicuKAnZQXOIrjKkTNhv3Y6Mt75qb9qk0ACVCJ5XUqigIUmQz1ODnAG3JPUYSl3KilxZGIaD71aLgKkCwcPGQwG1UU41SDgSViDCvyq8cvi3QCqaAIT6rHIu3hVJwajBCmHoAHYccghN+ZEwqkQ/xQlcVkz24dyp1eg4UUqtxUb/XPyOYfHXTj2HUw3dTQpX5amOB0ceh+ewY0Qui7gmjtfv+cAbzvwaeNFF7LJ4m0GJ4gHO4nNKEk3XCVvwAGDlDue7nx7bilf/U7lH5NfADaXVDBCr69uq42EGDQVqSHTbXxPJ+J0TKz5kTpzyYd3C0J2bumcEnFaxqqMHOaZ5j/330O00OrPitJVuYMjXVgsk3S4QMitzw3nIXM3RnJYg/qeFzE1Qo1CvLwT2O64G85JEdE2N7qVGdaOsM1Er4Apnh6PiUJ7SXpeJ93IMVong4vRGrOxIxcoO+r3WJSiRuHPhc3r/Vlz4xPCdZcbdY9/SzSgB0BCOhWWDnTyYNR39KSm0Vr1SLTTBZIUQDvlRTi6GL+YgJYUBkSsg1UIJmxQqUEmhJIQcPZFCf5lQ1SQpVKGqVxVd8YQUFruFD18ds/RQBxXXe3Qg7AkqQdz42DO9kkL/S9fbpJDsVwliOI83xZJAJYcAgHus0CWrgwGgqYUqKZQ+W4Uulgw42jn3KjlUYeqfWf2isiI+C0IK978vRpCSBOf7OOAaSEjhIqsxvUoKs05RU28bSk6fSg4BoLjTulGUVnR57XtsUijhwsOUFFrnuDKJ3X9vOZ53KjlUIdVCsu88kEINilejipJUp3CGkEMAeYfEOMDVQpsUSjSCksKt1m/WQpp0I9LbngP4ZGqhhO+on+Y3GdpU17aFMdNVregOMSXti1bO6DQlh7DfBN1G4/AjtJ3hFyzPQt6q9IRyjXLfWYndimuBRQ4rr3PyQGfENhNSKLu7ZDUrz9f8NnDEGfNUcihhIoeARQol2PpJWruoOeXFAxYSUmgyQ5ZiBLdeUY3uCTlUoWYZGdy2Vh1PJYbU1R+IsUX19KzqcgtSKGGwIwuHJUqOgkoOAaf4sLzbcWrIaN5DSOHKnYYFkEUOMzy8Q4zzN1c6JYhNkIEHNoSiHbVQeS1yfXoyBCmUUMhhb1AJokYOD1m/rnPO06G8DwkpnPqOTqq5SiihFg4RchiGD/2tuPBDyfJExPQjN7w9QFlJ7x2XOgO4Z4cVDp0kyMCyLsEG5IUauskpJJjUIU66agTsjWsgoQu58ipqXgcA2JfqNGgvsCbqijaLKKQ6Sfg1UenIandIQ4X7SvvvUuv5C2OtC8Pyz/Pv0K06PilGLrgXgGMHsDzLSWZdhn1Ecs9qEedDvTknbBD5Pb5rLDPfN4VS4Z0hCl38Wz67aioV3pnO6OAv6YL3K07OYsWojQCUqmn12vnISmrPsyYrNa9w9CpyI9orYSUNoDJW5OvZYVTrWpzZLgh/pbJSVyeydbv6U6VwEoh5bWq2Ew7ZnSRmeNnCbnqUiFmWHbII2aCZzgOt1mCLLnNyY1fHWP5wUWLyLA+J714WQqkG3Z4WMVsUxogy9AcanFkoNGQfUYZ2DnP6YUsfstxTVltA2XrwUssfUkmLMOaTnkeoiqE8/6qpsyTpMscyv84aL6zEbrmQMkElh77n/fDVh8krk1+frHuRwq08ncqk7Ev5eDmF2nvLtt6LUnPmnhFCoF2ZaS1iOuo6556W1ZArD4oxcdal4nrYdNgi+Kq6o0ZsjpdQ5SXKIpTSKP6EwpATLdlSmvS+fgN9zDilQOiMJZO9o4Sih4u/K4eJVBrpvVmUINIpVMuasu6tzuOSrqL3e+IXMMntFPPJfLEHXlPYluTOck1m1cyNGeIohvurxCyv+tTNPzEEkwc4JG/HKfHZxqeJ+37PO0pqhaU4j5okvofiBOdLu7FuOKDU8nkXiTCsv1ohV9KxTWZhSM4sT4OyAMm83ZnPCuNPYuZrTn54zrWU9arvY0KzuGdliLc4Sox/KyDGRLV4rt4ih01RTs7gvoTrMW6HkvplrdFCHWIe96U6Y620rJKG/Wru7uZAMgrjnQWp/K73BJzzGeovwqzT28Qib4+V/2l32lIXIIrrRZn7Wkx/WSFpOZY4lCruSbUQVDYlkEbW3suc8Li/Pg1QXmLu18Q5U9v63d4izvv+avHePrha1BjIsVNVTOutMUp6j6pzcMbr1wLDrJaaV66Qu/+BQ8kx/RziIk+MyfyRY5LT3WJF9Htk9eJ6RQxQkhQCwIEucVHKL1WGLniFkgk2KQSARpGbUxMliASvwlVhk0ILnwYplFA9oh6sSccy7BOkEDBK/PJzS1IoIUkh8PcjhBz+EnGT+f8oiI0khT0iT1EwRq8iv7W8DsBWeyUpBKwwqnIt8gpfFet2WatdOQ7IPKIeesOrfY3Lurc6pBAw94m1YJNCC5IUAtB65kpIUggAD6eJATk0xDoPai4Zg00KAdHdRJJCQM8n+xThX/Ns2P+pyu2Y6A6HFALG3FIO3/N++ntID6ROLYZ+DFTpYe3BzyusW9E9w7LQigsvCKgWGUtHNtikEABmDzdUIkvIKneZqxWlqIyNYVIv1M4NX3yN/m8v7bNMMNwhiLlHlhND9h7tdWSeoZwrLHK6M6BXeTx8g0U8VEE1AzYpBID99WJCl6RQxfwTooBlx2lxHiQpBIA9DeE7VknIVnw31lkkRc+GcKDY+OKvoD6oPdRASHJVcoNQyzkpNEHN+5vXPZ79T1wr9TyiBEEKAWDv5BrsnVxjk0IAcHlWaMdzZLrE2CRtpZa06TLpeLcg3JIUAkBZPHUXSGubgHCQDSXKvmwJBjnO2Fbc2HshkSSI/nqLT1gitySFgGOELUkhAIwZ1W6TQsAcTeKQc3DG69aJPPI4XfB8AlzYiuHeu4AEQ7IMy23pGPcK2fYY8qEkGZRwjw9puSCbEvW8w5XMSJWbgo5t1B3T0d2KmkHUmJXfSHnQX8u/tgcDrU8A3836BR/K+qO2L6vjJrI97+neb+bPI6YtnEu282qpXZH/+dHwztVz9jSwVnCViV/SDskFLToa2/oFrVdt1W5DKgIjCanxNKO6wWUgfrV9MDkdracXlLtoeDjJFbLbhQGAp/VdarwOYEms3odrZ4iSqEkNhmpogz+n/2nu5/Lp4Zvfo/cdN54HgOwj9Lr2b+2BnfcATTmsBVDFDzI87tB5VgstuCfon1XNnwOApdfr1fK1hr6tmz5idlAuQziae4+mfZVaJF1yj6MaSpjI4GWsA5GhtWXuAD3snsmsasoS2HVm6N9dmPgvZDs3ugO3/IV9/yZDBE6+9HbKuj9qMjQj+1G5NExafVYXHrwD6XdU3RWrdS4BreMQYGnivBc4L5oERO4zL7DgHVFGGRaTfF409W4fd1YvGvUm0s8myaD9vB167mSSq1u7jysSaPpOWrO+6moIUp5Q1m8m2S7q6I8tZ/5Te1zRQDpfLDzIBBBDN0TeGndidBvWMLs7NUVIghdVjWXuCFP2GbxgB90OjNsIfALF8MInhoAgh4MUN/43bhK/c52JqcMjLsJxTc7FWBn3Olk9NFYIlu4e75yT8dFtpEfo3mTh96AqhfLLk61tZHNy9Ubb0voYafEmiWGj0itT5g2oeUzehdM/NULI4bvZC99LzqTkvccq8FByv4rvFJL/hUoKJSQ5lOfae6sYof3PO7ll3rm5xENRkkWy77vieP8vnBH+m9/7LnKDSs6epTqNbRWTIMnx+UghhceB2653kui3Nidhd7qjqsm+rUVKX+v89j8BK5XCqlmWnKESQNlT9riSnDxpF3DSUX/KB4ljZG4MJ4YShdHXY4FSSZnc3UwU5Z3RggyoZtFFTY/aqi0AeO8UGfKfJSFUIcnhrx93xofvfO9O4ofovU0Q349LCiVscqiKo5Icqrd1xfkjhNp7yPbCd8B57hVzKNGyyeGlzr6lGWKCVnOlqrrcJHy1rNrKFU1Rcv+a9uqh5DQlp5QTQ8Amh+VBpdjt7YlArXLSbhK5iZsSnLLu2XXicyT3W2fvy4wKouoD556adoUIu3FSuKjdMbpb3bYJB/o7RTVyPM9VCrEkOZx1raOebj6WAqj8QwqVauGqdfnMTXPukQ0n+tH8QGvomHuNOEaaq1fvVEjh1SAV7N4U8f1UdynhVUkOVVu7kaB2RRaHOTXHiV7s6EzQis5ubxlKCuIkOZTvTZpzbzjgkMTll58iBE0qY6rCKBXFqS3OfdXYGY1Qs6Mc+wYL31FZLCebAOxSiiHl+1A7qLgR0gghAJR2OcStoG2wba8DAJPOiMjQ7HhHgZZpNEVKMeqWM/+JLYMdFwaZYy9TT9YdEscuv8w5+Q/Wi3E/dYAz9s2IbcZERXCS5HBf1Iv2vgNxV9shagCo6BRqtJrDuMxjWX9tUhbauf0EKQQixNDGCJZ02U7bEnV4sggpBHRiCOgmqbx1DwBsYsx+SzBJ63dYGkgGx5ZmWqq4L512QgnAZbTC+Dyh+M5lFzwp/CTgZNF4zD16cczY4CSyHQi5KCkEcNtIvX8q7/nK+/gCQL6XubnOGqcrgzuZl9wVujF1xWBqKzQmup2QQgBoSsjRHpccOEq2C7poPl7Ger061XvnpX83YthXeG878omJIQD49jDlsArG7hm+//t0iKEJGjlsZMphRkOfqiuXncUOBfcAACAASURBVGBqXsDgXsBb6B0voSFkAOVuanQPAFOep+rypluowjW77seEFAJAc7WeHRUaR71GVVIowa3KtgSTCDEEoJuAA9i8g+3jmQfDKCkEgA1tupw3N54d87JB8mO+fN6UBkIMAWDz0+z9GNqwnVpCU1pMxJCbQQO6AvvA+3oo9+HLaTTO356mWc5sDtL32HBG99Pl3+sj8ScIMQTMRZ/7Euh4pZJCQCeGgCCHKjEE9D7I8zx6OpVqkwMIcqgSQwDEzkzi4Th6juZ10mIrTgwBQQ559XN5KbOK+7ISDfmExPDCzzEEgGRWZdharYX5PGd5jT/gepeGjzcl1OG5RDrJLWb+g7wDCQAUtdFKWlO/4HEbaAcAf2mUZtD7eSeFwIWvFH5S9EYKAb261v/kn3H7xv8Oc3R4qMnVAJDX8gry26i5en79f+mv//JtdHudbsju/22Sts2vv4ceDZ+XJ/HzR2n3Cf8TfzISQe31P+ekEPjkaqGEbzwlfL67dAL4WZJCE2R+pITnKT00G3zyMW2b5xH3VKRjH/Mi86gs3o9dRcVkH98GgIPrnqDvsd8T2jGcmD13zVFs6aKT8+oz4byEHGxhk/7Oznjiiwjo9l4AaPEYgPWD9JQgTgLXJh0n88qGX/XT2qiZ4N9DQ7+b/5CiW1sZXGt4ONZU5cvJ25ZgEiGLD7w+MGzvX/rclHA2I0rrCrJo4M/A8UEKHR/mn9bbyO3roPl0mxLouS7qHKrZ1KiFHxKFSXPIdnlngl2oInH7Xn0xwftth4bqeaoNiW9o+1TMa3te61yy30B469nnKG/+b2A6W5Qd6b2RQV9xYSuGB1gD0rSvClKowrCCddXQdnKpI7qICnh7yyXaBbSqY4BGCss66OC1KfmbGincU0QvFm9+N/ylFwcfj6BneO+5XiOJJd+l9gdVH3kw8TJqY5Hq6iaksDEUjbyWV+iTG/Ks+CTtXTCVkEJvjg/+Kh895hvNGkmctnAuTWeYNya8BZA85t5/+tQriy90+PZ4NZL498aKOT/Gsmd+Ym/7bvVqJLEv8M443muxGVeJTdfVxIJ5Gin0DvfBf9hnb49ccC/mt1KiEDijiyPPXUIX+TOiT5M2eov6P6C1NX0n+ZBd9CHBfRFru2M1UrjnNVZM0g9YP44SFa54AbrQsKcrThBDicEAONeOBQ1hA1r+IBpBi2YALJ5Fow9LPY1EmXIjZFcdq+Cmzvd5zghiKJEMbM+hOYTL2vWirVxGQLcEkzAr9hzZx1vRjj53KZrb6XwZivm59tyVA75BXwunUdTpJHqmubpQx1Q4nusN6Arf+Oh2bK2k4+P2cfSzlgaTURRgnZWYmXpai26R9XDcSUEMJWLTURpLF028kw4AFJ5lC++ynwDZ7KDbQsA/vGIo0VMVm4UtidO0ffzm5P0bASe3UKIs6ah2DF/RmhAhhf84MPny8b69vlf1SZiryx9XSeZKISeFgK4cml6vN1IIfPp2MxcDPm+kEAAhhYCuHPYVfXEg4Cqx6boyKYUqKQT6Ns4aX5+1RTT5vPK+21M3Pqypp9nF/9Pra6Xm9NBGsAdkrae+ir4P+6Yu+06wfS9oh2ioYt23Rr92KRrf7L0alhtcLx3dh/aecHLlJLT+7QYsYCH+3em1qOj/zTBHO2iKouPazBpTNZAOrgJufVkfHzlMERJeFyDtxVTwrmGulhnaMX1pOIAb+9BO8m/Eha0Y/uWrosk1ANQoFZlXrCWGugCw5Vo6KN1eJaThaSNFcvIiK2Qsk1olFrDcgoLWwZQUNrwI/y8pkRxfMF9TCiOIQEKqhpwkcmgFEYa8vL4oNRFEcDGCq50A4PuaF77fU5I0puBu7C96yt723tEB/296bkqw/a4HMHUjDTl33P0DjST68ln+6H4g9UsOKZT5ZPOiHWIwL3A5NrxPcwjX5hwnfex9iV74Wnom6b5rvMQeDAB8g7yA4hCFGcDaOTQuXd0dS3r7Ss+8K18b4ey7pgs5UZSU1HbH0j7g7wBLr6WkcEpMKzGjXtKWruXt58W0268JCOWO5wuWJNYR9W7VWRH+Vovx8s78WmtB2nQtXYxvDqRgYa0zPj6SKQpZNrB80UnMgaQ0mIz6VxWFcRCw4CpKUvNjm3R1e84w+J9xHBu8C6eTDlUA8CBTU0uCoiDLFRCRzJL+Igeygwl+/DwWnH4caFFyKussi7WBNwNfehH4hy0++YtV7dZCdXX/a/PgvY52A+HEcH/RU9g9lybg81JwQCeGGwL94FPCzD35o0UQQQQRRHDxghNDX6kfq++kFic8z8z1NvX+AwDfrvOnJvteUgzXb/Zj8L16cQcP6974Z9p1Y/f1tVjSRgkMJ4bL406RvsAA7dgiwX0l7/OcQbUSis+PbdZeCxAEUkU+y03MC7wDVFH7KU4MASClmsZZVVNyCU4M893NuLGMnpMFUygxBMxqoQrvV/6EA9lUJOLEEABKW2ixqu///HbjCQlODGfENiPjI2qdYztEfEJieOHHNQdMdsxKw8D/1wfJilH+rZozZ0R1apVAPCl3Q8BkDhVBBBFEEME/InylPRO6RU//lxZW5CTwfJJCQJBBFaoSCQC7WFRsavMwuK/WBaLCeKcowuRlCeit32qYa8LOznjigyirv7n3ofpapuedHtOikVAAQI5ScDFkFpKP0gKpzYEUrM10FFPv8AailgLA/m1xWPO8o07mu3V3CCQB6ypoPmpfiuwAIPsArWng4erKLjfpSS1TBdSUiYPrntC+Rw2eobov6MfEha0YvkcrPf3/Z25o3htq5v8r2Tb1tKzupkaj56OPaQQRRBBBBBF8Fjgw7/9p+0qDVKkyGVGrXWUkeCSNV2ybiKQbIc3+bSzLoTOZbC9hOf9Tgm9rx6DxJW0XN6Lmwo//94ZezQBe/To9BzfupMqh752+EXm1BSsAlF62STuGf97e0osA4N7vz9b2ZRxjhbhX/y/wD60YWvi4pBDQE355F5KD654gRDBCCiOIIIIIIriQwItmGkLRRARZHndKy7EH9ErhUdGUBAbg0oQT0/NwHH+iSCt0W22ZWUuUxeih4RndN2r7MIgVYLRQP8NJMW2aUvfIbfS1AMBXT0nfjrXFfSaCHLIFKwA0Xb4O05hSWbXuSbLdF1IIAE88tknb9v9O90v8JLigieEnIYPhkGN1LZHk8ONWwEUQQQQRRBDB5wmSHHJ/PxUqqZNFIZIcSlJY3qn3fZPkUBqBq88jO6LwPDkVsiBFkkNJCqd0OTUEq62CFEIOY6wUL0kOLVJYcOjOsK8loZJDSQp3rC0mv1V8XJIoIcmhJIV9JYMckhxykgjgvJDECzqU7Pef39yMxHtormLLk+enIXUEEUQQQQQRfF7ACy8nbCgk898S7EeRi/YX3t/lwQFFGVwRJ/IC1Y4cs2LPYVEbLTaZwlKzws2r3/keJXLZQepJ7H/yz9g7d7G9PW7DKngXTKXHrNsO782Oyuh/SXShUnuk//rxX2DAvQvJ404/sdb4ns4XfvgDp20pbwrwacDr9QKRUPL5gXrBRkhhBBFEEEEEFyPUwkv1bxUFobfsv3k3DkkKTVDDwRM2FPZ5XlWtuX75+NPEB9bkCQtQr1b5tySDJsj+6CoR/LRJoYrPghSeD0SIIUPLk49HSGEEEUQQQQQXNTghlPPeEjjG4wWhtwgpzI7S2+dNjxHhUd7FRH3+v2VOVQmi/8k/E1Iozf/VJgD+ddt1M/+XricEURJCjs+KFF4ohFAiEkqOIIIIIogggghseO8RpEqSsrr59wNwLFqmLZxrH6sWkMhwMO8gE8Fni0goOYIIIogggggiOK9QlTru2ddTm84IKbzwEVEMe0DT3fch+SnHH8g7ZxgAkJY3EXx28H1ZOPr7Xo4oxRFEEEEEEXx+4PuiNT+9/vefnyKK4aeEprvvI78j+PtCksIIIogggggi+DxBkkL+94WKCDE0gJPBprvvs9VCAOTvCD57REhiBBFEEEEEn1dc6OQwEkruAU1334dGxQi0OPBr8cepP9j7/GVjAADey3zOvg+dvz8reL87Wrz2Lz4AAPiuUVYwb4rzVHTng/a+gqeXk9Y60ijTOzdXPM+GSvt/r859AABw44aHAQATC+bZ/9tVpJuAfhKML3D6Su4pWk+2b3lfEPJQ5rPiPVqfFaDtnrKL/4c0t/eV+jUfq4sdMnkcCG/1EEEEEUTwt6Bwzo/sv5c881MAztwD0DH5k6Jh/iL777T1q8/b855P+I4qBHCG+LX3uhp719a1G8Vx2cp8dODTDzVHQsmfItT8QgCY5/6m8TiVFP49oN6Y6t8Svmu8hBQCer9Fvi0JoiSF8m+VFALQtj8JVBJo2n7hcprbKT8r7wGqkkLTtkoSL0aopDCCCCKI4NOCab75NKCSxM8ttph3q6TwQsFFSQy5G/r5xDLP7fS1bvyV/vqX+/R9+bR5uPcD/Zi+oC9h7Jr5/0q2869twqSYNrJvQlOm/tzfu41sT16ok74a1hxdtihSwTvI8PcDAN5v0+btB+b9P7uVksT0uhXa40Ijfq09jmN5//DmqxKcdJqguuyHw13fn9PrMZ8mVNsICVf7V8g2d/k3wTtvDLzzxjjb378D3u/f8cnfYASIvef7f++38DfDdM9qi8dbP4D31r9dIfLmd2vjYZ8eN/5nPW4DgPeWSm3f3xP/8YNv4z9+8G2yz3frhUcUAMB3JX3fvHsKAO2zjim4W3+em+nzbPruUu0YPvZmRnVq80pf4P1GM9nuuPsH6Lj7B3/z85jABQcAmHgl7fLim9L7d10574eonPdDe3vv3MV9mns+TVx0oWROCiuihpPtnsrsVdy28C6yvSbQH0Ncnfb2iqN3Ay3v0QcdeQ+gvAm4+sdk018aRUihf7QPfYVKCv3PHNEG13kpPyTbG14XPSTzr3Wah+/sjLf7VkrUJL1DX6jtIHbG5dmbvvY0zbwUALYEk8j2uA2ryM3b8uTj2gRT3LqebPufFe9NJXiz3Od0Upg6mW53BzE7+layKyeamq8+eCYdOQkdZF9JYh1qrT7YgAhXc5huStVQVYKTwqzan5Bt/+8v1R5zvmAihBOaKdkPxf0Rq13X2Nunn1irLSz8zxwhhBAA/MX7CSn0P/Yb28dMgttXnE9476Tnzf/0R5/aa33aUElh8MnH/o7vRMD7NXouTdcov2eXsy4XTzy2SSOE/uf7phypY5a/1KxLjFxwL9k+uO4JQgL9e/5NJ4XpdCwAAP8LuX16T58WOEmK+8gQzXn+71/B2hs4IUwa242JitBQ1r0VHcnXkmO2KW3yJPYXPUVIoe8lv0YKc5iBdlZUEJlRzrwbzijb+0Uf2fa/7iOk0P/bJI0Qep561PhcvUEjhP8LTHyQEsLV8Scx7oMsZ0ctgMHseXb5CSHMLf65NveY5p2+IBJKVtAXNc00ofYFa+OPk+1llzylHzRWX/lw8BVMX5VD7zX0uB98f1avj5n7xbOEFAJAfUNMmKMVJNEemb64ht4fA10Z8X2n99WS99vJ2H7XA2TfqKhg7y/W3drrIaGo/9b25Z6kCwPfNz7e6r0vIfS+qCLe69dp+/gA1pfv2gSuHJo+q0lN5KHo0D29r7A/rlLDlWPvpGf0Y+7UyQsn5VztNmHwvQX6c/fhcfy8+W7v2zXDFfeS7/5H7691o/7c6uQRDvze46QE0EkhoBfa9UVd5sphuNfj4GOvd9Zg7Rhvtk/f953UHrc/LkyRJe9tvVuRyTSbnmC61j5L+Ob0fo36vsau67Efbyxc4f5K7wdBVwqH37ug18esDr1KtvuqGvJ0ob5cnyb05bsetUzvBkNIIYBXpx7WjvGdoOfj8xQuv2gUQ0IKE64AABSHRtq7cqMDCDACvWNt74UTty28CznRjurkb09Dfiwld2MrpwEDv+7seGclMDKfPlHiF4Auhcw8JNoFdax+39n16LPw3kEVLlSvpNtXC0LakPJP9q60E88AR5yV1Lycam3ltacrDqXHnUk4My2IogRKdqdHnQSinZXezs548XytzgC+1NOINYH+5HH8fEhF8oGWgQCAufFnAQDFH33VOWjwTEzy0MEzK6oTXoWEZh99GFsyaG7kjI6/AJ1n7e3ZseI8c7Vw2TmmBDIiWZZ2DwDglhPiuvH9VlxL6sRYHkzAFveb5HH+ddsJKRwVHUSqq4sck1yzHIhzBgapjHhvcK43/2vzNFK4LOdtsu156lFCCh99bLN4HoW4VcRcjgMsvD+nNYNsPxJ/Avefoo3tQ4nrsTr+a/b2os6/iD+iE5yD3BnwBehz+TpfJtv+DZWEFEqVRp10/eu2a+Qmt/jnhBT6n23SSeGlP8Yyt6MEeZ56VCOEGx97RiN3uS05ZHvmLx4iE/XxJ4rEe1Qe5398q6ZezP7FSkIKfb/1a6TQ95wfK+Y4UYFlz/xEI4Q7O+OxOeB81pm/eEg7ZsfaYkIKfa+K65ErCs/d9e/kcfzeCz75mDYJPvTos0QFLD5xP5YM/jk5JvmpNeTa39/lwQL3WXJMZlQQGSefdXa0vAsA6LjUed8PPfosvJPLyOMqLi8h23mn1gNu57rybxbjkEoKN00+htlNNG0E1f8BjHqIbo/8KT3m7G4UZDxhb4ZTtjVSWLeRbPq3DoP3K39ytv8oxluVKPg3VGqf1b9jOrnW5rrPIq6SKYUJAJRT69v18VVDlcz59onnUUmh7xm/Ud1VSaHv936NFPr2+eEbruwTwSckjRWLXakY8hSlZZ2vkO0tni9hRleVve2qESRy/Yh6e9/KjlTc5zlDHlceTMAWV7m9XRh9PVaxtKWCp5fD+/XTzo7Dj6ByvLP4ya0XCn3H0Hvsff72NLiZjuZ68lGsvvM/7e1FT/8XAP271haEscCoBGfeGeLqxHOJx8gh6e+NwqujHVJ449vDgd86/8//jyb7sRI13bGoV4peAeCWjXraRE/4pIrhxUkMARTH09DCA+0DtS9tX5en116JppVGFWsoPvZ3I4AbmFrYVq0/WRxdRagXLAB4Wt4Czu2lj+HEEEDDxANkO23vl7RjCq+sItvV3bFYV08J3QvD9dXx9FhKoLLPjSDbfSGGAPBgSzrZDtVP0I6ZlLmDbO86l4APhlBVo6rbrT1uRss2sr0ibgbZXvb6QGD0Q2SfSWF0ddEB+ZH0E9oxi1z0XCNQh3JPHtk1PqadbCcf36Q9D45tpNv9JwKnKcnixBAAFntOk+20gK76bIq6kmzPqc4AhrKDWuim8bOGKAkui/4CKrriyT5ODAEAx+nEj+E07DwzSBVoAKjrjsbOjiK68wgNEy27vEJ73AIPJStZobPaMZwYAtAmnoIYOhZkt+jKwIGkD+Cqo+cWTAR2J+vj5/Ykel8VtFJSXt3t1o4BgBsradpL/iiq9vMFAGC+9xZ7Gsn2wjZdmeOLGTVcBwCLWn6LipRbtMflNdCuFh2DZpJtT9Wd2mM4MVzUNhAVQeYMsMegVF7XSyVq/EiglabzFCToSj4nh8YcdEYMFw38GVbXshzbYQa1qub/s/fuYVVdd/r4e86BAxyugiJ4AVTwhknEpGAbSdNg0ph0gm0H20TybSRtJe2oMxMyHW1nxOlEO6P5zQRnRuxUTUfMpNI20bTBXMgN24q5YKIYK8QARkEF5A7nHM45vz/2Xmevz2etA+TSztOk7/OcR/Z273PZe+213s/t/dB+w5WZtALhtM+JnedYHrYmIPJhyGF58mZgOtvJhmugW4022OwH6I46ANwpr0nTjrmZDv6Nkd3KMZwYIixeOWav7RqyPaAJXAYNVXFOWB6+P0LXlPZ+NcexMZWmQWQyB0nk+3OxeQqNgJWPvoQk35fJvi7Hk2TbdlUtPM2Mp+/d7HWicxJd90/7KVcAgJu20Od83UY6x+98fRJycyjh/mMTw09EKJm7l7viPo9CzYS5cpCvluPjR//xv2R7tycBdWyxBAD8xiJwrSnfROssRkxsdFLPi/sn3DRABwgAIG4J3Z7DBv/kZUg6w8LhCcvo9qx/RNmgWhSzNsVaHBdPGcEm9qDxxaHVH6ZdwNY56SK7jxWNJNp82BVjeSPPJryHpvn0Ou6Y87Tyvhxlw1Ow100nlkI3nTDqY25FQZgmrHyWhe0u0we9YtJ3CTk6ldKivM/6sAv0PTztysd4YMPRUToeqhJZGCkuD5gvGSDifk36Ajls62X6nTsCNOzf7HeiPmwefe+u58jmvc3UwwcAeAMAS4fdcJmSlQ3DyST0XONYAADIc9AJCr2MrEXNgYLzdCHmpKzdT61hAEBkGvUGwfi9MlY7KVFa2p+G1AG6yODKU2gcovmp/DrWeKNROJxF9jW5TtDtGLWowhkdUIjgOkbcPVfoXJxp92ifoeUD1JDd6abG1u1zBtEfoNPziapIsv1M9AWsYV691c4+5ffue44+Q7yArHbUpTzDAJDX9wzZjrExVjzSioi27WRXw7yf0WNSKDFZP2xEEfLCpVDfwNvAQkoMG5a30PdxuKg3W8CMDoVCpesyNq9jxj0jgWiieV3rp2gW4fmVSooNuqlhi4yNKB09ppy6bjYdI2AZLg8v6CSpALqCFUV5IVkN+7669DxejaEhy63T6LNYl/YjvDpDDWsq4HZ8PzDwtDUeB5624/vVdP1QojQaUoiBkyjpf5zs4vnrbf4wlNnzg9t7w6ghDgBVrnbUTqX3rXzyP5Dt7MHfIaL/DfU7yOdoDN0qVztqIlRHhoxA+GY0DT0c3G72qg6MpOa/Rv45Oq5veo+t+TOAnfvVAk4ZH5QUfhz4k/cY6nIO+GQ5t5+aQ5s1OXPjeQ4Bff7N+sPUGm/96rtkO72FDlYAQMQ05MXRQoV626/pMXwBBoBeNuk46YOJnqPALFrsAgClUTT8Vu+jC0yVqwMcyiIAw70vY5tbzfXhHi5OtrLO3K0lhQ91TSHbd8VTYn8I1EsIAPWRufT7jboMb6GMOEYcAFTMe2HM71g76lJJ4TC9rwCUyaMroBKe4tEGuuPMAyqR1yx4JVOoJ4KH9fIuUSklALD1blf2gXNZXY0ATfNDIPL5IDEEgHpfFMq7mKGTco/6Pi3Uu12XriZObxpOUvbV2SgBWWX7onIMf2Y5sWqPOQlceYrsS4pSn4VljOgeijytHAM7vR+29kVwRo9NCB95X30WLs6hY2b5wAyF7OoMWE4Ij+xXE/kvrqXvvc8Tj9VOusBmHJ5Ntm9ZrhpQ3eyzGryPKcc0xt+u7Mt+/2Gy3TD9B8oxOb2HyXZ9fGGQGAIwvIYDb9P3mUZD5QCQM0CfVzkMLVAKVaKp0sW84q3s+RhQPfTrZ9HQcEXbVw1SKKPt35XzkETH7HrbTcohO0sYAfieQQplcG/v/UMpyvsc+BUj8dMNUiijblR1XvCw703/y0iKLlXwGIB+zX4JgS+qudyKg0NzrbsS1fxevqboilE4Ci49opDCcg81mG29auQvMImmKvD5fIX7mNZTGAinpNwWTr29ga4vKefYbL+iO/4HAC+JWAAFQoP4g+JT7TE0fzxBWRgNtU1+LRPdZ+iCvWGAeku07/0VdcJe3/Njus1IIfxAejXzoCSpixyvoKs/fxvQxnJh3DTUpZBCwCCCMm74jfJ5rZPoZ+1+PQEnGigx3DTMCKYG6f1HUTJCH7ZTsS1key/LWQSMvCQZqTOOKsc8dJ6ROS9wuJNWPDdEfmbc77ip7T4gWfq9uUeppw7AoQV04t9wNRmLrmSQfdywAKB4CzY5vqBMvltGVNLDUZl9nO6YvRlIp8U3pVPoAsZJIQBg+rfUfQwbZ3Vh4+csQhVzvR8xsZTw60Khtg5WtNKtqYw7RYlhuy0O7bMoMcxvG7/Yoi5wCPBbY6Qi/CZS8QgABx107Gf7LqA9ihpOeUOq54gbKd0BBw6PWuPqcFMMbCdz+WkKAhE0H29X1CVlwQJ9pIBeYNqbdC7gYXAdFjvcZAE/0hsNsPXzrnvVuYkbcssHZiDzFvodXzxKCe+LJ104ccr64g29f6+EZnXIHqAFAYhegJyeX5BdORdVssC9klUxhcoxS+rSlX0NMVLo9/3/As5pjG2GSi8lpWjZCgQYqbhMx1BV1pNKWkj+dLag69DGnAr9b6Kij5LHnR0arxD9KKTYRhXJrj3MaD/wfBwgRye/AL2xx1A7Su/98oEZcP7F+E6hxC/4xj3G1s7IfBs1agtGb0RB5PjFODs99Bo1+ZyK8gXfXujwoH0aLaCK4fkeAPYkM+cHW6p087mtUSWFB6fSdbk07m+wNopGRLiCRtMc1YiHmqWhYP9SNUI1Eeh40QfFnzQxBICa0WjUmKXxghQm+dXcBw6ZHHJvoSCFMjncvMogl4IcKqRwLMhkzVzQ653GpFR//rbQ53FyKENM4JwcSp8nSKEuF4RDJofZ3iake95FusfwSqT3q58hvBOcHGZLRSBaggXgEfekYCJxkBQKZ8YYBckyOWyI/AyR3ck7N0a1mkkOBSnUWZ0c/XZpAhIFOSY53OT4gnL8+mFjPMnksDvgQIXjhuB2peN65bwgTHIoSKH4bVpSKCCRw61J38PDsy3vw8ZZoSvJFXIoyxexOS4IORVCdP4xyWG7TQ1DCsjk8JA3GnnSwlsXCKEICyu5XZDCbG9TyGMF8qKtz9qaYCwWghx2a7y5AjI5rPBloMIrGY7dz2nOMCDI4SOdppdDcKwxbtn2qCvBv28JGyLewcUOt+4UAyY5FKSwVCoIq/bG6s6gML+bIIcvntSEZQUkcpjk+BZJeVFIoQRBDoOk0CxOAdSohUBVikXybO/qpUi0kMhhgzObPCcKKZQhyOE5U1XCJIdVWU8qhzaYueT5/ZJrh3sLBSlsoPq2AILkMEgK5QyHDcrhISHI4YHnQz9nN3Vb96h4MAW7pRQcTgplBMkh8xYmRvmQGDU+KQRPHxak8JQaUQiSw6FmYKgZm6gNSgAAIABJREFUSe9bBhcnhTqcMO+HIIe84BCwSOEOp2VM7I1g87XqvwhCkMM73jTvubQEc1KoQyBg/iaTHApSeHa25LAS07R87WaBGAofhhS+uuYh0pDio+BPOpQMAAVtBqOoDfuNktNgO5NLk+6HoA7kd6xqLgHuLaybuh75XVKy9Hv/BJxn5GJmONAq7ROScgul8979ByCbJV2/y6zf/zgKlEkPlT0cGGJhzDNHgTTm5Zv2LWDafcHN+tFIpLCcwYyrswFJVWTNDb3oYvle3QE76sJ/Q9/bzQapLZzoVh3wxCHLQa9Hvuck3FGZwe0TZvhazvPMtHtwtINNWiy/fk1yr5LTyBFj8yPrXWo1IvNHpHq5xpauVKWvPDIdkByRC11uHIttI8ccH41EQTirvGPh0G1nkpA5x5qkOvxheDiKhog2XE7GrmRrRsoPGyYkGgBs9XOx9hr6W9ew8OBAwKZ8n60jNPxSEDaEQ14aftzqbENsv6VpuMbZi92siAgAPD3WNVqb3IPKHpbfckVdQNuvoV6VfZ54bLoorXyjvSibSYsWGnyRqPVbxLDedaOS4rD+UjmQTJPCeZi3IpBFKn4BoDCcVto84p6kEsNfAsixNhfOcSsevTzHCPJ6pHBTzDVK4vz9l9VQn7LwZBqV4cG3gV8hczuirhBvyEDAhm3ddJz1TWtC8SANoxawYrENl5PVpPjfsvynyVAMsHXXXUVFtzUPZsf9i5KrmGjzoSkg5S4HvOQZA2As+gylk2nO56NRl8nvv/dsKnCFnrP5s10oDLPm4TS7F0mnv0YP8nvRsJCmpeQMvkKP6XrWmENlvMfm4Ot2Kd7LZr8TtV7Lg1R3+T4gnM25u3YBckDmJIAv0/QF2xALBYYD4Cmnc4A98ZZHK9U+iltYekvk23MBORiWjWClcBCvAWnL6I3NZPPyi0+44PxLuuZ7Rui8yAmhGLv3/swae7krh3H8HPWwBTL+h+ZrLvwpCvw3k2Nqu1nOfM9RlM+leX5t/jCyLh33RaIonMmuBcLIM9XhD1MIsAc2Uu0LAPefZM9rOLBxLjWit72tRn4O5lik8PTu/wYAou2aYvehfICNq5hr0BRurYFpdi8ijzH3LgvT5352WMnJfsQ9CSsfszzw5QmbUd5Dx9XUb5cGn6natOB1+HSGkgFyEcgkZTsTIkT0trpLLtXffE+ikQhvom6qoS1Ul8TaqM0M1/89Hhql9/ENARlSNfN/mJ65HTQ5Fy5Ngn+bRDym6cOKHZKQc8ZVmm+05gbjWiXZVasw33ujtTHaS3PgTM8RT+pt8lnXIN+j5pOEwrIUawLMnOpBZqLkcUw2vqNcBZ0z8IKacwTmrmdFDAKyZ2zlEVrOJ4SwdR1h5AVix8gkJEphu21njEmk+V26+H5f8sDyQg+BRp+asLz7pPVb1zp7yXceCNiU7wP3RWyyWQLlIl9SJkdbnZTsWu8fmnCvTTb+rzTh76ydrdvUUGPMNUh9zxrD+zzGasWT3nect6pVG3w87mogzzGi7pSLhtztJNezImAUkMhFKfWuM9gUbuVbcYkLAEQuQobsZVG+S4xBCEsC1ti+/0KK6uHWkELAKO6RIS90O6IYKzKxMVH1+lZFW0ZaYfgACZuJcdbca42r5hedNGSpyRpZd91VdSeohAavYg563mRjvPNXyvioTvkByeEVizlf6CFlk2z+rN7b3bVQKmwx0w9yTluSSzm9hylR7XqWHBv8O10yvK9Tc8t5HmgQXmnO3cXOE8PiSSl33HMFgTApkqFbJsyp/f5eSlhelEhO5NshYsUyJ39N/e/Vzj5SPPbiE8Z7en5u8YUHI7qxMd663hPyEprInW29dyCDGn7CIVJrfzm4Kz9sGOXJkryQJtolmg/wdUk2JLjBIiCPM+4EAIxnMCZTipaY92PbWYsIbjucBLRo335clMdIa3sMNSBFStXIUquorejafhTdaD0HuZ9lhX4IMX/BIIcCsjwS4UMfAX/yxBAwvYUC3IKNNl+yASbI4Tv0UCKcGqkSBAWcEKaHGy/51NPmYJE9g43foJqGGUzqRgdBDs9ID1Mb0xQwJVHqR62Ft8MfRkmhRq9TPIQ8EZ1cS11FIEByYmRyCAARw82IGG4OegsBBCWDZBmBZSlDyJxqbcvkMBQEOZRzq5RcDnPRqrFZeUtOBCgp1EyoAsdHKYHZMWI9pIma4hyAkvHvD08mpPCBy0b4T84hE+TQVm9N/rtPJpDQGO9UE4SUaiCTQwHuOeuPNeRo5BA/J4fOhAlEEMTiL01+MjkkkMbQjvP/j5DCAruaYyaw/lK5tXH5Seq11hQCAQYpFJDJIaAhNgBg1gUtnGOFcHe74wkprE/Q90e//4K0kAveMUaISkAmckXh/YQUikIUYQDI6JtGQ+ly0YoupwowSaHACCgpHMOWzY6zvBMptlFy7bJsX9ef1Cl5jc3xUZ2iFqRw3HtW8oBOoaTwkJkPyvOUCdEzQQpd+BqgOy/9HkIKiwcM77WOFNZdvs/a8HZSUvhr5XADHuu+EnIIqEUHElKlKM+Loy5KCkUNJZ/DpTms7ahxY3khkg5yocvG+C4tKZS9cvu/1o7clcPIXUkJDCGFWfpOHfKcR8ghgPKzRqhX7kglcFyaL6q9sYQUCmOrg50nk0JxPDfMdNh2WPIUttD/W9VgRLqEtxAwZJBS7D6kcOdKjFrwyFF0rUUIZXIIWAoFMil86r7vGZ7CBJo/KJNCxdj6CPhEEEN0UF2mRlsyTi1osXb8AACr7XA6AnAushbBv/2re9CfSKvv2lNpwmxh9F+jMJr1EE1zKVI0igbU6W8Abua1OctUztuO0iTzkTbjJaPmKA0nAEDqfXT74mPIu0yr6LZHU49EYP6/YO+AdcxCuwf5YcOESJRjCcrDWG4GkyGZ3JupPHD5vU8pC3eexyItO90JKAgbQjoLczc5aFHIrlS6ytb7IpVQY47/fWT5LHKU1VioXLP04VySjwUAF+9kxIKtIzcNzMRNAzNRNiK5MTp/hbIBS4D5oXemBL2FAs1+p6rJ1Uo3H3iNfpds2wDg9yDwGYnYZQJLemkSfjVLuobfo4S2Nrlpda8HNqpLaQtHf9xpVERaFdcVritwJ7D8PV682nfMeMlgWoWY8R2keikZa0r/Z4WsZ9tpHt0qx5ewymFV8VV7YlDtob+1dUYZWmOlSu6weOq9gaEdSPJCAdSwKvrtkVewPdJ6FhK/6kPibDqp8wKqNLsX7YmUwG5zJyJzMjNeqNoNVi/ow+oFdHFeETZIFsh9njhF43DTpY1EtqgztRmdqTQ8W8wW/fvPpGDDGaaV+KSTjus6AFQxyvBWScEI9/TvwD2dkhjehSjPMYLiMDWfDpNZJaadEiwPbIoXp7iHepkC84+jPMx6Np0IoGY0mqY8TPkyMJVqJ+aMMmmh364HXmURHj5HT10FRFikdH3k13B8NBLdfuv5rRv8F9QNsiKan1bTbS8AWgxPSCFgEOSDM6T8tCEAieZLAk8tUYqwFlzEwTtYnpsfgJS6/OAt3Shisk5OBBTj0vN7ei+2NdK5bK+rA3tdHYhlBrAc5qyIuoJj2WyNuvKkqrrAUP5WGtBuhV1bFz2FNc5eojxwwBOntNXjZLe6NRbTzswZ8xjvf/8nzv/YaiRQtv+HKP/dFpT/zgrF7pnfoXbbYk4jNAKrqsaWu6sfjcSKSNrNJcv9DrLc9M3WXkeN8er3YwFpuq+PPY9idg87/GFIuUtaMzOB8hsoSSzlRUAfAZ8MYrjkMYUcAqDkEAiSQ2dOaK+IIIftk4yyoUy7RxHJLFykKeYQE88Vc4BpBEKDEDkvghy+KiWq8Ap+nl8IWOQwz8zX4NV2EkQy7fboK9gefQUBnzXRyeQwFILkUEiRsIozwLLGSgakSXMMcqh8R/vzACxyKAoGcjWhxcoocwGS9MtkcgggmPic3s80/2Al+AfJoWmQn25XhUgFCnqt3yWTw/EwcMp8vAQ5NP9d9LsMLPpdxrjnC3J4wAyj1Gj6jwbJoUmI8wZfBkCt5rrA+FXnghx6Lhrn7W5R8w+DuovzTI/JJLP6ThL+1XkuBdbPMK6dIIdJOi+eifxJxjhrnWHlJLXGLiOhSy6CC1hFQ/lDxr1faH7WxojQBVjCq6Crqhdod85W9gXJocjbNZ2anBACwNlYatHJFbqCHHIJGBke04t4xMwdFQv2/Wc0OY6yvF4vDFIoIMjhGAGRN2ONgSoWS6UCW4bsnRPk0CzSKrps5Kfqxm2EmasaSDbmo8D848oxHElXpPxGQQ7nmh6qaHM++K2mrZiIdoh/GbHUobxHEteONnVEBCkcK3PoTippJntNxypeOJZoPL8iEiFIYd+1atHVwXTzfVjN0YO3WGNcPP/atA3ToSVy6QQp7G4KXaDFUSF5uuujbzb+0OQfixxDsQ6VvzV+JE6OQnUHHFjt7AsSPsV7DKv9nMipFxGRifQm3zPfyu3cs9L8W/C4GvX48mgmVfPfRr/l+lHNdWae7Q3DycG1Unjhq98PXTjWYOa7c48oMtVjS9u/Z/CgjwmfDGIo0P2S8ZJQ/hJL/n3UaFsl4FwUULpE7Ij+uiIbwMWoa69/F7XXM9L2Dhu0ncCI7DBxtwGn24BT0nlvrwQS2EyzmG6i+qfGS8YSZhEHvIDHmnjyLlci7+KPUMb6MXJrbu/F+8h2XfcG1HVTb1Bj1A1kG207iLUNACUXHlQkdXJ8tGyfP9T5YcOKthavcs51jCgh6uLwIhR7qbs+68SNZHuvl5Kh2lGXkpzMPYen2yNI1SxgLGpl0feRfVx7bu28HqydZ1mBAy/aMfDi2J5DQJ1Mtl93Bduvo94G4rWEIULOhcjRT7vlCHJI4KCLc6M/Ao1Mld8dRiVHKl2XVS24hWwcTqL3GAA22X+PTXar1WPd7F2om01zsnjYqHgoBcVMs00mhcF9UfS+r++vwvp+2mkmZ4gKgsnhMADYeHcXNt5N89j4OASAPD/1gJb4c1Hip7nLtyfTcH1gPtVGW+vsUcL1Ja+pOnynWb5pYfigkgrgYSHm+19hpLAV6jhTubNS/JAbNqLItDTGUEJSFN5PQlVVrjtQ5dJobjBZpyIW4ohofwwRTGA6kELlgArChhRt0QNeTUXuXBa2PMFIYfdzalU5M1jLXUUod9H2pVrBfO4pjASVKPryPyqFJ9yLuurtaUq6Qcvkc0FSKMA9hYEFv0FgAS0IDERvItuLb6L3b4e/Dlv9LIfvLgRJoUAbEzvvPulA90lKEHl053gzLTqpHXVhawQdC+X2PKXwpHyIXkP3NT+H+xr6vHDJGD7XNvmccAdsqG6V2rtO9yqFljzCUrb/hyjbz0LYr1JucP8rKYCc0pcIoB6kYLN8UNUV5BEODL2rOHSm9VHP5u6KBFTvpKRwa2Qn6mOtOadwYJpKCpm9HmPzazWHPyo+WcQwBMoLtih/C3Lo6TYm27j3spTzODmUNdBCQvIUjpjWeZAc6lOjDHByeFQjQ8PhvWK8xN+ARQ5H1cKCMrsZcmHksOz9b4/7UY0LfoHGBSZxMPNI+qMM6Yr+blWKIsdpFMQIctgeaXhwtmsS7TfZ6fdZ4+wNWn2i4pRXnhKcNCd2M7y4d56xGOiEzOW8jQ3DySia0Y+iGcaCt2am8Zk5Y8iGNE0yqmTPXmsseDIhVCDzEa/0ArDnM4Z1ygksYIX+b4kwFihh9Y8pXSOHVjt/hfzWB5HfalQIBkmPXc2fKhBC0abQcCDNmKgDC9XOH0HI+aZXnjS8ycKjzEN2EoqcxiQvPEgNvtBe2glBk2soDDgR0heVxnzh0EH24nFSyNtxAZZH7fYvGAQu8AXj2lUFVIkbnkRe95ZF1NdHjF11L0NUq6562bRmdU5OXqsm88t8jIuIgOEhPORqAQBkj/E8VMWZwsHuduMl3//kIv1JgOVpFNETsxChDippFgtfRYIxTzVOLjZe4dKc/ZsxZL+E8LkQWTbHarlDDXmKMVo3+ZvGjikrjddmyfgay7HmNA05kxQWjZ4IeWhL1jkA1tjMe2MB8t5YgNjjlmcg1qu2rizqNLxUAb9BDhdHG6RwLFmaI0PmeDPzFFcv6sPqRcyzran9Eh5MQQ7vbTTuz9KTqudv6wwj/658hiEFJOadWs//oNbzP8rxHFy0XpBCTl4B4K404//SphvPoCgavGNwOu4Y5H0Cx4diZMkwuamOFB78xvharUleqi28u0KNxrww25hvRGFh4YDxfMtRs45X9UU3fwh8coih03L7ZV/6MbIv/Rg//y/Lu1FesIUQRIB6DgE9OQQo2z88GoP1knBu7ZIzqF1yBjgtWZmdFikUGGF1EcRrKEM2Ho8eBX4tEUS/+foq8xZ6Gdny0JCF4jUUkPLGODksv/T3KL/092pCK0suFuQwCJ0QN0Mocuh2UU8PJ4MHPLGk/Rz3GgJQcs905BBQk5EFKRTIcbiJ54B7DQGLHAqErPJljmRBCgX2eidjh4fmHgpSKMBDQk0Bc6LnHhG5CAAIksMg7E4UDLGwKOs+IchhEKLzA89n5aEj1vkky3dRbUfHwoqcHIrjq6LVbjwC3GsIALFdTytefS4/k2IfJQVW4n7JY3yfJ46QwtRR9Xvkhw0rOUmCFApUBZ7TWvJZv7Oufd1b0YQUVqca81P9dKtQTVcMwaVMcAn67hSyt3AQlBT+1vhnfwKVohKkUECQQ4E0uxe3M0+mTs5Kxt4wI71gbw/L1+MyMqxKNT9sWLmGjZOL6XY4m7MFN0plRJ533mBjNdHuD5LCIKawXMrN1DMfRNnYnkLA9BYK9FukUIAbLjI5lCFIoYAghTJ2+K3cgRrbCxYpFGB9kVcv6BuTFI4FTkYFKRRQPPFZj8Cd2wB3Lu0IJZNCXbgYMLyFMgQpFOCKEk/dN37OnZx/SMDyP8cjhW3+MNR49qPGI6UajbQRUhhKb1SQQgFBCgVyHSOUFHYC+69vx/7rreeuahodzx8Vf/I6hgTtLwd7x275xQfzRpTfaZIn8wHZPtsgLw/9XgrliQRRk9e8kGHc0IJ95oAU85z0kI2Yz2ikWLPEmiZXw95tnnhMGujieRNubPHciHVNJodC280/RLdN1E2zKkbz/SbzlHODLpqVVqINn9mZRbS5ctqsS5191dT6iDVaHlVgIQBg/QWjl2dT+j8Hj101ZFiXO6SE/4UOD1nAxaI8YC7YMmkUkg1cp09Yr3KIMKnhJvK99qYbE9RDUihWeCEfedt6v6JFxufzBUjkIoqQ526pl63IwZp70Zhh1yYZi/vuAfMYaX1LLLDy6LrfNF0N5sS8J9UgHaISsVEiSVlmInqF6WkSFdLis7N+LpG7ApOsv2qSwOtMT41cIGJ6MhpGjc+QQ9Qi56/CX2vsEPmbwsMo94QV3kJRiMS13QCrLeNVI61DlnoSOX9LB4xnRuSTCo9aU1xL8NhW89qnv27c09YbjIU53WuOYTmELvWdFqFkQezFvRRahh2mRtq2Y1bC/do84x4+HGkYFkmjhiuu0TGdfD8A2NtpPE8rEg0xcrIYiDaVpupAabiVNFzZ9hXjj04z3SXVuE/VMw0hZCVFAFaFsvgNor1nd73xG9Yts4zUnW9KXknBBcS6J1RdzCkm5mZrvO8ycytFNXaWzSB+60eM3y4/GzvN6yDOkUl1hDmPHEo2CvQKAy3m79WU7iaa90sQNpNMyaHEm9qMeeLR6cZz/oikCvBMjFFAld1rtspsMHP74jXjUeSlirGaYDDk8iRrYV8RZvxmkZuXP2AaXOZ8QgzOf5G8k2LYzTXHvGjXJ1QtZAm1s4Z3ddc1xrVbYRLs9FFzgW8w3/czUkcWcb7spb9khGR3JBpzrshBFr8BQDCMXB1uCLWu6jHIxroYVfBdtPI8csIYNLcvtt5nU2R38D4AsAqaJNv+4ZuMa5Nl5qKKFBUhd1Q6aBmQdXHG2pJryuiIhgCCNMlEUqwJcm91QVYP95oV6zHGgBZrlDxWZe2/8VA+z1j/y38vRRcD5j5b6LZ0ghw2es2uaKZR5DZTbIRTaUAySD2VZkqIyRlfWGTwiE1SVCLFzEE8/IQUpTR9Bws/b+ZNm40rigO/B1Jv1n29T6+OoYKkMUIK40EidA+dm6I/RnoglrfMtEghoO3aEclDNydhaV4J/G+I4hEptwHvg96tX5jeUHvo8IEOdfYQyb9yb+bOX5PepyK3KUgKAaPtk0kKAaBi+r8pb3nQNb56O7eiHjJ7qco6XptY55ZWjawBAGsSB1DS+k3lv4XGHkcoUgjoF2vAIoUAsLuLhQaWmS8dJGv9/vYUIk8hQnZZrDpRls1Z0q+2DANgkUIAeKta/X/PlSApBCyyLlcJr7cXkKIe+EMUHcjV6V5NldV71BMvxOEXSp91LKaNtKzj7esEBCkUfwdJIWDdb4kUCsje3hO+CLIQKvISJgQpBICuMOrBFd9PkEIAqOl+iJJCAPB0Eikq0YUjSAoFUq0wa9F5pnRgQpatOeGLID3fE/PU37BuiXkNZQfRWlikEAhZOCFL9DQFooOk0PgexsSzk4XDeTTBPe1bQVIIAIdsGfoPS5TuV8w1xMMmiIFMRjZcSCakUCBICgEgJ0Sve1lnkY1V0f9bJlROBCxSCCj5u0F8ARYpDJ4shcG5ooQJQQoBoMYbbZFCAMgJ0WVHIxUmSCEArA4hUyJIIQAcTLgYJIWAVfzA+7vLpDAkNLKbWVKBUrbdTTQwK6ON9BtBCgHguC+KdIkKJbXSzhowHO6NCZJCHcRY/SCkUEAmhYBBCMcihQJBUggAAW+QFALAxbgQkUEpurz81EztIYQUwiCEghQKFAd+jz8EPnnEEMD6hA/eFqb81+oAeOgiI4eaAgIFOnJ43wTOO8dOnAjfE+RQwO7St8jjYCGcrtnbQxxogSe+66Ajhw0BGm5MPa+KT/NwRAQPjWvAyWFXzquKfpns6RR45AT1PlZfHL+dGA/j6siZQg4BRUx4de742mIP9dAxV6applU+v/ZB5RhC9ENgfQgyJoMX/hD9zbFwmqY75A++FOJA6bPstJVZet/458jGgIC2eICBt9Pa3ae5f6wCf2/kefWYCaBy5Am6I1G1GvhY5UoIOujIIaLVXRy3L6eL/zbmkdeBF8I8wCSgQoJ5C5umjt/je9WgmmfIIacJBcG9hWEaQ5CFuctHuNaMBrw7VbEmd9Kp+c5sPgpELR33oxpvaCTbtroblWNaU6jRe9wXScgtQElhyM/iaQohbE4Z+7NVYz9rAmNVJoWhwNMzqvvHn5vbfheuPDsfBymcKAgpDIEBpg988G/V6vTlfZQcHt4wfj1DcVjotqcfFZ+sUDIAtL+M9T6r9VfSngrtYWOhvGAzrTgDgH7g0flW6HJDm5GjFpgkVdT98kFgsTQZvdFLE8FrrfcKIhxAHvusy6Ck4jUE3cjkPBlfe4DmmyUanlNZTLQgbAj5kB5sj2FBd0VaIqpJDTepGnWT2UPd/RyynH8V3FwX0aNUZu11XULWoJVvWBtlLIYFFy1vUtak/yTiuXmOEVSEnQ5uC2HqRpaHVuakGfddiETSmTXWjrB4VGX8Nzlmw3Ayuk9L1qd4Vs01cc10tbBjscNN2pQJz93A/0oP+peg9sZlXC7xOh+ZuA9cMYocYhIsT+XB6Iu4o8vKs3kqyQiVyfpjqwanod8ttRd72Vyw5M+fDCCDeoWL51EX9YMRV9Em5f7Vmnp/cvu9HHu/lccIIKvX7CIRbw7Wd8zFSZKqwaWDakFI6n1ELL4r9nPaXJtSr6SpIipbe6R9Zx+knpNFj9MwtinZVB+wvBDV3hg88i4lPY9mXSZj7t7fpAI0tRWBAdqGr3HWvxl6kwLvmz195UrvqDmWZApgeYxkIn35oCJhcSiLksYUm4+QwhO+COV6VXtjiQd0ndMg+DG8I49cPxQD3P55awyKXF05n+up6ItKDmizL5x0luEFAgDQGd9MCvWEYL4I++VfNrx5MinM8jZTkhZhhDpTe60UiY6uMCV3kleSbl491bofAOAx5zfZ8+1pp8Qt3iRo0v2qj7kVeWek+z7jO7TrDgCkbQAu0HmlaxZt95fU8wLN2TXD1rKXvTLzEGqklpWHnIbwvEhbEGPN9tKi4DGBmxvQaqNEt9oTSwSgDWk1Or5OM/InDPw6nxWyT7H5cOSq9X1unzRIojTCe7t/hrV23PtyKo7dQr2ibf4w3CVVEe/zxCtjt5TlYTf4IojhLSIo+/qs37oseghHPdKzL5zb0rSW+TmP4nWM+AnNx/w4MfPbll5hyUA1GYPuaw2xdDkf/o7BGahiEbRVjdOIbFSucxjH/5pWZeOzIILmC7PdVDHA2xkqjAz8OZRsQSaFHxbltRrrga1lj6ZdpqQQoKQQAK5n2wVQPYG6KDIXaR/f+AN+xkIp3c8pCvNK1ZpzMiGFAEKHM2Qk0nD9TrfqbSlhHoWC4aOEFAJqNwouYL0i0IoVjvErNpN45rSm8wEhhYBRxCNxhn0XVO/CCUZIc8NGgnlBQUygg1T3W/SzV0/pI6QQMEifjJVd0xVRWkIKAeDmH6qkdAKeZl4hWxA+pPRklkkhADTFf9EihQCw4CeUFAJ6fTiZLAFI6v/t+F9w4G1KCgE1nHbqHrptCyekEIBCCgF1zG3/7Pje6ez3/obumPEdRf6H/05EpqneVU3HDg7Smxk0rUGAL4A7PZPUQhdeVM7qKpaFDStJ/jq9wdVMaLc/TO0nyNUbuvwOUrhQl/yA4imUe8gCANwXCSk0Pkz5KAVbDrCybGcqJYVin4zeY8r9IqQQoGRTgJFCHQ7F/gXZbopeqjQGqGF9zAs91wVJIQA0BmIIKQQA28s54DjO5ktFpFmDnVcnEVIIgJBC3faraecJKQSgkEIAhBQCoYstZPBoTLs/jJBCAJQUAobThqVjfZxdP8aDTAoBYG/XE3XEAAAgAElEQVQM9SBHvF1ISCEAhRQCULREFVIIaDuVEehyvD8GfOKIYcUMfW/BDwoeWn41TQ0j1cazkIKv13hJ2PL7cvXNZc60/gvAEpasMo9NZBkAbmLvwVMFNUom5Z0/VPaVeemETERjBZiHkJMEDL9LOpWk2UfhZLaJaH0XxN57gCdpxVp9uCbsfUUN7XAPYZ2fkbgO2lu6fu4BZPFJks9RIyB6bstShtSwKaA84Fpwrz9Pu4sHDjRbi+eBZ+MUncOBVrq90OVG2TANK1dPKlE/+xuacOtlOmkf6KcLN+8OsGl4sqIhmDVMe2Ef8sZgh9fyFvXbY9AfzwalXKQSAo0xNymVirxyuTHqBjTGFtATF7H+4dk0lFg9mqi21KINQ3BXxgCqNbJH2xMYOeTV18mU8JaMzETJJNbujRkjVbZ5qIphLf8Yka7O/BnZLuyl24CRnM8NhN1HqSGWaPPR7iAAwO0cZv8dcUfjtJcaPjwEXxTeH7JCVMYhphlX0v848nusPFc530wga4AS/wbHLDwTfYHs2ziXhsq4t3DC4AbMwj2WJ0+A63HyHMGweFWKSRRZmTjqG3+uaJrP288YXUbka7SoIwNg3HbNZ+n4Svd34mAE7aiheAeZw+iRbtVQOvG8KsycGU9Dw/ndjytdavK62HbvIUR0Pxvc3umepIS3X+ylBG+vJuf7SDtba3R2JO/+BVX/8A/lLQx866/IdkcgTO3dzMcbVPWFNPsojsWzMca5fwbdXJitkY2avEjd9zHgkxdKBpDfakxwOQ73hwolc9zyAF2QPZpPLuitBpqkXC9HPLbUU0/D5u5yetIlGMRQ4M2XVFI4rLE0LrBtXswCAKU0HFyWRCexHeHNwQpuga4pX6fet85foymJLopZI1TaJMu3QinQOOiipDCpQiMDVMo8k10aT2UqzVPb4ZlKBKjz7b0KKURPHernWl1wmvzhtB8roE2eXnYDXRSPs0meC60CQPUVRjJ0eepMU251Zh8OPGsRtZhb/AopxFSDGArsiLqi5KkUBTQ6gy9RA8O2mA7UZ5KYsjGgkM8qVwdyRmgD6R1hn6fnhNP2c7G9r6qksK8eyKT5pFwoXedR4JZ/9mgLPUDX5ceZiupRa9FLs49i6a+o5XTXcnr/ipz9RDz2oZ4pCMQeUt+bef1KwqiQ797Ay8opVeFUBLt4hB5THUmvJ2DkGMrEsCvxLpKcDwA7jzKjN5d6QNc6e7DtFXoOADUNhRmVpxJalFO4ZzV1iMqLxI5+RZHNKQwfQEm/9TzWJRQppJATQkSmocFB9VOU9o8Yf6Hf/PlfqDt5D/r3/8sghQI9dcDgGXrM1RcpKYzLU3MVNb3tD/novRmzW4wJfo0nt6stLdZMooRwc2QX0v2W5bnKvUAh7wvtHkIKm/3hKinUpCBnLqffuWlEzRlXnj92bdyJX1SKlB7qonPMwSkXFVKoEMJYqKSQjdtl89Rc4uWPjZ8v/2HACWGazUsI4abf52sJ4SYXjWzwXN2llZpiUJb6vXADJYSNMU3IHzS863XpY4aI/hxK1iHR/vEogucPUc8Wt8QAYMv/0gWNk0IAwH2sUnY98xTecKeaTB+lSWrOYoPp2w+oxzDwlmA6Idmkc7Ro59CkYuUY3vGkafhfyXaVq129PrfyJErok7XHAQ/jFg9rHqp51BC49x3N5zCufctn6ARz9N9d8Oykv0HRjgNwamYL3TGe2x/UcwgAA5c0jyDzdDX4ItHEvAG2lpvpQXzxuvk5BBKeJ7uKhzQdN9o+hMh0K2uLqAndYz5NbWh35SgL4QAraOpgFYi73fFKaog7Qs2Qr/FRb5lOfJfj+8M0BCNyOmUUBpjX0jUHe520CrAxkn6/Guf1ZLswfAD9sZQQFzlUVepC32myrXghdGDRs23va0ghxxsAWOrcovMZZJvkU8LoylIbQZ9hJaUCQEkHLdLIP6EWBik4SufANs3vnpD3Z9p9ZDM1nVppVZE3oyrzID1HExoOivgLvKqR2mHoYgnphQ61qKubVf/WjEYr3VxenUqjUsvi1DmnmUU1dCHU3Yx06TyFCiYyDbDnvDhmPYojqfEe8SvahvSh51V1jwqWenSkRk1hyHQxYj2B71cXFbod58cN3gTh0MIXlGNaJ9HI21iNE4L4Itteqx7C0wz+EPhEegwBw2tYEG6FrERPww+Kzd+gMZg61zKyoDkRwNHKveO/z13MW6Pp2kCkZ3QyCcPtgEta9JpMy/azEjH88S6lmKXrTtreaps7kVgu+V0/BfpZ6DCdXq+Fdg+yAszVxrx8BdF/S3IpnAgg6R1GLhfQcDI87XpvoSw75ExFY4B6EboDDux2WxNgVe+PgKk0tG87xXzzDgDU4Ylb7qKTrydgEMPgR68LKC3VeCh00fkMQH7mGwHw1Mjr2ba4/TKZHIGy2D98A41LZ9k9WPUezUcMZFJvDp5fAtxsXVNbz61IjKKkrPs8XagWprlR5bLEnHNGXkOpfTk5JtPuRdlFS46kf1Y5Yruepp8dw8SnR3vR7qL3oTvgIF1GALVyb11ED7m/FY634HbS3/0iy5kdCNiNhG6BViidPu6KGCC5o+siehR5oL1uurAe8j8NuCzXb4lnniKvkz3ylkIKuwIO4mmO7X9dzUXkcj8DJ9E4yZK22e2OD3ZxEdh3NJ4UzCTG+dB9meXQ8ullKgxSKPBlKGMtkEYX1nZEKa36Ctz1WGWjq9fBzr+lbxS9gAhIN+UcV4hR3uDLwOsWqWj4fItCCk9UsrlCg813U69zajhti9duq0ZV5M1kX3ETyydMyEdjyneDm9kNZlL3Cene3HIPkMjCzXF5hBQe9UUppLDeT8d5os1HcjlXh/fhNGtNuWmYEvwshxerw2n6B7+e9b5IEk5d4+zDA51q5XhmrDXWm18w76308Zn5qqezaaCc7nC4UBxjXeeqkZ8qPaptfHleohLdo0eYt2sxkDmVfT9GCNd9gV7fBl8EIYRbdmkaHH9MCHzrr1AYRo0mPmYL+35JCOFud7xCCJVisn2xlBA+AYUQLox04/Rr1sVYljs0nrcQ+LPHUAW/aK33q1phm++hllT510J0CJEwEe/hx4LYJVaFncBipk+XlQbcyopO/kkXV6bYcYlN5BNoKs8nIh1qB2kxzoSujTMV9VPXkV3tqaX0GH4doMqoFMT9QDmGY93s8eVZ+O/0/Gz83zAhz+EbbHsOsP9L7Hfp2psxtE/EkzSZesN2TRr/jU8fY4uTQ9UGbGatqWLfKx//u2gkQ7IHdQ18KXjxUrb7s+Oes6qfEsfVt6ryQBFM2oITVB0K7bSggHsNAdVTCGjSDzgp1KAmnj6LOsmlwBx6zESkbbhBhGe1RxHoZGM4KdSCdRXRzR2HXNQbm3Phn5VjPg5wUqhFxwG6vfCnlBQCKinExDyFHDzsO3m/Gj7m4EaTDo/00rVsPFIIwMg7lR771TePL6cFgJBCAAop1OH2+PH1EdOSWZh6Ap3t6uzPj3/QxwROCnX4MF7Cke+ytKB16jGn++n8PAFS+JHwiSWGgNpSTUcOOTg5rIigE1iE/+tYKfVidCKAZaUlWFaqKQyQsOUwk3mYdAtNeHbNJ7Ie6AoRwuCN43W4k5LDpKHQ/TqDyKTaT4WX1FyNetAChdpE1povYRlSvVI7saEGIL2MHNLgj0WD37ov3KIWpLDdaVUoVtquJdZw/aiaMA0ABcM0jLEuS52o162k+158ZfwH7IHHGElhSSCLOjJoAUo3FAkUzAKRsdm/IIT4t2xULwC+P2iRPFF5+miG5cHMTPUga1Biog16gXdZvBkAXpinFlMteZGGaXnotzLwCj0hfqmakM+8v7UOSoZSB44rn1vjjSb3N1QPZVm/sSMQRrQI7+gzny8WRV4daS12RZHURSau5yYWVubkUQmbDp5B9gBtBXm8cg/ZXujwKISoCaxAhIUyaxzGoOFFNPJ92NtOq3tzEwzvdW6K5MUeAkimSCi7QMrhOjvzPbXIDEA5y3PkFbV8jMAWrvRIzhugi3cHJ4qZqhh9Yf/Tyj4d5BSeUlcJIeO61pv5YcNoXSDlJYcQosY90vwbC+BZ9h0HTiLpohVVSWrfDbQzbcXL1JBf7ND0nWPgBm+qRoy9lRloq7qnKccocADNQ5b3t7nN/JtlZshC582VTjRXUo9x7ZQHgh2kAKDKWw3kU8/uodtpdEz0Epdx9Gk676bdNn6RU+DW35DtisCrIY78+LGstIS008xxn0CO21pXC69WofBqFdI7rXtePJiihM059k+gCQRXLsn8zAQMwY+IT2woWSCrxbiIPPy3d5hWVdl8Kk1/NJ6GEB8aVvMlnommD8GEwsqr2MToVgUvcUGj5H8N8xh6mFWboGm3McSSq1kvXQBAxia6zaQa6lOYhxFqfliBXxMaZ2Gyhkiqu6PzKHKLmlc8AlCqNHmujtzNIxR2vsSSxfPVc3Icbhyoou8d+CYN29o6VBkJ8LWGrQf7b1Qng3tfZt4Z1QGFR2PoeOQyQU1nVRO78hoaHtSJ0S5/iYqrbsyn1aCivRYBX1A1C2xtMvUkFAzT98kG6wYCtQsNoHpMRDs0GRlXqdSJTAgB/VhrZGHSbId6bXhuaekIdbVt+R+1RPK+795LP5s9K1kXVKOrJpU+g4q0FIAdF6knPS+ZEpHj5zRVsdwm1HQ+Ofs19Tdwj+0JJivCK9sBoLKTzSNx6iA+FH072S68WE4PiFXPUSRpNGi/nxbbLWPzvdKzF0B6A5sveZrL0xpR5huZxis3jABFWsk9dTXZjjwxV/XgAtjzddqX+wiTD7o9TCVY91+lxroin6UL9LBlY/Us9V4e+E86773wN9SQLBhU03/4va3UkKIjh+lvSruTzvdtZ9TrGcihhFDXbWnL3gk4Pz4EdA6fAg9L82IFTPlRKpeQe6IDqrQPAET2MukAdruFx7cpQ+2fHgJ/DiV/UHCX79qYHqyNoTeP53Uk2nyKhSx7DyeKLQfZ09u2y3jJiGCuD0YKm6KuN7TlZLxDrdp2RCn5XQqZZHlbTb5wNKXSyS/PTclQzWg06nzW5Jdi96ExLIMcU2tn5bhdzyrhorxeTRUow0RCfbxoocg5gCInffC4dtfFFe/i4gqLzHYHHOOHy68HbA30ej6cxK4nbVyAZYuGlIpn3prv3udTFaswLYztYCmqheEDeCGG7nRfzybQ1PtQ2mkVipT2PoaCq7SKm+vknSpoUbTrCgK30ve9wqoXADW3UIcztEiqPFJV7uf76mPPozHOajmkI4WKwdYIHHiDjpuDkbSih//uxsjXcTCcrtbcACkK70dX7OeUzx8LJ3wRioxIw7Tvke2KqeVKcRH3iq9jCwsyNqLeRRektAw6ZnJnDyP3KxIhyoYiWxP46svKd+bh60QNWefgebgAjIpeCeud1BBo9YejIuVhsq82ls7LrQm3EaKdW3o/ckvvJ8fMWfttsl15cjqKG2iINn2YRlHSR5jBfP3LgIuFdbnj+s5qvfEtg6UL1CZ9c3zJq3AQwl7iaEOJgxpaa5kwdLU3VslVU2SXdFCFCRQoagH5wPLXWds2ViTZFHsLqcR2IqB0VjrSwjzSU4G21xkRZPPn2mvYuD9xJ9DIIlU6cv4HQIHnTZUUXqVyYY1JXyPbayN6sTaCFu2sukjX3AeGp+KBYRb6V5Wr/qj4VBDD5hec2HckHvuOGAvyZnPx4eQQQJAcdk42FhJODmWIhUOQw4l4CwUUcqgDJ4cajEcOteDk8OJj457CyaEOCjmMyFOqGXXkUBDEam8MHnFPCgowrzRFn2VyWOONxiFvTNCTKI7l5FCGIIXi342s97IMQQ5FbsjqYvP+azx4W73GZBkkh2JS02itCnIoKqAFObz3eTWPKy3PWOCD5NCczDec4crnGJ8casDJYefy5hBHSudwcigXK4k8QpkcTr6TeJELGvTEUSaCO1jorz52/BZ0ghTyMLGMqkjjewhyKEghJ8AAguRQPNtiUddVf+q8hQDw2H/uV/YJcii8n4IcVkwtV47daraoE+RQkMLWWWo7SQEhvSPIYe5s1UMWBCOHWaMW8dblNALUc7oxsptIVAlS6J4ppeow6Q5OCnWonUYltVoTxu97ryOFHMVeI31BkMMgKeQeQsAih8+Za4Mgh3dq+o9zQiJIYaQ6b4txFHnCvPhmc59QvasBBHUKBSlMH0NTUpDC7UnmM+Q1X3K0QkwVYl+/8TrwtjG/6sgmL94qsHeiwE7Xj6ZYNf+SQyGFGrT9gl4MhRTq8AcmhWJNVwghYJFCMwdekMJKl8ZIMiFIYWSrMQ4UQghYpNAM7j2c1ImHkzqVJgR/SHziQ8mAUaF89HnJw1UwimOx1CLj/UIrA6+gK4pWESzqzyDbix1uYg0WOfuRvuffJ/q1AJj6W32sYGQAQLI0uSR/WbFUm6IoU8lq/QGtdLaFo33+Y+SY1DeXUit++reUnrq8Q8FuTzx2+C3tscbI65TJgy+ai17PwAtLrEW9oPunwAhrND3ly/T7RqSizEEnGC5a2ux3YpnDWvCyWcs6wBDWlqU+yoYnK2FELqSb2n2IVDOui+hRqjEPvEM9UDGZfoVgfv9VpkJ/PbDMaS2o6fZRpXhEyXFMBNIWWgtA2+VwmncIICbdj1NxLcHtjJOzMXItTWCOuMikOFK/QfvWXj6IroXULE0aOYvGiIXB7eyRtxRCWNvJtLrc7UCKFCp76xtAHhPdfmsl3Z58J6pn0HAqDyGvODIT+AupyOPyk2idTHPXuKew+sexhMDftWQAh6JoRX4jJpExI/KlUketMF6BJwepkv7eGmcv8TD+x3+yYgUNBGGJlX7X+qFkIvxe7Y1BiiaHTG4vedTnQkvcOfL/Nd5olIZZ71PuTcM+Nx2fKUxbNNvhwb7Tlqf6bM57hBACQGs4JTTpgV4UDlMNUllHFAA2uZ+BO87qARzR/SwwiRYurR+hZC3G5ie/OwZ+hfQU+M6g1WlFHdr84Ur6Shfz8Bd7fkO9SbZwRQg9z38b6h3S+Gx/DJjDCl+eornK+NyPSFV6uysHqe2V9BjmKdwaWYg8ByXny08xr1sryLMd+FqDohNYG6CG46qhaciV8gBrwl/DjgBdp1Lso7j3onReLFRRaM4xwwFnprWkegZtSkpMS945pAcs79cO7wylwIoXqJUOTUXbeWlfDNSKebY0AMDar1uksNL+GvA2ayYRcw3Rk9yyh2qvflwoz9mMQA6LbDEvIeLy0BhtFcdl2j3KGknuBwCEqxqV+/bTSFLm3R5CBmu8rg9adPLnUPJY0F3Mpf3WJPj94ckkj0kk2ScNW37t749MJg+BrlUVMLECFwVxkjeFpx4km9IKPVJ+lqfT6l0LkxRqkHrmPuvvN1kD9+kmAZTanLWmfJN4DLgeloBMBDv8DpLrtuj1DADA8jfZJBgpZTlPYXIRJnb4LJHkRzoTcbzHIobNpseFdxeQ7wnvtlJmFhXIIcETXZGY1mZN8qnd+nC2XNjQHgjDLfOtGTwm01jsZWMixubHo5+XLEWNhxEAIRwvnnSRtnzi77bTzAqWhm9Muj6sF/m25QY6OhpF8/uYULhA0mkr7JE0Qoll9ojRv7XWZhUO1F7+Fm3r5g6ROF0vEYOWbbSVntlVp+h9SzOzyPsaVngsD+SKI2zsmJATuwHgYLTm81n1Nyc2f+rgxR/lXtU79SrztOpyJwGgKcx6Jkt8OURQWxAAmVjnhLmJkbXJ/Yz+S0oLZ78tAg9HWR4mYQBwD79cUFHgY2He4LnWc7zCfcwggibkvwkkopjnZx7I9seMf9+15s8uvx1dd0nGxOf0XlpZOaE19QG0xlljfmuk0fGmXpqrVg1NQ+JsyQjQkCEAxAOmI4WA2gqvzGatU9wgCHZ8kjXEpwKQayFDOd2kodWSR40T0QVJNrIGAnakSKlWpUMabxhARf/fhzYPcvcTLD/xWunZn0jayseA8hyjENXWYHUwqg7/DKqT/846iKVLCMhr5L3HU2kI37ze+65a6+u+f40n+rqZd6vP7B+6ElnGp4IYAsCyW4ew7FbqepHJIWAMbJ7oLpNDQJWgWBY2rCQ6f2RyCBhtzVhrM0IOAWT1PksIIqLmGC8JMjkEYHSk6GOy9/F0cPNwUpk9H2V2GlNQ+rW6E5RiiDHJYYjvK5NDADjeE0UIog78nuhacHHI5BAA2r1qh5yFbEGVyWEoEHIITZ9PHSagP8t7IC/qyxj3FF78wVsdApQcAkC2+7RyjALe85fLfQCUHALKGNNBJocAgKfn6Q+E4X0FLHJY/ePQfVkFOWyEkXYgxotcXSlQ4DFySIVnVxzD+2aPBR7eBAxvIWClR4juHroUCJEfe9TM483oMwprOCmUsSbC8CwIUqglzSbO5lD3UYlPU0DFkBNGDWEdKZRbogEGKRwPMaCGjo4UtjEv1Ar3sXHfl4cYFVKoQZefLYcaUshztltTx28uIAiddZJ6TOBrNFWHk0IdasKpl0whhRxToXbBYaTQM2gzvIUSQpFCAd26qZDCGKitQ8fJd6y0v2Z4C8n70HVyy57X/iDeQkEKBarDP4PqcFo8yUlhpt2jSEfde1z1FMrY96/xBimU34eRwhqvCzXePx4pBD5FxFBg2a1D5OaVDk1VQhKVYdS7Nvm1TOw+aZGeU7EtSlPs/qiPoXT+2seBz7EWb6Msz8I1X02A5oSLScSktv1QJQWse8XepPWolQZfVtdB7Oin4UjbRdr7Nc3mJWENAErF2/KrlBxWpDyMCgftBME9T49cSlSq67pirMKAo74oHHLvI//fOLqPkOQU2yjKpORnJwI40UUt7Wltc4zraaLdW6HIutwePkgIxC3zh4jg8LaRRKTZvaQo6fbPDeL2CKuk7KjHhaO/tK5tqm0Upc4eHLxe8nB2g3Q8WRPRF1zs5WMGGqzPzvj1bGT82qrGjTw0F5GH5mL5r61rnh+3Jdg+KRSS+l4hWpG8CKe2JR+1LSzZaBeT5njrG8ZLBu+QMpvmkBX17EdRD83HW9FPq+b7Azb0SyHEutEoJcWg+leMFM4A9YgA2OShRmA3W8hsb98I29s3kn3c4Dvqi5pQP1wZZcNTlLaDXLC6w+9QCCJvnSXIoUDWYDaVKQLQGkMr0MsirpJnALNAPUcAbE03k+3TPqeSRnF4P13RNw3Sfr8RF/4LEReokoEsSQUAFR1/hYoO2lZs/aXy4N8l7yxDQSM1JtIxhHQp1ppv68QKu5WHWmpfjqOjUbS4Y8FPSO5g3oJ2lRT2HKVGdm898KaVMpE0egm4gxrhq2xfJKRw20gi1k+yqrA7/GGoj7k16C0EjDlIJoUptlEsnEMJ9tqVPYQUrhieS0jhHYMzcMfgDPI+ReH9hBQesmcpIu0taedIf/jt0TR/NzdhGLmL6PjmxVaL40aweBGd3ytGaVoA/9wlz6bjjufYw8cCT4+mXsajyyQD+ksAWFtx3My2j98GjFBDzh01vgbkh0F5FtMzZvZYpt2LhhTa2ewR1gZwy0gSeY5SrhlFyiRG3FlIPeVvRpHydeuY1c7+P5xO8jj41BBD7oblzF5HDjlBlMkhAIUc7nU0YK9j/CINGVte+Sq2vPJVulNHDjlBHI8cpm0wXjJ05JAt3rXMMhHk8JH3DbfWonMZym8Q2P2SeX0EtzIXIZtNDXUHyaGYoPuM5F5b518qxwamGddUkMOuUWMR2jr0uHKsIIfCwyMWxuNd6oIeSDa9HiY53Btr9LUcy+Moum2IxX2XK7SURpAcmlznwM+NPDBd3+UgWB3I5plq5a5MDgGo8jgaKOQwWSNqLpHDuoglqItgLc249NFeU7LikqZzTYo51oTnJsksktJImATlHoSBcKNRod//JU0/aBNVpkap7WdmCH0MKbdsM+1D6JqKYiY+mQPAi2eM+ys84qJamJO5sfDu7h8r+4QXvirayGVcER7a+yzkbbZH0sVcm6huojzcGAQiBHw8hNYnAMztMR7Mue8Y/+47Z6zcugIb248NMrRlnxFmLh80nzldG0QzZ7gh/i6ymwuhb73yD9h6xWqfV/KOptKXtczMt6kSJQqYJztPoxVa3/9DuoPlWOuwKtrIq90wbHh9eT66jAKzSEfMIfweylh7mzGnl7qN+7Bi2BjLO9zq+wuPnLhHpb7FAAxSyCGkeVomGZ4+QQq3T1G/S+4841iRHhMTbfy7OE7VXBRhYzGWBSnUtTEUaOszn39zeX00lRVmfImdcDP0pFCCe8EeuBfswceN8qzNlBRGQ0sKZZSE3aH0T+c9zlOu0RBCDSmUwQvj/phhZOBTRAwB4+LKyZyZdg82SQUEXQGHkjR6yHkDnlpiFSvsPpmAyX2WpVLlasdeVwfawy0vzd6T07A5l/YQHg9bXvkqlQH53ONov42yhBUJVNoBCctoZ4nIdPTPKqfH6MjhXBo2dbuoGrOOHG6cYRGURecyCEHMdYwg1zGC/bdKE3En4HRaFqjN9gNVEDvgpSHGvjexJllacHxAYMrzRLeqK+Zto9G9ia1Dj2Pr5b8nb7vNnUjaTpVFXMXFNPok7kplhM5Fk8dTbKOkIGKNs1fxpHCykGjzYUM7qxxmSd+CHAocvP4iMrNZPomGHBZNoxMFF11enUm9i8tPzVSS3dvByPHcCmUsVIWNE1bc/bjxEtj7HJDBwmnJ1PNTN4dVf8Zdr+geKn2Jb6TyTf1TvgLbZSrzYmth5bXTQEJlhy/HKIsWF71fNZiqdPjYwRZzubUmAGwuWYzNJYvJvtsfWEO2k2w+JDFpq0wHXVS2up8i282+cKUXLscDvVMJoe3wO4KkUKCa/cZD3hjsG6ZuG0EK5WNk7PDOCJJCgS3nWS9mh4u27oxdQkjhEW80jrDw99Zz1Dgt+Td67bucs9DlpN/Nw8sMR9qU8bM17GayXb+ESg/VR787LilMuvKE4SpAbwIAACAASURBVC0U5yTeHSSFAtOeoCkoS/vTghXhAtyw7B51kH1Ft/YHSaFAl43es5WD03HHoOV5Oxv3HiHuCx0eVGAhOefoaBTRa0wfPkk8hWWDTyDg2hkURQeMlAxBCgFD5eDYVHptVw5OI+Njw0Ay8RSWDKVgybPpWPKs5Zxo6wu3SCGAV1PPj0sK96ymOo5N4ZlaUijjmfv+jmwvLp2AKgdD+dcoIdz4+S5svJ4a5DWj0YQU1oxGY6vT8jK3+sNxx+AMQgoLwwcJKey4EAYwe+rUP7QQUtgxEEZIYZrN+0cnhcCnjBgCQElqilL2vYlVlwrLUIZMDgEQchgKH5QcAlA04trTaGP6FUOzsGKIxYNY3kV/9HXBvyvD81GZ+i+oTDU7mySanhsmJ7Ha2RcUrS258CAw8LbxArAp1njYZHIIF3B/pyWuGkrmQiaHQAjxaZZ/RshhKFyluYi817MOnBxWOqj3qsT3Jkp8xkInSJ8Iq4oK2BRWrSr361UqzwSkiF/iSh9KJc/PphGjQCaz0JpoV3+ljxAETkgFim6hZFHXAu5oM51U2ierHlmOVnOhy3ebi/6sfwx98HdNUijIoSCFfuoRq0uQqgova3QQARQ6rb7aK5z3YtWg5QaMawxRRCIPHZZ+sHiK4fWQjYRGXwSaQlxP8rYsRYKHdgEEyaEgheJfrrMHgMi7AED+gMbLyrBlJInm4JlDpHmEfn/hcQLU/C+BxDDr4uyJ6cCeLGsRTpypl87avkYiyMvZf0aYY11ELkxdu5xB1h1HhlAhEGTycY2IP0Otj8UheUUo1Gtb77pROQYAkHKP9XdYPJ0DRTEee3+5J3b1IX0e60ppnC52jBDx7/sHjDnytNeIYIhCIDGvPBzZqaSvcN3Ds3F6WSQZPP+U6zbqkM6uG5e+0mHDgLo2AkDiMmkMnQAg9Y94NdXIexUSYKm2UaTaRnEw1kil2RPTgT0xlBSeTTd+c9ONZn5jyp1Ayp2IaLKaLdw0QA3fD0sKx8OaeXQ9qhkNnesrwOeLjguqV/XUjS30mAF6TJrNi5JUJmD+R8KnjhgKTIQccoI4HjlsD59JPIfAhyeH7TG51vsychjEgPTwx1yD/lTLayGTQ4EgORRg5FD/GdTyJuQQlBwCwP5b26nnEBMkhwBKEiyP0JrkXgRSpFZawmv43j+F/n6MHIoHWM4Vu5j2LvEWcnKoA8+54x6BF0ddhCAe6YzGkU42eWQbpFCgNERYcPVXrHHZ7AsnpLAot5/8CxjkcPUt1jk6cgjQYoT2yX9JUxFMb2mV6w5+moWxyKEA9xwCqJttLf51CUWUFJpdeApd3yXnrHBagsYyOQSAe88ahISQ8DxQUhiiNqFRKiBp8jmJiPSyeQaRfXOxVRmQ5xhBqSROqyOHE4FMXMpHkggpFF5DOXm/zR9GPA+8QEOgQNIWLHXPIqRQVPnycSYvwDI5BIDiIeOaytdp+5orhBTaujWNXJnYMaDKlhBpKo4jxv91XXskuKsLkYQU1vonK6cB9Npudd5KSGGFqYtZHy19dso9NMoSYg6st1vz+IMRVxVSyDX/FjtGlJZ3ghQKhKoOlyGTQicChBQKeSxeFCeTQh7mLvMZfQ/LBp8I7qv3/ISQQqXlYwhwUlgylIKSIUZcWAMSQQoFUidQGChIYRApdyrHyKTwmfv+jpDCiRJEHSnc+HlrfVszr3dcUtjqD1daFI5HCk/d2DIhUvh/iU8lMRQsfI2zj0y6myK7cTGOTmCF/U+Tvp2br+sKCmQDhozNlpEkMpE33XAKTTdYieCbb/stNt8mNSadAFIHjpO+su1p/4BSqfvBiqFZqHMtQ53LWuBj3yun+TyjvSgdZi3wAl6ilXUo6wnSeqlkoNrogSuhMHyQDPaYKf5gLgpgCK/yBz5wM5WBCTh2oqDPCp1l291UCDY+D7uiaHh3vf8GrPdLhSrudmCapbPYlPAlNM3YhKYZVhL4pqgiQtxyw0aUBN4XWbsxxXPoaMN6RwvZx/NJcQnYd556M9ImSQ/zK8CRX9BJZK+rA3td1mJ8yBtDPFPbi65gscNNpJAORtESxlM3tZDxBwBVUTT0s/GL9P+7Aw4sH6CepIgh1sEjLg/FYdZ5+YMv0Tyyzl9RAnDPfOMleVhaZ5Shda4UNp7xHeR7qOeicR4tNqlPvJsYZbYjpUrbLI4tI0nITJQWx0gAsgTmVCgh/G2dSTh81QqHVbguB/P9AKAu+hwCS04hx26R7pzuJ8h7oOMACrto/uDmr9B80c3f/jzZroy6hE0R9H7EQgo7x+Vha0Q7KiItozM3bITkru5yXVJ6qq519ir5TjIZywsbUTQSH46mnqmSnp8gMMXS8OuKeBErfO+QY3i6RKBvmiFBZMIdfS3RMWyMuQlOW4CSl6mriOYcoubQsfWtCmAmTXlJ8lLvVUH7NqW3dGUEvckFrH3hQMCGrcwbVzJiEYri6AeM1zxpjEbNIWHqpa+lYelrtHBp5+VJ6LhqLeQdbrqoRx6bi/vfpIQp10nTEQ5eKkVlBzWIKlm+cn8zJfVbRpLIXMa1HyvfL0bl+8VIb7bUCGqc1wdzbAGjqQNv7HDQcYx4C3kRSo7DrVTlcw9l91UHiYwU/XU/ihKtZ+mmN2bipjeo0yTR5sMLcRZx3OlJCHr5ASDr6pPIukqjC7HJhzG513LIrHH2ESePSGuS8dR9NAWl/f4NSgvFu5YNEFL4IOvasjfwMumNvCJsECukFoW1tudRa3uetA9d+kYaOs5YY6NzfjM659M8oaX9aYQUtqSeC5LC/ytvIfApJYYAveiCHC40PVkX497VEkQZfHHWQSaHAMYlh1ueycaWZ2iloSCHQruqNKIHpRE9ZDGVySGgJnsr5FAD3peTk0NAtYRkcghY1qDoNOAOP2y8fP8BjqB6vkkORZ4jJ4cAKDkECDkMBe7V05FDmSBWOq5XCKIgh8LDKchhR4caFhB5mYQcAkqLJx142FJAEL6DUa04GNVKxpz4WxBHcazoNb1xfujxKSpcg+QwLD7ksUqRwXf01njrDKsSnpBDCaJyW5DD+rmhhaIFOTxoalP2ZRvacplpY3hdWAOGE8fVAozDV2NQIXUmkMmhjCApFB5OnSSPWTiVd2mn8a/PCHut8KudZAQ5FEUhhBxKyJUEpHe5LmmLm7bHTaD1mQmh7SkWOiH+XtKjv0cAUGa6fQQp1BVAAQYpDP4dp84XgKFRScDkqWQkXa0x/jVJobb/uoApor0p3CAWOlIoUOuLR8nIzCApLImhPadDfTdOCAEAzJ4SpDDyylz1WLN2SpBCkaJx8BL9/AHYg9f6VFwL+punakmhjLG6oAjUOOl8puv0ddBhuNfzRg0xeUEK92rm4TVRvVgb1YO1UYaDQuQ8dl9lLUn/mqa4cEIIQGktu9Oj9lXmiE0+TL8Pi/rJhPDb3y3GU/d9L0gKxb8KIXQN4C4XNe50pFDGCk3Pao6lb9CxoyOEQi5PrKMtqZYs0P8lKQQ+JZ1PQqHhMvXGpGketqSeF8h2uYsqsOt0yPjAympWJ6Itz43dc3XzN+hEcyjqJrKt61+a30aLMJCoaVXE9L0OuWjSf2HfL8l2fTzVEeCeJwB4inUSUdoHsURxAEpVtduueonkzhYV9teVqsOmCFo0w/sq8x6V/D0B2upLoNRBxwXXFFt+jk50aSmsEfxTagHBU/fQa8QLBABVNL3MSSfnxgAXAgOybdakVjycpoxhXlTQ7Ffz69xxjL32s/vXUwcFTFOz9ZpfK4fI/WjrnNcoiwHXPlt6kE6mfXfTriUAsKSfVt83D2nyBTkZZ2t2y3Sqy5bOW8t0qr+F50zCx7Y1GpG8X7iur3p/HNWNrBpNUo6RwQsdlJAtNBWNml69m3pZ5w6W51sOGh7ecj7J8BaacC95WXlPPraESDrBpYPscxmh1IkX83OmU8Nwq3cmIYa8QwoAHPDSucHDjqnyqffc1ng33aFLIeZ1AYzLckmY+ivUsGrNYAUxANLfpPeiZKFqaHBlg8L31pLtmln0/q7oe5IQw3SPSrobwuiDoiNr3Ju4+zI9pmiKWtlefYrOdXJXLAAoG6FzcoObSh/Fhqm6wNtZ+0yd0sMd7HnjBni7XzXw5YgO1zAGgIYIWnQmexEFbKfomtn5GXr/uPQUANLJCgDSJ48tMTZBfGitm081MQSAsgvdWG1aPjmn/wIA0LXIIkcisbjOa2bTmkUP5dON3ClODPdJ3UJOxbagTRp8BeeMSaEyw3ivSz82Ht7NXzaI5JYnrWrDoHcx9T7jX1Pm45DpwqdtvfqQf0KayBNvo5OnyO+RJ93BM8Ecr0Np/xbc3W8u1sX9Pyfn1qcYSb8dUr5dsVnN2e/6HQCg1pZG8vkiht6hnw8YxFRsSx05qn2GhXyX+YBHXjImqXVxxrWRPSnFo4Z8TfaoQWqfir6ILFhhdqFZt3XQ0tprTVwZJACrhi1yISatXYsNEiYqSYvshtei32HcE1n+Y7c5YVa/H4u1M63PFeGVtselxdqFoNL/U3kGOeyXCJGo2hTdIQRhFMU868OlSj4zp1S0XxIWpyAXFV4rB6jD78C2TotkLIx343SnFQ5yJhrv7+k25o5AhuHd3uEx7kOZu8b6XFFoYC7Q1albAABF75hGhdQCrXVGGdJbpJzYlNUo8N8c3Kww++pmw7iv9QHjOy7dbJJC2WFuOjz65hoEkZNCOZR6ZCDa0IIUaAfdNvnHrmTjPou8qt1u43ndGiGFakV4XJA/QZrEftmzNHASGJYm/pkbsN5n5feKBavc9PicMD3/ouK9PdYiz60myxBErviMUShWNd+QYJKrUne6J6HMbsn5lI5mY62ktyk8UKIKW+TiicKI9CtWZfn6WCOkWWF/3dhh9lIvdxoVoeVnJKLiGwKus1JC3I4ERLxjFdsIb/B6Mz872Dmny9QYlT3QYo4SudKCAM4xyZKsb9pTh6bpVrecLPQgb8hSEhD5hEsHjHH0QrRBPoRQuRwd2Pd7456vnmtcC2GQlXkMJ4Awwle+bhGL1dcaxx64Eod1yZbhv3PAmB8WR1nz04lTkUFjRA4h17vNfNu+N8jvF60Ig3l/r1t5ktXXGuS6ZjQaDVI4V/QYJ6kNfW+gNdNQGRC5ybIMm6hYPmAa0JtgSqvZjWvTYLeM/pyeXwAASlz3Ewk2IZMjz/P3XkzFwkTjGoo8yuqXJTJopocuXmhcI1H1zwkhAFSZxCz76i9h67MKTWISjefloNTdqtUfTvI2M+0eTHvXejYXpxifl2XOE8IwFWT2rskWmRRhfEF8g9XpXhrZAoCGQCJyPBJpDHhhe1sig+b0Hsgznk8hnC484bHDlpNHzPtintjpTsCO6RPpeDAh/Lkl3ofFjumJOMAkapJOfQVJp2jT9/zw/0e2yy88gPILY6ve897KtbNp+Gbqt6kncfOXrwZJYhCibZMJnu+nRTereBwjfAMAhW1/g8I2KthZFUurV/M6/j/tuYIUAkBBgHoGuQyOgvafGi8Jh70xQVIIADv7VK05wCKFAK0KBICtzrGF/URoVsYDJ6YSeZFqP/WMCmK6W7Kii2aMLSHDsbJ+OlbWUyv29vBB0jKsiHl7gmRPKjTKHvwd6doT20dlK3Q43at2oRCkEABsLYvI/+2IWGH8ESG5SaauCpJCAKheUDvu5+pCsIIUAkCejYUpxXwrRcHizmYppHBcaLw7ghQCBokXpBAANrnNE+SqVIeLetJYD+CJolwKAy52jBAZpNR+g9y0Sq6n/LDhICkEQP4WkElhKMjSPG3+MFIt2zrFqNAVpDAIjzUWyz2ayunrnlL3MayXivYKArdapBCw0haY1494Bd9Vi+1kUhgKghQCwPLBmaQvuYgMCFIoIHvpdziXK5GZ1df2BUlhKMikEADxUB/3GCQ/SAoFpN+f7m1TKoSrr30rSApDgee7ClIIqAUqAgekqMpW5ARJoUBOzy+CpDAUuPC7IIUA0Bii4l+QQgFOCqtcHUFSGAoHWcvT8Yp5suzeICkU4B7OStclJbdTliwCQHPhAUoKNQjknQ2SwuB7spzZh6M6ybwPfOyk8CPhU08MBQ54Y1G7gIYTODmsiuHy7Cp4yT8XK62d/RM88JKVP8LJIQCVHEboYhgW9nniUL+YVuQWeHPpQVFzsN4jSX6wpu8AUOhj7dBYRxJODqui24Hzj9KvepmGfRRyyI4HgH47DXe+OpmGGjg5rArLGXcS2XqBhmzS+48qxxwElbypZKGTUORwLCgT8viqJEoid0hyOAZsZyix29Y7dkjS021TCjQ4ObQ9RY0hLRhZSr+qCcNKWK+RgqplxUBK2y4Nmo/RBWhx9Nj3ZuPk8XOCYR9fxqYr+V66Y5iF+dj4lrXoQiFncHzpq2KcG/P/eeuwoNTQWOckUHKW7r5ZOYZ4C/9/9s49Psrqzv+fSTIzuSckXBKQBCFBIKDEC7GWaDVYDXaFbht2W2IrqdVQK+6uuK24W7Ct0P0J2xXaCrsatYZeSC/EKlEreAlVQpXQShBJUBIuCZCEkPtkMpnfH89znvP9fs9kIrW22ub7evFinnkmc3ku57zP53sLYV7x+3P8pvvfsLSlfFu6ir3pw/fhts31Lq+xWDJcX15i4aAQMOOQ91xhLjD3XMCfuyeh3XiNtHBQCACbwcfIjXNM8Hi8nn/3Ra4TxmuoNQ25jaYNW0WoTa5wrea2fB/Syk7eyrYlFC4Xx/3gfi9XCzEyFMqQEgBMLUS/CYWF+3i7zE2+ZKYWhrJ4EX4lgRDgUFiBCw0oVEXIndf7b+BqYQhLPclj7CUQ5kT4jHayf237u3clK1t5op0FlRa8fRNKs3ibO3pTFB+zgljLJ+uJYPdgDIvvWdB9AYthW+m1BpEFO3WMWv8NemXhtJWiXU58zTyjz2upY4XdWnlKjxhkbqS8/ZehYIZWxHa69zL31kZPPUoG9I1V1mwPVGTAKo+YjeLWTfpzVYwVLTdC1RSVVUgUF9/4JcyFU3huG3CcxI+MtSqcdk3SqsV+0SD+6tbJAFn0PTWhGTmka02xXS5B9ZcF7C4QtKxNcj7gJuUuEi5l7m3XgUW4LoeU/vBYx5+CYIorwMrWqFjF+7x6YlA1CZU991QcQHl0OQAyJj51YTMbFJXiyIrJPs1BKnjDT5Hv0gPR/kA0uk/q93h4muWqvfss+Ts/sCNNL1gWHruAQ+GFwHXj9e8vjOrBvT/XXzT4T5Y70PWuLui6Leskilp0RqtjcWSSE0ktBZGfx84BUuAsKQ9r/fpeuP87Y3kCiWIqwu9ZSwcYFN54VQ8Lb9h/LNrpsgAAsKsZ3fcZDYYZEYOs1EheZB/WxhBwbHveiLlri9ALvNQuK8yjKlZ/2cLGu7AkXf82lfxEFeZ9CVylXtB9Aetvuz3uJDK7SdHlo+uAGRoqfG7rnFCASfCfZvGPtVHTWdxTqesabHldf4ej11qASRcjBwMeds01un4BeMi1fGi5FZ5CbSypTqyylEnLw4LBT2o3MqBVQ/p3kbH8vjy0nC+Cx30WruM6zu/wRe9h+ru6ZuO8NGs8pvfQwSGvk0QIWCVepGpEw3tUqRF6THMifUgj3oNNvmTcRSpCbB1IMOq20rjyiWctQFFJGgCwubfM6awEACWwQggoFJZ6z2EjAYR01yCWvE1qJE7tR20MKc/V+ixc7VrBPzrjXfv36VCWxqEoNl5WDcYZQFh4inS/UiBE44pFeMS8qH4GhCqu+eB+7ZV46koN9qE6DAH8vKkkKQpvU45OBchX3ZF9nAFh9WWHGFBVnEzAXZP0eVCJVjTuesOpFDyUpuMTlYpO42NpeFhRpB16QoCwKuIVpPq1it9+MBLBy36nv6jHHjvJXFc1gbeprR/ysLJtVYNxH4ZaOBpj+Oewnae4UiW7oMjVUiiTLoG1oq7Uc7u5OkTBUJm3cS1/QsUZEiv064bea0JkSEtIkbUDQ7X4KovQ5XHQbhaSNdyCSSHUhPiL2WZVyq1su7DuU2y765Iqti3BEACububJHvvS+QRbOcgVxzXHQ2TOjvss35bQEryebZd6OkZUCNtFfKk85gDw3B0iqUaUA3xkCl+1StVCgiEAzL+RJz7sPiYUNzG+7Eg1C9cufJUrWdfl8ffc9UvxnqJ/fDA+RP23OKEOh8p2Jkkba2PNYtv3/04cQ3l7hBAF5n6Cn6f9J/k1dF8Gvz9qQvQ73imL+4oWlBQMAV0lQBmNLVYmE38kGBaLGnC1wRCFv4Vi0eXm10OC7yh/vUyKAeDawxWNR+bzay5Ui7dG78t6I1RBcgp4ABARomOL/C4i8U3+Nlmj1OUTSiIAiLeYNSF0TVRlZSFUoSaRdFAvkmZkhrO0Cr+ZBCYTDmUWMcCzZktwyFAKjXv/kFgU5uyFNNdh7hl6dTqfw2QNzBahIgICDAGgn1+nKyaWsW15rXf/0ZxLKBgCoeGQgmGo4tpTDvEEjGAXH0uXzDa9RrQaRaimC2kiAS4vxBgv8wbKxO+V935bjCicerrCeE8JhjKJp2CCmbn9Z7BRMPyz2es3OLGA9AaIdw05Li9aNkTFpSnZvthWDFUAeRVpL1cbiGYXxNO7453AXADov8yaBb0Dtmyu4gs99qox1V61kwm3sG96SDBUrhVVy2xHnHXjKaWLKhlLPZ2YH6mhtyT4FqqjtKs5/7StWqjvpaDRZ7tVxtuZ2tRF1P2Wk6hTNU0rKYXtT/DfZisGXbOsoHU60VVHzWA9rSeesKggmPRTAEBtrJXZrQYd1XJM/U1xkw0vNCt68t26Ny+g4dbuOFMw1lrlqSQJtYLNPLDY+ZPG2dtZVp/K5lPt1zbbq1g1CO8vtQcSlftjM+rciXpQusNzDsub9Cr84Qxb+SuzJwd1nbxs/Tf/e732Z+hJruG4h4OUnXBxYNxR6/vZE+LCYzYU2qrhQ5/UK+iqwTjs6iZQ+Dx4wIkd+xfMslfI9mJhzXgrYcDppRtJ3sPlBg6SdogX2deTrUqsnWip7tn2eVtSbV3vFFZ3PRXr/B4AwBng5qu0Sixb3yk4DKZZ194qj5WRSZNMCnqnsjp3ziRhJ2U5mfN2BnZbitXujY4LOZE+FkOYGTGIijf1gtJzsXW/q+ByNXbknLOKOee6bwXAS2Cs9b/ACjXnDVmTvSq6PMt2gSb02qEf6ljTxVxSHnICNzqbB3/vRf91+uJQv0HVp1MK4qsJ1mc513cncUn3N1o1CZUp8Ou0VU51vBRI2v2xm2N0iEJ6/zs8wzt2Bsu2zzlqtTgrTbfi57Ycte6lO6ZYoL7lhD1ukSTUWdN8DLpVPOp6OyFFVXBQiXuqA4dKMAOAtYNTsarnp852TdIiPPfI48626mqjnuu6zSr0rdzRCibpuNoyFMlgT42x6jpTc0RpwAoDUv3j6YJi15FYPDxDJ6CpElqu4zYQqkNpO4xevcI6f/lD1pinEkrqCPymugIodBHXbIt9z6pi3w123b8sqyHCil7tPVBiSXcwgsVUq2t+Xq71G5XCqpL2qu3F2P7vaajK+sYAa+G3OrqNFcze1WRd18EMOxGyzh5D7KTFJam6YYMqu7Ni6HKkRGgYVhnq6jyprH6ViJJtzxnFPfpz18ecYeegLRjJXNkqq7jNb3sLE605pC3KGr+Z69g+plX+WNYffaffOh4F794GfILE4P55bTT55M9mn3jeyR6mRlc3sqA1AKMvan5UH7voQ9nN83mKffSboq5G+q0aCgGgzQxYq4oJH4QuVz8yzT+Ulbl4yYjq8SLJJkUE4YdYIdEM6MIjX0LhERGvln4rcyMlHBSxWyHs5CReYiG39zW2EpV9ZsszeNkDAGaMo+iXurP1aw4UAqHjX6TlDprngK7M524Wq9IQAswWsSq9u2m8hkIAaIUDhQCw+5vvo3/mHg2FyhwoBADRWTGkmXkPGgoBIG2pA4UAsCbui+YfhDLiqlp18m4HCgFgW/7JUH/BzUxoZDZ3Yr8DhQCwdsCMfZTFjwFoKAQsICRleVLbnzZf/z6MltJ4oD/VgUIAqPU/Ybx+lfvTxnO0E8fBgFdDIRBSJaRQOJzRosWF7h4HCgGg0RM+XsuxTnL/dOzm6mJbiAlPlv0JYQoKAQ2EzvakDgaFw9l6Ms61ByMcKASA2oCXQSEABoXDGQXFhEc3Gfu3vI9afFShyo/qc6BQmVSZKRQqc6BQGUn0vvr3kx0oVFYXokSVYbQDTNZ/OVCoTHZ6CZVop6BQGa3kAHAoBDDi/AgQKFRGKlkAFhAqKATAoFAZjSVNcQWMslkUCgHzHEhr8z+soVA9FyViXC/4GjumFAqVfchQ+IFsFAyHsYJ3b0O5iycsSLl7JDiUlhvZjwJxgeyZy29iAw7fWce3215A1RCfFfPqQszexFisD0w43DqQOGLB1I2popZUKDgUnQmkFR7k7lrZJkvCYf7gIUgLevmAJZM93hccSqMwEMIkHFL1UBkF1FJvh+FaknAoM5pD2gj5A7sfF3AYIllu9utTnMeypywApF3OnxvJjYaRW1Jjc/wS/oQEhHfCZ/MDAHi5MKR8Mfy99X6Kzq5916w1SE2VlQhnsrbZGjEGNAo35cDJkRfttV3fDv+CEAlb0mqiLgq7f881fJwpbRv5PZlaCABviSQKjxk6IY2qhSGtVkCwDPkAh8NQ1+fmWA5PdRG/MV5D7f30uqUQGGob4MDxvz8sN/ZLeJJuSwkoK4Lhs5CB8FAIALNyuGs9lDuVqYWA0RawWYgJGw+LOBJhFe0JI0Pho2aIELWawWijvZ6EwurL+HxAgRAAfF5euaB6MMZIMJImoVCGWJXHtRiJL9JCQiH7YuLvn70opPj0UbJRV3I4O77DeVgcnM+yiVShZzohFbp7HDciAFTGn8SqPj5x0DZVO/2xrIPJlfutmJsbZ+j3rPo9Wb1cZCWhVI0jK5GIM8ABrdLUh5vtwgAAIABJREFU5DzPSoDk9MxCXaRWKFSWsPc9HbTsTSl3XM2AFZCdSr5nimuI1dBa0Wy5e5x4wvp7rP9T7YlXJbGobMMB231HMw3TlvIJL2Ya78cb4WauseY0q1ZaeisZLKIzsNajYfNgwOP0EwVsZYDUfvOqgrVvkgnvU+QGtVsF1k1eA2o5vyewHiuyuadvQHFAx1oWebpYnUIFjBQuG37kQdFd+nvVD7l5l44MALTFtipRSWuiv6IfZt1qwXHD80QZcIOFKRz4xFHMPjlFP+EH0lI1FCqQVa6v+zusP34oWS8i7q0Yh8eW6LieEtcRVEfoOLGdg7EsxsfpuNNOskdo8Wy7xZ4rXseubks+iSVdWiW/zmuBgFK32t+NxM3ZpmRE235VDcaxgPvywe086Wnmo7o+GYCayKksZMFRBmnGNQlHWB9pnQha5sqDIOLJJLxrnw3t5BwEp5MYMQVd5H1XjbmHJQ7c5e1AXqOOTarJXO90qAAABHpR49XZuXmnrbqo9RN0EtninolOnJ3q5eslJbBKk/+dAYyaSDP7SJu4l8lCaIF9T9JQgdZn+fEdX4S8MRucze1xJ5He+bLer0Jh3rFat9XNtZJ5cnp06avSqEJsbl+jt1PWMChcUjcRr87RCuc8203r7dHJGd7BzzmP77GTxCgU1sb8kRczd4/FAz8ZOcuY2rQ7bseRLVrhDH716yy5o9IfzxTjrAg/A8L0fvt8khjNtdDnVIWybOjXC8+ms25eSDuWA2Fd9Buoi9TJiWrspgkWa6KOsKoLRZ5uBoTpEQFgv+6dnn6hBWXq+kiwv1dFu+1CTraOvyoho2IbN20hsYWtYPHPy5afY/3K0yICLCwqv99So6uj9fiaf3Idj2OPncaAcJ0vlRV0X2YnZaoQrzJfIr5yVsNgRow15lMgLIzqYR2RuoIuK8lLWWcNsj1fdzb3xDexkB6njA4FQu9E4FmyeLvlL8Jdo67kD8UIuIRSD6WCKMuOLOrm9fWkjaQeGvbOOkNBHEk9rIvjJWi8vW/rwtPDmFQP24VitjH9/7FtZG/QUAhYyiFVDz3p1j9qMpFFqIeyy0l6y2PG96RQCJjqYa5YLfpyfsqhUJrLbQbIS+sVKubhe9im7Ghyj/esoThSKARgZE1CXgb7YLTiotbwhAcNTwh3kRBzqHIIwAjil8HhDya3MigErF7O1MqC3N0o1ZzNMZ/hUChNdlgBGBQCwC5fLHN5pkw1lcMccZ4pFAJAcZSp8FJTreyUtaXcHLZm4crAa0bt03ihzFx3aa9xDpglXmp0BGoK0cWEfU8KhQCHMwA140sZFAI8+WJ/IJpBIQBs7hD3MgQUSnvxWuNzGRQCDAoBcCgErCLX76xgT1EoBMCgEDCvrW05XIXx9vyRQaG0Db4UUykUHW7OFwoBMCgEzBIwoTpyMItwh07csa07GMGg0PpQvilVwpx+0UIUZlcaWYpLqoQUCgEYPdwr2hMcKASAvR0xRl1BBoWAkRRXMxheRayOzmNQCMBIbgylElIr9nQ5UAiAQaGyUCohNQaFAINCgMd5W1/qZEiV0LEsM1Tko2ajYBjOhP8/s+MFZHaEL0z39LM8PmHdK1wxzInwsQxheSHvmdvEs9PGTLP+EZOTECtnA935w7ERClz7ev4dBac3sucW9TzHtlkHDgCIEbXXzr7EiwO/H2sXMV6H+WQBURMxvXkzU3pWeVqwysNvYprck9O1E95zvJ1bSRGPWZKt3aQ1DUWh6rLwNeSka16GGMjJQbpAagNeZF0h6h/KmtViMoj/koilkZEAZsc9/h0mnGSxlIDpYpMtBuUCoeTUt60VfDiTEDGTF3kvGC/CD0RrXWwG2n+gJ632o2ZWpQQqWa9M1nMzgFTE7qb21YVu40hMwufmEL1lw9preUADP3blPdxVmzfAe63jdT6hlEdwN61KUmHP9bysH7f8txHjVzfhdradOSjqBwqQNFrACdt5yT4jdnNzjMhgFjGROb8Swa7dbxmFl6VJFynt2wwAbbE8FmHgTS6eGFnEFR98Krz9zuKw+xfXT8Lsd6aEfxOxMJXt/Zpq3ABdG4mhXsbQ5bSWo/gsX1SvieCL26LTfHGQfuhW/qZzQsSQE5uf3Iv5yfycUs8YAMQvE+OVKLbwavwxbIsN77K9up1n7lYn8tCQvaLagGzVGqrWpYRCWpYor2sy8rr4Z7oOf5Jtj1RPF4FeMwb4IxpXSG3Ulfx+rMHuOxmdwSaMxuRPMxBZ15+CTb/Rq6Sbb+q2Mo9tu++aNmPlW0tS31UwLi17srOBD3g4ewTV+fo7dAddKOwlqszRdVg1ncMOa/cFWOocrR92hncz2Dl+BQp69GRZGXcjFkXqgXSjfzxWdJCVcmSs2a1gzLUaFMctDqkO4RQZoFLG8vIm0zdyUBy/xHH1OkYCkdcOpDG3MQBkd3G1ypeUj+V9enAoq0gG5hLXcPJ8o3drVZxWYAvfnGooSc3ZXC25t28casg5lVBY6Y9HvUf7gZcErmRu+obfe5zaewCAgwAKwW0aEJ9JMu8eE5NaBnh/4C4As/n2tgl6EF7RN95QW2nS0jJPpwGFa8/w81098T4WTL7Zl4TSlv/QLwj0GrE3BQPaZbarN9aMqRTxjClfDzAwXJrFO1JkRPhZrcnuYASDwqrGAv4dojMMKGxLK+FxhCI5CUl5KIa+BuqGPNgWq++v0j4++exqikXQI+LmTpL7Les+o6xPcdxy7qFofgJoIpPzJ15gUJgd4TehkCjwNXGfMorT16XzmOGGITcWBY/qJ5pECZN3tnMozK/RWaIA4G/Fzkv4CZRlYEr7nuGT5C6xELzhJ6zDD4Z62ThVMaaEAWGKa8hxISuj6vzEzmkGEM6d18+gsLh98weGQgmEd4si7ks9nVhcr127sqRM/uAhBoRrg7MZEG4dSLSAkJpg6VkTfAwIq3v5+V6TtJwBYQUuZEDYPPEuDoQDzQYQFvZNx3Mv2ovHy2DAYHakn7WpvP+RsQwIux+LYEA4a5EPr8bzY0GP3R3ecwYMvprCXz8vso8B4Zr+VAaECa4gA8LHO/m9lhJjHTMKhLSSCADUePcxIMzKGGBAGO8aQo6PeOYiY/l1/tJNwCfsRV+W2dDiQ7RRV/KHaupkChVBqoc0vg0IrR7WhqjTp6x6MMZseD+Lt4x7P+rhiC3zpIIotg31cDd3O6xwn+au4BBZkWyyO7M9dE07amXnpx5KW+VpQbYvvIs8+j2e2HO+6uFIyiEwckabBEXpwhlROQR0iYrhTIhdD14ujq1QE5sjw7c5k8phKMtv49dpqVdExU9dHfbvr4sdOVu1/ZipFlJjRaphKoWFmaKFn1TDYCaXGObnx5JCIWAqh8GpPPHLsAZTcS33/YQ/0SQUG6EcjpR8ltf7u7D7AXAoDGUThF+8jmeHyuMS0kKNE9Tkws/NP1N2zZFQKE3WjQQ+HKVwJKNQGNJGUgmD4UMMHsk4ZSSySBtRJTwjsrLDQSGs3uvSKBTGu4YMlTDtNp7oJqFQ1keUUChtbX/Kn6QSUrvL28GgUNpK79kRVUIGhUAIhfCvAoUfyEYVw/Oxhs08g3XsZ1Aa/c/O5uroNhT36li6Xc/GAtS7aoc6PfQpy/WYG9nPMrHUBXpvgxU3eN2UXuz06AbmTi04onpUJxchP2CrAza41sR9ytlf6Y/Duj3atRm8xnJPVQWsJJnCYCNfpSulQdVM7G8CakmCxjX2a98q0s+lLQV+bCtIV9urrXEkruvMdla+BoPn+Gd1+gHKJrfboHrW3j9mGo9RVKqen7hwM1Y6v7/eayXYZJ8jkn2EG652K4FlWZqGFtWZpvjt67jbUx1jG2irvFdiI4nDqzphtUtsy/6h89wAXJjeaS3lVUcL6larCUQ7bk/lTs7360GnJRjF3KD7H40GqMfeD9YDOH6m9druWntyswWbF1dYA+6Cg9bA+uBF1ne431aiVaKRUleKBl5z3rMAC7GrTh+HWTN9TIVb5jmHtUGiorU+43TjAaDr3B2yB8GYaUAm6XM7YJ2znS7LB7bWZ12bu87Zn2lfXvM+qSf9vRtjAFWjWc1/pHPL0us7WVxQaa8FEKpmoMx2rArYvWDtOptOSSh1b0+zy+/8F7mGS+8DYq3rsthtXfvlZ/TipX7yatbFZHGPBQM7o2woO/4jYAe5yJWnU83Xi79n/a8WUKr480vEXRYLYI4Vv1eeaCVSFb9NWsXMfJRn+aquKQo8OmuAsfr96txWi8ycs7+ynrDrsTkxb6qjCV0wdbUCs+zjoxaHJO525+VNKOjUv3Nz/BIW65t3rhLMdq0APk0WFarGqBov7DEiPfqb1vvZMZNldp9rlTH6tL0gU/czjfua/fIUHPjUUWe7NuA1YgM/iN1+ZzFmd01xtpVXiCahPdcUh6WZlsJ9h71omkviERMGTqA+yoqXowuxdfb9gb3gMXr2ZfJIhnU8tg4ksERGp14sjf+cUwE8YdeaXGh3qqLw3fa8U3tSXSe048dzL8Zh1nW89AvAS7HQ8ev+vrHGcy1PRwF2aHjr+Ab792og3B/wYmu//fvte/3GWC10rIpuZ00j1G/O77ZEmq6kq50x2Ppu1t8+/hP7M+yohqUJ1rlQtW/v8Gg4XNwzESvtBcSSw9bYEJylwzpqhhKZpzB3oE7PaQAQlYRaT47e31n114LCUcXwL2Ly5IoyJzK27LqbxMpBCDNSPZT9EncdFXE2s540FMT8DrKyi84wuglI9dD1Co9LqnLx4F1DTZTdCV6ZY/0bzl7ttf6Fs6gknmySKFbE/ysC6s6K7XOi0jzA1Nxs39th1cPHW5LweEsSa1do2PEf8ULiPv6ZhZN+ZfwJHZBaRNkSaUsCV2JJ4Mqwr5l7m6h/KA5T99vi9r1UQyEAvDiLr8gfjG5l2efxriEjHk/awbe9YfcbHTBObdNQCJhJRZ5xDhQCwCqvKM4e4tKat4IoQyFEw62/5Yrm5tjTrAh9mVjhF0Z+TkMhYBVup/fykf/kUAg4UAgA5X4z5iotRCkgBwoBs4TFfmgoBIDt3+Sqen8Th0LAgUIAKO78KYdCwCz9AnA1auxNxm4HCpXRRIgp95kquoJCwFoQimQsCoV/ksXP4YvImGkOFCpTUAgAS3omOlCoTCYDUCgEzISRD2qhStV0idALBYUAsMWXxKBQ2jJPJ9b5UjUUhrBHMk45UAiAtWJ1TCQFOVCoTCiyDhQCQOuzRl9gaYXu3pD1+ZSFHF9ExTKpEjpQaBuFQsDsJJbf/YIDhQAfgwELCB0ohAWECgqVUSgE4EChMgqFgNm1hEEhwKAQwMdKKVQ2Cobna1dyGJQZp9kiKB33i7/fzhNOmg7y2X6TLxkgHmnX4U8a2Z9G5qyYfPP2X8b3izwRCYfNyeJulXB4MXctAwD2kwmhZavZqoyqkOMWA5m8JZAvTwTWi6RlHBRAIU3C4e7wNepq4xdgX4ZoSdb/svO4fOYuIw6yPoYfR1lMPDud10uTcCDhsD1EOypqDa+9j0K0O/hmdyO//mQbv+AE7sI1EjGEjVQP0PM+1qDVWU+G3V/g51mvMn7xuvkjLCxGuDRCFlYm1jQUhZyULeHf48tFYXeXd3yHbSf08Bp0OwOiMK+08GVDrUl9cpgFGMC7kIQyX3PY3Tnv/St/QkJg0wi1DkcKD0GIkAJp+d8Ku7s5ntftaxSJRkUCiGgGOwDkHFsT/vP/DOb+6p1se1sXj89cJUKMVotOVQlBn6MWAsD01znceBCEZ154B5mRGSuhMOt7fHuAJ8w1j/sC3y+gMTeyn6mFB5v5cR6Ai0Hg3c+arTwPJ77HtiUU3vsur7AhoVC62FcIgFvl5Yu5ltXimAheW+Y5Z0Bh+mGd1d8cjDKgUCZv5fa+xvef4d0LcscL4eVjYqOu5D/Rmlut2Um1mFMW7xpy2jgBwHUZvdh1lih/DwI3r9dxZvlRfbi3Vr9Hxiw/mv5ABr8U4LFsXjvOSOSgLlAFdcTV65pABgFLvUfrNQ3OUzQLOr3DjolKIWoEnWj/aLvPaBybzIA9AuAGMqnFzwHGkwD8xvXwzdJdKbw1s4HfkpmyGQBd3KYDmCBWu1Kp2k9Uhfl2GQpSbqh2mlYJLm2ybtbgWBJXU0c6dtj19epn6sk9G3oAUSvpBjJJ7YlvwpXdWglrGYrCXWTgyo30sazf7mAEKhr0gZs/tRe7f6fP49xP9qM2Tp8j17OzLXeSsoUwMkQ7L653HqsCswVtOgu4PEWvXFUxdqmEro+6BgBw7x+sa/Kei/WktnUg0XGDrRmy3Mkl0K7wsq5NqE7VsWf5DV9GxVStphR5uoFe/Zt2uudgZb++9vd3RuO6JD3wdgddqHFrWHE1XM9b/kUATy3k8FPs6XKu1+YxVsmN9Lf0tVI47Q2nNWBd+x3Wk7SVXFQSEEcSkp6sAGiY0tJHeUtF/xl2LXbFXYKETlJ6xZsO9BKSLV/OoTABwE1k0aTuXzWxH3sLSCeqfYbtAlQqxaltQLMooTQmltcEjc7gi8ekPA4Oyfm8PFTKtRwK219A7dw3nM3ctqc4FB5ewX9Tjr2QtBWomsFo5LWTe02NVyouMWYaX+gl5wPgUEi7buy0kwMoFKa7+KIsLSLAoLBu8hpWq/J7Pxi508lIRoFwg28M2vp0ofLCeKvWK4VCWuNTLSITghq2XK+RBbv9kKpTjxHlWwkSFAjXRIkV0x8WcyD8+ZeBBWSci5vJgDD9zE8ZEBZ6bjFqMlIgfDCz1ejv/MAOrXKmFVi/kQJh4p5s5/FDuda8RIHw5Az9G1QICAVC5i7vse5zCoTr7hMq62wwIFx6cadT2xCwSpxRGKyYWo5mckxXuE8zGKzFBOS6COj3HDJgsPlCKwQjfez77B704dmoK/kvbeqky1IlUkFU/R4dEwqiTDZpOujmLkNRWqssOA1l8WHUjL4jpvuOWhYMBZFac/L1poJI7eKNpoKYx9XAsOohcP7qYXjhw7TdN4XtFrEvoxHB1B8Pux9d+0JnUdtWFXPYUA8pFAKmelgrlAzpYtn9Lr9O9v+OhxkEbxLHSCiH0uZF9TMolNYWjDSgkNpDl5xhUAhY2ZXK1kTkoSzyUra/JOEuti2Vw4oB7vKTyuHcRK52ysSqYJZI5AjlBSeLmPSzOxgUAsBKr/5NOSlbOBQChlsIMnZ9q+hYIBYoUjlkUAgAxaJ7yE3i3uk7wqHtU8I12/Qw/46hVMMLhQonxwOpJomaoVIppFAIwFQKpfrZ38TckgwKASs4nyarSPW/o9pQCqkVuHsNpVCaVAqzpCfnA5pUCSkUAhbASKWQWkLQx6DQsPYQLkti8a4hUyWUJlVCCoV4fyohtVAqIbUHfs6h7HDie4ZKSO3ed8cZKiG17qDLUAmprfIuNlRCZv+EkCqhssYhN4NCAAwKAZgKoUuc048uFH4gGwXDD2Dq5C/znGMXHMSYlZHoR0aiHj2fPisyV2fa/4axDb4xRgFiarXxC1Abv2DY/Y+MP4VHxg9fZy1U/0hq9cmfQX2yUOhmksnhxfUmHPYIGBSDjjGofU3A5mUiXkrWlZPxUtJjdZhnjOf2vALDaBak7Ggy+W5kN+sJMr/3IuT3kiKlgV7UR/Oie7SYMGAWlTX6LvNkb7y6gMcE5vXwweXB+0Xmp4gokOo1VecAoHhAZKfKIuMinnR9H88EDxU3OZ9khko3dONQFHzhFq1nX0Jt538OuzvdNci6yhiffX0vtvgEpHTrWj/VSYtRnTN83dG6oXJgKoeomot53UssENfhLTxjuMor4kQlNMl2i11vht/vHmvF7g1nc58FxpOFYY+IpY0AV8+l/eE/gXfDxAG2PhO2huM6XwqWRN/Knqv8BCn0P02MAwBWJQiY7uDHuH7SvXy/AFnZOGDFkc+xbVlTUk7uspPR2HNhVsZ/gq06za+hsjHLUU9ac9YFPKgL6LEgu/+Pxm90HSJqYYi+CAOnRKaycKnv9ItqFi38OnX5RK96USVAQl5ZHAeudV1CiROLgQd+nso9RyI0/YH+VCMGn9qO7OPYkX182P0jgfa6U6lYd2r4979nbjvumcv/vuQ9DcorMn6JFRm/ZPtXRB7VG71HzEXeId3ac+2kH2HtJGvB9XGHQmDUlfxnsebWIzhIbvwF+0SafQKQMUnfSU2dbqs9kG03Z3fj6UECizJvwg/MmqtXl/d4z2LXoFaYyvufRG3Szc52bveLXAV49z+xeY5WnJafnoB96TreLiPCzxSs9mAk205wBdlAl93xDK9b+PY5YAGZEGrWc9Uvbg5wEQE/fysaY7nalHmWdCH40QpgiZiQqfsuOkNnXCr7JXFdJwGQi/GrtXpVG3eNCYoqAxOwAuon38125yetdR5Xx75jlCTI7r/CAcOS3glG15WsiAEHFONdQ3i8TwDEceDVHA2GK/s4SNfEHcHaAZ1de/+7InDcD9yRrd3dm1u4ooHYLB7UL6EwbSkHQ9End2XMEgaGMnFndyCGgWFaRID1DfYiyHo15w0cYAXRcxO/g9oefQ4K4r/B3IPlkTVsceGqzMX86/V3qG7n5wvxF6M6SU9uA2K0WNE33gJD22riuUqe17iSK3Ppt/I36NqHqvH6MwsD4qb1NeuWkMq85Kb4xaPAArEYoZ/RslVnRyujsb+nK0woPEKSYuZ+D9hCAPH271hQqGzqYl5EOv5iDqnRGUzZrw2mYJ1PB/5v638ClYn/6Gwvev0CAwpXpejPX9v1qAmE0zY5j7NPPGTAUtkUfc92I8IAwtrp+vy1ByMMIKT3YFbEgAGEK58Sx/c8zf3VOzUUesahbAzvAZ4d6WdAWDoolNGYaRwIRSUzT0qQAeGDmXxhOAAXA8Lqc6v4GyRcyoAwOJ57OZqHIhkQ7hT1+xqG3BwIz4IB4eqsNq4SJoABYedl9QwGN+xP4d6kVjAYnBvpw16SkLm+f4wBg3TceaBfwOD/APO/o/fvPhDLYLAwqofFqJa890UGg1mRfpYjUOg6yWEwbgaDQQBYO03fM8s85z5qUDjqSv5rWvrYaVjSq5d5j80V1dBDKIjUnq4PoSBSG6F9WXE0rylmqIdT+QAo1UO5+pTqYZeQ8+uTPwN0kElzpoCcvJUA/YgQ6mHmyRAJLcq+thFoD9Nhpr/JdE9TOwcgc/jA/ZDqITWpHgpjyqFtxU9qqJHKIQB4H/2B89hQDgEEx95rPEcttye8yuHJHGGdFCqTm9oIv3m9x6wJR63sEC/E3iLrM4q2f3VeXqCRQiEAXqYJMBTnw4uGd1EBQLb7jrD76yJ+E3Y/K8ETygTkGBYmlAEA8Pnbwu+nGaKhbITOINgoVMP/HV6ZBcCUVgAjKkoUCgEA88J3hGoe+/nw+y+4J+z+vSO0T1twLHzNuymdU8Pu/1OMKoWrklYY+ykUhjIGhSFMqoTU7j821lQJ6XvH/I+pElI7VGqcU2ol3s7wKuEzpuuYqYR7zCodMsRIKoR7RZWOcFAIwFAIKRQCMBRCmbgkFUIjcTSMQggAyNHhSBt8Yz5qUPiBbBQM/0zWdqGeCDMj/HhsbgsDRCNt32v/UyaSQV+8/BhevFwrSNL1uvWxRGx9TKf2Vw4KuBSla0q7tqK0S6tEsqWU7KGc0Pgg2z9SaZPK8f+CyvH/Muz+0sBclAbmDrs/ZOsgakG/WQCX2kXhMzi7Ej/Bn5BlMURbQfQ3Wv9s2xF/QuxvCutyyyn7b+SU/few+1fHtWF1XNuw+2XfUWlUgQ5lrtitYfeH/O4UNqSiCKA8Wg+Usp82ABQd0Me4aI9Z1DdczBQa1w+/D5ZiFdZkMpKwjWFCMQCzXzIAII6s0PZ/0dhdeFjDTm0UKe3REMKVK8vVSAsXFwygIBgm7hcwesgaNkILcDT+ZNhdNUHTRafqNALAosBBYz+SdAhAqALCJRfo6yvUuOLyjtA2LCl8qSeZnSytK/6NsPvD2eovpmD1F4e/Hj2uoDG+lkbqscR1fBFcxxex/fET9TFYPbENqyfysWHuxOHL2wDAtrjhA7F3jDmOHWOGd9NmoheZ4armv2b/G84yYLiOqW2oTsGGan68gv36fljvS8F6H9+/hkBlYV81Cvv0QmyDLwUbxOuDF+jMvDXRbVgjMr83vKdf//hAolG0fxmJn54VOWB0giqP/pTeyPkxkPNjVjqHzv9/CzbqSv4QLPW9ALbFnmQrlK/sT8OsmSTd/7gYuHxg7YJeHM/jzRa8MRkps7SS1/4kvxCXfqXTKdYJ6KxRx0S9sboxfMWf0y+C5mVQbQZXHLqDEcjeaa/Ck5NQmcs7Rix6lgTQTQBKL+GlBTa3r+Gf5xEZJ0e+Ofx+l9sMrKau4HfeMkCxa45eHSZ0vs6hEOAK5NF1PDM1OhNdk7RrNqFLTCrRGXhgy4sYzupK/o1BYvCrvAn7Az2pCPZrxbB6wgo2cMnElSJ3N4utk4uGZZ5z2NKpM+OD54T6NOmr/HjJ7jpyZXwRV3d3DnH1ruAtkTHezaGz9qqjzmNZ1gIAct4gEeKZK4EUHkZQG6GvpVxXO+rB631m93O1KzugewiWxZ7C+n4OhZUgfcAHz5nlmWiLyJ63gVNCDUvV0FM1/RdIIwp77uBhDoZCrZf3FZrFsZ/6HZaYUZD0ANu9M/ZdoJWEXcjF0iahDHrBofDzIlg/IpZD4bXv8P2BHgaGMskqGC0SgkTyTnNsLtu+v59fOw+KvsoTm/S5eCy9hYXMALxMUO2ErzsVBpTdk65VomWeTizo5oG8zXE6ROKBR6pwviaBcFWsXjBkRfgNICyOIOO4r5kDYYAD4T3RoitLYyoDwv0tXFGbn9bLgHDiWXEdB8CAsPCIUBCnC69NBFc4XdtFHcMsADQkVob/JgCwHRP3fKXdhMEZoiVmCl8MyrJVtUF+r6z18MXRqii9mMvvm23A4IJ6rSI/Nq3FgMGNJHG0JRjyjWsrAAAgAElEQVRpwCBNDC2u/yxTCNf2p1iZ6B9tIBx1JX/UbEnvRHzlZzomTLqXZ13g43FwghMXnJ7MsjKpegjAKFVC1UMAZruv2BnAuzpzLufQP7PdddGX8Nef5gHqMvGATe4d57CoiddEq7yJrFBPAZsbrmb7fZOEgvKumNCMWo1kRRz0A2+HccVdNIcVJJbWlfgJNLrC1GBLEiNev3CjRoqD39+E+aUlw76dVA5d//cDth2Mf5lt55/iA7bMUK4QBX0Havn9L4P112YK9e+AUL+EW756+vDq0fuyMOJDKNWw7QqyKJFZwQDrPW30Lh7BRmqbNmKbtrMia3kKh+bCcyKOUCqfR7mL3Hg/aSO0flzSd5510ehtsCxETN2Avq8q55uqUii1UFkwfu+w+wDAFxdexZTJSjsFBHaL6ak8ise95p7mtSgzUjkkG1CI8Nf16q9cEX6/VAmJu3+ppys8FAKGSggRJkztLs/ZsCph0cSusCohIKDwJeFqF9dhfZCPGcU9vFsQ2hEWCudf3utAIQADCh+7RoRXiVAJCYUHyWK4NvYqEwo7H2PbEgoX9vBzT6FwR/wJBoUAGBSW9KaZrWkJFLrapodNBv1bsFHF8EO01PcCaN9OVhTEkzrrQosKDx6xbwAveMujALBnglZeuoMudrHHu4bQXkHeuxdI+7IO1r/Dew5rTpBJLP1WDgRTv+UEx9fN+BkAIKeH1F+jqtF4S2WovcBSL1QplvQIWyl54SJgms6UrMz4PgBgUZ1VEw9HjwBTtUJXmvUqAODhmNPWTz/xI15CY+p3OCgG/boVGgDEpHOAmPmo1e5LWfsuDoa9R1A7S8eUZUUOOMWmM4P2+9AWf8lEAVOfM94qC9KVcDkSeonrLNCLnTH69bs3l+F8LPjVr2ONi4BZ67NoTtf1Bu/vH4vHX7Ugdu4nrYmCKgcZ4/1o2mdBtCfXuiVovbSmPjceTLZUmVWNdrarmhSUapqhkwaqY/VvyT9sXy8qCSE6w1AL50dp8PLWXg+cJmphLIDZOkmoNrHQag9lW13Sjey7pv7+EkvNVDa+CJuDVmxlnl06g/79mlh9ztYErHqHmYMLnedoqYwlPVbMYG6Udd+tGXyJF4CWCrJSDdV1OeDnUNi1j5WKqU3+HHKP3K73+1u5a37Kfbr/95hrrf+p+7hjN/8OY67DkmQrhk0VJU8lyiSdyNacs45xbeotznO526bo91KnRIFh15v8/ml+iUHhIncPS34qcncj7129kHONf4ZD4eA54DRRd1KuY1DYHoxE+n6rLmrJDEvdpVBIM9dvOWl5Bh5Ot8YGFVvoQGHrs2zR6Oq3ksIUFBZ5ulBE+pEvts+7A4VxM4BTOknngV/FMyB84LHf4/Nfs2K2f/EjS8394te00pbd8QyDmlV9qazrSG3AawBhtZ2Jd/URG84IU2xLPuk8rhuy5oK7PJZyuKDnAuSThc2mE2NQNFF/1sMxpzHxB2ScE8nsOxKPcyDMuJYDYd5bDAizI/0OEDrdhGiY3mngjhVWWMCWGku1n385SfZ4MhZQZUftdbICwpJTtihBjh29V1PsuUQBoS/iZ6iNvcrZXzUYx2Ew5VqgTSv5O1O+zObHgZMuLJuir/H6gJuFAzUEPNhKamPe5e1w6iaqCiM0eWl2xxT90VGBj7pSqOxPVgxHwfBDNtf3xRMyzI561WT9PgB7xuqJ9upuvuqTcJhWxGvnNbcKZUjCYZxZosWxyFigTiS1XMrdzWqSBWDAIQBeCzBEsLxvji4g7a0JH4iNQeEyc4v3o0ABGCpf7ZT/cR5TMFSW+UfivkwWrtHBcw4YAjAUw50enmF9vnC4+vZr2HazW59nCoaOSTGUCD2e3CCDLUD3ZgWAVftFUkX8nGHBEADyfVylkb+VgiEAeJ8XiTnzRPY4sbZks8RS6kmtpm4ex+M+8yL7hwVDAHjcx1VzWUNNthhb00MUJAmGAG8xNzGEQh1LEoJkt5VQSiRR54xWkwIMl1z4svn3xKTba1FUN9s2wFCqhaQlYOW0p4z3p4rJ+mOy1Imok3jyCbbpm8xjjb21XO2pmP0625ZgqKBQ2QqQhVgbd+u7+tcypVCqaHk9L/PvKsDQgXTbZFKUVLizI0USlUgwyQny715NBvWrj0xmUAhwMJTJFRIMZchIxWOis4AAw+CbggvEy+vn8bhamiyy9efCAwXgjn/WsaLydzMoBPDYk1whLBnkSn9B8Ho0kEoX8rftidfzngGFgBFC4fXqAsESCgEtQgAhkmLA29NujOHnkEIhAASz8XGxUVfyR9akZ0wmrNK47GYAYZItX40/xjLVuoMRrPhzvpik08f+BF1TSRKJdC/LAG6aSRnoBRI5BOQ28szZjbS386ffCe/mG+oF9oTJJO4YoUdYtpjYZgu30G9EFmiYxJCGgAeZTd8edj9iRAawqE1X7ubFdwt8/HdPu+N2nJeJQY666cu6NiGY+122f+lE3uuTmg9laAyGKd4991m+PZEDdX4rL4pdFsV9RrIkyMFwQf4RAN5YPuzu1I18hE19hG+XVnF3Vu6vp7BtpogD2BwiG1yZN9BhdoagduL/2KbPM5EVXs9J5iu89eN57F9jtgBgWSA9kbRX7DtiuPIa54nuJcRudnfjZnf3sPul2yu3g2dbynqZMkN90Xs8g7tShCowi3Cb7nFqYkzx7uUxhrIEj/xdQR93Ma44+8PhPysyFsG47w6728gK7n6LQ2GoBSAxeRyyAyfZtlwMyIW7hFgJhU8lD+8KrhqMY1AoraJLUJ5YYwVdm/kTY/lCRELh9DO8DR+1h5eeZlAobfcxDoVFj/EyHBKm4U0PC4WtSbz+KoPC1meM8XJ9kr5+fRE/Y1BY1r6aQWHCEL/eagajGRRKl7ThUh4hp+9vxUYVw7+gudbAqrFHlcEJ0HK94iwSWjIrR6tyZbGncOURfYN7JliHYGCTDYvpQNEX9E1ZPRjDVJOEd+/n7rPut4CJt+rtc3ucdlSqLRxO2hOmqmuXqlWUjRdodWeFtwPYR5SBpDw+MHrGAnvJxHzlHFbGxnflO1xtSnYDueTvaR/XetvNnGu7+w58EdhHVtv/cDcvJxKdwRTL2oy1yD2uy3E0ZnyL1fAq6SBw1GcPUgM6SL58ioaIYv9eNlDt9OYxeDqyRbfiC2Wrv6rdJcpF1uXRGZ8Jp3+ud9f+B5bmayjcetJe1SumiAeCuXoQzXR9CQcSj+r38unH2G8XCKcB6FFJTpJS9djbWO1KteJXUJzuGkQKAdhZkT54f0+Auf2cXnZebkNTPSlJkr0B+DEBOxpSushWrt8gsE/ngoJHmOK1ZtIjyCOTaGnvBDS+rV1kvrwD8Ab0xLZmcBpqBy2grfQ9bj1JYMl3ob42vDWzkTNL31N1Hf/KoHBl91NoTNEJHZn1y/m1mnAph8LWZ5gLuTGPZHoftBXQ2VankCU96QycnvbHo6JDA8Hq1Dau7EWf4VD4wj3cIzGPFIVXHR3IfUEzhVNcAazveUK/vt0+3hH2iZpyH3CYnM/4OQwKfYlXaihUpYYIFFbELHB+W4U/AcXv3ers2zjFUjAZFNIEoZ5DTLXPjP4G1tsxY6pWJoXCkv4XeBwtBULlliZQSOPZitxdHAg94xgQ1iX/AwPCtrg3+bhHCpq7Ei13OwXCTFLbc1YEb5u5dzAaGyN0otuSwJUcCLeBA+EEAoRqQUaAULnxAeA+bzuDwaUJndjqJyrhrywgVHYw4GEL1prBaAsIlX2bAyHNRHe8DnYdz8we67pQMZlNQ24Ggw0BD3L7SfOA3iO8xmbqDQwG7+8fC1+EFQ5VEmW5p8va9T3cNelOBwhXDmSihpQ+Ur3fFRCmuALsnlrePQHYCgTX4ONoo67kj4O51pAN6sWVpSREyS4Kh4DZmggkXv2+lW1Gxw3aYzPhbZEkQSctwEz6kJ0aSD05CobKVtSRAG6ZSLBfbEvvnVRXryWqCp1slVH3349FtmU+VzuNOn0R/HeWpessZwaGznfT4EDBEDA7ipR7Psm2w8EhA0PburxTnMcUDAGgOJ7XS9u6i7t8gvnc5dKVpJN+GBgqk7W6iLtTFuyVwfWy40TuPpHARGtdJoWou/c6gXl5D8hqN1JQvpS7kasydIJP4ZshatZdrq+fRf3cXVh5mitmFAwB4NIunvBBS1uEas2W+XtyXcoQB1HfkIIhwEEBAMoHNAjccsaMNaG9pXf2C5XoOVEbcJ7oFiSMgmFZ72PmC+hia0B04ZG/U2a2i4L0vkQNkd7DvJViyFI0FAyFN6BiDB/TukQiQ0nrBv5eFAxDuPwpGK6KEFnaQglOjeJJdG39Qk0l42d5hmhFCH6+G0WCX/EQb4Pp6hAli0QjkGAaOf8hVF0Kho93ivAUMec8LNypTeK70fIvRZnmPcDAUPQ0ze7l8VT7EnjYj9FWkrRoXD/1V2zXzsFYVA09rZ/oFF6rdB4OJWvQro3hCiFdUCzfovth/r2B4agr+S9o7OKi7h2/ThwAwBRDwMp4owHOkJ4e3fQE69anGn1BmXw+9jO85lunAD9ZCFnCHQHHFce/jhUtovkztbpz1j9lc8VgJJPuZDwa7aeaPD98keYbRDzlruF7HQMw3TzEmsd9wewjSqz4jKhPKGowFp/lk2q4mmcVETmoiNDlWrIHruEgIo5/eQ8/RhlXa2K6b0Gb0Ts0oflx5zEFTsfCZG+XNPD3Km7fzB7ntopYyi4zo9ixnWIC3ie2ZdzO8J5TIDMp7PlDraDIHr5dLrM5e4d34yaey2YLLRnDJrtFGK0lKYR40oFposwSMScRSlkNd8MGozex7VkJYXrtRmcAiyuG318vQgoOiu23BFQmiIUWNQmF278MHNLn1zdPFCsPFc9pW8WFj6MihYP6yiQd+1wZW8D21abewoqnrxLlcPKixCBDF75nX2IgURF9DSqidbyvjC+si+SrlarEzzqPN8ecwuYYEcogqxcQK67/rFUCZbj9h3ldzkYPv093pPIM8sMXDR+DVDnnNQaFsvyVhELW3hUcCmsD3PUqbV5kP4PCSlEhwXWch+EMiOYJDApFGzrvxFfZayUUGv21B/X3WDWQgVUD3J1OobCkdwKHwu6PPRR+IBtVDP9K5loD7gY4Dnjm6Z80lzQw33sgBg/makjaOpCAg13k5u4Gh6ynLeVQ2VqPXmF3RcQj4QxZdbU+wwfqCA+HxaQrmduOKW9Bv9kb9hhR22IzgD+Q1X1OEo8P6SVwoMaaiwj4eMgg7x7LS4EkXcmTZ2hW5PN2/CHlgc8IcKQxXqmfZv1UawajUejWWZPpZ37K4zPH6QG9fNy/obiP1HKLjGXt+8rHfAXFXTrJ5oGftGPy7XriSyDumaKhOmQP6IlpX0IjEk4StTEqiU1sxXHLmdtjKVGy1vq2s0G1K30Z/fWmeth7BNWJWlHKf0crcmVZ21FyVp+X8pRSBom1Y0uQ+8oU8uZJwFYyuegxFiiwJ0sKhj4ASsSrhxVuoSweABUQCslOFdZAMh2r4m5A4aO2ay/XzaHwmhp0RepAr4Q6XrIJsTNYxw9f0AJDwGqpRqGwyh/HILDA3cu2E/bOBXJIjcKO3boW55FvskSvxokrTCh8QwNleW4Du4Zc/Xc5UJgWEWBdZuoGbPcrTW6hSWRjruVQmH2TA4Uln+5AWQ2JG55jK20ECmsjtfsx93BxaChUNiOWQaG3cw8fa2g9xo5qVFyoFzFF7VsYEK4feIZB4aL2x1kW9pJerabe521nQJjT8kMOhEl5/P5PzGNASOvProw4zIAwp+M3DAiLe9MZEBadLWNASOvF1ga8DAarL6pgMb3lKaUcCLO+x4CQtl1dWG8pCxQIs4+RuNf2l1A5R1elrvTHMyDcHwLuKBCWRWm1cmVgJoPBXU2xrMC+LGCeF9XPgHDDKb0wzkoZYDB4IPGoqRBSL0brMwwIaYJO1dDTDAbTT25iMIjJdzMYrB6Mwe439LnJukwLKPd4zzIY/Bi7j6mNKoYfNzMuOhEgTm/cebP72I22VLqvwiiIANjNkTDUzeIEjY4RQ6LjhlTpqLricoevA9crEkDqxOQXS1bU/TAVRGp+4bqS32s8WX3f8EVTQQxnQn2SKsN5q4d0/3mqh9SkC3Mk9ZBaOOUQCKEe/onKIYDzVw6lWriQuDjPRzlse8Goh1ZYThIApHL4iqzIK0y0gaPFlWV4Bl04ACGUQgqFAC/QLtS3sO0hAQaFAFcKdzVzVSrHc6eZ8UwtjFJYdlSMBW/dc/5KIbHzVQqpUSgEQiuFw1lYlRAwEn8oFEoLpxICOG+VkJpM9BpJJaR2+KL3hodCgEEhEEIlJLbMc25YKLT+lkNkuK5LLcHIYaEQGEEhBLhC6Pn3YaEQCK8QAnzeW7cndVgoBLhCCPxNQOEHslEw/CtaUCTFDTTwm2bvjuF7YQbTDyCYTm5gIdwZ8BjJJX0nqSKUtYt4PtmVRLbvyiTZyhd82fqnTE70TQIKhsAD5AkA+uIu5kVyJ94KpFynt2XmcdxM3sbs06QUxTM/4QrFmGuBA1oByjlQiJwDumPGmOIsjCkm2cn0s878GhhHYKn7LdZCzjd+CXy0vA01MUnJuD3jvBErTFrDttcnlrDVuizBkx3PX08t4exOvjI//iPkH9Xxi1XTOYwYRb6pdf8RyCTHY/JNwJ0E9haKCS5c97fx04DZ4vWXk8dy4g3XMzgHRuxiwhOkm8MrPNygdtDrJKWEfDtRIiZUW0DALAaPV4pCvg6ApXRTtRtA1dA48qEcMIujv8zqqxmfLTI8q6MJDEuQu+xbwJWi9Aw1KSqRBI7HBxKxwv0PzvbG6Bux8Z+Hzwqf3TWFP0Hug+rULyMtQoN1Uct3sf7Mfwz/vYRtGdCD38aY00Y8XFva8MXnnaQa9dmdP3MetwQjjW4ZygrPbWPFzYvat7C/rU4uYmohy27t2meW8qLXcX8TGmfpMICmITdTC6mLu7RvAkr7ONTQBMPFRyex9nJL3V1Y6tZjTIZLX8Nl3ndR5uXZys1RvDIAzSZu8rnR5NPbEshl2zqIsNWmt8jNKdzG9al8/KQeNMDsazyxWY8ZmWP+D5ljeBw4tfhc3nmpoYkv+j5G5Wg+NBt1JX9EzLUbrGOEJyuIgec1KM5b2MeyQKtieUyJq3k2c50emHzUebx1IIEH2QZ6eEHpmCxz4m8iatR4MskPNJsrcFIVHo0PcXfx8SeBi0lpmeeFkpcRC3STHz6blLNwj4VvjAZBb48dJ6MgrX0XB8XoDObGZS5wAHjhJeBKQtBjbwKq7e82O525xetmV2HaLdptdra8Ael7CXRGZ/BWcme2W4AEAGlLWXA9AHhPb2OJO2Vxi5FKJsOBoMspcAtY54wWAd54di0DwwKyet7kSzYULNpFor57DQoS9US7Pe6EBYbK2nnZjeopG9FNVvaFJ8gkHZ3JlcuoJP27AaBxuwWGyn74LLCMgF65oMJpAArI66kifeAIL/HxBoDPkEVKoJcnNQz1Ar8m9QYpX/qhCz07n0UeX3MpamfoEIvcKB+qSPxgoZsvaOoCHubCnRfVz4Awu+9NEwgzifqWnM+B8JLtDAgLfUIR9zWjOFovuJyMdACzJvgYELZF/poBYf6bMzgU/uFhCwqVUTg6tdsEQpK5Xpt0M4Oljf7fYGP0jc72ip9NAAq02ueb9DUGhfXxh/X7ntmO6lSRHHBSJ02sHPddrA+Qeote3u9cdvjZORjLatDNIzCR2lLGr/PkfPa7K2Y8x8BuffwtaCELrYKoXqPLTUXiP6Oo3e6+EpWE6mR9vmV2a2nDIg6DU+7jMHh6mzOuNV5agybizu4Ouox4x7WkJufO1q8xGKycWobFRy2lc26adQwoDN7bP44BYWM8ERgCvQYM0gXnwu5JDAYfSjzDgNAo2dMBDoRE4A/O/YWR/EaBcHbXFAaEKa4hBoSbzurBIei/1YDBpnoyT3VxIEyLGORAmP43CYSjruSPu52veljYy+tOMfVQ2FJPlwWDys5HPQR05wvAUg/dY8O89l5eDPoCPvDjBlF/UCqItDaYv9UCKtsMBTHlOtQkf15v9zdxRYlAJQCuIAJcQTzQDOzXUJJzoBDR39AxjGOKs7hK2N8E7CPvR/e1bDUyLaWCWHKcZxdL5VC2C6uewF9PTcb4SFs1hicSLO6RKb/c8gfC1JuUCwiZnHS5cKHeGT4TFkNh9oVTDgEzNCGceiiznqWFUA+ZUfiFqR6OqBLOF8clnEoobEVEAYNCaVIllAAVUikcxuquDlNIFTD7zRIoBMCgEAihFBKrSf3SsPsAMCgERqivCLMwMTMZKkEzrMGVQgBYKfoWG60PB89pKAQYFNYFPAwK24ORHAqnfodfq03rmUeCQiFgJsEwKDzxWV6CLHuDA4WAqRBu8iUzKFwt6vaFg0IADAqXxnWabntqG8ChcKHYHwYKAa4S1rieNVRCahIKZU3TUZXw/GxUMfyImusF6HqHyrNrj203zuDQoNRDn8u62KMbp7PuAUpdyoE92EXG8XiME/+nJ3gFfbSMzYHbgCvsuBw7AaQty+okkvp2sfW8SshQsX69Nmye3sYSO1Tbvfo4S1HL/pVdWiTb/nFtR4B0m5Jp/NhvrNqFvq+8A68CWVtdUnCY12G7P5USoMpe+E6y1yPNbhGg6rApwFDLJCUcXjgDr/2r9TeXkvEy+jv2JHBmO5rnve08nz7Yolv52apq9TQdRzQvsg/es7t414mM77O4G6Uaqu4lBwMeFHmsQLu1/ZZrRsW+PRhtud0P2vFvagKZa7saVT/PIntiqAlYk5VytdUPWrGB5fFWD9fipq85Ba+r3BrAu+3yH0UnV2Fz+n8BAErPWMpObZrVIzv3qN3tgiTm4NQ2VF1oxSMW1n3Kem6qrQh/21aO1frmehsgX7dh/ZJpwMtk4lADt5oDc9OBP5IJ8XM/Ad603/Oo/dylJDnp3CHTha1CkNR6YJn12bUeK9Yz98UpAICqgmNcwYu3j40dPrAz9Tanfl62qlj/nK0OUiA89rBWOP9oX0N2AlXVVGsGXXjUCjYOplvX8ooIK7auPRiJrb8gUKaqHNk8meIKoIyUpUpxDWF9v3X+Kzssxbds3Ded/SVnH8GieCsEpLLJCqGou8iqH5iz1z4pn7BLtajFWoP19yvmHEeWLFoM3UIsv8VKWikf/w0AVqeJhj3WNRpcoBewNUPW7xmAC/nn7JqkPdb9VDPR+qy8fqv1XkmEVaplkV37UCWIKBerApz9diydUnjbhqxrN7XzFev9j/8IqLMhbaYd89hGFkJzNjhx16ot4PqeJ/R4Bli1DIlVj70N+d06TnlzzGccoGKdhi62f2P3W1gSZ5W52fa2Nf6tzHnH/n3W2F7SO8F+Lwtw1GJung1iCoJzGuxEtmzrmLuO8A5SD00+gwb7WFGFVR2vkqhmuH5oZb+f/Lp1gyi37IG0o+y7AMDevhgsjbOS3FRHJZXNu9x2aatYwF3/ZcOvAsIAsD1Pt6VbdLbcemD3pq+PykQGCc+4unsyalzWPanug01HiQshCUiJt7wu8fYKUwHhwj/YQfv2PR7vsfZ399iD/FkgqCt5/a3aqGL4N21CTXzuEFf8pHrYn3mYbcvm9Ew9BLii4G81Ez2oZa4EMlcitcECgbaZ5Xy/UEIwfglyjq1xNuviuJpR/488pgWp04Bmm4Tbnje6C3gfI3WoYmcAsTMcIKxJ/jxXEM/t4Ukq9usdmy7qm8l4x/cO4arvW6/f12L9YzZuMXMvN0elafAJ+o0K/XsDMcw1PpzRlnYKCgFgVTQvXHa/KM0xIMaBe7xc9QB46YnsKB57ReusFfothayb1ISrmLjWeSzb1dVO+R/WdlBaVc7L/Ilv/URDIQD8ViRF/EFQXD1Ylx/UDt81AlPsf+/XRInL3IE6tl24U7jHhHpY0GbBfzaEcitVQlHLT7akVFCoTE2GIW0cHCgMZQoKAWBR8ncZFAJwoFCZgkIAqJv3noZCZQ3876nlRvqMuEcFhQAcKAQA14sWuCgoBKCh0DYFhQBQEy0SDMCzhgFT9ZJufwcKAeACUnfw7TDKOID1Ma0mFAoLB4WOXbw9JBQCFhAqKFRGQWxxzySm8G+MOc2V0ewNw0IhAAcKla2ObgsJhcporJ78LhQKlcnuMgwKF8JUCakl5TlQCIBBIQAHCpUxKISGQmVG5yORg+VA4aiNaKNH6iNqwU8DQZrEd55weIeHT1ISDutdYlah7mKAx+rNfhSbMXPY17fNLOcZh6d/zTsNCDdqXdwnkEYKu4aCw/Is4rqRfWh/ItyTonh1zVRRSFYmqdCYqukbgM+KgtbXkgn9vUO4iiRAhoRD6K4b0hWT3/Bl1kFkb4CHBCw6wetAyhpi0orcPDlFwmG9yJ6lWZN5IVpsNSdfbzynTMHhcCbh0DDaVQch4PALApReFXAobW6YEIZffhEwOVhb0owwOwF8lv8WCYesVBJgwOFIULjSIzJ+BRSyOE6YUMjUQmk9YGqhtKdbw7tgMydxl23OKVGQXUDhxq4wberAoTCUUSiUtmrcd4znlFoImHUjNw9WsW0DCrt/j7DWI+BQhkZQKJx4q6EWUihE7IzQUKisax+DQnkvV/rjGYipbi7K9iTwcSzHFS5lH7hjEr8mKUA/NxgXFgqLkrvYdwHAoHB+VB+DwkXubp41LIAweNnvmFq4pIf3bPd5+Lbcb0DhpD8dCoNz/i7Uwg9ko67kj4m53gKvy9cKrJ5t3eiqxQ9VlOZF9jnNwlXGHy2pURzZgnq7B1920B6AaB/R/kYr0QBwJrHNMdbkVgrL3ZM3YK32dsRZN3xqv61U2lDYNc7KykvoqwcAtEVbGaEqJoquEBO6dOsn5Y4tn2XFARU3LOFldZ62J6p5NoxmfU+37gNQM8WqlJ/3oP39v3ATcJpAR9L6mfEAACAASURBVMZyPgGkXAcMkYNbuRz4RzKxv/RlBh2vPQVc9WMSS6Vc1RdasVvNiEF6g73fbj1WdqGOrcyO9CO/0XZj2zGRFRPXOm4iQLt9VBhASzCKAebyvgms0fymgWSmpBS5u1hMzs7BWKyN1LCf3X8FXo0/xvYDwDrbXV0XtROltr9SfYe5RBXaORiL0nNPAABqU6x6gFSdKOp70fltVV7LpV/h1108ygZ38HPw0+WACutTb3MZSdZ4cR8w3wbD/baiTefFJOgQADWHjLfViMFzXAV/y358sR2r0dEMzCRgqIpSf89egFwFYDLJ7lWLItVdYuxndIypKldkZ+5TIFzvbkBbhHV8U+vvtJ706mQal/8Jpw+2ulc34nW9v2KhLmulIj1s8X/7+BMsJKHcjgVUUPhYegvu7ddQM99eJCjX6474ExwIJ96KLvJ+CXvtbhVTrOO0Mfl2FvumYi5VCZbylFJUkK4tT79mf49rWpzXt9tqdGGn5WVYFasT0xa5e7CQKGWL3N2OuxAAsiL9WOHTCVTN8fOQvptUEbj6HV6PdahXew/22AtBCg/9AGbasZcq1KTpf/jiRsUkj7fDADprnEXp2iHLk0ETkjbidRZbuCT+bgaDNYFo1p6tJRjFYLC4Jx2PEODJjfQhp8v+zYnk2rbN1fhJ3DXJGqiU96CGlJq5y9OB5+yWexWPWefm4Tu0+ribxEWqLizxduxzuu3FaLPBV7n01f/Fdh3JnTGW+umy2yEGL7O6QlW6pljHwAY+X8wr2OgUL9VChtpfiefYgt91yFJDH5pqHZ91vhTnGgaAUjvOeuFz9g2SB2RF6/GvocvDhZa/Dxt1Jf+tm3FRE/EkL6o/bBBwy1AkG7Ck1bvGmQoitZ5DTEHcjJlMQVzYM4kN4oifwxTErhge2ZvmGmTuUkDHHAKw3LFTtXJQnrWN98q8+XvWP2UN33Ri4wAg7+jdyDtKwO2nz/LM6qZHeGFuUbICix4BfkWC/a/l6s9VtwCvfYm0NvNOtP7Zlo4+NGfZ++1SFCWNOlu2PuBGdeYGlihTdHIVpNHMY3m8pN3lCZ+AUiBqgIXar6BQmhGKADhQCAC57T8z9lfE6OrtRoYtdE/TkOaH2QKPWijlkJZrksqhLMI+R/x9sijHJNsv8pJwpnqork1Rw1KqhAoKHfPyz1VQqIxCIQCj1ilIRMji02ZCUTilcH/A60BhKOsKhphTpmh4lgkRAK/LJ2tdAhoKpVUlfpZBYSiLD5ulBA6FoYyGlFx5m7l/JknIadlqQmFErAWEIaAQMMdYCYUAwkIhgPcPhYAFhMNAofP+w0AhYAEhhcK7W8ez7xLvCjpQqKyNqKGL3N0OFAIWECooBCwgVFAIWMAnVUBqI+1/aOoZBwpD2cLnLtBQCA6FQIj5c9TC2igYfowsKGrNPtCRyraptL83EIMtA8lsP62FVR5IM2LS6tNI/E10JocxAKWtfEJ8MZ63ZaIJCwCQUK1rxnXFZCM1yF0nCad0fGJaxCDvLgJbKVTfN2sbypN5FmPFjOf0RsM3zTI6dF786bOAm2YCPgKcJBnSHdXAy6S/66JH+ET/j0/qZCBYcIif8r63tM9wOvqMfswU3qn6F8qUKjucybaH0mSmqjTZnxQA6s5+3XmsEjCUGXAospNDwSG1wqZ/C7t/xKxhmZEs4XC82C/hcKwIP5BwmCIy1jt2A/9EVMIYHntlwOEIULjer8MhUlt/aUChDLcwoNAjvq8IE5bt8SQUhs0ehVn6RVrd5XVh98tizZWpt7NtCYXUe1G4j/evBYC8zh1hP88oKC5NFuqXFj4xn0FhWUD4JTt28/AV0Z93maeTQ6F7LOvnvNGXzKCwunkJy4LuCkYwKGwPRnIoFNfi+qHpDAo3dXO3a/tQJIPCbbXclb/i2B0oStZjc0V/AttfHtvMoNCoIbiPf5/aIF8AeXt5P/gX448ztVCGB1QO/pwd3/UD3KW91Z/A1ELZr/zGa/nNUT+Fh9eM2sg26kr+mJprH1i9sdXJbUxVyokcwGKyAlNS/Tq71MFTsRbEqKBxpQBkn7JdsipxQsGhcuWShIrN4+5z2rAt6LZWa2tIHEuh/4/AG3pC7so/zPo2t7kSkHpaB713TShGwmENJ0i/ldVbZHGHAIo7foyKZB0AWHToRh67FfQDlSTGpxvAjWQQ8vcCNO79a18E9hNY/NQjDPYQMw14nSiJzQBons4X7uYA4knXWcoAMORH3bQfOJs1g9Eoabbd4rb7SnU7yPRbbuL6KMsdrkBPAaXKOAaA8tgW1n2kIP4byI/SA2d+ZC8K3CS+cOAMutyapLqDEUg/phXYnDE/QDmJWdsykMTcyAVRvcg+8ZB+P7GIqMj6OYs3Su3dD5zS564k/f+cjGoASO/4LfALAuURYBCOzEuBDjLRRo9lCjG2rePgeBpcQUzL49dF67M8dCAylheSbn+J18D8eQ1wK1G0+o7wRJK3b3Nq/VVHaIio9McxIGyLv8KCQmW9bzMgLA7OR7lLFpfXQOh6ZZ5VtFtZgAPhmug2FDXdqV8f9WtWz/Tq7smG8kZLHa1s/z7wW11HsOtLh1nplJzWclSm6NaKzUNRKO0ji8f+JgaEZb4k7CWq1YPRrey6bBhyMyhcdXET1vbpcJbUyK/iYZJosXcwmoVbFPe/zIF576eB+SRmUMU5q//9tuKk2nYq1smwQwOUgj/2JgaDJe5WriLHz2EwuCJ2mQWDtuW2PcVKelXE34yifp0Ak+9ahOpmfd4rL9yCRcf+3dkuv2A9i1Vc0fcbDoMuN9YP6UV301AUg8G5Mf1oJ+plXlQ/g8GNV5zCimO6LeeS9B8zGLzO24vyWD3ulfSmMRi8L7qdwWAw1+pwo4Awd+g4Enp1kqESIJSQoLqw3P2KNQbdfJU1J1QO/tz6A+EmV791KwlFyXANMiC85fl0BoQNQ+5RIPwAruRRMPwYm4TDR8aYnQdkcoIMjj6QcJRtG4HnZ0SWsWhB1jXpTrZN41QAoPB1kdH5Se5ewRmekWi0ugvRco8CojfEZVB07F/0xvYKYz/mEzisCOFipQvcq0LUfNv/bf1YwiEA3MVb7LFi4gDqLvw+287x1/PXC+WzOpKvyEt7uTxW17uWbUswXCOyNgHuKkxo+n/G/tpJOhmiJkRf1dJTpAVXt5nd2TZDtzhLfc90kzdfuI5tpz8qXIFS0RHeYEwViS/v8veDbA4yTdQBPC2uu4vFdXLkP/m2VAxFslZ10HRv5/cKyJNJUGFaxAEwVEJXK8/QnRXLf2Tdad77WV5nC7v5QZX1L1f+XFxXxWZNQxpHuqjnOWN/ZZyua1gqkhcAsLjW7DfMLFqVYQvoMkrDmQGGgNmlqUXUTZXXyYX8PJaN5TU/S3rEdTLEx4va5M+xbQmFRhgDwLokhdq/cZI+bytw0Ni/PqhXB/d2miFAGV5SvPqtEHCUxltcusbwMf7kGF4RQIaYbDrIFcl9c7n3QBa53hF/gu/fxfcH54mWKCKZMNd3GdsOVW1hK6mvOQqFjo3GGP49WvBSIKgVeTw+kDhsCyfHhAvKgJJOAWaydM073H2a8Px0tl3YzCGlcb4oO7JX+MMDvRz+DguoiozlfZABFD+jlVAfXCjqeIr/Df3Oi4uA68UETPu/FsUCc/lu0Pn8tW8Dz3+b77+Q9JpOh+Wypp47CRX9TQwK5DGvc/MYzEa3VitWBC5BxQB3Cx7s5bFhrmbeJ3VtND9ntCUWYJaYqL9AgNtkXqRYuo5KA2+ybXl+MP6zSG1/Wm+H6B9rFIS+WPiSRYxhv0g0xztigp8s4sYk78tsU+lalhM0KQNifQEBdSLultqa/lTjmK9yk2smOsPsZyzvMwHb5UN8Mt2WcpJtG5NlLK8ikBPkxZ+3xfFyPyt7RCiAKFQN8Ot20ZFbOOAAPNkDQEsFP8fxLhEnKM+BgO0ccd3JRWdm8PNsew3E2FL7ab59dhcwhoQHzOQ9qsNCYYjyU/Qc5vr2I9e3n0FhfRJfRNfHXcmPmSg8vmj8FgaFEsg2YhaHwj9wKDyQepRBoeyGhOnfCwuFe5KasCeJX+cTz/IF0aYnORTKBdsmEb4k7er3BBR+6nf8BeI+dZ35JNuujeUhNrecTMctJ/VioCojbhQK/ww2qhj+DZnrIDAvTitFyzydpmLYTRTDOCAY/Vv+JkfJhKvaupGMX5wTE9hFdwMHCCzOWs52V6WvwizSJSJz9zQeTzZvH1/VR8YCvycgNt0e3KlS+SofwMs/cxLFHaQtn2jxBvdYPon/9i2gkNT/6doH1BOS2A9ez3A+ABrGcsO3TGXzvRcAJbB0A1iYx/dP+44u+6EmFFJTrc6dbUycmf4mrAhc4mwXebpxdaseWGfF+nDwiIbEYPpq1Iz9irNdNcjjxtZEtxlQmBHh563cXHwyqR1KcLJHAaDAL9TB1meAWKL2nf41A8W2lJuR2vRdvT/Qi9pM7YZWZYucepB/9Jvxgm6g355Po78GMzHlovu0mxCwXIWUk2LBezlHJXFXcuuzwKVkQTJ4zuyiQku2RGfwLHkA1bHzDRjcOVTJgHCtXyx6opI4ELrHciBMuZYB4S3t6QwI1/SnMiAsObbcAMK6Cbc7UJjZk2sAYfVgjIbCZ+zuOgQK69L/hQFhZeQsCwqVpS1lQFiZfj8WP8mVyawl+v7fEXcC2UdFORva39yTjtrEQra7bsjDoHB+VB/u79PjWqP3ZQaFazzNHArTb+WhAWdrTCiM551qSnq2cxAM+g2Yr42+woJBAPA1GyCY3bOHJdVlH7mLw+CpbVg0XndPKXDzBLDm6N0sFm8g6DJh8PKjzuOF3ZMMGNzcrd9fLfqlQkhhMCPCz2DwrpizHAavgAGDyyZpmKOZ6Mq6zxD9yR4jGRCKGE0k5jEgDKbVst3lgTQGgzeO7UFVRvgY2b9TG1UMR42rh4ClILa3DJ+NjB7A1Sbq2JG+qOjcYyqIScJ1IxREHOS16UIpiJWXk6SVvZdaLaGUBXqBPJJxfPgFU0W8mhempgoiACCFD9CGGnP9HKCOyIIJQmmYCzDxYTc4KD7/bWCP+E5URYwH8KoY7KiKaCuIxQENj4ZyC+4yAsCgEAihHPq5cijb6klwAYC7+ySFcQv1N8wEIK2f+iu2zZRDwFAPW4aikH6aQL1UDgEGgv0/Anq2iP1SPcwWtfD+BPWwLjJMdkJ/k1GHUB6nnAgfVwmlvX3bB1YJ6xJFApGAwspxdzKlUEIhIJTC6+8zlEJ5XTIoBHQ8mG0SCqU1SaVYWHWi2UIxQSyYKBQCQFWkqLEqlUKR1Ga06RRWgkNh1UEMtAIut4ZCmOogICotAAwKFwULGBQCXCFc6ulkUAiEUAgJFAKmQsigEBYQMigMcCi88lwGVwj9IyuEFApDGYNCWEDIoLCdj6Mu378ZKiHbfyyXQSGAUSj8EGxUMfwbtrxGSz3ce9Jabf//9s48Pqrq7v+fM1kmG1vCFpYECGFJUIEKsZYUFLWi1tg+RW3BDesj1kp/T4lWsEtaK9JH9FFsK1SL2qI+io8Yq6BWRI0bKIti2BKWhCUs2cjKZJn7++PcM/d7zrkDaLWofN+v17wy99w7d25m7tzzud81tW8nalcToThO/slIITEpwTe8OJ3trgWBuha3/FiPgauvAuh8pubLHq4ASL8G6OMFWis3KS2VUfDhABSOlnFwC2rdSZ7G6ay53bMcAp71UPUIXbMAGErcxaoO2UZi5ck4x4tdoYHk29yDz52gX/zfda2Y6rqmyiyqt1Hj1NPS6wLtf8VTPwa+bVgO6Xu07sD0wasji0tjpJisiM+K3HnTiVRZFO8+kgbQ67ESPuQjez+9MhJWoOpYUqbGNWoJLHOCsgYmtRgWtAyKPJ/lWqaeaJf7XAL34q7Ejft3QYonHAqb/g7sf8x7065jsaq/J9pS3f8nkjiz+259QlYhswO9ieDovVXodHVCsoqf70Y+07QLvPqbALDWFeTp7oejahQmulZOtwblhgzvBmYMDqJUeII5t1OPkUL57cBwcgPVvBWTAzIeLjfgxf2liLBWu7EM/yd/P4oRRtkk16qt6n+q3sDTAzIub1lYJnjRbjhLQnroyIwaeVzFvWTsb4HYh0Wd3uehks3yaogYj+3m/ZZUDB3NOh/wE/04y2/XbyDdGFpR5vr7leXcvUwM/Z60GNJi65MrZ2NVhrzBU51jSnp6n00KwqgkmfUqa3rRUSlkM2Ou14oaq3aPRRuJaIjr6Z2f9OZPifou34hYCmeAeBSaNunxn+3VUgwqgunAJs/CWDZum/a7KXN0oZJ9VBZD3xCUMSvqJuIAifeuDMdFEvkySPF/dZ18dFM33HOGZxVXIpAK/5ltwyJlqVR4zZQkL5nv5VAyQC4F76dKUXjWg+7v52ro1nhXQ46e7iX8bDyQgL9nynNFteZ8tM07N1IQxhxST/eOPT3hZJNOXG3u/6AEYWw3ZMZ5feUrm+RJc0sPzxK+MLgbYo9ejNus0MH4wsknjD95Fa0RYQj4iEMAGefod8cVXYx2WK1GnOBW3V2MEsMSMQKeMAQscQgAxQE9rq7EiB9aUHv3scUh4PWsBWxxCAAHDLfnCOO4AWANsXCa4hAA3jeC182kBrP5uikO9z0Mi2OIQ0AKxAUk8LEyHGu5me+uNCx5hufzxjQ9scAUh6YwBIAlCXu0ZSoMASkOlTAEgCXtxTBZEPTcgJYwBLBqpN7dRImCCLuMeM6D0IRh8z221Sv5NuM7M2K3sPZXnjAEpGvRYEMfbwI1hSHgIw4Ny+es0CBrn6Yrv2yLYX0xhGFjkmHyB9Cl05sgl4UHaKIQsIVhms9NQBW5uRgTE9JFIWAneLUYpZIGGYk+hjAUq32SSIhTYOj32jRRCOjCEADijSnMTxgqURgZ66Jbq6esG2IfB6XLWM3SuyR9vi4IAVsU+sWRqhtm2KIQsIUhbSsJADMNKz0VhYCdIAgAOUa8ZWGsnhhERSEALGnTTXt+ojAiCBU/1BdHJ+sljqgoBKQwfNR4n7uM+GazjacZl5qZqHf8obURARaF/yLsSmb8WZOpC67aAzGWEKzcrbvvxEf6hT4/bLibRzyk34Hnp+v9ZrcCqCaTTdXjlrgsCOsuqvzYVizY5WUhFqYak1HefLttHxVdeYXSktiVHFeGUZtu60NA93x9bCD530vfBtYZQtD0lJg1gcsAxJJ9HH5VF379b9D7swK6qEjMwtIDP9ZEBHUxA9DuwKNxaQ/9gmpORmYCy9jGTJiIu73vfWVn90g3AcVCQ0im49hFiWtSL0XNqOeOuU1R91n6gJnhnXOxdq4lj/PZiVGDsCTNcBUON9yTzceuEbkBfTDXcFfS8iAAIHbqk5UJzQoHgBvNVoeJWf4ZqwRTIEzddZ2+gRHnOmO9kZELoCDgWZQmx7bY9f9Cunsae4zQEIOijiwUDfLJ9KcYOtMUNZPjWoEsL+401UxKgS2qF+03/vdu+m9kykGjrqQfRra/JgpVOaVjicLdd2uiEDvbdVHYVnVcUUjLSgHyPKGisM0oLH5j/BHr86PiKRTTHcvCAzRRaH7HL+/WRSGATy8K23RRCOiWQkf8TROFc5v+ZonCpUb8YUVv/Xdq9ry+J/Ewi8KTBFsMTzHEe0BG3+jCMGOQXFe50xtzzvgE+c3e3XhJ4J+6KGtcDxw2LDlb4VnTerpCiLrfErO0C29xl++ioEwvt7EqWxdpk+ue1IVfxQLgCInlU5YilYjQsN4uZ1G5GjjLKGy937BajSTLqk/zK+Q13QBkEXG3uQUYSSadjnbgTCMG8WilNzGp8jU0Tq2zBWk9n4osToltxuiYkDZpPBiSGX/zWrxjEdW34NL+3kTxQl0KpqXqHTQ2ELe9sjiZ8UyP/g+5yM/5BCs7vezCRSE705DWp6uCezzdvJiqBUd7aH2f0z75PpCkZzgWDdA/96L6hXriUU8AaUTUNa4H3vDOs2a3DW7yfDLB1K5GyeleqEB+zeN2ohDFTXy4vLtXlmhOsFaLGZyXWK0VgC4MbIeo0OOgbulfZ4nBuUd7aoKw8KNBetmbrDtRFOMlQc123flUEGaWGVbu4Q9q/8+ShAs0Qajid6kgXNTRTxMO2dVP6IIwtrstCM2bmT5TUdThHXtRfBXymr3ltWvdG1AiCi89R79ZmRWs0+pprmpP1ERhEwKa5yDXdXsXVJDapoP18lErw710Ubj3z8ABcn3r6/7maCxkUpa0GpPamuhzuZ553tmiJ+K1VQE7jbjDKzdpdU7L4oYie6unsDYMf1oTgnnJMrRljeNlO8+K9cr7APIzoOdMSUeiZUXLdg4jFCN/ky+44QZUDC4IpUoxqOgN4DH90K2C8j+EbAvoMjrtKDa2eb/xv3fRr+9XtaTDEbrleV7wIsxtImM9L9HE4PTaRZoY/HajjKGlgpBe7wAgoWIYi8HPDruSmU9H5i7vImdaDAHA7EA1Yahd748WaQUA7NTdhOZdKiY8rseQhY0LLWC5GkxxCACTOz1B2RgchC4fGGak3npJBqvUSD/D1QgAmw0r00hDLD5prB8M3V0O2AHro43PI2S7QWm25IK+9+DukF6iwqwzmV5nd4QoCOrWFDNYf4PR+mzzK0HEn+/9fNr+ZF8/Vtymd7UxxeFao7bh0qQqvYg2gJqwbi1J23mrtmwKQwAo+qch5E1r3z+Mz3TKBEtwlgzQk0/yd/qEEBhc3t8T5csau+DSFH0yNkXfrXv0RIBnMg3LG6D1rgaAwu2T9Q3634CiZM/qep1pVYSPMFTxswrzvE3MAk7TLXqqJ7pCK04OSIu+iSEMi9Ju15ZXGt0qMgMdWPa6bhEyhWFxiv4ZbeiwW/JRS2Ff0SEzrSmGMLSO/UMfi+ewCfqyWT8yaagetmKWmwKArcY15PvGjZ/5mv432Ncdoz6fKQqnGR08ANv6R/vLA3YJHwA4bxtJWvJrIGNe7r/nsw35Kp2EYiyN02toTm81qlkYiVRLuxomSNi/IbPjCaALw2DaMGs986lgVzLz6agY7F0dXsvZg9dy9PiyG4frbsS3O5Pwdqf+Qy7LelDfqSkEz/iZfER2co3uzgnEYVGyflWihZEBYPK9GZh8r+H2aPHc0l1Cu9E47gN9fc2r8qFIyNAtNfsfBl75kXwoxupxfhuSJ2JD8kRvYHy6fCh2AagzxPLIR3RBufFiXQwG0+14rtju8gGg8MCtmBOsjSSCmKQf+pt1AQ4ZGdgFcU1a1xHALmRsYeh7M/NwSkw9ipN2a2Mrko2YO0gLEGVzWJ/4C/vrhWyXtaVoLm6r/+7ZC62C6r49lFv0MIX8BkM8HsdlC8DqW/tCk+56LzxqZFcfgR1m4DI00I6hxgQeb/SdNeMgiwK62zKzYTUyG/RzEnsNMWL04rWKcAMIBYxEiB23WIKl7MxPvIVwi1XE2czqLTqqF33ODNh9vO86Xz9Pi8Uqy4Vvtlk8XgZ8KOsP+nIgGaH+hmVzvBGCcsFLdoykImmoLgoTs/TPMPdx+aCicNIcXRT61bM0ROGantdrZaTQusMKraE3EXn1zyKv/llNFGbXPKOJwuDh5QiazQegi8K+A43vJQlWLDKMGuRDU9uOKQpfaE+JWCkVVV1067kQevvL6R0bML1DLzljuthzY9qQS8qasSg8ubDFkEHmrnYsIS3QAGjZlACweFt3aSUjbO+iB0Bn77gFKCOTcgyAUUahXKM0zKIEfeKnjeYVaf9tZHj850PWNo09dGtMl/UT9Q3MkiStO4BNZOL9zpN24sn6c7DhTC8Wckzzm3o9O8B2ofdI0tul+WEF+9sB7gt63qEtT4tv0Mu6xPW0ROETRnFzsxf2TS/YnSis4t6v2Js4P/lEW94Q1s+NWuMiPzmuVXMJ5gRCliV0wb7rkdvbSyaYGt9kCcO5zU9py6h5BXiOnF9x0OtRArZFrb7E/HescjWZffQJtrLVtqA7CbqoFeXXa8tm9wcAKOnUhfKspqftYzFLJZnnwjqjcDcga4dSjJ7mOG2ZJggrw3Hyt0kwb+qyPxylC8KMQlsQjtqqicK8mB9ZopC2TgSAuZ16AeMFMXrfXMBOPDNdp4DtYjQJmiVp1t4tRaFi9912IXaj1A4A2+pf86q9De1zfeAJS+SvSdFjsvNa3tGE4KwuN1vW5LkJtcirfzayXNbje8iu0VuAmqzqocf4Tm+xY0wP/N0oD5RqbYKhl+gxjGUxK7Xly3GutvxMx3JNDKbXFlti0EnUTZUVCSMsMWguj445yoLw84Uthsxnp2JwHCb30WumLXLe1JZvHF6Pvybq4jHbOawt+1oQ2/RtNJcNgJlHX9EmgmXtXSw3Zc1tRo2/v9wEbNNdTF1q/qEtN47Vjx/VL2lt3pCYBYwnk+4rPwKKJwABcsEeu1qb3DckT7StD0Mulg9FXYs9Ue95QI/hCqbrk0vSCNT0+6n2ErMxvCn6rFaFPsys09uFOBfZWcT3DNS/H2fm2uPud8x+3XIzeY8ulle1JyJfeBajzeGg1enEtB5Oi2uwbgomB3XxZVnIMqDXowSAdwzXo1kr0IcDjjF52om9NoOPvXqZYVXxo6y7nlWr9dWORqYeJrGwl961Zs2o17HGMQptG5Y5DJ2vLWbXLZcF2CmvGskcXfM0Ubgg4VJLFJrF0+d2vOH3H+jvHaOLEqtbB4AZdfqNVrDyHmsbi0GG9dQUhbWv68sbL9ZFYajK9jokZOi/26aPNVG4KvkCrErWKycccGJ06+DBZzRRWNzyJxQf/YsmChFu/9Si0EzWObA19rii8MJLmzVRWJa00RKFM8Qk/X07ko5rIXRijaz3QJydDGcYHvJ6Z7Ao/BLBwpCJ4CcOTYF4PHGICY/LB8VPHBoC0bQSmOKwePZeFM/W4978xKEmEE9bZsVbaeIQkBdL8y46oN/Na+Kw26VSHCqBjFo1/gAAIABJREFUqMTKEMMiWf2iJxBVHUglDpXFikwyafWvoabfTyMCMXP/QkyNb7QEIiW4bWbkuSkc1WR6LHF4z3eN70VtQ8Th/p/sQBWIRcfo+6yg4nByQBdji0PSlWuKQz8RYO3XFIfn21aRTy0O+06zLIu+4pAKRL82dlHEoSkK13YkYC1xVZd1v+T4orBpk92D+gREoYlZTsQUhb6YBmxlWTuk34yMj/GyFUxRGIGIrarEUZrlzxSFCmrpjiYKqTgMvj8cqCCJIoeOIapqX5cP9fvdeLF8nEHc42YssPre1f/S9LF8EJQgTHFDBg44MTjgxKCgloTGHNSPq7jlT/7Hdiy6T/BqcUIKQj9RqHGJ+yBceKlRYidpo7Y8Q0zyFYWU3x5Nw28N97+fKKQsa+/iKwqZLxfsSmais8e2MC2J1d0v0+IbEOwkMWwVC6xuGJHMXooxMVclDNeW03fNwcqM+yLLU9YNQfE3dNd1wYcD9H22A8jRu6L4uYs2BPTXjXlzkL7BRKNrCYCFnfo2vm5B8//sO0237D23DJhiuA6NYPqKxNOQQjJ/0sK1qAjoIjpzu+5eXDLYTtAxJ1TTZenn0its+rs26axBXyvYPX2v8fmaXUQqngS+rVv2ph/VrTdLa25HYa/fa2NmOZdVHUnaBLIq4RPgIyOpaKdPMk+CsWzWvgSsOobBsJ4N39Zse2CcND3YPq99Ata2eYJ5TpJeauOJtq5WsL1ZjgMAsssM4UtrcwJ6oWmXhQP1jhZ5MUetbcyEo9yYNuQHyGd8tNJ2W/9DbzWJsSOsuMUFGXoMcN9Ah5bhPjW+CUUdemxkVZJecmRVR5KWIJWCMMrCtrA0b2qs0jpmNQHAjrM0Ej7Q8xI9HOSDI8BVxu/HPKcb3rdK3azqp/9um3xsLAVb9NZ+VpgDYIc6mOW0uhuhEgAKO/VOL/fuTQXMsGQjauTG3vWapfLlymQ4w3TvwIw2/Rpc0pFol0wyrPqL8K5+4yXirEoQVg9rAEX9jtNRifk8YFcy8wUwsEA+CDN2TMWMHXpfUVU6IQK1lgEygcBMIjCyj9Orn0V6tedOqRp8N6ZUei6Kld/YiYJ1g1GwzjPTLBlbhSVjiTiIA7DZmNw2X2NlbjYhoF/Iz3pePhQfXeY9XGZVzMCsihmR5YUpVwAlRg2+zEK91uKBJ4BexIX1/anASl00hZJGIkRamWW2btKOrSaQisxwNTLD3sW3Ypg+Ic6o1sWaZWVMvcCy0BbuuxmF+272lpv+rq1fg74AZHwapXHgf+G4vKVPBEsP2lnBCw7rltvsil9a21ic8byxfLF8KMZOBXLIudmnmyxndMQQ+oYgattvXD9bYNXimxHWszIBYHx8qzUG+Lj9fbi8JR2XmzFhZpKMkayxYdD92DDofuTHeO87K+4Q8gKeFS6v9ink1eqxmblRLHMa5u9m7Ah7m3rdMtvXJ+nEpDH5DG1ZWZ0aDddiNqnVN3N9X8xc31ff0cbfAVsMIWhEFlghAFQU9rzk+KKw/HZ9vWoJegxRODlQbVnIC1pW6aLw403yoTi83Hu4hLLvQyjbuxFe2WMaVvbQhWRZTD+UxejtP01ROHRkG4aO9D7LG3vXH1cU1gRSURPQ3SamKBwfc1SzEC/Cu1IUUozPCSLOGivql8ai8CsAWwyZT8fb+dZQaKQeLxbcaUzypgUR8LcimtaSxnX2Nod1cbBkTKW1yYw1xoTb1c7WLBmlWzXyQ+YsA7vDi5koAACbzfIpq+1tTNfUYrswdKhQ7zZjuTYBTRwCAA7ahYYb+/2nNdal/ZA+YNasI/UHFWu6/0BbzjGSCgCgy64iawwVhvUl0/hf/TKEDQvNov73WZvMjLEtZ9hpdEkxupH4Jg5k6Ikbova39jY+1ZvMnrCm69R0kwN2eY5SH6vYhoN2WQ8zOWlD1l+sTcYEDPFfrZ+HJan2OZbftskaw4dGCEQ3H0FonL9LR+uCtdzn/5rtk1lfbLjY04UtLCd/aLgVzcxvowkTAOAMn7Ecw2L+lE/Jom8a72UUSreEDmDXdwRsl/8/fHoxj9E9F6Gcv1mbvG64as3MdgAYtlOPXxjaxxb9k42qBIt323VIq0eUa8tnNemfRa0TowlBxcqAEbttWleDPqEe6ZPsMebfAVsMmX8TE0rkgxCsmKcth4b8Xr9gVL9ol2hI+w4Qr9eCM+N20OUb8kHppbsTZ2zIwIxGXYys/OYerPwmKb/TYJeHyN/xY+Tv8FyyJcGxdsbxiIe0ArZoXA+sNYTgyAvkI/Lm51iTNILpurvlxiflL4/8+oILhms1yfqKDmTuIXFTgKyVRuul9ZkqHy7Fvf+fNbmYMUALwsOwoL8R23QCdBEOupCSKxs7E1CSYcSrma7JYYVAULdwoKvxfQIo6rdQW54c22JNbhalPpOvWePOLy7wTV1MXpjRjAsz9Hgrv8nW5Lr4BlwXJVN2YdIhLEw65LuO8lqyETPb2WJnrBvuxzE4iDGRJtIuW+zM5fxDujDK79TP/5qEYahJMIL9v220wgSAI8Z3GpOE6Zv077BI6MIoL6ZVO5dHNQzCqIZB9r4NJlcZ5/t2wPxXMdG4ObvqSeB08vvPeUgXhX7nwGWFuijMfVwXhTselw9K43pbFHa26KKw5hX7hvfMc3RROOIhSxTecbSn9rud0rYOU9r0m+Ls0BZNFE7r14Bp/fTzr6zr7uOKwuez9+H5bL3UlHmNKN8br4nCmcF6zAzWa6KwJP40WxSa9SHTJ7Eo/Ipi3+YyzIkwoUSzHipxGMokAfHqwkGtRK079DggJQ5VgooSh9R6qMShsiCayRxARBwu6fIjVIVjkR7owMpv7sGU90hCjRKHiVmR41DisCTLdVMpcUiD9NuqgHj3TnhkuicOx18srQpOuycOt7hWKiUOaZkcJQ7jegI3PAk8/CMpDkk9ajWhTohtRSjjVmRWepNlRfZDsuCxEodmJqnL6x1JODe2JXLBL+wciQUxx24DR1nW9crIMWUEOpAXa1sOFCUZ85FfSQR1r7HAYcP6Guynx4cpcdiwDkW95f9Q1G8hivYbrvnjQb9P9X0N/rXdbzkhQ6/dp8ThRE9IXpjRjJcrvSB+JQ7LD0prmMqqNHtWXxffgEeJ69hPEC6tl//jmK7yryUIgeMKQgC2IAQ8UXh4uQxbMCdr2KLQFyUKzygGPiqwBSFgW2QBTHd0MZkX4+9eB4A7WnvirsRqXFXrWZVeS9tjC8JoDHBF4cSxwJvr7dhAChWDj14sxaBCJYHk+hT2VoJwqPu5mpnwgP1dUTH4rntMZ55jb2uUsbrjqB7eQcVgWYK8/mWH7N+tEoRr3AS9sq67rW0WxchkksWYBACaGJzgfkfq+qCSV8r3+sR5GjVQS+JPs7axBCHAgvArDruSmc+P9dfqy6YLdfurwDhi1VGuGmpNC7fZk1sgDiBxeBGxRboelPa9Gbl1el/eld30ys1TAq74XEusDrlPWvXarI4FwxcCG4hV8AxX9D1nuOHG6YkOpUMXI/cAsc697ZYAOY9YyF6YZQWOV/1XOTYTV2Wko0gFKdNR9TjQQ3d9FQ/x2m8VhMtQGNZd832NLgoqK7TgiJdIU5F6mZZBC3ht9CLsnmd1F1nVkYSiciPRo4de/6wm/UakNeiuqMmxP9RcrkVxlXanjk8usifxD/L0GLKjlcA4I5aw9lVg/2Pesgrkf49M0N99CVPCes3LciOucmHiISu7tywcpyXMpBvxdkMD7fp3DwAd9agZ+AttKK3sZm151ZBHMLnFC0cQztUAACfFiwkr6shC0Q793CscsgIL6kiJmYQMveUiAIg41MTqWQmbw0Ht868JB5D2tl43tOTsSuR/ZCRxjbITNlbG65bEVR1JWGb0xzVrRK7vWaGXP1KhIp8Y145vGJbCg+uBceQYzBCF5y4GziFiUGXT025ErTvsOpEtAAaT91Ldmaio23qTLYba9OMtzpIxu7Q1YUFrtpWJvSCse19miola7F5ep/yNZxtu5aXJenUIlF6t3cyWxcpe6JuJmz8FYcudv6ojCZv3kpaZmTJEgWaPV4TjMMYIJdESmQCg5ygwXzrYlcx8CRj7mL48/EH5oHzwO68frir/YCRGILabfaFv2SIfgGeNS9fdiaU9vo/SHt+PLE8JvR95ALKvKgBgvGEFSL9Wz1RV7idlddg2CxjzqnwAwEfupPz9l+TDpXjIEk2c5ZbfiNK+N6O0rzv5T3AnqtdmyQcAXLrQKpmT/j9DkRPThhx3Eol0FMm8VT7U/163Wj6isCCgu+ZVCY3jMZ5YCPsGOlHSkWgVIc7f67m0VUJB0VAvpq8iZxkq0m9CRboe21XT1RNhk2NlfJ2572zUIxtGtxbqOv7AFSmm6/qDPG+dot+1sPimfkxm3NS8hGrMS9DjOa+LP2K1rFtsloJxsWLDOurlg5C29z6k7dVjKVcN0ZMrlCik0H7FgBSEhUOMvmfqvKUdOYx4uc3hoNWZRrUwrJng1Q0tOdu4SfrGG/JBQwTcGzlq8TJLm2QE2pERaMeEZM+Ctr6nT9yoyfA4+aAu24M+VjzFcxfronDvn21RqMJaqChUCUdKFIbbbVG49SZbFLZVaaKwOOvvligsaM3WROG9LamRh2KmmIiZQr9BMUWh+gy1SgGlV8sHwRSFKQhrlQ4A+f2Y35EpCivCcVYh7vxwJfLDxjnBovBrB1sMmS+G9dcCg/Q6a9h2i7QaKsb92g7wbq+WVkNKxxG9HlbSSLuTSdXjngBzyW390DqslcGzPMshIK2HuYb1w7QgAnq2MSAtiGcYsYTPXYziK3Q3oSkScg/8ybMcKs5bKC2H9BCu0YPDN3fGW72IUXGP3iu2xzkoHrIEBWG9ILhpOQTsxIiCI0+jIlWP31zbkYC+Ad3KSAWhoqivnhVdVH4BKnK8xJjMqodQk36j9brLW/T4w/zYVhTFeZOOshxmf3KRt1Hu47b4SxphW3nHrZEWQ8X+x+zSHz5JUVPCEzGDCMC5R3tiYaLuHn60rRvKjAmzKKHG/7s2BGHNwF/ogrB1hyUIAeC8Zr2mqJOyVhOFRTsutgThgroFdjxd8gjtN6YshlQU5se2Wn2tTdEIQFoNv/GGNxDab1n3CwN2cprZbvDt5iRLFI7Z/wcrscyqP5lymi0Kxz0pbyKp9f6cQrve5uiXrDhjlBjWwsFj7f7tIx6yk9CMciyAZyFUFAQOoaBVt7y+ELKLnt+YqJ8fi/BuRBACUhSaJaMAYN5O4/o3dH5EECo2h+M1QVjcnmKJwc17gxFBqJgW36AJwjExIVsMxnZjQfjl5zNbDFkYMl88tdu957Qu2z9d16O67n2LuCfr3EKvyl2YTFzJKtaQliFRhaxdK2QpekRW5da4rtIkObHSumrpToO2fW7ze5F1ZckyWze73C0krYQEddFRd7myfLpxX8Wnez2cC8pkrbzS4XICyX3PDSSnceC5xIX1gTsBjpQX6KrxXqyRqu83S8X/qFpodAIbQ0TR83KiKbzUq6N3l2sRe9mNLypsldbU11KksFVFqQFgSpxn5ZnbKuOSSmpkIP6YtEXy/yPFqjd0SFGh4u1oz9c2x7tWpe3/IwBgcncZn6qsdHmC1Pv70BVzSvDQzPCDRNCrGFAlVNLcc4vUhStKkVbHokOuuKVxrERQNSbKCf3ldvnZTK2Wx7myl5d8UONaXu8NyfNmKWkpqVr7Ze/1krLyU2U8bEmde4Phns+runpi/Il2L1bRdF3TGoi/LZbfwexLZQzC4pAU0I1hL3uZtohUWemNcb0ByMShyHHVyBuLml7y/Eyrk50vSrp5x5VfSz5n1UGkwf0NkrhDZfFScZiqR/f0Zq/0TEnDbyLPN/SRxdxVxntw/SS5Qv2OqEW42L1InOcNgXpv1c+9p3s8z7nn7BwiulUW+z5X5Awk1tcAEUzqfdW1533XWvltErrhni/F/e8CoBf7ntniuetVse6XQ/JcuiWxThsHgMVvye9v/LfkzRr9LTU5+txOBeG8LFkSTNUWpOdPfoz8/+l5pGpbbm6Uf6d29wThPYnyZlm5mmcdJgmFvUkJqL561xPmSw0LQ+Yrwn69ULAlDgEpEJUwVCSN0MUhYFsFDHEISMEXEYaRfWVZRXfNQq5KICpxCLgC0bQyJY+wYymN7GYlEJU4BKRAjIhDxT7o4hCwSmEogUiLP88K1tuFcrfeJMXh895kpoThXYabdFTjIG35tZS9mjAEpDhUohCwhaEiwyhBsjDpkCYMASkOlShUTO4+z3Lf5q0zvm/AykrHwSc9UajoOOIJQ5eiAbZVrqjFKPeTkBERhYqX25MjwlCxtKfedxiQVhWz1zMAzGjRY/pK6gqt83hV18u0SR3w6VgCWH2sZ19aGxGFisbwX6y+4X50OaT/Jmp6XRkRhZFj7XaZLgoBKQwb9IzZmbF6IWdTGAJSHFJRCEhhaJZBCm7SyyRFRFoxuUCcBykKe+ibomeSJwgBTxSaZY2MbhwIJNlhCUkjPEEIeKLQsMhWZegW9Jktfawe5S+HkiOCEPBEoRKEirsm6ee/KQoBKQyVIAT8RSEAlHfq/+OGzmBEEEZe270xIgiBKKIQAE6/3zoO5isBC0PmK4QpDgFghU+HihyjrljDejsT169FmxkYD9g17dIuQJXQL6a/PZqmTWYAfCf77PoXrTErJnLrTfaY2ZUBAGrftsdyHgL2P+wtb18P9DMms4xCLEz7f9rQrFa9XzQA4BXDXdYOhKbpmaSmMATsDgeAHQv49tIkjJ6uZyybwhAAlibbHUoOhGORXeVllS/sNdfq4LGhM4iZG4foLzSFISDjCM3yNd3MWMMbUBTQxyxhCABHK9GYfp021KXiLiDec3tP73Y7LjTa+fl1H8nu3I/8kHcDUphQh4IGPUEKTR9jRi8jtAC2MHRin4V4SRdNKd/R48aGxrThrZQ9OB5dmj/S4w8B+1x9cxYwwad9numqhi0MC+KaIvGxiswqo64ggFC/G6wxSxi+sUm3DAKA3QwEeMtYzgJwpnGsTZV6TdO6HUCiT63Cj23XLS4wzq9AEqoG6EXBZ7QYRbmhF+5WPPiWrmhzzg5hmlGUflVHkpXhnSLsa5EpQoETE4W703dar8vcv9AaY1H4lYaFIfMVZv8/rT6iWPcIMNTI/IvvKcWhQolEU3CVzbZjzkxBqWKJiGVJCUVa1+uWYD1y996l737AXGRvNQoT950GPGCUW5n9uO7eVZPvNjLTjZ5gF8htO2IX6N3/sBSIlH5xQIYX+6iE4qw6Ixs2IUMKRDLfKXFodja5qLm/VbbCGfGJtpzfPARvL9VjlZRApPubENOK4rAuVhu7nGkVg86uesDq+5sXc1Rr6xYRiCOJ5a/6RTu5pPQau9RLazlgiJCiQJ5W8y2/wY0XNc6bxvTrpDAkTO+lT6AXxjVHhGF2p962rVgM0pYLGp6z6nUqYbjkqNexRARmwol9VttOvPQDwKgYk5IfxlBDhL2VsgfTmz0rqhLmXZo/8jZq3upfbPxN4xyeMN9L+lKkfgcFge9GFlVGttnvPCemDZkfGL9h46YtlDQSm432fWM2u/t+g/wuqiAFoZEgH+l+Qi8BZ2ZIEUjpmiWFICUxDmgzROBWAHkkVETdYBBXc9WA2UiHLtqmtAzGyjY9znBWwhVaIhcAXPV6OnLO9qykShDS2D8lCM3fpplRPDuhDrVGbKjyfNDfzubGIJwO/fyvGDgHmQcMK3q4hYXg1wsWhszXgA2GBaHmVf/JyxR9gG0lrFttWxMTMoD+xnsYJV8AYGZosDW26PCt9nuagm7DGlmUl3KjTyD8jijFm4ca/+uAn9gWmjd8OjicNcceM91lAPCa4VIbPRZlI3XxMWyb/b+bwhAAxGKfwPNqIHWW7jauEYbgTzkNZU4yTFQtNYpprb0u/giCZjeccIv9Gfl1PPH5nv1qspmFoQEAbbrYEx88hmkX6cWFl8bZXUXKYvpp5UIAoGB/kb1/s4g74JvgIFb/wBobPUkXHgVxzZEYT0Vxy58i8bURzPAHwBaFAPDtey0hW9BTd60Xdz6HlUl6aSIAmLJ+uDXmZ83fEBytLY/5+yDANFgbvX8B2F1RAMCncYvZKq/jr0Cs2SDIr+OLzzmD5JHW+IK2Pihs+T9tbGmK3koUgNZTWmEmdwF2R5gnlnZFyhW6dXh7113W/szEEgAorfupNYaYZD2mEgBGzbO3Y77qsDBkvoZsuMGe5GO7AV2NOLxDzwOlxixxxUt2KZe9f7ZFRP8bUJN6qTaU5jRarraZsVOwaEuO/tqeFwOvGHfd38qTAlGhhOKNPjXVsvVsXrx8E5Cn96FGzat2x4WEDBQledsVrZAiIvQ9z0UcVJnVtSQwTcVHvvY7YLT+GZaNfBYPkni1B3e77i5Dnzg9P9FiOAFA/GUMYCSQps7qRE2yIeJadmilPpRApHF4qmYi7UsNAIsy/2qViwkeMeIqASAhA/PguW/n1rg18mjvbvdzz+7wMhmWJMni0VqxbsCOKa19BeKDx7ShaRc1RISh2ct2czheqxMJwLZwuyKttNuFkSGVUU9jYfu95L5unPfS0clHtWQFRVGDcV4mZdnvq3ofU6HzvPv9fJucm00fW3UrFxztgeJOo25o0rmY8qGeTY1Aku3WVwXqSbb0hvhcKQgpjYgIwk8e84ZHqfbj9NxUz2li83elCKTE/ids0TlghN7THJDZ5GZMs/s5LWjzztfClv/DshT9+hGCwFUVetxrTp8QNq/TBfu541rwepUu0Kb1a8ATS/UQl5QrwtjedZc2dvfRVMtd/2CoO0rLjW42aRdIIUgJJLEQPDVgYch8jXkt0x4z+5qmnA78Q4/5wQhortYI1XaMYM1pdnxeWtMH1hjKjPd4tgowjWydALrA5hyfY/GLOzQTbwAgcag1VJSqH0uq6MSN8fXWdsFSn368JkPnY1b4TG3owd09LGGIdsDpu0Hff+NotD1oX4OcOWutMctSAemappQkbdNb/wFA8kgrJi2485eytaLBvATbWjN3m11GJXvwR9pyWeMdeocWABg0x7IMTw4U4PWV+v+x/fv6xA3Ieozmzcmyrldiart+XhXHn2mVujETdgCg3yH7XPlN9xprrOjAbL0gPCDd6eYNRs2rdtmnWtvaWtJ9qjWW3+xTP7P8dqvQM/r92C4Tk5hlC7HqF4FVurX2E8PYDACj7LBEoNJ9EDp8OhLG+v0MxvhY2336/S5IvtIay49tRaURFjH3aM9It5wIPo1uMMBnzOdnv/8Gu2tNergGizr1a+LM3VfbcaO9jc8YYFfxqQULQ+YUgApEFUOUQYLCVfkRKhCVh4gKRNJfWCUthE4v9nbteHE75a4rMK/lHe81ex7Q3dnPupMhFYhqXqcC8Vx3EqIWt8dJ4sFMMjEq8UrbkKlOIuS9Rae88/9NL08gKFFBRWKw3c0+3B6l7ZzbNUGJw4jFENDFoXvoVBwGG6UrUBOHbj6CM/rY4nDmUTlDlpJOLyVJruWTikPXekPFYXDnL731RCCuSTlfc6vN3elOkLQu3hny+84mPXzLGu+QT6g4HOR+Z0QcTg54wlMJRCoMteLcRBgu6yrFBRWGxfHy86bCcFS5PKb92Z4oUGVx7j3iuQ+dvttRROJhiw6Q854Kw1a3JiYVhsoST4Wh+h+puHPdyNRiGInHpOemysSnr+3nJj5RYUhvhJQ4VOc6EYZUFI66yn1CyyFWGn8B7HHzKdJJKN4u96vIphEYfV3hR4va06z+PrJjUk0PL6mGJgOpGqBUFM5129tRUZjRux2V60lIhzLm0UgSqtPcy9fuG7zEEBpOkR6Wv3EqCmfudotbU1Govhd608SC8FSEhSFzCvK8z3mfcY1enw6Q5UxKf6SP5T5px10FkhAS+t1+8EgJ1qScr43lNazwL4K9dI09ZidxAgW2laL553cj2axD/W0AvXWLTs3Q+5FW/5o2Vph4Oe6t1uONnJqhWDjyXW3sxvh6TyBSwnbMo9h5vr2dT7jn+K6tWl08AGirF5ZrecUZezFF6Na4peGBkd7QisVl3eGM0i2SAIADPpnmtCamYt8yrDlbH8+rKLRj6ja9DVyhZ2ej9Gqt7iEAq7sOAKC9GpPbx2tDqxK32dtVLMCyAfdoQ6XhIMYYGcwFzm6IXXp9uJQ+YdxoZMjfGH8E2TG6ZbEmHEBa5e/t9zYLxwO+VmfUva4LJADYfbcdrlHzquxDTQnE2ZbdgT/zhOjx8DvGt31iPL/1Y2C54Ro/DdhjNFUaWAiUGYnU2ZcBGGNYAAf+zPYaJI+w2hW+3pGEjICdZT/dJ/u4zae0zIqUfRh1YJDxPgDuMLa7f6+dxX3gEaC3kYH/8VS7zWGPc/2vReeceG905msLC0PmFIeKRGVFpAJR1bqjAlF1PEmyC91Sgahi2ahAzGtwu07Qi7K6a1/uxcLtIdfngeoGnl7bh3sisfnnd0eeR0Tit8m2RCTWDJUWACoSCxOlpYOKRKdGigEqEpUlUROJRByGgtIikbCFxCupXRIP5/iu0nJChWFbPfkeXHG44gzPl0bF4dKwjEej4nBxmYxzpOJQ/NOLs3NOc5OAaFsyOsnvkyVoqDjMq3CtxVQcbnLj66g4VK3FqDiMIgwVSiBqwrDCswJTYVjqdhOhwrDA2Q0AmjBM6SMTDagwVH2ZqTBU3Uo0YUhd9coyTQvB04xtFbJAheFu9xykwpDG+SpxSJObqDhU8YNUHMa6sau0C0yjm07clcQfUlH4LdfaSAWh+5VTQTjQ/WqpIMxWeooKQnVcgHe+EJFFReHrrrWZisI8eAXMs1u8ZBmVjU5LOa1IkVXrNVGowvyIKFxxv/xdUFEYyRSmovDjqdbxRrwH9PrDYpDRYWHIMACkQMwwJvOU0+0iyEog0nZ4SiAacXAhEW8lOqxJOd+UI7MyAAAgAElEQVQTh4qqx+w4n+VHNHEIRBGIADB8jiYOAVcgftvYrvfFEWFIuTtkZz3eW50aEYeKhSPftWIRg+2HgXBLRBRSEg4Os8bGJ7daYxs7E3RhCADVujAEPHGohCHgiUMlDAFPHFJhCLjiMMXIKK5+MSIKFWvOrvBEIeVDn/qFV2yzes6ie/5xhWGE2G6aIFQsG3BPRBAqxsQcjQhChdj1rYggpKzvYltFs2ParRZ2aZW/t+M3nXZdFAKeMKRxrEoY7ibnnhKGZvLX4F/bGe87fqULL4Xf5+QXP9s1T4rCbxk1N5c/EhGDij0PemJQY6vP2Jh0+7iqX7SsbjUDfxERg4qMQIcmBhXZLaOtmpUlHYkRMagYdWCQJwYVd3hiUKFEoVY6RonCj43YzuQRniBUVD3GgpCJBgtDhvFl/bXe896Xe89V6zRaZ3CEa7GgcXhjSZD9LrfcC43deZ1MZpPc1z9L9jma+F/doPY9v/FmsYHXk2OlZcrcRNZmot+S7yITRRURN+Ol9Uv1wQWAO456gYGqE8WCTjIpuzFhoTMMcWtA4y17HvIEZkqC3CftXLG22bWa0HmTxFiu6ConxSoSmxVPivaqyfnRMvKZ0ZwO1zD593M9y9/0VrdY+ioi4GhMpCpDQoUkjfFc56axXka+Z9q5RlkPqUCkySgqUWEfLUju3WwUkW4WRfVu/cNUUsy9wRNuXWJlHco5CbWRMVpoXGWN0/Z4aR0HvX0deEL+3UEsb2l2SR6aXFE8ZAkAoGALKVL9Cfn/hstt15zxfmQor4kUqFefz6Hl3piKW6R9vGtIdrwSlrS9IbXub3R/f98kvcjXu/scRITey16BdExwk9FSyW+TClNqrXTF8TLh3fBMdUidKTdGr9jpHxla1uadyEsTvcDGUkf+aGmyUL8GzwPh1MhrzsoMrz/2lMM+Rfl3ElGeJONPVp7mxTVPqXvCWz9Cd3kzJ86kSZPw5ptvYuLEiXjjjTf+Le957bXX4vHHH0dmZiZ27979b3lPFxaGDHNc1l+ri0NACsStRm3AEQ/5J2mMXe2JQ0Xad3RxCEiB+KxPvcHR3ayMxz2/2aqLQ8VL9lBzvSEOFT7WmpkdudZYigjr4tAlZAU3SqgoVPQ8NDQiChU5MSFPFFJ8QshWdN2rCUPF25326x991SeoMUEXhorpL/azt83yK2oHO04L8Ld4ld9uxxwCuqBRVL+oCcIIo39tj6VeoAlCxbyUq62xA+EYawwAFsZutgff8WkJ4icMARSPXGmNFSzzSZUdnq6JQkWeUbgZgBSHZpZz1eO6KFQE4uzYRsA/S3/9xbogVBj1FQH414TsqLeLnkcjJkkThIAUhVQMKkqdFCt7vF9DVkQMKlZm3OcvBgFdEAJAUoYmCAFXFJ7CYrCtrQ0PP/wwnn76aXzyySdoampCr169MHjwYHznO9/Bz372M3Tt2vX4O8IXKwyFkDrsN7/5DYqKiiLjd955J1566SWkp6dj+fLlUV79hcDCkGE+E3tdixkVfNQd3OhaFrsRM9QRYokYRISayhbeRib9jeS91LxL55KziUihJTzWuRMGrZtLczyoe1nVPqTFu33KwgCeYNSygIVnNZwuPGvWX5OkK40KxLVuPOHlzT5CDEDTUW/bG7tKK83iVs89/FpXr2VbBenscP0RGdB/XYoXn1lDRNELr0nLzGsXe6+vcjyBOf3QH7yDWOtakkYRkUIzY7u7AopYlC5P/1vk+TOxpP6iummg9QypIFHi5l0Su0o/+mFEGKpwBprsQ+Ie56V5k7/KRqWZr03wPtslsW7RcVo+6RA57zLJ8SgLZ47nrqTip+BjtzAi7chT4BUEXBP0XPkq23susWrS+Lr8gPf9LWmXv5kZ24iF1D1H13TzMrvz2kgBdc2d7Yq8j4hlMIuUqaK/F/Xb20Xc+eOIFZgWmVfZ2cTyW9z1+5HnBW+5P9RziOW00es6VNXFiwdNf961op9BrgM0W5u0UsQe9/9oJ9//YM8vvrK3FL9T+vjVsjk1qa+vx3nnnYd16+RvMiEhAVlZWWhtbcW+ffsQCoWwadMmjBrlU3Dfh5MhDE8iLAwZ5l+i5Cz/8QM+mcbR6Jtnjz0d5fV2qTTfbGUAwNy77bEE2LGHAPB9n64fUUQi7eNLyfTJxHwg8VBEFFKiCcRp8Q3WmF//ZQA4r26gNXZdyhFNGCpmBeussSonVheGihaf7NjWHZ4wJFze8z57WwDPlI+3B336BeOgz+cOAKN8smzNun4uC9Jus8Yqw7GaIFQs2WXXb8ShNbogVGTY1rZip78nCCkjfI4XwLyYb1ljqmyLSVmnbSqese0CrMmx64fmbY9iydvl00M86xy7/iEAbPGx7o/z6XwE+FuAAc99TTnzcXsM0MMWFGN9xgDgoE88q1lPUnHaPf7jpzDTp0/HE09IN/rNN9+M//7v/0ZSkryeHT16FCtWrMCECROQnJyMadOm4aOPPsKhQ4fQ0dGBjIwM/PCHP8Qvf/lLxMfLG2E/YXjrrbdixYoV2LdvH5qbm9GrVy+cf/75mD9/PtLTvQv1unXrcOedd+Ltt99GY2Mj+vbtixkzZmDixIk45xy7S45yHfu5kh3HweLFi/Hwww9jy5YtCAQCGD58OB588EGcffbZn9fHx8KQYT43qEjsdO/uDxstz1T803uG6ywIoIchEPe44lCvHgNc7rokS4weyCOgZSsDAJa74tCsuZ1l/FVccK+VoLEyRta2m+LoCQ0rRSbmGe21FiXJCsFm2y0q+KYclNaZLim6qGrsIgtHm60FFx39X6zqon9eKW6M4Vm1uthKDXZiQowtPHJjQlqPYwCYHHaF1uHn9Y0TMoBaw3W+yv3eLjLc/67F6fIBeovAZ0oH2gWPVScPmuVsCsMct3OIKcoDcXaCklu2ZUHqf2nDbe51vdzomTslthlTy76vjUV6ge9/TB+P7wX09RGLy/OAIcb/pcrHDNd7QZcEx2pWQQCY2ybjDEuSdJGtxOKSkOfayzVKsfhmiQPAkrcBc35Nd8+LTCPjJFRlu2FVuOsgPdyidNB/y+Oo14vYh1K/g+DrRtu+4a6INsMF1LG+bXTGGdDNLiuzyRWUvY3vvto9b0eT/4XFYFSOHDmCnj17oqOjA6effjo2bNiAQMC+SQKA6upq9OrVC3369EF6ejqqq6uxd6+MaS4sLMQ998jP2U8Yjho1Cnv37sXAgQPR0dGBbdu2wXEcjBs3DmvXyjqs7777Ls455xy0tbUhLi4Ow4YNw6FDh5CTk4P77rsPP/nJT7BmjbzO9+/fHwMGDIi4jv2E4S233II//lG2luzRowf69euH8vJyLFq0CNdee+3n9RGyMGSYL5Q3/OPwVGFojfUX22MA0OQzthfAWT4xa4PmAB/4xBP6hJYBAC6+Bvi7j4Xjpnutodz4m7Eg0a5nuKy9i69Vz6+WW25VlIK5Plm8oUAygj7ZqGu6XmSNpYpOnNVkW+RqUj7G3DZ7fF6wyj/7teoxu54lACybbY8BwLkX2GMVrwLdfeIcTSEA+L8X4N/ru/x2oJ/dwmNe6s99d5EdaLPGplb/0e7+A8jMaLOVGyDj/Lb7pO5mdvM9xpLTbYtdftsmL2mL0tUnrg8AdvzSHnvIx4I2GkCOjxU2VAlk+ljRt/hY0AdNjQhAymXN/fBJl93WeNBpA/Y/Yo2H+v8EwcM+cWC7fd4TAA76fB7+2gW4iqesT8MHH3yA8eOlxf6nP/0pHnxQ1imaOXMmFi9eHNlu9uzZmDdvHsrLy5GT47Utveqqq7B06VIMGDAAe/bIEBQ/Yfjxxx9j1KhREdH5yCOP4IYb5O+zvLwcWVlZOPfcc7F69Wp069YN7733HkaOHAnHcbBx40aMGSM9L9FcyaYw3L17N4YMGQLHcXDppZfi6aefRkJCAurq6lBfX4/Bg+1+9Z+RzywM7ShwhmFsJpG4MioSqSiJc+MQx74EHHJbN+wlYi0FqHHDjNJUwskAAHvXe22zlEjcfTcwjkyiSiTmwF8cvvQ4cBURZUokPjTbc1tfJkViadufkIubI5sqkTg1rhHL2r3sSyUSK8OxmLLHi38rzbwLpekyg1YTiLsfkA8A+KZuBQ25ZTaoQKQ9klWvYgB4P0Va70yBOC++0lccIq6n/j2o2m5NH+uCbfVsL2OZask+AEpdi1+uIRDr3YmfCkS6T78ECJqhTC1d5bfb2wKo6Sv7Qt+Ieixu8+Ix59Z6lthlPX8aeT61WloaULtaF4c+5XLkG/gkf2T6CNasO+0xuILQj52kfuFokt1OBeFmcg6/SV47mjynojBEkjyoKNzmCjOa90Qsg1QUXkbCG6goDDpEYBNRGOovXbvBw8t1UVjpfp5hvag4/uyeE/9BxgaTm7sKcu6zGPzMUKOVEl0AMGTIEOTl5UUsdAAQExODpUuX4tlnn0VFRQXa2rzvev9+o82lwUcffYTrrrsO27ZtQ3Oz3nd8//79yMrKirzX9773PYwcOTJyTEoUfho++OCDyP/285//HAkJMkSnR48e6NGjx7Fe+m+DhSHDfFpMkagmfypOel8uxeEA3YKW9rPHUfMAUPNXfZdp10OKw/fJpPL+VOBKd2KlInEcgMd9rIkvPS4th4AtEtMBPO9Zy0oxG7jsXuTG34zC1l7abhYkHsay9i6aSFzW98+YGteIKXt+gdwKo3VDfC9PECreGwt8cz1CAb2YW6jHuQjWvY7c2Ou08RktfTRxCPgLxHnxRDjQzhlxtEYNQQk306LnJxCBTycQzf1SQUg5jiA0oYKQEhGEFD8x2LxFb9lI8ROEgCUK85tXoyT5HFsUxnaTVsOdRseTjRdJcfgPwzULSEE4GroYBKQgDFXqYhCQgnDb3Z4YVIRhuYkBKQov84l1LUvZ7utXCol4oL8e5xc8vNwTgtp7tntCkPIf0MWgomI9i8HPiREjRiA2NhYdHR1455134DgOhBC47bbbcNttt2licf78+bj7bnm+ZGZmom/fvti7dy/27duHcNiuD6p4++23cc0118BxHKSlpSEnJwdNTU3YskXWhuzstHuWnwqwMGSYf4VJPhYjANj1N1mM1py4B1yDtHsArNbdvkoothjGiYFwJ0Izf+QaIhRfIpPlS+5+p5C4smk/8mrHUetHwzqUvu4mlMzQBYASi9eRmMLSziCW9ZUB/Uugl9RAm+ua3k9KtsQkQ5V2DrlzZcL2YfCaxgI56TIwbPPHQZxl9A/c/s1dyEY9alL0YtyKDWFPuI4JEBc4bf2mOnDUvAKcboi9j1+1Yw0BYN0jUiCeS1yNa93t6o8AR0j5lm5uPCoVhQeJy7adiMJsz61f00UGmKfV6WVj5qr1P9NF0bm4G3jAtaDRpIpuJJ6Vltyh2cpqXOX4lN9uu6EPL/cSO1zXcn7IvUlRAnwVCZEYSIJa97gxntsMUahOtW7Q61Ge5/59xBCE6jTe/zDQhQj9Hudox6XI7vEnAEDZ4btQpgZ7k9/CZv2mLJT7FAAguP0W/X1VxvEffUISAGCWYaWOd4/t2+vsbZnPja5du+LKK6/E0qVLsX79esyZMwe/+93vIokklPffl7/JYcOGYdu2bQiHw/jud7+Lffv2WdtS1qxZE7Hebdq0Cenp6Zg/fz7mzNFDGPLy8rB69Wo8//zzmDNnDoYNk9ewjz76CGeccQYAIDExEa2trZbV0WTcuHEQQsBxHNx///0466yzEAwGceTIEdTV1WHQoEEn9Pl8kXCMIcN80USLTzxaCZT6WCMuXYg919tZkgMvtzcFAORkAdt8Ml1zxwJJUWr5RWOQT0xX43osCE6xxwEUhs1sGJckn768AMQ2u4sKAMCnhTMAON/06ZsMYINjd3kBgNRAJzIP+9QTrC+xxwDg8KvAQB9x2ONc3x7SAPxdszt8YucAIM8/s3VW3HexsHWpvaL6RdT80j/DOe1WH2vf6ctsV6cimtWw1uf4Af+6ggDwuk9MJQBE+XiwPcr4IeilmhQzolh7e0V534RMvUi54uAzeqkYip9Fuce5wG0+1tzbJkT/7M7z6c/NfGGY5WpSUlKQlZWFuro6VFbK72j27NkIBoOYN28eAGDQoEFob29Ha2sramtlWSWlc8wYw3/+85+44AJ5w5iWloZevXrh0KFDkdetXr0akyZNspJPhg8fjsOHD2PEiBGRWMWxY8diw4YNiI+Px+mnn47zzz8f8+bNO27ySWpqKvr374/y8nL8+c9//lIkn7DFkGG+aEyrohKKCRlALpmAlEh8YRYG/tXLDFUicc8zwEBa51ZZYTbvkOKQsm0HULoewHopEAFNJC4doFsyp+913eG778a8fp5beG78AaDLWBTioFbLTQnFBYFxqCV1Duc5btxPS7klDks74/HJ0N0AgFHlg7wVcQCUJ5CEA90ytg6zQnK7hcHdkfG0Jk9ov5astxgDgIpe0lqqCURapsQUiXtcy6ApEFVGsSkQaTatmbEMAKOilB2CFIS+VNulXAAgLdrNwOlRhCg9pmC63hKPun99Svag6jFdHP6ZCDPz/oJ+JFSjUcvgIfKcCkJ6bzCBCDbaZQjw6v4BUgwCUhAqUXjwGX17KgoHk/qR1MJKW8pRUXgb+TyoKGQheFLp3r073nnnHTz00EN4+umnUVpaii1btqBPnz6YOHEiLrnkEvzwhz9E9+7dsW/fPhQXF6OhoQHXXXcdEhMT8fvf//6Y+z///PPxhz/8AQ888ADq6+sxYsQI/Pa3v8UVV1yhbXf22Wfj3XffjZSr2bZtG9LT0zFp0qTINgsXLsRPfvITbNu2DR9++CEyM+32onTbnJycSLmanTt3YuTIkcjOzv6XPq/PC7YYMsyXhZe722PK5Wf2SKXlNNaRSW2IGyumEjAIxbky+r9g26Xa+IYRz0Wel4Z1N80drXLivjGoWzZVyZi85je0cbHH694xJ6tGWzctXs94zj3wJ+91Ib1sR0aanPwL4vRU7ilx0k0zvUUXZLNJfUOzhmKKm7GQdvh/tfGaXldGnqe9Sy7IY0jZm05DFCprW4thofWrj+cKmFk95mrD9HPI20Gyk2kR7dcNi7Fyg5tlW2gvY7MszQFXGJvnghJgZpwg/Z9eMWILTf17CXGz/8oQ1Be6f8v0YVzkuqKNTP4yx4tDza5+QlsXEbk+sZRLRsj/Y0aHJ35niomR54uaFmvbl6bJyT5321XWvjAhikWZYb66sMWQYb7yXGjE0lGh6FPuJSIOv0FKiyiROMTOMC0onYji3DdRPPwFfXyrFIobRjyHXKM0yl2J1bijtScWh6IkLSRP0hadgV4HEbHDaPGWZYvDyOuCt0bEoRKFAFDcLjueFMQ1RUQhACxNklY7UyACwBNtsobetPiGiCgEPCFoCkQAqDlbqhhNIAKeFcoUiEnEQksFlZ+L0yXa/64JQhMzLrJigRSHNf7uZgCeIFSkXyvFoWmRG3KnJw5Noau9HroQBHQxeKG+KiIIL/Ip2zR0viYEFRFB6GeBrVgQEYEUJQipGFQsalocEYK+sBBkmKiwxZBhvqqsdZMF/OKhhrmu6AOmBcb12fq4EosDnii6MFYPoN7cKdNIHmyzrZqr2qV4MmsjqvqH5zX5t/hq2itd0E6PW+VAp/6emd08V+LQGF1wFQa9lmznGgWv7w3J+ENVhJlSkyK7ffSs1N3c1Rlel5Seb9rxkc74YvnE7OWrMlnjSGa30S94TcwQAEBewwpYUCFpdvDo5YrCIz7dc1T7ww7jZiLW+36Ke/8/bVVBDOkaU2/UKVTuVtUlxa+7CwCsco9pqCFY3QSViqELYdLmSMNF9hEjtjHgZZWnC7v+5V0JMhlkRrt+rDMD52nrKQfcNom5vQb5Hz/DnDpwgWuGOeV5K0qh4cG/9k+YADC3152YF4hSp655a6T+oMlNrX18xwFgWlwDah27nR0AzGjpG/V1jQ0/9V+Rei4mwy6GvShRlrfJCPhb6YKNUbJGXdeqCEZJwtjlP+wMd13Cfp1E/IpsA1jiBufNaH7edz023+Q/3t21Bkez5PXxKVcERApQF2f8j7WqoPK/7JAERZLZOocQpT5iSdYjUT97AMis97dqTo6/Gps77cxSAKiKezV60g+AmiSz5o0krad/shPDnMKwMGQYxoAKRRqMD2hCcW4v2+2siUXSwo0Kxd8eTbNepyw2gBSIFCoWx8ce1daNahgUea4JxFRdyFCBqIShgoqUSqONXHYzKTHjE39JRWJOaijyfPO6YOR5RBhSlEgkwnCJlalhCENqxa0l1rDuPnXxqDA0BSm1NhodSagwLKjUW+1p4pAKwh1GzCEpD1OSpbuS6WftJ/KmNHrJNJPjr/bdtirORzieoChkIcgwx4WFIcMwn5E9xd7zJt16OLerbtGyEkiOvBx5bloXqXBMFXaR2TExnjhc1WGXGaEJL5ktbkZ0vB2DVhajFzdOFXpNFCpITQuXVtPOxyWfO3hj5HlpSYK1HmNkBvKSNM8NPNUnlrDLFlLMOhBnrdeEXd9p+roWz82N6pf0dd2MvtxZPlmYqhMJ/f+y7VaJJQHPfUy70igWJnppxuNjdGF/eYv3HRQl6ElHUTunKKgYzPjBsbdlGOZEYWHIMMznyJZjlHko/hVKr4/ibwUw1Ke3r6LWiYkkh/hRGY5Fio+IVMyL8en3S6iJje7i/llrb/w16UDU9Ws7E5Ff6tMzGZAJHB/4dzABgMaLohXvkxwIxyK77Hr/lUkjotZ9BCDj/6LVKgRQNfp1pAeO0aGhLUqRSABrAgMx/Rju/Wnxjbglvi7q+s3hYNR1+aH1encakwF2eADDMJ8bLAwZhvk3oARj8a98V1PBmNv0lrU+1PWsyHO/OEQqGivDdtEEKho/jUj8WWtvaz0ViWs7E333ERGK0Yo/u2KRCsMDPscNwBOG0YqOU3FIa+8piDisGm1nqWvikIjBNYGB1rZUDPplS1MxmNZx0FpPrYuRDikmShSyAGSYkwELQ4ZhvoTMd69Nl80/9na0KLMPVfEysze93s40VsxKkOVJFsZuBgCsElEya10ebeuGNZ0+7mGC6t+cH9vqv8Gh5QCAsqiVqD2y97m1GqN11VC0bAVSo1guXaoGyJZ3Kpayr5sB7sejbTJWcIzh/lUUOLsB+AtISl7I7UIzsOCY2zEM86WAhSHDMF9Btv7Bd3hZd70I8dRwqc9rjYzejEJ7GwCruvjU04NXI1GxssOurwcAZU1F+kC/a+1tOv1dptmHH9MHGvwzpUPZ92nLwT33+25XMcD/fzQTgczC4PIY9SSRaGI3r/exBTXDMF8JWBgyDPP1ZdmB/cfdZur+uXZ9vijMGhalx7PBwvp7jr8R4J9QEoVQn2nH3wjHLglEmRrXiNLO6LF+isJ+vY67DcMwXxtYGDIMwzAMwzAATtGWeJ/5n2YYhmEYhmFsAif7ABiGYRiGYZgvBywMGYZhGIZhGAAsDBmGYRiGYRgXFoYMwzAMwzAMABaGDMMwDMMwjAsLQ4ZhGIZhGAYAC0OGYRiGYRjGhYUhwzAMwzAMA4CFIcMwDMMwDOPCwpBhGIZhGIYBwMKQYRiGYRiGcWFhyDAMwzAMwwBgYcgwDMMwDMO4sDBkGIZhGIZhALAwZBiGYRiGYVxYGDIMwzAMwzAAWBgyDMMwDMMwLiwMGYZhGIZhGABA7Mk+AIY5mQhxoQNUA0INRPkbbd3x1h9v3ad938+y73/12E5k3b/43kJ7OJE7ViHscfPjCLjr6LJ8raPtN0D2A2uM7N/nmALQ9wXjfQGHPAA4ZJk+91tvbQN77HjrI8uIvt/jriffixPl77HW/auv/xz2rf5FxyGfluNt5tBtyHO67MBnH+4Gfq/XDs14X+0b83lf870AoBp4xXGcC8EwJwkWhswpTjUQ+BCIgXwEYD/HMdap9dHWBcjrP8v+P817+/01X2/+PZH1J7Lu077W+Fzi4CAeDuKF+9edJiPLZDzeVWZqOeizjf5akNeS9e5y8Dj79zsGuv+gABBuA5x2+QCAcLu3bD4Hoq9zyHpt3Qnu/7O+t9MOdLrfSRjyud9fHGPd8V7/Re7bfX1HWD46w0CH4z1X6zode5tO87XkdR3uNoC3bO67w319tH13+Lx/1H07wCNATzDMSYRdyQzDMAzDMAwAFoYMwzAMwzCMCwtDhmEYhmEYBgALQ4ZhGIZhGMaFhSHDMAzDMAwDgIUhwzAMwzAM48LCkGEYhmEYhgHAwpBhGIZhGIZxYWHIMAzDMAzDAGBhyDAMwzAMw7gIhzaLZJhTDCHEJwCOnuzjYBiGcUlwHGfUyT4I5tSFeyUzpzpHHcc582QfBMMwDAAIIT482cfAnNqwK5lhGIZhGIYBwMKQYRiGYRiGcWFhyJzq/OVkHwDDMAyBr0nMSYWTTxiGYRiGYRgAbDFkGIb5XBFCOEKIH5DlGCHEo0KIGiFE3sk8NoZhmOPBWckMwzBfEEKIBAD/C+BMAPmO42w+yYfEMAxzTNhiyJx0hBA9hBDLhRAfCyHWCiF8a3gJyV1CiO1CiC1CiFnu+CQhxBEhxEb38WvymiVCiENuvUK6r6fJ9ruFEBvd8TQhxGohRJMQ4o+f8f+5RghR5j6uIeNvCCG2kfft/Vn2z/z7cL+zh4QQ9wohaoUQh4UQPxNCBIUQfxJC1AshKoUQV/m8tiuAlwGMAHA2i8KvDkKIC93farkQ4naf9UH3GlIuhFgjhBhE1s1xx7cJIb5zvH0KIX7qjjlCiJ5kXAghFrrrPhZCjCXrOsl15AUy/pgQYhdZN9odL3D3sVEI8aEQYgJ5zcvuefzi5/PpMV912GLIfBmYC2Cj4zjfE0KMAPAnAJN9trsWwEAAIxzHCRvCqsRxnEt8XvMYgD8C+BsddBznCvVcCHEvgCPu4lEAvwIwyn18KoQQqQB+A2khcgCsE0K84DhOnbvJNHrA+1MAAAXfSURBVMdxuE7ZV4tpAO4DkAfgUgD3A7gQUvSdCeAaAI8IIVY5jrPffU1vAG8ACENaCg//uw+a+WwIIWIgr0HnA9gL4AP3N0yF/fUA6hzHGSqEuBLAHwBcIYTIAXAlgFwA/QC8JoQY5r4m2j7fAfAi5PlCmQIg233kAXjI/QsArY7jjI7yL9zqOM6zxtgqAC84juMIIU4H8AzkDQsA3AMgCcCNx/lomFMEthgyXwZyIC9ccBxnK4BBQog+PtvdBOB3juOE3W0PHW/HjuO8BaA22nohhABwOYCn3O2bHcd5Gz7dUIQQFwgh3hNCrBdCLBNCpPjs8jsA/uk4Tq0rBv8JKSKYry6ljuMUOY5TBikQqwG0O47zgOM45QB+B0AAOJu85n8AdANwDovCrxzjAZQ7jrPTcZw2yFCAAmObAgCPu8+fBTDZvZYUAPhfx3FCjuPsAlDu7i/qPh3H2eA4zm6f4ygA8DdH8j6A7kKI9M/yDzmO0+R4mabJkDetat0qAI2fZb/M1xMWhsyXgY8AfB8AhBDjAWQCGOCzXRbkXfmHQoiVQohssu6bQoiP3PHcT/He+QAOupN+VFwXzy8BnOc4zlgAHwL4uc+m/QHsIct73THFo64751fuRMJ8+flYPXEn10MANpGxdgB1kFZCxYuQ5/Gsf9MxMp8fx/sNa9s4jtMB6XFIO8ZrT2Sfn+Y4Etzr4PtCiMuM193luo3/RwgRVINCiO8JIbYCeAnAjOO8N3MKw8KQ+TIwH0APN87vFgAbAHT4bBeE18LuYQBL3PH1ADIdxzkDwIMAnv8U7/1DuNbC43AWpGXzHfc4r4Gc+E38xJ66O5/mOM5pkGI0H4AVl8Z8KWk3lp0oY/R6+hTk9/tbGvPKfCU41m/4eNt82vHPehwZ7nXwRwDuF0JkueNzIF3E4wCkAvhF5IWOs9xxnBEALgNw53HemzmFYWHInBSEEDerAGkAKY7jXOfGzFwNoBeAXT4v2wvg/9znywGcDgCO4zQ4jtPkPl8BII4GcR/jGGIhLZVPn8ghQ7qIR7uPHMdxrhdC5JFA70vdYxxIXjcAwH732Pa5fxsBPAnpXmK+pjiO8xTkjcevhBC/O9nHw5wwUX/Dftu415FukCEr0V57Ivs84eNQsayO4+yEjE0c4y5Xua7nEIBH4XONccNrsk7kGsmcmrAwZE4KjuP8SYksAC1CiHh31Y8BvOU4ToPPy54HcK77fCKA7QAghOir3LKuKzoAoOYEDuM8AFsdx9l7Atu+D+BbQoih7vskCSGGOY6zhojFFwC8AuACITOtewC4AMArQohYdSEWQsQBuATAJ1Hei/ma4DjOMsgY1tuFEHed7ONhTogPAGQLIQa716UrAbxgbPMCpNcAAH4A4HU3zOAFAFe6WcuDIRNH1p7gPk1eAHC1m518FoAjjuNUudeWIBAJcfkWgM3ucrr7V0BaBj9xl4eSa+RYAPE4sWskcwrCWcnMl4GRAP4mhOiEvMBdr1YIIVYA+LF7hzwfwBNCiP8C0AQpIgF5Yb5JCNEBoBXAlSrQWgjxFIBJAHoKIfYC+I3jOH91X3clfNzIQojdALoCiHfjdy5wHGezEOJaAE+RuJ1fwhWnCsdxaoUQd0JOBIBMlqkVQiRDCsQ4ADEAXoN0hzNfcxzHWS6E+A8AzwohYh3H+cVxX8ScNBzH6RBC/BTyJi8GwBLHcUpdq++H7g3gXwH8XQhRDmkpvNJ9bakQ4hnI61gHgJsdx+kEZFkac5/u+CwAtwHoC+BjIcQKx3F+DGAFgIsgE1haAFznHuJIAIuFEGHIm+D5JGP6CSFEL0gPx0YAM93x/4AUme2Q18gryDWyBNL9nOJeI693HOeVz+0DZb5ycEs8hmEYhmEYBgC7khmGYRiGYRgXFoYMwzAMwzAMABaGDMMwDMMwjAsLQ4ZhGIZhGAYAC0OGYRiGYRjGhYUhwzAMwzAMA4CFIcMwDMMwDOPCwpBhGIZhGIYBwMKQYRiGYRiGcfn//3oXBIVZYXgAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hp.mollview(data_map_vis, coord='G', title='simulated data', unit='mK', cmap=planck)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Setup Wiener filter" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Covariance of the Wiener Filter:\n", "\\begin{equation}\n", "\\mathrm{Cov}_\\mathrm{WF} = (N^{-1}+S^{-1})^{-1} = S^{1/2}(I+S^{1/2}N^{-1}S^{1/2})^{-1}S^{1/2}\n", "\\end{equation}\n", "For applications we only need to keep in memory\n", "$\\mathrm{Cov}_\\mathrm{WF}N^{-1}$ and $\\sqrt{\\mathrm{Cov}_\\mathrm{WF}}$." ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [], "source": [ "%%capture\n", "if os.path.isfile(\"data/CovWFinvnoisecovarmat.npy\") and os.path.isfile(\"data/sqrtCovWF.npy\"):\n", " # Load precomputed covariance of the Wiener filter\n", " del sqrtsignalcovarPix\n", " CovWFinvnoisecovarmat=np.load(\"data/CovWFinvnoisecovarmat.npy\")\n", " sqrtCovWF=np.load(\"data/sqrtCovWF.npy\")\n", "else:\n", " # Setup covariance of the Wiener filter\n", " invnoisecovarmat=np.diagflat(tmask_map*invnoisecovar)\n", " M=np.identity(npix)+sqrtsignalcovarPix.dot(invnoisecovarmat).dot(sqrtsignalcovarPix)\n", " CovWF=sqrtsignalcovarPix.dot(np.linalg.inv(M)).dot(sqrtsignalcovarPix)\n", " del sqrtsignalcovarPix, M\n", " # Setup CovWF*N^-1\n", " CovWFinvnoisecovarmat=CovWF.dot(invnoisecovarmat)\n", " np.save(\"data/CovWFinvnoisecovarmat\",CovWFinvnoisecovarmat)\n", " # Setup sqrtCovWF for simulating signals\n", " CovWFsym=(CovWF+CovWF.T)/2\n", " del CovWF\n", " sqrtCovWF=scipy.linalg.sqrtm(CovWFsym)\n", " del CovWFsim\n", " np.save(\"data/sqrtCovWF\",sqrtCovWF)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Perform signal reconstruction (apply Wiener Filtering)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Mean of the Wiener posterior:\n", "\\begin{equation}\n", "s_\\mathrm{WF} = \\mathrm{Cov}_\\mathrm{WF} N^{-1} d\n", "\\end{equation}" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [], "source": [ "# Wiener filtered map (posterior mean)\n", "sWF=CovWFinvnoisecovarmat.dot(data_map).real" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hp.mollview(sWF, coord='G', title='Wiener-filtered data', unit='mK', cmap=planck)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Generate constrained realizations (draw samples from the Wiener posterior)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Samples of the Wiener posterior:\n", "\\begin{equation}\n", "s=s_\\mathrm{WF}+\\sqrt{C_\\mathrm{WF}} \\, G(0,1)\n", "\\end{equation}\n", "so that $\\left\\langle s \\right\\rangle = s_\\mathrm{WF}$ and $\\mathrm{Cov}(s) = C_\\mathrm{WF}$" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [], "source": [ "# Constrained realizations (samples of the Wiener posterior)\n", "cr1=sqrtCovWF.dot(np.random.normal(0.,1.,npix)).real+sWF\n", "cr2=sqrtCovWF.dot(np.random.normal(0.,1.,npix)).real+sWF\n", "cr3=sqrtCovWF.dot(np.random.normal(0.,1.,npix)).real+sWF" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hp.mollview(cr1.real, coord='G', title='One simulated signal', unit='mK', cmap=planck)\n", "hp.mollview(cr2.real, coord='G', title='One simulated signal', unit='mK', cmap=planck)\n", "hp.mollview(cr3.real, coord='G', title='One simulated signal', unit='mK', cmap=planck)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hp.mollview(cr1.real-sWF, coord='G', title='Simulated noise contribution', unit='mK', cmap=planck)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "hp.mollview(cr1.real-signal_map, coord='G', title='Reconstructed - true signal', unit='mK', cmap=planck)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Of course, this is a toy example. At higher resolution, it is impossible to deal with (invert, or even store) dense covariance matrices in either pixel or harmonic space. Techniques have been devised to perform Wiener filtering in such situations: (preconditioned) conjugate gradients and messenger-field approaches. They are beyond the scope of these lectures." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.3" } }, "nbformat": 4, "nbformat_minor": 1 }