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@eteq
Created August 7, 2018 18:02
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"\n",
"from astropy import units as u\n",
"\n",
"first = lambda x:next(iter(x))\n",
"\n",
"from scipy import stats\n",
"\n",
"%matplotlib inline\n",
"from matplotlib import style, pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The \"data\": gaussian velocities and gaussian metallicities + uniform foreground of both\n",
"\n",
"(Will compute for skew-gaussian later)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Experiments:\n",
"* Does this work at all well with realistically-overlapped metallicity distributions\n",
"* Is the velocity (esp sigma) *biased* (either systematically or randomly) in a way that the met dataset can remove?"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"veldists = [stats.norm(0, 10), stats.uniform(-100,200)]\n",
"\n",
"\n",
"alpha = -6\n",
"sscale = .5\n",
"smean = -1\n",
"sloc = smean + sscale*(2/np.pi)**0.5*(1 + alpha**-2)**-0.5\n",
"snorm = stats.skewnorm(alpha, sloc, sscale)\n",
"metdists = [stats.norm(smean, sscale), stats.uniform(-3,4)]"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"ns = [800, 200]\n",
"#ns = [1000, 1]\n",
"\n",
"vs = np.concatenate([vd.rvs(n) for n, vd in zip(ns, veldists)])\n",
"mets = np.concatenate([md.rvs(n) for n, md in zip(ns, metdists)])"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x432 with 2 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, (ax1, ax2) = plt.subplots(1, 2, figsize=(15, 6))\n",
"\n",
"ax1.hist(vs, bins=25)\n",
"ax1.set_xlabel('v')\n",
"ax2.hist(mets, bins=25)\n",
"ax2.set_xlabel('Z');"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import emcee\n",
"import corner\n",
"\n",
"MINF = -np.inf"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Just velocity "
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"-inf"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from math import exp\n",
"\n",
"def logpri(params):\n",
" v0, vstd, fdwarf = params\n",
" \n",
" pri = 0\n",
" if not -100 < v0 < 100: #uniform\n",
" return MINF\n",
" if not 0 < vstd < 50: #uniform\n",
" return MINF\n",
" if not 0 < fdwarf < 1: #uniform in 0-1\n",
" return MINF\n",
" if not 0.79 < fdwarf < .81: #delta-y\n",
" return MINF\n",
" return pri\n",
"\n",
" \n",
"fg = stats.uniform(-3,4)\n",
"\n",
"def logprob(params, vdata, fehdata):\n",
" lpri = logpri(params)\n",
" if lpri == MINF:\n",
" return MINF\n",
" \n",
" v0, vstd, fdwarf = params\n",
" \n",
" \n",
" lp_dwarf = stats.norm.logpdf(vdata, loc=v0, scale=vstd)\n",
" lp_fg = fg.logpdf(vdata)\n",
" \n",
" return len(vdata)*lpri + np.sum(np.logaddexp(np.log(fdwarf) + lp_dwarf, \n",
" np.log(1-fdwarf) + lp_fg))\n",
"\n",
"logprob((0, 1, .5), vs, mets)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"$P = \\rho L$\n",
"\n",
"$\\log(P) = \\log(\\rho) + \\log(L)$\n",
"\n",
"$L = f_d P_d + (1-f_d) P_f$\n",
"\n",
"$\\log(L) = \\log(f_d P_d + (1-f_d) P_f)$\n",
"\n",
"$=\\log[\\exp(\\log(f_d P_d)) + \\exp(\\log((1-f_d) P_f))]$\n",
"\n",
"$=\\log[\\exp(\\log(f_d) + \\log(P_d)) + \\exp(\\log(1-f_d) + \\log(P_f))]$\n",
"\n",
"$x1=\\log(f_d) + \\log(P_d), x2=\\log(1-f_d) + \\log(P_f)$"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Burn-in\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sampler = emcee.EnsembleSampler(20, 3, logprob, args=(vs, mets))\n",
"\n",
"p0s = np.array([np.random.rand(sampler.k)*200-100, np.random.rand(sampler.k)*50, np.random.rand(sampler.k)*.02+.79]).T\n",
"res = sampler.run_mcmc(p0s, 500)\n",
"\n",
"print('Burn-in')\n",
"for ch in sampler.chain.T:\n",
" plt.figure()\n",
" \n",
" plt.plot(ch)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sampler.reset()\n",
"sampler.run_mcmc(res[0], N=1000)\n",
"\n",
"\n",
"for ch in sampler.chain.T:\n",
" plt.figure()\n",
" plt.plot(ch)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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w3v7WWnu1tfaPrbWB2GtN1tpvxJ4/N1aQYK1dfYq3LzJtKIg4DUqenHrGmgJ6AU3//BVwW+z5J2O/Y609DPw18E2gxRjzuDFm5ijnmAnU2+GJO+fkA4pNhfwlECLaU4K1dpBoIPSHQBPwBeAJojf/kfTFfv7QWttorW0D/plonkX8GpuB/wT8QAHRpMl/OAdvSURGoSDiNMSTJ0d6VFVVTXbz5MK1CbjOGDMb+DCxIALAWvsra+06oAyw/P4memKWbyMwywzPCpwz2gWNMc/F8ilGejw3xnEG+D9EexL+OBY8xNu6x1p7rbU231p7EzCPaMLkSay1nUQDjNGylfOAUuBH1toBa2070UTID47WtoQ2JlVsaqzjRKYrBREiU5y1thV4lehN8pi1dj+AMeYiY8x6Y0wa0E/023s4dlgz0Zt03O+AIeCvjDFuY8xHiNZBGO2aH4jlU4z0+MBoxwEPA4uJ5mP0JW4wxqwwxnhjOQxfJDqr4t/GONfPgL80xhQZY3KJ9ro8E2tfG9Gkzc/G3k8O8CfA7jHOl3SxqVMdJzJdKYg4gYYsLhwXWL7Er4gm/P0q4bU04AGgjegQQRHw1di2+4G/iyVCftFaGwI+AtxBdJrjx4kOBZw1xpgy4M+I5i80JfRcfCq2y6eJ9oi0ANcDf2CtHUg4/jljzFcTTvkdonkblcB+4G3guwnbPwK8H2gFDhMNkj53imYmW2xqXMeJTDdmOtQ2MMbcA9wT+/UioJ3of7wTrWASrjsZ17yQr1tmrS08h+eXcygWpOyz1v4m1nvxhLX2xhH2+yDwAWvtX57OcSLTzbQoNmWt3QhsjP9ujNkxGRnWk3Hd6fReJ/O6MnUYY2YQLU99oltJvtjUeI8TmVY0nCEiF5TYdM11IzyaSL7Y1CmPE5mOFESIyLRxBsWmRjxOZLqbFjkRJzLG3BMb4rjgrzud3utkXldEZDqalkGEiIiInDkNZ4iIiEhSpsXsjEQFBQX2PKwR4BgcHGRwcJDU1FRSU1PH3LeuPQDA7Hz/RDRtWti5c2fbWFM8z/e/L5lcp/r7Eplqpl0QUV5ezo4dOya7GeMy0lBTOBymra2NgoIC3O6x//n+5he/A+AfN6w5J+2bjowxY643cT79fcnUc6q/L5GpZtoFEee7lJQUiouLJ7sZIiIiyokQERGR5CiIECKRCL29vUQikVPvLCIiEqMgQggGg3R3dxMMBie7KSIich5RToTg8/mG/RQRERkPBRHnqfEUCYvvMtK+xhjnucvlIiMj46y1TUREpgcNZ5xnBgYGePfddwmFQpPdFBERmeYURJxnKisree+996isrEzq+L6+PrZv3678BxEROWMazjjPLFq0aNjP07Vnzx527twJwJVXXnnW2jWdGWPuAe4BmDNnziS3RkRk4iiIOM+kpaWxfPnyceVEjGTFihXDfsqZi60auhFg9erVWtFORKYNBRHTTHp6OldcccWwxEoREZFkKCdCRE5SXl6OMWbEhxYYE5E49URMYaMNWVhr6evrw+fzDetRGBgYoLKykkWLFpGWlnZWrxmnHozpobq6etS/Bf0NiEiceiKmsNG+CQYCARobG+nt7R32euLMjehrxB4nn0NERORMqSfiAnKmMzemukgkQjAYxOfz4XIp/hURmWz6n/g85Pf7KSwspLe3l6GhIed1r9fLihUr8Hq9k9i6c0drfIiITC0KIs4j4XCY5uZmrLX09/fT0NBAdXX1aa++eb6u2unz+cjKytIaH5OsrKxMSZciAmg447zS1tZGQ0MDAAUFBQQCAVJTUwkGg6e19kX8Gz0w6nHhcJi2tjYKCgpISUk588afBVrjY2qoqqoadZvybUSmFwUR55GCggLnZ0pKCnPnznVyBE7HeFbtTAxYiouLxzyfchVERKYnBRHnkZSUlGE39JG+mQ8NDTk9CKMZzzf6xIDlVMbTsyEiIhceBRHnqdHm8Cf2IIy2FHgkEhmxzkR8X2PMSQHLWBJ7NhKvNd66FfFrJkPd5yIik0d9zxeASCRCIBAgHA7j8XjIzMwkLy9v2D7xpMxwOExfX99JsxystQQCgaSu73K58Pv9J93Qz3TFURERmdrUE3Eei/coxGdb9Pb20tPTA0AoFBq2b2IPRWFhITA8JyJxSMLv95+V9l3odStERKY7BRHnEWvtsETKeI9CRkYGWVlZeL1efD4fkUgkNn3TAtHegcQch3jPQaLxJFuerviKo6cSCoXOuFy3nL7y8nKqq6tH3FZWVjbBrRGR85GCiPNIYm+Bz+cjPT0diK7MGZ8VkZmZSSAQoKWlhZ6eHifR8VQ5DsYY/H5/0kuMn4n4sAdwUtCRGDgp/+HsGmt9DBGR8VAQcR45sbdgpB4FiAYVLS0t9PX143KdeY2Hc30jH2vY41wMs4iIyNmhxMrziDEGr9dLS0vLiNUm4wmWACtXrsTv9+PzpZ+03+DgIEePHmVwcPCU17TW0tDQQGVlpXMzPxsS2+DxeFi+fPmIQxk+n4+MjAwikYi+NYuITDEKIiaZtXbMB0RrPzQ3Nzs1IOrq6pxy14n7xnMk+vr6CIfDRCLhEc9ZV1fH4cOHqa2tPWWbgsEgLS0ttLe3EwwGRzxfOBzm+PHjNDY2Eg6PfM1Eg4ODbNmyhX379jltsNY6QVDi+4Joj0tvb6/WzBARmWI0nHEeaG9vd2ZW5OfnO+Wu+/r6nC7+oaEhuru7nVyJHTt20Nsb7ZVInL7p9/uZNWsW1lpKS0tHvF7ikEV6ejpz5szB5XKdNG00rq+vj6qqKnp7e3G5XKesL1FbW0swGMTv9zttMMaMOnSROIyjvAgRkalDQcR5ID8/H4C8vDwGBgaYM2cOAwMDTmIlRAON5uZmSkpKyM7OZtmyZWS81YXf76evr4+WlhYAZsyYgc/nY968eeO6tsvlIhQK0dvbS0dHByUlJSftk56eTnl5OcFgcFwVLuOBQ2lpKampqU6Pg8fjoa+v76RzaM2M80d8ca6xto+19oaInF80nHGWnMuVMd1uN8XFxYRCIbq7uxkYGDhpnYr8/HxKSkqcgMPn85GZmYXLlUJ6ejoZGRnU1NSc8j0Eg8GT3kM8L2G06Z8ul4vs7GxKSkqcxbrivR8j5TGkpqYyb948UlNTh73e0dHB8ePH6ejoOPWHMoUYY+4xxuwwxuxobW2d7OZMqqqqqjGH50abUioi5ycFEWdJvCv+XI7bu91u2tracLtP7kBKzCc4kcvlorq6mkOHDrF3795Rz9/X10dXVxetra3DzpOZmcmCBQvIzMw86ZjRkjST+TwKCgqYOXPmuHozphJr7UZr7Wpr7ep4IS8RkelAQcRZ4vP5yMrKOmvFmsLhMC0tLQwNDTk36mPHjtHU1ER9fT29vb08//zzToXKI0eO8OKLL3LkyBHnHENDQ7S0tNDZ2cmyZctYuXIly5YtA0YOOuLDIw0NDc55YfSy1uFwmF27dnHw4MGTkjST+TzitSymytLjIiIyNgURZ0l83P5sLYUdL1Pd3t5ObW2tExzMnz+f0tJS3njjDbZs2cLWrVuBaC9Cf38/fX19zjk6Ojro6uri+eefx+fzcfnllw+rdtnR0UFVVRXhcNh5Dy6Xi56enmGvnygegMTzLPLy8k5K0owXrxpPImR86OPEXpT4eh9DQ0Pj+chERGSCnbeJlcYYYyewcMBIlxocHKS2tpbS0lI8Hk9S5w2Hw87S3YnfwONd+pmZmbS3t+P3+5kzZ47TW7B27VqMMaxZswZrLUuWLCEtLY358+c7bc3Ly8MYeP/7r3amUPb395OWlkZ6ejqDg4N0dnbi9/spKioCoutqtLW10d/fT1tbG0VFRU5Z6oULF+LxeAgGg7S1tdHY2MjMmTMpLi6mo6OD/Pz8EYdaTiU+NRWGl91uaGjgnXfeYeXKlaPOJBmLZnKIiJxb510QYYxZaq3dO5EBxGhqa2s5fPgwEO0hSEbiwliJUyPjPRuNjY3s3buXtLQ0jh49SkVFBW63m4yMDG688UZnf6/Xy9KlS4ed2+1OIT8/n+zsbIwx9Pf309HR4UwNnTVrFn6/n/z8fOeGm5KSwpIlS5zAxhhDZWUle/fuxRjD0qVL8Xq91NTUUF9fT1tbG7/73e+45ppruOSSS8a9fDj8fgGxtLQ0p6DU0NAQHR0dFBQU0NfXRzAYHNa7IiIiU8d5FUQYY24C/sEY81Fr7aHJbk/iVMWRxGc7nDiTIlG8xyEvL49AIODUQognJubl5bFy5Up6enro7++nvb19xBv10NAQ7e3tTm/A0NAQfX39zlBBZmam0/tw9OhRuru7ueqqq5g1a9aw81hr6e/vp7Cw0GlzvBz1ggULAOjv72fOnDkAPPXUU+zYsQOAefPmkZeXd9Ksi9HEeyCysrJwuVx0d3fT2trK8ePHAZg7dy5utzupXggRETn3zpsgwhjzR8BXgHuttYdOZzjDGHMPcA/g3PzOhvhUxdEkFk8arc5BPJkwEAgMK7QU79ZPT08nNzfXCRIyMjJ47733WLBgAV6v1zlPe3s7jY2NQLRHo7W1NTZdM0xHRwd+vx+Xy8WcOXPGLF+dOLQQL/gUX40znrPg8/koKChg9uzZzJgxg5ycHFavXs3Ro0dxu92Ul5fT19c3bGGwkcSHZrxer9MTUlBQgN/vd4Z35s6dq2EJEZEpasonVpoY4NtA2Fq71RhTDHzBGPOAMeYSY8zJcw8TTNYUvMR1H05VPyJxNkO83HTiTdjtdpObm8vLL7/Miy++yP79+4Hfl8TOycmhuLgYr9dLJBJxgpBwOEJ9fb0zJOB2u1m2bNmIQw8nVr0cS7yXZcGCBdx9991kZGSQk5NDaWnpsPLbYwkEAvz2t78lGAw6M0BSU1PHPUMjnng5WgKoiIicW1M+iLAxwFVAjjHmSeBRor0oucD/A6yYxCaOKj7bYTzrPiTOZoj3YCTehCORCJWVlTQ2Njrf8uH3PRBdXV243W62bt1Ke3s7mZmZZGdnk5WVRWlp6bDFreK9H263e9hUz/b2dpqamujv7z+pByEeNAwMDLBv3z7q6+ud3o54MatoIqchLS0Nl8s14oJaibZs2cLrr7/uzDAZr3jw0NTURENDA21tbad1vIiInB1TPogAMMa4rbUB4ErgYuANa+0D1to/AxqBDZPawDEkUy8hfkxaWhqBQID+/n727dtHWloaS5cu5ZZbbqG8vJzjx48TCoUoLCwkNzeX3bt38+6773Lo0CFcLhdutxuvN3ojr6mpGXGqZGKvQV5eHtnZ2SOukdHX18fx48d5++232bt3r5M3EW9rTk4OnZ2d7Ny5k56eHiKRCAMDA6O+x8HBQUpKSrjiiiu46qqrhr0+1gqj4XCYffv2OdU3z8fiVCIiF4rzIifCWjsUDySMMYuBcEJOxGFgiTEmxVo75fq14930MPI00ZFeC4fD9Pb2EgqFaG9vp7Ozk87OTnJzcykuLqa4uJihoSGqq6tpb29n0aJFdHZ2UlRUREVFBQsXLowNn1iMcTE0NMTx48ed6aiRSMTpafB4PGRkZODxeOjv78fr9TIwMDBsOMFay+DgIKFQiNTUVLxeLwUFBfh8PgKBAOnp6cyaNYu2tjY6Oztpa2tzgqD4ME5iXkMkEuHAgQO0tLSwfPlyZwgHoK6ujqqqKowxlJeXn/T5tLW1MTAwgNfrZcaMGSpMJSIyic6LIAKcQMJYa52v08aYu4HPAhvOdQBxLpP7Tjx3a2srx44do6ioyJndkZ6eTklJCV1dXUA0KTE/P9+p/9Dd3U1+fj6lpaX09/fH8gQMxsDs2bOBaD5EvE5E/JrGGFJTU6mqqsLj8ZCZmUlqaiqtra3k5OQwMDBAIBCgt7cXYwwlJSXMmjWLwsJCgsGgs19PTw+LFy92fu/t7eXQoUN0d3fT3d3tJEmWlpYyMDBAVlYWEJ3Z4nK5nPYUFxfT1tZGYWHhsNkqcfFeh3jipZIuRUQmz5QLIowxHwCyrLW/PnFbfDaGMSYVWADcAtxhrR19QYjzUHw1y5SUFMrKyoBoj0Z6ejper5f09HTnhp6dnU04HKa/vx+IVqlsb2+PDV8MkpKSQkdHBzNnzmRwcJD09HRnqOHo0aOUlpayZ88eqqojycnOAAAgAElEQVSq6OnpYe3atU7Bqa6uLhobGyksLCQvLw+v10tKSooz0yOuoaGB5uZmampquPzyywmFQoRCId577z12795Na2srbreblStXcvPNN1NQUEA4HKaiomLYKp4APT09eDweWltbsdZSW1vL5Zdf7uSAxPM5RERk8k2pIMIYcxXwNBAyxristY+NsmuutXa/MeYT1treCWziORWfxhkKhYBo131TUxNZWVm43W5mzpzpLIJlrXUKUvX399PV1UUoFMLlctHZ2UlfXx+9vV4GB0McORIthlVQUEBPTw/BYJCGhgZ27NjhLMcdCAQ4ePAg2dnZrFu3zil0tWvXLtatW8eiRYvo6OgYllcRiUTIz88nJyeHtrY26urqyM7OpqioiIKCAq644gpnSmkoFCI/Px+fz+cU2IpEIsybN29Yb0J8FdLc3Fy2bNnCrl27cLvdw/ImRERkaphSQQQwC/ggEAD+PRZI/HtiTQhjzCLgi8aYv56KAcSpCkzFp2/GEy0Tp3LGZ1oUFhZSUVFBZWUlBw4cICMjg0WLFlFQUMChQ4fwer3OUEf8xh7/WVBQwMKFCwkEAoSPVRMIBDh8uIvS0lJ6enqora2lv7+fgYEBjDG4XC48Hg9FRUUcOnSIwcFB+vv76e/vp76+ns7OTrq6uqipqcHtduPxeOjp6aG5uZmBgQHmzJmDy+Vi1qxZBINBcnNzyczMxOfz4ff7SUtLcwKDePluwCmIFS+iFS+S5Xa7naGSuXPn0tjYeFJBLBERmRqmRBBhjFkG+IE3gT5rbXMs3+GnsUDil7H90qy1lcaYL1trz92a22fgVAWmgsEgXV1d9Pb24vP56O2NxkHx8tMQ/Tbe19dHcXExHo+HmTNnkpeXR1tbG7t27SIlJYVVq1bR2tpKc3MzpaWllJSUON3/CxcuZOHChbhfrSc11UNRUS41NTVkZWWRl5fHa6+9xquvvsqrr77qlO2G6DodxcXFlJSU4HK5KCgowOVykZqaSmVlJevXryc3N9eZXrlv3z4AKioq8Hg8pKSkOGtt9PT00NLSQktLC5FIhIyMDHp6evB6vbhcLhYvXuxMf21oaODw4cPk5eU5yZKBQIC8vDzWr1+Pz+djcHDQWfBLCZUiIlPDpAcRsRyIfwCOAQb4cwBr7UvGmP8N/MQY0wJkApcaY75mre2ctAafQryHYbQpnfHAob+/n56eHgoLC53xfrfbTX5+Ps3NzfT29uJ2u1mxYgWZmZlOIai5c+cSCoXIzs4mNzcXj8eDtZZZs2Zx+PBhuru76ezsJBQKEYlYfD4fx44d4+jRo+zfv59XXnmFvr4+vF4v73vf+7j33nvJzMx0AoOmpiZaWlqcoYyenh42bdoERHM1Fi5cSFlZGV6vl/b2dqqrq/mzP/szfD4fkUjEWaYcor0ybrd72GcRr5eRlZWF3+8nPT2d+vp69uzZw/79+/nQhz7EqlWrnN6JlJQUenp6aG9vd1YydbvdyosQEZkCJjWIMMZcBzwI3G6tfdMY819ABVBnjEm11r5gjPkQ8A7QDNxorR279OM4jFUt+8Rs//jwRFpaGgMDA6cs5RwvGpV4nROvV1hYSFVVFd3d3WRkZJCRkUE4HGZoaIhDhw5RU1ODx+NxZiDEp3q2t7c7ZbADgQC1tbXOIlVvvfUWzc3NHDx4kOrqaiKRCCkrP0ooFOKRR/4WiK5FsWHDBtatW8e11147YlXKnp4ep/0QTdQ8cuQIhw4d4sCBA1RXV1NZWcmxY8cIh8Ns2bKF3bt3s2TJEm655RaKioo4ePAgq1atIj8/n4GBASorK6moqHAqavb39+PxeAiHwxhjmDVrFhs3bmRwcJDW1lYnwOrs7HQWBysoKHCKVxUUFDifqWZniIhMnsnuiWgG/iwWQMwAriBa6fqjwHbgEaJVKTuAG6y1+ya6gfHhiaGhIerr67nooovIzc097fMk3uyMMcyZMwe/3092draTFxHPPxgaGuLw4cOsXr2a48eP4/F4ePXVV7HWMmPGDKy1dHR08NRTT/Huu+9y+PBhp7plamoqs2fPprS0lIycHLxpadzx0EOsXbvWWUCru7t72Lobiay1JyU65ufnc/nll9PX10dOTg4AoVCIXbt2sXnzZjZv3szGjRvZuHEj8+bNo6SkhD/6oz/iM5/5DK+++io9PT1Ya1m8ePGwz6C/v5/9+/ezb98+AoEAOTk53HTTTWRmZuJyuZyeiHhQo9wIEZGpZVKDCGvtfmB/7NfPAD+21t5njLkT+IAx5n+AYmCdtfbgZLQx3hVfX19PS0sLeXl5eDwe3G439fX1zuyGuHA47CyjDdEZFvGeg/b2dubMmeMcX1xcTGdnJzU1NRQUFJCTk4Pf72f//v3U1taSlpbG4sWLeemll3jhhRfo6+vD4/Gwf/9+KisrneGQDRs28KEPfYhFixZRXFyMy+UiEonw95veAWDDR1ee9c/F4/Fw5ZVXcuWVV/KNb3yDY8eO8dprr/Hcc8/xyiuvsHXrVnbu3Mkll1xCdnY2s2bNoqmpiVAo5BSZqqqq4u2332bGjBlcdtllrFmzhpSUFCe3QkREprbJ7olwWGu/m/D8Z8aYjwGZ1tpNk9gsZxplfFnq3Nxcuru7aWtro7q6moMHD7J+/Xqnqz0+fTGuoaGBQCBAS0sLra2tuFwuZ+XPoaEhamtrqampcWo3dHV1kZ+fT0ZGBl6vl7179zI0NMSBAwc4fPgw7e3t5OTk8KEPfYiPf/zjXHPNNbjdk//POHv2bO655x7uuecegsEgP/jBD7jvvvvYtm0bGzZsoKuri5aWFt58801nsa78/HwWLFhAcXExs2fPpr+/31kG/MRaFDB8ZouGMc5PZWVlo/7blZWVUVVVNbENEpEzMvl3H6LjF4nLehtj/hgoIjqMMSESexBGuinHl/2ORCJ4PB7y8vKoq6ujtbWVyspKli9fDgyvqBiXm5tLbm4uBQUFlJSUONMsjTHs27ePnJwcCgoKSE9PZ8aMGcyYMYMVK1bQ2NhIIBDggQceYO/evXz4wx/mtttu4w/+4A+IRCLDekCmEp/Px1e+8hXWr1/P7bffzqZNmygvLyc1NZXe3l5n1kldXZ0zI6Ovr4+2tjY6OjqceheJuRnWWlpaWpw6FYnb5PwxVpCgwFDk/DMlgoiEGhBpwO3A54GPW2ubJqoNiT0IM2bMGHW/xJvb+vXrqaysZNGiRc72eEXFSCRCX18fhYWFWGvxeDzMmzeP1tZWdu/e7Xyj7u/vJycnh6ysLBoaGqiqqqK4uJjCwkKGhob467/+a/bu3ctvfvMbbrzxRuc6p1pm+2zo6ekhLS0Nj8eT1PGXX345d9xxB/fddx9Hjx5l7ty5LF++nDVr1tDa2kpbWxvWRmeQ7Nmzh4qKCtxuN3l5eSclfQaDQYaGhk6a7TEVGGPuAe4BmDNnziS3RkRk4kyJICJBhOiqnB+Z6ByIkXoQTiUtLc3pgThRfHXMuHhtiNzcXC6++GL6+/uZMWMGR44ccW7U/f391NbWMjQ05Hybf+GFF/jxj388LIA4W6y1vPfeexw8eJC6ujpn8aumpibq6+vp7u4mLy+PO+64g7vuusuplnk6li9fjrWWcDjM4OAgqampBINBjh8/TmlpKenp6bz00kvO6qPLli1zhjsSJU6dnWrfWK21G4GNAKtXrx596o+IyAVmSgUR1tpB4L8n49rxHoSzcYMaHByksbGR/Px80tPTsdY6FRoHBwcpLS0FcIYkamtriUQi5OXlUVBQgNfr5Xvf+x5PP/00X/ziF/nMZz5zxm1K1NDQwNNPP82vf/1rKisrndfz8vIoKSmhrKyMtWvXUlJSwo4dO/j+97/PQw89xC233MLnP/95Kioqxn2teJDV2NjIqlWrSElJ4c0336SoqIjc3FyCwSB+v5+5c+eybNmyk5Yrj0Qi9Pf3OxUwrbXOwlyA83ysabciInJuTKkgYqKMFihYa0etIXE6SX21tbUcO3YMl8tFbm4ufX191NXVOcMa4XAYv99PX18ffr+f3Nxc/H4/fr+fJUuW8JOf/IRHH32Uj3zkI3zrW99yltNO1NHRMeYwQzAYZGAgugZHY2MjwWCQF154gd/85jf87ne/w1rLxRdfzFe/+lVWrlxJcXEx6enpHDt2bNhUyve///1s2LCBJ554gv/6r//i17/+Nddccw133XUXa9ascT6LcDg8Yt2J0tJSMjMzaW9vp6enh127dnH8+HGKi4tZtmwZhYWFdHd3c/311zu1OPLz8+nv76empsZZanz27NlkZmYOqwgKOM9HypGYaj0Wk6G8vJzq6uoRt8UXdxMRSda0DCKSkXjzOlVSX7ynIf6zsrKSF198kYyMDHp7eykpKcHj8TBjxgzS0tJYsmQJHR0dtLS08NJLL7Fx40auvPJKHn744TP6hh2JhDl+vJsvfemHvPDCCwSDQWbPns1tt93Grbfe6iwRfipz5szhi1/8Ih/72MfYvn07jz76KHfccQeXXnop//qv/zrm52GMYdmyZXR1dVFYWIjP5+Po0aMMDg7y1ltvcfHFF+N2u6mqqiIzM5Oenh6nSuWuXbucNg8ODlJRUeEEKokBy1TLkZhKqqurxyyuJiJyJhREjCBxpkZ8jYZTlbOOi0QihEIhysvLnQAgJyeH8vJyioqKnHLNXV1dTg/D4OAgx44d49ChQ9x3333MnDmTJ598csRv9qfS0tLCCy+8wPPPP09w/vuJRCwHX3qJP/zDP+SWW25h9erVHDly5LRyP+Kys7O59957ufvuu/mP//gPvv3tb/M3f/M3/OhHPxrzuOXLl/P444+zd+9eFi1axLp16xgcHGTZsmXk5OQQiURobm5m586dtLW10dPTw+rVq1m4cCHNzc14vV6amppIT08nKyuL/Px8pxaGiIhMHgURI0icqRG/6SeWs4bRhzcSEyrj+xcWFlJaWsrQ0BCBQICSkhJycnJITU2ls7OT/v5+UlJSePzxxwmFQjz11FMUFhYyMDAw7jbX1NTwox/9iE2bNjE4OMjs2bNZuaaInJxcfr5t21mdDpqWlsYnP/lJQqEQ3/ve9/jc5z7Hd77znVH3X7lyJRs3buTZZ5+ltLSUtLQ0LrroIgoLCwGYOXMmQ0NDeL1eLrroIme9kKysLHbs2MHq1auZPXs2Ho+H+vp6gsEgZWVlI37WIiIycaZlNlokEqG3t3fUb7IFBQXMnDlzzG/r8eGN+IJScenp6WRkZBCJRJxHfAGsqqoqBgYGaGtrIysri/T0dAYGBigsLKSkpIS0tDTmzp07bMroeDzyyCNcffXVPPnkk3zyk5/kxRdf5KWXXmLOnDKysrLOWT2JP/mTP+FLX/oSmzdv5uMf/ziHDh0acb9PfOIT3HXXXWzdupUf/vCHNDU1DZt9MTAw4BTT6urqAmDv3r288sorHDp0iDfeeIOCggLy8/Pp6ekhHA7T3NzM0NAQGRkZw3qH4omX6sIXETn3pmUQMVoAEBefqTHWctM+n4+srCznBha/sVlrnSWu+/r6nOTJefPmcdlll+H1ennvvfc4fPgwTU1NtLW1UVtb6xwXr9g4HtZa7r//fv7+7/+eG264gTfeeIPvfve7VFRUnJWkwrE+I4j2ztx999088sgjtLe3c8011/Dss8+etF9aWhobN27kscce4+DBg2zYsIFNmzbR29tLb28vLpfLmRXS2dnJzp07efnllwkGg8yaNYu5c+cSDAZpbm4mEAiwZ88epwy5y+Ua9l5P9W8rIiJnz7QMIk4MAJIRH96I38DiQyBtbW3O2L3L5eLw4cMYYygrK3OmkBYUFJCRkYExhpycHIqLixkaGqKhoWHcQcTg4CCf+9zneOihh/j0pz/Nxo0bxyySNV5NTU08/vjj3Hvvvdx88818+MMf5pe//CX9/f2jHrN27VqefPJJ5s+fz8c+9jG+853vEA6HT9rvox/9KLt27aKiooINGzbwta99jSNHjlBZWUl7ezttbW10dXURDAYpLi5myZIl3HbbbaxevZrc3FzcbjcpKSl0dnbS0dFxUi8EnJ1/WxERGZ9RcyKMMZ8f60Br7T+f/eZMjPh6GKdjaGiIxsZG+vv7KSsrO2l6ZX5+vlMSO74kt8/no6qqivnz5zN37lyamprYvn07XV1deL1eJ6AwxhAIBKioqGDPnj0MDg5ijKG5uXnEEtyBQIA77riDHTt2cPfdd7NhwwZqampOam8oFM2pqK+vH7atsrLSmfYXiUSoqalh9+7d7N69m8bGRiBatfPaa6+lsbGRf/mXf+Gxxx7jxhtv5JZbbhlxxojL5eLhhx/m/vvv54EHHuD111/n/vvvdwpUlZeXA9FaFE8//bQTANXW1vLFL36Rvr4+MjIymDlzJmvWrKGpqQmPx4PH4yEtLc0JHOLVQMvLy51qoG1tbRw5coSLL76Y9PR0p55EfEijp6eHrVu3ctVVVzntMcY4y7yrzoSISHLGSqyMlye8CLgMeDr2+/8CfnsuGzVZxhoCaG9vZ/fu3fT19ZGSkuIsohWXkpJCZmYmzc3NbN++ncrKSq644gpmzJhBTk4Oxhg6OjrYtm0b7e3tpKWlcckll5CVlUV3dzeRSIQZM2YQDocJhUJkZGQ4K1qe2I477riDd999l69//et85CMfGbG9breb1NRo1fATczvipaZ7e3t54IEHqK2txRjDRRddxNy5c7nqqqvIy8tz9j927BjPPfccTz75JNu3b+dTn/oUq1atGvZ5BQIBvF4v3/zmN1m+fDkPPPAAGzZs4Ac/+AFz5swZtm96ejoPP/wwy5cv5+tf/zpHjhzhS1/6Ej09PVx99dX4fD48Hg/BYJD//M//ZM2aNZSWljJjxgyys7MpKSlxlgkPBoO89dZbHDp0CJfLxeWXX37SZ7F161a2bNkCROtexCVO2z3doFJERMYIIqy13wIwxrwArLLW9sR+/yYwqStrTob8/HynXPVo9RXiXek5OTksWrSI2bNnk5OT4/Qm5ObmsmbNGnbt2oXH4+Ho0aPs2rWL66+/nvz8fObOnQtEp3+OdFOrrq7m05/+NE1NTdx333184AMfSPr9hMNhHn74YRoaGrjzzjtZvXo1GRkZbNu2bVgAATB37lw++9nP8uabb7J9+3YeeOABFi9ezIYNG1iwYMGwfY0x3HrrrcydO5cvfOEL3H777fzTP/2T0xORuN+9997L4sWLufPOO/n85z/PRz/6URoaGti/fz9paWkcOHCAQ4cOEQwGuffee8nOzgbA6/UC0WAoPT2dyy67jLy8vFFLkF911VXDfsaNd9quiIiMbDx9uHOAUMLvIaD8nLRmCnO73ZSWlrJw4UI8Hg+RSIT29nb27NlDf38/g4ODVFdXU1dXR09PD0VFRc633KysLI4fP+7Uj4jPyjh48CBHjx7l9ddfx1rL4cOHAYZVZIwLBoPceuutdHV18fjjj7NmzZozej9PPPEE7733Hhs2bOC666475TdxYwwVFRX88z//M3fffTcNDQ189atfZc+ePSPuf+mll/Loo49SUFDAZz/7WXbt2jXifuvXr+fFF1+kqKiIn/70p7z55ps0NjbS1taG1+ulpKSE1atX097e7sx2SZxZ43K5KCws5Morrxy1rkZmZibvf//7T1r7Iz6spaEMEZHkjOd/z18CbxpjvmmM+QawHfjFuW3W1BaJRGhtbWXXrl389re/5dlnn+XIkSMcPXoUt9tNcXExfr/fWda6u7ubAwcOUFVVRUdHB+np6Xg8Hm6//XaWLFnCihUr+I//+A82bdrE/PnzmT9//knXfPHFF2lububHP/4xq1atOqP2b9++neeff57rr7+e66677rSOdbvd3HTTTTz44INkZ2fzzDPPjLrv7Nmz+bd/+zfcbjePPfbYqPvNnz+f119/nezsbDZv3kx5eTmRSITdu3eTl5dHZmYmnZ2dPP300zQ3N9PT00MwGCQSiRAIBAiFQjQ3NxMKhQgEAipCJSIyQU4ZRFhrvwvcCXQCXcCd1trvneuGTWV9fX0MDQ0xe/ZsvF4v7e3t9Pb2kpWVhd/vJxKJkJKSwowZMyguLnYW3Vq8eDHXX3898+bNw+/309PTw1VXXUVDQwMPP/wwoVCITZs2kZaWdtI1N2/eTGFhIWvXrj2jtu/cuZNNmzaxdOlSPvWpTyV9Hr/fz/XXX88777xDS0vLqPtlZWWxdu1ann322TFv7tnZ2dx+++288cYblJSUcNFFF1FSUsKiRYuoqKjgwIED7Ny5k3feeYfMzEx8Pp9TbKquro7Gxkbq6uro7u6ms7OTffv2DSvWFQqFOHr0KKFQaNQ2iIjI6TllEGGM+aW1dpe19sHY421jzC8nonFTwUiFqdLT08nJyWHOnDlUVFSwcuVKioqK8Hg8zo0rMzOToqIi9u7dy5EjRxgcHKSkpIRIJEJxcTGdnZ0MDQ3R1NTEN77xDTo7O3n22WdZtmzZSW0YGhritddeY/369WfU9V5XV8fnPvc58vLyuPfee8esgzEe119/PQAvv/zyKfdraGgYdUgj7jOf+QyDg4P84he/YPny5dx6661ceumlvP3226xYsYK1a9eybt06vF4vzc3NzmddUlJCVlYWs2bNIisri/r6evbt28fu3bt58803nQXQjhw5Ql1d3Rm9ZxER+b3xlL1emviLMSYFuPTcNGdinE41w3gGv7XWKa1sjMHn87Fv3z6am5spLS3lyJEjFBUV4fP5nATLUCjE4OAgXq+X/Px8UlNTycrKoqKigszMTCorK/n+979PQ0MDTzzxBPPnzx9WJ6KhoQGPx8M777xDd3c3l1xyCU1N0RkXR44ccRIMRxIOh+npyQJg165d9PX1cd999zEwMMCNN97Izp07Rzyuvb3dKfl9otzc3JNyIBYsWMDmzZtZsWLFsCqUicrKynC73TzxxBMnzWqBaKCWlpbGggULuOWWW/jxj39MeXk5a9as4d133+XAgQPMnj3bmbnR2tpKdXU1kUiEwsJCXC4X6enpDA0N4fP5WLRoEW63m/b2dvbt2wdES29DdIjFWqsVPkVEzoKx6kT8LfBVIN0YE8/0M0QTKzdOQNumhHjmfnp6unPjiUQiHD9+HGMMc+fOpb29nW3btrFkyRJuuOEGJ2iA6EwCr9eLz+djYGDAKZh08OBBHnnkEY4dO8Zjjz02YqJkZmYmfr+fXbt2ObkI8eRAr9c76k0biE1FjfZapKWl8YMf/ICGhga+9rWv8e6774661kRdXd2wpcATxYtAJXrf+97Hxo0bOXbsGDfddNOo7Vm3bh3/8z//wze/+c2TbuDhcNjpFXnooYd46623eOihh6ivr+eSSy7B5/PR3d1NR0cHhw4dYv78+aSlpREMBp3PemBggPT0dKy1zvBRvJ7H8uXL8Xg8IwYwIiKSvFH7xq2191trM4F/tNZmxR6Z1tp8a+3fTmAbJ0w8US+xpyJemTK+0uTQ0BDBYJDKykqOHj3qTNtcu3YtK1euxO/3U1xcjNvtdpIs4/UMWlpaOHDgAK+88gqPPfYYu3fv5l//9V+59tprx2zXa6+9xqpVq06aXTC+92R59NFH2blzJ3feeScrVqw47XOMZenSpeTk5LBt27Yx9/vgBz/IsWPHOHDgwJj75efn87Of/YwjR46wZcsWUlJSnM/++eef56WXXmLHjh3U1dXR1NREJBJxAgiXy0UgEODYsWNOj80VV1xx0qwNa+2Ya6eMJra/pnKIiMSM5z/EZ4wxfgBjzO3GmH82xpSd43ZNinii3kjrLrS3t1NbW8vbb7+N2+1m0aJFLF68mMLCQlpbW1m1apXT2wDRRL7Dhw9TX19Pd3c3fX19QPQG9txzz/HGG2/w85//fMxv7wBVVVXs37//tGdR1NbWcvToUQ4c2M8zzzzDjTfeOKzQ0qlYa2lubqajo2PM/VJSUlizZg0HDx4cdRgEokWejDH893//9ymvfc011/DlL3+Zbdu2sW3bNjIyMpg9e7YzqyUcDnP8+HGnMFd3dzeBQIDGxkY2b97M4ODgiCWx44LBIF1dXbS0tJxWIBH7uzizRBIRkQvIeIKIh4GgMeZi4EtANRfoFM/4mhcj3Xzy8/Ox1tLR0UFjYyPZ2dkUFBSwd+9eZ+2H+MqcEB0W2L9/P7W1tbjdbvLz8ykqKmLRokU8/fTT3HvvvXzsYx8bsz0dHR386Z/+KVlZWdx8882n9V7iy4rn5xfwla98hbvuumvcx7a1tfH666+zbds2tm/fztDQ0Jj7r1mzBmstzz///Kj7FBYWctFFF41aV+JEf/d3f4ff76epqYnLLruMWbNm4fP5WLFiBWVlZWRnZ7N06VLq6+upra0lFArxyiuv8Oabb1JTU+OsUzISn8+H2+12epXGK/Z3cfKiICIi09R4goiwjfbvfwh40Fr7IL8viT2hjDE3G2O+Z4z5oTGmwBhz2mtcd3d3c/To0REXiHK5XE6uwInDGikpKVx88cWUl5cTCoU4fvw41dXVBAIBAGbNmoXf73dmTxQXF5OWluYUNIp3uXd2dhKJRE653Hdvby9/8Rd/QUNDAz/96U+ZOXPmuN9jS0sLb731Frm5uRQXF3HppZeOayZGe3s7lZWVbN26lb6+PhYtWuRMjRxLXl4e8+bNY/PmzWMmrZaXl1NVVTWu9+B2u8nJycHlcpGamsqCBQuoqKigq6uLt956i6NHj/Lee+/x8ssvO+uRXHvttVxxxRWsX79+zMRJYwxFRUXk5OScVrXK2L/tSV0Xxph7jDE7jDE7Wltbx30+EZHz3XiCiO5YkuWngWdjszNO++Z9powxlwI/AbYBfuBHwB8aY7LHcazzn3xzczMvvvgibW1to+4/2nLS8QWhamtr6ejooKysjIKCAgoLC531LwKBAENDQxw4cIC33nqL9957j2PHjtHS0hNqxUIAACAASURBVEIgEHCqUo4VFAwODnLnnXeyf/9+HnzwQS699PQmwzz33HMA5ObmnWLPqO7ubl599VWeeuopAoEAS5cu5YYbbmDx4sUUFxdz+PBhBgcHxzzHpZdeSnV1NQcPHhx1n/LycmpqasY9hJCdnU1zczPN/z97Zx4fV1nv//czM5k1y2RfJ0mzd6VLaEOBLuy7iHgvO+LCxQLeewH9CSigF5R7Ua+oLKKoZVHhVlBUihSllFqgLbR0p0uaNM0+WSbJZCaZ5fn9MTmHSTJJpqElhT7v12teSeac85znnE7n+Z7v8vm2tuqKoAcOHCAYDJKfn09lZSULFiygpqYGl8uF0+lk8eLFw5qWSSnxer0MDAxQW1urX8fRVKuUUj4hpayWUlZnZmZ+5PEUCoXik0I8JZ5/G9rvBillixCiEHjo2E4rJhXAq1LKl4CXhBD/BlwIhIQQq/nQYzIKKeUTDFWUVFRUyLPOOmtUU6poxuqpIKXUKxfy8/MxGo0UFRXR399PWloaPp+P7u5uBgcHcbvdSClJTk4mPT2djo4OgsEg+/btAyArK4tAIEBra+uwhSwcDnPXXXfxj3/8gxUrVlBSUhLTE3D48GG6urpGvR8IBFi9ejXl5eUMDA4wMDjAli07h+3jdrv1xMNDhw7R3NyMEIK8vDySk5MJhUK6sWOz2QgEArzzzjssWrSIrVu3xrxnOTk5ujLlVVddNWp7YmIiGRkZ+P1+9uzZM6zKIxgMxqwWSUpKoq+vD7PZjNfrJSMjg6qqKlwulz5fl8uFx+NBSonVatV/avoe7e3tWCwWuru79Q6l06ZNG9dTcSQlwAqFQnEiE48RkQD8C3COEOL3wCop5VTkRLwNXCuEWCyl3CCl/LkQwkDEQ7JOSumZ4HggoqAYS1Y6GiHEmL0kzGYz06ZNIxgMUl9fT0JCAmlpaSQkJGA0GvWs/8LCQvr7+3E4HAwODmKxWPD7/XR3dwPgcrkwmUxYrdZhoYbvf//7/PnPf+b222/nrLPO0ptOjSQ7O5vc3NxR769Zs4a+vj6WL19OtyniMEpLHO6R8Hg8pKSk0NfXR1NTExkZGZSUlGA2m9mxY8eoa7fZbHR2dtLe3s5JJ50Ucz5SShYuXMjGjRu59dZbR4VPnE4n06dPB6Crq4vKykp9WyAQGNVaXTumtbWVUChEbW2t7n3YsWMHQgjd49Da2qqX2yYmJhIMBnVvUX9/P/n5+VRUVOBwOHQDRKFQKBQfnXhkr78jpZwJ3AzkAW8IIV475jMbjRt4DzhNCFE1NLfHiOhWfP3jmoQWsmhvb6e7u5tAIKAnU2rNoJxOJzk5OeTk5ODz+QgEAiQlJdHf36+3rM7Kyho19sqVK/nFL37Btddey4oVK454blJKXnrpJQoLC0d114xFU1MTBoOBsrKymIu4RnJyMlLKcasvINJMq6uri/fffz/m9qKiSFFPvHkRWpt0t9tNXV2dbvDMmTOH2bNn09/fr6tVRns2Ojo66O7uJikpibKyMoqKirBYLJSUlJCQ8LFH4hQKheJTy5EEhNuAFqADGL0CHkXE0KOiiHpkHGpF/gegFLhECLFkaNNGIP4U+yNkpOy1VgZqt9vJz8+nsLCQUCjEwYMH9b4M/f39uN1uEhMTcTqdZGZmEg6H9ZCH5vqPxuv18sMf/pClS5dyzz33TOpp+YMPPmDfvn1cfPHFEx4/ODhIe3u7rmkxHgkJCdhsNpqbm/VE0licfPLJOByOMWWwtRBQfX39xBdDxBPR3d1NaWkpJSUl5Obm6kmWfr+fAwcOsHHjRkwmEx6PB4/Ho1fO5OXlUVpaSm5u7keW91YoFApFbOLpnfFVIcRa4O9ABvAVKeXRVSwajWakmIbmYASQUm4hklxpBe4dCq/cAfz5WE1ES7LUdB60MtCkpCT96VdrDLVnzx49sTIxMRGTyURvby8HDx6koaGBvr4+tmzZQnl5+ajztLe362GIyS5669atIyEhQe9pMR6Dg4PDpLwnIjk5mXA4PG7ipNlsZs6cOXrex0gSEhKYPXs2q1atoq+vb8JzpqSk4PF4MBqNzJ07l7y8PMxmM4cPH8bn8+nGgt1up6mpiTfeeIN9+/bh8XjIysqKeR81T5Lq9Hn8UVRUhBAi5qu4uHiqp6dQKGIQjyeiCPgPKeVMKeW9Uspdx3JCQogLgReFEE8A3xFCFEspQ0IIkxBCDBkSPwCuB34LnCal3H6s5qP1wYgOWdhsNrxeL729vbS3t+P3+5FS6q5yzfswMDBAb2+v3hL8kUceYc+ePTE1G4qKinC5XBM2sxqPLVu2MHPmzLjKFh0OBzabjdbW1rjGNplMJCQk0NDQMOF+4yUmfuc736G5uZlf/OIXE57T6XQSCoWQUuL3+xkcHGT37t28+uqr7N+/n8LCQkpKSjCZTOzatYvm5mYsFouu6aEZC9GGw3iCYhBJ8tTyMBQfL3V1dUgpY77i9V4pFIqPl3hyIr4ppYydkn+UEUKUAj8F7gSeBrzAc0KIcillkA/na5dSHpZSviSlPHQs5xSrFNDn8+mlh1arlYKCApYuXUpBQQEOhwOLxUJDQwNJSUmkpqZiMpk4fPgwTz/9NDU1NVxxxRWxrp3LLruMdevWjfkkPx7d3d0cPHiQefPmxbW/EILs7Gx6e3vHDVFE75+cnExDQ8NHql5YsGABZ599Nk8++eSE3ojU1FQAtm/fjsfjoa+vD4/Hg8/nIzMzU0+QTU5OZubMmSxatAiz2ayLSGkeJM1w8Pl82Gw2vRdHLBGttrY29u/fP257c4VCoVBEiKc64+Okg0gZ5xtD+RDrgQDwlBDiCillvRBiNnC5EOJBwD9WWedkGG+ocDis5xlYrdZhiXya4aB5ADo6Oujq6iIUCpGbm4vH4+HFF1+kvb2d559/Xg+NQKRSQUtq/MxnPsPjjz/OY489xn333UdbW9uwfaPR5LQ1tDbbqampfPDBB+zatQtvTqQJ2K7a4c4jv99PIBDAZDIhhKCurk6/Hq25WCzS0tKor69n06ZNo8Ig2dnZ1NXV0d/fTyAQGJU8Ge0dueyyy1izZg0//vGPufLKKzEYDCQnJ486n3bMhg0b+NKXvkRWVhbBYFAXnhoYGKChoYFwOIzT6aSzs5O6ujoGBwcpKCggMTFxWN8MrYma3++npaUFg8EwqqGY3W4fVzJboVAoFB9yXBgRQoiZRPItWoD5Qog7pJQ/GNr2A8ACXAf8FxHvxE+llLFX10kQDofp7+/HbrePmZCoxWYhol6pNcMKh8MYDAasVitCCL2Xg81mw+fz0djYyLvvvsuf/vQnrr/++lHCUdnZ2XpL79zcXK666iqeffZZvvvd71JcXDxmqWlbWxvRwkYvvfQSDoeDmpoajEYj3d3d9BAZV6uK0Dh06JCudxEMBmlubqa6uhqj0cjKlSvHvE/aghsMBkctvg6Hg9LSUj0XZGQZbfSiXF1dzaJFi3j++ee5+uqrsVqto5pkRZ9v9uzZZGdn88EHH9DT08O0adPIzs7G5/NhtVp170N5ebnuVTl06BAlJSV6iWy00aNphERrhUgp6e/vJzExkbKysnE/CwqFQqGIMOUdCYUQ5wO/A24n0pvjm8ANQohbAKSUYSIVGHlDf9dKKceWm5wEYylUxoMmlR0IBNi1axe1tbUcOnSIYDBIOBymoaGB119/ncTERO65554Jx7vpppsIBoNx5QxoSCl5//33mTVr1hEnZZaVlelP9BNhsViwWCy6UNVH4Ytf/CKdnZ289NJLY+6jtTpPSEigpaWFHTt2sHPnTrq6uujr62Pjxo3Y7XaCwSAej4fOzk7KysooKCiguLiYjIwMAoHAMKVKiBiBWndVDe0z4Pf7h8mXKxQKhWJspvSbUgixDHgY+LKU8hIiVRm9RLwO/ymE+NpQWCMXqBBCJIlj8HioJU9+FBf2gQMH2L17N/39/eTk5FBaWsqOHTtYuXIla9eu5e677yYeSeTi4mIuvPBCVq5cGbdR09LSgtvtnlSb77y8PBwOB3v37p1wXy2PQlN+HGufeJg/fz7z5s1j5cqVY0pqp6VFRLK6urrIy8tj1qxZFBYWEgwGefXVV1m3bh1vvfUWZrOZ1NRUvUmX3+8nPT0do9FIQ0MD+/fvn9BIOhqfAYVCoTjRmOrHrVbg36SUG4UQOcAC4NvA5cDzwJXAz4H/R6RCpPdo5kBoaMmTR2KfaE+4WpJlUVER06dPp6CggHA4zODgIBkZGRw+fBiTycTVV18d99hf/vKX6enpYdOmTXHtry3q40l5j4UQgoKCAlpbW+NKmLRYLPT19Y25bzAYjNsbctZZZ9HW1jam+JSWeHno0CFaW1spKyvD5XLhcrmYO3cuxcXFzJkzB6fTSUZGBiaTic7OTnbt2qUbDS6XSz9uPIQQOBwOFcJQKBSKI2BKjQgp5W4p5etDf34JeHTII1FLpMnWdcDXgNOPZRnnSEKhkF7mp5UKjlw0tSfcbdu20dTUhNfrZcaMGXo5oc/nY9myZdxyyy0Eg0F+/etfx31+rcNnvB0hZ86cSWJi4qTLQ3t7e3E6nRMuoIFAgAMHDlBRUTHmvq2trXF5XABef/11XRQqFr///e8xGAwkJSWxadMm3n77bdra2giFQrqUdUpKCn6/n82bN9PV1UVaWhpZWVm6F8NkMsUlqKVQKBSKI2eqPRE6UsoHpJT3D/3+CyINt5KllP6jnQMxEW63m6amJtxu9yixKQ3tCXfWrFmkpKTgdDoJh8PYbDaKioqw2Wy89957XH/99Zx55pn88Ic/HFZNMR6pqamYzeZxO41GY7FYOPPMM9m0aRMdHR1HdK1SSjo6OkhPT59w3/b2dqSUzJ07d8x9WltbycnJmXCsuro6Nm/ezKWXXhoz/yAUCvG73/2Os88+m6SkJHJycvSS2czMTNavX8/27dvZtm0btbW1NDQ00NjYSEpKClVVVfj9fkKh0EfKd/kkUFxcPKZAkxBiVFKtQqFQHE2OCyNiZJ6DEOJzQCbQOBXzycjIIC8vj4yMjFFiUxoJCQkUFxfT19eHxWIhEAjg8/no7e3F7/fz3nvvsX79el588UVuuOEGOjs7eeSRR+I6v5Z7EK8RAXDuuecipeTVV189omvt6+tjYGAgLiOiq6uL8vJyvTJlJNqCHY8R8eKLL2I0Grn44otjbl+7di2NjY3k5eXp5aiFhYWUlpbS1tamd0vNyMggKyuLOXPmUFFRgcFgwO/309raitvtHjPXIdrb9Emmvr5+TIEmKWXcfUoUCoViMhwXPl4tz0EIYQGuAW4D/lVK+dHLACaBlr2v4XA4CIVCNDc3Y7fbSUpKwmAw4PP5CAaDmEwm3chob2+nvr6eLVu26GWDpaWlfPazn+WnP/0pN99887DcBbPZHDOHIDc3l87OzjHzC9LT04c18crKyuKUU07h73//O1/96lexWq0YBiM2otVsHXas1+uls7MTQG+qlZCQQGdnJ+Xl5aPKNwEOHjxIY2MjZ599th4qiEYIoXtB8vLyRjW6ip6r3+/n5Zdf5rzzztNDQCOv89lnn8XpdDJv3jySk5Opqqqis7OTQCCAEAKz2Uxpaane4Mxms+khC80gysjI0PNdRqJ5m4C4jB6FQqFQjOa48EREEQaagcuklDumejLRuN1u9u/fz44dO2htbdVDF5rENaArKWpVAy0tLSQmJlJZWckdd9yB1+vlBz/4QVzny8nJOSJPBEREnLq6unjjjTfiPqa7u3tMsSeNQCBAc3Mzubm5MQ0IDa30c6JF+eWXX6a7u3vMZFOPx8Of/vQnFi9eTEpKCnPnzqWjo4PGxkb936Cnp4eEhARycnJ0Y+3QoUOEw+G48iCivU0KhUKhmBzHlREhpQxIKV+WUo7d5enYzyFmImVGRga5ublYrVZ6e3vx+Xy6RoTmlejt7aW+vp7p06fjcrkwm810dnbS0dGB1Wrloosu4rHHHqOxceIozWSMiJNPPpmCggJeeOGFuI/RWmaPp4vQ2NhIOBxm2rRp446lVYnk5uaOu9+zzz7LtGnTWLx4ccztf/jDH/D5fFxxxRXk5OToqpR9fX10dHRw4MABPZThcDiYP38+mZmZJCQkjKnwCcM7sppMppjdVBUKhUIRP+obdAhNtTJ6oTEYDLpyocFgoKSkRFdEHJkjof2dmpqK3W7n7LPPZufOnbqa4rp161i+fDmrV6/m2muvZdWqVeM+1RcUFOD1evnrX//KhRdeGNc1GAwGPWxy4MABcBVPeIzX68Xv9/Paa6+RlJSkazZoDbpaWlpobGzUF+yxCIVCrF+/HofDoatExuKPf/wjmzdv5u67745Z4fHee+9x//33U1VVxXnnncc777zDwYMHCQQCDA4OEg6Hyc7OJjs7m5KSEl2QSvMGxVK+1NByNoAxlUAVCoVCET/HlSdiKoleYDTX/sisfq3cMNaTu+aVsFgsFBcXk5KSwoIFC7BarYTDYcxmM2lpadx3331s2rSJpUuXcvDgwTHnc8011zBv3jzuvvtunnjiibibXl1yySXk5uby4osvxnVMdXU1lZWVpKWl4fP56O7uZt++fWzdupW33nqLgwcP4nQ6xyzDhIj35o9//CNbt25lxYoVY5Z/vvrqq9x2223U1NRw3XXXjdre0tLCueeei9Fo5IEHHsBqtTJz5kymT5+O3W6nvb2dYDBIIBDg0KFDDAwM6F4gTVPC4/Gwf//+mAJWSlBKoVAoji7KEzGEtrBongcppe6JGEkoFMLtdpORkYHRaNS9F/Bhjwafz8fBgwfZtm0b+fn5zJgxQ9dQuOKKK/jzn//MkiVLWLlyJSeffPKocyQnJ/OjH/2IH/zgBzz66KM0NTVx9913j0pYHInVauW2227j61//Oh5PN05n6rj7p6am6t0yAXbv3k1ycjL9/f34/X5SUlLGFeKSUvLKK6+wc+dObrzxRi644IKY+61fv56bb76Z2bNn8+STT+r9QqK599578fl8PP744wSDQfbv3095eTnp6el6s6y+vj7efPNNmpqaSEtL4+KLL9a9D+FwmN27d+tCU+Xl5cPGHyvJUqFQKBSTQxkRQ2ieBA1NwXAkAwMDbNiwQV+4srOz8Xq91NfXY7Va9XyA3t5e8vLyCIfDpKSk0N/fT3d3N8XFxQwMDJCYmMjLL7/MZZddxhNPPMH5558/6lxms5n777+f/Px8nnjiCdra2nj44YcnNCRqamqYM2cOXV3dOByJYI7/PgghsNvtcT+tr1u3js2bN3PKKadw5ZVXxtxnx44dfOMb36CkpISVK1fGXMjfe+89Vq5cyeWXX64LdmmiXSaTib6+PqZPn46UkqSkJPbt28eMGTP09t4QCWVoypTxlKyOJLoR25H0zhBC3AjcCFBYWHjE51UoFIpPKsqIOEL27t1LY2Mj+fn5wzL7ExIS8Pv9uoGgNYbSEvcSExOZO3cuKSkpJCcnk5+fz7Jly/je977H9ddfzwMPPMAXv/jFYefy+/0YDAZuuOEG0tLSePDBB3nwwQe544476OjoGLPnBMCiRYt4Pxzp9tlkaRrmSRgYGBgzaTMUCtHb2xtzm8lkGnbc9u3bWb9+PVVVVZxyyil0d3ePOubgwYN861vfIjs7myeffBKbzcbAwMCwfcLhMLfddhsZGRncfPPNBINBHA4HTqeTgYEBWlpa8Hq9CCHIzMzUQxx+vx+r1YrX66W1tZXs7Gzy8vJIS0vDYrGMG86J5VmJDmmNl/8xEinlE8ATANXV1Uddll2hUCiOV5QREcV4ss/aNk2SuqKiYpiBYLFY6OzspKmpiaKiIvr6+nj//fcZGBigoKAAp9NJTk4ODocDo9GIzWYjNzeX+fPn85//+Z/ceeedtLe38/3vf19/Cj7ppJN0/YSqqir6+vr42c9+xtKlS5k9e3bMkICG3W6ndVM3TU3NCKtg2bJl+rZgMDhmGWZTUxOzZ8+Oua2np4f58+cTCoV44YUXWL9+Paeeeirf/va3CQQCzJo1a9j+Bw4c4IEHHsDpdPLKK6+M2b/i+eef56233uIrX/kKvb29TJs2TdeA8Hq95Obm6tUYWvhocHAQu92O0WjE7/fzwQcfkJKSQlJSEg6Hg2AwSGtrq35MPESHtBQKhUIxMSqx8gixWq3MmTNn2AJuMBgoKChg2rRp+kLpdrtJSEggLy+PkpIS3TAwGAwMDg7i8Xiora0lLy+P3/zmN1x99dX86Ec/4qqrrhpTovnee+9l+fLl3HHHHezatWvCuaampmG32/j1r38dt+T2ROzdu5dbb72VJ554glNOOYW77ror5iJ9+PBhrrnmGoQQPPPMM2MaEP39/Xz7299m7ty5XHTRRdTX19PX14fZbGZgYID29nY8Ho+u+xAOh2lvb6e7uxu/3w9EDJ/29nZdPAoiol979uxhx44dcatSTqYRm0KhUJzIKCNiDKJLPeNB0x1ISUnB4XBQVFTEtGnT6OnpwePxDCuRTE9P1xfJ7u5uLBYLX//617ntttt44YUXuOyyy2K64k0mE08++SR5eXl8+9vfnrC9tRCCvLx8vF4vd911F+vWrZu0zHNzczPPPfcct956Kx0dHXzrW9/iO9/5Dmbz6ISLxsZGrr32Wnw+H0899dS4+hI///nPOXz4MPfccw9Lly6luroal8vF4cOH8Xq9DAwMEA6Hqa2txePx6CWpXV1dJCQkEA6HKSgoYN68eZSVldHa2kowGMRutxMKhejo6GDz5s3jhn7G4tMija1QKBTHCmVEjMFkGjcNDAywa9cuAoEAKSkpHD58mNdff53Vq1fT3d1Ne3s7fX197NixA4fDQUZGBsFgkMOHD+N2u1m4cCHLli3j73//O2vWrIl5jtTUVH73u98RCoW4+eabJzQkrFYrd955JwA/+tGPWLFiBTt27Ih7Ua2rq+Pxxx/nu9/9Ltu3b+ezn/0sTz75JEuXLh31xD4wMMAjjzzC2WefTWtrK7/61a+YPn36uOP/5S9/YcGCBSxatAiDwcCMGTNwu91s27aNd955h97eXjo7O2lpaaG+vh6IKGh2dXVx6NAhvF4vg4ODlJWV0dfXR1NTEx0dHSQmJrJgwQJsNhudnZ3j3qexDMboRmyKqaWoqGjMJmPFxcVTPT2F4oRF5USMQaz4+ETZ+wcOHGD37t16zkF5eTkHDhwgLS2Nrq4u3RVfV1dHeno6VVVVevVGeno6breboqIiioqKuPfee1m9enXMuVVVVfHDH/6Q22+/nVtuuYVHH32U/Pz8Ma9lwYIFzJs3j40bN/KHP/yBtWvXsnnzZk499VROPvlkrFarnmy5b98+6urqaGlpobm5mebmZmw2GxdccAHV1dWcfvrpMc+xefNmbr31Vurq6jjvvPO4++67KSgoGPceezweNm3axOWXX47BYNCrLPLzI96T9vZ2srKyyM/P15Mo+/r6SE1Nxe12EwwGCQaD+Hw+MjIy9IoMrSQ0JSWF6upqGhoaxgynwNgiVFrirJLGnnrGaySmwk8KxdShjIgxiKUpMNZi09/fz44dO3RBpsTERFpaWsjKyuKSSy6hrq6O0tJS3G43ycnJJCcnY7FY2LBhA9XV1SQmJtLZ2Ulvby+JiYksWbKEp59+mr/97W9jqlWWlpbyk5/8hFtvvZVbbrmFRx55hLy8vHGvp6amhkWLFrFy5Uq2b9/O3/72N/72t7+RmJio61xA5Es5IyODnJwcFi9ezGmnnYbVao2ZV9HU1MRjjz3G22+/TUlJCU899dSYhsZItPBKIBDgnXfe4dxzz6W7uxuj0cjevXs5cOAABQUFZGZm4nQ66evr07U2ioqKsNvt9Pf34/F4sNlsJCcnk5mZicFg0MNBCQkJlJSUjDuPsRIqRzZiUygUCsVwlBERxXglgaFQiJ6enpgaCtu2bWPHjki/sAULFhAKhTAYDLqL3O/309HRQWFhIT6fj5ycHB5++GH27NmD3+9HCKGXJObm5rJ8+XL++c9/8v3vf58zzjgjptejv78fl8vFQw89xB133MFNN93EF77wBc4880zMZjM9PT0Eg5GW3T09w0s209PTufzyy2lubqa+vp6Ojg7S0tJIS0vDYDCwYMGCYT0lBgcHGRwcxOfz6cmMfr+fVatW8cILL2Aymbj22mu5/fbbMZvNMftXDA4OjnpvzZo1OBwOFi9ejMfjoaGhQe9JYrfbSUtLIz09XS+XNZvNZGdn68aDyWTSjYZoI8dutyOljPsJVYlQKRQKxeRQRkScuN1uWlpayMvL0/s1aMyZMweAWbNmYTAYMBgMBAIB6urqcLlc5OXlkZKSogtYbd68GbvdTnp6OlJKtmzZQnFxMUuXLqWhoYFp06bxjW98g5tuuom1a9dy6aWXjprPggULMJvNzJ07l4qKClasWMFDDz3Er371K66//nr+5V/+hY2+SD7HkiXzhh07bdq0McWY2traxvRo+P1+kpKS+OUvf8njjz9OR0cHn//857nvvvtwOp0kJSWNef9iJWC+8cYbLFmyhOzsbBoaGuju7iY7OxspJSeffDLl5eU4HA4++OADEhMTMZvN5Obm6m2/w+Ewb775JgsXLtTfs9lsw+Llk0G5xxUKhSI+VGJlFGN18ITxW0fb7XYWLVo0rPmTy+WitLSU0tJSsrOz8fv9epLmzJkzWbx4MV//+tc599xzKSwsZHBwEJPJxLJly3A6nSxbtoyKigruv//+CStETjrpJNavX8+f/vQnFi1axP/+7/9y2mmnsW/ffnp7++LuuzEenZ2d/OQnP2HOnDk88MADzJ8/n1deeYWf//znE3btjEVdXR379+/X1Shra2t5//33aWlpob29HavVyuzZsxkYGKCjo4NgMEh2djY2m01XF3333Xd5++232bhx47COqvFwpNU3CoVCoRiNMiKiGK8iw2g0HlHraC0Wn5CQgM1mIykpNR2klQAAIABJREFUSVdX1BpLQaTaYvHixeTm5upCSm1tbWzatIkvfelL7Nq1i2eeeWbC8wkhOP3003nmmWd49913+cIXvkB3dzc7d+7kjDPO4Je//CUffPDBERsUg4ODPPzwwyxfvpwnn3yS5cuXs3btWp577jkWLlx4RGNF88c//hGI5HZkZmYyd+5cSkpK9I6pkXBMkPLyciorK6msrCQcDuslnBBpfb5w4UJmzJhxxMbAZKpvFAqFQjEcFc6IYrKKhVrVhvaUPJJQKER7eztOp1PPKbDb7Xi9XoLBIL29vYRCITZu3Mjs2bPx+/00NDRwyimnsHjxYv793/+diooKampq4ppPcXEx3/rWt/jvl/fjdrfD9nTuv/9+INLrY/78+ZxxxhksXrx4WPMtiKhZtrW10dHRQUtLCw8//DC7du3ioosu4itf+UrcSZPj8Yc//IG7776bJUuWcMkllzBnzhy9LLarq4u2tjbq6uowmUwUFhbqnhyt8kVrxmW326mpqdG1OLq6unC5XBP2FgGlTqlQKBRHA2VERDFW0y2NsUo8Y/VcCIfDenOonTt38uKLL3LRRReRmZlJeno6QghSU1NpamoiPT1d1yP44IMP9PwCu93OQw89xHXXXcfnP/95Xn/9dcrKyuK+HqMxstg+tGoVjY2NvPnmm7z55pusW7eO1atXI4Rg+vTpOBwOOjo66OzsHNX/Ii0tjUcffZSzzjpLN4Amg8/n46WXXmLlypW8/vrrnHLKKXzuc5/DYrFgNBoZGBhgYGAAh8OhGzZGo5GWlhYgkvzodDoxmUzD8jm0EFJzczO1tbUAE1ZjaOOpZEqFQqH4aHxijQghhJBHI9h/BIxV4qk9zUbnRPh8Ptra2mhra2Pr1q3s3r2btLQ0li9fjt1uJysri66uLnp7e7FYLGRkZFBQUKA/faempmKz2fR+GitWrOD888/n0Ucf5eyzzz7iuefn53PFFVdwxRVXUFdXR3NzMxs2bODtt98mHA5TVlZGWloaVquV4uJi0tPTSU9Pp7KyctyEyfGQUrJ161aefvppVq1aRXd3N0VFRdxyyy0kJyezZs0auru7MZvNDA4OYrFYSEhIoKCggISEBOrq6nA4HGRnZ5Oenk5ycvIob4+WC1FUVITBYBhXD0KhUCgUR5dPnBEhhJgppdz5cRsQMLYLXCtJhA/LRG02G21tbbrWwaJFizjnnHP0xVlKqf+0WCz09/czb948DAYDaWlppKamsn//fgYGBkhKSmLFihX8/ve/5zOf+Qz/+q//yje/+c1xBaYCgYA+l5HqlKFQiKqqKqqqqkZ1Do1VnaF13RwYGIhZqgmR3AktL8Hr9fLUU0/xzDPPsHPnTqxWK5WVlSxZsoRzzz2X7Oxs1q5di9FoJCEhgcLCQlpaWggEAhw+fJju7m4WLFhAcXGxbmBE3/dQKKSLT0X3JNESK7XrVlUWCoVCcWz5RBkRQohzgf8WQnxeSrnvWJ7L6/WyceNGFi5cqIcoxnOBj1ywhBDMnTsXu91OSUkJ1dXVMTtKOhwOLBaLXp4YDAY5dOgQHo+HvXv3UlpaSnl5OaFQiM997nM8/PDDPP3006xZs4YHH3yQ6667LuZimZSUhMXSCjBKOVLr3RELl8s1zKMSzeDg4JidQyPns7B69WpdubK6upp77rmHkpISduzYQWJiInl5edhsNmpqaigsLGT+/Pm0tbURCoVIT0+nra2Nnp4eWlpaKCkpoaGhga1btzJ37lzdy9DT08OePXuoqqrSQx+aRDVEKmncbjcZGRlxJ8IezxQXF+uS3yMpKir6mGejUCgUH/KJ+YYVQlwCfBO4WUq570jCGUKIG4EbAQoLC+M638aNG3n77bcBWL58+aTmbLFYmD17NlJKHA6H3lujoqICi8WCz+ejr6+PYDDIwMAAJpOJnTt3sn//frZt20YwGNSf1CsrK0lMTOSaa67h7LPP5qc//Sk33ngjv/3tb/nZz35GeXn5pOZ4tGhpaeHOO+/k+eefp6qqimeffZaysjJsNhuvv/46PT09lJSU6F6O6dOnk5ycjN/vJyUlBY/Hg9VqZfr06fT29uqGj8/no7+/f5iAVUdHB+3t7WRmZupGRLREdVtbG7W1tYTD4XFVPGFiKfPjgfr6+qNSpqtQKBRHm+PeiBAfPmZ/F+iVUv5TCJENXCuEyACeA/ZLKXvHGkNK+QTwBEB1dXVc38Za+eJHKWMcyZ49e9iyZQvhcJiTTjoJm82m6xVoFRHhcJhgMEhiYiJWq5Xy8nLC4TB2u51XXnmF7u5uZs2axTe+8Q1++ctf8uabb7JgwQJuvPFG7rjjDnJyco7afONBSslvfvMb7rrrLvr7+/niF7/IBRdcgM1m4+DBgxQXF3PppZdSUFDAkiVLdG+G0WgkMTGR5ORkpJRkZ2cTDocxmUy4XC59QS8uLtbf04iV/xAtUW2320lMTIyr8mKsPBeFQqFQTMzx+egVhRwCOBVwCiFWAc8QMYBSgX8H5hzt8zocDpYvXz5utcZEBAIBamtrdV2DgoICXC6X/pSt5VKkp6fjdDr1CoW9e/eSlpbGmWeeSWZmJk1NTaxZs4bOzk6MRiMFBQUIIbjkkkv41a9+xYUXXsivf/1rioqKqKmp4d5772XDhg3H/Om1vr6eiy++mBUrVjBr1ixWrVrFihUrSE9Pp7+/n/T0dIxGIxkZGVx66aWkpaWRlJREV1cXW7duxe/3I6Wkv7+fgYEB6urqSEhIGOYRiNbbGPneWKGK5ORkysrKSE5OnvAa7HY7ycnJqtRToVAoJsFx74kAEEKYpJReIUQNsBX4rZTywaFt3weuA/45lXOMRUNDA/v37wciZYepqanU1NSMyjnQVBsPHjzIrl272Lt3L06nk8rKSoxGIw0NDQQCAYLBIPPmzdM9FlVVVcycOZOqqioKCgpobGykpaWFhx56iAcffJCarzxEamoqTz+9iwULFlBeXh6XhsJE7Nmzh9/97nc8+uijAHzta1/joosuwmKx4HQ6OXjwIIcOHWJwcJCWlhZMJhPTpk0DIvLX27dvp7GxEZvNRmVlJe3t7XR0dPD+++9z2mmnTdg+fCK0Ut14EitVqadCoVBMnuPeiBjKfQhGGRLTgVBUTsR+YIYQwiilDE3xdIehudu1n1oFQSw0bYOFCxfywgsvYDab8Xq9pKWlkZ+fz86dO/W4f0pKCiaTidzcXBwOBx6PB6fTicPhoLq6mosuuohAIMCb3Ul4PB5uvPF2IPIEX1FRQWVlJTNnzmTGjBnMmDGDoqKiCRMQW1paeO6551i1ahXvvfceBoOBCy64gEWLFuF0Otm4cSMWi4XTTz+dyspKMjIyKCkpYe/evQwODnLgwAHMZrPe7Cs6/yEQCNDc3Exvb2/M5l0KhUKhOD45Lo2IIUNBAJ1SypYoQ0JIKYNR+30Z+Cpw3fFmQMCHbvdwOEw4HMbj8dDR0aEv2por32q1YjabqaqqIhwOk5KSwj/+8Q9SUlKoqakhOzubU089lZaWFmbOnInZbCYUCmE2m2loaCA/P58lS5boctGtra24XC7q94LBILjv1Vf561//yu7du2ltbWXz5s288MIL+jw1bYqioiIKCgooLS2luLiYoqIi9u3bx3PPPcfrr79OOBxm/vz53HTTTVx55ZXU19fr/SecTieDg4N66MHlcmGxWOjp6aGzsxOfz0dXVxeJiYnk5ORQU1ODz+fD6/XqSaVz5sxh5syZw8Iw4XD4uE141JhM4q5CoVB8GjjujIihMs6fAG8As4UQl0gp20fskwCUAZcCX5BS7jxK5z4aw8Qct7+/nz179tDW1obBYKCkpIT+/n76+vqGeSj8fj8Wi4VgMIjH42H37t0IIcjLyyMhIQGLxUJSUhJSSurr69mxYwdms5mamhoSEhL0nIqIYmYbQgiCQSvnnXceVVVV5OXl4XK5eOqpp9iwYQMpKSmUlZVRV1dHR0cHq1evxu12D5t/cXExX/va17jgggtISUmhqqqKv//977S3t+NyuaioqODFF1/k8OHDbNu2jYULF+LxeOjs7MRiseD1eunr66O5uRmHw8H06dOHddrUjKjp06djsVj082pt1O12u/5vEwgEaGho0OWtjwctiMkk7ioUCsWngePKiBBCVAI/Am6SUr4uhPgxIIUQDimll0giaAhIlVLuFkJcIaXsm8o5x4vNZqOqqorMzEw9vKHlRggh2LFjh14SedZZZ1FcXExBQQFutxuDwYDVatW7WA4MDHDgwAFcLhdOp5O6ujo8Hg+FhYWEw2EKCwvZtGkTFosFIT4Mf5SXl+Pz+UhISKCyshKPx8NNN92E1WpFSklnZycFBQWsW7eOpKQkNmzYgNFo5IILLmDatGnYbDaysrJob28nNzcXi8VCdXU1tbW1dHR00NTURFtbGwA7d+6kuLgYj8eDEIKUlBR8Ph8DAwPs3LkTIQQul4vs7GzMZrOe3BjtefD5fKPkxEfmmSgUCoVi6jiujAhgAHhjyIAoBq4BkoH5QohrpJQ7hgyN24UQ/3E8GxBaqELL+jcYDKSmpg5reKVVZ+zcuZNdu3YBMGvWLDIzM8nMzKSvr4/u7m6ampqwWq1kZWUBsGXLFl577TWWLVtGKBTC5/PR3NxMamoqbrebbdu2sWHDBvpSTsZsTiApKYmysjI8Hg8ul0vvXFldXU1vby+JiYm0trbS09OD2+3mpJNOYvfu3eTk5OB0OvF6vfT391NQUKCXoBYUFFBRUUFnZyfFxcVcdtlltLS0cN5557F7927q6uqwWq0sXLiQffv2YTAYqKio0DUfDAYDfr+fxMREpJQkJyfT09ODyWTSDQbNyIqunBiZZ6JQKBSKqeO4MCKEEGVEjIU2oFoI8RiRUMX/AD8gUsb5ZyFENXAY+IaU8rjs4awZD5r+A8TuFKk16LJarXpTrZHNtXp7e3n55Zc5//zzhzWdcrvddHV1cfDgQSorK5k2bRq5ubn09fXh9XqZPn06+/btoylswufzUVdXp3spBgYGaGxsJCkpCaPRyLRp0wiHw2RmZuJwOOjs7KSurg6/34/L5WLGjBnYbDZdm8HtduueCC0Z0263s2TJEj20oLU5Ly8vp7m5mZycHJqbm3E6naSnp+PxeHR56nA4jBBCNxhsNhuhUEhXnIwOZcCHeSYKhUKhmHqm3IgQQlwEfA/oBt4jokq5j4hX4idSyjDwv0KIuYBVStkxZZONA028SBNSGkt/YKSrftasWcCHctszZszghRde4K233sJutzN79mz92KVLl2I2mykqKiIpKYl58+YxODhIIBDA7Xbr4QKj0YjJlIDT6QQ+lKZOT08nLy+P+fPnYzAYCAaDNDY20tjYiNFoJBgM6mWWg4OD5OTkYDabGRgYoKenh9TUVAwGAy0tLWRkZIyqOLHZbMycOZM1a9boSZZaX4voHiOdnZ3U19dTUVGB2WzWx2ltbdUlrDXvi0a0gTFSQlyhUCgUHy9TakQIIRYT8TRcKaXcIoT4OXC1lPJLQogcIh6I/xZCXA3MBYLjDHdcEN2kS3uCjiX6pD15j+xF8fbbb/Pqq69y+PBhzjnnHPx+P5dffjkQSSpsbGwkPz+fuXPn0tLSQmpqKmazGbPZTE9PD0IIysrKSEpKoq7WRH+/l/T0dH2BdrvdtLW1YbVa8fl8pKWl0dvbS29vL16vF5/PRzAYpL6+HqvVis1mIy0tDZ/Px6uvvkpTUxM1NTUEg0Ha29sxmUykpqbqzbc0du7cSWNjo+55SEtLG2Z0dHR04Ha72b9/PxaLZZhsd7SE9Uiie2RoCpUKhUKhmBqm3BMBPCil3DL0+7eAJ4d+vwdYK4SYA5wE/IuUsnUqJngkaEJHE6FVZIw0MKZNm0ZBQQH5+fkkJiZy1VVX4XA48Hq9tLa2UldXB0TUL/1+Py0tLaSkpGC1WklMTKS4uBiI5Fb89dB6TCYTycnJGAwGvF4vwWCQtLQ0MjIySEtLo7Ozk7a2NnJzc0lKSiInJ0evCNG0HEwmE9u2bWPPnj10dHSwaNEiKioqyMjIiNlJNBwOU1xcTDgcJhAIsGfPHtxuNyaTic7OTrKysvSES6PRqGtiaG2+oyWsozuRNjQ0kJubC8Q2MBQKhULx8TLVRsQ7wA4AIYQRsAAuIUSelHKvEOJsYBDwSCnbpnCeEzJeqeGRlCG6XC49ByI5OVnvq2GxWEhLS0MIQUFBAUajkdbWVmprazEajcyaNQuDwaBLPYfDYYxGI3a7g/T0dFpaWrBarXqIRQsFRD/1CyHwer0kJSXR0tJCbm6u7lmZOXMmXV1dtLe3U1paitlsZtq0acNacWv09/fj8XioqqpicHAQo9HIjBkzaG9vJz09Xe9roWlldHZ26i3QxzLAGhoaOHDgAKCqMhTDKSoqGvP/WFFRkW54KxSKo8+UGhFDAlE9Q38KInkRnVLKJiHEdcAi4A4p5SdWxvBIu0QODg7icDgwm80YjUb8fj8ej4fU1FScTqde3aGpWXZ2duqS0n6/n/3795Odnc2aNWtoa7Pp4YSDBw+SmJhIaWnpsHlEP/Vr3o6EhARdT0LDZrORk5NDR0cHe/fu1UWVxvO6aFUgc+bMweFwkJKSom/Lzs5GSqkLcAUCgZgtyAcHB9m7d6/uYfm0VmWodt+TZzwj4XjQEVEoPs1MtSdCZ0iJsk8I0TDUD+McIkJSn1gDAo68S2R0TgWM9hRo2Gw2jEYjWVlZ9PX14XA42L9/P7t27WL9+vWsXbuWnqKzMJvNpKamkpmZidVq1cWcQqEQbW1t2O12kpKSMBgM2Gw23aDQEiGjKSsro7+/X08CjbXoa9epaVtoYlGxEEKQn5+P1+slPz8/ppG1d+9edu6MaIlFJ5d+2lDtvhUKxSeR48aIGGr5nQCcPvTzTCnlvqmd1UdnpFEwESNzKqI9BSP3c7lcehdQiCzywWCQhIQE7HY7f2tKJCkpiUAgAEBXVxdOp5PExETcbje1tbV6mebcuXP1DppabsJINCErGO6B0FQyKyoqhgSuPryGifJDuru7CQaDdHd3D7tOLQdC80BUVFRMeO8UCoVCEUEI8QCwBGgl0hqif6LtQogUYA0wA6iRUu6Y6DzHTVOCoY7fg8B/Aed/GgwI+LBL5HihDCklXq837idRTYvCYDCQnZ2tJ02azWZyc3MZGBjg1FNPJTs7C6PRiMViITExcZjnQGuQFQwG2bdvH1u3bsXr9dLT06M3wQqHw3i9Xr3yQsup0KSstfc1b8HevXuP+P5kZGSQl5dHWlrasDE1Zcr29nZmz549TA5boVAoFB8ihFg74u9ZQKmU8nTgNeCLcW7vBy4EVsV77uPGiIhi5dHqhfFJQQt5aDkE8e6vLfaa5oTP5yM9PV0v+wyFQvj9kSZX2dnZ5OXl6Z4Bo9FIbm4u1dXVlJeX63oMycnJurERPS58WFGi6UVo71dUVDBz5sxxvQVjGUpaSGZwcHDYmC6Xi7Kysk9tDoTixKW4uJjXXnttqqeBEOL7Qoj/+AjHVwohtggheoUQX4ux/TdCiPs/2iyPfB5CiI1CiJnH+rzHOacDq4d+Xw2cFs92KWVgZK+qiTjujAh5AgaG7Xb7uMJUY+1vs9kYHBzUKy8sFgsDAwO4XC7S0tKAD8WZYHSeQygUoru7m/nz55OVlYXD4cButxMKhfRQh9Vqpbm5WQ+JQCQXItrYsFgsE3oLJjKURo6pKVOaTCZCoRCtra2EQsddo1aFYsoQQtwihNgshBgQQvxmxLY0IcSLQgivEKJeCHHViO2ZwHXAz+MZbwy+AayVUiZJKX/y0a9o0oycxw+A707VZCa69zH27xvxCgkhfiqEsAghnhwao3fIUDo/zmmkAp6h3z1A2hFuj5vjJifiRCZebYno/TWDo7Gxkbq6OgwGgy44pRkkCQlmQqFIC/Le3t5h5Z+ahPVIZUgp5bBySoCDBw9iMBj0/ITo80spkVLi8/lGSVRHE50boslda8qTQgg9F8Pn843KyWhra6O2tpZwOKzrRCgUCpqA+4FzgZFZzo8QKY/PJiLU91chxPtRXt4vAC+PSFwfb7xYFAG/n/TsPyJCCNNQQv7IebwEPC6EyJVSNk/B1Ca698OQUuoZ90IIB5Echf8jsj43AEuBQ8AFwPNCiNlSyjohRCHw1NChc6NCGtcBXYBWDpcCdI447UTb4+a480ScaES3xJ7Mq6CgQBeoslqtelWEtt1oNOLz+ejv79ffMxgMeiOtrKwsfSEXQiClJCEhgaKiIlwuFy6Xi9LSUlwuFwaDIeYctLBH9DlivRwOh/67ZsBoXUqjx/H5fMPmarfbdW2JkWMqFOOhaUiM9dIM46li9+7dLFu2DKfTqfWc0eughRDzo9z0/yeEeC46PCClfEFK+UdgWCuAoYXoc8C3pZR9Usr1RBbWa6N2Ox94I/q4scaLhRDiH8By4GdDT88VQoh5Qoj3hub7HGCN2v8GIcSfo/7eL4R4PurvBiHEXCHEN4UQB4bG2CWE+OyI89YJIf6fEGIb4I01DymlH3iXSIXfx0qc9348LifSQ+pNKaVXSnmflLJOShmWUv4FOAgsAJBSHpJSLpNSLgO2ar9LKQ8B64kYgwz9/OeI80y0PW6UEfEJR3P7JyQk4Pf7CYfD+P1+fbvZnEBZWdmoHhSa/LXJZBrWg8LtduN2u0lJSSEhIWHY+GMRHY7RGo+NlMEeiZZQGa08OVZYJzk5mbKyMt2TolDES11dne4ti/UaS5vj4yAQCHDxxRdzzjnn0NbWxk9/+lOAEhGJ8ZuBF4HfEHE1/w747NijDaMCCEkpozOd3wei8wRmAx9Mdu5SyjOAN4Fbhp6k64A/Ak8Pzff/iCymGm8ApwshDEKIXCIVeKcCCCFKgERgG3CASLw+BfgO8MzQ/tFcSST5zzlyHlHXvJuI0vEohBB/EUJ0j/H6y2TvyRDx3PvxuB54KlZYXwiRPTT+hDmDUsrtQL0Q4k0iRsKvhsbIEUJ8Z6ztQ/u8TMQA+4UQ4gsTnUuFMz5FWK1W+vr6RvTjEGRnZ+t5BRkZGRgMhjH7U4zXt2Isor0MfX19celixCpd1SpZRjLW+580lKCUIpq3336bvr4+vvnNb2IwGDjjjDMgIrh3JfAPIt/PPxlaUF4QQmyMc+hEPox3a3iApKi/nUDvR7qA4dQQMQx+PDTfVUKI27SNUspaIUQvEfd+BfA3Ii74KuAUIk/eYSLGh8ZzQog7gYXAn6Le/4mUsmGC+fQCMWOfUsqLjuzSjoh47n1MhsITS4EvxdiWADxLpPBgz8jtQ96Ike/dGeO9FuDesbYPvX/BRHONRnkiPgUEAgFqa2vp6ekZ5YnQiA4fwIeL+MhOmGO9Hy9HmiR6IqEJSsV6KWnmqWG8cMexDnU0NTXpYcIoBoF8IA9oHPFEOtHCqdEHjHTbJTPcaOgijoUNQAhxtfgw6W/1GLvFmu9Ii/kNYBkRbYI3gLVEFs2lQ38jhLhOCLFV8wwAs4CRTzTx3IckIgbZUUMIsVYIIcd4rR/aLZ57PxbXAeullAdHnNdAxMMzCNzyES/jqKOMiE8BWiJkR0fHsAqHaGKFD44F8ehiKBTHC+OFO451qCMvL4+GhoaRoT8z0Ag0A/lieOJPvPXOewGTEKI86r2TGO4G30bEIzAhUspnh0IFiVLKsaoDYs23cMQ+mhFx+tDvbxBlRAghioBfEFko06WUTiK9lUYmP8VTwTedSBhhFEKI1WJ0RcRERhJD+QZijJdWQhnPvR+L64CVI+YqiDSlzAY+J6UMxDpwjOt8QAjxphBilRBi1FPdWNsnOm4k6pv+U4CW/FhUVBRTrho+uodhJEcqkHWisH379jGfbFXI4pPFsfZSLFq0CIfDwf/8z/8QCARYu3YtRMIMvwfeAkLALUIIkxDiM0Tc+jpD71sBI2AUQlhFpGLBC7wAfFcI4RBCnAp8hsjTrMbLRBbvCceL83LeAoLA14bGuWzkfIkYDcsBm5TyMJFchvOAdGAL4CBiILQPzecGIp6II0IIYSGSfLgm1nYp5flRRtHIV7wllDGJ897HmvNiIh6o/xux6TEiBtHF8ghaQIhJik1NdFzMc51oi4AQoh3wAu4pOH3GFJz3WJ3TQOTLJgTEyqKcimv9OM5bJKXMjH5DCHEjcOPQn5V8hIS1I2Sq7nE8qLmNzWwiiYi9RCoYioiUVAaAQSllCoAQohr4JVBGRBDICGyRUv7X0Pb7GIpvR/EdKeV9Qog0IslyZxOptvimlPK32k5CiAxgK1CuLU7jjRfrIkSkpPAZKeUvo+b7i6H5vjy02z4p5beijmkGXpFS3jD092agXVu8RUSK+atEvlOeImIMPB11jjrgy1LK16LGHDmPzwNXSikvizXvY00c9341kRyQ70W993PALqW8Nuq9IiKfkwEiBprGv0kpn51gDl8F+qWUK4fG+W8p5RUTbZ/ouJjnOtGMCIh8cKWU1SfCeU+ka53K804Fx/O1qrkdfYQQ7wCPSyl/fZTG+x7QJqX88dEY73hh6D59ScbR9+HTihDiLmCXlPKPQggn8LyU8pyJtk90XCxUdYZCoVAchwghlhLxarmBq4E5wCtHa3wp5V1Ha6zjCSnloqmew8eBECKH2D0uLmfyYlNHLEKlciIUCoXi+KSSSHKgB7gduFxOjQKj4jhEStkipTwtxquFyYtNHbEI1YnqiXjiBDrviXStU3neqeB4vlY1t4+IlPIJPiFzVRxfSCm3i0jPjTeJKGBeB7r34qtSyntjbR/ruPE4IXMiFAqFQqFQfHRUOEOhUCgUCsWkUEaEQqFQKBSKSXHC5URkZGTIqe7c93FxuMMLQEF6/G3GPyrhcJhQKITRaPxUqla+++677pE6EdGcSJ+vWHza//2PNeN9vk70z9ZHZSq+D48nJvrumiwnnBFRXFxPvePFAAAgAElEQVTM5s2bp3oaHwtff+otAB667pSP7ZzhcJj+/n7sdvunchERQoyrhXwifb5i8Wn/9z/WjPf5OtE/Wx+Vqfg+PJ6Y6LtrspxwRoTi2PJp6bipmBzq31+hOLFQjwoKhUKhUCgmhTIiFAqFQqFQTAplRCgUCoVCoZgUyohQKBQKhUIxKZQRoVAoFAqFYlIoI0KhUCgUCsWkUEaEQqFQKBSKSaGMCIVCoVAoFJNCGREKhUKhUCgmhTIiFFOO3+9n27Zt+P3+qZ7KCYO65wqF4migjAjFlLN371527NjB3r17p3oqJwzqnn/y2L59O0KImC/VmEsxVajeGYopp6KiYthPxbFH3fNPHoODg0gpY24TQnzMs1EoIigjQjHlWK1W5syZM9XTOKFQ91yhUBwNVDhDoVAoFArFpFBGhEKhUCgUikmhjAjFlKEqBKYOde8VCsXRQBkRiilDVQhMHereKxSKo4FKrFRMGapCYOpQ916hUBwNPtGeCCGEcarncKISDAZpaWkhGAxOegytQsBqtR7FmSni4Wje+6PxWVAoFJ9MPlGeCCHEWcBswCil/IGUMhTncTcCNwIUFhYewxmeOLjdbpqamgDIycmZ4tlMLSf650t9FhSKE5dPjCdCCHEO8DDQA3xZCPHVqG3jXoeU8gkpZbWUsjozM/MYz/TEICMjg7y8PDIyMqZ6KlPOif75Up8FheLE5RPhiRBCWIGvAf8lpfy9EKIPSBJCnCml/LuUMiyEMEgpw1M81RMGk8mknjoVgPosKBQnMp8IT4SU0g/sAVKEEEuBHwGnAj8UQvx6aB9lQCgUCoVC8TFyXBsRQogKIUS+EMIO/AOYB/wX8LyU8gagGqgWQvzbVM5ToVAoFIoTkeM2nCGEOA/4IfAWYAa+BKwGPgMkAUgpg0KI5wHf/2fvzaPjuu47z8+tfQFQK3aAxEYC3EBSIrVYttYTO44dZ+QocZLpcTrJtJLjOTM9dsc+Ttyd7k7Gk4kdZ2wndsbuPp12HLeceIvt2LJl60giJVESdxDcQGItrFWFKqBQG2q780fVu6rCDq4g+T7n4ACoesut9269+7u/+/t9f7ernTo6Ojo6OvcqW9KIEELsBj4P/D4wCnycotfEBEwDnxJCzALdwK+VfnRuMqtVENTQKwneG+j9QEdHR2NLGhGAFTgipXxFCLEN+ABgBmopGhZ/DbwPaAZ+Q0p5+ba1dAsjJRQKeQqFAgbDll650rkDkVKSTCZxOBy64XCTKE8f1tHZimwpI0II0SSlnATGgA+UUjefBv4C+Dbwq8BzwHullH8vhLBIKTO3r8Vbm0IhTy6XJ5lMUlVVdbubo3OXkUwmicViADidztvcmrsTKeVXga8CCCHWdgHp6NwGtowRIYT4APBpIcSvSikHhBC9QAuwKKX8TGmb/0JRbMoBZHQDYm0MBiMmEzgcjtvdFJ27EK1f6f1LR+feZUv4uIUQh4BPAx8tGRBGKWUQ6AO2CSE+Udr0l4AeiksbOusgBBiNxpu6lLG4uMi5c+dYXFxccztdGnlrcSPuRyaTYWhoiExGt+V1dO5Vtoonwgh8S0r5cyHEduDXhRBB4DTwUeAVIcSDwG7gGSll6Da2VaeMS5cucerUKQqFAgcOHFh1O10aeWtxI+5H+b3fv3//jWyejo7OHcJWMSLcwHuFEN8AvgycBTqAdwFfAfYAbcCMlHLqdjXyTkNKSTabJZfLYTLdnFvd0tJCOBympaVlze00SWRdGnlrsJH7kcvlCIfD+P3+FfvPRu+9jo7O3cuWWM6QUv4UeJmiEuXrUspPAP8RmAQeklLOSSnP6AbE5shmsywuZgiHwzftHF6vl4ceegiv17vmdpo08s0yZnQ2h9FopL6+HqPRiJRy2Q+87a1Yrf9s9N7r6Ojcvaz7RBdCtAC/QdEr0ERR2Kkf+BHw/GblpoUQQq6caP4t4N9RXMr4GyllUAiRBnaUsjTkKvvprILZXAwduVGz/5XS+IQQeubHXcpq3gqtH+j3XkdHZ00jolSXohn4F4pplkHABuwEfpGi6NMnpZRHNnFOI6CiuUpBlHkp5SkhxJ9TVKb8vhDiB8DvAO/X62JcG0IILBaLPvvXuSb0wlo6Ojrrsd7o8jkpZf8Kr/cD3xVCWIBtGz2ZEOK9wO8JIU4C41LKr0sp80IIk5QyVzrXR4UQTwMCeJ+UcmCjx9fZehQKBSVIpAtebR10oSgdHZ0bwXpP9S8ACCH+YqU3pZQZKeXVjZxICPEA8EXge8AI8IdCiP+7dJycEEIZNFLK70kpv6sbELeWTCbD4ODgmil7m00N1ASJksnkhrbXU0FvDbFYjKtXryqxqGw2y9DQENlsdtV99Hujo6OzlPU8EY2l0tsfEEJ8k6J3QCGlPLWJc1mAl6WU3wAQQrwEvF4KkfhUyZB4DDgopfz8Jo6rc4MIBAJcvVq0CTs7O1fcZrOpgZsVJNJTQW8NyWSSeDxOMpnE5XJV3PuOjo4V99HvjY6OzlLWMyL+BPgkReXIz1FpREjgyU2cKwXUCyG8UsqIlHJaCPEO4MdCiD4p5T8CYYry1jq3gdbW1orfK7HZVE2DwbDh4LtCoYDNZqOhoUFPBb3J1NXVAUXjTkp5U+69jo7O3c+aRoSU8ttCiO8A/0FK+afXcyIp5UkhxDjwE+CB0mvTQogvAXWl/89fzzl0rg+LxbKqBwKKg3w6naauru6mxDckk0mSySQ1NTV6MOhNxmg0UlNTQywWw2Qy4XQ6V/VAaGgGoR7boqOjo7Hu06CUVvkr13OSUgAmUsqPAEEhxKtCCM0fWgscFkIYhB7htaXZbHzDUgqFAvF4nEJh5WQbh8NBTU2NXovhFiCEqLjeQoiKn5W42fdfR0fnzmOj0703hBCHpZTHN3sCIYRBK5QlhPgjissiHwS+LITIAPspSlnrT5YtzvUWXCqv+rjSEsdmlj50rp/NXu+bff91dHTuPDZqRDwB/L4QYhRIUIyNkFLK3rV2KhkQhdLfnwEekVL+OfCSEGIXxWqcs1LKkWv9ADq3jusd5PWqj3c2+v3X0dFZykaNiPdu9sBLDIi/pFj/4jHtfSnlxc0eU+fayGQyBAIBWltbsVgst60duqfhzuRG9R/9/uvo3H1sKEJKSjkqpRylmGEhy37W2kczID5HsfrmL5fSOI3X12SdzaKl7wUCgdvdFJ07EL3/6OjorMaGPBFCiA9QjGVooih9vR24SNG7sNZ+24Bu4AOaASGlzF9fk3U2y0bS93R0VkPvPzo6Oqux0VytPwMeAgaklO3AU8Br6+0kpRyjzANxIw2IUlEunQ2gpW7erKUMPer+7uZm95+l6P1JR+fOYaMDcVZKOQsYSrEOLwEHNrKjVnnzRhkQQojO0vH0J8wW4XpT/3TuLFYqHb60jPj1oPcnHZ07h40GVs4JIaqAI8A3hBBByipx3ipKBbw+J4T49VUKg62237PAswDbtm24XpjOBrnXo+71/nVjudf7k47OncRGPRG/AiSBj1JUnBwEfvlmNWolhBC9wF8D//tmDAgAKeVXpZSHpJSHamtrb04D73JWK76kV+nU+xdAPp9nZmaGfD5/3csRujKmjs6dw0Y9ER8CjkoprwBfu4ntWQsb8C9SyheFEK3AB0qvfQeYkFKuXn5wi5DL5QiHw/j9/i0l67wRQ2C14ku6gNDdxVp9obz/Go2VSVbl/aOqqkrvEzo69wgbHcnagH8lhGgDTgBHKRoVZ25Os4qIUonP0r/zwH2lol2fAZ6nWIOjHfgycOFmtuVGsFWrICaTScLhMLFYjJ6enhUD6FYrvuRwOCgUCupHnz3e2axlFJb3X6/Xq7QjzGZzRf/Q+sCtXI7QPWI6OreHjepE/ImU8kmKKZ2vAh8HTt7MhpWoBxBC2KWUlykaL08Dr0spP136uxr49VvQluvG7/fT1NS0qSqI6XSavr4+0un0TWuXw+EgFosxMTGxqhaAyWSioaFhmQelUCgQCoWYm5vTA+HuAtaqX1Lef5dqRxiNRurr6zEajde8HLHaktlSVvpO6MGYOjq3hw19y4UQ/14I8TzwAtAF/CHF8uA3jVIQ5XNCiM8CnxJCNAP/VDr/A0KI/aUMjWOA8U4QsVptIF6L/v5+fv7zn9Pfv6kwEIWUct0Hs8FgoKenh507d9La2rqpNe1wOEw0GiWbzeqBcHcBaxkAWv81Go20trbS1dV1w7QjCoUCo6OjjI+PEw6H19x2YGCA/v5+BgYGgKLxEYvFcDgcG+6DmUyGwcFBMpnMdbd9K7B9+/ZlRdS0n7a2ttvdPJ27mI2OZh+kmI3xI+AV4A0p5U2bGgsheoAvAv8aiFGMyfhm6fcfA78H/IkQYoSiN+L9d6uIld1ux2azYbfbN7VfMd0OstmsckHX19evur3ZbKajowMpZYVL2+l0Vmy3tMJjuRtbCLFqip9eoPXOYr1UTa2/XMu+K5FMJjGbzXg8nnU9dTt37qz4HQ6HmZ6epqmpCbfbvaHzaZ4UgM7Ozk23d6sxMjKy6nv6d0/nZrIhI0JKeZ8Qohp4J/ALwH8RQsxIKd95k9plp7hk8RqAEKIFeBz4HxSXLv4DsIuinPaXpJRDN6kdt50dO3Zgs9muecZnNJrIZDJUVVWRSCRU2WcNzWgof93hcKjZnc1mWxZEp1EoFEin09TV1al9VzqezurcjrX8jZ5Tu5c2m410Ol1xT4UQKx5HMyA22w/K0zrXuw42m43e3rdr/9XU1DAyMkJNTc2659HQVTh1dG4MG5W93gu8i2IBrUNAgGJ8wg1FCNEkpZwExoBHhRCfkFJ+pnTubwM1wFNSyueAU6WfuxpNLXAz/MZf/Yxo4m037X8cB372CjV2E3/3B49UeBdW8joIIUin00xPT2MwGJZ5MLTBQ1v2KN83Ho8zMzNDfX091dXVK7Zvq2ap3AqWDry3I7tlo+fUtitf2tLuc6FQIBgMqmWypceJxWKMjIzQ1taGy+Vat01CiGv+/FNTU8zPzzM1NbXh78q1fK90dHSWs9En+F9QFJr6InD8ZqRTlupzfFoI8atSygEhxP8EfLukD+EH3g/8NnA/8NyNPv/dRLkBUU4slVu2ZqxlV+RyORYWFtSDfGk2RiqVoq+vj97eXgqFglqDNhgM2Gy2TbVvq2ap3AqWDuC3Q1hp6TlX80xo75d7IjSSySS5XA6TybRi25PJJMFgkEAgwFNPPbXqcpyUUhmi16oNoXsVdHRuHxtdznjfzWyEEOIQ8GngoyUDQkgpzwoh9gECyJdVADUKIUxSymtSzByfTfDxvz92A1t/+ygUJIuLaaxWGwbDxpYOPvH1N8v+k2SzWQwGA5lM0S60Wi0YDEYKhTwGgxEYBmBhIcbCQpzqE/NUV9dQKOSRsigyZDJdLW1b/B/AaFweHPf2MYvnNZ8bQohhpHz7vfU835vZ9nawXv+63vZLWbp2ZvN1LxdpbXn7PhqX3Pu3KX+t+LehlNJrRIjhimOW/iISyZJKLfIvo0eprq5R7S/2WauK29GCG61Wy7Kls81dr+C1XgodHZ1rZE0jQghxjjVKfkspe1d7b5MYgW9JKX9e0qL4tZK09oiU8pVSW34X+ATw9LUaEHcbi4tpUqkUwKYDL6GYKpfL5bBYrEobQhtEcrk8JlPxfyklRqMRp9OJ01mFEMWUPilBCCoGF20wWkr5MY1GY4UWxdL31mIz225FtGt3rWSzWRYXi4Pu9RbE0q6l0WisMCDK7335dtrK00auf6FQoKamaGyWeyq0PpvPFzCbzRV9YanhsvTcd+L91tG521nPE/H+0u//rfT766Xf/zNFGewbhRt4rxDiGxSFo84CHcAjQggHxdTSauCXpJQD13OiFp+Tz3744ett75Ygk8kowZ/yAeU9f/ajVff57IcfAiCRSBCJRMhms2zfvl09oLXAuPKguKGhIa5evUpX1w46OztXDahbGkyXz+dV7IO2/r/UZV4eV7GSO3tp/MTtFhX6y99e+/2b3b/KrwdwXbElK13L8tdWCpbN5XLL+tzSfRKJBLFYjHA4zNRUkq6uJpXJkc1mCQQCNDc3Kw9EVVWVSkfcSBvvZtbrXzo6W401nzxSylEAIcQjUspHyt76pBDiNeBPb0QjpJQ/FUI8DvwVxayM/yyEqKNovHRIKfNCiC+WqVfecLZCsN/SB+bSj7t0kL6e4DC73Y7X61UejEQigd1uR0pZMUhJKWltbSWXy2E2m0sz4UUikQgzMzO0traSyWSw2+3LBoGlsQ8rBc4lk0ni8Tg1NTUrDhJLj6HpGNxLLDXQtEDXmZmZa44tkVIihFCBklpfK3+tUCiQSqWw2WxKCKpQKBCNRgGU/kAoFCKXyynFUi1Gxuv14nQ6aWxsZGZmBr/fX5EaqmUAGQyGZanEGtr9llKqWJxkMkldXV2FZ0LPBNLRuT1sdLR0CiHeKaV8FaAkPb3yt34dlkhZl/Mt4N8Bvy6E+BspZVAIsQh0CyEMrLGsciPYCsF+60XNr6XfAG8bQm6Hhbnk8uDKGruJfD6vVAW1Y4RCId58803uv/9+wuEwi4uLwNu6EmazGZfLRSAQUAbGwsIC4+Pj5HI5qqur1QM+GAzS0dGBy+VaVSq7HJvNRjweXzU4cyPHuBeIRCKcOXOGAwcO4PP5gLWvzY0wihOJBCMjIwwPD1NdXY3JZKKjowO73c6VK1dwuVzKwNDOsbR/dnR0KGNH287tdjM3N4fX611VHXMlkskkIyMjxONxlTVU7u261zJ9dHS2Ahv91v0u8HdCCBfFwXy+9Nq1YKSsjLgQwiilzEspTwkh/pyikNT3hRA/AH6HopDUtZUD3ARbYbBaLVI/kUjw1ltvcejQoTUfupoh9KlfqCeXy/G1UwtYLBY+++GHmZ6eZnJykmAwSE1NDXa7Xc38r169qoR3tCqUXq+34th+v5+xsTFeeeUVurq6aG5uxmAwYLfbS2vfxZS/cDhMQ0MDLpdLSSGvRTqdVnoTKxlOmkrivc74+DhXr14llUrxnve8R8UT1NfXrzgLv1FG8aVLlxgYGKCrq4uDBw9SVVVFMBhkamqK8fFx9u3bB6C8WMlkEpPJpDwPmkS15jHT+qCWGrpe/yjH4XDQ1tZGMpmsWM653ca/js69zHqBlf9WSvkFwC6l3C+EqAGElHL+Wk5WkrL+PSHESWBcSvn10lKFSUqZK5X4/qgQ4mmKWRnvu94YiI2yFQar1Vz1b731FseOFSP+n3jiiVX31x6s2kzPfG5o2Xs2m61itlgoFOjo6CCZTHLo0CFmZ2cxm81kMhkKhQIDAwPs3LkTq9VKNpslmUwipaSnp4epqSkaGhowm83qOA0NDdTV1W34M9+OFMc7kZ6eHiYmJsjn8wQCgVXVIjU2YxQvLi5W3GcNp9PJ448/TlNTEzt37lReo23btmEymdi5c6fyaBUKBcLhMLlcjomJCebni4+I/v5+XnvtNQwGA48//niFJ8Lv929KlEoIgcvlqtCd2ArG/81ECPEs8OztboeOzmqs54n4HeALwF8D90kpY9d6IiHEAxR1Jv4TUKAYV7FLSvnHpfRNlbYppfzetZ7nbmBpoNoDDzwAoH6vRrkh1NDQUJF6p71XKBQwmUwVsRDT09O0trZiMpnYvn076XQau93O+fPnOX/+PAD79u3j4MGDGI1GpRVht9vJZDIIIZidncXv9+Nyucjn82omul5E/b0Y43AtWK1WfuEXfkEFNa7HZoxirRYFoDwLULw3tbW1yjulVWpNJpPs3r274t4mEgnm5+eprq6mtbUVp9OJ3+9n9+7dTE1NsXv37grhMu23FoQJqwtfrVWCfC1vzN2AlPKrwFcBhBA3dUlXR+daWM+IuFiqT1ErhOgre10AcpMpnhbgZSnlNwCEEC8Br5dCJD5VMiQeAw5KKT+/iePedSyNfXA6nWt6IDbDSkFsdrsdp9NJLpcjmUzidDoxGAyqNoG2ru3z+XjwwQeBtweUXC6nFAOhODhoLmYtzW+zEtj3WkT+RjGZTNTX11es/UsplZw5sOnrJqWkqamJQqGg7vdqaBk2Q0NFD1djYyOwPMPGbDYrI6GqqoqHHnpoVQNhI54orT9pMRUbMU51dHRuDetlZ/ymEKIB+Cnwges8VwqoF0J4pZQRKeV0KUDzx0KIPinlPwJhivLW9zS3ysWvSRlrg8HMzAzJZJJwOMy+ffvw+Xzs27ePmZkZAoEAwWCQXbt2qVTLUChEOl3M+18pkLJ86WQz3obbIQV9J7BSYG35a8CGrlu5kZZMJslkMnR1dVUsZWjbpVKpivgZh8NRobQJsLCwwPT0NHV1dcsMVC07w263q7gZrdy4Jq/e399Pb2/vqv1d60+5XG5DxeR0dHRuHetOV6SU01LK/VLK0VLKp6/s7w0jpTwJjAM/KT828CWgrvT/eSnl+KY+wR2Olr5X/qOl2a01e19pv+U/lH4qXy8UCkgpSaVSKtLd6XRSW1vL+Pg4Z86c4c033yQUCpHP5/F6vWSzWWZnZwmFQkgpmZ2dJRgMcuHCBTXz1GaHRqORuro6tVThcDgqzq8NBnNzc6ot5WiDzHpG1FqffTPlzLc62mcqvy4rvbbS+yuxtCbGUqNAO2cqlSIWi5FKpdTxnE6nKmd/9uxZQqEQMzMzJBIJoCiPrt1TrS9rnqhwOMzQ0BAjIyMqtqavr4/jx4/z0ksvkclkVJvK76XWn6qqqmhoaLhr4x90dO5ErsVX/F83u4MQwgIgpfwIEBRCvFrycADUAoeFEAZxty5sbpJUKsXRo0fp7+8nm127TEkikeCll15SD3ENKSX5fFFBculgogn7lA86BoMBk8lEd3c3Bw4cYM+ePWQyGcLhMOl0Go/Hg9VqVQOC3+8nlUqRTCZZWFggHo8ryWt4W//BYDCsqB9RPpgsRTM+rnUpI5/PMzw8TCQSWfH4dxrpdJq33npL1a/QPpN2XTWDcyPGJ7xtpEHR+3T06NFl10lbptLK0GvHX1xcpFAocO7cOY4dO8Ybb7xBoVDA6/UyOjpKMBgklUqpNpS31e/309HRQVtbmzpmb2+vSgkOBAJKB2IpyWSSZDJJTU0NJpNJtWc1kSodHZ1bw7UkVm/qGyuEMEgpM6W//wj4HPBB4MtCiAywH3jmVqRxXg+3cp2+r6+PF198Ebvdjs1mo6urSyn9tba2Yjab1bZvvfUWb7zxBlCZuVF0Uy+qGflKFTXLhYWguPxQVVXFww8/zMTEBAaDgdnZWebn56mvr6e5uVltbzQaecc73sHAwAA1NTXLKn6utSTj9/spFApq9nyjCYfDRKNRPB7PXZH10dfXx8mTJwHYu3cvsVhMCTut9vnK+8tSeWzN8ySl5OjRo5w6dQq73a76j5SSS5cuMTk5icFgwOPxAG/HwVRVVdHZ2Uk8HqezsxOv18vFixcZGhrCaDQqEaqlyy8Gg0EtnUHR2IvFYjz11FPMzc1RVVXF0NBQRXqxlr2h6YjcDfdTR+du4lqMiP+80Q1LBkSh9PdngEeklH8OvCSE2AU4gFkp5cg1tOOWcivX6Xt7e5mbm8NkMilhoUAgoLQcOjo6VPXDnp4eCoXCsswNh8OB0WiiTJKjQpinXOa6fH1cW9+enp5W+g+FQgGn07msYqPVamXfvn3k83lsNptyM5efZ6VZotForBhMyrkRxlp5bMbdEJjZ29urfmuDqSbuVW5MlF/r8v6iaTQszXIQQvDYY49ht9sr+o8244diZcxUKsXZs2epra0ln8/T2NiIz+fj4Ycfxm63k0qlVIbEgQMHVDtWMyS1WItYLMb09DQAdXV1DA8PMzU1hdPpVH1c05Rwu916fIyOzhZk00aElPKfAYQQPVLKS6ttt8SA+EtgD/BY2XEubr65t49bqWdgt9t597vfrVy7+Xx+WbnjVCrFzMwMAA899NCygDZNFrtQMOJwOFQqnfbQ1jwG8XiciYmJCoOlpaVFyRfHYjGlA1Ae1LbUM6IdT0rJ6OiokkYuf32pZPFKGgHXYqwtbcvdlvZnt9tVVgygvAhaJc2VjInm5mYSiQTNzc1qv3JhJu2+2Gw2du/eXaEY6nA48Pv9tLa2YjAYOHXqFMeOHVOBtlD0ZlgsFkZGRmhubqauro7t27dXXHPN06UZlTU1NcpIuHr1Ks3NzSrGQUqJx+Oho6OD5uZmtURWLBBn0T0QOjpblOvRiX0B2Lbam2UGxOeAXcAvl9I4jVLK/Gr7bVVutp7B0gFVi1wvXyYoFxiy2+3U19crT4E2iGizvPKHbvnAXB6YpnkzZmdnlbehsbERi8VCJpNhYWFBKRBqr/v9frLZLK+++qpauy5vVzKZxGw24/F4KgLgNMni+fl5wuEwu3fvJp1OLzMYrsVYW+qluRfQBuhyY0KrZ7J9+3ZyuRx+v18pQ8LKwkwrGRZL62d0dHSwsLCA3+/H5/Mpo2VmZoZLly5VbKOpSWYymYqAysnJSa5evcr4+LgSmwI4cOAARqORRCJBOp2msbGRXC7HzMwMhUIBl8ulgnR1dHS2HuspVn5xtbcoVt5cEyHENqAb+MCdbEDcClZK31tLjS+bzTIyMkJTUxOZTEatc2tuYni7jDIUjaCFhQUaGxvVAzmZTFIoFGhra8NgMKiHdTAYZHJykurqajo6OqiqqqK6ulql5Y2OjpJIJHA6nRXCR9lslqmpKXw+H263u2JWqkkWj4yMkE6nCYfDStmy3GDQZtObWdJY6qW519CMiVAoRDQaxWw2s7i4iM/nq7i25QJU2rKRFn+wtI9pxqimBfLggw9iMBiIxWKMjIzgcDjwer3U1dXh8/lIpVIMDQ0xOztLW1ub6sMWi4X5+Xll0MzOztLV1YWUEp/Pp0TPtN9ae8t1JrR+pOuH6OhsPdb7Jv4O0A+cXPJzAlhe4WkJUsox7nAPxK1ipbRGzQOhxS9ks2jevdQAACAASURBVFmGhobIZrMMDAxw4cIFxsfHVcT6pUuXGB0dxWazlR60RoxGgypwpT14teNoGRler5dUKqXEpjweDy6Xi8XFRVWhMZFIkM1mmZmZwePxYDAYOHToECaTSWWCnDhxgrNnzzI7OwsUM0fKM0NqamrYvXs3Ho+HVCrFd77znYqZsoZmUGlpgCv9aLPVfD6vKkOWB5zezWgCU9q11X5v376dlpYWNaCHQiGCwaBKndQydTQPVCAQYHR0FJ/Pp6rGatd2ZGSESCQCoGqtaEJTHo8HKaXKoCkumxWUp0LL4ikUCly9epVXXnmF06dP43A4SKVSRCIRcrmcMhCWpjULIaiurqa6unpZOfK1+kUmk2FwcJBMJlPxuo6Ozs1jveWM40C/lPL1pW8IIf7TRk4gS99i3YBYGe0hmc/n1WC/WjXCcre9pi6o1TvQHtZWq5VHH320IqJ+enqahoYGamtricfjTE1NMTo6SjKZxOfzceXKFUZHR4v1Nsxmtm3bRn19PSdOnGBmZoZoNKrWx+fn55mbm2Nubo4LFy5w+PBhDAaDqv5ptVrx+XzLPCtCCHK5HKOjo8RiMV577TUuXLiAwWDggx/8YMXn3IyK4bWqYt5JLP1c5VLR5bEwWixITU0N0WgUi8XC5OQk0WiUUChEbW0tO3bsUEbp3NycqsKqLY2lUinm5uaYnJykoaFBZVVoReCuXLmiPA1TU1PEYjFlEGiZILlcjnQ6TSaTYXx8nOnpaeLxOJFIhPPnz3P69Gl27dqFxWKpWH5aTxdlvX5xLy5r6ejcbtYzIp4B0iu9IaVsv/HNWRshxC8BO4D/KqVMrLf9ncRGqhFq7vrm5mZyuRx79uxR3gWfz0dPT496mGuYzWaamprw+/2Ew2Gmp6fx+/10dnbi8/m4fPkyzc3NKo1ufn6eZDJJVVUVc3NzWK1WWltbqa2tVfLYO3fupL+/n7q6OlKpFE6nE7fbjcfjYd++fbjdb690lT/wZ2ZmOH/+PB6Ph6eeegqPx7OinHd5/MlqM8nVCordC6w2mJbP1o1GI9FolLq6OhYWFhgaGiISieDxeKivr8fhcLBr1y5lSGoKpLlcjng8zqVLl2hvb1f9S8vg8Pl87Nq1i9nZWVwuF2+88QZ2u51YLEY6naaurk5VZn399ddxu908+OCD+Hw+2traaGpqwufzLVsK2whLU5KXcq8va+no3A7Wk72O3KqGrEdJiOoZ4ElgUgjx440aEuWV8LZtWzUW9LayNP6hfP0X3q6JoAWwzczMUF9fr+IgampqOHToUIVEcRGh1pe9Xi+JRELVXzhx4gSDg4PYbDb27duH2WwmGo3icrl4/vnnef311/F4PDQ2NlJbW8vs7CwOhwO73c7hw4dZWFggFoths9kIBoOMjo7i9XpVlkf5A79QKJBIJLBarfj9fiwWC4899tgyDYONUJ6NYTKZlqWe3mpuRf9aGg+wkpGlGRAOhwOr1Uo6ncZkMtHZ2anKtvv9fpUtoQ3moVBIBeeaTCYGBgYYHx9XBqbmofD5fHg8HmZnZ9m2bRtjY2PqvtbV1VWkA7/xxhsMDw/T1NRES0sLHR0d1NTU8Mgjj6g+qu1rMpmYmJhYUdNio2jLGe3t7XetR0pHZyuyXmDlDylWkPuJlDK75L0O4F8DI1LK/3bTWlhCSimFEMeBJuAjgAf4qhDCKqVcXGdfVQnv0KFDW3KRdGnVxdVqIiydiZUHUq42S9MKNKXTaRXcVlVVpaozdnd3Y7ValZBQNBqltraWvXv30tTURGdnJ8lkkuHhYcxmMzabjZ6eHuLxOBcuXGD37t2kUikWFhYYGxujqampokBSPp9ndHQUs9msll9mZmZwu91YrVYWFhZUdslGlCqXuq21z71Syuit4Fb0r42kvpZ7KHp6eggEAni9XnXdNWZmZpTXC2B4eFjFtnR1dan6KFpaqdbHcrkcY2NjZDLFcKjGxkYmJyfxer3Y7Xamp6eZm5uju7ubzs5OgsEgRqORUCjE7OwsFouFubk5IpGICvzUgmy11OPOzs5rCqBcKTAZKguU6cGYOjo3nvWWM/4N8DHg80KICBACbEAbMAj8jZTy+zercaJU4rMsKPMUEAPOA38hhOgGqoQQH5VS3vn6xmWUDwia6qTNZlOxE7W1tephmcvllEfAaDSqmaOUksXF4kPaZrNhs9lIpVJAcSCqq6vD7/fzwgsvkMvleOihh9Q56+vrSSQS6tzz8/M0NDQwNTVFOBzG6XRWFGxqb29ndnZWpaW63e6KFL+5uTncbjdtbW0V9SwSiQShUEhle2wklXY1t3U4HObNN9/kwQcfVAbS3cJG4kTK3f2ZTEaVatcCThcXFxkYGKCtrQ2Xy4XX60UIQaFQYGxsjNOnT+N0Omlvb2f79u1EIhGsVisWi4VoNMq5c+dwOp24XC58Ph+zs7MsLCwwPDzMO9/5TuX9mJ2dpba2lra2Nn7+859z8OBBmpubVQxGX18f2WyW3t5eGhsb8Xq9FcsbSw2mTCZToQOifQ7NIF16fZYKqOnF3HR0bh7rLWdMA58APiGEaAMaKVbjHLhFg3Y9MA0YgTwwC/yZlPLdQoifAp8GvnarDYgbkWq23jHKS3Zra8zpdJp4PM709DRNTU24XC6AZeWZtZnj4mJaGRgmkwmDwaACzrQB++WXX+a73/0umUyGQqHAu9/9buUdCIfD1NbWMjExwcDAAHV1dWzbtk3FXWjZHZoy5O7duxkZGQEqPSdut5tgMKiEjxYXFzEYDEoLAIoCVxsVFdKyMZbGS1y9epWBgQF8Pt9dZ0RsVqfE4XAsMy4HBgY4f/48sViMqqoqkskkLpdLeRQWFxdJJBJK5CkYDKrj9ff3EwqF2LNnD93d3ZhMJjwejzJQ5ufn2b17N6FQSGmMDA0NMTQ0RFdXF7FYjJmZGYQQVFVVIaWktbVVGQEdHR2rKl2We57a29s5c+aM+l8TvyrXzdAyUrSlnZUKjOno6NwYNiQ2JYSoB7wUgyynbsWgLYR4P/DvhRDngbAQ4r9LKS8KIU4IIX4T+F+B/wv4ZSHE/wJ841bV37gRs5tkMsnc3BzxeHxdMR3NG6EVOoK3Yyey2Szj4+PMzMwol7WWc2+12jAas/T09FSI/2gpmaFQiIMHDzI7O8vw8DAej4dCoUA0GiUYDJLNZrFarVRXV+N0Osnlcly+fJknn3wSo9FIKpWitrZWpQfW1NTQ1dWFzWZTxaKgmAWQz+dVfQTt4a4JC2m1Pa63OuPevXuJRqPs3bv3uo6zldCMTYvFQiQSwe/3r5q9U85SsTK/309NTQ3d3d243W6mpqaYm5tjdnZWeQMOHz5MfX09k5OT1NXV0dTUhNfrJZlMcvDgQUZHR7n//vtJp9OqIFZ7ezsmkwmn08n4+DhGo5Fz587R1NTE3r17icfjKq0XwO12MzExgdlsJpfLLSs/DssNJs1DUV9fT39/P263m66uroolGo1kMkkulyObzZJKpUgkEhXaKDo6OjeW9WIiDgD/H+ACJkovtwgh5oCPSClP3YxGCSHagS8Av0tRj+KdwNeFEM9QLCf+DYpFu74rhDgKjN7KAl7lM6VyV+tmgsIcDoea8WnZEGuhPRw17YhCocD8/Dznzp3j+PHjWK1W5ufnK2bgQoDRaOL48eM0NjYq74FWI2NychKr1Upvb6/Sjkin08r9HAqFCAQC9PX1cfjwYfL5PGNjY0QiEUwmE6Ojo+pzayqXWtCc1WolGAxSVVXF1NQUHo9H6RFon1lrq+bNWC0To9w9vXQwKA+yTCaTNDY2kkwmVyw4tpVZr2x3KpVifn4eeFuISdtPW5LQFCNra2srZMxramo4fvw4i4uL7Ny5k9raWhwOB5FIhP7+flpaWgCUqJi27KAtaQ0PD5PL5ZBSMj09rZaoNL0Qm83GyZMnMZvNpFIp3G63Wno7fPgwQgjefPNN7HY7breb5uZm5dla6fMvlTE3m820tbVx/vx5RkdHqa2t5dChQxVxN9o1KE/51RRVr8ULsZ6+hB68qaNTZL0pzX8Hfl9K+Wb5i0KIh4C/o1iB82YQAV6UUr5S+v+YECIP/A/gQ8C3pZTBUn2OIzepDatSPlNaWuiovMjRWjNGTSFSm2VqqZcmk6liqUMIoQyI8iyEVCrFyMiIClDcsWMH27dvr0jV06Lfjx49TVNTE08++SSJRIJIJEImkyGbzbKwsEBvby87d+7k1Vdf5ezZs0gpaW5uVlHz8Xic8fFxDh8+rAb8eDxOKBRSlUY1jYnm5maqq6uZnZ1Vs92ZmRl2797N9u3bASpmyLW1tSsGU5YbDppKYltbW0X66NLrrx3/ej0at5OlwaHa/fb7/ZjNZubn51WwZDmJRIKLFy9WGJqabsTQ0JAyGB0Oh7qH4XCYeDyuam3U1NSQTCYJh8OMj48rozgUCqny3haLhcXFRVXTIhqN0tfXp4q2NTc3q7ZeunRJqVm+8sorynCuq6vjwoULWK1W5U3QPrfdbicQCHD+/HkuXbrEE088UWEc1NbW0tDQQDqdXhZIrJWf18TXtCJiOjo6N4/1jAjnUgMCQEr5hhDihifllwIl4xSDJ/cKIf5ESvmnpbc/D9gpeic+LYQwAre9fPjSIL+N6D1oaMbI9PR0xT5LI801ASptcEwkEqqOhdvtxmQyKYNkZmaGXC6nZolOZxXvOvguVTVzZGREqfppRkksFqO+vp6uri6VmeFyubDb7SotcOfOndTU1ChhKW22Z7FYiMfjXL58mfr6ehobG1lYWACKxsL+/fuZmJigvb2dmZkZfD6fmiFrA4z2WS0Wi5qBamva8PbgkEwmlxkR5ddfGzTvZFYS6dIMCk3q3GQyLRNTymQyzM/PK6nrvr4+mpub8Xg8tLa2ksvlsNvtOBwOVdxKSwEdHh7GZrPR2NioAhy1YFyn04nP51OxDprBuLi4yMLCAgsLC9TW1qrlqLq6Og4ePIjJZKKrq0vFzUxPT2MymbDZbEptUzN0DQZDRT9obW3l0qVLhMNh+vr6VByO3++npaVFtXtoaEh5K7T4j5tVXv5OZmlhtKXvaXFMOjrXwnpGxPNCiB8Bfw8ESq+1Ah8GfnIjGyKEeC/wz8D/KaX8WyHEvwJ+KIRYkFL+v1LKghDiGPAhKeVyreTbhMViUaWWYe16F6uxdJ+lgWXlgZVQDFo0GAxqrdtqtTI2NqaUBuPxOL29vUhZdLt2dnaogRugq6tLyWcnEgmMxmKlzz179jA0NEQikUAIoYoidXR0KE/B2NgYQ0ND7NmzB7vdTjQaJZvNMjc3R1tbG1BMGQwGgyQSCaqqqujp6WFoaIiRkRH27NlDc3NzRfEwLfBteHi4IoBOGxi0OBAtNqRcvrvc7X03sFYWxmpZKblcjitXrhCJRKiurubs2bMcO3aM/fv38/DDD2MwGGhsbFSqkQsLC0gpaWhoQErJ+fPnmZ6eprGxkfr6epqampT+RjabxWAwMDo6SjAYJJVK8dhjj1FXV4fH4yEQCFBdXY3H42FychKHw8Hc3Jyq+ppIJHC73Rw4cEAZnRaLhdnZWQKBAI2NjXg8nooaGgaDgaeeeoqBgQG6urooFArY7XaVKtza2qo8UJlMBovFgtlsJhwO09TUtMzQvNdZy0jQl2V0rpf1sjP+j9Lg/itAM8XCW+PAl6SUP75RjRBC/CLwKeCvgH8jhHhFSnlBC5gUQriAP6NowOwUQtRIKWNrHPK2sVTv4Vr20TwU2rrsSgOL1WpVMtNjY2NEo1H1oA2Hw1y+fJls1kehkGdiohjOUlNTw8TEhAp0GxgYwGq1Eg6H2bZtG7lcjoWFBex2O3NzcwghcLvdNDQ0MD09jcvlwu/3E4lEsNlsXLhwAZ/PRyQSoaqqCrPZzODgIPl8no6ODoLBICaTiZdffpl0Ok02m2V+fp5cLqeULrXPGgwGlbektbV1WWBgTU2NyjJZaSnpbpE5Lk/TLHfxa1U6NS+N0WhUxtTs7CwGg4H29na6u7tV8TSXy0UgEFDBk4lEgp07d1b0o5MnT6r4kVwux+DgII2NjVRVVakBvbW1leHhYc6cOUOhUKC7u5v9+/dTKBRwOBxEo1GlAxEKhdi+fTuLi4uMjo4SDoeVR6urq0vFX2gerbGxMVwu17LKoUsVWaE4GGr3WzOkMpkMV69eVWqYGzHe9UJeOjo3jnXDvKWUzwPP36wGCCH2UwyifFZK+YoQogrYB1yQUp4SQrwb+G/A31IMsPzQVjUgbhaaS1uTpgaUAuHMzAzpdBqXy6Xcus3NzXR2dvLCVFHsx2w24/V6OX36NKdOnVIll81mc8Wszev1Ul1dTSqVIhqNMj4+jslkIhKJqHoZBoOB5uZmhoeHeeWVV/B6vSwuLrJr1y5mZmaIRCLU1dXR0tJCa2srV65c4eLFi5hMJvbv308qlaK/v1+5nltaWqiqquLy5cu84x3vqDAGyj002sO+fAC822SOl3pWypc24vE4w8PDnDx5kl27dlFXV4fdbieVSqnMB5/Pp5aopJRYrVZefPFF8vk8U1NT2Gw2VZlVSsnPfvYzfvSjH6mlrGPHjiGlpLu7G5/Px9TUlDJYAoEA+XyeZDKJEIL5+Xni8TiTk5NcvHiRRCJBU1MTZrOZQqGA1Wqls7NTLWNls0WtOq2Ym9Zf5ufnmZ+fr+iH5UsbNptNxRiV328tzTebzWKxWDYV2LyR7Krye1EoFJbpUujo6BTZUIrnSgghviqlfPYGtCEJ/IqU8lLp/xHg3wL/CCClDAghPlB6zyGlnL0B59yyLA2q1NAefPF4vEKsaX5+nlgsxq5du4jH4zidThoaGrBYLKTTaSwWC263m0gkomol7N+/X2kAZDIZfvrTn7J//37uv/9+rl69it1u58KFCywuLlJVVaUe1KdOnSIcDtPc3Ew0GlUzx8XFomDovn37CIfDRKNRoGjoaAW6kskkO3bswGKx4HK5OHLkCGNjY8zMzFBTU8P4+DidnZ34/f6KFNH6+np1HZY+8LWB5Hqv81aZjQYCAQYGBkgkEuzdu1cZTDabTQ2+4XCYYDDI9u3bWVhYYHR0lObmZtLpNP39/XR3dxMMBtWSkiZD/eCDDzI3N6c8Eul0mtdff53q6mruv/9+enp6SCaTPP/88+zcuVMplIZCIYxGI06nk23btmGxWBgdHaWvr4+uri4lW+1wONixY4fyYmnGjdlspqGhQS29AUSjURoaGlhcXGRsbIzLly9z6NAhVehLW+Ky2+2EQqGKQmutra0q1dVoNKo4mI2kvWqsJ9yVyWR49dVXSSSKqvqJRIL+/n7gbV0KHR2dIuuleHpXewv4pRvRACnlldK5jFLKvJTyc0KIx4UQfyil/MuSamWqtHlqjUPdkcRiMV555RXuv/9+6uvrWVhYUJkImldAcwcDaoC1Wq0IIXC5XMq1XVdXx86dO1UqntlsxuGwYzKZmJubY2Fhgfb2dsbHx0mlUgSDQU6cOKGqdZ47d45IJIKUkpmZGWZmZrjvvvtoampSuf1SSrLZLLlcjpaWFlpaWpicnKS2tpZ0Oo3BYCAQCKg0wZ6eHnXOXC6H1+tlZGQEq9VKY2MjdXV11NTUqLiMpYbSzQqS24pKhq2trSQSCZUl4XQ6cTqdJBIJkskkBw4coL6+ns7OThKJBGNjY5w/f55MJsPo6KiKTwmHw3z/+9+nqamJpqYmGhoaiEajGAwGIpGIEhmbmpqitbWVRx99lImJCX70ox8RCAR4/fXX2bZtG319fRQKBerr6/F4PFRXVxMKhZiYmFCGQFdXF16vV5WPF0Lg8XhIJpNqCUb7HFofTCaTWK1WrFarir+YmJhgZmZGKaE2NjaqY2neinQ6TSgUUkZfVVUVR44coauri6ampg0XYFu6ZLSUQCCgrr/miQBW1KXQ0bnXWc98DwGjFI0GDVn6v27FPdZBk7Je+rqUMl9K2SxQ9EI8UHp9S9a6uFEcPXqUl156ibm5OZ5++umKTARN1bG+vl4JPkExaj+fz5NOp6mtraWmpgaz2UwwGERKycWLF8nn8xgMdoxGk4pf0OIstDTUwcFBjEYj+/bto6WlBZfLRSwWIxqNsrCwwMsvv8zLL7/Ml7/8ZR599FFVKVSLrfD5fJjNZt75zndy5swZotEosViMHTt2KJnkWCzGwYMH2bZtmypFPj8/j9/vp6enB6/Xq0pJNzc3q8C7SCRCLpfj5Zdf5oEHHlhxgFhLP2I9NiIjfasxm83s3bu3ovAalIuHWVX9ibm5OU6fPk00GmXHjh0cOnRI/f2zn/1MZWU888wzTExMKDGoQqFAe3s773jHO5iYmGDXrl2cO3eOY8eOcfXqVSV7/YMf/IDJyUmamppobGxUy2Ka0ep2u2lvb2dkZETVU7lw4QJ+vx+Px4MQgosXL9LR0UEgEKCnp4eFhQWVFjw7O6tUKwFV9GvHjh1KXr21tVUJsmnqpl6vF4fDgc/nUynJhUKBhoYGNdhrhve1epjKl020JZLe3t5rvq86Oncz6xkRQ8BTUsqxpW8IIQIrbL8RjIDKrigzHCgTjHoB+H+EEKellH93jefZcqTTabW2qsU2vOtd76JQKLB//35isRhut5vGxkb8fr/KxgBUPQxtQJmenlYGRn19vcqamJ6eplAolLwTVSqrY3FxkfHxcVpbW2loaFBR+tlsFr/fT0NDA4FAgEAgwD/90z/hdrv59Kc/TW9vLz/72c944YUXeOGFF4BiWlhraytPPPEERqORcDjM8ePHOXHiBD6fj97eXp588kll3OTzeQqFAkNDQ8RiMQqFAp2dnUr8qlAo0NXVpR78mkv7tdde4+zZswArlgy/Hm/CZmWkbxXls2QtSNbhcHDx4kXa29uJRqNEo1HGxsbw+XxUV1ezfft2BgcHlU5JV1cXLpeLhx56iGQySSgUUmm7c3NzTE9P43A4+LVf+zWlItrW1sbg4CBNTU2cOXOGTCZDd3c3Tz75JA6HgwsXLpDJZFTMza5du7BYLMpzlM/nOXv2rJIvj0ajhEIhRkdHWVhYoL+/n3379mEymTCbzVRXVxMMBpX+iWZEagbo4OAg4+PjtLe3q+Bfr9fL3NwcBw4cwGQycfjwYQC1lKcZDddbGl5bJtMzF3R01mc9I+LzFKtlLjMigM9s9mSlTI/fE0KcBMallF8vpW4qQ6K0rBEUQvz2Kue9YxkYGFBrq9rMprq6mve///2qsqJmKGQyGZxOp5LsPX78OHV1darkshb5ruXha2vPyWSS6elp6uvryUVyZDIZqqqqSKVSLC4uEgqF8Pv9OJ1O6urquHz5MhaLhe9973t885vfxGq18slPfpKPfexjKmDvF3/xFwEYGhrixRdf5Kc//Skvvvgir776Ko899hjPPPMMTqcTu92uvBmXLl1SD/nZ2Vnm5+c5ffq0Grybm5vVQ18bODVxrHIDy26388ADD6x4PctjBuLx+JaKb7gRaJojMzMzXL58mcuXL3PfffcxOTnJ2NgY27Zto6Ojg5MnT9LX18epU6d4z3veQy6XY+fOnVgsFq5cucLo6Ch2u53u7m7i8Tijo6NKS8Tv91NVVUVLSwtms5np6WmlTdLZ2Ynb7cZgMLBr1y4mJiYIhULYbDYl+LSwsMDExATZbBafz0d9fT3RaFRpSng8HqanpxkdHcVkMtHW1obf7ycWizE0NMTAwACPPPKIKnOfyWRwuVxIKTGZTOTzecxmM1VVVSpOJhAI4HK58Hg8Kubm0qVLZDIZmpqaqKmpUcb2emiGmhZjoaOjsznWS/H80hrv/fVmTiSEeAD4IvCfKIpEfVIIsUtK+cflhkSpWidSyhc3c/zbyUaD9LQ11ZXWVrWgM61WgVY4yel0cu7cOQYGBgiFQuqhrhWZ0rY3GAwsLi7y6quvMjk5yVNPPYXR2KLUAs1mM01NTezbtw+bzcalS5fUjNRgMPDjH/+Y+++/n+985zurpqi2tbXx7LPP8uyzz7K4uMhHPvIRvva1r3HgwAHa29vJZrPY7Xbi8TjBYJDR0VHa29upr69XWRynTp3CYrEwNTW1LChSi8rXtCCcTiePP/74ijPCe6FSo9Ynurq6iEQixONx5ebPZDLcd999OBwOmpqaCAaDRKNR+vv7VQ2Umpoa2tvbGRwcxOv1YjKZaG9vZ2xsjFAopFJ2Ncnouro6LBYLPp+PM2fO8M1vfpPnnnuOU6dO0d7ezq5du1QNDq0svBYs29TUxMWLF/F6vaRSKSUkFYlEuO+++xgaGqKtrQ2Hw8HMzAxWq5VUKsX09DR9fX04nU7S6XSFGmVNTQ2NjY2MjY3R3d2Nx+MhFAphtVqZmpoikUhgt9uZmpri6NGjNDQ00NPTo/RKNkK5ONydLlSmo3M72GgBrg+u8PI8cE5KGVzhvZWwAC9LKb9ROuZLwOulEIlPlQyJx4CDUsrPb/CYW4K1BrFyGWybzbbq2mq52qJWlbNQKKhiQ5rQz8jIiMq316LXA4GAUgLM5XIqK8OYMZLLpUgmizO45uZmZmeLyS1aoNru3bv51re+RTqd5mtf+9qGH6RWq5WvfOUrxGIxvvCFL/D0008DxXVkLbJ+YmJCiRZVVVWpOI5sNktzczO5XI5QKITD4aC6ulrNHguFgrqemrdhqRx0+TVfWjZ9q2VdbAQpJZFIhPHxcXp6erBarapPSCl5+umnOXv2LJ2dnarypla8zGaz8dhjj3HixIkK9cfGxkbOnTtHIBDA4XBQW1tLbW0tyWSSRCJBKpViYmICKSUnTpzg3LlzTExMcPLkSSWffd999/Fbv/VbDA8P88ILL6jMm6qqKg4dOkRVVRUf/vCHmZiY4LXXXmN6epodO3Zw3333kc1mmZiYwO1209vbS1NTEwsLC8rj5HQ6sVgsTExMYLfbmZycJBKJqMJuHo+HK1euMD09TUNDg/KCVgNjYwAAIABJREFUaLU5PB4Pi4uLSClVQObc3Jz6jixdzsjn88rb197eruq41NXVLdOXKPdQbCbzQ0fnXmOj347fAx4GXir9/zjwBkXhpz+VUn59A8dIAfVCCK+UMiKlnBZCvAP4sRCiT0r5j0AY+PbmPsLtZ60gPU1QJxgMsnv37g09kLTyxVBc362pqeHQoUNcvHiRcDhMR0eHSnvT8uc1waGHH36YPXv2sHfvXt58K1qaqXqxWq0MDAyoB7K2xjw4OMjzzz/P5z//eXbu3Ek+n9/w5zaZTHz961/n/e9/Pz/4wQ/o7u7GaDTy0EMPqUwArWhUc3MzNptNRfprlSDPnz+P3+9nx44dOJ1OTCYTly5dUkZSLpcjEAiofTKZDNFoVNV60IwF7XrF4/E70iuRTCY5c+YMY2NjGAyGZamEhUJBeSCmpqYIBAIEg0Gqq6vp7Oxk27Zt1NTUqBTbq1evcuLECfr7+5mYmMBoNKoYinQ6jc1mw2w2c+7cOb7yla9w5MgRLBYLDzzwAB//+Md517vexcMPP1xRf0JKydWrV3nzzTd56623OH78OK+99hpHjx7lIx/5CEII8vm8qsliMpmw2+0VYlbxeJyzZ88yPz+v4mK0Jbq5uTkuXryoUordbreS2/b5fIyOjqqUVs3Y1WJ6HnzwQbq6upibm8PhcKy4nBEOhzl9+jTJZFJVHg0GgzQ1NS1bytiMfL2Ozr3MRo2IArBLSjkDqjT43wIPAkeAdY0IKeVJIcQ4RblsLfNiWgjxJUqZHlLK85v+BFuA1YL0CoUCNptNFS0Kh8PLZvqFQmGZu766ulrVHdBc0VrQ4ezsLMeOHWN+fp5kMsmePXvYvn07Pp9PiU61trbicrkoFCKYzWZ2796tqna63W4V6BgIBPjGN77Bo48+yh/8wR+Qz+dZXFxcdW04m82qeAUNs9nMt771Ld797ndz8eJFOjs7EUJgs9mUmqHBYODy5cs4nU68Xi8Gg4F4PA4UXfa1tbXY7XaklFy5coVLly5hNBrxeDxcvHiRwcFBJZc9NTXF0NAQUJTGBlQ8RHnBqpuRdVGK/l/XvXEtCUUmkwmXy8XevXuVMafNhLXraTAYGBkZYXx8XEmKazVDtPTIqqoqNbsfHR3FZrNx33330dnZSTabpb+/n/HxcaxWK/F4nM9+9rMkEgm++tWv8qEPfUgNvtpnyOUqFebb29tpbW3lN3/zNwEYHR3lgx/8IJ/5zGd43/vex4EDBygUCkxNTWEwGDCbzUSjUTo7O7FYLJw7d44zZ86wsLDA/Pw8733vezGbzbS0tJBIJFQ2x+HDhxkcHCQSiSCEYGxsjJ///OcYjUZVn2N8fJz6+nry+Tw9PT3LlF+1z6B9v/x+PwcPHiSVSqmgXu11bXvNi3Ut8vU6OvciGzUi2jQDokQQ2CmljAghsuvtLISwSCkzUsqPCCH+RQjxKsVS3tNALbBbCGGgmNF5W1I6NTd4udDR9brDk8kkyWSStrY20un0ig8kIYRaky5PTXM6nQwNDTE1NaWCzrTZaXd3t5ppanULUqkUw8PDvP766zz++ONIKSkUirPCWCzGhQsXiEQiDA4O8sgjj3Dx4kV++MMf4vV6+Yd/+AflIdEEfFZjpWvidrv54Q9/yJNPPsmRI0dobm5WBkQwWFTN1MqHP/HEE7S2tqr3I5EIbrdbxUE0NjZSKBTYsWMHqVRKVWOsra3F6XSyfft2DAYDLpeL559/noMHD6p2aAWrrjUqfz1KpaVvSPTd0oC+iYkJIpEIXV1dWK1WFWgLUFdXpwxVr9eL2+1WImPZbJZTp07h9/vZtWuX8vD09fURDoexWCzs3LkTu92uDI/q6mqee+45XnzxRfbs2cNzzz3Hrl27Ktq3VmaC0WhU77e1tXHkyBE+/OEP84Mf/IBAIMDHPvYx3G43Y2Njanmkp6eHp59+mq6uLk6dOoXdbsfr9ao6MOl0mu7ubgYGBti2bZvSGmlvb8flcjE8PEw8HsftdtPR0cH4+DiDg4PqM0YikVWX4rS2mkwmtm3bVvFeudGRSCQqvFi6B0JHZ302akQcFUL8C/Ct0v/PAEdKlTzn1tqxFDCZKf39R8DngA8CXxZCZCiWE3+mLL3ztrCSIuT1uMM1/X/tOC6XS71XPuPRWElkqrm5mWw2SyqVYnR0VA2eWgbG+fPncTgctLa2kk6nOX36NIODg7S1tdHb24vVaiWfL3DhwgUuXbrE4OCgWn/+53/+Z5LJJEeOHKGpqemaP6dGbW0tP/nJT3j00Uf53ve+h8fjoaWlRcldz8/Pq5mh9rAeGhri9P/P3rnHRVWnf/x9hmEGBhguw3W4CKgoouI9Fc1bmaZmau7mds8su9luZe269nv9alu3XEu7bJatlWVZ2cW0cjXzkvcr3hERkDsDDMLAAHM9vz/wfH+AgGhibvF5vXyBM+ec+Z45h/N9vs/zeT6f1FTMZjPe3t74+vpit9vp3LmzCDwiIiKIjo4WgYHSfvf999+zfft23G43I0aMwO12C85FU7XPK4Xz16vt9Z5W0JTQ11TCu7mVsI+PjyjzZGVlUVpaKiSlFR+SvLw8MjMzhWmVLMscO3aMoKAg0Y67fv16fvrpJ+677z6WLFnys7M2vr6+rF69mvnz57No0SI++OAD/va3v+Ht7Y3NZuPs2bNkZ2cLNU5vb29RugoPD0er1eLj4yNEpRT+UFlZGX5+foSHhxMeHo5arSYpKUk4lSqEy7q6OvR6fSNXz8vBtagd0oEOXOtoaxDxKPUT/zDqhaZWAF+ezxpc2MB/Hk1aNxcCKbIs/wPYIklSIqADzLIsn738U7gyaNguqExEPwdKfz4g2OYN32tKClTIbjU1NTidTo4cOUJSUhKVlZWcOXNGtHAq5lfh4eHEx8cTFRWFSqXCbrfTtWtX8vLyCA0NxWw243K5sdnqRMCiVqvJy8sjJyeH06dP891335GUlPSzzrMhYmJiWL9+PSNHjuSzzz7j4YcfxmAw4HA4RPnCbrdjMpnIzc1Fq9WKACsgIEA8/BXCqMlkIiQkRMgqN8Tw4cMBSElJEd+ZopKoZDWuNLny/LGuSLAbHByM0+nE6XSKNsa4uDhh0e3r6ytW1opAmNlsxmAw4Ha7kWUZm82GJEnExMQQExODTqfDbDYTHBxMWloaWq1WmGQZDAZWrVrF9u3bsVqtLF++nLvvvvtKnApQn534xz/+Qbdu3XjkkUe49957ufvuu+nUqROBgYHCrj41NVVwHjw8PNBqtXh7ewtzLU9PT1QqFX379sXpdFJZWSk0MEaPHi3IuJWVlTgcDkwmkzAaU9wq2yKF3hwB91rVDmlPtGYTrrzfYRXegdbQpiBClmX5fAnCTr1i5b6LlR2aBBCLgCRgRINjpl32qNsBDR8gV+JBovg+KL8rqC8zuEUngSzLSJJESEiIaN3ct28fa9as4eTJk/Tp04fY2Fjhj6Cs6MaPH8/IkSMpLS0lPT2d8vJyiouL0ev1YgK1WCwUFhbyv2+/QWlpqQhqunTpwsqVKxk9evTPPs+mSExM5NVXX+Wee+6hsLCQ0aNH4+vrS1paGpIkMWTIECRJIiMjQ7SdKiRMxRTs7NmzREREUFdXx4kTJ/D09KR79+7C5RPqeSPjxo0TxDuNRiMEuhp2d/xSk0LTbpKm8PDwQK1WU1hYiFqtJiwsjJqaGkym+qqhUtJSYDabKSoqAuqD0q+//pr09HTCwsIYPnw4KpWK7du3s3PnTsGPUalUdO7cmfj4eN566y3WrVtH//79WbFiBV27dm2X87777rvp2rUrd955J8899xxJSUnC5bOheBrUlxnmzJnDHXfcIXxAFDVLnU4n2kW9vb0bGZGZTCYMBgMGg4H169fTp08f4uPjiY2NFeJmrZXknE4nOTk5Imj9rQUODXGxAKFDcKsDF0NbWzx/B/wT2Ep9JuINSZLmyrLcYidFgwDiFSARmCTLslPxyPjZI7/GodhXA6KlraGmgc1mE06NBoOB2tpasSoqKCggMzMTT09PunTpwujRo9FoNNjtdnJzc3E6nWg0GgIDAwXXoK6uDoPBQF5eHhs3buSf//wn1XFjkeX6Ceimm25i1KhRjB49upHQU3tAqTt7e3sTGxtLWFgYlZWV5ObmijKFv78/fn5+GAwGLBYLNTU1QszIZDJht9vJzMwkIyODiIgI+vXrdwFvRNEj0Gg0hIaGCj6ELMsikPqloFxnpeW2OTGjhtogishWc4En1Dt0Kj/37dvHyZMnhQtqnz598PPzEyJiSUlJBAUFUV5eTnl5OZ988gm7du3ilVdeYc6cOaK1sb0wfPhwTpw4wT/+8Q+OHz/OgAEDCA4OxmAwEBwcLH5/6623eO211ygtLeXWW28V94kiod6nTx9iYmLw9/fHarVy7tw5iouL6dKlCxEREWzfvp0jR46g0WgYNmyYKBFpNJpWW5WVDpbAwMBrvnQhSdKDwJUwOuxAB9oFbS1n/BUYqGhCSJIUAmziIu2YkiTFAN2AW35LAURT1NTUUF5ejslkIjo6GrVajdvtxuFwiI6Lc+fOUVFRQWJiomCeR0ZGEhMTg81mQ6PR4HA4iI2NxWaz4XK5yM7OxmQyYbPZeOedd8jJyeHYsWMAJCUl0e36GAwGA7uX5TcKGi6ljfNyoEyOJSUlZGRkEBwcTI8ePcjLy2P//v3CXyMpKQmn08mZM2ew2+14enri4+OD0+mkoqKCmpoagoODGTx4sOCJNBSjUjQDmq72lWDil1xFKZOTxWKhoKBAtPg2DCQUHQir1Up5eTkOh4NOnTqJbZRshre3t8hWQL0LpiRJxMXFMWrUKHx8fNDpdISHh5OUlCSClsLCQtauXUtGRgarVq1i+vTpV+38fX19+fvf/97oNeW6KRg6dCg9e/Zk/vz5nDlzhvHjx2MwGHC5XKSnp6PVaomPj6dTp07U1tayf/9+0tPTRcbupptuAmD8+PGoVCpB0GzYlqp8bsPSRXMW821Fc9L17QlZlpcBywAkSfpV+wh14L8TbQ0iVE1Epcy0rdUtV5KkSefLIb/aAEJ5SDU1/VEY+IGBgcJd0Ww2Y7VaCQkJIT4+HovFQmBgIBUVFZjNZiwWC+Hh4fTp04eQkBDsdjt1dXWUlZUREREhVP5KS0vJysoiMzOTbdu2YTKZGDZsGAsXLmTixInExsby108PAfWtmQ1RW1vbIvmsNT5IbW1tiw9Ol8sl9gsKqjd/zcnJYc+ePXh5eREREUFgYCB6vR6r1SpspW02m+BGxMbGUl5eTklJCRaLhaioKMG+h3qBK2UVbTabhTFZS1Aqbs2VFto7wFACGYUgqFzD0NDQC8aiqDiWlZVhtVpJTEzEw8OjWe4M1JeMBg4cSN++fYUhlcViIScnh+zsbCFrvWnTJiorK1m7di0jR45sdB/U1dW1qlnSWqbCZrO12AHjdDpbvUeafubcuXNJSEjg3nvvpbCwkIceeoikpCTy8/Px9vYmMjISqM/sXXfddajVagwGAyUlJYSHhzNjxgxxfTMzM0VXh5K9g8YcJB8fn0bCboorbV5e3gWkzObukeak6zvQgd8y2hpE/EeSpA3AqvP//z3wfVt2VLgTv9YAAi58SCkoKSkhKyuL+Ph4YmJiqKmp4eDBg2RkZBATE4PL5RKljJqaGqHfcOLECY4fP05ISAixsbFkZWUJpT8PDw9cLhfe3t7s37+fjRs30r17d9auXUtycrL47Hr9ifrfm662lFVbc/D09GwxwGit1ixJkjimwWBAkiQsFouY+BVDo4iICNRqNdXV1TidTiIiIjCbzcIOWiF6enp6kp2dzZEjR7Db7YwbNw632y3Eq5RzVMpEiihVc+z8lq5Pe6Hh5KNWq+nRo4do52xuLAo50mq1YrfbBYHSYrGg0+nw8vJqdMyYmBimTJmCTqcTGRez2UxVVRUqlYozZ85w9OhRPD092bRpU6M2WAUXa+VVOpSaQ2v7KqWkS3lvypQpxMbGMm3aNBYsWMDNN9+M0WjEy8sLk8kkuD7BwcEMGzYMq9UK1JfLlO9F8QYpLS0lPz+fU6dOib+Hi3Vd5OXlcebMGeDipMzWpOs70IHfItpKrJwrSdI0IIV6TsQyWZa/bteRtQEt2YpfbSgPJ29v70Z1e0V5Unk/MDCQlJQU0R9fV1fHqVOn0Gg0uFwukYatqqrC09OTxMREdDodNpuNtLQ0wsPDOXXqFOnp6Wzbto3U1FQefPBBFi5ceE3VdtVqtTDv0ul0QqXQYDBQWVmJVqulsrKS2tpa8vLqzWB37dqFh4cHdXV1pKSkYLfbiYiIwGazMXDgQNEyW15ejl6vF6tdZUI2mUwtTgS/dOueUopwOBwUFRWJFsWm2yQmJooAwmQycfz4ccLCwkhKSsLlcpGfny9cMhWSqeJPkZGRgUajIT8/n71792I0Glm3bh1dunT5JU75kpGcnMzevXu57bbb+PLLL/nd737H4MGDSUtLQ61WExAQIIy1mss+qVQqod7p6enZSHvkYtohTdtroT7gUQJUJfBRymxtVZ7tQAd+C2jzX4Isy18CX7bjWC4KSZKGAxGA9rwDqNyWQKIhOamp2ExLuBQPhoZMekUDQXmAxcfHo9PpKCsro7S0lIiICBITEzl27BgZGRlC0TE6Opro6GjS09PJyckR/f9qtZoNGzaIMsjWrVtZv349Xl5erF69msmTJ7fpfJrDwYMH+eSTT4iKimL8+PF069btso/VFEq92d/fn1OnTmGxWDCbzQQEBODv74+/vz9ms5mTJ0+i0Wjw8/PD09MTb29vSkpKUKvVOJ1OOnfujM1mw2QyCYEilUolMhx6vR6NRoOnpyexsbGNJgIF7SlAdf74bbq/8vLyyMrKQqVSiSCrIZQOIeV+Ky8vFyqjJSUllJeXA/8fJCllnfz8fHbs2MH+/fvZvHkzycnJfPvtt6Ks9HNQW1vL0qVL6dWrF6NGjWrXyTMsLIxNmzYxe/ZsPvzwQ3Q6HTfffDNFRUXIsiwM3RQSsXKPmEwmEbzX1NQQGRmJWq3GarUKgm1r5StFe6QhmvPD6ZDC7kAHLkSrTwRJkqqob+m84C3qKxX6Zt5rF0iSdDP19uOrgN9JkjRQluU5bclENCQnDRgwoE2Zi8t1hlRsqZUgRMkuKMz7gIAA7HY7cXFxop1NScsfOnSIuro6KioqsFqtVFZWCv2D8vJytFotX3/9NcOGDeP9999vdsK8GBwOB19++SXvvvsue/fuFa8/99xzxMbGcuONNzJp0iRGjBjxs4hjAwYM4NNPP0Wv1zNo0CDcbrfIQOh0OoqLi9m7dy+VlZX07NmTHj16EB8fz9mzZ4UWgOJSqhgvhYSEiO9v69atjB49Gj8/P8EnMBqNlyQ0dKXMui52fykmbEr2oKXrVltbKzQ0FNIpQFFRER4eHuj1ejw9PbHZbJSUlJCXl4darRZZnZycHJKTk9m8eTN+fn4XcGEuFTabjTvvvJMffvgBqA8Mp06dytSpU7n++uvbhVei1WpZvnw5JpOJDz74gNLSUhISElCpVMTGxopgVPlulG6eyspKoWZ67tw5Mck3LR01Z/0ty7LQMdHpdMJbRPm/gg4p7A504EJczAq8ZdbaVYQkSZ2ptxCfLcvyDkmS3qde8TIMKGmPksalpsCVlVBDsSMl7V5WVobT6SQgIICKigoKCwuxWq0kJyfTpUsXZFmmoKAAHx8fzpw5IzoPfHx8sNvtHDt2jOzsbI4ePUpycjLr1q1Dq9Ve0vmUlZWxfPlyli1bRkFBAZ07d2bhwoXceeedWCwWNmzYwIYNG1i5ciXvvvsuOp2OUaNGcd999zFp0qRL/v7efvttSktL2bBhAw6HQ9hIK2TR//znP+Tk5BAfH8/gwYMxGo2cPn2auro6tFotYWFhhISEcPbsWXJycoiIiCAhIQG1Ws1PP/3E/v37cbvdjB07Vqy4W3u4NyXPud1uSkpKGqmKthfKysrIz88nMDCQuLi4Fidfb29vcnNzOXnyJAUFBdhsNsLCwoiNjaWgoACXy0VxcbEQYMrLy8NoNBIUFMTAgQNZvHgxixYtapVs2lY4HA7uvfdefvjhBxYvXkxYWBirV6/mww8/ZNmyZcTFxfH73/+e22+//YpmsKA+I7Nu3TreeOMNnnvuOX766SfuuusuIiIiMBgMQkNk//79IiMVHR2NRqMhNzeX7OxstFotAwcOFJkIJXhwOp2UlNRzxBu65hYVFVFbW0toaKgYR9N7oqk3Rwc60IFLKGf8wnADL58PIDw47wgKRDT09LiSHIlLVa9T2g99fX1F7RYQYkhKW6der6ewsBCLxUJoaChBQUGClLh69Wq2b98uvAKeeeaZRgS3+Ph4vvnmG3x9fdu8ynS53Dz22GOsXLmSuro6Ro8ezaJFi5gwYYJYfev1embOnMnMmTOpqqpi//79fP/993z//ffcdtttzJw5k0WLFl3Sal2n07FmzRpmzJjB2rVr8fPz49577yUyMpLQ0FCSkpKIiIigT58+wjBKsXX29vZGr9cLboVGo0Gv12Oz2YB6Fb0TJ04QGRmJyWQiIiKiEdte0Z0IDQ0Vq82G5Lm4uDhKSkqESFV7W4gHBwdjtVqFLkjD0orSWaAQS/v27YtOpyMiIoKMjAw6d+5MaWkpZ86cwWw207dvX3r37o3dbqe0tJScnByhqQEwYsSIlobRZjidTmbNmsV3333HokWLmDlzJgATJ07EYrHw9ddfs2bNGhYuXMhLL71E586dGTFiBMOHDyclJYXY2NifPQYPDw/++Mc/MnnyZGbPns1bb73F4cOHeeqpp4iJicFiseDh4YHZbCYoKAhZlgkKCiIwMJCwsDB69OhBaWmpIPkqpYjg4GD8/f0blXoUK3rl9+YUUuHKZa460IFfE/4rgghZlrMlSVI8OtyyLJ+TJOk0YAWQJKmfLMuHfm4A8XN2V4IGrVYrJrtz585x7NgxOnfuDEBWVpZoWwsKChKSsgaDgQ0bNvDOO++g1+vx8fFh+PDhREVFCSW+2NhYoqKi8PDwwOFwUFdX12rq3mq14nQ6OZWezg/Ll3PnnXcya9Ysunfvzrlz50SatykqKiro06cPffr0Ye7cuSxatIilS5eyfft2lixZwuDBg5vdz+FwXMDYV6lUrFy5kpkzZ7J69WpqamowGo1kZ2cLZ8fy8nLOnTtHdHQ0TqeTxMREysvr3UcrKyvZunUrnTp1Ou9K6qa0tJRTp06h1+uRJImwsDB0Op24diUlJRQWFlJdXU1tba1Y+YeFhZGTkyOUIRuKVCmuou2lcqlWq4mLi2vkl6IED4qAmCzLlJWVAdC3b1/Kysro378/Xl5e2O124uPjhWunWq2mU6dOwg1TpVKxa9cu4QKq6IDU1NS02EVRVVXVrF222+3m0Ucf5auvvmLevHlMmzYNs9ncaJsRI0Zw6623YjKZhIfJF198wXvvvQfUB7tDhw4lJSWFkSNHCv6Hw+EgICCg2fE4nc5mxxMVFcW6dev45JNPmDt3LjNmzCApKYlp06YJs7bU1FSGDBmCyWQiOTkZo9HI/v37KSsro1+/fkRHRwuxLo1GI1qpKysrRWYqPDxcWMu3lCm63BJnBzrwa8Y1G0RIkjQBMMiy/CGALMvnmmziD+gkSboDeF6SpJQmTqNXHA1rp76+vo0eNorUspI5qKurY8uWLZw7dw4/Pz+0Wi1lZWV069YNf39/DAYDmZmZpKamYrPZWLhwISEhIezfv1+k5Z1OZ4tENk9Pz1ZJbvXy0TmUm8tZsGABs2fPFu9pNJoWyyEeHh5ilaXVavnrX//KsGHDeOKJJ5gyZQqLFi3ivvvuu+BB23C/htBqtaxYsQJfX1/ef/996urquOOOO6irqyMrK0uUf06ePClUJ728vPDy8mLbtm0cOnRI+IKUlJQQFBRE//79KSgooKKiQrDvASorKyksLCQoKEgQNaurq1GpVBQVFQmvBcVCvOGKsr07OJqSO5UJyWq1Ul1dTVRUFHq9nujoaCFhbjQaKS8vZ9euXQQHB9OzZ098fX0pKSmhpKREBECxsbEsXbqU4cOHNwos1Wp1i0GEVqsVOgoK3G43c+bM4fPPP+eZZ57h8ccfb3ZfRWMiMjKSWbNmMWvWLFwuFydOnGDLli2kpqaydu1aVq5cSWBgIAsXLuTWW28VLcrNobXWUKiX0x43bhxPPfUUn376Kd26dRPlwZKSEvbs2YNerxeZrJMnT1JZWUmXLl2ETHZYWBhVVVUA5Ofni7KGYl9/scDgl+7y6UAHrkVck0GEJElDqO8EcZ/34Pigmc1KgRcAAzC5vQMIoJG3AdCI+W02m8nOzhYTtMPhoKKiAofDQffu3QFEnV8pbVitVqqqqti8eTNZWVls2rTpipG2li5dSmGhhNFoZPbsW37WsUaMGMHGjRuZM2cOjz/+OFu2bOGNN95ocVXZFB4eHrzzzjv4+Pjw5ptvolKpBMs+ISGBnj17UlJSIlaOer0et9tN79698fDwYOzYsTidTnJzcwkICCAyMpJDhw5x4sQJXC4X48ePR5IkYb0eHh4udDmU4M5gMIjaeXOlqqttvqRMRMHBwUL+WwkKDQaDMOfKyMhg27ZtdOrUidDQUGH5brPZCA0NJTIykoqKCk6fPs2sWbMuezyyLPPMM8+wYsUK5s6dy5/+9KdL2t/Dw4PevXsTFxdHYGAgLpeLQ4cOMX/+fFEaefHFF9t8zzSH0NBQPvroI5KTk/nLX/5Cbm4ujz76qNCtKCgoIDU1lWHDhpGYmIgsy6jVauE5EhYWho+Pj9Aq8fPzIywsjMzMTMGpaA2/RYOuDnTgYrgmgwggEriF+kDhy/Nql8ubcB5KqXcQnSjL8qmrMaiGplrQmPmtuCtWVVVRXV0tjLDCw8Mxm83ExsaiVquF4uLZs2fx9PRk375PZeYlAAAgAElEQVR9fPbZZzz//PMMGzbsiozz66+/5q9//Stjn3qHuLjYK3LM0NBQVqxYwccff8wLL7zAwYMH+fDDDxkwYECb9lepVCxevBidTsfChQupqKigc+fO3HjjjVitVjZv3kxlZSVRUVH069cPSZJwu92MHz+ekpISampqyM3Nxd/fX3AglCBE4RkoK/Pg4GCxsmzo6HklWh6vNBrKWTd8TTHnqqqqIjQ0lOjoaIxGI0eOHOHw4cOcPn2a6OhounfvzpEjR4DL50PIssz8+fN55513eOyxx3juueeEoNPlwsPDg4EDB/Ldd9/x+uuvs2jRInbt2sXSpUsZP378zzr2008/TXl5Of/85z+Jioriz3/+MzqdjpMnT+Lh4YFGo2Hw4MHCW6WsrIxjx47h6+uLj48PWq0Ws9lMTEwMubm5giujlB070IEOtB3XFDtIkqTukiQZgHXAEVmWU4G7gHmSJD2gBBCSJHkCXwFjr2QAoQjMtMSNkCQJPz8//Pz8BIFSWVGq1WoiIiKIj48nIiKC6upqQkJC8PLy4uTJk2zdupWcnBysVismk4m0tDSOHDnCJ598wpgxY3jmmWeuyDmsWrWKO++8kwEDBpCQkHBF2/BUKhVPPfWUaPm7+eabWbt2bZv3lySJBQsWsGrVKiorK1m/fr3oQOjatSuxsbGUlpbidruFhsSuXbs4duwY586dQ5Zl0ZXRuXNnpkyZgp+fHxqNRmgChIaGUldXJ65hU+2FawEOh4Pjx49TVlZGTU3NBe+73W5h9z527FimTZvGmDFj+OGHH0SLrIeHB6dOnWLFihX861//wmg0NlIsbStcLhdPPPEEr7/+OrNmzWLBggVX9J5Rq9U8+eSTbNiwgeDgYKZNm8b8+fN/tgHY3//+d2bMmMHnn38ugvP+/fsTGRkp/o6hvvRy5swZDhw4wP79+4H/d0Q1m81ER0fTpUuXy2qX/i1AsQpv7t+VINB24L8f18yTVZKk8cARYLosyzag5HzmYSdwL/AXSZImn3cUfRE4KMty1pUcg1Knbu7B3sx4hStnw6BDIcjpdDqh0Lh582Y2btwobHfdbjc2m41XXnkFHx8f3nvvvVYliNuKxYsXc++995KSksLq1avx8Gifyzto0CB+/PFHEhMTmTFjBi+//PIlkVKnT5/ODz/8gMvl4umnn+bs2bNMmTIFg8GA2WwmLa3eJb60tJTa2lp8fX2JiorC19eXvLw8vvnmGzQaDUePHhUaGsp1u5RreLWglK6U7ygvL4+CggIsFgsajQaTydRoUlVEk5Qun5iYGPLz8zGbzZSUlHD77bfjdrvZu3cvmzZtYuLEifz000+XfA85HA4eeOAB3n//fZ566ileeeWVdvMU6dWrF9999x0PPPAAr776KhMnTqS4uPiyjydJ0gWZF71eT0BAgOhaUV4bNmwYffv2FW3Yit+I3W4XdunNlTLcbrfQfPmt4uzZs8iy3Ow/5TvuwG8b10Q5Q5KkcdQ7hb4KPChJ0o+yLGecf89DluXtkiTdCJymvoxxY3trQ1itVvbt28egQYPw8fFpVqSm4YSVnZ1Nr169KCoqorCwUNgMh4SEcN111xEdHU1kZCQajYba2lq++OILjhw5wldffSVEiC4XbrebefPmsXjxYqZOncr777/f7g++iIgINmzYwGOPPcYLL7zA0aNHee+999qsDBkXF8fs2bN588032bx5M2lpaVRWVuJyuaisrMRqtTJgwABiY2Oprq5GrVbTv39/Dhw4gNlsZs2aNWi1WmRZZsCAARcYh12M/KakuYODg9tdwrghq9/Ly0soJMbFxVFeXk5+fj5Wq5WwsDBSU1Px9fXFYDCItHthYSF6vR6DwUB2djZTp05lz5499O/fn48++ojhw4df8phqa2uZNWsWGzZs4IUXXrhkDsTlQKvV8vrrrzN48GAef/xxhgwZwgcffHDZZRhl4le6UZxOJ/7+/jidTkJCQoSviCRJBAYGcujQIXx9fUlKSqK2tlaYu7Wk/dDRjdGBDlwcv3gQIUlSMvAa8KAsy9skSfIF+gEZTZw/o4ByYIwsyyfbaSxiEty3bx+7d+8GYNSoUUIwqKqqipCQENEz7uvry8mTJ0VdWjE7ioyMFO9ff/31OBwOLBYLWVlZrFy5ks8//5xHHnmECRMm/KwxV1ZWMnPmTNatW8fs2bN59dVXhQNke8PLy4t3332Xnj178txzzzF69GhWr17dZmnxefPm8cEHH5CdnU1lZSVhYWGkpKSQlZVFYWEhPj4+JCYmYrfbG/lO+Pj4MHjwYKqqqkhOTsbDw6NR8KLRaMjOzm6VLHc1JYwbBqcKgVRR11Q0JJxOJytWrKCwsBB/f3+GDx9OUFAQBoOBiooK8vLyMBgMPProo/j7+7N8+XLuvvvuyxqPxWLh9ttvZ/fu3bz22mvcf//9V/J0L4o//OEP9O7dm7vuuosJEyYwb948nnrqqUs+jtJhlJaWRkxMjMgAenp6CvE2T09PHA4H3t7exMfHk5SUhLe3N+Hh4Zw4cUIEBzU1NRw9epSePXsC9deqaTdGh05EBzpwIX7xIAKoob67QuE2nAWeAD6TZdkl1edXVUAoMEyW5dNXY1CDBg1q9FN52FssFlJTUwkJCREryi5duiBJEr169Wqkw19XV4fFYiEtLY2ioiKCg4MpKSnhvffeIykpiZdffhm40GVTgdvtFquspqiqqiIjI4N77rmH3NxcFixYwIMPPkhtbS1Qr1GhCFI17fMvLCwkJCSk2eMWFha2ujJrrpd/5syZREZGMmfOHIYOHcrKlSsZOnRoo22aaykNCgpi7ty5PPfcc9x3333069cPHx8fZFnGZDLhcrnIyckhICAAT09P/P396d69O4MGDcLX17eR9brL5aKkpASdTids0oFG+gwNv+erKWHckNXf8HMlSRIaEj/99BN1dXXExMQwZMgQwsPDG9nEl5eX88knnyBJErt37xY1/Lq6uhbvH8VmvSHMZjNTp07l2LFjvPnmm0yePLmRM6qC1jgLhYWF1NXVNfteZWVli/olFotFlEuio6P57rvvePbZZ3nxxRfZsmULK1asuIBkqqA5CXbl3BTCc0BAAGq1muzsbHJzc0XgkJeXR3Z2tlCjVKlUlJSUiPukV69eHD58mL1791JdXU2PHj2AesK0Epwq7d1FRUX4+fkRHh7e7PdeV1fH6dOnSUhIaLGNur1t6DvQgauJXzyclmU5Q5blU+eVKJFl+RXALEnS0+f/L8uy7JJl+YurFUBA/QNk1KhR4iGi9OPX1tZSWVmJh4eHMNey2+106tQJp9OJzWYjKysLq9VKWloaubm5bN26lbVr1/LNN9/w5ptvUlFRwUcffdTshNxWfPXVV9x0001YrVa++eYbHnrooV/04TRq1Cg2b96MXq9n4sSJrFixok37Pf744xiNRtLS0oSehtLtough2Gw2NBoN/v7+DBo0SAgHuVwuEWyUlZWRlZUlxLsUslxLHAlFwvhquzE297kqlYoBAwbQv39/fv/73xMaGordbhfOpHa7nePHj7N27Vrmz59/2STAwsJCxo8fT1paGm+99dbPMm+7EvDx8eGNN97g1Vdf5eDBgwwdOpRt27a1eX9lkpZlGS8vL5xOp7h3fHx8yMzMpKysjMjISBISEggICBCZqYSEBHr06CEsvbt06UKXLl3o2bOnMHVT7q2GqK2tpaqqqsVM3+nTpzlx4gSnT59utM/evXtFgA8dfIsO/Hpw1TMRLUlTn886qGRZdgOfAYOu9tguBpVKRb9+/fD19RUrDbfbLUyzSktLgXpb6rNnz1JWVoYsy/Tv35/q6mpSU1P5z3/+w1tvvUXv3r0vawx2u50///nPLF26lCFDhvDvf//7mtHz79atG1u2bOH+++/nscceQ61Wc8cdd7S6j06nY/78+TzyyCOsXLmSJ598kjFjxhAWFkb//v1xOp1ERUUB9YTEoKAgjh07JurfFouFkpISEhISRFDn5+dHYGCgWOkrn/NLQkmFe3l5Cf5G05VsQkKCUFMMCQkhIiICvV7P0aNHWbVqFd26deOPf/zjZX3+2bNnueWWWzCbzXz11Vd07dr1SpzWz4YkSUKF8vHHH2fSpEk8++yz/PnPf74oUVQJCBwOB/n5+Y1aeh0OB+np6bjdbq677joqKiqEvHhDx07F3jsoKIhRo0aJ7JbJZBIZF4vFQkJCAr6+vmLflu4nJShRfgIcPXqUQ4cOAXDdddcBHXyLDvx68EuUMzwAkSttEDig/AQ2Ai9JkpQqy/L7v8AYBRR5Ym9vbyRJQqvV0qtXr0bvu91uIToVGBgorJ5zcnKorq6mV69euN1uvvrqK15++WUefPDBSx6Hy+Xi008/ZcGCBWRlZfHQQw/x/PPPX5Jr5dVAYGAgq1ev5tZbb2XOnDnExsaSkpLS6j533303b775Jhs3biQ2NpabbrqJrl27YjAYKC0t5ejRo3h7e1NbW0tpaSmZmZk4nU6GDx+Oy+USHRpKN0PDyflaEQhSJg1FpTIsLEw4vEK9bHp1dTWnT58WLcQulwur1cqqVavIzMzk+++/v6ggUnMoKytj+vTpVFRUsG7dOvr169dINO1aQLdu3di2bRtPPvkkL730EqdPn75o15KSJUxNTcVqtRIYGCg6NIYPHy40RUpLSykqKsLlcmE0GqmqqiI1NZXCwkLy8/OxWCwMHjyYTp06iWMrZafCwkJOnaqvtPbq1Ut4bChZv6YEXS8vr0bPB0AsGBouHJpTvzxfQroWSswd6ECbcVVv2PNtnDMlSToI5Muy/JEsy+6GgcR5MmWJJEn3ALlXc3zNobq6Wsjm2u32Rt0ZUP+ALi4uJjQ0FH9/f/Eggfqaf3p6OmVlZUJid8iQIZc8htraWmbMmMGGDRtITk5mzZo1DB48+JoLIBSo1Wo+/PBDbrjhBmbMmMGmTZsueLA23f6rr77izjvv5KWXXmLPnj1MmjSJ7t27k56ejtVqpW/fvhgMBnr06IFarcZqtaJWqzEajTgcDnQ63QW2z5cDu90u3D4vZ8JuCcpk4XQ6LxByUloPjx8/ztatWwkODiYsLIza2locDgc7duzA19eXG2+88ZI/t7y8nMmTJ5Obm8uXX35Jv379rsj5tAd8fX1ZtmwZPXr04LnnniM6OpoXX3yxxe379+9PdHQ0u3fvxt/fH29vb0pLSwkICECr1QqFT51OR1JSklAtVYTejEYj3t7e5OTkUF5e3iiI8PDwaMSzaJhZaIi2EHS9vb3p06eP4Ep4eXk1G9ye9065Nv+oO9CBFnDVOBGSJA0CXge+pp48+bQkSQugPgMhSZLq/O+u8z9Fm+cvAUWwRqlZKq12ikmS0vsfFBSE0WgUqdS6ujqxgvT09ESWZY4ePUp5eTlQ3/VxKaiurmbKlCls3LiRJUuWsGvXLm666aYre7LtgKCgIL788kvUajXTpk276Mq3a9eu7NixgxkzZrBt2zZOnDhBWloa1dXV+Pj4iJWexWLB29sbm82Gl5cXQUFBxMbG4ufn18g99XKhuH3m5eX9rOM0hVIDVxw6G04gSpYiMjISo9HIgAEDSEpKEmZRgYGBdO/e/ZI5LxaLhSlTpnD69GlWrVp1xRRR2xt//OMfeeCBB3jttdf4/PPPW9xOrVbz2GOPsXXrVnJzc3E4HJjNZlFaLC4uJj8/n4yMDEJCQsRCwOFwCP2IPn36kJKSIsiUTaFkHlsiSQYHB2M0Gi9K0G2OK9HcsYC22fNeA+gQouoAXF1ipQbYKsvyx7IsrwJuAm6XJOnvIAKJEZIkXV7R9wpDebCrVCoiIiLo1KlTo4eFYv2tODEWFxfj5eUluh6OHj1KVVUVgwYNIjo6ms6dOxMdHS1U89qCyspKbrnlFnbs2MHy5ct56KGH/qtay+Li4li9ejUmk4lbb731olLKnp6evP322yQkJPCf//yH+Ph4Ro0axQ033CCIqw6Hg4yMDAoLCwV/wGQysXfvXlQq1c/+ftpLwVBZsZaXl1+goKlWqzGbzbjdbiIiItBoNKhUKrRaLV26dCE9PV34r7QVVVVV3H777Rw7dowPP/yQ0aNHX9HzaW+8/PLLDB06lEcffZTU1NQWt7v//vvx8fFh3759aLVacnJyWL16NVlZWURFRREcHEx1dbXoUFI6fYxGo/iOWwsSGqI5RVu1Wk1wcDBlZWXY7XYsFgtVVVUXECYTEhJISkpqMaOhHIsGpd5rHR1CVB2Aq1vOqAXCJEkKkmW5XJblYkmShgLfS5J0VJblz4Ay4IurOKYW0bBmKUkSsiyLFjHFKRDqV3uHDx/G4XCg0WgICAhAkiSysrJEf3rfvn1FKWTv3r2NGN+1tbXNdgiUl5dz8803c+rUKV5//XVGjhwpjIQAMjMzm217U2A2m7Fa68sux48fb/Se4slw6NAhjh07hr+/P3379qV37964XC7OnWtqmFqPhg/jpnA6ncIdsyFCQkJYuHAhTzzxBDNmzOCTTz654HztdrsoQWg0GiFAtHz5cv7973/j4+ODyWSiurqagIAAMaHqdDqys7M5c+aMsNNua7mopVW9RqNpFw8FpaPEYDAIHk1tbS3e3t4UFBRgMpkIDAykW7duREREUFNTQ0hICFVVVeTn55OQkNBsu68ixNUQNTU13H777Rw6dIiXXnqJhIQEMjMzG22ze/duMRkqFutBQUGiRNaaUVZxcXGLJSOHwyFKd02hZOqag91uv+C1119/nVtuuYXbb7+dHTt2NNuW7OXlxV133cXy5ctZu3Yt4eHhVFRU4HQ6GTdunOjU6NSpE7IsC4Jlfn4+Xl5euN1udu7cSUpKCj4+PtTW1uJ2uzl48CADBw5s1OJZUlIiWl+V110uFydPnsRmszXKXEZERDT6jppyqTrQgV8LrloQIcvyQUmS8oH/cL7z4nwg8S/qNSCQZfnE1RpPc2g4sVzMGliSJDQaDVVVVXTv3h2r1UpERASSJBESEsLgwYPZuXMnGRkZZGRkYDKZCAgIIDU1lfLycvFAVHT/G6KkpIRJkyZx+vRpli1bxpgxYy74fIfD0Wrtv5797zj/e30XSXp6Ort27WLLli3iQa9IKu/evRsPDw86d+7MmDFjGDx48AVKmuXl5S0S3Wpqalp878Ybb2TRokU8+eSTPPvssyxevLjRd930O+jXrx8LFizg6aefZtGiRbz88ssEBQUJK2mTyUT37t3x9fVFrVaL62Q0Gq/5HnyXy4XZbMbLy0u0CUZGRmI2m9FqtWJiU6vVhIaGsmXLFgASExOb/X6V+rqCuro67rnnHnbv3s0LL7zQYulLEbWqrKzk008/5cyZMyLrFhUVRc+ePYmLiyM6OloEKVarlcLCQg4cOIDL5aKoqIji4mKCgoJISkoiKSkJSap3jm0ONput1S6ZptmAyMhI3n//fSZPnsxdd93Ft99+2yxP5ZFHHuGdd94hLS2NlJQUvLy8UKvVfPPNNyQmJtKnTx88PDyQJEk4pNrtdvLz8zl48CDbtm0jNzeX6dOnU11dzfbt28nMzMRsNnPrrbcK8Tan04larRbnoAQQVqsVHx8foqOjRZCkLD460IFfO65KECFJkkaWZbssy49IkvStJEk7gNtkWS4GQoAe5zkRcnvIWbcX8vLyyMnJITw8nLCwMKxWK6dPnyYiIoK+ffuSmJjI6tWriYyMFGI3W7ZsYf/+/dx8883NHrOwsJAJEyaQm5vLsmXLGDVq1GWPTxHIee21j9i9e7cIAuLi4rj55psZMGAAwcHBuN1uMjIyOHToEHv37mXp0qUsXbqUTp060b17dyG6Y7PZiI6OFv+PjIxsURyoKR566CFyc3NZsmQJnTp1uqjM8mOPPcaPP/7IG2+8QZ8+fejatSsajQaLxcKZM2coLy9nzJgxREREEBISQlhYmFjtX4tQTJ9KS0uFLHNtbS379++nR48ehISEYLFYCAoKEtmJkJAQMRF169btop9ht9u566672LJlC0uXLqV///6tbn/y5Ek+//xz7HY748aNw2azkZ+fz9GjR9m7dy/w/8ZyFoulkSiV4j5qNBoxmUysXr2a1atXo9PpRFYrOTm5RVGztqJ37968+uqrPPLIIzzzzDMsWbLkgm3i4+O55ZZb2L59uwiMjh07xtmzZ3E4HPTo0UMYtHl7exMQEMCxY8fIycmhuLiY0tJS0SqsKKdWVlYSEhJCWVkZoaGhuN1u9Ho9vr6+4pqUlZVRV1eHj48PPXr0wMPDQ2RyOgKIDvxW0O5BxPnOC/v53/8CvAJMBd6SJMkOJFMfUFzzqisNU9Aulwu73S4mUkVq+ciRI5SVlZGYmEh5eTkajYby8nJuuOEGUX44fPhws0FEVVUV48ePp6ioiLVr114WOammpoY9e/bw448/UtN5HC6XmxObNzNw4ECGDBnCoEGDyMrKalTzV6lUdOvWjW7dujFq1CgCAgLYs2cPu3fv5uDBg1it1kZCOQ33e+yxx5g0aVKbxva3v/2NvLw85s+fT3h4ODNmzGhxW0mSePfddxk4cCALFy5k+vTp9O/fn7CwMDw9PcnOzubw4cMkJSWJFazNZuPo0aNCmMpoNF4RY7NLgdvtFloFDaEEOAEBAZSXl+N2u9m9ezcHDhygpKSEQYMGiXtK4diUlpayZcsWPDw86NKlS6ufK8syjz76KBs2bGDx4sXccccdojWxuW23b9/Otm3bMBqN3HHHHaJUp7zv6elJVlYW2dnZ5OfnEx8fj9FoxGg0UltbS//+/RudY0VFBSdPnmTfvn2cOHGCnTt3AvWE2enTp/+srpApU6aQkZHB4sWLSU5O5r777rtgmz/96U988803/Pjjj3h5eaHRaIiMjGTgwIE4HA6cTqfIEmi1WiIjI/Hw8CAvL08EojqdjqqqKvz8/Bg3bhyyLBMcHExNTQ3V1dXo9XokSRLiZkrJp2nHVgc68FtCuwYRTVo3FwIpsiz/A9giSVIioAPMsiyfbc9xXAk4HA5OnTqFr68vXl5elJSUUFxcjNFoFPVch8NBly5dqK6uZtu2bTgcDs6cOSM0Jn788UckSWLkyJEXHF+WZZ588kkyMzNZv349KSkpFBQUtGlsdrudTZs2sXXrVvbt24fdbsff35/r+t2Ov78//7t69SW1KxqNRqZOncrUqVPFay6Xi1OnTgn57+rqaj7//HNef/11dDqdkAdvDSqVimXLllFaWspDDz2En58fEydObHH7kJAQ/ud//oeHH36YAQMG0KNHD6Kjo/H392f37t3U1tZSVFQkujbKy8s5ePAgsiyTmJiIRqNpc6bkSkHRrVBKLIrIlLe3txiLRqMhNTWVfv364eXlJYicdXV1Qilx9erVHDhwQJQlLnb9PvzwQz777DPmzZvHzJkzW9xOlmVef/11tm3bRv/+/bntttsu4FRIkkRoaCihoaEMHjz4gmOkpaVdECQFBAQwdOhQYmJiSExMJC8vj8OHD7N+/XoWLFhA165dmTx5MsnJyZe1Sn/++ec5evQoTz75JL169WLAgAGN3h82bBjh4eGkp6czatQowsLCCA8Px9/fn7Nnz4oWUKXjRdFy6dOnD3FxcYwbNw6tVotGoyEwMFA4qcKFmg4N2zqVa6royXSUMeqhdG609J7iaNyB/360WxDRJIBYBCQBwq5PluW09vrsS0VbjHVycnLIzMwUaXNPT0/Cw8MJDQ2lqqqK4uJisrKyhCFXWVkZPXv2ZMSIEZw+fZrNmzfz8ccfM3fu3At8JQCWLFnCxx9/zLx58y7JlTEvL4//+Z//IT09nbCwMG699VZGjBhBfHw8q0/VJ3c0mp/feq6YXDXshU9MTGTevHksXLiQZ599tsU2uYbw8vLi888/Z+LEidx11118+eWXrZ7v5MmTefzxx0lLS2Pw4MHs27eP2NhYfH19qa6uFpOz2WxGr9cLboZKpcLLywuTyXRVV4oeHh6N6v4Wi4WzZ88KkaOoqCjy8vLIysoiKCiIsWPHUl1dTXV1Nfv27SM4OJg333yT3bt3U1FRwWeffdYomGsOJ0+eZO7cuYwaNYq5c+e2uJ0syyxatIiPPvqIfv368bvf/a5dun0kSSImJoaYmBjGjx/Ptm3b+OKLL1i0aBEbN27k4YcfJiUl5ZImWw8PD95//32GDRvGH/7wB3bt2tWorVKSJAYOHEhGRgbdu3enU6dO2O12tFqtUJ9UqVTC/lutVhMTE4Ofnx8Gg0EEUkpQcO7cOYqLi1GpVISFhTXiHzXnu9JQgfLn6JT8WtBakNARZP260G5BRIMA4hUgEZgky7KziTPnNYG2SNAaDAZCQkKEJsS5c+eIiIggNzeX6upq0f4ZGhpKaWkpdXV1eHt7k5iYSGFhIRs3biQ5OZn//d//veDYiifCtGnTmDdvXpvHvWHDBv75z3+iVqtZsGABI0aMEH+g1dXVQPtWiDQaDS+88ALPPPMMixYtolu3bs2uXJvCz8+Pr7/+mnHjxvH73/+eNWvWtGgHrUy0J06cQK/Xc+TIESwWizAKU3wJbDYbKpWKLl26kJ+fT0FBATt37qS0tJQRI0Zctb71pm2mSio8MzOTqqoqoL6NtKysDG9vb4qLiykuLmbbtm0UFxdTU1PDt99+i9FoZNeuXaJjpiVYrVbuuece9Ho9y5YtazFYcrvdLFiwgM8//5w77riD2NjYq9Iu7OnpyQ033MCIESPYuHEj69ev5+GHH6Z3797MmTNHyEC3BQaDgU8++YTrr7+eV199lQULFjR6f+DAgaxbt47IyEgiIyOpq6ujpqaG8PBwXC4X+fn5lJaWMnToUCGL3lKmSik/Naf/oAhRNURzCpQd6MBvAe1dzogBugG3XEsBRMPMgyRJjR4AsiyLmmfDFaxer6dLly44nU4qKyuFCFJsbCw1NTVC+lpxB8zLy8NisYg6cS/qCgUAACAASURBVEVFBd999x2SJDVqZ9u6dSv33XcfycnJ/OMf/2jUXnnixIlm2z9ra2t5+eWXOXDgAJ07d+buu+/G19eXgwcPim2qq6upctbr/B84kNVo/zNnzjTatiE8PT35+uuvm30vKSmJ3NwLRUQnTJjAypUrmT17Nn/729+a9WVQHEUb4s033+See+5h2rRpfP/99836ibjdbm677Ta+//578vLyOHfuHKWlpdTW1qJSqTh+/DhbtmzB7XbTvXt3oqKi6Nu3L0FBQcJSvLCwkNjYWMFpUXgqioBVw8+6ElbPDbnBoaGhIity+PBhwsLChDSy3W7HZrNRVVVFaGgoWq2WFStWYDAYREuj0+lssQ0Y4NFHH+X06dP8+9//xul0NiqB7dy5U7Qcrlmzhu3btzNq1Cj69u3Lvn37sNlsLZ6DIo5mt9s5d+5cIyGvqKioC1pGFXh5ebW4CjUYDDz88MMcOnSIrVu38sADD3DzzTczbNgwAgICmm3zVKB4VsTFxTFp0iShm+Lv748sy2i1WlHiWL9+PbfccgtRUVHY7XY0Gg09e/YU8uhFRUWi26el69xcoNAaJEnqyEB04DeJdg0iZFnOlSRpkizL8rUSQMCFqUflAaA8/JureapUKnQ6HTt37uS6667D09NTiFGVlJRQWFiIXq8nODiY3r174+/vT0FBAQcOHODbb7/lpZdeuqBPvKCggJkzZxIUFMSHH37YyEtBQdO2tzNnzrBgwQLy8/OZNGkSkyZNanb1KUkS6qr61xW9fwWpqan4+/s3+91s3bq1xe/NarU2Swj19fXlD3/4A5999hkvvPACS5YsuWDl39zDOjQ0lOXLl3PXXXcxdepUfvjhhwvEeNxuN5MnT0aj0fDDDz/QvXt3VCoVHh4eeHt7o1arCQkJISQkhH79+mEwGAQXory8nN69e9O5c2fWr19Pnz59AIQTKzSWKr5SpkgOh0NIZ3t6ehIaGsqJEyew2WyYTCbi4+MJCQkRAVFCQgLR0dG8/fbbnDp1iu+++64R0dHDw6PZa/zxxx+zZs0aHn300WYzOeXl5fj4+LBnzx62b99OSkoKY8eOxel0cvbsWYKCgpodv8vlYvv27S2eX1xcXIulq4yMjGb1QqDemK5v37706tWL7t27s2bNGr7//nvKysqYMGFCq7onDTkhc+bM4ZtvvuGTTz7hiSeeQJZlJEkSQYTiCBoaGkpRUREmk4mCggJRWgwLCxOLgNZS6x1p9/ZBB1/i14V2785QWjbbI4BoyLu4FFws9diw5tnQgOvQoUPCDCoqKop9+/ZRWlpKdXU15eXlJCQkMHjwYCHB7OXlxSuvvML111/PnDlzGn2G1Wrltttuo7q6mnXr1jWaNJqDLMt88803LFu2DL1ez7333nvFZIzdbjeVlZVi9dnaGFqCXq8XolJKK15LegENYTQaeffdd7n//vuZMGECP/74IzExMY22CQgIYOzYsRw+fJiUlBT0er2QiA4NDSUyMhIfHx/CwsKEdoEyURuNRtauXSscHUeOHElwcLCQ0m6IK5WSVqSzFQVKt9stSH0RERE4nU7MZjMZGRl89dVXDB48GB8fH5YtW8bs2bMZO3bsRT8jPT2dOXPmMGDAAB5//PEWtztz5gxr166lW7duTJgwocWHtyzLVFZWUlBQ0EjUrDkoaoTR0dEXBKhthaenJ9OmTWPTpk3s3buX6upqRo8e3WogoaB3796MHDmSd955h4ceekgE2kFBQYwZM4YDBw7g6+uL0WjE39+f3Nxc/Pz8BL+hoqIClUpFcHAwdXV1l8WZuVJZq98iOvgSvy78V939kiSNliTpDkmS7oVGrp8X2+9BSZIOSJJ0oLS0VGQeWrphFV8Mxe+gqKgIq9XKgAEDuO666xgwYABBQUHCajo+Pp7x48dzww03IEkS+/btY+fOnaxYsUJ0JDR90MyZM4cjR47w1ltvtYmQuGLFCv71r3/Rt29f3n777UZ2xj8Hp0+fZseOHRw5coT8/PxWtz1z5kyrgYTRaGThwoXY7XaeeeaZVtPTDREXF8e6deuwWq1MmDCh2TT79OnTyc/PJy8vj/DwcCIiInA4HGRmZqLVaqmqqsJsNlNbW4vJZKKuro4uXbqI0kd8fDzXX3893t7e2O12QkNDLygRKKZIlzopNL2/FOlsg8GAxWIRZRRfX18qKirIzc0lLy+P/fv3k5mZSU5ODo899hidO3fmpZdeuujnybLMPffcg5eXF4sWLWqx1FFdXc3HH39McHAwM2bMaPG8rFYrO3bsYM+ePUKfojV4e3tz9uxZfvrpJ/bs2dMqZ6M1qFQqxo4dy4033khaWhpPPfVUq/dXQ8yZM4fS0lK++KKxwO2SJUuwWq08/fTT5OXliet5/Phxvv32W1JTU/H09CQoKIicnBzy8vKEHw7UZ2FMJtNFz0nJWikdHB3owG8V/zVBhCRJI4GV1KtbzpYkabkkSW0yOJBleZksywNkWR5wsQek1WolJyfnAhOmuro6srOzue666/Dx8cHf35/x48czaNAgUlJSSElJwWg0otPpiI2NRa1Ws3fvXu6+++5G7oAKduzYwZQpU5pVo2wOR48epXPnzrz44outShJfKkwmEz4+PvTs2fOilt2VlZWt1tGhPiCYNWuWSCO3Fb179+b5558nMzOz2dZWpYVUlmXRwnrq1CmOHDlCQUGB0FgIDg4mLi5OMOpVKhV+fn6MHDkSPz+/Rp4n8P/GWE29Di4FTe8vT09P4uPjCQgIQK/Xo1Kp8Pf3JygoCJ1Oh9vtJi8vj8jISDHWnJwcnnjiiTbV1W02G4cPH+aRRx5ptW6vBFATJ05sdYVfWVmJ1WqlW7dujB49muTk5FY/PywsjDFjxhAVFYXZbL7oPXExDB48mKFDh7Jv3742ByTDhg1Dp9ORnp7e6PXExERGjx6NJEls2rSJrKwsiouLOXnyJJs3b2b//v2kpaUxf/589u/fj4eHB3q9XsjUK6XMhoFFc9DpdOj1+g4i5RVGa6ZeHcZe1yb+m7zrxwKLZVleLEnSa8B7wF8kSfqbLMtFl1vaaAhldaFYBiuSvyqViszMTE6dOoXdbicgIACj0ShsnXU6HWq1moKCAoKDg1GpVFRXV/Puu++2atfdltRtQ/j5+bVLus/f3/+iLoSXgks9LwWtTaDKeTscDlwuF5IkMWLECKqrq4Xls81mIyAggODgYLy8vHA6nfj4+DBkyBBRp1fIgcrD/0rxIJqiITm3YQbA29ub9PR0ampqiI6O5rbbbhMT1qVau7dV+6OlTEVTNJedaQlarRaDwXDR7FVbcan3jCRJLWZWlHMoLi7G7Xbj6elJnz590Gq1dOrUiU2bNrFjxw7OnTvH6NGj2bNnjwgqlYA/KChIuK429znNWXl34OfjYnyI2NjYDj7FNYZrOoiQJElqIIN9ELhJkqSI80HDLOoDiReBmW0NICwWC1lZWXTq1OmCOmjDmnhgYKB43cfHh4SEBEHoy8rKoqKigp9++on09HScTifx8fEcOXKEpKQkfH19r2i2oAP/D4vFgsViQZIk4uPjKSgoEJ0YUVFRovatGCaVlZVhNBrFBK1SqRqVspTMQHNKk06nUwQCbZ1cFTQl56pUKkHETU5OxsvLi8jISCorK4U/RgeuLM6dO8eRI0dwuVz06tWLIUOGkJSUJLw0pk+fjsPhaOR9oWQmduzYQUxMTCOu0uWUujpwZdFakHCxAGP6C6vaaVS/bVzTQQT8X3vnHq7XdO3/zzc795CLkCBIWhXiUoJeyK2EkLqHUg3iVj1He/RolapeOFra4LQ/PWj1OKWltOVQcrTlaNyrxL2JUjk0hKAtKgm5yPj9McaSlZ29d7L3u9613r0zP8+znv2uy15jzLnmmmvMMceckw2B1yT1AB4FDgF2kvSmmS2WdBxwr6RDzeyGtbnhW2+9xe23387BBx/coiu4tdZwr1692H777d+bwGbJkiW8++67NDU1MWjQIHr37k2fPn1455133ltFMFE8mReif//+vPTSS8ydO5d58+axbNmy9yYOysivnNka2bwO2Qc+37rMGwL5URxrQ/MJiTIPSJ8+fejWrRtbbrkl//jHP96b0ChRPKNHj2bYsGG88MILLF68mH79+vHWW28xfPhwpk+fjpm9t6hWNpIGvOtwzpw5gHtnsm655H1obNZkYNx5510AaNrqk/2VTVfymqhR17uSNBk4DZgPzMHX3DgitkuBJ8xsvqRvAw+Y2U1red83gIXAggLU7IXHlbwDGG6UvQs0xX4TkEUXdgc2wGeAWgq8Fcf6AgOAZcCbsd8LWA4syd17CNAv/mdxHF8R1/SIey8K+StyspYDr8T/DYz7E9f1BBT6WMg1fNn2RXHtu8D6cd278RfgjZDbFDoQshbG9f1Dz3654wPj+pdDzorIvzcjfctC9lJgMPB6nF8SsnuEzkvjWmJ/WZxbihuebXdot0w3Wp6dq3vonzHczFoNrJH0GvCXdsjM8n0psB5eLsDToTifz9f18fxaFtcswvN1SRzvh5eN5Xge9sPzLis3feKc4Xk2H8/D3qFPL/wZ/T2u7RvXLsaf6SL8GfWPv1kF0j9krGBlGVkW+2/HvYh0DMqlfVEcfzX0HBJ58UbokpWR7qHT+qF3d1a+Q73jPt1C5tJIY/Y+9ojjTXF8TWVEoW+WvszKK2N9n1XKl6STgJNid2sgHwTS0bJeK1XITTJrp826q6M0pBEhaS/gEuB4YCiwB3Ctmd0v6QRgLF4xvAwcCUw0s6dbu18L959lZruu+cpiqULuupTWKuVWQSOnNelWf9aldyzJbFwarjsjlgSfBEw3s/vi2Djgk8D9ZnaFpN8Dw4GdgT3N7JnKFE4kEolEYh2loYwISdvg7tV/AzbIBVb+DshPlfismc0Bfl2BmolEIpFIJGigeSIiBuJx4CgzW2hm83IjMxbingckHQmcLKlJHR/veHntGncauetSWquUWwWNnNakW/1Zl96xJLNBaYiYCEn7Al8F7gH2AY4wsz/nzu8GfAa4GfgG8InUhZFIJBKJRLVU3p0haUfg/wEnmdldktbDYx3+LKm7mS0HXsSHd34A+FQyIBKJRCKRqJ5G6M5YDBxkZnfF/vPA5wHCgAD4BzAP+Cczm126holEIpFIJFajIbozAPJLhUu6BbjLzC7Mjue8Ep2eZjNxdmnWpbRWTcrrjpHyLdFRilhuobNTuieitWDIMBQyfX4ObJEdj2OFLyW+Jp3qyICyBEnaSdIoSaPKkhlyh4cBWFrlXFVaq0bSdgDpQ9g+1qV8y9WtZcrssut6S9oS1n4l6TrIb9/a9XWkiu6MVRKfL9y5B3IbMCWmtc7OFfqiS9pd0jRJ4ykxNkTSfsBvJfWv94sdI15uAU4GfpnPzzrL3Re4GGjfXNG1yawkrVUjaR/gGklbVa1LcyTtL+k8Sd+XtGFMX98QNHK+FYGkPSVNlXQslPOxkzRO0uGSjg6ZVm9DQtLHJX1e0pqXvy1O5mTgFknblyhzL0mnSjoNVmlcV4+ZlbYBk4HrgTOBo3PHu+V+N8XficBWddJjb+Bv+EiPR4CvAeNLSP++wO+BvessR/gUyrcCB8axjwLP4nEl9ZS9PzALGNPCuaaulNaqN+BA4P4sr4nuyUbYgF3wgOgD8YXyrgMOBgY0gG4Nm28Fpe9jwEvAqcADwBXA5nWW+XHgj8BZ+FD9i0tIp6JsPQ98AuhXgswPRt0yscTnOQmYDZwA/An459y5bmXp0dpWmidC0ofx1umN8dBPk3QeuJWctcotLCwzu8NywzwL1EPArsAXzOwc4Og4tV/MjFk4cobh3TRXmNntkjaVdLCkfSUNL1KeOQvxj3l/ST3M7AF81s8zJE0rUl6GpIH4UN1nzOy+aH0eLekLkgaad1kV6oarKq1VEuVJ+KRs70ZeDwW+KOnbkkZLWr9iNUcCt5nZzWZ2PDAT2A8YL6l7Fa7uTpJvRTAJ+K6ZfRfYHff+nilpEyi+ayNc+2fjRvu38MbiFpKG1vM5m39FH8I/rCcDU0OfXvWSia/TMsPM7pC0uaTPSvqipBH18LRJ6g2cApxrZlfgDd9lkibCqt/OqihTeE/gTjO7xsyuxeeD+KSkb8F7mTFB0r/WU4koeIuAoyT1Nx/tcXUcGw/F9+XFh24+cAFwvHxtkOtxj8iZ+ORZ2xUpM1iAe3T6hB6zcKPpXyS9rw7yFgJfBt6W9O/AfwPbA7sB/ytpQ6ufG67stFZGlCcDxgADJV2Pl+Hu+OJWn8dbTFXyALCxpN0BzOyHuNfvaLzFWHocQifJtw7RrM56GNhK0ibm3Rifxhcu+ybUpWtjBfAdM7s3Gglv42sebZJ/zkXUq9k9co2RR4Cf4l6XQyVdBFwsqW8rt+iwzOBNYOco19fii9+NxxeLLLxrzMzewY2kAZImAP+Ol9+LJP04rqk0sLNMI+JtYKikDQDMbAFuJU+WdERc81f841pvrsZdblMl9TWz53APyVRJHy26gst5Wb4J/A8wA/iZmX0WmIa32gozIrJCb2aX4qsw/kDSgGil3ws8wcrVFwvDfPTM/cBV+It1i5mdYWafAJ4ETi9aZk52qWmtGvlopUV4182O+Loy3zazz+AL0x1TqYL+Lj8CjJVPZ4+ZXYavsPmlqpTqBPnWUTYEiNbwo/i7sFPUb8uA44DtJB1atOCoP38XuyvM7HXgGWKFVkk7x3VFvIdD429mRPwNmGZmjwG/xT0SZmaLC5C1ikxJfcwXerwHn7fo/vC8HIIbaYcXJVDSSEnDwhj6HTAaOBf4hZkdh3vTd5X0maJkdpTSAgrN7GFJLwK/AT4cxxZIugRf/hcrbw6IN3A32EeAYyVdbWZPSroN2KRoYZnLycxWmNm3JN1mZg/Fuecl/YnIg44iaWt8+e9ZeMsg6xY6QtJ1wPeAByR1Byaw6vLWNaHc8FwzWyrpfnzW0blaOQRqDiuXiK5V3nZ4pfmUmb0q+RC9MtLaCER6l2cfRPlolHezfMD7bLfNP5cS9LGcfMzsLUk3AP8EHChpiJndDTyIx7BUQiPlW1HIA/1OkzQff88uwuvZk+P8E2Y2X9KdFDTKTR4gPtjMfgIQhkOeAUBfSVOBcySNMbNXapS5P/BVSbOBv0q60syekjRLvhzCibi35QB5cOc1tbbSI29PlzQLWCLpMuAXePfNIEk7mtnj8kUhhxVRduSB6Rfh8XM98ViIXwMH4cZKVo5/gTfOq8XKCQzpmfs9A7gX2Dj2vwz8BPeKFB7glJcd+1ngZhNuOV4U+pwJvAa8v475sFoQDN7yeZIagkiBKbjL647Iy1OA/s2uOR6PV/glsF1B6RnZPF9z+8r9Pgo3bkYVIHMy7l24CffqDIvjPeqZ1qo3YBSwbe69Uf5v7roTcXd2aekGhuafQb4s4C2or0fZvA6fNG6HBsjPyvOtoHTsBTyNu7inAN8Hdo9zJwA/xj2vF+CBrlsXIHM34B18osBjW8pX4EfAr6JurTlPgfcBc/FGwW64N2sWMAI3llYAU+La8cDwAmRuA/w58nYH3EC5B9g03scLgRvwb8j/AdsWIHPbqMsnRNouAXoBPXDv2UN4EOupUQ/W/Dxr1rmEQp4feXEmsEcU9P+OSuWper24eIDR9cD5wCeb64S3jPvifYafo4CPXNx3V2DLNVzTA4+irin9cZ+fszLS/NCoML5JC5HwQK+C0rh/VCI/yx1rbkg0RRpvp4APR9zrGeDDsX8jsFdLsotMa9UbHj/0NL44z++BjXLnskq7R1RsM4rI63both/ehXU5cB4wIo53z+nWF9gMHxWxRYm6TcY9Ym1dU0m+FZS+bsB04ITcse+SGxkRH6XJ+KiJkQXJPSzq1tH4x/OEfFmM3+fhnp1tCpI5ALi82bEvRNnbHBiS5UmB+TsauKpZeboXuBP3HPfBl2g4ioIanyHz8vi9BfBCvFs3hsxjcMPiJgowWgrRua43X9WAmA7cl9sfhQ8DG1En2fvicQ9H4y3zi5ud795svxAvCB4suQK3UD+wFtdvXKO8Hrir69gsz3ErdjoxxBHvPtq5qHQC/XB36UnAlcDVLeVrXNcb2LCgvB0F7JHlGz6M7Sbgh7n071JkWqvegK3x4V1Zur+Hd+X0i/3Ms5ZVouuVqNuW8RGZAIzDP1R/ILxqOd0Kef7t1G0MsAzvlz+yjetKz7eC0rcN7tpeLz42mcF2AHBZ7rqeBcscjLeMM+/TGNxDcGLuuh54Q6rmD2uU/2GR1vuBr+fOdYsy9w3caG0qqH7bNP4OBp4DTo/984B/xT1rrZapAmQuAP4Tj/c4HXg/7nm5I3ueRT7XmnWv241XNSAuxD903eslr5nsIbhb/2OxPwkPTjkMODh33QTg1ALl9gHOwK3FC0OH1QwJfBTB+QXK3Rtf4XRc7DcBnwJ+FjqdSo3GSgsyN40KbEPc23N1s/M7Af9Sr8IelcdX4/dxeD/liHqktcot0nRp7vdf8bHxjwHbx/Gt8dZK35J1Gwj8IH4rttNxb8nwOL4DcE6Uw9KMOryrcm88ePs5YGqmZ+6akVXkWwFpmwwsITdfQO7cHsCt8fvI+OjV/HHNycwaJmKl4TIONyQOinz/ThHPunk68Y/p7HydDewJ/LDAvD0Q714eGfs74l0aV+MNp+54N9GFdZQ5BPdwXJK7ZiD+PRlYdflbTf+6C/D+olsJA4I6TDjUitysr3wwcF9UFp/GW0onx7ntgM0Klvu+3Mt1GT5SYWSza/pTQJ9d7n698e6Yy8lNmoW73drsVilI/mDc83J17H8Q71YZUsazDpm/bp7PnXnDV6zdGe8GeDDK0sv4R7obbiw9F3nfr8zKJd6bCbjx8iBwWu5cN3zytq/F/vsp0ROBDyn+CG5wZa3libjHJD/BXa/4O6jqZ93O9O2Lu9TPx0e/bNXs/G64d3AK7omt+Z1oSyYrvU3vxwOYXyaM24JlbhvHd8a7gM/GjaNp+Bwk/QuQuSv+Mc+6SLN6vDduBGdegJPwbqOaG8UtyMzyszs+A2/mBflUvGsb1Sqz8DJZ15u7m20GJRoQrB4wtWn2gGL/SOBbpWWwu9qviop+KnBIneQMAj6Lf0xPipdrdlaRlpDODfEgrqdxy32TEp/xoXhQXN1klrnh8SZPAHfj3Rd74v2+3wN65667ijCWS9QtC2y9GZ8Jcc8oZ5/LXbMPOZd6Bbr9KvTbLHduEm5I7IN7JM+nAWb7a2f6doz3a0Lsf5+I+cjVsZvjcxkUFdDYlsx8AO144FWKCS5sVWYujbfjjaY5FBTLghufX4/fI/AuhGmZHnH8eDzWox4yh+dkfhBvSMzHG2h1ix2sOQ11F7DSmivFAxGy8l0pvZqdOwOPHC58NEizl2pQ7vf5Ubn9pYiXrA35PXF35nV4a2R0qYXJW8cLinrB1kJeL9y1OJsCWj+NsOHu9z9lzw43Qq+I39cBZ8TvqXhLsxQjMWR+jFUDW28BPoTHoczFY48EHIv3365f9DvWDt3yQbfZqJEd8CGOL3XG8oJPZrRNbv+L+FwF+WsG4C3bQtK3JpnxvJtww6yowM21SWef2AYXmL/74F1xW+JzTkzHPYCX4wZqEz4hWWEezzZk/me8WwPxruGGbSA1zFLgRZGblwBJ5wKPmdkNMQHTUfiHbqqZPVVvucBN5lM9H49364y1EubCiNnczEqcyUzSIDwu4Ytm9kRJMnvg/d5zzSeB6fTETHgjzezK2N8INyIOlDQS76KaibfWDjezOSXqNgqPN5kpaWPczTwLN+LAP+RP4n3kh5vZkxXr9iDwCvAHM/sv+WJ7N+Aty9LyrWjycxFIugW4y8wuzI7HPBiFzo3SmswiZaytzPx8JHWQeT4+ouURMztH0hDcw/uqmV1SD9mtyPwc8JqZfb9IWfWg0jm3i6bZh3w6Xpn9Kk6PxceCH11nA+I9ufFCD8RnPJtQhgEBvv5ImQZEyHwdOKAsAyJkLjOzW7uKARH8AR/+nBmDvYDNJW1qZs/gRtPZwJ5lfwjN7Ckzmxm7J+ABnwfi3QT98IDiU/AA39IMiDZ0OxiffntfSZvj7+HYzmJAZDPPNifqlazu/jnebYytnOSow5MdtVdmEXQgnTV/xFuTic8tsxA4XNJgM3sVD+7cWjWuUdFOme/gU5d3a+P/GoIu44lo9iG/EA/+OiBvkUvawMz+Xpbc7Jx8CuZlRcpNdH1ixs3euEE6UdIxeB/qaWZW/Ux1OST9BjjLzB6uWpfmSPo17iHrFMZDRnOPQr6uyR0bQqxEbGY/TjI7LDPv9dgeN0Q/hMfWfBrYv9bGShUyy6DLGBEZ8gVYRuHLQi8vy7XfklzrRFPnJhoXSVfiUe+T8PkwSm3lt6DPKi5d+XoMXwH2M18TpzIaWbf2ENMtn4AHDL9oZj+N4/lGS9Z9MRGYZzWuepxkrvaRPwSP+fhjeAE7lczSsDoHXZS5UcFokCrlpq1rb3hl0hMPWpxHDVOj10m/hg1sbWTd1kL3D+MjnKbio8keB87LnS98VEmS+d75wucyqkJmmVtpC3CVgZnNk3SAmVmZnoCq5Ca6NuY1zNII1H3IamyB1YEVuIdkijWe27WRdVsTPYE7zewaAEkzgfvDyXKWeRfpBHwEz/eSzEJlLu8iMkujSwVWwsqgm7I/5FXJTawTXGXlrXC71lgDB7Y2sm5rwdvAUEkbgK92jA/9nSzpiLjmr/hMsUlmklkpXc6ISCS6GpmBmlg3MA9OfRGfZjk7tgBfeGlI7M82sxeTzCSzapIRkUgkEg2CpJ4AZnYy8Kqke+XzXgBsBHyo6GF/SWbXklk2XW50RiKRSHRGmo1IOBOf42IKvorlUnyCscOK7NpKMruWzCpIRkQikUhUjFafsG6MmY2J/VFAX+BvZvZ8kplkNhLJiEgkEokK0VpMlJdkWCDxOAAABYxJREFUJpmNSoqJSCQSiQrJfXAuwtdQyGa8bUoyk8xGJxkRiUQiUTGStgC2psQZb5PMriWzKlJ3RiKRSDQAitmHyvzgJJldS2YVJCMikUgkEolEh0jdGYlEIpFIJDpEMiISiUQikUh0iGREJBKJRCKR6BDJiEgkEolEItEhkhGRSCQSiUSiQyQjIrEakqZJ+nNs06rWJ9F1kPSVNs6dLem0MvVJtB9JC2v4389JelaSSdowd1ySLo5zT0jaOXduE0kz4vdgSTMlLZT0H2uQdW3c69Rmx0dI+mNH09CGvE9Ieir020HSlUXLaES6V61AorGQr3n/DWBXwICHJd1sZq9Xq1mii/AV4LyqlUhUxn3ADODOZscnA1vF9hHgsvgL8AXgR/H7HeBrwPaxtUislLm7mQ0vSvE2ZAkQcAJwspnNjOObSdrCzObVW4cqSZ6IdRhJ35F0cm7/bOCfgdvN7O9hONwO7FuRiolOQEvlSNJZku6W9JikP0oaJ+nbQJ84dk1ce5akpyX9Lz7DX6KTEN6DC+L5PinpiDjeTdKlkmZLmiHpVkmHAZjZo60sOnUQ8BNzHgAGStokzh0K/Cb+f5GZ3YsbE21xGzAkyto4SbtIelzS74HP5tJwq6QPxu9HJX09fp8r6URJ60m6Q9IjkcaD4vyI8DpcCjyCGzZjgR9IuiBufwvwyfbkaWckGRHrNtcBR+T2DweagBdyx17El65NJFqjpXLUHfitme2EL3n8mJl9GXjbzHYys6mSdsEr2dH4EskfKlnvRG1MAbLnuxdwQXz4pwAjgB2AE4Hd1uJew2ih3pH0PuB1M1vSTt0OBOZGWbsH+DFwipk11+VuYJyk/sByYEwcHwvcgxsrh5jZzsAewEXheQA3en9iZqPN7BxgFjDVzL4U52cB49qpd6cjdWesw5jZo5KGSNoU2Ah4HXgb6NX80tKVS3QaWilHM4H/ktQDuMnMHmvhX8cBN5rZYgBJN5emdKIIxgLXxpTOr0i6CzcExwK/jIWoFkiauRb3UgvHDNgEeK0WJSUNAAaa2V1x6Kd49wm4oXAK8BzwP8DekvoCI8zs6Si/50kaD6zAjZ2h8b9/Ca9Ja7wKbFqL7p2B5IlIXA8chrckr8NbAJvnzm8GvFSBXonOxSrlyMzuBsYD84GfSjqmlf9LBmrnpaUPf1vH26K1eudtoPcaFZEOia6LxyTt2oI+rZWzh/D4r3G4V+JR4NPAw3F+Km4Y7xJetVdy+ixag1q9Q/8uTTIiEtfhLuXD8A/Bb4FJkgZJGgRMimOJRFusUo4kDQdeNbMfAVcAWbT9smjdgVfah0jqI2l94ICylU7UxN3AEZKaJG2EG40PAvcCh0ZsxFDgY2txr5uBYyLO4qPAm2b2MvAM3jXSJmZ2Y3Rd7GRms5qdewN4U9LYODQ1d24p3o1yOPAA7pk4Lf4CDMDL8TJJewDtCdQcCRQ+CqTRSN0Z6zhmNjsq8Pnx0iLpXNxCB/g3M/t7ZQomOgXNy5F8aPCXJC0DFgKZJ+Jy4AlJj0RcxM+Bx4C/sLLiTnQObsTjHR7HW/qnm9kCSTcAE/EP6DPAH4A3ASSdApwObIyXg1vN7ETgVuDjwLPAYuA48EBKSXMlfcDMno17PA/0B3pKOhiYZGZz1qDrcXj32mJWbxTdA0w0s8WS7sG9IFlZvAa4RdIsvJz+qR35swfeRdKlSat4JhKJRKJQJK1nZgslDca9E2PMbEEH73UI3p3w1UKVrCOSegF3AWPNbHnV+tST5IlIJBKJRNHMkDQQ6Amc21EDAryrIoyRzsQWwJe7ugEByRORSCQSiUSig6TAykQikUgkEh0iGRGJRCKRSCQ6RDIiEolEIpFIdIhkRCQSiUQikegQyYhIJBKJRCLRIf4/DX6BthHGRKsAAAAASUVORK5CYII=\n",
"text/plain": [
"<Figure size 547.2x547.2 with 9 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"chains = sampler.flatchain.copy()\n",
"chains[:, -1] = np.log10(1-chains[:, -1])\n",
"truths = [0, 10, np.log10(1-ns[0]/np.sum(ns))]\n",
"corner.corner(chains, labels='v0, vstd, log10(1-fdwarf)'.split(', '), truths=truths, percentiles=(10, 90), show_titles=True);"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(0.8, -0.6989700043360189)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ns[0]/np.sum(ns), np.log10(1-ns[0]/np.sum(ns))"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python (astro36)",
"language": "python",
"name": "astro36"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
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"pygments_lexer": "ipython3",
"version": "3.6.4"
}
},
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}
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