{ "cells": [ { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# Escrito por Carlos Góes\n", "# Pesquisador-Chefe do IMP (www.mercadopopular.org)\n", "\n", "from mpl_toolkits.mplot3d import axes3d\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "\n", "#1. create copula\n", "\n", "#define correlation tightness parameter\n", "theta = 5\n", "\n", "#draw two random vectors\n", "x = np.random.rand(10000,1)\n", "k = np.random.rand(10000,1)\n", " \n", "#derive variable\n", "w = 1 - ( 1 - ( 1 - ( 1 - x ) ** theta ) ** ( 1 / k ) ) ** ( 1 / theta )\n", "z = 1 - ( 1 - ( 1 - ( 1 - w ) ** theta ) ** (1 - k ) ) ** (1 / theta )\n", "\n", "#2. derive marginal logistical distributions\n", "\n", "#define average\n", "mu = 0.5\n", " \n", "#define standard deviation\n", "s = 0.05\n", " \n", "y1 = ( 1 / (1 + np.exp( - ( ( x - mu) / s) ) ) )\n", "y2 = ( 1 / (1 + np.exp( - ( ( z - mu) / s) ) ) )\n", "y = y1 * y2" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\Carlos\\Anaconda3\\lib\\site-packages\\matplotlib\\cbook.py:136: MatplotlibDeprecationWarning: The axisbg attribute was deprecated in version 2.0. Use facecolor instead.\n", " warnings.warn(message, mplDeprecation, stacklevel=1)\n" ] }, { "data": { "image/png": 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NStE2bNgwhg0bZlUJ6dSpEw6HA8ASxLIsH/b19Mwzz+T888/nxRdfrHf52rVr\n2b9/P4899hhbt27ltdde44EHHkiqj8FgkKysLHr37k1ubi6SJBGLxYhEIlYx1hOV+iYk2yrR889H\nXb0a0akT8rZthsAtKwMh0LOzUTdtQu/QAaHryMEgQKsFeog6/8ePfAkMzw8wwqQ3bYKxY2HTJtSX\nX4b0dESHDkjbtkErmy4aIj5k20wRaoZsx2IxNE2z6gTaQvnoSLrMh67r7Nq1i+3btxONRolEIvz4\n448sXLiQpUuXIssyVVVVfPrpp4c1WxQWFpKSktLg8tWrV3PGGWcgSRK9evUiEAhQWVmZVD/PPPNM\nTjvtNAoKCsjLy7MeGHaejeMDeds2lDVrQJKIDRqEumIFSm2QR2zwYAJ3343kciGyshAZGYZt2eE4\nxPe3vkeOaKC9uRB1/h4y2oQArxe2bzfc8jIzjb+6jt5MLm5N4UjuBzNyMxAIEIvFrMlAu2JQ85C0\nhhwIBHjppZfwer2WcDNzIGdmZnLaaacBUFFRcdSdqqioIDvOKT4rK4vKykoyMzOPeJ+2QDZorWuQ\nzPWXf/wR14cfgqKgbd+OvGULeDzoubnoaWlonTujDR6MVlCAtGsX8pYt6NnZVvCHKZTrsyOby5vt\nfBrYnwTG5GKdtxAhy4ZHxaWXokyejP7888hr1qB7vegDBiBv3mycS1wR4WPB0bwtxdubPR4PLpcL\nOJgi1KbpJC2QvV4vV111FU6n0/JCUFXV+guGJ8Nll13WYp1tCnUFQFsQyK1tMmjrpgpl925Dg1RV\npLIykCT0Tp2Q9uxB0nXkkhK8DzyASE9HikSQPB4kh8OwHZs7kWUrTLolkQBdVY2cGHWWWZ488W3p\n6ei33oo6diyUlxP54x+NCEMhcPztb0aAyPz5hP/4RyNw5DjEzPpomjRsF7qmk7RAlmWZgoKCev1r\nNU1j//79aJpmOZofDVlZWZTXJgkHQ2M+Gu3YpLUFsk3jRM86C2XPHggGif7sZwinE5GXh56ejrp8\nOaSlGWHGO3cihcOGzTgcNnyRzZ3oOjLN795Wn0Ys1xdIIUmIzEz0zEwj13I0iq4ohg/y+++jz5+P\n0q8fni1bEFOmEK2oMIJYPB4j6VFNDeIYCeTmvh/MB1G8vbmhkG2b+mnSpN4HH3xgvY7E50owfRXN\n/+++++6j6tQpp5zCl19+yamnnsrWrVvxer1HLJBNjbQtaIdtQUNu0w8lr5fQDTckNIV/8QsAJFlG\nWbeO6Kiw0G5eAAAgAElEQVRROD/9FK1nT+SdO1HKyho2HTQjye5PCEHspJOIXnghnqeeQopEkCMR\ndElCKi9HKAq4XMT27iUaCuFIT0cZPRpWrCB6yimI9u0P7kzXkYqLEVlZhq28BWiusVjfuGooZNtO\nEdowTRLIPp8PSZJwuVy4XC6cTqdVmsfr9eJyuZLysnj++efZsGED1dXV3HXXXYwfP956rRk5ciQD\nBw5k7dq13H///Zbb25FQXxRea2IPwCYQCuGcMwccDiJjxhAZOxbGjsXxySeoa9YYngtCGOkp69FU\nG7LxNhd1kwpZ9munk9BVV6GddRauGTOQa2oME0ptpKY+fDhSSgrRyy8/GJAxbhzKz39u5IyuzTER\njUZxzJxpJB3yeIjcf/9h8yO3ZZqSIlRV1RM2jLtJAvmmm25qloPecsstjS6XJIlrr732qI8Tr5EK\nIdrETHBrPxRa8/iHPbauoy5ZApqGsmcP8o4doOs4JYnIuHEQCBhaZyxm1J+rdXcT5iRarXCu6w98\nJBxOoNfNAGcKZi03F89LLxHUdcO+rSgITYNarxB90CCk3/wGEQoh7d+P+u67UFEBnToRGj8eqV07\nywZLcTF6RgZUVVkTmM1Ja42Fw6UINQsZnIgKTJME8ubNm/H7/YTDYYLBIMFgkFAohM/n44orriAt\nLY2///3vXHfddWRkZLRUn5uEOejaiobcmn1ozQHe6LGrq3EuWGDlBEaSkCsrkdq1QxICRZZxpqai\nrFmDIgRSNIrw+5FkGV1Vjdd5SYJAwBLIcPRact3tG9uf2a7s2wc+H94nn0R3OFDcbkQ0amjIaWmo\nb76JGDIEBg/G8fzzSLVufnq/fki7dhF56KGDGvKgQTiWLIG8PMSQIURbwNzV2mOivhShZgoDWyA3\ngBn08dZbb1FaWkpKSgoOhwOn04nH40nI4dC9e/c2oYlCogBsbWFoc5C6YeuO119HDgSQli2Dbt2g\nfXv07t3RVRVdVYleeCF6KIRwOHAPGIAiy6gHDhg21kgEoeuGt4MsHz4PMU1Lu9nY9nVzIAOGKcXl\nMgQzGClA3W6orkYpLkYfOBD5tdeQzKT68a/mdV7ToxMnEv35z8HhQHU4cNf61P8UXcri7c1erzch\nReiJFLIt+f3+pM80mbDotoTH46GmpoZoNIqiKHg8Hqqrq1utP16v19J+WgOPx4OmaURasGJG3Ux4\ndf+PD103J4LVZ5+FWAxR68MuOnUifNllRuCHud+yMsN2HI0ibdtGymOPIcdihvZJEybdzP3FfU9W\no25sW/O7lpODpCjIfj/C7TaKqToc6B4PIjcXMWIE6po1xPr1Q+/eHVJSkHbsQHTsSOzSSxG9ejXa\nf/M13+l0WmPpSD0XVFVFluVmGQ/Nmeg+fl9mtXI4MUpSNclkIcsyFRUVbNu2jb1796LrOu3bt2fw\n4MGWU3hboq1pxW2tP00lPjFTXUFbNzmTKXjNenxCCNLS0qzse/HExozBMX8+eteuRMeONXyJ44lE\n8Dz7rBVsEZg2DceaNTgWLEA6cADZzF2NEYAhNyKgEiL66vgsH+6XiQ88kUi0I5v7lHWdWI8eiH37\nUCoqjNzMoZDRriiIjh0RwSB4vch79xL+618Pc9REzNd88+EWr0keyYO+rWue5nmdKCWpmuxl8cEH\nH7Bp0ybS09NRVZUVK1awZ88eRo8eTWoLueYcDbbJIpHGrkFDmm19ZaKamgmvsePqXbsSvv5644sQ\nKGvXIrxe9FptUQqFUFavRg6F0FNSkHfvJnzZZcg+H/L69ci7dx88jq7X6wFRH0KS0NPSkHUdqaam\n0f4Dh5hDhCQZH9P32ek00n+WlKDl5qL164dz+XKIRsHlQtJ1otOmoT7wAMrXXyOys1HmzUM7//zD\nHjse81qeSPXzGrI3/9RShDbJhjx79myqqqqYNm0a7Wrrme3cuZMXXniBrl27MmzYMDRNQ1GUFu10\nsrRFt7fW6oOZYtR8TW0ooX58iS7z/+bQopI9d+fs2airVhkJbS6+mNiQIcZkncuFiESQt2/HPXMm\nyrZtyPv3gywbvr2aVm8ZJaGqiNqJvoSzkGVwOo0AkySF1yEasSQZZgiPB1H7Ki3V1CBSU9G7dDGS\nHy1ebLm9xYYOBa8XfdgwRDhsFDNdsqTJArkudfMZxwurxvx9W/t+OFLi7c2qqh7W3nw8ZaJLSiCb\nJ3jgwAEGDx5sCWOArl27kp+fT7DWBamtCGM4cSb1GqpcUrdUlJke9VhWm24MZdUqlPXr0QYMQBsw\nwDiXffuMSDVdR961C4YMQWRkoPXti1RejhoOG2k4a2pAlpFratBzc5FLSw1NNA4zR7L5v5BlJFm2\nip+KUAhJVQ23NA5vSz6kXZKQ/X609HSq/vIXvNOnG5OMHTsiuVzIO3YY66ekoDudBB56CDcgTj8d\nFi6EqipEbQ6YptKQkK1boqkxf9/G9tNc/WlpDpciVJZlnE6nFdbd1klKIJuC7KSTTrIyvmVlZaFp\nGhs2bECWZVJSUigrK6OqqoqcnBzS0tJatOPJUjdJfWtyJA8F025b14Rg2m1NH+v4yTLTbltX2Jou\nRS05qZcsUnU1zs8/R6SlocydS7CgANxuIuefb1QK8XiInneesbLHQ3DqVOSNG/H++c9G8vqSEqRQ\nyLimwaCV4rLB42FcfyFJhv3X9F2u/W7SmFhJWK/WBEE0inA6SZk2DXXPHkNbzc8HSUKtzeomHA5E\nZubBHBWFhYSnT0cKBBAdOzb94iVJ3RBmp9PZIiHMrX1fQcMpQo8XzdikSQK5c+fOfP7556xdu5aC\nggJisRhFRUVW4veFCxdSWVnJhRdeaGV/a23akldI3eCUhqqXNJfdti0jJOng5J0kYVaR1nv0IDR1\nKs6338Z7991Ex40jOnIkyvffG+WOunRBqqxE2boVNA1ZCIQsW9s3Vh1EFgLd1KLNaxeJ1O++Vre/\nJEbjkZKC7nIhsrOJjh6N6/XXDTc8QC4vRzgcaEOHIofD6C6XUYYqbvKTzExDSB8BTRWAdV/xzQl4\nIUSzeS0051g82n2ZSkkkEjGiH2vt66FQqM0L6KRNFpIkEQwGKSgooEOHDlaBxIKCAktbM+vtJVvd\no6VpbYFVV8iaVX7jb4h4zba57bb10Ra0GQBSUghfcgnqunXEBg0y6s3VIu/ejefFFxEpKSjPPIO6\nbNnBwA9dR/L5jL9mVrXaiTw4vNta/OP5kCxt9XyPF+4CEF4vWpcuVt0+XdNwfPwxUiAAQiBSU6l+\n+mncH39smFx690bLzsb97rs41q1DTJ5sJKhvJeJf8d1uNy6XC0VRrLHX2rREwiOzQMXxQFIC2cxP\nMWTIEIa00aoGDdFSAqgxzTbebhufEU8IgaIo1CQxo98StPYDqu5voffpQ6RPHyNvxX/+A04nkQsu\nMCbpwAiqACNEOjsbZcMGtM6difbvj1xSglRVdXDfHN6rIhm3Nqtvsozerp2RvCjexhyLIWmaoSU7\nHKhbtyLS0pB03ZiA1HW8L79MeMwY9P/+b5wPPYS8cqVx7R0OlG++QTSDQD7a39JUBkxBZU4EHkkg\nRktljWur+2tJknZ7MyeEvv/+e1avXk3Pnj057bTTrGKn6enpdOnSpc15WRyJyaI+u218MdT67LbJ\nTJKZGrJNIq6PPkLeuRM0zUiuc+GF1EyZguvLL4mMGYOkqjjeeQdl+XLUJUvQMzPR09KQqqoO1XJd\nLgiH69V+Dyc2BBhpMCUJFAU6dkSPxZB9PkMoy7KRLL9dO5S9e418xqpqaMfRKNTUIDIyUH74gZSv\nvyZy7bXEbruN2D/+YdQGVBT0Pn0OmktaGVOQ1p0INKNvm+I+15JZ49rS/lqaJpkstmzZwvvvv09G\nRgb79u1DCMG5557L+vXriUQiXH311W3uAtSXpL4hzbau3dYUuGYx1KN9pWttT4/WPn6D6LplkpCL\ni0EIYhMnEps40VpFWbzYyD8sy8hVVQR/8xvcL72EVFZ20Awhy4iUFKRaeynUmhk8HkOrrdUGG70C\ntZN0wuFAKyhA3b/fEPKhEEgSWl4esZEjifp8OJcsMQR3NIpUVYWyYwd6+/bGRF5qKurq1XDllQQf\nesgozhoM4urVC1NdkdavR/3sM/R+/dBGjUr6crXkb1hfLuNj7T5na8iHwbyRy8vLcTgcTJs2jUWL\nFvHNN99w7rnn0qNHD+bOndukA69du5a33noLIQRnn30248aNS1geCAR48cUXKSsrQ9d1xowZw1ln\nnZXUvjdu3EhpaSkVFRX4fD7Kysq46667UBSF9PT0BjXblv7h2qxAbGXCP/85rpdfxrl5M5oQOGfN\nInLppQCoK1agrlxJbNgw9HffRQ4EEDk5ON9+G9nvN+y4GLZhIUnI5eUJ7mt6hw5GAvho1DAtlJU1\nXn4pFjPCuNPTkXbuNMxMgYC1L23QIMIXX0zGZZcZmjG17nSSZEwy7tuHnp9PrKAAye1Gysoy1snK\nMrK1mb+/EDhefNGYBFy/Hr2wENGlS8tc4EZoaMzXnQg8Vu5zLaEh/+QEsnmRcnJyrETxnTp1sn6Y\n8vLyJl1IXdd54403mDZtGllZWTzyyCMMGjSITp06Wet89dVXdOzYkd/+9rdUVVXxu9/9jtNPP92K\na2+MzZs343A46NSpE0OHDsXhcOD3+8nIyKC6urrNz7T+1JHKy3F+9BEoCuHLLjM8FgoKiAWDoKrI\ne/caK5aX437uOcPPePt2ql55BecXXyCVluL6978tH2MJLHe2+Hp2EqCUlCAcDmMS0My14HIZdfii\n0YYFcziM+uOPhmudqhqmiWiU2Cmn4J0+3dg2GER4PGgFBcjFxUZV6Q4d0Pr1I3zNNTBgAJ60NIi3\ndTd0nzRREDWHkEn2nq0vIrAlK4CcyBpyUgZN84fr0KEDLpeLV199laKiIvbu3cucOXNYsmQJZ599\ndsK6jbF161Y6dOhA+/btUVWVU089lVWrVh2yXqjWzzQUCpGampq0/XXcuHFccMEFDBs2jJ49e5KW\nltYmnpStrSG39vFNHJ99hhQIIPl8OL/6CoDYmWca9ttolOiZZwLgefFF5G3bcHz3HVI0ijZwIDid\nyFVVSLUP5vhf1Px9RZ12KRpF0jQkc5IwGiXWr59RuVpVD4ZA166vezwIVTWSy8dihrtd+/ZEhwxB\n69PHsBdrGkKW0bKziQ0dStVf/kKssBCtZ0+kigo8Tz1FyhVXoPzud4YpptZEdrBTEtEpU9C7dyc2\naRKic+eWuNTNihkRaFacdjqdeL1eq7J7c2DbkJtANBply5YtqKrK5s2b6dKlCz/88AOnnnoqI0aM\nAJK7AJWVlYdUld62bVvCOueddx7PPPMM06ZNIxQKccsttzR5QqytFTpt7eO3FURGBuzZgySElXRd\npKYSvP32uJUEUiCANmgQytathEeNAo8HZf161KIihMOBnppq+CCnp0NpKarPBxgmjLrBHvHfJV1H\n2bIFrVs39Jwc1G3bkKqr0Xr1MgJONA2l1pYtAXpGBpGRI5EjETz/+IehYefmIu3dixQI4PzsM5wf\nfwxuNyItzdCui4oMTV2WyTz7bLSxY61oMnMuQhQUEC0oaPL1a84xdKRKSvxEoMvlsiasmyOPRnMq\nTm1BEWsKTRLIWVlZ3HnnnaSlpeF2u1vUY2DdunV07dqVu+++m5KSEp566in69OnT5AKqbUkgtzZt\n5fyjo0cjsrPB6TR8kOtDkoiccw6OpUuJDRxI7PzzUYqKjKobbreRqF6WDfuw32+YD2o3jR+VAoxI\nOVU18l1Eo0aV6kAAdcMGcLuJnnwy8v79RHv3RpVlHGvWIMmyFf0nVVXheucdRI8eRnt5OXJFBYTD\nKIqC2LXL8KNWVbTu3ZH8fnRFMSb3QiH8+fnoVVVWAWAziqy1C38211iIjw5NdiKwpfsUz09WIMuy\nTG5uLgcOHKCoqAifz4csy3Tv3r1JwSCZmZmHrSq9aNEixo0bhyRJ5Obm0q5dO/bu3UvPnj2TPo6t\nIbdRFIVYfCSnpuGeMQPJ7yd8ySXo/foBEDvvPGKnn47nL3/Be/fdIEkoP/5oFP3csgUCASNs2rym\nDodhenC7jXzEtbuXPB4kv9/KkWHlt1BVEAJ1+XIkRcEza5YxQRcOH3RNUxTD5c3lQtq/H71TJyMX\nBhgJ8QMBI0AlHEZoGrGcHIJ33YX3uecMs8qUKeg9eiScvqZphEIhq/CnJElNzvXb1oSM6XfflInA\nxvbVXBxv91uTBDLArl27ePfdd6mursYseLps2TIuvPBCBtQmiDkcPXr0YP/+/ZSWlpKVlcWyZcv4\n9a9/nbBOTk4O69evp0+fPvh8Pvbt20f7+Iq8R4AtENsmruefx/nhh4bQ8/kIPPGEtSzlgQdQv/sO\ned8+I9Q6FoNw2MhBEQ4bZg+nE0nX0bOykMxae7JsuMHpuiG0ASIRQ3impyOqqw3BGw4bWm80anhi\nyLIR1i1JhjkELLszGFGERKOgKGiZmYjUVJT9+yEUQiiKYZPu0YPqV15BVRQ8n36K+6WXCF9+OWRl\nGb7LtVGJ5mv/sZosq4+WEuxHOhHYEiaGtvbwaowmCWQhBG+88QZdu3blhhtuICsrC5/Px5IlS3j7\n7beTFsiKonDNNdfw9NNPo+s6Z511Fvn5+cyfPx8wKk9ffPHFvPzyyzz44IMIIbj88subJWFRawtk\nW0M/FKm6GpxOCIeRy8oSF9Z6XiCEESVXm+VNisXQ0tIszwohy8gHDhjarJk0SAhDI9Z1o9io02lo\nwJFIQmJ6PS6pvWyGYauqYT9OS0OqrESqdZWUJAl0Ha1dOwJTp+KaPRu5uBhJkpA0DefChag33UT1\nn/6EeuAAyqefoisK7pkz0fr3x/HFF+B2E5s2zUosVDd9phla35Bm2Vy/YXPupyGhV/fckkmob2vI\nSSJJEjt37uS+++6z2jIyMrjwwgv5+OOPm1TiaeDAgQwcODChbeTIkdb/WVlZTJs2rSndq5e6ladt\n2h6Riy/GsXSpYZcNBFA//5zYBRcYy26+GfnZZ42Um7oOK1ciOxxWUnjatSM2aBDKV18ZQtb0tJDl\nhDzHQlXR27VDGz7cSPu5ZYvRLkmQmoqorEx0gTNd6mpzVFArcKk1iYi8PFzffIOyfz+S222MLVUF\npxPd68W5dCl07gyahrpuHUKWjYnC1FSIxVAWLiR25ZWHXAtN0wgGgwma5ZHaY48lyfStbkRgfQn1\njzcB2tw0eVauX79+LF++HL/fTyQSwefz8eWXXzJixAhqamoIBAJUxfldtgVOhJzIydDWzt+sv6cO\nGgTnnYfUty+OqirSPviAzA0byMjIwD10KLLDgbxrF3pNDaSlEUtLM5L8pKYSk2Xk776DWq3XdHkT\nTifC6TwoZKNR5OpqnHPmWBVGBCAUhdCIEQnJjaTaD5JkCFm3G+FyobdrR+SMM4zUmz4fVFUhVVej\np6Sg9ehB+LLL0Dp3RnTqROT884mNGoVITTXsq717G9p/TQ1oGtqppzZ6beJdzHRdx+12WxOC5vK2\nwpGMqWg0SiAQIBKJWJOcTqcTaFvndqxpsg25S5cuvPzyy5x00klkZGTg8/n4/vvv6d27Ny+++CLR\naJSqqiruu+8+Usz8r61I3ST1di6JY0d9Ierp6emHphYtLjYS0C9YYORBzssjtnUr0cJC3E89hfu7\n7+DAAdTiYsOtrHZ7pbbytHC7keMKbAqPx7DxZmWh7tt30MOiVlGQIpGDWdw0Dc9XX6Hn5CAfOGB4\nVghhmDtkGS0/H0lVkfftQ+vf39CcvV6jynVlJbrXi1xVZQjitDSio0YRuuoq5HAYSVXRfvlL8PkQ\nskx0xAiUX/4S4fUiaie8kiHeHut0Oi3XOTNhVVvgSPtRX2pQRVGIRCI/+YKm9ZG0QDYF2969exkw\nYIBl58rNzeWyyy6zXrE8Ho9lK2oLtLWqIW3lBmoO6ku+FJ84v24uZ13XqaqqSrgGrhdewDlvHnrn\nzgSvvhqluBjhdhMdORKEQC4qMjRLTbOi6+TaopeAocHWZicTsmxM7qWmGr7E4bBhkojFjJwTtaYH\niPNNNj0k0tPRFQX8fuRIBN3rRcvNRe/Z08i9XBsgIh84YBxX1yEnxwgaSUtD3biRWEYGbNlC2vz5\niJwc9NNOQ7/tNsJTpiDt24f+s5/hDYdRXnkFkZeHdumlTYrQE0IQDoetcWx6MZguZ8c7sVgMVVUT\ntObWdg081jQp2xvALbfc0mKdaSnakkBuTZpy/nUz3tVXFqqpOUG8Xm/CMnnbNpzz5yMJgbJjB/Lg\nwYQvvRTPq6/iefJJtK5dUSsr0TMzjcm5SMRI9CNJxAoKjDzJ4bCRUEjXDR9jh8OoxJGWBtXVltlB\nDoetRENkZCDXBpHUXhgIBhFeL0ppqTEBKAR6+/bGA2DzZuRoFHXZMkKTJqGUlICqEr7iClwff4xw\nu1FXr0bevRtl2zb0nBz0bt1QNm9GA7QBAxD9+6MoCspf/oLk86H+8AMiLw+9NqCqqWiaRjgcblIS\noJaiOe8pc2w1dSLwp0KTTRZguL6tWbOGkpISdF2nffv2jBw5koyMDOtJ1lZMA/GD80QXyPHUp9k2\nlvEuHA43fw0+VUUoCsqGDQink+ipp+L8+mvDi0JRcH3yiZHS0u02vCs0zahGnZNjCFtFMVzlQiH0\n7Gyk6mojTDocNjwyal+F43NeEAwavsq1RVORZfT0dOTKSiOdpzl+TbNGVZVlvpA0DeeiRWj9+xO5\n4AKi48ah5+fjWLaM0MSJpP7+92idO6OUlqIfOIAEqI8/jnTDDYj0dKMP8ePvKK6lOa7rvvIfSerM\n5qClKobEuwbGl2VK9vyOtzfSJgtkn8/H+++/j8Ph4Mcff6SwsJCtW7cSiUQYO3YsqampLdHPo+JE\nFML1CVpFUVBV1XpwxifPNwf4sRzAepcu6NnZxE45xUiR6fOhFRairFtnVN9wOpG8XuN1PzfX0JBr\nXdnUjRuR/X5jP5KEVF6OSE01bMWKglwnBWd85Q/d7YZYzMrK5vj+e6SSkgQBKWTZ8H2uqTHMHpp2\nMD9GSgqO1auJXHEF2imnoJ1yCq7nnkMuKUEuKSE6eDCxvn1xlpcj7duH6513CE6eDIB2yy1Ib7+N\nlpeHfsYZzXo9TVtzvNZ8JAnnm0pza8j1UbdmXjJvBcfjfZ+0GmtqRp988gm5ubncdtttFBQUcMEF\nFzB16lQ2bdrE5s2bE9ZtC7RFG/LR9sHUFpxOJ263m5SUFNLS0sjIyCAzM5OMjAw8Ho+V9CUajRIM\nBvH5fGiahs/no6qqipqaGkKhkDWB0hrahN6/P+g6yqZNuD74AD0ri+DNNxMdNgypvByqq9Fzc9F6\n9jQ8J7p2Re/Vy/BPNq+HEEhOJ3p+PuFJkxAeT0KyIAlDwJqVp+XKSqTqatTt23HNn29Una71yBDU\nusIpCsqePUZUXq12K8sy8u7dqEuWoH77Ld777rPc7BzLlhnmFF03Jhrz8pCKipDWr7fydQDQsSPa\nb39LbMKEJmd4s873MNuZWnOgdqLT4/HgdrtbtHDEMX2Qx51ffR4ordWv5qDJGnJJSQmDavMPxGIx\n9u3bR9++fUlNTaWysrLZO9gctCWBDIePRmoT5oRjROj66/Hu3IleUIBwOlE3bEDeuBHHsmXIgQB6\nTg6xXr2IjR6NOncuSlkZ6g8/gKqix2KWOYFgECkcJvj//h+Rn/2M1N/+FqV2PApJQnI4ENGoMQkI\nVuSdadrQ27dH1NQYmeRk2QjaMIW+qhrC0/RtrqpC9vuRP/oIqaaGyEUXEcvPR1250vBT9niMSUCn\nE0pLcX7wgZGm8+KLjf4cQyERr1U6nU5La25OW2xr3lONRQTCCSCQPR6PJXi9Xi9lZWWsXbuWUChE\nbm4u0LZeFdqihqwoivWJF74N1eKLRCLHfZXpBnE6iYwfj+Ozz0CWiZ52Gp5vv0WqqUHevh38flRF\nIdSvH445c5D37DGSwHfvbgg9IYwgDyGQd+3C/fjjhmYbL3CEMOr0xWJGlB6J6TljAwYg0tJQ1683\nMtH5/ejp6YiOHZH27UPZs8cQtGC4x1VXG/uKxXDMn49j2TJiAwca7mzt2xtRez4folMn5N27kauq\ncM6dS2jkSGgmV9CmjgVd1wmFQsDBoAxz4vZ4fJDXpaGJwOPtnmmyQC4oKMBfa7vr0KEDa9asYd++\nfQwfPpw+ffoAbUsgQ2J/WrpvZrBDQ8VPTS033nZrCt8TldjQocQGD7b8i/W0NEM7dTgQDgdSOIz3\nwQeRq6uRt29HqqxE8fnQvV5jEk7XjWCOQADPCy8gVNWayIODCeyFKXgkCUmSDO+NaBTn8uXWunpW\nFrhcBCdPxjV3LsqOHUhCILKzDXe8IUOQd+/GsWaNcdzKSiMHhsOBSE1FGzQIIhHCV12F+s47yBs3\novXoYWjZccEnrYmpIXs8np+kB4N5b5mC2ev1EgqFjosHT9IC2RQkw4cPp6KiglgsxrBhw0hNTaWw\nsJDu3bu3VB+PiubWihsqfhpvTmis+GlqairBYPCEFsD1EueVEzv9dBxLlyLS05Grqgw3twEDEIGA\n4R3hcBhubsFgQng01EbZ1WZjS2iPr/StKOhuN3p6OpLfD6GQYaZwu9F69CB69tl4Z8ww6vuFw0aw\niCQRGTeOwB/+QNovf4nIykLy+QzBH4uhbtxIzR13oB44QOTMMxGdOhG9915EZibyxx8THT7cyI/R\nxpSVUCjUqsmNWhJJkhIqax8PNFlDTk1NtTwpunXr1qS0m61FU31v67PfNpc5oS2YTVqLZK9RbMQI\n9H//G5xOtPx8lL17kaqrUTZvNip/xGLoDge43YaGqigITTu00rTTaWR4q/0u1dp3tfbtiYwejVJe\njmPePEOo1kbn6R4Pzg8/NNJ1OhzItZOKQgjCl1wCDgfhX/wCgkHDD9rrNfJTSBKO9esJ3X674QMN\nEGkWI4MAACAASURBVI2irltHrHdvlB070HbtgpNPPurr2Bzjp25a2rqv+0eSErQtcryZLI7aWbit\n2zbjkwuZg9DpdOLxeA7xTkhPT7e8E0w3m0AggM/no7Kysl7vhKa6ip1IAlldsgTnO+8gFxUddl15\n716k/ftrv8gE//u/iQ0dit6jB1VPP014/HikmhpjAi43l9i4cYR+9Sv0jAzDPqyqiWWbMNzhtD59\nDnpYAMLrJXjnneh9+hjVQcJhwyvD7YaUFJyrVxtadihkeHkIgVxailxTQ+rUqSirVxP5+c/RunY1\nfKDDYSgpQd6zB/X773H+5z8HO6EohpmktNTIhxHvbVGXSAR50SKk7duTurbNcc/Vtw8zV3MoFEKW\nZbxeLy6X65jFFZzImd7gCANDACsVYbzHQFMvwOEqTwMUFRXxr3/9C03TSE1N5d57701q37Nnz2b/\n/v1UVFRQU1ODx+PhgQcesLTe+swJNs2HdOAA6vLlkJGB86uvCNXOL9SH+vXXOOfPByGIXHwxsUGD\n0Lt3Jzh16sH9VVcTGzwYx8qV4PfD3r2Ivn3Ru3RB2bXr0GxtgBwOE/V4kD0eIyObLBO8+moiV19t\n+DKvW0csEEAuLUU6cMAwh9SOBa17d5QdO9BVFbm01IgG9Plwv/oqNYMGGfvLzobyciPfciSCunYt\nwdtus46vzJqFtHMnSnU1gcsvN0pNUb/QccyYgVw7ORm54w5Er15HfO2bg6amBG2rtGVlsT6OWCDH\nPzGPxIshmcrTgUCA119/nalTp5KTk2NNJiZDt27d6N+/Px06dCAzMxO/329Vng7G+bAea04YDdnp\nPFgBWlEa9bl1rF6NsmEDxGJ4NmxAO/lkQpMmoRcUoC5dirpokWFLjsWItW+Psm8fyv79KC++aLif\n1dRYwR9mPgtqvzvWrjUm1GrzKFv5lmWZ8KRJeHbuNCqB5OSAJBmFTQMBIyAEICsLzeEwQqoBx1df\noaxaReDuu0nduhUZkKurEW43sZNPJlZb7BfA8e67KHv3IoTAu3gxsYkTG7wGUlmZ4YERDCLt3Nni\nArkpY7C+lKCmua4t17+TJOm4U7aOSCBrmsbmzZvZvn07fr+flJQUTj75ZLp37560wImvPA1Ylafj\nBfK3337LkCFDyMnJASC9VsNIhv79+wNY7mQm8SYMm5ZDpKcTuegilC1biA0d2ngQhM+HFAwiFxcb\nk3eqiudvf0PPykL2+1G//x49M9PIP6Hr4HYjl5QY9uHaCRtr77pOzONBiasaYq6DouBYuhSiUSSf\nj9igQWgdOxq5KoJBpKoqI3DE5zPsz04nMa8X8vONkGxFQaSno65YgbxoEdrQoYSfeALnxx+jVFUh\n3XADGRkZ1viSO3WCrVsB0PLyrIAeSZKsuQeT2NixqJ98YgS+HCaCr7ke6E29B+K15vgSTW2V41Hx\nabJA1nWd5cuXM3v2bNxuN6mpqYRCIYqKihgzZgz9+vVLSignU3l6//79aJrG//zP/xAKhRg1ahRn\nNDHctKG6eq0lkFtbQz6mEVU9e6LH1UC0zr24GNcHH4CiEL7iCkR+vmFa2L4dye/H9e9/I2IxRIcO\nVrpNef9+Q2BmZCBVVBgZ3rKzjdJJPp8x2YchmOVw2MhtEY0ixWnPCIGel4f3kUdwLFwI1dWGv3NF\nhaFFa5qVPU7WdSOpvN+P3qcPsqoigkHklBS8e/bAvn1GCPUHH6DX5lcIlZQYxUxLSoiecQaeKVNQ\nXS5iqkrwmmtQw2ErdWZdE4B++ulETj896Wvb2gpFfECG1+ttlkT6J3qBUzgCgVxaWsqsWbOYMGEC\nw4cPB4xBNWfOHN577z369euHpmn1hjE2FV3X2fH/2TvzKLvKMt3/vj2cqU5NqSFJZR7JQAKEQEIY\nQgQ1DApoi2KkL40t6ro9OLS2XF0OrXK1l6vtRrq9tNpgq0QRlWYQDIQ5kDmBIpWhMlVVakrN05n2\n8N0/3nMOJ0VVUlWppCrguxYrRQ1777PPPs9+9/M97/PU1PAP//APpFIp7rnnHmbPns2kSZOGvI2x\nBsD+Nd6O52yUUVOD/dxzGGVl8P73Y7/4opwD18V+8UUSH/sYgWefxbniCkL/9/+i2towtMbLnCel\nZNrOsjAbGtC+jz9pkkzypXXDVmPjW/vzfXRfHzqZlC45EMAPh0muXUv8y1+m4FOfQnV2Zo3qKSoS\nmiK9JqICAbBtAehJk1B1dfi2jT9pEv7552M++aSEqIbDOJddJpl84TCBn/xEumjDkDDWz3+e1He+\nk7XMzFRGWpbxNw4EAriue1blWaN5Dfq+TzweP6FrHqkl6J8X9UZQnudlwRhk8ufyyy/ntddek40O\nAYyHkjxdXFxMXl4ewWCQYDDI/PnzqaurGxYgw9slPufiGzVaNRZPCPbGjZKbpyXh2S8txX7hBXFu\nW7ECo65OjIPicayaGul+PU/A1LJw58+XseqqKjRgxGKoWEym6UwzOyKdfY0gtASgfF+GQj72MYx/\n/VfytcacOhW1Z89bv9/VJRN6WqMjEQHVoiK0beNOnkxgwwaRwHkefnu73BRsG6OnB6uuDr+o6C0D\nolAIAgGM1lZOxV5m/I2BMdEBj9Y1kNnOQOZGw+ma/9whj0D2lp+fz7Rp09i8eTMtLS20t7dz8OBB\n/vjHP7Js2TKam5upra2lrq7upNvJTZ52XZetW7dmPTIydeGFF1JdXZ31fj18+DCT08GQQ63+b8hY\nA/JY7/+sV28v1vbt2Js2wa5d+OXlmG1t6IkTIRxGuy6h3/4W49gxQo88IiAcCqEyi3OuK17Dx4/j\nV1TgT5uGs2ABfnk5RlcX1rFjKMc5UfJmGKIrznzD8/DnzMH/wQ9I/fCHdHzzm6TOO09SokMh4Ytd\nFyMWw2hrI3XBBfhFRfR98YuYNTXZGCd/yhRUZ6coLtLdt19SgjdrFqkPfIC+731PXOkaG3EWLx70\nxjfQ9zISS9d1s7LMwRqb8X79DGT+M1Rzoz93yMOsjMPYAw88wKJFiwgGg7S1tXHs2DEWLVrEQw89\nhOu62LbN5z73uUG3M5Tk6YqKCpYsWcI3vvENlFJcddVVTJ06ddgvcrx1yONh/2erczCOHcM77zx0\nRwdmNIo/bx689BJ60iRJme7oyDqm6QkT8BYuxKirk863r0/Ae9o0jKlTxZYzHof584VmeOopUScg\nXbFv22JQn0xm8/UUgGVh3nsvTJqE0d1N8OGHwXFkQa+tDefyy7Ffe01kb/n5WA0NuJddRviRR+RF\nRCKgFH1f/zqBZ59FmybW7t2yYNjVhXvVVTjXXCOa5ePHMY4dI++f/xl/82a8e+55y9BoCJXr/3sm\nQ07PVnL1cLrmP3fIIwDkzIm97rrrME0T27ZZsGABgUAArTXBYDDrKnWqOlXyNMDatWtZu3btcA9z\n0BprQB7rC+Rs79+fOROdl4evFPrSS0VhsHYtgQ0bYOJE9HXXoSdOxNq/H268EaO2FuNnP4PWVkgk\noLQUXVoKBw7A7t2oeBxdXY1z+eX4q1cT2LAB1d0tSoq8PJG9pceByTjBpaOfzD17UFrjzZyJ6uvD\nvfxyqKxExeP4hYUoz8ObMQMVj2MeOIA2DPwZM/Dmz8efNAnvkktIzJ5N/h13yHSfUgLsU6YAYL/4\nIta2beKjnA5mNZ96Cq65Rnydcz1Vjh2TtJPZswdUoPRXNGSM58fjGPBQrqlcI/1M1NtARvPj8aZz\nNmtEgHzHHXdk/z+ZTGLb9rhJCBmsMl3heADkc/FCGUkppTCjUfjsZ1Geh1FYSL7voxYtgkWL3vL9\nuOIKkpddhud52C+/jLF0KcTjmFu34s+aJb4RwSCW44jdZjyOefAgvT/9Kd755xP6r/8SCVxvLzpt\nvm90dQmvmw4UNdKeFNqyJAB1/nzJx+vuxjp6FAoLcZcsIXHHHQQffRSjrg7KynAXLhQXuuXLiXzj\nG5BKZW08le9jHD+OSruoGY2Nki7d2Sk3gY4O7Mcew9i0idhXvgJpJzhjyxasX/wCAPeaayRb7ySV\n6TJzXcwsyzrtAY3RAL+RJk4PZAn65xrhop7v++zcuZP9+/fT1NRENBplwoQJ3HDDDYTD4SzojBfg\nGWup23iq0bwhDORsl/kXTjRa8tJGL319fW9fffd9An/4A/bx4zIZ19WFtX07JBLYO3fizpsn+uTC\nQkiPM6tEgrzPflZ8LmIxtG1DXh7+9OmY6ZQPFY+L81tvLyqREK7YtklcdRXJf/gHCj72MYzubglG\nVQrV20vgsccw9++XhGnHwV28mNCvfkXwN7+BYBB36VIZgy4oQKdSeOefj3fBBQAkP/ABjIYG3Nmz\ncVauJG/DBlnk6+nBOHAA0pp7Y8+erP+FcfgwQ9UiZOiMSCSSHWseKZ0xHj6b/S1BA4HACdfMu7FG\nBMiHDh3i8ccf56KLLmLfvn188IMf5MCBA/zpT3/ixhtvzCZVjJcaT57IY73/4dRQAVdXVcGBA6Tm\nzsWdPXtQcAgGgwP+zNy7V0I/o1FMrUneeCNGZyfmkSPQ1CT/BgLE//IvCf3613JsqRT2tm3CQafp\nCb+oCNXSgkomxffCcdCJBAZIZ5xKQSBA+MknMWwbo6kJFYuJt3F3N6qhAUtrvClTUG1tOGvWYG/a\nJMbz8TjKdTEmTMBduVI8MgIBlGkS+da3SNx5J/706cS/+MXs6/L7+mDTJnRREd7ixdkVdO+661CH\nDsnk4bXXjui96T+gkfFeGQsXwdFodDIyQOAdaQk61BoWIGfA5A9/+AM33XQTy5Yt49VXX+Xaa6/l\nxhtv5Ctf+QpXXnklpaWlZ+p4T7u01mNKr4wHQM7sf1gd7mC5e/E4wY0bIT8f44UXJGljmBNcGckZ\nrovOy8NbtQqnthZiMcz2dnRxsSR6FBfjLlqE0dsrwBuPy99lqAjLwqyvF4e4w4cFgDNPRpljTqXE\nyKe2Nmsyr5WSGCjTRNXVoS0Ld/Zs/AkTCD7+uHTYfX34eXkY1dUE33xT+OpgEHfJEohGCTz6KIm/\n+7sTXpf38Y/jXH89jmnK+Hi6/EmTSH3nO3JMA1wLau9ejH378N7zHigsPOm5y100G24iyFhRFier\nzEh2bqjpO8kS9FQ1IkBua2s7QQvc3d2dpSoyjyDjqcZTh3w2ayDAtW07K6caEuCeeidvgYpSJ/ga\nn/TPursJ/OEPACQ//GESH/0o1pEjOIsWicH7bbeRvO02zJ07CT79NNrzsPbtQ1dUoI8cIfGpTxH6\n3e9Qzc3SeToOWikxBaqtFV43M+ShdRZ0jVQKv7MTXVIiwyAgwJgGag3oZBIFBB577C0ViNbovDzM\nlha060rSdSQi3HU8jp9e2Htb5eW9FRc10Lnr/62GBuyf/ATCYcy9e0n9n/8zpPOZefwfqt/EaFJ4\no7Wd/mqozI0llzt/p3fNI6IsIpEIx48fp6KiAsuyqKqq4pVXXmH69OnkZ7xgx1GNJ0AeMw43J2cs\nmUyOnmNXKETqmmuwqqtxL7tMTIUGqRMsUJ9+Wha/tCby7W/jz5iB6uzE2rIF1dmJs2oVqRtuwFu2\njEQkQuDRR1FdXaJ6mDOH4B//KDSDbFgkZ2kLz4yGWWd+FghkF960aYJtY+3eLfI4ANPEOf98dEkJ\nurCQwDPPoN58U/4+HEYXFcnknmmio1Hhow0Dd/58krffDr29IsPr6jqho+0PMEOqzJCLZb11wxhG\nDeY3MdLJuVPVaH+WBrME7S8FPFXXfK6uGY0IkJctW0ZfOoFh2rRpbN++nWg0ytq1ayk8xSPWWNV4\nAeTh1FAAN9csfygdbsZ8fDRLT5+OM3360H7Z8wj87ndYr76aVTwYLS3oSZOwX3sNd9EizF27MI8d\nw9y9Gz11KoE//Um+v3+/GNL7PlZ1tUz/+X52CERrMZnPzdPTgL9woaR/pG0ydSQi28oAsudhNDbC\n8eMyoZcZoXZdtGHgTZqEnjoV5+KLsQ4cQLW0YNbWoidOJPjwwyjPw6yqEp77U58i9dGPotrbhf7I\nOS+DLnT7PqqxEV1cLJaiF1+MOnZMKIvTqIE0wLkd5njukAfbz3CM9N/xgJwBgmuvvTYbMf6+972P\nnp4ezjvvPMLh8Ogf4SjUeALh3GPJJJTkBp4OBrjvFP9mY/9+zMOH8ebNw6ysxF28WLLmHAdv4kSs\n3bsF7FIpgjU1pK6+GhWLYW3ZAraNP2sWgSeekMEPpSAchlgsaywEoMNhUViku1qjsRF/9mwSN9+M\nOnKE0OOP42uN1dub1Smr9Lizl5nCS8c2kUxi1NfT96lP4d50E0mAWIy8r35VBkMOH5aO3PPQ6alC\n58orifzgB5hAYPFi3E9+cvATkkhg//jHGEePovPySN19N+66daN6zvtrgCORSPb7462GCqKDdc0Z\nima8fN6HWyPqkMPhcBZ85+T4to7nEzEWHXIu4Ob+a1kWRUVFYwa4Y0rZTJiAamvD3LcP1dWF0deH\nX1qKt2gRzJtH+L77wDRRnZ1406djNDWhw2F820ZFo8LlpjXAOj8fb9Ys7M2bRRsM6FAIf8YMmdLr\n6sJsaoLOTlRnJ6mrriJv0yZUeztGPC5SN8NAp0FZ+750xWVl4pOhNWZtLYbjkHfvvXTdcEN2jNqb\nOZPgb38LkQheeTnaNPFKS/FnzMCqrhb+uqBAOvNBStXXY997L+bLL6Nnz0YrhVFbi7948Rk7/5kO\nORQKEQgEsG37tOiM0aQGRnJdDkbRuK77zu+QByvf97O5c+OxzhSHPBjgZs5Ff8BNJpP4vo9pmnT2\nM8Q5WzXmF2mm80ylRHmQlwdK4Vx7LcEHH8xqiVUsRurqq7G2bZNopzlzcKdMkck830fbNt7MmehJ\nk/CnTMGoqRHqIu2R7K5cifXSS7IP10UdP070W9/C2rxZglF9X4ZMLAt/zhwSH/845v792Lt3o6NR\nErfeiv3cc1iHDqHjcaFG0qAV+cEPMLdtg0gEd9kydDhM7/33Y3R04E+eTODXv8asrkaXl+Pedtug\np8LcvFn2P2UKRkODDMucpaSQzAK81nrY6oyBtjWaxzXSyrUEDQaDmKaZXRwc8+t+iDViQM68wMy/\n/bu68Tq5NxxAHingjsdHwfFQWmuMtMLBrajA2rED7fs4a9YAkLrhBoymJsyaGuJ33onR2Unot78V\nq8zGRlmIi8XEEzkexzp8GK+9HW3bbxn+KCVp0MeO4c2Zg9ncDK4r032VlfhKYSYSb/HOhiGqjrvu\ngkSC4K9/LZro4mK8iy7CravD6OzEueACCAZl4bC+Hn/qVIzt26G3V0aw8/JEFnfoEPbWrXhLl2Ir\nhfPe9wqYD1DeihUYW7eip08ntW4d3k03ndzI/wzU6TrOjWYTNprG++cqvTdiQM7lQQer8URhDBQ5\n9W4E3LF+T/yFC6GqCtXWRuwf/1H+P3NsZWXEv/IVAKznn5f056Ym8Tf2fYy0UsJPJkU54bpYTU14\n8+YJkGU637Y2Aps340ej4lHR2yvDIm1taK3xpk1DpVIY7e3oSAS0JvjggyT/1/+ShcJEgtCDD0qS\ntefhXnABzo03yr5LStCRiNAkIMMhra1ZTbFOd/z4/ltfD1J66lRS3/wmJJOi0hhinSn9cH+Z2ckW\nzEb7eEa7Mq/vXMr/gxECcnd3Nw0NDVmQynA4qVQKx3Ho6upi0aJFLFmy5JQAMJSgU4AjR45wzz33\n8OlPf5rly5cP6Tjj8Titra10dnbS1tZGKpXixhtvxDRNioqK5MOZXhx4pwDuuK1kEuOxxwh0dxN/\n73vFfvMkvxt4/nms/fuFVki/HxpEelZWJkMhfX3g+5iHDskCX7oyf6PSGmF8X8CytBS/uJjk2rWi\njKirw9q1C11Rgb15M6q3F3vDBoymJozubpHDrViBN306TmaiLhDAnzoVd8kSrN27sQ4eRKVSOGvW\niJHSpEkk7rwT6803UTkeFYNaT4bD8t8Y1GBAmrtglmugfy49+r8rZG8ZrvjgwYP84Q9/oLi4GOAE\npUAgECCVSmVVGKfa3qmCTjO/98gjj7B4GIsdvu9z3333MWHCBMrLyykvL6eiooK+vr4x5XBh7DuK\nseiQrU2bhAtWisAzz5BauxYsSzS+iQRGfT1+RYWAk2VJB1xfn+VtMQxQSrreGTMglcLcuxcVCIi2\nOJMOklFfIACuQiEBY8vCnTsXf+pUzJoazMOHSV19NX5hIdYbb2Bu3y5GQR0dmPX10vlqjbl3L24/\nn26/okJkd4aBn87eUyUlWJaFaZpYpolRVoZdUoKVHhf3fT+bp3c6YHE237v+dEau41ymaRkvT8AD\n1Vh/zkZSI5K9zZs3j9tvv51QKJRVDfSXbGVWO0/2hg0l6BRg48aNXHzxxW/L3DvVsX7pS18CyB5f\nT0/PuOh+3ymDKcOqCROgqkry8errCd93H9q2Sd58M8Enn8Tatg0dDNL3b/+GnjCB+J13Yr78Mqqv\nT6bwIhGca64RDfHRo/gFBZjBoKSB5OeLxrirC2WakiBtGHjFxajGRnGBmzED5/LLMevrsTZvxmhr\nI3z4MKnlyzGOHBGAP3Ysa5AP4JeXQzSKc9FFQm85DsHHH8eIRmHdOvStt2I9/rh06Vu24N10E/72\n7Zj/9V/4to135Ag9n/lM9poLBAJEw2HCiQRefj6O6w58Pba1YezZg7906bCojOHUcK+BwegMGJ/A\n967okDOVn58/4EReZoVzKMkAMLSg046ODnbu3MmXvvSlYQFybo01b9q/zsUL5XTLvfBC/EgEdf/9\n2K+9JqPHEydiNDSIL0U6liny1a+iJ0/GmzpVzOyPHUMnk2ilsLZuJXHjjZiA/eqrqFRK5Gn5+VBe\nDq2taMuSGKauLqzGRlRPj9hkNjURvv9+SRppaEABfnExdlVVltpQnie+GI6DikQk3dr3KXj0UXzP\ng/p6eOMNtOeRuvpq4osWEe7rEy+OP/2Jvve8B7u+XpoS20b19Jx4ElIp9D//M15zM3r+fIKf+xwo\ndaLsLB4n8MMfCs3y/POkvvrVtxncj+VAR3/9r2VZWenZeLuux9vxDKVGBMgtLS0888wzmKZJMpkk\nkUiQSCRIpVLMmTOHW265Bc/zhgzMJ6v169fzF3/xF6et2hjRGOsZrLG6g59VcyWtJVmjqwv3ssvw\nZ83Cam3FLynB2rsXlZeHam7G3rsXnUziz5iB0dyMHwphdnej2trwo1GMtNOaTiQI/+pXAsAgVAFA\nTw9eURHMmgXBoGiW29ux9+0TzhlEZpe24sSyhCbxfRlKSeuaARn28H38cBjd0oJz6aUC8s88g45E\nsGpr0ZEIurNTFvhCIejrw584UXyTr7oK49AhjM5OvI997ITToZqahLbJy0MdPEi8uxuzpQX7hRcI\nXnwxzpIluK2tqGRSXmMsJib90ejZeb+GURkQNk0Tz/MGNZwfqxpPDdhwakTmQo7jUFNTQ0lJCbZt\nZ7vl+vp6FqZXzYfyoR9K0GlNTQ33338/AL29vVRWVmIYBsuWLRv2cff//7EC5vFwQzgbZb7xBtZr\nr0l6RmcnrFmDOnIE1dGBnjABd/lyrO3b8ebPRx07Jn7F8TiBjRsF5AoKMNNdL64rzm+miV9QIPl2\nqRSqsxPV0YHV3o576aV4y5fjfvKTRNatEw2y76PS/hV6zhyhMIJBGf5IL6Yp24ZAAB0IYDQ3o1xX\nJHSOg/nGG1BYiF9YiJHely4vJ5b2Z4595SviaZxJvgkESH7604A8SZK2GADQEyeiy8qgpQV/9mww\nTcwf/xjfNNE7d6K+8Q3C06bhrVwJ+/fjrVr1NjA+W9FLw6nTcZzLrdH+XJyLn7NhAXLmTayoqODu\nu+9+288rKyt5/fXXgaHRBLlBp8XFxWzdupW77rrrhN/5/ve/n/36Zz/7GRdccMGwwLj/sece21gC\n8lju/6xNKvb0CCiaJrS3E1i3TgBNKZIrV5L80pcIPPggwWeeEVVDZjGuuFic2To6hEbQGi8YzFpY\nGo6Dt2wZfmkp1gMPiNtbIoG9YwdmQQH2XXdhHDwoEUwTJqAvuAC0pvfuuwls3Eggbanph0KYaTc3\nb8ECjNpacZPr6EAFg+KBrBS6uxs9cyZ0d0NBgfhqdHTgA7q0FG8Qu9m3nedgEL7xDVINDegJE7LW\noVgWaI0Ti5GKx7E++lFxN/N9dM4C2nis3Nc4XMe5wbYzWsf1jgfkodTmzZv5xCc+MaTfHUrQ6WjU\nufjGnKk6m+fCXbFCOthYTMJI29rEijIclpHpigoSn/sc2LZ0xaEQxrFjaMdBT5iA4brCz0ajGPn5\noqRoaxPgNk3MDRvwS0okn873ZXz6lVdgwgS050EyiYpE8MvKYPp0vEWLiC9cSOrqq9HBIJF/+Rd8\nw5DR7YULCdbVSfp0KoVXVoYRj4vLm2HImHZFBSoWw5s/H2flSgIPPYTR0kLqllvwBzFXetv5Nk2h\nI9JWpe6tt2Ju2oR32WUS/MqJkU2ZbMpcnnm8X88DjTMPxUD/3Z6nB6C6u7uHfRZc12Xr1q24rks8\nHicej9PT00NzczPz58/ngx/84Jk41hGXUopIJJKlR6LRKPF4fMy4rrHcv23b2LY9JFniaFbw5z8n\nuH8/xh//iF9SgvehD2HW1Yn6YtUqzO997y298YQJ6PJyPN8XyqClRYZCkkn8mTMhGBQDoY4O/Px8\nrDffFO437V+go1EZ7CkvRweD+KtX4/393+Ns3479yiuo7m75/fZ2rEOH8EtKiN9xB+H16zEOHMBo\nb8/6YVBQgFdRQd+3voW9ZQvenDn406YRfPhhrF27ID8f0snY3vTpJNety3pCFxQU0NPTkwWaYCBA\n5Oc/x62qQk+ZgvM3f3OCcf1gZbS2EnjuOYwFC3CXL0cplZWjjbQikcioXAND3U7Gcc40zQHpjAzd\nMVp+6uFwmHg8PirbOps1og7ZcRweeeQRCgoKToj27unpYcWKFaN9jKddg3HI4+V43mn7NgwDoeDY\n1gAAIABJREFUs6tLtLqLF2OUlGCuW4fx9a/DqlUwaxbmzp0Ctskk3qZNJBcswH7mGSguhngcZ+5c\nrB07cK64guCvfgWAchyMY8dIXXMNyrJwbriB8E9+ImZEaY9iXVEBtk3yssvEA9myMPv6UP/931gb\nN8piYl+fmBCVleEtWoR59CihJ5/EmzxZQLimRjTPRUUQjaJ6e8n/7GdFM53WFavOTszaWvHMOHIE\nt6xMjnflSlGHDFR9fah9++QJoaYGlbYdPVWZP/0pvuehd+1ClZdjzZlzznk0DOQ415/O+HOHfBpu\nb//yL/9ywvccx6GyspINGzZw++23j8rBnakaa0A+1+tktqFaa/x4HPXww/iWhb9rF/E778RTivzJ\nk9GzZ+M1N2PX1KB9XxbdurowGxpQto2fn49KP8l4kyYJxeH7Mv6sFH4kgj9jBsmPf5zQ/feLZC6V\nQiuFP2ECRk8P2rJwLrsMa/9+Ahs2iPeF72McOCBZe4mEeCADvPGGmOq7LpSUkFy7lsDvfie+FU1N\n+OXlWK+9Jnx4QQHO4sUYLS34552H7zh4U6eKgiM9mKLTw1IDViSCnjgRVVMjTwE5ks+Tnu+MIRPg\npTMAfd8fcFDjXKhcTXOuO9ufaxQ5ZNu2WbZsGf/v//2/cQvIGaJ/rAF5rPc/lBrMGL+/x8dAxviq\np4dQPJ4d2NB79hDctk0UDtXVGPE4qTVrsLdvB6VwFy7E6OrCu/BCzK4ukp/8JMk77yTwy18S+d73\nRPFgGGK72deHWVND8IEHMI8elSGORAJlWdLxLliALigQfXFnp6RQHzyIOnpUPCc8LyuD08XF+HPm\nYB49irl7N8nVq7E3bsTo7JQ0kNtuI7h+PQDukiWYNTX4U6bgLluGefgwzurVQrukbxrxz38enbPA\n97aFJcOAL3+Z1JEjorY4SbpKbjkf+Qjmxo2yODl3LlrrU/LM50J5nkc8Hs/SFaZpZqVz79YaMSAf\nPHgw62ORTCaJx+Ps3buX8847b9Q0yKNZuR+McwEQz1RlXnvGRCkXcE3TzIJIf8BNJBJD7sJ0fj7O\n0qWYR4/iLVtG4LXX5AdpmZpfUoJdVUXf976HLihAT54sgxzbt5MoLsZfuBCzspLQ+vWSCq0kt08D\nzoIFGHV1WC+9JD4V6eEQTFO8ltvbJeVj0SICv/0tZl0dRnu7KBrSRvIgY9VeaSk6GhV7zkSCvB/+\nEGfZMrH/VAr30ktxL7mEwFNPYb3+Os7q1RhdXRAIEPv2twmsX4915Ah63jy074uULRY7YdrvbWXb\n6KlTh/eezZ+PO38+AGa/6zYDahnfidOx0Ryr8n0fN2dq8d0WbJpbwwbkzAf6iSeeIJFIZIl6y7II\nBAJ8+MMfHndgDGMvNRvoWM5kDeRkl+tmZxhGFnAzXJ7v+6N2ftyrrsK96ioAjJoajLY2kX1l/CbC\nYfxp0yASIfC732E//bR4SESjosgwTYzjx6XLdl282bMhFMKurcUPhTD6+tDBoLynaSc4e9cunKVL\ncRcswF24kEhVldh1mqZYbfq+DJKkVRqxH/wAbRjk/83foAoL0bEY1qFDeIEA7vnnZ04kqeuvJ3X9\n9US++11UXx9Gfb0YEDU2Suip40hI62uvEf7XfwXPo+8b34ArrsieD+PYMeyNG2HhQvn+EN5/VV+P\nOnQIf/lySKd8DHbd5PpOBAIBIpHIOWcI1D/YNNP5D8Vx7p1SwwbkzAXxsY99DK11FpCDwWA2Gma8\n1njJ1Rut/Q8GuJkbT38nu8zIa15eHj39x3rPYKU+9CGsHTswZs1CvfIK/ptv4lx5pXC/polZXY3R\n0wO+L2PNyaTwsq6LDoXwli6VRBHTRG3bJv7Hra0S0xQOoyIRdDgMPT3YVVUYyaRwy64r/si+j3f9\n9eg330TV1oLv4yxahHfRRdgbNuBPniyZeuXlxG+/HW/WrLcGPXJKh0Konh6hOHbtkum+SASvtJTU\nrbeS97d/i3H8OChF5Ec/EuB1HEI/+xmBxx6D9Ou3X3kF97bbRNs8SKnWVgL33SdTgtu343zhC0M/\n3zmSszPNM58psO/f+Z+LjnMjqWEBciKRwHXd7KhkJpY7Q1m0trbS1dXF/Pnzs3e38VL9U0PGq4F+\nbmV8QQbya86lFTK821BoheHeCFRTE0ZDA95550m6x0gqGMRdtQorFELPnEkymSTwxBME/uM/0IEA\n3qRJGJEI9r590tEGAgK2+fmoZBK/uBgdi2F2dMgQRjiMX1qK0dcnHHVvL9aRIwLgZWXoaBR782YB\ndc+TbD3DEFoj7X2h587F3rCBwIYN+DNn4s2dizt/PsHf/16oFaDvi1/E3rULFY+T/PjHSXz60wQe\nfxxj/35UXh7G/v34FRUow8DcswdvyhSs11+XBcOmJoz167GKizGOHEH5PurAAdl2QQH2T39K6tvf\nHrxTbm2VRc9QSGR6OTVUQMrlmTOGQOOVZx7s6XUojnMD1bkK2sMC5I0bN9Lc3JwFhZaWFjzPIxKJ\nkEgkaG9vp6ioiKlTp447QIbx2SEPBLgZyicXcEeTVhhyYkpvL4GXX0bn5WHW15P6wAdGtD97wwas\nAwcwZs7Eve46Ao8+SuCpp/AWLgTPEwWD1vjp6wrPw49EMPr65Bi2bAHfx49GIRQiftddUFhI4Pe/\nR0+ciHXggHSbnZ0C1M3N0NUlO7csFGA+95xk3ykl/hNKCXgmk5iHD6MLCjAPHBBNs+OgKyqIfu1r\n4o1RWorR0ICeNEluHr29wl8bhlhzmiY6L4/EF74AxcUENmzAmzdPXOUuuAClNe68eVitrTIeXlIi\nC4FpU/uBSs+bJ2nZzc1Z6mek1d/feLQ+m6OdFnKq63qoBvrn8vrQsAA5Q0tEo1E6Ojro7Oxk3rx5\nzJw5E6UUe/fupbe3d1wuKJypXL1T1UBKBdu2ATmfuYB7NgzyhwXmyaT8vmGIrOskADJoJRJYe/ag\n8/IwDh7Eevhh/OPHIRjEfOMNvBkzCGzahFVVJcDs+8L5mqZ4GQP09Ihtp+/jl5QQfP55UitW4JeW\nYldWShBqGnjd884j8OqrQh24rvhgaI1yXZGxFRfjR6PoaBSzthZ18CBmUxN+R4fsPxBA9fXhh8MY\njY3oggKM3l6x6AyFsB0Hb84ciEbRySTu4sV4F10knXIqReIznxHnuM5OuYlMm0b84osx6uvxrryS\n0Nat6Ndfx7366uwAyYBlmrh33PG2b5/OdZvpNpVShMPhUeGZx6ITHShxuv/reFd0yNdmUhOAhx56\niBtuuIGVK1dmv3fllVdy7733cvz4ccrLy8e8E+1fZyrodDCJWIZWyABuZtU445I13ieJVHrUWXse\n7rJlJwVj1dKCam3FnztXxo0zFQjIQl1Pj+hwCwuhsRFvzhx0LIYfiRBsaJApPa3lP9OUwYwJE1CJ\nBEpr6Sy1luEPrTHr6zEcB5VI4C5ejHHoENqysHfulO5YKfGICAZlIS+ZlP1PmYJZU4NKLyoqwxCd\nciwGjoM/Ywb+rFko05RO2vfR5eUYzc3SJWstgByLYba2wpEjuBdeSOSf/kmSQ665hsSddxJ47DH8\nuXNxL7lEXsvMmViBAFx7Lc7ll5/x9+5UpbUmHo+fFs882p/t4YJo/xHtzOs4lxcAh72o5zgOtm1n\n3d76V2trK31ph6vxBMinc8c8HU3uQDWWCd1DfU9UXR1WZaVMzgUC6BkzBv/dlhaCv/udLEAdOEDq\npptO+Lk3dSrGgQPC3e/YgTNhAqqnB2v/fozWVkgkxE0NIBYTRUQgkHV786NRdEEBzvnnY8Zi6IkT\nMdrahFsuKBAXte5u4ZSVkkVBz5Pu2PcFmC1LJv1qavCmT8dob8e75BKcCy8k+JvfCD+djpXq++53\nCf/iF3izZmFVVuLMmYPd0yNG98XFqI4O6cCDQYyjRwk99JDw0nl5mJWVuOedh19aKot6Gb7WdaG3\nd3A53DBqNLq/zDYG4pmHo2oYrU70dD8PuY5zwWAwG5xxroHzsAE5w2+uWrWKrVu3EovFmDx5MrFY\njF27djF16lTmpUdHx9PC2ckoi1xNbi7ojoYm91wtlUrJI7VhCN95st9taxPwSxvD55a1YwfmgQOS\nGr11KxgGZm8v7qRJWDU16Px83GnT8M8/H9XRgb11K8Tj+MEg2rbxy8qyOmJlWdDZiQoGsTZvxl24\nEPf88zH378eZNYvgpk0yhZeWteF5AqDd3UIfhEIYTU2ovj7cefNIfuIT+BUVaCDyox9hpFLo3l5Z\nxJw9G3P/fnQwSKC6GtXTgx+N4p53HuahQyjPk9Hn/HySn/gEgVdekW79vPMI//jHsjC5bx98/vOo\nzk4i996L6TiwZg1cd90ZfOdOXQOB30A5emdbzzwa4J77BJqrODpXatiAnAHZ1atXA7BlyxZqamow\nTZOysjLWrFlzQgrIUOpUQaebN2/mqaeeQmtNKBTi9ttvZ9q0aUPefiwWo7GxkebmZgAuueQSbNvO\nei/nAm5GRTKamtz+NZ6eHAYrf9YsvI4OVHc33kUXnfx3587FP3AAo6sL55JLTvyh1phvvonZ1gbd\n3UIR2DZWWmusuruhtFQ40xUrsHbvlvFmy0KXlEj3HAgIdTBhAnR2yjRdLIbR0oKORPCnTye4eTO6\nsBB/4kSsvXuzbmp+RQX+vHmYR48KBWNZkjjd1iZjzkph1dWJMqKlBb+khLzvflcW62wbb+ZM7M2b\nMXp7cWfOlAW2cBhVU4OfSOAsX07gpZfwp03Duf12rLY2zN27xXy/r4+iwkLYvh0FqIIC9OuvnxYg\nn2mA6a9qOBnPPNqLeqO9rVQqNWrbPFs14kk93/dZvXo1q1evpq6uDtM0s1l4mTDUoW7nVEGnpaWl\nfPnLXyYvL4/Kykp+/vOf87Wvfe2U247H43z/+98nEolkg06nTp1KIpHANE26+nVzZ6vGGpCHtG/D\nwBtiujeWhTOIw5+xdy/WG28IN1xUhFYKr7QU6+BB/PTjv/J9rJ07ha82TYhG8QsKZLx6505UYyPW\n0aPYzz5LcvVqrDQoKd8XiqO1VTrWZBIdCGQX+HRBAToYxGxulkW4eFw6eN+X5Oq0N7Pq7MS9+GLs\nl16Sm0Cab8bz8GfPRu/ejWfbKKXw3v9+LNsWT4pEgtDBg6jFi9FNTdgFBXgTJ+JXVGD+6U/oefPo\nOnQIpk8nUleH1d2NOWECkV/9itS6dYzlw/RQQD3TIZ+MZx7Nm8N43dbZrBEDsmEYtLW1sX37dpqb\nm0kmk4RCIVauXMm8efOGDDpDCTqdO3du9uvZs2fT0dExpGMMh8N885vfBORur7Wmr68vm/335zoz\nZezbh/X66/jl5ZiVlTKyDOiKClLf+hbejh34mzdj7duH6u7GevNNAU6QUNN0vp65b5/wsm1tMiHX\n2kp4/XqhInxfOuCyMgkjtSy8BQswq6pgxgyJf8rPl7+rq5MDCwZl4i8Wg64uwvfeS+ITn8BduhRr\nzx6cK66QsWbXxfR9VFER3t/9ncjvamvRU6YQmjEDb9067KuuEkC3bRyl8C68kLjW2L/8JeHf/Q6j\nuxvl+4R+/3u8iRNR8ThGdTUsX45XWYm1dSuBq68ek2SN4V77g/HMo1njtds+2zViQE4mkzz77LM0\nNDQQi8WIx+MsXLiQDRs2YNs2M2fOHBIoDyXoNLdefvlllixZMqJjHi9v1Fh3yKNdRlUVRnc37sUX\ng2kSeO45sZjctQsmTMCbMwfV0ADTp6Pq60mtXStewj09oufVWpKba2pQnZ0YnocCQo88gj9zJkZt\nrWThAQYI0LouOi8P5TgS5xSLgdYkb7mF0Pr1GDU1wtlmxqUB7Xl4M2eKOmLyZMxwmOjWrfhf+ALm\n66+jfv97dE8P3tVXk7rmGkmOjsfxEwkM18XXmr54nMB//zehxkZZQHQckrfeinvDDah4nNCOHaL+\niMfRPT2EKytRe/fC8eNoQFdW4peW4hQUQCx2wpjzeH/E7s8zW5Y1qkMmf+6QRwDIGTqisrKShoYG\nPv/5z7N582aqqqpYt24d69ev56WXXhoyIA+n9u3bxyuvvMJXvvKVYf/tuTKdd66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4AAAg\nAElEQVS6uggEAoRHcaJotGusu+Lc0loTCAROSi2czBC/P7+Y+/XJaItM95RKpbI/TyQSQ5McaY21\naROqpQX3kkvwFi/GrK7GOHQIv6yMxGc/KxNwSqG3bkW1tODNnYvz/veji4sxt2zBXbkSkkm8adPE\ngKi1FeONN9CmiX/hhRgvvYTu6sIA7AsvlDiku+5CT56MqquT0eZUCgIB/KIi0SiHQriLF0tQ6b59\nmBket6NDgN73oawsu+inIQvo1oEDAuIdHeJKZxioZctQ4TC6rQ1n9WpSH/oQfiwGBQWYfX2EtMac\nNg2vo0MWB4NBGRw5/3y5aZgmpFIYnZ0Efvxjkp/4hHT0gPXKK9LhBwJY27efHJB7ewned59w3S+9\nRPILXxgwRivXJjMSiWS7aNd1T7jJplKpLDADo+L5faa56LHWM5/tOi1ABti2bRtvvPEGiUQCz/OI\nRqPcfPPNwzapPxt1stSQ0a7+WXv9qYWMjnuwcNPcLjf3WLN8rmUNuG3ghC434yI2GBeXWSzKaJNP\nBszq6FHMvXvR0Sj2U0+JGqKrS+iI8nJC//7v6FRKFAXLluFcdRXmzp0Yu3aRuvNO3DVrsDZuxNq0\nCaJRjH37xDwoPRJtNDZmlQ2kUvDgg9hTpmAsXIhfWCiP4V1dKNvGD4fFJyKdkWdv3Yq2LKEJJkwQ\n3XLalEglk3DggNAb6fFnvXatKEOQbtlIpQTELQtnzhxJKZk6FePJJwlUVeGuWIF73XXyVPK978Gb\nbxJMpWDePFzHEfma45C67jrMnTuxt2wR0Pd9zG3b8NaskcXGWAyjqgp/6tRT+k2rri7RbxcWCm+d\nplkGqxMkc6EQSqnse5q5hjLmYL7vEw6HT8h6HG6diRHsk1XujSfzhJtZAB3utsZrnRYgV1dX88QT\nTzB79mwuuOACfN9n69atPPnkk9xyyy0jNgE6k5ULyKfr/nYqaiGXVui/iJOfn088Hs/yuP1Bt3+s\nVO62gRMohZMuEKVSGHv3osrL0ZMnv+3HuYtF4XCYUChEPB5/e7R6fT3Wc8+h9u9HX3gh1osvokxT\nPCViMXRXF9TUYPX0gGliv/pqNrTUfvVV8H2cD38Y85lnUPX1mPv3iyrB82QRLi8Pdfy4gHM6Vw/D\nwLj/fvxp0zBra9FLluBOmQJtbTK8YZpYVVUCdMiQhUI8LbTrnugQpxS+YYh22bbxmppI3HUXwfXr\nUY6Du3o1xtGjaNsWnrylRagPz0O5Lvazz6La2jA6OmTxsqMDnUqRuuwyzM99DqugQB7fn3oKc+dO\nWYR0XXRREV56CtV6/HGMgwfxp07FX7AA9xQyNF1RgbtoEeaxY/JkMcRhK8/z6OvrwzAMQqEQ4XA4\ne41krqVkMonjOJimSTAYHNNFtNPVMweDQVKp1DvC53xEgJy5yz7xxBNcddVVXJMzSrpq1Sr+6Z/+\niaamJubOnTvuaILcr4dyXAN1uYNRC5lFtIH22X9fnueRn5+flf3k7ifzd/073ZFwftaf/iQ+E7t2\n4d54I7q0dMDf01oTi8WyH+IMMGf2aT/zjIwtl5SIukBrVHMz2rIw2tsxDh8WeZsvKc14Hn5BgfCz\nXV3Yrou5ZQtWfb1M64XDEArhrFyJtX270BAgf5/RE/u+gHQkIsZCu3ZhGQZqzRr0zp2o6mqZeGtt\nFRrCMERnnN5O9rWlF/xUV5dYc1oWau9eQvfeS/LOO7F278a98kqCv/gFurAQ8+BB4vfcA729hL/7\nXfHT6OzE2r1bQkrjcQHu4mJ0JEJMKVRvL6FQCLutTRaNFyzA0xrn4x+HdBiw6unJ0hWk3+eTllI4\n69Yx0DOL8eab2K+8gjd9Ou7112dv4rk65txrKXeBrCctEQSyKc255vMZydzZrNPVM+fGTb1rO+Su\nri4mppN6MyfCtm1M06Q3bSg+ngAZeBtlcSpqIbfLHQm1kAviGZohl8/N5fzORIeiYjEBAMeRxbeB\nAFlr4WLDYfxQKAvMmfWARG+vGLh3d+NPmoTyfeFLd+9GJxKyANbQAJaFm5+Pchzhc48elS46DVhW\nQ4NM0/k+ZIY9+vpw16zB3rhR+NcMoDc1ib7XdTEOHnzLLOjpp/GrqlAlJXDwIDoaxZ80SSgK1yXz\nzKPhLUWFUhLLpLUAveuiHAfz9dcJf/e7eBddhP3oo7Iw2NuLnjgRbBvrhRckKaS4mNRHPkJgwwbw\nfdzVq7MTeRkvi8yTRvL97yfy/PMYVVWoZctw3vve7Gl2br4Z4777sHbuRAcC0NMjC5FDfS9znpwC\nTz2FEQigdu5EX3opeubMAZ/I+v99MBgkGo2+bW3iBGVGv67zTNdo6JlTqRSpVCq7AJg5/nMNnE8L\nkKdOnUpbWxtAFsTi8ThTpkzJfpiHekJOFXSqtWb9+vVUVlYSCAS48847mXGSaPpM+b5PZ2cnLS0t\ndHR00NzcTHl5Oe95z3uyIHwyaiH3NQwEuqeUiuV0uRmurv8HJbNKnvmQ0NODuWePyMVGaDeaPnDc\nSy6ROKUpU9AzZwrw2rZwqemynnkG69lnMaqrSX3gA7i33IL50ksk8/PR11xDuKYGNXs2bl2dDEtM\nm4Y2DJxly7D37BETn9ZWKCrCu+wyAX2tMWtr8adOlcm54mKM48cFGJUEkLJ4MVZpKezfL9l6gB8O\n4xcUoNKDIEpO9Fu+x4CurRUrT8uSKbj29hNM7HUwKDegtFWn9n0BP3JA2vMwOjvFOa6vD4JBUh/4\nAN68eRjHj2P/6EeE/vM/pTtvbCTY0SERUPPnk/zf/xvSU3dvq7Y2vGgU/8ILUZdeSnTJkqxemPx8\nyM/HW7oUlUxiP/00zkc+csKf96erBnpq8jwPbZq4jgOOQ8L3ZarxlJfDW5K5jJlRf8lc5vrMNc0/\nG25towWcmUSTs93hj1aNCJAzHd7atWtPkNiAmPZ86EMfyi7qmUN4NBtK0GllZSXNzc3cc889HD58\nmF/84hdDCjrt6Ojgl7/8JWVlZVRUVDBnzhzKysro6ekhHA6f0Mnnvo5M9X8UPC0+d5DKXPCBQID8\naBTv4YdxPQ9zzx5SH/1odoV+OGU+/zzmwYPosjKcm24Cw8DcvBlz5055LP3gB9FpeaKxe7d0wI5D\n8PHHsWpr8adPRzU04OXn0zdzJiHAnj8fv6yM2PXXo19+GftXvxIgDAbxLrkEf/VqSA+DWDt2oIJB\nAcmJE1GZRV6lQGt820b39aEbG2UKL31NqVgM48ABeU9IA2gOGGe+T1eXAHW6Myb3JpdMylhyhlPO\n+bvM/2cpjmQS1dyMP20a9v9n78zjo6rP/f8+58yefV8IJBBICAQIqywiKLgUpaJo3WrdxZ9WqnVr\nvd5ueu2r7e21vba1eG3dUNxQUIuKoAhKwyIEgmyBBBJCEkL2yexzzu+P75zDTAgQSICg+bxeeUEy\nM2fOOTPnOc/383yez7N4MZa2NqS2NjHBBAx6QWpvRxs4ENVkQt67F9PatajDhxO48MKI8y7v2AFW\nq8jcq6pob2sz9MI+nw81OVmsFDQNLTsbm812zKB7rEwXQLr1VkxffEEwL0+sKE4SekZpNpuJjo6O\nkMx1/D6faPp0d9HTrot6g8y5iG5lyMnJybS3t1NbW2ssbxRFIRgMUl1dbRQXBg8ebFAbnaErg05L\nSkqYPHkykiSRm5uLy+Wiubm50+ki4UhKSuInP/kJILoLA4EA7e3twgw8RCHoWtxjccXhF4nOuZ2O\nO7DP58Pn8RDl82GLjcXv8Ygq+8kG5EAAU1kZWnQ0cm2t8HmIjkbetw9iY9FUFWXXLgL9+mH5y18w\nf/KJ4IATE5G9XrRvvhEm8iHzHi0+nkByMsGaGrSrriIqLk6MQTpwANnjES5swSBaezvByy8nmJ+P\nunOnCMhVVaLwt2OHwRMDSG430u7dgpN1uUQWS2jVofObsiysNq1WZLdbqCMIBVhNE1mwz2fYf2qa\ndiQAd9S06gVcfYluNkPos5c9HpSKCjSHQ1A8ISc8CVD9foL5+cguF9TWoqakYH3jDbBaMe3dS3DE\niAhePjhwILa//hWCQbw//SlmfVp1MIjVakW+6y7UL78k6HDA8OHHDbrHg5aYiL8HGrBOJJnTg2W4\nZ4a+zz2JngrIvYkePRV0q6hXUlJCcXGxoQ0MBALU1dURHR1NQkICPp8Pp9OJw+E4bkDuyqDTpqam\no57TlYCsw+/343Q6cTqd7Nixg7q6OmbNmkVmZqbBn4UH3LPWtinLuMeOxbR9O6aRI4nOyelU9YCm\niWyztVUEm/CgbTKhxscjNzaiWa1I5eVY1q9HOnQINSYGEhIIFhWhrF2L+YMP0DIyCJrNyA0NBIqK\nUAcMEFrenBwso0Zh/s1vkLdvR8vJQVu+nOCkSShLliBLkshyPR6hYNi4EX9cHNru3WC1IkVFYQp5\nJMvhwRhEp1owKAKqpgmz+BAFgapCe7sogOmctMUCjY0iu5UkkRXrNIUeZDucn/DMWAvx6KrNJqRt\n48Zhqq4WhkWKIjTNHbM/kwktPl74VITsPwOFhSh79oh9lmUUsxkpVDeRZRnT2rVIRUVoNhvWhgb8\nsiwCmNeLvHQpyv79MGMGljFjxIDWjRuRm5tRJ04UZkyAVFeH+f33RdCdM6drBcBu4kSSOXGajxQA\n9cxel9B1Bz0dRM813jgcpxSQ9ROYlJREXl4eMTExRpW2srKS6upqhgwZwrBhw/B6vSQfo7J/JrF6\n9WrKyspITU0lMzOTyZMnG517ehFDVdWz1rkXDrWgAF9BAT5Abm+PVD14vVjeegupsRHV4RCDOTUN\n3+WXow0ebGzDf/XVSIcOoSUmioJVyIBHbmnBN3MmstuNdf16pJQUlO3bRRvvwIFixdDSIhzRKisJ\nLlxIwO0Wf9+/n8Dw4fjNZuxNTdDSIiiGtjYhEWtrw7Z9uyjYpaQIYyBFQQrzXj7qUtEDZyAgslyP\nR8jFTCZBFbS2otls+EeOxLJmjQi+koR/+HBM27YZQVkv3mmyfGSckg6zGTQNWVVRvV7RpFJfT3DI\nEEwho3zJ6SQwfDimnTtFJh4yk1fz8oRrW3o6stmMY9Ei5P79QVVRb7oJS0aGcTP3O52werWgiqKj\n8Zx/PoHQ90kuLxfeyXFxSK+9hjMmBsuhQ0QtWYImSXj37TPGPFneeEMoMvbvF92EU6f27BfsOOhM\nMhdecNZ/AoEAUVFRPabM6MuQBboVkIcMGcKQIUMiHhs3bhwff/wxra2tXZ5/15VBpwkJCV0ahnos\nzJgxI0Kep1ecdX/ZtrY2bDaboQ8+HRyU1NAglAo5OZ12XHUGVVVxuVwoiiIsFg8eRK2vR42JwbRu\nHcGJEwEw7dyJPywgYzIhZWWhqCpKbq6wxdy2Dc47D8tXXxGcMwdJUVAvugjNYiE4ciRKcTHawYNo\nKSmoWVliSR8MorS3I+3dixQbCy0tKDt3igy2tlYE21BAAzFBRNOLnooiAqgsiwxVlsWcuvp6oT8O\n7apBQ4R0pJKqCpojpNDA58O8aZORCUuqimn3btSkJOSGhiOZcli2JoVtV7PbRcee2SzMjzwe0Dv4\nzGaIj0dqacFUXIwc4rgNI6GqKnGsLhdaaipaSwtqeTm0t+P63vdQXS6xAlm2TNBBiYkER4xAqqpC\n2bwZNS4Oddw40TwD4HKhbN6M7ZlnkBsa8GVno1it2JxOFLsdr9crbmKqKnjmHram7Cr0711445DO\nO+vUnq4s6a4yoyeDqN4DcK6i2516HaGqKpWVlcbvgUDAaNU8FgZ2YdDpqFGj+Oyzz5gwYQLl5eU4\nHI6TCsgdoXNleqCzheReXq834vee+nClqirBPQLBoUPxz559Uq8PBoM4nU5McXE47HZUlwv/sGHI\nLpcIrOPHY7fbIxUe+/fDq6+iqSreSZME32u3Q1sb3rg4zPHxmNavxz9xInJdHXJ5uchUa2oI2Gyo\nQ4YImVtmJkpGBlp8PMqBA1gWLhTNG3rADUfIpU3qjMM1mUSgM5uPzmJD0PTXi4MW1IfbLYJk+Oba\n20VGnJgo9NCh5xtObmHvL3k84iYRDKJZLMh2uzDQv+gicbxffHHkBtFBXaMdOiSULmYzvlmzMH3z\nDVJzMwCWd98lsHcvtmeeEYXKoUMFJWQyobS2Ylq9Gnn7dtzPP4+Wno4aH4/5yy+huRmltFT4XWga\ngREjcF18MaZQ1hm85x6CixcL3n7ChJP6nvQEwqWg4TJNPTDrHLJei9Gvpe4oM3q6qHeuolsBuaam\nhtWrVxtZptfrpampCUVRuOKKK4CuqSy6Muh05MiRlJaW8vOf/9yQvfUEgsEgLpcLk8lk6DP1u77O\njfeEgYqyb5/gR81m0exwMq8NF/s7HKjz5iE3NmIfMICgz4c/GEST5aMUHubVq5FD3V3Snj34rrkG\nU0kJwalTwWxGOXgQNS9PzLyTJFRNQw4t19X+/fHedx/yxo0oO3eiJiYiud2iY62mxpj6rJrNRPQ7\nhjLM8JxHA1HQ8/mExCw86BGWzWpa55OkO6gsIt4uFBzDM2K83iP/17cRKuLh96M1NopMvq4O1elE\n6dCxqYFQfVgsBAcORKmuFquAw4fxzpqF9bXXkNxuTOvWYSouRqmoENl9czP+++7DtGYNUn09stks\nPDLcbtEqXl+P5PUK34uWFrRhw9AGDMD7yCNAWIHNZsN2xx2YNA0tZEnQ0+hMPdTR7+RY9RQ9G9Z9\nUDpK5k5WmdHTGfK5jG4V9VpbW9myZQupqalYLBZsNhtDhgyhoKCA/Px8oOsn6ESDTiVJ4of6KPXT\nAL0d02KxEBsbi9frxel0GrIgQ0t6qtsfOxZ5504kj4dAB0OZzrSnncnq9MKpCmJsfUhSZQktdSMu\n3GAQ1W5HqasTBuzjxqHl5ODPydEPWPzr92PasQNUFbm9HUnTCKamooboJnXsWIJOJ+qAAdDSgq2k\nRAw25QjNEIHQhRcREDs8Hv5YxwAeHholMFQYUocLWoMjNEkn5zv8b6qmIXm9R/7m94Pbjbp2rfDG\nsNtFwU/TRHZttQoOGcQ4KECKisLy0UdCL+10iqxbVZH37xfSuVDzifWtt0RG7/Wiud0Ex44VKwO9\nISkYJJidLSZkDxyIOmjQUfseCARwNjRgcjqx9++PFiqwner8vBNpmk9W6XEsyZzuHng8ZcaxAnNf\nhixwyvabXenA621del2Fzi8rioLL5cLv94vAZ7F03Rmtk20er7W1o/6z48Vnfvdd5LIy1CFD8F99\nNaEXYn7/fZQDB5BnzEAZPx7v2rXIy5Yh7dwpJnSYTPjuvBM1nF8GTGvWYP7wQ6SGBtSkJJRt25A0\nDTUxEfcTT6Dl5R2Rivn9mN98E9PXX2N+5x2R5YYQru0FoYBQExOP+FR0eF44wr94UifPMQp7oSaP\n40Hf1onew/ib1Yp/+nQxCTtUHNSPFUURcr/+/VETE8XUD5NJ8MhRUUe4Z79fzN7z+YSxUWYmamoq\nSnk5OJ2ogwfj+utfUUeMEO9/8CC2P/xBFCWnTyc4aZKQzHW8RlwubH/4A1JbG2paGkpQDDfV7r4b\nT1LSURxtZ5lueKdpR8vWnka42Y8umdObpsK/9xaLpVPPjJ60y9S57nOVR+6WQb3L5WLTpk0RHUC6\nUsHhcHDFFVcY2fS5hGPxyz6fD7vdjtVqjfB50NGRezuWlvl4GYlcVoapuBitsBB19Gjxx9ZWlNJS\niI5GKS3FP3MmxMYiV1SgfP01xMSgvvACwS++wPbRR6K4tHOnCCxxcajvvIM6ZoxoUV6yRHCYW7Yg\nHz6Mmp5OYPx4pLY2pECAQFGRMDKXJGhvx/bIIyKDbm0VmWwoi5RCtEDEeQNDVaEHY4OSCDmfEbK/\njGjQ0M9fh23pJkFdxVGv7+Rv4iSHlBghHlqX0EUoPmRZ2HdGReG95hpMW7cKygFBkwTS04Vxk8uF\n3NIi/DJsNuS9e42uQ+3gQcyrVuENBWQtMxP3734ndM6hWXrGvjc2Ylq1ShgRqarYZlwcpjVrUEeP\nJiBJSK+8gv2xx5BCemEdHVdQZ7pL7XiSuY5GW+HG86fLM+NczpC7xSG3t7ezbNkyEhISUBQFs9mM\n0+lk3759fO973wPObU6nI7/s8/morq7G6XQybNgwgIgbzom4txPC78fy+utgtWLdvRvPwIFo8fFg\ntwulQHs7mixjWr4cNT8fLWTeQyAgut2+/hrVakVqbUUGoWhoaBAZtNuNefFilG++QZJltPZ2SE5G\nqasjmJtLcNAgTFu2YHnvPeSKCsF51tairFkjPIKbm1EdDqF80G0tQz+a2YymKx0CAcGnhg4pXJIm\nRUVBSKZnKCZCz+uYHXdKd3RAR1okwr+iM4SUAZKqiqBXWyumXHdyc0FVkZqbUdrawO8nOGUKQUXB\n/O67EAiI2XyxsWgOhxgxpWmCS9ZpLVlGaWvDsmABktOJ58EHBf1isYif8GOtqMDx2GNoqalY1q4l\n8LOfiXmEdXXCN3n/fqirExakv/kN/kcewRwq4Ha2YjO/+SZKaSladjbeO+44stI5zehMMtdx/p8c\n0mXr8cJqtfZxyGHoVkBOSkri4YcfxmQyGdlhW1sbpaWlhsfFtwHPPfccBw8eRJZlkpOTyczMZPDg\nwYbLlOFB0V2E39k17cjvZjPee+9F3rsX80cfYSotRVq5UvhKOByYVq6ExEQkjwd1wACC+fkiwDY2\nYiorw5SWRqCmBvmbb0SWp2kENQ0cDuT6eiwrViBVVyMdOiSW4CGjIC052TB418xm4d+gqkYn25Fd\n1Qy/iWPxuVoggOZyiSxUVY8KgKdyGXV8jR6M9fl7RwX58E4/QDp82OhG1J9vzO4DcayqKiiIjAy0\n2lqht/b7BScdCKCmpYkbX0uLwa1rgAoi8JrNSAcPomzbRnDcuKPMrGSPB+Whh5C2bxcrnTFjUF5/\nHd+kSciffYY0ZAhSZSVSVBRqXh4cPEigthZ/WhqyLBvTX4zA7HaLid+hSStSbS1aWMfrmUC4ZC58\n/t+xzIwcDkePeWb0dBv2mUa3ArIsy0cZ0TscDmJjY3nkkUe47rrrurVzvQXXXXcd0dHRBjen88u6\nfln3KvB6vd1rKbVY8M2di2n9eoLTp4vCXQhSYyOmkhLkmhqUffuQd+4En09cpDExosU4MRHv7bcT\nmDAB0tMJrlmDCsKjobFRNGwoCmpUFLLHg7R3L5rDIYqNTqfh/SAfOiSmK4c0vmpKCtqgQciaJtQS\nqgohTbgGwqeisVHIysJNgAgLiMEgmq6tpeuZ76nACKgn2K7c3IwWE4NqtSIHAsb+HYVAANOqVeLx\nsG1pXq+4CcbGIjudqICkdxuGsmDJZMJst2MqLBSrg3Xr0MrLCebmCie4TZuwHzggiom1tajV1aJx\nZc8e8UaxsWipqaiKguR2o2VkiNoAIvDpXta6JM1rMonmk5oakcGHfYfONDrO/4uNjTVsasOVGbr1\n6+n2zDgX0K2ArGka5eXlBieqO0ft3LmTjJAZ+rm+hACIDeP7wjWXNpsNq9Vq8Mt6Y4nL5Tplbkwt\nLMRXWCh+cbkwL19OMCsL61tviWyrtVWYwVutgsYoL0dyOpGBYG4upk2bsCxeLDLamBiRKTmdQgmg\nZx8+H5LVeoQ/NZlEUPF4jkjMwpQN8sGDomFEUUQRKlT00ufZ0dAQ6TMRQsf/hwe7YxXhwh/viaz5\neI9JAC7XEanfgAEoYRp6Td+PUIPMUcemKARTUpCjo0VrdTAozndUFLS0iGnUcXG47r4b1eXC/stf\nIpeUICkKUmGhMEDy+VBTUjBt3YoWCKBs24aalYVSVibokLg4/LNm4f/BD5Da2kQ23kFKGj5kwGq1\nYsnLQ921i4DFIuiYXjBWTY8PemDWNM0IuPrUj5NVZnwb0e2A/MEHHxhqAVmWaWtro6Kigv/8z/8E\n6LGi3j//+U+2bt1KTEwMTz75ZKf7cir2nKcKfVmm88uBQMDQYuvWo/pEkC4jpGXVEhNBlrH9/e9I\n1dVYdu8W3XF2O/6JEwnccAPSO+8IiqGtTdAMICgNp1M0ZagqamIiwWnTjnSecaThQgoERPdYRobo\nIGxpEcoB3Tmtg3xNIrTkr6sztqNrhzsLxh3RaTDs4nN7GhG0hX7j9PsFnRN+I5Vl5FAxVjKZhO9G\n+H56PELLnZwsgqXZLAyK3G4klwulrY2AxYLlpZfw3nzzke6/kDez9cUXRfeizSayb6tVZONr14p6\nQXIymqqKJiKT6YTZrp4sSCUlmPr3x1pZiek3v8Fz7bUEJk3quRN4HHR0ROxMSaR3+1mt1gif8XDJ\nnN5Qpqs3zmXlxMmg25TFtGnTMJlMKIqCyWQiEAhQWVlJWVkZ8fHxPTbGacqUKcyYMYMXXnih08dP\n1Z6zu9D1y2az2bBYbG9vx2QyERUV1XV+2e/H9tvfItXWil/nzhUevhaL4DBlGdxupNZWfPPm4fvR\nj7D/8peYX331SHDxeqG2Vng22O0oVVWi+27aNCguFqbvhHi20I/U0oLm8yHr0rIOTRgdqYfjZcDn\nGo46rg6ewlKo7VsKBlFtNpSwgKzfjKRDh4RDnKaBxSJujm1t4kalr0ACAdTBg4UznKKgBgL4J03C\ntG4dSnm5sOyUZeHDoaqo8fGYDh0Sf3M4IqZNS9XVyNXVBEePPuZIp+DQofDVV2KA63nn4Xj7bXyj\nR+Ox2XrkvHXm19yZZr6zeXfh8Pl8x3SZg94zzeRMotut06N1aVYImqYxbNgwfvzjH7NmzRpuueWW\nHslU8/PzOXz48DEfP1V7zp6C3+83Gkvi4uLweDy0tbUZRuAn4pelw4eFVWZdnajWu1xi+RwIoMbF\niYApy0YrrRIdjRwqOhnbAKT4eMFthrTC0tdf4/rFL1DS0zEtW4bc0iIKa14vUmurGKTZoch2Mtns\n8XC8rPlElMXpREQQDlOIdKphDvHGcnu7uImF9MeyvozWNGEEFB19pDCoKOhucD4/O6cAACAASURB\nVFpGBtKBA0TPmUOgqAj3H/5gBFjdpB5JErTRkCGoNhtyc7PglEMeIzpFIe3fj/3pp0FVCRYUiCnU\nncB3441IU6di+/3vxTY8HlRNIyYmxuBwT0QDHFV8DGuhDtc1n4r/dzg6k8zp10pHMyM9MJ/JaSZn\nGt0OyK2traJ7LGw5Ul5ejt/vJysry8iQT7ceubv2nD0BfWR5eCNJV42LtJQU1PR0TLt2ocbHo2zb\nhtLQIFQACQmQlgbx8VjS07H+4hei0SMmBrKzobxcZFYmE2p2Nu45c4j+5S9FUGhpQbVaMbe2op53\nHp7vfx/Lu+9iWbr0qGDe6TGd4PHjobMA1xU525mCBgaNEL460HHUCiBU1Ows9GihwaxyaLtqUhJq\nbi5qXh7mTz9Fqq1FKSlBqq/H/fe/A+C7/XYsixeLadsmE76rriJYVITtj38kkJqKFhdHIKxbVSkv\nF8E7Ohq5ogLLggUER40yDKaO7KwkWrLvuAPz2rX4x49HtdvxhRIEnWLTayHH6uTTg+6xJt30JMIl\nc7pyJFwyF75PupbZYrGckWkmZxLdDsiffvopzc3NxgcHwuMiLS2NUaNGGcZC51pzSHegV7912kLn\nlzs2luhTgGVZRrZakf/rv6C8HPm11+C990QRz+kUcqv2dvwXXojy+98THDUKrbxcLG19PkFBhIKx\nf8oUrBs2CBOdUPdT1AMPoI4YgeR0YnG5BE3RQYkQHiz1YpaWmop86FCPBc+zEYSPl6VHKEDM5iNF\nzxPAkNcpiqAtQsFcChnlo6rImZlIY8cKU6PWVuGnEQxi/vJL3C6XyJIlifb/+z+sf/oTWmoqvh/9\nCMnvx3fttciVlag5Ofi//33jfQOTJmH66iuxmqqvRyopwVxcjDsjA7WTVag6ejTe0aOF6U9YwNVn\nX+ocrk4t9AaeNlw5cjzJnD7c1GKxfKuUGacckHUCXpeDxcXFYbPZMJlMLF++nNGjR2MymfjHP/7B\n+eefz4Qw1ypdGN6T6K495+mAPp2ksbGRhoYGqqurqaur48YbbyQ+Pt4oXujdewFVJdivHzz6KPKV\nV2J/8EFMGzeKhgKvF2XrVtHI8PXX0NYmAojXK4KCLCPv3Yvy3HMEQ9aZAEiSMIffuRMSEzFt3ozm\n8xE+YQOOzl4lODLN+QTorkztdKIr+2Vkyl2Ehmjr9k+YgHnbNmhvF3P8PB5RfLNaUT0egj4f8n/+\npxhEumGD+Ex8Phz33ktg6lR8t9+OlpiIOmyYkKq5XNifeELIDxUF1513RioqAgGkxkaDatKSkkRW\n397eZYohvIAGR+Y56g0bvQVdkcyF0xtms9kopp/LWuRutU4DXHrppQB4PB6am5tZtWoVCQkJZGVl\nUVtbSzAYZESodRROTzCGnrfn7CksXrwYt9tNamoqWVlZFBUVoShKhDG+fncPhzpkCGpeHtr+/RAI\nEAxNQvZPnox04ACmkCLA+NrpmY3Xi6m8HDU5GS1kFgSILDC0NJfCDH00EIWrzjKjLmZLvTUYnwin\neslKiLZu67//LbLkUODzXX01yjffoFRWioLqokUEd+7El5+PZfducZ5D3hzmFSvQHA5hRq9paIEA\n1mefRT50CDU3Fy0mBqmpSXRqhmB+/30xndtiQXU4MG/cCOnpRCUmojocR9qn9+yBkhKCKSlYlyxB\nTUsTg1k7scHtOMJJVdWIbLQ3QKcuwukW3UwrXJmhj8nS6Y7edAxdxSmbC4Vj7dq17Nq1i/LycmMc\n03nnncfOnTuZMGEC559/PgB1dXU89dRTPPnkkxHBsiv88oIFC9i1axdOp5PY2FiuvPJK444+ffp0\nNE3jtddeY9u2bYbsLScnp7uH1uPQOTLdCyQQCGCz2TCbzZFtsB4PjnvuQQoGkffuxf3zn4PJhOW1\n14Qnb3W1kK6BMKPvwEurycmoGRnIu3aJQOD3CxlVMIjc2BgRgE9UfDtXA25HdPdYjsmnSxLBQYPQ\nZBllz54jN0FZFl4iMTGo+fmiaJuaipSQQDBEGylbtwqJm8Mh5hiGlBrB664j+JOfoITmPkqShPST\nnyC9/75Q3/h8orMvIwP/hRfi+cUvxK4cPozjgQfEVO3yctRhw8DrxffDH+LvMMm9M3Q0CupNWbMO\nnW7RM/7wgp8csqE9V9FtDnnPnj2sWbOG8847j82bN5OQkEB2djZr164lPj6e888/37iLLVy4kNzc\nXOLj442TabfbjblcujuUjnC3uHnz5h13P45nz1laWsqiRYvQNI2pU6cyq8MX0+Vy8cILL9DQ0ICq\nqlx66aXGTaSn0ZFf1v0y9HNhGBfZbARmzsT073/jmzsXNTsb+9NPiyXrwYNHAnAn0icN0JKSBH9p\nt4slrqbB4cNHlAVhdpSnqgk+14J1T6hFOt2GpglPEd3PQ/+z2YymKMitrUibNqH264fnqquw/fnP\nyImJSNHRgnOWJCSrVQwBiIkhePfdqOefjxoMEvB6Cfp8WJ99FtPmzUjp6ciKIjJzpxNaW1FD08MB\nIcPTB+PqcwsB1WrF9vjjyE4nnrvuMhzoOqIz1UNnRlpnAzotow+NNZlMxMTEEAgEaG1txWKxGPpl\nPWM+13DKAVnPaj/77DOKiorIyspC0zTy8vL4/ve/z8MPP8zw4cMBEVi/+eYbdu/ezVNPPQXA66+/\nTktLC06nkxtvvJH+/fsb2/b7/ca03u5CVVVee+01HnroIRISEnjyyScpKiqKmGj9+eefk5GRwfz5\n82lra+Pxxx9n4sSJJ5x00h10pl/WjfHtdrsI3DfffGTO2ssvi0YFfew9iItZlgXPGE55KIpo/tA0\ntKgoIXVD6Gr14lVPMGznUjDuCXQsgmrR0UJeaDJ1WhBU4+JQJ0wQPtOA4vHgePZZYVrf2EhwxAjk\npCQYNIhgSgrtv/ud6MQLBJA3b0bNzRU69FWrMK1eDXFxaC4XriefFN7MdXX4Zs3Cf+utR94zPx//\nhAko+/fjmT8fyetFHTgQZe9eodJQFKwvvYT7j3887rHqqoeODm5nQmp2Ig9nnQPXNctNTU288cYb\nHD58mMsuu4zRo0d/9zhk/eTU19eTnp7Oyy+/TFRUFKmpqQYnpdMSfr+fhQsXcvHFF5OSksKGDRv4\n6quv+NWvfsXatWv57//+b+bOncsFF1wAwJIlS7Db7cbUke6gvLyc1NRUUlJSAJgwYQKbN2+OCMiA\nMRXE4/EYhcozgXD9cmxsLB6Pp1NjfP/s2ZjWrxeBIDS9Q0tOxnP//diefx6pqgo5NI9NTUtDHTRI\njAkKn06iaUYw1mJjRfX/jBzluY1O9cmITj3Nbo8Y4hoO2eVCGzMGNm+G9evR3G5h1qR7Lre24r72\nWmRJQrnhBqIsFoJ/+hPK6tWiLbugAPd//7co3ulNIzk5BK64guD552N+/32Co0eLKdVLlxKYMgXT\nl18iNTXh+clPUMPmXZpWrIDly8XggtC1AIDbjfW555B8Pjz33SeklGHo6OCm87M9YQLUsaMvvLlE\nb63W44wsyxGZrx6UfT4fDoeD2267jcOHD7Nu3ToKCwvPWcsG5ec///mvTvXFfr+f5cuXU1ZWxsCB\nA0lKSqK2tpaamhoaGhooLS3Fbrfz0ksvAXDnnXdiNpvx+Xy4XC7Gjx/PyJEjGT58OJqmER0dzdtv\nv82mTZuYMWOGMa26qamJXbt2dXloajjKy8tpa2ujqKgIgMOHD1NbWxsxnaR///6sXLmSd999lxUr\nVnDrrbcaXhxnCrrSQi9K6B1+RrHFZsN72WUELroIua2N4OjRuP75T9RJk8Bux1xcbIyzJyYGqaYG\n+fDhiMwtwiPY5xOZncl0zPl2fRDozKNDImRi1IGmCIfk86FWVyOXlyM1NSG73QZ3r8kykseD3N6O\nfOAAnuxsrPfcg6myEmX3btS0NCS3G/9VVwm3tpD9quehhyAqCsePf4xpwwbMn32G+dNPMe3ejSU0\nxEBpa0PZuhV/WEKjDhqE2q8f6sCB+G65xVBvWP/2N8yrViFXVyNXVREIJUVHnYOQz4TuR6HzzCcq\nnOk2mzrvq/u/6N294YoIPUjr7pHhxTq/34/P5zP2ITwo63A4HOTl5Z2zwRi6qbKwWq3ccMMN7Nu3\nj8svv5zVq1fz5ZdfEhcXx+2332501NTV1XHrrbficDjwer1kZWUhSRJPPvkkd9xxB4MHDyYjI4Om\npiY+//xzHA5HRLux1Wpl7969mEwmCnXjnR7EN998w4ABA3jkkUc4dOgQ//M//0NeXp4hozlT0Pll\nRVGMine4cZHVasVdUID7f/4n4nW+m27CtGYN8s6daImJ4qKsrT260UGfqIxo+9V0k6AzdoRnDp3x\n2yfDeUfwxpIkWpiDwc6z4bDzrCYlCZ4/9Helrk7c+GRZcPohdYsUmqaNyQRNTTieegqpulpkzjYb\niqahTp2KYrUSbGrC8vrrSLW12BsbwWbDvHy5MPuPiREa5BDVIel2n1VVKCtXErzoIvSJJMEpU9Bv\nveZ33sGyZAlSXZ2QVXZR+XSsadS6eupYE0v018KRIB3eiad344WbDn0X0W3ZW/gsvGnTpjFq1Cji\n4+Mj7nDz589n5MiRtLW1sW7dOmbOnMldd93FkiVLKC4uZvDgwSiKQktLCwkJCVxyySUsWLCAH/7w\nh5x33nk4HA7mzp1rvHdTUxOBQMCgIY6H+Pj4E+qTv/zyS2bNmoUkSaSlpZGcnExNTQ2DOpl3diag\nF/p0flkfvCpJkhGodb7Z4NhefBFp3TqkxkaUW26J9FMOIdwaE+jcmP1bgs4C78nceCKeG9L6YrGI\nAHoCHlWzWgWdAaiKgpabi7xvn5Ae2mzIHo/wUXY4UFNTUXNzMZeUoPbrJ+iGe+7Bd8cdKA6H4G+3\nbkX58ktRPKyqEvMNCZk9yTL+adNQDh4kOH06OJ1YX34ZyeMh6q678M2bh+exx47aR8t774mWb1UV\nmXNOjqAsjnU+jjMU1Wq1cujQIQ4dOkRubi5ms9l4jslkihhNpg9u+C4H3eOh21WrpqYmKioqAIxO\nn2AwSGNjI/3792fMmDFGVltXV8cnn3xCbW0t11xzDYmJiXzxxRdcffXVBINBli5dSlFRERdffDEX\nX3wxHo+HTz/9FJPJxIUXXojJZKK4uJivvvqKiooKhgwZwn333Xfc4tvAgQOpq6ujvr6ehIQE1q9f\nz9133x3xnKSkJHbs2EFeXh4tLS3U1tZ2Kdifbng8Hvbv309DQwP19fWGSf6dd95JXFxcRJeVPxDA\nsnAhytataD5fp76+3Q1S32XoNI8aFSUacY5B82iShGy3C4tTWRYF1a+/FpzwiBG0//Wv2J55Bsnr\nxRfyrrb+/e+oFRVoiYn45swhWFSE45FH0MxmfOedh/1XvzriTeLxCIWNohhyOt/ttxsm9PLWrVje\nfVfYpyoKypYtne9naqqoL9jteB55RBQQOfF8vo7crv4ch8PBrl27eOWVV7jkkksMdVVf4D05nLIO\nWSfat23bxjvvvGP4SMiyzKFDh2htbeX6669n4sSJETrjxsZGXnnlFWpqasjIyCA1NZUbb7yRVatW\n8cknn/CLX/zCoArKyspYsWIF6enpzJw5k+XLl/P5559z8803M3z4cPbs2YPH46GxsfEoKVs4tm7d\nyhtvvIGqqpx//vlcccUVrFq1ChAa5qamJv75z3/S0tKCpmnMmjWLSWfIrvB4aGtrY9GiRaSmppKR\nkUFWVhYZGRkoihLhl+H1evHX1hJ1003IDQ1IlZWiAeRbaL5ytnFczbbJRGD0aCRNQy4rE0ExnMNP\nSCA4cCByZSWazYY6cqSgN9rbQZbxXXkl3gcewP7ww6JDE5CqqkQQ9npFu7ssg82GmpSE66mnCI4Z\ngxYmewMw/+Mf2P/yF9T4eALf+x6eRx+NeFySJBS/H9PnnyMXFCDl50d09YVbYYZ3AIY/Hv68cB7Z\n7XZz8OBBckMBvg8nh243hrS3t1NbW4vVajXuqg0NDWzevJnU1FQuvvhiIyCHB+ba2lrsdjsxMTHI\nssxjjz3GzJkzufjiiwHxwerZ9Jw5c0hPT+fuu+/GbDZz/fXXM3XqVAAaGhrYvXs348aNw3wMO8Jv\nExRFMUTxuh+GzWbDJMtoP/wh8rp1Yv5ddjZaMIiyf78xhqkPPa+d1gAp1AEZTE2FmBhh6K8oqJmZ\nwgJT95Y2mw05IiAKdx6PMKpvbxfTRzIz0WJjUfbuFS3U+mutVtS0NOTDh4XiIiOD4Jtv4h40qHO9\nrceD0taGnJFhNJd0Jh+DSGc3/TrtLPD2ZbunH92mLKKioo66G6aF5n299957RoAFIhpAwhUTjY2N\nmM1mY3AowK5du6iurqagoID09HQj+Fx22WUsWbKEAQMGkJSURFJS0mnNZk/UVAKwc+dO3njjDYLB\nINHR0TzWCWfXU+g4eDWcX7a/+CLBPXtQX34Z6dAhPPfdh/nTTzF/+CFKWZmY+/Ydv6h6mqLRYmMJ\njB0rxlxJEtbFi5FCQ17lXbsi3ztc/60bESFGSelzCpXKStHUERcnbqQmE8gygSlTaH/rLez33Yey\ncyda//54MjIMjXAgEIhonCAmhmBiYgTFoBfedPlYeMDVjXnOxXbjbxO6nSEHg0FaW1uN/6uqitPp\nZOXKlbS3t/PAAw90qTX6k08+4e233+auu+4iLy+P5cuX43Q6ueGGG3A4HPzhD3/Abrfz4x//GBAZ\n9H/8x38wb9488vPzjSVWT9p8qqrK448/HtFUMm/evAgNs8vl4umnn+bBBx8kKSmJ1tbWiJFPpxsW\niwWz2YzX6zVkcna73bBX1PTintuN7dFHsS5a9J0PyicDDdAHuBq/h7Wqa1Yrnscew/LOO0j79yOH\nuN4TIVBYiP/KKzEvW4ZcV4d88KB4QJII5uaC3S4y5JYWiIrC9cEHSNnZKJKEUl+PHPI20YOt2+1m\n2bJljBs3jpycnIhsN1widrptNPvQPfSIH/Ibb7xhSNz0lmiLxcL3Q9aBXQmQl156qcE3b9++nX37\n9jFjxgwcDgfbt2+nrKyM3/zmN0bAfeedd8jKyiI1NRU4ovoI57q6G5i70lRSXFzMmDFjSAoNnjyT\nwRgwtJm6I5buv6wbseiNJTgc+K+7Duu//gWhzj0499qfTwdOZNGpKYrgb1XVyGqNx71ebE891bk5\n07G2b7cTuPBCvA89hJqRgfWNN4zRT8FJkwg8/zxKTQ1yZiaE/MQtYc0Sanq66NoEI9uNioqiqKiI\nt956C7PZzD333HNO63G/q+h2QDaZTMTGxhITE2O4l0VHRzNw4ECSk5O7FBj1O3dcXBwABQUFuFwu\nxo0bB4g265kzZxo0R1VVFVu3buWHP/whCQkJ7Nu3j127dlFXV0dubi5TpkzpkSxZN0rSkZCQYChK\ndNTV1REMBvn973+Px+Nh5syZTJ48udvvfTLQOwwVRcFut2Oz2XC5XEcb40+ejH/SJCwff2y8tu+S\nPfE5CC+OSpp2lOztuMFYkggMH46MKNBhtRK48krU//gPbDYbyl13IYV8WoJ6MU1VUQcORJMkFE0z\n9L3h2W5nA0CzsrKYP38+9fX1fcH4HEW3A3JMTAw33XRTp4+9/fbbXHvttSfchs596UhMTDS457Vr\n11JbW8vPfvYz4/F3332XoUOHMmrUKEpLS3nvvfeMDGHZsmWsXr2ae++91wjwnRkX9RRUVWX//v08\n/PDD+Hw+nn76aQYNGnRKXYXdxbH4Zd24yGaz4X72WZTrrkPevt3wUu5Dz0Kz2/H+5CfIbreY9HLv\nvaKxRO9KU1UxfosjzRKyLGMOURAdW4NPtqDWGySbfTg19Ih7TlVVFRs2bKCpqQmPx2MM+ty3bx8l\nJSWYTCZ+/etfR7i3HQ/hz5s8eTL9+/c3RkFt2rSJ+vp6rrzySgAWLlzIBRdcwMyZM7FarcyYMYOP\nPvrI2JbP58NisQAn78XclaaShIQEoqKisFqtWK1W8vLyqKqqOisBWYduXKT7Y3i9Xlwul8igs7MJ\nvPsu/nXrMH3wAda33kI6h+0KzxbUqCgCN9+Mub0dLSNDzL676CLkuDhhCNRBPqavFI/VLNGduXR9\nOILeNp3+ZNHtgBwMBlm8eDFer5fExERiY2NxOByYzWZqa2uZPXs2ttC0265mqPrz9C9xuBPce++9\nR2FhITk5OYZXxvTp0w0pmCzLXHTRRVitVvbt28eHH35IRkYGc+fOPWYwPtaNoitNJUVFRbz22mvC\nGDwQoLy8PEJZcjYR3vtfX19PZWUldXV1XHPNNURfey3aNdegjhyJ/NxzUFNzTJOc7yJUhwM1I0MM\nnEWoKdTJk9EuuAD5xz8GqxVZ0/CHMtwdO3awbeVKZsyYQWpqal9r8FlCb51O31V0OyArisK2bds6\nPQHvv/8+EzsOYDwJdMYD33///UZnnq479vl8REVFGc+xWq2A4LenTZvGihUreOyxx7j33nsj7oYH\nDx4kMzPzmDcKRVG46aabeOaZZ4ymkn79+kU0lWRmZjJixAh++ctfIkkSF1xwAVlZWad8zD2N3/72\nt8iyTHp6OllZWQwZMgS3243L5RLG+A8+iOueezDPnYvl00/P9u6eFWi6BE2S8N94I8ybhzx+vMhs\niWyW0J+vQES2W1BQgNvt5s9//jOTJ0/mwgsvPKvH9F1Fb59OfyL0CGUxatQoAoFARACVZZnZs2cb\nhtE9AVVVDVUFQGpqKtHR0TQ0NJCQkBDx/m1tbcTExJCVlcWIESP4xz/+wbZt24yAfPDgQZYsWcKQ\nIUOOm9GGe3XomB42CRjgsssu47LLLuuBI+x5hHPvIG5S+tiocGN8+YUXUCdPRq6uPkt7evoRnpeq\naWkEH38c5c47wWI5ShKmhaYbn4wRTmFhIcOGDcPpdJ7hI+tDV9EbptMfDz0SKe+4445Og+4VV1zR\no/PzOmbMiYmJjB8/nj/96U8MHTqUOXPmkJyczKZNm/jiiy/wer0kJSVx//3343A42LNnDwAbN25k\n6dKlxqgpHfv27eOrr77i6quv7hGnt640lQBUVFTw9NNPM2/ePENZcrrQkV/WrVCV+HjsFRUEVq+G\n3/4W82efnbMFPw3RFaeOHYt6443IU6cihfxUwr12JUkiKElGtqsrGcKDrt/vPyndrizLZ1z62Idv\nD3okIDscjk7/fjqGmXbEtGnTGD9+PMuXLzdGu6xYsYLhw4dz6aWXsnTpUu677z40TePOO+8EMMYk\nlZWV8eGHH3L99dcjyzI5OTk0Njbidru7HZC7MqlEf94777xjTFc5UwjXL8fFxeF2u4Ux/nnnYfv4\nY/wvvYQ5NNOvt0K/XagDB6LefDNyaO7gURRDSD4myzIWi6WP2z3N6E0j0zqiN06nD8eZGYtxGqGq\nKg6Hgzlz5tCvXz/joktISCA6OpqbbrqJgoIChg4dSkFBAU6nk7KyMgoLC3nsscc4fPgwZWVltISa\nJcaMGUNiYmK3u5nCm0pMJpPRVNIRK1euZOzYscR0mNRwJqDrl91ut6FXVlWVtrY2gjfeiFpZiXvp\n0jO+XxH7GPpRbTb8f/oTgZ07Cfr9BHw+/B4PPrebqpUrWTRoEDX19YCoLegdjHpSoEsAnU4nLpfL\nUAP1KRx6Fnoi8uCDD/Lkk0+ybt06DupdiCHoI9N+/etf8+ijj/Lmm2+ekdFQIOjVtWvXomkae/fu\n7TXT6XWcvqFxZwiyLEeoJOx2O7Nnz2bBggXs2bMHl8tFWVkZ99xzD3a7nY0bN3LgwAHGjh1LdnY2\n8+fPJxAI8Pvf/54JEyYwc+ZMY7vdQVeaSpqamti0aROPPPLIUY+dSeim47p+ORAI4Ha78Tkc2C65\nhOBXX6FMm3ZCH+DuwMh2JQn1ttuQ//IXCONuI6ZKhLJdUygb7tevH8OHD+dvf/sbY8eO5dJLLz1t\n+9mH4+Nsj0wLn07/8MMPHzWdfuTIkZSWlvLzn//ckL31JpzzARmOltMNHz6c//3f/6WyspI33niD\nUaNGMXToUJqbm9mxYwfx8fER3PFnn32Gw+Fg8ODBHDp0iPfee++YvHhPYtGiRVxzzTVnbH7fiXDM\nwavDh2N3OpGWLsV0ww2Gc5x+1k8mt9Qz3qDZjPT660hz5nTqPqa3BnfWLKHzuuFZbX5+Pj/72c9o\nbm7uiVPRh1NEVxKRiy66iGeffZaHHnoIj8fDvHnzeuwa6M50+t6Ab0VA7gi9AWTAgAE8+OCDtLa2\nYjabcbvdHDhwgGuuucYItk1NTWzevJnRo0czYMAA1q5di8vl6vYXpCtNJfv372fBggUAOJ1OSktL\nkWWZMWPGdOu9u4vwwatxcXF4PB7aXS5M3/se9sOHkXJykEOGUp3ByHYB9YEHkJ9+utNsV5Zl5FBr\nsJ7t6oH3VKgEWZYjgkEfeid6y8i03ohvZUDWeUNVVTGbzYbxjyRJNDY2RgTKFStWEBcXR37IpDsQ\nCBhuaXqH3549exg8eLDxmq74c3SlqeR3v/ud8f9//OMfjBo16qwHYx2aphnThXUjfLfbTRtgOnAA\n+2OPIT/3HBoQsNtRPvsMxo07ZrarSNJR2W5fQe304Gxaxp6LI9N6E76VAVlHx6CZnp7OLbfcwiuv\nvGIU/ioqKoyGDxCt2f369cNisdDU1MSWLVtYuHAhv/zlL42OQd3WsLP30NGVppJzAS0tLWzcuJFD\nhw5RV1dHS0sL/fr1455nnkH7859ZvXo16enpDB48OCLb7ZujdnbQFXWPy+Vi4cKFEZaxPYVzeWRa\nb0C3/ZDPZSxatIimpiauvfZaUlJSaGho4MUXX2T27Nnk5+fz17/+FbPZTFFRERMmTGD//v0UFxcz\nbdq0s+pVcSbR3NzMli1bSE9PJz09naSkJKMVXlVV6urqWLRoEV6vl9tvv53o6Oi+wHsWsWfPHt5/\n/31++tOfAvCvf/0LgMsvv9x4zmeffUZzczNXX331admHc3VkWm/Ady4g3/8xYwAAFppJREFUhxsM\nBYNB6urqjOyhqamJt99+m6ysLFwuF5s2beLhhx82ZHDffPMNGzZsYPPmzUyZMoUf/OAHvaYgdyYR\nvkLQUV5ezoABA057IbQPx8fGjRvZtm0bt956KyDcEisqKiIcGRctWkQwGOTgwYNnzTK2M+jU1Ymu\nqfDv3rft+vvOXT3h/LKiKBFLudbWVtavX099fT25ubnMmzfPKBJpmsaIESMYMWIEjY2NPPPMM+zd\nu5chQ4Yc9/266nDXGU7EBRYXF/PRRx+haRo2m42bb745wojpdKEzjXYf/3fu4GxbxnaswejXyE9/\n+lPuu+8+o14T3lEZfg11DMI9OSXobOM7F5B1dPwA9aCWkpLC4MGDmTVrFjExMfj9fjZu3MiOHTto\nbW3lwgsvZNSoUaSnp3cakPUvh97td6rBuCtcYHJyMo8++ihRUVGUlpby8ssv9yrnqu8qzmbLfG+y\njHW5XBw6dIh+/foZRmBPPfUUc+bMITMzk7a2NtLT043i+TPPPGO8tmMg9vv9BINBbDYbFRUVrFix\nwrBCmDZtGlOnTj0rzVU9jW/HbaUHoFd8f/vb33LdddcZH25ZWRkrV64kJiaGoqIiXn75Zf74xz+y\ne/du4wsczpnqgf7FF1/kk08+OeUOpK50+g0ePNhwuRs0aBBNTU2n9F596Dl0pVNNf97paJkPL6oF\nAgHWr19PUVFRxHOKioooKysjGAzi9XopLy8nIyPjhNvWFTQnqhHoj2/evJlFixZRHTKsWrZsGYMH\nD6awsJCVK1fyySefYLVaI5IWl8sFHFFEvfzyyzz44IM8/PDDFBcXA6LQ7HA4uP/++/nRj37Eli1b\neO+994DOV2/nEr6zGXJn0Pnl8CWQLpmbPn06KSkpTJ8+nSeeeIL+/fsbX/SO/s2lpaW0tbURHx9/\nypxqVwT24VizZg0jRow4pffqQ8+hq51qest8T3donk7L2ONN3ekYCCVJIikpibi4OMP9LjMzk6FD\nhwJgs9moqalhwYIFBINBvv/977Nr1y5Wr17Nr3/9a7xeLytXrsTlcvHrX/8aSZLwhPy68/PzjWsv\nKyuLpqYmPvzwQ+Dc55T7AnIYdH45/EONj48nLS2NJ598klmzZlFeXs6hQ4eMlks9CIcXI1atWkVO\nTg7Dhg07I/u9c+dOvvzyy6OsNvtw5tEbWuZ72jJW0zRqamqoqqpi//79aJrGxIkTI7zFOwuEeku0\nTqFUV1ezdu1a5s2bR0VFBXV1daSlpTF+/Hj69etHQ0MD7aGp3YcPH2bjxo3cc889hnuevmq12+1s\n2LCBjz/+mMOHDxMMBpEkybDcPZfRF5BPAKvVyl133cXOnTtpa2tj2bJljBkzhkGDBkVk0jrntWrV\nKrxeL6NHjyYmJoaSkhKioqJOWPzriK5wgSDGZ7300ks88MADxpirPvRunOmW+fDC8skUmfXv97p1\n63jhhRfIyclh4MCBtLe3s3DhQq688koKCwvx+Xxs27aN0tJSbDYbU6dOJTMzk6ioKGw2m/E9TkxM\nZMWKFSiKwm233caCBQu45JJLjIJwVlYWra2txtT6pqYmBg4ceNQ+Hzx4kBUrVnDJJZcwbNgw7HY7\n9957Ly0tLX0B+dsOfUCqvtRSVfWozFf/4jqdTjZs2MCwYcMMLu/zzz8nKSnpqIB8ogujKwL7hoYG\n/va3v3HnnXd+Z3TRJ8LZVqb0xpZ5SZLYs2cPq1at4vzzz2fo0KFHjPhD38Pj3RwSEhIYMGAAjz76\nKBaLhdbWVl599VVKSkooLCyktLSUjz76iIKCAlRV5S9/+Qvz588nOTkZu91OW1sbAP369TMyYJvN\nRjAY5MCBA+Tk5CDLMklJSWiaxuHDh0lLSzN07mlpaRH7s2/fPpqbmykqKsJqtfLhhx+iqiq1tbW9\nalrPqaAvIJ8AHTNg3ZQonKLQA+uKFSuw2WyMGjUKRVHYunUrPp+P2bNnG9vbsmUL+fn5Ec0VnV0M\nXeECP/jgA5xOJwsXLjT29Re/+MXpORHnAHqDMqU3tcyH63r79+/P9ddfb6yiupKd689JT0+nvb2d\nhoYGMjIyiIqKoqmpiaysLFRV5e233+bKK680mjva29tZtmwZt99+OzExMVRWVuL3+0lOTkbTNBob\nG0lMTMRut9Pe3o7f78dsNiPLMtHR0Rw8eJB+/foxevRoFi1axA033EBaWhpbtmyhf//+DB06lC1b\ntvCrX/2KtrY2rr76akaOHHnOF/SgLyB3GR2zWf13vRBYXV3Njh07mDx5MpmZmVRWVrJ161aKiopI\nSEgAwO128+yzz/L//t//Y+zYscCRL31ngflEXOCtt95qNAD0oWsFtXBPktOhTDldLfPHWlGF25J2\nRHgRTpe46dvx+/0UFxdTUlJCfX092dnZzJkzxyhihyMuLg5Zllm/fj2KolBZWYnVauWCCy7A7/fT\n3NwcsWocNWoUn3zyCU6nk4SEBPbs2UNra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bXElJZ4vRqZDgYGoJACDFxnqEAgKeA7jm9GlaI0CjAedwNBo+2BhSQoK3JYBF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BOGwYpMxMQJZZa9teVj0wjIYBA2Eg1lRig0FvBITbboOclQUpJwfUZAJEEdRk\ngpSTA3HcuLDOy7JnD8SRIwOK/RGXC8TpZOOrPSoUY+KbBzEQPvj6epD2dmaIKWXy7qII4fhxcM3N\naLvjDkh5eb2uetBr4amSkhK8++67oJQiPz8fM2fO9Pp7W1sb3njjDdTX10OWZdxyyy24/vrre2t6\nBvoZers3RKhe1r01ty5VbgsCyJdfwtTWBsrzkAYOhJydrVVzt86b5+lrIYqsNarTCcrzSFqxAvX5\n+TAXF8O8Y0dwCXIlVNXJozAotZGB40CVfAVxudhrQWD/lmW4x4wBzGZY/u//+kQep1e2AbIsY+PG\njVi4cCGWL1+OvXv3dpL/2LZtGwYMGIBnnnkGixcvxqZNmyCGqZVv4NJCX+z6w1WJDWdukYa5whnb\nywicPMni3wrdVTh1CuZ9+8BXV6Nt9my48vOZnEdTE0xlZeDsduY1uN0wHTmCxDVrkLpgQXg9K4KE\noNQwmIHwIA0ZAgCgggCakACamMhYaIrXxp8/36fS9r1iNCoqKpCVlYXMzEwIgoCrr74aBw4c6HRc\nR0cHKKXo6OiA1WoFZ7i2Bvygt3pD6Bd3rqEBXE2N9jdit0M4fBh8dbXXwh9qbt0xeOGct2rc+LNn\nPb0qZBnE7QY1myGbzSAuF5JWrkT6rbeCyjL406fZhzlOkx8noghbYSG4+vruX0gjpxE2qNkMOTmZ\nsdaUvBBpa2MFkgp7TWVM9VWPmF5ZlZuampCmFvsASE1NRVNTk9cxN910E86dO4eCggIsXboUd999\nt2E0Ygyxkgjujd4Qvou7bLOBr65mPaybmlhvarcboqKzpC78oebWHYMXznmrhXrE6dTYUmqIA4SA\na2/XFh/zoUMwnTjhodMqzBwAntdRgMagMhC6CRSlkDMz0fLYY4x9pv5eKmTZ87v2UY+YmKHcHjly\nBLm5ufjtb3+L2tpavPTSSxg9ejTi4+O9jtuxYwd27NgBAFi5ciUyMjL6YroxB0EQevRakK1bwT/z\nDBAfDwwYAL6xEWnPPAPpxRdBZ8zose/1B37kSCaZnZTkebOlBRg5EhkZGVG5FsL69YDV6vmO3FyA\n5yHY7UBtLWCxgA4dCkHdDLW0IG39eiDU3Kqrgaws78XDZAKqq0POOdR5AwApKABfUACi8vlVFlNc\nnGY8CODVAa9HER/fma57qUIlCQQ7hOfBFxQgfsYMYPNm4PhxD6lA9TQohcnpBNxuSAUFvb4G9orR\nSElJQUN1fR2lAAAgAElEQVRDg/a6sbERKSkpXsd88cUXmDlzJgghyM7ORkZGBs6dO4e8vDyv46ZN\nm4Zp06Zprw0JbIaelgNPe/FFUJOJxafdbsBiARFFyC++iIaJE3vse/3B/N//zZK9ougt0714MVwX\nLoS8FuEkqjOPH2fy3vpdckYGOEKAlBSP9Lf6d7MZ3PHjsC9fHnRuaYMGeSnAAgBxOCAPGoSGEL9f\nqPMGAEycCPPSpUhasQKmQ4egmSZ9cZ3Dwf6vhKN6FEZRnwehrjUhoJRCUp6pTEpBR48Gf/48C1Gp\nAo9tbXBTipalS+GaOBGI4LkfOHBghCfRS+Gp4cOHo6amBnV1dRBFEV999RUmTZrkdUx6ejpKS0sB\nAHa7HefPn0dmZmZvTM9AGOjtdqHBEKiCORwWSbg5hWCd7gL9TbZaYS0qAmltBV9dDf706U5z604z\npHDP25Wfj5YlS0BTUoJrPBnspt5HoJC7ou9F4+O1Z0rKzQXMZkgDB7KQlBLWpFYrONXw9wF6rQnT\noUOH8N5770GWZVx//fW49dZbsX37dgDA9OnT0djYiDfffBN2ux2UUsycORPXXntt0DGNJkwe9Lin\nMWeO/x1yZiYaNmzose/tKszFxUhbvx7S8eN+vYhwzyNY0yEAnf7GNTSweHR6esgmReE2Q6KJiaCE\ngGttDegR+RsLAFLnzQMXYZMdAz0MQiDzPDg9K40QVgE+cCCkvDw0bNjg2eCcPcvYU0qoURw2DDCZ\nuvXsdacJk9G57yJBV41GV2sJutK5ra+gzpG3WuE2m/3OUd9VjjQ1MU2mjg6A49Dw5pudah7C7XTH\n1deD2O3gGhtZrYPFAjk1VVsAujJ/Ghfn1YdCzMtjOkM+56IeD7ebfW97OyCKRo+KGAdVxR9F0WMM\nCAHlOMg5OWhatcrrN06bO5dRp+PiIA0YwDxIpRNinbLx7iq6YzQMetJFiFAsp0hon90JCfUWtBqF\npKSAzCSNXdTUBOHkSSbip7QZ9b0Grvx8NGzYEFb/Zf7MGb+igKZvvgmbcaZnVvHnzzPapSCAP3fO\n77lo6rXnz3v1qTAQg+B5LTRFRJHVwxACKSMDcnIyyxXGx0POyPC6z1z5+XBdey3E0aMhjhvHDAb6\njjkFGEbjokNXCsC6SvvsyiLaFwgn76LmFIQzZzzxZUoh5eaGTX31d425hgYvOqRaH8E1NoZtnPXz\nJ06nVmcRiJfPV1UxaWz1OLc77GvlD5oMiIHoQ5Y9KsFg15rGxYFzOCANGAD3pElwX3YZy3X5oDt5\nsJ6AYTQuMnSlAEyPvkpqRxPBktcqVI9J7fFATSaIw4eDJieHfQ38XmOOY5XT+n7Xogiq9tMOwzh7\nzZ/nmUfU0gLidoPY7Z3ORcrNZSEpnfGLGIryrUGN7RlQnveEoaxWT06N48CfOwcgsPcQa15+2JTb\nqqoqlJeXd4qD3XbbbVGflIHIwVdVsZi9Dv4KwDolg/vQ3Y0WWufNYzH+lhZAl9Pw3ZGpLn+k18Dv\nNbZagdZWTTOIWiyA0+k1PhDcOKvzJy0tgCqFrRgg09GjoHFxaPnxj72OT9u9m1Ggu1MIq4Tnuuup\nGAgMceRIlqMiBKJyj6mvVS8imPcQSLq+LxDWnbZjxw48//zzKC0txb/+9S+cOXMG//73v1FbW9vT\n8zPQRYSz2441dzda0LyI7OyQO7LuXAN/11hOTQUsFki5uXBPnKjRJWWdEgIQ3DCp8+eamz0tVtVw\nkeIJJK1ejayrrkLanDkwlZRAyslhsh8+8+kSFJkRA5GD+pOO1zWsMn37LbvGhIBzOJjMiySx0KNS\nBR5rOcJACMtofPLJJ1i4cCEefvhhmM1mPPzww3jooYfAq/FbAzGDcBbDWHN3owlXfj7EDz8MmXfp\nzjXwd41hMqHlsce8xlP7UIQyTHrigrWoCNRigXvyZI2pRpOSQM1mFqZqbwd//jzMu3YhqbAQoJSp\nnqqhD5MJ1JDf6X34ysATwgy9ukZSClmpyudPnWJhRZMJVBAgZ2T0uEpzNBFWeKq5uRmjR48GABBC\nIMsyxo8fj3Xr1vXo5Ax0HepiGIpOG0vubiD0tPx5JNdAnRNxOJgOVUcHIAgQR4+Ge/x4OB56yOt4\n9/jxQWm7tsJCCEeOsMKutDSY9u4F53CwxLokMRkO6LrvKQV5avtU7uxZdow+ga1KTvQUwpDDuKSg\nExHUv0f1nQs5DkRthEUIiNsNOT6eeZ0mk1+J/VhFWEYjNTUVFxR5huzsbBw8eBBWqxWCEDPSVQZ0\n6AuD0JWahnAWf33Ngp551JcekdecbDYIFy54YtSy7Hd+/n4Lc3Exkp98ksW01baoHR1AVZXmMWiM\nqY4Opk0VYJHmnE4moW2xsIY9vVHlbRgMDVTV8gJYSFGS2GtZ9jIYVP2NAdZQSRAgjhunvQ5FwOjt\n/jHBEFZx3xdffIHk5GSMHz8eJSUlWLNmDSRJws9//nPceOONvTFPvzCK+zzo6YrwYOhq9XQ4RYHd\nqUCP5rXQP6xcQwNkmw1yTg6E0lItD0BNJojjxoU1P3NxMVIKChhjJsxWqDQuzqufdydPgueNRHZf\nQfXwOA4U8FsnQwEQNXSl/m4cB/eYMaApKSAOByjPg6alBdx0RbuwttcrwkVRhCiKiNM1Ne8LGEbD\ng740GsEWeAARLf76ym0NYVbBRuta+D6spgMHAI6DOGwYa3CkegCiCPekSX7n569yXDhxAqS1lS3+\nwYrxVJqm2tfbQGxCvUd9NwBBwnjUbAZNSGD3RAgJmp6Q8OnxivDDhw/j/Pnz2mtBENDU1IQjR45E\n9KUGLi4Eq/vwKliz2yGUlkL49luYd+8OWh0dDgssUoTbF0SrMHe7WStUtxvE6WTnZLFo/SfUznS+\n8/NXBCgcOcLotKrCbKBiOtWbkGXG8TcQu9CxpPSgZrP/43leI0jImZmQMzKYwQhQzxNrdVVhGY2N\nGzd28iosFgs2btzYI5PqLmKlWdClApqYCNORIzAdPMjCNk1NnRRhid0OobKShVAUVkmw6uieogUH\nq5j3vW+E0lKmAaXIjahtU7m2NshJSaybmigy2quf+emLAIndDr6qSpOQ0BhOgYyGWqOhj40biE1Q\n2slAUIsF0FOmCQHU9q1xcaCEwHXDDWjYsIGFp4IYhZ7cQEWCsIxGS0tLp/4XKSkpsNvtPTKp7iCa\n/aMjMT6XmsEyFxeDu3CB9ZVQWCFCRQW4+nq0zpunLf68muQFmFLn4MFBq6N7ihYcqGLeVlio3TdU\nEGDau5dpRx07BrjdzIA5ndo58PX1cH/nOyyXIUle81PvAfPOneBPnQJXXe0xPMrmi4hiZw/CkPDo\nn1Ba5OpBRFFrPiWlp7N7zmLxdN1zOrUNhq9RIE1NMB05orUSdk6ZElN1VWHRnzIyMlBaWopxarYf\nwLFjx2Kya57XogBo/+8qpS0S9k4sMn56GtaiIshpaawd6tmzrBraZIKUlaWds33ZsoBKncFc7O6y\nwPwxTtRqbmK3e+arVI9DEFjCWWE0UUFgISlVwlqnGySnpKD+44/9fqeWB0lM1HSuKM8zZpOaCKVU\n816kIUPAVVezVqwG+jcIASUERJZBAEg5OZCzsiArApbE6WQU7csu8+qxkvz00+zzPurGXF0dEjZv\nRtvs2bDs2RMT7KmwjMasWbPw6quvIj8/H5mZmairq8MXX3yBuXPn9vT8uoxwZDTCQSTGJ1oGqz9B\nu96EQExOZm8qCWEV3ZXtiCZlV7ZawdXUMBVZjmOx5fZ2FjbTs49kuTN9ledZGEKWO/Pyle9MXbAA\npLUVND4eclISeEUOxB8VlgoCpKFDIScmQjBCUP0ban6KEBBCWN0Nz4NarSAdHaBxcRDHjtWS3M2/\n+532UX1tlXn3brbpys0FVZ8nAJY9e2Kmb01Y4anJkyfj8ccfh9PpxKFDh+B0OvH4449j8uTJPT2/\nLiNa8b9Ikk98VRVLmpaWavF9uN19lrDqjVBZuNc70hxFqHCj7zkmrlkD4bbbkDZ3LqO1KtINahiK\nUAq+ttbTd1kRFgwKtdo6IcHjbehyfObiYmT86EdIu/dexoRR6K/8hQuQgnnjogj+3DmYDx402FEX\nA9R+7ApBgmtrg3D8OHuP40J2W2zYsAHSoEEQL7/cy2DEmpho2NV5eXl5nfp1xyL0rp6evtbV+F8k\non6y1QrT0aOsD4LSU0GoqID7O9+J7GT8INxdd2+EyszFxSANDRDKygCLBeKgQUwoULnevnONxMUO\n5r21Al7nyFdUIKm4GBg6VJOhFk6ehDhsGGhKCmhCAntwk5PZfaEKC7pcQYviqMnExlPCSXJWFiTl\nWdAaP507B6heSEcHaHw8WyhaWgJSLwnAxBUN9H+oBkN9qea/OA7c+fOQBw6EffnykPd7fxATDehp\nfKyL13744YcB/+tr+O6go5VAjWRnTPQLg+7fJEoVtF1J8kfaM8Pfd/rzVtS5EEmCOGIEKKUQTpwA\nOM6rqE8/14TNm9E6b16X+nEE8/h8z1HtLUHq6z2egB/paXHcOCYsOGkSa2yjfN4fqGL8oYQc5NRU\nwGTS7gONliuKHpFBMNkP0tEBzm5n7Bq15sLApQPluSdOZ9jPXn8QEw3oaTQ2Nmr/bmho6JXJRAJ/\nO+hoyGiEq+GkB3E4IA4fzjqpKbtYacgQv41VIkGwXTduv93r2EhzO3rvQLZawdfWQk5P7+St+M5F\nVCpb5fR0rSAp0vyOOgehtBRcXR34ykpQqxXSwIGgipcg5eZ2OkfidLKCu44OSMOGBZSeNpWUIGn1\nakAU2RzVmokAkHJymGfS3g7e7UbLY49p94E6B2qxMOMiCCyxrsqAKK09iculiQ52SYajp3WkDHQd\nHMek8CWJaYAF+31kmW0aXa6wQkyRrDu9jYBG495779X+HYsJbxU9mWzuqvFRXUtRxzIjDgckpTK6\nuwhmCHyXoUjcXN+QlnD4MBNWs9k0bwWAx6gEmIu5uBjm3bs7saXCNVr6vteAIs3Q1gahogLSgAHa\nTt9aVOR1jtRiYeynhATQ5GRmwKuqQADImZlwTpmCpBUrYDpyhC3GggDS1gZO7Ufh5+EnogjS3Aya\nmAjO4QCcTiS98AIAwPHQQ9p1lgYMYFXigEfOQ1U+NZtB1d7dXfU6DYMRO1DDjOpvqLLsCGE1GYB/\niXpKIZw6BdfUqWF9TayLiQYMT9XV1YX1XywgVhJFPe1adiXJH8lcfMM9RJK0HtUqaEIC8wAaGmA6\ncIAV89ntrHjv8GHwVVVImzsXVEn+Ebeb1SjoCv6CQZ2D1sY0Pl5jLEEUwZ85A+JwwFpU1Im/Lqem\nMkOVns4eaEGAPHAgGt58E63z5iFh82YI5eUs58TzWm2JbzzaF1xbG0ueSxI7J1FE0sqVSFyzRrvO\nMJkgDh3qMT6EsHnzvEdIUPk8NYQ++zcoZR0VOzpY2DEhIbCOGMdp3m4k60As1n0F1J66//77wxrg\njTfeiOqEuoKkpCQ4p07ttg5LNBEqUR1OIjvQMcGEy2y3395Jb6mryrMpBQUgra0slGKxMFaRUpks\nDhvGeOYOB4gsQ8rIYM2C9LpIHOepR1CqmaFWynIcpAEDQta5qPUcpKPD05+AEFBK2W5OluGePFk7\nd9/kunPKFCTt3w/p+HGvc1b1e4TychbCArzDhuGwl1QDQwhbLCiFNGwYqCxDqK0FOjpAbTZPyEKv\nbGp4DBclxMGDAZMJfHU1pEGDIJw65TEeuhwWNZlwvqKiS2P3hFChih4XLPziiy9w9OhRzJo1C+np\n6aivr8c//vEPjBs3Dtdff31EXxwNJCUlwTVxYtQuZE8jnJsg1DGBDEFXRPr8fQfX0ACuro7d6GYz\nW0TdbkAUGctH5aHLsraDljIywLW0gGtuBiUE4ujRHiE/pW8AVQvmOA4Nb74ZsjCSO3sWxOXySGfo\nxOBUkTc1/Bdos6Bei8Q1a5D05z8zcUBK2fnyPDsfnve8r8tBhISu6A8A3GPGaMVYUlYW+KYm1q7V\nwMUPQiAnJ0McNw7c+fPgmpuZByKK7BlRWXeiCHHcOFzYsqVLw/eEUKGKHhcs/PDDD3HfffchOzsb\ngiAgOzsbc+bMiQn2VH/pOqcWfvGnTrE4uxIn92VVhGI9qXzurjCQfOHvO0hTk2cnrYRRQKmH+aUX\n1+N5jU4qjhunPSA0JcUj5KfUQIjjxkEcPRqua68NOld1TlJuLvNw9Mqhyr+J2w1p4EDtM8HCkolr\n1sC2YoXXAk46OsA5HMzD0IemutDpjipSKepuUjhzhoW7AAjV1d4Fggb6NWhCQud7w4cBR9raIJSW\nMi+8vR0tv/2tlndTe7fLGRlexXzhItaEClWE9bTIstxpF1tfXw85BlzuSBdOFb0RM9Toqa2trI7B\n7YZQWQmuupoljnfu1L67N24Uf9+hFriJw4axugRR1Kii1GIBtdmYkeF55gVwnGd3rrStBMAWdV1N\nQ7h5HXVONDlZYxxphXSCwP7jea+ip0A5ErJ1K0tWq0V7fiSr1d7M1GxmUg962q1+YVBaqGovdcls\nSggL5zkcbDyj1/bFA9+ktwqf10QU2W+uNFpK2LwZjvvug+vqqyENGQLX1Vej6cUXI1qjYk2oUEVY\nGbnvf//7WLVqFa677jqkpaWhoaEBX375JW6++eaenl+Pore0orSdfXy8R+VVFJkmkRJyUb+bJiaC\ntLX1aHGPP2YVFQQmf5CSAlERpzTt389qENTdtSKjQTo6mFGIi2PussKuIg4HqM0GKScHfG0taEIC\n5MzMsCiD+jnRhARtx642OOLOnwdfW6spggYq2jQXF4P/7W+DL95KqEocOxbNv/sda9/qdIIqtRag\n1KvpEaGU/S4+1Gm/9TdGZfdFAVntyBeC7aZtKChlz6ggRE3yI1qFytFG2E2YSkpKsG/fPjQ1NSE5\nORlXXXUVxo8f39PzC4ruNmHqyZihHmpDIWK3s5i/miCVJND4eIjDh7P6A6WDF+dwdDn5FY2chm8j\nGOH4cUjZ2SCyDP70aQ/FUOkHoMZz9YVukXLL9XPyFW2DyeQ36e0vsW/+4gtmMEJ4wXJKCuTMTL8N\nk4TSUvA1New8lfmonokBAwBr8wpB0EK4lONYU6UBA0BEMWSjsHDRU21eeyQR/t577+HOO+8E14V4\nb28jKSkJFzZt8rqozilTwpaq0C/mqgIltVhAExJQ+/XXUZun3jiRpibw586xSmG15aOP0J99+fIu\n3yhd7VbnW8RHKGV0VrudGbPUVLR///uIKy5mCXJAi+VTsxktixbB8dBDUb2p9WPRxERQQsC1tnr9\nW/0OAF7zV4sQTSUlISm07GQIaHw8XNde68VO00Tj1KIshS4ZCpTjeqc/t4Gehb4tq1rFr9Mmo4IA\nacgQ0ORk8BUVTCaG41hej+NY0nvwYMjDhsVscR7Qg0bj1KlTmD9/PrZt2xZwgNtuuy2iL44GkpKS\n2KKr7Ji5mhqN+iZnZ4fcpafNmQO+osKjeMpxLCzC82j4y1+iqtHku7NXd/FyTo52XHe8nEhbnOqL\n6bR6DEIg5eSwXIUkMTqpKLIKdyXJp4adeooSqM7NVlgI4cgRrboeJlMnr0gtQhTz8lj/CxUhFnFq\nNgMWC2SbDY777kPC5s2gcXGs9kQRnQsHhsGIIfB85CFCZfHXvEo/NTzUYoGckcFka+rrGb1apWGr\nrEFBgDh6dJefiZ7yKvyhxyi35eXlqKurQ1lZWcAB+rJaXKXcquElobTUI0McgpYJeNcFaDRTWYaU\nkwMpLy+qISrfG8I5ZYq2SEWy4PqOxxcUoG7ixC7PS/WC+KoqT75FkjR5ZuH4cbgnTPBODisekZSb\ny3ZbjY2alyanpkbl2nkJAaoPrSxDzsoCf+YM+3dyMqSBA1koi+OYTpQosuRhoGIrFYSwnIzLxWjE\nhEAaOpTlmk6f7tbcDfQhumk0ZJuN3UNKwagv5KQkiCNHgkgSq/khhN1DksTCmRYL4HQySfQuPBM9\nWZPhD90xGkET4aNGjcKIESOQmpqKkSNHwqRjkcQK9CwgVXtIz7kPxjxy5edDTk31KmijycngGhrA\nnzmDtDlzIrL2gXYMvtIA7vHjI9pZ+Evg8wUFMC9d2uW5ak2JVN0mQGNGab29AyTmhbIy1jdD7Xms\nNpoJ0BuiKwq9al8Krc2qsovjT5/2FM4pLDTwvNbjQhw+HKYTJzRJdM14+CrNUsp2ieo5qeG57rKf\nlLkY+Y++gZSV5aVgEDYIAeU4iGPHgqupgdDaGnB8rrXVS2+MqhXhosjyX2qNk+6Z4FpaWGQjwL3f\nn3rxhExYcByHV155JSYNBuCt9UItFo3qqf97MOaROHYspKFD4Z40CdLAgeBqa9mCmZgYUavYrijR\nRlpz4a/OAvHxXVawBTy0Pq2+AmA7b4sFpK0N4ujRAeVItFi/2rZUbWXpJwfg77qkFBQg44YbkDNq\nFHJGjUL6rbcicc0apBQUMO9F8QJIezsrMlTrI9RYs1Ivwk6EhQWozQaamwsaH8+otGlpTPtK90AG\nQlTosqpXpFCVDfQuIjIYALu3RRHmfftYsaqvKjHPs9DluXPaM6PRy9VQpiBo1HXS3u7xeGUZXGNj\n0DUhVmsy/CGsLPfo0aNx4sSJnp5LRPCnPSSnpoatt6TXaOKrq7VdqTRgQERy4tGSJA8GfzcYrNaI\nbjD1/OXUVHbzKwu1nJqqdRgLJDVPLRZPMaAqJ6JIiPtCLyEulJUxhlJ1NUwVFZpsiPnAAdieew7c\nuXOeeLIClW2msreoUjyo5qHkzEyII0Ywz2fkSDT85S+o/fprNL76qkfuRM1b9SRUz0aSgHCrzA3E\nDOTEREiDBoEoygfUZmP/WSxMqaC9HVx9PcurCQKrayIEcLmYMKl6zyqV4KStjXkj6uYuwJoQqzUZ\n/hBWnUZ6ejpWr16NSZMmIS0tDUT3MPdlIhyAt4xwXh7a/uu/utToRy9FLJSWgiYmenpYo+vWPlrt\nZlX4C+n4q7OAwizqKvTnT1wulhOyWCDl5XldO38usjhuXMCchi/4qipQQfBQjvW9slXPRBH7I5Sy\n/IRqFPS9tRXlXDk9nck2tLeDWq1oWrVKm2tGRgZcCinAlZ/v3XRJ1cbqBRjdM2IMaqI7EBtOlbBX\nuzx2dLBCUzWUqdTrqOFHyvPg2tvhvuYaj+ry2bPgfMdXGIdeb+kUoa1FRSzU29jIyDE6Ek9f12T4\nQ1hGw+12a61d9X02YgH+cgWOhx7ye2ygmLo6ht+6jS5a+2h23gpUfNg2ezYSNm8G4Cn6gduN1sWL\nu/wdQORSzCp7SsrN7VR85HutZauVJQ45zhP394W+85kaItPt1mWTCURR3+VraxmTKysrpAgiaWkB\n19oaHhXXwEUJCnZPdTIY+sS5zksWhw6F6fhxRvVua9PYUWJuLmhiImQANC0NdbpmdfxTT4EIgpew\npRqe8i0EVfOE6vMtDRkCajazAlanU6t/ijWqLhCm0YgGQ6qkpATvvvsuKKXIz8/HzJkzOx1TVlaG\n9957D5IkwWq1YsmSJd3+XhVe7ASeh/mrr5BWXAz3ZZehZckSuPLzo1KBGc0qTn/JMdLSAuvatUw+\nvL4e1GJhnegKCuCKgD3VHbjy89E2ezasa9cyLS2bDa3z5wNAJ2PH1deDU7wYhNOISJI0aQ4VnBo/\n5nn2MDc3o/HVV4MajJSCAs9CEUZymnIcYLF4JckN9HOo3Rf9Qce0ohzn0TYzm+G+/HLI6ekw79wZ\nVgRCbQxG4+I8BaaqIZKkTmoGcmIioHu+5Zwc0KSkmFHsDoSwjEawvhmZYTQYkmUZGzduREFBAVJT\nU7F8+XJMmjQJA3Xic21tbXj77bexcOFCpKeno7m5OZyphQ0tpu52M/lipaJTKC/3kg7pbtesaHbe\n6tSZrqmJ1ZTIMsRRo7wMkm3GDCCCOg09usoTNxcXI2HzZkiDBoEq80nYvBl0yxbvxLPbzfIKouhR\nzQ0CCiW04+sVKDkTAKyGxGLxK/XOjxwJ83//NwsXNDezJkgmE0us6wq1/IHIskfM0GBA9XtQpa8J\nF4zkoNxT0uDBTNpeyYWqa4JvBII0NTGhSknyYli2zpuHNLX5WEKCF4VfTkkBTUvzeraSn3oqqqHs\n3kJYRuOJJ54I+Ldw+mlUVFQgKytLMzBXX301Dhw44GU09uzZgyuuuALpykW02WzhTC1sqAuwUFbm\nCZFAYcy43UhdsIAxbaJQVBOtzlu+oS7+3DkWH42P79RJz7fdazjwrQoXqqoApxNEFMGdO4eUY8e8\ncgW+n01dsABETTLr1WhlGe7RowGlAl7NY4RdBCcInuS6L3Q0WjV05RvG42tqmECk0mlPExlUZc1D\nGA5DP+riASHEk2DWV3sroBYLpKFDg0rU6KMHvhI3vnp1bbNmIfH991mtBs8zo2AyadEMPaIZyu5N\nhGU0fA2D3W7HP/7xD4waNSqsL2lqakJaWpr2OjU1FZXKhVdRU1MDSZLwwgsvoKOjA9/73vcw1U97\nxB07dmDHjh0AgJUrVyIjIyOsOfAjR4KvqWG7TTXuqNA0BWX3Ti67DHxjI9KeeQbSiy+CzpgRclyy\ndSv4V14BKiuB4cMhPfJIWJ8LZyz5ppvArV0LcvIk2yG3t7O55+bCpCbWTCaguhoQhLCvBQBwq1aB\nf/55Nm58PFBVxXbYFgsLz0gScOEC0l58EaKPQSJbt4J/5hlmMHyVZJXEtenkSba7r6nxpuSGYTRU\n+Q6/RkORdyCEAAkJyMjIgLB+PWC1AklJ7PNxceAB9t3q/JTx/IoMGuh/CNcT1N9LSrhI39qX2GzA\n6tWIV55ZCkYp9dqy3n47YLNBeOUVkJ07AYsFdNgwCKmp7O8tLUhbvx6SzQb+4EHQvDyQCxdYT3mH\nA9JvfgObn00dKSgAX1DAWHZWK9DaCrjdkAoKuvQs9zbCFiz0hdvtxpNPPomVK1eGPHbfvn04fPgw\n7idkQSQAACAASURBVLvvPgDArl27UFlZiXvuuUc7ZuPGjTh58iQWLVoEl8uF5557Do8++ihydDIb\nvuiKYGGgCmNVcTbcKnJ/Y0ajitOviGB9PdtNd3RoEsyU4yCOHKnFVlWRQ1NOTqdudeq4viEnAJ0q\n4TUFV5737HyUBfd8ebnXOFxDA2SbjVVOq4Vs+m5laktTs5nN3ddrCJSQVh/uEFW91GxmBkCSWMhR\nkpjoo/IQm8xmuJ1OmPbvZ5sBNawVqkrcQP9DMOOhVv13dPg9hlosaFi/vkvPqqpXF0ghIZAAqsqu\n8teNs7ekQ/TosYrwYDh//jxcASp/fZGSkoKGhgbtdWNjI1KURU9FamoqEhMTYbFYYLFYMHr0aJw+\nfTqo0fCHYD8CTUhg4QpF1lscNgxCRYXWilRFuHHFaFZx+huLq6wEpRSioiZM7HYIJ05AOHMGboVG\nquowgZBO8u5A54R08tNPswScJHlasaqeANB5cae0c/inqgq8w+HdKEn/eYUiS9SqWrVGQkez9Qvl\nPCjHsYU+ANSKcxoXp70WTpzwGNOGBphOntSqdWVRBOdy+a8MN9D/4e831bGXqNnM7hn9MRyHlkWL\nuizZwzU0AKLorRmnhJQC0e2FsrKgLRhireI7FMIyGoWFhV6vXS4Xzp49ix//+Mdhfcnw4cNRU1OD\nuro6pKam4quvvsIDDzzgdcykSZOwceNGSJIEURRRUVHR5X4doSiqNC4O7iuuYMKGNTWs8tNqhWyz\naTt3IPy4YjRrMvyNBbfbK2lMk5Mh5uVBOHVK29moizGXlAQoHHMAWuGQP6NmOnbMu7cH4FnU9a68\n0qbSi0RQVuZhoihJxk6y4RzHDJIsg1Lq3S5WbWAUiNFCKavs5vng6rJqW1qwHSPp6IDp22+ZwVEa\nSAFKZa7e8wE69cUIC4axiS2oWmNOp3chqLrxIIQVpDY3M9KEUoMBStnznpAQkJqvh++aAlFkRcBA\np3oKa1GR3xwF6ehgsiP9QCIkHIRlNPJ9TsxisWDIkCHIzs4O60t4nsc999yDl19+GbIs4/rrr8eg\nQYOwXdGcnz59OgYOHIjx48dj6dKlIITghhtuwODBg0OOrWcv+O7WIYrgzp6F7fnnIScksEWWEC9q\nm5rkCtXcxxfm4mKmUVVVxSQrFDpepIksvwV7JhOo70JlMsF17bVa6Exzl3XQGy5/fwMAOTWVMbEA\nT4LY5WJKnYpujtqmMvmpp0B5XmOdaYZCDf3oofQFhyyzhV9t3ao3SrLseZD1VdPqwiyKkDMy/EpC\nUEJYPsPXSAEszKbj3EMQ2LnIMgigSUPISkOlLhXfGV5K7EGtrjaZmHDliROMKnvZZTAdOMA2hSr5\nwmRiLDqXC3JqKrgLF5Cj5GTdY8b4TVQDnSMAqofBNTcDguAVzWgF/NLtQSkTBFUKYKUBA5i0eoyz\npAIh4pxGLEBVuVXzCBqFjRDwZ896xO2gxMF5Xmt4pMYh67Zvj4hqGkxOPJo5DRACOS3Nb87ES9gv\nMRHunBytmZOsMNX8xVjBcVpBINfYyBZQWYackMAeLKX2Q70OaXPmwPzVV54cEAC0tWkGgaqCgbLM\nmtHYbJAGDPD0DQFAlSS1lqvQCwbqcxzKeKpwZEAGFcex81JVbcOEmJsLUGoo2V4M0BXjUUHQ5PFp\nSoqmeK0x8ZROfFSlVKvesCL5Imdm+mUKBsth+Gu05E/NOmn1ajYHk0kL3faEknZX0GM5jeIQQn2E\nEFitVuTm5nqxo3oTeldP3a1DFJnBADzSFIr+C3/2LEQlH6B6BF2NK2q7j/R00Ph48GfPMk2aEMVm\ngaDeaKS1lRXsqa1In3xS+z5/CbTkp5+GbLOBb2sD2tshVFRo/S5UT8nfzkfNd1iLikDKykBcLog+\n8gXOKVPY9z71FGSrFWhrY8wqgO3oZdkj9aHUTMDpZHo8CqFAAjSjQRwOj6ehhLU0g+CrPitJzMPy\nlzNRX0uSx3CFC0LA1dSAxHBjMQNdA1FqaojTCVmhogOsV71QUQG43RCHD4dQXc1osHFxzMPU0e5B\nCEhTk99wkdeacvasJkUjBmCO+q4laXPmMOVdhaGpkjz4mhrYn3++Jy5JjyOop/HCCy+EHKCjowPn\nzp3D7NmzcdNNN0V1cqGQlJQE59SpmuW3L1/OlFTPnmWyEcrioO5C1Dioqtwaae8KoayMNQQKc/cR\nbDx917muMLB8uwGaampAHQ5Qq9XLcIXyovx1FSTNzcwoCAKTTEhLA3/uHCu6U3Z3XGsrY1epbCtF\n7JBIEnutSpO3t3vCQEr/bSjtMUkQNhPleWaQekBqXOujARiyIhcBpOxsxjRUerxLQ4Ywxerz58E1\nN2v1V3xBAfDoo2xDaTJ5P78uF+T0dIhjx3ZiGqYsWsQMh66Tn5yRgaYXXwy5fmjdQZubPUbHbAa1\nWlH71Vc9eVmCoseaMIWL6upqvPzyy1i1alV3h+oSVKOhp8iqjZVIR4dnR6vE6Ymy09C3+AyFcLru\nEbudxSxlOeTYvuPpu87pabShKL++rWo5lwuy0nLSPXly2KG2Tv3LfQQEqdnMQmRxceCbm5kh4Xmm\nx6NCzVmooSd1BxfhYq8qimpjB1vYI8gzyMnJkJOTWTGjgdiEvqYnyO9LTSYWglKiCeqx4rBhnULF\nGRkZkGfO7BxqVaXNCWEMPJ/Nm62wkOVL/HSv9H1GfTdpXH09y+/5oeH2pVRId4xGVPz0QYMGYcqU\nKdEYqsvwlT935efDde21TKZYWQCJw6HVYjS8+Wa3e1dI2dlMWMzhYBXPJ06whV9xZYP14PAdjygF\nhl5JX5cL5t27kTl9Ossn+BlLys1lzWIUaikEAcThANfYCOHwYXB1dTB/8QXS5s5F4po1Ac9PlWTm\nz51jcV+fcA9RpD/4xkb2cLnd3gYD8ISL1JdxcRHv4Gl8vLajkwLRrfXhJX0YK0wQpxN8EGkcA30P\nSghkiyWwJyoIjGVnMrH7wWJhIVLl3uCam/16663z5kG22ZiX7HQyr9rh0Hq2qB6yXr6cOBxwX3YZ\n3JMmQRw3DjQlxS9L0l/PGO7CBeYF+elH018RteDuz372s2gN1SUIpaVwXnml183hnDIFXGMju7GU\nym8iimibNSuizna+vSvk7Gy2W83MZIwis5l5CqmpWmgmdcECv4u+73hUeTBUFhFpaoJQWQnKcUGb\nOLXOmwe+uhrE6WQ3vMOhFf/xdXXMkCi016TVqwMaMa2fSHu7RrP1giR5qLFqJXaoRZrnIy6kIy4X\nSFsbWzB4HuLQod51JEBng9TF7/EVQjQQeyCi6JEY93O/ucePh/vyyz0hTIDl1uLiICcng1ossBYV\neT2DZOtWDxVdyYPoxyduN9sANjWxYxTDEG6vC38bTDktDVJWlt9+NP0VERf3xQx4Hgn/7/9BysvT\neNeWPXsgDRoErrGRJb+UPg9CbW2Xhw+kDyOOG4eGDRs6sStIUxNrG6r0GebPn0dKWRkc993HtG2q\nq8Ep3b+o2uNaoQqCUiaEpnyvr76Ub5JO35NC+351sVYfJLMZcDqDcsJpQkLn4ieg08JKeT5gK9eo\nQSnGknNyWL+M5uYuexIhvyJE8aCB2AKNj2chKIDdox0daFmyBLbCQnY/qt06FdILtVjA2e3eXSIX\nLQJHCGhqKqQhQ2BqbtbWBpjNzCgoFHL+3DmIOvp8uMrVgeq2uPp6Lwn1/o7+TyNR4vjWtWu1t/iq\nKsjZ2RDHjdNcSjk7u1ud7QK5l767EL6qSkvIqRQ7rqYGSS++CK6uDmJurveORhC8u85JEvNakpO1\nMf25wtaiIshxcSznoM8nqAwlFYrUhr9z16jDsuzFPPEH6id0FRDdMSxKHoQ/eZLJqTc3QxwwoFMT\nm+5ApQb3eBc/A1GB10bF7QaNj9fuW3HQIE8eTglpci0tkLKyvHb8pKkJxG4HRBGmw4dBWlo84Wvl\n32qYVX3e1edcVa4O5S30p+573UGXPQ1KqVfBGdfHDx5xOBj1UyelHk31SH9S5750VK6+HjLA4v36\namMlX0EoZbuaxEQgMREiIRDOnIFw6hRc116L5ief1G5Alc3kdY5+5i6UljJvxl/VtBpmUpLIKnvE\nF3p3mlDqYRUphXlqzkXKzGQ5gDBCOlq/jG7At1I86jUVlPa8x2QgehBFTZKGEgJ54EDtvqWJiXAn\nJWlS5VJeHitSjYtjz4jiTRCnE+A4tlnz/e31oVRlM6EW/qrPZTi0/Gj20ollhGU0Ghsb8c477+DY\nsWNo87Gk4Uij9yiUfIBstWpvRfvH098wvrICROnqBYfDs7ipeRT1bz5hH5qSAndyMrj6+k4MinDm\nbi4uBme3e1dT+4C0t0O22SCnpWl1G52ow6WlmjGhFoum1QRRhHvSJK9CQFpfH1zWXMl1yOnp4Jqa\n4M7NhXDmjEd/ysClh2hW0CtsJ6r0rpezsrQ/+T5P6bfeCtPRoyykpcjVqIWoWk4uQCiWWixoePPN\niHIO0eylE8sIy2j87W9/g9lsxqJFi/DCCy9gyZIl+OijjzBeEdLrc1AKWSdp4vvjyVYrkJCA5Kee\n6vYP6U9YUAbAV1dDHDsWQkWF90KpU38ldrsWdgrk+fjOncoy+NpapN17r9YZz7JnDyvq86OhRE0m\n9g+TCXJWVie+OWlq0vplEIVCKOfksNxKZaUWztI3ojGVlCApVCGSEiLjmppY7sPphDhkCIRvvzXy\nB5cifLXMugOeh3v0aCbT43CwvGBNTcDe9F7y96rWmVqrFYTIoerQxUIvnVhGWLGl48eP45e//CVy\nlUVuyJAhuO+++/Cf//ynRycXFpSkL3/2rBdDyJWfj4YNG2BfvpyFjGQ5KBspXPhjU9GEBNbuNCEB\nkqqxr/+7IIAKAssrBKDdmYuLkfGjHyFn1ChWZ9LQAHHQIJgqKkBaWlh/45YWJK1cCdM33zAvxk9o\nkMgyoNSi1G3frtGLk1asAFdXxx4os5n9X5JYwZHDAWqzQU5JYbuy5mbw1dVomz0bAFg/crUaPBB0\nORXS0QH+5EkWCjAMxqUJHUlDYzF2Yyzh5EmQpib27LlcEE6eZN62y6UZEqdC+ycOB5MLMpkY1d5k\ngjhiBGutqhaYAp76Ip6HnJICMS9PUzMwEBhhGQ2O47TcRUJCAlpaWmCxWNDY2NijkwsLSpU3eN6v\nMfBHg1P515EgULKL2mxMPddfy1XloeHa2pjn45NIU3tZC6Wl2sNlKilB3PbtHiYUpVoimtjtIB0d\nrB7C92FUKrOFsjIvuq/p2DGtYErlpRNJ0nR3+NOnwdntEHNzWcW8y4WklSuR+sAD2veFhKokCoAA\nnWPH6kNq4JICkSStSNTzZheMiLLQC+XlMO3bB66lheXcVIkgSYL8/9n78uC4qjvd79x7e1GrtbUs\nyZIs2ZK8CS84EMAQC1xhsgxkZir1QibzEpw3EL+knKWgzP6yTPA8BkM8kMrgwDihHEIKakjqvSSP\nZJaXNyb2gPAkgDHEJrZkLFuy9rW1dPe997w/fuecvt3qVreW1ub7VVFYre57T1/de37n/H7f7/tK\nSuBrbgYgmIderyLCWJWVJCMCKAVlRawQpAhbpL3mov7gPXoUoV27puyzWsrI6gmur6/HyZMnAQCb\nN2/G008/jaeeegpr1qzJ5diyg2A7WMXFKYNBup3BTBUm07KpvvQl6F1dStpbTY6MqcIuZwxaby+Y\nw1sEQNzL2jBoYpfFc8d3VB4V0SjtBmIx6q1I3vprGuxQCCwcpua+O+9E4T330JjHxuL9GEL+nJmm\nYoSYa9dSAfH8eeqgF97e6ntlghyjUzq9sJCuxRzTZl0sIcg+pBRpoykhFltSDZkJzTNAMOB8PvCC\nApL5j0TUMy2fUa2zE56334bn9GmwcBhcpGElfZd7PKR2XV4Oq75+EiNqJpN/qga/2WQ2FiOykhEZ\nGxuDbdsIBoOIRqP4l3/5F0xMTOAjH/nIJDOl+URBQQG4mIx4MIjY5s0J+k9OFdgE+fJZtvGn03Mq\nv/ZaUpwdH497OjgeDu7xEA1XmBLZRUUwGxthnDpFiq4eDwXBaHRyk50Twi+AOQQAnYU8cE7H0nVy\nzovF4jndVNB1Mntavx56ZycFmOSHfIZI65vhYnnAaa6VCdOtb+g6zOpqGB0dlGYSi7EEz/dAgP4d\njSK6Y4d6pvMPHkTBk08qMgr3esE0DbHVq9NKgDjhVLLWBgZosaXrGLn77il9OJxabuprLwLZkGTk\n3LnPsiwUCGlrr9ebtfnSfIKNjSUUlxNUYMVuwDh7Vkklx3Qd3qNHZ8ySSFXsMjduVDeM3tEB/fx5\nxwCJvirNYLjPR/LnPT2kBCuDRTa0VgDIywOX3dq2rbbwUn+Hi9WUrClwIQ2dEsJvwnj/fRpnqka/\nGcINGMsfXIj/ZaQxT/eeEuKXXNcBjwfmmjUkdzMxQeeS9TJhJuZMLfmam2E2NMA4c4YWUABg29S4\nJ0QJp0Lw0CGyPujsjMuox2IoePJJxLZsSTtvzKUx22JFVump++67D08++SRee+01RKageS4oRAFW\n3jiqluH3U7pH2LyyiQmYDQ1glpVy2zibfKQzdcUGB+NpGQdjQ/LFIVzHeH4+7GAwPvlnANf1uLSz\n6CLngQAZ08uVnPMBFgFFEyq/KaFpcS67/MxCQ9exZI1eLgeIe0Yh2/TjdGpamgbj/HnwYDCuQyaE\nR5UKQiSidgDOiVympbnPFw8uMs2VRc+W3tZGihJSQl06RZrmlPXQy6HBL6u/4GOPPYatW7fiyJEj\nuPvuu/HMM8/grbfegrWImDFc1xNyknpbm2JZKI9qx42dqiCef/AgQnfcAe+xY9B6eqC3tqbNR6YK\nLs7OUTY2BjsvLy6o5hyrz6fkDgAKJJMYJrJjWd6whkEB0O9XpkcJqrLRKE2yDqtWWJbKCQOId4+n\nuHYq2GRT8J4PiN2PQjaaVy7mFXJXy2w7Xo/LBs57MF0QYUzRx7nPB72jA8bZs3EHRnmfaxrMlSsR\n+Kd/SljkycnbqqqKPytinNkUvK3aWkpJOcc3hbqCRCYFCSeWasF82tLovb29OH78OF5//XUMDg7i\nu9/9bq7GlhEFBQVEZ9U02OXlCfr0oV274H311XiqReb/NQ12QQFR65Lc+0K3356QTuG6Dqu2Vjls\nyVqGcfo0tIEB2AUFccHApHyn6uyOxWjVIhv9AMUkMdesAS8uhueNNxQTSvl2iy5y+fBYNTVkKgPE\nO7QBeljHx1M23sldjDYwEGdgpQoKYoeiJMldS1MXmeCsT+g69faMjWV370jHPcvCyH33oeCJJxJJ\nHbqudM54QQHZt544keDEJ9lP0p/CrK+n3bvDZEw24SIWI3ZgNIrYFVdg+IEHMqalpcUCbJt2GCLo\nZOO4l40TaCrLhel4/MwW8yqNPjIyguHhYYyMjCCQxEpaCNgFBbBWrYK5cWPC65Ht2+NMIYcDnGw8\nAxK3jYX/439Myr8z0cegt7UlsCKYMCDSu7vpHCnUZOWKAx4PzC1bKED4/dShrWlqu22cPAkWiUAb\nGYEmJZplbcPng71iBcx168BME7ErrqBgl5dHdMIrrqCHNV06aWIC5ubNGLn3XphVVel3EeJhVdt+\nlxbrIhOcBA9JxMh2JygWceamTRjds4esDMrLE7IBKr06MQHj9GkKFHl59Azn5VGvkYOl5zlzBsaZ\nM9A6OlCwf3/irt80EbvuOpj/+3+j9+WXs5qUo01NGLn7blpsiUyAtHPOtEuRPWLOPqlkzHUrwHwi\nq0J4R0cHXn/9dRw/fhzRaBTXXHMNvvKVr6BedGAuJKza2pTbP19zs6LiOb0eWCwGOxCYtG30nDuX\n8vgsEoFVW5uo0xSNxql/oqvaqSYbhqDR9vVRB7Z4oGJ1dRj+n/8TAFCwfz88775LuWFdp/cIhggT\nedrY5s0YfuABAEmWr46VUmjXLvh+85vUY+dcrYh8zc3g7e3ZpZ+Sg5DohZlKtmRGMIypWWIuFj8Y\nI6agZdG9m2U9jMViGL/1VgC0wPMePUqfF71DAJE3YBhER5fe3gA9a4AKVGp3HAiAmSY8776r0sVO\nwsqKFSuAVH1UaTC6Zw9iW7bkRBZkKRfMswoaf/d3f4err74at99+OzZu3LjgIoVOGKdOgRcUqMna\nWdOwVqwgITMnLVU0yyULkqnCWortdXj3bhR94xvqj8x9PqWqqd4v8p3GqVOKqsdGRuLsJZ8PxsWL\nKN67F4MHDlAfhs9HuU8HhVamp8zaWvS+/DI1/jnlPy5cQOjYMdqBbNxIDYHp4Pgu6mYUHsXTgm3P\nfcDQNDdgLAc4fN6nxZTjHAVPPAFfczNYf3+ClQGLxYhNCADj45M+mqDpJnfGDr9vCC8NuXhTnhh7\n9wJXXjmtr5crWZC5FFWdb2RV0zBNE4ax+Kw3CgoKlKS33DrKnGBo1y54Xn89LlYmggL3eBD90Icm\n5SRXbtxIEslJvHMeCKDzzJlEL+2hIXhOn46/TwQlS2yFrepqqmNIyWUgzjYR3tvayEh8Ak8OVqII\n3vf887QjkeJrtk3pK3FOHgyqPoxUsAsLMfCP/4jgoUPwvvZa6mbA+YAjPSjB/f7FU3R3MTeQf2e5\nqMywOOEeD/UpnT4Ns6FB2R173norTkHP8HnVOJuXp55dc/VqaMPD4MFgok1zLIb+b31rUQgILuWa\nRtqg8eqrr+KGG24AABydoqrftIB/ANXcJ5p8rLIyull8PrCREZqY5WTtuKGYZakGQIn8gwdRuH9/\nfDcijjt8//0Y3bNnsrf3e+/Rygigc8guU+E4pw0NJRxHFZqdE2W6CVy8P7ptG8l/mGbCtl19fKqJ\nV9cx+ulPw/f739P7BgbmXmJ8KjgCoZJcB5QvBzeM7P05XCwNyJqElNlPtgVOhhAi9Lz3nmJC2Xl5\n1PmdxYJCpZ9Bz53Tv1tvb4dVXZ2wkvdEIoiWlCyaJrtsCua5Qk6a+44fP66CxmuvvZbyPYyxBQ0a\nCrYNFg5DlwVuw0jcNk9MgOfnK7N5q6xs0iEk6yn49NMkPigUZZ3dnzwQgPHHP9K/DQNWZSV1fwul\nTe7zxVlNjvMrX41oNHFbnQoOeqwKGILamIx0ky7XdYw88ADVMUQdRm9rm1up6kxwnIdNTFBHrmmC\nmSYJIzr8T1wsEzju62xrZ0ZLS4K4oZYtAwsg+f7BQRgtLTDXrUtYsasV/NAQiXJGImB+P4yurpl+\nuznHUlXEnTbldjHBKSMCgFb8wmReNvspyQ6/H9batTPaAqbaSiZvqQESGWThcOp0TLZyGoYRF3cT\n9ReWbkXgDAKCiggAdmkpuk6cSLCi9bz1Vjy1lQNwXXcVbV0QZHrKttPf9477W+3IhQ+N2qmI2kY6\nxK64Ii5AGAolrNiDhw5Bb22Nd3TrOsnpMDZjv4zlhJxTbv/mb/4m5esPCz70ooEQzINl0bZVTt62\nDW1sDMY770Dr7ETJl7+M8muuybqhRkkKtLXBc+IErdp1HXpSukeaFvG8vHhTnvxdlqkYLm1XTRPm\n+vVT25wmixqKlZ7W24v8gwcTulN5Jmnz2YAxwJEGcHGZQ9YPfT6imMuA4GywdRBIAJFeCgSoTscY\n7d6nINxIqwEm/MKTKa7h3buhd3fHC+WidmhVVCwJWutiRlbV7e7u7kmvcc7Rk2RLuuBgjBgXMmA4\ndfM5B+OcUk/CSF52fKfbecico++VV9SqCZpGtRLB7jDefJO6VGVNw+ul1Y8kDlgW2Pg4Yps3Q29p\nSbSDdYADYLpOOjoeD+wVKzB+660oePLJ7L570pa+8NFHKQ00Pg67oGDWFqyTIKnCwtgm7W7IxeUB\nx86Be71KBFNN3MCke5QLNWcuRDyZ8L1R7/N6iVXoKIhzwY4CSOk23bMbbWqCXVRE6SqRPkZNDWyZ\nqnUxY0wZNKSVq2VZk2xde3t7UV1dnbuRTReiixTA5K5m502raSSr7PFAGxhQPRjJuUVnSkqu4NVx\nHSsgTVJvIeQNZMFasrBE0ZcHAsRhT1YFlQ+b34/Yxo1go6MJW2yrvJykyp0rJufnkiFfl14ZBQXQ\nu7sT03gzANc0ogk70ggJD7xb1L68Ie9P24ZZVwfj3Dkwp+FRCjARIFLVP7hhxBdSIhDFtm2Lf1Yo\nx06VZjIbGxNorR6vF0w88y5mjimDRpmjYOz8N2MMa9euxQc/+MHcjWy6kAW4THl12a8hxMvSNdQ4\nm/m4rtOEKSf75ElfbLvt0tK4yJljxyC1qBR7ymmFCXpA7FAIvS+/nDAG/RvfgF1RAdOyqN/ESQWW\nnhvJk7WDseVklqj3zVCMkAmqMPx+JePAJibIJvb992d0TBfLCILOziIRInBYVmotKueiKQ0hhAcC\ndA97PIg1NhLzr6WFHCYdxe5Mndnh3bupZ0oes70dRkcH7L4+hHbtWlT+3QvJpJousiqEv/POO9i8\nefN8jGdaKCgoSLBv5IWFQDSqBADlSiZhohQ9ENznI02n2tqUWvfOIrJx6hR1kKdK8YhCHhfihDw/\nX0kvO/25ZcOf2jUwporHXNPAi4ow8NRTCTdKQm/I4CD0S5eIyivrJiJopGy8k14DkrkVDlNxcQ6K\n4dwwKEAODtKx06TcXFxGEPez6hB3FrazZe2JgML9fpIzN02Ya9bQgikapb4Lnw9mY2PWk6rSizt1\nCvrwMMyyMtgVFfPeF5FpjPPds5GTPo1kmKaJzs5OhMNhcMcN0LiAnrrJ7Cmenx9XeBUMJNlxnbBK\nFznX5IZAJ5wTtt7SQrnZZDgKfDwvTxnBKPZGUuAIHjoEz5tv0sQPJDJDhOWkM3Ckupn09nYlgaLG\nAEx+KOeBXjtpB+ZiWYNrGphTWcEJZ/ozqZY4raAhF1TiGZU75GRBwulOpqFdu+AdGEDMQQhZLOZI\nK269lajHQpJI9prkcmw5N2E6c+YMvv/97yMWi2FiYgJ+vx+RSAQlJSXYv3//jE6cE0SjJM0Rw8bb\nvAAAIABJREFUiQBjY4iJgKZ3dCgqLC8qUo12Vn19worFuUXk+fnQ+vvBR0bivRfJkDscYdACzqGf\nP4/Qrl0kNuj1wtfSQtpQjMGsq8PAwYMAgJL/9t+gJdUntP5+FD30EHocjC5nb4hZWUnBydn8JEUY\nk7f689CP4VJsLy+wVLU4iVT3W5oCeFqItDGXsiCxGLjXC6u2lp5bgVQ1SCdSpXr0tjagsjKBELIY\ntJ68R4/CePddWuQKd03j/fdhrl694GNLh6yCxosvvoiPf/zj+OhHP4qvfvWr+N73vodf/OIX8E5F\nB10AMHGTSWtTo6UFZn29EjVM5QEcPHSIagfBIBWMvV6yd3z/fcUMkkU+xRZygpPVpJSHNs6dox1E\nNAo96X1GaytCn/0s7JUrqYAOJK7GAFUfyD94EAVPPKHUPe2SElXXSKXGK49lBwLUIOXCBTA9O9bp\nIDkQZDpPtrsN2wYPBjHwj/8Y13tzZhMyTPTO3bnTo5vn5wPhsGJeAYtD6yl46BDVOuUcIOpARns7\notdeu6BjS4esgkZXVxf+5E/+JOG1W265Bffffz8+/vGP52Rgs4Kuw1y5EvrAAIzz5xG9/nqVIgrt\n2hXfSfT2wg6FYJeWwnjnnXhtwBkc5I1u2/GVVtIDwGwbXNdJjTMDmGXRrkcieTXGOcqamij4CK47\nm5iIm0lNBc6Jcjyfnd8uFiecE+186HxlCkzZ3I8iLWXV1yPa1JS1qJ9zZ6H198MuLASX4qLis5wx\n8p0xzWkV03MNva2NvHIkmcThpbPQY0uHrJr78vLyMCFuuqKiInR0dGB0dHRa1q8nT57EQw89hAcf\nfBC/+tWv0r7v3Llz2L17N373u99lfWwnuMcDs64OdnU1Yps2waquVnlB6Ydhl5bCaGkhkyRRtGOW\nRSqzKVbyk0/iyNmKHO90VGAzCbEZra0Jcgyqsz2bY0/jvdkd0HXLW9IQ9QeeqfkyydlyIcDz82HW\n1SliRTYueE6fG7u0lOSELl0Ck3VD0O5EC4dhHTgAu6wMWl8f7LKyRVEEt2pryXOnro7o67EYuKYh\ntmnTgo8tHbLaaVx11VV4++23sX37duzYsQOPP/44dF3H1VdfndVJbNvGT37yE+zduxclJSXYt28f\ntm3bhqqqqknv++lPf4pNmzZN/5sAsCoqYDk8PpyrkgTTE4CCha5D7+iAWVREK3pp7zid7fwMVvVZ\nB5ipNKpSvd3rpVTVHAYN7vfTeN1i9+JFqnvWeQ/oeqJ4YCpVZUCpJkv15WlJnc8SZm0t7Opq6lMS\n9H5ppDQVFTX5ueZ5eWATE+q5BuLzgHbzzeifpjR6riFpwdzvh7lxo9oBjdx//0IPLS2yChp/9Vd/\npf798Y9/HA0NDZiYmMh6cm9tbUV5ebnq9bj22mvx5ptvTgoav/nNb3D11VfjXBpDpIzweMgJTzbU\nFRdj+KGHAEw2PeE+H8mmiwncqqoiCul0Jsdklki2H5O2qpkKydMNRjkoTOdSr8rFzMA9HkqVyr93\npnt2bExJhys3y2TIwCMWKrEPfpCo5uHwrBo3ZVE7YwCy7YSdRHIxe2jfvpQr7+Tn2qqshPH++8oG\nwJmGKpzxt8gdsgmMiw1ZpacGBgYw6uDir1u3DnV1dRhybAGnwuDgIEKhkPq5pKQEg4ODk87xxhtv\nYOfOnVkdMxlcPBCaUJ3VxscTJjynDhNANxdMU5nUK5nz6WKaW3ru8QAeD/1/LiGpkC6jadmDmSbs\naWh9MVDwVzIdyeCcGjfl7wwj3ps0zR0m9/sRvf562MXFFKQYA/LyKGhNAePiRUDTEvy99dZWaN3d\n8B47htCddyJfMA+dSH6ueXExrJUrwYPBRZWGmgrZ2MMuJmS10/iHf/gH/PVf/zXyHTfq4OAgDh8+\njK9//etzMpAXXngBn/rUpzK6Ar7yyit45ZVXAACPP/64ep2JlQocZiza6ChCBw7A/OQnwfbuhb53\nL+lSxWJg7e3UGOf3w9vSAvT3U0ORx0Nb9Gwflmk+VExyz6W/uvTlng1Ew2JK/ryL5QfDSKthNi3k\n5an7jwm6OhijBtlUjbGFheCrV4O1tABpGHpM0+DxeoHaWuD0aXrWpHzOVNA0GJWVKCoshPH5zwOD\ng7QA8npJhSAaReF3v4vAhz4EfvPN8fM5n+toFKytDZiYAL/ySuDb34Z2881qh2EYBlm+upgVsmZP\nrVq1KuG1VatWobOzM6uTFBcXo7+/X/08MDCAYoekOACcP38ezzzzDAAgHA7j5MmT0DQNV111VcL7\nbrrpJtx0003xF2RDkOhXUDen5Hq/+y56e3uBK6+E91vfIie8996jztJ16wCvF8bZs/SwyNVQMEgM\np7nK4zvTV5EIzJoa2NXV8LzxBnhRUYIt7Ixg267f9uUEZ68BaCcxE5iVleR3PzhIadpoNH4fJqWT\nuKYh1tAALRyGZhjQ0qRkeSQCHD9OCrelpdDC4biSbWHhlAxD+8QJ4K67wIeH47W5aJSYT4YBRKOw\nDhxIrEuI57rw0UdhvPcebJ8PVkMD2cbedReGHbuMFStW0FzgYlJpYDrIKj1VUFCAriTzkq6uroSd\nx1Soq6tDV1cXenp6YJomjh8/jm0O8TEA2L9/Px577DE89thjuPrqq/G5z31uUsBICefq2jRp9zA2\nRrnY8fGEdE20qQk8FIK5cSNimzeDl5RQAU2I7znfq6TEnf7DM0USM0Xv6KBdkWHQeeZATNANGJcn\nZnPnGOfOkZROTQ1Nyn5/+vOIBVTPkSOwKypgOeoICe8Tkz2bmIDW14eRr30NnWfOoPPMGYS/+tXU\n97qg2rJIhIraUiJHLABZNEr9G3l5KXs0ok1NsEtLYTY2wtyyBby4mDTj/H5XBj0HyCpo7NixAwcP\nHsSJEyfQ0dGBt956C9///vdx4403ZnUSXdfx2c9+Fk888QS+/vWv45prrkF1dTWOHDmCI0m2q7MB\ni0QSC33i/07PDL2tjTSZHOB5ebSacdYEHJ4AfLYpHyFOKG1nmWnCLivD2J//OdVSZhM0GKOA5/Um\n7rJcuEgHhwWxcf48jDNnoAyRplgged59FwDVETSnX03y4cXkb1VXw9fcDICewcBLL8EqL5/8AUEJ\nlnI5VlVV4u5c+OTYJSVpm/FSPteLoON7OSKr9NSf/umfQtd1/NM//RP6+/sRCoXQ1NSEj370o1mf\naOvWrdi6dWvCa+mK3nfeeWfWx50EeaNpGjUKVVUp2QHv0aPQ+vvpBsvLg1VVBV5UBLukBHosBlsU\nz5iQNreDQZibNsE4fRosqXA/3TFxrxfw+Sg4iZs78POfx5t5ZkJvZCzukxyJkGBiYWG8qJ8tq8vR\nb+JimSPZbti21S6baxoxs1KlShkDi8XgPXoU4d27ETp6NL4bSEH3ZcPD0MfGoHd1KSaU7NLmPh8M\n52Qugo9VXk5q0EVFsGpqyORMNM4CgN7eDru4GN6jRycVi7NtBHQxeywvu1cgrmArhL94URG0vj4M\n7duH4nvuAevtjUt4gHYZdmkpJpqaEPjFL4hR5ffDDoWgd3fH/SxmO6EmCQvafj89nLo+825dx4oR\nAMw1a8ALC+E5cSLxfMmc/OTvkiupCRe5wVz8vVIJXUoDJctKbEAV9xj3+2Fu2AC7tBTeY8ey6jfi\neXmwamrAwmGawBkjW2RZyBcLH5gmrOpqStmKHYfW1QX90iWqawQClEZLI1qYjVKsW9OIIycqt++9\n9x42bNgAADh16lTaAywmlVuAbtJUZi2svx+eP/yBXku62ZUoWiCQsFLROjuhX7yYmyanuZD6SH7w\nGaPVWiQSl3J3JUWWH6b7N3XeJzLgyIY+Xac+DJGOjW3cSLI1sldK1OO4rsOqqIDe2QmzsRGIRsnj\nYqp7jDHq8q6vp12C2AVrzl27rqu6IjhH/7PPJvQsaH19tNtw7iDSqNNm8qRwg0YcOVG5ff7557Fv\n3z4AwOHDh9MeYFGp3IL46HprK6y6uoTGntAdd9CqPs3qyGhpoZyobdMupaoKdkUF7TJygbmYyJNT\nSpxD7+qiFEOydpaLZQG7sJAYSdMNGg5RTPka93qpZwigBsCiIjDThFVfD65p0Lu6yO9FPA/GhQu0\ni8/PB/LzYa5dS4ZLqXY9cgdhWarWoLe3T6q3KR9w8X2iTU0qlRw8dAjGu++C5+dT1kAwLtPVKuRn\nXeQWaYPGboe+y2ILDJmgd3eTaGGyWYu0Yk2C3Iqz0VGqMdg2jHPnyG8jXd52ISEf/jRjmrQzWmzj\ndzFjZCOKOQlOoU2QeB+zbbBolAIG54DPl9HLBZEI0VkdkG59yeCGEWdFiZ4Oq7qaFKQdvUnMtsHF\ncxm74orU5xaCneaaNeDFxW6tYoGRlmbjDBQPPvjgvAxmzsA5rIoKZYZUfs01JHyWjeaTZSnOut7d\nDTsYXHQTLperxEwQhc3FNn4XCwTRrKe8VyxL0dJH7roLABkCrVy3jnbmIo0lO6tjmzZR8ysANjhI\nch0yPZW0g2DSo76kBGxiguqEFRUwGxsRa2xUTELIoAFa7IV27ULB/v1KT8qqrlY7Jf3SpZSihS7m\nF2mDRiAQwIkTJ9DT04OhoSH09PSk/G+xwvPOO3EpgoGBGek4cZ8P4a99LUcjnDlYtqq62Sj2unAh\nno3ivXthnDqldiT6hQvQensxtG8f+p97DhO33AKjpQWe//xPeE6fVvR27vWSFavfT5pvHg95u5SW\nwqqvx9DDDysxPgDgRUUwGxpgBwK0U9F1WFVVsGpqoPX0ELVX3Le8qIgUYH0+VctY7LIgyx1pC+Fv\nvPEGXnrpJfT19cGeYqX6gx/8IGeDy4SU7KnZQlJgOQcPBmE2NMDz1ltze465QqaCqKNb3sVljgwp\nSg7EJXhkr4ZlgTOG2HXXKTVWNjRETpbJKa+8PGXPaq5bN6lQnY7dZOfn0wLNUej2vPMOOOcwt2xR\nr82FNatbCI8j5x7he/bswcEUYmELjZwFDWfdYxbsIy6Op1y55lhMcCoJCe7xxP273fTU4kM6J8jF\nAMOg9KeU7qipUX0QelsbqUNLfTYHG4v7/YCmwaqsTLkbSMVuSuXOxwYGyHWzsTEtfXYmcINGHDkP\nGqZpwjCy6gOcV+QkaDgxw4DBNQ3m1q1go6Pg+flE2x0ezmi+NJfgmkac9mmYQ7nIEVLdR4zFG+kW\nqzKx6HmK3nCDkiD3nDihdM5kQVs6A3LDgLlpE8ZvvRW+5uaspL5Du3ZNbsobHaXm2tLSOZULd4NG\nHDmh3P7oRz/C5z//eQBTU26/8IUvzOjEiwIi4Ni6Dk2KqomtueKuz+Swtg02NAS7ooI6XH2+nHhd\nZBoD3ICRHXLZy5Lu2FJZVnbjL8YUoqiJRbZvhw+gyV340MDjAZeyO7YNOxTCwFNPAUBKj+50uwSZ\n9gKQsKsYu+02JUHiYnEhbSHcKSFcVlaW9r8lCcn2YAx2IABr3Tqi8/n9YKY5K9MZCa2jQzU3KUe9\n+YLTH3oan8nprm2RYi4EI6c+QWZf96ylXnQdlsOXZkaYji4ZYzBrauBrblbWq3ZJCaWjRMCzampg\nrV6t6LrBQ4eAWAx6Wxs8J05QP0UsllY4UJoQOW1Yx267DYGXXlIWrjLwODXkXCwcskpPDQ0NoUhY\nJ2bz+nxhpukp6SUMXaeH0TTBvV5o4+NzqhbLpQnNfKcfZtOXcTn1dDAW70GYS4tcTZu2edGUx/N4\nYK5dG/eO53zmtRCZFpsqVSp3PwBiGzaAmSZ6jhyJN9ydOqVECc2NGxNSR+XXXktd3FL8UFJvS0vR\nffx4VkNMl7Kyy8oUjd44fZpSYj4frIoKMOEhPlUqy01PxTGb9FRWy46HhGVqMubKgGk+wRmDVV0N\ns6GBin22TQ/R2Nicr7QTLDnnE7OZsGTR/nJQyuU8MYU3R39/NofHkvCcPk3yMKYZl9qfyd9IpsWy\neavXC/3CBVi1tQlFbLOxEQNPPYXu48cnOc0pHTXJwJLp3mnoq6VTrDVOn47T6Pv6wEZHofX2wnPy\nJIxTp8B13d2VzAOyuutSSYOPj49ndNlbjGCc05aZc2o02rYN5ubNYJY1p6vDJQuxEr0sdhuaRkXd\nJOHHWUNI4c8VWCwWHxvn8Y7qmZ7HsZNICc4pbSdkdyLbt6P4nnvgef116BcuwPP66yi+556UE7NK\n91kWmTqNjlKwC4czTuTeo0cR2rULens7jHfeAXPYSctaB/f7qe9K1wGR9mWcA4YBvbPT9dGYB0xJ\nibrnnnvAGEMsFsO9996b8LtwOIzrrrsup4Oba3CPB8w0oQ0PQxsaoo7TkhLoUkAtF7uCbHopFtME\nfTlRdIXjIZf2psl069lgjiXpVQE6hQz5nI/N4ctibtoE/69+Ba2nhwKsnKh7elCwfz/6ktJAZmOj\n8vbWIhFlUcA9nikL4s4+DrO2Fsa5c0S7ra9Xyrbc56N0YiSiOtNV4NQ0xRR0fTRyiymDxu7du8E5\nx3e/+91JLKmioiKsXLkyp4ObK3BNAwPikgfiRmOjozBGR0nBs6yMmpbmGpmCRqYJYwGYNXNBBFj0\nkCttuVJljIgQc+G9DWT/N8syQKcMGHMJx+LFLiiAtXo12MQEhh94QIl9JqScOCexwiSoJkBNi6eY\nbJu0ogxDedskQ/ptKDFExmBcvAjj/HlYVVXQurqghcMkyCnk2+G0dxZCo0BufTQyKeleDsiqEB6J\nROCT9qeLCLPq05CTsbi5Y1u2wDh1KlG2eZ6RoE7rIjdI3tk5f56vAO1Unc2008jQ1T9nRXfHLsuq\nrk4ocK9ct06xtxSElHnnmTOTDuU9elRpV3G/X5mdgXNofX3oSeHWWbZz56QmP3AO4+xZsOHhuPWr\nTM0ZBokiyp2xrsOsq6OdUJpGwNkWwrPx7FgqyEmfhhNHjhxBY2Mjamtr0dLSgqeffhqapmH37t1Y\nu3btjE684BAPIc/Pn19/7TTpKG4YkxV1F1oGZLH2D8wGydc+SVp+XsA57JISaENDU59T12khMUUR\nmQnvbLu8XNXqpgVZzxG7b7OhAT2vvJLwFnP9etKkAuLvNU3y1UiBaFMTotdfr3TfjHPnwH0+smut\nrwcwecVuB4NERkly3mNDQ6p+AQiF3khEeWxMYk8JhhVALCznjgCf/OT0rk0SEnZDgPp/ut3TckVW\nQePf/u3f0CQuys9+9jN89KMfhd/vx4svvrgkGVQJGB8HDwbBhoZmJjs9XYhJylq9GnYgAM/p0/Qg\n5uXR78bH46vHha4tLLeAsdBwFKDNDRugtbeTcqtj0cJ9PsVu4rqeHdNJ08CGhigdpOuUYrOsKYM+\nByiF5PNR4dswwIuLMfS3fzvpvcMPPIDivXvp+RCNffaKFRh+4IG0Q4ps346Co0fp3haBT29vx9h/\n/a8JK3bZh6H19VHfFBKb/GBZgN8fP7DHQwusiQl0vf12ynOnOn7RN78JFBYCV16Z+XqmgeyKd+Jy\nrJ9kRX8aHx9HIBDA+Pg4Lly4gJtvvhlNTU3o7OzM9fhyDmaa4Hl5xIGft5MysJ4eGBcvAoBSBZVe\nHi6La2FhFxbO/UEZg11UBKusDFzX4fnd72C0t1OapaCA8vRyFQ3EqbHZ3AtS0kOmj0S6huflTXor\nDwRIIyoQwPCDDyJ6ww2wamoQu+46DH7nOynTLNGmJgweOIDotdfCqqlB9NprMXjgAABazZft3InQ\nrl0J7ChfczOs6mo6l7BQtqqr4WtuTlyxiwZYu7QU9ooVdG3efhvG2bNxJ83klG0sBj7F3yjV8bnf\nD/1738t8LaeAVVurlHolLkdvj6x2GqFQCGfPnkV7ezvWr18PTdOWLOV2EjSNHk7OaYUjC6G5XGVr\nGrTxcWKVGAatqCYmLo/eiCUAbXiYuq9XrSK3uTlIX/JAAHZJCdmehkJEuhCBgQPKUhWaNi0JGw5B\nXBCyMTL4qIWIpoEHg9TBLY7LfT7wYBCje/ZgdM+erM6T7IonV/OIxaD190Nva0OouRkjd92F0T17\naFVeUQHbSZaRdHcg7YqdB4Mw166NN136fICcqD0eCiC2jfCXvpR2rOl2BJAWtjNEOsmTy83bI6ug\ncdttt+HgwYMwDAN7xE124sQJ1NXV5XRw8wEOSgmYotinXbxIK8BcBg2RDgCQ6LG83HYYi41OPB1Y\nVjztMBdU3PFx6L29sKqrYa9cSQ52QreJiZU4dJ2opXl5WbG4OGNgILaTNjJCTLCJCdiMEd0VoElX\nSH6Y69aR853orp4NlFxIZyf9ncV5Cp54ArEtW5QqbnKNQq7KU/2ORSK023DUDKyqKrDiYrpew8Pg\nhYUIf+lLUwa7dOfGLOcrKXnisqeyYE+lgilWXwupfjsnKre6Dm4YsIuLqQlJsDOm08E6IyzHIvNy\nwxz9jWzDgF1TA6OtDdzjURpn4JwCkky/aBrY+DjVNcbH045DLTg4h11QQPespgGxWEINRMrYcMNQ\nnvdzxfgp27kTWnc3fQ+ZFuMciEYR3bFDrcpTMY0ApPwdGx2FVVMziUGVjnGVDulYTnjySfTMoqax\nnJBzafSpHPoWUrRw1kGDMSoECjVP7vPRai3XtFc3YFx24JoGJlKgAGj1L+RAnPcdB6CJdGkCxOQP\nTYNVWwurtpY0oMbG6H51FsABWgz5/WCWhVh1New1a2a9OnYynrT+fmI2OeU+ZPHdtqmekZ8Pzhi0\ncHjSeVP1OwQPHUqrOZVsvpSpXyLV7ws/+Un09va6vRaYh6Axlfz5knbukxo+tu1O4i7SY652HPn5\nRHIQVGpu22CaRlTU8nLo3d00GU9MTD6frsOsrYVVX68m0NCuXfAeO0Z0VMaon0FC1DKYZYGn6afI\nBkqk8PRpaAMDsCoqYFdUQOvqgvH++xTI/H5Fw4VlAXl5iG3aNO1djffoURTfcw/Y4CCl7ASjK7lA\nP9N+iRUrVmD4f/2vZdNrMRvkvE8jOTAMDQ3hF7/4BdatWzejky4aJDd5LYQirYvFjzlaUNihEHgw\nSDTbiQkwTUP/s88mrL5Dd9xB5AhJuRYyHLBtwONJKLqGd+9G6LXXKL2VjkQxi4DnnJxZOAzYNuk7\n+f2wV66ENTFBHdrRKDG1LAtM12GuWqVYS8A0+xg4J2VogFJrKcY+m34Jt9di9pgRXaeoqAif+cxn\n8LOf/Wyux7Ng4F7v4thtXIaeFpcL9K4usksV2knm+vUJq1vZFGc2NiK2fj1NaKK+xr3eSavhaFMT\nRu6+GwAmUUGV54Vpwly/fkbjdU6wLBqlHY2mQb90CQD1GlmVlYju2AG7rAxM02DW1YEXF6tjTKeP\nIXjoEOzSUsQ2b0bsAx9AbPNm2KWlk8QH06ngZnOe2XzWBWHGHM/Ozk5E59G+NNfIubZPtpArSxfL\nDiwahTY6CjY+DjYyAs+JE6jYsiWhxyG8eze0vj7lncH9fqJmp/GtGd2zB+bGjQm9HvI/FouBl5VN\n2YQ3FZwTrKy7OIUB2dgYzI0b0f/cc+g5cgTR669XndvqO0+jjyHbCX02/RJur8XskVV66tFHH034\nORqNoqOjA3/2Z3+Wk0EtCBZLWsqy5t0a1sUCgXNo/f3wHj2K0v/3/yiHL/y2mW2Di8K5VVWlxP7C\nwKQiLhsdRWzTJgoUQ0Mw2tqoKG7bwCxERZ3UVauqCsa5c4BlKWHH5B6F2fYxZKLpzsV53F6L2SOr\nQvh//Md/JPzs8/lQU1ODioqKnA0sG8wJ5TYJ3OeLd+W6cLGQEE16PBCAVVkJbXhYdTc7JzweCCgt\nJjY0RJO7oPQyXQfXdYzcfXfWjXwA1TMKH30Uxrvvkr5TTQ1JgXR3wy4qgtnYmJJ1NBtm0nQK3DM5\njxQsdNlTOWRPHc1gmsIYQzAYRG1tLUKz9S6eAXIRNFy4WFTQNCoymyZN3mvWAKYJvaMjvpsQ+k5W\nRQWxr8bGiH3k84F5veDRKKDr6P/hD7NmMcnJG9EoNbtGIoht2oSR+++fswk21eQNTN5JzdX5XLvX\nOHLGnnrttdcyHmBiYgKXLl3Cbbfdhg9/+MMzGoSLJYyl3PW9FGDbtJvQNKLixmIw3n9fdZKDc0oZ\nMUYFatH/wX0+RcWF1wtEIlkzhJK9LWIlJWCjo+Ch0JwGjFSigkMPPzypJ8PF4sKUQeO+++7L6iDt\n7e144okn3KBxOWI+d3pugIJ+4UK8GO1g+zEROJCfD4yPE7FDNhCKRj9nQXmqFM18qLm61NelizlR\nyKuursb27dvn4lCXBzSNBOWWA+bYDzvjuZYwZkTo1nWaUHUdcNbbknuMpCTJ+LjStJLvY9EoqcyK\ngrJc5Ws9PQmrfMngmg+GkUt9XbqYM1nVT33qU3N1qOUPIVuyHMANg1a4bm0pIxioK5w79Nq42Amk\nu37cIZZoFxbCrK0lRWR1UPE5sQtTWlDSvEssULSRkYSageq/GBqC3tYG/fx5lHz5y/AePUqMLKEF\nBWFuNNcMI5f6unQxb2qDJ0+exAsvvADOOZqamnDLLbck/L65uRm//vWvwTmH3+/H7bffjpqamvka\nnouZgvOl4/8x33auKaCNjiJ2xRVkviW6n7lIH2ljY4mfEzLpdiAAu7wcdnEx9O5uQNqcysDAORk2\nRSLEuMrLi4sXimPzYHBS+okNDlJ9RNPIJjUcVnWFXKu55or66jKjco8Zq9xOB7Zt46GHHsLevXtR\nUlKCffv24Ytf/CKqqqrUe86ePYvKykrk5+fj5MmT+PnPf57RFdBlT7mYdzjqKtzrpR2jnOhlmgiY\nMjhxXQdzvsfpUS52BiwSoRSmpsFcvz6BWotYjEQDpXy6/BxjpAMlU1WWBebzIbZqVYLoX2jXLmg9\nPdBbWqBJnSvGYPv9sBoaUgoE5gJzPcFnouy67Kk4ZsOemhfXn9bWVpSXl6OsrAyGYeDaa6/Fm2++\nmfCetWvXIl8Uw+rr6zEwMDAfQ3OxGLGQZlSMkStc8hjk4kS44tmFheS6J82O5O4iC09A4Oa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XUqN2NJVf+QLnXyddFbYYqVsXHmTEp5Dy5SUMy2Yfv99B7GaDchWVCxGJjHA3i9MFpaqC/C56Nd\nh9OVTuT0zY0bwYaGwITS7KQ6j20TI8vrBRsdnZTPT6eIGtq1i7wrOjvjdYlMiw6HMZQMgMw0icn1\n4x+jN5XxEGOUhjMMElbkHLyoCMMPPJAQFGaq3Orsz3B6Zi+G1NRSkjBfjHCDhos4kletadIiem8v\nieDJxrgsTIkmIcVkKDWVmEwNOcckTYtkF7dlUYNbQ4NK/1grV8K4eDF+bDExcsMg1z0AjDFwgIQC\nAdg+H41f9GzIgjL3+2k1LuxfAVDh++JFwLKob8PnA8JhVcNI+G6MwaqooBpFKBS3Rw0EUPSNb6Sd\nrPS2Nip+a1q8SJ1c4BbXJFZfDwAwLl4Ei0ZpR7R6NV1D0UBXePPNQFJDW/DQITJ8cviBs9FR2KWl\nczZ5JvRnADNiXuUCizmYLRW46SkXCkpRlfPUAcMp7T0xARgGFUpnmKayfT6VWuJ5eTA3bAA4h+33\nI7ZhA+z8fNoJiB4K6Hq8gC0a6pzQh4ZoF3TjjYhefz2i27cDHg+0SIS+m5hwGecwV61C5KabYK1e\nTQFIFoQdHhey9sBGR8EGBmC0tgLRKMzVq4m1lJcHOxRKDBiGQd8pEIA2MADPe+8hvHs3hvbtgzY6\nSrULx2SVnLKxamvp2orxyL4RZUMrmFzDDz2E3t/+Fr2//S06W1vR98ILiN5wA5hlZUwjzUfvxGLt\nz3CbDWcPN2i4IGhaekqrhDOQSI8I05y6UJsG5qpVsBoayJ8iHAYbH6deBNOEvXIlmGkidt116Hv+\neQw/9BAFj/FxRb/lhgFoWqIu0vg4pYv+8z+pgOwwYHLuJrjXC+PSJVXoTWBLmaZiS0kJD7usDEZb\nG7nkNTQAjNGOQDrX1dYSMcDvp2M5JEZYJILQrl0o+e//PXW3d9JkFd69W2k+qeDo8YB7veB5eYju\n2IH+H/4Qo3v2JHwu2tSE8O7dqoBesH8/Vtx6K4wrr5xUT3B2gKs/5xz3TszHOWaCxRrMlhLcoLHU\nMRfaWzIVNZ2CPefQRJ9CtrBKSmCtWgWruhq8pIQkPZznFStqNj6OsU9/Gqy/H6E77kDBE0/ArKwk\nTwqx0jbXrYO5bh24xwOjrU014cGyKPUUi1Gnt6yBiBoDbFult2ShN4EtZdsUYIR3d/7hw2CyV0LX\noY2OUpd0LEbvsyyS7piYoM/GYvGO7UiEgpthQBsZgd7ZCTY4GL+EKSaraFMTRu66i3YW0Sj1TlRX\nw6qtRf+zz6ZlHyUYJhkGdXifOkXn7ulB8d69KP3EJ1C2cydYf7/qRJ8NK2oqzBXzaq6xWIPZUoIb\nNJY6lgozCyTHMfr5z5Pchli9A0Tn5YWF4MEg4PVC6+9HwYED8PzhD2ry9bS2go2MwK6ogFVVBb2j\ng4KCrpPia2kpdWBLCqoj96/g+Fmm4qJNTej7P/8H/c89l8iWWrOG6hq9vTDOnFHOdfqFC5OkSADE\nO8jlf6YZ9xUXKbZkvah0k9Xonj3of/ZZUsYtK8uojAskpl30S5fonIYB1tFBnd/ie9ilpXH5eE3L\nWe/EYu3PWKzBbCnBVbl1kXvoOinAlpTQClfWACyLVveipwGAepDBObGAnNLlkiEkJ2LB5lIsKlEY\n9nR1gY+Pg/t80IaHqVDtrIVoGuzycnQfP54wzLKdO8F1Pb5zkEPSdZjr19Pr4+Px+ockAMhai+yW\ndwYsUYiHYdBuhnPEPvCBBAVbX3PzrJk8TqVaz1tvEdVX9JjYXi8FNdtGbNs2AOl9MZYzpMqty56a\nncqty55ykXtYFtjwMIyhIZrgAwHqUhZ5e67r1IQGJKTJVHBJYlqxWIzkOsTEzgXjymhtJTbVli2I\nRaMUfNrbYRcWkiCgkAuXPRESahI5fz6lvwazLLDRUZhr1ihnPFlrYDLwOckDzhqPaYKZJqzVq8E1\nDdrwMLS+Pli1tYhs364kz2fL5HFqPCntLIAa+8bHabyOZszLOY8/UxqxC4IbNC5XzFAHasanSxY4\nFAVpFo3SZC57EkyTCuy6rgQEnZ+Rq3sp4c2F7SkXE7Vx7hzYpUvwjI0BhoGxP/9z+H7/e2J5iV4J\nra8PrL+fVufBIPTubrVKTwe9owOxa66BVVNDrnZid8Eti8Yp0j3ctpX2VPzLM7CuLvDaWgw89ZQK\nCKFdu+aMlurUeLIqK4npBYDX1QHnzwPRqBJQBNw8vouZw61pLFdkosHOYcDI6kjOnYLscvZ643Lk\n4j1mYyPG/st/idcGRLEZtq1SP7bXS7TY/HxKw4iucKusjCbwsTFSmS0vh+/3v1cMKK2vLy4KaFmw\nS0thnDkDrbeXGFhT2L7K3QY8HozcfTexqMbH4z4TmhYXK2QsnsISwVkTqSjnDkJpQA0OKtlzKR0y\nXThrCMw0EbviCpiNjYBpwmxogF1WFk/puXl8F7OAu9NYrpjPArnHMz2THpGukjDr69EjKKGSBWRV\nVkLv6EiQ0ZBaSZppwjaMeGe3bdPq+uJF2Pn5YFdfDVMEADY6Cl9zs8rdh3btUkEGgEo1GRcvZuyI\n57qOYZE6im3ZguJ77gEbHIyLFqZzFhT/D7z0EmJbtqjAYdXWQm9tjXd/GwbthEZGUH7NNTAbG1W+\nPZs8fKq0i5vHdzHXcIPGcsV8Bo0ZurpJGG1tyD94EKN79sRZQKWlsFeuVP0SAADLohSLrtOuYWIC\n8Plg1tRQ4IpEYDU0JN7UsRi8r72Gsp07YdXWwjh9GpajExq6TtpLGWBVVFBznoCzq5oNDcXpvTKF\nJoOIgGwWdKaewrt3I3THHfHPRaNUr/F4KHgIqizPy6P6g88Hs7o6ofYhx5IcDGSQMNrbEaquRnj3\n7suq6O0id3DZU5cTJMtHFkWFfHdWkC55OQLXdfT/5Cco+sY3VH2BDQ5Sw59YwfNAgAT4REf20L59\nNDGeOkXie+EwFdTXrEEsGKTJvKUF8HoR27QJbGwMxtmzsCoqyI4VgOfkyXjQSPcdNY0YUD4fzIYG\n9L78cgJbCQC57rW3QxsdJe8PZ51D16lAL7zG5bj1tjYKBoahejy4YVAANE0qvLe2gpkm/b2kAOGa\nNUrCXRsdndJT3Cguhjk4uGC+3IsJrkd4HK5HuIuswCUV1LaJq55lwODBIExHETUXYJaFkq98BVpn\nJzxvvgnj1ClqHJS1GanDpGkw2tth1daqLmgeDMKqribKbTQKduYM2MCAYgeZq1apLmyrogJ6d3c8\npRSLUbe10LWCrlMhXg1MGDUJXw3j3XeVp4azSYwXFcFavRqRm25C/+HDpF7r9cIuKFD6WGxsDHYw\nqJrw7NJSCnKmCbOujs7r9SopE9VvYdv0f/H99UuXwAMBeN57L7UkRrKnuCuV4WIO4QaNZQ7u96t/\nS6oq/SL7Dabt91PePcfQhBAii8WoWDs6SjtJzuPGT5wDkYgq4jqb2nhxMRWovV4YwmLVrKtL8LOw\nKyrIoU8UxmXAiX3gA8QmYiweTKVwoyyex2LgPh+Chw5N2SQWbWrCwFNPwVq9mlhbRUXq94zzhAnd\nXLUKgCiKe73KW8OqrKR6jjPlBSizJBmwUklisOFhVyrDRc7gBo3lDuFOJ1fsbDq1DtEdrQ8MkECf\nxzMzx7zpQMqJS2ot5zTx+v20K9A0xDZtUmmWZC0hXlQEvm0brOpqRK+/Pt7/IQ8/NgazsVGZAkm3\nPq2zE1pXFwUnKZCYTBO2baLctrVl7HhO93spk67GW1wMs66OfD2CQUDTSBm3qIh2F5YFq7o6zh4T\nuw42MQFz/fqUkhi8sNCVynCRM7iF8OUOy4K5apWS7Mhmh2Hn54OvWBEX/LNtChg+H/UliNXwtJBt\nTYQxouLqOjgAFo3CLioCr6xUOfuR+++Pfz1HU5uC8ODO5E8ti8UsHIbW00Pvk6wquduQTXuaRpO9\nx6P6HdI1iSUzlYb27UtgTE0ar9eL6PXXo/+55xI+azY0QOvtpZ1RIAD9wgWwSATmpk0YfuABAEj9\n/b70JQReeomO7fG4FFsXcwp3p7GA4Pn5pLkkUhUAsl/FZ/E+7vMBHg/s6urM7xfnt/1+mFu3wqqq\ngtnYCHP9etihEGkoiVUulw54okDMPZ4EaqldUkLCgj6fep9z3NzvT0z9OMagejY0Dcw0YW7aNKV+\nUao0EcbHVZoo3W7AKfBn1dYq/wq7sDDRXxug9JimqT6QqSZf53FTSaBn0j5yWqP2vvwyBr/znXjv\nxXXXof/HP0bvyy8j2tSU9vuN7tmjXkd396LRfXKxPDBv7KmTJ0/ihRdeAOccTU1NuOWWWxJ+zznH\nCy+8gJMnT8Lr9eKOO+7A6tWrpzzmUmZPcV0Hk+J6ug6roAC61EmSDW1zcZ68PMSuvBLe119Pv8sQ\nE7hZVQW9qwtmY+MkNk7+4cPQenvjTnfRKBhEY19enppozbo6gHPqSLbtuO6TyMXLbm9LTHTa2JjS\nmYJtUzpJyotrGgn3ZZjsklf2+t696EnlVudAaNeuhBW/ceoU7apMkwKkw5FPOtxFd+zI2N+QfFxg\nss7TfPZMuIyhONxrEcei156ybRs/+clPsHfvXpSUlGDfvn3Ytm0bqhyMnJMnT6KrqwuPPPIIWltb\n8eMf/xhf//rX52N4CwJmWbSqzssjFdLRUUw0NcF3/DgFQknllMEjSZYiQU58qmBg21QAFXn6lIwp\n0c3MQyGYK1bALi2dNKHFtmxB4aOPwvjjHwEAsS1bMHHLLQg+/TRYOEwd2OLvabS2Al4vzOpqGO3t\ngJD0kOe3NY2YTMXFsB0UUcRi0Pr7lcHTyF13ZTWZJqeJVqxYMcmtLhl6WxuxlwSsykoSJLQsIgvY\nNokg1tWBFxZC6+vLqs8h+bjA5CK0q33kYiljXoJGa2srysvLUVZWBgC49tpr8eabbyYEjbfeegs3\n3HADGGNoaGjA2NgYBgcHUexgviw3MNMEB00qdkkJmK6j/9lnETx0CN7f/pZeLy4mOW4gIVDYXi80\nUZxm4+Mpj88NA+aGDbDLymCXl5M8hbQ0BeK5er+fdgJTcPmjTU3oTfF6bMsWZZ/JAwEY77wDgGiu\nvLgYsZISMisSOxhEozDa22G0tCC2aVNCh3Xw0CHlBpjrjuXk2gIvLoa1ciX0ixfJx0IEQcl8yraI\nnKpm4RahXSwnzEtNY3BwEKFQSP1cUlKCQYcZDQAMDAxkfM+CQeoIZYGsrU91HTwvjwyFGhthV1Qo\nVk7/c88heuONRNmsqoJdWEgdxfn5sIuLEb3uOlgbNiC2eTNiGzcm1gYEu0lqM8lV7vADD8BesYLS\nQ07Zbp+PLEwbGmaU907Oq6eiuWr9/ZTmyc8HLylBbPNmmBs3godCCWwjmctPZzQ0l0hZC/F4MHLf\nfXGqbGHhtIvIrl+Di+WOJceeeuWVV/DKK68AAB5//PHpUUjnAdOpsMj3OkOS2nv93/+b9nPZhLDk\nY68AgL/8y7Tv88r3zAR/+ZcJx/ameZsvxWu5ahmsytSMmDRmiSIA+Nu/nfR61tcmzXFnfG3nABmv\nxWUE91rMHvMSNIqLi9Hf369+HhgYmJR2KikpyfgeALjppptw0003AQDuvfdefFNQDi93PPzww+61\nEHCvRRzutYjDvRZxzOZazEt6qq6uDl1dXejp6YFpmjh+/Di2CQcxiSuvvBKvvvoqOOdoaWlBIBBY\n1vUMFy5cuFiKmJedhq7r+OxnP4snnngCtm1jx44dqK6uxpEjRwAAO3fuxNatW3Hy5Ek8+OCDinLr\nwoULFy4WF+atprF161Zs3bo14bWdO3eqfzPG8LnPfW5ax5RpKhfutXDCvRZxuNciDvdaxDGba7Gk\npdFduHDhwsX8wpURceHChQsXWWNJUG5zIUGyVJHpWjQ3N+PXv/41OOfw+/24/fbbUeN0qltGyHQt\nJM6dO4dHHnkEX/ziF/HBD35wnkc5P8jmWpw+fRovvvgiLMtCMBjE/Q7hx+WETNdibGwMP/jBD9DX\n1wfbtvGxj30MO3bsWKDR5g7PPvss3n77bRQUFGDfvn2Tfj/TeXPRBw1XgiSObCvU0hAAAArvSURB\nVK7FihUrcN999yE/Px8nT57Ej370o8v2Wsj3/fSnP8WmTZsWaKS5RzbXYmxsDM8//zzuvvtulJaW\nYtjh0b6ckM21+Pd//3dUVlbia1/7GkZGRvDQQw9h+/btMIxFPx1OCx/60Idw88034wc/+EHK3890\n3lz06SmnBIlhGEqCxIl0EiTLDdlci7Vr1yJfSFjU19djYGBgIYaac2RzLQDgN7/5Da6++moUFBQs\nwCjnB9lci+bmZlx11VUoFbpYhYWFCzHUnCPb+2JiYgKcc0xMTCAYDELLpUfMAmHDhg1qLkiFmc6b\ni/5KLXkJkjlENtfCiaNHj2LLli3zMbR5R7b3xRtvvJHA0luOyOZadHV1YWxsDI899hgefvhhvPrq\nq/M9zHlBNtfiwx/+MC5duoS9e/fiW9/6Fj7zmc8sy6CRCTOdN5fXfsyFwunTp3Hs2DE8IMx6Lke8\n8MIL+NSnPnVZTgjJsG0b58+fxz333INoNIpHHnkE9fX1WLly5UIPbd7x7rvvora2Fvfeey+6u7vx\n93//91i/fj3y8vIWemhLAos+aMylBMlSRzbXAgAuXLiAw4cP46677kIwGJzPIc4bsrkW58+fxzPP\nPAMACIfDOHnyJDRNw1VXXTWvY801sn1G8vPz4fP54PP5sH79ely4cGHZBY1srsWxY8dwyy23gDGG\niooKrFixApcuXUJ9ff18D3dBMdN5c9EvwVwJkjiyuRZ9fX04ePAgvvCFLyy7CcGJbK7F/v378dhj\nj+Gxxx7D1Vdfjc997nPLLmAA2V2Lbdu24cyZM7AsC5FIBK2traisrFygEecO2VyL0tJSnDp1CgAw\nNDSEzs5OZdtwOWGm8+aSaO57++238eKLLyoJkk984hMJEiScc/zkJz/BO++8o6hja9asWdAx5wqZ\nrsXhw4fx+9//XhU8NU1btiJtma6FEz/84Q9x5ZVXLlvKbTbX4p//+Z9x7NgxMMZw44034iMf+cjC\nDTiHyHQtBgYG8Oyzz2JoaAicc9xyyy24/vrrF3bQOcAzzzyD9957D+FwGIWFhfiLv/gLWMLUbTbz\n5pIIGi5cuHDhYnFg0aenXLhw4cLF4oEbNFy4cOHCRdZwg4YLFy5cuMgabtBw4cKFCxdZww0aLly4\ncOEia7hBw8WC4eWXX8bhw4cXehhZ4aWXXsKDDz6IWCw2J8d77rnn8Mtf/nJOjpUtfv7zn+PQoUPq\n5/7+ftx///3o6elJ+f49e/ak/Z2Lyxcu5dZFTtHc3Ix//dd/RWdnJ/x+P2pqavCJT3wC69atW+ih\npcSdd96JRx55BBUVFeq1rq4u/P/27i6kyfcN4Ph36qZuw6mLCtR1oEm+tQONNF8OwixK0MQCk6US\niQdaplQWBRZCIaUdRBCWGSKYpqYIIXRQ6EGipCFG+Y4jw/KNnG66nL+DaGg/s5l/+9eP+3Ok257n\nuh6R53ru+3l23Q8fPiQkJASTyfTDFuy/y7lz5/j8+TN2dnY4OjoSGBhIcnIyTk5Oq25XX1/Px48f\nOXnyJADFxcXs3bsXrVZLYWEhoaGhREVF/Y5DEP5if3wbEeHv1dTUxNOnT9HpdAQGBmJvb093dzed\nnZ0/LRoLCwvY29v/pkxXNzY2xvHjx9myZQsvXrz4f6cDwKlTp/D392dycpKioiIaGxtJTEy0efvx\n8XHCwsLQarUbmKXwXySKhrAhZmdnqa+vJy0tjeDgYOvrWq3WeqJaeuU7NjbG+fPnSU1NpaGhAbVa\nTV5eHr29vVRXVzMyMoKTkxPx8fFERET868q4paWF5uZmLly4AHwdMeh0OpqampieniY0NJTk5GQk\nEgmjo6OUlZWh1+uxt7fHz8+PjIwMrl+/DkB+fj4SiYTU1FQCAgJ49uwZAwMDWCwWfHx82Llzp7U7\naGFhIdu3b+ft27fo9Xq8vb1JT0+3tmL/Uf7379/Hzc2NhIQEZmZmuHfv3rIYOp1uWQfSH3FzcyMo\nKIj3798DX/sHlZeX09vbi1Kp5MCBAyuuB724uEhJSQm7du2ivr6enp4e+vv7qaysJDw8nOTk5GWj\nrvn5eerq6mhvb8doNOLh4UFubi4ymYw7d+7Q29uL2WzG09MTnU6Hh4fHr/7rCH84UTSEDdHf34/Z\nbF5zr6d3795RUFCARCJhbGyM4uJiUlJSCA4OxmQyLWuw9jOvX7/m8uXLGI1Grl69ilarJSgoiCdP\nnhAQEMDZs2dZWFhgaGgIgLy8PE6cOEF+fr51espgMBAeHk5GRgYWi4UHDx5QUVFBVlaWNU5rayvZ\n2dm4u7tz69YtmpqaSExMtDn/xcXFn8b4kYmJCbq6uqx/57t37+Lh4UFRUREfPnzg5s2bbN68GT8/\nvx/uIyEhgb6+vlWnp6qqqhgZGeHixYuoVCoGBgaQSCQABAUFkZaWhoODA48fP6akpIT8/Pyf5i78\nncSNcGFDzMzMoFQq1zzFFBcXh6OjIzKZjNbWVvz9/dm9ezcODg4olUo0Go3N+zp48CByuRy1Ws2O\nHTvQ6/UA2NvbMz4+ztTUFFKpdNWpMqVSSUhICI6Ojjg7OxMbG0tPT8+yz4SHh7N161ZkMhkhISHW\nOLbmb0uM792+fZvMzEyuXbuGr68vhw4dYmJigr6+PhITE5FKpWg0GqKiota9dobFYqGlpYWkpCTc\n3Nyws7PDx8cHqVQKQGRkJM7OzkilUuLi4tDr9czOzq4rpvDnEiMNYUMoFAoMBsOa7024ublZf56Y\nmFhX99Glq9PJZDJMJhMAR44coa6ujoKCAhQKBTExMURGRq64j7m5OR49ekRXV5f1RGgymbBYLNZ1\nOlQq1YpxbM3flhjfy8zMxN/ff9lrU1NTKBSKZetCqNVq60jqVxkMBsxm84rHYrFYqK2tpb29nenp\naevow2AwIJfL1xVX+DOJoiFsCG9vbxwcHOjo6FhTZ9lvJx0Ad3d3BgcHV/ycTCZjfn7e+vta1rxW\nqVSkpqYCX+853LhxA19f32VPTH3z7cmvS5cuoVKpGB4e5sqVKywu/vyhw9Xy/1/FWMrV1ZWZmRmM\nRqO1cIyPj697mQClUolUKuXTp094eXkte+/ly5d0dnaSm5vLpk2bMBqNZGVlrTl34e8hpqeEDSGX\ny4mPj6eiooJXr14xNzfHly9f6Orqorq62qZ9hIaG8ubNG9ra2lhYWMBgMDA8PAyARqOx7nd0dJTm\n5mabc2tra7PeW5DL5UgkEusVvYuLy7LvJphMJqRSKXK5HIPBQENDg81xVst/qfXEWMrd3R0fHx9q\na2sxm83o9XpaWlpsavv9/XEvZWdnR0REBJWVlUxOTmKxWOjr68NsNmMymaxTb/Pz89TU1PxS7sLf\nQ4w0hA2zf/9+VCoVjY2NlJSU4OTkxLZt24iNjbVpe7VaTXZ2NlVVVZSVleHs7Mzhw4fRaDTs27eP\nwcFBzpw5g5eXl/UEbYuhoSEqKysxGo24uLiQlJRknXqJi4ujtLSU+fl5UlJSiI6OpqSkhNOnT+Pq\n6kpMTAwdHR3rzn+p9cT4Xnp6OuXl5eTk5KBQKIiLi/vXNNZKoqOjKS0t5fnz54SFhXHs2LFl7x89\nepSamhoKCgqYm5vD09OTnJwc9uzZQ3d3N7m5uSgUCg4fPmxdu0L4bxJf7hMEQRBsJqanBEEQBJuJ\noiEIgiDYTBQNQRAEw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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig = plt.figure(facecolor='#F2F2F2')\n", "ax = fig.gca(projection='3d', axisbg='#F2F2F2')\n", "\n", "plt.style.use('ggplot')\n", "ax.set_title('Uma teoria sobre o impeachment', loc='left')\n", "ax.set_xlabel('Circunstância Política')\n", "ax.set_ylabel('Justificativa Jurídica')\n", "ax.set_zlabel('Probabilidade de Impeachment')\n", "\n", "ax.view_init(elev=22, azim=-118) \n", "ax.dist=10 \n", "\n", "ax.set_ylim3d((0,1))\n", "ax.set_xlim3d((0,1))\n", "ax.set_zlim3d((0,1))\n", "\n", "ax.scatter(\n", " x, z, y, \n", " marker='o',\n", " s=8, \n", " color='red'\n", " )\n", "ax.grid(True)\n", "\n", "fig.savefig('fig1.png', facecolor='#F2F2F2', bbox_inches='tight')\n", "\n", "\n", "\n", "fig2 = plt.figure(facecolor='#F2F2F2')\n", "\n", "plt.plot(x, y, 'ro', alpha=0.75)\n", "plt.style.use('ggplot')\n", "plt.title('Probabilidade de Impeachment condicional à política e o direito', loc='left')\n", "plt.xlabel('Circunstância Política ou Justificativa Jurídica')\n", "plt.ylabel('Probabilidade de Impeachment')\n", "plt.axis([0, 1, 0, 1])\n", "plt.grid(True)\n", "\n", "fig2.savefig('fig2.png', facecolor='#F2F2F2', bbox_inches='tight')\n", "\n", "\n", "fig3 = plt.figure(facecolor='#F2F2F2')\n", "\n", "plt.plot(z,x, 'ro', alpha=0.75)\n", "plt.style.use('ggplot')\n", "plt.title('Correlação entre política e direito', loc='left')\n", "plt.xlabel('Circunstância Política')\n", "plt.ylabel('Justificativa Jurídica')\n", "plt.axis([0, 1, 0, 1])\n", "plt.grid(True)\n", "\n", "plt.show() \n", "\n", "fig3.savefig('fig3.png', facecolor='#F2F2F2', bbox_inches='tight')" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.6.0" } }, "nbformat": 4, "nbformat_minor": 2 }