{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "Title: Texture Analysis\n", "Author: Thomas Breuel\n", "Institution: UniKL" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "\n", "from scipy.ndimage import filters" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Texture Segmentation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Images are often composed of multiple _textures_.\n", "\n" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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3j8wtI8kQlCRDoHBUZNF+v29ZGVRJQJFk5afX69U777yjSCSicDhsA4zooKNN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\nzAOPjZTy1e12m/caEXl9fd3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UKkqn03ZObTqdNtGVKjYWixnVCx9OpzHWz52dnWua3snJ\niTmoQqGQ2u22Go2GHemYz+etyiT593q9a9Qa6Ps73/mOstmsXnrpJdVqtWtHSq6srOi5554zPzs9\nE3Sx4nryer1mKsEk8cYbb3x4nPs/+2f/TLlcTi+88IL9XaPR0Be/+EXduXNHP/VTP3XtbL9/9+/+\nnW7fvq179+7pa1/72v/x9zK8P5vN2ob3+Xy2uUejkc7Pz6/xg6CGi4uLa51ooVBIzWbT3A2M8KWj\nj1IU6oOKwe/3G28L+kGA8fl8Ojs7syQDD4oAh0hG8iBxUC5mMhlFo1FtbGzo4ODANsbZ2ZnG47Hx\nnAQMLI74mhHX4OWgDkajq2PVKCkLhYJtEIJ3Op22AyQSiYTi8bjW19cVj8etjZrW8MVioffee8+C\nD44YSvDz83OjaI6OjqzLj+SCME2QQuTjGVYqFZ2fn6tcLmuxWGhvb88CDKhpd3dXhUJB0+lUp6en\nKhaL2tjYsDNX2+22Pv7xj9uIZtw9yWTSSnsqBmazjEYjxWIxbW1tKRAIWDs9vQX0RlQqFSuZ4/G4\nHX/HObbw4DicSqWSAoGAnd0J9TUcDvX1r3/duhuxXoL6SMLD4VBvvvmmSqWSzXT3eK4O0cbtgXuH\ngWQ0tVENxmIx/fRP/7Q2NzctmKIV8d2c00vpN2Bc9Hg8VjabtTXBYDs0C95/e3vb1jVVLlUA/RBY\nh1OplO0JQAlzi/iezFrBogyn32q1tL29bSCMNvtAIGBnDuCGIxCja0ynUzv56MGDBzbKt1arqVKp\nSJKZNnw+n9bW1rSzs6NPfOIT6vf72t3d1Ww2U7FYNF8/1fs/+Sf/xPbe8fGxVSXElzt37uju3bta\nW1uzOPHee+/p8vJSn/zkJyVJ3/jGN7RYLAy8YjdFD6KpkP4LKlQ0wFKppMvLy2sz7T/o9X8N7v/0\nn/5TffWrX732d7/1W7+lL37xi3r8+LH+/t//+/qt3/otSdL+/r7+4A/+QPv7+/rqV7+qf/Wv/pWh\nwR+88Oj2ej0dHh5qf39f+/v7hp5oK8cVsrq6aoq+z3d1cG+lUlGj0bAh/Uxao92c2cuUqN1u17y+\nKPwIg5KseYnAhqAXCFydxMPgH9AkghQbCDqp1Wrp8ePHliwoy0hKNGBIsrJYko2rXSwWtjGWy6WN\nZWUSIKOG4Zbr9brW1tZMO8DShtUrnU7r4OBAkkxwLRQKKhQKSiaTlgyoKGhouXXrlrXhw3Nvbm6a\n7fLk5MSS5/b2tu7evWsWuW63q2fPnqlWq2ljY0Plclm7u7vWFZxOpw05ERzhRpvNpr773e9agGDo\nEpWJ3+9XrVazIEzipVKBm59Op3r69KmdmyldoeG3337bUFY8HtfZ2Zl6vZ6ePHmiVqulUqmkN954\nwzpy6exlLSHkATb4/YlEQu1227qUqQp6vZ7Ozs5UKpVsZAXWQQZfOas1UDXVoMfjUTqd1gsvvGD7\nYT6fW/UTjUbtQHSqPCpOqlHEaudM9adPn+r8/Nw6qUmWCO/ValXJZFKbm5v2PTEVADoQjRkP4hwA\nKMnelwrj5OTEDkhxIlWAy/n5uQWzcrls/QiIwvP5XDs7O1oulyb2A0hee+01HR8fm56F9Rj7I4jd\nGTcikYgymYwePHhgPnkYhP/23/6bHfBCRe0coUG1Cw0KsMPWSkJCoN7c3LRx3vjzj4+PtbW1pVwu\np62tLTNv0PCWz+dtXAMU5ge9/q/B/fXXXzd3Btd//a//Vb/0S78kSfqlX/ol/Zf/8l8kSX/0R3+k\nL33pS/L5fOZzfeONN/7K33t5eamjoyOVSiWdnJzo6OhImUzGsi1l3XQ6tXGiUAAsWpwJBAanr1h6\nH0kzYQ2bFT8vyUQ1p92Ji4AB7VAul83dQ+MV3YLOoVR0NZ6dnZnIcn5+bpY8NqtT7ccBAN9O6U5V\nwPmeHIfn9/v1+PFjEycPDw/tBHgactAK3nrrLbNFYmNEqMQjPJvNtLe3Z64duj8zmYzu37+vjY0N\nbW5uKplMarlc2tyMYDBoegOWU7fbrVQqZacWud1ufepTnzIb4GRyNZN7PB7r5OREkszmeOvWLRsd\n+8477yiTyZh9b3NzU3t7e0YjZDIZE3ah45xBkspqOBzaXJ75fK47d+6oWCxakCR5BYNBcygVi8Vr\nlAkblSPboA95pnD9bvfVWZ+9Xk+bm5t65ZVXdOfOHQuAdOcyOwkhke5NXCkMbovH41aZck4sXnlo\nQkTeQCCg559/Xmtra9ra2rJkT2cxx8ERoKbTqVWY8P+bm5s21gBOnCqYZjn0DDQwgNPKyopqtZr1\nUEA54sPHFBCJRHR+fm5VRz6fN+6dUQfoJ7lcTsvlUtls1mgM/t/KyopRJy6XS++9957ZI5vNpq21\n/f19qzahfD0ej1599VVrarp9+/Y1y/Ph4aHpdFT1L730ku0vHGis22azadoNDVyTyUSf+9zntFhc\nnVFpX2gAACAASURBVBW9vr6uhw8fWjNdKBRSKpXS4eGhVfZYLTFK8D3R3X6Y6290EtPl5aV1qTEL\nmmD2qU99yl5XLBZVLpf/yt9BA0e73dZLL71kqBiBjhvKn+new9VCQwXeVAQ+rIcgaVAdDgXnAKjh\ncGjNMwRNqBuam5g3A/fM/A232238KS3PHo/HUB7NPfjYCaAERsrs0WhkXZp0FiJGMreD9naSBu4E\nrFkf+9jHzAXA1D66+rBwYW1kah50AChzZWXFuu58Pp/Z0qLRqC4vL5VKpSzo8j339vasRZ9O13Q6\nbR5nEsHx8bEN5UL85nM8//zzikajdkIN+kOv19POzo75n6G/mEDY7/f16NEja4o6ODjQnTt3VCqV\nzJpZrVYNSdVqNRWLRS0WC+PJqRqcLhcojUqlorW1NdNbWJM0LUEhUDmxthh5sb29Lb//6kQiOlRJ\nPHQls46g5Jyzj0BtpVLJNJxqtXqtqYoEk81mrcGnVCoZ+idZUPniTafaomlQkg3fYm/EYjHFYrFr\nQ+w4s5XXQ41hufT5fEomk9ra2tLR0ZFVT1SZjAyGawc0IaiifzEmY3t7W61WSx//+Mf1n/7Tf1Iy\nmdTDhw+VyWS0t7eno6MjfeELX9D//J//00RMr/fqwJder3dtUifrGURdrVavubZwLaFbIBizD7e2\ntsxhQ6KFpmLQG3Tm/v6+NfJ973vf0/b2tuLxuN577z2jJQOBgHZ2duRyuVQqlTSbzfTs2TOrjqjQ\nncI/zqsPev3/PmYPYfOv+/9/1fX1r3/d5ogkk0ndvXvXkFAkErmW/QiMcG4g3mw2q9u3b5sCHolE\nVK1WbRY3Gw8U5+xKdZZOeNfH47H5axE/nCUtjSx4mKfTqXml2UTS+40WWN+gE6CEKpXKteoCuoag\nDiePiBSPx1UulxWPx+0YufH46pR1xEHKcxwDJLUXXnjBOHPp/ZPWsYYx75rj6mh44r2dJ/IwdwWU\nhYjHqUTMu2ZMwcnJiba2tvTcc8+p1WpZAJeuKh9Qz3K51Nramg4ODqxUvnv3rhKJhE5PT214UqPR\n0EsvvaS3337bhj2BMqUrXWRtbc3mzOOAAiQQtBjNwH2cTqfK5XI2fRKUSGK+uLiw5AeaRTNgvje8\nfi6XU7FYNM87Vj+QP2Mx2u22caxQX9BhiOjn5+dGoxQKBXO50EyHIwMhG3oOYEPlx/whLLisWdZ6\nLpfTs2fPrJLiNCVQOyYExi0sFgsdHR3ZTHTnnPlbt26ZZXM8Huvtt9/WJz/5SdOHnj59aqOsmVPE\nfSHY0xDGmIqvfe1r6nQ6ajQadjjO9va2hsOh/sf/+B/WvYzW8ejRI62trVk1R0LGhhyJRHT79m09\nffpUmUzGAu+tW7dMu0un04pGo7q4uDA3H1Uvk0kDgYDK5bISiYTZoRkdAVUMGHr06JFOT0+teala\nrep73/uejRoJBoP2/ugaWKuPj4+tye6Huf5GTUwMEJKk8/Nz6xhcX19XqVSy152env4fS4nXX39d\nn//85/XFL35Rr776qgk2CIEEdPhdNhMPnFnHs9nMNky1WpXL5bImIzYOAdrv91vp5BRO8QBjc2Sh\nTSbvH7rLUV7z+VyNRkO1Wk3tdlvvvvuuzfeg3ZshP5RZoEIoIUStdDptn4NEM5lMbO42HapQLNVq\nVel0Wo8fP7ZNUq/XrXu3VCrp8PDQDo5OJBI23Y+Z9gQ6WqGxwEHHhMNh48Kj0aiSyaSdYcl8FWiw\ng4MDnZ+fm3MGq9xyeTUXHoT69ttvm+f3O9/5jtkWmWkzHA6tqQxhkSS9WCx0cXEhn+9q1O2DBw8k\nXdEWyWTSun9xRjx69MioCO43UwcfPnxozhloEfQZKj+aoiTZALLz83OdnZ1ZJQi6x+HAmmF2DxM+\nGYzl8XiUTCZN9IW+YriVdGUwePr0qVniGMuwsrJiVl0+NzTf/v6+JJmGhDmB7mHWFw4eqolOp2ON\nN6FQyDqq4Z8R5kulklKplDY2Nmz6IgO+UqmU8ceRSMTuP/eMJPDpT3/axEhmtHB8JnZCZkRxdunK\nyoru379vTU/9ft9GVDA++uzsTEf/+5AM9tvTp0+Vz+dN14DSy+VyxldjXz44OLD/3+l0zHY9GAyU\nzWbNnefxeIwi29zctBiHU2Zra8uSH7oO9BKOoIcPH+rk5MS8+k+fPrVmxN3dXeVyOasgOWGMNYAJ\n4fnnn9dzzz33Q8Xpv1Fw/8f/+B/r93//9yVJv//7v6+f+7mfs7//j//xP2oymejw8FBPnjzRJz7x\nib/ydyBuEhSwgjmHKYFio9GoNXpgfURhJrCXSiXb8DQRDYdDy+iUU9gE2WD41+HmKbcRgsfjsSWX\n5XJpQR+XAJ2VlHKSbCQCCwB3jfPUGJ/Pp8ePH9vY13q9rnq9bp1sbPrz83NLYG6322bX8+dKpaJa\nrWYtz/DKvV7POFQ84aBufm48HluVwWzuer2ucrlso0cRZ/Eql8tlC5ibm5uKRqM2sc/v92ttbU2B\nQEBbW1uGaNbX102I/cxnPqOjoyObaw/KzufzNisca9jR0ZGJr3CSVEGdTsdcBTzrJ0+eaHd3V5lM\nxgRiePRAIKBUKqVgMHhNc2FmtySzBnJsXDwetyYfnj/OGcr52Wxmz4oGI6ow6CmAwHg8tlb78Xis\ns7MzQ5s07FHN0L7OvYfrv7y8tPHUwWDQwBXmBNxf6EEko2q1ahUWDWnQXVTPTGVESI5Go6pUKoZ2\n2aPf/OY3tbKyYhMscSwhOi4WC5XLZZ2dnenx48daX19XMBjUvXv3rLsXi+L6+rq2t7dthAbrlSml\nnDYF3UhzHhMVoWGZMf/222+ba+jy8lKf+MQnzPgAFesEblQ5m5ubxue73W5rJGKiZCqV0ve//32j\nm0ajkZ1pwNpA73O73fY5nL+fBsX79+9bVcexhT7f1TRNpkcOh0M999xzyuVy1keBCeODXv9Xn/uX\nvvQl/Zt/829UKpX0e7/3e0okEvryl7+s3/7t39a//bf/Vs1mU//hP/wH88Y2Gg19+ctf1le+8hX9\nzu/8jh304Lx+4zd+Q5/+9KcN4YGaKDvhLaX3z9Wk5RlkQyAeDofa2dnR8fGxISs83zhb4BjZvJQ3\nOCs4NYmAPplMzFuLAs5AKqgY/ptuM/zEJA/+PhwO6+LiwtAVCwvEg/MG8QjhjdcydIiNXCqV5PP5\ntLGxYQcvL5dL3b179xrH6fV6lUqlrgVpLGylUsl4SKZtIoylUil95zvfMWcBnXQgU0l68cUXbYoe\n9IXH49HFxYWSyaSOj4+1sbGhSqWiTCZjzUcc5LBYLLSxsaF8Pm9HHeJKYTYN6AsdJJ/PGw/qbDaD\nD+ZwDgI6iTYUCtkscCo13Fh0N9JsRKOcc2Lhcnl1Iv3l5aX5rvHVn5+fa3193VAbDXOTyURPnjwx\nvz2cN+U9+g6TN519GCSxWq1mA+kymYweP35s3DUDveCxnd2ts9nM5h/BX3M/MQuUy2VbrwjObrdb\nJycnNped8QWSzLGDhsT9odGKc2qhytgjNPXRDwENQkDmfF46yZnGKl1NMT04ONDt27e1sbGhx48f\nq9Vq2cBABnsRYCWZZ59GQdZ9IpHQxz72MYVCIRuIxqwjkgVNT9hV8a43Gg2zlzLrCPss+x2RnA7x\nwWCgl19+Wd1uV/fu3bM4JsnOShgMBkZ/wVqw9jFVcD5Br9ez1373u9/9wD73j+ywjn/xL/6Fzc8Y\nj8fmXMAhQ4s4wg0BkEYUTo1BmCTQUGr1ej3lcjk7TIGuSXh7FiE00PHxsXH9KOIej8emt7XbbSvv\nKMMJRnC+q6ur5hd2Okfq9brZm+r1uqFGghC2S5qvJOnJkyfa3Ny0f0+nU3W7XZ2fn9tMjm63q52d\nHfPp0xgzmUxsSFS1WrUBTblcToVCQYeHh3rllVf04MEDPXjwQC+99JLy+by5gba2trS1taX33nvP\neHU0BhIkVBfz0OFwd3d37TMyRoASPJfLXZvaiFAEz886gEpj4xUKBVsfnBxVKBR0cnKinZ0dGw2B\nX/r4+Fhra2smrp6enlpCpsmL4Ca9j9hxZZEEE4mEzs/PTR+RZICE2UPcN6pEKCusrFAyzAHCEXZ6\neqrPfe5z+s53vqNPfepTFkAQ5QqFgiFLLJgEJebAXFxcWM+DEyjhxCKwOpvhOOyGYWl+v9+mSRLw\nSLQXFxeaz+dWUVFZtFotSxZMZeU9/H6/je/mGe7u7urw8FArKysGKNbX11Uul43CAciwjpn7kkwm\nVSqV9K1vfcvoChrz2LutVks/9mM/pmfPnhk9VCqVVCwWdXR0pFu3btkzTqVSeuutt1QoFGyqaKfT\n0a1bt/Ts2TPj+ieTiba2ttRoNGwf00WNGPrmm2/qJ37iJ/To0SMbYkelgUUTAELwjsViVgGRRNEF\n79+/r4ODA3M/bW9v2/BCxiH87u/+rj5oyP7IOlQ/+9nPajKZWBs1gRZKhBZl2vwJ7JTG3CC/32+i\nIBwZAZcuRigSZl2ThWm4gWemjZlpejRJQMfwYEA6BDxQGwGLtnF4PtBhpVKx7kwQG/xur9ezxMRY\n09PTU5udA6L79Kc/rWQyqUKhIK/Xq16vZwcSMy6XDA8iZq6L1+vViy++qMvLS7377rt27xeLhZ49\ne6bXX3/dRjeAapw8NB2GTtcH5a2zCqLJ4/j42KoJkiUOC0l2fifztXFvOOegMD+EpAxq47M4BfJO\np2PUBB2yiIoEnuFwaEfpYY1lYBwCKvw+z6zdbmtzc9MET9YXTVUul8ta5+mzYLLjfD43+giPPDwu\nSS2fz1sQx05LAGWNYMkj6EGxVKtV06Ky2axpCnxGggLWO2g7GtJAzPR6sKYZ5gbokGRBjnUF6IJm\nhJqAamW/QPtgfAiHw+YU4hxYZ8Jn+iKUV6fTMWCSSqVs7WezWfusx8fHunPnjgGAUChkoMfr9ers\n7Ewul8v2FJTP3bt3FQwG7UQxxPb79+/r9PRUGxsbcrvddvYrU0ip7N99910bZ9zpdPTiiy/q9PRU\na2trRpXCHjCvvtls2nwdnlc+n1ej0bAKCtfZZDJRqVRSJpPRYrH4oTpUP7Lg/uM//uOSZMGQ8pIN\nzEOR3h8ZAO0CumZDIKTmcjnj9Gj3pxxmvgS8Im3FIOWzszND871ez4IzzTN0D15cXFiLN9UCggtz\nO2j+YPIlPmG4UhLK5eWllYDM1ikWi6pWq0okEloul3ZqEoILR5ORiMrlsvmlGV/QaDT0D//hP1Sv\n19NLL71k3W7b29v6wz/8Q0MRtDffvXvXZvlwwg7BjxZvfM64cqbTqTY2NkxvgCJgrg6HaHDANPN3\n3G63WfpAU1Q53OODgwNrIMMKJl1VM5y8M5/PVSqVrrXw87sYwUqjE95h5rbgxiCQU4U4x8xGIhEb\n88DUQnQMOp+hptxut549e2aWOuf440KhYEI0XZlsfgAGh747y39cQ/wMaJU1/ejRI/l8Pn32s581\nuoKDVRj2hdDO/uFcBCcFghgKReW0djJ6gOmIUBcAG+gs5wx2OGYcWLyWe+OcNwP9ii5AvwHgisqc\nv+v1etb6z4HriMZYYrlPrD+6nNfX123+FNNgAU7OBMeQvGazaYPjcAolk0kdHR2p1WqpWCwa0gcg\nkBxGo5ExB5zxCiuAs6nX69lnhGpkzAduM4a50cC5v7+vJ0+e/OgH95dfftnEPR4O7gbmlYOa6QBk\nNgYnBSHATiYT/cIv/IIePnxoCIYhT/fv31cymTRkh3uBRh7QEAml2WwqlUopmUyajY0SmTZ/qCOQ\nqsfjsTkkjUZDKysrFqA50ouWaILI/0fdm8Y2ep7nwhdFat8oUhQpihI37etoxrN4HM/YnvE4bmzH\niQM0bZACCfqrKIq2v/KrgFGjSVA0C9CkDdACLdAiaBukaNMsbRJ74vHsM5qRNNoXbuImiqREUSNK\nosTzQ7muUucc4CRAvy/OAAXapB5L5Ps+z31fK0uhma3Ow56h/cwTp5mE1WHU8PIPEyerq49bmJ5/\n/nlMTExgcXFRD3E0GsX8/Ly2Fq7QtOvn83lcuHAB77//vg5ZTicHBwd6aZmsSAMLnYTkR6idB6BD\nn1MtLyhecDzwGFjGALWjoyP4fL4Tyhufz4fNzU25RHnJl0M8ZrMZZrNZfaJ7e3vSH3Pa4ouWSqU0\nMfHfTw6Chj3i6NwoOCSUSsdRvyw65lZB6SqdrsRvSfgyDM3n850IfWPBCXFoTtC5XE6XBHHmg4MD\njI2NqZqRl1vw54Fu5Yc0LfqMyabpjrEQ/LxLpRJ6e3tRKBRk9Esmk/q7qJQhnMONmWmiDQ0N8hvQ\ncESFi8FgkL6f3gge0Mx2Yg48DU8OhwPpdFpbBuFSpjZGIhFN/VS4UPlD3ToxbV5UlKkCx5xEMplU\nNAcRAcJ9tbW18Hq9ekaoEmKJCXDci8DsKSqxeIbwmWC2EzdAXuLcSHZ2dgSdEdKrqalBX18fstms\n5M1UCXLQefTo0Yf/cH/++edx+vRpEVUAFG7Facpisfwf0A1XQ0rFmGNCGRinWioTaBMGjiWctFzz\n4KNTkwcNFRk87I+OjoS7MoecMj8AKjXgQ//iiy/qkOL0n0gk5Nh1u90YHByUYoOkDDNlqKyhaoYp\ndHQYGgzHZReMVM3lctja2lJWzZMnT/RzU+3wqU99ShK49vZ25PN5fOpTn9LB8pnPfAZ/+7d/K00w\nAKkP6APgg9na2op0Oi3tMG3l/Fx4YHH9L3eOLi8vo7GxUaQyD62dnR1pf5maF4/H0djYiEgkAr/f\nj0ePHunvNBqNCAaD0m8zgoBpkeWGIeKTBwfH+dxra2tK5+Nkz++OqYjl+Cy9Cul0Wn8nSWj+4fNp\nt9sRi8VUiGIwGBAIBISBc9plnjkx7HJOgyUlLA45PDwu+V5fX4fRaMStW7eQSCRgNpvhdrv1XZQr\ntugJSaVS0vrzwCG8Q1UOACQSCSSTSW0z5SQ5p2tuOQDQ3d2NdDotxQpr6XZ2dkSqJ5NJPSM0D9Er\nQXiUBzw/V6rjaBzjsxyNRjE0NIRMJgOr1Yrq6moZ0BhFwfc+Ho/r52IMRT6f12VZX1+vwhGn06lQ\nNv67+ftTykkpMs8Ink9NTU0qk9/c3ER3dzey2ayy4D/xiU/g7t27ODw81OFPEplEPTcGr9crCWs6\nnZYjOhaLiadgGuivReTvpUuXsLi4qAOCzDnD9bmS8sFkSBNDuah5LRaLWsGbmprkmOvo6MDm5iYC\ngYC+ZB7evIGpBOE0SmKJMi/2NlKKSIcqjR2UQ/LF5s/I/3xgYAAVFRWyzHNqX1pakiaWFXgtLS0o\nFouarBiwxEmm3PZMwwrXu/Ke1Ndffx3Ly8vo7OwURhyLxZTJEYlEUCqVcP/+ff0719bWhD8yk+Tw\n8BBjY2OIRqPIZDKSPhJH56pMgjsYDOoBZpMPlTvlMbk8WCwWi4oKBgcHsbCwIFJwbW0NXV1d8Hg8\naG5uxu3btzEwMIBAIAC3243FxUWcO3cOi4uLIrZpfmOrE8sYSAbywiXZDhxvGuXkeqlUgtfrVXxG\nMBgUl/Lmm29K1sjUvvJqPUpi2eBDCKK1tRUDAwOaUvnPTk9Pw+/363MhKVtdXY3W1lZVAdbU1CAa\njUr9RO6FJHt5Lj43GCqkmA7JjYokMr0OVOSwkCIUCil+FoAOWnpGCOuEQiFUVFQo7oOFMHQgE3Lh\nBcDvhzAdnaO8wPk/JH19Pp+kiBzSeEBTSEG1XKFQ0CVMyJMXdTKZVGl1eWsaewWoIafr2eFwKOrh\n1KlT6j8FoMyZ/f19XLhwAbdu3cIrr7wiboOyU8pjl5aWtP2Tl+MmtrS0hPn5eT17iURCUdaHh4cY\nHh4Wp0AHOD+fX4vD/fz58+jp6VGcpcVikRQLwIkUPRKaJMWIK/KL57S3vb0twoTE2fDwMEqlEmZn\nZ4Xbk7AjPkvMkAqdpqYmlXJwNefkQRiHRA4hkaqqKil6iPFzmqyqqkI4HIbdbtdLSIyPrrfa2loF\no42Pj0u9wPWNlwzVArTYU3ve3NyM+vp6vPvuu7h69aoKJbgqc+2mVIu4tNfrRTqdxptvvomHDx9i\nc3MTe3t76O3txfz8vEhnt9uN1tZWrKys6GXkWs6Hu6urSxdNMplEIpGQkonkXbn2l589UxmJD9MY\nUk7WVlVVaRNh3AAvwGQyqUxxvmR8oQBITcNYaGbAAJAKqqqqSr2eHBD4783n84IE+fdkMhlp5BOJ\nBLq6unQxskSbG8zo6Cju3bsnYjCZTMLpdErmBgA+n0+DDDcotms1Nzejvb1d5Dhhgf394+ITn8+H\nhYUF2Gw2/cyUA3PboSM0n88jkUioeo9+gMXFRV0ehGD4vpAPampqwvLyssxuTGQlL8HLNZ/PS/Pf\n3t6ubYLelGQyqUJsSkcpGw4EAnLmmkwm9ekajUZ4vV5cvnwZwWDwhMmRih7GTTgcDr2LlAqTZ3r2\n2WcRCAT0z7Bg5FOf+hQePXqEcDisy5YwVnlhDRun+J6vrKzoeWMpTWdnJ8bHxwX3ANDPQiiawyYV\ngeRSrFYrotGouC9uOewJnpub+/Af7l6vV1I5k8mkTGwmEzLukw3mJDU5OZtMJrHxfNCoweXhT435\nwcFx4QJldSTwTCYThoaGUFFxXNZMLJdmKRIpVHVwjePKSxKTsE9vb69CwP73SjM+0AaDQdLHYrF4\nQk9LAxaVQlxPyzX0lZWVUnC0t7cjFAqhpaUFm5ubmJ6eRn9/vw5vksG8GEiSdXV1nWi4slgsuHXr\nFkZHRxVwxDAlMvmEJxidyjwf/r12ux21tbVIJBIqCyZpyP8plUo4d+6cImi3t7fhdDr1O+TzeQwM\nDGB3d1d8BxMxiWlXVByXR1+8eBGJREKKibq6OnR3dytDxmQyYXZ2Fh0dHVIeML+Ekzq9AixuGBgY\nkJSVMQUVFRVyQZrNZmSzWTlLy+W3lFFyq2LA1/b2NsLhsLYwTvjljtbyFEjKfPlskFMiBDU1NQWr\n1Sq/Qk9PD5qbm+WKJVcQi8XE5fAyPTg4QDKZVDon/05OnGybImRDKSrjGIiXEyqiy7e2thZnz57F\n1tYWlpeX4Xa7NY1ubGygu7sb8XgchcJxhzAPdcI+hI6opqFfgO8hN+qenh68++67AKBIjdbWVtTU\n1OD27dvaHOlsZmUk/x4aCAEIyrJareIvmEHEIYzeAya1ElPnucIu4KamJgXlNTc3o6urC7Ozsxok\niP9zeOFZFY/HJd1lnj6/l7a2NoWFsVGsUCj8ehzuv/3bv43u7m5N3eUGF76AHR0dWF5eFnlJmz4P\nOx6KxWJRBBHxT6bs1dTUSK/c1tamyYna5crKSrz66qsqbmA5CNns8glme3sb6XRakzthkYaGBoTD\nYTlBmSjIiZla4/394/7Nc+fO4ejoCKFQSDDL/v4+MpmMSD9eKPl8Hq2trZpwaBCiC9disUiiNTw8\nDJfLpe2DSgjWDDLtkMmFs7OzwvFJDFH9cfv2bUnP2GrFF445J5lMRkmSTqcTS0tLwjUJW5lMJvj9\nfszOzqK2thbBYBBPnz7VJEyOY39/X/xC+SZHFyIxY7o/E4mEckE45RP24gTHtReAXLQMbSqPU2Cs\nK4sTKioqREaaTCZMTk6eID5Jxubz+RNSvvJCGRKr5BLMZrN+n3IZZUXFcfk1izWYFU8JHd2tbrcb\ngUBAUBANSTyU7Xa73Na03FdWHufm8xK2WCzKOyeUyeGEpqpy9RqfW/6s2WxW5fV0pvLfce/ePRQK\nBfT09Ojz4L/7yZMn6OrqAgAVudTU1CiOmdEUdH4Cx0MEobpYLAaLxSL4hG7WqqoqrK2tweFwaJs4\nd+6cOgGoFgKO1XAdHR1yBe/u7uLJkyca6NgTwAuYyY0steHP3NbWhng8jr6+PsEl1PV3dnaq0Ka/\nv19OYMJvvNAYO2w2m7G1tYXOzk599ryQGhsbVT7DAaevrw8/+9nPfuHD/VdWkF1uLCJDTL068TAe\nDMQWia0x/ZGQDY0pVBrQBUi1CUOndnZ2pF3t7u4WofMP//APUldYLBY0NjbqgOro6BDRy8OKOtrh\n4WHh+oQdLl26pAshHo+LHJycnDxBgDJDm5gmLfYsZ+BDyZeZmNvHP/5xtLa2KqKUa+va2hqam5tF\nKG1ubsrExJA0yso4/Tc1NenvtdvteO6550TsXr58Gdvb24hEIjLKPH36FM8//7zWZr6MhUIBk5OT\nGBgYkKoDOCYa6+vrEQqF0NTUJAyXdn2j0ahqtsrKShHDu7u7ukQ5BZ8/f16tRMTpOzo6UCodd6X2\n9fUpC6eqqgper1eRBzSPceqiJp0TIfN9amtrMTU1JflnbW2tGoL4+VEK29DQgNdeew17e3vSSE9P\nT2vjZPhUff1xf+3a2hoASJFCs1hdXR28Xq96OvlMAFAuflNTE1ZWVqRuSafT6OzsRHNzM7xeL2Zn\nZ/H48WMNHEzNpCehoaFBcblTU1OCKAqFgpyWp0+fFmlaKBTUSMR3gT6P2dlZrK+vnyALZ2ZmUCod\nl9/cvn1bEz+HkXIzltFoVMIi43cbGhpQKBRw+/Zt7O4ed9Hu7OzID2Gz2UTsP336FNevXwcAbecb\nGxtIJBLKR2fvLSdzqtYY9Ea46oUXXkA8Htelz42uvPiG3B83mVQqJTkr5bUsVy/Ps2eUwalTp/Tz\nc/q22WwaNsobsLgRUT2ztbUlZQ8HyF/mz69ULbO3tycWmMw+p1CamUju8cPgA8EJo7u7Ww9WOp1W\nFVZ9fT0GBgbUsejxeGRsOTo6wtLSkjS4VOuUFwIQZ6PsjBgz80JsNpsmwOeff16a8gcPHmBzc1PB\nXwaDAYuLi4phoGKE6zxhDRLFrBJj6hzT9DjVETMvtz2XG0SYfFgoFDS5MuaVCgJinJy0Zmdn0dbW\nhps3b8LtdmsSoX2dGd4mkwnBYFBTG/HN+fl5+Hw+zM/PA4Ds9f39/UrLY91gc3OzCkJYnk31va7h\nJQAAIABJREFUAj//RCKhqZgtRFx9d3d39V2urKzIrn1wcCDH4ebmpgxYAOSGbGxsxMOHD1XVt7S0\nJJ6D+TyEi0qlEqamprC/v69kzMHBQU3MmUxGDk525Pb39+POnTuy/wPQ9sifj8qnzs5Obal+vx8b\nGxs6gCm1HRwchMlkQnNzMxwOB1ZWVuB2u/X7nj9/HjMzM5JvkoQDoHJpJlZyY+VUTe6oPG+J0382\nm9Wh19nZibm5OblBuXFxIyYkyYiNjo4OqU5IoPO9o0zZZDJJ5UPFSDQaFU5PlyojIziAsF+gt7cX\nAATJ8numIooyZNr6Cf3Mz8+reQmA5JXlhDqVZnyumHNE3oBOVWL6/K67uroUuVCed88mLrrWGfw2\nOjqKx48fKwKYGfOs7aNZkj4NDiO/zOT+Kzvc33jjDRFmTNhjSws/PB5mfAFJUBYKx32MzJcmubSz\ns6PDn5MmDzs6+hjatLe3J50rU/6oT+dEODg4qAtjZWVFsbulUkkTSyaT0a0ciUROKGiIR/r9fuzs\n7KC9vR3nz59X0BB/Dz5QAJQ/zim+VCrpcGtsbJQywuVyyeJNbXk8HpcRo7e3V1g/9e2U4dXX10vy\nx8uTGPTa2ppeEJpJKKvkCru/v68EO66VhGToMmVyKDPE+XnSLGY0GhEIBHQoUF5ItcXIyIjKlEl4\nUx9dHshG6GxxcVG8icfjkdmK1YY83Orr6/HTn/4UPT09mozJAbC+r7KyUq5SwnQej0eqI3I+VGtx\n8gcgotrhcMBkMsHj8Qja6OvrQyqVwqc//WnMzc0BALxeL15++WVMTk6qsMXpdAquZMY8+aL6+nqt\n/DMzM2rR4oXFrYgmsVOnTiGbzaocBYC8Jf39/djb28P58+f1TE1PT0vDbbVatbnRBNXb24twOCyO\njBcpN1qWhDCnB4A4BSZJ8h0hAVvOCRHGJOfU1dUljXplZaVIak7THLYIZTL/hpMv8144DVPSWFdX\nJ+UQFSzcyIxGowhns9msAXFvbw9XrlzBysqKhi1KgROJhD4XFr8w14eqHf5+jY2NePDgAXp7e7G7\nu6sOWQ51NptNECgAyZ7r6urwwQcffPgP91OnTgk3Z65HeeARiSXKFhlMxIeW2CiJLuaEcyLh4US3\nH+3DrLRqbGyUTIskHR8q6npXV1fFiPv9fk3xvEWNRiPa2tqUmkeHIAO9+DtRlcAmdbrfGF/MgLK9\nvT3Y7Xa5X4vFInp7e1EqlfDkyRNZl2kyobKFSgWv1yt8cGtrC6FQSDWBFRUV2gyoX2dJicvl0jpI\ncpt5MSMjI0ilUtjY2NCFS8chs3HowrRarSLB6ThmzozReBztSxUS6/cymQw8Ho/SO7mBUIbW19en\ni5rPABUhDPRiTCtTDsvhM7plnz59Cp/Ph7q6OrS1tSEQCCCfz+sCJ4RB1UxnZ6es/zSzUMFEwxid\nluRJOHUHAgEFb5FMzmQymJubk2WdDsm1tTW89957gq343Dx9+hQ2m02hYU6nUyoUartJyG5tbcHn\n86nn4JVXXlE07rvvvquhhpdSPB4Xp7O1tYUnT55gY2MDc3NzJ2KIySmRzCcv09bWBpfLJWiR7mm3\n2y0tPSvrSqWSZMKEYnd3d6X17+3tFYzKwC+z2YwLFy5oOOOBy4Igs9mMVColFyhhKMoOKd1ktEZL\nSwvS6bSy4Hlx8LLjMNbT0yPCPBwOo7u7W74JxhFvbGxIuUJBB58vwsxEFqhS8nq94lm4JXErYbcw\nLznCV8vLy/K0cMPZ3t7+9TAxvfTSSzLxkCBlOxPlQjwcqaQgNsVDYWNjQx8sC3WZTcKplpAKp7vy\nPkISUDx8m5ubBTtQzkg2nnZnZlFQasfbmLcvtwiy9uX9nXzR+TNyMuODQycesUGj0Yi5uTnh1g6H\nQ4SmxWIR8cgERzbxcCIi7MX1kC5F8hNUA9ntdkEpzLggb0DlhN/vV/Y1vy/inYVCQS5F/mfd3d0I\nhUKoqanB4uIi+vv7pbnOZrMI/rxWkZ4BblhMveQ6Pjs7q+IKpmPyn2H0ADchAILVgGNMlvHF/Du4\nEdlsNr1IhGQqKioQjUaxsbGh6NlwOIxr165pWqTTlBsdM1QomeXFwo5ahmOxdo9+g729Pfznf/6n\ntPGFQgF+v1/barFYhM/nw/3799HV1aUgM3oGKisrdREz3I0Oa4ZP8VlirhKVQdziCEft7OwIbikW\ni2hvb4fX68WFCxcQCoUkdyyPKqBqihdLeTgZDYbcCgEok91oNKo/gJsR32sObyaTCXNzc5IHs9CC\nhz1dyuTR+LwC0LtJaI3PY2trq/BrGtQ4VHq9Xm2tJM252XJY5NZBxQ1/dofDIYi3VCrh2rVrmJub\nU9wCfRb83amGaW5uVhQBLyduDiSdrVYrzGYzACgA79dC5/7SSy/JbMCJgC1LlIRRocApZ3x8HKur\nqyLq6ASMRCKy71JeRxySckKuNXt7e5r+2ZdZWVmp1neubhUVFWpa58HOnIr79+8LsqCOnWoXXkrl\nxhlO+7zMPD+vDyNBxgxxrpgkBrmhhMPhE45GKlzKlQVMJKTkkNpjYvQ+nw9msxl9fX1YWFiQI9Ju\nt6OpqelE6QdVGkzF49TKvHxuWwwp297ehsfjUSUcp5KVlRXJCmmo2t3dhd/vx8jICJaWlk58b+WT\nOU1C9EFQgUSDW0tLC5aXlwFAjr/a2lrFP9Dt6fV6hZMTFspmsyKiKyoqMD09rdgCpvvRAu52u1Fb\nW4vV1VU0NTXJHGe322XSYncoCUM6GmmGs1qtmJ6eVowreY+qquOqRCpblpeX4fV6AUDNYE6nE/v7\n+9o0CHmtrKzA4XAgkUiIMLfb7YKTOKUz9sFms2FlZUXbDKMRyCtxe+QmEo/HMT09jbq6OqysrOjZ\np4TXaDRibW1NkzOrJTc3N9HW1oZcLgefz6cKRZfLpU23WCwK/7bZbBgaGsKTJ090FnAAYHYN3wfC\nQFQSkbgkNs2tlHh4ecTz+fPnNbgQAozFYoJY+R5zw2G5CjH3pqYmrK2tSeHS2Ngor0J9fb0MUPRf\nMICM3y3VXPX19fD5fFJQlZvNuHVQYtvc3HwiSbVQKGB6evrDf7h/7nOfk96bDyKnrr2947Jrwh2V\nlZXIZrPq3uTUzYAvPuTNzc0iQihvstlsmup5WDY0NJwo/yVRyJVqY2MDZrMZVqsVCwsLMstwM6Ak\nc3NzEwCkyGGq3/j4uFQHnIBrampEvCUSCQVYEXski098kSmFlIc2NTUpBZPMPmEdqm8ikQguXLiA\nqakpFQ1TeZTP51FbWysMHjjGQr1eL4LB4ImQNrpW+RnxgWamPH/3yspKRCIRTR402pC7oD6abD/T\n+RiwRmUEACU1El9nTLDL5dIq39LSomYveg2IvRPHp94bOD4gr1+/rguOmTCtra0IhULK7zg6OtKk\n3dvbq3Wfpifm+jCGgQcQyfnW1lbVoVVU/HehCidp8im8lGmislgs8kswK4VKMEYv0Ajm8/nQ1taG\nubk5dHd3Y2trC2tra9jZ2YHP5zthAuNQwvXebrdjZmYGPp9P4Vn8LsxmM3K5HDw/j6TmIbO/vw+f\nz4etrS0MDg7qeSYOzOmc3ze5sObmZrhcLpRKx/WRdMsyZ4Y+ECqw2IpEMpTPOJ8JOmu5QXIq39jY\nULQz5ajMqOJAUigUNPhxu9/Y2NBByaEinU7rfeRQR+MQ4wTIezHigZ4axhqQF+H7SXMjN41EIoH+\n/n4EAgGJQcqRB2ZEkRvg51Hu3amsrMTDhw8//If71atXpXDhwUmDD+3VdJcx+pKsNm8yStSYnMeJ\ngkaLnp4eJBIJJfVFo1GZaILBIPL5POLxOLxeL+7du6dgLpqFiNEz5Glvb0+TCSV/VFLQ1cY1NxKJ\nyLG5v7+v7lM6Euvq6rCwsIDe3l4duFxXSSLzYAiHw8KxmQxpMBgQj8cVSsaVLpfL6YXl5Uf8m4dM\nMplEZ2enJIyEOkjkVlZWwuVyKbAIOIY4uLoTFiF5WS7rdDqd6Ozs1MNIT0EmkxFRSI019fiMaWZf\nKpU8zAqJx+OK02U2fbFY1MtBZYTdbofRaBQhnE6nT8StctOhHJE58Ww5Ao5VJkzW7OzslAS3ublZ\nEcPXrl2T9LS6+riblpsVC9u5LSaTSWHPnK75fZM34pZGkxWfhd3dXWxubmJgYECSRj43W1tbWF1d\nRV9fn2Iytra2YLPZdNkB0GVCuTA3pXKHNONp+/v7FXBHFQp/FpahsOOVKixuKpubmyJ8A4GAyGpO\nodw6CKfRMc3fmc9vIpFAS0uLwruo+Mlms0p8pJywvr4ec3NzCitramrS80YIkS1GbNSicoeXdWtr\nK0ZGRsQV8VLmc9PY2CizErFxigYYzc3DnBAty7O5pa+traG2tlZSWZfLpQGUXBIHTfYO8OdYXFzU\nIFRVVfVLlXX8yg73F198Uf83zSIMZ6LrkNOCwWDQFJ7JZJRhTXybH6jZbMb8/LwmRmqLmezHw9xg\nMGgaPTo6bpG/cuXKiQ+1svK4aSYQCOjwpLW9oqJCrTI9PT1Ip9OCXvr7+9HQ0CBlBY0tNDdRv82D\nljc8J0uj0QiHw6Fey8rKSv3exWJRuuF0Oi3IgocO105KNQlhEKpqaGhANBpV+QMTGhldyyCkuro6\nRCIRfU7V1dVYXl4Wduzz+dDS0qKM7Lq6Ohl3uJZyaqKFm2s/IRcSrLTvM7yLqyjt6ZS/casKh8Pa\nVnhQ8nMxGAxobW1VfVlnZydmZ2cVUcEYVZPJJLfw8PCw8rKTySTa2tqkQLFYLMJheZlnMhl91zab\nDcvLy4KFCHORoONnT+grm83C4XCo4pCXCyNfyeOw6LxYLKqebWVlRcSy2WxGLBZToUQ0GoXBYEAm\nk0EymRR/s7Ozo1gIqqz29/dx5swZDSXAsQihv79ffz+5KuLP7e3tuigTiYQiPDhRA1BJR7FYVMkz\nAMUI8DsnFLOwsCC1CqWDVVVVOHPmDIaHh3H9+nVxZTS98VBmhwPPAD6zZ86cUbMT5YVEA7LZLPr7\n+9XrHAqFpJOn54M8Ep8TfpeMI6F2nyKGWCymbY4DEslfhqaxU9nn8+m73dnZUcooo1DKzwFuNOx+\naG1t1X/+y0zuvzITEw0thUJBLyZwrNV1Op1amTipHxwcIBKJCFMdHR3FxsYG4vG4SBvCJBsbG8rm\nJm6fSCQU8k9zQHnUAfFyKjU4/R0cHKiomBEGrHirqqrC9PS0sFZmY+zv7ytGlXgm2XxOs8wNIbxk\nMpkwMjKCuro6BINBdHR0wGazKSiJE8fGxoYa7jkRNDY2ore3V+5BwjlVVVWYnZ1VfgyJV5pSONWT\n4KNVnSs22f3p6WlYrVa43W4cHBx3m05OTkoKydwQ8hrshmVRB6WJe3t7UiltbGzo4AyFQrLYcwqN\nRqN49OgRzp49i/b2dikYCFcQ+6Z+mS/UxMSEjHCTk5OSsnECyufzSKfTimHgJcyJjENFZWUlQqGQ\nLhsWQfBCKRQKWF9f13OWyWRgt9sRjUYBHMMW3Abu3r0r4pn1eyTHSWoeHh4KVybxTFMX+R1OlNXV\n1RgYGMD58+exvr4uEpQkPAPVOjo6ZGw7PDxEd3c3qqurMTs7i2QyieHhYQDHNXqzs7OYmJjA+vq6\nYEjGNVP0wIubYgaz2axLnSYuwnU8rEk6891eXl7GD37wAzUmEebx+/3qEL516xYymYw8ElQo8X1+\n/fXXBdHSSZrNZjE9PS3PCC9IOsWtViu2trYwMjIi6MpkMmF3dxetra1SPJHTIALA+Aiq7qhFj0aj\nMjqaTCZcu3YNHo9HztNMJiM+imcOLxkKJ5jASjMUL/26ujpFOJBXKJdG/qJ/fqXBYdlsVrh7udWe\n08Ha2pqC/3kT9/b2ityLRqN6+MxmswK0SHSSrOT6+73vfU9rntPpxMrKCoaGhjA3N6fbkg9nNpuV\njZ04NIuZKeH0+XwIh8PCHWlQASA1AC33AwMDMJlMmJiYkMyQEzzruDjpsvWHFxqjFwAowc9ms2Fq\nagoul0tB/gw9Ki8T9/v9MBgMyGazOhzpsKWCBTiGI4jJ1tTUyC7P0C232w2Px4ONjQ309PQoSIna\ncqPRiMPDQyUH8sWlFNNms0mayYx5RteazWaRzHRgzszMYGhoCD6fDw8ePEAsFkNLSwuWlpYEgVVX\nVyMejyuBkZMdvzdmz5w5c0ays97eXv28VA6ZzWbFU1Av3traimg0iu7ubimPqqur0dHRIVx4YmJC\nsj5yBYx+jcViaGpqktW/sbFRAWokcnO5nHBvGl0Y/0xcniQcNzVunDSuWSyWE3k+1dXV6O/vlyuX\n75HNZsPMzAwA4OLFi/p5bTYbNjY2hLkfHh6qs5SXfqFQQDgc1kTMaAJCIExkpSmK0BQjMkql/y7P\n4ba4trami54b1/7+PpxOp2rnSAjHYjFsbm7C6XSitrYW//Zv/6akVHayMs2VzzOHxZ2dHclayWVQ\nMsrnlPwVoSVmARkMBhn8dnZ2FHvNyAWTyXRig+Dvu76+Lm8AhyRuBDz4yYPxOSsn3wkrcdulxLOu\nrg5379798MMyr7zyig5lZrnQ8cViCWo/y3MtiJ0tLS2hr68PBoMBbrdb0y+jgw0GA5LJJA4PD3X7\nUbHCfx9xP0a8MiyI03R5FjOnR5JoxFpZaM0wfQZCUZLIL50rN6czrll0+nECOzw8VGY51Rs1Ncfd\nloFAAAMDAyLZXC4XampqlJtRUXHcrDM2NiYoiVpeYqCElsqt/Nvb2zh16pRyfIBjxyEnSObAT0xM\noK7uuGyZjrrW1lZdzkxz5KRHbX0ul8Pq6ir6+/sVXXxwcID+/n643W4RT6VSSd4DEuwbGxtSp3DC\nzWaz8Hg8SvRjrgeztxl2xiydyclJQVaccrPZLJqamnDv3j0pU+hs5rS1tLQEp9MpyI8mIZpwGOfM\nw5uuTnJHoVAIZ86cETZN/L26ulqRtG63Wwcop3Uaa8hHFYvHhREMoWIqJn9W+iL4+RP/p2qDwXpM\n8Xz22WcxOTkpaIzkIf9ZZud0dXWp8ITwweXLlxEKhVBVVYWuri5dVJRfVlZWYmFhQc8yoyQ4CTNO\ngtEOPFC5PRNK4bvKi66npwdNTU26ROx2u/TzlD3W1NTItMYtnNHALS0t8lAQagKO+ae6ujoVwRCu\n4mDC4YUXCYcdhrfx519YWMCTJ0/gcDhkQqIhkPAjBQOPHz8WR0jYh4Y9eiWYXV/+zDQ3N+P999//\n8B/ug4ODylln2wqJUh5KNPKQeCsPU2I8KwOcSqWSciWIZzGXhWQO12pCP1tbW0oXTCQSJxps6HJl\nPyLLqSkZBI5J0dXVVQX7UyHS0NCA1tZWPUzU1lPlQljJZDLB4XAgEoloPQQgU1VnZ6fW8PIckNXV\nVWH3yWRSh+La2ho8Hg9+8IMfSHlBTTpz3Dc3N7USk7Nwu92a9jkx0FDT0tKi3kr+rCS3stks7t27\nJwPT5uamSkbq6+sFz9DQk81m1R50dHR0Il6WZiNOj5R98p9nyNnOzo4u4vLyB6Y59vb24qWXXsKt\nW7eUzMi4WkY4szKOEQl7e3sYHBxEKpVCMplER0cHIpEI1tfXJc+12+3IZDIq+3A4HCpgX1tb00VI\nXJlpfuWBZjSLLS8vC/6gEY2X8NHRkT4rlreQt6CSi+qfxcVFeDweKYpOnz6NyspKDA4OYmJiQpMs\nt15CewAEMQwPD2N9fV1mMIPBIGFCbW0tOjo6UFNTg46ODkxPTyvalpg/ydfq6mpNvfyZecEwCK2y\nshKpVEoDGIcTXmZ8d8PhsLLwU6mULn4S7NxQqAfn9N7Y2Ijt7W0p1KhsISRSLumdnp4W0VwsHpeh\n0M3K+JBQKCQ9PN23hG54idN3UCgUhKuzI/ng4ED+AF7KJEfr6+uVDJnNZjEyMiJNP/9uKnhOnTql\nofPmzZsf/sP9ueeek1OOpAOT0ZinQMkUzRqckNrb20UW0aDAL4bmFOJtnH4HBwcxPz+v+IBsNouu\nri4EAgGEw2G43W4AkPSI2wANPzz0qDRob2/Ho0ePYLVasbOzg3g8DpvNppeS8aZ7e3sYHx/XYcwv\nnVncNH5UVVUps4WZHplMBvl8HrFYTGszJwd2i7LlCYAwRKo1IpEIvF6v5KGvvfYaSqWSFEAsNzg6\nOkIul1OZBK34lE+Gw2FdiMQBudY3NjYCgKSrzP3Y39/Hc889p8nQarVq2j06OoLL5TrRwsQ0RG4z\nnKh4cDPAiamfjx8/xtmzZwUP0Hm6t7eHhw8fagukOW1qakqa74WFBZWFlEolmM1mWCwWwWKEhqjw\n6ezsxMrKClKpFDwej6zyW1tb8Pv9iEQiKnCmyxmAFGBWq1VKI0rr+HvYbDYZcBYXF094BygtXV1d\nRUdHh2J+mWU+NjaGiooKhEIhXLx4UdMfDTRLS0sIh8Mn0irpU+DvGQwGFTy3t7eHixcvorGxUe1A\n3Nxu376tDlFi8oxI4BY5OzursvP9/X1Eo1ENPBzCKioq4HK5dKE9ffoUnZ2dcjJHo1G5OGmYo3KI\nuDmHJ5a+UKbIi5SdAtXV1drAT506hSdPnsDj8egSo3CCmzeb27gh8edOp9Po7u7G6uqqiHJyhtxi\nGxoapOnP5XIqu6eEmUU3+Xxe8SYMQhsYGIDb7cbf//3fy6XPVi9CkJlMBh0dHfjJT37y4T/cP/GJ\nT8jyTbsyX7TGxka0trais7NTXw5lRul0WrInKgeY900d+t7envBTsuXMxVhcXNRazC+Pt/v+/r7C\nrHhDGwyGE1pzsvHMWqF7lT2r1MkeHBwglUrB7XYj+PPS7lgshqqqKvh8PjXb1NfXyxxDA9Hy8rI2\nhOrqaumby3NgUqkUrFarlBA0zQDQjc9Dg5OZx+PRNsMMcFrxCT1QW84thsTclStXMDExIZs14a2m\npiaMjo5idHQU7e3t6n+dmpqCwXDcIr+6uiqJ3htvvIGJiQlJKF9//XWEw2G90ISzeMiTRDOZTLK4\nP336VG01nIBJMpareiKRCA4ODuB2u/VdEB7r6Og4Ya0nv0PIzel0olQqibivq6tTFhHNS+R9/H4/\n6uvrEYlE0NTUhPX1dcVfUBZHmSTVJbTEcyrlFGiz2VSr5nA4MDMzI2lwW1sb6uqOi8MZTPfkyRO5\nK8uzUOjepKSQgXrUv+/u7iIQCIiA5WFJQp9lFqurq5L95XI5OBwOBAIBPH36FB6PR+7QWCymKjyS\nihQXsFeAUATr/Mg3MTjMZDLB5/Npc+LlUVtbqzJ2BpjRb8GNm2Q+cLxRM5jt6dOnaG9vVx4MZafk\nRHiYUyZKaSghoFwupwwrmiAJOx4cHHfa/vjHP1bgHD9DBvIRXuQWUFFRgd7eXtTW1iosbXt7G/fv\n35cslMqpcrNWbW0t6uvrfz0Od8b78gPxer3SAhOP5gNLHBU4NtlQFkZTCC8GrnUsqiCe/swzz2Br\nawvr6+s4c+bMiQTF7e1t1WplMhnE43HJmKjTpZKDErfq6mqRVXw5aW7hz07Nr8FgQDAYFHFnt9u1\ncpE8S6fTIhoJwWxubup/Pzw8LtelzZtcQDgcRiaTgdfr1SpPVQoJIAar2Ww2EUWMRSgWi4hEIuju\n7pYawOFwoK2tDS+//LLUABaLBXfu3IHRaMTFixe1etfW1mJtbU2uyv39faysrGB5eVnpgFVVx2XK\nfX19SCQScnoWCgU4nU4dHul0GrlcDhcuXNDGw4ygrq4uBU+RF2EnaSwWE57OOj4mfdLVytiA2tpa\nTf/lwVMkN/P5PKanpyWBI6dAHiAejysYi0IAft9UqpDcZcIiVSP83IHjbHEexFRukOtwOBwyJnHw\n4UFTKpUQDoeRTCZhMBjQ398vFQkTEknUNTY2St1y9epVpNNpOJ1OLC8vi6xkBWJHR4cuP4PBAK/X\ni1wuJ1MWt0Oj0Yje3l4cHR3h7NmzOvCY1plKpVQnyaKW5uZmEbNsKyMpzEGMmzAjPNbW1hTH3dvb\nK1ml2+3G8vIyLBaLDnd6XXjpUXVE8xS19DS5Xb58GRMTE3JOHx4ewul04tGjR8qJyWQy4hoYQ0KO\njplCjPwl8U9+ibJjQo6EYerq6hRfwFL2yspKPHjwQPWG7J2tqanBjRs3YLVaUVtbq/gHr9eLf/3X\nf/2fO9wjkQjefPNN/Pmf/zn+6q/+CsViEefPn0cmk8Ebb7yBd955B9/73vfw+uuvi3T54he/iM9/\n/vP45je/id7eXoXVlx/un/vc507IDEn2NDY2IpPJSLTPCZSySAAS+jNNki8qiVLCEtSk8gU3mUxS\nUty+fVtmG0bibm1toaOjA0tLS4hGo/D5fJq8mMVczvoDEIaYy+X0og0MDCjHhsFB586dk7pkcnIS\nTU1NiMfjCIfDGB0dRV1dHe7fv4+1tTWcP38e1dXVqK6u1irJ74IZ13wwaflnmh5JIaYI2mw2/OQn\nP8Hg4CAODw/x0Y9+VOoHKoH8fr/qCRcXF4U3BwIBPchdXV3Y398XGdTW1oZIJIJnnnkGExMTwhOp\n1R0ZGcHt27dht9uxvr4uvoJqCafTiXA4jPfff18YJS87XiTFYhEXLlyA1+tVvR5dkhMTEygUCjhz\n5ozI6LGxMfkieBAy1ZDbGAA1ClVUVODx48ey3NfX16O3txd2u10T3+LioqA+Kh2IHzPojJJB+gqM\nxuOe0crKSjidTg0ThO+4rXFYYVCdwWBALBZDZ2engtxIzLG6b3FxUeoP/kzcInnps1c3mUxiZGQE\nCwsLyrTZ3NzE5OQkPvGJT+DRo0cYGBjA1atXBakMDg6iv79fTti6ujqRsiaTCYFAQC5R8jldXV0I\nBoMYHR1FqVTCwMCAeILh4WHh31QdMbqBkdx+v1+SR8ZqMC+IccU8Fzhw0C1K+JPf6f7+cbF7MBiU\ncodbeHd3N5aXl2VqI6dDwpVGuLq6Oilc6LPweDy4d+8empubJdwwGo0YGxtDqXTcSfyxnZy+AAAg\nAElEQVQ7v/M7WFlZQVtbmzLpmRhJyS3z//msu1wuhMNhiUd8Pp+GnJGREQ0S9Ad8+9vf/p/TuVdW\nVuKrX/0qZmZmcOfOHXzjG9/A3NwcvvSlL+Hll1/G4uIirly5gi996UsAgNnZWfzTP/0TZmdn8aMf\n/Qi/93u/J7NE+R/+MqdPn4bVatX0uL29rak8l8uJbWYCX3Nzs259sst8qZhBw+TE5uZmpQWyZWl7\nexsPHjyAx+MRPkj3mcFgwKNHj2A2m0WIMargzJkzmJubkzKExOvY2JjCvJjPfu/ePfT19SEYDKqA\nYXl5GdPT0zqYaR9nkh5lZZcuXVLfZiKRwODgoLD6xsZGdHR04NVXX5Xa5IUXXoDf70d7ezs8Ho9U\nLIwYSCQSeOedd6Shv3PnjrI4lpeXhZ/STckpMZlMIhKJaDsxGAxwOp2SziWTSZw9exZutxterxeH\nh4dIp9PShn/lK19BS0sLNjY24PV6YbPZUFlZqeJgOk/PnDkDl8ullMyOjg44HA40NDToQJuYmJCC\nATjOxG9qalKcbXNzM7q7u7G3t4fl5WUEg0E4nU4MDQ2hr69PU38qlVKeTzQaxfLyMkql41Ls06dP\nazrm733z5k2pfpg5z2cmHA7rsmKkBKfze/fuIZlMwmg0qheYAwvT/ngZtrS0oFQqCQMfHR0VmU35\nbXnRREVFBQqFwgmTW6FQQCAQELRw6dIlbQ/z8/PyNczMzOhAunnzppypN27cwMHBAZ599lkUi0VN\n8dFoFPv7+xgYGBA/k8/n4ff7FWlMruK1116Te5kqOJ/Pp9+TE6jZbJY7d2dnRxcTzVM8K7q6uqSq\nodvYarWisbFRPA4/Ew5vHPh4wB4dHeHKlSu4dOkSXnjhBaTTaUVMr6ysYH19XaFkdKRSk57P57G+\nvg6v14tQKIT3339fZkKTyYQHDx4gEomo77SlpQXf/OY3lQUTj8eVY8RyGcZNkCdpbm7GkydP5Jkp\n71S+fv26Pgs2ohF2+kX//D8nd4YCAcdY7k9/+lMMDAzgq1/9Kr72ta+hoaEB3d3d+MIXvoDf//3f\nx9/8zd9gdHQUly5dgtlsxg9+8AP09PTA5XLp72SeO3E8fqlc0Qh1hEIhBR1Rz8wQLa/Xi8bGxhM4\nNK3bJLWIiRICqqg4LklgOFdjYyOam5sxMjKCiooKrK+vCxc7deoU3nvvPVRXH3eQBgIBNDc3o6mp\nSSTK0NAQ5ufnFTbG1YnxAPl8Hs8//7z4ADo5WRfHSZ+hU+x3LRaL6OzsxMDAAMbHx/H48WP9jgcH\nB/jOd76Dmpoa2O123L17F93d3cKMI5GIiNHd3V309fXhJz/5iQ5rOuuoa19fX8fk5CReeOEFtRE5\nHI4T0QZOpxMffPCBUh/ZZM9YXpZmMD7ZaDRiaWlJDt2hoSHMzs5q/SSxyGlpaWkJGxsbuHbtmiKB\nm5qacHBwIGiNrfSE6wBIIdPW1obr169LsUDLODXUhIaYwUK4gMYkYsZ0ntKp2dvbi1AopCmQA8n+\n/r704CSdg8GgMkco22NHMBM1ORj09fXJgRoMBvWdUEZaVVUl3TW5ED5TvFxNJpNierklUF7IGrjV\n1VU4HA5llxAnj0Qigjqph+dGyO33zp07yrthtLbNZsPAwAByuRzcbjfa29sxNjaG+vp6DA8P4/Hj\nx5ifn9c2UlVVpUC+zs5OTcNWqxVtbW1qX9ve3hZcx/ylo6Mj2Gw23L1794STk/EQlE4PDAygqqpK\nER0kOZl8OTc3h8XFRUxMTMDlcknRw4pGGvccDodkxpubm4JZKR0mYc3L6vTp04qxODg4wNDQEGpr\na1XAcffuXb2jHJKrqqpgtVo1TDI1lXJPnhlU6XGrdrlcGlK/9a1v/X+DuQeDQXzxi1/En/3Zn+Gd\nd97Bn/7pnwI4Vpj8yZ/8Cb7whS/gn//5nzE4OIjR0VEAwPXr12G32zE4OHjicGfeCp17TJzjC024\nhGtXLpeTa/PBgwciRonRkTwlo851iiRjoVDQA8Yvn8RSRUUF7t69K0t6sVjE1NQU/uAP/gD/+I//\niFwuh4sXL6KlpUXT+MzMjAxRnELLZZDsFqVShO7MnZ0dBINBAP9drkHrNh9gyvZmZ2exubkp05DX\n61XRBo0qxPY8Py+FAIBz585hY2MDp0+fxu7uLi5cuIBHjx7p38VVmuoh4DgjO51OY2trC7FYDOPj\n48qmicfjePPNNzE3NydTBi9NThypVAo+nw+JRAJutxvnz5+XlHJ4eFgbF7HoiooK/OhHP5L7zu12\ny5Hb29uLTCaDtrY2pUkyEjWVSsHv9yvgi5fY5cuXcf/+fezv74vQY4k1uQSPxyNFCqdswgHNzc3K\nSN/f38f8/LwMYlQIUb5JXTW/C/oGWH0XCoXQ3t6OeDyOg4MDyelu3LiB06dPK3soFotheHhYcj67\n3S4eihAi808ymQz8fj/q6up0GOzs7Oj9Y7wCdfGEeugL4Ia7srIiUpmEu9lsVgcpMWpCKcViESsr\nK+JYOCEvLS1hfn4eFosF9+7dk8KJaijGDvDcoOqEv0tlZaVUMqFQCL29vepDJVlPfoD5TO3t7QgG\ngwgEAujr6xM8trOzI6Ka/79NTU0qtOHFTiMapdahUEj6cTaOPXz4UKQr45ybm5sxMzODc+fOybBW\nKh3XOzIqhDEYbrdbRsdnn31WPAi/N34Pf/iHf4h4PC5Or6urC36/XxJVds5GIhF88MEHePz4Me7c\nuYOpqalf+HA3/aIHez6fx1tvvYWvf/3rkr/xj8FgkCPs//bn//bfnT59WmqA9vZ25TJweqJhaG5u\nTsoBfjCf/OQnBQG4XC7EYjFBF/F4XAoPHkA8ZIFj5QjXQtabTU1N4cKFC3qpGQXw7//+77hy5Yrg\ning8rgPMYDBobaWhaXd3F/fv30exWITf7xecxC+xq6sLN27cQCqVkkyxtrYWTqdT5on19XXY7XYR\nPlzpSdKYTCY899xzwszpduOB29PTg+XlZWm5eXFR287PKRAIoL29Hdvb23A4HPjud7+L06dPo1gs\n6oC32WzCMAOBgOSR6+vrAHBifXc6nXj69Kl4ApfLJXNWS0sL5ubmhM06HA7k83m88cYb8h2Ew2HM\nzs6qTOHy5ctIpVK6jB8/fqyiiGg0Kvu30+nEwsICDg4O4HA4kE6nRaryEt/b28P6+roal8qt+qwT\nTKVSckA+ffoUZ86ckSlneHhYhCsAGWDoRHz48CG6u7tVj9bS0qJmqO7ubj0rr732GmKxGPL5PE6f\nPo1gMIhMJoNTp04hHA6rGYv5L9RsP3z4EFVVVZiamsLIyIiMOgAQjUYVZMWLZGdnB/Pz8+jp6cHS\n0hIGBgZQKBR0yFqtVn2HTLgkAbq7uys4oKamBktLS8qi4XDDALyGhgasrKygpaUFt27dEsRYKBTQ\n39+Phw8fKvKB34/JZMLFixdx8+ZNXZRnz56Vs5zvbGtrKzo6OrS1c0irq6uDx+NRvd/u7i6mpqbw\nmc98Buvr64rOoJCBYWWnTp1CPB5HJpNBoVAQ18cDl4mMtbW12N3dldqO5qyPfOQj+PGPfwwAuHTp\nktI2V1dX5SWYn59Xr20ul8ONGzdEdvf09KC3txePHz/G+Pg4rl+/jlu3buHs2bPo6emR/yGXy+HV\nV1/F1NQUamtr4XK54PV6pdL5Zf78QtkyBwcHeOutt/DZz34Wb775JgCoRg2AplYAkjHxD4N6/vc/\ndGFR17u1tSX8qrW1VUlynCp6enr0pS8vL4tAYpEvcKxCePHFF6VsaGpqEoZP2RwllkdHR7hz5w5M\nJhPOnDmD1dVV/OxnP9NEc/fuXckwSWowiZBa4vLKPrPZjKmpKU0AMzMzsFqtmJ2dxcLCAvx+P/7i\nL/4C7733nvDV8fFxNDQ0YG5uDpOTkwgEAsqYj8Vi0s3OzMxgZ2cHS0tLWF1dxXvvvSdnICepaDQK\nh8Oh7BvKHXd3d6URLjd2MKeaSiPm+TBYi+Qfy8Vp7BoaGoLL5UJ1dTV6enpgsVjQ29uL/f19BINB\nbSDd3d26uN5++221GnFCbW1tVdzp/fv3RZxT5kgIg1JXQnV0HDJnh1NgPB6Hx+MRxk71EFdnNlR5\nPB4sLy8LCwUAp9MpoxX9A9wCmYND52Q+n5ehqqWlBWtra7BarfD5fPJoxGIxae5zuRwePXqEw8ND\nBH9eUELFTSqV0ufETYKpicw3Wl9fR1dXl0LEGANAzJmQIQ1BRqMRiUQCAwMDKBaLGB0dPVFNOTw8\nLJjDaDRiZGQEBwcHCAQCJ54DwqXPPvssUqmUsODe3l4YDAb09fXBZrNJO88Lk/BBKBSS4uijH/0o\n6urq0NXVBZPJhIcPH+KVV17BwMAAzGYzFhcXFYNtsVjw7rvvaiPn4NjW1obHjx/DYrFgbGwM4+Pj\nGk4GBwdx/fp1BAIBrKysaAs1m82Ym5uDz+fD9evX1RtBjoIO4K6uLsVy7+/vw+FwKE7YYrHgox/9\nKGZnZxUp8MMf/lCiCZq52tra8Prrr+s54/tmMpng9/v172OfwtbWFgYGBhCPx3Wp8tmYmJjQmcXa\nPqrZfpk//09YplQq4XOf+xzcbveJdSAcDmNxcREf+chH8I1vfAMejwdXr16FxWLB22+/jc9//vMI\nh8P42te+hi9/+csnpve3334bv/Ebv6GXkuYjkhqsw6Isb3l5WRAB8xwYwhUMBmXmGRoakvPM4/Fo\ncuXUQSx6eHhYxbUMz2IBt8PhQHd3NxwOh+Ruh4fH/Z1sTspms+jp6UEmk5E+mEqAq1evYmVlRWt+\nsVjElStX8N5778HpdOLVV1+Vdjcej+Pll1/+P3Iu/H4/VldXpeNnjeDW1paUJUyLo3qHlvfHjx+r\nW9NsNuPJkycYGBhQsBmdfr29vQgGg6ipqdEEeXBwgHPnzgkqIRRgtVqVf5FMJlVQ0NXVhaqqKmV+\nDwwMCO5aXV2Vecfj8cibYLfbFS3B9iceuBcuXJBRa3FxUf6ETCaD+fn5E/G4hFoIczE8ir4FkqcX\nL16Uf4G4OIeN3d1dVRKykpF8QKFQUFkH9cYWi+UEPs3OgP7+fszOzgKAii02NjbgcrkwNTUFm82G\nwcFB+P1+bQi04cdiMQVTsd+zqqpKgwRjF5jJbrVaBS8yv9/n82FlZUWc09DQEFpaWrC7uyuXMAtw\nWEpCCLSnp0cSP5La/H659ZL4ZUsWy2uOjo5gsVjQ19cneSZNh+XGQL4z/LvsdjsePXqE5eVlOJ1O\n7O3tqSlsbm4Oo6OjmqxpwDo8PERfX58SHN999108efJEhynljj09PWhvb8fR0RH29/dVJkJne6lU\n0udECIxFHUzSZMwyyeeHDx+ioqICdXV1CIfD+MxnPoPp6WnxTs899xxGRkaURsocm7Nnz4r7IezE\nmArCaHt7e/KfNDQ0IJvNynPDM4F5VYeHh/+zDtWbN2/ij/7oj7C7u4tvfetb+Na3vgWPx4Pf/M3f\nxJe//GW88847yGaz+PrXv65y10wmg9/93d/Ft7/9bfzlX/4luru7T/ydb7/9Ni5fvqzpsre3V5nQ\nNAwQZmhpaUE8HgdwTO56PB4dZCRQnE4nrly5onIKZpBXVFQo8L7cBs5Jqa+vD9PT02hsbNQWwNqy\n9957T3nyjA++evWqrNaxWAwDAwNobW1V4UV3d7e05WazWaQT89RbW1uxuLiInZ0dDA0NyUyRSCTg\n9XoxMzODQqGAe/fuSbNLl9ri4iLGxsbUZ/rWW2/h0aNHgiqI1/NlYF0Z8zeotmE8KY04yWRSXaQX\nLlzA/fv34ff79UCNjo6K/KR0FQCGhobQ1taGUCiEjo4ObRZGoxGDg4PKvKfTjytsa2ursqxpZGpu\nbla8LvPTh4aG1OxTW1ur3HJm6YyMjGBzc1OZ+dPT0+jo6JB0lbnx9+/fh8ViwcTEhMxiLJRm5gez\n4+mZWF9fF37NGNgnT54oh4c/fzqdht1ux61bt9DV1aWBgbp6bhssAmGC6MLCgohYi8WCZDIpKSrz\nyWtra2UuGxsbQyaTQTQaRTabVUzy+Pg4pqamYDQa8eKLL2Jvb0+fJ53MVGVsbW2hvr4eT548QX19\nvVQfFATQNcr3a21tTcMEs1wIEbIxiA5gchJ0C7/xxhuCn5hoSdMWL41MJiOD2sbGBvr7++F0OjE1\nNQWfz4e5uTkR1ul0Wv8ZY4Lr6urwkY98BI2NjTh16pQ2LgBSvp06dQqPHz/G7u6uMqoYKc7gOI/H\ng+3tbfj9fqXTOp1OpbdGo1Fp2knIE3pbWVmRyfHBgwcyWDLQcHV1Vc771dVV8X6EjvkObm5uasto\naGhQLzPxd5Lv2WwWExMTv/DhbihR/Pv/4x+DwYB33nnnRKYGp3LeeixLoNV7Y2ND2c3U8e7u7qKj\nowOFQgGJRAI+nw+xWEywAqVeLpcLkUhEvZxUr3CC7Ovr00v/4MEDNDc3IxaLYW9vD36/H7FYDK+8\n8grC4TDu378vIrVQKCCTyaCnp0eZ08ViUYTq9evXkclk8MILLwAApqamYLfblQfPmIKRkRHMzs4K\n283lcnC5XEgmk7LW+3w+rK6uSi5ZKpXwwQcfIJFIqPmGjVSEJXixRaNRFAoFvP7668IiKauqqqqS\nQ3FsbAyxWAw7Ozu4d+8eRkdHEQwG8cILL8h8EY1GYbVa8f777+tgpRzP6XSiq6sLa2trIh1pOrLZ\nbKipqUE4HBYsxKjT8ljmUCiEZ599Fs3NzfiP//gP5Zf09PSo25aHLA1Ie3t7OH36NO7fv68ihK6u\nLkW20pBCaOD27dtoa2uD3+/H0tIStre3MTw8rPWYLydr5Orqjns4+bsbDAb4/X6sr6/DZrMhlUph\nbm5ORDDb7V999VVhsv39/dje3lZL0u3bt+Xo5HswPj6OpaUl2defPn2KF198EXfv3kV1dTUePHig\n/s6WlhZ91mNjY1LM0MTHS2Z3d1eHxpkzZ7CysoILFy4on+XWrVsYGBhQFPRHPvIRfOUrX5H7mZ4S\nKndo0HO5XFhcXJTUd2lpCT09Pejr68O7776LWCwGt9sNh8Ohrf3Ro0fw+/1YWFhAT08Ptre3MTo6\ning8jmAwqCYos9mMM2fO4ObNm4hGo3IJ83JnWuTCwgIuXbqkfmWWdgNQfkwkEsHp06eliY/H43L3\nUilEAxLjG/g5cqBZXFwUnMISH8JJ5AVCoZB6d3khVldX4+rVq/iXf/kX1NTUwOl0KtCQ7wy3HxqY\nGAAIAAsLCye6A1paWvDXf/3X+EWP7F+ZQ7W7u1tYOachFhOXZ53whSbuTWNQdXU1rFYr4vG4HjoG\nI7ELMZVKaR0cGxuTIYQRAl1dXSgUCmLU7927p5YgKgksFgtGRkZw9+5dvczMLy8WiwrBikQimvJK\npZJW38uXL+P73/++NLROp1OTz/b2tsw0lFKSCIvFYuju7pa2meRmU1OTYoM7OjpUdefz+fT3WK1W\nFAoFxGIxpQUy9oBdlfX19YIDaE2fnJyUDZ7Oxd7eXty+fRs1NTVIpVJKJBwdHcXTp08xMzODtrY2\n2ahHR0fVlMRpmJcyCTSPx3NCUri4uCgpWW9vr9ZWmjzGxsZgsVgQCoVgt9tlbDEYDOqjpK6ZvZQ0\nhuRyOUEPLpdLcQM2mw1LS0tq3qI7mAULpVIJHR0dMJlM2gRJWDI0LZ/P4/r16+jp6UEulxPR2dnZ\nKT6A0tSlpSXk83mVmBsMBkF/e3t7ggUDgYAayviZNTQ0YH5+HrlcTtr/8fFxLC8vCy8OhUIyUnm9\nXmHTlBl/4QtfkGNzcHBQAVUvv/wydnd30d/fj1QqhQ8++EBQGYnGg4MDhEIh+UhaWlrwd3/3dxgZ\nGUEsFkMkEpHoYGlpCdlsVlJDhp0xPZGxH//1X/+FZ555BrlcDrOzs4odYNT2wsKCjHj0gFC9k06n\n5V1hhyovZSrg6CC3WCxwuVziedjOdnh4qBjusbExbXtUutCUyIOY58/HPvYxxONxDVGvvvqqvAHc\nqljlSeny48ePNWCWR4hTTMDthfHI7NllJWQikdDAFA6HP/zxAx//+MdFSlVVHbeZU8/Lh8Hlcik8\niwez2+3Gzs4OYrGYcD7mLRPvZV468fV0Oq02Jlr7KWFiNCk/TIZa1dTUwGq1yujDiNj19XVNLCwa\njsfj2Nzc1HRKA4vdbpc+3W63qySZag9CJlarFQAQCARw6tQp/Xck8lpbWxGPx5UyyHLwo6Mj+P1+\n+P1+4arcOigDJSHFMCxuLMQww+GwXLtdXV3Y3t6WexKAjDperxeBQAB2u13OQWqKAUjSNTU1JTNL\nOp3WWs5IV7Ygra6uIplMYnp6GuPj48hmswCOIwzIxbCcmgd9LpeTWclgMJxwAC8uLsrYxpCt+vp6\nnD17FvPz84qfTSaTCpuibBM4FgVYLBZMT0+jvb1dzkZa8A8ODgRv5PN5DR9utxtra2uorKzUZkUD\nEQubySVVVlbipz/9KYxGo2SfzDDnQeLxePT7EuJj9lFfX5/kkzs7O+Jinn/+ebz//vuCzTi5P3ny\nBJWVlXjrrbeQzWaxurqKCxcuKFJ3eHgY+XxeEyl7c+l+5s/BGAZ+Vpubm+jo6EBbWxtGR0fV/kTe\npK+vD9/97nfR09Mj2HN7e1vvRSQSwcWLF7UJMs8nFAppQ2eIF+GzixcvCnKjxr1cNDE4OKgc+WvX\nruHo6EhSVFZsWq1WwVgM59rZ2dF7MTQ0pK6Djo4OhaKdOnVK8mqS0Wz6unPnDra3t8XJHB0d6WA/\nffq0CmOYrVRfX49kMqmDn1g+B6yNjQ2srq5KmdXQ0IDOzk5tCAsLCx/+w/21115TNkU+n0cqlVK+\nAmWKXDUZdkTr8dmzZ/HSSy/hwYMH+PSnP41gMKib2W63I5/P45lnnpHLkFJDJjfSvMEvcH19Hevr\n65LxUXfMUCbq05nnAhyrgvr7++HxeGRGYtof42FLpZIsyGwHYq7z4eFxu/nzzz+vuGMA6O7uRmdn\nJ27fvq0MGOq1mR/CmF6mB7KXkf2j5a3pNTU1aoVpaWlRtC7lcs3NzdJJs5JtZmZG+uL5+Xm1Kj37\n7LPIZrNSz7BJqLW1VTGtlD/STcr8FmLnfBGsVqtKMYrFIlpaWjA9PQ2DwYBAIIChoSHs7+9rXeVF\nQVMTUzurqqq03fj9fpHgxL2rqqqwvr6uoKa2tjYMDQ1hZWUF9fX1+ploDurv79fFStJ6cXFRTl6S\n88wOZ4QzKw8pKeTGyWRHYtQvvPACVldXAUA2dZrB6KIlGcu/M51Oo7OzE4eHh/it3/otBINB8QfF\nYhG3b9/WdEroh1AhYSsGwhFXTqfTWFhYQGNjoxqKCItQQsnwKjooGTtM7TcjENhp0NPTg9XVVXz/\n+99HV1cXvvOd7+CP//iPFQ9B7fnOzg7GxsYQ/HnjGHCsqmPBNtMqW1palN3ywQcfCJr0+/3o7OzU\nBhQMBuWnCYfDuHPnDiKRiLgjBn7lcjn09fXh7NmzuH//vlrIeFHcuHEDnZ2dqKiowKVLlzA5OSlS\nl+8GwwsZUZzP59Hd3S3nM6HCra0tNb6xgIMBf+UbG0ve+Z5Q+sj3gGmdRqMRFovl16NDdWRkRIQB\nq8nokGQudjqdVhgPAL1wGxsbyGazuHbtGqanp/WhMcWtpqYGGxsb6OzsFAbPkgWy1MweX11dlXTT\nbrdrCltbWxPeNTU1JekjZYx1dXU4d+4cnE4nbty4AYfDoZeBF0VjY6PyPBgj6vV6USgUMDQ0pJs7\nHo+jsbERFy5cwNOnT7GysgK/34/BwUFsbGxIZkqpFnOgmbERjUbhcrkUUMakPBacOJ1OFfbyd6fV\nny8tw5+KxSL6+/tFHDGNs6WlBe+++67cuLSTM1uF3gKSolyPS6WSMsBJRFPSSO25y+XCgwcPJI89\nOjrSC8S1tb6+Hna7XeXfnLCYCXTq1CkAwNLSkrgMg8EgpQOJKva1MpuEmwJbs6LRqA5jt9utiFeb\nzSbvRKlUQqlUQiKRwLVr1+TeNJvNmopTqZSGh0wmgytXrmB5eRn19fWqQySxe+HCBSl1HA4HVlZW\n1HPLjZbcTigUOhFad/fuXXlG1tbW8LGPfQx37tyBxWLB4OCg4j3m5uaQSqWkUOIGS7iEZDjli+l0\nWtJFADp0WQjDnJ+lpSUkEgmYTCYsLi7KhZpOp/HJT34SP/zhD6U2o5nrzp07mJiYEPxBCLRYLEoF\nVF9fDwAYGxvD7OwsamtrxaXdvHkToVBIgwXhJTqPn3nmGTWY0ftA6a/RaMSDBw8UJ80Nv6WlBWaz\nGVarVY7k2dlZ9Pf3K/gunU4jEAgIauvr6xOkQ1kx5bxGoxFOp1NxKBwo8/m8cqMo7d7b20MwGFTY\nGTkpv9+vrX1ubg7ZbBbRaPTDf7h7vV54vV4RbC6XS3npjGplnRkxr/b2dqRSKYyPj6uqjRCCwWDA\n5OSkbv3u7m5MT09rcu7r6xOuxQxlysXGx8dRV1eni8Dr9Sroqq+vT5fF0dERHjx4oMlhZWUFPT09\naGxslOafEahUD/DBZA0Yiwk2NjZOGJboclteXlYeNeNHudoZDAaMj4/LLMKXjLhnRUWFstrLI3/Z\nEGQ2m7G8vCxpIg9cqmZoomJdHCdG5liPj49jbW1NiiJKCRn69ujRIwDQCk4nKC+kQqGggpBisagO\n2IsXLyqWlr26nPCpmCkUCkilUiKgePFQ79/e3o5QKCSjDM1Y7JPN5/MYGxvDpUuXZFTj82U0GiWx\nowMRgA44SudYEm2xWNRARXPJjRs30NPTg3A4jJaWFlRWVmJlZQVNTU3CmunJaGpq0kve2dmJR48e\nIRQKYXx8HOvr6zg4OMDg4CBsNptios+ePYuHDx/Kxbm1tYXm5mYYDAaMjIzAbrcjl8vhZz/7mSIC\nWPfHeAfKjXd3d7G6uoqGhgbhvnxmaZaj7JU5RSaTSR2sVA9ZLBbYbDYZlXgwUTDLP5UAACAASURB\nVCQQj8dx7tw5/czvv/++opAB6J2mh4ClMcCxwIJ58CTDu7u7sbS0JIjL5XJpe5ydndVBTgyc6pRk\nMgkAKsU+PDzEm2++KclrLBYT/Mhmr0KhAKPRCK/Xi1gshlAohMbGRjQ1NYn/ImxH8QXjLijnZc4O\nUYdEIqFeXP53jLJuaWlBKpVSvDiHsZqaGrjdbrhcLmHvH/rD/bOf/ayC+Xd3dxEOhzE8PCxcislw\nfJjYc9ja2irXmN1ux507dxRhQEK1o6NDuFZ/f7+iDJgqx9TD+/fvo6OjA8FgEOfOnUNfXx/6+vqk\nM6ec77vf/a7gnJGREZjNZiwsLGB7extLS0vCAWnS2dnZ0erOdddqteLo6Aijo6OIRCI4OjpCOBxG\nIBCQEoXyzLfeekvcAzHqxsZGLC4u4uWXX0Yul8PMzIw0+KlUCgDUGAQc46Jk3anlJfzR2dmJ2dlZ\njI6OoqurS4cJp2E+RPv7+zKWbG5uaqpmOmddXZ1S8nK5HDwejxIjGWlKaSG3HmboM1qVed9cT4np\nE+MNh8Ny/HGiBqBuU2qUmX3DEpKmpiaVHtfW1gpy4O9FUoxRD4STeFmwvWdyclLTFadlGnToZg0E\nAhgbG8PW1pZwfRrGGhoa8PDhQ+WjE75g9DBlwgsLCygUCiL0ScoajUYcHR0hk8lgZGREMROMvuUW\nsb29jUAgIOx4ZmZGkySlg4lEQgXN1HDz56J8kM8INwZWR7KCsa2tTRnnhFJojOvs7MSNGzdw6dIl\nbG9vY2ZmRlDq0NCQcGoqcKgWoSEonU4rbnt5eVlY88jICPb29rC1tYWamhoMDAxoc2AEAb0K5eIG\nwlTcVMqDuR48eACr1aoYadZH8mBneim5B3I8fI6YBcPngB2oPOR3d3dFzpIYpwKKOUUABOPw3SiV\nSojH43r+amtr5UC32+24d+/eh/9wdzqdCu5i63xHRwfu3bunJDa3263yDBpIGLrDyZIEUn19Pc6c\nOSPFSDKZxOjoqKb5ra0tnD17FsFgUBVaDocDbrcbc3NzyiSvqflf1J1ZbKPndf4fkqIoaiUpUhRF\n7RotI41mNHs83uLYjp3EsYMkSNs0gS/qoEWbXAS9ai4CNEDQmwIBepGrBkguiqZJ0caF2ya2Y3s8\n3mbs0VijmdG+SxQpUpSolVoo/S+U35lP6ZYA/SMuAcOJJZEfv+99z3vOc57nOSWamZkxAYTL5bIx\nbbFYTEVFRUokEjpz5oxZEZMtctD86Z/+qQ3cKC4uVjKZlMfj0c7Ojq5duybpKDhdvnxZJSUl2t7e\n1sWLF00l+frrrxveTsUQiUSswTs4OGhzUulLnD17VkNDQ6ako/8QCoVsIEIoFLKhu16vV6FQSLdu\n3VJvb6/RxODNY4O7t7enzs5Oa+wwMq26ulplZWVmfcs4REYPYm3a0tJiakG86MEnYReQ2YDLwumV\njrI7vOGdMzZpqiHqisVipjOQZJaqWAQTGPBcb21ttR6Gz+ezMpwM97333rNgXFNTY41F1IiJRMIg\nCHyD3nrrLVVVVenkyZOSZIMv6A8sLCyooaFB/f39CofD+vDDD81e4Ny5cyZygZGFPoH1gwvhxsaG\nHnzwQVP7wtCKRCKSjqApjPMikYguXbqk2dlZw5Y5iCcmJnT69Gnt7+9b1UqvCFsQbIU5qEZHR605\nz1B6gvv6+rrBcVSoMzMzRpzAJwhqJAPQr127ZswvmuSNjY3mIMmeh4GFwyvwFnNHEVZVVVUpm82q\nubnZKquDgwMTTc3OzpqBWKFQ0PDwsE3pkmQ24gsLC4rH45qdndXi4qIJoYCoZmZmDGGgZ8a8YwRu\njAulqY4RG2pZfJY47PG6QWDFGsAA7/9EcP/93/99m4SCnH1qasp8mxF5MJ3lxo0bKi4uVkNDg4aG\nhjQ3N6dPfOITxlzw+Xy6efOmde+ZVsOUFjyVpSNsv76+XoFAQPl83objUjYx0s/ZJIWKhYPj4eGh\nTpw4oUgkoldeeUVTU1OW3Q8PD2tzc9NgBoY2MKS4trZWtbW1GhkZsUEdNTU1ymQy6ujosFF9vOcj\njzxiGdLc3Jw+9alP6dq1a+Zmh/VBW1ubLa65uTnV1NTYkOe2tjYbEMKiGxsbU19fnxlAwWLZ2dkx\naTeZyvb2tvUI4vG4aQRoBiMKoe/A50MvBeuWZNcA7OUMDFQZ09PT8vl8xrag0Y0WoLKyUvPz8yZE\ncdrxojzu7u6W3+9XLpczu2Ky/YWFBTNcKy0t1ZtvvmlqYL4bmRh+RKwdlIlYUpOd0Uzd29vT6dOn\nzeaX3gF+QIzmA54IhUI2USqXy2l0dNQUysXFxfZMMYxj/Bwc7NXVVY2Ojmp9fV0PPvigBUkgiw8/\n/FDz8/Nyu906f/68eR0B9wwNDVnvhXtYKBSMM+4cDu1U1+IO2dbWpvLycrW2turWrVuGTd+6dUsn\nTpzQQw89pNnZWVVUVGh8fNyopAgVsceWpMuXL2tra8sUvy6XyzJqKMyvvPKKmdbRNGbYdz6fPzZl\nCwLC9PS02Zog8oIVJx3NlCWoApXgbokTKsQOrKFpJBOAmaKEFTMVI/uf6yR+cP244UqyWMPnkOmj\n97lz585HP7g/9NBDGhsbUzweVyKRMDc3GgmYeu3t7enmzZtG5KcJ95nPfEaDg4MqFAomcMFVL51O\nm3QXQQqUMoYb81ks1EKhoObmZg0MDKiqqkr9/f0mfoDBk81m1djYqFgspnw+r6GhIcP9v/CFL2hy\nclIjIyOGUS4sLCiZTFopWCgUVF9fr6amJrMMQKWIhUI+nzdb4fPnzxvV8969e8Y/Zy4qAyZCoZDR\nKjm0sB6lT8GAAg5Tj8ejT3ziE3r33XeVyWSMvUIJiG1ua2urxsfH7T6vr6/bmD0W8OHhoYmSnEMX\nmpubDaqC2ldTU2PeKniA0EhdW1uzDB+cFQ97NiVKYzjBCJrAjmEkHR4emj6Bma9AX+CuYLTr6+tm\nv4orJIrBWCym9vZ2w/rJsurr661hi2c9B0JXV5euXbumTCaj+fl5VVZWqru7W8vLy+YX3t3dbbAQ\n2V0qlVJTU5MaGhpUV1dn9gcVFRU6ffq0JiYm1Nvba15MTKmSZM9rcXFRCwsL8vl8isfjevrpp3Xn\nzh2l02l97nOf0y9+8Qs99NBDFlQRcVGR0BwPhUJKJBIGNa2srOjy5ctaWFiwEXoXL15UZWWl7ty5\nI5fLpV/+8pfq7e1VX1+furq61NTUZJDDqVOndOPGDZ0/f1737t0z76iSkhINDw9LOjJBY/gK08fA\n8NFQkHHTy6LvAI4di8VMcS7JBsHDRCkqKrKhN9Fo1CxFWltbzUp6a2tLQ0NDxkZiz2BVwgHuVMRy\nsOzv71umLcn2CFbewJW4uaK45XBiX/EqKyszMgYaiY98cH/66adtgjnYHfjx1taWmSwxIxSK0uDg\noFGPnnzySf3DP/yDksmkTVavrKy0AR+ISvCupgF5cHBwzEsDTI4mamNjow0LAQdcWVnR0tKSZbqM\nzKqoqDCskbFfZDOc2GDQTU1NxgkeGRmRdDQUGWwYS1sagq+99ppOnTplsvOVlRWDrOB/v/3223r3\n3XeVTqetRGVmZSQS0fT0tI2tI/sKhUKanJzUysqKqRUZ3Lu/v69IJKJUKqW2tjbzAAeSICvE2Kuh\nocGMjaBawkoCygLn5fDBvhfVZ1FRkf0+hy74tiQ7NLAsJpPq7e3V/v6+3WeaY16v1xraPG/nCLVC\n4WgA+srKikKhkLlojo6OWraENwoQxZkzZyTJ2D7g3dvb22pqajIYq6WlxdScxcXFSqVSOnPmjDWK\nm5ubFQgE9OSTT2pra0v9/f0KhUKqrq7W3t6eHn30UU1NTamxsdGuj7FzfX19mpyctGAB5EZ2yDwA\nKl6Xy6X3339f1dXVBtPdvHlTgUBAZWVlmpiYUGNjo1wulw4ODnTv3j3j1jMIpbW11aA3mu54/GSz\nWVNpMi0JP5pkMmmJE+I1qu233npLTU1N1sfAkqKlpcUcSWkqOv+hOkOr0dPTYwcjVWw+nzdLjHw+\nr93dXY2Ojqq8vFyLi4sm+mIQTn9/v1ZXV62XhyUAzKfKykolk0mlUilr4pM8FAoFg1NousOaIQHB\nTI5nQgbu9XqVzWYl6ZhRnTN5QXCHJUdtbe1vZT/wO8XcafIAf5SXlyudTltTDYe0xx57TGNjY2po\naFAkEjHVWklJiS5cuKDbt2+ruLhYzb/yKqHTjeiA0ikUCml9fd3MyfDd2N/ft2BdX1+vy5cv66mn\nnvoPJl69vb3mNIhiEtiiublZy8vLWlxcNOiATD2bzRqEQCBEPUdDCwuAoqIiU/XBVcd50OfzGeVv\neXnZpg498sgj+uQnP6mxsTGDGrDYRcGHvDubzVqZf+fOHW1sbCgcDhujYG9vT8PDw2YKNjU1ZU6Z\nZMZVVVXa2NhQZ2enFhYWNDc3Z5k/zpIHBwdaXV01eAAaV3d3t/H2i4qKDDqjYpiZmVFxcbHC4bAN\npt7d3VU4HNbu7q7RFcPhsClmc7mc0WbBP6H0MfQaeGNxcVF1dXVaXFw0/jHZEmulurpalZWVeuaZ\nZzQ2NqYvfOELJoQiI8axkIANo4fvDfZbU1OjyclJ47YzpOWHP/yhOjo61NPTo6GhIeur9Pf3S5J+\n+ctfqrW11Syc3W63QZBgzPDgV1ZWDEL54IMPtLi4aINccBLkYOzo6DBKHpTe2dlZyzA3NzcVjUY1\nNDRkFefBwYFisZg+/PBD+f1+IwS0t7eb5bXP51MymVQymTQ4Crqps7l848YNo/ox5SmRSCgajeri\nxYvGcmIkHcM+UqmUKVHn5+fV29urra0t1dXVKZFI2EHH4HjgjoGBATU0NNhgGEY4ulwuvfvuu7bv\nnM1T5hOQhTt9/Gk8w3YhKSVTp0KneoCWS2MfBhuHApCLJPOfQoyH/TPMnOLiYt26deujH9zPnj1r\nwQLueDQaVSwWM4YCjm9YE2xvbxs1DdwVa1RJNguR8Wnc1GAwqIceeshsgsnSGdTLZyAsQNh0/fp1\nTUxM6NKlS8rn8xoeHlZpaamuXLmijY0NGzjscrnU09OjyclJxeNx/eIXv7CFScYGfsumxE8kFotp\nb2/PZPcsAtS32CgATfzrv/6rzUp9//331djYaL4bgUBAzz77rHK5nJ577jn9+7//u9ky0HzkgGOQ\nL9OZGGu2sLCgCxcumMVoTU2N8cnhq8OHrqmpsUPW5/OprKzMxC+YtaHYhbve0tJiA1WKioqOTc4h\nWwdCYtAEfvwVFRXHvLgJ4uCisKUQ/HR3d2t2dtZ+D+qrz+czOwUCPoOW/X6/BYf29nZjo7B5GbG4\ns7NjjX2EZG1tbRoeHpbH4zGLieXlZT344IMGQzFsu7S01O4xnPRbt25penpah4eH+vznP2/Mi/n5\neXMsPHnypMrKynTz5k1NTk7abAACPp7lXV1deuWVV3ThwgU1/2qkpHTfo317e9sOJSoBDjzM9bCu\nZeYu8AaHUSaTMTEYgp/e3l699NJLikajlrVOTU2ZAd7169fNAuD8+fOamZnRZz7zGe3t7ennP/+5\nGhoatLCwoLW1NTOp42AD+pienlZVVZVOnz6tW7dumaEZbqZAc8w6xQAOQeDm5qZZeXAwbW1tqaSk\nxBr3xApJ1hzGapnMm/1JcAeiBHqBQEA1wHdxsgGdanp+joaEWOWcwvZ/QqH60EMPqbOz08x7/uRP\n/kRvvvmmGRaNjY0pl8upvLxcuVxOtbW1WlpaMvluR0eHcV55aLu7u8ajDQaDWltb0/b2tubm5tTY\n2Ci3222lIo0pAgeUtNXVVfX19Vm2jDVtoVAwL3l8HoAyFhcXlUqljs2C9Pl8mp2d1cLCgk6dOmUC\nLNSqMFaQWy8vL5svDvBSeXm5+eHj6Le5uam2tjbt7OxYtVFaWmoMl9HRUc3Pz+ull16yIOz3+81q\nFzvjdDqt7u5u49mvra0ZnYx76OSc+3w+q4igdqIARa3KxkqlUgZdNDY2yufzqba21iqpdDptCxzn\nPxgb4O4bGxtqbW3VysqKTTtCXTs7O6tAIGCmYGDviEegrdFAZwOSqVNaIxWvqalRdXW1xsbGTMGJ\nQRVVD407l+toFBq0USo0rIbJdLHDQDzDAR8Oh03YhVDL6dzJRCfUllVVVWZ6h+Hd5cuXDXaMxWLa\n2toyjLqoqMhgk9u3b6uoqEi1tbW6evWqvF6vWVZ0dnZqYGDAZO8clg888ICmpqbk8XiMdy/JpPwl\nJSXq6OhQS0uLXnjhBS0sLOjGjRs28hBBE1TB6upqY8qMj48bGwtGUE9Pj3w+n4mVMFqj34LeAYuC\naDRqxIFQKGQV6p07d1RTU6NAIGD2C5JMrEVFsLm5afg2+4bpZNAmnZk0DVL83llvBHRMvMjombyE\nZUVZWZlVIk56N9UkECPwGlYszJFwMswwHPzIB/evfOUrGh8fVzAY1OXLl/WTn/xES0tLunjxoj74\n4APt7u6qs7PTgmVlZaXNZ6QMI+uCmnfixAm9//77ikQiRn+anp42mTlmP5zszc3N2t/f182bN5VK\npRQOh1VZWal33nnH5mAWFRXZJoBGx3AODJ5mZ2fNa2ZnZ0fd3d22KNvb220hgM1OTU0d3fxfBUoE\nJOD/bFY8ZOLxuG7evKmenh7F43GrYuj619bWqr6+XlNTU4YnQ/ME5qmoqLARYMPDw/L7/ZJki3V+\nft6wW2yD+axEImFNZ6xbMUG7c+eOKUhTqZQNhUD9B/tmc3NT1dXV6uvr08DAgCRZLwMcklIa+qLH\n47HMHXteDj6GLY+Ojko6GgRO8GE2J43taDSquro680NHlclwjOrqat29e9foudgxs3mrqqp08+ZN\nY1Wtra1pa2vLZu7CakEHsLGxYUlHXV2dGhoa9MYbb1gjlOoEhtLdu3ctuDY3N2tjY0Ovv/66rUe8\njWprazU7O6vXXnvNpv+Ew2H5/X69/fbbeu6552xQejgcViwWM2iQIeKsrUQioenpaeOGJxIJ81gC\napydnTW758nJSWM2Mfj8r//6rzUwMKDm5mZ9/OMfNx/yuro61dfXa2FhQalUSnV1dRocHFRDQ4Ot\nM7QIH3zwgebn5/W9731PTU1N5j9EtRIIBHTlyhWjaXJ92Ep0dHQYfFheXm54PQ6z0F+3t7etFwIE\nDESCtsHp845ZIYFckgmSWDfEEo/HY/8fyBPqotfrNeWpk9YZDAZNhwJszLqgZwRkCAPN5XJpdHT0\nox/cMa93Dt5YWVnRBx98oJWVFbNW7ezstJKSm9zd3W1j9w4ODhSNRlVSUqL5+Xn19fWpUChYkIJm\nFIlEzERodnZWn/jEJzQ6Oqp33nlHZ8+e1Z/92Z/plVdesYZZMplUf3+/NjY2LDuqq6tTLpfT008/\nbdN8KNMZ+8UDwwQIVgC0NzJYmlp1dXWanJyU2+3W6uqqzp49K5fLZcyLU6dOaWBgQBMTE8akcbJJ\n8vm8TfppamoymiI0MIQWlJVsDrL+eDxuroobGxsG20DLO3XqlPHLERzBzIDCF4/H1d/fL5fLZS52\nSOmBJsC/eS5AAXj6owNA3EElQNXAiDyqN5qnKCfHxsYM1mFkWn19vVkoQwllLcGgCofDmp6e1oMP\nPmj+L8lk0rJLzKwwTmPOLkKo8vJyw16dDfFQKGSHUy6XM+FSW1ubzWV96aWX1NbWdqzJBsXT6/Xq\ns5/9rH7+85+b8yaQAHbNdXV16u/vl9frVTwet/9OUx/fcEmqr6+3MYl42CeTSdXW1ur27duKx+Om\nGYDFEY1GNT09bUMxSkpKrDcBht7e3q5IJKLW1lY1NTXp9u3btk87OjqUTCZ148YNyz5xYG1oaDBY\njGYtvjg0o2lUFgoFM+1DnAcrZm1tzfDx9fV1U0DTxMRAjoOVzJ3DcX9/3+AV1hV7BPoj78e9pekO\nPAcmTl8KcaGTEJDL5Qw3R9xXXl5u1TBOlSjP+V36IGD3U1NTH/3g3t3drd7eXgWDQUWjUXk8HnV1\ndVnDirLu7//+77W5ualnnnnGSuEbN26oo6PDMjpwaqaZp9Npk9Y3Nzcb/tbY2GjGXXNzcza0+733\n3tP09LTJtsPhsHp7e20Idnl5ucEU4XBY165d08zMjAKBgBobG7Wzs2PiBDBa8FgEDfF4XLdv39bk\n5KQZf83NzRmcwKJeWVnR3NycTa3nc+bm5rS7u6snn3xSmUzGeLzJZNK8wvle0C87OjoMX9/Z2dGZ\nM2dsM7lcLvPnoESkj8FB5Ha7zWqWDCiVSpnvDAM3JiYmzON7fn7evEE2Nzc1MzNjcAn0LzxE8NyQ\nZNnV1taWsQiQ+5NVpVIpg0doOKGOZQZAWVmZTdPK5/MKBAIWGAl+e3t7ymQyqqiosE0DbAYzB9HL\n+vq6nn76adMRIKRjQ5eUlCgYDBp3n4lTlZWVhg0jKMJ2YXZ2VpWVlXrqqac0Pz+v1tZWs+DFN6az\ns1Pf/e539alPfUqPPvqo2Wzkcjn7faf2gSHxNTU16uzs1E9/+lPNzc2ZNzx2w7dv31ZHR4f1fa5d\nu6YLFy7oZz/7mS5evKjd3V2NjIyYfzxwQCwWM9otltYrKyuqqqpSVVWVZekI3bLZrN577z21tLTY\n4OdYLGZ9NKivDzzwgFkv19bWqrKy0sRxuVzOnj+WAkAzd+/eVTqdNvEQwzoWFhZMW4D3OvYKS0tL\n1iRmIDjrfHd31/oCUIwlGZxDA1U66lvQQ8NmgEyd9UMfEUhpeXnZqkFsSICfeK6saUlGSwVy5Hdm\nZmY++sH9i1/8ojKZjHK5nF588UWbwQg3vK6uTqurq9bNJzOHN8vYuMHBQXV0dGhjY0Nvv/22zV2F\nBllaWqqvfe1rRm/jRKcEbGtrU11dnS5evKi/+7u/M19tRvQ988wzGh4e1tjYmNxut9rb241Sh10o\nI+2YAoVBF/xXBvcGg0Fls1l9+tOfNhUs8v5sNmvSfL/fb/arVVVVmpqaUktLizo7Ow1a8vl8euCB\nByyTpXopLS01AdbU1JSJjKhmEomEsSXg+tJXYCh5RUWFKRO9Xq/ZB0QiEZsev7u7q5WVFVPhMsN1\ncHBQPT09BpNgnkbDi2YaGTqHz+HhoWVOVBkMP6FZxUAVPEc4cMg0T58+rYsXL+qNN96w2bD4jpAJ\nSTK178rKirmSMvD53r17+vjHP66VlRWlUikFg0Hdu3dPZ8+eNew8l8vpqaee0v7+vhk+tbS0aGRk\nxPonwIbpdNq446WlpTbPFuijo6NDk5OTqq+vV2Vl5TERmCSFw2GbsVteXq76+npjU0myQ+Pg4EAP\nP/ywvF6vRkZGlE6nNTg4aB5K169f19e+9jUbYNLW1qZcLmd+5GhAZmdnFY1GzZe+trZWly9f1gsv\nvKCf/vSnNlgC3Bv2ztbWlhobG/Xyyy+bN1I8Hte9e/csoeKzgT329va0uLio3t5ey145yPHloTEN\nfLm5uWmjHoFTqqqqLEtnTfG83W63CZV4fsBPwCwwZUgcSHicnHOwb2AT3o+sGmJAaWmpHQJYIyws\nLFimz55Ae7G1tWWJEO/FYUG1wIETDAZ18+bNj35wf+aZZ4yzCpaLF8Ozzz6r7e1tUzReuHBBV69e\nVV9fn/b39/Xwww9rZWXFuMU3btzQrVu3FAqF9I1vfEOSbHTZzs6OhoeHDZqhrFtcXNQLL7yg733v\ne8ay+PM//3MzxPf5fPrOd76jiYkJnTlzxjrr8/Pzevvtt9XY2Ki6ujrt7u7K7XZraGhIlZWVav7V\nZHboe2fPnjWxSSAQ0MDAgMEiPT09GhkZMU+T5eVlo5FVVFQYVAF1Eh8XSjwofbW1tYZHYiiFYRpD\nCPAp2djYUG1trfr6+gwrhicOhh8IBKyBWSgUlEwmrewk45VkwzTAO+/du2ezZEOhkDUEqRTQKtDk\ngo9fXl5+TIIdDAathKcZBY2TRi5l/sLCgg1kYLQbKuZwOGwGV8Bl8N/B5dlY9fX1JnSj9IZ+ip89\ndgZOb5LmXw3lXlhYsPvS0NCgZDJpuoDLly9Lkrl9MpyBZuzBwYENY5aO+gdVVVVqamrS8vKy7t69\na5N4JiYmzKuGNVJVVaUHH3xQ29vb+vGPf6zi4mKT8EejUS0tLenzn/+8Xn/9dRt0MzIyoitXrqii\nokLvvPOOwuGwPvvZz2psbMwGzDNEfGdnR9evX9fJkyfV398vv99vo+UYE0fTOpVK2VrmZwRExtdh\niAVEls/nDSOnd0ElxJqEhUIzuqSkxFgmNMed4h9gEVgtyP+peLkmBpCwxiAgIEhi3ft8Pkmya8BX\nCDydKo7kTJI1aZn+BlwFGwkYk/+ONcP+/r41xvf29qx3gHHhRz64f/7zn5fLdeQr/d577+nhhx9W\nOp1WQ0ODvN6jwde1tbUaHh62zDydTuvKlSt65ZVX1N3dbfgh5eDW1paWl5ctW3AGX5wAmSFaVFSk\n1157TZ2dnQbFjI2NaWJiwjbMzMyMZmZmLIvE7Y0SmSYj2djp06dtTBZ0KuTv0WhUv/zlL/XII48o\nk8motrbWnPk8Ho8NvWA4BE1J2CIlJSUqKSnR6OioGhoabIH5fD7zKAE7xFny61//usbHx81PGwyT\na5qYmFAoFLIZrYODg0b/A+tjuMW5c+e0vLxs1FUcDll80CWBDBDVbG1tWbZGOZrP542e6ORuU36D\nfzqzIqhqiKkIvrgvgpVSFktHA7DBcTHRYgweBylVAZ+JN/7AwIAdFFQXmUzGKJM0OWFmMECcYEG/\nB5qtc1IYvY9sNqt8Pm8wBn2Pw8NDm8fKRCiatO3t7UZ7jMfjqqqq0ltvvaWTJ0+ad3hRUZH6+vqs\n8Y+mAf9+BFKJRMKa3Ovr60okEvrCF76ggYEBvfvuu+akCVy2tramM2fOaHFx0cYxMk+U8ZEMiYZp\nRCOdLHpnZ0dut9s8aTDpYhC0U/UMdENPAhgD8zogObJusnCa8dgckAGjoxSfngAAIABJREFUUwDC\npWHKbFVER7wPBzn/MMDc6/Vahk3yQaLJeqKqYB2y1qhEwd5JaiCA0BOgCoFrz/59//33P/rBvbW1\nVWNjY1pcXDTToJGREQWDQSWTSTPRYkBCc3Oz9vb2dOfOHSthwV4lWYbADEnKzEwmY2Uog3IrKios\nIODDfefOHTMiwycCNSNBKJVKWbYkyQQv8GwLhYJBRzBmUJZBrSRTzufzZj1Apo/HNM0k/p7GsSRb\n0LW1tZJkgiMoVTTc6urq9Prrr9t4NGABDgkWIWre+vp69fb2KhKJ2GQpeMRnzpzRiy++qNbWVisf\n7969a/eqtrZWfr9fs7OzhjuShRwcHNhcU5/Pp1wuZ8M7YC6Q9bGpJdlmgYFDoMM8CtgFBg00VFwU\nOTQxnSOzgtHgzP4YGEK2dPPmTbtXyWRSJSUlpkY9ODhQc3OzVTClpaXGWYfWCDy3ubmpSCRiODPm\naGSE/JuhI5TuQ0NDx6C1vb09ffzjH9fs7KxRWe/evauLFy/qb/7mb/RHf/RHunPnjnHcq6ur9cEH\nH1hTF5HY/v6+vvKVr9hh4/V69ZOf/MSa916vV9euXTN2WlNTk6LRqE6ePKnz589rbW1Nt27dkt/v\nV19fnw3a2N7eVnFxsbq7uw0zX1tbs6AJNEKjn71D4AYOcTZRUTSzVyQZxRiiAJ/N+6CFgEZM0x4f\ne6jBBF0am/R72HNUB2g7yNyZQwA1cm9vz9YwWDrQHwkklQMwJbg7z6asrMwODCcxQ5LFFtZGJpP5\nv0GF/Pa3v63r169bd1m6b3+JWdDHPvYxgymcBkper1fJZNLKfSTnZGxzc3NaWVlRR0eHTpw4YeP7\nCNjgXQyhZrQceGc+n7cSDTXl5uamKioqDNbI5/MmnmJCOrgcikL47JR4yWTSskmcKtfW1jQ+Pm4Z\nL1JjGnaMauvt7bVGo3Q0uOTDDz+04Rznz5+3wdZYuZJRcE/ZFMwKJdOVZF3/u3fvqri4WD09PXr/\n/ffNHvbcuXNKJBKKxWLGeKirq9POzo71RiKRiDFM6CdAW8vn88aUYewhm4MZuGRlsAaAwcjy2Zhg\nqGTI2WzW+ggEk/r6erOoBeKjfGdDMzavsbHRfH1odudyOROhITxJp9Nqb2/XyMiIQQw0ojF+oy+B\ngyL6ikwmo3Q6bYlHNps1GiMS80gkYr0mmDiSzG6ZYRWxWExTU1PHLLBHR0e1ubmpZ599VoVCQTdv\n3tTTTz9twjiYSBMTE/J6vTZLl/sajUY1MDBgfjoIBMms3377bRsHd+fOHa2urqq/v9848jU1NabS\nLRQKhsMTzCTZ4QolEEM1AriTQkgAJPHh4KZCxFMGdhOiQEy3eGaYA+7t7ZnfutPcy4lvk1mzH8Dk\ngcCoLqgc8vm83UOunbm7Ho/nGANseXnZKNEI/mi6Oj8b+wHYPJFIxJJIl8ulwcHBj35wn5iY0IUL\nF4zbXCgU1Nraak0cmhVI1JH/Qjtzu93mg7G5uWnZkySl02kFg0HjqO/u7mpoaEh37tzRyZMnVVFR\nYaIBqHhMPAoEApqZmbHmIhWCJFNHQrvzeDxKp9PH7EKZtYqaMpVKWQNsZWXFzJTIZCSZl00ymVR1\ndbU5T3KoVVdX2wxIms0IiA4ODmxi0NmzZ63BiY8FMn4OIxZkTU2NzUSVdAy+wMGR7IVhBcjz4S5L\nsu9XXFysyclJGxRSUlJiPZN0Om3BEGoZcBmbhc1JBoV3u9PrnuuhOkBRyP0Bh3fi/FA4naZMwGuh\nUEhVVVWamJjQwcGBufy1tbWZirOyslIjIyN2SEoybxMOJfB1RFZ4JIEv7+3tGex0cHCgxsZGq/CA\n9QKBgNLptMn54/G4rW+Gj7vdbnV2dpo3UUNDgwVfegxYKQNp4SCJQnt5eVnLy8tKp9M2Qxh6sNfr\n1ZUrVzQzM6O1tTVTUI+Pj9saJjMuKSkx8SD2D6xnmos8H/ByZ1aMtuPw8NAEadvb21ZhApnggU6A\nd8I2kgwKyeVyRvtk/dNUdfq4syapAoAynUEfrjsHO2sO9gtYuCSjS0LwgHYJR50GO8GdBnBFRYVV\n0E4IhjVA/4mKnor8/wTmfuLECeVyOZ07d07JZNKGSLz00kuanZ012XNDQ4Omp6d19epVm026uLho\n9pydnZ3mUogtQSQS0fz8vFkJg+9JMpMoBCdkF5zE8/PzOnv27DGD/83NTStVMb/y+XxGgfP7/Vpe\nXj72YGkq7uzs2JSYQCBgHjPS/Uk0LDzEO2Q4eKyAux8eHs23dA6WZtHTnH3ssceMq+x2u23w8sMP\nP2wYJNeBCyQMGnxPXK6jWaBDQ0N2wPDfqYIwEKPUdrvdqqmpsYYlm21ra8scG+FWLy4uGnuooqLC\nVIJ4lcM3l2Q+QCx6uP5AJVRHDFlg05JlgbGur68b/l9WVqapqSm1t7fbBKZz587p1q1bBgft7u5q\naWlJ58+fl9frNf+cg4MDC3SoCIHN8LiXjqhsMIiWlpasV4OXz+7urrLZrDo7O62ywK/d6YgYDAY1\nOztrvRB4+QTlWCwmj8ejr3zlK2ZlDQWRgwaWFJUTidPHPvYxdXR0mO8MVS4QG8NDONTYC1SiCLbA\n3oG6gD8w3gIvB/7Af6WsrMzWOuMvOYiB1QjOTptj9iKVKbAorCQSGycEBOxHRc01OCtbqkb+DVQE\nNk4mD1tM0rGkAQM8rh34b3Z21g457FCAcMjaOegRMbrdbsvYsctYWVnR3bt3f+Pg7v7vfpjP53X5\n8mX19fWpu7tbf/EXfyHpaJTck08+qY6ODn3yk5/U6uqq/c1f/dVfqb29XV1dXXr55Zf/y/eura2V\ny+XS1atXrbH66quv6qmnntLzzz9v7ndLS0s2TgvXtpaWFnk8HrPCXV1dtcxjc3NTfX198vl8evPN\nN83Olgyvrq7OxrVxAymjaagNDw9bg477ALzgdLNDOBQKhSzDr6urM5ohk4W6u7st0ENZlGSHBRkm\nNscIYRgDxoK5evWqysrKdPr0aT3xxBPmt4Gkf3JyUi+++KKxD8h6q6qqdOvWLZM5O4drlJSUqL+/\n3xYZGXUymVR9fb3Onj2rYDB4zJeapnEwGDSBCRucrJDMORAIaHNz06h7wFTZbNZogtIR5a+5udk+\ne2hoyDL8srIy9fX1GavBSaWkBG9oaDBcOZ1O28+dlEwOGCC2RCJhsN77778vr9erVCqlqakpc6a8\ndu2aVYRM+IGtxO/g3jc3N6dUKmXX2NDQYAGN0Y3SkSp4fX1dV65cMciFTex2u9XV1aVYLKahoSGt\nrq6af00sFjP2DwNDCoWC7t27p+vXr8vr9WpqakqxWEySTMEZCoVsYDbP/dy5c9rY2LBGLvAYtho4\nSWazWQs4VH00/yRZ1U1mC5RIQMcrhUDLzxGXSbKgyKxgGvmo08vKytTW1qbS0lIjTVDNcfAwr8Dj\n8RwbukEFwkCTQCCgWCxmmTVJAXRSYBMydiAbWDIul+uY4yPJHFx5FK0HBwcmxkLc5LQlcCqgYbUB\n7/C7JEf8HcNYftPXf5u5FxUV6Q//8A/1jW98Q3/8x3+sb3/72+rq6tIPfvAD9fb26sc//rESiYRe\nffVVPfHEE7p3756+853vaGBgQM8995x+7/d+T1//+tdtA/P6y7/8S/X19amxsdFsaNvb2xWPx80i\nFpMhTjwm3EciEStTMKmiSdnV1aXpXw15IKOitF9aWlJjY6NlCWwolKGbm5tqbGy0AQdVVVXGIQc7\ngyKIeGJtbc2wWh7owsKCSaI5GFZXVy3goaAEc6epB8OARUlGTqaBXTH8e2AfSdYkxta3srLS1Hh4\nm+ztHY0cxM+eLIFBJywgPDeko4n0iUTCMh4yaqAw+MBscErlpaUl+25k13B+4ceDedL0QnLN4cMB\nxbVIMl41sBwzWmmispnZZDSjeDZke9J9LjTfiZ4DfkSBQEA7OztqbW1VLBZTLpezDV8oFMwPhok5\nTvHK5uam0um0GdMhhFlZWTkmODs8PDw2+ALWFDDfAw88oDt37iibzdr9WV5e1q1bt7Szs6MLFy7o\n1q1bJiTCVXVubk5+v9+EgFQ7BMZQKKTBwUEVFRWZs+aJEyfM3wY4gp/B4CDw0FxE0k8WS5IiyTJf\n/qHC4jmxLsjeyV6Z1rS5uWnQJ3bPwWBQKysrxzz3+TunARhVPPx9oCt6QKw79gVMFKoK1h7JnySL\nKbwHzXAOK2el6HK5DHLiwHRSMysqKgwOxZqZtch6QbOCyyj35rdhy/y3mbsk21wwSILBoP7lX/5F\nzz//vCTp+eef189+9jNJ0osvvqg/+IM/kNfrVXNzs06cOKEbN278p+8LTkeDqKysTNPT0/rFL35h\n0Ayb/c6dOyaHHhsb09ramlpaWqyJBXyxvb2tnp4eY8E888wzKi8v19LSkq5cuWL8ZbfbrZaWFrlc\nLjU2Nur06dMG74CBYYngdCFcXV214QsECAIKJSUPtbu7W6dPnzbzJCdnPRaL6dOf/rRBJDU1NbaQ\noT1KsokvYIfxeFzhcFjBYFDDw8NmK0rwKSsr0/z8vLLZrNHc8IGH0re1taVwOKzW1laFw2HLYufn\n5zUxMaFsNqvLly9bfwNmCIZQBEsnW4AKw3n4hEIhaySRveGKyfvkcjkb/0Zm1NraanxxpiWRAcXj\ncfMXT6fTGh0dNYGWx+NRU1OT2cwSTNnsMGs2NjasyqMJi8Mhiku/32/j5BhkjhlaeXm5DbymvOdw\nTKfTyuVyhr8yaQi4gCEqTrsNNm5LS4sxv5j8tLOzoy9/+cvq6uqytbq0tGQV18TEhKLRqA13uXfv\nnk6cOKFTp07ZQJdcLqdkMqnBwUELVoVCQU888YQxcg4PDzUxMWHfETdK7gt2DmTo3G+MrXjxPeGE\nEwR53gRMsmbnYQpMU1dXZwffwsKCMpnMMdvdixcvmqEYA2yAFKuqqhSLxeR2u+2aycpJMMvKyuy6\ngY+4Dn6HtUiCBixDgkNARqwIpAOkiq3A9vb2MaydzN/n81kjlhff0elECbkCKvjCwsL/FK6Pvf7H\n4H5wcKC+vj5Fo1E99thj6unpUSqVspMnGo2aF3gikVB9fb39LeZB/9nrySef1Gc+8xnDlZCiM3kG\nQQCcZukIDjpz5oyy2axeffVVGxBAcwuhwtzcnHp7e5VIJIwmuLKyYo0cFh3Oc2tra5qbm1MikTDj\nIWTmyOeh4+3t7VnjhwfFw6iqqjJF2u3btzUwMGDTW3CQPDg40NLSkv7t3/5N29vbunfvns1yDIVC\nCgQCdn8pC9fX15VOp80PhebZBx98cCxDcNLDXC6X+vv7zYHR4/GYhcHs7KzhxI2NjeY6SeP6b//2\nb/XYY48ZFkl1RPACXuJ+FhcfzTTF3x54C0UfVQZZNlauGK0hfKLUPXPmjEEwUFapZBoaGnTy5El5\nPB4tLy8rkUgcK6l7e3vt0FtaWrKxe7BkaF4fHByYlUI+n1dra6tZSfCsgGlmZ2dNCer3+01aD4+9\nUChYpk+jkgolEAiYxw4H/d7engVQl8ulqakps1rAsO2RRx5RKpXSvXv3VFFRofLycg0NDammpkax\nWEzxeFxzc3O2DicnJ1VRUaGRkRGDCFDTcvgA7Xi9Xi0vL5uwiEAEiwfYgEDOz1nnvBDySEdwC0Ec\n+2aapxwGzsyeoffr6+tWgXLIt7a22gGQSCTMhRUvmDNnzliyMD09bQpjEgASN6Z/bW1tGUyHiR6q\nT7J87heQEteD4IrA7MTxgUW5biq7XC5ntGaSM35eXl5uBwo4uyRj+1EZ0ETe2dlRSUmJiSZ/m1fR\n//QLbrfbso2nnnpKr7/++rGfO7u9/9nrv/rZP/3TP2l7e1u7u7s6d+6cGhoajmV6WJ5KRzeys7PT\nZo7SGJqZmVF9fb0mJyd1cHBgHuBFRUU2oBqMkbJQkmVdgUDAKoFCoWCTZzjZ9/b2bALP/v6++cuE\nQiGl02kdHh5ao/Pw8NA44NXV1SbGWVlZUU1NjcFEKO7wzW5oaFBLS4t2dnZsen13d7e5PrIw8I1p\nb283G15c8GjusTgKhSN723v37lnVcPXqVZ07d84821dXVxWPx60BSQMb9tBPf/pT+f1+3bx500Qh\nBPpCoWBuj8xNBTN02gkwLQq/daoTskVK5rW1NcNlach1dnbq9u3b2tnZ0ezsrA4ODgxzxLnx7t27\nSiaTkmTN3NLSUp06dcrEWwTaQCBgMAWZN/g5Ap76+vpjI82i0agpVLGthVdfUlJiUB+wUH19vWWL\nuD1ivRCLxdTf328CtFQqpdraWt24cUOVlZWamJhQfX292tratLKyoqtXr9qhLcmmNU1OTtozdEKU\nvAfqykwmo1gsZs+XygL/GTJVGqGsVw4w1jwe+PwuYh4qeQ5xEgBgGxIh6b7hH+tYklUviI+oVp2O\nmel02qi+9KzIpnt6ejQ4OKjd3aNZw21tbZbcQR+8e/euBUknBMgzBS8nmDo59HDUnRa+kiwosw8I\n0NA7gQPxwSIGEtyJl/wu8BaJXFFRkcLhsFWZmN7h/f7bvH5jtgz2upTDX/ziF2101T/+4z/q61//\num7fvq21tTU99NBDkqTvf//7evbZZ49l89IR5v7Vr35VXV1dKi8vN/odZc/a2pplS5WVlcfMpdxu\nt02tRziwsbGhJ598UoODgyouLlZdXZ1ha4weI8NH0AAWjToS69mGhgbj/q6tram8vFzvv/++mpub\n7YE3NjaaERBBGHMyZ1ZYKBRMvo1CkQyAjGVxcVGtra2GX7pcLvPlhnXD9VA1cMpjS0pjdn9/33oB\nc3NzhrkvLy+roaHB+OYu15HZVF9fn9ra2mx2ZFHR0XxJpyCKoAuOPT8/b/giC1OSlZR810AgYE1Y\nePVkXgxBJyg4g7ozy3GyJ3Z3dy04O7nC2BggXCLINDQ0qKioyOAWp7Mf0AAHbFFRkVKplNkL48rH\nM+KahoaGjuH6wFng3TR/Dw4O7DOpDFGZkgmfOHFCmUxGZ86csYALbIi53NramlFi9/b2jIIK/ZCM\nmLVKFkojkmAEkwT1KlUDwZKqBMYYPS+SBYR7ThjB6/Va7wUKIcyW4uJis8AgIwbHBz5BY0DVRjLA\n7zjXCGsPeAS+e2lpqWH+VOIEUmID34t74ff7DeNHc8I6hOlE8CXgOpWvQE88HyfLDJYMa53+EIkP\nhyHMGn6Pg8LZayopKVEkElE8Hpff71ckElFHR4du3Ljxv4O5ZzIZY8Jsb2/rlVde0dmzZ/Xss8/q\nRz/6kSTpRz/6kT73uc9Jkp599ln9+Mc/ttN0bGxMly5d+k/fe319XcPDw9bAg2ZWVHTkEw7jYHp6\nWpOTk8pkMhZo6HAz7aeurs6GWlAmjo2NKZ/PG68cuhxNQ6CS/f19k/7jY55IJMy5LxKJmPIumUxq\ndXVVY2Nj1iwjkLEI8Gne39+3AI/lJxkF2QOih/HxcaXTaWUyGWWzWatODg6OvN/BKllg4LhsEmiC\nwWDQ6G/7+0czNuGuw61F3n758mWNjo7qxo0bBjMtLi4a9SsSiZgfDd17SmEnD5iN6PP5lM1mdXh4\naMo64KD19XUtLy+bhYPH41F3d7dNsM/lclpcXDR3Rw7K1tZW2yxAU2C0NNdhXS0tLVkJDmc+Fovp\n7Nmz1oidmZkxIRnZKs0vGEGLi4tmzsbhPT09bRu5sbFRDQ0N6ujoMIOstbU1jYyMWMXidh/ZTyBc\nCwQCSiaTamlpMbyWaWEjIyPa2zuau8kAZFhEWB3AAoMS6/f7TTG9tLRkPjw8EywlSFokWRVJMESb\nQDLAgSrJWCTcexrbwBhAjSQX0P5oLgLjsBcQutFIReFJX4CKEc44VV13d7cxUeDug3mjFsVjf2Nj\nw/QG29vbpvSMRCIKh8OWPJBwENB5zpKMR09Wj2CKnhEwE+uHxIYDh+QOxg6NUhISgjbJKpAeTfqV\nlRVLaJxN4tbWVjPN+21e/y0ss7i4qOeff95uwFe/+lU9/vjjOnv2rL70pS/pBz/4gZqbm/WTn/xE\n0pHP+pe+9CV1d3erqKhI3//+9/9LWAasnUklGPBIsmYUARN1oZMneurUKeP7NjY22rAIsDAMiAiC\n09PTqqmpsYkyBCpJ1igCD0M9B8aMlLmpqUn37t1TY2OjWbuSNcCRZwGFQiFr+MViMc3NzdngXjJR\nv9+vqakphUIhKx03NzeNyUMX/sMPPzRhFJAAmQmWwLW1tWYV3NLSorq6Oh0eHtpCuXv3rsLhsPU1\n+vv7LYuk2Yvx2fj4uMLhsLq6uqwpV1JSYg6YTN0BC4b7HAqFrCqhovB6vZYklJeXm7DF4/EYtoo1\nLVkN3Gq/36+uri6NjIzYYQmERGba3t5uBmOzs7O2KWgwQx1FwYmaEV8e2ErgzwSXiYkJy+4jkYgx\nZFB4ItqhuUvWhz1sZWWlNSMl2dpyinY47GDB0KsIBALWiKOfQMChidrW1mbrc3Fx0SYT8d0lGc+a\nAw8BDepJKgmyZgI1eDgOqwQmn89nWTCHPMkKsIfTjZP7TMCFeYNIze122x6CLUT1hsz/xIkTunPn\njvb29szGm6wdWu7+/tHMACo43ExRSTP1yem6SNAlYHMoc1DxPbjvzjF5xA0nFRNIimqI58B3IohT\nwTjhbNa6JDs06N+VlpYanMUa+18J7r29vTaw1/kKhUJ69dVX/9O/+da3vqVvfetb/+MH53I5y/Qo\n+ymJgU2cTQiaIm73kZTb6foHJMDJtrm5aVa6eNXs7h5NQW9paTnmcc6sQknq6+vTW2+9ZQ+crj0O\nbvCcafJRBQSDQeOzTkxMqKqqysaXud1uDQwMmGc9uDxVR2VlpdkckI12dHRYppjJZFRXV6fl5WXD\n3Xw+n5aWlpROp22oMBkxn9/c3KyxsTEzI2LBgg9DnQQSY7DC0NCQAoGA6urqTLpN+Yx5FJkz2SGb\nIBAI2IHK5ziFJ9g8kB0VFRWZoCyXy5naF0ohIpiWlhYLzktLS1YhkVW2tbWZWdz4+Lj29vaO+cX4\n/X51d3ebghYvGp4vmCplM5g5mC+NcDjr8K0PDw9tDcNvZogK8Mn29rampqbU2NioYDCoyspK5fNH\nI/fgeTPXFf57SUmJqYnpKZSVlamqqkr19fXa2NiweaFM7Nnc3NT8/LyNVATiwDaZAwLeNPcWOId7\n72S/gEc75fHsRTJ+CAXS/eHQTgUpVQn9Gn6f6pXJXm63+5janITS5/MpEokolUppf/9oziuuofy8\npaXFKgbn4G8OI7/ff2y4DUmP8wWcw72SZIGZKhpIhnVNcHauZw4I55riPZ1KV54PhyuWCqWlpQZ/\nAzFy8DqfzW/y+p0pVE+ePCmXy2UOgmxoTnNn4yGRSBhcwIbe3Nw0FkIymVQ0GrWTlOYIN5nsMBKJ\nmDMhghtwSHy7URrCQuDUR4SDCRMZEEIdJwWMUzYUClkQd6pCYa309PQoGAyadWlDQ4MFR3xq4Nuf\nP39ehULBBnAUCgVlMhllMhnD1VGm4pNDaX9wcKBsNquTJ08axDI7O6vZ2Vl1d3frwoULtpEfeOAB\nhcNhJRIJm2fpZAEw4Nnj8RjDCeiAoE6Hn4BHEJOOmqFQxiTZhiDI4O/D8wZfp6fAxqNchkJXWVlp\n4jQGXzgxXHzu4TYDK9BwhIPNcyTZoLym3yPdZyMB/xAwwXOdyklgESf+Ci4NlCXJRGEul8vmHIDL\nonFYWloyS4RgMCi/36+ZmRmzJuC+0gvx+/2GfcOhJjun8U6PiN4OyY4zCHk8HlMi04zEq8lpI1FS\nUmLZO4GP9yXIkSixj0pK7g9Qx8OFxij7icOsUCiovb3demHONQcb6PDwyIiNRq+z38N355pIfIDn\n+PySkhLjxfNsENQBpfAseY5YJsDyouLi33jjkGSRRDi1E9yPUChkzWYOVIL8q6+++tG3H2DoAGUo\nuC+ZCKVMXV2dnZ4o2VDQ9fT0mJLPyYVFsIHlKFlWLpczuTmBieCBzB2peiAQUGVlpebm5hSNRm3I\nNqKo+fl5xWIxRaNR7e/va3V11ewHJNmDZRF7vV51d3frrbfeUiAQsMEbVC5AUCUlJVaSYvMKfPDG\nG2/YUGaaPB6PxzL0aDRqVgz5fF5zc3M6f/68JicnVV1drerqat26dcsapz6fT+l0Wn6/X4lEwryl\n9/b2LBDA8AHOgDWCtznBlYyF8rxQKJgwhGyK+8CkHTYcDU3uGcpPZ0AtFO67dOLnjq2Bc9PyWfQ6\nCEYcHJFIxOTziHPI9CUZbk1Qg48ObZGM8PDw0MyxnJkahyH9IxplW1tbRo3kWdPMZHwcmgN8kchk\nSTRobAJTQufjmcHcIjiBTdPcKyoqOjaQgsMAaAUxGgcUmSYVKMHI2TyX7jcgnaIl1qfTo4XDmOdL\ndo/1MUkT1TpBT5Id7txvnjtWA/jmEFgl2f7m+3D4kCDQOwJKcfLxaaoDydBM5nkgkGINk7QAuXC/\nuK9UkSUlJcfEd3jdOPntfP9QKPQfGD5vvPHGRz+4Nzc3m78IAQmRDY0x/GMoR5wc2oqKCr388ssa\nGhqyxYe3BmwaFgEbkf9WXV2txx9/XJcvX7a/3dnZsYDGqDMySLJLGCAE0VgsZlmgy+VSTU2NsRrA\nlmtqajQ+Pq5HH31UqVTKmC1g3TS6nOyd8vJyTUxM2AzVnZ0dZbNZPf744+ZjgwQakQ+bx+M58vme\nnZ3V4eHRFKJHHnlEDQ0NGhwctGZXKBRSU1OTLl26ZIdpc3OzhoeHbcoU1DpK4kKhoHA4bBuJzY3Q\nDcok99lphESwI8uHA4wHSTqdtuCBja5ToUj2xoaD8gfND6Xp0tKSvS/4LP+bA4WpQGwuDgaCGSU3\nm5HDgXUpyeCCiooKm7TFe9AT2d/ft8oLpg5Bgb5DWVmZNSppChJsIpGI6R0ymYxSqZT5t2C3zP2n\nQuD9gc3YN7+u3HUyk1B2ulwu45zzzAheZOPsUyccAzzCHkTlzZodFubdAAAgAElEQVSBAQJERhAE\nNllcXDRGmNvtVmNjo9EMWVPMSUVTAGMGuiYxAhYb/RCqJDJrEiIOiYWFBavaqOCdVSNwEt+HJJNs\nn/fGuBAHWZq1qJdJNmioIqai8qP/ARRE0llTU2PvXV5e/n8juGNYBB0pk8kY9tjc3KydnR3V1taq\nvr5ey8vLqqmpMdVqcXGxqQ8xtsrlcorFYoaNUS4ynai8vNyob8vLyxobG1M2m1UqlVIikTBWQzqd\nNu8Jp7qwtrbW4AFmLNJUojFGRVAoHA1sgE9dVVVlDnzb29saHh6WJJuGBBz1wAMPyOPxaHR0VI8+\n+qjq6uosUwcPxXt9c3NToVBIY2Nj6ujoUDAYVFNTkwUmBmDD+U6n06qurpYky+4QwWxtbVlV09ra\nquXlZWsKYyWAOpOsHBYM+CWUQmepTKOLDIZsFbgEyOjg4MDuD7AYvwN9Uro/UxXIIRAI2KAVggB2\nAGTq+/v7ZjNBFYDsHbbT5uamQQEej8fKYLIueM00xAgcBLNQKGTDpwkSzgomHA5rcXFRhULBKh2C\nDQFLuo/xQm0E74a1tbu7q2QyaUIjghoNSiYYARHByuBQddol+P1+uz641Qwy5zoJwBxMXI+zUgLW\n4tp5ZiQe4NhcB1UDOLLL5VI2m7WDisTNeUD6fD4TKtEkhVLppJuWlpYeS0ScjWDndXMAooDmkCst\nLTW4lcOK70F1xP3lb1CkknAAP6GI5m8kWWDnoIPFRpWez+eNKcYz4xADFbh69er/DhXy/+eLAIAy\nkgwGupfHcyTFn56etjIbYRGLprGxUV/+8pf19NNP68EHH9TKyooxKb74xS9qe3vbuMn5fF53797V\nxMSE0um0urq6tLKyotnZ2WNOdPF43BpU3d3dxpWvqqqyoLG7u6vV1VVrgNXX16u2ttaYEO3t7Vpe\nXrbp8ysrK8aE8Pv96uzsNNHT5cuXjRefTqeVzWZ15coVo0ROT09bcMSNkrF8MzMzeuqppwyPROnK\nwqGZnMlkFI/HbYhBS0uLOjo61NfXp4ODo0HQLFj83GlekfHBIpJkAYoMg0yJUl6SVQNO3xF6GGTD\nZOoEBEmmDqa8pZkF04YMz+VyWVOR7BuqojPQE6B5dmT40G/ZSDSLydQI9kVFRaZOdnKsnQwUAg2U\nS1gyTsOqEydOWIlPps8hwbogKaECAI5kHTU0NBglDksIsGL89MGcuTZevB/QiNNFk6yUngSBiwDl\nDM5OzjoDrYFPCHzAVEAg3DcODSe/m3vs/DzU1hwcTsM9j+do1GNRUZHtq2QyaUnFyZMn7XuTPXM/\n+a7OxibXxffjeTqTCtYE1bKzqqMC4m8l2YFGsxT4ib3De3DgYGjodruNaAI9FBjNCWP9pq/fWXAH\n06yvr9fi4qKqq6sVj8cViUQ0Oztrw6RpntJMyufz6ujosAX5j//4j7p27ZrKy8vV3Nxs5eqHH36o\ntbU1XblyxUp3r9erb37zm/rud79rtKnNzU1jQ4yNjR2jQ8bjcQWDQSuZndN3YD5EIhEbUM2QbLf7\naFp8UVGR0fpSqZSpQh955BGFQiGdPXvWlLItLS02bo1B3nt7e2pubjZ2xvj4uI086+npUS6X0z//\n8z/r8ccf19DQkEnoYd7QJHW7j2bG8rfg7dlsVvX19RZ0yXpoltFwpAHnpIOR6dhC+tXCJisDKmFB\nsphRDJIZYnMs3d9cbCQyKDJHIIpCoWA2EQRA+hCHh4dqaWmxzb66umoj66T7HkllZWXmbsl92tjY\nOCZqAQIiWDl5yWCyiMqoiiAJcKhRFVRUVBikRXOUdUUWTqWG2RxCI5SxGxsbampqspKeBIApZExO\ngvdP456A0vwr102uEXqiJGMIkS1zcHNAE5DYGyQAZOxUWjQPoUKCb9Po5TlDnyQZke73qaDWsnYr\nKiqMwUXWPjMzY4cu18DhRUUDJFRSUmIHGZUizB2yedYu1+XE2AnQ0ECdB5YTY+fnBG36iM59IMne\nmyyf6qyjo0OlpaXKZDIaHh42ggBVixMK+01evzNYpqenxxYM9CkogeFwWDU1NTaGj8zKOdSivr5e\np06d0urqqpnaB4NBvf3229rf39fY2JhJ+qFBejwe3b59W6lUyrD4yspKDQ0N6fLly8Z1r6qqUjQa\nVTKZVFNTk8bGxtTZ2WkHwsLCgpqbm21D7OzsaG1tzaTahUJBXV1dSiQSxqTxeI48VWigMQy5v7/f\n/Nk7Ojp05coVjY2NWbm5tbVlDVaYIOXl5ero6NCFCxdMUPGxj31MiUTCFitDeTkY2tvbLXCNjIxY\nWQr/fGJiwppiVBHw2Cll2VhQV8lenY1GNqrb7bYZmGRQQAFFRUU22xPaHCIVsjugFjYR6kegBdYM\nWb1zHRUXFx8b2gzWKcn+zUaEx09gknRsw9MYdM7KpByHKUGgQPyEFoPvzHg94K+dnR2D0GiUcU1c\nB1ks8AJCsd3dXUWjUaNpsj44gGjwO33BaXhThS4tLRlkRU8DvnkwGLSeEA19vifBBSov1QqHK7x3\nJ9+brJaDmsOfe0kQXF1dtaDPQUlixX+n8e+8x+xhGulkudBdWYtUsyQShUJBy8vLdq302LhXZOdO\nZg2JmySrtpwwJBk7SQuiKO6Bsx/B4UnFAkzHuvl1Gw/2yZtvvvnRx9w7Ozt17tw57ewc+azHYjH1\n9vYea1isr6/b5oW6NTs7q729PRuRl0wmdfbsWWWzWc3NzdmDpkPOAy8UCgZf+Hw+bW9vGzWytLTU\n5lPiGUMTDKrWyZMntbGxocbGRvn9ftXX1+v27dvGsmFOJjz4WCym6upqc+urr69XJpOxbBIP7fHx\ncT333HOqqanR5OSkJiYmjnloQFd74IEHVFZWpomJCbsPd+7cUXNzs8nVyV4WFhY0NjZmfvh47jAo\ngoYq9ENcKXd2dkwMgk0BFRaZGZvn4ODIMZCAKMlgDoIyjV9odAzZcGbjLOSDg4NjG5yDhMOTyqu6\nutqGiyC88vv95gVOhoXQiP/PASHdN61i8zszWPoVwCQoB8nEaR5KMmUzFQe8didjBRUrGT7ry2kj\nweaXjipaXDY5gAhIv07R4/P4LvQzuHcECK6Rvgjj65x+6jTsPB6PQqGQVSnoAqAD+nw+q0DIsmki\nOisc1sCvV27ORi7XubCwcKzpHovFjOhA5UF1tbS0ZOsBSIj+BtAfe4yDnSa6dBToyaghNRCwnVAL\nyR/wCjobngWYPGsJyJifU7kQ8Kl6gHWB5PgMDh9EenhQUUWSwLzzzjsffcw9HA6bojMYDBoTgQYj\ntDACLbAJcv25uTkrwZeWlmyCDbAJdsBOzJSFSQOzpqZGExMT6uzs1IULF2zCDlni2NiYKioqFI/H\n1d/fb83f+vp6y6J7e3s1MzNjgS+ZTCoej+vDDz+Ux+PR+Pi4tra2bIDCwsKCeaBks1ldvHhRmUxG\nY2NjNoP03LlzplRNpVIaGxvTT3/6UyWTSesHkJENDg6qtrbWDheUopFIRJcuXdLFixeNP43ykkam\ndLSgJycnLYsAi5Vkm5UX2Q09AIK0k7rKRiGTYhNIOpbxcj0ENQ4TAjtZqVME4/F4bAaps2kLzVU6\nCr7BYFDRaNSCB5keGD6Bi4wMuMdpb0HmBoPk1z3m8ROi+qSvw2bd3t62Rh/B3ql8BAcmOweGcruP\nhGwEajJ+3DO59lAoZEOYsXagiSwdObLi6TQ9PW3Sdsr7Rx55RE1NTdre3tbExITm5uYM+iwuLlZL\nS4t6enrU2Nio4uJizc/Pa25uTtls1oabA0/Sw6DZLMkCmiTLSnk+KC09Ho9ZbTgzYip1WCjl5eWW\nAFBtSEf2KNBqeWasCw6yQqFg/RbIEVQUzoqE62OdOtk7JAgkiawLIDb6KsQEvhuHMMkCdgwkNAsL\nC+ZfBG0by+9oNKqzZ89aQkQM+21ev7PM/cKFC2YTkEgkDArArpNAH4lEtLm5qaamJp06dcoCiyQT\n/ABVIFCB6eLz+fTEE08omUzq0qVLKhQKqqmpMViG90eMwEg4IAI450tLS3K5XKqtrTUOKpPmofYx\nE3N9fV2nT59WLpdTIpFQRUWFCUlg4TQ0NCiZTBr2Ozo6qpWVFWvEjo+Py+v1KhqNGj/37t271myj\nsdPY2Kje3l5JR149Tz75pKanp+3eIKGHIw5lU7rvcgmm63a7Ddcl0CBQImMDkwUiclofO7m4Ho/H\nBhtLsr/nHlJVOSln+KeTbTFYmqoDTcT6+roWFxeNa40nOQ3U8vJy+57w0J1CLN7PeTg5oQTp/uYG\nE6ZByboDNiBgE1SAXCi7nUwKSm/G0jkN04B2gNAwmyOQA2uhgyBQsTZpxDHSjsBSVVVlDBpcGAku\ne3t7qqurU0lJiTKZjB3qJEjADuXl5TYkA/yXQ5oDne/mPPid1RLfE1oz2fzh4aHNQuB9eM5UKDTe\ngQMXFhbsQGfAOAkcVgdUIjTaWYPAQxzy0vGqiAOGTJrkhmdLdceBQCxgvUAQoE/Be7D2qDyBC/HA\ngePPesE/iIoUk7X/9WEd/79eNEXgpSIEopnEAjo8PLTp9JlMRgsLC/L7/dre3lYqlTKrATJxJttc\nunRJHo/HKJeHh0dmWYFAQB0dHRobG1M0GjUKHuUeDJZwOKxPfvKTGhwcVHt7u6LRqD38fD6vdDqt\nnp4era+va3V11ca5QSlzuY5MwW7dumVBHHXh1NSU4XXb29tqa2vTlStXbCPjJX7u3Dl74DR4Ozo6\n5PP5zEO/v79fg4ODymaz+uEPf6iRkRFlMhkFAgFVVVVpZmZGU1NT1rSJx+OKRqPGY0+lUobt0Vhl\n4tTy8rKy2azRKmFz0GBigbNhKZfJlNg4mE5Fo1FTjxLUtra27EBi0TPnkxF9+AA5IQbKezIlrCTI\n4MFkCawMVgGCcU6JAvt3ctQ5AKgoOJzIzKGcOjnM3BeaihwWwA3r6+uqra01iIu+AIepk/URj8dV\nXV1tByGCJhq0ZIMnTpywdbm4uHhMVl8oFHT27Fmbazs1NWV2CZjmVVVV6dKlS2Yql0gktLi4qLm5\nObNCCAaDOnfunGpqakxBOzk5abRfsl4EOlRwQCpQO533kYMTOEY6ynY5JOB2wxNnjCPJiSRrYgJb\nOEVWoVDo2CFC4sBzIWhzLQiryO5hTJG5o+Tl2ZMwcD3Al1tbW8dGZyKi4oDzer2qr69Xe3u7MYbQ\nMCQSCdPacOA5G/hUAr/p63eWuV+6dEmLi4uqr683fDEcDlsTlE24urqqzs5OEw5h8UoQPDw8tCx6\nb29PX/rSl5TNZtXR0WGdfYZq0xQZGxtTb2+vVlZW1NHRoXw+r/b2ds3NzZm8f3JyUmVlZTpz5owN\nOCagkmWEw2GNj49bRtrY2GgTcqQj/5yGhgYVCgXjwN+8eVPxeFw9PT26ffu2wRczMzOG6bPgb9++\nrba2NoVCIXPIJBNlY0LlDAaDmpyc1IkTJxSPx42KB3QA99jZcV9eXjatABuKchuskayWgPvrcAhB\ngo1JcxWqHxuLjYTatqyszDBPbJidKj5YPE4xEOIyIDhJVhk5FalkYQcHR4NRpOMmT06VIhAR3wFh\nFA0w7g/ZLpWa8/CA2bS2tmYwCwcY8ACsD9YOBxVVDXCNk14KNORk8NB/QlfBweqkzWF5QdVQXl5u\nw2o4/FBUkp3W1dVZs5oqj1kAGxsbKi8vVyAQUElJiTF8YK9RpfBvnhXf1dkYl+6rMH0+nxKJhMFj\nQF6oUwmqVOOFQsH0Avw9PjTO9QXTieHVJIpOZhQVq7PXwDVQNfG3PA8nPOJyuSxpJDFwNmCBWIBw\nSGaoNKgiSXY4vJ2NW2i7JEqhUEivv/76R7+h+s1vflORSEQnT560Waj4YZONcyMZojE8PGyDG8iu\neAg0NN5++23733im5HI5NTU1mcScIRm3b982k6dCoaCGhgYtLi5adpXP5zU8PGzZA5a9zjF7Gxsb\nam1t1cHBgQlFYBAwI/bw8FB9fX3K549mOZ4/f14ffPCBTf5ZW1s71ojh5AYHZihJW1ubcrmcmpub\n7btLMjol9+H06dPGF+bwoKQn83ManxGsaTY7GziUlIhHeC8MjghmXq/X7IUpy8l0yYz4PlRaZF1T\nU1P2TIFiCD5k6Ww+j8dj05ckGbuJMrikpMQy5+LiYhPI8LdsLKoOsnfwWQIHv+90KyX4VlRUmJiO\nwETwzWazhs3iksn1cYD4/X6D5dzuI6dGGmq8n8t1pH7k+TCNigPGeUChzCWzJPDx/YA6SIpInDio\nOMwaGhrsEGDv0RyFNYP3CU1m7i3XzmGHPxMJBgcVBx3BmoqK9wD6Y90B37ndbiUSCeth8KL/gXUJ\nVuBu9/0ZsBzsYP0EYK4V6Ih7yv4AupFkBwyVCQkp+557zkxYZ8XCocE6cVodhEIh20Ng7zxrmDNO\nHv61a9c++sF9a2tL9+7ds4y1oaHBsgDwRbKZ4uJiTU5OamFhwRZsRUWFUedouABdACm88847Kikp\nUVNTk7xer959913LGHd3d9XV1aX+/n4VFxcrlUpZIFxYWNDW1pZGR0flcrksQ8NHmwWfSqVUX19v\nAZdp8pubmzpx4oR5jIOv5fN51dTU2DAEJ42QAEbzCrXu+vq6DRo5ODjQ8PCwZZsEKhgWPp9PXV1d\neuuttyTJpOr43jjpi04MGq8SlIsu15FlLQZkNH3IMMl4VldXj5lv4Zkh3Wet8KyceCvwBwc6gQ7q\nIPebzBKoQzqqNpxzKQmK8XjcDhSYIfl8/phi0efzme6Ae+isZggEkkyNDN7765klBx2BT9IxXjnC\nJpptTtbIzs6OqZqdmR/3hR6Dk3cNc+Lw8NAEZHwuAd3p0Ol2uxUOh61aKSkp0fr6umWz0v2mH4G5\nUCioqanJFMpOJkwkEjH/dkzYgDJZZ06HVRrDJBPOBAb4A6YPPZyysjIzX+OQpiLb2dnRwsKCJTRU\nw3iwOCtE2FwEd6oGp60uWTb3EViFgwC6LUmQM1HBX4n+FL7u3HeekST7GfecQ411C3uJrH1ra8sg\nXBIYsP2Kigq99tprH33MHfMvHl46nVZlZaXJ+ouKikwBykPBDpjO+alTp+y9wKmBC/x+v86fP6/p\n6WldvXpV169fV01NjQUjAm9zc7Mp/djQ8JW7urqMRkUWR1d7d3dXDz74oFpaWtTY2Hgs025ra1My\nmVQwGNTly5cVCoW0uLhowiGYNWBwYN37+/uanJyU3380mb23t1fr6+uamprS2tqaFhcXbUFXV1eb\nepcMSTpiRmB3S5YXj8eVzx+Ns4M+B+5YVlamWCymQqFgYw4po8vLy82qeG9vz4Iq2Di6ACeUQIbq\nDFr8PYGPzMjlOpKek3FK/1EgxaaTjjKuX8+k2STQ0EgOOCjYlGDAsEHIiPlMJ0eaqpDgy7+5Jr4r\nZTm8ZtYlhx0NxkAgYFPFqB6cTAwCoHR/toAT8yXJ4R8nZMbnOCEs+gGYnfH7jY2NVgnB/oEBxqHo\n8XjU29trawCLCipm+kRer1cnTpyQ13s0g2B6etrwYrDh/f39Y0IxBoU4exX0O4At+F7Oe8zagLHC\nuqAK3NrassMQYoB0xJPnGaPNIEkiaEuyLJygT0YNFEc1Q7VJ8G7+lShsfX1dqVRKmUzGBp8AxYTD\nYSMlkFxRFTidJU+ePGnUThhEzsz/4OBAc3Nzv1WM/Z1l7ufOnTPsC+MjqFicYswSnJ2dVXNzs4lq\n8H9577331NHRYdLxmpoaC5gs7MXFRXm9XmWzWfl8Pm1uburdd9/Vww8/bDeSGafXr183CCEcDtsG\nKy4u1vT0tEZGRnTq1Cl1d3cbpgYuRmYWDAb11ltvGQ8YLJqm6Pr6uubn521wBIKd9fV1Pfzwwybk\nokQuKyszuXlR0dF0IkQqbBwgGem+u1xra6tlwzguImumCmFzYKTlZL84jZZgbzgd/py2AuD5YK7O\nZpPX67WDBMyRjBHxCqwGJ2WQhU7GTuadSCQse3O5XJadwuxBWMZAZcQ4HCpkddJ9VoRTWAIjBHtX\nZ0YYCAQsIyPQO5touFaS4TGRSpJVjBw2TOniEARKcGb4XCvQJPccLJwgSCCE0eKEyTY2Nsz73uVy\nWeXJYcshTkD2eO571mcyGUseMNGTZCwnsnVYQhjY4Q0DjZVDn6QAmI8XB7rXezRMXbrPYmENMf+V\n9Q1FEPWuE8KByQU1mGcM1OtksDjZNGTeTvSAPZHL5Yy9QwXr8XiMj873h21EsxgYCtqrJGMOOT+L\nfcwBwGFLLyOfz6uqqkrvvffeRz9zJ/t1jvJjAHVR0ZHlAJxmJqscHh7atKCFhQWdPn1aVVVVunLl\nil544QXt7u5agy8YDFoDaHt7W+FwWEtLSyopKdH58+f18ssvS5ImJyfl9Xo1MDCg7u5u26Dg9vjG\nl5WV6amnntLAwID6+/s1Pj4uSUqn05qYmDD60/z8vGpra5VOp7W1tWWDKAYGBkwZiv9FNBo1mtmZ\nM2f0wQcfKJlM2gOfm5vT448/bln4ysqKstmsKisrdebMGVvIYMVQwVwul7F3iouPZsrSYKUsJ7sm\nqMJnLhSOpPHQ/8hk6uvrLUChcAQWgdHDc+UZOhtlzmybbJhDysl5R/nI+5PpQtkjIDm/r9vtNoju\n/1F3ZjGS3tXZf2qv7q6uqq7e1+nu6enp2Twej8cQzKIAY7BCDEmIJS7ARMoFQkok7iyQchUFS7mI\ncoOU5CKyEIqRQMKGJGDAQIhNPAaP7Vk8nhnP0nv1Xl291NJV9V1UfqdOtYcwI32f5ktJlu2Z7rfe\n9/+e/znPec5zzt9PA/XyRWgPFDCk43wHDhxEzUaEOyX7YNOB8Lk2GSHOmU5Y5nv74+4IGj6rwBH5\nghvPIzUcYLlctroO6iUCMKoVshhUZ2QGUJQ4N+zBj4TgQBV6JbDr5eVlG58NDcPUUxRc5XJZ09PT\nun37tjmoQCBgo0XotGaPEewAUKB5H1ihsahb8MFekL/y7lDlQBES1EDh+BEyLNaLIIqdYkOZTKZJ\nV0+NACltKpXS5OSkvW9mC/nR03DqHPeHzZEpA1YQDnR3d9s9s4ew1Xv53FcpZDBYH/4VCATU29ur\n1dVVSTJnxcyWcrmsmZkZRSIRHTlyRFNTUyoUCjY+99KlS3rjjTdUKBTs9PojR47oxo0bisfjam1t\ntePhQMFnzpyxWeZXrlyxAURjY2OqVCo6d+6ctre3NTMzo4WFBV26dEm/+MUvjLs+ffq0dYvevn1b\nr7zyimKxmE6cOKHW1lYdOHDAmrNCoZBNrMzlcrp9+7Yhj8XFRa2vr+snP/mJTcbMZrNaW1tTW1ub\nvvWtb1kzFWdG0tg0PDxs3XwPPPCA6ZS3trasKQx0SnFPqvPWvvuNDdLZ2fke/pjZHNQzcKwU8Ejl\nOTADdYCfSwNqBz2DBkFz3BcFNzIOb9jlctmK3FyHTAGUShEQpwaXjCNnU/N9IEl4ahwMqBOKgN+H\nmydl5z7L5bLNAZFkdAmHbHgnvV89hCpCUpPUlHVD1cH6SI055JKM0w+FQpaB7u3VjyT0dBQqq3g8\nbueOSrIjLqEeoIDa29vtcBcCxOLiogVkGojK5bI5eK65sLBgZ8riwNvb2zU6Oqrh4WG1traa/t5n\nEAROLynlfXFIDGADcJJMJq2mRbZD9sH7IqizFtgVThsb8J3QXIt96sEedSvf6ESAC4fDBlbJdn0T\nXDKZNNsku+dwdjIiulQJRrxrAs/dfu4bLYOMcW9vT11dXUYt0JDBeN6HH35Yr776qs2P2d7e1oMP\nPqhIpH4yEDK4ubk5LS0t2UZ/6623DE0QxS9fvmwTGbu6upTNZjU9PW3FTTjT+fl5O9gCffD6+rql\nRxQwOQKtUCjoH/7hHxSLxfSjH/1Ily5dMudz4sQJy06Gh4dNmkeKyVA0lALUGFZWVtTV1aXJyUmb\nC8MRbWwEHHlnZ6dxybRIo/Ah1Wdd8vm8cc84BqSPqVTKilxkLygIoAA4Sg+UhDHiANkYHrnt37jw\ntFwDo0WO6dUZKHmCwfo4AxCw1BhlS9YAV023JJSJT3MJduji4cc9Mkdl5NcP2sQfvoKqxkv0WE8G\n0JFJ8HeBQECrq6smJ2RtQ6F6p7bXjeMsmELqpaXQVpLs2ZLJpBXwCYZSYyIk95NKpZTNZpsGuKFS\ngYILBOpdt21tbaY4Ak37bALNPmMDoBpxfnDNUGZI+ijKe8oMZ47T5Z1SlKQ2UK1Wba4N1+S98vsE\nvK2tLftzqZ5Z4vRRFO0P5F79g31gd6VSqal5DRvBYUNNlUolEyQQUFDL0aWNHfK+2ANkKIgZ6Jhv\nb2//3zF+YHh4WMlk0kb0UixkQ1arVasOj42N2alFoVBIr776qrLZrDmit99+26LkysqKIpGIzp49\nqwMHDiiZTOrxxx/XAw88oC9+8Yvq7+9XLBbTwMCAqtWq+vr6lE6n1dXVpVOnTimXy2lkZERra2ta\nW1uzo+/YcGtra9Zl+KEPfUi1Wk1f+MIX9LOf/Uyvvfaaksmk/vRP/9QQeWdnpy5evGjjYDkbM5FI\nqFQq2cAlpHMYIan69PS0BRkKZ2j9r127Zif8kNpRdN7c3NTi4qI5Twq4Bw8eNKcGOgfJxuNxHT58\n2AqRCwsLhuiYoc5cHegKmmJwdgQsr/7AiKFsmAnjA4DU0JwjgaSNn6IVG4/faW1tNVUFG5SiOPUV\nHDcOkI3HNaXG6INoNGoOlBENvv6Abe5HljgdghSFdQIV3yvJFBa8Y/hYRi6Q2UhqcnjUMqAf4IJ9\nE1UoFNLExIQ5Nw5KgcIgUFQqFaNcqtWqTYjkHUmybC6VSpkzlmTUYK3WPK8c1Dk1NWXOc3l52c4C\nRcnjFTOM9iD4e/4bSoP7Ze9DiaEmAXBBH3kgEY1GrWuX/etpOfaal89SaGf8Ab0KfmIm9RW+C9uT\nZCdJ0QHPgEBoKIqlvNfu7m5JdVUNs5gYocJ4bAq209PT90qGLdgAACAASURBVORj7xty/+xnP2vz\nOaLRqM6fP990IHFvb6850kwmY7rqra0t9fX16fjx47p9+7ZqtZqOHj2qS5cuaXx8XF1dXcrlcrpw\n4YJN/Dt37pxKpZIuXrxojoZCDCgTDWuhUNDBgwf1zjvvaGhoSJubm4a6a7WaPvWpT+nkyZMKh8M6\nf/68HnroIV26dEm/+c1vdP78efX19ZlTOXDggHK5nC5evKhHH33UNg+IZmhoSDs7OxoeHrYTj0ZG\nRnTy5EkVCgWNjY2ZEQ8ODlrhCEQB98pkQAo/nvIgheUwaBqVoDBwMOiAa7WaMpmMTd+D2wZFejUK\nTTMEDlJbSVZ4gjP1hSyvfvFDuyiYExjgn6W68fuTkNjoOF4oAZQcIOD9WQzOwKtQuE/QE12vvg5A\nYZCsgL9D6YVTBFUHg0GTXVIMwxkxghiHRbs9jssHBApxXnLHs6Ch91kEZwOzphSBcdbQVO3t7XYY\nDffB0D3WkmsiewRh+iyNAinUGcg8m80aPefHWfh7p/ZCAVKSOVA+XqrKPB6cMuvNnvB1FH4XySo1\nDb6D30smkzbWFx59b2/PskDeSzBYHwzHPaNS4nvI+qBa+B3eL13g7Dn2U7VatfHm7Fk6fcl4oJ2C\nwaCuXbv2/z9y/+Uvf2lT9eCAU6mUPvShDyker5/R2dJSP+D38uXLamlp0QMPPKCJiQnt7Ozo3Xff\n1UMPPWQpK0Wrn/3sZyqVSnrf+96nq1evWqcdL5SDD6LRqDo7O01utbW1pYsXL2p4eFjpdNooiYmJ\nCf3+7/++BY3Z2Vk9//zzhmx/9rOfqVgs2kx6ZH6Dg4MqFov693//d/3e7/2e3njjDaNOSNcWFxeV\nSCQ0Pj6uoaEhQ0fZbNZm3JD6UpSBijp+/LiOHTtmaS+pvudt9/b2mjomQcWefwe1sZFBpYlEoqkR\nw7d2R6NRdXV1Gb9Oyg59Al/uHSDfJzWcBuk4SIvf8/I9UKwkQ2FQPaVSSfl83jYSKTaKK9Bff3+/\ncfOSrG7CnBTPn/sOYDY2qJ7rSbK1YjYIaI0NzTtG+UPtgpoBAdLLK70MENROKs+YDrKwrq4uQ+10\n0EIV8AFEQFWB9FlvMkFolPX19abjDynCJhIJDQ8PG+W2sbFhZ5pKMhkhWVJHR4eGh4eb1EecEUu2\njTOkFsKIBByfrwcR0JHdovPH7jy1gQ2ylqxxKpVqsiUCAe8Z2/FyVpw295fJZAxsoJYDhft6ztDQ\nkMk/eR8UfSmoA8IIVj09PZb1IsbIZDJWy0qlUk1B724+9825T0xMaHt7W8ePH1c0GtWXvvQljY+P\n691339Xt27ebDsweGhoyGZ/XwIZCIQ0PD+vWrVsaGxvT1taWjhw5oq6uLm1vb+sDH/iAQqH6iU6b\nm5vq7e1VLpdTOp22SXhkAnt79dG3N2/eNOPp7Oy0bIIX9frrr2toaEivvvqq+vr61N/fr4WFBRtS\nxSjj8+fP69q1a/rYxz5mB263tbVpZGREhw4dkiSr7P/qV7/S5cuXLTVdXl7W0tKS5ufnLf1dX19v\nGrF769YtraysmBqI2elwg1wrkUgoFosZN0lRx0vpKNztl4iFQo2j1Ng8bJxwOKze3l5zOKifSP9x\n+lKjeC41iuVsSNQDOBy4YVAhtBGqA68tx5mxAbk2BUSCaSQSMRoQZMz3oTXm+X2HKGiQIIXDltTk\naL0mnawEh7u+vm6yTIaC+SABOgP1efkl3wslSUBgDTo6Oqw7mfXh2fgH2aM/rYp36AMLFBX7jjoG\n9zk6Omr7QpJJl2kUwlGShTAgjn0DlQM9gZNk3ciQeG6cHv+QWfI+ycDR6iODJFP0WQYOlv+miE3Q\nhkqJRqMmg/Vonkx/YmKiqVGJoOMPpd/d3dX6+rqNnQAoEXzZg9QbOCMCmTAAbnFx0UZIMDoccHK3\nn/vq3LPZrH76059qd3fX5rqMjIxobGzMWszX1tZ08uRJtbW1aWdnR/Pz8xoeHlYqldLLL7+ssbEx\nG7p/4MABVatVffKTnzSpFsOXFhYWbHBTZ2enpqen7aDfaLR+gPD09LQVOLu6ujQxMWFSPUn64Ac/\nqNOnT5uMDO6vv79fY2Nj+uxnP6uFhQW9+eabVqzM5XKmbV9fX9eVK1f0+uuvq1wuWyEZpEIb85Ur\nV6z7lQ2BlhbeFPpkf+ESBwdaw3GxaUgb+eCoa7Va05wTtNS1Ws1oHJwmnYQcJuydOyMkSKVBQlLj\nqD02jSS7J2gPn7JDU+Dw0OT7WSzomUmXefZqtWrDpqBdKMJBI7COOAEfyAg0OBUcObSO54ShiMLh\nsFEfXJ/MixSfIvT+giwI1tcgWB8vI+VdcaZmMBg0KsU3vPjahOf7eadtbW1GG1HfyOfzBg6gzKiZ\nVCqVJvTOu6Z7liI9/DUKEq9UunnzZlOdAOeP7RHgAAN06zI9UWoUh6lpYJP+XWDrSIhB59gQ2Sf3\nSTexJCvckxHwXnlPzLL3M3jwIfgcPxkTgDA0NKRoNGr1Ls4awJ5A72S8vAtsLZVK6cCBA/fkY+/K\nuVcq9elyf/iHfyipXlQ8e/asJicn9dhjj5n0R5K+/vWv69ChQ5qamjIt+Z0+//Iv/6KLFy8aL7e9\nva23335bt27dsuLi3NycqtWqLl++rA9/+MOGkGZnZ5XJZBSJRHThwgV9+tOf1pkzZ6zD9fvf/75+\n9KMfKZvNKhQKaX19XYlEwjrZYrGYTZHb29trOlO1u7vbJinOzMzo9OnTam9v1/z8vF599VW98847\nmpmZ0ZEjR4xDy+fzmpqa0ve//31dvnxZb731lnp6emx+czqdViBQP/oslUrZwRJ7e3t69913zQGy\n4ScnJ1WtVnXjxg07JxSj57Bq/ps0b3d31wIAzptNzEbA+XnJHjI+0CM6+I6ODntXIHJOVYKGSKfT\nymQyRt+QvUgyhAy1AOLbH2yQHvJ8kpo2FE1dXjZJIxSqBYIfTgo6iu/xZ18ijfVNUkjV0HmDQvl5\nsiBfU4DbJ9XnfnyLO8VAr4EnuBDEQJteMQIyJFCxfvzD74AiQaqsn+ecoQw8mpfqWWNnZ6ddi9oA\nVA5ImEmUDATznDbNW4z7AHWSHUYiEZu75PXydHpjJwQPL4uV6mCA05YKhYIJG3DOHu2zxtA6ZGFo\n+Km70DPB/vCjGHjf7C/qcdhuKBTSwMCA2W0wGDTbItAhzaQhEzuIRCIaGxsz0FQul60HxveTjI2N\nWbBDL8/3UzO4289dOfe///u/19GjR23hn3nmGZ09e1ZXr17Vxz72MT3zzDOSpMuXL+vb3/62Ll++\nrB/+8If68pe/3FT88J8Pf/jDOnHihCqVitLptE36C4XqJ8F86Utf0gc+8AEFg/UzEX/84x/rIx/5\niPFwi4uLamtrsxb869evWyRfW1vTpz/9ae3t1Uf5Hj9+3OZ+Ly0t6erVq1pZWZHUUDYwpjeTyWh6\nelp7e3t66623FAqF9IUvfEFPPvmkPv3pT9tZmOl0WqP/3TVbqVT005/+1DYhbc/5fF6XL19WOBzW\noUOHND09bUED/erOzo66urpsaiSn26O7pqHEFzQ9kvDyQdAUzh10R2ZA6uhPVYL3ZAPyZ6gZcB5I\nQdmIOIyBgQFbd+RvGCFjVOGyJRklI8nQNwU+nIyXj5HGUliuVCqGwDlFi3SVzeRb+6EzcN6sI8cC\ngurRIRN8SP3p4iVD4XrUelBiIKuD7qG5yFMsfqMToKCUcMSSDMWi3uHvKpWKHYwBvUGwI/vA2fAu\nPR/OO6foi6PmXbIu6M/3d5RGIhFT2UgydEohlUAB0ubAebK4YLBxZgDZHnbgC8I+m6lWq1bLYs0J\n6IAeZqqDmsmSyBBQ3xEMyDqhRqjv7M+iyJigsgiOnksnsPg96Z+Vfcc9dXd32/UBddx3IFCf6QRC\n39zcNP4dhd29fH6nc5+dndW//du/6c///M8Npbzwwgt66qmnJElPPfWUvve970mSnn/+eX3uc59T\nJBLR6OioJiYmdO7cuTteN5vNqr+/X7Ozs9rY2NDU1JSi0ageffRRra2t6V//9V+tW3F5eVnvf//7\ndf78efX29lqB7PTp0/ra176m06dPq7e3V319fTp8+LBxaNAyc3Nzmp2dVTgctiIaKRbyvq6uLjuR\nR5IOHTqkWq2mS5cu6e/+7u/085//XHNzczp06JC2trb0H//xH4Zotre39fWvf11/+Zd/aacoMQ8m\nFovp8uXLOnfunPr6+syY2Djj4+MKBOrjQ9E5B4P17lWPLKA6dnZ2jOKRGjO06e6FPvEFHlA0yIZ/\nME4Gh3FvIOexsTFDgzRYgYxxmH4wG1kMSCQYrM/YxzmQ7nqE5Y8/k9QEBoLBoKX8oHAQlZ/T4gue\nbG5sFacRDoeNm4UK4nckmYP3RStSdwpz/L9HxL4egx4ZLTybEvSOrDIajZrMjmcm6O1HzwRFAh9r\ngLNJJpOWytPFjGPinnHi/L53VD4AQXFhhwQ0HFQoVG/GA+UCtBjxAHeMQgQai0O7Pf0CjbI/2FEj\nIzDxrL29vZJkw+C4NuOjCSCsN0CR/87lcvZuuTdQNCMwWBuyNOgXbAMnz71i816MAPIn6AFesL9w\nOKyhoSG7t/n5eVsPrgFVKzU6Xj01dbef3+ncv/KVr+hv//ZvbfNJDTWHVD+Rnjnn8/PzdrSXVD/q\na25u7o7XTafT1kE6ODionp4edXd3a2trSydOnNDS0pIuXLig5eVl9fX1aXFxUa2trZa2PProo8rn\n83rnnXf03HPP6cyZM3Yy08GDB02HSrdmpVLRwMCA3v/+96u9vd3QTqVSaRpZkEwmlc/nbX41RdQr\nV67oxo0beu2116wCPzAwoLa2Nv3Zn/2ZvvOd7+iv/uqv9Oabb0qSbt68qYGBAR09elSbm5u6dOmS\nVlZWND4+ro6ODqNQKpWKBgcHbSBYOp1WS0uLKYBAZBRkkLXRaOO5SqkhJWMDo9Dw6gCcr0+XoTF8\nk46fRx4IBKz92vOR/CzFru3tbfsZECGZB4om35EZiUSMpkLr7WsAUDIEFRwHm48C8H6lBE6c4pzn\nQXF+UHRcAzvAEYFQoWV4BhwT78gXgylil0olO1QGpE+Bk2CbTCatLuIdEjQYiFJqSD9RcCAZ9VMH\nyaBwUMFg0OahS42zUmnCq9VqTUPHsIdcLmfFPj44Lq/5JyDwHlGBQC3h4DxIqFQqNhGTDMc3XBHc\nQffYSktLiw0aLBQKNmuJDCuVSlnA91keaxYMBu04P6gtqX7cJ/uMPgxAUUtLizUW8qlWq5bN+d4O\ngjwBi+dgvIMPqr4BDdUWNQhs9sCBA7Y+qNX+ryL3H/zgB+rp6dGpU6eaZET+s78AdKe/v9Pn5Zdf\n1muvvSZJNoMlFArp0qVLeu2119TS0qLR0VE98cQTdv4oA+1DoZC++93v2kjWwcFBvfnmm4aMZmdn\n7QzNdDqt4eFhHT9+vCkF6ujoaOrGlOrB6Ne//rUVkUqlkjKZjB2YMTQ0pGKxqI9+9KP62te+prGx\nMcXjcV29elXnz5+3M02TyaQWFxf1/PPPa2lpSYODgzp58qR1nm5vb+vw4cM6cOCAbQgcDsgF5I3O\nHmdE4YfmJI8M6Qdgo7K2ODDojP16aZw+6AQn6rXacNNsKDYJiLW/v9/+HAeP4qBWq2l4eNg2OM5f\nqqMosg+v0MFJgab9nBo+IHE2jCRD+GzQ/ZviToXGarVqTpjrg5BR7UgN5QiZEdcHsdKtG4lEbBhc\nuVyfponjpb6Ag+G/cdp+tjeKDM/rt7e32yhd/+fRaFTr6+v2/Din/ZwwBWLWG9SPHVCEBp2yThRM\nuQc+IFCKfxSfsTMmPjKcDGdOIyBZYq1Ws/MWfFZQKpWMX+d0MWosAEeegyBL7weBlKJpIBCwDMMH\nQeam4+D92IBKpWJFckBQKpV6j14f2ojsiOvx+54ilBrjgb3/5Gd9oNvc3NTMzIwuXryoX/ziF7/V\nz97p8z8691deeUUvvPCCxsbG9LnPfU4vvfSSPv/5z6u3t9da7xcWFgx5DQ4ONo2lnJ2d1eDg4B2v\nPTQ0pFOnTmlyclKdnZ165JFH1NHRoXK5rM9//vPq6enRK6+8ov/8z//UrVu3tLW1pe7ubkMhUChX\nrlxRT0+PHfD7m9/8Rn19fTa69vr16zp69Kh2d3c1Pz+vtbU1G0DFONGhoSGNjY3pzTffVDgc1pEj\nR/Tkk0+aHKmvr099fX0qFot66KGHdOHCBT3//PM2H+PSpUt6//vfr6mpKY2MjOiNN95QOBzWsWPH\ntLGxoYceekinTp3SJz7xCf3Jn/yJHn30UWWzWd2+fbtpTggRn0mHXs4GMqrVahocHFQ4HLZ2fGbI\nx+NxDQwMNA3xAqH469M9h/FRuPIHUGxubprEDoPECfIO+De6bmSNbAKKcYyBGBgYsI3M9zMvfGVl\nRcFgvQ0ex0O6z30jYSONL5fLTdxxJpOxIMUgsba2NuN/fZHWK1AkGU3E9bln0C0qI9aMQpsfAeDr\nInCoOH8Qrc+i4IC9c+fD77LxeW84KH5GUtNsfIIz2QbUBTWgWq3WdCoZP8u9sQ6+qBsKhex812Kx\nqNHRUbunYrHYNKoBWs83de3u7towLN4/a0hfglR3bn19fQoEAmY7voYUCoWsoxzwlc1mbX/44Oyb\nnaiBcUIYz8l3ol7ydQ/+nvdLoCez4tm8PJGARtYJhcO0Tn4fYIMtAVyQYEqNehVjB3p7e+285Lv9\n/I/O/W/+5m80MzOjmzdv6rnnntNHP/pRffOb39QTTzyhZ599VpL07LPP6jOf+Ywk6YknntBzzz2n\nUqmkmzdv6tq1a3rkkUfueO22tjZ1d3ert7fXOiKLxaLa2tr0j//4j7py5YqOHTumUChk0whbWlrs\nUA8G3MMzjo6O2iIyA31iYkKnT5/W2tqaJiYmTGpIpZoN8Prrr9tM93A4rCtXrujFF180/pzUDXVG\nPp/XyZMnNTMzo+3tbaVSKZNCMSvnyJEjevDBB9XS0qKZmRlduHBBv/rVr/SDH/xA3/nOdxQI1Oe0\noKgBsWFYIAj+TcMGziOZTBptkc1mzcii0agOHDhghzjPzMxYmooUDGUDjg7UC2re2dmxaZXwwp6W\nwxGAanFsjLitVqvWHwAaJesAwXtOmsObuQdSX+oEUEmeimEtfMGRM2pBUxxOwbU58QhkzEb2RU+f\nGoOscZx0F3tOv7293Rzb/mIsg6go6JEN7O3t2XgD70j9vfjiLQgTJA1t458b5QYo3Mv8+B0/vAyJ\nKDYL7eODEQEUkJFIJCwYEchA4cVi/USxXC5n95NKpYxOJLCz/lARPtPg3tva2iybXF9ft++hcMvB\n3tTVUNthD1Lj+ELskxPR8A8ENgKCV974U6a8WkpqDBnz74TsBI07lBN+jjMRoA29kKBcrh99yN7j\n3ZEhsR+oP93L55507iCFp59+Wj/+8Y81OTmpl156SU8//bQk6ejRo3ryySd19OhRPf744/rGN77x\nW2kZpIyVSv2c1IWFBS0uLqq7u9tOItnc3NTIyIgOHjyoYDCoW7du6datW9a4gaNbXl62YmtHR4d1\njaVSKY2MjGh0dNRkhZVKRZ2dnerq6rINFwqFdP78eUPBUj3rIE0tl8vq7+83B9fT06OdnR2dO3dO\n165ds2ao4eFhffSjH9UDDzygP/iDP1BfX59OnDhhaDgWi2lpacmG+l+8eNHSbhwBWlg2/M7OjpaX\nl43bhN/s7u62jbK7u6vp6Wnj52OxmB0SEIlE7HxZ3wYOuqeYQ6aAegkUuF/7zXqhMMKBS7JGHxy8\n78LDIcViMfX19ZlzwrD5PhAPjtkXPSmCooSQ1OT8UCTgVLw0D30xky+9hJS1b2lpsayBteZ5A4GA\nrSMBBecE3cX9QSXxs15lsbOzYw6XphWCBfUSnAa8sdRAiQwlY024PgorT9XARVPLkGTBa7/iZD+C\njMfj5ljh3qkRtbe36/Dhw0aXQD15Dt6rV3j+kZERUyfhPH0mCLjieQuFgjo7O21EMOgaWSbvH6rW\na+ixVS87hbIsl8sm6+WZEomEOjo63nM4N4oW9g17xdMvHt1jx+xFFDm8j83NTTuKj6ABKPBzkrwy\nqVKpaHl5+X+kv+/0uWvn/pGPfEQvvPCCpLpj/slPfqKrV6/qxRdftDECkvTVr35V169f15UrV/SJ\nT3zit39xMKjZ2VkbZ/vuu+9a2tfV1aVMJqORkRFFIhH9+te/VqlUUjqdtrGjHAYdCoWM46Vdf3l5\nWel0Wg899JBefvllK16RWm9sbNhh3KgRHnroIf3FX/yFent7FY/HdezYMQWD9aPCzpw5YyfLg5Re\ne+01HTlyRCdPntTw8LBmZmb09ttvW4p58+ZNBYNB3bhxw+51ZmZGDz/8sPr7+9XR0aH+/n6VSiXl\ncjnlcrmmI/DQ5YNaKeqAlKT6gRxsBlJc0DhNXczQho/lEORIpH4wAuiNDYnDwaC940fmiAEjc8SY\n0+m0bXg2It3BksxZc+AFm5xNQKCCK8UxQCvgMIPBoDkysh6vvEin06bQyOVyWltb08bGhiEqRt4W\nCgUDAr7+4A+eRt4JEAAZssHpB8BR8twgXuoFvojLffNckpqeDbRJsN1f7+JegsFgU9ctI7OlRgbE\n90PrMQ6ZgOLpkkAgYPuIrkveGTx8LBbT1taWCSDIPPL5vKmhyHIJqjhQ0D5ZzebmpgEfHHOtVjNp\nYyAQ0MzMjB08TvZRrdYHbrFWABdP4eB4ffaDtBen71VdvD+yBtacdQIYocyBM4cN8NkkoAB7gyJE\nXABdSObI39PgBmjr6Oiw4FytVk24cref+9ahiiOms45JhHt7e+rs7FQsFtPm5qauX79uyIlmHIpk\nFy5csGH68Xhck5OTyufzOnHihA4dOqRyuazR0VFdvXpVvb29NsxrYGDAvsunPN/61re0sLCgVCpl\n8sCvfe1rWl9f1/Hjx80hcmYrna4LCwva26uPzL1586YN8SJwHDp0yM5VnZ6e1uTkpJ1L2draqq2t\nLWWzWS0vL5uTTyQSOnr0qDnvxcVFU6uAepnYhyPKZrM2chQj6ezsNAfokQgIkbkV4XBY6+vr2t7e\nts2FsyFjwQFimBgs1IkvQvrmFCRgOGgoHK8XxlnjUPhu3j2UABw990gqjAQTVA8S47lQT8Fzetkr\ngYVglkgkbBYIgcyfUuUVMjgwAl2tVrP0njUCmUER0eUpybT2nibD4XvkyVpyvwQHH9T9VFG+M5vN\nmg35QMK7amlpsU5SnAgnZM3Pz9vIXWhBAgqKDj/yl6MgGYIHDeTFCQxVk2T9E2QRZC/+FDBQLBn0\n1taW7cHBwUGzKYIR9QNPSRHo/D/QlP50J36Pjy+8o0zC2UPDYg9IHflZ9gkKNIIFpzXttwPsk+ck\nO2amfiTSOMnpbj/3zbmjYpmcnNQbb7xhDpdOtIGBAa2urlqV2s97P3jwoGZnZ5XP5zUwMGAbcmZm\nRl/5ylc0Pz+vV155Rc8//7yKxaLJG7/4xS8qk8moUCho9L8PtEZCVSwW1dvbqwceeECPPPKIVlZW\ntLe3p7/+67/WN7/5TZ0/f95m1uRyOUOGH//4x/XJT35SXV1dVpgExZLqrq2taXV1VR0dHaYmmJqa\nMgdFUZVDE3ASgUBAR48eNd6X4hEzRHZ2djQ+Pm5ogwIk6BpECsLa2dmxE5owSuaUM6AKTpKW9uXl\nZds0OB6KpDgYUAoUE47dbyyKzzj5VCplf1+pVJrGFJCSU3xk7IBXqXiUC3LkPqC2OEGLbG5pacmQ\nulQfO00RFakkxUmuwTrlcjlzAjh2goN/LhqMvHoDRys11DoEIX6Gn+NnQKR8PFcLdYXjAcX79ns+\n7CnoEzj9fD6vXC5nNnnq1ClTyNDRmc/nmw6lpguZ747FYjp48GCTJLBUKml6etq6ldGPJxIJ5XI5\nTU5OWmERSgUZJ98N34yjpe7kaZFCoWANdJLM9gnyOFcAAmsIEKLATVCKROrHa6ZSKbW3t2tnZ8dG\nh3BPSEHJhgGHBAvqFZ72KpVKBhT4cz9bh7WUGso2n3XRMc2+uJfPfXPu165dMw06BQccHKcRsXiJ\nRMKKRRQoM5mMtc6fOXNGDz74oA4fPqzvfve7KhaLmpqasheEs//nf/5nvfLKKxodHdX29rb++I//\nWMlkUtevX7eFn5ubszk0UESPP/64TWmjc1OqR+GlpSXdvHlTR44caYrSnCCVTCa1srJiiIJmI5oq\nGCEAf0vhDmQVDoetcaRQKGh+ft4KdBjQ5OSkGQszoeE7w+H6vBMUOGxcHIRHm/5AYZy5p2XInqBe\nfEGJd+Xb8nGG7e3tTTMzcrnce1QZ8JyoKLxqAeRHRsS6eCcPpeUbR4LB+vRE7nd+ft7mqeM8Kc7h\nUMk0cPTYJQorAiO6fhp9vHNG8udVOfwZ0kT0277IBq0D6ofiIyCwVqw9TsVnAdimX1vfHQw6JGvK\n5XKW/Y6OjlqTFXQOene+w+vBccLQo57G432yjlAp5XLZHHm1Wu9IpeeD2TTIIqE+VldXTQgQjUY1\nOztr7/TIkSPm/EDvBFM0/SBymsd8hsgeIXMLhepNV2T6a2trduykf7aurq6m6aIUYQlINOhx+An2\nTzY2NzdnzppaCvfhM2W6zKV7d+73bZ772bNnVSwWbVg9iGl1ddXSbYqDXrrERuBUdj/vGF7q1q1b\nisXqp6dMTEzYQdYYWWtrq+bm5kxedOzYMYXDYc3Ozurw4cM2rdFPopyamtJLL71kiBNH0NPTY0OE\nQCQYNYddMCEPPXsul1N7e7shYOoIviDoZ36Ew2Gbj426BUSCk+P6pPdwsSBpnDjZEH8eiUTMqZNV\n4GRKpZLdmySbr859EVwYAAWy88YIYkUqCVqlEImjZ+YK7x1JH8YNYvXUDoeOUxwD5VAkxK6oXfjg\n4wts7e3tFhArlYo5uHw+b1kRKggcLRQIjsorUQKBIVwbkwAAIABJREFUgPHfPni1t7fbd3Md+Fb/\nPiQ1FbNB5mQTKIlI74PBoGVGFDIJPpIskOEQCe5kD9hta2urHc+HHbG/kA1D9WHjOCTACvuCLBBH\nigOjSEyfBqAKm8OWsSFoRqhbaCDWHbvAgaKSwYlCnxC8sTGPsIPBoElopTqNxAElcPMEIPYS44d5\nvysrK+95nv7+fkPjFPFRT2WzWcvMIpHG6VRtbW22poA+bE+qH4Byty77viF3Ci3T09MWXTc3N9XR\n0dE02pZN54/2Iv0/evSoXSsajaq3t1fb29s6dOiQId29vT1NTk5atywTGiORiJaWljQ3N2cbYmxs\nzFQxcO9TU1O6evWq2traNDEx0TR2uFgs2tmZbISVlRVT/kAjENFBVQMDA03Bxhd/MFScIpwjawSy\nJe33JwaxIXFWpNMobPxwLjaDb6rxXPb29rZmZ2ebDBZ0gbOnkOrRKWgaKRvX4s9xOMhRcZIU1KC3\nULPw52QPKFBIgam14PCWl5et8YviJvSL1Jhtg2KCQIW6iFSaBhyyCLhxqTETByFBKBRqmjPD89JQ\nw/uAu+ad8M69U0NTT/aAQ8Cxw/PjkOPxuDY2NqxpjE5r7pE6BRkGrf0EFhRDoPDR0VFz+KiZABco\nrABL/IxXdpAdeuko7416UXd3t5LJpNkLVKPXwEt1fbpfJ9alVquZMCAQCKi/v99m7lSr1aapjmRy\nyBVjsVjTWb/QdKwF4ysAAalUqunAk7W1NeXzeTupiYF8XI/7jUTqB5R7OaPvgdjfpe0BFTbP/vU2\ncy+f++bc19bWND8/r1wuZ11Y3d3d6uzs1Ac/+EFLP2m99TrvoaEhjY6Oanl5WYVCwSbNXbx40Y7W\ni8ViGh8f1/b2tt58803Nzc3pwQcf1Pj4uG7duqXV1VWFQiEtLS2ZI15YWNAvf/lLK/KEQiFNT0/r\n2LFjOn/+vKrVqkZHR+0lYJjr6+uG9kAVvkPzxo0byuVyikajTXwdh4R4RQUt/CAEqvEEBn4XaoFg\nQwMS/DKdeKBnHDTPRaG0UqmY/NMHDgxSkiEbDBf+ng+GyvVxVqC4Wq1myItAxN8TqL0kk0KoJFPA\ngLo8omHThkL1mSdQI2RcZDrRaFSHDh2y7AIJp5fRtba22oAqZsGzaekYRspJgON+4Yy5Pw5NwUmC\nNnknHrgQ2EHRqDcIvtBAZEnosbk+Z8Ty87wLiqUU+Hzwh7/2EsxwOKyVlRV1dHRYsY97IdAhgsD2\nCUylUsnUK9w7a8Ah2vF43DIvQBz0GR3hNOl5WwOdg8qxTTIDSVbQJjACKNiDZAtkwf6gGdYfOaun\nTLFT9hb3CLjDdsiuuF+CCIidfUDQom4BzYKtc++SbG047UxqFMTv9nPfnHtnZ6cNx7p9+7allLwY\nJGbwZkRVml58dINbD4fD1tYMsq7Vaurp6TH+cn5+3pAzpy/xOzs7O3rsscd09OhRVSoVve9977PU\nH26bIT5sDjaVJLsX+HpUG9Ad8HPozP2pLxgHE+u4X6kesZE/UmyExwYFeGqAiM+hyqhIgsHge6b6\nSQ2lim/T9/cG4oAS89w0QYCNgGP2yg5qCSA3r7DgmX2RF+eCugV0xfuElwZVl8vlpkYyFCQ0poHO\nOSGH5hgCBBpj9NOoZEjVcSw4K+YA+cLm7u6urRkghHUlM+I9cn2yCC9tJONBy47DwKlDg+GUpYYM\nlmAALUCm5dcaGSJIFTUM9sXaE5hwsjhm1pvAUCgUbH9AFQIapMZo5GKx2FQzQS/P97EvuAdfHOa6\n6+vrFohQoxHoQeMUL6HgCKDcM9/tm9V8TQMHv76+bsE4GAyaoiwQqM9Y8iopBhXiD8iSCIQAEK/q\nYW3h+dnbUFq8T+zeF17v9nPfnDuHvVIc293d1dzcnFZXVzU/P9+EHCiC+eYTnARdcV6dwc8EAgGb\nQXH06NGm1umuri5Lk7PZrK5cuWIa1v7+fj3yyCP6zW9+o7W1Nb377rsqFou6ePGiyRWJprTLY0x0\nqmGYCwsLZsQgK5xKNBrV/Py8OUue2TtVnAoDvHg+NgnOkXQXNELE5ztxOqT+OD3Sf7pdCbDcr3fe\nfLyj9R2M0Dy+OES9BCfmn4175cP/w4ezqX2jlCTbtNw3KMdPmIT755qeX6UIy8aXZLQA0lJQvS/a\n8swgR2gEComgOZw6VFg0GrX5Jb4j16NKT4V4qSXUE07G92uQxUFR+PQdNMy6+OKc55ehWCiQ5vN5\nQ+8+kPMe2Hs4cLIh1oH15xkkGbWEiggtPAGczAUpIe/aO3Z+BlDBzwBQCBLUYvg+BncR2LiuVzt5\nGw4EAmZH0KM42s7OTrN5ZrETTA8cOGBnRNBwBC1J4PAO2tM4qLKoF3CvKOD8Hr6Xz31z7kTbTCaj\nWq3e8js3N2enpQeD9Vkh7e3t5qx4SR7JMdPbt9j39PTYYjHO13dLdnV12eiAgYEBSTJN+YULF/Tr\nX/9auVxOZ86c0cDAgLq7uw11xGIxO5U8k8mYoYFY4HE5ggyExMd3piF7lBqdovDuPriB+viQ9kKR\n+O5LNjB6eVLHzc1NcyDM2MZoGH0AYmLjo7DxVISnY1BN4BxIRTmvEt4Xp8izQClh7Biyl7kRgCTZ\nhgel+Q2BM8UWCEQ4GmyJtec9+TneOGpQOlkOFBDUiv8ZbIs13F+k5sQo0BvonWvwPiqVinHT0CYg\nT38fkoxzrlQqVg/w3w1tg1MgCOFkQqGQzeqheIzzYD/hQAkO3At0G7aKw6IgLDVGJwDYcFRe2uf7\nBQi4OGVsn0yBuhPfie1jE9gj78JP+Ozo6LA6DBQN46PZWyhncMQEWgIzAGdnZ8eyQsY1oJChOB2J\nRDQyMmKzcZaXl+3veP+sJc57PzUEkPC8PaidIHYvn/vm3ClEoAMl3WMsJ4VTtKdeU1yr1YyvT6VS\n6ujoUHd3t4rFomZnZ62pqK2tzTokg8F69yVnOaZSKVvI69ev6+2339bi4qLJLBlLms1mm3h5EAap\nL234yBqZ+ojDYzQr40op2vkORl6uR9Q4XzYMDpx/oJEokuEIDh48aEFhaWnJ0AcoTqqjna6uLqM3\nPDLAgeLQQX1SA/FAWVDU9Hwov5NOp+0ZQZRSo0BMdkWBlU3LpiJg8r3MuJHUhMxwRj4Y+L/zGyYc\nDtuhIFBkvCfuBfqD58HeotH6uaC+s5lj1qDQCNAE8FqtZkjba8U9/+olmPw+fw4NBMJlFDX3HwqF\n7AxT0DHBi+7j/WORCQ68a5wqBUevviLTwYmjWQelc+8EMBwWNJDPZPl/aCk4beSkBCfqMnw3gZoA\nD3JmTeg0lhoni+Gc/RrQjczMIx8EyMr4feyB+6GnpFQq2RymcrlsfSn+vhjZzboDQPypaew76D0A\nEO+F9SU79c7/Xj73tUMVOoUhYhRJGJ6PocNDE4XRcsNjSzL1A86OwhhFMop62WxWW1tbSiaTGhwc\nVDqdbnJ0RN1QKKQbN24YYsUAmLOBNCoQCGhwcFALCwtaWFiwofo4aAosxWJ9Ho5/UdevX7dI7gsp\n8Huknkx8xEHhbNiUFI6QUuEUQUAgchwAigEQgVdmsDEZAcA0RZwnTg9qCA4RJQmbH6cmydYOpOmR\nHjUVTqhhrXF4ODWaqtgIOBE2LsGJd02rva8XQLt4+gd6Bg4dKgaO1HP+lUr9FKihoSE7ewA7JjPk\n3eC4CIjxeFzd3d12HQAAa0RBFafH2tCIE4lEbFgcDoKJl6A6pMOsIQERTph6BGuLQ5Eah5gT2Ll/\n3gk/z7r50RBcB+oN503gaG1t1cbGhmUq2CbPhcNnf3Mv/l2wT9gTfL+ncvz7Z00JOAQNr7QBjKBo\nYX9hT7zblpYWKwwHAvXx0rxH/IHnyP3USrrN6eHJ5XJWcJXqzZy8JwagEZy8qIH9ci+f++bccYw8\nDEO/QHwoPnjBbW1tpikHRXj+CgkftA0KBxxdPp+3l0pVnuCAg69U6gcJXL9+3QaXlctlKwAiDaPa\nzeKzuSnCgMLgWVFSYFCxWMym53kOmtN5PBKS6sFtaWnJUDL0CgjeK1+gBvzHHwQO2rlT8QnHCXde\nqdTPsqWdHgcE50uBiEIyv0sAQcEiNSZO4oz95mYNpGaHT7bGpoX7Zb42qJyAApqDq96f5qKKoPDM\nWAIfKKBVsDWeC5oDhxAMBq07mHXDGXACl0/92aR9fX1mO7xLAAR7witIsF+cJx+cD46dNaBPAtoK\np8Y4D5wSBU6cOcVg0Cm24hu5oEd9llCpVOzweoIC1BDPSOZFFzHOk+CKtttnanQ8ey6cOee8J4IK\n2SbFSX6fehWZAKjb05H4HzKVZDJpDYiFQv1QkGw2a1l7PB5XV1dXUwboJ0FCuXAOAt+DD8Gm+C4o\nPN4/aitfxKcGcK/UzH1z7rQL+5GjHLCBCmZ1ddUUCRgb6Q6RUmoYPotBEQRURsDAsOiKw8nn83mj\nWfg5z78mEgklk0nLDuBMmVwIEgNVUBCMx+Pq7Oy0oieOB7qHe2czo3etVqsWrJCQcXIO14dL5SjC\nRCLxntRekhUWQTre2eJA4QX9GF8cNVpfiqQECfT1NHggafSFTwIU6W4sFrNmD35ufzELx4nz97yk\nR46lUqlpsiG8q0eGNHXtL0YdOnTIAgcd0ejUCcLUbvaroTxVINXPMAChFwoFsys2Jzy21CgQUoCH\nAuCaBEpqRzgLpghGIhFT9PjghV2wbtg/TkKS1Zvglff29oz392iRoi9BlAI5/D2gh6yN90zRl/+n\n9gMq9UIDwAv2LzXkgAyV80V4ghbPDIXCO/D73UskmVBJtgsNEwgEmsYUM9HSN6SN/rfwAj8EDUnW\nODo6auOlt7e3jZpjDxQKBcuiyXwAboVCwRruyOrI6rEBaklkT74p7W4/99W5k9ZgdNFo1BbMIzrP\nO0kNhc3+WRu+8AASBR1gPCD7Uql+pme1Wj8co1wuW8s0Lx3nJtVrBCAaCjREadqiMSS+i2tieBTB\n8vm8lpeXbS1AlKCBlpYW41SR7LEGUnO6CQLy6bBXiOynRggAXAMkyvVR2aCKYKMj7fMol3sHtfG+\nfIbBCF2kX95Z4+y4f94fDg4bIAhxH0gfKSrz+/56BBSCLs6Xww/8pElqMgQ4f9SgV4nQ4ELQl+oo\nkhknfAdOnqAK9QhiBzDgnNAzg9pwIjhHwAK8OXTVxsaGBa69vT2bZ8Qh15x+FInUu0M5d5csRqrT\ni3DTKD8kWUZCDYTv4M9BpDhQumKh8rAzaicEc2wQ545N8az8HkANcOAnl/L9nsr06J0sFqcPlw2g\nYU2ol2BDu7u7Rj/GYjETFGxvb+vWrVvmtAFDAwMDBjahx/A/FIaxE/4csQGsBH4rkUiop6fHgu3m\n5qYVq1tbW61J614+9825h0IhoyZ8QQGHRBT2qgffYEPBlRcOZ+YLfCCFvb09OywASgG9OuiduTG9\nvb1WHJ2fnzdttiSboEijA0U1CjREfqIsjjaZTNqmJwUGYUPbgAg850y6SBcsKIdgCJXkjZfnJxCw\niSlC+QmE3ljYcFA0IEsCLcFLUlO3J84clIhz9eiKwLC3t2eBFYfP/UARkYFRhINaI9XnH4+IWXu0\n2gQKHDjPg93s7u42jTWgS5MU2aNYMks2J7/PKFw2X09Pj60LTVScqgMaJvhyXb8+TLsE1fEMOC5Q\nvNQYneybkFhPAkA8HjfngHrGU0SsBwfh4MQIXARXdP9w7wAphnlx4Ar3gIDAS/9w7ARmvt8rfXjn\n3q5Yb5wp6+elxDh4n50R6JFCek25pPf0emxsbNgew0eEw2EDmvga9i3UT7VatVoRwcIHW/Y0n3A4\nbPU97IRR1ASygYGBJsEEIINx2vfyuW/O3SM3+HM/yxtulxbvarVqNE2pVJ/rTHHMF1pANaAgimGB\nQEC9vb1mDDhoNjbSy1Qqpb6+PouuMzMzWl5eNkfb29urkZERQ9WoaNgAIAOKncVi0WR0IFPOfvSc\nI2ixq6vLnAtIYXFx0Rw7xuXrDzh10B8OkTQdiRwOHL7e01yk6ygaoFR8QY8UkkDhkToBg+fkevCk\nbBAvy8O5k93gEElzQX1QQV5dsR9Z53I5c2Y+c4jH44b8I5GITQCEv+b3/X1BffhC3NbWVpMUE5UG\nawsXywZEpeXnGrW3t5taimyBTzAYtPHMFN/IHBlfQD2AYIG9Y0cU8nkOLxf1zo+9ByUViUSs0Efg\nTafTdjCIL9LyfXQpQ1GSHbe3t5u6zddW/B4BdHmH7bun4dMJvux5fg4JKg6RgEFnN2MIyJzIRr0q\nyfPv0GAUdNlnFKJZM2oSUIwEX/YcvRm+2Ms9QbOFQiE7erRYLGppaUmrq6smt5TqR5CC4Mn8wuGw\nNXbe7ee+OXepMSlPqjvv9fX1prM1aSiJxWJWaWbh0ul0U3GQF8li8zIp+sB5ETh4CRxiwQaAHkFf\nn8/nTQUDvZJKpezYLtInHBwFrY6ODjNA0i8cEyiQv5fq6VpbW5upBXgWr8UFrXAANw6ObIcDPti8\nkmxzcD+gDgwNdExaTkbBZvLcN0gJI+dnQWgEWmZW+3Tb8+h8n3fUZGkUuZhGSBCgOAkyJPjhcOPx\n+slBBAEyOTYHqT6OA0TOPRFgABo4Y1AcCB+AgYMCmXpFF92PbG5mnUiyPgmuCfLFvrAdSXYAvNTo\nj/CBhcyVwI9TKxaLlhFTK2EGOogaQAQACoXqDUxkn7zXcrlsoAcbh0KNxWLa3t7W+vq6jSiAYoDe\ngMoiIGErUmO+DvcN4IAe8UVbskfshe8i2yNzLBaL6uzs1PDwsNk+82DYD1CfZE5k95xmha2TpXBv\nABXfXARAQlpL8ME+qO9hlwRGmhKr1aqNF8fBQ/XxvABIX0u7m899c+5seNAFyAinQWWaqMcCeLVC\nMpm0AzxAe6ATUhnfHAOy8w4+EAgYugLdptPpJq54d3fXaBwMLZPJWKs9RSYMBzTCACfQJChcahRS\nQYoUa70C4U6Ikc2ZTqeNBqAxxqegpL6oLnAEbFCCm0dAUqM4xn/jKP1mIgPxabBPt72+GsfHmZ0Y\nNJuAjCgSiSifz5sN+CIZTtQrJFgzH2x4dj9TJRwOGwLCYbA5cYz7r4uj5TpkRmxYqCMKfjxnMBjU\nyMhIE9plLAGzxqUGT09w3d3dNXkvFAwHuZBBetBCdghowPnwu2RWPLuvw1DM5ZlA79gHz8RaMTPJ\nBwecZjKZbLqOHxnQ0tJi5/hy/f2NaF4d46V/0I6gX+wK5E8Q8MiZfg5sMxqN2kluvqeBD4flsBfb\n2tps8iVZg6eASqX6hFQ4c/ZIOBzWxsaGpIY4IJFIaGhoyDIOBrvhoIPBoMbGxmz/FotFOzeB4ByL\nxezEsEAgYDr5e/ncN+eOgaFSYSFAGx0dHYZyZ2dn7eXiXLzuOhAIWLGIF4iR7+7uKpVKWRXcI1ff\n8oxeG9mSVD8rVZJdh8XnO2lYYAPi2LzDgMcmfV1YWGiSbzETgxZ1oj1IaG1tzRyIL9DgoEDooCLO\niZXUNOOClBZjAVWyHl4hgYOkFsBzoHkHXfjsgADBGvLcbEKKwigWfE2Ae0Ar7p2151dRUsATc41y\nuT4qGhoHLhlnQVMJHDVFTYKBdz6+MA/NBjW4v6AGgoduIpByAAzryqEVOA7qEWNjY00cLlQMzrin\np6fJliQZUMBGpcZYYeyfrIQMjuDZ09OjwcFBA1asTzabtex2P99LR/Le3l7TeAd4Y9QnkuwdQM9J\n9S5nSUa34ahB4jhrXwj1BVIviODvAHdSo3GMd+s7ZvcXRaE/AFblclkdHR1WACb4EOTIEr20E0DD\nPqpWqzYAkEBD7WZkZESBQL3fZnV1tUn4EI/Xj/IkgMNMEODZT2T03NO9fO6bc4eXXl9fV6FQMDE/\nEZGFuHXrlgqFgsbGxjQ1NaXBwUHl83ldu3bNUuRKpWJGRHQPBOraeBDuxsaGXn/9de3u7mpwcFCn\nTp3SsWPHLCIvLi6acRYKBY2MjKitrc3Qx/b2thVP2WCkVxQm2ZxstnQ6bS+SWdQ4VKgCjJoNTvod\ni8Xs5CDP63lpWjqdthNrEomE1REwoFgsZhK1/QECh0Ha7De2V4P45gyMX5I1b/ChacNz6WxSP34Y\np8PaEWC5ZzaxJFMIYOQ0G9H7wHvh394ReOkp/Q10TOKAyEQoFqbTaXO8kqzQS6YnNWR3BENfzyA7\nQd/P77DG0Ht+k6NwIaB4hAswIdvCWSPxJAviz1HZ4ER5dwQhgA/iAu6hWCxqYWFB29vbNirZT8vk\nvRBQ+c5AIGDKI7KXpaUlc6DMVGJdq9Wqae29+soDNSSbFNRB41CC/DdBgeDD+4TeY3+RbdBlCtXK\n+vGz3L8kC+ZkCDxzsVhsOq6R72U/skasPTUEgmQ2m1W1Wp9aSiY1PDxsNsJAMmyLxjVs/X8NLcOM\nCRaiVqtpbGzMJGK3bt3SpUuXtLOzY442k8lYFyqzZIjApIhsnGQyaV1lhUJBb7/9dhO3WS7XZ4s/\n/PDD1iX3zjvvNM11HhgYMOpnb2/PUmsollqtpo6ODlPasPEwzLW1NeMf4fV8YQfjglujiIIDojmE\nTYiBgzBpf0eO6VGQ1Di0me+Dc9+vRsLhEhgoSNLxikST+2dN/UYnxaQA6U+gwbGzETBs0llkelyP\nzIz02Oviub+Ojg7jLeHnKXBSDMNxgoQo6sKHE1yholZXVy1w40i4P5AqGnjkjnD/BGhfZ5Bkf8b8\nb++oq9XGuaeeb2Zj825woGQGW1tbFgzIZkGMUDKssaQm5EszIEW6Wq0uKyyXyxYE0dUTDMh66Lik\nLgKiHR8ft4wVKoOAwr0BgLyaBOfuwQfFXd61l99S5IYaw955vwQz3iEZjkf9+7lriv58BxQv60pw\n8PdJVur3MwVmbAvg4Kmrzc1Nra+v2zRc9iD1QwAAhW2uPzAwYADkXj731bn7IhdjAlpaWrSwsGAv\nmMOyQRNQIqhMPHcHCoY/J/2rVCrWTFQqlaz5iO87fPiwOfDZ2dmm9HxoaMjQMRK4nZ0dCyo4S1qY\n+T3f2k1HKzNRvFSRVBe0KzVOmwJhsEFIBZPJpLVFU8xh3rZXkfAd/D8GDuWALplrQC+B8H3BCYfD\nPXj6wM9OKZfLdsqUXyOKpZIMHTNDGweMk+G6OHh4X0lWtKJQDbokiPjGFSgg5JCktYACH+BYX7hy\nXwiH1mNNmZ4JevX2wnPiNMbGxjQ0NKS2tjYtLi7amAoQNQPoQN8eoMRiMau9gFIJ/jhLfpY9QAbF\n+wAFS82D3ugmBRUi8w0Gg1pfX7eiNQoQJKLUx3A01DImJiZMnkkGjHyZ6/iOaJwyTtBnRxzU7iWU\nfD/8ejweN8kpdo2DhM4lwHplTKVSsX3la2RbW1tNhXeQOvQa754AwV5lL2NHfhR0MBg0Xt/XwfBt\n1CagenZ3d9Xe3m69Dtg1QQfxyd1+7qtaplQqGSphsVdXVy1ycsIKvHY2m7UN2tHRYZsUJI0x8JJJ\n6aBIcPS0ifPz7e3tOnDggOLxuBU9KTaGQiGNj4+b4eZyOStyktKzCUHEzEEhI0B5MzMzY1wkgQWq\nBaPDiDE8XigbAEOA/0YVgdO9E0L3CgqQI+gCxwXCJ22FNgMxeN56bW3NApevZRBQPaKs1WqmSSc1\n5jm4B9JvX4xGaYGM0WcIvnjMhsXh87sefWcymSb9vHfG++WOGxsbTbNV+HscD4EDzh1FD/e+sbGh\n1dVVOx4O+mxoaEhDQ0PK5/O6deuWFhcXTSfe09OjiYkJQ9xkp1JjXC6ZGrbG/CNfbMQGvV2wTlwD\nEOKbyZBmQheEw2HrQmWtGCzmFT7r6+uG/uPxuEmES6WSlpaWLGjTbk/RkozIAwQcIhp5n8X57NOv\nC3UV5IkAFobA+WyNfYMihSDHO04mkyZTBRiEw2HNzMxIahR9yWLxOThfkP/6+rrtd/7MZ59+KB3A\nzku6UcYghwV8MW74Xj73deQvfBubgEmMwWCwaaY00Y5Gg2AwaMbiqQLvWCTZ71arVdPtgibht3Ce\nLS0tGh8fVyBQH9e7tLRkEbytrU2HDh2yIV0clgyNQdHNyw3Z9PF43OgHNowvZvHv7e1tOzzbF219\nowpOslKpqKOjw1A96Bj0gmHi+HCevlCFQ5Jkhu2dKEiX+9lPjfiiFBsL1OvRK//P8CXSWNRNOBbS\nej6gNRQn1C3gk/3cEUZM4KxArSCucDjcdJzfwsKCrZXnfHEsOEYcVzgcbhpAx5pKMroG3hzHT/2C\n9YEOgVqYnp62eUFkXujcoRFI83kGDjWBuiFY4wxB5DRpQWuQmQAmvEYbG/DcM5w+Qgc4YEAEGR6B\nAABBfcTThjhYAgA1MOwZe5Qa89N9gObv4PfZU4AQ/wFcsL+4DsEZP0IPhyTrlyFIEHjIQODQuY6X\nAwPCyIxisZg5amzEK9Locenq6jKal6zf2xE2wfpIdTALP3+3n7ty7qOjo3rggQd06tQpPfLII5Lq\n3VVnz57V5OSkHnvsMXNgkvT1r39dhw4d0tTUlF588cU7XjMajVqbPSgNh8DIWKrOknTr1i1LBdEf\n86KDwaBmZmaaJF8YIkbHZubvkUfRadfe3q7h4WErxGWzWYuiyOIOHz5sFMbc3JwtPpRFd3e3oUCf\nUra0tJgSxH9AnGx4nIqfYIcDJTXGYc/Pz9u10V+DLnxRk2ImCIZ6AvUOiq5sVL+hMGK4Td9Y5VUP\n/OMDCc4JdI1Mj8yEYip0CmiV66K4gYIAtfE9IDGv3BgcHDQHvbW1ZYgNh0ZTmZcH4gyYkgmt59eB\n7ASnUS6X7VQgHDhOku/HodKBCJU3NjZm3PvGxobm5+ctsPX39yuTyUiSBS+CdKlUUm9vr13f89T8\nHA6KYmW5XLZMxwduRmn7DBG7gP7ydSJs3tMEPB/3yV5lf/H+KORiO6FQyIZq+UMqKIx78MG7Z0/i\nfOH0oUSwBZ8B8MGJs+d9QPGKOU7yIpsACFA+7r22AAAgAElEQVT85fo8C2NBAJSsP2AG2o+iKrbG\nOsDnQ/FAMbMWnoYlWEDx3O3nrpx7IBDQz3/+c50/f17nzp2TJD3zzDM6e/asrl69qo997GN65pln\nJEmXL1/Wt7/9bV2+fFk//OEP9eUvf9kW339o9oBX5bR4HBPyrd3dXc3MzBhKaWlp0eDgoHFhHmn6\nDcakRtBjMNjoAMRQoGZAWpI0MTFhL2Jubk63b9/W1taWbe7x8XEzXtQxDNwKh8MaHh42J0maL+k9\nB3PwQtHBovbBwAg+IJ9KpXGqEcoOqA2UCcVi0aYO+qYjSU3SPbIB/s4Xddi4BAW+A+Ml2wCNgW4J\nKp5aYUPxvL74xKaBGuLd8A5p92azhMNh2yhSY0aJVE/v/SlaoNuNjQ1tbm6aXXFqViAQaDrjlg+Z\nAdmAR8Tt7e3q7++3Z4QaAmV7SowhUBQ//YCttrY2nTp1SvF43IbPTU9PW+BH3052A0VGMPDZif9O\n1ppAxTA8+i8AQxR2qa2w5r6An0wmTbbJSF+Kjuw5OG2CN9eiAAmQ8OqilpYWU5cRbHC4qI14JwSM\naLRxXKDPzLEDVCmsEc8BMMJnYCd8J046FAopmUwaqGSPVioVU8Zg81CLvHNAC+vH3mZMga/t8N6Y\n7R4MBpvGGYyOjlpGs7S01CS7JYv+fzZbZj/f88ILL+ipp56SJD311FP63ve+J0l6/vnn9bnPfU6R\nSESjo6OamJiwgND0xcFgE4L2BUzmWUBvMGSrra1NAwMDJgGMx+O6ffu2bty4ofHxcU1NTenYsWOS\nZKgIzXitVlN/f78GBgbsuzY2NrSystK0Ydra2poOaAa9b29vW9AZGhoy1OJ16xQ+urq6rHsPJ7Wx\nsfGe7MHrmDFSH9WhRLzDBJGT7mF4yElB4uFwuKm1H5RBduQlW2xYCpw4CxAnKJAsB0fPvXj1AvdJ\n0wbPg4OGA/Yt/6wBGQu2Qd3EN5awiSQ1ISsoiJaWFpvgib4YFCk1OkQJooxb4L6gb6BX2MzValWd\nnZ2WJVBY9V2M0CXwsgQxCmQgulKppKGhIUWjUZtOSIEO5+TrBHROBoNBqy35OSPUVxKJhKmOeIcU\n+VZXV+0+PW0gNRrquBZOBUWNR578fqFQPy6Q7wBp9vb22rW8csUrtrAz7tNTMQRVMjJQO3QYjpmg\nDSXodffYna85eIUSvqy9vd1AD5NfuQ6ZjM9QKbhDKRE8yKawKea9+7oOAIB3SgE3HA7bLCpOkKtW\nq0YJUR9j/93L566R+8c//nE9/PDD+qd/+idJUjabVW9vrySpt7fXRtjOz89raGjIfndoaMhmqfjP\nzMyMrl69qsuXL9tkSLgxInUul9Pt27ctqg4PDyuTySgajWpjY0OvvfaapqenLTXu7u5Wd3e3zpw5\no0wmo42NDb3zzjtaXV01VDAyMqLTp0+bI11dXdXCwkKTszl48KC9xEqlYuoGXlYymVRfX58ZF46b\ntIwTVvzMZz+MC1RXLBaVyWQsMECTsEGp9mOMbFheMhuAe8fZd3Z2NhWFSO0pAhEYvDoDFIMyBcOl\nIAol5q9L6k4G4DlcNoUkM2hQJI7AZw7RaFT9/f1GuUmy7AsEX6vVrO+gWKyPnKXJC+ogHo/bYCiK\n1Pl83hqNwuF69ydNcgQBDnLxiB0qrVgsqru72+SVbECkgchyPaojAwqFGkfbIbONROonc/X19VnR\nHZUW6JB/875AedgW9A0Oa3d3V8vLyzaHhndIMGFPUbMh8PjMkIyR9YTW4s8BJqwPduxpLN9bwXC9\nWq3emEgAj0QiFtwABgRZT61Ca6RSKVtTSRYsPW12p/n/FMVp7PPZoq8bRKNRO6eBwOULugRPhrGx\nl5FVcq88P9kGQdN3khPQQPXcL8wC900Nbm5uTu+8844uXryo//qv/7obd22f8O/+Eenll19Wf3+/\nlpeXdfbsWU1NTTX9PTf02z53+rvR0VHjUNncvgNubW1Ni4uLtln9OIDr168bYqZzESfX2tqqQqGg\nVCplxZO5uTmNjIwYKmtpadGRI0d0+fJlS98pqkj19PzkyZN66623tLm5afMh6CaVZCfRc5gDm4/U\nDmRVLBa1srJijp30rr293VAdRSgcHmklG8M7/nK5bPI+ojqOHYTpaxnI0KC9yFC4rk87KboxmhhD\n9J2cyA/9CFs/+Gu/dhqn7AMIASMYDJq0j6DIkLZgMNjUeESWEI1G1dXVpfX1dW1sbNgcGoI+6fnA\nwIBmZmaMHwd1UYPp7++3DU5hi9pFMpls4vrJIiRZrwX0mFfF8KzhcH263/Xr163YTyrOz0QiEfX3\n95vjwQ7T6bQ5DdYYx0qDUyQS0fLyssbHx3Xt2rUmRRXOKZ1OG2VIUw4DtAjyPhsnmLPGzGghYMLf\n49TJAnd2dqxzmGxgZGREV65cUblcP3QHkIKDxKYymYyN3Sao4LAJlPgO7sE7Xeo4kprePVw+6iwo\nUdaHZ4TKq9Uax25yfag079sINgxo80EctRJFbwrP4XBjPAF1QE4pwycAmPz4hFqtpqWlJfX09Ghy\nclLRaFQ7Ozu6ePHib3fU+z53hdz7+/sl1fnAP/qjP9K5c+fU29trc1IWFhasVX9wcNDkQ5I0Oztr\nU9D8p1qtmkoDFLuzs6PFxUXdvn1bi4uLymQyGhwcVHd3t8meQFggwGAw2KTSAEGxISiAwX/ywlpb\nW60JZnNz0+gXr4EdHR21VDibzRrihfLIZDJmuCA4UjmceCKRsPQVA0GuhQHj1Ek3KebcqTAUj8eN\nz8Q5ow7xaSRzeUAzBEY2p6/Ekz7z86Az76jz+bwpgJCOxeNx6+CESvNpP88BUiE9hsJhE+JUCERS\nY3Ihjg/0D81D2/v+WgRBjfnYoCCanECGiUTCDjpva2uzQEFA4j3wDuCFu7u71dfXZ4PFKN4uLS0Z\nj0+x8Pjx47Y+S0tLNqROanDFTACEq6WOQxoPteYpON4p6hEC897entGHON9UKmV2wftnvXFcFOZx\nOH62kC/e7qc1sEP2FfK+np6eJmmqD2y8v2q12jTxlb2zP+uB8sC5U+vy9R0mUQKqsAEOvuB7AQ1Q\nZ2SdFFXJGGKxmAEy1s0XPKFhAYNku+wpVHyhUEhvvfWWZbDVatUOQOG7CEJM/cQ/QUH59ea93O3n\ndzp3OGOp3gTx4osv6sSJE3riiSf07LPPSpKeffZZfeYzn5EkPfHEE3ruuedUKpV08+ZNXbt2zRQ2\n/oNj88e4MV2OuQ5EQV9AYc6MpxXgwlksjNI7CN8uD3LyBVYOu/Uzr3HgIGs/9Ivv7u/vN+e8f7Qq\niI3vJAWkAMhxaAQ4nDRojQ3O89O9y7Mhb4SL5rm91AsH4Qcd4ai8TtfTKwQ+1pmT4+FNUfSQMfn1\nkmSbiZ/1fK3n1EmLvTqHe2DzQgdxXYx9b29P3d3dputeXFw0B8Ka8e6kBsXjr8F4Z56VAidZGO/N\ny+YoXvsgCEdNFgEtEo/HrUEuGKwrsJaXl7W8vGxCgs7OTvX29iocDpvj8l3UZKdkpawVgZdMiHeN\n4+e9e00/gQWNun8/qFIQDkCtYFPhcLhpNgygSpLZCd9DM44PvoAiZKcEJPYt/7Dm+AicLfUVsigC\nij99y9OYvqDtrw0VBD0FAPH3wZwoTzeC9j3A8Eoar7snkEiNg9/Zy6wPz09B2meHBCHWt1AoaG1t\n7T11z9/1+Z3OPZvN6kMf+pAefPBBve9979OnPvUpPfbYY3r66af14x//WJOTk3rppZf09NNPS5KO\nHj2qJ598UkePHtXjjz+ub3zjG3ekZXy7Mg/H5kR+RdMACwMy319N5yVjZGx4b4ilUn1MKekozgGD\nxNA3NzcNZYJuMIDOzk6bIImRSLIW41AoZPwwhsS0NwLK/nGoqB4o5mIoXAsjxdmRRrK5efkEAwxG\nksnJcDSe46NAs7+hh9QWQ8bh+Rk3oCVSbKiw/Wk+9yM1ZGQeJXmHwP+TGXiHRQHKBwqeydsNTgSn\nIMlavfn7nZ0de05SaeS0FOAk2c8HAg19M+gKbTT3yXMy/tn3T0QiEU1NTdnP0rwEOg8GgxocHDSb\nwP6kxiYvl8s23KpSqZ/zS3bAmrBu3DOSu1qtZpki74Q1lRpyXM77pZDsOWtoHI4Q5N5YCwAW+9NT\nKNy/b8kHuWKfABPWHvsB3ZJNQCnCZZMFk+3RZyI1xpssLS01BXzoGE/3EdCQyrIH+T38A8VX3p2v\nC6AwwtlDuXpAhOILipl6ha+b4LP4PZ9dsZfu9vM7OfexsTG98cYb7/nzTCajn/zkJ3f8na9+9av6\n6le/+j9e10dPXgiLhSGThmIAFD5ZDNAsThGkgA6VoAIft7KyotHRUXPEVLxRYhAgPIqlMFsu1889\nhS8DhdRqNSti8XsYKwfnwmemUqmmZp1SqWSSTgIVIw4opuF0yU7gFDFwaCQ2Joieij2GkkwmtbW1\n1VQoxXD5N/+g4kDKhhSuWq1aerq1tWW6e5wta0eKDRICGRIQ4SS5b6gc1nRtbU2Smp4Lp06AoD7A\n9Xgmgjpdvzg0bIYsjqypUCgok8loYWHB0PL29rZxsIFAwBRD3i4ZAeELZJ5PpjeCghoBBYpkYWHB\n1DelUkk9PT3WpEcXL1QXNuODJcGH5wXBQyGQHeKYCRDFYtGyX4qLBHKeOZFIqFAoWEYDl87gKwAT\n2cv+DLtYLCqVSlmdhyAKSMKe2avYHbJIFFjQGFKjIRGESw2MQMY6JhIJk6j6Yi/0CjRaT0+P2ZL/\ndzwe1+LiovkOqCYCMXtSalCsZFCo1AhgFNKxPfYw/q5cLiudTps8FYaE9QD8AIa8QupuPvetQxXD\n96N0QZY4eNp4QfO0NGOYVN/hBZEw4pjsIYNBQ1tsYCRffO/e3p4WFxdtgh3FDxouJNmRe6BkgkMy\nmbQhVaRtkgztonxAM8xmQedOMYWCGc1H3Dv/Bo2C2KQGQiGFJz30BVU/ix1Hyp8TUKVG1V6qd9Pi\n6AjE/LxPR9n8oGVQoS+O4bDQWQ8ODlpxDyUHz0gg8Nw99uHn6cOls+E9guYf3jvOgtOaUGKxqaEj\n+OBkmOfBfZCycz0cgA8gkpr6H7BDjk8LhUKmygCZkT2xtmxkQIIkS/npPvWZqaewUqmUrTVBnkaZ\n9fV1o8x4ToAPdgD/jjPmHz/8DcfuC+2ADt7FysqKpMb8FN4Jztd3prIWOGMvrWU9/Mdz/1Cg/Dz0\nCVmYpwcJZGjxPTIuFApGq2JzZCT8Q5D3mQBrgM37+h6CDtbM3xd2g01XKhUbW07GglQX2+RZ7/Zz\n35y7dwYedVEIRHZEtGU0MJ+2tjbrZCUdgiujOQkj9ioNqUERwHXzorgXUiYcG92LSOvgl3FyKD58\n89L09LTNZB8eHrYzNgkKFKLgeqWG1JGXj1GxHhSOKcZhvF5aRfrKpuDfPjh4LpGP5/IpRIEEQRAE\nRd4bm5Vrcn/IDknNE4mEEomENjY2mrIcNhABDUfjdflcGyWCpCbNOO+T906GwYbxv8empK+iUChY\nNuRHqxJ0PC1A4AYV+wOuySh8LUZqDFHDXllv1gYdvy8ass5kk+wTRhTAoyMb9Ovkj+MDUQNgaHMn\n8PAOqSvRyMO9eFCC1t5TLT4rIYDyPuGKWTtmueM0fWE9GGweroVdgVK9aMDXCMg6oCyhVujjCAYb\nYxS83JffxX4ABQSU/fU6AAkAw2e52BXX8iCC7MIDVubEoEgjqOA3UKjhD2lU5Pf+1xyQTYEEtAY6\npEiHY6xUKqYDlhpniLa2tiqdTtuMb0n2wvP5vDkrXpRHdEyA9FIrjHBtbc0iKhkBXafBYNCkeihH\nKAqSRufzea2uriocDlvnpb9fJHt+lC9Bi2InzgReGGOEHwVNef4PA5UaRUD+jE3JxsXIfXHLB6+l\npSXVajX19fXpwIEDOnDggG1GuErG3W5ubtrhG2RYngsnkPr1pi8AVMd7ZZa4p3M8MseJoZryo1p5\nV6T1vjhLbWVvr36UGnUZSQYACAQ4CJAcR6YFAgFzuHDLfr2lxoRENPfUPghs2CLBjHfKtciwCNY4\nFILr9va2ZYjcMw4VUNDZ2WmIFKBSLpeVz+dtNpEvosOHe9rCj8kAiVL/YU2x+WAwqM3NTQuEUDxS\nY9QwzhwKwnPTUmM+DzYKYsb+yWo95+wLjlAw2EYoFNLa2lrT6GCoEn8mML6G5wGd78+koAH90Dn2\nIhJb9gIjHOLxuAFBf79+HwYCARvZwFrzjFB7oH0aru7lc9+cu08lcTYYOgiejc1JMf53iahENc97\nwcESPEDVtVpjAiOOht8FHYA8q9W6HprN6lvPkU2yqXEqUA1QMCBRjJU0GDoHThvjp2kGpMawM65D\naucLvVBEBAaQPPfqmzakBhKCJwWZb29va3Z2VktLS2ptbbVRy6wf4wlWVlasUISDp1BJcaunp8eM\nlxqAJEuzI5GIyeC4P0lNtI//+PoLKiukkF7dxFr4LsdAIGDIlKxgd3fXNh6UA8iWfwgWUBw4JH8i\nvR9kBuoEkUP30ANB8xU/g7P0QZaRuxQOQYlscK5NxohT5X4ymYyBHeokpVJJmUzmPZw96+7vnZ4N\nAuR+8OCltWQufpaLB0V+LDBZskeyZF9QD2QafAjonspiP+8PMJIsQMHV+3eF7bG2+B3/brGV9vb2\nJnEAoIU18nuIoIrj9hNsPd/OevP32KGn9qDM+Hn2B3U47uFePvedlsFAMHpevtQ4G5SOTKIe6pTO\nzk6jb6SGaoSmBc8hk95Q+APNUyzhe/f29qyxyMvm6B4jZSc99wUe0nsKpxiM13jTtOKjMs4cBIeh\nEuSi0caJNaScdEdyf15lwnfC+5IJYJCgHJwtIx7K5bLJIH0q6Iu7wWCwSRJK1pFKpZoUNYwoZc3g\nFmnU2dzcNHUHG3C/esrzpPsRJUVbGssI1isrK5Zes0nD4bAmJibs/j3t5N87RUjsBP00jp3GNWSP\n2CROEloD+mB7e7vJDgh2BCsyTDIrP1O9Wq0fGI+T9MOtUOqwXlyPoibBCmWQn4HDM3sEKcn2EpQg\nKimoArJHqQHMyBA8PcX3+eDOumNbgBtsAiWXz5a53p1qPN6pA4a8TBSe2685aBrajrpGoVBQIpGw\nzIb36Ll+nD8fwBPAlHuBegPpe1oUJ+3HhgDE+G9PpW5tbRmQ8aDmXj73zbnj0HFqOCPPfe/t7RkN\nAjrlBQWD9bHA8Kag/xs3bpjhQfXgpHDIGGQoFNLS0pKlx+Fw2BqbQPLVaqOpg01RqzWO95IahQ4C\nDuloOFw/jQmDgvphc1SrVUOJBDt/SjsbBOfOhiSg4Dh94QuHyz15jhIqwEv4VlZWTNVDiz0FbYyN\nzYOG2xfYEomEzbdnrXZ2dmwdJRmabm1tVSqV0srKyns2IpM5/UAw3hPZFagol8s1bSBfuJUanZje\nUZDlsUlBo0j8cCAdHR2WrsNtk6VsbGzY7BIKjx5F+gIg944dwmkDGphpxL3yLvv6+sw+0NvjXMnM\ncI7YHN+L44A+qlbrR7ph+zjCrq4us3EKokgwu7u7jQrh3fhAWKvVjF9HAcQ757t9DYJnR8GWy+VM\nIQatxv+zZmRhgD2K35IM5DBJlRoFtQavpuLdEwy4BtQPyh2p3sPAWbeepuQ7/fMBOPz+DwQC1rla\nLBZNrcda0LcD1Qw9RBaB8soHA9bBg7Z7+dzXee4e0eCc4EAlaWVlpckZEyXp8qIDD7TEIbies+UQ\na5Cud5TT09NNEZMXQJQEDYLk/cZliBYok2BBhuDb90lHQSkYNjyzJKMJQGkYIEU27pmgw/2Axr0T\nJM31vCv3CSoNBAI2X15qNIOwxjhb3+6+sbFh2ZHPujztQyBhtC/vmswMZAlVhsOIRqNNs2dANPwM\ng52q1YYcMxwO2wEorA2OxKfaUGP8DAiWIM3zsGmj0fph5dQG0um0KZDQTaNS4tlYw2g0ajYJYIHD\n97QUawcHLsmyNAafoaLCuWOXOD5sA6DkVV7YA4XipaUls2+yEvYUNgPn7NeKTBYRgNRQs/khWsx/\niUajmp+fl9So/Xhay9sBYMUHD54B8QH7ljUm24Am8qoyXwAlsGODkiy4o8baXxBnPxFEuUcQNiCM\n+4hEms+abWtrUz6fV7lcP9AGjhxfAt0Wj8ftWExqFAAv1g0KmSDvM4m7/dxX586DgaIwAF7I9va2\nRchEImEbD+OUZJxusVjUzZs3m1IyHBWR07cIIzPbL8fidJmNjQ1DAJJsA4KqMFiKXzgbFDgoFZju\nCL0EvRGJ1GeL4ARJ9clmQGhSI91FLYFm3Res2OQoMfywL++AQfdU9NkkXV1ddl6s73D1vDCbHlUG\nSAVDb2lp0ezsrG0ANhjvDHllMpk0+gSnwL1Sh+B7OQiFghqOi0I7z+szFbIUftbPx8bhc2Tj1taW\nPTNBAX4eGSzBAEUG74cW9WAwaL0Wni4g8HZ1dVl2gFPBHgmWns+VZE6P90fQ4z7JSgns2CJUCo4N\n5xuJRKymUy6XrdAPCGAP4ZCg5aLRqK0VQIsGNoqLFLhZa+bHh8NhA2uBQKBppgrvEEcOMGK/ra6u\n2ghiMhXAS09Pj4kiqF2R/XlufH8Gj7Mm86OuQLbMz/IP90KghUKTGh3C1AnwVb5u4N8pe5sABnDi\nwB+vDoLSg9Zj9v7+Q+l/1+e+OXfQAguIo+KFbWxsNA0AotINbUCk9ejTV7lxQsFg0HhTX2xFw+2L\nd1yfSMwEOJwAqR6cOc7Lo2deCFmCnzkDUvk/7Z1rjNx3dfe/Mzt7817nPnu349jeOHYMaZICL9pC\nGigVSWmJEFABggpVQq1oVVVF9E37oiSoqtSL1HetGlEJ6KuWooIgilBRgRRiaOrEie31rr23mZ3r\nzuxldmd2/s+L0efMmYU+sZ8njUW8PylK7OzO/P+/yznf8z3fc35EHnB2UEqEfZLM8bD5QTwcQJCX\nD9/8zTc4G5885jm5CNlXIvJ8PK+PlDY3N63GAAPJxdmsBcZ2amrKEIqnQCQZuqlUKjp+/Lj29vaU\ny+W6wtNsNmtRHUi82ez0r/cNy3BCnv7AUOAkSC5yWTrzQB6AZ8e5xeNxHTt2TIVCwYykv9SFfUpS\n1id7o9GoRSTw4hzslZUVM7beiHh5Ho6WiCscDtt9ohgkIiy6JXJ22Meste/Hw7z5Aho08KhhfPKW\nJHpvb6+hdpwFgAfHQORDktAnLEH/INNGo2GSRs45jph9iKPh0nSvW2ff+TOO4cWpU1vA2uGcee9W\nq6VEItGVkyLXkEqlLBLgPYj8vAjisMKJeScJzv/ztBBAFgDB8w4MtO/Q9fw60TmN2YgUUQXe6rhj\nxh3UcTjrLHUuMMawM7ksMqgGSRmhGxMhyTweA+UJIdLe3p7JGDHU8IcY0Uwmo8HBQWsQxvNh0OA4\nOai8F5IpQl1/cEm2YojYqGxA3ouNAVLw3wHywwjA6Xvvz3uBSj0KYZ4I/bg8nIsUQBcgfgybN2SU\ncI+OjlqikUjFGwNQpdRJomcyGRWLRU1OTtpzeRTunaZ3Tj7HQB8XzzF7LhiDz/2dGCR+H8RMDxRQ\nZrPZVKVS0eTkpEZHR23fsVbII/0eJVczMjJiyhCcsi9881I3wElfX+cyCpKKHsX29LQvEk8kEma4\nyAf4JB/nhjnh3KBVx8CgswZwAGL4PU9lMTz3zNqzL4kWuDPBR83QHUQOPIskWxM+O5VKdUVl5XLZ\n2jkQyXl6kr1MPszngWi3wPxAYQLaqC8BrJCYB1Swh1gjfq5SqWh4eNjmE0fLczSbTaN1/XwQ3WO0\n/fzg8BKJhL07iL9YLKpSqVhLaiq3b3XcMePuOWz+G77aHxoOt6dYKGv2SQ/uxeQAg5DY4LVazTLQ\nhxt8gQj4OZ9sxRhC10idZCcIB4+M8WEhWbj+/n5bGDhNjAyl6Rx+NgBVkj6R5JGeJFN2YPQx4jSl\n8vMjtY1rNpvtKkbZ399XNBrV6Oio5QlSqZT16t/e3jY03Wq1rLqPAp1Go91SF5kXn++NOgicA8MB\n2t7eNjTP4fGhbzQa7bqX08s6QUheTYFs1ScLKRbj0BBV8B1e+4wMjlwIahOviJHaV0zW63WjyWh5\nDBqDxmAtqNYkLIdb50BzDjBe3nAT4XLPLCE6Om0iGvYIBhOulu9lv0Jn8F382yNxzmJvb6+1QICW\n8EgYcOMrjIMgMOPPn/f39y1y4e8wvoCcdDpt9yZjULe3ty3Z7xuEsd+J7EG0fX19VhXqNfCcO/Yq\nvzcwMGDnkygQIQDvzLnh5/kz0bkfntL0a8pgXqHQ+BnyIHNzc/a8nM1sNqtarWZS3dsZd1Tn7o2c\n31yEfxSbEL7l8/muBlIYCy/xAnVgbAiXQFPQD3RZ4/dQSKBXxWizGblAg+dmsxFacVC8coRNinpE\n6vS0poTctx/wvD5JU6kTKfC5GDCvNZY6zdN86baXnRWLRTuYHMJkMmlzyHs3Gu1LTKCZPHKi/D2Z\nTFqJNWgIA0uCm3+CIOiiz6T2ASFhCSeOQ5Y6aJF5gX7yPDcc7GHjyDrBs1J0RXRBFMVnojlvNBrW\nq2hwcFCpVMrQ1N5e+zZ6T2mxb/v6+hSPxw2Fk+PBwK6vr9u+Ax2Ojo6qWCxa5Me7Yqi9VI6uhfD8\nOHn2ACIBUCS/xx5otTpXJeKQfSUvn0+0hxAA8OJbC3NGMZashdTpV85ex5mxnpubm0ZxsR444Egk\noomJCbtoBuQL0PFCCwrMkEXzXtysRiEiF6IgnUZ9RJk/tJ3voeSRM+vg9wzzg5SZaIiICxr3MBAk\nGsYh8DlE+q1W554BHBNzR7PC/5WbmP43BiEqGwD+F2RA0hHPTxtVSUahYKQ4tF56RC8OFDNwgxyM\nw04CnSyHvl6vKxqN2mJ5qRYe3F9C4EN6zy3iQODWQUB+AUlMgohZaKlzIzzPgzHE8Xh+1iedcVS+\nAKZQKJgjIBEtyRwU8+tpJRK3DIxBEL3OgE4AACAASURBVLSvLcQJ8q5I0rgaEb6XlrK9vb2GKEko\n+zsnfZdBdPPsA6gXUA31BuRhvHPwCgj2F4aSiM7TTDgQ39URtAzFBJpsNBpKJBKGvkFefDcXOrRa\nLaN2+H32j3dEODCiIv/ckozu8hGEzyt5pRLzQOTG5xP99vb2dmnCcX5QEV7lBI2B7BAHB2IHNUci\nETtvtOJlDSnQIieDA8MJMbzcFfHA4ZwRyqP9/X3LCcDZA/wAKj7a4N4I6B5/7SJ0pBdH+Mptzoav\nPTkcFQAosVuABj4f+0TkxNp6+0PCORqN/sRZ29raUrFY/Nkx7iTu4Lfr9bq1loVD91ypryTFCzJA\nfr4fBxWYoGN+X+o0xYLHRW0yPj5uiSGMEBsCQ0D4Dvom1Jc6NBGJYp90AXlT6Sl1bmT3xsrz5RwO\nHF2xWDQn0mw2VS6Xu0qcoQpArr5IguIpDEYo1L7wgmij1Wrf20jHRIy7b0pG1NDf32+Xf8M18zs8\nC4c/HA5bxaNP1O7t7VnCmmpTDIXUCWGZX5/8RhfsqSqSUjwn/GtPT4/dEyDJtOx+rXAgGDfWglYS\n5GZWV1eNquFnURIdjrQGBwft9/hu9huggCZ15CzYr/w8xm9sbEy5XM4Sl96h+4SiR8IYdvY5z+Yr\novmH/UXhF8YKQ4niC7TJOeMzcZ5ehpxOpy2iIOmIYYUe9RJDPqfZbFqbZp8HAW1zQQzRQaPR0Orq\nqjllAABnGnYAwEM0wM96NRjUFeobnBIiCWgaT0V5isq3vmDtmA/EFR6A9vX1mTMkyj6ci8TeAGBu\nZ9wx4+6r0SqVilWIsaAkJXwWmUPFxJMIgkMHmYyOjhoVwwRFIhFLzLJppc49pHhtFgnuDifCAuHR\nfcEEEQJGBGSCo5DaCaNkMmkHjx4tfDb/xgBTIMNm4RCCYND0E7LiCHwTJxDlzs6OFYIcHByYYoeu\nh/CqoVDICr08OpQ6si6f/MUAIL/z9JQvTCHzj2GgApZLtHHMPlHMOqMjhs8EBXPQeG5QJo6Sg4mh\nBLETQfhEHMVKvj4AThtFzcsvv6ydnR1T7/gEOREJ+wBnRNtXqCP2G7UORKP8Hs8LescRk/jmLFDI\nh+TQJ9pxilwOzrMR5aI8Yz6QBGNwcHwYSdbb3wLEM3DevK4bYzw+Pq54PG7fzzvRAJDcFg4GejIa\njXblDLgsCGM3NDRklCbgyLcZACTA+YOKQdNE1YAtn6AFVVPAx5xidwAsrBWI3HPzBwcH9m7sBa/m\ngTXAfnlaGgra09XUGQBIb2fcXj3r6zgmJia0sLDQldyEQ4YrZGI9vx4Khcygs+AYDqlTfUaRBUgO\nTpiD50NYvKKnhyRZKA9f6REA4bXnfDGg9M3gUIIG/PP5trxEK2wcKtnw2hxM5olbhTgUGCN+lhCR\n58/n80bvkCgbHx9XrVYz6qnVatllB6FQSJOTk9bjnM2Mk4Gv99GJ1FGAYNC8Vntzc9McR6PRsGTw\n1taW8ZaSuu4n7enpUSwWMxkrdJU/KBhzDIw3gDhQHDPfAQXRarXsc4kGoJE4gEEQWCfFoaEhbW9v\nG30CksZgE2nyfZubm+YcGOQkyG8wh+xzfyWjJNN64/SgokCehPFQGFKnS6bvSU9Eh0H2+3tsbMwM\n/ObmpnXx5PMATFyXhxPxdB97FwUSjoG5Zu8hPeQ84iwxgBg5ziprgIPhMyhoo20GZwQQQNIUqpFc\nGOeVaBQjSlKcdQYweHoMyhNaCMQP9UIUzJrCNAAqpHY76EQiYf8Px4tSj6jGCyG8jPN2xh1D7lNT\nU10h8fj4uPFZQRDYZda+l/H29rZu3LihQqFg3CcLQPUdqAY0xkSBIPGEkoy+wSC0Wi0rJgLhQ0VI\nsjCT9rtelUFyjIUYGRmxDQgHygbwSJzDx+b3mmMuw+B7JBkdwvsTNvuSbow9hpqf5VnglsfHx41r\nHxwcVLVaNWPF7/gMPUYVZ0UkhLHnEFAlShTiFS17e3uqVqtGy/lrDHHGRAwcZFAQB4nv5Lo7VA8o\nm3Z3d5XP57suWYB3xQjTs3xkZESpVErxeNxUHkSQGxsbyuVyxhX39PRoamrKHABzLnXaSPv1olgL\nQwgigzvFoLKfwuFwV18kfg9aj1wBBtbPP8bIO1yMGPstEolYHoFcQr3evhQcpM7nsE+ZC+oAeDf2\nFhfVY3iIjHBwOBMECUTkXq7qOXVJtg89d45hZ//6qBDAwPf7RCdOB+oRR4EzJDfhc1FUuEod5A7N\nxXvxWSSWAS4YaKJ8DPhhOajPO5Dk9tEEz83z0jH1dsYdM+7/+q//qlgsppGRESUSCWUyGUt6JJNJ\nbW5u2ktTBLK6umoGDWqAQ4ehlmS0A7SInyhar/pNTEhI2I/R5c8kZdhkXk0QibQvflhbW7PflWQH\ng2sCoUFA7ocjEqnTKIkNIXUcCochm8125QyQC/oD7g08CTAOIIlW5tb3kIZDbTQa1nEQ2anUubaP\nQ9VoNEwf7KWcKCF4J56dilTWKxwOGyrG2PieGzhoDDY0HWoPn+AeHx+3A0IoXyqVui5FB91B18EH\n+1YI7L1SqWRO1KslcrlcVwKdveXDf4CB141745fJZFSpVExzTs6JOSRy5DtB3uwJktZEL/w8KBMn\nyDOS64DTJXnncyIUbeFEWBekqjg2EHa5XLbCNvY7ThMkSqKVNiI4ZvIOzD2RIVSdb67l9z5KJs7/\n8vKyRR/sb6hF9isOBeBGXgunSAQkdZqQ+fyadyScd5wO56a3t9eoIWyS1H3nLz87NDRkAgrO9/5+\nu3Pn1tZWV0Tvz2U0Gv3ZqVAdGBiwLniev6O0fWRkRKVSSYuLi1peXu6iIUAToE7aqRLeeQ0tIRPG\nGqfApgHJBUFg5dmgxZGREYsIQI4gYoxYrVYzHTPSKxKESNDgBre2trS+vm7yK9CXd0BSpy0s74OD\n4QIQFnxmZqaLcqDEn5/f29szXh4EOzIyYqEq1BUJwP7+fpPskUPwiU2ejbWLRCLG+xLyeq7WIw/e\nk4OK8wbpgJw4WByM3d1d+w4SlxThNJtNW6OhoSGlUikz4iBSZGTczsVBo0KT98NJ7Ozs2NWK7BUi\nFjTXcNrMI8iO6APkSD6CAw76pAIT4MJnQAV5vrfValkkSpUq9InvgQKoIFENjYHxBxXyDPF4XMlk\n0qIt7jLge3FS/Jk1p8FWvV63OWJP4CTHx8ctAbm8vNylB/fAi4FTrFarVieBY4Gu4BY1T+HQx8V3\nJkVAwVllr6DIYn8B1lAH4exxFNgavh/Q5IvIAGLeOaCkYl6IgLiBiv3kuXbUMPy9F45IMnGDb21w\nK+OOce4YMK4B4/CTMX/11VfN02JcmERe2nszeGwMNwvkOwGSBccr85n1et24Tq+EaLVaxk1TeSnJ\nDG42m7VugxgYkHE43L7tPpfLaWpqyjTULCYOKhxud7f0hUI+Ocgz+Z7O6KlrtZpisZgkWRIVqmBj\nY0Nra2tdLVvh8kFU+/v7SiQShu6ILnZ3d5XNZlUqlbrmi9t3MBZeQkq0ASqCc5Rkhm9oaEi5XE6Z\nTMYoiGPHjml0dFSlUsmKmTxXSaRGWOrlsyAtKmU5QBzMzc1Nc8YYOqI1qBwiNpLXFIDBH/uDPzg4\nqOHhYVNPgIR5P1ArXLTUuY0IDXQ0GtXe3p5isZg5PsCM55klmQwuFosZDUTCFb6eAqC1tTUDMlBf\nJNQ5H56H3t/fVzqdNucH0udWsGQyaSiZ8xoOt1t5sFdZXy+/RRrbbDZ148YN+7lwOGzvMD4+bhQF\nkUmlUtHKykqX4goZpt9rzPHq6qp9D2vHvJGvgvY53CUVI87/9+INL9H2yBx7wL6j1ThJd1A90S/7\nCju0vr6uVCrVZWNYY6IyABXFlMybpK4uq7c67ijnDvrDYITDYa2tremll17qumndJ/Q4oCMjI6ak\ngPMFXeBhmURQHM2nmGB4PZQxIBsMANwhfbTJZlerVV25ckWVSkWRSETxeFzpdNqSp6Ojo5LaCzI4\nOKiNjQ3TTaPKwakRRnpdPlEG/w0CpzgrkUgoFovZJh4eHla1WjWEUq1WjSYiZwD6AQlGIu2bojDE\n5BxAhWtra6bxx5j6fAMbj8QYaIo59kieDU4TMDa9RzYYIW6Gx4Fz+LzB9BdmYLQ4qOl02g4Ez8PP\nI4HzFz+A1NhDtL6FLiCc57sKhYLdigNS5z1xBjh39pGPaECeGFFoKPYrFaiMSqVitwpBlUDlSG3j\ncPz4cf3cz/2cUUPkp/gdQA+KNAqAhoeHdfLkSdvzrVZL2WzWaBTWyaNjUDeRNiop7+QajYby+byt\nXV9fn0WJ5K8wyCi/lpeXLS8lqatVAeoYDKsvyCMSIzpk71DZTH5J6m7l4ZOgoVD3jUicAyJNzgbP\njXMAfeMcSqWSaejZx3wvIMgDA+gyHDyAD86ffRCJRGzNbmfcMeMOwiH5U6vVtLS0ZC1VpQ5aYIJB\nuiReeVnvpb0kyvNxGFapU2ABUsH4kKknpMYwwQkHQaB8Pq+VlRXz3lNTU8YXQytBC1UqFcvS086W\nDQdFAO9N6TWLyrOCqnhupGpUDvowcmdnRzdv3tTCwkKX0R4cHPyJ6/5IXsKNotgpFArK5/Nd8jKi\nIowwt7VjvEBbGExoDy8B9Ill/kyozQH12mMMIs5me3vb0AyGJRKJWNEY0lOpLTvF0IHcQOPwzfRx\n57NQ+fT09CidTiuRSHRFjNA6RF8YJro9Mh/sO5wCTuww0iW6ADGSzJ2dnTWH5/MEUFXVatX6ooPc\nqeOYn583JU8QtC+prlartgehd3j2g4N2VfK5c+fMONfrdauf8LQLxrbZbCqTyXQldnFUrVbLrmkk\n4T4wMGCFXhg8/p6cCt1c2UeAEfYsRhQHubCwYPuNs47xRLLJc0cikS5qTJKBEfYLhrZer1u04vcx\nc8fnsia8s0/mAiZ94ziidfYNoCsWi5nj6enptN0geuXviSiZ51sdd7RxGGiKDcvfe00rqALDNzo6\nandigpCo3GQTgjbC4fZ9mCsrK11Jl8MSSjYJyU+KmUCsTPb6+rpKpZJtInrFs1l9sqpSqahcLpsE\nkf+PEkeSRQKEsxhPsvkgy0ajoWg0qpmZGcViMTMAfPbGxoZKpZJyuVxXiTPzF41GTd42MTFh3CWR\nBYUhtAHOZrNd6gWez//juXnP97L5fWhLdAI1BXotl8td6whPmkwmuw4jxrK/v18bGxv2dyBqqkA5\nkEQo7AEOaLPZLpAhIiLHQFQUCoWM4/f6bI8OiSJQ3nAg+X72F+/E30kyeghkDIqVZA5TktEWzCv7\nztdueLRNyM6dvdBX8PtUb5IEBzCALAEAACjeiXcn2dtqtTsqzszM2PcDTqrVqjkSPo86AFRNnCc4\n+s3NTaNimFs+l9wAjen4vJs3bxqYAVCxVjABABZJlnT1xpJ9yfxyfnHIGG9+FooFZA9wYJ7g+MmF\nQakCTgB10M8e0XvwQx7BF+xRtwLouJ1xS8a9UqnoySef1H333aezZ8/q+eefV6lU0mOPPabTp0/r\n3e9+t106IUlPPfWUTp06pfn5eX3zm9/8qZ8Jt44mlZ4ubAK8FZMP31ev1y0sZtJQM3idKHpXEjRM\nJNQOySscAhsDb02RCLTI6upqV8e9sbExCxehHLzSgcViQ9dqNdVqNaOMpDYK4Dl8Zp5EIrTTyMiI\n6cLRb/vkZy6XM7SNjhjun8/EMIAgY7GY0RThcNhkia+++moX989BHB4eNqULxTysC/OKIYXmgtfk\n/UhqDQ0NaWNjw1QnpVLJkmFETURlRDFQTnDeHDi08pIMxZK8xEG1Wi1DPdB9RFh9fX3WGZKEJQoj\nFCVEef7gs59IIsLbs9Y4DwwIB52oi9AeAwGa7O3t1dTUlNEQ7JNKpWIGETnjxsaG8eeAhEwmY9/H\nuwMSWAtkgaisenp6NDExYXtXajsUn1PCkXBejh8/bhEJ/XMAJVB/VJJGo1GTkHK+lpeXlc/njU9n\nHQAinHsiliAIuhKPnH0oTY/eSahD37CPoFr5We98sTmHP5+2yDwLDtBTcdgyonVfXc+6wiwA7Iim\n2M+cM5iEw+o374xuddzST3/mM5/Rr/7qr+ry5ct68cUXNT8/r6efflqPPfaYrly5okcffVRPP/20\nJOnll1/WV77yFb388sv6xje+oU9/+tPmhfzgoFCE4fXsviDEb3q4MRYDCZGvWONzms2mcZWeO4Ma\nwLMSDQwODlpSDkOEQc1ms0YXkRgaGBhQMplUEHQKJ9jYpVLJwnVQyMjIiGn5eX/ew6t3vEFmM/Fv\nDsbAQPtm9eXlZV2/ft2qMH3xF6F+MplUf3+/MplMl+KCMnov1bp06VJXwtKvhZdnoTI5ODgwxQtz\nynVuGCbWlIQXUrHZ2VnrMUNymGdPJpOSOlI26AvC6Gg0aqhNaht1bk6CO4W+4kCAMPk7X/iCsUaO\nhiObnJy0xK7nVz3Ng+pF6hgQUD0RlE8Ec3jp2eNRnN/TOBbAQxAEWltbMyUMDhoDjpHHGXFeoBz4\n/xiUVqt9R6s/f9AKqIFCoZDtbX+GAGSsNdJT1FXcV+CvkJRkLbiz2axu3Lhh8xMKhawlN/PFM3Ku\nenp6tLCwYOvB3/X3ty+vyWQyhox5d/JsrA1RdTweNwUW/+zttS/7IeqXZNEcRWPsR3/GEGSwx5G3\n+l5XPlKgCnZoaMiiS76HqmKijFCoc2G3Lyq71fGaxn1zc1Pf+c539MlPflKSLPz76le/qo9//OOS\npI9//OP653/+Z0nSv/zLv+jDH/6went7dfz4cd177736z//8z5/4XEreQbHNZqfpFgcB4T9JJKiN\nZrNplyyz0BgUUGqxWFSpVLLD3NPTY+1Rye4fO3bMJo0JljqVYHDmPBfo2peb851sIIwvyS/+n++c\nKHX6cbAZ4fWIQHhuKv6IMkAJOBuMs08WYSDRBnOTulfNwAdLUj6fVzgc7kose+09c+fRA0iDTe+N\nOmoKkB2JsMnJSVvrjY2Nrs8ix4EhZy1AnUR5JIGLxaJGRkbs+TzK4vd8YpLoDSRKbyBoPRKa/f39\n2t7eNiDAWmAc6I+CgUfCifP1NRMMDjjrw4HGKROhsR+azaYmJia69srhHj/kcPhdKoAjkYjm5ua6\nZHqU6Pv1Ozg4MPqQ88GtWOwVblXCeHG2cLKjo6Nd6BeDhuHzuTPoJJK9oFicJD+L04A7HxwcVK1W\n0+rqqu0dUHYmkzGkzt6DLiGhDJ1Gro53hy3AwGKoWSt+HtTMWSMaw8n7eajVal0FSqw5zpV3ojEZ\nCjyci88RNpvtyuFWq2Utudkvtzpe07gvLi4qmUzqE5/4hB588EF96lOf0vb2tnK5nHFA6XRauVxO\nkrS2tqbp6Wn7/enpaVsYPwi9WYylpSXLGKNyQD6GGgIODl46Go0aIvTNoKrVqvL5vCEf+ET+DDqB\np5uampKkrmQqqODGjRtWNHRw0C4jTiaTisViymaz1rrAKxVeeukl2yAkQaEFQEOSTG3C9/meKD7j\nL8l01f39/VpaWjLFB6jAJ0hJGIIiqtWqGR9K0qWOmqS/v18rKyu2Np5rxGD4JBGcJmvXbDZNd00L\nAJ8URS2xtramer1uTaVarZZSqZT29/cVj8fNgUEt8IwY162tLV25ckXhcFjxeNwSghwIjCbJMpyC\nT2TSpphCGTjpcDislZUVjY2NWSFTq9XquvAFXliSSSYxHkSa/BwGgX3AurNHSNAzv4AZkp3eOfC5\n0DnMZ6FQsCgBp8weYM48+JFkxWB9fX120xHG1yexofd8IzFPFx47dszoQp4fcMPdCRhVEohcfMM8\nULOCYeccEe1C24XDYa2vr1svIqikRqOhVCplajbmhiSsV8cB5rAZzDNOc29vz/J+PufH2mF/oLm8\neodWKOPj44bAESQw/zAQ0LCsBUaeSMMLEaCqmEOfo7mV8ZrGvdls6uLFi/r0pz+tixcvamhoyCgY\nBofyfxo/7f+99NJLunz5si5duqQXX3yxy3OReIL3BFWBQKV2Amt8fNy6A4I0CoWC1tfXJXUaLoEG\nUChw0Eic0oOE8JJ+K/CJvkgCL729va1YLNZFY5CQ40BwUHZ3dy0JTCtcEBgFVGwCScYj8nf0M+HA\n0MPGV0li6KSOzhcUSqadkBpjB+qu1+vK5XJm9PlMKohrtZqpR3AikgylgnxGR0e1sbHRhZZwANBe\nFH6BgEDwvu0vBsofVAxMLBZTuVw2KRyXqPAuHFioGo/gKShj7j2vLUknTpwwIwjdF41Gu7T99Xpd\n8Xhc1WpVQ0NDdi8Aza1w1HC+PpHHfPEMREo4AIwcuScfhsO7gyDZ/6iN4MWJNgAvyBWJCok+Jdna\nSW0OmF7qRKMkM1F64DxBvV7MIHUShNB/JHABXeSCZmZmusrw/T2pGExyRNBSnnuHvwZYEVUgWPCR\nM8YYoQSOzOeJUFQx39AhQRB0dfRkDnC+Xk3FzwEAAJBQgJubmz/RMRK2AGbgcDWs1M4Rvfrqq3rl\nlVd06dKl/9HG/rTxmsZ9enpa09PTevjhhyVJTz75pC5evKhMJqNsNitJJtCX2vr15eVl+/2VlRVD\nxoc/F2kUL+zliGxSerT4ZMTQ0FBXu9V8Pm8hGOXhoVBI8XjcEp84Dd/zHGM4MjJiXnt8fNwKCf77\nv//buGSv5cb49vf3WwGDJFPHgNpYKKltLODvyANwsOHcQRRbW1umGuBZMXhk/6UOBQMiJ5zf2dlR\nIpHo0ueC8CSZo6TadXFx0daBiIrCLApvMBZwgvCufD7vA3fujRWJqmKxaGs+ODhoFIs3crw/qM3L\nW3H+FGoh66TQp7e312R3UFqeMsNA4CCg0ECcKysryufzRr3AJ3v1kqcroDZAdBhRUBvRJ6iPUH5s\nbMwuOfH7YHp62j6LSmIPjDAaSAglmSGEn/Y1HnwWe8TLjzF8ACMqOT19lM1mVSwWLSdCywOAFzkd\n1CvUcpCsZX75M4VV7EWvIiIPxHsCXjDERN/QRJFIxOowJFnkxo1iPk8idaKCcDhskbintbh/mIGQ\nAQfkzyl7ERvi9xgOiRoYnoPLbaAvcR7sAQCBp4bz+bzi8bje9ra36cyZM3rHO97x0430/zBe07hn\nMhnNzMzoypUrkqRnn31W999/vx5//HE988wzkqRnnnlG73//+yVJTzzxhL785S9rf39fi4uLunr1\nqh555JGf+FwkfKBiqdNHRZI1wyKMiUajXUkn1AlMbn9/v1588UVJMpkfygQ2Lxuci4zh+wqFgh0a\nNr2/KFfqIG0OAf04eAZoEMJADhR6fKIJDDw8cRC0ddsYfCSWbGBC0XC4XeCVzWZNcojBoiSc5Fgq\nldLGxoZVUMLr8V3o7sfGxnT9+nUzZCTNoGOYKxBOPp83lQGRBUgLtOkjChzG+Pi4yfUI4VdXV7ui\nA7TARG0+IsGJQ+nk83lFo1FLMOLYyI+0Wm29tZcLsuf29tqXclerVePTt7a2LHl6zz332FpCv+Hc\nfIJycHCwq6hoa2vLDDv0HegOJ4/zymazZqgx7BxmSWbEQHhwsBgkr1mnqyL8sV9r9i/rJMluJQL0\n7O3tWfWvB1gU4kCX+eIlclmcH4woz8g5pdiKeaadL8YOKofIhzMJP838xGIx+zsimkqlYg3GeH8o\nHs6Vb5MBkCD69PesQstgg5Chkl/AURIx8F38A8OAossjdObHU0PxeNzmjojCU0remdCrvqenR2tr\na69p0P24JbXM3/zN3+g3f/M3deHCBb344ov64z/+Y332s5/Vt771LZ0+fVrPPfecPvvZz0qSzp49\nqw9+8IM6e/as3vve9+pv//Zvfyotc+XKFTvAGAJ45vHxcUt6kEmHG+cwkjRZWlqSJL344os2WbQc\nxbATemUyGY2MjBgFRJkvyMNzxTdu3OjivghFJZmB44o6RiQSMWQL30bVGWEqfwcvjJGPRCKms/f8\nO4a+Xq/r5s2blhjDUaEW8K0XpHY0kslk1Gq1NDExYRuZA8OlCUQ8hOtITiUZAidHEI/HTY5ItSOV\nh3t7e7p69aqtqV9XnAf5gKWlJbuYeWNjQ729vYZgRkZGrKUEv8/7hsPtlg4kp8+cOWMdBkmuc+EH\nhVpQOlIHvZXLZSUSCXMGg4OD1rWQC7BprBYKhUwCKsmouiAILOLD0WIMyCUhd4TDPThoVyLSjbNa\nrVqynH2ASoS9wef4+eA7/GXPONHNzU1zDP7dMS4kNIvFokWdXFCCSAB5H0VMIH0qMFFwQOF47Tgt\nvL16CvkmTdhA0NBDnBff/wV6jtzE5OSkJicnLbF/cNAu2iuVShZJ9fX1mV3gnLKWXmEnydoXQyPR\nyZEc3eBg+5pFjL4Hd16qyzoUCgUrYpQ6nVGZT5rfcQcFTt6r4Wgl4aWTXBSey+WUSCRuxVx37NGt\n/NCFCxf0gx/84Cf+/tlnn/2pP/+5z31On/vc5/6vn8kGkjo9ziUZAonH49re3rYQHAMndRo1cYgu\nX75sCZJkMmk9U6TOdX4YOpBgq9VSLpezcBl5GiiCDYIR9ooTkpCEVfDZhOF8Ps/KvaM4GxAtSAId\nOTK6Wq2mdDrdxfe9+OKLRjNAE1D0gyzTJ33GxsZUq9XMiB4cHKhYLCqVShmK/vGPf2x8OeiQTcYG\nZ8Bpz87OmpwORMLm9MUXUkcl0mg0NDExYY5rcnLS6APPk+K46XuD0UJVNTAwYOX5JK0GBgasBw5U\nnVenMH9evhYE7TtdE4mE7ZudnR1NTU2pVCpZcRJGHGWMN2JEU8PDw9rZ2dH4+LiGh4eVz+eVSCRU\nq9WUTCatvbGX8BGhjYyMmIIKB4GG3d+wxbMjZ6SFw87Ojubm5lQul23uabxHzQcIls/K5/Oan59X\nPp83DnlkZETZbNbyTLSqINkdi8UsWiHfBCWJEyJSYG/Bv1MzAoUHNYX0knNGfx1+HlqWfcCaxONx\n+1wS+Rjw7e1to7KwKf39/XZe4JdBDgAAIABJREFUmUf2GJF1LpczJ4zTgY6BKoE6wenwWY1G58pF\nwADPRjSDyAN0zvpS2Fev15VMJjU5OWm1POVy2SKhSqVizvd2xh2rUPXGLxwOK5VKWU8WDhGTysEC\n1TDxN2/e1OrqqlEDcIHJZNL4ZTwrVAZoan9/34oHQPLQN8Vi0b6DwSLS+IjsOogBxIH3Z7Pzfhgs\nEKw/SBhH0HA6ndbOzo5dDnHjxg2rEjzM/0ajUStj5pnT6bQlFTGAu7u7SiQSKhQKqlQq2tjY6GpT\nitNJJBKmeJE6sjGUSnC9ND+Dq+QKQNaMdYrH4zp27JhyuZxFCzigIGhrtdPptCEo1gzkh9Ej6UrC\ndnp6WisrK8aNDg4OKpPJWIvgarWqmZkZO1wUvDQa7asOffUzRU1QK6FQW4+eTCYt3GaNffKcxmMg\nrO3tbSUSCSuugt6CrsJ44JzY20Q5oPRardaV2AS541hI1JIfgoLEqELJ8X3JZNJQ8uzsrC5dumRr\nyfcFQdB1nSRnBKmwl3diKIlIccA4KQwz3DIRMpQQ8+cLB5vNZpeh59+gd2ieaDSqRCKheDxujhnA\nQ+6EPcQa8Fy+4AvqEIrpcI7LFwkCwvy+JWKHXye6B5UTkRG1YaiJmChyw+6wZ/f29jQ/P2/PHQqF\nrJjM5zJvZdxR497f3694PG7JWDL0GClC41gsZi9P4mRjY8OqTyXZQeL3MSwcfowHEisMG33L4eSv\nX79uCJ9QGSnm7u6u3eBOCObRFdy3T+IgUcvlcoYcQcssKsYgEokoFovZ9WilUsn6fPAdfC7GExUE\nSap4PK7r169bIgoqaWJiQpVKRWNjY6pUKvaehOogXWR2ZO8p+ODZqTWAO8VxcCmFN360PkC1w3yR\nNIXfL5fLqlQqSqVSCofDZrwwGiRnaaEgScVi0ZqvwWnDwaMRvnTpUpe6ol6vK5FImPPG4XvHUq/X\nTSjAjVd8JwMDBk0idRdcYbCh5JgTknlQRtCQzC0UFhEZc8z+pr0x6Pjg4MBQNcqjwzSJp6ZoMTE5\nOWm5H54T2oA1gQr1MlL6D+GIaIHM87RaLVOkYLyRW2LgeZbDhh1VD4ALA0gFJ0Y3FAoplUp1GW5a\naeNwOA/YFPh6r6yBCcAJ+fPEswEKAII4T4qsOLPw6+zRvb09S6x6Oo9cG46IfCLPR4I+FArpxIkT\nZn9CoZDt69sZd8y48+BMCmg7FotZqL2/v69UKtVVHRYOh1UsFm0x4c7JpntUzGITnnJlGWGYR4cY\nejaXJPs8kGg8Hje5EtEEaKDV6lwv5xNYbHjCShJioAJ0+2wICrQwOIVCwfhFDGYQtC8gnp2dtT7c\nZO4bjYZ1RvQJVQ7if/3Xf9lhicfjhiwajYaSyaTK5bLm5uZMFgYXiSHFecEZY8jIXfhoR5JKpZKG\nh4c1NzenXC5nskWoEpATuQU0zoe5dsJokAzP7XnlQqGgWCxmoTfrJsmisr29Pc3NzZmTQdXA7yQS\nCSse4UD6dhGoRdCLU2lIsc3W1pZVLoNmMbg0CYPnZ28hwyX6LJfLpt7CkXg6g6pNvz78v93dXa2u\nrprjicfjRs2wRhhfSbYn2Wc4dZBrNBo1OS0N2Wq1mqFJ9iXKGZK9qF98731QNlSWFx4QBQGQiIT5\nbs4yIAyajz1CV0bklyBjAIi/oEWSgR7OIUo1n4CHyycqkmQREHk68l7w9r5YzEsrgyCwLp1eFcO/\nkTuTbwiHw5qcnDSnzxzdzrhjxv13fud3rAmX1K4GjcViKpVKxssSBsKtX7t2TS+88IKVCYMAYrGY\nTp48aVlnkD5IIRKJWDVeKBSygw+y5qAiKQMRYNS4sCOfzxuKx6PzbCRKCb/5HMJ3pIWEmRR/VKtV\n4/K8zG53d9fa7oJsQIZ4d6mtKkqn05bU8ZudJCXvubi4qK2tLWWzWcXjcY2MjGh+ft5uc6IQ6erV\nq8b1ERLv7++bppzPi0aj5qC9YkLqVIj6wzE8PKxcLmc5BlD9/v6+IShPl3nOHgVUuVzW1NSUKpWK\nXcAMJ+55fL6fgyXJULVPcKbTaU1MTJiTzuVyXeXmnkoBraOxRk+Nk2dNkeshz2RuyNOw3kj9fJUi\n+6ZUKtl3SbIGXOwjkOfBwYE50O3tbb3yyiuGrMfHx62ZGE6P9ZRk7Y+hXaj9wLml02mT5dJVFVRM\nYrnRaNj382zkbYjyoLsAQTgZInTOE+9dLBatFz8AAAdFNE/UQpIWwQAgBiqEeg+AERQWjowo0efx\nUMoQVXgNPJEUkUAkErF9C5JnHYl82DtITVutlp1VbI5PSMNCTE1N/cR5up1xx4z7Cy+8YOoViomQ\nZ3HQ8P60AyaMIYzt6+tTMpk0KSEJOC9rIkSVZKE76JkFxluykZlEjCjaXC4SBsGxqFTlISf0lAJK\nhFAoZDrecDhs2XWpgyobjYbNAbcueb4PfXhfX59V5mEsKDTyYX69XjdncenSJUssTU5OGvrOZrMa\nHh5WIpGwOeWgcYiZH6KjYrHYldRCmupRMlw2igPegXcmGcaB8moeHDfJWq8Qocahv7/fch40mcPo\nsUc4nCBVPndnZ8ektsViUeVy2VA1yUqklzdv3lSlUulSTvlKQ2ixWq1mh9frmnkWn0dCqx8Ohw2l\n1mo1U4n19vZaQpWwnL3I35FAh0umIRpGiDXk+WhVjIIkl8tZAvfKlSumAGOOkUlKsl4xSFT5jmq1\nqs3Nza4odXZ2VpLM+CK75GwS3SC75VxC1UG/EOlSrOW7cKJI4ayid6eWghyIl/Zyhn2+BMdNp1Ls\nApQJIMNTjezFUChkjpmoDBkkOR2veuKzOdPQMDg/PhsxBPvYd5j8mTHuksxYsAlQPIB04OQIZzDE\nkkyKxgFrNpt24THIjcQPh5H2wvDcXqYGeiBbDiKFQ6ToB0NC2E7oCIKBCkDeSGIXh+CRCDJDwkcM\nJbw+Hp9DDUpHXlYul3XmzBmjRtjQHMJms6lyuawXXnjBNi+FPhzgiYkJjY2NWZQBJ9/X12f9W4aH\nhxWPx9VsNi0x61so+Io/NiBIi++sVqumV240GhbS+7oAtPReKSLJ1hBud2NjQ6Ojo4YOa7Wa5VYo\nB4ca80nZZDJpxhtkNjIy0nVVINwmSVDK8tl3RHUnTpyw/kZQiTg0nD3zwz7BMA0MDBiHS/5iaGhI\n+XzeokjWXpJJHKHraO1MdItxoadPX1+fMpmMqTKIoFKplCUu9/f3dfPmTYt4oI/m5ubsvzc2Nuxs\n8jsAk4WFBUO15AegubhdC2DmlSXkEXCIXsGEpJY/Q0OwVoABGv1hmAFanBloSgw4yVWcKHLlRqNh\nFchcgAN/TnLXUys+/8M+9v2MfIJ5d3fXbl7CniGFha6j6pz5Y4+ur68bP59Kpcx53u64Y8Ydr0kJ\nNaXEGxsbXUnMcrmslZWVrmQiPRcw5BQCcCjq9bplrjHgjUZDy8vLXTwshwfUCVIl242sjIIVqsrg\nso8dO2YGnQ2IgcNh9Pb2WsEGjmFwcFCTk5PmnUkU44SuXr3albgiyUm3QvrbRCIRLS0tKQgCU6Vg\nHCqVikU8vDNKH/qqYGzIWSDDjEajFqFUKhVrYwqKpKoUowc9hVOVZDx0Pp9XqVSyyAdjDHphPri/\nE+rCa4lB8+Vy2XIUOJFqtarh4WFTq6BOKRQKFjH54qmenk4TNKI9qCAKdXp62jcu4UBxniitMJK0\ntWB/gdS2trZM+sb+Ao0CIjAa/LnVallnQ298JJk6hPYT6XTa5JvQWeVy2ZRI1D5AyWDUrl27ZnkH\nch9cWBIOh3XixAltbm5aYRTX8PnmfuFw2NaeaIy8DlEV9Bhtf4mK2WOcD/YAaFmSqZYk2f2mfFck\nElGhUDDa5dixY5qbm+tS1gG2cBJQO41G+3YoX5iEAWVt2B+ga+wC9gmngzOEiuUccDaINrzKytOW\nRG4ULvoOoPv7+ybn9nUr/Pu2bOxt/8brNIaGhhSPx5VIJLoOGWi7Xq9rfX1dKysrFsqyyFRxUsWG\nMcBh8PMcwIODA129erVL8ohR8jQGiV02jyTrnQHXBxKFgybU8jp5FCgsLAaDjUDYd1gbK7UbtR0u\njGJjS22jiToiHo9rdHTUkl6EsXCp169f7/osDBEGFV7y2LFjlkQDfSJx5DC1Wi1VKhUzriMjI+YM\niGww7LwziWAQPA3k6HJHEgruGQkgDpK5AdVgJOAoOTzQDl6VQvQiddAX5fGg+nQ6rXq9bv3TR0dH\nu/h+ai2oPCZJSQiOgdna2rK2CkNDQ2bAQIlISdlzqEcI9Xm/wxJA9il7HsoOp+gvX+e9fXMybroi\noo1Go3r11VdVKpV0/fp1bW1taWxszGgEaAC+2zfYajQalpPg+ThvrVa7UI7IE6AEbSHJLs1hvaV2\nqxLeBTRM2+ZWq2WdLkHLFM1Jss6sADHOB/kfnCsRB0ad38OwS90tmT3FiA3xVCFOkUgaioecideu\n04/Jj2azfd3h4uKiRcXQfuxLlGVE/uwBwOitjjtm3OGLOSSg4/HxcVUqFbtcGs8JEqYTJSF4b2+v\nJR3Z2KhQyPjfuHHDNqTXTYOkoHZYZNQmoCIQBCE5ksh6vW6b1XO9UqfDJFfh0SMHNOqpEzL3ly9f\nNlQNkhkYGFAqldLU1JR91vj4uEqlkqFRaAUig2q1aslqUA1UDIcWAyTJ0Bv0CoeB0Jk8CHeMUjBD\nOwCkh14LzLvRlhUqTJIlbonakJfh/HDQhxUFRBocflCa1KkglGTJSE9t8Ey+KI5aALTiN27cMKnc\n4OBgV7Ulg/3otdc0V/OVkNwOhcwQRQl5AUJ/inDIufT19dkNVRiV7e1tS5BDQQBmcIZSu+0EERK/\nA1hC3YKwoFarmeHi3EDdwJPjQGgfAQ1DTyKvIiGC9fQjBVlw5Nvb2wZeiA6SyaQymYzVuCBs4PKf\nQqFgTgYjiuKGG5rOnz9vZwjUDT2H8+SM8s5QYiR9mce9vb2uKzlB+Jx/SfZv9hSgip/3tRF8ts+7\n4GwLhYKBBxzGwcGBKYIAn1BHPzNSyPvuu6/L69MbBaNJDxWpw3fRyAevFg6HrZsdRULQNhi2Uqmk\njY0NMzo+KUXTp7GxMUOYPBO9U3y7YAw4V+jRnRGJID8XjUa7tPHoxuEdQXxoeWu1mm7cuGGHFgfB\nBiQfAdoYHBzUzMyM1tfX7efRcb/66qu6efOmRRneAPX09NgNTKFQyIqHfJGFD5NBMcwhG5UQGION\ncfAtGtiIqB4ikYhdH0e7BOaXaj6MPa0AfHEVShTaA8BTU4yDQ8KYeDkdDp3nIJlKOT3Fb/F4XI1G\no6vvDCjOqym8tJH8CLJS6DUMPHPEumNoOLAgfy7vIAphDoMgsAhxa2vLLsRAccPdshMTE4rFYpqb\nm1M6nbbbypAUo1JZWlqyxB96bqI0EC95IoAE+YP+/n677J3ICmM5Pj7edZ8w57Cnp0fFYtF6u+Tz\nea2urloDPJL5c3NzOn78uCm3dnZ2rN5geXlZKysrRpP29fVZiwqc7b333muRJ3NyuLUz+wfnQ7SD\n/NbvaQ8WoBgl2dkEafNzgBmKDVHceKWVF3wAYohOUWgBkogS+GwUPbcz7qhahsQSSYWdnR0VCgXj\nkT1/DQVD0y/0tHCzhN7oYuv1um2Qw4t17NgxxWIx67G+u7ureDxuUinoFCaW5CpJRhpGeYQLDeMT\nLlROguooe6Y0nM2VzWaVz+cN2fJdyDx5Zs/XcjUdKIhDBH3AP16Ch8oE5QMlzlT7Ef6zabe2thSN\nRk3lg7QS+R8KDBQJUFtS5+YbX+ACNcW6UtjCAYXu8DJIIrFwOKxMJqNwuH2V2dDQkFZWVixC4mCv\nr6+bcQK145CQveJEMeA0mIJOo4gIB8HzoVRin5EnikajXUVZOHtJZmR3dnbsLlPoBxAp38s7T01N\nGaiQZD1w1tbWbB6hy0iCEx1yRmZmZizJjIHLZrPWtZEIBbUHjg+KDseEYYQ2Ym8AnrwAAp05ETE0\nA7QLDppL5qES/X7HOR0/flwHBwdaWlrS+vq6RRYDAwN2LwDRHjmJ06dP2z6A/iiXy2Zw6/W65QT8\neWKPgbA9vUiNBQDLJ+l9vgxQA8ffarUMUGETAGZU7larVSv0omUE5458G0oz6OfbGXfMuHtlSl9f\nu7PbysqKoVHQFqEovbWhAFKplBlyUBnZcxpiXb16teuA8r3QBOjiMR5QJCxUKpUyjW+r1bIDipFg\n83Ko2SD8N5sEhQZIEGQ8Njamq1ev2juzAagE7e1t39WKIgDUC0Ld29uzZl7czEQxDNQGEQT6Xv4h\nhO7p6TSICofDRnP4hmfwp1tbWxam+8w/XLJX93DwQC99fX26efOmGSyMDQYFB0CNAnMnySIDqCbo\nPNr9EhmRP8jn812XeEgdXpX3JXKAu69UKhZl8C48A/QDDpvK6nK5rOHhYUOzvs2rR13MkU9kU4yE\nYkjqdAwNhUKamZnp4s9JsnJnQaFQMMSPCglDv7293dVeF0MHgseJYKSJeqEVoW0ODto9UXh/6Biv\n3d/Z2VEsFrPol4Qye4GIFgoEsIbDIlLAwBJJDw0N6fjx47ZfXn31VYtwiY6gquitPzMzo7Nnz5pz\nh97hfMHhY6S9oor19saZSlQYBPYDIMzr1nFQzCt1I0TAfC4/g0Bja2vL2oWgKgMkkrviLoifGc59\nYWFBm5ublsm/evWqeUHCF5AiFAZ93dl0IGN08WNjY9rd3VW1WrUqPS9NBP1Tncn3zM3NGYJhg6HJ\nxTBtbm5qeXnZkB8DXgxefmBgQOl02loU4zwODg7s5pq9vT2tr69rdXXVSuAl2aHp7e01/pQDB7LN\nZrMm2xoYGLBWwrVaTWtra12HBL01z8JmQ9mDIaIpGjJIjBN9euAKKaDCyBCVoP0mVPfIkJuffOM0\nwlx4ZtaUbpP++UErntZgnXD+vugIdOT/zPzzTjS98pp7oghol3w+b+oYfp9IRpJpk5Flermdp/KQ\nuWLsCfvL5bI5QKkjmSR6RPbKQa/X2xeqoAqCi8dokTDE0KGeAt1jrD36Y125so99ArjhwhKeW+pU\nW/I59GIid8D+pfcQskD2Gx1HMXCsPc4jFovZWe7v79d9991nNODCwoIlZQuFgq0he09qJ2kffvhh\ny81BZRE9k58jKsHe9Pf3W+6JiM63CuFseqUPihafuGffe4koVA60FzU9UofeQTEGsIGtwA5hI25n\n3DHjTli+u7urlZUVK2XHEBPCzc7OKhqNanZ21g4ctAv8KpOI/K1YLHZxXyAVkoJeZzw8PGxyOlAM\nhwxUt76+ro2NDePIMV4gWknmrUk8EbJi8NgYHMKdnR0tLi52ceNSp0MmNApyst7eXsstEMZ5ySDF\nVGwwJF4YKKoHiQx8chJjmsvlLBQlKb2xsWEd9zgUkkyuBWre3983bhb0wrtIHdWP1wH7WgQShRh3\nX3xEuMx7URlLwntlZUUTExNmrEFUPgHlqyc5oKAz3isej5vsMxqN2lzwHM1m++7Xzc1Nqz71qhcq\ni3lO1pDvDILAjAodJIeGhsxIwcfSDTWdThvlxnNyCxVSXRzRsWPHLDGMRA/nhrEGYbJXE4mE9ZOh\nviISiXQlT70z9MU+rAv/hq7q7W33CpqYmOgq1iHi5jyyxvl83rhuSYb6Nzc3lU6nFYlEdP78eTuz\n3Ke6vr6ubDZrLX8BHzj1+++/X6dPnzbqlp9HDknS3Cv0vISZ9+Gs+9J/0DrCAtA40bb/HRLfUicP\nhby4t7dXk5OTBrqgf2hHsbW1ZREq33s7444Z91/6pV9SuVzWwsKCXbAgdScsvBQNbhi0Ax1DZhzD\nfPPmTdMme6kTGnEKIOCeOeAk7XgOkq1LS0vG8bFJCefD4bDxnCSoCPMIu8fHx40aktqSsHK5bJwp\nsrCenh5NT09b2bEkU1Sw8QqFgumGySlMTk7q8uXLJifFsNFYiWQq/Ui4hcYXiiwsLFhdAPOJMZ6c\nnFSpVLJELD1m2LwccK9JB3mkUim7GQuZGKiaiKSvr89a9oJUmBOMCO8E/VAoFCzXALdJtarUNu6+\nwyF7gEOMAwEtwuWTiyGhB1ryElycc7lctgtH2Be8H+gW1QkOgMgDegEq0EvwUJCwd2dmZqxK0e93\nkqkAESJIaD/eE06fdfEy4WKxaLeRITDwahQiUagS7yx5Z9aVedra2tLExIQl4Kn69o3sqFPAqXoJ\nqAcsOJYgCHT+/HnLC1SrVcv78LOcd3h19OKe3qKiFnsBUieBz97jTgmP1n/aP16IQN4EepMz4SNN\n5pacTn9/vzY3Ny2iBYShGAqF2rfJZbNZ+77bGXfMuH/ta1/T4uKiGS4v2yORuL+/b33YUUZQRQYV\nEwSB9Sv50Y9+ZMiQRQHhYYx9XxOkcFS6+lB6Y2PDlBM+Sel/js2KnAqjCJKWZF3+QKtbW1taWFgw\nA8lzYUxB1zgLDAU6ZzTN/N3i4qIlvNjovD8dA0FQcPa8B8oCKl6ZT0kmkdvc3NTY2JipgCg39/xx\nEATWXZONz/pQ4QvvjwGD2+dKw56eHkO15DEw8oTKvDNFJeQDKJLi+5G1eooKJRCOgvB3dHTUIg44\n7Gg0qr6+9n2tHCrUUuQQSCgjD+U7m82m9d9mf9HtEkQHDUJUxTyCmkFt7AVAAyowSuN9ewDekT1O\nEREOKpPJdNGOUCI+sqrValb9SnIbvpg9iqHEUCH1RKtNnoYkN4IE3hk6AhAUCrVbgnATE0CPCBpH\nA/csyRxXsVg05M2eYq6ou8hkMjp//nyXHHNnZ8fyJOx/9iMJYvIXfB75EYwuzpiziv3CScAU+II7\nqdN4jIhL6uR0yCOgfiL/wTn4mUHuGBOP0tg8FBvE4/EupQs3yAwNDdmBhCu8cuWKJbB8gcXQ0JB5\n4YODA/tsKhKZUBBIJNLundJsNvXKK6+Yl/feGjoH3p5Qd2JioqvaDE651WprxwuFglZWViy09UaW\nEJw5YQN5uRzoEU6ehBS6aeiATCZjd7zyPaBEDGQ4HLYLGzBeHnmAfjGshMvwvyAxqk0PK4yYA9Qv\noEwUO1SJbm1tGc2GGolnZQ0xfjTHovcGCd5kMmkKmMMSN6+6gf6huAfHjfOmuEuScbOolch7oIpB\naYUDKxaLFlGQPEQSu7OzY5SEJOOQOQMICqAjcHBUJieTya78C8lZ9kokErFuhHDwrBPRDyozNNQY\nIygC6AyPIPk+j069XJhzwf7m98gTsCZB0O5iCpDxbYFpf4CT8L9Lji2bzZrUMh6PS5I50Rs3biiX\ny+nmzZvm1NhrROljY2O69957zQYA3HyEt7u7axfcAP6I8Jlz75w9v46zY44kGVfOXDNPnOdyuazZ\n2VkDf1KnAOvg4MC6grJnfBR6q+OOGXfoBk9jsIlBFPDgPgExPT1tVX+gmFdeeaWrqyMGJplMWqe2\nsbEx6yIH4ka2BXcqdUqsl5aW7ACAaDHsfB5GOBaLWVKI8BCFDXzp3t6eKVpYaHg6NnEo1K70hGPb\n39/vailLN8mBgQHduHHDnN1hbg+6iN7UGBYSM8jcOMDb29uWqMPQU9REURlrxO/B2zLY6CSiMP5B\nEBiy8pWU0BPxeNwMKVQcuRLmCXqJQ0mS0mvkW62WoVOMEahRaqN/mqtls1mLFLwGvlAoKBQKmTJl\nYGCgq5IRR8NlGCQaUWGQZ2Et+f/kJ1gfCmrIY3jlEg3cUMiA6ojk2KfovClWQkzgi9uga+C9Y7GY\n7SPWnchhc3PTaBE04ggZvNHl4nW/7nSFpPVFo9HoUr2hTccwQxNJbVUWjegwaJxRztD8/LxVbR4/\nftxaTMDBX79+3S7qRo7JfuO7hoeHderUKaM9uEOA5yXfg+OBxuJ3oacQbHgACc1Czo0zCttA7gwJ\ncn9/vxKJRJejxMizzuwhfo5+Pbcz7phxhx4gQUpl3MHBgfXDALUj0QuH25dEU85N0Y43biCCycl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9ImifsAAAAASUVORK5CYII=\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "textures = mean(imread(\"textures.jpg\"),axis=2)\n", "gray(); imshow(textures); h,w = textures.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Textures can often be described well by the output from _filter banks_. Usually, we start with gradient filters at a particular _spatial scale_.\n", "\n" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Ir0/Yzm63C2zHToX4ss1mg9Vqxf7+vnxGQqsWiwVWqxVKpRJGo1EgPnZthFT431QqFer1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\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "scale = 3.0\n", "dy = filters.gaussian_filter(textures,scale,order=(1,0))\n", "dx = filters.gaussian_filter(textures,scale,order=(0,1))\n", "subplot(121); imshow(dx); subplot(122); imshow(dy)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We compute the response of filters at a particular scale at multiple orientations.\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def orientation_channels(image,sigma,bins,spread=0):\n", " dy = filters.gaussian_filter(textures,sigma,order=(1,0))\n", " dx = filters.gaussian_filter(textures,sigma,order=(0,1))\n", " result = []\n", " for theta in linspace(0,pi,bins+1)[:-1]:\n", " delta = abs(cos(theta)*dx + sin(theta)*dy)\n", " if spread>0: delta = filters.maximum_filter(delta,spread)\n", " result.append(delta)\n", " return result" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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iAbPZjHQ6jcXFRUQiEfT7fXg8HvT7fZjNZob0aCKQSqVIJpPPelsDADcLhN/2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AAAAg\nAElEQVT5ZaHX6yGTySCTybhQo2U2eTXo36CQIiJ+0gtMrVbD6/UiEAhAKpVibm4OqampLPWl0dTa\n2hof3C6XC8XFxZiYmOCs6sHBQYTDYX4ZU351fHw8a/WpS56dnUVWVhaqq6sB3C4uk5KSuKsuKSmB\nyWS643tzQw57qVTKUYFpaWkcjUfLj8LCQphMJkSjUZSXlzPWl4xVOp0Ok5OT7ILLz89nd2lNTQ2K\niopQUlKCubk5TrcPh8PIzs5GUlISbDYbYmJiMDk5yZUS8eWJRV5cXMzVzfHjxyEQCHDhwgUsLi6i\nqakJeXl5jB2gtpoQv+SaJeMIJVQJhUK2dNNIhG7C9vZ2GI1GfPjhh4xBHRwcZGeiz+fjlxWR8nw+\nH3JzczE8PIzCwkJ8/PHH2LRpE06fPo2cnBzodDqcOHECR44cwcmTJ9HY2IiXXnoJX//61/HCCy/g\nm9/8Jn7+85/jxRdfxDvvvIOnn34aL730Er7xjW/gk08+wTPPPIMzZ85g165d6O/vR1ZWFmZnZ/nf\npag5mUyGmpoa9Pf3o6ioiPGtcrkcgUCAU8diY2N5lk8cEa/Xy25oekncvHkTfr8fvb29kMvlSE9P\nR0FBAWvNacleVVXF1NR9+/ZxMtTAwMBG3NYAwEvnjz76CAaDASqVCvPz86ipqUFaWhrrsqVSKTZv\n3ozXX38dvb29eO2111h0QMtEYplPT08jGAwiOzubl4Iejwfbtm1jJ7dYLAYADhQf+3vAt81mw8zM\nDMrKynhMkZWVhYGBAY6ZXF5eRldXFzo6OrjYsVqtjMSmiDxKzxodHcXs7CxKSkrYwUpdMY3g6L6m\nn59GPAQIXFxc5O+TulRSt1BoDnH/CSiWkJDARq3Y2Fi4XC6kp6cjGAwiJSWFMSWjo6PMj5fL5azU\nIzno9PQ0U22Tk5MZskY7BJlMxglja2tryMjIwLVr11hUQNkO9LkQAppIroFAABqNBn6/n3X19Put\nrKww9pyiHL8cLDQxMYGZmRkkJSWhq6sLwG2FV1dXF9577z1O8LqTa0MOe4VCwdAxtVqNuLg4tkJn\nZGTA6/Vifn4eQqEQsbGxqK6uhsFgwNTUFK5fv86mBAodaW9vR0xMDJuj2traMDY2xlz31dVVaLVa\nBgoZjUYYDAYOd6CZaE5ODhoaGnhrTtreEydOoLa2ltUEer0e7777Lnbv3s362tTUVIyNjfHDRZVW\nTU0Nbt68iaqqKjgcDk7dWV9f59+BOpDV1VWkp6czTImofRqNBtXV1bh69SorE/x+Pz8MhAGWyWS8\n+TcYDMzNt9vtePTRRzE/P48jR47g3LlzePrppyESiXDXXXfh1KlT+OEPfwiXy4VnnnkGP/3pT/HC\nCy/g/fffxze/+U1MT09DJpNBq9XCbDZDJpMxfycajSI3NxcxMTGMULDb7ZxwRRmeRM2kw2FlZQWT\nk5M8v6WX+5YtWwDc5tuEw2G0tbUxfz0tLQ0VFRWYn59HVlYWBgcHsbS0hL1796KlpQV1dXXYsWMH\nV3MbcVVUVGDz5s1s2mtra0MwGIRWq0VbWxuH10ciEZw6dQqpqak4fvw4CgsLcevWLTgcDpjNZjz+\n+OOIRqMcYeh2uyGXy2G325k0SgAy4qMLBAIWFtA9TuOwhYUFNv+1tLQgNTUVO3bswCeffAK/389Z\nxhKJBIODg9BqtTAYDLyjog5ZJBKht7cXc3NzqKysREtLCyoqKjA2Nsa7sri4OESjUVbEUaVMBFuZ\nTMY69PX1ddTX16O/vx8mk4kNV+Xl5YiLi0NWVhZyc3Mhl8t57ETGSlLeVVVVQavVcvfU2NiIzMxM\nGI1GxMTEMKeJVDA0gqLvgoQP1GVQStja2hrW19d5/5eQkACHw4HV1VVoNBrOvyajk0gkQlJSEidT\nkeSWkB+k5aeXUDQaZYwKGamcTicjF2j/QJTe9fV1zum9k2tDDnsCiBFqleZcZ8+excLCAurq6ni2\ndeHCBdhsNly7do0PFqvViqSkJFRWVkIgEKC8vJyrnry8PAgEAphMJsTHx2N0dBQajYYNEz6fj7G+\n5KTbsWMHqqqqIBAI0N7ejszMTAQCATz33HNISUnBQw89hMnJSXz/+99HZWUlNBoN9u3bhzNnzuDG\njRtobW1FU1MTv3yIA06hHBRmQNU/jUOMRiOmp6eZgUOUQKqA9Ho9/H4/ysrKWHVAWFmr1YpNmzbh\n888/R1ZWFsbGxhAIBHguTDckmdaKi4tZG3z58mVs3boV169fh16vR19fHxITE9He3g61Wo27774b\nv/rVr/DSSy/h9ddfx6FDh1gDTN9BbW0tBgcH0dDQgNnZWbS3t6Ovrw92ux2Tk5McA3nz5k2kpqai\nv7+fZXDE93G5XPD7/fD7/Zx9GgqFcOjQIaSkpODgwYOYnp7mFwEt2wk7HY1GcfHiRczOzqK2thYu\nlwu5ublIT0/fiNsawG2ia3d3NxISEpilIhKJ8Ne//pUlvF//+tdRWFiI6upqDA0N4dSpU5iYmEAk\nEoHJZIJer0dTUxNmZ2d5jkxucjq0iXC6f/9+qNXqr2QHiMViDA8Po6urC9XV1ZiYmMDg4CAGBwd5\n5LFz504MDAwgNzcXy8vLiIuLw/r6OjweD+8EgsEg2tra4Ha7OU+WDi632w2TyYTm5mZkZWUx9TU9\nPR1+v5/d3xQVScqZsbExxMTEIDk5GYuLi8jLy2NpZ2pqKtxuN6xWK+rq6tDU1ISMjAw2HEmlUsTH\nx/Nui1QzRUVFHBNqt9uh0Wh4AU6LzkgkwsoZEjtQjm5MTAx3n4SKIIMUMah8Ph/cbjccDgfW1taQ\nlZWFW7duQaPRcMA7mRRXV1fh9XrhdDp5d0DjTsKU079N2RYUaSoUClFeXo5IJIKUlBSGwpWVlaGi\nooJFLXdybchhLxaLuV0yGAyMMi4vL4der8fJkyfZyAHcps0VFxdDp9PB4XAgNTUVXq8Xzc3NvPEm\nw4NSqcQjjzyCxx9/HKWlpezCDIVC/AEPDAywBlmn0+HatWvweDxYWFhAfX09HA4HA45KS0s5HWl1\ndRWff/459u3bh+bmZtx///1QqVQcq7eyssL6aYrck0gkaGtrQ2xsLBu1ampq0NrayprnUCjEdm2K\nl5NKpdBoNJibm2P9MS2iCJdKHRHNC2lUtLa2Br/fj9jYWGaJ63Q6dHV1cSamw+GA3W6HTqdDXl4e\n/v3f/x2//OUvcebMGVaGfPzxx3jmmWcwMjKCxsZGfPHFF/ygkeLos88+QzAY5HQwenFTlu7Q0BAi\nkQhHz2m1WkxMTLDyiR46m82G0tJSXLt2jZdxWVlZuOuuu9DX14fq6mooFAoEg0FEIhHodDrYbDaE\nQiG8+uqrCIVCeOuttxiatlEXfYe0myHS4tjYGMbGxtDc3MxRfgsLCwiHwxgbG2MfRV5eHj766CNI\npVIcOXKEGS4KhQJxcXF49tln8eijj0Kv1/N3OjAwgLKyMuzZswcdHR0QCoWIi4vDkSNH8OmnnzIx\nViqVorS0FABw4cIFOJ1OeDweAIDD4WAhRFxcHAQCAe+eSLtPIx6fz8c8HJKDDg8PY2lpCdXV1Uxm\nJbMQoayD/x91Zx7U9n2n/wcJCYGQhA5ASCBACIS4DxsbbGM7cRxfSZrmaNIkTbvpdtvZSbbdTP/Y\nbruddrIzv9nJdHd7pd2227htkjZN08R2snYcH4ANPjgM4r4kdKIDdCAhCYH4/eG+3xP/m/7B9DvT\nadJ6bANffT7v43leTyKBQCDAOzAAHHpeW1uLcDiMpaUlvqzn5uaYGQ+ARyc0t6dMWDLi0dc5NTXF\nSri8vDwMDg6itraWIW1UOBEqm/wKpJojEixdClNTUxAIBJyfQWyfoaEhRCIRTE1NMQjN4XDwOUPE\nUFIAkdudxCS0q8jOzub4RY1GA5/Px0pDgv8RwZSMdp/m2bExzqOPPopDhw4hlUrh/Pnz8Pl8LC/r\n7u7Grl270NLSck/QdiaTwd69e9mQUVNTw6HgJHXs7OzEyMgIXn75ZYyOjsLr9fIyKBQKQS6X486d\nO9xmES41FouxqeuJJ57gLM7u7m788pe/xBe+8AX89Kc/xXe+8x289dZb+Lu/+ztecAJAVVUV8vPz\nodfrUVpayhx8Gs+kUilWnGg0GoyPj0MoFDIzJDs7GxcuXIBMJmOevkKh4EUYqYRoFEBuvNLS0nv+\n7jQ6oXBvgUCAzc1NZGdnMyCsoqIC77zzDv7lX/6F065oxJRMJiEQCGA2m/GLX/wChYWFcDgcKCws\nxL59+/D2228z88bv9+NrX/sa59USsycUCkEkErEBpLe3F9nZ2RCLxUzUrK+vR3NzM4qLi6HRaNjg\no9VqcebMGbzwwgu4cuUK6urqYLVaMTs7i+npabjdbtx///3IysrCQw89hIqKCigUCly5cgXl5eU4\nffr0X+Uy/Guf3bt3IxqN4ujRo1AqlXj99ddhsVhQXV2N2tpa/pmMjo5ifn6eWUg0052YmOA4y/7+\nfrzxxhv48pe/zJf+/v378eqrr8Lj8aCsrIwZKpOTk9BoNNzxRqNRfPjhh1yxFxUV4eGHH4bZbGZJ\npcFgQDKZREtLC1ePXq+XmS0KhYKr7dLSUoYS0jzb6/UCuBvGQciSvLw8WK1WVmf5fD7k5+fjxo0b\nWFlZQSgU4hxmwg2QcYpGoHq9nsc6oVCIpZ2UV00mSbFYDIlEwiNZo9EIjUaDWCyGJ598EkqlEiaT\niVOfKD+ZGPr0uaAdgEAg4GDzSCQCsVgMq9XKi14qpLa3t3H9+nWsrq7i5s2bCAQCHCs6MTHB7zEF\nlFCUIX0Gi4qKOPydQtWp2qf4QaFQyG5eSj4j0cOnfXbksM/NzWVgmdFoRFFREetHKRe2pqYGs7Oz\nOHToEAO8srKy4HA4eFQxOTmJrKwsFBcXo6+vD3K5HP/zP/+Dzs5OaDQaPP300ygqKoLJZMKpU6e4\neqD2T6vVMk2RcLR2ux3z8/OIxWKoqqrCjRs38Pzzz7OaYW5uDgaDAWq1GiaTCTdv3mRZFrVwNJNe\nW1vD+Pg4R+3RS7u8vMza9by8PNbx0iXU0dGB0dFRXtCRK08kEsHn87HWvqenhzsGelFJl03o26ys\nLF5Sm81mlohRLCIxd5RKJS5duoTnnnuOA60tFgv+3//7f3jllVfwwx/+EI2Njejs7MRrr70Gk8mE\n2tpabG1t4fDhw7BarQiHw/xhW1pa4pkyLassFgu2t7fhcDiQTCZRXl7Ol3ZzczNu3boFs9kM4G5V\np9frEY/HUVlZieHhYd5xSKVSXL58mcdczzzzDFfF+fn5GB0d3YnXGsDdUJ3m5mYsLy8jnU7zIs7j\n8SAYDMLlcmFhYQGnTp3CT3/6U1RUVODatWuQyWRobW3lhDIKhd/Y2EBfXx+ampowOTmJV199FUVF\nRXjqqad4Tn/ixAl2b87NzaGgoAAWiwVqtRqZTAZtbW38zzMzM2hra4PBYOC8hYaGBmi1WqhUKlRX\nV3PlSQXR2toaXC4XAoEAcnNz+X222+2cfEWIZIfDwSlmtGfR6XQYHR1lZDXlrNJoLj8/nzOh6f/r\n6elBfn4+JiYmWKNPBx4tWzc3N5kWSpgQ8uVUVlZyUUQuY/LF0PzebrezP0Eul/O8naSlGo0GarWa\nizVKIaP5OpEohUIhysvLme1lMpkYTldSUsJBMdSh+f1+3tuFQiFGtm9ubvLITKFQIJlMQqlUQqPR\ncB7C39xhb7VaMTExAYVCwT80ctHV1dUhGAzi3LlzCIVCeP/993lDnUgkeHlDpMvjx4+z3p0yHX//\n+98jnU7jJz/5CUKhEGw2G9555x3mfNPcjlx0IpEI0WiU9fIjIyOQy+Ww2WyIRCKsjpDJZLhw4QKe\nffZZLC4uwmKx4N1338XJkydx48YNPP744wgGgxAIBDz2oQqeFsb19fUYHBzE8PAw5ufncfv2bWRl\nZUEmk6GmpgZjY2NIJpOwWCy4ffs20uk0B1KQpTwcDiMajWJ4eJg7IuoiFhYWAIBHS8BdCdfY2Bjn\nnZIclFpx4O4FfP36dXR0dODKlSsoKSnhuDWn04kjR47A7/fzkuzf//3f8cUvfhG/+c1v0NDQgPb2\ndl4ikcWeZHf0cysoKOClWyQSQX9/P8fqUXqVVCqFTqfDm2++ieeffx7j4+Po6OhgI1hbWxvOnj2L\nf/iHf8D58+fR3d2N9957D08++SRKS0uZcb5TD+mzCbnxz//8zxCLxTzqovHU1atX8Z3vfAfr6+us\nU5+YmOBxzr59+2CxWKBSqTA6Ogq9Xg+VSoUPP/wQhw4dwnvvvQeDwQCj0YgbN26wVFAsFuPKlSuw\n2WwMU6MAjXA4zB1AKpWCWCxmQiQdrFVVVQgGgzwq1el0yM7OZnQJwbmkUilGRkZYRZVOp7F7927E\nYjEWV9AoMZ1Oo6ysDJlMhtPXCFjocDh4bEPRhuvr6xgeHkYikcDs7CwHfdBnJRqNYnV1FalUCjU1\nNRgeHobFYoHT6WSmDJ0ppJRZWFjgTFwSGQB33bFmsxkqlYoXuoFAgNHfhCmm0HGarxN8UCQSQSQS\nQa1Wc1iKTqfD5OQk5HI5A/4oYY3iS++//34IBAI0NTWxHBwAM5VcLheKioowNDQEoVCIeDzOuOdP\n++zIYV9fXw+xWIzGxkaer1HSzsWLF9HU1MQ0PAp7SCQS2N7ehsvlQmVlJS8APR4P5ubmmPFOTO5/\n/dd/5bloOp1GcXExKisrWcIGAI2NjaiursbExASz0bu7u9HS0sIuOlrW3LlzB1VVVbhz5w6kUine\nfPNNNn2cOXMG3/ve95Cbm4snnngCnZ2daGxsRFtbG4edk3GooaGBlT/BYBBjY2NsIiN79p07d+Bw\nOGC329HQ0ACPx4Py8nLE43EYjUYIhUJYrVbMzMwgmUxy7qhQKMTIyAiqqqowMzPD8z6VSsUGMZfL\nxYodm80GAJySEwqFoFAoeFEqFoshlUrx1ltv4XOf+xwvpGQyGYLBIPr7+/Hiiy/CZrOhsbERDoeD\nM0AtFgtkMhkaGho4Qu7y5csA7qoWyCij1WoxMjLC8rusrCxehkUiEYyMjCAvLw+bm5sMgurq6mLH\nLElMZTIZPv74Yxw5cgQVf+Gs78Rz584d2O12PPfccxAKhThz5gwv6NLpNI4ePcpFBLmRSe5LFvrt\n7W228D/88MOorq5mCJhMJsP+/fvR2toKq9XKAdxlZWWcNkU7HalUCqVSyXmtJHne2NjAysoKz5bJ\nZBQMBrG2toalpSWuakOhEOrr65GVlcWLYL1eD4FAwKONhYUF+Hw+tLW1YXZ2Fi0tLXC5XFhdXeWq\nmjTzxN53uVxQKpWYnJxEcXExZygUFhbC4/GwKoa6bJ/Ph5GREUYJU9dBnRxdOqlUCgaDAaFQCAUF\nBZDL5cjJyWGkcCwWYxSCXC7H/Pw89uzZcw9llfIRWlpakMlkUF5ezkHplFYH3L0oiFWfTqfZ1La+\nvs6qIp/Px2E6pNMnjT/p7Sk0pry8nHMwDhw4AK1Wy3Jx8kyQRPzTPDty2NNseHh4GEajkSFQBGUi\nidfExATPHOnFpbaIgn3JtfnZz34WlZWV+Md//EfU1NRgZGQEXV1daG9vZ8dbKBSCTCbjwIasrCzM\nzc3h8ccfRzKZRDgcxujoKP+5hFL1+/0MISssLMTk5CSefvppZuNfvnwZxcXF+OMf/4i9e/fi/fff\nx6lTp7C2tob77rsP+fn5SCaT8Hq9TA/UarV3fwACAfbs2QOBQMBEQXJBFhYWIi8vj7MpKfW+oKCA\nHcf5+fn4zGc+g2g0isbGRp7pu1wunvmFQiHMzc1ha2sL0WgU6+vraG9vR39/PzQaDc/yt7e3OdGL\njDk5OTm4ffs2qw+i0Si3+n/84x9x9OhRfPDBB8xgj0ajuP/++6HX6yGTybB7926o1WqcPHkSOTk5\nGB4ehs1mQyaTYeqfQCBgVo/JZGJ1CMX2kRoFAKOvR0ZG8OCDDyIQCKCxsRG9vb148cUX4ff7YTKZ\nduK1BgCOFbxw4QJaWlo4hk8ul+P27duwWq1smisoKEBLSws2NjZ495Cbm4unn34aHR0dCAQCuHz5\nMp599lkIhUIcPnwY+/btw5tvvgmJRIK///u/x8svv4zc3FxYrVZcu3YNKpWK3c4EHSOH6ocffsjB\nJcRDkkql0Gq1MJlMUKvVKCsrQ3d3N8rLy1FQUMCadIfDge3tbVZC0QFEnQzN62dnZ1FQUMDvFF0Q\nxKyi/Q4p1qjTDgQCvKOLx+Psvt27dy873mnEMTMzw6OOaDTKcY1UnDU0NNwTAkJLTZFIxIcyOXE9\nHg8D4MgbQiIOg8HAQLOioiL4/X4eLdJFSCgGCpJZXFyE1WplRQ45epPJJAs4UqkUj2OlUinvmCiF\nKxwOo7u7GwqFAuXl5YhGo2htbWX55qd9duSw9/v9zPDYt28fSktLOWGHIsdIblVbW4tMJoNjx44h\nmUwiGAyir68PU1NTyM/Px9zcHAcsv//+++jv78f6+jrOnj2L3t5ejI6O8gFaXV2NrKwsjI2Nobu7\nG4FAAEePHsXly5fxjW98g9krGo0GP//5z5kJQnA0kgzS/JxmlaWlpTh37hy+9KUvYXR0FIcOHcLH\nH38MiUQCv9+PWCzGrHaJRMLy0IKCAk7LaWhoQCQSYaxweXk5YrEYBgcHsba2xi7h8vJyLC8v81It\nEAgwMK68vJyRs01NTdje3uZxUjAYZFckAJ6jqlQqHqVQoAURCyUSCY9yrl69ipdeegljY2NobW2F\nRqPBxMQEIxvi8Tjq6uowNDSEY8eOwWazobOzE6dPn8Y//dM/YWZmBo2NjUwSvXnzJk6dOoX19XW0\ntrZifHwchw8fRiqV4lFGLBZjwuauXbtgt9tRXFzMHxxyF5Ib2WQy4e23397RWEK73Y4LFy4weIs6\nGIKJlZSUwO/3c2JaJpOBxWJhZHFfXx/efvttDA0NQa1WQ6PR4IMPPkAsFsPc3BzrtJVKJV577TVc\nuXKF9eWxWAyxWAwNDQ0MplteXkZlZSXcbjdUKhWSySQWFxcRDodhNpsxMDCA0tJSBINBJBIJKBQK\nJs/SE4lE2H2dl5eHUCjEn+GNjQ1WtjidTia+kumJLohgMAiJRIJUKsUV99TUFAoKChAMBhlPvLS0\nhF27diE3Nxc+nw91dXUQCATQ6/UIh8PMrSd9OhFDiX8vFAqhVqthtVp5j0bAPpfLxZ6FQCDAeIOb\nN29Cr9djcnISarUa2dnZCIfDCAaD7Oim8HBSM5F3gaIgKYYxFouxr4IqfTJ15ubmYnNzk7sd4vI0\nNjYyhoLGoLS4JtQC8X/+5sJL6NYWCAT44Q9/CIfDwQwZjUaD8+fPsy1Zq9Uy8pVASZ9c9Nx3331c\n/VIFS8jXyspKGAwGNjjNzMxgcnISRqMRVqsVu3fvhlQqhdlsxtLSEioqKhgL0NzcjEuXLmFwcBAX\nL15EIBBg1QwR+ki2tbq6ioGBAWxtbeH999+HSCTi251GE4FAAIFAgEMaaEG5srKCM2fOwGq1MidD\nJpOhubkZ5eXlaGhogEqlwrVr13ihbDQa+UCTy+UoKSm5h7IHACaTiauAT1YUlORDFxWlP1Ggy89/\n/nM888wz+O1vf8vckN27d+PVV1/FwYMHGR/R0dEBiUSC06dP48tf/jKuX7+Ouro6FBYW3hOQ0tjY\niPHxcTQ0NCAvL48XaYS7mJycRFFREfr6+pCdnY3z58+zesHj8SAvL48zSekyIs23SCTCrVu3oNfr\nUVVVhY8++gjHjx9nXtJOPFtbW1yEULhIUVERbDYbBAIB+vr6oNPp8Nhjj6G2tpaXtxRkQRd3Q0MD\nurq6cPPmTUSjUXz88ce4efMmBgYGMDMzgz/84Q8wGo2sBkkmkzh8+DDC4TA+/PBDRusCYNY8sdX9\nfj8EAgG2t7cxNzcHmUwGp9PJEK94PM6dHf07kWMVCgW/v8lkEtFolBe3lJ0bDodRXFwMs9mMxcVF\nmEwm/gxS90h7ga2tLbjdbtTX18PtdjO5NhqNYm1tjUclMpmMM6cJIUG476ysLEQiEWxsbEAkEjH2\nfGpqih3aW1tb+PWvf41QKISJiQnMzc0hFotBLpdjYmKCY0rpEKbOk5btFHofj8eZl0XEWQKgSSSS\nezqWYDAIqVQKp9PJklCZTMYHN+0kBAIBbDYb50TTO0TfD5VKxYljNOr9NM+OHPYGg4EzF8mgQIk7\nNpsNBw8ehMlkwhe+8AX8+c9/hk6nw61bt6BSqTh0IZlMMrJ1a2sLPT09MJvNCIVCcLlc8Hg8MJvN\nyM/P59xaaoO7uroQCoXQ2NiIyclJfOYzn8HFixdx4sQJvPbaa7j//vuxsLCAF154AVVVVYwoXVxc\nxMrKCtP8iCKYk5ODiooKtkGTPXx8fBx1dXXIzs7mVKm+vj5myUQiERw7dgwmkwlHjhxhvAAhlGtr\nazE3N8fAp6NHj2JychINDQ08DyVSaCKRAAAOdyZmyuzsLObn5/mAp5HY3NwclEolRkdH2dItkUhw\n7tw5rK2t4cUXX8SFCxfQ2NgIlUqF9fV1/OpXv8K//du/4fTp06ipqUFNTQ16e3sBgMcCFRUVuHDh\nAr7yla9gdXUV5eXl+NGPfoSTJ0/io48+Ql1dHdrb2yESiRhNnZOTA5vNhsHBQcTjcQwNDWHfvn0Y\nGBhAS0sLVldXcfnyZUgkEszNzTHudm5uDgqFAm63GxKJBFarFc3NzXA6nTvxWgO4u2Cjn4dWq8Xe\nvXuZyf/J8YROp8PY2BiWlpbQ2trKmF6j0Yg9e/agp6cHFy9ehN/vZ2MZUV0DgQAeeeQRZGVloby8\nHGNjY3jggQegUChgMBhQVFTEZFYaV5aWlrL6i8KrKfuU9P6ZTIbTnUj9QuYiojaSM5ZktNvb2wDA\nh+j09DTsdjsfZhQXSYwgmUzG734mk+H9jF6vx9DQEOrr65kuSVRUctxS4hrhCJrTfVsAACAASURB\nVGw2G+LxODt/SYlDc3kydOXn53Pmq0KhQFlZGY8MlUolh/vs2bOH1WM04gHAwUTkiCbeUG5uLmw2\nG2voKT5RLBYzcJEUN4lEgr07ZEqjJe/8/DzMZjN7gejvRUQBmUwGhUKBzs7Ov73K/tKlS9BqtVha\nWuIvkmZXeXl58Pv92NjY4JdyY2MDVVVV8Hg8+P73vw+v14v29na+YaVSKWKxGGw2G4deVFVVwev1\nwmq1QqVSIRqNsqFCIpGgsrISV65cwde+9jXE43F0d3fj+vXreOqpp7C9vY09e/ZgcnISR44c4fmk\nSCRiPvXIyAjDzZRKJQKBAC8ct7e3UVNTwwyfTCYDAGhra0NOTg7m5+exvr7OTsiGhgZYLBZ4vV7s\n2bMHr7/+Os/C9+/ffw8Zb3V1FQUFBQgEAlzNDw0NYWNjg0mQQqEQAwMDyMrKYuCV2WxmFvyRI0fQ\n09MDr9eLxcVFDA8PI5lMIhaLwWKx4Le//S127drF4S40hrh27RrHskUiEZhMJmg0GvT29uKRRx7B\nnTt3UF9fj/Pnz6Orqwu9vb3Q6XSorKzEG2+8geeff565QkajEZOTk7j//vsxPz/PrCAyxty4cQP7\n9+/H5OQknn/+eXg8HrS0tMDpdMLhcKCpqQkDAwMsV1xeXkZOTg5WVlb+qiXWX/ukUikUFhbCbDbD\n7Xajv7+fR2c0BgkEAix5FYvFGBsbY3kpKU9oOadSqZDJZHgGvr6+joMHDyI7O5tzYrVaLYe019XV\ncVbwwYMHGTeQk5ODPXv2cJIXVZHkFqfugqpISgKjiMhIJMJdNl1olACn1WoZTeJwOBAKhVBRUQGX\ny4XS0lLOSSY5sEKh4G6XxABKpRIjIyN8kJLDfHx8HCUlJYzPUKlUcDqdyMrKQkNDA5aWllBbW8sq\nnYcffpgRD8BdlRl1MfTPzc3NnJBVVFTEDloqnMRiMWpqalh739DQwAXd8vIyDh48yBnTFCZDi2/S\n09vtdt4zEfqATICbm5tcoVPGRWlpKebm5mC322GxWHDp0iVUVVVxBCd9z8is+GmeHTnsW1tbUfGX\ngJCFhQVUVFTA6XQylpXcej/72c9gt9ths9mwtLSEBx98EP/7v/+LoqIidHR0cLIL5bwS8jg7Oxvd\n3d1YWlqCUqnkcIFdu3ZhZmaGW6m1tTXo9XpGHFy+fBnHjh2D1Wply/rGxgYGBwcZPpaTk4NoNMr/\nbbfbodFoMD8/j9zcXOzduxerq6tobW0FAP7hmEwmlJeXc3BLIpGARqPB2bNn8eyzz+LGjRv4zGc+\ngz//+c945ZVXkJWVha6uLvT398NkMnH26vj4OGNYKaaOdNrXrl3jJR9hVuVyOeNgiex34MABjI6O\n4uTJk6yMIH27UqlEJpPBxMQEmpqaMD8/j5ycHF7CWa1W1NfXIxAIsJM2EAjA6XRifn6eQV+koMjJ\nyUEikUBfXx/i8TgMBgNjk61WK7KysmC1WmE0Gjm3YHNzE/X19bh58yaP4Uj6J5FIuL2n/N5IJALg\nbsfocDj+qg/EX/uQOWZ1dfWeEBgKTaeL+o9//CMGBgaQm5vL+wmK5iMRAbX2dMjS98ZsNmN8fBxu\ntxtyuRyhUAgPPfQQHA4HM5EoTIOkw7OzsxwOnp+fD6/Xi3A4zN0C/exnZmbYkep0OnkBSdJREilQ\n2DeZjPLz85llRWYnANi7dy+2trbQ1NSEjY0NHDt2DIWFhdDr9Vwxk259fX2dxy7Z2dlIp9Po6elh\nsQYdyOFwGC6Xi6tvSphaWlrC3r17MTIywphuWhzTLoKYNxRqThC07e1tlmEWFhaioKCA83XpIsvP\nz+ddAfFtiKkvl8vv0dJTIA+NtAi7TB20WCxGdnY2xsbGmK7rcrk4WvXWrVvIzc1lVZ1cLmevzqd9\nduSwX1hYgFgsRlFRER577DEMDQ2xjJJY5Q6HA0KhEAqFgnGh4+PjmJ2dZXVLKpVCbW0tFAoF6uvr\n+Qavq6tjx+yRI0eYbqdQKOD1ejnyi+ReZOaJRqPw+/1YWFiA0WiEVqvF22+/jcOHD8PlckGlUiEc\nDmNiYoKxpIQxqK6uxvXr13H8+HF4PB7I5XJeANHfKxAIMLuE5pJqtRpSqRSLi4sMU7NYLBgcHGTD\nCKFxe3p62HFLX8fU1BRHspnNZszOzjJ9kEwa6+vrCIfD2NraQmlpKbepJPWKRCK47777IBQKWekz\nMTEBuVzOuaByuZw/aESypDY9Ho+zQ5KMJxTQTAhaUoysra1hZmYGfX19HGf4yVzSlZUVyOVyjIyM\n4Mknn0Q6ncbU1BQKCwtx9uxZxmIQDZRcqMR8X11dZWntTjyE5K2oqMDi4iI8Hg+ysrKg0+lQVVWF\nyclJVFRUYN++fZzlurCwwAdMTk4Oent7IRQK8dhjj/Hcm7rEJ554gsmi9913H8O3iDtDWOJEIoG8\nvDwsLCzwwUtzc6lUilQqhdnZWUQiEXi9XsYjXLx4Edvb2/B6vTzHlkql8Pl8XMHLZDKWG0qlUnaY\nGgwG9g1QIFBdXR3W19cZylZcXMwHtFgs5vDx0dFRmM1meDwepNNp6PV6TE9PMxWSjFcEBaNYTBrP\nhEIhDqZfWFiATqdjNPGhQ4c4TEWlUvGy2O/3I51OIzc3l81S9FAWNO0UiLxLMDJCIROTKJPJQKlU\noqioiPcj6+vrbOCkdC7aU1gsFojFYiwvLyOZTPJYSKfTsaqHOnn6u7tcLpSXl3/qd3NHDvtEIoFL\nly4hlUrh7NmzMBgMSKfTaGpqgl6vx9e//nUolUo88MADOH78OCQSCbtf29vbUVZWhjfeeANlZWW4\nceMG9Ho91tfX0dnZicLCQjz11FPMgqcf1hNPPIErV66gvb0d6XQay8vLKC4uxurqKu8AioqK0N/f\nj+eeew7JZBImkwljY2NQKBQ4d+4ctFotkskkzp49i7q6OmbLxONx1NTUwG638xyOtvKU4UqW8urq\nao51W1tb48UpaaNLS0sxNjYGtVoNvV7PYdonT56ESqXC/v374XA40NbWxklH8XicddLFxcUIBAJM\nmVxZWeED3e/3o7GxEfPz8+xhEIlEUKlU6Orq4tQohULBgc50UchkMtYue71eiMViRKNRlJSUIJVK\nceVFFQ9dLvF4nC9Wu90OAOxKLCoqwvb2NoxGI3/4zWYzKioq0NzczEyR9vZ23L59GyqVCrOzs1Cp\nVKzGGh8fx0cffYSKigquUHfSVEWMfkrLKioq4uVmfn4+urq64Pf7IZfLmUFz/PhxntfSLJdGQEND\nQ0in03A6ndi3bx8eeeQR/PjHP8bBgweh1Wrh8/lYBdbR0cFFRllZGQwGA5RKJZuzFAoFTp48yZRR\nj8cDjUaDubk5PkzJ/UpOTVq0JxIJDhwhX8DGxsY9ADu1Wg2FQsGcfZqFU2VMChyJRMJdDnGbCAtC\nn1e6lGj0Q6MQt9vN9EiSSlLRYbFYYLfb0dzczJjiSCTC3bZareYxcTKZZEY/fQ4BIBAIcB4s8Zvo\n12VnZ3MnRpJWutxJW09SW4/Hw+x6ItvS90UoFDIZlqSpPp+PhRTkq1leXsbMzAw7eAkn8WmfHTns\nNzc3sXfvXoyNjeHpp5+G3W7HgQMHoFAoWPq0vr4Oo9GI7OxstLe3Y/fu3RxTduvWLZw4cQJWqxUn\nTpyA0+nkQ1UgEGB6ehpSqRRGoxFutxsejwenTp3CG2+8gc7OTthsNni9Xhw5cgR9fX1obW2Fz+fD\n+vo6hEIhu/+USiVDn6jtI/YHzbjNZjOGhoZQU1MDuVzOC5zR0VF2G9LYxuFwsIIAAM/4CFe8trYG\ng8GAX/ziF/j617+OiYkJdHV1weFwsBzSaDSisbERIyMj+OpXvwqn04n29nYOcSGZmtfr5XGCwWDA\n6uoq1tbW0NbWxk5JIgOqVCrOwywsLMTm5ibcbjecTicviZeXlyEWizlsneSgn0wLUigUSKfTMBqN\ncLlcHHmnUCh4jESxkBaLBTabDc888wxfxolEAp2dnZifn8fJkydx5coVtLa24v3334dOp+MPRCAQ\nQG1tLeRyOfbt2wedToeBgQH84Q9/wNTUFPr6+nbitQYAviSBuwyiWCyGtrY2HDlyBCsrK/fkoJJr\nk8xtkUiEVR30vlCou0QigcFgwOnTpxl0RolGJ0+exO9+9zvs3bsXTqcTbrcbDz744D0LTwq0USgU\nkEgkvIClCpw4MV6vl0coarWa3Z00AiFJZCAQgMFg4Kqelvjk/aCqmIxItA+YnJzEsWPHOLWNUqvy\n8vJ4JEdBJoQIoFk17S8o5GNjY4OBholEAiaTCaOjo6isrGSFX2FhIbt4ZTIZB5VTMhxRPEnSa/9L\nDoDP54NGo2EUMlXoJSUl3K2trKywKcrn8yEvL4+5XTQ2kslk9zhuS0pKWDlI3zMajZG0nPZS5HHY\n2trin/Xf3BinpqaGwWZXr16FQqHAe++9x1F3q6urLEXz+XzYtWsXbty4gZdeegnz8/P4yle+go8/\n/hivvPIKRkZGGF+QSCQQjUZx+vRpSKVSBoJ1dXVheXmZF1rLy8sIBoOMBjAajbDb7fzykBMvOzub\nK2YyqlBQut1uh0QiYRIlpSNRBuft27fR1NTEY5oTJ05gaWkJH330EevjvV4v87XdbjdSqRQrOWQy\nGWZnZ9kNmslk8MQTT7DDjhZa3/zmNzE1NcULa8rSFQqFXHVTpRMIBFBeXg673Y7c3FxGKtAC+ZPs\nGWK4UGYu6d/Pnj2LWCyGc+fOIRgMIp1O84yWRkcUziIWi9lxSHyj8fFxDrAgq/i+ffu4grdarfjS\nl76EVCrFainCLBgMBhQXF6OiogKTk5MoLy9HaWkp9Ho9WlpaoNVqWWa3U8/6+joqKyuZY9LR0YH5\n+XlGQRN22mAwIJPJwGg0wul0wmg0Iicnh+fiFOFHY7VUKoW1tTX09PSwWcjlcqGzs5PHMfn5+bDb\n7Ww06+vrYzf1J2WVwN1djlgs5kOdTINlZWXcERLcr6ioCJubmzxOGRsbg9lsRk1NDeLxOI4fP85k\nU9pREPOFdmIFBQU8kqWuTavVctfQ0NDAc22S1lL4CVXFa2trTERdXl5GLBZj3wYJB4giS6PGzc1N\njI+PIycnh4O7abRKhZZIJOIM2traWh6TEj2VuhU6H+LxOLKysqBWq6FSqdiA5vF4mJG/vb3Nhz1h\nEgCgs7MTdXV1aGhogEajQV5eHk8HyLXu8XigVquZoUMSWZoQfNpnRw57uVzOyx+yznd1dWFqagon\nTpzAysoKnn76aQwNDTHmlyrsq1evMpPe6XRyxX/kyBGIxWK88MILaG5uRltbG0PNWltbce3aNXR1\ndcHlcmF5eZlfPqvVyrmYFIpBuluaOZN5Ix6P8yad2kxaNFFrR7M3cr8lEgk0NTWhvr4eRUVFOHz4\nMBQKBTweDwPdbt68iUwmw4oDIlUSKlir1WJ8fBxHjhzB2NgYG2YoC/eZZ57B5OQkPvvZz2J6ehqH\nDx9Gc3Mz70Uovi87OxuFhYXMqiEekd1uh8/nw4kTJ3D58mXU19ejqqoK6XQaExMTaGlpYRehXq/H\nqVOnuNUtKCjA9PQ0HxjhcJgXqZS4RQ7A3NxcHDx4EGVlZYzlHRwcZA6RUqlEKBRijgodeGazGYcP\nH2b3blNTE2dz9vX14ciRIwgGgzCbzSxH3anHaDTes0hMp9Po6OjAa6+9ho6ODjaTzczMoLm5mQM9\ncnJyYDKZeDRCQoXS0lJ2c0ejUQ7ucblcCAaD6OrqQk9PD/bv3w+32w2/389Ii7GxMR6ZJJNJLlgI\nyy0SiVBWVsYLR5lMBo1Gg0wmw/NlCtKhqEL69XV1dbwnKikpwfDwMMdV2u12hEIh1NbWYmhoCHq9\nHoFAAD6fj/cFhA0gKSY5UukCohEiqevy8/PZn0HFIu2ciP9DlTqZy4RCIUKhEMbGxlBQUHBPKHki\nkeB0L7FYzHgH8ifE43EOKDEajcjPz+dld35+Pu9Y/H4/B8bU1dVBJBIxt4uYSDQqpc8jAA49Ly0t\nRUVFBZRKJcrKyljZQzJXqVSKnJwcZljRKPTTPDty2FOMWlZWFux2O9xuN0ZHR5FIJHD27Fk0Nzez\nJrilpQXXr1/HSy+9xMAv0gOfO3eOs2mbmpr44KDoNYom6+zsxOjoKCoqKpBOp7nyIYNSMplEKBRC\nJpPhVjCdTt+ThSqVSiGRSGCxWNjAIRAIUFhYyK2mWCxGcXEx1Go1WlpaIJFIEIlE0NjYiGAwCIPB\nwMwMOswOHDiAM2fOoKurCxcvXsTq6iqi0SicTuc9ONdbt26h4i9xfoRsLS0txZ/+9CccP34ct27d\ngs/nw9GjR9HT04PPf/7zWFtbw4EDB5jRQWolkUjEaVzklnzjjTfw5JNP4sMPP4RIJEJ9fT1KSkqY\n+U+ckieeeAK3b9/GyZMnkUwmceDAAdhsNoabORwOqFQq+Hw+GI1G+Hw+pFIpxtnSyOW5557D0tIS\nhoeHMTg4iLGxMebz5OXlcTtOs9RgMIi6ujqcOnUKfX19eOSRR3D69Gl897vfRW9vLx566CG8+eab\nePLJJ9lMtBMPMZWMRiMDta5du4ZYLIbp6WmIRCKMj4/D4/HAYrHAarXiBz/4AW7cuMH7lmQyCavV\ning8jqmpKd6BUFW+vb3N3adcLsfY2BjkcjmCwSAnqTkcDpSXlyMcDvP4kMyE5JYWCAS8zI1Go5BI\nJLykl8vlqKmpYV09jSUMBgNqa2sRi8XgdDrR0tICj8eDuro65OTksC8gOzsbJpMJd+7cQU1NDZxO\nJy8sP8mkp66W2DZEmywoKEAkEsGhQ4eYDwOAl5jUkdBIheB7n8QQU2iJ2+1GY2MjfD4fu5hpnEax\np7T0XV1d5XQqylkg/0swGOTvKcU5EpZYJBJx7kVbWxuys7Nhs9kQi8VYFky7NeLVy2QyzgqQy+Wo\nrq5mX5BMJsPhw4fZ0U6I67856qVYLOYF44svvoiKigpYLBY888wz/ANaXV1lBUg8Hmcd+je/+U2k\nUinY7XZ84QtfwKuvvorvfve7GBwcxH333YczZ87g4MGDmJqa4vm/QqGAw+HgVjCZTPJC1WQy8Xyb\nAtBJlkZzu4mJCa5Gy8vLGQTV2NjIs8dIJAKBQICysjL4fD52AAN3gWs2m42ZLW63mzk1er0e2dnZ\n2LdvH+fKymQyDAwMQCaTYXx8HEqlErFYDC6Xiw1hxJ6prq7Ge++9h9bWVty6dQsDAwNQKpUM1aIK\n2+Vy8T6CZH5ra2vcKo+OjkKj0UCr1bK6RalUwul0oqurCz6fD5/97Gdx6dIlHDp0iF/wyclJtLW1\nsY6ZFlvXr19Hbm4uuwCJdpmVlYXt7W3o9XrcuXOHu6pkMsnac5vNdo9dfG5ujv0FkUgERqMROp0O\ndXV1vBxWq9Xswrzvvvt24rUGcFe+eOrUKTgcDnz961+H0+nEgQMH8B//8R/sACcdN2EC3nzzTYTD\nYczPzzNkS6PRcP4pOT2DwSATEGUyGYC7OQp2ux2FhYWIRCJYX1/nPYBer2fJp0ajgcfjQSgUYqls\nPB5HNBplO79MJmP1FEHV6MJNp9Oora2FzWbjwy+RSLCChrDA1AGThHd2dhZ5eXlYXV3lbNW5uTkU\nFhbypUAddHl5OcRiMY8jqVBpbGzE5uYmnwXEziJBgcvlQnZ2NqMN1Go1ADA+3OPxcBdF+GM6fFUq\nFfLz85kqS2HkyWSSx2O0pCUN/c2bN++5pHJzc9nASQVhOByGzWbjvUM0GoXBYOCMgIKCAu6OBQIB\nNBoNNBoNKisrUVNTA4VCwdJmmUzGog+iY36aZ0cO+2vXrvEL9Jvf/IYXijdu3MDnPvc53LhxgxdM\ndKPZ7Xbk5eVxbN/u3bvxox/9CN/61rfwy1/+kqsUr9cLu92Oixcv8sKRyJoymQx+vx+pVAolJSUI\nBoPM5yZ54Z07dyAQCDA2Ngav1wuRSIS+vj5MTk6is7MTDocDBQUFUKvVnJdLocwETbLZbBAKhcy3\np0zU7OxslmCRnHRwcBCFhYW4fPky2tvb4fP58NRTT+HWrVvM9KcPz4ULF/DAAw9gfHycccC0AGtp\naUE6ncZXvvIVxGIx9PX1obS0FH/+85+59aYX2+12sx6c5HO0WKLWHQAv2vLy8vhFtNlsOHToEHp7\ne9Hc3Ixz584hNzcXly5d4gXx5OQk3G43X6KEhfhkpJpSqeQ5fVNTE9bX1zEzM4Ouri5cunQJNTU1\nGBwchFAoxPz8PB9yZLCTyWQoLCzEhQsX8NWvfhXhcBgVfwls38lYwo8//hixWAzFxcX43ve+h8bG\nRg6i/9a3voXBwUEcPXoUt2/fvseHQB92Kk6o/Q8EAjyfXlhYwObmJvx+P+LxOBoaGrhwoHENabIp\ngYouUvq7kUTT7/dDKpXC4XDw7JucrplMhoPsKyoqkEqlmCnv9/s5gIXonMFgEKFQCOvr64jFYigs\nLEQ0GsXk5CR3J263m3OVaVxJ3UlWVhZzckgZJBAIGG1OOb6JRIJ3FYlEAk6n854xk1gs5q+XdoKf\ndN7SUpoUNDReoaIpNzcXu3fvZi+C0+lkaJnf74dOp8P8/DyPtMj5a7PZeNkK3F0sU7yk2WxGLBaD\n3W5Hd3c3ent7OZ2LfAIbGxtIJpNIp9Ps6KXdSFVVFUvEKY700z47cthrtVoMDQ0hHA4jKysLAwMD\n0Ol0iEQinCn63//933C5XHjttddQVVWFb3/72+ju7sa3v/1tPProo/jP//xPfP/738ef/vQn7Nu3\njzHIFosFGxsbqKys5EPjo48+QktLCxYXFwGAZ4Cf1M2KxWIIBAJcvHgRSqUSExMTrMOtrKyE1WpF\nJpNhtykpFshIlEgkuEr3er3cRm5vb6O/vx+7d+/Gxx9/jKqqKuj1ej6Q+vv7MTAwAOBuYMfTTz+N\nxcVFHD9+HLFYjJeOYrEY7777LlQqFVKpFEpLS5l1bjab0dPTgyeeeAJvvfUWDh48yOOv0tJSTE1N\noa6ujmVfYrGYvwc0wxSLxXwxURAyGUAoeaeoqAhlZWVwuVyIRCLQ6XQoKyvDrVu30NLSgvHxcWxu\nbuLy5cswGAy4c+cO8/OHh4cZqwuA80R1Oh2Kior4z62rq0NfXx9DziKRCM874/E4wuEwDAYDFhcX\nUVdXh3fffRfd3d349a9/jaamJpSUlOBXv/rVTrzWAO4C5i5duoSZmRk88MAD+OCDD5jF/4c//AEn\nT57ED37wA3R1deHdd9/F1tYWLl68iFAohMnJSYhEIp4XUyYq4YTpwCJMdUtLC6d5eTweBvVJJBIe\nS9LBp1Ao+NKkPOZUKsVjCwrYoKJJLBZzd7m6ugqtVsvxgiRVFAgEfLkRapmqYiJSUnoTGY/m5uYY\niTw+Ps468snJSWxtbXHAD1FiRSIR02rD4TBKSkoYo+Dz+eDz+fjdHR8fZ5c4VeHk9BUKhVy4kImK\nEAjkU1Cr1XA6ndwlEKZgaWkJy8vLkEgkuHnzJkpLSzE6OgqbzcbdN3HtNzY2UF1dja2tLbS1tTHF\ncn19HQaDAf39/SxfDoVCvN+jXU1RURGSySRLYmtqajA9PY2amhqoVCouHD/NsyOHPXExqHXKzc1F\nKpVCb28vnn76aUxPT+Pll1/G+vo6fvrTn+K9997DK6+8gv/6r//Cj3/8Y/T39+OFF17Aa6+9hqee\negrZ2dksB6Rwb7fbjebmZhw4cAAff/wxioqK2IhE8721tTUGD4VCISiVSk5cymQyaG9vh8vl4peD\nHI+3b99GMBjE8PAwrl69CrfbDavVykEJxIGnwOLz58+jpKQEer0eMzMzOH78OGZmZvDlL38ZeXl5\nOHDgADweD0QiEbRaLUZHR7ntc7lcaG1thUKhYNDak08+iddff51jz27fvo2qqipO5kkkEhgYGGB2\nPgVAqNVqjI2Noauri5VJm5ub2NzcZIkZfWDT6TTjYKmtz2QyqKqqwuuvv47vfe97cLvd2L17N7ek\nJpMJ+fn5KC4uRnFxMZqbm5FMJjE5OYnr168jGAyyjjmTyWBycpKXssQcogMuGo3CZDLB4XBAq9VC\nKBRieXkZzc3NsFqt3IZTapJKpYJer2e34k4+jY2NHDdXUlKCsrIyjrB85ZVX8PLLL+PixYt46aWX\nEA6HsX//fgiFQlRUVLAbfH5+HsXFxRAKhezFAO5eksRkKikpwcWLF1FaWopAIMAGPHK90j9T0UBh\n4sS8oQOQNP50wFJwRygUQjKZ5C6AgkW2t7cRj8fZkU3qI1Js0ZJ8e3ubD1caqVChQItUeme3trYQ\nCASQl5fHbKt4PI4PPvgAoVAIy8vLvFBdWVmBSCSCUqlkpArxaMrKyiAUCqFUKrGxsXFPMUP+A1IF\npdNp3hEQ0uHWrVvYvXs34vE4KioqoFar+V2miEVKhKutrcXk5CRjEILBIGcDz87Owmg03iN/pihG\nmlYsLCxwVsHq6iqOHTvGpN+SkhKIxWI0NTVBp9NBr9ejqKjob4+NQ2EZACCRSNDc3AwA+MY3voGF\nhQUcP36cde90EZBaIRQKwev1oqGhAclkEkajEW+88Qa6u7sxPT0Ng8GADz74gJHCTqcTer2e8QGL\ni4uMPZicnGSQVjgchlwuh8lkYodrYWEh2tvbEYvF0NjYyCMOAimRlG5+fh6Li4vMqCdlClUXBH4i\nBLFarWZU6t69e1k5s3//fvzud7/Dww8/jNdffx27du1CVlYWysrKmM/R29vLrfaNGzfQ1dWFvr4+\ndHZ24t1338Wjjz6K06dPs3798OHDrJXf2NjA8PAwqqqqkEwmUVhYeA9vh5KucnJyOEt2bW2N5Zdk\nLCG8AbFw8vPz4fF4cPz4cZaaEXuksbERra2t3NpbrVYO3iAcLqUb1dXVYWFhATU1NZiYmOCZL/kU\nSBnR09PD4zzgbigzHYo0BtmpR6FQcMVGs+n+/n4cO3YMZ8+excGDB3kO9+KWvwAAIABJREFUXFVV\nxXPxgoIClJeXszJNq9Viz549nHREqNxYLAaZTIYTJ07A7XZzMhdFBxK/id5HAoJRAHZ+fj6PfQwG\nA4B7jV8WiwXl5eW4du0ayzYXFxcZv6tUKnk0QjsaCtag5bBcLufEMVqG1tTUYHl5GbW1tezFqKio\ngMlk4pEkudGp49fr9SyQAICysjIuCoxGIy+o0+k0MpkMIpEIY8xVKtU9fhnyd6jVag5poUxrQimX\nlJQgmUziwQcfRDqdZqaQSCRCU1MTQqEQtFotm6GKi4t5lxGNRmGz2dDe3o7h4WE0Njayg35tbQ2l\npaWYn59HWVkZRkZGkMlk4HQ6uVih7N2enh5oNBr2CdCfT5d8KBT61O/mjhz2VF1QJuf29jaGh4ex\na9cuvPPOOygtLYXL5YJUKmV+xfLyMvLz87GysoKGhgaIRCKUlJTg9u3bOHr0KOfIDg8Po6uri7nu\nv//97wGAKXzk3NzY2GD0K3Hkid2iVCohlUq5kiVFQm5uLurq6lBTUwOdTsc6242NDT6sAoEA9Ho9\n1tbWuC2lfNC6ujrOwKXQkNbWVv6wLC0tcUpWbW0tbt++jccffxyBQIAVCuFwGAsLCzh06BDcbjey\ns7NhsVjwzjvv4Dvf+Q4TEefn5/Hss8/CYrGgsLCQR02bm5tMCiTHXjqdZk17V1cXOxJ9Ph8sFguE\nQiEfJMvLy1Cr1UwWpJeRWux4PI6ysjKuMnU6HQoLCzl/NpFIoLm5Gf39/aivr0cwGORZZ1lZGVe0\n1OKbTCZ2QtbX12NlZYXxsbFYjCWY5LAkF+9OPSSPpIWkWCxGT08Pjh49ijfffBN1dXU8KjAYDMxa\nodkx8XQI+GU2m3nkJZfLWXGSn5+P3t5eaDQajIyMIBQKMawsHA6zdI8oqrQAzcnJQVZWFhQKBbRa\nLSorK1FeXo6trS20t7fDZDJhbm4OFRUVWF9fZ+04cZ3osyOTyZBKpVjdRgUEucPJW1FUVMTdJn1t\nBCQjHT8tVGnOTrGjFRUVbPI7evQoysvLGf1N9FSVSsUyS7lcDolEgsLCQgbFbW1toaGhARMTE+jo\n6IDf72fzWn19Pat1SBzxycuMUOoUbp6Tk8OdI2VRFBUVQSqVYnV1FcFgECaTCQMDAzCbzYxhJ+Dc\n4uIiFAoFZmdn4XK5YDKZEI1G4fV6WYBCHKRoNAqRSITi4mL23RD989M+O3LYx2IxPrikUinm5+ex\ne/dunDlzBo2NjVhZWYHX68X+/fu50qO28ZOSvsrKSrz77rt4/PHHcf36dc5HVSqVMJvNuH37NkpK\nSnjRRZQ+sViMvr4+XhKFQiF0dHTwdp3axUQiwVXjysoKR+W99dZbsNlsmJ2dRU5ODkuuqD0kLCsZ\ni7KysrgCoszbdDqNSCSC4uJixGIx6HQ6lhROTEzAZDLxnmBwcJA/ICKRCAsLC2hpaQEAJvV5vV7o\n9Xo4nU4UFBTw7xGNRtmaT+lWc3NzKCkpgdvt5lbXbDZjZGSEJZR0EbS1tWFwcJAzPilpiBZ0pG2m\ntpxQrmtra6isrGTAHUG8ysvLUVRUhNu3b6OoqIirXJ1OB4lEwqO2eDwOv98PjUbDy7impiYMDQ2h\nsbGRGT0lJSXcGpNqZSdBaARio/0HucTfffdddHR0YGVlBaurq9izZw9mZmZQWVnJAeM+nw9KpRJe\nr5f58BQKT9r4pqYmmM1mXL9+HWazGVeuXOF0MYJ1Xb16FTqdDtFoFOFwGG1tbcxeAsA7KhIteL1e\nzsGlpaD9L5hicorHYjG43W7eA5BajmBh5Imgy4S6QDIw2e12zmQlXIZIJIJAIOBQcFJqUSoT5Tas\nr6+z5JnCdqhIoxEXzea9Xi+PbGlHpdVq0dPTg7y8PAYrkmfj//7v/1BfX4/Z2VkuxIhnTzgLujRo\nbxKPx9HW1oZAIACLxcKMo/LycqbQkvGNikuhUAiPx8MyV8I3UNpec3MzxsfHUV9fzzuR/Px89vjQ\nKOpvLqlKIBAweEitVmNqagrV1dX47W9/C51Oh9XVVUxPT+PIkSO81EylUvziiEQilumRU299fR0m\nkwmRSIR1zMTFpuqooKCAZYdnzpzhtsjhcEAmk2FjYwOhUIi3+4FAAMFgEIuLi0wj1Gg0EAgE6Orq\n4mqjpqYGUqkUY2NjPOdXKBSMG6ZAcTJRbW1tIZFIIB6PM2Kh4i9JWNFoFH19fTAYDMjKysKf/vQn\nBINBTE1N8YyTFl/Z2dnIycnhhBypVIqhoSEGbq2srODtt9+GwWBgOqLFYmFiJcWlSaVSBAIBRCIR\nplx6PB6Gvc3MzLB8jizxxMWhA55gTnSR0SiDfAFOpxOZTIZdthRT5/f72VxCag6qhihhLCsrC36/\nH7t37+bvlcvlAgCeL1MlutPzeqrCSRmztLSE0tJS/OQnP0FjYyNWV1cxNTWFz3/+87h58ybq6uoY\n7EeLXIVCgerqagiFQtTX17NaJB6Pw+12Y2FhAX6/HwMDAzh69Ci2trbQ2NjIxcTY2BgSiQSP5WiZ\nSVx1svqHw2FWdlGMHyEDnnrqKajVapYpkgqNuD6kYqOuN5FIQKfTQalU8v9O2nm1Wo10Og2JRMLf\nDxpVkOeD3KO078rJyWHMQTKZRFZWFhYXFyEUCuF0OrG4uIipqSm+VAkp4fV64ff7EQwGOfR+YWEB\nU1NTzKuhsQqFC4lEIqRSKQgEAuY1lZWVQSAQsBs3Go0ikUggGAzCbrdje3ubfT12ux2RSASFhYXw\n+XyQyWQc8k7yaupO6TNMGbs0gquoqODidHp6Guvr6zz6UqvVLGygcfSneXbksN+9ezfP1PLy8tDU\n1ITz58/zob64uIjc3FxGAJeXl8Pr9cLpdOLw4cO4cOECz+OTySTf+IRZ8Pl8rFohOiYFWjc3N7PB\nhHgfWq2WJZnE9aawcpFIhL179zLygPj0Dz30ENbX16HVaqFQKNiFV1RUxCnwVHVsb2+zwYSkeDRv\nnZ6e5vGURCJh3DDpo0dHR1nPTjPKnJwcLC4ucn5vIBCAWCzmBRt1GdeuXcPnPvc5VifRDLGqqoo7\nJpFIhIKCAoyOjiKZTOLGjRsQiUTMSdfr9RgZGYHRaITD4WDPw/j4OMrLy+F2u5kbQpb8UCjEkjux\nWIylpSVGNEilUu5oNjc3uUInuSexS2jRS4ogqVSKsrIyzM3NMTuGLjgyHH1St7xTD+moNzc3IRKJ\n0N7ejp/97Gc4dOgQVldXMTIywojfc+fOoba2FoFAAG63G6dOneJ9CC3OaQxCfBZyllJKVCaTYaWM\n2WxmJc3m5iaHaE9NTfEehqpDYsM/8sgjGBkZwYsvvsjL/C9+8YsIBALYtWsX+ykIDEgXtVgs5ply\nR0cHXC4XOjo6uFtub29HKpViSSl9X4xGI+cgLy8vY2Njg/9elEZFWnWax9PPnjpQCgWni5BGKz6f\nj9VK9D0TCoVYXFzExsYGFhYWuBulLp7Y+wsLC1haWmKjG8lMaTRI+8NPMqJqa2vhcDjg8Xj4kqKO\nJxwOc+FCxRDJraVSKXOH6D9KpRJ2u51HrXTBjY+PIxKJwOVycWH7aZ8d+VQQGIhUAxQnKBaLMT8/\nzyOcnp4eNDc3I5FIwO1284ycJGEOh+MenkwwGIRer0dubi5XSD6fDxcvXkRVVRVmZ2fR3d3NVvDS\n0lIkk0keEZWWlt7j7AOAXbt2YX5+HseOHeNqiIiCt27d4grqkwgCmldvbW1xWHZpaSkuXbrEqFK/\n38/2dZPJxCQ+qrTtdjtXBVTRUX6n2WzG1atXsWfPHtYid3d3Y3Z2Fq2trZyGQ2wSUnjk5uZiaWmJ\nQx/oQqXQaAqWSKVSHCpuNBoRiUSQTqdhtVp5xBUMBrmaInv97OwsGhsbMTw8jNzcXFy9ehXFxcWs\n5V5dXeWRk0AgYGft6uoqPB4Ps3yIW6LVaiEQCBjARd0RaatJ009RjLFYDBqNhpkmO/GQAoMOw5mZ\nGa7eent7MTU1hf379+Ptt9/mWbrL5YJarUZBQQH6+vpQUFCAhYUFVo7RO1ZbWwuRSIS2tjb+Oi9c\nuMCXd319PY8OyTuysrLCmAAArHjKzc3Fo48+ivHxcTz33HOYnJzkAJ7Ozk709fUxjZS+HhIe6PV6\nbG5ucq5AQUEBrly5gtzcXMzPz2N5eRllZWVsJAyFQnwxERWUVDwOhwNOpxOrq6soLCxESUkJ3n//\nfezfvx8+n4/VSvF4HLW1tRAKhdw9VVVVIZPJsKGL0N409iDmPnXU5Kyl9CdKyiIfhFAoxOrqKmw2\nG0dg0hh3enoaiUQCU1NTvCfJycnhrpdyd91uN7OvNjc3kUql4PV6OUGOxkSEKqZlOcEf4/E4L2EH\nBwcZfuZwOLiw+rTPjhz2c3NzAMDVCzkDFxYWWBJlNBpx9epV1NbWMtqT5pvV1dXMsqFlkMPh4MDh\nlZUVlnVqtVoOsF5eXmalCIU70HhCKBSitLQUIpEIiUQCGxsb/HJptVrI5XKWdx48eBALCwtoa2uD\nSCTiGzkvLw8bGxv8ZxNcymg0wuv1cgABkQyFQiEcDgfD1iKRCGQyGQQCAbRaLY9JMpkMNjc3WTo2\nPT2NK1euYGNjg2VqlLTV1NTEc2+alRPfRyaTYXh4GM3NzZidnYVUKmVYUzweh1qt5qpZJBJxkEU8\nHsf09DQqKirY4k1MnNzcXKyvr0Mul+PMmTMwGAwcHVdQUMBZsyqVCnv27MHc3BzOnz+PO3fuwO12\nQ6fT8Q6ALkqyoJMfgBgqZIunX0dMnZs3b+LZZ5/FW2+9hdra2h01VRHul8BldGCRnJYQG+fPn4fZ\nbIbVaoXD4WDjYE1NDccE6nQ6aDQaPjypa6UFJo0o4/E4ZmZmUFJSwjuawsJCVqkUFBTAaDTes6Cl\n1DSqfpeXl7G2tobDhw/jzp07MBgMWFtbw8LCAleTNOagcRuhNEh2vLi4yJ1lLBbD2NgYZDIZI7cp\nMrG5uRkFBQWs+KK8AypeSGZJoUX79+/H9evXOXKSRj7UPRPyY35+njMNSFCRm5uLaDSKvLw8CAQC\nSCQSzuGdnJyE3+/H+++/j7KyMtTW1vK+ig7pnJwcCAQCLC8vM/uesBR2ux05OTlQKpU4evQotre3\n0dvbC4FAgKmpKSQSCf5+ExKaOhVCgxD6mUY76+vr7Ksg5LTRaMTi4iKfT5/22TGePbUp9FLSDJlm\nZKlUCnNzc8jLy2MreX19PS5duoTa2loe69D8lmLZotEo2tramNyn1Wqh0Wi4cqCDlUYnxKHOzs7G\n1NQUlEoly6gOHz6MDz74ADU1NQgEArx0MpvNmJ6eZtQALTmJa02/RywWQ15eHgd9kDkkHo8jJyeH\nP+hjY2NYW1vj1Jxbt27B6/UyypXCnwlXu7a2xjuCUCiErKwsVFdXM9ufXHk6nY5Tf6hboREXScLk\ncjk0Gg38fj/q6+tZZ09VdzKZxGOPPcb5qLOzs1hYWOCu5pe//CV0Oh3MZjMsFgvGxsZw3333QaPR\nQCwWo6WlhSPdyNm5ubmJ4uJi3LhxAzqdDg0NDbzoJf08Gb6ogiTYHAHiSGYpEolw/vx5HDhwALOz\nswxn26lHIpFAq9WisbGRLyda7OXn56OyshJCoZB18ZSZbLFY0NfXh4aGBni9XkxNTTFSobS0lI1G\nbW1tyGQymJ6eZggZISmUSiWWl5dhsViY9WI0GvHoo49yHnAmk4HH48HDDz+Mt99+Gx0dHbDZbAgG\ng4xVuHXrFnPf19bWuBPw+Xwcr5dOpznwZG5ujhkv4XAYubm5PH6Ynp6Gw+FAYWEhcnNzcfHiReTk\n5GBpaYlHj1qtFo8//jj/fjqdDqOjo6xmMhgMuH79Ou+Ktre3UVlZyd4Rig3d3t6GVqtFNBrl6piW\nxrTT2NraYpWYUqnEwYMHsWvXLnavy2QyXL58GZlMBjdv3kQsFrsn8Ly6uhoGgwGbm5vYv38/Kisr\nUVVVhZKSEvT390Or1XIXoFKpmM8ViUQgkUiQTCa5Q6JdCvGvqEAjSF0mk0EgEMD999/PCGeSoX6a\nZ0cO+3Q6jaqqKgaD0Ry3sLAQgcD/Z+/Ng+Msr+zh0/umbvW+Se3WLkuytXjfF2zAgE2AuICQgMNA\nQggzgTCTSYZMTU1NFjJJarIMEyZDMiQGHGJWm2TAxmDFNl7xKtuypNbSi6RW7/u+fH947i37++9H\nquKaom9VKgU2Wvp93vvce+655wRRrVaxZ88etLa2wu/38zDOZDJhcHAQWq0Wx44dY3rjoUOHmOc7\nMjKCDRs24MSJE2hubmZ9CaoiM5kMWltboVQq2YN18+bNbPBN0sI333wzfD4fO2YRNk7SpXRrE25M\nLAWpVMpaOqTv7vf72ZyD2vJisYiRkREYDAacPHmS1f7Onz/PzjvxeBxutxsikQjLly/noVJjYyOz\nmejCI8MLqVTKMr9Lly7FyMgIjEYj4vE4MwuIQUHdBjlL9fT0QCqVsiyFUCjEmTNnMH/+fCSTSQwN\nDbGU6549e7B69WrodDqIRCK0tbVBpVJhZGQEDocDzc3N6O3thU6nw+XLl9Hf348PP/yQaX5ms5m9\nQ+12O7e6JJesUCgQCAS4AKB9CzJvIGtImUwGv9/PW7ikrXSjYnh4GBaLBVKpFCtWrEBTUxN3h8uW\nLYPRaMSLL76IgYEBJBIJuFwuts7cv38/K3m2tbVBIBDgrbfe4vfgwoULuP/++1mqgtgugUAAJpOJ\nIQrSUclkMtixYwdOnTqFzs5OKBQKTE1N4a677sLU1BR32ASV0dCQlEtJjx4A8/U9Hg80Gg3DaMlk\nEi0tLVAoFGxOnkqlcPHiRQgEApw6dYoLjr179zJUunbtWpYxv+eee9DU1IQPP/yQL5Xp6WnMzc1x\n5z43N8eEgVKphL6+Png8Hl6IIhqoUqnkzVmDwcA/Dxmtk69uNpvF5OQkpqamIJVKsXfvXpbosNvt\nLA0uFAoxMDDAS1qbNm2CUqnEli1boNfr8dFHH2Hp0qXYs2cPFi5cCIVCAb1ej+7uboadSQ6DugCa\nM5HZDslhk0oqcHXQT8WjzWaDTCbjHPNJ44Yk+9bWVrz22muMRatUKmzYsIEXB7q6unDlyhU2vwgG\ng7DZbAgGgxgbG4Pb7cbp06cBAJcvX8bY2BibOA8MDODAgQOY+l9N6msNSWgo0tDQwBfMQw89xNog\nZAih1+uxdu1a7Nu3D/39/Tz8yeVybM5Aq9JEOyTIhCp9pVLJdC3gqhF1U1MT842FQiEmJyeZ3nj+\n/Hn09fVhcHAQKpWKK6FwOIwtW7Zg3bp12LdvH2w2G1vBEW+9qakJkUiEB7vkA0uGH0ajkaf4tExC\n7KNkMsmKhpOTk/jCF76AeDzOiXpwcBAikQiBQADVahWtra1wOBxQq9XYvHkz/H4/O42FQiEsX74c\nx48fZ+0Pj8eDzZs3w+VyobW1lTnxa9euZc0PkkrQ6XQIBAI8N5ibm+O5ABlk08CMWmOSbiY9EUr4\nNyrWrFmDqakpNDc3M/zy7LPPor+/n6UFqGUfHx9nj1KqrC9cuACBQACfz4c//elPmJiYQDgcxuDg\nIB577DHs3LkTer0eMzMzmJ6eZgkK0hCiRD8xMYGHH36Yt6dbW1tx4sQJ6PV6bN++HW+88QZuv/12\nltumi2LlypW8PETVJTHKSLqhubmZ5QGIZmm1WnHp0iVmT8ViseskwulreL1eZLNZFmXTaDRoaWnB\nr3/9a8bYqbiiJa3p6Wk0NTUxVZjkGMh4nKp9WrwjU3eCzZRKJU6fPg25XI6JiQl+T0lmPZFI8Pla\nu3YtvF4vvvnNb/JWa3t7OwqFAh588EGUy2W4XC709fUhFArhgQcegMfjgcFg4CLw9ttv590Ekjgg\nBIPYSiRvQQuSY2NjEAiumrDTtjTtDhDLSqfTsfrnJ4kbkuxPnTrFUqGLFy9mPeyZmRn09/ejUCiw\nZeD09DT7Sx4/fhxSqRQHDhyA0+nEypUruRKktpIqDzL7oG26uro6NhuPRqMsiERMF7lcjvPnzyMS\niWD16tV45513mAXidrtx5coVVKtVPPLIIzh+/DhGRkYgkUgwNzfHW3CEd1PyIoop6e8Qo4V4xVS5\nK5VKbNu2DRMTE6x4RxZoKpWKNysNBgNjwna7/ToojDjTJGNMJtdWqxU+nw92ux1isRipVAq7d+/G\nF77wBezbt4/ZD93d3XjhhRewevVqJJNJyGQyrF+/Hvl8HufPn8dDDz0EnU6HpUuXYmxsjIXqyHHp\n3LlzsNlsUCqVePXVV+FwODA+Po7Dhw9jyZIlOHbsGEMQAoEAN910EyYmJtg9qFKp8AJJb28va6IX\ni0XGb9PpNGw2G3OgCdahYTTNSW4kG+fYsWOIRCI4cOAAHn30UaxduxbPP/88Xn31VVY2lclkiEQi\n8Hq9vMx06tQp7lzIOLu9vZ1hqyeffBKvvPIKNm7ciHg8ju7ubgQCAb7EfT4ffD4fM5xIS4Y02Pfs\n2YPGxkZ84xvfwNtvv43Ozk44nU6+NOLxOL75zW/C5/PB7XZDp9MxfAaAOeHXBrF0yLGJvB6ute2j\nwiKVSmF4eJgrd6/Xy/pKk5OTTKsm4/JriQ60PEj4fqVSwZEjR1CtVnHq1CneXcjn83j55Zd5RnL5\n8mVmdl26dInFDgnGJcaUSqVCR0cHnE4n9u/fj69//et4//33MX/+fDQ3N+PChQu4+eabYbVa8dxz\nz2HLli3w+Xz44IMPsHHjRladJWYR7VBQx0+SMMSA8ng8yGQyvA/i9/sxPT3Ny1yERtCZJl9hrVb7\nf5Nn7/V6sX79ekSjUR5eabVaSKVSeL1e1NXV8QBy/fr1uHz5MoaGhpjGtWLFClZBXLlyJTZu3AiT\nyYQNGzYgFAphwYIFWLt2LRuMEG3K5/Ph3Llz3Pr993//N7LZLEstzJs3Dx988AFTFEdGRhAOh5HL\n5bBgwQI0NjbilVdewfLly5llQC9Fc3MzV1c0gAHAJtsDAwM4e/YszGYzTCYTu9CfOHGC6ahGoxEd\nHR3w+XxMMTtz5gyam5sRiUQwf/58ZDIZBINBaLVa1h+hBE/sH61Wiw8++ABbt27F73//exgMBths\nNtjtdjz33HMQi8X467/+a5w9exb9/f08NHrllVfwj//4j9i9ezc6OjrQ1taGffv2QSAQsB1joVDA\ngQMH8NJLL8Hj8WBoaIg5/x988AF6e3t5BvL3f//3+OMf/8hDxUgkwhAGsbLohSQnJZIypmG9UCjk\nZNHd3c3Y5rU0TdIzEgqFCAQCN+JYA7iqt+71erFp0ya8+uqr2LlzJwqFArq6utgAnCrPubk5fOlL\nX8LExASGhoZ4Gei+++5DOp3G5OQkHnnkEXz5y1/G8ePH8fjjj+NPf/oTQqEQHnroIej1esyfP599\nWIVCIdxuN+LxOEKhEFwuF8rlMj788EN86Utfwrp16/Dss88ikUigqakJ586d42WiLVu2oLe3F9/7\n3vewefNmvjRosNjZ2cnKpSKRCJlMhvWTyBDd6/VCrVYzxEOwJcke6HQ6rnCpK47FYnymlEolD5Up\nScrlcp7hkd69RqPBkSNHoNFo2H2KbEkjkQjMZjMWLFgAkUgEu93Og9p4PI5ly5Yhm82ymNqlS5cw\nMzODoaEh7N27F4sXL8ZPf/pT/pn27t2LBQsWQCwW44UXXsCtt96KRCKBDz74AM899xx+85vfYP36\n9TwvWbZsGerq6ni7li6wtrY2RCIRNnKpVqsszJZMJpFOp9Hc3Ay5XM57DLTTYjQaoVKpYLVa/yyI\n8oYke6IfVatVVpMDwFxTWvLJZDLYtGkTcrkcGhoaeOtv4cKFmJmZgd/vR3NzMxYvXozf//73uO22\n23Do0CFMT09j8eLFjFcT3lgqlXD58mVYrVaEQiH09/ez0uITTzzBru49PT2wWCw8uJqdnUV9fT2+\n+tWv4re//S1bxdEglPj4q1atYnctqjTIVmx2dhYOh4N/P7VajcbGRr69p6ensWbNGkxOTvJwj14q\nauWXLl3KW6IWi4Upo9lslhMfKVbKZDLs27cPdrsd7e3tbLmm0+lgNpvx1ltvYevWrZicnGSqqkQi\nwdGjR/lA5fN59PT0QKPR4P3338ePf/xj/OlPf8K9994Ls9nMyz4OhwOxWAyzs7Po7OyE3+/H2NgY\nFi5ciKn/NaehRa/h4WFW51yzZg28Xi+CwSCWLl0Kr9fLOufUAcRiMZZavlapUCwW8++/ePFinDx5\nEmvXrmXmx40KnU6HYrEIn8/HLXksFuNZR319PSKRCCKRCB577DEWBaNEfeeddzIdc8mSJdi+fTv+\n6Z/+Cffffz/27t0Lr9eLu+++GyMjI1i9ejUXFiKRiBd3xGIxlixZAo/Hg1AohOeffx7Dw8P4wQ9+\ngM7OTpbYHRoagtvthsPhwNe//nV897vfZZcxMs4mlllvby+GhoZYKoM2qUnZ1WazcXerVqvR1NTE\ncJVIJEJzczMvjtHfE4lEGBsbYxgonU5jZmaGJTiougXAWDUpS5JvM51Dp9MJu93O3fSqVasgEolY\nQAwAz9eoa+7q6mLI8DOf+Qz/nb6+PkQiEXz00Ufo7u5GtVrFW2+9hUWLFiEej+P06dO49dZbMTk5\nCb/fzxTqy5cv45FHHsHvf/97bNiwAYlEAoFAAGvXrmUbRrpAaa5AIot6vR4ajYZ17AuFAqrVKvr6\n+nDmzBmsXr2alUU/adyQZH/33XejoaEBer0efr8fKpUK7e3trK9NG7G33HILb9iR0p9arUY8Hsfl\ny5cxMzODxx9/HL/85S/x0EMP4eTJk0gkEsjlcti8eTN27twJi8UCt9vN0A3ZARK/vlqt4sknn+RL\norm5mWEWl8vFt++6devg9Xpx8uRJ3iqkC6lcLqOxsRH19fUYGxuDVqtFNpvlyX+1WsXExAQaGhpY\ns3tgYIDpg6RF09XVxVWp0WjkZYtIJIKhoSFs3LiRW0BaTycDh2jG8T0VAAAgAElEQVQ0ylu/1ErT\n793e3s5GIOQ9Oz09jWQyyVIUQqGQ9f7dbjcrY5LeyIkTJ3hpiWwRSTb35ptvhs1mw8DAAFpaWpju\nd99992HXrl246aabEIlEEAgEGJIaHBzkxbjx8XGWgKZFM3rZ6aKmTU3yDwiFQshmsxCJRFi5ciWO\nHj2KZcuW8ZzmRoVIJMK2bduwY8cOzMzMIJ/PM933ypUryOVy8Hq9eOSRRyAWi+HxeKDT6VAqlbBu\n3TrE43G8++67CIVCeOqpp/Dd734Xjz/+OAYHB1kIbfPmzdi9ezdUKhUCgQASiQRb+VElGQ6HUSwW\n8a//+q/YtWsX3nvvPaxevRpWqxXj4+M4fvw4n+1bb70VLpcLH3zwAfr7+yGRSPjiyOfzsFgs0Ov1\n7DFLsA11lrOzszwAJXmAZDLJhUw2m4XZbEalUuElOdohSKfTmJ2dRXt7O+LxOG+YRyIRlmYmVVNa\n4qKhvNFoRFtbG8rlMlpbWxnSTSQSbPdImjLUSRiNRixcuJCtG6nbpEpbJBLhwoULGBkZgUAggNvt\nxoEDB2A0Gtn1KxqNoqenB6+88gqcTifcbjdGRkYYT6et/4mJCZaCee+999Db28vCfsQyy2azAMAy\nDFTsxGIxiEQiLFy4EKdPn2YROPr7nyRuSLLfu3cvent78eqrr6K7uxtWq5X59uVyGclkEosXL4ZM\nJoPP54NGo8Hw8DCv91+8eBGVSoVfDjpMpNfd19fHyzvkcUk0uGg0inw+z8Ph7du3Y3R0FIcPH0ZT\nUxPLxdKSVzqdRk9PD9avX4+dO3eip6eHvw7p3dfX16OhoYEFqEhJkxgzNMSixYtSqcSeqxaLhQ+v\nw+HgBa2Ojg42QyaZ4O7ubrhcLiiVSr7h6+vrmbNMPy8JlBHeS0qCcrmcue+0uUdzAWII0So9GWgA\nYIx5aGgI99xzD9vuEcPgxIkTePDBBxEIBPgSz+fz7KtpNBrZm5NE7miYRXsGarUahw8fhkajwcjI\nCABwNU/Vnc1mg9/vZ0ckuVzO7CEa3JL+y42K2dlZbNy4Ef/wD/+AFStWYNWqVZBKpewiFQ6H8dBD\nD8HpdOLjjz9m0TdygTp69CiSySRuueUWhEIhTE5O8mo+qVJOTk5iYmKCrQGJKkv6T+SS9Mgjj8Dj\n8eDtt9/GokWLeGZE5tXRaBSLFi3C1q1b8dxzz2H16tXcVU9OTvKCltVqRSqVuk71kVhmRAYgjSK6\nuIhkQOfIZrPxIh3REckrOBQKwWAwIBwOM9ZPPgrEFCO9JHqPCc8nqQbSo8/n8ygUCiwsp9Fo+OwR\n1ZP8X2kZi6Cq9evXI5VKobe3Fx0dHXx59fb2spUiBRWHiUSCKdAEeZJ667lz59jVjnwy/v+GK9dW\n+JRPwuEw2w9evnwZHo8HR44cwenTp+H1ej/x2bwhyf7f//3fceDAAXR2drLOdqVSwezsLKRSKTZt\n2sSr8bT5Sro2tFxTKpWwZMkS7Nq1C729vXC5XEilUiiVStBqtcw/J/lesjEj703ahB0YGMCLL77I\niZ7kjmkFv1gs4s4778S+ffvg8Xi4AiHHGFrA2rZtGwYHB5nmRcJWFIQzUzVKrRxVoiRORU5SlUqF\naXtkRm61Wpm1QpWRXC5nmQiCPKitFwqFvN1KFVUikeDFLVpQImz8WtoXqR2SXpBAIMDIyAhaW1sR\ni8VY3EkoFPK84+zZs6irq2MNlT179mDVqlX4zW9+A4VCwaJWb775JrfDtLU7MTHBK/7xeJzpaFqt\nlvcY5ubm0NTUhFgshs7OTtZ5efPNN7Flyxb85Cc/Yb75jYply5bhmWeewdKlSxmnTaVSGB0dhUgk\nwmOPPYaFCxcyx/38+fP8+9PGcF1dHW677Tb89Kc/ZXYPbWOS/ASxUJRKJc8vaL0/EAhg48aNuPXW\nW/GjH/0IXV1dLNMxNzfHMIxOp8OOHTuwc+dOTE5OsqUmXajUtd511104efIkq4xSQqZnVKlUYDQa\nuWATi8WwWq1s70nyHUQmoJkSDXATiQQWLlzICqb0tdVqNcbHx5FKpZgIQd+bkiQx3khfiLpX0sux\n2WwAwDr8DocDqVQKHR0dPA+gi8PhcLBBD8FryWSSt8CpIi+VSjh16hTq6upYUyqVSqFYLOL1119H\nJBLBhQsXEIlEIJVKMT4+jqamJgQCAYZcZTIZFAoFMwVJvuHMmTM8gyuXy3j99dcRDAaZwEIy6p8k\nbkiyv+WWWyASiVAul1mciES2br75ZphMJhw8eBD9/f282VcoFLB8+XI2PSYGj8/ng1wuRzAYvM6Y\ngQTPyOQXAJuc0P8/+OCDeO2115DNZll4yu/3w+v1sqn3okWL4Pf7ceLECV791mq18Pv9qFQq7KvZ\n2dmJkydPsslBtVpFIpFgSVf6fXO5HObm5tDX18c3OflMZjIZljZwu91cQREeS/xzGsKWSiWIRCKc\nPXsWnZ2d3MkUCoXrXH9o0YsE0zKZDMNEJLpEejaNjY1oa2vDO++8A6lUyvaMJGtAvP9EIsHc7ImJ\nCV4MIe0Um82GDz/8kPHNvXv3siIgPbOLFy8iHA5DKBSyA9ChQ4egVqt5GEUyDkKhELOzs6wLTr62\nCoUCb775JrxeL55++mns3bsX7e3tN+JYAwD+7u/+jvcVwuEwy38AwKOPPoq2tjb8/Oc/x4YNG1ia\n2O/3Y2BggKvb1atX48CBA7xhSUYiBLWR9AGddfrMCTrMZrP42te+hh/+8IeseplKpa4jG1gsFtx7\n773weDzYtWsXmpubMT09zTBTqVRCPB5HQ0MD+vr6cPLkSfT09PBmp8fjgUql4mEkCZYJhUI4nU74\nfD7m6JPaKkGAlKiJSSSXy1lvhwgH1K2Rvk8ul2MohwoV8i0gT2KBQIBMJsPihGSGQhIcTU1NWLly\nJU6cOMGQcaVSgcPhgFarxdTUFJqamlgbi2QPTCYTF0hE5aa50sTEBENOxPghuK1SqUChUODo0aOw\n2+3Yv38/O20RfZS49qTJRdpGtDQYi8UglUpZav3aAvL/NW5Isn/ttdd4jd7lcjFl67Of/SwKhQLO\nnj2L7u5ujIyMwO/3M71uxYoVGBsbQy6Xg06nw6FDh9Da2soOSITt0iKPTCbjqbpYLIZQKOQE+bWv\nfQ3Hjx/H2bNnsWLFChYRI6GpfD6P7du3Y2pqCi+//DJ0Oh2uXLmCaDTKSzPkizlv3jyGhShRnTlz\nhvXdyfCEeONmsxmRSIShB2KypFIp1NXVMS2VqkLi25I2D1V4xWKRHX7o55HL5ZzUZTIZnE4nu1aR\nTPPc3BzuuOMOvPXWW3jggQdw/vx5jIyMsJn3kSNHsGjRIlZKVCgUuPPOO5FOp/Ef//EfKJfLGB8f\nZ+ogKQmq1WqMjY1xRV6tVuF2u2E2m7F161YkEgmsW7eOJWqpk6hWq7h48SIymQwGBgaQyWTQ0tLC\n3QrRWc+ePYv58+fj9OnT3KaTOuLbb7+Nnp4eaLVahEKhG3GsAQA/+9nP+KI+e/YsD+N//vOfw+Fw\n4PXXX8d9990Ht9sNr9fLXPB7770Xly5dYhe19957D0uXLuXkQYmDdM9JDkAqlQIACoUCc9+/853v\nYN++fTh48CBuu+02CAQCuFwuVnHV6XT4z//8TwwNDWHfvn0YGBhANpvF2bNnuYMgT1StVouRkRHW\n10mlUmxmTnMvk8nEMKDFYuEhKe1BEPZN0gG0G0BwBukC0QIRmYLQ2WpoaGDJX/Iipu3skZER9Pf3\ns2JsOp3G9u3bceTIEXz1q1/F7Owsa/tv2rQJr732Gu655x74fD6ea6xZswYGgwGHDh1iOCUYDPKS\nJNFKaZdDpVLxNm5LSws2b97MEhkqlYpluWmGFggE4PV6sXLlSiSTSbS1tbEOFHD10h4dHWVaJkmY\nkH5YuVxGc3Mz61t90rghyf4Pf/gDKpUKM1bq6uqwY8cOTE9PY2xsDMuXL8f4+Djz7EUiEe677z7G\nqwuFAtt+iUSi6+hmlCQOHjyItrY2TE9PswAXtWsbN25EpVLBH/7wB2zcuBHlchl+vx8ejwe5XA7N\nzc14+umnsW/fPtx1112sdbN27VpcvHiRueXEpyeaFA2jqtUqjEYjEokEV+M0jATAA0bCIYkzns1m\neSBrMpl46KrRaOB0OjE2NoaGhgbYbDa4XC7Wl8/n8/y9SIyNjL4lEgnC4TBDRul0Gm1tbVi4cCEO\nHjzIXP9AIIBbbrkFbrcbL774Im9BBgIBaLVabN26FefOncPtt9+Ouro6RCIRHqLqdDoMDw+jWCxe\nt9RFolvj4+PYsWMHjhw5ApvNxk5M3d3dDDERnkpbhmTxSEtwRqMR4+PjMJlMTLUTi8WwWCwArsJp\nQ0NDWL9+PY4ePXojjjWAq3z3pqYmlnkWi8X4/ve/j7179+K3v/0tNmzYgDfeeAOjo6OYm5tDsVjE\nU089BY/HA7fbDbFYjPfffx8LFy5EPp9namE2m8WyZcug0+lw6tQplgugC56G/U888QSkUileeOEF\nfP7zn4dWq8Xo6Cg8Hg8CgQBWrVqFnTt34qWXXsLixYuh0+kwMzODmZkZTt5UIFGQvDYA3talRSba\nA5mZmQEAaLVa1pqihEeVPM2nCB4ko5Gm/5X3NplMaG5uRiaT4QKC+P209EjsM7vdDpFIxBAjXZyd\nnZ1obW3F/v37IRAI8M4778Dn8+H+++9nqeNKpYKTJ08iEAigqakJn/vc5/DHP/4Rq1atQjgc5i1b\nojt6PB5mANElS9LisViMuxCilxINWy6XM1U8Ho+zIq7NZmPJDLvdzvRLWvok2qrT6eSNewDo7OxE\nJBL5xGfzhiR7Wn4hXYh7770XJ06cgMvlQn9/P86dO4disch4eHd3NxoaGvDuu+/C4XBAIpEwD5v4\nt8RxlclkzB0mHJEUJVOpFFauXImBgQE8//zzvAY9OzuLmZkZ1kW/55572Mi5Wq1icnISXq8X3d3d\nmDdvHsbGxtDZ2cna9vF4nB9WtVpFOByG2WxGLBZDuVxmVx+qZGirMBKJ8CC1t7cXly9fZmobJTP6\nu7Sk1NjYCJ1Ox1/vWsnipv/1MCU8n1yRSM8/FAqhWCzCbDbj5MmTmDdvHoLBIGZnZ7lF7+vr4wET\nwVHr1q1DMBiETCZDfX09a+bodDps3rwZxWIRb775JsxmMy5evMgbxYVCAfX19Th69Cjm5ubw2c9+\nFh6PBytXrkQgEEAkEmHmk06nw9atW+HxeLBo0SKUSiWGm2gQ63K5oNfrYbFYcOXKFfT09LD0QywW\nY5G8G0m9vHTpEsbGxnDlyhXodDr88Ic/xHvvvYfTp09j48aN2L9/PyqVCi+Mbdu2DX19fdi1axc6\nOzt5oC2VSpFKpRAOh+H1erF9+3ZYLBZcunQJmUyGZZSJly4QCHD77bdjxYoVeOaZZ3DrrbfCZDLh\n2LFjrJi4bNkyPPnkk3j++eehUqkAXE3koVAI3d3dsNvtGB8fh8Ph4AIkGAyyIQ5BDER5pYEsMXdI\nNVIgEGBsbIzF7VpaWvgiI+NxuqhIw/7ChQvszkVmLpRUpVIpdDodgsEga9XMmzcPFy5cgEql4ouT\nzuQ//dM/YdGiRXj//feRTqdx5513suWgWq3G2bNnOb8sXryY92+INktowh133AGtVou9e/eyB7PX\n68Xc3BxmZ2d5yO3z+WA0GplCGQqFEAqF2DvZ6/XijjvuwOjoKJYvX84JnC4OkoMgHJ90dQiKJqlk\n+nqfNG5Isj9+/Dj0ej1KpRIefPBBnDlzBkNDQ1ixYgWCwSCrKdJy1LZt2/C73/2Ob0tq/UiqIJlM\ncrJyuVw4fvw4nE4nisUi28QFg0GsXLkSy5cvx69+9Ss0NTVxAg0EAohGo9Dr9bj//vsxPDwMr9eL\nhQsX4tKlS3wohUIhlixZwssaNHSdmppCoVBAR0cHD2eLxSLsdjvzvk0mE7v0XGvQQTILtFBELZvL\n5WIjkGw2C5PJxBQ30tamisnpdMJqtaKxsZHxPsLYpVIpTp06BYPBwCqfH3/8MX71q1/h0KFDGBwc\nxIoVK9DQ0IDBwUEoFAruJqLRKAwGA2666SYcP34cnZ2dvFFMtLl7770X5XIZy5cvZ3Grubk5uN1u\ntLa28s/0ox/9CJs2beIuqqenB3Nzc+zyZTKZ0N/fz9LP8Xicde+z2SwP9KiSpaqX7PVkMhmmp6fZ\nX+BGxdKlS7kK/fGPf4w9e/Zg//792Lp1K3eq9Nlu2LABf/VXf4Uf/OAH3L2JRCLMmzePh37BYBBf\n+MIXYDAYcOzYMbzzzjtobW3l94PsD7ds2YJHH30UzzzzDBYsWICuri5WFiWXqkceeQTvvvsuDh8+\njNbWVgwNDSEYDPL3XLBgwXVLPGKxmPXbGxsbufskEx8aphuNRvan1ev1rMNEtEfq+ACwzDYtTlEx\nMzMzw5r1REUmuCYYDCIcDjPGDgAul4tlUSh/zJ8/H2fOnIHZbGZdqzvvvBMDAwN49tlnWTeKDIsM\nBgP6+/vZH8NisXCHQ/r7MpkMgUAAEokEVqsV8+bNYzIHbWpfuHABfr+ftY7IxpOkGGih8cqVK2hu\nbmZzlc7OTt4cF4lE0Ov1LIZIkBFh/ARn0SX9SeKGJHuiSz344IMYHBzkD6FQKDAMEIlEWA3vrbfe\nYg4uLX2EQiHkcjm43W5s2bIFCoWC5RRogYEw53Q6jQULFuDOO+/ESy+9BLVajf7+fly8eJF5/UKh\nEBs2bEAul8PBgwexdu1aXLp0iTdtiatL1YFIJOIOJZ/PcytHG37EiaVhUmNjI6ampmAymSCRSNhj\nVywWw2azcetLQxniAJMYlU6nY8Pt0dFRXv0GgEgkgqamJhw9ehSdnZ3Maf7oo49w9OhRPPPMM/jl\nL38Ju93O/rYOhwPVahXt7e348pe/jNHRUXZDoiWUdDrNio1UkV3rH0Cbx3/zN3+DTCaDRx99lFVK\nH3jgASSTSdjtdtx8881Ip9P43ve+h23btiEUCkEgEOCWW27hZ0pUTACsEkpm1ZQgK5UKsywA8PyF\nXlCCTWggfyPC5XLBbrfj3/7t3/Diiy/i5MmT2LhxI8LhMC5dusSLe11dXXjqqafwi1/8AoFAAF1d\nXZBIJHA4HPB4PAiHw7hy5QqefvppWK1W/OY3v0E+n0d9fT3LIRMTZOvWrXjiiSfw1FNPQa1WY8OG\nDTh9+vR1hcrdd9+NfD6PXbt24e6778bw8DA8Hg8vTbW0tPBwlS5bknYgaLSurg6tra0sT0CGKna7\nHTMzM8xlz+fz18la0I4MwYw0o6JhKw2zacZzrZNaNptlxg7JD5Aswccff8xkBuL7y+VyjI2NYXBw\nEMFgEN3d3di9ezd76AK4zvWuUCjA5XKhrq4OV65cYe47DbSJ3kkU4ytXrrDRPRU/1ElfK1iWz+d5\nB8LhcGBmZoYFCUn00Ww2M9OQtIdI5oQYTX6/n3WGaIHuk8YNSfazs7PYvn079u3bx8tEJAzl9/sB\nAHa7Hdu2bcP+/fvhdruxbNky9iUlvmsymcSOHTuQz+dx+PBhZusQM+HKlStIpVJYtWoVtmzZgpdf\nfhkymYwFwqLRKNMeFyxYgMWLF2P//v1obW2FTqeD2+1m6zSa+J88eRINDQ3w+Xz8kAmqIVhCqVQy\nP5oqFZvNxqwMrVbLCna0QOZ0OjE3Nwen08nfg9pmkv9Vq9UIhUJQqVT878m0gWwCZ2dn0dbWxp/D\nrl27YDKZMDAwgMuXL2Pjxo08u6BhptVqZalY8vakrVWC0gg/J+Em0gM6d+4c+vr6WMueNp337NmD\nxx57DD6fD93d3VizZg1isRh++MMfoqurC0uWLEEkEkFvby/sdjuKxSJOnDiBQqGAS5cuMSsDuDrj\nIHYD8Z0DgQD6+vqu43oTnPPn4Jp/bggEAjzxxBP42c9+hqmpKaxatYpNpX0+H3K5HPr6+vDtb38b\nv/71r3H+/Hls2LABKpUKoVCIddPD4TC+//3vQyQS4b/+67/Q3t6OpqYmHt7TwPWOO+7Ajh078KMf\n/QgymQwDAwMsg0Ca+osXL8aqVauwe/duLFiwgOcos7OzKJVK6OzshMViwenTp+F0OrkjpOdcX1+P\naDQKu93O8tJ06ZPQGNGnqfsi0xCJRMLFndPpxJUrV5i+SbMGsqakhUcStKNKnByo4vE4ZDIZz8ry\n+Tzsdjv7TZCUN+nn0NYySTXT9i0t3ZFj3LUevkKhkC8Bt9vNuzKkV0WbvLS/Qx2/UCjkoiOfzzNc\nSwSMM2fOwGAwIBQK8dyDliNJiZYkT0QiEZr+V/iNnoPBYLhu9+WTxA1J9p/5zGdw9OhR5PN5tLa2\nolQqwev1slOL0+nEbbfdhmPHjsHlcqG7u5v1v30+HzNNtm7dCplMhgMHDmD+/PmwWCyM87pcLm4/\nN23ahMHBQcRiMQwMDGBqaoplk6lqvvXWWzEyMoKZmRl0dXXh4MGDfGgA8A0ejUZZr5547fX19axZ\nTaFQKJBMJvl3osqVIAZiNkQiEQSDQT4wVquVlQqpgyDN8N7eXpw6dQomk4ndmWQyGcbHxzExMYFN\nmzbhyJEjrMxJnqKvvfYaV3sqlQpNTU1s+JxOp/G73/0ON998M86fP8962uTfmclkcOHCBfT19bGt\nG62808tULBbR3t6OmZkZ2O12WCwW+P1+vPzyy3j88cfx7LPPoqmpCStWrIBEIsGvf/1r5PN5NquY\nP38+zp8/z56ehw4dwvnz51EulzE8PMydisVi4ZeSaIrA1U6AsExiUdyoWLt2LX7yk58gk8mgv7+f\nNd3Hx8cRCoWwZMkS/O3f/i127tyJ06dP47bbbkMul8Po6CiL/uVyOTz11FOQSqX42c9+hubmZixd\nuhQ+nw/5fB4ff/wxotEoli5disceewwvvPACXC4X1qxZwzMDkgdRqVT4/Oc/j8uXL8PlcmHz5s3s\nT0wsNxI4I8eySCRyHYefKMH0NQl6Ia6/XC7nzpskFMgzlRybaKnQ6/XyshJV0GR+Qpc8VccAGI6h\n7pcox2TATvsy0WiUZRYAMDPv448/5sRLsskEBUskEoyOjkKhUPClIBKJEAqFIJFIeN9Gp9Mhm80y\nh5948ZlMhuEpko2g4TbJP6fTaX5/6VIkR7DJyUm0trayvj2RUtra2iCTyXh/grShjh07hqb/a3r2\nwWAQ4+PjrOLocrmYT2w2m/Hwww/j7bffZp2aarXKVmZUbd52223Q6/XYvXs3GzWTJy1tz9bX1+Nz\nn/scBgcHcfHiRR5YUstPQkz9/f0QCoV46623sG7dOng8HgDA+Pg4s2w6Oztx/vx5poiRTy4p55XL\nZWbYeL1eGI1G3vhTqVSYmJhgqtXk5CS/YCQTSw4/IyMjMJvNLNdKl+Hp06eZqUBVgM1mg8lkQj6f\n58phdnYW0WgUdXV1zMm+ePEiawEdO3aMkyXNCQ4ePIjZ2VnMnz8fx48fZ5yQXKoOHjyIrq4uhMNh\nyGQy3kqUSCS4cuUK/ud//gcPP/wwXnrpJd6sbWxsxMGDBzE4OIif/OQn+MMf/sDDX6FQiDfeeAN6\nvZ7t82666SZMT0/zy7R8+XLYbDYkk0k0NzezzhApIJIcBLX6UqkUmUwGk5OTfBHeiKALkSrkI0eO\nwOfzwe/3o729HU899RT+5V/+BcFgkCWi3W43fD4fQqEQ02JTqRS+9a1vobe3F/39/QzdVSoVTE9P\nw2g04oEHHsALL7yA4eFhrF+/Hh999BEne3pWd911FxKJBH7xi1/gkUcewZEjR5hJRWYxDQ0N2Lt3\nL5YvXw6n0wmXywWFQoF0Og2JRMIYM/Hm7XY7w4iVSgVDQ0M8tyHrP0qo9fX1GBoawuTkJADwnImM\nwslXQqFQsG0h8fVJEoRkM4CrsgK0GEVdBA05aXaQy+V4T8DlcnHSDYVCfCGJxWIkk0l4vV7uXIgJ\nQ0wb8gw2Go04f/48X3ISiYSXqJxOJ/8eBB9Wq1WGvciBj/Zd6GcgqWTSSlIqlfD5fLyXQ1An8fBp\n/vjnYPaif/7nf/7nP+Nsf6L4zne+wxaDtDVLG6OU9Nva2lBfX481a9agvb0dH3/8MRQKBTo6OjBv\n3jwIhULs3buXDye5LlUqV02J169fD6VSCZPJhA8++ABr1qxh71dq9fv6+phqRa0hCRB95StfYVya\nBJ0OHToEiUSCkydPsj43iaLNzs5ienqaW3BiESmVSthsNuzevRuNjY1obGxENpvFpUuXWOkuFAph\naGgIoVAIExMT6O3txbx583Dx4kVIJBJua4ndQgsq4+PjSKfT6OjowMTEBN59912sXbsWp0+fxqJF\nizA8PMx439GjRyGXyzE5OcntMjE+ALDVWj6fx+rVq1lXn7BCWug5e/YsOjo6MDY2xhV8KpXCxo0b\nEQwGmSkxNjYGhUKBc+fOYe3atTAYDBgdHcWqVavgdrvZ6/OLX/wi3njjDWzdupXlBAqFApxOJ9ra\n2jA8PIyWlhaMjY3xMzp9+vR1dnf0u9x6660YHh7G+Pg4vv3tb/+ljzUA4Omnn8YXv/hF/PGPf0Qy\nmUQikcCKFSsYRnj55ZfxzW9+E9/4xjc4me/fvx9qtZpt9xoaGtDZ2QmfzweFQoEzZ86w9ntrayvk\ncjmzVo4dO4ZvfetbeOGFFxAOh7lbJkkQohTff//9EIlE2LlzJx5++GH2mKUksnXrVmSzWZbrJX9o\nGoyvW7eOJa8/+ugj7NixA0qlkqm+g4ODeP7556FQKODz+VAsFtHW1sZb1suWLUN/fz8+/vhjpncC\nYIc5YqIsWLCAVW4FAgE2b96MlpYWHD16FFKplDVxyITIZrNhYmICLS0tWLBgAXQ6Hfs/E31XLpcj\nk8nAbrfjySefZCloAFw8CoVCiEQiKJVKXpQkZ7re3l5UKhVIpVLo9XqmndJegNlshsfjgcPh4D0F\n2q0hYx/gapeSzWZZBZTmhdFoFKtWrUJXVxc++ugjlMtlXOAA+xsAACAASURBVL58maViVCoV7r//\nfoaKvvKVr3yisymo/jmIfy1qUYta1OL/RNw4l4da1KIWtajFXyxqyb4WtahFLT4FUUv2tahFLWrx\nKYhasq9FLWpRi09B1JJ9LWpRi1p8CqKW7GtRi1rU4lMQtWRfi1rUohafgqgl+1rUoha1+BRELdnX\noha1qMWnIGrJvha1qEUtPgVRS/a1qEUtavEpiFqyr0UtalGLT0HUkn0talGLWnwKopbsa1GLWtTi\nUxC1ZF+LWtSiFp+CqCX7WtSiFrX4FEQt2deiFrWoxacgasm+FrWoRS0+BVFL9rWoRS1q8SkI8Y34\npj09PUgkEpBKpWxkTQbemUwGmUwGADAzMwOFQsHO7BaLBcBV9/ZSqYRYLIZ0Og2NRoNSqQShUIhK\npQKZTIZsNotcLgeBQACFQoFcLge1Wo26ujqk02lYLBZIJBK4XC42G9ZqtSiVSkgkElCr1ZDJZJBK\npSgWi4hEIkin05g3bx46OzsxMTGBmZkZWK1WiEQihMNhNpU2m80wGAwQiUQoFotQqVQwGAyoVquY\nnZ1FPp+HXq+HwWBAKpWC2+3G3NwcstksCoUCxGIx8vk8pFIpDAYD4vE45HI5xGIxhEIh6uvrMTY2\nBpPJhGKxiFgsBqPRiObmZsjlcmSzWeTzechkMv4zh8OBQCCATCaDUqkEo9EIr9cLkUiESqWCTCYD\nvV6P+vp6iEQiyGQyGAwGAIBMJkM6nYZcLkcgEMD4+DgSiQREIhGWLFkChUKBixcvolqtQiwWI51O\nY3p6Gvl8HhaLBSaTCfl8HrlcDuVyGfF4HDqdDoVCgZ91NpuFSCSCRCKBTqeDTqcDABQKBWSzWaRS\nKf5M6Lzk83mkUilUq1UoFAqIRCLEYjE2c74R0dPTg3g8jnw+D4FAAKPRiGKxiEqlApFIhLm5OTQ0\nNGB8fBwAYLfb4ff7sXDhQszMzCCfz0MkEqFQKCCdTkOlUkEqlSKbzQIAFAoFEokEf32lUon6+nr4\n/X7odDqUy2UoFArU19djYmICxWIRAoEADocDsViM3yMy+XY6nRgaGoJQKEQ+n0dHRweSyST8fj8E\nAgHmzZuHYDDIz0ckEqGnpwexWAxCoRCNjY3w+/2QSCSoq6tDNptFLBaDw+FANBpFMBjk7yuRSPh3\nqFQq0Gq1mJ6ehl6vh1KpBABEo1FkMhmYTCbEYjHk83mYzWY0NDSgVCpBo9EgGo3CYrFgcnISer0e\nKpUKxWIRpVIJUqkUCoUCx48fR3t7O3K5HMLhMFpaWiCTyaDRaJBKpWAwGKBSqfhnnpychEAgwOjo\nKORyOVKpFDZt2oRisYjBwUGo1WosWrQIhw8fRqlUQrFYhEKhgMPhQDqdRiqVglAohEAggFgsRjwe\nR6VSQaFQQLFYRF1dHf85mbgXi0UIhUJ4vV7+XJRKJVQqFXK5HFKpFLLZLBQKBVQqFWKxGKrVKoLB\n4Cc6mzfEcLylpQXlchnpdBpisZid2umDEQgEEAqFsFgs8Pv97FCv0WhQLpcBAFKpFMlkEvl8npOg\nUChEOp2GQqGAQqGAQCCASqXil6ZQKCAUCkEkEnECSiaTWLhwIYrFImZmZiASiVAqlVBXV4dCoYDp\n6Wk4HA60traiWCwikUhg4cKFUCqVmJmZwdDQEOLxOBoaGjBv3jx+0EKhEHK5HACQTqcxOjqKaDSK\nUqkEk8mEcDgMu92OUqkEkUgElUoFiUSCmZkZTvLRaBSxWAxqtZofcLVa5ZdOJBKhvr4es7OzUKlU\nnCgqlQoUCgUn21KphNnZWajValSrVeTzeZRKJdTX1yORSECpVKJSqXCiEAgE0Ov1GB8f58ujqakJ\nqVQKsVgMCoUCarUaoVAIhUIBNpuNv69SqYRSqeRnSclcpVKhVCohmUzCbDZDJpNBqVTyy63T6fiQ\nRyIRRCIRJJNJfoZyuZw/T3rulUoFOp2OXxyBQAC1Wo1wOIxAIPCXPtYAgLa2NhSLRUSjUWSzWWg0\nGmSzWUilUmQyGU5WdrsdMzMzkMvlEIlEKJfL0Gq1kMvlSCQSSCQSnCTEYjFSqRQnIavVikQiAZPJ\nhGAwCJvNhkwmw5eATCaDTCZDsViExWLB7Ows2tra4PP5ONmXSiXMzMygsbERXV1dEIvF0Gq1EIvF\nOHXqFIrFInK5HILBIBobG6HT6aDRaBCJRABcTUxSqRSlUglHjx6FRCJBuVyGwWBAIBCAxWJBpVIB\nAEgkEqRSKTgcDvh8Pmg0GggEArjdbthsNszNzcFsNiMcDqNarUIul3NBlkgkYLPZMDU1BaFQiGq1\nyv9rbm7mM6jT6RCLxaBUKlEul5HP51Eul6FSqZBMJiESifidttlsGBsbg0wmQ6lU4s9TLBajUCig\nqakJIyMjKJfLsNlsnCe6u7tRrVbR0NCAoaEhzM7OQqvVwm63I5FIoFqtQqfTIRKJwGazoVgsolAo\nIJFIwOFwIJVKYXp6GqVSCalUCsViERqNht85pVKJcDgMuVyOSCQCo9GISqXCl6RKpcLc3BzC4fAn\nOps3JNnr9XqumpPJJN9YCoWCkzYlJKlUyhUjPUSdTgej0ciVcCaTQS6XQ7Va5RefElAoFOKqSKlU\nQigUolgswmAwoFKpIBqNQiKRwGazIRgMIplMQqPRwOFwwO/3QygUIpFIQCaTIZFIoL6+HgaDAW63\nm7+OUqlEKpVCKpWCVCqFTCaDQCCATCaDWCxGqVRCKBRCuVyGUCjkhEgXValU4gspHo9DJBJxR6HR\naBAIBGA0GtHQ0IB4PA4ACIVCEIvFnEgkEgl/z1wuh1wuB6lUCgAwmUyYnp6GVCpFIpGAQCAAAK40\nAKBSqaC+vh6VSgXpdBqVSoUvgGq1yhcw/fyZTAbVahXlchkCgQBSqRRSqRRi8dVmMZvNQqfTIZVK\nIZ1OQ6/XcxWWTqf5525sbIRSqUQoFEI4HEZdXR1CoRD8fj/EYjEkEgkKhQJKpRKUSiWMRiMEAgFf\n6jqdDgKBgP8bOit0yfylo6GhAdVqFUKhkBMRfc4ikQhisRgKhQLRaBQikQgajQbhcJjPrUqlgs1m\n4860Wq0inU6jWCxyIaLT6dDY2IjZ2VnE43G+KABwZ6PRaBAMBiGXy6HRaK5LZgaDAT6fD1arFeVy\nGeVyGclkEhaLBeVyGX6/nxNlXV0dFxoGgwG5XI47P4VCgenpachkMmQyGU6euVwOGo2Gz188Hufn\naLfbEQqFuEMBrl4cDQ0NmJubg1arRaVSgcfjQUdHB4rFIl/kqVQKpVKJC0W5XA6DwQC9Xo+hoSEI\nBAJYLBbMzc1BLBZzfhEKhTAYDPzu07tGZ1gsFnOi1ev1AIBIJMJVPz1PoVAIqVQKjUYDsViMaDTK\nHdKCBQsAAOFwGPF4HAqFAn19fchms5ibm4NIJIJCoUAqlUIoFEIsFuMLMp/PQ6VScVdAn5XVakWl\nUmFEIJfL8e//SeKGJHuVSgWz2YxyucyVT6FQ4F/82upTp9Mhm81CpVLxZUDtjdVqRbVa5VsymUyi\nXC5DqVQim81yIlWr1UilUpzQKEHH43GGeSQSCeRyOTweD5LJJJRKJaRSKaxWK8bGxlAqlZDJZNDX\n14cLFy5AqVQinU7zf0/JxWQy8QGgpC0WizkBU7VKbWu5XObfUyqVwu/3Q6vVchKll53aeYJDFAoF\n5HI5J89CoYD6+npks1kYjUaGSwqFAlcKwNUuQyaToaGhgeERSkaxWAwAIBaLuUqnPwcAgUCAuro6\nJBIJSCQS6PV6lMtlBINBfiGo85BIJMhms7Db7chms2hvb4fL5eJ2vqOjA5FIBHNzcygWi3xxUEIk\nCE4kEgG4ehmpVCp+bmKxmOElgu7oRQ0Gg0ilUn/RM03R1taGbDbLFTQlxHK5zBdwNptlKI2SFv19\nggvb29s5GXg8Hn7JKWnU1dWhVCqhVCohGAzCaDRyF0BwV6VS4WdJnVi1WkWhUODnR9V+tVrF/Pnz\n4fP5kMvlUCgUoFarUSgUUCgUUK1WYTabUalUEIlE+DzSGaGkSMUOJfL6+nouggg+EYvFCIfDkEql\nkMvl8Pv9fJFQASMWi7nzBcBJmf4smUxCJpMhHA5zlysWiyEWi2EwGDA9PQ2DwcBV9tjYGMRiMdRq\nNSdaurSoGKyrq0MymeQuVCqVIhaLMTQUi8X4gslms4hEIlAoFLjllltw5MgRRCIRVCoVdHR0wGaz\n4ciRIwDAnZvVakU0Gr2uICqVSoxMUFGVz+chkUj4cmhpaeHLPxQKccf0/xo3JNm3traiUCggl8tx\n+2M0GhnDLpVKaGhoQCQS4QNUrVYRCoX4IavVaqTTaf5np9PJB5vaX6PRiPHxceTzeWSzWRSLRbS0\ntGBubg7A1duboAuxWAyj0QihUIh4PM6wEgB+GMlkkquhWCwGgUAAjUbDOHipVEK1WoXD4UA8Hkcu\nl0OlUmGohi43SqBU4c/NzcFoNHLyvBbOoKq/WCxCLBZztVEoFNDf34+2tjaMj4/jzJkzUKlU/CLI\n5XI+PMViEfl8HgqFgvFGqk4IE6xUKtBoNPB6vXwZEdQjEAj4YGYyGVQqFe6MMpkM48eUnKRSKVQq\nFRKJBBobG6FQKFAoFDA2Ngaj0QiNRoNkMskJhC44qiyTySQmJyeRy+UgFAphtVrh9/vhdDqRTCa5\n60mlUlyZlstlGI1GTqihUOgvfawBXIUsjEYjzxrq6uqQyWTgdDr5wm1oaEAgEOBLVCwWw+12Q6/X\nIxwOQ6lUQiAQoFAoQKPRcDuvUqkQiUQYbqGutVKpIJfLweFwIJlMAsB1nREA6HQ6+P1+aDQayOVy\nVCoVzM3NQalU8mxJrVbDYDDgypUrfF6lUinDH9FoFFarFYVCgWclVIVeW1CJxWKIRCKYzWbMzc1B\nKBSioaEBhUIBMpkMyWQS0WiULyH6XKhzEQgEMJvNWLduHcbGxuD3+6FQKBCPxxGPxzlBy+VydHR0\nYHJyEkKhEAqFAoFAABqNBpVKhQurnp4eRKNR+P1+TuJ0tun5EEZ+LRxUKBQgEAgYHoxGo/yMqBC0\n2WyIx+MIh8OIxWKMw2/ZsgUXL15EJpNBsVhEQ0MDvF4vw65UsXd1dWF0dJRnHtQJ5vN5FItF1NfX\no1QqoVAoMG6fy+U+0dm8Icleo9HAarVCKBTC5/Ndd2hMJhNXw+FwGKlUCiKRiF9iekGAq1XxtQeN\nkj1wtQqloS11EeFwmBO7Wq0GAE6clJgB8Pe3Wq0QCASoVCqQSqWIx+NIp9MAwBeIQCCA1WrlisXr\n9SIej0MqlV7XNQgEAkxPT8NoNEKr1XLlTxARQUhCoRBGo5Fx2NnZWe5O8vk8DAYD7HY7ZDIZpqam\n+GWiCzKRSDDsQYk+m83y5dnQ0MDwFh3azs5Orq4vX77MP7tOp4PBYIBEIsHU1BQKhQIPmgi20ul0\nMJvNsFqtOHr0KFdOMpmMOzSlUsnPmOAbumiUSiWcTifi8Tj8fj+WLl0KgUCARCKB8+fP86WuVqsx\nf/58vgjK5TJXZNfCTOVymeGKGxFGoxFWqxUejwdisRiJRAK9vb24cOECVCoVTCYTtFotLl26xMPN\nYrEI4Op5prMajUYhlUq52732bNMrq1QqIZfLufjQ6XSoVquoq6vjqjCZTPKZpY5XIBCgu7sbEokE\n6XQafr8fZrMZkUgESqWSkxLNRGZmZrBs2TJks1kMDw+jUChAqVQyjFkoFBAOh7nwaGpqgl6vx/Dw\nMM/PKGGLxWIMDAzA5XLB6/XC6XRyVw5cnecJhUKMjo6irq4OFosFExMTaG9vx9zcHBQKBbLZLM87\nisUi2trakEqluFon3DsajaKlpQXA1cEvvV90iVJ3OzY2BgBwOp0oFArweDwwGAwM+Xz5y1/G66+/\nzp03DcXz+TxCoRDDVdVqFY2Njdx50oVULpeRSqVgNpvhcDggkUh4hlcul2G32zEwMIBAIIALFy4g\nnU7z16Q5JUHdWq32/xZmv3nzZpTLZR5u0sGSyWSIRqM8rKQkSVNqGm5oNBro9XoegtLgilrUaDTK\nLxAxQIjtA1x9KFRxUydAVRANOqmbIPyN2uRwOHxdu0kMIKFQCJvNBpfLxVUAtdSEKxPuGo/HYbPZ\nUK1WYTAY4HA4IBAIcO7cOYhEIszMzKClpYUHpLlcjgdkqVSK5wwEb1UqFbS3t6NSqcDlckEkEsFo\nNCIajUKr1XLF5/F4IJfLufVtbW1FLpdDOp1GNBqFXC7nTqK/v58H2RcuXEC5XEZPTw9mZ2chEom4\n85HJZLBaraivr8fhw4eRy+XQ3NzMF7DX64XNZoPb7YZOp4NSqWQ4y2AwMMPHarUyq0coFKKjowMT\nExPI5XJc8ZhMJoa1qGKqVCqMS2ezWa78P2n18+fGqlWrUF9fD5fLxW09fV7FYhFyuRx6vZ7hgMnJ\nSZjNZng8HmaetLa2wuVyQaPRoKmpCaOjoxCJRNwpBAIBVKtVxpWJhUSwZqVSQSqVQqFQYGaPWq2G\nRCKBVqvl4eXs7CyfbcLBTSYTstks/H4/Xxrt7e04duwYQ49U8V4Lk1JBRvODSCQCg8EAp9MJjUaD\njz76CACQSCTQ1NQEv98PAPz86uvruWqtr69HMBiERqNhPHx0dBSZTAZisRgCgYCfc0tLC89raI4h\nkUi4kib4iOAglUoFtVoNk8mE9vZ2nDhxAqFQCLfccguGhoZ4HpfNZqHX67F9+3b86le/Yvgxl8th\n7dq1cLvdCIfD6O3txalTp2Cz2ZDL5RCLxdDa2soJORKJYOHChbh8+TKWLFmC06dP84wtl8txBy0W\nixEMBmG1WpFMJjm/0Nkh6IeG3Z8kbkiyX7p0KcrlMsbHx2GxWBgiCQQCaGhoYBgimUzywaEPBrha\nVdPwIhwOw2QyQa/XI5lM8kGkARElltnZWW7HCG5RKpXo6urCzMwMIpEITCYTKpUKt3vEbgEAuVwO\ns9kMAHxQ5XI57HY7crkcJicnoVKpmFZKQxSLxYJqtYqpqSmmmVFlLZFIYDKZIBAImPVCFTwdZqJl\nWa1WpqVqtVo0NzdzN6PVahGLxWA2myEUCnH48GFIJBJoNBqoVCpMTk4yDABcnSsQ24c6pVwux7OC\naDTKvwMNE7VaLWw2Gy5cuACLxcKMCQCM9ZtMJuRyORiNRuh0Oni9Xn7RtFotfx2pVAqfzwebzQaJ\nRIJAIIDW1laIRCI4HA6YTCa8//77mJ6ehlgs5uEVwUjUWiuVSsybN4/hwFKpxJ3ajarsly5dikAg\ngOnpaTidTuj1ekxPT3NlViwWsXz5cpw8eRJdXV1wu918zrRaLc8+xGIxw1tGo5GTDXUtMpmMn8/F\nixcZ2qB/bzKZoFAooNfrMTU1BbFYDJPJhIsXL0IkEnFhRDRMnU4Hm82GS5cuoVQqobn5/6PuzWIb\nPc+z4UuUKFIUKS7iIq4SRZHaNdpGs8/E9sRbEseO0zgOGsdBlrZoc9AFXdACTVC0RQ/ak6IbEiRo\nCgdJEKRN3Dh2vI9nxrNrtC+UKFKkRJHiLpESKVH6DybXXc1/9He+Dx78Oks7yYzI932e+75WLwBg\nbW1NJmGLxSIb2+bmJpxOpwxACwsL6O7uhlqtxvj4uEz5Z86cweXLlwWmW1hYQHt7OzY2NmTLMxqN\n2N3dRSKRgFarxejoKKLRKEqlErq7u2WA6u/vx6uvvipENsUIhUJBCOrm5maYzWbE43HZKDOZjHB1\nmUxGhrRYLAaNRoOWlhbs7e0hEomIvJufMyEmQsy9vb2wWq144403BDqi/JvcWlNTk5DK+/v78Pl8\nSCaTsNvtaGpqwi9+8Quo1WoolUpRTwUCASwsLMg2SEiNn288HkdLSwuSyeT/v2AcYob7+/tQKpUC\ntwCA3W6HwWAQPXylUrlPo53JZES/TMy4qakJSqUSW1tbwvxTnsUb0WQyoampCWtra4IZU8pkMBhE\nSkmiNJVKoaWlBQBkU6hWq9DpdGhqahIpV6FQQDKZlC/aarUilUqhpqYGTqcTi4uLArP09fWhsbER\n169fh9vtFq8AcXi+9BaLRaZZyukAyAtPEsdut4tyQq1WC5FEsnl/f19W5Wq1ilQqJf93g8GARCKB\nYrEonz3/NyiFPIql8ocbE/8eTtrHjh0TgjwSiQi0k8lksL29jdHRUbzxxhvyvanVapw5cwZ2ux0N\nDQ2Ix+PIZDK4cuUKAoEAotEorFYrJicnRTfOB76jowOLi4vI5XJCXGo0GllxKX99GD8qlQoHBwfC\nMzgcDsTjceExqEaxWq1YXFwEAFGOUZnW2NiI7e1tmM1m+ew3NzdRqVQE6z08PERTU5NIT1UqFRYX\nF6HRaLC1tQWLxYJUKoXz58/j5s2bKJVKsNvt4tGgzHNra0u2ufb2dpRKJZlqealEIhFotVqBdAgZ\nUt5KOKS7uxtXrlyBwWCAwWCQzcztdgOAQE3klUiebm9vC0lMaIZcDv+z0WhENpsV/f7u7q6o6LRa\nLSYmJuByuWTDT6VS8l5x+93e3pZzgMovALKFEGric03Y0mw2IxKJiNJqb28PJpMJqVQK29vbuHDh\nAq5fvy6X6M7ODjweD/r7+9HR0YGZmRmoVCr893//N44fP4719fX7NP1tbW1IpVLIZDLo6+uTwZfQ\nXT6fR2trK1ZWVgBAzoP/7c9DOew5dWxvbyOfz4uyhdImKi2IHXs8HiiVSmQyGSiVSmSzWcE7KX8i\n+UjcjhcKb+hsNissNyGGpqYmkZKVSiVotVoYDAa5BGj+yefz8Hg8Ql4SFwXuqVuq1SpMJhOUSiXS\n6TRKpZKsimq1GgaDQXTTR7cMPjxHjSWczngo5/N5Yf+3trYEJ6U6KRwOC65NOIvTcGtrqyiDDg8P\ncfPmTTQ3N8NgMCAejwvhe3BwIAQ2v59MJgO32y3qmmg0Kr9rZ2cnNBoNJiYmREXj8/mg0WjQ0dGB\naDSKu3fvyu9NmGBvbw8GgwE6nQ6tra24cuWKrK+EO/r7+zE3N4dqtQqXy4XBwUEkEgnRSms0Giwt\nLSGVSkGv18v0l8/nEY1GRaFEEv5hPNuNjY0CJ9B8Q9+BWq2G2WwWOS3VKiaTCaVSCZubm+ju7kYi\nkRBtOQcjekOoOiEfQziS5ptsNguPxyNDCLmMhoYGDA0NYWFhQWDHjY0NUT5R7GC1WpHL5UThxY2C\nxiObzYba2loUi0X5bh0OB+bm5uTyJ5GbSCRgMpngcrkwPT2Nmpoa4S3m5uZkuwkEApiYmIDFYoHN\nZkO5XEYkEoFer5fPlrLoarUqpkiS29x6Ozs7sbS0JJg7L1/KH91uNxKJBIaGhhAKheTSWl9fF/UR\nzZUARMJJr8f8/DwcDge0Wq34SJRKJYaHh7GwsIByuSzGSZ1OJ4QyxQM0q/l8PhGL8EwaHx8XWfrk\n5CRUKhUAyNlGQ2U4HH6gZ/OhHPbErAg1UMpHWIGTJlUpzc3NKJVKcgNvb2/D6/UKlnlwcACr1Sok\nXXNzMxoaGrC1tYWtrS1sb29Dq9XK35HNZmG1WlFXVwej0QitVisQA7FwYsdUL1itVoF/pqenhQfY\n39+H2+0WJytXO8IXWq1W4Cdqovv6+nDnzh2RqdXV1Qn+SgctsTk+0PxcqtWq/Bv1ej1SqdR9m5HF\nYhEHp91uF2iLuLnT6QQAUTIpFAoYjUaR5XGzOKq1B3CfXFWpVKKvrw/b29u4evWqXHyU31GtQ8ip\nubkZTU1NuHbtmvAHlB6mUimYzWbEYjHhGfg5U8UE3CM+0+m0QDi9vb0YGxtDNptFZ2enyNKi0SiM\nRiNeeeWVj/SZ5g+/fyrCyuUyPB4PlpeXUa1WRR5rMplkeqMChMqZoya6hoYGgR+0Wi3W19cxPDyM\ncrl834Gcy+VkCqyvr5dL1WQyYWVlBR6PB62trfjwww8Rj8dlmCBBn8/nsbe3J7p5o9Eoz5RCoZD/\nDtVj9fX1cDgc0Gg0mJ2dFV6ttbUVhUIBoVAI+/v7cng1NTUhFApBrVajpaVFeDH+vTQPUrPPd0ir\n1cpnY7FYhKR1Op2Ynp6+T1HD9ymdTqNcLstFyedap9PJwVmtVlEoFNDS0oK6ujp4vV4hyymEuHv3\nrmz35EkcDgcCgQCmpqZQKBTg8/nQ1taGq1evCiQGQHwNjY2N2NzcvA9aJhFOKIwXNRMBnnnmGRQK\nBQwODoo57u7du0gmk+jr68P3vve9B3o2H8ph39bWJnp6qg3oHOQBdtQuT706FSIkOnkRLC4uQq/X\nS1wBNapHJ3GaIagkoK2bDl6DwQCfz4eVlRUhtLLZLLRarWCR+/v7UKlUmJiYQH19PTo6OnD79u37\nNPEWiwWlUkm0w1zB+Ltubm7K5ENlQSqVui+qgROJTqcT3fD8/Lwc3vz7qHSgkojQBWGSo+Qgp0zK\nI/1+v1i1d3Z2RI3B7YfStGKxCKvVCr1ej729PTlMeVHwzwIQ9cP6+jqcTqdwBXwJ7Xa7qK/4/ff1\n9SGZTCKXy6Gzs1PgHKvVKnyLzWZDMpmE3+/H/v6+TMX8nBUKBbq7u7GxsSFT8sOKS+DvTzdlLpcT\nJcnW1pYcTiTz9Hq9WOttNhtSqRQ8Hg9yuRyampoQiURELHBwcIC+vj6Uy2UsLCyIggqATOQk2zkY\nqNVqlMtlwcmJz29tbaG3t1d4HeDegbaxsYGDgwOBEkk0U53GLa+mpgZ2ux2FQgEOhwPpdFrMYefP\nn8ebb74pm5jZbL6PgNZoNIjFYnA6naJuAQCPxyOeBD63LS0tyOfzKBQKaGxslIuSEQxH9flbW1to\nb28X/o3vGj+X3d1dNDY2Ip1OC1TmdrtlQ0wmk9DpdFCr1QiHw6ivr5dBhIZMQsAUOuh0OrS1taG2\ntlY2plKpBL1eD7VaDaPRiNnZWYyNjWF2dlbUQ7lcTvgxih/4OxPVmJiYQE1NDYaGhrC5uSk+o/Hx\n8Qd6Nh/KYX/s2DHs7+8jFouhsbFRNLmlUklWRbrxUceLRQAAIABJREFU7Ha7TL5UYWi1WiFfiVM7\nnU40NjYKJjk3NycHPM0PNK3wISR8YDabBbLhYarVaoUjIH7NyYM4YE1NDZLJpEA9BoMBbW1tAk0o\nFArs7OzIgW4ymUSLbLVaoVQqkUgk5KIjQbqzsyOTMTXunPr29vYwPDyMw8ND3L59W7T1Rx3G1NTz\n4uOhTMKTzlibzYZYLAalUin/JspNuY5ytT+atwJAcGNegnTa0uTl8XiQyWTEtcitgPpkxhp4vV7s\n7u7KAcnvr76+Hna7HcA9BUIkEhENskajwWc/+1nMzMwgHo9jZ2cHm5ub8Pl8qKmpQSwWE/L4o/5x\nu91QqVQol8tCBvb394vPgM8uBxav14tQKCQGv6amJuj1eqyvr0OlUqG9vR06nQ4LCwvo6upCJpNB\nNBqFTqeDQqEQ1QrxfGZNMdqC35HFYpEBBIBg2DQactvV6XSIxWKoqanBqVOn8P777+Pg4AAdHR3C\nj+VyObmo1Gq1TNt8B1paWjA7OytTOqWx/H5piCwUCmK0YnxIsViE2+3GysqKZP4cjUmgioUwJtVI\n4XBY/CPcCAmnHhwcCPZOd7VSqUQwGJT3q7OzE6urq/d5a1QqlUi/SXanUin09vZifn5e3iOtVisX\nIn02Pp8PBwcHuHXrlpxRjGTx+Xwi0yTUtrGxId/Dl7/8ZfzgBz8Q9CGVSuHEiRO4dOmSSNIf5Kf2\nm9/85jf/bz3o/19//umf/gmDg4N45JFHsLm5iWQyiUQiIZrzj33sY9jZ2UGhUBCWnrinVqsVbJpY\nJafO5eVlrK6uQqPRoKmpSfIpTCaTZLDwbqM5hRZ+wh3Uxh5dY51Op4RzMcCspaUFY2NjWF1dFUKG\nWnGafHiZEJYIBALCytfU1MgWw2l6Z2cHLpcLpVIJtbW1yGazGBgYQGtrK/b392ViI0mWz+exv78v\nEEsikUBzc7NsIADkMyoWi6KZZ+AZV2zmrtjtdqyuriIajcolZjabhUDjNN7S0iKKAJVKdR8RptPp\n5PKsqamB1+sVRy0AWVkDgQBmZmYEbotGo9ja2hIoh1b9np4eWaH5kvf19eGXv/wlNjY2xGpus9mw\nvLwsuUR//ud//lE/1gCAb37zmzAajTh37pxwRalUSp7h/v5+9PT0YGpqCi0tLTLxOxwO5HI5GAwG\ngR8Y4kWr//LysjhIKc1ra2tDIpFAuVyG2WwWxy7zlphRw4mTMGBbW5sQuzU1NRgYGJBArwsXLqCz\nsxNvvfUWVCoVFAoFGhsboVAoBJfu7OzE+vo6UqkU9vb20NnZiXQ6LXAbBRMHBwdyiQ0PDwO4RzAy\nz8Zut8Pr9QqpzwGKMJdKpUJ/fz9qampw7tw5mdApvCgWi2I6okqNUCmhroODA9k+lpaWUC6X0dTU\nBACS88TLgucMp2uKMLht19fXIxgMwm63w2QyCRw6MjIi28rp06fx/vvviyBCrVYjFovB5/OJrDwY\nDKKjowOzs7PIZDLw+/1wuVwi7d7Y2BC+gbLYXC6H2tpa/Mmf/MkDPZsPZbKnTIr6Yr1eL7i0VqtF\nb28vZmdnEQqFZB0mgcgpJZ1OCz7KdW5paQkqlUq+LD7MVLUQC7fb7ULYGo1GFAoF2Gw2IWxramow\nPz8vCYvxePy+FY7W/Hw+Lzh1R0cHGhoaMDs7C4VCgba2NpnY19bWZFMgk763twefz4dSqSQ5KSTT\nDAaDwFIWiwUzMzNQKpUi4crlcrDZbCINo+aZIVBtbW2YmpoSGV9LS8t9Lwl1u8wHYUCa2WxGKBQS\ndUgkEpHvhFkmDQ0N8Hg8KJfLWF1dlUuKDkAAgu8ODAyIUzISicj0z+kuEAiIOYckGy8TyvKoPeaq\nHIlE4Pf7RZ/udDoxPz8vGvT5+XmcOnUKv/rVrz7qxxoAxDSUzWYlz4RhZOfPn4fL5cKPfvQjkf6a\nzWaUy2Vsbm7C6/ViZWUFRqNRYDhyF/RsqNVqxONxeDweIe3pwwDu8VzJZFIOf+DeBdvT04N0Oo2V\nlRUh+Wlk3N3dhVqtFjMeDT10bhuNRrS2tmJ+fl7MgN3d3WLM29zcFEycBzkVOuQpCoWCwCt0Ezc3\nN4tqhptnNpsVxYvX60U6nZZNh0q4cDgsEkf6V47KMI8a+vR6PTwej8ilE4kEent7sbS0JBcTTXAA\nMDg4iEwmIyFthUJBeAOLxSJOZ0qzGZ9Cjo0hgr29vWJqW1xcFAhsc3MTJ0+eRCQSkX9rfX09Xnjh\nBfzsZz/DqVOn8Morr+DixYtYWVnB6dOn8ZOf/AQmkwnlchkWiwUTExMP9Gw+lMPeZrPJIcD1Brgn\n/SM5RVsyLdU0lTDtEIC4W/lykDSKx+OiFafKQafTiUSPBBBtyU6nU9xyjHPlC3ZwcACfzydxqx0d\nHfKAU1dO5p2ZLpubm/D7/SIR02g04gRk0BenXeaQ9PX1IRKJiMT08NfBcMTfqbahAqKxsVEicWm2\nIvzV0tIicQEajQaZTEZyTJjDwguQ1nQGO3H9tVqtQiByA+nv78fU1JRMVeQNiEPSpEMHYqlUQkdH\nh6ynOzs7CIVCqK2tlRW2u7sb2WwWa2tr2Nvbk5W3UCjIv5X4PIlKZrUcHh6ivb0d0WgUh4eH8Hg8\naGhoQCwWe2ipl2q1WoQC1FDTrEcYkocfIwp46W5tbcHv94t8ta6uTtQjWq0WTqcTc3NzAqUQjgQg\nfhPyHeSkdDqdEKK5XE54AzpWT5w4gQ8//BB2u12I2cXFRZjNZoFZ/H4/YrEYdDqdcCipVAqFQgEK\nhQJjY2O4cuWKJHjymSYsyXfOZDLJ81FbW4vm5mZRk/F7Bu45iVUqlRxsNFweHByI9DKXy6G9vV1k\n0fl8HlarFVarFZFIRLZ1k8mETCYjuncAIjwgdHxwcIC2tjYsLS3Jnzsa8Hfq1CnE43GEw2GRadfW\n1iIUCuH555/H9vY25ubmkMvlkM/n0djYiPb2dpjNZoTDYdlQyG1tbW3BbrejWCxibGwMS0tLaG1t\nxY0bN6BQKLC7uysR4y6XC+Pj43K2nTx5Et/+9rcf6Nl8aJM9JVrEg0mcAvcMPnSuMqu6Wq0K4045\nJWED6uuJVx7+OhzNbDbLoaVUKkWexQOK2Pjo6KhIoy5duiTEKXBPhbKwsCARvAaDAfPz86IFZlwp\ns/j5gCgUCgwODqJarWJhYQEtLS1CCjEegXp22qNtNhvC4TDy+bxsDlarVTYIruYMR+KE19XVhdXV\nVclT4eFJ+eLa2prERROLZO4MD25+Jlz3qVuvqalBOBwWKMDlct2XVMoDn+Q0/xwvwkceeQShUAjv\nvPMOLBYLYrEYFAoFTCaTRAAzRI6f39GLjtNsX1+fYPP0LZhMJjGd0Uy3v7+P9vZ2zM7OftSPNYB7\nShomNPIgP5o9T9+ETqcT80yxWBQJIKMh6OrWaDTy/HJzYgSF3W7H9PQ0dDqdZOSQxDw8PMTY2Jhk\nHmk0Grz66qvisk0kEujr6xO9OaOMQ6GQKL2oAFKr1aLw4kbg8/mwsLCAYrGI7u5uNDU1IZVKIRaL\nwWg0IhQKob29HaFQCK2trTLV0tFarVYxNDSE27dvi4zx4OBAwuz4bAwNDUlg3+TkJFpbWxGPx2XD\nIMHLrZjE7FEIhFAVNyUODV6vFzMzM0KAazQaiXbgJq/X6yVUjRxEe3s7Lly4gNbWVnznO9+5zwyl\nUCgwOjoqnQ6UtPI9ByC8E0UHnZ2duHLlCnZ3d2XjVyqViMVisukwRtlms0m8w//256Ec9rQIk6RM\np9PifiTsQlcpI19J0kxOTkKv18ufoZbVaDTKJsAMdMrSTCYTZmdnYTAYZHokYZNOp2VSisfjcLlc\nWF9flylpdHQUwWAQ7e3tknbJg62mpgbRaFQIyubmZlkrAYiRhVALX+rV1VWZ1CqVCuLxOBwOB7LZ\nrHgJLBaLSFKPYp8Gg0EujJqaGsHOOfHTzXfs2DGEQiFZFXd2dlAsFtHa2npfngfdhBaLRS41/tup\n92fWjdVqFa2/z+dDJpNBLBYTlUVDQ4PwFXV1dUIymkwmdHV1yUXG6AAe6CTduX6nUikJA6OElDwG\nSUVO9ryclEolnnjiCQSDQUnTfBg/dE+q1Wo4nU6Ew2F5rpnOSHkeUzwpf02n00ilUqKkaWtrQ6FQ\nELgTgDizeYj5/X6Ew2EUCgU88cQTcplubGxI8uQjjzyCK1euiKtZq9Uin88LtwJAiHSVSgWDwSBu\n2Vu3bolvhbLZcrksROry8rIYoFjQk8/n4XK5YLVacfXqVTQ3N8NisYiJiI5Vqln0er3wDjwbisWi\nHOJarRYmkwnr6+toa2vDwMAA3n77bezu7iIQCNwHyfDP7u/vC+Si1+sRi8UkNpjSXwAC+TKniYIQ\n+neYIsuNnJJvlqW0traipaUF0WgU6+vrcDgcMmhRcspoDJqlyBdQgUaimJwFzY50QwPAs88+i1gs\nhvn5+QcO+XsoBO1Pf/pTean5onO643rT0NAAn88H4N6Hkk6nRcLIACeVSiX5I01NTXA4HKitrZVw\nroaGBlitVgwPD0Or1QpW6HQ6EQqF5AFrb2+HxWKRCFcmMgIQboCY3draGg4PD0WqRaK1ubkZ8Xhc\nUhupAtja2pINgtGpbFlKpVJioc7lcoJjEpdlQQQLK/hg0lW8vb0NvV4vigBilDU1NVheXhZTE/89\nfr8f8/Pzopqhpp3SNppdGNBWrVbl8Ce8wzjjRCIhRSZUEOXzeSFzKclsbGwU2Ipwi1arlQRHNghx\nstvZ2YHNZpPJTqlUIh6Pi6TO4XDI70jIAIDAWuR2/vRP//SjfqwB3BMfMI+GDlBuewDE6s8+BkYf\n82VnfEixWBS8mFr8pqYmUbuoVCr4fD6x4/f09CAYDKK2tlbyi/L5PLxerxjS+vv7UVdXB5fLhXK5\njLa2NhEMEINmpwJwzxficDhgMpkkZZQmyEwmIzwYc2GGh4clv4qXhsfjQSgUksuDzlnKPfm+rq2t\n4cyZM4hEImhubka1WhVFF/Nytre34XA4cPXqVYyNjUkZSGNjIzweD+LxuGy90WhUkiMpNmAWFD9v\nj8eDRCIh+VhMvCVqQDfszs4O0uk09vb2kEql5PujOqelpQUrKyui108kEjJwMpMrGo3C4XCIYKNS\nqeDEiROYmZkRH0y1WkVHR4cU9/D9OX/+PN5++22R7P7hH/7hAz2bD628hFMHLcZ6vV6IN+acuN1u\n1NfXIx6Po1gsoq+vT4ovKGOkSoUHAGEM/uejfw/XaLvdjoODA8RiMZEUEjai2efg4ADhcFjimLe2\ntuB2u0X+x4OfSiCFQoGVlRW43W4sLCxIxDDVPV6vVwhVTi986AlJxONx6PV6IbD39vbQ1dWF5eVl\nmfqok6+trUUgEJDDlb8T8UyakQ4PDwW2aW5uhl6vx8LCgqhjisXifZnxJPNYbhEMBsXYRfyXCgxO\nPk1NTfJi8XddXFxER0eH1Bc2NjZidnYWfX19KJVKkprJliwSxKxnJInocrkQi8XQ29srFnm+IFQx\n8QB1uVxyyNFa/lH/EBJg3IfFYpHJndI+ktDMrSmXy3C73ahWq+IhIO4fCoXQ1tYm/A8hTcJpBoNB\n4C1OtYVCQQK5eDlbLBYYjUYsLCxIJMbAwACmpqbgcDjgcDiEnLfZbLh27Zpk4lDosLGxIY5QGgmJ\ncVMeS0+EzWZDLpeTLoNcLodUKoX29na5xBoaGhAMBnHy5ElcuXJFPCMNDQ0wGAxobW3FpUuX8Oij\nj+L999+XDP26ujq5pChdVqlU8Hg8WFlZEUycyjgqcSqVCtrb27G6ugqHwyFBa+FwGPv7+5LDo9Fo\nEI/H0dzcjEQiAZfLJe+e0WgUKFipVIo8tFAoYGxsDNevXxdUgI78TCYjQyMzcWjiPDw8xPDwMBYX\nF9HW1iaBcdwCPR6PeHQODg6QTCYfOArkoRz2Fy5cwOHhoTjWNjc3JbuZ/ZLEuZRKpbg7SWgCkHwL\n4psAxOxQqVRgNptFtsUigeXlZekq3dnZQXt7O5RKJTweDz744AO4XC74/X787Gc/E/06dbyxWEws\n55SvcToliexyubC5uSmBXRqNRswxvKX39vYwOjoq8Q/831hbW4NarRacD4CQMly/SfhQqkeOIhqN\nyudHiIY4LhUE5Da8Xq+oRJhX7vP5ZGNhpR2hNV4+Op1OQqMqlYqoa4gpkrDmZchLgLgqA6Mo/WQ9\n4cHBgej8o9GoQEDAPb6EBRf0LlQqFXg8Hmk7am5uRjQalVIH/k7kXD7qn76+Pskgz+fzWFxcFKLf\n7XZDoVBgdXUVXV1diEajwj+Q/7BYLCI1PTg4gMfjET8KTWl8Hp544gmcPHkS3/ve97C9vS3RvqVS\nCW63GydOnEC1WsXPfvYz2ZJZhGK327G2toYnn3wSV65ckbwkEoxsGKO5je5ZGpLYE8vDORKJoKur\nS6ZT1g+ura1J7DbwP/BgtVpFe3s79Ho9bty4gXK5DIfDgWQyKQc6yWRuEDzwmLV/4sQJKBQKCQcj\nxEg1j8vlQmNjI8LhsESRcwNVKpXo7+/HlStX0NXVBaPRKC7WUqmEcDgsRrRUKoWuri7JCCqVSggE\nApicnLyvRIZy4b29e53VLpdLeCqG2mWzWYG1iAwcJaq7u7tx9+5ddHZ2Ynl5WZR2LCM6quj73/48\nlMPe6XSKIYrQAzFemp90Op3Yq6nMYLqi0WiUaNNisSipeaVSSTStXHOZPzI5OQkAomXmYcdWIRZD\nAxC7P8PD2JpF7TpXMcJKh4eHUmZCHJRkDSNZjyZdApAQqqNuVeLrgUBAmoqYL8JJulwuIxQK4cKF\nC5iamkI6nYbP55OSEE6+dXV1gvO63W5otVq0t7djZmYGc3NzorxIpVI4duwYVldXJSLhqGKJtnOS\ng5SiEoagqYc8CCVubrdbMNpyuQyXy4X9/XtduHQ09/T0oFgsykbEKaq+vh4LCwvS12o2m6HRaKBU\nKkUVddR5TUxbq9Xi8PDwPkz2o/5pb29HPp8XtQuJNWLPDQ0NGBkZwWuvvSYChJqaGomCODw8xMmT\nJyXEbm1tDXa7XQhdkpVPP/006urqMDk5iWg0Kg1pVqtVYq69Xq9sXFSd0Pnc398vn+XW1pZABDyI\nma1DdQ4VMwqFQpqTwuEwWltbUSqVpCaTWzE3L0qJV1dXZTh55plnJPWyubkZ7777LlQqFUZGRvDm\nm2/KNKvT6bC0tCRchFarxbVr19DZ2YlkMgm9Xi+NbeVyGUtLS0KOm81muFwuKSXnGcDnhdlFu7u7\n8Hg80j9An0d7e7uUpdfX18vQxC0nm80KPMesIG6TZrMZra2tSCaTouChYayvrw9vvvmmDD8UhnCS\nPzg4EPGD2WzG5uamkOVdXV1YWFh44Ge77v/aU/6/+Nnc3BTtMfA/YWJk+mdnZwWXpJWcQVBUY9CN\nxkhikpPUj+/s7GByclKmS5J51DQDkBiEYDAoU2k4HIbdbkelUkE0GpX8G7ZIOZ1OVKtVLC0tiZSN\nmwQNFszTZuLj0ZWP2RskNXko8DKhquf69euikOAKPTQ0JMmGH374ocA9+/v7CAaDSCaTsvrp9XqB\noMjeB4NBWaGZBGixWCRATqfTYWBgAG1tbbh8+bLUybW0tMjn2NraisnJSUQiEVgsFoFN8vn8fXp8\nujB5Gba2tmJubk46RkulEtLptBSsE/Yi5nzmzBksLCygo6NDLi36BOhQZRz2+vo6lEolXC4XXC4X\n3nzzzY/6kZYf4uMUGNAOT7nj0eA+mv329vbEzdzT04O9vT3Mzs7KJhaJRLC5uQmPxyM+j1/84hf3\nuUlZrFMsFhEIBFCpVODz+XD16lWRTnKzYq790tKSmLMODw9ht9vh8/kkAiSZTIpyhnCEwWBAQ0MD\n5ufnxSzFQ5/bIdNbaQCjX6O5uVmC7ihTfO6558RM+Pbbb8umSjjRZDJhc3MTk5OT92186+vrcmHw\ndyWJyvCyiYkJ+Hw+JBIJBAIB1NfX42Mf+xgqlQrW19flnW5oaMDv/u7v4sMPP8T8/Lwk4pJT29zc\nFDIdgGTdUO5N5IBw0dHob5PJBLfbjampKXzyk5/Ee++9hyeeeEI8RGwFO3XqlDRbaTQauFwuuYDY\nEHa0eexBfh7KZM+mpVgsBrVaLZnp3d3dkjMNQOJeHQ4HFhYW0Nvbi1AoJEYqKmJ4QLDsgTJLpuwR\nksnlcujq6kJTUxNWVlYki6a5uRl2ux1WqxWzs7NYXV3FwcEBnE4nDAYD1tfXodVqZWPY39+H3++H\nWq3G8vKyvGxM4iRmS9KWByxNK0fliZR18d/J8LfV1VW4XC50dXVhc3PzPkkmCaRUKgWdTicBWdQU\nP/XUU9ja2sL09LRASoQ2nnnmGdy9excHB/dKnQn/HC2S7u7uxszMDD7+8Y/j3XfflaIRqnKIrVNa\nx3iGtrY2qYg7PDxEW1ub5P0zn5xbEzHptbU1mdg7Ojqg1WoxOzsrZDRzf7xer1wgLM0gXnw07ZOT\n9dra2kf9WAO4Z6o6f/48Ll++LCmKTDglPEaPAx21vLiJwTOb6fDwEJ2dnXLBMxJhaGgIr7/+uvBa\nkUhENkKn04lr165JvrrT6RSC/+bNm9Dr9dBoNHjsscfwn//5n/L+qVQqIdx5AdTX12NpaUm8KiMj\nI7hx44b4G9LptORHUZ55lOClk12hUCCbzWJkZATZbBbFYlGK5m/cuCFwDSMkSLYzEoKDQCKRwFe/\n+lVcv34dU1NTcoEe/R15wUYiEbjdbuRyOXi9Xuzs7MDr9WJ+fh7JZBIvv/wyLl++jOnpaVEhURGW\nSCQkCqKxsREbGxtCysZiMWxtbWFgYAAajUZEDrW1tVheXoZWq8XZs2fxzjvvYGdnR4YbBhGya1ih\nUAinyN/DarXel6TJ5NlIJCL8Cp3VD/Lz0ExVzc3NCIVCooflB8vMauKvsVhMMqEDgQBWV1fFMUjc\nLRKJYGlpCfX19aitrZUYVAZBAZBsEGbfsBeSGtadnR0xVVA2Rd0vzUzMCG9oaABwr9ihq6sL6XQa\nGxsbGBkZwezsrPAJlIxSU04cM5vNoqurC7lcTn5XRh/n83nJge/q6sLGxoZEvlINQfUAD3wqNhjs\nZjQakUwmBVM9/HU2N4Pk2JTlcrlw6dIlCZbiekuSkeFs586dQyqVQjgclsjmTCYj6pujbTrMHadm\nuVgsSq8ANzJK7ejqXFtbg8ViEeLN4/FIvVuxWEQ8HpfQLB5CwP/I5niZHeVFHlY2jslkQn19PQqF\nAlpbW2WqZawHM2bm5+fhdDolEpsErV6vx927d8WAxJz7w8NDeL1eLCws4PDwEKOjo7h8+TKGhoag\nVqtx/fp1VKtVdHd3IxwO4/z587hz5w6cTqdANUeFD4wPcbvdMrlySyak093dLcTqyy+/jB//+Mcy\nhTMjyWAw4Pjx45ibm5OaS9b3feITn0C1WsUbb7wBq9UqksPV1VUMDw+LAo3DBjcO+ljUajW0Wq0o\nfPgMNTY2SrcEUQG9Xo+xsTHEYjGEQiE89thj+NGPfiRyXo/Hg0gkAoPBgL6+PsRiMcnZLxaLWF1d\nhcViAXDvvaZCqFKpwO12i0qMBCmhVzrSya/t7e3JUDg4OIhUKoX19XVks1lJ8nQ6nbIRlctlnD9/\nHrdu3RJIaWVlRZrX2NHAGHWa4x7k56FIL//t3/4N4XAYNpsNgUAAfX19MhHzFue6y4OWcQbU3zoc\nDimgDgaDotume5CwAnDPIv3/hlSY58KaPGJrHR0dooU1Go3o6urC5OQkHA4HyuUy1tfXhR8geUuJ\n28zMjLhtfT6fkKI+nw+Li4twu91irjo8PEQ6nUYwGEQikUCpVILf70ddXR2WlpYE91QoFGIPX11d\nRWdnp7y8NB1VKhV0d3fLxsDLgtk/JLIZquT1eqW5KBKJCEzmcrkkQnpnZ0cIM3YB80Vubm6WQK2R\nkRExwmxvb8vlQnLV7XYLvEUia3d3F11dXfdtXuzJpfJheXlZXMMkteiEptzV5/OJ+Yj4qUajQWdn\nJ7761a9+1I81AOCf//mfkUwm0dDQgMceewwqlUpkeewRYE4O8fNisYihoSFkMhnByTn9Ua1FSKdc\nLkvu0MHBgUQW7O3tiYP4aAvc4eEhVlZWsLOzg7Nnz4oBaHd3F6dOnQJwT7E1MDAgJRsul0uc6ZVK\nBV6vVwxZ9HYwVoHcmc/ng9/vx82bN4WTicVikpnEgzQYDMLv9wukSMd6TU0Nurq6JGqDW2s2m5VO\nAz4f7H8gx0Q/COXKjY2NuHXrFgKBAOLxOHw+H8rlMs6ePYuNjQ0J1UskElhZWUFtba3Arjxw9/b2\ncPHiRezv78tkH4/HUSqVMDw8LI1Yy8vLoiZk6xi5FZVKhdnZWWxvb6O/vx8AxFSXSCQkeC4ajYr0\neXV1VTY+bk4ej0e4hs3NzQfOfXpoMA4dosSZeVs3NDSIXMzpdGJtbQ2BQEAkhYwDrVQqCIVC0Gg0\ncnvzgS8UCvdJ7xhAVi6X4ff7MTMzg9OnTyMcDot+nusl8UlOGadPn8bbb78t9nYaP4jPUXbGwKpk\nMolqtYqTJ0+irq4O09PTcsmwQYka5Gg0iq6uLiHjAAjhwzAwytioguALzlAlBj3x4kokEvJZtLa2\niryUkz2DzU6fPo233noLg4ODuHnzJk6cOIGlpSVRJYTDYZky2C6kUqkEE7XZbLBYLJiampL/G8Pe\neNnw0mIqIydKvV6Pqakpyf8mPMHCCV7Y7NutVquw2+0ol8vSv1tTUwO/3y9mOeayMN/+7t27H/Vj\nDQBSzEI4i3Jgq9UqaivCG1Ru8XNQq9XY2NiQrl9WRTJThhcDk1v39vZw8uRJMT7xEP34xz+ODz74\nQMq1AQgsSTJ8cHAQ+/v7uHr1qoSvpVIpIWvPnj2L69evy3fp9Xrx4YcfysXAS6umpgZut1uir6lG\nOWoUJN7c1NSE1dVVCQikdJKZTuxyYPk24zpo0sWxAAAgAElEQVRKpRJ6enokBJDPYygUEvWVzWZD\nb2+vYPvNzc24ffu2yH9ZHqPT6QSmofqIF9/4+DgaGhpk26b8kuXne3t7GBkZwbvvvouBgQGBe6kw\nOlqJSCi6rq5O+Au6cnU6HZLJpPRQeL1e6Rym85pEs1arlerNcrks2UYP8vPQyks4uRCjt9ls6Ojo\ngMlkEo0v8ysY6VkqlSQSlpMopZn8YOimbWxslAmAmP/AwAAymQw2NzdFmqnRaDA/Py+Kj7m5OXi9\nXnEyErMnBNLQ0IDe3l68/vrrUKvV6OrqgkqlwsLCgkxchG7IQ7jdbrz77rsSkqTT6USOSMkc5Wa1\ntbXQ6/VIJpPo7e2VELGxsTHcvXsX+Xxeth1a8U0mk0xTJL5YOs4YZVq0edEyUnhrawtdXV24cuWK\neBcMBgOamprEFERMl2FtWq0WnZ2dWFhYwOLiohzohB02NjYkw75QKIg0lRg8pWQ2m01iHsrlMlpb\nW8UFfdQ1WSgU4Ha75cWkIWdvbw/nzp1DuVzG+Pi4TPtnzpzBX/7lX37Uj7U825TVEXpoamrC6Oio\nBOWxnahSqUi6Y6VSwcjIiEj9AoGAPIsLCwtifMrn8zhz5gyuXbsGr9crpfQul0tgN9Ye5nI52SgN\nBgOWl5dFtmuz2UQWStUMAHzlK1/BW2+9JdWCb775Jurq6tDd3S0tTU6nUzBzrVYrypZsNov+/n6J\nneYBx4z/SqUimTODg4MSIEa4hnAVNx/q6o1Go8Res5MBuEeGE6fnJk9ZLqXbc3NzcDqdApmGf93+\nBdyLzj527Jh0A6hUKpw9exYKhQJXr16Vv6dSqSCVSsHpdMpmT36McBt7K+iH2N/fR1dXl2wOrMuk\n0MRms2FpaQlbW1vo7OyUzZmBcdz+qbIjbGa1WjE3N/dAz+ZDgXG++93vyvSWTCbhdrthtVrF1Uqp\nEgOtmL3CCGK/3y9pfUcdnIQmTpw4IRrWrq4urK+vo1qtijyPsJBGo8GtW7fgdrvh9/uh1WpFDeNw\nOFBXV4eenh5RfzDml2oHpg7G43F5MNva2pDP53H+/Hkpf5idncXh4aEcXsw551TAg56lK9vb22J5\np4Joa2sLw8PDIokEICQ1s73dbrfE/up0OmkyOlp+zErIcrks5DKjhanUyOfz4m1gnnprayseeeQR\njI6OYn5+Huvr63jppZfEOMJthOUbrCPkVAr8T/cw+ZhEIiEBdcTovV6vHCBcq71eL5qbm9HV1YVS\nqSQqqIaGBmkloiLn1KlTCIVCeOGFFz7qxxoA8L3vfU8iLtRqtRCi29vbEsOh0+lkQOHLDkC2V1bm\nMUKBU69KpcJTTz2FmZkZyZQnfEcnKIsyeJBUq1U8++yzWF5eRl1dnWzLu7u7OHfunOj22dfAgebO\nnTv35Vcd5XCam5tx8uRJZLNZLC4uSgCf3+8XXsnhcAjRmM/n4Xa7Rc1CeGZ7e1tiB4hbkxhl8ioA\nSb3lf48GQUZuM2zw5MmT8tnwuaeJyu/3Sx2oxWJBtVrFhQsXxOfgdrtx+vRpAMDly5fx27/921Cr\n1bh7967wKcy15xnEzUar1UrW0ObmpsCfhJUKhQI8Hg8CgQAASBw3B5/m5mY4HA6Mj48LbFdfX4/+\n/n6Ew2GkUik899xzWFxcRCqVemAY56Ec9n/1V38lDTxcTxKJhGRiMDuDaZd86UdHR6X0mPgzHyxm\nSrPlZ21tTeRefr9fMmlYg9jQ0IBkMolHH30U4+PjovRYX19HT0+PBCRxYqeD1GAwSKnyxYsX0dTU\nhK6uLjGJfepTnxLp5QcffCAOXT6UVGswQ1ur1Yr7ldN6Pp+HxWIRQwYAwWo3Nzcla4dQwFF1SlNT\nk6T40WBitVrhdrslXxsA1tfXYTAYROpFFzHJTUpYHQ4HlpaWsLKyIkqhDz74AAAwMzMjMcdUJdCC\nz7WWLyc9EMxAqq+vh8lkkpdFp9Ohvb0dExMTEn1bW1sLm80mz8r4+Dg8Ho9AQSMjI+js7EShUIDL\n5UI4HIbb7caXvvQlOUA/6p+///u/x8bGhqjC1Gq1JFAeLeThZku/gM/nkzx5EvmEB91uN5xOpwxF\ns7Oz2N/fx6lTpzA5OQm73Y58Pi/TIyOnu7u7EY1GsbS0hP7+fiwtLWFkZARra2toaGjA3Nwcampq\n4HK5BHJKJBKw2WzSiXz8+HGYTCYsLy/j85//PKanp/GlL30J//qv/ypcQX19ParVKtbW1gQqZQE4\nIy7q6uowODiI6elpkfzyguEzyfgUemDK5TJ2dnYQj8dx4sQJhEIhNDU14fjx4wgGg1Cr1TCZTAgE\nAiiXy7h58yba2tqQTqdhNBrlTOEUXiqVxBxFPujWrVvI5XI4e/YsEokE1tbWEIlEsLy8LIerzWYT\naJdk8OrqqnQFZDIZ4Ub6+vpEm0/cfnR0FHfv3sX6+jr6+/tx+/Zt4SncbjcKhQIWFxclCbaurg4v\nvvgi2tracOnSJTidTvT29uJrX/safvM3f1Mujf/tz0M57P/6r/9a9LPAPaUMA5SIVzHs5+DgQAi4\nRCIhemG73Q6DwSC6e+q2y+WyKFGMRiO2t7dx/fp1wce2t7fR29srWRS8RKirv3jxIo4fP45IJIJE\nIoGmpiapyyOuSZUPSWU6Ruvq6nD58mVEIhHMzMygpaUFm5ubAi15vV4EAgHk83nE43EcO3ZM8F1C\nVTysScByGm5tbZXs/6PxuXQTsm5td3dXXnYWOzAV9NixY8jlclKJyAjaZDIp5jWuyixY0el0ItG0\nWq0wGAxQqVRIJpNiGlteXoZer0c6nZbO36MlJHyw6SXw+/0SGMekx0QigfX1dRw7dky2B6aHEqMl\ngUnsU6VS4d1334XBYMDKyoqQYGtra3j22Wc/6scaAPBHf/RHkj7JLH7CNiSRNzY2pASEMMTi4qLE\nO/P72djYkOd8b29PDiOdTifCAUZ18B0YGBjAxYsX8fbbb4uhcGtrC+FwGMePH8cXv/hF/OhHPxJj\n2vDwMG7evClKmWQyKc94pVJBLBbDwsICtra2cO3aNRSLRVy9ehW9vb3SDqZUKvH444+jUCgglUph\neHgYCoUC586dw/T0tFTqffDBB7Db7QK9MhSus7MToVAIx44dk3x3wrBOp1M08wxGY30m3zsqadiz\nsLu7C7PZjI6ODiwvL0v5y/7+vgwcjC9hqFsul8NTTz2Ft956Cz6fD8FgUHKAWH9JSS+HG3qB+NnV\n19fj7NmzmJmZkc24Wq1idnYWJpMJBwcHePrpp3H79m3p1KitrcXY2Jh4MJjTf+nSJSwsLKCvrw/h\ncBj9/f24ceMGbt++jc9//vMP9Gw+lMP+e9/7HmKxGAKBwH3aY2pylUqlWK+j0Sg0Gg0aGxthNBrh\ndDqlsX59fR0tLS1obW1FXV0d9vb2hGCiw49f6NbWFp599lmYzWZEo1FsbGwgEAhgd3cXy8vLiMfj\n8Hq9uHPnDiYnJzE0NIR0Oo2dnR1Eo1FYrVYYjUYhAo1Go/ROkjghAavVamXqPnv2LFpaWlAqlWQj\niUQi2Nvbk7AshoBR2UNJHtdnTgkGgwFGo1EKXXjYDw8Py//v5MmT2NvbQ6FQEPknD35CCuzaZMom\nEzkpIyXxazabMTU1hdraWrS1tWF+fh4mkwnj4+MolUpwOp2IRqPwer3CATDOlznu5GcYVEejSaFQ\nwNDQkJi5GHRlNBpRLpcRDofv6/JkbpHNZoPb7cb+/r40HVGaW1tbi2eeeQbBYBBf+MIXPurHGgDw\nk5/8BNlsVvwQOzs7sNvtYhhkFlBPTw+i0ajEW/f09GB5eVkcxLzsWXASDAYlv2V6ehrBYFCiQlQq\nFT73uc9he3sbs7Oz0tSUy+UwMzOD4eFhgetu3bqFT3/601KVmcvl5O8mV1VTUyNpkgzFa2hoEAKR\nm4TZbEYgEIDBYMBrr70mCZHj4+PQaDS4dOmSZM5zW+TEXltbi5aWFpENl0olBINBGAwGRCIRueDZ\n4NTf3y/hbYwuoYnvxRdfFDl2KpWS54QXFpUvtbW1kiXETCkS106nE1euXEGhULivZpTkKgB0dHSg\ntrYWyWQSDodDuJGamhr4fD6EQiHMzs5KDy9b41wuF+LxOJ5++mn88Ic/FOc3+zympqbQ1tYmniFu\nW8PDw9DpdFhbW8PCwgJefvllfPDBB/ja1772QM/mQwtCY9WWzWZDfX29hHhxUibhelQXvrKyAqVS\niQsXLsBgMODVV1+VP9vT04NwOAy9Xi/TPlUgXBMZYTA4OIhr167J3wXckxB++tOfxvLyMg4ODjAx\nMYFbt26hublZzDHMpqDFnZcLcbyLFy+K5p/wCXF7j8cj086tW7ewtLQkDyv/DTabDZOTkwgEAqLu\n2d7elv5dEkwMuFKpVEKwAcDAwAA6OjrwyiuvSLCazWaTtXN0dFQMX1NTU0LWvfTSS9jY2EAikYDZ\nbMb3v/99eTEVCoU0Bfl8PkSjUYyMjMi/eXFxUS7qZDIpk5hCocDi4iL29/fR0NCA8+fPQ6PR4M03\n35SAqUqlgq6uLrhcLkxNTaGnp0fw+Ewmg0wmIwotrvYej0fgCoasHRwcYGBgQA7L1dXVB9Yi/5/+\nDAwMSP8rL9fNzU35PltbW6VpaGBgAJVKReKsQ6EQPvGJT+Dg4ABXr16VYDxeosy9oc8gEAhgfHxc\n1GT0MwCQfHev1wuz2YxPfepT0qvwwx/+EC0tLbh7964kaYZCIej1eml2Wl1dxcrKiuDn7e3tUq5D\nFRrVPsePH0c4HMbFixcRj8dx584dVCoVcbqq1Wq0tbVhYmICH//4x7G8vAyz2Sw4+J07dyRYTalU\nIhqNoq6uTlJAl5eXce7cOeRyOSiVSrz33nsSNf7lL38Zk5OTSCaTWFhYwMWLF7G7u4tUKiWy3+PH\nj+Odd97B7//+7+O3fuu3xP9AEyCFCSMjI2hra8ONGzdw/PhxfP/737+vHIcRBvTyRKNR7O7u4itf\n+QrK5TLefPNN2ZSy2SyGh4eFgxsdHcW7776LarUqKp90Oi3JtDRGUg3ITg5Gd7/33ns4fvw4Jicn\nHzi++6FM9n/zN38jNxsxWea+kJmnkoPxwo2NjTLBZzIZhMNh9PT04Mknn8TIyIg8QKOjo9Bqtchm\ns8IJnDlzRlIG1Wo1JicncerUKVmhHQ4Hbt26hWg0ihs3bkhgGh+obDYrZqdsNgsAaGlpuS8ilQcp\n8y88Ho/IJGntJ6mzvb2NQqEgTUBHG4dIRDMXhJOy3W6XKjpOMV6vF62trWhubobNZoPP50N/f798\nZizsJkm6traGtbU1BINBPPnkk8jn87DZbPjpT3+KmpoaSVecmJiATqcT6z7hJODeqlqpVHD79m1R\nHfX09KC/vx+hUAi7u7tIJpOyaqtUKjz//PN45513MDExgZaWFrnYmfE9Pz+PXC4nrmbGJx87dkyM\nVJTYUukzNjaGdDqNrq4uIYLdbjfm5uZw6tQpvPTSSx/1Yw0A+LM/+zMkk0m4XC55fknUnT59WiI+\njma4kJNIJBKieAkEAnjppZdQLBYxPT2NJ598Eo888ojAQoRBnn/+eTGv+f1+hEIhPPXUU7DZbELE\nVioVrK6u4q233hLpL1VUW1tbKBaLolRrbm7G2NgY5ufnBdZzOp1y+XOLdDgcWF1dFRPUCy+8gA8/\n/FCUIgqFQmIHmHtPKLVarSL8685X6shtNpu4TAuFAk6cOIG6ujqYTCZYrVYEAgGMjY3hBz/4AQYH\nBwVCee2116TchR6Oxx57DL/61a9QqVQwOzuLfD6PwcFBXL9+XToYHn/8cVy7dg3ValXOgZWVFdy6\ndUuSb3khffGLXxRuhO5wuo0vXLiAV199FaVSSUICZ2Zm0N/fj9nZWeEeX3vtNaRSKVHyrK+vw2w2\nY2NjA16vV4p7lEolnnrqKWSzWTz66KNyLlgsFiwtLeHUqVMPLD54KIf9N7/5TQkBovHHYrFIcbfV\nahVyj2oNkpNsj3n00UexvLyMhYUF3LhxQ6ac06dPi0qAzkVKBKl2IDkai8Wg0WgQjUbh8XigUqnE\nns4J0263w2w2w+FwIJPJSNRuQ0MDlpeXoVAo0NnZibW1NRSLRaRSKayuriKbzSIWi8HhcGB0dBSx\nWAzRaBRzc3NiMGL/KPtpI5EI9vf3BSf0eDySrUGFBiEguoA1Gg0uX76MfD6PpaUlfPjhh1hYWEAq\nlZLpgcRvMpnEiRMnpJydckceNu+//z729vbQ0tKCZDIppccA5DvIZrNSOdfY2CitW6ypq1QqoiRQ\nKpUyCe3u7somx63E6/XC5/PBZDLdZ4AzGAzSNsWcd0bCDg0NYX19XTTPyWRSvrNz584hHA7j3Llz\n+MQnPvFRP9YAgL/7u78T9/DZs2cFVqS3Ip1Oo7e3F7lcDk6nU7LvY7GYyDHr6upw5swZ/Mu//IvU\nAfIw/+53vyuDksViwVtvvSXWemZERSIRhMNhkTmSPP3jP/5j/OIXv5A+4r6+Pgn/orEo/OsaPUoX\n2XtMiTALfBYXF9HU1AS/34+WlhbcuHFDIo0Zb3xwcIDt7W0hMgGILPXkyZOYn5+H1+vF6OioNNGt\nrKyIN6GrqwtvvPGG9E7813/9FwwGA4aHh7G6uorl5WXY7XZ5Xnk4Ly4uIp1O48UXX0SxWEQwGEQk\nEsH8/DwGBgak+U2v1wtxnUgkYLFY4Pf7ZUOlE/y9996TakNO1+VyGSdPnpSS8IODA4GAYrEYLBYL\nnn32WXkvqbZjoCMVPEQFSqUSPv/5z2N+fh4+nw+nT5/GysoKPvnJT+KXv/wlfu/3fg+XLl3C888/\njzNnzjzQs/lQDvsf//jHAoHQzcdYV2bU09TAh1WlUqGxsRHd3d2IxWJiPmAmzPT0tDRZhUIhPPvs\ns1AoFMIJPPHEE/eVIHD93NzclC+psbER8/PzOHfuHNbX19Hd3S2tSjMzM5Jz0dDQgKWlJZF95nI5\n4RXS6bQYXGhtDv86vpQkL8k6hqfx96Wzl7gmlQylUgkzMzPQ6/VC/hEKId7KogTgf7phGfnKhywQ\nCOD27duitQ+FQqJYYsY6L0m73Y62tja43W5MT0+LJJBmrra2NiEhQ6EQent7xU7OgDSSwywCp5sy\nl8uJiWh8fFwURuzC3dnZkWwUZrgT485kMmhtbUU4HAYAIemYFsisnBdffPGjfqwBAP/xH/8hq3p9\nfT3C4TBqa2uxvr6O1dVVcZYyRyaRSMh2ODY2JvDC3bt3RV1FrP/OnTvo6+vD7/zO72B9fR3BYFDy\n8R977DEsLi5KST2jtJPJJNrb2+H3+3Hnzh0899xzKBaL4kimQ/v8+fOYmJgQwpKwAuOFaUzs7e2F\nyWSS34naeEYMs0fC7XZjfX0der1eFHWss6xWq+LSZky2y+XCtWvXcOLECdTW1krSK13i6XQaZ8+e\nRTwex/T0NDY2NtDU1CStZDQ8ksdyOp2Ynp5GKBTCxYsXxd0+MzMjHo7HHnsMr776Kmpra9HV1YX2\n9naMjIzA7/fj1q1bWFtbQ0dHB8bGxlAoFDA4OIhz587JOUAEYGpqSqJdGEW9ubmJS5cuSTIvCWFG\nuBuNRsk76ujoQH19PT744AM8/fTTeOedd8StzMjy6elpGI1GVKtVfPrTn36gZ/OhHPb/8A//IEFg\n1WoVmUwGarUaQ0NDIpEkVsuiEsZ9UlK5srKCr3/964jFYgj/uiO1UqkI/MJpkzI4OuoYmMWQM9bk\nnT17Fna7XYpHSIxtbm6K3n1nZ0e6WnmTH30gWbNXKBREe8/8jLW1NbS1tYkblGQu83zYDMUsFLbp\nbG1tYXNzE2fOnEE+nxeohBEFc3NzqK2tlYx4apdVKpU0WVksFnHoUs44ODiIz372sxgaGsIbb7yB\n3d1dySTf3d1FLpfD3t4ebt26hS984QsYHh5GJpPB7du3sbGxgWg0ilAohIGBAXl5LRYLXC6XlETr\ndDrY7XYEg0HB0KmaYIbL8PAwXnzxRTEDNTY2inSVeeSJREIahNjyQyMWL34GzjEa4kFJrP/Tn7/4\ni7+QUDyWZpvNZhiNRigUCgwPD4vngvZ6v98vG+bOzg42NjZw/PhxGQwaGhowMTEhMMp3vvMdqNVq\n7O7uYnBwEH19fbh69apAY1qtFqdPn8brr78uufXnz5/H3bt3hfAeGBjA/Py8GO4mJyfhcrkky4jl\nG/RFGI1G4cSYK0OfQz6fR1NTk8Sd8JJTKpXY3t6WLgqaqtRqNcxmM86ePYtgMIjm5mZcvnwZW1tb\niMViOH/+vGwGPJgzmQzMZjOSyaTIPWmKYhAaiWSr1YqXX34ZZ8+eFf4sl8sJbMhWrsXFRbzwwgvo\n7u5GbW0tbt68KVtBOp1Gd3c3KpUKfv7zn2N0dFScyu+8844YLu/evYtqtYrDw0P09vaKmZED3nPP\nPSfd0oFAQN7fvr4+CWxkJerRXgOtVotf/epXMJvNeO+99xCNRmWr/vrXv/5Az+ZDOez/8R//EXV1\ndXC73YjFYujs7EQ2m8XGxoZY7P1+P5aXl6HRaNDa2orl5WVRbbDEolwuC+7IPsqDgwO4XC4sLy/j\nscceQzAYxO7uLtbW1iQgraWlBeFwGBsbG2hvb8fAwIB8oIeHh1haWkKxWBT8kPb2SqUiFYlcNRlF\n0Nraiq6uLiwtLaGlpQX9/f1IJBKShdHb2ythZh6PR8ohfD6f5POwho0TPAsvHA4HVlZWsLKyIkXg\nJIdIhvKyoUqGPMeFCxdEddHY2Air1YpgMIhwOIyrV69iYmICJpMJSqVSLikAcLlc4gRcXl5GJpPB\n/Pw8vv71r6O+vh6rq6uSSdLT04MbN25I8UR7ezvm5uZgtVqxvr4ujVLMFyoWi8jn8zh+/DhCoRBC\noZA4HYk/p9NpCV6jVV2v16O+vl4gpEqlIma43d1dKdowm80P7bB//fXXJTCPZCe3KRqdWNZdLpdx\n/Phx2XhYXN/S0oKTJ0+KwmVnZweBQECq9gqFAs6ePYv5+XnE43Fks1mp/Nvb20M+n5f35bHHHkOh\nUMCVK1fQ1taGpaUlBINBbGxs3Gf1p6ad2+FRFdTo6CgWFxdhNBqFq7p27RrW1takd4HZPmNjY5L1\nQi8AOSbWHqpUKqytraGvrw+Tk5NIpVJiGqPElBsv4SPmPnV1dcnmnEwm0d3djUuXLuHixYvo7u7G\n8PAw3n33XYyPj2NlZQUXLlxALBbDysqKyCWbm5thMpkQDAYRCoUwPj6OeDyOT37ykwLFUqN/6tQp\nEThsb29LJPFnPvMZkXXye8tkMoImcHhZXV1FMBhEQ0MDXC4XqtUqxsbG8P7774tahxLPgYEBlEol\njI6O4saNG/ja174marz+/n6srq5iZGQEn/vc5x7o2Xwoh/23vvUtKJVKLC4uSs55qVSC0WiUuFBm\npzPhsVQqycFJE8qxY8cAABMTE+ju7hZNO6cVrpgkOTOZDABI3gpz6FmOEo1GxTzBdMLd3V20trYi\nGo1Ko5JCoYDT6ZReUODey8Ewr8bGRol8GBgYQKFQQD6fx9DQkMi+Hn/8cbE+02G6tLQEv98vxDKN\nVjSQMfuHsreGhgb09PQIn0F7OpUgTJQkkZzJZETd9Pjjj+Pll1/GzZs3EQqF4HA40NDQAIvFgp6e\nHtGIBwIBxGIxrK+v48yZM5ibm0MqlYLD4RC46Pbt23juuedw8eJFWK1W/PKXvxQOhq5jfn+0+DNS\nl/4GOoYJn6XTaQwPD2N6ehpOp1PcmPxzvPA4Ebe3t2NtbQ0OhwORSOShddD+3d/9HZaXl9HZ2Ynx\n8XEJfysWi+jo6EAoFEJjYyOGhoZkCnQ6nWLPZ2qn1+uFTqcTDwOLM/gsMIo6m81KyqlGo5GNlPJG\nGglrampECPHUU0/hxo0bUqVHXT1TSKmiefzxx7G4uCjO8/Pnz2NhYQF37tzB/v4+jh07hmAwCIVC\nIdgyJYIKhQKJREIMYTdv3oTf75fvR6fTYXt7W2Il3G63uNqPHTsmRLLNZpMtValUinqmUqlIWJ7b\n7cbt27fl966pqcFnP/tZpNNpTExMyCZgsVgwMjKCSCSCTCaD48ePQ6lUSpQD85tIajc1NeH27dv4\nxje+IT6VmZkZvPjii7h586ZEN7NAhQYxDnJjY2MCR7tcLty6dQsnTpzA1NQUnn76ady6dQutra2i\nubfZbKhUKhgdHcXKygp8Ph9+/vOf4+WXX8ZPfvITfOxjH8ONGzfwB3/wBw/0bD6Uw/5v//ZvRZbE\nQgVibl1dXcjn8/jYxz6GiYkJIVltNhsymYxIutxuN9555x10dHSIeSEWi8kEWCwW5YAgBs6scLbN\nkNy5fv06Hn30UZn4mcFSrVbhdrsll4K53lSnEHekW3VtbU0OMV4CfPm2t7cRjUbx+OOPY3Z2FrOz\nszLBK5VKBINB0RCXSiXJoTk8PJTMfWrLmfZXX18v5BlwL45AoVBIRHG1WhXDCp2nfr8fqVQKc3Nz\n8Hg8Eo1LN/Lp06dRqVQwPz+PWCyGkZERpFIpwWm7u7sxNDQk2xcjkhUKBd5++23R5Xd3d0tEMxVD\nXKcZ7MakwkqlgtraWvFHkKthUTUvDZrFtre3pXidnAMn/r29PZw5cwa/8Ru/8VE/1gDuGQY/9alP\n4fr16/B4PDCbzfB6vZidnRWSfGhoSLbKt956SwxCPOA+85nP4Nvf/rYUcyiVSklL5cXJyOnd3V25\nmKvVKjY3N6FWq0WBlU6nZYDIZDKor6+XiZR59XRxT01NQafTiddiZWUFLS0tyOfz2NjYEPydYgVW\nWvb19eGVV17BN77xDUxPT0s2e01NjRC+Ho9HUk4ZP51MJmEwGDA2NoZkMilOUxYMMaqBQXsMudva\n2pJL0+12Y2lpSQYzpoEmk0lcu3ZNtv/BwUE4HA5UKhXMzc1BoVDIgMRww29961v493//d7jdboyO\njmJ8fBwXL15EJpPBtWvXcPv2/0PcmRxz/FgAACAASURBVIa3XV3r/vUsyxpsy5Ll2ZLneY6xYydx\nBjIQICEhhDSEFk4HCENLGQplajmnpZRSDuWUQ6GkhDKUJITMI8EO8TzPsuXZlmRblmVZtixrsO+H\ndK2T3Pvp5t6n/n+hT54SZGv/9157rff9vY1wuVxYtWoVoqOjceXKFXYqy2QyZiC1tLTgkUceQXt7\nO+Mo6D0fGRmBSqVCTU0NDhw4gOrqaqSkpGBwcBBqtRpyuRwikYipArt374bL5UJERAR6e3uxZ88e\nlJWV3dLaXJHN/quvvoJOp+PNirIZ77vvPvj7+6OzsxOLi4soLS3lfldERASWlpaQlJSE8fFx7tma\nzWZ4e3tjdHSUQxRId52UlASxWMy4Ber1Uobs7OwsK1EAsCaf5JVSqRRDQ0Pw8/Nj6Sal05OywsPD\ngz+P2Wzmkx4ARCIRlEolkpKS+ADp7e3Frl27mKRH7aeenh4A11OnaChHbZQbGSkEcSNNdW5uLkZH\nR7n6iYmJuclCTuEoOp2O4+7o7yJ0Kx1q09PTyM/PZ6ckhb3TTIUUDf39/eju7oZQKOQ5gcFgQH5+\nPkZHRzlXNzExEb29vbDZbHC5XMjOzmZuOZETZTIZV1U0QCeMtd1u5yqJMMyk7/bx8YFEIuFYxaam\nJh5EDw4O4mc/+9m/elkDAAwGA44dO4bS0lIG1mm1WvzkJz9BSkoK3G43rl27hmeffRYXL14EACQn\nJ/PQ1Gq1or29HQBQWFiI6elpbr8QLGvz5s3QaDRYv349/Pz8YDAYOLaQWnKUUUyQvLGxMXh7e0Ol\nUrEXgTwKnp6eUCgUjJAmPr1AIGDkMjmpvb29+aa7uLiIe++9FzU1NcjIyMCZM2fw8ssvo7m5GUFB\nQfw9nD17FhaLBfn5+QgICGAEMB0c3d3dMJvN7I2x2+383vT29kKhUHBrRKVSIScnhw1pND9ITU1F\nSEgID6kJ3EY+D6lUColEwl0AUu/4+/tDLBYjPDycsy2qqqqgUCigVqthtVoxMTGBe++9FwaDAUVF\nRTh9+jS2bduG/v5+xMXFob29HWVlZTCZTOjv70dxcTEOHTrEnzEkJAQ6nY5vuTTrk8lk6OrqYpyx\nj48P0tLSMDo6iqSkJJw6dQqPPPIInnnmGaSkpGBhYQFVVVV4/PHHb2ltev5/W+X/Fw99AR0dHcxb\nT0lJwfHjx3Ht2jXcc889mJ6exqlTp9DW1saqFDoRPTw8uIKhao5OQ6vVioKCAqhUKg4djoiIQFhY\nGKKiopgpQ19CUlISXC4XlEol288BMEHS09OTcbKk+KGNlA4OcvWSCkAoFGJ6epoVAeXl5YiLi+MM\nzpMnTyItLQ0dHR3w9PSEyWTCpk2b2FyRlZXFRjOhUMhOPQo1p+vv2NgYyyWFQiEyMjIwPT2N2dlZ\nNDQ0IDo6mvvdPj4+0Gg0aGho4BARrVbLCgm9Xo/vfe97kEgkuOuuu3j+kZiYiNTUVA6OVqlUUCgU\nCA8PR3t7O9RqNZKTk5GUlITBwUEUFRXB29sb6enp+Mc//sELOSoqChqNhhOZ6PCldC566egmRxwh\nQidTdCJt/NPT05xn29DQwNJQOthX6tFqtbDZbLh27RpaWlrQ39+PHTt24OjRo6ivr2fxwbPPPssz\njZ6eHpSUlKC7uxuzs7MAwNF5YrEYPT09LMNNT09HUlIScnJyOPuAMliFQiG8vb05TIdujBMTE8jM\nzER6ejpGR0c5McnHxweJiYmIjo7mQ1mv1+PSpUtsVpTJZCySICFAe3s7iwvOnDmDTZs2oaOjAy+9\n9BL+9Kc/4dFHH0V1dTV+8IMfoKmpCe+//z5EIhFaW1uRn5+PvLw8xjWMjY1BqVSyfLK3txcGgwED\nAwOoqqriOExS0AkEAly8eBGZmZmMxc7MzITRaER/fz9SU1PhcrmYZy8QCGA0GtHX14eYmBjcf//9\nMBgMjGnw8PBARkYGDz+bm5vxk5/8BNXV1VCr1ZiYmEBsbCy+/vpr7NixA0NDQ/j1r3+NN998EwcP\nHkRtbS1eeeUVlJeXo6SkhA9nLy8v7Ny5E8nJyfDx8UFqaiofOlKpFAD4O6BZxfz8PBwOB9+OhEIh\nTpw4gaSkJPj5+aG6uppnKrfyrEhl//Of/5yrS4oKJF35xMQEWlpaeNCh1+uRl5eHiooKDq0g6BZx\n4MloReyRoaEhdHZ2ss2YDEwAuP1CUXh0PVYqldDr9YylJYMDEeiio6N5aDw/P88RanRSx8TEMNeD\n0qWio6MxNDSE7OxsPsQ6OjqwZs0a9Pf3Q6FQ8DAoJCQEvr6+bLqJi4tjVndQUBBGR0eZXkmziJSU\nFM7ppeEc6ZpNJhPS09PR19fHaoGEhARWU7jdbqjVarjdblYnkKaeAFAk8SRd9uLiIqKiouDp6clw\nrZaWFkYXi0QimEwmxMbGoqqqCtu3b0dFRQVWrVqF1tZWZGVloa+vD2FhYWhoaEB2djbjXL29vVmC\nSBs+AE4kAsDqDDq8iN5J0lXCSkilUvz0pz/9Vy9rANcRwTSYpTlNTU0NrFYrbDYbu7ClUilGR0cZ\nY039d1rHpDyhCEMKo3c6nWhubsbs7CwrdKh4okG8RCLhYahAIMBdd92FoaEh5tFT241CepaXl1FS\nUoKxsTGUlJRgfn4eHh4enCFM65iCuPv7++Hh4YH8/HyoVCp89dVXeOONN/DWW2/hlVdeQUNDA1JT\nU9HR0QFfX18kJCTA5XIhMDAQWq0W69at442N0BlBQUEc7hIcHIzIyEgkJCRw4pzD4cD8/DybkQIC\nAvhz6nQ6zp+lICAA/M5ERESgtLQUV69exZUrVyCRSPjdl0gkuHz5MgoLC1FfX48dO3bg7bffxs6d\nO/Hpp59CJpNxi9FsNqOkpATvvfce3nzzTfzxj3/E448/jsOHD+Pxxx9HQ0MD1Go1Dh8+jF27dqGi\nogIRERGYnZ1l0xThMmw2GwsKYmJiGLZI4DwSiBCWJTAwkJEwjz766C2tzRWp7HNycpj69+STTyIj\nIwMqlQr19fWMICViXElJCUsCKb4sLS2N2fA0SI2NjUV2djbWrFlzUzg2IVkpX/XGoa1cLmfSY0ND\nAwO+4uPjERoayjTF6OhotLa2wuVyISkpCVKplN28MpkMarUaCoUCUqmU9dWDg4MoLy/nQV1ZWRn+\n/ve/o6ioCJ2dnUwxFAgE3DohOajBYOAMTaIRyuVyhIWFMSKAsilvTDVaXl5GQEAAzxUoQOOOO+6A\nt7c3amtrWe0EgK/6hJ8dHR3FqVOnAFyXSJIiaHJykvXRzc3NbPdvbGzkiEG6oRAeYuvWrTh9+jR2\n7doFvV6P0tJSmEwmxMXFAQCSkpLQ3d0NsViMgYEBiEQihISEwNPTk3kpJNObnZ3lg5eSzAgdS1W/\nl5cX0z9dLtdKLGsAQH5+PoDrodR79+6F0Wjkw5cQwjKZDHa7HVu3bkV3dzdkMhmOHj2K6elpZGdn\ns8+AQHUhISGIi4tDSkoKenp62G2bmprKsmIKbZfL5Zibm0NycjKCgoLYnFVbWwuJRIKMjAzodDq4\n3W7m1FP+cHp6Onp7ezE3N8cbERFK6SYLXL+Z33///cyP+t3vfocnn3wSTz31FI4cOQKpVIrs7GzM\nzMzgvvvuw69//WsUFRUxA7+zsxMlJSWMBoiPj8fQ0NBNnCZyxFMBNzs7i6SkJMTGxnJ7RKFQYN++\nfRyAJJFI+JZbVlbGsLyJiQk0NTWht7cX+fn5WFhY4KpeJBIx+ntsbAydnZ2QSCT47LPPOLuWfmaB\nQIDOzk68/PLLePrpp/Ef//Ef+O6773DPPfdwCMzs7CzWr1+Pr776ComJiWyeGx8fx+zsLHOCKJ50\ncnKS5ZgEWCNMCeFcbDYb6uvrMTk5yZLrW3lWpLI/ePAgp0I1Njaira0Nw8PDN1Uc1J7RarWMNaZc\nyrS0NB5qGI1Gbt9QhB7195KSkrCwsICJiQl25KpUKiwvL98U6UeqkKSkJAQHB/MLaTKZMDs7y65d\njUYDtVoNm82GiYkJhIeHQygUYmRkhHublDDk5eWFsLAw9Pf3Izk5Gd9++y127NiBvr4+qNVqNqEU\nFhbi/PnzOHDgAK5evYqysjJoNBrI5XIMDQ0hJyeHh2iElFizZg1f1ycnJ5GamsrmNOLlUF7A4uIi\nIiMjWVoHXL/dpKen8/V5YGCAbfH0vZBKiqStQqGQK2hCJ5AqggZ2cXFx6OrqQnJyMq5cuYI77rgD\nx44dYwY7UUipalxaWoLRaIRQKGSpHrF7aIhHQ3Wqaih5ibgsQqGQYWuUwRsWFnbL1c//6/P4449z\nhXbx4kVWRFFYNaGqXS4X31qpQifZYkFBAcbHx1mpQhstvRdyuRwxMTFoaGjgg5uAXXFxcdDpdBz6\nfe3aNXh7e6O0tBSTk5NsDiJJq16v540nNjYWjY2N8PLyYuQyDTKpQiVO0ZYtW/DnP/8Zjz32GJ58\n8kkcP34chw4dwrZt29hAtnv3bjz77LN4++238fbbb+OJJ57A6dOn4eHhgbGxMRQWFrI/guicy8vL\nWLt2LRYXF9He3o6EhATGOczMzKCvrw/r1q3Dd999x/JQwi7o9XrEx8dDIBBwHvLo6CgyMjJ4vjQy\nMoKcnBzOsg4LC4PD4UB0dDQ0Gg2Dx0iOSg7ijRs34tq1a9i7dy9eeeUV/OUvf8H999+PN954A2fP\nnkVycjKmp6ehVqvh4eEBtVrNNwXiQZGggw4kOpijo6PR19fH80gqXqxWK69tCo9va2vDs88+e0tr\nc8UQxyQvJEIdbRzUt1YqlRgZGUFiYiKWl5f5akMDXAKGUVuGnJck8SO+DDkViS+zevVqqNVqTtAh\nxyVtnFarFYuLi5wYRP/umjVruJ9GxD0iOI6OjnI0YHBwMA9OZ2dnsW3bNr6ZtLS0QK1Wc285JCQE\nHR0d2Lx5M44dO4YdO3bg+PHjeOCBBzAwMMBsj6ysLKjVas597e3txcLCAlatWsUvtlqtxuDgIDM6\nDAYDvL29ERsbi+HhYQ5X8fDwQGFhIex2O2pqajA5OckLnm4lIyMjDBsjLb2npye/RGSUodvRwMAA\nSktLUVdXh5KSEnz33Xe47777cPXqVWRmZqKmpoYlfsHBwejs7ER8fDw6Ojp4OE+KKco9pZ8DADuo\nSU5IEDZCDRAXXygUYtWqVRCJRNi/f/+/elkDuG6qulFPTppwcqsS4E8gEEAmk3Fe8fT0NBNJR0ZG\nEBUVhdWrV3M4CAVvLy0tcU4p0UWtVitWrVqFpKQkuN1uZGRkQCQSsTltaWmJ0eC0acnlcoyPj8PL\nywsKhQKdnZ1cLK1fv55vmkajkVsyBAy78847UVdXh+effx41NTXYvn07vvjiC+zcuZOVO5GRkair\nq8Nzzz2HZ599Fi+99BJeeOEFZgeZzWa0tbWhrKwMfn5+SE1Nhd1uZ/rkXXfdhba2NszPz2P//v04\nf/48nE4nO09p86aDiLT6hYWFmJmZQWtrKyYmJrhVqdVqGQ3R1taGmJgYGAwGlqySC5dwE4WFhZBK\npZiamsKDDz6Id955B7/4xS/w9NNP4+jRo3jzzTfxox/9CG+//TZ+8pOfMPuHnOLUahYKhaipqYFc\nLmfFkMvlusmwRjGgcrmc9x+BQICxsTE235HGH8Aty4pXZLO/cOECoqOjER8fzz24mZkZNsRQGpTT\n6WTzB3HUbTYb5ubmOIFmfHwcERER8PDw4CxPPz8/rmwpTcbX1xc2mw39/f1ob2/ngBOKzaOgcLVa\nzaTJqKgodr7W19ezlG5gYAAWi4VfOIVCAQDcgqEeNmWF2u12JhOGhISgr68PiYmJqKurQ2lpKb76\n6ivs378fZ86cwdatWzlKjvrrZM4SCARMIVQoFAxNI1b3nXfeicbGRm5zEBKBVCz0+xgfH4dYLGbJ\n6+joKJMX6fYEAHa7nXugJKej/ig5lmdmZthdqVAoGP5FsweqUIjnQ6iI/v5+xMfHY3h4+CY5HrFD\nCOFsMBj4AKAKl+YL1OaRSCTs/tTr9ejt7cULL7zwr17WAIDPP/+c2U5UiZOgQKVSwWQyobS0lBOa\naI2TIW92dhaxsbHsYlYqlcxG9/LyYtPa7Ows33YptLq3txfLy8uYmppCV1cXQkNDGRPtcDgwNzfH\nqp709HR2H2u1WqxevZrnHUKhEJGRkQCAiIgI9PX1ISUlhTdxf39/xjBTi6mzsxOxsbG4cOECdu3a\nhQ8//BCPPfYYnnnmGbzzzjv4wx/+gMceewwajQapqamsme/q6sLo6ChWrVoFo9GI7u5uOBwOFBUV\nsZTx3Llz+PnPf44zZ84gLy+Pb68DAwOMxQau3/Z0Oh1iYmKQmJjI0ZjkYvfz80NfXx9UKhWH/kxM\nTECpVKK5uZmVXkajEWFhYWhra8OmTZtw9OhRPPXUU+jv70dsbCyam5sREREBmUzGRFOKVbRYLLhw\n4QICAgKg1WqhVCo51IRMVyQocbvdEAqFfDOhfA4A7JXJy8tDWFgYCgoKsHHjRvT09ODJJ5+8pbW5\nIj17X19fJuQRZpRgYwEBAQgMDMT4+DirNkJDQzlA/IEHHuAWDul8Z2ZmGHFAA6/x8XHYbDZ4e3uz\nhnlmZgbh4eEsqcrJyYFarcbMzAxGR0exevVqjI2NYWFhgQdGeXl50Gg0EAqFMBgM6OzsxJo1a7B7\n9242wJASiCoHermdTidqa2vhdDrx3XffYWFhAeXl5Rx3FhQUhKNHj6KsrAxHjhxBcnIyTp06xaHI\npPShjZAiFPv6+jA5OclqGFINVVZW8hXYw8MD4eHhLOMcGBhAREQEQkNDERoaitbWVq4KCYBFKV5S\nqZT7/uRTICQ1OT1pWEx8EkpYIu4LSTCnpqYgkUjQ1tYGkUiEyspKNriNjIwgICCA4yBlMhmzWG6M\nbPT19eVqSCgUsiIhJCSEzSxarRZFRUU3tZlW4qHqvLGxEevWrYOPjw9iYmI47DsgIABDQ0MIDQ3F\n2NgYBAIBrFYr+vv7sXnzZj4QyIE5MDDAEsHk5GQEBARwy5OG7kRbzczMhLe3N6coeXl5YXBwkHnp\n9F1mZGTgm2++gUAgQFBQENLT0zm1itp25B8hZozNZmO3LA12Dx06hNzcXLz11lvIyMjAa6+9hn37\n9uH06dMoKyvDgw8+iI8++ghPPPEEHnroIfz5z39GREQEI8tj/0lZjYmJwaFDh5Cfnw8fHx98//vf\nx8mTJ1FaWoovvvgCDz74IL7++mu89NJLXEEnJSUhJCSEE8qIe79161Y0NTUhPDwcTqeTg9MTExMx\nPj6OnTt3sjObbohutxtlZWUQCARsXKMEt+HhYUxOTgIAampqIBAIcO7cOZSUlKC6uhppaWn44osv\nkJubiwsXLiA+Ph6lpaUYGBhAXl4eLBYLo1YIjaJQKOB0OhlpTIe51Wpl+azVaoXJZEJtbS0uXryI\njo4OXL58Gampqbe8Nldks+/s7GQo0NzcHLdC9Ho9q0diYmIgEok4hMHf3x9GoxG1tbVITU3lVB+6\n4pKErbe3FyqVCunp6dz/nZubQ2xsLO6991709vbepCefnp6GSqViFU9MTAxr6oeGhqDX61lOGB4e\nzgt0cHCQq/jm5maIxWKulKjqpSHL0NAQ98ypr05oAdIvUwZrTEwMLly4gMDAQHR1dd2UWepyuXDm\nzBn4+PjAYDAgPj6elUBU5dpsNg5daGtrY410TEwMW9QJfGU2mzmIIjg4mKsgMmbRZk7Mk8jISHYJ\nCoVCVoLQDIRmJeSEDgwM5KAU0hTn5eVBr9dz9OD8/DxmZ2c5HwAAy10pto76nHQtBsDGooSEBGbs\nNzU1cS7wSj2E1I2Pj4e/vz8KCwtRUVEBnU6H5eVlZGdnw8PDg53BfX19HPRy+fJlzM/PM7NJKBTy\nwajX69Hc3Mz4gv7+fs6TJVlxU1MT94KNRiPa29uxe/duFBQUoKmpCb6+vkhPT8fi4iJycnIQExPD\nDtXCwkIA13HYxGDPzMzkjWxycpJTqfz8/Fhzr9frOd/WbrdDIBDgxIkTCAoKQmJiIs6fP4+9e/di\nZGQEd9xxB371q18hKysL58+fR2FhIZKTkzE2Nga1Wo0///nPWLt2Lb788ks8//zzGB4exkMPPcQ3\nYOIILS8vw2AwIDMzEwUFBSgoKICvry/27NmDkydP4je/+Q16enpQXFyMmpoa3HfffdziW1xcREZG\nBjuGiVtFhisyJBJ+nNpuQqEQQ//MkqBUuvLycoSFhSE3NxeffPIJfvOb32BwcBBpaWkQiUTw9fVl\ngYdQKGS3M7Ufb3REk1iE3mOxWIy7774bcrkcBw4cgFqtxtDQ0C2HjQMrtNnPzs4iPDwcd955J5RK\nJTw9PbFr1y74+fmx5PHChQsQCATYsWMHEhIScODAARQXF2NoaAgDAwNITExk8xIlvFAUWVBQEBud\naPLt4eGB1tZW+Pv7Q6fTsQxtamoKvb29iI6O5j7ZyMgIyw+B65sPOXJTUlJgMBig1+uZ/Ofr6wuj\n0cjyRIvFwm0Tmgk4HA6EhoYyKTMtLY2r2ra2NsTFxaGlpQX+/v7ct0xLS0NdXR07dz09PREQEMA0\nwtHRUTQ0NGBubg7d3d2Ym5tDS0sLm6GoF0u91sjISFRWVmLr1q1ob2/HbbfdxgdYVlYWZmdnedCU\nnJzMPgVqoS0sLPAmLpVKOWXKz8+P1TEUCycQCLgFRsNX0jJTS4IofhTtNjMzw0Nz+t15eXnBZDLx\nYJDkmUFBQYj9Jx1yzZo18PHxQWxsLIqKipjjv1KPQCDA1q1bUVlZicuXL+PAgQOM0KZW3/z8PNav\nX4+UlBTcc889ePXVV7Fjxw4+lIVCIUQiERwOB5RKJQ8jSSJMip7S0lJMTU0xQbK1tZXzEZxOJ44d\nO8YhQEtLS4z9sNlsaG5uhtVqRU9PD7s97XY76urqEBISgsrKSiQkJHAbkmY2lA1NPWexWMzZCpWV\nlXjmmWfg4+MDlUqF1157DXfddRfeeecdxMXFYd26dfjtb3+LRx55BH/961+Rn5/PqVAEMKTbz7lz\n5xAWFsZsoXfffZfnB+np6dBqtYiMjITVakVMTAz+/ve/47e//S3efPNN7Nu3D0qlEmq1GgUFBWhs\nbERxcTHa2tqwYcMGdnKTlFuv1yM7OxtLS0ucaU1pc/RPh8PBzvFPP/0Ur776Kos/zp49C+C6Qo38\nMJOTkzx4pttrQEAAB9BTdq9UKmXYIxVZJSUlOH/+PLZs2cKJYL/+9a8ZBX4rz4r07E+fPg273c72\n6ZmZGTQ3NzMvmvpfMzMzqKur4/5gS0sLa12tViubkhYWFjghiGzUY2NjcDgcNxkrdDodf4a4uDjk\n5eWhrKwM3t7ezJunoRf1rr29vdHe3g6JRAKDwQCbzQaj0chUTpvNxrAiumVQ9UNkQgrqJnwzOW8N\nBgO3Ryh20Gq18sZKzlaqnAjkBoCNJqRLX1xc5GARoVDIPVEKeU5MTER9fT2Ki4u5wu7p6eHNvL+/\nH5s2bUJ9fT127dqF6upq7Nu3DzqdDrm5ufDy8kJHRwfi4+M5U5X8CvR5EhISOAx8bm6OHcVkY19c\nXMTy8jLr+YkSGhAQALlczqhowiLQz+Tl5cWS0oiICISHh7MRjng9Pj4+2LBhA44cOYKFhYUVY+N8\n8MEHmJmZgVarRXx8PBQKBc6fPw8PDw+Ulpaiq6uLeeZms5mRxEajkXvBZKQijHVCQgJkMhkPZ41G\nIwP/qqqqeP2EhIRAJpMhPDwc4eHheOihh1BfX39TLjE5kqnfT208clInJyfzoJYY7BSY4u/vz4lN\nk5OTmJycRGxsLBMu5+fn+XA7dOgQEhISMPTPeMl169ZBr9czElgoFCIqKopllOHh4ZzVTFkMy8vL\nUKlUjA4mh6vdbselS5fw+OOP44MPPsCePXvwwQcf4M0338Qbb7yBl156CZ9//jkKCwsRGhqKK1eu\n4Mc//jH+9re/4eWXX8Z7772H5557Dv39/di4cSMyMzNx6tQp7Nq1C3V1dVAoFIzsoABwt9uNnp6e\nm/aK/Px8lJeXIyoqCp2dnZzRQO5grVbLw1/KYiYhCr2jN6rRwsLCuH0XERGBO+64A9euXeMUrffe\new8eHh63TL1ckcq+qamJF4rD4UBQUBCCgoJYktXV1cUcl+3bt2PNmjWIi4tDVFQUAgIC8M0336Cj\nowMFBQVIT0/naLOxsTHExcVhZGSEw7L7+/sZc0ruTw8PDw5K+Oijj9j1tmrVKqxevRp2ux2FhYWc\nBxodHY2CggJGtdJLQ8wOLy8vjiF0u90ICgpiTwApIig4m/qmlFi1sLAAkUgEg8HAqGMaYvb19cHl\nckEsFvOBQcNOIl4S61wsFsNmsyE3N5eDvYk0mJmZiYWFBRQWFkKj0SA3Nxfj4+Pw9/eHXq/H9PQ0\n8vLy0NzcjNWrV2NgYAB33nknR8oRqGnPnj3o7OxEUVERFhYWWGFAXCMa/JKyhvrtpELw8vKC2WyG\nQCDgmQShFXx9fRk9TUNXUuB4enqyTI4GxklJSVCr1aisrMSWLVsgFovxyiuvICEhgeWIK/EQSppY\nSdXV1bDb7bBYLDh58iSrtcLCwhAaGoo1a9ZAKpWirq4OkZGRGBgYQGtrK7Zs2cLhORqNhh3TVEyY\nzWa+BVN1SK0ICqb/z//8TywuLmLbtm2IiIhgMxK50amyJVXX7t27GcRFQ3A/Pz+MjY1BJpNh6J+Z\nzgSuow2e6LA6nQ5Op5OjOX19fRESEoLLly8jJycH3333HeRyOWQyGT777DNIpVLU19dDIBDA7XZj\ndnYWcrmcjUcUTB8VFYWrV6/i8ccfx/DwMAfft7W1Yf/+/ejp6cHBgwfxzjvv4OWXX4ZWq+UbwNzc\nHPbt24dLly7hgQceQGdnJ5555hme8yUlJaGzsxNvvPEG/vu//xsHDhyAXq9HQUEBz/xIDUizLHq/\npqenObBFIpGgpqYG6enpuHr1MUgK7QAAIABJREFUKnx9fWE2m1kiWltbC5VKhZGREWRmZkIikSAx\nMZGzeIVCIerr66HX6xEREYGysjJ8+OGHOHjwIGJiYnDw4EEsLCygra3tltfmimz2ZWVliImJweDg\nIMbGxjhrc+/evZDL5ZBKpcjJyWGg04kTJ/DVV1/xFY+qWdooqWdNPfr09HS4XC7OsMzIyOBqnQxY\nVH1SXF93dze6urpw/vx5LCwsoKamhp2w4+PjqK2tRUFBAUZHR7F+/Xp+Wcll6HA4WAbpcrkwPT3N\nrBECOrlcLiwsLPChQYYg2jCXlpZgsVjY4ert7c0DKS8vL/j4+EAmk3FffXFxEU6nk/Xb09PT0Ol0\nPGSenJxk3MTg4CCcTicWFhYwNjaG3t5eCIVC9PT0IDAwEJcuXUJKSgq6urq4nUZByl9++SU2btyI\n06dPY/v27bh69SqKiooAgBcs0UhpkVNV6O/vzz1K4t/odDp2PtKgt6+vDxERERgbG0NaWhofTgEB\nAcjMzAQAlmIKBAL09/ejsrIS999/Pw4fPgyFQoE9e/Zwtu1KPY8++igCAgK45ebt7Y3bb78dc3Nz\nKC4uhlAoRE5ODuRyOe655x40NDSgt7cXFosF586d41tMW1sbUlJSWJNts9mwYcMGzM/PIzY2lhG9\n2dnZiImJQXp6OtMkg4KCoNVqkZOTA5FIhPfffx/t7e3sxCV6aHh4OJKSktDQ0IANGzbg6NGjyMjI\ngEAgQHZ2NiieenFxEW1tbbBYLBgcHGSvRHh4OMxmMxc59FnpVkrf+cjICIDrVNcbs5NramoQFBSE\nkZERdHd3c9C82+2GXq+Hh4cHqqurERwcjO7ubphMJpw9exYKhQIWiwWff/45HA4H5+d6enpiYGAA\nly5dQlZWFqqqqqBWq/Hxxx/j3nvvRXNzM+doOBwOrFmzBr/85S/x6KOP4sUXX8Rrr72GP/3pT/je\n974HnU6H0tJSxMbGIjo6Gv7+/ggKCuIgeOB6qhoVX6RqI5WURqNhJ/TExASKi4vR3NwMlUqF6upq\nREVFwWq1Yv/+/TCZTFi7di0EAgHuuOMOBAYG4k9/+hNOnTqFX/7yl0hISMC7777LB/2tPiumsyeg\nUmhoKFe5FouF2SIikQiDg4Po7+9HWVkZSktLORPWarWirKyMM2NpeEotFuoNk0WZWgfEdKdqxOVy\nISYmhsOOCamwtLQEqVSKgIAAJCcnY2hoCPn5+aiqqkJiYiKrh/z9/ZnpQu2VG+Fgfn5+CA4OxtTU\nFA8WCb9A9Eq6IpJOn2SiJDMlmBZN6IODg1mpEh8fz22nG9ENdFCQA48qbVLRTE5OMvNELBajoaEB\nJSUl+Oabb5CQkMDGGvp3goKCcPnyZezevRvffPMNNm3ahLNnzyI7OxuDg4MsAw0ODma6IgDuOQcF\nBfHVloav9L+JLioUChm1QLLM1tZWVlNs2bIFLS0tbDYjieClS5dw77334osvvmDpnNVqxfPPP/+v\nXtYAgNdffx0SiYRRzk6nEwaDAXv27EFFRQXTDLVaLdrb21FYWMjETiK7Ukxge3s75ubmUFhYiIWF\nBWi1WoSHh2N8fJxbgjQjIn5USkoKRkZGWKNts9kQFxfHSWwmk4mzT/Py8jA2Nobt27fjwoUL+P73\nv49Tp05xxuvly5cZt0veCsqVJdPSwsICtytpjhUbG4uOjg6oVCpoNBoO/e7u7oZSqYTNZmOyKx08\nNJCm5Cq1Wo22tjbIZDIMDw9jfHwcSqUSMzMzTHClFgix/iUSCa5cuYL9+/ejt7cX4eHh+P3vf48P\nPvgABw8exAMPPIDPP/8cUqmUHfJpaWn41a9+hWPHjuHVV1/FL37xC7z99tu477770NjYiKysLDQ0\nNCA0NBR9fX3w8fFhGTLN/EihZLVakZ2djYaGBqZ0UgXf2tqK+++/H5cvX8amTZtQWVmJ22+/HceO\nHcPBgwfxt7/9DcXFxfj222+RkpKCoKAgvPXWW/jHP/6Bxx57jA2f/y+QvxWp7J1OJ9rb29HV1cUB\nv0qlErOzs9i3bx9Xu0SJu3LlCt577z2cPn0abW1tiI+PR29vL0JDQ7F161bk5+cjJiYGKSkpuPvu\nu7G4uMjhwKRuoA0wLi4O0dHRkEgkEAgE6Ovrg0ajgV6v5+l8bm4ub0pXr15FUlISvvnmG6xduxZ6\nvZ6xr8TqGRwcZBb18vIynE4nK1q8vb2ZIEmqEpIWkoyQrsRkybbZbPx56SZgMpkAXGfxLy4uAgAr\nVmh2QHb2G/X3VGHRdZ8Sg8LCwni4LBaLMT4+jsTERNZ5X7t2DUqlkkPC4+PjcfbsWV6wBw8ehMFg\nQE5ODiQSCby9vWEwGHi4KBQK+fZBlR5VvMQeon8CgJ+fHysWyNKfkZGBCxcuoKysDJcuXUJ0dDTn\nHszOzmJwcBApKSn4+9//jtzcXLS2trJ+eqWesbExtLS0oLa2FouLi1AoFAgLC8Nnn32GV199lYeG\nAoEAQ0ND+PLLL/H111/j4sWL6OzsZM31bbfdhvj4eKSkpPDwk9osd999N8LCwvh2GBgYyEP0kydP\n8kHf3d3N2QTx8fEcYj0yMoInn3wS3377Lfbv348//OEPeOedd1BRUYEf/OAH0Gq1sFgsyM3NxZEj\nR9jlSqgO0uwHBARgZGSECaVutxvR0dHQ6XQIDg7mthOx7aVSKbq6uiASiTiLVq1WM3U2NjaWUdbB\nwcFMxrVYLJxr4e3tza52Wi+RkZHQ6/WcD5GcnIzjx48zufLy5cvYt28f9Ho9tmzZgt///vfIz8/H\nkSNHkJOTg927d+OJJ57A4cOH8Zvf/AYff/wxLl++jM2bN3Pr6vLly4zjCAgI4Io9MDCQs6wDAwM5\niIb8DRMTE8y/aWhowIsvvoiKigo89thjOHv2LJ599lkcPnwYW7duxcWLFyGRSFBVVYWzZ88iMTER\n27dv58OAlHa3+qzIZh8VFYUNGzYw9yUsLAx2ux0qlQqff/45X/2Li4s5/3Lr1q3IyckB8D8T75aW\nFjQ0NKC6uhoNDQ3QaDRobm5GamoqPDw8MDc3h5ycHHR1dXFiUmNjI5u0FhcXIRaL4eHhgbS0NLS3\nt/OfZ2ZmsuNwaWmJrd15eXm8cRKyICkpiecCJN8iBRBxY+hK6+XlBbFYzKwZAPxnpFChg0Imk/FM\ngALKiXEuFApvQj3TDYaQEzcqWuiQIewB/ZlCoWDNemtrK6RSKVpaWjiPtry8HHfeeSe+/fZbHuKd\nOHEC3//+9/HRRx/h9ttvx/T0NIxGI+Li4lg/7Ofnx2hppVIJq9UKmUzGgDOhUMgh1AKBAB4eHqzI\nmJmZ4QN6YWEBKpUKFy5cQExMDLRaLebm5mCz2ZCRkQEAGBkZQVJSErq6upCWloaQkBAkJCSsxLIG\nACQkJGDLli184NMh9m//9m949dVXMTU1hbq6Ohw4cACenp7w9PTEU089BaVSCZFIxJygr776ihPF\nqA3X0NCAyMhIGAwGlvMRndVsNmNpaQnbtm3jatNms+HKlSvIy8vDpUuXUFxcjIqKCjz88MP49NNP\n8c4776CzsxPPPvssPvnkE3zve99jVZuPjw8SEhJwzz33QCqVIigoiH0PJCmmWysZ5zw8PNgjQy0P\nuhlOTEwgODgYzc3NcLvdUKlUXN0D/xNoT+uM1jEF+LjdbtjtdszOzvIGSi52Pz8/tLe3Izw8HBER\nEbh69SruvvtuCIVCKBQK/Pu//zs2bdqE3//+94iIiEBRURF++tOf4pNPPsELL7yAtWvXQqVS4Ykn\nnsC5c+fwwx/+EE8//TQbpvbu3YvU1FT+viQSCTvKCVbo7e3NIeJZWVmMN/Dw8EBnZyfUajUGBgbQ\n39+PPXv2YHp6GnfccQdeeOEF3HnnnTh+/Dib4B555BFERETA4XBApVLhyy+/RFRUFJaXl5GXl3fL\na3NFNvvKykpotVpER0dDpVLB7XbDZDLB6XRieXmZ3YcTExPw9vaGw+HA4OAgent7WeVCZozo6GiE\nhobCaDQiPDwcubm5KC4uRkJCAoKCgtDR0QEfHx925kokEpackSGKpIvp6emIjo7G2NgYmpqaMD8/\nj9bWVq50Ojs7MTY2hurqas4FDQ8Ph06ng1qt5k2ZWD2ktCGYF7VriJdPet3l5WWWxmVmZiIqKgpm\nsxnLy8vM4b5RcUMLa35+nhOyaABKswtqGwHg3ykARsu2tLRAr9dz5eJyudDX1weJRMJRdSTvzM7O\n5g3Gbrfj3LlzeOCBB3D48GGEhYWxSYwMI9PT0zxnEIvF/NJRm4WYLzSUo7B2+ve7urqQmpqKvr4+\nJiCSXZ+4Pz09PcjKyoLZbGYprtFoRHBwMOfdrsRDqoof/OAHPMQfHBzE8ePHERERgezsbKxbtw7d\n3d2Ii4tDQkICTp48yQN4iUQCiUSCnJwcREZGYseOHVhYWMD09DTuvvtuREZGor6+nl3PRqMR2dnZ\nEAqFmJ+fh0ajQWRkJJaXl/mmWl9fj+zsbBw5cgQqlQo9PT1QKBSMXFYqlWyq+t3vfofbbrsNp0+f\nRl5eHs6dO4eCggKYTCbI5XJIJBKOCaQiw8/Pj7OXCd/r6emJ+Ph4jgM9ceIECgoKUFxczMoVuVwO\ng8HAjmni1QBg5RzJdCkcZHR0FFNTU3xrJZWM2+1GZWUl3G43Tpw4AblczulV3t7euHjxIrZs2YKJ\niQlERkZCp9Ph1KlTeP7559Hc3IySkhIsLy/j+eefx5UrV/DTn/4UmzdvRkJCAi5evMj+Eq1Wi4WF\nBXz33XeclhYREcGCgqtXr0IqlSI3N5dlqXl5eZwX/PHHH2Pbtm347LPPEBUVhaSkJLz33nuIi4vD\n7Owsdu/ejTNnzvAwWSqVIjU1Fd3d3RgdHUVfX98tr80V6dl/8MEHSE5ORn19PbcoKLeUrmsbNmxA\neHg4ent72Y1K4RyUWCWRSJgdQm0Qcrzl5OSgqqqKJW/UDiGFR3JyMmZmZhh7QMYeQgiTU3RycpL5\n6vTZiG1CSpK4uDhuOd2YCUvhJAQyIhQtxf+RYUgkEnEFqNVqoVAo4OPjw7wUh8PBUlDaHKlldOPf\nQbcZohTSIJuUQTQYs1qtXFFTlCFdz+VyOYdNLy4uYnBwEElJSaiurkZISAhcLhcrYnJzc9HZ2YnQ\n0FC+OVksFiZTikQi3pSGh4fh7+8Pq9XKyOLFxUXWORMxlLJladMkMuDS0hJTDWNiYiAWi/lnCggI\nQFdXF3JyctDd3Y3MzEzs27fvX72sAVxPYSsvL8fIyAjuv/9+zMzMwMvLC0ajEXK5HHV1ddi/fz+q\nqqrgdDqRl5cHt9sNjUbD7kmKAWxtbWWJskwmw4ULFzi7d2JiAiMjI9i3bx8uXLjAfgetVguVSgW9\nXo/5+XmkpaXB7Xajs7MTS0tLMJlM7I6mWxHlAptMJuTn5/ONobq6Gj/84Q9vStkiAcKNCXCkBLNa\nrVxYVVZWIiYmBsPDw2wmu3LlClatWsW3U1KyUEFEhYyPjw98fX0xPDyM2H+y4YeHh7FhwwZUVlZC\npVLxoJQ8BNTzn5ycZK9Kf38/S1zNZjN27NiBM2fOICMjA1NTUzh69ChefvllPPfcc1i7di08PT1R\nXV0Nt9uNn/3sZzh8+DDWrl2L8vJyuFwuWK1WLqjEYjF6e3uRl5eHqqoqzlMmzb5cLmcIolKpxJUr\nVzhsXqvV4r777kNvby/MZjMDC8ndHhoayv+NmJgYnD59Gr/85S/xt7/9DevWrcOdd955S2tzRSp7\nivkKCQlBdnY2tm/fjoGBAdbFlpWVsQ6dzCEzMzNITU3F2NgYJ/HodDoObiAMqt1uh0wmw0cffYTN\nmzejpKQEOp0OCwsLHLdmt9vR0NDATlCJRMLOtsnJSR5EkXaebNRUTaekpPAhYTabGTmrUqm4jx8X\nF8cZmjSEohxMoj9SdCEAWK1WlnKSvMrf35973MSCoY2ZyIo04BWJRPDy8oJcLmerfHBwMEQiEZaX\nlzE3N8eHGv0dFJBCNwO73Y7JyUkYjUYMDQ0xs5/cnmNjY6yzbm1tvQnZSgMrAjvRYRwVFcXReDab\nDSEhIbDb7fy9UvuCEsYI9qXT6RjBQHMGurI3NDQgICAAPT09CA0NhU6nw+bNm3nuQglQK/HcSEoc\nGhpCSEgIRkZGsHbtWoyOjiIlJYWBcePj4ygvL0dVVRXi4+O5NZiRkcGDuKWlJcTHx3N1u7y8jOHh\nYQQGBqKoqAhNTU2Ii4uDwWBAb28vgoODuRVHiOyhoSEUFxcjPj4esbGxTDqlg5fwBdeuXcOePXtw\n7do1JCYmwmAwsEBg+/btcLlcWL9+PQIDAxEcHMw3ccqUoDYNac8vXrzICjibzQaHw4GTJ0/C19cX\nNTU1mJ2dZfQCGfgo9Wx8fBwikQharZZvtlarFWlpacyXl0qliIiIgMFg4EAiyqMwmUwcdONwOLgr\nQIA0AJBIJPj000/x8MMPo6amBgqFAiKRCH/4wx+4e+BwOLBhwwaeOUmlUszMzCAxMREhISGoqqpC\nRkYGGhoakJCQwBm2HR0d/C5fvHgRfn5+GBgY4FuGXC7HxYsXERsby070xMRElJeXIy8vD5988gnW\nrVuHTz/9FG+//TZOnz6Nl156CZ988sktr80V2ewpbT4yMhK1tbW4evUqoqKiuNLX6/UICAhAZ2cn\nVzs5OTkst3S73ejo6OBqOj4+HtPT03jrrbdQVlaGxMREbN68GXa7HT09PezwDAgIgE6nQ2BgIIdd\nEBcnISHhJlOPxWJh6RnxK6gPTuHddrsdnp6eqK+vR1ZWFoxGIwOkqFqhaocYPYGBgayKocNqYmKC\nN0ra0Ei7TAYXANz3B8AtI+D6lZnQEdQ3JQ0+0ReJA0IzAEqForkAmZhosEuDIJvNxmRAchSTC1ij\n0SAqKgp6vZ4zYdVqNVcphGFQq9XMcyFlEsloe3p6OP4xKirqpoNsamqKXy7itszNzcHT0xPNzc08\nACPj29jYGDsjV+ohuqhAIEBbWxu6u7sRHBzMjCTaXD/88MObgnPokM7IyMDQ0BCWl5fx0UcfITg4\nGBaLBaGhodi+fTsiIiIwMzODhIQEaLVaDuxQKpXw8fFBQUEBk00pDGXnzp2oqanB3XffDbvdDoVC\nwegJo9GIpqYmlgh3dXXxO6dUKvHHP/4RTz/9NJqamvDzn/8cnp6e2LBhA1JSUriC1el0vG6DgoIQ\nERHBRRAF7AiFQo4RraurQ0BAACuE6BALCgqC2WxmxRUVGwKBALGxsRgYGEBkZCRqamoAgOdrFMBu\nsVgwOTnJ+bl0a6DcXrfbzQo34tifO3cOt912G6qqqjiXWigU4tChQ3jooYdQVVWFyMhIOJ1OFBcX\nw2AwcDLXvffei+zsbL7xtLW1YXx8nMm68fHxUCqVWLt2LUJCQqBQKKDRaHj9EnCR2rUUu/jZZ5/h\nqaeegslkwrp163Dp0iU2F65bt+6W1+aKbPYEbGpqaoLb7cbGjRtZWjU/P4+WlhaepgcFBSEuLg5D\nQ0MwGo3w8PCAw+FASkoK/P39uV+YnJyM999/H0KhEOfPn4efnx82btwIhUKB4eFhqFQq1qlShR8a\nGorAwEAkJiaiq6sLpaWlcLlc2LRpE+RyOatHaE5Av3BCDFMUIcGjACAoKAhOpxPx8fE8CL4xOJoI\nljQwJdodBURTKo1YLIa/vz+cTifrgufm5jjecH5+HiKRiG8zxB6fnp6G2WzmiooY5jciH2ioRNp4\nujXcqOYh5Q7dnMRiMXx9fSESiThchMIU6O+niEmhUMigKdIkE0wLuH6LCQ0Nha+vL1QqFUvtxsfH\n2RhEcw9SZlAADVWTNpsN09PTPBuhViDJ3VbqoeANUpgVFxfz+vDx8UFXVxeuXbvGEZJjY2PIyclB\neXk5zGYzdDod9Ho9g8IcDgdMJhMiIiLw17/+FTMzM/jxj38Mh8OBiYkJntsEBwcjOzsbAwMDUKlU\nkMvlCA4ORkFBAa5evYqHH34YJ06cYD33bbfdhtjYWA5JaW9vh91uR3l5Od+W6AAYGhqCy+Xi+MKs\nrCzU1NRg9erVmJqaQmhoKAICAqBWq3mGQ2s+PT2d38/5+Xnk5OTwjZgC6CkrgZKnyHMyPz+P6Oho\nTE5OIioqCg0NDTCZTFCpVJienubevdFovEn9RgcDZb/SWqcWDPkBqMigm6XD4UBCQgJCQkLYd0Km\nr9zcXDQ1NeHhhx+Gr68vCgsLWT+/Zs0aJpHSf8PtdnOBWlJSArvdjszMTDYN9vT0sAGNSK9WqxVW\nq5WLXYqlvHr1Kvbu3YuWlhZERUXd8tpcsTaOp6cnCgsLmREvFouRlZWFoqIiTlwiJLDFYmEKXURE\nBG/aUqkUaWlpWLt2LXQ6Hby9vfH555/DYDCgtrYWhw8fZmknLY709HSo1Woe9pBuPjMzE9XV1QgK\nCoJGo4FKpYJSqURGRga3jaanp1lBQ5WwxWKBn58fs9mpPVVbW8seAgo2IZMYzQ3cbjdvboWFhTAa\njVi1ahXm5+d5sAlcr2A8PT1ZJXFjchORKUmOuby8zPmutOhoaEsL3svLCxaLhSsfGsiSAoP4Qikp\nKYiJieHbDgVT0GZCKVYqlQrA/ygqKLWKpHZyuRw9PT3sjiSntKenJ1f6RC6kmxdVeiKRiB241OMl\nRolYLOZW0Pz8PEJDQ/k2sFIPVen5+fmQSCS4cOECFhcXsXHjRtx1111c4c3MzCAqKgqhoaEcJpOb\nm4uWlhYUFBRgaGgIMzMzrMO/fPkyJBIJQkJC8N5773GUZXBwMJKTkzE1NYXo6GgsLCxg/fr1qKys\nxI4dO3DixAm89tprOH78OO666y5UVlZicXER4eHhqKyshFgshslkYs07uWLn5uZYx/6Xv/wFRUVF\nePfdd7Fhwwb88Y9/xObNm1FTUwO73c5EyZCQEJ4HCYVCqFQqVFRU4Pbbb8fJkyfxs5/9DKOjo1i7\ndi0nSAUGBkKv1/PtMjAwEEqlEktLS5DL5QgMDITNZmPRBqVb0c2WWpQ007vxhkCICVLJCQQCbNu2\nDXNzc8jNzUVCQgJEIhFOnDiB999/HydOnMC6desQFxcHk8mEc+fO4eDBgzCbzUwpjY6ORmNjI5KT\nk3Hy5EkUFBTg5MmTyMjI4KKsrq4OWVlZ0Gg0iI+Px8mTJ7FlyxZUVFRwnoWvry/7hiiClMLiCX1B\nIgQ6eK9cucKdg1t5VgyEZrFYUFNTg6ioKExNTcHpdKKmpgaNjY3w8PDA+vXrkZ2dzWx6quhI1qfR\naJgfTVd7nU6HH//4x7jttts45YoQwWNjY5BIJMzCJw7P3NwcsrKyYDAYUFpaelMUn9ls5o3O29ub\ncyBJV04bP7WENBoN/P392V4+MDDAHBe6wtPAlKprp9OJ6Oho9Pf3Y/Xq1RgfH0dxcTGHPQsEAna7\nulwuDj8gAxXJKymwxeVyYW5u7qYg9huRDsSVp8/j5+fHvoPw8HCYTCbs3LmTD1cKOm9vb2fMLbH+\nAwMDMTIyAoVCwf1pmi+Q1Vwmk0Gr1WLt2rXMcwHAsjUaRNENQCwW86KnmEJKCgsKCoJcLr8pBH5x\ncREjIyPw8fFh6mNvb+9KLGsA4HZZS0sLJicnYbfb4XQ6UV1djY8//hgWiwUZGRn8+yMdOBkDKeyC\nyJQ3Ej/37dvHjCeTycRrv6amBsnJyaioqMCDDz6IY8eO4fXXX0dbWxueeuopfPrpp3jrrbdgs9mw\nfv16GAwGWCwWOBwOXLt2jTlTJIOcmppiRpNOp8Pk5CQqKyvR39+Pjo4OKBQKlJeXc4rUxMQEBAIB\nNBoNxsfHMT8/j8jISPT09ECtVuPrr7/G/v37UVFRgYMHD2J0dBR79+5FYmIimwspu4BokSRFFovF\nMBqN8PHxgUKhYIzKjcIKWs8E5vP394dCoYDJZGLKaGJiIt5880386le/Qnd3N1wuF7Kzs5GSkoJ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ZWJQyutBWhYRiHP8vIyPB6P5DwTwnE6ndId9/X1IS8vT/yU8vLyMDIyIoImXvrxeByLi4si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\nsQcIIPYAAd4mPQPFfnaocgAAAABJRU5ErkJggg==\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "l = orientation_channels(textures,3.0,4)\n", "for i in range(4): subplot(2,2,i+1); axis(\"off\"); imshow(l[i])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Finally, a texture descriptor consists of the response of filters at multiple scales and orientations.\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "all_filters = []\n", "for sigma,bins in [(3.0,4),(6.0,8)]:\n", " all_filters += orientation_channels(textures,sigma,bins,3*sigma)\n", "for sigma in [1.0,3.0,6.0,9.0]:\n", " all_filters += [filters.maximum_filter(filters.gaussian_laplace(textures,sigma),3*sigma)]\n", "k = len(all_filters)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Such texture filter banks give a vectorial response at each pixel in an image.\n", "\n" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "(682, 1024, 16)" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "stack = transpose(array(all_filters),[1,2,0])\n", "stack.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Analogy to Color Channels" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Texture filter bank responses are somewhat analogous to color channels. We can visualize this by performing PCA, reducing the 16-dimensional filter bank response to three color channels.\n", "\n" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from sklearn.decomposition import PCA,RandomizedPCA\n", "pca = RandomizedPCA(3,whiten=1)\n", "k = stack.shape[-1]\n", "pca.fit(stack.reshape(-1,k))\n", "tex3 = pca.transform(stack.reshape(-1,k)).reshape(h,w,3)\n", "ntex = clip(tex3/(4*mean(abs(tex3)))+0.5,0,1)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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s6Ayz2Uy1WhUN1GAwKBq1FouFdDrN6uqqqATaQU7XdZrNJtlsFo/Hg81mIxaL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\nTTdDZspPXAAAAABJRU5ErkJggg==\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "subplot(121); imshow(textures)\n", "subplot(122); imshow(ntex)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Windowed Fourier Transform for Textures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "One problem with the filter bank approach above is that it results in spatially varying responses. \n", "\n", "What we really want is something that characterizes the texture within a patch largely independent of phase.\n", "\n", "We can accomplish this by (1) combining phase shifted versions of the filters above, or equivalently (2) performing local windowed Fourier transforms and computing the spectrum." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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2tcNZbdI4L3glUKhFp90ArNBb3Tbh9sqbO3aWDSCOy9k4cvxeUv1K6bJly+Dk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\nQmCC\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# window function\n", "def window1(r):\n", " w = (r/2.0-arange(r))**2\n", " w = 1-w/amax(w)\n", " return w\n", "def window(d0,d1):\n", " return outer(window1(d0),window1(d1))\n", "imshow(window(8,8))" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "# computing windowed spectra over local patches\n", "def lspec(image,s=4,p=16,b=0):\n", " h,w = image.shape\n", " result = zeros((h//s,w//s,p,p))\n", " for i in range(0,h-p,s):\n", " for j in range(0,w-p,s):\n", " patch = image[i:i+p,j:j+p]\n", " patch -= mean(patch)\n", " sp = fft.fft(patch*window(*patch.shape))\n", " sp = abs(sp)\n", " if b>0: sp = filters.gaussian_filter(sp,b)\n", " result[i//s,j//s,:,:] = sp\n", " return result\n", "result = lspec(textures,b=1)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Fa6+9Fq28t99+u3jllVeKoiiKjz76qFi8eHHU8oqiKB5++OFiw4YN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\nAV+p0iTS/wH7bk93+4El0wAAAABJRU5ErkJggg==\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "imshow(result[20,20])" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "RandomizedPCA(copy=True, iterated_power=3, n_components=3, random_state=None,\n", " whiten=1)" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "k = prod(result.shape[-2:])\n", "desc = result.reshape(-1,k)\n", "dh,dw,_,_ = result.shape\n", "pca = RandomizedPCA(3,whiten=1)\n", "pca.fit(desc)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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jFcpqLRlJ8FhepSMuqJ2Fu2c6aZkeZo35JOOyjw9E09wtL+Kls9+NU0hwdHiC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\nTa5f9H19fX03uX7R9/X19d3k/jdk51zzemrnsgAAAABJRU5ErkJggg==\n" }, "metadata": {}, "output_type": "display_data" } ], "source": [ "out = pca.transform(desc)\n", "out = out.reshape(dh,dw,3)\n", "out = clip(out/3*mean(abs(out))+0.5,0,1)\n", "subplot(121); axis(\"off\"); imshow(out); title(\"windowed spectra\")\n", "subplot(122); axis(\"off\"); imshow(ntex); title(\"filter bank\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Segmentation of Spatially Varying Textures" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Texture segmentation requires spatial integration:\n", "\n", "- local information not sufficient for global segmentation in general\n", "- a single texture may gradually vary across the image\n", "- rotation, scale (due to perspective)\n", "- analogous to motion integration" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [], "source": [] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] } ], "metadata": {}, "nbformat": 4, "nbformat_minor": 0 }