Commit a69941f8 authored by josh's avatar josh
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parent 301a653e
{
"cells": [],
"metadata": {},
"nbformat": 4,
"nbformat_minor": 4
}
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"Using TensorFlow backend.\n"
]
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"Segmentation Models: using `keras` framework.\n"
]
}
],
"source": [
"import matplotlib.pyplot as plt\n",
"\n",
"from tensorflow import keras\n",
"import segmentation_models as sm\n",
"\n",
"from pathlib import Path\n",
"\n",
"from trainModel import getSamples"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"(xTrain, yTrain) = getSamples(Path(\"data/train\"))"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"X SHAPE (3, 512, 512, 3)\n",
"Y SHAPE (3, 512, 512)\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x7f590da54ba8>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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kg7U+nU6LLEsQsiROZhTVgiCCO/tX2dhss32qh7EplgJjS5Jkwdp6m1Y7JC+WCGkIo4A0jbFW4zgSYwqGG13W1ju4nsT3XaIoIPDDkyjEoawMaampAKEcisqQl8VXZMOvScTwlSIKXfvm159lMZvSaraR0iFOS7K8YmMzoNfukKdjWm2H1SohLxwgoNH1SLMZvhNwdMdQVpIknbN1JsBVkiyP6XYGxKuSyA9ZxUtmU0UQBGBSqipha2ud7lrEKo25c33Gqd1NAs/n+rUDosCjN3Do9g2zMaRJhlQheWnI0opVXNDr9fCiBlpbjo6O+K73/HU+9Jv/gmYzwhUhFs1sOcMRku3NHU7vnMEWikUxxfM6PP/CIYvVEbo85j/61q/HtS5+t8e/+fDHkcrDYqiqBeuDPkEQEDgpP/x3fwhZFrTaHQrp8ekXrvLWdz3OcOMc8fiQ/+a/+H5++L/9IX7xl/4nhLvAb0KRdXjsbe/mW7/1e/nEHz7PL/78/8b2ZsizX/gQu6fOsVxkFHlAUUqixjrNRouLFy/y6U99kje98fVsba4Tz2dIC48//jgf++NP4QgP1w3Jk5heLyRNRrz5ax/ic8/9EfsHt3B88H2XxWpOGDYQQiCVRgmJ1hr3JE9vN5okRV6TtwZKXYGUlLqiLCt8T6GUQgiLLkqklHiuQmsNoiZ9Pd9BSRetBUVeYowkjaGqihPuBMqyQgqH6XSKSd+EdFI83yHw2+zdPEabmtNaGw5YGw6ZjI4I/YCzu2eZr5aEjQAArS0ChRASpRRBEJHGK1566aWTexTkeYoQlqIocPwVnq+wIqXVanKwf0wU9igLzXyRk5c1mX7m9AWMSRgdX8PxNEq6zKYpuzsXOT6a0Ww1iOMlnZ5HVRkEkuOjem6xJ1UfA3lVAtAMI87sbJPFS1wl+Klf+fBfbMTwlcKRis31Nu2Wz9bGKbK4ouF7bK57VGnJYj5GOII0t6SFqsOvMKSIFb5q4igPP5A4qqTd8mk0LO1OiOtEULlMjqdMJzHJXOE6PrNZymimMarH4SShyn0mBxlnL55lsSp45cYxubbsj+4QNEIqLRGqwo9c1re6eEFFZ+ASNRRRw2eVXGN8fETo+PzLD/1zNoc+O1ttjsZjRpM5UdhhuLbFzuYOuizJ9ZzI8QhVxeWzERd3+uxu7KD8NrLVwHFd3vfd7yWvSpZJSVK2Mf4mN45KFB3+yc/+KuFgQNBvEESWP/jt3+TlT/4xn/zNf87zT/0+/92P/E3+2Yf+EW47xwlcjHYYbj1EumwQOD1+4QM/w61bL/HUM0+T2gFO6xS9rUvMspKs0uR5TJwsePbFl1hkFS9fu81v/evfp9HbYG33FB/++EfZ3jhNHKcsl1P8QJHlFZWJeP75MZdPPcq73/EdJKucNE/wGiFxVbAoCoTysCgMgtJo8qpkNB8zmU1BCsJGQJYlVMVJpUIBoiYgtQErBShJaQ1WSRQCR0hc5VEUVZ22SEFRVSByDClC1pWlIAjIVk0oT2FFhpQe1rhgBVGjTmPSrGR9bZsszvG9BmUFcV7QbLdwrIfExRqBRmOERpuCNJkTNDsYUSEokNriKR9TVbh+RRznuE7Acl4Sx5p2Z1CnSVVJlmWkqxSpBYvJlFvX9vDdNRyGWJvxwIPbVOaYIDAs5zOSeMnaMKTT9XA9yfb2KVwnoCgKijJFo7FSYYQkzgtmsynrgw7nd7e+Ipv8qnAMQogTNtdyeLhPr9+tF0dV0Gq1TurfAtf3abfbpEXJeDZFqAytNXmucVwDoiQMfQ7vlOzdWJGnHpPxgjNndlFuRbMtUI6h3YkIvIgi1cTLiuefu8JqkfHsF15kMp4ThU1m8yVho4dUEYeHCVHUxGgoivKklg2dvqI7EAzXT+EoTasd0Gl1UTKiyEu+4Rsep9Nps5hOOX36dF16k6JmkaUlSVOKIsP1FO9859sJgoCyzCnKDCEtP/CD/ymdboMwUuzdusY73/EYk1VGri2uFzEezXjyc8+Q5yU//dP/mPnyiOFmiw/+6i9Q6RStLVorPK+LqyIm4zk/+J/9INev3UBJF2sUUTjg5o1jnnvuGt3OOlZINCXNjsd4POWByw+wWmYYq3juhVd49tmrXL78MB/9+Ce4eXufl15+lcpIKgNBELJYLHj5hX1u3lzy1se+mW5rm3i5wpPQabrkSVqXR10fJT0EDkoGNJtN5vM50+mUZrOJlPJuamGtrVOPk7WidU2IKiGoS5X2hADUSAllllPmKWEY0m4NOD5MuH59Sp4HLJYViAZ1FbROa8qyJhMHgwGPPPIIAFprVqsVVZljdIljBVoXCKNxXHmSPtS/NcYABikl2gpKXSEdDz8MCcIG29vb3Lhxg16/w3wx5fadWwSBX5fYt9oMN1vkxQJtEjY211gsJlQ6o9MekCQJFy+dpdNtU5YlYdDg6HBOWUCj0SJJZyinottrMNzoAxJhwZg67YmzmMPRIbN4/pXZ5FdDKtGMPPu682s0mxHLecza2gBrNZacpBCsVgu6vSaO6zKbrUiTglarQ69jSFaCMAxZxgfsnNqkKi3CbnPr1i3SLOa+y1tYkSBkBdZyOJozXN9l72ZMnmkqnXHx3CZJvCI7IcmWccKF85eYTEdkSYxCcOm+AUVRUmnBeDxm9/QWpZ5jbcl87NHpeGRxTp5Kkrhg63Sf6TSn1Wpx5vRZHOnWYV6SYgxUZY7v++R5zs7ODt1+h7LMieOYje0tpHDIC8NyuaLV6fHJT34SpRTpdI60GW950/18x1/5Nm7d2COMWpzaOc2/+YNf59U7z5ObFUmesLV5ntHRileu3GR9e414aVgtc5QjmcwnRGGTooxI05TAjWi3u0ymx7Q7AcqBKpYMBmv4foijPK5cuYrvB1RVxc6ZXXzPoxGENBs+Dd/FUhL4Do6NUA5IJ2drp81ocZW9O1dYLEesbwxJkgRrLWEY1iIea04cWc09eJ5HURRIt65KfFG7oNSJjsH+ewJTGHOSe4MUCmsF2kiSOMcPI4pMsb8foyuHKOqjdRujFYIM96Sc2u12KcuKoigodV0eLPMUa0qErti7dYO/+u3fjlGCNMkojK05mxPHIhH0B0M+9+RnwFgQHrqyCK9A2xWhpzFGM5uPCBsBZVnS7/cZj8dsbg6RIuD27QPW17Z48YWr9X0JwfZWnyQ/wvMlWezhqi7xsqLZCVCORZuCsoqRUiBFvb6Ws5xKC3A8irzCUZZ2FPCmh7+GH/7xD3zZqcRfmMDpS2GMrRWO1iUMA4TUZGnM/Zcv8uLVOwR+g9FohecFrK9tc3O5Rxh2cFRGsxESBB6VnZCkE1w35Pq1lxFC4AcSITUWzfUbr9JqtImaEm2XrG+0OTyYotOcvFxgyXFcjyhqUVQlSEur2SGLc5I8p9Sag6NDet0N4mXF+DjBiozBWouNjQYwo9eJmE1KsrxACM2lSxfY2dkBJEcHRyd5aa2G63Q6WGsZDteoTEkcLwEYDAa4rst8PgehkMqyWkx55I1voNls8ju/9iF6Tcnbv/YRPvLbv02WFdz/4H10Oi6trk9+PabZbxAfxbzj697F5z77AlFjnfHsKnuz23h+SKvTAekSNUOODzXNhocxmiRdghUsFzlKCahy7uzHdAd91gZDHnr4fo4ORyjlcnt/n1ajychCuxGAKbh44TSlBkNO5DTJ8oK9m1OCRpOHLr6Vo+M9xqs9hJX0+h1ms+ndqo1UwclaMLXwSyqq0iClgxAarSukVRhhUE6dTwtrESeEoJSSsihx3RBlQGgDplbJjkYTuu0NjIF+v4/RijCA3VNncByHmzdvYkxd8UjzFNdTWGuIAo9XXrrK9/2dv0URx2ycOcVqmfDsCy9RGI3r+rWWwXEospyqKDFWIEQtcgocy80bV7l0aQPlKKIoYLixwXw+JUmXdLpNrly5Qhi2SOKCLK1oNBrkWe0g5/Mlg2EHY1N8t0no9bhz+2Va7R3yNKXZ8un1fJQSLBcpy+WKZlsSBF0Oj+d4vlvrHVL4/HOvfkU2+dURMTQC+5aHH2J8POL++3bxPMMrL7/I/fc9yO3RiLK0WCNrlZfn31WOtSJFWZb4vku3HyJlrTSbzTVJkpDnOa9/6Dx39m/gOJIql4QtDTKiygOOj49ptgJ8ZSmyBOG0cLwmo9GCJK1qsi+sKwuVnfK6By8xnU65c3tM5DVZ34hwPE0WT9jZ7NPrtMgzgxv0ODie85Y3f8tJiLzg1avXcV0fKSVxnNJt1A6o0awf7HC4Tl7Vaj0r6oW+XC5xXZ94laM1fOz3/oDdtRY/9F99L3/0sd/mr37bd5BmBatyzkf/8PfwGi5alkzmxwjXI00qqlKSphlZWhHHcW1QCoocPLdFktXMfy3PzShKi6QF1gUZ4/s+vusxmUzY3T1DvIhpt7q4YYvZZE4YREhjEFJz36WzOK5FIlHKxXeDOmTXBVIZmq2AwVBy/cZLGFmwTI9pNCJmizlhGNaiqjS9a+hpntcRhFNrFAAqXRD6AeJE3OQ6ktDzcV2fJM4R1qHINZPxgqjZQMiIOLa4XoPxJOGRN30D0olIklVNFEpJlhWMRiOqqkIYCAOf0eEBo6PbfO/fei++5yBNxXB7BwP82od+F+H4zJcrNjc3GQwGvPT8FRbLKUI6aA1psuTw4GW+/vFHmGW36PfWWS5y4iRlMpnQ7/dPNA8+nhfUROR8RVUoHBVx/fpN7rtvB9QSP5CMjxMkDRbzlKIoCEMfqSw7p4YIacnSopbmu4KoOeD69QOytE4lpXQwpuLf/sFn/8OLGPbvHOMql6oyaJ3SbreYTGa0Wy7Hx2OixoDprMQay5nTO9zZv00cF0hHEzoNsiRiMS9QSuD4Hq1mn35PARKlHLrdHkL7LOIZVWkpqto7t1oRVBnSSgqtODwY4bodHFdSlBVaFzSaDq7qkqQlyjGsrXdoRS26fZfl6ogo8pgcz2n4EYGvyKqER970GJ4bEq8yAj/i8uX7mUwmTKfTE95EUWUpZVnLWGfLBWFQi1CqqrhbszbG0Gg0+eAv/xpS+GSVISty3vaOr2OZ5XzqM59jnO6TiRKlJWlWMR7HOH5Js9lguZxSViUIh+2ddaQE6QjGoxVlDp7w8ZRkujhm99w249EMXSmSuMTakCKzGG2IwjajwxGnd8+yWqzodh1oR8wnK3q9Hg88eInhWoc0W7JaJWitSbLasThKIZTLdJZTZJbN4WVGkxvEywOqckUYRcSruOYUhMLzfYqiIAhCsiwjy2pxlB+4BH7jpNRJLa8+ESIpZRBWIpDkSULkR2SxQZuYbn+TVZyAzbl2/RXWBjtwwmG4bq2zAOrIxRiS5QqjS77/B/4T5uMjLl94kMVsiqVkOl5w4cI5ZsuM/mCDvEjvSr2raYWQ4CqXw9s3ecPD93PnxhXWzjdIswWj8ZQ8t3hewGqV3L1urchsEwQuq7KkP2hSVZs0GiGlySnLlJ2dHV5+8QbGWvqD5t0IJwyarFYrGlEbYwxXb+yhzYyyEHheiOMKHKfms74SfFWQj1ATV3le8vTTT3Pt2lXCMGQ0GqFNUjPGOuXU1pCz53bRJiMMXXZPb7G13afVroUgaQxWR8xnCcdHM7AOe7f2cZTH9Ws3mc/nNMI1fLfLbLokitpMJhPa7T5R1KLRaDHob5AmFUoGCOGySjKWy5jBYIvnn3+B1WpBGDlMpgeU1QpkTrvZYn1tC13VueHOzhaOU5eUjIGqMjSbTba3t9nd3a2Verpuhvlis5K1EMcxRVHVeTIWTS23/a3f+h0eeeQxylKzjBP+x5/8B4znc/7lv/ow81XCaLFglqzw/JBeb8CpU2eR0uHGjRvEyYKyShAyx3E1ViSk6ZgkGxOnE6xxKIqKTrvJ8eEteoOIwaBJki6w2gPhUxYGKV2q0nJ0MGI6nbNczFnr9+j1O7WByZOyoefhOiG+F+J4LkWRUZkKe9JopCuPxSzn/stv4Pz5S2gtyLKCdruNtfZExWhOyoABUkparRZVVTGbzSiKAs9z78qnlarlwGVZsVwu8V0XzwtoNls0gw6mqqOCJInJsozh2jpBENyVXBtjTj5LpARdlmA1jUaD1XzBcLjOfD6nNAXHh/uEkc9oNJSxUCEAACAASURBVEJSi6+MMRhjcF0XawWe53F4eMg73vE27rtwnvNnT4GoCCPvZLzqJPqRbG9vY6wmjAKKMqXSGa12yCtXr3Dz1qus4gXD4ZBBf53lckmjGbK5tUav32Z9OKDT6XDjxi2Wy5iXXrpSS83dJoHfBhSeGxCEDkUZ0+2FX5E9qve///1/Tqb9/x9//yd+/P3rgzr3y0tDu7vGYG2bazfucDQyWKvotBsUecnRaMJ8tqI/WMeRFboC1w1oNH3Sco4RBadOd+n0HZAJs1lKnnt02tsskxWIBERF4DtURUWRVVSVwfNDDkZzwkZAnq/o90MkFViBFB7j2RJTORSFQuASRi7D7ZAkn+I7sFiNGG6uo1SLjeGDlJkLQuD7HtYaiiKnLAt83+P06VNUxrBYLigrw3BjGynrhaW1RikXXRiUUbz07Iuc3T3FKp6yc3odg+LwOOGP/t1THE1HPPq2hxhPb9LvtFHS8uqNm3R7PfzQQZucyPc5e/ocqzipVYNW0m73KfKS4fqA0sQUpWa1hHZrgBSGyeSI0GuibYwuKySKoqh5l0IXCOWwWIyYTpY0Gk0Ecx5//I1cvHCGl56/ThgG+J5HmsUUec77/vp38fnPPUEUBAgnoCjhlSu3Edbn0Te9FauhKJYkSUojapBnBVVZIazBc+rQXAgHZX10KYiXKZ4fEKcpWliEdClKcKRPkuQoR5GlMZ7v0Gg1GM9GeK5Lt93hhadf4N3vehfHoz2EVORFRdRoY4qK+WTCwZ0bXLp0lu/+nvfQaHmUusQNfKQb0u8PyfOCNz36OuLVhDCQHO0fIhE0u01G4xF7N/ZJljnHo1vM4xsMdgRKOZy/cB6tNd1uB2NKTm2skcYLtK2Yz8f4XoTWisU8p9/vk6YJym9x9eptXK+F73nMF1OGmwPKosBxBa4nGQ6HRGHEYK1Lqx0iZcVikRH4LfIyo6gWSCxKerzw8u3997///R/4cmzyq8Ix/MRP/MT7W0GEki6Oa3BcS14USOlSFrV8tdVUaFNSloIsrUAoJuMpWaYp8or+2lr9pnEsfiDwPEWSrnCUx+h4hnIUG5sDNrYCrNXcubNP4Nf9GIt5ymy6pN0NKPIE15WslgvW14b0ej0wgkpTt2mbijyLqYqEzfUGm2trOK5PuzXAURGndy8jRRNtXYQQtVxV1oGZMQbfdanKEs/38X2PRiMizzOM0axWS+bzGdev3yCLE6bjCcvF4q5CsCpLotCnP1hjb38PbXPyYs58dodBp02cLDFaUhQFZ87scuXlF3Fd/6R9HGazOVpDnhe0Wg3u3LnF+majLr1VDmlSE39BKDl9ZgvHdZjN5wR+dNJKLHBdDylctDGUhcGaiigs2D3V576L5/GFQ5rNKfOMVquH47h8/umnOHvhDLPZEdPZik67h+/7KKXYu7VPv7dOvxsym8xRSFxP4HsuaVrge01KqzGARGCNoapKZtM5URDRbLVP0p+6xV4KhyzJcVyfJIuZzWdEQYvD/TH3X36AQafNnTvXwclwTvgAV7oc7R/SbjU5d2qTd7ztrcymE6wxtJoNHK8mxdM4o9lsECcJYHjg/vvZu71H4Pu4geH4qI6mep0ehZ6zc7ZFqycBxfHRPsoz+GHdCalsxGwag1S0ml2yVON59TxLVbK51UFrhywrGI8WOK5PkZWMx+OTlnJwHIXvRUjp89xzL9Lt9NGmYDpbkucFyLrqJiWUZcYr18ZftmP46kgljAFbIUXJ2lqfOM0YjRcsE0FZWlbLmG6vRdSoCZf+oEtZajrdIUIGZLkgXlW0Wj2SOGM2H7NczWg2A3zfo9dvE8dL5ospWb4kyxc89Pr7Gax1aLebNJsRjiPptGBrI2J7M+L8+SGHB69w8+bLLFdj8iomCB1cD3qdBtKUUFWUWYrVEPoNPBFgC8iSsu6skxaEQUiLIyWhX7PYuqwIw5D19fW68Wc+5+Dg4C5hOhysISzkWUbo+eRJiq4qlJCApaoK1jeHqMCh2W3Sa7eJPJeyLJnNZty4fotnPv8FNje3Kct6z4YoauCogKPDKbPpCs/zWFvvgijRNqHdddEmrduSA8ErV7/AYL3J2nqbLF/dbSvXVa0psKZW/JVVhiXj4OBVnn/2Myi7InQrGr5ktVjiuRGu53N4dERpDZubmxhjKPIKz23hyBbj45LlCN7+2LfQ72xjS0GSZAS+TxwvsdQKQ20NynFoNFp0mh2qzLJa5vQHQ5SquagXX77CKk4IoxaO5+J5Hlb45Bl8/k+eY7Wc0mo5rBa38d2ChmdwyQhDw96tF3jj19xHnsxZzieUeUGa1mVUoUA6DnlZ1f0pgwFxvOSvfcdfptFQeK4lXh3RbGji8jYPP3ae7lqjjjZEhVR1Wnh4cMx0OkdbQxTV3axxHDOfL5lNF8TJEiHtyfEOWVrQaa9xcGeOVC1c1STNM6RSJFlKmmc8/cwXsNbn2Wdf4fkXr1JWFcoRuK7PmTPnOHfuHM0o+opM8qujKhF59u1vvI8sFxyNxjRbHRZLTVV4eF5Co1nx2GNneOWVK+SFIs8EQRihtaUsLEVe18SNKej12zSbC7QpiaIAXXrcvjWhKCrCSLGx1SJN87phJmwwn89ptyPmiykXz/brXFHAbJGiVJPDowVR2OPm4RGNyOXMqXXyZEGZzrl0aR0hK3Qu2d04R6+9xReeeok3fe27SIoK13fJ85zFfEkcp3Q6HRzHqwVSDR9jDGEY4rp1nvziiy8CYAtI44SqLJG2zkvjLMVxXdIq49q1GxiR8NBDZzl3ZsDk8BatRsT5y5f5wz94gp2dXabLEZ1+yP7hAVJKjscTTu+e5/BwRJLESFXRbPmkmabT6dDrDvjck59BKcGgv4nAIysrRocFmAZVWbcqe56LMRZXKqTw0DZha6Piwvk+G70BkdOm0x2ysXmGP3nmGt3eBnlZYKnI85QsKeouQSRSOrhubbw6T0CUOF7J2Ys9Xn7laVbxlOPRPsOds8znU6Sqm6HazQ4YxaDT54lnPofneQRBnb5UpaEoNL4XUpU53d46z39hjzQWpHHBxnrAG77mIqdOtblx/YB+b8jxeMJ0NcLIkt3BZb75m78Vz20QJ7rWWFQVha7D89VqRaVLgsBjPpmeiJvg6vVrVDbh8Pg6za4AN60jReEQyJI0tRwcVmRpXQZ3XFHrMby6LHvt1T2kilhf2+Lo+A6NRsBykbGMKzbWTzMezUmzGITm8qUtEBXDjR63bu4jCDi4vUApl/76GncO9hHyixsHVQhZImXBRz527cuuSnxVpBI//VP/8P33Xz7H4cGEPNeUpaEqDEr5uK5BKk1ZLOn3+qSZRlfQbLUoK0tRWKT0mM8WVLpksRwzXG9i0bVK0SgajTZaa85dOEUaa7AOjgzJ0pJWq0VZZayvD4gX81p0lNUikUazy+HRjO3tsxyNDrBUtJo+x8dHeL6PtRVWCIpcYwuH933X9xIFHZZJTpwmLKdzxuMxQkB/0K93F7I1m15ZXTuIE2ZcCEGr1TrpQqx3//jijkdZnhM1GqR5xv5oRFXlhH7F13/dm9i7+QpFXqC14tbePpcuPIQjPTY2Nrh9sMfW9iZWCI6OjphMJ/R7PdI0IQgCWs02ZeFweHBMqVPW1ts0mxHzWYzrhCyWKbpyENZHCheoUzVrKwQlSjmUpuLMuQ0aLYckXtDpdBiPj4jTFY9/4+NUtiBZJRR5xXKxIghDtLEgalFSdbLDUKvTJcsrlBswHo14+A2PYIxBlxVJkuO7PqApygKpHKrScuPWHts7mxhb4fkuWZ6hHAcEOCd7JOzd2WMyS0BEtbGnU7zQYTk75D3v+Wt0OiH3PXCW0ewOpYk5Gs949rkvcOHSZRwnQkqF7wfMJhPmixXb29vs7x+wmM44c+YsjuMirKC/Vgv0Op2IolxSlDOsNrjSw5GwWpXkuQvWpdPrEcdLPN/F9xscHOyze/o0IJlMZjSadSTR7rRZG6wznc3qFC/wmU1nLOMlRVWyPhzg+i6rOCWOKyyqrtQpGKz1KMsCrQscp2L7VJennt7/D4tj+PEf/x/en8znFIU82cpNE4Q+xhQURd0puT7o16W/oIPrehwcHpJmktWqpMwt7U6DnZ11/MDgKXuinS8IvIijgzovK4oVs2nJdLyi3V5nNqvVjxsbQ4qi4sKZS6yvbbN/MGZj4zS37kyYzQqOjpZIB7Y3NjkeHRMETQK/Sa41jt9AyFpa/MLz12i312gP1imE4dbVV8AYjDY4rltvu2XBDUKMrTCmfhsFQYC1dYdhu90milocj0b4vl+3FochRVWisbx49RpVHvONX/dG8vgYR4G2DoejOZ1Wl157A8fxiOMVo8khb33bW9g/PKAsS7SuaDYjhBS4jk9VwWqp8b0Ax1FUpWU2XdFq9VgsVggRYnVAkVNvR1fVzHkQOChRYYzAWElWzfF8ix86NKKILF3RbAc899LnGa732BxucfXKNdpRC5Rz0l5tQJi69mI1aRETNiKMtmgtmE2XoB22t0/hK1gulugTcVPUbPH4X/om4lVKnM5OFJEWIwwGc0JMJqRJSqFz2t0evt/i8HiC60vOXNhlre3z/HPPsHf7Gi9feY5lGmOEwI98mt0WV1+9wflzDyKtwhqLLgqidpOjo2NOnTqFq3zGownXr93gwoVLjMeHbGycwXVq6XwUOlRFQVWWVJmhqiCrcnzfYb5YoEvL9eu3ubM358EH72M0OqLbazMeTxDC4gcOa4Mh169dY23QJcnqEjBS0Wl36HRaxMmsjqSEg8Cvt5VDnOxytiTLY3zfcvrsgH7P4VOf3vuyHcNXRSoRhaE9u92lEQnylcH3OmxubvLK9RdQXkjgWtL4kG63yzKVlCbA99sUSYrE4jp1t54mZ3u3j1NmVLag2wuZL1Ic2SLJDP1+l6t3ZqTxgk4kaUQBZZZjyQiaLp6TcXwc02lto22TLK+Yr5a4rkQ4mo3hGlW2IgwlSbICQqpSsHO6xWx0yPbmFm948GHyxPI97/vb/Ovf+w3e+Y6388v/58/TirogAta2dllWOWVS3C3J1ZGCRro15eNFGps2GR0umY6PME7Gsy9e4ZVrd2iIA/7Su97OWj9guZjUG9b015GOC7lmPFryxkce5dbtPVQgOBzdQbqCo8l1WkGbyWjK9vYmt/YPyStJZZZ0WnXvgMByeHTM2nAThEs6b7N/5xgpPbK03oZNCEEY+qyvl0zHBUpGlHrKuXN9fE+w3uuSJiuiRgujLM1WSCdqc/7UZbaGu/zWRz5DFKyhtUAowyqe4wUROtMn/REKP6idelHU2+Q9cHkX5WiefOYTTOd3MCKj0Q7rPSIcDyNqmiqJs3rjFCO4efMmYaOLKSxCuEgEx8fHbG4O2d7cIlQpfuiR5ymlqa+tteX/oe5NYi7JzjO95wwx3rjjP/9/zpVZWVlFskgWxZksDiq1Wi2JkiwZkGwYhhcNe2MvvPHGaKolQG24IdgG3AZswHB74za60W0bdLcIQSJZqqI41ciasnKe//HOMcc5x4u4lZTbC5GAF2QAF8i8SNy8Q5yI73zf+75PYTKypeSZy1/giTPP4qjRup2EdHthu/3rxK2Hwyqc0AjRhsV4niIvlixmh7zx1ktIVSJkw3ieEoYh6bKiqR0nJzP6vXXmsyWzmaWuC06d3mK0HvP+jat0kxHD4QaLYo4SMY8ePaKThGxv7HDtvYfkec5orYf2Dd1hqxgdH6fkeY2zmjQ7Znu3x+6pNRxlK2pD8Y//9Ie/WFuJr//hP/j6C199jrW1kLOnz3Hzxj0sgqYxDNcG7J3aJAig20uojaCsDA6QzqI9izUlQejTSUKyYokWalVxGJJun+OjKcYKHj58gHIBrsk5d6ZPnh6xuR7z7Meu4GyO0h5x1CXNK6YnSxDQ7yYYU6CEQKw62ABJ0iPPDA7FMl0QByFVnnJ48ICLp8/w7htvEHaHnDt7nsFwxN37+1x48gqLPMdpCHW4MoCV1HVNt5tgmzahqG5KHI7hsEccx9y+c4+r71+lKhf8vV/+NGdO7+BrQ9O0nzuvCg6P9ulGCWEn4TOf+RyVNcwXc/YP9qlNgzElUijKoiSIApT2yIuaTtghDDoc7h/iHAwHI4KwS1HWHDxM8f0IZwWBHz+ueKqqotf18fwYYyzWpSjV0O0FrfQ3DAHB4ckRi8UMT2omkxnWOD7+ic/yztvv4/kBdV0SBCFKKkBjHY91AdrTrWVZSxaLlPsPHvGVr36ZyeSELE/JshnONhhrkUj8wIdVWKtWCmMarGmQUiCkIAg06xsjet2YxuRoIWhMhXMW4+zKqOWQ2sdTCb/+a79HkdZMJmMODw/RSpNlJYPBGtZBGMSUZclimbJYLGmairgToD3LzTtXmUz2KcuMLF8SxgnGWJTy0KtAljjuEHdiKuPoDjpIz5GXKWfPniEM4tZWLX3msyVBEOLptqJcLjO0VvQHCcZWJN2EKErYfzRlbW2LM2d3iGLN+mYf56o2j0QIQPDX33v4i7WV+Ed/8sdff/rKkPHkHnmao0SEMZIg7JAVM2azYy5fOs98MWNr+xS1MRRlTl1ldHsew1FMEGgWywXa8znYH9Pp9jDOMp8uqSpLnhYMBgnCCp5+6hyDQc3GumK0HlKXS8JIUjQK6yRh0OH07mnmsxPqatlKcp1l0Okx7I3wpUeRlwjpUeQF4NHUSwbdgI42yCZlYxDzo9dvsLW9S2MFeQ15abn74D7rm32yWYoUisD3sc4RRSHOtcnK2gtWcWBj4s6Af/kvvkGRzbh0YY2PPHWWpspYLsZEkcfh0T7ab0eZ88mSwXDEG2+9yXyx4JXXXsc6x2wyY31zjel4ysn4BOcMj/YPEU6TLiuytAAnWgl40KVqFNnCUJZtzqBzijyvaBpDXTco6VHUBXHYYbTWJ4xqtra7DAYJTVMReD7GtNFrcRwicNRlgzWWwO/wxc8/z9pojdu3b7d9isauehit2EtKSVPXrI1GzGdTrPVQKuD9a9d5/vmvsj5a5/3332pl7rb1UQgcSScmDHyMaPBDn04cEISS4aCLkIbAlwjZEIQaZx1lXeJEm2+pUIR+xDIV/M5v/QGPHh6zubHN5uYGvV6PqmyIwh7WOKRSSCXJsozhaEiWLRkM+jhybt56m5u330b6TftjCkXjHI0x5EVFWVVY61CeYjKd4McB65sj5osZ3V7CeDLBOsnVq9fpxkMW8wU7W1tMZ0coLej1uhRFTq/fwVqD0po8qyhyy3JRMZndYWOzj9KWMPKwzoBrszO/9/1ftAvDP/qTr/d7hrgjwUpOjuZMphlC+igpqCtD0xiWaUnc6XEynmGMZWd7A6UrqnpGJ+4gZUSegTE+xljCMKIxDVL5rI/W0R5EYY7nVzx4eJc4HpAWtrXHxj7Xb+6Tpa1WP1tOUdR8+flP86svPM+XPnYZz1Skx8d84iNXoEl55qnTiCbFNTVxWPLM03v0hgJUTkmGLRuOj+4xnR3x7Ze+y4XzF7l49jy/95u/wbX3r5GnC1555Ud85EMfoiwrlFbt+/ZjlNelbhT/5L//J3i64N/7vRc4f6qHbAxKQq8Tk87Tdl6fFXiej6cCFvmCg+NDjqdHlFXBfL7A9wMCT6N8j/XNNZQn6HYHjMdzhqMeVZVx+fITzMYT5oucB3cXjE9qxuMF1ig8GRKFHUIvxPc8wiAgDjssF2OkSDl/fkjoQ563HXtnHFlWsD5aI10u0FpSVhWNrRkf7tOJIuazCZ/7wmdJsyXz6YKqbtDaI/ACHA5TN/w7v/U1fviD7+OFIX4QURWCO7f2OXg05YUvv0BdwiKd09QGW9dUVUGazYk6IRaLEg6lBVI4lHI40YAzWFuD9Ghsg7UGrRRx2KepBL/z2/8x45OU4XCNuqrxfU0cR+T5Eu0XGLvk9t2rbGwOCQJNXpb0+n36PZ9//c1/wcOD93EiBdkgVpXSeDxdxdq5xzH2nlYMhz2MkOR5G7pz88ZNNjd38VTC4eGUbuKjlGW5nLS9m7IiTVOSZK2Nt5cwWyxwzrJYLBgMuhhxzLnze+T5AqUFpnGP1bQ/+OEvWPPxj/7wH369FyuevHiOfm/E3XvHGNtelQUa01jyoiJNS+bzkrxoaGqLwNDt+pRlSuB3uXf3iKbRq9FkiFJwMj4mDFqRynRyzNMf3aZyDdb1uHlrxvjEkRWtbDf0OywWc3yl2BiNkM7y8O49Qj9gd+gxOdhn2O0Q+YZTOz2euniK7Y0eH7ryBGsjTdMsWOZTOqOESbog8RxKV20Pww+ItMef/5tvMn74gC88/yV+8MMf8OyzzxIGAdY6hGg5AtY6hIn4n/7Hf4ptMl74yjN4IiXWislixmg4ZDZdtHkKYZcw6lIVDuckpalIizmdfofZYsbmxoiLF8/zK3/nl/nRK69Q1RWdJG6ToSpDEEm6SUCnozk8eMjeqbMcH7UejiQZUJcNYRjRCWM6gU8c+WxvrLE+7GOKKRfPb6Ncjqc1UrQqvzIvGQ5GTMczOnFIUWUIAaWpCZTm1u077J3aIQg9trbWeebKM9y6c4csXaCEwPfaBuX1a+/z+S98jpt3b7QNRjwCv4NwHjdv3WV74wxOGJrKoKWmKFN6/YSiKtGhj6dDWPEWqrpGILFW4JygKhs8XxL6AVpHVJXkc5/5Ctpba301QnB4cECeZyzTKcvlMT9+99tcu/EmVZNy9f23UEqwvbPTuhsXDzk6ecDJeJ+kF1FWDaAIw4S4m+AFPl7gI7VEakXS7SGU5N79fZQKGB+doLSiLhtmkwWDpM/Wlo+jwNMOpUO6yYC8qKgrWCyXhEHAxtaQyfSIS0+eoTatu1J7ErHKy2yrMIExlh/+6OAXq/kYBb770mcv0unUaNVhPG64c+eA/vo61dK2ScJea3rJiooPdFlnTg8xdoppcqToMD4pkTIhW+ZEscS4JWvrQ06fOs+NGzeom5SzF1t798mRJltoirzGcsKVp3eJPM1yuSRbLBn2R1RFTeiFjMcTPnnlHBfOPcHW2ggocFSAbd2PZUlpMh4ePSQzBZNsjlOCGPdYFNSL91CuS6j7SKd59b1r/NEf/RHf+LNvUjeGqBNjcGjPo6kLXn7pVa6+8y6feO4SF876xKHClJaolzAcrvHGD39Mt9snCrs4oVqCgYSH43vM8xPyOsOYmsNHh3z8o8+xf3jAZLZkvlhw5uwO3V6H+XTBg/uHKAU720M8r91abO98hO+8+CM2Ny5QZCVNWdPvJES+RjjTZi5Q8tUvf5JeHw6PHjBLlxyOD6mpibsJnSChzCtGa31OpvuUTU0QxmijOXf2MvfvPeLJJ59EexFJvMHuzgW+8+2/wjlFkdcI5VE3JZPJMafP7XLu7AWuvX+XMEgQQJrOCCOPKKnoRJLZYp/7D9+jdDnClzQYAh2hlKLMi5UvwiGsalkQpiGMfFztCPyEK5c/yTNXPoH2BiyXc6RyBDrgwYN7ZMWE19/4DmGnjWB3KNJlCc7j1OlLPPnk03zn299gtpy1jdO6xjgLsvVFFEXL65BStoniQUCelwgUVoTcuHqXX/rEJ3jvvXf45HMfxzaK46MTkl5NbUqKoqBpfMoa5vMpSnWxriHLFpy/dAqlHWWVEawyMcqyxNMBRVEghEKp1lvyp//N93/q5uPPxYWhmwTuK5/bw4mMKvc5OCi59NSHee3N14jVoI3rQuFWpqMP/ASjkaXf99DaMjkpaBqN0h3GBzOUbxiMIoRwzBc58/mSM+dP0U1yPM/n6CilriT5sqIXC56+cpZ0OWM2m6GEZG/3DLdu3WPQXyNbFJSVRLmG8zs9PveZD9NPPLQTeDqiMRm1FVS2VcgdLfY5PHmEXB9wcryPdjWx8/FFn4NHc7ygx2c/96u8+J2XcFqzd/osQklmadqaicSCt17/K7ZGMU9depLFSY72FU41TPIxzkjqVCCsh6ej1kegFEfTBTcevkk8VHQHHr4nMFWNp3wWi5zaBDw4OOHipbMksUILw9W3Dcv0hO3tDqP1lpVxcJxhG4+63CZbZASez5ntXUy+IAwUYaD4wsefpNMRdGJNWUGF5Hg+5sHkPoXNcLWkXBasrfcp3YKsLttY+kXVvm/PI4k9xsdThv1tLp59lqeeepqku8H/9s/+FXHSb++KcUgv7FBVFWVTk2clYdxa78M4QiEQrsDzC0Yb8OOrr2E9w8lyQhyHICxREKKVT5nVWKMwxtFZ3VGVDFjfOM1v/cZ/hCShKLI2n9EZbA1ZtuTP/vyfY8UDtIpomgqLeexuPB7P2d3dpcwX5KXD1JqitBhpWyaKMuDMKv4elosUkKyvbVOWJXlRM5ukrA+H7Gyvc3y0j60Ns2nL9BhuxmhfYa2Pk21mpnX6MdincQ2+38bSGVvjrEAIhRDqsfgKWk3MP/7Tv/7FynyUOLqRz1q3w/aGZDRYcvzobXYGfcIwAimw0qC0RZgG32k8K7BlwL3rU44fNGgb0/UTRNnQ72lOnw4YjI7o9hqeefKjaLrs7ngkfY+intPr+WSLCae2N6Cp6cUJJs/Z7Pb48IUn6Uufrg6gdjQWhPZxKmQ8N7z6+k0aE1BXKVV1SCNaIE7se3S8gK3eFpf2nsJLJT05wCdBxyGlmLN1JmB9WHH97Rf51HMX6PqSpy+cIQng5rXvU5X3OTl6m73NhG7cIZ2kj1kFs9kMCoeykqKQTKaGrIB5fo9F9T6pfofhVo1gjqfbINK42yNvKs6c22M0jEiCDu+/c4vbdx9xODYsypS4v8GdhyXzNEFHG5w+e54z58+RVYpFBUYHHEyn+J7h85+4zN/59NPsbIf4fszteyU/fnfM22/dJ1YdrmxfYG9wFmUCuv1NKqPIqxrfszRmRmaWyLDAuDlH4wki8Chkyrt3fsTDk6vcffg6v/8Hv8bHn71E7Als5SiNpbKOvDE4T2FE64pswUZH/gAAIABJREFU07BqjPMoqz7jow5PP/EFdBmy4UcEViAqQVOAqUCrCOEkpmiorEF6PYJwly9+4beJohFK+3heAE6xtrbF/YfX+NaL/4qqOW7VqaIGYajLdtRc14YkSUjTlGypKDK3Il7VRIHG1g3S6HaSZcBXmjgMiYK2WZ2lY7L5jDKf0u0F3Lp7A+VpSlsTD0KGmwMaI1aZDZbQs0jbTqOsbVoLPfaDHDcC3aZgt9VRs5pIOKxtk7J/tjX5c3AorcjzlPl8ycHBCc9+pFW95UWGkBXWFUhlybIlXqAJQkVjKgQSoTwa1/IBhdJtKd5Y4qhL4PVYLgtu3bpBHIfkWc1iVpBEQ6Tw2dzc5eDRIaEfcefmHYQXYJzEjzo8PDxBKh+LIAwjPKXpdDrt2Elq6sqhvRBjfkIa+kCw5CtNN+lxdmuPrd6QjhfiGgdIlmlOo1rG4Ks//BFPnDvHmdO7bKz1eOGrz5NnU7QQK8txO347c/osZdFyPPu9TYyBZTElNykn8ylHxw2LZcD4JMVZD9+PqSpDXRsODw8pilZGnVcldV1y8eI5RoOEZToj6XRoqobQS3hwb8bNa1OOHjle+f490nm6ujNKZukEr9NhvMjJjeJkYXn/9j4/fP0d9o+m3Lr7iPdu3CdM1hEi4vSpi4R+H1xIEm9gTYCpfXpRH9tYqqoFzOR5xmIxo6oLvvXtv+DV11/h+vX36PVjfv1rfxftCUK/jcDrriLmhRA4IUEoysog0AgUWdFwPE558uLH6MZ7SBEghaZucqo6paoXBJ5A6ZbshPX4zd/8GutrG8AKm1dVK4v3Ma+8+teMJwc4LNY4nAXTWLQfUJWWrKha/URWYZxr8yFoKVrO2MfZlR9E5RvTAmw+oG5pren1ely6dIksb/MojLOEccQHeDspW8LUB0a8x/mXq9cTKJxtUXl11appP3h8cF62XFf1M63Jn4utxMZa5F74wib5siDPWhtyY2GZlTzan9JJevRG66TLiod3jzC1xVM+QeTj+y0pqKqqlg/QWKSuKcoFl6+cYbS2wa2bD8mzmsZlxIFPHMd4IqTMDMIKdjYSFDkH2ZLlbEkSdxgkfYq8NUPFUY+mKnGmBlMTaMu509s8//nnyNMlKhIoZ8GsAkExbehrDUiHVZZlk3OSTpkulmRFxaXtp/j9/+w/57/7L/+Q48khZy/sMV3sM54f0+sk7G7vcPf2PTaGu8ThGkdHR/RGCTdvHVGaJbUqKEvH8UnJg7sL6trx1LOaU6e3ODx8iOdLiiJ7zFKYLUv63Q5lAZ1YEXUkhw/HZLljOi3ZWLvA0VGJ9iKOjzOUjAl8SV7N0KFg0IuoixLdQL8zpNsJ2rDZFc7u1O42RZ5RZimNKRj0R4xnc9Y3hyivQvqGuik4uzXiZHFAVudUxiIleL4gCROqqiFQIZE/JPATPvXpL1KUjt31C/wf/9f/ifKCVkMQd6jKZqXmbOXjWimUEljbjiNxNSqcsSyO2R+/3xLI/BBbKTwZYKo+v/H3fpfRcIdOPKAs2tdZLsfcvXed6fwhh4fvY11BURTUBXS6LYdisWhHzbV1VGXz/8qPMMZgcY8zGsqyxA9Wcfmeh9b6cc/h6OiIbjKkamqGwyHL5ZJut8OjR49omoZhf0TdlISh/xioa63DipUZz3xAyvoJi6MR5vFNSsqf4AC11vzDP/7WL9ZWoqwKRqMenuczGm7geQHXr1+nrBaEnmZ8csT6cJ3losBZhZIROK/tNEtNXVukbBFkjTWcO7/HxYsXODqc8Prrr1JWU/ZODyiKknIpmB0XLOYVSgUkcZ9smfPUk88Q+R3qyhFGXRZZiXGCprYESuKJgo21mL3dNdbWBxhr+cGrb/DW+zf58VtXyfJ6FaFlkQ6wbUknhcYTPp4I2Oxu8cTuBbaGGzw6PoTpCf/Jf/r30ZFjnh5S2RQ/EAjrcNbS6XS5cfsOf/niy4znGUfHc7KiobKS6aKiEoqSmkrmnHtqj6opuPfgNmmxYDBo+RxR1GV8MmvjyyZj4jhiNh/jKRiPjzl9bsClJ7cxbo7UJXk5xYmC2mXtZw8Czp49jREwywrmteT24ZLjaUlatQ02h2E8HrcUJB3hRMDJZElTt0lR4+OcwwcLdjcuEMmES2evsLW2jXAQhSHOWIoqx7rWbKV8x8HxPf7iL7/BIj9C6YZfeeF5JBVNXVAWKUHoEUUth1J7Eku7sI0RCBdjTUKZJUR6l0H3DML2WU4syvVoqohf/spvcGrvEmHQZTJeUFY5xpbkxYxuz+ett1+hrKcgWpCMtY7xdMF0niKUT1FZ6spR1xbPC1dE9VYohXU4Y6nKHN9TjxeptZbJZIznaTxPr7QPho31EZPxMdqjTQjXgqSfUDc5vV5n5WA1K/u9elw1tayNlugtpSKK4sfBuR882u/E/Mzsyp+LimF9LXBf+tQAXyXYxkMoyTJPKaoc17SLdLE0+F6XIgPh2pGTH7ZpwVVdt2WcsBhjiKKMqio4d/4UxycH9Ptdur0RRwdLxo/assz3fbTURJ5PPxbUxYx4bcDh8RHWQpIkiMaSzRds9IdcenKDpml45plnmIzbJmW32+XatWsopbh4fhdhK86f3sP3NWmR83D/EWfPngXA1C3/0bk2+vy4ahdTUWUt0FdWBJEiyzK8JmK0vsZimTOZFiTxDsYY7t27gwg8ur0Rtx4+YDDqcevuddJ0zt7eHmGYce78HndvX8cYw2iwgaCdpUfdmLLKEcZjOIxo6pZ3MZlmaNXh0cMUpfukWcF8UaFEDHWAFzqCrkdeZlSle5xJOPAN66M+SjZ0Qg+sw1QGrbzHNGtrQXkaYwusrYg7Ic9//ApRX3E0e8S9gwfUrkGItmkLEHghNG3ac1FZOkmXX/ni17h79z6f/KXP8PJ3f8B0nuL5CVJpyrJYYesLsC1ZutPp0tQWUxsMOUaeYF3BbD7h+c9+lShKSDojNjd2Hi/mvJhjTMkyO+Avv/VNvLCmqU/a86t0aJGQli1Gr6oa3GrsCS0OoDHlCp9nH6dCudXFqq5rnFtVNl67jVCqrXJxiiBqnbZFVRJ2YqqqoN/vMz46XgXTtmtUCr0ibAuqqnmcGiWlbKXh1pLZ4vG/b5rW3g+tovS/+q+/+4uV+YiTmEaifIHnwb37dwk7ycp9aLhwbpd3rt5tY96SDs440nSJkhF1WbSVQl3jXEPYCVjvD5kvj/j+997k0585z707BywnNf3+kBPRlnqVaXDGYquKYpFx5vQGT2wM6MiavK7Jy4LRqE+0kUBeMOooLl3+EN/69kts7p4izSomywlFE6CczytvXOepi3sYrSlMTRCFrO+s46TDNQ5f+YgGLIpAwlrg0VkbUtYhi1yR1RlFWdEN1igaqE1AVpdMUsP3XvsekR9w/sJZTuZHWK/LwcECQys+2lqLcbVkWfa49u6Yja0z2CZnMZ8xGq2jhWTQ05RFTDpXPHgw5tLlPaqyodt7ku++/H068YCzZ/ttJmVnSLZ0GEqoFeW4wTkQykdJh7U5hbFUJiLxPOrKIFflq8FgV3c3hKIuK7SnkDIgXzZcvXaLZz9yke3uBso4ZnnKNJ9xOBmzub7BfL4k8Fv9v1QgVMW3vvsNyiznnXdf4dTOaT79yc/w8suvtP2goEMUhoR+iGka8jzjYx+9wksvf5uOv05RKzy1S56nXDrzId587T4YSzKIiaOEJ554guGo26aHW8u//MY/J45D0nSBEm2wrBSasinwQsVyuQAnSeKkhe4Wtk3owuGHAc5YyjJHSyjL5m/0BsRqSuJI0xTn2vF7t9slyzIaU2BsRdNInLAs0nkr97dmxRsxKKmoqoa6qQlCH7CriEBJVZdtZqXUj7cZvh9SlvXjyuJnOX4uLgxN00pl03SJ5ytGa32CKGEyzSiWU/YfZYSRwvNDqrIm9CMsgtj3mderLvEKAmIbyXvv3eLS5T1+53c+yf6jYzZGOwR+j5OTY2ojEAJ8qbBCIIBu0uH06dM8fW6TwJfcPdon6Xis9ROGnQ5Xzp1nkc+YHp2wtrbBrZv3yErL2sYZykpgXINymsPxlK3xhEG33WuGWiGMIdQhTeXadpIWNK6h7/sEzlBIy+b6WcbTE+4+OqZY1Dgijo4njOcpdx4cYKWiaAxpXtKguHrtOl7gEwU+s6mhThWmcsyLGi9Ycnw04/LlHTqdLsbUbG6NKIsTFB3yvGQ6ybAoyqbg8OE9zpzdYzFfEnUcm9s9Ht6bIVyCUh+AXlqke9NUQIPAgvSonSUtGzpegBBgJaxiobH2gw69wNk2aKU3HFA0KU1VEyrJZn+dIIwRnqYRiqKocajHDTokFFXBsB/ikO2EyOT84Hsv8eUvvYBUHn/2zZfBNQRBBE6Dsbz6o+/x2U8/x4svvkzU6WOtphOPWMwK4iCiaWpCz+crX/oSk8kJoa+oignf+s6fEXcEy+WYJOlhK8jqAuVr6iqlzBuEkkRBiB/4VEWFkAKzYl9UVdVyJeAxb0I4CPyIssopyxKHXTUDJWHok85nVKZBakUURQgtMLUFVtsBCY2psRaMKXBO0eslq7xJ11Ygq1QrazVO/6TZWdf1Y1Dwz7oz+LlQPn79H/zh1584e4Hagg4sjhwtawLPMhpuYEVrq26alCj08VDMJwuEtqytOzodQeUSLJKtnT519oBPfPwicZBTpSfsbK7z8NEhWd3g6w5plmOcQggPrXySwIFZMugOKYucXqjo+RAIy5m9U8wWKd/8zps8ODzm4pOX0DpgOllQNQ1BoAni1UltHKNej81+qyx0ViOEpHEVZbPg7fd+zGRywsbGLnVjsUKhtAeNI5QBSZKgAs3UFdzbP2SeG7JccjLOGK4PqG3OoKtZX/eYLw7xPIPvrVHZJVnZoAjAdqjKLg/ulxwc5AwGeyyWMBwFLLIjRpsSrSFNLQ/vTRn1+wwHHdAVxuZtDmLh0L5PEidMJsd0khDPk8SdmCJvBWZJV1PXFXt728wm47aiAIQDIwEpVt+BwfMEG6MhWbrkmYtnODk5IgxD4jgk9iMGURfha7LFgrosUL5CaIvQFkPFdDzBWENtaybLGUo5ymxBmU754le/TOBJbt24hVQ+XhRjpMfDyRRf+ZRlg+dpEO0iaqxDKA1C8drrb3L7zj26vQE7uwNefOkbIDKkoDXpKR8rBJWpKExBoBVSCJwVKCvZ3tzDkxF5VrcEqrJGNAYt2yi9Rjoa7bC2br8LCda18BklW7Qeqq0cHA5jW+q3pzW4NoZfKw8pVxRwIdAKnAApWwCPExKhQHsaJDSujb9TqmV7ftCLcM7x3Z/Bdv1z0XwEePudm7x/9ZCmGtDrnmO0cYqo45MXSzy/YWevD6KlBsuwYPuUz/qGpt+F7c2I0UAhXcZ777zG7/z2b6KFJtR9NtZ3yKuCpLuaUQvdNiq1RgDS1jRFzuZoRLYcU60iz7OqIUwG1E7zvVfeQPoxaWF4/9ptprMledkmCS/SJWmaPw5daaPE2s/0QQknaBOL8jxnbbROXf1/ycOe1/ZWirri+GjMfL6kLkrKPGNjvc/W1oDAb+lOebFktDYgThRNM20j2pxE+6pN7pECJzRNo3njjZu8/dY9DvYL9nYvU+SOJOlRFznDfofJfEJlGrTykcKn1+1SljO2tzsM1hSnzqxx+uw2dVNgTE0QCrRnaZoWAFtWBbVpHis8jZVgRXtiO+j3EnqdmOViQhRqrl2/yqMH99ESpGvLYE9pukHE2Z091vqjNr69cZR5hWtcq3oNNEIJhLbMshnT9IQHB3d5/bXv0x+E/Pv/we+Sp7MWUwdo17ItfC+gKCrSNKcs68fGLmPa3y+KIl5++a/5v//Nn9OJRxS5oakdGKjqDCEqTNOCjaSWJL0OYCma1qswX04JY4+kE9BLYoLQJ9CKIPDwtUfkhQjXplWBQKlW3KWFpmlWTUnX6gy0VISexvd1y42QbWJVXRVo1TZZhWxxfFKu4u5di+izzgAWrVpfSPtoEX5StoXcz3L8XGwlEBInfQIdcv3GBCFydncTTp8b0RvWbG53uXrjJsqDRMVs73Z5+8dv8qnnPoprMo6OjvFlj7WhZntti+PDmyRRQlNCNxkwnj0kLZdUdcQyXaJ9jdaWUFqoa/pRyPb6kNvX3sYLfJJ+ws7eBYKoyw9fewcV9qiWksZK7tw/RGsfLwiYzuaPu81l3SBUwp2799hZv4iTH1h52x/M8zw+9rHn8LSPsKrtXAtwOHCOvCrJqpKbd263SsKqIggiev1ktS2BxqvxAouxElNI1tZjFvMjrjz1LHeuvUZtKmorcLTKN0/38VT7WicnEtQCh4dwJUpokiTBeTXH42P6vRH7Dw+oy4c8cW4XqZbce3jI5sZZ7t65TlmCQCK1AGHRniDwFDduXKUbJWAdVkGIBmuRClSgKNIlg6014lGXg4MDXvjqF6mqJb3Yw9gK4SxSKNbiLpUO6Ecdup2Yg/FR6+dwDVE3oGkqhPLwfA+c5Ob96wQ6pGgMu7ubjE8e8ge//7v8xV++yPFkgtCKbqeH0xLQCNESqJ2r8TwPS3tHboxbhbEuOHf+GQ72BUWRs1hOkNqhtKQbR4Akp6GqSjxfURYVN+5cJ1AhwrYLfjDokaYpdZljG1p1Yt1mIQS+Js0z6rrE04qk28HUFc7ULfeDFjT0wcTBWtv6T6TEeR5attONxjUgeTyiD6O2/1BVLUNTKInvSZq6IvA0tWkvEEL8bDqGn4sLg3OOwVprjXV1wnLu8d57GffvW556ygc5p6kV2IgoGvLeu++xsd1nMr7DWj8m0BW93YCbN+9w8fx5/OCEop7jTMzhpER5CimhE/ZwbkIU+2wOYrL5ArPMee6TH6Zulnz0l54lzRpu3H7EnQe3Ht9htJY4nXD58mUO9x8xm87Z2t7i8GS/LRGNZDRap9MNqYoxQggW0xn94fpjL7wwAl8qhHXgLMY4lKepncP3PISB8f6YpmnI04b14QgpIppySdKJOD5+yPZul/3jG+xuPclidoyzkjNnhvzwBy8S+F2cFkijSXOLlpqqtjSNocxzxpMe27vbQIf9B7f46Ec+xOT4hE43ZHwy4fDgBs8+/RFm02MGA01Vzvnos1d447VrJMkIJSRVbfGkRAkNoiTpdtk/WNCJQyqncKYt20Ol8H1NU6V4gWJ3Z4c0nbM27JPnJb1eByhXqj0JAnyr8HVErELinZidjW0W2YKD4yOyZklVliAbLDnK08hI4mTD4eQOP3qtxjUely99nC988WMgNN/413+28hUoNja2qKo2m8A5w3wxQ3s+OklWTVKJll0OHi154vxzFEXKvfs3OB7fxdQW39dtpTd9RFmUhGFMr5MghCLLCsq8JIpiZvMT4ijBuZYhEQRRK5iyBi00ntKEfsvgEA585WN1mwBucORlRhRFZFkb9Z9nJd6q32I1rdTZGrqDLnmeI7BUVQFIlDAkSYRzrV6iqJvHjUkpWujuz3L8XFwYPN9DeRVr6wmz45q6DPC9hKLMqEpDulT43gbHyyWmqoiCNXa3d1DNlDt3bnPp0iWU36UoN6ibJWEnpMgNUTekmWu0F0GzZHK0z9mLA9bXBgTaUsUR1DE37t5ACxC+ZrqouH8wYZ42BKuwkN2dHabzBf1Yc2RLhLVMxyd0Ol3myxnCSeaLlLpc4pOtUo6iFrLioN2xtaQkaPfiWmsctJVDYzB1zendPfbHx3ih5OBojB9GbAxHHI5PGIx6LJYp2RLybsP6+jpHh3cI/IR+L2Rv8zS3Hx2SjUswAmNLfM9iTU5/pEizKW/9eMz58zsIl1DmmnTZQnw3NnbAHlOUGUWZgfVXDMWK4XDIfNJw7txF3r96qw1utQ3DYcx8OeMTv/RRlrOMwEt4dP+EytXIxlCbCt+TGAuvvf4mOINSkuX0hF/55c+1TTPzN04C95MsBs+1Y87OICZSMcfpMfvFIbVpbdKDQfKY1DVLFzw8ekDkJ+wf3GJ7Z8T9+0f85m98lXsPZrz33vucjA/xtE+n09K4oygC5bejYS8AA40wBGGHO7dP+MxnP4Uf9BBCoT1BVWXsPziiO+oTqJYeJZykm3Tx0FQ6IM1LiiqjrJoVlLcBW9BPujgpKOsCLSSh77O2PsKWdZsIrUOMbStXXwekiwwnaG8cykNIhbEOWzYrHYOPs62d2jQOz2tFTB/EA4ZB6yPRQoIGY2qsk6utxk9//Fw0H//4j77+9ctPrrNcnjA+SZHSQ3sCw4w8e0RZGhZzRV3JFYYe8qzi5HjCaLROnleEnRjPbyPXtN8lLyxKh1jrU5UKUym6ic9TT+4yPrlPr6OxrqGqG0ojmGU5N+48YLY0HE0KPBXhTEO/GzDs+VAtWM4O+dDTV1gslzQWxtNp+4VbgfY0ZZVhy5RPfPwKTV2187ZVM1g4sTLAtntrC6RZyo/f+nEb/x5FFHWFE7BcLul1+2gVEAYJjw5P2Du9R1pkhN6I5bIgikKUNBwfLtjaGTGfLdB+xHSS45xaGXcKLl3awA9LalvR6fhtDmIpefTwCK09pKfIljllkWKagrW1AaHnA4ok2eD+/Udtur811I3B2oayKKntEqUEs+kJYRRyfHjCcpmztr6NbSqkaqc/ddOgpMbzfKwVKKlo6pxBv4OQFrfqwVjaO7cQEikEQkokktALiMOYQHtt7qNzlEWBXE0D/KiDH/o0dZt6devWDaTnaGzFExcvc+7cGa5fv4HnB+RZvopsl1SNQQoAh1QarVq+YxR22T84pinh6aefRdI6cMuqxBpLWdSsD9cp8xJTGzzlMegPMU5grKVomtWGXtCJImxjKOsCZx1+oGlMzaDXRQhHXVYgJGmWrYKCHb3+ANNY6qpZcTBXEwopQUiqum7H7Ma1lgDZIhidNXi+D8bgbCuFrpsGIVW7XcXxVy/99HkMf6vASQjxPwO/Dhw65z60em4E/O/AOeA28O865yairZv/W+DXgAz4D51zr/5tb2LQj93znz9DnuecHDisEeye7hEmM7pRghYj3n7nkGWa0dQFW9sbmMoynR8RakMUOi5/5DyetiymRyh3lqvvv4lQJXEwpCo0pm54+uldpCxa15urCaM+aSq4fvsYP4y5dOEJ3n3nNsaG+E6jbMrFc2t88TMfphdClmVcu/kIFYx4893bNFKhIw9bCPxOROhZXHHM137lU9imxErNB94VZSWSdn8uHQjPp6xb1iamwTY1LvQ4nk+5d3zAfF4xm9U83F+wqB21KNg5NeT4fsnDg2ucObNB1Uy49MRHMeYAXMD12zMkG6Qp1HXFxrZhbcOiZE5eB+SZZa1/muvvPeLyxUu8d/UNVGhJkpAL5/dI0yOEcLhGcGrnNKVRJJ0eb79zlbp2FKUjTUu0CiiaMZ/85HNMpkc4Y6krwe3rj+glm/TjlmAd+gFaghISYV0rBDu3w/kz63RiS+g1tBgZjRH6g/MNsbq7qZVZSviSvCjIRUVe5xycHLKslgBYP8A1Bq0k+XyJr33CIME4SKJdPv+559naPMN8lvHyy9+nLCqU8rBSUTc5pqoJg4SqLJHStqyM2hCHEc4UPHFpj729ETduvcnN6++2TIyibGG/KyZIHIeE/QEHx0fM0yVptqTbiZHWtQ5cXxB2Ysq6BNuK8npxRBAEVKt8SqkVhrbR+oHEWYcRwrrHLkmlFKZuCHz9OAKvnVCwAt1GeLSTjtq0Rq+0KrCrceUf/8mr/79Kov8X4Ff/ref+C+AvnHOXgL9Y/R3g7wKXVo+/D/wPP82bUNLRDySDOGZtELE+Cjg5foSnInRoWFb3OXPex/MWKE/z4GDOvAQ/iuiv7xH21rG2IcsK/HCDRW0p3YCqPsVyGbO+scXemS0eHoxROgR8VNTlaDrGqoazZ7awTUWtLI2r6XcCOspxajQgHR8Ree3I52g84cqHP8RkcUTdpGxubtIUkDewON5nefyQnfUR1kgsCmladZx1glIaCmWopKOUhrxpCUHW1BhXY3zBg6MZb7z7gJden/Lijx7w7t1jZNdx+gmf3VM9rIX5smZr6yJ+uMFo9DT3Hkxo3CZH05phr48zgrrJSAYF/Y0KJ0uc8Ek8yYXTHUbrJ8RxxSJ7wCc/9yzGxpwcad54bR/fV0RRTaChSCeU2REnh3e4fHEPa3L2Tm2xd3oXS8PlJzaYz25gxZgg9kD4RPGgLWllQKAEPb/GFzXYEl8b9jYTPvfxc4wSTaA0ghDBiunoLMq17kHhVtSplQ+jMW3qd4+QDX/IE2tn2Yy28VxEleY4Y8nygnjQw0tCnK6QsiDQKQ/uvs3+w2v0ej5f+ernSXpdsiLF15LY69CJenhS0It9Bt2QQBu21rtoDxZpwc1bB7z83XfY3n2WLzz/60SdTazUjKcTiipnY2ODTtwjmy+wVUFdzolDgZAGpER3EpCtP6Kp85WhK2O6zDkczzk5PGY4HLWmOdeqJH3fR3seojZIB1rIdoLjIPRDllVFZezjC4lQ0OvHdJKARuQgaqRw5HmOQuFLj0D5P81SfHz8rRcG59yLwPjfevprwD9d/fmfAr/1N57/X117fA8YCCF2/rb/w5iG+/fv0jStSms6nbNYZERhSxuqipQzZ0OeujJkazui1w1RQtIfxCAs4/EEawRZljGbjUmXE6BAUOEFlsEw4tz5LUajsPVLlDXHR1PW1zbbCHORMVr3uX/1EYnvI92EMBwzWG/Y2uvitOTgcE4QdHnpxZdZzuZ04wBVF4gqJVY1gbREnuLihfPt/Nj+RGkmVl+0hFYAYyzStY2jRjpyCalzjLOcH7/3Pg8e3EEpwdbWRusazCrKouHkeA6svP1Gc//uCcs5vPqDuzy613D/fsZsVmIbx7A/IF8uCZSgE2kCvx3BBbqP55Uc7N/j9rUbVEUJQFPD+GTBcLCJ5ymsLOl0NXHX4+692/R6XU5OJty4dp2maVhQy/QuAAAgAElEQVTMLL4eMj7KOD6acXx4gnAOZ2tkveTM9oAXvvhJdtdiPvXc03zmuStEsqCqC5QWq0bgTy+6aefxbeMu8kN2N7fY6K3hWY86r/CFR1WW5HlK0zR0+wnz5YR33nuTl/76RV559fs0TcmXv/SF/4e6N4uxJD3P9J74/9hPnP2cXCuz9r272d1sqhc2W1yblERxRpsxnjGsAQyMAWNuDQPGGBjAC+Rlrg3YF2MDHoyhAWaRuImkuEhkk2yy9+qqrj0r9+XsJ/bt90VkZVMaQUPOhUEGcJBVkYWThZMRf/zf973v83L1ymV8f0peJqRpiNJKlFAcjYYYhsFwPD4ZPQd+RBgn3Lhxk7wweOnlz3Dt2rMkGRwOZwwnE3b395jO52iyMiy5noNjG6DllHlEqSoorWUZx6j7456TBo1GnSQJ0XVBvVXHMKpEsTiOTxbGx/4HpRRpVlGfCwqysiDLkpN+VZqmGLqFlB/uvh7brytx2s9//FxeCU3TzgBf/plSYqKUah3/WQPGSqmWpmlfBv5IKfX94+/9OfDfKKV++je85z+i2lVQc/SP/tanlxmOQ0aDgmtXP8K9jftcf+IciIcITdJudJkH6TGHIGQ8nWFZbdKo4kHadsGFcwsILeHmzS067UXGI59LF86xuXmb9fUOKg+wrDZFUeKHMWEY4tRcDEPQaNe5/8Z9rl89z4WzK/R7XY4OZowGMW+/fYerV9ZYXz/FaLAPWsmp5TV2d/eJ45hSGDx5/XLlkddK9OP588+uu6V2bKNV1fd0CRiSn9y5xTTNKKXD0WAOhUacZowGY9I05dTaAgdHB+hGnSgSzMZB5RIsqhi3utdClRZxlOE0dKIgRJMxhjXjypUGrqNVI7AyJY0N6vUlBuO7CNVCFXXMRoPbH2ySpSWOPafT9eh1mhTlFMv2SDMNDZvNR3u4tTr1Rg1QHGwNEWZJnIbkqYku6ohC0uu2qak5r7zwFKs9j0yB6dbIgzmmIUCvyoyq8WecSHX/umT3Z8/nxyWZPP7sNE2rHIzAPIsZjAdM/CnTZILlWGRljBIKS+ikaYmOR5Hr9FrLfOm3f4+yAMNt8K1vfZvRcHZMearKgywL0KWJrlugGZRllcXhB3NqXp0oCnn11U+wt7/BZHLIG2/+CM+xSfIEaWr4wYhWu45tSSiqwJw4qaYhiuxEkZjnVc6mLjVcr0ZaVFOEEq1yZJomSVwpF7VjorV2LEZIjz8DTZXoRjXVEwpMszKklSo/UT1WY9oEVWr8D//s3f//3JWqWll+YSeWUur/UEo9p5R6zjCg2WyyvNyn22tXNJqiYDQaU+QAOnduPyT2M6QmSCKf69cuMp+EKAyisCBLdYZHfhVw2+kc+91N3njrPdqtHlGYUvdaBOGYLA8rNLm0iaOSg705mw+HfOZTL2EK0DHJfRjsTXjjjXdYXV1jcblHq+1y4eJp1teWcOyS1aUmH336MtevriJEjGEU6AZouqKgoECR5BnC0FF5gURDCQ1Nl+RlgZ8EbB/uMkszpmHGLIyIi4SiDOl0PU6fXmU8HtFsNk/4Cp3uAgoDNIOr169QkJCVIZpezauFniFlwrVLF/DsFv4kZ3wUURSVRPn+3XuMhkd0ui3CcMZg8BBDT2l4BpZdw7X73Lmzz+EgJM9tRoMETbnYlketJjk8uosmB9QaOSunGpw61cO2zEpinivCacDly+dZWuihaSVShySJEKYEraRUBXmRYZj64+vgb9w5PD5XuRWLk1GjUAKhBLqS6Eg8w+P04joX187StD2kAtt00KWJJhSGoRFGEwyzZDY/YOPhB+S5z3g04NXPfYbPffaTSCHw6m3cWpu618RxakRxXImLsowwTnDcGkFUUGLwzW9+nzgWPPPsy1y79jQr6+c4OByxubWLYXpI3WIynp2YpR73CJIkO9kF2LaNV3cxbYOCDxWKj4EqSZJQliVZloGomo+5ysnK7Ph8gtJKpCHRdYmmG2RlQZ6XJ/miQmjMZwGWWcO2vV/o/vyPXRgOHpcIx18Pj8/vAGs/8+9OHZ/7Ww8pdeb+FKlr2I7B9s4jPM+m0ajj2CtEQclLH/8oQXREnqf484z33niIaVScfcetMZ0F7B0M2NjYwLVNjo6OiOIU226g6x5ZqrO7M6TdaSAl1Bsu7U4TKXSmk5gis/jhj95naeESOw+nfPnffgNZwhc+9xLdfoljKqTIUWTYjoEQgma7hR9GCI5JOSj8ICLLoVAgZKVEnEwmCKOaVatjRnwiJWFR0Oh00RCEYYSua+TlHKkX5EVElMzw6lUgTRQFpGnKfB6hyurXdni0x9rpHlE8QjcyZvMxSs25cuUUNVcwHo4wDZfxyMexWvT7XZotlwsXngAlcFydZsMFLSUvI1zXY2v7gDTVcWsdprMEhUXgp/jziJ2th3z02Sss9m1WVmtIGeLVDQyhUa951CyTmmtX4zhNoUmBopLtKrSTBuPJYqB9+FLHe4DHr8fn0BSCstI8UO28qld17ehoCAV122N98RSe5UEKBmY10isKTMugzEOcmuC7f/E1vv6Nf8NwuEMcTeh06/zu732RJPbJs4QSDWnoNJvNip1omWRZxVG0LOPYzqxz5/YGX/7Tb/LSS5/lySc/xosvvIJtNNjbHbDxYA9NWMyDhDTT8DwP07QxdIskyarM1axaJJA6CkGW58f5HwW6LrAs45ilUYUYFxQVRLZRq3afEqQpKYqMvMxIs4y8UAhdopsGrusiZWW7zxOBVji/0A3+H6tj+BPgD4E/Ov76737m/D/WNO3/BZ4Hpkqpvf/QmymlsG2bo8EBnrdMmqZMZlPeu7HL089cJ9cKvveD77K4uAiFot1usrszRCU6jVaN0XiAlIr100v0O3Aw8LFrBnluksYaw2mIaxm0vT6qrMg69x4+oNfro5uKTrdGvVFjuJPz53/xYz7/68/z1NXPk+UBtXqNVttAKoEoCkqlkeaCN966wdNPv8B4GmPpKUpqHB4Nq9ASIQj8OWfO9Xn/vRsEszm/8YVXQVT15c7BPj+9dx+pK3rLPQajIbIwaXk6QjfQhEUSlqRptfVM0jmtdp0idzk8nGFbTZIkRmklUTpHmhqaFBiljmnltJuKspgh9AynVuPUWp/9vYgkD1k71+C1v9jBMATXnzrFO2/vUeQCxzFI0xhpVsBdq2ZjGAXjw5id/TGOWSfyLQa7c+xaJbUt8xyNnJrr4o/G6MLAtSyaNRNRZghd8SFRTCBKRSk+JAv99Wvgb7lCoPqJgIbQxIlcp7qtQKmSTq2N59bZPNhmNJui6xZCCkqtokUl6YxGx2Xv8D7hD2f85fdy+gsrnD93hVc//yKd9iJ//Md/QhRWIJV6s3G87c/JVUk4PsQwDJrdBeIoJYoDvvFnf0mZZ3z607/O2TNXsByD7//gu9y5+z41zyK1SopiVNGcDBtdGCfy5KyoQC8fQlzEX4GvpEV5HKpbYDkmWZkxC5JKKQwUFDhuBZYtUGhKI89z9GMStSoEeZzj1dpcvvQU1Zzg5zv+gzsGTdP+JfBD4LKmaduapv0XVAvC5zRNuwt89vjvAF8FHgD3gP8T+K9+rv+FUvi+T7PZREpBUWS0O00azTqaEdLrt7GsJtubA5yay5Vrp1lcqVKiszym2WlgWtDvdyhVSnJsmS7LnCRL2d7dY3d3lzTLSdMc3w9YPbWI1EvyMqDbazAaH2B7JnE2w3RKSgIsQ5CnJaJwT2zFKJ39wyFZpvGt77zGnfvb+GHBw4d7bG4fsb03YjQJiaKCRrPJx57/NT7+yidAaOzv73Pj5k02NjawanUanS71eh2pCXSg4dpILScMAypff1E1lAwD06zYAyuri5RlgeM4VZL2bIbr1EniHF3oXLpwHkUOIqPRtClUSpTOmYwDdNNgPDug11ml01tkGkyw9TqqtJjPI/xgRrvdxK1bTGcjwniAU9dZWOgwm80w9BqO3SGaFdTrLVqtLiqvxFzdbpu1lUXarRrTyYgyTyiytNLyP94Y8O8vCNXxt6vyhPpQuVdqqrJiaCeaKIoiQ1MVxckQOsuLK3SaHfST5CejcjsagrRIyVSKRsrZc6coy5CfvvED7t67SakSfvd3f59eb4Eky4njEMOQOJ5DnudIUSI0xdHBYQXScTzmk4DpNOCbX/8Wpu4g0PnYcy/y8iufIksV48kc07BAVXoN07BI02oxyLICNEmcVJLoCt34WEqfV72BYyFXHIdkWUZW5EgpcV0XXdeP6VHHZYisZNNxHDOZzJhOpzSbbZ64/hGK/BezXf9SgFpaDUt98sXTxHFMvV7nzNlVvvXtb/LUMwvcvXXIyy+/wPbuJnEc02kvInS7En6UXfYGe4wGMf7RhI99dB2pz9DMgsHQRymP/R0DXdbI4ilnzuiYxhQhdDyndczti9Fth1JpRH7BaBjQtOt86VPP0K8LKHIKpSMtnbQs+eDeDrMA4kQShVXEmaYyWt0e49G0WjxkQRj6nO/bfOTZJ7FrJj9668dIQ0dpJq7R5Cs/uEWr7dBolFy6eok8E3xw7x5ZmWDpc1ynThQWlIWGaXikaUaWZQijRlFKtndnx9H0AlFUv0Opl7zwwgK6HKPKhPE4I1cmo+EcCqjXPNbWFyjElN3dXRYX1rjz/hihZ6ytL7KxuYttNplMJiyf6tNuaoRJRFlqCOpsPvCp1bwqCcmzSaKYdt3jUy89TxaOOX9mlSKNCIIptVoNoFIB5gV5WaV8WxI0zTg2/iTHNGUDWai/cRdRdeM/5Dto2sl857gJ+TPPthPoqSLwfQbZjOk0QGklyJRCK5nHgjTW8A8lhuXz/IvXuX3nBq5T59LFJ7l85RUa9SaTacB3vv19sqLEMCRZmaOKDI0qFEhpEiEElmuQZQnRLCTPc1586XkWF7tM54dkWcw3vvlVprMhK6uLSJEh5HHtP51XeoUip0SduCF1BLomMA2DuEiJ0gSlV8tiZeUGyyooC7AsG02USAPyUq/cvLpBOJmgkoKO1+OlX/s8e7sBRWnyn/7j/+5XCx9fc6R64kqD0+vnuHnjUWVyUREvfvxpDLvgg1u3OL1+ltnMJwpLwlmFg/cTj1KzyVKfuu4g85KVdYeFRUlZCsKwZH8/RcPEsSTdnk6zNaIsK1lrUShGEx+lOcyDDJ11wqDABM60c37z0x9DipJSSUzdJi8zvvm918gwabSX2D8aoISi5higquBXz2uQRGmFIS8HPPX0U1y4fo5/8/U/JcpKbKfLzVtb1DyLpeUu49E2ly5e4Sdv3EAJiyAKeflj5/HDGboBk/kM1+2gSpODwylSUxiWx87OGMdpkueQRvlJg+vKZRuvHlMUEZZZI4xy8hLSsGB3d5fzF07TahmMxgOODsd0O+cQhk6/3yfwYTqJ2NrdwnYk/Z5ASo0wTFC5x2yso0qB6x6LgCyTPIupGTHLPY9PvvxRGjVJmcPOzhZra2vohmTu+zx4tMGlS5fY2DnAEib9XgfPEceLwYc39+PF4Wevy0yWFdtAk9XXspIka5pEiA93G1V/gpPPIlUZUZxyND0kTEIKJQnTGvfub1MWMb/+6afZ3L5DzTOqvlAuyGKTL37x79DrruB5fd746XtsPNwiTnMc1wIliOMU7VjJWBQpiuIkx8FxHGbzCZ/85MsoclqtBnN/zPd/8B3m8yNMS0ORIY65kHEcH5ufNAy9IktLrZKGK1MSJwmpylBCwzRNsriafnhORac2dA1NKNKwIEs1PMMhiBPKQvKlL/0BuztjZtOIxYUVvvif/de/WsxHBayfPstgOMUwXfJcYBhN7t7d4c0377DxaMhrr73Hw/sHDI982q0+/jym1XAx9QqcEfsRqhDsb0843I3Y3ZwSB6DyAlOK44SfnHpjhUZzlTDIEZqJ6zSp1xZY6J4hTRSGNDBNm0ajQalyFEUV9VUUvPbaa3zkyes8cfUaAI5XR6EzmkVM/JBSSmZRwGB0QJxUINZ2t8VgNKIUklzTufNom0ZvFUWMW5P0+238YEar2UZoFlppsHF/SJE/fiqWpFl0IrNteDUEGVevnCUMRxR5hOPY1dPLMtGkXj2Rqbab0+mQhmeiVMG1a08wnQQIodPw6ix2O+hGSeTPef1Hb3HjvXvs7Y5w7AZoJmg6luOSZhUz0NBNvFqLsgRdmhRKIqRNXOpMg5TRLCCMM7KsYGFhiZ3dbba3NxGy5NTaEnfu3uSdW7f46bvvsLd/CFSKyGqEq/7KCz5cHCqPiaiET8dliVAgS9CKkmrOVxyPiyvAiRASW1q4ls3qwgpn186z1F9nfDjHkXWefeYyG1v3cBsmURYiLI1cSym0Od/67r/jy1//Y/b2H7J+eonPfu5TZElCmlT2ctM0TxgHzz7zDHEYHS8KLqBRcxt8/Wvf5ub795lOYupel898+jeRmstkFFHmElQFv6nZNSzdwJYmKi+q1HGhyIuUQuUIQ2BZVjWyTNJjxSMkeUFWKpIso0gLbL2KTxCRhpHXePVTf4fbt7dJEo1Ou89oMPyF7slfioXBNE0ePtgkTVOieI4ip9tr0O016HRP026uITWPq1efxbIs7t67RX+xga7PiIMtZBax1m/x7BOnqDuCwWFAMC+ZDENM3URo6ljKqvHOW1vMJwaN2jpJZCHLOtFcsvdoilYm2AZYesHp04sUZYzUS+LYR2kFa+tLzOYjjg73GRwMKLIKSZeG0O4uInQdt+4wi45wvRLDLmi2HEqVVXbcLEM3JXEyp1AzNM3H9TTm/pB202Ox32Fpuc9wGHF4NGc8DY7JwxlxOKdWcwn9KbYlGBxs0qqbJPEM0xI4jk0S+8fmpwyv3sJ1XdbWV1DkLK2uMJn5BFHGxsMtHNNiod8mz0LqDYdWo4FlWFUnvJREYU6al+iygq4ur64QxSFZniBUSc2zUBRVCIpwsNw2t29vYRhNLMtCSsnq6ir1ev1YH1CJj0zTpF6vnwh2fhaH/tdLicc1tCgUsqzUkUJTCBSmXvUN0CRpklUqQCk/1DmUJboS2LqBbVqoXFJmOv54zgvPPstsdohlSqIoIsmqzr40QDczstzHD474zve+ih8McGuSv/8P/oC8SEizmCQK0A2BLiRvvvkmjmXz0ksvHccHlOi6SavVJfBjfvjaTwj8FE3Z/PYXf58rlz+CP89oNjv0e8s4dh1dt7Ftm1arVYnjhMC0jYrhGIZI08C23MrUJSpwi4Y8/lyraytPcixhs9g+ha23UIXNQnedutdDlzb9/uIvdE/+UpQSrqOrT338Ag8fPuDixSukaUyS+hTKJw5rjIczPvLU09y5e5ul5SbdTo2Dg10sW6PIBHbZQ08zPvvZXyNOFF//i7dpNjoEfiUUiVKfIErIMolSAa1GHVuWdDtN5pMpWVJw+sw5Hu09JPBTrl6+xPULbXoti4ODI96/vcmLH3uChmcTBTGjUcyNm48YBQVRmmAbNqWhwFBE6ZReR2dpsUMezUnSAj8qmIY5dq1FVpQEQcDZsw6Q488nCFwODgIMu4s0DPb3Ego149y5BYp8hqZlZFFR1ZQKXNfBNC3CqGA0ThiMS4Rm0Ww4CDmjKOYYQqPbbZPEAZ1ui7sP9nCcbmXJ9bd59qnzGCJjHsNwFLK/OycINTTdAGkzn0WUcsqTT12m5jrcvfWAMqlTZtUEqdP2GI3n5AikBp6hcPWc9cUWzz19/gSGUpGTDOIs5d69e4R5xvVLT+DaFhQxVfWs/5Xcg8eLRJU4JtHyKgi2qrVVhbmLC4oSOl4bXdcoVYo4LhFRCqFVAiNh6QRJxtTPeO0HP+ULX3iVUqUMpg/ZPNoBq4qz6/babD7axqkdY/lMhzzToNBpeH1+5+/+PSzZJE0z/u//61+wsLBCmmR49RpRFFEqVf1Owpgkzuj22icMCCmrkukTL7+AkCVFGfPP//n/jm2bqCLm0uULlEXKYHSAkiUlReWh0SUIyXQ+x3U9JsMxi/0FsjwkKyqcXJL6uLZD7gu0zOLRw0OKvNJlGIbN53/jt6EoCYI5v/tf/pOfu5T4pXBX/q//y//0T2tmyEK/i2VabG0+YmWlT6vp0ai7oKqOexwF2LZOlIbYro1bazAb57TqTWqmYLG3zPu3bhMrxXgyI4wyur0eo8mYIApJcoFhZrQaDfI0Ig19rl05z5PXz3P75hucufgE+4cTdvcPicKQu/c2uHVvD6w+yXzC6toqcRgwn02ZzKbYNZN63WF9qcfBYIeVtR7Njotla2hagZ9GBFnBYBIyDwVZDl7dQxMZjYZBnPiURUGS5HTaC8yDiCDyGc4KkjShUfcwTIMkmNLt1Gl4FfC05lmosnoyDkZjlGYBGv5kTrfbwjJtpHSwdBdTt5lNAwzHJUs0oiihXhMs9D0kKVmukUYJQjPo9btkeYRSGklSYdGF0DjcH+BYHrNJgq4ZpFlCmefHWg0L2zaR5Lzy4tM8de0sgvykcSiP5/Rokka9yfn1VQwhEUqhyFEalJo4YSU+XhQeZzWcsBOFICVnHM34yXtv8/r7N3n3zgcEs5xavY5Tc1FkGEJCCRIJUiNTBXM/5bvf/SH1eoMrl5Yx9KQKDSoKkiQljlMM3axQapZ54nREFceeg4A7d25x+tRZDEPwysu/znw+ZzSeVEE0gGVVNm7TtOh02sxmM5QqME2DIAgoS8XgcMTCwiJKKdbWTnF0NGI6nzGfzXFcB9DIyhRNSjJVYrtuJXRSGvfvPyBPCzqNDqqI0aWkUAXoVW+CQqILi9yUuJ5N4E9Ik4Dh/j7dXhuv7vH//Otv/GqF2jYbuvrok3XarQUCv+L4C1kym42xjRbdzhmGk0f0F5rsbMypOZKV1TphmhH4KdNJzOLiaabTOYeHhywur7K7O8bQa2S5j8BD4lDzBthuQb1eJ40DsiTg1PIyplQ4jsO9RyHzWYiGQZELDMs8DjAxOLXQ5JlrZwgHG6ytr2KZDobUKIsEocOP3n2XVIIyYRbNiaICJSRxZDIZVI2z3nKduT8iz3UUj7hw7iJH+wdYlkMQBKR5SaPVJC1cpLSYjMaURcLFMz3Gow36PY/ptEQpwWQS0+2tMBoEDMdhlV9hNFk/16AoI7a3dkljgzhSrJ06TRjt4zh9BqMpppjwyZev4siAIBxQYjGe5OwNE9rdHrv7R/hBRH9pmY1Hj3DdOlkikcpjsd8nTUJswyQKfZRSWKbAM+HiapPnnzpLbpqQ55iajpQu79/d4vaDbZZPneaZ612kVlZcQqFTqgIhSmRRIEyTIz/izQ/u4s98nr52nYurK2S5T14qRmEIpsH7D+4SljGj+ZgoNEnjAguTJbfNb37qFRwSTJUSkFOWkCqFMC00KbBLDVGoyjB3jJ2fhj4+KUfhjLycVng+pVBCURQKhSAMUmQpMXWLl57/JGvL56h5PV5//QY7OwegaZSqwrVnWZUhKYRRya8diRQGSVKpFg2p8eqrnyHNYmbRHjfffZt7H9zCdnTcpksQ+SihIWsGvj9godPEn0XUvQZHg0M8W+J5HkmSEMYRds1lNj+eciQ5K4srFGmBJU3G+zPCeYbK4X/+F6//au0Y/tn/9kf/9OxaC6EZx2TjnEajRr3hsriwwMOHVZdc1zUmY5+lpTZBeERWKmqux3wWEARx9XQRkuFogi5N0iwGrURTGkJLWVgyOb3eRcqSJAlZWlzE0HXyTJHlit5inyCc0GjWmM6HCKlAqwAZcRgx3N9hdbmNYzlYjgkqJc8jdGkhTINcK5kHc6I0RZWgWxZlLjg6mlCUJUE0wfMcXMcjTea4bh2lBFEQ4zWahFFKFMYIHYoiwbQ0+v0WqogpshzbtHDcBpZlI4RBp9tja2uHZrPHdDrDcV00kWA7EsvSyfIcy5KEkU+WlKSFwg8mLK80mY0PWej2KZVGzWujWx5ZWRJlCbruEoU5Ts3i+vUrWJZNq9VhNgmIwpA8z3BtF4FASkGz2WR9bZWPPXMdU2Un+gJKwebOHjfvPmISRFUC17kV0iTEsir/gxA6RanQdYMoLdjY2mQwGmDrknOn13AMnXkcYzoOO/tHlLokTFOCIsUwTWbTkFOrp4nCmMO9A0zDqFyiNZtUKaRhkMQZpmUi0JAVxYBSgCEr9qftOJQ65GVJlPoYxnHyE4rquXnM20hSdF3nwf0NDg6q6L9rV69z9tw6g6MJaZKRJTmOW6MsFVmWommKvCxQCkyzaiIWecatW+/TajfpLy6wtLDI2dNnuX//IXEa02i26PYWCOIpnmNQ5jm2YVYiNkPS8CoNw2OrdlEUlcpWl9RrdaIgoijyanEwHbKsoObV+PbrD3+1YLBlUdJu91BKY3t7Gyk1iiIjSQLQEpptsyIKuzXW1hewXYVbkxRFQppFeHWHOIkYDA7JsgRR6pR5iOdJPLeGFCGIAZ5bYJoBphHRapnEyQzTsZmFGZN5zmi8D1pCko144iMXMK1KjhqGCXlhsL035OHmPkGSoYQkymMMqxrPLS0u0Kw7uLbJeDhBCL0iSNsa/X6dtfU+NVdiOxKplzjuAptbQ4KgpNQsjo5m1Jt9ZvMM00pYWLRwnIy7998mSiMsu8bevk8YRpXYRi+YzgY4ro7vz7h27Rq7e4/o9poIWbK43GL9TJOnP3qOF1++imHUCYKA02fXaHWbJLnGT968y3Smcff+IUejgFa/i24a6JbNhUvXSNKQt95+nVpd0OpYBOG40m0gmE7mxHFClpYkacnm1h6v/fhNpGmjshRDSNIcmt0F3HobpRlEWcn23hjddEmS6HhsLBCGR6wslG5XnXpdcuH0Ko2aRakSao0Gd+5vcPPePTZ393jv1gfsHx6i2y71hsf9h/cI0wSn3eZH773NOw8fMkHxb7/zbf71V76G63oYmoFUlfHocShMFRYjMISkbjqsdHrU3RaqqIJrJI+9CyVSKuyaie7o1JsmR8Nt7j14j0N5JckAACAASURBVFu3X+fhxrt84fOfQVOQ51BmFXPTNA2UzP9KJqauCWrHGZw3btzgL7/9OjWnx+qpC/zBf/KfgzJJ4pI//Af/EEvTsKTAlApFQRqFxHGINHTG0wmzwEdISZbnFFQ/Q2mQq7LKcNVK4iLBsDVWz/wKNh89V6oXnlul7rXY3t7m8pVzWLZgNN5HZTma5vLw/h5SSi5ePIWUIaYBvp9jOR6HBxMMo8VwMKfdXWC4lxGnQ7y6gWV0CKM9Ll+u0/RsguCIo8Mhbq1Ft7/K4eGEyTSm01sinlcy4ziOiMKcZn2FyTRHah62HbPS81hoOMz9Kb7v89T1s5w9vYytUib5iB+/+xOUbqCMGrpuEKZzykKiyxqHgxELiz1m/gyUwc2bQwxTcvrsKYJgfuzXr+y2V6826Pe7zMIJvj+nU+9QZpAnJUWesrS0yP2NO6ytnyNPJW+99RCUpNPrMhge8MSTF0myGa22g+8HHB0O2Xyo49YqNeiZMwu0Gw6RH5DnPtPjZCfdsZiHY4JgTs3x0GWC6VZ6fMdusHUvwDHbiNIABOJY7ywtE11L8fSEP/y9V8mjEbphc+fRkBsfPCIsDUpNJ0pSLELOnnJ54WNXMITB9u6UH755k3lcYhk6vXaN3/j0SwwPd/E8F12XJAoQgljlbOxusrG7TSoBQzCfxaAMikxnNPS5eP40jzbvoWkp7WYHNZnzj37v7+EYFaGpoEATkJUaUqvi5KqQXEWuSg6zOZPJiKPRAW7dJk4jEIoCjTBN8ByXPM6QSlJmObbtoksDVbh8/gu/z2L/PF/72vcYDCcoUizXRClIwghDrxSUXt1FaGU1bYoqb4RXd/jEKy+SZnM+uP0+H3xwE8f2ETLDq9tM5j5CGhTHkOHpdFopOssSJTTysjJ8CU3HsVyyOKtQ92mOoVfk6f/2f/zBr5aOQRMCz/OYTGYUucbe7oDNR3sEfobrtDAMk5XldXrdJfTjuW7gp7TaDUxLx3EtkjTk0qUL7OzsnFBxZ7OQLI9YWe6QZj67u1vUrCanT5/HcRz293dRpGQqpLdQoySn2WzQaDQQusl4NkWpglJlFGScOnOW+5v77OxHzBOLv/zhbV5/Y4NCajgtj1avix+nhFFMkiXkWUaexWxt36PVtJhMj/BcB9PQOHf2NJZlsX8w5XAY0u6uYttNylyhiwaTaQ6lg1frVk83LSUrZui6xnQ6ptVqMR6PiZMQwypZWmkTJ3PyTHF4MEUKm6PDCa7TolHvsrBUp8hjkihjf29cgWJVTqPTYfX0OcJUw/dLHj3c5+q1C+hmTKvVwHEsfN9nNpsdp30XHzYWhYFhVhqJ6XSMUgVpGlXhKMrgYDAnLUUVMRiEZHkOSrCwsspg6vNg54BxlGF5bSZhyTzW2Dmc8/Z793m0Ncat9Xnz7VsUWQ5lzk9f/zFezaXTbhHOZtjSQDclui5waw5CwsbWBpZroQxBnqd89rOfhVKRp5Xs+ATp/1hYJY7t3VSGrIZVp9/sc6q/SpkUyFIglYGBjikkjm1jGTqqSDBMjbwImc4PSRnwjT//V7zx1nd45ZMf5cL5dbIkJQlTyiyj2+1WKMEkwpAVj8GyLExDYJg6M3/OV776dVqtDqZh0W52kFgUmQalxNZtlKpKoTwrMXTrOFAXsqxSQkphABWXoSgKirIy7Am9ev0ixy8FDNayTB48eECeaTQbfeKoJMtSVlb7TEZzsjIhTysIZllCEudV7uJoely72WRZFTtXq9WwLbDrHYIgIIonZMqGJKHXbbCxuUO328X1PKThkOYZThQiZE6UjLATgabbFcxTaUiRokSBQvLGW2/iSAc/TXB0G8MCJV12J1M2bt8jTAuE2WE0nLG47FD32hwe7nP58lmmMx+VZwTzOWmu8OczVleWuP9ogKbZZJkkmId0u20OjyIAdF0g9ZJgvsOVi2vYbQdKi729PXr9ZXx/TkyGaSksp2S50WE2TVCFycP7u7zyyed55+33cWyPTkthaBabj/ZYWTrNcHjE3v42Z89cIisSDo9GlCph5VSXwB9T9wz29vZYXlmg3eoTBgXdbp/9nRFS18hLhSrSCqRKxrmz6yy1JBo5pl3jvdv3KTBQuo1Tq3IU4zjEq9vMwpAHuzscHk3ICwulLHTbItc0Aj/h7taQcDpC2h715gJzP2Y0HXH2/AW2trbRLAMhJPNpgJIwm05Z7rdwDMHRYJ8rLzxDQUQ+TWh5LoZZjS7TIj/JsqhuTQCBFAqO0z8cITAtDc9y0KXGZDYBrUKzzeMZeikpCo1SqwRXUhcgLfxoAkLyzs3vs3uwxZd+8+/z5JMX+cqX/wwlFdPphHrNwzYtZrMZr37u03zlq39KrVY7EYwppfjqV77JxQtneeH5dX7y42+SFzr+3KekwrhlRY6mFJZRLQIlVQQiUlSaBylBq1ijZUnF2lRFpQj7BY5fjlKiJtXvfPFphoOQ3a0pum4ex4WHLC1arJ1tc7g/R9MMCrWLa7m4Zg/LFezv79PtL/Pw4QGDYYDQHJ7+tXPcu3NIEmh87IVV7nzwEy6cOY1tJiRpFQl+7959VlbXEJoJaGxublOoOkkkWD91hYf3D6vsAVGCSDi1skwSBPh+hDSrMVK3LYmDEafP9qn36rzz/m2SxCaYTTl9toEoAhaXevjBCGmYZAmUysA0LQ6HB4QJDMc2ReEwn885t97iyqUVbj98SJ4IpLCZjIZcu9RjOLzL2loDaRoYeo3xKCYvqzm5MDTqDaeSbos1Nh7sUW9YtLsu82nKZBxy5dIKtVoNTSu58+AOjXqb3d0R+7tV3yMtx7z4ylk0kZD4CZFfIA3BxsYG3f4qwbzEH5c0vDYqz0jyCjjruRbnzp9ieLDB73z+RZp6SJC63Lm3w09ubpGp6oLXRMGF82fJw12G0Qi3U2f/aEZZ6JQ59NotZkHIZBzSrvfQipTlbp2aWaBJQbfbZTAfEOUxD7Y3OHPpElmheLRzl4XWAobmsP9oi2c/+gSHR1tYDqw1Vnjy4hWMQqto0Me7g6p8kBRadbNV90CJ0DQMqnDYkoxcy0mKnJk/ZzSdMPPH1FyXlZVlhuMBURKjZAVOCdMEymNAijDo1U/hOX1Or13Cqi3w05++iRTVe5uGTpIGFEXBsx95mh//9B3a/SXCMIY8wdAFtmFw7ck1pJ5y7967jGdDwiQkLcITxkN5LKsugUIdx9KVBaLUQRmoAqSuIcgwTI1/8t//8FerlLBtC13L8Wc7dLohFy+7LK5KMjWlFIIoURh2gOUGzH2bqd/jwXbJu+8eYdoN7t5+n8X2MkUiQOrc/2CXptcjTEu+9/2H9JavM5hMSaIYIaYc7R+yunKWMB7yaOcuR+OU9fNX2R9mjGcaN25uoxsuUtMxhMISJUG8R++URNam5PkA2ypo923qCwam5zIczFjsdFlcgDPnayRZSrfjYZuCQgGiQZS5bO34zHydvIho1h3IM0yh0XAddF0nTDP6iwWqTEkChShN6g2LlfUV4kxDETKbzul3VjElaMzJ4yG6KpjPYtJsjh+MONybouVNhkcTktjHdgvC+IjpfJ/FfgPHLmjUU+rNGoZdbYn39nZRZUmcxQxm+6yc80AvsA2T0J/geAm9UxKrWwFL/CjH8dq889YN9neGPHw0ZZY2+dabD/j+jUeEymUSZARZjh9nbO7tk4kOs8Bkd3vM6mobz03xrIxMBliWTtvycAvBQtOjZlt0Git0+x38NGGWKKTnsLjW4WBvk71HO1zt99CIyMo5X/rcJ3l6/Tw9u8FwEvFgZ4t7O5sYroWgqGzzWkkhVRW8qxSiVNh6xUSUyKpmp8pwMLCoCZu+22a13qPfWUNqLnmmYZgOeVkSq5hCZJBnH6aomwZBNmUcbvPGe9+kVpvyu7/zCWxHUijQpI1V62C4Dd65eQ/HbRD5EaYmsSwHhU5aws1bBzx4EPPEk7+FKtskcUkaZygpKDSBadhITUcqsCSgUhQ6mqmTixhlJCgjIdcL4l8QH/9LUUpkWUocx5w9e5Y0jYnjmIWFVabThCiC2SSh3a7konkegQX7+/uk0ZBnn3se1ylwTIdG08LybGaTOfP5FrpeI05T7nywRate4BomJpJ6s0EU53hul1Zrha2dOfv7+8wnAXXPxnYEUmQgYpaXW8zmKe2OiyZTllc7OHqb0dBH6grTFKCVBIFPUWYsrvSRusbW9j7D8ZgkT7AdhySLKMqSbq/BzvZ9Ll1dpNNeZjjYIQgyHMdiMpmwsNBEEyaLiy1u39zGc002NjZYO90jpyBNdLq9BUajfQxbsdJZRUMnCjN2d3Y4vdan3epjSJsgCOm0F/A8l/3DIyzLIY4KTMPBshw0LSeIIgyzcjwKzeLoaF5tSYXNeDzk2vWL3Ptgi7KMcdwacegznwaEcYyQOnv7O+hCp91sUGLwlW98j51JSKkEQRyRFQq9EDimSRjG3D68TZj7LJzq8OjRI9rtNnmaM9ifYWDjKI+iTHBrLkIWpFlAMvLp9ZfY3z8kFyV56HNmcYk80fnMx5/CLwvefOc9bnzwPk9cv0qoEup1l2unznNu7fTJLrp8vDv4a9Lrx1bnaufw7yPmTNOk1WrBcWjNzsE2pi1ptVrsj/dR+ocW8FIDQVmNiEWGa7l89Wt/wqWLT/L008/w/vv30YRBnueoQlDID0Nj8iLGNo0KPVBmZJnGYBDwxhs+zz33PH54lhvv/4S4mKMLiKOAuueSpIpCaZimTpGWJFF4vHso0TQT3ZAnxrKf9/il2DEYx/XSZDLBcWoEQQAIDg8HTMcFwVxjZ2uCFA4122I2O0LKjCefeYLBcA/XhTjZ4eKFDitLLuQK05BoxBS5Thx3mAULvPn+jHdvTDmc5Lz57n0ebucorcXS0gJxqPHsR17AMXSKfIrtzPGaKWfP95AiZ/1sizQfs7RYww930c2wstFqiuFwSKfbYG1tmWazyWg4qWLU7QaldDCcOoZpIrQcqQU89+wpmjWXYDqi1dCo1zJ0fGQpeXRvnyyqYtg9r+ClTzzBpatXsIwO9dpZ7n+gEfgCaWZESQDYHOxHzOcl/fZFZpME27ZpNuukacrgaMqjjUMou8ynJhsPfN55a48fv7bFxr2CNBdEMRh6i9B3sM0VhOoyHJQYepXUdPHyCi994hpLiwZZPMazDRpdhW5nSFsinRqDMOJr3/tLNo6mxIVCmSZOy0XpJaVSaLpOlCpOnTlPlmnEUYaQViWr1iRlUiOZK7IkptNzaLZs6k2Tc2dXqFtN9h8dslTv8vEnnuEf/t3fo5ZkfOTUabJJiD6Oee7cFeYq5KebtxgkE37r07/O9TMXMIrKaHXiy1AnHsyTV1FkJ9DUyrr5V2+iqtkqaJgOLafG+sIqdcfDH1f6kDwpkaZxLGGusH62a2BaErSCUiUE0RF/9q1/Sbtb8tnPPEcWhxhCVGxK18awdYShEWYhYe6TlDGIKsYwzxRvvnGHrY05zz3zec6sXqEmW4hCo8wjIMXULVQm0QW0m/UqRlDXSZKEKMxIk1/BJKqiKHFdl+FwTFnmpGl6PMILkUQMhzH1esZkPKTesHFdgSpi7t+/z+KCxtXLTzEajLh7d5tSczl/4Rx3H9xHIbGtLrNpQhJLegsr2LrAsBo02rC9HVGWAwwZMJvA+OgRSRpScyWOK5nNAjY3t1k9dYbh4RFFqphO5/jBDFM61GqL7O8PaHUsFpe67O7usrO/x+LiMpoUREnGbOQznAQ0ag3iOOHKhXUop0RJShLH2IZi+eIKQQi3P9ilyKswmDPr6/S6NbZ27tFuNphNE4rYxDJa7O1OaHZMbKPJ3VtDzp0/gyJhc3NAr99gYalNs97gzu2HFGXCeDRFmAbT6ZQoipHHFKG0yCmVRp6n2KZDluocHcSMhjNqtS5vvb6JIQvOn18m9g+RmqDX9ajVFrl5fwfHtZlNQqSMWD+zyOHBDuPpFFP28KOA7lIfTUagKjm41GAynmMYDrGfsnpqha3tTSxdYusaRVFimSVXrl4kz2MO9nYZm3N2j8bEcc7/R92bxkq3pfddv7X2vHfNVafqjO857zzduUfjIbYb4uDY2EGxBcJCJlLyAQhBKCghH5AFthJMhBQEHwDxwRCEiYyQEJZQHLvtdruH2337zu/8nvfMU81Ve54WH/a5191xt+1rWai9pK2q2ntX1a5SrVVrPc//+f27hs3+3im+b/Daq5+iSA1yFCLPsAwbr95mEs9pWR5MQwopKmemtKKPqz8hMP/dIDLfXuxlSp00r1KWll1RpMePP6DMQSiFYWroUqss5bKSMJxhmw6dfo+Ti32UgEdP3mIyueCHf+jH0KTN737la8Rpjq4beJ7NYrGgyAtqtRpxFGMYBkmWY2g2Zanx5OEpP/iDP8Z4cMqz3bc5PHkfw9bQdIUtdXIFSRpjavplrK7CxidJ8on65PeF8vFX/9Ev/9Ibr1yh2+1xcnKIaRssg5DNrW1qtTqTySlbV7okyRLbNtCkwqvbUOisDZocHT7DkBphkBKFObPFEk1IfD/EMl2SNMEwJHGyJA5L8lxxdr5AyhpxHFCrudTtHtPpDMvSKw9AWWIZFqdnQzy3jmkLXLuNrllYhoEQcHhwRhIpTFvRbHmcn58ynS7wvAa2ozOdp+zu7qNpNobucHRwRKfdwLZziqLC5o9GQ6SQhHFCkeuVKW25wLIqp6zxZEh/ZRXPaZCkGZPpBKkLokjyYncMymMyP6dQCZ7bA5EShDMEOXme0et1MUzJZBITJxFr6z1abQ9FTLvjUeSqqliUkjTOsC2H0A9RhaLXXEWWkrX+Gq5rsgwmRGFCURY4Xo96rc1yviRJJ2xfW8H1DGrNBllsE6cZaVqQpjmObeEv5xhGxVMwdA1dFlDGpGFMlipWu03aDZvPvP4SF8ML3nn3AQKbMhPkhs18EWLaLtP5hDiLaHRW+OrXP2DvbMLzJ3vomsVFuKTb6SKDlFcHVzFduxIVGQaFquYJl5LG75gqVzMCgD+8/WhT6tJ7VMjL2gmJFCClhmEY1OsNZClIsgTHtgFYzueYplHVY+QpYVIh6ktVYJgapmny4IMH9HptPvf5H+Tdd9/DsVyE1DENh7KAIIwxzAqwy6VbduAHCKFzdjxFCIOtzW2Go7NKdCYVpqmhSb1y1laq4myWBVlWiay+8tU/Ryeq/z9ar+Oql28ZbGxsMJ1dYDkmtlujKA3CMAdS2jWTIosYj6c06m3SvEQqiWWUpMmc9fU+B8cjolSjP+iRRhYXpzHn50M2ttusb6wwGgcIbI6Pp6SFiWkLomiOZxh0mk2mc59arUYUB2ysdTgfHnDt6jqzxZCL4wWeW+fOnR2C6IJW28PQWrz5tffp9E2cmqLb6bO3P8RzW6ys1tG1Oqfn57RaHd5/7yGqSHjjU7coixMMzaYoFGAym0bkyma2lByfDLl/u0m73WU0nLGxvsPv/O5vs72zztZ2H8u1ODqYEsyrNbvUFJ2uy+HRHhqK6zd2iOOQQb/PaDih2+nz+PFjlHJ4/VMv8eGDt1lb71WVi9JgOFSVpRkW0+GCsijQZYFhCizNwHNMNCNjdb3B2fgZq5vrREnOg0dHbAx2mE2m2F7M5pUVytLknXcOkHTRNYswrqbouhazvtpCihLPalBzLTQSHLNgOp1RFDr379zl1q0bFGnG//hrv4GSHq1mj27dws8DBv0NhqcXSC3BbUguxjOS3AJMmqaBoynsVgX4+cz9+8j5gv6VVWzbJlflx/ED7eMYwnf+7v/obOGjxx/5jWogPvKtvHyFS7BvKSAqQ568eEJOjrQE6aW60nIdFuGSPE0RqtJEWIZNmZTUag0kNf61v/zTWGaD3/nil/H9nEJVWZTKDyK/RMUrXNfG1A0m0yWOa6FJxfZWEyV83vvgyxQqRJpOVQAG6JbJaDJGaBqaofMrv/y1v1i1Ev/4H//DX7p5tUsQ+Fy9voFmCIQmCKMQqQvCYIlUOXmW49g1ZtMFlmnT69n48wk3ru+QZDF+GGE5Hp1ujcODc84O5/yrX/hB2u0MqS1Jw5yz8xMMo4Zh1VgE53iehVQ69ZoJwmG+8EGBH07ZuNLGrZdsXPEQWQvbdpnPR/T6LlLPKDNYW10nK2K2rqxSFAVpJlguQ5ptj4P9QyqnAEGSFgT+AtvR8GqV0KZUijBIKdFw3CYPnzyj2e1ialOyVOE6LQI/Y3VtjV7fRTMivLpB4Kcc7J8jtZzNrT7z+RLLaHJlu3fJb6i8Dbe2rrBYzqnVPfqrbeoNgzCa0Os1mU7H1GoucZiSxCFFmqFLCw24cmUd35/Sqht4rsv1azskaUS712E6m1euT65Bv9djtd9C03xs22C5SJFlmyxPQAo0zcQ0JGsDj52rK+japZybhDdeuUPTlVzZWOP6zjbvfPN9ap5L6EdEsSTDQDNMGg0DKTLi5RJLN2h3amzvrPPo+R5ZoROFKYam8erL96m7BkLlXNveZHNzFSUFaZF/PFMQl3US4o/GGL/Dx+Lbt49OFEhKWX6H/6iGuOzsAikU3U6bEpgv56RlTpylpFlGWmTVr0Bd+kwWOXfu3mA8OsOyJFmW0um2mU7GLJY+jXqNYLnAdryq0lTlGJpEKcVsMamgMnlOWSim4yVxmHHt+nbFHMkzFpfaCz8M0HSBYRlIKfi93zv6i1UrgRKsrLQxLUFZ2hzuLfCnBd1mkyQKaTd7lKVNs92lFAW5grwweL4/p73aZTw/ZjlfsNYdMD09IYpLBBbdziqL2RxdgyydU6/D1Zv3GM8PWO0X1ExwTQNhp8R6yP75C+Iiw3AsCuXT79s0mxrBfI5u+UDI+voqhSqJi5jSKnl89BTd6DIeJ1hei9HkHAxJGAk6/QHD8Qy3VmNts0ZzRcMPpjx6NOPpc584bXI2FiTZCl/56i6tRpu1gcntu7fx2hZhOeR8/oTZ7Ahbc0imBmmoKPMI246x7BJFguVkaOaURw8ekUSCQoEyNOaLkFJFWN4CXY8QIuLl+/fIM0HNa9LptsnzGM+pkQUKR8FnX7pG2xjy1378Lm+8eouVbpuzM5933x3yzrszHj/30Z0Bzfo6plnVDJimiVQmWZyTpSG2KTE0SRzMybJltXRRio2tG1i2QGolX/7S73NyNMNfCgyrS1AaHI1T3n0yRHPreK4BWcDo3Gc51ymVg5Rg6ybPH+7TabQIlxd0XY2GZ7C7+4zNwSbXNq5xvHdMmlf0Lq3kY9CLVAqlykvadNW+HSX3ETSmylJUGxRQVSIgLy1UlFCUmiCXUFxuQjPRcRh4A7Zb2+iZhiE1sjLD0Ew0AZojyEREQsTj50+Jiwy/WPD2oz/gN//5/4ZmL3n9tevcurGBJQuyMKBme+ilhSh0/OmEf+MnvkAynaCVGUWekSuNODc5OMpYW/0cq61NPK1B06nTsG1MqVGz6ohc+24973u274ulRN3T1M/81euYpiRLYTqJ6PVWGA7PEEZOmhaoXFFvVHJUQ3cpC51333+fz3/uBtPxEVvrW3zw4VNu376H6dgc7I7w7BWEmFJvFcz9Jbq4wtlYEMZDfuRHb7K7+xTH7fHhBxMELvu7Q1557S4nx3vcvbvFwj/HtjJW11sYZY29F6cIFM2uRqPjoJTD/sGIJIxYW1+hVnMZjSb0VzYJgoCCAn8ZMZ8vaXdq+MGY1X6Her3O6ckMIQRHh2fcu/9pZpOE8WzIztU14myPVrPN8ckFSZKx2l+l6XnEQchwuqx8DmWldNP1ygMhzmK0Umc8TRkOL7Ach+U049atdeqNgv6gwWQyodns8O7bz7g4H7O5ucFofMKNnbsc7E6wNRfHNljtNRFKoiydBw9fsPQzbK9JLjJMt0LWe04Nzxa0WpJ+H5IkwDLrnJ7OUDTw/ZyFn3Dz1g7dFRtTF0xGY3qrA05e7NNvddGFx/n5nOF4gS50pNDJS4ESJbZ1abNWSqDiK6osZGtzg9X1Ad947z2kplOzPKIwpOm6lJlPu+Ew6He4e+c6RRZXr/FdydTfe/+f7th3LjXUZZBSSEVWZByMDjgen1JqCmVUZsalUAihkEpCBmVeIITHxfkpL730EqEfoUuPOzfv0ai3GY1Kjo6HpCm4bo00C/Fci/HohJ/6qz/L//3//CaNZocky9C1gjQJ0GRFGjs+fcZ0cQp6TJ6nuK7N3/vPv/IXS+BkWhZpXmHCQNKotzk6vCCOBO12m1qtRlYUpLliNF4wX/ocHh4CkOU69eYq56MlplVj6cecnT9HMwOu32pj1lJm4QivXuPR42eE8ZBOzyYIx5i2QpDgOQZ5mrC62uDBwz/gpdf6xOkUKXVst4VhWwRxBJpgZdBDSh1/GRNHGaur6yRJwvBizvHRpMqAJBG2o2NZFrdu3SLPS/xlhJQajmsxmZ0COb4/41OffpmnT97DsHKKLOXhh485Prqg2RqQJopbt18iCFOirCDOc86OfWaTijHYaLgYJhwc7JGECWEcoOsmcVQQLHJQJk+f7OK4FZC0KBMOD/fYWl+j22ohFdQ8jVbH4s5LV8iUj+kZCLPG2Sjm/SdHJKXOYHMHhInUbLJERyiXLDWJIo3hMKBUkrxI2d17zNXrg0qibRW89PJ1pJZRlDGTyQV5mfD+B29TipKoyFC6zoujE5JSVrr/SzemWt3CsBWdvotm5aRliKYpdMvkxd4+Hzx4jBQGrtPANG363R6u51DkGdev7XD16s7HkFX43p4Vn/RP8dtZlP/ycz9eipQCDYPN/ha3r9xmxeuiUwURdVF1NykBTWHaBlmSc+PGLZI4QsgSy8z54IM3efudL7G11eRnfuYLKBGzDJcooRGlBb1eny99+ffxanUWfuX6nSY5tlOnyBs8eXzKoH+DjbUbUOioAtQn1DF8X8QYfuWX/4tfatQFnusQRiWnp1Pmk5Dbt+5XSr9lhGnUODo+x/NaMMCLjwAAIABJREFUJHFKvdGgROfK1g4Xwzkr/Q1m85D5IiRNY3au3edbbz/l4GDKfFlQa+5gmusE8QlXr22wXE6g0LCNFkkqSZIU1yv43L9yk/XNOlGccn4+Q9N1ZvMRjXqHJM2ZT0c4biUamc8jNM1mZ+cOFydz8kyS5yWGCWE4w/EaXJwPKXJBo1Fnbb1PUcRkWYgqBYYhSbOIdqdBs2FTFCmubdOsd/j6194jjgRpYnB6OgNMDg4uCHzBoL+CImY0PkfTNHq9PnlaUiCZTRJM06DX6+HYHrnyWd1oIEjRdKDM0HXJ+nqf1bUOUldcXAxJ4ojbd26SZiHvvf+A2SLCa6/gRylRkiF149I6UKEKDaG7FecCiaGVdLo9GvU2F6MlWVTgek26K312d5/QW2kRLAPq9Qaji1Oube+wt7/HeDInzgo0XafbauO6DqVMuHV3Ez8ckpU+UHLjxm3iNELXdLxag6UfUZSCOMnQgWtXd7A1gSpirmysYhgSRPEdPhbfC03/3Y59r33feew7YxBFWWJIg48McUxDxzIs6m6dJI/JkhRNAy4DoaoEQ9fw3AZlkZCmCUWaYpkWpmUggSIJMQydu3fv8/zZHlJIkjhGqJI0yxFCohuX5ChDJ0kypO5W4qY8Iy8K+israMJgMlzy+18//ouVlbAtQ9261mJ9o4djuSRRznw+RZc5Sbyk2e4wXSTkhSQKApQKq8i51cD3M6I4Y3XQo9NtcLh/wPW7LVy7Q5bZPHt+jONYFGWOpWuMLwLWN5t89rObpFlIHCq+9uVnbO/c4+D4Ibdub9FbabP7fMzp8QzHtdCNjDAec//eXeJgzPb2JpPJhCAs6LT7/MGXH+EvCrrtBls7LQarNkoVhInk5OSMne3r6IbifLjH2qBFmgUEyxApNTyvzng8RBMlntsgijImI4000/CjEoVBmiuKIgdKiiyi0bJY6ZtE4Zxms45UBnlWcjZccGXrBuPxEYahYzsNvLri6o0O4+MjpJYhRErNrZNlGaJUjCY5gR8TRzlXb1xhNLpAanXy1ODRM7/K4xeVWAalI4SOKkUFT5WSZsPBNlPmixF5oVjf3ObG9Q1OT855/Pwhn/+B19nb+4Ayz7h16xbzyTkAYRDRbKygSZssF9TtDpou8aMJjRVJFM/o9joc7p5zbfsNFrMlaaLYf3GE6zSASpEoyxRDlGwOulhayq0b29iODlplXVeW5R9CZS9doyugj/wjnf9PM0B8NKAI8dFk+6Pbsrqv5OWAVKGslVKEKiHIfF6c7JKqBKlLClVdj2s6qLxA12woBbbhkacFqhQ0XIFpd1kGMFkIHLdR1XjkJUKToEmkZlyCjpOPobofYe3j0Mcyq2rkKAz4T/7L//lPvZT4vhA4SamhsEE4FVFXlph2Qa9rE0w1jk5PqbXWSPKSWq2OYVhcu7rGaBriLiDJJMvljJIFeSFRRUGjZRLFKZ/7/A6L5Yw8TUjigKNDm5PjgPc/2GN1rYWGwWBjwP7Bc+rNPs+ejnnv3UParSaWpWg2DRBgmFX5s24YjMdjLMvBtEzm8ylrW22mFxk7VzcpijlnZ2d4Vh0/hShMGY1GWI4iDH2ePZvQ7XZZzFN2tm9wejLE1Guk2ZxG3SWNp9y8vsFknnI+Chhe+KRlJWk1DAO77qGbOkUhqDf7pGkGJZycnOPVV6rzTEkULQkCxen5koPjF9y60mRlUGM68YmiSnCVJSntdh1/eYIQgvPzc/qDLpPxEtcxsW0oipQoC6E0UKUBpYWmmVimhlCCMlMs4hy3tkqcpLzYm6CUYOEvMS0Hw9TptD0cy8TSFZajV/BUUeLWajTrA4Zncx48eESv10GYOcIuKUXK3ot9DL3F+++/R1kKikwnilNMs0QoSaISLBSGq+PaNuQJtmUwm01odpoIoX/csYuiqHwZsuyPnQ382dulmlJcJkIrDzmUKnE1C02X9JorjOZD4jQBWWlHlBKoUsOr1UjCBMpL1J2mg25yPpryV37y59m6+jK/+l/9N9RbLaQSFWuyLNFF5UxlGEaFsctCskyhC42a165iXZkC3E/0ab4vYgwVfFMyHE7JihylMgwzRxoVUHOwWtWym6aJErC+0ce0YHWtw5WrV0BoOJ6LZlisr28yOha8eDghjwRvf+tNijRhMZmy3tnkh/7SZ4mzGH9hkEVNfvu332I8OaE9UGRZjCo17t97lXbHZnVTgn7KtesO0/mCF3v7CFlJtytYxpQ0i7GcDNsrOB/uUaqIV155BX+ZMRisI4TG4eEhui6p12u0220W84jhuc+DD/Y53psyGSW0GwNevNin2+lwcvohSk1o1BX3Xt4BFSG1HNfTWQRL6s0GSJunzw+Qms35xZROd0CSJGR5wo0bN9jZ2aHIdfLUwXOrWdBsNqFWcxmfT5mOfPJMI4wWtFoN1tfXsXQXqXQiPybPc2wL6nWDra0eL798HcfVcD2TPE8R5CRpTBAEmIbNYhkymS0xXZcXB8cs/RDXs3n2/AG2pfA8wWJxRpj7YAh6G2t8+GiXt95+wO7uGZ7bxnUboHRGwznNRo8oLvHcDlmWVdYCUYTj1j5mKmhaJRba2tqi3W6iS439/X2EEB/L7IUQTKdT3nzzTebz+XedKfx5NEGJ+FhqfWmhd4my10odU+gMOiu06i3KtESiYWgmjlHHtmsEQVVqnxcJugZKxBydTbl25yWu3rqHUWvzD37pl/m3f+EXKZW4RBBUbthZlmFdeosY0sCQ1SCRpQrTcEFU7uifpH1fxBj+61/9h7/08u0bBPOcIkvQtYhB30WWMU5NA02RxDaTYUroFwRhjOM2ME2AlOViyWClhWmGbG32SBOPOI1xPcGVK5tMhgvmswoW0m6vMrw4Z7mMGI0XbKyvs37FptnJCFOT0XmA7cTcu+/w5MER6+t3iMszbt64Rqtj8+ZXnmFYLm6tRZpqZMUSXc+5cmWT9dU+w+E5pZJ49RrPnz5nY7PNtRsN0JcV8cfwaNRs1tZv8vDJLtLqcDGOkbrLxlqDKDjDcVokcUkUpNi2y3h6TqdrYdkZnaaHa1f6gHbDJU0iNGkihcmdO7d4551voRs6UpP0VurkaUYeg9CXDPodkjDD0Vu4bh0hU/xl5aNYr9U4ONzFsCWDtRWEAZ2GR69r0Wga1D2H6WiMZRW89vo1js/mIAvWr9lYdo3h+Zi//Fc+TbdtY4iCblewuVVnpdfhxd4pUjfRLYc0qZiKi6mP57RZzCKKUsOpJexc3yBOF5i2wfnZmCxVZKliMLhCXoAu9csgY0mRlZSlIM4jwvmEhq1RlCmGY2FYGpap0IRJURS4jsPKygq6riOofEzKsrK+U1SIeyEAJSilrDIMoiJTf6SDEqpiQH7U/nAJXl7i3ypDoMuj1SZEtUuTKAVlKRAYhEGEaZnV62s6fuAjNEkQhEjdAE1H6Cb/+k/9Avfuv8Z8uSTPM8oix3EdPvPZzyF0wdHx0ccxiyLJ8FwH3aqwcoiKbonKkVJhOwa/+dt/8BdLx5AXOQs/QGiS+dKnRCOKCxQWcRaTJBGGqdi5tobtgucJNCNHajmT6TmKBNfTKcqQi9E+QThhsbzg6bNHnF+c0mzWWF3r0Wo3WPp7NFslrZZOFM6YzZYEC40iaTEcDimYc//VHfzQ55XX7xAnS/aeT1guZsRhwPb2Nq1Wiw8/eMDu8302N66xubmOIuV0uM90OSZNM54+OWAxydl9ckywyLC0qqw6igIcx2K+uODO3evoUtBqtXj8aBcpbTS9RphMWenXcD3B/v5Dmg0X17FZG6zS7bU4OtrDMCWafun/WIbkpc/J6R4727c53Jvx6MERe3v7uJ6G7aXomsXpyZClH7MIck7PQxx3E8tNabRM0jxB1zx02SCJU9I04vRkwu7zIx49fMLR0QEr/QYbW22yYsLV6yvoeoY/j7FtuH1vjf39XY4On2I5VQC206kqYgf9VV7s7hMEEWtrW+iaxZUr29Tr3uXnyPG8OicnpxRFgWUZ3Lx5E4TG0o+YLwKmszlZWZDnZQW91eTHvhN379+j2x/QbHdxvTor/QF7B4csl1WlaBzHaJr28UyjsqAvvsPk5iPTXa3MkSpHUwpRlnwsjRZ/9licuizi+uj9lVKkcYKGIPYDHNNAqhzbMdB0kzhWDIdL1tevoAmNZq15yZNMKbKUOAt5443X+Bt/4xdJ0hTXqWFYFmcXI9I0qyhnhobUSpQqsGydxWLyia75+2JgkFIjDEPm/oLV9TX6gw2Wfs50XlLzunTaawgBT56+S7MNO9f66HpMHFd5/K2tLWbzKVevbdFsuaxterz86k1++Ed+AMfScT2dTtdD00uiYJfbN+u89uoWg0GTKEx4/nTOO+9McIwun//hl3j49JsIXTAN9tnaqVOmHkKW1OoOrmcTRQmNZpc8NxmPY+aLkNlyiF1TrK43aHWbXL95F0ursdJZo0gzDFnizyYoKhJynFzQqAtsRyMKYhqNHkFgEMUO9UYXoUk0C2p1g9VBjVbL5uLiiCSJ6PV6HBwc0Gq1aHeabGwOQGTU6jp5niCExpWta7RaLUxLsvQnFBm0Wm3cWg0/VMSZy5e/tsvSjzFsmyRL8YOIyXhBUSiKLKE7KLlzv89g3ePGzS2KouCD9x/j2C1q9ZDBmg6lRrOpqDd9FvML7t6/wupGjSSbcHp6jECi6zam6dJsdHj8+AWnZyPCKCHNE9BStq6u0Ov2yfMc17VpturMlwvyDJJU5+xiRppAkpaEcVWiDyVCK9EMkwdPnvDlr71JVEqOxwu++vb7mF6Dvf19pKZh2TZL3+fs/Bw/CEAIsjIny5NvK7kWqEsxlF6ALAtQBYLyUoPwydJ9394+AspmWcpkMkJKiYZGHhWsd1boNWsYssS2DKIwp9vb5u/+3V8hjQBlVu5TlGjklGmANEoylVJvN/gP/qO/w1//+Z/DtC2gRCpIo5iyzKsSbl2i6zqNRuuT9ck/86f9c2xSCKbTMZqoSLzT+Yyi1BlPYubzjMWy4ODwhJdfuUuv1+Ds9JDZbIYULuenMz58f5cHHzzn9GTMYh6wWI558uQRi+mCRr2JYeqMR6dYpmB1pU2ZJ0ThnE+9fg/dULz88su0ml3iUMdfJly9focSh2WwoFA+6xsDLN1gdH7B0dFRxeozHVRp8MH7Tzg/WzCdhERhSrPd4NHT99HMgv5mj0UwYXNrwGI+ola3mQwvcNwG7XaLIFzQqDtsbK5imjYfPNzj6DjgG18/QIkOcSzZ2t4hyyMkMdtbK/jLiOUyIk81zk8XdNubRGFJ3euh6YIoveCNz+xQiCFFGROFGbps0Gx55HlCnidopsZkNqVEMjzTqLsbaJrB+maX1fU2s9mM0WhCrW4g9QzXMxiOTjFNE8MwePL4GYvZGM/RWEwnzBdDSpWyvr7O+fk5WR5w795dfD/kYP+MMEi5f+8ldF1nMFgjimLm8yWu634cQfd9n263i26ZJHHBbLok8FM2N64hSoFlVRj0j9bUUhMgFLVaDdO0sWtNnh+c8PzghCgtCZKC1dXVjzMS7XabtbU14jjm4cOHVcwiScjLEs2wyJUkU5K0BKUZmLaHkDp5WXyHS9a3t2/XNfxRKfV3nlcKyMqCOEuRUmKbNp7joZWCPC0wdYsiFwjN4ad/+ueIEpCaiVKSMIyQl8sURU6eReRFzHw+xdQkrmvzsz/zU9TqDqosMA1JWaSkWVRRu9DRpPnJ+uSfoR//uTchBOtrfRxX5+Ron36/h5Qa7VYfiYe/zKraAdemLDNs26bu1qG0aNRX0KSLadTpdQdsbV5FF5K6W8exGxSFIPSXly7DMZ7bhFLh2jqn53vUahr7+0+xzcot5tmTU54/GfP7v/8hltUmSRL85TlBEKCU4uWX72NZFvVaE8N0kNImS20ETRZz0PUGSz9EMySnwwtKDUbTIZatIShYW69qKhynyjcfHu0yXwzJ8hghHA5P5iz8Or/1L77F8cmchR/T7rVptZu82HtGHOckccVK0LU673zrMfsvLkgTjTgqaLZcjk4f0O4Jur0aum6gSQc/mOJ6JkJW8t5rNzbo9T3iyOW3futN/LAiGi+CBYZh0Wx0OD6cMp+m2JaHbVvMl+fUGoKVVQfHriGlzvbVPtvXrlIqC8PyCMKKX3h+NmKlt0mRSy4uhiz9BUG4xDAMXrr/Cs1mG8Ow6HX7pGmO4UgW4byyeEtVVWaeS17s7iGQFHlJza1x89r1yoWpKNCEZDGbU+SKdmeFrNRIS8GL/Sr4OV3MyVVJgULoGkmeESYx61ubDMcjDk9OObq44L3Hj3iwt88Xv/513n12wDjOCZVOUko00yFKMnT5x3eV72bK+1H7aGDxwyWWZVSw4cvgY1lCWWgUhYEmXf7m3/zbRHHJwk9I0pwwihBSp1Dlx+lIVeSUWUqZpaRJXDleq4Rf+Hf+GlKGaFpCs2lQFAFBsEQIgWV5n6hPfl+kK4sio9O0abcdPnx0wGTcJg4jTOkyjgO6vTUOjk+YzYc0G4Lp2Ke12uOdd59Sq/cqnh8wnU5QKmRtdQeURpmZvHj2gJu313A8DyFBk4LVtT4v9vZY27jGeDRnNArIkpQ8gyyRHO3nbG5+BqkURwdH9ActZpM5zWaN2WzGeDymKAwss0eYBKSxRRgkDIc+z5/t0u32+dKXPmA00TCNgI3tNrZe0GjUSNOqAyzndZ493uP6tVvEmcCtuRjGCn4kKZVGwZzWygqz5YJ6q4th2dy++xLf+MZzhHAJ/JTzk6f0+33KXHC0P2X7WoeNrVWiZEy367C7+4xObx2hJSRxxniUYJkmnmVwtP+I9SsrZIM6s6nP3sE+G6tbnB7PeOWluwTxBUVRMB5PMWyDRr3NlStbBJHPdDrGX3qsbwww3CnjccCjB1MsJyAKJEXu0251ifKMTnsNwyyZTA/Y2Owwmg4RmCwXKWVuUZYVoizLD7l27Qb+snIWWx/cJA4OiMKYVsdD0zRCP2B/bw/Hsiu/BdMkjlKCRUDZ7ZMVGkmi0HWXIpc0V5ofqx+LonLs7nQ6KKWoN5qYnkcuBH/wlTcJM8Xq5jbvvvOIt3ZPsTQw8oif+LG/RNM1ISv/kBn5SX/fqqRQBUEckGQpy8DHtT0MaTDzg8pqcZHz1/+tnydJBIblYAkTRQZolAKE0P9QlyEqArQQoPKwMv6RAb/+f/xTpD6nxGA4Crl6/Q6W2ePRw308t/2Jrvn7YmAAWCxmZCpjc3OAY5tookUawvpGl8kk5N69OyBDDBMajRqz2ZT1jVVOTibY9go3b16n3qjyv8t5gCp0gmBKnlWuyWmeouuSUuQEQUS94RIES9bXV4n8KVK3MJ2CkiZBJDg4HHN2GnDtapPx6Jx2q0W322Y0luimQa8x4OGjCZtbmzx/souh1ag31onjkPk0x7I8ao0OUXjAYpFit6uv+uBwj1Z3QBRWcuqTk2PcWpPJLCGOAhrNFRaBj8Cg02vTaHbotmzGoymu7XFle4tWY439F0M0UWkC0qRA1w0eP9zjyZPHNNs6r1rXaLWahOGY0eSMl+7cQtcyNCFZ5im9lfald2TC5k6fLKlB5rKx1udrX32Ll1/bpt7UMW2bIIrJshRdCt575ymf/vSnGV2cY1ses/CIp09eYJpNwmCGpq1gGhlFAednI2bTkPsvX6PVarBYzipH51xS5DEnR3PqtTaLRUCrWzCeTSkLnYvzMY16VQvZ6XTQdb1adugGURhAUWJ5NnmaIQDPq1OWVawqCCJuXV9nZWUF1zUv1ZrVoHB4eMjGxgbHx8csw5Agz5mFIU69hsBgtJgjnTphVqAZFtEl9t4zdSQ50vzeKb/vJZGGqjN/dA1KlnRXeiRBQhjGFAr8IOEnfuInqdc6aLqF1C2klBSXRV2FKiuwlK6DkKiygFJUyylgeH7CP/8X/1flolZPmC+H2FaNvf3HbG7ofOELP8o3v/H+J+qPf+JSQgixJYT4ohDigRDiQyHE37nc3xFC/JYQ4unlbftyvxBC/LdCiGdCiPeEEG/8Se+hG5L+Zg0hYyzTJAwqHNX56Jx3PnjKaDznYO+QXrtFq+FRb9jVlDhX1DyHWrMEzUeXAl1AWc5w6gmmu+DKtR5JlqIpkzyOGI8DhkMfXdjIssTSC27e20QaOUEcMFg3aDWnpP6IeKGz+9RnsbRYTHR+73fepeZpXN3ZIk5CTL3k7HRGrdlg0Hdoexl1p4p2L5IUygtu3xiga4Jer88y8Ol1V5kMS0ZnU/JUY7GA2Uxi233yIqDVirh11eX6ThdThjTrBb7vs1xGHJ+9oFbPSbNz/OCUvAhQqsB2JI4nWF1v0e9fJysatLob6KaGYbpsb91hMnE4OtE4vAiI0RhPJEKt0Gk7mEaBoSvi5IyL4SPWNrd4vjvn/HhK3RvQX9lC6hp+fMHrn7rHfLrgpdd6KHXMSr3OzSs9VtomWSy4e+86g00Xu6bR7dSpNxTnF09ZLufo0qOhGxhlRK9psL21wXwWkuc6YegQRyZ5pvj0p++ys1Xj+pUWerrEM1M2+3W21geYmkFWQJzmlLJKKU7ChKPhnCJccqNf46WdFdY6NUxhYkqNIgswzJKrNzYxPAev3aKxs8Y4UVz4BYsso9bQUOmCPJszX0wIlilBJnn76S7Cc6m53nddJnz8WBSAQiKQaFBWacMSSS4l4/kM3QLdUBRljNDAdB2CtOT6nde5cesNavUBQrNIs4y8zNA1G6XUpel1AWUGZQ66QakJlCaROli25Gj/EZ2WRplquFYdVEGeLHj+7Jt8483/l/svr36igeFPlEQLIdaANaXUt4QQdeAt4GeBXwQmSql/JIT4+0BbKfX3hBA/Cfxt4CeBzwH/RCn1uT/uPVpNS/3I51YRQsNfRui6ie+HdNpdnu1NUSW0W3U0I2Y8OeaV+7cZDocM+pucD2fohkOtVmPvxRNee/UOo/keltEjCk0sq8CyZ3hORt1p4kchlmkilU6ewWTqk5UO41nA2ma3wpxZDSbDkjwt0c2M1Q2T6VmGYekoKQiCDN8vOT1NUKUOxox7tzbQ9ZwsTpgtShaB4vyopNVJ+OEfXcO1ZiymKbbZZhHNoWhxenLOYGObd957imtXKrX1jQGBP6MsC7Z2GmhmQKO2wnIZoBkxrtOg193g9774Fv2VdaSEyeyYnatbADx+eIHlOvjhkFs3trg4naFrHl6tpNmyuLgYcXQwJlwmXLmyQcmcjc1V0sQnTTN63Q329y9oNJqc7C+QmlkFzLSCl17dYTQ6q3wNHIdWS0PKBH+Rc7C/RDcGxJnO5pZBnkXUnQLDiKl5OmlakuUKCoOz0yG37twmLRWLZcHjB6c06lsE/hzXUdhmxK0bm1Bm3Lq+zdG+QVnmPHr0CNPUabfbxHFaeSqUEt320ASstgxubndwLciyhMk8wvcDyhJ6vQ5e3SNJl+iWwVu77xCEgunSpyBjfWNAnqQUtJlNFkhl4c8Dru5sMGhY/NArNxHf5sj9L/WRihOpJJVjhayuTSqKsuRiNmHhj8HIKVRJlhVoOBi6xTS22d87Q5MOrWYXp+bxqU+9wec//9kK3hsuME390oMVwjDGqbXwgwWayPEX5/zT//V/oNGUFcFJd8jyGCkKbNsmiwpsq06eK/69//R///OrrlRKnSqlvnV5fwk8BDaAnwF+7fK0X7scLLjc/7+oqn0NaF0OLn/cm5CnBbPJFEOXxGGAbRpIAf2VAa5bo1CwmMes9jfJSwOv3mE4OkfT4fTkiDzNuHP7Zb71zQ9xayuMpyHzRcDDh88RygFlVUQdWxDHPkHok11KaGuujmWWdDomvW6L5aJCrqMCOm2LIoupNeocHByRFzAeLWnUu5UAJ69w4ElW1QsILWY+PeTKeoNBv06WBhwfH1cRZEvhh0MMrUQ3FIajeLH3iEG/Sa1hACn1moWm55iWxHVrTMZLVGkyGUVkiU6nvcYXf+cr9Fc20TQDy7LodJs8e/6AxXzI6nobx6qKcw4PRghpMbyYMhqfYJiQxAWvv/4pfvwLn2frSp+DfR/LrGFaNZK0ZDZfIiUslzPWtpooraTe6DGd5HzzzT32dgM0ucbx8ZxSVQSlTneFzSvXSNKc6WTJ3gufp09PaXdqNNsGrivpdhqMz4e4jkcU5oyGMxaLMwQhrXaNODmn1zOo1XS67S6W7lFzegzPUiajJW998z0MQ2N9Y5VXX3uZRqNGmSuEZlBkKapICZcjzo8PcXQdWSikaZOVOobV5cmzC776tfc4O7tgOhpjGg4Atm2zsbGNUoLnz18wX4zRdChVChocHp9guh4X49Gfpj993ISowLNZkeHHy0vn7II0TcnSgiQt6PbW+Pf/w7/P2uYNTKuO0CySOOOdt97mv/sn/z2nRyc4dp2ylGRxeZlGLnn7m++gIag5Jr/+6/8TjqOwLJ0wDAmTmAJFqQRRFJGkAUoleM4nyzN8ohiDEGIHeB34OjBQSp1eHjoDPnLN3AAOv+1pR5f7TvmerUrxeF4NVVal10pVUtaMFhfDY9rtJr2VHtPJGYalk6QRjm3g2DaD1Q6Oa/G1r3+Fl156iWhpsdJt8/DhQ0Dn+fM5qyse5oYgzUuWfoyl2YShT5qUrKxuUhYxx8fHTMYRntMnCpa89vp9xpMTOt0Ouy+GSKPyS54vAra2G+jmBUlcUmYuSz+nzDO63SZXr69ycf6cRneVHIUUNn4Y4vRSTDtD0qBQitl8SKPVJYqWFHlEq20RhiNMO8fQbcIwxHVavPOt5xS5JM8EZyfvk6cWe7uVGMj1DGwvo9fZJI4ikmRBUUp0w2Zz5xqL6YzDw0Nu3d3GdW00rfKizLWQXAX0uk2ePN7n1q3r2A5UTm6Sq9c2SdIZUaoTBgmNVrvCjCk42B+Tl4Kz05DJdI8rWzfoda/z/nsXqFJnOVeoy4IricSQksXedOd/AAAgAElEQVTMZ62/hmWbmGbFYmy2HMajOarQcd2c7Z0Oi8kCXWgkoaIUGh8+eobSXLrdLkJWOoD9fYM4rpyn8zxHSUWZJXzmB96giKYEQUCuJKPxFD/KqtoSDDa3rnH39hpFGaNHqzx79iWCJMUPBK1WjbXBVaZLH01KLNPBdgxsw+bBo8c07m2x0mx/z3SkUiVSVJQlJQoKpSgomftzsixBSAVCokkLadu4zgr/5s/9uyR6k//sH/wSv/u7X+L3fueLlEVJGOeUZc6v//o/w/Mc7t+/zxuvv8a7b73Lb/zGP2N7+yq9jsOL5Ska1Z+bJlRVLFXkFVlKF7iWXRnmLCaE+icLJ/6pzxZC1ID/E/iPlVKLb/9ylFJKiE8mDRNC/C3gbwE4tk6OxA9Cihwsy6HVWeHx46e0uh43bm2g65Jms4FulAitoLvSRhOS2F+iawmTyS5rqx71ls74omBv/wNu39vk4nzOdJgi5ID50qfRHqCWp+imxCg1Wl2P2XyJ69WQ0mWtf4WnTw5ZGbhE2YzNrVVOTyYYlomQOrV6D90c8vY77xOnshLLRDoX5xm6blMexrx09yrN1ir7J8/41Gfvs797Sn9wgzSfUIiQOCixXI0b128i9KoTC2HgL+bosqQ92GJ4FjOZTKjXG9Q9h7LQGA2PaTZtPMfm6r3rPHjwiPW1NYIg4MmDI378Rz/P2WhMGBWMJksMrcbF+Bm1VjVtfeubD1jpbVReh7mg3e3QbOaYps3e/ojh8P+j7s1iNF3vA6/fu+/fvtZe3dXLOX3O8RrHTmxn8QABQSYsmgtGJEJzgUSCQEhcwA1IM2IZMUAEQijSADcjNAMCDRKKEo0ni53YcRzbZ+uteqmqru3bt3ffHi7ecuc4kwz2JJEOj1T6qr9e6qK/5/8+z3/5/Xzq9Tr1hsn5xXPyTOB62wRBgCTFHN7qoukyk/E1YVBjscjp9x9wejrn4YffQdMMmk23qtcHKsdPztnZtrDaJq5tMg0XTKYX7B/0uLgY0ekeEPkzjg73WK02XJy9Ynu4xXI85fHJKbf2Drl12GWyiFEUcOsd4jTh+cklSZZjWw46KlmWomkFSRrgWg4vTl6hGQ3yrPI8zhZTUErWvs9ovCEOfT68WKIobbK4Yk7OrmbsHw4YdhoYRslmNaW73WM1C1leL7i185PINyXL7+ca5I+UMF+ToG7cFQUFs9WcTbjGMjQkSSJHIk5Kas1d/s1/61fw47IS7aoyn/3cj/Gln/oy//vf/wd861vfrGA8eUEexPz2736TZy/OWMxGGKbLg7d2+Na3fpPZ5JSaY2A7OlkpoWkq0/UcSRLouo4kKQRpiqFqJHn0o2zPHy4wSJKkUQWFvyeE+D9v3h5JkjQUQlzdXBXGN+9fALsf+es7N+/9wBJC/BrwawCeq4v5YsNwuMV0skSSTFbrBEVxyPOUUuQIUc2dL1YBw+0Giq5QsxyKNMQ0DTrdBo+fPKEQa4oyp1arEPCliOhvNZgurnl6PCNJn2NaMu+8vc1kNgdZJohCrscL6vUhRVawvbPL3oHLbHHGo2++x9bgLicn5xXu+3e+iSTZpAkgG0iyCiIl8FNM0+D8bEMUPmN/d0CzNcAPM9qdAd/+1hN6PZdbh3sUqs+zpxes1nP6220ct4ahmexsDTg7fUYUqeRFwe7eNqqqcnH2CkVR+cSnjojjNYPBgCBYM9y2kZUEIQp2tneZTCboukEpdPzNlN/6x7/PraMtXNemKArqXo/ZdEkULAk3IfcfbLN30EeUCh8+PkGSDZYrn9t3dggCn1Z9m+vrNXkWsAlmREk1jNNqe6yDhCgIya8zJMnEtHVUuWS446BqAlvvkvgT0ihgsw4wLZ16yyJbrpCUlE6nRRYpqLLDfDHmztEu8/kSXU9ptR3IEz77Y59gejUBfUOvN+B77z9FMxxm8w2oCqmQaBsWpqHhuQZxWvEfZc3marZBkyQGvR7vP36PEsGb998gSQUPH50ySyVkU61s1bqDXCpMxlMkMtotk8GwRhxMSeOMz33yk1iyykd7H/+JQSwhv56lEKJkuVmw3iwp5JLUz7BtG8dtsr27g+H0yAoLWdcoi4g0jSlFSRyH/NV/9ef5V/7qv8yv/uqvEocRSVaQ5wW/8Zv/6GZ4UOHq6jGjq0vaDYdW3WSz2ZDkAknTMM1qgjSOq0E4r+4RxyFpnv8wW/31+mGqEhLwd4FHQoj/5iO/9X8Dv3Tz/S8B//Aj7//iTXXi88DqI1eOP3WVQpCXBUgKApn5csl8sWLjRxiGhWmaSJLExdWI3d19rq/GaKrO8fEzXr16hW2bFGUFZNWMkm7fpN22Cf2A20f7OA2N3f0BmlbHNJsgmWSFRLvTw7BMHK9Oq90ly2E2XZIkGd/53h9iORpvPrjLq1cXiFJmd+8WntuiKCQUzUTVDBRFQ1JyTMMmLzQENv5GcPzsnGfHF6yWAaPpjHZ7n6uLlG987QkSCpZZY2u4T57BZhNweXnJcrmkKKoqRHXslyiKhDRfEycrkmyJpqYocsh8doplFaTJgjfu3kEUOf5mzWw2wfd9FFkjzSRenV3SqHcoyow4zmm1OpWNSm3x9NEFWRpwfnGCbduYpo0sq3ieQ5qFJKlPrW6xvdPj9q19ZCQ265A0rK4w7XaTWq3G7du3abUbyErBeHKKLPuUBLx8+Zw0yVkulyAVyEqBV7PY+Evm88porikmaRwzX53Q6essN5cYuqDVrvONr/8eSZKhaYI0C0nTlNlsTqPZxrBsCgSGWiUm8zyn0+mQFQWXoynT+RpdUTFNnW6vxfb2AFVVuLy4JgwSgiBCUZRKCxjE2LaNbdu4Vo2333qLO0e3qNVMDne3ONzfRRTl6/bpP+06AdWshbgZaprNZgipymG06o0b2bKFqur8+Oe+SFEqpLmEdIN7U1UZcePSjJKYX/73fgXNMInihCwtkDWNk7NzHMfBDxZoOpQiIwzDykB+I8Ytiu/PgCgUJYRxQlqUlPJfMPNRkqQvAl8D3ofXQfM/ocoz/ANgDzgF/poQYn4TSP4H4OeAEPi3hRDf/qf9DNfVxOc/10MxCjTVIc8Nnj29QJZMbu02WMxXTGdrOt0+k/mEre0+uq5z56jF+cUx9YbN5cWMvd3baKrFbL7hyaNzptOcnb02B/sOi/kEJWuwe/uQs7OLama/qeDVBBIGUSCx8VWms0vefuc+3/mj79HtNNjaaeLUCra6fWaLkOPnGxZzCDaCOEqRFdBNmzyNUSQJQYKqayRZJU6VJAkFQZn52Da88cY+nifQNJ3JeIaqVG4H3ZBxazKOp/Lue4/Z2x/S7TWZjBeATRTmrNcBewc26/WaO4dVwCoLmVqjkt3cvfeAk9NLJLnGy+fXFStiaOF4Mu2Wgr9eU6SCLDMq9kUg6PYHfPjhh1imTb3hkmUbsqJq4zYUKrPWYoaiSCRJQrPWZb2KWW1kVuuA5XrFz/zs57m4eo5pSGxv9SmLgNlsjqbJNJsWZbJBV1UM1aCUNSRJYTKZEQYJ7VYXXdcxLFjM13h2ndMXF9y9fZc8Lhh29/n6dz8EoSNLBo2aA1LKbDbDtprU6g7T+Yo8KwmjFd2OR9PzCDchUlHy6U/eptfxGE8i/uB7T7iKfApVEIcJrWYdDZkizdgbbBFHEf/cT72FY5ssZiPajRoyJapikuYCRHLDPShRZO11JyKAUiqkSsky3XB6fYpUCqRS0Ku16baa+Cnc+cRPc3jvUwjFqDawgFKqvNuSJJEXKWFYnYAlSSJPSxqNGr/561/ld//xN/BqFovVFbeGCc16nTheUWQ+pQSFrJEXEJUZqlx1hqpq1THphyHIEn/rv/zhpbb/n1cJIcTX+Sdg26/XV/6UPy+AX/5hfvj3V54XePUWSAlJUjC5uqDf8ZAlHUXNKcqYZquGaen0egOuLif0ej3OXl0iyQrrTUoQCNYrwbPjx+zubaPIJt2WwbDX5eLimB/77Cd48eiKyeQM0yzZ2rbwajayUqJrLierVziuTiEEq/UJX/iJNynzkovLc2y7z2q9IC9KbFciikrSpKQsqyhcZDGaWrC91UHTFMbTFUVeUAgZGUFR5hwe7tDtWJhGhqELkhs7kuNYzGYL8kKiP9ji4tUZe3sHCJEQhTmbdcpwuE0YjFmtx0ynNgiN995/TqPRwQ9XaGZIf9Dh9OQZaSphWx5ZEuHaJlmS43S7CFaYhoVQZWTZ5cXJBWWpcXGRYJoqnW69wr4LmW7riM0iZZYuyQoFyzSQ5ZI0KciyAtsxkVWLUqiUQuNrX/sGP/6FBywWF0xnlzQbNp1BneV8giRVhCbXqVNkJU+PH3NwcETghzSbbUxLRZBjKDUaHli2gW3biMJGkhUuJzNcz2G19OkPtzg/f4VuyKQ5DOt1QCBKCdM0mS9GJLFJbGREcY6pW1zPfVBkvvnt74HqYds2o/mYuuWw39+i1+vx5PFjNpsAScgUBayWPnGU82pziXrjruwNh8jCQJQCWVLJshu71c0JopBLkjxisZyQJwmqouBZDkIUxKWO4dZ48KkfI0wgz/MqPyEEQlQbOE1TwijEsqpqScWNEARhyk/+1E8xGGzz3/93/xWSWHNvb4eNv8B2DAQqvr9BUiumiSQrCCGhKBqyrJAmSfVr+S8p+fiXuVRVR5QqYRTgWjaO5WKaBp5rk+U+zZZDEBaoCjh2g/Fojus0MK0CWcl4evyEbnuXDx6+YLUM2TvosrPXJk8VbFfw9s4Rjx6/i613yeIY48bu/P67L2m2WtRqGbVGnf29IdOZSaNpMZnM6HUG2NZ+ZUoatHhxckaaRpSiMvxA1QmnqQqtlkqaLzBNj36nQxyNkYpKeGvoKoe3dpClgLOXz3nnnUPSLKXR9BhdX2NaNpKkEMcpUZiy3pRkWQz4pImMoZbMpwmG7lCv17i6WLJeFaxXc5rNqoOz3eyhyh6KWuOrX/0Grt3GMAwURUaRZRxXZRbOadW7bPyQozvbRHHOi+cLTEun2XK5uJzheh6GYRMGBeNRxmBoUxKxXK0xFJf12sfzHJabM5qtbaazBXfv3EfTdBRFRZZ1sqIg2CzodBtEQYyEyenpiL2dfSRZZ+NHOG4Lw3QJogDPszk9uabVdkhXMxzH4w+//QGSbHHnjT0KkdJs1xlNLoiSkCSRsG2XII5YLmdIkoplG+zt7+A5BoqkImGgSiovXpwzuVa4dXSf0XROGm/YHfTQhcJyNsdf+VAoBFGCYRh8/Wvf5GBvnyTa0OvUMS0T319TZjmbwEfTNBRFwbZtkvz7NChBLgquJ9dkWUyrXkOSJGzDQZU1Ysnmxz71BWazDZrlIaFUaHohkBWZNE1J0/T1WPb3EfZZXmI6JlEUUW+YiGLJJ97aJ89CDFNHUSRkVcF2HJJMoCgqRVhlOlRVQS5ltFLDQCCLH+0q8bEIDGVR8uLZFY6l83x0TJ6mHN3apTAi0qQqH3muTpYn+IFApuT4+BmGodNs60jCxLZddH3Jgwe7nJ6+5Oj2PYosYb2MWc5jFnOY5wll5uM4Bjt7A9ptjTgqKV0TU7cZXQXkhYrWraFII9abEXkmIUsWz45fICSNOEhp1IaUeYqueqzWC3qtGp2eIElW2JbG2emERs0gDiMkRcYwTL75zW/Rapn8xI9/lsXslCyvqES2C7WaQpIUFGXM9vY25xcrdF2h1Wpz8WpOHBVcjy75zOdus5ies7V1iCxJPH50jL/x2NpVWS6XeK7D9fiKn/3KT/LkyVMO9ne5vLhgPluSixzLaLBa+YCBpqvEcYRjN5jNxzTeqaS9lqkjyhTkgG53j+PjawZDh3q9S5nH5FLKbL7BMGo8e3aCorhcj0+ptTts79ZZzhc8eTRjZ7/PYl6wWhY4mkur0+M3vvr7vP3WPori8fzZSxzHxzB0JpMN/fYhT58/YXeni6pYdIdDilIllVK8hsHFxQVlITHY7qMpBvV6nel0TKdvsFz4jKcz9nYG+NGKOM4ZX6/Y6jSxDINGq0On2QLA8iUuLl/RGOyjazajyZRCyOiWRVGWSDcq+iLLQGgcP33Jzu6A6+vrm4nQquTr1ms4jo2iqZQULJOAq+k1/W4LQ9Pwg2rYz08l/qWf/9fRLZuy1BHcNCsByIJS5KRZjKzIKLIJohLjiFJgaDppGKHKBf/F3/wP+cLnj7DUnNU6oeXUKREkaUmeSRiKjuvUcBsejmmhKJUOMMpTwihiPv/ReAwfi8CgaSp3jw65vLjgzXtvEYQ+rabFfHmJqkm0Wk38MMWreeRF5VF4/71H2KZLs+5R5D6mptLvtEmTGIoaq0XJ9eWUZsNGIChSm7KwyFKfoztHvDw9xTQNNKPg8eMPeOONB1xdTtDUCt32pZ9+m+WqEtlenE+xHZU0q4Ct4/ES3xeU5QZFhovzOZZTo+YaSKKSrmh6ycGtJnGSc3U1w7SaXI0mfP0b7/HZTx+SbZa02/XKMynnqBo3RCEVIYU4NQVJXTHYtvnwww/Y3W9huwWyaPDww0dkaQfD8kjSAs/tYRg6WS6YzVZMphs8rwpaaZIznS5pd26xWkwp8pw0S8mLFN8vWW9SoJL1Nhot8izicnTJweEhT55sENi8eL6g0YQ33+ig6zmzacT15RpTb7PxE7b32rieQRitq9HmoIUm68zmc5ZzmOZrzi9nfP4LP0FRrpgv5kRpxMHt25y/usS2azx8ckKe5mhqQLfhoBklTc9AtgWGruMGBo16G3+ZYDk1Vusp7a6F749pd3V2d1osFjMcr8ba32A4Gk7DpdXsMBmNQVIxDZV+r4djmFwtfOaLAMQN8YgKuOSvV5imjqk2MRSZo6M7CFE1nE3HM1JVpdutV+XEG7t1GqdcTcYgSaRJDqWEpjosNzm608CttUnzAuTvXz1kBCVCSKRZJZutYLs/mNR0PJtwteHf/3f/Bl/+4ptE8YRVHGEYJqvNuupJycHUbbY7Q3RFR5OV1xo+WZZRdANTVXEM40fakx+LsWshCh49+i5lkSAo0XW1MvYacjUEpehcX18iyAiDFZJUMhi2abcNJCmh3fI4PXlJzfPQVZ08k6oxXddGVgoMU+Lw9haKFpOQoeg2gS8RJwWT6TkHt/rVB63TJE4zVuuQZ89OOD4+JkxC3FoNTQdFFQRBRBgm1X+klKHpBa1mDX89J0kiwjBEpqBWU9HVDYoS0WrXmS98VLXGaBIwmgaIUmUyXmDbLgC2bXNxccVoNEFVdFqtOo6r0+s3GQwG5HmOYRhMp1M+85nPkBY5jUaDer1JvdZClgxEqVfo/VXM9979gPUmIEkFul5jMpng1Wz6wxpuTWFnr0uchNi2zZ07d3j/vYdMJyuyVOLW4V2m0wX9rSbLRYIsGuhqHVUrSLMN7U4Tr65Rb1hYlkG/P0QUFtHG5B/9+mOW85zHjy9oeAcUaZ1wIyNKlawUpGnMcKvDcLuF7WgMBluIQqXW6tFo7yJLTe6/+TYP3joizCZMZxcUIqPTa6JoOaarVd2JegFyhGIktDomm+CaTs9D1QTtTo2szHh5dcH1fMmLiwnPzq959PwFl5dT4lSw3kQgFLLi+waqAiEKBsMOg2EP17WZTCakSY6iaBRFwfb2Lp5bx6s30SuuIFlRsAkC5usVmqHjeTXiKGM0XbEKcv76L/07FAJkSUX9SGWgLEvyPKcocjRN+wG2Azdt1VmS8rf/87+FLhWYeo4oQkzPQtU1NpsNmyCm2ejS725hKibGR+C3UJVUZVlGUZTXuYsfdn0s8PG2pYpPvtWhP2jh+z71Wpu8kHl1OmZ7qGE7LUajMaZpgCwznSwRpULNLSnKmG6vTkXh0jH0Gh9+8BBdN/E8B9NSkBVBmmZkiUqtucXZ6SWr1QqJlINbPbb3aixmY2zLQZLa6JqNrKfUnBZJ6nM1+g5xYFIUGVFkEW0chNC49YbJbPmSaKTS2yswtBZJnDEfSzSaHkJdMZmG9Ab7TJcrpuMArdS5dWBg1gvW6xDHbtCsO3g1neOnLxkODnh19pylD7du3+Ps7Ak1J+L20T6T6ZzpIib264S+gZBCFM1G0zQevDNgMU6otyJUrUBG4+TZFa7jMZtOsOoaw34FYXHcHmdnU9rtbVyzzve++wF5Af0dg0ZbwV9nZLFDp9Xngw8+oNNpsViO+dwX7tMf2owmJwT+govLBYP+Eeu1ymYdo6KRJSlhIlMQ4boNikSjzOfcf1Cj1iqwlepD7Xke09mGQX+XZ89PMbAZDHd4+OQlQbLBrSvs7jXpdkxkYZMnKYv5hHarw3y+Zr3OyXKZu3cHJFFMkadIcoGq6GhanYdPzqm3LDarjCQw8GwXRZEp8hRF1jB0nUKkFfRWt1BEiVRG/MK/cB/TsHn3/YfIksF6vabVqPPWgztomlZh4SRQdJWSahZiNBpxOjvDUFXqjottefiRzr/x1/8GbrNPJmyEBKX0/bFpmSRIoCjRdIlSKSnkEk0zkFBJo5wiLfiPfuWX+PKXHiCJOUgBUZKjWw2ySUS/36der6MqCpKoTgeqJFfsiT8Dg/+lX/o7///Cx6uKwtGtW8wXY27fPmS9CgnmPqoCmmFxcnJKllV95qqukSQJO9sHGLqPqrmUZcr5+RWd9pDZZMTOzt5NNC6IopCiTNnb2+fxw1MsrxJ/fubTn+WDh9/F8TxWy4D+YI80C8lzn4vRFYu5T7tt06griFIlChM63Rqtjk2emrx8OcK173F1rdDuten3qvLVdZBwcLiHH8xRTQvLlJiMFwRJiqlb1CyHbl9D1hMsw2A+DThbTWk0TQ5vbRPHEY1mjWa3TRCEdNo9LGOJ72+oNzxyoXO5zgljH9NS6LT6XI4u+c53rpFKiR/fPmK9WTLo7tDvdxmNJui6ThQmeF6dPE959PBdkBziKEeTXUzLIU0LwiDFshUKoRGnoGgyuwd98jzlwdtv8uL5Kx4+XHDrqI+uOdS9qh8jjgSGLpPF1bG4LDRM0yAOchRZQZIEzWYX20o5P33McDgkSRJqtRrL1Zzd3V2KSOW9Dx6TZRK2W2N72GJ3q0kUzSiLHE2rKjhhsKbTrtHr2nz48AlxYgMCy9YQCKI4pJRUTEvCNBx8aYOiCMoyI8urUl4ppGqQSQWkgjQLUURBq26y2oRcjxZ0OgP8IObt/UNc26iEssslnudVm/ymVFnc2KhN06ZTq1HmBaamoxke//D/+j/YPbzDT3/lX8OPQkzHJSWvOLFqiVAEhSxVdxhR+SIsXaHWdvjm7/0B+7sDLEvH0OosVjeWsTBhb3sb13XRNK26NJQ3KHpJ4qP9x9/nS/6zULE/FlcJWZZ5+MF72KbOxfkrri7PydIIf7PAsevoukmr2UNCYz5dIIpqvh1KjJt2062tLUbXE8qyJEkSZEnl6urqNXM/DENc12U0vULW4HJ6Sa1hE0QBSZpzcXWNoqnIWlodUyUJ1chJxQrHsrl9tMtsPkZWI7xmimLMKUXCrYM7pFlAkcvEyZpmo4thStSbBkLkeDWn2pCZRFkKVv4cxQgpig2GUYCo5g80RWc8PqcoNgipZDweczWa8fz5KcPhNvP5HN9fMdzqISuCz33hLo6rkmYbDvb7KEKn0TQxTRXbNhFkuJ5Jo+FyeLiLJOv87te/ieOa3L2/S72mUhQhWZ6jaBqablY0LLXGfBqTJoInz46xaxqanbMOV+haG13r8uTxNa67xXB4h41fcj2aE8U5QtIoqXr0KcC1dXQ9oNGS8Ncz0ihnMOiRJAmWZbDeLAkCnygOyApBUcrIso7n1ZlP5sxHU0Sao6kSRZ7Qqpt0OzaaGrNcnXP33jZxssEPVkRJyNXoEteziZM1aeYzW4TkGeiGQqlEICVVMKBEVyVkGTRFZme3T72m02q7pKmEolqougVCJS8Es8Wa8WTB8+fPq9mMj7RDq6pKo16n1WijqjqGqpGlMVIZo0kxl6dP+NbvfxXPUCizFFVIlGWOpAgkpaCQSkpUBDpZKhH5G8aXZ/y3f+dv8s5bBxRZxMXVJWFUIAmVQatDrVZ7Tbz+/nXhB8C2f+L7j77+0HvyL2hv/zmXoFGrV9FW0UiigCKLGPSbPD1+ga57NGp9FNmk1x1gWRZJ7DOZ+Rw/O8cPcwoheOfTbyNpOaZjs/I3DHe20UyLvBRsggjDcqi3HBRdcHg0xG0YKLrA8VxarQErP2axcGg09njwydu4zjZyuUcQBShmQbs7IAp0PKfD3TuHXF4+w/en9AZtrq5nKEqd0fiCxeqa6XRGp68TJRM26ykaGuQyaZrjNer0BhbT+RnbO13KQmK1yHGdAUWhoBoyu/t7IBSE0EiTgu2dIaalEgQh7a6JRIbnKchKgKZKOJbLZp1hm30oHc7PLzm/OCbJ5shaRBAE3L9/l8VyQqdrcO/+gJ/58mcp5ZhGS8cPJ4wnV1ydXyHJKkKCQjgcvzxB0RRKMjTDwbbqHBwc8cG7J5yfLbi6WBGHgijMKUsJVTHRdR9Nixhsqbj1KQ/esbDtFZoWsN4sKcscIaSqG9A0qyCRjNg/6nD0xjZptiIMpxR5gFRGUC6hXFIUK4psge9PcW0FW5fQFZft4RHXVwG9/hssVxKa0SVNdVaLlBKFu2/s8+nP3uOtT91CtwRCTkiSBISGobusF0u2tgasVz7vPnzB9cxntUnIC8Hx8XPmixWX1yP6/T6T2RRVrWhKQggUScYyTLZa2xRRJcLRVQ1VSknDCbbmc/L0t/nf/te/zcXz99BIEXmGkCp0vJBERXEQCrqs8Adf+yr/wS//In/tF36a6egxcVx14rYbQ/YGt+h5HXRNQ5Hl18Hpo8buP5lj+Ojrj7I+FoFBlKAoGmlSohkGhmHQbDYRogBkRqMp3/7OdwnDGF3XuXfnNqauksYSZaFRFgrz+ZLz8zOieE1RZHR77erkIFeKLstysG0XS++znOU8ev8Ux+pimy5rmwAAACAASURBVF0efXDBxVnA6YsVi1nMy5cTKNtcXoY8ezZiPFbJ0xplaTMYdPCDRfWkC0vKXCcrC7JCIosc7r1xB9d1mFwtSNIN/W6dZtNiMGySJBG2WefV2YrFYsXR0RFxGpHmBTs7d3n+fMaHH15yenbO8fOXZEXVCBNGPkVRNdQ8ffKCRtPg/PyK7Z0hi+U1z54+R1UEutrgN37993jve89YLSPu3L3FnXt7jCevaDQtyjwmDkOiYEGe+Ywn53g1kyCa8vY7O3z6U4eoWsz2dhvHVZEVE8/pIwkbQ3dQlQjbKxFig+vZ5HlOWRZomvYauloUBQK5Ev/6IZ7XYT4L0HQPIRRURWcymRGFMZpqcHp6xtXVFZqRkxVrchFi2RrD7QFBXKH2dUOhVncoRZWA3RluEYYpmmbR7+0xn8aEvsLpyZrnL5c8ezalKBwUVWe1WjGZXlNKKYvliJ3dLrKSoeg6YZSz3sQgG9hunX5vD82wQVaIkyr/0Gw20TWFdrtNq9O++VyKG9KzhIKEKskoomQ4GKApOmEYs9mskSkokog0m1Crlfze1/4f/v7f+zUUEqQ8RxUymiqDyLB1mZqt8b/83f+RL3zmAXIZUK9VwJVWo03TbWCpBjJylVNAev0qJF5//cC++nPkDz8WyUfX1sVf+ckHZCKhLDOEECRZepNJNSkLDQqZyfiKblen2aoxm0wpMJgvpq8nLxeLBVEU0eu3ME2b+WyJ7VR157PTCygdVKOHrqjYrsJ6M+FTn3rAbLrm8mxKgUohB9h2i9msIM0XyIpA5B7p5ppPfHZAZ8unUfd48WxE077FZLykVHNGFwGuU+fuvRaz6QW23sRP5+iaR5yW+EFEr33Eu+8+Q1IC3n6nQ73hkBU5cSixWGQ0WwNevDzm8LDF9ShFU23qrkaRvsRzVWzPpZBsyjLn8jTG9zfUmhKUFotxSCosuq0uy/WIn/6ZTzEaPUI3VPx1gKQI+t0h6+UM087QDI9nT6es1yq6ITGfTvnC529TCo0gdnj1ak4Qu6RxjKHL5Nmcz3xuF03L2CwXLOYhW9t3+OCDF7jONnGUE2x8dE0D2QApJxcFRZagyAHNZtUOHvgjNNUkCBJsp4ksq9iug+/7XF0vmc9TPLeFoPJVbA+aWHp2M2JfIsqUNCuYzHxqXouTlxcsljmaXifKFRRFRZQKopTRTUGSxHg1iUZdwzRkNE1HUw2itcKrkzWqoaMqCYaWI+UK927v4joOcpmzN+xxfvaCvb1dPM+5KSmLmypCNR0gv34al5QISiAvC8bTUdW0pCvEIqIoBIqso2suzc42aaHzs1/55+kM98iSjMVszH/2n/7HfObtQww5R9MESSJQBHTbHQzNrPBukoSi/PHzvPwTAUH+E03KHz1FfPEX/+sfOvn4sQgMdc8Wb97uYrkGplmxFoQQRHFMs9FnuYgoMxlFLuh0NGbTKyzbwKl1CMOIJKm6AoVQSOKUIL5ga2uH2WyBLMs4jkOaCIK1jOnqHD99ws//wl9htR6hKgKExvmrGZuVTlFoXE3HlLKEIpsV20Ap+cw7u7g1H7u+4Ppyyt2jTzC5HtFq18nLNt/4nWNqdQV/M6HX16g7DZLMxd+EhNGaNz9xi9F1zHRSMF9N2NtpEMVLelsueQYvT6/pdrdpNGvMx9e0OoecnV+zmp7yxS8cUPdMnr04obezzWy2oIht/E2KWy9wLJPYt1BMj9UiYHd3izgZc37+Affu3UMSMnF2Tas2JMsyNsE1aSZRr+3x3T98xd5Bl0FfIy8W+JuE8wuBaQ84uZggcg9VUei2VXZvpShSSp4WeF6Nk5Mxutnj/NUGXbEJ/QRd18nlEs0oSbOSYFXQaRl0BwWDgY4myUioLOYbZNVC0wzWmw2rZUqRqRTCZbXKcD2DLA/Q1QIpm3F4a4dWW0VTcl6dn7B3cJswTrBNgyQ1Ob9akZcmy1WALKuIQqpgOJrG/XsHJPEcy5GhLIjjFF2t8/D9S2zXwfMUws0UUpVbO1sM+l2C1Yq2Y5DEAUd3DrAcsypRU23OPM/Q1D8uD8rkIKtkoiQvBUESs1wuyfOUcbChzMPKCt5qoagmYSAhJI39W5/hi1/6Cf7nv/s/0W171GxIoyWBv0SixqDTwTV0lLKaq5BkhY/eDD4aGAQg/ynb+Z8lMHwsqhJCCDQ1pUhTZgsZx/HoD2ssNy+Iohm2VePhi+ds73SYrUsk3UXSHMqyErYYpsVikUBpMJ+FyLpEkpbUGw0MU2MyXZImAhQLUdiYVo35fEJerNEsk9AP2R7U+aPRJaru0Ok00CyVkxdPaLdqHO7tU3NSTEMQBzI7wzeYTUJQZKaLMVmy4fZ9lc0qxbZ3mY7m6Dsa882SIFxzeGubnJhSmSHrGaZmsfIzFNUhDHVsR2F7p4NlQRSNUfU2Dx+9j2PZ1LwO73+wZGeng+dtUSQJe1tDri4nxNGMbmub1XqKYsyYjBzyxOP44YhPfr5NWuzx8NEUTZN5+5N9Tk4/ZH93wNDb5vRsxnQ6x6r5JHnJMrARsiDMVXb29nj5fIyheqimjKEX9AYeZZFh2y6KnLPezHBcncVszLA/JIlLssJHUQUi1zENm81mgVdvUUgpoBEmAkMk1JsNJC0mTBLkDKbjENez2MQ5QRSgGi7z1Yp2p0YcriBLWQURw8EuCgmD7h4qJZYmWPsTwEaTJIKNQBEuklSQKhuIFBRJZjEb8clP3yEOZ8R+iJLFKKXBG7daSEXKG3cOyKI+3/vOd9ltuzgGOC2DKFixtTvA8SwKQJJLilygKDqyXDU3CVmqhLuoNzo7GU2RqJk2bs9kuVySigJVtinyBJFJyLrMNLhCUlSSD3+XV09+m4FjYsuCJCw5vbjEsl1udeqYml5xIymxLZMgCF5PhZZlBYfh5uH+JzMJfx5H58cixyDJEnmpYjtNFANKOeF6co2iNlAVBwm94j42m7TbTXr9JknqE8cBilJt/F53gKxKrMMxe3u7JEmEH6wZjcdEUUC9Xme1WrDyfbaGu5y9usR123j19o0GLeT27UPyPCWMAnRF5nOf+yw7O1uUIufV5SuysmCxmPD8xRPyIiVLwXN7lEVVzizLkl6nQRRtWK99ap7D2w/eQhQlWZpi6AqmWbK7b9Fsa1xevURVVa6vFiiSS55J9PtD+n2XZsOi7lnoukqWChAyJSqSJHN+/gpJTqnVLTzPpdvZwtAbqOaarBxj1uZ8548+ZNC7zZ2je2wWOu99e81m1cPfNAmiqmS7Dnw+/clPc/vWLRQZDE1md7tHq+EhySWKWpAmG2p1AyHFFEXB46enBBuwrDaGYdHpukjqhlZXpT90q3mHNL758JqVTSqCySgiTxwWs5wkUnh1OqfVamHoOUf3OnTadTo9j0ZDB9bUaiXb2wZbWypvvnWHXqfOZDLh+NkLVM1gvpwRJWuKTEVVoDfQKOUzNHNGUS5xLJ2tXQfLhDjOK4HwaUAaekgMuLyYIJcaNa9FmoNl2fzcz/2LeJ6HplWEqHfe+SSdTrcaehKCosheb8jX1YA/48QtSRKqqtJut9keDHEsG8ewsXUDuYBOvc3o/JLBThetZjFPfK7XC15dXdJotOi2e7iu+wOJxfl8TpIkfxwUZPnPlUf4p62PR2CAm+P8hOFWF83I8TwXy+ggyzKr1YZOp8dqtUaSJHzfp9frVXVcWaMsTZ4en3B+fs7hrR0WywlezSGOQw4ODipmgiR46xNvEccxy82axWLDYhkwna2x3AZevcXDR++zs9XH8yz8YIVhKlBWYpPLyzGTyYRWu8He/jZ5njLo7xGHEoZWwzAcju7cRlFLhltdJGSuLl8ym12gyAVREKIpKnfvHFBvCFQ14Cs/+zkM1UBTPZ4/u2Q62SBLBtPpSwy9ZL2aU+Q59XodJJXFcoVlNNisQ1rtGpat8uz5Q66urnCdGt3OgAdvH+HVKw7Aixcv2ARjHE9hMNzj+irk619/iB9Cq72NpjY5f3XJ9dWYfr/PeHTFeHLJi5dP8WyDRtPh/huH+OEM16vYE1ki8+hxla+RJY04CWh3dQwrZWurSZqu6XY9DK1qvKnuxAZJJHNxtqEoHL733RM0vUWelzSaDq4nUJUYz1OQpADbztnZqaOpEYqy4Xp0SpIGpHlGVgrqrRb1dh3LNXBMizBcM5meoakRvZ6NomTUHJPt3SaWDePxmOOnJ1xdb1guc/rd26iqSZoUhEHG82dnxGmJ7XhkWVZZsVodkkwgyyqyXDUZR1FU9dIoOoqigZDJ0uI1JPYHPtMfKRk6uk2n2cEyTdI4JU8zZqMxtmaRFyG5SFklPps4RDctNFTqlvv635BlmSiqrtfHx8ekaYqu63+mIesvYn0sAkPFLvQIwpi8zHE8C9M2OH52Shgt2NntYds2RSF49uwlq2VIkcskSc6zZxdEsUQQQqPVQ9MUGo0GiqpSlHB2dk6/N2Dthzx58oQ4jjBNnTfuP6BRb7NcRThOjdF4zs52v8LSlxlhtObxo4c0m3XOzk750pe/yMHhbZK0JAgCWq0m3/3uu/zOb3+P3/qtb1MWgm//wTd5/uIxgpTQD9jerrO702Jr2EQqBXW3QRxEeI7O7m6bs7OnFEWBa3oYukuRK3zw/hN2tvsockmjaZNlEXEcMxqNEELi9OWU/b27pGnOzs4Wmi7T7jR4+OhDri58lssluzuHlCLi6M4+WbFm51BlE12zt7/F3fv3KkDsxKfIVShACIlnxydYlkPdq9FoeJi2gkyGomYMhk0uLl+yXq/Z37uDZTR4/mLEi5dXFZE6mGHZMrP5BZ7nsF5fUKtVwhRRxog8IctLilxla3gfXW+xmMXIkoYfrCiETy4WrDbnFQn7Rlzs2DKeZ7A9bJMXCXGSMF+sGU9mZHnJxq88I6al0mw0uHf3LShUjg7uIAsZXRO8cf+Iu3ePKEVBUWScn5/z5OlTNNVESAam5RKFGePJgsdPXxDGEVfXU1TNYrWKOL+YsJhvWC6XmKYNikKaC1Z+jB8mmKaFJL5vuv7jL0mSKYoSkCrupaTRrLfYHm5hqAZb7QFvHt1FLQV5mqArOkVW0HabHAx3MT8yJl2WJa7rVuDfVqvK49w0Vv1lnRg+HsnHmiU+/+kjoihmPHnFl3/qC6zXPrrmsfKfo0hNLs58HNegFBGeV2c8muJ6NtN5zMov8dwmd44GnF98SM3TWK1W7O4cMFtsEEJhMV8jodFpV7KaVrvGaHRFq9UiTUp8P2Rrq0G3s8Pxi1OC0KfdbqJS6dSvZiN0reCdT+wxHl8x7G8RbhKur6b0ezvEcUij6SDJBaGf4FgtZHtDkobEcYhtdhhfb4iiBN3M2NpuMx4tMY0h9foWjx4+Z7ZYoOkSuzsm+/t7jCfXXF6M6Pd2SZOIfr/NxcmcvIzY3a8hSQlX1+cMBj08z2M8zbi8PEdXutg1uL6saNb1lsRs4rO7f0Cex3R6HhI5mqISLCsHomGpLFcz9vcPefHygs0mQlJM4mjDvfu3WG9mNOpdNquScC2x3izo9m2QN9guWLqFrnlMRmsc1+D42TWK2mSx2tButKsqgWohSyrj8QxJKpG1CV/52U8iyhVpmSDLNuNJCKXBZHrNcNDAUAvKQpBlBX6Y0Wn3OD17yRv390nSDe2mTRCmJBGcnYTVA6LZrlBytQTT9nj+8oTt7SG6qhGuC9aLgIbdQ9cUGp6LJAsCf4VlqmiS4PbRHa7Hc168OKHbrPHg/iGeI8hROD8fc/pqzP7BAXnu8/b9WxiahqIrRFGELMvYtk2aVo7KLMsoC5DkqvtSkqu+hbKEUoAQlYIOpRLdZlGGpRroik6mFK+vLbquI8vyTYm4Kpe+Vtb9wB7+s8U3P0ry8WNxYijLAklJSLNK/f3hBy+YzeZcj49RFI3RaASUnJ+fYTs6YbSgEAG1mkuSBmiazGR2zXfe/Q66obJa+iA0nj8/JY7E6wYcIWT89Yjd7Ta6JtHvdRBFiSKp7G7vUhYZFxenbA8HrFYLFEkwHo9vXJUtFsuUzVrQ7+3w+PFjXM9A1XIEMbW6y2y2oN/t0ek0kCTB5eUa1+1SChVZ0bDsGqt1iKLqXF3OKUsJRZF48vhDomhDHCcgDOazksUyQNM03nxwB00r2NnqMrq6pNYw2N/fpdXcRlNadJoHRAFMxmvyIqLINe7evcfOzh57+1vU6012hm8x6O6RpwmbTcDp8ylZonN9fU0YRdQbHc4v58znOR8+PMGr1+j06ty7e8hw+P9S9169kuTpnd4T3mWkzzx5vKlTrrtnpnsMZ+i0AKUlVoIA6SMIWEDfQ5e62s+gywUk6EoCsUvOcLXD4cy0N1Vd5tTxJn1meB+hizhdM0MRSw3Ji2YAgZMnMpBVyBN/877v731+o7qS4fnoukq700A1YP9ohKzWcbSiaIRhSFmmCGJGHAW88/gJVVXVfhdCgh94ZFnG2nVAELBsu7ZNKw2uzh00dcgvfvGc+SQhzUQ01azdmIqMLMlJ01rDIMoSDbtFFAuMbwLm8xLHyUCUkDSw2wZJGrBYLGhYHcY3t6hahabDcjWh3W7z6MkTOl2LSigJ4oQwTtkYbeO6MY12lzAtEGSdKIGFG/Li5BxFs5C1Jn5UkpYKFzdTlk5EWpQ1N9SP0FQDKpE4qsMNKhEq8S1jAVGgrOqBLAoSsiihShYyKkqpIuUiqqQgqwox2duBL8syVVXVYYwsYxj3bdX3ikf4DaD2n+v4VkwMoijetx5X6Jp9n1BSMSxotwZoqs1kMmN/fw/TksgKl6IMmM5u2doZUQoxpZCiqCKNhomiaMiySlmIdDtDkiSnKiXSrGJz1Ga1HkOVY1sWiiwzm83I8xJJktA0jel0TLvdJo5jZFlmtVrhuCGKbBL4JZ6bsL+/j2mqDIZtmi0dx3FYLpecn59zc3vFq9cv8D2Ji/MFGxv7XF7dYbfa5GXBaGuDxw/epWl2OTs9QdWg2bJoNttUpUQYiXzx+UsMw2Aw7KCr0O40aLcsdLNANyT+5ucfcvp6zM2VS54puOuM8a1HkbSZTqeEQUIlOMiai7P2yIsI01LY29nl1fMlP/uLZ6yn0Op28IKQo4OnbG4+oNHoE0UJZZXz6vULwjDEtls07S6e53Fzc4nnLwmjJaKUkRc14CTPU+aLCYNBDSLxvYhmo0XD0BElaLeb9/CRBKtRJ003Rzv86m+/wFAGvHq5YHv0LnGsMJ/6xEktnFI1EbvRIUsLNF0nyTPa3T7j2zWmNeDi3KNhD7HbNocP+/zwx4/o9Ew0U+P09JyjoyNUVSYvEqIkrnH/uUaSJ3ieQ15mhGHM1eUNnV6fF69P+Ouf/4KXb87RLBsEjePH73J6dkEcl+SlTJoJ7Owc8cMf/YRGowmiUPMiG41aqiwI5HnNoQRqN27DQlV1NK1+NoGa4IQElYRcSVAKCLJEXObk4u+u9qJY29kXRfH2/Ebu/w085rep1f/U41sRSvQ6VvX+0yaaqWGYTa4ux8wXPqbVo2FJ6FqD9XoJYsLRg03m83kdS+8/YrlIUbUOb05fcvxgmzTxsTT1/svLSLKchtXBXSdkqYikJ5iNimZDIA5KBv0NXr6+Jk8suh2Rgwd73N5es3YddNXAtg0sS+LNRch6ueLRgx5Pn24ymZ1T5gqem2CZJq9fv+LJO4+wLJvVOsR1YrKqIPQLAq9CMWA41Blt9PAWCYIic3Z2RcNqEScOg40moV/hrgv8qGIwzBntaAwHLS7PpkRhxuZwE0Fco8h9HDcnyT329kdkgcDlxYR236o1G1lEnqcsZiGTu4CdrYcohoMgCSxmCYYpM9pU8N01ZaVRlQrzWUCRiSiqwMGxDWKEqdrMZhM0XUZVVRRZR9cb3N5M2T7oEscxjuvTaQ9ZLdZIQsFsdoGkj1jcCPzRT94jK2e8OLlhMNwEuSIMRLJYpNWwWSwvOTja5vT0HElo4PgOimzhrksqccXRsYGhimhygVCKFJlMkmQEcYRudQnDko3hkNvrN2hmxs6uzfbWDuNbj4vTFQ+edshSkZvrW3Z3NtFElbvTkCwU2dzrMp8tQZQwdIs0TWuSdtsmTlOSJKPVaiFJAk3TIPY9lp6DrBiI1PfbpkSvV/Dn/81PyNwAy7Jqta0i1w7crRaeGyCp0u9UEgCyLKuf0TL7L1YYpHtn7wrxbbJRqmqFqaTUcNmiyCjKuO7BEH6TkPy7Ycbv0135rdgxFEVJWeXopkBeOvQ2LPYPtmi3WzjOkij2MC2d0WiE64a0mn12th9wfT4hDnNePH+OUFasFx7zsUcU5sRJieMmWI0uaZ4j6xVBOmGxuqTb6rNaxFgNldn8rvYbVDwQE3794c9ZrqbIkspivsJxAgI/QRJBFqFpd7m7WUNhc37u4PsyVSnwB3/wo9qwtciQFQlVExn02zx5/KDOPVQ5lqkzvrumKGNcf8LRg23CcMnOTh/PXXB8vIMsFbRtmyTJyOIC9b6t+mB3jziOEQUNSVLxgoD5fEEcp5hNg4Zdk4y+fv6aNMnI8oidvQ4//sN30cyEVqvJ+fkpnr9kf3+bhm3SbDbIsrrZqtM1ODjawLJFxuNbVEWnKFPKqiDwY3wvIssqrq9uub295vmzl2QpTMcef/s3X/LqxTXTicNoYw9D0xGlkr/95a+RZIPt7V3CMKx3EsGYMBzz+uQTktjls08/JQ4KAg/Eoknoi8iyiKpYRJ7B11/OuThfkxUWeamgm02arU5NdbZ0vvzia46On9DpjrCsDkGYU1Yium4ShSmtrkV/0CGJZJ5/NSXPJR48PcR1fCzLotfrgFAiazKSKhHG9aSAIOL5AZ4XcH17hyCJbG6PsCyNKA1QDZU0L5hOQ66uAxBl0rxEVGTiOCZLIu7u7mqjGeqKRhAERFGEIAjEcfz2+f+7fhXfnGUBWVrUJkxlRZkXlHlBQU5BSZqFBIFHliWUZc1x+O2J4J+y6H8rJgZRAkGSaJgDdHWAgAbkNBoZh0fbtNomSRKyXC5xnYjpxGW5CGg1B6xWK9oti63N4T29VycvJBw3IU4E0kwkjDLW7hrNqvjxHx8ThPM6kVNm9AebBH5KkgbYTZ3NzSH9fu/t1s1xVvT6LeJgTr/X5Pr6ltOzCV6gIgo9/ECm2+3hBxGeV/+R4tCtH8bYI019dB3aLQtFqV2g+r0m/Y5Jnri0O7UPg9VQuBtfomgljjvjRz/4Id3ukPPTC6o8Q9VkXGeBadpcXd4QBjGbm9sAnJ+fsH8wIs8LPvjgA3zf5+jogDT3OL/6kkp0UDWZnd0tijJi7U6oqgKrYaKqNVNQ00WKyufR433CMEZTG+i6immaaJpBFNYPqKIotNo2rVaH168uoNL54Lv/FZrSZTTcJ44y2u02dstie/eAl6+uydKSwWCTNM1o2yqKHPDd93ZpNSU2Bz1MwwAxoigKyhLy0sMyVNxlhqG30YwR42lEJRqEaYppm8SJV/tX2E3enF7gBzlrJ0MQTfwwJc2LGuXvh6i6xXyWUJZN4hxOzk6I45wgTBmPpzU0pUhrPDxCfQoiFTJ5Aaqio6kGnhvg+AGKLpGXCaKmIGttfvXrl8yWLq4fECcZjUaDLEsxDI04DgkjnzgJkRWRLE+Ik5CizEjS6C0e4Juuzd8+fzs0kAQBkRKR+v9a9xFViFK9qApl9Vb1+M+Rb/hWhBLtlln92Z98wMe/fkGWV0hKznvfPSDOZqiKyXpVY8c0TcNZR/heRhLntNomsgKmISPJJdc3YzY3jri4vmA43MJ3Mzw/AUq2d4bkpUe3G9Jstnn9ckwcCriuy/e+94jFYkGRB2xu7xD4CUGY0O+1SXOHZhMaeocoqQhDgeU8wvdzAj/DC0P+8EfbJKlLFHsMh3V9fjZbsLO1ieslpLlA4Me8+94jdEPi+vKUdqvBah1QZOo9bMbGCwo++fAVutW8d37aIs99jo92ef78OZbRoDfo47gprp8RxyGb210kIWWxmCEIFkVex6GDYZNmyyAMEuI45+L0jsMHB5RlRsNWGd/d0TB0NG2Ty8uLmgWRBDQaTeYzB9cJODxu4/sRUVggCgqNhokfODXZucrpdjYIAoGvvjinKkr6PYP9gzZhKpGlMmenc5Iko9vXyPPkvuyWs7vTpWmrLGcLNKNN297mcvYCzzG4PI0wmxpVniFU8L0fDIlihcvLS8oyZ3O7TaupoajUxKu7gs3NTfI8pdGQ8fw1G/1Nri4niKJCliWIpYxQaoBMw9Apygxd0OkP2hQUWJaFKIrc3U4oqhIEiTwvMQzjHuxSsj3qMB17BJFPo9OkKIp6cUkzdEVlb9Nka9Rjc9hBV0R0tY75wzCiFPidUOG3dwii+Lvb/d/e/hdFQVVVqJKMqtV2fJIkkVV1CRNAEkQoylprIQgU/KZSUVXV2/BDEIR/eVWJJC75+vk1uqXx/g8e0Wqb5JlAFtlomsHGxibr9RpJEojjkDiOKUuIo4A48jEMAVXNaTZl5vNLDF18K9n1PIc0zXn54pQ4lBCyTW4vPebTgOvLJUmSIqkuqh6j6zrPn71Akmq1oW03saxa6OMFE+bLC8oq4vs/fJ+Kkoat0m6pLFYuht5A10xkWUWWZQa9Pml6b4KSZZSVwJvTK6K44GZ8hyyLJEmCJCk4Xsh0vmY2X7GxucX+0S5xXHF5Oce2ByzXLhtbmzSaNnme1mQqXef4+AmBl2M3OwyHI4oyxjAMwiDl5//5OVkik2cSnpPWfIrbCZJcESchvhczGNTf628y3iqL+RJJ1PHcjDDIsMwOWZrT7baZTMeMRiMkUSGKPVbrKWG8oNszeHC8w2DYJU1z5tMlVVWQ5gKiZLNyPEabQxBK1iuP+XxKmoUgFORFxNq7QZIrrIaOYRgsxymhL5DlKZKQ0WxVaFpWA3d2j1C0+8FtiHT7BlkasLe7i6E1UKW6p2Fna4Sq6ERe4ZlSrQAAIABJREFUBqWApouYRoUbuDSabcyWxdnlGVEUMp1OmM+WNa28KlAVCV3XSZI676ArCmkcQJHT0HXKvEBRJBRFQhShoGC8CPjy2QmffPYMQarx8t909wpCbURT5xKr+wasCqjervR/31kVGZqmUAqQl1AJMnFWkucikqhSFtXbBKdQUdc/f+v4Fy+JLsqKMInobugUTPjgh4eUVcJi4RBHBYZh8fTp03tuoYWmKUhShSJrKJLKq69fURUZ7VaDbs/G91ZURYKqlHQ6BpoqYOgas8mU0zfXlLlBt7PBaHvEd7/7HRTZhKoAoWIwGKAqDagMfvZXvySNFQK/pNtrsrs3wrA0nj9/ju/7DAYtdnd7RGHG2cUNoigTRQmaopOmKX6QsF47GLrF5tYBe3sPOT+/ZWO0xWwxraGjVj0YLq6uKcoSSZZ5fXJBiUZRmtzdeZye3eK6MUGYv5XGXl3e8tOf/Yrz0xlxKKEoLTTdoCxlylJla2uTZ8/fkGYCt3dTRqNtRLFe9bMso9PuM52skOR6gouTWvjVarVqJytJQtc6OGsf0zQRROh223iew2q1oizB9ZZ0ewZZueLm7hTXdcmSGod+c3vOcGMTUVIpyxzPX9Lt2PzkJz9hf3+fs7MzKkFCVXRkVUZAp9NuoJsl/X4Pu6XSaBU47hxNCTnY6yEJIn/7i4/4+MPn6JqNqphsjZoMBjaB73BzeUWepmiKTJaGbG8OeP+DQ7a2ZRQpoigyRptDDo92CZNlDeIpPIJwxWo9J/AcBCryLKEsMiRBQJUlojjAcVY0rJL33jtCFjJUWaEqqEOfPGflJkRJyfXNhChMEQSRPK+xATVTsvwdruPvMh7//sMym+R5he9FOF7Kl89OyEqN25sFSSIgSyaSJP/ODuGbz/unTArwLWmiQsgZbVmYloCs5syXF6imyIPHDcpM5+WL2m+yYRuoioysgCAorO7xbwf7j1DkAme1RNVMdnd3cV0XVSlJkyWtVhdF1pHlJoJ0Sbvbw7C7hJHDYuVy+aag2+8gKkt6vV2qQmS9SBGrLqevlzx8NARhzWyxJE4sstii3W4zmV5zeLBJu3nERx//nIYl47o56pYCiIRBhCgbfPHlcwaD/bpmHq348Y8fU5YhSRwzaDZodxs0OhpWo8tqkTJZxrSaXRzHIU0SDg43cF2fm6tLHhwPSBKRze0HCILLaunws7/8mIatcHA84vpiRpYKyDL0hzZxHGNaBuuVz/GjJzQaKVEcUMQypmGQE+BPPUadDp7n0Gr1cN0VT56+w/h2QRg5CGLKfHHH0YMDxndTOp0eDVvl+uaMoow5frjLfOLTNLqcnlxgdy28aE0wHVPRIElD0kxkY7jD5198xLvv7jAYDJAEg/Hdgma7BaIIootiToniNY8ebjDc7BG4HlWxqgEwso4X5Khqm7s7hzgK2d0RMZpN3ry+5enjR5y8eYVAyWI2rnF4XZfhls2j4yc8+3xNr91mPD1l57CLLHa5ubpm0GrizAPKIqfTapMmBXFa1qYyVJimwka/zY8+eECSVtyODaaLNYKkU5UioiAgijK6qfLBO+9jmg2++vIjtra27lFw1dtQ4puf37wu70OSv28gX16MidOMJC1ZOD52s8OvPvyayFlzdnqNpgp873sPsQyNihKxFKiE3w1L/rHHt2LHYOgqx0cDNodt3FVI5FdEfka3YyPJBcPBLnFgErgCrusTBD7tdpNGt41stJg6KSs/JM0yojBjPg4Z9vs14ai0CZwCq6GiGwKmtkPg+ZTZFIUcqSoQpJT53GfvYANB9vCTG3zfR9dbLJdr2j2JSqro9Ycc7u+iyDF//KfvkeU5iBZffPoRf/Qn38dsKjx59wnThct4tubg4QaSVDEc7CALJhRwuLdPkYuYepc8L1jMz5ncXBM7Cd5sjsKCD94/wPfnlEVGkSbIMmi6zI//6IekCTgrh9h3ODrYRldVNGNEFLcIvJA//KMfYhgaYVARuDndtsb+vsZ0OUbWI84vXqPKMr2eynxxh27I9Pt97q4mJF7F+cs7Ou0R52e3TBYhpdBBkDcRpB3evHHICp0wLvD9kJ3tB/hOwfnpJboBihUx3FMYDHRs02DQl9FUn+2NEd22Rp5fIgoKX3xxgWlskGYB+4cDTK3EW18R+imbg++wWqfM5xEXJws0ISdNXUoCVDOj2RZ58HCEbep0G00mtwFZCqapU4o++w+GSIrIyk1IgpKrc49ub8RXLz6jEHwWqxtGwxamFXI9eU0h5mSU6A2brCi4Wczw8nu/RwoyCipJ5mbi8/lnl7x8Ocb1MhA1irwCoQSpQsenYYiIqsYvP3nN3bzi489POLu4QRIKJATSNEOSBLIiRTdMZMV862b1G09MkbKsCMMIq90gr0SiXGSyiFi5GWFUkqkdospgvA5AUilrxhuFWCEh1tyGe4s8oax9WISq+L3G5LdiYlAUGd2QWa4mFGXM4eE+rVaH2XTNfLbm5PUb7u5qBoMoFRwcbtHpmmi6QhCE3N6OCYKIre0RWe7THTQI4jXj2S0PH+/R6zfRNQlFKWg2G0hyRcOuISm6rt87Ngn4nkCZazSsNn/wkw8QxQSBFN9Z09BHXF/ekiRz+kOJ8eQl29t9ZtMxw60ekNNuN5kvpiiKUn+mkJMVPu++e4jj3LExbFGVKVeXt4RBTr83wg9Tkqyk2x8xni7IConZbEaW1dbvgliydpYMhh2uri5RFAXdqN29l6spklyTsp88PeTJO20++vQvKFihGDlJFnNxeYNhdmjZW3z86zf0OodIkoQXOgyHG5SFiq7VW1bTNNFNjU6nRbPZQJEkkijAW69o2RaPHx5zfHQIVUWeSixmPoZu0+22MUyVvAhQ9ZzFYsFoNEIQII0D9ve3MQwdUZQZDLuois0Xn17Stg+YjNf4vk+nvcPkzufNyTWGaeP7IYbVIE4KKHuEPvT7XcJoxWo9RpIkgjBltLmBKIp0u12SJCMKYybjBQf7D/A8ga3RDyjI+dEfP0bWZMxGm9OrZ3zyyQm6MqCqDNbLiPnco6xEKAQivw47qiqjLBK89QpBkDg5G/P69Q1ZLpFnkGUFrYZNy2rQ6Q6RZI3XJ2fcjSdouonvhXS63ZrTUJYMByOKosYY1u5TMXlVUonCW1EUVLiuw6effsKz5y9Zuz5+GGOYDeaLBRUgSRUIOZZl1D0TSFSViPg7AcBv7RbuFZi/z/GtCCUcxyeOY3RD4qi3jevNUFWd2azWCezs7N2rxXx6/Qbr9Zw4XaEoNrohEccSo+EhNzfn2K0WoiDQam+gKBIvnp0yHOxgmQqr9RpZMYiSgG6/ja7nZImIpEBD1wkDFbOpMpnckUZjNvca7Gy+h6bHnLx4RuiEzIQFQRDQ73fp9y3ol4ShxmxxzXA4xHFiuu0BzUaD0I/pNNqsF3d8//vHrFYrgjjlwf7DujSpxkynMxTZZD5P2d5+TBz7DIctqkIlyyoGvQaIK3RNwrZlbLNNHIeIUkEYrdB0AT8K6A0slquXqIrCaOMBr14sCZIGgZdyejLG0m2q0uRXvzjjwWOZqsyYTUKiRCRLYh4eH2EZKqqukZc52zsD0qQiSSKCMEGsMtLIR5IqRv0enl+SZwFxKFCVCtPJgm7PpixLtvd2GN8tqQpoNgTCcI6qg6QYpGFAtztiEq+4uLxje6fD2hkjYeK6CwTJIM9jKkHl+nrJg4MNsjJBlDTOztaQ9ZneZDTMNbuHBuPbKft7xzhxTUmSZZ1cKphNVlgdg7SK+dlPbxj0t0hTgVK5BiXBtLrIWpP51SWiqCKjIlQSilBSViVFFmE1VHqdFrKo4K4TispClKV7OzgJU5dJgxUbwz5Wo0UQOPiBR1kVRKHP7t42ZZERxjqSIHE3njPcaOM6S0RRJs8LZE2tV+eqQJYE8iyh0+nwp3/6p3z67AbHT6hEiVIoEGQJQREQhLo3RVMMPvroYw73djjY20KUZIrfSVn8Cw8lJEnkow8/QxQUwshHlCridI0oZWxs9Lm8POfu7o4kSRCE2rSkjp1rT8b+oMvd2KXT2qUqTMLQJ0tL8rRkNBrVRqYTl3a7S0lJs9Xg4uKC+WJJJQhUFJiWymK1ZjFf4XkuO3s9RiMLSYmZTW7Y2NhgZ2eXIhepSrEm9SoFghSzcpaMNjeZTRdQiSiyxnK5RCibnLy6I0vqttk0C9nb3mK5mjOdrDD0eqWpkBlt7nB6es3JmyvOL2548+YNSRIwnY05eX0KZUWWJAhiTSU6Ozuj0TDpdFp0um0+/fTTe82BjGHKmJZWC23yClEyarFMVvLo4XcQRRVV19na3qVCRzfaBGFdx4+i4N6lykMoCwxNZmujj66K2JZOFPoEnkcQeDiOg+PUmpLp2GPQOyD0RXzfrZHxLZOHx1u8ev01zWYLqpp/EMUBfjhjuKmzcm/RdZ0gdtANiSx1efz4sCYqSxbrtcB4Mme98gj9jCSCJBKwGk2WzgK7aeF6Dn7gsljMyLKIZtNia3vAYKSBGCBicvp6ynQ6J4oCTLNJki3IS4+NzTaK8o0dvYDd1GucX5WjSiKj0YjBYIDvh5RChtU0KKsYTS158GCbXs/iYHfAqGcjFCEyGaYs0rJ0Hj04om03kVWLv/iP/wk/iFmvfaqq5kQ2DBPLssjzmi+ZpmnNy1QU0rwizXJKBJaOS5xm5GVNL2/oTYRKJAxiTKOJbduUVYYgFzW9qvptCKzAP0aR8K3QMbSaZvXf/5v3uLp5xePHD7m4uKohFWJBVdq8fH6HqrSIkxVP39tF13Wctc/55S2yZFDkMlkKSRIThCsePTTR1RZZllNSsphFxLHIwycbtNqwWq+xG12m44AwKOgMmuSFT7ths3Y8LMuixMcwoGmbiBX8zc9f8sEP3kGQQrrdJkGQUBUqb95c0N/oE0ceQiUjSwZpkLC5NSAKSprNNufnlyRZiOevefreu0zGS1ZLjydPHjFbjtENG0E0ef71ayzLwPM8RhsDNF0miTw2N5oUuU+zZeD5KfP5nCiusO0NFKmBIGm8evWKJ49GFBWs1injuwBNaROFHlZDQ5Yijo8fcXV9yg9/fFyb54Q5y5XGi68/p9VU+PN//WNC38XxApp2lzcn1zRbJrJY4ftr9g92cJwVVVniRykbG5tkaUUUxURRiOOukCSBzkCmbXW5PL/BNjXsbpPT82sQFKrKRJZ0fH/KH/7pLknkYmhdbu7mlIVElil4bsRg2CPwIySxwXQ84fjhHnkRoWoNPv34a4YbbRBDjg5b9QSy8vD8JYNhG0EQMY02kiTx4tk13/vBFlme8PEvbzk8fECjHeL7M2TZJo0lZlOHKpdomhaKXtBpD4mDkvXSoyxLdEVHFnR2j7YpyozFYoamiGiSSBmH7O3usJ7d8t5338Vudjl5fUG3M+T25oJev8ndMiTLMihiHj3YYmuri0xFlmWodpPUD6AqEASJrJRYrgN++eFHqGoDxWgQxQX5N6t/VWDKAoNej3bTxlvPqEg4fnxAr9ch9eO3zlZFUZdVoZ4k/vh/+hemYyjLDLul4nkeVDXUQxIavH55TZoFHB7t1NZvosrN1RxKg/k0IE9qV2ZRkLEsi06nw+7eATtbQ1q2wUZ/gCBUKJqKKOucXVxxcXmNJClomsX29i794QiAZtPGc1dkSY7nJph6l05rC8fJMIwNHj4+pqyg3d4iz03yzKAoNLrdLfK8QteaHB0+rn0MVJ1ms4lqZWSVy8Mn+9jtFp3eAENvIMl6XRYMXHZ2dmpxzd1NrXkoC77/wY9ZrV263ZrkQyUTBilFVjcWGYbFaGOHPIPpdMnd7ZKmPeDqImY8DnHcAFWTsBolB4dNGnbMn/yr91GNkHZX4qvnL3G8lFa3x+X1DYqqs7u7h+/7TBcz0jTFcRw0Tan1FnmCpEosl/N7ZqGMrEj4vouiCjRbBpJcoGoVg2GTVtumqgoMVaLR1DANnf39B2hqsxaVraHILJxVjOuHCIKAdk8HV6WSxw+30bSMVkvBcadIksB8PiOKIuIoZWf7kCgsabb6xHFCVVXIssijx0dYDQVBTCgqlyhcMxw2mU4myKLEzk4XQfAo8oh2o4MiqWiqRKdtsrNjI6shrb6KouUkWYQgqjTtLnGaU1Iwn04Z34wRK5FWs4tltjGNDjdXC+ymiW4aXFxfMVms+ZsPP+di7PLibEIUZxhGA1030AzjbbelLMsEno8AmJqOgEhRSry5uMVo9Nja3qTbaWGaOpQVqqwglBX9noRtFbRbCqqq0moPefbsko8+OeH1qzf4vg98s2P4xw3xb8XEACU3t2e8884T3pxcMJ2smE1dNkcHlFUMQm0LnsQp67XH61fnFLmIKFhQKciySl4UpHlCFAfMprfomsJqvaRh6+zt7SKKEsePHrK3t4eqqoRBxGeffc7Lly95+fIlaVpLWDutNg2jze3NnNu7Bct5wKefPOdm8oZG0+bXv3rJX//0c25vXc4uLknzCEU28P2I2WxB227R6/V48ew5ulGRFz5J6uO6DiCwXDnkWV3X9jyPKIlotWySJMENfB4+fMjt7Zhms83J6ze8ePECSzfpdLr4XohhGCiKQp7nHBwc1p15kobnhmR5wqPH+1RCgNFI+G//uw94+Njm8dMWV9cnbGw2eXC8R1mInL65ZDZdUBQVhmGxtbOD47m0Wi00TSNNM+4mY+I0ptG0MC0DURHxIx/dMul226RZgiyLZHnMaj2tB6WU4vsuURxiNQxmkzGyLDOdzEiSFFWxECqTMjPIUplWq8t8PqcqJZIwwjAM1s6M+fQGSclRtQq7o7Cx1eXudsZ6njKbBMRpQhA67O7WfRhxHJNlMaalIStgNVQoM8Blq3/M15/fsTFoY1oxhiayXHhYpk2SpBimShI77Oy2sRoqbuAwX0zZ3NykrKDb7REmMUmcUeQVrVaHyWRBHOWs3RgqHU3XGU+nfP7sOU4QkiFTyTpRLrJYrYmT7N4HU7qXQKcUaUaR5/c+mCJVJfCff/4LkiwnLyoePzx+64D1jWCqLEsUOeX4eJv5/BbT1FmvPJJUYDJ1WSwW5Fn5d0qgv/8w/1YkH0HAUNtcnt/xne/8Aav1RyAKRElEzxjWVvVFyMNHD1gsxzx4sM16vWZTbjOe3NHvNyjLktXKocg19MYHPH9zRlkEPOw9ZjUPkASf8cUa1ZQBmbM3bzAbNsfHx8iawHq94Dvv7uL7MW9OzslSgYszh53tTVxngt3cZzGLsW2LIhewrT4H+w+5vDzj5dkd77+/h+dO6Xd7NaTW6vLhJy/Z3jxi0OsgSWuiZIkY5GxsbhP4BmkSIAtgaCKH+33iNKJpR1Rpxd2tS7/bZV4WnF5eYdkyiqpQFAvshkS7M+SrZ5/wgx9/l7/+Tx9y9PARraaMrgW8/2STdrvLiy8/xWpaqHIDSpfQS1guFjRNm0KTWC1jmoZNmq+giohCB03p8dWXl0iiTiXZXFwGuO4t73/vCWkWsLpYEkcFj48f0LZtojBGREGTTZLIZ3unSxyIZFmE2ezQ33iPly9f8uB4B0WFl69TotRDkCtuxgJffhlSFRmGsWBjY5vFwmGwYWPZHTzPo9O2UYQGiiCytd1HkQUmszu+984hW5tNnj27YTJeUlYVumVSVQp5KDJ3HHRTY3fngLPTEx483CIMl2xsbOI5Hk1LJPCX9Ls2itrk5WRNr6siVjndpkXUdZmvv0KVbSSlgSgVJHGIqhmcX9wRxgmrdUizYaBYAq3eLrOVzzpQUHSZIocoi5GEqjYDJkTTA16fPaPXarC3tcv55RXvvf99fvZXP2XYGxKnBbv7Dzi7vENUFP79//kXaIZNUUqUVY4sgizBaLBHWaqs3ISbuxM2RruESa0GVi0bWdMpqgpBFiiqb0hPv9+I/FZMDKZp0GzphKGNqRvs7Wyj6TLFvQhosXTYP6jZ/nFioCgSWZYxnrxG0xT8YFF/KZpISknoubgrn6qquLmIWcy8e9DGGlmoOwoPDvscHh4yny9ZL3PStOT6doEgCHS7XaqqIgxlRKnkydOHeIEPQsZoNCKObsnyhNcnXyGIJY7jYJlthKrg+mZCtzOg1WrRTTYpcpk3J1eMNof4IezsjvDdDEhRdRnXW5DlIYYu0up2ycuYOM3Z2h6SJBH9oQVlRZELxFHGoFcTmNM0pj/osFpPePrOAxbzNQ+OjskyF8/N8TyfXm+DEoHFYs5oNCJNXO7Gl3zn3R9xe7sminPKqiSNI64uzylLv16RlJy8CNg/OKJMJU7jhK++eMNP/vBHLKYJvW6HX354gqkrpJnPO08P2Nk7wGqEIM5wA4+NjQ1urm9o2SN0w2C+cGi1LTx/TL+3w9JZ0+tuELkxVCLvf3+f9Srg4vwaWZY4Ot4mih10XWdys0CUbLI8RVV1NjbbnF+8pt9/ioBMv7dJEheIWGRpiiiCpBd4noOhN/C8Om9kmTZffv6K0XCEoioIQorjrHC9OjzV9QF5eUucBOztbyIJMnFUkIYJva6Ov4ZOp4tzfYduWHWyNisIFwv+n1+4xHmJqDTICxFBFKiKiqoCUczJiwRdF4jKhOtFiJdkxFHC//F//188PDhG100yN8LxE7Z39gmimOl8RVGVCKKAoWqIUsXWaIistvmrn/4KWbNANFgsXdqtWi6/vd29T2jGCNVv+iYE4ffbNfyDdwuCoAuC8GtBED4XBOGZIAj/y/31Q0EQfiUIwokgCP9eEAT1/rp2//vJ/fsH/9C/UVUlGxsD2u02v/jFL9A1BaoMScrx/AVHD3bw/CU3t+cIYsF0douiCHS6FgeHO+iGzGiz+xb2sn/U4Z33djk6HhAlSyS5vj4YtlFljVazgSILLJdj0izCtky89YqvvjwnjSVUvYnv+zjumuVygeOsCIMlqlLx6uXXmIaGZWrs72+wu9vjnaePeX1yim42GW1vEWUhORl7ewekaU4UBYSRR5qFnJ2dcHt3TbNdsw7SNGa5nNf9+bmIWBpEIZiNNk+ePqbZ0ml1TRoNExCYTCNu7xzKSkWWan/F8fUUb+3y6RefI0kStm2xvbfDbDnDcda0Os0aaxYFHO5vU5QpCBl5nqKosL0zwPPWHB7tYjU0ssJja6cDwpwgnvD03SPSLCJNQxpNhSCZs3e4RSkJIBokscwnH71kfBOiyENazXq17/V6OM6KohAY9HeQhAZUInbTYmt7SFmliFLBzu4AzYAsD9ne3mK9ivjisxPKXCMIPBq2SprFuO6a1WqBadVkK0GsPSiLIqPRaPLi+RUXZ3MazR5+ENAftLCbdXv2eHLLarWiqkRcN0SkRJGh1TZRJDAaNi+en+E7IpRmzcZwIgRkilzCtvokcYrr+oiCTFaUIMtkgkCclSyDAhSLStRIsrr5CbFCkisODrdBSAnTgNlqTqlKXMwmPDs/xep2+fLVSz5/+Zp1mLJyA7744jmuE6LIWs1XEEUURSEIAm7urjm7nCEoDfywIEwL0iInjn2qMmG5qp9XRZX+PzLpf9aJAUiAP6uq6nvA+8C/EQThJ8D/Cvy7qqqOgRXwb+/v/7fA6v76v7u/7794KKrGYuljNVo8fFjX+x2nznB3+wZp5rK51SOKXYbDHooiEicBw0GP5XxBy24SBSGboz5VFTOZXLAx0qmEGaNtsNol/eGAya1AUbnEiYemmUiiThgkyErJBz94RKu1z90k5Ksvz6jQ2ds9ZHd3l43RgNFWmzhxePhoj8GwiefPSVKf+eKWonKYTqe8ev2G88szdvYH3N69wQumdPsa3YGCqifoZsHGZosoCvn88y/Z2tlFUmT6vQ0Wc5/PPzrn5ZczfLfks09e8fzrC+aLgMl4RrvbQjdlJFHDMBt8+dUn9AcWRbmiN1R49zu72I0BjudxfXvDmzcvKcoQScswGxJXV5fsbI7qfgdnTp6FqGqOaZRUhLzz3gPGt1dcX75hZ7fPcGgy6PXRVZ2b6zuazSZe5GI2JXpDjfn6hu6giSiLIApYjQ5n5wvevPCZzyvWa5AVG1G2yAuNDz98ieuKmNouSSQzGS9YLBaIUg6SSxi6qJpAb9Dg4OAISTA5eXVDVSpU5MiyyNHhQxRVZjy5ZLG8Iwg8ZDmmLNc0bIlOe0iemGjKDqa5S7dby8p1XWV3d5tWy0aWa0nywc4WIhmynFMSoeoFolqgGzZ2s0+alXh+BIJCb7DFl89OMBsWcZpSVBVFBVkhkJcCCAqiqlKJECcBqlxRFD6aVpAXASIxj453kdWKrYMtxosJsVCiNC3mgcsyCgnLklUUEhcZBw8PycqMrCgpqgpVrW0Q2+02m5u73Nze4QUhwX0Lum5JtNoyf/6vf8TR0QF20yDLUmT5N2a3v+/k8A9ODFV9+N+M4fuzAv4M+N/vr/9vwP94//p/uP+d+/f/a+EfEG37XsSHHz4jinP+9le/5HZ8x87OHs46YrV00HUDy7Tp9zaYThfc3Ixp2h2qskZrL5Yz4iRguZrQ6zeQBJNXL8/odLr0el0Upa5mVLlNWUk1f9EyGG2N6HSbTOYTbidTwjggilMkxbj3RtTQdIkgnDMdz/A9hzBYc/rma+LIo9NqMuwPMEyZo+MHHD98hGnZ3Nzc3JOqC1RNqH0ZSBkOB6RJTrs1QBBNBv0t7EaLKA5pNm36vQ6dTockCdG1BqtFRFU02N97wi9/+RF7e3sY+ha+I7O79ZQi04lDiemdQ57IeH7AbLrinXfeA0HBtNr0e5vc3MzodrvU/RspWZaRFyGGBapeYLdULi5fY9t1ZYeywHGXLBcBZa4iVioCKlGYkhcCYZTSaw+Z3c7JkpjN7RaqntLtWSi6hix0yBIVSdQoC9ja3EFRNN6cXJBnMB6PsU2LOIgRhDoZN5nMaLYarNYTJDkjzRJsu4UsGSwXK5YLl6qSEJB5/Pgxu7u76LqJbsgMN1qkyQoFzC5lAAAgAElEQVRZEej0hvzlf/gbXr+4JUtlbq7nNKwOmmpRFBW9Xo933nkH342xrQ6qZNK0W9zd3ZATcjc/JRc82gMdQStw/AVfPP8MUYYwiUjz7O0KTlEiFvcUaAkkoWB7owtlgqlKGIpIw9JxnSXPv/6SdqtJFAWMRhtsbgypqorVfMHW9jZJljJejMmFlJvpFYWUIKs6ACUVSZLQaneZThYEUUhelW+T0EJV8cF3nhB7S0xTpyiK31JS1qTq3/f4/xV4CIIgCYLwGTAF/iPwBlhXVZXf33INbN+/3gauAO7fd4De3/OZ/7MgCB8JgvCRH8SMJx4ff/oVg40humFwN56TF+J94lHm88++xnUSFMmm2djg8mJGmsUUZUar1cRuamh6/aCfnb4mCoM60+965HlOEDrEhcd8llBVGs2WzuuzL0gKl+OHjwmCCtNW8fw1YRjS7w1ZLGY47hzHG9O027V5qwLbO0N2dje5vR2jqRaSLCCJGh9+/AwvSNENG1FU2dnZpigy0jSlLGExX1OVKqEvoCltfvbXv2Q8HhPFDrKaISkRguzx+N1d0ixkOnGYjSNOTuaksczXz0/54rPXnJ1ec3095u5ugiypPHnyhMViges67OzscHM9JfBz5pOEv/wPH1OkNoIgcHp6BkjYdpPhxoCNUZuKBF0TGfb7eJ5HVVXs7e0RRRGKUjCZnWJYAmm+IoxWeP8vdW/yI92e5nd9zjyfiBNzREYO7/y+d6pbdattF0Zyg4SQN6xgzYL/wBtYlqDBwI5tS5bYswDbvQBhUbKE2lXVXXWr7vSOOQ+RMQ9nnllE+hoJ4a5qWqj6t8mMITPOIuLE7zzP9/l8gjXtdhuxypDEjEZDZDo9RVZKrAcXyPnZPUlccn19Q6vt8vbdt9i2wWDYodXSOTjwSDOfltdBqDRso0Wj4RFFAaomEMVrLEvDtl3CIMO2Xfr9EbttjKrqWKbDzc0dSZxzd7ug6TbYbGeUVcTN7TWSpDA+fIy/EUgjhfPTeyZ3+6IptczlxTVJIBLsaqrCwGsO6PZ7vHr1jO5Bm5wcyzH3FmpJJc1rakkhLXLKuqCsS/I8p64qxBqkGtIkosozHMPkk5evqIqSuqhpNzsPhUOJMk+p8gxJhJurSx6Nxxi6Sllk2Pa+0xMmPiUpeRXjOA6Iwv79U8Ll5S3+LkaoZYocymIfy87ilOvzCwxZpaxyRHEf2Pr/klH6nYqP9R4X87kgCE3gfwZe/rVf8d/8zz8F/hTANKT68UmLR4+OqMnZbkJMw6bROAI5JA7Bdl0QBMyGxeJqzsHJkO12Ra/XY72a0fQMXj5+ztn5G15+dIisQKPhMpnMGA0Nej0Lx3FJwhWG6XHxYUpWCnz08Qlvv3uPikGWyRiajq6VuF5NFEikWYqp97AaOpq1B8U0G21m6w3+LsdwBPJSQxBidEPk8ckrpvcrTNPj9D1cXa7JshWffPKcyd2CKFqSZeCnJQcHHrq9I09iQh8so8l2u6HKcp6cHPD+/SVZtaKqVPo9D6XS+MGnXbbRlPvlmruZxrNHn1LXE9rdkuHRiOubc/xtRp7J2G4L1VC5ub/Ejx0ORs+JCpHT028YdPednH6/Q1nFxLGPKKr7anqaopkC2909jYaGqmV89ukRql4ym81w9ZrILgjDiB998cM9CHcZU6Q1F9MPSKrK3V3EC+cASdRo9xSC9Y44iHjy1CJMUl4827s8c00kyzVU9rBY13bJ8ghR0Li+nHPypEVvrFNmNawNbm9ucF2bUqiQbZmjowa6VvL0yQmnHzZ4TpP5cstylTG/3zE8GOE0c8oqRZZVojBnG/lkmcb11ZTBYMxqveSzL55TlztsvcHp6XvEIwlVsrm+mgIiLz7qcX46Jc1Bk5skSYymlghSiYBCszFAlkquJjdE24DjgyFhOCeJE/qeimoZ6M5+tmExW+C5GovZOabXQlVEgs2WKIpoDx7x4WyKLGvUyRRRAlWSkasa21ARhJSnx2Mury+QpBxBEMjznNFwACKIdf09QX6fggQe4C2/z/q9uhJ1XW8EQfgZ8BOgKQiC/LArGAO3D0+7BQ6BG0EQZKABLP+tByGrD1n2kixLMQyDINxh2y6CIHF7c8sXX3zBz372M9q9FrZtEwQBtmmSFyHNto4gJMyXVwThGgGTg+6Q9XqO4zjsdhmnpxecnByxns/o9mUePz5htVny/t0FpmkhizZysR+XNi2N+/sJo0GP1XJOFOZM5/cMhwfomsXV1R1eu0Mk5fz617/h5OQETa85Ou6TFWvmq3PstMFmlXJ8NGC7zZlMrrGsJoahE0YFxWZf3DIN6eGbU8bfxXidBou5z/W7dzTbA8ZHH7Pd3dJyHa4vb9j5JUVd8PTpc96/mfKb3/4F/Z7MaOQyv1+jqiqffPqExdynyCta3oBKKAn8nC9//VvKsqLZ0nHdBqvlPYtViKrVNBwd3ZAoVYHlcsXgYEgcFOS2QuBnhGHIZDrFsgzSdA+bdV33e9bAeDzm7PQG0zRpeA6Ksma73TIYOvQ6h4z7BnUlIcsilVCxmK84PZ1gmiZxuqLhiMRxzng8YrvdIlQuglgwn0958uIR2zym2ZIJIo2qFNluYsaHEqbucXM3JwxSXLePUOvolomqqqxmyYOoJSEvKuqafRCu2WY991H0mvvZLY7tMZ8taHY0xFqj6R5wd7tmsw5pd/r0ex3idMXBeMDZh1viIkDXdaoipiwERLEmDUMyIUWoS7ymw0evnpFGLRarK9r9DlES4wcxWSmCoFLWMoJosl5m5JqEUCmcHL/gV1+9ZuPnNBoaQrlPXYKIZRkMBx3KPMJpavyHH/8xglgjSArBNtgDXaqC3/Pz//+6fpeuRPdhp4AgCAbwHwCvgZ8B//HD0/5T4J8+/P7PHm7z8Pj/Uf8Ve5qiqLi+XKDKDqvVlsViSZrGZHnA29cXpGnJfD7H8zxubyekaU6/36coCtIsQtNFZDVntZ4wHHVwm3vEfJLuI61FUe3xXRI8ef4Mt2FyeX3GduujKS22uwhBStmszhkMTYbDBsN+lyLLWc13TCdLilzi3dtL3r45QxJVzs+uEQUZQ7cI/Yp2q0u312S9vUdRCx49HkGdUtXp/pgaBmWVUVYJrbZLHGUkYUGvPWa7iciKCkEWMS2D3qBHr9+nKGuubiaYloMog9cx6PU9kiRjfr/k44+eUlcBsqhye71lu84Y9IZkaQAEVPWOwcCl2zbotrp4XotOp4ck7i1dttUkCWVur7eEfkWnM2C9Xu99jqlAmogoioFl2VQVCEgYhk5RxvT6bYLQ5/LynHa7zfX1Na12k36/C3VJFK4oyoxvvnqPrnkgiiRFyHI1xzZsZEHhix9+ThIHNGydVtuhyCuisKTXHaGbAp2eQbvj8vq7M3b+BsXwefHqEMMw0FQbw7CYzQpk0eHg4IDeoEG7a4OQM5tPURSJKIrYbUPCMKaqqod5kJhajvjxT36A23aoZZHXb8749W++RZRc3ry94eJihWl1UXWHIIlpdW2abYt2x0FRK+JkR/5AeM7znDJNOOj36LdddLnm9uqU1eqeg0GH6XrNV2/ecH414fxqSl5prFc5qtqkSER26wjLbBDHIe2WwaOTPk1PxLRV6romLwWCKGGxWWDaGttwAXJOUvjEScDV1QWr1epvVFn3u9QYhsDPBEH4CvgL4H+v6/rPgP8c+EeCIHxgX0P4Jw/P/ydA++H+fwT8F3/VC9RVzd3tjOXCR5ZUVFXh+GTEYOhhOxoff3rC/ewDRRliGg6u00YUDGy7w3pRc/Eh5Bd/PmHQew61gmWZ7HY7LNNluQxRZQcBFbfhkeUxabYDMaXT6zG53+ydAC70OiaOKdHvuET+hnbLxbQUdEPi+fOnPHv2hFcfvUQQajrdJr2+R9OzWM4jzs+vCMOQwaCHohjEUYVp6rjOPsjUbXs4lkGaRMRxyLPnA4oy5Ob6HstsEQYJimRzenpHnOSsdiHr7T7iHEYiX333GsvV2AQzVEUj3PoYWsGPfvQYGRlNbFGVClQ1u+2SKNzQ67R5/9073n97ShxGtJoNVvMZB8Mh/i4GQWd2HxEHEpYxIE1Kut0ummqz25TstjVnZzfMlwuyvKTXH9PudtFMEcMU6PYaqKrMhw8fHopdyV7Uq1T84IfPEcWaulJ5+/qGoqio6j16Lo5zNuuA7775kj/+B1/Qbul0e00ajQZVoZGlNV7Lot3V6PUbDEc9dF0GCsp6h6InPH/+kmALwU7h7GyG5bjk5YYgmrDb3aJIOQgZYRBh6A1aXg9VlamqkiiK0AyTm8mMRnvAfOWTVTWWZXFz94Ynz4Z8/sNXbDYb3r4746uvX1OiUtUxhluhmAnNloJpqZQI1IJAmsPV3QRBlWgPPQqpQLEMrqZTYiHG7rnUukIpSeziFD/OubqboWkZebkjiKaoRsLJY5NuL8Qy77HdPTeyyktECWzbJEpDZouUn//yDV/+9pTffvOWm7sZ8oMV+29q/S5dia/quv5hXdef1XX9SV3X/+XD/Wd1Xf+duq6f1nX9n9R1nT7cnzzcfvrw+NlffRg1kiKS5gmPnz7Da7cJo4QoSRGlmjjZ8OTZCNNSEASJd2/P+Oqrb/j22zesVwXzCTSsY4S6gyA4VJVGGNbMFz5JXJNnAjs/5i//4kskqSbJYjqdDtPpFE2X6PaaKJpIs9Ehz2rOzy/3W9wkot1x8VomQbRElEri2MdtWJimQVFmRHHA8eMGblNkOr9AkiuOT4bMF3dYps7t7S2GYXB7e4skSZycPGa1WNPwBA4OGhjGfkYARPKiRlMauE6Hfn+AKMgoss67N5dIokmWFlTsWRItz4QqYLu63dOH8xxNU5lM72k0PPr9IZGf0Gx26LSHZJnPcnFLq2NhGDqO4xAGMYYp8/kPf8B2u+Wbb75BEAQuLy8xdBdVsTg6OsJxbGRZ4fZmwXLh8/XX75jNJ/T7XXRd5/nz5wyGfWr2gF6vaSGJNYauIqsSvX4fBAm30Wa7CVnM13Q6LQYjj/OLN4xGLRbLe1rtJpvNhu3W5/rqlru7eyS5RhALFEVDEk3CMKSodlR1wumHG84uLzg8OSRKI2zbIopDZFlAlGoM2+D88orFcocoqeRlwdbfUVQ1223J27fXnJ/f7nHzmkSn5ewxcOoWP7jkYNzij378OXUtcn56z2q7JM9jVK2kO/AIooCqrNE0jbQSCbKUqMjx05hchLdX56zCkDiPWGwXIEJRZEgyHB0PkcUSRZJpeT0M3X3oAglYhkueFmw3KyRAVyQcU6KmYD5bkkQWQSiTFwbLZUyvP2az2Xwvu/nXcej/e13hb7xd+f/HEsS9iWmxWPHm9SlJJLCYRfzqL96Qpwp5VpPne/33bDbjR198jijuR5+zLKPT7TMcHPHP/+m/4C9/+YZvfntNmZlkiYTruqw2S2RZZDQaEYYxjt3G0Jo0my3Gh0Muby4xjSa3t3fYtossqYiyRBCGVNTopoYglGi6RBQlbDcBNzcT0hgMrYluZSTplkbDYbVaEMcBDW+/87EtnTgMaLeamLrG+Yf3DAY9lssLNB00VeX6+pp222PnbwiikPfv37Ocz5HkPThU00yGvQMURUNAQZIELEtAV2tcWyeO1jiORJTEOG4TSVYpy5rNZoWqirS7Nv2By8Fhi6reX6LVlCwWS0aHNvPlBY2m8aB/j1AUhevray4ur/GjLXmZUJQ1gmBiGB6ffPoJh4cHRFG491JYzsOMhYKiwmo9RxAkDMPYszvXt/z8579ku04w7QZFBYvNglqI6PZtdFMhihLCcD96LQoy7dYYKoMwDHAdjzgqmN6v0TVzP8gliXheA8MROD4ZcXd3w/vTs4chL4HHTw5xXZvRcEzL26PxAj/ak5ZFhe1qS5rmFEX1AJ0t0bSacDdFk3NUtaTVUtmuZ3TbHUytyc3NDcPxiO6wzXfffbXHtAmQlwV5DYZjs/JXSLqEnwX4kY9kaGy3W5rNJkGww7ENTEMhCVc0m3tbWrd1gGONuL0K2M5hcZNy0H5Jy2nQdGwatsLhQQddhroUWfsxcQJ5KXE4PiEva2ynQVbk309VAt///OusP4gTgyxL+9ZMLbFZFvyf//IbPPcZVdbm8kPBX/yrCzTVpeV1MU2d12++wm0o+4EgYYXTCri6+zWNpkG/e0JV2LRbB8iSztXNGYgpn33+At2QcN0el+dr/uzPfkEcwi5Y49hNTt/P99KWzYqyLFmtQxbLHbPZDtDx/Zj5bEO3M6bpHuBaY84/rEkjg/evV6RBm8TvcjT8++zWIpriYlhg2RKWLdMfNDEskcPjHpPJOe22hyorFPm+YrzezBgeNHAacDge8PzZAZIUcnjkIVJSlwVRELLZJAhiSb9nMJ/foqsK44M2cTrHbXU4u7hisVrhhzuevhqh2AFZdY2qJtzevuXly0MMUyRJ9vFnWV8yPjYJ4yWetzcvWbbOaDR8sCRlCGJFlmWkscByHlHmMlHsI8sy7Xab6XTK6el73IaJKBUcDNv4mx2GoXHyuIusJpw8fsT797e8eXdFkldYjsGzV2M0C2bzCaPhmKLcC38bjQaXZ0sUsU1epMwnNZraQJIL3r//wOXZki+//A3DscXHnx2w2t3gNGxarR63N/f0+33Ozt9xc3PFYDDi9maOv4u//zIRBIHRgcvRUY+qinj86ADbUkmCNbtFiVxbtF2PNNwQRQt0rSbYbRgOx5ydnZHlIa8+eYWiKJRlTRiGUBUIdcFo2AExpuGodHoNijJCU10srUlVQBan7FYrGpZKt2lTsSTJ1pyd75WEB6NHyILJ3fWCOoMyDhj2HA6HDvPZHXWhoNs1BTuSfMN6N0eQ4OLiijevPzCbzb7nSv6tZz7KMjQ6KmlVEOYCKE1+8ct3nJ/H2O2aV5+dcPb+LaI05XDo8MUPn9CyDrg4f8ePv/gcWZIQKDFNyPI5g6HHZrOmrgWePn6JKipk8Q5djzBkg7bXxGvb+GlCnBnsAhlEmyjWUHWDdtdmNZ/RafbptHpIckWVFbSaHnGU8+bdJbJiYLd0lsENWWqgKWO++mrGP/tffo6mdCljievbDQgNitpltfOZr65I0gnjnkud5tiGgNeqMfQCSRAgE5ErmThbk6cKqijQsizI4NXHJwiixnYacf1+RxSZNL02teiTZSu6TYtHhwYaJov7BFnQEYUMpaook4rAXzPoN8gyH0VSOTl5jCDVtIwjbE3AaeyQlYrFYoMsyKR+jaJ0aLRN3A4UhCSJybu3W77+esL9rUBVKnS8Hr/5y19R1xvSfI1tHXJ9s2AyucG1ZMSiwrP6bBcBWZITBeIeUOM18MMAw7DIq5L3Z2eohk6UZkRpSS0XJKVP5Pe4ON3yzZcLVKXP4dFTNpsCQWwiGyWuJaCIObvVgtndHF03sR2NwchkdDIgrtbcz+8JQ4kqd6FOkZQVZV3S9hxEYYljpyB63C3Adh1ESSFNSgJ/R8NWkOsUlT0DstXpUNcGNTLdUYc4T0hyAUHSEFDZLHyKqKLpuHQ9D8+1MS2F5eIeW5QZtVv88b/7dymVjEgMaXUOmPvfoToBumVxfe1TljnjYxfP1JDKkiIuHlwqJYJUUZcVZVIglxK2alKlCQIKq1VCWVYIgkhZVsiyQkVNRU39e54j/iBODDUikuDS6x5wfz/hsx+8xHYV8nzL3d0deV5ydPyUPBPo9vtIksRsOaPI94Saw6MBz148oj/ofS8OXa/334Cr1Yosy1BVlaqCy6sLLNugZp8OWyxWCOyNzbpus15tkESVbveA09MbikIiCkvcRo8alYvz672SHIHdZsXzp48RhJSiCtFVEKUS29DxfZ/j8SFBEJHnFZrioRs9FLmFZjRRNIMkL1is1mimTpiEhElIVmaIUk0U+1RVyXR2h2aIvH//Gt2Q+aOf/IjDkyG6rpKVxUMbTgJBYbfbgChwMDpiNt+wWgY4DW/vOZRV5vM9YWq73fKrX/0K0zSR1ZQgXCMKMnWloGsOkpwTxLfE8YSqKIj9Ak3WqKoNZbHhaDzg4vyG+7st331zxtHxMzqtY7JY59tvz/FaLkfHI4Jwy3wxoShjZKVmOGojihUfPnygLGG7iUninOn9gobr0G41kcSK5WJCr+vR7TTJswRdVyiKlMViwXq1RUBGQMXfFli2Qf6AQxuPx+RZSRxlnJ/dIAjlHj4tigiCRJJkxEkGyGRZwmw24Qc/+JQkidhslwTBjrKG7CHIZFg6lmPitRsoukSalLz+7pQoTMjznHfv3tFqeyiqRFWnRFHCaukzm632A1ymRl0LpAnUpUy3e4BpNTm72BdjsyxD1Qtevny535FlEd999xVBkFCXKrKi47Y8kjxjtY1A0h5kMwWartDpdL4nT2VZxpOnezt5UeQIskiaJgh/zYzTHwTByTD0ejzoURQFf/zv/z0uzt8S7LakcU4u1JimRhbFfP7Dlwho3NyfM58FHI0eEacLTLPGbaqoyn7+4d27D3ieR57nzKYr0jjl8ZND8nLDZhFTVgqa1WUXFuy2CUVRQ1kxPGgiijHtlsl04rPb5Nhuk40/4+joCEkWCP2IOEpJ45B2W6PdcdlsNoCJKGus11ssXeDRyQErf0ZdSSzma7zmEFFQuL3dFwu9Zk2j6VKTsl4vePbsGW/ffkBAwfWa3FztaDabFDkYhsbgwMT3t3t+gm6TZQFFsaLXbbCcpQx7J1xNL9CUMVeXc3x/TW+gMB43MUyZ5XKNpppIssmHd9d4rS6qaqKpKapWIqs5omBQFjVh5HN1eU+7u8+R7LYxttUmTUqSdMfh0Ygg1Ij9ivVqxuGhx2oVEwQlw/EITZ8gUPLk0SFh5HN3u+Dk0QuSJGO3k7m7uSfNItymxLPnJ7x78xZZzSnyitHoAEEQ6HR6XF9NWc0z+oM2kiQhqSXbrc9mWZJmNYqW8JOfDEnTmCTJuDpfYRpNsjyh03VYrGcYWocqd7m9mVHmEZ98PqasEizL4Oz0EkEWGQ0f8f7tvtUtiwGqqqCoAlm+D9oJgoym2pxfhuRFiiTtY9293pD5NEDXXKoyxZSbqJLI0YmD106ZL2fIksP13YJ2s8NiuqbhmjTaGsNDmywPqfD55c/f8aPP/y5xVNG0euyWO8pC2Gcx1jOODsbMFwl1JWJYBmUZUBclsgRdzyXPYkJ/X8f4/Acn+9pOVQH/hskgCAL/3n/2P/ztIjjtHXw1ZZVwe3eGolU8ejSg3TbwPJduu4usWux8gXcfzjGNBnkec3V9Rl1JXF3NicN9PHRyf4UoioShj66rHBwMOTk5YTKZYltNGg0bRa2RhIokCNBVFUM19lux5QzdkAnDLa2Wh6jIrDZb6krm27enKJqFogk0XJXDwzbDoYcgpMhyxuFxB+qYg2EH09RRdY2qTGi4BqZloCoOm21Ju3OE4bhIso4oqaRZwfjoiPV2Q6vdJoh8VqvNPghUirTbbRpNAwGZXm+IabWpMdH1Jr3+EVFagiRwdn2OH2yYzm7p9vtohktVqURRjSBqiJKKZTcRkJAU+YEiVPD62ynv3s5JU4kk3yDIOYri0O2c8OTxCQejHsdHI0Rqkijm2dNjDDOj0TLYBmsMSyErfYYHA0RF5W56zeR+hWE2+O7tO1bLDYPBgLxI95FntSIvEmRJpcxlzk/vaDS71EXN86dP8RouSbxmvbyj1dQ5OuyjaCXtrkZVx3heA1mBZtNlt824m6xptgbczxY8fv6IggTNEhHVnFa7gWWrXFx+oKbCsB3iBMII3rw+Zzg+YDgckyYV3d6I1SpAU/v4O7ifBICJ47YBlcXCxzDazGY+oijy7PkjHFfnB59/wqDfxlAVBGRMwyMMctbbHWlSc3OzwDY7LFcJYFFUBmFY428jkiijrnR+/MN/gFDbJEnCh9NvWC7n+H6EYxnYhsj9/RVVmiMLMpJY7bEAVBwdHSFK+91CnucMh8M9tKioEATpb7/UVhAqTLOi1bG4ujyn7bnUdcFg0KXXdths99Xo3/72NbPZjMndgi9+/EPafZswien3TvjNl2dIksHjxyccHBzQ7/e/T+WJosDTp08pyxLLVnBslTTd8Uc//hTLlEmSCEkWGI/aUMUIQkqabRHJcRyDUiioq72OTJQKoniFrJRUdc7BsM94PGazWlOWJZvNhrKGzdqn3fao6gxZBlkW8TyP6XyG57kIqOy2MdR7Hd7bN1c0Gh7j8RGW2WI0GuPvEi4vr9juViyXW2bTDa9fX+LvCn75869ZLiNc16PTbeG4Bk+ePCHNAhS1Rtd14gQs2+PmekYQplxcXrPZbVFVleVqgWXt/6bZ6KMrPXS1w3Kes9tUWJbD2YcJm82G9WaBZTloapO62ucJFosLqmpDu6Og6AmWXdBswouXRxSlAui0vRGioKHIKnd3d1xdXVGT0um6dLotdF1nMplSFjWPTh6z24ZcXlwxHBwgSlBTkGb7sev19p6dv0RRZDrdBsv1DZZlkKcyYZBRV/tLpPHhcK/qM2VaTZcsCRgf9pGVAlGE3Tam1zlCNzy2Wx9ZMomiiiwt2W4yPrydoSs9lvOYbnvMh/fXyJJJy+vv6y+ywng8RlYEVqs5piFh2Tq93oiqqtj5ayaTPS5vNl9R1go3d7dIsk6cwWIZspj5TO4WrJY7bq9Cvv3qmtP3d9zeTHn56hmDYRdRKrk8e8940Oc/+of/kKZjEPorsigEoNFo7Fu3+T570mq16HQ6bHchUZxxP5nzr4enxHrvmfh9lvTTn/70b/RD/tdZ//1/91//tO1J+LuEohDQdB1JFPZ+QlVkPBpze3+HZTQYjrokQUmzqZPkG3TN4N37M8ajQ+7vZ+RFhSJpiIKEpitsd1t22y1h6BNFOxquSl7kWJa9J08nKaqmo8givY5CFM/odCwUSYZaJIj2oaU0rNB1Gc/T8VoeQVP2VAIAACAASURBVBAgIDObb6lLhdncx3JazJc7wjBhuwv3MhhNo9fz+PDhlMV8QafdwG7UrOcRmmY8pNVEOp0ecVSy28a4rofvb5jcbhgfDomze/rdPdtBVgTKoubk+ITZ9ArDVBFFAWqROPB59uIpd3c3CLXAaDBmsZgRhgHjk+M9gVgQGPRHyLJEkiTcTN7QaLT48O6eOJK4u45xnA5F7RNGGX6QMpuG7HYlVaWw2mxotbuIgsKg36DIAzzXJohWyHIFlUKne8Tp2RlPHp/g+yECNYPhkDCIODo6YLNeYbs6m+2Mds/DME3SrMCwGriNHqbtUtY1aZ7jNl0mtztmswlNz2O9imh6NlGyxnWaSKLyIHSVaXsHXJ5PMHTvARKcs1jM8ZoWhqnhODaO0+PXv/6WzWbD6Mjj9nbJzdWSJC0oChmhEjFNg7LMaHoWqipjmhYXF9csVxllleJ6Eq2WwWx+x3y6ptsZcP7hhpNHHZLslh98ccR6c4+saSCKeC0HPwrxgwrH8ciLjEfHA2RRQlN7rJZrDsZDLFvn/m5C23PRNJlOu0dVyVxd39Hptglin6oS8cOAuqwJwwBFEun1euiqwTdff0eRw+RuRhglDAcjZFH8Xpz7P/7zX0x++tOf/unv8pn8g9gxiKKAJMi4prdvhYU5r1+/RTNU1ssZUejz6PgAVZXp9joYhsO7N+8xdBO3YfD8xRGNlk2RVyznEe/ff+Du7o7FYl94FB/GZGVFpKoKJKlGUwSyNKLf8/Ba9n7IRhQ5OTxCpGK7XjIej6AqmE7uEGqZd2/eEYYxb9685/Zmhq63CMOam5slcVSx2SZQKxhmA1WzqEuTLIWqhMePxpiGTF2lqKJAt9tjvdpy+uGCu9sZ11cTwiCDWkHXVQSx4vjkCM9zGR/2ub29RpZlGq6AJCYYuojj2Ji6gb8OaDfbWJbF5O6STttlMOyw3a0xNBNdM9ludqiqymYXsFqt0PW9X9NymjRbHda7NUnh0+o12O5ylqsMy7VwnDGt1lOq2kCQazq9Ef/qX73n8nROVQjoiomlt9FkhdGwx+R2wXKzJksLLi4uqOsSWRZZLGY0mhZ3d3cMhl3yIqLXbyDJFcvVnCjOODu/5auv3vDll98yX2yYTO+phGJvmfYrNKWBoTvEccyrj57sQ2hxTBSmUKt8eHfDYpZS5S5f/uUl21VAu90mLyIUrcJ2NJaLNapiMhyNcF0LSXrYTVY5oijS67agzrEsBdOQuLr8wN3dOYau4DRd+v0eTc8GoeDk5JBer8N6MUeSJHbBLSdPXUTFJ84DOl0XVS9RjBrb0XAbDlESU1VQljVxEHN1dY5pC2h6tdcqqjpJkmA7OnezJWfnU+4mW+brOa1+m6wS9jkbQUbXDCRJ2QffqpowjJjNV3hel25nyOXFDZPJhNVqRf1gx/5d1x/GjuG//ZOfPnnUR7cqXn3Soq4qXj1/xXpzSRxXHJ8cMr3fEAYJntdDkFMmiwntVgcZFdetqcuU8fgFZa2w9Ut0y6CsU9KsotM6YrkKEZUK06hotbpc3ywxTQvb2l++dNstdtEleVEQhxqVtGO5DPZzDVsHUU/xvA6ttobX1JnPtgTbjOGwj+NWmLpBw7EJ/TVCDWKtM5nuuL1bUdUSmqkQZWtMV6HR7DKdrcnzDN2Q6HXbyJLIbrVDEQ0EJcVxbBQ1RVZK0rRifDikqjPmiwiBEknKMFWNIhWJYpn5LKbKFTSjwc3tCn9bsN2GtFo2uiFSpBrffvOaXrez34LnGY1Gg7q2ubr+QLMp8erFE+pq7zIIwpztNsawod1TkZSSbveIIEh48fIZ/jZANwQEUcC2bCxbYbmeYVg65ND2Oli2zHozQ5JshLqk3TEwLYfVasb95AZd19BUFVmUieOE8XhInqfM7leItcGL568IghVNTybNSia3W7IywWurUBfUZc5sEeA09rMci3lMmslc3U0ZHR8jqTs0XUGVZPKwJElq7qYTnj4/wnHn+Jt4bzxb3lHXCrKsEacppZAjqQWylDMcdYEcpykxGDVZrq6wLI3rqxsGvQG2Y1ASYsstVstzel2TOPLxmi0URUSSC/IEDM3l7naBJBfoWsGj4w6KAogq7Y7Lzc0tjtliPouIUwiTkjhV8HOJpBQQqoI//vt/j1dPD/jym/fkVYWsGUwXG1arDXUFsihTSxWqUSMIBYdHJ5ydT0mznFos+Z/+xVd/u3YMNRVBNMcwQZIr8iLg7btvOD4+xGuY+MGK5foKXa/45qvfMplMOT58zGyyYLsOiIOSs9M7/tf/7V9yfj4hiSs+vLumyAXKQubXv/qW5SKg0x4SBDHnV5d0ezZpvmQbXPLoaZs4XdDuuAComgCVwXDUJcsydCtDEkSEWiQM94WzbrfLwbjHanOLomgURYHXajAaDTFMBVEqEVCpK4ntJmEx9+l1D2m3BsznSxaLDZZl02p7CGKJ5zl0B112uxVFUdBoNNB183uUu+PYDzp1gcFgRBKn+L6PYWp7+7dcM5uuME0Lx1WRtQhJiQBwrB7v307pd59yf+fTe3hDn55/w7DfwLUNHp0c0vQcFEVEJOdw3EcWHVSpQxoZSKLNZrNivphycXHNYNhEVko0fZ+wi6Ni39XIVSRJotvpI8sqnXaPIIioBYUsLdntAizL5tmz58iyjCQqNBoNTEtjvrjHcUxOTo4xTI3ffPkVdQ2apvPRRx8TxzlRmGPoHqvVlqqq8Fo2YbClrvetS0mscUyLq4trklDFsbpkecQ2nFMTkWYB1HujdlEmCFLG4ycH5EVIUWTUlUkUCcxmAaBjGB6W3WLzgORXNYksS1EUlcvLG26vFyiSS5TfMzpqolkCnucQ+BHUClFY43kNBLHi5atHWIbEwbjL9c0VNzc3hNGa+eIOt2ngNFREOdu36osAPwop2bcjizTj7P0HqGpEpH1ker0X+ximysefPuf5R49QZZFnjx4z7A/YbbfYlkVVlCxm/9YB5//H+oM4MVR1jaILZHlEq9Xk8Gi4P0FkNf1+H8vWePH8mE7XAiHDazgMun0cw8IydPxdTK93SKPhUSERBhlFUePvcnbblOPD53jNHtdXd4hCj8PRp2RZyeMnJ7z8+AlRFDCZbBkMBvT7fQy7pt3qU5URlmmTZEvcpkpNRrjzeffujLoSaHc8xuMhcRyjaRpff/01uiEzHg959PiARsNDU00W8w1xVJEmNb/4+ZfkWcnLFx8zmS4fCqQl17fXFGVK/6BLEATc3kweQjYZXrPLt99+x3q9Znq/ZLXc0m532e18FosFolSzWEzp9XrcT1a0vC6Oq+I2FbbbNaulz/HJiMVigSKbfPPVOYtZxLD/mPV6ynY7JQrXUOcE4YbhyKMqfTarHa+/vuL07Yybyxn9nkdV5OiKjdsw6PZdBDFnvV4zm26wzP21vWlbvHnzHk212Ox8FGUPXZktttzd3hNFCUmyB7uCSJYVbLdrNE1hsZzh+z5lUZPnFbJoEwQRV1c3OHYTrzmgKnRa3gBBEEjTLa22TZbGtFs2jx4fPsyymCymBcFOQJINDMvEtDQePx4gSBHb7ZZOt4GiVixW1zx6MqKqM/woZRckqJrNt68/cHp+S17IqJrLer0fa1dVlboSePH8Y2azFfeTvW7PaXTIc4EgiqnZT9ImqU9VZ6w3U8JgAXVCngb0+23ysuTR4yPiOERRBHRDYHzYxnEVhqM2eb23USVpSlEUFEXGL37xCyxdo9FwUFWRftfj1asXzBf3XF6dM+iPMEwXQdT41V9+TVXWrDcBVf37cZ//IC4l/vE//m9+evKoQ57ts+uWYdNu9bmf+KxXCa1Wh1qsaLc79Ls9vvzNL+n3PVQ1QpRSqjJFkCREDUzHoEhzvLaJZSqIooKu2Oz8NcePPfyNxm++fMNiuebTzz5iu90hSSq73ZpPP/0jXr95zfGTBsvlBs0oCLYCrmPx4uMWlqlSlimj0YjlImS9DtF1gyJL8Jptdv6O9WZOUWaEYcDd3RxBqNB0BV3TcF2bXr+NIBacX9xjGCpFldHv9wmCHa7TIIpiXKfNbpfib1NWy5But/9QYBOx7DZh4NPvtWm4NrIsU5Q5g0EfgYrAl6jK/clydNAhiiI8r0HBDNNSqSqB0Ic0kplPExw3pt/vMBgNiKIMUVC5vLimLAugwDIMLFPjyZMDsmyHplisZhFJGjE68DANlaoQiOOIR0+OESWB+/slltlhPpvy+PEhs+mCbnfAd9++od8fUBQli8UC23KoqpqyrPAabRRZxbEa6JpLmsBmk7JeRzw6GXN7e8/9ZIUo6qyWG2azO7Is5MXLE7abDaHv4zWbbLdrTMsk8EPyVCLwC26ut+Spzmy+4OjIZjBUWa6We17EqLc/5smGl88/4/TqLT/5dz5DFCPG4wGCKPHh9AJFsbi5mjKfrQnDGEVRqMoaXTNoNBxM45DJzYwoynn79gMvP3rMcrtCUzWCsKDIC3bbJcdHPQaDBrd3t7Q7HRaLDUEQ02g2KYsCP9juxTNlzTdvrpFVnTSKefX8mIPRgKwo6fRNkmiDKJWIosTt3YT5dEmRw3y74/TinuUmYReVLLcBqulyN9vwi+8uf+dLiT+IE8Of/Ml/9dNPP3uCYerIqPi7HbtdwNe/PSOMS/qDA968+cBum7HeBPuQiQwCO8o6xrJs0rzAbZrkZYHrOFi2TJaFuK5HEiW02jbdoUxVQbNl8dnnH1HWKc2mwWY75fjRkDev75jNp7TbGq1WiyiMuTq/ZzQa0GzXpElCEK7ptNvUlcpuk6AbKrJU0XA90iyl223T9BrUVb3HnWt7lNput+Pi4pyD8d7I3e2OMEydxXxBXQmUpUCaZpRViWU5LOZb6kqhyGuaLRfHMRGEiihKUGRIkwBd23ckNrsNAIamkWUqV1dTREFltZ7z0UfPWK2n+EHAo0dPydKC3W6HaWlIMtSCv+8KpBXTRYCmtVnMd3Q7AzodnUZTp9d3EIQMSZQJ/YQ8q1gs16hahmFIxGGO41jswhWn5++RRAcRi6JMaTR0giCmKmpMw0aUamzbggeOoabpZFmOLKnMZzOqCiaTJY7VRhA0tpuATseiKCo++eQTOp0eq9WGVtuh03HwgyWqpOK53oPTNELTNAI/Jo4yZFUn8CtUxeTly+cYZkBRbXCcNopsUBRQliJgQKVRCzHL1S1NT8F1dFRFQ5E1iqKi2znANG0cZ+8MlSWJ1XrNarVGkBTCaEujYfLo8SGrxRLD6ODaB8RJRplXvHz+BMdWCfwNhmFhGCaabhGFexmNrqv4fkCRQ+BnJIXEZhvQsC0sTeT+/g4/SrF0GA76iIKEougo8l44ZOg2hSyQ5BDGFZKqkZUFQZqT1zK/en32t6vGkOcl9/f3/Pa3XyFJEooqEARbLMshL2vuZ2uWy5LJJOXqaoNQm2SpQE6Boqssl2umk3vKPGGzmHE/vca0FPoDj+VySlGmyIrAdrcgrdboZs2f//nPefPdOdfXU0SpwmtruE2NH//RJ/z6VxM265iGdciP/87He4px6CNLNYpaoekVgpRRlDFHR4fkeb6/jND3FWV/FzyMdItIMqw3Sw4PT7DMBppmcXNzR5pvaDQNup0B212BY/XQNZeDgzFR7NNq70eyy6rgu+++JUlD0izAdjRkRXhQoO9BIZIkIckivh8iKgknj3tMp7ecHD8jivaSHF1zmc1mmJbM8aMOnZ6BKMfohk0QZlxcTbm73fHVN+foZo/LqyXT6RzLlqjYESVLFEVCEEvaXYPD8QmHh4cslvPvdezNZpOXL19QCSAIEv8Xde+1Y9uanuc9I+eZY+Ww8l47drNbZJOCCEgAAdtXoQvwLbQl2TBhCroEHxM2YNiwLcA2JNNkN9ns3nGtvULlNGvWzGHk7IO51PKR7Q1YRvc4G6MmCiig/jH///u+93kW8xXD4ZBut8t0tiLLNpZo13WpVCpYtoHrrkjTmDiOqVQqKKrI9k6XMHIZjYYoikaRS9RqNUQpxQ/nm+iytIGwSAjIksJkMkNRBWp1kywPMC0V3dCo1+sfCtEFa8/dpEENm9XSZTH3yBKF9TLl6nLA99+/JYlCfvzFZ+zv7RAFPmnss9VrYpoysiJSq1UYjYe47oqHhwe6nR6W5aCaImEcUGu0WC1dBElj9DDnr//qN5ToaKqNKiv4nosgbtgPQRSzWMxptTqbv12RsG0TWVKpVZsoqkS/16LdbjJfLbm6f+Ds5pbBzZAyE8jTnJOTM8Iw5OjogErNAcoP4+0CYZwiqRJxHJPnP6wr8TvxYijLEkWX+KOf/RhBzKhWNQ6Ounz++Sf85I+/4G4wYD7LmIxyktBmtRKQ5QZhWKKqNggWe1vHNCpNttpb6LqKLIv4vv8h7upxdXWFJG0GPu4GU6qVI7KozquvR7SbB4RBhuWUeP6Kw72PmE8K/v6Xp8hqQpQOETFYLf2Nm0LPWbn3PH66w8P0mkajwZMnT0jTlPlsyWAw2IxG2waiCIZu4a5D8kzk+uqevd1DnLrG2l3Qam/juwXeuuTi/Jb1KiDNPBBi8iJib3+Lbq+OZcvo5gZgkuUhy9WCy8vzD4VJh0qlQq3aptEWEdUZn35xuLFzzdcMhyOOH+1gOxKWI1CrG/j+CsrN0cTzcwy7SZQq5LnFw0NAEqsUqYppaFSrGpapEgUx9ZpFtSYwfLgjSQPKMkWSJNKkxHND8gxMU+fu/h5ZVqk3WmiahmEYdHs7ABs/wv0tpmlSqdr0+11EcvIsQJJKsjwkSj0+/ewFXuiymLvYto0fLCnKkMdPjphMJhiGRbvdRVN0ynKjh18uxihyQRisQRBZejPScoHuFDyML7H0Kqt5jONUoFQJg4LpxOfjl1/w8uVLpNLi9bcnxMGm0zS8v2U4vMIyYfhwyXI9ZHunjSCWdDodvvn6LXmqspjnJLHO6cnNBuPmP3Bw3KC/Y3BxNuR+MOXk3XvIC7I4wfdDykIgTnwGg1uGDwPSNKbZrBMEAcPhiG67RehvAO26YaEaJppdJVgLzKcRQmnSarap1iosvTFxukKVcmJ/TZ5FqBIIZYosFiji/8fCmf8/Ll1X2O7V0dQM110QRypFpjGY/pqqlfD4cQVZ85DVDEEq0PQPqnetThJlVKslhp3y5s0J48mao4M6kb9CxsBfh7TbDp999pQiMUkTsM0O7tJFN+HZ06f8H//2O1RJx9LrJFFMp2OzmCX8w3/8AtmMqXcMVt6AasPk9bdz3r9LcOx9vvzmLVFigJIRpRmyBlbFoMyaiGUFTc6RhYSy8Li5f8c/+ONP2N1r0arblElJWWQMBudoRoGoF+wdP2Lpx1RqNZZuxngRcHF7R7vfoMhTpEJnMb5nq1dDViWcWp+VJ3FzO+fV9ydMZgtGoyH9XgtdE1kupjg1i6xIubkekaUC94MJgZfQafXpdhpM7x8Q8pzdVpvnj3Z4fNxGNUSSoiQoRfxYwja7SIVMv+twsN9FUaHVtvDWJZ3WEWtvhKJtJDZ+OGfl5WimQGerSZ7nrNwHNC3n5P0ravUWtXqLRqPPeLyiWu1zeTnC9ROcSocoyphN5rjLBVu9Ov2OzmQy45svXyOgk8Y5d7fXCILFbCbg+glxkVCpasRxzOHBE1ZuiG7JGHpJp95kf7uOLkv0W1tkZcRyGeCvZ7RaOooUUq8oBN4Ep1JSItHbcRiMrxC1Ns8/+xTZ1PnN12+oOQr1ioYqJNR0BW81o7ulUut6OM6Y3V0DoUzo9zo02zaeP6HTr9HbqRFka2rdFrmgsHIjRKFAV0skocJs6pFnApIhEaQRKz/CrvSoVA162zbL1QQvijEske1uBbVRY+itObsfsvAzFquUxTRjOc/wYplMFijFnDRPCL0CRTIRfmC88neixvDP//l/9vNnT/ukaYgsGkiCzt1gwN7+Pt99+zWVmk2rvc3KTShLFT8MmYzH2JaDZVYoC5EgKLCcFpOpC2WGZVWAchOZJuXs9JRebwdJylFlFV1XsR0Vz3UxtCplKRNGCRdnI+bTAseR2d7TCMIpWawTxyGUKne3C+bTNUUpkeciumZi6AX3g8m/D66UKv2tFnf3b3n58gX3gxmmsdli2o6JYZaUQBzHRFHE06ePUTWZu/srbMfgzfcXbPePkWUNxIyDgx6L+QxFlfE9nzRzkeSAMPYJg5jFNKHm9LAdCdOWEUURSTQYj+cURcH29hbDwQJN03AqDuv1lIKAUvBRFZ1mq875+TlhnOAHPqpqkhcZZZqTFx6uOwTBx9B1PH8DSM3LDMuWQIhRFRnPi+l0tojiFM9LCMMYb5XQrLcQhJhnz/ewHQnPS7Ftk1a7wenZCem/M2urMlkeYRgqjWYDRVGI4xDLVpGFBpIk41QNWq0WZQmz2RoBFVkNqVYqrJZLoihCUQ3iJENTLWRZ5uTsHKdqoOvOxs6tJThOHRGFMPZRdBFByJkvVtzcDJGUgk63xnCw4JuvzpEkGVkwMS2RrX6DkhTbVlFkBUnWcH0fURJoNzpIpcZ67WKZKo6zGbW+H67Z6h8yny3pNLvMpnMcpwrkmyiA7aDIm9Z4VsTUGw6mabNarTCrcHS8w9XlDZqqoioCjx494+z8Bj+Icd2AKI7xfB9dU7FMAz8OkUQF+YM8V1U2XZQ4ivnq5Or3q8YA8O7dGWUhY5omrrciDGLWq5CD/cc0Wi0EJSMrXQoSSqFAs2w8P8dzBd68feD9+xlRbJFmNhenCV99ect05rK149DqKLx4ech0OiOLSoo0ptVWEYQAQc5Zuwlv3y349tsFiDUqDYub2wH/3X/7FQ3rI2JfxFD7DG7nHBwckaUFtVoNRQbLlPCCGXZFoSjA0GvkRYbnr3n29ICTk/fUqhau6zKbLZhN1+hGg/HY4937CwSppBAC0mzGT37yAkXJ6fcfsVyvKEl48eIppycXTKY+b76/xTA3FWtNaZAnAkeHhzw63qHZtBDEjCiKGI0mhKFPlmXYVo31KqS35eB6G2xavd4kS0s8d/NN+zC84dPPntHv1bAsgXpdJAzuydOM1cxlq38AgsF4vkRWdV6//o5KRWTtjRiNhlzfjIkSBUXu8O71mOkooFatsLNrYtgJhrmpAdi2g++vmUxH3N1d8cWPXqLpAh9/8gxJ2bAPl+shiD7Hj3toZkJvy6HWyrEqOZdXJximSLUu093SsCopvpdwc31Pvd7eTJsWAqKgkCQZaV5B1ba5uyt4/9Ynjbf41d8OubwoKIoavi+gqRU0w6ZWbWzG11s9vv71KWQ6f/izl8SJz2Iu4q1U8jIgyVYsVg8E4QJFLbEsG0N3OHl7wnQyIk8zPDfh8mLOailze+3x+vVbogiubtYYzgFJZhJnJabt4EULdFvienCN4ziUYsrWXpXurkKaL5DViC9+/JhGx2R7v8fZ5QmiYpIWElEBfpqTCTJGtUpYFOSZQJYV1JttdNMmThL8ICDNkh+0Hn8nYte2rZUffWTz0598wtXlKXGUI0s6sqrguyVpGZAUAvNZSrXSIUl9Ou0KZZogliJpWnBxOaIULNJMQMx0JCWmt62yt88GlDFZ4C0LapWNLDUpVuzsbOF6EcNhTOBBGOYbCrGZc3d1T55IlKSoWkxWxGiagWXX8L0Ed+1jOyp7+7uE8Q3DwRJdbRH6ItPJEtPU2TuwKBEJw4SiUBAklevrAYbpUIoFuiGjqRmNpsNiPuHo8JjJw4SibIKQUpISBh6z6QpDNVktffb3DTqdHsPh6LfRcs9b02q1uLm95MXLpyRJxnSyYjRco+oajx8/RlZSlosQz43I0pC8SGg2m6haxHQyx7BsKk6TJC3xww2/4uLklidPjpkvphu8makzHF6ys9smjFycikmcRjhWj+kkZDYNuLm+p1Kp8fKTfVQj2ghzbwc8f/4cUYTpdEkQrNk/2GW9XiHLCou5SxTNabebJGlIvdZCkjRWSxfdkImiCBGLk/cTPv74Ux5GN4hKSrfX5OxkQKtZZTx6oNdukeQF98MxhllhMgsRSos4CTHUDq475T/+Tz7mf/83f0UayEiiTKvbYTSaoGkaR0dHTGZXHB4fMrh7oBDdTfz7osQPlvz0D3VEsUTTCspUIowkqo0+a29NsIpo1Xv8+te/Zm9/G8u2yQqFMCzpdurcD6dcX08QEXjyZI/p5C0He30UQyDwc1arJU+eHxLFy00rtCjRzdoGzyfXyOIC05I4PbkicjczEKIob4bEENCVElWRicKNfkEAJElEESWSJEEQBP7r/+mvf79i12VZIssqeZ6ztd1m/6CHYQkbu3VYUK10kEqVbruDuxxSrxaI0pTx+AQvGJGlwYduhkSz2UTRDCRFZz5zUdQak/GSilNjtZ6zWoeUAiiKwGBwS5YHHB02UZWUP/yjF5ydnDN+cGl0aqyCJaORjyof0W0fYOgWZZ6hKTKqIhHHLlm2RlUldvbqyEpOmkZ88aOXxHHMybsBtlljNptuPqeUZHmJ64rEoYS3zmnUW6xWC9rtOhdnp4ThBmoiiinL2QMVy+ST559gWzVM08ZbW/z9r05ptrosVhOcmkae59xc33N8vI+qqjiOQ7vdYG+/T5YlnJ6eEgUKmtxmOHBpNFq02jXSzP+teUpT1M2wFCWGtpl+bDQFksSlUe/y6rsbfvGLV9wPp9i2zf7+IdVqlfXK49XrNxi28+EoBY+ftKjWRBazJYpcgVLjl3/7twhShO8t8b01k9EIihJFUmnWG4gU7O9uIZQ5IiU3l1ckUYRjOiiKwsXFDesFfPvlDecnU4pM5exkgG1Vsa0aoiBxeXmJ7/t0Oh08b83+3haKKiIIBcvFBFNXsG2Rf/SnP+Vn/+gLjp8eARvc26PH+zyMz1GNiIfRO/xwTplblLmB53nkxJS5jruOEAUV1/UJgmCTGC1LkrhgMBzwyafPSZKA6ezhA6Am5+27b3EqcjugRwAAIABJREFUBlm52eleXt9zePgxZW4wuBuBCIfHR9zf3xPHGbPFGt20ubke4tg1jo6OkDWZUix58vwxcRYjfVDcJ0lCkmckGaRZiWnaZFlBXhSkaUaYxAAfgMP/76/fiRrDv/gX/+znn33yjNVyRlEEQE5ZCJhmBS/cVGqXywR3EdFuWBiai6p62GaVwI9QZY00LQnDgCQPcWobAKooldxeDUlCidXC59HxE0oxpdPXqdYNOp0dvPWaIFx8sBqHCKWEaWrMlneoao0gFkiFgl5PJEpWGIbMauUjihppmtDpdBAFEUFKCINNLl6QQlRVAXJ83+fw4ADPS3DdCKfaJCsEykJDVkRaHR3LKmm2HEShpN/rs5hnXF2c0KjalHlJGiYUZUy7a6Ga1sZpWIoYlo4frKg3quzt75CmHmGUUBT5B3lrwWq9ptVskuUZJ+9viMKM7Z06mr4ZmIqjiLIUkUSFwI+wLIvrm0uiMODxoxpJHpCLGZV6FV3XsQyN6XSMu5rw6MkhogJIIvfDIU7FRjUEZNlnZ6/O3eCK+dSDQkfTZPr9NkVefBgb14jjlIpTZzH3aDR0TNMgikKCICYKc4IgJQxjOt0evpeiKAZxsqbR1On2etxezcmLDNMwqDg2hqVj2xa1eo2MnGCdI6Cz1d8idGMkKWH/QOHm5hRBC9g/ruLFN3z+oz3CeMz2bgN/7dPftalWDUJfJ81iGu06cZRSJAm1WgvfX9OotUiznMurW/zAJQwlRKkgCGe02jbb2x2KMmA0uqDRbBAmMbpdJYgSojhDFUxmE5+9wz6iWBKEHnGac35xS6+7T7XSQpYUrq4vmU5XJHFBUQp4Xka91mY+nyFLIqKgkOc5IgJCCSUCJRtSNJQoikySpkiKyFfvfs9qDKqiMRxOsK0ammpgGAZBECCKMn6w5ObmmuV8haFvQk9bvR5SWeCYNhXLpmJVqFUdJCnnxYsjFD1mODojLzK2t46QJYs8Uxk9zJG0gsvbEzR9oxXf39+nVqnw6OiIOChQFZjOL3EqNQ4OP6LZ6pGLUxbLMds7LdIspFKp0Gn3SSMY3IwY3E1ZLta0222arSqqViLKKds7HWzb4Pz8EkuvY1sNkjgjznwEQcBxHEbjewxTJU1DijIljn3cdcjh/hGmYdOo1pAkgShZUa0qyIaPqovc3i4ZjWKurx7QLZFGZ4OT8zyP8XjM9fUlJRuzU6/fpRRWmLZAveFw8v6Ch/sFWaJwf//wAdoCqqKzmK+gKCnzDFUTMS0JQQqwnJK8DDg8PqBWaxHFIe/fvyWOA7Z2ezSaDrKas3/Qo+Z0WK+W7B00+PTzx2RZRrezTxLpVGwL310xHj7gr12+/+57FrMZpmkyGAwIw5A0yTk+fkyWFsRxih+s6PZrPH3Rp7st88VP9nG9KQeHe4iCTJwkFGzoyLKqEMYRy+USSQnY3akiimuQ1mhmhGoE9Lc0/LXEbLrm2bNnnJ2dIYkGg9slezvPUUQFSUmRlAgvGHN69goKi/UqJolLVMUgjlMkSeHzzz+nWq1ydPSIosg2LEtvQRAuKYuIvd0OWRJSlAlx4hNEPqIocnlxB6WG70cfEG0CiqKwt3vIcDjm5mbAu/dvqFYdFFlj7Qa8evWW87M7Tk7eoSibI0KWJf+et1AIm2i+LH+Q60AYhui6TqfT+UFr8nfixQAJx4d9bq/nPAxT3FWBu1pj6zmdusNHT5/RaTYwDYnrm1MGwyGlqBHFLoohIGkZTlXENjM0yePHH32KpWhE/hynlhNmY6yageeL3NzAclHnf/3fvkVRC9bujKxICYobRG3F0dMqjaZKu2GRZnc8elJjPk0QpSbDoY8ggG4kaIaPopdopoGkKwyuLOaznLz00BQTsVSQ5TWmk/L46TZudIeiu8TJHA2dsgx5uB/ycLsii2G5nlCrW1zf3mCbBXkW0qibrNwhhbBEkUoMvcLyPqDfaEEeoSs6lcoeadrk9fdjJKVCXkj0e7uAjCwJ6FpC4F4B8OLlDhkxWS7T7jSw7ILDw6dEcUJWJEzmS/xAwnZ2EGQDzy8hN2g5TYLVHc+fKPR7BdWKiG7soMmH/OLfXiDEMju9Kkk8AMY0+jGT6R3ePGE8eECRBc5P7ri+WOF6BaUg0WrXaLQsjp/uUWtWicsc1bY33Ag1IBXGPP6oi23bpKGPYyjc31xzd33Pybs7HLvF+dklgmizWLtcXt3heQWSJJCna3qNDmlccHt7RhT6/Omffs7eXpO7q4iryzX9nsrsYczpq2ueHvwYf63guQLfvvl7wlBheLOiXTcRcw1drJBmPrlUYzgJ8IOEIIqYPIxYL+dYpk6SzImiiLyU0cwqXhwgGxqFKJEhMJ3MIZGx1RoCMv0Di/2PHJAj3p3egVjBXQccH/RQypCKKtFvVsmDCE0KKNIxVUtH03Rsp8XaDykEEUSbQhQJy4AUjUKUma8i1n5BnJSIRUq/rvB8z/lBK/J34ijxF//Vn//86eMtTi/OWS8iolBkMXcpsgy7qjKejLi4uME0HDRFZ3B3z7OnL5G1DaAjimIG9/c8e/aCilPhy29eIxQFzYYN+Dx+soUgJCzWMx49eUyZBzx70iPwXQRBIstyavUG0+WMwf017U4LSVIwDIfL8zvcdUgaKaRJRrWiMhkP0S0FQc4RpIQ4UnAXKdWKTqUmYxgCYTCh3+9R5hAnGYIoslq5m+1wJNBoN0jShI9ePqdaM5AVWC6XPHn0HFmNUNScSkVHUyUcu0q71Wc2WRKGBVEUsLvfRdNlTs/OWUxDxg8es3mCgIltVREooVwhSyG9voPr+lxdTDHVBjt7FrV6SeiGJHmE63pEUcrzZ89J85jxaEbgCaxXKde3A1qdOr3tOqomMVt46FqD5bzkm6/f8md/9h9xcvqa07P32LZJs9kiSzTq1TYCBWkak6QFlmmyXC1YLAoWi/Vmh6JWuL1ZMpmkXJ4s8d0EQcwxTAVFtslSEVESiJI5SBHNrokkKYSBxPt3Vzx5ts9odEfFUWg0Wpy+v8EwNSzbYb2OaXYN5rMptZrNYvFAq2PiNEq6WxUW05AkzikKkYfxmtksYeWCFyQkkcLW1hM0A2TZx65IGIrJclUyGt7z6EmPMNyMlauaQhyFKNrm/1ASVSzLQtVkwtD/0GZV8dyIPGuwXhZkiYCmZdTqFo5lkWUCURSx1e/je3NajSZpEqGoAlmSoKoS3U4L1/MQJYXlNEUUSuI4Iw4LwtjFMUWKvCQIfUxTxzR0dFVCElMO9vs061X+m//l179fR4ksz5nMp3R7TfJSYj7zsYwm9eamYlytVlFVEUnekHUP9o+YjJckcU6WJciySL/fIUkDwjBkq7/N48ePN1vkLOfu7p4NGFPm1bdfYRoaYZAShskHDj+47gpZKehtd+j3+wglXJxekGcZj4+PWS5CNNWmLAUeP31MGAaoqgwUVG0HWREII480jcnyGKcqI8kCURxSliWiKLK3t0en00JWBFx3BcCr794wX/iUhczt7Yyvv/uWokxQVIHr60vyfJNtCCOfnJyD4w5uMEdRFNI05enjI376Ry84fFTHdlr4fsp0smIwGFKtOSgqzKb3yFLM8XGfKJqjqgXTyS22LaMbApWqSaVS4cuvfkWlom6q2qVBHCqoagvfV/ADHVXv0mhsMZ3N2NrV+exHB3jBmN3dXZqNLlcXKxbTkq+/POUXf/2b38qJ6w2D/cMeJRF+AKJo4XkZWS4ynXosVzFJEtJuNxEEmdlY4PosYjUXWKzuaHW2qNY6uOuITq+HaRo8fbZPo2mxvVujWjOZzSb0utusVyHTyYIsLVmvAnb29lBVg06vz8PDGEO3GI1GTBZ36E7BweMO1bpMVHiIcoGkNLh/iPnm60vu7u5pd01U2UWTU1odDd0sCSKPJE+QFYXF3EORbBS1oFKxubm54/LiAREbXWmjKQ2yVKJaaZIlIWUWI5YZjUabNNlMgeZ5iqoqxElIEPiE0RpJyfCDNfWGQ1nmCORYtooipeiagCRkOI6GIpe0WjatroGsbtwZRZ6RJZtEZr3WxLHrXN3c/6A1+cOymP+hrrJANzZVcUURNtJTueDrr7/l+fOPGI9mfPb5p1xf3VFvWPj+At2oMp4sqDccHMdEXEcbHFfVoRRK/vYXv6DdqtM97OIHAZEn4K8lRFlgdD/BsgS++PwlaeYxmt5xdT3EtG2SKOLi4gLH6LK3u89wsObdm/cIsoHrLqjXZRaLhCzLkWQFw6pAVqDqOc1WlVZLJkti0lhiMZshyzLu2mPtx4zGU+xKE8ocz0sxTZs8k7GsKrK04uXLJ9SrPYSy5PL8glZ7lzxNiRMfqyoRxS5W2kYUS0R9TrcqAQqysJGdWBWJ5Sxmvko3aUwUBEGhIMEwVao1mepIxDAMWq0d5rMxJQoCsF4FmKbOw8OATmuf2PcQVYE0yzk9XZO8CXBsAUkOMTSYLc9pNnqMZ2O63S77B9tsb/dJE4Eil+j39hiPpmiaiu1onJ69QpBSwsjFNDX2D3aZz+cYpoYoaWTJgjR1qakVFlHO4G6NrKz42Z8+wVtF3K9dlvMcQRyRphErb06Y9NAUlcVijqE76JU2t4MTtnYOoDBI0oDB7YA8S6jVHLZ3d3n7/S26sXGKTsZjhNJAEA0cu47nCvhhgm7UEYqUne0mi/kJjabD5WSGZGls7/RYrlw6nSqlkGNaKg+jIY+bW1xcXNBtH6CpDhenM9brNWVZopsbavPR0TFnp7fEScHDwwPZXcwnn2yxtb0RNF9dntJtmfjBnO2tDqLkkKYJWZpQIlExVWxdo4gSslKgXnO4vV1Qq6p0uhp1x+DNm/XmRSIoZEmK64a8e3/BejX/QUvyd+LFIIgiZangujmfff4CUcwIPRfLPuDyfEyUbCjEB4d9ri9vODjYYz6fY5nVTSYiWGLaFpPRemNFup7yJ3/yRzwMb1nO5vi+j+l00LUqB4cVfC8miTK+/uo1We5z+GiPrZ6JbkhIgsx4tEBVKnz33RlhJGKaDcyKxJPnHXzvkn63z2y6Ji8NBFQ8f82TJzukxQQ/zNDljfexyANMzaRaaRAlUKlV+f77c3r9BtHNCkOzsA2J28sznr7ocvrulut8xv1DgAB8/KLP/eD2t0KeIC3ZcRLsmojjWLx585rt7W1c94H9gy3evL9ia6uLv0qZTl3y0sYLQ5qtJo5V4Tdffs1O/yWrlU8Yu3Q6dfygIE1LXNflj3/yM77+5hWmpWE5S+JYIElSJLlCnurMZ2t2d5scHjh0uw7u2gehoNezWLszdLMkz0o+/ewZaRKSJks0TScvEn78Bx+zWK0JfRtFLhCFnH6vTRKPWOYJO1t7VGs6q/WE3cMua39GHKqcv00ZTe82XRyxQrNpsLenkxVr+v0tri7vMEwZz02p1S3OLxMGdw9MRhGaLvLFjz7BsmVeffcNSVziuybzccTzz7YRpAJZTliv57TbXRbzMZrWokhdDF3l7u6BXq9DlqQ0OxqDUYLvB5RiiWFqVKsCmpmwu9sk8AQO9p+hq1U8L6Td7mGZDTw3pNffZ7UaUJY+zZZIr3/E27fXNBs98kwkDEPctc+j4xcsZzfY9qajNptNaDW6yKaOIpaEhEiSgCzP2On1sByT29tbNE1FFApkTaLVMSjinCILaNTq1KpV4sCnKNQftCZ/N44SWcb7t3f4rsDWdg9RikmzAMusU61Wf0sWWiyndDo9HoYz4ggMy9qMwSoS9/c3tNoNTE1FUUsm0wFJsqZeV+hv2+TFHEn1aHYUSlw0TWVv+4DdnUeEgcLdtUcaZpDLKKLBV1++JktFBEGjQN5UvGWZSsXGdZeYto5lm9zf3zGfhgRBsInpauC6a4SypChTVE1mvpjg+UsuL89ByDAtjSKF1XyFbZp46wWD2xu2ettEQYqo2FhOh7vhgt39F0wXCa9eXdNqHqKZMc9fHOG5MbJYZXi3wjGbrFc+P/vpjymzkpcffUq7tcVw7DJ4WBJnCl99ec5sIvH96wf2Dw5ZeysGwxmW5VAUCY8e7/LmzWtUxWI2m1AKLkJZ8PTpPgUeqp7y0fPH1JwKu9t7BN6SVqMCecbD/T1plDIfL0mjze7JMCVUVUcUZBy7QkmBposoSkyehUTBxo0gCiWUMQIevjdnsdjAZw4O+5iWQJwmJElBrbbhJ44mY85Ohgilied53N0MkEWJoshI0oD+VgfTsSkFmZ2DDoqWkGQzdg7qpJlHr9djvvA4OxlgGhWKMqNZt8jiFZ9/+ohe20aSI7Z3Ng7T+SQhTSxk3eLpsw5OZYOIf/XdLW/fTBlcJ5y9dYl8lfPTO7rdHmkWsLPb5MXLfR4/3WHtDTFMGRE4PnjKar7RA46mI64uh1xf3TOdrLi6GJJnMtVKh/lshWmam2NdURKGIYamIksluzstLEdGlnLmkyk7OzvM53PctUeUTEmyBYoSU62ryEqBbqv0tns/aE3+ThQf/+Vf/PnP/+DzI6oVlYvzEy7OrmnU23z36jtMK0NRSmpOgyIXieOEkpJa3WE2HWJbGrPZklp1j1qtiaCt0VRQ5Jzpw5InT44IwxWGVseLL5HkBQdHPRaTiFUwolLXuLs2uR2MONreQZTXyEpC5AqkeUizaSHLJpkAy/WCSkUmSQN0XaHd7FB1qsThkvksxHNNKtY2rn+OqkpkmYqsVHh4WBFHKrs7L7CNba4v13hRTpoUkPk8f7aFY2XEYUTN6aDIkAQJeSbzMFzQbG6RFzAYDBjf++zsdojSewxr8+K6uVqTJjqv335D4JUsVjHVagfT1KnWbFRdQTcbBGGELJfs7mzhLkPWy4Qs2zAwL86vNkIT3SLPUg4PdxjNhhSZhCLIBO4D+wc252eX3N9FVGwN3w8QhJxmy8Hz1+ztHTEdu9yeLTl+3EIxRK5v7ml1mkzGMeuZzmK+xDANVN1kPs8QMIjjhOMnfeJsgV3dJAcXqzkHR12GdzMEKaO/XSOMpjhVjW63zzffvKXZ2KJIAsIg4PhohyAaUa0YJGGEoUq0exrfv/6KvX6fPEnRVYXJ9AFJSdnbfcrd7Zw8E6nULXRDwfcyHqZ37GwfMJ/nzGZT9o6qZCwR85ww8EmikO3tHYRSotveZjgcYToWWRGSRBrjkY+qWliOxtt371mtQj5++hjL0lH1GtNZzMNoyqNnDerNjFbLZrlYIwkapmmx9kJuBhPCWKPTqjGfh8znLqoJVmUzeSnKFp6XEodg2jGUczRZJwkl9vttZEHixbOXiGhMJjNkWWKxmvHVu7vfL1DLf/Gf/7Ofd9o63W6XMA549uwpnhegaRZFAR+9fM6XX/+Sg8Ndbm/vaDVbpGnKZDrDdgx0zeDmekwQxpiWSYnA1eUNrhtTrZkEkctkGvHTP/ycJJ1DDlv9PeazIfWGQxgItNp1bm8uqNZ1+t0+eaFSlDlmxWY6XeL7Kd56SRgsMHQNSZApS5k8K8lTEd/PGNzNGI+HPH3WQ1N1lkuXJCmIo4zVKuDi8oqykBiNFsiqjigKiGVCp+ugGyVZmiHLOklesNXfpdffYu0usRyVdsdmb7/D5D4hCFwsR6Jea1CWJfWGQ7trU5Y5Tx5/hO9GiLLI6zdfUakaaKqCquqsVyssU8PzFlDmiKKIqphMp3OOjg4+iHoCLMvm9vaO/nafPBNI04Rmy6Hbr6Bqm4Ga5fyeR4+OSZIQQUzRDY3JZIppVLFrImHosVi65JlIlurEUUIYrVC0HPnfFdbqDYoyY72eIogbUEmSpEiSytHxI3w/wPdSqjWbIPB49OgY3w82aLgwRtc1qjUTw9JZLFeAhOfHlKVIpVpDM2BnZ5s3r7/D9z1EScC0LYoyY75YMhouqdc6pElGxamSJAVlAUUmMh1t2A3NZoVGpcJy7iNKEmUhcDcYkyQpW1s9Hh6u+eJHH1GWBYcHxwyH91iWQa/f+TCu7pMlEaqmcHP7wPX1EM/z2d9v4TgaZVHS6fQpS1BVnel0wtbWNtVKFXeV0WzsEwU5W70+UZjjWC2yMsfzEubzNXmW0Ot3KAqJq8sHyhKCICdwI8IwocxLoEDXVP7u1eXvV1dCFEWyLGU0HrJYLFgsVqxXPnkm4Pkq/+av/o7dg20KIaJSNVBUAUkuMY0qsmKxtb2Pqpnsbj/hN785w6606PZ71JsOSZZh2lXanW3+h//+b6g5LURBxQvvaHctgnCFXXdZrO5Z+wGipJNkBbql0Ntq4VQN7JpKq9XCNBw+ev4jVouU5TxlPnM5Pbkgz1TG4zVHh0+RZRvfzRjeT6k4DaajCS9evMBxLHrdJtPZEMtWgRhJEihykTSVEEQT3dJRjIJazeb9ySuur96xWN5j2wL9foU0X1KtqyiqiKZaRFHM0dEBmg7Dhyv29w65G1xT4DOZ3fDTf/AjJpMJAjKyVNJoWTTbOmE0R7c2c/an70YMByuur4ZEsbeRvMQxpmGzWk6ZTG6pVhW2tmpAQKUiohsJjVabm7sHBsMpmmFjOVUMy0G3TPxowMpzabWb5HnGd99csZgHZHmAZTlYVgXPjXHXEdVKi9nUQ1MNAk8gS0zyPGU8HjMeLTg82sIydbqdFudnJyiSxM5WnzgK0DWV+WLFfO6jqlU0rY4o6diVCs12YwPy1VWePX+EaSnU6har9Xjji9BKLL3G2fsxaVTl9P0D89mSZtOi3bZ4+nwPihIJlTwX6DQbBEFAf2eb40eHlOQkaYBT04iTTfdA0WN62xaL1ZCvv/qe+8EEz18zHF/z9vQ1l5eX5BkU6UYF43trHKdCkkTohoIobTyWgZ+QJgIXly5/84u3vPp+wLff3EBR5V//z3/D+cUAP0wZTRY49S6O06FW2+Lw8BmIFggqs4XHeDxnb3sHS9cgS3/Qmvyd2DH8y7/4L3/eaSuoioZTqaCpOnkmk8QC01WKIIqYpoWATavZRVFL7h8uNoARQ+JmcEOWiUymK4TSZDqb8uOffEZRJkiSwmKx5O3bOzS9R+DPcZwWqu7h+wFZItPoiFxfTPnTf/InxFnE6ekphqmRFSVZLoAgM7g7QZEykjDg448+ZbkIeBiuqFXbOLbN3v4upSAxm46wK6AbCmla0mg0WS6WCGK5CSN1WhzsHTGZTpAEgTSFIi9YrZcoeoaui6RJiaYqJHGEY1e4vLigROD25p7Vesijx3s4jkmaZsznM2azKVHsowg2jUaFMF5hmuKmQ1OUjCdTrs6veHS8T71hIUolrWaXPFdRpR1kRcWu6BRCQJQEVCpNQGI6nfPo0WMEMef65ozt3TbzxQTDlKk4WwhYuOuUeqPKu/cnrFYh33xzSn/rAE3XkNSMosxQZQdZMikyjeVyynoVkiUireY252fXCCg0miZ3N3Mcq0OzbVKp1FjOUqJ4QbvdJkkiDFPBtu0PUfVnDIf3lKXG7e2Y8cjj/mFFGJXc3j4QxRF5HiBLArc3J+zu9hiNBjQ7dSzbIA4ymo0usqgyn8+JopDj40cYZk6WpUwmI0xTZ3unTRQviLIheV6SpDGT2ZK9vX2COKRWNWg0K3jeilIIiCKXNMkRqWwi2LbM4+ctkFK8dYqATMV2qFYLKD2SVEI3NNbrBdVq7UPQLeH2ekS73yYrA7Z2W2ztNOhttdnZ6aI7bZxKG92oEEc5azdiOvOYLVzSTKLT2SYMMvKsQJVEJKlEEgR+8R9ixyAIgiQIwteCIPyPH+4PBUH4lSAIZ4Ig/KUgCOqH59qH+7MPPz/4f/rdeVFQr9exbZter0ccxywWC3wvQFE3AZDVvGQ9V3n3/R1lIfDy4yfs7LbpdBs0GzbPPzqi2XJIkoAwKPjLv/zXPHp0RBxlJEnGT3/6B1SdBhR14sjA9QR0tUWWa1Aa/OhHP6IQIopCJPATrq+vKdKC0Mtx3YA//pOP+Sd/9ofMZhMWizntdhtNM5lNPW7uzpku71m7EwQFDFNDliX29vYIggBBKClJefb8GEOXGY0HyHJBv9+kKDImMxdRqdBu7pAXJdPxhPl0Rp7nVCsVtnuHRJ6AkNmoYo+rs5C//+UVZ++nZIlGHIFttvE8n4fRPU8eH1Krbyrb7XaTqu3Q7Wzx5Zff8O7tKc1mm/lyQZTEjMdj7u7uME0TUZRQFZ042ny7tBodKEuKLGdvZ5fAjbEMh1qlztnpBednN0zHPu/f3hEFJe464fHxp9zerFFUE4kG/krj4KhNrSlSb9hUaippFtHu1FC0iP6ORbOtsVqtqFarWJZFFOb4XoogSAiCgixKzKZjZpMJmioynTwwGT9gmTqem2BbdWyrysuXn+HYNVrNPpJoU3FaeG7M/t4xg8E9R8cHrNcblJxh2GhGzv5xhWcv+gD8+u+/YzGVsIweh/vP0LUqf/+rdyyXIIom+8d7VKoWAIOHEUUBs9mC8/NLNE35UAhXcBwHRZFIsxhVVZHkAtOQqTdMFBUEOUeWYeMDENF1nSePnzEYDEmTEtuqIwo6uq7S67WIEx9FMzi/uCYXZB5GM75/8477+wfiNCeMM8IgRlEksgIuLq/xIx/dNAizhNvhiCD5YbHrH3KU+E+Bt/+X+z8H/lVZlo+ABfBPPzz/p8Diw/N/9eFz/7dXkRdUnNpvZ+Xr9TqWZZFlGRVbJIkXRGHIb379LcP7OZPpijdvT+l0HPxgTaViQxGhKQXVus7e9jH/8Gef8/q7V9zdDNnub/HNN3/HajEiyUx++ctvkIVt1muJWnWHX/3ijPfvT7k8vyGJRF48/YzjwyPKHJIwQSwK4tjHdxe8/PiQZstmPBkiyxK1Zg0/WFOtmf8ndW/yY0ub53d9Yh5PnHnMOfPevOM7VfVY3cYl2ICwgAVIlkBix1+AkFhRNm33AhawRd4gb1iwgR24cbXtrh6q3up65zvmeDLzzFOcmEcW5zYSEtj9Sr3oylWEIhQpnTzPk088v9/380EQC46Pj9EqJxAJAAAgAElEQVT03TL/fni7k6maKmkWcHd/BeS47gpZhvlihCCBompcXY158+aeJJJo1uo0GjVqjoNlqiRpwHq5oNfpcnDUodVqUOQKka8yuS+Y3VdwZ132B3sUxQe9uqxQFBlFmaLpEsvlmt/8jd+l2ejiewHr9ZJmy8a0BAQx5f37tyiyRcVuMp8vub+/I88T/GC9s0UtZgyHIxbzFev1DsYqSRJlIZJlJbZdo9vZ5+3rW/p7R1y+H/HP/o8vMI19Xr9+S154mJUUXWlTMfvkqcHP/uQXvH3zHsMwaTbrmJbEYvnA9eWIyXhJpVKBwiCOdwPs7NEJSRLT6+0+g3anQRLtiNy1uoUq5zRqFZIkYbX0WC8jJNHENCr0egPu78Z0OwMEQcJQNa4uv+H95a9YuyPa7Tat1h5ffH7NH/9ff8nrV1eMxy5JbPLd11Mo27jrmCQSqNc6GHqF9crl6YuntNp1bm9vSROR2dRDQAEhZjDoIAgSdzcPVKt1anUbWS2ZzSe4XoSimYzHY+azNePxnE57j9Vqy+hhQp4XzCYLJEGmYtZQpDqTScwf/dHn+F5EzdllaBRFwbYdTEuj1a6SFhGKIbHZromymDDNiPKCQta/x1D/a04MgiDsA/8+8E8+nAvAvw38rx9u+Z+B/+jD8X/44ZwP1/8d4a9c3P//v4Fvv31Nvz/g9evvyIsMWRbRDY2KVfDorMqTZza//TundDotAj+nXt0nz2JkRHTVZL1aIIoZYhmxnCx58+otRVZSNepkccKPfvQprbbGZLHhd37vx/z0p2+5vfUYT9bEUZcf/Z3f4fZiybe/vOPNN2Pub24p04SqbdBuaDzceGxXKaZucHn5iv3DJu52iqqVNFpd8rxksdxw+f6e2SRA1epUHAtJLDAMhYODPq1mFdNSieMYScxothyePntMtdHENpvc3bks5hlhGBP6HrKUUuBx+qhGd09CMVYkxZDBoUKzI9AZyGhmjKbvhK5pmlKrNHj96j2z6Yo4iqjYJnG0pdOusVkvsawKcRLR7dUQZJejRzWOH3Xp9NrEsYAgmBQl7B0MKIQNT58PaHVV9g8bHBz06fba1GoVZC3EqSqUZMiyRL1eQdNUqtUq4wcP37Npdxx6ezpF6hBsdURBxbIc7u7G3N/f89Enj/j0B4+R1YhqtYJmxpydt/n4o98miSSur6/ZbkpuboZoqsF3330HgKyIvH7zLYvFjMFem5cvj1F1n1KYIms+e4MWnWYHXW0iUuHhfoFtNmk1B4xGM9xNyGo54cXLJzx9/BQBjarT4fT0MYqR8uRlD6seYtVKkASqjT3eXyx4+2rB1lW5vlwwvJ3y8ccf8+7iK5wa7O/vs1oklFmFJC45PG4jyilZWqIIDdxFxGy2oCwFnj1/yWwRkeUWjx6f4lTqXF2M8Nyc0M/w/RDTNJCKCFXKMHWZ16/e47oZrdYh/e4AVVV59vycVqOKpkiUxGTFFknOMEyRvaMebrjFL3L8pOD99+x8/OuuGP4H4L8C/go12wTWZVlmH87vgL0Px3vAEODD9c2H+//fU4Eg/BeCIHwuCMLnfhBTlBLzxYqq0+KLX31NrVqhXteo1UQ0PcJ3I6r1gtu7C96+HjKfbdi6sF6V+BuNfm8P3cw/mKSXHPaOqVc62DWJ4c0d/tonC7coeHz35WuO9h4hSDqqVuHR+R4X78Y0Wj0UMyAXl9RabRRLAjVAtTSqtoFhWEyXc0opQ9VyHj/eJ/aXbOYZ8/GCdlPHtnPm84DR2OOLr+eIap/lNiXJEgSx4Lvv3vLR8z6KAaPRPZWKxPljh7xccHb2mDhLScuCaqtGKUMYRSwWWzy3ZL0oIVe5ePuGJFhRq1gIFGiWiNUQcd0CSc3p9CoEocdmHZAk0Y6u7CXkqcp6EdBuNhg9DHerCsEgF2PW2zXL5ZwoG1GxHLYbl9PTY5I0wDBFWh0Dpw6GCTe3V1S0JpqS8PJlg1pNx12XXN2sma62jKYrxosJ7UGLxWaMXokpiZAliz/9l6+p2n1efnxCva5xdXHHar4l8jcYUoXFxGU0ucCqiOwd7CNrGWFsc3kRUq98RBQabDYRewePcH2dkghJ1FHEOiCTxC5ORSVLYjQbXr+/wnDq/PyX19wME7ZbicivoVUc/KggSFJEuSSIl8SJR6Wl0uxbVOoqjYaMXYlQlBVPn9eR1JzFfIWMjaVU+OIXb6kaB4iiRFF4tFt1HLtCveKgCCWDVot+s4koKYzGD3QbJooQEW83+Bv49qsxcSgTpwnNdoskE3CjGL2q8+KH5zz95ASn7rANQhS1oFoTsSyB2N/S7zQxFJk0iVhNZ4Suh6GoOJrNfDRhu1qjIBO5CZv1miyN/mYnBkEQ/h4wLcvyl9/ryf+Gn7Is/6eyLH+jLMvfMA0NXVfpdFqkaYxtm0znIxarMbVag1qtR7ffwfNDPv3hJzx6copTa2IYBoYFipYxvJ2wXLgM9jo0uip+uODu7oHR3XbntMwEjk+bHJ8MkBWBu/sbVqsZw+GQh/sZy4WPgMjJyRnn509RFZ08KxEEEVlWWa/XO1S7qKOpDtPJBlnWaLe6OFUDx3FwKlVUVUeSpB21udbg4X5C4OVsVilHB8/odztEiUCr2aHX3eMXv/glUZQx6O9xe/OAJGokSYqq6IiiSL1eRxAEer0OURwgyzL1RovB/j5xHGPbNlXbgiJnsZghiCW2bVOr1WjUW6xXHnGcIUkSFcdgMhkxm653ryJhhh/dc3LS5dH5Hqal4FTqgEiawM31iCQWyBKFLFVIIoksVRj0zlgul9i2ydt3bwgCj+l0jCQJ1OoOkqTRqrfIkhJNtTANhywrub8bIYgF7U6DxWJBHMc8efKEbq/DzfXwwyZghKqqZFmG7/skSYJpmtTrdb788ku++uorPM/j/fv3TKdT3rwaYZomgpQwmy5x1zl5XiIqLqIIP/jBD6hWGyiyzvB2zN7eAQ8PYzrtGqpSEgbrXWZEL/D9CWHgYpkiWbpF1wT6vRaSVJLEMf1+h1a7RpIGpGmM7/tQSkRhSZj4WI7MYL9KLm6pVGVywSPOXSxbo9mso6gSg0EX09FpNKoEgc/19XvevP6Wm9u3xPGGMs+wDZN3by/xPBdBhHa7SZqmJHGOZdbw/YDXr95yczNEljQODnZR+LIQqdVa2LZDmqY4VZs08zg67qEZf/P4+N8D/gNBEK6B/4XdK8T/CNQEQfirlup94P7D8T1wAPDhehX414rzZEUgKV2W7oxmp01/fw+76vDs5XMkpcEf/bPXJGWMINusNxuiPOJmuOXyaohTV5HUFEFUqFa7pHlC4AkYVg2kgkdPOvjhBMNW8LyCOPFoNA1UPeG3fus5J8c98kxiuylI45iHhweggDLHsiwUWYMcLFtlu90yn4YErk4aWWQpLJYzBoM6hmYyn66IghinorNa3aPpIgcHB3jbHLHo8yf/4j03Vx5XFw9Ikozvhzx+/BjT1AnDmKIQiOMd1m6z8VgtXTYbF91Q0Q0FTRcY3t/vCFSavmMVbD0aDQtdgYpjoqoqoiixXrnc3Y1oNfewjT7n5+cE4YqT033ev50S+TvUuW4klIWMYVg4VR13E9M/NOkO6nT6DmZFJkxcRLnEdixcb8N0PmEbeHi+y9nZIZou0GhZ2JZCq+lQq9TIMwFKhfHdgihMeXL+gmq1wW//7nMQY+7vJsyma2SlQFFz4jSjN9ij1+uw3a5othyqjs7h0R62pZAVPr/9u5/w4vkj9gYDLMvg45fnNGpdfvrTf8XD/Zhq1aEkJUk9Wp0KqiZxefmexXxLGECruUeRK+wNToj8hCRMcGwbxzao2CLNpsSPf/wS8Gk1DLJ8g23mHB3UMDRI8zWymmLaEo2WhawIfPmrS24uQo4Ofsh8HnA3GqMZKkt3QxClyKpBzu67lOYJcbJleHeJLMv84Ac/pNNq8ezpMY/Pe7TaEraVMh3fU8Ypm7VHEATohkKjWWNv74DvvrlAVgxOz87J0pL1yiVKCvJUJk9VvK1PpVLh4KCPIEboVopZSXj56eBvdmIoy/K/LstyvyzLY+DvA/+8LMv/FPgp8B9/uO0/B/63D8f/+4dzPlz/5+W/ASwpyQJ7gxrDmxvG4ymT8YbRaMPFxZSHew/banN5c8f1zZQ4Bdf1iWOR9dpl6+7gm5IMfrDizesLNE1jPp8TxzEbbwcvUVV1R0m2bDbrJZ98+oStP2axGlJ1ZPIioNdvEkdbyjImzXxUtWQxn3Bzc4VuSNQbFvV6HUnUWa/8Ha78dJ/hcIjvxyzmG+I4pNWxaHUs/PCBJFvjeWvSNGe79Tk/P+fguA9FjKrkXL7/FnczQSDg5fPHeO6SPM8xTZN+fw9VVZFlmclkhCAUOPWdeFdTDRBEBoN93r99x3w2wrZN4iglTVNMS6csS66vhiRxSZrmGKZKGPkYepUsFTg9OSePZd59N+HuaoUiWzzcLdCNkmpdRSgruCvwNjI3lxvubjwq5gH7/ec8OntMXpbYFYs0izANheVqzGw+YuvOicIt4/EDkiTQ7/dZrhfkeYKqlximSLPZZH/vkDSNKYqcZ8+esA22TOYTLFulYqu7ipQKmg71hs56PUJRwfc39LotonjDo6ctqtUKe4NjDEvg4LhKmnk8DN0d4MT1yLMCy6yQxBnffvMdy+WKP/2zt7S7TynKOkGkUYoVvBA8N2Yx3aCpFXRFBiGk0VSRpF2zXLfbQhAzDg57HBz26fcOmTz4/NH/+YrXr5aslwVbV6ZWOSXwDJLYwt9mpJmMY7ep19sIgsR0tuTrr94glhWEUqdqV9isx3z26WN+8Nlj8sxjPNqwWQe8ffuWKN4yngzRdJHtdoNTtVF1mTjZAXP2jw5ZrFfkpc/+YRNJyVB1AUku8AOXMPS/18TwvWCwgiD8GPgvy7L8e4IgnLJbQTSAXwH/WVmWsSAIOvBPgc+AJfD3y7K8/Nc9t9XSy48/kqjX97h4u8Dd5miKw8b1KcmAgscfOczGKZqy67sXhSpnpzJBuGW1WvHovMN4cou7FlCEHb2m0zqg5rQQRdi4c3xvSq1xTBgUbL05B8cOYRSxnMFqteLgYI9KRSEMV+iGQJqUpJmAXWlw8e4bDNPm0aNPGd7MWcwWnJ232boz1suMwC+oVissVyN0K+LJs0NGkwd0rUoa6QjUGA7vsSsyVkVAN1SEcidKabUruK6PJreYzoco0i4BOZ48UKvVKIqC2WxGo9Gg2a4SRQm2VcVzQ3w/QFc1vI1LkEZ89sOnCMJuEqpYu6iyLKvc399zfNrC933evLpnMOghKgFnj0/59qshQRBwcnLEN19dcf5RG99LWE8EwjAkDMOdsboUdlSpRpPuXkKRB+RFRLVmMRkviGOJTveQ2+s5igpnj/YJwg2yLLNer1kuVxzs9wmDhM06xLIkRCmm2WwRhrtXSFVViOKALC3o9fb4+uu37B3sMx4Nqdgatm2TZSWLpcvJ6SkX766o1WpAiaSkNBoNFjOfKAQ/TlDlCpIUstd/xGazoWDLZORRcbpc31wQBB6Hh/vEScBiseCHnx5hWirudoEssCs9qiJpumG1zXFXAttNycnpgCSF4fUHGle1jiSX5EXEfHqPbsiYWgVdt3DdncVbFGI0UyOJBcbjBD8o0MQCWQv59/7dv8OXX//5To3o5ZSliKp22XozDFPEsnVs22EynnN9c8Hv/OZvkOURvh/uwMnizhImSgW1WoXhcAhIeNsI3ZDRDYl/8k9f/bVhsN8rXVmW5R8Df/zh+BL4rf+PeyLgP/k+zw38mCIyWc1ntNsWkhRhmxXKUthp3HoaZkVGKheE3k5UGiQPeIGJXZFptDqkuUdWhBwcHvH1z8fohowykLiffIckyJhGFcoWYeCxWSXYToUil2k3e2yXc5yqha7teIbHxx0u378CUaXe6PPm9QWfvPwBlzevubz6lunYo+a0ebgf8+LFGUVxiapJOI6KatRBCEkimWaziSgYuFnJ9dU99XqD2eqB3sE+8/E9slTZhYMUAaEsoSwxdRPLVimKAsuyEAQB13V59uwZs9kMz11SFApfvvsOUdCxLIt6rUvgJzTsyofleU6aBWy3GxTZpowkFEXj9atr0jTi+ctjBDFF1RxGDze0OyqvX7v4WxlFs/nZT4douoRuJnQ6PbyHOc8/OcMwDJIkwTAM5pNrHp8f8vDwnvVyTqfbpiw14jCjUTfZemu23grYGZuCICDPMzRNw7Is9vdOeff2GyQlZ7OOWS490mzBkyeP2LoJy+Wa7aZkOtpSqW5pNtv43oIiLdFUB9tU+Oar71gvdrq3elMnCmR+9i+/5fDwkDhxCXyLRI44PTOJ0gmFEFJxdMrC4eL6Ft0wUDWNNIOK06Q/OGA6nTGb39NsOIwnN+zv9eh0G6SpTL3eJ/Y9ZtGYKNnQ7nTYbgo264jF4hJVE3bk8U3B0WGfPE8JgzUHh6dcXb5l/7AGQoxTN1muYvJSQhZM0lThT372lgKZak2l3a1ze/tAXs558fKcX3z+57Taj1kup2i6SKPe5t3lFb1+g2rVYr32CLOMZrOKgMirV684OjoiSTIURSEMAxRF+j5D8m9HS7QsKahShX6njaqm1OoSouwjSyFRuCIKp+RZTKOpUq0auwYiNaHiaDj1kjibslzu6t5OVUNWM168fMLdcEyRGUSRSFGIhJHLxcUbkiQiiXJ+/hdfcHUxZjrZEHo5F+9voJQJg5RKpY7nhYwe5pwenTOdbBBFlUbTwbJ3A9LzQopc4PisRaNpEEZrSmKqTouvvrii5uyxmAVcX405O33OfOFzdvIczysQ0Oj3Dlgtt9zfj2g02nz7zWsqdhNFkfA8F8Mwdk1O1epuORlFmJpOu9UCRCynSpLkjB4mXFzesly6uJsAWVaxLINGs0KWh4TRliAIuLx4oNXqMJ5eIUgRWR5A7nBzM8TSq0zGS8LI5eTkiJNHfSzb4Pb2GgBVlbm+fs/19XsWyxHudufn7PV6O4flfE4SxSwWCyzLYj5fkEYFs+mS9+8vMI0KsqQxncwJAg9ZFqnVajx79gxNNZEli+dPP+P1qyvKQsXUm9xcTVHlKmKpEYUpYZCxWYfcXU+gVKhVO7vgXFFnNZO4uLjkk0+fsFpPkcUq203C1g2Q5BzTksjyLdPZPZou06gJnJ02ePK4T79rIRFiGyKqYdJo9RBFi1brkMPDp8ymMfNZzvB2ymYd0usNaDbrLFfjnbJQlTEMncFggCLJVOw6i+kGoRSxbZPZbES97tBsVdj6c/Jyi2kLiHJKnAUoms1qFVOxB4iizZvX12iKw8FRg9vhO/b2+iyXa1arLZZVodXs8fTJC6pOnSjNsCwLSZIQBIHlPEAUNPK8ZDKZEIYBTlWnWjO/15j82zExKAKlJHF7N0dVVTaLmEalj2nkrBdbZKFC7AX4q5Qy2yKLYwZdEc9zWc1hNvF5dN7HcWxmUw9ZbaDZCkGSMR5peCHMVhOqNYv+Xp96s4asaBzsnTF6WBPHMe2OTX9fIys2uy68Wofzs0dockwcD4myEM+PeP36Nb1BFTeakpUa85XIclpiVw2KUmS9KgijDFnR+O7r96iSSbvVRRR35qlvv3tPEMjUq3ts1kvq9Z149dvvXrPawp/9fMIv/3yJY5+wWuYocp1W2+LFR0eEYYhimNwMr6nXNYRiS3/QoFqvUW82efHylCwVuHj3AELGcrnm7NE+hXxNxZH50d95Spqvcewes1FJ4NrMVw8cHJ5RrTu4wQxFNpkvpkxHa3qtJp99coYsuchiQKtWJwliuo0OgV+yWmWsN7ANZGqNLoqhoFk5by9eU2+0sGsyqlowuvVJk4SPPhlwctYnzRNuRlegWAhCk9dv32DaPmv3guOTBu52RSkUtDpNDo8PiNM51YbA4WmLpMhRzAYbNyLNI9IsYzQdkpceT56eUpLTqNUZPdzy2Sd7lJnP29ch65WKqbepmFXGoze0OgbDmymLqct4dIeqBPjbKbqSMXm4RBIzDvb22Wxc9vcHtNoVGk2Dg8MORS4h4uzEPeWcNHehVOj2GuhWhmHH1JsqZRFiaDJ7vSZZ7BL5C04O2xhKQath8OSsR6vepshCdF1ltQz49usJUWTz7v0M4honB8+RxARNC8hTnzwNcWyTy3fv+fIvvyGLBK6v7ul2m+imgNMQ6R12yAUIshTNUNF1nfXC/V5j8m9FVuIf/sOf/OTJoyMsy2K73ZBnMppS4+Z6yOFxn+H9BZat4Loed3djDg777B/00SyFy8tLjo72SLOQ+7sZs0nI47Nj0nJFnmesVh6//3c/RddEBFKSPObyYki/f8bF5RW67iCIMoomUK3pKIpCFPlATpImVJwaiqTjejtC1NOnjxFFAVnWmM9cHh4m9Ho1xpMhqrJjEqb5FmBXRhNE4iRmNpvj1CoIokTgRYR+hKpZH4JiBe62ZLUuyHOZzcZjNBnSbnX45utvULQETRPZ3zsm8COWyxW9Xh9V1bm5uSGKUprNFovFhMXcY3//gOH9BeePPmV4O0ZRBcpSpNV2PijQLHRdww9cosRnvV7jeQGyqCErKqqi4vs+zbpFUcY06g3CMGYxdzk6OmS1njEYHOL7Wxxn99qwmK9QFR3Pi2jVD7Fsg1oT8iKgyBWyLMH3fDbLktnU5/5ugyxZyJKAaUr4/hoQ6Xb6tNtdfD8iTXIss4IsGUiSiBc88PTZI66ur1ktQ5qNPsvlgpPTA4oiYb1ZkCQpRVbw6Oyc9+8vsO0qqq5xefmWw8M+8/lkxziQRBr1HoHv0WzZSPJuZTYcPiAIJcvlgmfPn5HnGa9efUd/0KU3aDB6mHBzfU9JjGoUKLJGr3tEGG0I3Iy72yVPzp/jbuckScpmFaFpMk7VQZZ3zVlZnlIKJVmREEYxeRGTpSGimFOWGXke027Xubp8/YFNMSAMEiShSuCnKFpEu9Og2WgynbiYukMJyLJGFIWUCGRFynozZ++gh6FJSFLBn/588usVu/7Df/wHP6lWFASxoFK1mM/XRHHGweERQbhgb7+xg1/sHZOmGRXHYrWZMpmNODk9IkkDev0WtlWj097j9uaS/sCh4tg4lQZrd8JiPuPx+THVZg3bbnF9PSOOc0Bl4245POmhqQJFkSEpIlEcsl5tUGSTNBXxw5A4CbGsXTQ4SjKqTovlcs3x0QC7orPZ7LRwql4iyyKblc/pozOm0zEHh3tkRcZ8tiBJBJarFVkGWzdm62VkuUqRK4iSjCBoQM7Dw4iKZbG/71DmMWmYUKKiyCpOdVfP7nR6zKYzBEFAlHfegfliyfnTU4a3C0ajBZZt8vj8gNH4GsNUGI/H6IZKGG3pdNsEoY9lVahW6wSej+cHFGVOlvrYld2GYLVaQxIVRKnE81e4W58g2NXZg9BnMNjDth2SuGR4O8NxbPxwgWHoRGFGo9FEllW2m5xB/4RqtcdstmI+GyMIMY5jYJoW0+mM6XSOIMikaYGuWaTFlDByUWSLJFS5upxRcQyOjtv4fsjWWyFLJa1WnXa7hedtubsb0mi0yfKSJM8IwjWWpVJ1HIocZFViMl4COYKYYVkKm82Sfn8f09SpODa+71Op2Hj+ru0+y2MU2cD3Io6OB3S6jd0m7dqn6hjc3S7YrCPSNKPVstA0jTwXESgYj2fYlk2axeRlhiiB57sIosrx4T5pFrG/18X3V3S7ddpthzD0CcOAKPY4OX7CfBogCjp+PETTdBbzLfOpi21V+dUXX1DkJXlWICsakrLrpZGkAoqUOAr5+V8ufr1i11mWMVuOEJWSvMw4Ou2iWRmCnFIUKWkaIggwX0yBXQUhSRIqZoWaY1PmMdvNgrvbC7J0gyxnFGUMQkaSbrm/H7JZB1xfXzNfTYnTiMHeASUy602Ablg8jCb4XkRRQFGUVCo16o0eZanhuhnj8ZhHjx7tBqAIkiSwXM2RZJEgTIiTgla7u5Oy2BqCmNHt9/j881/QH3TYuFMaNWv3fluvU6k6NNst4jQjiQu2roes7MpLpmWh6iZ2pcHpyVOEQkREoMxShsP7nQHp+gYBsG2Ls7MTiiJDEAR83ycKE5K4REDHc3Nss831zTtUVaRatVBUAcNQWW9miEKBqoikic9qPSUvQqoVfRdGC0PSNOXm5pbxaEqv36EsC3q9Nk+fPsIwder1Kqenp8Rxwng0R0Dm008/Iooi5pOM7VrasTNmY2RFZDIdcnn1jvF4vGM9JAWGYWGaNu12m2p1J7ap1+sM9nrMF1OWyzVVp4ksaYDAYNCjVqtxeXmNU9Wo1U3miwmWrXF59RZVg/OnR4zHI87Ojogij2fPniJJErVqg7IUiOOU8/NTsjzC3S4RJWg06ghiRl4ku0mm02Q2n9BqNQgjn/fvrnn16i0HB0eMR3Our8a4m5hX371nOp1Rb5rYjsTDwx3bTcHNzT2Hxx2yElTF4t27e4rcRJUrhHFCvV5nPJrz5ZdfUqs5FGXM/l6NXk9HklyqNYNOp8Fg0OPrr79mNpuxWCyo2FU2aw/bqlOxq8wXU378499HN1TiqGDrRnz1xVsoFQI/JYpzVPX7maj+VkwMum6wfzRAMyxEycCoKAiqzzaa0Gg0SJKMer1BFKZk2S6oZOgWrWafbrfLarUkjmMajQaT6R1nj4525Zsyx6kpNJtN8kKnKHcKu9FoxDfffklexJQku7CW41CUElkmIwgWk3FIkhnoZpfr2yW1WgNZlml3WmR5iiQJNJt1jo8PGc3WfP3tW/7yl99SrbbxvZhqpUaSxDx79oyyLDE0k6urC56eH5Olaz7+9Ixez+Gjl2c8etSl3dSpVmHQM9k/qJKlG1RF4Pr6htF4hWFW0c0a3VaT48Pdf7VazWY+GxEGWzRVRNNKnj87p9mo8XA/ZHQ/Zq+/D4VAo96mYje5uR7RqHdI05wXL14wX4w/ePJvPI0AACAASURBVChV6nUFQQgoyoDPPn2+CyklEfv7+wDc3t6iaQp5ERPFW/YPOohSznw+BXYdl5IksVjdIoqgiYcMLwpOTx+hapBlEWfnDc7Om7jeHU5VoyQnCjPCMOTy8hJFUdB1HT/YcnV1hWmanBy9wNAaLBYbpA/hM0W2cKxDSlIMQ8cwjA9uzyOqVYcsDzk+OeR2uOtBOTjsUpYZb968ZbP2kAST+4chnrfh4OAAVTHQNJ3b4QUnp3t4/pI4DsiyGFVVEEWRfu+QXnfAZrPi/v6BPJNx1zGqYhIHBa22wEeftvnRjz5huUhptw9AipAkCUlVMHSby4shG7dgfJdw8X5FFFuEsc6rV0NE0cSpOwThhlLY5SV6/Q61Wo16o0Kaezg1hUH/jCSSuL0ZIas5v/W7TymENU5VwY987h+m7O894v7OQxbrNOp9TLv2vcbk34qJIYxi8kxmdO/huwqhD6ZpsTfYJ8tKet193E3A2dljjo6O+eKLL3elGEnmqy++5PHZEypGlyRQOBy8II58dEPh3bt3HB336A/ayLKOYWhcX9xg6Cq9bp16zcCyJExDIQp9ZHnXNPXdq0tkpcrFuzsmkwWSogC7lcR0Ov1/kp+WZeG6Lv3ePo169wP6PqBR7xKFOboh8zC6Q5E10rRgf3CAKBScnLTZukvevf+W5fKO9fqBJFmTxz5R6CGKaz777DGymAIl9WaT6dzl5n6CYaoEwZYyT3gY3dNo1AjDENu20DURUUwpi5iz0wMsU2E8GnJ7c0ESSeSZjCLbaKrDw/2M4e2YPM3otJrkWbQT3baqlGVMlofc3d9QqdhstzvasSyplGVJWZa42xWmqWFaOpouEUUB7nZJrV5B0xUkuWC9WVKUGePJkEajAaWKbZsEoYtT00iyHTG6Wq2gabtNWN/3Wa1WeJ6H4zjIskherngYX6GIdaYPORJ1Pv/8l0ymd9hWjdnUpVHbI09VZhOPIlfwtjHhh7+pogrM5lM8z+Pg4AhFNkgTqNVq/PjHP6YoQBINoijh+PgQ33dB2JHLHcdhNpsRRRHXN+8I4zVRsqFWtzAMhYqjgZDy+OwATdOYTEYsljOSNOThYcxqFVNtGNgViVbHot52KMuSOJbxXRkEC0mqIslV3r8fc305R1VbVKw+gZ8zflgxvB3RajV4fH4CQsxwOKQoM9qdBidnPRarW7beitVqRXdg8aPf+y3SrGC9iri7m+L7IYLw/eTVfyv2GP7gD/7gJxLgrlKW85jJ9I7jk31G90uCbQxCTlmUPNzPcCp1qrUdwDQItzvslx+yWWZ89cUtl+8nvPi4g++5HJ8e8ebdK+bzDb4r0O7pOE6VzTok8BM0QyTPC+r1Bht3jqqWuBuPitPgbjhDlHT8ICLLMj5++Zjx5A5ZKbm6uuL45IT5dMu7d5dYTp1ms46m2CxmS/xgycH+EaomEkUJm43PoH/EfL6gKFMsWyIKM+o1B8tQaNRrdNpt4jgnjXPaHZWH+2tsu4ppVhDFmCgOPvTD+8iyRJ5nNGp1tl5AvdHgzeu3dDs2ZS4iimBZApZeo2JX6PUdwnjX9DUezwmDlO12tx/y9NkJaZZiWiaavluqL+ZrojDm8GhAnIR0Oz2iMEFTDXRdQZRy/CBgPHlgMOjgOBXGkwmdTo8sy4GSSsUiiUuePjthGwxxKlXcdUaWRZQIOM4uA2KZKqvVjLOzQ26uhzSbTWq1Bnleoigaq+UGwzQosl15s1p1aLWbaGqV66sJCCmrpUeaFKRJjiTJzGcLRFHCNHZl04OjPSbTEbIkUHOa/OLnv2I6m6N9kMU8PIyQxZ2yUFJzsixHEAS2W58ojrDsXat5t1+hVquQpAHVqs317SWWZdLvdxneXFDkBU+evuT163f4QYCmm3jbCE2PUFUBxIxq1SLLCnS9Q54qBGlBlpWoikUQxGxWHu7GxzIbLKZrojDl7NExd/e32JaDopb4vkvVqaEoErKakhceum5hGW1afRVvG3M3nOL7MXt7bUQxQhBD/vQvpr9em4///X/3j35ysN/B8zKa/QqtXo2H+zEiO5jqyl2xmBcEvkK3a6LIGUWe8+69R6dzhGYrbLwVlCInxz1cz+TN2zvevxuzmddYTBN0M0UQBEZ3Y8ocNENDUWTiIMU24OPnLTbukr1BC0OD/X0HyxSomAZkMtOFi78V8bchzUYFVRGY3W9QRZvpwxZv40OZs3FXWGaPm+sVN8MV3lYizSq8ez/B82LKsmBvr0GejmnUDGRVIUsLJFlBN1U0Q6RimpiGSH/gsJjf425yhFJjPJlxfOwQ+DGUMlEaU5Y57jpEVSxMxyQvBKIkJs1zNEtAkDNWG48kC4miCMs20HUdVdOoN9roSkHo51BabN0My6zhBhF5WXL+eB8/WCMrAnESk5Uik8UCRbM4O+2QJSJpImKZGlnqIQoC05FLWsTYpkUWr2k2DMTCIAqhLEqEoqTbGVC1a0iCiKpK7B100JR4x6P0PURBRhRE5ovdJiZSk+02ZjqfIcsCWZ4wm8yoVR06A429/T08L6IsVer1Nogi8+Uc03YoygLIKPNyJy7OBY5Ojtm6MefnDSp2jmPrbFYhqlxhvZ0jiRpRVLBaBWimw/Xwlka7ge9tyYoQQYgoigzLqLGYukiiwGe/sY9lWozGc7bbgGdPXjB+WBFsBabjNfV6DUPPSJMEUVRJsoytN0dCQSRD12JOzqq02jKWbfDVV9/wyWcf8zC9oxQkxpM5+0cdFCNjMY9J0hJRkmk0bDxvQ7VSZTadUjEtfvavXuN7Cn6Y8fi8zelphyja8LM//zWbGP7wH/+3P7F0KCnRjIxnT/ZpthzWixUPtytOzk5IY4UslRDFDKEE06gRJgWr1QpJKpmM15hqnW63y/DugVanhmEalPmu1NXu2DSaDqapk6YxUSgyn7vYdsHRSYU0ztENB0U2UGSNMIpJkxJJNJiO19i1Xd99luY4joldUfHDJTkBlAq9fo3+XhOEnKIoEEWBJCnRdYvNZlfmC4It7mbN8dERlDG2XSWMIgzDIIpjfC/CMEzW6wdAYzzakOcwOOhwfz+mVu1QlDGaVmU8mWFbFrqh4VTrFBRcvJvQ6pgIQkmruUcSSbTadeyKwsbdUpYCgR/RaDSZTCa0Wk3ub0NG9yE3lyvWS5HhzZYo1ChSi4OjOppmIkkGkqhhmw4bd4MoFpi6ThgUvH79HlVV2N/fx6m0oFTx/YSyEDBMkziMiOMIQYI8T7FNGz8Iubm+4/r6njCISLN0Z01qtCkLiaIU8YOAPC84ODzi81/+Beu1h1CaTMZjWu0KqiKhqRX6ey0kUdsN5jji6uo9/UGLLI+5vb2j3+8gSBm9foery0vSBKaTGYoiU6sLlGWEKArMZ2vm8xnL9YZGvUOn00MUFVRNo9lokyYljq2S5ymOY6OpOmGQo8gaZZkhigWr1ZYgjHj50QtG0yGSDBXHIE0jnjw9YuOOyfIE07JYb7YcHOwxXywRRfjk4xcsVxNevnxMs9nkdniJIlrs7w+Q5RKnJrJ1V7ibgH7vAM8LmM82xElBp9UiK2LyLGE6WaFpDbJUpihyak2VPPep1W1++i9uf80mhj/8Rz95dj6gVlOw7YQ826JKAu56Q7vjUKmKXF5fESc+uhHRaFZIkl1oabXyMI0qEjWEYkfVef7ihCTZspjNCdwC09Co1VQkMWc9MynJ0fScbnvAerVG01MMQ+Tq/QP3ozGaamAauy+hu/UQRYX1akmns89y5bNcb6jXauimwuhhycefPCUvPaazO/YPeiwWCyRJ5smjF1zfXrM36DJfjPn9f+t3mU6n3N+O6XTaeH6MJJdEkc9qvWRvcMTFuyvCdEWve8RisUU1dDRDZe36LFcekqjRqO8hiDJbf4MXbKjYFmEUIEu7EFSegWXpuNslrhuQpxrNdhVvG1KvdfD9EF1XQEiI4jV7Rx1yQhRDRZBy7KrG+dND/uwv/pL5wiOOC9JIZOv6iBT0Ow3cbYiAhiwZ5HnKqzevGY+X6HodWdNQFRVDUykFSNIMXbMw7QphtNsPsSs2tVqL/f0DiqLg+npMlskgqNzc3LD1fFTNYLPZcnDQRFNVuq1DJtMHBnttNF0gij2qVYutu0WRJQxdw/c9Hj96xGa9odvrUm9UEMWU+WKCoqhEQUGr1aNSlbArAkmyxTClXSzddmjUjsmSguvrG9abJbpmMhotCXyBZsNEliV8z6XIRYp8ZywvygTTMjBMi+Vyyf3oFlEqOTo5Yr6Y77Rz8YbBfp3FfIxu6kRRwGI1YdBv0e3U+fzzPwUy7IpKFG/o9ur4K5HFdMveoIuiuahajq5WCJMIzwuJQhGJCu8vruj2LFQjxTbznTagXiMIE4Y3Cxr1Q372J99xP/Z/vSaGf/AP/pufVAyRWs2g1bZQRIEyB38bc3jUxQ9XNOtdnIrJ4XEDUSjxvAjLruK5PppuoWs1rq/GCJRUatDttmg0mrx9/UC73SaM1mi6RBBYPDxMODzoEIYuIiqaalIULmGY8vTJOYHvIinQbNY52D9gPB4hyxX8IAJBRFY0luuAaCvR6xxzO/yOim2TJilbd0uRC1imTVHCdrugJMep2UDB1t1SqzYQxBLLquBul9QbNVRZIg5TsrTgN3/7N6nWbNbeiiRJ8f2cbrfL02en3N5OmEwXdNpNsjyi3a4hSSKmYSKIAs1GlzDyUfUCUc539qi9M968/YbNxkeWFMIo4OBwjyjaYlomzVYNURIIwoRms0OeJ0TRmqOTJ4R+hKIY+H5ImRXomoQoFsRJxGQyR1U1RDnn5PSYWq3J3cOc6eyePI0JQg9N0bm6HOIHKc+ffoLr7cjJcRKy+r+pe49lybIrTe87WruW169fEXFDZCYyE4WqLkMJDmhN0owjvhJYolkvwRmfoWltlM3qAqoSKACZyMiIyFBX+XUtjtbn9MCDNeCEhUGbJc4TuJnb3nvttdf/fds9siyiqSqy3KDIa96+/Z4/+ZOf0Gg4dLvHXkOn3UQSa2S5pNtps1pu6fabtLoK69WK7XZDu93CdQ88fvSE+/v5kZykSiRpQLvjUBQlp6dn5DnMZgseXY0Igz2GrhDFAapi4Dgt4kjmzZs3fPLJUyRZZLc7kKYVh11EUXp0Om1azQbz+ZLLi8d47oHziwlJkhAEAaZtIYoilt3CPaT4bsHZozO6XYcw3NDutNlu93R7XVRNZbVcoKkKV08ugQrD0ICa1fqB5X1Mp3nKr//5d1w9G+IHO8bjEQcvpN8bsd95GPpRYydrMf2+TZ756LrFerunKmTcQ8bhEJGmNcuN94c1xyAKEq1OkzyPSaKIqgLPC2i3W7RaPc5Pr9jvQnwvpiwE7m5XFJlCFLqcn59hWgavXr0iTXP2e5/A81kt1qwWa84mF7j7gGH/hNViTZLtqEqJ+V2AqohkxYG6lkCwGZ/0sB0NXZcpspiqzvCDHcNRB0WSUVWFSoCyUglDBd8ziH2bs7ML0jRjMBhwcXGBJIlIkkSaujx9dkmrbeH5Bx4e5oiizN7zWS72lCWIogoIjMcnaLrM5aNT0jjhu5e/QddyyjzCNh1MQ+d+9oYnT47o8pcvv+P8/Jy6qijyCt8P0TUbzYzpDWX2hw2KZDOdTojTDZeXTzB0E9d1OT09IQx9mq0Gmmbw/v01g0GPhmVz2O44Ox3RbKhcX38giiJM3eRw8NA0nSCImM1mmJZMkvp0+y0MU0MzNe4eZpRVjWmaXD17SqfTQZIFPv3scwzd5t//+/+A4zg4DYuiTGi1bTRNRVUVBDQW8zXj8QTPO9Bs2PjegX63g7v3sR2d0cTEbii0mj1ub+a0Ow0cq4GqyLiHDZJYE/h7iiwljTOCIMBzI7Ybn7qWyLOaMPR5+uySV6++wzRaaOpRJwiw2WzYbh6YjHt43oFWq8HV1SN0VWY46rLd7JndL9nvXRRF5eXLlx9nNFbUlBiWied5TKfnyJLB/e2aMKqJk4Kvf/eKVnuAohjomkVdHSviyfiU0bBDWcT0eh0O+4Dt9oBlNml22ny4vcGwWkSRypOnPyGIYvr9U2bzB6o6xw2OwBtRMIiSmrJsk6YSpmGz2y4wDIHnz8/p943fa03+ICqGv/u7v/lZrwemKWDoMrpqUFY1oigwf7hl9vCAqlg4TYs43UAt0HB6CJQ4TZs49UizgsnJOUka026r+L5LnsHtB5cwjAmjAycnQ0TZAVIaDZBlMDTQTYHtdodjKQR+yHq14XBw0TWDTquP60YMT2wOnoustokjkTyvQQgx7QpBCMmyhCgOkCSBwaBPnqeI1KRJyvxhzWB4iSI7VJWELCmYpkKapR8ZlilFnpNEPqJQsXOvUWQZ22iiKAqTSZcg2GIZBlHqYTsG09Mhh/2KTrtJsA/ptvr4oU9vYFOUCd1Oj9n9kiCIEQSJ+XyDrqucX5yw3jwwPRvj+z4fPrxH1UR0U8SxHA77PadnTfJqhaq2yNKQRqOFoWq4nguUPH3+iP6gSZoU7Pc+l1ePCeOE+7sVZWlgmU1WyzWqIiDK4PsHuoMWqiawWrlYlsHkZIKm6mRpiSYrSJJFWeYIQo5h1LRaNkHgs995pFmIbZlsVgeSuKSuJapK5uZ6hVCZrFd7ptMpceoemRmd4wbSaHbZ7Q7UlUwcFcegXcOgqhIuLi/47nfvsIwWsqzhHlxOJ5eUVUR/0CTPE5I0o65BURWaDYuaivHJCFWREUWJyeQMw1DJi5g8F7i+vqOuK1qdBkEQkldHb0gtKhi6SpYEFFlFVYpEUY5l2uyWIUGw5tMfPeX25h4BE8fukiYVhmVzdjmiElLev3/g1csHXr+as1wEHPY+hqlwejomTjLubhbMZy4lAnUNYeijaRoCIq675tNPL/jlr6//sCoGBHj+yRO63RaSJBHHEc2mA1JFoyEzHNjIao6qF1iOQLtvkOYHWu0Gglih6RJnZxPgeFo1Gi00TafV6jCdnmF9jHAXRYEm96lJmF6YqLKI52ZkeYBlyyRJguM0sUyH8XiCphm8evUad3dA0yssU2a/P1CUwseor0ynLyJJAmfnpxiGRp6nfP31b2k0TfL8+BIyHI54mG14mK1Zr3aEQcpkckRk/qe//6eP9iUFyzq+jZ9OmsRRymbtUlclFT6aVrNZbZGkmjT26HU7nE9Pmc1mqKpOXdS02jp1aVLmKoap8PT5lOnpJW9fr3mYLWi1WvT6HQSxZLmcE0URT64+5/HFJ2yWHv/8y2/ZrlySsKDXHiCJNYJwnPIEKMvjlWa32+G6LmdnF5yennF/98CLb1/T7g6RZZ2qlCgLkSAIUBQJVRPw/M1xQMfpEIUZ8/kC225g2w32O5+vv/6assyZnk2wbZN/+uoXmJpOkSacT8dsljvKQma3c0mS4DjJV1nst8e+yWAwpNfrEMUHyipGN46/94svfkwc56RJgSQpSJKAbshkWcYXX/yE29sZvhehaQYvXrwEIWe3X9NsWjSbDqapIwgl7Y6NomgIgsByueT29p6bmxsEQUCSBO7vF3zyyWeMTsbsDztqqeR0OuTsfEhdC/hBxNnZIxy7jedGdDo9igKEWubTTz/l7du3qKpKGMTcXM/Y70KSJGK1vkHVS6bTM9rNCefTzzmfPsU0muz3LmHof5QhdRgPH3H15JxO36Y/aNFuN/n8R390HCVP/394zP+f7wdRMfy7v/3rn51OGqRFSLNjsXNdmu0e3j4nqwQEyWK1XuM4DTw3oa5EyjrFOxwQxARRkNitEjbrObqeMR0qNBwd01Bwgw3tvo1hmyRFiqR6nE7HuPsUBAlVEzE0iTSOkGSdOIlRtWNHV5YlDNPAdnRCr0ZA5MvPP8N399RVSV6IpLmCUKTkeYIsVWw3CwbDMcvFHlk9ykhNyyROUqI44vLRY5abPdvVkvPLNlEcIUoSSAkfPgQIiogXpBhmj6I8duj3+x11DU7Tpmk3yLIYUYkR1QpRkoliifsHF8WQmc9nSLLMerPH0EzSzGcwsghCjc1mhiRXiOR02i1kocRumDzM77k4f8RwOMQP90xOz9isQ7arA47ZYbf2yNOSqswYjjrIisS76xc0mhY1CUm65OrpKVVRcNi6tIYydV2jygadroWi1kiigmG0WCxm9Pp9TMtBEGs0Q0bRNT5cZ+zdDadnbSxLpts+IUoLOsMWumZQUaFpEt1ei1arRZZVRFGA41goaommlgSeiyJpiJJKEAUEXgh1jqKI6LpGtzviu29viQKB87MRXrDj4tET9ruC/QFWmz3tjoEkKzhWgyxNmS/m1BTEecDJqYJhSbS7x4Zk4FcYtszb731E8QRFr1H0Y7Pb1gfsNy66KlHlGQ2zw+9+94KrJ08QJQ3X2+E0ZdK8Ik1V0lRF05ukWcZqteXJ88/J8j3T6QWeF2DbOoZVkpVrTiddVqt7hoM+uqEShQdMSyAI9xSpS8NqINTQsA3u797R7TTw9i4v323+sCoGWdG4m/lcX7vkpUWrPeLV6w/4UchisSJLS3qdKdfvlxT5ceeTZRHL0vC8Y3pvMr2k2WwzHI8IooQ4KcjSmsnJI9xDhOcF7LZLTiePWD1E3LyLef1yhuM4xHGKKjcZDHpomsJms8LzPGRZJs9z9nuXzlBB1TN+89ufo2gZshbx5R9PkLUNfupiWk00tct0+immbnBx2UPTDDqdDkEQUBQJ5+dD1ptbBEK6g5pG6ziibVtdLH2KbQ5ZPkT4Xs7NhxW+W6CrTWyrjyI3OOwyGo0Wm+0BQVDI8xzHMRDEhOl5i25bQhQTqAuoasKgxDsULB4CDE3hy89/ShII2A2T/WGJZrS4u10RBTXffP0az005mz7h7//jV0RBybNPpuhGTa/fpN1poioOVWHw7vs1T69+QhyKeIcc0+iiq01EUcSwRJqNHopk4x4SdtuQqhLx/YD1csF0esntzYKXL95ze7PkzesH9tsM3QBNUwn8mN0u4eZ6jq7ZWKbOdvdAUYYoek2WBxzcNYNhC02TsR2Fi8sJmqaiyCbeoeDDuzVZbOLuK8rc5MW371EVi93G5eTkBNM0SWOFstBxDyWzmctqnaCqQ3S9j6n3CcKa1XLP559/zmDQYbdfEocC+23Czc09nU4LwxQx7JQ//6+eczgs2Kxi7j4kvH+zY7H6gKwFiIqHYVXk9YJe55z/63//He/evaHVFXHdPRePhqT5Dk3PqOuQxfyazz9/zHb9jjwL8dwNigySWJNnCZ1Wm3/+9T8yPR+Qlx6KWuA0VJyGSbNlU9Up+8MDYbQBMcZ29CPizk1/vzX5X2Cd/95fnud0+yMUuYfnR1BX2E2bZrPJ6jdzXDdEqC067TGttoZuQk1KFMTohs12F3DYvWK3WyMrI1rnFmUtUBUwf7hHVw3SPOTP/vxPef3qFbLQwtsXPHn2iCDcH61BqchqtcJxHM7OLlBVnfu7OZKkcHJyQlEG+MGe55885/ZuS7/RpCw8HBskZ8hi6RL5KZPxmCj2abdkmq02q+WGZuuIYztOcGY4DYPBYEDow3Jx4MsvrniYPdDttmh1WxRFQbfd5OV3b1EUhUZTRVEUzs4u8PwQSVIwjQZJ6pHVKXZDYb9ZMDk9w7E1Op0G7995SIJAq9mkKmqCIMQL5gzHxxFfd58QeksGozGCIPDyuzfU5QYQ6XbGxFH5L64KAQlZNhBFkd998wLdUJFFBwHIP1KcDb1FpyNQ1xL7tct2EyKUNYKgH4NaqspgMOLlyw+cnp5hGjb7wxZJ1Xjx4jWK0kXXmszuArqdBkVhcP1+RbevYdo6CAVFUR5fGpKYw2FFv+9wP3tPp/sEVYYsT5AkhTSpOexjBEHjl7/6DZ/96PlHgIxBGoZIksSL714hycd+RVHX1JWMoqhs1xG2bXJz/R5VFvj2629BKXl0cXb0bfo+jZaGbbXJ8w1VnTNf3NLpNokDCUqJ/rBDp1OgqBV3d3ecnz1luQyQbQPLPsVySoospuEM8Q4HTk97ZFlGGCS02yZlGWLbIpJiYpgSy9WW8XjIze0HZFmk3+/jOA7r9ZI8z9E1jZvrOaqiMRo3MS0FTZMRhJqyTtHVmlbX/r3W5A/iKvFXf/Wzn9mOREXBcjmjP+iwXs9JsxDHahGGKQ27f6Tmxh5BeEDXVaoSQCXPZARBpdttU5YJTtNA1022WxdVsdhsVjRbGrKcsNntyaIjTizPPdo9CcvWiYICURL+RZW2Wq0pigJFOaLI/NBHUXTiqKYqa2YPM84vRlRVimX2Wc09dMUhChM8b894MiarfLI8PmLerSZVWVJUNd12h8XiGkN38L2Y16/e8fjRU7oDgyz38f0IWVKJoxjbMViubjEtk5ubG/KqQlN0bNshigI0VUKWQJJBFUVEAWTlmGmQFJUsz8mKFMM0KSqPTsdBEiyyFBynycNiThxnTCanuG5IlhWkWU6aZR/dlzK6brHbbjEMhVbHptdrMp+vcOwmv/nN16zXOw5ugCjCbHZDGFaUhcxqtWW7naMb0Gg4zO7uGZ0MCMOA/X5DVRUYugVIR4S7BqfTIYoqEkUu3b5Dmnr4XklR1BwOLqqiHbUBhkYQeDx6fIrvb2g4GkVRoapHenael0dbualzeXmKph+fWS8fTSjKhOV6wV/85R9T1SmifMSe2Y5JkkTkWUGv08M0NLq9NmVVYDk6DUdHlkTKMsHUG9hmi8mkgya3SSKZd6/n6FobwzAJozXNpg0IhP4BWdQoy5CqDgm8jNmtj6Y0KAkwLY26qvC9kG6rQ5IEOLZGmIRstzva7TYPD0smkxMmkwlheByEM62PVKZawjRapElFXRXouk4UB8Rx9DHXU5KkIS+/3/+rrxI/iIpBkkUa9pEnmEQ179/cMjkdkWY+jWYLVUnZ79ZMTk94/f0LWm2LJKrJsgpROlYDkiIRpyGKLPLq1Q2n0wl5mVEVMY+fDkgTJ/gcoAAAIABJREFUn8Df0GzIBF7MF1+eYVgChpWTZQFFXTDqnLDdHk1Fu+2ep0+fst3uCSOXNJZYLBak2ZonV59CLfJ//2+/5vyix9v3v2LQ7zLsd0jjBNs5Zb8FuyOjaRaaY+G5MXESo6syvZ5Oq2cj1CnPPxuxWgS8evmGJ/WQohBoNFrM7hcUZYJpdUCy6fQMDHNEUaq8/O4N65WLrJZ88cUVy8UN+/2eMhlSiwJmpaIbDnWts1jMCIKYkxOHZnNEVRjYjZQkVfDcAtvRsS2H9x/eMRycsFyu+eLzH/PhwwcU2UYSK7bbLa635urJJfP5DLvRpdO1+eWvfs4XX36OUOuUlJiGwbPnV6hyh/l9yGHv89M//1N0zWOzXtLttTBsCUFUaTSP3o71eka7M0AUNOI45nBwMWyVq6ePqcocqgZRIuC6O9z9jjT2kGWRYX+MWB+RZrqhUpQphilSFiWDsUmz1eVhvmazWSEpKXKZ4/pb6srCPSz5kz/5lMPhnsmkgSL7KKLEw8Mt04sTdFVFqOF88oyHh3vSpOL7l7f82V98xmq1otlyuLm+RxJtklRi+ZCzXgYMhz2aLZ0PH97T6mtkhcvJpIeip2SpgCgd0PTjUFJhdLm/WdPqyziOSJHnvH+/4NPnn9BwmgTBnn6/g9hXydKCbqfDu7c3fP/6NUma0WzaSJLAfDFHqGTSWOZkfI4gJXh+jKbb6IZEUeZopoKclL/fmvwhVAx/+7d/9bPp6RDTcLiYPkaWNdaLFWmcYJgqhmFiWTZpGjOdnvLu7Xscp0mnMyBJK+bzJWdnExRFQkCkqmE46nN7+4ZPP3tMEruoqoBtySRpRV1VxHGEJAmsVhuSJMdp2AiVjGmYH4GnGmVZkmUpjmNTVSaiKKAZKnUN+53LaDjEsZpYdoOicLl8PERUcvb7kNXKQ9NVJNGAWqLZbCBLFe2OSVkGHNwDsuQwGLYxTZO7uwXTixadTovVcocim5RlyWjUY7OdIQhwfz9D1iy8Q0i3fTRADwZdosjj6uqK/eHAcDAhzWqKQuFwEEhihf2hYHqmYxgKi+U97sFHFI5CWFXP8TyXyWSEqmrHKco4QtdVdF2iLDPiOGB6dsr79295fHWJ57komshnP3qGe/CIo5rZw4rdbommg3sImN2vkCQN112TpjtOxgOEuiLOUhy7SZqmGIaOZdmEYYyIhKxItFpNEEseHm6RRInEz5ktZsc0q+0wGpywXQf4h5K3r2ecnPbRVAWBkigKMQyTrEgpq2MwTDcUZBnyPGNyMsLzPtK1DIcw2iOJInUpcdgnKJLB8NTBNFRkSSDyQ3a7AwIS+72HJFc0Gh0aDZvAL3HsHoKYoavH/1BWC4Joz2DQZ73xCMOI8WTMYjZH01SyREZTOtzfzVmu5pimxeYQ0WofpcPdzgihlpnN73FaFkEQIMsKZVGhaTqDwQBJksjLCFUXSDMP01IZj4cIgkQYRMhKSafTIYlTrj/cIwgipunQ7fT4xT/d/GE1H0VRQqhFHu5W/PwffsmLr1/xxY/+DaJwhKHmeYrrbrmf3fD69Wu+/PJLdjuPN99/YL3aYFkW6/UKURSRZZnhcEwUHTkCrreh3bExLfUYB5YkoEI3ZHa7HSfjC0RBA0Rm93MeHhbYVoM0TSmrgv6gx/3sDtf1jnf/bpu6rmi3m3TaPZK4oGFbR9N27lLVMc+eP6bTGxL6FauFy3Kx+5hsnBOEO7p9A0lokERH2awoCuiGxHL9ltniNYKgcDh4uAefIIiYTqekaUqv16OqKhynyXazh1pmv/MxDAtJklEUhRcvX3F788B3L97z9W/esF7FlJmBbVs02xJXTyfUlUYSiURRBELB5HRIEPgcDjtk5Rih3m7XhJFLGLnUHPkTX3zxBZ12D1U5+hW22w1n5xNub+/Jspy6Fo6/NQuJooDLy0uyjzmI7W6NpinIksrt7R11XZPnOavV5khKakooWopmZJT1ntMzB8upyUuPdsdhOOoSxzFFDqriYOo9ms4p84cNSVJQVSJ1XROEPrZt0u44fPjwnu+/f8VXX/0a0zSpSsjzElXVOWxcZBRkSUNVdQIvxrGaRwdknRFFIZ7nHUndiPzZT/+SbmeE78Xc3y2QJZX9/oAoiiyXCyanQxStQJAirp5MKYuaLK148eIlnhvjui6q3OGwrbm4OOPf/rc/PVbETp+3b274h198xS9/+Q2/+MdfUVVHb8h2u0UURVrtBvf3t3y4fkeaxkhyRX/Q+ihSLmg0DTx/g2nJ+MGWKAooiorPPvuSfm9CGKTouvV7rckfRMXwN3/91z8TkPDDghqFRqMBQkWSeOxWEftNjruX2e0KHj+5QDIiBqcqYmWShAWUFU6jRFNr9luP/S5hMfMJA5U8K5C1GqSMooRBT0WRJKKgJi8LKiFD0sCPY/rjc+Jc4vu3c/ICaiSarT5xVBAXGs32gP3OJwwzOt0mohpxMrWhluh1O3iHgCiKEcWKpiPQG3bodhyGwy5VUdBoNrGdFiUao36P7faObveYijueqBphECOKMqNRj/vZDf1+j/uHOcPxkCD2cJycONqj6g1kxeJhEVBUGot1gKEO+PB+iWW1ubp6RFXvGZ8oCNKaKErwg4TZvUuchNh2m4N74NHjCZomo2oV+8OS0XB4fO+XZXxXJkmDY8/GOF5hVFXh7PyE9x+uaTQapGmGJIk8efYIy5Y5eHPOTi6YTDpYzRzLtNisICszBucWLatFXQpUhUiRC0iiCEJKWkSY1nHqNE9LqDQ+vF+g6R2W8xsUReDyYowkZ8dMTUNClFOyMqGmxrSOKDZZUdiu9rx5eY0XVQx6T0hCmeVye+xvJC69QR9RPYJ20jhCqCvCOMBumtiWTlXk6LqKIIPlOKzWB7755h1JHNJ02uRZiSwUNBwVIVfRFImqyjBUm8hLuL29o9kwMHSF89NzHh4OnJ1d8e79tzSaKvvDDkNXsCzwXJ/J+JwoTPg3f/pjuv0GQZiy2yb0exe8fTND00zyqqCudAJfxfUOnIxPqcqKVqNJWdQMuj3S1KXZdjDI+eLJJVKVkpcVD/Mds9mBtx92f1gVg6xIKKpAv9+hrkvanSb3s6N09fziFNM06XWmyLXNarlHEmS8g4tqSrT7LSqxxDAMqGs67TZlldMfdKmqgn6/j20f5/A3a5/lek1JjSgr7LYe/d4J4/EEXVd5uH+g6bTotLuMJ48JInjx8o7ZMiIMYLOJ2O4C8qomzUt002I2X7Ld7vnFL76i022RJBGDYQfDVMnKgrfv37HZbfnmd98RBgLf/vaBr34+4//8P/6Bi/OrI6Yuj0DIubicMhj0WK8OhNGBv/jLPyUMIuazAGoDUYQoCvnyy8+PKUsdmk0JP9jw7Pkl797eMT7p0eoKpOUcQfZ5dHXC5aMJoqAQRzmttsHFxRlPn094/skVRWKRRyZZaNCypjzc7aA6Oh23mzlpEiJLkMYx3W6P3Tbm7uaAY7fRdQNFPaLM4tAlDn0kUTki46SawD0QBB673e6jDfrAerthsdwgyQb7fYTnRzSabWSxCbVGFCU0WxpxcryKRWHJ5HTM06ePyPKQ5XLGerNC07SPTssudSWzeNiz23rsdz5VKXJ58YTLs0vyJCeOMopM4eHO5933W968WrJb+szv1nhuiCyr9AZ9bu9meN6O5XJOEHhkWcZms/mIyR/QbjfZ7TbI8pF5UdclklzTbrdI0+QIyZ0MuXw0pdNpcHZ+QlEmDEcdyiJiNBpydnaGgEQcpaiqiWnWIPi0OxJBsESgIIkSylxkOXfRVJs0qRn0TxgMThCQqaoKw2ySpiq/+3rB1795oKxNVN1B0xQeXT06MksPOzz/QKfbpNP+/SqGH8TGUJYleRbjHTaYukK/36PXPpKJXC8kijN83wVgv/bIopp++5Q0K4jTiHbb+UgWKtE1AVUT6PZsFBVWqwfyPMU0zWMUWG/Q64+4ub6n0ezx8ru33N7MkEWJ84tT5os7EGo2uzW9wZDeaIKo2ISph+EoPHn2BE23ePNmzm9/c8fZ5Cecnp7y7NkVRVHw+PEl88UdeRHi+y4Xj8+4uX3HeDLm7m6GIJkUmYEimcznKwaDAYIAQXjgm29+i+NYmNZxkCeKA7rdLsPhkJubG54/f46qDvju5R2iKDIcN3j26ZD/5r/7MS+++3vOLtp88tkZgliQJBGGbpGmGQ2nRV0LDAcnmJbMZrtisbxhu11yd73n7esVd9chaWSx39S8f7si9Ct+8kdfQl1TFAVZHmHbFr7v8+rlO27vl2zWB3a7HaalIAg1zWYTd+eiqAKCUOP7PhcX5zRb9tGRURxffUajE169fMt2e2Cz2WGaJoqisNvuORxcyvKotZNlmcdXU8oK4vQoCWp2bIbjDm6wpSTBDw7MZnOyvKLT6yOINap6nGK9uX6P52/pdNvUlcjsfocqt0lj+SMo9SjiSZMc9xAiyjqCaPDo8aes1h5lKaFqBoIEl1dTfN9HViS6vTY1FWVVUBTZ0dsRe8fMh1Cz3iyoyfH8HWkWslrd4Hobmi2L9+/fYZomzXabXn+IaalMzwZcPhoxHNsUZcj5xQmadmyqHu1oDr6X8eb1LWla0u6c8s+/fkUQ1qSpQpEb/MM/fI3rVVx/WLJdxxy8nLSQ2O2P2sTy97Rd/16Kuv9Sn22p9dnUokZhPJrScAzubt5yMmpzcxOgqGBaOpQSURRR1RmPry74cHdLFCUoikS3o0NdUtc1mtmkLAQeHhacnJh0egoIJVmkkJcFUZhRFSoVKnleEoRrrp5O6ffb7PfHdKSkiOR5yWpzIA4rAr/kdDogjQOKvCaJC6oKhBp8/4HxuMmPPn9GknoYhspqsSbMQBEl8iKl02rz5s0dg9E5y0WIJITIikC7q9JsWoDIfu9Sljmjkwb77VHHV1Y5glLwMFtxMj5H00UWDy62beM0VWxH/ghL7XP/YYPnHiGuzz+5Ii/31ELCyaTHw3WOrhtoRs43X7/k/OKUIlM47Nd0u0dz+PxhRxRmxyCYXFIWAlWdMb0Yc3Pznt5gwH4b8eH9nN5gjB8uOL8c0u90WS237Hc7RqMBu8M9eSaiGwaiqLDfVJyct7m9f8FwMCFLJYpM4sOHGz770RNqEqoyRpZUTKPJ9YcZmq5i2zpesGbUfcLN7QeePT/OnaRpSJYnCAL4Uc2Tx5/z5tU7nEbFaNRguVyiYKPoGoEf47o5jx99yncv35BlCZZl8Ud/PODN6++4unpEWYiIcpd//Oo7DNXAtm1WqwUnkyFBeKA/aB2FvzsPSQZBzIlDj7oucawmAhK1AGlSkucliBK+H2JYJnF8jLgfE54V09NHLOZb5g9LijLDsSzshsL4pMVyfYsoiuy3EU+ffIbrH9jtDkxPr9jvSqpS4mG2PNrUOxailBOEHlkKVMdmeV2mSGVNXRU02w6KA7omYmoS//P/8ut/taLuB1ExCAJ88uwJ4+GA6w/v+P77Vzx/9oxer8/4ZIQoQa/vMDpxiJI9nXYDd7+jzHLOJic8vrhkv4u4vd8xX/ofQyoZzUaHVrNLntesVwc8N+b2JsC0Bowmp5ycnJBnBcPhCdQSL1++RFEkNF3m7ZvvUJWKXsuCMmbUPWOzOCAKJaYpYtsil4+6DE9MfvrTnzKZTHj37h273Y6XL19zenqKoUnomkS72cDUDU4nI3x3hWEecV2DQQ9ds3n/7ggWbbe6yPJxjj+Kgo+njE6aRuR5yetX1/zqq1seZgm//Kfv8DyPmgzLkElj9xjokjIA3r29R1cHvHu9Iw0d8iKmqlN+980rnlx9ApWG67p88slnRFH08ZSNsMwGiweX19894Hpb9oeA//C//j/c3KwIo5LdISKvJN6/fyDLa5pNhw/Xr8mzGF3X8f2QRqOBbR3Zhv9vNRS4B05PT7m+viXPY6Jkz3/9b3+KaUnohkQUu5RViufvEcSK4bBLmnucTrusdzN0UyXNKtZrH9Pq0B8M6PSapGnMzc0dWVph6Ecbd5YlNNotdpsFiDHdvsHt3RuyPGRyPqKWk4/mMgPP31FWEfvDgr/48x9T1gJ710c3G/hhgqqbIEos12tkWUaRVfI8ZzAYoKo6qnocPjNNE6dhoes6juMwGAxQFIksSxAo6PU6WJaG77s4js1g1EeUJNodB/fgIYoKZQHT6RRZETm4G+yGgmnq3N3O2O8ivvnmW8aTDs22zn67gDplNOqTJMFHpaCGrJqIisnBz9h6GZt9gh/k3Nwufq81+YNoPv7t3/yPP7PMCs2wKIsSVZY4HHa8e/cWWZWwHZ0oCqnKmrrKGZ00abQ06rLC8/e02h0WSxcwqAUDSokwyMkSkKQaqI/knnlIHBnEcYphKIiigKrp+H7AfD7Dcizm8yXL+ZLJuIdjmhiazuJ+ThgVDIYOlgllkVPkOaEfI3AMVEWRSxwHOI6Npmvstju8wwHTNNit92zXLg2rSVWK6IbGZrNAUUU26z2qchTPrDdLev02Qm1ydj7m4C5Js4T9PiP0S0TBwDTbZCkosoRm1CSxR+Bn9LtTBOF4/xyfDNA0he9fv6PR6FHkIpvtB+I4hlo7ymk2HlVdoms6o/GAskpRFIWiLPC9EMuykbQEVXEoSxVRtnj16po0l3HdgqqsePL0jKIMsEyVfn/IarVFU3RUvabIBVRFRRDBsVu02hZlGWGaLYLAp9G0Wa3v0QyJIHQpshpRlGi3m0hySZr5qJrA4bBnejYmij0ss8NuG7DduExORyDU6HqDN6/vMbUmli2hGzKqouC5CbomoqoypmWQ5zVOo0kYH5ieDQmCCEmuEMjp9ptYts7d3TWqZh5zDA0LVVUxTZP9fsvFxZQkTNjv93S7LdI4wrJMBATSJCPNUgI/RlU1irLk7u6WwXBIv9/n/PyE9+/eEIQ+jt1itVxTCzAaDUniHVleUJU1nudze3NPllacTS9Js5T7uw3X79cksUiz5TAYmshyjOMoVFWOe4gJvATEAsOEqIgQRYHByZjVZosoy+z2B2RR4vbe/1c3H38QV4mGo9RPLi3iODn6BManSKLB2zd3ePsF7f6QSpSQ5IpHZ00cvWa/W1JLMmlWslgdiFMoSgNRaJJlOv2RQln75KlBHPs8uerg7jcI9dHxt915TE4umC/2NDsmli2jSwa7fUqWi0haRV0F+N4aoS5JIpmrq0v8YE6zZWLqFstZRprA6UUTL1igqDWCIDCbzZieTcjSAgBBUFguNgwHE1RVp6pqPrx7x8nJCZPTMUHk8/BwT6/XZbff8PRHF9RFyezuAUmSiaOSqpIJwxTL7rDbZFhak3ZPZr58QxQlXEwfMV/d8KPPP+H6+hpJko/m5OgYz1UViZu3KXGY8t//D5+xWt9QFiq+l5DnRxblxfknJBEgaHz77W958qzHdpPS7U7xgpxX399TVgpZJqJpIc+e9UmTB8ajHtQyIBKnEeNpi90yJzjUlKSISoUkW9zdrBn3e2w2O1ptk+7gWCk4ducImA1jmo0O33z9HWfnp0BBo6Wx3N4zGo0oMondJmW19MnSGkvXUFWTskwZ9HukScB+v+f8dIppmrx5/4E0jfnTv7jid7+9I4pqdv6S8+kTpmcTvMMa01D+pflrWQbhQUbXdWRZJfATwjjGPfg0Gi2GE5GH+wOq2sFpCuTFijqT0IQhfrGGWiYIQuyGTafT4f27O3SziSRJyGpE2zkhcBPyasvFRY8srSlrl7rSGY+H/PY3L8gTi0ZTQ9ULvK1HmmeUlYp30MhyKKuM55/0URSN9WrH7H7Hs+efEiVLTBtqSWM1P2CZR+7FfHaNZVlkWcF//E93/+qrxA+jYvjbv/7ZT378BEVRsCydIPRYrh6wLBvLNmk4XfJcwjJt9rt7smJPq22gqm0eHrYkSclwdMHhkByn0WKXi8dTDu4GSVQxTJ00jrAtnTiK0HUDSVRYrfaMhmNevvwWXVP58O4DVa2w2/lESYQs1QyHfYosJ44qoihkOh0dxTAfNXWqqnBwt5xM+qiqgq4bCIKMbVu0Wr3jm/neQ1E0NFVHFCVkWeJsOqUsSwxDB6FGEETKskSRVWRF5bDb0W63CH0fUZBQVY0ozojiGF23CYOQ/qBJr9/g6uoxiqpimBKDYQdBqFFklSxLaXcaR5tRHNFpnRCGEYqaoWkqttUi8jJkSaTVbnJzc8tyuWKzXVOUEYKQHZ/Odh5+EBMlKSCTJimKIrNc3zOZDDE1i+3WQ1ENDocDkixSZMdIMdRYTpNvX7zgk08+oSxSRFGhqkqy3Md2LLbbNaqqISAjCiqbzZ44Sjg/v0QSJeyGiSjKbDcHilzgdHRKlmQYpkq71SHwPXRdo9VskiQpy8USSVIRZY6buFNhW222uwM//vIzOs0BP//Hn0Ndst6skaVjgtWyLeKg5Pr6mun0lEajyWa7RTd08jwnS2vGk1PCyCNNUopCQtcsPG+P0zqOYu92BzrdLr4XI4k6aVyz3S/odG0UyWCz3oGY0us1UBWdRktldrfB9VweHlbUpUqex7TaFqahESUhuuHQbo3I8oIgONDpmEiSTJbmRFFOkmaMT3pUdY5pmmzWO1RV/fhSV1LXAo7d4PWbPzBF3d/8zV//rMw8nIaJpORIMsiyTFFkgMBu77Pdxaw3O/pDA0XLCZMdvlfS6fcpqgpFsWh3hswelihaTMMxmc3n9PptPDfEd2MsU8G2NEQBsqxg0B/h+wG2bTActBkOJ3h+zNnZIzbrJe1OkyLPKfOafm94pEqn0REmm8ZUZc5w1OXdu2sQCpIko98f8frVW5IkJ4lKDnsfWVKhFlBVlTzPyPKYqipoNGy++tVXdDodVssNSVoS+AmtRoc4ChGFnLKIMHQNUZQYDcaopoa78xgMBqw396zXMyRJpNFssd7eo+kiu/1xaGixWLHb7uj1OmiKQVHURwhqq4mq6ggCrBb7I3J9M+fJsycURYEgFDiOTKfXwjQaZFlNUdSEcUpVg2U5JHGBLEmoisp8ueLu9oHV9sD07ILdZnecbkxSJFHnV1/9FtMyaLRs4shDEEQCP+Lh4Z7+oMVg0GX+sMU0HECiyI+NvFev3pBnNePJAMOwqIuauhRQZJ1Gs0GWhizmKxoNB8syMA2DNMmhEkjijMePJ8zmd4TJDEmUGQ1HRKHP3e2Ss7MRw+EQRdH4/vv3PH70hKoUadgt2u02Qegzf5gxngw/bgIFVaVxeztjvduyXnv4fnbE/mcei1nGYX+sIA3doD9sUlYJiCnu3sO2dPY7H1mUEcSKdrdJEIbkhU8cVRwOHoP+mNn9ltG4B2JKXoTouo6iaWSZQJHnOA0LWa7QdQ1ZUXDsLkEQMhj0cBybKPEpy4rhYIjnHRgNe+R5zuHgcXP3r0e7/SA2hr/7u//pZ48fDSmrlE63Q5JUmGaXqtSRlArTMamFHEmuyLIcUTQYnzylFlxEKSfNItIsZXtYUtcBT58PgApdM9i5c4oEytxE1YE6QNMVVPV4ooJAp2Ph+1vyPEQSZR4eHlB1gUG/QV1mNB2bvPDp9zoIiGw2O2zbwmm08Lwj7lxVVSRJZTZbMuhP6PX6SFIDVTWJ4hRFVUizjKrOiWKfyWTC/eyO8XiEomqs1jvyVEbXmpSlwOGw5uSkg6oWGPqRi5hlKbphoKgyu+2OZsum0+9Q1jmL1QLLMIlCl5bTYHpyRqczJE0LbKt9TBEWRytS4Bf4bkKr1cDUTcLIw7R0DNNBkUzev7+l1x1SCjnrlU+NSrvVJ4kzDNPENExqKpI0oa5lWo3/3N6ZxciSpXf9d2Lfcl9rr1t1t+6evt3TM/bY2EIDshEeIZ4sZISEkZAs4RcQD2gsJIQfLAEPCCMhbCN4A2MQWB7ZgBm8yPZI9HT3dN/bt5e71ppVlfsamREZy+EhcprraY+nW9PT97ZUPylVJ05EZv6rIs5XZ/u+r8T+tWtAgue5xIHO40f38ecTKuV1NNVlMh2Tzzs0mtmGsJxXJJ8vEAQ++YJJEgsgC4Jy5coeum5imQ6G7tBqdVkGAn8aYOouqjCQSUL74px6vc5knN0PRVEJghAvV0BRdcJlShQlrG/mqFRKzGZ9UrmgVCywtlHknbv3WIYSyyxRzG/y9luP2Nqqs1jM0TSVUinPW7dvs7Gxhm2bpMyII4E/sfnCF79EoWwAC2wnR5rYKMJAKAqj8YC1dZda3SNJJlQqa7iuhyJUphOfZnODOF5mHpBKluR3b+8qvr8kCFI0A9ycilBSDNNBpjCbznBzNvV6CdvOJj273S7BIqJUqvLw0UMURSFcLhApxNGC6bTLzpUazWaRUtnmtddPP1sbnEDS7baZzwOCueTwcZdvvXaf9945xsk55AoataZKriBBUTk+nvEnf/QIx64RRRqq5pL36shU4/qNq1hmwnRygeOAYxqoqkqaxtkypKaTpJL+YIBpGyzmE0bDHratEoRTHFehWDaJojGOp6IbKVE8x80pTGZdVE2wvb2NZXocHVxw1urjeC6aoSMFVKo15kHI+UWb4+NjLi46rDU3GA7HFItFFEVhY2OTk5NjCoV85vwV+DSbTQzLZjILiBK4fuMFZtMFMtUxDAvT1llGPgeP74MMKRRdut0uhXwJ23ZpNpt0OxPSSKWUL6NIhcCP0NQs65KmWXi5AtVqlclkxnji0+uPmPhTpvMphVKJ4WjGg4cn7F35PO+9e061skbOK9PtjHjw4BH5fI4oWnDRPiGM+lSqeQAK5RKpjPE8m/fefZOzVovt7W3KxQJzf0y5VMA2TJIE+v0+YehzftEiihJkqtHrjWg0apjWapZ+0iOXN/FyJstlwMXZkIJb5ujwjG5nyNHBETKCeqnB9sY65UIRz7EIwwWSBEgIwjnD4YKjwwGPH3bodaY4jsP2boNqrUAYjHnx1gvopoM/T7l75xGmXqTXG6DrNmEQE0chefLpAAAarUlEQVSSnZ1dZrMZURRSLlbY2V3HsCJu33mDo8NzCuXMoaxQD9CcGZvb5SwW4zBkPFwSLy1UJeLk6JhGrU6+WODu3QdcXGSRwOYzSZoo6LpOr9/JluPTFJkKkCZIkzCQVGslLAviyEdKSRDOaTQruJ5JKpesr68DUC3VKRbL5PIuXs4gTWfM5l36g7OP1SKfiR7DL/3SL/7Tv/BjL7IIQhy7ShAIllFCc71BqSiwLIFlSkqVLGaiqlrM5yFHjy9YzCXhQuf0aILvZ3v6TXNOrZbHMCWjcYqueVh25kvQ7gyx7BIKJr4fMRnPaK5XUVSJKnRUxUQROhtba0yGXdoXF+TcHI5lM5vOUVSRuVJHEfNFRLW6xnjSoVotkaaS6WRGvZ4FlR1NR9x8/hr3H77PzpUdLtod/HlAuIxoNGooqsIimOK5LqZt4zjFbOtyEPH2nXfJ5RpESxXTyhHFkjhJEVJjfT1zvXWdIhftPpPZhGKpjC48igUb0oRet8Pe1Wtoms48mPOtN95GoBPFkmW4wHEtDg9OMGyNUqVEvVllMp4zHAc8ftym3tjE8iTd7mjV63AI4wnVqkscT/j8568y7A35/Cs/zJ0336TdPmBjvYyhCja3NpmMh7iuwyIYU64U6XRG9Dszbj6/y2Qyot/vcH7e4cUXXyIMQ8JwyXTiM5kMyecd5osZnU6ber1OfzgEYnKeSamQo1quYQgVUsloNGBtrU6+kGM2HdMf9hiNBtkqUaxQq+0x9xPa7Tm2lSeVCa/+37cJ/QV33jpA04qcnHbY3dkin7eYTgZomoFj5xmPfI6OT0GCEJLlTOK4KuWajmt5PH7YZblYMpqcMfMhXqoMh3M21tZornkoyoJK1WIRzJDSoNvtE4YRsynM5gFrGw2OD7tsbm2zjCe4ORPXLdNsNuj22nTOQzrtOYP+lPWNCoYpQSQcH5/hunbmtm5bdHvdlUPgGe1OG9fOcqcoiiCfK9JrT8i5Dd68/dF7DB/J7VoIcQhMgQSIpZRfFEKUgd8AdoFD4G9IKYdCCAH8MvAVYA78HSnlt/68z0/TlG4vewhOj9u4bg5FlQTLAYX8LuPJkMFwiJSSXKGKoiQkUuDpV9jcrnH/3kMa63VOW4dsbJUJ/DnLaIbluHhukSjUMC2FXmeEZdY4POhSrZSIIkGh0EBgksQRYQDt9hn+fEl9vcTudpNysUYSSXrdAYqSxTnI591stjj20PXM2n8716KiaLQ7Z5QreTRdMBr3uXnzBt1ul1qtRj6f5/bt26w1KiRJguu6pCJFFZJO5wIhFOIEqvVdDg/62IaKIkzi1Me0VMrl8mrSMsvulCaCaqPJ66+/wWb9CtVqHl2L2dxqMp4MODk94IXP3WLhp5ycnJHEgrW1CgCVcoMoiRlPfcKDQ3JehZdfeYk/+sPX6PTPKFQLrK01ubpfpNfrYbqSOA6p1LeZ+yPmiynf+KNvUK7kSRJJEqUUc3k6vRPqlXU0BU5bB6QSms0mh487IFU0TeELX3yZQW/O++/fz9yD4yX1RpXt7e1VcNWIXneEbdtc3d+gWCzgzwYU8g6WahH6EUmc+UlIKZFJCiKmXs8iZhUKJd55cEqn10XXLJKlztt3Trh2o4wq8uS9Gld2TSy3TLW2yXB4hmcbbGzc4NHDA1TFpnXa5datVwiXM84vjtCZkAs3GY4WzBcpV/c3iKIA11hHWgviQCfUBI8fHZMkJRqNAvfvnVCt2+zt7vP6G3cIQ4Ft1VBNODo6IYkM+v0h1bqOqkocx2I6ndJsriOihMl4jqklWJZDoWjQbrdpNBqARNM0ptMR6xsNVEUjX7AZj3q4nr1KsTdiOVcJfIvDBycfpal/wMcZSvwlKeXLTyx3fBX4PSnlNeD3VscAPwVcW71+Dvi33+uDTcNkY8Ml4YB8UeX8ok+vNyHB5+69twljiT8XjEaZZ51lWFzZ2cF2NKbTKXESoKkhtVqN22+coYgtBu06g9Ymgzb0u2PG4xlSCZn6S6QwGE9mGJZGb9JhFi4ZTiKmsxnNtRo3b+5SzueIo4jRuEOqjEkFKEqZUs1mFp4RLhUOjlo4xRjDUDBtQAmZTHsgddLIpVndYtgdEQZjKmWH1ulDBv0WN65vcH4SMuzBbKxgaSVkLHBcFd0MMLUxIg3RtTz+3OLwZMZFb8FZt88kCHj3/n3cgsHmXp796xUe3n/A525+kUp1k2XiMZwJNKfAefcEwwbNSKjWVUplCyklpDYiNXF0m+dubuNYCmmaMBiec3J6h0pdYf96BdKY6ewIx50Rhl3CSUglV2TcO2d/t8G1vQ3KZYtUjtjbL1LIpRhaQKVc4+ioi5vLQsKZepFCvoymJ3R6EfvXnieOfCoVlUrJwtQNrmw/R6Xs8vjRPaIwRdMTBA79bsD5xZJlpLK7/UNYVo3xos/BcZtSfZNIKjx43OKsPcawPBb+FNvUGQ+G7O9sIZMxYShZRDGK7jGbqty4cROhSUaTE1onD3l87xFnj8e0W1OC2YStjQbhYkq17DEZXgBzGk2HfDXPYNrHcXUaDRdVm6FpMXES4pkepg66Nuf6c2ssFnPevnPAYpYDxWK+nFOrbVGtNlGNKZWywWy0QKgaht7k/bcXPL4X8+D9AwadKfOhxmA0pDscM1kkdLpzzs4HCCnx8im5gkoqA4bDAYamYhgWve6Y4dBkOIIoVRCqwiIKGU9mhMuP0dL5iPsYVj2GL0ope0/U3QO+LKU8F0KsAX8opbwhhPjVVfnXv/O67/b5rqvLL/1QlUrVpdOJWC5NFKFRKnsIdYRl2pyenqEIgyiKKRRKhGGIKmKiKCFYJLhemUePjlAVg0YTqpU1+r0plXqD0aiHk8si/xwfLtEUyBccwnCOoqYgY6rVKnE4ZTgYMxyOWV9vksqQXN5iGc0YDhMWU4vmpk65kuPRwxHFYhXTWZCEKYiISrXEaDgjWCT4vo/nVuj12jSaFRrNKvfu3UPXdXZ2tnj9m+8AZKsL3S7lShGvsAq/pUj8aYqqOJyfdZnOerz40h61hsdo2ME0bQaDAdVqFZlq3H+vR68zZWuzjGnD1maDcOlj2ybHx1mgV1Vf0u8tOTrssLmxTfviDMuw6Y6OuXr1Ko5rUygXODx8TBAENBo1bNMgl7c5PDykXGpwetSmVHaxHQXTyBEEOodHbYQ6RxUTdjbXGPQG1Nf3uf3GIzQ9QRKSJBVmvkTVNRrNErYZsL1dJVwsuXP7PUrlehYtenyEqgmWYcz6VgUZF5hOIqI0ZDZvo0gDTZUUiwa6rOD7U/Zv7HJx0aHT6VAqW1iGguPaHB2e0ty4wsXFGH+u4S9mGHrKrVtXiMKQYL5kOGmTL1RAmowHC/Kei2EEuK7HcJDtXRCaxHY0BqMW+UI5i7ZdaHB6ckGt1sDzHM4vWuiGgaZprG80QYQoyhKBymy2wLSz5e401pEr35NisUyvN2A2F/R7U7Y21rBslcODe9SrNa5c2efwsMNotGQZp1iOwLGgVimSyJB8Ps/FRZsgWBIGCeVSjThOeXzYQ1Fj1jaKrDUL1GoVfudrX6da2eKPXz34xLdES+B/CyHeEEL83Kqu8URjvwAaq/IG8GS/5XRV96cQQvycEOJ1IcTrUZRyfNghijwajQaGEaOoKaPhgnAhsKwscYqXzybgJpNh5iRkmzQba9Sqa1hmti4sBFTKzSz3gIAkCZn5I4QEf5qwDGYoakq3ewEipljIr7IITVBVlVKpRK1WIZd3MU0Tz8th2y6bm00kSzrtMZ2LGUlssJjHCGkx6M85Ojxj0PNZhpJKpUajUfugSxstJWetNoV8EdfxCBYRN57bZX2jTi5XRKYaUagwmwYsl0uWyyW6oWDZAjenYDsanucRR+BaOQbdAbvbm+Rcm4vWBY6R49bzX0DXI/I5i2AxxdQNuu0B2xtXyLkFcrkcmqbx8iuv8PjomOliyWA84fq1z/Hg/gmvvfoO7759jGvX6XaGmKZJsEz45qtvMhkv6LQHlKsVWq0Wk8mM+Vzy+NEx9WqZtWaRnd1NBoMepuEyHo6y5UPXYmNzl9E4xLCLJOi0Wi3iCCbjOb1u5qUppcgMqVdgd2ePWy99jjhOieKAIJhnMQeKJlevbaGqEEUh+VKRcqVEr9+m1TparXhUMEwBxDTXKgxHbcLljBee36VU0qnXbQw9pXX+CIGehYNXEnQjxXEFiZzTaJaQLKnWCiREWfAfIT/I9K3pCqPRBM8rfLD35Pr1q8ynBskyx6ifcPCox8KHxTxl0JtTr62j6zq2o2G7sLVTJYpnVGs51jZK3Hr5GusbFTa36rz08vOUKzkUNUHXwDQUPMfCnwW0Lya8806LbmfKWatPGGR5UrMJyBjHsVjfqOP7PstFzHA44vj4Addv7rC1Xf2ITT3jo4Z2+3EpZUsIUQe+LoR4/8mTUkophPhYWyillL8G/BpAzjOl7RR57dV3WN8sUix5KGjcf6/NMvI5aw34wg9dZxHM2NpuMhxmyWDGoyX33r1PY22bfq/HrVsv4Qdj2t02s6nPCy+8wNn5Cfl8kdl0mW0UMgWTaR/HNqhVSyyXAbVahYXvc9zusLm5yfr6Ng8e3EMSYRgGrlegN7igVMnSmg8HPvNFlql5MolxnSywy1mrR7FYRlMNUiOkULSwbZdgsWS+mKDpAikTLi5maEaCoXu0221M02U89rmxuQfExHFMp9PDdRMq5Ryd9imPHjxGCEEx72A7efq9MWkao6qCR8ePqb2yxq3r+zx4cA/LymHqFvPZiAGSJArJVy2CIODg8C6KqmM7OhfnLVBqXL22Tac9YNQf0e12aa43uHfvEZZlUatvEQQB7XY3G/uubbC1vc43/vhNgkXKMprz0ufXmc16mVfn0qexVqbTGaCogkXgo+oGKQnz+YwvffEmnfYjXKeMKsEwTFw3xzzwiTP/I8LlNAvcGgiEEhGFIdeuNJlNp9TqBRrNKp3WDNNSkDFsbm0QhgumsxHD/gX7+/skaYTtmLhOiTCYEvgjapU64XKObRsIRaLgIWOHwXCaJfAZdVgsfNy8y7vvvI+qmnieh+1a+L7PdD4iny/iOXXuvX+AoiicnD7m+vV9NnfyvPvuu1QaN7m+tkG3c8Le3lVmswknR0Nms5hi0SGKY4JFzHg8QxCSKiqjoY+KYHtngzQJGQ7HCKHjODaGmaUCqFRqFPJlDh6f0Do9wTR11tarNJpl+t0OiqFyeHiMVD3KxSLRUrK+tskybiOlj27GH6d5fjTDIKVsrX52hBC/Cfww0BZCrD0xlOisLm8BW0+8fXNV911JJUSRjmnk2d/fZzhqE8wmFHI2iDqJnHFy3CGX1wlCn1otmzx78N4FMjU4OrwAJeXeg3tIAhrNEpvbDeJkwfpmiSQJGY0m5GwHL5fHMMssFj5x4rMMFjiOhxACpA5S5/ysQ7FQJQjnjIYLZtOQ6lqB+UyS8wqkKbx5+y771xp0ey00KbMhTGONg4MjGo0m/d4A3QhwXQfHdgnOe9i2hq6rzH1IJDiOgbtV5vjonOUyoNVqkaQLDMUlXISoqFQ2KjSqNW7dusXDhw9RpImpeTiOyswfUK+5jPpzXC9GURO2thvEcUwU+7zyhecQQuXk5ARd3wUUyuUyp6fH5PM5vvzlV5j5pziuRamscvO5PVqtc27cuMZ59yxLT+dkuT73rl4j75kcHh6SHAiaG+vYho1II9pnj9nYKuE5OtNJxGDYZnengluwOD46p1zKsnrXGyaJnPH85/ZZzEb4c5/hYIJuwGnriKv7N/H9GcGyj+MU0XTJ9m4DQ9OBEevrZb71xh0cV6fbn9FYyzPzR/izxcqByeDqtV18f4RuaMh5TLicMBz0yDkqjXqJdreD5xUY9E4YD1wUoSOlSVAR7Gzv0um2WMYLbt16hXani+d5LJchvh/y8hduEgRLOu02O3sNwjBCMxsommAZSPK5Cmls8t7dE+b+jHbrIcEiQdUjoijl9DjAdjSqNROZFkgSiVSXNBubdC86dDsTZLokjRVOj7vYnsfFRS8L5zbscXx8SN5rIBSD6zevk89rSCaUqyY5x0UXFYxcmdZxls7xG3/8Kj/xU8+T87Ko4h+H7zmUEEK4Qojct8vAXwHuAl8DfnZ12c8Cv7Uqfw342yLjR4Dxnze/AJAmEAQBX/rRLzEcjhCpoFqt0lgrohspuZzLu+88ZDEHQytwdjpkMop47vnr2cOz06DeKLO3t4uuG4RhQhwp+POIhZ+ymCdoQmEZhUiWhOE8i8EfByCSVcYknXK5RBxH5HIermeTy7kkSYJlWYwGIcVimUXgI4Tk2vVdUrmk2WyiGwozf8JiEZLz8rz+2rcyQ5S3OD45oNfrksvlKJVzmFa283A0GmFZFrajc+36Lrajsb5eJ5fLYZkaWxubDPsDxsMRN29cYzLuU68X8OdD+v0uZ60252d9plOfre0NTluHHBy0abWGdNojokRweHLKxM+Cp3Y7A2zbZToe8sLze9hmxMLv4Ngek8kE09IIlmPqzRx37r7GsN+mVMrheR6VSgXLMpnOxly7doNomZLEEtcpECximrUNDC0L5poKyfr6Oo8ePeDs9BBDE+hKSqVok3c1fN8nXCwBDUO3sW2XOE5ZX9vkvXcfoggdXdfpdsaZA9NgzMlJi9FoxHQ2QlFhMplQrZbJ5bKQ9vl8njRNabVahOECx7EJgoBKNU8QTrEtqFVzJNGCnOcwGo24fn2fZrOO49hZNjPT5PysTxJr9LpTwlAiU5Xzsy6G6ZBKwWKR7YAsFC10M8V2BONJH99fkEif7Z0GB4fvo2hL1tbL7F9b53MvXqNYK2F5OaJUI4xVJv6SRMBwNkbTNNJUUipV8GdzkBqK0KlU6nR6ExRNY2trjb2rG3z+5evs7jXIeUXm/pJ+Pwvj5lgmvU4bIQSjcTfbZLZMsC0XIVMQCW/ffeuTNQxkcwd/IoS4DXwT+B0p5f8C/hnwk0KIB8BPrI4B/gfwGHgI/Dvg57/XF8RxjG3bdHvnnJ2dMR77dLtdFDXBtGMm0y4727uMBguODrqMBjGD3hIUn5vPb2E54HoG5+fnREvJZAhvfPMhxwcz3rlzwbAHKhWiMMtsPBr36HfPMS0d17WZTkYfLHeNxj2i2EdVJV7OQtNBN1QWPhwenJAm8PDhY1wvC1+epuB6JrVaNoZbLmNqtSwtWT7vsbGxwWQywfM8BoMBQkgMw2B//2qWdHU65Pad1yiVXY5PDonjJdVqkSQNKRRzNNfqtDstzs6PyOUN3JyCUGJyuQK7O/tYZo7hYIzruqgic5lOEhOEha7ZTMbzVT5DQafTyRpvsmR/bwvbShkO5kzGIcVCllh1Mu3z/AvXuHptB8s18DyXXq+XPcBkjdL3F1xcdDhrtck5Be7fO1iFmbcRKLTbPUzTppgvEC4C6tUKikyJwxmaamFbWVj6ZShRFYskVgCVnFfl0cMT6rUN8rkKvh8Sx6yS9k7xfX/l8CW5d+8ek+kQVVVxHAfTNLmyt/vBM6WqAk1LKFdc9q5soKgJhaJDr9ehUikiSVjbKFKu6dhuQq93waOHx9h2CV13GQ19Wq0LHMdjOvUpFIpMJzN832cw7OB6GnGyYHNzE1VVEdLmrNXn5o0XqVWbWFa2O/Hs/JSd3SY7u1kE8lKpgKoKXE9na7vO2nqTfr+fhTMEdnZ2WF9fp9frIRSdJJEYpk4czVhGUw4ev5uteqUCzy1ydnaG788Bhfk0QIiE4XDI9tYOxWKZVquFqgr2nvjbfBSeCe9KIcQUuPe0dXxEqkDve1719Pms6ITPjtbPik74s7XuSClrH+XNz0ReCeDeR11GedoIIV7/LGj9rOiEz47Wz4pO+P61PiO+EpdccsmzxKVhuOSSSz7Es2IYPpJjxzPCZ0XrZ0UnfHa0flZ0wvep9ZmYfLzkkkueLZ6VHsMll1zyDPHUDYMQ4q8KIe4JIR4KIb76vd/xA9XyH4QQHSHE3SfqykKIrwshHqx+llb1Qgjxr1e67wghXvmUtW4JIf5ACPGuEOIdIcTffxb1CiEsIcQ3hRC3Vzp/cVV/RQjx6krPbwghjFW9uTp+uDq/+2nofEKvKoR4Uwjx28+4zkMhxNtCiLeEEK+v6j65e59lcHo6L0AFHgF7gAHcBp5/inr+IvAKcPeJun8BfHVV/irwz1flrwD/ExDAjwCvfspa14BXVuUccB94/lnTu/o+b1XWgVdX3/9fgJ9Z1f8K8PdW5Z8HfmVV/hngNz7lv+s/BP4T8Nur42dV5yFQ/Y66T+zef2q/yHf55X4U+N0njn8B+IWnrGn3OwzDPWBtVV4j23MB8KvA3/yzrntKun8L+MlnWS/gAN8CvkS2+Ub7zucA+F3gR1dlbXWd+JT0bZLFFvnLwG+vGtIzp3P1nX+WYfjE7v3THkp8JBftp8z35V7+abDqxn6e7L/xM6d31T1/i8zR7utkvcSRlPLbLn9PavlA5+r8GKh8GjqBfwX8IyBdHVeeUZ3wAwiF8CTPys7HzwRSfnz38h80QggP+G/AP5BSToQQH5x7VvRKKRPgZSFEEfhN4OZTlvQhhBB/DehIKd8QQnz5aev5CHzioRCe5Gn3GD62i/ZToL1yK+f7dS//pBFC6GRG4T9KKf/7qvqZ1SulHAF/QNYlLwohvv2P6UktH+hcnS8A/U9B3o8Bf11k0cr+M9lw4pefQZ3Anw6FQGZsPwiFsNL0fd37p20YXgOurWZ+DbJJnK89ZU3fySfmXv5JIrKuwb8H3pNS/stnVa8QorbqKSCEsMnmQd4jMxA//V10flv/TwO/L1cD4x8kUspfkFJuSil3yZ7D35dS/q1nTSd8OqEQnspE2XdMmHyFbEb9EfCPn7KWXwfOgYhsHPZ3ycaNvwc8AP4PUF5dK4B/s9L9NllMzE9T64+TjTPvAG+tXl951vQCt4A3VzrvAv9kVb9H5sb/EPivgLmqt1bHD1fn957Cc/Bl/v+qxDOnc6Xp9ur1zrfbzSd57y93Pl5yySUf4mkPJS655JJnkEvDcMkll3yIS8NwySWXfIhLw3DJJZd8iEvDcMkll3yIS8NwySWXfIhLw3DJJZd8iEvDcMkll3yI/wdytZQMsV2t6gAAAABJRU5ErkJggg==\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"print(\"X SHAPE\", xTrain.shape)\n",
"print(\"Y SHAPE\", yTrain.shape)\n",
"\n",
"plt.imshow(xTrain[0])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"2.2.4-tf\n"
]
}
],
"source": [
"print(keras.__version__)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "gpu_tf",
"language": "python",
"name": "gpu_tf"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.9"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
...@@ -6,6 +6,8 @@ import numpy as np ...@@ -6,6 +6,8 @@ import numpy as np
from sample.preprocess import sliceAndMeanShift from sample.preprocess import sliceAndMeanShift
import matplotlib.pyplot as plt
''' '''
Database file structure example: Database file structure example:
...@@ -89,13 +91,14 @@ def importAndProcess(imgPath: str, dbPath: str, newImgName: str): ...@@ -89,13 +91,14 @@ def importAndProcess(imgPath: str, dbPath: str, newImgName: str):
modelsPath = baseImagePath.joinpath("Models") modelsPath = baseImagePath.joinpath("Models")
os.mkdir(modelsPath) os.mkdir(modelsPath)
# Run processing
processedResult = sliceAndMeanShift(imgArr)
# Save Slices # Save Slices
sizes = [ "128", "256", "512" ] sizes = [ "128", "256", "512" ]
for size in sizes: for size in sizes:
print("Processing size:", size)
# Run processing
processedResult = sliceAndMeanShift(imgArr, int(size))
slicedSizePath = slicedImagePath.joinpath(size) slicedSizePath = slicedImagePath.joinpath(size)
os.mkdir(slicedSizePath) os.mkdir(slicedSizePath)
...@@ -109,33 +112,34 @@ def importAndProcess(imgPath: str, dbPath: str, newImgName: str): ...@@ -109,33 +112,34 @@ def importAndProcess(imgPath: str, dbPath: str, newImgName: str):
y = sliceList[i][1] y = sliceList[i][1]
sliceArr = sliceList[i][2] sliceArr = sliceList[i][2]
sliceBaseName = "{}-{}-{}-{}-SL".format(baseImageName, size, x, y) if sliceArr.max() != 0:
sliceBasePath = slicedSizePath.joinpath(sliceBaseName) sliceBaseName = "{}-{}-{}-{}-SL".format(baseImageName, size, x, y)
os.mkdir(sliceBasePath) sliceBasePath = slicedSizePath.joinpath(sliceBaseName)
os.mkdir(sliceBasePath)
# Save Sliced Image # Save Sliced Image
sliceFilePath = sliceBasePath.joinpath("{}.{}".format(sliceBaseName, fileExt)) sliceFilePath = sliceBasePath.joinpath("{}.{}".format(sliceBaseName, fileExt))
cv2.imwrite(str(sliceFilePath), sliceArr) cv2.imwrite(str(sliceFilePath), sliceArr)
# Create Processed Slice Path # Create Processed Slice Path
sliceProcPath = sliceBasePath.joinpath("PROC") sliceProcPath = sliceBasePath.joinpath("PROC")
os.mkdir(sliceProcPath) os.mkdir(sliceProcPath)
# Segmented image and label image # Segmented image and label image
msSegArr = processedList[i][3] msSegArr = processedList[i][3]
msLabImg = processedList[i][4] msLabImg = processedList[i][4]
msSegDir = sliceProcPath.joinpath("{}-{}-{}".format(sliceBaseName, msSegDir = sliceProcPath.joinpath("{}-{}-{}".format(sliceBaseName,
"MSSEG", "MSSEG",
"PROC")) "PROC"))
msSegFileDir = msSegDir.joinpath("{}.{}".format(msSegDir.name, fileExt)) msSegFileDir = msSegDir.joinpath("{}.{}".format(msSegDir.name, fileExt))
msLabFileDir = msSegDir.joinpath("{}-{}-{}".format(sliceBaseName, msLabFileDir = msSegDir.joinpath("{}-{}-{}".format(sliceBaseName,
"MSLAB", "MSLAB",
"PROC")) "PROC"))
os.mkdir(msSegDir) os.mkdir(msSegDir)
# Save processed image and label array # Save processed image and label array
cv2.imwrite(str(msSegFileDir), msSegArr) cv2.imwrite(str(msSegFileDir), msSegArr)
np.save(str(msLabFileDir), msLabImg) np.save(str(msLabFileDir), msLabImg)
\ No newline at end of file \ No newline at end of file
import numpy as np import numpy as np
import pandas as pd
import pickle import pickle
import os import os
...@@ -61,7 +62,7 @@ class HDRModel: ...@@ -61,7 +62,7 @@ class HDRModel:
self.rfClassifer = pickle.load(open(rfPath, "rb")) self.rfClassifer = pickle.load(open(rfPath, "rb"))
def fit(self, xTrain, yTrain): def fit(self, xTrain, yTrain, xTest=None, yTest=None):
# Get features from VGG16 built model # Get features from VGG16 built model
features = self.__getFeatures(xTrain) features = self.__getFeatures(xTrain)
...@@ -69,19 +70,38 @@ class HDRModel: ...@@ -69,19 +70,38 @@ class HDRModel:
# TO DO: sklearn split data to train and test # TO DO: sklearn split data to train and test
xForest = features.reshape(-1, features.shape[-1]) xForest = features.reshape(-1, features.shape[-1])
yForest = yTrain.reshape(-1) yForest = yTrain.reshape(-1)
print("Forest Data X:", xForest.shape)
print("Forest Data Y:", yForest.shape)
xTrain, xTest, yTrain, yTest = train_test_split(xForest, yForest, test_size=self.trainTestSplit) dataset = pd.DataFrame(xForest)
print("Forest Train X:", xTrain.shape) dataset["Label"] = yForest
print("Forest Train Y:", yTrain.shape)
print("Forest Test X:", xTest.shape) print("BEFORE DROP VALUE 0")
print("Forest Test Y:", yTest.shape) print(dataset["Label"].unique())
self.rfClassifer.fit(xTrain, yTrain) print(dataset["Label"].value_counts())
score = self.rfClassifer.score(xTest, yTest) #dataset = dataset[dataset["Label"] != 0]
print("SCORE:", score)
print("AFTER DROP VALUE 0")
print(dataset["Label"].unique())
print(dataset["Label"].value_counts())
newX = dataset.drop(labels=["Label"], axis=1)
newY = dataset["Label"]
#xTrain, xTest, yTrain, yTest = train_test_split(xForest, yForest, test_size=self.trainTestSplit)
self.rfClassifer.fit(newX, newY)
print("NEW DATA")
if xTest is not None and yTest is not None:
return self.rfClassifer.score(xTest, yTest)
else:
return -1
def score(self, X, Y):
features = self.__getFeatures(X)
xForest = features.reshape(-1, features.shape[-1])
yForest = Y.reshape(-1)
return self.rfClassifer.score(xForest, yForest)
def predict(self, xInput): def predict(self, xInput):
...@@ -110,6 +130,7 @@ class HDRModel: ...@@ -110,6 +130,7 @@ class HDRModel:
self.inputChannels = shape[-1] self.inputChannels = shape[-1]
vgg = VGG16(weights="imagenet", include_top=False, input_shape=shape) vgg = VGG16(weights="imagenet", include_top=False, input_shape=shape)
self.featureModel = Model(inputs=vgg.input, outputs=vgg.get_layer("block1_conv2").output) self.featureModel = Model(inputs=vgg.input, outputs=vgg.get_layer("block1_conv2").output)
self.rfClassifer = RandomForestClassifier(n_estimators=50, random_state=42, verbose=1, n_jobs=-1) self.featureModel.summary()
self.rfClassifer = RandomForestClassifier(n_estimators=50, random_state=42, verbose=1, n_jobs=3)
...@@ -34,8 +34,10 @@ def sliceImage(imgArr: np.array, newSize: tuple) -> dict: ...@@ -34,8 +34,10 @@ def sliceImage(imgArr: np.array, newSize: tuple) -> dict:
for i in range(0, width, newWidth): for i in range(0, width, newWidth):
for j in range(0, height, newHeight): for j in range(0, height, newHeight):
newSliceCount += 1 newSliceCount += 1
# Create array of zeros of slice size # Create array of zeros of slice size
base = np.zeros((newWidth, newHeight, imgArr.shape[2])) base = np.zeros((newWidth, newHeight, imgArr.shape[2]))
# Slice image and broadcase to base array # Slice image and broadcase to base array
# Slice will be blacked out when outside range of original image # Slice will be blacked out when outside range of original image
sliceArr = imgArr[i:i+newWidth, j:j+newHeight, :] sliceArr = imgArr[i:i+newWidth, j:j+newHeight, :]
...@@ -66,28 +68,25 @@ def meanShiftSegmentation(imgArr: np.array, spatialRadius: int=6, rangeRadius: i ...@@ -66,28 +68,25 @@ def meanShiftSegmentation(imgArr: np.array, spatialRadius: int=6, rangeRadius: i
min_density=minDensity) min_density=minDensity)
# TO DO::POTENTIAL PROBLEM - this function holds all the results in memory, may be too much for large images # TO DO::Fix comments
# consider option to do limited what is produced def sliceAndMeanShift(imgArr: np.array, size: int):
def sliceAndMeanShift( imgArr: np.array ):
''' '''
Returns dictionary: Returns dictionary:
{ {
"slices": "slices":
{ {
"128": [ ( x, y, imgArr ) ], <- x, y are pixel start positions in original image "128": [ (x, y, imgArr) ], <- x, y are pixel start positions in original image
"256": ..., "256": ...,
"512": "512":
}, },
"meanShift": "meanShift":
{ {
"128": [ ( x, y, numRegions, segImage, labelImage ) ], "128": [ (x, y, numRegions, segImage, labelImage) ],
"256": ..., "256": ...,
"512": "512":
} }
} }
''' '''
finalResults = { finalResults = {
"slices": "slices":
...@@ -105,28 +104,19 @@ def sliceAndMeanShift( imgArr: np.array ): ...@@ -105,28 +104,19 @@ def sliceAndMeanShift( imgArr: np.array ):
} }
} }
sizes = [ 128, 256, 512 ] if imgArr.shape[0] >= size and imgArr.shape[1] >= size:
# Loop: 128, 256, 512 # Step 4: Slice
for size in sizes: sliceResults = sliceImage(imgArr, (size, size))
print( "Processing Size:", size ) # Step 5: Save slices
finalResults["slices"][str(size)] = sliceResults["slicedImages"]
if imgArr.shape[0] >= size and imgArr.shape[1] >= size: # Step 6: Mean Shift on all slices
for res in sliceResults["slicedImages"]:
# Step 4: Slice i = res[0]
sliceResults = sliceImage( imgArr, ( size, size ) ) j = res[1]
slicedImg = res[2].astype(np.uint8)
# Step 5: Save slices # mean shift
finalResults["slices"][str( size )] = sliceResults["slicedImages"] (segmentedImage, labelsImage, numberRegions) = meanShiftSegmentation(slicedImg)
# add to results
# Step 6: Mean Shift on all slices finalResults["meanShift"][str(size)].append((i, j, numberRegions, segmentedImage, labelsImage))
for res in sliceResults["slicedImages"]:
i = res[0]
j = res[1]
slicedImg = res[2].astype( np.uint8 )
#print( slicedImg.shape )
# mean shift
( segmentedImage, labelsImage, numberRegions ) = meanShiftSegmentation( slicedImg )
# add to results
finalResults["meanShift"][str( size )].append( ( i, j, numberRegions, segmentedImage, labelsImage ) )
return finalResults return finalResults
\ No newline at end of file
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