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TF_GALAXY.ipynb
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TF_GALAXY.ipynb
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Transfer Learning for Detecting Galaxy Mergers\n",
"\n",
"Transfer learning is a method commonly used for tasks, where data is limited to effectively train a neural network from scratch. For these types of tasks, an already trained neural network from a similar domain can be used to extract meaningful features, and a new linear classifier (usually the last layer of a neural network) can be trained on the extracted features.\n",
"\n",
"In this notebook, we are going to demonstrate how linear SVM training on the PYNQ can be used as part of a transfer learning pipeline. Our data set consists of astronomy images showing galaxies, and the images can be classified in two classes: The ones containing merging galaxies and the ones that do not. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Extracting features using InceptionV3\n",
"\n",
"As our feature extraction network, we use the InceptionV3, that has been trained on ImageNet ILSVRC 2012 data set. We use the output of its last pooling layer to obtain 2048 features per input image. We write the extracted features to a file in the libsvm format (label index0:feature0 index1:feature1 ... index2047:feature2047). We have already performed this process for galaxy images and created both training and testing data sets, that you can download using the following script:"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"[galaxy_train] Nothing to do. Data is there.\n",
"[galaxy_test] Nothing to do. Data is there.\n",
"--2017-11-21 12:00:12-- https://polybox.ethz.ch/index.php/s/nzx2LmstzuKLp1d/download\n",
"Resolving polybox.ethz.ch (polybox.ethz.ch)... 129.132.71.228, 129.132.71.230, 129.132.71.227, ...\n",
"Connecting to polybox.ethz.ch (polybox.ethz.ch)|129.132.71.228|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 32001 (31K) [image/jpeg]\n",
"Saving to: ‘download’\n",
"\n",
"download 100%[=====================>] 31.25K --.-KB/s in 0.003s \n",
"\n",
"2017-11-21 12:00:13 (10.4 MB/s) - ‘download’ saved [32001/32001]\n",
"\n",
"--2017-11-21 12:00:13-- https://polybox.ethz.ch/index.php/s/yG3vaVfFQLubMtP/download\n",
"Resolving polybox.ethz.ch (polybox.ethz.ch)... 129.132.71.229, 129.132.71.228, 129.132.71.230, ...\n",
"Connecting to polybox.ethz.ch (polybox.ethz.ch)|129.132.71.229|:443... connected.\n",
"HTTP request sent, awaiting response... 200 OK\n",
"Length: 35815 (35K) [image/jpeg]\n",
"Saving to: ‘download’\n",
"\n",
"download 100%[=====================>] 34.98K --.-KB/s in 0.01s \n",
"\n",
"2017-11-21 12:00:18 (3.38 MB/s) - ‘download’ saved [35815/35815]\n",
"\n"
]
}
],
"source": [
"!./get_galaxymerger.sh"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"merging galaxies:\n"
]
},
{
"data": {
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hwDyiE04DrLXmaUb3FHMi05RBkzyFmTFeh7nInqmXfb9tDQZWklQd00wBqSW6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\nazYjVohR2eWiMEVjcSEBwiTLRda/EtGTeqVu1t2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99uiO8ytHSu5wR0wQKqCOBnNDs4jM\nGfBqs3HObO4pvRyvQT67pnzM0QBzerft5r65HEUu3Y+538P49PJ6p7VGP3K/nvvKRWOmmOS2bed9\nrnMaSYSCbnOeg5MK26sjGiDSYKyaAchFlRMAb716u+UHW604pxUXr8aKAkkBE8XfdqPTCq0/mwGX\nQNnnsreoDhkBCrLmZhZDIb0cx/0YJHKmuzMVMUkL1UQtixxV4uY5RqZO6cycmhfxS5CJzbz1Nuac\nyyh6HRKXEg3nCq/3yRoXZj8p/q/F3S66Wd3ishi63kUnRrwEYFgDMcy8rEsvJXfl6CxwBZmQn8hI\nXiMae8vTKuat31BfwKySw9qxc86FR50V1KM4w90vpex1nYu7c5JX4pzeWJ0NO1taK03NlKI9uRIO\nng0Pa+Y5hmJIuR97xBxjpjVaoxZobGaLnnh1Rgic5+E6rnHiUlyXV3yb9b1IgqGlAW81O+pBi7Ti\ni3NGStisekjVYUNrLpTvUjFCwhbpN91b0vYjPHgkyUQcU9nbU2v5/t2t39y6te4ZMZ/8vkU3db/t\n93Bje76VKnIcR28WM7FgAI45IJyQzOKLS4gMhczhXHmjG0YiJOtNsphZxK5yo6u+aMwpszXdkFKJ\n+IHWGgTlhK39YCwmCCRFhrBaqTxbF5lL1jzGrG2JE7M5W1XrwY2QEb5I84hRfvpEbeBlgmxAvoGf\nEMoTXQvkL97Ehw8fbrftu++/n5UlX0Kf80XydruNMU6UbiEzCzg9a5XaX+3KBGoFlG8xuU6G87co\nBKHO6VP3fZF1wJo2rsxiHKCmNxFL4Fz2aFbHKyJrYtbldWtmNKvoGkqWimfVe29csMr31jECzZ9O\nhL2y4JLJVGKwbdtxjMwJRi4WOmlptAn51m+3pzjm8aI5o9oOP3z/2tp3n7+/v3x63feYU2EBpWWc\nxCiaEWkosdKy6M7rFpOcWRNaVmgrAa4EX3UfzU2JiAlhzml8BHVWbMkyN4LmGX/2fXZjdx0RMQWi\nd3vuG0tzqlAcMcNhxnbs4/bc/Kk1aXv27cZ37+zdc7s9u3tDcMR43fbndvv0yT5h3w/bJ8acGevr\nFKdk25ripMxJra0GyrZtETHGcDc7pYoGrsm0BtJEoFWRv1osi2e9XLDQfJnKubsy5xyo3Lr6O1yW\nGVhMxrfcXtI18inXXBNdT6G1ViJ+FsJnZpROS95V+1UH2DxTc47SecVp5l1TrGo14jRxWSkNy4Gg\nEkKUJW1NRtBpVSrpMpK1tnhjRYlZdMiKs8VXu3Zg5SHXyq7VUG8XkWSBN3WHUSvsdrtJeRxz8VSW\nzSmX+cvpbLVgkuJYgzw9gh/3T4W0VJ0hb2d25lVBLT7avt+rH3sVhHZaiXEJXoXyxF79/Syae4WM\nuRJ3s+a8+T6PGpUeka6ictr3333+MV+a90UrAFB7RtG5bPAXuyWCV+F6+uvwgTEjRTXe1xdM4Yyy\nZozlxkZiSYv49t0Jubm3hjEPZY0c8625xe65FPndaJEuIMcRAihZ88YwoCEtGW2z7clu7+zdO/vi\ni/bu/e25Pzns/vrycuPnPrqAMSxyhKB82rZmZmbNBoCk7zHzHApwVeAOKtVEAxotI8ptpoOBYhdn\nHe4hE6XIgnmXGk7XRlvtZTeTKsGgZIXHcRGGABhy6CTlVnUKLNLnvp/m5Stmw8Vz59BSRrTWMmJU\nsL4ylDMBOVPHMtZZG8Bh9Df5L07Q5PX1FfdzoC9rFAivKpHLZzmunaXzWstvxltTpmJ5T61NCMlo\n3jzmxPnPzuMFVxlgD+QZEPteA7oYc9FlzIzgqF0XwSXesTqOdQaSOaedZgfXDnQ3ntTQYwTX5y6c\nxa2ah3kWlcr8CWkTkPItFPEcMSmtGW+k3AEhIsc4cmJaGpgjNNW6m7x7Y3DEJG2MoLfWHJA5FUXf\ny1DilNwZzb0dGpl5Js40slo1C8ECIrJMIFjwb6mtsY6PzZuybtdaQ+T6hsvkL2TmzfsYqRBEh3XL\nFHLG6xHd2Rqawem0FpGasT1vUB7H/q4/tcat+bun7eufvfv5zz/83s++/urdF998882f/+qvOu46\ncH8Z4xjbzJJorLZQrxH2xCGguI5ZFjESj2PUOZXSmhgFOp0iEUag1XCOhJuRmXC3NRijSLs0Ab03\nSTFGCtYay1RigYdlqbGKcU9ovhXelxczhd69UDmyqrjhJ3BYo3Ka2VPfwmYcRy1qIxPMDPcGEij2\nqIFwb8tT92w+PSYpK2eM8NZ8eXlVB4x2HpYFGq05Jbk67UWow+IGZPdWlvZta72QDEkxJhfmss6o\nB8GxAUzN+rjUCSAtsGXZ2lfWsm1+HMfZPGGZ6VYy+rY3zsmyV5eybxYzxxxb996X9XUGIFca6OMo\nC/O8yK5mmPPAKTUudiWgjDBaZtipPHSzTHmied/jUKI5bXDrfZD3PKZmc2UzSk3MjMiApntjxGY9\niQEEIg0GREwXGt1MBsby+JdXPsa5Jq6AKI999yOOLE6SUNZ1TlYmNjW9OeDHcQBwcxLQlDgnq1Cv\nCi8inZsQzDBHQGmS20zUPPWtvMoQ+zhM9M1dpoGG/mT+bPz6uf/D/+Dv/E/+4G/903/2L3i8+uBx\nx/N7fd4/3e6vtPx4HHJlxxwzxmytPd90DKQmYK31+zGJFmBZ3RXinUAj2ewAR8IaM4UoQ/5ZtyfG\nWhJCtq3POWspkWatrTTBirc/zGgIygJKd5CauWhuZ1p0v9/NTKW/LfeFtegjQBoyJMEgR3u9V6zs\nmSsIdu9+indJv8dgxT9eTq3T4K21qs6WHQZ5BGL1sQuNR8xp4NL+1IaxOjs5xsVhlBR92yC1tr17\nukH49OnTiiXXwbpsMCJoNLPW7PRdtlJRRfxkOBEeKGmPme0Fllw/vBCRi9rDB34gwPtrebrZnNeE\nPTy+IqI0zTRkLCz3ypl5ISQrOKx/3NwrS24ErZpLVvVrjjgVU5AwMshR5j4V8aTMOQSNg8XyLLpv\nfQbLdTey3mFJTASgqDYLzapmxSzfKGCMUcVq3cD6o/qP3nt9l7ppl8PX1TFyo8NjKlSCOndfDpZz\nRJG7EvLuDshJRzOTOGceY77c98+f+fIyfv2b7wC+jsPMrXsJl3rzF7eEErptNxnymKTHPuHsZrO8\n7YROc/eMKc3CdgUIjCr5IO8tlCs/MmoWt/6R4qw5VmIYEcupB5hTzRv6Bggxm+a7G6fw8Rjs/e3x\nSlc6ihoOFVHZ8r7vXO4V7rSZUSy0kuDo7E7TTJlxwnir0OSbV8tZE7xp8a6CE2BEgIqotKRmciCl\nQu/M3Kzm2aa9MWXWEbrf77fb7cOHD1tv+77DWMm/Ffr/VqGdnZJqcHORyNbiuHpiZ22zikmd7ZEq\nLAuxXfPJeq8D8EL/7EGAh0ULtCrWz1lGtfkJJhZmVX0bPCb012It74x62L11noBqa22OI2Ka+YxB\nrAzrjQ1wvgAcx8oFrtuWEks5VUb+8tp+5e9a6NOqFlgOKFi2LldX+lwEOBOb61ZcG6yS6qq1HrKD\nt7z6rG8NYiONbeaoRmVzm3PQYK1p5lBGosxaK39XMoX7MX78iHdP/Vd//cPr8T88PzdT+/zx/rrv\nY06m3Ey97XN430DOYzCFQGer8F85WSpNqSiFZj1KLz3RTM0YHYByKqVstw1pU0HC3bZtm3NeX7M1\nP8bIuGLtymUyiHazmL/3Rfv3/87fmsA/+7O//OZlQEuac6nGHjekPfCWrqjNFTcxI5oRwplOrx0c\nZWdcTVvzZVZTihwUQz2vNz9ryLVsqmByc1BTyTLyPPn4ufTEb4cTH7qIY4yXz58qe3rjOl/nxxJQ\nYTk7sfgg1lA+tur1ta8ew1vp+dNNeEIRaWaVZV1r/WpGvX30iXlGXJ5IfGBCJOBC0hCB1ulul27j\nZO5audPjKjWhjOIblNxqXSG5ZuAJiKi1foqbQasC/TwNVzUMQg1IRWUvXugwMlBoWM0WPQOerelS\nWf1oM7O02o1mb9za6/5s25anCci1yKpjVGdm/VGdq9627hYjMoOpJSkjRLatu2BOmZW01RzHmC8I\nBE29934cepmHb9jQYsT+qtdj7McRmYM4YlHkKRBt5nHrNzcfMwx04z5XyQZLlklEyWfru9fDjOXd\nr9Jovx1f8xz6qwqbJ+VjcT/MrW4ke+9uneLx6mZdZbj/k9ToSqbqmZ61z5lnCSIyc8zw8n1WChi5\nam+eA7AAhIRzHMjaYIXinvH4zNcKKTRnIxEZRjotkV6kTis/oUp6cK5S4MEPzd0j8vPnlzF20shT\nWb+6CCXKNpsxRszzniZkycg4F96Du/jVi7uW/nXHr934ePRVMV07J09xx3nW072ZKWI+Eki4AJ2g\n8cOH9zPuETNm8RsectGqrflWdhbHZc561FyNuIfOuLSae1g1MHUNEl3P9SI6qNzqO8/imzA3IZRp\nreGURF18mnW86u2bFmZb7x3n9Lw8BV+/lcDX68SW1mhxMxpdxMgoS4xMmbIZg8g5g5apls26QUbi\nvu/lVGa0bfQfPh33u7Y7nt4316GZSv90H999/PzDy/5pZNZ6SEHu3W3bXIwjjjFCsjIChlpNOCNa\n8zkGIt1ZxZnDg3BU0iAIzTyUmXm/73Uk6uTHnA4Bq6eqwg81tccIfftj3l/+BoaPy2T0DSzk2Qng\n2RN/ax6maGXhHaQVOgJgrPEPKzdhMSJJc7+aE7VuL9bKPAddXicbgHKdKyEvTTHnWwwSgWVdOcY8\nlyUft8z6oCSKPlW+o3VBAArWl5QK9zO0iZU/kQsseczfdKp4rwX0uIYeb1meRJyyiL5Cy7UfThsC\nlF4rMwHVZRS1q8Fut+3n7z988803+/247r7OgSdXWl8Tp0/IGDV0BVq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VsFW6rI/V1ZiY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\nWY8fN8nKNkYidDmAnHj1sqfWhcZ7Ix8f3j9HcL/HuRE11xBxJlNEpaGXK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JN1gHw38Ds/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\nDhA1QZ4NdqNv7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"text/plain": [
"<PIL.Image.Image image mode=RGB size=300x300 at 0x317C6FB0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"no merging:\n"
]
},
{
"data": {
"image/png": 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Z+h7A48uXq3ZXa5TcVU8D9sig5+zMc7N4ZpiAR2QILYwRArhi3Xk3m05zgug6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\nYSZWQdCHw6nuMpPHU0karRj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VO78e5gwyiw53e8+mpi4VMFsd5hZ8fn5OPyMQrdTpEN6d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SLoY1zzMjOjzO0iBSv1+BA0WvAFkK7VfCvenvC312Alac+lQIaZZq26YjnWMiBXtt+WSg444ZRI\njLhWVSmMnHO1YMetuQgxgsR1XpsZ486C0aQa7rYssZqmMs/nd8Tvf/xhMH55vv+MvDpwq+jaxllu\nMDNIaxWkBvCsCWlNOCGLBGsMr5lhNLNzViMEe1dUWSsXZoKMI1au1UWmm7JARXjAMUtSQrlHGSAQ\nxzFzYZ9rykqnkdHqQG+TG6XFHgVdz7OXwS0Q8pUppdTz0m35LKlKhDzcfWjmC9/ehRiJNofey4dV\nF5gpytICZsha0gJoNHnUbWTu5sqCNOwQkFpVye2YSrCEdLfIzamje1NLq9TxTsLNM3Izt+M5u5fY\nnMWN30hbQGLmbjd5pbUtANQU9bXWCO+EHnevtpjryxE0ujscTtoYcV3X2nlxXrcLBojaHRidBiKz\nCGwm2d31vS49b/lvn7s399LMZH1VVI9g3sZxXfPC1f53fYCFhWGrZnpTlsRssYUPa96UzVwrpzdu\nv/LKZeEgZqaVEZVVOXv81+y5Xap1f7JxaAnAKpF2RLBUOVctlczp2dTZHirSZYf0gxShp/RraQle\nLXHmTeInac/z2XFs/a9SiQ32mLM5v03SFKseI37/3UclPn35PCKuOQEvoR0SROXKxgwJWLQ5TbU1\nRaPyBZi7WO3j6iISrIITwv1hF9iGB+yclogQNK/Z9UgpVUmjEynQozkr3jNGwYTXZdrch1aZALeO\nU/UtlNjoPcGtr2DzPLuRQeV6XYM9DQC4k3Dun3CX2HWTtkGydmAdzPtPRcINQQbtrGZD7hmyJBXQ\naiQ0vGWZBapylSrCwt0yu6/18zz3zZySUJK/AP19t+vVTb344AZKdV1rsxbd1jzREEvYzB3Edynb\n4rZJRj269a7Qszo/YIwB4P357rfhr6CgbZVTaSrdKGW3XT1dkLJ7zmMcWdmCy0dEzvkaA+ySw9gI\n3hiHAe/vz3NNSIF2BxfA4e60FvNfuVbTZbvyAcYYb4+3er5v976q8XjkvFB6jNEZIwAjDMmFKql/\nc5dApW0x3k5lrw5KQBwD7rlmy0wnRbV7mpA1xghzpmyuf/OI//3/7r/4n3/+9D/8T//+XUKbFpGv\n7jHc21Y92mSmm5He81SnVxG6Q64wq/7jP/0xU5/ntA+PiFEyJAppbjGssjomCWB4rJWPx6OqMlt7\nXpKGDdJqpkksZVV05L19jUxpX12Sa665pt3sjlf7U1lZCdiOViFzdcoiOuNhX0006ivMs6vodkJK\n0fewBC+PlboTBl+gvRBggWEBQlW27R+2x4dQZltOixty6UsgPMxdmdu2ENn+cColq+lO8c3Uui/V\nLtBe/mlGehterIx+Pj1XzdRxxBjjej9LxbtiXhuLtxS+fWoNC0a4GUuiNIabMdovSCJtIl8nr9iG\n1Ea36CDiqhgehrXWi/DKTcIoZQVwNGDXPEAjHOsqdEch4JZyzzVrh4127anMTNU2IG+ypQDD8TjW\nSlXROjbVBrkgp0cEpEaZQSsULTrxS7XzH9daa2Uq3R03ak8GzVV9MoJOtYoEJqlyVzjWcFffCbdA\npB1XirjWpczD3TwSlatMaFZYVqEUdCO/G/ab7x7x66/doVdfzB0G1vde7nyy1vv0IZIzb2utMndH\nT+mQs56zrnk5ybDVo95KZ0S42CSVthrp6TOrKsJI//JlHcdmeLkZ1Y6ml3s4JHIq186ZpO8p6FZp\ntx+CGY8Yc83KNIMRq6qg8PanY9A2lLEHOhtUC+LxGL1pKVHf2Kg2h7uq29ob6pKbt09Hrp0kOTys\np5d7McmdwN4noG8yNfAC4fa52dumZZ37RXlqAjjGWHf8xuveYqch9CfR3NG7wwUW3e+UCJoZx4iV\nmed6Xb4vU42lFnNtWmaP2jLXradE07YiBoFRBWCqlgrh1dVeQqtVlXuWmpnNK3q5vL2Yr8o0YlgM\n88pSpbmfvlJas6/cqISAxyNInB0GSsvM4zjcbM35ErxthgqZViR30lW7KmD7OrhtF/TqNhhKyCN8\nxFpLqw7zINUxpu6FzcB12uEhw3NeKRnwFqPWekftSd3Kvsy7SO5b9DiO/lwej+M55+pIlsqdRtMN\nQaIDBGmGrKB9pP2NLT/sp1V/TlxAdfyjeR/34bGuqyvYg7ZnCtKLfexmDk9UsVZVFQwYzhHHzDWb\ncN3YvrFnEXhxSfaKlNkOVI8x5nVJcg8WayVXfni8zbVWJsj3ugD2Nzci1bP8iGg/gu4sSgqHsSUy\nJOG2fVNUEx1zssmUBDhoIwLQ2UG0sNbow71u5vSeT5IE55qNPLV7DYDgNvnPTFpPF1MGa5SxakQQ\nvFr2DZptwkBv8h4gyWnu1/kMhpeMrGjWytKu+Ml7ftFdEjeNhj42vyVetKPWesxrFerlgdu/dfO/\nssGr/WlssEvVstzuuI4R53VKPXVkizWcDDMZU1q2BKRUszHtbbR+1+6bOO9mrXSuyudaaFmqNWi2\nyyuz6Ad3npc7iK+DyrVWkbrZc2+PN5LneTYXZM0kG5hrA4edSaw2c7T9Rscxcs6ZS24Awi32XH5L\n13dL3BFcxdrCFKlbYgndPfa6Se2kpD5Cb9esqrrOM4V4+4BcdSYhlCzaP3FP8WkGbIPOPwrXe30G\n67AUtDIlV+K29aVZS8WW2swrzsoxRvs7ZJYx+/PqLr2AKbQ8pjE9M6/KVUlZH9itUu/z150eTa7R\n4zHMmiQY5zNnzsNirnqu2YXAGI82pX8VpftyAFiaeVstkrwThGAttFsovcVBb/HLrR9RX0Vz1np7\ne2vYxm7d07oxWN6A6l1m7rnoy0ywMpsCX9DwaN0mDR40jzovoWIMq1tbcG+/EUPQdkzc8bJ2Dwws\nm1OC++4WJLlvHpKH2R2Z3DWq2m3tvE4VItA+SNbG9SS3z+/6mgqybS9si8jbpuEG/Wkolbu1XclG\nbgpcq0cj7eXRXdP9PzRu1ufWhg1V4R7E7CxwgI7aOEs78fRblLpKdN/exfeAq2one/eQt2d0+x3d\nZ1G99rNxjKPa+3QtoRWjhnDmQtZqE3PhWunoRW6Zyz0yFwjC1spEJdplHyW9He7ffUfaOi/Rqia+\nGVmQXzNtspI+ai22RkHdwX1tRbJDZEmgUnz3t3TOmVpGKlQDmlJLH2buwVeTzKeq7VySEJFOFeZK\nWgtn0FVc7cuOwGaKNzdQeyyPNfNeAtaU+h1iLJTKyBi8MnNTOrL651nrBtpLKm/uhCDkWqsz2PrN\nEr7LEAiiGdqqvAq2vVuqjVMFSOHWMraxifcKojxmnq+l2ytqraXc9sVdoAI0ty/P9/3TjFclKmFw\nYF6brZpZ5Nr0rHYkSgEovx+E+TgeqeJcErLkDnfPObv46verEo2AMgVku+BLYGyb+SD4GG/XdSrV\nMmcWVfKIvivrFVZBohOFzI8Rc06hjDz8psUUVBXu2+RfCGOh3BzSWmnuZr4KlTALWnWmVOtzaKSZ\nqpBYs8psNkfKBKcIqaBttAyglCvL3TsalX2PQUSbWMHCKkuJhkAKotIL5q6q6BUNhPGqpa1CI1ty\n0WieEZtw2QeFqpXaAIzYDoE7/BQkZUa4GU1v33/3+IvfrrnOP/26Vsk8cyWqaNg6gU2XN3Nzu67T\n3cdx1FxA9Wy2DKrEfd0dMUYcz5ajoigMD8jVfNTuVFrVRaN7twCZQrNYFz2CndrddkVfcYeeBpea\nvpyrMT6ijK1InGa+z3wfc6aqnF5nZZU/DqVVXVKVwSK0bFVaAcqWp+4RZ0P/VM+BbPskVPiAEShH\n7iwHoqBT0xNZi9jQiQOJAg3GM2c7+ZYUx8BKj3ipebomkhHOWsqaH+ltoekczdHbOP9uofe14UYz\na+cEcrNGrAu6LK8a7mfm0uJkZk890dirNfqy67VORcbaKBFBrZKFNYUwMNZaUdlAMx1GyYphvhwl\nXWtuGBvbRsnd51SfyZCMHB5Nt6t9KxpBKbFPfEOplMdxCCime1QSsO5yPTDISkxpViYKZS62P6UY\nUlJgouPBARLRTXQpwTI3d7qipHktCWqwvrIFBF00th+yg1YiiSqWwqglD15V10ojpTK5CZBWewjT\nlRVm9Hae1LztNjb/U8pKRlDwPiPcQbyfK8+nZbGSc9My5QZttZdHILN5qsollfkw95VJuLv37Hrc\nmF6Tsy/lM9/3hAFFIol0CyMX2CAR2J2n7gF6ddSZwEJ78hWtK0Q0ZCb4duxBtdOgNGKglJ1VxO2H\nBMDtLeKY57uVrGR0TZbK2y+ThAldxrFC3EliGx6zRKVEc3boUNM4w2flklDtp46lYjhH1LVqu11z\ns53Kak+atLI6JHD1POMGDusmi8NYKASdXrVy5gFb9dx8yBs1bWZY9jAThrtyrhu5NXQ0IcPw8fGo\n5/vKyjWl7T1VrKnFBQK+lVx74sEGwtsnqCf4VVT7suH2hNvZHQVgpYq2MsOjI38bz5lzNh1sZWLO\nBourscRdNaOJh/3ZuvPVBZjZiDhzznkB7QFfVWmhCO/wS7W7nkS60crZSlmpuN2QRLAHid2UWvPn\nSh7eXZCb557tMLN5ObquJPk4ouGJKrUasE8mCcfxyHymvpVCszLbcrMBBuJ2X67tyfAt8o57ktbK\nDJIefv36ZT6fdq5ockk3ySWju5tUUjVo1iX9i3LkTXQC8ta2dmvTXc1XjE66rl1pV8kjas4+CXfD\nCZnvIv/V/DdgiCp3N1mjoUZz0Ygy2ghJqXWYM+x5npLaarqroZxPmg7TcDiZWpmrltcNH+woCLcw\nj7UI9pj8fgxKoQx3CUy4zcqVWZUNpo4xdvyDkH0kkGZsLjWsC04AyFXHQSPf399bNb4hBlLQEUdW\nouBhjzhyzkuCKeuOCiP9Dsno9WOv8dieT7OFbIUqOpwXcs7nM1sznjeY3/I03nj3LmjHNjrJLt7a\nnqfmlLBauC9FRFzzwmbZ7r6gMkv1GI9GhPoj7wGLm/fl2wnR/UJjjFbIdhdTgN+Z3T3xv64LoBlX\nLjcS1hYgWTOrDVaa22YmaxPHTixS27fs3lqlej6fuEfzDaxle7RADa5itheypB719BVNs9bRQyoC\ng7ZWPWJ7Z3TJ+nV9QxHjpc3JzLtSbap6AJhrWhf7d4tqt57YzNacJnrH32aVcYyxrpPC6IjZeXUJ\nvNtqs6pac6onClXhzh31jBEjM3Pla7r42oe7F5DcjhagsfhaQFse/sLo7oYafUmWXvKXw6JUi1Bn\nbxXWNW0EvxEE7k+cReHx4F/97vvn+/OPP013VK2249It6qdYK9G8JcC6NTK68Fx796l1Q+6vO4C3\ne03vorVdRHtUg1I1b9u9DY9K1LoZKj0K6mXQcIaRa4oAC+q7IWxWtYK831fHVveY+hsC7F4z/V4m\nljodbTeu25FAtx/HV4rs7onQxfbY04S2FGAf7j1t6Z53jBHrtlLvv0PKzConbp5x10LrDoXaRMe7\n6Wy36bUZ3nxtD94+rdiM6hTgg2O4CpnLRHdEWI/zVlbrzJsgTqgyhc2Y6eKrE1RfBcTN+So3ZK4q\nuKm7uYjhzpXd/IuEmV3X1Y8MQPfKlHU99nw+X2u0Fclvj7ey7qqrP/KcS6UItxvXbgeHljv0eGBj\nLURVZS1MfTiGzK6ZJYxoSURCG8Tr3TDC24LazCrLrN0B7T4T2Ehm9nVjLtW36gRyo6+vnab7Rtp7\n8v6Xr73Uq/m8zrizKLCnsNygKK0ZC3PNxiR6YLafkgDgd7//8b/8L/83f//v/8OnT/8IYy1iSTv9\nakMjJaVgHWfNrc5YWU1+0L1a3DzXQjODb2jNzXz08S2QvUmu62pQPauaht6jjrrdFpsAsOlYpeu6\nCA03dKwQGSMSUkqrD3hZWwjd2j1of+frue0Agdui/j7EsBldr+0g6a5xrdVSRDPmD4+qxJaAER2a\nu4Oz2hvgtqgsMMzdHbW671vzq2MUeYcx7le2fQK4ydn1dZYq+R3LtkspY/SdodrmVNKak0Q4zPbA\nwMxYNHT/sgwVbv2z0XKqnTENc+8CaaPGwzO7pVho2UcbzROPR2TmXoQFdgAGclWFd+lo+KZ36kVG\nElDzcbYv0z6DJOxZMPcFZhIbMGyTgS4ISVu1nnOGm7zzpa3WUqm0IBF4HCOrVGnmPf65GRVy2H6n\n90V0E5L8xle/FqUGS2XDj00N6x0+PGD7tMpmZreX9qpvfJ/k7qo6a9lGIDeLWChqD8d6S/cvrWqq\nJn/59OmZMw7OaWt1LE8/ZePNaEuABTpy8z00sytQI1mZTBWWNU3f/eHRS3Wq8prK2ny8ErJuqmRe\nkjeh02yY7UNNTRbtouzm5pkl5GCT4Dq0XHfASt+6TZ/oYeZ5nna7tHSxmtmYogHZ3rt9DTZL7tud\nb/SkUGo8z90dzJxwBzxVoujbce++n1Z87S96kXVpJrzOhtft9yIiv268/TfvpYC7cQZYpQ9vj5U5\n5+xxf39TlciKOCTl6o1HNOxys3Cq/Ro2v8V6PKaNk1a3fNtMzayJPsBGJF4MwLWWOcPd3KtqrTQ3\nQn32r87r0w5iE3SteUSMMXqgvNZKqrKtYPU8n2jDFbO5lqARW56vPSq8nSfvfzTr6oMwb+4RMqM2\nUBTOrD6qNFO5VjweI+J8f2Kz8AsJC3+d6xA83N1FrJXtHfZy8YF2ebzlAuDjeFj4XNfrYtwvbyMk\nu8/8ttpc2mWTvK93BPlakbotA1OW4D/886+//PKzUmthpRctLGmbetZ6KwJFS/NxjLyua6ZF2GGR\niA7FM6Jq3fmkX3XuJXaqKdCKdABayazR+Vbt3CusuZ3CI8JlOy8gnNZ6URW1soSisVLKrhWh/vRv\nLbhUqrb2gm77nyb3tI9bHwQuvJkZUebvJbXf+Z3kqdviABLEtWqMh2jnmmgoXSJhw8cx5rlatBAt\ngoxOS0AjiWq4Hx16HNHlqGpv+uYf6QZh+8rbiDOty2jler+pCfOaaIFcd0B7X2czfrRV4EDXYN6v\nVFV8Ifgd1Uy67n3f9/hay81bVtfmKL7Fx/vqIDnXtpf0dqfM7R9BkcYYx7UuCUaulXhhy9XR0Hy5\nJ+rVOx1H3x5db+/Ibhi6iQXcfIxhxDyvVkshixBWO8OvVTnoblrnRdpbxPtcuVoa170PnN60sv7H\nCIe8qq7r7DuzYcA2PkKpPTjohtyEuFJpNezaonXVvgfujnnTGqvNLDWXUD2UidicUwjndeLl29mU\nLjnlU/klcTwotzZqpeQwj+hKr22/F1BSroJIUQV3c4OVAJo7HZiXGkFNXTVN2IwoZ1YivymkgYgg\nmL2Z1KoymGHlUhHVLk6G2ivTwxfKzI2USQluNWZn/lXl7seuSq7Z7qwWlrmq4SvzWjlzNf/yGMfb\n4zirrmsPT3XTDySg8d497gXJOI5rim6VmRDb23Blrnb6YwTHth1gkSyshUmzoO+e9R6gv8jpPXjd\nRz7xoMWIs1WISgdEPtvNb2cSYtAcVkCMqBsqadOAJGAyNzdXFelr290OlErV8yISsNJWgu1jswk0\nlT3RBdF2HeiAUXR2dJWER4SB2XNkyUC1W8FLY8nbW6X1kBEN4edcPfQA4D0B50Y7+gzqGrIVQ+Sr\nEq7KOmSYioRk7ibHbIsJeMeiCGb0zDSgdnWjW8Glm02UbqZc6I5DKsDNH+NQs+c39x9XLwX3gipr\nXmf4+Hh8WNd1WOSal24AAAARR1/m1R+kOZig2bmyNxycPajWbpMQYSodWh+AGsez1vuFOAZiNnV5\npjZjk6QbAV8TqnmtaHd+7Vm3WnOUPdKwlS3gcaP3GVSNhcmSmR1h19cEOdfM4hguECY3G2FzraXs\nTnrmZq1QsI7AEiqForuZDe/8lyqQaHaemUoHbZPLDDSbS6vS8sa+QDP7VJXgzO2n1ldCwAA4IDZ9\neiswP68LQKqGOQSDabVfxH7ufdVbaV/SIxqnWjSLGK0H776rVL6FRXvIJ8k9hlnOiewp0NYpkgga\n+kTZrARI9SJ/686yd3cY2oG5a+2NAQDbhqD9NWi4QSCSdmNfuLGpvTkAC6c2nz12bFDlTik1YNtk\nmzn7DskOx9Drhn/dD1/Lyx6O7RRo5esbXr633Jy7LhDmnJ0M4yTJam/htZ2h3R1iVbbM6PWDmtvt\nw27frlY7dD5RSJ3ht8vJ1kleVTQ/jketlQCz5pywJsEjzN1ozMdwJyKiZlbHuWt3s693Oud8HDHr\ncoKGXGnG4X6e2adU7RnB4baoSlRWS8O41upUlhYLvUr0rGwDm9dTsp2L0rzK1auo0SftTqfT0BsM\nUm7T4f093bN1dQ1xXTPcH3EINc8pyYDaHB/0UMvcqtRodhuFZGYpNQF1G6MRrqbI362EhFzr7cMH\nst7fn3UHaxusC8Off/k5Inr21kz02gN9e72Zx+NxXdfGLCWtFa1u7Za3yu66MFZlaTUA0N2OmkQ5\n5wtPMzPqZuJB1umrvHMCoMy120SzmYukhfVWIcphRhq5hOtmkOEl9MANllRFD6N825bswdRGGr6C\ngRvseYEQRCuPIkJAm+R1jBawPddbQOgeTl85cW8tvs7Xe9fxbpftNiYCNjO2T5MeWpBNZq3XVGOj\nfO1uDpBMcv/q/Q1NvdOroeetATdwd8vmj7c3ANf7E/dybkZyL8b+pFelruoze3b6RNfMlc1YdPdj\nPHKd67zeHsNpx+ORNNKf51x5B6d+g+6cc1ZTfhLKMvgjoohZqc7MKqxZko1xIOeZ02xPF8y9JS0q\nzers5N1JdkMFYBwH2ijMUNkQynbZaBC4sXGCtsvDfih4aQaa+TnnNDIwEmCVwdfMtxjufJ5nvs7l\n+8rHrSfs3Zu51roAPOIoVK0MRVX1xK/hOhLulku9ArcDuZRIlzcq/np67i5Trg5T2W1k3V+x04sA\naHSScSnMzU1aCe2b0OTdBmVto6EWOZLsfc/bze7lOLJ7QiGBINys5f2l6u6zMg9vttqSMNxBaxlo\n3CHp23JiiUUzRISbFWk9KpH19Nxgr0umsSx881VVTbw2KNuF5qatNvuxPWa5PYJKtNv7HADCN7hc\n3zigvOZOG//c9V7XI3ztQ7VI9JYRfz0g9uivx0f3/KeXertHYWtL2fpDSUKYVela8/gYvY0lWIPO\npQJaTIU9Hc22/VpVt0imjR5chKh23XRqOH74zj+8fbgyv1y1LpHWUswezOydvnWsqCrrB5K5zsvg\nR9tbdm5MyWArkygPX9I8rw8f3oKW1wJ4XZfd5lSr+1F03YRzTjPOtTpFo592q2c6vqaqwi1ozIJe\nlCu+VvyLQQ7Smr+qyrmOGL///e++vH96f55hJqgFEHOtlW2I1odYATCnR2se1eyC1ui40ei97GlG\n2pxrrjXGUFXcJcsLyAEZ7nPOjgPwLVjddpIvHEulVWv0YshldAP7ztDOjUWsTLM9sDG3yl7T23ip\n33kbPb1mU7j7zvDIapdElG13CbuZECvTmo4AOm3N7q62gqlfaESU0JhVIVXV/DKzr9T1HmpJCo8X\nLZ3fDk727Kr5KGVAVoucdoUTEcO8quZcDH88Hh7+fH/Pqm6jv93YeYchYwvz9nSrZ0s9Dt21NL1Z\n472O7Q7lfpHFe4xfVaqyFj1eF3hz3oWs/ApO37/lfJ6Cwq3Xn92TpUJD301Xfb3rDSCh/UuNnXyM\nrDXXYfzxe/ubf/27D99995/++ad//nOuRMnc7TiOvGVvjT+N8LWU82tQZuV8pZCTFuGZq5RXJqky\n9kOuzIW2iUG3LS/8/Fqzn0hVGRDb6ndPt9lRzcYtwC8xs4foZnSxZ6lZOo5jo4M3hC7CGX1jyPCc\n5zlnGxfNjZcCwAg3OwqdMl+gGgSgcc50uof33jhiSMptUNBOtxYxzDyrnUhtv4ZOcqxa/bnza8Wk\n2yDutThr/8HUfBm3aosQwjYtBc2Gq35Zr9pKu6juPBj0w2U12WszDhsVAXfMh0n3GGLjamsuNwYp\ngbatml9Kk9d9ApnRgc4b8/C2pSfuKq5fS8NCr7/e84k+HRrm1n0H/QvB1evpqFUfalqGlkrq6YVe\nrlb3EfP6+b3CSqK2iXLndOKbQXmTLba/221n9Op4zbgKCR0+3A35eh0g4M2a22rMvZfUVlG6E/sa\n5MF2C2WzGrchIrlpIntsVbnh5jBb53p71F/87ru//P0PfsQ//5Rvb7YsPn2Z9loiL+Zd1XxeRkYH\nxlJqL+aarcAa42i2dVUhvEOSRNRa1zXbe6KRF+getbvPOcv6aYDGRsW0bkfgW3xcVaSFGzLRKLcZ\nJNNr9PS1ct6Lp/EQdnOpnz/9SkOqatZdtcHI4xjmb9cluMwcyJXnWhKqEm2artTwQEkr0XSzVTC2\ndGrORagnbWN0xNilrc7vW9G0Fu4ikbelbzbtEQCt3FSQMYnZ8axfmeMKvYYGKwVFeFapYza6IrLA\nVyXY7UnRVK9MbTHyrtT6Jtc3n3HnhD+v0818HPUNASoimi4YpDshV1YLkOo1TL3tZftOfpmBABjH\n4Zmd59r1km4qFqpd/L9ebubbLLikyuoH6mbXnK8d1Vv3VaFt6+Wbt2LWuVlVsB7huBtvB5yurJS6\nCU0EUHPeRT+RuVYi6zWC72Wa2xEdzQoQ953Yh1x0zNUWN4C2HS73mcHdGnSd4rlZYFmJzDEGtH78\n/sNf/OVvf/n110+fPl2zrmu2iGQrU2+wBBILO1BNFeHqbB8hSADXah9amVHkqspM2b7BfMdU7Glk\n4xTmFmNc6yqpW/r7gOs0rN143/VwtwZtSaa1NqG24YB2AMQ9DOgSYGbGjT5d5/Tb4dLds2psx6f1\n8TAz5TcUaRJubJJy5s4DXddZgMF7SFjSxw8ff/zNj9ec5/un9/cvUq2l3fkrqxI0AyNcpe781fQa\nWp+JvBlNTYHATWW4B3Ot0EHE2FkOTXeRtrSyZJo9EHD0b0MGIOJwlrCEcMxE1tf7zc1onnPGGEau\nvPbSB5fga0kyd1T5diUsI1Knc4xhz2sh0V7+ZqNUbXRl2qkvo3xVXqiFklJUO7e0Q5zR3HwpWz/F\nWytsNMFmJcDosW+2/2Ep2wQBu+RurqDb3n8gYDA2TDnotfYBCUeSYFnWurKwy4R98UJhgapO3hZt\na6WsNQpptGZ4ERzmS1XS7JQOYgKSIoaJ15oxDmU2NBYWqYwwncvEMC7BfMC86mTJYcOZ86SNH76L\nHz4OFP/hH37+08/5vGxOjPCqTPTYlxHhYK10GxJWJWCUqQolvkURDq7nSSHcM6v6wAZQFe6Pj0Fp\nzWVgtxnexytIom6bSpZiWBboxsPyWt0WkTSLWVmi1+6lubn5bYq3SNActzFxZVo1M4wQc5WJutJK\n27vVeOVCKcgvn35p2aNv7ya40fwwb3dnAjhzNtCXdBeiEsgfzP+zv/rDz9eXf/6HX9/SVuY5p4oq\niD48lNMi0HeG2Q319Vyszxrsaj53TLRaQd4ip2oxGoO3c3bzrW+mPBsRaCFChFXVziEx5vbCaMjz\nzg+5izRJHtElQZP9KJl/TQk2M9uWFqtavF9ZKt69BNpVhNZc4mFubPMcC7pIQ1qYzJQ5Imqu+8hU\n7egf/C/ApN4Z+MZDrZvmV4hnX7/YhTZK5YgCO3WKLVfJiipzrp4g5JbjfX3/33wJcutDoomv7SRp\nASwpLML9ui5VjQhjcE3d+eZ9UyVzgugYsFzDhxmveQkVj7DDNLtQ3eLH3QWsbAOYtWYcb8m3//D3\nP/3DP/4yTxo9KAPG4/G8Trn5GJRqZkvgVk6I7pa5ADYiVaiVlaUwixjFzLX2cdP0n5KFhZxFk2V9\nnZTklY0Cvx1juLUxWQwHVClud2t08I6Hi9VKXzcvaWWGwbbVIPtzraqSnGUeiTyvRWjYtieq1xRb\nGiNcWGvdQ7LuOpglzGXha+VxHKpaa9JuR8+iwxyY1/mf/vHvP6/z/cu7MiPGh4jrWvOqtkhstGKu\n1dibtbNS5QvOqJ1Uqbhr/IijxxCZ1Y5N1u4ptr1Td/QfSUMzm3UPBlCl6qnIDk8tgiXwzv7Azbt9\n/fr6Ri9//8t8/deNf3CzhDq+eN9l4CykyiM6AYbcXd/KTFWxWkDcRaPTOnqtc8j6Z9ZNvvu6P28+\nF7k/1W/JvnfpqxtRx92P0JzsCM+VHwYj8PnUVW39BYEJ42ur7xHxrrHUzsTt9dhxDiu95I7sCYpz\n25vfBmEv32QA/ZxnZlU5gE4OI64v78P8LR7P6+TeKrNfdypZaCL+WePv/un69OnLn38+PQaSQ9nk\nQQnKkpf1IxGqFgFzRvic7ZLMLsqzFM4Iz2467+EeqKw6z4vNsq4VY0T4NVflDaqr3h5vP378OK/z\neT4BrjVRQsLJhx9V9Z4z/DCyXmKihrI7x28c15qdjdlbGmSHJYPlDhqp9kFl5p083KXdi257h1fz\nVrtjJiX09NUIowxeWeoALV7X55/+4y/+GMq6roqc+7pyrsy8znaBcbNGBPOGuOrWprU7FoAY2EPX\nmgVnibACSnT6ZnX2NfjysQOwb7+qbo42zu/hMa7rWtm/RtyG6vf6I3mLCep+iPnypbY7PIzs/N21\ndiLmtdLdethQUAlmo79ZVeEkNGeaPFEiKzdSSEksfkUZ93iobpvGZlr1x9f3Xt3pXxGxxZDfTI1f\nXwUBasOVcHHVMPv9998dIeOXT1e9d4a4BfF1GIhvKEtVqXvav7nNeyjENghuJ9rVw73cjPCehkk3\n+ZK08ENqt6gAE7JtBZdunkIBJjvCjfZc75VlTgv79MzPX34+35/NEX87DspWJcw9fFWu68IYh/u6\nrq6GXmLiNqS1LVtBRMQY5/lUT+JAMwNrrU014I1m9aQqYoxjrLUq5eD1PJ/v70Iew5J9uMjETh0M\ntrZrSvUSQwpbg/b1NG8/tv5OSJUcPI5wszovlMzcer5vtHCU1m1a+Jr6ijr8kKozLmutOA4Ln3Ou\nzLahXqUSV7aZZHvYNplfR8TK5aTfAH5VtTPl/rp5B8fR0wQA5a4ffvzwG8bnL/Pzr++08TDPdRUw\n1wq/v+rWK1WBSGtP+O1AvAHf1UzY1pL0qVRfG6H+ug3nd+X5+v+vBVPXfvcGozdyvda507A93MB5\nUxl3eVblveFBWgMCbF5Iv4q9tbTPglcV+hqLo8cPey/szVmtpP4mTe6FKmEjvVItgCx9GMeH8ZBW\n2HCbtpO4G0T6hhli7Ffi5qo0s+zhgdm8Zp9mPYN+Ye4QLOI4jlc9srVjLaZq/JMw95p1kMPcxJpJ\nd6OnymFBG2+HrrrWNY5R0Of3sxYpPo63yrxWZc0quTZPuuHtGLHmbM4RiZmzZ0IkvY3giX1Yj0NR\nOWuuZb0vXG40I0pau/YTsHLVWQ1jXNc1q1AlKJUcpLXrRUt+DGJPZhteM7dWhJRqreXNSNoxo4RZ\nSb6bAOZMBMYYJmSiVsL3O/Hw+by+rXr2Eg1fs7pvj+P48Tc/nmv9/OsvrjKIbvKmKpZK88zFBOhh\no5GrXhnYOZwFsZLcUbBG3cUj2muEbUvp47e//Qvxlz///HkEqhlFI5Qruh57Cep2IUvMVRKOI0jU\n1aolE1A3NxLNu+PXe1CSufUT7N342pa4zTB7z6xc2+wMhltXar5rCfZnZwajmzVmHeFQpWpJuEFL\nJ4d5YpfKN6p5O97dYPFr/PC6G1//Zg959E16zA0/pppbhybgUXDVp8/v58x3reseRHaN7ebHcZzX\nWbeHmru7eacavURDgq6qEYSwOjtasPtGbzc+u1Mr3Lxr4xZzvL09ns8zDYeZVsI83GerSWRM5Frr\ny8qeHEBzrZplCppfmQY+18xKI2tOutEaJl1z2ohgEMB1XWtPcRFhQaueSnUJk7l9JsCVK2jGHemx\n1oSseQNhnqrMPMZRqlw5zLpJZni2e7eb2KxMtGqm8866UNrMre3VC2APtikqkwTlJeSsQvlSGQPM\nDpfpRtN9bc5KAPai+7493s7rzEwj3x7Hx48fR0Rmvvm4zqeoVUmLlUkLM2v6QoSHUZkr1whjieY5\nN+G+1x2AMcKNVc9unno1Zep54adfnmf+fD4vG0POmWkE1jTD9mLohqR3y70KZbbzpe+WmGCw7xBt\nrAf/8quyFta3l0lmnue5+5zW471SsyHde1EteCeknh/SLErZ7SPZejBsuUafgqVSrWrq/Au5/hfX\n8gub6Y3XBgQrZzcea62Xk+SWjZl1OV1VrU4Dto4B0rxmJi/ElK8e898TE/O9me91sykv3GBZtjym\n5wdXJbcTDlwwtSzB+rPol/H29nadp8k8LI0ErrkQRnNkHSOO8XCPT+/vc60yBnnEmLWSsCbB4nby\ncs215AG3ku1XVuXhZeaku6/zImFma+UOmE41c6OfgBEpZG51b/sgd8DOnEsACof7qmw4+lacpd3n\nXdAAjbBayioaDN3vEFRHKLNjnnfBw/CozA70mWsJaFJXeFSrevaBxVq6Gjk0mFknFwRpw929cmvi\n1py9AwEs1XMtffnSdmxesNJUilYraV4ixIi3ZOaaqTRpGH/4/nuTfvn1M3bPQgIiHuNoLLQv3ZeD\n7hhejF8/z8/vP0s72n0Mf5AGPI4RDe4Pj+oY5I31yS0EVaGxJTdfJVW6m0qURtN1idWsPO5SMDdg\n0eNZFtouXmOEg4UC8RpUVqVIJZwO+g7TpnUEuEpLMiILCQ2PrDL3iJjXRTDcm9hlbrlWw8O26WDy\n9mKC2nqdoIdHeD0TlJBSrVxGxDBI3BJ5gc01bNs1yvyqEnDhTotu+xYD2WHrNiuva93UHfYEokwR\nVqVO2HqMR2ahVgBBhG2mcVFMDVmSLeMBEYfV4qhSpgGGWvO08A9vRyrFKubKunKR9rAYyFonjY8R\nlzJLj7e39fk85E4DlmoWvUkZRi3V8KNy/e4Pf/hXf/Wv/v3/9O/OP/9ZqAEzcxC1JiUz7MZVVdWJ\nC7YdY7HrCgBZMGdZ0qBCIWNs+6JkoTPC3Qg+nxeAt8OuVatyDMulqsUEgKVeex7u/Qzntu9XjPEi\nSJjZ5JRgbXWela0gI6tqKFZlzRzjUOlcMxveKwiauXYNBWPW5MpnzeuyUu8lcQsOjVTJUEZcbQto\nTvfPz2utNQtlaEFQtfqPYGW7DVl4T/5QZTIc9DAKzQ8xIRjfj/rtx/Hxu0eb/9R1Xb4dMsq2cIcQ\n1myE0CIGVHPNZm4YEMDwkPFz308dJcdtU9Mia2xPO0pac8Gs7eiuvCSY2RhD5Mp09xHjPM9ZM6u4\n9DicLKYYbsVmjrbfO+4Rnto+yMzM5N66Etz8g9eGvGVH0JxmeHscmTnXKoBVMBjM3EDMuXuT/fK7\nbRFXCjC57aeUzZjgiFGw1cOKzaVySCqAWlku1h5UYs4ldRw03mJ8d7w9r/PMJdQwb9SBxnJW1fV+\nhtF5X8NVEgY4xGaBz3Wt1Ko17O0Rg6kzl8q4NI5Qoq4JoY+2W7e6qIDKHQu45tVcJNJKe6eYOWhb\ngQkjGBFnJcnjMJRCJJjuJOZaVRgPa2S+TToaJAgL3PKHAiSc2/oeAizVBK01C8IwjvASZ4pChCtL\nKgOPOK7Kb3n/kto8d7O81A17FTTogAwM2PH2lpnXSnNDsMcszWdhWylXT+7VRhcOOOnhqapU5XLK\nPbIWsmPBCOB5zifmHsGrWiOeWUDlmh223pTpLBjhICGDRmvTW0brbmaPh//mN4+/+P2P8S0bqK8L\nbc+KZj/UbaJLd86UlE4Y8MGPj4/x5Zq+5XYkbXvpuOvFLCNLW+a4QWewANvklQSZVcx0d3MLRaqk\nylVdgTYxXLhtNauWtpFOowuVRbiZ5dyORpIArVwdxIlNxCsI53lKrSu1HulIWCvH+IZig3sP3xrl\nvTNfVJX7Z1aVuWElzdDMfaE227uviL05aX4cx9XufTGE+HROFVex4IjBMarWlUkRSSwUuSzNTcI4\nBsPN7JwThbe3x1yLtQ4aMV1+ITFixDC3iOB1rbkmfT2MKnPruRxFllkghE6C//lPf/7zP/2U5/re\nBwwIK7M5t0j/Kjk6HgeigkZy2MhcpY4TrvDw8Of7yVltFJ5SVtkYgrAaktlNXRu6rAmGdxREduo9\nfK6J7Tu8yM3Z4j3yrdtPpFvrHutUbfJTj7inCsZ2VTJiqk5UuIdHCtmsIPdoSRoqVaqUcYxRc5XK\nmmDXo0m2z6PUaUqtvJszK7tjdRJZO5UVOK/LgKbEeKcKZRlpYM1yM5i/X8+ELJyoZ+Wv83yrFX3A\nuHvb/jh93lNj3exEbeMqGRHE4e6G7z9++BDjeT6VmarHeLjZVVdTDWetPS3U7RpcRWDeOp+lO3wR\n29OqffLwmrNhS11Qyuo6214RvD1H8j0zAgWH9Rbsy8puPucLmHl1i/1PL6O7FtjNOf+XfNNvPv6G\nT1eufdneA/q55ohh7ffZvYHUsjFI0qpGkbTNski6H1W8ahEymNthzpm5riVCMBad8fb48Dw/q7sA\nKegWUZXV12/CaB8+vK1rGvndh+Nz+aWK7k0LlnqjXZpXrQjRzE1KtTHpzCVaRKwsrdKs9rfWTWkv\nlYU7vHKtqo7uYqlYWSKVVe5BpIQ10yOaXWE0EY8Y8EhgnnNwlN1DY/edTAcoVSC2wQRmAbJUPq8k\n+DgOI3Oua064vewd9odyH45rZV+MJI/jeD+fr30737/0b6yqPM8uddqu2l8aYoO6uArvrKoxHADE\nqs4FmKSZ02AvN4leSmH28Jhr3XNJaPdKAyiRe+BcyEqofBzmdpp12Otc65es5/n+6UI0l3+u2WOD\nLgs3VU/oHMFu+Tobq4DOo/z8/uVL1pVFM8cdMU8bMTpDA0Cbyek2g9gORU3w2YhM95XbN+k1NCcx\nwiUGYBHX1RaUu5M0s2posU3pSiXNNRvq2LZOnat5/9gXbNNAa1XnOdPdq1bjyM1W6xewOeqvTXgH\n676c9gHQ2GTs1p82EtVnkJpx3ZluJalv/hr+UFV7wXPTB7VWSmnNj+t5ObhygYzHIem6ziLcrYNo\nFu2c14fj8LAx7MMxfvzxezxnPc/DHFnrnMcYyhyqC+ke1/N6OwaIdbVlo18rnRxh8zkfMUxNW9aV\nVdAYw5oa3oBagxy0AjrqzDhIKtsGH+iQLGK3iya1gR5k2x1rG0Akysz8NrPMmrZb6O1pseai6ryu\nHhC1kuuubvbJ2GMwsz5H0m5HvLtZ2chq19LoWZy5wKxZmQX2MJw0qVBKru69t1kW2MMsmveLMCdq\nc1E68r4yz3kRTBUrbSvw9vFwZZrb2+OR59RaTsuVqyrMYEMdDgefsuuPK1JJMqwjlvZU/XWB9Kym\nW0+kgp1yWteqp9JJuqdkzll75kYU3Vgb3UKbCN5maiKzvaS+qYLbye/xeDyfz9cqn3MLn1/mLr3P\nG88EGTtfSrqhIGB7eK1cPcO52SAdHOml7Ee1dYiUe2ebFtD7TduU2jbt5Xk+w6ONhvoMfs0w9K2+\ncbMwOCKMduUiZD603Vy7gTFzm3mNCMq10oypVFUQQZYhIZpKC8RidWhrCroWLd0cbtcqH4d/fDuf\nn4frh9//9ve//+35x08zoUoYxzG0ssg3d0d6VYzhZue8PGLNpfYXyEXsRAeDewwhsWa3x9c1UWVO\nNzrde4beJx+6I4F5VErCWuURLbN5+FgzM8vEcRwuwVvrqU7RAW3EoWosbZeXEXGud8mOx5HzFrvh\nPqlvCpi+IYFsn2XgOI4mSOLOmic5OvWpVBKlyhzucTzWmpXpaFzYmpuV13TacD+vKbQNfmhb0dh1\nnbljpIfd2Uyrh+zh1THJKt65tPvct5tm0GMeJFoeC6AKKRmOx4dcM/7/52Ovhqe3DQpbyJfyNh6A\nra3oIaoKm7AiQMRaV4dPAHCPUhsrNU3OUsrtMvj1YOtbZU8LucP2pA4y9B3VdY8ouXPS74zvTSxp\nFZ91M/Z2PK61dmQDOqQE7gwbWes1iNsn9B4Z97RhQwthVmLmnhl82y7eDQm7pp1z9lsx8u14GJiZ\nAQtvs4x089WLvopz0pGcWDXMSlmVNA76IU1CqHNeEQ632zMF3fZkFc2uucrDIp61bFg8DIErvxhw\nuJ9z0mjDpwTDUfC5zM2GXzklZM3qh2yU0J49ytouLyhzS2iu6WFUzDlX4UD1XSciO3mxoA7gpks1\nr+VvkSREmDErykywuYpFwltQG1ilRLmMNDEBhLsR0KJZkuM4wuPLl8/cZdOuRc1cL3sxbULSWjNi\ntGxCVYd5V1VmGOatFFvKDv1da7093ijlWsNHVZJeVFW5ecCClmFrW6iYS3Ndw48bCsRrCt2rZaky\nlSq27glKiCvnztfReZ6HeUSca6228EoBeByPwLqwSu8eitf2W7lUajYZgIJM+7x/uTj2/MvCjegA\ncQ93WtMgzT1GrLmsI7cq2245xubQ5A6mpHajKIAOhtPdspahzabKt8m5C8xORuy+yKzWpKht+9Ey\nSvYu5E6ilEA4zcNSqBrG23fKwgyFea3WuGEZDcgJ4yh7yKGaJrwFplrosD94yN0IttamKQRs/VHV\nbgGva29TyCO2W7fH0fG0WWteY1gPWs+abhQ7N0utOghj0cuYbmGPEAsAbUEebqyQxjjMnKjvv//h\n49uYqZ9+Pte0IBuFAHuzGaciHoWVOYk6ItZS54HdZXwBfSEsgPBYNWUmYfBwgqbdTNJArV0zpPmd\nrYlbOHali5m5cFE4/DC0RVhjsNbARmlV1ZqXwHCXQCfA5/kEycS6ppuNbSHRxAChc3Nb+LvptQOg\n+55tXtdVyu/GCGAuZdX1fE5VQUYLP4yWua7n5WaEl/Djb3+g+y+//srKt+NosvBYDoFwSxbcgJkd\nsWS9RwCuXH1DqC9eC6IlChBwtZuC2xhHs8Im4OPA2uncRlSu4Q7imivb/PcGQoGvttk4fHRD+HIN\npdlqC9pUNcFnH6cbpTDStAvC4zhypVAerFxu6MFcdu4KN3xopGGPHFFqppCTw2JBRV5N5zcGLcBC\nudtaaeTj8RCQa15zo5xtlGZmVWspMSgptON8Vq6VeBsPaZ8vu5mGO51KV34nPNyfA58evFaad4nb\nU1eOI5CoO0LAnbnS3UUN2sqVKgM8Yqn6A5M45xrRwdVThMm1oE0ckxlQNTvfV/Swg8bH20XUnFFK\n+Hj7mKpjuFu6je+P71S2Eh8fH48jrvW85gqQ1tHcsDA/zI0yMpGr7tDq8jjEWjkBVK5u0v3wDVOQ\nMLcR/XHkSpc+jMe0tapsDFxlQowA2Umy7pGZlcsqvIxIN24zKxrAypnI1dOXrEqZqJfSl1uUUzAK\nzFp1VUuWWzsqVUd8ud2szE2uIkCLLnZIGNqksKF0wOA2qpItumUEfTVtgX48jsd3Hz79+uucJ4Tn\n+U4zo4WiayOzqM7JA+CdhlObmd2EZcF6CNM9Q8k6k5N7LDPniogyraxAL+GigUTmvDIthiNWZryK\nT95uYr2OH4/HWuu6ro1tqgxm/8JpplX3XYBsduh5U8Y8SGMuRVgWzBBhHXP9dXa3B1NWzcaXUhoR\nXet7DEDItpDznUq1c+3PV4soocc1vaZx99ZmBjACDTqzqiMV17X6yVFFio5wGN+qTtf63W/Gv/rN\nb//x05cvn76sax+6aDo82N1Uz3wbl6VhVQ7zcFvVepww90fTbrTJtStTL5oohR4Ei1W6zdEsYIBC\nds6ZtXhE0EsCMcYYZuFycDjj8IhjzRwHDIuahvYyljmMWPMiEB542PWcNryyMpc/Hi3iD7iaMg44\nycIjxnPWXJdH1ErfAZRlbu85U5UqbtNStRm8hDEGyGHWHijtCyvTxLrWNfwIO5Sl7SOOvMOzzegb\nMOsDbk/wtGMAa6/GKneDAVmQzNz7Q5xLwuN4A+qaF7ELK9mRqtTauaUAW2BITZ27WTQI61r66U/r\nOi/QInzONVcZSq6FYmGo2g1G7XnRDJ7YyRwiIYwYa82uZnVHiHp475Fa25/6qkpNIzpBLCvLzZ3d\nIBsZX2cvd+/bfed5ni8W1QaIc/W1EBEQ5po3ze+1UuvVPZ9rESD05XkBQCGi3QS+Npwk29QnlVBL\nlhw00FaW6sKdNyQtgMNcUgfCtMvzy86lLfFf+5BGv2krqmIEacqlpvtLQZB4PDwG5lXnOWH1OPCX\nf/Xd/+oPf/H+b6/4s7w1FDdme6d/NnxKA1ZT0ttedq2UzJ3G87p8OIw5s7lB90izn/J8gVIkc7Vf\no1fRDcOGTD2H8uAYH9QApSFoLjvcyDSrj9891lxSUXPsmLNygMag51XPL0/CVlUcQyp5jOM4r0uo\noJGoIOqWagBXXjSrNVNlHmY2RsC0csKYqfZihDocofkM1cHjHz+8vT/PK3MEEMxVMawqr5x9zK9M\nmtENKQhNkZszzVpnU3ZbJDVI0evwPE+axXBwQS0oZbVLhnsp2zHZw8yZK+dKyQq+qkjZnIQsDAHJ\nVqbdY6TK0jIfR7sV0owFUOUoCYXBNBJZoAr+0lW9sIBq2+BvfOU2R/obI7a+ElqDv5mawMp0Nx9x\nrZlZJGPXqTfr+tX45jdRPu2g2Fuu1S6vfBh+o1doCGFrl5Jd7puqDc3y9l4iaGFWe5qXa3LbgWrE\nyKp5nt1233BckzA6Pu8e+oHRVyW+yhFeqImkWmqUZlVB1fNA2yN4p8Ec4xFZCwY3m9KZ+E9//HX+\n+v7L5/R7ENEbZ4yoqtzEmC4NNmvUzWam3RY/WTWrcsqMyh1IVrc/SP9Qqdr++fF4O8/LYKuaIO5Z\nMPNxBIZdNUF++PBR8BGOWqMTDEccR6gtfisNMjcb46krs6AMHxdnrqTJxzAzmn/33ffnnCQeb8d6\nrnYWrS061vt5NmfLadbyyML48Jg1K5uCaLeoBN1c9DwGxqxac0ZYKWPE8Rh2XZVY4jHGofhyftk3\n1W3hu1ZF1MYYt8u7ti6tWb63qLJZvt04zEwKhwfcF6095yPcnJk9aodDi7ilnhgMQUKaedCq2nEe\nZqi1qmqM0W+tDfivztA1rKog4wiUzlunVvcsRGpTZn+dy05/e7xd8+o1i1uje4Pn2xkFt7iNc98Y\nUsVL6djXXYOwXYW21+qc8/l83tAl+0e3xRhekwz+C4Fsmyc1aG/btmQbMwJYtWza6+SQGONA5sq1\nvSth3nbZ6GFEYycqFAsW28usqpptbBatVO4nZfulqNb0EQie1+p6GGKJqQxzmf7069kFfPis0vvC\nf/wpf1KC+EIsYbiHe/O5yT1gfKG1/d474tN2tGO2NyjJNn3vh4ZbsHuMQ6pr9pEflQg7sqq0xhgW\n/nw+j+OgxbVyHG+vo22EW+Ewfztimhq9YxzKpSrVjOAxrMIlrqrHeKBYKjcjLd6+a3MdD4HMHnnW\ndrh4PyfJx+OAwKw7SrdWNu+mO65WQoPAEZFVUlHp7karOVN0c4p1pcnP6zIe7Sve92eDVWHOkjFJ\nRnCHRBnZ7tbcbcULkRa0+vkDtvE584g518wFlMdouZUZfyCdOInPu1dhqlAog1Hu7sehueZafTll\niSVCK+9WUrjRN8p8NSF732N4QeUb0u+up7Zy/Xk+M9Ni+77zG6H2ngXcBzdK7SfSeF50l7mFpNjv\nv8+hlyKp/aQBKNVZR7ozA3WbWbxeWWZu0ugGS5S5jmPEGJX5mm57RLPa+83h7rFyrZ639JuEQSgl\njOzBKPqK7omIVIWq1eXTum0XzMxZTFZjts5aCfI4jvOaK4scBl6Vtq/V5KAqZh1cOOv8/7H1b722\nbUl2HtZaRO9jzrXPyUsVq0iRFilSBG1A8IPJRwM0JAN+9d/wb9OLX22Cln+AAAuUYYGiTIusG6vI\nqsrMc9lrzTF6RDQ/RB/rHBreCSROZu7ce625xug9Lq197eUBbseYpLYLzGPmFZ/XPsnh3QbtdIdb\nUQDzneN7q2S851t98n3+AVUwG5VLzhxxKW063AtuPo7Hc3jRx/PxqAiIg3b4KCdsOhxForuDNR72\nzbdfjOOKula9XmuMY62zuzkJlYkoohK6VHAb0/u7z7Var9h9qrUcwrjWitW7Lb49j7iiMcQGwFCF\nSm2JGUHIilykU8LUME5LrrzaaJZAx9cY8Hgca+W9kAaad3rPCPvXTuZZIUqqw9zJUioTtKrMymMM\noMld7m5/aPz1L775i/evr+/j/pStP+cCqnDQJCPcuJ+xXn5svZNokMvYsln3FRnVKZc/rdCryoeb\neaHai4tbyazbxdYjk5+6PNz+hvtvsg0nA4CBOxkLUlW9rtNoPXbvT6SFoKrKSge1zSdw+p7SmtfP\nYL5QE93R+CgbneDA2mRgGOhm4+7mhw1F2+fHNhbd8VWk9XYIpjGGw5gXthBWLT6ukg3vVNPbQKSO\n8hhAroDMh9MNWdd1ltSqyFwwev85GqK5ap5lAaQ5rFi1IhU5bEPAMn4SLnFrnUmpAYSFbLHy3r0A\nhw2SUfsitU0j42yncmOdE0ShspbseAwfJQ7z5/PNh48hgFISRSvz4dO/PA7QTDbdH2M8Dw5H8DqO\nOefzx68f5xn5rd4/rh+/KiNfl66V9OGYEImaA5kZSqPXWtM8I6PWMcyHqVsYa1PVrZleUVUGHOYS\nIqtXVgCGdZR5qxtQxcxwnyrBMB4P5QoVS7WiSuM4UFhroWmqBNRyOCWqd7C9vO2HoX1TvRFO4KyI\nVTbt0JhzZG5otaL4fP7im2///Q/vyH2w91CvhQECrrVqZ4zONh6it9Gz973VZskGK0uWim0g/uzo\nu+WLLfnBbEqFqnFHdauXI8vI7Yu9qQrQaMRJpgGrqnMCR0YMcwOdRkNABUXGMJ9jZNa1rjGnjFq9\nrJd23/kZk7DVc619o0DItbD/tGqwBS+ROGwwyzZ+DIMd1hEkfFCocVhcq8uPHqg1CFjCUhLWozQ1\n51Qa3HlptyKUY7CnU95WFqKu6BO3OlDBbO/6+hAGoszDWCvro3XJA94RGML93kmxsl/g9n+0D812\nPCPwiRmgKTHMB2r4iAwfg2CsawrP4R8RUK4SSYcGVDKFHj5gxPAvX94KNsyejw5yO30KSjw8pwYW\nxDnm8+3xzTdvJMDyJCkOHY9W2/kY4fObj0vxcb4+VhCKua7Mcz2sluMjY8Wyq77BUcqLIHh1mGWv\nogs+jWZFnJGEDrPp81SJA027rHL4MJ65tktSWZDy7M9uzkeUKstAlI4xHmNeeXVNZGaEKctJuq3c\nCNw+083d4LSKlTCGIJGdbp/hbuf1ysTjMYWKqP/wtX7809/98L4chJiGhb45ISt3a7V9KaPxGo0g\nWTWmk1UIGYrKFBuFqeUO29I8ZNVG95UOgw3HfHxs/XEBxVspCaiihrubiQpLSEq0VQakgxsXCwxs\nasCu26WfGC2x1ur8Smn3P+qnbO9reg5RkYntpNANRukac7oXENeSVQeeoKFUWWKnbbGjTG14VjVy\n8bOE7l+Zm0SJ+1L49BJ3XXrrZ2G9RdmBmyiawKbbV8UeW6lMGwy1S2hJ2b5bOXaWUFtX+qpPZadV\n1/4Z7H1MX6Kfpfuw0WvcTaHr9ZfU/27k8JmZZ6wCOrhnuJsMUagkzdx8jgYgH3OYoxSdKmmUmb09\n59vz6Lr9+TzevjyPY7hTQC6rit3oESXN4/jGj/EE53HG99frheog1XaNwukR53E8PN01NXJVtbJj\nfpZYm3jajwBK9dK5Y46kOQekzHrMycp+BPHzwguM17WNVN3ImH29XujQC8DoADsb2MxdP8Gd+2+c\nw80H6rqnQoqsTGVLKUUA0QEz8Jfy6/sPAFrS04YytYVSMIHZe4sbrdwBH8Z+i8xp3nkb3dTv7+Qn\np/jdGfa7UCjFgqxxsrtO4k+E1erhvEDbDsEVmVYQEuyQAALDzKrlrdpo7f67+JkdqYaFZZ9ku+m6\na+AOkaSq3S4gHP29dNp2u13aBb8TFnxMyqoqgSJgdHMb41zLSJohf/YK3i9bI27V3OP7v5w+XQiF\nDfaY29qGY0abV1JAqjk83rY+VuHOP+UNtO92yPZQrpHCKTJDgOwe0JmZm6+4qqoq94Nyt+DdwXeC\nzy7gpSYXCVgZDx8G7/R0uoF2ZTz8OB6HVbaeefvCEccYoKIukXMYgcfhb2/j8TDTJPTtt49vvjz7\nY8nMVbVWNUp4rZD4OB7HtFQec7w9j2utc11QvT2fUJ2vlxm//fINU5Hx9pxpdr5OttOsn4F9mPWY\nRnsdVMhWrUHX2uzQc10kjHajMfj5g2OVgd6ZwariLSMUaC3qLIFVqVAn5/Vl0qdexhpmY45ui9a1\ntv5GvJnXyBBBH+NihQkbbd4bWXYkyxWrItzcyf0gm0qdDMJf/PJLRFyrjYJl5oT1MLcLpp+LOffM\n3mCkMswmJHcTohOhdCsNSnKaD0c126pfBcHaB7wB+p1Z37qCFr6I1kFHzXrct0GfY58XSHX0Qgdo\nNtjPbGvFwF74PMZ4VWQkG7uf6PBkAKICKVE0utP2BLJl7Yf7yviPXsT7Pzises3kRApVY8xjTBk+\nPj6Azw1+m/btHiLvlI42idltYvpkW0xz7A2V1nWRdB+FyqxPJb76TqtElYOtURw22L14E1bZI1EN\n96geXtHnAPF6vfo9JGnmV0QxzTyJM8INx9tDKnMej3EMEjHGeM4nCCPm4NtjPB/H4zERDuRj8sub\nRWitFautObliZdZ1xlqpoo9Jys2OOd7enoNqTvX5upxO6fl4xHkldSngw+fIK4YbJJWcZmQZnLxq\njeGDXiuw412tttsVlev+aPdpzluQNOkERM7j+DhfNLqN6/Wi4Duy6hYeV2Wq/4TPN3mYW6muxKSA\neTwaEmf04Q7AfUQDEbNqFKazRJpVXzKs6Ays7YDTnSgo7IvoOMY/+Pt//+v71z/5kz++VrqPOR+v\n1wWJoDtcJm1K2N2dUECUgPKNQemj60YeGqktz5xj1ioBw8fqTPdGGcPb7zrMzGDetWUHoFUJ5o33\nzTJaYX80dCNRmexkjcqtAObWaqtTU0qCUlWSDXY0PEptLb1idaFQKsJKylhdx+5P38zAT9477lVM\nl3k9Q3I6nYqIFQazw39++mYWpEECOaz93VbKe9PV8t+f8hKLYp/u5M7DUXM6cPvWIptGuU9Aknty\n0KzXG1TXfFbEWnsMKiGzz8PpHpnG8mN6VXvP0Rng0Ko0YjiNNYeGi83vN4JSSNMNnD6nD2N9Oewx\ngYysGCrMSXqmxCKjKt7fP8yv+ezmxR7DOcf0fpBsjCNyrdfLzDB45Zo+fYyMdLpSUDfzONdqnUuW\niKzMNgRij8YM0vDxcwMBPul1UHWuQbU4i9d5ea81mlffn/zGvilifZZgakQd6bTm1UcVzCNKpeNw\no13rKhWq/DZ44/a7dNHZO6R+LApbFwnAyrKtLdAxxvlx/vDb7/Nq14g1825rLUvTjbDEZra6+6AJ\nmSoXcl0m1bb6w+mdA7C/pX7gGpM93BKuantUNieHHO5ugINVMhbH4BgW5Z1+3lXlDs3ZD2WLvG96\nL01MVayF3va0ZwciNa2XBDbKOp2xcYaG0Q4D2n3TVillEsBsHvGnVKXzjyrNbOyYNGUkwWnGznNu\nsNX988vCY9g0RtwRcMOuFUQf1btoX2t1D92kFjPreJme69a9ONb93rZnzCTSCLC3OJLspyOj3/jc\n2e/tFEXrS1/XdZj7GDZ8cMD8PC9HbyOtmG42hg9HxKmy4/Ec9pjTjRrGx/Fwm7lqWNoEEbk+hrPc\n1n7Aen8uwMYYKlSsdUo2h49jKtd1rVSU0uIKVSrywjWPeVbEdVVUZJFp7WMrAZpjDN+xk11K2V6l\nVVNY2nvSO5heyez2AQZa3kOE8zzRMHynHUPiGIOotRawVXJ+RxHqzhUTZHCji4S1glygrTi9yxOz\npir1AcgSSoRaRNpaQd1vA9BKwsa4uNFS8fqIf/tv/mQMMxsdWxARRItJCCI7haoEQ686tVIDjzny\nDASexyMt05JmDONOrKX6uoKSSqJi9V1CsLJCiExA47q2Fx7s4t/Y2uis63X1TeQ+9iCLbIlDf9Bu\n7kZsksreldg22ob7oOHrdelc2/i5H9xdHJu1lTSlajksCEEFjY1Xr0YuNaSsB74hw82ksnkg27fe\n2SS3aAioyPLOayqSgx2TICNXoRcwtRHgkpLWcn7sO9fdYt+tn4vjez95FzIZNKMIN5vjPVbLbKaP\nlKqiRzKAKDpZhkK72zYOfIxRUVHpbr4jHNYYY9LNZAajTR9UDedjHMfxIFS5AKtCRr69vTntuvJ1\nRSdvmru5q7FXZGQSndfi5m5uWS1BRvbTTlXJjNnuZEGU0dyJbZOQu9k4zvPKSAf6wKrqnKOK6iiN\nPe0EoI0b94Jiw024Yr0dj4ePiszKhKqUUSW1Oxp3Hmj32C1bk6qgWlkQzapg7gUqriKMnMOqpAqU\nBgypVVnbcES40yyV5laRakUeTQmWHeOI2JjGyAb+SYr+7qTqN66u2oWmUdKKsNKkAYzEYww3xD3m\nicjMbFtp94ElNVDilhz05cHexwAc3Glv3HPCqvg41wM9D92VW2Sr5qznx1lmRrSC2xboTqusCkqH\nz1Tj6XJwuI26GzwjUFGqVzVeCLmStmdQjbsgJXKpuAdoktqhCrEuNVk5IZG2qoDGpLFXLi2lFRCq\nLBkA2nCvwrZvl3rPAfieEaoG0opz+IpQZkNeSFTWaEukACAyEmCHnPuW5ZTqMR6MGqK7ry7RyTEf\nErUWpVwXoDGMlDJ06nhMqeB+wUSfc3yBAiwM84c5rMIrp2MqBuswP1jPOa6qqGVp/sGHyXGVwY/i\ndQIostzt+UDGep1yltnDH0fO4aij6PE6l2u6qOXmM9aLgYkhwYYPaPioK1OkMbRWBLLcDILB2t7N\nqkE+fGSFwQ56rqyux6GmsFaViR08KsDMV8bhDlctGj2rRJkxKvwwCrmis+bY6O/pWbiYBkMmUnOO\n8ThWrLMo0mnZBpGGGgKhbSdXE4wyDO7DgR3+d1M85U4wfaAnvRELhAllmcp5mAqmmsWAyWjyVKIb\nImMWcaGEJXXoomHk2m71HsAkJNpaV90T1pbeRO2xF4hjHj1yQEFtmW9J+KdWpn4GmYOUfYRBwNAW\nfBMNgW9tCZCZPrgkkOdawztdA93aRRSJMXoO2vhwrFTjfdoxhK3w5L0JJ4DjONx9XX10bh1m35AK\nAb0q8PqkgeJGBEsavENR4WSxKBUCUFazKkmgsqQizYfVnpdaZBzz+GTbSKUN4dvo+xKuWB7c69B7\nHC9JWYe7kFfW4zFofJ2rDN8cT7dxZmMELVSZOR4HzPx+Ux+PhyBz82HD3Zypen99XJlH55WHsGLg\n6BhR7JQ2z+o0eadZVlY76IvDx8MddmRmGo7hhz8pfX9dLMzh8uJGHldWskPR3Zyjm5G6U9+ywuit\nc1TlaMuM0syqcrjzbqvM3G2MAUldjLUX023gbhxBzOnmFleUxBDd5vCsej6e53XFWh2g7TRlff3h\nh/E4HsejIiSsSDPz46iqvv/N2etg4Jb/n9ce7LlbD05BEVHR7aKafbC3aF0jgMJa0UyGrG5QymjD\n3MHMknGMA1BKEIb5MNPek9lW2zl9OPY4BpJgg00kqLJ2LffupUlEn0PIz7oCtwquaidL/ceAYNJ8\nukUusWMu2FAQt50wW9UqNvTWZUuc7n7P3a8VAFvq+pni8Pk1NG9CEnA1xfVTO67SXksMRFZmtBFe\nwrb8AsecaumTJGKakYV7GQXDzZ0yGFes2/LQFkQCP8thJcaYkZd2LSxtsVGL3f2eSTQwEiU93Nzs\ndcXW0BgF2Jh2PJZo43FlZJQ/5rnOD+L55ZvGDvtkkeZeRh0Dg3YMmX+9rsgctujr+Xb84uCXgWH+\nOvRxjity0COx1lWVcx6K6zqvig/ka9jk0POYGikLPPz8OF8f13O8vX99H2RW0ODm3S6WqictP+n7\n82699pGtlWkAh2WpY0Pdx5wH2Xzb0YcUu6PStsZCO8wwEz47gCQjUrkXOMoyUJ242ktomgkOg9m0\ndmcyYOMxr+sqFWlNMXNYIDOTZtN9+sxKIFqg2qvd3h4F63k8enCN27fhhKr5hUVgdmBtyYDhHONR\nlSZ4wdzTaWRm7dspBG7DQfSGEH2vG6LlKKNg11p78WCsyvM8x93q0BpUjr2a753Bp0OC2GPJn4Ta\nKoKipSozIBlwTK/MyKIVweeckbGNvJLxk57dIUv31njs0JjPN7Cr43symXOOiKxaxv0F9+uaGWR7\nZaq//Y24gv80nuqxWeNfzdThDAYAY5pCptY0IvuYFqrgZn0nD2/NpyhmRuXWC7UlHWLD6o2MCAE+\nZ4uHIICKCnMe9MiCk46Ufvz4qLLH44vkxzF9+DE4pmXCfRyHG+P9PL988wX0gmNYElV5ZTltksx4\n2vj28F99M9d8XpVfX+fHdTncB9w9zrNHNWMc1mQYlYPHfDyPh9fHj19/lLIqK20ebyuuK645SNua\nQTcjfeXV5MjPIdnn9Iv3YP5cl4Qxp9usqiZokSBbzWulXUD1hKsPxG5InVBk5sIWdBpVAq7zstEq\nSBl5zOkJSFk1pkPIJkGlk8xIWfYNMDakfFNqVqzq2HZroscW1ZcpoaUYNnrxVqjIcJ/bKNtgq0jQ\n3Xxl97b97GK4l/G1rsdxmFkTXEXMrg6w50IEjMwIEwysrIK8LSMNG2hskt3AlR5GFTYxvu6qrz/P\nz61d3bcABDbHvB3G+07pxg7HGGtFZQw3VUJwp3caZqqL0r3uH6Nun3ur0cmO0QSABuyM4eRP0RFt\nI6yqqL056HK0S/9YAcB7KZSl3q9UlhSZKCVhxib+YpQVorl0QL91dl9l2uw2dEXaZvnPfGxBVRpj\nHHOqMtcSoExz8zF+/etf/ert8de//U0lrlisQnLAVbEynUdc6/H4MgYrl1yrQOTj8XQAMH88zCc3\nht5lIDAGmUVxmg3oy2P8p3/7b623b7+7/oq/vcxYYucoX9eFUpnBZqKgZFYUyup4HKCVMB/Pwvj6\n9aMMY8xvo/O2CuTwjgWsw4+sWrGEHRgO0ul9q+z2u4puTmSkmY0xI7q6ib42W6EFITKdPubMVVka\nw5Rq7BIhc3efV6wesOWKNk8Pd0pm5vRa13mepPUe4Do/evzYeLAqRFWVGqbW8uPhzFyZ5eX9mw0g\nLFnKitok354KrhXmbj6qdiCn9skMGNHWn8wr1lJyOMnrugA8jsfedUvqAUwnfvcu3c1oV4SZH3Nm\naa0wEGZoU2+f9D2v7xLrc0Zsu5NEQ8jsfnX6bTFylRLmRK7itqy3KD7ct7jejREaZmXmMGPdoOtd\nuMftD/6UgMWK4xj3gbq/T0lCSvI7hml/MaTYUNDs3RS6pNz+m15vSlUgnSMUAlFYqzrlN5TsSVF/\nfLSIxftzaKd/qdyc3BUy71jfpidWhSDz1utS0PF84DmDeq0TBQoDRnryTJSLjW7G0jFLVMgePgad\nKBvzeBulsuz5ercDPshYyx7jOBwVBpCIzEuoW1HV/348Hnmuq+qMy0uTzFoQcFH0KGb5qrgqaujr\n+9fHPJ5mFI7hBYiMiCzN47nxdthVZdaONBRQwM41QG8We7/sZLV0CRtp2Vforv4zIsvQBXyGtfgC\nNucRUSi1aGi4V/ONdgolOMxoh81VWWb759+dVpaTBsZaMtCdQESa8PQxNLOSQgfdQQjUpGeGuxlt\ndTJHpXQbhFoVQ0BclYGsZJsIVDYOr7QizvPsOrYP66pqoTOJLRRphfPzmMcR7y8V1rWqZDtFgmjG\nTA8V6zYsAj/ru7BFQv1a9884KyneLDlUrc4e8d4E9ysRms7WQOjzCqW3jY3GcW+E+jXbhxHQDX3v\nQnCbA/cTIGQUO9RJ6E1JVfmwKmWqSubwvSTpGSiT1gyQ3hEBw82yEyzo2//ZZVxjG6pS5bSfa5X6\nRO8nrBXOJFui5ea70wV7k40U3f/qr/8aI8/3C4nHdE+zwiDlUMFQzIrrYwzN4RhH+mTZWuHUcK61\njjlZ0sp1wibcjYVp44zrBX1r9f7+/id/9mfv85uPy+6tprnbcH/1yMP8jOW5JBOSYFQqK2Xj8Rbn\nx6r3SyutXvkahccxaBal11oqjDmkOq81x+wP4VMampUCZZ8CEmbVsGGwtdowbvdD1VP6Hv/tl3nM\nGVFrBZQGNYJ6nVdIpXr4ZKejtVks02mQIgPUHDNDaSgABQMmvZQOjjlzXVXVoiiQlSmT04R7fZIF\nwFvgZQOCVNM8IwANO+CjbmV/O/JkKrGI8TjWWrGu0a6gLcFRVXWMDySnic3+JYnrWiLOjArz4efH\nOejHmEZ7rasLzxEZbR6R7ry13nhgn6mft2JKgANQ7wbuE9GQVaLbGGNdKxJuE8yzpya0qhKRsrhW\nCm6NoJcKRjN3EI0jNbAZ5MNnCVecbNUWBGIOc8wxRlad54lqBR9jLfP9Ek9argSrbMjZllBJ25Fa\nCoOPY7pf61LUsCHUGE9JxWUUDR17HI1aMcuqdkv1UToOU8kBB6+MUDEx2oVC6wXo8IGoOtdB4zTS\nrlqTco4pe9iQJlScNp8sFpNTY61rzOJgXE034zXfByd1eM2WgfjxXKofcH0x++2pj98uPdb1oSsr\nKGOyUrWuFSuxKENCdWUXP+AcaSHXMSAD+bDvF+qYPjN/nI+xUufK6jxSzaFoDNdqDASssx/cvPdK\nqQShlHnmVnyXm2y7Cmo+vxEy1spYW4NtrdCyYF/LQbdSXpHuA7Sr0tzrc0DoDrOPiJLMjYqipixS\nnxNymHPOVZWqeRwdRT5odsxMpQAzTpe0ekibaQUAKaEF65K71RAqDjtGILWolRALA5CPylwRYoVI\n2jgOg/I6G7NUe9iBHukAtKxpYwgKxLWKRSFR7njV6oAVkA3S3Z1PT6J1s54+y5stMDHrDsXIbEMC\nCeQ+M8CM2Ek0MBpYlJQAzec9VduJLkBGCRKr4nZvCLHCrTeWUHsPb8uZMl5LpgnJzId5ZvI2au0t\n+mb4gUJkyJw/IzdDKGW1KnaFslPxdobMrdOoJqqawc2rwcHD3EdeF1LXdXJgmDPLjBM8q3w4QSYr\na44x5tzCuNAYVkJU0q2kYjldtCyV4vl82DAZWt5pFAdsmrE23WE05Ua4TSBwlmFBP8Ti5ViDzsqV\nlTIKutaVmWPOMyPXGlBf2in4HKuCqsMHCeWZcQ4bD6eS7ibytVYlBOtl69PpPq4IQe6jycRdTc3p\nmWFmYGWmt/A8F0uNNKVUwHWd99FkLfFTlSps76hZygUcDhab+hqZaGIQwIzpQ4CM1UHvaAtbT+Lo\nZt35qfN8CANiLWT5MSStXEXOMeEWa6WIBoGrn8Z2ioaRTitlq+vdbGAmYymUOnwm7fXxIRIiJPoQ\nbV0vQof7VcosioEsUVV0e4z562/e1tfXyguwJRFqLpDNnl8UoPH5jn0OvnizKn56/dBzITYxfqvp\n9/vZJQaqqh0lZrub3bOfm7/bPSvNsIuZFmN89tAwsKBpk2SsKJqb9WtmBM0B5do+4HEbKO+zQ5J8\niwk211Z7YSCjufmd/2ytDKnGWkog13W6+/P5lMZ1fgAaYyDttTJUdGbkNvQAuSTocMdnGfozikxW\n1XVVlVQOnJE2zMeozMq6onLIfDyOL4MmUmo0K+2JkaaKRMFQZkXYZUWEB4d8dgvG43kc9ki9ArbI\nw91GUwhN8kKYTVbaFd7ZKAtMdkD8lQViXasH2pLOuF5VZt4j3LzBygISeVYMY02/47M1juEc6m0Q\nZIS5AxjuK3Z+66eOlELE+uSWu98mYSgr63OoLfSwTELbvkB2F9eWBzewGHekjVBRwZYctWR3decj\nM2t7XSsuK1OAUZnXRy7CxpgdjigGSe+IKOGYE9K6guLiSTiNASV1HDMKV1xt4hm0aVbkyszMaaCZ\nMiDQ/G0cSSyqSsdjvH377TGO3333G6raHuRkE6n83gIO3Hapz4XY54ZQN2/4Frb3eFfEDuyWiir6\n3nr0Iw7YvcP1nxTS99J/v+p5B7xk8Get1/DhvdnVMm+Sb/VYouKegpqBBRatpT5g3WFp7CkdWeV1\n/8H6aeiamTS1g7GFL2O4kXElDcCN8clohY07alNSejzJe62iirhzRZGRjYX/TOQ1MxWocrZP0Or2\n+ARaPDmNFusagkrXuoKacxzPgQoZOIx0LeMwazGI0phGY4HDZXPRzoQlWXgILLyysuyKFVEHhhk+\nVta1XPDhTLByjKNKKmTqep1ZWazIqup5hwk7aYyyC+U+YZbRYhHJe6UUAB7HcZ4nuE2VVFonGLmZ\nmSozy+D3ujifx6GMVE0f2JJEttK/E0hLMuMYIyN7IEHS7veEMAH3z76M5nNWVV7nfnRpTkNpmLl5\nc2insdrClzLn43FUsSqvSpAZZR3SbnarAlQq0ElFpg2zY6xVPTqYnd6YFSvSetLDTQBjB2sSUsWS\nEB6//e67w9iBzWYOqJpIcFdovJdse3ene/Ty+cj2P88xe3x6zJEbsMvKAjmP4dONXqXX68wM9/1n\n5h182+/bWsvHaPd9/zdjjMhb71s9e+R1nr0TcSeA5nn3K6aC047jkCpiSXtD8DjmFat3mF30Dxru\nxFzizieUSoXe2/drazTjdV6kRVwr6o7oxHWGsfOJmoLQxxPRWqnOvWxcLlEdwLExeGX9BACT5nME\nZJ34lZfRhuOYh5u9v78/Rq+IahthoMw0CbLrDI75ZE9hZd4jozDzzFyL9pwJAybOnFe9XULp+4/1\n8bHez1AJlRFBsXqJvEoKm6MKY0xzO79eK2LOwxzXla5H6xOjFNcJga45RhpiXT7HWmlmDsZ5RcSc\no4/dqjwOzwg14gGIBgVhU7oil5FuEzcRY8UFOnhUiW2Owb2AlZqdN8bYdf4VkCgd9EuZSj/mGM+1\n1nVdWTnGGOa5Fmxby0vqyfhjzFDEpl2gKl6vd6g5tqjMfbYSUbkqDXAbiU3EcQzV+nid5uMxH3ld\nqkrBuOWTx5yOOq+w4cxem4lmg05nVX3/+mE7qnbEzN02YX/Dkv6jLIrPgiormy/as9drXaQ9jklU\nRAGo2NwbM//y5Qthr9c554zIVphii7R3pdqlS0QQHU40Cay10CqZLYuD0cYxItYYHrkH3M0XJQeJ\n4Vrr7J/cGN55Riu2Qq2BwgS6P7k7QX1+DXuBAaCZPls70dJbDBtQY7z3pErdLwq8dckkO8J+uJGs\nWE2pyNYVqbrQyqrhJiEiripaulszng9wFF5fv5r4mLNdv25O4PXjx9vb2+PxhKSoqMQX+GE26JOE\nrbWUGshVzoQtXu/r0HqKI3BdK96va+l1BSI9Nw6iNgeoBfQOWpmD8OMYx6zUMLfp61wgCsym9VCC\nIlGXHseEaMKE1YqVJZSuAqov/xY87f1WhLuvDB/u5hmyjRJOs0PGTLDRO1i0I/s/99Wwl8PZdyAK\nKxdUEzZAbxhZ1hkrVe5+nYuS+zAQ5uy1O2Gw0QnFLa70/oG2DzuyYGVTVtoqUxjPqpAeJN2AUVmx\n1qSMViUhH89HtUzUoOHu06971CREpODbpdEoOhiddJP6si/dCtJBIw3OkCpzkGxw06cUpocoG+1m\npBiVhlqQdjwifJi0DRA//vBDVfugRXp2HDH+o1/ayxN2y9DXaWtYS9v3pdIVV+We7faJ4G4Zhf3C\ns/LsLnN0SKShUYePx0Eyz0XC3d1HRH7+7c/Hc7+HYuRPxNQW/urexGwDIHqa7aV0N0DZyRn9YUu3\n3tCej4dKVeFzIJUZezp661/751NVqsqEgwkMUe+nY3KYssyYlbo0kg7Xkig3z0BZXlqWsOPBMQgY\n34bbhMuYYJV0Bq76m7/3exfy6w/fxcd1pb2irPJhuq5Ygs3hPsYYq7Kg+TgydV0rVEb7+PiKwrDj\nvLpkQqeyfQpcHu5f5iNWmYkFEwvIdnITVdXygIqcPfGv7GCQHqGA1t5/Va0Vc7gZaqUR1jA5OllD\nCJVMLV1ub+paTSK27scrUwYOhzEy0VmUu/G7oUQAQXYWbUtKOLGFOFWlx9tYEXnVQybYWhkQD19K\nOIu4YonyMRE1iIMWlSqc7++HTzM7FaJNp5kR6d59CfZ4HJuQmyW60U2lnziZgIHD/P7v1PSO6s+7\nI3xXLB8udqZcumiwAy2faBMMpc6la7FLXk0BFNw5B68rOmivrTFuw91FOCaMFYuyHpZAO025xWjN\nE2hfT+a+uEmYG2DV6TqoMXxUrayP8zLbBrqVMcx9jFyxSqlsjsuuvYmq/XPdc1TcOYd9X4tqbAFN\nGD0cd2LQvNeSHaqNEva2K4iPWKeyWjbacHTjJ49Z4FI1Mm6P7vcUezsXQ3le57R5PB+gUvX2fDPw\nyhgoM6Mz4nwp5vQa020M88c8hntkVKWMr9SKtX7z3RX+lz/G17NKabkqY6GS8vFQxMdavzgej3lc\nuT6+vo9xMEsfp95PXknOFcUCh4m3nQVw46Qdx1FAKELlBvQ0ac/k6Bw+xoqT5iXLSMHdx3RfmRDG\nsNf5IjY0fs6nu9f1MX0AtjIi04clWdTGrGiXFQCGO8RUAghiZaYBYAMjjjEcrgoC0939eF1XFo7j\nuQBVTHcvp3nhdMOXB3//28dR4+sP54+Xv3KtKps+5uizj4mMi8wxHlkEmZCQ85i11se60MNYmYNR\nS0TR6BMZe1QJFgmolV9GdY1XtZO9AUYfzkSqU4BacElW1YpVDRMc1hY4B0cK4BA05uXWE6eGjqk5\nPRHmqMBwJ+rYKWOmji0iW3CJvvhoQnn/lTtYWza4Vt6vA0oF0mxW+/RtgztKmuBhcymh1Q2GOVXK\nKgqAS1wSsNcTBCSsdWaqdy5O9+FVtSLGHBJgaTDdnbBWpJpvLy+ZYYBZ6TbgDvDKVdAr04EAAdVe\neGxSa3fCgpJUbXo3CJiXMSJNqYznN28iv368w3/hE0B+XO9m/uX5jFzuPuZULgDXx2mp4ziMhgo9\nTPJKXcKJiuK/j7P05SsfJwvr9aRq2Os8o2gogjB/Xcu9SpUr1uuq9WIsplTkMSsJLTTfj4RkwgSG\n+3mtrJcNTxbnfgA66KFHIStURXdrAfw8DkktinL3yvDPRRe5In34MZ7MilpqpU2ZzJq1dR/ovqXL\nQlNt4NbAptkUUAyJETnd+m+pgqfaTx9EE/KZTMHK6BoD37753/2DX/8y+Scff/nRrtWqos7zNFCq\ntQRAVdfrnbRLADCfsyqSSmo4DaZV8HSrtSrLzVygASotVHN33IQIJ4ZbgmVeSkk9cXIBBm+8BW75\nWJfkndbdPVZG0Yzm6FwxsqpahkPDYx5rrc/Z5i47U02nv84y2jymyNd5fsJpWloOImJNH6Qdcxxf\nNmY/Yp3nDo78dG+UtBGrAiI+rqt2naztJuwRwHZhunIHc24b02jEbLq79JNDd3yq83CbV1E773lj\noa0aaOVMocdxx/CBWhmlUuwFTt+uPez7bLAJwiXgNqcqYn2CVc0HaVk55yQR15rDq0Qrlwu0IkX4\n5PCVma9XFtyMF6JquAs6V0RehIxciqTgRh/xcUbE4zgyrnVdPfIdj0NVecZ1XR9xsnJ9vDLTjxnE\nUgxaS3CFiloCrpQU4jaDk62L7m+6BBtbmRWP58x9FUhKCVkd+SR3fmoSUVixBA16qQIZn+nzN/mu\nPpObwQ3y4ZwNdsqyYXOOtR3qplLmMvdWe7iSRheVYfew2hDIdJeB51W//eH8CL0wBVMZ6BlQicOR\nrLpszw2t/evudq6rL4zcunBVqT7WnP3F5KdmrdNL+jqxJhzdToU5J8qutUiM2yxnc1bE3hP2Bajd\ntrUQDareqlmbrbIqMnRHZO7ddv9IZERlltMic/o85li1f2Itx6uqnwIGaCQj43k8svLHH3+s6m5R\n7iQZUWKNO6Gp15WVWfcCwH1kRNttCLRK3VvY2Zc55UQV5jTsXI7qhFoY+ltYm23zs3PEb9JsSz96\nQmE035Eg9anP7KIWe6XTb9QxDvTA6X4CfPh5niTnnGutXZTe06C63W5GiHXMY47xen8fPnzMjMLB\nFm2N4VeGJY7jsSJXpI8RWWsJBhrPzAiUamWQ/jxclcMmD7vWGmZyAKx2rwIf54rmnEnFdHdURgau\nzH6UQarMjWZV1Tl5rQYebveitapRfLHcHa5rLa0dTmxsCec+lfqgd3OVzroe8/H0xyvO1jUqk5up\nCe4EQiu1KNTNecWVlQwIFSuJjklOSA0TMeLMa28Wo4YPc8bKw0imSrH0kfyz8ze8ihg/hHHO4eNa\ny8wrZcBjPsYcP02GujMuNWapH/v2dqmiJx1GmnkJmWXtfmqCg7XUNjszqaejbRtwt6qoqvX1HcDY\ng2GybRel2po98zG8IlLpfW7dsRhjjF45bKMTYaTNUaXMbEexdzLMvevPe0xyq4F3+oDUDp0GCpSE\nMcy6qyc/9yW7UJQU2cqpjARBWgEH+BgTqZKqIaVoKI7G2ArVtiaqU6V8sEXhwqdkr60uuS3L2itB\nmhkj027RbJN0jFadzIHt1FTVT2fTPY/tcTl/ui2hVh4YRbzOs5eHKPmwokE08+FjNLVJMrqM8GE+\ndis5pmgrFhQ0r8EqrRVnREbmWq/392FGKa7reD6vlSvD7Tgjrq8f+bpyrfSWGB8rl0pEAHnA3Xq9\nWm6tnSUbJaWC7+DWe8UsI0pNGtBwFzJL7s1LLvb/IK1YRiN4E33g7nRPqlAih/m5ru5Cj3mIqA3e\naHkz7gMaZrY57gZsbZbGsMx6DJ9u79fK1sqbW+uQ1S2qreg4N7+CleWdwlSK5tubq9JsU572Dwu6\n1jXHfDznda7zXGafOWBGH5UrE4/jYbQVOczNHFlmkPFaF1RjDKlQ2LgjQ1WtXOzFe78U3nKqagOL\npyhJBWXXyyINZkgK1ed/Zm4S7p4CosUnzdlszX9eqwXFY04z71Z7j9uExtQ/j6OyVkYrsLf6RZJ2\nqqFu6tbusoR7oIpbjY29Psv1GFM7xGn/i+Sc4x7b9rGFQt3S8B2/XFUtk0PdTDzJ3WC+gU7aG45+\nk3gHOZr1snDzr3pGlpncMo9ugXpqpfM8AfTrh+GSzvMyYI5pwhVBG0JhxeM4nD6Pw508bLgPd5K/\n/NWvUDo/Xu1ColkK11qvuCJ5frzW6+yzaWUSsGP0bVfQmQuBjLU+PmrFR13zeN6JBDABKjf3wwOl\nqMiQcOzsnT5GY2ORCVU58Hg8KhkZ5lQ2dRBmt06QOI4jMj+PORBtkWmB9Wtd2P61Xd30TnmOsbB6\n5+HDj3HkqpXLvOHArS9srVNZl8q+f1Z0d8qEw73ngmZWhldGBFA01mOMgq0MwWgm1TAOJ2Euiluj\nMufsHJiIKNycl9IumaHhmGbKyhUJSTRz3MrHRGITGFod2dNyQFBVggPcjtW2FNSdK7buQBWAJuZm\nRUGg+l+qLWe7y4bufTpcaoyhqsyoTtgaHhu/hX6ae/PBPd3mWvF8PL759ptEvl5nVnCrRlWqfgl7\nUtqNXFUaHUCvtzc1EmiCpRUMtH3lwIdR6lKwR3m01o6PNvvfN97dzUru1rrkzMjIASMKwARFK2l0\nsDVl8LwhiJ9/im531WfdEpWNWvl0pTi5IkgMs25f1TW2U+5p+PF8hSpUq3Ie/ni8DfcE3o5HwV6v\n94ikEhFllon3td6va0Xw48JaK9bjedB4xaXU9bqMvqj396+VNVKshPJtTtrIgGGoChVEFKnEqtUO\nzMPM1AIaQfSByDR3AdtCQJnZxEit60rzhiqxqqcMNKeir7H9OffyOTJ3Dmiv8eJWTYKdijnGwA2+\n3T/i1kbvuD60G7RujrP1VWswN5iG6LRaFwFz1rDIJmC7JMKcLJUfTEXzFjPj0Yl6NXwMRPSh2Y93\nt8F9YnQv0oYesNpx7z6vK6rqcDc6KIcVKpAgi7o3dvr076E7fALkiLbcGu9uGCAGx7QZtatECK09\nGW7HfFgHa6Sy3SQbLw9QVGcuM1W5eshpWYlthijQ+0yccwzTr3/95Ze/+vX3X98Jvr+/Yq3HnGKt\n2FyJ2mKvNq9vCxlod2Zh8xXdbVyZQGfdyN0ckjTnhDEimGXA4aO6xTXLFvu15xpZpbUyWI9jzDFU\nqzL7BGNvnKgsgBvXsSttco5BcF1XVvbZudeDqrbbQxsG0UdPf84JTfcqXVWe4hjts7s+zvU6X+OY\n8zXm8faRDbr/wb6XOOdQaRCP5yNSP340Y00f5znOePqIWDpVrJUrqnQtypbqUtIsE08be5UVUYFW\nTd/M+KzIVM1jdotPmo0R68oIorcTwL4TsK4A2qXqqMxtv9tvoLvXiubZ7uD4OSFda7lZQUaS1imZ\nvVJ3H4/H7KFOVTVZpypBmFs3aT68JCMiS4KPocyq5vAqKyJRgJBRjbW33shRLaucNBPCzDQszgXJ\nQSvNw2H8mhFrPY6Om08J1vxCtm8JUNdUu2AFrWonfk8Sgs2RqIymL9vwzqIpUN3+zLE1jHaj/saZ\ncVdZss/IJBk3JjzMWpQWdI7pta6IGmb+eHysa2U4rTuipsr05y637PFDYts6m2xhUDhJJ3/9e29/\n7+/9no8v7+cZqWEPt4FMVk1a2jTziNWjuWEDxlUx5jBjZij7NfPxeLsELSpLhSEcY7DiTGmW5kiQ\ncF8ayatkNmBGsDINNs1XKZH9oES/QDA49xYWkNABpln78OGtkGrz4afenT+TywFbAPCTLhfse4Lm\nq0B3mCV4DNO6atUbfOpgHfnC+VHrd2vO8+0XR/GqChsHSIsfj8OHH9frytLw+YyIjxVzpjIVaVxr\nvT5ex/CHU9easOGWqZdiuiMuOh4Hz+sSUoY5RqWU5WCtyLamTP+4zqosqlaaQddSb8Nh3a2YCqSs\n3YK+Gx0RIU9MOLyikzEzzaylIMwtlmjA6U7fiep4QgAAz15JREFUrgR0begyUjXFOeZFZWRVjTEM\nLmVEFRzgin6mUKFkligwoaKVwchcpSud8P1T1oUKlVH4iAlWYdApIOxzq3yte0YKzjFCiAopxzAj\nzjObQyYY/FiFEqbTKqPO90U/5vhyIJZStZIpTKLUzxwdJODo1buk8dmHdRNloJsjWUr23tbS3Fya\nzxGhtbZrrPrtn7O5AlK5D6L3My1GM7G3fMjMldE1BVAlE/h7v/83/v4/+Iffff8ef/SXa61pDz/8\ndX510oeVUBWAGirRnokxxl0P6G7cta4LDfCIhNSga1c9n/O98no//ZhGCNuQlqqM2HJ/VAmkvT2P\nRgbFCqGxmfY5X+n2b0/D9v+vT0LUigKG7wDjbhd7PsTdR5rtyBFd6wLZk62IUHM9VCuS1DAfGJRl\nxFWJ8kEslX64xoNj+o/f/VDSY2TmiHWuFY/jeeFsk8daV0CZojmyDhiz5Hg8Hte5zvOacxoss5Dp\nRm4WRmVpG0p6w8v7X2RERZt/iOEOMDJJb4EKGVXqboZEZTVaoQDv66MC7t1+5/Zz2xijpLXDc2yj\nq+1zIBeozeCKyCpFip92816SqNwf5mNdV18gvXc+5lzV72j/2vdLSWYYPqoq2gkgzF5yeDdpijwL\n4LBdyWjXWZIUgsoMrn52+Xy8Za42gtA4tzcniTK4MjCMNCFJG8NXo/nam5Jy97UW6ICVatjtNeCm\nDJr1gEHpTiPNi15vD89SVY3BAY/IdZ1F2BhZ6WZI5r1sHXNeGXuYIXTbPcxWrlY7mNnbN1/evnz7\nesVvfvvd6/Xh5hErC+6j4vV8PCvQ/STQoI4w82Ej4mq1FLeiGhkZPYroF16S6jgOWGkFBEUXNViV\nd/Ry9nBTUsep9wSoN5+tetle6W59scd0kKaN1q/rfmxxM6l4g6j7R3izyXaZ339s/zl7ZsudD1W5\n8wIUzFxdUzk5rCKvdVYl65iUFPmKlcXrDJLmXBEZdUyryjKuFWblwkGjbdryWg1ucYhO2BiS1nU1\nUReV13V599tmn/KrzFThMWeTuCLDYMc8Yu3BQfVGCUoFAQfyVuz1kd4zAnfjJ1q70oZX7kO/x1pu\n3h+x0aHsF57WhbvGGA07z9uJshtCcs5Z2UOHHiC6KdftiT2OA0DmqlRG7rWhccxZ14Udn4XF6jVj\n+6cEjjbcRY3GMmp7uMdNc65rtd8rs98lQRoN9pBgyLUiAgWazzFQMQcrK0tG74Kd4ygw1xqHuSRz\nX3FJom8bKxJj2sqzgGP4eIzr6ylhDtdS25SunV4EVJFcmR16XlDfOf259xnWlarfM8YqfX3/+H//\nf/7kz//dX3z3/Q/GI6IoDLB1zz2PaRT/rnEqiznHjAi7m3Yzc1ijSFqXHpXDvIh1RaZIaEmiY7A3\n/J3p5VYRis6FxHndjXgHGPQo/DZY4ta7Dvf+SZhZQ1Bqo/D3S7tP4PulbVgBwU+Iq6DPh6n/WRIN\nKLzW9bBpoFDuzZqPMUg/xLyuK1VjuvQ4z0bH87qiLVylumLBuyIIiCaeyorV+s3pE8K5Lvl4TK61\nUqp+dNz2vrSQuZuqhjKTHGP2PIMykGMcGavx6q7OEpJz9JH2qRCmd3iYCjJIlV2Zu3vGilJH7lH8\nfDx+ouhbF6e3qFj6TG7vz9PNSz1MZUTddkWd53lFutv+qG9ooBHe042tZ+o5iylRDeocVArksJmZ\nqz2+N7SKwPRRSpTYXvSd1lTuE+wKiGOYKd/Ml+qKtKYNJVd27tEIRTaXPQWYmoLjYwwZiDkPdbR9\nvzY0UKBJuC6JYSs/XmVorE9PL/dkon0He13Qg9MIfBLKIu4xppzm9JTEFPTb3/1wXefXjw8A13UR\nzRWPwywzr5U9IAMhyBsdA6JkwDwepYxYg25uwehdX0qk+TFlVm1GAUBv/Lao53F8rDPb+UbQMGz0\nDqZfjP1WtIHjZ57mPnoLCO2tyeqVbt/GmRDqvuQ+t4K7FTRrs+kxZ1Z+2vj799zPEDPXynX4JEUX\nlKu9tNmSzhISA4/n88qlkruLXCsi4st0K6yMccz9AZMVW4RhdEAC+9G/zqt7VvfNdHb35gYBn3r2\nbmV5nisr5xiPx7MlR9ZK4tQYTjIyxXQaZaLghp03Jx+DFeyiHxw9KalE9kX60048K4e5uyeQVW24\noY2ukjOi30+7e9H+gHu03C3AdUWB7na0yxFoSxRve9AddCFkqw58aZGgmVqxXJUZZt6rK2zRvhLV\nYX7GQUcFpMoKm00VKyhJF+q8Yjib9tKZN+2kqyrfRiZEbsBv77spG+ifUJXTQtm+ElhCinOlQNh5\nbYmzDNdK75FzTwKpxuEPsx47G8AG7Nxrwaq6sTedNZElvT4+RKy1jSxzjgpBcro74WCkD98TxY2p\nLAdLOdwBVaRKyhR5zCMrtzmDHTpJmjtFsWpLXqJirSv2yBnNP+bNobm3kXukzlvk3UXmHrpIV8fQ\nQ9wNVanUIoT9HWO3FZvTg71rc7JVILd7EPua7fSfqI5Mvoeo6jxaAGYP0FemDwRK54cPfnycWWE2\nspJuk0bzWFEr4Jbsn2VHl9vPe/hYC8ScMzKj0sd4PB7Xtajb7aX7M+A+QVru0+qDvjyv80ykaZgR\nbdLvAZygAo2pUtUxx+fS6F7tStoYM2gvLdZaRnMfBlu5CjIfylTJh9OZd31xG4IKVEbNeafcGY0c\n8yioRYKPx6Pf2zm9clVu3nS/hf08L5SLDtyIirpKNswOW+eVldclSKJfSvbwI1WtyS8O948rzDiP\nI+I1wOcxoFq5Az6GW//we8PfF0mLpdx9SgMiNFqTc16rN+Ck2eg9SvbuArDWP8zpx1SewcLwAfeQ\nqjYTbRcVAm78dcQi7ZhHzySq9oyUu+jD+9dXZJlJmX5neZfyin49+pat/Uh2/1arlW9rXVI9jjmG\nI7vdytVJSm4gQoVKh6EKhVxZMAC9PffZitPmZEHYOIaWTfdX3gVMR1C1imLOCdV+0jJp1W8bGg+6\nla71uRb76R8aGuLe8NItpr/HSxlJdjKuSRVaJJkmpU1K7H5dQpmi0sAmSmRlqeY8nF5rWeFtPl65\nSupZtZnG2JbrVhB6gwFlW2+h9trPMTyuPOZsymizlasKsFK2CxGwji4LBqxc6keathfZHSwdETbc\nzBKItQwaw8z7Z4RrRb/a/diMOQT4GBFxXdfwGdmT/bGySqjcJ3i/P60Ro1mJlXB3paOq45kjFnZa\na9856WbGAfZ6E9rhYlXFZBZMyop6PgakTowv6RhDd28/3DmOK86mUxQBJ90Ye00ltDLWjjnfhtfV\n2ZA8s5YW5dMdG9IpctspHAZdgzIjf+UTQFTK2IJkGXuQ0Juu7mXN7TF8GDOychfcIK/IYg93qKo5\np5md5zkH5vNB2FpxrcUOjUj1uhBswYoAmmNd6znHoEVcIYXgA86uvS1LpB/zkZGRV7/EUu1uXnja\nGOav83Up4SYyIZ9HY46OkqSUAnDaEwjT5oF1ZZMADUB/8RFRWSCc9vPurl2GO7Viz3b0eXV8di99\nAdI4xyzVdetIP28YbqN+O/L6QBqFIvWAHfuozIAez0f/UFrhamYZ62H+Jccr6kULmFAH5bUmh7nT\n/XWdcYccmcOppz8lvl4nJ5O5VnJv6TYws8vRjBjmKwLE8MEGK7VSm3tDU5VdjpobokbvSwkZ4YZU\nVblZN//dTfVH1MBPdaQRuEyr9HgcqYxIDhfB0HMc14rKcjdltz/lY7rZWheFYaMxNReEksMoVHfV\nbqkrM91thz4AfY04+9vZ5+PwsRqTB9MOHPDjMav0cb4gzDHQoPEsN6cz4qqqL29PNbI/creSpJB9\nukk1gW/kdD8zL9WSEr3HnmZc66O38yojB3QB+TjmaNmLwXaasXZqQH90bCm7CaiIumJLuto91Pyl\nLtuyotfQ99EvN3s+377/4Ufbl/J25LXRuwu84zjO64T1tdA6cpjDnAplyajhP8UhSrptZsPcX+dJ\nYhb6lDLaHWIGazBTVVTTge0uob1lFrsE7UvpljF0KM1ded4c5bupE8RSZ2cHwBva/fNfPYPpCU3c\nUoOf/4aWMvG+JGuHwoO3HXGnBkEgWLbW6nl3T6kyqxQqjGOmymgVl1UuAlVepSqDjEShKm2a01Qc\n9FhrvHlJlG9N5c1uzUz3wc3p2t91143H8Ou6GkRiRsls2OM4AicLc86CQtuwCYCE0z7VS63XfT6f\nr9crmiBKGmo6lSUJBXUTJKyIjpTxNkbkzq2NLepiKiuElucDRDlHV4z0DpJIST68MqeP/jJUPWnf\n/YWbmR2ujEzQS7jWimpwKKpqxaeYWaVCqkpzjutalTuAx+lFk8qM7kPIFQLwFaGMMcYxj1qRuRGE\njzHmYZlJQ1TvDkRjCmNVsmNYpCiRcDIECWOMqugHX5LcMVibxmO0kZVG9P8KwNz68+on9v39PbPc\nXd2MAsOHuAXikqrquq6MRGFVfOq/blXGJrpXZRPbBHap2yVuZj6OIyIKOwwQ9/jEx2DJ1KlAfrUt\nlwxi0WRsZ1fvHihk96lW/SjsAhIwczb2C50h5crKiM8v8f/PS3iPUgU9H4+6j4+ffkcLo41dv/fs\nwJuTBXTwagE0WytQVZXjOKLyutZjzuyYC8OK9wLnHHNCFyQVq7WPg/aYR0VeqmlDUZRPn7Gi9pq3\nAGZEB1EB8MazZw6Oa11rre0C6eG52c0WarKRSZpjKjLb7U4atyahKu04zIiIzs6RyjJW90JjtHTx\n7TjeP162J3p7YJ5ohvpWHVeWD08CxTFsf+YlNwsE9wdJmi3125ljeI+rjznXeRGc8yhVoAzuPmi8\nMrYA9HM2dk/yuwHer98n4r0nn9woKgjGPpdZ+jxhOdzH4BkB9KJ90ezgXBnSer3W8Wj3b3Oe0swf\n81DVSLZrvrmAVnt1K5rx1rxnJaCIpLt1J9RLHnwGX3APuJG4w8xIvs4X6ZHFjc23Ls/Qua39tZvR\nRu/giL0iUB8TNhoIyma8Zva0tHsh3ArvbJryGE7WUkoVCcgAsRtqMxZNRqnWnA+Hn6sqyjmOOVdd\nkZ/qPd5lJjdmTgBvNPje2d9ov59dgP2rbSg99ItO6vrZ3kJbwtYS3D6Vm3zRrbuFUtGDU1GGbRng\nnEdWEZZgoOWPebhlXK2Ag8/OoTSakajqGKOMXCsHj37p15VwUhxzRMSOp+6Eq1vg+jmScfeWs/fs\npOsRkhQ+XtfDeuhC2vaa9gS2CtdaRiTKh3dmxXme+/eaZaaRueKb53OtlVEGg1DOaxvz8roKc2BD\ndaW2s2/mlnwOXEGUhEKCVlWrROacLjVLfY+RolOQWuovUOzAWfQ1o80l6S+sq4AuDf5/ztbuZo2N\nGlQjdW/xqvU2JlI1+Xw8a6VWqqQoIxMNepulahJFW/Y6X2gk2axWoI0/zCxhb6tzo6X6tQNKW/ts\niAo3cx9RV5fa+RkFAUZUD/1WBe9cxS4tulrD3S3sS88GUVU7/whklYDY948KlA9elzr4pofo/Z70\n/rZjN9yMfUQo3cz8iMRwoMqJ6QDrmPVx6cvjSGdcbX7bB1oPdVt70XlS/eHYnYWiStu8TeY9Cx1j\nmNhxNOd5ijujLu/Q2b0DIEl0aqqZqkIqH4O0Ca9YgCV2qwnhMYbJs9Z5njaGCivDYQtC5pxu7qGw\nMmB0u5OdYAeeEU6DealsjCqqCnAbFEtxZxXf6zuj3cKgnj6qaZSdZtWWTv6EpfVBVKrTha+MUJKs\nqB6hkGySHc0Q2Qp+oeNZhWERqdSn1tTRoyiy9rXcxedjHnk33JFJgWZZmavYYd5VhQtgbd/VLbGQ\nuVlkGYE7nFKq0TGbUv9D9WrexxW7dccdom633LePpdgIRhQ03e8CrTK1FcJglarkh4noNXfn3Lbu\nf39PwhzWR4RSV6zH4xit4jEgM4fk5DCDzZUJ9DCnbgcZpg0fvmKp9PRjznGu1QGj9wf3GW2/x/Cd\n6NsGWdU+cu6StSWXFGib+lcEeyJqGN0oHsdRyvN8jWG4HYl9MONeBtS92yI5zNzGcK7zrKxhZtRj\n4MuB3/vV+PbbI8DvXvX1xe9/WIE6zzMVxj1yjAy0PHGbOfdBuOuT2+RGktrPqJnFdbsrAahVvp9h\nFvgc7vX4yszIztuQW5kNhxt0ZQYBaxk+aZarps/Mtc4FYJhDXMomdU3qOY9czNAZlyinh6qMGLxu\nLaHkiYSkMcoiIwbZF3Lun5G5e6evzjmvdX16wSj1iHjO2bE89zeiyrqUcwzeS5jBFr40mnGyswa6\n/FYvr3Gui2bVhXesw0cDCJz8uBbc5hgoRUSslV1ZuM05AbQskWZR2USi5zAV1p2R3pXZ3vG0BURq\nSErrBzsjAtvNo0o0oXP3/Hca0mdPsR+wu03iZ8kD0lVZ7uxszzkfY4zUpVgRZ667aNpzUXQWRHN0\n3fy6SiUDritGO8kbEf35xPQU3ohh+772YS6iwIK3FVZEktXiH3P3a10txHU38vZe9E1aUlXHLvV5\ns0f7KtowDCCq5ObD5yvOn2nF7LquMa3Dfeds/Dn6Td7PuNneYLRcI0sVhLl5RCnj7Wn/ye9/87/4\ng+ff/Tu/+vLt/Ovv3v/sr3/8s796Px92XVq3WVlVrQdI7K1a1xs9cJLkRlUjm3gXYjQyI/oVtV1f\n7oa+xQX963PeQ/dhfsXq0yoykZcUTzvay2buUGVmqOEG3inLJGmuFDBpLK31WjJBs0Sj06rvpTLu\nRYgxqxQnQPZmDdUuGTe/mucJSJW5sY7Xdek2BPbl0OCJz4oUO7rLMMDavHZvENtG55pQLVXL9FgB\nbhDg58krlrur6hXr8FHQq/G6zSztFNF2kwKto+x9EgyP+ah1ijmn3WM40IxuY8yW3ahUidmqpn0V\n7mGhu1fPFbWZtLWHc2j28W4rbiz9/az2zxxzjuGjt0q22SpWKyNyGytK3t3rBsV0SJDTTM18Mq9i\nK9APH6t14bsFEFZ1zBuYcI4uQ1XpGE8/APs4ry6gOzZxrYtGp2dlXW17vW8JmlU1sMY6lkCYx6xU\nRk/ytgJaK2nLjfKdg+W0VInL6Ie5KusqEUUZbHU6JDnMVJ1rX6VyNwCiiqXKmfNtPIyXWL/6G19+\n8fu/8C/zx2t+/9v4y+/i3/9O3321KyhWWWw4iKAMQnukZn3LNuODZP8vqEbQ9A9GHeIO3PLuYS5v\n1xNCLaLZI43uOYkSOgmTY3hGAZXGE1EoIpV9B5ePbpg1QUTZXivDB3fin9kZ4VYAk33/5WSN4Re5\nKodPJNKqZwmgqjRIr8q4GviD7rNVEkodash2zbI36plVutbywhgDxtCWIzvdfJzn2SnI1txip/tR\n4rpSxSkQCEnOVFWKCUA2LOmFWFW9a3qzkaqscvOmYmepnJdSkewAptIXs8PGAgBGfwfszY+aQecc\nbUrNe8zAe4W71uqUO5LDZ238BCHUSjPLtfqgb5FWkxb8djG1DnlVZgRc47BccqWZrezhYT4e7sMv\nXWMeiFKX6KWuV82HyIjLgEE31EGO2dFq28DO1t0ZvNm1vbAf5usKuttgpTqOuEdYRHsT2ctD8hNA\nym4DsQVQdDaEqirTdh5rv7GwXfWoJEuhK9Tt9QgHSipUkf6ZxaVd7xktVNWZr5KZzTGzcsAzFrzg\n+vp6/eV3+M3vyqGs/O4jXss+lrrkNGdCP025gF1g9yYmlZshYJn1eUO3+Lt7GtuxOCp1RCK7MGtf\n3O1LsDkGuYPBSTY8zLaixK6MTmqoTHNgkN53chhIFGFQtR2ucosexuxIH7VJxFcotfI0t0FTadgY\n7rGWOtGtRGs1/OCwugrAJIaPIns2Q5pbq7cF4ZjTUqitKFiZWYmubih370pVKngLDAfNc/W3zseY\ndKOyaBFJyaRExeqCwjLLfTz8ocruexxAybzBpO0z3h/8MK7zBOD0K7bdPjPGcEnrWj3B3ZX/jVlq\nowbBjW/rvbaZmT2wfyi74wVQBbuZDIQEN6rUh23eb3YXmX0SRUbbDGRqg7/NIeI4jis+rDDpRSTN\nx7jOU6rnPFoAIf0sEKZvkoic06d5xtY3mhFUVvpO/f7JpONuJFZcxzy6AHPeYQzeOncjkK24aXfv\nlqHtvrdU3GgW3T3VLRxLVEsMx7C70vl8T/b/VyyU2c05jqrqIJp6R7GKcIgf350fH4mM4Q7q/aqk\nXZsgY3FFgxaBPebJXNlZDNg/mH7v77+6AJg4x2i3bt47qJaPOp3eq09KPzUYPY76zGDNSuuoG2ND\ngPpaEkT6L3/57fF4/PD14/39vS2lumuv2kppkGoLTT9Su6gEVUggemnmZmZRLJEizek+WLIW920R\nvJnlLbB091gxfIwxrusyM6pQ9vkREGx1O8gVMdwLsjHnnB8fZ1VZSSUrglw9kBQgsTTNXbrE2Koh\nk2G4u3msKnXGfXcH6R37E5uvSCKJVy43OziOOXMP56xr3cfjAXRueReQ3RPe+J+7w+/5QQuDemB2\np61ARpu9MNrwPN8j+70B5iYSOWXaQz2Y2WG4MkjEysiz62p4W50slT2KWhVV9fZ8G2CrcyNitF/h\ntuxsUGdmZKO8aT4sM80+2cz7E7l1tNus9Hg8Xucr9lHKKNTdOQEoQbm7Yt1xjVXVgv376eJu7CCS\nD/dSVdaKxEYM+eesv2+S2geUmo4U1jk5JSG83AHCzWvp46JyuDkMRZVRFQ3HkdESuCswqdwG0NG/\nnfI9I/LeKf4kSWsAlJlxTKLZpz/9qntTP3yY2XmdK5bfcNuGjqnUe65Suo8WNM8xS+nmc45WFPgc\nMsaKbUiHdX55H/mt2KqtVvDBzp8qo4NZtapMgI8JekZG6TlHtNLf6dZr/fIxYifktUwYAyz3da3D\nXK1V7vvDXbkbvLXWeZ1uZj5UfrsRfRrQyWfWFpKQyoiH+YAqdZ+6ciJjfWC52c+OWZTUya8Ps36W\n4XZFyOnDDbautVRuho4tiXTbA9Idc4JWXPD5eF5xIdAfex8knaTbPWRD/dzdx1griRxmToMayAQA\nY4zncwdgkMgCZId1mFR1PjuNFVpXR8gjVzx8DlolnFDH5UyvqjPSyQBUGtLmVQH6HGm2DqALsAjt\nVX5E/izRYfTx405wj7BvAtKnRaDH2Wa+8TwVreoKxW1g+VxUfFan3IpVY4Zo+88kONyvhqxhz2ac\nbrRi2bCNVNi397bhAhg2ZCZgPh+Z9TpPm7RppCnT6URxA/CRlZLoY84jtbRuNox7bL4b3Ud9pmpn\nTtwxG7uhz77/SSOqnW/99fOe0swxPzv+vZ7qYF3a57n2w48//Pj+48oeO/00p5JK1alalNS658zb\nKGSNyIX5DAgrprNznEqw4bEiUmdFN/+ZOuYUCmpaXedJlfcZk5rHYYcjstXXJbUgk2qGGADYnWt9\n1Uqkl1dd5pzHhPARF5FCduyAHzx8rAsZq6TZJYPxqoxs5oLBmZEkrwgDHubWUoAxTFoZydbwws2G\ne3IXI4BadtefYXO7QVzrkjTGaCV6J35/7o0+T/bcTE2AyIgUDnMReR8N91MNlY7j2cdEF/Bb0UEb\nk2Bx9zLZ6WVGk8mthSLVOd49OG3qUZcpwC0e6vflUxNC7v5Nyn0ZkEZ7vj3O83S3grIyMucYe9HZ\nlWi70Y0wVyk3IHM/fLqD71esrBy+C+MxBoDb6Uc5YT7Axi5oazjZpeOcU6Uzzk5WcmczS8Yw69vs\nXKtWXxeV61prTFNPbg5fXyNXdL5Vq4RLWpWJZh+1R6a/qrkrQGMpq2qYGwmzrLwBRD28bsGaCjf3\nr3f0vh0hnz9O3SvTFasfhcayrrXMUZVtPVdlKLujbsaWwZv40l209qNWhKpWdaEPIzEcT5YNf11R\nCR/j8RiIn3LVjchMu3cw2z4iEDxsVNWKRTfvuj13WFKvCgqBJN3HHFWVqi4shDWOaVCc78NtIHJh\nDvicASvUlSwkoUk+3EN5VWW1PpZ7ymUE2Q+M9n5/9FFOsCJX5hyz6UDNKGh5KhBzTADutnscoeOo\nsbcODdjryzN2eY09Ec2UO91skAZOdxY+tGWz53lqp8f7nC7Ueq3+rCUDVdliKZiBNLFVOB4996oq\n7euBvQ8AhvvQVqgZjRld02xgBYnhfeKmu8UtTwM0hkUEqXVdneBntLotS2pTnw1h79p2qh/K7hqg\ng5/6WeRNXL6ljNrVlPvHWkJOtwk2al6Q++xTuYcczecDtqC6w0kBVcpFZEwSSKHM0uihdOMk5cjQ\ngBEirJ1TtVRESdZewbZOfgKn3LRhJ8ysOXz1bJ3sOdbc/PbemWwEcO3NeHWltJ/4ZgIgJJm1Pnb7\n324JLg8brX1lO6H26BoAMpu7sVsa7+y0MyoTRBZCeBim8XmMt+NxZb1fi8UxnLFhFkbmflRZjSqv\nMppv/hXOXCR8HINGs7hOUXPOAV6xhA3aS5WTYxAyg+bg4bykOesXDzujcAz4uOa83vO6Vird+PDh\nJM3PuOreAdzbhMY4DElXZaEYHXyg7XaGKuJqK+7NWdzwLpDWGxGi7jUDEJmKmGN0hkrllmGU1ByW\nfjez5BRhym5R0BgL33PHbY+6ro9+lkukBsqa9kmAHTZqfIyJldX00VYf9RbdfdIiI5oxs0d9JTcH\npdQwg20DDYDIapdxKbPp1URGZa2muNJpnefeA6mNJFRuqAwyhVsF8tn7DRsgOgvS56hKAcM8q4dS\nDKCinFaAdiwmAQxqWphxrbpCgGMrtDvNW2auLES4MHsD26F5mQQrwgBcitWzRgeHdEERq1JKpQ3H\nIBdMFsqSIgricwwJK8J9lKpU2REYPX227bIFrANicTsnutclmZWpNFqqYKKx2nyu5L4ey1vbkJoG\nV5ZtldK0fRL1jWjDs3aom6psuI15BSrLyWk83J8r/pNv/O/9o7+Vx+NP/+rjj//kN/r6fgy8Oi/a\njMa18jgmjSsXevhMwBp4ua/tzIhIH+P5PK5KGmWuDYmh2m/uuOOrsDLRq5WH+5f6JcZhj5B9DPux\nUOYZTdXAihRxPCYqI6s6aqpZWU22UwkYY0YL2MnWY6mpo7Q20wzSzKIKgyuvRsegNLh35m+DbloL\nY5r8ubKu80cT24M7qFAT+HE0FTbW0c12FVVOEJ4r3f359pDkw5aFSl9IGa7nPHI8V2rGC/nKyspw\nG/S4llXSffc7qWku67WFZWkYvU0rClGcPgb9zKtuPUofyWtlAdwZQ31xeYZsEsOGm6UmLDITNcbI\n25b+U7IH0AuMbfa5NSh7hyVmRq3bOgT5rbQ83NHTP4Myn4/x7ZtXrLiKMsENGMPH80jV+/u7C06n\ngqquUWBuPup1Za3DATIucA4DAyxomEmdmoMxPABVtDm9gdmAYZVrK78/68+smw4NSJtMa2YNg/Sb\ne9szpOHDaFHRGV1mPfZqO1X5ZjrqcRwgzvMkNMikXZkwuMHBCg1HILMU1Whdo3SdhXTCzC0ivWAh\nVP3iy5e/9be//dF0/nalOTGYtVjR+9uiGcSbiD44ORC3jAPyYeMxPbVWZQbNCZ25al0G+nCorwhr\nF8iYRyM9hPzy7duXXz7ffs//YM5fBlbWV/hff7d++H79+GNUMUpZLdHCw2VmwQGtytrSAdBtoG7S\nt7kA8+HOvFZHuLbvbgvIJ6vieBx5hX+ORCV3+8WDXw5eV/7wOt9PlM/OCfWCAQ4mNQ/fBx5ZhJwr\nE6pj0MyzGEKHtIJ10OnDfmnH99fX1xmHhmO8MgR3m8MzmMQYU4lVJ1YlRKPBFFVCN2QAR6kcPsZo\nciGgK67ENpIRsP2TNWYLo3/q6Ho6X4kiR5FUVFRDDT5bpJ8ZefawGDdGoYEfQP4MQ9ACpVirMZ5z\nTne/rqs3UQWN+Xz78uV6veNrjOHijJWA1lrX3VyhcJj94le/+NWvfv1Xv/ntdz/+YD4JOs0cAm1s\nO25n3bTV0AlzK2idnYClRM7HQffz/YQpPNQGs5+NSX/+q1djvf/9HMPUZxwKeq2ihlV0G25mBpNt\nC4IZIhOUOZVaWZw22E49XZWDxl66Qz0cMTqBYd5Lpf0DIki8G/901ZfvP868vv7udyhLPz4QZuHd\nUpbGsLXWxHj4kKSoFUUC7qVKlJUG7fF4CAhUZAJGod/ALeZXj0pqTnLMUs7Df//3fvnrP/zl4+8+\n/9Mv8+8g48cf//L76zq//vj9ea085uPbbx8//Ph+5ULrOozmojvNM9LI6W7kqlq5bIzHPKoyrjXc\nj+PIzFwJtLZJABxs3VVqZcp9pJaRnsngr//Gr4/H8ad//tv8QEBnlpm7e6sRfIw5GnFWw3w1QkE4\n5jyOcZ7nCszxyFJm+PRvYa/MH98e/s3j98OPqvfx8fUhLmPZU27FWpUeYeXFyCjA6OZG7+DeFvRi\ndIuCbehwa+uN7Yes7QL7aSI/f+fn2V+QwfZSH52XatUi2R7u3vdGt3O2d4Q/qWOHe0+W0DIFGki4\nlNmW008tX3cg7x8fFVc12t9KTNy46/6aq4rCSq7Cjx/nuRbNIq85Dqdfa5mN/paMKKSK1TMAp/f6\nVbOSNZYP/v4f/N6Xt2/+3Z/+WVxZiGxNDLB3t+3V6K/t0zCh6riLu7VDqZBbt0GgDTAtS+l3AbA2\nyEmKSHPO4avizBxywgwbVWSjjTbVu2Z3dx+MRMlIH36ttXW0yuL464/6F//Pf/tE6Ue9Lf/Q46MA\na1F1o5CqFVtcokGlLv7TEFkV5ZZ2zDl9XRe0hWwSpFSkj0lAnQdGnedHJedhv/zyi+Pw+Rx/57/4\nu//H/+0//i8O/rf/7P/63/6L/+mbx3o+AOjHrx/HkUQdw23MiHVmQgnJOnLpkzcpDdKn918R3enc\nZ2Dv+noc2PS963W6e1WsXMN9CF45fAya0Y7pb6teqrKjVsjZyZjDx8qU0eHrWmNODEXES8klpeY8\nHsfjtU4OezymPZd+eb2/4VevX/zt8Yvj4/tkxRfmD5jCiHjQT/BrRarm8CkLlYCIcJEqmu8B/ucq\nuR+jXkJM99jtKMzdzWm8K/ItNt9by54pZ5nQm3e5ZUa3iLpNUt1BmVlUGjT8p7erC9LP/X1zr420\nOT9nx59y0/4KX69PdTzEgmpl+pg+dpqHgTD77v3r7374vq2rLj+OudYq9NrTWpQ03WFYkYc5ey5i\n7vRSh73o+viw4nRPrMiSOHrvDILI3PzNn5vTfn5OkRxjCJuiJWiQw31FHHOWtCIIFEq5S/edTrd1\nm4hMulEdbKhXXXvyYG3zVXZxCs15dCPXu+aUzIZr6vvzuPS3Bq7KP1F8wDonh0RHjvfd6RJFc+sa\nO2OJfDwOI9d1nRG9muxIEzdzcmnnMxjhbvCNgWlqc2ZW5R/+zT/4L/+r/92v/+ov/sV/88++PMbv\n/fLtN9+dbw9EXpJodaOGsvGLACprmLcn+zEOn6ZY67xkcPNhVpFRAcDN/Q6WNrNdB1f29JzSlWUw\ng10r//yvfgfoY9UKyozewgGpJON1re5oCbrgKQ7H5Bkrsp7jQRuS3G0+xrdf3q5fv379X/3h3/9f\n/q/++v/2r775n/WL6/ee9fbvf/f9DywjrFqn0ZqxyugtNOacsSIzHPsxlzS2hlMF2rXOw+b0cVU4\nO88CbjBJO9RGWTkw+oV5HMeK2Ps4kmJU5OqXe4uXC2W0YaObpb6pVq2+hUlWJqp4u5sEdAjZfDw+\ny7w94sfWs+k2lZRQmU4NjhXLOMYYJjBLbJYdCqxYxxyxVmaaH1GhnWKdoqb7MFQuN6hJxYAwIeaq\n3/3l947vnWZkVvtfNkjGYLfA4ObJ3e9eA5o+959m1i8eALrDTYlOLGmZQn9W261nbECg2CpLDFiL\nZGhO84orlT2ukypWNfqkIlrYAdtIY1bqaz2l//zN/+k//JvfL/6zP/7d7y4CcR8QbRy565g+Uw1Z\ncveUfPgwq2sRGGNyWBnr9cFKWCMT1APVYX4mvvnypgOgjPM8r7zqT/6HP/rn/+f/xv7k3/6//uVf\n/PbH8f2P+fGxjMfz6OIRqzaS6nEcK8PNDcxssd7GwQBlZLvnKV6R/Qx/kgEAZCUK/Ritle5sGVBA\nSc+qH76GDQigM6DzWoOWUg+6JchElcOGzAtxLg57Pp9vnBMjskg858MffMx5/L2/8Yf/5D//h//o\nH/3FH//1H9jp8W39u+8+frt0xLoiHCuysa4GU2RPLbNqzCGwIRnN+h39/gA00mwcx1EZiJo+CBXk\nBapHndt0fMXy2iZ6QcNcmdaMwJbkjaEruigCNIa3ZO4zKe3nD+i+iiur0n1AQqnX3/3Ou3n/HhKr\nymmOAbGUBYky2nCPbf9lpZrqXPd+282vtVCiMZpXgBJ0uJPKWN/S397m3/w7f/C7H77/s7/6miiY\nIFjCxSGyp8pUYE1aCoL6C5OUUPysRcxP7IW21u5TSOX0oqT0Y8KYV8IZpWn0Tt3uYR5dKppzWK2I\nK/YGEizCzFlKpY+j/QkDrp4J0Yr9evcbnk8bQ/rPfv343/+v/8G//qvf/N///V+u4tHif/dbDSL1\ncqHz2SmUDDTfqhSmHGSloh7ffPn7/9nfG8Y/+qM/ev/6/pizMjMScMI+3i96RxydWfbt+/n1j3/z\nf/mv//n83fdff7j+/LuP33zFb3/zuvKR6o2i5arqVVupKg09pzNv7FUug9z5eHsk9fo4vcF/KMh6\nCw9s/YYTs9OU0casInFJgI/hi+p8CDMo0b09VO5jxUWwpCE65KlpbrT3FUWtpmP6dDe6vv32y69/\n8axf/CF+93d//3e//if/m3/6V/yX/+pP//qqDz8DK+R4z9CbH/PAa1nmHCMlEO3POuhoYbmZmQ2z\nTQ3oy+1cl5vNMd0NUNy0lQJSpbX6rdvdP/Q4HhWxHYtb/YjK9O0TLTZTYO+CYe5zOFoZl0k0VMds\nB94QZAOcrttzKOAOVIEKySKTYKHonGNYacXyTnJHej/PMFRKCXhVqvQ8xpWlLB9GEZW9k7TiQv7y\n8eXtm1/89sev2S8O08DD5gE3sEKVRYOgpcRO5NrJZ24+6M1cS0U1R3zTiDHYEhqL3fz1xC7uA4hA\nZckHzT1jtUgoIkFVZhfevfIq1RX1MBs+quJWkcLmsMJay0g1oR7og7VQMv/j377++X//P/7Jd1//\n+n35OJiC5EKuRCXVJGGEdK3qQWNUDusfHEVECVJmfXsc//gf/5Nc11/+h798/fix1moJ+hW5JKpm\n8pgjfgw87IffvL+R4/H2w3/4/uOK7y/74RXX5Yn0wwVvA90xttNmuEMyG8MHStdKEW/PR0CpVlx0\npDfQ1mLuuRdpjWbvboDciG6aCdYCxdKmDkRUZh4+e0ZYu3wwSpVX3UY9Gg76pTpzCYX1GmZv3z6k\nZY8vh//+P/k7/+X/6f/wT7/8+b/6r//1Hx3HX/3i95+vX3x9/7Fe53WVbmeCJsxpV1ytRhjuuVIq\nd6dRqvE8joiIe7wOQJCNEUAAIlcDmHq/p2oZax/2RssIVPmc11rZM/4U2qBL9uJI6yIpsz2QC6Br\na7eMdNpCQujix93Xijl8Chwms/NaShu0of5dKCQNHNt7QYyUBjYfzWcrxeIxB+mxovN2r4TAMdDx\n2iuLRcICGWB+xF/+T396rUviAFh1uDuZGZ1bfyfpoGU7c1gxFoqEm/tqwPhezNgYSqZKeT2gNx8C\nP6gTprabbLke1Qo/IqGKyCyTDWMmUGHEcXisOqZFCFmANWa7Nb5oGPGqB5/DJ5giMpNmjmFQVnwH\n/g/5/Jf/+nWlyh5fQq9KReWq4X6M44wVqlj30LtPTGMSA0Y3OK7rSsndX+f1b/7NH//w3Xc//PAh\nWMauomgeDJ7xZv5YhI3Xe31f13Hx61y//e49EgVf4WlMfNBEMNYNn1PMMUU7zysh9Lhus38JIlYq\nMXwM8w5pRr9m0nBv4n8vkABSnGOi1y9GxbKEpdx904XoiagSVVe80BAAVUp0K7OiOihvrjxdGnxI\nD+LtUF6vV355y4/467/48//xX339n//783c//v6l3+VrfVlvZZeP10dcZ2XEATsm1yqHIE4/aDx5\nx2QoVTnaxNnqhHbKRjub7rvucwbV/04yMnrZICkq/Q5h5Z2liFtu3/+vFg21gqQB773VASFV9CTG\nOo47JaWSqU7erlun5uYoauuISZqa1KjO+Nk+aNyp9B0HfxxHRt5yimzT7Vqrv76s3DGZ5Os6uxbA\nVvwgVcqdJW62mQVjjqwG67ZLi7TeMwFQVuP4EZGEdzlaQjYQFxwboqVP0llEB2UwY+s/Udic3f52\nogBKDpXEMUblNkNtUX+GpIUkJGSh4B0nbqVMolRURvNI6Ss2nUg7XGBv2FuGcpczG7PjfvfSN4Ll\n649f/7v/7v+hVvi31WDYoGsYVX6M84rhNnxmltx+OM/z+99JHqsgq/KMiKFjzjmO6//L1d/t2pYl\nW5pQa2bWx1zbI05E/pCZBVLVDReIFFwgJF4BIZV4CB6LKx4ApBKCCyQQvACFEFWiRCGQSgWVmeec\nOCfCw/dec3Qza1xYH8u9cClTcSLct6815xi9209rX6tfdrZaxhCtu4ww43zza0Xt/fl+D28uq8x8\nrWu4B091NezmnKXbYcPTV8SuhtS70BV0n5GDmUW0oTlxvyeMnRiyL7gsIgxdmXeVA4sG2BtdxlYv\nhW7g51/+y//0//a/+n/9Z/b3/+6Xf/f3f/n553/4018z+5e7d/Pj47UQl62fLHrfVe+LNmLbMaa4\nxZjgAZx5SUTECujkeOIZuOMLV/Ek781/P7QYSfN/ZdWKq0v4mgo+Jz0AHRiL7IsuM7P4XQAi/M6c\n0L8+QecxKSIQSHtda5B1Dga91ZShuTtnTXwIrPgVTzJv3fv9/jLvEUyVYVae1TWiuSbo5k1VtXHY\n4kNwbBAWMRC31NnB7RwBqXfLjl+Smb3MGsjqcDONsf1wowp6d88wpDWG3rOxGPUCz9TnV7LQlF5S\nQ6iEe+RWNyF2aQDkKMzJgmPGLUFjmKWJqLHkb8CFDGwwSx4QzHVc3wJ2bl/LMduBuZgHDwEj7vud\nO8dvPqwtM3vfd1fNABOCDe1iEo7INv6ovYy84vr9T/v9y/e7jOiSNUZ/l+Sf//pjrbrvghxzNmUT\nPWgad13Xdd/JcSo9M5qqNiE8RnjJwyjCUO2CJ0U7fJIe0swnPTsGlQSgZhKJRAdOZF13195fTois\ntIk3bBqRu3PnDvjyLf5NW35X/enP+c3+rtdf/j9/u//6488///Xn+/2Pn/tHYjc/fvcK+EVn9f7x\nlkQ3dd/7non+I4SUhPjit+fOE8NANmDkaKkP8pHo7i/VuT0MPKddcQnvnSe5bs7XsxPjuOOOvwFf\nkWbCc9D6NKjPkMbyqNF/jeztlHpQPu6gc+SsHO7bgMIPiutZGfUT/TEf8cfHB8F7363O3GstuR/2\niLRrz4pk1/jrZmOJWNFdmbVm9iDxzN/X2epWzQ8pgKqRy2OilztrkhmFBnpA5oMDedIXznE2eYbC\nRMKP4+1htA7/OMw8szk5KTI33Pn+ql9I7r23QDNpQkXt88cWkhSANpZxG6qUlYbJrjTaLP3R3eYm\nQ83OySwf0od+80PyRNNRwFoXga4jud5VvsyA+96LQ8DZVuL377nvd8HRy1y05et+31VdxILRXILR\n732re1H2WGHcw9xQvXchiAmfO7zMA0rjUNv7bC6HSnbmUpmAutu/HicMbMyyM1uJrpYBl8UsKCcU\nobtrl1PWvJZfK/TZu2djcX3u1I/v65P782d8/8tf+Lvvf75//PX955+/yzppRbfgvhMoaWfxvvMH\n0spg1k8YEbt1whcY+XBOZw45IXtSSyca5YsDp8f0OecfOQiLuvcbz+s3pYy5L4+999dduq71+ePz\nlFs8HPkpaO+dg3k/w55BfwDrWtMjzZ/pR2oDg+m82x7zU3WZ2/zk/3+Qz3O+ZF7XFRGf73frMF7n\n5VlrudmWjgFrpNgttT73PV61VNsKdPUg8HHi7waCaiMZp7pIWG65KUathsHXe8FxNOxTxh+CYz0Z\nGDFmXELEO/cIUcxOSvzxU9hQ3FAHg332Y883QvArr6cdXLEcMtk9xpgqztR+1+4E6ODuCnOY7Uyn\nv9Y15VyQVf3e+THM6Sdw6pQ55GD5Z6+nZyHsBCPmuyPt+4/P9/7L7z++ua+uLjq7352pgmG5qZOq\n4/kaa1ULPGL3z8+3gDCA6FIEXtfV9c5MCEV5BMjK1kMqWE5IlfMD+3W9JN2jMRApOU3k3dVERKzl\ndd89Q+whZRITU2XqTBFFKIXs+rZetTM/75a9laH6S96/vP+S7e/PvN99hTOsOd6lVvdn1itecmNx\nFJRBNlGZE7gAFcnQF1jimZGasZ8NxG+fZhA7T3U3QF4DDGbPAGZWC/M3j8NNMpLV9fnj87RbeAZ6\n5pjkKgwv+tSuZ24+ORhmaMVatQsTkeY+JpeuSvV4cL5u6fldfi3q6gxRhyzCeVsKVdXVA5sYRLd8\ndt93RITH3ns+ncEgnFwaMx8r0fAXTZfNbt3MPas0zw/MIaAI0Kbo45zBc0aFWR78x/P0uDvNqofT\nMcpbkXTWe5OTFD/uAo6TJMzrscDNyQUci13NAIMW4iU6VZm7WsK13M1u1gCu/eEG7CwYu1u9Z4VM\n5yxA7/dbZ6OLnrCkYyXBtVbeXd3z93ZXmGdrZwG8XouDVU6xiGYiR+qJANCL7N42729VzFcGZDWr\nzbhW7J0EwhgfHzUuarPce8QY1c2HUUbSwwnlTnczi2pFuMT7vtsMM+UwNEZqMAW2aYLVz/8bxwqH\nNE6bQWLXwnq5V/ruS6bCp344L7f12Z8/5/fP2uHueOGmWB44aS7S3ZWArTWXxIzMabZzr9cVHlUd\ns0QW4B5Tmbi50GN8HP0ETmTCSGrqWi+SZLv7MLxsdNJdDo7rrLoFe2qAg4U/g/MhqPrXaosc4cKp\nxDjg0Pf9ZsQKIzCpr2pVixNMT3MPUXXQq/35+TkOw/FJzQ9sRmowi+fMPruOufHmleoix88EVady\nXg88Ip698ynGfPoKd4XZ0AH1JHbQzM1RqC53fPu4OmyX7nuEdF8ywKb5fjIqujtzA/QmjQOcVu45\nFZ3gKXBNreHdiE6zyYTErz5AseFGlXjEEmC3Q64xc0JZ9Hn3uo9tkOae+w7zy68xf5QaNfRn00M7\ncI+1eN/bzF+v177vSXfiISeILexy8/WK7+933nuFN3B/3ng+bhEFxeXclbuu69D4d2Wp6ykrJgJ+\nFsa06MwZP9zvN2D+LDnpPrz6Ke4oVCZa62MJBip3qeHucADoQpiRuNw81v35+eP+dPCKSDUlcJDN\nRfTlNhFLP337aMu79u/WusJM9v3ev1Ru2I/kL7nf2Pww3Kyy7p5I9OoZCuDHvWHxbV0EJqza3LsK\n0uf77YI5wsF2vqty3L3yy6K7KNHcxjz6RK6Pmj2zzIx0yWhAEEAsr3eScLGqgTXZHWPHNFosE27V\nZonQmS9TpcMm4+GXzti2G7DMtbz2bbMQI5uiRTUlBsWuC20vu3OQMN4yzBsLLbNF54kn6F5ubmum\ntTYMiPlyh1VMA9Tnm3CfaaSeBfr5a8DOvfG7v/np97///c8///znv/6SNj71Fm+5BDGsw1VgySGz\nkefMqcDusnBVP+Qel/oHiqK39NxpLC73gPU7L1iq5rU54HMy1jpmcNBYAGususY0pd63+ptHw7qL\nRElQ0W1nt6tLIC6z9XF16909KKcGq2ewylhemuxOV4NwIPoWd/kKjCwWJ/V4O3738fqwNWgQs4th\nyJEitq+l3OhCYjfcaAh1q+S8GOxOoV7rI1Z01Y/7brLD1Pz8/kmMUXtCOrWyVyxf8TmrlWoKv1te\n3e/aSUh88RXCHrqPMZvdqdbFy6qLF6xGLasus74+LjXvfTtQWe5czn/vn//TH3X/V//2b2H3j2aV\nfmTKePPzzk+1XfXTsitzA2AwO0dEYuZVHWZ0e+93SxZeVQ/VgC45aM1IZc13DoFjuhuZ27AecHyI\nR779qyUCk0SFdj/Tl2fGOZVld+8ncsykgwhwsyvCzWbv1NBRyECHLl7S47GgqARnFo2jOKbkjGp1\n1kUNuHsU1FUCk0/qoIkj8jRjc8ifuejhkZnh0eisJOwhpAKA6fyulf3AJH+tyatHZWZd+PzljTbC\n866P338Q+Pz8JE2matT7xj7cmkl6mc/zayQzh7dP/9xzE8zN3F9t7XsnPGbke8VFasqWr5p/Lpjj\nKpwV2RMrZ26CPrtENE/8enaDHIhrZrpxZ/7hj398f37++L6fSuW4Xed6X+S0hfODq1VKPj38REGO\nGTW73+93I9WAuLNkesUys53v+35X14hACAUiGO26d6ZabnAfatC+B2hIX6s1flQYDUefLDN06f1+\nv1W7NZt2usFCSjhoVnvvfLMJqqHKmlIf6Pf9FjcGWzz3pzPWpUm5uiLfW+LecvC+d2b2xi/13oVZ\n1l7XmkE3ZCYfCoSRu3cdPtUUEAR0eVTtp8oD5h0RQICMdcVnHQ7Hc9ID096mbBhErblZnhfxfPpT\nC01nKGmwYnOxRDiEnXnGgw1pIqgQ4JFGk8NBHFGdjV6hD4gbhNH6mJ7GSy4TrrBuFOSEm18Aeu+7\ni5rF4zTZw26Y/rBpsZa7WWXlhp+80Trx13H0vkf8OTCrwRmdCvw5X8Zf4hIF+/Gjvte2cMhnJKzj\nc7feXegIjxWlzmcAw0crjyMPwtT/W7P1+vV15/O/inp3LnNoXKfWTlSHjcaNXWU0D8/cETaI3hkb\nnQq8O5YDdpBYHBFiuzHCMvta8fn9x33fx78CSFi+1rUy6wTBW0twj/vebkEbXswRymlM65CIz7rb\nYl1LpflgLezs1ikzvq4QdAmzbXrvvdVFA+h2Vs33/TZ32MA+7jDwQMOMCCBpaDCrtgTSF93cYD/u\nbGB9fHy84r3fuhPVuQVpDJPVHeHVpLFN7uhUi+5L9Gwh7wEOxTKU3rv/zb/7u934TFwrPOx+b2CW\ntzOCMAcivEpVu7RJXCveXV01+BWpByzaJwjsfNMlyBB+eqFpFjFc9/feH0OI4YA+Gw+mYeRuz8s2\nv9cZM+59Yi6myTWjO6pkjqfLw3il3/We9l9goSW6r7Viv996duVGnrHGTGHP2hHj9EWPNB6FQlcC\n7efKOfBwgmeQCwv/cb/N3ZaHxSiV7InmA/Dx+uidWTnT7a+zJsLxbOpHPW5m2eiEwndTLcvxQvv9\n3o/hA3P+ua0T/XWE3TPtP+Ni0sCT3ND9BCj/5iWcX6UltbIq3EvYecNtCU5eEd1dU0LXge/9JgBs\nmmK0EWbhvO+JORx5loaLMa6obkS4UlLN4ofqIGm4sxLZXWZBIA5UCuE8UKznXLZh+8P8umAOpRqU\ndu6sFCddc9Z0E5zOBmWshl+ryaz9YXSy3a7X+v75Fn2tiC6zVYVH4GFAb1WPeJAMele/K9nWJKvZ\n/cc//uHbin/8+7/7/EuZzWYLtXP6QxjInpS0vNGFrBylpZERft/naH5vbTiMu2TC6+On3JvkMcaU\nANvawl6GCwZ1EHIvIMhCd6XkkJyTQ6/z+hgGkBXzDlKY2Fl3RgSyzZgSusMjW8+i76tN4lfVNGy4\nyprkpRmad+fDehkAKyJmItp8YtJGrXBdrzvzvt8j9TZMci2yT1T1yGhWRKt/7E1wGGxjkA3aii4z\nlQ1k6bnURgxZtOAV3a2szKTHmTBV9ZOfTIwx6lAiacbnrM9s97kHhhoaBQHISkLVh4U4tcVzk7Ol\n3GUaTzhs9oPPvufo/k6aH3vK8ucC/EJCmVFV9lyLc34O/aWzjKaW0wo1AHL6Wd6eYckz8T7/JeSY\nxEyDm9SZtdxJ664VK7FP0woS+vzxnWQDeyoFcl0rmu/3TWrkHwJG2y7JePAn2XW/PwkLj66+9z1L\nXpQsjFBlbfVWlnEDMu69ARJlsbpK6n3f1b0irmtdABE/ftyYtCI2gZTiMUqHkH2IMO7srPt7/v7j\nI5Xvd3qYuWNXwC5fWS1ntoy4rissfuRbaracjHB1RURl72w3Zqsg0mkCqNxSD0sK8BpIpnKAtWO+\nve93RJBWuUGoQAtlH/OSmYE/ffvps94/Pj9z7zAa0MtswDAphIV4D5VxRFhz747RAcBHfIyd4v0e\nqdc8aaM2qmEZATYt4gxIydmRPFwr4N77XKZDEO30R+N2vA+g+ZKGB4uJlDGbTTrnFAy/gn3rzXHR\n0SIicwvDLlJD733DD36ewMgM+skYArD3DvJa1/t+nxpbMmA/ejfp5IFzLpaqBoW+LGiE5pcegdEp\n2wFm5eU+dYGOJAyn0jbbex/ttvBsDs8rdF3XlJQa74KG8t5uXjOWgVptoEecP0foqkfG9bSdPmgs\nrFi9qxtOC3NzT+reZWcSmt0qJoXrHLWamrNbE9kJYKiWxpizoM/CqQU2uluNplBd+25OvC24YjXv\nqVV9jH2GMHQpp/EwIw0pHPx+jXO3VRGEWt22Yr/3vnMArZM/Op+yFdhyYPly5Fa7k+iu/oe/+xPJ\na72qN7JDfJm/ruuX+/O61t0NYWEtuS3deL8pD4Pyzv6ebwyHXwBNoCg3Ar33fl0O3SWYhaQH9N1n\nRj1T8G4nZJMmMvuK9pNuZjLb73f3dlKlCFLiKwLVid5d+b6Xo7vvLJLiiTELDxklfPv27Z//83/+\n/fv3P/3pT2RU31mlnr0idbRUrNaB1I6qKAVray23MM/Kd5UK2W96uIcTe99GfryuFjrxbN7P2kKC\nHGdCKEkqSF271FRnh/u4Low0WJiLamLcyQOG+K2Y5rkxJrm9Hr0rAEgHQDizma8Sbu8bajjMkH0T\n1jic7kkWQc8ofqIBasUSsCt/LTiF4czqGQZ5hAHv3DhnxAGOzc88NqOghzmMDbEUdM44tuFmCH/3\nradX9xMvVWHuNG8Y2WDAXKydyeYYMltOOtnZlxsgaOKi9oqBJJ2sv6Evge0erSSw1hrUmtPEMnCF\nbaCr6a7BNHVh8Xqt3lulzBbwWpaG3koJVbbsWkMly9w1gyYzrsvvqmp7f9b9LvPoaulJNgJMcGGK\nIhIfsaC3VAY6PbOq2YBS6KLokt4bVaj4m59+bx0r3FoXrGtn3Rx0hXGfQDYQ5rFGadgaoMGRePXu\nqq6mg8vN3YxF0rDufc941IChyA2n3Gnd5bSqlDmBD4tCRXWJ+qFNKqUChF72sbdydu2MmXdM8oqZ\nXVf89Luffv7+87v3x+u62g1q9jjoKXQWIug2AvsBOIyAqMlPyQm/Lr3fPk9FvY3DalQstxASYf7Y\n8NiQETBmyqzc+Eg8uaun0zUg2ASGPidgd4lc4ZNzFLC39Vae9mz2GCDp8pPT9zSfLvXUiWYYrv5o\noGrXbHI9bO/qPsxfzQDSXWrVSVZSeHGGb+Y8TRQexQmA8bBtdZAftKZQtWLQt0P4RZ0Od2RZzYNA\nt3dlVS3Y5cthV+O9t2DZqi64Ndlwk+3KSbf18N55qzbP1pKPVmlgilu9nR5W2VX5Absi3q3uE/Yg\nVLdo0/PTOFc6AyjpBoZ90++bZjRH96vcZNVx1y5AxkrQjUHktnHKV/kyxzXpoj0BZ1trLYJ3drY+\nlsV1fb4/39Vokmp0hQlk+J2lVjer22MEJGzq+/sHYc7YRHVfEbZ+97vf//4Pf/zjt28fYcr9+ddf\n/vK9lHcz7bJFWky0TLeFh+Nd6qxp5z5efoV9+3a52+fn/d76vKtaVXDwFeHrciB3vivXa+Uws8Hl\n1jMxNPMyA7L11qYQc4/WSUmHgCptn+BREYZZvFNzdIa5Af/w93/3+f07uj+//1hH2I05OZaz1Fvy\ntYZPHBE1sczNBooqSTt91FoaqPYEUwHE53vXVtjlZqpqNA9pEhNZ40CPpIYrwn/kliYnkIBs/Hhd\n1W0wti5nN1HF1ikXevaClGBkHvbVSLfPSkQSOPdhAIUhwGeNMrWp2eX/ulEgzbwPgaDnLsLIMHBW\nafMZjXpjhe+dkgY+H6e3HDbl6BEGPqk6UN2q81ubWDmLGSK6utuFD1vvrmVMw10Fm45ORxDWUKZU\nMgjsM2aDuWnkzzC7Aqw6IeM9KKAI233U213VbIdV1VTCZ8piptbUeCMMVisWW/BmnYRvEw5AGtkR\nYcMWG+6pwblIwQboZS1o5xGlSbn3CeHhoXHS3K6l7htIqqoWwmgQd3eqQYha4WGr1dli2LdvH9dP\nP1m4L1btjZ3acpr5mTSZDDShAUN33V2nzzj7IPQf/vCHf/bHv/nrz3/9u3/86/v+684mKLSrxbp3\nVXcJJvYRijC7fXZ36ljRPSYruXl0uXC+dDzaaw27BMJJXeypu1aEud/v+8cv3/fn+9XseWiGWqiK\nCHPP3V/KYJToGEq9mj3PgFxoavZOfrlDyK4u7UlbweCSFrqgk0IhtZvNhq0akHZlmBfUFJ5lYGFA\njgFUde/cdjZd46MFf7t9x5FAqqcrmzWJDsBL03rMouWElxpH43rE0/jqwx4R2VPrnpyX2ZwcLuuI\n9dQuulhH6GeA9kSRgZ1bNukd5ZCPGkkaNqykaNTJAGIBv/RGa8Eui3bOxc0TDTlZ755ZBiTGYeCX\n+1BWR3qh1sd1Xdd1qyxngdOo3iq7LpjP1m2q99frA+j3+90tI1p4LTOgs20Zx2Ni7JavRXC/s1Ru\nEbQ9BmI9M9ln3CChsnytZ2hgE8y2d9OGUmvTSJvb5XHnPUnd9/seSjVwpuIefhZCeDRKBIIDdr33\nvSvf+/7j3/z+xy++8/2+f3x+/tg7JfqTutNSQjQTsHeB7u4kZldDC8HItd91f+7LFuOgjqTaiepT\nLh1QgHt2Z1WTwRFydgylhRQR01yebqSL4PV6oXZ3GuCwuGLamaaudZnQeysrwLC4VRUxazRyBt8m\nkYbu5qymJArdda2fyPqsNHDFqnuz4YhlUTUK+Hmrzztw4tbmE25hCBoaeLKcHP0kzQA1NFU6pBpT\nVj/UoxYkh03nTbORbY5pT8C1FoT73u4RYdM9d/HRwLYdkn8PaGi4WHrS4GaPdXwVQER0z2rA1FoP\nsWqg9/e+Z9xSO/1J/8FIwKWWfIW53feeA6vVoyWcZo+glwzy5W1477urMQxX5YqYFi4GrlXZBMxK\ngxJkZ35moVrSOPemsq+qO/fEW3YWjvyBLdz37WZ77yc+RJkF4PVaVcVSZo7egjObIKrkI4fstvDe\nZ3HtJ6rkpHN+HVh4KLUDRppN2Extrtf6fGd30xfQNMZa2cUWZLl/heWII88ynZ0QnjF+ve/P858l\nA368v1P1U6xd+513S10YvQDNNA+S9FrRQ2yRDFKLAwiL119/+czPv/386y+qARXNxps10bpriZM2\nhMqsnYwV7hO808YIr8P4IozxFQoFYESWExPnI+zqRvcY/CoraaqaZTGkrfOIDgV51K49yTDPkE4P\n9hdi184sqRhGKNwpsYFstXx2N1D3XrGsD3E5wvtRkPUBNIkEfYiFmiAgSZVlRvNxJxfBiIC0ay9f\nK6J6B2YdyjIOX2iuRz0rBHeOcFEt0gRNFQbIaHh0KjZ8IWJSNHZNIMm5D2eFM4IYc/Pwfe9xHs+s\n9MuJcvxiXWbmYdUdEdk96jnoTJX8GVG6mUmTsTMlsg4tnTDf3aoK91GQzkn2mByacJijCNTk56wV\nJnYVhB/vt7mBGPHBdKR774mdm99ojG9TxwLwSa6W5sI38xnRgRjzdFW//PIVI7b+eH101ef7c+67\nSWiRNG94VVIGTm5Hc/YNow2e9RIhKSK42VUmx9lPmtngv5ozDb5v4UR9dHerSDcaXUZ2I/f9/fNT\n7ncVzVvNrhbgNha3UflVlzlRbbDszlJ1Ryx3/O0//mN/3vZ69QznIDfbnXeP2UoTMmcDldRYtEpg\ndh+7FiAoqwKok+DyZaFQoWrZmSXk3l3VXaTtSS2Xdh6QtpmjaOGSqvZ5jUcOC86D212ihfneb1Bu\nqPws4CPWAZg0g4RxWlwB3eUPMASQe0w1MvosO/HC06cOxtnO/LRJKMJEa7YkA2KYJXM6Csvc1vrl\n89PdY11V/f78JE/8S2a6h3Gu9JnDnTmquU9e9tnFjR1knvEn34YP/EvdcG/gzpQ0TousDPN+1rXu\nk+FHCrMSDLJ35ZF30+VfUqQR+ihlEFsyjvjCYO4nXXS2KSUJagxIjnNLZVWWaDEGtPMWuY+4z2iL\nmldoivXJfpWSz5VCctDMVTlfx7ePDzPb75uCGyF8vK6v4W5DtpzmH9dr7/3+8X3ft5MxEvwnb+sY\nQWYOLpkf0+nwRF4fE/Z2ouaMGGsSZBIirjtvI5hFM5pVz3XTz2loXeVGk4ZwBncntAuizDyue3c3\nLpDoGgUjgMNDGG0Kwt3d770b2qn85b3vNLJzVj8ulNNMMxjra61wn7fXjDAn7dYJjb03Zgc7BXkI\nG2zavIECkxLUBF8rJB9DU0TAPFtZSfdzNZDhvOBDdYhYA3XmGG8ADnwapirSX5enxiM8aLonzVwV\ndnEumkxzR/fw9xqC2FV0w0T2mA3FdQxyDqJ4crln1SxZy0iLmCLwivX5/lT1mn6uu3Z2n2ieGZQC\nfL2uvWvvzCo/lB60fs0h62pOWCYkYUVk5t77WBmezfiXner41AFA1qCBcJl1V5dItg744jKLZu8c\njuMxmvx6DGHuT6NJvezqA2fMOQWcsyzvxhHZAmpgUdatRsCWXyUUDIPtKkH5+UMcg5X7ZNiOVSvc\nPFyQtc2PMOdLdeWu6ryWX9fVD4fhLJMzZyq2K3sogl2f+qw6BfC8ek7LR678q2RCbaPy7e5OP2DY\n3jtbHcbwS9135fv7L9fHa63VJXMLm9Rrvdb028fWNC3izOVdICebUpqBtrqEfaPcSvB4BRL7NndC\neXcDs6KZDx3dsS6Q1arW4IqOC2HNXr72mSASVZBqZ+60A0clyXCfaqilyWKcVitytBmBUaDVLtIb\ngjpzG4f+fORkzrP3iBX9yK+z0aoP9w8zUT/vd60VlKrh+Op0yQxJqSH1E6zqVvu0f6hRDo58HAN+\nR0syQUDdKbWtAX6wsiorGMcSagRMOc6I7rwN9BMiAVWZsNElXsM+Kc3NmfsGGb6MdPM25fwjqjzY\n1bEL12xjBw5Lc5wAv8bT/c81dWTU9iWgeWQxPdaTRyl/mkmUij3TTjQ5OSGqng+FRwYsipj0GOJG\nkmOYmJxelhCFlwfAu7OPEHEw4SbJ3K5v3+7cde8+EHEBmOFjkDSv6rWWh92fbzCqee8sTIgfJKm6\n7ibwsZZwunSctxgpCVZ3uVNwTUwyZNK+bwdjbHYzRRO8zUZCOEsXsFuNsrDAshGizND0uIyQX/Kj\nnbRodWeNbCY7Pz/bT/Y4ILgZzDLzWhc6Zz55OMcSjR40snoTuiyGL5K7Rj82kYgAICp3YbPnjEff\nt9PNyVh3daHNCZk1urMbKuzKyxnGiZtPwWWgj5prSmhnY1gM8KuVyy3v2wqBuOyjrJqde0wXT1hX\nt0EGeDEiGjDaFm4NjizXvku6ln9e4K0RCww0SsC7kqTRnW5ad2Y2S3RwGVPd+z4o+9aZATQkZe1w\nN55yherueU9t7IVElQREaQaulBUBZAWJKgte4dplICy6t6/lsvlCqgtgA+PRniWH1LOUg1DVrTLS\nQIGpXnQ94WTEf81bwkdYK8wq4rnHyCMRnW9CDBu31MTaYQTOM46lsQS0/MxxmV1TFsORXYTRTTVB\nKWxYCEHziL57d2o2HAwB5vAVu/auPUlsKg5pqiZvSWM9pkp2edPVgPkjbC11hXkYs+Gkkfdsao6o\neMR3xx6Q1WPVIcdIWke038hOd28g5C7rEqGZ4UECVOcD4s7sYczOamTen/mDhK56ZjBSps6yc9rn\n81c/fPciaUfy2gLBJgElGt3L7BVRe2fOhcxjIMCkYZ8xUdCdgFqlBRhb7DtnVWatQKMy1TC/xHbI\nfR4qCe2KGnDDmfk1G1esVnd1sGadoMv4WlfenXkrRovUv83T7WMMQkHTHLqbwDAjlVUe61/+k3/y\nd/v948dfnyUWx0PTQDdm7X9nipVdgIeFAUJjkqEgAuZ+TnEd3f8c+ST++O13O/fuNvcbtbNAfPi8\nTsZhc6C7lJCJE/WFtvGv7q693w25bMrgmhzzZzAz98PJxhj9iNpg17pm5jTlZeavY5hzEz6Y7epG\n1VSEv5Kbfn1Hf/OfJR0l3YhwUNXipMaHj0ylc5n3aT7twbYP/sh37nMASAVZncfGPUZ6XiqpzV3d\nO3eqMeL450I4/Bj1mNMHQSDRIwhEhDKrs4Fm5+E7Uydu8aSAkM9yyzij4J0bAp+clhWrH1L9/KWk\nDmME4dG97XzPMV2R0CDRve/3HHWG0R6eGkJP7mpVgXhdLwDD9XpKj/M2Zebr9Xo8H+cLcHOactfr\n4/XTx8df/vIXM9Asn5XgDGxnNmZ6CIUY7rq1UK27GkGfrChj9mFHGBnGa60GUreZob58Zx3hgO+9\np3K2sGDp5e5oE/Z9m8Lpn3nT+ZW9+PWdgYy1QPS9W5o+yQBbZsAf//CH/+A/+Pd//i/+3/p5os2M\nxwnR7gawR2dGPkq0IwFVnzCMcQ71wKOfLuiLW7EiFhzArs/d2RB8lk6YlKtdYzZ/XgyCdhBXM4tr\nzSxPUhEzwICHo86Kv7tzwkaet+W8h7LTafRB3H9dejr8eHAUTUYebRN+cy4/+j3IpnyqHmqiu60V\n2NUFg1JillnY1GbAa62q2gJAE3OnOWOtA9U/Egs1kGpXD2dSPLQR+gTc3mZmR4o1HrQzP5mveI6g\nGU25u53Qm/Zn4DUvTwOdDWBd60uMbmb3fc9P0ZlS+/yBXYPP6wfkIWn4AGoafRwyu6q6Jg34tC4t\nAD5JtzMb04iKZ2x78idmVDt/eD9B7jP5iMlP52CU82u/MlFfI+51sNE/vn/e713ZEl4Ry9j3ngnl\nnHEUh9jVwiQ+yKfX1OtjVeve6WbmF83cImlKZPX73tN7iwc8PBJsoVdEhN95u5m5hYNffOysdg7D\nhR5u/SvycL4G2pnFj2QhpRW+gGzR/E9//vnzP/vP//T5CwRhok/PzT7z2HpY2sBzqQ5ZcDw/I54+\nbkPYg6P7ekoA/PLXHyNEH9uxTXTp7h4vD0zQdV1g5d6VUvfI/HE4gjwxk/MNyUg4vZADxTDaLMRJ\nOnwCPeeL/HrgTGeheg5dkJzGdWQng4QcGwtFjMfvnAJdRzYzfEcAsIggLLsjzGZSrQL4ipdUuQ/3\nZaqZiKAhs/ZOmLkFjt2xH1G73/ft4LUuQMdnLZFck7Lym9PhbOcwylibDecXUFSCm9Ft17GbTEIp\nn6Dpr/Px6x37UkScEgYgmJXh0aO5G8GqhwhIiepuusW1IGRKVcMfkhTu3bZnDvKci18S/HkPh7w+\ndy+IiKg+fJNJj/76Nc3s5EmThCllYHV351ohqdSijyorK8+su7qBx2g5+qoK8yy44O6xW9mpTbKg\nzO3AtdzdqtvB6uYwKHDE3HvvtcKN1QUiMIomlDnoJ12oR1nLMe8cE1NrGG1nR0QiVlwezNm02s+5\nP/OvnxAMaiV6HlGBI8kRIOoAHACpwYFdPHjAKTts9Oq/VnN87LBbjtL0JQa5QeaTlxvmsti5q+pg\nwDnCy2Mq74md4TPdbE1E2Zj55+D8Ok3PqqcNpJ3tvL4Yh7/tAoWm7Juvm3r37hTBgAVszy+u0+Dr\noI3HGq+v0ee+byZWXBsF47Ve7/en0CH5tXrvPM2OxmKy6FXlZnG9epjkc/UZz7IEhwNcUBt9hXXP\ne+hiQaUe00b/asU+0fRVI+DOWb65OyoddLM7c6r68IBmy4p8UspGhfosro6eb/RI8yfPx2hmrMKg\nzaFTbU35k5oAVZpGB2dH0IiGXrGm4JzKdhat2jKzaw1Fvhz2er3e7/dXsYoHwDHf6ev1GkGyga5J\nlp8KzGmsyu49acjdfa04SpGmhQ8Rm+ZdvXtO+PI+5InO6jnCEaxdLbPT3UyLc+8aepXEvVNqc5ZA\nZ9CstKdsGKFVdwJtcg8fPve5Kalf6ytC451vobhh5utlq5XCp1yEo0Ua3LraJgK9N2xyIoLSrh45\n6PTmINxdxBA+42lH5/1xektlVt2mdhjBycQogH783SAyy6zd7cxO9CtPXNWHL2x+SG3d3eXu1SN/\n1d5pZKzFgTM/quu5jU8A6ONurpF+AVKbmY9WRnCZmy2LUfCM7K7PfPVcAs/honvXgmfX3SmjOHYM\nfdabnwY/KERN2BRkjy4Hp5ikmVXnGch2BZ3Dpvd4ozLzdV19bx2wt+alcPf7fk+K+BoIxd4Rcd9p\n5qRnZmDcZkAr3Euis1tTuwzPTr9inATBHGY0xr33We3MlWWTx8ZBlYrzetIokrtb2abZM6vriJeF\ndrePdXX33inoJF49Y0Y813KYGy13flXaAEYM8CWR+3x/zrEqiI/oQGaf++7heo71vs7WZATXMNJN\nRO7UWDojhsShxByyZgYf8zpBqBpxij4alPj27YpYe9/z07YaNoO/jrtuocwwC3d1w8ya4+2UsbKc\n7u498rsZ0YXPIxQWelTNt2CqpOmZkZ/zlRQO8YxTXnJWNWrITgbPg06cSQ+AmhJ01GxGM2YdgbCd\ntk8NdVVjubuFk3e+W0+VsnNqCP3m9NDXyzi8c48WtqvrVjMswoepqK4yKTzM/TxPkA60xkYD8dUq\n12guMJUEqmtrBLUjPPCvdQIIN1Y/6OhugL5iV8MNwHvfTjpDUqEoa504kDkMTHqQrTdJj5A0shFo\ndI9NKSxEVZa6P9+fEJ5nBOEu4PV6gawfP/C4jQHszGncDIhwaUOikJlw0/AeWy5ba4l61shLamdX\n1TWtmkrA6IVypy/v6mmwBVTdGGeMROhaQbetW4lHuDbLCWrgC2AMpKwNz1ZTIyQaHdyUAMH3fp9a\nRmbG3Ptaaz7V801JyiRAc3GQc+rnRAbgzpqlrkENUrMnnA1qqZvs4aaB3VpjBI+rqLvr/GFuWb2H\ntvMMiu77s6tWhMatWj2T8JBN/IbPavNyP5nY4Pf3J4xccULGetpCAnCcGKZSV+esippICTIrFHLe\nne79KEj4jBEk1Khyu9poe6x8BjZG6EKCFqlu0sIJ6Pj6zsxkLHklTMyIybW3qdfsLmiZNa5i92dn\nIJgx7NBWmiiHDDuzcnYd0yiyq8Fep7lRVxkIj+yitMw4krduJ0td6jZTz9oHJDc6AWsYOQnJlQWa\n1K5yrljxTgmQ7GVeYDncvI8zi+aurhHQjR2ZeDZXrLOsV68IoMVy+qxMZqVWQlWGX+KUCZwpIg0O\nEJXdP27OpnzBg1Fov4Lg+/1ZktDGSQ+jhVMaLCoaFNwh0xgy2GZcu+4KQNh3GbDVCbS6G4X+5fM7\nSRqzN8nXGvh3qkFiv99zrYm6Uz5ZeGaFKhSFff9Ya72ueN+3k758mwTd7xvSKAcnn81eWFwq+/y8\n0QqCnZJMsog9370ZwM/RDofTzO1iNbPp2LsbQhhjaWftilEhESJzSkJVMLB1ER++ZjHzrtvdJ4e5\n4bm3njgWyXbCu9yJaviiBbDZxUZMy+QR7ta7hmoCnB3a6I+NQHXE+upW7/s+qzDp2Qr51EU4toNZ\nkv8q0q0qczdSj+BL0rrW1/RXJwlYU9EtE80nGay6Zk341bDZE97i5hTdTuoxRFPvvc/f/Vh1Rh7D\n8yPatPWZPZlrZ2Cobh3kUFWZgeDEhQw3ino2wfh1yj//7Pya86DPeKOq6I/qmpQ0NCTApJbOBoyE\nmU0qltFIXNeFmaNV0s98uKqNNmCYPWXtCqpqgNtqp41aavxrYVFd+75nqU4eVhd7KjCd/uoZenXL\nl8/4x8x70ExzW5mFO42sqvuetcqK+Nw5cH41UrvRNFsv0y4JTsN02ifW7ithxmMkoTvhzJpXzp65\njszOvGfPGWokUC2bDce4PHdq2fH+0Eav9+yUMDlPEYFud9Kw37kiGqzapGOWCtPK7IRPXv2CV6ty\nb2kIR5p2lmJmXq+rtFE11RhBX75gXZ2VZ5z4aKe6m7RH6ZH0ZSbksDfVysn+ctDNg7Tufn++R3+o\nCdTAU50fyQa6OoIkq2sC2eeFe5RSR2B5Tu6HYjgl3IjKhONyGZU3iOpiW9apBaRpWysr1bI+Sx7M\nP1IHm/81m85KkuFhgmoeGg2ARtk0TLtSu8aEYmZ7nw0bnlFnPXpLkjt3d2NCGw8R+9BfZkY9R8ws\nM/GEgY54vVqnGRis+LSI7nNhznBpnm8CWVk1bjK1dPctO/2pZvz4m9WBh/VoGGESj1bR7PO+JZxp\n5ABzn/FDmA+DB5DLhMm6+VLSP+BznB9p2aqdmTLnlJdnIdG9s+QygLCqorBWmLorSaCpBtSFBlWJ\neWloRMkB65G5qBsRZ9iekrIvj0SPGSqWk1Ylm2CYrGtdEMcPG0Z7MFbnU+miDOo5DiTVzitWee+s\n6qqcFt0bWdU+oVfU8ihB3ec+qJny113qMeOgp2Xt6mTafGYCzObNMHICEMQhWDZ1XGrTEeiRLn4d\nvs+ZjanLaKxUswMK+oLHda3JQgOp6rMpMtOkaBhzDBdQZvI8tY8DRSLgETpD6lFaOmk1mYQtp0Po\nbqMNEnb+ceGkWPUojGZFnmkOD1eXgRBQouHyyBqzhCnzK4kNYGYaTYTYu8vAlq41t98ZvhNcPJWe\nPwE483X6MOG63DyeSOCdua6rhZT8jNtpk8KHqRRmO9Jfw9J55WYg+IwFJ9qJp6NTHzE46BbZOcuP\nziToHtXzhCkz12+GUvP1fiXLd58UYUhudvZ77gTMWaVZBswyo7PCjBzv1FErqltsA1OCECvCAo2t\nuRq/JkbgeKzG6DjQTunyWM7Pz081J6Weh6wNlKrLyd1Tq7KqED67p6qa5q1xsBSqDg+43XvbMOef\nVYQaZg6W2UTX6ZQSLXdrgVUEqlQsp4XNzDab824qc8fHFdf648fv+nP/w19+XhGpkTbCnSAnCmEw\nAlsFIIwannecb+eoR1utmvWpG8JPtSnSn6wx7ZRko3Hvls4Yb876Qrk0qCdwlLR0EamY02Ua6MaM\n8kjYHlIF2N1ufvicEwHXncgzpp+l+5kXDjXhsPRJ7N6je5wd6xzYM5qbCmRujPnKrxWZCWJdCwtK\nEJxRtc/moqkgX69+vELHVQRx8HqGkpabG6o0ZOt5Pb5evNlq8aE8zb/azt02JneCODkjhubQh0cA\nNL/pWWYE4oDMni6xu5/jCTP+sWOlGfjF/Cg0MvfUhRP8PmfQyGjnlWdVhfu64mtr1z0kTzOz3DlG\nmfvO2ZFfcblH933nfZSpE7c2pUEfqz6AEygwkrnJDyPUXTjJP1+f7XwmrSPEXxFGu09aoCJWDvgd\nbYAblkeNYReiG8HKL7Xm8TYMd/jyAXJCYuUXknOEDyR40g1ESXvXjOpmiT/H3/PjjQo+Key+ESDY\n58pnqf74+z/8q3/xL//8b/7hT3/5Sw1RdoghZr687pslf2T2M68wmrtZhJtVidUCdzepRQcY5mEu\nNojsysplC9Wan22YX+R1XVV173vFoh0v24yLSXI2kkJmHU3d1+M4P0uOfsWOGm/2Y/O+jeBwttXn\n8u15keaKm2o+iTLjijXfwGAaMmski+/3e611vdbee9LlW23GdS0SQ+rPqWMbbLHrg67WjyqLmBHk\nPO7h4V2AflTBYIF5xAxz7xjN1KJ0mbe0JxBnTPHA5JBO3teMl07ZHBMYgPm9VKCKE9cV8dTep0Gd\n+vbu/fXfA9CEdD+6FLqdIzM1cR0j/nIzlQaifpZstOcfw87KLAhrrSfXid6a2D3tXuCcfZl5SmId\nlc/8zVs1txQnVH5wo6mT7ndSn2b/e7K3BrYd4e5Ow73vnAXpSIlbVRVhH6+P728AjbqBCtjF+Oz9\no1tEHbQQYjA+Tml6MXR1e88iw9xzn46OI7ECSVQNRXp1pdvpqzGUt9+MD5x4vV4G5t65N3I0LWcn\nuTP/7k//sP/6Hd87aABHdeD0FSF2Zxk9zDhrbT71I7EnG7FOzsbcxZlJoNW7nk6FhHN3hbvNm2LW\nVWZ27/vXd6RKQLjz7GBn1jN1kce8mpVDNpnzflayp00ZSSXPNrMiYvahPclMOIfcdIBTymsAeOSs\nns59+XBTTjFJgj7qaBsFcCfEdUU1Zj03PDBKgC3zIdRUn0XQ6/WSTlq9R7ArW+Ywt7o7aH5ItSJp\nETnM0nHuS6qaFs7I+bBIU+V0uZlPYJsRJ6qMsydUni2L+5FfWCt15AFfF05qojV8pHDzaGemN4Qe\nUv00gXZeryk6bDYNs8upnQBwdB5Ytkiyt7obcnDihabg3bnDw8xOmLmZe9y1n66WMFq40RyCRHO6\no4GCqsVeK76O6t+2+jAaTDWgJnOjRkky9COS4HK/6GWdRDomsgZjjnmMzmtFV2Vr92asEbW2nmX/\nKU1GbtbuIU2QMPbOSeOBYB4reGeOsGbv9FFRebTQXTC6sfpI+398fkaauU0twla2Ko+WHerz3dM0\nvSzgETjWbdSds69gSxMEJgod5iA3ekif45kKj9dP32Za8f37jxlMVKZg4X5UBqQPWVuA2BCXHxHg\ns8jSKExWrP4S5qkHiItnLDkP3/zL5hteHuoc8tc795jDvrp8AB6+x+Ut/O53v/tX/81/367f/Vd/\n+5ef/92/DX0CSR53nDHCr6yG+11b0PJ4MaD+YT9qih0aaXsnYWsFgP1+zzZJRhgcVncOohlmT6vG\nzDaHmTKbxhWvLkH75J718cHNtOPcbJg83VNMTFcjIMLZspak28CGE5fPZgUNOA7sXcY5C7vH0GL6\nyvcGwlw80a3jJlYrzLqnvRmpI7o7XtHQbqjKWt9sjbSSxs/O+o1M5IgkybNxBibnOFaYcStH1tiS\neVzXa1dJ7xWh7m/fvv30009//3d/11l3mRhGQUD3EbiFmgkF2400w+V6XQtlPz4/J4m65lAXLhha\nJfkXUvloHuwciKevGUbBeL4c0DjdVlwR1/v9y7qsKt0j/KML6K6qRq/rUs/WAWTe92e4k+ZhWfV+\n52tF5RexWq2m0QhDG23vGUo7YAILN4BH4WMSct9zCH4N59x84ivWuu59d7e5dfWcgPRD7pg3R9AM\niA3objM+Y8UOusOqK85W/dShGJjKOacfSO6ZEAwP+xlen7vMQ5rsNBBGoVBO0KznOdYj/mxR5kZ3\n+5f/4t/7D//D/6l/++N/9L/93//8j//gnaPBkcrdO5mP5BxQq995F3bQ1sf6/cfrl59/2bt0vLN6\n54YUZoERpowiLaEDT1ZmYyZNPrsv45OhUefOnXHuI1aeIkASJn50ft8zCtZ5K6rrcl/0UqGawGW+\n6JDKzSDtEmu4KSORKmvlacZs6mTS3EkVG9MD59hrh//CQjkNRLPnw+9YMFb3RkNqNmQ1qoTTf03N\nduS1aHHGAGZs5L43S+RA+sePlZIZ3+97CM8qGI57Y05+GxcaDwW4jQY+y5h9z22PyErVM00iukqj\nMRRmMX3yhKVUEwOeV1hMMTxF5lqx73uQ0l8nPgAJVQ1lNy8bDPKZRQ983dkoZJex0LHcLbizGnhd\nr9ybRvZctud75JNsc1SVtFZV1mAZ3H0i/uYAnlt61xakQukzPDRKdcnDSY7BqI84aS6VmTGOfHJ8\nWzNY6Xm+hvJ0YhL8JGM1n27aHr31U2rB3S+/Bmq0rmXuleevgTVkdYwXZ5KPph8Huju4rA1Sb/zl\nL98///z58/efbdEVoOXuylmmlkEoVSmPRGdW1vrDtz/+k3/6Tz5/eW+Vuz2GKWiUzQJq+A5d3ZeH\nnnyzcxGigxGAWh/uNWQl6ZwBmDcQU2fOn/x8QwDGS8MjCATU2F3h/FhX9huSj9BICBHGwuBwmJU0\nG/TLUPTDwt3f93s6jaMnP43AoOXm4IxgDFuexuxnD1ljRQCcKYEaoKA9ebpOry4zuvlkx6or1XEs\nafNvmsk5qgq0LlM2Ge93Q9ttSXDDWKvnd3a6SUWFT9TTc46hrUkvLp/8+KO4mCldxOmfn6buWuvO\nBPTx+hg56JQb8x7e9z2l2fjUM3e3IPZZh9wC17rMkKmqbMmJqqI0k0e3GHrBWPU9lj2MnGksNYGc\nYvc9GhKiQdMTZj6z7tMkdx197KQMPR/dTB2+hilVSTBAkGPWmf/eRfOQeuBXfUJKbYS1cIvzgk1q\np7T3BmePOWM/O84d4isAZM5aPdSTEVsOwuytfX7a+rXcsq/FBjWK4b/723/8X/9H/5u+4s8/3pXv\nH/VDgPKeJUeXXkGnq5PPKWUwN/v5H/78/edfusqe42ldl1D7vqsK/Vzq0iDxR7pp7qXOTIMtBlmA\nuZu6YE6MXBYQ3Djw0qE8zSPGwWOCZtb82tWfSUJ373u/zLPyKVrELBrdrHt2NrOo6MoijWJWtvo4\nVqdEmi9PWh5zNZe6pjToqi5f7obCoKA1IAxx9uk0kXVms91NY1jMa+Bzyq5L1Xft+dG7JwaULUR4\nwbra4zJa7t010Ekwvqxlcwz5jFhQqsoBE88x2QYPXyt6F8yUNYPVgviMpefb6e6D7h5iupRdy2P+\np0kBwAO5AYTjwaO7q859AgyTBakau7UZKDosjGudKAE3dxvEzNEnSLquS9B7J8GJEnkC1B/Y0vP3\nn2ZPwGMZ0SPQ6Yf6t9Y6PsbhKUhm1r8xkw5y5RnXSYCTEVYlNTIzfrtXwMTu9CRdH+ktdChs8zZ+\nbcwF7dwkl9nwqsaEQ7Ik05HMDnPqeXsHCbdy548//Wkj4QbszlHi24plpsSblJNNs64+y/FxW+i9\n34S5r8Js+ecZI0mOeDG7IZt0YrXIzsS0NQc6Uu6sqp21Ys275OF6DC+5k88pN0Vd2GSeUI9F59jc\npK+mxsx7LivIBRPn6zn95EHUnDn7eDJG44qaEMiRhrRzPv0GbLRLh4MBeMS+31YdtClzZ5bhsbSz\n1XiQLZlpPiGdrHm2pEF0RPAV3oJo973PnFTnKTro5CqiRi0IAqN6p1Xu13V9+Pq+P3sk1lBEDG+k\nd/asT8zMbeiTEauFXUmAmq3feRkIvt9vjrrgmd/My/P1BJOMZZBViVyl7RConR0Ra4UyQVYmaR4x\nzdR778oC0Tv11JwRce+nVpQAb9WMOTi+LYe1D4s5M095LJjZmck91LkzWDwqn4cqdDDNXHGoUFkb\nQKu/aF1zP45oZBSNVR18PCx4ovNa7fbM2R+Pj5kFAkOtCZ/6UxLHBvE8jefx6sLhRtr8yWutqab2\n3j4KPOMaVrJmSOVuviwq3z4CNBze4axozehmlfoWHw28q0bfL45VQua2PJLZPVoupY4+5s7sahCl\nFg4bo6oTE6xGB5zsWR4eoSYARayqqsdHX5lGjLLW/GROTXEistAF9cScuBHc992S+wxIHpv/GfAA\nE9M5w/d5UkhCM0AjfMrLowo4A/om4eLlXuzW7AC7q66IE2BqNkdkVdWsvLsp7bEGkCX0vUUzn9O9\n9t4CLUKtnWnEigBgwJF6AeqEBclrhSi/UU9drqNChLrrfXf1dF5trDpF0LxPszsxdzoz984dEfFf\nl0/MMO8p8+hBM913GhcnIx1JKtzHnWvOZw1Ub4GwcIpMnlrUZiLxdcdUzZDM/QU6KXcbamtE9B45\n+GgY23kGXeGxa7iMJcjdp3B9EghP1Nye6V/VWotyaDCg5caqXuFrnUC+gV3MRX/eKzzLa30Vv9PZ\n/2YcOtdaVj7Lak5RzCcOXl8fnpmqibNAG19zZ5eVAL/M2zKTA+oZuht6cSFVmcthQHaOv/iIiEfx\nKMwtPf+eUr8/36OMf0QpowgRZ4ww9b0ZGsMe70ZBlZMjhVKPfux9b5weGjym35hPgacflptX57yg\nRwbbxyrexiJkkyKrqcHWhH+fx3C2s5Od3V9VelWdidhMcs9n7k7urp4KSVUaAj17SM8lB53WRKrV\nnYIbPeK+7z4R1mY8UeTP/X1K6bVW9hEMTdwVzR7Lx7ZYdhqSkX70sgmikMPu9xbmd+Jw2SsLgVge\nG2rA7PV63ZVZKTtpxP0Yf1tiT8ipNTIizOz9fmflaJ3Xiv4NvEfq+061MdjVZmwwwgOWIwD+OgqB\nliycsXqUj2uFsfedmd2/Vr+AqtAtcw5/VWLe948fb6e1NHolNz9U2MqsvNbFScCY7wSY23Xqwe7K\n1Gww7868Wxgbzcnw4zAchKw6ny2PqCPElhHqQQzMmsjNMzcPDrO+Xsi5/d73e+znZsYzJsUyY6O6\nwl1CDYfTrLppzw3eRMtQRlymqjS0pkWjuvd4S1ttFkMDkPRxvZq1753aIFG9GGvkIAYZRStUQrG8\n9yCT6UZTUxhUmAHePTBEyUe/5X6ULkWQdOPOJhCLbu7d4f7XVBMGGfjNX2/6j7ohdfZwFukru6vS\njBEmMjubuJV7Jp4c2QPCGOEDOBNE6YtTSoRA6YQ5TK55G0oe059IbMpIc6HfquXhZNV2yWBw9aCa\nJnOEPqtAuc4e/lnFmcEJo1Vj5shQBeWI875Vzjz57EfMxsM2id53dY+uCCLyokuItoj1jq1sAwPa\nRwsJM4ZbE5LWiqoc7VFwQisIoEcXCHN5iDB/mp7qEuiisvdaFw156/Oz7nMFnCHTrMLdlyw8Yuq9\n8Zrh2Uyg0I9ueXoXApWq3A+wM6dcKGkE0oMg4Wj3gvvedIRFVU322+d9N8SpioeOOcH0ndBgc4iW\nzNa13pmnjx9PD+Em9xjvnvrIGzBykfk/jcbHLnCqDsnpgq7ruu97dCd53187NANYM24lgPd9P/O6\n2cUYrDpTyiCvCHVNmMCKiIi9786m+9nruL0mZ7gFWKNhbkdDWeYugk5EYINgTQPJM3k2Hb71oDNZ\nX/aLU9rZSaFQCu62rqt5j+eojd69Lo+2zBJUzZ0JmtmSdh/a4Qmk4wQSvXNqcl+eXTmPP2lu6upW\nsmc0xYeO8dSZJZk73G3nLcqFEszdne6r00C0zTl2t6a51Nh8UVmtIixgZgaudWWVjsBfsVYf3UXX\nVnddr5+suXfOaqOyih3017q66p33GEDzgfKcEicODJYtA41cIBgG9q4cdjuR7/flKKIAloiKqaf2\n5ugnRz418RJPaYBHpUlTVwv9Ff3ibt313j9OuUUCdl2ru4/uknatFyMy26DXim7L+51VMSvER4Qw\n/ZGRywngnsEYAA+D0cd5pC/Kmz8dQXfR5rAeDh160mrC5893jqBIx7AyU4VW0OZf3PtR2HvUbO4l\ndwtNx/7lKsjKnfb8rBMVOpLOM50nJhBrqrI6mj+NGS8sZnz0LOHKSPHQT3PfM+2kWQ3/1GiwcB8i\n+ryu4X5n7qrw6K6qopHh5xtpVfesvLMTxtdaZrbv+36P0eYxS9lJtrB1kltafFfieHd6clrOUSp9\nfr4lRTiA2knir+/3XfVFUvnUmwj3ML+myXoa8rNmmhNulGM4bBeoJJUdJcABmU5dtPc+k77f1EgS\n1jzrO1E31O5hLI9Q+Of73X0Gbj38JZ3p5Xid5ud5v98AX2slKiuV+3RvD/ty75v2MjNOApHg4Xs3\n6n6ty7lSnRqKxHl2v5745W7DxgfvrsuC5oZ6mbHbgTCa2c2aGmTEjRrEqGT2aOrInVvA9XpF+Pvz\nftcmJvFW42ifWszd5xzHoTf35Gd8tUXT9aAqqzP3TE3MjFXdk3bMuWbOmLDFPLwPCLTjs+4T73X0\nxiN4Dqoz851mGHOCuanGV4g+0UC2aNXdLY7zdj460OhtmOnALDmGYGArpnmKUc7OjbH3NnACD908\nK+dZEUTR3L7mqHwG12Z2WsTnpKkuhztVVS/36uYA/cUVbmaZSWNnv3ObEbPW3vuL3pVV1U23pjK3\nHRuu3M0AM3qHA6nsLrS+//J9jvlzAdq431C5x+CDR5vbZM8jpzEOHnxWHEBmzzYtwt3jzpsqjwG/\nF+y8Y+omv+LoT0E05dTIAHvv3k3geq2e6LpDDDvCly8Bw+mtaTgQjSkdR30OPp63abB/+njZ5Vl3\nj9JOmiBlMzdZY1f3+777hDdR6juJZ6D98Xodgzy6uqsSnDcX7m4oOT+uV+98573WYkulYNQ+atup\n5arKzG2ye9UQtsZO3BGG1u9/+ul337796R//PDONV6wJM+onX+35rX1nRqzqmm+/hnY899yIunQk\nCFm1Is7MSSdbYec2s7A4VhKzPeu0Q2yYQVdTMg52ZwA2Y48tADQP0uEcVuWDKm2d5TZJp3fuEWM4\nHMJkaQXcfH3WljSJyAECPN+JjJgD2wR877eeP1zPuuIZDTCM7FllYBzTz3Uc3ur3/Z6pNU9m3zO5\nATCmKmm0/31k3JwBFCdFHeLk/lXNRzsb5PGzmRvC896zYjhF78xXyLmE8TCVZ7C4915hQR992bMk\nKLWMZsCEJVBoTWlKkud8muLcSTvekVEcVlZWuY6gGI9KYwpYM1TmzDN8Ee35+H1G1lTVM9qfH9zU\nfvLPTsXlJ64Cm0qdufZ8XK2m6H7wXmPHmLd0ABxuApQlAr98/24Z86zW/PBn/G3hHkTn5ugSpfAQ\nWF0eRjvooqMUMuqMBOBupTzKSbcza+2utgi/KyHN7GTMqVUVaxmt60zwT41TlZn5FoE/mEvMzK+J\nbpfCvaXJQLiuSyPyfOJMqk/eC05Fduqvk0fNX9ddZ0BoI5ezvfeXKmut5ev45uatnjvKhK7kpBAA\nPtSCzJnWTguDPFpOjxBQ+z6PwfF6dEze2MTvmLXaYjlddV/XIq32lrG7CwpG+KMZ1ql67EmnmT/5\n4OoMZisIOFmZEfFa67fD4lGLnumoTnLJc/gfE8MgeaaB/E15IEHzv5uJtJrDZd7ggsh1BcmSjsBp\nbpQReLm7sYbD3d1V7k5xcASVXdaqhwVCrFj3501oTushfLaUgKltXZyF1XIKpX55QH40t8IsA/Do\nE04zUOpRwKRsoGw2WWhz1rSRa0UdYjiG+1BswtZaDrzvuw1Oe4WjeldKz5nyFLF4/ppK6fUKte29\nz/gXSpWL88+loF27RhKlFi6La10zvjKfWTTVJ+InPIrYmeNEnki2gLuxVE7K/FrrM1uqWBErfvzy\n2VkrrPf9vgFgApi/1ndmVplC+VP+Tu7ArmwhSEn/+PMvxh93i+Yg7qovocywKqt7zq1GZ2d4DEc8\nnCN+6K2IdfmFaRfchgr0ZbM67hMdUvv8N5k5qMTuAtqNbmYGl1X58xiXmeXeTpexuuGzSNBXuUTy\nihUrcucXkI7he+8aqJ2bqnfXVk4I3/VanXnXhrGbCawVC4xY7x+fDa11TQGP09KeJfScyFO9273f\nXW0PlM4j3u93Vg0YD6fh0fzNT904/Jsi6RbGU4RLkuhHlSgK5Akid2Lc3DAI2JWTlojDqKKZ7Uyp\nA8FKgpfFO99AL7oZaNTo0B0enmPLV5Mn4bEyB1daUIRhCDE2LhPZWAz3NpnRBAuPrE40eXzQ9/2Y\nPNrc/QLc7PVxJfuz7nsjq9hFqvqGQC2aTZi4BvAHsgdnWlVZbT6HGnD4zk+F//US2klC5yQF1dAG\nzOtpngBKrgZ9URvdnG0kmVWN4rlCx3UwcJcTvjVwZMrRZc/2uVrq3nsuN0Aa6v4V5uBdcMO6bOdB\nXH+N6Ga6p4ddmd0njYIsmQF3K0BwpbDWBbu7ax7f8da8c7d0xRpMk0fsypk0Eb1odEeLZlWzvipB\n5IMyCAeQld261poZpqTqvugTtJItM5pPfB3H9Tt23t5pQEu78ji5TifQtAMWCPfOeWxAMF6elevb\nB4nvPz4Hq+wxz53a8K7daAHXurxUVUX+4Q9/dI9ffvyoSkKXP+Xk12v44AICDDiV43pKqteE9Kp9\n/EtPQTgX80wqPXxnzqQojOGRlc8GT8Mekeg+crbBH8BX3LkRjvBBcOjeqMmPOI3lSZ8Zn3hvwQ4c\n0ro14Q6Emci2cUKpas9BxiIfV4cRHx8fO2tnQWyBajQoVvYEoZkZxsnD1oNt1/ByR21Qmap/8s/+\n8C/+5T//xz//pf7xzi4/N7yBzOxWGqYrwzxnu4EWDAvHiSvCzNZEvi1rasQDOON1qdWFd9+S3MIO\no4D0NYPvvXdngRwP8MzzWtWVglYsLcNujZkWrKqsHGAD+KgPPIrEXIPsRo0bBabKuu8k4BF3dhKx\nwiO49whsaWxOEB8F6ESLn99ipFiTuKRuekAN9JFlz8CDDgdtQmPJFdMY5fvTupf5CnvohOdYyum/\nyo8iomw+jcpi6RWh6knp6C43z32HjZNhFnoC2ESpWkfIu9HukZUFrYHnDBWgi8br9cqsqpqgSJl3\nq+4tzICjps4kYeZSL/pofd18NjfurMrK/dfvf829SwmboJgzlW31GiB99bFgZcvbevoW9Qd5kZ8z\nOQR0Bh5H83oOjImMIkvq3L6iVQ96eZ4spA4xCwLNJ74zWxYrDZ3FcBN4hFyjlqYaR68AyeZmka1J\nmMD0ZdkVa2nSVnwtIUepQiPt6yY0oO675dWYx/HbNcS+CLP3+02DB3LfotxPvQohawId8IrX64p7\nf3/Xjz/9+e9//PKJu140s2k38Xp9CPfeuyqPtA2qSrhPfX4lFqypLQVh5DfzMo7N53xSUM1kfz4r\nYcy+YKu3uWXXHo2oGkIXbVGDQzm4s7kiyCv63uaunpOkXLY4cvYyM4u4u1V9nXsXu7NbYaZWpsjJ\nDDY5sy0/62r+5OuehMpJnpxiZ2RUT+cS4cvCWiI+a0/7PS9v37eTUxVFBJh28Ya/80Z1mF0n/Ecu\n1ERcAO7c3cUGnHKDuTPMG+zOKQTYE660GsojwdVQF3RmzhZcDY2OSphWWQnl4TDMDzCEeJBQPZM8\nIU8ZYpW3u+77s2vc1ajsrXtGfNh71uZSqxIGY+f+8aN3Va21pN5be79nzvSKWBGV2YMs6g6c1KR2\nj7VWv99cEbTKzEqeB+IU6880QlV1cITx69zMPQaV6+5dAjB5YJLMYMaqDBhbTvadwKQyojCAR049\nBkKtbJAOWRe7rUoEYFoPy2x+GI/o3eO+mFaNmNRD3Dst3N0zO1aYM3e2hpnPMOdJHdTX4Huu4ymq\nJ86q4X/9zF9+/MVgJYzIUYWqvu/3tLRhvo55kisWwIKCTmpG8BgIP00YUMpM3ubDbEw+SXMkXfMA\nuXtP7YqZoPjXs+UwOjFGwXBrZRa27FrVGNboIdKSr9fHBLXPXGRKoSxELHR1Nc2NsTsnEuqMrMxa\ns3wyuLmNzQ8suTvIL692H6IHa+Y5bgOYMLdOZe2flgh1cS3ziDurCnSge0UEB0ZLsXfVsy88xk4I\nM95T7xbufTxAgsy8bcZX8nC7Vldqjx+F3Sd0DZROivCvOHlJk8d2raVdWcM6khvcbYGo3t2TIWBD\nIhwX7izMSHNUz3c/ZBh/v9/jnBs6HnAoQY+F/XyVZ79QnZMCJZIMjbrUJihPJN/ZiFMc4rd/nR0A\n65mwTCPx5V6ff4OdFPLTip8QQvNusVW9x7uZdVpE4GDAZrNzxjM8u5rpYKswepR7vw8+aC7Mmmbi\ngN85WZYYB1y1kJU6YUZd2aOcqBnwdPMYQRCPVGgqjSm/7+p838MectoKl007NPREZtUkSUw6BLrD\n3M5E1tht4TbANSClwIxG+6s/N+PzXhgN7POsZOa3b9884q8/vn/18V8j2Qne6EZJ7qQbsiR0prvr\nzA9nzs9ZsmV/NYkwGwqIO30UDGo3Z9Xtxxp72ETTR7z3njAngRFhbr8OlI5//0nsOYVnC+X0tfyP\nf/jDP/19/+M//MVv0OzzfWflCFsBRETde2f5aP2OvZJqlXKYumBfy6tgzs/Pz27QEEHIZBSU1Vl6\nxQvnDuPTfWMSGFTd6IFXjE6QOH3U3hngitX3293WWrirIBMuXxBSPXdId5JYa2XWzprPtg0R8Td/\n/EPu/HF/NiSVZfMoAM824rquzD0cGSOyKi6LWDtTpMgIxx5rcPfuutwB/7oW3H2IUdPN95QB4796\ndh33Xc+hrucrmXTQdve9c4UPe4ZwYpj++jAX0CeGfsr6LvW1rtfr9ePH5zND96/HYpqbyjpu5dEx\nDBbgNFga3KXUbsbF3cySTUJlj2nanxla2/kLX/rYp2mmhJGsiE6YRwgSv0LC7XgRj9eO3j3w+TNb\nbiWqsl8fL6u6955hzOyRIjxznhK6m7svDzS+JpDzHo7o87fa3fMqzvKTxPQ5oPy8NqMEuyKGV01a\nd83RFjP/mJt/wknAkg6kxM8529Kg48+r2GolprWCxVqndX+iO75UjdPmalK+w7Pq97//m//uv/7X\n/+z3/R//n//jX375rPosueQjp6Mh741uuu0sPz0OyCPIfuYWW/2OMGBO5BkQDWsT5hYWNXqzboDd\nEiYJ03y5uoTGb+QyZ7BPHG5369kAa+AjT6n+yNMlt7h3ja0+lmWV+VzXytz3fX++318XVXWzzx7B\njj+jZ5tzXVfPQiyfDDJ3dceEiMwxa+6wyEJXfqGcjBbrpEmaf416tdxxUJktqarNvy5PjXZ/NojV\nTROHeJP1EdcsLrM71RMbNPOEzLxzi9i5KVZtyQ9hQ773APxm49mSKOBB3BMwxuOKEm3C63omLJnJ\nOtx1jzCz+76fzO8nZf432LgIy3uTCo/cmbuMPfRKjeWHJzxHgBnNo6XuGtf27DS+ssroxnEAdk9E\nlIS1fI4YHNSNnTUUCeJ9v7n3kOfXWr/1y0ysdLjfO6s6rgi/jESiq0ywoXke48jkHP0qup8xMNSm\nYT+zXG1AahS/4zOaBX1lnWE46fNiy8yNxojFx/ITsSpvQ+cwwiqrupV7v//0998/f5Sa0FeRJnSO\nup5j0gOO1VjPBFaTWT8PM8wsZ7kMjIVq+TH9Fmb1M0+AB0Mqoe1Zh+ApQKpr7K6jMDHj/flesIEM\ntlRKWEzY3jhWGnAj5is061ZXXpdFIBOdqq6f//yX7l5rlY7Ywsyu69JzNNz3Xstfr9ff/M3f/PyX\nn3uW/ZohBrM6pKYpu+lGs4Z1l4nfPr5hQuHI2dJ2t7sPuczN1lpmVpVQ78waTsQsxlsWBiD3Mc9V\ntQdLKB1id1UlOtUgwmPexHhS4D2c6uzaOb0fadBQrZ8szn4yrnyGvzVadZK81qIp657VKqCs9gb9\nWEI/P9/dLWFg0Di5C6fpyqzrGshtha1BlEH5Zanow4M8mxXSisg9d3LPPN/cX2u97xsjRBxq4Fog\n7vssputJF9qV8UTB9Sn7jU/g85e7Z+7pV6wB1JaVDCQbffKMWjTmvQEEbaay08bkF/PKXaqqNCFo\ndGs7Y8wj6nk0KwBExLWMzJ3v+x3mQXY1wa6aBjIzn8w1kach9+D377/8J//Jf/qN/cvPGwrDNYMC\nQVdE+DTeRwuV1c5pua2qzR3iRNERb0n77glTP1i8kkHTdlDqSgDO5R4TZTYLw3kARo2Nx6wnqbLt\nsq8i3927Eg+TYa4FjEqW7IngDau6LbiWzR7ZxTkfp+wNsIE2rrW+vjUziwh3TlZU7l3VYRZuBcLc\nrCLcRyxDjxaqNmkN7MqIFYzcuevGs6sqqdQAh1Fbu4oliW6SJoqsHwrA+OB8PvnMFkG89x3gkK0f\n1gem4IoYOzXXcjVYg0ie6kRf6lhVUfLRQBgb8jCL6DN26TtnBC8ju5Juy30GQHMOzxtI0iwkZO1n\nRTGOqNErWlZDTSor3WDGQWEdmeistqRx3fcjWx/LPGzYx+femNWfmdWDF9t7vqQzb03Jfagzk8ox\nj0ObDfkS09lOhcZH4ChyravU7/tT3dO0e0RXyzgzen0ND/Go+kcfDURYBEtQF8zCInO/ros24d6P\nKR7zVVmYW+vuFDm/F8YbLjhV86/wEz0Aorr/+v2GXIz+TSt5Zj4kzXNvmzBn55QJbM7HFr7GmPf5\nfrvDLXY25lOl5sMERMNEnRjVnTrt1SYxSh0KHgccoZETddXd4R7zYM02lW7hdb85n2E3WjPgcTd3\nqh3zrZQM1oSB2b3Mf7o+MvPzvpN93/c0SOOAGCGHwM/3PctujXcFmEIsctpUqXdB6rMA0HvIj31E\nqHNCypTdHYD0rj0rhTKeg+ep2GEUT6w6WyYEpUIBRVhEjyYLQJWF10y5gPueAWzf7wqGwUEMXKlF\numEps9AwYM2TCWoB3j34FrOek1Ig7GP50aPTas4aYor7bhFeOR0gd/Z1Bc7GEHd2wJv8sT/PeJNm\nekCrE2dyvM50MqfP0jHtXWs57fPHDzMjbALUBO5sNgwj/hmpnZ2IFSFmwHTyFEwT88QomgC/lqk6\n772b3TT6irPXOTFCoNmuNufr27eszJ04CdnywT8QqArBLw/zaSQCQp8w+7knUHAQQHUJLS61A7DG\nt2VSfe/yMI8lswBfHvneSU6XXG3zfH2+a5WDBmOZenLjgGzq5LcyW1CbQeSdeTrfLHe+cyvDYZlC\nmF0L/cOlZdzqEqoT1HUt0j8/t+r9LcJXZPZgP9zizruQw/SOCFVRvWidFSvc494jaguTayIlG8Nk\nouqMuIDa463Dnv2dxvuQ4b4sXEDp5X6jJX1bC9VtzO5ZuxpsNKFj0e7GeoWkJuP9QCtiDMaSCxr+\nbPV0hjQz2qh73B2TtV0Tx0EXSOZXMUdAGNQ3z/BTCUz7FWtsWmc++XRV5+x8Zg/gCU7r7HaP+XPW\nWrv2GBTGyIgzXAoZc39m6eN19SS90AZqqvN3Pv//I5t2A2hd0rnB9KVIJhnugyTfu8Icw0E+6GWr\nPg6g+WQIdiUfmMD0wUI7TaPTHRfCDGOfRHs8c/NWD9i+1BGRuefHcOPyeD+u1fy8qTTCaR8fH9lZ\nXXfu9/1el7tb6eB/uvveY+0dlu64eZoEjd25JT2xBbPsNrNlvnd26/3eYQz3yhFmSxxFtD8C61/V\ni+NouPOGZOZZiXF3GfdOZS1EaaOc4eAJOWOrhFZXpodbTETCPNe6rnjKcr337QxRVU21+eQadY9H\n1AMcFW5x2EggJti8Zgx2CHnV/YoV4d9//OjWugJklUolYwu2Qjzjdz5CMTMbE8ZhJYKxAkJXj5Bl\nLOfZ9WNr2N5jXpst7r6LQV8+c7Kqe/C0bqjs+93TAofCkFWqkBlgsJetUmsiItTZbe6pBsrE5Y6U\num2YGd2XhZtv5dbIfwDAaiYWEFlQAQ3MXGRGhcsjriv3rpYvX2tVZg9QuFXdFMb/j2eov+/dnRDc\nYLCvuVH1jCvCON+OpIJHTwgwMJv9htQjFbMJoHykrY4uaSbiEESa00x4rQtjqxHt8DOPwGpOLrW2\nkkADo5fXE8/kT27UtGG1T6g6+teYqqetneEYGnrnPWNhkiKoDtrUzlfE4Pimo1eOoQHrWtdr7fu4\nM+bl2HsTMDoeo0tjWizerUbv6lIe/8E0ij0y6MCIZgF3j2MTdjK6MtV3y9bA7AdkFi503ssDhjyr\nKYRZGSfwxWBwPuYRVTXhl7tgdx/DjwyLB1DtI43sXmt1oApVmxP/UAUPC7ecs54tVWVmzaTnzn1X\nuoUOT5GkXcv33rnvSiMA43tvWyYbaYT3FM9DbCGv68ITv7efybbR1lokJS2Evy4ZKzOrCezaBhaa\nMbtJrYidb8LCI2J4Hyb2POYSNNnpQoxIjLBx/RxKbh3V73Cs5izn4fnJBcAu9241RtJuwaCNrRYk\nlmG28AMFM3P4jH7srEqlVps5VDO0BXRdF8ndOZuGMPeI0pEt1eFPHlechF1pZr0tYpm7PSCViJgR\n8Jxed26jzUzqsis7Z1+Ps5Kkhn3AwTabpKy8zPd9zppROc6t0JC7s+spwGc2cly+X6G8NSnTDDyu\ny3FCC5j502w75sh3nmd6YL6nnhiTBe3oUauX2cdaCVseWi/QBS17vX9szCFzUOjmz2V1LFRHOs77\nvqvzoQEBNEglLZr7pOsQZGYaGObg6eQasgiiPu9Ptiwiq0Dm3qB9vD6sVSjDTKPbfb24bokNdytS\nKjND93GZ9kHOdHZLfvk0EiNomJ7/orfbD200X7HuTLXaOtZlk5LilrfIUTKr6yh5duWsOgDCqZEW\ndwFa6yoi91uAud01GYleVTjbl2M4mpnKQIbwKBPOCgqovUt9jjASbqJBWOEuLIvOfK3w1+vO+8fe\nEAwMoxPdCAMj7hTQAT2TEajBBpRbREKsbR5GtvTTt2/3/ZaqskIkRE0so9Zz9s/Bb0OFQZ4ZRcNo\nEStb4xA1s6MvPqA7zr06l6FaBiwzA+O6RChFY58kEH8srJjFRXW5xb5LkjmN89xo3pbjinI32rAN\n9OSyzoRm/pzf/fTTivj5r38dPXqYj7Siqtyc5vNxn6tTUtcs5fsECp+gXJ3tfxOcl41m94RFns2E\nvu5AM1u+aBwNDSO09+mUu5y2rpV533VqnIIairDlkfe94hX+YbYEy/fb16b9uOckHRbjrOOmeSH3\nfpdMPU2Ofc0y59rZdw6b9R7MdouGHkfGSKiJlCLAsFG6oQvATELgkbnF9uCsGTKHp9YkTzACtJZ3\nqjVma4xMY8USakDmDp8IoPmC7/uu8dwKvfMik1bVeW8DJxKHRFXPeBGEX6uqjT66b86P07UmxRXQ\npLcvj/lF5raUYq2BKtijTDqGdQ105birfhVOpOaDnaSiKc9jLTfm++4udXnE/X6X2scSXTI/N5Ab\n6xGHxCuu+75nUVrAjJkEWAQnBR4I2mV+S91y9QQJzTsgYHeqyHDl4X/BbfBBMHaJNDS1u9m2nnYC\n56cx8rWctBVRfV7mbgV97kgRVRpWjfEczYcjyNOakQ52ZUUYib1vDa/ugRc/yiROxTGiYjsf+BS9\nUJ8Paw6LOxPGcZTNx22kVCRXLGQZmUBpxAN+UFzSfGGzBuvuGAEacJJV1SRfr9fee+e+rmtFvN/v\nWYN1tz234nvfoyW3E5YsGkup2sb1N7//o9tPa/3+87Owf1H8g/QZbWeweZbabUGSr1fo+72z5qFc\nFpXVowxcS+rcaT4zKgkKt2fvLAB0+rWqu3qfCbJ+Y2qG3u93CPSxolvm7t16vv3uFrqk7z9+BIlW\nArKhccJJNJntZnMBluRkz2C3SjQHLPsVE/Db86MDqMpumc0mUDTSrPY2xtgaHtMCCAsGoNQZpPbO\nycZyc7XCTaqCSkXa1yk8Lc9D5j+N4mi2gK/sdlbNzsSrsrKCXLNuyLQrMFFwSE0QMwptM5UlLX6K\nxZyB9bk9MC3Awf+df+j94z1yr3ltpryfVJ2pl1M1E+rq7pQ5ZosNItyqa3KPHpCNzmM/6dO0vXdm\nuZ94165qdO0WsXyNV8DAYR+GH8QV3KqaxEkymlS6ZWvFexeevuWLunfeo2cAZGe6gPf7x+aZFjod\nrV0Jo6/omvALchrqWWCwY5b18788FeyXlGT+8wxtYy09ZQxJjZhOh9qQmVnFkQrgtE0jBCs1jJPn\nPAu1UkMI5x9+9+1f/PH3//Rf/Lfs9U/+/h/29dPnX36+s34W5086jOLuGgICkLMMigUjOWk3wxRv\nmXCZr2+vgwOckt5H+mLvvd9TFKzI3Lkbwr43ILrDjN3V7TM53hkRMO8q07xofSbnhBErrLJPA96a\nJ/h3Hz/l+3Niy4GTV4lJMwaqKxiX+Sw2x8FNs67aPTGfjAhBXb33nnnMESgBkna2E9+ul9R737Pn\ntGwnpcnYsH1/Aozlgo0tuB8CtyTUJme8eXyb3fML0mlZZaDBKtOocAvzuWM+vr121d69Ioz+tAec\nYR1FSbE/Py9yY5zXh8Q2dHOj0yhY4eiBw6XWm5ypacEuuFNZdXeKMBirQpYCjVVyJ1hAu9M4ci35\nzB4HY1E12+KSckYCDRFtNa3Qu3L2pxicYCs8JoioS9e65Nj7e3fTWJqRvA3m1IeURJ4OGx0vVHZt\nORHk67q66kdmqmlW1REL4IlwqnxIogBQnWObLHXbcEcVrxeB/PGmHRDLdIbVNVZdPTJXzkrDvbKm\n6T9KQIKchghmMVXuTHRgUKrxaXAeQWT84fXHfxX13/6nf/mf/M/+xz/99/6H/8v/3f/j//J/+v/y\n//lv+fkPZpn702ANIUBZpiDs0bsS6jmCu627RFOi4Gip9yQfr6p9wSkEzBhQshP7XXWTjHV1lXK2\n3kmYmzf7PdNMWOAirPp9mS30jcR8VsM+hKVqiUYXB6GvH58bKcKO1AHW6hN+ZbbAlsYDWqlxfjkV\nwReXiLtqZw7Kh6LH2llmZm6Z6YCBIN7s6tw6tYs8SKvcUpM6btiTbEGbxKsTX7t1xvgD6V3qrjmD\nyJTmuwMHLKZSjrFmQwFPtgfEhClb1woktpJ9nLSR6vAw2DKbqEZ3o/Mo2U4Y0cQqWQTf965MM6tS\nrNUldM6jOkuoRXPzeUZH3pXHm6nmeS672s1jLe2NbgdAG/uPZrXqll0TZwnQI+oA4dqAE/5ODANa\nVdkFYQXDVj1Zwl4KHpmbg76uVlblpMe+VjgNQma1YGHXWt+/vzPPsmGFj6S2rbtV1X5OKLh59vhI\niKzsYwCdcLL5yMJiUilp3PuEmUnSw1njE/KqLQmz1nf3ve85WT1cUI2w2RtjaLhemarNf/aHf/U/\n+O//j/jf+dcf/8f/4vPHL5/7/Zn3pJObwVwKqoWqwjjIeV1W1ZVynz3ClNptU1Bkxlrv9+3QbgW4\n2aO3GDrYqR+GXTBDXQiPCleS0LDVYGe5Rawg0mok/pjudNDGqO5uuK+1aqeE13ppjuTuiMiuIdRP\n61rqViu/MPXsVkkfr2URsP1576qj5cq9Qc6Ogwfq0y31UyRINHAY7fMFzSBeVGc9WowDfJhiR89f\n4Ri34TyoOiXMAGAGm1fLY3qRPB+aJqWZEytJjpADs3XbO271zn0qE+BlTnB3Z01PPz9QZ3Uc6TVG\n3yKgqxw2oLXAYcfSR+0B0AmD6BY8nOyJhj5M/68BveOI6DS4yGcLiAH5wtzNyD0KJWCjaBOSCaid\nh+LSrfH0drfTFg0tqCcLItx3207YDNOAz70nlGiqlvtOTGXbZxQ2EKQHT4QjlhnNi3qdOkFowAkg\nPCBNeenuK9ZAxw9CewbCnFEop+Yxs3mUURPhjoCtsHGHxQj2fHjp1epFwPnW69/8bfwv/uf/h/d/\n4//6n//f/0v7y5+U3xHWKpqJKFRVWX/Je0YZa0e1rFMhShgGtnF498AYNaEm3eyuM0ql2XLvB2Xt\nPkYbfolanTQZzd5Vbrau2HVDiWejA6BLE2doZrPW7ycjIKvO0gmAmXpEXd7d77z/f1W9S69lWZal\nNeaca+1zzc08IyMyFZmFIEtVKhXJowENGvwA6NCji2jyYxC/Ahq0aVI8hBCdQoAgRZUQWSmkfL8i\nPdzdzO49e685x6Ax174RZQop3CVzs3vvOWftNccc4xstTKDvCIC5mZysVWQ+PcKEGeFwJu9Bw9w0\njnmdZ0m+q4Jp7fUxe7fIYqOh9gH2fkT2jt5gJRgswgFnL8/NeokFtAvAw2PlihgxBhqOYjhGzJfj\n69uzZ+gwtCkPsO5R6y3bsD2CS9QwGyPIO0Eru3NJckeMaBpAL6lnRJVwZ+8DgHD1h9NAev81kqqh\nOneCpz+Bu+nGcHjMGHST2ZVrWIwG+wbu3f+2zJPE6JBQ54y7aoRzDEesm0ewr3mrIHaq4P7k3P5m\nMxFJdhnAqup3xloV0S9DzxTIZP+k+yyn5LDeWE+EywQ65bBFwhAWbGsJsPGuvY2NsZe9W5Ha3Qbh\nHjHNjCt7ZEbpmMOAMl7r5FUwWPfydmZlrQ9xPOF/8V39xf/yL76MP3xdV72dxlPIQjXjNItgtQTa\njw4PjxgfPw53fz5X85Su64qInZ/MmmM8Xh55XpLkTmwnWn/k1krrx4Jtzh/uPrPmiE+YQ5dYxesq\n1TnCnGZCGIbf2dk2l/o4a13rejlepkeeZ5EsmfWdE0XWde2qVijZbXnoZ1zD0syDq6UMc4/hfmX2\nwra3P5WMcPi9te+N1C2xAMjMbgTp9cO4qyb2R1EQNMehG47WMm/ECAt1A48jK4sK9wg/VzLTQAMy\nq5FccUy7g0d7yBTWSu5FSIRtzKaFhwwew/dzthNaqmK/Uj0F7fwPsA9C7MNsS4J7P4O11p2wrB6T\n2q/Z8qPtxIgbrKquBseaESqYDGN0OVFLtv1XQ6IQ++mOvQFbK2d41ztXFVlm09sq1ezaXi3Sw31s\nR+huUMOvaSEfP356Ps91LbOYMwSulffHspcdEFQdKfB4mce6LrLc3IZfuYo5Yrj5ygVYZXpsDPn2\nMNya03YCbuWwgYkGSKamK4wx5nxIme1VzL6GgZlXnT9YXN//8HJpIb+8/RI4sz7n9WwravHu+mvr\nIdnVeWb4+c9/h6w///O/2jf2ptRkS747LW1b+bcixzGLMt/t89jUcC+xF+s7QNC+FDTzM0AxV7uB\n2irn1ijNvQGPmDAfJmZvaN0RMefJiyTIGIO9XOlT9ObxGHb0sllyurr9QdOHw+5JlfvzQ/SXR5l4\ns8nbmwW9Vy/Z/atdad3n5e5ZmVluKFn1wLsdVyimud7zmcc8Vi5K13l1o0H0hMmVV43HRC8Lui6p\nqlN45j4bjTdkZDXcYjEXzcOzXPs2rDGG2RKYRdEiwtBB1X7mW6e4AtbAlqyS2cuHWVn9DjLvZhgp\n7d0s0jUgRdJUsFStkkdsPQtC7dW8BLIBuOgPQAl9p25J2t+frncb7tlLl6aneRiUlWP44/FS5+ow\ncdVW6WwMR8NXexC3YpoNQWP0dN5v026DdVIpmipV5l1IUSIGHI7Rm9WqLga81vIISnsYvvuG3iOR\n13UJmjHRwKJtolJVdpMMHBuoCEDwok08cf3w+W/m6y8/vUyL59v1+bwuEBhVTbSBhzxRLR0DJun5\nPM/z9N0BmH3kdxngcRxVyMx+NlrMZq64j7pO0boUsc00fSndtzvf9/AwVq4C+05ptLHXkRhjRvi1\n1hhjjtHHXubyEe5+nmfBxv50OcVSkzJdUowAwcx3abuXuzFnv4hhfbaOEVHrOcwIdfJYQMzxvK4x\n5+PlpWkAAhpw+p4ved8HAgj4iOgT12XRpmjdITdwjCFUdkuRGcWAmVgdfurZHj49xoxalIylfj/0\nrVDbAyaLPScMrsUmk5ulyod3h4AjrLcTe8/WX1ifH+23ppvDYeYio/ttHV1kudbFjR7oZHGttQy/\n8hzs+4DUFbPbdOQms65xVtdCjGGIa13uRt7Ld5jtEAOBzjFiHkeR1e0cpZhju0vDK5Ow7k7p4oGI\n0VMy+8XIqspf/vKHur1fK5c7mtxxAwjh7nv3D8ust/Mc5i4Qis5zkLVWHMcxJ4uC5pzcakE14MS0\nmYU9jey5H8idckCT2FcDdUFJAXm3TwJiiamJy0/KxoIy35hzYBIcsajKcsEQLsHdwgD1SPPDDz/M\nOWKMqKrkGHYchxqDqZ2Rz8ybdS5gqegxgG4SkkAfcRxxXWc7C9sEQac7IoYstHK4TQBUijDPrO3s\n3vE3A6wPILeIMYZ+lQEww/slZcSY4WtHXpxb51BSgEtl7gZXqVjFGmH1bvpzK7E9NOZuEV0+DbP3\nybzTHi2u9IJ0RJfqCO0Zwr78AcwsWM7hPl0W19W5VjPstoO2iWljk8b+w0mTR0yKVRxj9N9lvs+y\n0T6XsV1dUAnSaBclWyAiuNUDQuqrlDcvWHF4AjRdRoeZu1ZnjkDhmAeAXGTR0f4SQnrMQ1XtopSp\nTDvpSMwRcCtZF/dNdaQsKlffkbNqhOXdlQ2ARHj0eeN0Ex5zqHm3VC43d4cMSi525iPMzJXJoshO\n5V7Xchu9YOt9exHtHTBDNA9llVQcobB0yC1gpmHHrHyrpONReQApZXjMx8vX1y9mmmP4dJa6Z6Wh\nTd1DZIYRblXVIQ8WHEBZuCy4kuRGIgqELq0ATJebJ7FWwSBHuOVZLnMg3KfbSpHVFhUvd/e353Wd\nadRQ6xNu7s0+3O8haXiAHS8sUSYjeZKAwixZowBatGxxP97vW5L5za53cwq5lazWGSxJAZ8Mkl6B\nS5aqWssOtzjq6t1zZ9bocJPM6dHsL5HsffLhu63lMcdaa7H6h5lCUe6WK204YOHutVZeLQMONy4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C4bsSncYRdYK5t8Zm7wMA9RYqup2hswQzN8j+FjOKvZ991uoasyzJtLoLtFOGL4GB7BqlXZ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\nhxgWW6kAAAAASUVORK5CYII=\n",
"text/plain": [
"<PIL.Image.Image image mode=RGB size=300x300 at 0x30D693B0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"from PIL import Image\n",
"from IPython.display import display\n",
"\n",
"merger = Image.open('./galaxymerger/merger.jpeg')\n",
"non_merger = Image.open('./galaxymerger/non_merger.jpeg')\n",
"print('merging galaxies:')\n",
"display(merger.resize((300,300), Image.ANTIALIAS) )\n",
"print('no merging:')\n",
"display(non_merger.resize((300,300), Image.ANTIALIAS) )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Doing transfer learning on your own image data sets\n",
"\n",
"Similar to how we extracted features from galaxy images using the InceptionV3, you can perform the same process on your own image data sets using the script \"ZipML-PYNQ/zipml/inception-expand-any.py\". Before using the script, you need to first install Tensorflow. After that, you can use the script to create your own data sets containing features extracted from images, and then train linear classifiers on them. Since the feature extraction requires a forward pass over a complex neural network such as InceptionV3, we recommend to perform this step on a larger machine where Tensorflow is installed.\n",
"\n",
"In the following, we will cover the training of linear classifiers on PYNQ."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 1. Instantiate ZipML_SGD\n",
"\n",
"First, we instantiate a ZipML_SGD object, that we will use for training and inference."
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"floatFSGD.bit is loaded\n",
"Got sgd_ctrl!\n",
"Got sgd_dma!\n",
"Allocated buffer of size: 33554432 bytes\n"
]
}
],
"source": [
"import zipml\n",
"import numpy as np\n",
"import time\n",
"\n",
"Z = zipml.ZipML_SGD(on_pynq=1, bitstreams_path=zipml.BITSTREAMS, ctrl_base=0x41200000, dma_base=0x40400000, dma_buffer_size=32*1024*1024)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 2. Load and prepare the data\n",
"\n",
"We load the data that is formatted in libsvm format (label feature_index1:feature1 feature_index2:feature2 ...). Then, we perform a normalization on the features of the data set. We binarize the labels, since we are aiming to perform binary classification (merger vs. non-merger)."
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"num_values_one_row: 2052\n",
"a loaded, time: 143.14256834983826\n",
"b binarized for 1.0, time: 147.30051708221436\n"
]
}
],
"source": [
"start = time.time()\n",
"Z.load_libsvm_data('./galaxymerger/galaxy_train.dat', 3000, 2048)\n",
"print('a loaded, time: ' + str(time.time()-start) )\n",
"Z.a_normalize(to_min1_1=0, row_or_column='r')\n",
"Z.b_binarize(1)\n",
"print('b binarized for ' + str(1.0) + \", time: \" + str(time.time()-start) )\n",
"\n",
"# Set training related parameters\n",
"num_epochs = 50\n",
"step_size = 1.0/(1 << 8)\n",
"cost_pos = 1.0\n",
"cost_neg = 1.0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 3. Full precision training using the CPU"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Training time: 138.7636377811432\n",
"Initial loss: 1500.0\n",
"Epoch 0 loss: 1137.75045927\n",
"Epoch 1 loss: 1049.07313632\n",
"Epoch 2 loss: 1000.47278334\n",
"Epoch 3 loss: 966.036730145\n",
"Epoch 4 loss: 939.246777839\n",
"Epoch 5 loss: 917.450934631\n",
"Epoch 6 loss: 899.025467674\n",
"Epoch 7 loss: 883.094544104\n",
"Epoch 8 loss: 869.085181353\n",
"Epoch 9 loss: 856.648445663\n",
"Epoch 10 loss: 845.521243348\n",
"Epoch 11 loss: 835.419474862\n",
"Epoch 12 loss: 826.163458857\n",
"Epoch 13 loss: 817.618447882\n",
"Epoch 14 loss: 809.691277922\n",
"Epoch 15 loss: 802.345813512\n",
"Epoch 16 loss: 795.457953599\n",
"Epoch 17 loss: 788.975640079\n",
"Epoch 18 loss: 782.837166213\n",
"Epoch 19 loss: 776.956810399\n",
"Epoch 20 loss: 771.375123223\n",
"Epoch 21 loss: 766.063599213\n",
"Epoch 22 loss: 760.998607585\n",
"Epoch 23 loss: 756.153933071\n",
"Epoch 24 loss: 751.50699819\n",
"Epoch 25 loss: 747.042243425\n",
"Epoch 26 loss: 742.745308602\n",
"Epoch 27 loss: 738.603606759\n",
"Epoch 28 loss: 734.605658455\n",
"Epoch 29 loss: 730.744772982\n",
"Epoch 30 loss: 727.0111745\n",
"Epoch 31 loss: 723.397173893\n",
"Epoch 32 loss: 719.900866681\n",
"Epoch 33 loss: 716.512682372\n",
"Epoch 34 loss: 713.219472116\n",
"Epoch 35 loss: 710.020026692\n",
"Epoch 36 loss: 706.94497818\n",
"Epoch 37 loss: 703.949648195\n",
"Epoch 38 loss: 701.028981709\n",
"Epoch 39 loss: 698.178474723\n",
"Epoch 40 loss: 695.394552383\n",
"Epoch 41 loss: 692.673506539\n",
"Epoch 42 loss: 690.012445004\n",
"Epoch 43 loss: 687.410956257\n",
"Epoch 44 loss: 684.866427236\n",
"Epoch 45 loss: 682.376143531\n",
"Epoch 46 loss: 679.938552852\n",
"Epoch 47 loss: 677.56063796\n",
"Epoch 48 loss: 675.23478133\n",
"Epoch 49 loss: 672.954478112\n"
]
}
],
"source": [
"start = time.time()\n",
"x_history_CPU = Z.L2SVM_SGD(num_epochs, step_size, cost_pos, cost_neg, 0, 1)\n",
"print('Training time: ' + str(time.time()-start) )\n",
"initial_loss = Z.calculate_L2SVM_loss(np.zeros(Z.num_features), cost_pos, cost_neg, 0, 1)\n",
"print('Initial loss: ' + str(initial_loss))\n",
"for e in range(0, num_epochs):\n",
"\tloss = Z.calculate_L2SVM_loss(x_history_CPU[:,e], cost_pos, cost_neg, 0, 1)\n",
"\tprint('Epoch ' + str(e) + ' loss: ' + str(loss) )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 4. Full precision training using the FPGA"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Sent\n",
"Config Received\n",
"0x20\n",
"0x20000\n",
"0x3b800000\n",
"0x3b800000\n",
"0x3f800000\n",
"0x801\n",
"0xbb8\n",
"0x32\n",
"0x3b800000\n",
"self.data_start_index: 0, self.data_end_index: 6156000\n",
"bytes_for_model: 8200\n",
"Training time: 2.72277569770813\n",
"Initial loss: 1500.0\n",
"Epoch 0 loss: 1141.09338708\n",
"Epoch 1 loss: 1052.16817194\n",
"Epoch 2 loss: 1003.76512265\n",
"Epoch 3 loss: 969.406197828\n",
"Epoch 4 loss: 942.651944349\n",
"Epoch 5 loss: 920.795139731\n",
"Epoch 6 loss: 902.312971485\n",
"Epoch 7 loss: 886.33561039\n",
"Epoch 8 loss: 872.278585181\n",
"Epoch 9 loss: 859.886052415\n",
"Epoch 10 loss: 848.737563573\n",
"Epoch 11 loss: 838.606207679\n",
"Epoch 12 loss: 829.324077083\n",
"Epoch 13 loss: 820.750261921\n",
"Epoch 14 loss: 812.851450258\n",
"Epoch 15 loss: 805.492012284\n",
"Epoch 16 loss: 798.603099155\n",
"Epoch 17 loss: 792.124802517\n",
"Epoch 18 loss: 786.015188366\n",
"Epoch 19 loss: 780.230517961\n",
"Epoch 20 loss: 774.719392181\n",
"Epoch 21 loss: 769.401946764\n",
"Epoch 22 loss: 764.323065775\n",
"Epoch 23 loss: 759.464598559\n",
"Epoch 24 loss: 754.809229336\n",
"Epoch 25 loss: 750.346595906\n",
"Epoch 26 loss: 746.062608316\n",
"Epoch 27 loss: 741.934149846\n",
"Epoch 28 loss: 737.948884601\n",
"Epoch 29 loss: 734.097288877\n",
"Epoch 30 loss: 730.372515239\n",
"Epoch 31 loss: 726.76414815\n",
"Epoch 32 loss: 723.293345881\n",
"Epoch 33 loss: 719.943967479\n",
"Epoch 34 loss: 716.686532137\n",
"Epoch 35 loss: 713.518849965\n",
"Epoch 36 loss: 710.435505406\n",
"Epoch 37 loss: 707.430794682\n",
"Epoch 38 loss: 704.502270268\n",
"Epoch 39 loss: 701.644301152\n",
"Epoch 40 loss: 698.853191725\n",
"Epoch 41 loss: 696.126183629\n",
"Epoch 42 loss: 693.462022688\n",
"Epoch 43 loss: 690.856765197\n",
"Epoch 44 loss: 688.308604866\n",
"Epoch 45 loss: 685.816051197\n",
"Epoch 46 loss: 683.375570803\n",
"Epoch 47 loss: 680.985342862\n",
"Epoch 48 loss: 678.641963885\n",
"Epoch 49 loss: 676.344594084\n"
]
}
],
"source": [
"start = time.time()\n",
"Z.configure_SGD_FPGA(num_epochs, step_size, cost_pos, cost_neg, 1, 1.0)\n",
"x_history_FPGA = Z.SGD_FPGA(num_epochs)\n",
"print('Training time: ' + str(time.time()-start) )\n",
"initial_loss = Z.calculate_L2SVM_loss(np.zeros(Z.num_features), cost_pos, cost_neg, 0, 1)\n",
"print('Initial loss: ' + str(initial_loss))\n",
"for e in range(0, num_epochs):\n",
"\tloss = Z.calculate_L2SVM_loss(x_history_FPGA[:,e], cost_pos, cost_neg, 0, 1)\n",
"\tprint('Epoch ' + str(e) + ' loss: ' + str(loss) )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The training time with the CPU is 138 seconds and with the FPGA just around 3 seconds. We see that the custom logic on the FPGA provides a very efficient way of performing stochastic gradient descent for linear models."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## 5. Testing the trained models\n",
"\n",
"Now that we have trained our model on features that were extracted from galaxy images, we can run binary classification on a test data set and classify images as containing or not containing galaxy mergers."
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"num_values_one_row: 2052\n"
]
}
],
"source": [
"Z.load_libsvm_data('./galaxymerger/galaxy_test.dat', 1000, 2048)\n",
"Z.a_normalize(to_min1_1=0, row_or_column='r')\n",
"Z.b_binarize(1)"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"matches 796 out of 1000 samples.\n"
]
}
],
"source": [
"matches = Z.binary_classification(x_history_FPGA[:,e])\n",
"print('matches ' + str(matches) + ' out of ' + str(Z.num_samples) + ' samples.')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We reach around 80% accuracy for detecting galaxy mergers."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}